We will start by loading the data
import numpy as np
import pandas as pd
import cv2 as cv
import bbox_visualizer as bbv
import matplotlib.pyplot as plt
from PIL import __version__ as PILLOW_VERSION
from torchvision import datasets
import torch
from torch.utils.data import Dataset
from PIL import Image
import os
import bbox_visualizer as bbv
import shutil
import csv
from sklearn import metrics
DATA_ROOT = "data/raw/HW1_dataset/"
with open(os.path.join(DATA_ROOT, "classes.names"), "r") as f:
classes_encoding = {name.strip("\n"): i for i, name in enumerate(f.readlines())}
print(classes_encoding)
# sanity check for missing labels
bbox_labels = {name.split(".")[0] for name in os.listdir(os.path.join(DATA_ROOT, "bboxes_labels"))}
_images = {name.split(".")[0] for name in os.listdir(os.path.join(DATA_ROOT, "images"))}
missing_labels = bbox_labels.symmetric_difference(_images)
print(missing_labels)
{'Right_Scissors': 0, 'Left_Scissors': 1, 'Right_Needle_driver': 2, 'Left_Needle_driver': 3, 'Right_Forceps': 4, 'Left_Forceps': 5, 'Right_Empty': 6, 'Left_Empty': 7}
{'P038_tissue1_889', 'P017_balloon1_1551', 'P040_balloon1_956'}
We observe that there are 3 images with missing labels. It is possible to impute the labels manually, and draw the bounding boxes ourselves, but since we lack expertise in the field and the amount of omitted images is small, we prefer to remove them entirely.
# remove files without labels
image_filenames = [filename for filename in os.listdir(os.path.join(DATA_ROOT, "images")) if filename.split(".")[0] not in missing_labels]
label_filenames = os.listdir(os.path.join(DATA_ROOT, "bboxes_labels"))
# sanity check that order is maintained so that labels still match files
for label_filename, image_filename in zip(label_filenames, image_filenames):
label_filename, image_filename = label_filename.split(".")[0], image_filename.split(".")[0]
if label_filename != image_filename:
print(label_filename, image_filename)
break
print(len(image_filenames))
1122
The total size of the dataset, omitting the missing labels, is 1122 examples.
def reverse_transform_format(label, w_img, h_img):
cls, x_center, y_center, w, h, = label
w_box = w * w_img
h_box = h * h_img
x_min = x_center * w_img - w_box / 2
x_max = x_center * w_img + w_box / 2
y_min = y_center * h_img - h_box / 2
y_max = y_center * h_img + h_box / 2
return [cls, x_min, y_min, x_max, y_max]
class ImageBBoxDataset(Dataset):
""" This assumes that all images are of the same size """
def __init__(self, root=DATA_ROOT, label_folder="bboxes_labels", image_folder="images", labels=label_filenames, images=image_filenames,
transform=None, invert_darknet=False):
if len(images) != len(labels):
raise RuntimeError("labels and images count dont match")
self.root = root
self.label_folder = label_folder
self.image_folder = image_folder
self.label_filenames = labels
self.images = images
self.labels = []
self.transform = transform
self.invert = invert_darknet
temp_img = Image.open(os.path.join(self.root, self.image_folder, self.images[0]))
self.w_img, self.h_img = temp_img.size
for label_filename in self.label_filenames:
with open(os.path.join(self.root, self.label_folder, label_filename), "r") as f:
lines = f.readlines()
if self.invert:
bbox_label = [reverse_transform_format([int(cls), float(x), float(y), float(w), float(h)], self.w_img, self.h_img)
for cls, x, y, w, h in [line.split(" ") for line in lines]]
else:
bbox_label = [[int(cls), float(x), float(y), float(w), float(h)] for cls, x, y, w, h in [line.split(" ") for line in lines]]
self.labels.append(bbox_label)
def __getitem__(self, index):
image_path = os.path.join(self.root, self.image_folder, self.images[index])
x = cv.imread(image_path)[..., ::-1]
y = self.labels[index]
if self.transform is not None:
x = self.transform(x)
return x, y
def __len__(self):
return len(self.images)
def get_paths(self, index):
image_path = os.path.join(self.root, self.image_folder, self.images[index])
label_path = os.path.join(self.root, self.label_folder, self.label_filenames[index])
return image_path, label_path
ds = ImageBBoxDataset(invert_darknet=True)
Run this cell to see some images in popup window
number_class = {v: k for k, v in classes_encoding.items()}
class_color = {0: (255, 0, 0), 1: (0, 255, 0), 2: (0, 0, 255), 3: (255, 255, 0), 4: (0, 255, 255), 5: (255, 0, 255), 6: (128, 128, 128), 7: (128, 0, 128)}
frame, full_label = ds[0]
def draw_bboxes_and_classes(frame_img, label):
bboxes = [[round(coord) for coord in box[1:]] for box in label]
classes = [number_class[lbl[0]] for lbl in label]
for box, cls in zip(bboxes, classes):
color = class_color[classes_encoding[cls]]
frame_img = bbv.draw_multiple_rectangles(frame_img, [box], bbox_color=color)
frame_img = bbv.add_multiple_labels(frame_img, [cls], [box], text_bg_color=color)
cv.imshow('Frame', frame_img)
cv.waitKey(0)
cv.destroyAllWindows()
cv.waitKey(1)
c = 0
for img, label in ds:
if c > 10:
break
draw_bboxes_and_classes(img, label)
c += 1
def count_labels(dataset, classes):
counter = {c: 0 for c in classes}
for _, labels in dataset:
for label in labels:
counter[label[0]] += 1
return counter
counts = count_labels(ds, classes_encoding.values())
total = sum(counts.values())
plt.bar(range(len(counts)), [v / total for v in counts.values()], align='center')
plt.title("Label distribution over the dataset")
plt.xticks(range(len(counts)), list(classes_encoding.keys()), rotation=90)
plt.ylabel("Percentage of data")
plt.show()
print(counts)
{0: 257, 1: 3, 2: 765, 3: 48, 4: 0, 5: 362, 6: 92, 7: 710}
We observe that the dataset is imbalanced, in particular, the "Right Needle Driver" and "Left Empty" classes dominate the rest of the classes. The "Left Scissors", "Left Needle Driver" and "Right Empty" are in the extreme minority, accounting for less than 10% of the labels combined, particularly, the "Left Scissors" class has only 3 examples out of 1122.
We theorize that the main factor driving this imbalance is the handedness of the participating surgeons, meaning that the vast majority (if not all) of the participating surgeons were right-handed, which caused the "right" labels and the "left empty" labels to dominate as they were using their preferred hand.
The "Left Forceps" dominates however, due to it being a secondary tool in this procedure and being used in tandem with another tool, therefore it is only used in the left hand since the dominant hand is occupied.
with open(os.path.join(DATA_ROOT, "train.txt")) as f:
train_files = [x.split(".")[0] for x in f.readlines()]
with open(os.path.join(DATA_ROOT, "valid.txt")) as f:
valid_files = [x.split(".")[0] for x in f.readlines()]
with open(os.path.join(DATA_ROOT, "test.txt")) as f:
test_files = [x.split(".")[0] for x in f.readlines()]
def create_train_test_val_dirs():
paths_to_create = ["data/raw", "data/raw/images", "data/raw/labels", "data/raw/images/training", "data/raw/images/validation", "data/raw/images/test",
"data/raw/labels/training", "data/raw/labels/validation", "data/raw/labels/test", "data/processed", "data/processed/images",
"data/processed/labels", "data/processed/images/training", "data/processed/images/validation", "data/processed/images/test",
"data/processed/labels/training", "data/processed/labels/validation", "data/processed/labels/test", "data/augmented",
"data/augmented/images", "data/augmented/labels", "data/augmented/images/training", "data/augmented/labels/training"]
for path in paths_to_create:
if not os.path.exists(path):
os.mkdir(path)
def split_dataset(ds, train_files, valid_files, test_files, classes):
counter_train = {c: 0 for c in classes}
counter_val = {c: 0 for c in classes}
counter_test = {c: 0 for c in classes}
create_train_test_val_dirs()
for i in range(len(ds)):
img_path, label_path = ds.get_paths(i)
_, lbl = ds[i]
img_name = img_path.split("/")[-1].split("\\")[-1].split(".")[0]
if img_name in train_files:
for cls in lbl:
counter_train[cls[0]] += 1
dest_img = "data/raw/images/training"
dest_label = "data/raw/labels/training"
elif img_name in valid_files:
for cls in lbl:
counter_val[cls[0]] += 1
dest_img = "data/raw/images/validation"
dest_label = "data/raw/labels/validation"
else:
for cls in lbl:
counter_test[cls[0]] += 1
dest_img = "data/raw/images/test"
dest_label = "data/raw/labels/test"
shutil.copy2(img_path, dest_img)
shutil.copy2(label_path, dest_label)
return counter_train, counter_val, counter_test
train_counter, val_counter, test_counter = split_dataset(ds, train_files, valid_files, test_files, classes_encoding.values())
total_train, total_val, total_test = sum(train_counter.values()), sum(val_counter.values()), sum(test_counter.values())
fig, ax = plt.subplots(1, 3)
ax[0].bar(range(len(train_counter)), [v / total_train for v in train_counter.values()], align='center')
ax[0].set_title("Train", fontsize=12)
ax[0].set_xticks(range(len(train_counter)), list(classes_encoding.keys()), rotation=90)
ax[0].set_ylabel("% of data")
ax[1].bar(range(len(val_counter)), [v / total_val for v in val_counter.values()], align='center')
ax[1].set_title("Validation", fontsize=12)
ax[1].set_xticks(range(len(val_counter)), list(classes_encoding.keys()), rotation=90)
ax[1].set_ylabel("% of data")
ax[2].bar(range(len(test_counter)), [v / total_test for v in test_counter.values()], align='center')
ax[2].set_title("Test", fontsize=12)
ax[2].set_xticks(range(len(test_counter)), list(classes_encoding.keys()), rotation=90)
ax[2].set_ylabel("% of data")
fig.suptitle("Label distribution over sets")
fig.tight_layout(pad=1.0)
plt.show()
We can see that the label distribution remains the same after splitting the data according to the train, test and validation files. However, the data is still unbalanced. First, we will use augmentation to increase the size of the minority classes, then we will use oversampling and undersampling to balance the dataset.
from imblearn.over_sampling import RandomOverSampler
import random
def create_labels_df_out_of_subset(images_path, labels_path):
paths_labels_df = []
for img_filename, label_filename in zip(os.listdir(images_path), os.listdir(labels_path)):
with open(os.path.join(labels_path, label_filename)) as f:
labels = f.readlines()
for label in labels:
paths_labels_df.append([img_filename, label_filename, label[0]])
df = pd.DataFrame(paths_labels_df)
df.columns = ["img_name", "label_name", "class"]
return df
def get_balanced_df(org_df):
oversample = RandomOverSampler(sampling_strategy='auto')
new_x, new_y = oversample.fit_resample(org_df[['img_name', "label_name"]], org_df['class'])
new_df = pd.DataFrame()
new_df["img_name"] = new_x["img_name"]
new_df["label_name"] = new_x["label_name"]
new_df["class"] = new_y
return new_df
def write_balanced_df_to_folder(bdf, images_src, labels_src, images_dest, labels_dest):
majority = {2, 7}
counts = bdf.groupby(["img_name", "label_name"]).size().reset_index(name="count")
for im_name, lbl_name, count in zip(counts["img_name"], counts["label_name"], counts["count"]):
img_src, lbl_src = os.path.join(images_src, im_name), os.path.join(labels_src, lbl_name)
for i in range(int(count)):
if count < 3:
if random.randint(0, 1):
continue
img_name_dest = im_name.split(".")[0] + f"_{i}" + ".jpg"
lbl_name_dest = lbl_name.split(".")[0] + f"_{i}" + ".txt"
img_dest, lbl_dest = os.path.join(images_dest, img_name_dest), os.path.join(labels_dest, lbl_name_dest)
shutil.copy2(img_src, img_dest)
shutil.copy2(lbl_src, lbl_dest)
if i > 2:
with open(lbl_dest, "r") as f:
lines = [x for x in f.readlines() if int(x[0]) not in majority]
with open(lbl_dest, "w") as f:
for line in lines:
f.write(line)
def balance_subset(images_src, labels_src, images_dest, labels_dest):
balance_df = get_balanced_df(create_labels_df_out_of_subset(images_src, labels_src))
write_balanced_df_to_folder(balance_df, images_src, labels_src, images_dest, labels_dest)
print(len(balance_df) / len(create_labels_df_out_of_subset(images_src, labels_src)))
return balance_df
balance_subset("data/raw/images/training", "data/raw/labels/training", "data/processed/images/training", "data/processed/labels/training")
2.365946632782719
counts = {c: 0 for c in range(8)}
for filename in os.listdir("data/processed/labels/training"):
with open(os.path.join("data/processed/labels/training", filename), "r") as f:
for line in f.readlines():
try:
counts[int(line[0])] += 1
except ValueError as e:
print(filename)
total = sum(counts.values())
plt.bar(range(len(counts)), [v / total for v in counts.values()], align='center')
plt.title("Label distribution over the dataset")
plt.xticks(range(len(counts)), list(classes_encoding.keys()), rotation=90)
plt.ylabel("Percentage of data")
plt.show()
print(counts)
{0: 1609, 1: 541, 2: 905, 3: 639, 4: 0, 5: 757, 6: 652, 7: 912}
We can see that the data is balanced now and nearly double in size
Now, we will train models on the original and balanced train sets.
Our chosen model was yolov5 which is an improvement over the yolo model1 we've seen in class.
As a reminder, yolo is a single stage object detection architecture which looks at the images as a grid of cells and assigns class probabilities to each cell. The original architecture is as such:

While the paper for yolov5 hasn't released yet, we saw that it performs well, and decided to use it. We can see the architecture in Tensorboard:

The main new addition we noticed is the C3 module, which is called Concentrated-Comprehensive Convolution. In essence, it's an improved dilated convolution which reduces the number of parameters by half.2
Link to the yolov5 github: https://github.com/ultralytics/yolov5
YOLO paper: https://arxiv.org/abs/1506.02640↩
C3 Paper: https://arxiv.org/abs/1812.04920↩
For our experiments, we trained the yolov5 network on the original, balanced and augmented datasets, in addition to testing the optimizer between AdamW and SGD
! jupyter notebook --NotebookApp.iopub_data_rate_limit=1e12
^C
!python yolov5_ws/yolov5/train.py --img 640 --batch 20 --epochs 500 --optimizer "AdamW" --device "cuda:0" --data yolov5_ws/yolov5/dataset.yaml --weights yolov5_ws/yolov5/yolov5s.pt
github: skipping check (not a git repository), for updates see https://github.com/ultralytics/yolov5
train: weights=yolov5_ws/yolov5/yolov5s.pt, cfg=, data=yolov5_ws/yolov5/dataset.yaml, hyp=yolov5_ws\yolov5\data\hyps\hyp.scratch-low.yaml, epochs=500, batch_size=20, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=cuda:0, multi_scale=False, single_cls=False, optimizer=AdamW, sync_bn=False, workers=8, project=yolov5_ws\yolov5\runs\train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, seed=0, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest YOLOv5 2022-12-5 Python-3.9.15 torch-1.13.0 CUDA:0 (NVIDIA GeForce RTX 4090, 24564MiB) hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0 ClearML: run 'pip install clearml' to automatically track, visualize and remotely train YOLOv5 in ClearML Comet: run 'pip install comet_ml' to automatically track and visualize YOLOv5 runs in Comet TensorBoard: Start with 'tensorboard --logdir yolov5_ws\yolov5\runs\train', view at http://localhost:6006/ Overriding model.yaml nc=80 with nc=8 from n params module arguments 0 -1 1 3520 models.common.Conv [3, 32, 6, 2, 2] 1 -1 1 18560 models.common.Conv [32, 64, 3, 2] 2 -1 1 18816 models.common.C3 [64, 64, 1] 3 -1 1 73984 models.common.Conv [64, 128, 3, 2] 4 -1 2 115712 models.common.C3 [128, 128, 2] 5 -1 1 295424 models.common.Conv [128, 256, 3, 2] 6 -1 3 625152 models.common.C3 [256, 256, 3] 7 -1 1 1180672 models.common.Conv [256, 512, 3, 2] 8 -1 1 1182720 models.common.C3 [512, 512, 1] 9 -1 1 656896 models.common.SPPF [512, 512, 5] 10 -1 1 131584 models.common.Conv [512, 256, 1, 1] 11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 12 [-1, 6] 1 0 models.common.Concat [1] 13 -1 1 361984 models.common.C3 [512, 256, 1, False] 14 -1 1 33024 models.common.Conv [256, 128, 1, 1] 15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 16 [-1, 4] 1 0 models.common.Concat [1] 17 -1 1 90880 models.common.C3 [256, 128, 1, False] 18 -1 1 147712 models.common.Conv [128, 128, 3, 2] 19 [-1, 14] 1 0 models.common.Concat [1] 20 -1 1 296448 models.common.C3 [256, 256, 1, False] 21 -1 1 590336 models.common.Conv [256, 256, 3, 2] 22 [-1, 10] 1 0 models.common.Concat [1] 23 -1 1 1182720 models.common.C3 [512, 512, 1, False] 24 [17, 20, 23] 1 35061 models.yolo.Detect [8, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]] Model summary: 214 layers, 7041205 parameters, 7041205 gradients, 16.0 GFLOPs Transferred 343/349 items from yolov5_ws\yolov5\yolov5s.pt AMP: checks passed optimizer: AdamW(lr=0.01) with parameter groups 57 weight(decay=0.0), 60 weight(decay=0.00046875), 60 bias train: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\training.cache... 790 images, 0 backgrounds, 0 corrupt: 100%|##########| 790/790 [00:00<?, ?it/s] train: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\training.cache... 790 images, 0 backgrounds, 0 corrupt: 100%|##########| 790/790 [00:00<?, ?it/s] val: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\validation.cache... 132 images, 0 backgrounds, 0 corrupt: 100%|##########| 132/132 [00:00<?, ?it/s] val: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\validation.cache... 132 images, 0 backgrounds, 0 corrupt: 100%|##########| 132/132 [00:00<?, ?it/s] AutoAnchor: 5.37 anchors/target, 1.000 Best Possible Recall (BPR). Current anchors are a good fit to dataset Plotting labels to yolov5_ws\yolov5\runs\train\exp10\labels.jpg... Image sizes 640 train, 640 val Using 8 dataloader workers Logging results to yolov5_ws\yolov5\runs\train\exp10 Starting training for 500 epochs... Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 0/499 3.68G 0.1165 0.0381 0.06493 75 640: 0%| | 0/40 [00:00<?, ?it/s] 0/499 3.68G 0.1165 0.0381 0.06493 75 640: 2%|2 | 1/40 [00:02<01:28, 2.27s/it] 0/499 3.75G 0.1114 0.03856 0.06073 73 640: 2%|2 | 1/40 [00:02<01:28, 2.27s/it] 0/499 3.75G 0.1114 0.03856 0.06073 73 640: 5%|5 | 2/40 [00:02<00:45, 1.20s/it] 0/499 3.88G 0.108 0.03761 0.05895 65 640: 5%|5 | 2/40 [00:03<00:45, 1.20s/it] 0/499 3.88G 0.108 0.03761 0.05895 65 640: 8%|7 | 3/40 [00:03<00:29, 1.26it/s] 0/499 3.88G 0.104 0.03759 0.05744 70 640: 8%|7 | 3/40 [00:03<00:29, 1.26it/s] 0/499 3.88G 0.104 0.03759 0.05744 70 640: 10%|# | 4/40 [00:03<00:21, 1.68it/s] 0/499 3.88G 0.09928 0.03821 0.05614 69 640: 10%|# | 4/40 [00:03<00:21, 1.68it/s] 0/499 3.88G 0.09928 0.03821 0.05614 69 640: 12%|#2 | 5/40 [00:03<00:16, 2.09it/s] 0/499 3.88G 0.09609 0.04006 0.05499 85 640: 12%|#2 | 5/40 [00:03<00:16, 2.09it/s] 0/499 3.88G 0.09609 0.04006 0.05499 85 640: 15%|#5 | 6/40 [00:03<00:14, 2.42it/s] 0/499 3.88G 0.0942 0.03943 0.05358 68 640: 15%|#5 | 6/40 [00:04<00:14, 2.42it/s] 0/499 3.88G 0.0942 0.03943 0.05358 68 640: 18%|#7 | 7/40 [00:04<00:12, 2.61it/s] 0/499 3.88G 0.09158 0.03951 0.05248 69 640: 18%|#7 | 7/40 [00:04<00:12, 2.61it/s] 0/499 3.88G 0.09158 0.03951 0.05248 69 640: 20%|## | 8/40 [00:04<00:10, 2.92it/s] 0/499 3.88G 0.08941 0.03925 0.05174 63 640: 20%|## | 8/40 [00:04<00:10, 2.92it/s] 0/499 3.88G 0.08941 0.03925 0.05174 63 640: 22%|##2 | 9/40 [00:04<00:09, 3.14it/s] 0/499 3.88G 0.08742 0.03918 0.05118 66 640: 22%|##2 | 9/40 [00:05<00:09, 3.14it/s] 0/499 3.88G 0.08742 0.03918 0.05118 66 640: 25%|##5 | 10/40 [00:05<00:09, 3.27it/s] 0/499 3.88G 0.08506 0.03901 0.04993 62 640: 25%|##5 | 10/40 [00:05<00:09, 3.27it/s] 0/499 3.88G 0.08506 0.03901 0.04993 62 640: 28%|##7 | 11/40 [00:05<00:08, 3.38it/s] 0/499 3.88G 0.08311 0.03909 0.04932 70 640: 28%|##7 | 11/40 [00:05<00:08, 3.38it/s] 0/499 3.88G 0.08311 0.03909 0.04932 70 640: 30%|### | 12/40 [00:05<00:08, 3.42it/s] 0/499 3.88G 0.08129 0.03943 0.049 75 640: 30%|### | 12/40 [00:05<00:08, 3.42it/s] 0/499 3.88G 0.08129 0.03943 0.049 75 640: 32%|###2 | 13/40 [00:05<00:07, 3.47it/s] 0/499 3.88G 0.07979 0.03934 0.0487 67 640: 32%|###2 | 13/40 [00:06<00:07, 3.47it/s] 0/499 3.88G 0.07979 0.03934 0.0487 67 640: 35%|###5 | 14/40 [00:06<00:07, 3.53it/s] 0/499 3.88G 0.07868 0.03966 0.04836 83 640: 35%|###5 | 14/40 [00:06<00:07, 3.53it/s] 0/499 3.88G 0.07868 0.03966 0.04836 83 640: 38%|###7 | 15/40 [00:06<00:07, 3.52it/s] 0/499 3.88G 0.07768 0.03948 0.04797 75 640: 38%|###7 | 15/40 [00:06<00:07, 3.52it/s] 0/499 3.88G 0.07768 0.03948 0.04797 75 640: 40%|#### | 16/40 [00:06<00:06, 3.55it/s] 0/499 3.88G 0.07665 0.03928 0.04765 73 640: 40%|#### | 16/40 [00:06<00:06, 3.55it/s] 0/499 3.88G 0.07665 0.03928 0.04765 73 640: 42%|####2 | 17/40 [00:06<00:06, 3.58it/s] 0/499 3.88G 0.07527 0.03925 0.04736 78 640: 42%|####2 | 17/40 [00:07<00:06, 3.58it/s] 0/499 3.88G 0.07527 0.03925 0.04736 78 640: 45%|####5 | 18/40 [00:07<00:06, 3.60it/s] 0/499 3.88G 0.07438 0.03904 0.0472 74 640: 45%|####5 | 18/40 [00:07<00:06, 3.60it/s] 0/499 3.88G 0.07438 0.03904 0.0472 74 640: 48%|####7 | 19/40 [00:07<00:05, 3.65it/s] 0/499 3.88G 0.0736 0.03892 0.04708 83 640: 48%|####7 | 19/40 [00:07<00:05, 3.65it/s] 0/499 3.88G 0.0736 0.03892 0.04708 83 640: 50%|##### | 20/40 [00:07<00:05, 3.61it/s] 0/499 3.88G 0.07299 0.03894 0.04671 86 640: 50%|##### | 20/40 [00:08<00:05, 3.61it/s] 0/499 3.88G 0.07299 0.03894 0.04671 86 640: 52%|#####2 | 21/40 [00:08<00:05, 3.61it/s] 0/499 3.88G 0.07218 0.03885 0.04637 89 640: 52%|#####2 | 21/40 [00:08<00:05, 3.61it/s] 0/499 3.88G 0.07218 0.03885 0.04637 89 640: 55%|#####5 | 22/40 [00:08<00:05, 3.54it/s] 0/499 3.88G 0.07139 0.03862 0.04617 73 640: 55%|#####5 | 22/40 [00:08<00:05, 3.54it/s] 0/499 3.88G 0.07139 0.03862 0.04617 73 640: 57%|#####7 | 23/40 [00:08<00:04, 3.59it/s] 0/499 3.88G 0.0707 0.03818 0.04602 64 640: 57%|#####7 | 23/40 [00:08<00:04, 3.59it/s] 0/499 3.88G 0.0707 0.03818 0.04602 64 640: 60%|###### | 24/40 [00:08<00:04, 3.54it/s] 0/499 3.88G 0.07 0.03806 0.04587 83 640: 60%|###### | 24/40 [00:09<00:04, 3.54it/s] 0/499 3.88G 0.07 0.03806 0.04587 83 640: 62%|######2 | 25/40 [00:09<00:04, 3.59it/s] 0/499 3.88G 0.06943 0.03776 0.04578 71 640: 62%|######2 | 25/40 [00:09<00:04, 3.59it/s] 0/499 3.88G 0.06943 0.03776 0.04578 71 640: 65%|######5 | 26/40 [00:09<00:03, 3.61it/s] 0/499 3.88G 0.06889 0.03732 0.04557 59 640: 65%|######5 | 26/40 [00:09<00:03, 3.61it/s] 0/499 3.88G 0.06889 0.03732 0.04557 59 640: 68%|######7 | 27/40 [00:09<00:03, 3.60it/s] 0/499 3.88G 0.06842 0.03712 0.0453 76 640: 68%|######7 | 27/40 [00:10<00:03, 3.60it/s] 0/499 3.88G 0.06842 0.03712 0.0453 76 640: 70%|####### | 28/40 [00:10<00:03, 3.57it/s] 0/499 3.88G 0.06784 0.0367 0.04522 60 640: 70%|####### | 28/40 [00:10<00:03, 3.57it/s] 0/499 3.88G 0.06784 0.0367 0.04522 60 640: 72%|#######2 | 29/40 [00:10<00:03, 3.65it/s] 0/499 3.88G 0.0674 0.03646 0.04514 74 640: 72%|#######2 | 29/40 [00:10<00:03, 3.65it/s] 0/499 3.88G 0.0674 0.03646 0.04514 74 640: 75%|#######5 | 30/40 [00:10<00:02, 3.53it/s] 0/499 3.88G 0.06691 0.03628 0.04498 77 640: 75%|#######5 | 30/40 [00:10<00:02, 3.53it/s] 0/499 3.88G 0.06691 0.03628 0.04498 77 640: 78%|#######7 | 31/40 [00:10<00:02, 3.67it/s] 0/499 3.88G 0.06653 0.0362 0.04482 90 640: 78%|#######7 | 31/40 [00:11<00:02, 3.67it/s] 0/499 3.88G 0.06653 0.0362 0.04482 90 640: 80%|######## | 32/40 [00:11<00:02, 3.64it/s] 0/499 3.88G 0.06611 0.0362 0.04453 93 640: 80%|######## | 32/40 [00:11<00:02, 3.64it/s] 0/499 3.88G 0.06611 0.0362 0.04453 93 640: 82%|########2 | 33/40 [00:11<00:01, 3.81it/s] 0/499 3.88G 0.0657 0.036 0.04445 75 640: 82%|########2 | 33/40 [00:11<00:01, 3.81it/s] 0/499 3.88G 0.0657 0.036 0.04445 75 640: 85%|########5 | 34/40 [00:11<00:01, 3.98it/s] 0/499 3.88G 0.06535 0.03581 0.04435 69 640: 85%|########5 | 34/40 [00:11<00:01, 3.98it/s] 0/499 3.88G 0.06535 0.03581 0.04435 69 640: 88%|########7 | 35/40 [00:11<00:01, 4.14it/s] 0/499 3.88G 0.06507 0.03558 0.04429 68 640: 88%|########7 | 35/40 [00:12<00:01, 4.14it/s] 0/499 3.88G 0.06507 0.03558 0.04429 68 640: 90%|######### | 36/40 [00:12<00:00, 4.22it/s] 0/499 3.88G 0.06478 0.03539 0.04413 69 640: 90%|######### | 36/40 [00:12<00:00, 4.22it/s] 0/499 3.88G 0.06478 0.03539 0.04413 69 640: 92%|#########2| 37/40 [00:12<00:00, 4.52it/s] 0/499 3.88G 0.06448 0.0352 0.0441 74 640: 92%|#########2| 37/40 [00:12<00:00, 4.52it/s] 0/499 3.88G 0.06448 0.0352 0.0441 74 640: 95%|#########5| 38/40 [00:12<00:00, 4.52it/s] 0/499 3.88G 0.06411 0.03515 0.04404 82 640: 95%|#########5| 38/40 [00:12<00:00, 4.52it/s] 0/499 3.88G 0.06411 0.03515 0.04404 82 640: 98%|#########7| 39/40 [00:12<00:00, 4.73it/s] 0/499 3.88G 0.06382 0.03497 0.04393 37 640: 98%|#########7| 39/40 [00:12<00:00, 4.73it/s] 0/499 3.88G 0.06382 0.03497 0.04393 37 640: 100%|##########| 40/40 [00:12<00:00, 4.78it/s] 0/499 3.88G 0.06382 0.03497 0.04393 37 640: 100%|##########| 40/40 [00:12<00:00, 3.12it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:02<00:06, 2.09s/it] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:04<00:04, 2.11s/it] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:06<00:02, 2.07s/it] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:06<00:00, 1.55s/it] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:06<00:00, 1.75s/it] all 132 263 0.00182 0.306 0.00401 0.00105 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 1/499 4.32G 0.05247 0.03501 0.03548 85 640: 0%| | 0/40 [00:00<?, ?it/s] 1/499 4.32G 0.05247 0.03501 0.03548 85 640: 2%|2 | 1/40 [00:00<00:10, 3.78it/s] 1/499 4.32G 0.05542 0.02971 0.03767 52 640: 2%|2 | 1/40 [00:00<00:10, 3.78it/s] 1/499 4.32G 0.05542 0.02971 0.03767 52 640: 5%|5 | 2/40 [00:00<00:10, 3.64it/s] 1/499 4.32G 0.05552 0.02933 0.03829 60 640: 5%|5 | 2/40 [00:00<00:10, 3.64it/s] 1/499 4.32G 0.05552 0.02933 0.03829 60 640: 8%|7 | 3/40 [00:00<00:09, 3.77it/s] 1/499 4.32G 0.05537 0.02954 0.03868 72 640: 8%|7 | 3/40 [00:01<00:09, 3.77it/s] 1/499 4.32G 0.05537 0.02954 0.03868 72 640: 10%|# | 4/40 [00:01<00:09, 3.76it/s] 1/499 4.32G 0.05518 0.02871 0.03921 60 640: 10%|# | 4/40 [00:01<00:09, 3.76it/s] 1/499 4.32G 0.05518 0.02871 0.03921 60 640: 12%|#2 | 5/40 [00:01<00:08, 4.20it/s] 1/499 4.32G 0.05495 0.0292 0.03896 81 640: 12%|#2 | 5/40 [00:01<00:08, 4.20it/s] 1/499 4.32G 0.05495 0.0292 0.03896 81 640: 15%|#5 | 6/40 [00:01<00:07, 4.35it/s] 1/499 4.32G 0.0547 0.02926 0.03888 73 640: 15%|#5 | 6/40 [00:01<00:07, 4.35it/s] 1/499 4.32G 0.0547 0.02926 0.03888 73 640: 18%|#7 | 7/40 [00:01<00:07, 4.62it/s] 1/499 4.32G 0.05501 0.02934 0.03847 70 640: 18%|#7 | 7/40 [00:01<00:07, 4.62it/s] 1/499 4.32G 0.05501 0.02934 0.03847 70 640: 20%|## | 8/40 [00:01<00:06, 4.63it/s] 1/499 4.32G 0.05471 0.02983 0.03854 83 640: 20%|## | 8/40 [00:02<00:06, 4.63it/s] 1/499 4.32G 0.05471 0.02983 0.03854 83 640: 22%|##2 | 9/40 [00:02<00:06, 4.68it/s] 1/499 4.32G 0.05451 0.03051 0.03844 87 640: 22%|##2 | 9/40 [00:02<00:06, 4.68it/s] 1/499 4.32G 0.05451 0.03051 0.03844 87 640: 25%|##5 | 10/40 [00:02<00:06, 4.64it/s] 1/499 4.32G 0.05428 0.0297 0.03872 56 640: 25%|##5 | 10/40 [00:02<00:06, 4.64it/s] 1/499 4.32G 0.05428 0.0297 0.03872 56 640: 28%|##7 | 11/40 [00:02<00:06, 4.81it/s] 1/499 4.32G 0.05396 0.02969 0.03892 77 640: 28%|##7 | 11/40 [00:02<00:06, 4.81it/s] 1/499 4.32G 0.05396 0.02969 0.03892 77 640: 30%|### | 12/40 [00:02<00:05, 4.71it/s] 1/499 4.32G 0.05345 0.02958 0.03879 74 640: 30%|### | 12/40 [00:02<00:05, 4.71it/s] 1/499 4.32G 0.05345 0.02958 0.03879 74 640: 32%|###2 | 13/40 [00:02<00:05, 4.92it/s] 1/499 4.32G 0.05328 0.02965 0.03889 77 640: 32%|###2 | 13/40 [00:03<00:05, 4.92it/s] 1/499 4.32G 0.05328 0.02965 0.03889 77 640: 35%|###5 | 14/40 [00:03<00:05, 4.74it/s] 1/499 4.32G 0.05343 0.0294 0.03896 66 640: 35%|###5 | 14/40 [00:03<00:05, 4.74it/s] 1/499 4.32G 0.05343 0.0294 0.03896 66 640: 38%|###7 | 15/40 [00:03<00:05, 4.49it/s] 1/499 4.32G 0.05346 0.02963 0.03881 87 640: 38%|###7 | 15/40 [00:03<00:05, 4.49it/s] 1/499 4.32G 0.05346 0.02963 0.03881 87 640: 40%|#### | 16/40 [00:03<00:05, 4.06it/s] 1/499 4.32G 0.05323 0.02963 0.0388 81 640: 40%|#### | 16/40 [00:03<00:05, 4.06it/s] 1/499 4.32G 0.05323 0.02963 0.0388 81 640: 42%|####2 | 17/40 [00:03<00:05, 3.99it/s] 1/499 4.32G 0.05319 0.02948 0.0387 72 640: 42%|####2 | 17/40 [00:04<00:05, 3.99it/s] 1/499 4.32G 0.05319 0.02948 0.0387 72 640: 45%|####5 | 18/40 [00:04<00:05, 3.84it/s] 1/499 4.32G 0.05311 0.02939 0.03837 73 640: 45%|####5 | 18/40 [00:04<00:05, 3.84it/s] 1/499 4.32G 0.05311 0.02939 0.03837 73 640: 48%|####7 | 19/40 [00:04<00:05, 3.88it/s] 1/499 4.32G 0.05303 0.02955 0.03812 82 640: 48%|####7 | 19/40 [00:04<00:05, 3.88it/s] 1/499 4.32G 0.05303 0.02955 0.03812 82 640: 50%|##### | 20/40 [00:04<00:05, 3.72it/s] 1/499 4.32G 0.05304 0.02936 0.03794 71 640: 50%|##### | 20/40 [00:05<00:05, 3.72it/s] 1/499 4.32G 0.05304 0.02936 0.03794 71 640: 52%|#####2 | 21/40 [00:05<00:04, 3.82it/s] 1/499 4.32G 0.05301 0.02937 0.03782 76 640: 52%|#####2 | 21/40 [00:05<00:04, 3.82it/s] 1/499 4.32G 0.05301 0.02937 0.03782 76 640: 55%|#####5 | 22/40 [00:05<00:04, 3.66it/s] 1/499 4.32G 0.05323 0.02942 0.0379 82 640: 55%|#####5 | 22/40 [00:05<00:04, 3.66it/s] 1/499 4.32G 0.05323 0.02942 0.0379 82 640: 57%|#####7 | 23/40 [00:05<00:04, 3.78it/s] 1/499 4.32G 0.05322 0.02933 0.03791 69 640: 57%|#####7 | 23/40 [00:05<00:04, 3.78it/s] 1/499 4.32G 0.05322 0.02933 0.03791 69 640: 60%|###### | 24/40 [00:05<00:04, 3.65it/s] 1/499 4.32G 0.0531 0.02944 0.03788 81 640: 60%|###### | 24/40 [00:06<00:04, 3.65it/s] 1/499 4.32G 0.0531 0.02944 0.03788 81 640: 62%|######2 | 25/40 [00:06<00:04, 3.75it/s] 1/499 4.32G 0.05305 0.02918 0.03766 64 640: 62%|######2 | 25/40 [00:06<00:04, 3.75it/s] 1/499 4.32G 0.05305 0.02918 0.03766 64 640: 65%|######5 | 26/40 [00:06<00:03, 3.63it/s] 1/499 4.32G 0.05312 0.02935 0.03771 94 640: 65%|######5 | 26/40 [00:06<00:03, 3.63it/s] 1/499 4.32G 0.05312 0.02935 0.03771 94 640: 68%|######7 | 27/40 [00:06<00:03, 3.76it/s] 1/499 4.32G 0.05302 0.02937 0.03767 79 640: 68%|######7 | 27/40 [00:06<00:03, 3.76it/s] 1/499 4.32G 0.05302 0.02937 0.03767 79 640: 70%|####### | 28/40 [00:06<00:03, 3.63it/s] 1/499 4.32G 0.05291 0.02936 0.03761 78 640: 70%|####### | 28/40 [00:07<00:03, 3.63it/s] 1/499 4.32G 0.05291 0.02936 0.03761 78 640: 72%|#######2 | 29/40 [00:07<00:02, 3.73it/s] 1/499 4.32G 0.05279 0.0294 0.03756 81 640: 72%|#######2 | 29/40 [00:07<00:02, 3.73it/s] 1/499 4.32G 0.05279 0.0294 0.03756 81 640: 75%|#######5 | 30/40 [00:07<00:02, 3.61it/s] 1/499 4.32G 0.05273 0.02928 0.03746 71 640: 75%|#######5 | 30/40 [00:07<00:02, 3.61it/s] 1/499 4.32G 0.05273 0.02928 0.03746 71 640: 78%|#######7 | 31/40 [00:07<00:02, 3.70it/s] 1/499 4.32G 0.05245 0.02913 0.03739 63 640: 78%|#######7 | 31/40 [00:08<00:02, 3.70it/s] 1/499 4.32G 0.05245 0.02913 0.03739 63 640: 80%|######## | 32/40 [00:08<00:02, 3.59it/s] 1/499 4.32G 0.05236 0.0291 0.03726 80 640: 80%|######## | 32/40 [00:08<00:02, 3.59it/s] 1/499 4.32G 0.05236 0.0291 0.03726 80 640: 82%|########2 | 33/40 [00:08<00:01, 3.72it/s] 1/499 4.32G 0.0523 0.0293 0.03728 96 640: 82%|########2 | 33/40 [00:08<00:01, 3.72it/s] 1/499 4.32G 0.0523 0.0293 0.03728 96 640: 85%|########5 | 34/40 [00:08<00:01, 3.57it/s] 1/499 4.32G 0.05224 0.02924 0.03719 76 640: 85%|########5 | 34/40 [00:08<00:01, 3.57it/s] 1/499 4.32G 0.05224 0.02924 0.03719 76 640: 88%|########7 | 35/40 [00:08<00:01, 3.73it/s] 1/499 4.32G 0.05216 0.02928 0.03717 85 640: 88%|########7 | 35/40 [00:09<00:01, 3.73it/s] 1/499 4.32G 0.05216 0.02928 0.03717 85 640: 90%|######### | 36/40 [00:09<00:01, 3.61it/s] 1/499 4.32G 0.052 0.02909 0.03711 66 640: 90%|######### | 36/40 [00:09<00:01, 3.61it/s] 1/499 4.32G 0.052 0.02909 0.03711 66 640: 92%|#########2| 37/40 [00:09<00:00, 3.71it/s] 1/499 4.32G 0.05179 0.02904 0.03705 80 640: 92%|#########2| 37/40 [00:09<00:00, 3.71it/s] 1/499 4.32G 0.05179 0.02904 0.03705 80 640: 95%|#########5| 38/40 [00:09<00:00, 3.62it/s] 1/499 4.32G 0.05157 0.02906 0.03696 80 640: 95%|#########5| 38/40 [00:09<00:00, 3.62it/s] 1/499 4.32G 0.05157 0.02906 0.03696 80 640: 98%|#########7| 39/40 [00:09<00:00, 3.75it/s] 1/499 4.32G 0.0516 0.02913 0.03699 43 640: 98%|#########7| 39/40 [00:10<00:00, 3.75it/s] 1/499 4.32G 0.0516 0.02913 0.03699 43 640: 100%|##########| 40/40 [00:10<00:00, 3.74it/s] 1/499 4.32G 0.0516 0.02913 0.03699 43 640: 100%|##########| 40/40 [00:10<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:01<00:05, 1.93s/it] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:03<00:03, 1.75s/it] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:05<00:01, 1.82s/it] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:06<00:00, 1.34s/it] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:06<00:00, 1.51s/it] all 132 263 0.00076 0.14 0.000598 0.000129 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 2/499 4.32G 0.04747 0.02963 0.03279 78 640: 0%| | 0/40 [00:00<?, ?it/s] 2/499 4.32G 0.04747 0.02963 0.03279 78 640: 2%|2 | 1/40 [00:00<00:08, 4.36it/s] 2/499 4.32G 0.05022 0.0303 0.03287 84 640: 2%|2 | 1/40 [00:00<00:08, 4.36it/s] 2/499 4.32G 0.05022 0.0303 0.03287 84 640: 5%|5 | 2/40 [00:00<00:10, 3.71it/s] 2/499 4.32G 0.05033 0.02848 0.03318 73 640: 5%|5 | 2/40 [00:00<00:10, 3.71it/s] 2/499 4.32G 0.05033 0.02848 0.03318 73 640: 8%|7 | 3/40 [00:00<00:09, 3.84it/s] 2/499 4.32G 0.04989 0.02762 0.03285 70 640: 8%|7 | 3/40 [00:01<00:09, 3.84it/s] 2/499 4.32G 0.04989 0.02762 0.03285 70 640: 10%|# | 4/40 [00:01<00:09, 3.81it/s] 2/499 4.32G 0.05031 0.0272 0.03287 77 640: 10%|# | 4/40 [00:01<00:09, 3.81it/s] 2/499 4.32G 0.05031 0.0272 0.03287 77 640: 12%|#2 | 5/40 [00:01<00:09, 3.65it/s] 2/499 4.32G 0.05005 0.02748 0.0338 83 640: 12%|#2 | 5/40 [00:01<00:09, 3.65it/s] 2/499 4.32G 0.05005 0.02748 0.0338 83 640: 15%|#5 | 6/40 [00:01<00:09, 3.74it/s] 2/499 4.32G 0.04987 0.02771 0.03421 78 640: 15%|#5 | 6/40 [00:01<00:09, 3.74it/s] 2/499 4.32G 0.04987 0.02771 0.03421 78 640: 18%|#7 | 7/40 [00:01<00:08, 3.75it/s] 2/499 4.32G 0.04993 0.02817 0.03444 79 640: 18%|#7 | 7/40 [00:02<00:08, 3.75it/s] 2/499 4.32G 0.04993 0.02817 0.03444 79 640: 20%|## | 8/40 [00:02<00:08, 3.63it/s] 2/499 4.32G 0.04995 0.02879 0.03412 79 640: 20%|## | 8/40 [00:02<00:08, 3.63it/s] 2/499 4.32G 0.04995 0.02879 0.03412 79 640: 22%|##2 | 9/40 [00:02<00:08, 3.74it/s] 2/499 4.32G 0.05024 0.0292 0.03409 78 640: 22%|##2 | 9/40 [00:02<00:08, 3.74it/s] 2/499 4.32G 0.05024 0.0292 0.03409 78 640: 25%|##5 | 10/40 [00:02<00:08, 3.74it/s] 2/499 4.32G 0.05041 0.0296 0.03393 73 640: 25%|##5 | 10/40 [00:02<00:08, 3.74it/s] 2/499 4.32G 0.05041 0.0296 0.03393 73 640: 28%|##7 | 11/40 [00:02<00:07, 3.65it/s] 2/499 4.32G 0.05019 0.02984 0.03375 86 640: 28%|##7 | 11/40 [00:03<00:07, 3.65it/s] 2/499 4.32G 0.05019 0.02984 0.03375 86 640: 30%|### | 12/40 [00:03<00:07, 3.72it/s] 2/499 4.32G 0.04991 0.02974 0.0338 74 640: 30%|### | 12/40 [00:03<00:07, 3.72it/s] 2/499 4.32G 0.04991 0.02974 0.0338 74 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 2/499 4.32G 0.04984 0.02978 0.03396 79 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 2/499 4.32G 0.04984 0.02978 0.03396 79 640: 35%|###5 | 14/40 [00:03<00:07, 3.60it/s] 2/499 4.32G 0.04991 0.02975 0.03394 75 640: 35%|###5 | 14/40 [00:04<00:07, 3.60it/s] 2/499 4.32G 0.04991 0.02975 0.03394 75 640: 38%|###7 | 15/40 [00:04<00:06, 3.71it/s] 2/499 4.32G 0.0498 0.02957 0.03409 68 640: 38%|###7 | 15/40 [00:04<00:06, 3.71it/s] 2/499 4.32G 0.0498 0.02957 0.03409 68 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 2/499 4.32G 0.04986 0.02978 0.03402 82 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 2/499 4.32G 0.04986 0.02978 0.03402 82 640: 42%|####2 | 17/40 [00:04<00:06, 3.62it/s] 2/499 4.32G 0.04971 0.02982 0.0338 77 640: 42%|####2 | 17/40 [00:04<00:06, 3.62it/s] 2/499 4.32G 0.04971 0.02982 0.0338 77 640: 45%|####5 | 18/40 [00:04<00:05, 3.74it/s] 2/499 4.32G 0.04977 0.03018 0.03401 88 640: 45%|####5 | 18/40 [00:05<00:05, 3.74it/s] 2/499 4.32G 0.04977 0.03018 0.03401 88 640: 48%|####7 | 19/40 [00:05<00:05, 3.75it/s] 2/499 4.32G 0.04962 0.02994 0.03397 66 640: 48%|####7 | 19/40 [00:05<00:05, 3.75it/s] 2/499 4.32G 0.04962 0.02994 0.03397 66 640: 50%|##### | 20/40 [00:05<00:05, 3.58it/s] 2/499 4.32G 0.04951 0.02968 0.03392 65 640: 50%|##### | 20/40 [00:05<00:05, 3.58it/s] 2/499 4.32G 0.04951 0.02968 0.03392 65 640: 52%|#####2 | 21/40 [00:05<00:05, 3.69it/s] 2/499 4.32G 0.0494 0.02976 0.03415 86 640: 52%|#####2 | 21/40 [00:05<00:05, 3.69it/s] 2/499 4.32G 0.0494 0.02976 0.03415 86 640: 55%|#####5 | 22/40 [00:05<00:04, 3.71it/s] 2/499 4.32G 0.04942 0.02978 0.03413 83 640: 55%|#####5 | 22/40 [00:06<00:04, 3.71it/s] 2/499 4.32G 0.04942 0.02978 0.03413 83 640: 57%|#####7 | 23/40 [00:06<00:04, 3.60it/s] 2/499 4.32G 0.04924 0.02977 0.03412 79 640: 57%|#####7 | 23/40 [00:06<00:04, 3.60it/s] 2/499 4.32G 0.04924 0.02977 0.03412 79 640: 60%|###### | 24/40 [00:06<00:04, 3.71it/s] 2/499 4.32G 0.04921 0.02977 0.03409 82 640: 60%|###### | 24/40 [00:06<00:04, 3.71it/s] 2/499 4.32G 0.04921 0.02977 0.03409 82 640: 62%|######2 | 25/40 [00:06<00:04, 3.73it/s] 2/499 4.32G 0.04903 0.02949 0.0341 61 640: 62%|######2 | 25/40 [00:07<00:04, 3.73it/s] 2/499 4.32G 0.04903 0.02949 0.0341 61 640: 65%|######5 | 26/40 [00:07<00:03, 3.69it/s] 2/499 4.32G 0.04904 0.02933 0.03414 65 640: 65%|######5 | 26/40 [00:07<00:03, 3.69it/s] 2/499 4.32G 0.04904 0.02933 0.03414 65 640: 68%|######7 | 27/40 [00:07<00:03, 3.85it/s] 2/499 4.32G 0.04899 0.02925 0.03405 71 640: 68%|######7 | 27/40 [00:07<00:03, 3.85it/s] 2/499 4.32G 0.04899 0.02925 0.03405 71 640: 70%|####### | 28/40 [00:07<00:02, 4.17it/s] 2/499 4.32G 0.0489 0.02904 0.03409 65 640: 70%|####### | 28/40 [00:07<00:02, 4.17it/s] 2/499 4.32G 0.0489 0.02904 0.03409 65 640: 72%|#######2 | 29/40 [00:07<00:02, 4.33it/s] 2/499 4.32G 0.04883 0.02894 0.03405 66 640: 72%|#######2 | 29/40 [00:07<00:02, 4.33it/s] 2/499 4.32G 0.04883 0.02894 0.03405 66 640: 75%|#######5 | 30/40 [00:07<00:02, 4.51it/s] 2/499 4.32G 0.04868 0.02892 0.03398 73 640: 75%|#######5 | 30/40 [00:08<00:02, 4.51it/s] 2/499 4.32G 0.04868 0.02892 0.03398 73 640: 78%|#######7 | 31/40 [00:08<00:01, 4.73it/s] 2/499 4.32G 0.04862 0.02893 0.03396 83 640: 78%|#######7 | 31/40 [00:08<00:01, 4.73it/s] 2/499 4.32G 0.04862 0.02893 0.03396 83 640: 80%|######## | 32/40 [00:08<00:01, 4.73it/s] 2/499 4.32G 0.04857 0.02904 0.03396 80 640: 80%|######## | 32/40 [00:08<00:01, 4.73it/s] 2/499 4.32G 0.04857 0.02904 0.03396 80 640: 82%|########2 | 33/40 [00:08<00:01, 4.89it/s] 2/499 4.32G 0.04848 0.0291 0.034 80 640: 82%|########2 | 33/40 [00:08<00:01, 4.89it/s] 2/499 4.32G 0.04848 0.0291 0.034 80 640: 85%|########5 | 34/40 [00:08<00:01, 5.03it/s] 2/499 4.32G 0.04843 0.02912 0.03396 74 640: 85%|########5 | 34/40 [00:08<00:01, 5.03it/s] 2/499 4.32G 0.04843 0.02912 0.03396 74 640: 88%|########7 | 35/40 [00:08<00:01, 4.92it/s] 2/499 4.32G 0.04844 0.02902 0.03395 67 640: 88%|########7 | 35/40 [00:09<00:01, 4.92it/s] 2/499 4.32G 0.04844 0.02902 0.03395 67 640: 90%|######### | 36/40 [00:09<00:00, 5.06it/s] 2/499 4.32G 0.04829 0.02895 0.03393 68 640: 90%|######### | 36/40 [00:09<00:00, 5.06it/s] 2/499 4.32G 0.04829 0.02895 0.03393 68 640: 92%|#########2| 37/40 [00:09<00:00, 5.12it/s] 2/499 4.32G 0.0483 0.02897 0.03387 75 640: 92%|#########2| 37/40 [00:09<00:00, 5.12it/s] 2/499 4.32G 0.0483 0.02897 0.03387 75 640: 95%|#########5| 38/40 [00:09<00:00, 4.89it/s] 2/499 4.32G 0.04824 0.0288 0.0338 62 640: 95%|#########5| 38/40 [00:09<00:00, 4.89it/s] 2/499 4.32G 0.04824 0.0288 0.0338 62 640: 98%|#########7| 39/40 [00:09<00:00, 4.58it/s] 2/499 4.32G 0.04837 0.02895 0.03392 51 640: 98%|#########7| 39/40 [00:09<00:00, 4.58it/s] 2/499 4.32G 0.04837 0.02895 0.03392 51 640: 100%|##########| 40/40 [00:09<00:00, 4.36it/s] 2/499 4.32G 0.04837 0.02895 0.03392 51 640: 100%|##########| 40/40 [00:09<00:00, 4.02it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:02<00:06, 2.11s/it] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:04<00:04, 2.08s/it] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:05<00:01, 1.96s/it] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:06<00:00, 1.49s/it] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:06<00:00, 1.69s/it] all 132 263 0.0108 0.226 0.00973 0.00304 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 3/499 4.32G 0.04556 0.03074 0.0296 85 640: 0%| | 0/40 [00:00<?, ?it/s] 3/499 4.32G 0.04556 0.03074 0.0296 85 640: 2%|2 | 1/40 [00:00<00:10, 3.82it/s] 3/499 4.32G 0.04799 0.02868 0.03121 69 640: 2%|2 | 1/40 [00:00<00:10, 3.82it/s] 3/499 4.32G 0.04799 0.02868 0.03121 69 640: 5%|5 | 2/40 [00:00<00:08, 4.56it/s] 3/499 4.32G 0.04763 0.02814 0.0301 72 640: 5%|5 | 2/40 [00:00<00:08, 4.56it/s] 3/499 4.32G 0.04763 0.02814 0.0301 72 640: 8%|7 | 3/40 [00:00<00:07, 4.86it/s] 3/499 4.32G 0.04929 0.02757 0.03157 69 640: 8%|7 | 3/40 [00:00<00:07, 4.86it/s] 3/499 4.32G 0.04929 0.02757 0.03157 69 640: 10%|# | 4/40 [00:00<00:07, 4.80it/s] 3/499 4.32G 0.04891 0.02812 0.03235 83 640: 10%|# | 4/40 [00:01<00:07, 4.80it/s] 3/499 4.32G 0.04891 0.02812 0.03235 83 640: 12%|#2 | 5/40 [00:01<00:07, 4.94it/s] 3/499 4.32G 0.04909 0.02795 0.03222 77 640: 12%|#2 | 5/40 [00:01<00:07, 4.94it/s] 3/499 4.32G 0.04909 0.02795 0.03222 77 640: 15%|#5 | 6/40 [00:01<00:07, 4.77it/s] 3/499 4.32G 0.04921 0.02781 0.03225 70 640: 15%|#5 | 6/40 [00:01<00:07, 4.77it/s] 3/499 4.32G 0.04921 0.02781 0.03225 70 640: 18%|#7 | 7/40 [00:01<00:06, 4.74it/s] 3/499 4.32G 0.04922 0.02755 0.03254 74 640: 18%|#7 | 7/40 [00:01<00:06, 4.74it/s] 3/499 4.32G 0.04922 0.02755 0.03254 74 640: 20%|## | 8/40 [00:01<00:06, 4.91it/s] 3/499 4.32G 0.04916 0.02813 0.03221 91 640: 20%|## | 8/40 [00:01<00:06, 4.91it/s] 3/499 4.32G 0.04916 0.02813 0.03221 91 640: 22%|##2 | 9/40 [00:01<00:06, 5.05it/s] 3/499 4.32G 0.0483 0.02745 0.03247 58 640: 22%|##2 | 9/40 [00:02<00:06, 5.05it/s] 3/499 4.32G 0.0483 0.02745 0.03247 58 640: 25%|##5 | 10/40 [00:02<00:06, 4.93it/s] 3/499 4.32G 0.04815 0.02749 0.03244 74 640: 25%|##5 | 10/40 [00:02<00:06, 4.93it/s] 3/499 4.32G 0.04815 0.02749 0.03244 74 640: 28%|##7 | 11/40 [00:02<00:05, 4.92it/s] 3/499 4.32G 0.04814 0.02789 0.03225 97 640: 28%|##7 | 11/40 [00:02<00:05, 4.92it/s] 3/499 4.32G 0.04814 0.02789 0.03225 97 640: 30%|### | 12/40 [00:02<00:06, 4.51it/s] 3/499 4.32G 0.04815 0.02801 0.03234 81 640: 30%|### | 12/40 [00:02<00:06, 4.51it/s] 3/499 4.32G 0.04815 0.02801 0.03234 81 640: 32%|###2 | 13/40 [00:02<00:06, 4.06it/s] 3/499 4.32G 0.04806 0.02781 0.0323 71 640: 32%|###2 | 13/40 [00:03<00:06, 4.06it/s] 3/499 4.32G 0.04806 0.02781 0.0323 71 640: 35%|###5 | 14/40 [00:03<00:06, 4.06it/s] 3/499 4.32G 0.04826 0.02798 0.0323 84 640: 35%|###5 | 14/40 [00:03<00:06, 4.06it/s] 3/499 4.32G 0.04826 0.02798 0.0323 84 640: 38%|###7 | 15/40 [00:03<00:06, 3.97it/s] 3/499 4.32G 0.04845 0.02776 0.03223 68 640: 38%|###7 | 15/40 [00:03<00:06, 3.97it/s] 3/499 4.32G 0.04845 0.02776 0.03223 68 640: 40%|#### | 16/40 [00:03<00:06, 3.74it/s] 3/499 4.32G 0.04833 0.02753 0.03223 68 640: 40%|#### | 16/40 [00:03<00:06, 3.74it/s] 3/499 4.32G 0.04833 0.02753 0.03223 68 640: 42%|####2 | 17/40 [00:03<00:05, 3.84it/s] 3/499 4.32G 0.04834 0.02732 0.03227 68 640: 42%|####2 | 17/40 [00:04<00:05, 3.84it/s] 3/499 4.32G 0.04834 0.02732 0.03227 68 640: 45%|####5 | 18/40 [00:04<00:05, 3.81it/s] 3/499 4.32G 0.04821 0.0272 0.03226 69 640: 45%|####5 | 18/40 [00:04<00:05, 3.81it/s] 3/499 4.32G 0.04821 0.0272 0.03226 69 640: 48%|####7 | 19/40 [00:04<00:05, 3.65it/s] 3/499 4.32G 0.04822 0.02718 0.03223 68 640: 48%|####7 | 19/40 [00:04<00:05, 3.65it/s] 3/499 4.32G 0.04822 0.02718 0.03223 68 640: 50%|##### | 20/40 [00:04<00:05, 3.77it/s] 3/499 4.32G 0.04805 0.02706 0.03218 68 640: 50%|##### | 20/40 [00:04<00:05, 3.77it/s] 3/499 4.32G 0.04805 0.02706 0.03218 68 640: 52%|#####2 | 21/40 [00:04<00:05, 3.78it/s] 3/499 4.32G 0.04806 0.02683 0.03214 61 640: 52%|#####2 | 21/40 [00:05<00:05, 3.78it/s] 3/499 4.32G 0.04806 0.02683 0.03214 61 640: 55%|#####5 | 22/40 [00:05<00:04, 3.64it/s] 3/499 4.32G 0.04796 0.02692 0.03204 76 640: 55%|#####5 | 22/40 [00:05<00:04, 3.64it/s] 3/499 4.32G 0.04796 0.02692 0.03204 76 640: 57%|#####7 | 23/40 [00:05<00:04, 3.73it/s] 3/499 4.32G 0.04781 0.02721 0.03207 89 640: 57%|#####7 | 23/40 [00:05<00:04, 3.73it/s] 3/499 4.32G 0.04781 0.02721 0.03207 89 640: 60%|###### | 24/40 [00:05<00:04, 3.76it/s] 3/499 4.32G 0.04775 0.02731 0.03223 78 640: 60%|###### | 24/40 [00:06<00:04, 3.76it/s] 3/499 4.32G 0.04775 0.02731 0.03223 78 640: 62%|######2 | 25/40 [00:06<00:04, 3.64it/s] 3/499 4.32G 0.04763 0.02733 0.03228 81 640: 62%|######2 | 25/40 [00:06<00:04, 3.64it/s] 3/499 4.32G 0.04763 0.02733 0.03228 81 640: 65%|######5 | 26/40 [00:06<00:03, 3.73it/s] 3/499 4.32G 0.04759 0.02731 0.03226 83 640: 65%|######5 | 26/40 [00:06<00:03, 3.73it/s] 3/499 4.32G 0.04759 0.02731 0.03226 83 640: 68%|######7 | 27/40 [00:06<00:03, 3.74it/s] 3/499 4.32G 0.04731 0.02708 0.03232 54 640: 68%|######7 | 27/40 [00:06<00:03, 3.74it/s] 3/499 4.32G 0.04731 0.02708 0.03232 54 640: 70%|####### | 28/40 [00:06<00:03, 3.56it/s] 3/499 4.32G 0.04725 0.02696 0.03239 58 640: 70%|####### | 28/40 [00:07<00:03, 3.56it/s] 3/499 4.32G 0.04725 0.02696 0.03239 58 640: 72%|#######2 | 29/40 [00:07<00:02, 3.72it/s] 3/499 4.32G 0.04723 0.0271 0.03238 78 640: 72%|#######2 | 29/40 [00:07<00:02, 3.72it/s] 3/499 4.32G 0.04723 0.0271 0.03238 78 640: 75%|#######5 | 30/40 [00:07<00:02, 3.72it/s] 3/499 4.32G 0.04711 0.02711 0.03229 74 640: 75%|#######5 | 30/40 [00:07<00:02, 3.72it/s] 3/499 4.32G 0.04711 0.02711 0.03229 74 640: 78%|#######7 | 31/40 [00:07<00:02, 3.56it/s] 3/499 4.32G 0.04693 0.02691 0.03235 58 640: 78%|#######7 | 31/40 [00:07<00:02, 3.56it/s] 3/499 4.32G 0.04693 0.02691 0.03235 58 640: 80%|######## | 32/40 [00:07<00:02, 3.71it/s] 3/499 4.32G 0.04681 0.0268 0.03242 68 640: 80%|######## | 32/40 [00:08<00:02, 3.71it/s] 3/499 4.32G 0.04681 0.0268 0.03242 68 640: 82%|########2 | 33/40 [00:08<00:01, 3.72it/s] 3/499 4.32G 0.04672 0.02681 0.0325 77 640: 82%|########2 | 33/40 [00:08<00:01, 3.72it/s] 3/499 4.32G 0.04672 0.02681 0.0325 77 640: 85%|########5 | 34/40 [00:08<00:01, 3.60it/s] 3/499 4.32G 0.04671 0.02683 0.03247 77 640: 85%|########5 | 34/40 [00:08<00:01, 3.60it/s] 3/499 4.32G 0.04671 0.02683 0.03247 77 640: 88%|########7 | 35/40 [00:08<00:01, 3.73it/s] 3/499 4.32G 0.04666 0.02667 0.03231 56 640: 88%|########7 | 35/40 [00:09<00:01, 3.73it/s] 3/499 4.32G 0.04666 0.02667 0.03231 56 640: 90%|######### | 36/40 [00:09<00:01, 3.73it/s] 3/499 4.32G 0.04654 0.02659 0.03225 69 640: 90%|######### | 36/40 [00:09<00:01, 3.73it/s] 3/499 4.32G 0.04654 0.02659 0.03225 69 640: 92%|#########2| 37/40 [00:09<00:00, 3.59it/s] 3/499 4.32G 0.04647 0.02652 0.0322 69 640: 92%|#########2| 37/40 [00:09<00:00, 3.59it/s] 3/499 4.32G 0.04647 0.02652 0.0322 69 640: 95%|#########5| 38/40 [00:09<00:00, 3.64it/s] 3/499 4.32G 0.04634 0.02659 0.03214 83 640: 95%|#########5| 38/40 [00:09<00:00, 3.64it/s] 3/499 4.32G 0.04634 0.02659 0.03214 83 640: 98%|#########7| 39/40 [00:09<00:00, 3.68it/s] 3/499 4.32G 0.04629 0.02666 0.0321 39 640: 98%|#########7| 39/40 [00:10<00:00, 3.68it/s] 3/499 4.32G 0.04629 0.02666 0.0321 39 640: 100%|##########| 40/40 [00:10<00:00, 3.73it/s] 3/499 4.32G 0.04629 0.02666 0.0321 39 640: 100%|##########| 40/40 [00:10<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.79it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.73it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.71it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.31it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.06it/s] all 132 263 0.23 0.108 0.0362 0.00864 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 4/499 4.32G 0.04624 0.02866 0.03285 75 640: 0%| | 0/40 [00:00<?, ?it/s] 4/499 4.32G 0.04624 0.02866 0.03285 75 640: 2%|2 | 1/40 [00:00<00:07, 5.30it/s] 4/499 4.32G 0.04433 0.02744 0.03047 76 640: 2%|2 | 1/40 [00:00<00:07, 5.30it/s] 4/499 4.32G 0.04433 0.02744 0.03047 76 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 4/499 4.32G 0.04464 0.02723 0.03049 73 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 4/499 4.32G 0.04464 0.02723 0.03049 73 640: 8%|7 | 3/40 [00:00<00:07, 4.89it/s] 4/499 4.32G 0.0448 0.02725 0.03086 76 640: 8%|7 | 3/40 [00:00<00:07, 4.89it/s] 4/499 4.32G 0.0448 0.02725 0.03086 76 640: 10%|# | 4/40 [00:00<00:07, 5.05it/s] 4/499 4.32G 0.04445 0.02621 0.03077 58 640: 10%|# | 4/40 [00:00<00:07, 5.05it/s] 4/499 4.32G 0.04445 0.02621 0.03077 58 640: 12%|#2 | 5/40 [00:00<00:06, 5.16it/s] 4/499 4.32G 0.04387 0.02575 0.03126 63 640: 12%|#2 | 5/40 [00:01<00:06, 5.16it/s] 4/499 4.32G 0.04387 0.02575 0.03126 63 640: 15%|#5 | 6/40 [00:01<00:06, 5.04it/s] 4/499 4.32G 0.04358 0.02499 0.03139 55 640: 15%|#5 | 6/40 [00:01<00:06, 5.04it/s] 4/499 4.32G 0.04358 0.02499 0.03139 55 640: 18%|#7 | 7/40 [00:01<00:06, 5.18it/s] 4/499 4.32G 0.04379 0.02543 0.03164 83 640: 18%|#7 | 7/40 [00:01<00:06, 5.18it/s] 4/499 4.32G 0.04379 0.02543 0.03164 83 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 4/499 4.32G 0.04397 0.02589 0.03221 88 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 4/499 4.32G 0.04397 0.02589 0.03221 88 640: 22%|##2 | 9/40 [00:01<00:07, 4.25it/s] 4/499 4.32G 0.04351 0.02582 0.03196 73 640: 22%|##2 | 9/40 [00:02<00:07, 4.25it/s] 4/499 4.32G 0.04351 0.02582 0.03196 73 640: 25%|##5 | 10/40 [00:02<00:07, 4.21it/s] 4/499 4.32G 0.04332 0.02571 0.03202 73 640: 25%|##5 | 10/40 [00:02<00:07, 4.21it/s] 4/499 4.32G 0.04332 0.02571 0.03202 73 640: 28%|##7 | 11/40 [00:02<00:07, 4.07it/s] 4/499 4.32G 0.04331 0.02591 0.03195 80 640: 28%|##7 | 11/40 [00:02<00:07, 4.07it/s] 4/499 4.32G 0.04331 0.02591 0.03195 80 640: 30%|### | 12/40 [00:02<00:07, 3.81it/s] 4/499 4.32G 0.04318 0.02532 0.03177 52 640: 30%|### | 12/40 [00:02<00:07, 3.81it/s] 4/499 4.32G 0.04318 0.02532 0.03177 52 640: 32%|###2 | 13/40 [00:02<00:06, 3.88it/s] 4/499 4.32G 0.04327 0.02571 0.03208 86 640: 32%|###2 | 13/40 [00:03<00:06, 3.88it/s] 4/499 4.32G 0.04327 0.02571 0.03208 86 640: 35%|###5 | 14/40 [00:03<00:06, 3.83it/s] 4/499 4.32G 0.04311 0.02583 0.03221 80 640: 35%|###5 | 14/40 [00:03<00:06, 3.83it/s] 4/499 4.32G 0.04311 0.02583 0.03221 80 640: 38%|###7 | 15/40 [00:03<00:06, 3.65it/s] 4/499 4.32G 0.04302 0.02558 0.03221 65 640: 38%|###7 | 15/40 [00:03<00:06, 3.65it/s] 4/499 4.32G 0.04302 0.02558 0.03221 65 640: 40%|#### | 16/40 [00:03<00:06, 3.78it/s] 4/499 4.32G 0.04312 0.02564 0.03219 80 640: 40%|#### | 16/40 [00:04<00:06, 3.78it/s] 4/499 4.32G 0.04312 0.02564 0.03219 80 640: 42%|####2 | 17/40 [00:04<00:06, 3.77it/s] 4/499 4.32G 0.04304 0.02552 0.03221 65 640: 42%|####2 | 17/40 [00:04<00:06, 3.77it/s] 4/499 4.32G 0.04304 0.02552 0.03221 65 640: 45%|####5 | 18/40 [00:04<00:06, 3.62it/s] 4/499 4.32G 0.04276 0.02548 0.03204 72 640: 45%|####5 | 18/40 [00:04<00:06, 3.62it/s] 4/499 4.32G 0.04276 0.02548 0.03204 72 640: 48%|####7 | 19/40 [00:04<00:05, 3.75it/s] 4/499 4.32G 0.04258 0.02554 0.03196 77 640: 48%|####7 | 19/40 [00:04<00:05, 3.75it/s] 4/499 4.32G 0.04258 0.02554 0.03196 77 640: 50%|##### | 20/40 [00:04<00:05, 3.75it/s] 4/499 4.32G 0.04239 0.02542 0.03193 67 640: 50%|##### | 20/40 [00:05<00:05, 3.75it/s] 4/499 4.32G 0.04239 0.02542 0.03193 67 640: 52%|#####2 | 21/40 [00:05<00:05, 3.60it/s] 4/499 4.32G 0.04228 0.02547 0.03176 77 640: 52%|#####2 | 21/40 [00:05<00:05, 3.60it/s] 4/499 4.32G 0.04228 0.02547 0.03176 77 640: 55%|#####5 | 22/40 [00:05<00:04, 3.72it/s] 4/499 4.32G 0.04204 0.02571 0.03167 94 640: 55%|#####5 | 22/40 [00:05<00:04, 3.72it/s] 4/499 4.32G 0.04204 0.02571 0.03167 94 640: 57%|#####7 | 23/40 [00:05<00:04, 3.74it/s] 4/499 4.32G 0.04186 0.02562 0.03172 71 640: 57%|#####7 | 23/40 [00:05<00:04, 3.74it/s] 4/499 4.32G 0.04186 0.02562 0.03172 71 640: 60%|###### | 24/40 [00:05<00:04, 3.62it/s] 4/499 4.32G 0.04173 0.02565 0.03157 83 640: 60%|###### | 24/40 [00:06<00:04, 3.62it/s] 4/499 4.32G 0.04173 0.02565 0.03157 83 640: 62%|######2 | 25/40 [00:06<00:04, 3.73it/s] 4/499 4.32G 0.0416 0.02549 0.03149 63 640: 62%|######2 | 25/40 [00:06<00:04, 3.73it/s] 4/499 4.32G 0.0416 0.02549 0.03149 63 640: 65%|######5 | 26/40 [00:06<00:03, 3.74it/s] 4/499 4.32G 0.04163 0.02561 0.03153 87 640: 65%|######5 | 26/40 [00:06<00:03, 3.74it/s] 4/499 4.32G 0.04163 0.02561 0.03153 87 640: 68%|######7 | 27/40 [00:06<00:03, 3.59it/s] 4/499 4.32G 0.04153 0.02579 0.0315 95 640: 68%|######7 | 27/40 [00:07<00:03, 3.59it/s] 4/499 4.32G 0.04153 0.02579 0.0315 95 640: 70%|####### | 28/40 [00:07<00:03, 3.72it/s] 4/499 4.32G 0.04145 0.02574 0.03141 76 640: 70%|####### | 28/40 [00:07<00:03, 3.72it/s] 4/499 4.32G 0.04145 0.02574 0.03141 76 640: 72%|#######2 | 29/40 [00:07<00:02, 3.74it/s] 4/499 4.32G 0.04141 0.02582 0.03138 87 640: 72%|#######2 | 29/40 [00:07<00:02, 3.74it/s] 4/499 4.32G 0.04141 0.02582 0.03138 87 640: 75%|#######5 | 30/40 [00:07<00:02, 3.61it/s] 4/499 4.32G 0.04136 0.02575 0.03128 72 640: 75%|#######5 | 30/40 [00:07<00:02, 3.61it/s] 4/499 4.32G 0.04136 0.02575 0.03128 72 640: 78%|#######7 | 31/40 [00:07<00:02, 3.73it/s] 4/499 4.32G 0.0413 0.0258 0.03128 80 640: 78%|#######7 | 31/40 [00:08<00:02, 3.73it/s] 4/499 4.32G 0.0413 0.0258 0.03128 80 640: 80%|######## | 32/40 [00:08<00:02, 3.74it/s] 4/499 4.32G 0.04136 0.02579 0.03135 77 640: 80%|######## | 32/40 [00:08<00:02, 3.74it/s] 4/499 4.32G 0.04136 0.02579 0.03135 77 640: 82%|########2 | 33/40 [00:08<00:01, 3.59it/s] 4/499 4.32G 0.0413 0.02586 0.03138 79 640: 82%|########2 | 33/40 [00:08<00:01, 3.59it/s] 4/499 4.32G 0.0413 0.02586 0.03138 79 640: 85%|########5 | 34/40 [00:08<00:01, 3.72it/s] 4/499 4.32G 0.04123 0.02593 0.03136 86 640: 85%|########5 | 34/40 [00:08<00:01, 3.72it/s] 4/499 4.32G 0.04123 0.02593 0.03136 86 640: 88%|########7 | 35/40 [00:08<00:01, 3.73it/s] 4/499 4.32G 0.04112 0.02584 0.03126 69 640: 88%|########7 | 35/40 [00:09<00:01, 3.73it/s] 4/499 4.32G 0.04112 0.02584 0.03126 69 640: 90%|######### | 36/40 [00:09<00:01, 3.60it/s] 4/499 4.32G 0.04117 0.0259 0.03133 81 640: 90%|######### | 36/40 [00:09<00:01, 3.60it/s] 4/499 4.32G 0.04117 0.0259 0.03133 81 640: 92%|#########2| 37/40 [00:09<00:00, 3.73it/s] 4/499 4.32G 0.04122 0.02585 0.03132 73 640: 92%|#########2| 37/40 [00:09<00:00, 3.73it/s] 4/499 4.32G 0.04122 0.02585 0.03132 73 640: 95%|#########5| 38/40 [00:09<00:00, 3.73it/s] 4/499 4.32G 0.04117 0.02587 0.03133 80 640: 95%|#########5| 38/40 [00:10<00:00, 3.73it/s] 4/499 4.32G 0.04117 0.02587 0.03133 80 640: 98%|#########7| 39/40 [00:10<00:00, 3.57it/s] 4/499 4.32G 0.04096 0.02567 0.03124 28 640: 98%|#########7| 39/40 [00:10<00:00, 3.57it/s] 4/499 4.32G 0.04096 0.02567 0.03124 28 640: 100%|##########| 40/40 [00:10<00:00, 3.78it/s] 4/499 4.32G 0.04096 0.02567 0.03124 28 640: 100%|##########| 40/40 [00:10<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:02, 1.44it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.54it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.84it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.49it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.09it/s] all 132 263 0.582 0.257 0.12 0.0409 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 5/499 4.32G 0.04113 0.02441 0.02676 71 640: 0%| | 0/40 [00:00<?, ?it/s] 5/499 4.32G 0.04113 0.02441 0.02676 71 640: 2%|2 | 1/40 [00:00<00:07, 5.30it/s] 5/499 4.32G 0.03915 0.02515 0.02912 81 640: 2%|2 | 1/40 [00:00<00:07, 5.30it/s] 5/499 4.32G 0.03915 0.02515 0.02912 81 640: 5%|5 | 2/40 [00:00<00:07, 4.76it/s] 5/499 4.32G 0.04023 0.02516 0.02978 71 640: 5%|5 | 2/40 [00:00<00:07, 4.76it/s] 5/499 4.32G 0.04023 0.02516 0.02978 71 640: 8%|7 | 3/40 [00:00<00:08, 4.35it/s] 5/499 4.32G 0.04052 0.02554 0.02981 77 640: 8%|7 | 3/40 [00:00<00:08, 4.35it/s] 5/499 4.32G 0.04052 0.02554 0.02981 77 640: 10%|# | 4/40 [00:00<00:08, 4.10it/s] 5/499 4.32G 0.04021 0.02586 0.03059 82 640: 10%|# | 4/40 [00:01<00:08, 4.10it/s] 5/499 4.32G 0.04021 0.02586 0.03059 82 640: 12%|#2 | 5/40 [00:01<00:09, 3.77it/s] 5/499 4.32G 0.0399 0.02597 0.03056 79 640: 12%|#2 | 5/40 [00:01<00:09, 3.77it/s] 5/499 4.32G 0.0399 0.02597 0.03056 79 640: 15%|#5 | 6/40 [00:01<00:08, 3.87it/s] 5/499 4.32G 0.04003 0.02553 0.03148 70 640: 15%|#5 | 6/40 [00:01<00:08, 3.87it/s] 5/499 4.32G 0.04003 0.02553 0.03148 70 640: 18%|#7 | 7/40 [00:01<00:08, 3.84it/s] 5/499 4.32G 0.03979 0.02556 0.03158 80 640: 18%|#7 | 7/40 [00:02<00:08, 3.84it/s] 5/499 4.32G 0.03979 0.02556 0.03158 80 640: 20%|## | 8/40 [00:02<00:08, 3.65it/s] 5/499 4.32G 0.03913 0.025 0.0317 61 640: 20%|## | 8/40 [00:02<00:08, 3.65it/s] 5/499 4.32G 0.03913 0.025 0.0317 61 640: 22%|##2 | 9/40 [00:02<00:08, 3.77it/s] 5/499 4.32G 0.03912 0.02551 0.03171 95 640: 22%|##2 | 9/40 [00:02<00:08, 3.77it/s] 5/499 4.32G 0.03912 0.02551 0.03171 95 640: 25%|##5 | 10/40 [00:02<00:07, 3.77it/s] 5/499 4.32G 0.03864 0.02511 0.03169 68 640: 25%|##5 | 10/40 [00:02<00:07, 3.77it/s] 5/499 4.32G 0.03864 0.02511 0.03169 68 640: 28%|##7 | 11/40 [00:02<00:08, 3.62it/s] 5/499 4.32G 0.03844 0.02492 0.03165 80 640: 28%|##7 | 11/40 [00:03<00:08, 3.62it/s] 5/499 4.32G 0.03844 0.02492 0.03165 80 640: 30%|### | 12/40 [00:03<00:07, 3.74it/s] 5/499 4.32G 0.03851 0.02495 0.03153 71 640: 30%|### | 12/40 [00:03<00:07, 3.74it/s] 5/499 4.32G 0.03851 0.02495 0.03153 71 640: 32%|###2 | 13/40 [00:03<00:07, 3.75it/s] 5/499 4.32G 0.03835 0.02453 0.03134 61 640: 32%|###2 | 13/40 [00:03<00:07, 3.75it/s] 5/499 4.32G 0.03835 0.02453 0.03134 61 640: 35%|###5 | 14/40 [00:03<00:07, 3.60it/s] 5/499 4.32G 0.03817 0.02466 0.03134 86 640: 35%|###5 | 14/40 [00:03<00:07, 3.60it/s] 5/499 4.32G 0.03817 0.02466 0.03134 86 640: 38%|###7 | 15/40 [00:03<00:06, 3.74it/s] 5/499 4.32G 0.03807 0.02465 0.03137 78 640: 38%|###7 | 15/40 [00:04<00:06, 3.74it/s] 5/499 4.32G 0.03807 0.02465 0.03137 78 640: 40%|#### | 16/40 [00:04<00:06, 3.74it/s] 5/499 4.32G 0.0381 0.02479 0.03132 86 640: 40%|#### | 16/40 [00:04<00:06, 3.74it/s] 5/499 4.32G 0.0381 0.02479 0.03132 86 640: 42%|####2 | 17/40 [00:04<00:06, 3.60it/s] 5/499 4.32G 0.03793 0.0247 0.0314 70 640: 42%|####2 | 17/40 [00:04<00:06, 3.60it/s] 5/499 4.32G 0.03793 0.0247 0.0314 70 640: 45%|####5 | 18/40 [00:04<00:05, 3.74it/s] 5/499 4.32G 0.03787 0.02471 0.03131 72 640: 45%|####5 | 18/40 [00:04<00:05, 3.74it/s] 5/499 4.32G 0.03787 0.02471 0.03131 72 640: 48%|####7 | 19/40 [00:04<00:05, 3.75it/s] 5/499 4.32G 0.03778 0.02477 0.03114 82 640: 48%|####7 | 19/40 [00:05<00:05, 3.75it/s] 5/499 4.32G 0.03778 0.02477 0.03114 82 640: 50%|##### | 20/40 [00:05<00:05, 3.58it/s] 5/499 4.32G 0.03795 0.02485 0.03101 77 640: 50%|##### | 20/40 [00:05<00:05, 3.58it/s] 5/499 4.32G 0.03795 0.02485 0.03101 77 640: 52%|#####2 | 21/40 [00:05<00:05, 3.61it/s] 5/499 4.32G 0.0381 0.02491 0.0309 89 640: 52%|#####2 | 21/40 [00:05<00:05, 3.61it/s] 5/499 4.32G 0.0381 0.02491 0.0309 89 640: 55%|#####5 | 22/40 [00:05<00:04, 3.66it/s] 5/499 4.32G 0.03813 0.02479 0.03084 68 640: 55%|#####5 | 22/40 [00:06<00:04, 3.66it/s] 5/499 4.32G 0.03813 0.02479 0.03084 68 640: 57%|#####7 | 23/40 [00:06<00:04, 3.56it/s] 5/499 4.32G 0.03814 0.02458 0.03067 60 640: 57%|#####7 | 23/40 [00:06<00:04, 3.56it/s] 5/499 4.32G 0.03814 0.02458 0.03067 60 640: 60%|###### | 24/40 [00:06<00:04, 3.67it/s] 5/499 4.32G 0.03803 0.02446 0.03054 65 640: 60%|###### | 24/40 [00:06<00:04, 3.67it/s] 5/499 4.32G 0.03803 0.02446 0.03054 65 640: 62%|######2 | 25/40 [00:06<00:04, 3.70it/s] 5/499 4.32G 0.03809 0.02447 0.03071 76 640: 62%|######2 | 25/40 [00:06<00:04, 3.70it/s] 5/499 4.32G 0.03809 0.02447 0.03071 76 640: 65%|######5 | 26/40 [00:06<00:03, 3.58it/s] 5/499 4.32G 0.03813 0.02432 0.03063 64 640: 65%|######5 | 26/40 [00:07<00:03, 3.58it/s] 5/499 4.32G 0.03813 0.02432 0.03063 64 640: 68%|######7 | 27/40 [00:07<00:03, 3.71it/s] 5/499 4.32G 0.03806 0.02417 0.03075 62 640: 68%|######7 | 27/40 [00:07<00:03, 3.71it/s] 5/499 4.32G 0.03806 0.02417 0.03075 62 640: 70%|####### | 28/40 [00:07<00:03, 3.73it/s] 5/499 4.32G 0.03808 0.02408 0.03079 64 640: 70%|####### | 28/40 [00:07<00:03, 3.73it/s] 5/499 4.32G 0.03808 0.02408 0.03079 64 640: 72%|#######2 | 29/40 [00:07<00:03, 3.60it/s] 5/499 4.32G 0.03805 0.02409 0.03075 75 640: 72%|#######2 | 29/40 [00:08<00:03, 3.60it/s] 5/499 4.32G 0.03805 0.02409 0.03075 75 640: 75%|#######5 | 30/40 [00:08<00:02, 3.73it/s] 5/499 4.32G 0.03791 0.02412 0.03057 79 640: 75%|#######5 | 30/40 [00:08<00:02, 3.73it/s] 5/499 4.32G 0.03791 0.02412 0.03057 79 640: 78%|#######7 | 31/40 [00:08<00:02, 3.74it/s] 5/499 4.32G 0.03791 0.02408 0.03049 69 640: 78%|#######7 | 31/40 [00:08<00:02, 3.74it/s] 5/499 4.32G 0.03791 0.02408 0.03049 69 640: 80%|######## | 32/40 [00:08<00:02, 3.60it/s] 5/499 4.32G 0.03777 0.02411 0.03037 80 640: 80%|######## | 32/40 [00:08<00:02, 3.60it/s] 5/499 4.32G 0.03777 0.02411 0.03037 80 640: 82%|########2 | 33/40 [00:08<00:01, 3.66it/s] 5/499 4.32G 0.03769 0.02413 0.03024 76 640: 82%|########2 | 33/40 [00:09<00:01, 3.66it/s] 5/499 4.32G 0.03769 0.02413 0.03024 76 640: 85%|########5 | 34/40 [00:09<00:01, 3.69it/s] 5/499 4.32G 0.03762 0.02396 0.03021 56 640: 85%|########5 | 34/40 [00:09<00:01, 3.69it/s] 5/499 4.32G 0.03762 0.02396 0.03021 56 640: 88%|########7 | 35/40 [00:09<00:01, 3.59it/s] 5/499 4.32G 0.03757 0.02407 0.03018 83 640: 88%|########7 | 35/40 [00:09<00:01, 3.59it/s] 5/499 4.32G 0.03757 0.02407 0.03018 83 640: 90%|######### | 36/40 [00:09<00:01, 3.70it/s] 5/499 4.32G 0.03757 0.02404 0.03006 68 640: 90%|######### | 36/40 [00:09<00:01, 3.70it/s] 5/499 4.32G 0.03757 0.02404 0.03006 68 640: 92%|#########2| 37/40 [00:09<00:00, 3.73it/s] 5/499 4.32G 0.03755 0.02392 0.02995 64 640: 92%|#########2| 37/40 [00:10<00:00, 3.73it/s] 5/499 4.32G 0.03755 0.02392 0.02995 64 640: 95%|#########5| 38/40 [00:10<00:00, 3.59it/s] 5/499 4.32G 0.03752 0.02383 0.02993 57 640: 95%|#########5| 38/40 [00:10<00:00, 3.59it/s] 5/499 4.32G 0.03752 0.02383 0.02993 57 640: 98%|#########7| 39/40 [00:10<00:00, 3.74it/s] 5/499 4.32G 0.03753 0.0237 0.03001 28 640: 98%|#########7| 39/40 [00:10<00:00, 3.74it/s] 5/499 4.32G 0.03753 0.0237 0.03001 28 640: 100%|##########| 40/40 [00:10<00:00, 3.81it/s] 5/499 4.32G 0.03753 0.0237 0.03001 28 640: 100%|##########| 40/40 [00:10<00:00, 3.73it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.36it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.52it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.58it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.46it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.04it/s] all 132 263 0.374 0.398 0.0439 0.0164 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 6/499 4.32G 0.03485 0.02223 0.02605 68 640: 0%| | 0/40 [00:00<?, ?it/s] 6/499 4.32G 0.03485 0.02223 0.02605 68 640: 2%|2 | 1/40 [00:00<00:09, 4.28it/s] 6/499 4.32G 0.03915 0.02217 0.02559 59 640: 2%|2 | 1/40 [00:00<00:09, 4.28it/s] 6/499 4.32G 0.03915 0.02217 0.02559 59 640: 5%|5 | 2/40 [00:00<00:09, 4.22it/s] 6/499 4.32G 0.03882 0.02326 0.02549 86 640: 5%|5 | 2/40 [00:00<00:09, 4.22it/s] 6/499 4.32G 0.03882 0.02326 0.02549 86 640: 8%|7 | 3/40 [00:00<00:09, 3.94it/s] 6/499 4.32G 0.03935 0.02396 0.02548 79 640: 8%|7 | 3/40 [00:01<00:09, 3.94it/s] 6/499 4.32G 0.03935 0.02396 0.02548 79 640: 10%|# | 4/40 [00:01<00:09, 3.73it/s] 6/499 4.32G 0.03859 0.02422 0.02587 81 640: 10%|# | 4/40 [00:01<00:09, 3.73it/s] 6/499 4.32G 0.03859 0.02422 0.02587 81 640: 12%|#2 | 5/40 [00:01<00:09, 3.82it/s] 6/499 4.32G 0.03781 0.02397 0.02562 79 640: 12%|#2 | 5/40 [00:01<00:09, 3.82it/s] 6/499 4.32G 0.03781 0.02397 0.02562 79 640: 15%|#5 | 6/40 [00:01<00:09, 3.76it/s] 6/499 4.32G 0.03814 0.024 0.02607 73 640: 15%|#5 | 6/40 [00:01<00:09, 3.76it/s] 6/499 4.32G 0.03814 0.024 0.02607 73 640: 18%|#7 | 7/40 [00:01<00:09, 3.62it/s] 6/499 4.32G 0.03805 0.02391 0.02657 75 640: 18%|#7 | 7/40 [00:02<00:09, 3.62it/s] 6/499 4.32G 0.03805 0.02391 0.02657 75 640: 20%|## | 8/40 [00:02<00:08, 3.76it/s] 6/499 4.32G 0.03803 0.02422 0.0266 83 640: 20%|## | 8/40 [00:02<00:08, 3.76it/s] 6/499 4.32G 0.03803 0.02422 0.0266 83 640: 22%|##2 | 9/40 [00:02<00:08, 3.56it/s] 6/499 4.32G 0.03779 0.02402 0.02695 68 640: 22%|##2 | 9/40 [00:02<00:08, 3.56it/s] 6/499 4.32G 0.03779 0.02402 0.02695 68 640: 25%|##5 | 10/40 [00:02<00:08, 3.51it/s] 6/499 4.32G 0.03796 0.02431 0.02727 89 640: 25%|##5 | 10/40 [00:02<00:08, 3.51it/s] 6/499 4.32G 0.03796 0.02431 0.02727 89 640: 28%|##7 | 11/40 [00:02<00:07, 3.68it/s] 6/499 4.32G 0.03808 0.02418 0.02716 71 640: 28%|##7 | 11/40 [00:03<00:07, 3.68it/s] 6/499 4.32G 0.03808 0.02418 0.02716 71 640: 30%|### | 12/40 [00:03<00:07, 3.66it/s] 6/499 4.32G 0.03823 0.02424 0.02752 81 640: 30%|### | 12/40 [00:03<00:07, 3.66it/s] 6/499 4.32G 0.03823 0.02424 0.02752 81 640: 32%|###2 | 13/40 [00:03<00:07, 3.56it/s] 6/499 4.32G 0.03815 0.024 0.0273 70 640: 32%|###2 | 13/40 [00:03<00:07, 3.56it/s] 6/499 4.32G 0.03815 0.024 0.0273 70 640: 35%|###5 | 14/40 [00:03<00:06, 3.72it/s] 6/499 4.32G 0.03801 0.02373 0.02752 64 640: 35%|###5 | 14/40 [00:04<00:06, 3.72it/s] 6/499 4.32G 0.03801 0.02373 0.02752 64 640: 38%|###7 | 15/40 [00:04<00:06, 3.71it/s] 6/499 4.32G 0.03784 0.0238 0.02745 79 640: 38%|###7 | 15/40 [00:04<00:06, 3.71it/s] 6/499 4.32G 0.03784 0.0238 0.02745 79 640: 40%|#### | 16/40 [00:04<00:06, 3.63it/s] 6/499 4.32G 0.03778 0.02368 0.02737 72 640: 40%|#### | 16/40 [00:04<00:06, 3.63it/s] 6/499 4.32G 0.03778 0.02368 0.02737 72 640: 42%|####2 | 17/40 [00:04<00:06, 3.73it/s] 6/499 4.32G 0.03769 0.02364 0.02745 77 640: 42%|####2 | 17/40 [00:04<00:06, 3.73it/s] 6/499 4.32G 0.03769 0.02364 0.02745 77 640: 45%|####5 | 18/40 [00:04<00:05, 3.72it/s] 6/499 4.32G 0.03765 0.02374 0.02767 87 640: 45%|####5 | 18/40 [00:05<00:05, 3.72it/s] 6/499 4.32G 0.03765 0.02374 0.02767 87 640: 48%|####7 | 19/40 [00:05<00:05, 3.60it/s] 6/499 4.32G 0.03752 0.02373 0.02756 71 640: 48%|####7 | 19/40 [00:05<00:05, 3.60it/s] 6/499 4.32G 0.03752 0.02373 0.02756 71 640: 50%|##### | 20/40 [00:05<00:05, 3.73it/s] 6/499 4.32G 0.03734 0.02353 0.02761 68 640: 50%|##### | 20/40 [00:05<00:05, 3.73it/s] 6/499 4.32G 0.03734 0.02353 0.02761 68 640: 52%|#####2 | 21/40 [00:05<00:05, 3.73it/s] 6/499 4.32G 0.03719 0.02346 0.02758 73 640: 52%|#####2 | 21/40 [00:05<00:05, 3.73it/s] 6/499 4.32G 0.03719 0.02346 0.02758 73 640: 55%|#####5 | 22/40 [00:05<00:04, 3.63it/s] 6/499 4.32G 0.03712 0.02338 0.02742 73 640: 55%|#####5 | 22/40 [00:06<00:04, 3.63it/s] 6/499 4.32G 0.03712 0.02338 0.02742 73 640: 57%|#####7 | 23/40 [00:06<00:04, 3.76it/s] 6/499 4.32G 0.03712 0.0236 0.02723 95 640: 57%|#####7 | 23/40 [00:06<00:04, 3.76it/s] 6/499 4.32G 0.03712 0.0236 0.02723 95 640: 60%|###### | 24/40 [00:06<00:04, 3.71it/s] 6/499 4.32G 0.03715 0.02372 0.0273 87 640: 60%|###### | 24/40 [00:06<00:04, 3.71it/s] 6/499 4.32G 0.03715 0.02372 0.0273 87 640: 62%|######2 | 25/40 [00:06<00:04, 3.61it/s] 6/499 4.32G 0.03701 0.02355 0.02751 62 640: 62%|######2 | 25/40 [00:07<00:04, 3.61it/s] 6/499 4.32G 0.03701 0.02355 0.02751 62 640: 65%|######5 | 26/40 [00:07<00:03, 3.74it/s] 6/499 4.32G 0.03696 0.02345 0.02767 67 640: 65%|######5 | 26/40 [00:07<00:03, 3.74it/s] 6/499 4.32G 0.03696 0.02345 0.02767 67 640: 68%|######7 | 27/40 [00:07<00:03, 3.72it/s] 6/499 4.32G 0.0369 0.02349 0.02759 80 640: 68%|######7 | 27/40 [00:07<00:03, 3.72it/s] 6/499 4.32G 0.0369 0.02349 0.02759 80 640: 70%|####### | 28/40 [00:07<00:03, 3.63it/s] 6/499 4.32G 0.03689 0.02353 0.02756 81 640: 70%|####### | 28/40 [00:07<00:03, 3.63it/s] 6/499 4.32G 0.03689 0.02353 0.02756 81 640: 72%|#######2 | 29/40 [00:07<00:02, 3.73it/s] 6/499 4.32G 0.03705 0.02347 0.02773 63 640: 72%|#######2 | 29/40 [00:08<00:02, 3.73it/s] 6/499 4.32G 0.03705 0.02347 0.02773 63 640: 75%|#######5 | 30/40 [00:08<00:02, 3.71it/s] 6/499 4.32G 0.03699 0.02342 0.02767 73 640: 75%|#######5 | 30/40 [00:08<00:02, 3.71it/s] 6/499 4.32G 0.03699 0.02342 0.02767 73 640: 78%|#######7 | 31/40 [00:08<00:02, 3.61it/s] 6/499 4.32G 0.03697 0.02325 0.0277 59 640: 78%|#######7 | 31/40 [00:08<00:02, 3.61it/s] 6/499 4.32G 0.03697 0.02325 0.0277 59 640: 80%|######## | 32/40 [00:08<00:02, 3.74it/s] 6/499 4.32G 0.037 0.0233 0.02774 80 640: 80%|######## | 32/40 [00:08<00:02, 3.74it/s] 6/499 4.32G 0.037 0.0233 0.02774 80 640: 82%|########2 | 33/40 [00:08<00:01, 3.72it/s] 6/499 4.32G 0.03704 0.0233 0.02778 71 640: 82%|########2 | 33/40 [00:09<00:01, 3.72it/s] 6/499 4.32G 0.03704 0.0233 0.02778 71 640: 85%|########5 | 34/40 [00:09<00:01, 3.63it/s] 6/499 4.32G 0.03686 0.02333 0.02773 82 640: 85%|########5 | 34/40 [00:09<00:01, 3.63it/s] 6/499 4.32G 0.03686 0.02333 0.02773 82 640: 88%|########7 | 35/40 [00:09<00:01, 3.73it/s] 6/499 4.32G 0.0367 0.02322 0.02774 68 640: 88%|########7 | 35/40 [00:09<00:01, 3.73it/s] 6/499 4.32G 0.0367 0.02322 0.02774 68 640: 90%|######### | 36/40 [00:09<00:01, 3.71it/s] 6/499 4.32G 0.03662 0.02329 0.02769 84 640: 90%|######### | 36/40 [00:10<00:01, 3.71it/s] 6/499 4.32G 0.03662 0.02329 0.02769 84 640: 92%|#########2| 37/40 [00:10<00:00, 3.61it/s] 6/499 4.32G 0.03652 0.02339 0.02764 83 640: 92%|#########2| 37/40 [00:10<00:00, 3.61it/s] 6/499 4.32G 0.03652 0.02339 0.02764 83 640: 95%|#########5| 38/40 [00:10<00:00, 3.73it/s] 6/499 4.32G 0.03652 0.02347 0.02766 86 640: 95%|#########5| 38/40 [00:10<00:00, 3.73it/s] 6/499 4.32G 0.03652 0.02347 0.02766 86 640: 98%|#########7| 39/40 [00:10<00:00, 3.71it/s] 6/499 4.32G 0.03658 0.02358 0.02776 41 640: 98%|#########7| 39/40 [00:10<00:00, 3.71it/s] 6/499 4.32G 0.03658 0.02358 0.02776 41 640: 100%|##########| 40/40 [00:10<00:00, 3.76it/s] 6/499 4.32G 0.03658 0.02358 0.02776 41 640: 100%|##########| 40/40 [00:10<00:00, 3.70it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.62it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.65it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.77it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.72it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.27it/s] all 132 263 0.419 0.333 0.153 0.0583 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 7/499 4.32G 0.03259 0.02177 0.02672 72 640: 0%| | 0/40 [00:00<?, ?it/s] 7/499 4.32G 0.03259 0.02177 0.02672 72 640: 2%|2 | 1/40 [00:00<00:08, 4.80it/s] 7/499 4.32G 0.03629 0.02081 0.03088 59 640: 2%|2 | 1/40 [00:00<00:08, 4.80it/s] 7/499 4.32G 0.03629 0.02081 0.03088 59 640: 5%|5 | 2/40 [00:00<00:09, 4.13it/s] 7/499 4.32G 0.03618 0.02169 0.0291 78 640: 5%|5 | 2/40 [00:00<00:09, 4.13it/s] 7/499 4.32G 0.03618 0.02169 0.0291 78 640: 8%|7 | 3/40 [00:00<00:09, 3.75it/s] 7/499 4.32G 0.03628 0.02221 0.02877 84 640: 8%|7 | 3/40 [00:01<00:09, 3.75it/s] 7/499 4.32G 0.03628 0.02221 0.02877 84 640: 10%|# | 4/40 [00:01<00:09, 3.82it/s] 7/499 4.32G 0.0357 0.02215 0.02814 77 640: 10%|# | 4/40 [00:01<00:09, 3.82it/s] 7/499 4.32G 0.0357 0.02215 0.02814 77 640: 12%|#2 | 5/40 [00:01<00:09, 3.83it/s] 7/499 4.32G 0.03521 0.02189 0.02699 73 640: 12%|#2 | 5/40 [00:01<00:09, 3.83it/s] 7/499 4.32G 0.03521 0.02189 0.02699 73 640: 15%|#5 | 6/40 [00:01<00:09, 3.61it/s] 7/499 4.32G 0.03503 0.02149 0.02705 65 640: 15%|#5 | 6/40 [00:01<00:09, 3.61it/s] 7/499 4.32G 0.03503 0.02149 0.02705 65 640: 18%|#7 | 7/40 [00:01<00:08, 3.76it/s] 7/499 4.32G 0.03508 0.02188 0.02693 76 640: 18%|#7 | 7/40 [00:02<00:08, 3.76it/s] 7/499 4.32G 0.03508 0.02188 0.02693 76 640: 20%|## | 8/40 [00:02<00:08, 3.76it/s] 7/499 4.32G 0.03503 0.02159 0.0272 72 640: 20%|## | 8/40 [00:02<00:08, 3.76it/s] 7/499 4.32G 0.03503 0.02159 0.0272 72 640: 22%|##2 | 9/40 [00:02<00:08, 3.62it/s] 7/499 4.32G 0.03527 0.02163 0.02744 69 640: 22%|##2 | 9/40 [00:02<00:08, 3.62it/s] 7/499 4.32G 0.03527 0.02163 0.02744 69 640: 25%|##5 | 10/40 [00:02<00:07, 3.75it/s] 7/499 4.32G 0.03528 0.02199 0.02743 84 640: 25%|##5 | 10/40 [00:02<00:07, 3.75it/s] 7/499 4.32G 0.03528 0.02199 0.02743 84 640: 28%|##7 | 11/40 [00:02<00:07, 3.76it/s] 7/499 4.32G 0.03503 0.02176 0.0271 64 640: 28%|##7 | 11/40 [00:03<00:07, 3.76it/s] 7/499 4.32G 0.03503 0.02176 0.0271 64 640: 30%|### | 12/40 [00:03<00:07, 3.62it/s] 7/499 4.32G 0.03485 0.0219 0.02712 81 640: 30%|### | 12/40 [00:03<00:07, 3.62it/s] 7/499 4.32G 0.03485 0.0219 0.02712 81 640: 32%|###2 | 13/40 [00:03<00:07, 3.74it/s] 7/499 4.32G 0.03486 0.022 0.02757 73 640: 32%|###2 | 13/40 [00:03<00:07, 3.74it/s] 7/499 4.32G 0.03486 0.022 0.02757 73 640: 35%|###5 | 14/40 [00:03<00:06, 3.74it/s] 7/499 4.32G 0.03501 0.02224 0.02756 88 640: 35%|###5 | 14/40 [00:04<00:06, 3.74it/s] 7/499 4.32G 0.03501 0.02224 0.02756 88 640: 38%|###7 | 15/40 [00:04<00:06, 3.62it/s] 7/499 4.32G 0.03495 0.02219 0.02722 66 640: 38%|###7 | 15/40 [00:04<00:06, 3.62it/s] 7/499 4.32G 0.03495 0.02219 0.02722 66 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 7/499 4.32G 0.03498 0.02212 0.02723 66 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 7/499 4.32G 0.03498 0.02212 0.02723 66 640: 42%|####2 | 17/40 [00:04<00:06, 3.74it/s] 7/499 4.32G 0.03493 0.02226 0.02719 82 640: 42%|####2 | 17/40 [00:04<00:06, 3.74it/s] 7/499 4.32G 0.03493 0.02226 0.02719 82 640: 45%|####5 | 18/40 [00:04<00:06, 3.60it/s] 7/499 4.32G 0.03493 0.02241 0.02711 85 640: 45%|####5 | 18/40 [00:05<00:06, 3.60it/s] 7/499 4.32G 0.03493 0.02241 0.02711 85 640: 48%|####7 | 19/40 [00:05<00:05, 3.73it/s] 7/499 4.32G 0.03493 0.02241 0.02706 71 640: 48%|####7 | 19/40 [00:05<00:05, 3.73it/s] 7/499 4.32G 0.03493 0.02241 0.02706 71 640: 50%|##### | 20/40 [00:05<00:05, 3.75it/s] 7/499 4.32G 0.0348 0.02242 0.02706 76 640: 50%|##### | 20/40 [00:05<00:05, 3.75it/s] 7/499 4.32G 0.0348 0.02242 0.02706 76 640: 52%|#####2 | 21/40 [00:05<00:05, 3.59it/s] 7/499 4.32G 0.03471 0.02239 0.02701 72 640: 52%|#####2 | 21/40 [00:05<00:05, 3.59it/s] 7/499 4.32G 0.03471 0.02239 0.02701 72 640: 55%|#####5 | 22/40 [00:05<00:04, 3.72it/s] 7/499 4.32G 0.03471 0.02249 0.02706 80 640: 55%|#####5 | 22/40 [00:06<00:04, 3.72it/s] 7/499 4.32G 0.03471 0.02249 0.02706 80 640: 57%|#####7 | 23/40 [00:06<00:04, 3.73it/s] 7/499 4.32G 0.03467 0.02243 0.02706 69 640: 57%|#####7 | 23/40 [00:06<00:04, 3.73it/s] 7/499 4.32G 0.03467 0.02243 0.02706 69 640: 60%|###### | 24/40 [00:06<00:04, 3.62it/s] 7/499 4.32G 0.03465 0.02231 0.02702 69 640: 60%|###### | 24/40 [00:06<00:04, 3.62it/s] 7/499 4.32G 0.03465 0.02231 0.02702 69 640: 62%|######2 | 25/40 [00:06<00:04, 3.72it/s] 7/499 4.32G 0.0346 0.02229 0.0269 68 640: 62%|######2 | 25/40 [00:06<00:04, 3.72it/s] 7/499 4.32G 0.0346 0.02229 0.0269 68 640: 65%|######5 | 26/40 [00:06<00:03, 3.72it/s] 7/499 4.32G 0.03463 0.02238 0.02685 79 640: 65%|######5 | 26/40 [00:07<00:03, 3.72it/s] 7/499 4.32G 0.03463 0.02238 0.02685 79 640: 68%|######7 | 27/40 [00:07<00:03, 3.59it/s] 7/499 4.32G 0.03462 0.0224 0.0269 79 640: 68%|######7 | 27/40 [00:07<00:03, 3.59it/s] 7/499 4.32G 0.03462 0.0224 0.0269 79 640: 70%|####### | 28/40 [00:07<00:03, 3.72it/s] 7/499 4.32G 0.03456 0.02227 0.02678 61 640: 70%|####### | 28/40 [00:07<00:03, 3.72it/s] 7/499 4.32G 0.03456 0.02227 0.02678 61 640: 72%|#######2 | 29/40 [00:07<00:02, 3.73it/s] 7/499 4.32G 0.0344 0.0221 0.02666 60 640: 72%|#######2 | 29/40 [00:08<00:02, 3.73it/s] 7/499 4.32G 0.0344 0.0221 0.02666 60 640: 75%|#######5 | 30/40 [00:08<00:02, 3.54it/s] 7/499 4.32G 0.0345 0.02212 0.02664 69 640: 75%|#######5 | 30/40 [00:08<00:02, 3.54it/s] 7/499 4.32G 0.0345 0.02212 0.02664 69 640: 78%|#######7 | 31/40 [00:08<00:02, 3.69it/s] 7/499 4.32G 0.03446 0.02208 0.02662 70 640: 78%|#######7 | 31/40 [00:08<00:02, 3.69it/s] 7/499 4.32G 0.03446 0.02208 0.02662 70 640: 80%|######## | 32/40 [00:08<00:02, 3.72it/s] 7/499 4.32G 0.03455 0.02221 0.0267 89 640: 80%|######## | 32/40 [00:08<00:02, 3.72it/s] 7/499 4.32G 0.03455 0.02221 0.0267 89 640: 82%|########2 | 33/40 [00:08<00:01, 3.60it/s] 7/499 4.32G 0.03454 0.02224 0.02654 78 640: 82%|########2 | 33/40 [00:09<00:01, 3.60it/s] 7/499 4.32G 0.03454 0.02224 0.02654 78 640: 85%|########5 | 34/40 [00:09<00:01, 3.72it/s] 7/499 4.32G 0.0345 0.02212 0.0266 64 640: 85%|########5 | 34/40 [00:09<00:01, 3.72it/s] 7/499 4.32G 0.0345 0.02212 0.0266 64 640: 88%|########7 | 35/40 [00:09<00:01, 3.73it/s] 7/499 4.32G 0.03448 0.0221 0.0267 69 640: 88%|########7 | 35/40 [00:09<00:01, 3.73it/s] 7/499 4.32G 0.03448 0.0221 0.0267 69 640: 90%|######### | 36/40 [00:09<00:01, 3.60it/s] 7/499 4.32G 0.03454 0.0222 0.02664 82 640: 90%|######### | 36/40 [00:09<00:01, 3.60it/s] 7/499 4.32G 0.03454 0.0222 0.02664 82 640: 92%|#########2| 37/40 [00:09<00:00, 3.73it/s] 7/499 4.32G 0.03453 0.02224 0.02664 80 640: 92%|#########2| 37/40 [00:10<00:00, 3.73it/s] 7/499 4.32G 0.03453 0.02224 0.02664 80 640: 95%|#########5| 38/40 [00:10<00:00, 3.78it/s] 7/499 4.32G 0.03462 0.02211 0.02676 54 640: 95%|#########5| 38/40 [00:10<00:00, 3.78it/s] 7/499 4.32G 0.03462 0.02211 0.02676 54 640: 98%|#########7| 39/40 [00:10<00:00, 3.77it/s] 7/499 4.32G 0.03459 0.02215 0.02678 39 640: 98%|#########7| 39/40 [00:10<00:00, 3.77it/s] 7/499 4.32G 0.03459 0.02215 0.02678 39 640: 100%|##########| 40/40 [00:10<00:00, 4.15it/s] 7/499 4.32G 0.03459 0.02215 0.02678 39 640: 100%|##########| 40/40 [00:10<00:00, 3.74it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.57it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.78it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.14it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.41it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.19it/s] all 132 263 0.918 0.0509 0.0838 0.0279 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 8/499 4.32G 0.03746 0.02142 0.02511 79 640: 0%| | 0/40 [00:00<?, ?it/s] 8/499 4.32G 0.03746 0.02142 0.02511 79 640: 2%|2 | 1/40 [00:00<00:09, 4.30it/s] 8/499 4.32G 0.03621 0.02039 0.02811 66 640: 2%|2 | 1/40 [00:00<00:09, 4.30it/s] 8/499 4.32G 0.03621 0.02039 0.02811 66 640: 5%|5 | 2/40 [00:00<00:10, 3.71it/s] 8/499 4.32G 0.03684 0.02216 0.02677 78 640: 5%|5 | 2/40 [00:00<00:10, 3.71it/s] 8/499 4.32G 0.03684 0.02216 0.02677 78 640: 8%|7 | 3/40 [00:00<00:09, 3.90it/s] 8/499 4.32G 0.03593 0.02291 0.02693 89 640: 8%|7 | 3/40 [00:01<00:09, 3.90it/s] 8/499 4.32G 0.03593 0.02291 0.02693 89 640: 10%|# | 4/40 [00:01<00:09, 3.80it/s] 8/499 4.32G 0.03558 0.02195 0.02668 61 640: 10%|# | 4/40 [00:01<00:09, 3.80it/s] 8/499 4.32G 0.03558 0.02195 0.02668 61 640: 12%|#2 | 5/40 [00:01<00:09, 3.65it/s] 8/499 4.32G 0.03519 0.02143 0.02698 65 640: 12%|#2 | 5/40 [00:01<00:09, 3.65it/s] 8/499 4.32G 0.03519 0.02143 0.02698 65 640: 15%|#5 | 6/40 [00:01<00:08, 3.79it/s] 8/499 4.32G 0.03533 0.02187 0.02685 83 640: 15%|#5 | 6/40 [00:01<00:08, 3.79it/s] 8/499 4.32G 0.03533 0.02187 0.02685 83 640: 18%|#7 | 7/40 [00:01<00:08, 3.75it/s] 8/499 4.32G 0.03532 0.02164 0.02646 68 640: 18%|#7 | 7/40 [00:02<00:08, 3.75it/s] 8/499 4.32G 0.03532 0.02164 0.02646 68 640: 20%|## | 8/40 [00:02<00:08, 3.63it/s] 8/499 4.32G 0.03538 0.02138 0.02659 68 640: 20%|## | 8/40 [00:02<00:08, 3.63it/s] 8/499 4.32G 0.03538 0.02138 0.02659 68 640: 22%|##2 | 9/40 [00:02<00:08, 3.74it/s] 8/499 4.32G 0.03513 0.02134 0.02665 70 640: 22%|##2 | 9/40 [00:02<00:08, 3.74it/s] 8/499 4.32G 0.03513 0.02134 0.02665 70 640: 25%|##5 | 10/40 [00:02<00:08, 3.72it/s] 8/499 4.32G 0.03491 0.02153 0.02658 82 640: 25%|##5 | 10/40 [00:02<00:08, 3.72it/s] 8/499 4.32G 0.03491 0.02153 0.02658 82 640: 28%|##7 | 11/40 [00:02<00:08, 3.59it/s] 8/499 4.32G 0.03476 0.0221 0.02626 91 640: 28%|##7 | 11/40 [00:03<00:08, 3.59it/s] 8/499 4.32G 0.03476 0.0221 0.02626 91 640: 30%|### | 12/40 [00:03<00:07, 3.72it/s] 8/499 4.32G 0.03429 0.0219 0.02639 67 640: 30%|### | 12/40 [00:03<00:07, 3.72it/s] 8/499 4.32G 0.03429 0.0219 0.02639 67 640: 32%|###2 | 13/40 [00:03<00:07, 3.70it/s] 8/499 4.32G 0.03419 0.02201 0.02613 78 640: 32%|###2 | 13/40 [00:03<00:07, 3.70it/s] 8/499 4.32G 0.03419 0.02201 0.02613 78 640: 35%|###5 | 14/40 [00:03<00:07, 3.61it/s] 8/499 4.32G 0.03428 0.02224 0.02614 82 640: 35%|###5 | 14/40 [00:04<00:07, 3.61it/s] 8/499 4.32G 0.03428 0.02224 0.02614 82 640: 38%|###7 | 15/40 [00:04<00:06, 3.74it/s] 8/499 4.32G 0.03401 0.02201 0.02576 66 640: 38%|###7 | 15/40 [00:04<00:06, 3.74it/s] 8/499 4.32G 0.03401 0.02201 0.02576 66 640: 40%|#### | 16/40 [00:04<00:06, 3.61it/s] 8/499 4.32G 0.03405 0.0219 0.02575 68 640: 40%|#### | 16/40 [00:04<00:06, 3.61it/s] 8/499 4.32G 0.03405 0.0219 0.02575 68 640: 42%|####2 | 17/40 [00:04<00:06, 3.53it/s] 8/499 4.32G 0.03408 0.02185 0.02585 73 640: 42%|####2 | 17/40 [00:04<00:06, 3.53it/s] 8/499 4.32G 0.03408 0.02185 0.02585 73 640: 45%|####5 | 18/40 [00:04<00:05, 3.68it/s] 8/499 4.32G 0.03418 0.02176 0.02561 61 640: 45%|####5 | 18/40 [00:05<00:05, 3.68it/s] 8/499 4.32G 0.03418 0.02176 0.02561 61 640: 48%|####7 | 19/40 [00:05<00:05, 3.68it/s] 8/499 4.32G 0.0343 0.02191 0.02558 81 640: 48%|####7 | 19/40 [00:05<00:05, 3.68it/s] 8/499 4.32G 0.0343 0.02191 0.02558 81 640: 50%|##### | 20/40 [00:05<00:05, 3.58it/s] 8/499 4.32G 0.03421 0.022 0.02577 87 640: 50%|##### | 20/40 [00:05<00:05, 3.58it/s] 8/499 4.32G 0.03421 0.022 0.02577 87 640: 52%|#####2 | 21/40 [00:05<00:05, 3.72it/s] 8/499 4.32G 0.03415 0.02194 0.02578 69 640: 52%|#####2 | 21/40 [00:05<00:05, 3.72it/s] 8/499 4.32G 0.03415 0.02194 0.02578 69 640: 55%|#####5 | 22/40 [00:05<00:04, 3.69it/s] 8/499 4.32G 0.03416 0.02187 0.02567 70 640: 55%|#####5 | 22/40 [00:06<00:04, 3.69it/s] 8/499 4.32G 0.03416 0.02187 0.02567 70 640: 57%|#####7 | 23/40 [00:06<00:04, 3.60it/s] 8/499 4.32G 0.03397 0.02174 0.02555 62 640: 57%|#####7 | 23/40 [00:06<00:04, 3.60it/s] 8/499 4.32G 0.03397 0.02174 0.02555 62 640: 60%|###### | 24/40 [00:06<00:04, 3.73it/s] 8/499 4.32G 0.03397 0.02195 0.02549 85 640: 60%|###### | 24/40 [00:06<00:04, 3.73it/s] 8/499 4.32G 0.03397 0.02195 0.02549 85 640: 62%|######2 | 25/40 [00:06<00:04, 3.71it/s] 8/499 4.32G 0.03387 0.02206 0.02534 83 640: 62%|######2 | 25/40 [00:07<00:04, 3.71it/s] 8/499 4.32G 0.03387 0.02206 0.02534 83 640: 65%|######5 | 26/40 [00:07<00:03, 3.57it/s] 8/499 4.32G 0.03383 0.02212 0.02537 77 640: 65%|######5 | 26/40 [00:07<00:03, 3.57it/s] 8/499 4.32G 0.03383 0.02212 0.02537 77 640: 68%|######7 | 27/40 [00:07<00:03, 3.74it/s] 8/499 4.32G 0.03383 0.02211 0.02525 68 640: 68%|######7 | 27/40 [00:07<00:03, 3.74it/s] 8/499 4.32G 0.03383 0.02211 0.02525 68 640: 70%|####### | 28/40 [00:07<00:03, 3.72it/s] 8/499 4.32G 0.03384 0.02202 0.02528 64 640: 70%|####### | 28/40 [00:07<00:03, 3.72it/s] 8/499 4.32G 0.03384 0.02202 0.02528 64 640: 72%|#######2 | 29/40 [00:07<00:03, 3.61it/s] 8/499 4.32G 0.03373 0.022 0.0254 72 640: 72%|#######2 | 29/40 [00:08<00:03, 3.61it/s] 8/499 4.32G 0.03373 0.022 0.0254 72 640: 75%|#######5 | 30/40 [00:08<00:02, 3.74it/s] 8/499 4.32G 0.03379 0.02195 0.02556 65 640: 75%|#######5 | 30/40 [00:08<00:02, 3.74it/s] 8/499 4.32G 0.03379 0.02195 0.02556 65 640: 78%|#######7 | 31/40 [00:08<00:02, 3.72it/s] 8/499 4.32G 0.03369 0.02185 0.0255 58 640: 78%|#######7 | 31/40 [00:08<00:02, 3.72it/s] 8/499 4.32G 0.03369 0.02185 0.0255 58 640: 80%|######## | 32/40 [00:08<00:02, 3.58it/s] 8/499 4.32G 0.03367 0.02176 0.02565 64 640: 80%|######## | 32/40 [00:08<00:02, 3.58it/s] 8/499 4.32G 0.03367 0.02176 0.02565 64 640: 82%|########2 | 33/40 [00:08<00:01, 3.72it/s] 8/499 4.32G 0.03363 0.02179 0.02582 72 640: 82%|########2 | 33/40 [00:09<00:01, 3.72it/s] 8/499 4.32G 0.03363 0.02179 0.02582 72 640: 85%|########5 | 34/40 [00:09<00:01, 3.70it/s] 8/499 4.32G 0.03365 0.02185 0.02578 80 640: 85%|########5 | 34/40 [00:09<00:01, 3.70it/s] 8/499 4.32G 0.03365 0.02185 0.02578 80 640: 88%|########7 | 35/40 [00:09<00:01, 3.60it/s] 8/499 4.32G 0.03361 0.02197 0.02589 80 640: 88%|########7 | 35/40 [00:09<00:01, 3.60it/s] 8/499 4.32G 0.03361 0.02197 0.02589 80 640: 90%|######### | 36/40 [00:09<00:01, 3.73it/s] 8/499 4.32G 0.03356 0.02201 0.02589 85 640: 90%|######### | 36/40 [00:10<00:01, 3.73it/s] 8/499 4.32G 0.03356 0.02201 0.02589 85 640: 92%|#########2| 37/40 [00:10<00:00, 3.73it/s] 8/499 4.32G 0.03348 0.02198 0.02585 72 640: 92%|#########2| 37/40 [00:10<00:00, 3.73it/s] 8/499 4.32G 0.03348 0.02198 0.02585 72 640: 95%|#########5| 38/40 [00:10<00:00, 3.71it/s] 8/499 4.32G 0.03347 0.02191 0.0259 62 640: 95%|#########5| 38/40 [00:10<00:00, 3.71it/s] 8/499 4.32G 0.03347 0.02191 0.0259 62 640: 98%|#########7| 39/40 [00:10<00:00, 4.05it/s] 8/499 4.32G 0.0334 0.02183 0.02608 30 640: 98%|#########7| 39/40 [00:10<00:00, 4.05it/s] 8/499 4.32G 0.0334 0.02183 0.02608 30 640: 100%|##########| 40/40 [00:10<00:00, 4.43it/s] 8/499 4.32G 0.0334 0.02183 0.02608 30 640: 100%|##########| 40/40 [00:10<00:00, 3.75it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.52it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.68it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 3.01it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.04it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.94it/s] all 132 263 0.595 0.565 0.479 0.271 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 9/499 4.32G 0.03077 0.02189 0.02227 70 640: 0%| | 0/40 [00:00<?, ?it/s] 9/499 4.32G 0.03077 0.02189 0.02227 70 640: 2%|2 | 1/40 [00:00<00:12, 3.09it/s] 9/499 4.32G 0.03303 0.02345 0.02573 83 640: 2%|2 | 1/40 [00:00<00:12, 3.09it/s] 9/499 4.32G 0.03303 0.02345 0.02573 83 640: 5%|5 | 2/40 [00:00<00:10, 3.58it/s] 9/499 4.32G 0.03412 0.02304 0.02683 73 640: 5%|5 | 2/40 [00:00<00:10, 3.58it/s] 9/499 4.32G 0.03412 0.02304 0.02683 73 640: 8%|7 | 3/40 [00:00<00:10, 3.65it/s] 9/499 4.32G 0.03422 0.02294 0.02655 72 640: 8%|7 | 3/40 [00:01<00:10, 3.65it/s] 9/499 4.32G 0.03422 0.02294 0.02655 72 640: 10%|# | 4/40 [00:01<00:10, 3.51it/s] 9/499 4.32G 0.03369 0.02271 0.02736 69 640: 10%|# | 4/40 [00:01<00:10, 3.51it/s] 9/499 4.32G 0.03369 0.02271 0.02736 69 640: 12%|#2 | 5/40 [00:01<00:09, 3.71it/s] 9/499 4.32G 0.03377 0.02298 0.02756 75 640: 12%|#2 | 5/40 [00:01<00:09, 3.71it/s] 9/499 4.32G 0.03377 0.02298 0.02756 75 640: 15%|#5 | 6/40 [00:01<00:09, 3.72it/s] 9/499 4.32G 0.03407 0.0228 0.02773 72 640: 15%|#5 | 6/40 [00:01<00:09, 3.72it/s] 9/499 4.32G 0.03407 0.0228 0.02773 72 640: 18%|#7 | 7/40 [00:01<00:09, 3.59it/s] 9/499 4.32G 0.03414 0.02271 0.02707 70 640: 18%|#7 | 7/40 [00:02<00:09, 3.59it/s] 9/499 4.32G 0.03414 0.02271 0.02707 70 640: 20%|## | 8/40 [00:02<00:08, 3.74it/s] 9/499 4.32G 0.03445 0.02333 0.02674 90 640: 20%|## | 8/40 [00:02<00:08, 3.74it/s] 9/499 4.32G 0.03445 0.02333 0.02674 90 640: 22%|##2 | 9/40 [00:02<00:08, 3.74it/s] 9/499 4.32G 0.03444 0.02304 0.02672 64 640: 22%|##2 | 9/40 [00:02<00:08, 3.74it/s] 9/499 4.32G 0.03444 0.02304 0.02672 64 640: 25%|##5 | 10/40 [00:02<00:08, 3.60it/s] 9/499 4.32G 0.0341 0.02262 0.02692 66 640: 25%|##5 | 10/40 [00:03<00:08, 3.60it/s] 9/499 4.32G 0.0341 0.02262 0.02692 66 640: 28%|##7 | 11/40 [00:03<00:07, 3.74it/s] 9/499 4.32G 0.03388 0.02298 0.0268 91 640: 28%|##7 | 11/40 [00:03<00:07, 3.74it/s] 9/499 4.32G 0.03388 0.02298 0.0268 91 640: 30%|### | 12/40 [00:03<00:07, 3.74it/s] 9/499 4.32G 0.03382 0.023 0.02693 80 640: 30%|### | 12/40 [00:03<00:07, 3.74it/s] 9/499 4.32G 0.03382 0.023 0.02693 80 640: 32%|###2 | 13/40 [00:03<00:07, 3.61it/s] 9/499 4.32G 0.03365 0.02285 0.02698 71 640: 32%|###2 | 13/40 [00:03<00:07, 3.61it/s] 9/499 4.32G 0.03365 0.02285 0.02698 71 640: 35%|###5 | 14/40 [00:03<00:06, 3.75it/s] 9/499 4.32G 0.03365 0.02303 0.02728 89 640: 35%|###5 | 14/40 [00:04<00:06, 3.75it/s] 9/499 4.32G 0.03365 0.02303 0.02728 89 640: 38%|###7 | 15/40 [00:04<00:06, 3.76it/s] 9/499 4.32G 0.03381 0.02282 0.0271 65 640: 38%|###7 | 15/40 [00:04<00:06, 3.76it/s] 9/499 4.32G 0.03381 0.02282 0.0271 65 640: 40%|#### | 16/40 [00:04<00:06, 3.63it/s] 9/499 4.32G 0.03365 0.02281 0.02674 81 640: 40%|#### | 16/40 [00:04<00:06, 3.63it/s] 9/499 4.32G 0.03365 0.02281 0.02674 81 640: 42%|####2 | 17/40 [00:04<00:06, 3.73it/s] 9/499 4.32G 0.03342 0.02264 0.0271 68 640: 42%|####2 | 17/40 [00:04<00:06, 3.73it/s] 9/499 4.32G 0.03342 0.02264 0.0271 68 640: 45%|####5 | 18/40 [00:04<00:05, 3.74it/s] 9/499 4.32G 0.03331 0.02251 0.02703 71 640: 45%|####5 | 18/40 [00:05<00:05, 3.74it/s] 9/499 4.32G 0.03331 0.02251 0.02703 71 640: 48%|####7 | 19/40 [00:05<00:05, 3.61it/s] 9/499 4.32G 0.03317 0.02253 0.02684 76 640: 48%|####7 | 19/40 [00:05<00:05, 3.61it/s] 9/499 4.32G 0.03317 0.02253 0.02684 76 640: 50%|##### | 20/40 [00:05<00:05, 3.75it/s] 9/499 4.32G 0.03319 0.02244 0.02678 74 640: 50%|##### | 20/40 [00:05<00:05, 3.75it/s] 9/499 4.32G 0.03319 0.02244 0.02678 74 640: 52%|#####2 | 21/40 [00:05<00:05, 3.74it/s] 9/499 4.32G 0.03324 0.02262 0.02685 83 640: 52%|#####2 | 21/40 [00:06<00:05, 3.74it/s] 9/499 4.32G 0.03324 0.02262 0.02685 83 640: 55%|#####5 | 22/40 [00:06<00:04, 3.61it/s] 9/499 4.32G 0.03329 0.02287 0.02697 93 640: 55%|#####5 | 22/40 [00:06<00:04, 3.61it/s] 9/499 4.32G 0.03329 0.02287 0.02697 93 640: 57%|#####7 | 23/40 [00:06<00:04, 3.74it/s] 9/499 4.32G 0.0333 0.0229 0.02706 76 640: 57%|#####7 | 23/40 [00:06<00:04, 3.74it/s] 9/499 4.32G 0.0333 0.0229 0.02706 76 640: 60%|###### | 24/40 [00:06<00:04, 3.76it/s] 9/499 4.32G 0.03342 0.02299 0.02706 89 640: 60%|###### | 24/40 [00:06<00:04, 3.76it/s] 9/499 4.32G 0.03342 0.02299 0.02706 89 640: 62%|######2 | 25/40 [00:06<00:04, 3.61it/s] 9/499 4.32G 0.03332 0.023 0.02696 83 640: 62%|######2 | 25/40 [00:07<00:04, 3.61it/s] 9/499 4.32G 0.03332 0.023 0.02696 83 640: 65%|######5 | 26/40 [00:07<00:03, 3.72it/s] 9/499 4.32G 0.03336 0.02282 0.02707 66 640: 65%|######5 | 26/40 [00:07<00:03, 3.72it/s] 9/499 4.32G 0.03336 0.02282 0.02707 66 640: 68%|######7 | 27/40 [00:07<00:03, 3.75it/s] 9/499 4.32G 0.0333 0.02272 0.02694 67 640: 68%|######7 | 27/40 [00:07<00:03, 3.75it/s] 9/499 4.32G 0.0333 0.02272 0.02694 67 640: 70%|####### | 28/40 [00:07<00:03, 3.58it/s] 9/499 4.32G 0.03324 0.02259 0.02689 63 640: 70%|####### | 28/40 [00:07<00:03, 3.58it/s] 9/499 4.32G 0.03324 0.02259 0.02689 63 640: 72%|#######2 | 29/40 [00:07<00:02, 3.73it/s] 9/499 4.32G 0.03321 0.02253 0.02678 72 640: 72%|#######2 | 29/40 [00:08<00:02, 3.73it/s] 9/499 4.32G 0.03321 0.02253 0.02678 72 640: 75%|#######5 | 30/40 [00:08<00:02, 3.74it/s] 9/499 4.32G 0.03314 0.02254 0.02672 83 640: 75%|#######5 | 30/40 [00:08<00:02, 3.74it/s] 9/499 4.32G 0.03314 0.02254 0.02672 83 640: 78%|#######7 | 31/40 [00:08<00:02, 3.61it/s] 9/499 4.32G 0.03307 0.02241 0.02663 61 640: 78%|#######7 | 31/40 [00:08<00:02, 3.61it/s] 9/499 4.32G 0.03307 0.02241 0.02663 61 640: 80%|######## | 32/40 [00:08<00:02, 3.76it/s] 9/499 4.32G 0.03309 0.02234 0.02654 79 640: 80%|######## | 32/40 [00:08<00:02, 3.76it/s] 9/499 4.32G 0.03309 0.02234 0.02654 79 640: 82%|########2 | 33/40 [00:08<00:01, 3.76it/s] 9/499 4.32G 0.03303 0.02236 0.02647 79 640: 82%|########2 | 33/40 [00:09<00:01, 3.76it/s] 9/499 4.32G 0.03303 0.02236 0.02647 79 640: 85%|########5 | 34/40 [00:09<00:01, 3.64it/s] 9/499 4.32G 0.03302 0.02223 0.02649 59 640: 85%|########5 | 34/40 [00:09<00:01, 3.64it/s] 9/499 4.32G 0.03302 0.02223 0.02649 59 640: 88%|########7 | 35/40 [00:09<00:01, 3.79it/s] 9/499 4.32G 0.03298 0.02222 0.02658 77 640: 88%|########7 | 35/40 [00:09<00:01, 3.79it/s] 9/499 4.32G 0.03298 0.02222 0.02658 77 640: 90%|######### | 36/40 [00:09<00:01, 3.90it/s] 9/499 4.32G 0.033 0.02227 0.02659 84 640: 90%|######### | 36/40 [00:09<00:01, 3.90it/s] 9/499 4.32G 0.033 0.02227 0.02659 84 640: 92%|#########2| 37/40 [00:09<00:00, 4.12it/s] 9/499 4.32G 0.03301 0.02221 0.02663 66 640: 92%|#########2| 37/40 [00:10<00:00, 4.12it/s] 9/499 4.32G 0.03301 0.02221 0.02663 66 640: 95%|#########5| 38/40 [00:10<00:00, 4.41it/s] 9/499 4.32G 0.03299 0.02215 0.02643 70 640: 95%|#########5| 38/40 [00:10<00:00, 4.41it/s] 9/499 4.32G 0.03299 0.02215 0.02643 70 640: 98%|#########7| 39/40 [00:10<00:00, 4.60it/s] 9/499 4.32G 0.03299 0.02206 0.02645 35 640: 98%|#########7| 39/40 [00:10<00:00, 4.60it/s] 9/499 4.32G 0.03299 0.02206 0.02645 35 640: 100%|##########| 40/40 [00:10<00:00, 4.70it/s] 9/499 4.32G 0.03299 0.02206 0.02645 35 640: 100%|##########| 40/40 [00:10<00:00, 3.80it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.57it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.02it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.25it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.57it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.34it/s] all 132 263 0.578 0.557 0.432 0.205 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 10/499 4.32G 0.0321 0.02268 0.02369 75 640: 0%| | 0/40 [00:00<?, ?it/s] 10/499 4.32G 0.0321 0.02268 0.02369 75 640: 2%|2 | 1/40 [00:00<00:10, 3.68it/s] 10/499 4.32G 0.03375 0.02479 0.02538 92 640: 2%|2 | 1/40 [00:00<00:10, 3.68it/s] 10/499 4.32G 0.03375 0.02479 0.02538 92 640: 5%|5 | 2/40 [00:00<00:08, 4.46it/s] 10/499 4.32G 0.0336 0.02374 0.02415 68 640: 5%|5 | 2/40 [00:00<00:08, 4.46it/s] 10/499 4.32G 0.0336 0.02374 0.02415 68 640: 8%|7 | 3/40 [00:00<00:09, 3.98it/s] 10/499 4.32G 0.03284 0.02186 0.02447 57 640: 8%|7 | 3/40 [00:00<00:09, 3.98it/s] 10/499 4.32G 0.03284 0.02186 0.02447 57 640: 10%|# | 4/40 [00:00<00:08, 4.02it/s] 10/499 4.32G 0.033 0.02145 0.02428 64 640: 10%|# | 4/40 [00:01<00:08, 4.02it/s] 10/499 4.32G 0.033 0.02145 0.02428 64 640: 12%|#2 | 5/40 [00:01<00:09, 3.86it/s] 10/499 4.32G 0.0331 0.02225 0.0247 89 640: 12%|#2 | 5/40 [00:01<00:09, 3.86it/s] 10/499 4.32G 0.0331 0.02225 0.0247 89 640: 15%|#5 | 6/40 [00:01<00:09, 3.69it/s] 10/499 4.32G 0.03277 0.02183 0.02464 69 640: 15%|#5 | 6/40 [00:01<00:09, 3.69it/s] 10/499 4.32G 0.03277 0.02183 0.02464 69 640: 18%|#7 | 7/40 [00:01<00:08, 3.73it/s] 10/499 4.32G 0.03296 0.02225 0.0248 82 640: 18%|#7 | 7/40 [00:02<00:08, 3.73it/s] 10/499 4.32G 0.03296 0.02225 0.0248 82 640: 20%|## | 8/40 [00:02<00:08, 3.73it/s] 10/499 4.32G 0.03314 0.02249 0.02498 78 640: 20%|## | 8/40 [00:02<00:08, 3.73it/s] 10/499 4.32G 0.03314 0.02249 0.02498 78 640: 22%|##2 | 9/40 [00:02<00:08, 3.61it/s] 10/499 4.32G 0.03289 0.02216 0.02509 68 640: 22%|##2 | 9/40 [00:02<00:08, 3.61it/s] 10/499 4.32G 0.03289 0.02216 0.02509 68 640: 25%|##5 | 10/40 [00:02<00:07, 3.75it/s] 10/499 4.32G 0.03272 0.02191 0.02496 64 640: 25%|##5 | 10/40 [00:02<00:07, 3.75it/s] 10/499 4.32G 0.03272 0.02191 0.02496 64 640: 28%|##7 | 11/40 [00:02<00:07, 3.72it/s] 10/499 4.32G 0.03256 0.0219 0.0251 75 640: 28%|##7 | 11/40 [00:03<00:07, 3.72it/s] 10/499 4.32G 0.03256 0.0219 0.0251 75 640: 30%|### | 12/40 [00:03<00:07, 3.61it/s] 10/499 4.32G 0.03226 0.02161 0.02525 65 640: 30%|### | 12/40 [00:03<00:07, 3.61it/s] 10/499 4.32G 0.03226 0.02161 0.02525 65 640: 32%|###2 | 13/40 [00:03<00:07, 3.75it/s] 10/499 4.32G 0.03253 0.02143 0.02595 65 640: 32%|###2 | 13/40 [00:03<00:07, 3.75it/s] 10/499 4.32G 0.03253 0.02143 0.02595 65 640: 35%|###5 | 14/40 [00:03<00:06, 3.72it/s] 10/499 4.32G 0.03232 0.02121 0.02594 61 640: 35%|###5 | 14/40 [00:04<00:06, 3.72it/s] 10/499 4.32G 0.03232 0.02121 0.02594 61 640: 38%|###7 | 15/40 [00:04<00:06, 3.61it/s] 10/499 4.32G 0.03211 0.0214 0.0256 88 640: 38%|###7 | 15/40 [00:04<00:06, 3.61it/s] 10/499 4.32G 0.03211 0.0214 0.0256 88 640: 40%|#### | 16/40 [00:04<00:06, 3.74it/s] 10/499 4.32G 0.03232 0.02168 0.02531 89 640: 40%|#### | 16/40 [00:04<00:06, 3.74it/s] 10/499 4.32G 0.03232 0.02168 0.02531 89 640: 42%|####2 | 17/40 [00:04<00:06, 3.72it/s] 10/499 4.32G 0.03224 0.02171 0.02538 78 640: 42%|####2 | 17/40 [00:04<00:06, 3.72it/s] 10/499 4.32G 0.03224 0.02171 0.02538 78 640: 45%|####5 | 18/40 [00:04<00:06, 3.50it/s] 10/499 4.32G 0.03232 0.02167 0.02564 64 640: 45%|####5 | 18/40 [00:05<00:06, 3.50it/s] 10/499 4.32G 0.03232 0.02167 0.02564 64 640: 48%|####7 | 19/40 [00:05<00:05, 3.65it/s] 10/499 4.32G 0.03231 0.02173 0.02564 78 640: 48%|####7 | 19/40 [00:05<00:05, 3.65it/s] 10/499 4.32G 0.03231 0.02173 0.02564 78 640: 50%|##### | 20/40 [00:05<00:05, 3.66it/s] 10/499 4.32G 0.03216 0.02164 0.02569 66 640: 50%|##### | 20/40 [00:05<00:05, 3.66it/s] 10/499 4.32G 0.03216 0.02164 0.02569 66 640: 52%|#####2 | 21/40 [00:05<00:05, 3.56it/s] 10/499 4.32G 0.03212 0.02171 0.02568 81 640: 52%|#####2 | 21/40 [00:05<00:05, 3.56it/s] 10/499 4.32G 0.03212 0.02171 0.02568 81 640: 55%|#####5 | 22/40 [00:05<00:04, 3.71it/s] 10/499 4.32G 0.03218 0.02175 0.02565 84 640: 55%|#####5 | 22/40 [00:06<00:04, 3.71it/s] 10/499 4.32G 0.03218 0.02175 0.02565 84 640: 57%|#####7 | 23/40 [00:06<00:04, 3.69it/s] 10/499 4.32G 0.03215 0.02172 0.02559 79 640: 57%|#####7 | 23/40 [00:06<00:04, 3.69it/s] 10/499 4.32G 0.03215 0.02172 0.02559 79 640: 60%|###### | 24/40 [00:06<00:04, 3.61it/s] 10/499 4.32G 0.03212 0.02182 0.02537 79 640: 60%|###### | 24/40 [00:06<00:04, 3.61it/s] 10/499 4.32G 0.03212 0.02182 0.02537 79 640: 62%|######2 | 25/40 [00:06<00:04, 3.71it/s] 10/499 4.32G 0.03218 0.02203 0.02531 96 640: 62%|######2 | 25/40 [00:07<00:04, 3.71it/s] 10/499 4.32G 0.03218 0.02203 0.02531 96 640: 65%|######5 | 26/40 [00:07<00:03, 3.70it/s] 10/499 4.32G 0.0321 0.02187 0.0253 61 640: 65%|######5 | 26/40 [00:07<00:03, 3.70it/s] 10/499 4.32G 0.0321 0.02187 0.0253 61 640: 68%|######7 | 27/40 [00:07<00:03, 3.61it/s] 10/499 4.32G 0.03209 0.02202 0.02525 92 640: 68%|######7 | 27/40 [00:07<00:03, 3.61it/s] 10/499 4.32G 0.03209 0.02202 0.02525 92 640: 70%|####### | 28/40 [00:07<00:03, 3.75it/s] 10/499 4.32G 0.03208 0.02206 0.02529 74 640: 70%|####### | 28/40 [00:07<00:03, 3.75it/s] 10/499 4.32G 0.03208 0.02206 0.02529 74 640: 72%|#######2 | 29/40 [00:07<00:03, 3.65it/s] 10/499 4.32G 0.03204 0.0221 0.02534 87 640: 72%|#######2 | 29/40 [00:08<00:03, 3.65it/s] 10/499 4.32G 0.03204 0.0221 0.02534 87 640: 75%|#######5 | 30/40 [00:08<00:02, 3.57it/s] 10/499 4.32G 0.03202 0.02206 0.02538 74 640: 75%|#######5 | 30/40 [00:08<00:02, 3.57it/s] 10/499 4.32G 0.03202 0.02206 0.02538 74 640: 78%|#######7 | 31/40 [00:08<00:02, 3.71it/s] 10/499 4.32G 0.03205 0.02201 0.02552 70 640: 78%|#######7 | 31/40 [00:08<00:02, 3.71it/s] 10/499 4.32G 0.03205 0.02201 0.02552 70 640: 80%|######## | 32/40 [00:08<00:02, 3.71it/s] 10/499 4.32G 0.03203 0.02183 0.02528 56 640: 80%|######## | 32/40 [00:08<00:02, 3.71it/s] 10/499 4.32G 0.03203 0.02183 0.02528 56 640: 82%|########2 | 33/40 [00:08<00:01, 3.62it/s] 10/499 4.32G 0.03205 0.0219 0.02513 84 640: 82%|########2 | 33/40 [00:09<00:01, 3.62it/s] 10/499 4.32G 0.03205 0.0219 0.02513 84 640: 85%|########5 | 34/40 [00:09<00:01, 3.75it/s] 10/499 4.32G 0.0321 0.02186 0.02524 66 640: 85%|########5 | 34/40 [00:09<00:01, 3.75it/s] 10/499 4.32G 0.0321 0.02186 0.02524 66 640: 88%|########7 | 35/40 [00:09<00:01, 3.72it/s] 10/499 4.32G 0.0321 0.02184 0.0253 74 640: 88%|########7 | 35/40 [00:09<00:01, 3.72it/s] 10/499 4.32G 0.0321 0.02184 0.0253 74 640: 90%|######### | 36/40 [00:09<00:01, 3.61it/s] 10/499 4.32G 0.03222 0.02187 0.02521 76 640: 90%|######### | 36/40 [00:09<00:01, 3.61it/s] 10/499 4.32G 0.03222 0.02187 0.02521 76 640: 92%|#########2| 37/40 [00:09<00:00, 3.79it/s] 10/499 4.32G 0.0322 0.02179 0.02517 68 640: 92%|#########2| 37/40 [00:10<00:00, 3.79it/s] 10/499 4.32G 0.0322 0.02179 0.02517 68 640: 95%|#########5| 38/40 [00:10<00:00, 3.88it/s] 10/499 4.32G 0.03228 0.02193 0.02509 87 640: 95%|#########5| 38/40 [00:10<00:00, 3.88it/s] 10/499 4.32G 0.03228 0.02193 0.02509 87 640: 98%|#########7| 39/40 [00:10<00:00, 4.08it/s] 10/499 4.32G 0.03228 0.02195 0.02499 42 640: 98%|#########7| 39/40 [00:10<00:00, 4.08it/s] 10/499 4.32G 0.03228 0.02195 0.02499 42 640: 100%|##########| 40/40 [00:10<00:00, 4.43it/s] 10/499 4.32G 0.03228 0.02195 0.02499 42 640: 100%|##########| 40/40 [00:10<00:00, 3.77it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.62it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.78it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.18it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.99it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.51it/s] all 132 263 0.823 0.371 0.484 0.223 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 11/499 4.32G 0.03719 0.02284 0.02383 76 640: 0%| | 0/40 [00:00<?, ?it/s] 11/499 4.32G 0.03719 0.02284 0.02383 76 640: 2%|2 | 1/40 [00:00<00:08, 4.61it/s] 11/499 4.32G 0.03476 0.02296 0.0225 81 640: 2%|2 | 1/40 [00:00<00:08, 4.61it/s] 11/499 4.32G 0.03476 0.02296 0.0225 81 640: 5%|5 | 2/40 [00:00<00:10, 3.73it/s] 11/499 4.32G 0.03436 0.02149 0.024 61 640: 5%|5 | 2/40 [00:00<00:10, 3.73it/s] 11/499 4.32G 0.03436 0.02149 0.024 61 640: 8%|7 | 3/40 [00:00<00:09, 3.90it/s] 11/499 4.32G 0.03553 0.02214 0.02307 82 640: 8%|7 | 3/40 [00:01<00:09, 3.90it/s] 11/499 4.32G 0.03553 0.02214 0.02307 82 640: 10%|# | 4/40 [00:01<00:09, 3.80it/s] 11/499 4.32G 0.03533 0.02172 0.02283 68 640: 10%|# | 4/40 [00:01<00:09, 3.80it/s] 11/499 4.32G 0.03533 0.02172 0.02283 68 640: 12%|#2 | 5/40 [00:01<00:09, 3.63it/s] 11/499 4.32G 0.03481 0.02129 0.02279 66 640: 12%|#2 | 5/40 [00:01<00:09, 3.63it/s] 11/499 4.32G 0.03481 0.02129 0.02279 66 640: 15%|#5 | 6/40 [00:01<00:09, 3.75it/s] 11/499 4.32G 0.03473 0.02207 0.02285 95 640: 15%|#5 | 6/40 [00:01<00:09, 3.75it/s] 11/499 4.32G 0.03473 0.02207 0.02285 95 640: 18%|#7 | 7/40 [00:01<00:08, 3.75it/s] 11/499 4.32G 0.03436 0.0216 0.02288 67 640: 18%|#7 | 7/40 [00:02<00:08, 3.75it/s] 11/499 4.32G 0.03436 0.0216 0.02288 67 640: 20%|## | 8/40 [00:02<00:08, 3.59it/s] 11/499 4.32G 0.03422 0.02145 0.02301 70 640: 20%|## | 8/40 [00:02<00:08, 3.59it/s] 11/499 4.32G 0.03422 0.02145 0.02301 70 640: 22%|##2 | 9/40 [00:02<00:08, 3.73it/s] 11/499 4.32G 0.0343 0.02165 0.02285 83 640: 22%|##2 | 9/40 [00:02<00:08, 3.73it/s] 11/499 4.32G 0.0343 0.02165 0.02285 83 640: 25%|##5 | 10/40 [00:02<00:08, 3.74it/s] 11/499 4.32G 0.03451 0.02196 0.02294 89 640: 25%|##5 | 10/40 [00:02<00:08, 3.74it/s] 11/499 4.32G 0.03451 0.02196 0.02294 89 640: 28%|##7 | 11/40 [00:02<00:08, 3.60it/s] 11/499 4.32G 0.03443 0.02221 0.02306 86 640: 28%|##7 | 11/40 [00:03<00:08, 3.60it/s] 11/499 4.32G 0.03443 0.02221 0.02306 86 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 11/499 4.32G 0.03417 0.02203 0.02304 73 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 11/499 4.32G 0.03417 0.02203 0.02304 73 640: 32%|###2 | 13/40 [00:03<00:07, 3.75it/s] 11/499 4.32G 0.03407 0.02225 0.02296 94 640: 32%|###2 | 13/40 [00:03<00:07, 3.75it/s] 11/499 4.32G 0.03407 0.02225 0.02296 94 640: 35%|###5 | 14/40 [00:03<00:07, 3.61it/s] 11/499 4.32G 0.03387 0.02209 0.02313 69 640: 35%|###5 | 14/40 [00:04<00:07, 3.61it/s] 11/499 4.32G 0.03387 0.02209 0.02313 69 640: 38%|###7 | 15/40 [00:04<00:06, 3.73it/s] 11/499 4.32G 0.03368 0.02207 0.02317 81 640: 38%|###7 | 15/40 [00:04<00:06, 3.73it/s] 11/499 4.32G 0.03368 0.02207 0.02317 81 640: 40%|#### | 16/40 [00:04<00:06, 3.74it/s] 11/499 4.32G 0.03357 0.02219 0.02324 82 640: 40%|#### | 16/40 [00:04<00:06, 3.74it/s] 11/499 4.32G 0.03357 0.02219 0.02324 82 640: 42%|####2 | 17/40 [00:04<00:06, 3.62it/s] 11/499 4.32G 0.03358 0.02221 0.02334 79 640: 42%|####2 | 17/40 [00:04<00:06, 3.62it/s] 11/499 4.32G 0.03358 0.02221 0.02334 79 640: 45%|####5 | 18/40 [00:04<00:05, 3.73it/s] 11/499 4.32G 0.03358 0.02209 0.02316 66 640: 45%|####5 | 18/40 [00:05<00:05, 3.73it/s] 11/499 4.32G 0.03358 0.02209 0.02316 66 640: 48%|####7 | 19/40 [00:05<00:05, 3.75it/s] 11/499 4.32G 0.03358 0.02211 0.02318 80 640: 48%|####7 | 19/40 [00:05<00:05, 3.75it/s] 11/499 4.32G 0.03358 0.02211 0.02318 80 640: 50%|##### | 20/40 [00:05<00:05, 3.58it/s] 11/499 4.32G 0.03358 0.02214 0.02325 75 640: 50%|##### | 20/40 [00:05<00:05, 3.58it/s] 11/499 4.32G 0.03358 0.02214 0.02325 75 640: 52%|#####2 | 21/40 [00:05<00:05, 3.73it/s] 11/499 4.32G 0.03359 0.02204 0.02339 74 640: 52%|#####2 | 21/40 [00:05<00:05, 3.73it/s] 11/499 4.32G 0.03359 0.02204 0.02339 74 640: 55%|#####5 | 22/40 [00:05<00:04, 3.74it/s] 11/499 4.32G 0.03348 0.02203 0.02342 80 640: 55%|#####5 | 22/40 [00:06<00:04, 3.74it/s] 11/499 4.32G 0.03348 0.02203 0.02342 80 640: 57%|#####7 | 23/40 [00:06<00:04, 3.60it/s] 11/499 4.32G 0.03343 0.02199 0.02326 71 640: 57%|#####7 | 23/40 [00:06<00:04, 3.60it/s] 11/499 4.32G 0.03343 0.02199 0.02326 71 640: 60%|###### | 24/40 [00:06<00:04, 3.72it/s] 11/499 4.32G 0.03335 0.0219 0.02327 64 640: 60%|###### | 24/40 [00:06<00:04, 3.72it/s] 11/499 4.32G 0.03335 0.0219 0.02327 64 640: 62%|######2 | 25/40 [00:06<00:04, 3.73it/s] 11/499 4.32G 0.03329 0.02181 0.02329 66 640: 62%|######2 | 25/40 [00:07<00:04, 3.73it/s] 11/499 4.32G 0.03329 0.02181 0.02329 66 640: 65%|######5 | 26/40 [00:07<00:03, 3.60it/s] 11/499 4.32G 0.03314 0.02174 0.02315 72 640: 65%|######5 | 26/40 [00:07<00:03, 3.60it/s] 11/499 4.32G 0.03314 0.02174 0.02315 72 640: 68%|######7 | 27/40 [00:07<00:03, 3.74it/s] 11/499 4.32G 0.03307 0.02161 0.02327 67 640: 68%|######7 | 27/40 [00:07<00:03, 3.74it/s] 11/499 4.32G 0.03307 0.02161 0.02327 67 640: 70%|####### | 28/40 [00:07<00:03, 3.72it/s] 11/499 4.32G 0.03291 0.02157 0.02322 66 640: 70%|####### | 28/40 [00:07<00:03, 3.72it/s] 11/499 4.32G 0.03291 0.02157 0.02322 66 640: 72%|#######2 | 29/40 [00:07<00:03, 3.59it/s] 11/499 4.32G 0.03286 0.02165 0.02311 79 640: 72%|#######2 | 29/40 [00:08<00:03, 3.59it/s] 11/499 4.32G 0.03286 0.02165 0.02311 79 640: 75%|#######5 | 30/40 [00:08<00:02, 3.72it/s] 11/499 4.32G 0.03288 0.02152 0.02317 62 640: 75%|#######5 | 30/40 [00:08<00:02, 3.72it/s] 11/499 4.32G 0.03288 0.02152 0.02317 62 640: 78%|#######7 | 31/40 [00:08<00:02, 3.74it/s] 11/499 4.32G 0.03277 0.02136 0.02301 65 640: 78%|#######7 | 31/40 [00:08<00:02, 3.74it/s] 11/499 4.32G 0.03277 0.02136 0.02301 65 640: 80%|######## | 32/40 [00:08<00:02, 3.61it/s] 11/499 4.32G 0.03274 0.0214 0.02294 83 640: 80%|######## | 32/40 [00:08<00:02, 3.61it/s] 11/499 4.32G 0.03274 0.0214 0.02294 83 640: 82%|########2 | 33/40 [00:08<00:01, 3.73it/s] 11/499 4.32G 0.03275 0.02138 0.02284 69 640: 82%|########2 | 33/40 [00:09<00:01, 3.73it/s] 11/499 4.32G 0.03275 0.02138 0.02284 69 640: 85%|########5 | 34/40 [00:09<00:01, 3.74it/s] 11/499 4.32G 0.03287 0.0214 0.0228 66 640: 85%|########5 | 34/40 [00:09<00:01, 3.74it/s] 11/499 4.32G 0.03287 0.0214 0.0228 66 640: 88%|########7 | 35/40 [00:09<00:01, 3.60it/s] 11/499 4.32G 0.03272 0.02136 0.02274 81 640: 88%|########7 | 35/40 [00:09<00:01, 3.60it/s] 11/499 4.32G 0.03272 0.02136 0.02274 81 640: 90%|######### | 36/40 [00:09<00:01, 3.72it/s] 11/499 4.32G 0.03267 0.02137 0.02277 82 640: 90%|######### | 36/40 [00:09<00:01, 3.72it/s] 11/499 4.32G 0.03267 0.02137 0.02277 82 640: 92%|#########2| 37/40 [00:09<00:00, 3.70it/s] 11/499 4.32G 0.03269 0.02144 0.02282 85 640: 92%|#########2| 37/40 [00:10<00:00, 3.70it/s] 11/499 4.32G 0.03269 0.02144 0.02282 85 640: 95%|#########5| 38/40 [00:10<00:00, 3.63it/s] 11/499 4.32G 0.03267 0.02145 0.02282 79 640: 95%|#########5| 38/40 [00:10<00:00, 3.63it/s] 11/499 4.32G 0.03267 0.02145 0.02282 79 640: 98%|#########7| 39/40 [00:10<00:00, 3.85it/s] 11/499 4.32G 0.03271 0.02133 0.02324 27 640: 98%|#########7| 39/40 [00:10<00:00, 3.85it/s] 11/499 4.32G 0.03271 0.02133 0.02324 27 640: 100%|##########| 40/40 [00:10<00:00, 4.25it/s] 11/499 4.32G 0.03271 0.02133 0.02324 27 640: 100%|##########| 40/40 [00:10<00:00, 3.74it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.52it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.57it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.86it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.33it/s] all 132 263 0.507 0.718 0.681 0.376 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 12/499 4.32G 0.03449 0.02027 0.02512 68 640: 0%| | 0/40 [00:00<?, ?it/s] 12/499 4.32G 0.03449 0.02027 0.02512 68 640: 2%|2 | 1/40 [00:00<00:12, 3.23it/s] 12/499 4.32G 0.03434 0.0211 0.02229 71 640: 2%|2 | 1/40 [00:00<00:12, 3.23it/s] 12/499 4.32G 0.03434 0.0211 0.02229 71 640: 5%|5 | 2/40 [00:00<00:08, 4.25it/s] 12/499 4.32G 0.03528 0.02274 0.02122 84 640: 5%|5 | 2/40 [00:00<00:08, 4.25it/s] 12/499 4.32G 0.03528 0.02274 0.02122 84 640: 8%|7 | 3/40 [00:00<00:09, 4.07it/s] 12/499 4.32G 0.03584 0.02265 0.02089 71 640: 8%|7 | 3/40 [00:01<00:09, 4.07it/s] 12/499 4.32G 0.03584 0.02265 0.02089 71 640: 10%|# | 4/40 [00:01<00:09, 3.75it/s] 12/499 4.32G 0.03503 0.02198 0.01987 71 640: 10%|# | 4/40 [00:01<00:09, 3.75it/s] 12/499 4.32G 0.03503 0.02198 0.01987 71 640: 12%|#2 | 5/40 [00:01<00:09, 3.86it/s] 12/499 4.32G 0.03466 0.02221 0.0207 82 640: 12%|#2 | 5/40 [00:01<00:09, 3.86it/s] 12/499 4.32G 0.03466 0.02221 0.0207 82 640: 15%|#5 | 6/40 [00:01<00:08, 3.82it/s] 12/499 4.32G 0.0344 0.02291 0.02039 101 640: 15%|#5 | 6/40 [00:01<00:08, 3.82it/s] 12/499 4.32G 0.0344 0.02291 0.02039 101 640: 18%|#7 | 7/40 [00:01<00:09, 3.64it/s] 12/499 4.32G 0.03449 0.02321 0.02054 88 640: 18%|#7 | 7/40 [00:02<00:09, 3.64it/s] 12/499 4.32G 0.03449 0.02321 0.02054 88 640: 20%|## | 8/40 [00:02<00:08, 3.76it/s] 12/499 4.32G 0.03444 0.02328 0.02081 72 640: 20%|## | 8/40 [00:02<00:08, 3.76it/s] 12/499 4.32G 0.03444 0.02328 0.02081 72 640: 22%|##2 | 9/40 [00:02<00:08, 3.75it/s] 12/499 4.32G 0.03424 0.02309 0.02065 69 640: 22%|##2 | 9/40 [00:02<00:08, 3.75it/s] 12/499 4.32G 0.03424 0.02309 0.02065 69 640: 25%|##5 | 10/40 [00:02<00:08, 3.64it/s] 12/499 4.32G 0.03422 0.02287 0.02068 70 640: 25%|##5 | 10/40 [00:02<00:08, 3.64it/s] 12/499 4.32G 0.03422 0.02287 0.02068 70 640: 28%|##7 | 11/40 [00:02<00:07, 3.75it/s] 12/499 4.32G 0.03409 0.02263 0.02052 64 640: 28%|##7 | 11/40 [00:03<00:07, 3.75it/s] 12/499 4.32G 0.03409 0.02263 0.02052 64 640: 30%|### | 12/40 [00:03<00:07, 3.75it/s] 12/499 4.32G 0.03384 0.02244 0.0203 70 640: 30%|### | 12/40 [00:03<00:07, 3.75it/s] 12/499 4.32G 0.03384 0.02244 0.0203 70 640: 32%|###2 | 13/40 [00:03<00:07, 3.60it/s] 12/499 4.32G 0.03374 0.02229 0.02023 68 640: 32%|###2 | 13/40 [00:03<00:07, 3.60it/s] 12/499 4.32G 0.03374 0.02229 0.02023 68 640: 35%|###5 | 14/40 [00:03<00:06, 3.74it/s] 12/499 4.32G 0.03352 0.02227 0.02006 81 640: 35%|###5 | 14/40 [00:03<00:06, 3.74it/s] 12/499 4.32G 0.03352 0.02227 0.02006 81 640: 38%|###7 | 15/40 [00:03<00:06, 3.75it/s] 12/499 4.32G 0.0334 0.02223 0.01991 72 640: 38%|###7 | 15/40 [00:04<00:06, 3.75it/s] 12/499 4.32G 0.0334 0.02223 0.01991 72 640: 40%|#### | 16/40 [00:04<00:06, 3.61it/s] 12/499 4.32G 0.03333 0.02249 0.01994 96 640: 40%|#### | 16/40 [00:04<00:06, 3.61it/s] 12/499 4.32G 0.03333 0.02249 0.01994 96 640: 42%|####2 | 17/40 [00:04<00:06, 3.68it/s] 12/499 4.32G 0.03336 0.02224 0.0201 63 640: 42%|####2 | 17/40 [00:04<00:06, 3.68it/s] 12/499 4.32G 0.03336 0.02224 0.0201 63 640: 45%|####5 | 18/40 [00:04<00:05, 3.69it/s] 12/499 4.32G 0.03337 0.02249 0.02014 93 640: 45%|####5 | 18/40 [00:05<00:05, 3.69it/s] 12/499 4.32G 0.03337 0.02249 0.02014 93 640: 48%|####7 | 19/40 [00:05<00:05, 3.58it/s] 12/499 4.32G 0.03329 0.02232 0.02032 65 640: 48%|####7 | 19/40 [00:05<00:05, 3.58it/s] 12/499 4.32G 0.03329 0.02232 0.02032 65 640: 50%|##### | 20/40 [00:05<00:05, 3.70it/s] 12/499 4.32G 0.03321 0.02243 0.0204 86 640: 50%|##### | 20/40 [00:05<00:05, 3.70it/s] 12/499 4.32G 0.03321 0.02243 0.0204 86 640: 52%|#####2 | 21/40 [00:05<00:05, 3.72it/s] 12/499 4.32G 0.03317 0.02248 0.02028 89 640: 52%|#####2 | 21/40 [00:05<00:05, 3.72it/s] 12/499 4.32G 0.03317 0.02248 0.02028 89 640: 55%|#####5 | 22/40 [00:05<00:05, 3.58it/s] 12/499 4.32G 0.03314 0.02244 0.02038 78 640: 55%|#####5 | 22/40 [00:06<00:05, 3.58it/s] 12/499 4.32G 0.03314 0.02244 0.02038 78 640: 57%|#####7 | 23/40 [00:06<00:04, 3.73it/s] 12/499 4.32G 0.03315 0.02231 0.02053 70 640: 57%|#####7 | 23/40 [00:06<00:04, 3.73it/s] 12/499 4.32G 0.03315 0.02231 0.02053 70 640: 60%|###### | 24/40 [00:06<00:04, 3.73it/s] 12/499 4.32G 0.03309 0.02238 0.02062 86 640: 60%|###### | 24/40 [00:06<00:04, 3.73it/s] 12/499 4.32G 0.03309 0.02238 0.02062 86 640: 62%|######2 | 25/40 [00:06<00:04, 3.59it/s] 12/499 4.32G 0.03311 0.02233 0.02061 76 640: 62%|######2 | 25/40 [00:07<00:04, 3.59it/s] 12/499 4.32G 0.03311 0.02233 0.02061 76 640: 65%|######5 | 26/40 [00:07<00:03, 3.73it/s] 12/499 4.32G 0.03308 0.02236 0.02066 82 640: 65%|######5 | 26/40 [00:07<00:03, 3.73it/s] 12/499 4.32G 0.03308 0.02236 0.02066 82 640: 68%|######7 | 27/40 [00:07<00:03, 3.73it/s] 12/499 4.32G 0.03303 0.02233 0.02072 78 640: 68%|######7 | 27/40 [00:07<00:03, 3.73it/s] 12/499 4.32G 0.03303 0.02233 0.02072 78 640: 70%|####### | 28/40 [00:07<00:03, 3.48it/s] 12/499 4.32G 0.03304 0.02219 0.02073 65 640: 70%|####### | 28/40 [00:07<00:03, 3.48it/s] 12/499 4.32G 0.03304 0.02219 0.02073 65 640: 72%|#######2 | 29/40 [00:07<00:03, 3.63it/s] 12/499 4.32G 0.03299 0.02219 0.02084 81 640: 72%|#######2 | 29/40 [00:08<00:03, 3.63it/s] 12/499 4.32G 0.03299 0.02219 0.02084 81 640: 75%|#######5 | 30/40 [00:08<00:02, 3.67it/s] 12/499 4.32G 0.03292 0.02209 0.02078 72 640: 75%|#######5 | 30/40 [00:08<00:02, 3.67it/s] 12/499 4.32G 0.03292 0.02209 0.02078 72 640: 78%|#######7 | 31/40 [00:08<00:02, 3.53it/s] 12/499 4.32G 0.03289 0.02201 0.02069 75 640: 78%|#######7 | 31/40 [00:08<00:02, 3.53it/s] 12/499 4.32G 0.03289 0.02201 0.02069 75 640: 80%|######## | 32/40 [00:08<00:02, 3.68it/s] 12/499 4.32G 0.03288 0.02194 0.02074 66 640: 80%|######## | 32/40 [00:08<00:02, 3.68it/s] 12/499 4.32G 0.03288 0.02194 0.02074 66 640: 82%|########2 | 33/40 [00:08<00:01, 3.72it/s] 12/499 4.32G 0.03285 0.02197 0.02087 79 640: 82%|########2 | 33/40 [00:09<00:01, 3.72it/s] 12/499 4.32G 0.03285 0.02197 0.02087 79 640: 85%|########5 | 34/40 [00:09<00:01, 3.61it/s] 12/499 4.32G 0.03279 0.0219 0.02084 74 640: 85%|########5 | 34/40 [00:09<00:01, 3.61it/s] 12/499 4.32G 0.03279 0.0219 0.02084 74 640: 88%|########7 | 35/40 [00:09<00:01, 3.72it/s] 12/499 4.32G 0.03269 0.02186 0.02079 71 640: 88%|########7 | 35/40 [00:09<00:01, 3.72it/s] 12/499 4.32G 0.03269 0.02186 0.02079 71 640: 90%|######### | 36/40 [00:09<00:01, 3.73it/s] 12/499 4.32G 0.03262 0.02181 0.02078 75 640: 90%|######### | 36/40 [00:10<00:01, 3.73it/s] 12/499 4.32G 0.03262 0.02181 0.02078 75 640: 92%|#########2| 37/40 [00:10<00:00, 3.61it/s] 12/499 4.32G 0.03248 0.02168 0.02085 65 640: 92%|#########2| 37/40 [00:10<00:00, 3.61it/s] 12/499 4.32G 0.03248 0.02168 0.02085 65 640: 95%|#########5| 38/40 [00:10<00:00, 3.76it/s] 12/499 4.32G 0.03237 0.0216 0.02072 65 640: 95%|#########5| 38/40 [00:10<00:00, 3.76it/s] 12/499 4.32G 0.03237 0.0216 0.02072 65 640: 98%|#########7| 39/40 [00:10<00:00, 3.89it/s] 12/499 4.32G 0.03233 0.02172 0.02072 52 640: 98%|#########7| 39/40 [00:10<00:00, 3.89it/s] 12/499 4.32G 0.03233 0.02172 0.02072 52 640: 100%|##########| 40/40 [00:10<00:00, 4.18it/s] 12/499 4.32G 0.03233 0.02172 0.02072 52 640: 100%|##########| 40/40 [00:10<00:00, 3.73it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.64it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.70it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 3.03it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.44it/s] all 132 263 0.748 0.39 0.448 0.198 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 13/499 4.32G 0.03098 0.02167 0.01736 73 640: 0%| | 0/40 [00:00<?, ?it/s] 13/499 4.32G 0.03098 0.02167 0.01736 73 640: 2%|2 | 1/40 [00:00<00:10, 3.64it/s] 13/499 4.32G 0.0303 0.02089 0.01908 72 640: 2%|2 | 1/40 [00:00<00:10, 3.64it/s] 13/499 4.32G 0.0303 0.02089 0.01908 72 640: 5%|5 | 2/40 [00:00<00:10, 3.71it/s] 13/499 4.32G 0.03006 0.02079 0.01926 74 640: 5%|5 | 2/40 [00:00<00:10, 3.71it/s] 13/499 4.32G 0.03006 0.02079 0.01926 74 640: 8%|7 | 3/40 [00:00<00:10, 3.53it/s] 13/499 4.32G 0.03112 0.02103 0.02028 84 640: 8%|7 | 3/40 [00:01<00:10, 3.53it/s] 13/499 4.32G 0.03112 0.02103 0.02028 84 640: 10%|# | 4/40 [00:01<00:09, 3.73it/s] 13/499 4.32G 0.03108 0.02054 0.02017 67 640: 10%|# | 4/40 [00:01<00:09, 3.73it/s] 13/499 4.32G 0.03108 0.02054 0.02017 67 640: 12%|#2 | 5/40 [00:01<00:09, 3.74it/s] 13/499 4.32G 0.03077 0.01967 0.01993 61 640: 12%|#2 | 5/40 [00:01<00:09, 3.74it/s] 13/499 4.32G 0.03077 0.01967 0.01993 61 640: 15%|#5 | 6/40 [00:01<00:09, 3.59it/s] 13/499 4.32G 0.03103 0.01958 0.02012 72 640: 15%|#5 | 6/40 [00:01<00:09, 3.59it/s] 13/499 4.32G 0.03103 0.01958 0.02012 72 640: 18%|#7 | 7/40 [00:01<00:08, 3.73it/s] 13/499 4.32G 0.03077 0.02028 0.01986 89 640: 18%|#7 | 7/40 [00:02<00:08, 3.73it/s] 13/499 4.32G 0.03077 0.02028 0.01986 89 640: 20%|## | 8/40 [00:02<00:08, 3.74it/s] 13/499 4.32G 0.03084 0.02034 0.01984 76 640: 20%|## | 8/40 [00:02<00:08, 3.74it/s] 13/499 4.32G 0.03084 0.02034 0.01984 76 640: 22%|##2 | 9/40 [00:02<00:08, 3.61it/s] 13/499 4.32G 0.03099 0.02036 0.01982 72 640: 22%|##2 | 9/40 [00:02<00:08, 3.61it/s] 13/499 4.32G 0.03099 0.02036 0.01982 72 640: 25%|##5 | 10/40 [00:02<00:08, 3.72it/s] 13/499 4.32G 0.03093 0.02021 0.01966 70 640: 25%|##5 | 10/40 [00:02<00:08, 3.72it/s] 13/499 4.32G 0.03093 0.02021 0.01966 70 640: 28%|##7 | 11/40 [00:02<00:07, 3.73it/s] 13/499 4.32G 0.03086 0.01996 0.01947 62 640: 28%|##7 | 11/40 [00:03<00:07, 3.73it/s] 13/499 4.32G 0.03086 0.01996 0.01947 62 640: 30%|### | 12/40 [00:03<00:07, 3.60it/s] 13/499 4.32G 0.03077 0.02011 0.01967 83 640: 30%|### | 12/40 [00:03<00:07, 3.60it/s] 13/499 4.32G 0.03077 0.02011 0.01967 83 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 13/499 4.32G 0.0309 0.02025 0.01941 74 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 13/499 4.32G 0.0309 0.02025 0.01941 74 640: 35%|###5 | 14/40 [00:03<00:06, 3.73it/s] 13/499 4.32G 0.03101 0.02009 0.01939 64 640: 35%|###5 | 14/40 [00:04<00:06, 3.73it/s] 13/499 4.32G 0.03101 0.02009 0.01939 64 640: 38%|###7 | 15/40 [00:04<00:06, 3.58it/s] 13/499 4.32G 0.03102 0.02028 0.01922 85 640: 38%|###7 | 15/40 [00:04<00:06, 3.58it/s] 13/499 4.32G 0.03102 0.02028 0.01922 85 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 13/499 4.32G 0.03087 0.02025 0.01923 72 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 13/499 4.32G 0.03087 0.02025 0.01923 72 640: 42%|####2 | 17/40 [00:04<00:06, 3.68it/s] 13/499 4.32G 0.03106 0.02016 0.01921 69 640: 42%|####2 | 17/40 [00:04<00:06, 3.68it/s] 13/499 4.32G 0.03106 0.02016 0.01921 69 640: 45%|####5 | 18/40 [00:04<00:06, 3.55it/s] 13/499 4.32G 0.0309 0.02021 0.01954 82 640: 45%|####5 | 18/40 [00:05<00:06, 3.55it/s] 13/499 4.32G 0.0309 0.02021 0.01954 82 640: 48%|####7 | 19/40 [00:05<00:05, 3.69it/s] 13/499 4.32G 0.0308 0.02012 0.01947 73 640: 48%|####7 | 19/40 [00:05<00:05, 3.69it/s] 13/499 4.32G 0.0308 0.02012 0.01947 73 640: 50%|##### | 20/40 [00:05<00:05, 3.71it/s] 13/499 4.32G 0.03065 0.02024 0.01941 92 640: 50%|##### | 20/40 [00:05<00:05, 3.71it/s] 13/499 4.32G 0.03065 0.02024 0.01941 92 640: 52%|#####2 | 21/40 [00:05<00:05, 3.58it/s] 13/499 4.32G 0.03068 0.02027 0.01949 82 640: 52%|#####2 | 21/40 [00:05<00:05, 3.58it/s] 13/499 4.32G 0.03068 0.02027 0.01949 82 640: 55%|#####5 | 22/40 [00:05<00:04, 3.71it/s] 13/499 4.32G 0.03074 0.02044 0.01962 91 640: 55%|#####5 | 22/40 [00:06<00:04, 3.71it/s] 13/499 4.32G 0.03074 0.02044 0.01962 91 640: 57%|#####7 | 23/40 [00:06<00:04, 3.73it/s] 13/499 4.32G 0.03084 0.02045 0.01961 62 640: 57%|#####7 | 23/40 [00:06<00:04, 3.73it/s] 13/499 4.32G 0.03084 0.02045 0.01961 62 640: 60%|###### | 24/40 [00:06<00:04, 3.60it/s] 13/499 4.32G 0.03081 0.02041 0.0197 65 640: 60%|###### | 24/40 [00:06<00:04, 3.60it/s] 13/499 4.32G 0.03081 0.02041 0.0197 65 640: 62%|######2 | 25/40 [00:06<00:04, 3.74it/s] 13/499 4.32G 0.03084 0.02035 0.01945 70 640: 62%|######2 | 25/40 [00:07<00:04, 3.74it/s] 13/499 4.32G 0.03084 0.02035 0.01945 70 640: 65%|######5 | 26/40 [00:07<00:03, 3.74it/s] 13/499 4.32G 0.03078 0.02031 0.01947 72 640: 65%|######5 | 26/40 [00:07<00:03, 3.74it/s] 13/499 4.32G 0.03078 0.02031 0.01947 72 640: 68%|######7 | 27/40 [00:07<00:03, 3.62it/s] 13/499 4.32G 0.03073 0.02026 0.0195 70 640: 68%|######7 | 27/40 [00:07<00:03, 3.62it/s] 13/499 4.32G 0.03073 0.02026 0.0195 70 640: 70%|####### | 28/40 [00:07<00:03, 3.75it/s] 13/499 4.32G 0.03068 0.02024 0.0196 63 640: 70%|####### | 28/40 [00:07<00:03, 3.75it/s] 13/499 4.32G 0.03068 0.02024 0.0196 63 640: 72%|#######2 | 29/40 [00:07<00:02, 3.77it/s] 13/499 4.32G 0.03061 0.02012 0.01961 60 640: 72%|#######2 | 29/40 [00:08<00:02, 3.77it/s] 13/499 4.32G 0.03061 0.02012 0.01961 60 640: 75%|#######5 | 30/40 [00:08<00:02, 3.62it/s] 13/499 4.32G 0.03056 0.02006 0.01949 67 640: 75%|#######5 | 30/40 [00:08<00:02, 3.62it/s] 13/499 4.32G 0.03056 0.02006 0.01949 67 640: 78%|#######7 | 31/40 [00:08<00:02, 3.75it/s] 13/499 4.32G 0.03059 0.02012 0.01944 79 640: 78%|#######7 | 31/40 [00:08<00:02, 3.75it/s] 13/499 4.32G 0.03059 0.02012 0.01944 79 640: 80%|######## | 32/40 [00:08<00:02, 3.75it/s] 13/499 4.32G 0.03056 0.02006 0.01956 69 640: 80%|######## | 32/40 [00:08<00:02, 3.75it/s] 13/499 4.32G 0.03056 0.02006 0.01956 69 640: 82%|########2 | 33/40 [00:08<00:01, 3.56it/s] 13/499 4.32G 0.03059 0.02031 0.01953 106 640: 82%|########2 | 33/40 [00:09<00:01, 3.56it/s] 13/499 4.32G 0.03059 0.02031 0.01953 106 640: 85%|########5 | 34/40 [00:09<00:01, 3.71it/s] 13/499 4.32G 0.03071 0.02033 0.01949 78 640: 85%|########5 | 34/40 [00:09<00:01, 3.71it/s] 13/499 4.32G 0.03071 0.02033 0.01949 78 640: 88%|########7 | 35/40 [00:09<00:01, 3.72it/s] 13/499 4.32G 0.0307 0.0203 0.01966 68 640: 88%|########7 | 35/40 [00:09<00:01, 3.72it/s] 13/499 4.32G 0.0307 0.0203 0.01966 68 640: 90%|######### | 36/40 [00:09<00:01, 3.59it/s] 13/499 4.32G 0.03069 0.02044 0.01969 88 640: 90%|######### | 36/40 [00:10<00:01, 3.59it/s] 13/499 4.32G 0.03069 0.02044 0.01969 88 640: 92%|#########2| 37/40 [00:10<00:00, 3.73it/s] 13/499 4.32G 0.03069 0.02051 0.01965 81 640: 92%|#########2| 37/40 [00:10<00:00, 3.73it/s] 13/499 4.32G 0.03069 0.02051 0.01965 81 640: 95%|#########5| 38/40 [00:10<00:00, 3.77it/s] 13/499 4.32G 0.0307 0.02054 0.01969 75 640: 95%|#########5| 38/40 [00:10<00:00, 3.77it/s] 13/499 4.32G 0.0307 0.02054 0.01969 75 640: 98%|#########7| 39/40 [00:10<00:00, 3.77it/s] 13/499 4.32G 0.03054 0.02038 0.0196 25 640: 98%|#########7| 39/40 [00:10<00:00, 3.77it/s] 13/499 4.32G 0.03054 0.02038 0.0196 25 640: 100%|##########| 40/40 [00:10<00:00, 4.16it/s] 13/499 4.32G 0.03054 0.02038 0.0196 25 640: 100%|##########| 40/40 [00:10<00:00, 3.72it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.51it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.58it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.70it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.26it/s] all 132 263 0.715 0.661 0.732 0.438 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 14/499 4.32G 0.03136 0.01948 0.01737 70 640: 0%| | 0/40 [00:00<?, ?it/s] 14/499 4.32G 0.03136 0.01948 0.01737 70 640: 2%|2 | 1/40 [00:00<00:09, 4.07it/s] 14/499 4.32G 0.02994 0.01865 0.01867 64 640: 2%|2 | 1/40 [00:00<00:09, 4.07it/s] 14/499 4.32G 0.02994 0.01865 0.01867 64 640: 5%|5 | 2/40 [00:00<00:10, 3.63it/s] 14/499 4.32G 0.0306 0.02005 0.01859 79 640: 5%|5 | 2/40 [00:00<00:10, 3.63it/s] 14/499 4.32G 0.0306 0.02005 0.01859 79 640: 8%|7 | 3/40 [00:00<00:09, 3.84it/s] 14/499 4.32G 0.03063 0.01948 0.01822 66 640: 8%|7 | 3/40 [00:01<00:09, 3.84it/s] 14/499 4.32G 0.03063 0.01948 0.01822 66 640: 10%|# | 4/40 [00:01<00:09, 3.76it/s] 14/499 4.32G 0.03121 0.01999 0.01827 73 640: 10%|# | 4/40 [00:01<00:09, 3.76it/s] 14/499 4.32G 0.03121 0.01999 0.01827 73 640: 12%|#2 | 5/40 [00:01<00:09, 3.62it/s] 14/499 4.32G 0.03161 0.02022 0.01807 73 640: 12%|#2 | 5/40 [00:01<00:09, 3.62it/s] 14/499 4.32G 0.03161 0.02022 0.01807 73 640: 15%|#5 | 6/40 [00:01<00:09, 3.76it/s] 14/499 4.32G 0.03117 0.01981 0.0177 68 640: 15%|#5 | 6/40 [00:01<00:09, 3.76it/s] 14/499 4.32G 0.03117 0.01981 0.0177 68 640: 18%|#7 | 7/40 [00:01<00:08, 3.73it/s] 14/499 4.32G 0.03082 0.01982 0.01791 76 640: 18%|#7 | 7/40 [00:02<00:08, 3.73it/s] 14/499 4.32G 0.03082 0.01982 0.01791 76 640: 20%|## | 8/40 [00:02<00:08, 3.62it/s] 14/499 4.32G 0.03084 0.01993 0.01851 74 640: 20%|## | 8/40 [00:02<00:08, 3.62it/s] 14/499 4.32G 0.03084 0.01993 0.01851 74 640: 22%|##2 | 9/40 [00:02<00:08, 3.74it/s] 14/499 4.32G 0.03048 0.01965 0.01838 65 640: 22%|##2 | 9/40 [00:02<00:08, 3.74it/s] 14/499 4.32G 0.03048 0.01965 0.01838 65 640: 25%|##5 | 10/40 [00:02<00:08, 3.72it/s] 14/499 4.32G 0.03041 0.01994 0.01837 88 640: 25%|##5 | 10/40 [00:02<00:08, 3.72it/s] 14/499 4.32G 0.03041 0.01994 0.01837 88 640: 28%|##7 | 11/40 [00:02<00:08, 3.60it/s] 14/499 4.32G 0.03045 0.02013 0.01831 78 640: 28%|##7 | 11/40 [00:03<00:08, 3.60it/s] 14/499 4.32G 0.03045 0.02013 0.01831 78 640: 30%|### | 12/40 [00:03<00:07, 3.69it/s] 14/499 4.32G 0.03041 0.02014 0.0185 78 640: 30%|### | 12/40 [00:03<00:07, 3.69it/s] 14/499 4.32G 0.03041 0.02014 0.0185 78 640: 32%|###2 | 13/40 [00:03<00:07, 3.66it/s] 14/499 4.32G 0.03032 0.02014 0.01859 76 640: 32%|###2 | 13/40 [00:03<00:07, 3.66it/s] 14/499 4.32G 0.03032 0.02014 0.01859 76 640: 35%|###5 | 14/40 [00:03<00:07, 3.58it/s] 14/499 4.32G 0.03034 0.02009 0.01887 70 640: 35%|###5 | 14/40 [00:04<00:07, 3.58it/s] 14/499 4.32G 0.03034 0.02009 0.01887 70 640: 38%|###7 | 15/40 [00:04<00:06, 3.73it/s] 14/499 4.32G 0.03043 0.02 0.01895 65 640: 38%|###7 | 15/40 [00:04<00:06, 3.73it/s] 14/499 4.32G 0.03043 0.02 0.01895 65 640: 40%|#### | 16/40 [00:04<00:06, 3.71it/s] 14/499 4.32G 0.03053 0.02006 0.01923 75 640: 40%|#### | 16/40 [00:04<00:06, 3.71it/s] 14/499 4.32G 0.03053 0.02006 0.01923 75 640: 42%|####2 | 17/40 [00:04<00:06, 3.62it/s] 14/499 4.32G 0.03058 0.02009 0.01926 74 640: 42%|####2 | 17/40 [00:04<00:06, 3.62it/s] 14/499 4.32G 0.03058 0.02009 0.01926 74 640: 45%|####5 | 18/40 [00:04<00:05, 3.75it/s] 14/499 4.32G 0.03061 0.02031 0.01937 79 640: 45%|####5 | 18/40 [00:05<00:05, 3.75it/s] 14/499 4.32G 0.03061 0.02031 0.01937 79 640: 48%|####7 | 19/40 [00:05<00:05, 3.72it/s] 14/499 4.32G 0.03061 0.02042 0.0193 82 640: 48%|####7 | 19/40 [00:05<00:05, 3.72it/s] 14/499 4.32G 0.03061 0.02042 0.0193 82 640: 50%|##### | 20/40 [00:05<00:05, 3.61it/s] 14/499 4.32G 0.03061 0.02015 0.01926 57 640: 50%|##### | 20/40 [00:05<00:05, 3.61it/s] 14/499 4.32G 0.03061 0.02015 0.01926 57 640: 52%|#####2 | 21/40 [00:05<00:05, 3.74it/s] 14/499 4.32G 0.03055 0.02013 0.0193 70 640: 52%|#####2 | 21/40 [00:05<00:05, 3.74it/s] 14/499 4.32G 0.03055 0.02013 0.0193 70 640: 55%|#####5 | 22/40 [00:05<00:04, 3.71it/s] 14/499 4.32G 0.03045 0.02014 0.01928 76 640: 55%|#####5 | 22/40 [00:06<00:04, 3.71it/s] 14/499 4.32G 0.03045 0.02014 0.01928 76 640: 57%|#####7 | 23/40 [00:06<00:04, 3.62it/s] 14/499 4.32G 0.03038 0.02012 0.01948 73 640: 57%|#####7 | 23/40 [00:06<00:04, 3.62it/s] 14/499 4.32G 0.03038 0.02012 0.01948 73 640: 60%|###### | 24/40 [00:06<00:04, 3.75it/s] 14/499 4.32G 0.03032 0.02016 0.01941 80 640: 60%|###### | 24/40 [00:06<00:04, 3.75it/s] 14/499 4.32G 0.03032 0.02016 0.01941 80 640: 62%|######2 | 25/40 [00:06<00:04, 3.72it/s] 14/499 4.32G 0.03026 0.02025 0.01939 86 640: 62%|######2 | 25/40 [00:07<00:04, 3.72it/s] 14/499 4.32G 0.03026 0.02025 0.01939 86 640: 65%|######5 | 26/40 [00:07<00:03, 3.60it/s] 14/499 4.32G 0.03022 0.02026 0.01951 70 640: 65%|######5 | 26/40 [00:07<00:03, 3.60it/s] 14/499 4.32G 0.03022 0.02026 0.01951 70 640: 68%|######7 | 27/40 [00:07<00:03, 3.75it/s] 14/499 4.32G 0.03019 0.02022 0.01951 69 640: 68%|######7 | 27/40 [00:07<00:03, 3.75it/s] 14/499 4.32G 0.03019 0.02022 0.01951 69 640: 70%|####### | 28/40 [00:07<00:03, 3.73it/s] 14/499 4.32G 0.03006 0.0201 0.01942 62 640: 70%|####### | 28/40 [00:07<00:03, 3.73it/s] 14/499 4.32G 0.03006 0.0201 0.01942 62 640: 72%|#######2 | 29/40 [00:07<00:03, 3.61it/s] 14/499 4.32G 0.02997 0.02007 0.01936 67 640: 72%|#######2 | 29/40 [00:08<00:03, 3.61it/s] 14/499 4.32G 0.02997 0.02007 0.01936 67 640: 75%|#######5 | 30/40 [00:08<00:02, 3.75it/s] 14/499 4.32G 0.03005 0.02012 0.01955 71 640: 75%|#######5 | 30/40 [00:08<00:02, 3.75it/s] 14/499 4.32G 0.03005 0.02012 0.01955 71 640: 78%|#######7 | 31/40 [00:08<00:02, 3.72it/s] 14/499 4.32G 0.03001 0.02012 0.01948 75 640: 78%|#######7 | 31/40 [00:08<00:02, 3.72it/s] 14/499 4.32G 0.03001 0.02012 0.01948 75 640: 80%|######## | 32/40 [00:08<00:02, 3.64it/s] 14/499 4.32G 0.03004 0.02025 0.01942 83 640: 80%|######## | 32/40 [00:08<00:02, 3.64it/s] 14/499 4.32G 0.03004 0.02025 0.01942 83 640: 82%|########2 | 33/40 [00:08<00:01, 3.76it/s] 14/499 4.32G 0.03006 0.02016 0.01952 61 640: 82%|########2 | 33/40 [00:09<00:01, 3.76it/s] 14/499 4.32G 0.03006 0.02016 0.01952 61 640: 85%|########5 | 34/40 [00:09<00:01, 3.68it/s] 14/499 4.32G 0.03005 0.02015 0.01943 75 640: 85%|########5 | 34/40 [00:09<00:01, 3.68it/s] 14/499 4.32G 0.03005 0.02015 0.01943 75 640: 88%|########7 | 35/40 [00:09<00:01, 3.59it/s] 14/499 4.32G 0.03009 0.02012 0.01969 69 640: 88%|########7 | 35/40 [00:09<00:01, 3.59it/s] 14/499 4.32G 0.03009 0.02012 0.01969 69 640: 90%|######### | 36/40 [00:09<00:01, 3.73it/s] 14/499 4.32G 0.03006 0.02012 0.01974 67 640: 90%|######### | 36/40 [00:10<00:01, 3.73it/s] 14/499 4.32G 0.03006 0.02012 0.01974 67 640: 92%|#########2| 37/40 [00:10<00:00, 3.75it/s] 14/499 4.32G 0.02998 0.02017 0.01966 78 640: 92%|#########2| 37/40 [00:10<00:00, 3.75it/s] 14/499 4.32G 0.02998 0.02017 0.01966 78 640: 95%|#########5| 38/40 [00:10<00:00, 3.76it/s] 14/499 4.32G 0.02996 0.02018 0.01962 77 640: 95%|#########5| 38/40 [00:10<00:00, 3.76it/s] 14/499 4.32G 0.02996 0.02018 0.01962 77 640: 98%|#########7| 39/40 [00:10<00:00, 4.12it/s] 14/499 4.32G 0.03 0.02019 0.01972 40 640: 98%|#########7| 39/40 [00:10<00:00, 4.12it/s] 14/499 4.32G 0.03 0.02019 0.01972 40 640: 100%|##########| 40/40 [00:10<00:00, 4.41it/s] 14/499 4.32G 0.03 0.02019 0.01972 40 640: 100%|##########| 40/40 [00:10<00:00, 3.76it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.61it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.80it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.21it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.49it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.26it/s] all 132 263 0.588 0.543 0.486 0.215 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 15/499 4.32G 0.02669 0.02204 0.01752 87 640: 0%| | 0/40 [00:00<?, ?it/s] 15/499 4.32G 0.02669 0.02204 0.01752 87 640: 2%|2 | 1/40 [00:00<00:11, 3.32it/s] 15/499 4.32G 0.02934 0.02036 0.01663 71 640: 2%|2 | 1/40 [00:00<00:11, 3.32it/s] 15/499 4.32G 0.02934 0.02036 0.01663 71 640: 5%|5 | 2/40 [00:00<00:10, 3.75it/s] 15/499 4.32G 0.03017 0.02175 0.01779 88 640: 5%|5 | 2/40 [00:00<00:10, 3.75it/s] 15/499 4.32G 0.03017 0.02175 0.01779 88 640: 8%|7 | 3/40 [00:00<00:10, 3.69it/s] 15/499 4.32G 0.03056 0.02203 0.01791 80 640: 8%|7 | 3/40 [00:01<00:10, 3.69it/s] 15/499 4.32G 0.03056 0.02203 0.01791 80 640: 10%|# | 4/40 [00:01<00:10, 3.56it/s] 15/499 4.32G 0.03056 0.02127 0.01818 66 640: 10%|# | 4/40 [00:01<00:10, 3.56it/s] 15/499 4.32G 0.03056 0.02127 0.01818 66 640: 12%|#2 | 5/40 [00:01<00:09, 3.74it/s] 15/499 4.32G 0.03056 0.02086 0.01812 68 640: 12%|#2 | 5/40 [00:01<00:09, 3.74it/s] 15/499 4.32G 0.03056 0.02086 0.01812 68 640: 15%|#5 | 6/40 [00:01<00:09, 3.70it/s] 15/499 4.32G 0.03077 0.02109 0.01759 77 640: 15%|#5 | 6/40 [00:01<00:09, 3.70it/s] 15/499 4.32G 0.03077 0.02109 0.01759 77 640: 18%|#7 | 7/40 [00:01<00:09, 3.63it/s] 15/499 4.32G 0.03114 0.02077 0.01839 63 640: 18%|#7 | 7/40 [00:02<00:09, 3.63it/s] 15/499 4.32G 0.03114 0.02077 0.01839 63 640: 20%|## | 8/40 [00:02<00:08, 3.74it/s] 15/499 4.32G 0.0311 0.02106 0.01841 81 640: 20%|## | 8/40 [00:02<00:08, 3.74it/s] 15/499 4.32G 0.0311 0.02106 0.01841 81 640: 22%|##2 | 9/40 [00:02<00:08, 3.72it/s] 15/499 4.32G 0.03114 0.02105 0.01975 73 640: 22%|##2 | 9/40 [00:02<00:08, 3.72it/s] 15/499 4.32G 0.03114 0.02105 0.01975 73 640: 25%|##5 | 10/40 [00:02<00:08, 3.61it/s] 15/499 4.32G 0.03106 0.02117 0.0196 78 640: 25%|##5 | 10/40 [00:02<00:08, 3.61it/s] 15/499 4.32G 0.03106 0.02117 0.0196 78 640: 28%|##7 | 11/40 [00:02<00:07, 3.74it/s] 15/499 4.32G 0.03084 0.02106 0.01936 74 640: 28%|##7 | 11/40 [00:03<00:07, 3.74it/s] 15/499 4.32G 0.03084 0.02106 0.01936 74 640: 30%|### | 12/40 [00:03<00:07, 3.72it/s] 15/499 4.32G 0.03084 0.02107 0.0194 75 640: 30%|### | 12/40 [00:03<00:07, 3.72it/s] 15/499 4.32G 0.03084 0.02107 0.0194 75 640: 32%|###2 | 13/40 [00:03<00:07, 3.60it/s] 15/499 4.32G 0.03069 0.02112 0.0197 83 640: 32%|###2 | 13/40 [00:03<00:07, 3.60it/s] 15/499 4.32G 0.03069 0.02112 0.0197 83 640: 35%|###5 | 14/40 [00:03<00:06, 3.73it/s] 15/499 4.32G 0.0308 0.02089 0.01989 66 640: 35%|###5 | 14/40 [00:04<00:06, 3.73it/s] 15/499 4.32G 0.0308 0.02089 0.01989 66 640: 38%|###7 | 15/40 [00:04<00:06, 3.70it/s] 15/499 4.32G 0.03099 0.02091 0.02002 77 640: 38%|###7 | 15/40 [00:04<00:06, 3.70it/s] 15/499 4.32G 0.03099 0.02091 0.02002 77 640: 40%|#### | 16/40 [00:04<00:06, 3.61it/s] 15/499 4.32G 0.03117 0.0211 0.0199 87 640: 40%|#### | 16/40 [00:04<00:06, 3.61it/s] 15/499 4.32G 0.03117 0.0211 0.0199 87 640: 42%|####2 | 17/40 [00:04<00:06, 3.72it/s] 15/499 4.32G 0.03119 0.02082 0.01997 53 640: 42%|####2 | 17/40 [00:04<00:06, 3.72it/s] 15/499 4.32G 0.03119 0.02082 0.01997 53 640: 45%|####5 | 18/40 [00:04<00:05, 3.69it/s] 15/499 4.32G 0.03121 0.02093 0.01969 77 640: 45%|####5 | 18/40 [00:05<00:05, 3.69it/s] 15/499 4.32G 0.03121 0.02093 0.01969 77 640: 48%|####7 | 19/40 [00:05<00:05, 3.58it/s] 15/499 4.32G 0.0311 0.02084 0.01977 73 640: 48%|####7 | 19/40 [00:05<00:05, 3.58it/s] 15/499 4.32G 0.0311 0.02084 0.01977 73 640: 50%|##### | 20/40 [00:05<00:05, 3.70it/s] 15/499 4.32G 0.03108 0.02102 0.01978 91 640: 50%|##### | 20/40 [00:05<00:05, 3.70it/s] 15/499 4.32G 0.03108 0.02102 0.01978 91 640: 52%|#####2 | 21/40 [00:05<00:05, 3.69it/s] 15/499 4.32G 0.03099 0.02099 0.01983 80 640: 52%|#####2 | 21/40 [00:06<00:05, 3.69it/s] 15/499 4.32G 0.03099 0.02099 0.01983 80 640: 55%|#####5 | 22/40 [00:06<00:05, 3.59it/s] 15/499 4.32G 0.03089 0.02081 0.0197 60 640: 55%|#####5 | 22/40 [00:06<00:05, 3.59it/s] 15/499 4.32G 0.03089 0.02081 0.0197 60 640: 57%|#####7 | 23/40 [00:06<00:04, 3.73it/s] 15/499 4.32G 0.03083 0.02064 0.01985 61 640: 57%|#####7 | 23/40 [00:06<00:04, 3.73it/s] 15/499 4.32G 0.03083 0.02064 0.01985 61 640: 60%|###### | 24/40 [00:06<00:04, 3.71it/s] 15/499 4.32G 0.03076 0.02053 0.0198 65 640: 60%|###### | 24/40 [00:06<00:04, 3.71it/s] 15/499 4.32G 0.03076 0.02053 0.0198 65 640: 62%|######2 | 25/40 [00:06<00:04, 3.60it/s] 15/499 4.32G 0.03069 0.02043 0.01989 67 640: 62%|######2 | 25/40 [00:07<00:04, 3.60it/s] 15/499 4.32G 0.03069 0.02043 0.01989 67 640: 65%|######5 | 26/40 [00:07<00:03, 3.73it/s] 15/499 4.32G 0.03062 0.02055 0.01983 89 640: 65%|######5 | 26/40 [00:07<00:03, 3.73it/s] 15/499 4.32G 0.03062 0.02055 0.01983 89 640: 68%|######7 | 27/40 [00:07<00:03, 3.66it/s] 15/499 4.32G 0.03055 0.02051 0.01991 66 640: 68%|######7 | 27/40 [00:07<00:03, 3.66it/s] 15/499 4.32G 0.03055 0.02051 0.01991 66 640: 70%|####### | 28/40 [00:07<00:03, 3.57it/s] 15/499 4.32G 0.03043 0.02057 0.01983 86 640: 70%|####### | 28/40 [00:07<00:03, 3.57it/s] 15/499 4.32G 0.03043 0.02057 0.01983 86 640: 72%|#######2 | 29/40 [00:07<00:02, 3.72it/s] 15/499 4.32G 0.03031 0.02055 0.01991 77 640: 72%|#######2 | 29/40 [00:08<00:02, 3.72it/s] 15/499 4.32G 0.03031 0.02055 0.01991 77 640: 75%|#######5 | 30/40 [00:08<00:02, 3.71it/s] 15/499 4.32G 0.0303 0.0207 0.02004 89 640: 75%|#######5 | 30/40 [00:08<00:02, 3.71it/s] 15/499 4.32G 0.0303 0.0207 0.02004 89 640: 78%|#######7 | 31/40 [00:08<00:02, 3.62it/s] 15/499 4.32G 0.03033 0.0206 0.02005 64 640: 78%|#######7 | 31/40 [00:08<00:02, 3.62it/s] 15/499 4.32G 0.03033 0.0206 0.02005 64 640: 80%|######## | 32/40 [00:08<00:02, 3.75it/s] 15/499 4.32G 0.03038 0.02055 0.0201 70 640: 80%|######## | 32/40 [00:08<00:02, 3.75it/s] 15/499 4.32G 0.03038 0.02055 0.0201 70 640: 82%|########2 | 33/40 [00:08<00:01, 3.73it/s] 15/499 4.32G 0.03035 0.0206 0.02002 82 640: 82%|########2 | 33/40 [00:09<00:01, 3.73it/s] 15/499 4.32G 0.03035 0.0206 0.02002 82 640: 85%|########5 | 34/40 [00:09<00:01, 3.61it/s] 15/499 4.32G 0.03033 0.02062 0.01994 77 640: 85%|########5 | 34/40 [00:09<00:01, 3.61it/s] 15/499 4.32G 0.03033 0.02062 0.01994 77 640: 88%|########7 | 35/40 [00:09<00:01, 3.74it/s] 15/499 4.32G 0.03024 0.0206 0.01981 73 640: 88%|########7 | 35/40 [00:09<00:01, 3.74it/s] 15/499 4.32G 0.03024 0.0206 0.01981 73 640: 90%|######### | 36/40 [00:09<00:01, 3.71it/s] 15/499 4.32G 0.03019 0.02062 0.01973 82 640: 90%|######### | 36/40 [00:10<00:01, 3.71it/s] 15/499 4.32G 0.03019 0.02062 0.01973 82 640: 92%|#########2| 37/40 [00:10<00:00, 3.68it/s] 15/499 4.32G 0.03011 0.0206 0.01961 79 640: 92%|#########2| 37/40 [00:10<00:00, 3.68it/s] 15/499 4.32G 0.03011 0.0206 0.01961 79 640: 95%|#########5| 38/40 [00:10<00:00, 3.90it/s] 15/499 4.32G 0.03007 0.02067 0.01966 87 640: 95%|#########5| 38/40 [00:10<00:00, 3.90it/s] 15/499 4.32G 0.03007 0.02067 0.01966 87 640: 98%|#########7| 39/40 [00:10<00:00, 4.25it/s] 15/499 4.32G 0.03006 0.02072 0.01962 45 640: 98%|#########7| 39/40 [00:10<00:00, 4.25it/s] 15/499 4.32G 0.03006 0.02072 0.01962 45 640: 100%|##########| 40/40 [00:10<00:00, 4.43it/s] 15/499 4.32G 0.03006 0.02072 0.01962 45 640: 100%|##########| 40/40 [00:10<00:00, 3.75it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.53it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.76it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 3.14it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.43it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.20it/s] all 132 263 0.404 0.558 0.492 0.264 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 16/499 4.32G 0.02777 0.01836 0.0201 63 640: 0%| | 0/40 [00:00<?, ?it/s] 16/499 4.32G 0.02777 0.01836 0.0201 63 640: 2%|2 | 1/40 [00:00<00:10, 3.71it/s] 16/499 4.32G 0.02997 0.01988 0.02103 68 640: 2%|2 | 1/40 [00:00<00:10, 3.71it/s] 16/499 4.32G 0.02997 0.01988 0.02103 68 640: 5%|5 | 2/40 [00:00<00:10, 3.71it/s] 16/499 4.32G 0.03026 0.01974 0.01931 73 640: 5%|5 | 2/40 [00:00<00:10, 3.71it/s] 16/499 4.32G 0.03026 0.01974 0.01931 73 640: 8%|7 | 3/40 [00:00<00:10, 3.57it/s] 16/499 4.32G 0.02993 0.02 0.02262 69 640: 8%|7 | 3/40 [00:01<00:10, 3.57it/s] 16/499 4.32G 0.02993 0.02 0.02262 69 640: 10%|# | 4/40 [00:01<00:09, 3.77it/s] 16/499 4.32G 0.02946 0.02045 0.02259 83 640: 10%|# | 4/40 [00:01<00:09, 3.77it/s] 16/499 4.32G 0.02946 0.02045 0.02259 83 640: 12%|#2 | 5/40 [00:01<00:09, 3.74it/s] 16/499 4.32G 0.02951 0.02084 0.02175 82 640: 12%|#2 | 5/40 [00:01<00:09, 3.74it/s] 16/499 4.32G 0.02951 0.02084 0.02175 82 640: 15%|#5 | 6/40 [00:01<00:09, 3.60it/s] 16/499 4.32G 0.02861 0.02101 0.02117 90 640: 15%|#5 | 6/40 [00:01<00:09, 3.60it/s] 16/499 4.32G 0.02861 0.02101 0.02117 90 640: 18%|#7 | 7/40 [00:01<00:08, 3.74it/s] 16/499 4.32G 0.02841 0.02084 0.02119 65 640: 18%|#7 | 7/40 [00:02<00:08, 3.74it/s] 16/499 4.32G 0.02841 0.02084 0.02119 65 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 16/499 4.32G 0.02837 0.02126 0.02091 89 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 16/499 4.32G 0.02837 0.02126 0.02091 89 640: 22%|##2 | 9/40 [00:02<00:08, 3.59it/s] 16/499 4.32G 0.0285 0.02136 0.02095 78 640: 22%|##2 | 9/40 [00:02<00:08, 3.59it/s] 16/499 4.32G 0.0285 0.02136 0.02095 78 640: 25%|##5 | 10/40 [00:02<00:07, 3.75it/s] 16/499 4.32G 0.02856 0.021 0.02064 64 640: 25%|##5 | 10/40 [00:02<00:07, 3.75it/s] 16/499 4.32G 0.02856 0.021 0.02064 64 640: 28%|##7 | 11/40 [00:02<00:07, 3.72it/s] 16/499 4.32G 0.02871 0.02115 0.02081 86 640: 28%|##7 | 11/40 [00:03<00:07, 3.72it/s] 16/499 4.32G 0.02871 0.02115 0.02081 86 640: 30%|### | 12/40 [00:03<00:07, 3.61it/s] 16/499 4.32G 0.02862 0.02112 0.02065 71 640: 30%|### | 12/40 [00:03<00:07, 3.61it/s] 16/499 4.32G 0.02862 0.02112 0.02065 71 640: 32%|###2 | 13/40 [00:03<00:07, 3.74it/s] 16/499 4.32G 0.02877 0.02099 0.02018 72 640: 32%|###2 | 13/40 [00:03<00:07, 3.74it/s] 16/499 4.32G 0.02877 0.02099 0.02018 72 640: 35%|###5 | 14/40 [00:03<00:07, 3.71it/s] 16/499 4.32G 0.02912 0.02084 0.02067 67 640: 35%|###5 | 14/40 [00:04<00:07, 3.71it/s] 16/499 4.32G 0.02912 0.02084 0.02067 67 640: 38%|###7 | 15/40 [00:04<00:06, 3.62it/s] 16/499 4.32G 0.02941 0.02075 0.02085 70 640: 38%|###7 | 15/40 [00:04<00:06, 3.62it/s] 16/499 4.32G 0.02941 0.02075 0.02085 70 640: 40%|#### | 16/40 [00:04<00:06, 3.70it/s] 16/499 4.32G 0.02948 0.02071 0.02101 75 640: 40%|#### | 16/40 [00:04<00:06, 3.70it/s] 16/499 4.32G 0.02948 0.02071 0.02101 75 640: 42%|####2 | 17/40 [00:04<00:06, 3.69it/s] 16/499 4.32G 0.02974 0.02077 0.02126 74 640: 42%|####2 | 17/40 [00:04<00:06, 3.69it/s] 16/499 4.32G 0.02974 0.02077 0.02126 74 640: 45%|####5 | 18/40 [00:04<00:06, 3.59it/s] 16/499 4.32G 0.02979 0.02094 0.02111 87 640: 45%|####5 | 18/40 [00:05<00:06, 3.59it/s] 16/499 4.32G 0.02979 0.02094 0.02111 87 640: 48%|####7 | 19/40 [00:05<00:05, 3.73it/s] 16/499 4.32G 0.02983 0.02095 0.02102 79 640: 48%|####7 | 19/40 [00:05<00:05, 3.73it/s] 16/499 4.32G 0.02983 0.02095 0.02102 79 640: 50%|##### | 20/40 [00:05<00:05, 3.70it/s] 16/499 4.32G 0.02993 0.02095 0.0211 73 640: 50%|##### | 20/40 [00:05<00:05, 3.70it/s] 16/499 4.32G 0.02993 0.02095 0.0211 73 640: 52%|#####2 | 21/40 [00:05<00:05, 3.61it/s] 16/499 4.32G 0.02993 0.02093 0.02107 73 640: 52%|#####2 | 21/40 [00:05<00:05, 3.61it/s] 16/499 4.32G 0.02993 0.02093 0.02107 73 640: 55%|#####5 | 22/40 [00:05<00:04, 3.74it/s] 16/499 4.32G 0.02992 0.02084 0.02118 68 640: 55%|#####5 | 22/40 [00:06<00:04, 3.74it/s] 16/499 4.32G 0.02992 0.02084 0.02118 68 640: 57%|#####7 | 23/40 [00:06<00:04, 3.71it/s] 16/499 4.32G 0.02992 0.02088 0.02103 88 640: 57%|#####7 | 23/40 [00:06<00:04, 3.71it/s] 16/499 4.32G 0.02992 0.02088 0.02103 88 640: 60%|###### | 24/40 [00:06<00:04, 3.62it/s] 16/499 4.32G 0.02989 0.02078 0.02088 71 640: 60%|###### | 24/40 [00:06<00:04, 3.62it/s] 16/499 4.32G 0.02989 0.02078 0.02088 71 640: 62%|######2 | 25/40 [00:06<00:03, 3.75it/s] 16/499 4.32G 0.02976 0.02096 0.02084 93 640: 62%|######2 | 25/40 [00:07<00:03, 3.75it/s] 16/499 4.32G 0.02976 0.02096 0.02084 93 640: 65%|######5 | 26/40 [00:07<00:03, 3.75it/s] 16/499 4.32G 0.02977 0.02103 0.02062 82 640: 65%|######5 | 26/40 [00:07<00:03, 3.75it/s] 16/499 4.32G 0.02977 0.02103 0.02062 82 640: 68%|######7 | 27/40 [00:07<00:03, 3.64it/s] 16/499 4.32G 0.0298 0.02099 0.02052 73 640: 68%|######7 | 27/40 [00:07<00:03, 3.64it/s] 16/499 4.32G 0.0298 0.02099 0.02052 73 640: 70%|####### | 28/40 [00:07<00:03, 3.77it/s] 16/499 4.32G 0.02972 0.02087 0.0204 68 640: 70%|####### | 28/40 [00:07<00:03, 3.77it/s] 16/499 4.32G 0.02972 0.02087 0.0204 68 640: 72%|#######2 | 29/40 [00:07<00:02, 3.75it/s] 16/499 4.32G 0.02958 0.02077 0.02015 69 640: 72%|#######2 | 29/40 [00:08<00:02, 3.75it/s] 16/499 4.32G 0.02958 0.02077 0.02015 69 640: 75%|#######5 | 30/40 [00:08<00:02, 3.63it/s] 16/499 4.32G 0.02955 0.02066 0.01996 57 640: 75%|#######5 | 30/40 [00:08<00:02, 3.63it/s] 16/499 4.32G 0.02955 0.02066 0.01996 57 640: 78%|#######7 | 31/40 [00:08<00:02, 3.77it/s] 16/499 4.32G 0.02953 0.02064 0.02021 77 640: 78%|#######7 | 31/40 [00:08<00:02, 3.77it/s] 16/499 4.32G 0.02953 0.02064 0.02021 77 640: 80%|######## | 32/40 [00:08<00:02, 3.74it/s] 16/499 4.32G 0.02951 0.02065 0.0201 79 640: 80%|######## | 32/40 [00:08<00:02, 3.74it/s] 16/499 4.32G 0.02951 0.02065 0.0201 79 640: 82%|########2 | 33/40 [00:08<00:01, 3.63it/s] 16/499 4.32G 0.02944 0.0206 0.02007 75 640: 82%|########2 | 33/40 [00:09<00:01, 3.63it/s] 16/499 4.32G 0.02944 0.0206 0.02007 75 640: 85%|########5 | 34/40 [00:09<00:01, 3.76it/s] 16/499 4.32G 0.0295 0.02059 0.01996 72 640: 85%|########5 | 34/40 [00:09<00:01, 3.76it/s] 16/499 4.32G 0.0295 0.02059 0.01996 72 640: 88%|########7 | 35/40 [00:09<00:01, 3.73it/s] 16/499 4.32G 0.02946 0.02055 0.01988 71 640: 88%|########7 | 35/40 [00:09<00:01, 3.73it/s] 16/499 4.32G 0.02946 0.02055 0.01988 71 640: 90%|######### | 36/40 [00:09<00:01, 3.62it/s] 16/499 4.32G 0.02946 0.02049 0.0198 64 640: 90%|######### | 36/40 [00:10<00:01, 3.62it/s] 16/499 4.32G 0.02946 0.02049 0.0198 64 640: 92%|#########2| 37/40 [00:10<00:00, 3.78it/s] 16/499 4.32G 0.02945 0.02052 0.01968 83 640: 92%|#########2| 37/40 [00:10<00:00, 3.78it/s] 16/499 4.32G 0.02945 0.02052 0.01968 83 640: 95%|#########5| 38/40 [00:10<00:00, 3.91it/s] 16/499 4.32G 0.02945 0.02057 0.01963 79 640: 95%|#########5| 38/40 [00:10<00:00, 3.91it/s] 16/499 4.32G 0.02945 0.02057 0.01963 79 640: 98%|#########7| 39/40 [00:10<00:00, 4.08it/s] 16/499 4.32G 0.02945 0.02063 0.0197 41 640: 98%|#########7| 39/40 [00:10<00:00, 4.08it/s] 16/499 4.32G 0.02945 0.02063 0.0197 41 640: 100%|##########| 40/40 [00:10<00:00, 4.34it/s] 16/499 4.32G 0.02945 0.02063 0.0197 41 640: 100%|##########| 40/40 [00:10<00:00, 3.76it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.55it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.72it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 3.12it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 4.01it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.48it/s] all 132 263 0.563 0.671 0.653 0.397 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 17/499 4.32G 0.02848 0.01963 0.01798 75 640: 0%| | 0/40 [00:00<?, ?it/s] 17/499 4.32G 0.02848 0.01963 0.01798 75 640: 2%|2 | 1/40 [00:00<00:09, 4.00it/s] 17/499 4.32G 0.02841 0.02166 0.01858 91 640: 2%|2 | 1/40 [00:00<00:09, 4.00it/s] 17/499 4.32G 0.02841 0.02166 0.01858 91 640: 5%|5 | 2/40 [00:00<00:10, 3.62it/s] 17/499 4.32G 0.02896 0.02276 0.01932 94 640: 5%|5 | 2/40 [00:00<00:10, 3.62it/s] 17/499 4.32G 0.02896 0.02276 0.01932 94 640: 8%|7 | 3/40 [00:00<00:09, 3.78it/s] 17/499 4.32G 0.02938 0.02232 0.01917 68 640: 8%|7 | 3/40 [00:01<00:09, 3.78it/s] 17/499 4.32G 0.02938 0.02232 0.01917 68 640: 10%|# | 4/40 [00:01<00:09, 3.79it/s] 17/499 4.32G 0.02947 0.02306 0.01906 99 640: 10%|# | 4/40 [00:01<00:09, 3.79it/s] 17/499 4.32G 0.02947 0.02306 0.01906 99 640: 12%|#2 | 5/40 [00:01<00:10, 3.43it/s] 17/499 4.32G 0.02926 0.02293 0.01865 91 640: 12%|#2 | 5/40 [00:01<00:10, 3.43it/s] 17/499 4.32G 0.02926 0.02293 0.01865 91 640: 15%|#5 | 6/40 [00:01<00:09, 3.64it/s] 17/499 4.32G 0.02962 0.02268 0.01868 79 640: 15%|#5 | 6/40 [00:01<00:09, 3.64it/s] 17/499 4.32G 0.02962 0.02268 0.01868 79 640: 18%|#7 | 7/40 [00:01<00:08, 3.67it/s] 17/499 4.32G 0.02951 0.02233 0.01901 77 640: 18%|#7 | 7/40 [00:02<00:08, 3.67it/s] 17/499 4.32G 0.02951 0.02233 0.01901 77 640: 20%|## | 8/40 [00:02<00:09, 3.53it/s] 17/499 4.32G 0.02955 0.02196 0.01936 71 640: 20%|## | 8/40 [00:02<00:09, 3.53it/s] 17/499 4.32G 0.02955 0.02196 0.01936 71 640: 22%|##2 | 9/40 [00:02<00:08, 3.70it/s] 17/499 4.32G 0.02958 0.0221 0.0192 79 640: 22%|##2 | 9/40 [00:02<00:08, 3.70it/s] 17/499 4.32G 0.02958 0.0221 0.0192 79 640: 25%|##5 | 10/40 [00:02<00:08, 3.73it/s] 17/499 4.32G 0.02999 0.02201 0.01957 68 640: 25%|##5 | 10/40 [00:03<00:08, 3.73it/s] 17/499 4.32G 0.02999 0.02201 0.01957 68 640: 28%|##7 | 11/40 [00:03<00:08, 3.61it/s] 17/499 4.32G 0.03009 0.02215 0.01989 87 640: 28%|##7 | 11/40 [00:03<00:08, 3.61it/s] 17/499 4.32G 0.03009 0.02215 0.01989 87 640: 30%|### | 12/40 [00:03<00:07, 3.74it/s] 17/499 4.32G 0.02996 0.02207 0.01962 72 640: 30%|### | 12/40 [00:03<00:07, 3.74it/s] 17/499 4.32G 0.02996 0.02207 0.01962 72 640: 32%|###2 | 13/40 [00:03<00:07, 3.75it/s] 17/499 4.32G 0.02989 0.02213 0.0195 80 640: 32%|###2 | 13/40 [00:03<00:07, 3.75it/s] 17/499 4.32G 0.02989 0.02213 0.0195 80 640: 35%|###5 | 14/40 [00:03<00:07, 3.63it/s] 17/499 4.32G 0.02976 0.02179 0.01939 67 640: 35%|###5 | 14/40 [00:04<00:07, 3.63it/s] 17/499 4.32G 0.02976 0.02179 0.01939 67 640: 38%|###7 | 15/40 [00:04<00:06, 3.73it/s] 17/499 4.32G 0.02965 0.02179 0.01914 83 640: 38%|###7 | 15/40 [00:04<00:06, 3.73it/s] 17/499 4.32G 0.02965 0.02179 0.01914 83 640: 40%|#### | 16/40 [00:04<00:06, 3.75it/s] 17/499 4.32G 0.0295 0.02191 0.01903 88 640: 40%|#### | 16/40 [00:04<00:06, 3.75it/s] 17/499 4.32G 0.0295 0.02191 0.01903 88 640: 42%|####2 | 17/40 [00:04<00:06, 3.65it/s] 17/499 4.32G 0.02948 0.02178 0.01899 69 640: 42%|####2 | 17/40 [00:04<00:06, 3.65it/s] 17/499 4.32G 0.02948 0.02178 0.01899 69 640: 45%|####5 | 18/40 [00:04<00:05, 3.75it/s] 17/499 4.32G 0.02951 0.02179 0.01892 83 640: 45%|####5 | 18/40 [00:05<00:05, 3.75it/s] 17/499 4.32G 0.02951 0.02179 0.01892 83 640: 48%|####7 | 19/40 [00:05<00:05, 3.75it/s] 17/499 4.32G 0.02938 0.02166 0.01892 70 640: 48%|####7 | 19/40 [00:05<00:05, 3.75it/s] 17/499 4.32G 0.02938 0.02166 0.01892 70 640: 50%|##### | 20/40 [00:05<00:05, 3.61it/s] 17/499 4.32G 0.02929 0.0215 0.01884 67 640: 50%|##### | 20/40 [00:05<00:05, 3.61it/s] 17/499 4.32G 0.02929 0.0215 0.01884 67 640: 52%|#####2 | 21/40 [00:05<00:05, 3.69it/s] 17/499 4.32G 0.02936 0.02155 0.01873 83 640: 52%|#####2 | 21/40 [00:05<00:05, 3.69it/s] 17/499 4.32G 0.02936 0.02155 0.01873 83 640: 55%|#####5 | 22/40 [00:05<00:04, 3.72it/s] 17/499 4.32G 0.02936 0.02137 0.01905 53 640: 55%|#####5 | 22/40 [00:06<00:04, 3.72it/s] 17/499 4.32G 0.02936 0.02137 0.01905 53 640: 57%|#####7 | 23/40 [00:06<00:04, 3.56it/s] 17/499 4.32G 0.02934 0.02138 0.01901 87 640: 57%|#####7 | 23/40 [00:06<00:04, 3.56it/s] 17/499 4.32G 0.02934 0.02138 0.01901 87 640: 60%|###### | 24/40 [00:06<00:04, 3.69it/s] 17/499 4.32G 0.0293 0.02137 0.01881 81 640: 60%|###### | 24/40 [00:06<00:04, 3.69it/s] 17/499 4.32G 0.0293 0.02137 0.01881 81 640: 62%|######2 | 25/40 [00:06<00:04, 3.73it/s] 17/499 4.32G 0.02929 0.02121 0.01875 67 640: 62%|######2 | 25/40 [00:07<00:04, 3.73it/s] 17/499 4.32G 0.02929 0.02121 0.01875 67 640: 65%|######5 | 26/40 [00:07<00:03, 3.58it/s] 17/499 4.32G 0.02926 0.02122 0.01864 82 640: 65%|######5 | 26/40 [00:07<00:03, 3.58it/s] 17/499 4.32G 0.02926 0.02122 0.01864 82 640: 68%|######7 | 27/40 [00:07<00:03, 3.64it/s] 17/499 4.32G 0.02924 0.02118 0.01857 69 640: 68%|######7 | 27/40 [00:07<00:03, 3.64it/s] 17/499 4.32G 0.02924 0.02118 0.01857 69 640: 70%|####### | 28/40 [00:07<00:03, 3.68it/s] 17/499 4.32G 0.0293 0.02109 0.0185 66 640: 70%|####### | 28/40 [00:07<00:03, 3.68it/s] 17/499 4.32G 0.0293 0.02109 0.0185 66 640: 72%|#######2 | 29/40 [00:07<00:03, 3.58it/s] 17/499 4.32G 0.0293 0.0211 0.01853 79 640: 72%|#######2 | 29/40 [00:08<00:03, 3.58it/s] 17/499 4.32G 0.0293 0.0211 0.01853 79 640: 75%|#######5 | 30/40 [00:08<00:02, 3.69it/s] 17/499 4.32G 0.02931 0.02102 0.01866 68 640: 75%|#######5 | 30/40 [00:08<00:02, 3.69it/s] 17/499 4.32G 0.02931 0.02102 0.01866 68 640: 78%|#######7 | 31/40 [00:08<00:02, 3.71it/s] 17/499 4.32G 0.0293 0.02094 0.01874 71 640: 78%|#######7 | 31/40 [00:08<00:02, 3.71it/s] 17/499 4.32G 0.0293 0.02094 0.01874 71 640: 80%|######## | 32/40 [00:08<00:02, 3.57it/s] 17/499 4.32G 0.02926 0.02091 0.01876 70 640: 80%|######## | 32/40 [00:08<00:02, 3.57it/s] 17/499 4.32G 0.02926 0.02091 0.01876 70 640: 82%|########2 | 33/40 [00:08<00:01, 3.72it/s] 17/499 4.32G 0.02931 0.02111 0.0187 101 640: 82%|########2 | 33/40 [00:09<00:01, 3.72it/s] 17/499 4.32G 0.02931 0.02111 0.0187 101 640: 85%|########5 | 34/40 [00:09<00:01, 3.74it/s] 17/499 4.32G 0.02933 0.02109 0.0188 76 640: 85%|########5 | 34/40 [00:09<00:01, 3.74it/s] 17/499 4.32G 0.02933 0.02109 0.0188 76 640: 88%|########7 | 35/40 [00:09<00:01, 3.61it/s] 17/499 4.32G 0.02943 0.02114 0.01881 84 640: 88%|########7 | 35/40 [00:09<00:01, 3.61it/s] 17/499 4.32G 0.02943 0.02114 0.01881 84 640: 90%|######### | 36/40 [00:09<00:01, 3.74it/s] 17/499 4.32G 0.02937 0.02102 0.0188 63 640: 90%|######### | 36/40 [00:10<00:01, 3.74it/s] 17/499 4.32G 0.02937 0.02102 0.0188 63 640: 92%|#########2| 37/40 [00:10<00:00, 3.76it/s] 17/499 4.32G 0.02924 0.0209 0.01867 66 640: 92%|#########2| 37/40 [00:10<00:00, 3.76it/s] 17/499 4.32G 0.02924 0.0209 0.01867 66 640: 95%|#########5| 38/40 [00:10<00:00, 3.67it/s] 17/499 4.32G 0.02929 0.0208 0.01891 63 640: 95%|#########5| 38/40 [00:10<00:00, 3.67it/s] 17/499 4.32G 0.02929 0.0208 0.01891 63 640: 98%|#########7| 39/40 [00:10<00:00, 3.87it/s] 17/499 4.32G 0.02938 0.02104 0.01893 55 640: 98%|#########7| 39/40 [00:10<00:00, 3.87it/s] 17/499 4.32G 0.02938 0.02104 0.01893 55 640: 100%|##########| 40/40 [00:10<00:00, 4.28it/s] 17/499 4.32G 0.02938 0.02104 0.01893 55 640: 100%|##########| 40/40 [00:10<00:00, 3.72it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.57it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.67it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 3.01it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.68it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.29it/s] all 132 263 0.829 0.538 0.603 0.346 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 18/499 4.32G 0.03182 0.02043 0.01797 66 640: 0%| | 0/40 [00:00<?, ?it/s] 18/499 4.32G 0.03182 0.02043 0.01797 66 640: 2%|2 | 1/40 [00:00<00:12, 3.23it/s] 18/499 4.32G 0.03301 0.02172 0.01906 82 640: 2%|2 | 1/40 [00:00<00:12, 3.23it/s] 18/499 4.32G 0.03301 0.02172 0.01906 82 640: 5%|5 | 2/40 [00:00<00:10, 3.68it/s] 18/499 4.32G 0.03353 0.0211 0.01864 68 640: 5%|5 | 2/40 [00:00<00:10, 3.68it/s] 18/499 4.32G 0.03353 0.0211 0.01864 68 640: 8%|7 | 3/40 [00:00<00:10, 3.67it/s] 18/499 4.32G 0.0332 0.02088 0.01907 74 640: 8%|7 | 3/40 [00:01<00:10, 3.67it/s] 18/499 4.32G 0.0332 0.02088 0.01907 74 640: 10%|# | 4/40 [00:01<00:10, 3.48it/s] 18/499 4.32G 0.03233 0.021 0.0187 87 640: 10%|# | 4/40 [00:01<00:10, 3.48it/s] 18/499 4.32G 0.03233 0.021 0.0187 87 640: 12%|#2 | 5/40 [00:01<00:09, 3.67it/s] 18/499 4.32G 0.03177 0.02153 0.01888 86 640: 12%|#2 | 5/40 [00:01<00:09, 3.67it/s] 18/499 4.32G 0.03177 0.02153 0.01888 86 640: 15%|#5 | 6/40 [00:01<00:09, 3.68it/s] 18/499 4.32G 0.03155 0.02124 0.019 69 640: 15%|#5 | 6/40 [00:01<00:09, 3.68it/s] 18/499 4.32G 0.03155 0.02124 0.019 69 640: 18%|#7 | 7/40 [00:01<00:09, 3.56it/s] 18/499 4.32G 0.03118 0.02136 0.01843 77 640: 18%|#7 | 7/40 [00:02<00:09, 3.56it/s] 18/499 4.32G 0.03118 0.02136 0.01843 77 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 18/499 4.32G 0.03102 0.02129 0.01823 80 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 18/499 4.32G 0.03102 0.02129 0.01823 80 640: 22%|##2 | 9/40 [00:02<00:08, 3.70it/s] 18/499 4.32G 0.03081 0.02121 0.01823 74 640: 22%|##2 | 9/40 [00:02<00:08, 3.70it/s] 18/499 4.32G 0.03081 0.02121 0.01823 74 640: 25%|##5 | 10/40 [00:02<00:08, 3.59it/s] 18/499 4.32G 0.03091 0.02133 0.01866 85 640: 25%|##5 | 10/40 [00:03<00:08, 3.59it/s] 18/499 4.32G 0.03091 0.02133 0.01866 85 640: 28%|##7 | 11/40 [00:03<00:07, 3.72it/s] 18/499 4.32G 0.03082 0.02099 0.01851 63 640: 28%|##7 | 11/40 [00:03<00:07, 3.72it/s] 18/499 4.32G 0.03082 0.02099 0.01851 63 640: 30%|### | 12/40 [00:03<00:07, 3.71it/s] 18/499 4.32G 0.03089 0.02099 0.01872 76 640: 30%|### | 12/40 [00:03<00:07, 3.71it/s] 18/499 4.32G 0.03089 0.02099 0.01872 76 640: 32%|###2 | 13/40 [00:03<00:07, 3.60it/s] 18/499 4.32G 0.03073 0.02077 0.01893 70 640: 32%|###2 | 13/40 [00:03<00:07, 3.60it/s] 18/499 4.32G 0.03073 0.02077 0.01893 70 640: 35%|###5 | 14/40 [00:03<00:06, 3.74it/s] 18/499 4.32G 0.03064 0.02044 0.01887 61 640: 35%|###5 | 14/40 [00:04<00:06, 3.74it/s] 18/499 4.32G 0.03064 0.02044 0.01887 61 640: 38%|###7 | 15/40 [00:04<00:06, 3.71it/s] 18/499 4.32G 0.03068 0.02045 0.01926 81 640: 38%|###7 | 15/40 [00:04<00:06, 3.71it/s] 18/499 4.32G 0.03068 0.02045 0.01926 81 640: 40%|#### | 16/40 [00:04<00:06, 3.62it/s] 18/499 4.32G 0.03064 0.02027 0.01942 63 640: 40%|#### | 16/40 [00:04<00:06, 3.62it/s] 18/499 4.32G 0.03064 0.02027 0.01942 63 640: 42%|####2 | 17/40 [00:04<00:06, 3.75it/s] 18/499 4.32G 0.03061 0.02024 0.01946 76 640: 42%|####2 | 17/40 [00:04<00:06, 3.75it/s] 18/499 4.32G 0.03061 0.02024 0.01946 76 640: 45%|####5 | 18/40 [00:04<00:05, 3.73it/s] 18/499 4.32G 0.03058 0.02019 0.01934 73 640: 45%|####5 | 18/40 [00:05<00:05, 3.73it/s] 18/499 4.32G 0.03058 0.02019 0.01934 73 640: 48%|####7 | 19/40 [00:05<00:05, 3.63it/s] 18/499 4.32G 0.03052 0.02018 0.01923 80 640: 48%|####7 | 19/40 [00:05<00:05, 3.63it/s] 18/499 4.32G 0.03052 0.02018 0.01923 80 640: 50%|##### | 20/40 [00:05<00:05, 3.75it/s] 18/499 4.32G 0.03049 0.02028 0.01933 84 640: 50%|##### | 20/40 [00:05<00:05, 3.75it/s] 18/499 4.32G 0.03049 0.02028 0.01933 84 640: 52%|#####2 | 21/40 [00:05<00:05, 3.72it/s] 18/499 4.32G 0.03051 0.02029 0.01923 72 640: 52%|#####2 | 21/40 [00:06<00:05, 3.72it/s] 18/499 4.32G 0.03051 0.02029 0.01923 72 640: 55%|#####5 | 22/40 [00:06<00:05, 3.60it/s] 18/499 4.32G 0.03051 0.0203 0.0191 76 640: 55%|#####5 | 22/40 [00:06<00:05, 3.60it/s] 18/499 4.32G 0.03051 0.0203 0.0191 76 640: 57%|#####7 | 23/40 [00:06<00:04, 3.74it/s] 18/499 4.32G 0.03046 0.02052 0.01899 97 640: 57%|#####7 | 23/40 [00:06<00:04, 3.74it/s] 18/499 4.32G 0.03046 0.02052 0.01899 97 640: 60%|###### | 24/40 [00:06<00:04, 3.71it/s] 18/499 4.32G 0.03038 0.02047 0.01893 74 640: 60%|###### | 24/40 [00:06<00:04, 3.71it/s] 18/499 4.32G 0.03038 0.02047 0.01893 74 640: 62%|######2 | 25/40 [00:06<00:04, 3.61it/s] 18/499 4.32G 0.03039 0.02056 0.01893 81 640: 62%|######2 | 25/40 [00:07<00:04, 3.61it/s] 18/499 4.32G 0.03039 0.02056 0.01893 81 640: 65%|######5 | 26/40 [00:07<00:03, 3.75it/s] 18/499 4.32G 0.03027 0.02053 0.01892 82 640: 65%|######5 | 26/40 [00:07<00:03, 3.75it/s] 18/499 4.32G 0.03027 0.02053 0.01892 82 640: 68%|######7 | 27/40 [00:07<00:03, 3.74it/s] 18/499 4.32G 0.03016 0.02052 0.01901 76 640: 68%|######7 | 27/40 [00:07<00:03, 3.74it/s] 18/499 4.32G 0.03016 0.02052 0.01901 76 640: 70%|####### | 28/40 [00:07<00:03, 3.64it/s] 18/499 4.32G 0.03017 0.0205 0.01884 81 640: 70%|####### | 28/40 [00:07<00:03, 3.64it/s] 18/499 4.32G 0.03017 0.0205 0.01884 81 640: 72%|#######2 | 29/40 [00:07<00:02, 3.76it/s] 18/499 4.32G 0.03002 0.02047 0.01872 74 640: 72%|#######2 | 29/40 [00:08<00:02, 3.76it/s] 18/499 4.32G 0.03002 0.02047 0.01872 74 640: 75%|#######5 | 30/40 [00:08<00:02, 3.74it/s] 18/499 4.32G 0.03006 0.02052 0.01868 80 640: 75%|#######5 | 30/40 [00:08<00:02, 3.74it/s] 18/499 4.32G 0.03006 0.02052 0.01868 80 640: 78%|#######7 | 31/40 [00:08<00:02, 3.62it/s] 18/499 4.32G 0.03 0.02049 0.0186 70 640: 78%|#######7 | 31/40 [00:08<00:02, 3.62it/s] 18/499 4.32G 0.03 0.02049 0.0186 70 640: 80%|######## | 32/40 [00:08<00:02, 3.74it/s] 18/499 4.32G 0.02994 0.02047 0.01856 70 640: 80%|######## | 32/40 [00:08<00:02, 3.74it/s] 18/499 4.32G 0.02994 0.02047 0.01856 70 640: 82%|########2 | 33/40 [00:08<00:01, 3.75it/s] 18/499 4.32G 0.02986 0.02033 0.0184 59 640: 82%|########2 | 33/40 [00:09<00:01, 3.75it/s] 18/499 4.32G 0.02986 0.02033 0.0184 59 640: 85%|########5 | 34/40 [00:09<00:01, 3.64it/s] 18/499 4.32G 0.02984 0.02023 0.01818 57 640: 85%|########5 | 34/40 [00:09<00:01, 3.64it/s] 18/499 4.32G 0.02984 0.02023 0.01818 57 640: 88%|########7 | 35/40 [00:09<00:01, 3.76it/s] 18/499 4.32G 0.02983 0.02022 0.01829 75 640: 88%|########7 | 35/40 [00:09<00:01, 3.76it/s] 18/499 4.32G 0.02983 0.02022 0.01829 75 640: 90%|######### | 36/40 [00:09<00:01, 3.74it/s] 18/499 4.32G 0.02979 0.02017 0.01835 68 640: 90%|######### | 36/40 [00:10<00:01, 3.74it/s] 18/499 4.32G 0.02979 0.02017 0.01835 68 640: 92%|#########2| 37/40 [00:10<00:00, 3.69it/s] 18/499 4.32G 0.0298 0.02021 0.01841 81 640: 92%|#########2| 37/40 [00:10<00:00, 3.69it/s] 18/499 4.32G 0.0298 0.02021 0.01841 81 640: 95%|#########5| 38/40 [00:10<00:00, 3.89it/s] 18/499 4.32G 0.02973 0.02013 0.0183 70 640: 95%|#########5| 38/40 [00:10<00:00, 3.89it/s] 18/499 4.32G 0.02973 0.02013 0.0183 70 640: 98%|#########7| 39/40 [00:10<00:00, 4.24it/s] 18/499 4.32G 0.02985 0.0201 0.0183 32 640: 98%|#########7| 39/40 [00:10<00:00, 4.24it/s] 18/499 4.32G 0.02985 0.0201 0.0183 32 640: 100%|##########| 40/40 [00:10<00:00, 4.36it/s] 18/499 4.32G 0.02985 0.0201 0.0183 32 640: 100%|##########| 40/40 [00:10<00:00, 3.75it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.55it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.71it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 3.00it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.46it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.18it/s] all 132 263 0.791 0.51 0.673 0.395 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 19/499 4.32G 0.03095 0.0198 0.0214 72 640: 0%| | 0/40 [00:00<?, ?it/s] 19/499 4.32G 0.03095 0.0198 0.0214 72 640: 2%|2 | 1/40 [00:00<00:08, 4.58it/s] 19/499 4.32G 0.03079 0.02111 0.01929 85 640: 2%|2 | 1/40 [00:00<00:08, 4.58it/s] 19/499 4.32G 0.03079 0.02111 0.01929 85 640: 5%|5 | 2/40 [00:00<00:09, 3.99it/s] 19/499 4.32G 0.03043 0.02037 0.01661 70 640: 5%|5 | 2/40 [00:00<00:09, 3.99it/s] 19/499 4.32G 0.03043 0.02037 0.01661 70 640: 8%|7 | 3/40 [00:00<00:10, 3.66it/s] 19/499 4.32G 0.02987 0.02065 0.01685 81 640: 8%|7 | 3/40 [00:01<00:10, 3.66it/s] 19/499 4.32G 0.02987 0.02065 0.01685 81 640: 10%|# | 4/40 [00:01<00:09, 3.82it/s] 19/499 4.32G 0.03012 0.02125 0.01587 87 640: 10%|# | 4/40 [00:01<00:09, 3.82it/s] 19/499 4.32G 0.03012 0.02125 0.01587 87 640: 12%|#2 | 5/40 [00:01<00:09, 3.74it/s] 19/499 4.32G 0.02985 0.02135 0.01614 80 640: 12%|#2 | 5/40 [00:01<00:09, 3.74it/s] 19/499 4.32G 0.02985 0.02135 0.01614 80 640: 15%|#5 | 6/40 [00:01<00:09, 3.61it/s] 19/499 4.32G 0.02958 0.021 0.01581 74 640: 15%|#5 | 6/40 [00:01<00:09, 3.61it/s] 19/499 4.32G 0.02958 0.021 0.01581 74 640: 18%|#7 | 7/40 [00:01<00:08, 3.74it/s] 19/499 4.32G 0.02935 0.02086 0.01601 69 640: 18%|#7 | 7/40 [00:02<00:08, 3.74it/s] 19/499 4.32G 0.02935 0.02086 0.01601 69 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 19/499 4.32G 0.02936 0.02079 0.01642 73 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 19/499 4.32G 0.02936 0.02079 0.01642 73 640: 22%|##2 | 9/40 [00:02<00:08, 3.59it/s] 19/499 4.32G 0.02939 0.02055 0.01672 70 640: 22%|##2 | 9/40 [00:02<00:08, 3.59it/s] 19/499 4.32G 0.02939 0.02055 0.01672 70 640: 25%|##5 | 10/40 [00:02<00:08, 3.73it/s] 19/499 4.32G 0.02919 0.02041 0.01719 69 640: 25%|##5 | 10/40 [00:02<00:08, 3.73it/s] 19/499 4.32G 0.02919 0.02041 0.01719 69 640: 28%|##7 | 11/40 [00:02<00:07, 3.70it/s] 19/499 4.32G 0.029 0.02015 0.01747 62 640: 28%|##7 | 11/40 [00:03<00:07, 3.70it/s] 19/499 4.32G 0.029 0.02015 0.01747 62 640: 30%|### | 12/40 [00:03<00:07, 3.58it/s] 19/499 4.32G 0.02927 0.02025 0.01746 79 640: 30%|### | 12/40 [00:03<00:07, 3.58it/s] 19/499 4.32G 0.02927 0.02025 0.01746 79 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 19/499 4.32G 0.02923 0.02042 0.0173 85 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 19/499 4.32G 0.02923 0.02042 0.0173 85 640: 35%|###5 | 14/40 [00:03<00:07, 3.71it/s] 19/499 4.32G 0.02901 0.02049 0.01741 82 640: 35%|###5 | 14/40 [00:04<00:07, 3.71it/s] 19/499 4.32G 0.02901 0.02049 0.01741 82 640: 38%|###7 | 15/40 [00:04<00:06, 3.60it/s] 19/499 4.32G 0.0289 0.02058 0.01753 86 640: 38%|###7 | 15/40 [00:04<00:06, 3.60it/s] 19/499 4.32G 0.0289 0.02058 0.01753 86 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 19/499 4.32G 0.02881 0.02052 0.01759 63 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 19/499 4.32G 0.02881 0.02052 0.01759 63 640: 42%|####2 | 17/40 [00:04<00:06, 3.72it/s] 19/499 4.32G 0.02879 0.02041 0.01741 73 640: 42%|####2 | 17/40 [00:04<00:06, 3.72it/s] 19/499 4.32G 0.02879 0.02041 0.01741 73 640: 45%|####5 | 18/40 [00:04<00:06, 3.62it/s] 19/499 4.32G 0.02889 0.0205 0.0172 81 640: 45%|####5 | 18/40 [00:05<00:06, 3.62it/s] 19/499 4.32G 0.02889 0.0205 0.0172 81 640: 48%|####7 | 19/40 [00:05<00:05, 3.74it/s] 19/499 4.32G 0.0288 0.0205 0.01692 78 640: 48%|####7 | 19/40 [00:05<00:05, 3.74it/s] 19/499 4.32G 0.0288 0.0205 0.01692 78 640: 50%|##### | 20/40 [00:05<00:05, 3.74it/s] 19/499 4.32G 0.02881 0.02034 0.01698 61 640: 50%|##### | 20/40 [00:05<00:05, 3.74it/s] 19/499 4.32G 0.02881 0.02034 0.01698 61 640: 52%|#####2 | 21/40 [00:05<00:05, 3.62it/s] 19/499 4.32G 0.02861 0.02023 0.01679 70 640: 52%|#####2 | 21/40 [00:05<00:05, 3.62it/s] 19/499 4.32G 0.02861 0.02023 0.01679 70 640: 55%|#####5 | 22/40 [00:05<00:04, 3.75it/s] 19/499 4.32G 0.02845 0.02008 0.01682 65 640: 55%|#####5 | 22/40 [00:06<00:04, 3.75it/s] 19/499 4.32G 0.02845 0.02008 0.01682 65 640: 57%|#####7 | 23/40 [00:06<00:04, 3.71it/s] 19/499 4.32G 0.02842 0.02013 0.01692 79 640: 57%|#####7 | 23/40 [00:06<00:04, 3.71it/s] 19/499 4.32G 0.02842 0.02013 0.01692 79 640: 60%|###### | 24/40 [00:06<00:04, 3.61it/s] 19/499 4.32G 0.02841 0.02008 0.01681 71 640: 60%|###### | 24/40 [00:06<00:04, 3.61it/s] 19/499 4.32G 0.02841 0.02008 0.01681 71 640: 62%|######2 | 25/40 [00:06<00:04, 3.73it/s] 19/499 4.32G 0.02845 0.02019 0.01679 86 640: 62%|######2 | 25/40 [00:07<00:04, 3.73it/s] 19/499 4.32G 0.02845 0.02019 0.01679 86 640: 65%|######5 | 26/40 [00:07<00:03, 3.72it/s] 19/499 4.32G 0.02832 0.02009 0.01667 70 640: 65%|######5 | 26/40 [00:07<00:03, 3.72it/s] 19/499 4.32G 0.02832 0.02009 0.01667 70 640: 68%|######7 | 27/40 [00:07<00:03, 3.60it/s] 19/499 4.32G 0.02841 0.02013 0.01675 74 640: 68%|######7 | 27/40 [00:07<00:03, 3.60it/s] 19/499 4.32G 0.02841 0.02013 0.01675 74 640: 70%|####### | 28/40 [00:07<00:03, 3.71it/s] 19/499 4.32G 0.02842 0.02008 0.01677 70 640: 70%|####### | 28/40 [00:07<00:03, 3.71it/s] 19/499 4.32G 0.02842 0.02008 0.01677 70 640: 72%|#######2 | 29/40 [00:07<00:02, 3.70it/s] 19/499 4.32G 0.02842 0.02001 0.01664 77 640: 72%|#######2 | 29/40 [00:08<00:02, 3.70it/s] 19/499 4.32G 0.02842 0.02001 0.01664 77 640: 75%|#######5 | 30/40 [00:08<00:02, 3.60it/s] 19/499 4.32G 0.02842 0.02009 0.01676 84 640: 75%|#######5 | 30/40 [00:08<00:02, 3.60it/s] 19/499 4.32G 0.02842 0.02009 0.01676 84 640: 78%|#######7 | 31/40 [00:08<00:02, 3.72it/s] 19/499 4.32G 0.0283 0.02003 0.017 76 640: 78%|#######7 | 31/40 [00:08<00:02, 3.72it/s] 19/499 4.32G 0.0283 0.02003 0.017 76 640: 80%|######## | 32/40 [00:08<00:02, 3.69it/s] 19/499 4.32G 0.02827 0.02009 0.01691 82 640: 80%|######## | 32/40 [00:08<00:02, 3.69it/s] 19/499 4.32G 0.02827 0.02009 0.01691 82 640: 82%|########2 | 33/40 [00:08<00:01, 3.61it/s] 19/499 4.32G 0.02814 0.02008 0.01672 80 640: 82%|########2 | 33/40 [00:09<00:01, 3.61it/s] 19/499 4.32G 0.02814 0.02008 0.01672 80 640: 85%|########5 | 34/40 [00:09<00:01, 3.71it/s] 19/499 4.32G 0.02821 0.02008 0.01679 76 640: 85%|########5 | 34/40 [00:09<00:01, 3.71it/s] 19/499 4.32G 0.02821 0.02008 0.01679 76 640: 88%|########7 | 35/40 [00:09<00:01, 3.70it/s] 19/499 4.32G 0.02819 0.01997 0.01666 64 640: 88%|########7 | 35/40 [00:09<00:01, 3.70it/s] 19/499 4.32G 0.02819 0.01997 0.01666 64 640: 90%|######### | 36/40 [00:09<00:01, 3.58it/s] 19/499 4.32G 0.02813 0.01993 0.01678 70 640: 90%|######### | 36/40 [00:10<00:01, 3.58it/s] 19/499 4.32G 0.02813 0.01993 0.01678 70 640: 92%|#########2| 37/40 [00:10<00:00, 3.74it/s] 19/499 4.32G 0.02809 0.01993 0.01681 79 640: 92%|#########2| 37/40 [00:10<00:00, 3.74it/s] 19/499 4.32G 0.02809 0.01993 0.01681 79 640: 95%|#########5| 38/40 [00:10<00:00, 3.86it/s] 19/499 4.32G 0.02805 0.01992 0.01674 82 640: 95%|#########5| 38/40 [00:10<00:00, 3.86it/s] 19/499 4.32G 0.02805 0.01992 0.01674 82 640: 98%|#########7| 39/40 [00:10<00:00, 4.09it/s] 19/499 4.32G 0.028 0.01984 0.01659 34 640: 98%|#########7| 39/40 [00:10<00:00, 4.09it/s] 19/499 4.32G 0.028 0.01984 0.01659 34 640: 100%|##########| 40/40 [00:10<00:00, 4.43it/s] 19/499 4.32G 0.028 0.01984 0.01659 34 640: 100%|##########| 40/40 [00:10<00:00, 3.76it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.59it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.75it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 3.11it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.32it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.14it/s] all 132 263 0.487 0.716 0.657 0.408 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 20/499 4.32G 0.02779 0.01989 0.02271 65 640: 0%| | 0/40 [00:00<?, ?it/s] 20/499 4.32G 0.02779 0.01989 0.02271 65 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 20/499 4.32G 0.02762 0.01923 0.02079 75 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 20/499 4.32G 0.02762 0.01923 0.02079 75 640: 5%|5 | 2/40 [00:00<00:09, 3.94it/s] 20/499 4.32G 0.02782 0.01962 0.01713 72 640: 5%|5 | 2/40 [00:00<00:09, 3.94it/s] 20/499 4.32G 0.02782 0.01962 0.01713 72 640: 8%|7 | 3/40 [00:00<00:09, 3.99it/s] 20/499 4.32G 0.02716 0.01909 0.01511 69 640: 8%|7 | 3/40 [00:01<00:09, 3.99it/s] 20/499 4.32G 0.02716 0.01909 0.01511 69 640: 10%|# | 4/40 [00:01<00:09, 3.82it/s] 20/499 4.32G 0.02779 0.01956 0.01637 80 640: 10%|# | 4/40 [00:01<00:09, 3.82it/s] 20/499 4.32G 0.02779 0.01956 0.01637 80 640: 12%|#2 | 5/40 [00:01<00:09, 3.67it/s] 20/499 4.32G 0.02781 0.01961 0.01618 79 640: 12%|#2 | 5/40 [00:01<00:09, 3.67it/s] 20/499 4.32G 0.02781 0.01961 0.01618 79 640: 15%|#5 | 6/40 [00:01<00:08, 3.80it/s] 20/499 4.32G 0.02769 0.01967 0.01614 79 640: 15%|#5 | 6/40 [00:01<00:08, 3.80it/s] 20/499 4.32G 0.02769 0.01967 0.01614 79 640: 18%|#7 | 7/40 [00:01<00:08, 3.76it/s] 20/499 4.32G 0.02791 0.01996 0.01621 82 640: 18%|#7 | 7/40 [00:02<00:08, 3.76it/s] 20/499 4.32G 0.02791 0.01996 0.01621 82 640: 20%|## | 8/40 [00:02<00:08, 3.64it/s] 20/499 4.32G 0.02795 0.0199 0.016 75 640: 20%|## | 8/40 [00:02<00:08, 3.64it/s] 20/499 4.32G 0.02795 0.0199 0.016 75 640: 22%|##2 | 9/40 [00:02<00:08, 3.78it/s] 20/499 4.32G 0.02777 0.01955 0.01613 66 640: 22%|##2 | 9/40 [00:02<00:08, 3.78it/s] 20/499 4.32G 0.02777 0.01955 0.01613 66 640: 25%|##5 | 10/40 [00:02<00:08, 3.73it/s] 20/499 4.32G 0.02792 0.01941 0.01614 71 640: 25%|##5 | 10/40 [00:02<00:08, 3.73it/s] 20/499 4.32G 0.02792 0.01941 0.01614 71 640: 28%|##7 | 11/40 [00:02<00:08, 3.62it/s] 20/499 4.32G 0.0281 0.01915 0.01602 65 640: 28%|##7 | 11/40 [00:03<00:08, 3.62it/s] 20/499 4.32G 0.0281 0.01915 0.01602 65 640: 30%|### | 12/40 [00:03<00:07, 3.77it/s] 20/499 4.32G 0.02808 0.0192 0.01644 71 640: 30%|### | 12/40 [00:03<00:07, 3.77it/s] 20/499 4.32G 0.02808 0.0192 0.01644 71 640: 32%|###2 | 13/40 [00:03<00:07, 3.74it/s] 20/499 4.32G 0.02788 0.01908 0.01665 65 640: 32%|###2 | 13/40 [00:03<00:07, 3.74it/s] 20/499 4.32G 0.02788 0.01908 0.01665 65 640: 35%|###5 | 14/40 [00:03<00:07, 3.65it/s] 20/499 4.32G 0.02766 0.01913 0.0165 79 640: 35%|###5 | 14/40 [00:03<00:07, 3.65it/s] 20/499 4.32G 0.02766 0.01913 0.0165 79 640: 38%|###7 | 15/40 [00:03<00:06, 3.75it/s] 20/499 4.32G 0.02776 0.01914 0.01617 67 640: 38%|###7 | 15/40 [00:04<00:06, 3.75it/s] 20/499 4.32G 0.02776 0.01914 0.01617 67 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 20/499 4.32G 0.02772 0.01923 0.01611 84 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 20/499 4.32G 0.02772 0.01923 0.01611 84 640: 42%|####2 | 17/40 [00:04<00:06, 3.64it/s] 20/499 4.32G 0.02754 0.01933 0.0163 84 640: 42%|####2 | 17/40 [00:04<00:06, 3.64it/s] 20/499 4.32G 0.02754 0.01933 0.0163 84 640: 45%|####5 | 18/40 [00:04<00:05, 3.76it/s] 20/499 4.32G 0.02759 0.01945 0.01658 83 640: 45%|####5 | 18/40 [00:05<00:05, 3.76it/s] 20/499 4.32G 0.02759 0.01945 0.01658 83 640: 48%|####7 | 19/40 [00:05<00:05, 3.70it/s] 20/499 4.32G 0.02748 0.01949 0.01652 79 640: 48%|####7 | 19/40 [00:05<00:05, 3.70it/s] 20/499 4.32G 0.02748 0.01949 0.01652 79 640: 50%|##### | 20/40 [00:05<00:05, 3.57it/s] 20/499 4.32G 0.02757 0.01947 0.01684 73 640: 50%|##### | 20/40 [00:05<00:05, 3.57it/s] 20/499 4.32G 0.02757 0.01947 0.01684 73 640: 52%|#####2 | 21/40 [00:05<00:05, 3.75it/s] 20/499 4.32G 0.02761 0.01948 0.01685 75 640: 52%|#####2 | 21/40 [00:05<00:05, 3.75it/s] 20/499 4.32G 0.02761 0.01948 0.01685 75 640: 55%|#####5 | 22/40 [00:05<00:04, 3.71it/s] 20/499 4.32G 0.02766 0.01942 0.01663 63 640: 55%|#####5 | 22/40 [00:06<00:04, 3.71it/s] 20/499 4.32G 0.02766 0.01942 0.01663 63 640: 57%|#####7 | 23/40 [00:06<00:04, 3.57it/s] 20/499 4.32G 0.02778 0.01942 0.01657 66 640: 57%|#####7 | 23/40 [00:06<00:04, 3.57it/s] 20/499 4.32G 0.02778 0.01942 0.01657 66 640: 60%|###### | 24/40 [00:06<00:04, 3.74it/s] 20/499 4.32G 0.02782 0.01954 0.01659 88 640: 60%|###### | 24/40 [00:06<00:04, 3.74it/s] 20/499 4.32G 0.02782 0.01954 0.01659 88 640: 62%|######2 | 25/40 [00:06<00:04, 3.72it/s] 20/499 4.32G 0.02786 0.01945 0.01671 60 640: 62%|######2 | 25/40 [00:06<00:04, 3.72it/s] 20/499 4.32G 0.02786 0.01945 0.01671 60 640: 65%|######5 | 26/40 [00:06<00:03, 3.61it/s] 20/499 4.32G 0.02787 0.01951 0.01683 81 640: 65%|######5 | 26/40 [00:07<00:03, 3.61it/s] 20/499 4.32G 0.02787 0.01951 0.01683 81 640: 68%|######7 | 27/40 [00:07<00:03, 3.75it/s] 20/499 4.32G 0.02791 0.01949 0.01678 72 640: 68%|######7 | 27/40 [00:07<00:03, 3.75it/s] 20/499 4.32G 0.02791 0.01949 0.01678 72 640: 70%|####### | 28/40 [00:07<00:03, 3.73it/s] 20/499 4.32G 0.02797 0.01951 0.0167 79 640: 70%|####### | 28/40 [00:07<00:03, 3.73it/s] 20/499 4.32G 0.02797 0.01951 0.0167 79 640: 72%|#######2 | 29/40 [00:07<00:03, 3.61it/s] 20/499 4.32G 0.02802 0.01944 0.01657 65 640: 72%|#######2 | 29/40 [00:08<00:03, 3.61it/s] 20/499 4.32G 0.02802 0.01944 0.01657 65 640: 75%|#######5 | 30/40 [00:08<00:02, 3.75it/s] 20/499 4.32G 0.02806 0.01954 0.01659 80 640: 75%|#######5 | 30/40 [00:08<00:02, 3.75it/s] 20/499 4.32G 0.02806 0.01954 0.01659 80 640: 78%|#######7 | 31/40 [00:08<00:02, 3.71it/s] 20/499 4.32G 0.02804 0.01962 0.01662 82 640: 78%|#######7 | 31/40 [00:08<00:02, 3.71it/s] 20/499 4.32G 0.02804 0.01962 0.01662 82 640: 80%|######## | 32/40 [00:08<00:02, 3.60it/s] 20/499 4.32G 0.02803 0.01956 0.01663 64 640: 80%|######## | 32/40 [00:08<00:02, 3.60it/s] 20/499 4.32G 0.02803 0.01956 0.01663 64 640: 82%|########2 | 33/40 [00:08<00:01, 3.74it/s] 20/499 4.32G 0.02809 0.01957 0.01666 68 640: 82%|########2 | 33/40 [00:09<00:01, 3.74it/s] 20/499 4.32G 0.02809 0.01957 0.01666 68 640: 85%|########5 | 34/40 [00:09<00:01, 3.72it/s] 20/499 4.32G 0.02808 0.01965 0.01659 85 640: 85%|########5 | 34/40 [00:09<00:01, 3.72it/s] 20/499 4.32G 0.02808 0.01965 0.01659 85 640: 88%|########7 | 35/40 [00:09<00:01, 3.62it/s] 20/499 4.32G 0.02811 0.01962 0.01677 72 640: 88%|########7 | 35/40 [00:09<00:01, 3.62it/s] 20/499 4.32G 0.02811 0.01962 0.01677 72 640: 90%|######### | 36/40 [00:09<00:01, 3.73it/s] 20/499 4.32G 0.02807 0.01954 0.0168 69 640: 90%|######### | 36/40 [00:09<00:01, 3.73it/s] 20/499 4.32G 0.02807 0.01954 0.0168 69 640: 92%|#########2| 37/40 [00:09<00:00, 3.63it/s] 20/499 4.32G 0.02805 0.01944 0.01687 58 640: 92%|#########2| 37/40 [00:10<00:00, 3.63it/s] 20/499 4.32G 0.02805 0.01944 0.01687 58 640: 95%|#########5| 38/40 [00:10<00:00, 3.64it/s] 20/499 4.32G 0.02811 0.01952 0.01689 85 640: 95%|#########5| 38/40 [00:10<00:00, 3.64it/s] 20/499 4.32G 0.02811 0.01952 0.01689 85 640: 98%|#########7| 39/40 [00:10<00:00, 3.98it/s] 20/499 4.32G 0.02816 0.0195 0.01692 37 640: 98%|#########7| 39/40 [00:10<00:00, 3.98it/s] 20/499 4.32G 0.02816 0.0195 0.01692 37 640: 100%|##########| 40/40 [00:10<00:00, 4.36it/s] 20/499 4.32G 0.02816 0.0195 0.01692 37 640: 100%|##########| 40/40 [00:10<00:00, 3.77it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.61it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.77it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.22it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 4.18it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.61it/s] all 132 263 0.723 0.529 0.641 0.372 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 21/499 4.32G 0.02664 0.01633 0.02395 67 640: 0%| | 0/40 [00:00<?, ?it/s] 21/499 4.32G 0.02664 0.01633 0.02395 67 640: 2%|2 | 1/40 [00:00<00:11, 3.35it/s] 21/499 4.32G 0.03059 0.01923 0.02176 75 640: 2%|2 | 1/40 [00:00<00:11, 3.35it/s] 21/499 4.32G 0.03059 0.01923 0.02176 75 640: 5%|5 | 2/40 [00:00<00:11, 3.44it/s] 21/499 4.32G 0.03045 0.01753 0.02063 52 640: 5%|5 | 2/40 [00:00<00:11, 3.44it/s] 21/499 4.32G 0.03045 0.01753 0.02063 52 640: 8%|7 | 3/40 [00:00<00:10, 3.56it/s] 21/499 4.32G 0.0301 0.01734 0.02048 65 640: 8%|7 | 3/40 [00:01<00:10, 3.56it/s] 21/499 4.32G 0.0301 0.01734 0.02048 65 640: 10%|# | 4/40 [00:01<00:10, 3.49it/s] 21/499 4.32G 0.02983 0.01781 0.01915 73 640: 10%|# | 4/40 [00:01<00:10, 3.49it/s] 21/499 4.32G 0.02983 0.01781 0.01915 73 640: 12%|#2 | 5/40 [00:01<00:09, 3.66it/s] 21/499 4.32G 0.03004 0.01755 0.01945 60 640: 12%|#2 | 5/40 [00:01<00:09, 3.66it/s] 21/499 4.32G 0.03004 0.01755 0.01945 60 640: 15%|#5 | 6/40 [00:01<00:09, 3.68it/s] 21/499 4.32G 0.02954 0.01807 0.01948 79 640: 15%|#5 | 6/40 [00:01<00:09, 3.68it/s] 21/499 4.32G 0.02954 0.01807 0.01948 79 640: 18%|#7 | 7/40 [00:01<00:09, 3.55it/s] 21/499 4.32G 0.02957 0.01885 0.01891 91 640: 18%|#7 | 7/40 [00:02<00:09, 3.55it/s] 21/499 4.32G 0.02957 0.01885 0.01891 91 640: 20%|## | 8/40 [00:02<00:08, 3.70it/s] 21/499 4.32G 0.02945 0.01872 0.01894 66 640: 20%|## | 8/40 [00:02<00:08, 3.70it/s] 21/499 4.32G 0.02945 0.01872 0.01894 66 640: 22%|##2 | 9/40 [00:02<00:08, 3.73it/s] 21/499 4.32G 0.02965 0.0187 0.01905 65 640: 22%|##2 | 9/40 [00:02<00:08, 3.73it/s] 21/499 4.32G 0.02965 0.0187 0.01905 65 640: 25%|##5 | 10/40 [00:02<00:08, 3.60it/s] 21/499 4.32G 0.02941 0.01906 0.01873 91 640: 25%|##5 | 10/40 [00:03<00:08, 3.60it/s] 21/499 4.32G 0.02941 0.01906 0.01873 91 640: 28%|##7 | 11/40 [00:03<00:07, 3.70it/s] 21/499 4.32G 0.0295 0.01906 0.01873 71 640: 28%|##7 | 11/40 [00:03<00:07, 3.70it/s] 21/499 4.32G 0.0295 0.01906 0.01873 71 640: 30%|### | 12/40 [00:03<00:07, 3.71it/s] 21/499 4.32G 0.02937 0.01915 0.0188 74 640: 30%|### | 12/40 [00:03<00:07, 3.71it/s] 21/499 4.32G 0.02937 0.01915 0.0188 74 640: 32%|###2 | 13/40 [00:03<00:07, 3.61it/s] 21/499 4.32G 0.02957 0.01911 0.01853 74 640: 32%|###2 | 13/40 [00:03<00:07, 3.61it/s] 21/499 4.32G 0.02957 0.01911 0.01853 74 640: 35%|###5 | 14/40 [00:03<00:06, 3.72it/s] 21/499 4.32G 0.02958 0.01899 0.01836 71 640: 35%|###5 | 14/40 [00:04<00:06, 3.72it/s] 21/499 4.32G 0.02958 0.01899 0.01836 71 640: 38%|###7 | 15/40 [00:04<00:06, 3.74it/s] 21/499 4.32G 0.02961 0.01908 0.0183 76 640: 38%|###7 | 15/40 [00:04<00:06, 3.74it/s] 21/499 4.32G 0.02961 0.01908 0.0183 76 640: 40%|#### | 16/40 [00:04<00:06, 3.63it/s] 21/499 4.32G 0.02954 0.01904 0.01849 71 640: 40%|#### | 16/40 [00:04<00:06, 3.63it/s] 21/499 4.32G 0.02954 0.01904 0.01849 71 640: 42%|####2 | 17/40 [00:04<00:06, 3.74it/s] 21/499 4.32G 0.02965 0.0191 0.01855 77 640: 42%|####2 | 17/40 [00:04<00:06, 3.74it/s] 21/499 4.32G 0.02965 0.0191 0.01855 77 640: 45%|####5 | 18/40 [00:04<00:05, 3.77it/s] 21/499 4.32G 0.02971 0.01894 0.0186 58 640: 45%|####5 | 18/40 [00:05<00:05, 3.77it/s] 21/499 4.32G 0.02971 0.01894 0.0186 58 640: 48%|####7 | 19/40 [00:05<00:05, 3.60it/s] 21/499 4.32G 0.02953 0.01889 0.0186 71 640: 48%|####7 | 19/40 [00:05<00:05, 3.60it/s] 21/499 4.32G 0.02953 0.01889 0.0186 71 640: 50%|##### | 20/40 [00:05<00:05, 3.77it/s] 21/499 4.32G 0.02943 0.01905 0.0184 78 640: 50%|##### | 20/40 [00:05<00:05, 3.77it/s] 21/499 4.32G 0.02943 0.01905 0.0184 78 640: 52%|#####2 | 21/40 [00:05<00:05, 3.77it/s] 21/499 4.32G 0.02945 0.01917 0.01824 77 640: 52%|#####2 | 21/40 [00:06<00:05, 3.77it/s] 21/499 4.32G 0.02945 0.01917 0.01824 77 640: 55%|#####5 | 22/40 [00:06<00:04, 3.62it/s] 21/499 4.32G 0.02931 0.01936 0.01798 97 640: 55%|#####5 | 22/40 [00:06<00:04, 3.62it/s] 21/499 4.32G 0.02931 0.01936 0.01798 97 640: 57%|#####7 | 23/40 [00:06<00:04, 3.76it/s] 21/499 4.32G 0.02913 0.01938 0.01789 82 640: 57%|#####7 | 23/40 [00:06<00:04, 3.76it/s] 21/499 4.32G 0.02913 0.01938 0.01789 82 640: 60%|###### | 24/40 [00:06<00:04, 3.77it/s] 21/499 4.32G 0.02908 0.01923 0.01775 64 640: 60%|###### | 24/40 [00:06<00:04, 3.77it/s] 21/499 4.32G 0.02908 0.01923 0.01775 64 640: 62%|######2 | 25/40 [00:06<00:04, 3.64it/s] 21/499 4.32G 0.02905 0.01928 0.01774 74 640: 62%|######2 | 25/40 [00:07<00:04, 3.64it/s] 21/499 4.32G 0.02905 0.01928 0.01774 74 640: 65%|######5 | 26/40 [00:07<00:03, 3.77it/s] 21/499 4.32G 0.02901 0.01927 0.01773 75 640: 65%|######5 | 26/40 [00:07<00:03, 3.77it/s] 21/499 4.32G 0.02901 0.01927 0.01773 75 640: 68%|######7 | 27/40 [00:07<00:03, 3.76it/s] 21/499 4.32G 0.02895 0.01926 0.01774 76 640: 68%|######7 | 27/40 [00:07<00:03, 3.76it/s] 21/499 4.32G 0.02895 0.01926 0.01774 76 640: 70%|####### | 28/40 [00:07<00:03, 3.61it/s] 21/499 4.32G 0.02885 0.01932 0.01761 91 640: 70%|####### | 28/40 [00:07<00:03, 3.61it/s] 21/499 4.32G 0.02885 0.01932 0.01761 91 640: 72%|#######2 | 29/40 [00:07<00:02, 3.71it/s] 21/499 4.32G 0.0288 0.0193 0.0176 77 640: 72%|#######2 | 29/40 [00:08<00:02, 3.71it/s] 21/499 4.32G 0.0288 0.0193 0.0176 77 640: 75%|#######5 | 30/40 [00:08<00:02, 3.77it/s] 21/499 4.32G 0.02865 0.01917 0.01735 69 640: 75%|#######5 | 30/40 [00:08<00:02, 3.77it/s] 21/499 4.32G 0.02865 0.01917 0.01735 69 640: 78%|#######7 | 31/40 [00:08<00:02, 3.60it/s] 21/499 4.32G 0.02863 0.01918 0.01726 76 640: 78%|#######7 | 31/40 [00:08<00:02, 3.60it/s] 21/499 4.32G 0.02863 0.01918 0.01726 76 640: 80%|######## | 32/40 [00:08<00:02, 3.74it/s] 21/499 4.32G 0.0286 0.01927 0.01724 86 640: 80%|######## | 32/40 [00:08<00:02, 3.74it/s] 21/499 4.32G 0.0286 0.01927 0.01724 86 640: 82%|########2 | 33/40 [00:08<00:01, 3.76it/s] 21/499 4.32G 0.02848 0.01929 0.01728 84 640: 82%|########2 | 33/40 [00:09<00:01, 3.76it/s] 21/499 4.32G 0.02848 0.01929 0.01728 84 640: 85%|########5 | 34/40 [00:09<00:01, 3.61it/s] 21/499 4.32G 0.02843 0.01923 0.01723 70 640: 85%|########5 | 34/40 [00:09<00:01, 3.61it/s] 21/499 4.32G 0.02843 0.01923 0.01723 70 640: 88%|########7 | 35/40 [00:09<00:01, 3.74it/s] 21/499 4.32G 0.02835 0.01923 0.01711 84 640: 88%|########7 | 35/40 [00:09<00:01, 3.74it/s] 21/499 4.32G 0.02835 0.01923 0.01711 84 640: 90%|######### | 36/40 [00:09<00:01, 3.75it/s] 21/499 4.32G 0.02833 0.01916 0.01728 59 640: 90%|######### | 36/40 [00:10<00:01, 3.75it/s] 21/499 4.32G 0.02833 0.01916 0.01728 59 640: 92%|#########2| 37/40 [00:10<00:00, 3.61it/s] 21/499 4.32G 0.0283 0.01919 0.01723 84 640: 92%|#########2| 37/40 [00:10<00:00, 3.61it/s] 21/499 4.32G 0.0283 0.01919 0.01723 84 640: 95%|#########5| 38/40 [00:10<00:00, 3.71it/s] 21/499 4.32G 0.02819 0.01906 0.01714 57 640: 95%|#########5| 38/40 [00:10<00:00, 3.71it/s] 21/499 4.32G 0.02819 0.01906 0.01714 57 640: 98%|#########7| 39/40 [00:10<00:00, 3.86it/s] 21/499 4.32G 0.02811 0.01894 0.01693 27 640: 98%|#########7| 39/40 [00:10<00:00, 3.86it/s] 21/499 4.32G 0.02811 0.01894 0.01693 27 640: 100%|##########| 40/40 [00:10<00:00, 4.12it/s] 21/499 4.32G 0.02811 0.01894 0.01693 27 640: 100%|##########| 40/40 [00:10<00:00, 3.72it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.51it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.61it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.27it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.04it/s] all 132 263 0.705 0.829 0.802 0.551 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 22/499 4.32G 0.03031 0.02092 0.01889 80 640: 0%| | 0/40 [00:00<?, ?it/s] 22/499 4.32G 0.03031 0.02092 0.01889 80 640: 2%|2 | 1/40 [00:00<00:11, 3.32it/s] 22/499 4.32G 0.02823 0.01977 0.01757 74 640: 2%|2 | 1/40 [00:00<00:11, 3.32it/s] 22/499 4.32G 0.02823 0.01977 0.01757 74 640: 5%|5 | 2/40 [00:00<00:10, 3.57it/s] 22/499 4.32G 0.02732 0.02002 0.01567 87 640: 5%|5 | 2/40 [00:00<00:10, 3.57it/s] 22/499 4.32G 0.02732 0.02002 0.01567 87 640: 8%|7 | 3/40 [00:00<00:10, 3.52it/s] 22/499 4.32G 0.02688 0.01889 0.01592 65 640: 8%|7 | 3/40 [00:01<00:10, 3.52it/s] 22/499 4.32G 0.02688 0.01889 0.01592 65 640: 10%|# | 4/40 [00:01<00:09, 3.67it/s] 22/499 4.32G 0.02692 0.01861 0.0154 69 640: 10%|# | 4/40 [00:01<00:09, 3.67it/s] 22/499 4.32G 0.02692 0.01861 0.0154 69 640: 12%|#2 | 5/40 [00:01<00:09, 3.71it/s] 22/499 4.32G 0.02738 0.01955 0.01765 85 640: 12%|#2 | 5/40 [00:01<00:09, 3.71it/s] 22/499 4.32G 0.02738 0.01955 0.01765 85 640: 15%|#5 | 6/40 [00:01<00:09, 3.59it/s] 22/499 4.32G 0.02701 0.01917 0.01768 68 640: 15%|#5 | 6/40 [00:01<00:09, 3.59it/s] 22/499 4.32G 0.02701 0.01917 0.01768 68 640: 18%|#7 | 7/40 [00:01<00:08, 3.71it/s] 22/499 4.32G 0.02697 0.01894 0.01786 67 640: 18%|#7 | 7/40 [00:02<00:08, 3.71it/s] 22/499 4.32G 0.02697 0.01894 0.01786 67 640: 20%|## | 8/40 [00:02<00:08, 3.69it/s] 22/499 4.32G 0.02719 0.019 0.01761 74 640: 20%|## | 8/40 [00:02<00:08, 3.69it/s] 22/499 4.32G 0.02719 0.019 0.01761 74 640: 22%|##2 | 9/40 [00:02<00:08, 3.64it/s] 22/499 4.32G 0.02747 0.01925 0.0173 76 640: 22%|##2 | 9/40 [00:02<00:08, 3.64it/s] 22/499 4.32G 0.02747 0.01925 0.0173 76 640: 25%|##5 | 10/40 [00:02<00:08, 3.74it/s] 22/499 4.32G 0.02756 0.01889 0.01786 54 640: 25%|##5 | 10/40 [00:02<00:08, 3.74it/s] 22/499 4.32G 0.02756 0.01889 0.01786 54 640: 28%|##7 | 11/40 [00:02<00:07, 3.74it/s] 22/499 4.32G 0.02747 0.01859 0.01736 61 640: 28%|##7 | 11/40 [00:03<00:07, 3.74it/s] 22/499 4.32G 0.02747 0.01859 0.01736 61 640: 30%|### | 12/40 [00:03<00:07, 3.64it/s] 22/499 4.32G 0.02764 0.01867 0.01709 72 640: 30%|### | 12/40 [00:03<00:07, 3.64it/s] 22/499 4.32G 0.02764 0.01867 0.01709 72 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 22/499 4.32G 0.02759 0.01852 0.0172 66 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 22/499 4.32G 0.02759 0.01852 0.0172 66 640: 35%|###5 | 14/40 [00:03<00:06, 3.73it/s] 22/499 4.32G 0.02748 0.01858 0.01715 71 640: 35%|###5 | 14/40 [00:04<00:06, 3.73it/s] 22/499 4.32G 0.02748 0.01858 0.01715 71 640: 38%|###7 | 15/40 [00:04<00:06, 3.61it/s] 22/499 4.32G 0.02751 0.01865 0.01721 78 640: 38%|###7 | 15/40 [00:04<00:06, 3.61it/s] 22/499 4.32G 0.02751 0.01865 0.01721 78 640: 40%|#### | 16/40 [00:04<00:06, 3.71it/s] 22/499 4.32G 0.0275 0.01864 0.017 77 640: 40%|#### | 16/40 [00:04<00:06, 3.71it/s] 22/499 4.32G 0.0275 0.01864 0.017 77 640: 42%|####2 | 17/40 [00:04<00:06, 3.73it/s] 22/499 4.32G 0.02738 0.01878 0.01665 92 640: 42%|####2 | 17/40 [00:04<00:06, 3.73it/s] 22/499 4.32G 0.02738 0.01878 0.01665 92 640: 45%|####5 | 18/40 [00:04<00:06, 3.63it/s] 22/499 4.32G 0.02736 0.0189 0.01642 78 640: 45%|####5 | 18/40 [00:05<00:06, 3.63it/s] 22/499 4.32G 0.02736 0.0189 0.01642 78 640: 48%|####7 | 19/40 [00:05<00:05, 3.73it/s] 22/499 4.32G 0.02736 0.01891 0.01628 74 640: 48%|####7 | 19/40 [00:05<00:05, 3.73it/s] 22/499 4.32G 0.02736 0.01891 0.01628 74 640: 50%|##### | 20/40 [00:05<00:05, 3.74it/s] 22/499 4.32G 0.02743 0.01886 0.01599 67 640: 50%|##### | 20/40 [00:05<00:05, 3.74it/s] 22/499 4.32G 0.02743 0.01886 0.01599 67 640: 52%|#####2 | 21/40 [00:05<00:05, 3.65it/s] 22/499 4.32G 0.0274 0.0189 0.01593 83 640: 52%|#####2 | 21/40 [00:05<00:05, 3.65it/s] 22/499 4.32G 0.0274 0.0189 0.01593 83 640: 55%|#####5 | 22/40 [00:05<00:04, 3.71it/s] 22/499 4.32G 0.02756 0.01897 0.0157 71 640: 55%|#####5 | 22/40 [00:06<00:04, 3.71it/s] 22/499 4.32G 0.02756 0.01897 0.0157 71 640: 57%|#####7 | 23/40 [00:06<00:04, 3.73it/s] 22/499 4.32G 0.02744 0.01888 0.0159 67 640: 57%|#####7 | 23/40 [00:06<00:04, 3.73it/s] 22/499 4.32G 0.02744 0.01888 0.0159 67 640: 60%|###### | 24/40 [00:06<00:04, 3.63it/s] 22/499 4.32G 0.02751 0.01887 0.01602 65 640: 60%|###### | 24/40 [00:06<00:04, 3.63it/s] 22/499 4.32G 0.02751 0.01887 0.01602 65 640: 62%|######2 | 25/40 [00:06<00:04, 3.73it/s] 22/499 4.32G 0.02752 0.01877 0.01607 65 640: 62%|######2 | 25/40 [00:07<00:04, 3.73it/s] 22/499 4.32G 0.02752 0.01877 0.01607 65 640: 65%|######5 | 26/40 [00:07<00:03, 3.74it/s] 22/499 4.32G 0.02757 0.01899 0.01605 98 640: 65%|######5 | 26/40 [00:07<00:03, 3.74it/s] 22/499 4.32G 0.02757 0.01899 0.01605 98 640: 68%|######7 | 27/40 [00:07<00:03, 3.64it/s] 22/499 4.32G 0.0275 0.01889 0.01608 67 640: 68%|######7 | 27/40 [00:07<00:03, 3.64it/s] 22/499 4.32G 0.0275 0.01889 0.01608 67 640: 70%|####### | 28/40 [00:07<00:03, 3.74it/s] 22/499 4.32G 0.02759 0.01882 0.0161 61 640: 70%|####### | 28/40 [00:07<00:03, 3.74it/s] 22/499 4.32G 0.02759 0.01882 0.0161 61 640: 72%|#######2 | 29/40 [00:07<00:02, 3.75it/s] 22/499 4.32G 0.02755 0.01877 0.01604 68 640: 72%|#######2 | 29/40 [00:08<00:02, 3.75it/s] 22/499 4.32G 0.02755 0.01877 0.01604 68 640: 75%|#######5 | 30/40 [00:08<00:02, 3.62it/s] 22/499 4.32G 0.02758 0.01858 0.01618 47 640: 75%|#######5 | 30/40 [00:08<00:02, 3.62it/s] 22/499 4.32G 0.02758 0.01858 0.01618 47 640: 78%|#######7 | 31/40 [00:08<00:02, 3.75it/s] 22/499 4.32G 0.02759 0.01864 0.0163 78 640: 78%|#######7 | 31/40 [00:08<00:02, 3.75it/s] 22/499 4.32G 0.02759 0.01864 0.0163 78 640: 80%|######## | 32/40 [00:08<00:02, 3.75it/s] 22/499 4.32G 0.02758 0.01864 0.01641 74 640: 80%|######## | 32/40 [00:08<00:02, 3.75it/s] 22/499 4.32G 0.02758 0.01864 0.01641 74 640: 82%|########2 | 33/40 [00:08<00:01, 3.64it/s] 22/499 4.32G 0.02763 0.01874 0.01652 75 640: 82%|########2 | 33/40 [00:09<00:01, 3.64it/s] 22/499 4.32G 0.02763 0.01874 0.01652 75 640: 85%|########5 | 34/40 [00:09<00:01, 3.72it/s] 22/499 4.32G 0.0276 0.01876 0.01655 76 640: 85%|########5 | 34/40 [00:09<00:01, 3.72it/s] 22/499 4.32G 0.0276 0.01876 0.01655 76 640: 88%|########7 | 35/40 [00:09<00:01, 3.74it/s] 22/499 4.32G 0.02753 0.01875 0.01661 76 640: 88%|########7 | 35/40 [00:09<00:01, 3.74it/s] 22/499 4.32G 0.02753 0.01875 0.01661 76 640: 90%|######### | 36/40 [00:09<00:01, 3.68it/s] 22/499 4.32G 0.02748 0.01876 0.01659 81 640: 90%|######### | 36/40 [00:10<00:01, 3.68it/s] 22/499 4.32G 0.02748 0.01876 0.01659 81 640: 92%|#########2| 37/40 [00:10<00:00, 3.82it/s] 22/499 4.32G 0.02742 0.01879 0.01648 81 640: 92%|#########2| 37/40 [00:10<00:00, 3.82it/s] 22/499 4.32G 0.02742 0.01879 0.01648 81 640: 95%|#########5| 38/40 [00:10<00:00, 4.16it/s] 22/499 4.32G 0.02751 0.01882 0.01642 80 640: 95%|#########5| 38/40 [00:10<00:00, 4.16it/s] 22/499 4.32G 0.02751 0.01882 0.01642 80 640: 98%|#########7| 39/40 [00:10<00:00, 4.33it/s] 22/499 4.32G 0.02753 0.01888 0.01647 41 640: 98%|#########7| 39/40 [00:10<00:00, 4.33it/s] 22/499 4.32G 0.02753 0.01888 0.01647 41 640: 100%|##########| 40/40 [00:10<00:00, 4.68it/s] 22/499 4.32G 0.02753 0.01888 0.01647 41 640: 100%|##########| 40/40 [00:10<00:00, 3.78it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.57it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.70it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 3.15it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 4.12it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.54it/s] all 132 263 0.666 0.707 0.728 0.472 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 23/499 4.32G 0.02593 0.01423 0.01839 55 640: 0%| | 0/40 [00:00<?, ?it/s] 23/499 4.32G 0.02593 0.01423 0.01839 55 640: 2%|2 | 1/40 [00:00<00:10, 3.69it/s] 23/499 4.32G 0.0248 0.01619 0.01744 77 640: 2%|2 | 1/40 [00:00<00:10, 3.69it/s] 23/499 4.32G 0.0248 0.01619 0.01744 77 640: 5%|5 | 2/40 [00:00<00:11, 3.45it/s] 23/499 4.32G 0.02618 0.01779 0.01636 79 640: 5%|5 | 2/40 [00:00<00:11, 3.45it/s] 23/499 4.32G 0.02618 0.01779 0.01636 79 640: 8%|7 | 3/40 [00:00<00:09, 3.71it/s] 23/499 4.32G 0.02691 0.01689 0.01679 52 640: 8%|7 | 3/40 [00:01<00:09, 3.71it/s] 23/499 4.32G 0.02691 0.01689 0.01679 52 640: 10%|# | 4/40 [00:01<00:09, 3.74it/s] 23/499 4.32G 0.02734 0.01835 0.01683 98 640: 10%|# | 4/40 [00:01<00:09, 3.74it/s] 23/499 4.32G 0.02734 0.01835 0.01683 98 640: 12%|#2 | 5/40 [00:01<00:09, 3.58it/s] 23/499 4.32G 0.02678 0.01852 0.01673 76 640: 12%|#2 | 5/40 [00:01<00:09, 3.58it/s] 23/499 4.32G 0.02678 0.01852 0.01673 76 640: 15%|#5 | 6/40 [00:01<00:09, 3.74it/s] 23/499 4.32G 0.02704 0.01868 0.01617 67 640: 15%|#5 | 6/40 [00:01<00:09, 3.74it/s] 23/499 4.32G 0.02704 0.01868 0.01617 67 640: 18%|#7 | 7/40 [00:01<00:08, 3.75it/s] 23/499 4.32G 0.02703 0.01856 0.01624 61 640: 18%|#7 | 7/40 [00:02<00:08, 3.75it/s] 23/499 4.32G 0.02703 0.01856 0.01624 61 640: 20%|## | 8/40 [00:02<00:08, 3.59it/s] 23/499 4.32G 0.0265 0.01795 0.01665 57 640: 20%|## | 8/40 [00:02<00:08, 3.59it/s] 23/499 4.32G 0.0265 0.01795 0.01665 57 640: 22%|##2 | 9/40 [00:02<00:08, 3.74it/s] 23/499 4.32G 0.02664 0.01805 0.01654 78 640: 22%|##2 | 9/40 [00:02<00:08, 3.74it/s] 23/499 4.32G 0.02664 0.01805 0.01654 78 640: 25%|##5 | 10/40 [00:02<00:08, 3.75it/s] 23/499 4.32G 0.02682 0.01844 0.01679 86 640: 25%|##5 | 10/40 [00:03<00:08, 3.75it/s] 23/499 4.32G 0.02682 0.01844 0.01679 86 640: 28%|##7 | 11/40 [00:03<00:08, 3.61it/s] 23/499 4.32G 0.02699 0.01845 0.01707 73 640: 28%|##7 | 11/40 [00:03<00:08, 3.61it/s] 23/499 4.32G 0.02699 0.01845 0.01707 73 640: 30%|### | 12/40 [00:03<00:07, 3.74it/s] 23/499 4.32G 0.02717 0.01831 0.01723 62 640: 30%|### | 12/40 [00:03<00:07, 3.74it/s] 23/499 4.32G 0.02717 0.01831 0.01723 62 640: 32%|###2 | 13/40 [00:03<00:07, 3.74it/s] 23/499 4.32G 0.02717 0.01843 0.01704 79 640: 32%|###2 | 13/40 [00:03<00:07, 3.74it/s] 23/499 4.32G 0.02717 0.01843 0.01704 79 640: 35%|###5 | 14/40 [00:03<00:07, 3.59it/s] 23/499 4.32G 0.02712 0.01851 0.01688 79 640: 35%|###5 | 14/40 [00:04<00:07, 3.59it/s] 23/499 4.32G 0.02712 0.01851 0.01688 79 640: 38%|###7 | 15/40 [00:04<00:06, 3.63it/s] 23/499 4.32G 0.02675 0.0185 0.01675 77 640: 38%|###7 | 15/40 [00:04<00:06, 3.63it/s] 23/499 4.32G 0.02675 0.0185 0.01675 77 640: 40%|#### | 16/40 [00:04<00:06, 3.64it/s] 23/499 4.32G 0.02679 0.01885 0.01672 93 640: 40%|#### | 16/40 [00:04<00:06, 3.64it/s] 23/499 4.32G 0.02679 0.01885 0.01672 93 640: 42%|####2 | 17/40 [00:04<00:06, 3.53it/s] 23/499 4.32G 0.02683 0.01899 0.01675 83 640: 42%|####2 | 17/40 [00:04<00:06, 3.53it/s] 23/499 4.32G 0.02683 0.01899 0.01675 83 640: 45%|####5 | 18/40 [00:04<00:05, 3.67it/s] 23/499 4.32G 0.02684 0.0188 0.0166 64 640: 45%|####5 | 18/40 [00:05<00:05, 3.67it/s] 23/499 4.32G 0.02684 0.0188 0.0166 64 640: 48%|####7 | 19/40 [00:05<00:05, 3.68it/s] 23/499 4.32G 0.02683 0.01877 0.01667 72 640: 48%|####7 | 19/40 [00:05<00:05, 3.68it/s] 23/499 4.32G 0.02683 0.01877 0.01667 72 640: 50%|##### | 20/40 [00:05<00:05, 3.57it/s] 23/499 4.32G 0.02686 0.01878 0.01673 70 640: 50%|##### | 20/40 [00:05<00:05, 3.57it/s] 23/499 4.32G 0.02686 0.01878 0.01673 70 640: 52%|#####2 | 21/40 [00:05<00:05, 3.49it/s] 23/499 4.32G 0.02686 0.01882 0.01668 79 640: 52%|#####2 | 21/40 [00:06<00:05, 3.49it/s] 23/499 4.32G 0.02686 0.01882 0.01668 79 640: 55%|#####5 | 22/40 [00:06<00:04, 3.70it/s] 23/499 4.32G 0.027 0.01897 0.01668 83 640: 55%|#####5 | 22/40 [00:06<00:04, 3.70it/s] 23/499 4.32G 0.027 0.01897 0.01668 83 640: 57%|#####7 | 23/40 [00:06<00:04, 3.58it/s] 23/499 4.32G 0.02693 0.01904 0.01652 83 640: 57%|#####7 | 23/40 [00:06<00:04, 3.58it/s] 23/499 4.32G 0.02693 0.01904 0.01652 83 640: 60%|###### | 24/40 [00:06<00:04, 3.72it/s] 23/499 4.32G 0.02692 0.01908 0.01638 74 640: 60%|###### | 24/40 [00:06<00:04, 3.72it/s] 23/499 4.32G 0.02692 0.01908 0.01638 74 640: 62%|######2 | 25/40 [00:06<00:04, 3.74it/s] 23/499 4.32G 0.02689 0.01896 0.01675 66 640: 62%|######2 | 25/40 [00:07<00:04, 3.74it/s] 23/499 4.32G 0.02689 0.01896 0.01675 66 640: 65%|######5 | 26/40 [00:07<00:03, 3.63it/s] 23/499 4.32G 0.02686 0.01901 0.01676 87 640: 65%|######5 | 26/40 [00:07<00:03, 3.63it/s] 23/499 4.32G 0.02686 0.01901 0.01676 87 640: 68%|######7 | 27/40 [00:07<00:03, 3.74it/s] 23/499 4.32G 0.02687 0.01909 0.01677 81 640: 68%|######7 | 27/40 [00:07<00:03, 3.74it/s] 23/499 4.32G 0.02687 0.01909 0.01677 81 640: 70%|####### | 28/40 [00:07<00:03, 3.75it/s] 23/499 4.32G 0.02686 0.01913 0.01666 87 640: 70%|####### | 28/40 [00:07<00:03, 3.75it/s] 23/499 4.32G 0.02686 0.01913 0.01666 87 640: 72%|#######2 | 29/40 [00:07<00:03, 3.60it/s] 23/499 4.32G 0.02695 0.01923 0.01662 86 640: 72%|#######2 | 29/40 [00:08<00:03, 3.60it/s] 23/499 4.32G 0.02695 0.01923 0.01662 86 640: 75%|#######5 | 30/40 [00:08<00:02, 3.74it/s] 23/499 4.32G 0.02693 0.01906 0.01659 55 640: 75%|#######5 | 30/40 [00:08<00:02, 3.74it/s] 23/499 4.32G 0.02693 0.01906 0.01659 55 640: 78%|#######7 | 31/40 [00:08<00:02, 3.75it/s] 23/499 4.32G 0.02684 0.01899 0.01661 69 640: 78%|#######7 | 31/40 [00:08<00:02, 3.75it/s] 23/499 4.32G 0.02684 0.01899 0.01661 69 640: 80%|######## | 32/40 [00:08<00:02, 3.61it/s] 23/499 4.32G 0.02684 0.01896 0.0167 73 640: 80%|######## | 32/40 [00:08<00:02, 3.61it/s] 23/499 4.32G 0.02684 0.01896 0.0167 73 640: 82%|########2 | 33/40 [00:08<00:01, 3.75it/s] 23/499 4.32G 0.0268 0.01894 0.01666 65 640: 82%|########2 | 33/40 [00:09<00:01, 3.75it/s] 23/499 4.32G 0.0268 0.01894 0.01666 65 640: 85%|########5 | 34/40 [00:09<00:01, 3.76it/s] 23/499 4.32G 0.02675 0.01886 0.01664 70 640: 85%|########5 | 34/40 [00:09<00:01, 3.76it/s] 23/499 4.32G 0.02675 0.01886 0.01664 70 640: 88%|########7 | 35/40 [00:09<00:01, 3.60it/s] 23/499 4.32G 0.02669 0.01874 0.0165 59 640: 88%|########7 | 35/40 [00:09<00:01, 3.60it/s] 23/499 4.32G 0.02669 0.01874 0.0165 59 640: 90%|######### | 36/40 [00:09<00:01, 3.73it/s] 23/499 4.32G 0.02673 0.01892 0.01645 97 640: 90%|######### | 36/40 [00:10<00:01, 3.73it/s] 23/499 4.32G 0.02673 0.01892 0.01645 97 640: 92%|#########2| 37/40 [00:10<00:00, 3.75it/s] 23/499 4.32G 0.0267 0.01895 0.01635 83 640: 92%|#########2| 37/40 [00:10<00:00, 3.75it/s] 23/499 4.32G 0.0267 0.01895 0.01635 83 640: 95%|#########5| 38/40 [00:10<00:00, 3.65it/s] 23/499 4.32G 0.02667 0.01894 0.01623 75 640: 95%|#########5| 38/40 [00:10<00:00, 3.65it/s] 23/499 4.32G 0.02667 0.01894 0.01623 75 640: 98%|#########7| 39/40 [00:10<00:00, 3.88it/s] 23/499 4.32G 0.02663 0.01893 0.01615 37 640: 98%|#########7| 39/40 [00:10<00:00, 3.88it/s] 23/499 4.32G 0.02663 0.01893 0.01615 37 640: 100%|##########| 40/40 [00:10<00:00, 4.25it/s] 23/499 4.32G 0.02663 0.01893 0.01615 37 640: 100%|##########| 40/40 [00:10<00:00, 3.72it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.59it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.69it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 3.03it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.42it/s] all 132 263 0.582 0.589 0.631 0.428 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 24/499 4.32G 0.0285 0.02004 0.01889 79 640: 0%| | 0/40 [00:00<?, ?it/s] 24/499 4.32G 0.0285 0.02004 0.01889 79 640: 2%|2 | 1/40 [00:00<00:11, 3.41it/s] 24/499 4.32G 0.02873 0.02051 0.01741 77 640: 2%|2 | 1/40 [00:00<00:11, 3.41it/s] 24/499 4.32G 0.02873 0.02051 0.01741 77 640: 5%|5 | 2/40 [00:00<00:09, 3.80it/s] 24/499 4.32G 0.02854 0.01964 0.01578 73 640: 5%|5 | 2/40 [00:00<00:09, 3.80it/s] 24/499 4.32G 0.02854 0.01964 0.01578 73 640: 8%|7 | 3/40 [00:00<00:10, 3.65it/s] 24/499 4.32G 0.02896 0.01898 0.01476 65 640: 8%|7 | 3/40 [00:01<00:10, 3.65it/s] 24/499 4.32G 0.02896 0.01898 0.01476 65 640: 10%|# | 4/40 [00:01<00:10, 3.48it/s] 24/499 4.32G 0.02859 0.01859 0.01423 62 640: 10%|# | 4/40 [00:01<00:10, 3.48it/s] 24/499 4.32G 0.02859 0.01859 0.01423 62 640: 12%|#2 | 5/40 [00:01<00:09, 3.68it/s] 24/499 4.32G 0.02857 0.01898 0.01385 82 640: 12%|#2 | 5/40 [00:01<00:09, 3.68it/s] 24/499 4.32G 0.02857 0.01898 0.01385 82 640: 15%|#5 | 6/40 [00:01<00:09, 3.72it/s] 24/499 4.32G 0.0289 0.01903 0.01362 75 640: 15%|#5 | 6/40 [00:01<00:09, 3.72it/s] 24/499 4.32G 0.0289 0.01903 0.01362 75 640: 18%|#7 | 7/40 [00:01<00:09, 3.57it/s] 24/499 4.32G 0.02853 0.01913 0.01405 77 640: 18%|#7 | 7/40 [00:02<00:09, 3.57it/s] 24/499 4.32G 0.02853 0.01913 0.01405 77 640: 20%|## | 8/40 [00:02<00:08, 3.73it/s] 24/499 4.32G 0.02823 0.01926 0.01453 87 640: 20%|## | 8/40 [00:02<00:08, 3.73it/s] 24/499 4.32G 0.02823 0.01926 0.01453 87 640: 22%|##2 | 9/40 [00:02<00:08, 3.74it/s] 24/499 4.32G 0.02811 0.01891 0.01461 70 640: 22%|##2 | 9/40 [00:02<00:08, 3.74it/s] 24/499 4.32G 0.02811 0.01891 0.01461 70 640: 25%|##5 | 10/40 [00:02<00:08, 3.59it/s] 24/499 4.32G 0.0278 0.019 0.01476 80 640: 25%|##5 | 10/40 [00:02<00:08, 3.59it/s] 24/499 4.32G 0.0278 0.019 0.01476 80 640: 28%|##7 | 11/40 [00:02<00:07, 3.74it/s] 24/499 4.32G 0.02764 0.01888 0.0147 73 640: 28%|##7 | 11/40 [00:03<00:07, 3.74it/s] 24/499 4.32G 0.02764 0.01888 0.0147 73 640: 30%|### | 12/40 [00:03<00:07, 3.72it/s] 24/499 4.32G 0.02752 0.01913 0.01432 87 640: 30%|### | 12/40 [00:03<00:07, 3.72it/s] 24/499 4.32G 0.02752 0.01913 0.01432 87 640: 32%|###2 | 13/40 [00:03<00:07, 3.59it/s] 24/499 4.32G 0.02743 0.01909 0.01397 85 640: 32%|###2 | 13/40 [00:03<00:07, 3.59it/s] 24/499 4.32G 0.02743 0.01909 0.01397 85 640: 35%|###5 | 14/40 [00:03<00:07, 3.61it/s] 24/499 4.32G 0.02729 0.01909 0.01374 84 640: 35%|###5 | 14/40 [00:04<00:07, 3.61it/s] 24/499 4.32G 0.02729 0.01909 0.01374 84 640: 38%|###7 | 15/40 [00:04<00:06, 3.64it/s] 24/499 4.32G 0.02736 0.01929 0.01371 85 640: 38%|###7 | 15/40 [00:04<00:06, 3.64it/s] 24/499 4.32G 0.02736 0.01929 0.01371 85 640: 40%|#### | 16/40 [00:04<00:06, 3.59it/s] 24/499 4.32G 0.02738 0.01916 0.01378 68 640: 40%|#### | 16/40 [00:04<00:06, 3.59it/s] 24/499 4.32G 0.02738 0.01916 0.01378 68 640: 42%|####2 | 17/40 [00:04<00:06, 3.70it/s] 24/499 4.32G 0.0273 0.01927 0.01379 86 640: 42%|####2 | 17/40 [00:04<00:06, 3.70it/s] 24/499 4.32G 0.0273 0.01927 0.01379 86 640: 45%|####5 | 18/40 [00:04<00:05, 3.72it/s] 24/499 4.32G 0.02727 0.0194 0.01361 84 640: 45%|####5 | 18/40 [00:05<00:05, 3.72it/s] 24/499 4.32G 0.02727 0.0194 0.01361 84 640: 48%|####7 | 19/40 [00:05<00:05, 3.59it/s] 24/499 4.32G 0.02723 0.01956 0.01364 89 640: 48%|####7 | 19/40 [00:05<00:05, 3.59it/s] 24/499 4.32G 0.02723 0.01956 0.01364 89 640: 50%|##### | 20/40 [00:05<00:05, 3.72it/s] 24/499 4.32G 0.02722 0.01958 0.01355 81 640: 50%|##### | 20/40 [00:05<00:05, 3.72it/s] 24/499 4.32G 0.02722 0.01958 0.01355 81 640: 52%|#####2 | 21/40 [00:05<00:05, 3.73it/s] 24/499 4.32G 0.02742 0.01944 0.01389 62 640: 52%|#####2 | 21/40 [00:06<00:05, 3.73it/s] 24/499 4.32G 0.02742 0.01944 0.01389 62 640: 55%|#####5 | 22/40 [00:06<00:05, 3.60it/s] 24/499 4.32G 0.02734 0.01946 0.01383 88 640: 55%|#####5 | 22/40 [00:06<00:05, 3.60it/s] 24/499 4.32G 0.02734 0.01946 0.01383 88 640: 57%|#####7 | 23/40 [00:06<00:04, 3.72it/s] 24/499 4.32G 0.02731 0.01937 0.01384 69 640: 57%|#####7 | 23/40 [00:06<00:04, 3.72it/s] 24/499 4.32G 0.02731 0.01937 0.01384 69 640: 60%|###### | 24/40 [00:06<00:04, 3.74it/s] 24/499 4.32G 0.02729 0.01946 0.01389 93 640: 60%|###### | 24/40 [00:06<00:04, 3.74it/s] 24/499 4.32G 0.02729 0.01946 0.01389 93 640: 62%|######2 | 25/40 [00:06<00:04, 3.45it/s] 24/499 4.32G 0.02725 0.01931 0.01399 61 640: 62%|######2 | 25/40 [00:07<00:04, 3.45it/s] 24/499 4.32G 0.02725 0.01931 0.01399 61 640: 65%|######5 | 26/40 [00:07<00:03, 3.62it/s] 24/499 4.32G 0.02733 0.0193 0.01404 81 640: 65%|######5 | 26/40 [00:07<00:03, 3.62it/s] 24/499 4.32G 0.02733 0.0193 0.01404 81 640: 68%|######7 | 27/40 [00:07<00:03, 3.63it/s] 24/499 4.32G 0.02726 0.01916 0.01396 62 640: 68%|######7 | 27/40 [00:07<00:03, 3.63it/s] 24/499 4.32G 0.02726 0.01916 0.01396 62 640: 70%|####### | 28/40 [00:07<00:03, 3.55it/s] 24/499 4.32G 0.02718 0.01917 0.01397 79 640: 70%|####### | 28/40 [00:07<00:03, 3.55it/s] 24/499 4.32G 0.02718 0.01917 0.01397 79 640: 72%|#######2 | 29/40 [00:07<00:02, 3.68it/s] 24/499 4.32G 0.02715 0.01914 0.01392 67 640: 72%|#######2 | 29/40 [00:08<00:02, 3.68it/s] 24/499 4.32G 0.02715 0.01914 0.01392 67 640: 75%|#######5 | 30/40 [00:08<00:02, 3.69it/s] 24/499 4.32G 0.02716 0.01922 0.01415 87 640: 75%|#######5 | 30/40 [00:08<00:02, 3.69it/s] 24/499 4.32G 0.02716 0.01922 0.01415 87 640: 78%|#######7 | 31/40 [00:08<00:02, 3.56it/s] 24/499 4.32G 0.02719 0.01921 0.01411 79 640: 78%|#######7 | 31/40 [00:08<00:02, 3.56it/s] 24/499 4.32G 0.02719 0.01921 0.01411 79 640: 80%|######## | 32/40 [00:08<00:02, 3.71it/s] 24/499 4.32G 0.02718 0.01922 0.01419 75 640: 80%|######## | 32/40 [00:09<00:02, 3.71it/s] 24/499 4.32G 0.02718 0.01922 0.01419 75 640: 82%|########2 | 33/40 [00:09<00:01, 3.73it/s] 24/499 4.32G 0.02719 0.01908 0.01435 62 640: 82%|########2 | 33/40 [00:09<00:01, 3.73it/s] 24/499 4.32G 0.02719 0.01908 0.01435 62 640: 85%|########5 | 34/40 [00:09<00:01, 3.58it/s] 24/499 4.32G 0.02726 0.01907 0.01437 66 640: 85%|########5 | 34/40 [00:09<00:01, 3.58it/s] 24/499 4.32G 0.02726 0.01907 0.01437 66 640: 88%|########7 | 35/40 [00:09<00:01, 3.72it/s] 24/499 4.32G 0.02728 0.01906 0.0143 70 640: 88%|########7 | 35/40 [00:09<00:01, 3.72it/s] 24/499 4.32G 0.02728 0.01906 0.0143 70 640: 90%|######### | 36/40 [00:09<00:01, 3.74it/s] 24/499 4.32G 0.02721 0.01905 0.01433 75 640: 90%|######### | 36/40 [00:10<00:01, 3.74it/s] 24/499 4.32G 0.02721 0.01905 0.01433 75 640: 92%|#########2| 37/40 [00:10<00:00, 3.62it/s] 24/499 4.32G 0.02713 0.01889 0.01429 56 640: 92%|#########2| 37/40 [00:10<00:00, 3.62it/s] 24/499 4.32G 0.02713 0.01889 0.01429 56 640: 95%|#########5| 38/40 [00:10<00:00, 3.77it/s] 24/499 4.32G 0.02703 0.01867 0.01443 40 640: 95%|#########5| 38/40 [00:10<00:00, 3.77it/s] 24/499 4.32G 0.02703 0.01867 0.01443 40 640: 98%|#########7| 39/40 [00:10<00:00, 3.90it/s] 24/499 4.32G 0.02697 0.01875 0.01458 46 640: 98%|#########7| 39/40 [00:10<00:00, 3.90it/s] 24/499 4.32G 0.02697 0.01875 0.01458 46 640: 100%|##########| 40/40 [00:10<00:00, 4.14it/s] 24/499 4.32G 0.02697 0.01875 0.01458 46 640: 100%|##########| 40/40 [00:10<00:00, 3.70it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.54it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.71it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 3.07it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.37it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.14it/s] all 132 263 0.852 0.678 0.78 0.497 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 25/499 4.32G 0.02872 0.01736 0.015 74 640: 0%| | 0/40 [00:00<?, ?it/s] 25/499 4.32G 0.02872 0.01736 0.015 74 640: 2%|2 | 1/40 [00:00<00:08, 4.47it/s] 25/499 4.32G 0.02766 0.01861 0.01557 85 640: 2%|2 | 1/40 [00:00<00:08, 4.47it/s] 25/499 4.32G 0.02766 0.01861 0.01557 85 640: 5%|5 | 2/40 [00:00<00:09, 3.97it/s] 25/499 4.32G 0.02767 0.01857 0.01508 77 640: 5%|5 | 2/40 [00:00<00:09, 3.97it/s] 25/499 4.32G 0.02767 0.01857 0.01508 77 640: 8%|7 | 3/40 [00:00<00:09, 3.75it/s] 25/499 4.32G 0.02733 0.01834 0.01538 71 640: 8%|7 | 3/40 [00:01<00:09, 3.75it/s] 25/499 4.32G 0.02733 0.01834 0.01538 71 640: 10%|# | 4/40 [00:01<00:09, 3.86it/s] 25/499 4.32G 0.02646 0.01784 0.01436 74 640: 10%|# | 4/40 [00:01<00:09, 3.86it/s] 25/499 4.32G 0.02646 0.01784 0.01436 74 640: 12%|#2 | 5/40 [00:01<00:09, 3.78it/s] 25/499 4.32G 0.02633 0.01784 0.0146 66 640: 12%|#2 | 5/40 [00:01<00:09, 3.78it/s] 25/499 4.32G 0.02633 0.01784 0.0146 66 640: 15%|#5 | 6/40 [00:01<00:09, 3.63it/s] 25/499 4.32G 0.02638 0.01756 0.01461 63 640: 15%|#5 | 6/40 [00:01<00:09, 3.63it/s] 25/499 4.32G 0.02638 0.01756 0.01461 63 640: 18%|#7 | 7/40 [00:01<00:08, 3.78it/s] 25/499 4.32G 0.02613 0.01807 0.01381 94 640: 18%|#7 | 7/40 [00:02<00:08, 3.78it/s] 25/499 4.32G 0.02613 0.01807 0.01381 94 640: 20%|## | 8/40 [00:02<00:08, 3.74it/s] 25/499 4.32G 0.02617 0.01825 0.01342 81 640: 20%|## | 8/40 [00:02<00:08, 3.74it/s] 25/499 4.32G 0.02617 0.01825 0.01342 81 640: 22%|##2 | 9/40 [00:02<00:08, 3.63it/s] 25/499 4.32G 0.0262 0.01801 0.01315 63 640: 22%|##2 | 9/40 [00:02<00:08, 3.63it/s] 25/499 4.32G 0.0262 0.01801 0.01315 63 640: 25%|##5 | 10/40 [00:02<00:07, 3.75it/s] 25/499 4.32G 0.02619 0.01788 0.01399 70 640: 25%|##5 | 10/40 [00:02<00:07, 3.75it/s] 25/499 4.32G 0.02619 0.01788 0.01399 70 640: 28%|##7 | 11/40 [00:02<00:07, 3.73it/s] 25/499 4.32G 0.02614 0.018 0.01363 79 640: 28%|##7 | 11/40 [00:03<00:07, 3.73it/s] 25/499 4.32G 0.02614 0.018 0.01363 79 640: 30%|### | 12/40 [00:03<00:07, 3.66it/s] 25/499 4.32G 0.026 0.01796 0.01324 74 640: 30%|### | 12/40 [00:03<00:07, 3.66it/s] 25/499 4.32G 0.026 0.01796 0.01324 74 640: 32%|###2 | 13/40 [00:03<00:07, 3.75it/s] 25/499 4.32G 0.02591 0.01792 0.01337 77 640: 32%|###2 | 13/40 [00:03<00:07, 3.75it/s] 25/499 4.32G 0.02591 0.01792 0.01337 77 640: 35%|###5 | 14/40 [00:03<00:07, 3.71it/s] 25/499 4.32G 0.02594 0.01785 0.01357 69 640: 35%|###5 | 14/40 [00:04<00:07, 3.71it/s] 25/499 4.32G 0.02594 0.01785 0.01357 69 640: 38%|###7 | 15/40 [00:04<00:06, 3.62it/s] 25/499 4.32G 0.02581 0.01802 0.01353 91 640: 38%|###7 | 15/40 [00:04<00:06, 3.62it/s] 25/499 4.32G 0.02581 0.01802 0.01353 91 640: 40%|#### | 16/40 [00:04<00:06, 3.74it/s] 25/499 4.32G 0.02576 0.01796 0.01339 71 640: 40%|#### | 16/40 [00:04<00:06, 3.74it/s] 25/499 4.32G 0.02576 0.01796 0.01339 71 640: 42%|####2 | 17/40 [00:04<00:06, 3.72it/s] 25/499 4.32G 0.02576 0.0179 0.01408 67 640: 42%|####2 | 17/40 [00:04<00:06, 3.72it/s] 25/499 4.32G 0.02576 0.0179 0.01408 67 640: 45%|####5 | 18/40 [00:04<00:06, 3.60it/s] 25/499 4.32G 0.02574 0.01806 0.01413 88 640: 45%|####5 | 18/40 [00:05<00:06, 3.60it/s] 25/499 4.32G 0.02574 0.01806 0.01413 88 640: 48%|####7 | 19/40 [00:05<00:05, 3.74it/s] 25/499 4.32G 0.02566 0.01782 0.01408 59 640: 48%|####7 | 19/40 [00:05<00:05, 3.74it/s] 25/499 4.32G 0.02566 0.01782 0.01408 59 640: 50%|##### | 20/40 [00:05<00:05, 3.72it/s] 25/499 4.32G 0.02557 0.01791 0.01385 80 640: 50%|##### | 20/40 [00:05<00:05, 3.72it/s] 25/499 4.32G 0.02557 0.01791 0.01385 80 640: 52%|#####2 | 21/40 [00:05<00:05, 3.61it/s] 25/499 4.32G 0.02548 0.01787 0.01382 71 640: 52%|#####2 | 21/40 [00:05<00:05, 3.61it/s] 25/499 4.32G 0.02548 0.01787 0.01382 71 640: 55%|#####5 | 22/40 [00:05<00:04, 3.74it/s] 25/499 4.32G 0.02542 0.01771 0.01391 61 640: 55%|#####5 | 22/40 [00:06<00:04, 3.74it/s] 25/499 4.32G 0.02542 0.01771 0.01391 61 640: 57%|#####7 | 23/40 [00:06<00:04, 3.72it/s] 25/499 4.32G 0.02536 0.01774 0.01391 73 640: 57%|#####7 | 23/40 [00:06<00:04, 3.72it/s] 25/499 4.32G 0.02536 0.01774 0.01391 73 640: 60%|###### | 24/40 [00:06<00:04, 3.60it/s] 25/499 4.32G 0.02539 0.01777 0.0139 76 640: 60%|###### | 24/40 [00:06<00:04, 3.60it/s] 25/499 4.32G 0.02539 0.01777 0.0139 76 640: 62%|######2 | 25/40 [00:06<00:04, 3.73it/s] 25/499 4.32G 0.02537 0.01763 0.01379 59 640: 62%|######2 | 25/40 [00:06<00:04, 3.73it/s] 25/499 4.32G 0.02537 0.01763 0.01379 59 640: 65%|######5 | 26/40 [00:06<00:03, 3.71it/s] 25/499 4.32G 0.02527 0.01761 0.01362 67 640: 65%|######5 | 26/40 [00:07<00:03, 3.71it/s] 25/499 4.32G 0.02527 0.01761 0.01362 67 640: 68%|######7 | 27/40 [00:07<00:03, 3.62it/s] 25/499 4.32G 0.02531 0.01777 0.01364 96 640: 68%|######7 | 27/40 [00:07<00:03, 3.62it/s] 25/499 4.32G 0.02531 0.01777 0.01364 96 640: 70%|####### | 28/40 [00:07<00:03, 3.73it/s] 25/499 4.32G 0.02528 0.01766 0.01378 64 640: 70%|####### | 28/40 [00:07<00:03, 3.73it/s] 25/499 4.32G 0.02528 0.01766 0.01378 64 640: 72%|#######2 | 29/40 [00:07<00:02, 3.71it/s] 25/499 4.32G 0.0253 0.0176 0.01381 60 640: 72%|#######2 | 29/40 [00:08<00:02, 3.71it/s] 25/499 4.32G 0.0253 0.0176 0.01381 60 640: 75%|#######5 | 30/40 [00:08<00:02, 3.60it/s] 25/499 4.32G 0.0253 0.01764 0.01389 76 640: 75%|#######5 | 30/40 [00:08<00:02, 3.60it/s] 25/499 4.32G 0.0253 0.01764 0.01389 76 640: 78%|#######7 | 31/40 [00:08<00:02, 3.71it/s] 25/499 4.32G 0.02527 0.01763 0.01384 71 640: 78%|#######7 | 31/40 [00:08<00:02, 3.71it/s] 25/499 4.32G 0.02527 0.01763 0.01384 71 640: 80%|######## | 32/40 [00:08<00:02, 3.70it/s] 25/499 4.32G 0.02529 0.01758 0.01381 65 640: 80%|######## | 32/40 [00:08<00:02, 3.70it/s] 25/499 4.32G 0.02529 0.01758 0.01381 65 640: 82%|########2 | 33/40 [00:08<00:01, 3.55it/s] 25/499 4.32G 0.02538 0.01767 0.01383 82 640: 82%|########2 | 33/40 [00:09<00:01, 3.55it/s] 25/499 4.32G 0.02538 0.01767 0.01383 82 640: 85%|########5 | 34/40 [00:09<00:01, 3.72it/s] 25/499 4.32G 0.02544 0.01762 0.01377 64 640: 85%|########5 | 34/40 [00:09<00:01, 3.72it/s] 25/499 4.32G 0.02544 0.01762 0.01377 64 640: 88%|########7 | 35/40 [00:09<00:01, 3.70it/s] 25/499 4.32G 0.02552 0.01755 0.01375 61 640: 88%|########7 | 35/40 [00:09<00:01, 3.70it/s] 25/499 4.32G 0.02552 0.01755 0.01375 61 640: 90%|######### | 36/40 [00:09<00:01, 3.60it/s] 25/499 4.32G 0.02551 0.01756 0.01372 73 640: 90%|######### | 36/40 [00:09<00:01, 3.60it/s] 25/499 4.32G 0.02551 0.01756 0.01372 73 640: 92%|#########2| 37/40 [00:09<00:00, 3.77it/s] 25/499 4.32G 0.02548 0.0175 0.01378 65 640: 92%|#########2| 37/40 [00:10<00:00, 3.77it/s] 25/499 4.32G 0.02548 0.0175 0.01378 65 640: 95%|#########5| 38/40 [00:10<00:00, 3.87it/s] 25/499 4.32G 0.02543 0.01738 0.01389 58 640: 95%|#########5| 38/40 [00:10<00:00, 3.87it/s] 25/499 4.32G 0.02543 0.01738 0.01389 58 640: 98%|#########7| 39/40 [00:10<00:00, 4.05it/s] 25/499 4.32G 0.02541 0.01731 0.01402 34 640: 98%|#########7| 39/40 [00:10<00:00, 4.05it/s] 25/499 4.32G 0.02541 0.01731 0.01402 34 640: 100%|##########| 40/40 [00:10<00:00, 4.41it/s] 25/499 4.32G 0.02541 0.01731 0.01402 34 640: 100%|##########| 40/40 [00:10<00:00, 3.77it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.55it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.75it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 3.07it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.30it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.11it/s] all 132 263 0.602 0.692 0.69 0.431 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 26/499 4.32G 0.02441 0.01752 0.01362 77 640: 0%| | 0/40 [00:00<?, ?it/s] 26/499 4.32G 0.02441 0.01752 0.01362 77 640: 2%|2 | 1/40 [00:00<00:11, 3.44it/s] 26/499 4.32G 0.02441 0.01653 0.01449 65 640: 2%|2 | 1/40 [00:00<00:11, 3.44it/s] 26/499 4.32G 0.02441 0.01653 0.01449 65 640: 5%|5 | 2/40 [00:00<00:11, 3.40it/s] 26/499 4.32G 0.02502 0.01689 0.01355 69 640: 5%|5 | 2/40 [00:00<00:11, 3.40it/s] 26/499 4.32G 0.02502 0.01689 0.01355 69 640: 8%|7 | 3/40 [00:00<00:10, 3.64it/s] 26/499 4.32G 0.02543 0.0177 0.01495 78 640: 8%|7 | 3/40 [00:01<00:10, 3.64it/s] 26/499 4.32G 0.02543 0.0177 0.01495 78 640: 10%|# | 4/40 [00:01<00:09, 3.68it/s] 26/499 4.32G 0.0256 0.01853 0.01446 82 640: 10%|# | 4/40 [00:01<00:09, 3.68it/s] 26/499 4.32G 0.0256 0.01853 0.01446 82 640: 12%|#2 | 5/40 [00:01<00:09, 3.58it/s] 26/499 4.32G 0.02537 0.01861 0.01432 85 640: 12%|#2 | 5/40 [00:01<00:09, 3.58it/s] 26/499 4.32G 0.02537 0.01861 0.01432 85 640: 15%|#5 | 6/40 [00:01<00:09, 3.70it/s] 26/499 4.32G 0.02534 0.01841 0.01433 77 640: 15%|#5 | 6/40 [00:01<00:09, 3.70it/s] 26/499 4.32G 0.02534 0.01841 0.01433 77 640: 18%|#7 | 7/40 [00:01<00:08, 3.72it/s] 26/499 4.32G 0.02545 0.0187 0.01474 83 640: 18%|#7 | 7/40 [00:02<00:08, 3.72it/s] 26/499 4.32G 0.02545 0.0187 0.01474 83 640: 20%|## | 8/40 [00:02<00:08, 3.57it/s] 26/499 4.32G 0.02555 0.01862 0.01518 68 640: 20%|## | 8/40 [00:02<00:08, 3.57it/s] 26/499 4.32G 0.02555 0.01862 0.01518 68 640: 22%|##2 | 9/40 [00:02<00:08, 3.71it/s] 26/499 4.32G 0.02544 0.0186 0.01475 78 640: 22%|##2 | 9/40 [00:02<00:08, 3.71it/s] 26/499 4.32G 0.02544 0.0186 0.01475 78 640: 25%|##5 | 10/40 [00:02<00:08, 3.72it/s] 26/499 4.32G 0.02552 0.01888 0.01448 87 640: 25%|##5 | 10/40 [00:03<00:08, 3.72it/s] 26/499 4.32G 0.02552 0.01888 0.01448 87 640: 28%|##7 | 11/40 [00:03<00:08, 3.59it/s] 26/499 4.32G 0.02584 0.01921 0.01482 95 640: 28%|##7 | 11/40 [00:03<00:08, 3.59it/s] 26/499 4.32G 0.02584 0.01921 0.01482 95 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 26/499 4.32G 0.02588 0.01938 0.01486 87 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 26/499 4.32G 0.02588 0.01938 0.01486 87 640: 32%|###2 | 13/40 [00:03<00:07, 3.74it/s] 26/499 4.32G 0.02586 0.01902 0.01442 60 640: 32%|###2 | 13/40 [00:03<00:07, 3.74it/s] 26/499 4.32G 0.02586 0.01902 0.01442 60 640: 35%|###5 | 14/40 [00:03<00:07, 3.62it/s] 26/499 4.32G 0.02593 0.0191 0.01446 87 640: 35%|###5 | 14/40 [00:04<00:07, 3.62it/s] 26/499 4.32G 0.02593 0.0191 0.01446 87 640: 38%|###7 | 15/40 [00:04<00:06, 3.71it/s] 26/499 4.32G 0.02572 0.01864 0.01411 49 640: 38%|###7 | 15/40 [00:04<00:06, 3.71it/s] 26/499 4.32G 0.02572 0.01864 0.01411 49 640: 40%|#### | 16/40 [00:04<00:06, 3.71it/s] 26/499 4.32G 0.0258 0.01879 0.01401 86 640: 40%|#### | 16/40 [00:04<00:06, 3.71it/s] 26/499 4.32G 0.0258 0.01879 0.01401 86 640: 42%|####2 | 17/40 [00:04<00:06, 3.62it/s] 26/499 4.32G 0.02573 0.01868 0.01413 70 640: 42%|####2 | 17/40 [00:04<00:06, 3.62it/s] 26/499 4.32G 0.02573 0.01868 0.01413 70 640: 45%|####5 | 18/40 [00:04<00:05, 3.72it/s] 26/499 4.32G 0.02558 0.01873 0.01409 83 640: 45%|####5 | 18/40 [00:05<00:05, 3.72it/s] 26/499 4.32G 0.02558 0.01873 0.01409 83 640: 48%|####7 | 19/40 [00:05<00:05, 3.73it/s] 26/499 4.32G 0.0256 0.0188 0.01383 87 640: 48%|####7 | 19/40 [00:05<00:05, 3.73it/s] 26/499 4.32G 0.0256 0.0188 0.01383 87 640: 50%|##### | 20/40 [00:05<00:05, 3.63it/s] 26/499 4.32G 0.02556 0.01893 0.01378 80 640: 50%|##### | 20/40 [00:05<00:05, 3.63it/s] 26/499 4.32G 0.02556 0.01893 0.01378 80 640: 52%|#####2 | 21/40 [00:05<00:05, 3.73it/s] 26/499 4.32G 0.02548 0.01886 0.01382 76 640: 52%|#####2 | 21/40 [00:05<00:05, 3.73it/s] 26/499 4.32G 0.02548 0.01886 0.01382 76 640: 55%|#####5 | 22/40 [00:05<00:04, 3.73it/s] 26/499 4.32G 0.02546 0.01877 0.01368 69 640: 55%|#####5 | 22/40 [00:06<00:04, 3.73it/s] 26/499 4.32G 0.02546 0.01877 0.01368 69 640: 57%|#####7 | 23/40 [00:06<00:04, 3.63it/s] 26/499 4.32G 0.02545 0.01878 0.01342 78 640: 57%|#####7 | 23/40 [00:06<00:04, 3.63it/s] 26/499 4.32G 0.02545 0.01878 0.01342 78 640: 60%|###### | 24/40 [00:06<00:04, 3.71it/s] 26/499 4.32G 0.02536 0.0187 0.01332 72 640: 60%|###### | 24/40 [00:06<00:04, 3.71it/s] 26/499 4.32G 0.02536 0.0187 0.01332 72 640: 62%|######2 | 25/40 [00:06<00:04, 3.73it/s] 26/499 4.32G 0.02535 0.01863 0.01318 70 640: 62%|######2 | 25/40 [00:07<00:04, 3.73it/s] 26/499 4.32G 0.02535 0.01863 0.01318 70 640: 65%|######5 | 26/40 [00:07<00:03, 3.63it/s] 26/499 4.32G 0.02545 0.01856 0.01316 67 640: 65%|######5 | 26/40 [00:07<00:03, 3.63it/s] 26/499 4.32G 0.02545 0.01856 0.01316 67 640: 68%|######7 | 27/40 [00:07<00:03, 3.73it/s] 26/499 4.32G 0.02546 0.01853 0.01321 73 640: 68%|######7 | 27/40 [00:07<00:03, 3.73it/s] 26/499 4.32G 0.02546 0.01853 0.01321 73 640: 70%|####### | 28/40 [00:07<00:03, 3.75it/s] 26/499 4.32G 0.02542 0.01845 0.01329 68 640: 70%|####### | 28/40 [00:07<00:03, 3.75it/s] 26/499 4.32G 0.02542 0.01845 0.01329 68 640: 72%|#######2 | 29/40 [00:07<00:02, 3.67it/s] 26/499 4.32G 0.02543 0.01838 0.01328 66 640: 72%|#######2 | 29/40 [00:08<00:02, 3.67it/s] 26/499 4.32G 0.02543 0.01838 0.01328 66 640: 75%|#######5 | 30/40 [00:08<00:02, 3.73it/s] 26/499 4.32G 0.02535 0.01846 0.01336 82 640: 75%|#######5 | 30/40 [00:08<00:02, 3.73it/s] 26/499 4.32G 0.02535 0.01846 0.01336 82 640: 78%|#######7 | 31/40 [00:08<00:02, 3.74it/s] 26/499 4.32G 0.02536 0.01852 0.01323 76 640: 78%|#######7 | 31/40 [00:08<00:02, 3.74it/s] 26/499 4.32G 0.02536 0.01852 0.01323 76 640: 80%|######## | 32/40 [00:08<00:02, 3.64it/s] 26/499 4.32G 0.02547 0.01852 0.0134 73 640: 80%|######## | 32/40 [00:08<00:02, 3.64it/s] 26/499 4.32G 0.02547 0.01852 0.0134 73 640: 82%|########2 | 33/40 [00:08<00:01, 3.73it/s] 26/499 4.32G 0.02548 0.01858 0.0133 85 640: 82%|########2 | 33/40 [00:09<00:01, 3.73it/s] 26/499 4.32G 0.02548 0.01858 0.0133 85 640: 85%|########5 | 34/40 [00:09<00:01, 3.72it/s] 26/499 4.32G 0.02555 0.01853 0.01332 67 640: 85%|########5 | 34/40 [00:09<00:01, 3.72it/s] 26/499 4.32G 0.02555 0.01853 0.01332 67 640: 88%|########7 | 35/40 [00:09<00:01, 3.56it/s] 26/499 4.32G 0.02558 0.01851 0.01347 75 640: 88%|########7 | 35/40 [00:09<00:01, 3.56it/s] 26/499 4.32G 0.02558 0.01851 0.01347 75 640: 90%|######### | 36/40 [00:09<00:01, 3.73it/s] 26/499 4.32G 0.02559 0.01847 0.01343 72 640: 90%|######### | 36/40 [00:10<00:01, 3.73it/s] 26/499 4.32G 0.02559 0.01847 0.01343 72 640: 92%|#########2| 37/40 [00:10<00:00, 3.87it/s] 26/499 4.32G 0.02562 0.01842 0.01334 65 640: 92%|#########2| 37/40 [00:10<00:00, 3.87it/s] 26/499 4.32G 0.02562 0.01842 0.01334 65 640: 95%|#########5| 38/40 [00:10<00:00, 4.05it/s] 26/499 4.32G 0.02556 0.01847 0.01333 86 640: 95%|#########5| 38/40 [00:10<00:00, 4.05it/s] 26/499 4.32G 0.02556 0.01847 0.01333 86 640: 98%|#########7| 39/40 [00:10<00:00, 4.38it/s] 26/499 4.32G 0.02549 0.01839 0.01315 33 640: 98%|#########7| 39/40 [00:10<00:00, 4.38it/s] 26/499 4.32G 0.02549 0.01839 0.01315 33 640: 100%|##########| 40/40 [00:10<00:00, 4.69it/s] 26/499 4.32G 0.02549 0.01839 0.01315 33 640: 100%|##########| 40/40 [00:10<00:00, 3.77it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.46it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.82it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.33it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.78it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.68it/s] all 132 263 0.652 0.804 0.804 0.559 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 27/499 4.32G 0.02204 0.01854 0.009173 79 640: 0%| | 0/40 [00:00<?, ?it/s] 27/499 4.32G 0.02204 0.01854 0.009173 79 640: 2%|2 | 1/40 [00:00<00:11, 3.28it/s] 27/499 4.32G 0.02396 0.01769 0.01253 67 640: 2%|2 | 1/40 [00:00<00:11, 3.28it/s] 27/499 4.32G 0.02396 0.01769 0.01253 67 640: 5%|5 | 2/40 [00:00<00:10, 3.71it/s] 27/499 4.32G 0.02486 0.01941 0.01249 96 640: 5%|5 | 2/40 [00:00<00:10, 3.71it/s] 27/499 4.32G 0.02486 0.01941 0.01249 96 640: 8%|7 | 3/40 [00:00<00:09, 3.70it/s] 27/499 4.32G 0.025 0.01891 0.01196 74 640: 8%|7 | 3/40 [00:01<00:09, 3.70it/s] 27/499 4.32G 0.025 0.01891 0.01196 74 640: 10%|# | 4/40 [00:01<00:10, 3.56it/s] 27/499 4.32G 0.02541 0.01909 0.01199 74 640: 10%|# | 4/40 [00:01<00:10, 3.56it/s] 27/499 4.32G 0.02541 0.01909 0.01199 74 640: 12%|#2 | 5/40 [00:01<00:09, 3.73it/s] 27/499 4.32G 0.0257 0.01932 0.01277 80 640: 12%|#2 | 5/40 [00:01<00:09, 3.73it/s] 27/499 4.32G 0.0257 0.01932 0.01277 80 640: 15%|#5 | 6/40 [00:01<00:09, 3.71it/s] 27/499 4.32G 0.02568 0.01905 0.01304 68 640: 15%|#5 | 6/40 [00:01<00:09, 3.71it/s] 27/499 4.32G 0.02568 0.01905 0.01304 68 640: 18%|#7 | 7/40 [00:01<00:09, 3.59it/s] 27/499 4.32G 0.02564 0.01949 0.0132 90 640: 18%|#7 | 7/40 [00:02<00:09, 3.59it/s] 27/499 4.32G 0.02564 0.01949 0.0132 90 640: 20%|## | 8/40 [00:02<00:08, 3.75it/s] 27/499 4.32G 0.02554 0.01937 0.0134 74 640: 20%|## | 8/40 [00:02<00:08, 3.75it/s] 27/499 4.32G 0.02554 0.01937 0.0134 74 640: 22%|##2 | 9/40 [00:02<00:08, 3.72it/s] 27/499 4.32G 0.02535 0.01932 0.01308 80 640: 22%|##2 | 9/40 [00:02<00:08, 3.72it/s] 27/499 4.32G 0.02535 0.01932 0.01308 80 640: 25%|##5 | 10/40 [00:02<00:08, 3.61it/s] 27/499 4.32G 0.02526 0.01941 0.01325 89 640: 25%|##5 | 10/40 [00:02<00:08, 3.61it/s] 27/499 4.32G 0.02526 0.01941 0.01325 89 640: 28%|##7 | 11/40 [00:02<00:07, 3.76it/s] 27/499 4.32G 0.02522 0.01936 0.01282 83 640: 28%|##7 | 11/40 [00:03<00:07, 3.76it/s] 27/499 4.32G 0.02522 0.01936 0.01282 83 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 27/499 4.32G 0.02515 0.0191 0.01283 68 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 27/499 4.32G 0.02515 0.0191 0.01283 68 640: 32%|###2 | 13/40 [00:03<00:07, 3.62it/s] 27/499 4.32G 0.02509 0.01913 0.01269 86 640: 32%|###2 | 13/40 [00:03<00:07, 3.62it/s] 27/499 4.32G 0.02509 0.01913 0.01269 86 640: 35%|###5 | 14/40 [00:03<00:06, 3.76it/s] 27/499 4.32G 0.0251 0.01908 0.01266 83 640: 35%|###5 | 14/40 [00:04<00:06, 3.76it/s] 27/499 4.32G 0.0251 0.01908 0.01266 83 640: 38%|###7 | 15/40 [00:04<00:06, 3.74it/s] 27/499 4.32G 0.02524 0.01895 0.01293 66 640: 38%|###7 | 15/40 [00:04<00:06, 3.74it/s] 27/499 4.32G 0.02524 0.01895 0.01293 66 640: 40%|#### | 16/40 [00:04<00:06, 3.59it/s] 27/499 4.32G 0.02524 0.01878 0.01305 64 640: 40%|#### | 16/40 [00:04<00:06, 3.59it/s] 27/499 4.32G 0.02524 0.01878 0.01305 64 640: 42%|####2 | 17/40 [00:04<00:06, 3.76it/s] 27/499 4.32G 0.02505 0.01861 0.01313 67 640: 42%|####2 | 17/40 [00:04<00:06, 3.76it/s] 27/499 4.32G 0.02505 0.01861 0.01313 67 640: 45%|####5 | 18/40 [00:04<00:05, 3.72it/s] 27/499 4.32G 0.02498 0.01867 0.01322 80 640: 45%|####5 | 18/40 [00:05<00:05, 3.72it/s] 27/499 4.32G 0.02498 0.01867 0.01322 80 640: 48%|####7 | 19/40 [00:05<00:05, 3.63it/s] 27/499 4.32G 0.0249 0.01861 0.01315 79 640: 48%|####7 | 19/40 [00:05<00:05, 3.63it/s] 27/499 4.32G 0.0249 0.01861 0.01315 79 640: 50%|##### | 20/40 [00:05<00:05, 3.75it/s] 27/499 4.32G 0.02479 0.01881 0.01319 92 640: 50%|##### | 20/40 [00:05<00:05, 3.75it/s] 27/499 4.32G 0.02479 0.01881 0.01319 92 640: 52%|#####2 | 21/40 [00:05<00:05, 3.72it/s] 27/499 4.32G 0.02463 0.01869 0.01315 67 640: 52%|#####2 | 21/40 [00:05<00:05, 3.72it/s] 27/499 4.32G 0.02463 0.01869 0.01315 67 640: 55%|#####5 | 22/40 [00:05<00:05, 3.60it/s] 27/499 4.32G 0.02472 0.01858 0.01317 63 640: 55%|#####5 | 22/40 [00:06<00:05, 3.60it/s] 27/499 4.32G 0.02472 0.01858 0.01317 63 640: 57%|#####7 | 23/40 [00:06<00:04, 3.73it/s] 27/499 4.32G 0.02482 0.01851 0.01334 66 640: 57%|#####7 | 23/40 [00:06<00:04, 3.73it/s] 27/499 4.32G 0.02482 0.01851 0.01334 66 640: 60%|###### | 24/40 [00:06<00:04, 3.71it/s] 27/499 4.32G 0.02482 0.01854 0.01336 81 640: 60%|###### | 24/40 [00:06<00:04, 3.71it/s] 27/499 4.32G 0.02482 0.01854 0.01336 81 640: 62%|######2 | 25/40 [00:06<00:04, 3.61it/s] 27/499 4.32G 0.02484 0.01854 0.0134 81 640: 62%|######2 | 25/40 [00:07<00:04, 3.61it/s] 27/499 4.32G 0.02484 0.01854 0.0134 81 640: 65%|######5 | 26/40 [00:07<00:03, 3.73it/s] 27/499 4.32G 0.02481 0.01852 0.01337 78 640: 65%|######5 | 26/40 [00:07<00:03, 3.73it/s] 27/499 4.32G 0.02481 0.01852 0.01337 78 640: 68%|######7 | 27/40 [00:07<00:03, 3.72it/s] 27/499 4.32G 0.02474 0.01847 0.01328 73 640: 68%|######7 | 27/40 [00:07<00:03, 3.72it/s] 27/499 4.32G 0.02474 0.01847 0.01328 73 640: 70%|####### | 28/40 [00:07<00:03, 3.61it/s] 27/499 4.32G 0.02469 0.01849 0.01319 75 640: 70%|####### | 28/40 [00:07<00:03, 3.61it/s] 27/499 4.32G 0.02469 0.01849 0.01319 75 640: 72%|#######2 | 29/40 [00:07<00:02, 3.73it/s] 27/499 4.32G 0.02475 0.0185 0.01327 76 640: 72%|#######2 | 29/40 [00:08<00:02, 3.73it/s] 27/499 4.32G 0.02475 0.0185 0.01327 76 640: 75%|#######5 | 30/40 [00:08<00:02, 3.70it/s] 27/499 4.32G 0.02479 0.01856 0.01332 77 640: 75%|#######5 | 30/40 [00:08<00:02, 3.70it/s] 27/499 4.32G 0.02479 0.01856 0.01332 77 640: 78%|#######7 | 31/40 [00:08<00:02, 3.61it/s] 27/499 4.32G 0.02484 0.01848 0.01329 63 640: 78%|#######7 | 31/40 [00:08<00:02, 3.61it/s] 27/499 4.32G 0.02484 0.01848 0.01329 63 640: 80%|######## | 32/40 [00:08<00:02, 3.74it/s] 27/499 4.32G 0.02485 0.01849 0.01344 74 640: 80%|######## | 32/40 [00:08<00:02, 3.74it/s] 27/499 4.32G 0.02485 0.01849 0.01344 74 640: 82%|########2 | 33/40 [00:08<00:01, 3.70it/s] 27/499 4.32G 0.02484 0.01842 0.01345 65 640: 82%|########2 | 33/40 [00:09<00:01, 3.70it/s] 27/499 4.32G 0.02484 0.01842 0.01345 65 640: 85%|########5 | 34/40 [00:09<00:01, 3.50it/s] 27/499 4.32G 0.02477 0.01846 0.01344 87 640: 85%|########5 | 34/40 [00:09<00:01, 3.50it/s] 27/499 4.32G 0.02477 0.01846 0.01344 87 640: 88%|########7 | 35/40 [00:09<00:01, 3.76it/s] 27/499 4.32G 0.02471 0.01839 0.01339 69 640: 88%|########7 | 35/40 [00:09<00:01, 3.76it/s] 27/499 4.32G 0.02471 0.01839 0.01339 69 640: 90%|######### | 36/40 [00:09<00:00, 4.12it/s] 27/499 4.32G 0.02464 0.0184 0.01338 84 640: 90%|######### | 36/40 [00:09<00:00, 4.12it/s] 27/499 4.32G 0.02464 0.0184 0.01338 84 640: 92%|#########2| 37/40 [00:09<00:00, 4.29it/s] 27/499 4.32G 0.02465 0.01834 0.01331 67 640: 92%|#########2| 37/40 [00:10<00:00, 4.29it/s] 27/499 4.32G 0.02465 0.01834 0.01331 67 640: 95%|#########5| 38/40 [00:10<00:00, 4.54it/s] 27/499 4.32G 0.02461 0.01829 0.01324 70 640: 95%|#########5| 38/40 [00:10<00:00, 4.54it/s] 27/499 4.32G 0.02461 0.01829 0.01324 70 640: 98%|#########7| 39/40 [00:10<00:00, 4.75it/s] 27/499 4.32G 0.02461 0.01818 0.01324 25 640: 98%|#########7| 39/40 [00:10<00:00, 4.75it/s] 27/499 4.32G 0.02461 0.01818 0.01324 25 640: 100%|##########| 40/40 [00:10<00:00, 4.75it/s] 27/499 4.32G 0.02461 0.01818 0.01324 25 640: 100%|##########| 40/40 [00:10<00:00, 3.82it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.79it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.22it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.17it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.80it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.72it/s] all 132 263 0.74 0.824 0.842 0.553 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 28/499 4.32G 0.02328 0.01793 0.01204 82 640: 0%| | 0/40 [00:00<?, ?it/s] 28/499 4.32G 0.02328 0.01793 0.01204 82 640: 2%|2 | 1/40 [00:00<00:08, 4.38it/s] 28/499 4.32G 0.02391 0.01944 0.01378 74 640: 2%|2 | 1/40 [00:00<00:08, 4.38it/s] 28/499 4.32G 0.02391 0.01944 0.01378 74 640: 5%|5 | 2/40 [00:00<00:09, 3.91it/s] 28/499 4.32G 0.02479 0.02047 0.01354 90 640: 5%|5 | 2/40 [00:00<00:09, 3.91it/s] 28/499 4.32G 0.02479 0.02047 0.01354 90 640: 8%|7 | 3/40 [00:00<00:10, 3.65it/s] 28/499 4.32G 0.02501 0.02047 0.01427 77 640: 8%|7 | 3/40 [00:01<00:10, 3.65it/s] 28/499 4.32G 0.02501 0.02047 0.01427 77 640: 10%|# | 4/40 [00:01<00:09, 3.82it/s] 28/499 4.32G 0.02481 0.01924 0.01525 54 640: 10%|# | 4/40 [00:01<00:09, 3.82it/s] 28/499 4.32G 0.02481 0.01924 0.01525 54 640: 12%|#2 | 5/40 [00:01<00:09, 3.76it/s] 28/499 4.32G 0.02474 0.01896 0.01533 79 640: 12%|#2 | 5/40 [00:01<00:09, 3.76it/s] 28/499 4.32G 0.02474 0.01896 0.01533 79 640: 15%|#5 | 6/40 [00:01<00:09, 3.64it/s] 28/499 4.32G 0.02515 0.01934 0.01496 84 640: 15%|#5 | 6/40 [00:01<00:09, 3.64it/s] 28/499 4.32G 0.02515 0.01934 0.01496 84 640: 18%|#7 | 7/40 [00:01<00:08, 3.76it/s] 28/499 4.32G 0.02485 0.0185 0.01451 54 640: 18%|#7 | 7/40 [00:02<00:08, 3.76it/s] 28/499 4.32G 0.02485 0.0185 0.01451 54 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 28/499 4.32G 0.02492 0.01881 0.01454 85 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 28/499 4.32G 0.02492 0.01881 0.01454 85 640: 22%|##2 | 9/40 [00:02<00:08, 3.62it/s] 28/499 4.32G 0.02496 0.01876 0.01514 74 640: 22%|##2 | 9/40 [00:02<00:08, 3.62it/s] 28/499 4.32G 0.02496 0.01876 0.01514 74 640: 25%|##5 | 10/40 [00:02<00:08, 3.75it/s] 28/499 4.32G 0.02492 0.0186 0.01499 72 640: 25%|##5 | 10/40 [00:02<00:08, 3.75it/s] 28/499 4.32G 0.02492 0.0186 0.01499 72 640: 28%|##7 | 11/40 [00:02<00:07, 3.69it/s] 28/499 4.32G 0.02482 0.01836 0.0152 68 640: 28%|##7 | 11/40 [00:03<00:07, 3.69it/s] 28/499 4.32G 0.02482 0.01836 0.0152 68 640: 30%|### | 12/40 [00:03<00:07, 3.58it/s] 28/499 4.32G 0.02487 0.01847 0.01522 81 640: 30%|### | 12/40 [00:03<00:07, 3.58it/s] 28/499 4.32G 0.02487 0.01847 0.01522 81 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 28/499 4.32G 0.02495 0.01833 0.01523 71 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 28/499 4.32G 0.02495 0.01833 0.01523 71 640: 35%|###5 | 14/40 [00:03<00:07, 3.70it/s] 28/499 4.32G 0.02484 0.01809 0.01509 66 640: 35%|###5 | 14/40 [00:04<00:07, 3.70it/s] 28/499 4.32G 0.02484 0.01809 0.01509 66 640: 38%|###7 | 15/40 [00:04<00:06, 3.60it/s] 28/499 4.32G 0.0248 0.018 0.01492 72 640: 38%|###7 | 15/40 [00:04<00:06, 3.60it/s] 28/499 4.32G 0.0248 0.018 0.01492 72 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 28/499 4.32G 0.0248 0.01794 0.01512 72 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 28/499 4.32G 0.0248 0.01794 0.01512 72 640: 42%|####2 | 17/40 [00:04<00:06, 3.71it/s] 28/499 4.32G 0.02486 0.01811 0.01503 80 640: 42%|####2 | 17/40 [00:04<00:06, 3.71it/s] 28/499 4.32G 0.02486 0.01811 0.01503 80 640: 45%|####5 | 18/40 [00:04<00:06, 3.60it/s] 28/499 4.32G 0.0247 0.01812 0.01503 81 640: 45%|####5 | 18/40 [00:05<00:06, 3.60it/s] 28/499 4.32G 0.0247 0.01812 0.01503 81 640: 48%|####7 | 19/40 [00:05<00:05, 3.74it/s] 28/499 4.32G 0.02468 0.01813 0.01486 76 640: 48%|####7 | 19/40 [00:05<00:05, 3.74it/s] 28/499 4.32G 0.02468 0.01813 0.01486 76 640: 50%|##### | 20/40 [00:05<00:05, 3.71it/s] 28/499 4.32G 0.02471 0.01811 0.01476 74 640: 50%|##### | 20/40 [00:05<00:05, 3.71it/s] 28/499 4.32G 0.02471 0.01811 0.01476 74 640: 52%|#####2 | 21/40 [00:05<00:05, 3.60it/s] 28/499 4.32G 0.02466 0.01813 0.01459 81 640: 52%|#####2 | 21/40 [00:05<00:05, 3.60it/s] 28/499 4.32G 0.02466 0.01813 0.01459 81 640: 55%|#####5 | 22/40 [00:05<00:04, 3.72it/s] 28/499 4.32G 0.02462 0.01812 0.01445 75 640: 55%|#####5 | 22/40 [00:06<00:04, 3.72it/s] 28/499 4.32G 0.02462 0.01812 0.01445 75 640: 57%|#####7 | 23/40 [00:06<00:04, 3.67it/s] 28/499 4.32G 0.02465 0.01811 0.01453 71 640: 57%|#####7 | 23/40 [00:06<00:04, 3.67it/s] 28/499 4.32G 0.02465 0.01811 0.01453 71 640: 60%|###### | 24/40 [00:06<00:04, 3.55it/s] 28/499 4.32G 0.02466 0.01807 0.01427 76 640: 60%|###### | 24/40 [00:06<00:04, 3.55it/s] 28/499 4.32G 0.02466 0.01807 0.01427 76 640: 62%|######2 | 25/40 [00:06<00:04, 3.70it/s] 28/499 4.32G 0.02462 0.01799 0.01428 69 640: 62%|######2 | 25/40 [00:07<00:04, 3.70it/s] 28/499 4.32G 0.02462 0.01799 0.01428 69 640: 65%|######5 | 26/40 [00:07<00:03, 3.69it/s] 28/499 4.32G 0.02458 0.01792 0.01416 75 640: 65%|######5 | 26/40 [00:07<00:03, 3.69it/s] 28/499 4.32G 0.02458 0.01792 0.01416 75 640: 68%|######7 | 27/40 [00:07<00:03, 3.59it/s] 28/499 4.32G 0.02458 0.01801 0.01416 85 640: 68%|######7 | 27/40 [00:07<00:03, 3.59it/s] 28/499 4.32G 0.02458 0.01801 0.01416 85 640: 70%|####### | 28/40 [00:07<00:03, 3.73it/s] 28/499 4.32G 0.02456 0.01812 0.01414 89 640: 70%|####### | 28/40 [00:07<00:03, 3.73it/s] 28/499 4.32G 0.02456 0.01812 0.01414 89 640: 72%|#######2 | 29/40 [00:07<00:02, 3.71it/s] 28/499 4.32G 0.02478 0.01805 0.01427 55 640: 72%|#######2 | 29/40 [00:08<00:02, 3.71it/s] 28/499 4.32G 0.02478 0.01805 0.01427 55 640: 75%|#######5 | 30/40 [00:08<00:02, 3.62it/s] 28/499 4.32G 0.0248 0.01798 0.0141 64 640: 75%|#######5 | 30/40 [00:08<00:02, 3.62it/s] 28/499 4.32G 0.0248 0.01798 0.0141 64 640: 78%|#######7 | 31/40 [00:08<00:02, 3.74it/s] 28/499 4.32G 0.02483 0.01803 0.01409 77 640: 78%|#######7 | 31/40 [00:08<00:02, 3.74it/s] 28/499 4.32G 0.02483 0.01803 0.01409 77 640: 80%|######## | 32/40 [00:08<00:02, 3.71it/s] 28/499 4.32G 0.02493 0.01797 0.0141 62 640: 80%|######## | 32/40 [00:08<00:02, 3.71it/s] 28/499 4.32G 0.02493 0.01797 0.0141 62 640: 82%|########2 | 33/40 [00:08<00:01, 3.62it/s] 28/499 4.32G 0.02501 0.01805 0.01398 82 640: 82%|########2 | 33/40 [00:09<00:01, 3.62it/s] 28/499 4.32G 0.02501 0.01805 0.01398 82 640: 85%|########5 | 34/40 [00:09<00:01, 3.78it/s] 28/499 4.32G 0.025 0.01804 0.01387 78 640: 85%|########5 | 34/40 [00:09<00:01, 3.78it/s] 28/499 4.32G 0.025 0.01804 0.01387 78 640: 88%|########7 | 35/40 [00:09<00:01, 3.88it/s] 28/499 4.32G 0.02493 0.0181 0.01378 91 640: 88%|########7 | 35/40 [00:09<00:01, 3.88it/s] 28/499 4.32G 0.02493 0.0181 0.01378 91 640: 90%|######### | 36/40 [00:09<00:00, 4.09it/s] 28/499 4.32G 0.02491 0.01804 0.01371 63 640: 90%|######### | 36/40 [00:09<00:00, 4.09it/s] 28/499 4.32G 0.02491 0.01804 0.01371 63 640: 92%|#########2| 37/40 [00:09<00:00, 4.38it/s] 28/499 4.32G 0.02493 0.01796 0.01357 60 640: 92%|#########2| 37/40 [00:10<00:00, 4.38it/s] 28/499 4.32G 0.02493 0.01796 0.01357 60 640: 95%|#########5| 38/40 [00:10<00:00, 4.55it/s] 28/499 4.32G 0.02491 0.01789 0.0135 57 640: 95%|#########5| 38/40 [00:10<00:00, 4.55it/s] 28/499 4.32G 0.02491 0.01789 0.0135 57 640: 98%|#########7| 39/40 [00:10<00:00, 4.61it/s] 28/499 4.32G 0.02494 0.01784 0.01351 31 640: 98%|#########7| 39/40 [00:10<00:00, 4.61it/s] 28/499 4.32G 0.02494 0.01784 0.01351 31 640: 100%|##########| 40/40 [00:10<00:00, 4.82it/s] 28/499 4.32G 0.02494 0.01784 0.01351 31 640: 100%|##########| 40/40 [00:10<00:00, 3.83it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.81it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.24it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.25it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.15it/s] all 132 263 0.756 0.844 0.817 0.549 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 29/499 4.32G 0.02336 0.01464 0.009748 59 640: 0%| | 0/40 [00:00<?, ?it/s] 29/499 4.32G 0.02336 0.01464 0.009748 59 640: 2%|2 | 1/40 [00:00<00:08, 4.63it/s] 29/499 4.32G 0.0236 0.01731 0.01037 89 640: 2%|2 | 1/40 [00:00<00:08, 4.63it/s] 29/499 4.32G 0.0236 0.01731 0.01037 89 640: 5%|5 | 2/40 [00:00<00:09, 3.83it/s] 29/499 4.32G 0.02499 0.01792 0.01346 73 640: 5%|5 | 2/40 [00:00<00:09, 3.83it/s] 29/499 4.32G 0.02499 0.01792 0.01346 73 640: 8%|7 | 3/40 [00:00<00:09, 3.90it/s] 29/499 4.32G 0.02445 0.01849 0.01431 85 640: 8%|7 | 3/40 [00:01<00:09, 3.90it/s] 29/499 4.32G 0.02445 0.01849 0.01431 85 640: 10%|# | 4/40 [00:01<00:09, 3.84it/s] 29/499 4.32G 0.02455 0.01848 0.01403 73 640: 10%|# | 4/40 [00:01<00:09, 3.84it/s] 29/499 4.32G 0.02455 0.01848 0.01403 73 640: 12%|#2 | 5/40 [00:01<00:09, 3.66it/s] 29/499 4.32G 0.02502 0.01959 0.01384 94 640: 12%|#2 | 5/40 [00:01<00:09, 3.66it/s] 29/499 4.32G 0.02502 0.01959 0.01384 94 640: 15%|#5 | 6/40 [00:01<00:09, 3.76it/s] 29/499 4.32G 0.02524 0.0197 0.01323 75 640: 15%|#5 | 6/40 [00:01<00:09, 3.76it/s] 29/499 4.32G 0.02524 0.0197 0.01323 75 640: 18%|#7 | 7/40 [00:01<00:08, 3.74it/s] 29/499 4.32G 0.02513 0.01966 0.01297 79 640: 18%|#7 | 7/40 [00:02<00:08, 3.74it/s] 29/499 4.32G 0.02513 0.01966 0.01297 79 640: 20%|## | 8/40 [00:02<00:08, 3.63it/s] 29/499 4.32G 0.02483 0.01903 0.01329 63 640: 20%|## | 8/40 [00:02<00:08, 3.63it/s] 29/499 4.32G 0.02483 0.01903 0.01329 63 640: 22%|##2 | 9/40 [00:02<00:08, 3.73it/s] 29/499 4.32G 0.02476 0.01865 0.01284 65 640: 22%|##2 | 9/40 [00:02<00:08, 3.73it/s] 29/499 4.32G 0.02476 0.01865 0.01284 65 640: 25%|##5 | 10/40 [00:02<00:08, 3.72it/s] 29/499 4.32G 0.02483 0.01851 0.01269 72 640: 25%|##5 | 10/40 [00:02<00:08, 3.72it/s] 29/499 4.32G 0.02483 0.01851 0.01269 72 640: 28%|##7 | 11/40 [00:02<00:08, 3.60it/s] 29/499 4.32G 0.02467 0.01823 0.01302 64 640: 28%|##7 | 11/40 [00:03<00:08, 3.60it/s] 29/499 4.32G 0.02467 0.01823 0.01302 64 640: 30%|### | 12/40 [00:03<00:07, 3.55it/s] 29/499 4.32G 0.02454 0.0181 0.0128 71 640: 30%|### | 12/40 [00:03<00:07, 3.55it/s] 29/499 4.32G 0.02454 0.0181 0.0128 71 640: 32%|###2 | 13/40 [00:03<00:07, 3.61it/s] 29/499 4.32G 0.02465 0.0182 0.01298 79 640: 32%|###2 | 13/40 [00:03<00:07, 3.61it/s] 29/499 4.32G 0.02465 0.0182 0.01298 79 640: 35%|###5 | 14/40 [00:03<00:07, 3.54it/s] 29/499 4.32G 0.02459 0.01813 0.01282 75 640: 35%|###5 | 14/40 [00:04<00:07, 3.54it/s] 29/499 4.32G 0.02459 0.01813 0.01282 75 640: 38%|###7 | 15/40 [00:04<00:06, 3.66it/s] 29/499 4.32G 0.02469 0.01811 0.01317 67 640: 38%|###7 | 15/40 [00:04<00:06, 3.66it/s] 29/499 4.32G 0.02469 0.01811 0.01317 67 640: 40%|#### | 16/40 [00:04<00:06, 3.70it/s] 29/499 4.32G 0.02474 0.01805 0.01341 68 640: 40%|#### | 16/40 [00:04<00:06, 3.70it/s] 29/499 4.32G 0.02474 0.01805 0.01341 68 640: 42%|####2 | 17/40 [00:04<00:06, 3.60it/s] 29/499 4.32G 0.02479 0.01805 0.0131 72 640: 42%|####2 | 17/40 [00:04<00:06, 3.60it/s] 29/499 4.32G 0.02479 0.01805 0.0131 72 640: 45%|####5 | 18/40 [00:04<00:05, 3.72it/s] 29/499 4.32G 0.02465 0.01789 0.01307 69 640: 45%|####5 | 18/40 [00:05<00:05, 3.72it/s] 29/499 4.32G 0.02465 0.01789 0.01307 69 640: 48%|####7 | 19/40 [00:05<00:05, 3.73it/s] 29/499 4.32G 0.02473 0.0178 0.01317 63 640: 48%|####7 | 19/40 [00:05<00:05, 3.73it/s] 29/499 4.32G 0.02473 0.0178 0.01317 63 640: 50%|##### | 20/40 [00:05<00:05, 3.63it/s] 29/499 4.32G 0.02474 0.01776 0.01306 72 640: 50%|##### | 20/40 [00:05<00:05, 3.63it/s] 29/499 4.32G 0.02474 0.01776 0.01306 72 640: 52%|#####2 | 21/40 [00:05<00:05, 3.73it/s] 29/499 4.32G 0.02475 0.01774 0.01326 67 640: 52%|#####2 | 21/40 [00:05<00:05, 3.73it/s] 29/499 4.32G 0.02475 0.01774 0.01326 67 640: 55%|#####5 | 22/40 [00:05<00:04, 3.75it/s] 29/499 4.32G 0.0248 0.01768 0.01321 67 640: 55%|#####5 | 22/40 [00:06<00:04, 3.75it/s] 29/499 4.32G 0.0248 0.01768 0.01321 67 640: 57%|#####7 | 23/40 [00:06<00:04, 3.65it/s] 29/499 4.32G 0.02489 0.01777 0.01302 84 640: 57%|#####7 | 23/40 [00:06<00:04, 3.65it/s] 29/499 4.32G 0.02489 0.01777 0.01302 84 640: 60%|###### | 24/40 [00:06<00:04, 3.73it/s] 29/499 4.32G 0.02483 0.01787 0.0131 84 640: 60%|###### | 24/40 [00:06<00:04, 3.73it/s] 29/499 4.32G 0.02483 0.01787 0.0131 84 640: 62%|######2 | 25/40 [00:06<00:04, 3.74it/s] 29/499 4.32G 0.02493 0.01796 0.01299 81 640: 62%|######2 | 25/40 [00:07<00:04, 3.74it/s] 29/499 4.32G 0.02493 0.01796 0.01299 81 640: 65%|######5 | 26/40 [00:07<00:03, 3.62it/s] 29/499 4.32G 0.02493 0.01789 0.01296 71 640: 65%|######5 | 26/40 [00:07<00:03, 3.62it/s] 29/499 4.32G 0.02493 0.01789 0.01296 71 640: 68%|######7 | 27/40 [00:07<00:03, 3.73it/s] 29/499 4.32G 0.02495 0.0179 0.01278 80 640: 68%|######7 | 27/40 [00:07<00:03, 3.73it/s] 29/499 4.32G 0.02495 0.0179 0.01278 80 640: 70%|####### | 28/40 [00:07<00:03, 3.75it/s] 29/499 4.32G 0.02496 0.01783 0.01284 62 640: 70%|####### | 28/40 [00:07<00:03, 3.75it/s] 29/499 4.32G 0.02496 0.01783 0.01284 62 640: 72%|#######2 | 29/40 [00:07<00:03, 3.62it/s] 29/499 4.32G 0.02498 0.01783 0.01283 72 640: 72%|#######2 | 29/40 [00:08<00:03, 3.62it/s] 29/499 4.32G 0.02498 0.01783 0.01283 72 640: 75%|#######5 | 30/40 [00:08<00:02, 3.70it/s] 29/499 4.32G 0.02497 0.0179 0.01276 82 640: 75%|#######5 | 30/40 [00:08<00:02, 3.70it/s] 29/499 4.32G 0.02497 0.0179 0.01276 82 640: 78%|#######7 | 31/40 [00:08<00:02, 3.73it/s] 29/499 4.32G 0.02493 0.01787 0.0127 73 640: 78%|#######7 | 31/40 [00:08<00:02, 3.73it/s] 29/499 4.32G 0.02493 0.01787 0.0127 73 640: 80%|######## | 32/40 [00:08<00:02, 3.63it/s] 29/499 4.32G 0.02495 0.01789 0.0127 73 640: 80%|######## | 32/40 [00:08<00:02, 3.63it/s] 29/499 4.32G 0.02495 0.01789 0.0127 73 640: 82%|########2 | 33/40 [00:08<00:01, 3.70it/s] 29/499 4.32G 0.02491 0.0179 0.01258 81 640: 82%|########2 | 33/40 [00:09<00:01, 3.70it/s] 29/499 4.32G 0.02491 0.0179 0.01258 81 640: 85%|########5 | 34/40 [00:09<00:01, 3.71it/s] 29/499 4.32G 0.02486 0.01779 0.01265 62 640: 85%|########5 | 34/40 [00:09<00:01, 3.71it/s] 29/499 4.32G 0.02486 0.01779 0.01265 62 640: 88%|########7 | 35/40 [00:09<00:01, 3.61it/s] 29/499 4.32G 0.02483 0.01772 0.01269 67 640: 88%|########7 | 35/40 [00:09<00:01, 3.61it/s] 29/499 4.32G 0.02483 0.01772 0.01269 67 640: 90%|######### | 36/40 [00:09<00:01, 3.75it/s] 29/499 4.32G 0.02483 0.01778 0.01273 86 640: 90%|######### | 36/40 [00:09<00:01, 3.75it/s] 29/499 4.32G 0.02483 0.01778 0.01273 86 640: 92%|#########2| 37/40 [00:09<00:00, 3.86it/s] 29/499 4.32G 0.02483 0.0178 0.01262 77 640: 92%|#########2| 37/40 [00:10<00:00, 3.86it/s] 29/499 4.32G 0.02483 0.0178 0.01262 77 640: 95%|#########5| 38/40 [00:10<00:00, 4.07it/s] 29/499 4.32G 0.02486 0.01778 0.01267 65 640: 95%|#########5| 38/40 [00:10<00:00, 4.07it/s] 29/499 4.32G 0.02486 0.01778 0.01267 65 640: 98%|#########7| 39/40 [00:10<00:00, 4.39it/s] 29/499 4.32G 0.02492 0.01789 0.01268 39 640: 98%|#########7| 39/40 [00:10<00:00, 4.39it/s] 29/499 4.32G 0.02492 0.01789 0.01268 39 640: 100%|##########| 40/40 [00:10<00:00, 4.71it/s] 29/499 4.32G 0.02492 0.01789 0.01268 39 640: 100%|##########| 40/40 [00:10<00:00, 3.79it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.53it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.69it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 3.05it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.36it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.13it/s] all 132 263 0.694 0.905 0.803 0.526 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 30/499 4.32G 0.02493 0.01718 0.01236 74 640: 0%| | 0/40 [00:00<?, ?it/s] 30/499 4.32G 0.02493 0.01718 0.01236 74 640: 2%|2 | 1/40 [00:00<00:11, 3.38it/s] 30/499 4.32G 0.02628 0.01809 0.01364 81 640: 2%|2 | 1/40 [00:00<00:11, 3.38it/s] 30/499 4.32G 0.02628 0.01809 0.01364 81 640: 5%|5 | 2/40 [00:00<00:09, 3.83it/s] 30/499 4.32G 0.02614 0.01826 0.01272 78 640: 5%|5 | 2/40 [00:00<00:09, 3.83it/s] 30/499 4.32G 0.02614 0.01826 0.01272 78 640: 8%|7 | 3/40 [00:00<00:09, 3.74it/s] 30/499 4.32G 0.02567 0.01809 0.01262 75 640: 8%|7 | 3/40 [00:01<00:09, 3.74it/s] 30/499 4.32G 0.02567 0.01809 0.01262 75 640: 10%|# | 4/40 [00:01<00:10, 3.58it/s] 30/499 4.32G 0.02595 0.01766 0.01283 61 640: 10%|# | 4/40 [00:01<00:10, 3.58it/s] 30/499 4.32G 0.02595 0.01766 0.01283 61 640: 12%|#2 | 5/40 [00:01<00:09, 3.76it/s] 30/499 4.32G 0.02576 0.01817 0.01259 87 640: 12%|#2 | 5/40 [00:01<00:09, 3.76it/s] 30/499 4.32G 0.02576 0.01817 0.01259 87 640: 15%|#5 | 6/40 [00:01<00:09, 3.73it/s] 30/499 4.32G 0.02592 0.018 0.01261 70 640: 15%|#5 | 6/40 [00:01<00:09, 3.73it/s] 30/499 4.32G 0.02592 0.018 0.01261 70 640: 18%|#7 | 7/40 [00:01<00:09, 3.64it/s] 30/499 4.32G 0.02556 0.01761 0.01346 59 640: 18%|#7 | 7/40 [00:02<00:09, 3.64it/s] 30/499 4.32G 0.02556 0.01761 0.01346 59 640: 20%|## | 8/40 [00:02<00:08, 3.74it/s] 30/499 4.32G 0.02606 0.01777 0.01314 76 640: 20%|## | 8/40 [00:02<00:08, 3.74it/s] 30/499 4.32G 0.02606 0.01777 0.01314 76 640: 22%|##2 | 9/40 [00:02<00:08, 3.72it/s] 30/499 4.32G 0.02594 0.01762 0.01245 70 640: 22%|##2 | 9/40 [00:02<00:08, 3.72it/s] 30/499 4.32G 0.02594 0.01762 0.01245 70 640: 25%|##5 | 10/40 [00:02<00:08, 3.61it/s] 30/499 4.32G 0.02577 0.01794 0.01245 89 640: 25%|##5 | 10/40 [00:02<00:08, 3.61it/s] 30/499 4.32G 0.02577 0.01794 0.01245 89 640: 28%|##7 | 11/40 [00:02<00:07, 3.73it/s] 30/499 4.32G 0.0259 0.018 0.01363 67 640: 28%|##7 | 11/40 [00:03<00:07, 3.73it/s] 30/499 4.32G 0.0259 0.018 0.01363 67 640: 30%|### | 12/40 [00:03<00:07, 3.64it/s] 30/499 4.32G 0.02567 0.01802 0.01378 78 640: 30%|### | 12/40 [00:03<00:07, 3.64it/s] 30/499 4.32G 0.02567 0.01802 0.01378 78 640: 32%|###2 | 13/40 [00:03<00:07, 3.56it/s] 30/499 4.32G 0.02583 0.01805 0.0139 76 640: 32%|###2 | 13/40 [00:03<00:07, 3.56it/s] 30/499 4.32G 0.02583 0.01805 0.0139 76 640: 35%|###5 | 14/40 [00:03<00:07, 3.70it/s] 30/499 4.32G 0.02587 0.018 0.01399 67 640: 35%|###5 | 14/40 [00:04<00:07, 3.70it/s] 30/499 4.32G 0.02587 0.018 0.01399 67 640: 38%|###7 | 15/40 [00:04<00:06, 3.67it/s] 30/499 4.32G 0.02578 0.01798 0.01411 68 640: 38%|###7 | 15/40 [00:04<00:06, 3.67it/s] 30/499 4.32G 0.02578 0.01798 0.01411 68 640: 40%|#### | 16/40 [00:04<00:06, 3.57it/s] 30/499 4.32G 0.02565 0.01787 0.01393 68 640: 40%|#### | 16/40 [00:04<00:06, 3.57it/s] 30/499 4.32G 0.02565 0.01787 0.01393 68 640: 42%|####2 | 17/40 [00:04<00:06, 3.73it/s] 30/499 4.32G 0.02554 0.01807 0.01369 92 640: 42%|####2 | 17/40 [00:04<00:06, 3.73it/s] 30/499 4.32G 0.02554 0.01807 0.01369 92 640: 45%|####5 | 18/40 [00:04<00:05, 3.71it/s] 30/499 4.32G 0.02558 0.01792 0.01348 65 640: 45%|####5 | 18/40 [00:05<00:05, 3.71it/s] 30/499 4.32G 0.02558 0.01792 0.01348 65 640: 48%|####7 | 19/40 [00:05<00:05, 3.61it/s] 30/499 4.32G 0.02555 0.01799 0.01337 89 640: 48%|####7 | 19/40 [00:05<00:05, 3.61it/s] 30/499 4.32G 0.02555 0.01799 0.01337 89 640: 50%|##### | 20/40 [00:05<00:05, 3.72it/s] 30/499 4.32G 0.02547 0.01811 0.01332 94 640: 50%|##### | 20/40 [00:05<00:05, 3.72it/s] 30/499 4.32G 0.02547 0.01811 0.01332 94 640: 52%|#####2 | 21/40 [00:05<00:05, 3.70it/s] 30/499 4.32G 0.0255 0.01801 0.01353 66 640: 52%|#####2 | 21/40 [00:06<00:05, 3.70it/s] 30/499 4.32G 0.0255 0.01801 0.01353 66 640: 55%|#####5 | 22/40 [00:06<00:05, 3.60it/s] 30/499 4.32G 0.02555 0.01794 0.0135 65 640: 55%|#####5 | 22/40 [00:06<00:05, 3.60it/s] 30/499 4.32G 0.02555 0.01794 0.0135 65 640: 57%|#####7 | 23/40 [00:06<00:04, 3.69it/s] 30/499 4.32G 0.02557 0.01808 0.01332 89 640: 57%|#####7 | 23/40 [00:06<00:04, 3.69it/s] 30/499 4.32G 0.02557 0.01808 0.01332 89 640: 60%|###### | 24/40 [00:06<00:04, 3.67it/s] 30/499 4.32G 0.02568 0.01823 0.01351 89 640: 60%|###### | 24/40 [00:06<00:04, 3.67it/s] 30/499 4.32G 0.02568 0.01823 0.01351 89 640: 62%|######2 | 25/40 [00:06<00:04, 3.57it/s] 30/499 4.32G 0.02565 0.01818 0.01388 65 640: 62%|######2 | 25/40 [00:07<00:04, 3.57it/s] 30/499 4.32G 0.02565 0.01818 0.01388 65 640: 65%|######5 | 26/40 [00:07<00:03, 3.73it/s] 30/499 4.32G 0.02559 0.01803 0.01382 65 640: 65%|######5 | 26/40 [00:07<00:03, 3.73it/s] 30/499 4.32G 0.02559 0.01803 0.01382 65 640: 68%|######7 | 27/40 [00:07<00:03, 3.68it/s] 30/499 4.32G 0.02554 0.01793 0.01377 70 640: 68%|######7 | 27/40 [00:07<00:03, 3.68it/s] 30/499 4.32G 0.02554 0.01793 0.01377 70 640: 70%|####### | 28/40 [00:07<00:03, 3.58it/s] 30/499 4.32G 0.02554 0.0179 0.01384 69 640: 70%|####### | 28/40 [00:07<00:03, 3.58it/s] 30/499 4.32G 0.02554 0.0179 0.01384 69 640: 72%|#######2 | 29/40 [00:07<00:02, 3.72it/s] 30/499 4.32G 0.02553 0.01785 0.01386 68 640: 72%|#######2 | 29/40 [00:08<00:02, 3.72it/s] 30/499 4.32G 0.02553 0.01785 0.01386 68 640: 75%|#######5 | 30/40 [00:08<00:02, 3.71it/s] 30/499 4.32G 0.02543 0.0178 0.01373 70 640: 75%|#######5 | 30/40 [00:08<00:02, 3.71it/s] 30/499 4.32G 0.02543 0.0178 0.01373 70 640: 78%|#######7 | 31/40 [00:08<00:02, 3.61it/s] 30/499 4.32G 0.02548 0.01777 0.01361 65 640: 78%|#######7 | 31/40 [00:08<00:02, 3.61it/s] 30/499 4.32G 0.02548 0.01777 0.01361 65 640: 80%|######## | 32/40 [00:08<00:02, 3.70it/s] 30/499 4.32G 0.02557 0.01797 0.01355 89 640: 80%|######## | 32/40 [00:08<00:02, 3.70it/s] 30/499 4.32G 0.02557 0.01797 0.01355 89 640: 82%|########2 | 33/40 [00:08<00:01, 3.70it/s] 30/499 4.32G 0.02562 0.01792 0.01363 66 640: 82%|########2 | 33/40 [00:09<00:01, 3.70it/s] 30/499 4.32G 0.02562 0.01792 0.01363 66 640: 85%|########5 | 34/40 [00:09<00:01, 3.46it/s] 30/499 4.32G 0.02564 0.01794 0.0136 85 640: 85%|########5 | 34/40 [00:09<00:01, 3.46it/s] 30/499 4.32G 0.02564 0.01794 0.0136 85 640: 88%|########7 | 35/40 [00:09<00:01, 3.63it/s] 30/499 4.32G 0.02557 0.01792 0.01358 76 640: 88%|########7 | 35/40 [00:09<00:01, 3.63it/s] 30/499 4.32G 0.02557 0.01792 0.01358 76 640: 90%|######### | 36/40 [00:09<00:01, 3.64it/s] 30/499 4.32G 0.02549 0.0179 0.01342 73 640: 90%|######### | 36/40 [00:10<00:01, 3.64it/s] 30/499 4.32G 0.02549 0.0179 0.01342 73 640: 92%|#########2| 37/40 [00:10<00:00, 3.60it/s] 30/499 4.32G 0.02546 0.01789 0.01335 74 640: 92%|#########2| 37/40 [00:10<00:00, 3.60it/s] 30/499 4.32G 0.02546 0.01789 0.01335 74 640: 95%|#########5| 38/40 [00:10<00:00, 3.83it/s] 30/499 4.32G 0.02547 0.0179 0.01328 83 640: 95%|#########5| 38/40 [00:10<00:00, 3.83it/s] 30/499 4.32G 0.02547 0.0179 0.01328 83 640: 98%|#########7| 39/40 [00:10<00:00, 4.20it/s] 30/499 4.32G 0.02544 0.0179 0.01319 43 640: 98%|#########7| 39/40 [00:10<00:00, 4.20it/s] 30/499 4.32G 0.02544 0.0179 0.01319 43 640: 100%|##########| 40/40 [00:10<00:00, 4.39it/s] 30/499 4.32G 0.02544 0.0179 0.01319 43 640: 100%|##########| 40/40 [00:10<00:00, 3.73it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.56it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.69it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 3.09it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.36it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.14it/s] all 132 263 0.712 0.706 0.735 0.506 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 31/499 4.32G 0.02353 0.01807 0.01617 73 640: 0%| | 0/40 [00:00<?, ?it/s] 31/499 4.32G 0.02353 0.01807 0.01617 73 640: 2%|2 | 1/40 [00:00<00:07, 5.30it/s] 31/499 4.32G 0.02398 0.01695 0.01373 67 640: 2%|2 | 1/40 [00:00<00:07, 5.30it/s] 31/499 4.32G 0.02398 0.01695 0.01373 67 640: 5%|5 | 2/40 [00:00<00:08, 4.31it/s] 31/499 4.32G 0.02508 0.01789 0.01351 80 640: 5%|5 | 2/40 [00:00<00:08, 4.31it/s] 31/499 4.32G 0.02508 0.01789 0.01351 80 640: 8%|7 | 3/40 [00:00<00:09, 3.83it/s] 31/499 4.32G 0.02542 0.01748 0.01414 66 640: 8%|7 | 3/40 [00:00<00:09, 3.83it/s] 31/499 4.32G 0.02542 0.01748 0.01414 66 640: 10%|# | 4/40 [00:00<00:09, 3.93it/s] 31/499 4.32G 0.02559 0.01782 0.01378 80 640: 10%|# | 4/40 [00:01<00:09, 3.93it/s] 31/499 4.32G 0.02559 0.01782 0.01378 80 640: 12%|#2 | 5/40 [00:01<00:09, 3.82it/s] 31/499 4.32G 0.02514 0.01745 0.01338 72 640: 12%|#2 | 5/40 [00:01<00:09, 3.82it/s] 31/499 4.32G 0.02514 0.01745 0.01338 72 640: 15%|#5 | 6/40 [00:01<00:09, 3.66it/s] 31/499 4.32G 0.02502 0.01761 0.01309 76 640: 15%|#5 | 6/40 [00:01<00:09, 3.66it/s] 31/499 4.32G 0.02502 0.01761 0.01309 76 640: 18%|#7 | 7/40 [00:01<00:08, 3.79it/s] 31/499 4.32G 0.0251 0.01767 0.01285 74 640: 18%|#7 | 7/40 [00:02<00:08, 3.79it/s] 31/499 4.32G 0.0251 0.01767 0.01285 74 640: 20%|## | 8/40 [00:02<00:08, 3.75it/s] 31/499 4.32G 0.02559 0.01771 0.01318 72 640: 20%|## | 8/40 [00:02<00:08, 3.75it/s] 31/499 4.32G 0.02559 0.01771 0.01318 72 640: 22%|##2 | 9/40 [00:02<00:08, 3.63it/s] 31/499 4.32G 0.0254 0.01743 0.0127 61 640: 22%|##2 | 9/40 [00:02<00:08, 3.63it/s] 31/499 4.32G 0.0254 0.01743 0.0127 61 640: 25%|##5 | 10/40 [00:02<00:07, 3.76it/s] 31/499 4.32G 0.02529 0.01759 0.013 82 640: 25%|##5 | 10/40 [00:02<00:07, 3.76it/s] 31/499 4.32G 0.02529 0.01759 0.013 82 640: 28%|##7 | 11/40 [00:02<00:07, 3.74it/s] 31/499 4.32G 0.02525 0.01754 0.01297 72 640: 28%|##7 | 11/40 [00:03<00:07, 3.74it/s] 31/499 4.32G 0.02525 0.01754 0.01297 72 640: 30%|### | 12/40 [00:03<00:07, 3.63it/s] 31/499 4.32G 0.02523 0.0177 0.01251 83 640: 30%|### | 12/40 [00:03<00:07, 3.63it/s] 31/499 4.32G 0.02523 0.0177 0.01251 83 640: 32%|###2 | 13/40 [00:03<00:07, 3.76it/s] 31/499 4.32G 0.0252 0.01764 0.01278 71 640: 32%|###2 | 13/40 [00:03<00:07, 3.76it/s] 31/499 4.32G 0.0252 0.01764 0.01278 71 640: 35%|###5 | 14/40 [00:03<00:06, 3.73it/s] 31/499 4.32G 0.0253 0.01793 0.01309 88 640: 35%|###5 | 14/40 [00:03<00:06, 3.73it/s] 31/499 4.32G 0.0253 0.01793 0.01309 88 640: 38%|###7 | 15/40 [00:03<00:06, 3.64it/s] 31/499 4.32G 0.02539 0.01804 0.01312 79 640: 38%|###7 | 15/40 [00:04<00:06, 3.64it/s] 31/499 4.32G 0.02539 0.01804 0.01312 79 640: 40%|#### | 16/40 [00:04<00:06, 3.75it/s] 31/499 4.32G 0.02539 0.01794 0.01303 66 640: 40%|#### | 16/40 [00:04<00:06, 3.75it/s] 31/499 4.32G 0.02539 0.01794 0.01303 66 640: 42%|####2 | 17/40 [00:04<00:06, 3.73it/s] 31/499 4.32G 0.02533 0.01804 0.01309 85 640: 42%|####2 | 17/40 [00:04<00:06, 3.73it/s] 31/499 4.32G 0.02533 0.01804 0.01309 85 640: 45%|####5 | 18/40 [00:04<00:06, 3.59it/s] 31/499 4.32G 0.02526 0.01791 0.01299 66 640: 45%|####5 | 18/40 [00:05<00:06, 3.59it/s] 31/499 4.32G 0.02526 0.01791 0.01299 66 640: 48%|####7 | 19/40 [00:05<00:05, 3.76it/s] 31/499 4.32G 0.02508 0.01783 0.01274 75 640: 48%|####7 | 19/40 [00:05<00:05, 3.76it/s] 31/499 4.32G 0.02508 0.01783 0.01274 75 640: 50%|##### | 20/40 [00:05<00:05, 3.73it/s] 31/499 4.32G 0.02512 0.01799 0.01278 92 640: 50%|##### | 20/40 [00:05<00:05, 3.73it/s] 31/499 4.32G 0.02512 0.01799 0.01278 92 640: 52%|#####2 | 21/40 [00:05<00:05, 3.62it/s] 31/499 4.32G 0.02501 0.01801 0.01269 74 640: 52%|#####2 | 21/40 [00:05<00:05, 3.62it/s] 31/499 4.32G 0.02501 0.01801 0.01269 74 640: 55%|#####5 | 22/40 [00:05<00:04, 3.75it/s] 31/499 4.32G 0.025 0.01806 0.01281 74 640: 55%|#####5 | 22/40 [00:06<00:04, 3.75it/s] 31/499 4.32G 0.025 0.01806 0.01281 74 640: 57%|#####7 | 23/40 [00:06<00:04, 3.73it/s] 31/499 4.32G 0.02488 0.01794 0.01277 65 640: 57%|#####7 | 23/40 [00:06<00:04, 3.73it/s] 31/499 4.32G 0.02488 0.01794 0.01277 65 640: 60%|###### | 24/40 [00:06<00:04, 3.61it/s] 31/499 4.32G 0.02493 0.01796 0.01294 64 640: 60%|###### | 24/40 [00:06<00:04, 3.61it/s] 31/499 4.32G 0.02493 0.01796 0.01294 64 640: 62%|######2 | 25/40 [00:06<00:04, 3.73it/s] 31/499 4.32G 0.02497 0.01797 0.01294 79 640: 62%|######2 | 25/40 [00:06<00:04, 3.73it/s] 31/499 4.32G 0.02497 0.01797 0.01294 79 640: 65%|######5 | 26/40 [00:06<00:03, 3.69it/s] 31/499 4.32G 0.02483 0.0179 0.01298 70 640: 65%|######5 | 26/40 [00:07<00:03, 3.69it/s] 31/499 4.32G 0.02483 0.0179 0.01298 70 640: 68%|######7 | 27/40 [00:07<00:03, 3.60it/s] 31/499 4.32G 0.02478 0.01795 0.01289 81 640: 68%|######7 | 27/40 [00:07<00:03, 3.60it/s] 31/499 4.32G 0.02478 0.01795 0.01289 81 640: 70%|####### | 28/40 [00:07<00:03, 3.73it/s] 31/499 4.32G 0.02475 0.01797 0.01295 72 640: 70%|####### | 28/40 [00:07<00:03, 3.73it/s] 31/499 4.32G 0.02475 0.01797 0.01295 72 640: 72%|#######2 | 29/40 [00:07<00:02, 3.67it/s] 31/499 4.32G 0.02458 0.01789 0.01283 66 640: 72%|#######2 | 29/40 [00:08<00:02, 3.67it/s] 31/499 4.32G 0.02458 0.01789 0.01283 66 640: 75%|#######5 | 30/40 [00:08<00:02, 3.60it/s] 31/499 4.32G 0.02449 0.0178 0.01294 64 640: 75%|#######5 | 30/40 [00:08<00:02, 3.60it/s] 31/499 4.32G 0.02449 0.0178 0.01294 64 640: 78%|#######7 | 31/40 [00:08<00:02, 3.73it/s] 31/499 4.32G 0.02445 0.01769 0.01279 65 640: 78%|#######7 | 31/40 [00:08<00:02, 3.73it/s] 31/499 4.32G 0.02445 0.01769 0.01279 65 640: 80%|######## | 32/40 [00:08<00:02, 3.72it/s] 31/499 4.32G 0.02439 0.01762 0.01271 63 640: 80%|######## | 32/40 [00:08<00:02, 3.72it/s] 31/499 4.32G 0.02439 0.01762 0.01271 63 640: 82%|########2 | 33/40 [00:08<00:01, 3.62it/s] 31/499 4.32G 0.02444 0.0176 0.01261 71 640: 82%|########2 | 33/40 [00:09<00:01, 3.62it/s] 31/499 4.32G 0.02444 0.0176 0.01261 71 640: 85%|########5 | 34/40 [00:09<00:01, 3.63it/s] 31/499 4.32G 0.0244 0.01759 0.01249 70 640: 85%|########5 | 34/40 [00:09<00:01, 3.63it/s] 31/499 4.32G 0.0244 0.01759 0.01249 70 640: 88%|########7 | 35/40 [00:09<00:01, 3.64it/s] 31/499 4.32G 0.02435 0.01766 0.01251 87 640: 88%|########7 | 35/40 [00:09<00:01, 3.64it/s] 31/499 4.32G 0.02435 0.01766 0.01251 87 640: 90%|######### | 36/40 [00:09<00:01, 3.57it/s] 31/499 4.32G 0.02446 0.01764 0.01247 70 640: 90%|######### | 36/40 [00:09<00:01, 3.57it/s] 31/499 4.32G 0.02446 0.01764 0.01247 70 640: 92%|#########2| 37/40 [00:09<00:00, 3.75it/s] 31/499 4.32G 0.02447 0.01768 0.0124 77 640: 92%|#########2| 37/40 [00:10<00:00, 3.75it/s] 31/499 4.32G 0.02447 0.01768 0.0124 77 640: 95%|#########5| 38/40 [00:10<00:00, 3.88it/s] 31/499 4.32G 0.02447 0.01766 0.0124 73 640: 95%|#########5| 38/40 [00:10<00:00, 3.88it/s] 31/499 4.32G 0.02447 0.01766 0.0124 73 640: 98%|#########7| 39/40 [00:10<00:00, 4.07it/s] 31/499 4.32G 0.0244 0.01781 0.01243 52 640: 98%|#########7| 39/40 [00:10<00:00, 4.07it/s] 31/499 4.32G 0.0244 0.01781 0.01243 52 640: 100%|##########| 40/40 [00:10<00:00, 4.41it/s] 31/499 4.32G 0.0244 0.01781 0.01243 52 640: 100%|##########| 40/40 [00:10<00:00, 3.78it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.58it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.71it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 3.05it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.02it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.94it/s] all 132 263 0.648 0.741 0.768 0.541 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 32/499 4.32G 0.02407 0.01657 0.01924 72 640: 0%| | 0/40 [00:00<?, ?it/s] 32/499 4.32G 0.02407 0.01657 0.01924 72 640: 2%|2 | 1/40 [00:00<00:11, 3.52it/s] 32/499 4.32G 0.0239 0.01587 0.01364 64 640: 2%|2 | 1/40 [00:00<00:11, 3.52it/s] 32/499 4.32G 0.0239 0.01587 0.01364 64 640: 5%|5 | 2/40 [00:00<00:11, 3.32it/s] 32/499 4.32G 0.0249 0.01664 0.01263 75 640: 5%|5 | 2/40 [00:00<00:11, 3.32it/s] 32/499 4.32G 0.0249 0.01664 0.01263 75 640: 8%|7 | 3/40 [00:00<00:10, 3.57it/s] 32/499 4.32G 0.02457 0.01635 0.01131 66 640: 8%|7 | 3/40 [00:01<00:10, 3.57it/s] 32/499 4.32G 0.02457 0.01635 0.01131 66 640: 10%|# | 4/40 [00:01<00:09, 3.66it/s] 32/499 4.32G 0.02451 0.01661 0.0115 77 640: 10%|# | 4/40 [00:01<00:09, 3.66it/s] 32/499 4.32G 0.02451 0.01661 0.0115 77 640: 12%|#2 | 5/40 [00:01<00:09, 3.54it/s] 32/499 4.32G 0.02464 0.01655 0.01164 70 640: 12%|#2 | 5/40 [00:01<00:09, 3.54it/s] 32/499 4.32G 0.02464 0.01655 0.01164 70 640: 15%|#5 | 6/40 [00:01<00:09, 3.69it/s] 32/499 4.32G 0.02464 0.01698 0.01162 85 640: 15%|#5 | 6/40 [00:01<00:09, 3.69it/s] 32/499 4.32G 0.02464 0.01698 0.01162 85 640: 18%|#7 | 7/40 [00:01<00:08, 3.71it/s] 32/499 4.32G 0.02466 0.01669 0.01218 64 640: 18%|#7 | 7/40 [00:02<00:08, 3.71it/s] 32/499 4.32G 0.02466 0.01669 0.01218 64 640: 20%|## | 8/40 [00:02<00:08, 3.60it/s] 32/499 4.32G 0.02449 0.01701 0.01171 76 640: 20%|## | 8/40 [00:02<00:08, 3.60it/s] 32/499 4.32G 0.02449 0.01701 0.01171 76 640: 22%|##2 | 9/40 [00:02<00:08, 3.71it/s] 32/499 4.32G 0.02458 0.01733 0.01242 85 640: 22%|##2 | 9/40 [00:02<00:08, 3.71it/s] 32/499 4.32G 0.02458 0.01733 0.01242 85 640: 25%|##5 | 10/40 [00:02<00:08, 3.71it/s] 32/499 4.32G 0.02455 0.01763 0.01238 84 640: 25%|##5 | 10/40 [00:03<00:08, 3.71it/s] 32/499 4.32G 0.02455 0.01763 0.01238 84 640: 28%|##7 | 11/40 [00:03<00:08, 3.60it/s] 32/499 4.32G 0.02464 0.01784 0.01208 77 640: 28%|##7 | 11/40 [00:03<00:08, 3.60it/s] 32/499 4.32G 0.02464 0.01784 0.01208 77 640: 30%|### | 12/40 [00:03<00:07, 3.72it/s] 32/499 4.32G 0.02456 0.01779 0.01203 69 640: 30%|### | 12/40 [00:03<00:07, 3.72it/s] 32/499 4.32G 0.02456 0.01779 0.01203 69 640: 32%|###2 | 13/40 [00:03<00:07, 3.75it/s] 32/499 4.32G 0.02456 0.01759 0.01239 60 640: 32%|###2 | 13/40 [00:03<00:07, 3.75it/s] 32/499 4.32G 0.02456 0.01759 0.01239 60 640: 35%|###5 | 14/40 [00:03<00:07, 3.64it/s] 32/499 4.32G 0.02456 0.01756 0.01253 71 640: 35%|###5 | 14/40 [00:04<00:07, 3.64it/s] 32/499 4.32G 0.02456 0.01756 0.01253 71 640: 38%|###7 | 15/40 [00:04<00:06, 3.74it/s] 32/499 4.32G 0.02463 0.01742 0.01304 61 640: 38%|###7 | 15/40 [00:04<00:06, 3.74it/s] 32/499 4.32G 0.02463 0.01742 0.01304 61 640: 40%|#### | 16/40 [00:04<00:06, 3.76it/s] 32/499 4.32G 0.02455 0.01754 0.01284 80 640: 40%|#### | 16/40 [00:04<00:06, 3.76it/s] 32/499 4.32G 0.02455 0.01754 0.01284 80 640: 42%|####2 | 17/40 [00:04<00:06, 3.63it/s] 32/499 4.32G 0.02462 0.01765 0.01273 75 640: 42%|####2 | 17/40 [00:04<00:06, 3.63it/s] 32/499 4.32G 0.02462 0.01765 0.01273 75 640: 45%|####5 | 18/40 [00:04<00:05, 3.72it/s] 32/499 4.32G 0.02466 0.01769 0.01288 78 640: 45%|####5 | 18/40 [00:05<00:05, 3.72it/s] 32/499 4.32G 0.02466 0.01769 0.01288 78 640: 48%|####7 | 19/40 [00:05<00:05, 3.74it/s] 32/499 4.32G 0.02456 0.01751 0.01289 62 640: 48%|####7 | 19/40 [00:05<00:05, 3.74it/s] 32/499 4.32G 0.02456 0.01751 0.01289 62 640: 50%|##### | 20/40 [00:05<00:05, 3.62it/s] 32/499 4.32G 0.02445 0.01742 0.01285 72 640: 50%|##### | 20/40 [00:05<00:05, 3.62it/s] 32/499 4.32G 0.02445 0.01742 0.01285 72 640: 52%|#####2 | 21/40 [00:05<00:05, 3.72it/s] 32/499 4.32G 0.02447 0.01756 0.01286 83 640: 52%|#####2 | 21/40 [00:05<00:05, 3.72it/s] 32/499 4.32G 0.02447 0.01756 0.01286 83 640: 55%|#####5 | 22/40 [00:05<00:04, 3.74it/s] 32/499 4.32G 0.02442 0.01771 0.01309 89 640: 55%|#####5 | 22/40 [00:06<00:04, 3.74it/s] 32/499 4.32G 0.02442 0.01771 0.01309 89 640: 57%|#####7 | 23/40 [00:06<00:04, 3.61it/s] 32/499 4.32G 0.02435 0.01754 0.01318 56 640: 57%|#####7 | 23/40 [00:06<00:04, 3.61it/s] 32/499 4.32G 0.02435 0.01754 0.01318 56 640: 60%|###### | 24/40 [00:06<00:04, 3.75it/s] 32/499 4.32G 0.02429 0.0175 0.01309 60 640: 60%|###### | 24/40 [00:06<00:04, 3.75it/s] 32/499 4.32G 0.02429 0.0175 0.01309 60 640: 62%|######2 | 25/40 [00:06<00:04, 3.74it/s] 32/499 4.32G 0.02434 0.0175 0.01304 74 640: 62%|######2 | 25/40 [00:07<00:04, 3.74it/s] 32/499 4.32G 0.02434 0.0175 0.01304 74 640: 65%|######5 | 26/40 [00:07<00:03, 3.62it/s] 32/499 4.32G 0.02426 0.01741 0.01294 63 640: 65%|######5 | 26/40 [00:07<00:03, 3.62it/s] 32/499 4.32G 0.02426 0.01741 0.01294 63 640: 68%|######7 | 27/40 [00:07<00:03, 3.70it/s] 32/499 4.32G 0.02431 0.0175 0.01294 77 640: 68%|######7 | 27/40 [00:07<00:03, 3.70it/s] 32/499 4.32G 0.02431 0.0175 0.01294 77 640: 70%|####### | 28/40 [00:07<00:03, 3.73it/s] 32/499 4.32G 0.02423 0.01736 0.01283 61 640: 70%|####### | 28/40 [00:07<00:03, 3.73it/s] 32/499 4.32G 0.02423 0.01736 0.01283 61 640: 72%|#######2 | 29/40 [00:07<00:03, 3.61it/s] 32/499 4.32G 0.0243 0.01743 0.01278 78 640: 72%|#######2 | 29/40 [00:08<00:03, 3.61it/s] 32/499 4.32G 0.0243 0.01743 0.01278 78 640: 75%|#######5 | 30/40 [00:08<00:02, 3.71it/s] 32/499 4.32G 0.0242 0.0174 0.0128 71 640: 75%|#######5 | 30/40 [00:08<00:02, 3.71it/s] 32/499 4.32G 0.0242 0.0174 0.0128 71 640: 78%|#######7 | 31/40 [00:08<00:02, 3.73it/s] 32/499 4.32G 0.02428 0.01744 0.01286 78 640: 78%|#######7 | 31/40 [00:08<00:02, 3.73it/s] 32/499 4.32G 0.02428 0.01744 0.01286 78 640: 80%|######## | 32/40 [00:08<00:02, 3.61it/s] 32/499 4.32G 0.02437 0.01753 0.01309 83 640: 80%|######## | 32/40 [00:09<00:02, 3.61it/s] 32/499 4.32G 0.02437 0.01753 0.01309 83 640: 82%|########2 | 33/40 [00:09<00:01, 3.58it/s] 32/499 4.32G 0.02431 0.01749 0.01298 76 640: 82%|########2 | 33/40 [00:09<00:01, 3.58it/s] 32/499 4.32G 0.02431 0.01749 0.01298 76 640: 85%|########5 | 34/40 [00:09<00:01, 3.62it/s] 32/499 4.32G 0.02435 0.01751 0.01303 80 640: 85%|########5 | 34/40 [00:09<00:01, 3.62it/s] 32/499 4.32G 0.02435 0.01751 0.01303 80 640: 88%|########7 | 35/40 [00:09<00:01, 3.51it/s] 32/499 4.32G 0.02434 0.01746 0.01342 68 640: 88%|########7 | 35/40 [00:09<00:01, 3.51it/s] 32/499 4.32G 0.02434 0.01746 0.01342 68 640: 90%|######### | 36/40 [00:09<00:01, 3.68it/s] 32/499 4.32G 0.0243 0.01742 0.01334 67 640: 90%|######### | 36/40 [00:10<00:01, 3.68it/s] 32/499 4.32G 0.0243 0.01742 0.01334 67 640: 92%|#########2| 37/40 [00:10<00:00, 3.81it/s] 32/499 4.32G 0.02426 0.01737 0.01327 74 640: 92%|#########2| 37/40 [00:10<00:00, 3.81it/s] 32/499 4.32G 0.02426 0.01737 0.01327 74 640: 95%|#########5| 38/40 [00:10<00:00, 4.01it/s] 32/499 4.32G 0.02424 0.01744 0.01332 80 640: 95%|#########5| 38/40 [00:10<00:00, 4.01it/s] 32/499 4.32G 0.02424 0.01744 0.01332 80 640: 98%|#########7| 39/40 [00:10<00:00, 4.33it/s] 32/499 4.32G 0.02425 0.01756 0.01325 49 640: 98%|#########7| 39/40 [00:10<00:00, 4.33it/s] 32/499 4.32G 0.02425 0.01756 0.01325 49 640: 100%|##########| 40/40 [00:10<00:00, 4.66it/s] 32/499 4.32G 0.02425 0.01756 0.01325 49 640: 100%|##########| 40/40 [00:10<00:00, 3.76it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.56it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.89it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.70it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.19it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.01it/s] all 132 263 0.817 0.799 0.786 0.551 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 33/499 4.32G 0.02695 0.01653 0.01397 68 640: 0%| | 0/40 [00:00<?, ?it/s] 33/499 4.32G 0.02695 0.01653 0.01397 68 640: 2%|2 | 1/40 [00:00<00:10, 3.87it/s] 33/499 4.32G 0.02565 0.01714 0.01268 72 640: 2%|2 | 1/40 [00:00<00:10, 3.87it/s] 33/499 4.32G 0.02565 0.01714 0.01268 72 640: 5%|5 | 2/40 [00:00<00:09, 3.90it/s] 33/499 4.32G 0.02557 0.01721 0.01281 77 640: 5%|5 | 2/40 [00:00<00:09, 3.90it/s] 33/499 4.32G 0.02557 0.01721 0.01281 77 640: 8%|7 | 3/40 [00:00<00:09, 3.84it/s] 33/499 4.32G 0.02501 0.0175 0.01235 80 640: 8%|7 | 3/40 [00:01<00:09, 3.84it/s] 33/499 4.32G 0.02501 0.0175 0.01235 80 640: 10%|# | 4/40 [00:01<00:09, 3.65it/s] 33/499 4.32G 0.02464 0.01728 0.01185 70 640: 10%|# | 4/40 [00:01<00:09, 3.65it/s] 33/499 4.32G 0.02464 0.01728 0.01185 70 640: 12%|#2 | 5/40 [00:01<00:09, 3.75it/s] 33/499 4.32G 0.02486 0.01701 0.01209 64 640: 12%|#2 | 5/40 [00:01<00:09, 3.75it/s] 33/499 4.32G 0.02486 0.01701 0.01209 64 640: 15%|#5 | 6/40 [00:01<00:09, 3.74it/s] 33/499 4.32G 0.02474 0.01737 0.01216 81 640: 15%|#5 | 6/40 [00:01<00:09, 3.74it/s] 33/499 4.32G 0.02474 0.01737 0.01216 81 640: 18%|#7 | 7/40 [00:01<00:09, 3.63it/s] 33/499 4.32G 0.0243 0.01707 0.01244 67 640: 18%|#7 | 7/40 [00:02<00:09, 3.63it/s] 33/499 4.32G 0.0243 0.01707 0.01244 67 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 33/499 4.32G 0.02427 0.01722 0.01236 77 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 33/499 4.32G 0.02427 0.01722 0.01236 77 640: 22%|##2 | 9/40 [00:02<00:08, 3.74it/s] 33/499 4.32G 0.02431 0.01702 0.01256 66 640: 22%|##2 | 9/40 [00:02<00:08, 3.74it/s] 33/499 4.32G 0.02431 0.01702 0.01256 66 640: 25%|##5 | 10/40 [00:02<00:08, 3.60it/s] 33/499 4.32G 0.02409 0.01702 0.01254 71 640: 25%|##5 | 10/40 [00:02<00:08, 3.60it/s] 33/499 4.32G 0.02409 0.01702 0.01254 71 640: 28%|##7 | 11/40 [00:02<00:07, 3.70it/s] 33/499 4.32G 0.02389 0.01686 0.01231 70 640: 28%|##7 | 11/40 [00:03<00:07, 3.70it/s] 33/499 4.32G 0.02389 0.01686 0.01231 70 640: 30%|### | 12/40 [00:03<00:07, 3.71it/s] 33/499 4.32G 0.0239 0.01686 0.01254 65 640: 30%|### | 12/40 [00:03<00:07, 3.71it/s] 33/499 4.32G 0.0239 0.01686 0.01254 65 640: 32%|###2 | 13/40 [00:03<00:07, 3.59it/s] 33/499 4.32G 0.0238 0.01693 0.01272 76 640: 32%|###2 | 13/40 [00:03<00:07, 3.59it/s] 33/499 4.32G 0.0238 0.01693 0.01272 76 640: 35%|###5 | 14/40 [00:03<00:07, 3.70it/s] 33/499 4.32G 0.024 0.01715 0.01242 76 640: 35%|###5 | 14/40 [00:04<00:07, 3.70it/s] 33/499 4.32G 0.024 0.01715 0.01242 76 640: 38%|###7 | 15/40 [00:04<00:06, 3.72it/s] 33/499 4.32G 0.02395 0.01708 0.01252 65 640: 38%|###7 | 15/40 [00:04<00:06, 3.72it/s] 33/499 4.32G 0.02395 0.01708 0.01252 65 640: 40%|#### | 16/40 [00:04<00:06, 3.60it/s] 33/499 4.32G 0.02393 0.01707 0.01238 62 640: 40%|#### | 16/40 [00:04<00:06, 3.60it/s] 33/499 4.32G 0.02393 0.01707 0.01238 62 640: 42%|####2 | 17/40 [00:04<00:06, 3.71it/s] 33/499 4.32G 0.02415 0.01723 0.0121 78 640: 42%|####2 | 17/40 [00:04<00:06, 3.71it/s] 33/499 4.32G 0.02415 0.01723 0.0121 78 640: 45%|####5 | 18/40 [00:04<00:05, 3.73it/s] 33/499 4.32G 0.0243 0.0172 0.01255 65 640: 45%|####5 | 18/40 [00:05<00:05, 3.73it/s] 33/499 4.32G 0.0243 0.0172 0.01255 65 640: 48%|####7 | 19/40 [00:05<00:05, 3.61it/s] 33/499 4.32G 0.02437 0.0172 0.01274 78 640: 48%|####7 | 19/40 [00:05<00:05, 3.61it/s] 33/499 4.32G 0.02437 0.0172 0.01274 78 640: 50%|##### | 20/40 [00:05<00:05, 3.72it/s] 33/499 4.32G 0.02429 0.01726 0.01249 85 640: 50%|##### | 20/40 [00:05<00:05, 3.72it/s] 33/499 4.32G 0.02429 0.01726 0.01249 85 640: 52%|#####2 | 21/40 [00:05<00:05, 3.70it/s] 33/499 4.32G 0.02425 0.01722 0.01247 70 640: 52%|#####2 | 21/40 [00:05<00:05, 3.70it/s] 33/499 4.32G 0.02425 0.01722 0.01247 70 640: 55%|#####5 | 22/40 [00:05<00:04, 3.61it/s] 33/499 4.32G 0.02415 0.01712 0.0122 67 640: 55%|#####5 | 22/40 [00:06<00:04, 3.61it/s] 33/499 4.32G 0.02415 0.01712 0.0122 67 640: 57%|#####7 | 23/40 [00:06<00:04, 3.71it/s] 33/499 4.32G 0.02419 0.01716 0.01219 74 640: 57%|#####7 | 23/40 [00:06<00:04, 3.71it/s] 33/499 4.32G 0.02419 0.01716 0.01219 74 640: 60%|###### | 24/40 [00:06<00:04, 3.71it/s] 33/499 4.32G 0.02422 0.01713 0.0121 74 640: 60%|###### | 24/40 [00:06<00:04, 3.71it/s] 33/499 4.32G 0.02422 0.01713 0.0121 74 640: 62%|######2 | 25/40 [00:06<00:04, 3.61it/s] 33/499 4.32G 0.02417 0.01703 0.01211 63 640: 62%|######2 | 25/40 [00:07<00:04, 3.61it/s] 33/499 4.32G 0.02417 0.01703 0.01211 63 640: 65%|######5 | 26/40 [00:07<00:03, 3.71it/s] 33/499 4.32G 0.02422 0.01717 0.01219 88 640: 65%|######5 | 26/40 [00:07<00:03, 3.71it/s] 33/499 4.32G 0.02422 0.01717 0.01219 88 640: 68%|######7 | 27/40 [00:07<00:03, 3.71it/s] 33/499 4.32G 0.02419 0.0172 0.01222 78 640: 68%|######7 | 27/40 [00:07<00:03, 3.71it/s] 33/499 4.32G 0.02419 0.0172 0.01222 78 640: 70%|####### | 28/40 [00:07<00:03, 3.64it/s] 33/499 4.32G 0.02413 0.01727 0.01213 79 640: 70%|####### | 28/40 [00:07<00:03, 3.64it/s] 33/499 4.32G 0.02413 0.01727 0.01213 79 640: 72%|#######2 | 29/40 [00:07<00:02, 3.69it/s] 33/499 4.32G 0.02414 0.01733 0.01192 83 640: 72%|#######2 | 29/40 [00:08<00:02, 3.69it/s] 33/499 4.32G 0.02414 0.01733 0.01192 83 640: 75%|#######5 | 30/40 [00:08<00:02, 3.71it/s] 33/499 4.32G 0.02404 0.01723 0.01204 65 640: 75%|#######5 | 30/40 [00:08<00:02, 3.71it/s] 33/499 4.32G 0.02404 0.01723 0.01204 65 640: 78%|#######7 | 31/40 [00:08<00:02, 3.61it/s] 33/499 4.32G 0.02415 0.01729 0.01207 68 640: 78%|#######7 | 31/40 [00:08<00:02, 3.61it/s] 33/499 4.32G 0.02415 0.01729 0.01207 68 640: 80%|######## | 32/40 [00:08<00:02, 3.70it/s] 33/499 4.32G 0.02414 0.01726 0.01214 68 640: 80%|######## | 32/40 [00:08<00:02, 3.70it/s] 33/499 4.32G 0.02414 0.01726 0.01214 68 640: 82%|########2 | 33/40 [00:08<00:01, 3.67it/s] 33/499 4.32G 0.02403 0.01717 0.01209 62 640: 82%|########2 | 33/40 [00:09<00:01, 3.67it/s] 33/499 4.32G 0.02403 0.01717 0.01209 62 640: 85%|########5 | 34/40 [00:09<00:01, 3.58it/s] 33/499 4.32G 0.02402 0.01713 0.01211 57 640: 85%|########5 | 34/40 [00:09<00:01, 3.58it/s] 33/499 4.32G 0.02402 0.01713 0.01211 57 640: 88%|########7 | 35/40 [00:09<00:01, 3.70it/s] 33/499 4.32G 0.02412 0.01704 0.01236 49 640: 88%|########7 | 35/40 [00:09<00:01, 3.70it/s] 33/499 4.32G 0.02412 0.01704 0.01236 49 640: 90%|######### | 36/40 [00:09<00:01, 3.74it/s] 33/499 4.32G 0.02416 0.01712 0.01228 83 640: 90%|######### | 36/40 [00:10<00:01, 3.74it/s] 33/499 4.32G 0.02416 0.01712 0.01228 83 640: 92%|#########2| 37/40 [00:10<00:00, 3.75it/s] 33/499 4.32G 0.02414 0.01717 0.01238 83 640: 92%|#########2| 37/40 [00:10<00:00, 3.75it/s] 33/499 4.32G 0.02414 0.01717 0.01238 83 640: 95%|#########5| 38/40 [00:10<00:00, 4.11it/s] 33/499 4.32G 0.02415 0.01718 0.01241 77 640: 95%|#########5| 38/40 [00:10<00:00, 4.11it/s] 33/499 4.32G 0.02415 0.01718 0.01241 77 640: 98%|#########7| 39/40 [00:10<00:00, 4.41it/s] 33/499 4.32G 0.02404 0.01708 0.01239 27 640: 98%|#########7| 39/40 [00:10<00:00, 4.41it/s] 33/499 4.32G 0.02404 0.01708 0.01239 27 640: 100%|##########| 40/40 [00:10<00:00, 4.54it/s] 33/499 4.32G 0.02404 0.01708 0.01239 27 640: 100%|##########| 40/40 [00:10<00:00, 3.77it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.58it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.83it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.61it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.12it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.94it/s] all 132 263 0.735 0.775 0.791 0.56 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 34/499 4.32G 0.0234 0.01625 0.006465 72 640: 0%| | 0/40 [00:00<?, ?it/s] 34/499 4.32G 0.0234 0.01625 0.006465 72 640: 2%|2 | 1/40 [00:00<00:09, 4.33it/s] 34/499 4.32G 0.02335 0.01745 0.008797 84 640: 2%|2 | 1/40 [00:00<00:09, 4.33it/s] 34/499 4.32G 0.02335 0.01745 0.008797 84 640: 5%|5 | 2/40 [00:00<00:09, 3.99it/s] 34/499 4.32G 0.02293 0.01855 0.009595 88 640: 5%|5 | 2/40 [00:00<00:09, 3.99it/s] 34/499 4.32G 0.02293 0.01855 0.009595 88 640: 8%|7 | 3/40 [00:00<00:10, 3.68it/s] 34/499 4.32G 0.02303 0.01876 0.009714 86 640: 8%|7 | 3/40 [00:01<00:10, 3.68it/s] 34/499 4.32G 0.02303 0.01876 0.009714 86 640: 10%|# | 4/40 [00:01<00:09, 3.78it/s] 34/499 4.32G 0.02312 0.01875 0.01023 76 640: 10%|# | 4/40 [00:01<00:09, 3.78it/s] 34/499 4.32G 0.02312 0.01875 0.01023 76 640: 12%|#2 | 5/40 [00:01<00:09, 3.78it/s] 34/499 4.32G 0.02377 0.01868 0.01149 72 640: 12%|#2 | 5/40 [00:01<00:09, 3.78it/s] 34/499 4.32G 0.02377 0.01868 0.01149 72 640: 15%|#5 | 6/40 [00:01<00:09, 3.62it/s] 34/499 4.32G 0.02389 0.01863 0.01141 77 640: 15%|#5 | 6/40 [00:01<00:09, 3.62it/s] 34/499 4.32G 0.02389 0.01863 0.01141 77 640: 18%|#7 | 7/40 [00:01<00:08, 3.74it/s] 34/499 4.32G 0.02406 0.01873 0.01152 93 640: 18%|#7 | 7/40 [00:02<00:08, 3.74it/s] 34/499 4.32G 0.02406 0.01873 0.01152 93 640: 20%|## | 8/40 [00:02<00:08, 3.73it/s] 34/499 4.32G 0.02426 0.01836 0.01169 69 640: 20%|## | 8/40 [00:02<00:08, 3.73it/s] 34/499 4.32G 0.02426 0.01836 0.01169 69 640: 22%|##2 | 9/40 [00:02<00:08, 3.63it/s] 34/499 4.32G 0.02403 0.01839 0.01146 81 640: 22%|##2 | 9/40 [00:02<00:08, 3.63it/s] 34/499 4.32G 0.02403 0.01839 0.01146 81 640: 25%|##5 | 10/40 [00:02<00:08, 3.72it/s] 34/499 4.32G 0.02382 0.01804 0.01169 64 640: 25%|##5 | 10/40 [00:02<00:08, 3.72it/s] 34/499 4.32G 0.02382 0.01804 0.01169 64 640: 28%|##7 | 11/40 [00:02<00:07, 3.72it/s] 34/499 4.32G 0.02378 0.01807 0.01161 78 640: 28%|##7 | 11/40 [00:03<00:07, 3.72it/s] 34/499 4.32G 0.02378 0.01807 0.01161 78 640: 30%|### | 12/40 [00:03<00:07, 3.63it/s] 34/499 4.32G 0.02377 0.01812 0.01178 85 640: 30%|### | 12/40 [00:03<00:07, 3.63it/s] 34/499 4.32G 0.02377 0.01812 0.01178 85 640: 32%|###2 | 13/40 [00:03<00:07, 3.69it/s] 34/499 4.32G 0.02364 0.01799 0.01145 74 640: 32%|###2 | 13/40 [00:03<00:07, 3.69it/s] 34/499 4.32G 0.02364 0.01799 0.01145 74 640: 35%|###5 | 14/40 [00:03<00:07, 3.71it/s] 34/499 4.32G 0.02344 0.01786 0.01124 77 640: 35%|###5 | 14/40 [00:04<00:07, 3.71it/s] 34/499 4.32G 0.02344 0.01786 0.01124 77 640: 38%|###7 | 15/40 [00:04<00:06, 3.61it/s] 34/499 4.32G 0.02339 0.01788 0.01099 85 640: 38%|###7 | 15/40 [00:04<00:06, 3.61it/s] 34/499 4.32G 0.02339 0.01788 0.01099 85 640: 40%|#### | 16/40 [00:04<00:06, 3.71it/s] 34/499 4.32G 0.02334 0.01789 0.01124 80 640: 40%|#### | 16/40 [00:04<00:06, 3.71it/s] 34/499 4.32G 0.02334 0.01789 0.01124 80 640: 42%|####2 | 17/40 [00:04<00:06, 3.72it/s] 34/499 4.32G 0.02334 0.01796 0.01105 78 640: 42%|####2 | 17/40 [00:04<00:06, 3.72it/s] 34/499 4.32G 0.02334 0.01796 0.01105 78 640: 45%|####5 | 18/40 [00:04<00:06, 3.63it/s] 34/499 4.32G 0.02336 0.01797 0.01102 81 640: 45%|####5 | 18/40 [00:05<00:06, 3.63it/s] 34/499 4.32G 0.02336 0.01797 0.01102 81 640: 48%|####7 | 19/40 [00:05<00:05, 3.68it/s] 34/499 4.32G 0.02329 0.01784 0.011 66 640: 48%|####7 | 19/40 [00:05<00:05, 3.68it/s] 34/499 4.32G 0.02329 0.01784 0.011 66 640: 50%|##### | 20/40 [00:05<00:05, 3.70it/s] 34/499 4.32G 0.02342 0.01774 0.01113 72 640: 50%|##### | 20/40 [00:05<00:05, 3.70it/s] 34/499 4.32G 0.02342 0.01774 0.01113 72 640: 52%|#####2 | 21/40 [00:05<00:05, 3.57it/s] 34/499 4.32G 0.02344 0.01763 0.01106 64 640: 52%|#####2 | 21/40 [00:05<00:05, 3.57it/s] 34/499 4.32G 0.02344 0.01763 0.01106 64 640: 55%|#####5 | 22/40 [00:05<00:04, 3.71it/s] 34/499 4.32G 0.0234 0.01751 0.01116 70 640: 55%|#####5 | 22/40 [00:06<00:04, 3.71it/s] 34/499 4.32G 0.0234 0.01751 0.01116 70 640: 57%|#####7 | 23/40 [00:06<00:04, 3.71it/s] 34/499 4.32G 0.02338 0.01738 0.01131 57 640: 57%|#####7 | 23/40 [00:06<00:04, 3.71it/s] 34/499 4.32G 0.02338 0.01738 0.01131 57 640: 60%|###### | 24/40 [00:06<00:04, 3.59it/s] 34/499 4.32G 0.02339 0.01735 0.01137 73 640: 60%|###### | 24/40 [00:06<00:04, 3.59it/s] 34/499 4.32G 0.02339 0.01735 0.01137 73 640: 62%|######2 | 25/40 [00:06<00:04, 3.70it/s] 34/499 4.32G 0.02344 0.01726 0.01138 63 640: 62%|######2 | 25/40 [00:07<00:04, 3.70it/s] 34/499 4.32G 0.02344 0.01726 0.01138 63 640: 65%|######5 | 26/40 [00:07<00:03, 3.72it/s] 34/499 4.32G 0.02345 0.01737 0.01126 87 640: 65%|######5 | 26/40 [00:07<00:03, 3.72it/s] 34/499 4.32G 0.02345 0.01737 0.01126 87 640: 68%|######7 | 27/40 [00:07<00:03, 3.62it/s] 34/499 4.32G 0.02352 0.01748 0.01144 89 640: 68%|######7 | 27/40 [00:07<00:03, 3.62it/s] 34/499 4.32G 0.02352 0.01748 0.01144 89 640: 70%|####### | 28/40 [00:07<00:03, 3.72it/s] 34/499 4.32G 0.02354 0.01741 0.01145 69 640: 70%|####### | 28/40 [00:07<00:03, 3.72it/s] 34/499 4.32G 0.02354 0.01741 0.01145 69 640: 72%|#######2 | 29/40 [00:07<00:02, 3.72it/s] 34/499 4.32G 0.02366 0.0175 0.01133 77 640: 72%|#######2 | 29/40 [00:08<00:02, 3.72it/s] 34/499 4.32G 0.02366 0.0175 0.01133 77 640: 75%|#######5 | 30/40 [00:08<00:02, 3.62it/s] 34/499 4.32G 0.02378 0.01742 0.01134 59 640: 75%|#######5 | 30/40 [00:08<00:02, 3.62it/s] 34/499 4.32G 0.02378 0.01742 0.01134 59 640: 78%|#######7 | 31/40 [00:08<00:02, 3.72it/s] 34/499 4.32G 0.0238 0.01752 0.01148 82 640: 78%|#######7 | 31/40 [00:08<00:02, 3.72it/s] 34/499 4.32G 0.0238 0.01752 0.01148 82 640: 80%|######## | 32/40 [00:08<00:02, 3.71it/s] 34/499 4.32G 0.02375 0.01745 0.01152 68 640: 80%|######## | 32/40 [00:08<00:02, 3.71it/s] 34/499 4.32G 0.02375 0.01745 0.01152 68 640: 82%|########2 | 33/40 [00:08<00:01, 3.51it/s] 34/499 4.32G 0.02378 0.01749 0.01154 78 640: 82%|########2 | 33/40 [00:09<00:01, 3.51it/s] 34/499 4.32G 0.02378 0.01749 0.01154 78 640: 85%|########5 | 34/40 [00:09<00:01, 3.63it/s] 34/499 4.32G 0.02382 0.01738 0.01168 60 640: 85%|########5 | 34/40 [00:09<00:01, 3.63it/s] 34/499 4.32G 0.02382 0.01738 0.01168 60 640: 88%|########7 | 35/40 [00:09<00:01, 3.66it/s] 34/499 4.32G 0.02385 0.01731 0.01168 57 640: 88%|########7 | 35/40 [00:09<00:01, 3.66it/s] 34/499 4.32G 0.02385 0.01731 0.01168 57 640: 90%|######### | 36/40 [00:09<00:01, 3.60it/s] 34/499 4.32G 0.02383 0.01729 0.01158 68 640: 90%|######### | 36/40 [00:10<00:01, 3.60it/s] 34/499 4.32G 0.02383 0.01729 0.01158 68 640: 92%|#########2| 37/40 [00:10<00:00, 3.80it/s] 34/499 4.32G 0.02375 0.01713 0.01172 52 640: 92%|#########2| 37/40 [00:10<00:00, 3.80it/s] 34/499 4.32G 0.02375 0.01713 0.01172 52 640: 95%|#########5| 38/40 [00:10<00:00, 4.14it/s] 34/499 4.32G 0.02383 0.01719 0.01168 77 640: 95%|#########5| 38/40 [00:10<00:00, 4.14it/s] 34/499 4.32G 0.02383 0.01719 0.01168 77 640: 98%|#########7| 39/40 [00:10<00:00, 4.31it/s] 34/499 4.32G 0.02385 0.0172 0.01182 38 640: 98%|#########7| 39/40 [00:10<00:00, 4.31it/s] 34/499 4.32G 0.02385 0.0172 0.01182 38 640: 100%|##########| 40/40 [00:10<00:00, 4.62it/s] 34/499 4.32G 0.02385 0.0172 0.01182 38 640: 100%|##########| 40/40 [00:10<00:00, 3.77it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.53it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.67it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 3.00it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.38it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.13it/s] all 132 263 0.872 0.819 0.89 0.589 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 35/499 4.32G 0.02605 0.01822 0.008318 77 640: 0%| | 0/40 [00:00<?, ?it/s] 35/499 4.32G 0.02605 0.01822 0.008318 77 640: 2%|2 | 1/40 [00:00<00:09, 4.18it/s] 35/499 4.32G 0.02495 0.01775 0.01047 77 640: 2%|2 | 1/40 [00:00<00:09, 4.18it/s] 35/499 4.32G 0.02495 0.01775 0.01047 77 640: 5%|5 | 2/40 [00:00<00:10, 3.69it/s] 35/499 4.32G 0.02501 0.01767 0.009684 80 640: 5%|5 | 2/40 [00:00<00:10, 3.69it/s] 35/499 4.32G 0.02501 0.01767 0.009684 80 640: 8%|7 | 3/40 [00:00<00:09, 3.83it/s] 35/499 4.32G 0.02491 0.01856 0.01104 84 640: 8%|7 | 3/40 [00:01<00:09, 3.83it/s] 35/499 4.32G 0.02491 0.01856 0.01104 84 640: 10%|# | 4/40 [00:01<00:09, 3.81it/s] 35/499 4.32G 0.02472 0.01796 0.01025 70 640: 10%|# | 4/40 [00:01<00:09, 3.81it/s] 35/499 4.32G 0.02472 0.01796 0.01025 70 640: 12%|#2 | 5/40 [00:01<00:09, 3.63it/s] 35/499 4.32G 0.02492 0.01753 0.009989 68 640: 12%|#2 | 5/40 [00:01<00:09, 3.63it/s] 35/499 4.32G 0.02492 0.01753 0.009989 68 640: 15%|#5 | 6/40 [00:01<00:09, 3.73it/s] 35/499 4.32G 0.02477 0.01733 0.009948 72 640: 15%|#5 | 6/40 [00:01<00:09, 3.73it/s] 35/499 4.32G 0.02477 0.01733 0.009948 72 640: 18%|#7 | 7/40 [00:01<00:08, 3.75it/s] 35/499 4.32G 0.02484 0.01725 0.009979 64 640: 18%|#7 | 7/40 [00:02<00:08, 3.75it/s] 35/499 4.32G 0.02484 0.01725 0.009979 64 640: 20%|## | 8/40 [00:02<00:08, 3.63it/s] 35/499 4.32G 0.02488 0.01706 0.01068 68 640: 20%|## | 8/40 [00:02<00:08, 3.63it/s] 35/499 4.32G 0.02488 0.01706 0.01068 68 640: 22%|##2 | 9/40 [00:02<00:08, 3.74it/s] 35/499 4.32G 0.02471 0.01692 0.01176 60 640: 22%|##2 | 9/40 [00:02<00:08, 3.74it/s] 35/499 4.32G 0.02471 0.01692 0.01176 60 640: 25%|##5 | 10/40 [00:02<00:08, 3.75it/s] 35/499 4.32G 0.02452 0.01686 0.01201 71 640: 25%|##5 | 10/40 [00:02<00:08, 3.75it/s] 35/499 4.32G 0.02452 0.01686 0.01201 71 640: 28%|##7 | 11/40 [00:02<00:08, 3.62it/s] 35/499 4.32G 0.02445 0.0165 0.01222 57 640: 28%|##7 | 11/40 [00:03<00:08, 3.62it/s] 35/499 4.32G 0.02445 0.0165 0.01222 57 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 35/499 4.32G 0.02447 0.01649 0.01194 71 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 35/499 4.32G 0.02447 0.01649 0.01194 71 640: 32%|###2 | 13/40 [00:03<00:07, 3.73it/s] 35/499 4.32G 0.02427 0.01652 0.01206 77 640: 32%|###2 | 13/40 [00:03<00:07, 3.73it/s] 35/499 4.32G 0.02427 0.01652 0.01206 77 640: 35%|###5 | 14/40 [00:03<00:07, 3.59it/s] 35/499 4.32G 0.02423 0.01657 0.01193 73 640: 35%|###5 | 14/40 [00:04<00:07, 3.59it/s] 35/499 4.32G 0.02423 0.01657 0.01193 73 640: 38%|###7 | 15/40 [00:04<00:06, 3.70it/s] 35/499 4.32G 0.02427 0.01684 0.01192 89 640: 38%|###7 | 15/40 [00:04<00:06, 3.70it/s] 35/499 4.32G 0.02427 0.01684 0.01192 89 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 35/499 4.32G 0.02442 0.01679 0.01196 63 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 35/499 4.32G 0.02442 0.01679 0.01196 63 640: 42%|####2 | 17/40 [00:04<00:06, 3.63it/s] 35/499 4.32G 0.02438 0.01687 0.01234 81 640: 42%|####2 | 17/40 [00:04<00:06, 3.63it/s] 35/499 4.32G 0.02438 0.01687 0.01234 81 640: 45%|####5 | 18/40 [00:04<00:05, 3.74it/s] 35/499 4.32G 0.02439 0.01688 0.01231 70 640: 45%|####5 | 18/40 [00:05<00:05, 3.74it/s] 35/499 4.32G 0.02439 0.01688 0.01231 70 640: 48%|####7 | 19/40 [00:05<00:05, 3.75it/s] 35/499 4.32G 0.0244 0.01679 0.01208 62 640: 48%|####7 | 19/40 [00:05<00:05, 3.75it/s] 35/499 4.32G 0.0244 0.01679 0.01208 62 640: 50%|##### | 20/40 [00:05<00:05, 3.64it/s] 35/499 4.32G 0.02436 0.01685 0.01211 75 640: 50%|##### | 20/40 [00:05<00:05, 3.64it/s] 35/499 4.32G 0.02436 0.01685 0.01211 75 640: 52%|#####2 | 21/40 [00:05<00:05, 3.66it/s] 35/499 4.32G 0.02437 0.01708 0.01201 85 640: 52%|#####2 | 21/40 [00:05<00:05, 3.66it/s] 35/499 4.32G 0.02437 0.01708 0.01201 85 640: 55%|#####5 | 22/40 [00:05<00:04, 3.68it/s] 35/499 4.32G 0.02454 0.01718 0.01221 74 640: 55%|#####5 | 22/40 [00:06<00:04, 3.68it/s] 35/499 4.32G 0.02454 0.01718 0.01221 74 640: 57%|#####7 | 23/40 [00:06<00:04, 3.60it/s] 35/499 4.32G 0.02439 0.0171 0.01206 69 640: 57%|#####7 | 23/40 [00:06<00:04, 3.60it/s] 35/499 4.32G 0.02439 0.0171 0.01206 69 640: 60%|###### | 24/40 [00:06<00:04, 3.70it/s] 35/499 4.32G 0.02449 0.01718 0.01211 76 640: 60%|###### | 24/40 [00:06<00:04, 3.70it/s] 35/499 4.32G 0.02449 0.01718 0.01211 76 640: 62%|######2 | 25/40 [00:06<00:04, 3.72it/s] 35/499 4.32G 0.02449 0.01721 0.01231 75 640: 62%|######2 | 25/40 [00:07<00:04, 3.72it/s] 35/499 4.32G 0.02449 0.01721 0.01231 75 640: 65%|######5 | 26/40 [00:07<00:03, 3.64it/s] 35/499 4.32G 0.02439 0.01721 0.01223 78 640: 65%|######5 | 26/40 [00:07<00:03, 3.64it/s] 35/499 4.32G 0.02439 0.01721 0.01223 78 640: 68%|######7 | 27/40 [00:07<00:03, 3.73it/s] 35/499 4.32G 0.02432 0.01717 0.01229 65 640: 68%|######7 | 27/40 [00:07<00:03, 3.73it/s] 35/499 4.32G 0.02432 0.01717 0.01229 65 640: 70%|####### | 28/40 [00:07<00:03, 3.74it/s] 35/499 4.32G 0.02428 0.01715 0.01233 70 640: 70%|####### | 28/40 [00:07<00:03, 3.74it/s] 35/499 4.32G 0.02428 0.01715 0.01233 70 640: 72%|#######2 | 29/40 [00:07<00:03, 3.62it/s] 35/499 4.32G 0.02416 0.01709 0.01221 75 640: 72%|#######2 | 29/40 [00:08<00:03, 3.62it/s] 35/499 4.32G 0.02416 0.01709 0.01221 75 640: 75%|#######5 | 30/40 [00:08<00:02, 3.69it/s] 35/499 4.32G 0.02424 0.01707 0.01229 72 640: 75%|#######5 | 30/40 [00:08<00:02, 3.69it/s] 35/499 4.32G 0.02424 0.01707 0.01229 72 640: 78%|#######7 | 31/40 [00:08<00:02, 3.72it/s] 35/499 4.32G 0.02426 0.01717 0.01238 81 640: 78%|#######7 | 31/40 [00:08<00:02, 3.72it/s] 35/499 4.32G 0.02426 0.01717 0.01238 81 640: 80%|######## | 32/40 [00:08<00:02, 3.63it/s] 35/499 4.32G 0.02424 0.0171 0.01229 64 640: 80%|######## | 32/40 [00:08<00:02, 3.63it/s] 35/499 4.32G 0.02424 0.0171 0.01229 64 640: 82%|########2 | 33/40 [00:08<00:01, 3.73it/s] 35/499 4.32G 0.02417 0.01717 0.01225 91 640: 82%|########2 | 33/40 [00:09<00:01, 3.73it/s] 35/499 4.32G 0.02417 0.01717 0.01225 91 640: 85%|########5 | 34/40 [00:09<00:01, 3.75it/s] 35/499 4.32G 0.02427 0.01722 0.01219 74 640: 85%|########5 | 34/40 [00:09<00:01, 3.75it/s] 35/499 4.32G 0.02427 0.01722 0.01219 74 640: 88%|########7 | 35/40 [00:09<00:01, 3.64it/s] 35/499 4.32G 0.02426 0.01721 0.01226 63 640: 88%|########7 | 35/40 [00:09<00:01, 3.64it/s] 35/499 4.32G 0.02426 0.01721 0.01226 63 640: 90%|######### | 36/40 [00:09<00:01, 3.77it/s] 35/499 4.32G 0.02423 0.01721 0.01225 72 640: 90%|######### | 36/40 [00:09<00:01, 3.77it/s] 35/499 4.32G 0.02423 0.01721 0.01225 72 640: 92%|#########2| 37/40 [00:09<00:00, 3.89it/s] 35/499 4.32G 0.02423 0.01725 0.01218 85 640: 92%|#########2| 37/40 [00:10<00:00, 3.89it/s] 35/499 4.32G 0.02423 0.01725 0.01218 85 640: 95%|#########5| 38/40 [00:10<00:00, 4.09it/s] 35/499 4.32G 0.02427 0.01729 0.01222 80 640: 95%|#########5| 38/40 [00:10<00:00, 4.09it/s] 35/499 4.32G 0.02427 0.01729 0.01222 80 640: 98%|#########7| 39/40 [00:10<00:00, 4.40it/s] 35/499 4.32G 0.02423 0.01724 0.01216 34 640: 98%|#########7| 39/40 [00:10<00:00, 4.40it/s] 35/499 4.32G 0.02423 0.01724 0.01216 34 640: 100%|##########| 40/40 [00:10<00:00, 4.74it/s] 35/499 4.32G 0.02423 0.01724 0.01216 34 640: 100%|##########| 40/40 [00:10<00:00, 3.80it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.52it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.85it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.12it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.13it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.04it/s] all 132 263 0.822 0.81 0.845 0.599 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 36/499 4.32G 0.0247 0.01747 0.01157 77 640: 0%| | 0/40 [00:00<?, ?it/s] 36/499 4.32G 0.0247 0.01747 0.01157 77 640: 2%|2 | 1/40 [00:00<00:10, 3.77it/s] 36/499 4.32G 0.0254 0.01608 0.01384 65 640: 2%|2 | 1/40 [00:00<00:10, 3.77it/s] 36/499 4.32G 0.0254 0.01608 0.01384 65 640: 5%|5 | 2/40 [00:00<00:08, 4.45it/s] 36/499 4.32G 0.02501 0.01578 0.01422 69 640: 5%|5 | 2/40 [00:00<00:08, 4.45it/s] 36/499 4.32G 0.02501 0.01578 0.01422 69 640: 8%|7 | 3/40 [00:00<00:08, 4.12it/s] 36/499 4.32G 0.02488 0.01573 0.01417 68 640: 8%|7 | 3/40 [00:01<00:08, 4.12it/s] 36/499 4.32G 0.02488 0.01573 0.01417 68 640: 10%|# | 4/40 [00:01<00:09, 3.78it/s] 36/499 4.32G 0.02506 0.01639 0.01418 86 640: 10%|# | 4/40 [00:01<00:09, 3.78it/s] 36/499 4.32G 0.02506 0.01639 0.01418 86 640: 12%|#2 | 5/40 [00:01<00:09, 3.86it/s] 36/499 4.32G 0.02517 0.01714 0.01436 85 640: 12%|#2 | 5/40 [00:01<00:09, 3.86it/s] 36/499 4.32G 0.02517 0.01714 0.01436 85 640: 15%|#5 | 6/40 [00:01<00:08, 3.83it/s] 36/499 4.32G 0.025 0.01677 0.01466 60 640: 15%|#5 | 6/40 [00:01<00:08, 3.83it/s] 36/499 4.32G 0.025 0.01677 0.01466 60 640: 18%|#7 | 7/40 [00:01<00:08, 3.67it/s] 36/499 4.32G 0.02447 0.01673 0.01406 79 640: 18%|#7 | 7/40 [00:02<00:08, 3.67it/s] 36/499 4.32G 0.02447 0.01673 0.01406 79 640: 20%|## | 8/40 [00:02<00:08, 3.76it/s] 36/499 4.32G 0.02465 0.01715 0.01373 87 640: 20%|## | 8/40 [00:02<00:08, 3.76it/s] 36/499 4.32G 0.02465 0.01715 0.01373 87 640: 22%|##2 | 9/40 [00:02<00:08, 3.75it/s] 36/499 4.32G 0.02447 0.01713 0.01361 77 640: 22%|##2 | 9/40 [00:02<00:08, 3.75it/s] 36/499 4.32G 0.02447 0.01713 0.01361 77 640: 25%|##5 | 10/40 [00:02<00:08, 3.64it/s] 36/499 4.32G 0.02432 0.01723 0.01331 76 640: 25%|##5 | 10/40 [00:02<00:08, 3.64it/s] 36/499 4.32G 0.02432 0.01723 0.01331 76 640: 28%|##7 | 11/40 [00:02<00:07, 3.74it/s] 36/499 4.32G 0.02421 0.01711 0.01321 80 640: 28%|##7 | 11/40 [00:03<00:07, 3.74it/s] 36/499 4.32G 0.02421 0.01711 0.01321 80 640: 30%|### | 12/40 [00:03<00:07, 3.75it/s] 36/499 4.32G 0.02426 0.01724 0.01334 79 640: 30%|### | 12/40 [00:03<00:07, 3.75it/s] 36/499 4.32G 0.02426 0.01724 0.01334 79 640: 32%|###2 | 13/40 [00:03<00:07, 3.63it/s] 36/499 4.32G 0.02409 0.01718 0.01313 75 640: 32%|###2 | 13/40 [00:03<00:07, 3.63it/s] 36/499 4.32G 0.02409 0.01718 0.01313 75 640: 35%|###5 | 14/40 [00:03<00:06, 3.72it/s] 36/499 4.32G 0.02397 0.01723 0.01317 84 640: 35%|###5 | 14/40 [00:03<00:06, 3.72it/s] 36/499 4.32G 0.02397 0.01723 0.01317 84 640: 38%|###7 | 15/40 [00:03<00:06, 3.73it/s] 36/499 4.32G 0.024 0.01729 0.0132 77 640: 38%|###7 | 15/40 [00:04<00:06, 3.73it/s] 36/499 4.32G 0.024 0.01729 0.0132 77 640: 40%|#### | 16/40 [00:04<00:06, 3.62it/s] 36/499 4.32G 0.024 0.01732 0.01337 77 640: 40%|#### | 16/40 [00:04<00:06, 3.62it/s] 36/499 4.32G 0.024 0.01732 0.01337 77 640: 42%|####2 | 17/40 [00:04<00:06, 3.71it/s] 36/499 4.32G 0.02393 0.01716 0.01313 63 640: 42%|####2 | 17/40 [00:04<00:06, 3.71it/s] 36/499 4.32G 0.02393 0.01716 0.01313 63 640: 45%|####5 | 18/40 [00:04<00:05, 3.73it/s] 36/499 4.32G 0.02388 0.01742 0.01288 93 640: 45%|####5 | 18/40 [00:05<00:05, 3.73it/s] 36/499 4.32G 0.02388 0.01742 0.01288 93 640: 48%|####7 | 19/40 [00:05<00:05, 3.57it/s] 36/499 4.32G 0.02398 0.01762 0.01304 88 640: 48%|####7 | 19/40 [00:05<00:05, 3.57it/s] 36/499 4.32G 0.02398 0.01762 0.01304 88 640: 50%|##### | 20/40 [00:05<00:05, 3.70it/s] 36/499 4.32G 0.02406 0.01776 0.01303 88 640: 50%|##### | 20/40 [00:05<00:05, 3.70it/s] 36/499 4.32G 0.02406 0.01776 0.01303 88 640: 52%|#####2 | 21/40 [00:05<00:05, 3.72it/s] 36/499 4.32G 0.02409 0.01781 0.01339 78 640: 52%|#####2 | 21/40 [00:05<00:05, 3.72it/s] 36/499 4.32G 0.02409 0.01781 0.01339 78 640: 55%|#####5 | 22/40 [00:05<00:04, 3.62it/s] 36/499 4.32G 0.02408 0.0178 0.01349 74 640: 55%|#####5 | 22/40 [00:06<00:04, 3.62it/s] 36/499 4.32G 0.02408 0.0178 0.01349 74 640: 57%|#####7 | 23/40 [00:06<00:04, 3.72it/s] 36/499 4.32G 0.02403 0.0177 0.01314 69 640: 57%|#####7 | 23/40 [00:06<00:04, 3.72it/s] 36/499 4.32G 0.02403 0.0177 0.01314 69 640: 60%|###### | 24/40 [00:06<00:04, 3.72it/s] 36/499 4.32G 0.02402 0.01776 0.0134 87 640: 60%|###### | 24/40 [00:06<00:04, 3.72it/s] 36/499 4.32G 0.02402 0.01776 0.0134 87 640: 62%|######2 | 25/40 [00:06<00:04, 3.63it/s] 36/499 4.32G 0.02399 0.01764 0.01338 61 640: 62%|######2 | 25/40 [00:06<00:04, 3.63it/s] 36/499 4.32G 0.02399 0.01764 0.01338 61 640: 65%|######5 | 26/40 [00:06<00:03, 3.71it/s] 36/499 4.32G 0.02409 0.01754 0.01353 58 640: 65%|######5 | 26/40 [00:07<00:03, 3.71it/s] 36/499 4.32G 0.02409 0.01754 0.01353 58 640: 68%|######7 | 27/40 [00:07<00:03, 3.73it/s] 36/499 4.32G 0.02399 0.01744 0.01353 68 640: 68%|######7 | 27/40 [00:07<00:03, 3.73it/s] 36/499 4.32G 0.02399 0.01744 0.01353 68 640: 70%|####### | 28/40 [00:07<00:03, 3.62it/s] 36/499 4.32G 0.02396 0.01742 0.01337 75 640: 70%|####### | 28/40 [00:07<00:03, 3.62it/s] 36/499 4.32G 0.02396 0.01742 0.01337 75 640: 72%|#######2 | 29/40 [00:07<00:02, 3.73it/s] 36/499 4.32G 0.02397 0.01747 0.01326 89 640: 72%|#######2 | 29/40 [00:08<00:02, 3.73it/s] 36/499 4.32G 0.02397 0.01747 0.01326 89 640: 75%|#######5 | 30/40 [00:08<00:02, 3.73it/s] 36/499 4.32G 0.02395 0.01746 0.01338 68 640: 75%|#######5 | 30/40 [00:08<00:02, 3.73it/s] 36/499 4.32G 0.02395 0.01746 0.01338 68 640: 78%|#######7 | 31/40 [00:08<00:02, 3.62it/s] 36/499 4.32G 0.02396 0.01765 0.01336 97 640: 78%|#######7 | 31/40 [00:08<00:02, 3.62it/s] 36/499 4.32G 0.02396 0.01765 0.01336 97 640: 80%|######## | 32/40 [00:08<00:02, 3.54it/s] 36/499 4.32G 0.02392 0.01767 0.0134 85 640: 80%|######## | 32/40 [00:08<00:02, 3.54it/s] 36/499 4.32G 0.02392 0.01767 0.0134 85 640: 82%|########2 | 33/40 [00:08<00:01, 3.60it/s] 36/499 4.32G 0.02385 0.01772 0.01322 86 640: 82%|########2 | 33/40 [00:09<00:01, 3.60it/s] 36/499 4.32G 0.02385 0.01772 0.01322 86 640: 85%|########5 | 34/40 [00:09<00:01, 3.54it/s] 36/499 4.32G 0.02387 0.01779 0.01328 91 640: 85%|########5 | 34/40 [00:09<00:01, 3.54it/s] 36/499 4.32G 0.02387 0.01779 0.01328 91 640: 88%|########7 | 35/40 [00:09<00:01, 3.65it/s] 36/499 4.32G 0.0239 0.01774 0.01309 63 640: 88%|########7 | 35/40 [00:09<00:01, 3.65it/s] 36/499 4.32G 0.0239 0.01774 0.01309 63 640: 90%|######### | 36/40 [00:09<00:01, 3.72it/s] 36/499 4.32G 0.02388 0.01766 0.01295 66 640: 90%|######### | 36/40 [00:09<00:01, 3.72it/s] 36/499 4.32G 0.02388 0.01766 0.01295 66 640: 92%|#########2| 37/40 [00:09<00:00, 3.71it/s] 36/499 4.32G 0.02387 0.01762 0.01301 79 640: 92%|#########2| 37/40 [00:10<00:00, 3.71it/s] 36/499 4.32G 0.02387 0.01762 0.01301 79 640: 95%|#########5| 38/40 [00:10<00:00, 4.09it/s] 36/499 4.32G 0.0239 0.01759 0.01295 66 640: 95%|#########5| 38/40 [00:10<00:00, 4.09it/s] 36/499 4.32G 0.0239 0.01759 0.01295 66 640: 98%|#########7| 39/40 [00:10<00:00, 4.40it/s] 36/499 4.32G 0.02394 0.01762 0.01296 37 640: 98%|#########7| 39/40 [00:10<00:00, 4.40it/s] 36/499 4.32G 0.02394 0.01762 0.01296 37 640: 100%|##########| 40/40 [00:10<00:00, 4.58it/s] 36/499 4.32G 0.02394 0.01762 0.01296 37 640: 100%|##########| 40/40 [00:10<00:00, 3.79it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.58it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.85it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.64it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.81it/s] all 132 263 0.814 0.829 0.828 0.617 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 37/499 4.32G 0.02365 0.01632 0.01262 72 640: 0%| | 0/40 [00:00<?, ?it/s] 37/499 4.32G 0.02365 0.01632 0.01262 72 640: 2%|2 | 1/40 [00:00<00:10, 3.89it/s] 37/499 4.32G 0.02402 0.01559 0.01339 59 640: 2%|2 | 1/40 [00:00<00:10, 3.89it/s] 37/499 4.32G 0.02402 0.01559 0.01339 59 640: 5%|5 | 2/40 [00:00<00:10, 3.76it/s] 37/499 4.32G 0.02461 0.01594 0.01391 64 640: 5%|5 | 2/40 [00:00<00:10, 3.76it/s] 37/499 4.32G 0.02461 0.01594 0.01391 64 640: 8%|7 | 3/40 [00:00<00:10, 3.60it/s] 37/499 4.32G 0.0238 0.01603 0.01207 72 640: 8%|7 | 3/40 [00:01<00:10, 3.60it/s] 37/499 4.32G 0.0238 0.01603 0.01207 72 640: 10%|# | 4/40 [00:01<00:09, 3.74it/s] 37/499 4.32G 0.02337 0.01624 0.01155 81 640: 10%|# | 4/40 [00:01<00:09, 3.74it/s] 37/499 4.32G 0.02337 0.01624 0.01155 81 640: 12%|#2 | 5/40 [00:01<00:09, 3.72it/s] 37/499 4.32G 0.02332 0.01685 0.01108 94 640: 12%|#2 | 5/40 [00:01<00:09, 3.72it/s] 37/499 4.32G 0.02332 0.01685 0.01108 94 640: 15%|#5 | 6/40 [00:01<00:09, 3.61it/s] 37/499 4.32G 0.02332 0.01737 0.0109 92 640: 15%|#5 | 6/40 [00:01<00:09, 3.61it/s] 37/499 4.32G 0.02332 0.01737 0.0109 92 640: 18%|#7 | 7/40 [00:01<00:08, 3.71it/s] 37/499 4.32G 0.0236 0.01769 0.01119 82 640: 18%|#7 | 7/40 [00:02<00:08, 3.71it/s] 37/499 4.32G 0.0236 0.01769 0.01119 82 640: 20%|## | 8/40 [00:02<00:08, 3.69it/s] 37/499 4.32G 0.02354 0.01807 0.0115 84 640: 20%|## | 8/40 [00:02<00:08, 3.69it/s] 37/499 4.32G 0.02354 0.01807 0.0115 84 640: 22%|##2 | 9/40 [00:02<00:08, 3.59it/s] 37/499 4.32G 0.0235 0.01798 0.01175 69 640: 22%|##2 | 9/40 [00:02<00:08, 3.59it/s] 37/499 4.32G 0.0235 0.01798 0.01175 69 640: 25%|##5 | 10/40 [00:02<00:08, 3.73it/s] 37/499 4.32G 0.02357 0.01773 0.01201 68 640: 25%|##5 | 10/40 [00:02<00:08, 3.73it/s] 37/499 4.32G 0.02357 0.01773 0.01201 68 640: 28%|##7 | 11/40 [00:02<00:07, 3.69it/s] 37/499 4.32G 0.02349 0.01762 0.01181 75 640: 28%|##7 | 11/40 [00:03<00:07, 3.69it/s] 37/499 4.32G 0.02349 0.01762 0.01181 75 640: 30%|### | 12/40 [00:03<00:07, 3.60it/s] 37/499 4.32G 0.0234 0.01746 0.01229 70 640: 30%|### | 12/40 [00:03<00:07, 3.60it/s] 37/499 4.32G 0.0234 0.01746 0.01229 70 640: 32%|###2 | 13/40 [00:03<00:07, 3.73it/s] 37/499 4.32G 0.02338 0.01751 0.01227 81 640: 32%|###2 | 13/40 [00:03<00:07, 3.73it/s] 37/499 4.32G 0.02338 0.01751 0.01227 81 640: 35%|###5 | 14/40 [00:03<00:07, 3.70it/s] 37/499 4.32G 0.02333 0.01761 0.01241 86 640: 35%|###5 | 14/40 [00:04<00:07, 3.70it/s] 37/499 4.32G 0.02333 0.01761 0.01241 86 640: 38%|###7 | 15/40 [00:04<00:06, 3.61it/s] 37/499 4.32G 0.02338 0.01738 0.0127 58 640: 38%|###7 | 15/40 [00:04<00:06, 3.61it/s] 37/499 4.32G 0.02338 0.01738 0.0127 58 640: 40%|#### | 16/40 [00:04<00:06, 3.75it/s] 37/499 4.32G 0.02361 0.01763 0.01264 89 640: 40%|#### | 16/40 [00:04<00:06, 3.75it/s] 37/499 4.32G 0.02361 0.01763 0.01264 89 640: 42%|####2 | 17/40 [00:04<00:06, 3.71it/s] 37/499 4.32G 0.02371 0.01742 0.01285 58 640: 42%|####2 | 17/40 [00:04<00:06, 3.71it/s] 37/499 4.32G 0.02371 0.01742 0.01285 58 640: 45%|####5 | 18/40 [00:04<00:06, 3.60it/s] 37/499 4.32G 0.02359 0.01744 0.01284 83 640: 45%|####5 | 18/40 [00:05<00:06, 3.60it/s] 37/499 4.32G 0.02359 0.01744 0.01284 83 640: 48%|####7 | 19/40 [00:05<00:05, 3.68it/s] 37/499 4.32G 0.02364 0.01743 0.01267 73 640: 48%|####7 | 19/40 [00:05<00:05, 3.68it/s] 37/499 4.32G 0.02364 0.01743 0.01267 73 640: 50%|##### | 20/40 [00:05<00:05, 3.68it/s] 37/499 4.32G 0.02367 0.01768 0.01279 90 640: 50%|##### | 20/40 [00:05<00:05, 3.68it/s] 37/499 4.32G 0.02367 0.01768 0.01279 90 640: 52%|#####2 | 21/40 [00:05<00:05, 3.59it/s] 37/499 4.32G 0.02367 0.01774 0.01271 78 640: 52%|#####2 | 21/40 [00:05<00:05, 3.59it/s] 37/499 4.32G 0.02367 0.01774 0.01271 78 640: 55%|#####5 | 22/40 [00:05<00:04, 3.73it/s] 37/499 4.32G 0.02352 0.01771 0.01252 83 640: 55%|#####5 | 22/40 [00:06<00:04, 3.73it/s] 37/499 4.32G 0.02352 0.01771 0.01252 83 640: 57%|#####7 | 23/40 [00:06<00:04, 3.71it/s] 37/499 4.32G 0.02352 0.01767 0.01242 74 640: 57%|#####7 | 23/40 [00:06<00:04, 3.71it/s] 37/499 4.32G 0.02352 0.01767 0.01242 74 640: 60%|###### | 24/40 [00:06<00:04, 3.60it/s] 37/499 4.32G 0.02357 0.01752 0.01237 65 640: 60%|###### | 24/40 [00:06<00:04, 3.60it/s] 37/499 4.32G 0.02357 0.01752 0.01237 65 640: 62%|######2 | 25/40 [00:06<00:04, 3.73it/s] 37/499 4.32G 0.02348 0.01742 0.01219 71 640: 62%|######2 | 25/40 [00:07<00:04, 3.73it/s] 37/499 4.32G 0.02348 0.01742 0.01219 71 640: 65%|######5 | 26/40 [00:07<00:03, 3.70it/s] 37/499 4.32G 0.02345 0.01744 0.01218 75 640: 65%|######5 | 26/40 [00:07<00:03, 3.70it/s] 37/499 4.32G 0.02345 0.01744 0.01218 75 640: 68%|######7 | 27/40 [00:07<00:03, 3.61it/s] 37/499 4.32G 0.0235 0.01744 0.01217 71 640: 68%|######7 | 27/40 [00:07<00:03, 3.61it/s] 37/499 4.32G 0.0235 0.01744 0.01217 71 640: 70%|####### | 28/40 [00:07<00:03, 3.74it/s] 37/499 4.32G 0.0235 0.01752 0.01206 93 640: 70%|####### | 28/40 [00:07<00:03, 3.74it/s] 37/499 4.32G 0.0235 0.01752 0.01206 93 640: 72%|#######2 | 29/40 [00:07<00:02, 3.73it/s] 37/499 4.32G 0.02364 0.01737 0.01203 49 640: 72%|#######2 | 29/40 [00:08<00:02, 3.73it/s] 37/499 4.32G 0.02364 0.01737 0.01203 49 640: 75%|#######5 | 30/40 [00:08<00:02, 3.48it/s] 37/499 4.32G 0.02365 0.01734 0.01218 67 640: 75%|#######5 | 30/40 [00:08<00:02, 3.48it/s] 37/499 4.32G 0.02365 0.01734 0.01218 67 640: 78%|#######7 | 31/40 [00:08<00:02, 3.62it/s] 37/499 4.32G 0.02358 0.01733 0.01201 69 640: 78%|#######7 | 31/40 [00:08<00:02, 3.62it/s] 37/499 4.32G 0.02358 0.01733 0.01201 69 640: 80%|######## | 32/40 [00:08<00:02, 3.62it/s] 37/499 4.32G 0.02362 0.01734 0.01196 74 640: 80%|######## | 32/40 [00:09<00:02, 3.62it/s] 37/499 4.32G 0.02362 0.01734 0.01196 74 640: 82%|########2 | 33/40 [00:09<00:01, 3.55it/s] 37/499 4.32G 0.02349 0.01726 0.01176 68 640: 82%|########2 | 33/40 [00:09<00:01, 3.55it/s] 37/499 4.32G 0.02349 0.01726 0.01176 68 640: 85%|########5 | 34/40 [00:09<00:01, 3.73it/s] 37/499 4.32G 0.02346 0.01741 0.01172 103 640: 85%|########5 | 34/40 [00:09<00:01, 3.73it/s] 37/499 4.32G 0.02346 0.01741 0.01172 103 640: 88%|########7 | 35/40 [00:09<00:01, 3.87it/s] 37/499 4.32G 0.02346 0.01742 0.01164 74 640: 88%|########7 | 35/40 [00:09<00:01, 3.87it/s] 37/499 4.32G 0.02346 0.01742 0.01164 74 640: 90%|######### | 36/40 [00:09<00:00, 4.06it/s] 37/499 4.32G 0.02341 0.01737 0.01169 72 640: 90%|######### | 36/40 [00:09<00:00, 4.06it/s] 37/499 4.32G 0.02341 0.01737 0.01169 72 640: 92%|#########2| 37/40 [00:09<00:00, 4.38it/s] 37/499 4.32G 0.0234 0.01732 0.01155 70 640: 92%|#########2| 37/40 [00:10<00:00, 4.38it/s] 37/499 4.32G 0.0234 0.01732 0.01155 70 640: 95%|#########5| 38/40 [00:10<00:00, 4.54it/s] 37/499 4.32G 0.02351 0.01729 0.01151 64 640: 95%|#########5| 38/40 [00:10<00:00, 4.54it/s] 37/499 4.32G 0.02351 0.01729 0.01151 64 640: 98%|#########7| 39/40 [00:10<00:00, 4.58it/s] 37/499 4.32G 0.02351 0.01722 0.01159 34 640: 98%|#########7| 39/40 [00:10<00:00, 4.58it/s] 37/499 4.32G 0.02351 0.01722 0.01159 34 640: 100%|##########| 40/40 [00:10<00:00, 4.84it/s] 37/499 4.32G 0.02351 0.01722 0.01159 34 640: 100%|##########| 40/40 [00:10<00:00, 3.81it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.73it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.20it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.15it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.61it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.59it/s] all 132 263 0.777 0.793 0.816 0.594 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 38/499 4.32G 0.02176 0.01792 0.00867 77 640: 0%| | 0/40 [00:00<?, ?it/s] 38/499 4.32G 0.02176 0.01792 0.00867 77 640: 2%|2 | 1/40 [00:00<00:07, 5.01it/s] 38/499 4.32G 0.02294 0.01692 0.009397 70 640: 2%|2 | 1/40 [00:00<00:07, 5.01it/s] 38/499 4.32G 0.02294 0.01692 0.009397 70 640: 5%|5 | 2/40 [00:00<00:09, 3.90it/s] 38/499 4.32G 0.02298 0.01702 0.009319 81 640: 5%|5 | 2/40 [00:00<00:09, 3.90it/s] 38/499 4.32G 0.02298 0.01702 0.009319 81 640: 8%|7 | 3/40 [00:00<00:09, 4.00it/s] 38/499 4.32G 0.02258 0.01604 0.009285 59 640: 8%|7 | 3/40 [00:01<00:09, 4.00it/s] 38/499 4.32G 0.02258 0.01604 0.009285 59 640: 10%|# | 4/40 [00:01<00:09, 3.84it/s] 38/499 4.32G 0.02262 0.01638 0.009244 76 640: 10%|# | 4/40 [00:01<00:09, 3.84it/s] 38/499 4.32G 0.02262 0.01638 0.009244 76 640: 12%|#2 | 5/40 [00:01<00:09, 3.67it/s] 38/499 4.32G 0.02245 0.01673 0.009688 87 640: 12%|#2 | 5/40 [00:01<00:09, 3.67it/s] 38/499 4.32G 0.02245 0.01673 0.009688 87 640: 15%|#5 | 6/40 [00:01<00:08, 3.80it/s] 38/499 4.32G 0.02249 0.01688 0.01122 78 640: 15%|#5 | 6/40 [00:01<00:08, 3.80it/s] 38/499 4.32G 0.02249 0.01688 0.01122 78 640: 18%|#7 | 7/40 [00:01<00:09, 3.62it/s] 38/499 4.32G 0.02235 0.01692 0.01085 73 640: 18%|#7 | 7/40 [00:02<00:09, 3.62it/s] 38/499 4.32G 0.02235 0.01692 0.01085 73 640: 20%|## | 8/40 [00:02<00:09, 3.53it/s] 38/499 4.32G 0.02253 0.01717 0.01076 85 640: 20%|## | 8/40 [00:02<00:09, 3.53it/s] 38/499 4.32G 0.02253 0.01717 0.01076 85 640: 22%|##2 | 9/40 [00:02<00:08, 3.69it/s] 38/499 4.32G 0.02238 0.01719 0.01074 81 640: 22%|##2 | 9/40 [00:02<00:08, 3.69it/s] 38/499 4.32G 0.02238 0.01719 0.01074 81 640: 25%|##5 | 10/40 [00:02<00:08, 3.67it/s] 38/499 4.32G 0.02237 0.0171 0.01033 75 640: 25%|##5 | 10/40 [00:02<00:08, 3.67it/s] 38/499 4.32G 0.02237 0.0171 0.01033 75 640: 28%|##7 | 11/40 [00:02<00:08, 3.59it/s] 38/499 4.32G 0.0226 0.01676 0.01118 59 640: 28%|##7 | 11/40 [00:03<00:08, 3.59it/s] 38/499 4.32G 0.0226 0.01676 0.01118 59 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 38/499 4.32G 0.0227 0.01669 0.01091 66 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 38/499 4.32G 0.0227 0.01669 0.01091 66 640: 32%|###2 | 13/40 [00:03<00:07, 3.68it/s] 38/499 4.32G 0.02299 0.01658 0.01081 61 640: 32%|###2 | 13/40 [00:03<00:07, 3.68it/s] 38/499 4.32G 0.02299 0.01658 0.01081 61 640: 35%|###5 | 14/40 [00:03<00:07, 3.59it/s] 38/499 4.32G 0.023 0.01655 0.01071 65 640: 35%|###5 | 14/40 [00:04<00:07, 3.59it/s] 38/499 4.32G 0.023 0.01655 0.01071 65 640: 38%|###7 | 15/40 [00:04<00:06, 3.72it/s] 38/499 4.32G 0.023 0.01684 0.01085 89 640: 38%|###7 | 15/40 [00:04<00:06, 3.72it/s] 38/499 4.32G 0.023 0.01684 0.01085 89 640: 40%|#### | 16/40 [00:04<00:06, 3.70it/s] 38/499 4.32G 0.02293 0.01697 0.01064 92 640: 40%|#### | 16/40 [00:04<00:06, 3.70it/s] 38/499 4.32G 0.02293 0.01697 0.01064 92 640: 42%|####2 | 17/40 [00:04<00:06, 3.60it/s] 38/499 4.32G 0.02299 0.01696 0.01072 69 640: 42%|####2 | 17/40 [00:04<00:06, 3.60it/s] 38/499 4.32G 0.02299 0.01696 0.01072 69 640: 45%|####5 | 18/40 [00:04<00:06, 3.46it/s] 38/499 4.32G 0.02309 0.01685 0.01088 69 640: 45%|####5 | 18/40 [00:05<00:06, 3.46it/s] 38/499 4.32G 0.02309 0.01685 0.01088 69 640: 48%|####7 | 19/40 [00:05<00:05, 3.52it/s] 38/499 4.32G 0.0231 0.01687 0.01124 78 640: 48%|####7 | 19/40 [00:05<00:05, 3.52it/s] 38/499 4.32G 0.0231 0.01687 0.01124 78 640: 50%|##### | 20/40 [00:05<00:05, 3.48it/s] 38/499 4.32G 0.023 0.01677 0.01109 72 640: 50%|##### | 20/40 [00:05<00:05, 3.48it/s] 38/499 4.32G 0.023 0.01677 0.01109 72 640: 52%|#####2 | 21/40 [00:05<00:05, 3.65it/s] 38/499 4.32G 0.02313 0.01677 0.01118 73 640: 52%|#####2 | 21/40 [00:06<00:05, 3.65it/s] 38/499 4.32G 0.02313 0.01677 0.01118 73 640: 55%|#####5 | 22/40 [00:06<00:04, 3.65it/s] 38/499 4.32G 0.02326 0.01686 0.01114 73 640: 55%|#####5 | 22/40 [00:06<00:04, 3.65it/s] 38/499 4.32G 0.02326 0.01686 0.01114 73 640: 57%|#####7 | 23/40 [00:06<00:04, 3.60it/s] 38/499 4.32G 0.02319 0.01673 0.01114 63 640: 57%|#####7 | 23/40 [00:06<00:04, 3.60it/s] 38/499 4.32G 0.02319 0.01673 0.01114 63 640: 60%|###### | 24/40 [00:06<00:04, 3.68it/s] 38/499 4.32G 0.02308 0.01671 0.01107 72 640: 60%|###### | 24/40 [00:06<00:04, 3.68it/s] 38/499 4.32G 0.02308 0.01671 0.01107 72 640: 62%|######2 | 25/40 [00:06<00:04, 3.69it/s] 38/499 4.32G 0.02301 0.01673 0.01102 79 640: 62%|######2 | 25/40 [00:07<00:04, 3.69it/s] 38/499 4.32G 0.02301 0.01673 0.01102 79 640: 65%|######5 | 26/40 [00:07<00:03, 3.58it/s] 38/499 4.32G 0.02294 0.01667 0.01096 62 640: 65%|######5 | 26/40 [00:07<00:03, 3.58it/s] 38/499 4.32G 0.02294 0.01667 0.01096 62 640: 68%|######7 | 27/40 [00:07<00:03, 3.72it/s] 38/499 4.32G 0.02295 0.01672 0.01101 83 640: 68%|######7 | 27/40 [00:07<00:03, 3.72it/s] 38/499 4.32G 0.02295 0.01672 0.01101 83 640: 70%|####### | 28/40 [00:07<00:03, 3.71it/s] 38/499 4.32G 0.0229 0.01657 0.01105 59 640: 70%|####### | 28/40 [00:07<00:03, 3.71it/s] 38/499 4.32G 0.0229 0.01657 0.01105 59 640: 72%|#######2 | 29/40 [00:07<00:03, 3.61it/s] 38/499 4.32G 0.02283 0.0166 0.01092 83 640: 72%|#######2 | 29/40 [00:08<00:03, 3.61it/s] 38/499 4.32G 0.02283 0.0166 0.01092 83 640: 75%|#######5 | 30/40 [00:08<00:02, 3.72it/s] 38/499 4.32G 0.02299 0.0167 0.01088 75 640: 75%|#######5 | 30/40 [00:08<00:02, 3.72it/s] 38/499 4.32G 0.02299 0.0167 0.01088 75 640: 78%|#######7 | 31/40 [00:08<00:02, 3.70it/s] 38/499 4.32G 0.02299 0.01657 0.01096 58 640: 78%|#######7 | 31/40 [00:08<00:02, 3.70it/s] 38/499 4.32G 0.02299 0.01657 0.01096 58 640: 80%|######## | 32/40 [00:08<00:02, 3.59it/s] 38/499 4.32G 0.02304 0.01659 0.01098 72 640: 80%|######## | 32/40 [00:08<00:02, 3.59it/s] 38/499 4.32G 0.02304 0.01659 0.01098 72 640: 82%|########2 | 33/40 [00:08<00:01, 3.72it/s] 38/499 4.32G 0.02302 0.01657 0.01096 72 640: 82%|########2 | 33/40 [00:09<00:01, 3.72it/s] 38/499 4.32G 0.02302 0.01657 0.01096 72 640: 85%|########5 | 34/40 [00:09<00:01, 3.73it/s] 38/499 4.32G 0.02295 0.01651 0.01085 67 640: 85%|########5 | 34/40 [00:09<00:01, 3.73it/s] 38/499 4.32G 0.02295 0.01651 0.01085 67 640: 88%|########7 | 35/40 [00:09<00:01, 3.75it/s] 38/499 4.32G 0.02296 0.01646 0.0108 63 640: 88%|########7 | 35/40 [00:09<00:01, 3.75it/s] 38/499 4.32G 0.02296 0.01646 0.0108 63 640: 90%|######### | 36/40 [00:09<00:00, 4.10it/s] 38/499 4.32G 0.02305 0.01652 0.0109 82 640: 90%|######### | 36/40 [00:09<00:00, 4.10it/s] 38/499 4.32G 0.02305 0.01652 0.0109 82 640: 92%|#########2| 37/40 [00:09<00:00, 4.41it/s] 38/499 4.32G 0.02307 0.01656 0.01087 72 640: 92%|#########2| 37/40 [00:10<00:00, 4.41it/s] 38/499 4.32G 0.02307 0.01656 0.01087 72 640: 95%|#########5| 38/40 [00:10<00:00, 4.43it/s] 38/499 4.32G 0.023 0.01666 0.0108 93 640: 95%|#########5| 38/40 [00:10<00:00, 4.43it/s] 38/499 4.32G 0.023 0.01666 0.0108 93 640: 98%|#########7| 39/40 [00:10<00:00, 4.67it/s] 38/499 4.32G 0.02315 0.01682 0.01092 43 640: 98%|#########7| 39/40 [00:10<00:00, 4.67it/s] 38/499 4.32G 0.02315 0.01682 0.01092 43 640: 100%|##########| 40/40 [00:10<00:00, 4.84it/s] 38/499 4.32G 0.02315 0.01682 0.01092 43 640: 100%|##########| 40/40 [00:10<00:00, 3.81it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.84it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.33it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.20it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.44it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.51it/s] all 132 263 0.737 0.885 0.826 0.59 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 39/499 4.32G 0.02053 0.01893 0.008129 85 640: 0%| | 0/40 [00:00<?, ?it/s] 39/499 4.32G 0.02053 0.01893 0.008129 85 640: 2%|2 | 1/40 [00:00<00:11, 3.34it/s] 39/499 4.32G 0.02166 0.0182 0.006245 77 640: 2%|2 | 1/40 [00:00<00:11, 3.34it/s] 39/499 4.32G 0.02166 0.0182 0.006245 77 640: 5%|5 | 2/40 [00:00<00:10, 3.66it/s] 39/499 4.32G 0.02232 0.01841 0.006548 83 640: 5%|5 | 2/40 [00:00<00:10, 3.66it/s] 39/499 4.32G 0.02232 0.01841 0.006548 83 640: 8%|7 | 3/40 [00:00<00:10, 3.70it/s] 39/499 4.32G 0.02275 0.01798 0.007378 77 640: 8%|7 | 3/40 [00:01<00:10, 3.70it/s] 39/499 4.32G 0.02275 0.01798 0.007378 77 640: 10%|# | 4/40 [00:01<00:10, 3.58it/s] 39/499 4.32G 0.02269 0.01759 0.007391 71 640: 10%|# | 4/40 [00:01<00:10, 3.58it/s] 39/499 4.32G 0.02269 0.01759 0.007391 71 640: 12%|#2 | 5/40 [00:01<00:09, 3.72it/s] 39/499 4.32G 0.02242 0.01714 0.007887 73 640: 12%|#2 | 5/40 [00:01<00:09, 3.72it/s] 39/499 4.32G 0.02242 0.01714 0.007887 73 640: 15%|#5 | 6/40 [00:01<00:09, 3.74it/s] 39/499 4.32G 0.02253 0.01707 0.008762 72 640: 15%|#5 | 6/40 [00:01<00:09, 3.74it/s] 39/499 4.32G 0.02253 0.01707 0.008762 72 640: 18%|#7 | 7/40 [00:01<00:09, 3.57it/s] 39/499 4.32G 0.02273 0.01694 0.009289 67 640: 18%|#7 | 7/40 [00:02<00:09, 3.57it/s] 39/499 4.32G 0.02273 0.01694 0.009289 67 640: 20%|## | 8/40 [00:02<00:08, 3.70it/s] 39/499 4.32G 0.02268 0.01727 0.009496 92 640: 20%|## | 8/40 [00:02<00:08, 3.70it/s] 39/499 4.32G 0.02268 0.01727 0.009496 92 640: 22%|##2 | 9/40 [00:02<00:08, 3.72it/s] 39/499 4.32G 0.02252 0.01734 0.009349 79 640: 22%|##2 | 9/40 [00:02<00:08, 3.72it/s] 39/499 4.32G 0.02252 0.01734 0.009349 79 640: 25%|##5 | 10/40 [00:02<00:08, 3.60it/s] 39/499 4.32G 0.0227 0.0176 0.009726 92 640: 25%|##5 | 10/40 [00:02<00:08, 3.60it/s] 39/499 4.32G 0.0227 0.0176 0.009726 92 640: 28%|##7 | 11/40 [00:02<00:07, 3.72it/s] 39/499 4.32G 0.02267 0.01729 0.009469 60 640: 28%|##7 | 11/40 [00:03<00:07, 3.72it/s] 39/499 4.32G 0.02267 0.01729 0.009469 60 640: 30%|### | 12/40 [00:03<00:07, 3.75it/s] 39/499 4.32G 0.02294 0.01735 0.009789 76 640: 30%|### | 12/40 [00:03<00:07, 3.75it/s] 39/499 4.32G 0.02294 0.01735 0.009789 76 640: 32%|###2 | 13/40 [00:03<00:07, 3.66it/s] 39/499 4.32G 0.02275 0.01734 0.009588 78 640: 32%|###2 | 13/40 [00:03<00:07, 3.66it/s] 39/499 4.32G 0.02275 0.01734 0.009588 78 640: 35%|###5 | 14/40 [00:03<00:06, 3.73it/s] 39/499 4.32G 0.02286 0.01755 0.009919 87 640: 35%|###5 | 14/40 [00:04<00:06, 3.73it/s] 39/499 4.32G 0.02286 0.01755 0.009919 87 640: 38%|###7 | 15/40 [00:04<00:06, 3.73it/s] 39/499 4.32G 0.02282 0.01744 0.01025 69 640: 38%|###7 | 15/40 [00:04<00:06, 3.73it/s] 39/499 4.32G 0.02282 0.01744 0.01025 69 640: 40%|#### | 16/40 [00:04<00:06, 3.63it/s] 39/499 4.32G 0.02293 0.01757 0.01024 73 640: 40%|#### | 16/40 [00:04<00:06, 3.63it/s] 39/499 4.32G 0.02293 0.01757 0.01024 73 640: 42%|####2 | 17/40 [00:04<00:06, 3.66it/s] 39/499 4.32G 0.02299 0.01736 0.01049 60 640: 42%|####2 | 17/40 [00:04<00:06, 3.66it/s] 39/499 4.32G 0.02299 0.01736 0.01049 60 640: 45%|####5 | 18/40 [00:04<00:05, 3.68it/s] 39/499 4.32G 0.02302 0.0173 0.01065 76 640: 45%|####5 | 18/40 [00:05<00:05, 3.68it/s] 39/499 4.32G 0.02302 0.0173 0.01065 76 640: 48%|####7 | 19/40 [00:05<00:05, 3.61it/s] 39/499 4.32G 0.02299 0.01742 0.01064 87 640: 48%|####7 | 19/40 [00:05<00:05, 3.61it/s] 39/499 4.32G 0.02299 0.01742 0.01064 87 640: 50%|##### | 20/40 [00:05<00:05, 3.67it/s] 39/499 4.32G 0.02289 0.01726 0.01062 65 640: 50%|##### | 20/40 [00:05<00:05, 3.67it/s] 39/499 4.32G 0.02289 0.01726 0.01062 65 640: 52%|#####2 | 21/40 [00:05<00:05, 3.71it/s] 39/499 4.32G 0.02278 0.01733 0.01042 93 640: 52%|#####2 | 21/40 [00:06<00:05, 3.71it/s] 39/499 4.32G 0.02278 0.01733 0.01042 93 640: 55%|#####5 | 22/40 [00:06<00:04, 3.63it/s] 39/499 4.32G 0.02273 0.01727 0.01036 70 640: 55%|#####5 | 22/40 [00:06<00:04, 3.63it/s] 39/499 4.32G 0.02273 0.01727 0.01036 70 640: 57%|#####7 | 23/40 [00:06<00:04, 3.71it/s] 39/499 4.32G 0.02261 0.01709 0.0104 64 640: 57%|#####7 | 23/40 [00:06<00:04, 3.71it/s] 39/499 4.32G 0.02261 0.01709 0.0104 64 640: 60%|###### | 24/40 [00:06<00:04, 3.72it/s] 39/499 4.32G 0.0226 0.01697 0.0105 62 640: 60%|###### | 24/40 [00:06<00:04, 3.72it/s] 39/499 4.32G 0.0226 0.01697 0.0105 62 640: 62%|######2 | 25/40 [00:06<00:04, 3.62it/s] 39/499 4.32G 0.02256 0.01701 0.01052 79 640: 62%|######2 | 25/40 [00:07<00:04, 3.62it/s] 39/499 4.32G 0.02256 0.01701 0.01052 79 640: 65%|######5 | 26/40 [00:07<00:03, 3.73it/s] 39/499 4.32G 0.02261 0.01694 0.01054 63 640: 65%|######5 | 26/40 [00:07<00:03, 3.73it/s] 39/499 4.32G 0.02261 0.01694 0.01054 63 640: 68%|######7 | 27/40 [00:07<00:03, 3.75it/s] 39/499 4.32G 0.02269 0.01694 0.01071 71 640: 68%|######7 | 27/40 [00:07<00:03, 3.75it/s] 39/499 4.32G 0.02269 0.01694 0.01071 71 640: 70%|####### | 28/40 [00:07<00:03, 3.62it/s] 39/499 4.32G 0.02267 0.01705 0.01075 87 640: 70%|####### | 28/40 [00:07<00:03, 3.62it/s] 39/499 4.32G 0.02267 0.01705 0.01075 87 640: 72%|#######2 | 29/40 [00:07<00:02, 3.71it/s] 39/499 4.32G 0.02263 0.01696 0.01089 68 640: 72%|#######2 | 29/40 [00:08<00:02, 3.71it/s] 39/499 4.32G 0.02263 0.01696 0.01089 68 640: 75%|#######5 | 30/40 [00:08<00:02, 3.74it/s] 39/499 4.32G 0.02266 0.01697 0.01092 79 640: 75%|#######5 | 30/40 [00:08<00:02, 3.74it/s] 39/499 4.32G 0.02266 0.01697 0.01092 79 640: 78%|#######7 | 31/40 [00:08<00:02, 3.64it/s] 39/499 4.32G 0.02266 0.01704 0.0108 93 640: 78%|#######7 | 31/40 [00:08<00:02, 3.64it/s] 39/499 4.32G 0.02266 0.01704 0.0108 93 640: 80%|######## | 32/40 [00:08<00:02, 3.72it/s] 39/499 4.32G 0.02273 0.017 0.01081 73 640: 80%|######## | 32/40 [00:08<00:02, 3.72it/s] 39/499 4.32G 0.02273 0.017 0.01081 73 640: 82%|########2 | 33/40 [00:08<00:01, 3.76it/s] 39/499 4.32G 0.02281 0.01701 0.01077 80 640: 82%|########2 | 33/40 [00:09<00:01, 3.76it/s] 39/499 4.32G 0.02281 0.01701 0.01077 80 640: 85%|########5 | 34/40 [00:09<00:01, 3.77it/s] 39/499 4.32G 0.02278 0.01706 0.0106 97 640: 85%|########5 | 34/40 [00:09<00:01, 3.77it/s] 39/499 4.32G 0.02278 0.01706 0.0106 97 640: 88%|########7 | 35/40 [00:09<00:01, 4.12it/s] 39/499 4.32G 0.02281 0.01698 0.0106 64 640: 88%|########7 | 35/40 [00:09<00:01, 4.12it/s] 39/499 4.32G 0.02281 0.01698 0.0106 64 640: 90%|######### | 36/40 [00:09<00:00, 4.44it/s] 39/499 4.32G 0.02287 0.01693 0.01076 64 640: 90%|######### | 36/40 [00:09<00:00, 4.44it/s] 39/499 4.32G 0.02287 0.01693 0.01076 64 640: 92%|#########2| 37/40 [00:09<00:00, 4.50it/s] 39/499 4.32G 0.0229 0.01689 0.01067 71 640: 92%|#########2| 37/40 [00:09<00:00, 4.50it/s] 39/499 4.32G 0.0229 0.01689 0.01067 71 640: 95%|#########5| 38/40 [00:09<00:00, 4.71it/s] 39/499 4.32G 0.02298 0.01694 0.01067 83 640: 95%|#########5| 38/40 [00:10<00:00, 4.71it/s] 39/499 4.32G 0.02298 0.01694 0.01067 83 640: 98%|#########7| 39/40 [00:10<00:00, 4.88it/s] 39/499 4.32G 0.02309 0.01695 0.01093 35 640: 98%|#########7| 39/40 [00:10<00:00, 4.88it/s] 39/499 4.32G 0.02309 0.01695 0.01093 35 640: 100%|##########| 40/40 [00:10<00:00, 4.89it/s] 39/499 4.32G 0.02309 0.01695 0.01093 35 640: 100%|##########| 40/40 [00:10<00:00, 3.85it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.97it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.62it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.33it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.33it/s] all 132 263 0.741 0.784 0.781 0.568 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 40/499 4.32G 0.02448 0.01562 0.01319 74 640: 0%| | 0/40 [00:00<?, ?it/s] 40/499 4.32G 0.02448 0.01562 0.01319 74 640: 2%|2 | 1/40 [00:00<00:11, 3.54it/s] 40/499 4.32G 0.02351 0.01425 0.0153 61 640: 2%|2 | 1/40 [00:00<00:11, 3.54it/s] 40/499 4.32G 0.02351 0.01425 0.0153 61 640: 5%|5 | 2/40 [00:00<00:10, 3.66it/s] 40/499 4.32G 0.0232 0.01458 0.01334 67 640: 5%|5 | 2/40 [00:00<00:10, 3.66it/s] 40/499 4.32G 0.0232 0.01458 0.01334 67 640: 8%|7 | 3/40 [00:00<00:10, 3.52it/s] 40/499 4.32G 0.02253 0.01515 0.01236 84 640: 8%|7 | 3/40 [00:01<00:10, 3.52it/s] 40/499 4.32G 0.02253 0.01515 0.01236 84 640: 10%|# | 4/40 [00:01<00:09, 3.70it/s] 40/499 4.32G 0.02292 0.01542 0.0121 72 640: 10%|# | 4/40 [00:01<00:09, 3.70it/s] 40/499 4.32G 0.02292 0.01542 0.0121 72 640: 12%|#2 | 5/40 [00:01<00:09, 3.70it/s] 40/499 4.32G 0.02266 0.01539 0.01326 71 640: 12%|#2 | 5/40 [00:01<00:09, 3.70it/s] 40/499 4.32G 0.02266 0.01539 0.01326 71 640: 15%|#5 | 6/40 [00:01<00:09, 3.57it/s] 40/499 4.32G 0.02298 0.01533 0.01276 74 640: 15%|#5 | 6/40 [00:01<00:09, 3.57it/s] 40/499 4.32G 0.02298 0.01533 0.01276 74 640: 18%|#7 | 7/40 [00:01<00:08, 3.70it/s] 40/499 4.32G 0.02288 0.01566 0.01226 79 640: 18%|#7 | 7/40 [00:02<00:08, 3.70it/s] 40/499 4.32G 0.02288 0.01566 0.01226 79 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 40/499 4.32G 0.0228 0.0156 0.01167 66 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 40/499 4.32G 0.0228 0.0156 0.01167 66 640: 22%|##2 | 9/40 [00:02<00:08, 3.59it/s] 40/499 4.32G 0.02283 0.01541 0.01166 62 640: 22%|##2 | 9/40 [00:02<00:08, 3.59it/s] 40/499 4.32G 0.02283 0.01541 0.01166 62 640: 25%|##5 | 10/40 [00:02<00:08, 3.71it/s] 40/499 4.32G 0.02301 0.01537 0.01183 58 640: 25%|##5 | 10/40 [00:02<00:08, 3.71it/s] 40/499 4.32G 0.02301 0.01537 0.01183 58 640: 28%|##7 | 11/40 [00:02<00:07, 3.74it/s] 40/499 4.32G 0.02295 0.01568 0.0119 84 640: 28%|##7 | 11/40 [00:03<00:07, 3.74it/s] 40/499 4.32G 0.02295 0.01568 0.0119 84 640: 30%|### | 12/40 [00:03<00:07, 3.58it/s] 40/499 4.32G 0.02292 0.0156 0.01159 63 640: 30%|### | 12/40 [00:03<00:07, 3.58it/s] 40/499 4.32G 0.02292 0.0156 0.01159 63 640: 32%|###2 | 13/40 [00:03<00:07, 3.70it/s] 40/499 4.32G 0.02291 0.0157 0.01169 77 640: 32%|###2 | 13/40 [00:03<00:07, 3.70it/s] 40/499 4.32G 0.02291 0.0157 0.01169 77 640: 35%|###5 | 14/40 [00:03<00:07, 3.70it/s] 40/499 4.32G 0.02302 0.01577 0.01194 72 640: 35%|###5 | 14/40 [00:04<00:07, 3.70it/s] 40/499 4.32G 0.02302 0.01577 0.01194 72 640: 38%|###7 | 15/40 [00:04<00:06, 3.59it/s] 40/499 4.32G 0.02298 0.01569 0.01164 68 640: 38%|###7 | 15/40 [00:04<00:06, 3.59it/s] 40/499 4.32G 0.02298 0.01569 0.01164 68 640: 40%|#### | 16/40 [00:04<00:07, 3.40it/s] 40/499 4.32G 0.02299 0.01578 0.01139 81 640: 40%|#### | 16/40 [00:04<00:07, 3.40it/s] 40/499 4.32G 0.02299 0.01578 0.01139 81 640: 42%|####2 | 17/40 [00:04<00:06, 3.50it/s] 40/499 4.32G 0.02313 0.01575 0.01158 65 640: 42%|####2 | 17/40 [00:05<00:06, 3.50it/s] 40/499 4.32G 0.02313 0.01575 0.01158 65 640: 45%|####5 | 18/40 [00:05<00:06, 3.47it/s] 40/499 4.32G 0.02311 0.01595 0.01138 82 640: 45%|####5 | 18/40 [00:05<00:06, 3.47it/s] 40/499 4.32G 0.02311 0.01595 0.01138 82 640: 48%|####7 | 19/40 [00:05<00:05, 3.62it/s] 40/499 4.32G 0.02296 0.01598 0.01105 74 640: 48%|####7 | 19/40 [00:05<00:05, 3.62it/s] 40/499 4.32G 0.02296 0.01598 0.01105 74 640: 50%|##### | 20/40 [00:05<00:05, 3.65it/s] 40/499 4.32G 0.02307 0.01607 0.01103 77 640: 50%|##### | 20/40 [00:05<00:05, 3.65it/s] 40/499 4.32G 0.02307 0.01607 0.01103 77 640: 52%|#####2 | 21/40 [00:05<00:05, 3.55it/s] 40/499 4.32G 0.02301 0.01605 0.01093 74 640: 52%|#####2 | 21/40 [00:06<00:05, 3.55it/s] 40/499 4.32G 0.02301 0.01605 0.01093 74 640: 55%|#####5 | 22/40 [00:06<00:04, 3.67it/s] 40/499 4.32G 0.02307 0.01607 0.01088 74 640: 55%|#####5 | 22/40 [00:06<00:04, 3.67it/s] 40/499 4.32G 0.02307 0.01607 0.01088 74 640: 57%|#####7 | 23/40 [00:06<00:04, 3.69it/s] 40/499 4.32G 0.02299 0.01594 0.01097 57 640: 57%|#####7 | 23/40 [00:06<00:04, 3.69it/s] 40/499 4.32G 0.02299 0.01594 0.01097 57 640: 60%|###### | 24/40 [00:06<00:04, 3.56it/s] 40/499 4.32G 0.02298 0.01588 0.01072 66 640: 60%|###### | 24/40 [00:06<00:04, 3.56it/s] 40/499 4.32G 0.02298 0.01588 0.01072 66 640: 62%|######2 | 25/40 [00:06<00:04, 3.73it/s] 40/499 4.32G 0.02294 0.01573 0.0111 51 640: 62%|######2 | 25/40 [00:07<00:04, 3.73it/s] 40/499 4.32G 0.02294 0.01573 0.0111 51 640: 65%|######5 | 26/40 [00:07<00:03, 3.71it/s] 40/499 4.32G 0.02304 0.0158 0.01107 70 640: 65%|######5 | 26/40 [00:07<00:03, 3.71it/s] 40/499 4.32G 0.02304 0.0158 0.01107 70 640: 68%|######7 | 27/40 [00:07<00:03, 3.59it/s] 40/499 4.32G 0.02315 0.0158 0.01129 65 640: 68%|######7 | 27/40 [00:07<00:03, 3.59it/s] 40/499 4.32G 0.02315 0.0158 0.01129 65 640: 70%|####### | 28/40 [00:07<00:03, 3.70it/s] 40/499 4.32G 0.02321 0.0159 0.01134 82 640: 70%|####### | 28/40 [00:07<00:03, 3.70it/s] 40/499 4.32G 0.02321 0.0159 0.01134 82 640: 72%|#######2 | 29/40 [00:07<00:02, 3.69it/s] 40/499 4.32G 0.02321 0.01586 0.01158 61 640: 72%|#######2 | 29/40 [00:08<00:02, 3.69it/s] 40/499 4.32G 0.02321 0.01586 0.01158 61 640: 75%|#######5 | 30/40 [00:08<00:02, 3.61it/s] 40/499 4.32G 0.02321 0.01588 0.01149 71 640: 75%|#######5 | 30/40 [00:08<00:02, 3.61it/s] 40/499 4.32G 0.02321 0.01588 0.01149 71 640: 78%|#######7 | 31/40 [00:08<00:02, 3.72it/s] 40/499 4.32G 0.02324 0.01596 0.01148 86 640: 78%|#######7 | 31/40 [00:08<00:02, 3.72it/s] 40/499 4.32G 0.02324 0.01596 0.01148 86 640: 80%|######## | 32/40 [00:08<00:02, 3.78it/s] 40/499 4.32G 0.02329 0.01591 0.01144 65 640: 80%|######## | 32/40 [00:09<00:02, 3.78it/s] 40/499 4.32G 0.02329 0.01591 0.01144 65 640: 82%|########2 | 33/40 [00:09<00:01, 3.76it/s] 40/499 4.32G 0.02325 0.01587 0.01137 64 640: 82%|########2 | 33/40 [00:09<00:01, 3.76it/s] 40/499 4.32G 0.02325 0.01587 0.01137 64 640: 85%|########5 | 34/40 [00:09<00:01, 4.11it/s] 40/499 4.32G 0.02322 0.01593 0.0114 79 640: 85%|########5 | 34/40 [00:09<00:01, 4.11it/s] 40/499 4.32G 0.02322 0.01593 0.0114 79 640: 88%|########7 | 35/40 [00:09<00:01, 4.35it/s] 40/499 4.32G 0.02315 0.01589 0.0116 67 640: 88%|########7 | 35/40 [00:09<00:01, 4.35it/s] 40/499 4.32G 0.02315 0.01589 0.0116 67 640: 90%|######### | 36/40 [00:09<00:00, 4.43it/s] 40/499 4.32G 0.02318 0.01599 0.01157 94 640: 90%|######### | 36/40 [00:09<00:00, 4.43it/s] 40/499 4.32G 0.02318 0.01599 0.01157 94 640: 92%|#########2| 37/40 [00:09<00:00, 4.58it/s] 40/499 4.32G 0.02318 0.01597 0.01155 73 640: 92%|#########2| 37/40 [00:10<00:00, 4.58it/s] 40/499 4.32G 0.02318 0.01597 0.01155 73 640: 95%|#########5| 38/40 [00:10<00:00, 4.76it/s] 40/499 4.32G 0.02322 0.01601 0.01158 71 640: 95%|#########5| 38/40 [00:10<00:00, 4.76it/s] 40/499 4.32G 0.02322 0.01601 0.01158 71 640: 98%|#########7| 39/40 [00:10<00:00, 4.73it/s] 40/499 4.32G 0.02316 0.01595 0.0114 35 640: 98%|#########7| 39/40 [00:10<00:00, 4.73it/s] 40/499 4.32G 0.02316 0.01595 0.0114 35 640: 100%|##########| 40/40 [00:10<00:00, 4.97it/s] 40/499 4.32G 0.02316 0.01595 0.0114 35 640: 100%|##########| 40/40 [00:10<00:00, 3.83it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.20it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.26it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.47it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.37it/s] all 132 263 0.831 0.796 0.854 0.628 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 41/499 4.32G 0.02116 0.01798 0.008211 78 640: 0%| | 0/40 [00:00<?, ?it/s] 41/499 4.32G 0.02116 0.01798 0.008211 78 640: 2%|2 | 1/40 [00:00<00:09, 4.15it/s] 41/499 4.32G 0.02288 0.01636 0.01089 67 640: 2%|2 | 1/40 [00:00<00:09, 4.15it/s] 41/499 4.32G 0.02288 0.01636 0.01089 67 640: 5%|5 | 2/40 [00:00<00:10, 3.61it/s] 41/499 4.32G 0.02257 0.01585 0.01107 71 640: 5%|5 | 2/40 [00:00<00:10, 3.61it/s] 41/499 4.32G 0.02257 0.01585 0.01107 71 640: 8%|7 | 3/40 [00:00<00:09, 3.87it/s] 41/499 4.32G 0.02287 0.01655 0.01131 85 640: 8%|7 | 3/40 [00:01<00:09, 3.87it/s] 41/499 4.32G 0.02287 0.01655 0.01131 85 640: 10%|# | 4/40 [00:01<00:09, 3.78it/s] 41/499 4.32G 0.02278 0.01656 0.01106 77 640: 10%|# | 4/40 [00:01<00:09, 3.78it/s] 41/499 4.32G 0.02278 0.01656 0.01106 77 640: 12%|#2 | 5/40 [00:01<00:09, 3.63it/s] 41/499 4.32G 0.02263 0.01648 0.01151 66 640: 12%|#2 | 5/40 [00:01<00:09, 3.63it/s] 41/499 4.32G 0.02263 0.01648 0.01151 66 640: 15%|#5 | 6/40 [00:01<00:08, 3.78it/s] 41/499 4.32G 0.02308 0.01669 0.01094 75 640: 15%|#5 | 6/40 [00:01<00:08, 3.78it/s] 41/499 4.32G 0.02308 0.01669 0.01094 75 640: 18%|#7 | 7/40 [00:01<00:08, 3.75it/s] 41/499 4.32G 0.02296 0.0166 0.01069 74 640: 18%|#7 | 7/40 [00:02<00:08, 3.75it/s] 41/499 4.32G 0.02296 0.0166 0.01069 74 640: 20%|## | 8/40 [00:02<00:08, 3.63it/s] 41/499 4.32G 0.02287 0.01653 0.01071 70 640: 20%|## | 8/40 [00:02<00:08, 3.63it/s] 41/499 4.32G 0.02287 0.01653 0.01071 70 640: 22%|##2 | 9/40 [00:02<00:08, 3.77it/s] 41/499 4.32G 0.0226 0.01621 0.01037 66 640: 22%|##2 | 9/40 [00:02<00:08, 3.77it/s] 41/499 4.32G 0.0226 0.01621 0.01037 66 640: 25%|##5 | 10/40 [00:02<00:08, 3.73it/s] 41/499 4.32G 0.0227 0.01642 0.01049 79 640: 25%|##5 | 10/40 [00:02<00:08, 3.73it/s] 41/499 4.32G 0.0227 0.01642 0.01049 79 640: 28%|##7 | 11/40 [00:02<00:08, 3.61it/s] 41/499 4.32G 0.02266 0.01638 0.01044 67 640: 28%|##7 | 11/40 [00:03<00:08, 3.61it/s] 41/499 4.32G 0.02266 0.01638 0.01044 67 640: 30%|### | 12/40 [00:03<00:07, 3.75it/s] 41/499 4.32G 0.0229 0.01638 0.01039 70 640: 30%|### | 12/40 [00:03<00:07, 3.75it/s] 41/499 4.32G 0.0229 0.01638 0.01039 70 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 41/499 4.32G 0.02288 0.01626 0.01048 66 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 41/499 4.32G 0.02288 0.01626 0.01048 66 640: 35%|###5 | 14/40 [00:03<00:07, 3.56it/s] 41/499 4.32G 0.02289 0.0163 0.01065 75 640: 35%|###5 | 14/40 [00:04<00:07, 3.56it/s] 41/499 4.32G 0.02289 0.0163 0.01065 75 640: 38%|###7 | 15/40 [00:04<00:06, 3.75it/s] 41/499 4.32G 0.02319 0.01629 0.01056 68 640: 38%|###7 | 15/40 [00:04<00:06, 3.75it/s] 41/499 4.32G 0.02319 0.01629 0.01056 68 640: 40%|#### | 16/40 [00:04<00:06, 3.72it/s] 41/499 4.32G 0.02319 0.0164 0.01082 73 640: 40%|#### | 16/40 [00:04<00:06, 3.72it/s] 41/499 4.32G 0.02319 0.0164 0.01082 73 640: 42%|####2 | 17/40 [00:04<00:06, 3.62it/s] 41/499 4.32G 0.02315 0.01654 0.01118 90 640: 42%|####2 | 17/40 [00:04<00:06, 3.62it/s] 41/499 4.32G 0.02315 0.01654 0.01118 90 640: 45%|####5 | 18/40 [00:04<00:05, 3.75it/s] 41/499 4.32G 0.02313 0.01649 0.01096 74 640: 45%|####5 | 18/40 [00:05<00:05, 3.75it/s] 41/499 4.32G 0.02313 0.01649 0.01096 74 640: 48%|####7 | 19/40 [00:05<00:05, 3.73it/s] 41/499 4.32G 0.02311 0.01635 0.01085 63 640: 48%|####7 | 19/40 [00:05<00:05, 3.73it/s] 41/499 4.32G 0.02311 0.01635 0.01085 63 640: 50%|##### | 20/40 [00:05<00:05, 3.64it/s] 41/499 4.32G 0.02311 0.01651 0.01077 87 640: 50%|##### | 20/40 [00:05<00:05, 3.64it/s] 41/499 4.32G 0.02311 0.01651 0.01077 87 640: 52%|#####2 | 21/40 [00:05<00:05, 3.77it/s] 41/499 4.32G 0.0231 0.01658 0.01067 85 640: 52%|#####2 | 21/40 [00:05<00:05, 3.77it/s] 41/499 4.32G 0.0231 0.01658 0.01067 85 640: 55%|#####5 | 22/40 [00:05<00:04, 3.72it/s] 41/499 4.32G 0.02306 0.01664 0.01068 87 640: 55%|#####5 | 22/40 [00:06<00:04, 3.72it/s] 41/499 4.32G 0.02306 0.01664 0.01068 87 640: 57%|#####7 | 23/40 [00:06<00:04, 3.59it/s] 41/499 4.32G 0.02303 0.01679 0.01057 95 640: 57%|#####7 | 23/40 [00:06<00:04, 3.59it/s] 41/499 4.32G 0.02303 0.01679 0.01057 95 640: 60%|###### | 24/40 [00:06<00:04, 3.76it/s] 41/499 4.32G 0.02312 0.01678 0.01053 68 640: 60%|###### | 24/40 [00:06<00:04, 3.76it/s] 41/499 4.32G 0.02312 0.01678 0.01053 68 640: 62%|######2 | 25/40 [00:06<00:04, 3.72it/s] 41/499 4.32G 0.02305 0.01674 0.01062 75 640: 62%|######2 | 25/40 [00:07<00:04, 3.72it/s] 41/499 4.32G 0.02305 0.01674 0.01062 75 640: 65%|######5 | 26/40 [00:07<00:03, 3.61it/s] 41/499 4.32G 0.02308 0.01669 0.01054 70 640: 65%|######5 | 26/40 [00:07<00:03, 3.61it/s] 41/499 4.32G 0.02308 0.01669 0.01054 70 640: 68%|######7 | 27/40 [00:07<00:03, 3.75it/s] 41/499 4.32G 0.02312 0.01663 0.01064 66 640: 68%|######7 | 27/40 [00:07<00:03, 3.75it/s] 41/499 4.32G 0.02312 0.01663 0.01064 66 640: 70%|####### | 28/40 [00:07<00:03, 3.73it/s] 41/499 4.32G 0.02307 0.01661 0.01049 71 640: 70%|####### | 28/40 [00:07<00:03, 3.73it/s] 41/499 4.32G 0.02307 0.01661 0.01049 71 640: 72%|#######2 | 29/40 [00:07<00:03, 3.61it/s] 41/499 4.32G 0.0231 0.01668 0.0105 76 640: 72%|#######2 | 29/40 [00:08<00:03, 3.61it/s] 41/499 4.32G 0.0231 0.01668 0.0105 76 640: 75%|#######5 | 30/40 [00:08<00:02, 3.71it/s] 41/499 4.32G 0.02308 0.01663 0.01038 68 640: 75%|#######5 | 30/40 [00:08<00:02, 3.71it/s] 41/499 4.32G 0.02308 0.01663 0.01038 68 640: 78%|#######7 | 31/40 [00:08<00:02, 3.75it/s] 41/499 4.32G 0.02306 0.01661 0.01032 72 640: 78%|#######7 | 31/40 [00:08<00:02, 3.75it/s] 41/499 4.32G 0.02306 0.01661 0.01032 72 640: 80%|######## | 32/40 [00:08<00:02, 3.76it/s] 41/499 4.32G 0.02299 0.01652 0.0103 67 640: 80%|######## | 32/40 [00:08<00:02, 3.76it/s] 41/499 4.32G 0.02299 0.01652 0.0103 67 640: 82%|########2 | 33/40 [00:08<00:01, 4.12it/s] 41/499 4.32G 0.02301 0.0165 0.01032 74 640: 82%|########2 | 33/40 [00:08<00:01, 4.12it/s] 41/499 4.32G 0.02301 0.0165 0.01032 74 640: 85%|########5 | 34/40 [00:08<00:01, 4.43it/s] 41/499 4.32G 0.02302 0.01644 0.01038 63 640: 85%|########5 | 34/40 [00:09<00:01, 4.43it/s] 41/499 4.32G 0.02302 0.01644 0.01038 63 640: 88%|########7 | 35/40 [00:09<00:01, 4.53it/s] 41/499 4.32G 0.02301 0.01652 0.01044 84 640: 88%|########7 | 35/40 [00:09<00:01, 4.53it/s] 41/499 4.32G 0.02301 0.01652 0.01044 84 640: 90%|######### | 36/40 [00:09<00:00, 4.76it/s] 41/499 4.32G 0.02297 0.01641 0.01043 55 640: 90%|######### | 36/40 [00:09<00:00, 4.76it/s] 41/499 4.32G 0.02297 0.01641 0.01043 55 640: 92%|#########2| 37/40 [00:09<00:00, 4.92it/s] 41/499 4.32G 0.02292 0.01644 0.01041 82 640: 92%|#########2| 37/40 [00:09<00:00, 4.92it/s] 41/499 4.32G 0.02292 0.01644 0.01041 82 640: 95%|#########5| 38/40 [00:09<00:00, 4.82it/s] 41/499 4.32G 0.02295 0.01656 0.0106 85 640: 95%|#########5| 38/40 [00:09<00:00, 4.82it/s] 41/499 4.32G 0.02295 0.01656 0.0106 85 640: 98%|#########7| 39/40 [00:09<00:00, 4.97it/s] 41/499 4.32G 0.02291 0.0165 0.01052 33 640: 98%|#########7| 39/40 [00:10<00:00, 4.97it/s] 41/499 4.32G 0.02291 0.0165 0.01052 33 640: 100%|##########| 40/40 [00:10<00:00, 4.95it/s] 41/499 4.32G 0.02291 0.0165 0.01052 33 640: 100%|##########| 40/40 [00:10<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.59it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.06it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.78it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.17it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.14it/s] all 132 263 0.888 0.853 0.886 0.669 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 42/499 4.32G 0.02191 0.017 0.009444 81 640: 0%| | 0/40 [00:00<?, ?it/s] 42/499 4.32G 0.02191 0.017 0.009444 81 640: 2%|2 | 1/40 [00:00<00:12, 3.06it/s] 42/499 4.32G 0.02411 0.01752 0.009772 73 640: 2%|2 | 1/40 [00:00<00:12, 3.06it/s] 42/499 4.32G 0.02411 0.01752 0.009772 73 640: 5%|5 | 2/40 [00:00<00:10, 3.55it/s] 42/499 4.32G 0.02533 0.01833 0.01079 77 640: 5%|5 | 2/40 [00:00<00:10, 3.55it/s] 42/499 4.32G 0.02533 0.01833 0.01079 77 640: 8%|7 | 3/40 [00:00<00:10, 3.58it/s] 42/499 4.32G 0.02433 0.01725 0.01003 66 640: 8%|7 | 3/40 [00:01<00:10, 3.58it/s] 42/499 4.32G 0.02433 0.01725 0.01003 66 640: 10%|# | 4/40 [00:01<00:10, 3.50it/s] 42/499 4.32G 0.0243 0.01674 0.0112 62 640: 10%|# | 4/40 [00:01<00:10, 3.50it/s] 42/499 4.32G 0.0243 0.01674 0.0112 62 640: 12%|#2 | 5/40 [00:01<00:09, 3.66it/s] 42/499 4.32G 0.024 0.01712 0.01084 85 640: 12%|#2 | 5/40 [00:01<00:09, 3.66it/s] 42/499 4.32G 0.024 0.01712 0.01084 85 640: 15%|#5 | 6/40 [00:01<00:09, 3.71it/s] 42/499 4.32G 0.02398 0.01716 0.01161 73 640: 15%|#5 | 6/40 [00:01<00:09, 3.71it/s] 42/499 4.32G 0.02398 0.01716 0.01161 73 640: 18%|#7 | 7/40 [00:01<00:09, 3.58it/s] 42/499 4.32G 0.02377 0.01702 0.01127 70 640: 18%|#7 | 7/40 [00:02<00:09, 3.58it/s] 42/499 4.32G 0.02377 0.01702 0.01127 70 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 42/499 4.32G 0.02377 0.01718 0.01132 86 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 42/499 4.32G 0.02377 0.01718 0.01132 86 640: 22%|##2 | 9/40 [00:02<00:08, 3.72it/s] 42/499 4.32G 0.02377 0.01717 0.01132 75 640: 22%|##2 | 9/40 [00:02<00:08, 3.72it/s] 42/499 4.32G 0.02377 0.01717 0.01132 75 640: 25%|##5 | 10/40 [00:02<00:08, 3.57it/s] 42/499 4.32G 0.02358 0.01703 0.01096 73 640: 25%|##5 | 10/40 [00:03<00:08, 3.57it/s] 42/499 4.32G 0.02358 0.01703 0.01096 73 640: 28%|##7 | 11/40 [00:03<00:07, 3.71it/s] 42/499 4.32G 0.02344 0.01691 0.01061 73 640: 28%|##7 | 11/40 [00:03<00:07, 3.71it/s] 42/499 4.32G 0.02344 0.01691 0.01061 73 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 42/499 4.32G 0.0236 0.01665 0.01122 57 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 42/499 4.32G 0.0236 0.01665 0.01122 57 640: 32%|###2 | 13/40 [00:03<00:07, 3.61it/s] 42/499 4.32G 0.02342 0.01639 0.01123 58 640: 32%|###2 | 13/40 [00:03<00:07, 3.61it/s] 42/499 4.32G 0.02342 0.01639 0.01123 58 640: 35%|###5 | 14/40 [00:03<00:07, 3.71it/s] 42/499 4.32G 0.02333 0.01625 0.01115 67 640: 35%|###5 | 14/40 [00:04<00:07, 3.71it/s] 42/499 4.32G 0.02333 0.01625 0.01115 67 640: 38%|###7 | 15/40 [00:04<00:06, 3.72it/s] 42/499 4.32G 0.02337 0.01636 0.01087 78 640: 38%|###7 | 15/40 [00:04<00:06, 3.72it/s] 42/499 4.32G 0.02337 0.01636 0.01087 78 640: 40%|#### | 16/40 [00:04<00:06, 3.55it/s] 42/499 4.32G 0.02339 0.01643 0.01108 83 640: 40%|#### | 16/40 [00:04<00:06, 3.55it/s] 42/499 4.32G 0.02339 0.01643 0.01108 83 640: 42%|####2 | 17/40 [00:04<00:06, 3.70it/s] 42/499 4.32G 0.02323 0.01656 0.01096 93 640: 42%|####2 | 17/40 [00:04<00:06, 3.70it/s] 42/499 4.32G 0.02323 0.01656 0.01096 93 640: 45%|####5 | 18/40 [00:04<00:05, 3.73it/s] 42/499 4.32G 0.02335 0.01663 0.01092 74 640: 45%|####5 | 18/40 [00:05<00:05, 3.73it/s] 42/499 4.32G 0.02335 0.01663 0.01092 74 640: 48%|####7 | 19/40 [00:05<00:05, 3.58it/s] 42/499 4.32G 0.0232 0.0167 0.01084 86 640: 48%|####7 | 19/40 [00:05<00:05, 3.58it/s] 42/499 4.32G 0.0232 0.0167 0.01084 86 640: 50%|##### | 20/40 [00:05<00:05, 3.73it/s] 42/499 4.32G 0.02319 0.01668 0.01071 73 640: 50%|##### | 20/40 [00:05<00:05, 3.73it/s] 42/499 4.32G 0.02319 0.01668 0.01071 73 640: 52%|#####2 | 21/40 [00:05<00:05, 3.74it/s] 42/499 4.32G 0.02318 0.01677 0.01071 88 640: 52%|#####2 | 21/40 [00:06<00:05, 3.74it/s] 42/499 4.32G 0.02318 0.01677 0.01071 88 640: 55%|#####5 | 22/40 [00:06<00:05, 3.60it/s] 42/499 4.32G 0.02319 0.01664 0.01056 59 640: 55%|#####5 | 22/40 [00:06<00:05, 3.60it/s] 42/499 4.32G 0.02319 0.01664 0.01056 59 640: 57%|#####7 | 23/40 [00:06<00:04, 3.74it/s] 42/499 4.32G 0.0232 0.01656 0.01053 69 640: 57%|#####7 | 23/40 [00:06<00:04, 3.74it/s] 42/499 4.32G 0.0232 0.01656 0.01053 69 640: 60%|###### | 24/40 [00:06<00:04, 3.75it/s] 42/499 4.32G 0.02322 0.01652 0.01035 75 640: 60%|###### | 24/40 [00:06<00:04, 3.75it/s] 42/499 4.32G 0.02322 0.01652 0.01035 75 640: 62%|######2 | 25/40 [00:06<00:04, 3.60it/s] 42/499 4.32G 0.02322 0.01668 0.01031 84 640: 62%|######2 | 25/40 [00:07<00:04, 3.60it/s] 42/499 4.32G 0.02322 0.01668 0.01031 84 640: 65%|######5 | 26/40 [00:07<00:03, 3.72it/s] 42/499 4.32G 0.02318 0.01671 0.01025 84 640: 65%|######5 | 26/40 [00:07<00:03, 3.72it/s] 42/499 4.32G 0.02318 0.01671 0.01025 84 640: 68%|######7 | 27/40 [00:07<00:03, 3.74it/s] 42/499 4.32G 0.0232 0.0166 0.01029 64 640: 68%|######7 | 27/40 [00:07<00:03, 3.74it/s] 42/499 4.32G 0.0232 0.0166 0.01029 64 640: 70%|####### | 28/40 [00:07<00:03, 3.61it/s] 42/499 4.32G 0.02324 0.01666 0.01021 86 640: 70%|####### | 28/40 [00:07<00:03, 3.61it/s] 42/499 4.32G 0.02324 0.01666 0.01021 86 640: 72%|#######2 | 29/40 [00:07<00:02, 3.75it/s] 42/499 4.32G 0.0232 0.01663 0.01022 73 640: 72%|#######2 | 29/40 [00:08<00:02, 3.75it/s] 42/499 4.32G 0.0232 0.01663 0.01022 73 640: 75%|#######5 | 30/40 [00:08<00:02, 3.88it/s] 42/499 4.32G 0.02315 0.01669 0.0102 81 640: 75%|#######5 | 30/40 [00:08<00:02, 3.88it/s] 42/499 4.32G 0.02315 0.01669 0.0102 81 640: 78%|#######7 | 31/40 [00:08<00:02, 4.10it/s] 42/499 4.32G 0.02309 0.01678 0.0102 91 640: 78%|#######7 | 31/40 [00:08<00:02, 4.10it/s] 42/499 4.32G 0.02309 0.01678 0.0102 91 640: 80%|######## | 32/40 [00:08<00:01, 4.40it/s] 42/499 4.32G 0.02302 0.01668 0.01019 68 640: 80%|######## | 32/40 [00:08<00:01, 4.40it/s] 42/499 4.32G 0.02302 0.01668 0.01019 68 640: 82%|########2 | 33/40 [00:08<00:01, 4.58it/s] 42/499 4.32G 0.02304 0.0167 0.01028 73 640: 82%|########2 | 33/40 [00:08<00:01, 4.58it/s] 42/499 4.32G 0.02304 0.0167 0.01028 73 640: 85%|########5 | 34/40 [00:08<00:01, 4.60it/s] 42/499 4.32G 0.02304 0.01677 0.01018 88 640: 85%|########5 | 34/40 [00:09<00:01, 4.60it/s] 42/499 4.32G 0.02304 0.01677 0.01018 88 640: 88%|########7 | 35/40 [00:09<00:01, 4.80it/s] 42/499 4.32G 0.02312 0.01679 0.01012 78 640: 88%|########7 | 35/40 [00:09<00:01, 4.80it/s] 42/499 4.32G 0.02312 0.01679 0.01012 78 640: 90%|######### | 36/40 [00:09<00:00, 4.92it/s] 42/499 4.32G 0.0231 0.01677 0.01005 75 640: 90%|######### | 36/40 [00:09<00:00, 4.92it/s] 42/499 4.32G 0.0231 0.01677 0.01005 75 640: 92%|#########2| 37/40 [00:09<00:00, 4.81it/s] 42/499 4.32G 0.02306 0.01679 0.01004 82 640: 92%|#########2| 37/40 [00:09<00:00, 4.81it/s] 42/499 4.32G 0.02306 0.01679 0.01004 82 640: 95%|#########5| 38/40 [00:09<00:00, 4.91it/s] 42/499 4.32G 0.023 0.01671 0.01003 69 640: 95%|#########5| 38/40 [00:09<00:00, 4.91it/s] 42/499 4.32G 0.023 0.01671 0.01003 69 640: 98%|#########7| 39/40 [00:09<00:00, 5.05it/s] 42/499 4.32G 0.02292 0.01674 0.009983 36 640: 98%|#########7| 39/40 [00:10<00:00, 5.05it/s] 42/499 4.32G 0.02292 0.01674 0.009983 36 640: 100%|##########| 40/40 [00:10<00:00, 5.04it/s] 42/499 4.32G 0.02292 0.01674 0.009983 36 640: 100%|##########| 40/40 [00:10<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.54it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.54it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.58it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.16it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.89it/s] all 132 263 0.772 0.853 0.877 0.647 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 43/499 4.32G 0.0268 0.02078 0.008582 83 640: 0%| | 0/40 [00:00<?, ?it/s] 43/499 4.32G 0.0268 0.02078 0.008582 83 640: 2%|2 | 1/40 [00:00<00:11, 3.35it/s] 43/499 4.32G 0.02475 0.01998 0.009584 92 640: 2%|2 | 1/40 [00:00<00:11, 3.35it/s] 43/499 4.32G 0.02475 0.01998 0.009584 92 640: 5%|5 | 2/40 [00:00<00:10, 3.59it/s] 43/499 4.32G 0.02369 0.01861 0.01074 67 640: 5%|5 | 2/40 [00:00<00:10, 3.59it/s] 43/499 4.32G 0.02369 0.01861 0.01074 67 640: 8%|7 | 3/40 [00:00<00:10, 3.50it/s] 43/499 4.32G 0.02376 0.01812 0.01001 63 640: 8%|7 | 3/40 [00:01<00:10, 3.50it/s] 43/499 4.32G 0.02376 0.01812 0.01001 63 640: 10%|# | 4/40 [00:01<00:09, 3.66it/s] 43/499 4.32G 0.02337 0.01787 0.009428 73 640: 10%|# | 4/40 [00:01<00:09, 3.66it/s] 43/499 4.32G 0.02337 0.01787 0.009428 73 640: 12%|#2 | 5/40 [00:01<00:09, 3.70it/s] 43/499 4.32G 0.02337 0.01716 0.009332 59 640: 12%|#2 | 5/40 [00:01<00:09, 3.70it/s] 43/499 4.32G 0.02337 0.01716 0.009332 59 640: 15%|#5 | 6/40 [00:01<00:09, 3.59it/s] 43/499 4.32G 0.02302 0.01695 0.009411 74 640: 15%|#5 | 6/40 [00:01<00:09, 3.59it/s] 43/499 4.32G 0.02302 0.01695 0.009411 74 640: 18%|#7 | 7/40 [00:01<00:08, 3.71it/s] 43/499 4.32G 0.02286 0.01717 0.009868 82 640: 18%|#7 | 7/40 [00:02<00:08, 3.71it/s] 43/499 4.32G 0.02286 0.01717 0.009868 82 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 43/499 4.32G 0.02286 0.0171 0.01005 70 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 43/499 4.32G 0.02286 0.0171 0.01005 70 640: 22%|##2 | 9/40 [00:02<00:08, 3.61it/s] 43/499 4.32G 0.02284 0.01717 0.01004 80 640: 22%|##2 | 9/40 [00:02<00:08, 3.61it/s] 43/499 4.32G 0.02284 0.01717 0.01004 80 640: 25%|##5 | 10/40 [00:02<00:08, 3.71it/s] 43/499 4.32G 0.02288 0.01735 0.009852 88 640: 25%|##5 | 10/40 [00:03<00:08, 3.71it/s] 43/499 4.32G 0.02288 0.01735 0.009852 88 640: 28%|##7 | 11/40 [00:03<00:07, 3.73it/s] 43/499 4.32G 0.02304 0.01735 0.009841 74 640: 28%|##7 | 11/40 [00:03<00:07, 3.73it/s] 43/499 4.32G 0.02304 0.01735 0.009841 74 640: 30%|### | 12/40 [00:03<00:07, 3.51it/s] 43/499 4.32G 0.02298 0.01711 0.009781 60 640: 30%|### | 12/40 [00:03<00:07, 3.51it/s] 43/499 4.32G 0.02298 0.01711 0.009781 60 640: 32%|###2 | 13/40 [00:03<00:07, 3.64it/s] 43/499 4.32G 0.02296 0.01711 0.009845 71 640: 32%|###2 | 13/40 [00:03<00:07, 3.64it/s] 43/499 4.32G 0.02296 0.01711 0.009845 71 640: 35%|###5 | 14/40 [00:03<00:07, 3.67it/s] 43/499 4.32G 0.02287 0.01706 0.009687 70 640: 35%|###5 | 14/40 [00:04<00:07, 3.67it/s] 43/499 4.32G 0.02287 0.01706 0.009687 70 640: 38%|###7 | 15/40 [00:04<00:06, 3.59it/s] 43/499 4.32G 0.02297 0.01709 0.01006 78 640: 38%|###7 | 15/40 [00:04<00:06, 3.59it/s] 43/499 4.32G 0.02297 0.01709 0.01006 78 640: 40%|#### | 16/40 [00:04<00:06, 3.68it/s] 43/499 4.32G 0.02294 0.01727 0.0101 89 640: 40%|#### | 16/40 [00:04<00:06, 3.68it/s] 43/499 4.32G 0.02294 0.01727 0.0101 89 640: 42%|####2 | 17/40 [00:04<00:06, 3.69it/s] 43/499 4.32G 0.02292 0.01717 0.01009 69 640: 42%|####2 | 17/40 [00:04<00:06, 3.69it/s] 43/499 4.32G 0.02292 0.01717 0.01009 69 640: 45%|####5 | 18/40 [00:04<00:06, 3.57it/s] 43/499 4.32G 0.02282 0.01702 0.009945 63 640: 45%|####5 | 18/40 [00:05<00:06, 3.57it/s] 43/499 4.32G 0.02282 0.01702 0.009945 63 640: 48%|####7 | 19/40 [00:05<00:05, 3.66it/s] 43/499 4.32G 0.02275 0.01705 0.00982 83 640: 48%|####7 | 19/40 [00:05<00:05, 3.66it/s] 43/499 4.32G 0.02275 0.01705 0.00982 83 640: 50%|##### | 20/40 [00:05<00:05, 3.70it/s] 43/499 4.32G 0.02284 0.01704 0.009808 69 640: 50%|##### | 20/40 [00:05<00:05, 3.70it/s] 43/499 4.32G 0.02284 0.01704 0.009808 69 640: 52%|#####2 | 21/40 [00:05<00:05, 3.63it/s] 43/499 4.32G 0.02292 0.01688 0.009944 65 640: 52%|#####2 | 21/40 [00:06<00:05, 3.63it/s] 43/499 4.32G 0.02292 0.01688 0.009944 65 640: 55%|#####5 | 22/40 [00:06<00:04, 3.67it/s] 43/499 4.32G 0.02289 0.017 0.009835 87 640: 55%|#####5 | 22/40 [00:06<00:04, 3.67it/s] 43/499 4.32G 0.02289 0.017 0.009835 87 640: 57%|#####7 | 23/40 [00:06<00:04, 3.68it/s] 43/499 4.32G 0.023 0.01697 0.009702 75 640: 57%|#####7 | 23/40 [00:06<00:04, 3.68it/s] 43/499 4.32G 0.023 0.01697 0.009702 75 640: 60%|###### | 24/40 [00:06<00:04, 3.59it/s] 43/499 4.32G 0.0231 0.01685 0.009815 67 640: 60%|###### | 24/40 [00:06<00:04, 3.59it/s] 43/499 4.32G 0.0231 0.01685 0.009815 67 640: 62%|######2 | 25/40 [00:06<00:04, 3.69it/s] 43/499 4.32G 0.0231 0.01684 0.009695 79 640: 62%|######2 | 25/40 [00:07<00:04, 3.69it/s] 43/499 4.32G 0.0231 0.01684 0.009695 79 640: 65%|######5 | 26/40 [00:07<00:03, 3.71it/s] 43/499 4.32G 0.02307 0.01668 0.009741 58 640: 65%|######5 | 26/40 [00:07<00:03, 3.71it/s] 43/499 4.32G 0.02307 0.01668 0.009741 58 640: 68%|######7 | 27/40 [00:07<00:03, 3.66it/s] 43/499 4.32G 0.02315 0.01661 0.009659 67 640: 68%|######7 | 27/40 [00:07<00:03, 3.66it/s] 43/499 4.32G 0.02315 0.01661 0.009659 67 640: 70%|####### | 28/40 [00:07<00:03, 3.82it/s] 43/499 4.32G 0.02313 0.01659 0.009736 72 640: 70%|####### | 28/40 [00:07<00:03, 3.82it/s] 43/499 4.32G 0.02313 0.01659 0.009736 72 640: 72%|#######2 | 29/40 [00:07<00:02, 4.18it/s] 43/499 4.32G 0.02313 0.01668 0.009667 89 640: 72%|#######2 | 29/40 [00:08<00:02, 4.18it/s] 43/499 4.32G 0.02313 0.01668 0.009667 89 640: 75%|#######5 | 30/40 [00:08<00:02, 4.32it/s] 43/499 4.32G 0.02313 0.01676 0.009674 92 640: 75%|#######5 | 30/40 [00:08<00:02, 4.32it/s] 43/499 4.32G 0.02313 0.01676 0.009674 92 640: 78%|#######7 | 31/40 [00:08<00:01, 4.59it/s] 43/499 4.32G 0.02315 0.01666 0.009694 59 640: 78%|#######7 | 31/40 [00:08<00:01, 4.59it/s] 43/499 4.32G 0.02315 0.01666 0.009694 59 640: 80%|######## | 32/40 [00:08<00:01, 4.68it/s] 43/499 4.32G 0.02315 0.01671 0.009703 86 640: 80%|######## | 32/40 [00:08<00:01, 4.68it/s] 43/499 4.32G 0.02315 0.01671 0.009703 86 640: 82%|########2 | 33/40 [00:08<00:01, 4.52it/s] 43/499 4.32G 0.02318 0.01673 0.009747 75 640: 82%|########2 | 33/40 [00:08<00:01, 4.52it/s] 43/499 4.32G 0.02318 0.01673 0.009747 75 640: 85%|########5 | 34/40 [00:08<00:01, 4.76it/s] 43/499 4.32G 0.0232 0.01678 0.009784 88 640: 85%|########5 | 34/40 [00:09<00:01, 4.76it/s] 43/499 4.32G 0.0232 0.01678 0.009784 88 640: 88%|########7 | 35/40 [00:09<00:01, 4.90it/s] 43/499 4.32G 0.02324 0.01667 0.009755 54 640: 88%|########7 | 35/40 [00:09<00:01, 4.90it/s] 43/499 4.32G 0.02324 0.01667 0.009755 54 640: 90%|######### | 36/40 [00:09<00:00, 4.88it/s] 43/499 4.32G 0.02319 0.01665 0.009723 68 640: 90%|######### | 36/40 [00:09<00:00, 4.88it/s] 43/499 4.32G 0.02319 0.01665 0.009723 68 640: 92%|#########2| 37/40 [00:09<00:00, 5.05it/s] 43/499 4.32G 0.02321 0.01656 0.009708 69 640: 92%|#########2| 37/40 [00:09<00:00, 5.05it/s] 43/499 4.32G 0.02321 0.01656 0.009708 69 640: 95%|#########5| 38/40 [00:09<00:00, 5.01it/s] 43/499 4.32G 0.02321 0.01662 0.009779 81 640: 95%|#########5| 38/40 [00:09<00:00, 5.01it/s] 43/499 4.32G 0.02321 0.01662 0.009779 81 640: 98%|#########7| 39/40 [00:09<00:00, 4.39it/s] 43/499 4.32G 0.0232 0.01669 0.009661 51 640: 98%|#########7| 39/40 [00:10<00:00, 4.39it/s] 43/499 4.32G 0.0232 0.01669 0.009661 51 640: 100%|##########| 40/40 [00:10<00:00, 4.31it/s] 43/499 4.32G 0.0232 0.01669 0.009661 51 640: 100%|##########| 40/40 [00:10<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.71it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.62it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.65it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.24it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.98it/s] all 132 263 0.838 0.895 0.901 0.656 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 44/499 4.32G 0.02363 0.01548 0.008593 71 640: 0%| | 0/40 [00:00<?, ?it/s] 44/499 4.32G 0.02363 0.01548 0.008593 71 640: 2%|2 | 1/40 [00:00<00:08, 4.44it/s] 44/499 4.32G 0.02277 0.01602 0.009875 80 640: 2%|2 | 1/40 [00:00<00:08, 4.44it/s] 44/499 4.32G 0.02277 0.01602 0.009875 80 640: 5%|5 | 2/40 [00:00<00:10, 3.69it/s] 44/499 4.32G 0.02226 0.01586 0.009022 77 640: 5%|5 | 2/40 [00:00<00:10, 3.69it/s] 44/499 4.32G 0.02226 0.01586 0.009022 77 640: 8%|7 | 3/40 [00:00<00:09, 3.84it/s] 44/499 4.32G 0.02224 0.01612 0.008281 84 640: 8%|7 | 3/40 [00:01<00:09, 3.84it/s] 44/499 4.32G 0.02224 0.01612 0.008281 84 640: 10%|# | 4/40 [00:01<00:09, 3.78it/s] 44/499 4.32G 0.02293 0.01585 0.008457 67 640: 10%|# | 4/40 [00:01<00:09, 3.78it/s] 44/499 4.32G 0.02293 0.01585 0.008457 67 640: 12%|#2 | 5/40 [00:01<00:09, 3.59it/s] 44/499 4.32G 0.02261 0.01548 0.008103 66 640: 12%|#2 | 5/40 [00:01<00:09, 3.59it/s] 44/499 4.32G 0.02261 0.01548 0.008103 66 640: 15%|#5 | 6/40 [00:01<00:09, 3.74it/s] 44/499 4.32G 0.02278 0.01578 0.008247 71 640: 15%|#5 | 6/40 [00:01<00:09, 3.74it/s] 44/499 4.32G 0.02278 0.01578 0.008247 71 640: 18%|#7 | 7/40 [00:01<00:08, 3.75it/s] 44/499 4.32G 0.02284 0.01592 0.007979 75 640: 18%|#7 | 7/40 [00:02<00:08, 3.75it/s] 44/499 4.32G 0.02284 0.01592 0.007979 75 640: 20%|## | 8/40 [00:02<00:08, 3.60it/s] 44/499 4.32G 0.0229 0.01588 0.007991 72 640: 20%|## | 8/40 [00:02<00:08, 3.60it/s] 44/499 4.32G 0.0229 0.01588 0.007991 72 640: 22%|##2 | 9/40 [00:02<00:08, 3.73it/s] 44/499 4.32G 0.02313 0.01594 0.008393 79 640: 22%|##2 | 9/40 [00:02<00:08, 3.73it/s] 44/499 4.32G 0.02313 0.01594 0.008393 79 640: 25%|##5 | 10/40 [00:02<00:08, 3.75it/s] 44/499 4.32G 0.02308 0.01588 0.008233 75 640: 25%|##5 | 10/40 [00:02<00:08, 3.75it/s] 44/499 4.32G 0.02308 0.01588 0.008233 75 640: 28%|##7 | 11/40 [00:02<00:08, 3.59it/s] 44/499 4.32G 0.0231 0.01627 0.008513 87 640: 28%|##7 | 11/40 [00:03<00:08, 3.59it/s] 44/499 4.32G 0.0231 0.01627 0.008513 87 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 44/499 4.32G 0.02295 0.01634 0.008416 78 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 44/499 4.32G 0.02295 0.01634 0.008416 78 640: 32%|###2 | 13/40 [00:03<00:07, 3.74it/s] 44/499 4.32G 0.02332 0.01611 0.008735 56 640: 32%|###2 | 13/40 [00:03<00:07, 3.74it/s] 44/499 4.32G 0.02332 0.01611 0.008735 56 640: 35%|###5 | 14/40 [00:03<00:07, 3.62it/s] 44/499 4.32G 0.02325 0.01593 0.009183 64 640: 35%|###5 | 14/40 [00:04<00:07, 3.62it/s] 44/499 4.32G 0.02325 0.01593 0.009183 64 640: 38%|###7 | 15/40 [00:04<00:06, 3.71it/s] 44/499 4.32G 0.02343 0.01607 0.009751 75 640: 38%|###7 | 15/40 [00:04<00:06, 3.71it/s] 44/499 4.32G 0.02343 0.01607 0.009751 75 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 44/499 4.32G 0.02337 0.01618 0.009628 82 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 44/499 4.32G 0.02337 0.01618 0.009628 82 640: 42%|####2 | 17/40 [00:04<00:06, 3.61it/s] 44/499 4.32G 0.02337 0.01614 0.009827 68 640: 42%|####2 | 17/40 [00:04<00:06, 3.61it/s] 44/499 4.32G 0.02337 0.01614 0.009827 68 640: 45%|####5 | 18/40 [00:04<00:05, 3.71it/s] 44/499 4.32G 0.02337 0.01609 0.009626 69 640: 45%|####5 | 18/40 [00:05<00:05, 3.71it/s] 44/499 4.32G 0.02337 0.01609 0.009626 69 640: 48%|####7 | 19/40 [00:05<00:05, 3.72it/s] 44/499 4.32G 0.02326 0.01611 0.009734 77 640: 48%|####7 | 19/40 [00:05<00:05, 3.72it/s] 44/499 4.32G 0.02326 0.01611 0.009734 77 640: 50%|##### | 20/40 [00:05<00:05, 3.57it/s] 44/499 4.32G 0.02331 0.01602 0.01 66 640: 50%|##### | 20/40 [00:05<00:05, 3.57it/s] 44/499 4.32G 0.02331 0.01602 0.01 66 640: 52%|#####2 | 21/40 [00:05<00:05, 3.71it/s] 44/499 4.32G 0.0234 0.01603 0.01008 68 640: 52%|#####2 | 21/40 [00:05<00:05, 3.71it/s] 44/499 4.32G 0.0234 0.01603 0.01008 68 640: 55%|#####5 | 22/40 [00:05<00:04, 3.72it/s] 44/499 4.32G 0.02324 0.01597 0.01008 68 640: 55%|#####5 | 22/40 [00:06<00:04, 3.72it/s] 44/499 4.32G 0.02324 0.01597 0.01008 68 640: 57%|#####7 | 23/40 [00:06<00:04, 3.59it/s] 44/499 4.32G 0.02321 0.01598 0.01001 70 640: 57%|#####7 | 23/40 [00:06<00:04, 3.59it/s] 44/499 4.32G 0.02321 0.01598 0.01001 70 640: 60%|###### | 24/40 [00:06<00:04, 3.72it/s] 44/499 4.32G 0.0232 0.01593 0.009884 74 640: 60%|###### | 24/40 [00:06<00:04, 3.72it/s] 44/499 4.32G 0.0232 0.01593 0.009884 74 640: 62%|######2 | 25/40 [00:06<00:04, 3.75it/s] 44/499 4.32G 0.02316 0.01599 0.009821 83 640: 62%|######2 | 25/40 [00:07<00:04, 3.75it/s] 44/499 4.32G 0.02316 0.01599 0.009821 83 640: 65%|######5 | 26/40 [00:07<00:03, 3.67it/s] 44/499 4.32G 0.02325 0.01582 0.009688 48 640: 65%|######5 | 26/40 [00:07<00:03, 3.67it/s] 44/499 4.32G 0.02325 0.01582 0.009688 48 640: 68%|######7 | 27/40 [00:07<00:03, 3.87it/s] 44/499 4.32G 0.02327 0.01583 0.009567 67 640: 68%|######7 | 27/40 [00:07<00:03, 3.87it/s] 44/499 4.32G 0.02327 0.01583 0.009567 67 640: 70%|####### | 28/40 [00:07<00:02, 4.22it/s] 44/499 4.32G 0.02319 0.01576 0.009548 66 640: 70%|####### | 28/40 [00:07<00:02, 4.22it/s] 44/499 4.32G 0.02319 0.01576 0.009548 66 640: 72%|#######2 | 29/40 [00:07<00:02, 4.36it/s] 44/499 4.32G 0.02306 0.01581 0.009423 77 640: 72%|#######2 | 29/40 [00:07<00:02, 4.36it/s] 44/499 4.32G 0.02306 0.01581 0.009423 77 640: 75%|#######5 | 30/40 [00:07<00:02, 4.63it/s] 44/499 4.32G 0.02303 0.01591 0.009397 84 640: 75%|#######5 | 30/40 [00:08<00:02, 4.63it/s] 44/499 4.32G 0.02303 0.01591 0.009397 84 640: 78%|#######7 | 31/40 [00:08<00:01, 4.84it/s] 44/499 4.32G 0.02307 0.01604 0.009418 82 640: 78%|#######7 | 31/40 [00:08<00:01, 4.84it/s] 44/499 4.32G 0.02307 0.01604 0.009418 82 640: 80%|######## | 32/40 [00:08<00:01, 4.79it/s] 44/499 4.32G 0.02306 0.01613 0.009402 86 640: 80%|######## | 32/40 [00:08<00:01, 4.79it/s] 44/499 4.32G 0.02306 0.01613 0.009402 86 640: 82%|########2 | 33/40 [00:08<00:01, 4.92it/s] 44/499 4.32G 0.02301 0.01612 0.009409 76 640: 82%|########2 | 33/40 [00:08<00:01, 4.92it/s] 44/499 4.32G 0.02301 0.01612 0.009409 76 640: 85%|########5 | 34/40 [00:08<00:01, 5.07it/s] 44/499 4.32G 0.02299 0.0161 0.009414 75 640: 85%|########5 | 34/40 [00:08<00:01, 5.07it/s] 44/499 4.32G 0.02299 0.0161 0.009414 75 640: 88%|########7 | 35/40 [00:08<00:01, 4.64it/s] 44/499 4.32G 0.02298 0.01615 0.009453 84 640: 88%|########7 | 35/40 [00:09<00:01, 4.64it/s] 44/499 4.32G 0.02298 0.01615 0.009453 84 640: 90%|######### | 36/40 [00:09<00:00, 4.82it/s] 44/499 4.32G 0.02296 0.0162 0.009364 83 640: 90%|######### | 36/40 [00:09<00:00, 4.82it/s] 44/499 4.32G 0.02296 0.0162 0.009364 83 640: 92%|#########2| 37/40 [00:09<00:00, 5.00it/s] 44/499 4.32G 0.02295 0.01621 0.009336 76 640: 92%|#########2| 37/40 [00:09<00:00, 5.00it/s] 44/499 4.32G 0.02295 0.01621 0.009336 76 640: 95%|#########5| 38/40 [00:09<00:00, 4.80it/s] 44/499 4.32G 0.02289 0.01626 0.009245 89 640: 95%|#########5| 38/40 [00:09<00:00, 4.80it/s] 44/499 4.32G 0.02289 0.01626 0.009245 89 640: 98%|#########7| 39/40 [00:09<00:00, 4.55it/s] 44/499 4.32G 0.02288 0.01621 0.009158 32 640: 98%|#########7| 39/40 [00:09<00:00, 4.55it/s] 44/499 4.32G 0.02288 0.01621 0.009158 32 640: 100%|##########| 40/40 [00:09<00:00, 4.46it/s] 44/499 4.32G 0.02288 0.01621 0.009158 32 640: 100%|##########| 40/40 [00:09<00:00, 4.02it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:02, 1.46it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.49it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.51it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.06it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.81it/s] all 132 263 0.877 0.845 0.891 0.684 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 45/499 4.32G 0.02197 0.01734 0.008909 77 640: 0%| | 0/40 [00:00<?, ?it/s] 45/499 4.32G 0.02197 0.01734 0.008909 77 640: 2%|2 | 1/40 [00:00<00:09, 3.94it/s] 45/499 4.32G 0.02352 0.01655 0.01079 73 640: 2%|2 | 1/40 [00:00<00:09, 3.94it/s] 45/499 4.32G 0.02352 0.01655 0.01079 73 640: 5%|5 | 2/40 [00:00<00:09, 3.93it/s] 45/499 4.32G 0.02385 0.01681 0.009592 84 640: 5%|5 | 2/40 [00:00<00:09, 3.93it/s] 45/499 4.32G 0.02385 0.01681 0.009592 84 640: 8%|7 | 3/40 [00:00<00:09, 3.85it/s] 45/499 4.32G 0.02391 0.01631 0.008722 70 640: 8%|7 | 3/40 [00:01<00:09, 3.85it/s] 45/499 4.32G 0.02391 0.01631 0.008722 70 640: 10%|# | 4/40 [00:01<00:09, 3.67it/s] 45/499 4.32G 0.02329 0.01617 0.008297 74 640: 10%|# | 4/40 [00:01<00:09, 3.67it/s] 45/499 4.32G 0.02329 0.01617 0.008297 74 640: 12%|#2 | 5/40 [00:01<00:09, 3.77it/s] 45/499 4.32G 0.02306 0.01565 0.009225 66 640: 12%|#2 | 5/40 [00:01<00:09, 3.77it/s] 45/499 4.32G 0.02306 0.01565 0.009225 66 640: 15%|#5 | 6/40 [00:01<00:09, 3.76it/s] 45/499 4.32G 0.02278 0.01536 0.008895 65 640: 15%|#5 | 6/40 [00:01<00:09, 3.76it/s] 45/499 4.32G 0.02278 0.01536 0.008895 65 640: 18%|#7 | 7/40 [00:01<00:09, 3.66it/s] 45/499 4.32G 0.02245 0.01554 0.009023 77 640: 18%|#7 | 7/40 [00:02<00:09, 3.66it/s] 45/499 4.32G 0.02245 0.01554 0.009023 77 640: 20%|## | 8/40 [00:02<00:08, 3.74it/s] 45/499 4.32G 0.02262 0.01551 0.009123 60 640: 20%|## | 8/40 [00:02<00:08, 3.74it/s] 45/499 4.32G 0.02262 0.01551 0.009123 60 640: 22%|##2 | 9/40 [00:02<00:08, 3.68it/s] 45/499 4.32G 0.02275 0.01533 0.009407 55 640: 22%|##2 | 9/40 [00:02<00:08, 3.68it/s] 45/499 4.32G 0.02275 0.01533 0.009407 55 640: 25%|##5 | 10/40 [00:02<00:08, 3.59it/s] 45/499 4.32G 0.02288 0.01566 0.009615 77 640: 25%|##5 | 10/40 [00:02<00:08, 3.59it/s] 45/499 4.32G 0.02288 0.01566 0.009615 77 640: 28%|##7 | 11/40 [00:02<00:07, 3.70it/s] 45/499 4.32G 0.02295 0.01583 0.009306 78 640: 28%|##7 | 11/40 [00:03<00:07, 3.70it/s] 45/499 4.32G 0.02295 0.01583 0.009306 78 640: 30%|### | 12/40 [00:03<00:07, 3.72it/s] 45/499 4.32G 0.02283 0.01585 0.009253 75 640: 30%|### | 12/40 [00:03<00:07, 3.72it/s] 45/499 4.32G 0.02283 0.01585 0.009253 75 640: 32%|###2 | 13/40 [00:03<00:07, 3.62it/s] 45/499 4.32G 0.02275 0.01581 0.009675 75 640: 32%|###2 | 13/40 [00:03<00:07, 3.62it/s] 45/499 4.32G 0.02275 0.01581 0.009675 75 640: 35%|###5 | 14/40 [00:03<00:07, 3.71it/s] 45/499 4.32G 0.0229 0.01582 0.01017 65 640: 35%|###5 | 14/40 [00:04<00:07, 3.71it/s] 45/499 4.32G 0.0229 0.01582 0.01017 65 640: 38%|###7 | 15/40 [00:04<00:06, 3.72it/s] 45/499 4.32G 0.02274 0.01586 0.01002 76 640: 38%|###7 | 15/40 [00:04<00:06, 3.72it/s] 45/499 4.32G 0.02274 0.01586 0.01002 76 640: 40%|#### | 16/40 [00:04<00:06, 3.61it/s] 45/499 4.32G 0.02264 0.01606 0.009997 85 640: 40%|#### | 16/40 [00:04<00:06, 3.61it/s] 45/499 4.32G 0.02264 0.01606 0.009997 85 640: 42%|####2 | 17/40 [00:04<00:06, 3.72it/s] 45/499 4.32G 0.02259 0.01605 0.009944 65 640: 42%|####2 | 17/40 [00:04<00:06, 3.72it/s] 45/499 4.32G 0.02259 0.01605 0.009944 65 640: 45%|####5 | 18/40 [00:04<00:05, 3.73it/s] 45/499 4.32G 0.02277 0.01603 0.01006 69 640: 45%|####5 | 18/40 [00:05<00:05, 3.73it/s] 45/499 4.32G 0.02277 0.01603 0.01006 69 640: 48%|####7 | 19/40 [00:05<00:05, 3.67it/s] 45/499 4.32G 0.02272 0.01602 0.009892 75 640: 48%|####7 | 19/40 [00:05<00:05, 3.67it/s] 45/499 4.32G 0.02272 0.01602 0.009892 75 640: 50%|##### | 20/40 [00:05<00:05, 3.72it/s] 45/499 4.32G 0.02271 0.01609 0.009776 82 640: 50%|##### | 20/40 [00:05<00:05, 3.72it/s] 45/499 4.32G 0.02271 0.01609 0.009776 82 640: 52%|#####2 | 21/40 [00:05<00:05, 3.74it/s] 45/499 4.32G 0.02262 0.01629 0.009903 91 640: 52%|#####2 | 21/40 [00:05<00:05, 3.74it/s] 45/499 4.32G 0.02262 0.01629 0.009903 91 640: 55%|#####5 | 22/40 [00:05<00:04, 3.64it/s] 45/499 4.32G 0.02265 0.01651 0.009803 93 640: 55%|#####5 | 22/40 [00:06<00:04, 3.64it/s] 45/499 4.32G 0.02265 0.01651 0.009803 93 640: 57%|#####7 | 23/40 [00:06<00:04, 3.72it/s] 45/499 4.32G 0.0226 0.01643 0.009739 64 640: 57%|#####7 | 23/40 [00:06<00:04, 3.72it/s] 45/499 4.32G 0.0226 0.01643 0.009739 64 640: 60%|###### | 24/40 [00:06<00:04, 3.77it/s] 45/499 4.32G 0.02284 0.0164 0.01 67 640: 60%|###### | 24/40 [00:06<00:04, 3.77it/s] 45/499 4.32G 0.02284 0.0164 0.01 67 640: 62%|######2 | 25/40 [00:06<00:03, 3.77it/s] 45/499 4.32G 0.02283 0.0164 0.009909 78 640: 62%|######2 | 25/40 [00:06<00:03, 3.77it/s] 45/499 4.32G 0.02283 0.0164 0.009909 78 640: 65%|######5 | 26/40 [00:06<00:03, 4.11it/s] 45/499 4.32G 0.02286 0.01642 0.01007 74 640: 65%|######5 | 26/40 [00:07<00:03, 4.11it/s] 45/499 4.32G 0.02286 0.01642 0.01007 74 640: 68%|######7 | 27/40 [00:07<00:02, 4.41it/s] 45/499 4.32G 0.02287 0.01641 0.01006 74 640: 68%|######7 | 27/40 [00:07<00:02, 4.41it/s] 45/499 4.32G 0.02287 0.01641 0.01006 74 640: 70%|####### | 28/40 [00:07<00:02, 4.49it/s] 45/499 4.32G 0.02285 0.01649 0.01002 78 640: 70%|####### | 28/40 [00:07<00:02, 4.49it/s] 45/499 4.32G 0.02285 0.01649 0.01002 78 640: 72%|#######2 | 29/40 [00:07<00:02, 4.70it/s] 45/499 4.32G 0.02283 0.01639 0.009842 68 640: 72%|#######2 | 29/40 [00:07<00:02, 4.70it/s] 45/499 4.32G 0.02283 0.01639 0.009842 68 640: 75%|#######5 | 30/40 [00:07<00:02, 4.73it/s] 45/499 4.32G 0.02277 0.01637 0.009724 82 640: 75%|#######5 | 30/40 [00:07<00:02, 4.73it/s] 45/499 4.32G 0.02277 0.01637 0.009724 82 640: 78%|#######7 | 31/40 [00:07<00:01, 4.69it/s] 45/499 4.32G 0.02276 0.01635 0.009967 68 640: 78%|#######7 | 31/40 [00:08<00:01, 4.69it/s] 45/499 4.32G 0.02276 0.01635 0.009967 68 640: 80%|######## | 32/40 [00:08<00:01, 4.88it/s] 45/499 4.32G 0.0227 0.01631 0.009909 76 640: 80%|######## | 32/40 [00:08<00:01, 4.88it/s] 45/499 4.32G 0.0227 0.01631 0.009909 76 640: 82%|########2 | 33/40 [00:08<00:01, 4.95it/s] 45/499 4.32G 0.02269 0.01624 0.009901 64 640: 82%|########2 | 33/40 [00:08<00:01, 4.95it/s] 45/499 4.32G 0.02269 0.01624 0.009901 64 640: 85%|########5 | 34/40 [00:08<00:01, 4.85it/s] 45/499 4.32G 0.02265 0.01632 0.009965 87 640: 85%|########5 | 34/40 [00:08<00:01, 4.85it/s] 45/499 4.32G 0.02265 0.01632 0.009965 87 640: 88%|########7 | 35/40 [00:08<00:01, 4.82it/s] 45/499 4.32G 0.0226 0.01632 0.01002 78 640: 88%|########7 | 35/40 [00:09<00:01, 4.82it/s] 45/499 4.32G 0.0226 0.01632 0.01002 78 640: 90%|######### | 36/40 [00:09<00:00, 4.34it/s] 45/499 4.32G 0.02267 0.01634 0.01002 79 640: 90%|######### | 36/40 [00:09<00:00, 4.34it/s] 45/499 4.32G 0.02267 0.01634 0.01002 79 640: 92%|#########2| 37/40 [00:09<00:00, 4.00it/s] 45/499 4.32G 0.02266 0.01636 0.01005 75 640: 92%|#########2| 37/40 [00:09<00:00, 4.00it/s] 45/499 4.32G 0.02266 0.01636 0.01005 75 640: 95%|#########5| 38/40 [00:09<00:00, 4.02it/s] 45/499 4.32G 0.02259 0.01634 0.01013 71 640: 95%|#########5| 38/40 [00:09<00:00, 4.02it/s] 45/499 4.32G 0.02259 0.01634 0.01013 71 640: 98%|#########7| 39/40 [00:09<00:00, 3.91it/s] 45/499 4.32G 0.02251 0.01626 0.01003 32 640: 98%|#########7| 39/40 [00:10<00:00, 3.91it/s] 45/499 4.32G 0.02251 0.01626 0.01003 32 640: 100%|##########| 40/40 [00:10<00:00, 3.79it/s] 45/499 4.32G 0.02251 0.01626 0.01003 32 640: 100%|##########| 40/40 [00:10<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.51it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.52it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.53it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.13it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.86it/s] all 132 263 0.841 0.783 0.852 0.614 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 46/499 4.32G 0.02304 0.01588 0.0125 68 640: 0%| | 0/40 [00:00<?, ?it/s] 46/499 4.32G 0.02304 0.01588 0.0125 68 640: 2%|2 | 1/40 [00:00<00:08, 4.50it/s] 46/499 4.32G 0.02501 0.01574 0.01045 67 640: 2%|2 | 1/40 [00:00<00:08, 4.50it/s] 46/499 4.32G 0.02501 0.01574 0.01045 67 640: 5%|5 | 2/40 [00:00<00:09, 3.97it/s] 46/499 4.32G 0.02372 0.01623 0.01128 81 640: 5%|5 | 2/40 [00:00<00:09, 3.97it/s] 46/499 4.32G 0.02372 0.01623 0.01128 81 640: 8%|7 | 3/40 [00:00<00:10, 3.69it/s] 46/499 4.32G 0.02306 0.01616 0.009902 78 640: 8%|7 | 3/40 [00:01<00:10, 3.69it/s] 46/499 4.32G 0.02306 0.01616 0.009902 78 640: 10%|# | 4/40 [00:01<00:09, 3.81it/s] 46/499 4.32G 0.0231 0.01666 0.01084 76 640: 10%|# | 4/40 [00:01<00:09, 3.81it/s] 46/499 4.32G 0.0231 0.01666 0.01084 76 640: 12%|#2 | 5/40 [00:01<00:09, 3.70it/s] 46/499 4.32G 0.02243 0.01649 0.009854 76 640: 12%|#2 | 5/40 [00:01<00:09, 3.70it/s] 46/499 4.32G 0.02243 0.01649 0.009854 76 640: 15%|#5 | 6/40 [00:01<00:09, 3.58it/s] 46/499 4.32G 0.0222 0.01622 0.01026 64 640: 15%|#5 | 6/40 [00:01<00:09, 3.58it/s] 46/499 4.32G 0.0222 0.01622 0.01026 64 640: 18%|#7 | 7/40 [00:01<00:08, 3.75it/s] 46/499 4.32G 0.02228 0.01674 0.009961 95 640: 18%|#7 | 7/40 [00:02<00:08, 3.75it/s] 46/499 4.32G 0.02228 0.01674 0.009961 95 640: 20%|## | 8/40 [00:02<00:08, 3.73it/s] 46/499 4.32G 0.02189 0.01652 0.009674 70 640: 20%|## | 8/40 [00:02<00:08, 3.73it/s] 46/499 4.32G 0.02189 0.01652 0.009674 70 640: 22%|##2 | 9/40 [00:02<00:08, 3.60it/s] 46/499 4.32G 0.02219 0.0165 0.01013 73 640: 22%|##2 | 9/40 [00:02<00:08, 3.60it/s] 46/499 4.32G 0.02219 0.0165 0.01013 73 640: 25%|##5 | 10/40 [00:02<00:07, 3.76it/s] 46/499 4.32G 0.022 0.01655 0.009975 77 640: 25%|##5 | 10/40 [00:02<00:07, 3.76it/s] 46/499 4.32G 0.022 0.01655 0.009975 77 640: 28%|##7 | 11/40 [00:02<00:07, 3.73it/s] 46/499 4.32G 0.02218 0.01661 0.01014 77 640: 28%|##7 | 11/40 [00:03<00:07, 3.73it/s] 46/499 4.32G 0.02218 0.01661 0.01014 77 640: 30%|### | 12/40 [00:03<00:07, 3.60it/s] 46/499 4.32G 0.02201 0.01643 0.009975 75 640: 30%|### | 12/40 [00:03<00:07, 3.60it/s] 46/499 4.32G 0.02201 0.01643 0.009975 75 640: 32%|###2 | 13/40 [00:03<00:07, 3.74it/s] 46/499 4.32G 0.02196 0.01632 0.0101 68 640: 32%|###2 | 13/40 [00:03<00:07, 3.74it/s] 46/499 4.32G 0.02196 0.01632 0.0101 68 640: 35%|###5 | 14/40 [00:03<00:06, 3.72it/s] 46/499 4.32G 0.02195 0.01621 0.009903 77 640: 35%|###5 | 14/40 [00:04<00:06, 3.72it/s] 46/499 4.32G 0.02195 0.01621 0.009903 77 640: 38%|###7 | 15/40 [00:04<00:06, 3.61it/s] 46/499 4.32G 0.02203 0.01625 0.00991 77 640: 38%|###7 | 15/40 [00:04<00:06, 3.61it/s] 46/499 4.32G 0.02203 0.01625 0.00991 77 640: 40%|#### | 16/40 [00:04<00:06, 3.75it/s] 46/499 4.32G 0.02201 0.01612 0.00971 69 640: 40%|#### | 16/40 [00:04<00:06, 3.75it/s] 46/499 4.32G 0.02201 0.01612 0.00971 69 640: 42%|####2 | 17/40 [00:04<00:06, 3.72it/s] 46/499 4.32G 0.02193 0.01613 0.009499 77 640: 42%|####2 | 17/40 [00:04<00:06, 3.72it/s] 46/499 4.32G 0.02193 0.01613 0.009499 77 640: 45%|####5 | 18/40 [00:04<00:06, 3.63it/s] 46/499 4.32G 0.02203 0.01635 0.009362 90 640: 45%|####5 | 18/40 [00:05<00:06, 3.63it/s] 46/499 4.32G 0.02203 0.01635 0.009362 90 640: 48%|####7 | 19/40 [00:05<00:05, 3.75it/s] 46/499 4.32G 0.02195 0.01617 0.009418 62 640: 48%|####7 | 19/40 [00:05<00:05, 3.75it/s] 46/499 4.32G 0.02195 0.01617 0.009418 62 640: 50%|##### | 20/40 [00:05<00:05, 3.73it/s] 46/499 4.32G 0.022 0.01605 0.00941 62 640: 50%|##### | 20/40 [00:05<00:05, 3.73it/s] 46/499 4.32G 0.022 0.01605 0.00941 62 640: 52%|#####2 | 21/40 [00:05<00:05, 3.60it/s] 46/499 4.32G 0.02198 0.01601 0.009346 68 640: 52%|#####2 | 21/40 [00:05<00:05, 3.60it/s] 46/499 4.32G 0.02198 0.01601 0.009346 68 640: 55%|#####5 | 22/40 [00:05<00:04, 3.79it/s] 46/499 4.32G 0.02184 0.01598 0.009256 77 640: 55%|#####5 | 22/40 [00:06<00:04, 3.79it/s] 46/499 4.32G 0.02184 0.01598 0.009256 77 640: 57%|#####7 | 23/40 [00:06<00:04, 3.92it/s] 46/499 4.32G 0.02189 0.01602 0.009396 78 640: 57%|#####7 | 23/40 [00:06<00:04, 3.92it/s] 46/499 4.32G 0.02189 0.01602 0.009396 78 640: 60%|###### | 24/40 [00:06<00:03, 4.10it/s] 46/499 4.32G 0.0219 0.01591 0.009588 68 640: 60%|###### | 24/40 [00:06<00:03, 4.10it/s] 46/499 4.32G 0.0219 0.01591 0.009588 68 640: 62%|######2 | 25/40 [00:06<00:03, 4.42it/s] 46/499 4.32G 0.02188 0.01584 0.009686 67 640: 62%|######2 | 25/40 [00:06<00:03, 4.42it/s] 46/499 4.32G 0.02188 0.01584 0.009686 67 640: 65%|######5 | 26/40 [00:06<00:02, 4.70it/s] 46/499 4.32G 0.02182 0.01578 0.009617 71 640: 65%|######5 | 26/40 [00:06<00:02, 4.70it/s] 46/499 4.32G 0.02182 0.01578 0.009617 71 640: 68%|######7 | 27/40 [00:06<00:02, 4.70it/s] 46/499 4.32G 0.02189 0.01591 0.009605 90 640: 68%|######7 | 27/40 [00:07<00:02, 4.70it/s] 46/499 4.32G 0.02189 0.01591 0.009605 90 640: 70%|####### | 28/40 [00:07<00:02, 4.92it/s] 46/499 4.32G 0.02192 0.01595 0.009531 83 640: 70%|####### | 28/40 [00:07<00:02, 4.92it/s] 46/499 4.32G 0.02192 0.01595 0.009531 83 640: 72%|#######2 | 29/40 [00:07<00:02, 5.06it/s] 46/499 4.32G 0.02195 0.01603 0.009409 75 640: 72%|#######2 | 29/40 [00:07<00:02, 5.06it/s] 46/499 4.32G 0.02195 0.01603 0.009409 75 640: 75%|#######5 | 30/40 [00:07<00:02, 4.98it/s] 46/499 4.32G 0.02192 0.01606 0.009336 81 640: 75%|#######5 | 30/40 [00:07<00:02, 4.98it/s] 46/499 4.32G 0.02192 0.01606 0.009336 81 640: 78%|#######7 | 31/40 [00:07<00:01, 5.07it/s] 46/499 4.32G 0.02187 0.01607 0.009358 80 640: 78%|#######7 | 31/40 [00:07<00:01, 5.07it/s] 46/499 4.32G 0.02187 0.01607 0.009358 80 640: 80%|######## | 32/40 [00:07<00:01, 5.16it/s] 46/499 4.32G 0.02182 0.01602 0.009415 67 640: 80%|######## | 32/40 [00:08<00:01, 5.16it/s] 46/499 4.32G 0.02182 0.01602 0.009415 67 640: 82%|########2 | 33/40 [00:08<00:01, 5.06it/s] 46/499 4.32G 0.0218 0.01603 0.009279 77 640: 82%|########2 | 33/40 [00:08<00:01, 5.06it/s] 46/499 4.32G 0.0218 0.01603 0.009279 77 640: 85%|########5 | 34/40 [00:08<00:01, 5.06it/s] 46/499 4.32G 0.02174 0.01594 0.009249 68 640: 85%|########5 | 34/40 [00:08<00:01, 5.06it/s] 46/499 4.32G 0.02174 0.01594 0.009249 68 640: 88%|########7 | 35/40 [00:08<00:01, 4.57it/s] 46/499 4.32G 0.02173 0.01595 0.009225 74 640: 88%|########7 | 35/40 [00:08<00:01, 4.57it/s] 46/499 4.32G 0.02173 0.01595 0.009225 74 640: 90%|######### | 36/40 [00:08<00:00, 4.15it/s] 46/499 4.32G 0.02168 0.01595 0.009283 76 640: 90%|######### | 36/40 [00:09<00:00, 4.15it/s] 46/499 4.32G 0.02168 0.01595 0.009283 76 640: 92%|#########2| 37/40 [00:09<00:00, 4.09it/s] 46/499 4.32G 0.02174 0.01594 0.009314 74 640: 92%|#########2| 37/40 [00:09<00:00, 4.09it/s] 46/499 4.32G 0.02174 0.01594 0.009314 74 640: 95%|#########5| 38/40 [00:09<00:00, 3.98it/s] 46/499 4.32G 0.02171 0.01594 0.009312 76 640: 95%|#########5| 38/40 [00:09<00:00, 3.98it/s] 46/499 4.32G 0.02171 0.01594 0.009312 76 640: 98%|#########7| 39/40 [00:09<00:00, 3.79it/s] 46/499 4.32G 0.02165 0.01603 0.009322 52 640: 98%|#########7| 39/40 [00:09<00:00, 3.79it/s] 46/499 4.32G 0.02165 0.01603 0.009322 52 640: 100%|##########| 40/40 [00:09<00:00, 4.04it/s] 46/499 4.32G 0.02165 0.01603 0.009322 52 640: 100%|##########| 40/40 [00:09<00:00, 4.05it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:02, 1.39it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.46it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:02<00:00, 1.50it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.73it/s] all 132 263 0.906 0.784 0.843 0.626 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 47/499 4.32G 0.02211 0.01562 0.006524 71 640: 0%| | 0/40 [00:00<?, ?it/s] 47/499 4.32G 0.02211 0.01562 0.006524 71 640: 2%|2 | 1/40 [00:00<00:11, 3.51it/s] 47/499 4.32G 0.02157 0.01451 0.009909 63 640: 2%|2 | 1/40 [00:00<00:11, 3.51it/s] 47/499 4.32G 0.02157 0.01451 0.009909 63 640: 5%|5 | 2/40 [00:00<00:11, 3.37it/s] 47/499 4.32G 0.0215 0.01499 0.009372 75 640: 5%|5 | 2/40 [00:00<00:11, 3.37it/s] 47/499 4.32G 0.0215 0.01499 0.009372 75 640: 8%|7 | 3/40 [00:00<00:10, 3.63it/s] 47/499 4.32G 0.02193 0.01555 0.008773 74 640: 8%|7 | 3/40 [00:01<00:10, 3.63it/s] 47/499 4.32G 0.02193 0.01555 0.008773 74 640: 10%|# | 4/40 [00:01<00:09, 3.69it/s] 47/499 4.32G 0.02211 0.01549 0.00961 70 640: 10%|# | 4/40 [00:01<00:09, 3.69it/s] 47/499 4.32G 0.02211 0.01549 0.00961 70 640: 12%|#2 | 5/40 [00:01<00:09, 3.57it/s] 47/499 4.32G 0.02204 0.01555 0.009371 76 640: 12%|#2 | 5/40 [00:01<00:09, 3.57it/s] 47/499 4.32G 0.02204 0.01555 0.009371 76 640: 15%|#5 | 6/40 [00:01<00:09, 3.70it/s] 47/499 4.32G 0.02176 0.01573 0.009015 85 640: 15%|#5 | 6/40 [00:01<00:09, 3.70it/s] 47/499 4.32G 0.02176 0.01573 0.009015 85 640: 18%|#7 | 7/40 [00:01<00:08, 3.72it/s] 47/499 4.32G 0.02182 0.01586 0.009014 81 640: 18%|#7 | 7/40 [00:02<00:08, 3.72it/s] 47/499 4.32G 0.02182 0.01586 0.009014 81 640: 20%|## | 8/40 [00:02<00:08, 3.56it/s] 47/499 4.32G 0.0219 0.01582 0.008485 77 640: 20%|## | 8/40 [00:02<00:08, 3.56it/s] 47/499 4.32G 0.0219 0.01582 0.008485 77 640: 22%|##2 | 9/40 [00:02<00:08, 3.70it/s] 47/499 4.32G 0.02197 0.01575 0.009075 75 640: 22%|##2 | 9/40 [00:02<00:08, 3.70it/s] 47/499 4.32G 0.02197 0.01575 0.009075 75 640: 25%|##5 | 10/40 [00:02<00:08, 3.71it/s] 47/499 4.32G 0.02222 0.01559 0.009012 63 640: 25%|##5 | 10/40 [00:03<00:08, 3.71it/s] 47/499 4.32G 0.02222 0.01559 0.009012 63 640: 28%|##7 | 11/40 [00:03<00:08, 3.55it/s] 47/499 4.32G 0.02226 0.0155 0.009186 67 640: 28%|##7 | 11/40 [00:03<00:08, 3.55it/s] 47/499 4.32G 0.02226 0.0155 0.009186 67 640: 30%|### | 12/40 [00:03<00:07, 3.70it/s] 47/499 4.32G 0.02207 0.01538 0.009183 69 640: 30%|### | 12/40 [00:03<00:07, 3.70it/s] 47/499 4.32G 0.02207 0.01538 0.009183 69 640: 32%|###2 | 13/40 [00:03<00:07, 3.71it/s] 47/499 4.32G 0.02203 0.01561 0.008951 86 640: 32%|###2 | 13/40 [00:03<00:07, 3.71it/s] 47/499 4.32G 0.02203 0.01561 0.008951 86 640: 35%|###5 | 14/40 [00:03<00:07, 3.59it/s] 47/499 4.32G 0.02196 0.01589 0.009028 82 640: 35%|###5 | 14/40 [00:04<00:07, 3.59it/s] 47/499 4.32G 0.02196 0.01589 0.009028 82 640: 38%|###7 | 15/40 [00:04<00:06, 3.73it/s] 47/499 4.32G 0.02193 0.01583 0.00887 66 640: 38%|###7 | 15/40 [00:04<00:06, 3.73it/s] 47/499 4.32G 0.02193 0.01583 0.00887 66 640: 40%|#### | 16/40 [00:04<00:06, 3.74it/s] 47/499 4.32G 0.02177 0.01584 0.009512 76 640: 40%|#### | 16/40 [00:04<00:06, 3.74it/s] 47/499 4.32G 0.02177 0.01584 0.009512 76 640: 42%|####2 | 17/40 [00:04<00:06, 3.58it/s] 47/499 4.32G 0.0219 0.01593 0.009452 76 640: 42%|####2 | 17/40 [00:04<00:06, 3.58it/s] 47/499 4.32G 0.0219 0.01593 0.009452 76 640: 45%|####5 | 18/40 [00:04<00:05, 3.72it/s] 47/499 4.32G 0.02202 0.01589 0.00943 72 640: 45%|####5 | 18/40 [00:05<00:05, 3.72it/s] 47/499 4.32G 0.02202 0.01589 0.00943 72 640: 48%|####7 | 19/40 [00:05<00:05, 3.74it/s] 47/499 4.32G 0.02214 0.01591 0.009324 67 640: 48%|####7 | 19/40 [00:05<00:05, 3.74it/s] 47/499 4.32G 0.02214 0.01591 0.009324 67 640: 50%|##### | 20/40 [00:05<00:05, 3.65it/s] 47/499 4.32G 0.02209 0.01593 0.009661 77 640: 50%|##### | 20/40 [00:05<00:05, 3.65it/s] 47/499 4.32G 0.02209 0.01593 0.009661 77 640: 52%|#####2 | 21/40 [00:05<00:04, 3.83it/s] 47/499 4.32G 0.02215 0.01594 0.009667 70 640: 52%|#####2 | 21/40 [00:05<00:04, 3.83it/s] 47/499 4.32G 0.02215 0.01594 0.009667 70 640: 55%|#####5 | 22/40 [00:05<00:04, 4.19it/s] 47/499 4.32G 0.02212 0.01604 0.009666 95 640: 55%|#####5 | 22/40 [00:06<00:04, 4.19it/s] 47/499 4.32G 0.02212 0.01604 0.009666 95 640: 57%|#####7 | 23/40 [00:06<00:03, 4.34it/s] 47/499 4.32G 0.02205 0.01603 0.009568 79 640: 57%|#####7 | 23/40 [00:06<00:03, 4.34it/s] 47/499 4.32G 0.02205 0.01603 0.009568 79 640: 60%|###### | 24/40 [00:06<00:03, 4.60it/s] 47/499 4.32G 0.02207 0.01597 0.009575 71 640: 60%|###### | 24/40 [00:06<00:03, 4.60it/s] 47/499 4.32G 0.02207 0.01597 0.009575 71 640: 62%|######2 | 25/40 [00:06<00:03, 4.78it/s] 47/499 4.32G 0.02214 0.0161 0.009754 90 640: 62%|######2 | 25/40 [00:06<00:03, 4.78it/s] 47/499 4.32G 0.02214 0.0161 0.009754 90 640: 65%|######5 | 26/40 [00:06<00:02, 4.70it/s] 47/499 4.32G 0.02207 0.01613 0.009627 81 640: 65%|######5 | 26/40 [00:06<00:02, 4.70it/s] 47/499 4.32G 0.02207 0.01613 0.009627 81 640: 68%|######7 | 27/40 [00:06<00:02, 4.85it/s] 47/499 4.32G 0.02202 0.01603 0.009813 59 640: 68%|######7 | 27/40 [00:07<00:02, 4.85it/s] 47/499 4.32G 0.02202 0.01603 0.009813 59 640: 70%|####### | 28/40 [00:07<00:02, 5.00it/s] 47/499 4.32G 0.02207 0.01612 0.009965 75 640: 70%|####### | 28/40 [00:07<00:02, 5.00it/s] 47/499 4.32G 0.02207 0.01612 0.009965 75 640: 72%|#######2 | 29/40 [00:07<00:02, 4.85it/s] 47/499 4.32G 0.022 0.01616 0.009971 81 640: 72%|#######2 | 29/40 [00:07<00:02, 4.85it/s] 47/499 4.32G 0.022 0.01616 0.009971 81 640: 75%|#######5 | 30/40 [00:07<00:01, 5.04it/s] 47/499 4.32G 0.02202 0.0163 0.009914 91 640: 75%|#######5 | 30/40 [00:07<00:01, 5.04it/s] 47/499 4.32G 0.02202 0.0163 0.009914 91 640: 78%|#######7 | 31/40 [00:07<00:01, 5.02it/s] 47/499 4.32G 0.0219 0.0162 0.009819 60 640: 78%|#######7 | 31/40 [00:07<00:01, 5.02it/s] 47/499 4.32G 0.0219 0.0162 0.009819 60 640: 80%|######## | 32/40 [00:07<00:01, 4.37it/s] 47/499 4.32G 0.02187 0.01626 0.009688 83 640: 80%|######## | 32/40 [00:08<00:01, 4.37it/s] 47/499 4.32G 0.02187 0.01626 0.009688 83 640: 82%|########2 | 33/40 [00:08<00:01, 4.24it/s] 47/499 4.32G 0.02182 0.01618 0.009623 71 640: 82%|########2 | 33/40 [00:08<00:01, 4.24it/s] 47/499 4.32G 0.02182 0.01618 0.009623 71 640: 85%|########5 | 34/40 [00:08<00:01, 4.09it/s] 47/499 4.32G 0.02173 0.01617 0.009592 77 640: 85%|########5 | 34/40 [00:08<00:01, 4.09it/s] 47/499 4.32G 0.02173 0.01617 0.009592 77 640: 88%|########7 | 35/40 [00:08<00:01, 3.83it/s] 47/499 4.32G 0.02172 0.01624 0.009554 77 640: 88%|########7 | 35/40 [00:09<00:01, 3.83it/s] 47/499 4.32G 0.02172 0.01624 0.009554 77 640: 90%|######### | 36/40 [00:09<00:01, 3.87it/s] 47/499 4.32G 0.02172 0.01626 0.009534 86 640: 90%|######### | 36/40 [00:09<00:01, 3.87it/s] 47/499 4.32G 0.02172 0.01626 0.009534 86 640: 92%|#########2| 37/40 [00:09<00:00, 3.85it/s] 47/499 4.32G 0.02166 0.01628 0.009466 76 640: 92%|#########2| 37/40 [00:09<00:00, 3.85it/s] 47/499 4.32G 0.02166 0.01628 0.009466 76 640: 95%|#########5| 38/40 [00:09<00:00, 3.69it/s] 47/499 4.32G 0.02167 0.01625 0.00935 71 640: 95%|#########5| 38/40 [00:09<00:00, 3.69it/s] 47/499 4.32G 0.02167 0.01625 0.00935 71 640: 98%|#########7| 39/40 [00:09<00:00, 3.75it/s] 47/499 4.32G 0.02172 0.01614 0.009497 23 640: 98%|#########7| 39/40 [00:10<00:00, 3.75it/s] 47/499 4.32G 0.02172 0.01614 0.009497 23 640: 100%|##########| 40/40 [00:10<00:00, 3.83it/s] 47/499 4.32G 0.02172 0.01614 0.009497 23 640: 100%|##########| 40/40 [00:10<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.53it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.60it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.48it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.78it/s] all 132 263 0.795 0.883 0.876 0.651 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 48/499 4.32G 0.02259 0.01629 0.008602 78 640: 0%| | 0/40 [00:00<?, ?it/s] 48/499 4.32G 0.02259 0.01629 0.008602 78 640: 2%|2 | 1/40 [00:00<00:09, 4.22it/s] 48/499 4.32G 0.02192 0.01587 0.008002 69 640: 2%|2 | 1/40 [00:00<00:09, 4.22it/s] 48/499 4.32G 0.02192 0.01587 0.008002 69 640: 5%|5 | 2/40 [00:00<00:09, 4.08it/s] 48/499 4.32G 0.02235 0.01634 0.008659 78 640: 5%|5 | 2/40 [00:00<00:09, 4.08it/s] 48/499 4.32G 0.02235 0.01634 0.008659 78 640: 8%|7 | 3/40 [00:00<00:09, 3.95it/s] 48/499 4.32G 0.02248 0.01646 0.009366 74 640: 8%|7 | 3/40 [00:01<00:09, 3.95it/s] 48/499 4.32G 0.02248 0.01646 0.009366 74 640: 10%|# | 4/40 [00:01<00:09, 3.75it/s] 48/499 4.32G 0.02215 0.01656 0.009598 74 640: 10%|# | 4/40 [00:01<00:09, 3.75it/s] 48/499 4.32G 0.02215 0.01656 0.009598 74 640: 12%|#2 | 5/40 [00:01<00:09, 3.82it/s] 48/499 4.32G 0.0222 0.01722 0.009418 85 640: 12%|#2 | 5/40 [00:01<00:09, 3.82it/s] 48/499 4.32G 0.0222 0.01722 0.009418 85 640: 15%|#5 | 6/40 [00:01<00:08, 3.80it/s] 48/499 4.32G 0.02228 0.01722 0.009924 75 640: 15%|#5 | 6/40 [00:01<00:08, 3.80it/s] 48/499 4.32G 0.02228 0.01722 0.009924 75 640: 18%|#7 | 7/40 [00:01<00:09, 3.63it/s] 48/499 4.32G 0.02248 0.01709 0.009774 69 640: 18%|#7 | 7/40 [00:02<00:09, 3.63it/s] 48/499 4.32G 0.02248 0.01709 0.009774 69 640: 20%|## | 8/40 [00:02<00:08, 3.74it/s] 48/499 4.32G 0.02237 0.01672 0.009636 66 640: 20%|## | 8/40 [00:02<00:08, 3.74it/s] 48/499 4.32G 0.02237 0.01672 0.009636 66 640: 22%|##2 | 9/40 [00:02<00:08, 3.75it/s] 48/499 4.32G 0.02216 0.01667 0.009791 75 640: 22%|##2 | 9/40 [00:02<00:08, 3.75it/s] 48/499 4.32G 0.02216 0.01667 0.009791 75 640: 25%|##5 | 10/40 [00:02<00:08, 3.64it/s] 48/499 4.32G 0.02206 0.01651 0.009835 70 640: 25%|##5 | 10/40 [00:02<00:08, 3.64it/s] 48/499 4.32G 0.02206 0.01651 0.009835 70 640: 28%|##7 | 11/40 [00:02<00:07, 3.71it/s] 48/499 4.32G 0.022 0.01666 0.009833 80 640: 28%|##7 | 11/40 [00:03<00:07, 3.71it/s] 48/499 4.32G 0.022 0.01666 0.009833 80 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 48/499 4.32G 0.02194 0.01666 0.009739 71 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 48/499 4.32G 0.02194 0.01666 0.009739 71 640: 32%|###2 | 13/40 [00:03<00:07, 3.63it/s] 48/499 4.32G 0.02189 0.01671 0.009798 88 640: 32%|###2 | 13/40 [00:03<00:07, 3.63it/s] 48/499 4.32G 0.02189 0.01671 0.009798 88 640: 35%|###5 | 14/40 [00:03<00:06, 3.72it/s] 48/499 4.32G 0.02191 0.01694 0.009819 92 640: 35%|###5 | 14/40 [00:04<00:06, 3.72it/s] 48/499 4.32G 0.02191 0.01694 0.009819 92 640: 38%|###7 | 15/40 [00:04<00:06, 3.72it/s] 48/499 4.32G 0.02189 0.01697 0.009631 87 640: 38%|###7 | 15/40 [00:04<00:06, 3.72it/s] 48/499 4.32G 0.02189 0.01697 0.009631 87 640: 40%|#### | 16/40 [00:04<00:06, 3.54it/s] 48/499 4.32G 0.02189 0.01685 0.009622 71 640: 40%|#### | 16/40 [00:04<00:06, 3.54it/s] 48/499 4.32G 0.02189 0.01685 0.009622 71 640: 42%|####2 | 17/40 [00:04<00:06, 3.67it/s] 48/499 4.32G 0.02193 0.01694 0.009651 83 640: 42%|####2 | 17/40 [00:04<00:06, 3.67it/s] 48/499 4.32G 0.02193 0.01694 0.009651 83 640: 45%|####5 | 18/40 [00:04<00:05, 3.73it/s] 48/499 4.32G 0.02196 0.01694 0.009525 72 640: 45%|####5 | 18/40 [00:05<00:05, 3.73it/s] 48/499 4.32G 0.02196 0.01694 0.009525 72 640: 48%|####7 | 19/40 [00:05<00:05, 3.74it/s] 48/499 4.32G 0.02202 0.01691 0.00962 75 640: 48%|####7 | 19/40 [00:05<00:05, 3.74it/s] 48/499 4.32G 0.02202 0.01691 0.00962 75 640: 50%|##### | 20/40 [00:05<00:04, 4.11it/s] 48/499 4.32G 0.02201 0.01689 0.009777 75 640: 50%|##### | 20/40 [00:05<00:04, 4.11it/s] 48/499 4.32G 0.02201 0.01689 0.009777 75 640: 52%|#####2 | 21/40 [00:05<00:04, 4.42it/s] 48/499 4.32G 0.02196 0.01665 0.009534 54 640: 52%|#####2 | 21/40 [00:05<00:04, 4.42it/s] 48/499 4.32G 0.02196 0.01665 0.009534 54 640: 55%|#####5 | 22/40 [00:05<00:03, 4.50it/s] 48/499 4.32G 0.022 0.01662 0.00946 72 640: 55%|#####5 | 22/40 [00:05<00:03, 4.50it/s] 48/499 4.32G 0.022 0.01662 0.00946 72 640: 57%|#####7 | 23/40 [00:05<00:03, 4.71it/s] 48/499 4.32G 0.02209 0.01665 0.009364 86 640: 57%|#####7 | 23/40 [00:06<00:03, 4.71it/s] 48/499 4.32G 0.02209 0.01665 0.009364 86 640: 60%|###### | 24/40 [00:06<00:03, 4.90it/s] 48/499 4.32G 0.02207 0.01654 0.009427 70 640: 60%|###### | 24/40 [00:06<00:03, 4.90it/s] 48/499 4.32G 0.02207 0.01654 0.009427 70 640: 62%|######2 | 25/40 [00:06<00:03, 4.86it/s] 48/499 4.32G 0.02199 0.01646 0.00944 70 640: 62%|######2 | 25/40 [00:06<00:03, 4.86it/s] 48/499 4.32G 0.02199 0.01646 0.00944 70 640: 65%|######5 | 26/40 [00:06<00:02, 5.00it/s] 48/499 4.32G 0.02208 0.01657 0.009321 84 640: 65%|######5 | 26/40 [00:06<00:02, 5.00it/s] 48/499 4.32G 0.02208 0.01657 0.009321 84 640: 68%|######7 | 27/40 [00:06<00:02, 5.08it/s] 48/499 4.32G 0.02203 0.01664 0.009226 83 640: 68%|######7 | 27/40 [00:06<00:02, 5.08it/s] 48/499 4.32G 0.02203 0.01664 0.009226 83 640: 70%|####### | 28/40 [00:06<00:02, 4.94it/s] 48/499 4.32G 0.02199 0.01656 0.009127 64 640: 70%|####### | 28/40 [00:07<00:02, 4.94it/s] 48/499 4.32G 0.02199 0.01656 0.009127 64 640: 72%|#######2 | 29/40 [00:07<00:02, 5.10it/s] 48/499 4.32G 0.02195 0.01668 0.009106 92 640: 72%|#######2 | 29/40 [00:07<00:02, 5.10it/s] 48/499 4.32G 0.02195 0.01668 0.009106 92 640: 75%|#######5 | 30/40 [00:07<00:01, 5.07it/s] 48/499 4.32G 0.02195 0.01657 0.009131 63 640: 75%|#######5 | 30/40 [00:07<00:01, 5.07it/s] 48/499 4.32G 0.02195 0.01657 0.009131 63 640: 78%|#######7 | 31/40 [00:07<00:02, 4.34it/s] 48/499 4.32G 0.02196 0.01653 0.009119 73 640: 78%|#######7 | 31/40 [00:07<00:02, 4.34it/s] 48/499 4.32G 0.02196 0.01653 0.009119 73 640: 80%|######## | 32/40 [00:07<00:01, 4.27it/s] 48/499 4.32G 0.022 0.01654 0.009306 69 640: 80%|######## | 32/40 [00:08<00:01, 4.27it/s] 48/499 4.32G 0.022 0.01654 0.009306 69 640: 82%|########2 | 33/40 [00:08<00:01, 4.10it/s] 48/499 4.32G 0.022 0.01653 0.009241 75 640: 82%|########2 | 33/40 [00:08<00:01, 4.10it/s] 48/499 4.32G 0.022 0.01653 0.009241 75 640: 85%|########5 | 34/40 [00:08<00:01, 3.84it/s] 48/499 4.32G 0.02203 0.01655 0.009371 81 640: 85%|########5 | 34/40 [00:08<00:01, 3.84it/s] 48/499 4.32G 0.02203 0.01655 0.009371 81 640: 88%|########7 | 35/40 [00:08<00:01, 3.90it/s] 48/499 4.32G 0.02201 0.0166 0.009457 90 640: 88%|########7 | 35/40 [00:08<00:01, 3.90it/s] 48/499 4.32G 0.02201 0.0166 0.009457 90 640: 90%|######### | 36/40 [00:08<00:01, 3.86it/s] 48/499 4.32G 0.022 0.01654 0.009669 69 640: 90%|######### | 36/40 [00:09<00:01, 3.86it/s] 48/499 4.32G 0.022 0.01654 0.009669 69 640: 92%|#########2| 37/40 [00:09<00:00, 3.68it/s] 48/499 4.32G 0.02198 0.01654 0.009589 79 640: 92%|#########2| 37/40 [00:09<00:00, 3.68it/s] 48/499 4.32G 0.02198 0.01654 0.009589 79 640: 95%|#########5| 38/40 [00:09<00:00, 3.80it/s] 48/499 4.32G 0.02193 0.01657 0.009554 93 640: 95%|#########5| 38/40 [00:09<00:00, 3.80it/s] 48/499 4.32G 0.02193 0.01657 0.009554 93 640: 98%|#########7| 39/40 [00:09<00:00, 3.81it/s] 48/499 4.32G 0.02199 0.01655 0.009562 36 640: 98%|#########7| 39/40 [00:09<00:00, 3.81it/s] 48/499 4.32G 0.02199 0.01655 0.009562 36 640: 100%|##########| 40/40 [00:09<00:00, 3.82it/s] 48/499 4.32G 0.02199 0.01655 0.009562 36 640: 100%|##########| 40/40 [00:09<00:00, 4.03it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.63it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.49it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.53it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.75it/s] all 132 263 0.907 0.826 0.892 0.626 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 49/499 4.32G 0.01979 0.0156 0.008584 71 640: 0%| | 0/40 [00:00<?, ?it/s] 49/499 4.32G 0.01979 0.0156 0.008584 71 640: 2%|2 | 1/40 [00:00<00:10, 3.55it/s] 49/499 4.32G 0.01992 0.01455 0.005795 70 640: 2%|2 | 1/40 [00:00<00:10, 3.55it/s] 49/499 4.32G 0.01992 0.01455 0.005795 70 640: 5%|5 | 2/40 [00:00<00:10, 3.61it/s] 49/499 4.32G 0.02001 0.0164 0.005517 101 640: 5%|5 | 2/40 [00:00<00:10, 3.61it/s] 49/499 4.32G 0.02001 0.0164 0.005517 101 640: 8%|7 | 3/40 [00:00<00:10, 3.52it/s] 49/499 4.32G 0.02054 0.01634 0.006767 72 640: 8%|7 | 3/40 [00:01<00:10, 3.52it/s] 49/499 4.32G 0.02054 0.01634 0.006767 72 640: 10%|# | 4/40 [00:01<00:09, 3.73it/s] 49/499 4.32G 0.02055 0.01673 0.007499 85 640: 10%|# | 4/40 [00:01<00:09, 3.73it/s] 49/499 4.32G 0.02055 0.01673 0.007499 85 640: 12%|#2 | 5/40 [00:01<00:09, 3.71it/s] 49/499 4.32G 0.02056 0.01626 0.007468 68 640: 12%|#2 | 5/40 [00:01<00:09, 3.71it/s] 49/499 4.32G 0.02056 0.01626 0.007468 68 640: 15%|#5 | 6/40 [00:01<00:09, 3.60it/s] 49/499 4.32G 0.02077 0.01656 0.007597 85 640: 15%|#5 | 6/40 [00:01<00:09, 3.60it/s] 49/499 4.32G 0.02077 0.01656 0.007597 85 640: 18%|#7 | 7/40 [00:01<00:08, 3.73it/s] 49/499 4.32G 0.02124 0.01623 0.008266 61 640: 18%|#7 | 7/40 [00:02<00:08, 3.73it/s] 49/499 4.32G 0.02124 0.01623 0.008266 61 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 49/499 4.32G 0.02131 0.01621 0.008326 72 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 49/499 4.32G 0.02131 0.01621 0.008326 72 640: 22%|##2 | 9/40 [00:02<00:08, 3.60it/s] 49/499 4.32G 0.02167 0.01604 0.008767 61 640: 22%|##2 | 9/40 [00:02<00:08, 3.60it/s] 49/499 4.32G 0.02167 0.01604 0.008767 61 640: 25%|##5 | 10/40 [00:02<00:08, 3.69it/s] 49/499 4.32G 0.02173 0.016 0.008555 71 640: 25%|##5 | 10/40 [00:03<00:08, 3.69it/s] 49/499 4.32G 0.02173 0.016 0.008555 71 640: 28%|##7 | 11/40 [00:03<00:07, 3.68it/s] 49/499 4.32G 0.02166 0.01593 0.008239 75 640: 28%|##7 | 11/40 [00:03<00:07, 3.68it/s] 49/499 4.32G 0.02166 0.01593 0.008239 75 640: 30%|### | 12/40 [00:03<00:07, 3.59it/s] 49/499 4.32G 0.02152 0.01606 0.008144 89 640: 30%|### | 12/40 [00:03<00:07, 3.59it/s] 49/499 4.32G 0.02152 0.01606 0.008144 89 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 49/499 4.32G 0.02179 0.01575 0.008462 51 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 49/499 4.32G 0.02179 0.01575 0.008462 51 640: 35%|###5 | 14/40 [00:03<00:07, 3.71it/s] 49/499 4.32G 0.02171 0.0157 0.00842 70 640: 35%|###5 | 14/40 [00:04<00:07, 3.71it/s] 49/499 4.32G 0.02171 0.0157 0.00842 70 640: 38%|###7 | 15/40 [00:04<00:06, 3.61it/s] 49/499 4.32G 0.02164 0.01585 0.008406 79 640: 38%|###7 | 15/40 [00:04<00:06, 3.61it/s] 49/499 4.32G 0.02164 0.01585 0.008406 79 640: 40%|#### | 16/40 [00:04<00:06, 3.79it/s] 49/499 4.32G 0.02151 0.01554 0.008665 60 640: 40%|#### | 16/40 [00:04<00:06, 3.79it/s] 49/499 4.32G 0.02151 0.01554 0.008665 60 640: 42%|####2 | 17/40 [00:04<00:05, 3.97it/s] 49/499 4.32G 0.02156 0.01569 0.008631 84 640: 42%|####2 | 17/40 [00:04<00:05, 3.97it/s] 49/499 4.32G 0.02156 0.01569 0.008631 84 640: 45%|####5 | 18/40 [00:04<00:05, 4.00it/s] 49/499 4.32G 0.02152 0.01573 0.008538 73 640: 45%|####5 | 18/40 [00:05<00:05, 4.00it/s] 49/499 4.32G 0.02152 0.01573 0.008538 73 640: 48%|####7 | 19/40 [00:05<00:04, 4.31it/s] 49/499 4.32G 0.02142 0.01571 0.008783 74 640: 48%|####7 | 19/40 [00:05<00:04, 4.31it/s] 49/499 4.32G 0.02142 0.01571 0.008783 74 640: 50%|##### | 20/40 [00:05<00:04, 4.59it/s] 49/499 4.32G 0.0215 0.01591 0.008711 85 640: 50%|##### | 20/40 [00:05<00:04, 4.59it/s] 49/499 4.32G 0.0215 0.01591 0.008711 85 640: 52%|#####2 | 21/40 [00:05<00:04, 4.64it/s] 49/499 4.32G 0.02158 0.01611 0.008682 93 640: 52%|#####2 | 21/40 [00:05<00:04, 4.64it/s] 49/499 4.32G 0.02158 0.01611 0.008682 93 640: 55%|#####5 | 22/40 [00:05<00:03, 4.84it/s] 49/499 4.32G 0.02164 0.016 0.008594 56 640: 55%|#####5 | 22/40 [00:05<00:03, 4.84it/s] 49/499 4.32G 0.02164 0.016 0.008594 56 640: 57%|#####7 | 23/40 [00:05<00:03, 5.00it/s] 49/499 4.32G 0.02183 0.01597 0.008722 58 640: 57%|#####7 | 23/40 [00:05<00:03, 5.00it/s] 49/499 4.32G 0.02183 0.01597 0.008722 58 640: 60%|###### | 24/40 [00:05<00:03, 4.90it/s] 49/499 4.32G 0.02182 0.01611 0.008711 92 640: 60%|###### | 24/40 [00:06<00:03, 4.90it/s] 49/499 4.32G 0.02182 0.01611 0.008711 92 640: 62%|######2 | 25/40 [00:06<00:02, 5.06it/s] 49/499 4.32G 0.02176 0.01614 0.008826 75 640: 62%|######2 | 25/40 [00:06<00:02, 5.06it/s] 49/499 4.32G 0.02176 0.01614 0.008826 75 640: 65%|######5 | 26/40 [00:06<00:02, 5.18it/s] 49/499 4.32G 0.0217 0.01633 0.008753 95 640: 65%|######5 | 26/40 [00:06<00:02, 5.18it/s] 49/499 4.32G 0.0217 0.01633 0.008753 95 640: 68%|######7 | 27/40 [00:06<00:02, 4.58it/s] 49/499 4.32G 0.02181 0.01633 0.008638 75 640: 68%|######7 | 27/40 [00:06<00:02, 4.58it/s] 49/499 4.32G 0.02181 0.01633 0.008638 75 640: 70%|####### | 28/40 [00:06<00:02, 4.20it/s] 49/499 4.32G 0.0218 0.01639 0.008885 73 640: 70%|####### | 28/40 [00:07<00:02, 4.20it/s] 49/499 4.32G 0.0218 0.01639 0.008885 73 640: 72%|#######2 | 29/40 [00:07<00:02, 3.96it/s] 49/499 4.32G 0.02189 0.01633 0.008876 63 640: 72%|#######2 | 29/40 [00:07<00:02, 3.96it/s] 49/499 4.32G 0.02189 0.01633 0.008876 63 640: 75%|#######5 | 30/40 [00:07<00:02, 3.74it/s] 49/499 4.32G 0.02188 0.01635 0.008997 78 640: 75%|#######5 | 30/40 [00:07<00:02, 3.74it/s] 49/499 4.32G 0.02188 0.01635 0.008997 78 640: 78%|#######7 | 31/40 [00:07<00:02, 3.83it/s] 49/499 4.32G 0.02188 0.01645 0.008992 78 640: 78%|#######7 | 31/40 [00:08<00:02, 3.83it/s] 49/499 4.32G 0.02188 0.01645 0.008992 78 640: 80%|######## | 32/40 [00:08<00:02, 3.81it/s] 49/499 4.32G 0.02191 0.01641 0.009142 74 640: 80%|######## | 32/40 [00:08<00:02, 3.81it/s] 49/499 4.32G 0.02191 0.01641 0.009142 74 640: 82%|########2 | 33/40 [00:08<00:01, 3.66it/s] 49/499 4.32G 0.02185 0.01626 0.009082 59 640: 82%|########2 | 33/40 [00:08<00:01, 3.66it/s] 49/499 4.32G 0.02185 0.01626 0.009082 59 640: 85%|########5 | 34/40 [00:08<00:01, 3.76it/s] 49/499 4.32G 0.02178 0.01621 0.008994 71 640: 85%|########5 | 34/40 [00:08<00:01, 3.76it/s] 49/499 4.32G 0.02178 0.01621 0.008994 71 640: 88%|########7 | 35/40 [00:08<00:01, 3.76it/s] 49/499 4.32G 0.02183 0.0163 0.008921 92 640: 88%|########7 | 35/40 [00:09<00:01, 3.76it/s] 49/499 4.32G 0.02183 0.0163 0.008921 92 640: 90%|######### | 36/40 [00:09<00:01, 3.63it/s] 49/499 4.32G 0.02182 0.01628 0.008975 72 640: 90%|######### | 36/40 [00:09<00:01, 3.63it/s] 49/499 4.32G 0.02182 0.01628 0.008975 72 640: 92%|#########2| 37/40 [00:09<00:00, 3.73it/s] 49/499 4.32G 0.02199 0.01624 0.009062 59 640: 92%|#########2| 37/40 [00:09<00:00, 3.73it/s] 49/499 4.32G 0.02199 0.01624 0.009062 59 640: 95%|#########5| 38/40 [00:09<00:00, 3.73it/s] 49/499 4.32G 0.02197 0.01621 0.009036 74 640: 95%|#########5| 38/40 [00:09<00:00, 3.73it/s] 49/499 4.32G 0.02197 0.01621 0.009036 74 640: 98%|#########7| 39/40 [00:09<00:00, 3.43it/s] 49/499 4.32G 0.02207 0.01629 0.00915 37 640: 98%|#########7| 39/40 [00:10<00:00, 3.43it/s] 49/499 4.32G 0.02207 0.01629 0.00915 37 640: 100%|##########| 40/40 [00:10<00:00, 3.61it/s] 49/499 4.32G 0.02207 0.01629 0.00915 37 640: 100%|##########| 40/40 [00:10<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.71it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.51it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.52it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.04it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.83it/s] all 132 263 0.85 0.798 0.876 0.645 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 50/499 4.32G 0.02354 0.02091 0.01606 91 640: 0%| | 0/40 [00:00<?, ?it/s] 50/499 4.32G 0.02354 0.02091 0.01606 91 640: 2%|2 | 1/40 [00:00<00:08, 4.50it/s] 50/499 4.32G 0.0217 0.01802 0.01044 74 640: 2%|2 | 1/40 [00:00<00:08, 4.50it/s] 50/499 4.32G 0.0217 0.01802 0.01044 74 640: 5%|5 | 2/40 [00:00<00:10, 3.71it/s] 50/499 4.32G 0.02094 0.0163 0.01109 64 640: 5%|5 | 2/40 [00:00<00:10, 3.71it/s] 50/499 4.32G 0.02094 0.0163 0.01109 64 640: 8%|7 | 3/40 [00:00<00:09, 3.89it/s] 50/499 4.32G 0.02089 0.01569 0.01122 65 640: 8%|7 | 3/40 [00:01<00:09, 3.89it/s] 50/499 4.32G 0.02089 0.01569 0.01122 65 640: 10%|# | 4/40 [00:01<00:09, 3.84it/s] 50/499 4.32G 0.02097 0.01584 0.01049 74 640: 10%|# | 4/40 [00:01<00:09, 3.84it/s] 50/499 4.32G 0.02097 0.01584 0.01049 74 640: 12%|#2 | 5/40 [00:01<00:09, 3.64it/s] 50/499 4.32G 0.02078 0.01605 0.009711 82 640: 12%|#2 | 5/40 [00:01<00:09, 3.64it/s] 50/499 4.32G 0.02078 0.01605 0.009711 82 640: 15%|#5 | 6/40 [00:01<00:08, 3.78it/s] 50/499 4.32G 0.02105 0.01597 0.009388 68 640: 15%|#5 | 6/40 [00:01<00:08, 3.78it/s] 50/499 4.32G 0.02105 0.01597 0.009388 68 640: 18%|#7 | 7/40 [00:01<00:08, 3.77it/s] 50/499 4.32G 0.02107 0.01598 0.009891 74 640: 18%|#7 | 7/40 [00:02<00:08, 3.77it/s] 50/499 4.32G 0.02107 0.01598 0.009891 74 640: 20%|## | 8/40 [00:02<00:08, 3.61it/s] 50/499 4.32G 0.02115 0.01607 0.01002 87 640: 20%|## | 8/40 [00:02<00:08, 3.61it/s] 50/499 4.32G 0.02115 0.01607 0.01002 87 640: 22%|##2 | 9/40 [00:02<00:08, 3.75it/s] 50/499 4.32G 0.02102 0.01583 0.009816 65 640: 22%|##2 | 9/40 [00:02<00:08, 3.75it/s] 50/499 4.32G 0.02102 0.01583 0.009816 65 640: 25%|##5 | 10/40 [00:02<00:07, 3.77it/s] 50/499 4.32G 0.021 0.01569 0.009703 65 640: 25%|##5 | 10/40 [00:02<00:07, 3.77it/s] 50/499 4.32G 0.021 0.01569 0.009703 65 640: 28%|##7 | 11/40 [00:02<00:08, 3.62it/s] 50/499 4.32G 0.02102 0.01578 0.00959 83 640: 28%|##7 | 11/40 [00:03<00:08, 3.62it/s] 50/499 4.32G 0.02102 0.01578 0.00959 83 640: 30%|### | 12/40 [00:03<00:07, 3.74it/s] 50/499 4.32G 0.02118 0.01573 0.009775 60 640: 30%|### | 12/40 [00:03<00:07, 3.74it/s] 50/499 4.32G 0.02118 0.01573 0.009775 60 640: 32%|###2 | 13/40 [00:03<00:07, 3.73it/s] 50/499 4.32G 0.02132 0.01558 0.009932 63 640: 32%|###2 | 13/40 [00:03<00:07, 3.73it/s] 50/499 4.32G 0.02132 0.01558 0.009932 63 640: 35%|###5 | 14/40 [00:03<00:07, 3.65it/s] 50/499 4.32G 0.02121 0.01552 0.009954 74 640: 35%|###5 | 14/40 [00:03<00:07, 3.65it/s] 50/499 4.32G 0.02121 0.01552 0.009954 74 640: 38%|###7 | 15/40 [00:03<00:06, 3.86it/s] 50/499 4.32G 0.02096 0.01537 0.009681 68 640: 38%|###7 | 15/40 [00:04<00:06, 3.86it/s] 50/499 4.32G 0.02096 0.01537 0.009681 68 640: 40%|#### | 16/40 [00:04<00:05, 4.20it/s] 50/499 4.32G 0.02091 0.01542 0.009597 81 640: 40%|#### | 16/40 [00:04<00:05, 4.20it/s] 50/499 4.32G 0.02091 0.01542 0.009597 81 640: 42%|####2 | 17/40 [00:04<00:05, 4.32it/s] 50/499 4.32G 0.02078 0.01532 0.009514 69 640: 42%|####2 | 17/40 [00:04<00:05, 4.32it/s] 50/499 4.32G 0.02078 0.01532 0.009514 69 640: 45%|####5 | 18/40 [00:04<00:04, 4.60it/s] 50/499 4.32G 0.0208 0.01542 0.009514 77 640: 45%|####5 | 18/40 [00:04<00:04, 4.60it/s] 50/499 4.32G 0.0208 0.01542 0.009514 77 640: 48%|####7 | 19/40 [00:04<00:04, 4.80it/s] 50/499 4.32G 0.02071 0.01528 0.009431 66 640: 48%|####7 | 19/40 [00:04<00:04, 4.80it/s] 50/499 4.32G 0.02071 0.01528 0.009431 66 640: 50%|##### | 20/40 [00:04<00:04, 4.79it/s] 50/499 4.32G 0.02079 0.01539 0.009371 83 640: 50%|##### | 20/40 [00:05<00:04, 4.79it/s] 50/499 4.32G 0.02079 0.01539 0.009371 83 640: 52%|#####2 | 21/40 [00:05<00:03, 4.93it/s] 50/499 4.32G 0.02085 0.01553 0.009715 86 640: 52%|#####2 | 21/40 [00:05<00:03, 4.93it/s] 50/499 4.32G 0.02085 0.01553 0.009715 86 640: 55%|#####5 | 22/40 [00:05<00:03, 5.03it/s] 50/499 4.32G 0.02098 0.0155 0.009599 67 640: 55%|#####5 | 22/40 [00:05<00:03, 5.03it/s] 50/499 4.32G 0.02098 0.0155 0.009599 67 640: 57%|#####7 | 23/40 [00:05<00:03, 4.84it/s] 50/499 4.32G 0.02102 0.01551 0.009471 75 640: 57%|#####7 | 23/40 [00:05<00:03, 4.84it/s] 50/499 4.32G 0.02102 0.01551 0.009471 75 640: 60%|###### | 24/40 [00:05<00:03, 5.01it/s] 50/499 4.32G 0.02101 0.01552 0.009409 79 640: 60%|###### | 24/40 [00:05<00:03, 5.01it/s] 50/499 4.32G 0.02101 0.01552 0.009409 79 640: 62%|######2 | 25/40 [00:05<00:02, 5.01it/s] 50/499 4.32G 0.02098 0.01552 0.009228 68 640: 62%|######2 | 25/40 [00:06<00:02, 5.01it/s] 50/499 4.32G 0.02098 0.01552 0.009228 68 640: 65%|######5 | 26/40 [00:06<00:03, 4.35it/s] 50/499 4.32G 0.02105 0.01557 0.009431 82 640: 65%|######5 | 26/40 [00:06<00:03, 4.35it/s] 50/499 4.32G 0.02105 0.01557 0.009431 82 640: 68%|######7 | 27/40 [00:06<00:03, 4.23it/s] 50/499 4.32G 0.02104 0.01548 0.00946 64 640: 68%|######7 | 27/40 [00:06<00:03, 4.23it/s] 50/499 4.32G 0.02104 0.01548 0.00946 64 640: 70%|####### | 28/40 [00:06<00:02, 4.07it/s] 50/499 4.32G 0.02108 0.01546 0.009495 68 640: 70%|####### | 28/40 [00:07<00:02, 4.07it/s] 50/499 4.32G 0.02108 0.01546 0.009495 68 640: 72%|#######2 | 29/40 [00:07<00:02, 3.86it/s] 50/499 4.32G 0.02113 0.01537 0.009633 60 640: 72%|#######2 | 29/40 [00:07<00:02, 3.86it/s] 50/499 4.32G 0.02113 0.01537 0.009633 60 640: 75%|#######5 | 30/40 [00:07<00:02, 3.86it/s] 50/499 4.32G 0.02112 0.01541 0.009528 77 640: 75%|#######5 | 30/40 [00:07<00:02, 3.86it/s] 50/499 4.32G 0.02112 0.01541 0.009528 77 640: 78%|#######7 | 31/40 [00:07<00:02, 3.84it/s] 50/499 4.32G 0.02118 0.01544 0.009669 75 640: 78%|#######7 | 31/40 [00:07<00:02, 3.84it/s] 50/499 4.32G 0.02118 0.01544 0.009669 75 640: 80%|######## | 32/40 [00:07<00:02, 3.72it/s] 50/499 4.32G 0.02118 0.01547 0.009711 72 640: 80%|######## | 32/40 [00:08<00:02, 3.72it/s] 50/499 4.32G 0.02118 0.01547 0.009711 72 640: 82%|########2 | 33/40 [00:08<00:01, 3.79it/s] 50/499 4.32G 0.02119 0.0155 0.009635 72 640: 82%|########2 | 33/40 [00:08<00:01, 3.79it/s] 50/499 4.32G 0.02119 0.0155 0.009635 72 640: 85%|########5 | 34/40 [00:08<00:01, 3.77it/s] 50/499 4.32G 0.02115 0.01554 0.009505 87 640: 85%|########5 | 34/40 [00:08<00:01, 3.77it/s] 50/499 4.32G 0.02115 0.01554 0.009505 87 640: 88%|########7 | 35/40 [00:08<00:01, 3.64it/s] 50/499 4.32G 0.02121 0.01553 0.009412 71 640: 88%|########7 | 35/40 [00:08<00:01, 3.64it/s] 50/499 4.32G 0.02121 0.01553 0.009412 71 640: 90%|######### | 36/40 [00:08<00:01, 3.73it/s] 50/499 4.32G 0.0212 0.01551 0.009464 70 640: 90%|######### | 36/40 [00:09<00:01, 3.73it/s] 50/499 4.32G 0.0212 0.01551 0.009464 70 640: 92%|#########2| 37/40 [00:09<00:00, 3.75it/s] 50/499 4.32G 0.02129 0.0155 0.009608 61 640: 92%|#########2| 37/40 [00:09<00:00, 3.75it/s] 50/499 4.32G 0.02129 0.0155 0.009608 61 640: 95%|#########5| 38/40 [00:09<00:00, 3.62it/s] 50/499 4.32G 0.02124 0.01549 0.009445 80 640: 95%|#########5| 38/40 [00:09<00:00, 3.62it/s] 50/499 4.32G 0.02124 0.01549 0.009445 80 640: 98%|#########7| 39/40 [00:09<00:00, 3.73it/s] 50/499 4.32G 0.02126 0.01553 0.009457 42 640: 98%|#########7| 39/40 [00:10<00:00, 3.73it/s] 50/499 4.32G 0.02126 0.01553 0.009457 42 640: 100%|##########| 40/40 [00:10<00:00, 3.81it/s] 50/499 4.32G 0.02126 0.01553 0.009457 42 640: 100%|##########| 40/40 [00:10<00:00, 4.00it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.64it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.69it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.63it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.03it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.87it/s] all 132 263 0.879 0.818 0.865 0.657 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 51/499 4.32G 0.02068 0.01639 0.01079 76 640: 0%| | 0/40 [00:00<?, ?it/s] 51/499 4.32G 0.02068 0.01639 0.01079 76 640: 2%|2 | 1/40 [00:00<00:12, 3.21it/s] 51/499 4.32G 0.02072 0.01439 0.008505 56 640: 2%|2 | 1/40 [00:00<00:12, 3.21it/s] 51/499 4.32G 0.02072 0.01439 0.008505 56 640: 5%|5 | 2/40 [00:00<00:10, 3.58it/s] 51/499 4.32G 0.02132 0.01458 0.01067 74 640: 5%|5 | 2/40 [00:00<00:10, 3.58it/s] 51/499 4.32G 0.02132 0.01458 0.01067 74 640: 8%|7 | 3/40 [00:00<00:10, 3.67it/s] 51/499 4.32G 0.02115 0.0142 0.009432 61 640: 8%|7 | 3/40 [00:01<00:10, 3.67it/s] 51/499 4.32G 0.02115 0.0142 0.009432 61 640: 10%|# | 4/40 [00:01<00:10, 3.56it/s] 51/499 4.32G 0.02096 0.01425 0.009783 70 640: 10%|# | 4/40 [00:01<00:10, 3.56it/s] 51/499 4.32G 0.02096 0.01425 0.009783 70 640: 12%|#2 | 5/40 [00:01<00:09, 3.69it/s] 51/499 4.32G 0.02108 0.01467 0.01001 77 640: 12%|#2 | 5/40 [00:01<00:09, 3.69it/s] 51/499 4.32G 0.02108 0.01467 0.01001 77 640: 15%|#5 | 6/40 [00:01<00:09, 3.71it/s] 51/499 4.32G 0.02114 0.01527 0.009961 91 640: 15%|#5 | 6/40 [00:01<00:09, 3.71it/s] 51/499 4.32G 0.02114 0.01527 0.009961 91 640: 18%|#7 | 7/40 [00:01<00:09, 3.62it/s] 51/499 4.32G 0.02133 0.01579 0.009666 87 640: 18%|#7 | 7/40 [00:02<00:09, 3.62it/s] 51/499 4.32G 0.02133 0.01579 0.009666 87 640: 20%|## | 8/40 [00:02<00:08, 3.70it/s] 51/499 4.32G 0.02152 0.01592 0.009426 78 640: 20%|## | 8/40 [00:02<00:08, 3.70it/s] 51/499 4.32G 0.02152 0.01592 0.009426 78 640: 22%|##2 | 9/40 [00:02<00:08, 3.73it/s] 51/499 4.32G 0.02151 0.01574 0.009419 71 640: 22%|##2 | 9/40 [00:02<00:08, 3.73it/s] 51/499 4.32G 0.02151 0.01574 0.009419 71 640: 25%|##5 | 10/40 [00:02<00:08, 3.62it/s] 51/499 4.32G 0.02134 0.01595 0.009218 87 640: 25%|##5 | 10/40 [00:03<00:08, 3.62it/s] 51/499 4.32G 0.02134 0.01595 0.009218 87 640: 28%|##7 | 11/40 [00:03<00:07, 3.69it/s] 51/499 4.32G 0.02158 0.01576 0.009066 59 640: 28%|##7 | 11/40 [00:03<00:07, 3.69it/s] 51/499 4.32G 0.02158 0.01576 0.009066 59 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 51/499 4.32G 0.02155 0.01597 0.008918 90 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 51/499 4.32G 0.02155 0.01597 0.008918 90 640: 32%|###2 | 13/40 [00:03<00:07, 3.75it/s] 51/499 4.32G 0.02157 0.01607 0.008966 78 640: 32%|###2 | 13/40 [00:03<00:07, 3.75it/s] 51/499 4.32G 0.02157 0.01607 0.008966 78 640: 35%|###5 | 14/40 [00:03<00:06, 4.12it/s] 51/499 4.32G 0.0215 0.01608 0.008839 82 640: 35%|###5 | 14/40 [00:03<00:06, 4.12it/s] 51/499 4.32G 0.0215 0.01608 0.008839 82 640: 38%|###7 | 15/40 [00:03<00:05, 4.43it/s] 51/499 4.32G 0.0214 0.01617 0.008663 86 640: 38%|###7 | 15/40 [00:04<00:05, 4.43it/s] 51/499 4.32G 0.0214 0.01617 0.008663 86 640: 40%|#### | 16/40 [00:04<00:05, 4.50it/s] 51/499 4.32G 0.02138 0.01612 0.008872 72 640: 40%|#### | 16/40 [00:04<00:05, 4.50it/s] 51/499 4.32G 0.02138 0.01612 0.008872 72 640: 42%|####2 | 17/40 [00:04<00:04, 4.72it/s] 51/499 4.32G 0.02133 0.01611 0.008916 79 640: 42%|####2 | 17/40 [00:04<00:04, 4.72it/s] 51/499 4.32G 0.02133 0.01611 0.008916 79 640: 45%|####5 | 18/40 [00:04<00:04, 4.89it/s] 51/499 4.32G 0.02132 0.01622 0.008975 84 640: 45%|####5 | 18/40 [00:04<00:04, 4.89it/s] 51/499 4.32G 0.02132 0.01622 0.008975 84 640: 48%|####7 | 19/40 [00:04<00:04, 4.83it/s] 51/499 4.32G 0.02132 0.01633 0.009013 86 640: 48%|####7 | 19/40 [00:04<00:04, 4.83it/s] 51/499 4.32G 0.02132 0.01633 0.009013 86 640: 50%|##### | 20/40 [00:04<00:04, 4.98it/s] 51/499 4.32G 0.0214 0.01629 0.009005 73 640: 50%|##### | 20/40 [00:05<00:04, 4.98it/s] 51/499 4.32G 0.0214 0.01629 0.009005 73 640: 52%|#####2 | 21/40 [00:05<00:03, 5.09it/s] 51/499 4.32G 0.02132 0.01626 0.009108 79 640: 52%|#####2 | 21/40 [00:05<00:03, 5.09it/s] 51/499 4.32G 0.02132 0.01626 0.009108 79 640: 55%|#####5 | 22/40 [00:05<00:03, 4.99it/s] 51/499 4.32G 0.0213 0.01627 0.009017 75 640: 55%|#####5 | 22/40 [00:05<00:03, 4.99it/s] 51/499 4.32G 0.0213 0.01627 0.009017 75 640: 57%|#####7 | 23/40 [00:05<00:03, 5.13it/s] 51/499 4.32G 0.02129 0.01616 0.009051 57 640: 57%|#####7 | 23/40 [00:05<00:03, 5.13it/s] 51/499 4.32G 0.02129 0.01616 0.009051 57 640: 60%|###### | 24/40 [00:05<00:03, 5.07it/s] 51/499 4.32G 0.02126 0.01613 0.00895 77 640: 60%|###### | 24/40 [00:05<00:03, 5.07it/s] 51/499 4.32G 0.02126 0.01613 0.00895 77 640: 62%|######2 | 25/40 [00:05<00:03, 4.36it/s] 51/499 4.32G 0.02126 0.01605 0.00906 62 640: 62%|######2 | 25/40 [00:06<00:03, 4.36it/s] 51/499 4.32G 0.02126 0.01605 0.00906 62 640: 65%|######5 | 26/40 [00:06<00:03, 4.28it/s] 51/499 4.32G 0.0212 0.01608 0.008992 88 640: 65%|######5 | 26/40 [00:06<00:03, 4.28it/s] 51/499 4.32G 0.0212 0.01608 0.008992 88 640: 68%|######7 | 27/40 [00:06<00:03, 4.11it/s] 51/499 4.32G 0.02122 0.01599 0.00893 64 640: 68%|######7 | 27/40 [00:06<00:03, 4.11it/s] 51/499 4.32G 0.02122 0.01599 0.00893 64 640: 70%|####### | 28/40 [00:06<00:03, 3.83it/s] 51/499 4.32G 0.02122 0.01609 0.008877 76 640: 70%|####### | 28/40 [00:07<00:03, 3.83it/s] 51/499 4.32G 0.02122 0.01609 0.008877 76 640: 72%|#######2 | 29/40 [00:07<00:02, 3.90it/s] 51/499 4.32G 0.02119 0.01617 0.008807 86 640: 72%|#######2 | 29/40 [00:07<00:02, 3.90it/s] 51/499 4.32G 0.02119 0.01617 0.008807 86 640: 75%|#######5 | 30/40 [00:07<00:02, 3.86it/s] 51/499 4.32G 0.02124 0.0163 0.008697 98 640: 75%|#######5 | 30/40 [00:07<00:02, 3.86it/s] 51/499 4.32G 0.02124 0.0163 0.008697 98 640: 78%|#######7 | 31/40 [00:07<00:02, 3.68it/s] 51/499 4.32G 0.02128 0.01632 0.008777 77 640: 78%|#######7 | 31/40 [00:07<00:02, 3.68it/s] 51/499 4.32G 0.02128 0.01632 0.008777 77 640: 80%|######## | 32/40 [00:07<00:02, 3.80it/s] 51/499 4.32G 0.02127 0.01634 0.008778 80 640: 80%|######## | 32/40 [00:08<00:02, 3.80it/s] 51/499 4.32G 0.02127 0.01634 0.008778 80 640: 82%|########2 | 33/40 [00:08<00:01, 3.77it/s] 51/499 4.32G 0.02122 0.01629 0.008748 71 640: 82%|########2 | 33/40 [00:08<00:01, 3.77it/s] 51/499 4.32G 0.02122 0.01629 0.008748 71 640: 85%|########5 | 34/40 [00:08<00:01, 3.60it/s] 51/499 4.32G 0.02125 0.01628 0.00871 71 640: 85%|########5 | 34/40 [00:08<00:01, 3.60it/s] 51/499 4.32G 0.02125 0.01628 0.00871 71 640: 88%|########7 | 35/40 [00:08<00:01, 3.76it/s] 51/499 4.32G 0.02128 0.01627 0.008716 74 640: 88%|########7 | 35/40 [00:08<00:01, 3.76it/s] 51/499 4.32G 0.02128 0.01627 0.008716 74 640: 90%|######### | 36/40 [00:08<00:01, 3.75it/s] 51/499 4.32G 0.0213 0.01626 0.008637 83 640: 90%|######### | 36/40 [00:09<00:01, 3.75it/s] 51/499 4.32G 0.0213 0.01626 0.008637 83 640: 92%|#########2| 37/40 [00:09<00:00, 3.46it/s] 51/499 4.32G 0.02134 0.01629 0.008749 73 640: 92%|#########2| 37/40 [00:09<00:00, 3.46it/s] 51/499 4.32G 0.02134 0.01629 0.008749 73 640: 95%|#########5| 38/40 [00:09<00:00, 3.63it/s] 51/499 4.32G 0.02136 0.01634 0.008785 78 640: 95%|#########5| 38/40 [00:09<00:00, 3.63it/s] 51/499 4.32G 0.02136 0.01634 0.008785 78 640: 98%|#########7| 39/40 [00:09<00:00, 3.67it/s] 51/499 4.32G 0.0213 0.01632 0.008812 44 640: 98%|#########7| 39/40 [00:10<00:00, 3.67it/s] 51/499 4.32G 0.0213 0.01632 0.008812 44 640: 100%|##########| 40/40 [00:10<00:00, 3.70it/s] 51/499 4.32G 0.0213 0.01632 0.008812 44 640: 100%|##########| 40/40 [00:10<00:00, 3.98it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.64it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.63it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.60it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.06it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.87it/s] all 132 263 0.828 0.707 0.796 0.613 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 52/499 4.32G 0.02148 0.01758 0.007187 81 640: 0%| | 0/40 [00:00<?, ?it/s] 52/499 4.32G 0.02148 0.01758 0.007187 81 640: 2%|2 | 1/40 [00:00<00:11, 3.43it/s] 52/499 4.32G 0.02164 0.01546 0.01175 59 640: 2%|2 | 1/40 [00:00<00:11, 3.43it/s] 52/499 4.32G 0.02164 0.01546 0.01175 59 640: 5%|5 | 2/40 [00:00<00:10, 3.61it/s] 52/499 4.32G 0.02147 0.01582 0.009801 83 640: 5%|5 | 2/40 [00:00<00:10, 3.61it/s] 52/499 4.32G 0.02147 0.01582 0.009801 83 640: 8%|7 | 3/40 [00:00<00:10, 3.48it/s] 52/499 4.32G 0.02141 0.01535 0.009292 62 640: 8%|7 | 3/40 [00:01<00:10, 3.48it/s] 52/499 4.32G 0.02141 0.01535 0.009292 62 640: 10%|# | 4/40 [00:01<00:09, 3.69it/s] 52/499 4.32G 0.02144 0.01537 0.008773 72 640: 10%|# | 4/40 [00:01<00:09, 3.69it/s] 52/499 4.32G 0.02144 0.01537 0.008773 72 640: 12%|#2 | 5/40 [00:01<00:09, 3.73it/s] 52/499 4.32G 0.02159 0.01541 0.009323 69 640: 12%|#2 | 5/40 [00:01<00:09, 3.73it/s] 52/499 4.32G 0.02159 0.01541 0.009323 69 640: 15%|#5 | 6/40 [00:01<00:09, 3.56it/s] 52/499 4.32G 0.02131 0.01547 0.00864 81 640: 15%|#5 | 6/40 [00:01<00:09, 3.56it/s] 52/499 4.32G 0.02131 0.01547 0.00864 81 640: 18%|#7 | 7/40 [00:01<00:08, 3.71it/s] 52/499 4.32G 0.02123 0.01521 0.008375 62 640: 18%|#7 | 7/40 [00:02<00:08, 3.71it/s] 52/499 4.32G 0.02123 0.01521 0.008375 62 640: 20%|## | 8/40 [00:02<00:08, 3.69it/s] 52/499 4.32G 0.02123 0.01499 0.008299 63 640: 20%|## | 8/40 [00:02<00:08, 3.69it/s] 52/499 4.32G 0.02123 0.01499 0.008299 63 640: 22%|##2 | 9/40 [00:02<00:08, 3.56it/s] 52/499 4.32G 0.02152 0.01488 0.008467 68 640: 22%|##2 | 9/40 [00:02<00:08, 3.56it/s] 52/499 4.32G 0.02152 0.01488 0.008467 68 640: 25%|##5 | 10/40 [00:02<00:08, 3.57it/s] 52/499 4.32G 0.02144 0.01516 0.008686 81 640: 25%|##5 | 10/40 [00:03<00:08, 3.57it/s] 52/499 4.32G 0.02144 0.01516 0.008686 81 640: 28%|##7 | 11/40 [00:03<00:07, 3.66it/s] 52/499 4.32G 0.02143 0.0152 0.008468 81 640: 28%|##7 | 11/40 [00:03<00:07, 3.66it/s] 52/499 4.32G 0.02143 0.0152 0.008468 81 640: 30%|### | 12/40 [00:03<00:07, 3.71it/s] 52/499 4.32G 0.02142 0.01515 0.0082 65 640: 30%|### | 12/40 [00:03<00:07, 3.71it/s] 52/499 4.32G 0.02142 0.01515 0.0082 65 640: 32%|###2 | 13/40 [00:03<00:06, 4.03it/s] 52/499 4.32G 0.02123 0.01486 0.008317 57 640: 32%|###2 | 13/40 [00:03<00:06, 4.03it/s] 52/499 4.32G 0.02123 0.01486 0.008317 57 640: 35%|###5 | 14/40 [00:03<00:05, 4.36it/s] 52/499 4.32G 0.02125 0.01481 0.008355 70 640: 35%|###5 | 14/40 [00:03<00:05, 4.36it/s] 52/499 4.32G 0.02125 0.01481 0.008355 70 640: 38%|###7 | 15/40 [00:03<00:05, 4.45it/s] 52/499 4.32G 0.02134 0.01494 0.008339 81 640: 38%|###7 | 15/40 [00:04<00:05, 4.45it/s] 52/499 4.32G 0.02134 0.01494 0.008339 81 640: 40%|#### | 16/40 [00:04<00:05, 4.67it/s] 52/499 4.32G 0.02134 0.01503 0.008305 75 640: 40%|#### | 16/40 [00:04<00:05, 4.67it/s] 52/499 4.32G 0.02134 0.01503 0.008305 75 640: 42%|####2 | 17/40 [00:04<00:04, 4.88it/s] 52/499 4.32G 0.0212 0.01508 0.008585 78 640: 42%|####2 | 17/40 [00:04<00:04, 4.88it/s] 52/499 4.32G 0.0212 0.01508 0.008585 78 640: 45%|####5 | 18/40 [00:04<00:04, 4.84it/s] 52/499 4.32G 0.02111 0.01527 0.008534 86 640: 45%|####5 | 18/40 [00:04<00:04, 4.84it/s] 52/499 4.32G 0.02111 0.01527 0.008534 86 640: 48%|####7 | 19/40 [00:04<00:04, 4.98it/s] 52/499 4.32G 0.02103 0.01525 0.00883 73 640: 48%|####7 | 19/40 [00:04<00:04, 4.98it/s] 52/499 4.32G 0.02103 0.01525 0.00883 73 640: 50%|##### | 20/40 [00:04<00:03, 5.12it/s] 52/499 4.32G 0.021 0.0153 0.009023 83 640: 50%|##### | 20/40 [00:05<00:03, 5.12it/s] 52/499 4.32G 0.021 0.0153 0.009023 83 640: 52%|#####2 | 21/40 [00:05<00:03, 4.98it/s] 52/499 4.32G 0.02106 0.01519 0.00899 61 640: 52%|#####2 | 21/40 [00:05<00:03, 4.98it/s] 52/499 4.32G 0.02106 0.01519 0.00899 61 640: 55%|#####5 | 22/40 [00:05<00:03, 5.14it/s] 52/499 4.32G 0.02107 0.01529 0.008931 83 640: 55%|#####5 | 22/40 [00:05<00:03, 5.14it/s] 52/499 4.32G 0.02107 0.01529 0.008931 83 640: 57%|#####7 | 23/40 [00:05<00:03, 5.09it/s] 52/499 4.32G 0.02093 0.01519 0.008955 63 640: 57%|#####7 | 23/40 [00:05<00:03, 5.09it/s] 52/499 4.32G 0.02093 0.01519 0.008955 63 640: 60%|###### | 24/40 [00:05<00:03, 4.42it/s] 52/499 4.32G 0.02099 0.01517 0.009077 70 640: 60%|###### | 24/40 [00:05<00:03, 4.42it/s] 52/499 4.32G 0.02099 0.01517 0.009077 70 640: 62%|######2 | 25/40 [00:05<00:03, 4.32it/s] 52/499 4.32G 0.021 0.0152 0.009133 76 640: 62%|######2 | 25/40 [00:06<00:03, 4.32it/s] 52/499 4.32G 0.021 0.0152 0.009133 76 640: 65%|######5 | 26/40 [00:06<00:03, 4.08it/s] 52/499 4.32G 0.0211 0.01522 0.009008 70 640: 65%|######5 | 26/40 [00:06<00:03, 4.08it/s] 52/499 4.32G 0.0211 0.01522 0.009008 70 640: 68%|######7 | 27/40 [00:06<00:03, 3.84it/s] 52/499 4.32G 0.02111 0.01527 0.009115 82 640: 68%|######7 | 27/40 [00:06<00:03, 3.84it/s] 52/499 4.32G 0.02111 0.01527 0.009115 82 640: 70%|####### | 28/40 [00:06<00:03, 3.88it/s] 52/499 4.32G 0.02109 0.01535 0.009058 83 640: 70%|####### | 28/40 [00:07<00:03, 3.88it/s] 52/499 4.32G 0.02109 0.01535 0.009058 83 640: 72%|#######2 | 29/40 [00:07<00:02, 3.81it/s] 52/499 4.32G 0.02101 0.01527 0.009217 62 640: 72%|#######2 | 29/40 [00:07<00:02, 3.81it/s] 52/499 4.32G 0.02101 0.01527 0.009217 62 640: 75%|#######5 | 30/40 [00:07<00:02, 3.68it/s] 52/499 4.32G 0.02101 0.01529 0.009175 82 640: 75%|#######5 | 30/40 [00:07<00:02, 3.68it/s] 52/499 4.32G 0.02101 0.01529 0.009175 82 640: 78%|#######7 | 31/40 [00:07<00:02, 3.79it/s] 52/499 4.32G 0.02098 0.01527 0.0091 75 640: 78%|#######7 | 31/40 [00:07<00:02, 3.79it/s] 52/499 4.32G 0.02098 0.01527 0.0091 75 640: 80%|######## | 32/40 [00:07<00:02, 3.76it/s] 52/499 4.32G 0.021 0.01536 0.009185 86 640: 80%|######## | 32/40 [00:08<00:02, 3.76it/s] 52/499 4.32G 0.021 0.01536 0.009185 86 640: 82%|########2 | 33/40 [00:08<00:01, 3.63it/s] 52/499 4.32G 0.021 0.01535 0.009267 66 640: 82%|########2 | 33/40 [00:08<00:01, 3.63it/s] 52/499 4.32G 0.021 0.01535 0.009267 66 640: 85%|########5 | 34/40 [00:08<00:01, 3.76it/s] 52/499 4.32G 0.02092 0.01528 0.009451 70 640: 85%|########5 | 34/40 [00:08<00:01, 3.76it/s] 52/499 4.32G 0.02092 0.01528 0.009451 70 640: 88%|########7 | 35/40 [00:08<00:01, 3.74it/s] 52/499 4.32G 0.02094 0.01531 0.009448 75 640: 88%|########7 | 35/40 [00:08<00:01, 3.74it/s] 52/499 4.32G 0.02094 0.01531 0.009448 75 640: 90%|######### | 36/40 [00:08<00:01, 3.62it/s] 52/499 4.32G 0.02095 0.01527 0.009387 69 640: 90%|######### | 36/40 [00:09<00:01, 3.62it/s] 52/499 4.32G 0.02095 0.01527 0.009387 69 640: 92%|#########2| 37/40 [00:09<00:00, 3.74it/s] 52/499 4.32G 0.02093 0.01532 0.009323 81 640: 92%|#########2| 37/40 [00:09<00:00, 3.74it/s] 52/499 4.32G 0.02093 0.01532 0.009323 81 640: 95%|#########5| 38/40 [00:09<00:00, 3.71it/s] 52/499 4.32G 0.02095 0.01534 0.009249 74 640: 95%|#########5| 38/40 [00:09<00:00, 3.71it/s] 52/499 4.32G 0.02095 0.01534 0.009249 74 640: 98%|#########7| 39/40 [00:09<00:00, 3.60it/s] 52/499 4.32G 0.02088 0.01524 0.009182 28 640: 98%|#########7| 39/40 [00:10<00:00, 3.60it/s] 52/499 4.32G 0.02088 0.01524 0.009182 28 640: 100%|##########| 40/40 [00:10<00:00, 3.76it/s] 52/499 4.32G 0.02088 0.01524 0.009182 28 640: 100%|##########| 40/40 [00:10<00:00, 3.98it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.60it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.51it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.53it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.75it/s] all 132 263 0.819 0.849 0.848 0.658 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 53/499 4.32G 0.02239 0.02034 0.006484 92 640: 0%| | 0/40 [00:00<?, ?it/s] 53/499 4.32G 0.02239 0.02034 0.006484 92 640: 2%|2 | 1/40 [00:00<00:11, 3.46it/s] 53/499 4.32G 0.02213 0.01831 0.008331 67 640: 2%|2 | 1/40 [00:00<00:11, 3.46it/s] 53/499 4.32G 0.02213 0.01831 0.008331 67 640: 5%|5 | 2/40 [00:00<00:11, 3.45it/s] 53/499 4.32G 0.02177 0.01778 0.008275 73 640: 5%|5 | 2/40 [00:00<00:11, 3.45it/s] 53/499 4.32G 0.02177 0.01778 0.008275 73 640: 8%|7 | 3/40 [00:00<00:10, 3.62it/s] 53/499 4.32G 0.0223 0.01687 0.008246 55 640: 8%|7 | 3/40 [00:01<00:10, 3.62it/s] 53/499 4.32G 0.0223 0.01687 0.008246 55 640: 10%|# | 4/40 [00:01<00:09, 3.69it/s] 53/499 4.32G 0.02228 0.01633 0.008618 70 640: 10%|# | 4/40 [00:01<00:09, 3.69it/s] 53/499 4.32G 0.02228 0.01633 0.008618 70 640: 12%|#2 | 5/40 [00:01<00:09, 3.56it/s] 53/499 4.32G 0.02223 0.01615 0.008605 73 640: 12%|#2 | 5/40 [00:01<00:09, 3.56it/s] 53/499 4.32G 0.02223 0.01615 0.008605 73 640: 15%|#5 | 6/40 [00:01<00:09, 3.68it/s] 53/499 4.32G 0.02222 0.01656 0.009321 90 640: 15%|#5 | 6/40 [00:01<00:09, 3.68it/s] 53/499 4.32G 0.02222 0.01656 0.009321 90 640: 18%|#7 | 7/40 [00:01<00:08, 3.71it/s] 53/499 4.32G 0.02273 0.01637 0.009469 73 640: 18%|#7 | 7/40 [00:02<00:08, 3.71it/s] 53/499 4.32G 0.02273 0.01637 0.009469 73 640: 20%|## | 8/40 [00:02<00:08, 3.59it/s] 53/499 4.32G 0.02237 0.0163 0.009596 84 640: 20%|## | 8/40 [00:02<00:08, 3.59it/s] 53/499 4.32G 0.02237 0.0163 0.009596 84 640: 22%|##2 | 9/40 [00:02<00:08, 3.74it/s] 53/499 4.32G 0.02232 0.01623 0.009792 78 640: 22%|##2 | 9/40 [00:02<00:08, 3.74it/s] 53/499 4.32G 0.02232 0.01623 0.009792 78 640: 25%|##5 | 10/40 [00:02<00:07, 3.88it/s] 53/499 4.32G 0.0221 0.01604 0.009809 70 640: 25%|##5 | 10/40 [00:02<00:07, 3.88it/s] 53/499 4.32G 0.0221 0.01604 0.009809 70 640: 28%|##7 | 11/40 [00:02<00:07, 4.10it/s] 53/499 4.32G 0.02195 0.0161 0.01001 79 640: 28%|##7 | 11/40 [00:03<00:07, 4.10it/s] 53/499 4.32G 0.02195 0.0161 0.01001 79 640: 30%|### | 12/40 [00:03<00:06, 4.40it/s] 53/499 4.32G 0.02177 0.01594 0.009915 74 640: 30%|### | 12/40 [00:03<00:06, 4.40it/s] 53/499 4.32G 0.02177 0.01594 0.009915 74 640: 32%|###2 | 13/40 [00:03<00:05, 4.62it/s] 53/499 4.32G 0.02191 0.01586 0.01034 57 640: 32%|###2 | 13/40 [00:03<00:05, 4.62it/s] 53/499 4.32G 0.02191 0.01586 0.01034 57 640: 35%|###5 | 14/40 [00:03<00:05, 4.66it/s] 53/499 4.32G 0.02184 0.01568 0.009931 65 640: 35%|###5 | 14/40 [00:03<00:05, 4.66it/s] 53/499 4.32G 0.02184 0.01568 0.009931 65 640: 38%|###7 | 15/40 [00:03<00:05, 4.85it/s] 53/499 4.32G 0.02183 0.01557 0.009986 64 640: 38%|###7 | 15/40 [00:03<00:05, 4.85it/s] 53/499 4.32G 0.02183 0.01557 0.009986 64 640: 40%|#### | 16/40 [00:03<00:04, 4.97it/s] 53/499 4.32G 0.02179 0.01553 0.009764 65 640: 40%|#### | 16/40 [00:04<00:04, 4.97it/s] 53/499 4.32G 0.02179 0.01553 0.009764 65 640: 42%|####2 | 17/40 [00:04<00:04, 4.87it/s] 53/499 4.32G 0.0217 0.0156 0.00998 78 640: 42%|####2 | 17/40 [00:04<00:04, 4.87it/s] 53/499 4.32G 0.0217 0.0156 0.00998 78 640: 45%|####5 | 18/40 [00:04<00:04, 5.00it/s] 53/499 4.32G 0.02155 0.01549 0.009765 69 640: 45%|####5 | 18/40 [00:04<00:04, 5.00it/s] 53/499 4.32G 0.02155 0.01549 0.009765 69 640: 48%|####7 | 19/40 [00:04<00:04, 5.12it/s] 53/499 4.32G 0.02154 0.01567 0.009637 91 640: 48%|####7 | 19/40 [00:04<00:04, 5.12it/s] 53/499 4.32G 0.02154 0.01567 0.009637 91 640: 50%|##### | 20/40 [00:04<00:03, 5.01it/s] 53/499 4.32G 0.02149 0.01566 0.00987 78 640: 50%|##### | 20/40 [00:04<00:03, 5.01it/s] 53/499 4.32G 0.02149 0.01566 0.00987 78 640: 52%|#####2 | 21/40 [00:04<00:03, 5.03it/s] 53/499 4.32G 0.02148 0.0157 0.009926 76 640: 52%|#####2 | 21/40 [00:05<00:03, 5.03it/s] 53/499 4.32G 0.02148 0.0157 0.009926 76 640: 55%|#####5 | 22/40 [00:05<00:03, 4.51it/s] 53/499 4.32G 0.02145 0.01584 0.009821 83 640: 55%|#####5 | 22/40 [00:05<00:03, 4.51it/s] 53/499 4.32G 0.02145 0.01584 0.009821 83 640: 57%|#####7 | 23/40 [00:05<00:04, 4.07it/s] 53/499 4.32G 0.02151 0.01579 0.009989 68 640: 57%|#####7 | 23/40 [00:05<00:04, 4.07it/s] 53/499 4.32G 0.02151 0.01579 0.009989 68 640: 60%|###### | 24/40 [00:05<00:03, 4.07it/s] 53/499 4.32G 0.02143 0.01574 0.009909 72 640: 60%|###### | 24/40 [00:05<00:03, 4.07it/s] 53/499 4.32G 0.02143 0.01574 0.009909 72 640: 62%|######2 | 25/40 [00:05<00:03, 3.96it/s] 53/499 4.32G 0.02144 0.0156 0.0101 60 640: 62%|######2 | 25/40 [00:06<00:03, 3.96it/s] 53/499 4.32G 0.02144 0.0156 0.0101 60 640: 65%|######5 | 26/40 [00:06<00:03, 3.74it/s] 53/499 4.32G 0.02143 0.01553 0.01016 69 640: 65%|######5 | 26/40 [00:06<00:03, 3.74it/s] 53/499 4.32G 0.02143 0.01553 0.01016 69 640: 68%|######7 | 27/40 [00:06<00:03, 3.84it/s] 53/499 4.32G 0.02145 0.01551 0.01016 73 640: 68%|######7 | 27/40 [00:06<00:03, 3.84it/s] 53/499 4.32G 0.02145 0.01551 0.01016 73 640: 70%|####### | 28/40 [00:06<00:03, 3.81it/s] 53/499 4.32G 0.02141 0.01561 0.01 90 640: 70%|####### | 28/40 [00:07<00:03, 3.81it/s] 53/499 4.32G 0.02141 0.01561 0.01 90 640: 72%|#######2 | 29/40 [00:07<00:03, 3.66it/s] 53/499 4.32G 0.02138 0.01565 0.009936 83 640: 72%|#######2 | 29/40 [00:07<00:03, 3.66it/s] 53/499 4.32G 0.02138 0.01565 0.009936 83 640: 75%|#######5 | 30/40 [00:07<00:02, 3.78it/s] 53/499 4.32G 0.02139 0.01568 0.01003 67 640: 75%|#######5 | 30/40 [00:07<00:02, 3.78it/s] 53/499 4.32G 0.02139 0.01568 0.01003 67 640: 78%|#######7 | 31/40 [00:07<00:02, 3.77it/s] 53/499 4.32G 0.02132 0.01562 0.009849 69 640: 78%|#######7 | 31/40 [00:07<00:02, 3.77it/s] 53/499 4.32G 0.02132 0.01562 0.009849 69 640: 80%|######## | 32/40 [00:07<00:02, 3.63it/s] 53/499 4.32G 0.02127 0.01558 0.00974 69 640: 80%|######## | 32/40 [00:08<00:02, 3.63it/s] 53/499 4.32G 0.02127 0.01558 0.00974 69 640: 82%|########2 | 33/40 [00:08<00:01, 3.75it/s] 53/499 4.32G 0.02123 0.01558 0.0098 70 640: 82%|########2 | 33/40 [00:08<00:01, 3.75it/s] 53/499 4.32G 0.02123 0.01558 0.0098 70 640: 85%|########5 | 34/40 [00:08<00:01, 3.75it/s] 53/499 4.32G 0.02126 0.01575 0.009872 98 640: 85%|########5 | 34/40 [00:08<00:01, 3.75it/s] 53/499 4.32G 0.02126 0.01575 0.009872 98 640: 88%|########7 | 35/40 [00:08<00:01, 3.58it/s] 53/499 4.32G 0.02132 0.01579 0.009853 78 640: 88%|########7 | 35/40 [00:08<00:01, 3.58it/s] 53/499 4.32G 0.02132 0.01579 0.009853 78 640: 90%|######### | 36/40 [00:08<00:01, 3.72it/s] 53/499 4.32G 0.02133 0.0158 0.009985 74 640: 90%|######### | 36/40 [00:09<00:01, 3.72it/s] 53/499 4.32G 0.02133 0.0158 0.009985 74 640: 92%|#########2| 37/40 [00:09<00:00, 3.74it/s] 53/499 4.32G 0.02134 0.01585 0.01003 82 640: 92%|#########2| 37/40 [00:09<00:00, 3.74it/s] 53/499 4.32G 0.02134 0.01585 0.01003 82 640: 95%|#########5| 38/40 [00:09<00:00, 3.58it/s] 53/499 4.32G 0.02137 0.01585 0.009874 70 640: 95%|#########5| 38/40 [00:09<00:00, 3.58it/s] 53/499 4.32G 0.02137 0.01585 0.009874 70 640: 98%|#########7| 39/40 [00:09<00:00, 3.71it/s] 53/499 4.32G 0.02133 0.01582 0.00976 35 640: 98%|#########7| 39/40 [00:10<00:00, 3.71it/s] 53/499 4.32G 0.02133 0.01582 0.00976 35 640: 100%|##########| 40/40 [00:10<00:00, 3.82it/s] 53/499 4.32G 0.02133 0.01582 0.00976 35 640: 100%|##########| 40/40 [00:10<00:00, 4.00it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.60it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.63it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.55it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.03it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.84it/s] all 132 263 0.871 0.821 0.889 0.686 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 54/499 4.32G 0.02162 0.01519 0.01045 71 640: 0%| | 0/40 [00:00<?, ?it/s] 54/499 4.32G 0.02162 0.01519 0.01045 71 640: 2%|2 | 1/40 [00:00<00:11, 3.27it/s] 54/499 4.32G 0.02255 0.0148 0.008468 70 640: 2%|2 | 1/40 [00:00<00:11, 3.27it/s] 54/499 4.32G 0.02255 0.0148 0.008468 70 640: 5%|5 | 2/40 [00:00<00:10, 3.72it/s] 54/499 4.32G 0.02279 0.01388 0.008291 56 640: 5%|5 | 2/40 [00:00<00:10, 3.72it/s] 54/499 4.32G 0.02279 0.01388 0.008291 56 640: 8%|7 | 3/40 [00:00<00:10, 3.70it/s] 54/499 4.32G 0.02361 0.01556 0.007919 90 640: 8%|7 | 3/40 [00:01<00:10, 3.70it/s] 54/499 4.32G 0.02361 0.01556 0.007919 90 640: 10%|# | 4/40 [00:01<00:09, 3.60it/s] 54/499 4.32G 0.02348 0.01546 0.008356 65 640: 10%|# | 4/40 [00:01<00:09, 3.60it/s] 54/499 4.32G 0.02348 0.01546 0.008356 65 640: 12%|#2 | 5/40 [00:01<00:09, 3.72it/s] 54/499 4.32G 0.02301 0.01552 0.007867 84 640: 12%|#2 | 5/40 [00:01<00:09, 3.72it/s] 54/499 4.32G 0.02301 0.01552 0.007867 84 640: 15%|#5 | 6/40 [00:01<00:09, 3.72it/s] 54/499 4.32G 0.02342 0.01629 0.007924 85 640: 15%|#5 | 6/40 [00:01<00:09, 3.72it/s] 54/499 4.32G 0.02342 0.01629 0.007924 85 640: 18%|#7 | 7/40 [00:01<00:09, 3.66it/s] 54/499 4.32G 0.02353 0.01639 0.008056 75 640: 18%|#7 | 7/40 [00:02<00:09, 3.66it/s] 54/499 4.32G 0.02353 0.01639 0.008056 75 640: 20%|## | 8/40 [00:02<00:08, 3.89it/s] 54/499 4.32G 0.02343 0.0166 0.007942 79 640: 20%|## | 8/40 [00:02<00:08, 3.89it/s] 54/499 4.32G 0.02343 0.0166 0.007942 79 640: 22%|##2 | 9/40 [00:02<00:07, 4.25it/s] 54/499 4.32G 0.02362 0.01641 0.008843 55 640: 22%|##2 | 9/40 [00:02<00:07, 4.25it/s] 54/499 4.32G 0.02362 0.01641 0.008843 55 640: 25%|##5 | 10/40 [00:02<00:06, 4.39it/s] 54/499 4.32G 0.02353 0.0163 0.008699 68 640: 25%|##5 | 10/40 [00:02<00:06, 4.39it/s] 54/499 4.32G 0.02353 0.0163 0.008699 68 640: 28%|##7 | 11/40 [00:02<00:06, 4.64it/s] 54/499 4.32G 0.02321 0.01631 0.008575 70 640: 28%|##7 | 11/40 [00:02<00:06, 4.64it/s] 54/499 4.32G 0.02321 0.01631 0.008575 70 640: 30%|### | 12/40 [00:02<00:05, 4.82it/s] 54/499 4.32G 0.02311 0.0163 0.008822 78 640: 30%|### | 12/40 [00:03<00:05, 4.82it/s] 54/499 4.32G 0.02311 0.0163 0.008822 78 640: 32%|###2 | 13/40 [00:03<00:05, 4.80it/s] 54/499 4.32G 0.02286 0.01631 0.008611 84 640: 32%|###2 | 13/40 [00:03<00:05, 4.80it/s] 54/499 4.32G 0.02286 0.01631 0.008611 84 640: 35%|###5 | 14/40 [00:03<00:05, 4.96it/s] 54/499 4.32G 0.02283 0.01612 0.008524 72 640: 35%|###5 | 14/40 [00:03<00:05, 4.96it/s] 54/499 4.32G 0.02283 0.01612 0.008524 72 640: 38%|###7 | 15/40 [00:03<00:04, 5.02it/s] 54/499 4.32G 0.02272 0.01608 0.008473 75 640: 38%|###7 | 15/40 [00:03<00:04, 5.02it/s] 54/499 4.32G 0.02272 0.01608 0.008473 75 640: 40%|#### | 16/40 [00:03<00:04, 4.94it/s] 54/499 4.32G 0.02258 0.01594 0.008723 67 640: 40%|#### | 16/40 [00:03<00:04, 4.94it/s] 54/499 4.32G 0.02258 0.01594 0.008723 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.09it/s] 54/499 4.32G 0.02244 0.01578 0.008505 66 640: 42%|####2 | 17/40 [00:04<00:04, 5.09it/s] 54/499 4.32G 0.02244 0.01578 0.008505 66 640: 45%|####5 | 18/40 [00:04<00:04, 5.14it/s] 54/499 4.32G 0.02241 0.01575 0.008744 69 640: 45%|####5 | 18/40 [00:04<00:04, 5.14it/s] 54/499 4.32G 0.02241 0.01575 0.008744 69 640: 48%|####7 | 19/40 [00:04<00:04, 4.90it/s] 54/499 4.32G 0.02228 0.01576 0.008993 73 640: 48%|####7 | 19/40 [00:04<00:04, 4.90it/s] 54/499 4.32G 0.02228 0.01576 0.008993 73 640: 50%|##### | 20/40 [00:04<00:04, 4.54it/s] 54/499 4.32G 0.02224 0.01576 0.008842 72 640: 50%|##### | 20/40 [00:04<00:04, 4.54it/s] 54/499 4.32G 0.02224 0.01576 0.008842 72 640: 52%|#####2 | 21/40 [00:04<00:04, 4.15it/s] 54/499 4.32G 0.02216 0.01579 0.008783 81 640: 52%|#####2 | 21/40 [00:05<00:04, 4.15it/s] 54/499 4.32G 0.02216 0.01579 0.008783 81 640: 55%|#####5 | 22/40 [00:05<00:04, 3.88it/s] 54/499 4.32G 0.02204 0.01577 0.008779 70 640: 55%|#####5 | 22/40 [00:05<00:04, 3.88it/s] 54/499 4.32G 0.02204 0.01577 0.008779 70 640: 57%|#####7 | 23/40 [00:05<00:04, 3.90it/s] 54/499 4.32G 0.02207 0.0157 0.008773 68 640: 57%|#####7 | 23/40 [00:05<00:04, 3.90it/s] 54/499 4.32G 0.02207 0.0157 0.008773 68 640: 60%|###### | 24/40 [00:05<00:04, 3.84it/s] 54/499 4.32G 0.02196 0.01565 0.00877 69 640: 60%|###### | 24/40 [00:05<00:04, 3.84it/s] 54/499 4.32G 0.02196 0.01565 0.00877 69 640: 62%|######2 | 25/40 [00:05<00:04, 3.69it/s] 54/499 4.32G 0.02189 0.01563 0.00863 78 640: 62%|######2 | 25/40 [00:06<00:04, 3.69it/s] 54/499 4.32G 0.02189 0.01563 0.00863 78 640: 65%|######5 | 26/40 [00:06<00:03, 3.77it/s] 54/499 4.32G 0.02183 0.01569 0.00858 82 640: 65%|######5 | 26/40 [00:06<00:03, 3.77it/s] 54/499 4.32G 0.02183 0.01569 0.00858 82 640: 68%|######7 | 27/40 [00:06<00:03, 3.77it/s] 54/499 4.32G 0.02172 0.0157 0.008397 80 640: 68%|######7 | 27/40 [00:06<00:03, 3.77it/s] 54/499 4.32G 0.02172 0.0157 0.008397 80 640: 70%|####### | 28/40 [00:06<00:03, 3.66it/s] 54/499 4.32G 0.02174 0.01579 0.008385 85 640: 70%|####### | 28/40 [00:07<00:03, 3.66it/s] 54/499 4.32G 0.02174 0.01579 0.008385 85 640: 72%|#######2 | 29/40 [00:07<00:02, 3.74it/s] 54/499 4.32G 0.02165 0.01576 0.008292 68 640: 72%|#######2 | 29/40 [00:07<00:02, 3.74it/s] 54/499 4.32G 0.02165 0.01576 0.008292 68 640: 75%|#######5 | 30/40 [00:07<00:02, 3.71it/s] 54/499 4.32G 0.02155 0.01573 0.008219 78 640: 75%|#######5 | 30/40 [00:07<00:02, 3.71it/s] 54/499 4.32G 0.02155 0.01573 0.008219 78 640: 78%|#######7 | 31/40 [00:07<00:02, 3.60it/s] 54/499 4.32G 0.02155 0.01573 0.008225 77 640: 78%|#######7 | 31/40 [00:07<00:02, 3.60it/s] 54/499 4.32G 0.02155 0.01573 0.008225 77 640: 80%|######## | 32/40 [00:07<00:02, 3.69it/s] 54/499 4.32G 0.0215 0.01572 0.008124 73 640: 80%|######## | 32/40 [00:08<00:02, 3.69it/s] 54/499 4.32G 0.0215 0.01572 0.008124 73 640: 82%|########2 | 33/40 [00:08<00:01, 3.71it/s] 54/499 4.32G 0.02151 0.01583 0.008209 87 640: 82%|########2 | 33/40 [00:08<00:01, 3.71it/s] 54/499 4.32G 0.02151 0.01583 0.008209 87 640: 85%|########5 | 34/40 [00:08<00:01, 3.61it/s] 54/499 4.32G 0.02154 0.01583 0.008259 74 640: 85%|########5 | 34/40 [00:08<00:01, 3.61it/s] 54/499 4.32G 0.02154 0.01583 0.008259 74 640: 88%|########7 | 35/40 [00:08<00:01, 3.70it/s] 54/499 4.32G 0.02155 0.01582 0.008278 72 640: 88%|########7 | 35/40 [00:08<00:01, 3.70it/s] 54/499 4.32G 0.02155 0.01582 0.008278 72 640: 90%|######### | 36/40 [00:08<00:01, 3.71it/s] 54/499 4.32G 0.02157 0.01586 0.008283 75 640: 90%|######### | 36/40 [00:09<00:01, 3.71it/s] 54/499 4.32G 0.02157 0.01586 0.008283 75 640: 92%|#########2| 37/40 [00:09<00:00, 3.59it/s] 54/499 4.32G 0.02155 0.01582 0.008305 64 640: 92%|#########2| 37/40 [00:09<00:00, 3.59it/s] 54/499 4.32G 0.02155 0.01582 0.008305 64 640: 95%|#########5| 38/40 [00:09<00:00, 3.70it/s] 54/499 4.32G 0.02149 0.01578 0.008273 71 640: 95%|#########5| 38/40 [00:09<00:00, 3.70it/s] 54/499 4.32G 0.02149 0.01578 0.008273 71 640: 98%|#########7| 39/40 [00:09<00:00, 3.72it/s] 54/499 4.32G 0.02152 0.01577 0.008211 37 640: 98%|#########7| 39/40 [00:10<00:00, 3.72it/s] 54/499 4.32G 0.02152 0.01577 0.008211 37 640: 100%|##########| 40/40 [00:10<00:00, 3.64it/s] 54/499 4.32G 0.02152 0.01577 0.008211 37 640: 100%|##########| 40/40 [00:10<00:00, 3.98it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.59it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.53it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.54it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.77it/s] all 132 263 0.778 0.854 0.887 0.669 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 55/499 4.32G 0.02143 0.01489 0.005504 73 640: 0%| | 0/40 [00:00<?, ?it/s] 55/499 4.32G 0.02143 0.01489 0.005504 73 640: 2%|2 | 1/40 [00:00<00:09, 4.27it/s] 55/499 4.32G 0.02228 0.01567 0.007011 72 640: 2%|2 | 1/40 [00:00<00:09, 4.27it/s] 55/499 4.32G 0.02228 0.01567 0.007011 72 640: 5%|5 | 2/40 [00:00<00:09, 3.94it/s] 55/499 4.32G 0.02253 0.01607 0.006947 72 640: 5%|5 | 2/40 [00:00<00:09, 3.94it/s] 55/499 4.32G 0.02253 0.01607 0.006947 72 640: 8%|7 | 3/40 [00:00<00:10, 3.65it/s] 55/499 4.32G 0.02203 0.01596 0.006976 79 640: 8%|7 | 3/40 [00:01<00:10, 3.65it/s] 55/499 4.32G 0.02203 0.01596 0.006976 79 640: 10%|# | 4/40 [00:01<00:09, 3.80it/s] 55/499 4.32G 0.02204 0.01573 0.007481 72 640: 10%|# | 4/40 [00:01<00:09, 3.80it/s] 55/499 4.32G 0.02204 0.01573 0.007481 72 640: 12%|#2 | 5/40 [00:01<00:09, 3.82it/s] 55/499 4.32G 0.02211 0.01536 0.008447 71 640: 12%|#2 | 5/40 [00:01<00:09, 3.82it/s] 55/499 4.32G 0.02211 0.01536 0.008447 71 640: 15%|#5 | 6/40 [00:01<00:08, 3.82it/s] 55/499 4.32G 0.02181 0.01535 0.007613 73 640: 15%|#5 | 6/40 [00:01<00:08, 3.82it/s] 55/499 4.32G 0.02181 0.01535 0.007613 73 640: 18%|#7 | 7/40 [00:01<00:07, 4.22it/s] 55/499 4.32G 0.02163 0.01589 0.007523 100 640: 18%|#7 | 7/40 [00:01<00:07, 4.22it/s] 55/499 4.32G 0.02163 0.01589 0.007523 100 640: 20%|## | 8/40 [00:01<00:07, 4.53it/s] 55/499 4.32G 0.02134 0.01619 0.007888 94 640: 20%|## | 8/40 [00:02<00:07, 4.53it/s] 55/499 4.32G 0.02134 0.01619 0.007888 94 640: 22%|##2 | 9/40 [00:02<00:06, 4.54it/s] 55/499 4.32G 0.02102 0.01635 0.007561 91 640: 22%|##2 | 9/40 [00:02<00:06, 4.54it/s] 55/499 4.32G 0.02102 0.01635 0.007561 91 640: 25%|##5 | 10/40 [00:02<00:06, 4.77it/s] 55/499 4.32G 0.02108 0.01631 0.007803 74 640: 25%|##5 | 10/40 [00:02<00:06, 4.77it/s] 55/499 4.32G 0.02108 0.01631 0.007803 74 640: 28%|##7 | 11/40 [00:02<00:05, 4.94it/s] 55/499 4.32G 0.02102 0.0161 0.007935 76 640: 28%|##7 | 11/40 [00:02<00:05, 4.94it/s] 55/499 4.32G 0.02102 0.0161 0.007935 76 640: 30%|### | 12/40 [00:02<00:05, 4.86it/s] 55/499 4.32G 0.02096 0.01604 0.008346 73 640: 30%|### | 12/40 [00:02<00:05, 4.86it/s] 55/499 4.32G 0.02096 0.01604 0.008346 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.02it/s] 55/499 4.32G 0.02085 0.01584 0.00823 64 640: 32%|###2 | 13/40 [00:03<00:05, 5.02it/s] 55/499 4.32G 0.02085 0.01584 0.00823 64 640: 35%|###5 | 14/40 [00:03<00:05, 5.11it/s] 55/499 4.32G 0.02075 0.01563 0.008202 64 640: 35%|###5 | 14/40 [00:03<00:05, 5.11it/s] 55/499 4.32G 0.02075 0.01563 0.008202 64 640: 38%|###7 | 15/40 [00:03<00:04, 5.03it/s] 55/499 4.32G 0.02073 0.01549 0.008236 67 640: 38%|###7 | 15/40 [00:03<00:04, 5.03it/s] 55/499 4.32G 0.02073 0.01549 0.008236 67 640: 40%|#### | 16/40 [00:03<00:04, 5.10it/s] 55/499 4.32G 0.02076 0.01558 0.008048 76 640: 40%|#### | 16/40 [00:03<00:04, 5.10it/s] 55/499 4.32G 0.02076 0.01558 0.008048 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.18it/s] 55/499 4.32G 0.02071 0.01573 0.008008 95 640: 42%|####2 | 17/40 [00:04<00:04, 5.18it/s] 55/499 4.32G 0.02071 0.01573 0.008008 95 640: 45%|####5 | 18/40 [00:04<00:05, 4.33it/s] 55/499 4.32G 0.02066 0.0156 0.008002 65 640: 45%|####5 | 18/40 [00:04<00:05, 4.33it/s] 55/499 4.32G 0.02066 0.0156 0.008002 65 640: 48%|####7 | 19/40 [00:04<00:04, 4.25it/s] 55/499 4.32G 0.02079 0.01552 0.008108 64 640: 48%|####7 | 19/40 [00:04<00:04, 4.25it/s] 55/499 4.32G 0.02079 0.01552 0.008108 64 640: 50%|##### | 20/40 [00:04<00:04, 4.04it/s] 55/499 4.32G 0.02092 0.01564 0.008024 78 640: 50%|##### | 20/40 [00:04<00:04, 4.04it/s] 55/499 4.32G 0.02092 0.01564 0.008024 78 640: 52%|#####2 | 21/40 [00:04<00:04, 3.83it/s] 55/499 4.32G 0.02089 0.01562 0.007863 69 640: 52%|#####2 | 21/40 [00:05<00:04, 3.83it/s] 55/499 4.32G 0.02089 0.01562 0.007863 69 640: 55%|#####5 | 22/40 [00:05<00:04, 3.90it/s] 55/499 4.32G 0.02106 0.01567 0.007775 76 640: 55%|#####5 | 22/40 [00:05<00:04, 3.90it/s] 55/499 4.32G 0.02106 0.01567 0.007775 76 640: 57%|#####7 | 23/40 [00:05<00:04, 3.81it/s] 55/499 4.32G 0.02112 0.01555 0.007907 63 640: 57%|#####7 | 23/40 [00:05<00:04, 3.81it/s] 55/499 4.32G 0.02112 0.01555 0.007907 63 640: 60%|###### | 24/40 [00:05<00:04, 3.68it/s] 55/499 4.32G 0.02117 0.01559 0.007852 81 640: 60%|###### | 24/40 [00:05<00:04, 3.68it/s] 55/499 4.32G 0.02117 0.01559 0.007852 81 640: 62%|######2 | 25/40 [00:05<00:03, 3.77it/s] 55/499 4.32G 0.02118 0.01566 0.007899 78 640: 62%|######2 | 25/40 [00:06<00:03, 3.77it/s] 55/499 4.32G 0.02118 0.01566 0.007899 78 640: 65%|######5 | 26/40 [00:06<00:03, 3.74it/s] 55/499 4.32G 0.02134 0.01569 0.008132 82 640: 65%|######5 | 26/40 [00:06<00:03, 3.74it/s] 55/499 4.32G 0.02134 0.01569 0.008132 82 640: 68%|######7 | 27/40 [00:06<00:03, 3.62it/s] 55/499 4.32G 0.02136 0.01578 0.008024 79 640: 68%|######7 | 27/40 [00:06<00:03, 3.62it/s] 55/499 4.32G 0.02136 0.01578 0.008024 79 640: 70%|####### | 28/40 [00:06<00:03, 3.75it/s] 55/499 4.32G 0.02134 0.01574 0.008063 74 640: 70%|####### | 28/40 [00:06<00:03, 3.75it/s] 55/499 4.32G 0.02134 0.01574 0.008063 74 640: 72%|#######2 | 29/40 [00:06<00:02, 3.72it/s] 55/499 4.32G 0.02132 0.01572 0.008029 74 640: 72%|#######2 | 29/40 [00:07<00:02, 3.72it/s] 55/499 4.32G 0.02132 0.01572 0.008029 74 640: 75%|#######5 | 30/40 [00:07<00:02, 3.43it/s] 55/499 4.32G 0.02142 0.0157 0.007941 70 640: 75%|#######5 | 30/40 [00:07<00:02, 3.43it/s] 55/499 4.32G 0.02142 0.0157 0.007941 70 640: 78%|#######7 | 31/40 [00:07<00:02, 3.60it/s] 55/499 4.32G 0.02144 0.01573 0.008208 80 640: 78%|#######7 | 31/40 [00:07<00:02, 3.60it/s] 55/499 4.32G 0.02144 0.01573 0.008208 80 640: 80%|######## | 32/40 [00:07<00:02, 3.62it/s] 55/499 4.32G 0.02142 0.01576 0.008113 87 640: 80%|######## | 32/40 [00:08<00:02, 3.62it/s] 55/499 4.32G 0.02142 0.01576 0.008113 87 640: 82%|########2 | 33/40 [00:08<00:01, 3.56it/s] 55/499 4.32G 0.02136 0.01568 0.008269 63 640: 82%|########2 | 33/40 [00:08<00:01, 3.56it/s] 55/499 4.32G 0.02136 0.01568 0.008269 63 640: 85%|########5 | 34/40 [00:08<00:01, 3.69it/s] 55/499 4.32G 0.0213 0.01563 0.008093 70 640: 85%|########5 | 34/40 [00:08<00:01, 3.69it/s] 55/499 4.32G 0.0213 0.01563 0.008093 70 640: 88%|########7 | 35/40 [00:08<00:01, 3.70it/s] 55/499 4.32G 0.02134 0.01567 0.008071 80 640: 88%|########7 | 35/40 [00:08<00:01, 3.70it/s] 55/499 4.32G 0.02134 0.01567 0.008071 80 640: 90%|######### | 36/40 [00:08<00:01, 3.61it/s] 55/499 4.32G 0.02138 0.01568 0.008122 78 640: 90%|######### | 36/40 [00:09<00:01, 3.61it/s] 55/499 4.32G 0.02138 0.01568 0.008122 78 640: 92%|#########2| 37/40 [00:09<00:00, 3.74it/s] 55/499 4.32G 0.02139 0.01576 0.008054 87 640: 92%|#########2| 37/40 [00:09<00:00, 3.74it/s] 55/499 4.32G 0.02139 0.01576 0.008054 87 640: 95%|#########5| 38/40 [00:09<00:00, 3.71it/s] 55/499 4.32G 0.02132 0.01573 0.007992 72 640: 95%|#########5| 38/40 [00:09<00:00, 3.71it/s] 55/499 4.32G 0.02132 0.01573 0.007992 72 640: 98%|#########7| 39/40 [00:09<00:00, 3.62it/s] 55/499 4.32G 0.02131 0.01559 0.007891 27 640: 98%|#########7| 39/40 [00:09<00:00, 3.62it/s] 55/499 4.32G 0.02131 0.01559 0.007891 27 640: 100%|##########| 40/40 [00:09<00:00, 3.81it/s] 55/499 4.32G 0.02131 0.01559 0.007891 27 640: 100%|##########| 40/40 [00:09<00:00, 4.01it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:02, 1.44it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.52it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.51it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.02it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.79it/s] all 132 263 0.789 0.93 0.877 0.676 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 56/499 4.32G 0.02301 0.0184 0.009768 74 640: 0%| | 0/40 [00:00<?, ?it/s] 56/499 4.32G 0.02301 0.0184 0.009768 74 640: 2%|2 | 1/40 [00:00<00:09, 3.94it/s] 56/499 4.32G 0.02293 0.01723 0.01171 70 640: 2%|2 | 1/40 [00:00<00:09, 3.94it/s] 56/499 4.32G 0.02293 0.01723 0.01171 70 640: 5%|5 | 2/40 [00:00<00:08, 4.27it/s] 56/499 4.32G 0.02288 0.01664 0.009675 72 640: 5%|5 | 2/40 [00:00<00:08, 4.27it/s] 56/499 4.32G 0.02288 0.01664 0.009675 72 640: 8%|7 | 3/40 [00:00<00:08, 4.19it/s] 56/499 4.32G 0.02298 0.01654 0.009254 65 640: 8%|7 | 3/40 [00:01<00:08, 4.19it/s] 56/499 4.32G 0.02298 0.01654 0.009254 65 640: 10%|# | 4/40 [00:01<00:09, 3.72it/s] 56/499 4.32G 0.02325 0.01646 0.009498 70 640: 10%|# | 4/40 [00:01<00:09, 3.72it/s] 56/499 4.32G 0.02325 0.01646 0.009498 70 640: 12%|#2 | 5/40 [00:01<00:09, 3.75it/s] 56/499 4.32G 0.023 0.01641 0.008844 73 640: 12%|#2 | 5/40 [00:01<00:09, 3.75it/s] 56/499 4.32G 0.023 0.01641 0.008844 73 640: 15%|#5 | 6/40 [00:01<00:08, 4.15it/s] 56/499 4.32G 0.0226 0.01618 0.008833 71 640: 15%|#5 | 6/40 [00:01<00:08, 4.15it/s] 56/499 4.32G 0.0226 0.01618 0.008833 71 640: 18%|#7 | 7/40 [00:01<00:07, 4.45it/s] 56/499 4.32G 0.02242 0.01644 0.008437 82 640: 18%|#7 | 7/40 [00:01<00:07, 4.45it/s] 56/499 4.32G 0.02242 0.01644 0.008437 82 640: 20%|## | 8/40 [00:01<00:07, 4.49it/s] 56/499 4.32G 0.02235 0.0161 0.008882 60 640: 20%|## | 8/40 [00:02<00:07, 4.49it/s] 56/499 4.32G 0.02235 0.0161 0.008882 60 640: 22%|##2 | 9/40 [00:02<00:06, 4.72it/s] 56/499 4.32G 0.02238 0.01647 0.009101 95 640: 22%|##2 | 9/40 [00:02<00:06, 4.72it/s] 56/499 4.32G 0.02238 0.01647 0.009101 95 640: 25%|##5 | 10/40 [00:02<00:06, 4.91it/s] 56/499 4.32G 0.02232 0.01639 0.00912 65 640: 25%|##5 | 10/40 [00:02<00:06, 4.91it/s] 56/499 4.32G 0.02232 0.01639 0.00912 65 640: 28%|##7 | 11/40 [00:02<00:06, 4.83it/s] 56/499 4.32G 0.02222 0.01598 0.008992 57 640: 28%|##7 | 11/40 [00:02<00:06, 4.83it/s] 56/499 4.32G 0.02222 0.01598 0.008992 57 640: 30%|### | 12/40 [00:02<00:05, 4.92it/s] 56/499 4.32G 0.02221 0.01588 0.009705 67 640: 30%|### | 12/40 [00:02<00:05, 4.92it/s] 56/499 4.32G 0.02221 0.01588 0.009705 67 640: 32%|###2 | 13/40 [00:02<00:05, 4.94it/s] 56/499 4.32G 0.02203 0.01585 0.009756 71 640: 32%|###2 | 13/40 [00:03<00:05, 4.94it/s] 56/499 4.32G 0.02203 0.01585 0.009756 71 640: 35%|###5 | 14/40 [00:03<00:05, 4.87it/s] 56/499 4.32G 0.02179 0.01586 0.009714 81 640: 35%|###5 | 14/40 [00:03<00:05, 4.87it/s] 56/499 4.32G 0.02179 0.01586 0.009714 81 640: 38%|###7 | 15/40 [00:03<00:04, 5.05it/s] 56/499 4.32G 0.02171 0.0157 0.009535 71 640: 38%|###7 | 15/40 [00:03<00:04, 5.05it/s] 56/499 4.32G 0.02171 0.0157 0.009535 71 640: 40%|#### | 16/40 [00:03<00:04, 4.97it/s] 56/499 4.32G 0.02166 0.01572 0.009393 73 640: 40%|#### | 16/40 [00:03<00:04, 4.97it/s] 56/499 4.32G 0.02166 0.01572 0.009393 73 640: 42%|####2 | 17/40 [00:03<00:05, 4.33it/s] 56/499 4.32G 0.02159 0.0159 0.009392 84 640: 42%|####2 | 17/40 [00:04<00:05, 4.33it/s] 56/499 4.32G 0.02159 0.0159 0.009392 84 640: 45%|####5 | 18/40 [00:04<00:05, 4.21it/s] 56/499 4.32G 0.0215 0.01599 0.009175 81 640: 45%|####5 | 18/40 [00:04<00:05, 4.21it/s] 56/499 4.32G 0.0215 0.01599 0.009175 81 640: 48%|####7 | 19/40 [00:04<00:05, 4.06it/s] 56/499 4.32G 0.02155 0.01588 0.009191 63 640: 48%|####7 | 19/40 [00:04<00:05, 4.06it/s] 56/499 4.32G 0.02155 0.01588 0.009191 63 640: 50%|##### | 20/40 [00:04<00:05, 3.83it/s] 56/499 4.32G 0.0215 0.01583 0.009069 67 640: 50%|##### | 20/40 [00:04<00:05, 3.83it/s] 56/499 4.32G 0.0215 0.01583 0.009069 67 640: 52%|#####2 | 21/40 [00:04<00:04, 3.85it/s] 56/499 4.32G 0.02136 0.01574 0.009095 71 640: 52%|#####2 | 21/40 [00:05<00:04, 3.85it/s] 56/499 4.32G 0.02136 0.01574 0.009095 71 640: 55%|#####5 | 22/40 [00:05<00:04, 3.82it/s] 56/499 4.32G 0.02128 0.01578 0.009064 82 640: 55%|#####5 | 22/40 [00:05<00:04, 3.82it/s] 56/499 4.32G 0.02128 0.01578 0.009064 82 640: 57%|#####7 | 23/40 [00:05<00:04, 3.69it/s] 56/499 4.32G 0.02123 0.01586 0.009139 89 640: 57%|#####7 | 23/40 [00:05<00:04, 3.69it/s] 56/499 4.32G 0.02123 0.01586 0.009139 89 640: 60%|###### | 24/40 [00:05<00:04, 3.73it/s] 56/499 4.32G 0.02129 0.01595 0.009306 88 640: 60%|###### | 24/40 [00:05<00:04, 3.73it/s] 56/499 4.32G 0.02129 0.01595 0.009306 88 640: 62%|######2 | 25/40 [00:05<00:04, 3.73it/s] 56/499 4.32G 0.02138 0.01594 0.009302 76 640: 62%|######2 | 25/40 [00:06<00:04, 3.73it/s] 56/499 4.32G 0.02138 0.01594 0.009302 76 640: 65%|######5 | 26/40 [00:06<00:03, 3.62it/s] 56/499 4.32G 0.02147 0.0159 0.009242 61 640: 65%|######5 | 26/40 [00:06<00:03, 3.62it/s] 56/499 4.32G 0.02147 0.0159 0.009242 61 640: 68%|######7 | 27/40 [00:06<00:03, 3.72it/s] 56/499 4.32G 0.02152 0.01593 0.009089 82 640: 68%|######7 | 27/40 [00:06<00:03, 3.72it/s] 56/499 4.32G 0.02152 0.01593 0.009089 82 640: 70%|####### | 28/40 [00:06<00:03, 3.71it/s] 56/499 4.32G 0.0215 0.01584 0.00895 68 640: 70%|####### | 28/40 [00:07<00:03, 3.71it/s] 56/499 4.32G 0.0215 0.01584 0.00895 68 640: 72%|#######2 | 29/40 [00:07<00:03, 3.61it/s] 56/499 4.32G 0.02146 0.01573 0.008956 60 640: 72%|#######2 | 29/40 [00:07<00:03, 3.61it/s] 56/499 4.32G 0.02146 0.01573 0.008956 60 640: 75%|#######5 | 30/40 [00:07<00:02, 3.71it/s] 56/499 4.32G 0.02141 0.01568 0.008998 66 640: 75%|#######5 | 30/40 [00:07<00:02, 3.71it/s] 56/499 4.32G 0.02141 0.01568 0.008998 66 640: 78%|#######7 | 31/40 [00:07<00:02, 3.72it/s] 56/499 4.32G 0.02141 0.01575 0.008939 81 640: 78%|#######7 | 31/40 [00:07<00:02, 3.72it/s] 56/499 4.32G 0.02141 0.01575 0.008939 81 640: 80%|######## | 32/40 [00:07<00:02, 3.60it/s] 56/499 4.32G 0.0214 0.01563 0.00884 62 640: 80%|######## | 32/40 [00:08<00:02, 3.60it/s] 56/499 4.32G 0.0214 0.01563 0.00884 62 640: 82%|########2 | 33/40 [00:08<00:01, 3.70it/s] 56/499 4.32G 0.02138 0.01566 0.008816 82 640: 82%|########2 | 33/40 [00:08<00:01, 3.70it/s] 56/499 4.32G 0.02138 0.01566 0.008816 82 640: 85%|########5 | 34/40 [00:08<00:01, 3.70it/s] 56/499 4.32G 0.02138 0.01569 0.008782 85 640: 85%|########5 | 34/40 [00:08<00:01, 3.70it/s] 56/499 4.32G 0.02138 0.01569 0.008782 85 640: 88%|########7 | 35/40 [00:08<00:01, 3.59it/s] 56/499 4.32G 0.02139 0.01566 0.008761 66 640: 88%|########7 | 35/40 [00:08<00:01, 3.59it/s] 56/499 4.32G 0.02139 0.01566 0.008761 66 640: 90%|######### | 36/40 [00:08<00:01, 3.72it/s] 56/499 4.32G 0.02137 0.01568 0.00875 79 640: 90%|######### | 36/40 [00:09<00:01, 3.72it/s] 56/499 4.32G 0.02137 0.01568 0.00875 79 640: 92%|#########2| 37/40 [00:09<00:00, 3.73it/s] 56/499 4.32G 0.02132 0.0157 0.008799 81 640: 92%|#########2| 37/40 [00:09<00:00, 3.73it/s] 56/499 4.32G 0.02132 0.0157 0.008799 81 640: 95%|#########5| 38/40 [00:09<00:00, 3.63it/s] 56/499 4.32G 0.0213 0.01571 0.008772 79 640: 95%|#########5| 38/40 [00:09<00:00, 3.63it/s] 56/499 4.32G 0.0213 0.01571 0.008772 79 640: 98%|#########7| 39/40 [00:09<00:00, 3.70it/s] 56/499 4.32G 0.0213 0.01578 0.008741 42 640: 98%|#########7| 39/40 [00:10<00:00, 3.70it/s] 56/499 4.32G 0.0213 0.01578 0.008741 42 640: 100%|##########| 40/40 [00:10<00:00, 3.77it/s] 56/499 4.32G 0.0213 0.01578 0.008741 42 640: 100%|##########| 40/40 [00:10<00:00, 4.00it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.60it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.65it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.63it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.02it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.86it/s] all 132 263 0.82 0.879 0.903 0.709 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 57/499 4.32G 0.01973 0.01244 0.005085 66 640: 0%| | 0/40 [00:00<?, ?it/s] 57/499 4.32G 0.01973 0.01244 0.005085 66 640: 2%|2 | 1/40 [00:00<00:12, 3.16it/s] 57/499 4.32G 0.02181 0.0145 0.007069 75 640: 2%|2 | 1/40 [00:00<00:12, 3.16it/s] 57/499 4.32G 0.02181 0.0145 0.007069 75 640: 5%|5 | 2/40 [00:00<00:10, 3.50it/s] 57/499 4.32G 0.02123 0.0147 0.007873 77 640: 5%|5 | 2/40 [00:00<00:10, 3.50it/s] 57/499 4.32G 0.02123 0.0147 0.007873 77 640: 8%|7 | 3/40 [00:00<00:09, 3.80it/s] 57/499 4.32G 0.02152 0.01553 0.008745 78 640: 8%|7 | 3/40 [00:01<00:09, 3.80it/s] 57/499 4.32G 0.02152 0.01553 0.008745 78 640: 10%|# | 4/40 [00:01<00:08, 4.06it/s] 57/499 4.32G 0.02115 0.01555 0.00886 69 640: 10%|# | 4/40 [00:01<00:08, 4.06it/s] 57/499 4.32G 0.02115 0.01555 0.00886 69 640: 12%|#2 | 5/40 [00:01<00:07, 4.45it/s] 57/499 4.32G 0.02097 0.01577 0.008315 83 640: 12%|#2 | 5/40 [00:01<00:07, 4.45it/s] 57/499 4.32G 0.02097 0.01577 0.008315 83 640: 15%|#5 | 6/40 [00:01<00:07, 4.73it/s] 57/499 4.32G 0.02096 0.01586 0.008464 78 640: 15%|#5 | 6/40 [00:01<00:07, 4.73it/s] 57/499 4.32G 0.02096 0.01586 0.008464 78 640: 18%|#7 | 7/40 [00:01<00:06, 4.74it/s] 57/499 4.32G 0.02081 0.01554 0.008452 68 640: 18%|#7 | 7/40 [00:01<00:06, 4.74it/s] 57/499 4.32G 0.02081 0.01554 0.008452 68 640: 20%|## | 8/40 [00:01<00:06, 4.93it/s] 57/499 4.32G 0.02099 0.01542 0.008736 72 640: 20%|## | 8/40 [00:02<00:06, 4.93it/s] 57/499 4.32G 0.02099 0.01542 0.008736 72 640: 22%|##2 | 9/40 [00:02<00:06, 4.96it/s] 57/499 4.32G 0.02125 0.01545 0.008983 75 640: 22%|##2 | 9/40 [00:02<00:06, 4.96it/s] 57/499 4.32G 0.02125 0.01545 0.008983 75 640: 25%|##5 | 10/40 [00:02<00:06, 4.90it/s] 57/499 4.32G 0.02142 0.01557 0.00904 82 640: 25%|##5 | 10/40 [00:02<00:06, 4.90it/s] 57/499 4.32G 0.02142 0.01557 0.00904 82 640: 28%|##7 | 11/40 [00:02<00:05, 5.05it/s] 57/499 4.32G 0.02128 0.01538 0.009741 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.05it/s] 57/499 4.32G 0.02128 0.01538 0.009741 65 640: 30%|### | 12/40 [00:02<00:05, 5.17it/s] 57/499 4.32G 0.02134 0.01525 0.009419 63 640: 30%|### | 12/40 [00:02<00:05, 5.17it/s] 57/499 4.32G 0.02134 0.01525 0.009419 63 640: 32%|###2 | 13/40 [00:02<00:05, 5.00it/s] 57/499 4.32G 0.02123 0.01519 0.009268 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.00it/s] 57/499 4.32G 0.02123 0.01519 0.009268 71 640: 35%|###5 | 14/40 [00:02<00:05, 5.03it/s] 57/499 4.32G 0.02128 0.01544 0.009615 80 640: 35%|###5 | 14/40 [00:03<00:05, 5.03it/s] 57/499 4.32G 0.02128 0.01544 0.009615 80 640: 38%|###7 | 15/40 [00:03<00:05, 4.51it/s] 57/499 4.32G 0.0212 0.01549 0.009583 84 640: 38%|###7 | 15/40 [00:03<00:05, 4.51it/s] 57/499 4.32G 0.0212 0.01549 0.009583 84 640: 40%|#### | 16/40 [00:03<00:05, 4.08it/s] 57/499 4.32G 0.0213 0.01557 0.009801 77 640: 40%|#### | 16/40 [00:03<00:05, 4.08it/s] 57/499 4.32G 0.0213 0.01557 0.009801 77 640: 42%|####2 | 17/40 [00:03<00:05, 4.10it/s] 57/499 4.32G 0.02132 0.01559 0.009905 80 640: 42%|####2 | 17/40 [00:04<00:05, 4.10it/s] 57/499 4.32G 0.02132 0.01559 0.009905 80 640: 45%|####5 | 18/40 [00:04<00:05, 3.95it/s] 57/499 4.32G 0.02123 0.01558 0.009819 80 640: 45%|####5 | 18/40 [00:04<00:05, 3.95it/s] 57/499 4.32G 0.02123 0.01558 0.009819 80 640: 48%|####7 | 19/40 [00:04<00:05, 3.76it/s] 57/499 4.32G 0.02117 0.01546 0.009615 62 640: 48%|####7 | 19/40 [00:04<00:05, 3.76it/s] 57/499 4.32G 0.02117 0.01546 0.009615 62 640: 50%|##### | 20/40 [00:04<00:05, 3.85it/s] 57/499 4.32G 0.02115 0.01556 0.009577 83 640: 50%|##### | 20/40 [00:04<00:05, 3.85it/s] 57/499 4.32G 0.02115 0.01556 0.009577 83 640: 52%|#####2 | 21/40 [00:04<00:05, 3.80it/s] 57/499 4.32G 0.02132 0.0155 0.009482 61 640: 52%|#####2 | 21/40 [00:05<00:05, 3.80it/s] 57/499 4.32G 0.02132 0.0155 0.009482 61 640: 55%|#####5 | 22/40 [00:05<00:04, 3.69it/s] 57/499 4.32G 0.02131 0.01558 0.009342 84 640: 55%|#####5 | 22/40 [00:05<00:04, 3.69it/s] 57/499 4.32G 0.02131 0.01558 0.009342 84 640: 57%|#####7 | 23/40 [00:05<00:04, 3.79it/s] 57/499 4.32G 0.02128 0.01555 0.009332 75 640: 57%|#####7 | 23/40 [00:05<00:04, 3.79it/s] 57/499 4.32G 0.02128 0.01555 0.009332 75 640: 60%|###### | 24/40 [00:05<00:04, 3.76it/s] 57/499 4.32G 0.02138 0.01555 0.009278 73 640: 60%|###### | 24/40 [00:05<00:04, 3.76it/s] 57/499 4.32G 0.02138 0.01555 0.009278 73 640: 62%|######2 | 25/40 [00:06<00:04, 3.63it/s] 57/499 4.32G 0.02148 0.01545 0.009517 58 640: 62%|######2 | 25/40 [00:06<00:04, 3.63it/s] 57/499 4.32G 0.02148 0.01545 0.009517 58 640: 65%|######5 | 26/40 [00:06<00:03, 3.78it/s] 57/499 4.32G 0.02153 0.01552 0.009567 78 640: 65%|######5 | 26/40 [00:06<00:03, 3.78it/s] 57/499 4.32G 0.02153 0.01552 0.009567 78 640: 68%|######7 | 27/40 [00:06<00:03, 3.74it/s] 57/499 4.32G 0.02165 0.0155 0.009656 68 640: 68%|######7 | 27/40 [00:06<00:03, 3.74it/s] 57/499 4.32G 0.02165 0.0155 0.009656 68 640: 70%|####### | 28/40 [00:06<00:03, 3.64it/s] 57/499 4.32G 0.02171 0.01552 0.009744 75 640: 70%|####### | 28/40 [00:07<00:03, 3.64it/s] 57/499 4.32G 0.02171 0.01552 0.009744 75 640: 72%|#######2 | 29/40 [00:07<00:02, 3.76it/s] 57/499 4.32G 0.02173 0.01569 0.009827 95 640: 72%|#######2 | 29/40 [00:07<00:02, 3.76it/s] 57/499 4.32G 0.02173 0.01569 0.009827 95 640: 75%|#######5 | 30/40 [00:07<00:02, 3.73it/s] 57/499 4.32G 0.02173 0.01574 0.009781 83 640: 75%|#######5 | 30/40 [00:07<00:02, 3.73it/s] 57/499 4.32G 0.02173 0.01574 0.009781 83 640: 78%|#######7 | 31/40 [00:07<00:02, 3.62it/s] 57/499 4.32G 0.02169 0.01573 0.009612 84 640: 78%|#######7 | 31/40 [00:07<00:02, 3.62it/s] 57/499 4.32G 0.02169 0.01573 0.009612 84 640: 80%|######## | 32/40 [00:07<00:02, 3.76it/s] 57/499 4.32G 0.02166 0.01573 0.009491 75 640: 80%|######## | 32/40 [00:08<00:02, 3.76it/s] 57/499 4.32G 0.02166 0.01573 0.009491 75 640: 82%|########2 | 33/40 [00:08<00:01, 3.73it/s] 57/499 4.32G 0.02171 0.01576 0.0095 82 640: 82%|########2 | 33/40 [00:08<00:01, 3.73it/s] 57/499 4.32G 0.02171 0.01576 0.0095 82 640: 85%|########5 | 34/40 [00:08<00:01, 3.62it/s] 57/499 4.32G 0.02169 0.01565 0.009466 57 640: 85%|########5 | 34/40 [00:08<00:01, 3.62it/s] 57/499 4.32G 0.02169 0.01565 0.009466 57 640: 88%|########7 | 35/40 [00:08<00:01, 3.75it/s] 57/499 4.32G 0.02164 0.01562 0.009467 72 640: 88%|########7 | 35/40 [00:08<00:01, 3.75it/s] 57/499 4.32G 0.02164 0.01562 0.009467 72 640: 90%|######### | 36/40 [00:08<00:01, 3.72it/s] 57/499 4.32G 0.02162 0.01564 0.009492 83 640: 90%|######### | 36/40 [00:09<00:01, 3.72it/s] 57/499 4.32G 0.02162 0.01564 0.009492 83 640: 92%|#########2| 37/40 [00:09<00:00, 3.61it/s] 57/499 4.32G 0.02166 0.01559 0.009522 67 640: 92%|#########2| 37/40 [00:09<00:00, 3.61it/s] 57/499 4.32G 0.02166 0.01559 0.009522 67 640: 95%|#########5| 38/40 [00:09<00:00, 3.75it/s] 57/499 4.32G 0.02162 0.01551 0.009454 62 640: 95%|#########5| 38/40 [00:09<00:00, 3.75it/s] 57/499 4.32G 0.02162 0.01551 0.009454 62 640: 98%|#########7| 39/40 [00:09<00:00, 3.72it/s] 57/499 4.32G 0.02171 0.01553 0.009364 38 640: 98%|#########7| 39/40 [00:10<00:00, 3.72it/s] 57/499 4.32G 0.02171 0.01553 0.009364 38 640: 100%|##########| 40/40 [00:10<00:00, 3.62it/s] 57/499 4.32G 0.02171 0.01553 0.009364 38 640: 100%|##########| 40/40 [00:10<00:00, 3.98it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.52it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.52it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.53it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.14it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.86it/s] all 132 263 0.867 0.809 0.85 0.629 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 58/499 4.32G 0.0237 0.01906 0.008159 88 640: 0%| | 0/40 [00:00<?, ?it/s] 58/499 4.32G 0.0237 0.01906 0.008159 88 640: 2%|2 | 1/40 [00:00<00:08, 4.72it/s] 58/499 4.32G 0.02403 0.01687 0.0111 69 640: 2%|2 | 1/40 [00:00<00:08, 4.72it/s] 58/499 4.32G 0.02403 0.01687 0.0111 69 640: 5%|5 | 2/40 [00:00<00:08, 4.39it/s] 58/499 4.32G 0.02446 0.01587 0.01046 61 640: 5%|5 | 2/40 [00:00<00:08, 4.39it/s] 58/499 4.32G 0.02446 0.01587 0.01046 61 640: 8%|7 | 3/40 [00:00<00:08, 4.52it/s] 58/499 4.32G 0.02414 0.01475 0.009926 49 640: 8%|7 | 3/40 [00:00<00:08, 4.52it/s] 58/499 4.32G 0.02414 0.01475 0.009926 49 640: 10%|# | 4/40 [00:00<00:07, 4.83it/s] 58/499 4.32G 0.02371 0.01562 0.008763 81 640: 10%|# | 4/40 [00:01<00:07, 4.83it/s] 58/499 4.32G 0.02371 0.01562 0.008763 81 640: 12%|#2 | 5/40 [00:01<00:07, 4.99it/s] 58/499 4.32G 0.02307 0.01553 0.01015 68 640: 12%|#2 | 5/40 [00:01<00:07, 4.99it/s] 58/499 4.32G 0.02307 0.01553 0.01015 68 640: 15%|#5 | 6/40 [00:01<00:06, 4.94it/s] 58/499 4.32G 0.02291 0.01563 0.009505 73 640: 15%|#5 | 6/40 [00:01<00:06, 4.94it/s] 58/499 4.32G 0.02291 0.01563 0.009505 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.05it/s] 58/499 4.32G 0.02267 0.01596 0.009085 90 640: 18%|#7 | 7/40 [00:01<00:06, 5.05it/s] 58/499 4.32G 0.02267 0.01596 0.009085 90 640: 20%|## | 8/40 [00:01<00:06, 5.17it/s] 58/499 4.32G 0.02235 0.01598 0.008646 82 640: 20%|## | 8/40 [00:01<00:06, 5.17it/s] 58/499 4.32G 0.02235 0.01598 0.008646 82 640: 22%|##2 | 9/40 [00:01<00:06, 5.02it/s] 58/499 4.32G 0.02215 0.01565 0.008308 64 640: 22%|##2 | 9/40 [00:02<00:06, 5.02it/s] 58/499 4.32G 0.02215 0.01565 0.008308 64 640: 25%|##5 | 10/40 [00:02<00:05, 5.13it/s] 58/499 4.32G 0.02222 0.01532 0.009347 54 640: 25%|##5 | 10/40 [00:02<00:05, 5.13it/s] 58/499 4.32G 0.02222 0.01532 0.009347 54 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 58/499 4.32G 0.02207 0.01535 0.009444 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 58/499 4.32G 0.02207 0.01535 0.009444 78 640: 30%|### | 12/40 [00:02<00:05, 5.09it/s] 58/499 4.32G 0.02188 0.01542 0.009326 76 640: 30%|### | 12/40 [00:02<00:05, 5.09it/s] 58/499 4.32G 0.02188 0.01542 0.009326 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.05it/s] 58/499 4.32G 0.02187 0.01544 0.009315 77 640: 32%|###2 | 13/40 [00:02<00:05, 5.05it/s] 58/499 4.32G 0.02187 0.01544 0.009315 77 640: 35%|###5 | 14/40 [00:02<00:05, 4.57it/s] 58/499 4.32G 0.02176 0.0155 0.009268 75 640: 35%|###5 | 14/40 [00:03<00:05, 4.57it/s] 58/499 4.32G 0.02176 0.0155 0.009268 75 640: 38%|###7 | 15/40 [00:03<00:06, 4.14it/s] 58/499 4.32G 0.02177 0.01547 0.009059 70 640: 38%|###7 | 15/40 [00:03<00:06, 4.14it/s] 58/499 4.32G 0.02177 0.01547 0.009059 70 640: 40%|#### | 16/40 [00:03<00:05, 4.09it/s] 58/499 4.32G 0.02184 0.01564 0.008898 78 640: 40%|#### | 16/40 [00:03<00:05, 4.09it/s] 58/499 4.32G 0.02184 0.01564 0.008898 78 640: 42%|####2 | 17/40 [00:03<00:05, 3.99it/s] 58/499 4.32G 0.0218 0.01558 0.008884 72 640: 42%|####2 | 17/40 [00:03<00:05, 3.99it/s] 58/499 4.32G 0.0218 0.01558 0.008884 72 640: 45%|####5 | 18/40 [00:03<00:05, 3.79it/s] 58/499 4.32G 0.02173 0.01569 0.008892 84 640: 45%|####5 | 18/40 [00:04<00:05, 3.79it/s] 58/499 4.32G 0.02173 0.01569 0.008892 84 640: 48%|####7 | 19/40 [00:04<00:05, 3.84it/s] 58/499 4.32G 0.0216 0.01566 0.008873 76 640: 48%|####7 | 19/40 [00:04<00:05, 3.84it/s] 58/499 4.32G 0.0216 0.01566 0.008873 76 640: 50%|##### | 20/40 [00:04<00:05, 3.81it/s] 58/499 4.32G 0.02154 0.01565 0.009043 75 640: 50%|##### | 20/40 [00:04<00:05, 3.81it/s] 58/499 4.32G 0.02154 0.01565 0.009043 75 640: 52%|#####2 | 21/40 [00:04<00:05, 3.68it/s] 58/499 4.32G 0.02145 0.01562 0.00892 77 640: 52%|#####2 | 21/40 [00:05<00:05, 3.68it/s] 58/499 4.32G 0.02145 0.01562 0.00892 77 640: 55%|#####5 | 22/40 [00:05<00:04, 3.76it/s] 58/499 4.32G 0.02132 0.01555 0.008909 68 640: 55%|#####5 | 22/40 [00:05<00:04, 3.76it/s] 58/499 4.32G 0.02132 0.01555 0.008909 68 640: 57%|#####7 | 23/40 [00:05<00:04, 3.77it/s] 58/499 4.32G 0.02148 0.01562 0.008923 76 640: 57%|#####7 | 23/40 [00:05<00:04, 3.77it/s] 58/499 4.32G 0.02148 0.01562 0.008923 76 640: 60%|###### | 24/40 [00:05<00:04, 3.65it/s] 58/499 4.32G 0.02154 0.01561 0.008889 77 640: 60%|###### | 24/40 [00:05<00:04, 3.65it/s] 58/499 4.32G 0.02154 0.01561 0.008889 77 640: 62%|######2 | 25/40 [00:05<00:04, 3.74it/s] 58/499 4.32G 0.02163 0.01557 0.009042 62 640: 62%|######2 | 25/40 [00:06<00:04, 3.74it/s] 58/499 4.32G 0.02163 0.01557 0.009042 62 640: 65%|######5 | 26/40 [00:06<00:03, 3.70it/s] 58/499 4.32G 0.02165 0.01554 0.009063 67 640: 65%|######5 | 26/40 [00:06<00:03, 3.70it/s] 58/499 4.32G 0.02165 0.01554 0.009063 67 640: 68%|######7 | 27/40 [00:06<00:03, 3.58it/s] 58/499 4.32G 0.02166 0.01568 0.008945 93 640: 68%|######7 | 27/40 [00:06<00:03, 3.58it/s] 58/499 4.32G 0.02166 0.01568 0.008945 93 640: 70%|####### | 28/40 [00:06<00:03, 3.69it/s] 58/499 4.32G 0.02158 0.01571 0.008725 89 640: 70%|####### | 28/40 [00:06<00:03, 3.69it/s] 58/499 4.32G 0.02158 0.01571 0.008725 89 640: 72%|#######2 | 29/40 [00:06<00:02, 3.72it/s] 58/499 4.32G 0.02153 0.01571 0.008807 77 640: 72%|#######2 | 29/40 [00:07<00:02, 3.72it/s] 58/499 4.32G 0.02153 0.01571 0.008807 77 640: 75%|#######5 | 30/40 [00:07<00:02, 3.62it/s] 58/499 4.32G 0.0215 0.01571 0.008604 75 640: 75%|#######5 | 30/40 [00:07<00:02, 3.62it/s] 58/499 4.32G 0.0215 0.01571 0.008604 75 640: 78%|#######7 | 31/40 [00:07<00:02, 3.72it/s] 58/499 4.32G 0.02147 0.01575 0.008487 84 640: 78%|#######7 | 31/40 [00:07<00:02, 3.72it/s] 58/499 4.32G 0.02147 0.01575 0.008487 84 640: 80%|######## | 32/40 [00:07<00:02, 3.74it/s] 58/499 4.32G 0.02148 0.01575 0.00842 81 640: 80%|######## | 32/40 [00:08<00:02, 3.74it/s] 58/499 4.32G 0.02148 0.01575 0.00842 81 640: 82%|########2 | 33/40 [00:08<00:01, 3.64it/s] 58/499 4.32G 0.02151 0.01585 0.008383 96 640: 82%|########2 | 33/40 [00:08<00:01, 3.64it/s] 58/499 4.32G 0.02151 0.01585 0.008383 96 640: 85%|########5 | 34/40 [00:08<00:01, 3.72it/s] 58/499 4.32G 0.02149 0.01589 0.00843 85 640: 85%|########5 | 34/40 [00:08<00:01, 3.72it/s] 58/499 4.32G 0.02149 0.01589 0.00843 85 640: 88%|########7 | 35/40 [00:08<00:01, 3.74it/s] 58/499 4.32G 0.02149 0.01588 0.008436 77 640: 88%|########7 | 35/40 [00:08<00:01, 3.74it/s] 58/499 4.32G 0.02149 0.01588 0.008436 77 640: 90%|######### | 36/40 [00:08<00:01, 3.63it/s] 58/499 4.32G 0.02152 0.01587 0.008441 79 640: 90%|######### | 36/40 [00:09<00:01, 3.63it/s] 58/499 4.32G 0.02152 0.01587 0.008441 79 640: 92%|#########2| 37/40 [00:09<00:00, 3.74it/s] 58/499 4.32G 0.02148 0.0159 0.008434 82 640: 92%|#########2| 37/40 [00:09<00:00, 3.74it/s] 58/499 4.32G 0.02148 0.0159 0.008434 82 640: 95%|#########5| 38/40 [00:09<00:00, 3.74it/s] 58/499 4.32G 0.02153 0.01588 0.008485 73 640: 95%|#########5| 38/40 [00:09<00:00, 3.74it/s] 58/499 4.32G 0.02153 0.01588 0.008485 73 640: 98%|#########7| 39/40 [00:09<00:00, 3.62it/s] 58/499 4.32G 0.02144 0.01587 0.008505 42 640: 98%|#########7| 39/40 [00:09<00:00, 3.62it/s] 58/499 4.32G 0.02144 0.01587 0.008505 42 640: 100%|##########| 40/40 [00:09<00:00, 3.85it/s] 58/499 4.32G 0.02144 0.01587 0.008505 42 640: 100%|##########| 40/40 [00:09<00:00, 4.04it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:02, 1.36it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.47it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.53it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.11it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.82it/s] all 132 263 0.783 0.857 0.836 0.64 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 59/499 4.32G 0.02388 0.0149 0.01033 72 640: 0%| | 0/40 [00:00<?, ?it/s] 59/499 4.32G 0.02388 0.0149 0.01033 72 640: 2%|2 | 1/40 [00:00<00:08, 4.58it/s] 59/499 4.32G 0.02321 0.01509 0.008994 75 640: 2%|2 | 1/40 [00:00<00:08, 4.58it/s] 59/499 4.32G 0.02321 0.01509 0.008994 75 640: 5%|5 | 2/40 [00:00<00:08, 4.61it/s] 59/499 4.32G 0.02176 0.01567 0.009711 82 640: 5%|5 | 2/40 [00:00<00:08, 4.61it/s] 59/499 4.32G 0.02176 0.01567 0.009711 82 640: 8%|7 | 3/40 [00:00<00:07, 4.89it/s] 59/499 4.32G 0.02237 0.01634 0.01011 76 640: 8%|7 | 3/40 [00:00<00:07, 4.89it/s] 59/499 4.32G 0.02237 0.01634 0.01011 76 640: 10%|# | 4/40 [00:00<00:07, 5.02it/s] 59/499 4.32G 0.02251 0.01673 0.00932 79 640: 10%|# | 4/40 [00:01<00:07, 5.02it/s] 59/499 4.32G 0.02251 0.01673 0.00932 79 640: 12%|#2 | 5/40 [00:01<00:07, 4.94it/s] 59/499 4.32G 0.02192 0.01646 0.008449 81 640: 12%|#2 | 5/40 [00:01<00:07, 4.94it/s] 59/499 4.32G 0.02192 0.01646 0.008449 81 640: 15%|#5 | 6/40 [00:01<00:06, 5.08it/s] 59/499 4.32G 0.0218 0.01611 0.009142 63 640: 15%|#5 | 6/40 [00:01<00:06, 5.08it/s] 59/499 4.32G 0.0218 0.01611 0.009142 63 640: 18%|#7 | 7/40 [00:01<00:06, 5.06it/s] 59/499 4.32G 0.02136 0.01606 0.009168 85 640: 18%|#7 | 7/40 [00:01<00:06, 5.06it/s] 59/499 4.32G 0.02136 0.01606 0.009168 85 640: 20%|## | 8/40 [00:01<00:06, 4.89it/s] 59/499 4.32G 0.02124 0.01583 0.008792 69 640: 20%|## | 8/40 [00:01<00:06, 4.89it/s] 59/499 4.32G 0.02124 0.01583 0.008792 69 640: 22%|##2 | 9/40 [00:01<00:06, 5.03it/s] 59/499 4.32G 0.02118 0.01591 0.009087 76 640: 22%|##2 | 9/40 [00:01<00:06, 5.03it/s] 59/499 4.32G 0.02118 0.01591 0.009087 76 640: 25%|##5 | 10/40 [00:01<00:05, 5.15it/s] 59/499 4.32G 0.02096 0.01577 0.008864 69 640: 25%|##5 | 10/40 [00:02<00:05, 5.15it/s] 59/499 4.32G 0.02096 0.01577 0.008864 69 640: 28%|##7 | 11/40 [00:02<00:05, 5.03it/s] 59/499 4.32G 0.02105 0.01549 0.009061 64 640: 28%|##7 | 11/40 [00:02<00:05, 5.03it/s] 59/499 4.32G 0.02105 0.01549 0.009061 64 640: 30%|### | 12/40 [00:02<00:05, 5.01it/s] 59/499 4.32G 0.02102 0.01554 0.008922 76 640: 30%|### | 12/40 [00:02<00:05, 5.01it/s] 59/499 4.32G 0.02102 0.01554 0.008922 76 640: 32%|###2 | 13/40 [00:02<00:05, 4.55it/s] 59/499 4.32G 0.02111 0.01544 0.008875 68 640: 32%|###2 | 13/40 [00:02<00:05, 4.55it/s] 59/499 4.32G 0.02111 0.01544 0.008875 68 640: 35%|###5 | 14/40 [00:02<00:06, 4.12it/s] 59/499 4.32G 0.02099 0.01556 0.008985 85 640: 35%|###5 | 14/40 [00:03<00:06, 4.12it/s] 59/499 4.32G 0.02099 0.01556 0.008985 85 640: 38%|###7 | 15/40 [00:03<00:06, 4.08it/s] 59/499 4.32G 0.02101 0.01562 0.009242 79 640: 38%|###7 | 15/40 [00:03<00:06, 4.08it/s] 59/499 4.32G 0.02101 0.01562 0.009242 79 640: 40%|#### | 16/40 [00:03<00:06, 3.99it/s] 59/499 4.32G 0.02076 0.01547 0.009173 69 640: 40%|#### | 16/40 [00:03<00:06, 3.99it/s] 59/499 4.32G 0.02076 0.01547 0.009173 69 640: 42%|####2 | 17/40 [00:03<00:06, 3.75it/s] 59/499 4.32G 0.02075 0.01545 0.009118 71 640: 42%|####2 | 17/40 [00:04<00:06, 3.75it/s] 59/499 4.32G 0.02075 0.01545 0.009118 71 640: 45%|####5 | 18/40 [00:04<00:05, 3.85it/s] 59/499 4.32G 0.02076 0.01543 0.009221 66 640: 45%|####5 | 18/40 [00:04<00:05, 3.85it/s] 59/499 4.32G 0.02076 0.01543 0.009221 66 640: 48%|####7 | 19/40 [00:04<00:05, 3.82it/s] 59/499 4.32G 0.02057 0.01539 0.009171 82 640: 48%|####7 | 19/40 [00:04<00:05, 3.82it/s] 59/499 4.32G 0.02057 0.01539 0.009171 82 640: 50%|##### | 20/40 [00:04<00:05, 3.68it/s] 59/499 4.32G 0.02057 0.01526 0.009147 68 640: 50%|##### | 20/40 [00:04<00:05, 3.68it/s] 59/499 4.32G 0.02057 0.01526 0.009147 68 640: 52%|#####2 | 21/40 [00:04<00:05, 3.78it/s] 59/499 4.32G 0.02063 0.01539 0.009463 78 640: 52%|#####2 | 21/40 [00:05<00:05, 3.78it/s] 59/499 4.32G 0.02063 0.01539 0.009463 78 640: 55%|#####5 | 22/40 [00:05<00:04, 3.77it/s] 59/499 4.32G 0.02059 0.01544 0.009377 80 640: 55%|#####5 | 22/40 [00:05<00:04, 3.77it/s] 59/499 4.32G 0.02059 0.01544 0.009377 80 640: 57%|#####7 | 23/40 [00:05<00:04, 3.62it/s] 59/499 4.32G 0.02066 0.01563 0.009324 96 640: 57%|#####7 | 23/40 [00:05<00:04, 3.62it/s] 59/499 4.32G 0.02066 0.01563 0.009324 96 640: 60%|###### | 24/40 [00:05<00:04, 3.76it/s] 59/499 4.32G 0.02065 0.01566 0.0093 82 640: 60%|###### | 24/40 [00:05<00:04, 3.76it/s] 59/499 4.32G 0.02065 0.01566 0.0093 82 640: 62%|######2 | 25/40 [00:05<00:03, 3.77it/s] 59/499 4.32G 0.02066 0.01556 0.009195 65 640: 62%|######2 | 25/40 [00:06<00:03, 3.77it/s] 59/499 4.32G 0.02066 0.01556 0.009195 65 640: 65%|######5 | 26/40 [00:06<00:03, 3.63it/s] 59/499 4.32G 0.02063 0.0156 0.009218 81 640: 65%|######5 | 26/40 [00:06<00:03, 3.63it/s] 59/499 4.32G 0.02063 0.0156 0.009218 81 640: 68%|######7 | 27/40 [00:06<00:03, 3.74it/s] 59/499 4.32G 0.02058 0.01558 0.009045 80 640: 68%|######7 | 27/40 [00:06<00:03, 3.74it/s] 59/499 4.32G 0.02058 0.01558 0.009045 80 640: 70%|####### | 28/40 [00:06<00:03, 3.75it/s] 59/499 4.32G 0.02063 0.01567 0.009039 81 640: 70%|####### | 28/40 [00:07<00:03, 3.75it/s] 59/499 4.32G 0.02063 0.01567 0.009039 81 640: 72%|#######2 | 29/40 [00:07<00:03, 3.61it/s] 59/499 4.32G 0.02067 0.01584 0.009026 92 640: 72%|#######2 | 29/40 [00:07<00:03, 3.61it/s] 59/499 4.32G 0.02067 0.01584 0.009026 92 640: 75%|#######5 | 30/40 [00:07<00:02, 3.73it/s] 59/499 4.32G 0.02068 0.01587 0.009249 77 640: 75%|#######5 | 30/40 [00:07<00:02, 3.73it/s] 59/499 4.32G 0.02068 0.01587 0.009249 77 640: 78%|#######7 | 31/40 [00:07<00:02, 3.73it/s] 59/499 4.32G 0.02071 0.01585 0.009285 76 640: 78%|#######7 | 31/40 [00:07<00:02, 3.73it/s] 59/499 4.32G 0.02071 0.01585 0.009285 76 640: 80%|######## | 32/40 [00:07<00:02, 3.62it/s] 59/499 4.32G 0.02069 0.01586 0.009332 76 640: 80%|######## | 32/40 [00:08<00:02, 3.62it/s] 59/499 4.32G 0.02069 0.01586 0.009332 76 640: 82%|########2 | 33/40 [00:08<00:01, 3.73it/s] 59/499 4.32G 0.02068 0.01586 0.009309 74 640: 82%|########2 | 33/40 [00:08<00:01, 3.73it/s] 59/499 4.32G 0.02068 0.01586 0.009309 74 640: 85%|########5 | 34/40 [00:08<00:01, 3.74it/s] 59/499 4.32G 0.0207 0.01588 0.009294 80 640: 85%|########5 | 34/40 [00:08<00:01, 3.74it/s] 59/499 4.32G 0.0207 0.01588 0.009294 80 640: 88%|########7 | 35/40 [00:08<00:01, 3.60it/s] 59/499 4.32G 0.02077 0.01589 0.009273 69 640: 88%|########7 | 35/40 [00:08<00:01, 3.60it/s] 59/499 4.32G 0.02077 0.01589 0.009273 69 640: 90%|######### | 36/40 [00:08<00:01, 3.71it/s] 59/499 4.32G 0.02074 0.01589 0.009264 79 640: 90%|######### | 36/40 [00:09<00:01, 3.71it/s] 59/499 4.32G 0.02074 0.01589 0.009264 79 640: 92%|#########2| 37/40 [00:09<00:00, 3.72it/s] 59/499 4.32G 0.02083 0.01583 0.009195 68 640: 92%|#########2| 37/40 [00:09<00:00, 3.72it/s] 59/499 4.32G 0.02083 0.01583 0.009195 68 640: 95%|#########5| 38/40 [00:09<00:00, 3.59it/s] 59/499 4.32G 0.02083 0.01595 0.009266 97 640: 95%|#########5| 38/40 [00:09<00:00, 3.59it/s] 59/499 4.32G 0.02083 0.01595 0.009266 97 640: 98%|#########7| 39/40 [00:09<00:00, 3.72it/s] 59/499 4.32G 0.02084 0.01601 0.009264 44 640: 98%|#########7| 39/40 [00:09<00:00, 3.72it/s] 59/499 4.32G 0.02084 0.01601 0.009264 44 640: 100%|##########| 40/40 [00:09<00:00, 3.76it/s] 59/499 4.32G 0.02084 0.01601 0.009264 44 640: 100%|##########| 40/40 [00:09<00:00, 4.01it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:02, 1.43it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.50it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.52it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.11it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.83it/s] all 132 263 0.881 0.792 0.833 0.645 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 60/499 4.32G 0.02176 0.01776 0.008205 81 640: 0%| | 0/40 [00:00<?, ?it/s] 60/499 4.32G 0.02176 0.01776 0.008205 81 640: 2%|2 | 1/40 [00:00<00:08, 4.61it/s] 60/499 4.32G 0.02168 0.01535 0.008177 60 640: 2%|2 | 1/40 [00:00<00:08, 4.61it/s] 60/499 4.32G 0.02168 0.01535 0.008177 60 640: 5%|5 | 2/40 [00:00<00:07, 4.94it/s] 60/499 4.32G 0.0217 0.01462 0.009105 65 640: 5%|5 | 2/40 [00:00<00:07, 4.94it/s] 60/499 4.32G 0.0217 0.01462 0.009105 65 640: 8%|7 | 3/40 [00:00<00:07, 5.13it/s] 60/499 4.32G 0.0219 0.01484 0.01031 69 640: 8%|7 | 3/40 [00:00<00:07, 5.13it/s] 60/499 4.32G 0.0219 0.01484 0.01031 69 640: 10%|# | 4/40 [00:00<00:07, 4.98it/s] 60/499 4.32G 0.02133 0.01519 0.01021 91 640: 10%|# | 4/40 [00:00<00:07, 4.98it/s] 60/499 4.32G 0.02133 0.01519 0.01021 91 640: 12%|#2 | 5/40 [00:00<00:06, 5.13it/s] 60/499 4.32G 0.02086 0.01495 0.01063 67 640: 12%|#2 | 5/40 [00:01<00:06, 5.13it/s] 60/499 4.32G 0.02086 0.01495 0.01063 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.21it/s] 60/499 4.32G 0.02069 0.0149 0.01044 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.21it/s] 60/499 4.32G 0.02069 0.0149 0.01044 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.02it/s] 60/499 4.32G 0.02105 0.01487 0.01125 64 640: 18%|#7 | 7/40 [00:01<00:06, 5.02it/s] 60/499 4.32G 0.02105 0.01487 0.01125 64 640: 20%|## | 8/40 [00:01<00:06, 5.16it/s] 60/499 4.32G 0.02092 0.01496 0.01099 78 640: 20%|## | 8/40 [00:01<00:06, 5.16it/s] 60/499 4.32G 0.02092 0.01496 0.01099 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 60/499 4.32G 0.02103 0.01525 0.01076 77 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 60/499 4.32G 0.02103 0.01525 0.01076 77 640: 25%|##5 | 10/40 [00:01<00:06, 4.94it/s] 60/499 4.32G 0.02083 0.0156 0.01021 91 640: 25%|##5 | 10/40 [00:02<00:06, 4.94it/s] 60/499 4.32G 0.02083 0.0156 0.01021 91 640: 28%|##7 | 11/40 [00:02<00:06, 4.57it/s] 60/499 4.32G 0.02083 0.01595 0.01011 92 640: 28%|##7 | 11/40 [00:02<00:06, 4.57it/s] 60/499 4.32G 0.02083 0.01595 0.01011 92 640: 30%|### | 12/40 [00:02<00:06, 4.29it/s] 60/499 4.32G 0.02089 0.01591 0.009875 73 640: 30%|### | 12/40 [00:02<00:06, 4.29it/s] 60/499 4.32G 0.02089 0.01591 0.009875 73 640: 32%|###2 | 13/40 [00:02<00:06, 3.95it/s] 60/499 4.32G 0.0211 0.01584 0.009663 61 640: 32%|###2 | 13/40 [00:03<00:06, 3.95it/s] 60/499 4.32G 0.0211 0.01584 0.009663 61 640: 35%|###5 | 14/40 [00:03<00:06, 3.96it/s] 60/499 4.32G 0.02097 0.01609 0.009506 90 640: 35%|###5 | 14/40 [00:03<00:06, 3.96it/s] 60/499 4.32G 0.02097 0.01609 0.009506 90 640: 38%|###7 | 15/40 [00:03<00:06, 3.89it/s] 60/499 4.32G 0.02081 0.01607 0.009517 79 640: 38%|###7 | 15/40 [00:03<00:06, 3.89it/s] 60/499 4.32G 0.02081 0.01607 0.009517 79 640: 40%|#### | 16/40 [00:03<00:06, 3.72it/s] 60/499 4.32G 0.02068 0.0162 0.0094 89 640: 40%|#### | 16/40 [00:03<00:06, 3.72it/s] 60/499 4.32G 0.02068 0.0162 0.0094 89 640: 42%|####2 | 17/40 [00:03<00:06, 3.80it/s] 60/499 4.32G 0.0207 0.01607 0.009495 65 640: 42%|####2 | 17/40 [00:04<00:06, 3.80it/s] 60/499 4.32G 0.0207 0.01607 0.009495 65 640: 45%|####5 | 18/40 [00:04<00:05, 3.77it/s] 60/499 4.32G 0.02059 0.01593 0.009583 66 640: 45%|####5 | 18/40 [00:04<00:05, 3.77it/s] 60/499 4.32G 0.02059 0.01593 0.009583 66 640: 48%|####7 | 19/40 [00:04<00:05, 3.66it/s] 60/499 4.32G 0.02068 0.01586 0.009726 68 640: 48%|####7 | 19/40 [00:04<00:05, 3.66it/s] 60/499 4.32G 0.02068 0.01586 0.009726 68 640: 50%|##### | 20/40 [00:04<00:05, 3.75it/s] 60/499 4.32G 0.02077 0.0158 0.009602 68 640: 50%|##### | 20/40 [00:04<00:05, 3.75it/s] 60/499 4.32G 0.02077 0.0158 0.009602 68 640: 52%|#####2 | 21/40 [00:04<00:05, 3.75it/s] 60/499 4.32G 0.02079 0.01586 0.009542 79 640: 52%|#####2 | 21/40 [00:05<00:05, 3.75it/s] 60/499 4.32G 0.02079 0.01586 0.009542 79 640: 55%|#####5 | 22/40 [00:05<00:04, 3.63it/s] 60/499 4.32G 0.02071 0.01577 0.009649 68 640: 55%|#####5 | 22/40 [00:05<00:04, 3.63it/s] 60/499 4.32G 0.02071 0.01577 0.009649 68 640: 57%|#####7 | 23/40 [00:05<00:04, 3.73it/s] 60/499 4.32G 0.02064 0.01582 0.009582 88 640: 57%|#####7 | 23/40 [00:05<00:04, 3.73it/s] 60/499 4.32G 0.02064 0.01582 0.009582 88 640: 60%|###### | 24/40 [00:05<00:04, 3.74it/s] 60/499 4.32G 0.02065 0.01592 0.009557 81 640: 60%|###### | 24/40 [00:06<00:04, 3.74it/s] 60/499 4.32G 0.02065 0.01592 0.009557 81 640: 62%|######2 | 25/40 [00:06<00:04, 3.63it/s] 60/499 4.32G 0.02067 0.01597 0.009587 78 640: 62%|######2 | 25/40 [00:06<00:04, 3.63it/s] 60/499 4.32G 0.02067 0.01597 0.009587 78 640: 65%|######5 | 26/40 [00:06<00:03, 3.72it/s] 60/499 4.32G 0.02069 0.01597 0.009607 79 640: 65%|######5 | 26/40 [00:06<00:03, 3.72it/s] 60/499 4.32G 0.02069 0.01597 0.009607 79 640: 68%|######7 | 27/40 [00:06<00:03, 3.73it/s] 60/499 4.32G 0.02068 0.01598 0.009519 80 640: 68%|######7 | 27/40 [00:06<00:03, 3.73it/s] 60/499 4.32G 0.02068 0.01598 0.009519 80 640: 70%|####### | 28/40 [00:06<00:03, 3.65it/s] 60/499 4.32G 0.02065 0.0159 0.009513 78 640: 70%|####### | 28/40 [00:07<00:03, 3.65it/s] 60/499 4.32G 0.02065 0.0159 0.009513 78 640: 72%|#######2 | 29/40 [00:07<00:02, 3.71it/s] 60/499 4.32G 0.0206 0.01593 0.009508 85 640: 72%|#######2 | 29/40 [00:07<00:02, 3.71it/s] 60/499 4.32G 0.0206 0.01593 0.009508 85 640: 75%|#######5 | 30/40 [00:07<00:02, 3.71it/s] 60/499 4.32G 0.02055 0.01595 0.009579 91 640: 75%|#######5 | 30/40 [00:07<00:02, 3.71it/s] 60/499 4.32G 0.02055 0.01595 0.009579 91 640: 78%|#######7 | 31/40 [00:07<00:02, 3.59it/s] 60/499 4.32G 0.02055 0.016 0.009569 86 640: 78%|#######7 | 31/40 [00:07<00:02, 3.59it/s] 60/499 4.32G 0.02055 0.016 0.009569 86 640: 80%|######## | 32/40 [00:07<00:02, 3.69it/s] 60/499 4.32G 0.02057 0.01602 0.009647 78 640: 80%|######## | 32/40 [00:08<00:02, 3.69it/s] 60/499 4.32G 0.02057 0.01602 0.009647 78 640: 82%|########2 | 33/40 [00:08<00:01, 3.71it/s] 60/499 4.32G 0.0205 0.01601 0.009801 73 640: 82%|########2 | 33/40 [00:08<00:01, 3.71it/s] 60/499 4.32G 0.0205 0.01601 0.009801 73 640: 85%|########5 | 34/40 [00:08<00:01, 3.62it/s] 60/499 4.32G 0.02044 0.01602 0.009715 81 640: 85%|########5 | 34/40 [00:08<00:01, 3.62it/s] 60/499 4.32G 0.02044 0.01602 0.009715 81 640: 88%|########7 | 35/40 [00:08<00:01, 3.71it/s] 60/499 4.32G 0.02049 0.01612 0.00958 88 640: 88%|########7 | 35/40 [00:09<00:01, 3.71it/s] 60/499 4.32G 0.02049 0.01612 0.00958 88 640: 90%|######### | 36/40 [00:09<00:01, 3.72it/s] 60/499 4.32G 0.02042 0.01602 0.009411 68 640: 90%|######### | 36/40 [00:09<00:01, 3.72it/s] 60/499 4.32G 0.02042 0.01602 0.009411 68 640: 92%|#########2| 37/40 [00:09<00:00, 3.62it/s] 60/499 4.32G 0.02039 0.0159 0.00938 60 640: 92%|#########2| 37/40 [00:09<00:00, 3.62it/s] 60/499 4.32G 0.02039 0.0159 0.00938 60 640: 95%|#########5| 38/40 [00:09<00:00, 3.71it/s] 60/499 4.32G 0.02039 0.01593 0.009369 76 640: 95%|#########5| 38/40 [00:09<00:00, 3.71it/s] 60/499 4.32G 0.02039 0.01593 0.009369 76 640: 98%|#########7| 39/40 [00:09<00:00, 3.73it/s] 60/499 4.32G 0.02042 0.01592 0.009554 39 640: 98%|#########7| 39/40 [00:10<00:00, 3.73it/s] 60/499 4.32G 0.02042 0.01592 0.009554 39 640: 100%|##########| 40/40 [00:10<00:00, 3.65it/s] 60/499 4.32G 0.02042 0.01592 0.009554 39 640: 100%|##########| 40/40 [00:10<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:02, 1.49it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.53it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.61it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.26it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.94it/s] all 132 263 0.827 0.73 0.78 0.613 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 61/499 4.32G 0.02104 0.01739 0.009488 75 640: 0%| | 0/40 [00:00<?, ?it/s] 61/499 4.32G 0.02104 0.01739 0.009488 75 640: 2%|2 | 1/40 [00:00<00:07, 5.36it/s] 61/499 4.32G 0.02064 0.0161 0.007884 77 640: 2%|2 | 1/40 [00:00<00:07, 5.36it/s] 61/499 4.32G 0.02064 0.0161 0.007884 77 640: 5%|5 | 2/40 [00:00<00:07, 5.33it/s] 61/499 4.32G 0.02165 0.01678 0.007795 84 640: 5%|5 | 2/40 [00:00<00:07, 5.33it/s] 61/499 4.32G 0.02165 0.01678 0.007795 84 640: 8%|7 | 3/40 [00:00<00:07, 5.04it/s] 61/499 4.32G 0.02119 0.01659 0.008094 79 640: 8%|7 | 3/40 [00:00<00:07, 5.04it/s] 61/499 4.32G 0.02119 0.01659 0.008094 79 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 61/499 4.32G 0.0213 0.01612 0.008363 63 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 61/499 4.32G 0.0213 0.01612 0.008363 63 640: 12%|#2 | 5/40 [00:00<00:06, 5.30it/s] 61/499 4.32G 0.02063 0.01569 0.008242 71 640: 12%|#2 | 5/40 [00:01<00:06, 5.30it/s] 61/499 4.32G 0.02063 0.01569 0.008242 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.10it/s] 61/499 4.32G 0.02063 0.01601 0.008077 81 640: 15%|#5 | 6/40 [00:01<00:06, 5.10it/s] 61/499 4.32G 0.02063 0.01601 0.008077 81 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 61/499 4.32G 0.02064 0.01622 0.008271 81 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 61/499 4.32G 0.02064 0.01622 0.008271 81 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 61/499 4.32G 0.02046 0.01619 0.008041 78 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 61/499 4.32G 0.02046 0.01619 0.008041 78 640: 22%|##2 | 9/40 [00:01<00:06, 4.58it/s] 61/499 4.32G 0.02029 0.01611 0.008199 76 640: 22%|##2 | 9/40 [00:02<00:06, 4.58it/s] 61/499 4.32G 0.02029 0.01611 0.008199 76 640: 25%|##5 | 10/40 [00:02<00:06, 4.41it/s] 61/499 4.32G 0.02047 0.0162 0.008368 79 640: 25%|##5 | 10/40 [00:02<00:06, 4.41it/s] 61/499 4.32G 0.02047 0.0162 0.008368 79 640: 28%|##7 | 11/40 [00:02<00:07, 4.09it/s] 61/499 4.32G 0.02038 0.01601 0.008346 67 640: 28%|##7 | 11/40 [00:02<00:07, 4.09it/s] 61/499 4.32G 0.02038 0.01601 0.008346 67 640: 30%|### | 12/40 [00:02<00:07, 3.86it/s] 61/499 4.32G 0.02045 0.01605 0.008165 77 640: 30%|### | 12/40 [00:02<00:07, 3.86it/s] 61/499 4.32G 0.02045 0.01605 0.008165 77 640: 32%|###2 | 13/40 [00:02<00:06, 3.89it/s] 61/499 4.32G 0.02062 0.016 0.008156 65 640: 32%|###2 | 13/40 [00:03<00:06, 3.89it/s] 61/499 4.32G 0.02062 0.016 0.008156 65 640: 35%|###5 | 14/40 [00:03<00:06, 3.84it/s] 61/499 4.32G 0.0206 0.01597 0.008174 72 640: 35%|###5 | 14/40 [00:03<00:06, 3.84it/s] 61/499 4.32G 0.0206 0.01597 0.008174 72 640: 38%|###7 | 15/40 [00:03<00:06, 3.67it/s] 61/499 4.32G 0.02073 0.01606 0.008424 76 640: 38%|###7 | 15/40 [00:03<00:06, 3.67it/s] 61/499 4.32G 0.02073 0.01606 0.008424 76 640: 40%|#### | 16/40 [00:03<00:06, 3.78it/s] 61/499 4.32G 0.02079 0.01612 0.00831 83 640: 40%|#### | 16/40 [00:03<00:06, 3.78it/s] 61/499 4.32G 0.02079 0.01612 0.00831 83 640: 42%|####2 | 17/40 [00:03<00:06, 3.75it/s] 61/499 4.32G 0.02089 0.01619 0.008215 84 640: 42%|####2 | 17/40 [00:04<00:06, 3.75it/s] 61/499 4.32G 0.02089 0.01619 0.008215 84 640: 45%|####5 | 18/40 [00:04<00:06, 3.64it/s] 61/499 4.32G 0.02084 0.01592 0.008209 54 640: 45%|####5 | 18/40 [00:04<00:06, 3.64it/s] 61/499 4.32G 0.02084 0.01592 0.008209 54 640: 48%|####7 | 19/40 [00:04<00:05, 3.76it/s] 61/499 4.32G 0.02089 0.01593 0.008352 83 640: 48%|####7 | 19/40 [00:04<00:05, 3.76it/s] 61/499 4.32G 0.02089 0.01593 0.008352 83 640: 50%|##### | 20/40 [00:04<00:05, 3.72it/s] 61/499 4.32G 0.02081 0.01578 0.008415 63 640: 50%|##### | 20/40 [00:05<00:05, 3.72it/s] 61/499 4.32G 0.02081 0.01578 0.008415 63 640: 52%|#####2 | 21/40 [00:05<00:05, 3.62it/s] 61/499 4.32G 0.02077 0.01578 0.008254 75 640: 52%|#####2 | 21/40 [00:05<00:05, 3.62it/s] 61/499 4.32G 0.02077 0.01578 0.008254 75 640: 55%|#####5 | 22/40 [00:05<00:04, 3.75it/s] 61/499 4.32G 0.02081 0.01589 0.008226 91 640: 55%|#####5 | 22/40 [00:05<00:04, 3.75it/s] 61/499 4.32G 0.02081 0.01589 0.008226 91 640: 57%|#####7 | 23/40 [00:05<00:04, 3.73it/s] 61/499 4.32G 0.02081 0.0158 0.008316 66 640: 57%|#####7 | 23/40 [00:05<00:04, 3.73it/s] 61/499 4.32G 0.02081 0.0158 0.008316 66 640: 60%|###### | 24/40 [00:05<00:04, 3.63it/s] 61/499 4.32G 0.02077 0.01575 0.008117 72 640: 60%|###### | 24/40 [00:06<00:04, 3.63it/s] 61/499 4.32G 0.02077 0.01575 0.008117 72 640: 62%|######2 | 25/40 [00:06<00:03, 3.76it/s] 61/499 4.32G 0.02084 0.01569 0.00812 68 640: 62%|######2 | 25/40 [00:06<00:03, 3.76it/s] 61/499 4.32G 0.02084 0.01569 0.00812 68 640: 65%|######5 | 26/40 [00:06<00:03, 3.74it/s] 61/499 4.32G 0.02077 0.01551 0.008194 53 640: 65%|######5 | 26/40 [00:06<00:03, 3.74it/s] 61/499 4.32G 0.02077 0.01551 0.008194 53 640: 68%|######7 | 27/40 [00:06<00:03, 3.35it/s] 61/499 4.32G 0.02079 0.01541 0.008234 56 640: 68%|######7 | 27/40 [00:06<00:03, 3.35it/s] 61/499 4.32G 0.02079 0.01541 0.008234 56 640: 70%|####### | 28/40 [00:06<00:03, 3.79it/s] 61/499 4.32G 0.0209 0.01552 0.008187 89 640: 70%|####### | 28/40 [00:07<00:03, 3.79it/s] 61/499 4.32G 0.0209 0.01552 0.008187 89 640: 72%|#######2 | 29/40 [00:07<00:02, 3.76it/s] 61/499 4.32G 0.02083 0.01544 0.008053 67 640: 72%|#######2 | 29/40 [00:07<00:02, 3.76it/s] 61/499 4.32G 0.02083 0.01544 0.008053 67 640: 75%|#######5 | 30/40 [00:07<00:02, 3.66it/s] 61/499 4.32G 0.0208 0.01536 0.007938 66 640: 75%|#######5 | 30/40 [00:07<00:02, 3.66it/s] 61/499 4.32G 0.0208 0.01536 0.007938 66 640: 78%|#######7 | 31/40 [00:07<00:02, 3.78it/s] 61/499 4.32G 0.02068 0.0153 0.007872 67 640: 78%|#######7 | 31/40 [00:08<00:02, 3.78it/s] 61/499 4.32G 0.02068 0.0153 0.007872 67 640: 80%|######## | 32/40 [00:08<00:02, 3.74it/s] 61/499 4.32G 0.02072 0.01528 0.007809 69 640: 80%|######## | 32/40 [00:08<00:02, 3.74it/s] 61/499 4.32G 0.02072 0.01528 0.007809 69 640: 82%|########2 | 33/40 [00:08<00:01, 3.63it/s] 61/499 4.32G 0.02072 0.01533 0.007818 85 640: 82%|########2 | 33/40 [00:08<00:01, 3.63it/s] 61/499 4.32G 0.02072 0.01533 0.007818 85 640: 85%|########5 | 34/40 [00:08<00:01, 3.76it/s] 61/499 4.32G 0.02069 0.01546 0.007741 100 640: 85%|########5 | 34/40 [00:08<00:01, 3.76it/s] 61/499 4.32G 0.02069 0.01546 0.007741 100 640: 88%|########7 | 35/40 [00:08<00:01, 3.74it/s] 61/499 4.32G 0.02072 0.01545 0.007676 72 640: 88%|########7 | 35/40 [00:09<00:01, 3.74it/s] 61/499 4.32G 0.02072 0.01545 0.007676 72 640: 90%|######### | 36/40 [00:09<00:01, 3.64it/s] 61/499 4.32G 0.02075 0.01549 0.007651 78 640: 90%|######### | 36/40 [00:09<00:01, 3.64it/s] 61/499 4.32G 0.02075 0.01549 0.007651 78 640: 92%|#########2| 37/40 [00:09<00:00, 3.77it/s] 61/499 4.32G 0.02066 0.01548 0.007603 82 640: 92%|#########2| 37/40 [00:09<00:00, 3.77it/s] 61/499 4.32G 0.02066 0.01548 0.007603 82 640: 95%|#########5| 38/40 [00:09<00:00, 3.75it/s] 61/499 4.32G 0.02062 0.01551 0.007606 83 640: 95%|#########5| 38/40 [00:09<00:00, 3.75it/s] 61/499 4.32G 0.02062 0.01551 0.007606 83 640: 98%|#########7| 39/40 [00:09<00:00, 3.64it/s] 61/499 4.32G 0.02056 0.01546 0.007642 38 640: 98%|#########7| 39/40 [00:10<00:00, 3.64it/s] 61/499 4.32G 0.02056 0.01546 0.007642 38 640: 100%|##########| 40/40 [00:10<00:00, 3.74it/s] 61/499 4.32G 0.02056 0.01546 0.007642 38 640: 100%|##########| 40/40 [00:10<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.67it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.69it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.85it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.51it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.17it/s] all 132 263 0.822 0.841 0.852 0.665 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 62/499 4.32G 0.01905 0.01411 0.004132 64 640: 0%| | 0/40 [00:00<?, ?it/s] 62/499 4.32G 0.01905 0.01411 0.004132 64 640: 2%|2 | 1/40 [00:00<00:07, 5.34it/s] 62/499 4.32G 0.0186 0.01469 0.00494 85 640: 2%|2 | 1/40 [00:00<00:07, 5.34it/s] 62/499 4.32G 0.0186 0.01469 0.00494 85 640: 5%|5 | 2/40 [00:00<00:07, 4.93it/s] 62/499 4.32G 0.01985 0.01369 0.007362 61 640: 5%|5 | 2/40 [00:00<00:07, 4.93it/s] 62/499 4.32G 0.01985 0.01369 0.007362 61 640: 8%|7 | 3/40 [00:00<00:07, 5.08it/s] 62/499 4.32G 0.02048 0.01395 0.009259 68 640: 8%|7 | 3/40 [00:00<00:07, 5.08it/s] 62/499 4.32G 0.02048 0.01395 0.009259 68 640: 10%|# | 4/40 [00:00<00:07, 5.06it/s] 62/499 4.32G 0.02026 0.0141 0.009248 77 640: 10%|# | 4/40 [00:01<00:07, 5.06it/s] 62/499 4.32G 0.02026 0.0141 0.009248 77 640: 12%|#2 | 5/40 [00:01<00:08, 4.30it/s] 62/499 4.32G 0.02033 0.01378 0.009291 60 640: 12%|#2 | 5/40 [00:01<00:08, 4.30it/s] 62/499 4.32G 0.02033 0.01378 0.009291 60 640: 15%|#5 | 6/40 [00:01<00:08, 4.19it/s] 62/499 4.32G 0.02009 0.01372 0.009813 66 640: 15%|#5 | 6/40 [00:01<00:08, 4.19it/s] 62/499 4.32G 0.02009 0.01372 0.009813 66 640: 18%|#7 | 7/40 [00:01<00:08, 4.04it/s] 62/499 4.32G 0.02036 0.01375 0.00982 64 640: 18%|#7 | 7/40 [00:01<00:08, 4.04it/s] 62/499 4.32G 0.02036 0.01375 0.00982 64 640: 20%|## | 8/40 [00:01<00:08, 3.82it/s] 62/499 4.32G 0.02045 0.014 0.009376 72 640: 20%|## | 8/40 [00:02<00:08, 3.82it/s] 62/499 4.32G 0.02045 0.014 0.009376 72 640: 22%|##2 | 9/40 [00:02<00:08, 3.87it/s] 62/499 4.32G 0.02061 0.01396 0.00933 61 640: 22%|##2 | 9/40 [00:02<00:08, 3.87it/s] 62/499 4.32G 0.02061 0.01396 0.00933 61 640: 25%|##5 | 10/40 [00:02<00:07, 3.84it/s] 62/499 4.32G 0.02096 0.01421 0.009065 77 640: 25%|##5 | 10/40 [00:02<00:07, 3.84it/s] 62/499 4.32G 0.02096 0.01421 0.009065 77 640: 28%|##7 | 11/40 [00:02<00:07, 3.69it/s] 62/499 4.32G 0.02115 0.01429 0.009006 70 640: 28%|##7 | 11/40 [00:02<00:07, 3.69it/s] 62/499 4.32G 0.02115 0.01429 0.009006 70 640: 30%|### | 12/40 [00:02<00:07, 3.77it/s] 62/499 4.32G 0.02122 0.0145 0.009138 75 640: 30%|### | 12/40 [00:03<00:07, 3.77it/s] 62/499 4.32G 0.02122 0.0145 0.009138 75 640: 32%|###2 | 13/40 [00:03<00:07, 3.77it/s] 62/499 4.32G 0.02132 0.01476 0.009127 85 640: 32%|###2 | 13/40 [00:03<00:07, 3.77it/s] 62/499 4.32G 0.02132 0.01476 0.009127 85 640: 35%|###5 | 14/40 [00:03<00:07, 3.64it/s] 62/499 4.32G 0.02129 0.01455 0.00907 58 640: 35%|###5 | 14/40 [00:03<00:07, 3.64it/s] 62/499 4.32G 0.02129 0.01455 0.00907 58 640: 38%|###7 | 15/40 [00:03<00:06, 3.74it/s] 62/499 4.32G 0.02134 0.01464 0.00928 77 640: 38%|###7 | 15/40 [00:04<00:06, 3.74it/s] 62/499 4.32G 0.02134 0.01464 0.00928 77 640: 40%|#### | 16/40 [00:04<00:06, 3.74it/s] 62/499 4.32G 0.02133 0.01466 0.009085 76 640: 40%|#### | 16/40 [00:04<00:06, 3.74it/s] 62/499 4.32G 0.02133 0.01466 0.009085 76 640: 42%|####2 | 17/40 [00:04<00:06, 3.63it/s] 62/499 4.32G 0.02134 0.01479 0.009362 79 640: 42%|####2 | 17/40 [00:04<00:06, 3.63it/s] 62/499 4.32G 0.02134 0.01479 0.009362 79 640: 45%|####5 | 18/40 [00:04<00:05, 3.73it/s] 62/499 4.32G 0.02137 0.01499 0.009267 93 640: 45%|####5 | 18/40 [00:04<00:05, 3.73it/s] 62/499 4.32G 0.02137 0.01499 0.009267 93 640: 48%|####7 | 19/40 [00:04<00:05, 3.73it/s] 62/499 4.32G 0.02125 0.01503 0.009265 80 640: 48%|####7 | 19/40 [00:05<00:05, 3.73it/s] 62/499 4.32G 0.02125 0.01503 0.009265 80 640: 50%|##### | 20/40 [00:05<00:05, 3.63it/s] 62/499 4.32G 0.0213 0.01491 0.009092 61 640: 50%|##### | 20/40 [00:05<00:05, 3.63it/s] 62/499 4.32G 0.0213 0.01491 0.009092 61 640: 52%|#####2 | 21/40 [00:05<00:05, 3.70it/s] 62/499 4.32G 0.02126 0.01506 0.009235 95 640: 52%|#####2 | 21/40 [00:05<00:05, 3.70it/s] 62/499 4.32G 0.02126 0.01506 0.009235 95 640: 55%|#####5 | 22/40 [00:05<00:04, 3.72it/s] 62/499 4.32G 0.02119 0.01496 0.009025 62 640: 55%|#####5 | 22/40 [00:05<00:04, 3.72it/s] 62/499 4.32G 0.02119 0.01496 0.009025 62 640: 57%|#####7 | 23/40 [00:05<00:04, 3.60it/s] 62/499 4.32G 0.02124 0.01507 0.008995 81 640: 57%|#####7 | 23/40 [00:06<00:04, 3.60it/s] 62/499 4.32G 0.02124 0.01507 0.008995 81 640: 60%|###### | 24/40 [00:06<00:04, 3.69it/s] 62/499 4.32G 0.02123 0.01503 0.008951 69 640: 60%|###### | 24/40 [00:06<00:04, 3.69it/s] 62/499 4.32G 0.02123 0.01503 0.008951 69 640: 62%|######2 | 25/40 [00:06<00:04, 3.72it/s] 62/499 4.32G 0.02116 0.01512 0.008868 81 640: 62%|######2 | 25/40 [00:06<00:04, 3.72it/s] 62/499 4.32G 0.02116 0.01512 0.008868 81 640: 65%|######5 | 26/40 [00:06<00:03, 3.62it/s] 62/499 4.32G 0.0211 0.01518 0.008958 80 640: 65%|######5 | 26/40 [00:07<00:03, 3.62it/s] 62/499 4.32G 0.0211 0.01518 0.008958 80 640: 68%|######7 | 27/40 [00:07<00:03, 3.71it/s] 62/499 4.32G 0.02111 0.01518 0.009079 74 640: 68%|######7 | 27/40 [00:07<00:03, 3.71it/s] 62/499 4.32G 0.02111 0.01518 0.009079 74 640: 70%|####### | 28/40 [00:07<00:03, 3.72it/s] 62/499 4.32G 0.02113 0.01511 0.009209 67 640: 70%|####### | 28/40 [00:07<00:03, 3.72it/s] 62/499 4.32G 0.02113 0.01511 0.009209 67 640: 72%|#######2 | 29/40 [00:07<00:03, 3.61it/s] 62/499 4.32G 0.02119 0.01526 0.009171 85 640: 72%|#######2 | 29/40 [00:07<00:03, 3.61it/s] 62/499 4.32G 0.02119 0.01526 0.009171 85 640: 75%|#######5 | 30/40 [00:07<00:02, 3.72it/s] 62/499 4.32G 0.0212 0.01534 0.009067 78 640: 75%|#######5 | 30/40 [00:08<00:02, 3.72it/s] 62/499 4.32G 0.0212 0.01534 0.009067 78 640: 78%|#######7 | 31/40 [00:08<00:02, 3.62it/s] 62/499 4.32G 0.0211 0.01534 0.00892 81 640: 78%|#######7 | 31/40 [00:08<00:02, 3.62it/s] 62/499 4.32G 0.0211 0.01534 0.00892 81 640: 80%|######## | 32/40 [00:08<00:02, 3.55it/s] 62/499 4.32G 0.02103 0.01528 0.008908 60 640: 80%|######## | 32/40 [00:08<00:02, 3.55it/s] 62/499 4.32G 0.02103 0.01528 0.008908 60 640: 82%|########2 | 33/40 [00:08<00:01, 3.67it/s] 62/499 4.32G 0.02101 0.01527 0.008781 73 640: 82%|########2 | 33/40 [00:08<00:01, 3.67it/s] 62/499 4.32G 0.02101 0.01527 0.008781 73 640: 85%|########5 | 34/40 [00:08<00:01, 3.68it/s] 62/499 4.32G 0.02105 0.0153 0.008892 75 640: 85%|########5 | 34/40 [00:09<00:01, 3.68it/s] 62/499 4.32G 0.02105 0.0153 0.008892 75 640: 88%|########7 | 35/40 [00:09<00:01, 3.57it/s] 62/499 4.32G 0.02111 0.01546 0.008912 92 640: 88%|########7 | 35/40 [00:09<00:01, 3.57it/s] 62/499 4.32G 0.02111 0.01546 0.008912 92 640: 90%|######### | 36/40 [00:09<00:01, 3.67it/s] 62/499 4.32G 0.02113 0.01553 0.008889 82 640: 90%|######### | 36/40 [00:09<00:01, 3.67it/s] 62/499 4.32G 0.02113 0.01553 0.008889 82 640: 92%|#########2| 37/40 [00:09<00:00, 3.70it/s] 62/499 4.32G 0.0212 0.01556 0.00892 81 640: 92%|#########2| 37/40 [00:10<00:00, 3.70it/s] 62/499 4.32G 0.0212 0.01556 0.00892 81 640: 95%|#########5| 38/40 [00:10<00:00, 3.60it/s] 62/499 4.32G 0.02117 0.01557 0.008963 77 640: 95%|#########5| 38/40 [00:10<00:00, 3.60it/s] 62/499 4.32G 0.02117 0.01557 0.008963 77 640: 98%|#########7| 39/40 [00:10<00:00, 3.71it/s] 62/499 4.32G 0.02121 0.01556 0.009155 30 640: 98%|#########7| 39/40 [00:10<00:00, 3.71it/s] 62/499 4.32G 0.02121 0.01556 0.009155 30 640: 100%|##########| 40/40 [00:10<00:00, 3.77it/s] 62/499 4.32G 0.02121 0.01556 0.009155 30 640: 100%|##########| 40/40 [00:10<00:00, 3.78it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.71it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.19it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.49it/s] all 132 263 0.827 0.807 0.861 0.65 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 63/499 4.32G 0.02182 0.01273 0.008831 64 640: 0%| | 0/40 [00:00<?, ?it/s] 63/499 4.32G 0.02182 0.01273 0.008831 64 640: 2%|2 | 1/40 [00:00<00:08, 4.79it/s] 63/499 4.32G 0.02231 0.01343 0.009057 70 640: 2%|2 | 1/40 [00:00<00:08, 4.79it/s] 63/499 4.32G 0.02231 0.01343 0.009057 70 640: 5%|5 | 2/40 [00:00<00:09, 3.97it/s] 63/499 4.32G 0.02161 0.01393 0.009456 78 640: 5%|5 | 2/40 [00:00<00:09, 3.97it/s] 63/499 4.32G 0.02161 0.01393 0.009456 78 640: 8%|7 | 3/40 [00:00<00:09, 3.88it/s] 63/499 4.32G 0.02173 0.01391 0.009419 68 640: 8%|7 | 3/40 [00:01<00:09, 3.88it/s] 63/499 4.32G 0.02173 0.01391 0.009419 68 640: 10%|# | 4/40 [00:01<00:09, 3.68it/s] 63/499 4.32G 0.02192 0.01463 0.01014 86 640: 10%|# | 4/40 [00:01<00:09, 3.68it/s] 63/499 4.32G 0.02192 0.01463 0.01014 86 640: 12%|#2 | 5/40 [00:01<00:09, 3.77it/s] 63/499 4.32G 0.02173 0.01509 0.01027 85 640: 12%|#2 | 5/40 [00:01<00:09, 3.77it/s] 63/499 4.32G 0.02173 0.01509 0.01027 85 640: 15%|#5 | 6/40 [00:01<00:09, 3.76it/s] 63/499 4.32G 0.02165 0.01462 0.01008 55 640: 15%|#5 | 6/40 [00:01<00:09, 3.76it/s] 63/499 4.32G 0.02165 0.01462 0.01008 55 640: 18%|#7 | 7/40 [00:01<00:09, 3.64it/s] 63/499 4.32G 0.02151 0.01491 0.01028 78 640: 18%|#7 | 7/40 [00:02<00:09, 3.64it/s] 63/499 4.32G 0.02151 0.01491 0.01028 78 640: 20%|## | 8/40 [00:02<00:08, 3.73it/s] 63/499 4.32G 0.0212 0.01468 0.009546 59 640: 20%|## | 8/40 [00:02<00:08, 3.73it/s] 63/499 4.32G 0.0212 0.01468 0.009546 59 640: 22%|##2 | 9/40 [00:02<00:08, 3.74it/s] 63/499 4.32G 0.02095 0.01499 0.009421 91 640: 22%|##2 | 9/40 [00:02<00:08, 3.74it/s] 63/499 4.32G 0.02095 0.01499 0.009421 91 640: 25%|##5 | 10/40 [00:02<00:08, 3.60it/s] 63/499 4.32G 0.02092 0.015 0.00956 74 640: 25%|##5 | 10/40 [00:02<00:08, 3.60it/s] 63/499 4.32G 0.02092 0.015 0.00956 74 640: 28%|##7 | 11/40 [00:02<00:07, 3.71it/s] 63/499 4.32G 0.02102 0.01547 0.009419 95 640: 28%|##7 | 11/40 [00:03<00:07, 3.71it/s] 63/499 4.32G 0.02102 0.01547 0.009419 95 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 63/499 4.32G 0.02103 0.01553 0.009257 75 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 63/499 4.32G 0.02103 0.01553 0.009257 75 640: 32%|###2 | 13/40 [00:03<00:07, 3.60it/s] 63/499 4.32G 0.0209 0.01576 0.009122 92 640: 32%|###2 | 13/40 [00:03<00:07, 3.60it/s] 63/499 4.32G 0.0209 0.01576 0.009122 92 640: 35%|###5 | 14/40 [00:03<00:07, 3.68it/s] 63/499 4.32G 0.02089 0.01558 0.008958 65 640: 35%|###5 | 14/40 [00:04<00:07, 3.68it/s] 63/499 4.32G 0.02089 0.01558 0.008958 65 640: 38%|###7 | 15/40 [00:04<00:06, 3.70it/s] 63/499 4.32G 0.02101 0.01568 0.0091 85 640: 38%|###7 | 15/40 [00:04<00:06, 3.70it/s] 63/499 4.32G 0.02101 0.01568 0.0091 85 640: 40%|#### | 16/40 [00:04<00:06, 3.60it/s] 63/499 4.32G 0.0209 0.0157 0.00906 83 640: 40%|#### | 16/40 [00:04<00:06, 3.60it/s] 63/499 4.32G 0.0209 0.0157 0.00906 83 640: 42%|####2 | 17/40 [00:04<00:06, 3.71it/s] 63/499 4.32G 0.02082 0.01568 0.008784 81 640: 42%|####2 | 17/40 [00:04<00:06, 3.71it/s] 63/499 4.32G 0.02082 0.01568 0.008784 81 640: 45%|####5 | 18/40 [00:04<00:05, 3.72it/s] 63/499 4.32G 0.02091 0.01562 0.008945 60 640: 45%|####5 | 18/40 [00:05<00:05, 3.72it/s] 63/499 4.32G 0.02091 0.01562 0.008945 60 640: 48%|####7 | 19/40 [00:05<00:05, 3.61it/s] 63/499 4.32G 0.02089 0.01568 0.008739 79 640: 48%|####7 | 19/40 [00:05<00:05, 3.61it/s] 63/499 4.32G 0.02089 0.01568 0.008739 79 640: 50%|##### | 20/40 [00:05<00:05, 3.72it/s] 63/499 4.32G 0.02079 0.01561 0.008574 72 640: 50%|##### | 20/40 [00:05<00:05, 3.72it/s] 63/499 4.32G 0.02079 0.01561 0.008574 72 640: 52%|#####2 | 21/40 [00:05<00:05, 3.70it/s] 63/499 4.32G 0.02083 0.01571 0.008526 86 640: 52%|#####2 | 21/40 [00:05<00:05, 3.70it/s] 63/499 4.32G 0.02083 0.01571 0.008526 86 640: 55%|#####5 | 22/40 [00:05<00:05, 3.59it/s] 63/499 4.32G 0.02079 0.0158 0.008489 93 640: 55%|#####5 | 22/40 [00:06<00:05, 3.59it/s] 63/499 4.32G 0.02079 0.0158 0.008489 93 640: 57%|#####7 | 23/40 [00:06<00:04, 3.70it/s] 63/499 4.32G 0.02075 0.01578 0.008431 73 640: 57%|#####7 | 23/40 [00:06<00:04, 3.70it/s] 63/499 4.32G 0.02075 0.01578 0.008431 73 640: 60%|###### | 24/40 [00:06<00:04, 3.72it/s] 63/499 4.32G 0.02076 0.01571 0.008497 75 640: 60%|###### | 24/40 [00:06<00:04, 3.72it/s] 63/499 4.32G 0.02076 0.01571 0.008497 75 640: 62%|######2 | 25/40 [00:06<00:04, 3.65it/s] 63/499 4.32G 0.02075 0.01562 0.00838 56 640: 62%|######2 | 25/40 [00:07<00:04, 3.65it/s] 63/499 4.32G 0.02075 0.01562 0.00838 56 640: 65%|######5 | 26/40 [00:07<00:03, 3.71it/s] 63/499 4.32G 0.02071 0.01556 0.008374 71 640: 65%|######5 | 26/40 [00:07<00:03, 3.71it/s] 63/499 4.32G 0.02071 0.01556 0.008374 71 640: 68%|######7 | 27/40 [00:07<00:03, 3.73it/s] 63/499 4.32G 0.02063 0.01539 0.008532 52 640: 68%|######7 | 27/40 [00:07<00:03, 3.73it/s] 63/499 4.32G 0.02063 0.01539 0.008532 52 640: 70%|####### | 28/40 [00:07<00:03, 3.63it/s] 63/499 4.32G 0.02064 0.01546 0.008404 86 640: 70%|####### | 28/40 [00:07<00:03, 3.63it/s] 63/499 4.32G 0.02064 0.01546 0.008404 86 640: 72%|#######2 | 29/40 [00:07<00:03, 3.61it/s] 63/499 4.32G 0.02065 0.01546 0.008354 79 640: 72%|#######2 | 29/40 [00:08<00:03, 3.61it/s] 63/499 4.32G 0.02065 0.01546 0.008354 79 640: 75%|#######5 | 30/40 [00:08<00:02, 3.65it/s] 63/499 4.32G 0.02067 0.01545 0.008327 75 640: 75%|#######5 | 30/40 [00:08<00:02, 3.65it/s] 63/499 4.32G 0.02067 0.01545 0.008327 75 640: 78%|#######7 | 31/40 [00:08<00:02, 3.58it/s] 63/499 4.32G 0.02061 0.01542 0.008346 78 640: 78%|#######7 | 31/40 [00:08<00:02, 3.58it/s] 63/499 4.32G 0.02061 0.01542 0.008346 78 640: 80%|######## | 32/40 [00:08<00:02, 3.65it/s] 63/499 4.32G 0.02057 0.01535 0.008167 66 640: 80%|######## | 32/40 [00:08<00:02, 3.65it/s] 63/499 4.32G 0.02057 0.01535 0.008167 66 640: 82%|########2 | 33/40 [00:08<00:01, 3.69it/s] 63/499 4.32G 0.02055 0.01544 0.008194 97 640: 82%|########2 | 33/40 [00:09<00:01, 3.69it/s] 63/499 4.32G 0.02055 0.01544 0.008194 97 640: 85%|########5 | 34/40 [00:09<00:01, 3.58it/s] 63/499 4.32G 0.02056 0.01541 0.008176 62 640: 85%|########5 | 34/40 [00:09<00:01, 3.58it/s] 63/499 4.32G 0.02056 0.01541 0.008176 62 640: 88%|########7 | 35/40 [00:09<00:01, 3.70it/s] 63/499 4.32G 0.0206 0.01548 0.008257 87 640: 88%|########7 | 35/40 [00:09<00:01, 3.70it/s] 63/499 4.32G 0.0206 0.01548 0.008257 87 640: 90%|######### | 36/40 [00:09<00:01, 3.69it/s] 63/499 4.32G 0.02061 0.01547 0.008213 73 640: 90%|######### | 36/40 [00:10<00:01, 3.69it/s] 63/499 4.32G 0.02061 0.01547 0.008213 73 640: 92%|#########2| 37/40 [00:10<00:00, 3.60it/s] 63/499 4.32G 0.02061 0.01547 0.008284 77 640: 92%|#########2| 37/40 [00:10<00:00, 3.60it/s] 63/499 4.32G 0.02061 0.01547 0.008284 77 640: 95%|#########5| 38/40 [00:10<00:00, 3.71it/s] 63/499 4.32G 0.02064 0.01546 0.008217 73 640: 95%|#########5| 38/40 [00:10<00:00, 3.71it/s] 63/499 4.32G 0.02064 0.01546 0.008217 73 640: 98%|#########7| 39/40 [00:10<00:00, 3.73it/s] 63/499 4.32G 0.02058 0.01546 0.008214 38 640: 98%|#########7| 39/40 [00:10<00:00, 3.73it/s] 63/499 4.32G 0.02058 0.01546 0.008214 38 640: 100%|##########| 40/40 [00:10<00:00, 3.76it/s] 63/499 4.32G 0.02058 0.01546 0.008214 38 640: 100%|##########| 40/40 [00:10<00:00, 3.69it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.49it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.49it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.60it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.52it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.08it/s] all 132 263 0.83 0.909 0.913 0.693 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 64/499 4.32G 0.01993 0.0142 0.00409 69 640: 0%| | 0/40 [00:00<?, ?it/s] 64/499 4.32G 0.01993 0.0142 0.00409 69 640: 2%|2 | 1/40 [00:00<00:09, 4.12it/s] 64/499 4.32G 0.02013 0.01361 0.005043 59 640: 2%|2 | 1/40 [00:00<00:09, 4.12it/s] 64/499 4.32G 0.02013 0.01361 0.005043 59 640: 5%|5 | 2/40 [00:00<00:09, 3.90it/s] 64/499 4.32G 0.01965 0.01427 0.005293 77 640: 5%|5 | 2/40 [00:00<00:09, 3.90it/s] 64/499 4.32G 0.01965 0.01427 0.005293 77 640: 8%|7 | 3/40 [00:00<00:10, 3.60it/s] 64/499 4.32G 0.02042 0.01439 0.006074 68 640: 8%|7 | 3/40 [00:01<00:10, 3.60it/s] 64/499 4.32G 0.02042 0.01439 0.006074 68 640: 10%|# | 4/40 [00:01<00:09, 3.78it/s] 64/499 4.32G 0.02006 0.0135 0.00579 59 640: 10%|# | 4/40 [00:01<00:09, 3.78it/s] 64/499 4.32G 0.02006 0.0135 0.00579 59 640: 12%|#2 | 5/40 [00:01<00:09, 3.76it/s] 64/499 4.32G 0.01959 0.01357 0.005804 69 640: 12%|#2 | 5/40 [00:01<00:09, 3.76it/s] 64/499 4.32G 0.01959 0.01357 0.005804 69 640: 15%|#5 | 6/40 [00:01<00:09, 3.60it/s] 64/499 4.32G 0.01962 0.01401 0.005523 87 640: 15%|#5 | 6/40 [00:01<00:09, 3.60it/s] 64/499 4.32G 0.01962 0.01401 0.005523 87 640: 18%|#7 | 7/40 [00:01<00:08, 3.75it/s] 64/499 4.32G 0.01964 0.0141 0.00524 68 640: 18%|#7 | 7/40 [00:02<00:08, 3.75it/s] 64/499 4.32G 0.01964 0.0141 0.00524 68 640: 20%|## | 8/40 [00:02<00:08, 3.75it/s] 64/499 4.32G 0.01988 0.01395 0.005797 65 640: 20%|## | 8/40 [00:02<00:08, 3.75it/s] 64/499 4.32G 0.01988 0.01395 0.005797 65 640: 22%|##2 | 9/40 [00:02<00:08, 3.62it/s] 64/499 4.32G 0.01993 0.01408 0.005762 72 640: 22%|##2 | 9/40 [00:02<00:08, 3.62it/s] 64/499 4.32G 0.01993 0.01408 0.005762 72 640: 25%|##5 | 10/40 [00:02<00:08, 3.72it/s] 64/499 4.32G 0.0201 0.0142 0.005716 77 640: 25%|##5 | 10/40 [00:02<00:08, 3.72it/s] 64/499 4.32G 0.0201 0.0142 0.005716 77 640: 28%|##7 | 11/40 [00:02<00:07, 3.74it/s] 64/499 4.32G 0.0201 0.01424 0.006034 74 640: 28%|##7 | 11/40 [00:03<00:07, 3.74it/s] 64/499 4.32G 0.0201 0.01424 0.006034 74 640: 30%|### | 12/40 [00:03<00:07, 3.61it/s] 64/499 4.32G 0.02011 0.01432 0.006382 77 640: 30%|### | 12/40 [00:03<00:07, 3.61it/s] 64/499 4.32G 0.02011 0.01432 0.006382 77 640: 32%|###2 | 13/40 [00:03<00:07, 3.74it/s] 64/499 4.32G 0.02005 0.01441 0.006429 73 640: 32%|###2 | 13/40 [00:03<00:07, 3.74it/s] 64/499 4.32G 0.02005 0.01441 0.006429 73 640: 35%|###5 | 14/40 [00:03<00:06, 3.74it/s] 64/499 4.32G 0.02001 0.01432 0.006436 67 640: 35%|###5 | 14/40 [00:04<00:06, 3.74it/s] 64/499 4.32G 0.02001 0.01432 0.006436 67 640: 38%|###7 | 15/40 [00:04<00:06, 3.61it/s] 64/499 4.32G 0.02001 0.01411 0.006461 57 640: 38%|###7 | 15/40 [00:04<00:06, 3.61it/s] 64/499 4.32G 0.02001 0.01411 0.006461 57 640: 40%|#### | 16/40 [00:04<00:06, 3.75it/s] 64/499 4.32G 0.01995 0.01411 0.006553 72 640: 40%|#### | 16/40 [00:04<00:06, 3.75it/s] 64/499 4.32G 0.01995 0.01411 0.006553 72 640: 42%|####2 | 17/40 [00:04<00:06, 3.69it/s] 64/499 4.32G 0.01981 0.01409 0.006416 75 640: 42%|####2 | 17/40 [00:04<00:06, 3.69it/s] 64/499 4.32G 0.01981 0.01409 0.006416 75 640: 45%|####5 | 18/40 [00:04<00:06, 3.60it/s] 64/499 4.32G 0.01976 0.014 0.006322 56 640: 45%|####5 | 18/40 [00:05<00:06, 3.60it/s] 64/499 4.32G 0.01976 0.014 0.006322 56 640: 48%|####7 | 19/40 [00:05<00:05, 3.70it/s] 64/499 4.32G 0.01977 0.01392 0.006315 64 640: 48%|####7 | 19/40 [00:05<00:05, 3.70it/s] 64/499 4.32G 0.01977 0.01392 0.006315 64 640: 50%|##### | 20/40 [00:05<00:05, 3.73it/s] 64/499 4.32G 0.0198 0.01416 0.00645 95 640: 50%|##### | 20/40 [00:05<00:05, 3.73it/s] 64/499 4.32G 0.0198 0.01416 0.00645 95 640: 52%|#####2 | 21/40 [00:05<00:05, 3.60it/s] 64/499 4.32G 0.01984 0.01423 0.006463 79 640: 52%|#####2 | 21/40 [00:05<00:05, 3.60it/s] 64/499 4.32G 0.01984 0.01423 0.006463 79 640: 55%|#####5 | 22/40 [00:05<00:04, 3.73it/s] 64/499 4.32G 0.01979 0.01421 0.006431 73 640: 55%|#####5 | 22/40 [00:06<00:04, 3.73it/s] 64/499 4.32G 0.01979 0.01421 0.006431 73 640: 57%|#####7 | 23/40 [00:06<00:04, 3.74it/s] 64/499 4.32G 0.01976 0.01416 0.006598 60 640: 57%|#####7 | 23/40 [00:06<00:04, 3.74it/s] 64/499 4.32G 0.01976 0.01416 0.006598 60 640: 60%|###### | 24/40 [00:06<00:04, 3.61it/s] 64/499 4.32G 0.01974 0.01421 0.006644 71 640: 60%|###### | 24/40 [00:06<00:04, 3.61it/s] 64/499 4.32G 0.01974 0.01421 0.006644 71 640: 62%|######2 | 25/40 [00:06<00:04, 3.74it/s] 64/499 4.32G 0.01969 0.01418 0.006711 76 640: 62%|######2 | 25/40 [00:07<00:04, 3.74it/s] 64/499 4.32G 0.01969 0.01418 0.006711 76 640: 65%|######5 | 26/40 [00:07<00:03, 3.75it/s] 64/499 4.32G 0.01974 0.01423 0.006696 78 640: 65%|######5 | 26/40 [00:07<00:03, 3.75it/s] 64/499 4.32G 0.01974 0.01423 0.006696 78 640: 68%|######7 | 27/40 [00:07<00:03, 3.63it/s] 64/499 4.32G 0.01975 0.01427 0.006658 77 640: 68%|######7 | 27/40 [00:07<00:03, 3.63it/s] 64/499 4.32G 0.01975 0.01427 0.006658 77 640: 70%|####### | 28/40 [00:07<00:03, 3.73it/s] 64/499 4.32G 0.01978 0.01422 0.006575 59 640: 70%|####### | 28/40 [00:07<00:03, 3.73it/s] 64/499 4.32G 0.01978 0.01422 0.006575 59 640: 72%|#######2 | 29/40 [00:07<00:02, 3.75it/s] 64/499 4.32G 0.01973 0.01425 0.006467 78 640: 72%|#######2 | 29/40 [00:08<00:02, 3.75it/s] 64/499 4.32G 0.01973 0.01425 0.006467 78 640: 75%|#######5 | 30/40 [00:08<00:02, 3.59it/s] 64/499 4.32G 0.01983 0.0143 0.006552 73 640: 75%|#######5 | 30/40 [00:08<00:02, 3.59it/s] 64/499 4.32G 0.01983 0.0143 0.006552 73 640: 78%|#######7 | 31/40 [00:08<00:02, 3.73it/s] 64/499 4.32G 0.01984 0.01432 0.006523 78 640: 78%|#######7 | 31/40 [00:08<00:02, 3.73it/s] 64/499 4.32G 0.01984 0.01432 0.006523 78 640: 80%|######## | 32/40 [00:08<00:02, 3.75it/s] 64/499 4.32G 0.01992 0.01427 0.006629 65 640: 80%|######## | 32/40 [00:08<00:02, 3.75it/s] 64/499 4.32G 0.01992 0.01427 0.006629 65 640: 82%|########2 | 33/40 [00:08<00:01, 3.63it/s] 64/499 4.32G 0.01993 0.01435 0.00667 82 640: 82%|########2 | 33/40 [00:09<00:01, 3.63it/s] 64/499 4.32G 0.01993 0.01435 0.00667 82 640: 85%|########5 | 34/40 [00:09<00:01, 3.73it/s] 64/499 4.32G 0.01999 0.01441 0.00681 76 640: 85%|########5 | 34/40 [00:09<00:01, 3.73it/s] 64/499 4.32G 0.01999 0.01441 0.00681 76 640: 88%|########7 | 35/40 [00:09<00:01, 3.75it/s] 64/499 4.32G 0.01999 0.01449 0.006911 79 640: 88%|########7 | 35/40 [00:09<00:01, 3.75it/s] 64/499 4.32G 0.01999 0.01449 0.006911 79 640: 90%|######### | 36/40 [00:09<00:01, 3.60it/s] 64/499 4.32G 0.02003 0.01451 0.007093 71 640: 90%|######### | 36/40 [00:09<00:01, 3.60it/s] 64/499 4.32G 0.02003 0.01451 0.007093 71 640: 92%|#########2| 37/40 [00:09<00:00, 3.73it/s] 64/499 4.32G 0.02 0.01452 0.006998 75 640: 92%|#########2| 37/40 [00:10<00:00, 3.73it/s] 64/499 4.32G 0.02 0.01452 0.006998 75 640: 95%|#########5| 38/40 [00:10<00:00, 3.68it/s] 64/499 4.32G 0.02 0.01454 0.006947 84 640: 95%|#########5| 38/40 [00:10<00:00, 3.68it/s] 64/499 4.32G 0.02 0.01454 0.006947 84 640: 98%|#########7| 39/40 [00:10<00:00, 3.62it/s] 64/499 4.32G 0.01995 0.01448 0.006867 31 640: 98%|#########7| 39/40 [00:10<00:00, 3.62it/s] 64/499 4.32G 0.01995 0.01448 0.006867 31 640: 100%|##########| 40/40 [00:10<00:00, 3.97it/s] 64/499 4.32G 0.01995 0.01448 0.006867 31 640: 100%|##########| 40/40 [00:10<00:00, 3.72it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.53it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.56it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.79it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.75it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.25it/s] all 132 263 0.8 0.846 0.86 0.646 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 65/499 4.32G 0.02055 0.01717 0.006064 81 640: 0%| | 0/40 [00:00<?, ?it/s] 65/499 4.32G 0.02055 0.01717 0.006064 81 640: 2%|2 | 1/40 [00:00<00:11, 3.54it/s] 65/499 4.32G 0.02048 0.01531 0.007551 66 640: 2%|2 | 1/40 [00:00<00:11, 3.54it/s] 65/499 4.32G 0.02048 0.01531 0.007551 66 640: 5%|5 | 2/40 [00:00<00:11, 3.41it/s] 65/499 4.32G 0.02098 0.01608 0.007163 85 640: 5%|5 | 2/40 [00:00<00:11, 3.41it/s] 65/499 4.32G 0.02098 0.01608 0.007163 85 640: 8%|7 | 3/40 [00:00<00:10, 3.70it/s] 65/499 4.32G 0.02114 0.01541 0.006218 65 640: 8%|7 | 3/40 [00:01<00:10, 3.70it/s] 65/499 4.32G 0.02114 0.01541 0.006218 65 640: 10%|# | 4/40 [00:01<00:09, 3.67it/s] 65/499 4.32G 0.02088 0.01527 0.006678 75 640: 10%|# | 4/40 [00:01<00:09, 3.67it/s] 65/499 4.32G 0.02088 0.01527 0.006678 75 640: 12%|#2 | 5/40 [00:01<00:09, 3.57it/s] 65/499 4.32G 0.02099 0.01533 0.006324 77 640: 12%|#2 | 5/40 [00:01<00:09, 3.57it/s] 65/499 4.32G 0.02099 0.01533 0.006324 77 640: 15%|#5 | 6/40 [00:01<00:09, 3.58it/s] 65/499 4.32G 0.02085 0.01534 0.006798 77 640: 15%|#5 | 6/40 [00:01<00:09, 3.58it/s] 65/499 4.32G 0.02085 0.01534 0.006798 77 640: 18%|#7 | 7/40 [00:01<00:09, 3.61it/s] 65/499 4.32G 0.02087 0.01506 0.007305 62 640: 18%|#7 | 7/40 [00:02<00:09, 3.61it/s] 65/499 4.32G 0.02087 0.01506 0.007305 62 640: 20%|## | 8/40 [00:02<00:09, 3.54it/s] 65/499 4.32G 0.02085 0.01521 0.007021 90 640: 20%|## | 8/40 [00:02<00:09, 3.54it/s] 65/499 4.32G 0.02085 0.01521 0.007021 90 640: 22%|##2 | 9/40 [00:02<00:08, 3.70it/s] 65/499 4.32G 0.02074 0.01513 0.00694 74 640: 22%|##2 | 9/40 [00:02<00:08, 3.70it/s] 65/499 4.32G 0.02074 0.01513 0.00694 74 640: 25%|##5 | 10/40 [00:02<00:08, 3.69it/s] 65/499 4.32G 0.0208 0.01521 0.007476 77 640: 25%|##5 | 10/40 [00:03<00:08, 3.69it/s] 65/499 4.32G 0.0208 0.01521 0.007476 77 640: 28%|##7 | 11/40 [00:03<00:08, 3.60it/s] 65/499 4.32G 0.02086 0.01498 0.008446 60 640: 28%|##7 | 11/40 [00:03<00:08, 3.60it/s] 65/499 4.32G 0.02086 0.01498 0.008446 60 640: 30%|### | 12/40 [00:03<00:07, 3.70it/s] 65/499 4.32G 0.02079 0.01521 0.008567 82 640: 30%|### | 12/40 [00:03<00:07, 3.70it/s] 65/499 4.32G 0.02079 0.01521 0.008567 82 640: 32%|###2 | 13/40 [00:03<00:07, 3.70it/s] 65/499 4.32G 0.02092 0.01515 0.00855 73 640: 32%|###2 | 13/40 [00:03<00:07, 3.70it/s] 65/499 4.32G 0.02092 0.01515 0.00855 73 640: 35%|###5 | 14/40 [00:03<00:07, 3.60it/s] 65/499 4.32G 0.02086 0.01511 0.008619 75 640: 35%|###5 | 14/40 [00:04<00:07, 3.60it/s] 65/499 4.32G 0.02086 0.01511 0.008619 75 640: 38%|###7 | 15/40 [00:04<00:06, 3.74it/s] 65/499 4.32G 0.02085 0.01524 0.00858 82 640: 38%|###7 | 15/40 [00:04<00:06, 3.74it/s] 65/499 4.32G 0.02085 0.01524 0.00858 82 640: 40%|#### | 16/40 [00:04<00:06, 3.65it/s] 65/499 4.32G 0.02093 0.01539 0.008592 86 640: 40%|#### | 16/40 [00:04<00:06, 3.65it/s] 65/499 4.32G 0.02093 0.01539 0.008592 86 640: 42%|####2 | 17/40 [00:04<00:06, 3.56it/s] 65/499 4.32G 0.0209 0.01547 0.008558 83 640: 42%|####2 | 17/40 [00:04<00:06, 3.56it/s] 65/499 4.32G 0.0209 0.01547 0.008558 83 640: 45%|####5 | 18/40 [00:04<00:05, 3.68it/s] 65/499 4.32G 0.02086 0.01546 0.008519 79 640: 45%|####5 | 18/40 [00:05<00:05, 3.68it/s] 65/499 4.32G 0.02086 0.01546 0.008519 79 640: 48%|####7 | 19/40 [00:05<00:05, 3.68it/s] 65/499 4.32G 0.02083 0.0155 0.008343 83 640: 48%|####7 | 19/40 [00:05<00:05, 3.68it/s] 65/499 4.32G 0.02083 0.0155 0.008343 83 640: 50%|##### | 20/40 [00:05<00:05, 3.59it/s] 65/499 4.32G 0.02081 0.01545 0.008278 69 640: 50%|##### | 20/40 [00:05<00:05, 3.59it/s] 65/499 4.32G 0.02081 0.01545 0.008278 69 640: 52%|#####2 | 21/40 [00:05<00:05, 3.72it/s] 65/499 4.32G 0.02079 0.01542 0.008326 75 640: 52%|#####2 | 21/40 [00:06<00:05, 3.72it/s] 65/499 4.32G 0.02079 0.01542 0.008326 75 640: 55%|#####5 | 22/40 [00:06<00:04, 3.70it/s] 65/499 4.32G 0.02083 0.01548 0.008427 80 640: 55%|#####5 | 22/40 [00:06<00:04, 3.70it/s] 65/499 4.32G 0.02083 0.01548 0.008427 80 640: 57%|#####7 | 23/40 [00:06<00:04, 3.58it/s] 65/499 4.32G 0.02086 0.01539 0.008356 66 640: 57%|#####7 | 23/40 [00:06<00:04, 3.58it/s] 65/499 4.32G 0.02086 0.01539 0.008356 66 640: 60%|###### | 24/40 [00:06<00:04, 3.72it/s] 65/499 4.32G 0.02094 0.01521 0.008574 46 640: 60%|###### | 24/40 [00:06<00:04, 3.72it/s] 65/499 4.32G 0.02094 0.01521 0.008574 46 640: 62%|######2 | 25/40 [00:06<00:04, 3.70it/s] 65/499 4.32G 0.02089 0.01528 0.008454 82 640: 62%|######2 | 25/40 [00:07<00:04, 3.70it/s] 65/499 4.32G 0.02089 0.01528 0.008454 82 640: 65%|######5 | 26/40 [00:07<00:03, 3.58it/s] 65/499 4.32G 0.0209 0.0152 0.00855 62 640: 65%|######5 | 26/40 [00:07<00:03, 3.58it/s] 65/499 4.32G 0.0209 0.0152 0.00855 62 640: 68%|######7 | 27/40 [00:07<00:03, 3.72it/s] 65/499 4.32G 0.02087 0.01517 0.00863 73 640: 68%|######7 | 27/40 [00:07<00:03, 3.72it/s] 65/499 4.32G 0.02087 0.01517 0.00863 73 640: 70%|####### | 28/40 [00:07<00:03, 3.67it/s] 65/499 4.32G 0.02085 0.015 0.00853 59 640: 70%|####### | 28/40 [00:07<00:03, 3.67it/s] 65/499 4.32G 0.02085 0.015 0.00853 59 640: 72%|#######2 | 29/40 [00:07<00:03, 3.57it/s] 65/499 4.32G 0.0208 0.015 0.008576 85 640: 72%|#######2 | 29/40 [00:08<00:03, 3.57it/s] 65/499 4.32G 0.0208 0.015 0.008576 85 640: 75%|#######5 | 30/40 [00:08<00:02, 3.71it/s] 65/499 4.32G 0.0208 0.01505 0.008555 79 640: 75%|#######5 | 30/40 [00:08<00:02, 3.71it/s] 65/499 4.32G 0.0208 0.01505 0.008555 79 640: 78%|#######7 | 31/40 [00:08<00:02, 3.69it/s] 65/499 4.32G 0.02081 0.01501 0.008662 63 640: 78%|#######7 | 31/40 [00:08<00:02, 3.69it/s] 65/499 4.32G 0.02081 0.01501 0.008662 63 640: 80%|######## | 32/40 [00:08<00:02, 3.60it/s] 65/499 4.32G 0.02073 0.01501 0.00854 81 640: 80%|######## | 32/40 [00:09<00:02, 3.60it/s] 65/499 4.32G 0.02073 0.01501 0.00854 81 640: 82%|########2 | 33/40 [00:09<00:01, 3.74it/s] 65/499 4.32G 0.02067 0.015 0.008506 76 640: 82%|########2 | 33/40 [00:09<00:01, 3.74it/s] 65/499 4.32G 0.02067 0.015 0.008506 76 640: 85%|########5 | 34/40 [00:09<00:01, 3.72it/s] 65/499 4.32G 0.02064 0.01502 0.008558 77 640: 85%|########5 | 34/40 [00:09<00:01, 3.72it/s] 65/499 4.32G 0.02064 0.01502 0.008558 77 640: 88%|########7 | 35/40 [00:09<00:01, 3.60it/s] 65/499 4.32G 0.02065 0.01492 0.008652 61 640: 88%|########7 | 35/40 [00:09<00:01, 3.60it/s] 65/499 4.32G 0.02065 0.01492 0.008652 61 640: 90%|######### | 36/40 [00:09<00:01, 3.74it/s] 65/499 4.32G 0.02063 0.01491 0.008647 77 640: 90%|######### | 36/40 [00:10<00:01, 3.74it/s] 65/499 4.32G 0.02063 0.01491 0.008647 77 640: 92%|#########2| 37/40 [00:10<00:00, 3.72it/s] 65/499 4.32G 0.02055 0.01491 0.008675 77 640: 92%|#########2| 37/40 [00:10<00:00, 3.72it/s] 65/499 4.32G 0.02055 0.01491 0.008675 77 640: 95%|#########5| 38/40 [00:10<00:00, 3.67it/s] 65/499 4.32G 0.0205 0.01494 0.008636 80 640: 95%|#########5| 38/40 [00:10<00:00, 3.67it/s] 65/499 4.32G 0.0205 0.01494 0.008636 80 640: 98%|#########7| 39/40 [00:10<00:00, 3.84it/s] 65/499 4.32G 0.0205 0.01489 0.008576 32 640: 98%|#########7| 39/40 [00:10<00:00, 3.84it/s] 65/499 4.32G 0.0205 0.01489 0.008576 32 640: 100%|##########| 40/40 [00:10<00:00, 4.26it/s] 65/499 4.32G 0.0205 0.01489 0.008576 32 640: 100%|##########| 40/40 [00:10<00:00, 3.70it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.51it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.63it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.99it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.28it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.06it/s] all 132 263 0.766 0.933 0.872 0.667 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 66/499 4.32G 0.02181 0.01977 0.00989 96 640: 0%| | 0/40 [00:00<?, ?it/s] 66/499 4.32G 0.02181 0.01977 0.00989 96 640: 2%|2 | 1/40 [00:00<00:11, 3.47it/s] 66/499 4.32G 0.02191 0.01862 0.006857 75 640: 2%|2 | 1/40 [00:00<00:11, 3.47it/s] 66/499 4.32G 0.02191 0.01862 0.006857 75 640: 5%|5 | 2/40 [00:00<00:10, 3.72it/s] 66/499 4.32G 0.02154 0.01656 0.006348 61 640: 5%|5 | 2/40 [00:00<00:10, 3.72it/s] 66/499 4.32G 0.02154 0.01656 0.006348 61 640: 8%|7 | 3/40 [00:00<00:09, 3.73it/s] 66/499 4.32G 0.02169 0.01724 0.006016 91 640: 8%|7 | 3/40 [00:01<00:09, 3.73it/s] 66/499 4.32G 0.02169 0.01724 0.006016 91 640: 10%|# | 4/40 [00:01<00:09, 3.61it/s] 66/499 4.32G 0.02178 0.01689 0.007149 65 640: 10%|# | 4/40 [00:01<00:09, 3.61it/s] 66/499 4.32G 0.02178 0.01689 0.007149 65 640: 12%|#2 | 5/40 [00:01<00:09, 3.72it/s] 66/499 4.32G 0.02187 0.01645 0.007798 75 640: 12%|#2 | 5/40 [00:01<00:09, 3.72it/s] 66/499 4.32G 0.02187 0.01645 0.007798 75 640: 15%|#5 | 6/40 [00:01<00:09, 3.71it/s] 66/499 4.32G 0.0218 0.01626 0.008133 70 640: 15%|#5 | 6/40 [00:01<00:09, 3.71it/s] 66/499 4.32G 0.0218 0.01626 0.008133 70 640: 18%|#7 | 7/40 [00:01<00:09, 3.59it/s] 66/499 4.32G 0.02153 0.01591 0.008592 68 640: 18%|#7 | 7/40 [00:02<00:09, 3.59it/s] 66/499 4.32G 0.02153 0.01591 0.008592 68 640: 20%|## | 8/40 [00:02<00:08, 3.71it/s] 66/499 4.32G 0.02147 0.01601 0.00856 84 640: 20%|## | 8/40 [00:02<00:08, 3.71it/s] 66/499 4.32G 0.02147 0.01601 0.00856 84 640: 22%|##2 | 9/40 [00:02<00:08, 3.72it/s] 66/499 4.32G 0.02147 0.01587 0.008717 69 640: 22%|##2 | 9/40 [00:02<00:08, 3.72it/s] 66/499 4.32G 0.02147 0.01587 0.008717 69 640: 25%|##5 | 10/40 [00:02<00:08, 3.61it/s] 66/499 4.32G 0.02143 0.01562 0.008591 62 640: 25%|##5 | 10/40 [00:02<00:08, 3.61it/s] 66/499 4.32G 0.02143 0.01562 0.008591 62 640: 28%|##7 | 11/40 [00:02<00:07, 3.69it/s] 66/499 4.32G 0.02147 0.01538 0.00863 60 640: 28%|##7 | 11/40 [00:03<00:07, 3.69it/s] 66/499 4.32G 0.02147 0.01538 0.00863 60 640: 30%|### | 12/40 [00:03<00:07, 3.70it/s] 66/499 4.32G 0.02146 0.0154 0.00888 79 640: 30%|### | 12/40 [00:03<00:07, 3.70it/s] 66/499 4.32G 0.02146 0.0154 0.00888 79 640: 32%|###2 | 13/40 [00:03<00:07, 3.63it/s] 66/499 4.32G 0.02138 0.0155 0.008873 84 640: 32%|###2 | 13/40 [00:03<00:07, 3.63it/s] 66/499 4.32G 0.02138 0.0155 0.008873 84 640: 35%|###5 | 14/40 [00:03<00:06, 3.72it/s] 66/499 4.32G 0.02134 0.01532 0.008572 66 640: 35%|###5 | 14/40 [00:04<00:06, 3.72it/s] 66/499 4.32G 0.02134 0.01532 0.008572 66 640: 38%|###7 | 15/40 [00:04<00:06, 3.71it/s] 66/499 4.32G 0.02136 0.0155 0.008747 78 640: 38%|###7 | 15/40 [00:04<00:06, 3.71it/s] 66/499 4.32G 0.02136 0.0155 0.008747 78 640: 40%|#### | 16/40 [00:04<00:06, 3.60it/s] 66/499 4.32G 0.02138 0.01553 0.008793 69 640: 40%|#### | 16/40 [00:04<00:06, 3.60it/s] 66/499 4.32G 0.02138 0.01553 0.008793 69 640: 42%|####2 | 17/40 [00:04<00:06, 3.70it/s] 66/499 4.32G 0.02132 0.01555 0.008905 83 640: 42%|####2 | 17/40 [00:04<00:06, 3.70it/s] 66/499 4.32G 0.02132 0.01555 0.008905 83 640: 45%|####5 | 18/40 [00:04<00:05, 3.71it/s] 66/499 4.32G 0.02132 0.01575 0.008882 78 640: 45%|####5 | 18/40 [00:05<00:05, 3.71it/s] 66/499 4.32G 0.02132 0.01575 0.008882 78 640: 48%|####7 | 19/40 [00:05<00:05, 3.57it/s] 66/499 4.32G 0.0214 0.01575 0.008914 67 640: 48%|####7 | 19/40 [00:05<00:05, 3.57it/s] 66/499 4.32G 0.0214 0.01575 0.008914 67 640: 50%|##### | 20/40 [00:05<00:05, 3.68it/s] 66/499 4.32G 0.02129 0.01567 0.008859 74 640: 50%|##### | 20/40 [00:05<00:05, 3.68it/s] 66/499 4.32G 0.02129 0.01567 0.008859 74 640: 52%|#####2 | 21/40 [00:05<00:05, 3.73it/s] 66/499 4.32G 0.02124 0.01568 0.008668 83 640: 52%|#####2 | 21/40 [00:06<00:05, 3.73it/s] 66/499 4.32G 0.02124 0.01568 0.008668 83 640: 55%|#####5 | 22/40 [00:06<00:04, 3.63it/s] 66/499 4.32G 0.02126 0.01575 0.008867 87 640: 55%|#####5 | 22/40 [00:06<00:04, 3.63it/s] 66/499 4.32G 0.02126 0.01575 0.008867 87 640: 57%|#####7 | 23/40 [00:06<00:04, 3.71it/s] 66/499 4.32G 0.02118 0.0158 0.008782 83 640: 57%|#####7 | 23/40 [00:06<00:04, 3.71it/s] 66/499 4.32G 0.02118 0.0158 0.008782 83 640: 60%|###### | 24/40 [00:06<00:04, 3.72it/s] 66/499 4.32G 0.02108 0.01578 0.008721 79 640: 60%|###### | 24/40 [00:06<00:04, 3.72it/s] 66/499 4.32G 0.02108 0.01578 0.008721 79 640: 62%|######2 | 25/40 [00:06<00:04, 3.62it/s] 66/499 4.32G 0.02121 0.01571 0.008739 66 640: 62%|######2 | 25/40 [00:07<00:04, 3.62it/s] 66/499 4.32G 0.02121 0.01571 0.008739 66 640: 65%|######5 | 26/40 [00:07<00:03, 3.70it/s] 66/499 4.32G 0.02119 0.01566 0.008659 72 640: 65%|######5 | 26/40 [00:07<00:03, 3.70it/s] 66/499 4.32G 0.02119 0.01566 0.008659 72 640: 68%|######7 | 27/40 [00:07<00:03, 3.69it/s] 66/499 4.32G 0.02116 0.0157 0.008594 83 640: 68%|######7 | 27/40 [00:07<00:03, 3.69it/s] 66/499 4.32G 0.02116 0.0157 0.008594 83 640: 70%|####### | 28/40 [00:07<00:03, 3.58it/s] 66/499 4.32G 0.02112 0.01561 0.008512 67 640: 70%|####### | 28/40 [00:07<00:03, 3.58it/s] 66/499 4.32G 0.02112 0.01561 0.008512 67 640: 72%|#######2 | 29/40 [00:07<00:02, 3.69it/s] 66/499 4.32G 0.0211 0.01565 0.008511 83 640: 72%|#######2 | 29/40 [00:08<00:02, 3.69it/s] 66/499 4.32G 0.0211 0.01565 0.008511 83 640: 75%|#######5 | 30/40 [00:08<00:02, 3.70it/s] 66/499 4.32G 0.02109 0.01572 0.008464 89 640: 75%|#######5 | 30/40 [00:08<00:02, 3.70it/s] 66/499 4.32G 0.02109 0.01572 0.008464 89 640: 78%|#######7 | 31/40 [00:08<00:02, 3.60it/s] 66/499 4.32G 0.02106 0.01568 0.008382 75 640: 78%|#######7 | 31/40 [00:08<00:02, 3.60it/s] 66/499 4.32G 0.02106 0.01568 0.008382 75 640: 80%|######## | 32/40 [00:08<00:02, 3.69it/s] 66/499 4.32G 0.021 0.01568 0.008372 75 640: 80%|######## | 32/40 [00:08<00:02, 3.69it/s] 66/499 4.32G 0.021 0.01568 0.008372 75 640: 82%|########2 | 33/40 [00:08<00:01, 3.71it/s] 66/499 4.32G 0.02098 0.0156 0.0083 59 640: 82%|########2 | 33/40 [00:09<00:01, 3.71it/s] 66/499 4.32G 0.02098 0.0156 0.0083 59 640: 85%|########5 | 34/40 [00:09<00:01, 3.60it/s] 66/499 4.32G 0.02096 0.01563 0.008351 83 640: 85%|########5 | 34/40 [00:09<00:01, 3.60it/s] 66/499 4.32G 0.02096 0.01563 0.008351 83 640: 88%|########7 | 35/40 [00:09<00:01, 3.69it/s] 66/499 4.32G 0.02089 0.01558 0.008284 68 640: 88%|########7 | 35/40 [00:09<00:01, 3.69it/s] 66/499 4.32G 0.02089 0.01558 0.008284 68 640: 90%|######### | 36/40 [00:09<00:01, 3.70it/s] 66/499 4.32G 0.02093 0.01551 0.008386 61 640: 90%|######### | 36/40 [00:10<00:01, 3.70it/s] 66/499 4.32G 0.02093 0.01551 0.008386 61 640: 92%|#########2| 37/40 [00:10<00:00, 3.63it/s] 66/499 4.32G 0.02092 0.01542 0.008442 60 640: 92%|#########2| 37/40 [00:10<00:00, 3.63it/s] 66/499 4.32G 0.02092 0.01542 0.008442 60 640: 95%|#########5| 38/40 [00:10<00:00, 3.73it/s] 66/499 4.32G 0.02092 0.01547 0.008343 85 640: 95%|#########5| 38/40 [00:10<00:00, 3.73it/s] 66/499 4.32G 0.02092 0.01547 0.008343 85 640: 98%|#########7| 39/40 [00:10<00:00, 4.08it/s] 66/499 4.32G 0.02095 0.01545 0.008286 36 640: 98%|#########7| 39/40 [00:10<00:00, 4.08it/s] 66/499 4.32G 0.02095 0.01545 0.008286 36 640: 100%|##########| 40/40 [00:10<00:00, 4.28it/s] 66/499 4.32G 0.02095 0.01545 0.008286 36 640: 100%|##########| 40/40 [00:10<00:00, 3.72it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.50it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.76it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 3.04it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.32it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.11it/s] all 132 263 0.831 0.901 0.881 0.705 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 67/499 4.32G 0.02247 0.0215 0.008729 93 640: 0%| | 0/40 [00:00<?, ?it/s] 67/499 4.32G 0.02247 0.0215 0.008729 93 640: 2%|2 | 1/40 [00:00<00:07, 5.03it/s] 67/499 4.32G 0.02151 0.01823 0.007422 73 640: 2%|2 | 1/40 [00:00<00:07, 5.03it/s] 67/499 4.32G 0.02151 0.01823 0.007422 73 640: 5%|5 | 2/40 [00:00<00:09, 4.20it/s] 67/499 4.32G 0.02114 0.01744 0.007438 78 640: 5%|5 | 2/40 [00:00<00:09, 4.20it/s] 67/499 4.32G 0.02114 0.01744 0.007438 78 640: 8%|7 | 3/40 [00:00<00:09, 3.79it/s] 67/499 4.32G 0.02089 0.01731 0.007697 79 640: 8%|7 | 3/40 [00:01<00:09, 3.79it/s] 67/499 4.32G 0.02089 0.01731 0.007697 79 640: 10%|# | 4/40 [00:01<00:09, 3.87it/s] 67/499 4.32G 0.02011 0.01612 0.00669 62 640: 10%|# | 4/40 [00:01<00:09, 3.87it/s] 67/499 4.32G 0.02011 0.01612 0.00669 62 640: 12%|#2 | 5/40 [00:01<00:09, 3.84it/s] 67/499 4.32G 0.02025 0.01593 0.00701 74 640: 12%|#2 | 5/40 [00:01<00:09, 3.84it/s] 67/499 4.32G 0.02025 0.01593 0.00701 74 640: 15%|#5 | 6/40 [00:01<00:09, 3.70it/s] 67/499 4.32G 0.02046 0.01583 0.007315 74 640: 15%|#5 | 6/40 [00:01<00:09, 3.70it/s] 67/499 4.32G 0.02046 0.01583 0.007315 74 640: 18%|#7 | 7/40 [00:01<00:08, 3.77it/s] 67/499 4.32G 0.02026 0.01568 0.007265 76 640: 18%|#7 | 7/40 [00:02<00:08, 3.77it/s] 67/499 4.32G 0.02026 0.01568 0.007265 76 640: 20%|## | 8/40 [00:02<00:08, 3.77it/s] 67/499 4.32G 0.02012 0.01556 0.007558 73 640: 20%|## | 8/40 [00:02<00:08, 3.77it/s] 67/499 4.32G 0.02012 0.01556 0.007558 73 640: 22%|##2 | 9/40 [00:02<00:08, 3.67it/s] 67/499 4.32G 0.02001 0.01537 0.007344 70 640: 22%|##2 | 9/40 [00:02<00:08, 3.67it/s] 67/499 4.32G 0.02001 0.01537 0.007344 70 640: 25%|##5 | 10/40 [00:02<00:08, 3.73it/s] 67/499 4.32G 0.02007 0.01526 0.00712 68 640: 25%|##5 | 10/40 [00:02<00:08, 3.73it/s] 67/499 4.32G 0.02007 0.01526 0.00712 68 640: 28%|##7 | 11/40 [00:02<00:07, 3.73it/s] 67/499 4.32G 0.02018 0.01513 0.007529 64 640: 28%|##7 | 11/40 [00:03<00:07, 3.73it/s] 67/499 4.32G 0.02018 0.01513 0.007529 64 640: 30%|### | 12/40 [00:03<00:07, 3.63it/s] 67/499 4.32G 0.02027 0.01538 0.007309 87 640: 30%|### | 12/40 [00:03<00:07, 3.63it/s] 67/499 4.32G 0.02027 0.01538 0.007309 87 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 67/499 4.32G 0.02015 0.01538 0.007216 80 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 67/499 4.32G 0.02015 0.01538 0.007216 80 640: 35%|###5 | 14/40 [00:03<00:06, 3.72it/s] 67/499 4.32G 0.02008 0.01529 0.006974 75 640: 35%|###5 | 14/40 [00:04<00:06, 3.72it/s] 67/499 4.32G 0.02008 0.01529 0.006974 75 640: 38%|###7 | 15/40 [00:04<00:06, 3.62it/s] 67/499 4.32G 0.01992 0.01521 0.006737 73 640: 38%|###7 | 15/40 [00:04<00:06, 3.62it/s] 67/499 4.32G 0.01992 0.01521 0.006737 73 640: 40%|#### | 16/40 [00:04<00:06, 3.71it/s] 67/499 4.32G 0.01999 0.01511 0.006726 63 640: 40%|#### | 16/40 [00:04<00:06, 3.71it/s] 67/499 4.32G 0.01999 0.01511 0.006726 63 640: 42%|####2 | 17/40 [00:04<00:06, 3.73it/s] 67/499 4.32G 0.02003 0.01487 0.006667 47 640: 42%|####2 | 17/40 [00:04<00:06, 3.73it/s] 67/499 4.32G 0.02003 0.01487 0.006667 47 640: 45%|####5 | 18/40 [00:04<00:06, 3.63it/s] 67/499 4.32G 0.02003 0.01485 0.006596 73 640: 45%|####5 | 18/40 [00:05<00:06, 3.63it/s] 67/499 4.32G 0.02003 0.01485 0.006596 73 640: 48%|####7 | 19/40 [00:05<00:05, 3.73it/s] 67/499 4.32G 0.02014 0.01496 0.006783 78 640: 48%|####7 | 19/40 [00:05<00:05, 3.73it/s] 67/499 4.32G 0.02014 0.01496 0.006783 78 640: 50%|##### | 20/40 [00:05<00:05, 3.75it/s] 67/499 4.32G 0.02023 0.01509 0.00686 89 640: 50%|##### | 20/40 [00:05<00:05, 3.75it/s] 67/499 4.32G 0.02023 0.01509 0.00686 89 640: 52%|#####2 | 21/40 [00:05<00:05, 3.63it/s] 67/499 4.32G 0.02015 0.015 0.006853 70 640: 52%|#####2 | 21/40 [00:05<00:05, 3.63it/s] 67/499 4.32G 0.02015 0.015 0.006853 70 640: 55%|#####5 | 22/40 [00:05<00:04, 3.74it/s] 67/499 4.32G 0.02015 0.01499 0.006875 84 640: 55%|#####5 | 22/40 [00:06<00:04, 3.74it/s] 67/499 4.32G 0.02015 0.01499 0.006875 84 640: 57%|#####7 | 23/40 [00:06<00:04, 3.75it/s] 67/499 4.32G 0.02009 0.01488 0.00696 64 640: 57%|#####7 | 23/40 [00:06<00:04, 3.75it/s] 67/499 4.32G 0.02009 0.01488 0.00696 64 640: 60%|###### | 24/40 [00:06<00:04, 3.64it/s] 67/499 4.32G 0.02003 0.01486 0.006831 79 640: 60%|###### | 24/40 [00:06<00:04, 3.64it/s] 67/499 4.32G 0.02003 0.01486 0.006831 79 640: 62%|######2 | 25/40 [00:06<00:04, 3.73it/s] 67/499 4.32G 0.0199 0.01477 0.006995 71 640: 62%|######2 | 25/40 [00:06<00:04, 3.73it/s] 67/499 4.32G 0.0199 0.01477 0.006995 71 640: 65%|######5 | 26/40 [00:06<00:03, 3.76it/s] 67/499 4.32G 0.01989 0.01478 0.006969 71 640: 65%|######5 | 26/40 [00:07<00:03, 3.76it/s] 67/499 4.32G 0.01989 0.01478 0.006969 71 640: 68%|######7 | 27/40 [00:07<00:03, 3.59it/s] 67/499 4.32G 0.01997 0.01486 0.006865 79 640: 68%|######7 | 27/40 [00:07<00:03, 3.59it/s] 67/499 4.32G 0.01997 0.01486 0.006865 79 640: 70%|####### | 28/40 [00:07<00:03, 3.71it/s] 67/499 4.32G 0.0199 0.01484 0.006856 79 640: 70%|####### | 28/40 [00:07<00:03, 3.71it/s] 67/499 4.32G 0.0199 0.01484 0.006856 79 640: 72%|#######2 | 29/40 [00:07<00:02, 3.70it/s] 67/499 4.32G 0.01997 0.01483 0.006766 71 640: 72%|#######2 | 29/40 [00:08<00:02, 3.70it/s] 67/499 4.32G 0.01997 0.01483 0.006766 71 640: 75%|#######5 | 30/40 [00:08<00:02, 3.57it/s] 67/499 4.32G 0.01993 0.01486 0.006686 82 640: 75%|#######5 | 30/40 [00:08<00:02, 3.57it/s] 67/499 4.32G 0.01993 0.01486 0.006686 82 640: 78%|#######7 | 31/40 [00:08<00:02, 3.68it/s] 67/499 4.32G 0.01993 0.01487 0.006888 71 640: 78%|#######7 | 31/40 [00:08<00:02, 3.68it/s] 67/499 4.32G 0.01993 0.01487 0.006888 71 640: 80%|######## | 32/40 [00:08<00:02, 3.71it/s] 67/499 4.32G 0.01995 0.01479 0.00697 65 640: 80%|######## | 32/40 [00:08<00:02, 3.71it/s] 67/499 4.32G 0.01995 0.01479 0.00697 65 640: 82%|########2 | 33/40 [00:08<00:01, 3.60it/s] 67/499 4.32G 0.0199 0.01475 0.006966 77 640: 82%|########2 | 33/40 [00:09<00:01, 3.60it/s] 67/499 4.32G 0.0199 0.01475 0.006966 77 640: 85%|########5 | 34/40 [00:09<00:01, 3.70it/s] 67/499 4.32G 0.01981 0.01477 0.00691 77 640: 85%|########5 | 34/40 [00:09<00:01, 3.70it/s] 67/499 4.32G 0.01981 0.01477 0.00691 77 640: 88%|########7 | 35/40 [00:09<00:01, 3.71it/s] 67/499 4.32G 0.01986 0.01481 0.00703 79 640: 88%|########7 | 35/40 [00:09<00:01, 3.71it/s] 67/499 4.32G 0.01986 0.01481 0.00703 79 640: 90%|######### | 36/40 [00:09<00:01, 3.62it/s] 67/499 4.32G 0.0199 0.01487 0.007053 86 640: 90%|######### | 36/40 [00:09<00:01, 3.62it/s] 67/499 4.32G 0.0199 0.01487 0.007053 86 640: 92%|#########2| 37/40 [00:09<00:00, 3.77it/s] 67/499 4.32G 0.01989 0.01495 0.007112 97 640: 92%|#########2| 37/40 [00:10<00:00, 3.77it/s] 67/499 4.32G 0.01989 0.01495 0.007112 97 640: 95%|#########5| 38/40 [00:10<00:00, 3.88it/s] 67/499 4.32G 0.01986 0.01499 0.007046 79 640: 95%|#########5| 38/40 [00:10<00:00, 3.88it/s] 67/499 4.32G 0.01986 0.01499 0.007046 79 640: 98%|#########7| 39/40 [00:10<00:00, 4.08it/s] 67/499 4.32G 0.02003 0.01497 0.007311 29 640: 98%|#########7| 39/40 [00:10<00:00, 4.08it/s] 67/499 4.32G 0.02003 0.01497 0.007311 29 640: 100%|##########| 40/40 [00:10<00:00, 4.45it/s] 67/499 4.32G 0.02003 0.01497 0.007311 29 640: 100%|##########| 40/40 [00:10<00:00, 3.78it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.55it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.73it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.62it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.03it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.87it/s] all 132 263 0.869 0.847 0.906 0.719 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 68/499 4.32G 0.01715 0.01309 0.005607 71 640: 0%| | 0/40 [00:00<?, ?it/s] 68/499 4.32G 0.01715 0.01309 0.005607 71 640: 2%|2 | 1/40 [00:00<00:08, 4.71it/s] 68/499 4.32G 0.01903 0.01409 0.007099 77 640: 2%|2 | 1/40 [00:00<00:08, 4.71it/s] 68/499 4.32G 0.01903 0.01409 0.007099 77 640: 5%|5 | 2/40 [00:00<00:09, 3.88it/s] 68/499 4.32G 0.01956 0.01439 0.006906 76 640: 5%|5 | 2/40 [00:00<00:09, 3.88it/s] 68/499 4.32G 0.01956 0.01439 0.006906 76 640: 8%|7 | 3/40 [00:00<00:09, 3.92it/s] 68/499 4.32G 0.02116 0.01454 0.008317 66 640: 8%|7 | 3/40 [00:01<00:09, 3.92it/s] 68/499 4.32G 0.02116 0.01454 0.008317 66 640: 10%|# | 4/40 [00:01<00:09, 3.80it/s] 68/499 4.32G 0.02054 0.01449 0.007466 70 640: 10%|# | 4/40 [00:01<00:09, 3.80it/s] 68/499 4.32G 0.02054 0.01449 0.007466 70 640: 12%|#2 | 5/40 [00:01<00:09, 3.64it/s] 68/499 4.32G 0.02043 0.01436 0.007005 66 640: 12%|#2 | 5/40 [00:01<00:09, 3.64it/s] 68/499 4.32G 0.02043 0.01436 0.007005 66 640: 15%|#5 | 6/40 [00:01<00:08, 3.78it/s] 68/499 4.32G 0.02051 0.01439 0.007464 72 640: 15%|#5 | 6/40 [00:01<00:08, 3.78it/s] 68/499 4.32G 0.02051 0.01439 0.007464 72 640: 18%|#7 | 7/40 [00:01<00:08, 3.74it/s] 68/499 4.32G 0.02042 0.01439 0.007681 69 640: 18%|#7 | 7/40 [00:02<00:08, 3.74it/s] 68/499 4.32G 0.02042 0.01439 0.007681 69 640: 20%|## | 8/40 [00:02<00:08, 3.62it/s] 68/499 4.32G 0.02053 0.01483 0.008661 91 640: 20%|## | 8/40 [00:02<00:08, 3.62it/s] 68/499 4.32G 0.02053 0.01483 0.008661 91 640: 22%|##2 | 9/40 [00:02<00:08, 3.75it/s] 68/499 4.32G 0.02042 0.01467 0.008848 68 640: 22%|##2 | 9/40 [00:02<00:08, 3.75it/s] 68/499 4.32G 0.02042 0.01467 0.008848 68 640: 25%|##5 | 10/40 [00:02<00:08, 3.73it/s] 68/499 4.32G 0.02047 0.01459 0.00868 64 640: 25%|##5 | 10/40 [00:02<00:08, 3.73it/s] 68/499 4.32G 0.02047 0.01459 0.00868 64 640: 28%|##7 | 11/40 [00:02<00:08, 3.60it/s] 68/499 4.32G 0.02058 0.01503 0.008819 90 640: 28%|##7 | 11/40 [00:03<00:08, 3.60it/s] 68/499 4.32G 0.02058 0.01503 0.008819 90 640: 30%|### | 12/40 [00:03<00:07, 3.74it/s] 68/499 4.32G 0.02047 0.01479 0.008736 63 640: 30%|### | 12/40 [00:03<00:07, 3.74it/s] 68/499 4.32G 0.02047 0.01479 0.008736 63 640: 32%|###2 | 13/40 [00:03<00:07, 3.71it/s] 68/499 4.32G 0.02046 0.01487 0.009065 72 640: 32%|###2 | 13/40 [00:03<00:07, 3.71it/s] 68/499 4.32G 0.02046 0.01487 0.009065 72 640: 35%|###5 | 14/40 [00:03<00:07, 3.65it/s] 68/499 4.32G 0.02044 0.01482 0.008845 68 640: 35%|###5 | 14/40 [00:04<00:07, 3.65it/s] 68/499 4.32G 0.02044 0.01482 0.008845 68 640: 38%|###7 | 15/40 [00:04<00:06, 3.73it/s] 68/499 4.32G 0.0205 0.01472 0.008757 65 640: 38%|###7 | 15/40 [00:04<00:06, 3.73it/s] 68/499 4.32G 0.0205 0.01472 0.008757 65 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 68/499 4.32G 0.02069 0.01483 0.008956 67 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 68/499 4.32G 0.02069 0.01483 0.008956 67 640: 42%|####2 | 17/40 [00:04<00:06, 3.61it/s] 68/499 4.32G 0.02069 0.01501 0.008904 89 640: 42%|####2 | 17/40 [00:04<00:06, 3.61it/s] 68/499 4.32G 0.02069 0.01501 0.008904 89 640: 45%|####5 | 18/40 [00:04<00:05, 3.73it/s] 68/499 4.32G 0.02082 0.01512 0.008803 78 640: 45%|####5 | 18/40 [00:05<00:05, 3.73it/s] 68/499 4.32G 0.02082 0.01512 0.008803 78 640: 48%|####7 | 19/40 [00:05<00:05, 3.71it/s] 68/499 4.32G 0.02069 0.01517 0.008749 75 640: 48%|####7 | 19/40 [00:05<00:05, 3.71it/s] 68/499 4.32G 0.02069 0.01517 0.008749 75 640: 50%|##### | 20/40 [00:05<00:05, 3.61it/s] 68/499 4.32G 0.02076 0.01534 0.008635 90 640: 50%|##### | 20/40 [00:05<00:05, 3.61it/s] 68/499 4.32G 0.02076 0.01534 0.008635 90 640: 52%|#####2 | 21/40 [00:05<00:05, 3.75it/s] 68/499 4.32G 0.02071 0.01527 0.008534 69 640: 52%|#####2 | 21/40 [00:05<00:05, 3.75it/s] 68/499 4.32G 0.02071 0.01527 0.008534 69 640: 55%|#####5 | 22/40 [00:05<00:04, 3.73it/s] 68/499 4.32G 0.02066 0.01528 0.00857 79 640: 55%|#####5 | 22/40 [00:06<00:04, 3.73it/s] 68/499 4.32G 0.02066 0.01528 0.00857 79 640: 57%|#####7 | 23/40 [00:06<00:04, 3.62it/s] 68/499 4.32G 0.02065 0.01523 0.008683 67 640: 57%|#####7 | 23/40 [00:06<00:04, 3.62it/s] 68/499 4.32G 0.02065 0.01523 0.008683 67 640: 60%|###### | 24/40 [00:06<00:04, 3.76it/s] 68/499 4.32G 0.02082 0.01525 0.008897 64 640: 60%|###### | 24/40 [00:06<00:04, 3.76it/s] 68/499 4.32G 0.02082 0.01525 0.008897 64 640: 62%|######2 | 25/40 [00:06<00:04, 3.72it/s] 68/499 4.32G 0.02069 0.0152 0.008835 70 640: 62%|######2 | 25/40 [00:07<00:04, 3.72it/s] 68/499 4.32G 0.02069 0.0152 0.008835 70 640: 65%|######5 | 26/40 [00:07<00:03, 3.61it/s] 68/499 4.32G 0.02061 0.01524 0.008798 86 640: 65%|######5 | 26/40 [00:07<00:03, 3.61it/s] 68/499 4.32G 0.02061 0.01524 0.008798 86 640: 68%|######7 | 27/40 [00:07<00:03, 3.74it/s] 68/499 4.32G 0.02061 0.01529 0.008883 79 640: 68%|######7 | 27/40 [00:07<00:03, 3.74it/s] 68/499 4.32G 0.02061 0.01529 0.008883 79 640: 70%|####### | 28/40 [00:07<00:03, 3.72it/s] 68/499 4.32G 0.0206 0.01529 0.009065 70 640: 70%|####### | 28/40 [00:07<00:03, 3.72it/s] 68/499 4.32G 0.0206 0.01529 0.009065 70 640: 72%|#######2 | 29/40 [00:07<00:03, 3.64it/s] 68/499 4.32G 0.02061 0.01524 0.008966 65 640: 72%|#######2 | 29/40 [00:08<00:03, 3.64it/s] 68/499 4.32G 0.02061 0.01524 0.008966 65 640: 75%|#######5 | 30/40 [00:08<00:02, 3.74it/s] 68/499 4.32G 0.02059 0.0152 0.008828 66 640: 75%|#######5 | 30/40 [00:08<00:02, 3.74it/s] 68/499 4.32G 0.02059 0.0152 0.008828 66 640: 78%|#######7 | 31/40 [00:08<00:02, 3.72it/s] 68/499 4.32G 0.02059 0.0152 0.008764 74 640: 78%|#######7 | 31/40 [00:08<00:02, 3.72it/s] 68/499 4.32G 0.02059 0.0152 0.008764 74 640: 80%|######## | 32/40 [00:08<00:02, 3.62it/s] 68/499 4.32G 0.02051 0.01517 0.0087 71 640: 80%|######## | 32/40 [00:08<00:02, 3.62it/s] 68/499 4.32G 0.02051 0.01517 0.0087 71 640: 82%|########2 | 33/40 [00:08<00:01, 3.75it/s] 68/499 4.32G 0.02051 0.01516 0.008558 69 640: 82%|########2 | 33/40 [00:09<00:01, 3.75it/s] 68/499 4.32G 0.02051 0.01516 0.008558 69 640: 85%|########5 | 34/40 [00:09<00:01, 3.72it/s] 68/499 4.32G 0.02045 0.01513 0.008446 71 640: 85%|########5 | 34/40 [00:09<00:01, 3.72it/s] 68/499 4.32G 0.02045 0.01513 0.008446 71 640: 88%|########7 | 35/40 [00:09<00:01, 3.68it/s] 68/499 4.32G 0.02044 0.01514 0.008417 71 640: 88%|########7 | 35/40 [00:09<00:01, 3.68it/s] 68/499 4.32G 0.02044 0.01514 0.008417 71 640: 90%|######### | 36/40 [00:09<00:01, 3.88it/s] 68/499 4.32G 0.02034 0.0151 0.008319 71 640: 90%|######### | 36/40 [00:09<00:01, 3.88it/s] 68/499 4.32G 0.02034 0.0151 0.008319 71 640: 92%|#########2| 37/40 [00:09<00:00, 4.23it/s] 68/499 4.32G 0.02036 0.01512 0.008379 77 640: 92%|#########2| 37/40 [00:10<00:00, 4.23it/s] 68/499 4.32G 0.02036 0.01512 0.008379 77 640: 95%|#########5| 38/40 [00:10<00:00, 4.37it/s] 68/499 4.32G 0.02028 0.01514 0.00834 84 640: 95%|#########5| 38/40 [00:10<00:00, 4.37it/s] 68/499 4.32G 0.02028 0.01514 0.00834 84 640: 98%|#########7| 39/40 [00:10<00:00, 4.62it/s] 68/499 4.32G 0.02026 0.01513 0.008454 43 640: 98%|#########7| 39/40 [00:10<00:00, 4.62it/s] 68/499 4.32G 0.02026 0.01513 0.008454 43 640: 100%|##########| 40/40 [00:10<00:00, 4.87it/s] 68/499 4.32G 0.02026 0.01513 0.008454 43 640: 100%|##########| 40/40 [00:10<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.56it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.99it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.34it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.78it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.70it/s] all 132 263 0.903 0.899 0.917 0.696 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 69/499 4.32G 0.02067 0.01197 0.009721 58 640: 0%| | 0/40 [00:00<?, ?it/s] 69/499 4.32G 0.02067 0.01197 0.009721 58 640: 2%|2 | 1/40 [00:00<00:08, 4.41it/s] 69/499 4.32G 0.02029 0.01342 0.009692 72 640: 2%|2 | 1/40 [00:00<00:08, 4.41it/s] 69/499 4.32G 0.02029 0.01342 0.009692 72 640: 5%|5 | 2/40 [00:00<00:09, 4.21it/s] 69/499 4.32G 0.02116 0.01457 0.008177 84 640: 5%|5 | 2/40 [00:00<00:09, 4.21it/s] 69/499 4.32G 0.02116 0.01457 0.008177 84 640: 8%|7 | 3/40 [00:00<00:09, 3.91it/s] 69/499 4.32G 0.0208 0.01504 0.009151 77 640: 8%|7 | 3/40 [00:01<00:09, 3.91it/s] 69/499 4.32G 0.0208 0.01504 0.009151 77 640: 10%|# | 4/40 [00:01<00:09, 3.69it/s] 69/499 4.32G 0.02028 0.01408 0.007891 57 640: 10%|# | 4/40 [00:01<00:09, 3.69it/s] 69/499 4.32G 0.02028 0.01408 0.007891 57 640: 12%|#2 | 5/40 [00:01<00:09, 3.81it/s] 69/499 4.32G 0.02045 0.0144 0.01016 81 640: 12%|#2 | 5/40 [00:01<00:09, 3.81it/s] 69/499 4.32G 0.02045 0.0144 0.01016 81 640: 15%|#5 | 6/40 [00:01<00:09, 3.76it/s] 69/499 4.32G 0.02067 0.01484 0.009923 76 640: 15%|#5 | 6/40 [00:01<00:09, 3.76it/s] 69/499 4.32G 0.02067 0.01484 0.009923 76 640: 18%|#7 | 7/40 [00:01<00:09, 3.65it/s] 69/499 4.32G 0.02063 0.01494 0.009371 79 640: 18%|#7 | 7/40 [00:02<00:09, 3.65it/s] 69/499 4.32G 0.02063 0.01494 0.009371 79 640: 20%|## | 8/40 [00:02<00:08, 3.78it/s] 69/499 4.32G 0.02041 0.01462 0.00884 62 640: 20%|## | 8/40 [00:02<00:08, 3.78it/s] 69/499 4.32G 0.02041 0.01462 0.00884 62 640: 22%|##2 | 9/40 [00:02<00:08, 3.71it/s] 69/499 4.32G 0.02032 0.01462 0.008678 74 640: 22%|##2 | 9/40 [00:02<00:08, 3.71it/s] 69/499 4.32G 0.02032 0.01462 0.008678 74 640: 25%|##5 | 10/40 [00:02<00:08, 3.62it/s] 69/499 4.32G 0.02033 0.01453 0.008271 64 640: 25%|##5 | 10/40 [00:02<00:08, 3.62it/s] 69/499 4.32G 0.02033 0.01453 0.008271 64 640: 28%|##7 | 11/40 [00:02<00:07, 3.74it/s] 69/499 4.32G 0.02026 0.01462 0.008412 74 640: 28%|##7 | 11/40 [00:03<00:07, 3.74it/s] 69/499 4.32G 0.02026 0.01462 0.008412 74 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 69/499 4.32G 0.02024 0.01454 0.008492 71 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 69/499 4.32G 0.02024 0.01454 0.008492 71 640: 32%|###2 | 13/40 [00:03<00:07, 3.61it/s] 69/499 4.32G 0.02021 0.01444 0.008363 71 640: 32%|###2 | 13/40 [00:03<00:07, 3.61it/s] 69/499 4.32G 0.02021 0.01444 0.008363 71 640: 35%|###5 | 14/40 [00:03<00:06, 3.73it/s] 69/499 4.32G 0.02034 0.01456 0.00855 68 640: 35%|###5 | 14/40 [00:04<00:06, 3.73it/s] 69/499 4.32G 0.02034 0.01456 0.00855 68 640: 38%|###7 | 15/40 [00:04<00:06, 3.72it/s] 69/499 4.32G 0.02032 0.01455 0.008537 72 640: 38%|###7 | 15/40 [00:04<00:06, 3.72it/s] 69/499 4.32G 0.02032 0.01455 0.008537 72 640: 40%|#### | 16/40 [00:04<00:06, 3.61it/s] 69/499 4.32G 0.02025 0.01448 0.008454 68 640: 40%|#### | 16/40 [00:04<00:06, 3.61it/s] 69/499 4.32G 0.02025 0.01448 0.008454 68 640: 42%|####2 | 17/40 [00:04<00:06, 3.75it/s] 69/499 4.32G 0.02038 0.01465 0.008492 82 640: 42%|####2 | 17/40 [00:04<00:06, 3.75it/s] 69/499 4.32G 0.02038 0.01465 0.008492 82 640: 45%|####5 | 18/40 [00:04<00:05, 3.72it/s] 69/499 4.32G 0.02033 0.01463 0.008271 72 640: 45%|####5 | 18/40 [00:05<00:05, 3.72it/s] 69/499 4.32G 0.02033 0.01463 0.008271 72 640: 48%|####7 | 19/40 [00:05<00:05, 3.59it/s] 69/499 4.32G 0.02028 0.01462 0.008329 72 640: 48%|####7 | 19/40 [00:05<00:05, 3.59it/s] 69/499 4.32G 0.02028 0.01462 0.008329 72 640: 50%|##### | 20/40 [00:05<00:05, 3.73it/s] 69/499 4.32G 0.02019 0.01462 0.008158 75 640: 50%|##### | 20/40 [00:05<00:05, 3.73it/s] 69/499 4.32G 0.02019 0.01462 0.008158 75 640: 52%|#####2 | 21/40 [00:05<00:05, 3.70it/s] 69/499 4.32G 0.02012 0.01462 0.008035 72 640: 52%|#####2 | 21/40 [00:05<00:05, 3.70it/s] 69/499 4.32G 0.02012 0.01462 0.008035 72 640: 55%|#####5 | 22/40 [00:05<00:05, 3.55it/s] 69/499 4.32G 0.02009 0.01462 0.007953 71 640: 55%|#####5 | 22/40 [00:06<00:05, 3.55it/s] 69/499 4.32G 0.02009 0.01462 0.007953 71 640: 57%|#####7 | 23/40 [00:06<00:04, 3.69it/s] 69/499 4.32G 0.02005 0.01453 0.007965 65 640: 57%|#####7 | 23/40 [00:06<00:04, 3.69it/s] 69/499 4.32G 0.02005 0.01453 0.007965 65 640: 60%|###### | 24/40 [00:06<00:04, 3.69it/s] 69/499 4.32G 0.01994 0.0145 0.007885 69 640: 60%|###### | 24/40 [00:06<00:04, 3.69it/s] 69/499 4.32G 0.01994 0.0145 0.007885 69 640: 62%|######2 | 25/40 [00:06<00:04, 3.59it/s] 69/499 4.32G 0.01994 0.01463 0.007872 89 640: 62%|######2 | 25/40 [00:07<00:04, 3.59it/s] 69/499 4.32G 0.01994 0.01463 0.007872 89 640: 65%|######5 | 26/40 [00:07<00:03, 3.73it/s] 69/499 4.32G 0.01987 0.01453 0.007744 64 640: 65%|######5 | 26/40 [00:07<00:03, 3.73it/s] 69/499 4.32G 0.01987 0.01453 0.007744 64 640: 68%|######7 | 27/40 [00:07<00:03, 3.70it/s] 69/499 4.32G 0.01989 0.01445 0.007582 59 640: 68%|######7 | 27/40 [00:07<00:03, 3.70it/s] 69/499 4.32G 0.01989 0.01445 0.007582 59 640: 70%|####### | 28/40 [00:07<00:03, 3.59it/s] 69/499 4.32G 0.01981 0.01449 0.007601 83 640: 70%|####### | 28/40 [00:07<00:03, 3.59it/s] 69/499 4.32G 0.01981 0.01449 0.007601 83 640: 72%|#######2 | 29/40 [00:07<00:02, 3.73it/s] 69/499 4.32G 0.01975 0.01438 0.007661 57 640: 72%|#######2 | 29/40 [00:08<00:02, 3.73it/s] 69/499 4.32G 0.01975 0.01438 0.007661 57 640: 75%|#######5 | 30/40 [00:08<00:02, 3.70it/s] 69/499 4.32G 0.0198 0.0143 0.00758 57 640: 75%|#######5 | 30/40 [00:08<00:02, 3.70it/s] 69/499 4.32G 0.0198 0.0143 0.00758 57 640: 78%|#######7 | 31/40 [00:08<00:02, 3.60it/s] 69/499 4.32G 0.01988 0.01434 0.007593 70 640: 78%|#######7 | 31/40 [00:08<00:02, 3.60it/s] 69/499 4.32G 0.01988 0.01434 0.007593 70 640: 80%|######## | 32/40 [00:08<00:02, 3.74it/s] 69/499 4.32G 0.01987 0.01435 0.007573 71 640: 80%|######## | 32/40 [00:08<00:02, 3.74it/s] 69/499 4.32G 0.01987 0.01435 0.007573 71 640: 82%|########2 | 33/40 [00:08<00:01, 3.72it/s] 69/499 4.32G 0.01987 0.0144 0.00759 83 640: 82%|########2 | 33/40 [00:09<00:01, 3.72it/s] 69/499 4.32G 0.01987 0.0144 0.00759 83 640: 85%|########5 | 34/40 [00:09<00:01, 3.62it/s] 69/499 4.32G 0.01985 0.01449 0.007542 93 640: 85%|########5 | 34/40 [00:09<00:01, 3.62it/s] 69/499 4.32G 0.01985 0.01449 0.007542 93 640: 88%|########7 | 35/40 [00:09<00:01, 3.78it/s] 69/499 4.32G 0.0198 0.01458 0.007461 90 640: 88%|########7 | 35/40 [00:09<00:01, 3.78it/s] 69/499 4.32G 0.0198 0.01458 0.007461 90 640: 90%|######### | 36/40 [00:09<00:01, 3.90it/s] 69/499 4.32G 0.01989 0.01456 0.007542 63 640: 90%|######### | 36/40 [00:09<00:01, 3.90it/s] 69/499 4.32G 0.01989 0.01456 0.007542 63 640: 92%|#########2| 37/40 [00:09<00:00, 4.05it/s] 69/499 4.32G 0.01984 0.01452 0.007717 63 640: 92%|#########2| 37/40 [00:10<00:00, 4.05it/s] 69/499 4.32G 0.01984 0.01452 0.007717 63 640: 95%|#########5| 38/40 [00:10<00:00, 4.36it/s] 69/499 4.32G 0.01987 0.01455 0.007794 77 640: 95%|#########5| 38/40 [00:10<00:00, 4.36it/s] 69/499 4.32G 0.01987 0.01455 0.007794 77 640: 98%|#########7| 39/40 [00:10<00:00, 4.63it/s] 69/499 4.32G 0.01983 0.01452 0.007915 36 640: 98%|#########7| 39/40 [00:10<00:00, 4.63it/s] 69/499 4.32G 0.01983 0.01452 0.007915 36 640: 100%|##########| 40/40 [00:10<00:00, 4.73it/s] 69/499 4.32G 0.01983 0.01452 0.007915 36 640: 100%|##########| 40/40 [00:10<00:00, 3.82it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.60it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.03it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.11it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.55it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.52it/s] all 132 263 0.912 0.821 0.896 0.693 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 70/499 4.32G 0.01854 0.01329 0.005786 73 640: 0%| | 0/40 [00:00<?, ?it/s] 70/499 4.32G 0.01854 0.01329 0.005786 73 640: 2%|2 | 1/40 [00:00<00:08, 4.38it/s] 70/499 4.32G 0.01915 0.01295 0.004238 59 640: 2%|2 | 1/40 [00:00<00:08, 4.38it/s] 70/499 4.32G 0.01915 0.01295 0.004238 59 640: 5%|5 | 2/40 [00:00<00:09, 4.01it/s] 70/499 4.32G 0.01969 0.01402 0.005208 80 640: 5%|5 | 2/40 [00:00<00:09, 4.01it/s] 70/499 4.32G 0.01969 0.01402 0.005208 80 640: 8%|7 | 3/40 [00:00<00:09, 3.72it/s] 70/499 4.32G 0.0199 0.01427 0.005978 75 640: 8%|7 | 3/40 [00:01<00:09, 3.72it/s] 70/499 4.32G 0.0199 0.01427 0.005978 75 640: 10%|# | 4/40 [00:01<00:09, 3.81it/s] 70/499 4.32G 0.0201 0.014 0.006554 56 640: 10%|# | 4/40 [00:01<00:09, 3.81it/s] 70/499 4.32G 0.0201 0.014 0.006554 56 640: 12%|#2 | 5/40 [00:01<00:09, 3.78it/s] 70/499 4.32G 0.0199 0.01439 0.006516 89 640: 12%|#2 | 5/40 [00:01<00:09, 3.78it/s] 70/499 4.32G 0.0199 0.01439 0.006516 89 640: 15%|#5 | 6/40 [00:01<00:09, 3.66it/s] 70/499 4.32G 0.01983 0.01443 0.00591 74 640: 15%|#5 | 6/40 [00:01<00:09, 3.66it/s] 70/499 4.32G 0.01983 0.01443 0.00591 74 640: 18%|#7 | 7/40 [00:01<00:08, 3.75it/s] 70/499 4.32G 0.02008 0.01456 0.006113 75 640: 18%|#7 | 7/40 [00:02<00:08, 3.75it/s] 70/499 4.32G 0.02008 0.01456 0.006113 75 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 70/499 4.32G 0.02009 0.01435 0.006386 61 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 70/499 4.32G 0.02009 0.01435 0.006386 61 640: 22%|##2 | 9/40 [00:02<00:08, 3.62it/s] 70/499 4.32G 0.02009 0.01449 0.006645 75 640: 22%|##2 | 9/40 [00:02<00:08, 3.62it/s] 70/499 4.32G 0.02009 0.01449 0.006645 75 640: 25%|##5 | 10/40 [00:02<00:08, 3.72it/s] 70/499 4.32G 0.02016 0.01459 0.006839 79 640: 25%|##5 | 10/40 [00:02<00:08, 3.72it/s] 70/499 4.32G 0.02016 0.01459 0.006839 79 640: 28%|##7 | 11/40 [00:02<00:07, 3.73it/s] 70/499 4.32G 0.02021 0.01475 0.006931 83 640: 28%|##7 | 11/40 [00:03<00:07, 3.73it/s] 70/499 4.32G 0.02021 0.01475 0.006931 83 640: 30%|### | 12/40 [00:03<00:07, 3.61it/s] 70/499 4.32G 0.02024 0.01466 0.006949 63 640: 30%|### | 12/40 [00:03<00:07, 3.61it/s] 70/499 4.32G 0.02024 0.01466 0.006949 63 640: 32%|###2 | 13/40 [00:03<00:07, 3.71it/s] 70/499 4.32G 0.02019 0.01477 0.007029 76 640: 32%|###2 | 13/40 [00:03<00:07, 3.71it/s] 70/499 4.32G 0.02019 0.01477 0.007029 76 640: 35%|###5 | 14/40 [00:03<00:06, 3.71it/s] 70/499 4.32G 0.02012 0.01467 0.006913 64 640: 35%|###5 | 14/40 [00:04<00:06, 3.71it/s] 70/499 4.32G 0.02012 0.01467 0.006913 64 640: 38%|###7 | 15/40 [00:04<00:06, 3.62it/s] 70/499 4.32G 0.01997 0.01461 0.00702 79 640: 38%|###7 | 15/40 [00:04<00:06, 3.62it/s] 70/499 4.32G 0.01997 0.01461 0.00702 79 640: 40%|#### | 16/40 [00:04<00:06, 3.69it/s] 70/499 4.32G 0.01991 0.01445 0.006822 63 640: 40%|#### | 16/40 [00:04<00:06, 3.69it/s] 70/499 4.32G 0.01991 0.01445 0.006822 63 640: 42%|####2 | 17/40 [00:04<00:06, 3.71it/s] 70/499 4.32G 0.01988 0.01449 0.006648 67 640: 42%|####2 | 17/40 [00:04<00:06, 3.71it/s] 70/499 4.32G 0.01988 0.01449 0.006648 67 640: 45%|####5 | 18/40 [00:04<00:06, 3.61it/s] 70/499 4.32G 0.01986 0.01457 0.006851 77 640: 45%|####5 | 18/40 [00:05<00:06, 3.61it/s] 70/499 4.32G 0.01986 0.01457 0.006851 77 640: 48%|####7 | 19/40 [00:05<00:05, 3.71it/s] 70/499 4.32G 0.01981 0.01453 0.006886 68 640: 48%|####7 | 19/40 [00:05<00:05, 3.71it/s] 70/499 4.32G 0.01981 0.01453 0.006886 68 640: 50%|##### | 20/40 [00:05<00:05, 3.73it/s] 70/499 4.32G 0.01972 0.01443 0.006887 58 640: 50%|##### | 20/40 [00:05<00:05, 3.73it/s] 70/499 4.32G 0.01972 0.01443 0.006887 58 640: 52%|#####2 | 21/40 [00:05<00:05, 3.62it/s] 70/499 4.32G 0.01962 0.01438 0.007221 69 640: 52%|#####2 | 21/40 [00:05<00:05, 3.62it/s] 70/499 4.32G 0.01962 0.01438 0.007221 69 640: 55%|#####5 | 22/40 [00:05<00:04, 3.72it/s] 70/499 4.32G 0.01963 0.01456 0.007149 98 640: 55%|#####5 | 22/40 [00:06<00:04, 3.72it/s] 70/499 4.32G 0.01963 0.01456 0.007149 98 640: 57%|#####7 | 23/40 [00:06<00:04, 3.72it/s] 70/499 4.32G 0.01959 0.0144 0.007126 56 640: 57%|#####7 | 23/40 [00:06<00:04, 3.72it/s] 70/499 4.32G 0.01959 0.0144 0.007126 56 640: 60%|###### | 24/40 [00:06<00:04, 3.61it/s] 70/499 4.32G 0.01955 0.01451 0.007124 99 640: 60%|###### | 24/40 [00:06<00:04, 3.61it/s] 70/499 4.32G 0.01955 0.01451 0.007124 99 640: 62%|######2 | 25/40 [00:06<00:04, 3.72it/s] 70/499 4.32G 0.01949 0.0145 0.007166 74 640: 62%|######2 | 25/40 [00:07<00:04, 3.72it/s] 70/499 4.32G 0.01949 0.0145 0.007166 74 640: 65%|######5 | 26/40 [00:07<00:03, 3.74it/s] 70/499 4.32G 0.01942 0.01458 0.007087 90 640: 65%|######5 | 26/40 [00:07<00:03, 3.74it/s] 70/499 4.32G 0.01942 0.01458 0.007087 90 640: 68%|######7 | 27/40 [00:07<00:03, 3.63it/s] 70/499 4.32G 0.01951 0.0146 0.00725 69 640: 68%|######7 | 27/40 [00:07<00:03, 3.63it/s] 70/499 4.32G 0.01951 0.0146 0.00725 69 640: 70%|####### | 28/40 [00:07<00:03, 3.73it/s] 70/499 4.32G 0.01947 0.01466 0.007272 80 640: 70%|####### | 28/40 [00:07<00:03, 3.73it/s] 70/499 4.32G 0.01947 0.01466 0.007272 80 640: 72%|#######2 | 29/40 [00:07<00:02, 3.73it/s] 70/499 4.32G 0.01949 0.01466 0.007237 73 640: 72%|#######2 | 29/40 [00:08<00:02, 3.73it/s] 70/499 4.32G 0.01949 0.01466 0.007237 73 640: 75%|#######5 | 30/40 [00:08<00:02, 3.62it/s] 70/499 4.32G 0.01949 0.0146 0.007296 65 640: 75%|#######5 | 30/40 [00:08<00:02, 3.62it/s] 70/499 4.32G 0.01949 0.0146 0.007296 65 640: 78%|#######7 | 31/40 [00:08<00:02, 3.73it/s] 70/499 4.32G 0.01949 0.01463 0.007369 73 640: 78%|#######7 | 31/40 [00:08<00:02, 3.73it/s] 70/499 4.32G 0.01949 0.01463 0.007369 73 640: 80%|######## | 32/40 [00:08<00:02, 3.75it/s] 70/499 4.32G 0.0195 0.01469 0.007292 83 640: 80%|######## | 32/40 [00:08<00:02, 3.75it/s] 70/499 4.32G 0.0195 0.01469 0.007292 83 640: 82%|########2 | 33/40 [00:08<00:01, 3.63it/s] 70/499 4.32G 0.01947 0.01463 0.007269 68 640: 82%|########2 | 33/40 [00:09<00:01, 3.63it/s] 70/499 4.32G 0.01947 0.01463 0.007269 68 640: 85%|########5 | 34/40 [00:09<00:01, 3.77it/s] 70/499 4.32G 0.0195 0.0147 0.007299 73 640: 85%|########5 | 34/40 [00:09<00:01, 3.77it/s] 70/499 4.32G 0.0195 0.0147 0.007299 73 640: 88%|########7 | 35/40 [00:09<00:01, 3.90it/s] 70/499 4.32G 0.01948 0.01462 0.007254 69 640: 88%|########7 | 35/40 [00:09<00:01, 3.90it/s] 70/499 4.32G 0.01948 0.01462 0.007254 69 640: 90%|######### | 36/40 [00:09<00:00, 4.11it/s] 70/499 4.32G 0.01952 0.01462 0.007337 76 640: 90%|######### | 36/40 [00:09<00:00, 4.11it/s] 70/499 4.32G 0.01952 0.01462 0.007337 76 640: 92%|#########2| 37/40 [00:09<00:00, 4.42it/s] 70/499 4.32G 0.01948 0.01457 0.007242 62 640: 92%|#########2| 37/40 [00:09<00:00, 4.42it/s] 70/499 4.32G 0.01948 0.01457 0.007242 62 640: 95%|#########5| 38/40 [00:09<00:00, 4.68it/s] 70/499 4.32G 0.01947 0.01455 0.007395 80 640: 95%|#########5| 38/40 [00:10<00:00, 4.68it/s] 70/499 4.32G 0.01947 0.01455 0.007395 80 640: 98%|#########7| 39/40 [00:10<00:00, 4.72it/s] 70/499 4.32G 0.01952 0.01456 0.007344 32 640: 98%|#########7| 39/40 [00:10<00:00, 4.72it/s] 70/499 4.32G 0.01952 0.01456 0.007344 32 640: 100%|##########| 40/40 [00:10<00:00, 4.91it/s] 70/499 4.32G 0.01952 0.01456 0.007344 32 640: 100%|##########| 40/40 [00:10<00:00, 3.85it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.85it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.24it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.20it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.55it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.57it/s] all 132 263 0.746 0.811 0.807 0.621 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 71/499 4.32G 0.01933 0.01513 0.004702 75 640: 0%| | 0/40 [00:00<?, ?it/s] 71/499 4.32G 0.01933 0.01513 0.004702 75 640: 2%|2 | 1/40 [00:00<00:11, 3.44it/s] 71/499 4.32G 0.01968 0.01429 0.00701 64 640: 2%|2 | 1/40 [00:00<00:11, 3.44it/s] 71/499 4.32G 0.01968 0.01429 0.00701 64 640: 5%|5 | 2/40 [00:00<00:11, 3.34it/s] 71/499 4.32G 0.01997 0.01497 0.007604 77 640: 5%|5 | 2/40 [00:00<00:11, 3.34it/s] 71/499 4.32G 0.01997 0.01497 0.007604 77 640: 8%|7 | 3/40 [00:00<00:10, 3.61it/s] 71/499 4.32G 0.01982 0.01472 0.008964 68 640: 8%|7 | 3/40 [00:01<00:10, 3.61it/s] 71/499 4.32G 0.01982 0.01472 0.008964 68 640: 10%|# | 4/40 [00:01<00:09, 3.66it/s] 71/499 4.32G 0.01987 0.01473 0.008874 71 640: 10%|# | 4/40 [00:01<00:09, 3.66it/s] 71/499 4.32G 0.01987 0.01473 0.008874 71 640: 12%|#2 | 5/40 [00:01<00:09, 3.53it/s] 71/499 4.32G 0.01988 0.01539 0.009318 88 640: 12%|#2 | 5/40 [00:01<00:09, 3.53it/s] 71/499 4.32G 0.01988 0.01539 0.009318 88 640: 15%|#5 | 6/40 [00:01<00:09, 3.71it/s] 71/499 4.32G 0.01981 0.01544 0.0091 76 640: 15%|#5 | 6/40 [00:01<00:09, 3.71it/s] 71/499 4.32G 0.01981 0.01544 0.0091 76 640: 18%|#7 | 7/40 [00:01<00:08, 3.70it/s] 71/499 4.32G 0.01987 0.01531 0.009597 70 640: 18%|#7 | 7/40 [00:02<00:08, 3.70it/s] 71/499 4.32G 0.01987 0.01531 0.009597 70 640: 20%|## | 8/40 [00:02<00:08, 3.60it/s] 71/499 4.32G 0.01966 0.01526 0.009619 73 640: 20%|## | 8/40 [00:02<00:08, 3.60it/s] 71/499 4.32G 0.01966 0.01526 0.009619 73 640: 22%|##2 | 9/40 [00:02<00:08, 3.71it/s] 71/499 4.32G 0.01968 0.01535 0.009025 84 640: 22%|##2 | 9/40 [00:02<00:08, 3.71it/s] 71/499 4.32G 0.01968 0.01535 0.009025 84 640: 25%|##5 | 10/40 [00:02<00:08, 3.71it/s] 71/499 4.32G 0.01948 0.01531 0.008783 75 640: 25%|##5 | 10/40 [00:03<00:08, 3.71it/s] 71/499 4.32G 0.01948 0.01531 0.008783 75 640: 28%|##7 | 11/40 [00:03<00:08, 3.58it/s] 71/499 4.32G 0.01936 0.01531 0.008436 86 640: 28%|##7 | 11/40 [00:03<00:08, 3.58it/s] 71/499 4.32G 0.01936 0.01531 0.008436 86 640: 30%|### | 12/40 [00:03<00:07, 3.71it/s] 71/499 4.32G 0.01927 0.01532 0.00809 78 640: 30%|### | 12/40 [00:03<00:07, 3.71it/s] 71/499 4.32G 0.01927 0.01532 0.00809 78 640: 32%|###2 | 13/40 [00:03<00:07, 3.73it/s] 71/499 4.32G 0.0194 0.01551 0.008047 88 640: 32%|###2 | 13/40 [00:03<00:07, 3.73it/s] 71/499 4.32G 0.0194 0.01551 0.008047 88 640: 35%|###5 | 14/40 [00:03<00:07, 3.58it/s] 71/499 4.32G 0.01948 0.01557 0.007819 85 640: 35%|###5 | 14/40 [00:04<00:07, 3.58it/s] 71/499 4.32G 0.01948 0.01557 0.007819 85 640: 38%|###7 | 15/40 [00:04<00:06, 3.70it/s] 71/499 4.32G 0.0196 0.01537 0.007883 56 640: 38%|###7 | 15/40 [00:04<00:06, 3.70it/s] 71/499 4.32G 0.0196 0.01537 0.007883 56 640: 40%|#### | 16/40 [00:04<00:06, 3.72it/s] 71/499 4.32G 0.0197 0.01542 0.007642 75 640: 40%|#### | 16/40 [00:04<00:06, 3.72it/s] 71/499 4.32G 0.0197 0.01542 0.007642 75 640: 42%|####2 | 17/40 [00:04<00:06, 3.58it/s] 71/499 4.32G 0.01962 0.01551 0.007565 87 640: 42%|####2 | 17/40 [00:04<00:06, 3.58it/s] 71/499 4.32G 0.01962 0.01551 0.007565 87 640: 45%|####5 | 18/40 [00:04<00:05, 3.72it/s] 71/499 4.32G 0.01972 0.01553 0.00759 74 640: 45%|####5 | 18/40 [00:05<00:05, 3.72it/s] 71/499 4.32G 0.01972 0.01553 0.00759 74 640: 48%|####7 | 19/40 [00:05<00:05, 3.70it/s] 71/499 4.32G 0.01966 0.01547 0.007521 73 640: 48%|####7 | 19/40 [00:05<00:05, 3.70it/s] 71/499 4.32G 0.01966 0.01547 0.007521 73 640: 50%|##### | 20/40 [00:05<00:05, 3.59it/s] 71/499 4.32G 0.01963 0.01545 0.007329 75 640: 50%|##### | 20/40 [00:05<00:05, 3.59it/s] 71/499 4.32G 0.01963 0.01545 0.007329 75 640: 52%|#####2 | 21/40 [00:05<00:05, 3.70it/s] 71/499 4.32G 0.01962 0.01552 0.007484 80 640: 52%|#####2 | 21/40 [00:06<00:05, 3.70it/s] 71/499 4.32G 0.01962 0.01552 0.007484 80 640: 55%|#####5 | 22/40 [00:06<00:04, 3.71it/s] 71/499 4.32G 0.01958 0.01542 0.007451 64 640: 55%|#####5 | 22/40 [00:06<00:04, 3.71it/s] 71/499 4.32G 0.01958 0.01542 0.007451 64 640: 57%|#####7 | 23/40 [00:06<00:04, 3.60it/s] 71/499 4.32G 0.01955 0.01541 0.007349 82 640: 57%|#####7 | 23/40 [00:06<00:04, 3.60it/s] 71/499 4.32G 0.01955 0.01541 0.007349 82 640: 60%|###### | 24/40 [00:06<00:04, 3.51it/s] 71/499 4.32G 0.01961 0.01537 0.007254 63 640: 60%|###### | 24/40 [00:06<00:04, 3.51it/s] 71/499 4.32G 0.01961 0.01537 0.007254 63 640: 62%|######2 | 25/40 [00:06<00:04, 3.59it/s] 71/499 4.32G 0.01968 0.01538 0.007318 75 640: 62%|######2 | 25/40 [00:07<00:04, 3.59it/s] 71/499 4.32G 0.01968 0.01538 0.007318 75 640: 65%|######5 | 26/40 [00:07<00:03, 3.50it/s] 71/499 4.32G 0.01961 0.01537 0.007231 79 640: 65%|######5 | 26/40 [00:07<00:03, 3.50it/s] 71/499 4.32G 0.01961 0.01537 0.007231 79 640: 68%|######7 | 27/40 [00:07<00:03, 3.65it/s] 71/499 4.32G 0.01962 0.01539 0.007132 76 640: 68%|######7 | 27/40 [00:07<00:03, 3.65it/s] 71/499 4.32G 0.01962 0.01539 0.007132 76 640: 70%|####### | 28/40 [00:07<00:03, 3.71it/s] 71/499 4.32G 0.01959 0.01535 0.007119 78 640: 70%|####### | 28/40 [00:07<00:03, 3.71it/s] 71/499 4.32G 0.01959 0.01535 0.007119 78 640: 72%|#######2 | 29/40 [00:07<00:03, 3.59it/s] 71/499 4.32G 0.01961 0.01531 0.00719 76 640: 72%|#######2 | 29/40 [00:08<00:03, 3.59it/s] 71/499 4.32G 0.01961 0.01531 0.00719 76 640: 75%|#######5 | 30/40 [00:08<00:02, 3.71it/s] 71/499 4.32G 0.01963 0.01537 0.007214 84 640: 75%|#######5 | 30/40 [00:08<00:02, 3.71it/s] 71/499 4.32G 0.01963 0.01537 0.007214 84 640: 78%|#######7 | 31/40 [00:08<00:02, 3.71it/s] 71/499 4.32G 0.01963 0.01536 0.007132 75 640: 78%|#######7 | 31/40 [00:08<00:02, 3.71it/s] 71/499 4.32G 0.01963 0.01536 0.007132 75 640: 80%|######## | 32/40 [00:08<00:02, 3.58it/s] 71/499 4.32G 0.01966 0.01536 0.007237 79 640: 80%|######## | 32/40 [00:09<00:02, 3.58it/s] 71/499 4.32G 0.01966 0.01536 0.007237 79 640: 82%|########2 | 33/40 [00:09<00:01, 3.76it/s] 71/499 4.32G 0.01965 0.01537 0.007318 76 640: 82%|########2 | 33/40 [00:09<00:01, 3.76it/s] 71/499 4.32G 0.01965 0.01537 0.007318 76 640: 85%|########5 | 34/40 [00:09<00:01, 3.88it/s] 71/499 4.32G 0.01965 0.01533 0.007298 74 640: 85%|########5 | 34/40 [00:09<00:01, 3.88it/s] 71/499 4.32G 0.01965 0.01533 0.007298 74 640: 88%|########7 | 35/40 [00:09<00:01, 3.93it/s] 71/499 4.32G 0.01966 0.01536 0.007282 75 640: 88%|########7 | 35/40 [00:09<00:01, 3.93it/s] 71/499 4.32G 0.01966 0.01536 0.007282 75 640: 90%|######### | 36/40 [00:09<00:00, 4.14it/s] 71/499 4.32G 0.0197 0.01539 0.007193 81 640: 90%|######### | 36/40 [00:09<00:00, 4.14it/s] 71/499 4.32G 0.0197 0.01539 0.007193 81 640: 92%|#########2| 37/40 [00:09<00:00, 4.39it/s] 71/499 4.32G 0.01974 0.0154 0.007217 72 640: 92%|#########2| 37/40 [00:10<00:00, 4.39it/s] 71/499 4.32G 0.01974 0.0154 0.007217 72 640: 95%|#########5| 38/40 [00:10<00:00, 4.37it/s] 71/499 4.32G 0.01977 0.01533 0.007228 64 640: 95%|#########5| 38/40 [00:10<00:00, 4.37it/s] 71/499 4.32G 0.01977 0.01533 0.007228 64 640: 98%|#########7| 39/40 [00:10<00:00, 4.59it/s] 71/499 4.32G 0.01981 0.01543 0.007207 51 640: 98%|#########7| 39/40 [00:10<00:00, 4.59it/s] 71/499 4.32G 0.01981 0.01543 0.007207 51 640: 100%|##########| 40/40 [00:10<00:00, 4.86it/s] 71/499 4.32G 0.01981 0.01543 0.007207 51 640: 100%|##########| 40/40 [00:10<00:00, 3.80it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.49it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:01, 2.00it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.82it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.37it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.26it/s] all 132 263 0.848 0.849 0.897 0.702 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 72/499 4.32G 0.02011 0.01099 0.008144 53 640: 0%| | 0/40 [00:00<?, ?it/s] 72/499 4.32G 0.02011 0.01099 0.008144 53 640: 2%|2 | 1/40 [00:00<00:09, 3.97it/s] 72/499 4.32G 0.02035 0.01165 0.00816 62 640: 2%|2 | 1/40 [00:00<00:09, 3.97it/s] 72/499 4.32G 0.02035 0.01165 0.00816 62 640: 5%|5 | 2/40 [00:00<00:09, 3.87it/s] 72/499 4.32G 0.01994 0.01228 0.007155 70 640: 5%|5 | 2/40 [00:00<00:09, 3.87it/s] 72/499 4.32G 0.01994 0.01228 0.007155 70 640: 8%|7 | 3/40 [00:00<00:09, 3.79it/s] 72/499 4.32G 0.02043 0.01397 0.006966 76 640: 8%|7 | 3/40 [00:01<00:09, 3.79it/s] 72/499 4.32G 0.02043 0.01397 0.006966 76 640: 10%|# | 4/40 [00:01<00:09, 3.67it/s] 72/499 4.32G 0.02064 0.01403 0.007069 66 640: 10%|# | 4/40 [00:01<00:09, 3.67it/s] 72/499 4.32G 0.02064 0.01403 0.007069 66 640: 12%|#2 | 5/40 [00:01<00:09, 3.74it/s] 72/499 4.32G 0.02027 0.01387 0.006829 71 640: 12%|#2 | 5/40 [00:01<00:09, 3.74it/s] 72/499 4.32G 0.02027 0.01387 0.006829 71 640: 15%|#5 | 6/40 [00:01<00:09, 3.74it/s] 72/499 4.32G 0.02036 0.01412 0.007366 74 640: 15%|#5 | 6/40 [00:01<00:09, 3.74it/s] 72/499 4.32G 0.02036 0.01412 0.007366 74 640: 18%|#7 | 7/40 [00:01<00:09, 3.62it/s] 72/499 4.32G 0.01981 0.01402 0.007105 72 640: 18%|#7 | 7/40 [00:02<00:09, 3.62it/s] 72/499 4.32G 0.01981 0.01402 0.007105 72 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 72/499 4.32G 0.01953 0.0143 0.007252 82 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 72/499 4.32G 0.01953 0.0143 0.007252 82 640: 22%|##2 | 9/40 [00:02<00:08, 3.76it/s] 72/499 4.32G 0.01978 0.01423 0.007435 68 640: 22%|##2 | 9/40 [00:02<00:08, 3.76it/s] 72/499 4.32G 0.01978 0.01423 0.007435 68 640: 25%|##5 | 10/40 [00:02<00:08, 3.64it/s] 72/499 4.32G 0.01971 0.01415 0.007179 71 640: 25%|##5 | 10/40 [00:02<00:08, 3.64it/s] 72/499 4.32G 0.01971 0.01415 0.007179 71 640: 28%|##7 | 11/40 [00:02<00:07, 3.72it/s] 72/499 4.32G 0.01991 0.0141 0.007189 71 640: 28%|##7 | 11/40 [00:03<00:07, 3.72it/s] 72/499 4.32G 0.01991 0.0141 0.007189 71 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 72/499 4.32G 0.01983 0.01417 0.007185 72 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 72/499 4.32G 0.01983 0.01417 0.007185 72 640: 32%|###2 | 13/40 [00:03<00:07, 3.61it/s] 72/499 4.32G 0.01973 0.01409 0.00694 73 640: 32%|###2 | 13/40 [00:03<00:07, 3.61it/s] 72/499 4.32G 0.01973 0.01409 0.00694 73 640: 35%|###5 | 14/40 [00:03<00:07, 3.71it/s] 72/499 4.32G 0.01975 0.01432 0.006984 84 640: 35%|###5 | 14/40 [00:04<00:07, 3.71it/s] 72/499 4.32G 0.01975 0.01432 0.006984 84 640: 38%|###7 | 15/40 [00:04<00:06, 3.73it/s] 72/499 4.32G 0.01976 0.01435 0.0071 76 640: 38%|###7 | 15/40 [00:04<00:06, 3.73it/s] 72/499 4.32G 0.01976 0.01435 0.0071 76 640: 40%|#### | 16/40 [00:04<00:06, 3.62it/s] 72/499 4.32G 0.01978 0.01437 0.007223 71 640: 40%|#### | 16/40 [00:04<00:06, 3.62it/s] 72/499 4.32G 0.01978 0.01437 0.007223 71 640: 42%|####2 | 17/40 [00:04<00:06, 3.72it/s] 72/499 4.32G 0.01968 0.01421 0.00733 63 640: 42%|####2 | 17/40 [00:04<00:06, 3.72it/s] 72/499 4.32G 0.01968 0.01421 0.00733 63 640: 45%|####5 | 18/40 [00:04<00:05, 3.74it/s] 72/499 4.32G 0.01962 0.01429 0.007404 80 640: 45%|####5 | 18/40 [00:05<00:05, 3.74it/s] 72/499 4.32G 0.01962 0.01429 0.007404 80 640: 48%|####7 | 19/40 [00:05<00:05, 3.63it/s] 72/499 4.32G 0.01956 0.01428 0.007537 67 640: 48%|####7 | 19/40 [00:05<00:05, 3.63it/s] 72/499 4.32G 0.01956 0.01428 0.007537 67 640: 50%|##### | 20/40 [00:05<00:05, 3.73it/s] 72/499 4.32G 0.01954 0.01431 0.007489 71 640: 50%|##### | 20/40 [00:05<00:05, 3.73it/s] 72/499 4.32G 0.01954 0.01431 0.007489 71 640: 52%|#####2 | 21/40 [00:05<00:05, 3.74it/s] 72/499 4.32G 0.01952 0.0143 0.0075 72 640: 52%|#####2 | 21/40 [00:05<00:05, 3.74it/s] 72/499 4.32G 0.01952 0.0143 0.0075 72 640: 55%|#####5 | 22/40 [00:05<00:04, 3.64it/s] 72/499 4.32G 0.01948 0.01433 0.007338 70 640: 55%|#####5 | 22/40 [00:06<00:04, 3.64it/s] 72/499 4.32G 0.01948 0.01433 0.007338 70 640: 57%|#####7 | 23/40 [00:06<00:04, 3.72it/s] 72/499 4.32G 0.01945 0.01436 0.007394 72 640: 57%|#####7 | 23/40 [00:06<00:04, 3.72it/s] 72/499 4.32G 0.01945 0.01436 0.007394 72 640: 60%|###### | 24/40 [00:06<00:04, 3.74it/s] 72/499 4.32G 0.01951 0.01434 0.007374 71 640: 60%|###### | 24/40 [00:06<00:04, 3.74it/s] 72/499 4.32G 0.01951 0.01434 0.007374 71 640: 62%|######2 | 25/40 [00:06<00:04, 3.62it/s] 72/499 4.32G 0.01948 0.01431 0.007251 70 640: 62%|######2 | 25/40 [00:07<00:04, 3.62it/s] 72/499 4.32G 0.01948 0.01431 0.007251 70 640: 65%|######5 | 26/40 [00:07<00:03, 3.71it/s] 72/499 4.32G 0.01948 0.01431 0.007268 75 640: 65%|######5 | 26/40 [00:07<00:03, 3.71it/s] 72/499 4.32G 0.01948 0.01431 0.007268 75 640: 68%|######7 | 27/40 [00:07<00:03, 3.73it/s] 72/499 4.32G 0.01956 0.0144 0.007475 74 640: 68%|######7 | 27/40 [00:07<00:03, 3.73it/s] 72/499 4.32G 0.01956 0.0144 0.007475 74 640: 70%|####### | 28/40 [00:07<00:03, 3.60it/s] 72/499 4.32G 0.01956 0.01448 0.007467 76 640: 70%|####### | 28/40 [00:07<00:03, 3.60it/s] 72/499 4.32G 0.01956 0.01448 0.007467 76 640: 72%|#######2 | 29/40 [00:07<00:02, 3.69it/s] 72/499 4.32G 0.01958 0.01441 0.007669 62 640: 72%|#######2 | 29/40 [00:08<00:02, 3.69it/s] 72/499 4.32G 0.01958 0.01441 0.007669 62 640: 75%|#######5 | 30/40 [00:08<00:02, 3.70it/s] 72/499 4.32G 0.0196 0.01443 0.007664 76 640: 75%|#######5 | 30/40 [00:08<00:02, 3.70it/s] 72/499 4.32G 0.0196 0.01443 0.007664 76 640: 78%|#######7 | 31/40 [00:08<00:02, 3.66it/s] 72/499 4.32G 0.0196 0.01443 0.007758 69 640: 78%|#######7 | 31/40 [00:08<00:02, 3.66it/s] 72/499 4.32G 0.0196 0.01443 0.007758 69 640: 80%|######## | 32/40 [00:08<00:02, 3.81it/s] 72/499 4.32G 0.01959 0.01443 0.007695 73 640: 80%|######## | 32/40 [00:08<00:02, 3.81it/s] 72/499 4.32G 0.01959 0.01443 0.007695 73 640: 82%|########2 | 33/40 [00:08<00:01, 4.14it/s] 72/499 4.32G 0.01961 0.0145 0.007646 88 640: 82%|########2 | 33/40 [00:09<00:01, 4.14it/s] 72/499 4.32G 0.01961 0.0145 0.007646 88 640: 85%|########5 | 34/40 [00:09<00:01, 4.30it/s] 72/499 4.32G 0.01958 0.01464 0.007636 105 640: 85%|########5 | 34/40 [00:09<00:01, 4.30it/s] 72/499 4.32G 0.01958 0.01464 0.007636 105 640: 88%|########7 | 35/40 [00:09<00:01, 4.56it/s] 72/499 4.32G 0.01957 0.01466 0.007611 69 640: 88%|########7 | 35/40 [00:09<00:01, 4.56it/s] 72/499 4.32G 0.01957 0.01466 0.007611 69 640: 90%|######### | 36/40 [00:09<00:00, 4.74it/s] 72/499 4.32G 0.01954 0.01463 0.007595 69 640: 90%|######### | 36/40 [00:09<00:00, 4.74it/s] 72/499 4.32G 0.01954 0.01463 0.007595 69 640: 92%|#########2| 37/40 [00:09<00:00, 4.57it/s] 72/499 4.32G 0.01951 0.01472 0.007505 101 640: 92%|#########2| 37/40 [00:09<00:00, 4.57it/s] 72/499 4.32G 0.01951 0.01472 0.007505 101 640: 95%|#########5| 38/40 [00:09<00:00, 4.77it/s] 72/499 4.32G 0.01952 0.01466 0.007494 71 640: 95%|#########5| 38/40 [00:10<00:00, 4.77it/s] 72/499 4.32G 0.01952 0.01466 0.007494 71 640: 98%|#########7| 39/40 [00:10<00:00, 4.89it/s] 72/499 4.32G 0.01949 0.01455 0.007412 25 640: 98%|#########7| 39/40 [00:10<00:00, 4.89it/s] 72/499 4.32G 0.01949 0.01455 0.007412 25 640: 100%|##########| 40/40 [00:10<00:00, 4.95it/s] 72/499 4.32G 0.01949 0.01455 0.007412 25 640: 100%|##########| 40/40 [00:10<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.56it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.55it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.53it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.76it/s] all 132 263 0.847 0.836 0.865 0.692 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 73/499 4.32G 0.01924 0.01636 0.006259 77 640: 0%| | 0/40 [00:00<?, ?it/s] 73/499 4.32G 0.01924 0.01636 0.006259 77 640: 2%|2 | 1/40 [00:00<00:11, 3.49it/s] 73/499 4.32G 0.01895 0.01617 0.004746 80 640: 2%|2 | 1/40 [00:00<00:11, 3.49it/s] 73/499 4.32G 0.01895 0.01617 0.004746 80 640: 5%|5 | 2/40 [00:00<00:10, 3.64it/s] 73/499 4.32G 0.01889 0.01577 0.00582 75 640: 5%|5 | 2/40 [00:00<00:10, 3.64it/s] 73/499 4.32G 0.01889 0.01577 0.00582 75 640: 8%|7 | 3/40 [00:00<00:10, 3.52it/s] 73/499 4.32G 0.01914 0.0151 0.007095 69 640: 8%|7 | 3/40 [00:01<00:10, 3.52it/s] 73/499 4.32G 0.01914 0.0151 0.007095 69 640: 10%|# | 4/40 [00:01<00:09, 3.65it/s] 73/499 4.32G 0.01891 0.01532 0.007414 85 640: 10%|# | 4/40 [00:01<00:09, 3.65it/s] 73/499 4.32G 0.01891 0.01532 0.007414 85 640: 12%|#2 | 5/40 [00:01<00:09, 3.69it/s] 73/499 4.32G 0.01899 0.01501 0.007188 74 640: 12%|#2 | 5/40 [00:01<00:09, 3.69it/s] 73/499 4.32G 0.01899 0.01501 0.007188 74 640: 15%|#5 | 6/40 [00:01<00:09, 3.57it/s] 73/499 4.32G 0.01922 0.0152 0.007132 73 640: 15%|#5 | 6/40 [00:01<00:09, 3.57it/s] 73/499 4.32G 0.01922 0.0152 0.007132 73 640: 18%|#7 | 7/40 [00:01<00:08, 3.70it/s] 73/499 4.32G 0.01951 0.01535 0.007637 71 640: 18%|#7 | 7/40 [00:02<00:08, 3.70it/s] 73/499 4.32G 0.01951 0.01535 0.007637 71 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 73/499 4.32G 0.01957 0.01555 0.007329 82 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 73/499 4.32G 0.01957 0.01555 0.007329 82 640: 22%|##2 | 9/40 [00:02<00:08, 3.60it/s] 73/499 4.32G 0.01952 0.01574 0.007141 85 640: 22%|##2 | 9/40 [00:02<00:08, 3.60it/s] 73/499 4.32G 0.01952 0.01574 0.007141 85 640: 25%|##5 | 10/40 [00:02<00:08, 3.70it/s] 73/499 4.32G 0.0193 0.01551 0.006761 73 640: 25%|##5 | 10/40 [00:02<00:08, 3.70it/s] 73/499 4.32G 0.0193 0.01551 0.006761 73 640: 28%|##7 | 11/40 [00:02<00:07, 3.73it/s] 73/499 4.32G 0.0191 0.01512 0.006812 53 640: 28%|##7 | 11/40 [00:03<00:07, 3.73it/s] 73/499 4.32G 0.0191 0.01512 0.006812 53 640: 30%|### | 12/40 [00:03<00:07, 3.60it/s] 73/499 4.32G 0.01903 0.01477 0.006885 58 640: 30%|### | 12/40 [00:03<00:07, 3.60it/s] 73/499 4.32G 0.01903 0.01477 0.006885 58 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 73/499 4.32G 0.0189 0.01466 0.006667 70 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 73/499 4.32G 0.0189 0.01466 0.006667 70 640: 35%|###5 | 14/40 [00:03<00:06, 3.72it/s] 73/499 4.32G 0.01877 0.01461 0.006605 77 640: 35%|###5 | 14/40 [00:04<00:06, 3.72it/s] 73/499 4.32G 0.01877 0.01461 0.006605 77 640: 38%|###7 | 15/40 [00:04<00:06, 3.62it/s] 73/499 4.32G 0.01881 0.01482 0.006414 91 640: 38%|###7 | 15/40 [00:04<00:06, 3.62it/s] 73/499 4.32G 0.01881 0.01482 0.006414 91 640: 40%|#### | 16/40 [00:04<00:06, 3.72it/s] 73/499 4.32G 0.01883 0.01481 0.006267 77 640: 40%|#### | 16/40 [00:04<00:06, 3.72it/s] 73/499 4.32G 0.01883 0.01481 0.006267 77 640: 42%|####2 | 17/40 [00:04<00:06, 3.70it/s] 73/499 4.32G 0.01879 0.01496 0.006471 92 640: 42%|####2 | 17/40 [00:04<00:06, 3.70it/s] 73/499 4.32G 0.01879 0.01496 0.006471 92 640: 45%|####5 | 18/40 [00:04<00:06, 3.57it/s] 73/499 4.32G 0.01872 0.01497 0.00648 82 640: 45%|####5 | 18/40 [00:05<00:06, 3.57it/s] 73/499 4.32G 0.01872 0.01497 0.00648 82 640: 48%|####7 | 19/40 [00:05<00:05, 3.70it/s] 73/499 4.32G 0.01874 0.01494 0.006533 68 640: 48%|####7 | 19/40 [00:05<00:05, 3.70it/s] 73/499 4.32G 0.01874 0.01494 0.006533 68 640: 50%|##### | 20/40 [00:05<00:05, 3.71it/s] 73/499 4.32G 0.01884 0.01518 0.006578 103 640: 50%|##### | 20/40 [00:05<00:05, 3.71it/s] 73/499 4.32G 0.01884 0.01518 0.006578 103 640: 52%|#####2 | 21/40 [00:05<00:05, 3.60it/s] 73/499 4.32G 0.0189 0.01518 0.006578 74 640: 52%|#####2 | 21/40 [00:05<00:05, 3.60it/s] 73/499 4.32G 0.0189 0.01518 0.006578 74 640: 55%|#####5 | 22/40 [00:05<00:04, 3.71it/s] 73/499 4.32G 0.01888 0.01508 0.006425 65 640: 55%|#####5 | 22/40 [00:06<00:04, 3.71it/s] 73/499 4.32G 0.01888 0.01508 0.006425 65 640: 57%|#####7 | 23/40 [00:06<00:04, 3.73it/s] 73/499 4.32G 0.01896 0.01502 0.006739 68 640: 57%|#####7 | 23/40 [00:06<00:04, 3.73it/s] 73/499 4.32G 0.01896 0.01502 0.006739 68 640: 60%|###### | 24/40 [00:06<00:04, 3.58it/s] 73/499 4.32G 0.01893 0.01491 0.00665 68 640: 60%|###### | 24/40 [00:06<00:04, 3.58it/s] 73/499 4.32G 0.01893 0.01491 0.00665 68 640: 62%|######2 | 25/40 [00:06<00:04, 3.70it/s] 73/499 4.32G 0.0189 0.01493 0.006539 72 640: 62%|######2 | 25/40 [00:07<00:04, 3.70it/s] 73/499 4.32G 0.0189 0.01493 0.006539 72 640: 65%|######5 | 26/40 [00:07<00:03, 3.72it/s] 73/499 4.32G 0.01897 0.01491 0.006411 76 640: 65%|######5 | 26/40 [00:07<00:03, 3.72it/s] 73/499 4.32G 0.01897 0.01491 0.006411 76 640: 68%|######7 | 27/40 [00:07<00:03, 3.64it/s] 73/499 4.32G 0.01895 0.01484 0.006352 69 640: 68%|######7 | 27/40 [00:07<00:03, 3.64it/s] 73/499 4.32G 0.01895 0.01484 0.006352 69 640: 70%|####### | 28/40 [00:07<00:03, 3.86it/s] 73/499 4.32G 0.01896 0.01484 0.006307 70 640: 70%|####### | 28/40 [00:07<00:03, 3.86it/s] 73/499 4.32G 0.01896 0.01484 0.006307 70 640: 72%|#######2 | 29/40 [00:07<00:02, 4.21it/s] 73/499 4.32G 0.01894 0.01476 0.006197 61 640: 72%|#######2 | 29/40 [00:07<00:02, 4.21it/s] 73/499 4.32G 0.01894 0.01476 0.006197 61 640: 75%|#######5 | 30/40 [00:07<00:02, 4.36it/s] 73/499 4.32G 0.01889 0.01465 0.006174 59 640: 75%|#######5 | 30/40 [00:08<00:02, 4.36it/s] 73/499 4.32G 0.01889 0.01465 0.006174 59 640: 78%|#######7 | 31/40 [00:08<00:01, 4.64it/s] 73/499 4.32G 0.01891 0.01467 0.006188 74 640: 78%|#######7 | 31/40 [00:08<00:01, 4.64it/s] 73/499 4.32G 0.01891 0.01467 0.006188 74 640: 80%|######## | 32/40 [00:08<00:01, 4.84it/s] 73/499 4.32G 0.01894 0.01457 0.006269 58 640: 80%|######## | 32/40 [00:08<00:01, 4.84it/s] 73/499 4.32G 0.01894 0.01457 0.006269 58 640: 82%|########2 | 33/40 [00:08<00:01, 4.82it/s] 73/499 4.32G 0.01898 0.01463 0.006309 83 640: 82%|########2 | 33/40 [00:08<00:01, 4.82it/s] 73/499 4.32G 0.01898 0.01463 0.006309 83 640: 85%|########5 | 34/40 [00:08<00:01, 4.98it/s] 73/499 4.32G 0.01897 0.01464 0.006279 79 640: 85%|########5 | 34/40 [00:08<00:01, 4.98it/s] 73/499 4.32G 0.01897 0.01464 0.006279 79 640: 88%|########7 | 35/40 [00:08<00:00, 5.10it/s] 73/499 4.32G 0.01893 0.01469 0.006292 81 640: 88%|########7 | 35/40 [00:09<00:00, 5.10it/s] 73/499 4.32G 0.01893 0.01469 0.006292 81 640: 90%|######### | 36/40 [00:09<00:00, 5.02it/s] 73/499 4.32G 0.01896 0.01466 0.006291 63 640: 90%|######### | 36/40 [00:09<00:00, 5.02it/s] 73/499 4.32G 0.01896 0.01466 0.006291 63 640: 92%|#########2| 37/40 [00:09<00:00, 5.16it/s] 73/499 4.32G 0.01903 0.01469 0.006284 68 640: 92%|#########2| 37/40 [00:09<00:00, 5.16it/s] 73/499 4.32G 0.01903 0.01469 0.006284 68 640: 95%|#########5| 38/40 [00:09<00:00, 5.18it/s] 73/499 4.32G 0.0191 0.01468 0.006374 64 640: 95%|#########5| 38/40 [00:09<00:00, 5.18it/s] 73/499 4.32G 0.0191 0.01468 0.006374 64 640: 98%|#########7| 39/40 [00:09<00:00, 5.03it/s] 73/499 4.32G 0.0192 0.01462 0.006407 30 640: 98%|#########7| 39/40 [00:10<00:00, 5.03it/s] 73/499 4.32G 0.0192 0.01462 0.006407 30 640: 100%|##########| 40/40 [00:10<00:00, 4.55it/s] 73/499 4.32G 0.0192 0.01462 0.006407 30 640: 100%|##########| 40/40 [00:10<00:00, 4.00it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.68it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.61it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.63it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.21it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.96it/s] all 132 263 0.948 0.826 0.908 0.687 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 74/499 4.32G 0.02042 0.01569 0.003803 81 640: 0%| | 0/40 [00:00<?, ?it/s] 74/499 4.32G 0.02042 0.01569 0.003803 81 640: 2%|2 | 1/40 [00:00<00:11, 3.43it/s] 74/499 4.32G 0.01992 0.01635 0.005857 79 640: 2%|2 | 1/40 [00:00<00:11, 3.43it/s] 74/499 4.32G 0.01992 0.01635 0.005857 79 640: 5%|5 | 2/40 [00:00<00:11, 3.37it/s] 74/499 4.32G 0.02052 0.01545 0.006365 66 640: 5%|5 | 2/40 [00:00<00:11, 3.37it/s] 74/499 4.32G 0.02052 0.01545 0.006365 66 640: 8%|7 | 3/40 [00:00<00:10, 3.66it/s] 74/499 4.32G 0.02078 0.01509 0.006504 70 640: 8%|7 | 3/40 [00:01<00:10, 3.66it/s] 74/499 4.32G 0.02078 0.01509 0.006504 70 640: 10%|# | 4/40 [00:01<00:09, 3.65it/s] 74/499 4.32G 0.02134 0.01479 0.006668 61 640: 10%|# | 4/40 [00:01<00:09, 3.65it/s] 74/499 4.32G 0.02134 0.01479 0.006668 61 640: 12%|#2 | 5/40 [00:01<00:09, 3.59it/s] 74/499 4.32G 0.02104 0.01468 0.006616 76 640: 12%|#2 | 5/40 [00:01<00:09, 3.59it/s] 74/499 4.32G 0.02104 0.01468 0.006616 76 640: 15%|#5 | 6/40 [00:01<00:09, 3.74it/s] 74/499 4.32G 0.02073 0.01459 0.006356 74 640: 15%|#5 | 6/40 [00:01<00:09, 3.74it/s] 74/499 4.32G 0.02073 0.01459 0.006356 74 640: 18%|#7 | 7/40 [00:01<00:08, 3.71it/s] 74/499 4.32G 0.02047 0.01474 0.006376 81 640: 18%|#7 | 7/40 [00:02<00:08, 3.71it/s] 74/499 4.32G 0.02047 0.01474 0.006376 81 640: 20%|## | 8/40 [00:02<00:08, 3.60it/s] 74/499 4.32G 0.02059 0.01479 0.006418 70 640: 20%|## | 8/40 [00:02<00:08, 3.60it/s] 74/499 4.32G 0.02059 0.01479 0.006418 70 640: 22%|##2 | 9/40 [00:02<00:08, 3.74it/s] 74/499 4.32G 0.02051 0.01478 0.006602 72 640: 22%|##2 | 9/40 [00:02<00:08, 3.74it/s] 74/499 4.32G 0.02051 0.01478 0.006602 72 640: 25%|##5 | 10/40 [00:02<00:08, 3.73it/s] 74/499 4.32G 0.02051 0.01442 0.006711 57 640: 25%|##5 | 10/40 [00:03<00:08, 3.73it/s] 74/499 4.32G 0.02051 0.01442 0.006711 57 640: 28%|##7 | 11/40 [00:03<00:07, 3.64it/s] 74/499 4.32G 0.02053 0.01452 0.006404 78 640: 28%|##7 | 11/40 [00:03<00:07, 3.64it/s] 74/499 4.32G 0.02053 0.01452 0.006404 78 640: 30%|### | 12/40 [00:03<00:07, 3.75it/s] 74/499 4.32G 0.02051 0.01445 0.006157 73 640: 30%|### | 12/40 [00:03<00:07, 3.75it/s] 74/499 4.32G 0.02051 0.01445 0.006157 73 640: 32%|###2 | 13/40 [00:03<00:07, 3.73it/s] 74/499 4.32G 0.02043 0.01453 0.006265 79 640: 32%|###2 | 13/40 [00:03<00:07, 3.73it/s] 74/499 4.32G 0.02043 0.01453 0.006265 79 640: 35%|###5 | 14/40 [00:03<00:07, 3.63it/s] 74/499 4.32G 0.02038 0.01473 0.006291 84 640: 35%|###5 | 14/40 [00:04<00:07, 3.63it/s] 74/499 4.32G 0.02038 0.01473 0.006291 84 640: 38%|###7 | 15/40 [00:04<00:06, 3.73it/s] 74/499 4.32G 0.02017 0.01462 0.006261 70 640: 38%|###7 | 15/40 [00:04<00:06, 3.73it/s] 74/499 4.32G 0.02017 0.01462 0.006261 70 640: 40%|#### | 16/40 [00:04<00:06, 3.71it/s] 74/499 4.32G 0.02007 0.01457 0.006189 65 640: 40%|#### | 16/40 [00:04<00:06, 3.71it/s] 74/499 4.32G 0.02007 0.01457 0.006189 65 640: 42%|####2 | 17/40 [00:04<00:06, 3.61it/s] 74/499 4.32G 0.01993 0.01464 0.006175 84 640: 42%|####2 | 17/40 [00:04<00:06, 3.61it/s] 74/499 4.32G 0.01993 0.01464 0.006175 84 640: 45%|####5 | 18/40 [00:04<00:05, 3.73it/s] 74/499 4.32G 0.01999 0.01471 0.00629 74 640: 45%|####5 | 18/40 [00:05<00:05, 3.73it/s] 74/499 4.32G 0.01999 0.01471 0.00629 74 640: 48%|####7 | 19/40 [00:05<00:05, 3.61it/s] 74/499 4.32G 0.01988 0.01474 0.006211 81 640: 48%|####7 | 19/40 [00:05<00:05, 3.61it/s] 74/499 4.32G 0.01988 0.01474 0.006211 81 640: 50%|##### | 20/40 [00:05<00:05, 3.56it/s] 74/499 4.32G 0.01986 0.01457 0.006605 51 640: 50%|##### | 20/40 [00:05<00:05, 3.56it/s] 74/499 4.32G 0.01986 0.01457 0.006605 51 640: 52%|#####2 | 21/40 [00:05<00:05, 3.67it/s] 74/499 4.32G 0.01995 0.01463 0.006669 76 640: 52%|#####2 | 21/40 [00:06<00:05, 3.67it/s] 74/499 4.32G 0.01995 0.01463 0.006669 76 640: 55%|#####5 | 22/40 [00:06<00:04, 3.64it/s] 74/499 4.32G 0.01993 0.01462 0.006648 71 640: 55%|#####5 | 22/40 [00:06<00:04, 3.64it/s] 74/499 4.32G 0.01993 0.01462 0.006648 71 640: 57%|#####7 | 23/40 [00:06<00:04, 3.58it/s] 74/499 4.32G 0.02006 0.01474 0.006803 74 640: 57%|#####7 | 23/40 [00:06<00:04, 3.58it/s] 74/499 4.32G 0.02006 0.01474 0.006803 74 640: 60%|###### | 24/40 [00:06<00:04, 3.70it/s] 74/499 4.32G 0.0201 0.01467 0.006755 66 640: 60%|###### | 24/40 [00:06<00:04, 3.70it/s] 74/499 4.32G 0.0201 0.01467 0.006755 66 640: 62%|######2 | 25/40 [00:06<00:04, 3.70it/s] 74/499 4.32G 0.02016 0.0147 0.006743 78 640: 62%|######2 | 25/40 [00:07<00:04, 3.70it/s] 74/499 4.32G 0.02016 0.0147 0.006743 78 640: 65%|######5 | 26/40 [00:07<00:03, 3.66it/s] 74/499 4.32G 0.0201 0.0147 0.006746 73 640: 65%|######5 | 26/40 [00:07<00:03, 3.66it/s] 74/499 4.32G 0.0201 0.0147 0.006746 73 640: 68%|######7 | 27/40 [00:07<00:03, 3.88it/s] 74/499 4.32G 0.02017 0.01469 0.006717 70 640: 68%|######7 | 27/40 [00:07<00:03, 3.88it/s] 74/499 4.32G 0.02017 0.01469 0.006717 70 640: 70%|####### | 28/40 [00:07<00:02, 4.22it/s] 74/499 4.32G 0.02023 0.01468 0.00688 63 640: 70%|####### | 28/40 [00:07<00:02, 4.22it/s] 74/499 4.32G 0.02023 0.01468 0.00688 63 640: 72%|#######2 | 29/40 [00:07<00:02, 4.35it/s] 74/499 4.32G 0.02016 0.01461 0.006837 66 640: 72%|#######2 | 29/40 [00:07<00:02, 4.35it/s] 74/499 4.32G 0.02016 0.01461 0.006837 66 640: 75%|#######5 | 30/40 [00:07<00:02, 4.60it/s] 74/499 4.32G 0.02003 0.01451 0.006712 64 640: 75%|#######5 | 30/40 [00:08<00:02, 4.60it/s] 74/499 4.32G 0.02003 0.01451 0.006712 64 640: 78%|#######7 | 31/40 [00:08<00:01, 4.79it/s] 74/499 4.32G 0.02006 0.01463 0.007009 88 640: 78%|#######7 | 31/40 [00:08<00:01, 4.79it/s] 74/499 4.32G 0.02006 0.01463 0.007009 88 640: 80%|######## | 32/40 [00:08<00:01, 4.76it/s] 74/499 4.32G 0.0201 0.01458 0.007081 64 640: 80%|######## | 32/40 [00:08<00:01, 4.76it/s] 74/499 4.32G 0.0201 0.01458 0.007081 64 640: 82%|########2 | 33/40 [00:08<00:01, 4.92it/s] 74/499 4.32G 0.02001 0.0146 0.007128 88 640: 82%|########2 | 33/40 [00:08<00:01, 4.92it/s] 74/499 4.32G 0.02001 0.0146 0.007128 88 640: 85%|########5 | 34/40 [00:08<00:01, 5.02it/s] 74/499 4.32G 0.02007 0.01463 0.00725 71 640: 85%|########5 | 34/40 [00:08<00:01, 5.02it/s] 74/499 4.32G 0.02007 0.01463 0.00725 71 640: 88%|########7 | 35/40 [00:08<00:01, 4.93it/s] 74/499 4.32G 0.01996 0.01449 0.007168 55 640: 88%|########7 | 35/40 [00:09<00:01, 4.93it/s] 74/499 4.32G 0.01996 0.01449 0.007168 55 640: 90%|######### | 36/40 [00:09<00:00, 5.02it/s] 74/499 4.32G 0.01999 0.01454 0.007178 74 640: 90%|######### | 36/40 [00:09<00:00, 5.02it/s] 74/499 4.32G 0.01999 0.01454 0.007178 74 640: 92%|#########2| 37/40 [00:09<00:00, 5.13it/s] 74/499 4.32G 0.01994 0.01446 0.007113 63 640: 92%|#########2| 37/40 [00:09<00:00, 5.13it/s] 74/499 4.32G 0.01994 0.01446 0.007113 63 640: 95%|#########5| 38/40 [00:09<00:00, 4.89it/s] 74/499 4.32G 0.01991 0.01449 0.007027 81 640: 95%|#########5| 38/40 [00:09<00:00, 4.89it/s] 74/499 4.32G 0.01991 0.01449 0.007027 81 640: 98%|#########7| 39/40 [00:09<00:00, 4.54it/s] 74/499 4.32G 0.01992 0.01447 0.007314 38 640: 98%|#########7| 39/40 [00:10<00:00, 4.54it/s] 74/499 4.32G 0.01992 0.01447 0.007314 38 640: 100%|##########| 40/40 [00:10<00:00, 4.37it/s] 74/499 4.32G 0.01992 0.01447 0.007314 38 640: 100%|##########| 40/40 [00:10<00:00, 3.99it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.67it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.66it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.60it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.03it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.86it/s] all 132 263 0.876 0.833 0.872 0.701 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 75/499 4.32G 0.02032 0.01509 0.004945 75 640: 0%| | 0/40 [00:00<?, ?it/s] 75/499 4.32G 0.02032 0.01509 0.004945 75 640: 2%|2 | 1/40 [00:00<00:11, 3.27it/s] 75/499 4.32G 0.01988 0.01613 0.007166 86 640: 2%|2 | 1/40 [00:00<00:11, 3.27it/s] 75/499 4.32G 0.01988 0.01613 0.007166 86 640: 5%|5 | 2/40 [00:00<00:10, 3.61it/s] 75/499 4.32G 0.0191 0.01458 0.006538 68 640: 5%|5 | 2/40 [00:00<00:10, 3.61it/s] 75/499 4.32G 0.0191 0.01458 0.006538 68 640: 8%|7 | 3/40 [00:00<00:10, 3.69it/s] 75/499 4.32G 0.01938 0.01513 0.007019 77 640: 8%|7 | 3/40 [00:01<00:10, 3.69it/s] 75/499 4.32G 0.01938 0.01513 0.007019 77 640: 10%|# | 4/40 [00:01<00:10, 3.57it/s] 75/499 4.32G 0.01945 0.0152 0.00661 81 640: 10%|# | 4/40 [00:01<00:10, 3.57it/s] 75/499 4.32G 0.01945 0.0152 0.00661 81 640: 12%|#2 | 5/40 [00:01<00:09, 3.69it/s] 75/499 4.32G 0.01938 0.01484 0.006789 65 640: 12%|#2 | 5/40 [00:01<00:09, 3.69it/s] 75/499 4.32G 0.01938 0.01484 0.006789 65 640: 15%|#5 | 6/40 [00:01<00:09, 3.72it/s] 75/499 4.32G 0.01921 0.01518 0.006583 87 640: 15%|#5 | 6/40 [00:01<00:09, 3.72it/s] 75/499 4.32G 0.01921 0.01518 0.006583 87 640: 18%|#7 | 7/40 [00:01<00:09, 3.58it/s] 75/499 4.32G 0.01917 0.01522 0.006333 83 640: 18%|#7 | 7/40 [00:02<00:09, 3.58it/s] 75/499 4.32G 0.01917 0.01522 0.006333 83 640: 20%|## | 8/40 [00:02<00:08, 3.70it/s] 75/499 4.32G 0.01913 0.01465 0.005984 58 640: 20%|## | 8/40 [00:02<00:08, 3.70it/s] 75/499 4.32G 0.01913 0.01465 0.005984 58 640: 22%|##2 | 9/40 [00:02<00:08, 3.73it/s] 75/499 4.32G 0.01896 0.0147 0.006051 80 640: 22%|##2 | 9/40 [00:02<00:08, 3.73it/s] 75/499 4.32G 0.01896 0.0147 0.006051 80 640: 25%|##5 | 10/40 [00:02<00:08, 3.62it/s] 75/499 4.32G 0.01897 0.01455 0.005837 67 640: 25%|##5 | 10/40 [00:03<00:08, 3.62it/s] 75/499 4.32G 0.01897 0.01455 0.005837 67 640: 28%|##7 | 11/40 [00:03<00:07, 3.72it/s] 75/499 4.32G 0.01901 0.01462 0.006191 80 640: 28%|##7 | 11/40 [00:03<00:07, 3.72it/s] 75/499 4.32G 0.01901 0.01462 0.006191 80 640: 30%|### | 12/40 [00:03<00:07, 3.74it/s] 75/499 4.32G 0.01889 0.01455 0.006275 82 640: 30%|### | 12/40 [00:03<00:07, 3.74it/s] 75/499 4.32G 0.01889 0.01455 0.006275 82 640: 32%|###2 | 13/40 [00:03<00:07, 3.63it/s] 75/499 4.32G 0.01907 0.01483 0.006218 86 640: 32%|###2 | 13/40 [00:03<00:07, 3.63it/s] 75/499 4.32G 0.01907 0.01483 0.006218 86 640: 35%|###5 | 14/40 [00:03<00:06, 3.72it/s] 75/499 4.32G 0.01921 0.01486 0.00625 72 640: 35%|###5 | 14/40 [00:04<00:06, 3.72it/s] 75/499 4.32G 0.01921 0.01486 0.00625 72 640: 38%|###7 | 15/40 [00:04<00:06, 3.73it/s] 75/499 4.32G 0.01923 0.01488 0.006205 76 640: 38%|###7 | 15/40 [00:04<00:06, 3.73it/s] 75/499 4.32G 0.01923 0.01488 0.006205 76 640: 40%|#### | 16/40 [00:04<00:06, 3.62it/s] 75/499 4.32G 0.01916 0.01473 0.006218 62 640: 40%|#### | 16/40 [00:04<00:06, 3.62it/s] 75/499 4.32G 0.01916 0.01473 0.006218 62 640: 42%|####2 | 17/40 [00:04<00:06, 3.70it/s] 75/499 4.32G 0.01919 0.0147 0.006163 80 640: 42%|####2 | 17/40 [00:04<00:06, 3.70it/s] 75/499 4.32G 0.01919 0.0147 0.006163 80 640: 45%|####5 | 18/40 [00:04<00:05, 3.72it/s] 75/499 4.32G 0.01918 0.01473 0.006122 78 640: 45%|####5 | 18/40 [00:05<00:05, 3.72it/s] 75/499 4.32G 0.01918 0.01473 0.006122 78 640: 48%|####7 | 19/40 [00:05<00:05, 3.61it/s] 75/499 4.32G 0.01913 0.01488 0.00594 95 640: 48%|####7 | 19/40 [00:05<00:05, 3.61it/s] 75/499 4.32G 0.01913 0.01488 0.00594 95 640: 50%|##### | 20/40 [00:05<00:05, 3.73it/s] 75/499 4.32G 0.01913 0.01483 0.005849 75 640: 50%|##### | 20/40 [00:05<00:05, 3.73it/s] 75/499 4.32G 0.01913 0.01483 0.005849 75 640: 52%|#####2 | 21/40 [00:05<00:05, 3.72it/s] 75/499 4.32G 0.01922 0.01489 0.005908 77 640: 52%|#####2 | 21/40 [00:06<00:05, 3.72it/s] 75/499 4.32G 0.01922 0.01489 0.005908 77 640: 55%|#####5 | 22/40 [00:06<00:04, 3.61it/s] 75/499 4.32G 0.01925 0.0149 0.006072 81 640: 55%|#####5 | 22/40 [00:06<00:04, 3.61it/s] 75/499 4.32G 0.01925 0.0149 0.006072 81 640: 57%|#####7 | 23/40 [00:06<00:04, 3.71it/s] 75/499 4.32G 0.01916 0.01498 0.006141 95 640: 57%|#####7 | 23/40 [00:06<00:04, 3.71it/s] 75/499 4.32G 0.01916 0.01498 0.006141 95 640: 60%|###### | 24/40 [00:06<00:04, 3.75it/s] 75/499 4.32G 0.01914 0.01492 0.006055 78 640: 60%|###### | 24/40 [00:06<00:04, 3.75it/s] 75/499 4.32G 0.01914 0.01492 0.006055 78 640: 62%|######2 | 25/40 [00:06<00:04, 3.68it/s] 75/499 4.32G 0.01907 0.01481 0.006312 63 640: 62%|######2 | 25/40 [00:07<00:04, 3.68it/s] 75/499 4.32G 0.01907 0.01481 0.006312 63 640: 65%|######5 | 26/40 [00:07<00:03, 3.83it/s] 75/499 4.32G 0.019 0.01482 0.006402 77 640: 65%|######5 | 26/40 [00:07<00:03, 3.83it/s] 75/499 4.32G 0.019 0.01482 0.006402 77 640: 68%|######7 | 27/40 [00:07<00:03, 4.17it/s] 75/499 4.32G 0.01905 0.01484 0.006303 84 640: 68%|######7 | 27/40 [00:07<00:03, 4.17it/s] 75/499 4.32G 0.01905 0.01484 0.006303 84 640: 70%|####### | 28/40 [00:07<00:02, 4.32it/s] 75/499 4.32G 0.01902 0.01476 0.006282 71 640: 70%|####### | 28/40 [00:07<00:02, 4.32it/s] 75/499 4.32G 0.01902 0.01476 0.006282 71 640: 72%|#######2 | 29/40 [00:07<00:02, 4.58it/s] 75/499 4.32G 0.01898 0.01483 0.006276 94 640: 72%|#######2 | 29/40 [00:07<00:02, 4.58it/s] 75/499 4.32G 0.01898 0.01483 0.006276 94 640: 75%|#######5 | 30/40 [00:07<00:02, 4.80it/s] 75/499 4.32G 0.019 0.01482 0.006342 67 640: 75%|#######5 | 30/40 [00:08<00:02, 4.80it/s] 75/499 4.32G 0.019 0.01482 0.006342 67 640: 78%|#######7 | 31/40 [00:08<00:01, 4.78it/s] 75/499 4.32G 0.01907 0.01476 0.006374 70 640: 78%|#######7 | 31/40 [00:08<00:01, 4.78it/s] 75/499 4.32G 0.01907 0.01476 0.006374 70 640: 80%|######## | 32/40 [00:08<00:01, 4.92it/s] 75/499 4.32G 0.01909 0.01473 0.006393 73 640: 80%|######## | 32/40 [00:08<00:01, 4.92it/s] 75/499 4.32G 0.01909 0.01473 0.006393 73 640: 82%|########2 | 33/40 [00:08<00:01, 5.02it/s] 75/499 4.32G 0.0191 0.01469 0.006339 70 640: 82%|########2 | 33/40 [00:08<00:01, 5.02it/s] 75/499 4.32G 0.0191 0.01469 0.006339 70 640: 85%|########5 | 34/40 [00:08<00:01, 4.92it/s] 75/499 4.32G 0.0191 0.01471 0.006274 84 640: 85%|########5 | 34/40 [00:08<00:01, 4.92it/s] 75/499 4.32G 0.0191 0.01471 0.006274 84 640: 88%|########7 | 35/40 [00:08<00:00, 5.04it/s] 75/499 4.32G 0.01911 0.01469 0.00623 69 640: 88%|########7 | 35/40 [00:08<00:00, 5.04it/s] 75/499 4.32G 0.01911 0.01469 0.00623 69 640: 90%|######### | 36/40 [00:08<00:00, 5.15it/s] 75/499 4.32G 0.01912 0.01465 0.006313 72 640: 90%|######### | 36/40 [00:09<00:00, 5.15it/s] 75/499 4.32G 0.01912 0.01465 0.006313 72 640: 92%|#########2| 37/40 [00:09<00:00, 4.94it/s] 75/499 4.32G 0.01911 0.01458 0.006286 57 640: 92%|#########2| 37/40 [00:09<00:00, 4.94it/s] 75/499 4.32G 0.01911 0.01458 0.006286 57 640: 95%|#########5| 38/40 [00:09<00:00, 4.62it/s] 75/499 4.32G 0.01908 0.01451 0.006225 68 640: 95%|#########5| 38/40 [00:09<00:00, 4.62it/s] 75/499 4.32G 0.01908 0.01451 0.006225 68 640: 98%|#########7| 39/40 [00:09<00:00, 4.34it/s] 75/499 4.32G 0.01913 0.01478 0.00635 56 640: 98%|#########7| 39/40 [00:09<00:00, 4.34it/s] 75/499 4.32G 0.01913 0.01478 0.00635 56 640: 100%|##########| 40/40 [00:09<00:00, 4.20it/s] 75/499 4.32G 0.01913 0.01478 0.00635 56 640: 100%|##########| 40/40 [00:09<00:00, 4.01it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.64it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.63it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.63it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.10it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.90it/s] all 132 263 0.839 0.846 0.873 0.703 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 76/499 4.32G 0.01775 0.01424 0.004296 84 640: 0%| | 0/40 [00:00<?, ?it/s] 76/499 4.32G 0.01775 0.01424 0.004296 84 640: 2%|2 | 1/40 [00:00<00:07, 5.22it/s] 76/499 4.32G 0.01802 0.01262 0.005716 52 640: 2%|2 | 1/40 [00:00<00:07, 5.22it/s] 76/499 4.32G 0.01802 0.01262 0.005716 52 640: 5%|5 | 2/40 [00:00<00:08, 4.24it/s] 76/499 4.32G 0.0186 0.0121 0.007001 64 640: 5%|5 | 2/40 [00:00<00:08, 4.24it/s] 76/499 4.32G 0.0186 0.0121 0.007001 64 640: 8%|7 | 3/40 [00:00<00:09, 3.79it/s] 76/499 4.32G 0.0183 0.0129 0.006325 89 640: 8%|7 | 3/40 [00:01<00:09, 3.79it/s] 76/499 4.32G 0.0183 0.0129 0.006325 89 640: 10%|# | 4/40 [00:01<00:09, 3.85it/s] 76/499 4.32G 0.01861 0.01378 0.006967 92 640: 10%|# | 4/40 [00:01<00:09, 3.85it/s] 76/499 4.32G 0.01861 0.01378 0.006967 92 640: 12%|#2 | 5/40 [00:01<00:09, 3.81it/s] 76/499 4.32G 0.01846 0.01382 0.006952 79 640: 12%|#2 | 5/40 [00:01<00:09, 3.81it/s] 76/499 4.32G 0.01846 0.01382 0.006952 79 640: 15%|#5 | 6/40 [00:01<00:09, 3.68it/s] 76/499 4.32G 0.01844 0.01344 0.006601 59 640: 15%|#5 | 6/40 [00:01<00:09, 3.68it/s] 76/499 4.32G 0.01844 0.01344 0.006601 59 640: 18%|#7 | 7/40 [00:01<00:08, 3.68it/s] 76/499 4.32G 0.01827 0.01356 0.006174 81 640: 18%|#7 | 7/40 [00:02<00:08, 3.68it/s] 76/499 4.32G 0.01827 0.01356 0.006174 81 640: 20%|## | 8/40 [00:02<00:08, 3.71it/s] 76/499 4.32G 0.01808 0.01388 0.006081 93 640: 20%|## | 8/40 [00:02<00:08, 3.71it/s] 76/499 4.32G 0.01808 0.01388 0.006081 93 640: 22%|##2 | 9/40 [00:02<00:08, 3.61it/s] 76/499 4.32G 0.01818 0.01416 0.006365 90 640: 22%|##2 | 9/40 [00:02<00:08, 3.61it/s] 76/499 4.32G 0.01818 0.01416 0.006365 90 640: 25%|##5 | 10/40 [00:02<00:08, 3.70it/s] 76/499 4.32G 0.01835 0.01415 0.006975 69 640: 25%|##5 | 10/40 [00:02<00:08, 3.70it/s] 76/499 4.32G 0.01835 0.01415 0.006975 69 640: 28%|##7 | 11/40 [00:02<00:07, 3.72it/s] 76/499 4.32G 0.01832 0.01414 0.006805 76 640: 28%|##7 | 11/40 [00:03<00:07, 3.72it/s] 76/499 4.32G 0.01832 0.01414 0.006805 76 640: 30%|### | 12/40 [00:03<00:07, 3.65it/s] 76/499 4.32G 0.01829 0.01397 0.007112 59 640: 30%|### | 12/40 [00:03<00:07, 3.65it/s] 76/499 4.32G 0.01829 0.01397 0.007112 59 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 76/499 4.32G 0.01851 0.01419 0.006825 89 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 76/499 4.32G 0.01851 0.01419 0.006825 89 640: 35%|###5 | 14/40 [00:03<00:07, 3.71it/s] 76/499 4.32G 0.01844 0.01422 0.006751 77 640: 35%|###5 | 14/40 [00:04<00:07, 3.71it/s] 76/499 4.32G 0.01844 0.01422 0.006751 77 640: 38%|###7 | 15/40 [00:04<00:06, 3.61it/s] 76/499 4.32G 0.01843 0.01403 0.006917 60 640: 38%|###7 | 15/40 [00:04<00:06, 3.61it/s] 76/499 4.32G 0.01843 0.01403 0.006917 60 640: 40%|#### | 16/40 [00:04<00:06, 3.72it/s] 76/499 4.32G 0.01841 0.01421 0.007146 91 640: 40%|#### | 16/40 [00:04<00:06, 3.72it/s] 76/499 4.32G 0.01841 0.01421 0.007146 91 640: 42%|####2 | 17/40 [00:04<00:06, 3.73it/s] 76/499 4.32G 0.01846 0.01407 0.007206 63 640: 42%|####2 | 17/40 [00:04<00:06, 3.73it/s] 76/499 4.32G 0.01846 0.01407 0.007206 63 640: 45%|####5 | 18/40 [00:04<00:06, 3.52it/s] 76/499 4.32G 0.01856 0.01403 0.007428 70 640: 45%|####5 | 18/40 [00:05<00:06, 3.52it/s] 76/499 4.32G 0.01856 0.01403 0.007428 70 640: 48%|####7 | 19/40 [00:05<00:05, 3.63it/s] 76/499 4.32G 0.01855 0.01404 0.00753 68 640: 48%|####7 | 19/40 [00:05<00:05, 3.63it/s] 76/499 4.32G 0.01855 0.01404 0.00753 68 640: 50%|##### | 20/40 [00:05<00:05, 3.66it/s] 76/499 4.32G 0.01849 0.01403 0.007357 67 640: 50%|##### | 20/40 [00:05<00:05, 3.66it/s] 76/499 4.32G 0.01849 0.01403 0.007357 67 640: 52%|#####2 | 21/40 [00:05<00:05, 3.57it/s] 76/499 4.32G 0.01842 0.0139 0.007288 56 640: 52%|#####2 | 21/40 [00:05<00:05, 3.57it/s] 76/499 4.32G 0.01842 0.0139 0.007288 56 640: 55%|#####5 | 22/40 [00:05<00:04, 3.68it/s] 76/499 4.32G 0.01848 0.01389 0.00717 67 640: 55%|#####5 | 22/40 [00:06<00:04, 3.68it/s] 76/499 4.32G 0.01848 0.01389 0.00717 67 640: 57%|#####7 | 23/40 [00:06<00:04, 3.71it/s] 76/499 4.32G 0.01864 0.01377 0.007417 54 640: 57%|#####7 | 23/40 [00:06<00:04, 3.71it/s] 76/499 4.32G 0.01864 0.01377 0.007417 54 640: 60%|###### | 24/40 [00:06<00:04, 3.61it/s] 76/499 4.32G 0.0187 0.01394 0.007432 86 640: 60%|###### | 24/40 [00:06<00:04, 3.61it/s] 76/499 4.32G 0.0187 0.01394 0.007432 86 640: 62%|######2 | 25/40 [00:06<00:03, 3.76it/s] 76/499 4.32G 0.01865 0.01392 0.007379 78 640: 62%|######2 | 25/40 [00:06<00:03, 3.76it/s] 76/499 4.32G 0.01865 0.01392 0.007379 78 640: 65%|######5 | 26/40 [00:06<00:03, 3.87it/s] 76/499 4.32G 0.01866 0.01392 0.007237 68 640: 65%|######5 | 26/40 [00:07<00:03, 3.87it/s] 76/499 4.32G 0.01866 0.01392 0.007237 68 640: 68%|######7 | 27/40 [00:07<00:03, 4.04it/s] 76/499 4.32G 0.01869 0.01388 0.007525 62 640: 68%|######7 | 27/40 [00:07<00:03, 4.04it/s] 76/499 4.32G 0.01869 0.01388 0.007525 62 640: 70%|####### | 28/40 [00:07<00:02, 4.37it/s] 76/499 4.32G 0.01873 0.01398 0.00782 79 640: 70%|####### | 28/40 [00:07<00:02, 4.37it/s] 76/499 4.32G 0.01873 0.01398 0.00782 79 640: 72%|#######2 | 29/40 [00:07<00:02, 4.64it/s] 76/499 4.32G 0.01871 0.01389 0.007795 59 640: 72%|#######2 | 29/40 [00:07<00:02, 4.64it/s] 76/499 4.32G 0.01871 0.01389 0.007795 59 640: 75%|#######5 | 30/40 [00:07<00:02, 4.49it/s] 76/499 4.32G 0.01875 0.01404 0.007736 98 640: 75%|#######5 | 30/40 [00:07<00:02, 4.49it/s] 76/499 4.32G 0.01875 0.01404 0.007736 98 640: 78%|#######7 | 31/40 [00:07<00:01, 4.67it/s] 76/499 4.32G 0.01874 0.01393 0.007747 58 640: 78%|#######7 | 31/40 [00:08<00:01, 4.67it/s] 76/499 4.32G 0.01874 0.01393 0.007747 58 640: 80%|######## | 32/40 [00:08<00:01, 4.78it/s] 76/499 4.32G 0.0187 0.01385 0.007617 61 640: 80%|######## | 32/40 [00:08<00:01, 4.78it/s] 76/499 4.32G 0.0187 0.01385 0.007617 61 640: 82%|########2 | 33/40 [00:08<00:01, 4.76it/s] 76/499 4.32G 0.01871 0.01388 0.007617 78 640: 82%|########2 | 33/40 [00:08<00:01, 4.76it/s] 76/499 4.32G 0.01871 0.01388 0.007617 78 640: 85%|########5 | 34/40 [00:08<00:01, 4.93it/s] 76/499 4.32G 0.01872 0.01391 0.007654 74 640: 85%|########5 | 34/40 [00:08<00:01, 4.93it/s] 76/499 4.32G 0.01872 0.01391 0.007654 74 640: 88%|########7 | 35/40 [00:08<00:00, 5.03it/s] 76/499 4.32G 0.01867 0.01386 0.007745 62 640: 88%|########7 | 35/40 [00:09<00:00, 5.03it/s] 76/499 4.32G 0.01867 0.01386 0.007745 62 640: 90%|######### | 36/40 [00:09<00:00, 4.78it/s] 76/499 4.32G 0.01868 0.01399 0.007748 93 640: 90%|######### | 36/40 [00:09<00:00, 4.78it/s] 76/499 4.32G 0.01868 0.01399 0.007748 93 640: 92%|#########2| 37/40 [00:09<00:00, 4.55it/s] 76/499 4.32G 0.01864 0.01405 0.007711 84 640: 92%|#########2| 37/40 [00:09<00:00, 4.55it/s] 76/499 4.32G 0.01864 0.01405 0.007711 84 640: 95%|#########5| 38/40 [00:09<00:00, 4.20it/s] 76/499 4.32G 0.01863 0.01408 0.007756 80 640: 95%|#########5| 38/40 [00:09<00:00, 4.20it/s] 76/499 4.32G 0.01863 0.01408 0.007756 80 640: 98%|#########7| 39/40 [00:09<00:00, 3.90it/s] 76/499 4.32G 0.01862 0.01405 0.007929 35 640: 98%|#########7| 39/40 [00:10<00:00, 3.90it/s] 76/499 4.32G 0.01862 0.01405 0.007929 35 640: 100%|##########| 40/40 [00:10<00:00, 3.99it/s] 76/499 4.32G 0.01862 0.01405 0.007929 35 640: 100%|##########| 40/40 [00:10<00:00, 3.97it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.73it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.64it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.60it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.18it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.94it/s] all 132 263 0.852 0.812 0.876 0.706 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 77/499 4.32G 0.01885 0.01576 0.007731 80 640: 0%| | 0/40 [00:00<?, ?it/s] 77/499 4.32G 0.01885 0.01576 0.007731 80 640: 2%|2 | 1/40 [00:00<00:08, 4.44it/s] 77/499 4.32G 0.01951 0.01759 0.009 90 640: 2%|2 | 1/40 [00:00<00:08, 4.44it/s] 77/499 4.32G 0.01951 0.01759 0.009 90 640: 5%|5 | 2/40 [00:00<00:10, 3.70it/s] 77/499 4.32G 0.01948 0.0168 0.008299 73 640: 5%|5 | 2/40 [00:00<00:10, 3.70it/s] 77/499 4.32G 0.01948 0.0168 0.008299 73 640: 8%|7 | 3/40 [00:00<00:09, 3.85it/s] 77/499 4.32G 0.01957 0.01586 0.007856 67 640: 8%|7 | 3/40 [00:01<00:09, 3.85it/s] 77/499 4.32G 0.01957 0.01586 0.007856 67 640: 10%|# | 4/40 [00:01<00:09, 3.81it/s] 77/499 4.32G 0.01948 0.01552 0.008805 71 640: 10%|# | 4/40 [00:01<00:09, 3.81it/s] 77/499 4.32G 0.01948 0.01552 0.008805 71 640: 12%|#2 | 5/40 [00:01<00:09, 3.61it/s] 77/499 4.32G 0.01905 0.01476 0.008245 62 640: 12%|#2 | 5/40 [00:01<00:09, 3.61it/s] 77/499 4.32G 0.01905 0.01476 0.008245 62 640: 15%|#5 | 6/40 [00:01<00:09, 3.75it/s] 77/499 4.32G 0.01895 0.01453 0.007663 59 640: 15%|#5 | 6/40 [00:01<00:09, 3.75it/s] 77/499 4.32G 0.01895 0.01453 0.007663 59 640: 18%|#7 | 7/40 [00:01<00:08, 3.76it/s] 77/499 4.32G 0.01917 0.01482 0.008389 86 640: 18%|#7 | 7/40 [00:02<00:08, 3.76it/s] 77/499 4.32G 0.01917 0.01482 0.008389 86 640: 20%|## | 8/40 [00:02<00:08, 3.61it/s] 77/499 4.32G 0.01916 0.01481 0.008206 75 640: 20%|## | 8/40 [00:02<00:08, 3.61it/s] 77/499 4.32G 0.01916 0.01481 0.008206 75 640: 22%|##2 | 9/40 [00:02<00:08, 3.73it/s] 77/499 4.32G 0.01926 0.01494 0.008023 82 640: 22%|##2 | 9/40 [00:02<00:08, 3.73it/s] 77/499 4.32G 0.01926 0.01494 0.008023 82 640: 25%|##5 | 10/40 [00:02<00:08, 3.74it/s] 77/499 4.32G 0.01897 0.01457 0.008552 61 640: 25%|##5 | 10/40 [00:02<00:08, 3.74it/s] 77/499 4.32G 0.01897 0.01457 0.008552 61 640: 28%|##7 | 11/40 [00:02<00:08, 3.60it/s] 77/499 4.32G 0.01908 0.01481 0.008511 82 640: 28%|##7 | 11/40 [00:03<00:08, 3.60it/s] 77/499 4.32G 0.01908 0.01481 0.008511 82 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 77/499 4.32G 0.01903 0.01476 0.008211 78 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 77/499 4.32G 0.01903 0.01476 0.008211 78 640: 32%|###2 | 13/40 [00:03<00:07, 3.75it/s] 77/499 4.32G 0.01904 0.0149 0.008085 85 640: 32%|###2 | 13/40 [00:03<00:07, 3.75it/s] 77/499 4.32G 0.01904 0.0149 0.008085 85 640: 35%|###5 | 14/40 [00:03<00:07, 3.60it/s] 77/499 4.32G 0.01902 0.01489 0.007906 84 640: 35%|###5 | 14/40 [00:04<00:07, 3.60it/s] 77/499 4.32G 0.01902 0.01489 0.007906 84 640: 38%|###7 | 15/40 [00:04<00:06, 3.73it/s] 77/499 4.32G 0.01907 0.01484 0.007743 73 640: 38%|###7 | 15/40 [00:04<00:06, 3.73it/s] 77/499 4.32G 0.01907 0.01484 0.007743 73 640: 40%|#### | 16/40 [00:04<00:06, 3.74it/s] 77/499 4.32G 0.01905 0.01469 0.008198 60 640: 40%|#### | 16/40 [00:04<00:06, 3.74it/s] 77/499 4.32G 0.01905 0.01469 0.008198 60 640: 42%|####2 | 17/40 [00:04<00:06, 3.60it/s] 77/499 4.32G 0.01898 0.01468 0.00813 78 640: 42%|####2 | 17/40 [00:04<00:06, 3.60it/s] 77/499 4.32G 0.01898 0.01468 0.00813 78 640: 45%|####5 | 18/40 [00:04<00:05, 3.72it/s] 77/499 4.32G 0.01888 0.0147 0.008068 81 640: 45%|####5 | 18/40 [00:05<00:05, 3.72it/s] 77/499 4.32G 0.01888 0.0147 0.008068 81 640: 48%|####7 | 19/40 [00:05<00:05, 3.71it/s] 77/499 4.32G 0.0188 0.01482 0.007988 91 640: 48%|####7 | 19/40 [00:05<00:05, 3.71it/s] 77/499 4.32G 0.0188 0.01482 0.007988 91 640: 50%|##### | 20/40 [00:05<00:05, 3.54it/s] 77/499 4.32G 0.01878 0.01491 0.007819 87 640: 50%|##### | 20/40 [00:05<00:05, 3.54it/s] 77/499 4.32G 0.01878 0.01491 0.007819 87 640: 52%|#####2 | 21/40 [00:05<00:05, 3.69it/s] 77/499 4.32G 0.01888 0.01499 0.007801 83 640: 52%|#####2 | 21/40 [00:05<00:05, 3.69it/s] 77/499 4.32G 0.01888 0.01499 0.007801 83 640: 55%|#####5 | 22/40 [00:05<00:04, 3.71it/s] 77/499 4.32G 0.0188 0.01492 0.007662 71 640: 55%|#####5 | 22/40 [00:06<00:04, 3.71it/s] 77/499 4.32G 0.0188 0.01492 0.007662 71 640: 57%|#####7 | 23/40 [00:06<00:04, 3.57it/s] 77/499 4.32G 0.01879 0.0149 0.007822 64 640: 57%|#####7 | 23/40 [00:06<00:04, 3.57it/s] 77/499 4.32G 0.01879 0.0149 0.007822 64 640: 60%|###### | 24/40 [00:06<00:04, 3.72it/s] 77/499 4.32G 0.0188 0.01491 0.007687 76 640: 60%|###### | 24/40 [00:06<00:04, 3.72it/s] 77/499 4.32G 0.0188 0.01491 0.007687 76 640: 62%|######2 | 25/40 [00:06<00:03, 3.86it/s] 77/499 4.32G 0.01878 0.01488 0.007685 70 640: 62%|######2 | 25/40 [00:06<00:03, 3.86it/s] 77/499 4.32G 0.01878 0.01488 0.007685 70 640: 65%|######5 | 26/40 [00:06<00:03, 4.06it/s] 77/499 4.32G 0.01881 0.01493 0.007604 80 640: 65%|######5 | 26/40 [00:07<00:03, 4.06it/s] 77/499 4.32G 0.01881 0.01493 0.007604 80 640: 68%|######7 | 27/40 [00:07<00:02, 4.38it/s] 77/499 4.32G 0.01878 0.01494 0.007584 77 640: 68%|######7 | 27/40 [00:07<00:02, 4.38it/s] 77/499 4.32G 0.01878 0.01494 0.007584 77 640: 70%|####### | 28/40 [00:07<00:02, 4.60it/s] 77/499 4.32G 0.01875 0.01493 0.007551 75 640: 70%|####### | 28/40 [00:07<00:02, 4.60it/s] 77/499 4.32G 0.01875 0.01493 0.007551 75 640: 72%|#######2 | 29/40 [00:07<00:02, 4.63it/s] 77/499 4.32G 0.01879 0.015 0.007718 78 640: 72%|#######2 | 29/40 [00:07<00:02, 4.63it/s] 77/499 4.32G 0.01879 0.015 0.007718 78 640: 75%|#######5 | 30/40 [00:07<00:02, 4.72it/s] 77/499 4.32G 0.01873 0.01499 0.007893 84 640: 75%|#######5 | 30/40 [00:07<00:02, 4.72it/s] 77/499 4.32G 0.01873 0.01499 0.007893 84 640: 78%|#######7 | 31/40 [00:07<00:01, 4.89it/s] 77/499 4.32G 0.0188 0.01494 0.007827 61 640: 78%|#######7 | 31/40 [00:08<00:01, 4.89it/s] 77/499 4.32G 0.0188 0.01494 0.007827 61 640: 80%|######## | 32/40 [00:08<00:01, 4.75it/s] 77/499 4.32G 0.01881 0.01488 0.007763 73 640: 80%|######## | 32/40 [00:08<00:01, 4.75it/s] 77/499 4.32G 0.01881 0.01488 0.007763 73 640: 82%|########2 | 33/40 [00:08<00:01, 4.90it/s] 77/499 4.32G 0.01879 0.01493 0.008006 86 640: 82%|########2 | 33/40 [00:08<00:01, 4.90it/s] 77/499 4.32G 0.01879 0.01493 0.008006 86 640: 85%|########5 | 34/40 [00:08<00:01, 4.92it/s] 77/499 4.32G 0.01876 0.01482 0.007975 56 640: 85%|########5 | 34/40 [00:08<00:01, 4.92it/s] 77/499 4.32G 0.01876 0.01482 0.007975 56 640: 88%|########7 | 35/40 [00:08<00:01, 4.17it/s] 77/499 4.32G 0.01876 0.01482 0.007872 73 640: 88%|########7 | 35/40 [00:09<00:01, 4.17it/s] 77/499 4.32G 0.01876 0.01482 0.007872 73 640: 90%|######### | 36/40 [00:09<00:00, 4.13it/s] 77/499 4.32G 0.01881 0.01474 0.007944 61 640: 90%|######### | 36/40 [00:09<00:00, 4.13it/s] 77/499 4.32G 0.01881 0.01474 0.007944 61 640: 92%|#########2| 37/40 [00:09<00:00, 4.01it/s] 77/499 4.32G 0.01879 0.01476 0.007818 77 640: 92%|#########2| 37/40 [00:09<00:00, 4.01it/s] 77/499 4.32G 0.01879 0.01476 0.007818 77 640: 95%|#########5| 38/40 [00:09<00:00, 3.78it/s] 77/499 4.32G 0.01876 0.01473 0.007773 71 640: 95%|#########5| 38/40 [00:09<00:00, 3.78it/s] 77/499 4.32G 0.01876 0.01473 0.007773 71 640: 98%|#########7| 39/40 [00:09<00:00, 3.87it/s] 77/499 4.32G 0.01875 0.01475 0.007622 40 640: 98%|#########7| 39/40 [00:10<00:00, 3.87it/s] 77/499 4.32G 0.01875 0.01475 0.007622 40 640: 100%|##########| 40/40 [00:10<00:00, 3.92it/s] 77/499 4.32G 0.01875 0.01475 0.007622 40 640: 100%|##########| 40/40 [00:10<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.65it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.64it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.60it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.22it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.96it/s] all 132 263 0.902 0.858 0.879 0.713 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 78/499 4.32G 0.01651 0.01256 0.006114 75 640: 0%| | 0/40 [00:00<?, ?it/s] 78/499 4.32G 0.01651 0.01256 0.006114 75 640: 2%|2 | 1/40 [00:00<00:09, 4.00it/s] 78/499 4.32G 0.01762 0.01301 0.006275 71 640: 2%|2 | 1/40 [00:00<00:09, 4.00it/s] 78/499 4.32G 0.01762 0.01301 0.006275 71 640: 5%|5 | 2/40 [00:00<00:09, 3.95it/s] 78/499 4.32G 0.01853 0.01284 0.005632 64 640: 5%|5 | 2/40 [00:00<00:09, 3.95it/s] 78/499 4.32G 0.01853 0.01284 0.005632 64 640: 8%|7 | 3/40 [00:00<00:09, 3.86it/s] 78/499 4.32G 0.01848 0.01342 0.005698 84 640: 8%|7 | 3/40 [00:01<00:09, 3.86it/s] 78/499 4.32G 0.01848 0.01342 0.005698 84 640: 10%|# | 4/40 [00:01<00:09, 3.66it/s] 78/499 4.32G 0.01881 0.01358 0.006714 65 640: 10%|# | 4/40 [00:01<00:09, 3.66it/s] 78/499 4.32G 0.01881 0.01358 0.006714 65 640: 12%|#2 | 5/40 [00:01<00:09, 3.77it/s] 78/499 4.32G 0.01867 0.0135 0.006439 71 640: 12%|#2 | 5/40 [00:01<00:09, 3.77it/s] 78/499 4.32G 0.01867 0.0135 0.006439 71 640: 15%|#5 | 6/40 [00:01<00:09, 3.77it/s] 78/499 4.32G 0.0186 0.01335 0.006614 71 640: 15%|#5 | 6/40 [00:01<00:09, 3.77it/s] 78/499 4.32G 0.0186 0.01335 0.006614 71 640: 18%|#7 | 7/40 [00:01<00:09, 3.62it/s] 78/499 4.32G 0.01865 0.01361 0.006268 83 640: 18%|#7 | 7/40 [00:02<00:09, 3.62it/s] 78/499 4.32G 0.01865 0.01361 0.006268 83 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 78/499 4.32G 0.01858 0.01383 0.006503 77 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 78/499 4.32G 0.01858 0.01383 0.006503 77 640: 22%|##2 | 9/40 [00:02<00:08, 3.72it/s] 78/499 4.32G 0.01846 0.01408 0.006249 83 640: 22%|##2 | 9/40 [00:02<00:08, 3.72it/s] 78/499 4.32G 0.01846 0.01408 0.006249 83 640: 25%|##5 | 10/40 [00:02<00:08, 3.62it/s] 78/499 4.32G 0.01851 0.01401 0.005908 75 640: 25%|##5 | 10/40 [00:02<00:08, 3.62it/s] 78/499 4.32G 0.01851 0.01401 0.005908 75 640: 28%|##7 | 11/40 [00:02<00:07, 3.71it/s] 78/499 4.32G 0.01882 0.01398 0.00639 63 640: 28%|##7 | 11/40 [00:03<00:07, 3.71it/s] 78/499 4.32G 0.01882 0.01398 0.00639 63 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 78/499 4.32G 0.01881 0.01407 0.006192 74 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 78/499 4.32G 0.01881 0.01407 0.006192 74 640: 32%|###2 | 13/40 [00:03<00:07, 3.62it/s] 78/499 4.32G 0.01886 0.01403 0.006252 72 640: 32%|###2 | 13/40 [00:03<00:07, 3.62it/s] 78/499 4.32G 0.01886 0.01403 0.006252 72 640: 35%|###5 | 14/40 [00:03<00:07, 3.71it/s] 78/499 4.32G 0.01883 0.0141 0.006029 78 640: 35%|###5 | 14/40 [00:04<00:07, 3.71it/s] 78/499 4.32G 0.01883 0.0141 0.006029 78 640: 38%|###7 | 15/40 [00:04<00:06, 3.69it/s] 78/499 4.32G 0.01887 0.01417 0.006166 77 640: 38%|###7 | 15/40 [00:04<00:06, 3.69it/s] 78/499 4.32G 0.01887 0.01417 0.006166 77 640: 40%|#### | 16/40 [00:04<00:06, 3.59it/s] 78/499 4.32G 0.01885 0.01407 0.006006 59 640: 40%|#### | 16/40 [00:04<00:06, 3.59it/s] 78/499 4.32G 0.01885 0.01407 0.006006 59 640: 42%|####2 | 17/40 [00:04<00:06, 3.69it/s] 78/499 4.32G 0.01887 0.01413 0.005921 75 640: 42%|####2 | 17/40 [00:04<00:06, 3.69it/s] 78/499 4.32G 0.01887 0.01413 0.005921 75 640: 45%|####5 | 18/40 [00:04<00:05, 3.71it/s] 78/499 4.32G 0.01878 0.01417 0.00608 79 640: 45%|####5 | 18/40 [00:05<00:05, 3.71it/s] 78/499 4.32G 0.01878 0.01417 0.00608 79 640: 48%|####7 | 19/40 [00:05<00:05, 3.63it/s] 78/499 4.32G 0.01872 0.01411 0.006096 70 640: 48%|####7 | 19/40 [00:05<00:05, 3.63it/s] 78/499 4.32G 0.01872 0.01411 0.006096 70 640: 50%|##### | 20/40 [00:05<00:05, 3.71it/s] 78/499 4.32G 0.01871 0.01399 0.005969 66 640: 50%|##### | 20/40 [00:05<00:05, 3.71it/s] 78/499 4.32G 0.01871 0.01399 0.005969 66 640: 52%|#####2 | 21/40 [00:05<00:05, 3.73it/s] 78/499 4.32G 0.01882 0.01402 0.006126 73 640: 52%|#####2 | 21/40 [00:05<00:05, 3.73it/s] 78/499 4.32G 0.01882 0.01402 0.006126 73 640: 55%|#####5 | 22/40 [00:05<00:04, 3.67it/s] 78/499 4.32G 0.01879 0.01411 0.006147 88 640: 55%|#####5 | 22/40 [00:06<00:04, 3.67it/s] 78/499 4.32G 0.01879 0.01411 0.006147 88 640: 57%|#####7 | 23/40 [00:06<00:04, 3.82it/s] 78/499 4.32G 0.01885 0.01415 0.006261 77 640: 57%|#####7 | 23/40 [00:06<00:04, 3.82it/s] 78/499 4.32G 0.01885 0.01415 0.006261 77 640: 60%|###### | 24/40 [00:06<00:03, 4.17it/s] 78/499 4.32G 0.01886 0.01416 0.006242 75 640: 60%|###### | 24/40 [00:06<00:03, 4.17it/s] 78/499 4.32G 0.01886 0.01416 0.006242 75 640: 62%|######2 | 25/40 [00:06<00:03, 4.33it/s] 78/499 4.32G 0.01881 0.01411 0.006249 68 640: 62%|######2 | 25/40 [00:06<00:03, 4.33it/s] 78/499 4.32G 0.01881 0.01411 0.006249 68 640: 65%|######5 | 26/40 [00:06<00:03, 4.59it/s] 78/499 4.32G 0.01876 0.014 0.006209 70 640: 65%|######5 | 26/40 [00:06<00:03, 4.59it/s] 78/499 4.32G 0.01876 0.014 0.006209 70 640: 68%|######7 | 27/40 [00:06<00:02, 4.79it/s] 78/499 4.32G 0.01875 0.01391 0.006445 54 640: 68%|######7 | 27/40 [00:07<00:02, 4.79it/s] 78/499 4.32G 0.01875 0.01391 0.006445 54 640: 70%|####### | 28/40 [00:07<00:02, 4.80it/s] 78/499 4.32G 0.01877 0.01387 0.006444 74 640: 70%|####### | 28/40 [00:07<00:02, 4.80it/s] 78/499 4.32G 0.01877 0.01387 0.006444 74 640: 72%|#######2 | 29/40 [00:07<00:02, 4.95it/s] 78/499 4.32G 0.01877 0.01401 0.006608 93 640: 72%|#######2 | 29/40 [00:07<00:02, 4.95it/s] 78/499 4.32G 0.01877 0.01401 0.006608 93 640: 75%|#######5 | 30/40 [00:07<00:01, 5.05it/s] 78/499 4.32G 0.01874 0.01409 0.006492 87 640: 75%|#######5 | 30/40 [00:07<00:01, 5.05it/s] 78/499 4.32G 0.01874 0.01409 0.006492 87 640: 78%|#######7 | 31/40 [00:07<00:01, 4.97it/s] 78/499 4.32G 0.01873 0.01415 0.006507 86 640: 78%|#######7 | 31/40 [00:07<00:01, 4.97it/s] 78/499 4.32G 0.01873 0.01415 0.006507 86 640: 80%|######## | 32/40 [00:07<00:01, 5.07it/s] 78/499 4.32G 0.01876 0.01405 0.006454 52 640: 80%|######## | 32/40 [00:08<00:01, 5.07it/s] 78/499 4.32G 0.01876 0.01405 0.006454 52 640: 82%|########2 | 33/40 [00:08<00:01, 5.21it/s] 78/499 4.32G 0.01868 0.014 0.00642 69 640: 82%|########2 | 33/40 [00:08<00:01, 5.21it/s] 78/499 4.32G 0.01868 0.014 0.00642 69 640: 85%|########5 | 34/40 [00:08<00:01, 4.96it/s] 78/499 4.32G 0.01865 0.01407 0.006368 83 640: 85%|########5 | 34/40 [00:08<00:01, 4.96it/s] 78/499 4.32G 0.01865 0.01407 0.006368 83 640: 88%|########7 | 35/40 [00:08<00:01, 4.62it/s] 78/499 4.32G 0.01859 0.01405 0.006331 76 640: 88%|########7 | 35/40 [00:08<00:01, 4.62it/s] 78/499 4.32G 0.01859 0.01405 0.006331 76 640: 90%|######### | 36/40 [00:08<00:00, 4.33it/s] 78/499 4.32G 0.01853 0.01401 0.006245 65 640: 90%|######### | 36/40 [00:09<00:00, 4.33it/s] 78/499 4.32G 0.01853 0.01401 0.006245 65 640: 92%|#########2| 37/40 [00:09<00:00, 3.96it/s] 78/499 4.32G 0.01856 0.01396 0.006261 64 640: 92%|#########2| 37/40 [00:09<00:00, 3.96it/s] 78/499 4.32G 0.01856 0.01396 0.006261 64 640: 95%|#########5| 38/40 [00:09<00:00, 3.98it/s] 78/499 4.32G 0.0185 0.01397 0.006194 80 640: 95%|#########5| 38/40 [00:09<00:00, 3.98it/s] 78/499 4.32G 0.0185 0.01397 0.006194 80 640: 98%|#########7| 39/40 [00:09<00:00, 3.92it/s] 78/499 4.32G 0.01843 0.01395 0.006087 41 640: 98%|#########7| 39/40 [00:09<00:00, 3.92it/s] 78/499 4.32G 0.01843 0.01395 0.006087 41 640: 100%|##########| 40/40 [00:09<00:00, 3.92it/s] 78/499 4.32G 0.01843 0.01395 0.006087 41 640: 100%|##########| 40/40 [00:09<00:00, 4.03it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.64it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.61it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.63it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.04it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.87it/s] all 132 263 0.859 0.853 0.865 0.697 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 79/499 4.32G 0.01912 0.01413 0.008453 71 640: 0%| | 0/40 [00:00<?, ?it/s] 79/499 4.32G 0.01912 0.01413 0.008453 71 640: 2%|2 | 1/40 [00:00<00:11, 3.54it/s] 79/499 4.32G 0.01937 0.01433 0.007577 77 640: 2%|2 | 1/40 [00:00<00:11, 3.54it/s] 79/499 4.32G 0.01937 0.01433 0.007577 77 640: 5%|5 | 2/40 [00:00<00:10, 3.56it/s] 79/499 4.32G 0.01909 0.01448 0.007569 81 640: 5%|5 | 2/40 [00:00<00:10, 3.56it/s] 79/499 4.32G 0.01909 0.01448 0.007569 81 640: 8%|7 | 3/40 [00:00<00:11, 3.12it/s] 79/499 4.32G 0.01901 0.01422 0.007224 76 640: 8%|7 | 3/40 [00:01<00:11, 3.12it/s] 79/499 4.32G 0.01901 0.01422 0.007224 76 640: 10%|# | 4/40 [00:01<00:10, 3.43it/s] 79/499 4.32G 0.01871 0.01456 0.007071 95 640: 10%|# | 4/40 [00:01<00:10, 3.43it/s] 79/499 4.32G 0.01871 0.01456 0.007071 95 640: 12%|#2 | 5/40 [00:01<00:09, 3.56it/s] 79/499 4.32G 0.01867 0.01473 0.006436 82 640: 12%|#2 | 5/40 [00:01<00:09, 3.56it/s] 79/499 4.32G 0.01867 0.01473 0.006436 82 640: 15%|#5 | 6/40 [00:01<00:09, 3.48it/s] 79/499 4.32G 0.01845 0.01427 0.005985 61 640: 15%|#5 | 6/40 [00:01<00:09, 3.48it/s] 79/499 4.32G 0.01845 0.01427 0.005985 61 640: 18%|#7 | 7/40 [00:01<00:09, 3.63it/s] 79/499 4.32G 0.01864 0.0143 0.006014 75 640: 18%|#7 | 7/40 [00:02<00:09, 3.63it/s] 79/499 4.32G 0.01864 0.0143 0.006014 75 640: 20%|## | 8/40 [00:02<00:08, 3.68it/s] 79/499 4.32G 0.0185 0.01424 0.006336 78 640: 20%|## | 8/40 [00:02<00:08, 3.68it/s] 79/499 4.32G 0.0185 0.01424 0.006336 78 640: 22%|##2 | 9/40 [00:02<00:08, 3.57it/s] 79/499 4.32G 0.0188 0.0144 0.006467 76 640: 22%|##2 | 9/40 [00:02<00:08, 3.57it/s] 79/499 4.32G 0.0188 0.0144 0.006467 76 640: 25%|##5 | 10/40 [00:02<00:08, 3.69it/s] 79/499 4.32G 0.01891 0.01478 0.006467 86 640: 25%|##5 | 10/40 [00:03<00:08, 3.69it/s] 79/499 4.32G 0.01891 0.01478 0.006467 86 640: 28%|##7 | 11/40 [00:03<00:07, 3.71it/s] 79/499 4.32G 0.0188 0.01471 0.006212 66 640: 28%|##7 | 11/40 [00:03<00:07, 3.71it/s] 79/499 4.32G 0.0188 0.01471 0.006212 66 640: 30%|### | 12/40 [00:03<00:07, 3.59it/s] 79/499 4.32G 0.01863 0.01439 0.006255 61 640: 30%|### | 12/40 [00:03<00:07, 3.59it/s] 79/499 4.32G 0.01863 0.01439 0.006255 61 640: 32%|###2 | 13/40 [00:03<00:07, 3.71it/s] 79/499 4.32G 0.0186 0.01417 0.006343 66 640: 32%|###2 | 13/40 [00:03<00:07, 3.71it/s] 79/499 4.32G 0.0186 0.01417 0.006343 66 640: 35%|###5 | 14/40 [00:03<00:07, 3.71it/s] 79/499 4.32G 0.01845 0.01429 0.006034 89 640: 35%|###5 | 14/40 [00:04<00:07, 3.71it/s] 79/499 4.32G 0.01845 0.01429 0.006034 89 640: 38%|###7 | 15/40 [00:04<00:06, 3.59it/s] 79/499 4.32G 0.01828 0.01428 0.005859 84 640: 38%|###7 | 15/40 [00:04<00:06, 3.59it/s] 79/499 4.32G 0.01828 0.01428 0.005859 84 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 79/499 4.32G 0.01818 0.01427 0.006265 77 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 79/499 4.32G 0.01818 0.01427 0.006265 77 640: 42%|####2 | 17/40 [00:04<00:06, 3.75it/s] 79/499 4.32G 0.01817 0.01442 0.006512 89 640: 42%|####2 | 17/40 [00:04<00:06, 3.75it/s] 79/499 4.32G 0.01817 0.01442 0.006512 89 640: 45%|####5 | 18/40 [00:04<00:06, 3.61it/s] 79/499 4.32G 0.01811 0.01435 0.006693 70 640: 45%|####5 | 18/40 [00:05<00:06, 3.61it/s] 79/499 4.32G 0.01811 0.01435 0.006693 70 640: 48%|####7 | 19/40 [00:05<00:05, 3.73it/s] 79/499 4.32G 0.01811 0.01434 0.006503 80 640: 48%|####7 | 19/40 [00:05<00:05, 3.73it/s] 79/499 4.32G 0.01811 0.01434 0.006503 80 640: 50%|##### | 20/40 [00:05<00:05, 3.75it/s] 79/499 4.32G 0.0182 0.01431 0.006743 72 640: 50%|##### | 20/40 [00:05<00:05, 3.75it/s] 79/499 4.32G 0.0182 0.01431 0.006743 72 640: 52%|#####2 | 21/40 [00:05<00:05, 3.66it/s] 79/499 4.32G 0.01829 0.01442 0.006967 80 640: 52%|#####2 | 21/40 [00:06<00:05, 3.66it/s] 79/499 4.32G 0.01829 0.01442 0.006967 80 640: 55%|#####5 | 22/40 [00:06<00:04, 3.88it/s] 79/499 4.32G 0.01822 0.01441 0.006965 77 640: 55%|#####5 | 22/40 [00:06<00:04, 3.88it/s] 79/499 4.32G 0.01822 0.01441 0.006965 77 640: 57%|#####7 | 23/40 [00:06<00:04, 4.22it/s] 79/499 4.32G 0.01819 0.01448 0.006974 82 640: 57%|#####7 | 23/40 [00:06<00:04, 4.22it/s] 79/499 4.32G 0.01819 0.01448 0.006974 82 640: 60%|###### | 24/40 [00:06<00:03, 4.36it/s] 79/499 4.32G 0.01812 0.01441 0.007329 70 640: 60%|###### | 24/40 [00:06<00:03, 4.36it/s] 79/499 4.32G 0.01812 0.01441 0.007329 70 640: 62%|######2 | 25/40 [00:06<00:03, 4.63it/s] 79/499 4.32G 0.01808 0.01439 0.007225 76 640: 62%|######2 | 25/40 [00:06<00:03, 4.63it/s] 79/499 4.32G 0.01808 0.01439 0.007225 76 640: 65%|######5 | 26/40 [00:06<00:02, 4.84it/s] 79/499 4.32G 0.01799 0.01445 0.00723 84 640: 65%|######5 | 26/40 [00:06<00:02, 4.84it/s] 79/499 4.32G 0.01799 0.01445 0.00723 84 640: 68%|######7 | 27/40 [00:06<00:02, 4.81it/s] 79/499 4.32G 0.01801 0.01439 0.007706 62 640: 68%|######7 | 27/40 [00:07<00:02, 4.81it/s] 79/499 4.32G 0.01801 0.01439 0.007706 62 640: 70%|####### | 28/40 [00:07<00:02, 4.99it/s] 79/499 4.32G 0.01805 0.01439 0.007641 80 640: 70%|####### | 28/40 [00:07<00:02, 4.99it/s] 79/499 4.32G 0.01805 0.01439 0.007641 80 640: 72%|#######2 | 29/40 [00:07<00:02, 5.04it/s] 79/499 4.32G 0.01811 0.0144 0.007601 72 640: 72%|#######2 | 29/40 [00:07<00:02, 5.04it/s] 79/499 4.32G 0.01811 0.0144 0.007601 72 640: 75%|#######5 | 30/40 [00:07<00:02, 4.95it/s] 79/499 4.32G 0.01812 0.01448 0.007492 82 640: 75%|#######5 | 30/40 [00:07<00:02, 4.95it/s] 79/499 4.32G 0.01812 0.01448 0.007492 82 640: 78%|#######7 | 31/40 [00:07<00:01, 5.05it/s] 79/499 4.32G 0.01814 0.01454 0.007422 86 640: 78%|#######7 | 31/40 [00:07<00:01, 5.05it/s] 79/499 4.32G 0.01814 0.01454 0.007422 86 640: 80%|######## | 32/40 [00:07<00:01, 5.18it/s] 79/499 4.32G 0.0182 0.01454 0.00747 77 640: 80%|######## | 32/40 [00:08<00:01, 5.18it/s] 79/499 4.32G 0.0182 0.01454 0.00747 77 640: 82%|########2 | 33/40 [00:08<00:01, 4.81it/s] 79/499 4.32G 0.01821 0.01457 0.007453 81 640: 82%|########2 | 33/40 [00:08<00:01, 4.81it/s] 79/499 4.32G 0.01821 0.01457 0.007453 81 640: 85%|########5 | 34/40 [00:08<00:01, 4.50it/s] 79/499 4.32G 0.01824 0.01452 0.007507 64 640: 85%|########5 | 34/40 [00:08<00:01, 4.50it/s] 79/499 4.32G 0.01824 0.01452 0.007507 64 640: 88%|########7 | 35/40 [00:08<00:01, 4.21it/s] 79/499 4.32G 0.01824 0.01459 0.00745 93 640: 88%|########7 | 35/40 [00:09<00:01, 4.21it/s] 79/499 4.32G 0.01824 0.01459 0.00745 93 640: 90%|######### | 36/40 [00:09<00:01, 3.94it/s] 79/499 4.32G 0.01828 0.01455 0.007435 65 640: 90%|######### | 36/40 [00:09<00:01, 3.94it/s] 79/499 4.32G 0.01828 0.01455 0.007435 65 640: 92%|#########2| 37/40 [00:09<00:00, 3.95it/s] 79/499 4.32G 0.01828 0.01455 0.007487 71 640: 92%|#########2| 37/40 [00:09<00:00, 3.95it/s] 79/499 4.32G 0.01828 0.01455 0.007487 71 640: 95%|#########5| 38/40 [00:09<00:00, 3.86it/s] 79/499 4.32G 0.01831 0.01454 0.00755 69 640: 95%|#########5| 38/40 [00:09<00:00, 3.86it/s] 79/499 4.32G 0.01831 0.01454 0.00755 69 640: 98%|#########7| 39/40 [00:09<00:00, 3.71it/s] 79/499 4.32G 0.01846 0.01466 0.007615 45 640: 98%|#########7| 39/40 [00:10<00:00, 3.71it/s] 79/499 4.32G 0.01846 0.01466 0.007615 45 640: 100%|##########| 40/40 [00:10<00:00, 3.56it/s] 79/499 4.32G 0.01846 0.01466 0.007615 45 640: 100%|##########| 40/40 [00:10<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.71it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.65it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.65it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.22it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.98it/s] all 132 263 0.819 0.844 0.884 0.708 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 80/499 4.32G 0.02028 0.0132 0.008445 58 640: 0%| | 0/40 [00:00<?, ?it/s] 80/499 4.32G 0.02028 0.0132 0.008445 58 640: 2%|2 | 1/40 [00:00<00:08, 4.56it/s] 80/499 4.32G 0.0187 0.01364 0.007979 78 640: 2%|2 | 1/40 [00:00<00:08, 4.56it/s] 80/499 4.32G 0.0187 0.01364 0.007979 78 640: 5%|5 | 2/40 [00:00<00:10, 3.77it/s] 80/499 4.32G 0.01873 0.01408 0.008793 79 640: 5%|5 | 2/40 [00:00<00:10, 3.77it/s] 80/499 4.32G 0.01873 0.01408 0.008793 79 640: 8%|7 | 3/40 [00:00<00:09, 3.88it/s] 80/499 4.32G 0.01926 0.01412 0.007614 77 640: 8%|7 | 3/40 [00:01<00:09, 3.88it/s] 80/499 4.32G 0.01926 0.01412 0.007614 77 640: 10%|# | 4/40 [00:01<00:09, 3.80it/s] 80/499 4.32G 0.01949 0.01403 0.007615 69 640: 10%|# | 4/40 [00:01<00:09, 3.80it/s] 80/499 4.32G 0.01949 0.01403 0.007615 69 640: 12%|#2 | 5/40 [00:01<00:09, 3.60it/s] 80/499 4.32G 0.01961 0.01418 0.007305 76 640: 12%|#2 | 5/40 [00:01<00:09, 3.60it/s] 80/499 4.32G 0.01961 0.01418 0.007305 76 640: 15%|#5 | 6/40 [00:01<00:09, 3.75it/s] 80/499 4.32G 0.01938 0.01439 0.007079 86 640: 15%|#5 | 6/40 [00:01<00:09, 3.75it/s] 80/499 4.32G 0.01938 0.01439 0.007079 86 640: 18%|#7 | 7/40 [00:01<00:08, 3.76it/s] 80/499 4.32G 0.01924 0.01413 0.006725 64 640: 18%|#7 | 7/40 [00:02<00:08, 3.76it/s] 80/499 4.32G 0.01924 0.01413 0.006725 64 640: 20%|## | 8/40 [00:02<00:08, 3.61it/s] 80/499 4.32G 0.01923 0.01391 0.006617 68 640: 20%|## | 8/40 [00:02<00:08, 3.61it/s] 80/499 4.32G 0.01923 0.01391 0.006617 68 640: 22%|##2 | 9/40 [00:02<00:08, 3.75it/s] 80/499 4.32G 0.01927 0.01414 0.006306 84 640: 22%|##2 | 9/40 [00:02<00:08, 3.75it/s] 80/499 4.32G 0.01927 0.01414 0.006306 84 640: 25%|##5 | 10/40 [00:02<00:07, 3.75it/s] 80/499 4.32G 0.01909 0.0139 0.006382 62 640: 25%|##5 | 10/40 [00:02<00:07, 3.75it/s] 80/499 4.32G 0.01909 0.0139 0.006382 62 640: 28%|##7 | 11/40 [00:02<00:08, 3.58it/s] 80/499 4.32G 0.01907 0.01377 0.006543 65 640: 28%|##7 | 11/40 [00:03<00:08, 3.58it/s] 80/499 4.32G 0.01907 0.01377 0.006543 65 640: 30%|### | 12/40 [00:03<00:07, 3.71it/s] 80/499 4.32G 0.01915 0.01441 0.006984 107 640: 30%|### | 12/40 [00:03<00:07, 3.71it/s] 80/499 4.32G 0.01915 0.01441 0.006984 107 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 80/499 4.32G 0.01926 0.01452 0.007059 82 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 80/499 4.32G 0.01926 0.01452 0.007059 82 640: 35%|###5 | 14/40 [00:03<00:07, 3.59it/s] 80/499 4.32G 0.01917 0.01447 0.006882 70 640: 35%|###5 | 14/40 [00:04<00:07, 3.59it/s] 80/499 4.32G 0.01917 0.01447 0.006882 70 640: 38%|###7 | 15/40 [00:04<00:06, 3.69it/s] 80/499 4.32G 0.01928 0.01463 0.006961 84 640: 38%|###7 | 15/40 [00:04<00:06, 3.69it/s] 80/499 4.32G 0.01928 0.01463 0.006961 84 640: 40%|#### | 16/40 [00:04<00:06, 3.76it/s] 80/499 4.32G 0.01913 0.01463 0.006797 83 640: 40%|#### | 16/40 [00:04<00:06, 3.76it/s] 80/499 4.32G 0.01913 0.01463 0.006797 83 640: 42%|####2 | 17/40 [00:04<00:06, 3.63it/s] 80/499 4.32G 0.01905 0.01451 0.0069 63 640: 42%|####2 | 17/40 [00:04<00:06, 3.63it/s] 80/499 4.32G 0.01905 0.01451 0.0069 63 640: 45%|####5 | 18/40 [00:04<00:05, 3.74it/s] 80/499 4.32G 0.01904 0.01454 0.00679 77 640: 45%|####5 | 18/40 [00:05<00:05, 3.74it/s] 80/499 4.32G 0.01904 0.01454 0.00679 77 640: 48%|####7 | 19/40 [00:05<00:05, 3.76it/s] 80/499 4.32G 0.01887 0.0145 0.006843 82 640: 48%|####7 | 19/40 [00:05<00:05, 3.76it/s] 80/499 4.32G 0.01887 0.0145 0.006843 82 640: 50%|##### | 20/40 [00:05<00:05, 3.61it/s] 80/499 4.32G 0.01894 0.01452 0.006979 74 640: 50%|##### | 20/40 [00:05<00:05, 3.61it/s] 80/499 4.32G 0.01894 0.01452 0.006979 74 640: 52%|#####2 | 21/40 [00:05<00:05, 3.77it/s] 80/499 4.32G 0.01894 0.01459 0.00695 79 640: 52%|#####2 | 21/40 [00:05<00:05, 3.77it/s] 80/499 4.32G 0.01894 0.01459 0.00695 79 640: 55%|#####5 | 22/40 [00:05<00:04, 3.86it/s] 80/499 4.32G 0.01886 0.01445 0.007157 61 640: 55%|#####5 | 22/40 [00:06<00:04, 3.86it/s] 80/499 4.32G 0.01886 0.01445 0.007157 61 640: 57%|#####7 | 23/40 [00:06<00:04, 4.01it/s] 80/499 4.32G 0.01887 0.01447 0.007069 76 640: 57%|#####7 | 23/40 [00:06<00:04, 4.01it/s] 80/499 4.32G 0.01887 0.01447 0.007069 76 640: 60%|###### | 24/40 [00:06<00:03, 4.33it/s] 80/499 4.32G 0.01877 0.01442 0.007345 66 640: 60%|###### | 24/40 [00:06<00:03, 4.33it/s] 80/499 4.32G 0.01877 0.01442 0.007345 66 640: 62%|######2 | 25/40 [00:06<00:03, 4.59it/s] 80/499 4.32G 0.01884 0.01439 0.007643 60 640: 62%|######2 | 25/40 [00:06<00:03, 4.59it/s] 80/499 4.32G 0.01884 0.01439 0.007643 60 640: 65%|######5 | 26/40 [00:06<00:03, 4.62it/s] 80/499 4.32G 0.0189 0.01434 0.007574 70 640: 65%|######5 | 26/40 [00:06<00:03, 4.62it/s] 80/499 4.32G 0.0189 0.01434 0.007574 70 640: 68%|######7 | 27/40 [00:06<00:02, 4.64it/s] 80/499 4.32G 0.01888 0.01437 0.007578 78 640: 68%|######7 | 27/40 [00:07<00:02, 4.64it/s] 80/499 4.32G 0.01888 0.01437 0.007578 78 640: 70%|####### | 28/40 [00:07<00:02, 4.80it/s] 80/499 4.32G 0.01887 0.01441 0.00757 81 640: 70%|####### | 28/40 [00:07<00:02, 4.80it/s] 80/499 4.32G 0.01887 0.01441 0.00757 81 640: 72%|#######2 | 29/40 [00:07<00:02, 4.78it/s] 80/499 4.32G 0.01884 0.01439 0.007732 75 640: 72%|#######2 | 29/40 [00:07<00:02, 4.78it/s] 80/499 4.32G 0.01884 0.01439 0.007732 75 640: 75%|#######5 | 30/40 [00:07<00:02, 4.95it/s] 80/499 4.32G 0.01881 0.01447 0.007643 92 640: 75%|#######5 | 30/40 [00:07<00:02, 4.95it/s] 80/499 4.32G 0.01881 0.01447 0.007643 92 640: 78%|#######7 | 31/40 [00:07<00:01, 5.03it/s] 80/499 4.32G 0.01884 0.01448 0.007649 72 640: 78%|#######7 | 31/40 [00:07<00:01, 5.03it/s] 80/499 4.32G 0.01884 0.01448 0.007649 72 640: 80%|######## | 32/40 [00:07<00:01, 4.82it/s] 80/499 4.32G 0.01882 0.01451 0.007661 76 640: 80%|######## | 32/40 [00:08<00:01, 4.82it/s] 80/499 4.32G 0.01882 0.01451 0.007661 76 640: 82%|########2 | 33/40 [00:08<00:01, 4.49it/s] 80/499 4.32G 0.01881 0.01452 0.007686 73 640: 82%|########2 | 33/40 [00:08<00:01, 4.49it/s] 80/499 4.32G 0.01881 0.01452 0.007686 73 640: 85%|########5 | 34/40 [00:08<00:01, 4.20it/s] 80/499 4.32G 0.01879 0.01464 0.007689 95 640: 85%|########5 | 34/40 [00:08<00:01, 4.20it/s] 80/499 4.32G 0.01879 0.01464 0.007689 95 640: 88%|########7 | 35/40 [00:08<00:01, 3.89it/s] 80/499 4.32G 0.01881 0.01463 0.007638 71 640: 88%|########7 | 35/40 [00:09<00:01, 3.89it/s] 80/499 4.32G 0.01881 0.01463 0.007638 71 640: 90%|######### | 36/40 [00:09<00:01, 3.93it/s] 80/499 4.32G 0.01886 0.01461 0.007624 65 640: 90%|######### | 36/40 [00:09<00:01, 3.93it/s] 80/499 4.32G 0.01886 0.01461 0.007624 65 640: 92%|#########2| 37/40 [00:09<00:00, 3.86it/s] 80/499 4.32G 0.01886 0.01454 0.007579 59 640: 92%|#########2| 37/40 [00:09<00:00, 3.86it/s] 80/499 4.32G 0.01886 0.01454 0.007579 59 640: 95%|#########5| 38/40 [00:09<00:00, 3.68it/s] 80/499 4.32G 0.0189 0.01458 0.00749 77 640: 95%|#########5| 38/40 [00:09<00:00, 3.68it/s] 80/499 4.32G 0.0189 0.01458 0.00749 77 640: 98%|#########7| 39/40 [00:09<00:00, 3.67it/s] 80/499 4.32G 0.0189 0.01451 0.007412 34 640: 98%|#########7| 39/40 [00:10<00:00, 3.67it/s] 80/499 4.32G 0.0189 0.01451 0.007412 34 640: 100%|##########| 40/40 [00:10<00:00, 3.68it/s] 80/499 4.32G 0.0189 0.01451 0.007412 34 640: 100%|##########| 40/40 [00:10<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:02, 1.28it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.42it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:02<00:00, 1.33it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.77it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.59it/s] all 132 263 0.853 0.799 0.861 0.677 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 81/499 4.32G 0.01783 0.01507 0.009235 82 640: 0%| | 0/40 [00:00<?, ?it/s] 81/499 4.32G 0.01783 0.01507 0.009235 82 640: 2%|2 | 1/40 [00:00<00:12, 3.23it/s] 81/499 4.32G 0.01846 0.01505 0.008985 79 640: 2%|2 | 1/40 [00:00<00:12, 3.23it/s] 81/499 4.32G 0.01846 0.01505 0.008985 79 640: 5%|5 | 2/40 [00:00<00:10, 3.47it/s] 81/499 4.32G 0.01984 0.01492 0.009456 71 640: 5%|5 | 2/40 [00:00<00:10, 3.47it/s] 81/499 4.32G 0.01984 0.01492 0.009456 71 640: 8%|7 | 3/40 [00:00<00:10, 3.56it/s] 81/499 4.32G 0.0195 0.01574 0.009139 94 640: 8%|7 | 3/40 [00:01<00:10, 3.56it/s] 81/499 4.32G 0.0195 0.01574 0.009139 94 640: 10%|# | 4/40 [00:01<00:10, 3.48it/s] 81/499 4.32G 0.01999 0.01525 0.01026 61 640: 10%|# | 4/40 [00:01<00:10, 3.48it/s] 81/499 4.32G 0.01999 0.01525 0.01026 61 640: 12%|#2 | 5/40 [00:01<00:09, 3.58it/s] 81/499 4.32G 0.01985 0.01475 0.009559 67 640: 12%|#2 | 5/40 [00:01<00:09, 3.58it/s] 81/499 4.32G 0.01985 0.01475 0.009559 67 640: 15%|#5 | 6/40 [00:01<00:09, 3.71it/s] 81/499 4.32G 0.01998 0.01485 0.009394 73 640: 15%|#5 | 6/40 [00:01<00:09, 3.71it/s] 81/499 4.32G 0.01998 0.01485 0.009394 73 640: 18%|#7 | 7/40 [00:01<00:09, 3.59it/s] 81/499 4.32G 0.02023 0.01487 0.009548 80 640: 18%|#7 | 7/40 [00:02<00:09, 3.59it/s] 81/499 4.32G 0.02023 0.01487 0.009548 80 640: 20%|## | 8/40 [00:02<00:08, 3.73it/s] 81/499 4.32G 0.02002 0.01469 0.009585 70 640: 20%|## | 8/40 [00:02<00:08, 3.73it/s] 81/499 4.32G 0.02002 0.01469 0.009585 70 640: 22%|##2 | 9/40 [00:02<00:08, 3.69it/s] 81/499 4.32G 0.01995 0.01517 0.009307 79 640: 22%|##2 | 9/40 [00:02<00:08, 3.69it/s] 81/499 4.32G 0.01995 0.01517 0.009307 79 640: 25%|##5 | 10/40 [00:02<00:08, 3.62it/s] 81/499 4.32G 0.01979 0.01498 0.009415 69 640: 25%|##5 | 10/40 [00:03<00:08, 3.62it/s] 81/499 4.32G 0.01979 0.01498 0.009415 69 640: 28%|##7 | 11/40 [00:03<00:07, 3.73it/s] 81/499 4.32G 0.01992 0.01508 0.009379 71 640: 28%|##7 | 11/40 [00:03<00:07, 3.73it/s] 81/499 4.32G 0.01992 0.01508 0.009379 71 640: 30%|### | 12/40 [00:03<00:07, 3.69it/s] 81/499 4.32G 0.01981 0.01498 0.009168 74 640: 30%|### | 12/40 [00:03<00:07, 3.69it/s] 81/499 4.32G 0.01981 0.01498 0.009168 74 640: 32%|###2 | 13/40 [00:03<00:07, 3.56it/s] 81/499 4.32G 0.01985 0.01492 0.009079 69 640: 32%|###2 | 13/40 [00:03<00:07, 3.56it/s] 81/499 4.32G 0.01985 0.01492 0.009079 69 640: 35%|###5 | 14/40 [00:03<00:07, 3.54it/s] 81/499 4.32G 0.01981 0.01478 0.008995 66 640: 35%|###5 | 14/40 [00:04<00:07, 3.54it/s] 81/499 4.32G 0.01981 0.01478 0.008995 66 640: 38%|###7 | 15/40 [00:04<00:07, 3.56it/s] 81/499 4.32G 0.01972 0.01467 0.008821 68 640: 38%|###7 | 15/40 [00:04<00:07, 3.56it/s] 81/499 4.32G 0.01972 0.01467 0.008821 68 640: 40%|#### | 16/40 [00:04<00:06, 3.50it/s] 81/499 4.32G 0.01963 0.01466 0.009035 70 640: 40%|#### | 16/40 [00:04<00:06, 3.50it/s] 81/499 4.32G 0.01963 0.01466 0.009035 70 640: 42%|####2 | 17/40 [00:04<00:06, 3.42it/s] 81/499 4.32G 0.01955 0.01449 0.008992 59 640: 42%|####2 | 17/40 [00:05<00:06, 3.42it/s] 81/499 4.32G 0.01955 0.01449 0.008992 59 640: 45%|####5 | 18/40 [00:05<00:06, 3.61it/s] 81/499 4.32G 0.01957 0.01458 0.008769 85 640: 45%|####5 | 18/40 [00:05<00:06, 3.61it/s] 81/499 4.32G 0.01957 0.01458 0.008769 85 640: 48%|####7 | 19/40 [00:05<00:05, 3.83it/s] 81/499 4.32G 0.01952 0.01462 0.008653 84 640: 48%|####7 | 19/40 [00:05<00:05, 3.83it/s] 81/499 4.32G 0.01952 0.01462 0.008653 84 640: 50%|##### | 20/40 [00:05<00:04, 4.19it/s] 81/499 4.32G 0.01962 0.01471 0.008678 83 640: 50%|##### | 20/40 [00:05<00:04, 4.19it/s] 81/499 4.32G 0.01962 0.01471 0.008678 83 640: 52%|#####2 | 21/40 [00:05<00:04, 4.44it/s] 81/499 4.32G 0.01944 0.0146 0.008449 71 640: 52%|#####2 | 21/40 [00:05<00:04, 4.44it/s] 81/499 4.32G 0.01944 0.0146 0.008449 71 640: 55%|#####5 | 22/40 [00:05<00:03, 4.51it/s] 81/499 4.32G 0.01942 0.01473 0.008398 91 640: 55%|#####5 | 22/40 [00:06<00:03, 4.51it/s] 81/499 4.32G 0.01942 0.01473 0.008398 91 640: 57%|#####7 | 23/40 [00:06<00:03, 4.73it/s] 81/499 4.32G 0.01936 0.01501 0.008312 107 640: 57%|#####7 | 23/40 [00:06<00:03, 4.73it/s] 81/499 4.32G 0.01936 0.01501 0.008312 107 640: 60%|###### | 24/40 [00:06<00:03, 4.91it/s] 81/499 4.32G 0.01937 0.01492 0.008334 63 640: 60%|###### | 24/40 [00:06<00:03, 4.91it/s] 81/499 4.32G 0.01937 0.01492 0.008334 63 640: 62%|######2 | 25/40 [00:06<00:03, 4.86it/s] 81/499 4.32G 0.01938 0.01492 0.008442 69 640: 62%|######2 | 25/40 [00:06<00:03, 4.86it/s] 81/499 4.32G 0.01938 0.01492 0.008442 69 640: 65%|######5 | 26/40 [00:06<00:02, 5.03it/s] 81/499 4.32G 0.01928 0.0149 0.008215 80 640: 65%|######5 | 26/40 [00:06<00:02, 5.03it/s] 81/499 4.32G 0.01928 0.0149 0.008215 80 640: 68%|######7 | 27/40 [00:06<00:02, 5.03it/s] 81/499 4.32G 0.01922 0.01489 0.008162 74 640: 68%|######7 | 27/40 [00:07<00:02, 5.03it/s] 81/499 4.32G 0.01922 0.01489 0.008162 74 640: 70%|####### | 28/40 [00:07<00:02, 4.40it/s] 81/499 4.32G 0.01913 0.01482 0.00799 66 640: 70%|####### | 28/40 [00:07<00:02, 4.40it/s] 81/499 4.32G 0.01913 0.01482 0.00799 66 640: 72%|#######2 | 29/40 [00:07<00:02, 4.28it/s] 81/499 4.32G 0.01908 0.01487 0.008091 81 640: 72%|#######2 | 29/40 [00:07<00:02, 4.28it/s] 81/499 4.32G 0.01908 0.01487 0.008091 81 640: 75%|#######5 | 30/40 [00:07<00:02, 4.05it/s] 81/499 4.32G 0.01899 0.01475 0.007995 69 640: 75%|#######5 | 30/40 [00:07<00:02, 4.05it/s] 81/499 4.32G 0.01899 0.01475 0.007995 69 640: 78%|#######7 | 31/40 [00:07<00:02, 3.80it/s] 81/499 4.32G 0.01896 0.0149 0.007901 99 640: 78%|#######7 | 31/40 [00:08<00:02, 3.80it/s] 81/499 4.32G 0.01896 0.0149 0.007901 99 640: 80%|######## | 32/40 [00:08<00:02, 3.89it/s] 81/499 4.32G 0.01901 0.01507 0.007878 100 640: 80%|######## | 32/40 [00:08<00:02, 3.89it/s] 81/499 4.32G 0.01901 0.01507 0.007878 100 640: 82%|########2 | 33/40 [00:08<00:01, 3.82it/s] 81/499 4.32G 0.01897 0.01504 0.007726 69 640: 82%|########2 | 33/40 [00:08<00:01, 3.82it/s] 81/499 4.32G 0.01897 0.01504 0.007726 69 640: 85%|########5 | 34/40 [00:08<00:01, 3.67it/s] 81/499 4.32G 0.01895 0.01508 0.007911 82 640: 85%|########5 | 34/40 [00:08<00:01, 3.67it/s] 81/499 4.32G 0.01895 0.01508 0.007911 82 640: 88%|########7 | 35/40 [00:08<00:01, 3.78it/s] 81/499 4.32G 0.01899 0.01509 0.007905 76 640: 88%|########7 | 35/40 [00:09<00:01, 3.78it/s] 81/499 4.32G 0.01899 0.01509 0.007905 76 640: 90%|######### | 36/40 [00:09<00:01, 3.74it/s] 81/499 4.32G 0.01898 0.01513 0.007785 84 640: 90%|######### | 36/40 [00:09<00:01, 3.74it/s] 81/499 4.32G 0.01898 0.01513 0.007785 84 640: 92%|#########2| 37/40 [00:09<00:00, 3.64it/s] 81/499 4.32G 0.01896 0.0151 0.00787 75 640: 92%|#########2| 37/40 [00:09<00:00, 3.64it/s] 81/499 4.32G 0.01896 0.0151 0.00787 75 640: 95%|#########5| 38/40 [00:09<00:00, 3.76it/s] 81/499 4.32G 0.01893 0.01509 0.007781 66 640: 95%|#########5| 38/40 [00:10<00:00, 3.76it/s] 81/499 4.32G 0.01893 0.01509 0.007781 66 640: 98%|#########7| 39/40 [00:10<00:00, 3.74it/s] 81/499 4.32G 0.01893 0.0152 0.007853 55 640: 98%|#########7| 39/40 [00:10<00:00, 3.74it/s] 81/499 4.32G 0.01893 0.0152 0.007853 55 640: 100%|##########| 40/40 [00:10<00:00, 3.64it/s] 81/499 4.32G 0.01893 0.0152 0.007853 55 640: 100%|##########| 40/40 [00:10<00:00, 3.86it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.76it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.68it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.65it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.05it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.90it/s] all 132 263 0.778 0.854 0.86 0.672 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 82/499 4.32G 0.02222 0.01674 0.006375 75 640: 0%| | 0/40 [00:00<?, ?it/s] 82/499 4.32G 0.02222 0.01674 0.006375 75 640: 2%|2 | 1/40 [00:00<00:10, 3.63it/s] 82/499 4.32G 0.01911 0.01635 0.006044 93 640: 2%|2 | 1/40 [00:00<00:10, 3.63it/s] 82/499 4.32G 0.01911 0.01635 0.006044 93 640: 5%|5 | 2/40 [00:00<00:10, 3.64it/s] 82/499 4.32G 0.019 0.01617 0.006175 78 640: 5%|5 | 2/40 [00:00<00:10, 3.64it/s] 82/499 4.32G 0.019 0.01617 0.006175 78 640: 8%|7 | 3/40 [00:00<00:10, 3.51it/s] 82/499 4.32G 0.01892 0.01567 0.006812 74 640: 8%|7 | 3/40 [00:01<00:10, 3.51it/s] 82/499 4.32G 0.01892 0.01567 0.006812 74 640: 10%|# | 4/40 [00:01<00:09, 3.74it/s] 82/499 4.32G 0.01953 0.01492 0.008125 53 640: 10%|# | 4/40 [00:01<00:09, 3.74it/s] 82/499 4.32G 0.01953 0.01492 0.008125 53 640: 12%|#2 | 5/40 [00:01<00:09, 3.69it/s] 82/499 4.32G 0.01953 0.01547 0.008092 88 640: 12%|#2 | 5/40 [00:01<00:09, 3.69it/s] 82/499 4.32G 0.01953 0.01547 0.008092 88 640: 15%|#5 | 6/40 [00:01<00:09, 3.58it/s] 82/499 4.32G 0.0195 0.01539 0.007886 78 640: 15%|#5 | 6/40 [00:01<00:09, 3.58it/s] 82/499 4.32G 0.0195 0.01539 0.007886 78 640: 18%|#7 | 7/40 [00:01<00:08, 3.74it/s] 82/499 4.32G 0.01959 0.01506 0.007897 57 640: 18%|#7 | 7/40 [00:02<00:08, 3.74it/s] 82/499 4.32G 0.01959 0.01506 0.007897 57 640: 20%|## | 8/40 [00:02<00:08, 3.71it/s] 82/499 4.32G 0.01948 0.01514 0.007542 80 640: 20%|## | 8/40 [00:02<00:08, 3.71it/s] 82/499 4.32G 0.01948 0.01514 0.007542 80 640: 22%|##2 | 9/40 [00:02<00:08, 3.62it/s] 82/499 4.32G 0.0193 0.01501 0.007169 72 640: 22%|##2 | 9/40 [00:02<00:08, 3.62it/s] 82/499 4.32G 0.0193 0.01501 0.007169 72 640: 25%|##5 | 10/40 [00:02<00:08, 3.74it/s] 82/499 4.32G 0.01924 0.01494 0.006957 71 640: 25%|##5 | 10/40 [00:02<00:08, 3.74it/s] 82/499 4.32G 0.01924 0.01494 0.006957 71 640: 28%|##7 | 11/40 [00:02<00:07, 3.73it/s] 82/499 4.32G 0.01942 0.01497 0.00745 73 640: 28%|##7 | 11/40 [00:03<00:07, 3.73it/s] 82/499 4.32G 0.01942 0.01497 0.00745 73 640: 30%|### | 12/40 [00:03<00:07, 3.62it/s] 82/499 4.32G 0.01952 0.01494 0.007984 68 640: 30%|### | 12/40 [00:03<00:07, 3.62it/s] 82/499 4.32G 0.01952 0.01494 0.007984 68 640: 32%|###2 | 13/40 [00:03<00:07, 3.75it/s] 82/499 4.32G 0.01947 0.01497 0.007808 69 640: 32%|###2 | 13/40 [00:03<00:07, 3.75it/s] 82/499 4.32G 0.01947 0.01497 0.007808 69 640: 35%|###5 | 14/40 [00:03<00:06, 3.75it/s] 82/499 4.32G 0.01948 0.01484 0.008123 61 640: 35%|###5 | 14/40 [00:04<00:06, 3.75it/s] 82/499 4.32G 0.01948 0.01484 0.008123 61 640: 38%|###7 | 15/40 [00:04<00:06, 3.76it/s] 82/499 4.32G 0.01939 0.01499 0.007827 87 640: 38%|###7 | 15/40 [00:04<00:06, 3.76it/s] 82/499 4.32G 0.01939 0.01499 0.007827 87 640: 40%|#### | 16/40 [00:04<00:05, 4.08it/s] 82/499 4.32G 0.01952 0.01515 0.00766 85 640: 40%|#### | 16/40 [00:04<00:05, 4.08it/s] 82/499 4.32G 0.01952 0.01515 0.00766 85 640: 42%|####2 | 17/40 [00:04<00:05, 4.20it/s] 82/499 4.32G 0.01945 0.01509 0.007579 71 640: 42%|####2 | 17/40 [00:04<00:05, 4.20it/s] 82/499 4.32G 0.01945 0.01509 0.007579 71 640: 45%|####5 | 18/40 [00:04<00:05, 4.35it/s] 82/499 4.32G 0.01932 0.01502 0.007452 81 640: 45%|####5 | 18/40 [00:04<00:05, 4.35it/s] 82/499 4.32G 0.01932 0.01502 0.007452 81 640: 48%|####7 | 19/40 [00:04<00:04, 4.62it/s] 82/499 4.32G 0.01924 0.01503 0.007338 76 640: 48%|####7 | 19/40 [00:05<00:04, 4.62it/s] 82/499 4.32G 0.01924 0.01503 0.007338 76 640: 50%|##### | 20/40 [00:05<00:04, 4.81it/s] 82/499 4.32G 0.01933 0.0152 0.007416 85 640: 50%|##### | 20/40 [00:05<00:04, 4.81it/s] 82/499 4.32G 0.01933 0.0152 0.007416 85 640: 52%|#####2 | 21/40 [00:05<00:03, 4.78it/s] 82/499 4.32G 0.0193 0.01527 0.007646 83 640: 52%|#####2 | 21/40 [00:05<00:03, 4.78it/s] 82/499 4.32G 0.0193 0.01527 0.007646 83 640: 55%|#####5 | 22/40 [00:05<00:03, 4.92it/s] 82/499 4.32G 0.01935 0.01531 0.007799 72 640: 55%|#####5 | 22/40 [00:05<00:03, 4.92it/s] 82/499 4.32G 0.01935 0.01531 0.007799 72 640: 57%|#####7 | 23/40 [00:05<00:03, 5.05it/s] 82/499 4.32G 0.01939 0.01528 0.007883 72 640: 57%|#####7 | 23/40 [00:05<00:03, 5.05it/s] 82/499 4.32G 0.01939 0.01528 0.007883 72 640: 60%|###### | 24/40 [00:05<00:03, 4.83it/s] 82/499 4.32G 0.01925 0.01514 0.00786 60 640: 60%|###### | 24/40 [00:06<00:03, 4.83it/s] 82/499 4.32G 0.01925 0.01514 0.00786 60 640: 62%|######2 | 25/40 [00:06<00:03, 4.54it/s] 82/499 4.32G 0.0192 0.01512 0.007822 75 640: 62%|######2 | 25/40 [00:06<00:03, 4.54it/s] 82/499 4.32G 0.0192 0.01512 0.007822 75 640: 65%|######5 | 26/40 [00:06<00:03, 4.23it/s] 82/499 4.32G 0.01921 0.01507 0.007847 69 640: 65%|######5 | 26/40 [00:06<00:03, 4.23it/s] 82/499 4.32G 0.01921 0.01507 0.007847 69 640: 68%|######7 | 27/40 [00:06<00:03, 3.96it/s] 82/499 4.32G 0.01925 0.01506 0.007769 76 640: 68%|######7 | 27/40 [00:06<00:03, 3.96it/s] 82/499 4.32G 0.01925 0.01506 0.007769 76 640: 70%|####### | 28/40 [00:06<00:03, 3.96it/s] 82/499 4.32G 0.01925 0.01509 0.007729 85 640: 70%|####### | 28/40 [00:07<00:03, 3.96it/s] 82/499 4.32G 0.01925 0.01509 0.007729 85 640: 72%|#######2 | 29/40 [00:07<00:02, 3.86it/s] 82/499 4.32G 0.01922 0.0151 0.00775 74 640: 72%|#######2 | 29/40 [00:07<00:02, 3.86it/s] 82/499 4.32G 0.01922 0.0151 0.00775 74 640: 75%|#######5 | 30/40 [00:07<00:02, 3.70it/s] 82/499 4.32G 0.01919 0.01514 0.007765 90 640: 75%|#######5 | 30/40 [00:07<00:02, 3.70it/s] 82/499 4.32G 0.01919 0.01514 0.007765 90 640: 78%|#######7 | 31/40 [00:07<00:02, 3.80it/s] 82/499 4.32G 0.01914 0.01506 0.007691 69 640: 78%|#######7 | 31/40 [00:08<00:02, 3.80it/s] 82/499 4.32G 0.01914 0.01506 0.007691 69 640: 80%|######## | 32/40 [00:08<00:02, 3.76it/s] 82/499 4.32G 0.01915 0.015 0.007668 69 640: 80%|######## | 32/40 [00:08<00:02, 3.76it/s] 82/499 4.32G 0.01915 0.015 0.007668 69 640: 82%|########2 | 33/40 [00:08<00:01, 3.64it/s] 82/499 4.32G 0.01921 0.015 0.007607 70 640: 82%|########2 | 33/40 [00:08<00:01, 3.64it/s] 82/499 4.32G 0.01921 0.015 0.007607 70 640: 85%|########5 | 34/40 [00:08<00:01, 3.76it/s] 82/499 4.32G 0.01917 0.01491 0.007582 61 640: 85%|########5 | 34/40 [00:08<00:01, 3.76it/s] 82/499 4.32G 0.01917 0.01491 0.007582 61 640: 88%|########7 | 35/40 [00:08<00:01, 3.72it/s] 82/499 4.32G 0.01913 0.01491 0.007587 78 640: 88%|########7 | 35/40 [00:09<00:01, 3.72it/s] 82/499 4.32G 0.01913 0.01491 0.007587 78 640: 90%|######### | 36/40 [00:09<00:01, 3.60it/s] 82/499 4.32G 0.01914 0.01482 0.007485 60 640: 90%|######### | 36/40 [00:09<00:01, 3.60it/s] 82/499 4.32G 0.01914 0.01482 0.007485 60 640: 92%|#########2| 37/40 [00:09<00:00, 3.73it/s] 82/499 4.32G 0.01909 0.01482 0.007445 83 640: 92%|#########2| 37/40 [00:09<00:00, 3.73it/s] 82/499 4.32G 0.01909 0.01482 0.007445 83 640: 95%|#########5| 38/40 [00:09<00:00, 3.71it/s] 82/499 4.32G 0.01907 0.01479 0.007432 76 640: 95%|#########5| 38/40 [00:09<00:00, 3.71it/s] 82/499 4.32G 0.01907 0.01479 0.007432 76 640: 98%|#########7| 39/40 [00:09<00:00, 3.62it/s] 82/499 4.32G 0.01902 0.01469 0.007381 30 640: 98%|#########7| 39/40 [00:10<00:00, 3.62it/s] 82/499 4.32G 0.01902 0.01469 0.007381 30 640: 100%|##########| 40/40 [00:10<00:00, 3.81it/s] 82/499 4.32G 0.01902 0.01469 0.007381 30 640: 100%|##########| 40/40 [00:10<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.68it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.60it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.63it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.15it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.92it/s] all 132 263 0.843 0.83 0.871 0.691 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 83/499 4.32G 0.02011 0.01717 0.00718 84 640: 0%| | 0/40 [00:00<?, ?it/s] 83/499 4.32G 0.02011 0.01717 0.00718 84 640: 2%|2 | 1/40 [00:00<00:08, 4.58it/s] 83/499 4.32G 0.0192 0.01501 0.007227 72 640: 2%|2 | 1/40 [00:00<00:08, 4.58it/s] 83/499 4.32G 0.0192 0.01501 0.007227 72 640: 5%|5 | 2/40 [00:00<00:10, 3.74it/s] 83/499 4.32G 0.01976 0.01578 0.006805 80 640: 5%|5 | 2/40 [00:00<00:10, 3.74it/s] 83/499 4.32G 0.01976 0.01578 0.006805 80 640: 8%|7 | 3/40 [00:00<00:09, 3.90it/s] 83/499 4.32G 0.01949 0.01567 0.006325 80 640: 8%|7 | 3/40 [00:01<00:09, 3.90it/s] 83/499 4.32G 0.01949 0.01567 0.006325 80 640: 10%|# | 4/40 [00:01<00:09, 3.86it/s] 83/499 4.32G 0.0196 0.01487 0.007788 51 640: 10%|# | 4/40 [00:01<00:09, 3.86it/s] 83/499 4.32G 0.0196 0.01487 0.007788 51 640: 12%|#2 | 5/40 [00:01<00:09, 3.67it/s] 83/499 4.32G 0.01949 0.01464 0.007708 68 640: 12%|#2 | 5/40 [00:01<00:09, 3.67it/s] 83/499 4.32G 0.01949 0.01464 0.007708 68 640: 15%|#5 | 6/40 [00:01<00:09, 3.75it/s] 83/499 4.32G 0.01966 0.01506 0.008377 83 640: 15%|#5 | 6/40 [00:01<00:09, 3.75it/s] 83/499 4.32G 0.01966 0.01506 0.008377 83 640: 18%|#7 | 7/40 [00:01<00:08, 3.72it/s] 83/499 4.32G 0.01936 0.01487 0.008084 68 640: 18%|#7 | 7/40 [00:02<00:08, 3.72it/s] 83/499 4.32G 0.01936 0.01487 0.008084 68 640: 20%|## | 8/40 [00:02<00:08, 3.56it/s] 83/499 4.32G 0.01964 0.01509 0.00776 77 640: 20%|## | 8/40 [00:02<00:08, 3.56it/s] 83/499 4.32G 0.01964 0.01509 0.00776 77 640: 22%|##2 | 9/40 [00:02<00:08, 3.71it/s] 83/499 4.32G 0.01948 0.0151 0.007732 80 640: 22%|##2 | 9/40 [00:02<00:08, 3.71it/s] 83/499 4.32G 0.01948 0.0151 0.007732 80 640: 25%|##5 | 10/40 [00:02<00:08, 3.73it/s] 83/499 4.32G 0.01933 0.01508 0.007935 75 640: 25%|##5 | 10/40 [00:02<00:08, 3.73it/s] 83/499 4.32G 0.01933 0.01508 0.007935 75 640: 28%|##7 | 11/40 [00:02<00:08, 3.57it/s] 83/499 4.32G 0.0192 0.01487 0.007649 74 640: 28%|##7 | 11/40 [00:03<00:08, 3.57it/s] 83/499 4.32G 0.0192 0.01487 0.007649 74 640: 30%|### | 12/40 [00:03<00:07, 3.74it/s] 83/499 4.32G 0.01926 0.0151 0.007734 85 640: 30%|### | 12/40 [00:03<00:07, 3.74it/s] 83/499 4.32G 0.01926 0.0151 0.007734 85 640: 32%|###2 | 13/40 [00:03<00:06, 3.88it/s] 83/499 4.32G 0.01915 0.01508 0.007533 77 640: 32%|###2 | 13/40 [00:03<00:06, 3.88it/s] 83/499 4.32G 0.01915 0.01508 0.007533 77 640: 35%|###5 | 14/40 [00:03<00:06, 4.06it/s] 83/499 4.32G 0.0191 0.01503 0.007462 76 640: 35%|###5 | 14/40 [00:03<00:06, 4.06it/s] 83/499 4.32G 0.0191 0.01503 0.007462 76 640: 38%|###7 | 15/40 [00:03<00:05, 4.36it/s] 83/499 4.32G 0.01906 0.0149 0.007415 70 640: 38%|###7 | 15/40 [00:04<00:05, 4.36it/s] 83/499 4.32G 0.01906 0.0149 0.007415 70 640: 40%|#### | 16/40 [00:04<00:05, 4.62it/s] 83/499 4.32G 0.01902 0.01481 0.00728 79 640: 40%|#### | 16/40 [00:04<00:05, 4.62it/s] 83/499 4.32G 0.01902 0.01481 0.00728 79 640: 42%|####2 | 17/40 [00:04<00:04, 4.68it/s] 83/499 4.32G 0.01902 0.01491 0.007346 81 640: 42%|####2 | 17/40 [00:04<00:04, 4.68it/s] 83/499 4.32G 0.01902 0.01491 0.007346 81 640: 45%|####5 | 18/40 [00:04<00:04, 4.67it/s] 83/499 4.32G 0.01901 0.01504 0.007211 86 640: 45%|####5 | 18/40 [00:04<00:04, 4.67it/s] 83/499 4.32G 0.01901 0.01504 0.007211 86 640: 48%|####7 | 19/40 [00:04<00:04, 4.85it/s] 83/499 4.32G 0.01902 0.01484 0.007272 52 640: 48%|####7 | 19/40 [00:04<00:04, 4.85it/s] 83/499 4.32G 0.01902 0.01484 0.007272 52 640: 50%|##### | 20/40 [00:04<00:04, 4.75it/s] 83/499 4.32G 0.01901 0.01492 0.007359 80 640: 50%|##### | 20/40 [00:05<00:04, 4.75it/s] 83/499 4.32G 0.01901 0.01492 0.007359 80 640: 52%|#####2 | 21/40 [00:05<00:03, 4.92it/s] 83/499 4.32G 0.01908 0.01479 0.007379 60 640: 52%|#####2 | 21/40 [00:05<00:03, 4.92it/s] 83/499 4.32G 0.01908 0.01479 0.007379 60 640: 55%|#####5 | 22/40 [00:05<00:03, 5.09it/s] 83/499 4.32G 0.019 0.01464 0.007433 65 640: 55%|#####5 | 22/40 [00:05<00:03, 5.09it/s] 83/499 4.32G 0.019 0.01464 0.007433 65 640: 57%|#####7 | 23/40 [00:05<00:03, 4.83it/s] 83/499 4.32G 0.01895 0.01454 0.00737 62 640: 57%|#####7 | 23/40 [00:05<00:03, 4.83it/s] 83/499 4.32G 0.01895 0.01454 0.00737 62 640: 60%|###### | 24/40 [00:05<00:03, 4.54it/s] 83/499 4.32G 0.01892 0.01446 0.007267 67 640: 60%|###### | 24/40 [00:05<00:03, 4.54it/s] 83/499 4.32G 0.01892 0.01446 0.007267 67 640: 62%|######2 | 25/40 [00:05<00:03, 4.28it/s] 83/499 4.32G 0.01883 0.01433 0.007099 66 640: 62%|######2 | 25/40 [00:06<00:03, 4.28it/s] 83/499 4.32G 0.01883 0.01433 0.007099 66 640: 65%|######5 | 26/40 [00:06<00:03, 3.99it/s] 83/499 4.32G 0.01881 0.01424 0.006982 67 640: 65%|######5 | 26/40 [00:06<00:03, 3.99it/s] 83/499 4.32G 0.01881 0.01424 0.006982 67 640: 68%|######7 | 27/40 [00:06<00:03, 3.98it/s] 83/499 4.32G 0.01882 0.01417 0.007039 67 640: 68%|######7 | 27/40 [00:06<00:03, 3.98it/s] 83/499 4.32G 0.01882 0.01417 0.007039 67 640: 70%|####### | 28/40 [00:06<00:03, 3.91it/s] 83/499 4.32G 0.01889 0.01417 0.00701 72 640: 70%|####### | 28/40 [00:07<00:03, 3.91it/s] 83/499 4.32G 0.01889 0.01417 0.00701 72 640: 72%|#######2 | 29/40 [00:07<00:02, 3.72it/s] 83/499 4.32G 0.01892 0.01424 0.006995 84 640: 72%|#######2 | 29/40 [00:07<00:02, 3.72it/s] 83/499 4.32G 0.01892 0.01424 0.006995 84 640: 75%|#######5 | 30/40 [00:07<00:02, 3.78it/s] 83/499 4.32G 0.01895 0.0142 0.007017 67 640: 75%|#######5 | 30/40 [00:07<00:02, 3.78it/s] 83/499 4.32G 0.01895 0.0142 0.007017 67 640: 78%|#######7 | 31/40 [00:07<00:02, 3.78it/s] 83/499 4.32G 0.01895 0.01417 0.006976 68 640: 78%|#######7 | 31/40 [00:07<00:02, 3.78it/s] 83/499 4.32G 0.01895 0.01417 0.006976 68 640: 80%|######## | 32/40 [00:07<00:02, 3.50it/s] 83/499 4.32G 0.01889 0.01416 0.007007 74 640: 80%|######## | 32/40 [00:08<00:02, 3.50it/s] 83/499 4.32G 0.01889 0.01416 0.007007 74 640: 82%|########2 | 33/40 [00:08<00:01, 3.63it/s] 83/499 4.32G 0.01887 0.0142 0.007001 89 640: 82%|########2 | 33/40 [00:08<00:01, 3.63it/s] 83/499 4.32G 0.01887 0.0142 0.007001 89 640: 85%|########5 | 34/40 [00:08<00:01, 3.67it/s] 83/499 4.32G 0.01884 0.01433 0.007007 97 640: 85%|########5 | 34/40 [00:08<00:01, 3.67it/s] 83/499 4.32G 0.01884 0.01433 0.007007 97 640: 88%|########7 | 35/40 [00:08<00:01, 3.57it/s] 83/499 4.32G 0.01888 0.01433 0.006964 63 640: 88%|########7 | 35/40 [00:09<00:01, 3.57it/s] 83/499 4.32G 0.01888 0.01433 0.006964 63 640: 90%|######### | 36/40 [00:09<00:01, 3.69it/s] 83/499 4.32G 0.01885 0.01441 0.007009 87 640: 90%|######### | 36/40 [00:09<00:01, 3.69it/s] 83/499 4.32G 0.01885 0.01441 0.007009 87 640: 92%|#########2| 37/40 [00:09<00:00, 3.71it/s] 83/499 4.32G 0.01886 0.01445 0.007184 76 640: 92%|#########2| 37/40 [00:09<00:00, 3.71it/s] 83/499 4.32G 0.01886 0.01445 0.007184 76 640: 95%|#########5| 38/40 [00:09<00:00, 3.61it/s] 83/499 4.32G 0.01884 0.01441 0.007197 67 640: 95%|#########5| 38/40 [00:09<00:00, 3.61it/s] 83/499 4.32G 0.01884 0.01441 0.007197 67 640: 98%|#########7| 39/40 [00:09<00:00, 3.72it/s] 83/499 4.32G 0.01882 0.01443 0.007289 37 640: 98%|#########7| 39/40 [00:10<00:00, 3.72it/s] 83/499 4.32G 0.01882 0.01443 0.007289 37 640: 100%|##########| 40/40 [00:10<00:00, 3.77it/s] 83/499 4.32G 0.01882 0.01443 0.007289 37 640: 100%|##########| 40/40 [00:10<00:00, 3.97it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.70it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.64it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.60it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.06it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.88it/s] all 132 263 0.835 0.899 0.903 0.715 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 84/499 4.32G 0.02036 0.01199 0.004201 61 640: 0%| | 0/40 [00:00<?, ?it/s] 84/499 4.32G 0.02036 0.01199 0.004201 61 640: 2%|2 | 1/40 [00:00<00:11, 3.27it/s] 84/499 4.32G 0.02021 0.01346 0.005319 82 640: 2%|2 | 1/40 [00:00<00:11, 3.27it/s] 84/499 4.32G 0.02021 0.01346 0.005319 82 640: 5%|5 | 2/40 [00:00<00:10, 3.54it/s] 84/499 4.32G 0.01987 0.01337 0.007241 69 640: 5%|5 | 2/40 [00:00<00:10, 3.54it/s] 84/499 4.32G 0.01987 0.01337 0.007241 69 640: 8%|7 | 3/40 [00:00<00:10, 3.62it/s] 84/499 4.32G 0.02006 0.01363 0.006811 71 640: 8%|7 | 3/40 [00:01<00:10, 3.62it/s] 84/499 4.32G 0.02006 0.01363 0.006811 71 640: 10%|# | 4/40 [00:01<00:10, 3.52it/s] 84/499 4.32G 0.01974 0.01352 0.006545 68 640: 10%|# | 4/40 [00:01<00:10, 3.52it/s] 84/499 4.32G 0.01974 0.01352 0.006545 68 640: 12%|#2 | 5/40 [00:01<00:09, 3.67it/s] 84/499 4.32G 0.01967 0.01357 0.007172 67 640: 12%|#2 | 5/40 [00:01<00:09, 3.67it/s] 84/499 4.32G 0.01967 0.01357 0.007172 67 640: 15%|#5 | 6/40 [00:01<00:09, 3.69it/s] 84/499 4.32G 0.01963 0.01356 0.007947 69 640: 15%|#5 | 6/40 [00:01<00:09, 3.69it/s] 84/499 4.32G 0.01963 0.01356 0.007947 69 640: 18%|#7 | 7/40 [00:01<00:09, 3.57it/s] 84/499 4.32G 0.01968 0.01367 0.007985 71 640: 18%|#7 | 7/40 [00:02<00:09, 3.57it/s] 84/499 4.32G 0.01968 0.01367 0.007985 71 640: 20%|## | 8/40 [00:02<00:08, 3.70it/s] 84/499 4.32G 0.01986 0.0136 0.007864 62 640: 20%|## | 8/40 [00:02<00:08, 3.70it/s] 84/499 4.32G 0.01986 0.0136 0.007864 62 640: 22%|##2 | 9/40 [00:02<00:08, 3.71it/s] 84/499 4.32G 0.01982 0.01374 0.007471 74 640: 22%|##2 | 9/40 [00:02<00:08, 3.71it/s] 84/499 4.32G 0.01982 0.01374 0.007471 74 640: 25%|##5 | 10/40 [00:02<00:08, 3.66it/s] 84/499 4.32G 0.01978 0.01377 0.007195 75 640: 25%|##5 | 10/40 [00:02<00:08, 3.66it/s] 84/499 4.32G 0.01978 0.01377 0.007195 75 640: 28%|##7 | 11/40 [00:02<00:07, 3.82it/s] 84/499 4.32G 0.0196 0.01343 0.007052 54 640: 28%|##7 | 11/40 [00:03<00:07, 3.82it/s] 84/499 4.32G 0.0196 0.01343 0.007052 54 640: 30%|### | 12/40 [00:03<00:06, 4.18it/s] 84/499 4.32G 0.01965 0.01363 0.007202 70 640: 30%|### | 12/40 [00:03<00:06, 4.18it/s] 84/499 4.32G 0.01965 0.01363 0.007202 70 640: 32%|###2 | 13/40 [00:03<00:06, 4.30it/s] 84/499 4.32G 0.01956 0.01378 0.007103 81 640: 32%|###2 | 13/40 [00:03<00:06, 4.30it/s] 84/499 4.32G 0.01956 0.01378 0.007103 81 640: 35%|###5 | 14/40 [00:03<00:05, 4.53it/s] 84/499 4.32G 0.01978 0.01389 0.00693 61 640: 35%|###5 | 14/40 [00:03<00:05, 4.53it/s] 84/499 4.32G 0.01978 0.01389 0.00693 61 640: 38%|###7 | 15/40 [00:03<00:05, 4.75it/s] 84/499 4.32G 0.0198 0.01377 0.006705 59 640: 38%|###7 | 15/40 [00:03<00:05, 4.75it/s] 84/499 4.32G 0.0198 0.01377 0.006705 59 640: 40%|#### | 16/40 [00:03<00:05, 4.73it/s] 84/499 4.32G 0.01976 0.01385 0.006509 70 640: 40%|#### | 16/40 [00:04<00:05, 4.73it/s] 84/499 4.32G 0.01976 0.01385 0.006509 70 640: 42%|####2 | 17/40 [00:04<00:04, 4.91it/s] 84/499 4.32G 0.01966 0.0139 0.006288 76 640: 42%|####2 | 17/40 [00:04<00:04, 4.91it/s] 84/499 4.32G 0.01966 0.0139 0.006288 76 640: 45%|####5 | 18/40 [00:04<00:04, 5.05it/s] 84/499 4.32G 0.0196 0.014 0.006262 83 640: 45%|####5 | 18/40 [00:04<00:04, 5.05it/s] 84/499 4.32G 0.0196 0.014 0.006262 83 640: 48%|####7 | 19/40 [00:04<00:04, 4.90it/s] 84/499 4.32G 0.01945 0.01405 0.006256 84 640: 48%|####7 | 19/40 [00:04<00:04, 4.90it/s] 84/499 4.32G 0.01945 0.01405 0.006256 84 640: 50%|##### | 20/40 [00:04<00:03, 5.05it/s] 84/499 4.32G 0.01945 0.01398 0.00657 63 640: 50%|##### | 20/40 [00:04<00:03, 5.05it/s] 84/499 4.32G 0.01945 0.01398 0.00657 63 640: 52%|#####2 | 21/40 [00:04<00:03, 4.98it/s] 84/499 4.32G 0.01951 0.01399 0.006489 71 640: 52%|#####2 | 21/40 [00:05<00:03, 4.98it/s] 84/499 4.32G 0.01951 0.01399 0.006489 71 640: 55%|#####5 | 22/40 [00:05<00:04, 4.38it/s] 84/499 4.32G 0.01949 0.01395 0.006411 70 640: 55%|#####5 | 22/40 [00:05<00:04, 4.38it/s] 84/499 4.32G 0.01949 0.01395 0.006411 70 640: 57%|#####7 | 23/40 [00:05<00:04, 4.25it/s] 84/499 4.32G 0.01937 0.01381 0.006317 63 640: 57%|#####7 | 23/40 [00:05<00:04, 4.25it/s] 84/499 4.32G 0.01937 0.01381 0.006317 63 640: 60%|###### | 24/40 [00:05<00:03, 4.05it/s] 84/499 4.32G 0.01948 0.0138 0.00656 70 640: 60%|###### | 24/40 [00:06<00:03, 4.05it/s] 84/499 4.32G 0.01948 0.0138 0.00656 70 640: 62%|######2 | 25/40 [00:06<00:03, 3.83it/s] 84/499 4.32G 0.0195 0.01378 0.006661 66 640: 62%|######2 | 25/40 [00:06<00:03, 3.83it/s] 84/499 4.32G 0.0195 0.01378 0.006661 66 640: 65%|######5 | 26/40 [00:06<00:03, 3.90it/s] 84/499 4.32G 0.01957 0.0137 0.006608 58 640: 65%|######5 | 26/40 [00:06<00:03, 3.90it/s] 84/499 4.32G 0.01957 0.0137 0.006608 58 640: 68%|######7 | 27/40 [00:06<00:03, 3.83it/s] 84/499 4.32G 0.01952 0.01358 0.00676 56 640: 68%|######7 | 27/40 [00:06<00:03, 3.83it/s] 84/499 4.32G 0.01952 0.01358 0.00676 56 640: 70%|####### | 28/40 [00:06<00:03, 3.68it/s] 84/499 4.32G 0.01957 0.01361 0.006747 69 640: 70%|####### | 28/40 [00:07<00:03, 3.68it/s] 84/499 4.32G 0.01957 0.01361 0.006747 69 640: 72%|#######2 | 29/40 [00:07<00:02, 3.80it/s] 84/499 4.32G 0.01947 0.01361 0.00659 76 640: 72%|#######2 | 29/40 [00:07<00:02, 3.80it/s] 84/499 4.32G 0.01947 0.01361 0.00659 76 640: 75%|#######5 | 30/40 [00:07<00:02, 3.59it/s] 84/499 4.32G 0.01943 0.01357 0.006475 71 640: 75%|#######5 | 30/40 [00:07<00:02, 3.59it/s] 84/499 4.32G 0.01943 0.01357 0.006475 71 640: 78%|#######7 | 31/40 [00:07<00:02, 3.52it/s] 84/499 4.32G 0.0194 0.01364 0.006543 81 640: 78%|#######7 | 31/40 [00:07<00:02, 3.52it/s] 84/499 4.32G 0.0194 0.01364 0.006543 81 640: 80%|######## | 32/40 [00:07<00:02, 3.67it/s] 84/499 4.32G 0.01942 0.0138 0.00652 91 640: 80%|######## | 32/40 [00:08<00:02, 3.67it/s] 84/499 4.32G 0.01942 0.0138 0.00652 91 640: 82%|########2 | 33/40 [00:08<00:01, 3.67it/s] 84/499 4.32G 0.01948 0.01384 0.00662 67 640: 82%|########2 | 33/40 [00:08<00:01, 3.67it/s] 84/499 4.32G 0.01948 0.01384 0.00662 67 640: 85%|########5 | 34/40 [00:08<00:01, 3.55it/s] 84/499 4.32G 0.01951 0.01384 0.006541 71 640: 85%|########5 | 34/40 [00:08<00:01, 3.55it/s] 84/499 4.32G 0.01951 0.01384 0.006541 71 640: 88%|########7 | 35/40 [00:08<00:01, 3.73it/s] 84/499 4.32G 0.01956 0.01386 0.00656 72 640: 88%|########7 | 35/40 [00:09<00:01, 3.73it/s] 84/499 4.32G 0.01956 0.01386 0.00656 72 640: 90%|######### | 36/40 [00:09<00:01, 3.70it/s] 84/499 4.32G 0.01959 0.01398 0.006617 91 640: 90%|######### | 36/40 [00:09<00:01, 3.70it/s] 84/499 4.32G 0.01959 0.01398 0.006617 91 640: 92%|#########2| 37/40 [00:09<00:00, 3.61it/s] 84/499 4.32G 0.01961 0.01399 0.00673 68 640: 92%|#########2| 37/40 [00:09<00:00, 3.61it/s] 84/499 4.32G 0.01961 0.01399 0.00673 68 640: 95%|#########5| 38/40 [00:09<00:00, 3.75it/s] 84/499 4.32G 0.01961 0.014 0.006762 68 640: 95%|#########5| 38/40 [00:09<00:00, 3.75it/s] 84/499 4.32G 0.01961 0.014 0.006762 68 640: 98%|#########7| 39/40 [00:09<00:00, 3.72it/s] 84/499 4.32G 0.01956 0.01401 0.006681 39 640: 98%|#########7| 39/40 [00:10<00:00, 3.72it/s] 84/499 4.32G 0.01956 0.01401 0.006681 39 640: 100%|##########| 40/40 [00:10<00:00, 3.67it/s] 84/499 4.32G 0.01956 0.01401 0.006681 39 640: 100%|##########| 40/40 [00:10<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.69it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.71it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.68it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.25it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.01it/s] all 132 263 0.891 0.815 0.881 0.697 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 85/499 4.32G 0.01965 0.01348 0.008256 66 640: 0%| | 0/40 [00:00<?, ?it/s] 85/499 4.32G 0.01965 0.01348 0.008256 66 640: 2%|2 | 1/40 [00:00<00:09, 3.97it/s] 85/499 4.32G 0.01992 0.01429 0.009687 74 640: 2%|2 | 1/40 [00:00<00:09, 3.97it/s] 85/499 4.32G 0.01992 0.01429 0.009687 74 640: 5%|5 | 2/40 [00:00<00:09, 3.82it/s] 85/499 4.32G 0.02091 0.01523 0.008686 88 640: 5%|5 | 2/40 [00:00<00:09, 3.82it/s] 85/499 4.32G 0.02091 0.01523 0.008686 88 640: 8%|7 | 3/40 [00:00<00:10, 3.57it/s] 85/499 4.32G 0.02018 0.01498 0.008342 81 640: 8%|7 | 3/40 [00:01<00:10, 3.57it/s] 85/499 4.32G 0.02018 0.01498 0.008342 81 640: 10%|# | 4/40 [00:01<00:09, 3.76it/s] 85/499 4.32G 0.01992 0.01413 0.009026 60 640: 10%|# | 4/40 [00:01<00:09, 3.76it/s] 85/499 4.32G 0.01992 0.01413 0.009026 60 640: 12%|#2 | 5/40 [00:01<00:09, 3.77it/s] 85/499 4.32G 0.01994 0.01401 0.008423 72 640: 12%|#2 | 5/40 [00:01<00:09, 3.77it/s] 85/499 4.32G 0.01994 0.01401 0.008423 72 640: 15%|#5 | 6/40 [00:01<00:09, 3.62it/s] 85/499 4.32G 0.01971 0.01399 0.007984 71 640: 15%|#5 | 6/40 [00:01<00:09, 3.62it/s] 85/499 4.32G 0.01971 0.01399 0.007984 71 640: 18%|#7 | 7/40 [00:01<00:09, 3.64it/s] 85/499 4.32G 0.01951 0.01416 0.007627 81 640: 18%|#7 | 7/40 [00:02<00:09, 3.64it/s] 85/499 4.32G 0.01951 0.01416 0.007627 81 640: 20%|## | 8/40 [00:02<00:09, 3.53it/s] 85/499 4.32G 0.01934 0.01376 0.007847 58 640: 20%|## | 8/40 [00:02<00:09, 3.53it/s] 85/499 4.32G 0.01934 0.01376 0.007847 58 640: 22%|##2 | 9/40 [00:02<00:08, 3.51it/s] 85/499 4.32G 0.01945 0.01391 0.007621 79 640: 22%|##2 | 9/40 [00:02<00:08, 3.51it/s] 85/499 4.32G 0.01945 0.01391 0.007621 79 640: 25%|##5 | 10/40 [00:02<00:07, 3.76it/s] 85/499 4.32G 0.01936 0.01426 0.007311 93 640: 25%|##5 | 10/40 [00:02<00:07, 3.76it/s] 85/499 4.32G 0.01936 0.01426 0.007311 93 640: 28%|##7 | 11/40 [00:02<00:07, 4.11it/s] 85/499 4.32G 0.01952 0.01432 0.006988 70 640: 28%|##7 | 11/40 [00:03<00:07, 4.11it/s] 85/499 4.32G 0.01952 0.01432 0.006988 70 640: 30%|### | 12/40 [00:03<00:06, 4.25it/s] 85/499 4.32G 0.01958 0.01448 0.006954 79 640: 30%|### | 12/40 [00:03<00:06, 4.25it/s] 85/499 4.32G 0.01958 0.01448 0.006954 79 640: 32%|###2 | 13/40 [00:03<00:05, 4.55it/s] 85/499 4.32G 0.01955 0.01444 0.006898 70 640: 32%|###2 | 13/40 [00:03<00:05, 4.55it/s] 85/499 4.32G 0.01955 0.01444 0.006898 70 640: 35%|###5 | 14/40 [00:03<00:05, 4.72it/s] 85/499 4.32G 0.01947 0.01456 0.006788 92 640: 35%|###5 | 14/40 [00:03<00:05, 4.72it/s] 85/499 4.32G 0.01947 0.01456 0.006788 92 640: 38%|###7 | 15/40 [00:03<00:05, 4.72it/s] 85/499 4.32G 0.01933 0.01445 0.006645 63 640: 38%|###7 | 15/40 [00:03<00:05, 4.72it/s] 85/499 4.32G 0.01933 0.01445 0.006645 63 640: 40%|#### | 16/40 [00:03<00:04, 4.84it/s] 85/499 4.32G 0.01936 0.0145 0.006663 77 640: 40%|#### | 16/40 [00:04<00:04, 4.84it/s] 85/499 4.32G 0.01936 0.0145 0.006663 77 640: 42%|####2 | 17/40 [00:04<00:04, 4.68it/s] 85/499 4.32G 0.01936 0.01443 0.006609 71 640: 42%|####2 | 17/40 [00:04<00:04, 4.68it/s] 85/499 4.32G 0.01936 0.01443 0.006609 71 640: 45%|####5 | 18/40 [00:04<00:04, 4.66it/s] 85/499 4.32G 0.01946 0.01451 0.006601 82 640: 45%|####5 | 18/40 [00:04<00:04, 4.66it/s] 85/499 4.32G 0.01946 0.01451 0.006601 82 640: 48%|####7 | 19/40 [00:04<00:04, 4.82it/s] 85/499 4.32G 0.01948 0.01447 0.006806 74 640: 48%|####7 | 19/40 [00:04<00:04, 4.82it/s] 85/499 4.32G 0.01948 0.01447 0.006806 74 640: 50%|##### | 20/40 [00:04<00:04, 4.99it/s] 85/499 4.32G 0.01966 0.01454 0.007205 67 640: 50%|##### | 20/40 [00:04<00:04, 4.99it/s] 85/499 4.32G 0.01966 0.01454 0.007205 67 640: 52%|#####2 | 21/40 [00:04<00:03, 4.83it/s] 85/499 4.32G 0.01957 0.01456 0.007024 77 640: 52%|#####2 | 21/40 [00:05<00:03, 4.83it/s] 85/499 4.32G 0.01957 0.01456 0.007024 77 640: 55%|#####5 | 22/40 [00:05<00:03, 4.54it/s] 85/499 4.32G 0.01951 0.01456 0.007105 74 640: 55%|#####5 | 22/40 [00:05<00:03, 4.54it/s] 85/499 4.32G 0.01951 0.01456 0.007105 74 640: 57%|#####7 | 23/40 [00:05<00:04, 4.23it/s] 85/499 4.32G 0.01955 0.01447 0.00714 69 640: 57%|#####7 | 23/40 [00:05<00:04, 4.23it/s] 85/499 4.32G 0.01955 0.01447 0.00714 69 640: 60%|###### | 24/40 [00:05<00:04, 3.92it/s] 85/499 4.32G 0.0195 0.01441 0.007238 74 640: 60%|###### | 24/40 [00:06<00:04, 3.92it/s] 85/499 4.32G 0.0195 0.01441 0.007238 74 640: 62%|######2 | 25/40 [00:06<00:03, 3.98it/s] 85/499 4.32G 0.01953 0.0144 0.007175 62 640: 62%|######2 | 25/40 [00:06<00:03, 3.98it/s] 85/499 4.32G 0.01953 0.0144 0.007175 62 640: 65%|######5 | 26/40 [00:06<00:03, 3.87it/s] 85/499 4.32G 0.01943 0.01434 0.007 71 640: 65%|######5 | 26/40 [00:06<00:03, 3.87it/s] 85/499 4.32G 0.01943 0.01434 0.007 71 640: 68%|######7 | 27/40 [00:06<00:03, 3.74it/s] 85/499 4.32G 0.01936 0.01447 0.006954 94 640: 68%|######7 | 27/40 [00:06<00:03, 3.74it/s] 85/499 4.32G 0.01936 0.01447 0.006954 94 640: 70%|####### | 28/40 [00:06<00:03, 3.81it/s] 85/499 4.32G 0.01928 0.01437 0.00688 61 640: 70%|####### | 28/40 [00:07<00:03, 3.81it/s] 85/499 4.32G 0.01928 0.01437 0.00688 61 640: 72%|#######2 | 29/40 [00:07<00:02, 3.76it/s] 85/499 4.32G 0.01924 0.01434 0.006857 70 640: 72%|#######2 | 29/40 [00:07<00:02, 3.76it/s] 85/499 4.32G 0.01924 0.01434 0.006857 70 640: 75%|#######5 | 30/40 [00:07<00:02, 3.66it/s] 85/499 4.32G 0.01923 0.01447 0.00687 103 640: 75%|#######5 | 30/40 [00:07<00:02, 3.66it/s] 85/499 4.32G 0.01923 0.01447 0.00687 103 640: 78%|#######7 | 31/40 [00:07<00:02, 3.76it/s] 85/499 4.32G 0.01924 0.01434 0.006813 58 640: 78%|#######7 | 31/40 [00:07<00:02, 3.76it/s] 85/499 4.32G 0.01924 0.01434 0.006813 58 640: 80%|######## | 32/40 [00:07<00:02, 3.73it/s] 85/499 4.32G 0.01917 0.01438 0.006754 81 640: 80%|######## | 32/40 [00:08<00:02, 3.73it/s] 85/499 4.32G 0.01917 0.01438 0.006754 81 640: 82%|########2 | 33/40 [00:08<00:01, 3.66it/s] 85/499 4.32G 0.01914 0.01438 0.006747 74 640: 82%|########2 | 33/40 [00:08<00:01, 3.66it/s] 85/499 4.32G 0.01914 0.01438 0.006747 74 640: 85%|########5 | 34/40 [00:08<00:01, 3.74it/s] 85/499 4.32G 0.01911 0.0144 0.006802 81 640: 85%|########5 | 34/40 [00:08<00:01, 3.74it/s] 85/499 4.32G 0.01911 0.0144 0.006802 81 640: 88%|########7 | 35/40 [00:08<00:01, 3.72it/s] 85/499 4.32G 0.01912 0.01445 0.006833 85 640: 88%|########7 | 35/40 [00:09<00:01, 3.72it/s] 85/499 4.32G 0.01912 0.01445 0.006833 85 640: 90%|######### | 36/40 [00:09<00:01, 3.61it/s] 85/499 4.32G 0.01914 0.01453 0.006818 74 640: 90%|######### | 36/40 [00:09<00:01, 3.61it/s] 85/499 4.32G 0.01914 0.01453 0.006818 74 640: 92%|#########2| 37/40 [00:09<00:00, 3.75it/s] 85/499 4.32G 0.01919 0.01458 0.006897 81 640: 92%|#########2| 37/40 [00:09<00:00, 3.75it/s] 85/499 4.32G 0.01919 0.01458 0.006897 81 640: 95%|#########5| 38/40 [00:09<00:00, 3.71it/s] 85/499 4.32G 0.01922 0.01459 0.006905 76 640: 95%|#########5| 38/40 [00:09<00:00, 3.71it/s] 85/499 4.32G 0.01922 0.01459 0.006905 76 640: 98%|#########7| 39/40 [00:09<00:00, 3.61it/s] 85/499 4.32G 0.01919 0.0146 0.00683 36 640: 98%|#########7| 39/40 [00:10<00:00, 3.61it/s] 85/499 4.32G 0.01919 0.0146 0.00683 36 640: 100%|##########| 40/40 [00:10<00:00, 3.80it/s] 85/499 4.32G 0.01919 0.0146 0.00683 36 640: 100%|##########| 40/40 [00:10<00:00, 3.97it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.63it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.52it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.53it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.98it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.80it/s] all 132 263 0.841 0.835 0.858 0.686 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 86/499 4.32G 0.02017 0.01794 0.005816 88 640: 0%| | 0/40 [00:00<?, ?it/s] 86/499 4.32G 0.02017 0.01794 0.005816 88 640: 2%|2 | 1/40 [00:00<00:07, 4.96it/s] 86/499 4.32G 0.01998 0.01747 0.008677 85 640: 2%|2 | 1/40 [00:00<00:07, 4.96it/s] 86/499 4.32G 0.01998 0.01747 0.008677 85 640: 5%|5 | 2/40 [00:00<00:09, 3.82it/s] 86/499 4.32G 0.01968 0.01561 0.007186 60 640: 5%|5 | 2/40 [00:00<00:09, 3.82it/s] 86/499 4.32G 0.01968 0.01561 0.007186 60 640: 8%|7 | 3/40 [00:00<00:09, 3.96it/s] 86/499 4.32G 0.01968 0.01466 0.006924 62 640: 8%|7 | 3/40 [00:01<00:09, 3.96it/s] 86/499 4.32G 0.01968 0.01466 0.006924 62 640: 10%|# | 4/40 [00:01<00:09, 3.83it/s] 86/499 4.32G 0.01913 0.01506 0.006816 91 640: 10%|# | 4/40 [00:01<00:09, 3.83it/s] 86/499 4.32G 0.01913 0.01506 0.006816 91 640: 12%|#2 | 5/40 [00:01<00:09, 3.66it/s] 86/499 4.32G 0.01917 0.01511 0.007342 80 640: 12%|#2 | 5/40 [00:01<00:09, 3.66it/s] 86/499 4.32G 0.01917 0.01511 0.007342 80 640: 15%|#5 | 6/40 [00:01<00:08, 3.79it/s] 86/499 4.32G 0.01895 0.0148 0.006967 76 640: 15%|#5 | 6/40 [00:01<00:08, 3.79it/s] 86/499 4.32G 0.01895 0.0148 0.006967 76 640: 18%|#7 | 7/40 [00:01<00:08, 3.74it/s] 86/499 4.32G 0.01883 0.01461 0.007158 68 640: 18%|#7 | 7/40 [00:02<00:08, 3.74it/s] 86/499 4.32G 0.01883 0.01461 0.007158 68 640: 20%|## | 8/40 [00:02<00:08, 3.67it/s] 86/499 4.32G 0.01885 0.01471 0.007128 86 640: 20%|## | 8/40 [00:02<00:08, 3.67it/s] 86/499 4.32G 0.01885 0.01471 0.007128 86 640: 22%|##2 | 9/40 [00:02<00:07, 3.88it/s] 86/499 4.32G 0.0187 0.01454 0.006778 72 640: 22%|##2 | 9/40 [00:02<00:07, 3.88it/s] 86/499 4.32G 0.0187 0.01454 0.006778 72 640: 25%|##5 | 10/40 [00:02<00:07, 4.24it/s] 86/499 4.32G 0.01886 0.01455 0.00662 69 640: 25%|##5 | 10/40 [00:02<00:07, 4.24it/s] 86/499 4.32G 0.01886 0.01455 0.00662 69 640: 28%|##7 | 11/40 [00:02<00:06, 4.37it/s] 86/499 4.32G 0.01871 0.0144 0.006316 67 640: 28%|##7 | 11/40 [00:02<00:06, 4.37it/s] 86/499 4.32G 0.01871 0.0144 0.006316 67 640: 30%|### | 12/40 [00:02<00:06, 4.61it/s] 86/499 4.32G 0.01862 0.01437 0.006175 76 640: 30%|### | 12/40 [00:03<00:06, 4.61it/s] 86/499 4.32G 0.01862 0.01437 0.006175 76 640: 32%|###2 | 13/40 [00:03<00:05, 4.82it/s] 86/499 4.32G 0.01861 0.01422 0.006389 65 640: 32%|###2 | 13/40 [00:03<00:05, 4.82it/s] 86/499 4.32G 0.01861 0.01422 0.006389 65 640: 35%|###5 | 14/40 [00:03<00:05, 4.78it/s] 86/499 4.32G 0.01871 0.01445 0.006301 92 640: 35%|###5 | 14/40 [00:03<00:05, 4.78it/s] 86/499 4.32G 0.01871 0.01445 0.006301 92 640: 38%|###7 | 15/40 [00:03<00:05, 4.94it/s] 86/499 4.32G 0.01864 0.01457 0.006232 86 640: 38%|###7 | 15/40 [00:03<00:05, 4.94it/s] 86/499 4.32G 0.01864 0.01457 0.006232 86 640: 40%|#### | 16/40 [00:03<00:04, 4.98it/s] 86/499 4.32G 0.01861 0.01463 0.006477 85 640: 40%|#### | 16/40 [00:03<00:04, 4.98it/s] 86/499 4.32G 0.01861 0.01463 0.006477 85 640: 42%|####2 | 17/40 [00:03<00:04, 4.92it/s] 86/499 4.32G 0.01864 0.01464 0.006401 76 640: 42%|####2 | 17/40 [00:04<00:04, 4.92it/s] 86/499 4.32G 0.01864 0.01464 0.006401 76 640: 45%|####5 | 18/40 [00:04<00:04, 5.02it/s] 86/499 4.32G 0.01857 0.01449 0.006422 60 640: 45%|####5 | 18/40 [00:04<00:04, 5.02it/s] 86/499 4.32G 0.01857 0.01449 0.006422 60 640: 48%|####7 | 19/40 [00:04<00:04, 5.16it/s] 86/499 4.32G 0.01856 0.01445 0.006384 75 640: 48%|####7 | 19/40 [00:04<00:04, 5.16it/s] 86/499 4.32G 0.01856 0.01445 0.006384 75 640: 50%|##### | 20/40 [00:04<00:04, 4.82it/s] 86/499 4.32G 0.01854 0.01445 0.006494 85 640: 50%|##### | 20/40 [00:04<00:04, 4.82it/s] 86/499 4.32G 0.01854 0.01445 0.006494 85 640: 52%|#####2 | 21/40 [00:04<00:04, 4.46it/s] 86/499 4.32G 0.01858 0.01445 0.006696 74 640: 52%|#####2 | 21/40 [00:05<00:04, 4.46it/s] 86/499 4.32G 0.01858 0.01445 0.006696 74 640: 55%|#####5 | 22/40 [00:05<00:04, 4.23it/s] 86/499 4.32G 0.0185 0.01441 0.006598 77 640: 55%|#####5 | 22/40 [00:05<00:04, 4.23it/s] 86/499 4.32G 0.0185 0.01441 0.006598 77 640: 57%|#####7 | 23/40 [00:05<00:04, 3.95it/s] 86/499 4.32G 0.01851 0.0145 0.006593 83 640: 57%|#####7 | 23/40 [00:05<00:04, 3.95it/s] 86/499 4.32G 0.01851 0.0145 0.006593 83 640: 60%|###### | 24/40 [00:05<00:04, 3.93it/s] 86/499 4.32G 0.01844 0.01446 0.006781 81 640: 60%|###### | 24/40 [00:05<00:04, 3.93it/s] 86/499 4.32G 0.01844 0.01446 0.006781 81 640: 62%|######2 | 25/40 [00:05<00:03, 3.88it/s] 86/499 4.32G 0.01847 0.01457 0.006815 89 640: 62%|######2 | 25/40 [00:06<00:03, 3.88it/s] 86/499 4.32G 0.01847 0.01457 0.006815 89 640: 65%|######5 | 26/40 [00:06<00:03, 3.73it/s] 86/499 4.32G 0.01843 0.01457 0.006704 72 640: 65%|######5 | 26/40 [00:06<00:03, 3.73it/s] 86/499 4.32G 0.01843 0.01457 0.006704 72 640: 68%|######7 | 27/40 [00:06<00:03, 3.80it/s] 86/499 4.32G 0.0184 0.0146 0.006707 80 640: 68%|######7 | 27/40 [00:06<00:03, 3.80it/s] 86/499 4.32G 0.0184 0.0146 0.006707 80 640: 70%|####### | 28/40 [00:06<00:03, 3.80it/s] 86/499 4.32G 0.01836 0.01458 0.006691 86 640: 70%|####### | 28/40 [00:06<00:03, 3.80it/s] 86/499 4.32G 0.01836 0.01458 0.006691 86 640: 72%|#######2 | 29/40 [00:06<00:03, 3.67it/s] 86/499 4.32G 0.01839 0.01449 0.006775 63 640: 72%|#######2 | 29/40 [00:07<00:03, 3.67it/s] 86/499 4.32G 0.01839 0.01449 0.006775 63 640: 75%|#######5 | 30/40 [00:07<00:02, 3.75it/s] 86/499 4.32G 0.01841 0.01462 0.00669 91 640: 75%|#######5 | 30/40 [00:07<00:02, 3.75it/s] 86/499 4.32G 0.01841 0.01462 0.00669 91 640: 78%|#######7 | 31/40 [00:07<00:02, 3.75it/s] 86/499 4.32G 0.0185 0.01466 0.00666 83 640: 78%|#######7 | 31/40 [00:07<00:02, 3.75it/s] 86/499 4.32G 0.0185 0.01466 0.00666 83 640: 80%|######## | 32/40 [00:07<00:02, 3.63it/s] 86/499 4.32G 0.01853 0.01467 0.006715 74 640: 80%|######## | 32/40 [00:08<00:02, 3.63it/s] 86/499 4.32G 0.01853 0.01467 0.006715 74 640: 82%|########2 | 33/40 [00:08<00:01, 3.72it/s] 86/499 4.32G 0.01853 0.01463 0.006963 69 640: 82%|########2 | 33/40 [00:08<00:01, 3.72it/s] 86/499 4.32G 0.01853 0.01463 0.006963 69 640: 85%|########5 | 34/40 [00:08<00:01, 3.74it/s] 86/499 4.32G 0.0186 0.01463 0.007025 66 640: 85%|########5 | 34/40 [00:08<00:01, 3.74it/s] 86/499 4.32G 0.0186 0.01463 0.007025 66 640: 88%|########7 | 35/40 [00:08<00:01, 3.64it/s] 86/499 4.32G 0.01855 0.01458 0.006915 69 640: 88%|########7 | 35/40 [00:08<00:01, 3.64it/s] 86/499 4.32G 0.01855 0.01458 0.006915 69 640: 90%|######### | 36/40 [00:08<00:01, 3.73it/s] 86/499 4.32G 0.01852 0.01447 0.00692 58 640: 90%|######### | 36/40 [00:09<00:01, 3.73it/s] 86/499 4.32G 0.01852 0.01447 0.00692 58 640: 92%|#########2| 37/40 [00:09<00:00, 3.73it/s] 86/499 4.32G 0.01851 0.01441 0.00692 66 640: 92%|#########2| 37/40 [00:09<00:00, 3.73it/s] 86/499 4.32G 0.01851 0.01441 0.00692 66 640: 95%|#########5| 38/40 [00:09<00:00, 3.62it/s] 86/499 4.32G 0.01854 0.0144 0.006873 67 640: 95%|#########5| 38/40 [00:09<00:00, 3.62it/s] 86/499 4.32G 0.01854 0.0144 0.006873 67 640: 98%|#########7| 39/40 [00:09<00:00, 3.72it/s] 86/499 4.32G 0.01849 0.01432 0.006774 32 640: 98%|#########7| 39/40 [00:09<00:00, 3.72it/s] 86/499 4.32G 0.01849 0.01432 0.006774 32 640: 100%|##########| 40/40 [00:09<00:00, 3.70it/s] 86/499 4.32G 0.01849 0.01432 0.006774 32 640: 100%|##########| 40/40 [00:09<00:00, 4.02it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:02, 1.46it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.52it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.51it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.12it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.84it/s] all 132 263 0.796 0.871 0.874 0.702 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 87/499 4.32G 0.01591 0.01287 0.004991 71 640: 0%| | 0/40 [00:00<?, ?it/s] 87/499 4.32G 0.01591 0.01287 0.004991 71 640: 2%|2 | 1/40 [00:00<00:13, 2.89it/s] 87/499 4.32G 0.01706 0.01367 0.004291 78 640: 2%|2 | 1/40 [00:00<00:13, 2.89it/s] 87/499 4.32G 0.01706 0.01367 0.004291 78 640: 5%|5 | 2/40 [00:00<00:09, 3.99it/s] 87/499 4.32G 0.0181 0.01387 0.005324 75 640: 5%|5 | 2/40 [00:00<00:09, 3.99it/s] 87/499 4.32G 0.0181 0.01387 0.005324 75 640: 8%|7 | 3/40 [00:00<00:09, 3.87it/s] 87/499 4.32G 0.01849 0.01468 0.005287 85 640: 8%|7 | 3/40 [00:01<00:09, 3.87it/s] 87/499 4.32G 0.01849 0.01468 0.005287 85 640: 10%|# | 4/40 [00:01<00:09, 3.70it/s] 87/499 4.32G 0.01825 0.01529 0.005055 103 640: 10%|# | 4/40 [00:01<00:09, 3.70it/s] 87/499 4.32G 0.01825 0.01529 0.005055 103 640: 12%|#2 | 5/40 [00:01<00:09, 3.81it/s] 87/499 4.32G 0.01831 0.01511 0.00548 80 640: 12%|#2 | 5/40 [00:01<00:09, 3.81it/s] 87/499 4.32G 0.01831 0.01511 0.00548 80 640: 15%|#5 | 6/40 [00:01<00:08, 3.80it/s] 87/499 4.32G 0.01853 0.01496 0.005532 74 640: 15%|#5 | 6/40 [00:01<00:08, 3.80it/s] 87/499 4.32G 0.01853 0.01496 0.005532 74 640: 18%|#7 | 7/40 [00:01<00:08, 3.70it/s] 87/499 4.32G 0.0186 0.01468 0.005769 66 640: 18%|#7 | 7/40 [00:02<00:08, 3.70it/s] 87/499 4.32G 0.0186 0.01468 0.005769 66 640: 20%|## | 8/40 [00:02<00:08, 3.86it/s] 87/499 4.32G 0.01855 0.0144 0.006017 63 640: 20%|## | 8/40 [00:02<00:08, 3.86it/s] 87/499 4.32G 0.01855 0.0144 0.006017 63 640: 22%|##2 | 9/40 [00:02<00:07, 4.15it/s] 87/499 4.32G 0.01863 0.01437 0.006396 80 640: 22%|##2 | 9/40 [00:02<00:07, 4.15it/s] 87/499 4.32G 0.01863 0.01437 0.006396 80 640: 25%|##5 | 10/40 [00:02<00:07, 4.25it/s] 87/499 4.32G 0.01847 0.01444 0.006483 81 640: 25%|##5 | 10/40 [00:02<00:07, 4.25it/s] 87/499 4.32G 0.01847 0.01444 0.006483 81 640: 28%|##7 | 11/40 [00:02<00:06, 4.53it/s] 87/499 4.32G 0.01847 0.01438 0.006431 72 640: 28%|##7 | 11/40 [00:02<00:06, 4.53it/s] 87/499 4.32G 0.01847 0.01438 0.006431 72 640: 30%|### | 12/40 [00:02<00:05, 4.75it/s] 87/499 4.32G 0.01844 0.01432 0.006291 69 640: 30%|### | 12/40 [00:03<00:05, 4.75it/s] 87/499 4.32G 0.01844 0.01432 0.006291 69 640: 32%|###2 | 13/40 [00:03<00:05, 4.64it/s] 87/499 4.32G 0.01865 0.01444 0.006534 68 640: 32%|###2 | 13/40 [00:03<00:05, 4.64it/s] 87/499 4.32G 0.01865 0.01444 0.006534 68 640: 35%|###5 | 14/40 [00:03<00:05, 4.83it/s] 87/499 4.32G 0.01874 0.01413 0.006371 52 640: 35%|###5 | 14/40 [00:03<00:05, 4.83it/s] 87/499 4.32G 0.01874 0.01413 0.006371 52 640: 38%|###7 | 15/40 [00:03<00:05, 4.97it/s] 87/499 4.32G 0.01872 0.01419 0.006369 84 640: 38%|###7 | 15/40 [00:03<00:05, 4.97it/s] 87/499 4.32G 0.01872 0.01419 0.006369 84 640: 40%|#### | 16/40 [00:03<00:04, 4.92it/s] 87/499 4.32G 0.0186 0.01416 0.0064 71 640: 40%|#### | 16/40 [00:03<00:04, 4.92it/s] 87/499 4.32G 0.0186 0.01416 0.0064 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.09it/s] 87/499 4.32G 0.01861 0.01409 0.006536 72 640: 42%|####2 | 17/40 [00:04<00:04, 5.09it/s] 87/499 4.32G 0.01861 0.01409 0.006536 72 640: 45%|####5 | 18/40 [00:04<00:04, 5.04it/s] 87/499 4.32G 0.01863 0.01418 0.006421 83 640: 45%|####5 | 18/40 [00:04<00:04, 5.04it/s] 87/499 4.32G 0.01863 0.01418 0.006421 83 640: 48%|####7 | 19/40 [00:04<00:04, 4.42it/s] 87/499 4.32G 0.01862 0.01408 0.006352 70 640: 48%|####7 | 19/40 [00:04<00:04, 4.42it/s] 87/499 4.32G 0.01862 0.01408 0.006352 70 640: 50%|##### | 20/40 [00:04<00:04, 4.31it/s] 87/499 4.32G 0.01848 0.01396 0.006426 64 640: 50%|##### | 20/40 [00:04<00:04, 4.31it/s] 87/499 4.32G 0.01848 0.01396 0.006426 64 640: 52%|#####2 | 21/40 [00:04<00:04, 4.10it/s] 87/499 4.32G 0.01835 0.01403 0.006324 91 640: 52%|#####2 | 21/40 [00:05<00:04, 4.10it/s] 87/499 4.32G 0.01835 0.01403 0.006324 91 640: 55%|#####5 | 22/40 [00:05<00:04, 3.89it/s] 87/499 4.32G 0.01838 0.01404 0.006269 77 640: 55%|#####5 | 22/40 [00:05<00:04, 3.89it/s] 87/499 4.32G 0.01838 0.01404 0.006269 77 640: 57%|#####7 | 23/40 [00:05<00:04, 3.92it/s] 87/499 4.32G 0.01828 0.01402 0.006517 77 640: 57%|#####7 | 23/40 [00:05<00:04, 3.92it/s] 87/499 4.32G 0.01828 0.01402 0.006517 77 640: 60%|###### | 24/40 [00:05<00:04, 3.83it/s] 87/499 4.32G 0.01822 0.01399 0.006436 72 640: 60%|###### | 24/40 [00:06<00:04, 3.83it/s] 87/499 4.32G 0.01822 0.01399 0.006436 72 640: 62%|######2 | 25/40 [00:06<00:04, 3.69it/s] 87/499 4.32G 0.01829 0.01407 0.006426 82 640: 62%|######2 | 25/40 [00:06<00:04, 3.69it/s] 87/499 4.32G 0.01829 0.01407 0.006426 82 640: 65%|######5 | 26/40 [00:06<00:03, 3.80it/s] 87/499 4.32G 0.01825 0.01413 0.006446 87 640: 65%|######5 | 26/40 [00:06<00:03, 3.80it/s] 87/499 4.32G 0.01825 0.01413 0.006446 87 640: 68%|######7 | 27/40 [00:06<00:03, 3.76it/s] 87/499 4.32G 0.01822 0.01412 0.006468 81 640: 68%|######7 | 27/40 [00:06<00:03, 3.76it/s] 87/499 4.32G 0.01822 0.01412 0.006468 81 640: 70%|####### | 28/40 [00:06<00:03, 3.61it/s] 87/499 4.32G 0.01815 0.014 0.006424 65 640: 70%|####### | 28/40 [00:07<00:03, 3.61it/s] 87/499 4.32G 0.01815 0.014 0.006424 65 640: 72%|#######2 | 29/40 [00:07<00:02, 3.77it/s] 87/499 4.32G 0.01812 0.01402 0.006341 79 640: 72%|#######2 | 29/40 [00:07<00:02, 3.77it/s] 87/499 4.32G 0.01812 0.01402 0.006341 79 640: 75%|#######5 | 30/40 [00:07<00:02, 3.73it/s] 87/499 4.32G 0.01818 0.01396 0.006605 63 640: 75%|#######5 | 30/40 [00:07<00:02, 3.73it/s] 87/499 4.32G 0.01818 0.01396 0.006605 63 640: 78%|#######7 | 31/40 [00:07<00:02, 3.63it/s] 87/499 4.32G 0.01817 0.01405 0.00658 89 640: 78%|#######7 | 31/40 [00:07<00:02, 3.63it/s] 87/499 4.32G 0.01817 0.01405 0.00658 89 640: 80%|######## | 32/40 [00:07<00:02, 3.75it/s] 87/499 4.32G 0.01816 0.0141 0.006539 79 640: 80%|######## | 32/40 [00:08<00:02, 3.75it/s] 87/499 4.32G 0.01816 0.0141 0.006539 79 640: 82%|########2 | 33/40 [00:08<00:01, 3.73it/s] 87/499 4.32G 0.01811 0.01414 0.006487 86 640: 82%|########2 | 33/40 [00:08<00:01, 3.73it/s] 87/499 4.32G 0.01811 0.01414 0.006487 86 640: 85%|########5 | 34/40 [00:08<00:01, 3.63it/s] 87/499 4.32G 0.01813 0.0142 0.006657 88 640: 85%|########5 | 34/40 [00:08<00:01, 3.63it/s] 87/499 4.32G 0.01813 0.0142 0.006657 88 640: 88%|########7 | 35/40 [00:08<00:01, 3.76it/s] 87/499 4.32G 0.01819 0.01429 0.006738 81 640: 88%|########7 | 35/40 [00:08<00:01, 3.76it/s] 87/499 4.32G 0.01819 0.01429 0.006738 81 640: 90%|######### | 36/40 [00:08<00:01, 3.74it/s] 87/499 4.32G 0.01817 0.01429 0.006734 76 640: 90%|######### | 36/40 [00:09<00:01, 3.74it/s] 87/499 4.32G 0.01817 0.01429 0.006734 76 640: 92%|#########2| 37/40 [00:09<00:00, 3.63it/s] 87/499 4.32G 0.01818 0.01439 0.006777 92 640: 92%|#########2| 37/40 [00:09<00:00, 3.63it/s] 87/499 4.32G 0.01818 0.01439 0.006777 92 640: 95%|#########5| 38/40 [00:09<00:00, 3.76it/s] 87/499 4.32G 0.01823 0.01443 0.006683 81 640: 95%|#########5| 38/40 [00:09<00:00, 3.76it/s] 87/499 4.32G 0.01823 0.01443 0.006683 81 640: 98%|#########7| 39/40 [00:09<00:00, 3.73it/s] 87/499 4.32G 0.01821 0.01442 0.006581 42 640: 98%|#########7| 39/40 [00:10<00:00, 3.73it/s] 87/499 4.32G 0.01821 0.01442 0.006581 42 640: 100%|##########| 40/40 [00:10<00:00, 3.65it/s] 87/499 4.32G 0.01821 0.01442 0.006581 42 640: 100%|##########| 40/40 [00:10<00:00, 3.97it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:02, 1.50it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.54it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:02<00:00, 1.47it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.76it/s] all 132 263 0.82 0.812 0.897 0.717 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 88/499 4.32G 0.01927 0.01121 0.005767 64 640: 0%| | 0/40 [00:00<?, ?it/s] 88/499 4.32G 0.01927 0.01121 0.005767 64 640: 2%|2 | 1/40 [00:00<00:09, 4.28it/s] 88/499 4.32G 0.01844 0.01111 0.005663 63 640: 2%|2 | 1/40 [00:00<00:09, 4.28it/s] 88/499 4.32G 0.01844 0.01111 0.005663 63 640: 5%|5 | 2/40 [00:00<00:09, 3.95it/s] 88/499 4.32G 0.01966 0.0116 0.007245 57 640: 5%|5 | 2/40 [00:00<00:09, 3.95it/s] 88/499 4.32G 0.01966 0.0116 0.007245 57 640: 8%|7 | 3/40 [00:00<00:10, 3.67it/s] 88/499 4.32G 0.01982 0.01226 0.006624 77 640: 8%|7 | 3/40 [00:01<00:10, 3.67it/s] 88/499 4.32G 0.01982 0.01226 0.006624 77 640: 10%|# | 4/40 [00:01<00:09, 3.82it/s] 88/499 4.32G 0.01931 0.0126 0.005995 74 640: 10%|# | 4/40 [00:01<00:09, 3.82it/s] 88/499 4.32G 0.01931 0.0126 0.005995 74 640: 12%|#2 | 5/40 [00:01<00:08, 3.97it/s] 88/499 4.32G 0.01885 0.0125 0.005607 68 640: 12%|#2 | 5/40 [00:01<00:08, 3.97it/s] 88/499 4.32G 0.01885 0.0125 0.005607 68 640: 15%|#5 | 6/40 [00:01<00:08, 4.13it/s] 88/499 4.32G 0.01856 0.01248 0.005466 74 640: 15%|#5 | 6/40 [00:01<00:08, 4.13it/s] 88/499 4.32G 0.01856 0.01248 0.005466 74 640: 18%|#7 | 7/40 [00:01<00:07, 4.42it/s] 88/499 4.32G 0.01839 0.01273 0.005629 81 640: 18%|#7 | 7/40 [00:01<00:07, 4.42it/s] 88/499 4.32G 0.01839 0.01273 0.005629 81 640: 20%|## | 8/40 [00:01<00:06, 4.65it/s] 88/499 4.32G 0.01843 0.01289 0.005753 78 640: 20%|## | 8/40 [00:02<00:06, 4.65it/s] 88/499 4.32G 0.01843 0.01289 0.005753 78 640: 22%|##2 | 9/40 [00:02<00:06, 4.63it/s] 88/499 4.32G 0.01847 0.01304 0.005723 77 640: 22%|##2 | 9/40 [00:02<00:06, 4.63it/s] 88/499 4.32G 0.01847 0.01304 0.005723 77 640: 25%|##5 | 10/40 [00:02<00:06, 4.61it/s] 88/499 4.32G 0.01837 0.01328 0.005708 86 640: 25%|##5 | 10/40 [00:02<00:06, 4.61it/s] 88/499 4.32G 0.01837 0.01328 0.005708 86 640: 28%|##7 | 11/40 [00:02<00:06, 4.80it/s] 88/499 4.32G 0.01845 0.01315 0.005811 65 640: 28%|##7 | 11/40 [00:02<00:06, 4.80it/s] 88/499 4.32G 0.01845 0.01315 0.005811 65 640: 30%|### | 12/40 [00:02<00:05, 4.76it/s] 88/499 4.32G 0.01826 0.01306 0.00562 68 640: 30%|### | 12/40 [00:02<00:05, 4.76it/s] 88/499 4.32G 0.01826 0.01306 0.00562 68 640: 32%|###2 | 13/40 [00:02<00:05, 4.96it/s] 88/499 4.32G 0.01849 0.01316 0.005844 65 640: 32%|###2 | 13/40 [00:03<00:05, 4.96it/s] 88/499 4.32G 0.01849 0.01316 0.005844 65 640: 35%|###5 | 14/40 [00:03<00:05, 5.04it/s] 88/499 4.32G 0.01844 0.01335 0.005592 93 640: 35%|###5 | 14/40 [00:03<00:05, 5.04it/s] 88/499 4.32G 0.01844 0.01335 0.005592 93 640: 38%|###7 | 15/40 [00:03<00:05, 4.85it/s] 88/499 4.32G 0.0184 0.0134 0.005752 75 640: 38%|###7 | 15/40 [00:03<00:05, 4.85it/s] 88/499 4.32G 0.0184 0.0134 0.005752 75 640: 40%|#### | 16/40 [00:03<00:05, 4.54it/s] 88/499 4.32G 0.01857 0.01358 0.005685 86 640: 40%|#### | 16/40 [00:03<00:05, 4.54it/s] 88/499 4.32G 0.01857 0.01358 0.005685 86 640: 42%|####2 | 17/40 [00:03<00:05, 4.25it/s] 88/499 4.32G 0.01852 0.01345 0.005755 65 640: 42%|####2 | 17/40 [00:04<00:05, 4.25it/s] 88/499 4.32G 0.01852 0.01345 0.005755 65 640: 45%|####5 | 18/40 [00:04<00:05, 3.98it/s] 88/499 4.32G 0.01847 0.01345 0.005592 80 640: 45%|####5 | 18/40 [00:04<00:05, 3.98it/s] 88/499 4.32G 0.01847 0.01345 0.005592 80 640: 48%|####7 | 19/40 [00:04<00:05, 3.99it/s] 88/499 4.32G 0.01849 0.01346 0.005518 75 640: 48%|####7 | 19/40 [00:04<00:05, 3.99it/s] 88/499 4.32G 0.01849 0.01346 0.005518 75 640: 50%|##### | 20/40 [00:04<00:05, 3.90it/s] 88/499 4.32G 0.01846 0.01341 0.005545 69 640: 50%|##### | 20/40 [00:04<00:05, 3.90it/s] 88/499 4.32G 0.01846 0.01341 0.005545 69 640: 52%|#####2 | 21/40 [00:04<00:05, 3.74it/s] 88/499 4.32G 0.01849 0.01347 0.005503 76 640: 52%|#####2 | 21/40 [00:05<00:05, 3.74it/s] 88/499 4.32G 0.01849 0.01347 0.005503 76 640: 55%|#####5 | 22/40 [00:05<00:04, 3.83it/s] 88/499 4.32G 0.0184 0.01352 0.00547 82 640: 55%|#####5 | 22/40 [00:05<00:04, 3.83it/s] 88/499 4.32G 0.0184 0.01352 0.00547 82 640: 57%|#####7 | 23/40 [00:05<00:04, 3.79it/s] 88/499 4.32G 0.01852 0.01354 0.00558 77 640: 57%|#####7 | 23/40 [00:05<00:04, 3.79it/s] 88/499 4.32G 0.01852 0.01354 0.00558 77 640: 60%|###### | 24/40 [00:05<00:04, 3.66it/s] 88/499 4.32G 0.01843 0.01356 0.005449 75 640: 60%|###### | 24/40 [00:06<00:04, 3.66it/s] 88/499 4.32G 0.01843 0.01356 0.005449 75 640: 62%|######2 | 25/40 [00:06<00:04, 3.68it/s] 88/499 4.32G 0.01837 0.01354 0.005392 75 640: 62%|######2 | 25/40 [00:06<00:04, 3.68it/s] 88/499 4.32G 0.01837 0.01354 0.005392 75 640: 65%|######5 | 26/40 [00:06<00:03, 3.66it/s] 88/499 4.32G 0.0184 0.01357 0.00541 80 640: 65%|######5 | 26/40 [00:06<00:03, 3.66it/s] 88/499 4.32G 0.0184 0.01357 0.00541 80 640: 68%|######7 | 27/40 [00:06<00:03, 3.58it/s] 88/499 4.32G 0.01837 0.01353 0.005326 70 640: 68%|######7 | 27/40 [00:06<00:03, 3.58it/s] 88/499 4.32G 0.01837 0.01353 0.005326 70 640: 70%|####### | 28/40 [00:06<00:03, 3.72it/s] 88/499 4.32G 0.01844 0.01355 0.005344 65 640: 70%|####### | 28/40 [00:07<00:03, 3.72it/s] 88/499 4.32G 0.01844 0.01355 0.005344 65 640: 72%|#######2 | 29/40 [00:07<00:03, 3.66it/s] 88/499 4.32G 0.01843 0.01364 0.005294 92 640: 72%|#######2 | 29/40 [00:07<00:03, 3.66it/s] 88/499 4.32G 0.01843 0.01364 0.005294 92 640: 75%|#######5 | 30/40 [00:07<00:02, 3.57it/s] 88/499 4.32G 0.01851 0.01358 0.005413 59 640: 75%|#######5 | 30/40 [00:07<00:02, 3.57it/s] 88/499 4.32G 0.01851 0.01358 0.005413 59 640: 78%|#######7 | 31/40 [00:07<00:02, 3.71it/s] 88/499 4.32G 0.01852 0.01363 0.005446 79 640: 78%|#######7 | 31/40 [00:07<00:02, 3.71it/s] 88/499 4.32G 0.01852 0.01363 0.005446 79 640: 80%|######## | 32/40 [00:07<00:02, 3.66it/s] 88/499 4.32G 0.01846 0.01365 0.00543 75 640: 80%|######## | 32/40 [00:08<00:02, 3.66it/s] 88/499 4.32G 0.01846 0.01365 0.00543 75 640: 82%|########2 | 33/40 [00:08<00:01, 3.58it/s] 88/499 4.32G 0.01839 0.01359 0.005446 59 640: 82%|########2 | 33/40 [00:08<00:01, 3.58it/s] 88/499 4.32G 0.01839 0.01359 0.005446 59 640: 85%|########5 | 34/40 [00:08<00:01, 3.72it/s] 88/499 4.32G 0.01841 0.01363 0.00542 75 640: 85%|########5 | 34/40 [00:08<00:01, 3.72it/s] 88/499 4.32G 0.01841 0.01363 0.00542 75 640: 88%|########7 | 35/40 [00:08<00:01, 3.71it/s] 88/499 4.32G 0.01843 0.01367 0.005426 81 640: 88%|########7 | 35/40 [00:09<00:01, 3.71it/s] 88/499 4.32G 0.01843 0.01367 0.005426 81 640: 90%|######### | 36/40 [00:09<00:01, 3.60it/s] 88/499 4.32G 0.01837 0.01363 0.005318 63 640: 90%|######### | 36/40 [00:09<00:01, 3.60it/s] 88/499 4.32G 0.01837 0.01363 0.005318 63 640: 92%|#########2| 37/40 [00:09<00:00, 3.74it/s] 88/499 4.32G 0.01842 0.01365 0.00544 82 640: 92%|#########2| 37/40 [00:09<00:00, 3.74it/s] 88/499 4.32G 0.01842 0.01365 0.00544 82 640: 95%|#########5| 38/40 [00:09<00:00, 3.71it/s] 88/499 4.32G 0.01845 0.01364 0.00541 71 640: 95%|#########5| 38/40 [00:09<00:00, 3.71it/s] 88/499 4.32G 0.01845 0.01364 0.00541 71 640: 98%|#########7| 39/40 [00:09<00:00, 3.61it/s] 88/499 4.32G 0.01849 0.01349 0.005412 20 640: 98%|#########7| 39/40 [00:10<00:00, 3.61it/s] 88/499 4.32G 0.01849 0.01349 0.005412 20 640: 100%|##########| 40/40 [00:10<00:00, 3.77it/s] 88/499 4.32G 0.01849 0.01349 0.005412 20 640: 100%|##########| 40/40 [00:10<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.69it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.50it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.50it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.75it/s] all 132 263 0.855 0.925 0.911 0.719 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 89/499 4.32G 0.01979 0.01475 0.004655 79 640: 0%| | 0/40 [00:00<?, ?it/s] 89/499 4.32G 0.01979 0.01475 0.004655 79 640: 2%|2 | 1/40 [00:00<00:07, 5.43it/s] 89/499 4.32G 0.01964 0.01308 0.003595 58 640: 2%|2 | 1/40 [00:00<00:07, 5.43it/s] 89/499 4.32G 0.01964 0.01308 0.003595 58 640: 5%|5 | 2/40 [00:00<00:08, 4.25it/s] 89/499 4.32G 0.01946 0.01381 0.003694 82 640: 5%|5 | 2/40 [00:00<00:08, 4.25it/s] 89/499 4.32G 0.01946 0.01381 0.003694 82 640: 8%|7 | 3/40 [00:00<00:08, 4.33it/s] 89/499 4.32G 0.01972 0.01355 0.005159 65 640: 8%|7 | 3/40 [00:00<00:08, 4.33it/s] 89/499 4.32G 0.01972 0.01355 0.005159 65 640: 10%|# | 4/40 [00:00<00:07, 4.64it/s] 89/499 4.32G 0.01942 0.01369 0.005305 78 640: 10%|# | 4/40 [00:01<00:07, 4.64it/s] 89/499 4.32G 0.01942 0.01369 0.005305 78 640: 12%|#2 | 5/40 [00:01<00:07, 4.56it/s] 89/499 4.32G 0.01892 0.01362 0.005133 79 640: 12%|#2 | 5/40 [00:01<00:07, 4.56it/s] 89/499 4.32G 0.01892 0.01362 0.005133 79 640: 15%|#5 | 6/40 [00:01<00:07, 4.78it/s] 89/499 4.32G 0.01919 0.01375 0.005582 79 640: 15%|#5 | 6/40 [00:01<00:07, 4.78it/s] 89/499 4.32G 0.01919 0.01375 0.005582 79 640: 18%|#7 | 7/40 [00:01<00:06, 4.93it/s] 89/499 4.32G 0.01898 0.01337 0.005977 65 640: 18%|#7 | 7/40 [00:01<00:06, 4.93it/s] 89/499 4.32G 0.01898 0.01337 0.005977 65 640: 20%|## | 8/40 [00:01<00:06, 4.83it/s] 89/499 4.32G 0.01916 0.01341 0.005756 69 640: 20%|## | 8/40 [00:01<00:06, 4.83it/s] 89/499 4.32G 0.01916 0.01341 0.005756 69 640: 22%|##2 | 9/40 [00:01<00:06, 4.96it/s] 89/499 4.32G 0.01899 0.01351 0.005732 78 640: 22%|##2 | 9/40 [00:02<00:06, 4.96it/s] 89/499 4.32G 0.01899 0.01351 0.005732 78 640: 25%|##5 | 10/40 [00:02<00:05, 5.07it/s] 89/499 4.32G 0.01906 0.01343 0.005918 65 640: 25%|##5 | 10/40 [00:02<00:05, 5.07it/s] 89/499 4.32G 0.01906 0.01343 0.005918 65 640: 28%|##7 | 11/40 [00:02<00:05, 4.96it/s] 89/499 4.32G 0.019 0.01332 0.005884 63 640: 28%|##7 | 11/40 [00:02<00:05, 4.96it/s] 89/499 4.32G 0.019 0.01332 0.005884 63 640: 30%|### | 12/40 [00:02<00:05, 5.04it/s] 89/499 4.32G 0.0189 0.01331 0.006065 76 640: 30%|### | 12/40 [00:02<00:05, 5.04it/s] 89/499 4.32G 0.0189 0.01331 0.006065 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.15it/s] 89/499 4.32G 0.01896 0.0135 0.006103 82 640: 32%|###2 | 13/40 [00:02<00:05, 5.15it/s] 89/499 4.32G 0.01896 0.0135 0.006103 82 640: 35%|###5 | 14/40 [00:02<00:05, 4.86it/s] 89/499 4.32G 0.01881 0.01344 0.006054 77 640: 35%|###5 | 14/40 [00:03<00:05, 4.86it/s] 89/499 4.32G 0.01881 0.01344 0.006054 77 640: 38%|###7 | 15/40 [00:03<00:05, 4.52it/s] 89/499 4.32G 0.01881 0.01363 0.006298 83 640: 38%|###7 | 15/40 [00:03<00:05, 4.52it/s] 89/499 4.32G 0.01881 0.01363 0.006298 83 640: 40%|#### | 16/40 [00:03<00:05, 4.25it/s] 89/499 4.32G 0.01877 0.01352 0.006169 64 640: 40%|#### | 16/40 [00:03<00:05, 4.25it/s] 89/499 4.32G 0.01877 0.01352 0.006169 64 640: 42%|####2 | 17/40 [00:03<00:05, 3.96it/s] 89/499 4.32G 0.0188 0.01379 0.006443 95 640: 42%|####2 | 17/40 [00:03<00:05, 3.96it/s] 89/499 4.32G 0.0188 0.01379 0.006443 95 640: 45%|####5 | 18/40 [00:03<00:05, 3.95it/s] 89/499 4.32G 0.01894 0.0141 0.006572 96 640: 45%|####5 | 18/40 [00:04<00:05, 3.95it/s] 89/499 4.32G 0.01894 0.0141 0.006572 96 640: 48%|####7 | 19/40 [00:04<00:05, 3.89it/s] 89/499 4.32G 0.01893 0.01408 0.006652 69 640: 48%|####7 | 19/40 [00:04<00:05, 3.89it/s] 89/499 4.32G 0.01893 0.01408 0.006652 69 640: 50%|##### | 20/40 [00:04<00:05, 3.73it/s] 89/499 4.32G 0.01899 0.01402 0.00653 64 640: 50%|##### | 20/40 [00:04<00:05, 3.73it/s] 89/499 4.32G 0.01899 0.01402 0.00653 64 640: 52%|#####2 | 21/40 [00:04<00:05, 3.80it/s] 89/499 4.32G 0.01894 0.01398 0.006475 66 640: 52%|#####2 | 21/40 [00:05<00:05, 3.80it/s] 89/499 4.32G 0.01894 0.01398 0.006475 66 640: 55%|#####5 | 22/40 [00:05<00:04, 3.77it/s] 89/499 4.32G 0.01891 0.01402 0.006383 77 640: 55%|#####5 | 22/40 [00:05<00:04, 3.77it/s] 89/499 4.32G 0.01891 0.01402 0.006383 77 640: 57%|#####7 | 23/40 [00:05<00:04, 3.64it/s] 89/499 4.32G 0.0188 0.01404 0.006304 88 640: 57%|#####7 | 23/40 [00:05<00:04, 3.64it/s] 89/499 4.32G 0.0188 0.01404 0.006304 88 640: 60%|###### | 24/40 [00:05<00:04, 3.72it/s] 89/499 4.32G 0.01881 0.01398 0.006363 69 640: 60%|###### | 24/40 [00:05<00:04, 3.72it/s] 89/499 4.32G 0.01881 0.01398 0.006363 69 640: 62%|######2 | 25/40 [00:05<00:04, 3.73it/s] 89/499 4.32G 0.01883 0.01396 0.006465 73 640: 62%|######2 | 25/40 [00:06<00:04, 3.73it/s] 89/499 4.32G 0.01883 0.01396 0.006465 73 640: 65%|######5 | 26/40 [00:06<00:03, 3.62it/s] 89/499 4.32G 0.01882 0.01397 0.00634 81 640: 65%|######5 | 26/40 [00:06<00:03, 3.62it/s] 89/499 4.32G 0.01882 0.01397 0.00634 81 640: 68%|######7 | 27/40 [00:06<00:03, 3.70it/s] 89/499 4.32G 0.0188 0.01404 0.006436 78 640: 68%|######7 | 27/40 [00:06<00:03, 3.70it/s] 89/499 4.32G 0.0188 0.01404 0.006436 78 640: 70%|####### | 28/40 [00:06<00:03, 3.71it/s] 89/499 4.32G 0.01878 0.01407 0.006368 72 640: 70%|####### | 28/40 [00:06<00:03, 3.71it/s] 89/499 4.32G 0.01878 0.01407 0.006368 72 640: 72%|#######2 | 29/40 [00:06<00:03, 3.61it/s] 89/499 4.32G 0.01875 0.01404 0.006348 69 640: 72%|#######2 | 29/40 [00:07<00:03, 3.61it/s] 89/499 4.32G 0.01875 0.01404 0.006348 69 640: 75%|#######5 | 30/40 [00:07<00:02, 3.70it/s] 89/499 4.32G 0.01874 0.01404 0.006267 78 640: 75%|#######5 | 30/40 [00:07<00:02, 3.70it/s] 89/499 4.32G 0.01874 0.01404 0.006267 78 640: 78%|#######7 | 31/40 [00:07<00:02, 3.71it/s] 89/499 4.32G 0.01875 0.01415 0.006252 87 640: 78%|#######7 | 31/40 [00:07<00:02, 3.71it/s] 89/499 4.32G 0.01875 0.01415 0.006252 87 640: 80%|######## | 32/40 [00:07<00:02, 3.61it/s] 89/499 4.32G 0.01874 0.0141 0.006452 67 640: 80%|######## | 32/40 [00:08<00:02, 3.61it/s] 89/499 4.32G 0.01874 0.0141 0.006452 67 640: 82%|########2 | 33/40 [00:08<00:01, 3.70it/s] 89/499 4.32G 0.01872 0.01409 0.006458 69 640: 82%|########2 | 33/40 [00:08<00:01, 3.70it/s] 89/499 4.32G 0.01872 0.01409 0.006458 69 640: 85%|########5 | 34/40 [00:08<00:01, 3.71it/s] 89/499 4.32G 0.01863 0.01411 0.006545 86 640: 85%|########5 | 34/40 [00:08<00:01, 3.71it/s] 89/499 4.32G 0.01863 0.01411 0.006545 86 640: 88%|########7 | 35/40 [00:08<00:01, 3.61it/s] 89/499 4.32G 0.0186 0.01404 0.006497 59 640: 88%|########7 | 35/40 [00:08<00:01, 3.61it/s] 89/499 4.32G 0.0186 0.01404 0.006497 59 640: 90%|######### | 36/40 [00:08<00:01, 3.70it/s] 89/499 4.32G 0.0186 0.01401 0.006387 68 640: 90%|######### | 36/40 [00:09<00:01, 3.70it/s] 89/499 4.32G 0.0186 0.01401 0.006387 68 640: 92%|#########2| 37/40 [00:09<00:00, 3.74it/s] 89/499 4.32G 0.0186 0.01395 0.006355 58 640: 92%|#########2| 37/40 [00:09<00:00, 3.74it/s] 89/499 4.32G 0.0186 0.01395 0.006355 58 640: 95%|#########5| 38/40 [00:09<00:00, 3.64it/s] 89/499 4.32G 0.01866 0.01386 0.006347 55 640: 95%|#########5| 38/40 [00:09<00:00, 3.64it/s] 89/499 4.32G 0.01866 0.01386 0.006347 55 640: 98%|#########7| 39/40 [00:09<00:00, 3.73it/s] 89/499 4.32G 0.01872 0.01404 0.006444 55 640: 98%|#########7| 39/40 [00:09<00:00, 3.73it/s] 89/499 4.32G 0.01872 0.01404 0.006444 55 640: 100%|##########| 40/40 [00:09<00:00, 3.81it/s] 89/499 4.32G 0.01872 0.01404 0.006444 55 640: 100%|##########| 40/40 [00:09<00:00, 4.03it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.53it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.52it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.54it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.10it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.85it/s] all 132 263 0.882 0.854 0.892 0.7 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 90/499 4.32G 0.01797 0.01252 0.003885 76 640: 0%| | 0/40 [00:00<?, ?it/s] 90/499 4.32G 0.01797 0.01252 0.003885 76 640: 2%|2 | 1/40 [00:00<00:09, 4.21it/s] 90/499 4.32G 0.01925 0.01204 0.00471 59 640: 2%|2 | 1/40 [00:00<00:09, 4.21it/s] 90/499 4.32G 0.01925 0.01204 0.00471 59 640: 5%|5 | 2/40 [00:00<00:09, 4.21it/s] 90/499 4.32G 0.01902 0.01234 0.0042 72 640: 5%|5 | 2/40 [00:00<00:09, 4.21it/s] 90/499 4.32G 0.01902 0.01234 0.0042 72 640: 8%|7 | 3/40 [00:00<00:07, 4.64it/s] 90/499 4.32G 0.01913 0.01253 0.003736 70 640: 8%|7 | 3/40 [00:00<00:07, 4.64it/s] 90/499 4.32G 0.01913 0.01253 0.003736 70 640: 10%|# | 4/40 [00:00<00:07, 4.66it/s] 90/499 4.32G 0.01944 0.01311 0.004059 69 640: 10%|# | 4/40 [00:01<00:07, 4.66it/s] 90/499 4.32G 0.01944 0.01311 0.004059 69 640: 12%|#2 | 5/40 [00:01<00:07, 4.84it/s] 90/499 4.32G 0.01915 0.01272 0.003779 60 640: 12%|#2 | 5/40 [00:01<00:07, 4.84it/s] 90/499 4.32G 0.01915 0.01272 0.003779 60 640: 15%|#5 | 6/40 [00:01<00:06, 4.99it/s] 90/499 4.32G 0.01892 0.01277 0.003732 71 640: 15%|#5 | 6/40 [00:01<00:06, 4.99it/s] 90/499 4.32G 0.01892 0.01277 0.003732 71 640: 18%|#7 | 7/40 [00:01<00:06, 4.84it/s] 90/499 4.32G 0.01897 0.0129 0.004295 74 640: 18%|#7 | 7/40 [00:01<00:06, 4.84it/s] 90/499 4.32G 0.01897 0.0129 0.004295 74 640: 20%|## | 8/40 [00:01<00:06, 4.94it/s] 90/499 4.32G 0.01891 0.01298 0.004755 71 640: 20%|## | 8/40 [00:01<00:06, 4.94it/s] 90/499 4.32G 0.01891 0.01298 0.004755 71 640: 22%|##2 | 9/40 [00:01<00:06, 5.05it/s] 90/499 4.32G 0.01894 0.01317 0.004979 76 640: 22%|##2 | 9/40 [00:02<00:06, 5.05it/s] 90/499 4.32G 0.01894 0.01317 0.004979 76 640: 25%|##5 | 10/40 [00:02<00:06, 4.90it/s] 90/499 4.32G 0.01899 0.01333 0.005425 75 640: 25%|##5 | 10/40 [00:02<00:06, 4.90it/s] 90/499 4.32G 0.01899 0.01333 0.005425 75 640: 28%|##7 | 11/40 [00:02<00:05, 4.96it/s] 90/499 4.32G 0.01891 0.01345 0.005678 80 640: 28%|##7 | 11/40 [00:02<00:05, 4.96it/s] 90/499 4.32G 0.01891 0.01345 0.005678 80 640: 30%|### | 12/40 [00:02<00:05, 5.10it/s] 90/499 4.32G 0.01888 0.01358 0.005686 79 640: 30%|### | 12/40 [00:02<00:05, 5.10it/s] 90/499 4.32G 0.01888 0.01358 0.005686 79 640: 32%|###2 | 13/40 [00:02<00:05, 4.86it/s] 90/499 4.32G 0.01885 0.01384 0.005733 85 640: 32%|###2 | 13/40 [00:02<00:05, 4.86it/s] 90/499 4.32G 0.01885 0.01384 0.005733 85 640: 35%|###5 | 14/40 [00:02<00:05, 4.58it/s] 90/499 4.32G 0.01886 0.01383 0.005817 71 640: 35%|###5 | 14/40 [00:03<00:05, 4.58it/s] 90/499 4.32G 0.01886 0.01383 0.005817 71 640: 38%|###7 | 15/40 [00:03<00:05, 4.27it/s] 90/499 4.32G 0.01882 0.01366 0.005721 54 640: 38%|###7 | 15/40 [00:03<00:05, 4.27it/s] 90/499 4.32G 0.01882 0.01366 0.005721 54 640: 40%|#### | 16/40 [00:03<00:06, 3.96it/s] 90/499 4.32G 0.0188 0.01382 0.006161 88 640: 40%|#### | 16/40 [00:03<00:06, 3.96it/s] 90/499 4.32G 0.0188 0.01382 0.006161 88 640: 42%|####2 | 17/40 [00:03<00:05, 3.98it/s] 90/499 4.32G 0.01874 0.01377 0.006049 74 640: 42%|####2 | 17/40 [00:04<00:05, 3.98it/s] 90/499 4.32G 0.01874 0.01377 0.006049 74 640: 45%|####5 | 18/40 [00:04<00:05, 3.90it/s] 90/499 4.32G 0.01881 0.01369 0.006212 62 640: 45%|####5 | 18/40 [00:04<00:05, 3.90it/s] 90/499 4.32G 0.01881 0.01369 0.006212 62 640: 48%|####7 | 19/40 [00:04<00:05, 3.70it/s] 90/499 4.32G 0.01886 0.01385 0.006337 93 640: 48%|####7 | 19/40 [00:04<00:05, 3.70it/s] 90/499 4.32G 0.01886 0.01385 0.006337 93 640: 50%|##### | 20/40 [00:04<00:05, 3.78it/s] 90/499 4.32G 0.01879 0.01392 0.006278 89 640: 50%|##### | 20/40 [00:04<00:05, 3.78it/s] 90/499 4.32G 0.01879 0.01392 0.006278 89 640: 52%|#####2 | 21/40 [00:04<00:05, 3.78it/s] 90/499 4.32G 0.01889 0.01402 0.006436 77 640: 52%|#####2 | 21/40 [00:05<00:05, 3.78it/s] 90/499 4.32G 0.01889 0.01402 0.006436 77 640: 55%|#####5 | 22/40 [00:05<00:04, 3.62it/s] 90/499 4.32G 0.01892 0.01403 0.006423 76 640: 55%|#####5 | 22/40 [00:05<00:04, 3.62it/s] 90/499 4.32G 0.01892 0.01403 0.006423 76 640: 57%|#####7 | 23/40 [00:05<00:04, 3.73it/s] 90/499 4.32G 0.01893 0.01402 0.006401 70 640: 57%|#####7 | 23/40 [00:05<00:04, 3.73it/s] 90/499 4.32G 0.01893 0.01402 0.006401 70 640: 60%|###### | 24/40 [00:05<00:04, 3.72it/s] 90/499 4.32G 0.01897 0.0141 0.006407 84 640: 60%|###### | 24/40 [00:05<00:04, 3.72it/s] 90/499 4.32G 0.01897 0.0141 0.006407 84 640: 62%|######2 | 25/40 [00:05<00:04, 3.62it/s] 90/499 4.32G 0.01902 0.01423 0.006522 87 640: 62%|######2 | 25/40 [00:06<00:04, 3.62it/s] 90/499 4.32G 0.01902 0.01423 0.006522 87 640: 65%|######5 | 26/40 [00:06<00:03, 3.75it/s] 90/499 4.32G 0.01908 0.0142 0.006477 70 640: 65%|######5 | 26/40 [00:06<00:03, 3.75it/s] 90/499 4.32G 0.01908 0.0142 0.006477 70 640: 68%|######7 | 27/40 [00:06<00:03, 3.76it/s] 90/499 4.32G 0.0191 0.01415 0.00642 76 640: 68%|######7 | 27/40 [00:06<00:03, 3.76it/s] 90/499 4.32G 0.0191 0.01415 0.00642 76 640: 70%|####### | 28/40 [00:06<00:03, 3.63it/s] 90/499 4.32G 0.01909 0.0142 0.006525 84 640: 70%|####### | 28/40 [00:07<00:03, 3.63it/s] 90/499 4.32G 0.01909 0.0142 0.006525 84 640: 72%|#######2 | 29/40 [00:07<00:02, 3.74it/s] 90/499 4.32G 0.01901 0.01421 0.006402 80 640: 72%|#######2 | 29/40 [00:07<00:02, 3.74it/s] 90/499 4.32G 0.01901 0.01421 0.006402 80 640: 75%|#######5 | 30/40 [00:07<00:02, 3.73it/s] 90/499 4.32G 0.01897 0.0142 0.006333 77 640: 75%|#######5 | 30/40 [00:07<00:02, 3.73it/s] 90/499 4.32G 0.01897 0.0142 0.006333 77 640: 78%|#######7 | 31/40 [00:07<00:02, 3.60it/s] 90/499 4.32G 0.01905 0.01417 0.006379 69 640: 78%|#######7 | 31/40 [00:07<00:02, 3.60it/s] 90/499 4.32G 0.01905 0.01417 0.006379 69 640: 80%|######## | 32/40 [00:07<00:02, 3.74it/s] 90/499 4.32G 0.0191 0.01425 0.006397 85 640: 80%|######## | 32/40 [00:08<00:02, 3.74it/s] 90/499 4.32G 0.0191 0.01425 0.006397 85 640: 82%|########2 | 33/40 [00:08<00:01, 3.74it/s] 90/499 4.32G 0.01911 0.01439 0.006361 100 640: 82%|########2 | 33/40 [00:08<00:01, 3.74it/s] 90/499 4.32G 0.01911 0.01439 0.006361 100 640: 85%|########5 | 34/40 [00:08<00:01, 3.60it/s] 90/499 4.32G 0.01915 0.01427 0.006336 53 640: 85%|########5 | 34/40 [00:08<00:01, 3.60it/s] 90/499 4.32G 0.01915 0.01427 0.006336 53 640: 88%|########7 | 35/40 [00:08<00:01, 3.72it/s] 90/499 4.32G 0.01925 0.01427 0.006429 71 640: 88%|########7 | 35/40 [00:08<00:01, 3.72it/s] 90/499 4.32G 0.01925 0.01427 0.006429 71 640: 90%|######### | 36/40 [00:08<00:01, 3.71it/s] 90/499 4.32G 0.01929 0.01429 0.006313 67 640: 90%|######### | 36/40 [00:09<00:01, 3.71it/s] 90/499 4.32G 0.01929 0.01429 0.006313 67 640: 92%|#########2| 37/40 [00:09<00:00, 3.58it/s] 90/499 4.32G 0.01924 0.01432 0.006264 86 640: 92%|#########2| 37/40 [00:09<00:00, 3.58it/s] 90/499 4.32G 0.01924 0.01432 0.006264 86 640: 95%|#########5| 38/40 [00:09<00:00, 3.73it/s] 90/499 4.32G 0.01922 0.01436 0.006219 81 640: 95%|#########5| 38/40 [00:09<00:00, 3.73it/s] 90/499 4.32G 0.01922 0.01436 0.006219 81 640: 98%|#########7| 39/40 [00:09<00:00, 3.73it/s] 90/499 4.32G 0.0192 0.01441 0.006131 45 640: 98%|#########7| 39/40 [00:09<00:00, 3.73it/s] 90/499 4.32G 0.0192 0.01441 0.006131 45 640: 100%|##########| 40/40 [00:09<00:00, 3.74it/s] 90/499 4.32G 0.0192 0.01441 0.006131 45 640: 100%|##########| 40/40 [00:09<00:00, 4.01it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:02, 1.43it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.46it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:02<00:00, 1.42it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.70it/s] all 132 263 0.854 0.892 0.9 0.684 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 91/499 4.32G 0.01741 0.01546 0.002949 80 640: 0%| | 0/40 [00:00<?, ?it/s] 91/499 4.32G 0.01741 0.01546 0.002949 80 640: 2%|2 | 1/40 [00:00<00:07, 5.14it/s] 91/499 4.32G 0.01739 0.01398 0.006031 65 640: 2%|2 | 1/40 [00:00<00:07, 5.14it/s] 91/499 4.32G 0.01739 0.01398 0.006031 65 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 91/499 4.32G 0.0178 0.01403 0.00738 65 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 91/499 4.32G 0.0178 0.01403 0.00738 65 640: 8%|7 | 3/40 [00:00<00:07, 4.95it/s] 91/499 4.32G 0.0186 0.01341 0.006628 52 640: 8%|7 | 3/40 [00:00<00:07, 4.95it/s] 91/499 4.32G 0.0186 0.01341 0.006628 52 640: 10%|# | 4/40 [00:00<00:07, 5.06it/s] 91/499 4.32G 0.01929 0.01311 0.007006 60 640: 10%|# | 4/40 [00:00<00:07, 5.06it/s] 91/499 4.32G 0.01929 0.01311 0.007006 60 640: 12%|#2 | 5/40 [00:00<00:06, 5.16it/s] 91/499 4.32G 0.01943 0.01355 0.006808 82 640: 12%|#2 | 5/40 [00:01<00:06, 5.16it/s] 91/499 4.32G 0.01943 0.01355 0.006808 82 640: 15%|#5 | 6/40 [00:01<00:06, 4.98it/s] 91/499 4.32G 0.01933 0.01388 0.007429 79 640: 15%|#5 | 6/40 [00:01<00:06, 4.98it/s] 91/499 4.32G 0.01933 0.01388 0.007429 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.09it/s] 91/499 4.32G 0.01941 0.01379 0.007501 71 640: 18%|#7 | 7/40 [00:01<00:06, 5.09it/s] 91/499 4.32G 0.01941 0.01379 0.007501 71 640: 20%|## | 8/40 [00:01<00:06, 5.18it/s] 91/499 4.32G 0.01922 0.01372 0.007447 71 640: 20%|## | 8/40 [00:01<00:06, 5.18it/s] 91/499 4.32G 0.01922 0.01372 0.007447 71 640: 22%|##2 | 9/40 [00:01<00:06, 4.97it/s] 91/499 4.32G 0.01926 0.01386 0.007391 83 640: 22%|##2 | 9/40 [00:01<00:06, 4.97it/s] 91/499 4.32G 0.01926 0.01386 0.007391 83 640: 25%|##5 | 10/40 [00:01<00:05, 5.12it/s] 91/499 4.32G 0.01904 0.01372 0.007403 60 640: 25%|##5 | 10/40 [00:02<00:05, 5.12it/s] 91/499 4.32G 0.01904 0.01372 0.007403 60 640: 28%|##7 | 11/40 [00:02<00:05, 5.07it/s] 91/499 4.32G 0.01888 0.01371 0.007698 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.07it/s] 91/499 4.32G 0.01888 0.01371 0.007698 77 640: 30%|### | 12/40 [00:02<00:06, 4.39it/s] 91/499 4.32G 0.01898 0.01369 0.007808 69 640: 30%|### | 12/40 [00:02<00:06, 4.39it/s] 91/499 4.32G 0.01898 0.01369 0.007808 69 640: 32%|###2 | 13/40 [00:02<00:06, 4.24it/s] 91/499 4.32G 0.01898 0.01338 0.007772 56 640: 32%|###2 | 13/40 [00:02<00:06, 4.24it/s] 91/499 4.32G 0.01898 0.01338 0.007772 56 640: 35%|###5 | 14/40 [00:02<00:06, 4.09it/s] 91/499 4.32G 0.01898 0.01344 0.007453 81 640: 35%|###5 | 14/40 [00:03<00:06, 4.09it/s] 91/499 4.32G 0.01898 0.01344 0.007453 81 640: 38%|###7 | 15/40 [00:03<00:06, 3.85it/s] 91/499 4.32G 0.01905 0.01334 0.007497 58 640: 38%|###7 | 15/40 [00:03<00:06, 3.85it/s] 91/499 4.32G 0.01905 0.01334 0.007497 58 640: 40%|#### | 16/40 [00:03<00:06, 3.88it/s] 91/499 4.32G 0.01903 0.01362 0.007522 94 640: 40%|#### | 16/40 [00:03<00:06, 3.88it/s] 91/499 4.32G 0.01903 0.01362 0.007522 94 640: 42%|####2 | 17/40 [00:03<00:05, 3.85it/s] 91/499 4.32G 0.01904 0.01372 0.007651 79 640: 42%|####2 | 17/40 [00:04<00:05, 3.85it/s] 91/499 4.32G 0.01904 0.01372 0.007651 79 640: 45%|####5 | 18/40 [00:04<00:05, 3.70it/s] 91/499 4.32G 0.019 0.01362 0.007377 68 640: 45%|####5 | 18/40 [00:04<00:05, 3.70it/s] 91/499 4.32G 0.019 0.01362 0.007377 68 640: 48%|####7 | 19/40 [00:04<00:05, 3.78it/s] 91/499 4.32G 0.01893 0.01354 0.007271 71 640: 48%|####7 | 19/40 [00:04<00:05, 3.78it/s] 91/499 4.32G 0.01893 0.01354 0.007271 71 640: 50%|##### | 20/40 [00:04<00:05, 3.77it/s] 91/499 4.32G 0.01903 0.01358 0.007161 83 640: 50%|##### | 20/40 [00:04<00:05, 3.77it/s] 91/499 4.32G 0.01903 0.01358 0.007161 83 640: 52%|#####2 | 21/40 [00:04<00:05, 3.64it/s] 91/499 4.32G 0.01903 0.01369 0.007056 77 640: 52%|#####2 | 21/40 [00:05<00:05, 3.64it/s] 91/499 4.32G 0.01903 0.01369 0.007056 77 640: 55%|#####5 | 22/40 [00:05<00:04, 3.71it/s] 91/499 4.32G 0.01905 0.01364 0.007077 73 640: 55%|#####5 | 22/40 [00:05<00:04, 3.71it/s] 91/499 4.32G 0.01905 0.01364 0.007077 73 640: 57%|#####7 | 23/40 [00:05<00:04, 3.72it/s] 91/499 4.32G 0.01908 0.01362 0.007154 69 640: 57%|#####7 | 23/40 [00:05<00:04, 3.72it/s] 91/499 4.32G 0.01908 0.01362 0.007154 69 640: 60%|###### | 24/40 [00:05<00:04, 3.62it/s] 91/499 4.32G 0.01904 0.0137 0.007018 88 640: 60%|###### | 24/40 [00:05<00:04, 3.62it/s] 91/499 4.32G 0.01904 0.0137 0.007018 88 640: 62%|######2 | 25/40 [00:05<00:04, 3.72it/s] 91/499 4.32G 0.01899 0.01375 0.006959 78 640: 62%|######2 | 25/40 [00:06<00:04, 3.72it/s] 91/499 4.32G 0.01899 0.01375 0.006959 78 640: 65%|######5 | 26/40 [00:06<00:03, 3.74it/s] 91/499 4.32G 0.01888 0.01367 0.006916 67 640: 65%|######5 | 26/40 [00:06<00:03, 3.74it/s] 91/499 4.32G 0.01888 0.01367 0.006916 67 640: 68%|######7 | 27/40 [00:06<00:03, 3.60it/s] 91/499 4.32G 0.01887 0.01368 0.007053 68 640: 68%|######7 | 27/40 [00:06<00:03, 3.60it/s] 91/499 4.32G 0.01887 0.01368 0.007053 68 640: 70%|####### | 28/40 [00:06<00:03, 3.73it/s] 91/499 4.32G 0.01884 0.01361 0.007053 65 640: 70%|####### | 28/40 [00:07<00:03, 3.73it/s] 91/499 4.32G 0.01884 0.01361 0.007053 65 640: 72%|#######2 | 29/40 [00:07<00:02, 3.73it/s] 91/499 4.32G 0.01883 0.01366 0.006992 86 640: 72%|#######2 | 29/40 [00:07<00:02, 3.73it/s] 91/499 4.32G 0.01883 0.01366 0.006992 86 640: 75%|#######5 | 30/40 [00:07<00:02, 3.59it/s] 91/499 4.32G 0.01886 0.01369 0.006929 78 640: 75%|#######5 | 30/40 [00:07<00:02, 3.59it/s] 91/499 4.32G 0.01886 0.01369 0.006929 78 640: 78%|#######7 | 31/40 [00:07<00:02, 3.69it/s] 91/499 4.32G 0.01886 0.01373 0.006964 77 640: 78%|#######7 | 31/40 [00:07<00:02, 3.69it/s] 91/499 4.32G 0.01886 0.01373 0.006964 77 640: 80%|######## | 32/40 [00:07<00:02, 3.68it/s] 91/499 4.32G 0.0189 0.01378 0.007123 80 640: 80%|######## | 32/40 [00:08<00:02, 3.68it/s] 91/499 4.32G 0.0189 0.01378 0.007123 80 640: 82%|########2 | 33/40 [00:08<00:01, 3.58it/s] 91/499 4.32G 0.01891 0.01382 0.007027 73 640: 82%|########2 | 33/40 [00:08<00:01, 3.58it/s] 91/499 4.32G 0.01891 0.01382 0.007027 73 640: 85%|########5 | 34/40 [00:08<00:01, 3.69it/s] 91/499 4.32G 0.01889 0.01383 0.007042 80 640: 85%|########5 | 34/40 [00:08<00:01, 3.69it/s] 91/499 4.32G 0.01889 0.01383 0.007042 80 640: 88%|########7 | 35/40 [00:08<00:01, 3.72it/s] 91/499 4.32G 0.01892 0.01377 0.00705 66 640: 88%|########7 | 35/40 [00:08<00:01, 3.72it/s] 91/499 4.32G 0.01892 0.01377 0.00705 66 640: 90%|######### | 36/40 [00:08<00:01, 3.60it/s] 91/499 4.32G 0.01897 0.01387 0.006959 76 640: 90%|######### | 36/40 [00:09<00:01, 3.60it/s] 91/499 4.32G 0.01897 0.01387 0.006959 76 640: 92%|#########2| 37/40 [00:09<00:00, 3.69it/s] 91/499 4.32G 0.01907 0.01387 0.007032 61 640: 92%|#########2| 37/40 [00:09<00:00, 3.69it/s] 91/499 4.32G 0.01907 0.01387 0.007032 61 640: 95%|#########5| 38/40 [00:09<00:00, 3.71it/s] 91/499 4.32G 0.01905 0.01395 0.007035 84 640: 95%|#########5| 38/40 [00:09<00:00, 3.71it/s] 91/499 4.32G 0.01905 0.01395 0.007035 84 640: 98%|#########7| 39/40 [00:09<00:00, 3.60it/s] 91/499 4.32G 0.019 0.01386 0.006881 32 640: 98%|#########7| 39/40 [00:10<00:00, 3.60it/s] 91/499 4.32G 0.019 0.01386 0.006881 32 640: 100%|##########| 40/40 [00:10<00:00, 3.86it/s] 91/499 4.32G 0.019 0.01386 0.006881 32 640: 100%|##########| 40/40 [00:10<00:00, 3.99it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.62it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.46it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.51it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.10it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.84it/s] all 132 263 0.9 0.81 0.86 0.696 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 92/499 4.32G 0.0188 0.01247 0.008735 63 640: 0%| | 0/40 [00:00<?, ?it/s] 92/499 4.32G 0.0188 0.01247 0.008735 63 640: 2%|2 | 1/40 [00:00<00:07, 5.37it/s] 92/499 4.32G 0.01913 0.01475 0.006907 75 640: 2%|2 | 1/40 [00:00<00:07, 5.37it/s] 92/499 4.32G 0.01913 0.01475 0.006907 75 640: 5%|5 | 2/40 [00:00<00:07, 4.92it/s] 92/499 4.32G 0.02035 0.01447 0.007162 76 640: 5%|5 | 2/40 [00:00<00:07, 4.92it/s] 92/499 4.32G 0.02035 0.01447 0.007162 76 640: 8%|7 | 3/40 [00:00<00:07, 5.11it/s] 92/499 4.32G 0.01972 0.01434 0.00635 75 640: 8%|7 | 3/40 [00:00<00:07, 5.11it/s] 92/499 4.32G 0.01972 0.01434 0.00635 75 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 92/499 4.32G 0.01921 0.01417 0.006369 73 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 92/499 4.32G 0.01921 0.01417 0.006369 73 640: 12%|#2 | 5/40 [00:00<00:06, 5.01it/s] 92/499 4.32G 0.01915 0.01462 0.006445 91 640: 12%|#2 | 5/40 [00:01<00:06, 5.01it/s] 92/499 4.32G 0.01915 0.01462 0.006445 91 640: 15%|#5 | 6/40 [00:01<00:06, 5.06it/s] 92/499 4.32G 0.01882 0.01433 0.006093 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.06it/s] 92/499 4.32G 0.01882 0.01433 0.006093 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 92/499 4.32G 0.0186 0.0139 0.006363 64 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 92/499 4.32G 0.0186 0.0139 0.006363 64 640: 20%|## | 8/40 [00:01<00:06, 4.95it/s] 92/499 4.32G 0.01871 0.01393 0.006567 71 640: 20%|## | 8/40 [00:01<00:06, 4.95it/s] 92/499 4.32G 0.01871 0.01393 0.006567 71 640: 22%|##2 | 9/40 [00:01<00:06, 4.57it/s] 92/499 4.32G 0.01876 0.01369 0.006553 58 640: 22%|##2 | 9/40 [00:02<00:06, 4.57it/s] 92/499 4.32G 0.01876 0.01369 0.006553 58 640: 25%|##5 | 10/40 [00:02<00:06, 4.29it/s] 92/499 4.32G 0.01873 0.01356 0.006274 68 640: 25%|##5 | 10/40 [00:02<00:06, 4.29it/s] 92/499 4.32G 0.01873 0.01356 0.006274 68 640: 28%|##7 | 11/40 [00:02<00:07, 3.97it/s] 92/499 4.32G 0.01885 0.01409 0.006351 103 640: 28%|##7 | 11/40 [00:02<00:07, 3.97it/s] 92/499 4.32G 0.01885 0.01409 0.006351 103 640: 30%|### | 12/40 [00:02<00:07, 3.96it/s] 92/499 4.32G 0.01891 0.0144 0.006269 98 640: 30%|### | 12/40 [00:02<00:07, 3.96it/s] 92/499 4.32G 0.01891 0.0144 0.006269 98 640: 32%|###2 | 13/40 [00:02<00:06, 3.91it/s] 92/499 4.32G 0.01887 0.01435 0.006912 70 640: 32%|###2 | 13/40 [00:03<00:06, 3.91it/s] 92/499 4.32G 0.01887 0.01435 0.006912 70 640: 35%|###5 | 14/40 [00:03<00:07, 3.70it/s] 92/499 4.32G 0.01879 0.01448 0.006797 88 640: 35%|###5 | 14/40 [00:03<00:07, 3.70it/s] 92/499 4.32G 0.01879 0.01448 0.006797 88 640: 38%|###7 | 15/40 [00:03<00:06, 3.81it/s] 92/499 4.32G 0.01865 0.01445 0.006741 73 640: 38%|###7 | 15/40 [00:03<00:06, 3.81it/s] 92/499 4.32G 0.01865 0.01445 0.006741 73 640: 40%|#### | 16/40 [00:03<00:06, 3.81it/s] 92/499 4.32G 0.01853 0.01452 0.006623 90 640: 40%|#### | 16/40 [00:04<00:06, 3.81it/s] 92/499 4.32G 0.01853 0.01452 0.006623 90 640: 42%|####2 | 17/40 [00:04<00:06, 3.69it/s] 92/499 4.32G 0.01857 0.01459 0.006801 86 640: 42%|####2 | 17/40 [00:04<00:06, 3.69it/s] 92/499 4.32G 0.01857 0.01459 0.006801 86 640: 45%|####5 | 18/40 [00:04<00:05, 3.74it/s] 92/499 4.32G 0.01847 0.01458 0.007057 84 640: 45%|####5 | 18/40 [00:04<00:05, 3.74it/s] 92/499 4.32G 0.01847 0.01458 0.007057 84 640: 48%|####7 | 19/40 [00:04<00:05, 3.76it/s] 92/499 4.32G 0.01843 0.01461 0.006882 82 640: 48%|####7 | 19/40 [00:04<00:05, 3.76it/s] 92/499 4.32G 0.01843 0.01461 0.006882 82 640: 50%|##### | 20/40 [00:04<00:05, 3.62it/s] 92/499 4.32G 0.01834 0.01449 0.006805 69 640: 50%|##### | 20/40 [00:05<00:05, 3.62it/s] 92/499 4.32G 0.01834 0.01449 0.006805 69 640: 52%|#####2 | 21/40 [00:05<00:05, 3.71it/s] 92/499 4.32G 0.01843 0.01438 0.006783 66 640: 52%|#####2 | 21/40 [00:05<00:05, 3.71it/s] 92/499 4.32G 0.01843 0.01438 0.006783 66 640: 55%|#####5 | 22/40 [00:05<00:04, 3.72it/s] 92/499 4.32G 0.01854 0.01452 0.006724 92 640: 55%|#####5 | 22/40 [00:05<00:04, 3.72it/s] 92/499 4.32G 0.01854 0.01452 0.006724 92 640: 57%|#####7 | 23/40 [00:05<00:04, 3.65it/s] 92/499 4.32G 0.01845 0.01439 0.006755 73 640: 57%|#####7 | 23/40 [00:05<00:04, 3.65it/s] 92/499 4.32G 0.01845 0.01439 0.006755 73 640: 60%|###### | 24/40 [00:05<00:04, 3.73it/s] 92/499 4.32G 0.01843 0.01441 0.00677 81 640: 60%|###### | 24/40 [00:06<00:04, 3.73it/s] 92/499 4.32G 0.01843 0.01441 0.00677 81 640: 62%|######2 | 25/40 [00:06<00:04, 3.74it/s] 92/499 4.32G 0.01845 0.01443 0.006795 85 640: 62%|######2 | 25/40 [00:06<00:04, 3.74it/s] 92/499 4.32G 0.01845 0.01443 0.006795 85 640: 65%|######5 | 26/40 [00:06<00:03, 3.63it/s] 92/499 4.32G 0.01851 0.01447 0.006927 80 640: 65%|######5 | 26/40 [00:06<00:03, 3.63it/s] 92/499 4.32G 0.01851 0.01447 0.006927 80 640: 68%|######7 | 27/40 [00:06<00:03, 3.72it/s] 92/499 4.32G 0.01848 0.01444 0.006992 71 640: 68%|######7 | 27/40 [00:06<00:03, 3.72it/s] 92/499 4.32G 0.01848 0.01444 0.006992 71 640: 70%|####### | 28/40 [00:06<00:03, 3.73it/s] 92/499 4.32G 0.01847 0.01445 0.006978 76 640: 70%|####### | 28/40 [00:07<00:03, 3.73it/s] 92/499 4.32G 0.01847 0.01445 0.006978 76 640: 72%|#######2 | 29/40 [00:07<00:03, 3.62it/s] 92/499 4.32G 0.01845 0.01443 0.006877 76 640: 72%|#######2 | 29/40 [00:07<00:03, 3.62it/s] 92/499 4.32G 0.01845 0.01443 0.006877 76 640: 75%|#######5 | 30/40 [00:07<00:02, 3.71it/s] 92/499 4.32G 0.0184 0.01443 0.006802 75 640: 75%|#######5 | 30/40 [00:07<00:02, 3.71it/s] 92/499 4.32G 0.0184 0.01443 0.006802 75 640: 78%|#######7 | 31/40 [00:07<00:02, 3.73it/s] 92/499 4.32G 0.01841 0.01443 0.006792 74 640: 78%|#######7 | 31/40 [00:08<00:02, 3.73it/s] 92/499 4.32G 0.01841 0.01443 0.006792 74 640: 80%|######## | 32/40 [00:08<00:02, 3.63it/s] 92/499 4.32G 0.01838 0.01443 0.006788 80 640: 80%|######## | 32/40 [00:08<00:02, 3.63it/s] 92/499 4.32G 0.01838 0.01443 0.006788 80 640: 82%|########2 | 33/40 [00:08<00:01, 3.72it/s] 92/499 4.32G 0.01841 0.01449 0.006826 82 640: 82%|########2 | 33/40 [00:08<00:01, 3.72it/s] 92/499 4.32G 0.01841 0.01449 0.006826 82 640: 85%|########5 | 34/40 [00:08<00:01, 3.73it/s] 92/499 4.32G 0.01835 0.01447 0.006889 79 640: 85%|########5 | 34/40 [00:08<00:01, 3.73it/s] 92/499 4.32G 0.01835 0.01447 0.006889 79 640: 88%|########7 | 35/40 [00:08<00:01, 3.63it/s] 92/499 4.32G 0.01832 0.01441 0.007007 69 640: 88%|########7 | 35/40 [00:09<00:01, 3.63it/s] 92/499 4.32G 0.01832 0.01441 0.007007 69 640: 90%|######### | 36/40 [00:09<00:01, 3.72it/s] 92/499 4.32G 0.01832 0.01444 0.006988 75 640: 90%|######### | 36/40 [00:09<00:01, 3.72it/s] 92/499 4.32G 0.01832 0.01444 0.006988 75 640: 92%|#########2| 37/40 [00:09<00:00, 3.71it/s] 92/499 4.32G 0.01831 0.01448 0.006947 79 640: 92%|#########2| 37/40 [00:09<00:00, 3.71it/s] 92/499 4.32G 0.01831 0.01448 0.006947 79 640: 95%|#########5| 38/40 [00:09<00:00, 3.65it/s] 92/499 4.32G 0.01822 0.01438 0.006916 68 640: 95%|#########5| 38/40 [00:09<00:00, 3.65it/s] 92/499 4.32G 0.01822 0.01438 0.006916 68 640: 98%|#########7| 39/40 [00:09<00:00, 3.74it/s] 92/499 4.32G 0.01827 0.0144 0.007125 33 640: 98%|#########7| 39/40 [00:10<00:00, 3.74it/s] 92/499 4.32G 0.01827 0.0144 0.007125 33 640: 100%|##########| 40/40 [00:10<00:00, 3.81it/s] 92/499 4.32G 0.01827 0.0144 0.007125 33 640: 100%|##########| 40/40 [00:10<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:02, 1.40it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.49it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.81it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.49it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.06it/s] all 132 263 0.861 0.828 0.846 0.699 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 93/499 4.32G 0.01881 0.01545 0.005221 78 640: 0%| | 0/40 [00:00<?, ?it/s] 93/499 4.32G 0.01881 0.01545 0.005221 78 640: 2%|2 | 1/40 [00:00<00:08, 4.83it/s] 93/499 4.32G 0.01807 0.0143 0.004493 63 640: 2%|2 | 1/40 [00:00<00:08, 4.83it/s] 93/499 4.32G 0.01807 0.0143 0.004493 63 640: 5%|5 | 2/40 [00:00<00:07, 5.15it/s] 93/499 4.32G 0.01795 0.01435 0.004753 82 640: 5%|5 | 2/40 [00:00<00:07, 5.15it/s] 93/499 4.32G 0.01795 0.01435 0.004753 82 640: 8%|7 | 3/40 [00:00<00:07, 5.28it/s] 93/499 4.32G 0.01806 0.0138 0.004703 69 640: 8%|7 | 3/40 [00:00<00:07, 5.28it/s] 93/499 4.32G 0.01806 0.0138 0.004703 69 640: 10%|# | 4/40 [00:00<00:08, 4.17it/s] 93/499 4.32G 0.01794 0.01355 0.005191 80 640: 10%|# | 4/40 [00:01<00:08, 4.17it/s] 93/499 4.32G 0.01794 0.01355 0.005191 80 640: 12%|#2 | 5/40 [00:01<00:08, 4.12it/s] 93/499 4.32G 0.01799 0.01405 0.004833 87 640: 12%|#2 | 5/40 [00:01<00:08, 4.12it/s] 93/499 4.32G 0.01799 0.01405 0.004833 87 640: 15%|#5 | 6/40 [00:01<00:08, 3.94it/s] 93/499 4.32G 0.01833 0.01417 0.005029 74 640: 15%|#5 | 6/40 [00:01<00:08, 3.94it/s] 93/499 4.32G 0.01833 0.01417 0.005029 74 640: 18%|#7 | 7/40 [00:01<00:08, 3.74it/s] 93/499 4.32G 0.0183 0.01379 0.004852 67 640: 18%|#7 | 7/40 [00:01<00:08, 3.74it/s] 93/499 4.32G 0.0183 0.01379 0.004852 67 640: 20%|## | 8/40 [00:01<00:08, 3.87it/s] 93/499 4.32G 0.01831 0.01392 0.004801 83 640: 20%|## | 8/40 [00:02<00:08, 3.87it/s] 93/499 4.32G 0.01831 0.01392 0.004801 83 640: 22%|##2 | 9/40 [00:02<00:08, 3.81it/s] 93/499 4.32G 0.01813 0.01391 0.00476 80 640: 22%|##2 | 9/40 [00:02<00:08, 3.81it/s] 93/499 4.32G 0.01813 0.01391 0.00476 80 640: 25%|##5 | 10/40 [00:02<00:08, 3.70it/s] 93/499 4.32G 0.01812 0.01395 0.005109 78 640: 25%|##5 | 10/40 [00:02<00:08, 3.70it/s] 93/499 4.32G 0.01812 0.01395 0.005109 78 640: 28%|##7 | 11/40 [00:02<00:07, 3.77it/s] 93/499 4.32G 0.01788 0.01383 0.005201 70 640: 28%|##7 | 11/40 [00:03<00:07, 3.77it/s] 93/499 4.32G 0.01788 0.01383 0.005201 70 640: 30%|### | 12/40 [00:03<00:07, 3.74it/s] 93/499 4.32G 0.01785 0.01361 0.005115 57 640: 30%|### | 12/40 [00:03<00:07, 3.74it/s] 93/499 4.32G 0.01785 0.01361 0.005115 57 640: 32%|###2 | 13/40 [00:03<00:07, 3.64it/s] 93/499 4.32G 0.01781 0.01347 0.005114 64 640: 32%|###2 | 13/40 [00:03<00:07, 3.64it/s] 93/499 4.32G 0.01781 0.01347 0.005114 64 640: 35%|###5 | 14/40 [00:03<00:06, 3.75it/s] 93/499 4.32G 0.01803 0.01352 0.005281 69 640: 35%|###5 | 14/40 [00:03<00:06, 3.75it/s] 93/499 4.32G 0.01803 0.01352 0.005281 69 640: 38%|###7 | 15/40 [00:03<00:06, 3.73it/s] 93/499 4.32G 0.01803 0.01368 0.005506 82 640: 38%|###7 | 15/40 [00:04<00:06, 3.73it/s] 93/499 4.32G 0.01803 0.01368 0.005506 82 640: 40%|#### | 16/40 [00:04<00:06, 3.57it/s] 93/499 4.32G 0.01795 0.01361 0.005587 72 640: 40%|#### | 16/40 [00:04<00:06, 3.57it/s] 93/499 4.32G 0.01795 0.01361 0.005587 72 640: 42%|####2 | 17/40 [00:04<00:06, 3.74it/s] 93/499 4.32G 0.01798 0.01377 0.005731 80 640: 42%|####2 | 17/40 [00:04<00:06, 3.74it/s] 93/499 4.32G 0.01798 0.01377 0.005731 80 640: 45%|####5 | 18/40 [00:04<00:05, 3.70it/s] 93/499 4.32G 0.01782 0.01376 0.005912 74 640: 45%|####5 | 18/40 [00:04<00:05, 3.70it/s] 93/499 4.32G 0.01782 0.01376 0.005912 74 640: 48%|####7 | 19/40 [00:04<00:05, 3.59it/s] 93/499 4.32G 0.01796 0.01367 0.006065 55 640: 48%|####7 | 19/40 [00:05<00:05, 3.59it/s] 93/499 4.32G 0.01796 0.01367 0.006065 55 640: 50%|##### | 20/40 [00:05<00:05, 3.74it/s] 93/499 4.32G 0.01789 0.01359 0.005966 69 640: 50%|##### | 20/40 [00:05<00:05, 3.74it/s] 93/499 4.32G 0.01789 0.01359 0.005966 69 640: 52%|#####2 | 21/40 [00:05<00:05, 3.72it/s] 93/499 4.32G 0.01783 0.01358 0.005845 70 640: 52%|#####2 | 21/40 [00:05<00:05, 3.72it/s] 93/499 4.32G 0.01783 0.01358 0.005845 70 640: 55%|#####5 | 22/40 [00:05<00:04, 3.63it/s] 93/499 4.32G 0.01783 0.01357 0.006079 73 640: 55%|#####5 | 22/40 [00:06<00:04, 3.63it/s] 93/499 4.32G 0.01783 0.01357 0.006079 73 640: 57%|#####7 | 23/40 [00:06<00:04, 3.72it/s] 93/499 4.32G 0.01782 0.01344 0.00603 56 640: 57%|#####7 | 23/40 [00:06<00:04, 3.72it/s] 93/499 4.32G 0.01782 0.01344 0.00603 56 640: 60%|###### | 24/40 [00:06<00:04, 3.71it/s] 93/499 4.32G 0.01778 0.01343 0.006004 76 640: 60%|###### | 24/40 [00:06<00:04, 3.71it/s] 93/499 4.32G 0.01778 0.01343 0.006004 76 640: 62%|######2 | 25/40 [00:06<00:04, 3.62it/s] 93/499 4.32G 0.01777 0.0134 0.006064 72 640: 62%|######2 | 25/40 [00:06<00:04, 3.62it/s] 93/499 4.32G 0.01777 0.0134 0.006064 72 640: 65%|######5 | 26/40 [00:06<00:03, 3.76it/s] 93/499 4.32G 0.0178 0.01341 0.006176 62 640: 65%|######5 | 26/40 [00:07<00:03, 3.76it/s] 93/499 4.32G 0.0178 0.01341 0.006176 62 640: 68%|######7 | 27/40 [00:07<00:03, 3.73it/s] 93/499 4.32G 0.01783 0.01336 0.006166 63 640: 68%|######7 | 27/40 [00:07<00:03, 3.73it/s] 93/499 4.32G 0.01783 0.01336 0.006166 63 640: 70%|####### | 28/40 [00:07<00:03, 3.62it/s] 93/499 4.32G 0.01786 0.01336 0.006152 63 640: 70%|####### | 28/40 [00:07<00:03, 3.62it/s] 93/499 4.32G 0.01786 0.01336 0.006152 63 640: 72%|#######2 | 29/40 [00:07<00:02, 3.74it/s] 93/499 4.32G 0.01785 0.01332 0.006092 67 640: 72%|#######2 | 29/40 [00:07<00:02, 3.74it/s] 93/499 4.32G 0.01785 0.01332 0.006092 67 640: 75%|#######5 | 30/40 [00:07<00:02, 3.73it/s] 93/499 4.32G 0.01783 0.01339 0.006112 79 640: 75%|#######5 | 30/40 [00:08<00:02, 3.73it/s] 93/499 4.32G 0.01783 0.01339 0.006112 79 640: 78%|#######7 | 31/40 [00:08<00:02, 3.62it/s] 93/499 4.32G 0.01786 0.01347 0.006167 81 640: 78%|#######7 | 31/40 [00:08<00:02, 3.62it/s] 93/499 4.32G 0.01786 0.01347 0.006167 81 640: 80%|######## | 32/40 [00:08<00:02, 3.72it/s] 93/499 4.32G 0.01779 0.01338 0.00637 58 640: 80%|######## | 32/40 [00:08<00:02, 3.72it/s] 93/499 4.32G 0.01779 0.01338 0.00637 58 640: 82%|########2 | 33/40 [00:08<00:01, 3.68it/s] 93/499 4.32G 0.01777 0.01344 0.006317 86 640: 82%|########2 | 33/40 [00:09<00:01, 3.68it/s] 93/499 4.32G 0.01777 0.01344 0.006317 86 640: 85%|########5 | 34/40 [00:09<00:01, 3.57it/s] 93/499 4.32G 0.01774 0.01343 0.006262 76 640: 85%|########5 | 34/40 [00:09<00:01, 3.57it/s] 93/499 4.32G 0.01774 0.01343 0.006262 76 640: 88%|########7 | 35/40 [00:09<00:01, 3.71it/s] 93/499 4.32G 0.01777 0.01345 0.00628 77 640: 88%|########7 | 35/40 [00:09<00:01, 3.71it/s] 93/499 4.32G 0.01777 0.01345 0.00628 77 640: 90%|######### | 36/40 [00:09<00:01, 3.70it/s] 93/499 4.32G 0.01771 0.01344 0.006272 75 640: 90%|######### | 36/40 [00:09<00:01, 3.70it/s] 93/499 4.32G 0.01771 0.01344 0.006272 75 640: 92%|#########2| 37/40 [00:09<00:00, 3.61it/s] 93/499 4.32G 0.01773 0.01354 0.006284 93 640: 92%|#########2| 37/40 [00:10<00:00, 3.61it/s] 93/499 4.32G 0.01773 0.01354 0.006284 93 640: 95%|#########5| 38/40 [00:10<00:00, 3.73it/s] 93/499 4.32G 0.01773 0.01353 0.006222 62 640: 95%|#########5| 38/40 [00:10<00:00, 3.73it/s] 93/499 4.32G 0.01773 0.01353 0.006222 62 640: 98%|#########7| 39/40 [00:10<00:00, 3.71it/s] 93/499 4.32G 0.01778 0.01348 0.006154 29 640: 98%|#########7| 39/40 [00:10<00:00, 3.71it/s] 93/499 4.32G 0.01778 0.01348 0.006154 29 640: 100%|##########| 40/40 [00:10<00:00, 3.63it/s] 93/499 4.32G 0.01778 0.01348 0.006154 29 640: 100%|##########| 40/40 [00:10<00:00, 3.75it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.02it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.23it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.36it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.10it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.72it/s] all 132 263 0.905 0.847 0.878 0.736 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 94/499 4.32G 0.01668 0.01679 0.005127 88 640: 0%| | 0/40 [00:00<?, ?it/s] 94/499 4.32G 0.01668 0.01679 0.005127 88 640: 2%|2 | 1/40 [00:00<00:10, 3.68it/s] 94/499 4.32G 0.01684 0.01693 0.003874 87 640: 2%|2 | 1/40 [00:00<00:10, 3.68it/s] 94/499 4.32G 0.01684 0.01693 0.003874 87 640: 5%|5 | 2/40 [00:00<00:10, 3.66it/s] 94/499 4.32G 0.01638 0.01541 0.004332 71 640: 5%|5 | 2/40 [00:00<00:10, 3.66it/s] 94/499 4.32G 0.01638 0.01541 0.004332 71 640: 8%|7 | 3/40 [00:00<00:10, 3.54it/s] 94/499 4.32G 0.01707 0.01624 0.00561 99 640: 8%|7 | 3/40 [00:01<00:10, 3.54it/s] 94/499 4.32G 0.01707 0.01624 0.00561 99 640: 10%|# | 4/40 [00:01<00:09, 3.74it/s] 94/499 4.32G 0.01704 0.01537 0.005294 65 640: 10%|# | 4/40 [00:01<00:09, 3.74it/s] 94/499 4.32G 0.01704 0.01537 0.005294 65 640: 12%|#2 | 5/40 [00:01<00:09, 3.71it/s] 94/499 4.32G 0.01705 0.01501 0.005895 72 640: 12%|#2 | 5/40 [00:01<00:09, 3.71it/s] 94/499 4.32G 0.01705 0.01501 0.005895 72 640: 15%|#5 | 6/40 [00:01<00:09, 3.60it/s] 94/499 4.32G 0.01729 0.01512 0.005804 87 640: 15%|#5 | 6/40 [00:01<00:09, 3.60it/s] 94/499 4.32G 0.01729 0.01512 0.005804 87 640: 18%|#7 | 7/40 [00:01<00:08, 3.74it/s] 94/499 4.32G 0.01725 0.01513 0.006279 79 640: 18%|#7 | 7/40 [00:02<00:08, 3.74it/s] 94/499 4.32G 0.01725 0.01513 0.006279 79 640: 20%|## | 8/40 [00:02<00:08, 3.71it/s] 94/499 4.32G 0.01706 0.01464 0.006506 74 640: 20%|## | 8/40 [00:02<00:08, 3.71it/s] 94/499 4.32G 0.01706 0.01464 0.006506 74 640: 22%|##2 | 9/40 [00:02<00:08, 3.59it/s] 94/499 4.32G 0.01683 0.01445 0.006405 77 640: 22%|##2 | 9/40 [00:02<00:08, 3.59it/s] 94/499 4.32G 0.01683 0.01445 0.006405 77 640: 25%|##5 | 10/40 [00:02<00:08, 3.74it/s] 94/499 4.32G 0.01686 0.01431 0.006207 67 640: 25%|##5 | 10/40 [00:02<00:08, 3.74it/s] 94/499 4.32G 0.01686 0.01431 0.006207 67 640: 28%|##7 | 11/40 [00:02<00:07, 3.71it/s] 94/499 4.32G 0.01682 0.01405 0.006156 67 640: 28%|##7 | 11/40 [00:03<00:07, 3.71it/s] 94/499 4.32G 0.01682 0.01405 0.006156 67 640: 30%|### | 12/40 [00:03<00:07, 3.58it/s] 94/499 4.32G 0.01664 0.01396 0.006078 74 640: 30%|### | 12/40 [00:03<00:07, 3.58it/s] 94/499 4.32G 0.01664 0.01396 0.006078 74 640: 32%|###2 | 13/40 [00:03<00:07, 3.73it/s] 94/499 4.32G 0.01663 0.01393 0.006353 79 640: 32%|###2 | 13/40 [00:03<00:07, 3.73it/s] 94/499 4.32G 0.01663 0.01393 0.006353 79 640: 35%|###5 | 14/40 [00:03<00:07, 3.67it/s] 94/499 4.32G 0.01655 0.01381 0.006286 69 640: 35%|###5 | 14/40 [00:04<00:07, 3.67it/s] 94/499 4.32G 0.01655 0.01381 0.006286 69 640: 38%|###7 | 15/40 [00:04<00:07, 3.54it/s] 94/499 4.32G 0.01663 0.01405 0.006126 94 640: 38%|###7 | 15/40 [00:04<00:07, 3.54it/s] 94/499 4.32G 0.01663 0.01405 0.006126 94 640: 40%|#### | 16/40 [00:04<00:06, 3.68it/s] 94/499 4.32G 0.01671 0.01415 0.006383 90 640: 40%|#### | 16/40 [00:04<00:06, 3.68it/s] 94/499 4.32G 0.01671 0.01415 0.006383 90 640: 42%|####2 | 17/40 [00:04<00:06, 3.65it/s] 94/499 4.32G 0.01678 0.01403 0.006638 71 640: 42%|####2 | 17/40 [00:04<00:06, 3.65it/s] 94/499 4.32G 0.01678 0.01403 0.006638 71 640: 45%|####5 | 18/40 [00:04<00:06, 3.57it/s] 94/499 4.32G 0.01688 0.01405 0.006544 80 640: 45%|####5 | 18/40 [00:05<00:06, 3.57it/s] 94/499 4.32G 0.01688 0.01405 0.006544 80 640: 48%|####7 | 19/40 [00:05<00:05, 3.71it/s] 94/499 4.32G 0.01679 0.01398 0.006565 82 640: 48%|####7 | 19/40 [00:05<00:05, 3.71it/s] 94/499 4.32G 0.01679 0.01398 0.006565 82 640: 50%|##### | 20/40 [00:05<00:05, 3.69it/s] 94/499 4.32G 0.0168 0.01402 0.006427 80 640: 50%|##### | 20/40 [00:05<00:05, 3.69it/s] 94/499 4.32G 0.0168 0.01402 0.006427 80 640: 52%|#####2 | 21/40 [00:05<00:05, 3.57it/s] 94/499 4.32G 0.01679 0.0141 0.00635 88 640: 52%|#####2 | 21/40 [00:06<00:05, 3.57it/s] 94/499 4.32G 0.01679 0.0141 0.00635 88 640: 55%|#####5 | 22/40 [00:06<00:04, 3.71it/s] 94/499 4.32G 0.01674 0.01399 0.006248 67 640: 55%|#####5 | 22/40 [00:06<00:04, 3.71it/s] 94/499 4.32G 0.01674 0.01399 0.006248 67 640: 57%|#####7 | 23/40 [00:06<00:04, 3.70it/s] 94/499 4.32G 0.0167 0.01392 0.006242 71 640: 57%|#####7 | 23/40 [00:06<00:04, 3.70it/s] 94/499 4.32G 0.0167 0.01392 0.006242 71 640: 60%|###### | 24/40 [00:06<00:04, 3.58it/s] 94/499 4.32G 0.01671 0.01385 0.006081 69 640: 60%|###### | 24/40 [00:06<00:04, 3.58it/s] 94/499 4.32G 0.01671 0.01385 0.006081 69 640: 62%|######2 | 25/40 [00:06<00:04, 3.73it/s] 94/499 4.32G 0.01676 0.01395 0.006064 87 640: 62%|######2 | 25/40 [00:07<00:04, 3.73it/s] 94/499 4.32G 0.01676 0.01395 0.006064 87 640: 65%|######5 | 26/40 [00:07<00:03, 3.70it/s] 94/499 4.32G 0.01668 0.01379 0.005988 60 640: 65%|######5 | 26/40 [00:07<00:03, 3.70it/s] 94/499 4.32G 0.01668 0.01379 0.005988 60 640: 68%|######7 | 27/40 [00:07<00:03, 3.60it/s] 94/499 4.32G 0.01672 0.01374 0.006128 71 640: 68%|######7 | 27/40 [00:07<00:03, 3.60it/s] 94/499 4.32G 0.01672 0.01374 0.006128 71 640: 70%|####### | 28/40 [00:07<00:03, 3.73it/s] 94/499 4.32G 0.01676 0.0138 0.006186 79 640: 70%|####### | 28/40 [00:07<00:03, 3.73it/s] 94/499 4.32G 0.01676 0.0138 0.006186 79 640: 72%|#######2 | 29/40 [00:07<00:02, 3.72it/s] 94/499 4.32G 0.01678 0.01389 0.006144 88 640: 72%|#######2 | 29/40 [00:08<00:02, 3.72it/s] 94/499 4.32G 0.01678 0.01389 0.006144 88 640: 75%|#######5 | 30/40 [00:08<00:02, 3.61it/s] 94/499 4.32G 0.0168 0.01387 0.0061 70 640: 75%|#######5 | 30/40 [00:08<00:02, 3.61it/s] 94/499 4.32G 0.0168 0.01387 0.0061 70 640: 78%|#######7 | 31/40 [00:08<00:02, 3.74it/s] 94/499 4.32G 0.01676 0.01384 0.006043 73 640: 78%|#######7 | 31/40 [00:08<00:02, 3.74it/s] 94/499 4.32G 0.01676 0.01384 0.006043 73 640: 80%|######## | 32/40 [00:08<00:02, 3.72it/s] 94/499 4.32G 0.01679 0.01381 0.006054 71 640: 80%|######## | 32/40 [00:09<00:02, 3.72it/s] 94/499 4.32G 0.01679 0.01381 0.006054 71 640: 82%|########2 | 33/40 [00:09<00:01, 3.61it/s] 94/499 4.32G 0.01671 0.01373 0.005995 66 640: 82%|########2 | 33/40 [00:09<00:01, 3.61it/s] 94/499 4.32G 0.01671 0.01373 0.005995 66 640: 85%|########5 | 34/40 [00:09<00:01, 3.74it/s] 94/499 4.32G 0.01667 0.01372 0.005917 81 640: 85%|########5 | 34/40 [00:09<00:01, 3.74it/s] 94/499 4.32G 0.01667 0.01372 0.005917 81 640: 88%|########7 | 35/40 [00:09<00:01, 3.70it/s] 94/499 4.32G 0.01665 0.01373 0.005985 71 640: 88%|########7 | 35/40 [00:09<00:01, 3.70it/s] 94/499 4.32G 0.01665 0.01373 0.005985 71 640: 90%|######### | 36/40 [00:09<00:01, 3.60it/s] 94/499 4.32G 0.01669 0.01375 0.006013 75 640: 90%|######### | 36/40 [00:10<00:01, 3.60it/s] 94/499 4.32G 0.01669 0.01375 0.006013 75 640: 92%|#########2| 37/40 [00:10<00:00, 3.73it/s] 94/499 4.32G 0.0167 0.01367 0.006054 64 640: 92%|#########2| 37/40 [00:10<00:00, 3.73it/s] 94/499 4.32G 0.0167 0.01367 0.006054 64 640: 95%|#########5| 38/40 [00:10<00:00, 3.71it/s] 94/499 4.32G 0.01674 0.01363 0.006048 65 640: 95%|#########5| 38/40 [00:10<00:00, 3.71it/s] 94/499 4.32G 0.01674 0.01363 0.006048 65 640: 98%|#########7| 39/40 [00:10<00:00, 3.65it/s] 94/499 4.32G 0.01674 0.01369 0.005986 40 640: 98%|#########7| 39/40 [00:10<00:00, 3.65it/s] 94/499 4.32G 0.01674 0.01369 0.005986 40 640: 100%|##########| 40/40 [00:10<00:00, 3.98it/s] 94/499 4.32G 0.01674 0.01369 0.005986 40 640: 100%|##########| 40/40 [00:10<00:00, 3.69it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.53it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.55it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.77it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.72it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.23it/s] all 132 263 0.876 0.885 0.88 0.731 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 95/499 4.32G 0.01945 0.01448 0.006084 79 640: 0%| | 0/40 [00:00<?, ?it/s] 95/499 4.32G 0.01945 0.01448 0.006084 79 640: 2%|2 | 1/40 [00:00<00:10, 3.60it/s] 95/499 4.32G 0.01843 0.01449 0.005287 80 640: 2%|2 | 1/40 [00:00<00:10, 3.60it/s] 95/499 4.32G 0.01843 0.01449 0.005287 80 640: 5%|5 | 2/40 [00:00<00:11, 3.43it/s] 95/499 4.32G 0.01825 0.0142 0.005581 83 640: 5%|5 | 2/40 [00:00<00:11, 3.43it/s] 95/499 4.32G 0.01825 0.0142 0.005581 83 640: 8%|7 | 3/40 [00:00<00:10, 3.40it/s] 95/499 4.32G 0.0177 0.01406 0.004865 79 640: 8%|7 | 3/40 [00:01<00:10, 3.40it/s] 95/499 4.32G 0.0177 0.01406 0.004865 79 640: 10%|# | 4/40 [00:01<00:10, 3.52it/s] 95/499 4.32G 0.01775 0.01425 0.005843 80 640: 10%|# | 4/40 [00:01<00:10, 3.52it/s] 95/499 4.32G 0.01775 0.01425 0.005843 80 640: 12%|#2 | 5/40 [00:01<00:10, 3.48it/s] 95/499 4.32G 0.01735 0.01375 0.006087 65 640: 12%|#2 | 5/40 [00:01<00:10, 3.48it/s] 95/499 4.32G 0.01735 0.01375 0.006087 65 640: 15%|#5 | 6/40 [00:01<00:09, 3.64it/s] 95/499 4.32G 0.01699 0.01363 0.005986 83 640: 15%|#5 | 6/40 [00:01<00:09, 3.64it/s] 95/499 4.32G 0.01699 0.01363 0.005986 83 640: 18%|#7 | 7/40 [00:01<00:08, 3.68it/s] 95/499 4.32G 0.01704 0.01344 0.006202 70 640: 18%|#7 | 7/40 [00:02<00:08, 3.68it/s] 95/499 4.32G 0.01704 0.01344 0.006202 70 640: 20%|## | 8/40 [00:02<00:08, 3.61it/s] 95/499 4.32G 0.01684 0.01334 0.005874 75 640: 20%|## | 8/40 [00:02<00:08, 3.61it/s] 95/499 4.32G 0.01684 0.01334 0.005874 75 640: 22%|##2 | 9/40 [00:02<00:08, 3.68it/s] 95/499 4.32G 0.01679 0.01322 0.005653 68 640: 22%|##2 | 9/40 [00:02<00:08, 3.68it/s] 95/499 4.32G 0.01679 0.01322 0.005653 68 640: 25%|##5 | 10/40 [00:02<00:08, 3.71it/s] 95/499 4.32G 0.01665 0.01288 0.005537 63 640: 25%|##5 | 10/40 [00:03<00:08, 3.71it/s] 95/499 4.32G 0.01665 0.01288 0.005537 63 640: 28%|##7 | 11/40 [00:03<00:08, 3.61it/s] 95/499 4.32G 0.01674 0.01289 0.005414 75 640: 28%|##7 | 11/40 [00:03<00:08, 3.61it/s] 95/499 4.32G 0.01674 0.01289 0.005414 75 640: 30%|### | 12/40 [00:03<00:07, 3.71it/s] 95/499 4.32G 0.01667 0.01286 0.005414 79 640: 30%|### | 12/40 [00:03<00:07, 3.71it/s] 95/499 4.32G 0.01667 0.01286 0.005414 79 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 95/499 4.32G 0.01662 0.01276 0.005528 68 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 95/499 4.32G 0.01662 0.01276 0.005528 68 640: 35%|###5 | 14/40 [00:03<00:07, 3.62it/s] 95/499 4.32G 0.01664 0.01285 0.005833 72 640: 35%|###5 | 14/40 [00:04<00:07, 3.62it/s] 95/499 4.32G 0.01664 0.01285 0.005833 72 640: 38%|###7 | 15/40 [00:04<00:06, 3.73it/s] 95/499 4.32G 0.01664 0.01284 0.005739 69 640: 38%|###7 | 15/40 [00:04<00:06, 3.73it/s] 95/499 4.32G 0.01664 0.01284 0.005739 69 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 95/499 4.32G 0.0166 0.01273 0.00558 63 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 95/499 4.32G 0.0166 0.01273 0.00558 63 640: 42%|####2 | 17/40 [00:04<00:06, 3.61it/s] 95/499 4.32G 0.01661 0.01257 0.005721 54 640: 42%|####2 | 17/40 [00:04<00:06, 3.61it/s] 95/499 4.32G 0.01661 0.01257 0.005721 54 640: 45%|####5 | 18/40 [00:04<00:05, 3.72it/s] 95/499 4.32G 0.01671 0.01248 0.005843 61 640: 45%|####5 | 18/40 [00:05<00:05, 3.72it/s] 95/499 4.32G 0.01671 0.01248 0.005843 61 640: 48%|####7 | 19/40 [00:05<00:05, 3.74it/s] 95/499 4.32G 0.01687 0.01243 0.005788 63 640: 48%|####7 | 19/40 [00:05<00:05, 3.74it/s] 95/499 4.32G 0.01687 0.01243 0.005788 63 640: 50%|##### | 20/40 [00:05<00:05, 3.62it/s] 95/499 4.32G 0.01681 0.0125 0.005811 79 640: 50%|##### | 20/40 [00:05<00:05, 3.62it/s] 95/499 4.32G 0.01681 0.0125 0.005811 79 640: 52%|#####2 | 21/40 [00:05<00:05, 3.72it/s] 95/499 4.32G 0.0168 0.01255 0.005991 74 640: 52%|#####2 | 21/40 [00:06<00:05, 3.72it/s] 95/499 4.32G 0.0168 0.01255 0.005991 74 640: 55%|#####5 | 22/40 [00:06<00:04, 3.73it/s] 95/499 4.32G 0.01681 0.01268 0.00588 78 640: 55%|#####5 | 22/40 [00:06<00:04, 3.73it/s] 95/499 4.32G 0.01681 0.01268 0.00588 78 640: 57%|#####7 | 23/40 [00:06<00:04, 3.64it/s] 95/499 4.32G 0.01682 0.01277 0.005862 86 640: 57%|#####7 | 23/40 [00:06<00:04, 3.64it/s] 95/499 4.32G 0.01682 0.01277 0.005862 86 640: 60%|###### | 24/40 [00:06<00:04, 3.60it/s] 95/499 4.32G 0.01679 0.01277 0.005872 67 640: 60%|###### | 24/40 [00:06<00:04, 3.60it/s] 95/499 4.32G 0.01679 0.01277 0.005872 67 640: 62%|######2 | 25/40 [00:06<00:04, 3.64it/s] 95/499 4.32G 0.01696 0.01287 0.005824 76 640: 62%|######2 | 25/40 [00:07<00:04, 3.64it/s] 95/499 4.32G 0.01696 0.01287 0.005824 76 640: 65%|######5 | 26/40 [00:07<00:03, 3.55it/s] 95/499 4.32G 0.01698 0.01295 0.005769 85 640: 65%|######5 | 26/40 [00:07<00:03, 3.55it/s] 95/499 4.32G 0.01698 0.01295 0.005769 85 640: 68%|######7 | 27/40 [00:07<00:03, 3.67it/s] 95/499 4.32G 0.01694 0.01286 0.005718 60 640: 68%|######7 | 27/40 [00:07<00:03, 3.67it/s] 95/499 4.32G 0.01694 0.01286 0.005718 60 640: 70%|####### | 28/40 [00:07<00:03, 3.69it/s] 95/499 4.32G 0.01705 0.01301 0.005745 80 640: 70%|####### | 28/40 [00:07<00:03, 3.69it/s] 95/499 4.32G 0.01705 0.01301 0.005745 80 640: 72%|#######2 | 29/40 [00:07<00:03, 3.61it/s] 95/499 4.32G 0.01705 0.0131 0.005889 84 640: 72%|#######2 | 29/40 [00:08<00:03, 3.61it/s] 95/499 4.32G 0.01705 0.0131 0.005889 84 640: 75%|#######5 | 30/40 [00:08<00:02, 3.72it/s] 95/499 4.32G 0.0171 0.01308 0.005923 60 640: 75%|#######5 | 30/40 [00:08<00:02, 3.72it/s] 95/499 4.32G 0.0171 0.01308 0.005923 60 640: 78%|#######7 | 31/40 [00:08<00:02, 3.72it/s] 95/499 4.32G 0.01712 0.01311 0.006051 72 640: 78%|#######7 | 31/40 [00:08<00:02, 3.72it/s] 95/499 4.32G 0.01712 0.01311 0.006051 72 640: 80%|######## | 32/40 [00:08<00:02, 3.64it/s] 95/499 4.32G 0.01713 0.01316 0.006 82 640: 80%|######## | 32/40 [00:09<00:02, 3.64it/s] 95/499 4.32G 0.01713 0.01316 0.006 82 640: 82%|########2 | 33/40 [00:09<00:01, 3.73it/s] 95/499 4.32G 0.01711 0.0132 0.006042 81 640: 82%|########2 | 33/40 [00:09<00:01, 3.73it/s] 95/499 4.32G 0.01711 0.0132 0.006042 81 640: 85%|########5 | 34/40 [00:09<00:01, 3.74it/s] 95/499 4.32G 0.0171 0.0131 0.005968 55 640: 85%|########5 | 34/40 [00:09<00:01, 3.74it/s] 95/499 4.32G 0.0171 0.0131 0.005968 55 640: 88%|########7 | 35/40 [00:09<00:01, 3.63it/s] 95/499 4.32G 0.0171 0.01314 0.005962 79 640: 88%|########7 | 35/40 [00:09<00:01, 3.63it/s] 95/499 4.32G 0.0171 0.01314 0.005962 79 640: 90%|######### | 36/40 [00:09<00:01, 3.72it/s] 95/499 4.32G 0.01709 0.01319 0.005892 78 640: 90%|######### | 36/40 [00:10<00:01, 3.72it/s] 95/499 4.32G 0.01709 0.01319 0.005892 78 640: 92%|#########2| 37/40 [00:10<00:00, 3.73it/s] 95/499 4.32G 0.01716 0.01326 0.005908 82 640: 92%|#########2| 37/40 [00:10<00:00, 3.73it/s] 95/499 4.32G 0.01716 0.01326 0.005908 82 640: 95%|#########5| 38/40 [00:10<00:00, 3.68it/s] 95/499 4.32G 0.01716 0.0133 0.005926 80 640: 95%|#########5| 38/40 [00:10<00:00, 3.68it/s] 95/499 4.32G 0.01716 0.0133 0.005926 80 640: 98%|#########7| 39/40 [00:10<00:00, 3.82it/s] 95/499 4.32G 0.01712 0.01332 0.005904 41 640: 98%|#########7| 39/40 [00:10<00:00, 3.82it/s] 95/499 4.32G 0.01712 0.01332 0.005904 41 640: 100%|##########| 40/40 [00:10<00:00, 4.24it/s] 95/499 4.32G 0.01712 0.01332 0.005904 41 640: 100%|##########| 40/40 [00:10<00:00, 3.70it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.45it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.61it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 3.03it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.35it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.10it/s] all 132 263 0.875 0.868 0.879 0.71 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 96/499 4.32G 0.01641 0.01533 0.009817 83 640: 0%| | 0/40 [00:00<?, ?it/s] 96/499 4.32G 0.01641 0.01533 0.009817 83 640: 2%|2 | 1/40 [00:00<00:10, 3.78it/s] 96/499 4.32G 0.01584 0.01369 0.005841 75 640: 2%|2 | 1/40 [00:00<00:10, 3.78it/s] 96/499 4.32G 0.01584 0.01369 0.005841 75 640: 5%|5 | 2/40 [00:00<00:09, 3.97it/s] 96/499 4.32G 0.01745 0.01452 0.007061 77 640: 5%|5 | 2/40 [00:00<00:09, 3.97it/s] 96/499 4.32G 0.01745 0.01452 0.007061 77 640: 8%|7 | 3/40 [00:00<00:09, 3.79it/s] 96/499 4.32G 0.01788 0.01428 0.006882 67 640: 8%|7 | 3/40 [00:01<00:09, 3.79it/s] 96/499 4.32G 0.01788 0.01428 0.006882 67 640: 10%|# | 4/40 [00:01<00:09, 3.62it/s] 96/499 4.32G 0.01803 0.01447 0.007096 78 640: 10%|# | 4/40 [00:01<00:09, 3.62it/s] 96/499 4.32G 0.01803 0.01447 0.007096 78 640: 12%|#2 | 5/40 [00:01<00:09, 3.78it/s] 96/499 4.32G 0.018 0.0149 0.00703 80 640: 12%|#2 | 5/40 [00:01<00:09, 3.78it/s] 96/499 4.32G 0.018 0.0149 0.00703 80 640: 15%|#5 | 6/40 [00:01<00:09, 3.77it/s] 96/499 4.32G 0.0181 0.01465 0.007199 68 640: 15%|#5 | 6/40 [00:01<00:09, 3.77it/s] 96/499 4.32G 0.0181 0.01465 0.007199 68 640: 18%|#7 | 7/40 [00:01<00:09, 3.63it/s] 96/499 4.32G 0.01791 0.01446 0.006814 70 640: 18%|#7 | 7/40 [00:02<00:09, 3.63it/s] 96/499 4.32G 0.01791 0.01446 0.006814 70 640: 20%|## | 8/40 [00:02<00:08, 3.75it/s] 96/499 4.32G 0.01801 0.01424 0.007055 70 640: 20%|## | 8/40 [00:02<00:08, 3.75it/s] 96/499 4.32G 0.01801 0.01424 0.007055 70 640: 22%|##2 | 9/40 [00:02<00:08, 3.76it/s] 96/499 4.32G 0.01804 0.0144 0.007512 82 640: 22%|##2 | 9/40 [00:02<00:08, 3.76it/s] 96/499 4.32G 0.01804 0.0144 0.007512 82 640: 25%|##5 | 10/40 [00:02<00:08, 3.62it/s] 96/499 4.32G 0.01796 0.01457 0.007514 84 640: 25%|##5 | 10/40 [00:02<00:08, 3.62it/s] 96/499 4.32G 0.01796 0.01457 0.007514 84 640: 28%|##7 | 11/40 [00:02<00:07, 3.77it/s] 96/499 4.32G 0.01796 0.01464 0.007385 79 640: 28%|##7 | 11/40 [00:03<00:07, 3.77it/s] 96/499 4.32G 0.01796 0.01464 0.007385 79 640: 30%|### | 12/40 [00:03<00:07, 3.75it/s] 96/499 4.32G 0.01788 0.01459 0.007187 78 640: 30%|### | 12/40 [00:03<00:07, 3.75it/s] 96/499 4.32G 0.01788 0.01459 0.007187 78 640: 32%|###2 | 13/40 [00:03<00:07, 3.61it/s] 96/499 4.32G 0.01806 0.01462 0.007161 78 640: 32%|###2 | 13/40 [00:03<00:07, 3.61it/s] 96/499 4.32G 0.01806 0.01462 0.007161 78 640: 35%|###5 | 14/40 [00:03<00:06, 3.75it/s] 96/499 4.32G 0.01802 0.01457 0.007031 71 640: 35%|###5 | 14/40 [00:04<00:06, 3.75it/s] 96/499 4.32G 0.01802 0.01457 0.007031 71 640: 38%|###7 | 15/40 [00:04<00:06, 3.76it/s] 96/499 4.32G 0.01816 0.01444 0.007055 58 640: 38%|###7 | 15/40 [00:04<00:06, 3.76it/s] 96/499 4.32G 0.01816 0.01444 0.007055 58 640: 40%|#### | 16/40 [00:04<00:06, 3.61it/s] 96/499 4.32G 0.01824 0.01435 0.00694 62 640: 40%|#### | 16/40 [00:04<00:06, 3.61it/s] 96/499 4.32G 0.01824 0.01435 0.00694 62 640: 42%|####2 | 17/40 [00:04<00:06, 3.74it/s] 96/499 4.32G 0.01817 0.01417 0.006895 62 640: 42%|####2 | 17/40 [00:04<00:06, 3.74it/s] 96/499 4.32G 0.01817 0.01417 0.006895 62 640: 45%|####5 | 18/40 [00:04<00:05, 3.75it/s] 96/499 4.32G 0.01815 0.01421 0.006667 84 640: 45%|####5 | 18/40 [00:05<00:05, 3.75it/s] 96/499 4.32G 0.01815 0.01421 0.006667 84 640: 48%|####7 | 19/40 [00:05<00:05, 3.61it/s] 96/499 4.32G 0.01805 0.01414 0.006857 70 640: 48%|####7 | 19/40 [00:05<00:05, 3.61it/s] 96/499 4.32G 0.01805 0.01414 0.006857 70 640: 50%|##### | 20/40 [00:05<00:05, 3.75it/s] 96/499 4.32G 0.01797 0.01427 0.007025 87 640: 50%|##### | 20/40 [00:05<00:05, 3.75it/s] 96/499 4.32G 0.01797 0.01427 0.007025 87 640: 52%|#####2 | 21/40 [00:05<00:05, 3.74it/s] 96/499 4.32G 0.01798 0.01439 0.007121 88 640: 52%|#####2 | 21/40 [00:05<00:05, 3.74it/s] 96/499 4.32G 0.01798 0.01439 0.007121 88 640: 55%|#####5 | 22/40 [00:05<00:04, 3.61it/s] 96/499 4.32G 0.01817 0.01432 0.007109 58 640: 55%|#####5 | 22/40 [00:06<00:04, 3.61it/s] 96/499 4.32G 0.01817 0.01432 0.007109 58 640: 57%|#####7 | 23/40 [00:06<00:04, 3.74it/s] 96/499 4.32G 0.01821 0.01432 0.007163 75 640: 57%|#####7 | 23/40 [00:06<00:04, 3.74it/s] 96/499 4.32G 0.01821 0.01432 0.007163 75 640: 60%|###### | 24/40 [00:06<00:04, 3.76it/s] 96/499 4.32G 0.01826 0.01425 0.007183 68 640: 60%|###### | 24/40 [00:06<00:04, 3.76it/s] 96/499 4.32G 0.01826 0.01425 0.007183 68 640: 62%|######2 | 25/40 [00:06<00:04, 3.61it/s] 96/499 4.32G 0.01826 0.01423 0.007246 71 640: 62%|######2 | 25/40 [00:06<00:04, 3.61it/s] 96/499 4.32G 0.01826 0.01423 0.007246 71 640: 65%|######5 | 26/40 [00:06<00:03, 3.75it/s] 96/499 4.32G 0.01823 0.01419 0.007391 70 640: 65%|######5 | 26/40 [00:07<00:03, 3.75it/s] 96/499 4.32G 0.01823 0.01419 0.007391 70 640: 68%|######7 | 27/40 [00:07<00:03, 3.75it/s] 96/499 4.32G 0.01819 0.01419 0.007226 70 640: 68%|######7 | 27/40 [00:07<00:03, 3.75it/s] 96/499 4.32G 0.01819 0.01419 0.007226 70 640: 70%|####### | 28/40 [00:07<00:03, 3.60it/s] 96/499 4.32G 0.01813 0.01413 0.007389 73 640: 70%|####### | 28/40 [00:07<00:03, 3.60it/s] 96/499 4.32G 0.01813 0.01413 0.007389 73 640: 72%|#######2 | 29/40 [00:07<00:02, 3.73it/s] 96/499 4.32G 0.01814 0.01411 0.007305 68 640: 72%|#######2 | 29/40 [00:08<00:02, 3.73it/s] 96/499 4.32G 0.01814 0.01411 0.007305 68 640: 75%|#######5 | 30/40 [00:08<00:02, 3.74it/s] 96/499 4.32G 0.01806 0.01412 0.007207 74 640: 75%|#######5 | 30/40 [00:08<00:02, 3.74it/s] 96/499 4.32G 0.01806 0.01412 0.007207 74 640: 78%|#######7 | 31/40 [00:08<00:02, 3.61it/s] 96/499 4.32G 0.01805 0.01408 0.007293 70 640: 78%|#######7 | 31/40 [00:08<00:02, 3.61it/s] 96/499 4.32G 0.01805 0.01408 0.007293 70 640: 80%|######## | 32/40 [00:08<00:02, 3.73it/s] 96/499 4.32G 0.01807 0.01405 0.00716 64 640: 80%|######## | 32/40 [00:08<00:02, 3.73it/s] 96/499 4.32G 0.01807 0.01405 0.00716 64 640: 82%|########2 | 33/40 [00:08<00:01, 3.72it/s] 96/499 4.32G 0.01807 0.01414 0.007047 87 640: 82%|########2 | 33/40 [00:09<00:01, 3.72it/s] 96/499 4.32G 0.01807 0.01414 0.007047 87 640: 85%|########5 | 34/40 [00:09<00:01, 3.59it/s] 96/499 4.32G 0.01811 0.01409 0.006949 64 640: 85%|########5 | 34/40 [00:09<00:01, 3.59it/s] 96/499 4.32G 0.01811 0.01409 0.006949 64 640: 88%|########7 | 35/40 [00:09<00:01, 3.69it/s] 96/499 4.32G 0.01806 0.01407 0.006847 80 640: 88%|########7 | 35/40 [00:09<00:01, 3.69it/s] 96/499 4.32G 0.01806 0.01407 0.006847 80 640: 90%|######### | 36/40 [00:09<00:01, 3.71it/s] 96/499 4.32G 0.01807 0.01406 0.006752 74 640: 90%|######### | 36/40 [00:10<00:01, 3.71it/s] 96/499 4.32G 0.01807 0.01406 0.006752 74 640: 92%|#########2| 37/40 [00:10<00:00, 3.63it/s] 96/499 4.32G 0.01818 0.01405 0.00677 66 640: 92%|#########2| 37/40 [00:10<00:00, 3.63it/s] 96/499 4.32G 0.01818 0.01405 0.00677 66 640: 95%|#########5| 38/40 [00:10<00:00, 3.83it/s] 96/499 4.32G 0.01816 0.01404 0.00673 77 640: 95%|#########5| 38/40 [00:10<00:00, 3.83it/s] 96/499 4.32G 0.01816 0.01404 0.00673 77 640: 98%|#########7| 39/40 [00:10<00:00, 4.14it/s] 96/499 4.32G 0.01817 0.01395 0.006675 29 640: 98%|#########7| 39/40 [00:10<00:00, 4.14it/s] 96/499 4.32G 0.01817 0.01395 0.006675 29 640: 100%|##########| 40/40 [00:10<00:00, 4.26it/s] 96/499 4.32G 0.01817 0.01395 0.006675 29 640: 100%|##########| 40/40 [00:10<00:00, 3.76it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.57it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.80it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.61it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.15it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.95it/s] all 132 263 0.893 0.858 0.905 0.735 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 97/499 4.32G 0.02024 0.01758 0.004377 96 640: 0%| | 0/40 [00:00<?, ?it/s] 97/499 4.32G 0.02024 0.01758 0.004377 96 640: 2%|2 | 1/40 [00:00<00:08, 4.43it/s] 97/499 4.32G 0.01898 0.01697 0.004137 94 640: 2%|2 | 1/40 [00:00<00:08, 4.43it/s] 97/499 4.32G 0.01898 0.01697 0.004137 94 640: 5%|5 | 2/40 [00:00<00:09, 4.00it/s] 97/499 4.32G 0.01882 0.01692 0.005134 87 640: 5%|5 | 2/40 [00:00<00:09, 4.00it/s] 97/499 4.32G 0.01882 0.01692 0.005134 87 640: 8%|7 | 3/40 [00:00<00:09, 3.70it/s] 97/499 4.32G 0.01787 0.01622 0.005041 77 640: 8%|7 | 3/40 [00:01<00:09, 3.70it/s] 97/499 4.32G 0.01787 0.01622 0.005041 77 640: 10%|# | 4/40 [00:01<00:09, 3.81it/s] 97/499 4.32G 0.01779 0.01612 0.005509 80 640: 10%|# | 4/40 [00:01<00:09, 3.81it/s] 97/499 4.32G 0.01779 0.01612 0.005509 80 640: 12%|#2 | 5/40 [00:01<00:09, 3.78it/s] 97/499 4.32G 0.01771 0.01538 0.005882 67 640: 12%|#2 | 5/40 [00:01<00:09, 3.78it/s] 97/499 4.32G 0.01771 0.01538 0.005882 67 640: 15%|#5 | 6/40 [00:01<00:09, 3.65it/s] 97/499 4.32G 0.01785 0.01515 0.005908 70 640: 15%|#5 | 6/40 [00:01<00:09, 3.65it/s] 97/499 4.32G 0.01785 0.01515 0.005908 70 640: 18%|#7 | 7/40 [00:01<00:08, 3.73it/s] 97/499 4.32G 0.01813 0.01544 0.006072 94 640: 18%|#7 | 7/40 [00:02<00:08, 3.73it/s] 97/499 4.32G 0.01813 0.01544 0.006072 94 640: 20%|## | 8/40 [00:02<00:08, 3.75it/s] 97/499 4.32G 0.01817 0.01486 0.006135 62 640: 20%|## | 8/40 [00:02<00:08, 3.75it/s] 97/499 4.32G 0.01817 0.01486 0.006135 62 640: 22%|##2 | 9/40 [00:02<00:08, 3.63it/s] 97/499 4.32G 0.01797 0.01463 0.00594 71 640: 22%|##2 | 9/40 [00:02<00:08, 3.63it/s] 97/499 4.32G 0.01797 0.01463 0.00594 71 640: 25%|##5 | 10/40 [00:02<00:08, 3.74it/s] 97/499 4.32G 0.01797 0.01464 0.005902 85 640: 25%|##5 | 10/40 [00:02<00:08, 3.74it/s] 97/499 4.32G 0.01797 0.01464 0.005902 85 640: 28%|##7 | 11/40 [00:02<00:07, 3.74it/s] 97/499 4.32G 0.0179 0.01461 0.005826 76 640: 28%|##7 | 11/40 [00:03<00:07, 3.74it/s] 97/499 4.32G 0.0179 0.01461 0.005826 76 640: 30%|### | 12/40 [00:03<00:07, 3.62it/s] 97/499 4.32G 0.0178 0.01441 0.005997 63 640: 30%|### | 12/40 [00:03<00:07, 3.62it/s] 97/499 4.32G 0.0178 0.01441 0.005997 63 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 97/499 4.32G 0.01767 0.01409 0.006151 56 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 97/499 4.32G 0.01767 0.01409 0.006151 56 640: 35%|###5 | 14/40 [00:03<00:06, 3.72it/s] 97/499 4.32G 0.01767 0.014 0.006355 68 640: 35%|###5 | 14/40 [00:04<00:06, 3.72it/s] 97/499 4.32G 0.01767 0.014 0.006355 68 640: 38%|###7 | 15/40 [00:04<00:06, 3.62it/s] 97/499 4.32G 0.01786 0.0139 0.006261 61 640: 38%|###7 | 15/40 [00:04<00:06, 3.62it/s] 97/499 4.32G 0.01786 0.0139 0.006261 61 640: 40%|#### | 16/40 [00:04<00:06, 3.70it/s] 97/499 4.32G 0.01781 0.01377 0.006298 67 640: 40%|#### | 16/40 [00:04<00:06, 3.70it/s] 97/499 4.32G 0.01781 0.01377 0.006298 67 640: 42%|####2 | 17/40 [00:04<00:06, 3.72it/s] 97/499 4.32G 0.01788 0.01397 0.006488 83 640: 42%|####2 | 17/40 [00:04<00:06, 3.72it/s] 97/499 4.32G 0.01788 0.01397 0.006488 83 640: 45%|####5 | 18/40 [00:04<00:06, 3.60it/s] 97/499 4.32G 0.01788 0.01411 0.006634 85 640: 45%|####5 | 18/40 [00:05<00:06, 3.60it/s] 97/499 4.32G 0.01788 0.01411 0.006634 85 640: 48%|####7 | 19/40 [00:05<00:05, 3.70it/s] 97/499 4.32G 0.01786 0.01402 0.006504 68 640: 48%|####7 | 19/40 [00:05<00:05, 3.70it/s] 97/499 4.32G 0.01786 0.01402 0.006504 68 640: 50%|##### | 20/40 [00:05<00:05, 3.72it/s] 97/499 4.32G 0.0178 0.01397 0.00667 70 640: 50%|##### | 20/40 [00:05<00:05, 3.72it/s] 97/499 4.32G 0.0178 0.01397 0.00667 70 640: 52%|#####2 | 21/40 [00:05<00:05, 3.60it/s] 97/499 4.32G 0.01774 0.01412 0.006598 94 640: 52%|#####2 | 21/40 [00:05<00:05, 3.60it/s] 97/499 4.32G 0.01774 0.01412 0.006598 94 640: 55%|#####5 | 22/40 [00:05<00:04, 3.70it/s] 97/499 4.32G 0.01758 0.01402 0.006548 69 640: 55%|#####5 | 22/40 [00:06<00:04, 3.70it/s] 97/499 4.32G 0.01758 0.01402 0.006548 69 640: 57%|#####7 | 23/40 [00:06<00:04, 3.70it/s] 97/499 4.32G 0.01758 0.01401 0.006511 76 640: 57%|#####7 | 23/40 [00:06<00:04, 3.70it/s] 97/499 4.32G 0.01758 0.01401 0.006511 76 640: 60%|###### | 24/40 [00:06<00:04, 3.60it/s] 97/499 4.32G 0.01758 0.01398 0.006665 72 640: 60%|###### | 24/40 [00:06<00:04, 3.60it/s] 97/499 4.32G 0.01758 0.01398 0.006665 72 640: 62%|######2 | 25/40 [00:06<00:04, 3.71it/s] 97/499 4.32G 0.01757 0.01388 0.006731 57 640: 62%|######2 | 25/40 [00:07<00:04, 3.71it/s] 97/499 4.32G 0.01757 0.01388 0.006731 57 640: 65%|######5 | 26/40 [00:07<00:03, 3.73it/s] 97/499 4.32G 0.01766 0.01383 0.006637 74 640: 65%|######5 | 26/40 [00:07<00:03, 3.73it/s] 97/499 4.32G 0.01766 0.01383 0.006637 74 640: 68%|######7 | 27/40 [00:07<00:03, 3.64it/s] 97/499 4.32G 0.01767 0.01385 0.006617 81 640: 68%|######7 | 27/40 [00:07<00:03, 3.64it/s] 97/499 4.32G 0.01767 0.01385 0.006617 81 640: 70%|####### | 28/40 [00:07<00:03, 3.72it/s] 97/499 4.32G 0.01767 0.01382 0.006604 74 640: 70%|####### | 28/40 [00:07<00:03, 3.72it/s] 97/499 4.32G 0.01767 0.01382 0.006604 74 640: 72%|#######2 | 29/40 [00:07<00:02, 3.74it/s] 97/499 4.32G 0.01764 0.01381 0.006531 73 640: 72%|#######2 | 29/40 [00:08<00:02, 3.74it/s] 97/499 4.32G 0.01764 0.01381 0.006531 73 640: 75%|#######5 | 30/40 [00:08<00:02, 3.63it/s] 97/499 4.32G 0.01763 0.01378 0.006585 69 640: 75%|#######5 | 30/40 [00:08<00:02, 3.63it/s] 97/499 4.32G 0.01763 0.01378 0.006585 69 640: 78%|#######7 | 31/40 [00:08<00:02, 3.73it/s] 97/499 4.32G 0.01761 0.01371 0.006545 67 640: 78%|#######7 | 31/40 [00:08<00:02, 3.73it/s] 97/499 4.32G 0.01761 0.01371 0.006545 67 640: 80%|######## | 32/40 [00:08<00:02, 3.74it/s] 97/499 4.32G 0.01767 0.01373 0.006468 78 640: 80%|######## | 32/40 [00:08<00:02, 3.74it/s] 97/499 4.32G 0.01767 0.01373 0.006468 78 640: 82%|########2 | 33/40 [00:08<00:01, 3.62it/s] 97/499 4.32G 0.01769 0.01376 0.00639 68 640: 82%|########2 | 33/40 [00:09<00:01, 3.62it/s] 97/499 4.32G 0.01769 0.01376 0.00639 68 640: 85%|########5 | 34/40 [00:09<00:01, 3.72it/s] 97/499 4.32G 0.01766 0.01371 0.006271 70 640: 85%|########5 | 34/40 [00:09<00:01, 3.72it/s] 97/499 4.32G 0.01766 0.01371 0.006271 70 640: 88%|########7 | 35/40 [00:09<00:01, 3.76it/s] 97/499 4.32G 0.01767 0.01368 0.006389 65 640: 88%|########7 | 35/40 [00:09<00:01, 3.76it/s] 97/499 4.32G 0.01767 0.01368 0.006389 65 640: 90%|######### | 36/40 [00:09<00:01, 3.78it/s] 97/499 4.32G 0.01765 0.01367 0.006425 66 640: 90%|######### | 36/40 [00:09<00:01, 3.78it/s] 97/499 4.32G 0.01765 0.01367 0.006425 66 640: 92%|#########2| 37/40 [00:09<00:00, 4.15it/s] 97/499 4.32G 0.01762 0.01361 0.006361 66 640: 92%|#########2| 37/40 [00:10<00:00, 4.15it/s] 97/499 4.32G 0.01762 0.01361 0.006361 66 640: 95%|#########5| 38/40 [00:10<00:00, 4.46it/s] 97/499 4.32G 0.01768 0.01368 0.006417 82 640: 95%|#########5| 38/40 [00:10<00:00, 4.46it/s] 97/499 4.32G 0.01768 0.01368 0.006417 82 640: 98%|#########7| 39/40 [00:10<00:00, 4.56it/s] 97/499 4.32G 0.01768 0.01369 0.006396 34 640: 98%|#########7| 39/40 [00:10<00:00, 4.56it/s] 97/499 4.32G 0.01768 0.01369 0.006396 34 640: 100%|##########| 40/40 [00:10<00:00, 4.86it/s] 97/499 4.32G 0.01768 0.01369 0.006396 34 640: 100%|##########| 40/40 [00:10<00:00, 3.83it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.74it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.18it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.39it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.68it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.68it/s] all 132 263 0.814 0.875 0.888 0.714 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 98/499 4.32G 0.02074 0.01396 0.007069 69 640: 0%| | 0/40 [00:00<?, ?it/s] 98/499 4.32G 0.02074 0.01396 0.007069 69 640: 2%|2 | 1/40 [00:00<00:10, 3.65it/s] 98/499 4.32G 0.01939 0.01329 0.005918 66 640: 2%|2 | 1/40 [00:00<00:10, 3.65it/s] 98/499 4.32G 0.01939 0.01329 0.005918 66 640: 5%|5 | 2/40 [00:00<00:11, 3.42it/s] 98/499 4.32G 0.0191 0.0139 0.006044 84 640: 5%|5 | 2/40 [00:00<00:11, 3.42it/s] 98/499 4.32G 0.0191 0.0139 0.006044 84 640: 8%|7 | 3/40 [00:00<00:09, 3.72it/s] 98/499 4.32G 0.01944 0.01417 0.005854 78 640: 8%|7 | 3/40 [00:01<00:09, 3.72it/s] 98/499 4.32G 0.01944 0.01417 0.005854 78 640: 10%|# | 4/40 [00:01<00:09, 3.73it/s] 98/499 4.32G 0.019 0.01342 0.00557 61 640: 10%|# | 4/40 [00:01<00:09, 3.73it/s] 98/499 4.32G 0.019 0.01342 0.00557 61 640: 12%|#2 | 5/40 [00:01<00:09, 3.57it/s] 98/499 4.32G 0.01881 0.01347 0.005394 77 640: 12%|#2 | 5/40 [00:01<00:09, 3.57it/s] 98/499 4.32G 0.01881 0.01347 0.005394 77 640: 15%|#5 | 6/40 [00:01<00:09, 3.71it/s] 98/499 4.32G 0.01902 0.01358 0.005675 68 640: 15%|#5 | 6/40 [00:01<00:09, 3.71it/s] 98/499 4.32G 0.01902 0.01358 0.005675 68 640: 18%|#7 | 7/40 [00:01<00:08, 3.71it/s] 98/499 4.32G 0.01896 0.01362 0.005801 73 640: 18%|#7 | 7/40 [00:02<00:08, 3.71it/s] 98/499 4.32G 0.01896 0.01362 0.005801 73 640: 20%|## | 8/40 [00:02<00:08, 3.58it/s] 98/499 4.32G 0.0187 0.01352 0.005618 68 640: 20%|## | 8/40 [00:02<00:08, 3.58it/s] 98/499 4.32G 0.0187 0.01352 0.005618 68 640: 22%|##2 | 9/40 [00:02<00:08, 3.71it/s] 98/499 4.32G 0.0186 0.01359 0.005444 81 640: 22%|##2 | 9/40 [00:02<00:08, 3.71it/s] 98/499 4.32G 0.0186 0.01359 0.005444 81 640: 25%|##5 | 10/40 [00:02<00:08, 3.73it/s] 98/499 4.32G 0.01857 0.01366 0.005821 78 640: 25%|##5 | 10/40 [00:03<00:08, 3.73it/s] 98/499 4.32G 0.01857 0.01366 0.005821 78 640: 28%|##7 | 11/40 [00:03<00:08, 3.45it/s] 98/499 4.32G 0.01871 0.01373 0.005694 71 640: 28%|##7 | 11/40 [00:03<00:08, 3.45it/s] 98/499 4.32G 0.01871 0.01373 0.005694 71 640: 30%|### | 12/40 [00:03<00:07, 3.62it/s] 98/499 4.32G 0.01875 0.01364 0.005578 60 640: 30%|### | 12/40 [00:03<00:07, 3.62it/s] 98/499 4.32G 0.01875 0.01364 0.005578 60 640: 32%|###2 | 13/40 [00:03<00:07, 3.66it/s] 98/499 4.32G 0.01873 0.01374 0.005575 81 640: 32%|###2 | 13/40 [00:03<00:07, 3.66it/s] 98/499 4.32G 0.01873 0.01374 0.005575 81 640: 35%|###5 | 14/40 [00:03<00:07, 3.54it/s] 98/499 4.32G 0.01878 0.0137 0.005597 73 640: 35%|###5 | 14/40 [00:04<00:07, 3.54it/s] 98/499 4.32G 0.01878 0.0137 0.005597 73 640: 38%|###7 | 15/40 [00:04<00:06, 3.68it/s] 98/499 4.32G 0.01874 0.01354 0.005572 63 640: 38%|###7 | 15/40 [00:04<00:06, 3.68it/s] 98/499 4.32G 0.01874 0.01354 0.005572 63 640: 40%|#### | 16/40 [00:04<00:06, 3.71it/s] 98/499 4.32G 0.01859 0.01348 0.005506 67 640: 40%|#### | 16/40 [00:04<00:06, 3.71it/s] 98/499 4.32G 0.01859 0.01348 0.005506 67 640: 42%|####2 | 17/40 [00:04<00:06, 3.57it/s] 98/499 4.32G 0.01852 0.0135 0.005647 69 640: 42%|####2 | 17/40 [00:04<00:06, 3.57it/s] 98/499 4.32G 0.01852 0.0135 0.005647 69 640: 45%|####5 | 18/40 [00:04<00:05, 3.71it/s] 98/499 4.32G 0.01843 0.01357 0.005646 79 640: 45%|####5 | 18/40 [00:05<00:05, 3.71it/s] 98/499 4.32G 0.01843 0.01357 0.005646 79 640: 48%|####7 | 19/40 [00:05<00:05, 3.72it/s] 98/499 4.32G 0.01839 0.01354 0.005937 66 640: 48%|####7 | 19/40 [00:05<00:05, 3.72it/s] 98/499 4.32G 0.01839 0.01354 0.005937 66 640: 50%|##### | 20/40 [00:05<00:05, 3.59it/s] 98/499 4.32G 0.0183 0.01359 0.005998 81 640: 50%|##### | 20/40 [00:05<00:05, 3.59it/s] 98/499 4.32G 0.0183 0.01359 0.005998 81 640: 52%|#####2 | 21/40 [00:05<00:05, 3.71it/s] 98/499 4.32G 0.01831 0.01359 0.006008 73 640: 52%|#####2 | 21/40 [00:06<00:05, 3.71it/s] 98/499 4.32G 0.01831 0.01359 0.006008 73 640: 55%|#####5 | 22/40 [00:06<00:04, 3.64it/s] 98/499 4.32G 0.01835 0.01363 0.005889 73 640: 55%|#####5 | 22/40 [00:06<00:04, 3.64it/s] 98/499 4.32G 0.01835 0.01363 0.005889 73 640: 57%|#####7 | 23/40 [00:06<00:04, 3.52it/s] 98/499 4.32G 0.01835 0.01374 0.005819 78 640: 57%|#####7 | 23/40 [00:06<00:04, 3.52it/s] 98/499 4.32G 0.01835 0.01374 0.005819 78 640: 60%|###### | 24/40 [00:06<00:04, 3.68it/s] 98/499 4.32G 0.01834 0.01369 0.005754 70 640: 60%|###### | 24/40 [00:06<00:04, 3.68it/s] 98/499 4.32G 0.01834 0.01369 0.005754 70 640: 62%|######2 | 25/40 [00:06<00:04, 3.70it/s] 98/499 4.32G 0.01829 0.01367 0.005919 68 640: 62%|######2 | 25/40 [00:07<00:04, 3.70it/s] 98/499 4.32G 0.01829 0.01367 0.005919 68 640: 65%|######5 | 26/40 [00:07<00:03, 3.57it/s] 98/499 4.32G 0.01832 0.01364 0.005878 67 640: 65%|######5 | 26/40 [00:07<00:03, 3.57it/s] 98/499 4.32G 0.01832 0.01364 0.005878 67 640: 68%|######7 | 27/40 [00:07<00:03, 3.70it/s] 98/499 4.32G 0.01825 0.01367 0.005924 78 640: 68%|######7 | 27/40 [00:07<00:03, 3.70it/s] 98/499 4.32G 0.01825 0.01367 0.005924 78 640: 70%|####### | 28/40 [00:07<00:03, 3.71it/s] 98/499 4.32G 0.01825 0.0136 0.005823 60 640: 70%|####### | 28/40 [00:07<00:03, 3.71it/s] 98/499 4.32G 0.01825 0.0136 0.005823 60 640: 72%|#######2 | 29/40 [00:07<00:03, 3.56it/s] 98/499 4.32G 0.01829 0.01359 0.005878 77 640: 72%|#######2 | 29/40 [00:08<00:03, 3.56it/s] 98/499 4.32G 0.01829 0.01359 0.005878 77 640: 75%|#######5 | 30/40 [00:08<00:02, 3.70it/s] 98/499 4.32G 0.01832 0.01354 0.005927 74 640: 75%|#######5 | 30/40 [00:08<00:02, 3.70it/s] 98/499 4.32G 0.01832 0.01354 0.005927 74 640: 78%|#######7 | 31/40 [00:08<00:02, 3.71it/s] 98/499 4.32G 0.0183 0.01352 0.005864 68 640: 78%|#######7 | 31/40 [00:08<00:02, 3.71it/s] 98/499 4.32G 0.0183 0.01352 0.005864 68 640: 80%|######## | 32/40 [00:08<00:02, 3.60it/s] 98/499 4.32G 0.01834 0.01349 0.005874 66 640: 80%|######## | 32/40 [00:09<00:02, 3.60it/s] 98/499 4.32G 0.01834 0.01349 0.005874 66 640: 82%|########2 | 33/40 [00:09<00:01, 3.69it/s] 98/499 4.32G 0.01832 0.01349 0.005803 73 640: 82%|########2 | 33/40 [00:09<00:01, 3.69it/s] 98/499 4.32G 0.01832 0.01349 0.005803 73 640: 85%|########5 | 34/40 [00:09<00:01, 3.75it/s] 98/499 4.32G 0.01829 0.01349 0.0058 78 640: 85%|########5 | 34/40 [00:09<00:01, 3.75it/s] 98/499 4.32G 0.01829 0.01349 0.0058 78 640: 88%|########7 | 35/40 [00:09<00:01, 3.74it/s] 98/499 4.32G 0.01827 0.0135 0.005745 72 640: 88%|########7 | 35/40 [00:09<00:01, 3.74it/s] 98/499 4.32G 0.01827 0.0135 0.005745 72 640: 90%|######### | 36/40 [00:09<00:00, 4.09it/s] 98/499 4.32G 0.01824 0.01342 0.005747 55 640: 90%|######### | 36/40 [00:09<00:00, 4.09it/s] 98/499 4.32G 0.01824 0.01342 0.005747 55 640: 92%|#########2| 37/40 [00:09<00:00, 4.40it/s] 98/499 4.32G 0.01826 0.0135 0.005734 89 640: 92%|#########2| 37/40 [00:10<00:00, 4.40it/s] 98/499 4.32G 0.01826 0.0135 0.005734 89 640: 95%|#########5| 38/40 [00:10<00:00, 4.50it/s] 98/499 4.32G 0.01819 0.0135 0.005649 76 640: 95%|#########5| 38/40 [00:10<00:00, 4.50it/s] 98/499 4.32G 0.01819 0.0135 0.005649 76 640: 98%|#########7| 39/40 [00:10<00:00, 4.69it/s] 98/499 4.32G 0.01815 0.01351 0.005694 41 640: 98%|#########7| 39/40 [00:10<00:00, 4.69it/s] 98/499 4.32G 0.01815 0.01351 0.005694 41 640: 100%|##########| 40/40 [00:10<00:00, 4.89it/s] 98/499 4.32G 0.01815 0.01351 0.005694 41 640: 100%|##########| 40/40 [00:10<00:00, 3.80it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.74it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.17it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.86it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.34it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.35it/s] all 132 263 0.933 0.86 0.902 0.709 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 99/499 4.32G 0.01839 0.01537 0.006783 83 640: 0%| | 0/40 [00:00<?, ?it/s] 99/499 4.32G 0.01839 0.01537 0.006783 83 640: 2%|2 | 1/40 [00:00<00:12, 3.20it/s] 99/499 4.32G 0.01818 0.0136 0.006289 73 640: 2%|2 | 1/40 [00:00<00:12, 3.20it/s] 99/499 4.32G 0.01818 0.0136 0.006289 73 640: 5%|5 | 2/40 [00:00<00:10, 3.54it/s] 99/499 4.32G 0.01911 0.01366 0.007164 65 640: 5%|5 | 2/40 [00:00<00:10, 3.54it/s] 99/499 4.32G 0.01911 0.01366 0.007164 65 640: 8%|7 | 3/40 [00:00<00:10, 3.64it/s] 99/499 4.32G 0.01912 0.01411 0.006204 83 640: 8%|7 | 3/40 [00:01<00:10, 3.64it/s] 99/499 4.32G 0.01912 0.01411 0.006204 83 640: 10%|# | 4/40 [00:01<00:10, 3.50it/s] 99/499 4.32G 0.01935 0.0145 0.006125 74 640: 10%|# | 4/40 [00:01<00:10, 3.50it/s] 99/499 4.32G 0.01935 0.0145 0.006125 74 640: 12%|#2 | 5/40 [00:01<00:09, 3.65it/s] 99/499 4.32G 0.01907 0.01407 0.006424 65 640: 12%|#2 | 5/40 [00:01<00:09, 3.65it/s] 99/499 4.32G 0.01907 0.01407 0.006424 65 640: 15%|#5 | 6/40 [00:01<00:09, 3.69it/s] 99/499 4.32G 0.01934 0.01376 0.006338 63 640: 15%|#5 | 6/40 [00:01<00:09, 3.69it/s] 99/499 4.32G 0.01934 0.01376 0.006338 63 640: 18%|#7 | 7/40 [00:01<00:09, 3.59it/s] 99/499 4.32G 0.01909 0.01377 0.006115 74 640: 18%|#7 | 7/40 [00:02<00:09, 3.59it/s] 99/499 4.32G 0.01909 0.01377 0.006115 74 640: 20%|## | 8/40 [00:02<00:08, 3.68it/s] 99/499 4.32G 0.01866 0.0135 0.006003 73 640: 20%|## | 8/40 [00:02<00:08, 3.68it/s] 99/499 4.32G 0.01866 0.0135 0.006003 73 640: 22%|##2 | 9/40 [00:02<00:08, 3.62it/s] 99/499 4.32G 0.01874 0.01383 0.006014 85 640: 22%|##2 | 9/40 [00:02<00:08, 3.62it/s] 99/499 4.32G 0.01874 0.01383 0.006014 85 640: 25%|##5 | 10/40 [00:02<00:08, 3.55it/s] 99/499 4.32G 0.01875 0.01367 0.006472 61 640: 25%|##5 | 10/40 [00:03<00:08, 3.55it/s] 99/499 4.32G 0.01875 0.01367 0.006472 61 640: 28%|##7 | 11/40 [00:03<00:07, 3.65it/s] 99/499 4.32G 0.01857 0.01369 0.006479 72 640: 28%|##7 | 11/40 [00:03<00:07, 3.65it/s] 99/499 4.32G 0.01857 0.01369 0.006479 72 640: 30%|### | 12/40 [00:03<00:07, 3.69it/s] 99/499 4.32G 0.01859 0.01385 0.006278 80 640: 30%|### | 12/40 [00:03<00:07, 3.69it/s] 99/499 4.32G 0.01859 0.01385 0.006278 80 640: 32%|###2 | 13/40 [00:03<00:07, 3.60it/s] 99/499 4.32G 0.01859 0.01379 0.006115 73 640: 32%|###2 | 13/40 [00:03<00:07, 3.60it/s] 99/499 4.32G 0.01859 0.01379 0.006115 73 640: 35%|###5 | 14/40 [00:03<00:07, 3.71it/s] 99/499 4.32G 0.01858 0.0137 0.005954 72 640: 35%|###5 | 14/40 [00:04<00:07, 3.71it/s] 99/499 4.32G 0.01858 0.0137 0.005954 72 640: 38%|###7 | 15/40 [00:04<00:06, 3.72it/s] 99/499 4.32G 0.01854 0.01375 0.005817 77 640: 38%|###7 | 15/40 [00:04<00:06, 3.72it/s] 99/499 4.32G 0.01854 0.01375 0.005817 77 640: 40%|#### | 16/40 [00:04<00:06, 3.61it/s] 99/499 4.32G 0.01853 0.01385 0.005827 82 640: 40%|#### | 16/40 [00:04<00:06, 3.61it/s] 99/499 4.32G 0.01853 0.01385 0.005827 82 640: 42%|####2 | 17/40 [00:04<00:06, 3.74it/s] 99/499 4.32G 0.01854 0.01383 0.005839 79 640: 42%|####2 | 17/40 [00:04<00:06, 3.74it/s] 99/499 4.32G 0.01854 0.01383 0.005839 79 640: 45%|####5 | 18/40 [00:04<00:06, 3.66it/s] 99/499 4.32G 0.01859 0.0139 0.005984 80 640: 45%|####5 | 18/40 [00:05<00:06, 3.66it/s] 99/499 4.32G 0.01859 0.0139 0.005984 80 640: 48%|####7 | 19/40 [00:05<00:05, 3.58it/s] 99/499 4.32G 0.01863 0.01411 0.006033 93 640: 48%|####7 | 19/40 [00:05<00:05, 3.58it/s] 99/499 4.32G 0.01863 0.01411 0.006033 93 640: 50%|##### | 20/40 [00:05<00:05, 3.67it/s] 99/499 4.32G 0.01852 0.01415 0.005904 83 640: 50%|##### | 20/40 [00:05<00:05, 3.67it/s] 99/499 4.32G 0.01852 0.01415 0.005904 83 640: 52%|#####2 | 21/40 [00:05<00:05, 3.71it/s] 99/499 4.32G 0.01853 0.01405 0.005942 62 640: 52%|#####2 | 21/40 [00:06<00:05, 3.71it/s] 99/499 4.32G 0.01853 0.01405 0.005942 62 640: 55%|#####5 | 22/40 [00:06<00:05, 3.59it/s] 99/499 4.32G 0.0185 0.01395 0.005901 68 640: 55%|#####5 | 22/40 [00:06<00:05, 3.59it/s] 99/499 4.32G 0.0185 0.01395 0.005901 68 640: 57%|#####7 | 23/40 [00:06<00:04, 3.70it/s] 99/499 4.32G 0.01849 0.01399 0.005915 87 640: 57%|#####7 | 23/40 [00:06<00:04, 3.70it/s] 99/499 4.32G 0.01849 0.01399 0.005915 87 640: 60%|###### | 24/40 [00:06<00:04, 3.72it/s] 99/499 4.32G 0.01839 0.01387 0.005801 68 640: 60%|###### | 24/40 [00:06<00:04, 3.72it/s] 99/499 4.32G 0.01839 0.01387 0.005801 68 640: 62%|######2 | 25/40 [00:06<00:04, 3.59it/s] 99/499 4.32G 0.01837 0.01399 0.005691 96 640: 62%|######2 | 25/40 [00:07<00:04, 3.59it/s] 99/499 4.32G 0.01837 0.01399 0.005691 96 640: 65%|######5 | 26/40 [00:07<00:03, 3.69it/s] 99/499 4.32G 0.01833 0.01396 0.005789 77 640: 65%|######5 | 26/40 [00:07<00:03, 3.69it/s] 99/499 4.32G 0.01833 0.01396 0.005789 77 640: 68%|######7 | 27/40 [00:07<00:03, 3.72it/s] 99/499 4.32G 0.01835 0.01393 0.005757 66 640: 68%|######7 | 27/40 [00:07<00:03, 3.72it/s] 99/499 4.32G 0.01835 0.01393 0.005757 66 640: 70%|####### | 28/40 [00:07<00:03, 3.62it/s] 99/499 4.32G 0.01829 0.01394 0.005633 86 640: 70%|####### | 28/40 [00:07<00:03, 3.62it/s] 99/499 4.32G 0.01829 0.01394 0.005633 86 640: 72%|#######2 | 29/40 [00:07<00:02, 3.70it/s] 99/499 4.32G 0.01834 0.01389 0.005665 68 640: 72%|#######2 | 29/40 [00:08<00:02, 3.70it/s] 99/499 4.32G 0.01834 0.01389 0.005665 68 640: 75%|#######5 | 30/40 [00:08<00:02, 3.72it/s] 99/499 4.32G 0.01831 0.01387 0.005645 75 640: 75%|#######5 | 30/40 [00:08<00:02, 3.72it/s] 99/499 4.32G 0.01831 0.01387 0.005645 75 640: 78%|#######7 | 31/40 [00:08<00:02, 3.52it/s] 99/499 4.32G 0.01831 0.01385 0.005684 74 640: 78%|#######7 | 31/40 [00:08<00:02, 3.52it/s] 99/499 4.32G 0.01831 0.01385 0.005684 74 640: 80%|######## | 32/40 [00:08<00:02, 3.67it/s] 99/499 4.32G 0.0184 0.01389 0.005669 72 640: 80%|######## | 32/40 [00:09<00:02, 3.67it/s] 99/499 4.32G 0.0184 0.01389 0.005669 72 640: 82%|########2 | 33/40 [00:09<00:01, 3.82it/s] 99/499 4.32G 0.01838 0.01385 0.005635 70 640: 82%|########2 | 33/40 [00:09<00:01, 3.82it/s] 99/499 4.32G 0.01838 0.01385 0.005635 70 640: 85%|########5 | 34/40 [00:09<00:01, 4.06it/s] 99/499 4.32G 0.01836 0.0138 0.00571 63 640: 85%|########5 | 34/40 [00:09<00:01, 4.06it/s] 99/499 4.32G 0.01836 0.0138 0.00571 63 640: 88%|########7 | 35/40 [00:09<00:01, 4.39it/s] 99/499 4.32G 0.01836 0.01378 0.005755 71 640: 88%|########7 | 35/40 [00:09<00:01, 4.39it/s] 99/499 4.32G 0.01836 0.01378 0.005755 71 640: 90%|######### | 36/40 [00:09<00:00, 4.65it/s] 99/499 4.32G 0.01835 0.01378 0.005888 77 640: 90%|######### | 36/40 [00:09<00:00, 4.65it/s] 99/499 4.32G 0.01835 0.01378 0.005888 77 640: 92%|#########2| 37/40 [00:09<00:00, 4.69it/s] 99/499 4.32G 0.01836 0.01375 0.005802 69 640: 92%|#########2| 37/40 [00:10<00:00, 4.69it/s] 99/499 4.32G 0.01836 0.01375 0.005802 69 640: 95%|#########5| 38/40 [00:10<00:00, 4.78it/s] 99/499 4.32G 0.01829 0.01367 0.005702 63 640: 95%|#########5| 38/40 [00:10<00:00, 4.78it/s] 99/499 4.32G 0.01829 0.01367 0.005702 63 640: 98%|#########7| 39/40 [00:10<00:00, 4.92it/s] 99/499 4.32G 0.01835 0.01372 0.005671 44 640: 98%|#########7| 39/40 [00:10<00:00, 4.92it/s] 99/499 4.32G 0.01835 0.01372 0.005671 44 640: 100%|##########| 40/40 [00:10<00:00, 4.95it/s] 99/499 4.32G 0.01835 0.01372 0.005671 44 640: 100%|##########| 40/40 [00:10<00:00, 3.85it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.66it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.04it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.76it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.21it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.16it/s] all 132 263 0.891 0.876 0.884 0.723 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 100/499 4.32G 0.01825 0.01328 0.005614 74 640: 0%| | 0/40 [00:00<?, ?it/s] 100/499 4.32G 0.01825 0.01328 0.005614 74 640: 2%|2 | 1/40 [00:00<00:11, 3.51it/s] 100/499 4.32G 0.01747 0.01141 0.004763 63 640: 2%|2 | 1/40 [00:00<00:11, 3.51it/s] 100/499 4.32G 0.01747 0.01141 0.004763 63 640: 5%|5 | 2/40 [00:00<00:10, 3.61it/s] 100/499 4.32G 0.01812 0.01206 0.004575 68 640: 5%|5 | 2/40 [00:00<00:10, 3.61it/s] 100/499 4.32G 0.01812 0.01206 0.004575 68 640: 8%|7 | 3/40 [00:00<00:10, 3.53it/s] 100/499 4.32G 0.01834 0.01292 0.004272 83 640: 8%|7 | 3/40 [00:01<00:10, 3.53it/s] 100/499 4.32G 0.01834 0.01292 0.004272 83 640: 10%|# | 4/40 [00:01<00:09, 3.73it/s] 100/499 4.32G 0.01893 0.01381 0.004489 86 640: 10%|# | 4/40 [00:01<00:09, 3.73it/s] 100/499 4.32G 0.01893 0.01381 0.004489 86 640: 12%|#2 | 5/40 [00:01<00:09, 3.70it/s] 100/499 4.32G 0.01882 0.0142 0.004508 87 640: 12%|#2 | 5/40 [00:01<00:09, 3.70it/s] 100/499 4.32G 0.01882 0.0142 0.004508 87 640: 15%|#5 | 6/40 [00:01<00:09, 3.55it/s] 100/499 4.32G 0.01901 0.01409 0.005159 71 640: 15%|#5 | 6/40 [00:01<00:09, 3.55it/s] 100/499 4.32G 0.01901 0.01409 0.005159 71 640: 18%|#7 | 7/40 [00:01<00:08, 3.70it/s] 100/499 4.32G 0.0187 0.01364 0.005275 57 640: 18%|#7 | 7/40 [00:02<00:08, 3.70it/s] 100/499 4.32G 0.0187 0.01364 0.005275 57 640: 20%|## | 8/40 [00:02<00:08, 3.67it/s] 100/499 4.32G 0.01858 0.01373 0.005264 76 640: 20%|## | 8/40 [00:02<00:08, 3.67it/s] 100/499 4.32G 0.01858 0.01373 0.005264 76 640: 22%|##2 | 9/40 [00:02<00:08, 3.58it/s] 100/499 4.32G 0.01845 0.01373 0.005317 71 640: 22%|##2 | 9/40 [00:02<00:08, 3.58it/s] 100/499 4.32G 0.01845 0.01373 0.005317 71 640: 25%|##5 | 10/40 [00:02<00:08, 3.72it/s] 100/499 4.32G 0.01851 0.01377 0.005717 81 640: 25%|##5 | 10/40 [00:03<00:08, 3.72it/s] 100/499 4.32G 0.01851 0.01377 0.005717 81 640: 28%|##7 | 11/40 [00:03<00:07, 3.69it/s] 100/499 4.32G 0.01849 0.01365 0.005713 65 640: 28%|##7 | 11/40 [00:03<00:07, 3.69it/s] 100/499 4.32G 0.01849 0.01365 0.005713 65 640: 30%|### | 12/40 [00:03<00:07, 3.63it/s] 100/499 4.32G 0.0186 0.0136 0.006217 65 640: 30%|### | 12/40 [00:03<00:07, 3.63it/s] 100/499 4.32G 0.0186 0.0136 0.006217 65 640: 32%|###2 | 13/40 [00:03<00:07, 3.73it/s] 100/499 4.32G 0.01859 0.01368 0.006364 69 640: 32%|###2 | 13/40 [00:03<00:07, 3.73it/s] 100/499 4.32G 0.01859 0.01368 0.006364 69 640: 35%|###5 | 14/40 [00:03<00:07, 3.71it/s] 100/499 4.32G 0.01846 0.01353 0.006335 62 640: 35%|###5 | 14/40 [00:04<00:07, 3.71it/s] 100/499 4.32G 0.01846 0.01353 0.006335 62 640: 38%|###7 | 15/40 [00:04<00:06, 3.60it/s] 100/499 4.32G 0.01849 0.01361 0.006343 88 640: 38%|###7 | 15/40 [00:04<00:06, 3.60it/s] 100/499 4.32G 0.01849 0.01361 0.006343 88 640: 40%|#### | 16/40 [00:04<00:06, 3.74it/s] 100/499 4.32G 0.01859 0.01346 0.006287 59 640: 40%|#### | 16/40 [00:04<00:06, 3.74it/s] 100/499 4.32G 0.01859 0.01346 0.006287 59 640: 42%|####2 | 17/40 [00:04<00:06, 3.71it/s] 100/499 4.32G 0.01863 0.01337 0.006386 63 640: 42%|####2 | 17/40 [00:04<00:06, 3.71it/s] 100/499 4.32G 0.01863 0.01337 0.006386 63 640: 45%|####5 | 18/40 [00:04<00:06, 3.61it/s] 100/499 4.32G 0.01864 0.01327 0.006262 66 640: 45%|####5 | 18/40 [00:05<00:06, 3.61it/s] 100/499 4.32G 0.01864 0.01327 0.006262 66 640: 48%|####7 | 19/40 [00:05<00:05, 3.59it/s] 100/499 4.32G 0.01868 0.01331 0.006402 78 640: 48%|####7 | 19/40 [00:05<00:05, 3.59it/s] 100/499 4.32G 0.01868 0.01331 0.006402 78 640: 50%|##### | 20/40 [00:05<00:05, 3.64it/s] 100/499 4.32G 0.01864 0.01334 0.006276 78 640: 50%|##### | 20/40 [00:05<00:05, 3.64it/s] 100/499 4.32G 0.01864 0.01334 0.006276 78 640: 52%|#####2 | 21/40 [00:05<00:05, 3.56it/s] 100/499 4.32G 0.0186 0.01344 0.006241 95 640: 52%|#####2 | 21/40 [00:06<00:05, 3.56it/s] 100/499 4.32G 0.0186 0.01344 0.006241 95 640: 55%|#####5 | 22/40 [00:06<00:04, 3.69it/s] 100/499 4.32G 0.01857 0.01344 0.006045 74 640: 55%|#####5 | 22/40 [00:06<00:04, 3.69it/s] 100/499 4.32G 0.01857 0.01344 0.006045 74 640: 57%|#####7 | 23/40 [00:06<00:04, 3.68it/s] 100/499 4.32G 0.01856 0.01341 0.006145 74 640: 57%|#####7 | 23/40 [00:06<00:04, 3.68it/s] 100/499 4.32G 0.01856 0.01341 0.006145 74 640: 60%|###### | 24/40 [00:06<00:04, 3.61it/s] 100/499 4.32G 0.01859 0.01341 0.00627 67 640: 60%|###### | 24/40 [00:06<00:04, 3.61it/s] 100/499 4.32G 0.01859 0.01341 0.00627 67 640: 62%|######2 | 25/40 [00:06<00:04, 3.74it/s] 100/499 4.32G 0.0185 0.01341 0.006258 78 640: 62%|######2 | 25/40 [00:07<00:04, 3.74it/s] 100/499 4.32G 0.0185 0.01341 0.006258 78 640: 65%|######5 | 26/40 [00:07<00:03, 3.71it/s] 100/499 4.32G 0.01846 0.0135 0.006293 86 640: 65%|######5 | 26/40 [00:07<00:03, 3.71it/s] 100/499 4.32G 0.01846 0.0135 0.006293 86 640: 68%|######7 | 27/40 [00:07<00:03, 3.63it/s] 100/499 4.32G 0.01847 0.01349 0.006349 70 640: 68%|######7 | 27/40 [00:07<00:03, 3.63it/s] 100/499 4.32G 0.01847 0.01349 0.006349 70 640: 70%|####### | 28/40 [00:07<00:03, 3.73it/s] 100/499 4.32G 0.01844 0.01355 0.006361 88 640: 70%|####### | 28/40 [00:07<00:03, 3.73it/s] 100/499 4.32G 0.01844 0.01355 0.006361 88 640: 72%|#######2 | 29/40 [00:07<00:02, 3.71it/s] 100/499 4.32G 0.01844 0.01359 0.006405 76 640: 72%|#######2 | 29/40 [00:08<00:02, 3.71it/s] 100/499 4.32G 0.01844 0.01359 0.006405 76 640: 75%|#######5 | 30/40 [00:08<00:02, 3.64it/s] 100/499 4.32G 0.01849 0.01365 0.00652 80 640: 75%|#######5 | 30/40 [00:08<00:02, 3.64it/s] 100/499 4.32G 0.01849 0.01365 0.00652 80 640: 78%|#######7 | 31/40 [00:08<00:02, 3.86it/s] 100/499 4.32G 0.01852 0.01371 0.006426 78 640: 78%|#######7 | 31/40 [00:08<00:02, 3.86it/s] 100/499 4.32G 0.01852 0.01371 0.006426 78 640: 80%|######## | 32/40 [00:08<00:01, 4.21it/s] 100/499 4.32G 0.0185 0.01372 0.006333 73 640: 80%|######## | 32/40 [00:08<00:01, 4.21it/s] 100/499 4.32G 0.0185 0.01372 0.006333 73 640: 82%|########2 | 33/40 [00:08<00:01, 4.35it/s] 100/499 4.32G 0.01849 0.01383 0.006283 92 640: 82%|########2 | 33/40 [00:09<00:01, 4.35it/s] 100/499 4.32G 0.01849 0.01383 0.006283 92 640: 85%|########5 | 34/40 [00:09<00:01, 4.61it/s] 100/499 4.32G 0.01851 0.01386 0.006238 78 640: 85%|########5 | 34/40 [00:09<00:01, 4.61it/s] 100/499 4.32G 0.01851 0.01386 0.006238 78 640: 88%|########7 | 35/40 [00:09<00:01, 4.83it/s] 100/499 4.32G 0.01855 0.01385 0.006273 75 640: 88%|########7 | 35/40 [00:09<00:01, 4.83it/s] 100/499 4.32G 0.01855 0.01385 0.006273 75 640: 90%|######### | 36/40 [00:09<00:00, 4.81it/s] 100/499 4.32G 0.01855 0.01377 0.006379 62 640: 90%|######### | 36/40 [00:09<00:00, 4.81it/s] 100/499 4.32G 0.01855 0.01377 0.006379 62 640: 92%|#########2| 37/40 [00:09<00:00, 4.97it/s] 100/499 4.32G 0.01853 0.01376 0.006401 72 640: 92%|#########2| 37/40 [00:09<00:00, 4.97it/s] 100/499 4.32G 0.01853 0.01376 0.006401 72 640: 95%|#########5| 38/40 [00:09<00:00, 5.07it/s] 100/499 4.32G 0.01849 0.01373 0.006337 70 640: 95%|#########5| 38/40 [00:09<00:00, 5.07it/s] 100/499 4.32G 0.01849 0.01373 0.006337 70 640: 98%|#########7| 39/40 [00:09<00:00, 4.95it/s] 100/499 4.32G 0.0186 0.01383 0.006277 42 640: 98%|#########7| 39/40 [00:10<00:00, 4.95it/s] 100/499 4.32G 0.0186 0.01383 0.006277 42 640: 100%|##########| 40/40 [00:10<00:00, 5.13it/s] 100/499 4.32G 0.0186 0.01383 0.006277 42 640: 100%|##########| 40/40 [00:10<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.34it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.63it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.57it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.00it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.88it/s] all 132 263 0.866 0.866 0.901 0.706 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 101/499 4.32G 0.01942 0.01126 0.01274 58 640: 0%| | 0/40 [00:00<?, ?it/s] 101/499 4.32G 0.01942 0.01126 0.01274 58 640: 2%|2 | 1/40 [00:00<00:10, 3.63it/s] 101/499 4.32G 0.02017 0.01305 0.01088 80 640: 2%|2 | 1/40 [00:00<00:10, 3.63it/s] 101/499 4.32G 0.02017 0.01305 0.01088 80 640: 5%|5 | 2/40 [00:00<00:11, 3.43it/s] 101/499 4.32G 0.01867 0.01284 0.008051 76 640: 5%|5 | 2/40 [00:00<00:11, 3.43it/s] 101/499 4.32G 0.01867 0.01284 0.008051 76 640: 8%|7 | 3/40 [00:00<00:10, 3.68it/s] 101/499 4.32G 0.01842 0.01239 0.008261 65 640: 8%|7 | 3/40 [00:01<00:10, 3.68it/s] 101/499 4.32G 0.01842 0.01239 0.008261 65 640: 10%|# | 4/40 [00:01<00:09, 3.67it/s] 101/499 4.32G 0.01774 0.01201 0.00703 68 640: 10%|# | 4/40 [00:01<00:09, 3.67it/s] 101/499 4.32G 0.01774 0.01201 0.00703 68 640: 12%|#2 | 5/40 [00:01<00:10, 3.50it/s] 101/499 4.32G 0.01756 0.01191 0.006669 66 640: 12%|#2 | 5/40 [00:01<00:10, 3.50it/s] 101/499 4.32G 0.01756 0.01191 0.006669 66 640: 15%|#5 | 6/40 [00:01<00:09, 3.67it/s] 101/499 4.32G 0.01758 0.01225 0.006415 78 640: 15%|#5 | 6/40 [00:01<00:09, 3.67it/s] 101/499 4.32G 0.01758 0.01225 0.006415 78 640: 18%|#7 | 7/40 [00:01<00:08, 3.70it/s] 101/499 4.32G 0.01743 0.0125 0.006218 81 640: 18%|#7 | 7/40 [00:02<00:08, 3.70it/s] 101/499 4.32G 0.01743 0.0125 0.006218 81 640: 20%|## | 8/40 [00:02<00:08, 3.56it/s] 101/499 4.32G 0.01759 0.01275 0.006574 82 640: 20%|## | 8/40 [00:02<00:08, 3.56it/s] 101/499 4.32G 0.01759 0.01275 0.006574 82 640: 22%|##2 | 9/40 [00:02<00:08, 3.72it/s] 101/499 4.32G 0.01742 0.01294 0.006166 89 640: 22%|##2 | 9/40 [00:02<00:08, 3.72it/s] 101/499 4.32G 0.01742 0.01294 0.006166 89 640: 25%|##5 | 10/40 [00:02<00:08, 3.73it/s] 101/499 4.32G 0.01758 0.01307 0.006061 76 640: 25%|##5 | 10/40 [00:03<00:08, 3.73it/s] 101/499 4.32G 0.01758 0.01307 0.006061 76 640: 28%|##7 | 11/40 [00:03<00:08, 3.59it/s] 101/499 4.32G 0.0175 0.01296 0.005906 62 640: 28%|##7 | 11/40 [00:03<00:08, 3.59it/s] 101/499 4.32G 0.0175 0.01296 0.005906 62 640: 30%|### | 12/40 [00:03<00:07, 3.72it/s] 101/499 4.32G 0.01753 0.01302 0.006013 68 640: 30%|### | 12/40 [00:03<00:07, 3.72it/s] 101/499 4.32G 0.01753 0.01302 0.006013 68 640: 32%|###2 | 13/40 [00:03<00:07, 3.74it/s] 101/499 4.32G 0.01747 0.01307 0.005864 78 640: 32%|###2 | 13/40 [00:03<00:07, 3.74it/s] 101/499 4.32G 0.01747 0.01307 0.005864 78 640: 35%|###5 | 14/40 [00:03<00:07, 3.61it/s] 101/499 4.32G 0.01746 0.01321 0.005895 87 640: 35%|###5 | 14/40 [00:04<00:07, 3.61it/s] 101/499 4.32G 0.01746 0.01321 0.005895 87 640: 38%|###7 | 15/40 [00:04<00:06, 3.74it/s] 101/499 4.32G 0.01744 0.01295 0.006198 53 640: 38%|###7 | 15/40 [00:04<00:06, 3.74it/s] 101/499 4.32G 0.01744 0.01295 0.006198 53 640: 40%|#### | 16/40 [00:04<00:06, 3.75it/s] 101/499 4.32G 0.01738 0.0128 0.006353 61 640: 40%|#### | 16/40 [00:04<00:06, 3.75it/s] 101/499 4.32G 0.01738 0.0128 0.006353 61 640: 42%|####2 | 17/40 [00:04<00:06, 3.56it/s] 101/499 4.32G 0.01729 0.0128 0.006519 70 640: 42%|####2 | 17/40 [00:04<00:06, 3.56it/s] 101/499 4.32G 0.01729 0.0128 0.006519 70 640: 45%|####5 | 18/40 [00:04<00:05, 3.69it/s] 101/499 4.32G 0.01734 0.01278 0.006517 70 640: 45%|####5 | 18/40 [00:05<00:05, 3.69it/s] 101/499 4.32G 0.01734 0.01278 0.006517 70 640: 48%|####7 | 19/40 [00:05<00:05, 3.72it/s] 101/499 4.32G 0.01728 0.01283 0.006527 79 640: 48%|####7 | 19/40 [00:05<00:05, 3.72it/s] 101/499 4.32G 0.01728 0.01283 0.006527 79 640: 50%|##### | 20/40 [00:05<00:05, 3.57it/s] 101/499 4.32G 0.01738 0.01313 0.006425 95 640: 50%|##### | 20/40 [00:05<00:05, 3.57it/s] 101/499 4.32G 0.01738 0.01313 0.006425 95 640: 52%|#####2 | 21/40 [00:05<00:05, 3.72it/s] 101/499 4.32G 0.01744 0.01322 0.006386 75 640: 52%|#####2 | 21/40 [00:05<00:05, 3.72it/s] 101/499 4.32G 0.01744 0.01322 0.006386 75 640: 55%|#####5 | 22/40 [00:05<00:04, 3.74it/s] 101/499 4.32G 0.01752 0.01321 0.006447 67 640: 55%|#####5 | 22/40 [00:06<00:04, 3.74it/s] 101/499 4.32G 0.01752 0.01321 0.006447 67 640: 57%|#####7 | 23/40 [00:06<00:04, 3.60it/s] 101/499 4.32G 0.01749 0.01331 0.006365 92 640: 57%|#####7 | 23/40 [00:06<00:04, 3.60it/s] 101/499 4.32G 0.01749 0.01331 0.006365 92 640: 60%|###### | 24/40 [00:06<00:04, 3.60it/s] 101/499 4.32G 0.01745 0.01326 0.006415 69 640: 60%|###### | 24/40 [00:06<00:04, 3.60it/s] 101/499 4.32G 0.01745 0.01326 0.006415 69 640: 62%|######2 | 25/40 [00:06<00:03, 3.77it/s] 101/499 4.32G 0.01746 0.01327 0.006375 73 640: 62%|######2 | 25/40 [00:07<00:03, 3.77it/s] 101/499 4.32G 0.01746 0.01327 0.006375 73 640: 65%|######5 | 26/40 [00:07<00:03, 3.62it/s] 101/499 4.32G 0.01747 0.01327 0.006419 79 640: 65%|######5 | 26/40 [00:07<00:03, 3.62it/s] 101/499 4.32G 0.01747 0.01327 0.006419 79 640: 68%|######7 | 27/40 [00:07<00:03, 3.75it/s] 101/499 4.32G 0.01742 0.01329 0.006272 85 640: 68%|######7 | 27/40 [00:07<00:03, 3.75it/s] 101/499 4.32G 0.01742 0.01329 0.006272 85 640: 70%|####### | 28/40 [00:07<00:03, 3.67it/s] 101/499 4.32G 0.01743 0.01328 0.006251 74 640: 70%|####### | 28/40 [00:07<00:03, 3.67it/s] 101/499 4.32G 0.01743 0.01328 0.006251 74 640: 72%|#######2 | 29/40 [00:07<00:02, 3.70it/s] 101/499 4.32G 0.01741 0.01325 0.006164 71 640: 72%|#######2 | 29/40 [00:08<00:02, 3.70it/s] 101/499 4.32G 0.01741 0.01325 0.006164 71 640: 75%|#######5 | 30/40 [00:08<00:02, 4.07it/s] 101/499 4.32G 0.01751 0.01336 0.006135 81 640: 75%|#######5 | 30/40 [00:08<00:02, 4.07it/s] 101/499 4.32G 0.01751 0.01336 0.006135 81 640: 78%|#######7 | 31/40 [00:08<00:02, 4.37it/s] 101/499 4.32G 0.01755 0.01337 0.006189 73 640: 78%|#######7 | 31/40 [00:08<00:02, 4.37it/s] 101/499 4.32G 0.01755 0.01337 0.006189 73 640: 80%|######## | 32/40 [00:08<00:01, 4.45it/s] 101/499 4.32G 0.01756 0.01338 0.006167 73 640: 80%|######## | 32/40 [00:08<00:01, 4.45it/s] 101/499 4.32G 0.01756 0.01338 0.006167 73 640: 82%|########2 | 33/40 [00:08<00:01, 4.69it/s] 101/499 4.32G 0.01751 0.01339 0.006041 82 640: 82%|########2 | 33/40 [00:08<00:01, 4.69it/s] 101/499 4.32G 0.01751 0.01339 0.006041 82 640: 85%|########5 | 34/40 [00:08<00:01, 4.88it/s] 101/499 4.32G 0.01746 0.01334 0.006084 65 640: 85%|########5 | 34/40 [00:09<00:01, 4.88it/s] 101/499 4.32G 0.01746 0.01334 0.006084 65 640: 88%|########7 | 35/40 [00:09<00:01, 4.85it/s] 101/499 4.32G 0.01744 0.01338 0.006017 85 640: 88%|########7 | 35/40 [00:09<00:01, 4.85it/s] 101/499 4.32G 0.01744 0.01338 0.006017 85 640: 90%|######### | 36/40 [00:09<00:00, 5.01it/s] 101/499 4.32G 0.01742 0.01335 0.005968 75 640: 90%|######### | 36/40 [00:09<00:00, 5.01it/s] 101/499 4.32G 0.01742 0.01335 0.005968 75 640: 92%|#########2| 37/40 [00:09<00:00, 5.13it/s] 101/499 4.32G 0.01742 0.01331 0.0059 68 640: 92%|#########2| 37/40 [00:09<00:00, 5.13it/s] 101/499 4.32G 0.01742 0.01331 0.0059 68 640: 95%|#########5| 38/40 [00:09<00:00, 4.98it/s] 101/499 4.32G 0.01741 0.0134 0.005927 98 640: 95%|#########5| 38/40 [00:09<00:00, 4.98it/s] 101/499 4.32G 0.01741 0.0134 0.005927 98 640: 98%|#########7| 39/40 [00:09<00:00, 5.11it/s] 101/499 4.32G 0.01741 0.0134 0.005902 41 640: 98%|#########7| 39/40 [00:10<00:00, 5.11it/s] 101/499 4.32G 0.01741 0.0134 0.005902 41 640: 100%|##########| 40/40 [00:10<00:00, 5.27it/s] 101/499 4.32G 0.01741 0.0134 0.005902 41 640: 100%|##########| 40/40 [00:10<00:00, 3.99it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:02, 1.46it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.48it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.52it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.74it/s] all 132 263 0.867 0.864 0.897 0.747 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 102/499 4.32G 0.01602 0.01415 0.00536 77 640: 0%| | 0/40 [00:00<?, ?it/s] 102/499 4.32G 0.01602 0.01415 0.00536 77 640: 2%|2 | 1/40 [00:00<00:11, 3.32it/s] 102/499 4.32G 0.0158 0.01396 0.005188 78 640: 2%|2 | 1/40 [00:00<00:11, 3.32it/s] 102/499 4.32G 0.0158 0.01396 0.005188 78 640: 5%|5 | 2/40 [00:00<00:11, 3.39it/s] 102/499 4.32G 0.017 0.01321 0.006583 61 640: 5%|5 | 2/40 [00:00<00:11, 3.39it/s] 102/499 4.32G 0.017 0.01321 0.006583 61 640: 8%|7 | 3/40 [00:00<00:10, 3.56it/s] 102/499 4.32G 0.01692 0.01315 0.006118 72 640: 8%|7 | 3/40 [00:01<00:10, 3.56it/s] 102/499 4.32G 0.01692 0.01315 0.006118 72 640: 10%|# | 4/40 [00:01<00:10, 3.49it/s] 102/499 4.32G 0.01706 0.01368 0.005378 88 640: 10%|# | 4/40 [00:01<00:10, 3.49it/s] 102/499 4.32G 0.01706 0.01368 0.005378 88 640: 12%|#2 | 5/40 [00:01<00:09, 3.65it/s] 102/499 4.32G 0.01716 0.01397 0.004879 79 640: 12%|#2 | 5/40 [00:01<00:09, 3.65it/s] 102/499 4.32G 0.01716 0.01397 0.004879 79 640: 15%|#5 | 6/40 [00:01<00:09, 3.69it/s] 102/499 4.32G 0.01707 0.01388 0.004757 84 640: 15%|#5 | 6/40 [00:01<00:09, 3.69it/s] 102/499 4.32G 0.01707 0.01388 0.004757 84 640: 18%|#7 | 7/40 [00:01<00:09, 3.59it/s] 102/499 4.32G 0.01701 0.01394 0.005374 77 640: 18%|#7 | 7/40 [00:02<00:09, 3.59it/s] 102/499 4.32G 0.01701 0.01394 0.005374 77 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 102/499 4.32G 0.01682 0.01387 0.00577 80 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 102/499 4.32G 0.01682 0.01387 0.00577 80 640: 22%|##2 | 9/40 [00:02<00:08, 3.73it/s] 102/499 4.32G 0.01676 0.01362 0.00563 57 640: 22%|##2 | 9/40 [00:02<00:08, 3.73it/s] 102/499 4.32G 0.01676 0.01362 0.00563 57 640: 25%|##5 | 10/40 [00:02<00:08, 3.59it/s] 102/499 4.32G 0.01675 0.0135 0.005747 68 640: 25%|##5 | 10/40 [00:03<00:08, 3.59it/s] 102/499 4.32G 0.01675 0.0135 0.005747 68 640: 28%|##7 | 11/40 [00:03<00:07, 3.73it/s] 102/499 4.32G 0.01671 0.01364 0.005586 87 640: 28%|##7 | 11/40 [00:03<00:07, 3.73it/s] 102/499 4.32G 0.01671 0.01364 0.005586 87 640: 30%|### | 12/40 [00:03<00:07, 3.75it/s] 102/499 4.32G 0.01678 0.0137 0.00573 80 640: 30%|### | 12/40 [00:03<00:07, 3.75it/s] 102/499 4.32G 0.01678 0.0137 0.00573 80 640: 32%|###2 | 13/40 [00:03<00:07, 3.62it/s] 102/499 4.32G 0.01684 0.01361 0.005522 71 640: 32%|###2 | 13/40 [00:03<00:07, 3.62it/s] 102/499 4.32G 0.01684 0.01361 0.005522 71 640: 35%|###5 | 14/40 [00:03<00:06, 3.73it/s] 102/499 4.32G 0.01691 0.01364 0.005464 79 640: 35%|###5 | 14/40 [00:04<00:06, 3.73it/s] 102/499 4.32G 0.01691 0.01364 0.005464 79 640: 38%|###7 | 15/40 [00:04<00:06, 3.75it/s] 102/499 4.32G 0.01701 0.01356 0.005582 75 640: 38%|###7 | 15/40 [00:04<00:06, 3.75it/s] 102/499 4.32G 0.01701 0.01356 0.005582 75 640: 40%|#### | 16/40 [00:04<00:06, 3.60it/s] 102/499 4.32G 0.01708 0.01368 0.005852 91 640: 40%|#### | 16/40 [00:04<00:06, 3.60it/s] 102/499 4.32G 0.01708 0.01368 0.005852 91 640: 42%|####2 | 17/40 [00:04<00:06, 3.73it/s] 102/499 4.32G 0.01701 0.01381 0.005723 84 640: 42%|####2 | 17/40 [00:04<00:06, 3.73it/s] 102/499 4.32G 0.01701 0.01381 0.005723 84 640: 45%|####5 | 18/40 [00:04<00:05, 3.75it/s] 102/499 4.32G 0.01685 0.01367 0.005639 67 640: 45%|####5 | 18/40 [00:05<00:05, 3.75it/s] 102/499 4.32G 0.01685 0.01367 0.005639 67 640: 48%|####7 | 19/40 [00:05<00:05, 3.60it/s] 102/499 4.32G 0.01693 0.01372 0.005636 74 640: 48%|####7 | 19/40 [00:05<00:05, 3.60it/s] 102/499 4.32G 0.01693 0.01372 0.005636 74 640: 50%|##### | 20/40 [00:05<00:05, 3.73it/s] 102/499 4.32G 0.01682 0.01376 0.005536 81 640: 50%|##### | 20/40 [00:05<00:05, 3.73it/s] 102/499 4.32G 0.01682 0.01376 0.005536 81 640: 52%|#####2 | 21/40 [00:05<00:05, 3.73it/s] 102/499 4.32G 0.01679 0.0138 0.005453 86 640: 52%|#####2 | 21/40 [00:06<00:05, 3.73it/s] 102/499 4.32G 0.01679 0.0138 0.005453 86 640: 55%|#####5 | 22/40 [00:06<00:05, 3.59it/s] 102/499 4.32G 0.0167 0.01373 0.005405 75 640: 55%|#####5 | 22/40 [00:06<00:05, 3.59it/s] 102/499 4.32G 0.0167 0.01373 0.005405 75 640: 57%|#####7 | 23/40 [00:06<00:04, 3.72it/s] 102/499 4.32G 0.01674 0.01375 0.005439 76 640: 57%|#####7 | 23/40 [00:06<00:04, 3.72it/s] 102/499 4.32G 0.01674 0.01375 0.005439 76 640: 60%|###### | 24/40 [00:06<00:04, 3.74it/s] 102/499 4.32G 0.01683 0.01375 0.005503 77 640: 60%|###### | 24/40 [00:06<00:04, 3.74it/s] 102/499 4.32G 0.01683 0.01375 0.005503 77 640: 62%|######2 | 25/40 [00:06<00:04, 3.66it/s] 102/499 4.32G 0.01688 0.01382 0.005519 80 640: 62%|######2 | 25/40 [00:07<00:04, 3.66it/s] 102/499 4.32G 0.01688 0.01382 0.005519 80 640: 65%|######5 | 26/40 [00:07<00:03, 3.86it/s] 102/499 4.32G 0.01692 0.01387 0.005366 82 640: 65%|######5 | 26/40 [00:07<00:03, 3.86it/s] 102/499 4.32G 0.01692 0.01387 0.005366 82 640: 68%|######7 | 27/40 [00:07<00:03, 4.21it/s] 102/499 4.32G 0.01691 0.01383 0.005351 73 640: 68%|######7 | 27/40 [00:07<00:03, 4.21it/s] 102/499 4.32G 0.01691 0.01383 0.005351 73 640: 70%|####### | 28/40 [00:07<00:02, 4.32it/s] 102/499 4.32G 0.01694 0.01388 0.005461 76 640: 70%|####### | 28/40 [00:07<00:02, 4.32it/s] 102/499 4.32G 0.01694 0.01388 0.005461 76 640: 72%|#######2 | 29/40 [00:07<00:02, 4.59it/s] 102/499 4.32G 0.01695 0.01381 0.005459 63 640: 72%|#######2 | 29/40 [00:07<00:02, 4.59it/s] 102/499 4.32G 0.01695 0.01381 0.005459 63 640: 75%|#######5 | 30/40 [00:07<00:02, 4.80it/s] 102/499 4.32G 0.01698 0.01385 0.005523 76 640: 75%|#######5 | 30/40 [00:08<00:02, 4.80it/s] 102/499 4.32G 0.01698 0.01385 0.005523 76 640: 78%|#######7 | 31/40 [00:08<00:01, 4.78it/s] 102/499 4.32G 0.01703 0.01389 0.005709 78 640: 78%|#######7 | 31/40 [00:08<00:01, 4.78it/s] 102/499 4.32G 0.01703 0.01389 0.005709 78 640: 80%|######## | 32/40 [00:08<00:01, 4.95it/s] 102/499 4.32G 0.01705 0.01392 0.005764 81 640: 80%|######## | 32/40 [00:08<00:01, 4.95it/s] 102/499 4.32G 0.01705 0.01392 0.005764 81 640: 82%|########2 | 33/40 [00:08<00:01, 5.07it/s] 102/499 4.32G 0.01703 0.0139 0.00572 79 640: 82%|########2 | 33/40 [00:08<00:01, 5.07it/s] 102/499 4.32G 0.01703 0.0139 0.00572 79 640: 85%|########5 | 34/40 [00:08<00:01, 4.97it/s] 102/499 4.32G 0.01706 0.01403 0.005677 106 640: 85%|########5 | 34/40 [00:08<00:01, 4.97it/s] 102/499 4.32G 0.01706 0.01403 0.005677 106 640: 88%|########7 | 35/40 [00:08<00:00, 5.07it/s] 102/499 4.32G 0.01704 0.01405 0.005543 89 640: 88%|########7 | 35/40 [00:08<00:00, 5.07it/s] 102/499 4.32G 0.01704 0.01405 0.005543 89 640: 90%|######### | 36/40 [00:08<00:00, 5.20it/s] 102/499 4.32G 0.01707 0.01402 0.005497 73 640: 90%|######### | 36/40 [00:09<00:00, 5.20it/s] 102/499 4.32G 0.01707 0.01402 0.005497 73 640: 92%|#########2| 37/40 [00:09<00:00, 4.97it/s] 102/499 4.32G 0.01705 0.01404 0.005464 82 640: 92%|#########2| 37/40 [00:09<00:00, 4.97it/s] 102/499 4.32G 0.01705 0.01404 0.005464 82 640: 95%|#########5| 38/40 [00:09<00:00, 4.61it/s] 102/499 4.32G 0.01703 0.01393 0.005423 62 640: 95%|#########5| 38/40 [00:09<00:00, 4.61it/s] 102/499 4.32G 0.01703 0.01393 0.005423 62 640: 98%|#########7| 39/40 [00:09<00:00, 4.29it/s] 102/499 4.32G 0.01699 0.01391 0.005422 37 640: 98%|#########7| 39/40 [00:10<00:00, 4.29it/s] 102/499 4.32G 0.01699 0.01391 0.005422 37 640: 100%|##########| 40/40 [00:10<00:00, 4.02it/s] 102/499 4.32G 0.01699 0.01391 0.005422 37 640: 100%|##########| 40/40 [00:10<00:00, 3.99it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.53it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.54it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.56it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.11it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.86it/s] all 132 263 0.913 0.832 0.899 0.73 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 103/499 4.32G 0.01747 0.01005 0.008613 55 640: 0%| | 0/40 [00:00<?, ?it/s] 103/499 4.32G 0.01747 0.01005 0.008613 55 640: 2%|2 | 1/40 [00:00<00:08, 4.43it/s] 103/499 4.32G 0.0183 0.012 0.005661 71 640: 2%|2 | 1/40 [00:00<00:08, 4.43it/s] 103/499 4.32G 0.0183 0.012 0.005661 71 640: 5%|5 | 2/40 [00:00<00:09, 3.95it/s] 103/499 4.32G 0.018 0.01177 0.006774 70 640: 5%|5 | 2/40 [00:00<00:09, 3.95it/s] 103/499 4.32G 0.018 0.01177 0.006774 70 640: 8%|7 | 3/40 [00:00<00:10, 3.45it/s] 103/499 4.32G 0.01756 0.01195 0.006126 74 640: 8%|7 | 3/40 [00:01<00:10, 3.45it/s] 103/499 4.32G 0.01756 0.01195 0.006126 74 640: 10%|# | 4/40 [00:01<00:09, 3.72it/s] 103/499 4.32G 0.01715 0.01178 0.005616 66 640: 10%|# | 4/40 [00:01<00:09, 3.72it/s] 103/499 4.32G 0.01715 0.01178 0.005616 66 640: 12%|#2 | 5/40 [00:01<00:09, 3.70it/s] 103/499 4.32G 0.01692 0.01209 0.005156 82 640: 12%|#2 | 5/40 [00:01<00:09, 3.70it/s] 103/499 4.32G 0.01692 0.01209 0.005156 82 640: 15%|#5 | 6/40 [00:01<00:09, 3.57it/s] 103/499 4.32G 0.01696 0.01217 0.005125 74 640: 15%|#5 | 6/40 [00:01<00:09, 3.57it/s] 103/499 4.32G 0.01696 0.01217 0.005125 74 640: 18%|#7 | 7/40 [00:01<00:08, 3.70it/s] 103/499 4.32G 0.0168 0.0119 0.004708 60 640: 18%|#7 | 7/40 [00:02<00:08, 3.70it/s] 103/499 4.32G 0.0168 0.0119 0.004708 60 640: 20%|## | 8/40 [00:02<00:08, 3.70it/s] 103/499 4.32G 0.01675 0.0122 0.00436 88 640: 20%|## | 8/40 [00:02<00:08, 3.70it/s] 103/499 4.32G 0.01675 0.0122 0.00436 88 640: 22%|##2 | 9/40 [00:02<00:08, 3.59it/s] 103/499 4.32G 0.01698 0.01266 0.004383 91 640: 22%|##2 | 9/40 [00:02<00:08, 3.59it/s] 103/499 4.32G 0.01698 0.01266 0.004383 91 640: 25%|##5 | 10/40 [00:02<00:08, 3.73it/s] 103/499 4.32G 0.01709 0.01266 0.004553 74 640: 25%|##5 | 10/40 [00:02<00:08, 3.73it/s] 103/499 4.32G 0.01709 0.01266 0.004553 74 640: 28%|##7 | 11/40 [00:02<00:07, 3.70it/s] 103/499 4.32G 0.01712 0.01279 0.004524 86 640: 28%|##7 | 11/40 [00:03<00:07, 3.70it/s] 103/499 4.32G 0.01712 0.01279 0.004524 86 640: 30%|### | 12/40 [00:03<00:07, 3.60it/s] 103/499 4.32G 0.01714 0.01274 0.004365 70 640: 30%|### | 12/40 [00:03<00:07, 3.60it/s] 103/499 4.32G 0.01714 0.01274 0.004365 70 640: 32%|###2 | 13/40 [00:03<00:07, 3.73it/s] 103/499 4.32G 0.017 0.01256 0.004295 70 640: 32%|###2 | 13/40 [00:03<00:07, 3.73it/s] 103/499 4.32G 0.017 0.01256 0.004295 70 640: 35%|###5 | 14/40 [00:03<00:07, 3.69it/s] 103/499 4.32G 0.01687 0.01254 0.004244 74 640: 35%|###5 | 14/40 [00:04<00:07, 3.69it/s] 103/499 4.32G 0.01687 0.01254 0.004244 74 640: 38%|###7 | 15/40 [00:04<00:06, 3.59it/s] 103/499 4.32G 0.01674 0.01258 0.004095 86 640: 38%|###7 | 15/40 [00:04<00:06, 3.59it/s] 103/499 4.32G 0.01674 0.01258 0.004095 86 640: 40%|#### | 16/40 [00:04<00:06, 3.72it/s] 103/499 4.32G 0.01664 0.01254 0.004024 71 640: 40%|#### | 16/40 [00:04<00:06, 3.72it/s] 103/499 4.32G 0.01664 0.01254 0.004024 71 640: 42%|####2 | 17/40 [00:04<00:06, 3.70it/s] 103/499 4.32G 0.01673 0.0126 0.004075 74 640: 42%|####2 | 17/40 [00:04<00:06, 3.70it/s] 103/499 4.32G 0.01673 0.0126 0.004075 74 640: 45%|####5 | 18/40 [00:04<00:06, 3.61it/s] 103/499 4.32G 0.01668 0.01253 0.004035 61 640: 45%|####5 | 18/40 [00:05<00:06, 3.61it/s] 103/499 4.32G 0.01668 0.01253 0.004035 61 640: 48%|####7 | 19/40 [00:05<00:05, 3.73it/s] 103/499 4.32G 0.01656 0.0124 0.004146 62 640: 48%|####7 | 19/40 [00:05<00:05, 3.73it/s] 103/499 4.32G 0.01656 0.0124 0.004146 62 640: 50%|##### | 20/40 [00:05<00:05, 3.69it/s] 103/499 4.32G 0.01653 0.01241 0.004227 68 640: 50%|##### | 20/40 [00:05<00:05, 3.69it/s] 103/499 4.32G 0.01653 0.01241 0.004227 68 640: 52%|#####2 | 21/40 [00:05<00:05, 3.61it/s] 103/499 4.32G 0.01662 0.01255 0.004294 81 640: 52%|#####2 | 21/40 [00:05<00:05, 3.61it/s] 103/499 4.32G 0.01662 0.01255 0.004294 81 640: 55%|#####5 | 22/40 [00:05<00:04, 3.73it/s] 103/499 4.32G 0.01653 0.01245 0.004311 56 640: 55%|#####5 | 22/40 [00:06<00:04, 3.73it/s] 103/499 4.32G 0.01653 0.01245 0.004311 56 640: 57%|#####7 | 23/40 [00:06<00:04, 3.72it/s] 103/499 4.32G 0.01657 0.01241 0.004361 70 640: 57%|#####7 | 23/40 [00:06<00:04, 3.72it/s] 103/499 4.32G 0.01657 0.01241 0.004361 70 640: 60%|###### | 24/40 [00:06<00:04, 3.66it/s] 103/499 4.32G 0.0166 0.01262 0.004313 102 640: 60%|###### | 24/40 [00:06<00:04, 3.66it/s] 103/499 4.32G 0.0166 0.01262 0.004313 102 640: 62%|######2 | 25/40 [00:06<00:03, 3.81it/s] 103/499 4.32G 0.01667 0.01266 0.004331 76 640: 62%|######2 | 25/40 [00:06<00:03, 3.81it/s] 103/499 4.32G 0.01667 0.01266 0.004331 76 640: 65%|######5 | 26/40 [00:06<00:03, 4.18it/s] 103/499 4.32G 0.01669 0.01276 0.004407 75 640: 65%|######5 | 26/40 [00:07<00:03, 4.18it/s] 103/499 4.32G 0.01669 0.01276 0.004407 75 640: 68%|######7 | 27/40 [00:07<00:03, 4.28it/s] 103/499 4.32G 0.01662 0.01273 0.004429 78 640: 68%|######7 | 27/40 [00:07<00:03, 4.28it/s] 103/499 4.32G 0.01662 0.01273 0.004429 78 640: 70%|####### | 28/40 [00:07<00:02, 4.57it/s] 103/499 4.32G 0.01666 0.0128 0.004582 76 640: 70%|####### | 28/40 [00:07<00:02, 4.57it/s] 103/499 4.32G 0.01666 0.0128 0.004582 76 640: 72%|#######2 | 29/40 [00:07<00:02, 4.74it/s] 103/499 4.32G 0.01662 0.01289 0.004739 100 640: 72%|#######2 | 29/40 [00:07<00:02, 4.74it/s] 103/499 4.32G 0.01662 0.01289 0.004739 100 640: 75%|#######5 | 30/40 [00:07<00:02, 4.75it/s] 103/499 4.32G 0.01669 0.01293 0.004704 77 640: 75%|#######5 | 30/40 [00:07<00:02, 4.75it/s] 103/499 4.32G 0.01669 0.01293 0.004704 77 640: 78%|#######7 | 31/40 [00:07<00:01, 4.91it/s] 103/499 4.32G 0.01672 0.01293 0.004697 78 640: 78%|#######7 | 31/40 [00:08<00:01, 4.91it/s] 103/499 4.32G 0.01672 0.01293 0.004697 78 640: 80%|######## | 32/40 [00:08<00:01, 5.00it/s] 103/499 4.32G 0.01673 0.01291 0.00465 70 640: 80%|######## | 32/40 [00:08<00:01, 5.00it/s] 103/499 4.32G 0.01673 0.01291 0.00465 70 640: 82%|########2 | 33/40 [00:08<00:01, 4.86it/s] 103/499 4.32G 0.01674 0.01294 0.004627 78 640: 82%|########2 | 33/40 [00:08<00:01, 4.86it/s] 103/499 4.32G 0.01674 0.01294 0.004627 78 640: 85%|########5 | 34/40 [00:08<00:01, 5.02it/s] 103/499 4.32G 0.01671 0.01293 0.004533 78 640: 85%|########5 | 34/40 [00:08<00:01, 5.02it/s] 103/499 4.32G 0.01671 0.01293 0.004533 78 640: 88%|########7 | 35/40 [00:08<00:00, 5.01it/s] 103/499 4.32G 0.01666 0.01287 0.00455 66 640: 88%|########7 | 35/40 [00:09<00:00, 5.01it/s] 103/499 4.32G 0.01666 0.01287 0.00455 66 640: 90%|######### | 36/40 [00:09<00:00, 4.32it/s] 103/499 4.32G 0.01662 0.0128 0.004543 63 640: 90%|######### | 36/40 [00:09<00:00, 4.32it/s] 103/499 4.32G 0.01662 0.0128 0.004543 63 640: 92%|#########2| 37/40 [00:09<00:00, 4.25it/s] 103/499 4.32G 0.01661 0.01281 0.004581 78 640: 92%|#########2| 37/40 [00:09<00:00, 4.25it/s] 103/499 4.32G 0.01661 0.01281 0.004581 78 640: 95%|#########5| 38/40 [00:09<00:00, 4.09it/s] 103/499 4.32G 0.01664 0.01279 0.00459 64 640: 95%|#########5| 38/40 [00:09<00:00, 4.09it/s] 103/499 4.32G 0.01664 0.01279 0.00459 64 640: 98%|#########7| 39/40 [00:09<00:00, 3.60it/s] 103/499 4.32G 0.01662 0.01286 0.004711 49 640: 98%|#########7| 39/40 [00:10<00:00, 3.60it/s] 103/499 4.32G 0.01662 0.01286 0.004711 49 640: 100%|##########| 40/40 [00:10<00:00, 3.80it/s] 103/499 4.32G 0.01662 0.01286 0.004711 49 640: 100%|##########| 40/40 [00:10<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.65it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.50it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.51it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.04it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.82it/s] all 132 263 0.906 0.846 0.891 0.691 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 104/499 4.32G 0.01506 0.01034 0.006214 68 640: 0%| | 0/40 [00:00<?, ?it/s] 104/499 4.32G 0.01506 0.01034 0.006214 68 640: 2%|2 | 1/40 [00:00<00:08, 4.58it/s] 104/499 4.32G 0.0163 0.01276 0.00573 71 640: 2%|2 | 1/40 [00:00<00:08, 4.58it/s] 104/499 4.32G 0.0163 0.01276 0.00573 71 640: 5%|5 | 2/40 [00:00<00:10, 3.79it/s] 104/499 4.32G 0.01659 0.01262 0.00541 68 640: 5%|5 | 2/40 [00:00<00:10, 3.79it/s] 104/499 4.32G 0.01659 0.01262 0.00541 68 640: 8%|7 | 3/40 [00:00<00:09, 3.90it/s] 104/499 4.32G 0.01672 0.01355 0.00496 90 640: 8%|7 | 3/40 [00:01<00:09, 3.90it/s] 104/499 4.32G 0.01672 0.01355 0.00496 90 640: 10%|# | 4/40 [00:01<00:09, 3.85it/s] 104/499 4.32G 0.01702 0.01325 0.005137 70 640: 10%|# | 4/40 [00:01<00:09, 3.85it/s] 104/499 4.32G 0.01702 0.01325 0.005137 70 640: 12%|#2 | 5/40 [00:01<00:09, 3.64it/s] 104/499 4.32G 0.01782 0.0134 0.005526 64 640: 12%|#2 | 5/40 [00:01<00:09, 3.64it/s] 104/499 4.32G 0.01782 0.0134 0.005526 64 640: 15%|#5 | 6/40 [00:01<00:09, 3.74it/s] 104/499 4.32G 0.01824 0.01316 0.005665 62 640: 15%|#5 | 6/40 [00:01<00:09, 3.74it/s] 104/499 4.32G 0.01824 0.01316 0.005665 62 640: 18%|#7 | 7/40 [00:01<00:08, 3.75it/s] 104/499 4.32G 0.0183 0.01311 0.006262 72 640: 18%|#7 | 7/40 [00:02<00:08, 3.75it/s] 104/499 4.32G 0.0183 0.01311 0.006262 72 640: 20%|## | 8/40 [00:02<00:08, 3.61it/s] 104/499 4.32G 0.01824 0.01318 0.006218 73 640: 20%|## | 8/40 [00:02<00:08, 3.61it/s] 104/499 4.32G 0.01824 0.01318 0.006218 73 640: 22%|##2 | 9/40 [00:02<00:08, 3.74it/s] 104/499 4.32G 0.01813 0.01326 0.00629 75 640: 22%|##2 | 9/40 [00:02<00:08, 3.74it/s] 104/499 4.32G 0.01813 0.01326 0.00629 75 640: 25%|##5 | 10/40 [00:02<00:08, 3.75it/s] 104/499 4.32G 0.01795 0.01316 0.005886 62 640: 25%|##5 | 10/40 [00:02<00:08, 3.75it/s] 104/499 4.32G 0.01795 0.01316 0.005886 62 640: 28%|##7 | 11/40 [00:02<00:08, 3.60it/s] 104/499 4.32G 0.01789 0.01333 0.00576 92 640: 28%|##7 | 11/40 [00:03<00:08, 3.60it/s] 104/499 4.32G 0.01789 0.01333 0.00576 92 640: 30%|### | 12/40 [00:03<00:07, 3.72it/s] 104/499 4.32G 0.01779 0.01345 0.005953 81 640: 30%|### | 12/40 [00:03<00:07, 3.72it/s] 104/499 4.32G 0.01779 0.01345 0.005953 81 640: 32%|###2 | 13/40 [00:03<00:07, 3.74it/s] 104/499 4.32G 0.01769 0.01362 0.005779 90 640: 32%|###2 | 13/40 [00:03<00:07, 3.74it/s] 104/499 4.32G 0.01769 0.01362 0.005779 90 640: 35%|###5 | 14/40 [00:03<00:07, 3.62it/s] 104/499 4.32G 0.01773 0.01356 0.005784 67 640: 35%|###5 | 14/40 [00:04<00:07, 3.62it/s] 104/499 4.32G 0.01773 0.01356 0.005784 67 640: 38%|###7 | 15/40 [00:04<00:06, 3.71it/s] 104/499 4.32G 0.01763 0.01357 0.005741 73 640: 38%|###7 | 15/40 [00:04<00:06, 3.71it/s] 104/499 4.32G 0.01763 0.01357 0.005741 73 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 104/499 4.32G 0.01751 0.01349 0.005682 81 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 104/499 4.32G 0.01751 0.01349 0.005682 81 640: 42%|####2 | 17/40 [00:04<00:06, 3.58it/s] 104/499 4.32G 0.01764 0.01349 0.005694 73 640: 42%|####2 | 17/40 [00:04<00:06, 3.58it/s] 104/499 4.32G 0.01764 0.01349 0.005694 73 640: 45%|####5 | 18/40 [00:04<00:05, 3.70it/s] 104/499 4.32G 0.01758 0.01357 0.005886 68 640: 45%|####5 | 18/40 [00:05<00:05, 3.70it/s] 104/499 4.32G 0.01758 0.01357 0.005886 68 640: 48%|####7 | 19/40 [00:05<00:05, 3.73it/s] 104/499 4.32G 0.01748 0.0134 0.00579 64 640: 48%|####7 | 19/40 [00:05<00:05, 3.73it/s] 104/499 4.32G 0.01748 0.0134 0.00579 64 640: 50%|##### | 20/40 [00:05<00:05, 3.57it/s] 104/499 4.32G 0.01744 0.01345 0.005775 91 640: 50%|##### | 20/40 [00:05<00:05, 3.57it/s] 104/499 4.32G 0.01744 0.01345 0.005775 91 640: 52%|#####2 | 21/40 [00:05<00:05, 3.70it/s] 104/499 4.32G 0.01747 0.01348 0.006001 77 640: 52%|#####2 | 21/40 [00:05<00:05, 3.70it/s] 104/499 4.32G 0.01747 0.01348 0.006001 77 640: 55%|#####5 | 22/40 [00:05<00:04, 3.76it/s] 104/499 4.32G 0.0174 0.01345 0.005961 82 640: 55%|#####5 | 22/40 [00:06<00:04, 3.76it/s] 104/499 4.32G 0.0174 0.01345 0.005961 82 640: 57%|#####7 | 23/40 [00:06<00:04, 3.72it/s] 104/499 4.32G 0.01743 0.01342 0.006073 71 640: 57%|#####7 | 23/40 [00:06<00:04, 3.72it/s] 104/499 4.32G 0.01743 0.01342 0.006073 71 640: 60%|###### | 24/40 [00:06<00:03, 4.06it/s] 104/499 4.32G 0.01738 0.01337 0.006202 73 640: 60%|###### | 24/40 [00:06<00:03, 4.06it/s] 104/499 4.32G 0.01738 0.01337 0.006202 73 640: 62%|######2 | 25/40 [00:06<00:03, 4.38it/s] 104/499 4.32G 0.01729 0.01345 0.006299 87 640: 62%|######2 | 25/40 [00:06<00:03, 4.38it/s] 104/499 4.32G 0.01729 0.01345 0.006299 87 640: 65%|######5 | 26/40 [00:06<00:03, 4.41it/s] 104/499 4.32G 0.01727 0.01334 0.006255 56 640: 65%|######5 | 26/40 [00:06<00:03, 4.41it/s] 104/499 4.32G 0.01727 0.01334 0.006255 56 640: 68%|######7 | 27/40 [00:06<00:02, 4.66it/s] 104/499 4.32G 0.01724 0.01331 0.006242 62 640: 68%|######7 | 27/40 [00:07<00:02, 4.66it/s] 104/499 4.32G 0.01724 0.01331 0.006242 62 640: 70%|####### | 28/40 [00:07<00:02, 4.66it/s] 104/499 4.32G 0.01722 0.01325 0.006222 73 640: 70%|####### | 28/40 [00:07<00:02, 4.66it/s] 104/499 4.32G 0.01722 0.01325 0.006222 73 640: 72%|#######2 | 29/40 [00:07<00:02, 4.66it/s] 104/499 4.32G 0.01724 0.01328 0.00608 77 640: 72%|#######2 | 29/40 [00:07<00:02, 4.66it/s] 104/499 4.32G 0.01724 0.01328 0.00608 77 640: 75%|#######5 | 30/40 [00:07<00:02, 4.85it/s] 104/499 4.32G 0.01726 0.01336 0.006247 88 640: 75%|#######5 | 30/40 [00:07<00:02, 4.85it/s] 104/499 4.32G 0.01726 0.01336 0.006247 88 640: 78%|#######7 | 31/40 [00:07<00:01, 5.02it/s] 104/499 4.32G 0.01724 0.01339 0.006222 78 640: 78%|#######7 | 31/40 [00:07<00:01, 5.02it/s] 104/499 4.32G 0.01724 0.01339 0.006222 78 640: 80%|######## | 32/40 [00:07<00:01, 4.93it/s] 104/499 4.32G 0.01719 0.01337 0.006241 68 640: 80%|######## | 32/40 [00:08<00:01, 4.93it/s] 104/499 4.32G 0.01719 0.01337 0.006241 68 640: 82%|########2 | 33/40 [00:08<00:01, 4.97it/s] 104/499 4.32G 0.01721 0.01349 0.006204 86 640: 82%|########2 | 33/40 [00:08<00:01, 4.97it/s] 104/499 4.32G 0.01721 0.01349 0.006204 86 640: 85%|########5 | 34/40 [00:08<00:01, 4.53it/s] 104/499 4.32G 0.01715 0.01346 0.006169 80 640: 85%|########5 | 34/40 [00:08<00:01, 4.53it/s] 104/499 4.32G 0.01715 0.01346 0.006169 80 640: 88%|########7 | 35/40 [00:08<00:01, 4.12it/s] 104/499 4.32G 0.01722 0.01354 0.006124 85 640: 88%|########7 | 35/40 [00:09<00:01, 4.12it/s] 104/499 4.32G 0.01722 0.01354 0.006124 85 640: 90%|######### | 36/40 [00:09<00:00, 4.07it/s] 104/499 4.32G 0.01723 0.01355 0.006094 87 640: 90%|######### | 36/40 [00:09<00:00, 4.07it/s] 104/499 4.32G 0.01723 0.01355 0.006094 87 640: 92%|#########2| 37/40 [00:09<00:00, 3.98it/s] 104/499 4.32G 0.01718 0.0135 0.006073 71 640: 92%|#########2| 37/40 [00:09<00:00, 3.98it/s] 104/499 4.32G 0.01718 0.0135 0.006073 71 640: 95%|#########5| 38/40 [00:09<00:00, 3.78it/s] 104/499 4.32G 0.01719 0.01357 0.00616 83 640: 95%|#########5| 38/40 [00:09<00:00, 3.78it/s] 104/499 4.32G 0.01719 0.01357 0.00616 83 640: 98%|#########7| 39/40 [00:09<00:00, 3.84it/s] 104/499 4.32G 0.01719 0.01351 0.006218 30 640: 98%|#########7| 39/40 [00:10<00:00, 3.84it/s] 104/499 4.32G 0.01719 0.01351 0.006218 30 640: 100%|##########| 40/40 [00:10<00:00, 3.89it/s] 104/499 4.32G 0.01719 0.01351 0.006218 30 640: 100%|##########| 40/40 [00:10<00:00, 3.98it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.63it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.62it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.62it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.10it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.90it/s] all 132 263 0.847 0.822 0.889 0.722 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 105/499 4.32G 0.01681 0.014 0.002409 76 640: 0%| | 0/40 [00:00<?, ?it/s] 105/499 4.32G 0.01681 0.014 0.002409 76 640: 2%|2 | 1/40 [00:00<00:08, 4.59it/s] 105/499 4.32G 0.01715 0.01363 0.004681 79 640: 2%|2 | 1/40 [00:00<00:08, 4.59it/s] 105/499 4.32G 0.01715 0.01363 0.004681 79 640: 5%|5 | 2/40 [00:00<00:08, 4.34it/s] 105/499 4.32G 0.01726 0.01351 0.005487 77 640: 5%|5 | 2/40 [00:00<00:08, 4.34it/s] 105/499 4.32G 0.01726 0.01351 0.005487 77 640: 8%|7 | 3/40 [00:00<00:09, 3.98it/s] 105/499 4.32G 0.01731 0.0133 0.004778 73 640: 8%|7 | 3/40 [00:01<00:09, 3.98it/s] 105/499 4.32G 0.01731 0.0133 0.004778 73 640: 10%|# | 4/40 [00:01<00:09, 3.72it/s] 105/499 4.32G 0.01675 0.01266 0.005015 58 640: 10%|# | 4/40 [00:01<00:09, 3.72it/s] 105/499 4.32G 0.01675 0.01266 0.005015 58 640: 12%|#2 | 5/40 [00:01<00:09, 3.85it/s] 105/499 4.32G 0.01674 0.01303 0.006198 82 640: 12%|#2 | 5/40 [00:01<00:09, 3.85it/s] 105/499 4.32G 0.01674 0.01303 0.006198 82 640: 15%|#5 | 6/40 [00:01<00:09, 3.78it/s] 105/499 4.32G 0.01665 0.01296 0.005969 75 640: 15%|#5 | 6/40 [00:01<00:09, 3.78it/s] 105/499 4.32G 0.01665 0.01296 0.005969 75 640: 18%|#7 | 7/40 [00:01<00:09, 3.62it/s] 105/499 4.32G 0.01692 0.01295 0.006575 75 640: 18%|#7 | 7/40 [00:02<00:09, 3.62it/s] 105/499 4.32G 0.01692 0.01295 0.006575 75 640: 20%|## | 8/40 [00:02<00:08, 3.76it/s] 105/499 4.32G 0.01693 0.01327 0.006206 88 640: 20%|## | 8/40 [00:02<00:08, 3.76it/s] 105/499 4.32G 0.01693 0.01327 0.006206 88 640: 22%|##2 | 9/40 [00:02<00:08, 3.73it/s] 105/499 4.32G 0.01688 0.01324 0.006352 69 640: 22%|##2 | 9/40 [00:02<00:08, 3.73it/s] 105/499 4.32G 0.01688 0.01324 0.006352 69 640: 25%|##5 | 10/40 [00:02<00:08, 3.59it/s] 105/499 4.32G 0.01686 0.01309 0.006341 65 640: 25%|##5 | 10/40 [00:02<00:08, 3.59it/s] 105/499 4.32G 0.01686 0.01309 0.006341 65 640: 28%|##7 | 11/40 [00:02<00:07, 3.71it/s] 105/499 4.32G 0.01669 0.01307 0.005996 80 640: 28%|##7 | 11/40 [00:03<00:07, 3.71it/s] 105/499 4.32G 0.01669 0.01307 0.005996 80 640: 30%|### | 12/40 [00:03<00:07, 3.69it/s] 105/499 4.32G 0.01645 0.01296 0.005761 71 640: 30%|### | 12/40 [00:03<00:07, 3.69it/s] 105/499 4.32G 0.01645 0.01296 0.005761 71 640: 32%|###2 | 13/40 [00:03<00:07, 3.58it/s] 105/499 4.32G 0.01653 0.01298 0.006006 75 640: 32%|###2 | 13/40 [00:03<00:07, 3.58it/s] 105/499 4.32G 0.01653 0.01298 0.006006 75 640: 35%|###5 | 14/40 [00:03<00:06, 3.72it/s] 105/499 4.32G 0.01652 0.013 0.005906 76 640: 35%|###5 | 14/40 [00:04<00:06, 3.72it/s] 105/499 4.32G 0.01652 0.013 0.005906 76 640: 38%|###7 | 15/40 [00:04<00:06, 3.71it/s] 105/499 4.32G 0.01656 0.01295 0.005933 66 640: 38%|###7 | 15/40 [00:04<00:06, 3.71it/s] 105/499 4.32G 0.01656 0.01295 0.005933 66 640: 40%|#### | 16/40 [00:04<00:06, 3.61it/s] 105/499 4.32G 0.01667 0.01313 0.005901 87 640: 40%|#### | 16/40 [00:04<00:06, 3.61it/s] 105/499 4.32G 0.01667 0.01313 0.005901 87 640: 42%|####2 | 17/40 [00:04<00:06, 3.73it/s] 105/499 4.32G 0.01657 0.013 0.006191 63 640: 42%|####2 | 17/40 [00:04<00:06, 3.73it/s] 105/499 4.32G 0.01657 0.013 0.006191 63 640: 45%|####5 | 18/40 [00:04<00:05, 3.73it/s] 105/499 4.32G 0.01666 0.013 0.006003 72 640: 45%|####5 | 18/40 [00:05<00:05, 3.73it/s] 105/499 4.32G 0.01666 0.013 0.006003 72 640: 48%|####7 | 19/40 [00:05<00:05, 3.61it/s] 105/499 4.32G 0.01654 0.01283 0.005905 63 640: 48%|####7 | 19/40 [00:05<00:05, 3.61it/s] 105/499 4.32G 0.01654 0.01283 0.005905 63 640: 50%|##### | 20/40 [00:05<00:05, 3.74it/s] 105/499 4.32G 0.0165 0.01279 0.005829 65 640: 50%|##### | 20/40 [00:05<00:05, 3.74it/s] 105/499 4.32G 0.0165 0.01279 0.005829 65 640: 52%|#####2 | 21/40 [00:05<00:05, 3.76it/s] 105/499 4.32G 0.01648 0.01274 0.005868 74 640: 52%|#####2 | 21/40 [00:05<00:05, 3.76it/s] 105/499 4.32G 0.01648 0.01274 0.005868 74 640: 55%|#####5 | 22/40 [00:05<00:04, 3.76it/s] 105/499 4.32G 0.01658 0.01277 0.00589 78 640: 55%|#####5 | 22/40 [00:06<00:04, 3.76it/s] 105/499 4.32G 0.01658 0.01277 0.00589 78 640: 57%|#####7 | 23/40 [00:06<00:04, 4.12it/s] 105/499 4.32G 0.01674 0.0128 0.005946 65 640: 57%|#####7 | 23/40 [00:06<00:04, 4.12it/s] 105/499 4.32G 0.01674 0.0128 0.005946 65 640: 60%|###### | 24/40 [00:06<00:03, 4.36it/s] 105/499 4.32G 0.01673 0.01277 0.006138 69 640: 60%|###### | 24/40 [00:06<00:03, 4.36it/s] 105/499 4.32G 0.01673 0.01277 0.006138 69 640: 62%|######2 | 25/40 [00:06<00:03, 4.47it/s] 105/499 4.32G 0.01673 0.01279 0.006122 71 640: 62%|######2 | 25/40 [00:06<00:03, 4.47it/s] 105/499 4.32G 0.01673 0.01279 0.006122 71 640: 65%|######5 | 26/40 [00:06<00:03, 4.56it/s] 105/499 4.32G 0.01675 0.01274 0.006148 67 640: 65%|######5 | 26/40 [00:06<00:03, 4.56it/s] 105/499 4.32G 0.01675 0.01274 0.006148 67 640: 68%|######7 | 27/40 [00:06<00:02, 4.74it/s] 105/499 4.32G 0.01674 0.01265 0.006149 58 640: 68%|######7 | 27/40 [00:07<00:02, 4.74it/s] 105/499 4.32G 0.01674 0.01265 0.006149 58 640: 70%|####### | 28/40 [00:07<00:02, 4.74it/s] 105/499 4.32G 0.01669 0.01262 0.006197 65 640: 70%|####### | 28/40 [00:07<00:02, 4.74it/s] 105/499 4.32G 0.01669 0.01262 0.006197 65 640: 72%|#######2 | 29/40 [00:07<00:02, 4.92it/s] 105/499 4.32G 0.0167 0.01257 0.00611 55 640: 72%|#######2 | 29/40 [00:07<00:02, 4.92it/s] 105/499 4.32G 0.0167 0.01257 0.00611 55 640: 75%|#######5 | 30/40 [00:07<00:01, 5.07it/s] 105/499 4.32G 0.01673 0.01257 0.006056 70 640: 75%|#######5 | 30/40 [00:07<00:01, 5.07it/s] 105/499 4.32G 0.01673 0.01257 0.006056 70 640: 78%|#######7 | 31/40 [00:07<00:01, 4.83it/s] 105/499 4.32G 0.01672 0.01263 0.006125 86 640: 78%|#######7 | 31/40 [00:07<00:01, 4.83it/s] 105/499 4.32G 0.01672 0.01263 0.006125 86 640: 80%|######## | 32/40 [00:07<00:01, 4.46it/s] 105/499 4.32G 0.01673 0.01262 0.00611 77 640: 80%|######## | 32/40 [00:08<00:01, 4.46it/s] 105/499 4.32G 0.01673 0.01262 0.00611 77 640: 82%|########2 | 33/40 [00:08<00:01, 4.19it/s] 105/499 4.32G 0.01667 0.0126 0.006083 67 640: 82%|########2 | 33/40 [00:08<00:01, 4.19it/s] 105/499 4.32G 0.01667 0.0126 0.006083 67 640: 85%|########5 | 34/40 [00:08<00:01, 3.89it/s] 105/499 4.32G 0.01673 0.0126 0.00624 69 640: 85%|########5 | 34/40 [00:08<00:01, 3.89it/s] 105/499 4.32G 0.01673 0.0126 0.00624 69 640: 88%|########7 | 35/40 [00:08<00:01, 3.92it/s] 105/499 4.32G 0.01674 0.01266 0.00644 72 640: 88%|########7 | 35/40 [00:09<00:01, 3.92it/s] 105/499 4.32G 0.01674 0.01266 0.00644 72 640: 90%|######### | 36/40 [00:09<00:01, 3.84it/s] 105/499 4.32G 0.01674 0.01264 0.006396 74 640: 90%|######### | 36/40 [00:09<00:01, 3.84it/s] 105/499 4.32G 0.01674 0.01264 0.006396 74 640: 92%|#########2| 37/40 [00:09<00:00, 3.70it/s] 105/499 4.32G 0.01672 0.01263 0.006299 74 640: 92%|#########2| 37/40 [00:09<00:00, 3.70it/s] 105/499 4.32G 0.01672 0.01263 0.006299 74 640: 95%|#########5| 38/40 [00:09<00:00, 3.82it/s] 105/499 4.32G 0.01676 0.01267 0.006249 70 640: 95%|#########5| 38/40 [00:09<00:00, 3.82it/s] 105/499 4.32G 0.01676 0.01267 0.006249 70 640: 98%|#########7| 39/40 [00:09<00:00, 3.76it/s] 105/499 4.32G 0.01681 0.01274 0.006299 39 640: 98%|#########7| 39/40 [00:10<00:00, 3.76it/s] 105/499 4.32G 0.01681 0.01274 0.006299 39 640: 100%|##########| 40/40 [00:10<00:00, 3.65it/s] 105/499 4.32G 0.01681 0.01274 0.006299 39 640: 100%|##########| 40/40 [00:10<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:02, 1.49it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.54it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:02<00:00, 1.48it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.75it/s] all 132 263 0.847 0.889 0.902 0.74 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 106/499 4.32G 0.01744 0.01527 0.006117 77 640: 0%| | 0/40 [00:00<?, ?it/s] 106/499 4.32G 0.01744 0.01527 0.006117 77 640: 2%|2 | 1/40 [00:00<00:08, 4.63it/s] 106/499 4.32G 0.01771 0.01469 0.006046 80 640: 2%|2 | 1/40 [00:00<00:08, 4.63it/s] 106/499 4.32G 0.01771 0.01469 0.006046 80 640: 5%|5 | 2/40 [00:00<00:09, 4.08it/s] 106/499 4.32G 0.01766 0.01585 0.005656 102 640: 5%|5 | 2/40 [00:00<00:09, 4.08it/s] 106/499 4.32G 0.01766 0.01585 0.005656 102 640: 8%|7 | 3/40 [00:00<00:09, 3.72it/s] 106/499 4.32G 0.01777 0.0152 0.005036 62 640: 8%|7 | 3/40 [00:01<00:09, 3.72it/s] 106/499 4.32G 0.01777 0.0152 0.005036 62 640: 10%|# | 4/40 [00:01<00:09, 3.80it/s] 106/499 4.32G 0.01735 0.01537 0.005821 89 640: 10%|# | 4/40 [00:01<00:09, 3.80it/s] 106/499 4.32G 0.01735 0.01537 0.005821 89 640: 12%|#2 | 5/40 [00:01<00:09, 3.76it/s] 106/499 4.32G 0.01776 0.01566 0.006299 92 640: 12%|#2 | 5/40 [00:01<00:09, 3.76it/s] 106/499 4.32G 0.01776 0.01566 0.006299 92 640: 15%|#5 | 6/40 [00:01<00:09, 3.59it/s] 106/499 4.32G 0.01753 0.01491 0.006204 55 640: 15%|#5 | 6/40 [00:01<00:09, 3.59it/s] 106/499 4.32G 0.01753 0.01491 0.006204 55 640: 18%|#7 | 7/40 [00:01<00:08, 3.70it/s] 106/499 4.32G 0.01757 0.01473 0.006245 73 640: 18%|#7 | 7/40 [00:02<00:08, 3.70it/s] 106/499 4.32G 0.01757 0.01473 0.006245 73 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 106/499 4.32G 0.01748 0.01466 0.006003 81 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 106/499 4.32G 0.01748 0.01466 0.006003 81 640: 22%|##2 | 9/40 [00:02<00:08, 3.64it/s] 106/499 4.32G 0.01736 0.0147 0.005911 80 640: 22%|##2 | 9/40 [00:02<00:08, 3.64it/s] 106/499 4.32G 0.01736 0.0147 0.005911 80 640: 25%|##5 | 10/40 [00:02<00:08, 3.73it/s] 106/499 4.32G 0.0174 0.01451 0.005666 71 640: 25%|##5 | 10/40 [00:02<00:08, 3.73it/s] 106/499 4.32G 0.0174 0.01451 0.005666 71 640: 28%|##7 | 11/40 [00:02<00:07, 3.74it/s] 106/499 4.32G 0.01722 0.01458 0.005552 96 640: 28%|##7 | 11/40 [00:03<00:07, 3.74it/s] 106/499 4.32G 0.01722 0.01458 0.005552 96 640: 30%|### | 12/40 [00:03<00:07, 3.60it/s] 106/499 4.32G 0.01739 0.01457 0.005656 73 640: 30%|### | 12/40 [00:03<00:07, 3.60it/s] 106/499 4.32G 0.01739 0.01457 0.005656 73 640: 32%|###2 | 13/40 [00:03<00:07, 3.74it/s] 106/499 4.32G 0.01725 0.01448 0.005484 84 640: 32%|###2 | 13/40 [00:03<00:07, 3.74it/s] 106/499 4.32G 0.01725 0.01448 0.005484 84 640: 35%|###5 | 14/40 [00:03<00:06, 3.74it/s] 106/499 4.32G 0.01718 0.01443 0.005654 80 640: 35%|###5 | 14/40 [00:04<00:06, 3.74it/s] 106/499 4.32G 0.01718 0.01443 0.005654 80 640: 38%|###7 | 15/40 [00:04<00:06, 3.63it/s] 106/499 4.32G 0.0171 0.01445 0.005592 88 640: 38%|###7 | 15/40 [00:04<00:06, 3.63it/s] 106/499 4.32G 0.0171 0.01445 0.005592 88 640: 40%|#### | 16/40 [00:04<00:06, 3.72it/s] 106/499 4.32G 0.01713 0.01433 0.005447 63 640: 40%|#### | 16/40 [00:04<00:06, 3.72it/s] 106/499 4.32G 0.01713 0.01433 0.005447 63 640: 42%|####2 | 17/40 [00:04<00:06, 3.77it/s] 106/499 4.32G 0.01715 0.01436 0.005486 84 640: 42%|####2 | 17/40 [00:04<00:06, 3.77it/s] 106/499 4.32G 0.01715 0.01436 0.005486 84 640: 45%|####5 | 18/40 [00:04<00:05, 3.78it/s] 106/499 4.32G 0.01709 0.01445 0.00549 87 640: 45%|####5 | 18/40 [00:05<00:05, 3.78it/s] 106/499 4.32G 0.01709 0.01445 0.00549 87 640: 48%|####7 | 19/40 [00:05<00:05, 4.12it/s] 106/499 4.32G 0.01705 0.01443 0.005663 77 640: 48%|####7 | 19/40 [00:05<00:05, 4.12it/s] 106/499 4.32G 0.01705 0.01443 0.005663 77 640: 50%|##### | 20/40 [00:05<00:04, 4.42it/s] 106/499 4.32G 0.01697 0.01434 0.005651 82 640: 50%|##### | 20/40 [00:05<00:04, 4.42it/s] 106/499 4.32G 0.01697 0.01434 0.005651 82 640: 52%|#####2 | 21/40 [00:05<00:04, 4.46it/s] 106/499 4.32G 0.01695 0.01431 0.005625 74 640: 52%|#####2 | 21/40 [00:05<00:04, 4.46it/s] 106/499 4.32G 0.01695 0.01431 0.005625 74 640: 55%|#####5 | 22/40 [00:05<00:03, 4.64it/s] 106/499 4.32G 0.01688 0.01425 0.005811 69 640: 55%|#####5 | 22/40 [00:05<00:03, 4.64it/s] 106/499 4.32G 0.01688 0.01425 0.005811 69 640: 57%|#####7 | 23/40 [00:05<00:03, 4.75it/s] 106/499 4.32G 0.01686 0.01422 0.005679 82 640: 57%|#####7 | 23/40 [00:06<00:03, 4.75it/s] 106/499 4.32G 0.01686 0.01422 0.005679 82 640: 60%|###### | 24/40 [00:06<00:03, 4.71it/s] 106/499 4.32G 0.01695 0.01421 0.005883 80 640: 60%|###### | 24/40 [00:06<00:03, 4.71it/s] 106/499 4.32G 0.01695 0.01421 0.005883 80 640: 62%|######2 | 25/40 [00:06<00:03, 4.87it/s] 106/499 4.32G 0.01697 0.01426 0.005782 83 640: 62%|######2 | 25/40 [00:06<00:03, 4.87it/s] 106/499 4.32G 0.01697 0.01426 0.005782 83 640: 65%|######5 | 26/40 [00:06<00:02, 4.99it/s] 106/499 4.32G 0.01696 0.01418 0.005616 71 640: 65%|######5 | 26/40 [00:06<00:02, 4.99it/s] 106/499 4.32G 0.01696 0.01418 0.005616 71 640: 68%|######7 | 27/40 [00:06<00:02, 4.89it/s] 106/499 4.32G 0.01695 0.01413 0.005664 69 640: 68%|######7 | 27/40 [00:06<00:02, 4.89it/s] 106/499 4.32G 0.01695 0.01413 0.005664 69 640: 70%|####### | 28/40 [00:06<00:02, 4.83it/s] 106/499 4.32G 0.01701 0.01408 0.005788 58 640: 70%|####### | 28/40 [00:07<00:02, 4.83it/s] 106/499 4.32G 0.01701 0.01408 0.005788 58 640: 72%|#######2 | 29/40 [00:07<00:02, 4.45it/s] 106/499 4.32G 0.01701 0.01399 0.00588 70 640: 72%|#######2 | 29/40 [00:07<00:02, 4.45it/s] 106/499 4.32G 0.01701 0.01399 0.00588 70 640: 75%|#######5 | 30/40 [00:07<00:02, 4.05it/s] 106/499 4.32G 0.01701 0.01402 0.005936 84 640: 75%|#######5 | 30/40 [00:07<00:02, 4.05it/s] 106/499 4.32G 0.01701 0.01402 0.005936 84 640: 78%|#######7 | 31/40 [00:07<00:02, 4.07it/s] 106/499 4.32G 0.01704 0.01405 0.005985 81 640: 78%|#######7 | 31/40 [00:07<00:02, 4.07it/s] 106/499 4.32G 0.01704 0.01405 0.005985 81 640: 80%|######## | 32/40 [00:07<00:02, 3.92it/s] 106/499 4.32G 0.01698 0.01396 0.005942 67 640: 80%|######## | 32/40 [00:08<00:02, 3.92it/s] 106/499 4.32G 0.01698 0.01396 0.005942 67 640: 82%|########2 | 33/40 [00:08<00:01, 3.74it/s] 106/499 4.32G 0.01699 0.01393 0.005992 70 640: 82%|########2 | 33/40 [00:08<00:01, 3.74it/s] 106/499 4.32G 0.01699 0.01393 0.005992 70 640: 85%|########5 | 34/40 [00:08<00:01, 3.82it/s] 106/499 4.32G 0.01704 0.01384 0.006118 59 640: 85%|########5 | 34/40 [00:08<00:01, 3.82it/s] 106/499 4.32G 0.01704 0.01384 0.006118 59 640: 88%|########7 | 35/40 [00:08<00:01, 3.78it/s] 106/499 4.32G 0.01702 0.01381 0.006139 71 640: 88%|########7 | 35/40 [00:09<00:01, 3.78it/s] 106/499 4.32G 0.01702 0.01381 0.006139 71 640: 90%|######### | 36/40 [00:09<00:01, 3.64it/s] 106/499 4.32G 0.01696 0.01376 0.006044 70 640: 90%|######### | 36/40 [00:09<00:01, 3.64it/s] 106/499 4.32G 0.01696 0.01376 0.006044 70 640: 92%|#########2| 37/40 [00:09<00:00, 3.74it/s] 106/499 4.32G 0.01704 0.01375 0.005994 62 640: 92%|#########2| 37/40 [00:09<00:00, 3.74it/s] 106/499 4.32G 0.01704 0.01375 0.005994 62 640: 95%|#########5| 38/40 [00:09<00:00, 3.72it/s] 106/499 4.32G 0.01701 0.01377 0.005949 84 640: 95%|#########5| 38/40 [00:09<00:00, 3.72it/s] 106/499 4.32G 0.01701 0.01377 0.005949 84 640: 98%|#########7| 39/40 [00:09<00:00, 3.60it/s] 106/499 4.32G 0.017 0.01386 0.005981 46 640: 98%|#########7| 39/40 [00:10<00:00, 3.60it/s] 106/499 4.32G 0.017 0.01386 0.005981 46 640: 100%|##########| 40/40 [00:10<00:00, 3.79it/s] 106/499 4.32G 0.017 0.01386 0.005981 46 640: 100%|##########| 40/40 [00:10<00:00, 3.97it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:02, 1.42it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.49it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.52it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.75it/s] all 132 263 0.863 0.883 0.889 0.716 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 107/499 4.32G 0.019 0.0136 0.00341 69 640: 0%| | 0/40 [00:00<?, ?it/s] 107/499 4.32G 0.019 0.0136 0.00341 69 640: 2%|2 | 1/40 [00:00<00:08, 4.46it/s] 107/499 4.32G 0.01944 0.01482 0.007574 72 640: 2%|2 | 1/40 [00:00<00:08, 4.46it/s] 107/499 4.32G 0.01944 0.01482 0.007574 72 640: 5%|5 | 2/40 [00:00<00:10, 3.71it/s] 107/499 4.32G 0.01845 0.01379 0.007357 65 640: 5%|5 | 2/40 [00:00<00:10, 3.71it/s] 107/499 4.32G 0.01845 0.01379 0.007357 65 640: 8%|7 | 3/40 [00:00<00:09, 3.93it/s] 107/499 4.32G 0.01824 0.0141 0.00637 70 640: 8%|7 | 3/40 [00:01<00:09, 3.93it/s] 107/499 4.32G 0.01824 0.0141 0.00637 70 640: 10%|# | 4/40 [00:01<00:09, 3.82it/s] 107/499 4.32G 0.01855 0.01403 0.006133 72 640: 10%|# | 4/40 [00:01<00:09, 3.82it/s] 107/499 4.32G 0.01855 0.01403 0.006133 72 640: 12%|#2 | 5/40 [00:01<00:09, 3.64it/s] 107/499 4.32G 0.01867 0.01356 0.006836 61 640: 12%|#2 | 5/40 [00:01<00:09, 3.64it/s] 107/499 4.32G 0.01867 0.01356 0.006836 61 640: 15%|#5 | 6/40 [00:01<00:08, 3.78it/s] 107/499 4.32G 0.01826 0.01348 0.006284 74 640: 15%|#5 | 6/40 [00:01<00:08, 3.78it/s] 107/499 4.32G 0.01826 0.01348 0.006284 74 640: 18%|#7 | 7/40 [00:01<00:09, 3.63it/s] 107/499 4.32G 0.01805 0.01366 0.00595 83 640: 18%|#7 | 7/40 [00:02<00:09, 3.63it/s] 107/499 4.32G 0.01805 0.01366 0.00595 83 640: 20%|## | 8/40 [00:02<00:09, 3.52it/s] 107/499 4.32G 0.01788 0.01352 0.006249 67 640: 20%|## | 8/40 [00:02<00:09, 3.52it/s] 107/499 4.32G 0.01788 0.01352 0.006249 67 640: 22%|##2 | 9/40 [00:02<00:08, 3.69it/s] 107/499 4.32G 0.0177 0.01354 0.006056 72 640: 22%|##2 | 9/40 [00:02<00:08, 3.69it/s] 107/499 4.32G 0.0177 0.01354 0.006056 72 640: 25%|##5 | 10/40 [00:02<00:08, 3.64it/s] 107/499 4.32G 0.01766 0.0136 0.005988 76 640: 25%|##5 | 10/40 [00:03<00:08, 3.64it/s] 107/499 4.32G 0.01766 0.0136 0.005988 76 640: 28%|##7 | 11/40 [00:03<00:08, 3.51it/s] 107/499 4.32G 0.01757 0.01351 0.005662 68 640: 28%|##7 | 11/40 [00:03<00:08, 3.51it/s] 107/499 4.32G 0.01757 0.01351 0.005662 68 640: 30%|### | 12/40 [00:03<00:07, 3.72it/s] 107/499 4.32G 0.01742 0.01324 0.00536 55 640: 30%|### | 12/40 [00:03<00:07, 3.72it/s] 107/499 4.32G 0.01742 0.01324 0.00536 55 640: 32%|###2 | 13/40 [00:03<00:07, 3.69it/s] 107/499 4.32G 0.01736 0.01325 0.005356 73 640: 32%|###2 | 13/40 [00:03<00:07, 3.69it/s] 107/499 4.32G 0.01736 0.01325 0.005356 73 640: 35%|###5 | 14/40 [00:03<00:07, 3.60it/s] 107/499 4.32G 0.01725 0.01313 0.005323 69 640: 35%|###5 | 14/40 [00:04<00:07, 3.60it/s] 107/499 4.32G 0.01725 0.01313 0.005323 69 640: 38%|###7 | 15/40 [00:04<00:06, 3.75it/s] 107/499 4.32G 0.01724 0.01309 0.005273 70 640: 38%|###7 | 15/40 [00:04<00:06, 3.75it/s] 107/499 4.32G 0.01724 0.01309 0.005273 70 640: 40%|#### | 16/40 [00:04<00:06, 3.88it/s] 107/499 4.32G 0.01723 0.01315 0.005501 81 640: 40%|#### | 16/40 [00:04<00:06, 3.88it/s] 107/499 4.32G 0.01723 0.01315 0.005501 81 640: 42%|####2 | 17/40 [00:04<00:05, 4.03it/s] 107/499 4.32G 0.01716 0.01314 0.00568 78 640: 42%|####2 | 17/40 [00:04<00:05, 4.03it/s] 107/499 4.32G 0.01716 0.01314 0.00568 78 640: 45%|####5 | 18/40 [00:04<00:05, 4.26it/s] 107/499 4.32G 0.01714 0.01333 0.005717 87 640: 45%|####5 | 18/40 [00:04<00:05, 4.26it/s] 107/499 4.32G 0.01714 0.01333 0.005717 87 640: 48%|####7 | 19/40 [00:04<00:04, 4.51it/s] 107/499 4.32G 0.01724 0.01339 0.005591 75 640: 48%|####7 | 19/40 [00:05<00:04, 4.51it/s] 107/499 4.32G 0.01724 0.01339 0.005591 75 640: 50%|##### | 20/40 [00:05<00:04, 4.43it/s] 107/499 4.32G 0.01721 0.01331 0.005512 69 640: 50%|##### | 20/40 [00:05<00:04, 4.43it/s] 107/499 4.32G 0.01721 0.01331 0.005512 69 640: 52%|#####2 | 21/40 [00:05<00:04, 4.65it/s] 107/499 4.32G 0.01729 0.01326 0.005449 67 640: 52%|#####2 | 21/40 [00:05<00:04, 4.65it/s] 107/499 4.32G 0.01729 0.01326 0.005449 67 640: 55%|#####5 | 22/40 [00:05<00:03, 4.82it/s] 107/499 4.32G 0.01736 0.01331 0.005518 70 640: 55%|#####5 | 22/40 [00:05<00:03, 4.82it/s] 107/499 4.32G 0.01736 0.01331 0.005518 70 640: 57%|#####7 | 23/40 [00:05<00:03, 4.70it/s] 107/499 4.32G 0.01736 0.01322 0.005426 63 640: 57%|#####7 | 23/40 [00:05<00:03, 4.70it/s] 107/499 4.32G 0.01736 0.01322 0.005426 63 640: 60%|###### | 24/40 [00:05<00:03, 4.77it/s] 107/499 4.32G 0.0174 0.0133 0.005465 86 640: 60%|###### | 24/40 [00:06<00:03, 4.77it/s] 107/499 4.32G 0.0174 0.0133 0.005465 86 640: 62%|######2 | 25/40 [00:06<00:03, 4.47it/s] 107/499 4.32G 0.01747 0.01336 0.005634 71 640: 62%|######2 | 25/40 [00:06<00:03, 4.47it/s] 107/499 4.32G 0.01747 0.01336 0.005634 71 640: 65%|######5 | 26/40 [00:06<00:03, 4.06it/s] 107/499 4.32G 0.01737 0.01325 0.005494 65 640: 65%|######5 | 26/40 [00:06<00:03, 4.06it/s] 107/499 4.32G 0.01737 0.01325 0.005494 65 640: 68%|######7 | 27/40 [00:06<00:03, 4.04it/s] 107/499 4.32G 0.01732 0.01327 0.005432 78 640: 68%|######7 | 27/40 [00:07<00:03, 4.04it/s] 107/499 4.32G 0.01732 0.01327 0.005432 78 640: 70%|####### | 28/40 [00:07<00:03, 3.94it/s] 107/499 4.32G 0.01726 0.0132 0.005345 67 640: 70%|####### | 28/40 [00:07<00:03, 3.94it/s] 107/499 4.32G 0.01726 0.0132 0.005345 67 640: 72%|#######2 | 29/40 [00:07<00:02, 3.71it/s] 107/499 4.32G 0.01723 0.01322 0.005338 75 640: 72%|#######2 | 29/40 [00:07<00:02, 3.71it/s] 107/499 4.32G 0.01723 0.01322 0.005338 75 640: 75%|#######5 | 30/40 [00:07<00:02, 3.80it/s] 107/499 4.32G 0.01721 0.01318 0.005281 73 640: 75%|#######5 | 30/40 [00:07<00:02, 3.80it/s] 107/499 4.32G 0.01721 0.01318 0.005281 73 640: 78%|#######7 | 31/40 [00:07<00:02, 3.79it/s] 107/499 4.32G 0.01716 0.01312 0.005406 64 640: 78%|#######7 | 31/40 [00:08<00:02, 3.79it/s] 107/499 4.32G 0.01716 0.01312 0.005406 64 640: 80%|######## | 32/40 [00:08<00:02, 3.63it/s] 107/499 4.32G 0.01718 0.01323 0.005368 96 640: 80%|######## | 32/40 [00:08<00:02, 3.63it/s] 107/499 4.32G 0.01718 0.01323 0.005368 96 640: 82%|########2 | 33/40 [00:08<00:01, 3.75it/s] 107/499 4.32G 0.0172 0.01321 0.005409 74 640: 82%|########2 | 33/40 [00:08<00:01, 3.75it/s] 107/499 4.32G 0.0172 0.01321 0.005409 74 640: 85%|########5 | 34/40 [00:08<00:01, 3.76it/s] 107/499 4.32G 0.0172 0.01323 0.005521 74 640: 85%|########5 | 34/40 [00:08<00:01, 3.76it/s] 107/499 4.32G 0.0172 0.01323 0.005521 74 640: 88%|########7 | 35/40 [00:08<00:01, 3.66it/s] 107/499 4.32G 0.01728 0.01315 0.00564 61 640: 88%|########7 | 35/40 [00:09<00:01, 3.66it/s] 107/499 4.32G 0.01728 0.01315 0.00564 61 640: 90%|######### | 36/40 [00:09<00:01, 3.73it/s] 107/499 4.32G 0.01728 0.01314 0.005683 80 640: 90%|######### | 36/40 [00:09<00:01, 3.73it/s] 107/499 4.32G 0.01728 0.01314 0.005683 80 640: 92%|#########2| 37/40 [00:09<00:00, 3.72it/s] 107/499 4.32G 0.01729 0.01317 0.005756 78 640: 92%|#########2| 37/40 [00:09<00:00, 3.72it/s] 107/499 4.32G 0.01729 0.01317 0.005756 78 640: 95%|#########5| 38/40 [00:09<00:00, 3.62it/s] 107/499 4.32G 0.01725 0.01313 0.005779 75 640: 95%|#########5| 38/40 [00:10<00:00, 3.62it/s] 107/499 4.32G 0.01725 0.01313 0.005779 75 640: 98%|#########7| 39/40 [00:10<00:00, 3.71it/s] 107/499 4.32G 0.01721 0.01308 0.005824 32 640: 98%|#########7| 39/40 [00:10<00:00, 3.71it/s] 107/499 4.32G 0.01721 0.01308 0.005824 32 640: 100%|##########| 40/40 [00:10<00:00, 3.78it/s] 107/499 4.32G 0.01721 0.01308 0.005824 32 640: 100%|##########| 40/40 [00:10<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:02, 1.42it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.49it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:02<00:00, 1.46it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.73it/s] all 132 263 0.844 0.861 0.876 0.717 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 108/499 4.32G 0.01524 0.01316 0.001334 77 640: 0%| | 0/40 [00:00<?, ?it/s] 108/499 4.32G 0.01524 0.01316 0.001334 77 640: 2%|2 | 1/40 [00:00<00:11, 3.29it/s] 108/499 4.32G 0.01644 0.01271 0.004721 67 640: 2%|2 | 1/40 [00:00<00:11, 3.29it/s] 108/499 4.32G 0.01644 0.01271 0.004721 67 640: 5%|5 | 2/40 [00:00<00:10, 3.64it/s] 108/499 4.32G 0.01764 0.01174 0.009818 53 640: 5%|5 | 2/40 [00:00<00:10, 3.64it/s] 108/499 4.32G 0.01764 0.01174 0.009818 53 640: 8%|7 | 3/40 [00:00<00:10, 3.70it/s] 108/499 4.32G 0.018 0.01291 0.008171 81 640: 8%|7 | 3/40 [00:01<00:10, 3.70it/s] 108/499 4.32G 0.018 0.01291 0.008171 81 640: 10%|# | 4/40 [00:01<00:10, 3.53it/s] 108/499 4.32G 0.01802 0.01253 0.007449 64 640: 10%|# | 4/40 [00:01<00:10, 3.53it/s] 108/499 4.32G 0.01802 0.01253 0.007449 64 640: 12%|#2 | 5/40 [00:01<00:09, 3.70it/s] 108/499 4.32G 0.01807 0.0128 0.007186 72 640: 12%|#2 | 5/40 [00:01<00:09, 3.70it/s] 108/499 4.32G 0.01807 0.0128 0.007186 72 640: 15%|#5 | 6/40 [00:01<00:09, 3.70it/s] 108/499 4.32G 0.01797 0.01246 0.007696 63 640: 15%|#5 | 6/40 [00:01<00:09, 3.70it/s] 108/499 4.32G 0.01797 0.01246 0.007696 63 640: 18%|#7 | 7/40 [00:01<00:09, 3.59it/s] 108/499 4.32G 0.01814 0.01267 0.007454 77 640: 18%|#7 | 7/40 [00:02<00:09, 3.59it/s] 108/499 4.32G 0.01814 0.01267 0.007454 77 640: 20%|## | 8/40 [00:02<00:08, 3.71it/s] 108/499 4.32G 0.01822 0.01284 0.007626 70 640: 20%|## | 8/40 [00:02<00:08, 3.71it/s] 108/499 4.32G 0.01822 0.01284 0.007626 70 640: 22%|##2 | 9/40 [00:02<00:08, 3.72it/s] 108/499 4.32G 0.01802 0.01306 0.007304 94 640: 22%|##2 | 9/40 [00:02<00:08, 3.72it/s] 108/499 4.32G 0.01802 0.01306 0.007304 94 640: 25%|##5 | 10/40 [00:02<00:08, 3.61it/s] 108/499 4.32G 0.01792 0.01332 0.006943 88 640: 25%|##5 | 10/40 [00:02<00:08, 3.61it/s] 108/499 4.32G 0.01792 0.01332 0.006943 88 640: 28%|##7 | 11/40 [00:02<00:07, 3.83it/s] 108/499 4.32G 0.01778 0.01329 0.007019 77 640: 28%|##7 | 11/40 [00:03<00:07, 3.83it/s] 108/499 4.32G 0.01778 0.01329 0.007019 77 640: 30%|### | 12/40 [00:03<00:06, 4.18it/s] 108/499 4.32G 0.01781 0.01327 0.007434 73 640: 30%|### | 12/40 [00:03<00:06, 4.18it/s] 108/499 4.32G 0.01781 0.01327 0.007434 73 640: 32%|###2 | 13/40 [00:03<00:06, 4.32it/s] 108/499 4.32G 0.01789 0.01337 0.007356 76 640: 32%|###2 | 13/40 [00:03<00:06, 4.32it/s] 108/499 4.32G 0.01789 0.01337 0.007356 76 640: 35%|###5 | 14/40 [00:03<00:05, 4.57it/s] 108/499 4.32G 0.01789 0.01341 0.007293 79 640: 35%|###5 | 14/40 [00:03<00:05, 4.57it/s] 108/499 4.32G 0.01789 0.01341 0.007293 79 640: 38%|###7 | 15/40 [00:03<00:05, 4.76it/s] 108/499 4.32G 0.01782 0.0134 0.007209 75 640: 38%|###7 | 15/40 [00:03<00:05, 4.76it/s] 108/499 4.32G 0.01782 0.0134 0.007209 75 640: 40%|#### | 16/40 [00:03<00:05, 4.73it/s] 108/499 4.32G 0.01775 0.01371 0.007132 104 640: 40%|#### | 16/40 [00:04<00:05, 4.73it/s] 108/499 4.32G 0.01775 0.01371 0.007132 104 640: 42%|####2 | 17/40 [00:04<00:04, 4.87it/s] 108/499 4.32G 0.01778 0.01359 0.007182 60 640: 42%|####2 | 17/40 [00:04<00:04, 4.87it/s] 108/499 4.32G 0.01778 0.01359 0.007182 60 640: 45%|####5 | 18/40 [00:04<00:04, 4.98it/s] 108/499 4.32G 0.01785 0.0137 0.007247 69 640: 45%|####5 | 18/40 [00:04<00:04, 4.98it/s] 108/499 4.32G 0.01785 0.0137 0.007247 69 640: 48%|####7 | 19/40 [00:04<00:04, 4.90it/s] 108/499 4.32G 0.01783 0.0138 0.007041 82 640: 48%|####7 | 19/40 [00:04<00:04, 4.90it/s] 108/499 4.32G 0.01783 0.0138 0.007041 82 640: 50%|##### | 20/40 [00:04<00:03, 5.01it/s] 108/499 4.32G 0.01794 0.01379 0.007035 77 640: 50%|##### | 20/40 [00:04<00:03, 5.01it/s] 108/499 4.32G 0.01794 0.01379 0.007035 77 640: 52%|#####2 | 21/40 [00:04<00:03, 5.00it/s] 108/499 4.32G 0.01788 0.01369 0.007014 69 640: 52%|#####2 | 21/40 [00:05<00:03, 5.00it/s] 108/499 4.32G 0.01788 0.01369 0.007014 69 640: 55%|#####5 | 22/40 [00:05<00:04, 4.38it/s] 108/499 4.32G 0.01783 0.01372 0.006977 72 640: 55%|#####5 | 22/40 [00:05<00:04, 4.38it/s] 108/499 4.32G 0.01783 0.01372 0.006977 72 640: 57%|#####7 | 23/40 [00:05<00:03, 4.25it/s] 108/499 4.32G 0.01772 0.0137 0.006926 73 640: 57%|#####7 | 23/40 [00:05<00:03, 4.25it/s] 108/499 4.32G 0.01772 0.0137 0.006926 73 640: 60%|###### | 24/40 [00:05<00:03, 4.08it/s] 108/499 4.32G 0.01772 0.01369 0.006817 74 640: 60%|###### | 24/40 [00:06<00:03, 4.08it/s] 108/499 4.32G 0.01772 0.01369 0.006817 74 640: 62%|######2 | 25/40 [00:06<00:03, 3.82it/s] 108/499 4.32G 0.01768 0.01358 0.006774 62 640: 62%|######2 | 25/40 [00:06<00:03, 3.82it/s] 108/499 4.32G 0.01768 0.01358 0.006774 62 640: 65%|######5 | 26/40 [00:06<00:03, 3.85it/s] 108/499 4.32G 0.01768 0.0135 0.006729 64 640: 65%|######5 | 26/40 [00:06<00:03, 3.85it/s] 108/499 4.32G 0.01768 0.0135 0.006729 64 640: 68%|######7 | 27/40 [00:06<00:03, 3.81it/s] 108/499 4.32G 0.01769 0.01354 0.006632 75 640: 68%|######7 | 27/40 [00:06<00:03, 3.81it/s] 108/499 4.32G 0.01769 0.01354 0.006632 75 640: 70%|####### | 28/40 [00:06<00:03, 3.67it/s] 108/499 4.32G 0.01767 0.01352 0.006638 69 640: 70%|####### | 28/40 [00:07<00:03, 3.67it/s] 108/499 4.32G 0.01767 0.01352 0.006638 69 640: 72%|#######2 | 29/40 [00:07<00:02, 3.67it/s] 108/499 4.32G 0.01764 0.01354 0.006525 83 640: 72%|#######2 | 29/40 [00:07<00:02, 3.67it/s] 108/499 4.32G 0.01764 0.01354 0.006525 83 640: 75%|#######5 | 30/40 [00:07<00:02, 3.69it/s] 108/499 4.32G 0.01759 0.01353 0.006411 79 640: 75%|#######5 | 30/40 [00:07<00:02, 3.69it/s] 108/499 4.32G 0.01759 0.01353 0.006411 79 640: 78%|#######7 | 31/40 [00:07<00:02, 3.60it/s] 108/499 4.32G 0.01768 0.01361 0.006436 83 640: 78%|#######7 | 31/40 [00:07<00:02, 3.60it/s] 108/499 4.32G 0.01768 0.01361 0.006436 83 640: 80%|######## | 32/40 [00:07<00:02, 3.71it/s] 108/499 4.32G 0.01765 0.01356 0.00646 71 640: 80%|######## | 32/40 [00:08<00:02, 3.71it/s] 108/499 4.32G 0.01765 0.01356 0.00646 71 640: 82%|########2 | 33/40 [00:08<00:01, 3.72it/s] 108/499 4.32G 0.01762 0.01351 0.006457 74 640: 82%|########2 | 33/40 [00:08<00:01, 3.72it/s] 108/499 4.32G 0.01762 0.01351 0.006457 74 640: 85%|########5 | 34/40 [00:08<00:01, 3.61it/s] 108/499 4.32G 0.01762 0.01357 0.006417 84 640: 85%|########5 | 34/40 [00:08<00:01, 3.61it/s] 108/499 4.32G 0.01762 0.01357 0.006417 84 640: 88%|########7 | 35/40 [00:08<00:01, 3.70it/s] 108/499 4.32G 0.01771 0.01353 0.006511 58 640: 88%|########7 | 35/40 [00:09<00:01, 3.70it/s] 108/499 4.32G 0.01771 0.01353 0.006511 58 640: 90%|######### | 36/40 [00:09<00:01, 3.71it/s] 108/499 4.32G 0.01772 0.01345 0.006519 65 640: 90%|######### | 36/40 [00:09<00:01, 3.71it/s] 108/499 4.32G 0.01772 0.01345 0.006519 65 640: 92%|#########2| 37/40 [00:09<00:00, 3.61it/s] 108/499 4.32G 0.01768 0.01349 0.006461 85 640: 92%|#########2| 37/40 [00:09<00:00, 3.61it/s] 108/499 4.32G 0.01768 0.01349 0.006461 85 640: 95%|#########5| 38/40 [00:09<00:00, 3.70it/s] 108/499 4.32G 0.01767 0.01348 0.006447 76 640: 95%|#########5| 38/40 [00:09<00:00, 3.70it/s] 108/499 4.32G 0.01767 0.01348 0.006447 76 640: 98%|#########7| 39/40 [00:09<00:00, 3.73it/s] 108/499 4.32G 0.01775 0.01354 0.00634 34 640: 98%|#########7| 39/40 [00:10<00:00, 3.73it/s] 108/499 4.32G 0.01775 0.01354 0.00634 34 640: 100%|##########| 40/40 [00:10<00:00, 3.65it/s] 108/499 4.32G 0.01775 0.01354 0.00634 34 640: 100%|##########| 40/40 [00:10<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.70it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.71it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.64it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.27it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.01it/s] all 132 263 0.829 0.81 0.839 0.693 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 109/499 4.32G 0.01663 0.01063 0.004793 62 640: 0%| | 0/40 [00:00<?, ?it/s] 109/499 4.32G 0.01663 0.01063 0.004793 62 640: 2%|2 | 1/40 [00:00<00:08, 4.44it/s] 109/499 4.32G 0.01743 0.0134 0.005825 83 640: 2%|2 | 1/40 [00:00<00:08, 4.44it/s] 109/499 4.32G 0.01743 0.0134 0.005825 83 640: 5%|5 | 2/40 [00:00<00:09, 3.94it/s] 109/499 4.32G 0.01838 0.01317 0.005617 69 640: 5%|5 | 2/40 [00:00<00:09, 3.94it/s] 109/499 4.32G 0.01838 0.01317 0.005617 69 640: 8%|7 | 3/40 [00:00<00:10, 3.68it/s] 109/499 4.32G 0.01836 0.01338 0.006672 76 640: 8%|7 | 3/40 [00:01<00:10, 3.68it/s] 109/499 4.32G 0.01836 0.01338 0.006672 76 640: 10%|# | 4/40 [00:01<00:09, 3.83it/s] 109/499 4.32G 0.01845 0.0135 0.006655 80 640: 10%|# | 4/40 [00:01<00:09, 3.83it/s] 109/499 4.32G 0.01845 0.0135 0.006655 80 640: 12%|#2 | 5/40 [00:01<00:09, 3.73it/s] 109/499 4.32G 0.0181 0.01317 0.006237 63 640: 12%|#2 | 5/40 [00:01<00:09, 3.73it/s] 109/499 4.32G 0.0181 0.01317 0.006237 63 640: 15%|#5 | 6/40 [00:01<00:09, 3.62it/s] 109/499 4.32G 0.01817 0.01353 0.005801 81 640: 15%|#5 | 6/40 [00:01<00:09, 3.62it/s] 109/499 4.32G 0.01817 0.01353 0.005801 81 640: 18%|#7 | 7/40 [00:01<00:08, 3.77it/s] 109/499 4.32G 0.01799 0.01358 0.005746 80 640: 18%|#7 | 7/40 [00:02<00:08, 3.77it/s] 109/499 4.32G 0.01799 0.01358 0.005746 80 640: 20%|## | 8/40 [00:02<00:08, 3.73it/s] 109/499 4.32G 0.01792 0.01376 0.005969 87 640: 20%|## | 8/40 [00:02<00:08, 3.73it/s] 109/499 4.32G 0.01792 0.01376 0.005969 87 640: 22%|##2 | 9/40 [00:02<00:08, 3.66it/s] 109/499 4.32G 0.01786 0.01399 0.005853 86 640: 22%|##2 | 9/40 [00:02<00:08, 3.66it/s] 109/499 4.32G 0.01786 0.01399 0.005853 86 640: 25%|##5 | 10/40 [00:02<00:07, 3.86it/s] 109/499 4.32G 0.01784 0.01381 0.005513 65 640: 25%|##5 | 10/40 [00:02<00:07, 3.86it/s] 109/499 4.32G 0.01784 0.01381 0.005513 65 640: 28%|##7 | 11/40 [00:02<00:06, 4.19it/s] 109/499 4.32G 0.01792 0.01364 0.005346 67 640: 28%|##7 | 11/40 [00:03<00:06, 4.19it/s] 109/499 4.32G 0.01792 0.01364 0.005346 67 640: 30%|### | 12/40 [00:03<00:06, 4.33it/s] 109/499 4.32G 0.01815 0.01354 0.005911 63 640: 30%|### | 12/40 [00:03<00:06, 4.33it/s] 109/499 4.32G 0.01815 0.01354 0.005911 63 640: 32%|###2 | 13/40 [00:03<00:05, 4.57it/s] 109/499 4.32G 0.0184 0.01342 0.005657 61 640: 32%|###2 | 13/40 [00:03<00:05, 4.57it/s] 109/499 4.32G 0.0184 0.01342 0.005657 61 640: 35%|###5 | 14/40 [00:03<00:05, 4.74it/s] 109/499 4.32G 0.01851 0.01346 0.005688 70 640: 35%|###5 | 14/40 [00:03<00:05, 4.74it/s] 109/499 4.32G 0.01851 0.01346 0.005688 70 640: 38%|###7 | 15/40 [00:03<00:05, 4.63it/s] 109/499 4.32G 0.01849 0.01337 0.005501 69 640: 38%|###7 | 15/40 [00:03<00:05, 4.63it/s] 109/499 4.32G 0.01849 0.01337 0.005501 69 640: 40%|#### | 16/40 [00:03<00:05, 4.55it/s] 109/499 4.32G 0.01853 0.01334 0.00559 63 640: 40%|#### | 16/40 [00:04<00:05, 4.55it/s] 109/499 4.32G 0.01853 0.01334 0.00559 63 640: 42%|####2 | 17/40 [00:04<00:04, 4.73it/s] 109/499 4.32G 0.01852 0.01332 0.005723 74 640: 42%|####2 | 17/40 [00:04<00:04, 4.73it/s] 109/499 4.32G 0.01852 0.01332 0.005723 74 640: 45%|####5 | 18/40 [00:04<00:04, 4.73it/s] 109/499 4.32G 0.01833 0.0132 0.005636 65 640: 45%|####5 | 18/40 [00:04<00:04, 4.73it/s] 109/499 4.32G 0.01833 0.0132 0.005636 65 640: 48%|####7 | 19/40 [00:04<00:04, 4.79it/s] 109/499 4.32G 0.01833 0.01316 0.005579 68 640: 48%|####7 | 19/40 [00:04<00:04, 4.79it/s] 109/499 4.32G 0.01833 0.01316 0.005579 68 640: 50%|##### | 20/40 [00:04<00:04, 4.38it/s] 109/499 4.32G 0.01829 0.01312 0.005442 71 640: 50%|##### | 20/40 [00:05<00:04, 4.38it/s] 109/499 4.32G 0.01829 0.01312 0.005442 71 640: 52%|#####2 | 21/40 [00:05<00:04, 4.03it/s] 109/499 4.32G 0.01824 0.01303 0.005311 63 640: 52%|#####2 | 21/40 [00:05<00:04, 4.03it/s] 109/499 4.32G 0.01824 0.01303 0.005311 63 640: 55%|#####5 | 22/40 [00:05<00:04, 4.02it/s] 109/499 4.32G 0.01838 0.01307 0.00536 63 640: 55%|#####5 | 22/40 [00:05<00:04, 4.02it/s] 109/499 4.32G 0.01838 0.01307 0.00536 63 640: 57%|#####7 | 23/40 [00:05<00:04, 3.94it/s] 109/499 4.32G 0.01829 0.01304 0.005365 61 640: 57%|#####7 | 23/40 [00:05<00:04, 3.94it/s] 109/499 4.32G 0.01829 0.01304 0.005365 61 640: 60%|###### | 24/40 [00:05<00:04, 3.77it/s] 109/499 4.32G 0.01841 0.01302 0.00535 58 640: 60%|###### | 24/40 [00:06<00:04, 3.77it/s] 109/499 4.32G 0.01841 0.01302 0.00535 58 640: 62%|######2 | 25/40 [00:06<00:03, 3.84it/s] 109/499 4.32G 0.01846 0.01316 0.005384 85 640: 62%|######2 | 25/40 [00:06<00:03, 3.84it/s] 109/499 4.32G 0.01846 0.01316 0.005384 85 640: 65%|######5 | 26/40 [00:06<00:03, 3.74it/s] 109/499 4.32G 0.01849 0.01314 0.005468 65 640: 65%|######5 | 26/40 [00:06<00:03, 3.74it/s] 109/499 4.32G 0.01849 0.01314 0.005468 65 640: 68%|######7 | 27/40 [00:06<00:03, 3.61it/s] 109/499 4.32G 0.01837 0.01304 0.005387 62 640: 68%|######7 | 27/40 [00:06<00:03, 3.61it/s] 109/499 4.32G 0.01837 0.01304 0.005387 62 640: 70%|####### | 28/40 [00:06<00:03, 3.73it/s] 109/499 4.32G 0.01839 0.01303 0.005342 73 640: 70%|####### | 28/40 [00:07<00:03, 3.73it/s] 109/499 4.32G 0.01839 0.01303 0.005342 73 640: 72%|#######2 | 29/40 [00:07<00:02, 3.70it/s] 109/499 4.32G 0.01843 0.01312 0.005281 77 640: 72%|#######2 | 29/40 [00:07<00:02, 3.70it/s] 109/499 4.32G 0.01843 0.01312 0.005281 77 640: 75%|#######5 | 30/40 [00:07<00:02, 3.58it/s] 109/499 4.32G 0.01842 0.01315 0.005344 76 640: 75%|#######5 | 30/40 [00:07<00:02, 3.58it/s] 109/499 4.32G 0.01842 0.01315 0.005344 76 640: 78%|#######7 | 31/40 [00:07<00:02, 3.75it/s] 109/499 4.32G 0.01837 0.01316 0.005459 67 640: 78%|#######7 | 31/40 [00:08<00:02, 3.75it/s] 109/499 4.32G 0.01837 0.01316 0.005459 67 640: 80%|######## | 32/40 [00:08<00:02, 3.73it/s] 109/499 4.32G 0.01838 0.01319 0.005431 84 640: 80%|######## | 32/40 [00:08<00:02, 3.73it/s] 109/499 4.32G 0.01838 0.01319 0.005431 84 640: 82%|########2 | 33/40 [00:08<00:01, 3.62it/s] 109/499 4.32G 0.01831 0.01315 0.005335 66 640: 82%|########2 | 33/40 [00:08<00:01, 3.62it/s] 109/499 4.32G 0.01831 0.01315 0.005335 66 640: 85%|########5 | 34/40 [00:08<00:01, 3.73it/s] 109/499 4.32G 0.01829 0.01319 0.00536 76 640: 85%|########5 | 34/40 [00:08<00:01, 3.73it/s] 109/499 4.32G 0.01829 0.01319 0.00536 76 640: 88%|########7 | 35/40 [00:08<00:01, 3.69it/s] 109/499 4.32G 0.01838 0.0132 0.005418 67 640: 88%|########7 | 35/40 [00:09<00:01, 3.69it/s] 109/499 4.32G 0.01838 0.0132 0.005418 67 640: 90%|######### | 36/40 [00:09<00:01, 3.60it/s] 109/499 4.32G 0.01837 0.01318 0.005351 72 640: 90%|######### | 36/40 [00:09<00:01, 3.60it/s] 109/499 4.32G 0.01837 0.01318 0.005351 72 640: 92%|#########2| 37/40 [00:09<00:00, 3.74it/s] 109/499 4.32G 0.0183 0.01326 0.005287 87 640: 92%|#########2| 37/40 [00:09<00:00, 3.74it/s] 109/499 4.32G 0.0183 0.01326 0.005287 87 640: 95%|#########5| 38/40 [00:09<00:00, 3.71it/s] 109/499 4.32G 0.01828 0.0133 0.00527 79 640: 95%|#########5| 38/40 [00:09<00:00, 3.71it/s] 109/499 4.32G 0.01828 0.0133 0.00527 79 640: 98%|#########7| 39/40 [00:09<00:00, 3.62it/s] 109/499 4.32G 0.01826 0.01336 0.005286 43 640: 98%|#########7| 39/40 [00:10<00:00, 3.62it/s] 109/499 4.32G 0.01826 0.01336 0.005286 43 640: 100%|##########| 40/40 [00:10<00:00, 3.79it/s] 109/499 4.32G 0.01826 0.01336 0.005286 43 640: 100%|##########| 40/40 [00:10<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:02, 1.44it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.51it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:02<00:00, 1.43it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.71it/s] all 132 263 0.785 0.876 0.855 0.7 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 110/499 4.32G 0.01938 0.01275 0.005951 61 640: 0%| | 0/40 [00:00<?, ?it/s] 110/499 4.32G 0.01938 0.01275 0.005951 61 640: 2%|2 | 1/40 [00:00<00:09, 4.19it/s] 110/499 4.32G 0.01834 0.01296 0.00481 73 640: 2%|2 | 1/40 [00:00<00:09, 4.19it/s] 110/499 4.32G 0.01834 0.01296 0.00481 73 640: 5%|5 | 2/40 [00:00<00:10, 3.68it/s] 110/499 4.32G 0.01778 0.01281 0.004863 64 640: 5%|5 | 2/40 [00:00<00:10, 3.68it/s] 110/499 4.32G 0.01778 0.01281 0.004863 64 640: 8%|7 | 3/40 [00:00<00:09, 3.79it/s] 110/499 4.32G 0.01835 0.01344 0.005081 76 640: 8%|7 | 3/40 [00:01<00:09, 3.79it/s] 110/499 4.32G 0.01835 0.01344 0.005081 76 640: 10%|# | 4/40 [00:01<00:09, 3.80it/s] 110/499 4.32G 0.01872 0.01456 0.005268 108 640: 10%|# | 4/40 [00:01<00:09, 3.80it/s] 110/499 4.32G 0.01872 0.01456 0.005268 108 640: 12%|#2 | 5/40 [00:01<00:09, 3.72it/s] 110/499 4.32G 0.01845 0.01411 0.004817 65 640: 12%|#2 | 5/40 [00:01<00:09, 3.72it/s] 110/499 4.32G 0.01845 0.01411 0.004817 65 640: 15%|#5 | 6/40 [00:01<00:08, 3.88it/s] 110/499 4.32G 0.0183 0.01412 0.004581 75 640: 15%|#5 | 6/40 [00:01<00:08, 3.88it/s] 110/499 4.32G 0.0183 0.01412 0.004581 75 640: 18%|#7 | 7/40 [00:01<00:07, 4.25it/s] 110/499 4.32G 0.01798 0.01388 0.004615 62 640: 18%|#7 | 7/40 [00:01<00:07, 4.25it/s] 110/499 4.32G 0.01798 0.01388 0.004615 62 640: 20%|## | 8/40 [00:01<00:07, 4.38it/s] 110/499 4.32G 0.01796 0.01351 0.004707 63 640: 20%|## | 8/40 [00:02<00:07, 4.38it/s] 110/499 4.32G 0.01796 0.01351 0.004707 63 640: 22%|##2 | 9/40 [00:02<00:06, 4.64it/s] 110/499 4.32G 0.01814 0.01378 0.004877 83 640: 22%|##2 | 9/40 [00:02<00:06, 4.64it/s] 110/499 4.32G 0.01814 0.01378 0.004877 83 640: 25%|##5 | 10/40 [00:02<00:06, 4.85it/s] 110/499 4.32G 0.01814 0.01401 0.005292 87 640: 25%|##5 | 10/40 [00:02<00:06, 4.85it/s] 110/499 4.32G 0.01814 0.01401 0.005292 87 640: 28%|##7 | 11/40 [00:02<00:06, 4.82it/s] 110/499 4.32G 0.01818 0.01394 0.005168 73 640: 28%|##7 | 11/40 [00:02<00:06, 4.82it/s] 110/499 4.32G 0.01818 0.01394 0.005168 73 640: 30%|### | 12/40 [00:02<00:05, 4.96it/s] 110/499 4.32G 0.01802 0.01389 0.005112 70 640: 30%|### | 12/40 [00:02<00:05, 4.96it/s] 110/499 4.32G 0.01802 0.01389 0.005112 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.04it/s] 110/499 4.32G 0.0179 0.01373 0.005053 69 640: 32%|###2 | 13/40 [00:03<00:05, 5.04it/s] 110/499 4.32G 0.0179 0.01373 0.005053 69 640: 35%|###5 | 14/40 [00:03<00:05, 4.94it/s] 110/499 4.32G 0.0181 0.01371 0.005145 65 640: 35%|###5 | 14/40 [00:03<00:05, 4.94it/s] 110/499 4.32G 0.0181 0.01371 0.005145 65 640: 38%|###7 | 15/40 [00:03<00:04, 5.03it/s] 110/499 4.32G 0.01815 0.01366 0.005058 62 640: 38%|###7 | 15/40 [00:03<00:04, 5.03it/s] 110/499 4.32G 0.01815 0.01366 0.005058 62 640: 40%|#### | 16/40 [00:03<00:04, 5.11it/s] 110/499 4.32G 0.01805 0.01369 0.004975 74 640: 40%|#### | 16/40 [00:03<00:04, 5.11it/s] 110/499 4.32G 0.01805 0.01369 0.004975 74 640: 42%|####2 | 17/40 [00:03<00:04, 4.86it/s] 110/499 4.32G 0.01794 0.0136 0.004759 78 640: 42%|####2 | 17/40 [00:03<00:04, 4.86it/s] 110/499 4.32G 0.01794 0.0136 0.004759 78 640: 45%|####5 | 18/40 [00:03<00:04, 4.60it/s] 110/499 4.32G 0.01799 0.0136 0.004712 68 640: 45%|####5 | 18/40 [00:04<00:04, 4.60it/s] 110/499 4.32G 0.01799 0.0136 0.004712 68 640: 48%|####7 | 19/40 [00:04<00:04, 4.32it/s] 110/499 4.32G 0.01792 0.0135 0.004806 62 640: 48%|####7 | 19/40 [00:04<00:04, 4.32it/s] 110/499 4.32G 0.01792 0.0135 0.004806 62 640: 50%|##### | 20/40 [00:04<00:05, 3.97it/s] 110/499 4.32G 0.01797 0.01358 0.004786 80 640: 50%|##### | 20/40 [00:04<00:05, 3.97it/s] 110/499 4.32G 0.01797 0.01358 0.004786 80 640: 52%|#####2 | 21/40 [00:04<00:04, 3.98it/s] 110/499 4.32G 0.01792 0.01351 0.004727 75 640: 52%|#####2 | 21/40 [00:05<00:04, 3.98it/s] 110/499 4.32G 0.01792 0.01351 0.004727 75 640: 55%|#####5 | 22/40 [00:05<00:04, 3.91it/s] 110/499 4.32G 0.01791 0.01353 0.004773 74 640: 55%|#####5 | 22/40 [00:05<00:04, 3.91it/s] 110/499 4.32G 0.01791 0.01353 0.004773 74 640: 57%|#####7 | 23/40 [00:05<00:04, 3.74it/s] 110/499 4.32G 0.01793 0.01352 0.004754 68 640: 57%|#####7 | 23/40 [00:05<00:04, 3.74it/s] 110/499 4.32G 0.01793 0.01352 0.004754 68 640: 60%|###### | 24/40 [00:05<00:04, 3.81it/s] 110/499 4.32G 0.01797 0.01355 0.00477 76 640: 60%|###### | 24/40 [00:05<00:04, 3.81it/s] 110/499 4.32G 0.01797 0.01355 0.00477 76 640: 62%|######2 | 25/40 [00:05<00:03, 3.80it/s] 110/499 4.32G 0.01794 0.01344 0.004737 66 640: 62%|######2 | 25/40 [00:06<00:03, 3.80it/s] 110/499 4.32G 0.01794 0.01344 0.004737 66 640: 65%|######5 | 26/40 [00:06<00:03, 3.65it/s] 110/499 4.32G 0.01786 0.01339 0.004679 71 640: 65%|######5 | 26/40 [00:06<00:03, 3.65it/s] 110/499 4.32G 0.01786 0.01339 0.004679 71 640: 68%|######7 | 27/40 [00:06<00:03, 3.78it/s] 110/499 4.32G 0.0179 0.01338 0.004717 65 640: 68%|######7 | 27/40 [00:06<00:03, 3.78it/s] 110/499 4.32G 0.0179 0.01338 0.004717 65 640: 70%|####### | 28/40 [00:06<00:03, 3.78it/s] 110/499 4.32G 0.01795 0.0134 0.004752 70 640: 70%|####### | 28/40 [00:06<00:03, 3.78it/s] 110/499 4.32G 0.01795 0.0134 0.004752 70 640: 72%|#######2 | 29/40 [00:06<00:03, 3.64it/s] 110/499 4.32G 0.01791 0.01348 0.004722 97 640: 72%|#######2 | 29/40 [00:07<00:03, 3.64it/s] 110/499 4.32G 0.01791 0.01348 0.004722 97 640: 75%|#######5 | 30/40 [00:07<00:02, 3.74it/s] 110/499 4.32G 0.01785 0.01344 0.004702 66 640: 75%|#######5 | 30/40 [00:07<00:02, 3.74it/s] 110/499 4.32G 0.01785 0.01344 0.004702 66 640: 78%|#######7 | 31/40 [00:07<00:02, 3.75it/s] 110/499 4.32G 0.01779 0.0134 0.00478 67 640: 78%|#######7 | 31/40 [00:07<00:02, 3.75it/s] 110/499 4.32G 0.01779 0.0134 0.00478 67 640: 80%|######## | 32/40 [00:07<00:02, 3.61it/s] 110/499 4.32G 0.01776 0.01344 0.004854 78 640: 80%|######## | 32/40 [00:08<00:02, 3.61it/s] 110/499 4.32G 0.01776 0.01344 0.004854 78 640: 82%|########2 | 33/40 [00:08<00:01, 3.74it/s] 110/499 4.32G 0.01778 0.01347 0.0048 82 640: 82%|########2 | 33/40 [00:08<00:01, 3.74it/s] 110/499 4.32G 0.01778 0.01347 0.0048 82 640: 85%|########5 | 34/40 [00:08<00:01, 3.74it/s] 110/499 4.32G 0.01773 0.01341 0.004911 68 640: 85%|########5 | 34/40 [00:08<00:01, 3.74it/s] 110/499 4.32G 0.01773 0.01341 0.004911 68 640: 88%|########7 | 35/40 [00:08<00:01, 3.61it/s] 110/499 4.32G 0.0177 0.01344 0.004909 87 640: 88%|########7 | 35/40 [00:08<00:01, 3.61it/s] 110/499 4.32G 0.0177 0.01344 0.004909 87 640: 90%|######### | 36/40 [00:08<00:01, 3.72it/s] 110/499 4.32G 0.01768 0.0135 0.004971 85 640: 90%|######### | 36/40 [00:09<00:01, 3.72it/s] 110/499 4.32G 0.01768 0.0135 0.004971 85 640: 92%|#########2| 37/40 [00:09<00:00, 3.74it/s] 110/499 4.32G 0.01767 0.01353 0.004902 78 640: 92%|#########2| 37/40 [00:09<00:00, 3.74it/s] 110/499 4.32G 0.01767 0.01353 0.004902 78 640: 95%|#########5| 38/40 [00:09<00:00, 3.59it/s] 110/499 4.32G 0.01765 0.01348 0.004865 67 640: 95%|#########5| 38/40 [00:09<00:00, 3.59it/s] 110/499 4.32G 0.01765 0.01348 0.004865 67 640: 98%|#########7| 39/40 [00:09<00:00, 3.72it/s] 110/499 4.32G 0.01769 0.01346 0.00492 35 640: 98%|#########7| 39/40 [00:09<00:00, 3.72it/s] 110/499 4.32G 0.01769 0.01346 0.00492 35 640: 100%|##########| 40/40 [00:09<00:00, 3.80it/s] 110/499 4.32G 0.01769 0.01346 0.00492 35 640: 100%|##########| 40/40 [00:09<00:00, 4.03it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.67it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.66it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.61it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.24it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.97it/s] all 132 263 0.869 0.865 0.892 0.723 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 111/499 4.32G 0.01691 0.01383 0.005634 81 640: 0%| | 0/40 [00:00<?, ?it/s] 111/499 4.32G 0.01691 0.01383 0.005634 81 640: 2%|2 | 1/40 [00:00<00:10, 3.78it/s] 111/499 4.32G 0.01715 0.01319 0.007232 70 640: 2%|2 | 1/40 [00:00<00:10, 3.78it/s] 111/499 4.32G 0.01715 0.01319 0.007232 70 640: 5%|5 | 2/40 [00:00<00:09, 3.94it/s] 111/499 4.32G 0.01735 0.01275 0.006244 62 640: 5%|5 | 2/40 [00:00<00:09, 3.94it/s] 111/499 4.32G 0.01735 0.01275 0.006244 62 640: 8%|7 | 3/40 [00:00<00:09, 3.88it/s] 111/499 4.32G 0.01719 0.01315 0.006328 84 640: 8%|7 | 3/40 [00:01<00:09, 3.88it/s] 111/499 4.32G 0.01719 0.01315 0.006328 84 640: 10%|# | 4/40 [00:01<00:09, 3.67it/s] 111/499 4.32G 0.01711 0.01257 0.007256 55 640: 10%|# | 4/40 [00:01<00:09, 3.67it/s] 111/499 4.32G 0.01711 0.01257 0.007256 55 640: 12%|#2 | 5/40 [00:01<00:09, 3.82it/s] 111/499 4.32G 0.01694 0.01273 0.006853 80 640: 12%|#2 | 5/40 [00:01<00:09, 3.82it/s] 111/499 4.32G 0.01694 0.01273 0.006853 80 640: 15%|#5 | 6/40 [00:01<00:08, 3.94it/s] 111/499 4.32G 0.01685 0.01303 0.006278 88 640: 15%|#5 | 6/40 [00:01<00:08, 3.94it/s] 111/499 4.32G 0.01685 0.01303 0.006278 88 640: 18%|#7 | 7/40 [00:01<00:07, 4.16it/s] 111/499 4.32G 0.01677 0.01287 0.006076 67 640: 18%|#7 | 7/40 [00:01<00:07, 4.16it/s] 111/499 4.32G 0.01677 0.01287 0.006076 67 640: 20%|## | 8/40 [00:01<00:07, 4.46it/s] 111/499 4.32G 0.01666 0.0129 0.006163 79 640: 20%|## | 8/40 [00:02<00:07, 4.46it/s] 111/499 4.32G 0.01666 0.0129 0.006163 79 640: 22%|##2 | 9/40 [00:02<00:06, 4.68it/s] 111/499 4.32G 0.01689 0.01303 0.005769 76 640: 22%|##2 | 9/40 [00:02<00:06, 4.68it/s] 111/499 4.32G 0.01689 0.01303 0.005769 76 640: 25%|##5 | 10/40 [00:02<00:06, 4.68it/s] 111/499 4.32G 0.01674 0.01312 0.005586 93 640: 25%|##5 | 10/40 [00:02<00:06, 4.68it/s] 111/499 4.32G 0.01674 0.01312 0.005586 93 640: 28%|##7 | 11/40 [00:02<00:06, 4.68it/s] 111/499 4.32G 0.01689 0.01331 0.00549 77 640: 28%|##7 | 11/40 [00:02<00:06, 4.68it/s] 111/499 4.32G 0.01689 0.01331 0.00549 77 640: 30%|### | 12/40 [00:02<00:05, 4.86it/s] 111/499 4.32G 0.01693 0.01343 0.005813 80 640: 30%|### | 12/40 [00:02<00:05, 4.86it/s] 111/499 4.32G 0.01693 0.01343 0.005813 80 640: 32%|###2 | 13/40 [00:02<00:05, 4.81it/s] 111/499 4.32G 0.01702 0.01335 0.005872 68 640: 32%|###2 | 13/40 [00:03<00:05, 4.81it/s] 111/499 4.32G 0.01702 0.01335 0.005872 68 640: 35%|###5 | 14/40 [00:03<00:05, 4.90it/s] 111/499 4.32G 0.01695 0.01326 0.006026 66 640: 35%|###5 | 14/40 [00:03<00:05, 4.90it/s] 111/499 4.32G 0.01695 0.01326 0.006026 66 640: 38%|###7 | 15/40 [00:03<00:04, 5.02it/s] 111/499 4.32G 0.01696 0.01317 0.005903 64 640: 38%|###7 | 15/40 [00:03<00:04, 5.02it/s] 111/499 4.32G 0.01696 0.01317 0.005903 64 640: 40%|#### | 16/40 [00:03<00:05, 4.79it/s] 111/499 4.32G 0.01697 0.01301 0.006034 60 640: 40%|#### | 16/40 [00:03<00:05, 4.79it/s] 111/499 4.32G 0.01697 0.01301 0.006034 60 640: 42%|####2 | 17/40 [00:03<00:05, 4.52it/s] 111/499 4.32G 0.01692 0.01297 0.005932 67 640: 42%|####2 | 17/40 [00:04<00:05, 4.52it/s] 111/499 4.32G 0.01692 0.01297 0.005932 67 640: 45%|####5 | 18/40 [00:04<00:05, 4.22it/s] 111/499 4.32G 0.01689 0.01297 0.005769 77 640: 45%|####5 | 18/40 [00:04<00:05, 4.22it/s] 111/499 4.32G 0.01689 0.01297 0.005769 77 640: 48%|####7 | 19/40 [00:04<00:05, 3.94it/s] 111/499 4.32G 0.01688 0.01296 0.005754 70 640: 48%|####7 | 19/40 [00:04<00:05, 3.94it/s] 111/499 4.32G 0.01688 0.01296 0.005754 70 640: 50%|##### | 20/40 [00:04<00:05, 3.99it/s] 111/499 4.32G 0.01696 0.01297 0.005868 74 640: 50%|##### | 20/40 [00:04<00:05, 3.99it/s] 111/499 4.32G 0.01696 0.01297 0.005868 74 640: 52%|#####2 | 21/40 [00:04<00:04, 3.89it/s] 111/499 4.32G 0.01704 0.01299 0.006023 74 640: 52%|#####2 | 21/40 [00:05<00:04, 3.89it/s] 111/499 4.32G 0.01704 0.01299 0.006023 74 640: 55%|#####5 | 22/40 [00:05<00:04, 3.73it/s] 111/499 4.32G 0.01697 0.01289 0.006064 62 640: 55%|#####5 | 22/40 [00:05<00:04, 3.73it/s] 111/499 4.32G 0.01697 0.01289 0.006064 62 640: 57%|#####7 | 23/40 [00:05<00:04, 3.83it/s] 111/499 4.32G 0.01698 0.01292 0.006244 83 640: 57%|#####7 | 23/40 [00:05<00:04, 3.83it/s] 111/499 4.32G 0.01698 0.01292 0.006244 83 640: 60%|###### | 24/40 [00:05<00:04, 3.78it/s] 111/499 4.32G 0.01691 0.0128 0.006152 64 640: 60%|###### | 24/40 [00:06<00:04, 3.78it/s] 111/499 4.32G 0.01691 0.0128 0.006152 64 640: 62%|######2 | 25/40 [00:06<00:04, 3.65it/s] 111/499 4.32G 0.01692 0.01278 0.006114 68 640: 62%|######2 | 25/40 [00:06<00:04, 3.65it/s] 111/499 4.32G 0.01692 0.01278 0.006114 68 640: 65%|######5 | 26/40 [00:06<00:03, 3.77it/s] 111/499 4.32G 0.01695 0.01282 0.006071 78 640: 65%|######5 | 26/40 [00:06<00:03, 3.77it/s] 111/499 4.32G 0.01695 0.01282 0.006071 78 640: 68%|######7 | 27/40 [00:06<00:03, 3.73it/s] 111/499 4.32G 0.01699 0.01282 0.006134 62 640: 68%|######7 | 27/40 [00:06<00:03, 3.73it/s] 111/499 4.32G 0.01699 0.01282 0.006134 62 640: 70%|####### | 28/40 [00:06<00:03, 3.67it/s] 111/499 4.32G 0.01706 0.01288 0.006203 72 640: 70%|####### | 28/40 [00:07<00:03, 3.67it/s] 111/499 4.32G 0.01706 0.01288 0.006203 72 640: 72%|#######2 | 29/40 [00:07<00:02, 3.76it/s] 111/499 4.32G 0.017 0.01283 0.00622 65 640: 72%|#######2 | 29/40 [00:07<00:02, 3.76it/s] 111/499 4.32G 0.017 0.01283 0.00622 65 640: 75%|#######5 | 30/40 [00:07<00:02, 3.71it/s] 111/499 4.32G 0.01705 0.01302 0.006197 102 640: 75%|#######5 | 30/40 [00:07<00:02, 3.71it/s] 111/499 4.32G 0.01705 0.01302 0.006197 102 640: 78%|#######7 | 31/40 [00:07<00:02, 3.62it/s] 111/499 4.32G 0.01711 0.01309 0.006148 79 640: 78%|#######7 | 31/40 [00:07<00:02, 3.62it/s] 111/499 4.32G 0.01711 0.01309 0.006148 79 640: 80%|######## | 32/40 [00:07<00:02, 3.73it/s] 111/499 4.32G 0.01716 0.01317 0.006098 90 640: 80%|######## | 32/40 [00:08<00:02, 3.73it/s] 111/499 4.32G 0.01716 0.01317 0.006098 90 640: 82%|########2 | 33/40 [00:08<00:01, 3.69it/s] 111/499 4.32G 0.01726 0.0132 0.006022 73 640: 82%|########2 | 33/40 [00:08<00:01, 3.69it/s] 111/499 4.32G 0.01726 0.0132 0.006022 73 640: 85%|########5 | 34/40 [00:08<00:01, 3.63it/s] 111/499 4.32G 0.01733 0.0132 0.005977 65 640: 85%|########5 | 34/40 [00:08<00:01, 3.63it/s] 111/499 4.32G 0.01733 0.0132 0.005977 65 640: 88%|########7 | 35/40 [00:08<00:01, 3.76it/s] 111/499 4.32G 0.01728 0.01318 0.005948 70 640: 88%|########7 | 35/40 [00:08<00:01, 3.76it/s] 111/499 4.32G 0.01728 0.01318 0.005948 70 640: 90%|######### | 36/40 [00:08<00:01, 3.77it/s] 111/499 4.32G 0.01722 0.01316 0.005887 70 640: 90%|######### | 36/40 [00:09<00:01, 3.77it/s] 111/499 4.32G 0.01722 0.01316 0.005887 70 640: 92%|#########2| 37/40 [00:09<00:00, 3.55it/s] 111/499 4.32G 0.0172 0.01319 0.005951 77 640: 92%|#########2| 37/40 [00:09<00:00, 3.55it/s] 111/499 4.32G 0.0172 0.01319 0.005951 77 640: 95%|#########5| 38/40 [00:09<00:00, 3.70it/s] 111/499 4.32G 0.01714 0.01318 0.005946 82 640: 95%|#########5| 38/40 [00:09<00:00, 3.70it/s] 111/499 4.32G 0.01714 0.01318 0.005946 82 640: 98%|#########7| 39/40 [00:09<00:00, 3.69it/s] 111/499 4.32G 0.01715 0.01338 0.006096 53 640: 98%|#########7| 39/40 [00:10<00:00, 3.69it/s] 111/499 4.32G 0.01715 0.01338 0.006096 53 640: 100%|##########| 40/40 [00:10<00:00, 3.55it/s] 111/499 4.32G 0.01715 0.01338 0.006096 53 640: 100%|##########| 40/40 [00:10<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:02, 1.50it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.43it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:02<00:00, 1.48it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.84it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.68it/s] all 132 263 0.889 0.829 0.879 0.702 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 112/499 4.32G 0.01537 0.01536 0.006206 92 640: 0%| | 0/40 [00:00<?, ?it/s] 112/499 4.32G 0.01537 0.01536 0.006206 92 640: 2%|2 | 1/40 [00:00<00:10, 3.76it/s] 112/499 4.32G 0.0155 0.01394 0.00803 66 640: 2%|2 | 1/40 [00:00<00:10, 3.76it/s] 112/499 4.32G 0.0155 0.01394 0.00803 66 640: 5%|5 | 2/40 [00:00<00:09, 4.09it/s] 112/499 4.32G 0.01613 0.01416 0.007838 81 640: 5%|5 | 2/40 [00:00<00:09, 4.09it/s] 112/499 4.32G 0.01613 0.01416 0.007838 81 640: 8%|7 | 3/40 [00:00<00:08, 4.35it/s] 112/499 4.32G 0.01686 0.01412 0.007413 70 640: 8%|7 | 3/40 [00:00<00:08, 4.35it/s] 112/499 4.32G 0.01686 0.01412 0.007413 70 640: 10%|# | 4/40 [00:00<00:07, 4.71it/s] 112/499 4.32G 0.01695 0.01421 0.00698 82 640: 10%|# | 4/40 [00:01<00:07, 4.71it/s] 112/499 4.32G 0.01695 0.01421 0.00698 82 640: 12%|#2 | 5/40 [00:01<00:07, 4.74it/s] 112/499 4.32G 0.01708 0.01382 0.006841 70 640: 12%|#2 | 5/40 [00:01<00:07, 4.74it/s] 112/499 4.32G 0.01708 0.01382 0.006841 70 640: 15%|#5 | 6/40 [00:01<00:07, 4.71it/s] 112/499 4.32G 0.01763 0.01432 0.006357 81 640: 15%|#5 | 6/40 [00:01<00:07, 4.71it/s] 112/499 4.32G 0.01763 0.01432 0.006357 81 640: 18%|#7 | 7/40 [00:01<00:06, 4.86it/s] 112/499 4.32G 0.01756 0.01481 0.006089 101 640: 18%|#7 | 7/40 [00:01<00:06, 4.86it/s] 112/499 4.32G 0.01756 0.01481 0.006089 101 640: 20%|## | 8/40 [00:01<00:06, 4.99it/s] 112/499 4.32G 0.01757 0.0147 0.006165 73 640: 20%|## | 8/40 [00:01<00:06, 4.99it/s] 112/499 4.32G 0.01757 0.0147 0.006165 73 640: 22%|##2 | 9/40 [00:01<00:06, 4.81it/s] 112/499 4.32G 0.01751 0.01471 0.005903 80 640: 22%|##2 | 9/40 [00:02<00:06, 4.81it/s] 112/499 4.32G 0.01751 0.01471 0.005903 80 640: 25%|##5 | 10/40 [00:02<00:06, 4.88it/s] 112/499 4.32G 0.01737 0.01475 0.005646 87 640: 25%|##5 | 10/40 [00:02<00:06, 4.88it/s] 112/499 4.32G 0.01737 0.01475 0.005646 87 640: 28%|##7 | 11/40 [00:02<00:05, 5.00it/s] 112/499 4.32G 0.01751 0.01477 0.00571 86 640: 28%|##7 | 11/40 [00:02<00:05, 5.00it/s] 112/499 4.32G 0.01751 0.01477 0.00571 86 640: 30%|### | 12/40 [00:02<00:05, 4.71it/s] 112/499 4.32G 0.01748 0.01464 0.005544 80 640: 30%|### | 12/40 [00:02<00:05, 4.71it/s] 112/499 4.32G 0.01748 0.01464 0.005544 80 640: 32%|###2 | 13/40 [00:02<00:06, 4.41it/s] 112/499 4.32G 0.01742 0.01455 0.005487 76 640: 32%|###2 | 13/40 [00:03<00:06, 4.41it/s] 112/499 4.32G 0.01742 0.01455 0.005487 76 640: 35%|###5 | 14/40 [00:03<00:06, 4.20it/s] 112/499 4.32G 0.0173 0.01441 0.005452 76 640: 35%|###5 | 14/40 [00:03<00:06, 4.20it/s] 112/499 4.32G 0.0173 0.01441 0.005452 76 640: 38%|###7 | 15/40 [00:03<00:06, 3.91it/s] 112/499 4.32G 0.0174 0.01439 0.00531 71 640: 38%|###7 | 15/40 [00:03<00:06, 3.91it/s] 112/499 4.32G 0.0174 0.01439 0.00531 71 640: 40%|#### | 16/40 [00:03<00:06, 3.87it/s] 112/499 4.32G 0.01736 0.01413 0.005177 54 640: 40%|#### | 16/40 [00:03<00:06, 3.87it/s] 112/499 4.32G 0.01736 0.01413 0.005177 54 640: 42%|####2 | 17/40 [00:03<00:05, 3.84it/s] 112/499 4.32G 0.0174 0.01405 0.005179 69 640: 42%|####2 | 17/40 [00:04<00:05, 3.84it/s] 112/499 4.32G 0.0174 0.01405 0.005179 69 640: 45%|####5 | 18/40 [00:04<00:05, 3.70it/s] 112/499 4.32G 0.01738 0.014 0.005139 79 640: 45%|####5 | 18/40 [00:04<00:05, 3.70it/s] 112/499 4.32G 0.01738 0.014 0.005139 79 640: 48%|####7 | 19/40 [00:04<00:05, 3.78it/s] 112/499 4.32G 0.01736 0.01396 0.005209 63 640: 48%|####7 | 19/40 [00:04<00:05, 3.78it/s] 112/499 4.32G 0.01736 0.01396 0.005209 63 640: 50%|##### | 20/40 [00:04<00:05, 3.77it/s] 112/499 4.32G 0.01722 0.01382 0.005751 60 640: 50%|##### | 20/40 [00:05<00:05, 3.77it/s] 112/499 4.32G 0.01722 0.01382 0.005751 60 640: 52%|#####2 | 21/40 [00:05<00:05, 3.64it/s] 112/499 4.32G 0.01715 0.01379 0.005604 77 640: 52%|#####2 | 21/40 [00:05<00:05, 3.64it/s] 112/499 4.32G 0.01715 0.01379 0.005604 77 640: 55%|#####5 | 22/40 [00:05<00:04, 3.73it/s] 112/499 4.32G 0.01712 0.01364 0.00551 60 640: 55%|#####5 | 22/40 [00:05<00:04, 3.73it/s] 112/499 4.32G 0.01712 0.01364 0.00551 60 640: 57%|#####7 | 23/40 [00:05<00:04, 3.72it/s] 112/499 4.32G 0.01711 0.01364 0.005578 80 640: 57%|#####7 | 23/40 [00:05<00:04, 3.72it/s] 112/499 4.32G 0.01711 0.01364 0.005578 80 640: 60%|###### | 24/40 [00:05<00:04, 3.61it/s] 112/499 4.32G 0.01715 0.01375 0.005544 80 640: 60%|###### | 24/40 [00:06<00:04, 3.61it/s] 112/499 4.32G 0.01715 0.01375 0.005544 80 640: 62%|######2 | 25/40 [00:06<00:04, 3.71it/s] 112/499 4.32G 0.01714 0.01369 0.005643 70 640: 62%|######2 | 25/40 [00:06<00:04, 3.71it/s] 112/499 4.32G 0.01714 0.01369 0.005643 70 640: 65%|######5 | 26/40 [00:06<00:03, 3.72it/s] 112/499 4.32G 0.01714 0.01372 0.005647 87 640: 65%|######5 | 26/40 [00:06<00:03, 3.72it/s] 112/499 4.32G 0.01714 0.01372 0.005647 87 640: 68%|######7 | 27/40 [00:06<00:03, 3.60it/s] 112/499 4.32G 0.01713 0.0136 0.00554 61 640: 68%|######7 | 27/40 [00:06<00:03, 3.60it/s] 112/499 4.32G 0.01713 0.0136 0.00554 61 640: 70%|####### | 28/40 [00:06<00:03, 3.69it/s] 112/499 4.32G 0.0172 0.01352 0.005501 69 640: 70%|####### | 28/40 [00:07<00:03, 3.69it/s] 112/499 4.32G 0.0172 0.01352 0.005501 69 640: 72%|#######2 | 29/40 [00:07<00:02, 3.71it/s] 112/499 4.32G 0.01723 0.01359 0.005476 85 640: 72%|#######2 | 29/40 [00:07<00:02, 3.71it/s] 112/499 4.32G 0.01723 0.01359 0.005476 85 640: 75%|#######5 | 30/40 [00:07<00:02, 3.60it/s] 112/499 4.32G 0.01723 0.01364 0.005548 76 640: 75%|#######5 | 30/40 [00:07<00:02, 3.60it/s] 112/499 4.32G 0.01723 0.01364 0.005548 76 640: 78%|#######7 | 31/40 [00:07<00:02, 3.70it/s] 112/499 4.32G 0.01724 0.01366 0.005627 73 640: 78%|#######7 | 31/40 [00:07<00:02, 3.70it/s] 112/499 4.32G 0.01724 0.01366 0.005627 73 640: 80%|######## | 32/40 [00:07<00:02, 3.72it/s] 112/499 4.32G 0.01722 0.01367 0.005536 79 640: 80%|######## | 32/40 [00:08<00:02, 3.72it/s] 112/499 4.32G 0.01722 0.01367 0.005536 79 640: 82%|########2 | 33/40 [00:08<00:01, 3.61it/s] 112/499 4.32G 0.01712 0.01358 0.005552 70 640: 82%|########2 | 33/40 [00:08<00:01, 3.61it/s] 112/499 4.32G 0.01712 0.01358 0.005552 70 640: 85%|########5 | 34/40 [00:08<00:01, 3.72it/s] 112/499 4.32G 0.01711 0.01352 0.00558 66 640: 85%|########5 | 34/40 [00:08<00:01, 3.72it/s] 112/499 4.32G 0.01711 0.01352 0.00558 66 640: 88%|########7 | 35/40 [00:08<00:01, 3.73it/s] 112/499 4.32G 0.01713 0.01356 0.005607 80 640: 88%|########7 | 35/40 [00:09<00:01, 3.73it/s] 112/499 4.32G 0.01713 0.01356 0.005607 80 640: 90%|######### | 36/40 [00:09<00:01, 3.63it/s] 112/499 4.32G 0.01715 0.01362 0.005606 93 640: 90%|######### | 36/40 [00:09<00:01, 3.63it/s] 112/499 4.32G 0.01715 0.01362 0.005606 93 640: 92%|#########2| 37/40 [00:09<00:00, 3.72it/s] 112/499 4.32G 0.0172 0.01359 0.005579 68 640: 92%|#########2| 37/40 [00:09<00:00, 3.72it/s] 112/499 4.32G 0.0172 0.01359 0.005579 68 640: 95%|#########5| 38/40 [00:09<00:00, 3.72it/s] 112/499 4.32G 0.01724 0.01365 0.005548 87 640: 95%|#########5| 38/40 [00:09<00:00, 3.72it/s] 112/499 4.32G 0.01724 0.01365 0.005548 87 640: 98%|#########7| 39/40 [00:09<00:00, 3.62it/s] 112/499 4.32G 0.01718 0.0137 0.005464 46 640: 98%|#########7| 39/40 [00:10<00:00, 3.62it/s] 112/499 4.32G 0.01718 0.0137 0.005464 46 640: 100%|##########| 40/40 [00:10<00:00, 3.89it/s] 112/499 4.32G 0.01718 0.0137 0.005464 46 640: 100%|##########| 40/40 [00:10<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.54it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.53it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.64it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.10it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.87it/s] all 132 263 0.934 0.818 0.876 0.724 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 113/499 4.32G 0.01776 0.01671 0.005863 97 640: 0%| | 0/40 [00:00<?, ?it/s] 113/499 4.32G 0.01776 0.01671 0.005863 97 640: 2%|2 | 1/40 [00:00<00:07, 5.27it/s] 113/499 4.32G 0.01566 0.01389 0.005014 67 640: 2%|2 | 1/40 [00:00<00:07, 5.27it/s] 113/499 4.32G 0.01566 0.01389 0.005014 67 640: 5%|5 | 2/40 [00:00<00:08, 4.74it/s] 113/499 4.32G 0.01562 0.01255 0.005351 62 640: 5%|5 | 2/40 [00:00<00:08, 4.74it/s] 113/499 4.32G 0.01562 0.01255 0.005351 62 640: 8%|7 | 3/40 [00:00<00:07, 4.98it/s] 113/499 4.32G 0.01579 0.01278 0.00526 81 640: 8%|7 | 3/40 [00:00<00:07, 4.98it/s] 113/499 4.32G 0.01579 0.01278 0.00526 81 640: 10%|# | 4/40 [00:00<00:07, 5.12it/s] 113/499 4.32G 0.01616 0.01305 0.005562 79 640: 10%|# | 4/40 [00:01<00:07, 5.12it/s] 113/499 4.32G 0.01616 0.01305 0.005562 79 640: 12%|#2 | 5/40 [00:01<00:07, 4.95it/s] 113/499 4.32G 0.01581 0.01278 0.004939 72 640: 12%|#2 | 5/40 [00:01<00:07, 4.95it/s] 113/499 4.32G 0.01581 0.01278 0.004939 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.07it/s] 113/499 4.32G 0.01589 0.01253 0.004631 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.07it/s] 113/499 4.32G 0.01589 0.01253 0.004631 66 640: 18%|#7 | 7/40 [00:01<00:06, 5.18it/s] 113/499 4.32G 0.01601 0.01263 0.004783 77 640: 18%|#7 | 7/40 [00:01<00:06, 5.18it/s] 113/499 4.32G 0.01601 0.01263 0.004783 77 640: 20%|## | 8/40 [00:01<00:06, 5.05it/s] 113/499 4.32G 0.01631 0.01262 0.004626 77 640: 20%|## | 8/40 [00:01<00:06, 5.05it/s] 113/499 4.32G 0.01631 0.01262 0.004626 77 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 113/499 4.32G 0.01658 0.01281 0.004579 77 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 113/499 4.32G 0.01658 0.01281 0.004579 77 640: 25%|##5 | 10/40 [00:01<00:06, 4.94it/s] 113/499 4.32G 0.01662 0.01272 0.004534 68 640: 25%|##5 | 10/40 [00:02<00:06, 4.94it/s] 113/499 4.32G 0.01662 0.01272 0.004534 68 640: 28%|##7 | 11/40 [00:02<00:06, 4.34it/s] 113/499 4.32G 0.01658 0.01282 0.004511 74 640: 28%|##7 | 11/40 [00:02<00:06, 4.34it/s] 113/499 4.32G 0.01658 0.01282 0.004511 74 640: 30%|### | 12/40 [00:02<00:06, 4.26it/s] 113/499 4.32G 0.01656 0.01302 0.004586 90 640: 30%|### | 12/40 [00:02<00:06, 4.26it/s] 113/499 4.32G 0.01656 0.01302 0.004586 90 640: 32%|###2 | 13/40 [00:02<00:06, 4.06it/s] 113/499 4.32G 0.01651 0.01316 0.004371 86 640: 32%|###2 | 13/40 [00:03<00:06, 4.06it/s] 113/499 4.32G 0.01651 0.01316 0.004371 86 640: 35%|###5 | 14/40 [00:03<00:06, 3.83it/s] 113/499 4.32G 0.01653 0.01315 0.004367 67 640: 35%|###5 | 14/40 [00:03<00:06, 3.83it/s] 113/499 4.32G 0.01653 0.01315 0.004367 67 640: 38%|###7 | 15/40 [00:03<00:06, 3.91it/s] 113/499 4.32G 0.01651 0.01328 0.004361 93 640: 38%|###7 | 15/40 [00:03<00:06, 3.91it/s] 113/499 4.32G 0.01651 0.01328 0.004361 93 640: 40%|#### | 16/40 [00:03<00:06, 3.84it/s] 113/499 4.32G 0.0166 0.01335 0.004392 84 640: 40%|#### | 16/40 [00:03<00:06, 3.84it/s] 113/499 4.32G 0.0166 0.01335 0.004392 84 640: 42%|####2 | 17/40 [00:03<00:06, 3.69it/s] 113/499 4.32G 0.01651 0.01329 0.004399 76 640: 42%|####2 | 17/40 [00:04<00:06, 3.69it/s] 113/499 4.32G 0.01651 0.01329 0.004399 76 640: 45%|####5 | 18/40 [00:04<00:05, 3.80it/s] 113/499 4.32G 0.01643 0.01311 0.004387 59 640: 45%|####5 | 18/40 [00:04<00:05, 3.80it/s] 113/499 4.32G 0.01643 0.01311 0.004387 59 640: 48%|####7 | 19/40 [00:04<00:05, 3.75it/s] 113/499 4.32G 0.01641 0.01309 0.004363 75 640: 48%|####7 | 19/40 [00:04<00:05, 3.75it/s] 113/499 4.32G 0.01641 0.01309 0.004363 75 640: 50%|##### | 20/40 [00:04<00:05, 3.64it/s] 113/499 4.32G 0.01646 0.01307 0.004554 64 640: 50%|##### | 20/40 [00:04<00:05, 3.64it/s] 113/499 4.32G 0.01646 0.01307 0.004554 64 640: 52%|#####2 | 21/40 [00:04<00:05, 3.76it/s] 113/499 4.32G 0.01651 0.01322 0.004692 84 640: 52%|#####2 | 21/40 [00:05<00:05, 3.76it/s] 113/499 4.32G 0.01651 0.01322 0.004692 84 640: 55%|#####5 | 22/40 [00:05<00:04, 3.72it/s] 113/499 4.32G 0.01647 0.01317 0.004658 74 640: 55%|#####5 | 22/40 [00:05<00:04, 3.72it/s] 113/499 4.32G 0.01647 0.01317 0.004658 74 640: 57%|#####7 | 23/40 [00:05<00:04, 3.63it/s] 113/499 4.32G 0.01652 0.01314 0.004749 73 640: 57%|#####7 | 23/40 [00:05<00:04, 3.63it/s] 113/499 4.32G 0.01652 0.01314 0.004749 73 640: 60%|###### | 24/40 [00:05<00:04, 3.76it/s] 113/499 4.32G 0.01651 0.01309 0.004773 69 640: 60%|###### | 24/40 [00:06<00:04, 3.76it/s] 113/499 4.32G 0.01651 0.01309 0.004773 69 640: 62%|######2 | 25/40 [00:06<00:04, 3.73it/s] 113/499 4.32G 0.01657 0.01313 0.004765 78 640: 62%|######2 | 25/40 [00:06<00:04, 3.73it/s] 113/499 4.32G 0.01657 0.01313 0.004765 78 640: 65%|######5 | 26/40 [00:06<00:03, 3.63it/s] 113/499 4.32G 0.01657 0.01313 0.004662 80 640: 65%|######5 | 26/40 [00:06<00:03, 3.63it/s] 113/499 4.32G 0.01657 0.01313 0.004662 80 640: 68%|######7 | 27/40 [00:06<00:03, 3.75it/s] 113/499 4.32G 0.01657 0.01317 0.004733 73 640: 68%|######7 | 27/40 [00:06<00:03, 3.75it/s] 113/499 4.32G 0.01657 0.01317 0.004733 73 640: 70%|####### | 28/40 [00:06<00:03, 3.72it/s] 113/499 4.32G 0.01656 0.01313 0.004721 66 640: 70%|####### | 28/40 [00:07<00:03, 3.72it/s] 113/499 4.32G 0.01656 0.01313 0.004721 66 640: 72%|#######2 | 29/40 [00:07<00:03, 3.60it/s] 113/499 4.32G 0.01652 0.01314 0.004644 75 640: 72%|#######2 | 29/40 [00:07<00:03, 3.60it/s] 113/499 4.32G 0.01652 0.01314 0.004644 75 640: 75%|#######5 | 30/40 [00:07<00:02, 3.72it/s] 113/499 4.32G 0.01664 0.01317 0.0046 74 640: 75%|#######5 | 30/40 [00:07<00:02, 3.72it/s] 113/499 4.32G 0.01664 0.01317 0.0046 74 640: 78%|#######7 | 31/40 [00:07<00:02, 3.72it/s] 113/499 4.32G 0.01665 0.01319 0.004697 80 640: 78%|#######7 | 31/40 [00:07<00:02, 3.72it/s] 113/499 4.32G 0.01665 0.01319 0.004697 80 640: 80%|######## | 32/40 [00:07<00:02, 3.61it/s] 113/499 4.32G 0.01667 0.01321 0.004669 76 640: 80%|######## | 32/40 [00:08<00:02, 3.61it/s] 113/499 4.32G 0.01667 0.01321 0.004669 76 640: 82%|########2 | 33/40 [00:08<00:01, 3.74it/s] 113/499 4.32G 0.01663 0.0132 0.004724 76 640: 82%|########2 | 33/40 [00:08<00:01, 3.74it/s] 113/499 4.32G 0.01663 0.0132 0.004724 76 640: 85%|########5 | 34/40 [00:08<00:01, 3.70it/s] 113/499 4.32G 0.01661 0.01317 0.004794 74 640: 85%|########5 | 34/40 [00:08<00:01, 3.70it/s] 113/499 4.32G 0.01661 0.01317 0.004794 74 640: 88%|########7 | 35/40 [00:08<00:01, 3.59it/s] 113/499 4.32G 0.0167 0.01323 0.004872 82 640: 88%|########7 | 35/40 [00:09<00:01, 3.59it/s] 113/499 4.32G 0.0167 0.01323 0.004872 82 640: 90%|######### | 36/40 [00:09<00:01, 3.73it/s] 113/499 4.32G 0.01669 0.01327 0.004882 88 640: 90%|######### | 36/40 [00:09<00:01, 3.73it/s] 113/499 4.32G 0.01669 0.01327 0.004882 88 640: 92%|#########2| 37/40 [00:09<00:00, 3.71it/s] 113/499 4.32G 0.01676 0.01333 0.004896 78 640: 92%|#########2| 37/40 [00:09<00:00, 3.71it/s] 113/499 4.32G 0.01676 0.01333 0.004896 78 640: 95%|#########5| 38/40 [00:09<00:00, 3.61it/s] 113/499 4.32G 0.01675 0.01331 0.004968 78 640: 95%|#########5| 38/40 [00:09<00:00, 3.61it/s] 113/499 4.32G 0.01675 0.01331 0.004968 78 640: 98%|#########7| 39/40 [00:09<00:00, 3.75it/s] 113/499 4.32G 0.01676 0.01344 0.00494 50 640: 98%|#########7| 39/40 [00:10<00:00, 3.75it/s] 113/499 4.32G 0.01676 0.01344 0.00494 50 640: 100%|##########| 40/40 [00:10<00:00, 3.90it/s] 113/499 4.32G 0.01676 0.01344 0.00494 50 640: 100%|##########| 40/40 [00:10<00:00, 3.97it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.54it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.54it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.62it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.21it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.93it/s] all 132 263 0.807 0.884 0.862 0.715 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 114/499 4.32G 0.01567 0.0135 0.004102 75 640: 0%| | 0/40 [00:00<?, ?it/s] 114/499 4.32G 0.01567 0.0135 0.004102 75 640: 2%|2 | 1/40 [00:00<00:08, 4.71it/s] 114/499 4.32G 0.01722 0.0133 0.005532 64 640: 2%|2 | 1/40 [00:00<00:08, 4.71it/s] 114/499 4.32G 0.01722 0.0133 0.005532 64 640: 5%|5 | 2/40 [00:00<00:07, 5.09it/s] 114/499 4.32G 0.01777 0.0131 0.00589 70 640: 5%|5 | 2/40 [00:00<00:07, 5.09it/s] 114/499 4.32G 0.01777 0.0131 0.00589 70 640: 8%|7 | 3/40 [00:00<00:07, 5.22it/s] 114/499 4.32G 0.01783 0.01337 0.005377 76 640: 8%|7 | 3/40 [00:00<00:07, 5.22it/s] 114/499 4.32G 0.01783 0.01337 0.005377 76 640: 10%|# | 4/40 [00:00<00:07, 5.00it/s] 114/499 4.32G 0.01771 0.01401 0.004679 91 640: 10%|# | 4/40 [00:00<00:07, 5.00it/s] 114/499 4.32G 0.01771 0.01401 0.004679 91 640: 12%|#2 | 5/40 [00:00<00:06, 5.13it/s] 114/499 4.32G 0.01786 0.01389 0.005094 74 640: 12%|#2 | 5/40 [00:01<00:06, 5.13it/s] 114/499 4.32G 0.01786 0.01389 0.005094 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.18it/s] 114/499 4.32G 0.0179 0.01397 0.005364 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.18it/s] 114/499 4.32G 0.0179 0.01397 0.005364 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.07it/s] 114/499 4.32G 0.01765 0.01354 0.005447 65 640: 18%|#7 | 7/40 [00:01<00:06, 5.07it/s] 114/499 4.32G 0.01765 0.01354 0.005447 65 640: 20%|## | 8/40 [00:01<00:06, 5.06it/s] 114/499 4.32G 0.01731 0.01346 0.00564 80 640: 20%|## | 8/40 [00:01<00:06, 5.06it/s] 114/499 4.32G 0.01731 0.01346 0.00564 80 640: 22%|##2 | 9/40 [00:01<00:06, 4.57it/s] 114/499 4.32G 0.0171 0.01344 0.005703 76 640: 22%|##2 | 9/40 [00:02<00:06, 4.57it/s] 114/499 4.32G 0.0171 0.01344 0.005703 76 640: 25%|##5 | 10/40 [00:02<00:07, 4.05it/s] 114/499 4.32G 0.01694 0.01336 0.005359 78 640: 25%|##5 | 10/40 [00:02<00:07, 4.05it/s] 114/499 4.32G 0.01694 0.01336 0.005359 78 640: 28%|##7 | 11/40 [00:02<00:07, 4.08it/s] 114/499 4.32G 0.01702 0.01339 0.005561 80 640: 28%|##7 | 11/40 [00:02<00:07, 4.08it/s] 114/499 4.32G 0.01702 0.01339 0.005561 80 640: 30%|### | 12/40 [00:02<00:07, 3.98it/s] 114/499 4.32G 0.01695 0.01327 0.005832 73 640: 30%|### | 12/40 [00:02<00:07, 3.98it/s] 114/499 4.32G 0.01695 0.01327 0.005832 73 640: 32%|###2 | 13/40 [00:02<00:07, 3.77it/s] 114/499 4.32G 0.01691 0.01338 0.005576 84 640: 32%|###2 | 13/40 [00:03<00:07, 3.77it/s] 114/499 4.32G 0.01691 0.01338 0.005576 84 640: 35%|###5 | 14/40 [00:03<00:06, 3.86it/s] 114/499 4.32G 0.01692 0.01327 0.005379 65 640: 35%|###5 | 14/40 [00:03<00:06, 3.86it/s] 114/499 4.32G 0.01692 0.01327 0.005379 65 640: 38%|###7 | 15/40 [00:03<00:06, 3.83it/s] 114/499 4.32G 0.01709 0.01321 0.005296 63 640: 38%|###7 | 15/40 [00:03<00:06, 3.83it/s] 114/499 4.32G 0.01709 0.01321 0.005296 63 640: 40%|#### | 16/40 [00:03<00:06, 3.67it/s] 114/499 4.32G 0.01711 0.01322 0.005276 74 640: 40%|#### | 16/40 [00:04<00:06, 3.67it/s] 114/499 4.32G 0.01711 0.01322 0.005276 74 640: 42%|####2 | 17/40 [00:04<00:06, 3.77it/s] 114/499 4.32G 0.01715 0.01319 0.005156 67 640: 42%|####2 | 17/40 [00:04<00:06, 3.77it/s] 114/499 4.32G 0.01715 0.01319 0.005156 67 640: 45%|####5 | 18/40 [00:04<00:05, 3.76it/s] 114/499 4.32G 0.01717 0.01311 0.005024 65 640: 45%|####5 | 18/40 [00:04<00:05, 3.76it/s] 114/499 4.32G 0.01717 0.01311 0.005024 65 640: 48%|####7 | 19/40 [00:04<00:05, 3.63it/s] 114/499 4.32G 0.01709 0.01306 0.004987 75 640: 48%|####7 | 19/40 [00:04<00:05, 3.63it/s] 114/499 4.32G 0.01709 0.01306 0.004987 75 640: 50%|##### | 20/40 [00:04<00:05, 3.73it/s] 114/499 4.32G 0.01707 0.01306 0.004983 79 640: 50%|##### | 20/40 [00:05<00:05, 3.73it/s] 114/499 4.32G 0.01707 0.01306 0.004983 79 640: 52%|#####2 | 21/40 [00:05<00:05, 3.75it/s] 114/499 4.32G 0.01707 0.01312 0.00517 80 640: 52%|#####2 | 21/40 [00:05<00:05, 3.75it/s] 114/499 4.32G 0.01707 0.01312 0.00517 80 640: 55%|#####5 | 22/40 [00:05<00:05, 3.58it/s] 114/499 4.32G 0.01711 0.01318 0.005182 83 640: 55%|#####5 | 22/40 [00:05<00:05, 3.58it/s] 114/499 4.32G 0.01711 0.01318 0.005182 83 640: 57%|#####7 | 23/40 [00:05<00:04, 3.72it/s] 114/499 4.32G 0.01715 0.01324 0.005264 81 640: 57%|#####7 | 23/40 [00:05<00:04, 3.72it/s] 114/499 4.32G 0.01715 0.01324 0.005264 81 640: 60%|###### | 24/40 [00:05<00:04, 3.72it/s] 114/499 4.32G 0.01701 0.01323 0.005126 78 640: 60%|###### | 24/40 [00:06<00:04, 3.72it/s] 114/499 4.32G 0.01701 0.01323 0.005126 78 640: 62%|######2 | 25/40 [00:06<00:04, 3.62it/s] 114/499 4.32G 0.01703 0.01328 0.005165 76 640: 62%|######2 | 25/40 [00:06<00:04, 3.62it/s] 114/499 4.32G 0.01703 0.01328 0.005165 76 640: 65%|######5 | 26/40 [00:06<00:03, 3.73it/s] 114/499 4.32G 0.01707 0.01339 0.005203 87 640: 65%|######5 | 26/40 [00:06<00:03, 3.73it/s] 114/499 4.32G 0.01707 0.01339 0.005203 87 640: 68%|######7 | 27/40 [00:06<00:03, 3.73it/s] 114/499 4.32G 0.01705 0.01333 0.005133 71 640: 68%|######7 | 27/40 [00:07<00:03, 3.73it/s] 114/499 4.32G 0.01705 0.01333 0.005133 71 640: 70%|####### | 28/40 [00:07<00:03, 3.59it/s] 114/499 4.32G 0.01708 0.01331 0.005055 66 640: 70%|####### | 28/40 [00:07<00:03, 3.59it/s] 114/499 4.32G 0.01708 0.01331 0.005055 66 640: 72%|#######2 | 29/40 [00:07<00:02, 3.74it/s] 114/499 4.32G 0.01703 0.01326 0.005048 77 640: 72%|#######2 | 29/40 [00:07<00:02, 3.74it/s] 114/499 4.32G 0.01703 0.01326 0.005048 77 640: 75%|#######5 | 30/40 [00:07<00:02, 3.75it/s] 114/499 4.32G 0.01703 0.01324 0.005089 68 640: 75%|#######5 | 30/40 [00:07<00:02, 3.75it/s] 114/499 4.32G 0.01703 0.01324 0.005089 68 640: 78%|#######7 | 31/40 [00:07<00:02, 3.53it/s] 114/499 4.32G 0.01696 0.01317 0.005154 76 640: 78%|#######7 | 31/40 [00:08<00:02, 3.53it/s] 114/499 4.32G 0.01696 0.01317 0.005154 76 640: 80%|######## | 32/40 [00:08<00:02, 3.69it/s] 114/499 4.32G 0.01702 0.01321 0.005094 78 640: 80%|######## | 32/40 [00:08<00:02, 3.69it/s] 114/499 4.32G 0.01702 0.01321 0.005094 78 640: 82%|########2 | 33/40 [00:08<00:01, 3.71it/s] 114/499 4.32G 0.017 0.01311 0.005147 53 640: 82%|########2 | 33/40 [00:08<00:01, 3.71it/s] 114/499 4.32G 0.017 0.01311 0.005147 53 640: 85%|########5 | 34/40 [00:08<00:01, 3.59it/s] 114/499 4.32G 0.01698 0.0132 0.005216 94 640: 85%|########5 | 34/40 [00:08<00:01, 3.59it/s] 114/499 4.32G 0.01698 0.0132 0.005216 94 640: 88%|########7 | 35/40 [00:08<00:01, 3.73it/s] 114/499 4.32G 0.01695 0.01323 0.005131 84 640: 88%|########7 | 35/40 [00:09<00:01, 3.73it/s] 114/499 4.32G 0.01695 0.01323 0.005131 84 640: 90%|######### | 36/40 [00:09<00:01, 3.74it/s] 114/499 4.32G 0.01699 0.01326 0.005143 72 640: 90%|######### | 36/40 [00:09<00:01, 3.74it/s] 114/499 4.32G 0.01699 0.01326 0.005143 72 640: 92%|#########2| 37/40 [00:09<00:00, 3.62it/s] 114/499 4.32G 0.01694 0.01323 0.005106 78 640: 92%|#########2| 37/40 [00:09<00:00, 3.62it/s] 114/499 4.32G 0.01694 0.01323 0.005106 78 640: 95%|#########5| 38/40 [00:09<00:00, 3.73it/s] 114/499 4.32G 0.01693 0.01313 0.005162 50 640: 95%|#########5| 38/40 [00:09<00:00, 3.73it/s] 114/499 4.32G 0.01693 0.01313 0.005162 50 640: 98%|#########7| 39/40 [00:09<00:00, 3.73it/s] 114/499 4.32G 0.01692 0.01311 0.005345 36 640: 98%|#########7| 39/40 [00:10<00:00, 3.73it/s] 114/499 4.32G 0.01692 0.01311 0.005345 36 640: 100%|##########| 40/40 [00:10<00:00, 3.76it/s] 114/499 4.32G 0.01692 0.01311 0.005345 36 640: 100%|##########| 40/40 [00:10<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.67it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.65it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.84it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.50it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.15it/s] all 132 263 0.867 0.868 0.874 0.721 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 115/499 4.32G 0.01731 0.01324 0.008415 71 640: 0%| | 0/40 [00:00<?, ?it/s] 115/499 4.32G 0.01731 0.01324 0.008415 71 640: 2%|2 | 1/40 [00:00<00:07, 5.43it/s] 115/499 4.32G 0.01704 0.01479 0.008221 93 640: 2%|2 | 1/40 [00:00<00:07, 5.43it/s] 115/499 4.32G 0.01704 0.01479 0.008221 93 640: 5%|5 | 2/40 [00:00<00:07, 5.40it/s] 115/499 4.32G 0.01681 0.01425 0.006684 71 640: 5%|5 | 2/40 [00:00<00:07, 5.40it/s] 115/499 4.32G 0.01681 0.01425 0.006684 71 640: 8%|7 | 3/40 [00:00<00:07, 5.09it/s] 115/499 4.32G 0.01658 0.01393 0.006105 82 640: 8%|7 | 3/40 [00:00<00:07, 5.09it/s] 115/499 4.32G 0.01658 0.01393 0.006105 82 640: 10%|# | 4/40 [00:00<00:06, 5.25it/s] 115/499 4.32G 0.01683 0.01393 0.005823 76 640: 10%|# | 4/40 [00:00<00:06, 5.25it/s] 115/499 4.32G 0.01683 0.01393 0.005823 76 640: 12%|#2 | 5/40 [00:00<00:06, 5.13it/s] 115/499 4.32G 0.01685 0.01365 0.005129 69 640: 12%|#2 | 5/40 [00:01<00:06, 5.13it/s] 115/499 4.32G 0.01685 0.01365 0.005129 69 640: 15%|#5 | 6/40 [00:01<00:07, 4.33it/s] 115/499 4.32G 0.01718 0.0139 0.005386 86 640: 15%|#5 | 6/40 [00:01<00:07, 4.33it/s] 115/499 4.32G 0.01718 0.0139 0.005386 86 640: 18%|#7 | 7/40 [00:01<00:07, 4.22it/s] 115/499 4.32G 0.01696 0.01365 0.00518 73 640: 18%|#7 | 7/40 [00:01<00:07, 4.22it/s] 115/499 4.32G 0.01696 0.01365 0.00518 73 640: 20%|## | 8/40 [00:01<00:07, 4.05it/s] 115/499 4.32G 0.01687 0.01399 0.005168 98 640: 20%|## | 8/40 [00:02<00:07, 4.05it/s] 115/499 4.32G 0.01687 0.01399 0.005168 98 640: 22%|##2 | 9/40 [00:02<00:08, 3.80it/s] 115/499 4.32G 0.01689 0.01409 0.005171 85 640: 22%|##2 | 9/40 [00:02<00:08, 3.80it/s] 115/499 4.32G 0.01689 0.01409 0.005171 85 640: 25%|##5 | 10/40 [00:02<00:07, 3.84it/s] 115/499 4.32G 0.01707 0.01421 0.005309 78 640: 25%|##5 | 10/40 [00:02<00:07, 3.84it/s] 115/499 4.32G 0.01707 0.01421 0.005309 78 640: 28%|##7 | 11/40 [00:02<00:07, 3.79it/s] 115/499 4.32G 0.01679 0.0141 0.005352 77 640: 28%|##7 | 11/40 [00:02<00:07, 3.79it/s] 115/499 4.32G 0.01679 0.0141 0.005352 77 640: 30%|### | 12/40 [00:02<00:07, 3.64it/s] 115/499 4.32G 0.01671 0.01407 0.005271 84 640: 30%|### | 12/40 [00:03<00:07, 3.64it/s] 115/499 4.32G 0.01671 0.01407 0.005271 84 640: 32%|###2 | 13/40 [00:03<00:07, 3.74it/s] 115/499 4.32G 0.01674 0.0143 0.005067 91 640: 32%|###2 | 13/40 [00:03<00:07, 3.74it/s] 115/499 4.32G 0.01674 0.0143 0.005067 91 640: 35%|###5 | 14/40 [00:03<00:06, 3.75it/s] 115/499 4.32G 0.01663 0.01418 0.005055 71 640: 35%|###5 | 14/40 [00:03<00:06, 3.75it/s] 115/499 4.32G 0.01663 0.01418 0.005055 71 640: 38%|###7 | 15/40 [00:03<00:06, 3.60it/s] 115/499 4.32G 0.01664 0.01411 0.00515 67 640: 38%|###7 | 15/40 [00:03<00:06, 3.60it/s] 115/499 4.32G 0.01664 0.01411 0.00515 67 640: 40%|#### | 16/40 [00:03<00:06, 3.73it/s] 115/499 4.32G 0.01659 0.01413 0.005097 84 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 115/499 4.32G 0.01659 0.01413 0.005097 84 640: 42%|####2 | 17/40 [00:04<00:06, 3.74it/s] 115/499 4.32G 0.01653 0.01407 0.004997 82 640: 42%|####2 | 17/40 [00:04<00:06, 3.74it/s] 115/499 4.32G 0.01653 0.01407 0.004997 82 640: 45%|####5 | 18/40 [00:04<00:06, 3.62it/s] 115/499 4.32G 0.01638 0.01394 0.004893 73 640: 45%|####5 | 18/40 [00:04<00:06, 3.62it/s] 115/499 4.32G 0.01638 0.01394 0.004893 73 640: 48%|####7 | 19/40 [00:04<00:05, 3.71it/s] 115/499 4.32G 0.01634 0.01394 0.004758 85 640: 48%|####7 | 19/40 [00:05<00:05, 3.71it/s] 115/499 4.32G 0.01634 0.01394 0.004758 85 640: 50%|##### | 20/40 [00:05<00:05, 3.71it/s] 115/499 4.32G 0.01641 0.01391 0.00472 72 640: 50%|##### | 20/40 [00:05<00:05, 3.71it/s] 115/499 4.32G 0.01641 0.01391 0.00472 72 640: 52%|#####2 | 21/40 [00:05<00:05, 3.60it/s] 115/499 4.32G 0.0165 0.01399 0.004782 83 640: 52%|#####2 | 21/40 [00:05<00:05, 3.60it/s] 115/499 4.32G 0.0165 0.01399 0.004782 83 640: 55%|#####5 | 22/40 [00:05<00:04, 3.72it/s] 115/499 4.32G 0.01648 0.01401 0.004715 82 640: 55%|#####5 | 22/40 [00:05<00:04, 3.72it/s] 115/499 4.32G 0.01648 0.01401 0.004715 82 640: 57%|#####7 | 23/40 [00:05<00:04, 3.73it/s] 115/499 4.32G 0.01647 0.01395 0.004709 83 640: 57%|#####7 | 23/40 [00:06<00:04, 3.73it/s] 115/499 4.32G 0.01647 0.01395 0.004709 83 640: 60%|###### | 24/40 [00:06<00:04, 3.61it/s] 115/499 4.32G 0.01646 0.01382 0.004653 62 640: 60%|###### | 24/40 [00:06<00:04, 3.61it/s] 115/499 4.32G 0.01646 0.01382 0.004653 62 640: 62%|######2 | 25/40 [00:06<00:04, 3.72it/s] 115/499 4.32G 0.01646 0.01379 0.004679 81 640: 62%|######2 | 25/40 [00:06<00:04, 3.72it/s] 115/499 4.32G 0.01646 0.01379 0.004679 81 640: 65%|######5 | 26/40 [00:06<00:03, 3.74it/s] 115/499 4.32G 0.01639 0.01382 0.004766 91 640: 65%|######5 | 26/40 [00:06<00:03, 3.74it/s] 115/499 4.32G 0.01639 0.01382 0.004766 91 640: 68%|######7 | 27/40 [00:06<00:03, 3.60it/s] 115/499 4.32G 0.01637 0.01385 0.004799 83 640: 68%|######7 | 27/40 [00:07<00:03, 3.60it/s] 115/499 4.32G 0.01637 0.01385 0.004799 83 640: 70%|####### | 28/40 [00:07<00:03, 3.74it/s] 115/499 4.32G 0.01629 0.01376 0.004779 73 640: 70%|####### | 28/40 [00:07<00:03, 3.74it/s] 115/499 4.32G 0.01629 0.01376 0.004779 73 640: 72%|#######2 | 29/40 [00:07<00:02, 3.73it/s] 115/499 4.32G 0.0163 0.01368 0.004776 68 640: 72%|#######2 | 29/40 [00:07<00:02, 3.73it/s] 115/499 4.32G 0.0163 0.01368 0.004776 68 640: 75%|#######5 | 30/40 [00:07<00:02, 3.47it/s] 115/499 4.32G 0.01631 0.01358 0.004835 66 640: 75%|#######5 | 30/40 [00:08<00:02, 3.47it/s] 115/499 4.32G 0.01631 0.01358 0.004835 66 640: 78%|#######7 | 31/40 [00:08<00:02, 3.62it/s] 115/499 4.32G 0.01631 0.01359 0.004835 77 640: 78%|#######7 | 31/40 [00:08<00:02, 3.62it/s] 115/499 4.32G 0.01631 0.01359 0.004835 77 640: 80%|######## | 32/40 [00:08<00:02, 3.68it/s] 115/499 4.32G 0.01633 0.01365 0.004871 82 640: 80%|######## | 32/40 [00:08<00:02, 3.68it/s] 115/499 4.32G 0.01633 0.01365 0.004871 82 640: 82%|########2 | 33/40 [00:08<00:01, 3.57it/s] 115/499 4.32G 0.01632 0.01366 0.004931 88 640: 82%|########2 | 33/40 [00:08<00:01, 3.57it/s] 115/499 4.32G 0.01632 0.01366 0.004931 88 640: 85%|########5 | 34/40 [00:08<00:01, 3.69it/s] 115/499 4.32G 0.01627 0.01364 0.004966 82 640: 85%|########5 | 34/40 [00:09<00:01, 3.69it/s] 115/499 4.32G 0.01627 0.01364 0.004966 82 640: 88%|########7 | 35/40 [00:09<00:01, 3.71it/s] 115/499 4.32G 0.01625 0.01371 0.004904 95 640: 88%|########7 | 35/40 [00:09<00:01, 3.71it/s] 115/499 4.32G 0.01625 0.01371 0.004904 95 640: 90%|######### | 36/40 [00:09<00:01, 3.58it/s] 115/499 4.32G 0.01625 0.01373 0.004913 82 640: 90%|######### | 36/40 [00:09<00:01, 3.58it/s] 115/499 4.32G 0.01625 0.01373 0.004913 82 640: 92%|#########2| 37/40 [00:09<00:00, 3.71it/s] 115/499 4.32G 0.01623 0.01369 0.004846 74 640: 92%|#########2| 37/40 [00:09<00:00, 3.71it/s] 115/499 4.32G 0.01623 0.01369 0.004846 74 640: 95%|#########5| 38/40 [00:09<00:00, 3.72it/s] 115/499 4.32G 0.01624 0.01369 0.004861 80 640: 95%|#########5| 38/40 [00:10<00:00, 3.72it/s] 115/499 4.32G 0.01624 0.01369 0.004861 80 640: 98%|#########7| 39/40 [00:10<00:00, 3.52it/s] 115/499 4.32G 0.01623 0.01361 0.004836 26 640: 98%|#########7| 39/40 [00:10<00:00, 3.52it/s] 115/499 4.32G 0.01623 0.01361 0.004836 26 640: 100%|##########| 40/40 [00:10<00:00, 3.73it/s] 115/499 4.32G 0.01623 0.01361 0.004836 26 640: 100%|##########| 40/40 [00:10<00:00, 3.80it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:02, 1.44it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.88it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.12it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.83it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.37it/s] all 132 263 0.838 0.872 0.884 0.725 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 116/499 4.32G 0.01663 0.0147 0.007567 87 640: 0%| | 0/40 [00:00<?, ?it/s] 116/499 4.32G 0.01663 0.0147 0.007567 87 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 116/499 4.32G 0.01653 0.01394 0.007402 82 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 116/499 4.32G 0.01653 0.01394 0.007402 82 640: 5%|5 | 2/40 [00:00<00:09, 4.11it/s] 116/499 4.32G 0.01607 0.01447 0.006639 81 640: 5%|5 | 2/40 [00:00<00:09, 4.11it/s] 116/499 4.32G 0.01607 0.01447 0.006639 81 640: 8%|7 | 3/40 [00:00<00:09, 3.84it/s] 116/499 4.32G 0.01668 0.01431 0.007135 76 640: 8%|7 | 3/40 [00:01<00:09, 3.84it/s] 116/499 4.32G 0.01668 0.01431 0.007135 76 640: 10%|# | 4/40 [00:01<00:09, 3.73it/s] 116/499 4.32G 0.01644 0.01401 0.006269 67 640: 10%|# | 4/40 [00:01<00:09, 3.73it/s] 116/499 4.32G 0.01644 0.01401 0.006269 67 640: 12%|#2 | 5/40 [00:01<00:09, 3.63it/s] 116/499 4.32G 0.01621 0.01372 0.005612 77 640: 12%|#2 | 5/40 [00:01<00:09, 3.63it/s] 116/499 4.32G 0.01621 0.01372 0.005612 77 640: 15%|#5 | 6/40 [00:01<00:09, 3.60it/s] 116/499 4.32G 0.01607 0.01414 0.005124 88 640: 15%|#5 | 6/40 [00:01<00:09, 3.60it/s] 116/499 4.32G 0.01607 0.01414 0.005124 88 640: 18%|#7 | 7/40 [00:01<00:09, 3.58it/s] 116/499 4.32G 0.01614 0.01376 0.004911 65 640: 18%|#7 | 7/40 [00:02<00:09, 3.58it/s] 116/499 4.32G 0.01614 0.01376 0.004911 65 640: 20%|## | 8/40 [00:02<00:08, 3.86it/s] 116/499 4.32G 0.01605 0.0137 0.004983 82 640: 20%|## | 8/40 [00:02<00:08, 3.86it/s] 116/499 4.32G 0.01605 0.0137 0.004983 82 640: 22%|##2 | 9/40 [00:02<00:07, 3.96it/s] 116/499 4.32G 0.01625 0.0134 0.005122 59 640: 22%|##2 | 9/40 [00:02<00:07, 3.96it/s] 116/499 4.32G 0.01625 0.0134 0.005122 59 640: 25%|##5 | 10/40 [00:02<00:07, 3.89it/s] 116/499 4.32G 0.0161 0.01349 0.004836 91 640: 25%|##5 | 10/40 [00:02<00:07, 3.89it/s] 116/499 4.32G 0.0161 0.01349 0.004836 91 640: 28%|##7 | 11/40 [00:02<00:07, 3.70it/s] 116/499 4.32G 0.01613 0.01353 0.004962 85 640: 28%|##7 | 11/40 [00:03<00:07, 3.70it/s] 116/499 4.32G 0.01613 0.01353 0.004962 85 640: 30%|### | 12/40 [00:03<00:07, 3.78it/s] 116/499 4.32G 0.0163 0.01375 0.005046 76 640: 30%|### | 12/40 [00:03<00:07, 3.78it/s] 116/499 4.32G 0.0163 0.01375 0.005046 76 640: 32%|###2 | 13/40 [00:03<00:07, 3.78it/s] 116/499 4.32G 0.01628 0.01375 0.005077 78 640: 32%|###2 | 13/40 [00:03<00:07, 3.78it/s] 116/499 4.32G 0.01628 0.01375 0.005077 78 640: 35%|###5 | 14/40 [00:03<00:07, 3.65it/s] 116/499 4.32G 0.01617 0.01349 0.004933 67 640: 35%|###5 | 14/40 [00:03<00:07, 3.65it/s] 116/499 4.32G 0.01617 0.01349 0.004933 67 640: 38%|###7 | 15/40 [00:03<00:06, 3.74it/s] 116/499 4.32G 0.01624 0.01359 0.00503 91 640: 38%|###7 | 15/40 [00:04<00:06, 3.74it/s] 116/499 4.32G 0.01624 0.01359 0.00503 91 640: 40%|#### | 16/40 [00:04<00:06, 3.74it/s] 116/499 4.32G 0.01633 0.01343 0.005205 57 640: 40%|#### | 16/40 [00:04<00:06, 3.74it/s] 116/499 4.32G 0.01633 0.01343 0.005205 57 640: 42%|####2 | 17/40 [00:04<00:06, 3.60it/s] 116/499 4.32G 0.01626 0.01334 0.00499 66 640: 42%|####2 | 17/40 [00:04<00:06, 3.60it/s] 116/499 4.32G 0.01626 0.01334 0.00499 66 640: 45%|####5 | 18/40 [00:04<00:05, 3.71it/s] 116/499 4.32G 0.01629 0.01328 0.004976 76 640: 45%|####5 | 18/40 [00:05<00:05, 3.71it/s] 116/499 4.32G 0.01629 0.01328 0.004976 76 640: 48%|####7 | 19/40 [00:05<00:05, 3.70it/s] 116/499 4.32G 0.01627 0.01328 0.004824 74 640: 48%|####7 | 19/40 [00:05<00:05, 3.70it/s] 116/499 4.32G 0.01627 0.01328 0.004824 74 640: 50%|##### | 20/40 [00:05<00:05, 3.57it/s] 116/499 4.32G 0.0163 0.0133 0.004723 81 640: 50%|##### | 20/40 [00:05<00:05, 3.57it/s] 116/499 4.32G 0.0163 0.0133 0.004723 81 640: 52%|#####2 | 21/40 [00:05<00:05, 3.69it/s] 116/499 4.32G 0.01648 0.01332 0.004799 65 640: 52%|#####2 | 21/40 [00:05<00:05, 3.69it/s] 116/499 4.32G 0.01648 0.01332 0.004799 65 640: 55%|#####5 | 22/40 [00:05<00:04, 3.72it/s] 116/499 4.32G 0.0164 0.01326 0.004714 63 640: 55%|#####5 | 22/40 [00:06<00:04, 3.72it/s] 116/499 4.32G 0.0164 0.01326 0.004714 63 640: 57%|#####7 | 23/40 [00:06<00:04, 3.56it/s] 116/499 4.32G 0.01643 0.01337 0.004745 98 640: 57%|#####7 | 23/40 [00:06<00:04, 3.56it/s] 116/499 4.32G 0.01643 0.01337 0.004745 98 640: 60%|###### | 24/40 [00:06<00:04, 3.70it/s] 116/499 4.32G 0.01652 0.01337 0.004704 73 640: 60%|###### | 24/40 [00:06<00:04, 3.70it/s] 116/499 4.32G 0.01652 0.01337 0.004704 73 640: 62%|######2 | 25/40 [00:06<00:04, 3.72it/s] 116/499 4.32G 0.01659 0.01331 0.004764 65 640: 62%|######2 | 25/40 [00:06<00:04, 3.72it/s] 116/499 4.32G 0.01659 0.01331 0.004764 65 640: 65%|######5 | 26/40 [00:06<00:03, 3.61it/s] 116/499 4.32G 0.01649 0.01318 0.004826 59 640: 65%|######5 | 26/40 [00:07<00:03, 3.61it/s] 116/499 4.32G 0.01649 0.01318 0.004826 59 640: 68%|######7 | 27/40 [00:07<00:03, 3.60it/s] 116/499 4.32G 0.01639 0.01307 0.004781 68 640: 68%|######7 | 27/40 [00:07<00:03, 3.60it/s] 116/499 4.32G 0.01639 0.01307 0.004781 68 640: 70%|####### | 28/40 [00:07<00:03, 3.63it/s] 116/499 4.32G 0.01631 0.01306 0.004787 84 640: 70%|####### | 28/40 [00:07<00:03, 3.63it/s] 116/499 4.32G 0.01631 0.01306 0.004787 84 640: 72%|#######2 | 29/40 [00:07<00:03, 3.51it/s] 116/499 4.32G 0.01631 0.01294 0.00474 56 640: 72%|#######2 | 29/40 [00:08<00:03, 3.51it/s] 116/499 4.32G 0.01631 0.01294 0.00474 56 640: 75%|#######5 | 30/40 [00:08<00:02, 3.66it/s] 116/499 4.32G 0.01626 0.0129 0.00478 72 640: 75%|#######5 | 30/40 [00:08<00:02, 3.66it/s] 116/499 4.32G 0.01626 0.0129 0.00478 72 640: 78%|#######7 | 31/40 [00:08<00:02, 3.70it/s] 116/499 4.32G 0.01631 0.01297 0.004865 80 640: 78%|#######7 | 31/40 [00:08<00:02, 3.70it/s] 116/499 4.32G 0.01631 0.01297 0.004865 80 640: 80%|######## | 32/40 [00:08<00:02, 3.58it/s] 116/499 4.32G 0.01628 0.01301 0.004871 93 640: 80%|######## | 32/40 [00:08<00:02, 3.58it/s] 116/499 4.32G 0.01628 0.01301 0.004871 93 640: 82%|########2 | 33/40 [00:08<00:01, 3.69it/s] 116/499 4.32G 0.0163 0.01299 0.004854 69 640: 82%|########2 | 33/40 [00:09<00:01, 3.69it/s] 116/499 4.32G 0.0163 0.01299 0.004854 69 640: 85%|########5 | 34/40 [00:09<00:01, 3.72it/s] 116/499 4.32G 0.01632 0.01295 0.004822 63 640: 85%|########5 | 34/40 [00:09<00:01, 3.72it/s] 116/499 4.32G 0.01632 0.01295 0.004822 63 640: 88%|########7 | 35/40 [00:09<00:01, 3.60it/s] 116/499 4.32G 0.01638 0.01304 0.004773 83 640: 88%|########7 | 35/40 [00:09<00:01, 3.60it/s] 116/499 4.32G 0.01638 0.01304 0.004773 83 640: 90%|######### | 36/40 [00:09<00:01, 3.70it/s] 116/499 4.32G 0.01639 0.01312 0.00475 81 640: 90%|######### | 36/40 [00:09<00:01, 3.70it/s] 116/499 4.32G 0.01639 0.01312 0.00475 81 640: 92%|#########2| 37/40 [00:09<00:00, 3.71it/s] 116/499 4.32G 0.01644 0.0131 0.004771 73 640: 92%|#########2| 37/40 [00:10<00:00, 3.71it/s] 116/499 4.32G 0.01644 0.0131 0.004771 73 640: 95%|#########5| 38/40 [00:10<00:00, 3.57it/s] 116/499 4.32G 0.01639 0.01308 0.00476 70 640: 95%|#########5| 38/40 [00:10<00:00, 3.57it/s] 116/499 4.32G 0.01639 0.01308 0.00476 70 640: 98%|#########7| 39/40 [00:10<00:00, 3.69it/s] 116/499 4.32G 0.01638 0.01308 0.004721 39 640: 98%|#########7| 39/40 [00:10<00:00, 3.69it/s] 116/499 4.32G 0.01638 0.01308 0.004721 39 640: 100%|##########| 40/40 [00:10<00:00, 3.73it/s] 116/499 4.32G 0.01638 0.01308 0.004721 39 640: 100%|##########| 40/40 [00:10<00:00, 3.70it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.36it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.45it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.33it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.12it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.80it/s] all 132 263 0.878 0.839 0.883 0.724 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 117/499 4.32G 0.01767 0.01475 0.009069 80 640: 0%| | 0/40 [00:00<?, ?it/s] 117/499 4.32G 0.01767 0.01475 0.009069 80 640: 2%|2 | 1/40 [00:00<00:12, 3.21it/s] 117/499 4.32G 0.01732 0.01454 0.008611 87 640: 2%|2 | 1/40 [00:00<00:12, 3.21it/s] 117/499 4.32G 0.01732 0.01454 0.008611 87 640: 5%|5 | 2/40 [00:00<00:10, 3.62it/s] 117/499 4.32G 0.01745 0.01425 0.007018 74 640: 5%|5 | 2/40 [00:00<00:10, 3.62it/s] 117/499 4.32G 0.01745 0.01425 0.007018 74 640: 8%|7 | 3/40 [00:00<00:10, 3.68it/s] 117/499 4.32G 0.01741 0.01431 0.006948 79 640: 8%|7 | 3/40 [00:01<00:10, 3.68it/s] 117/499 4.32G 0.01741 0.01431 0.006948 79 640: 10%|# | 4/40 [00:01<00:10, 3.56it/s] 117/499 4.32G 0.01725 0.01406 0.005999 77 640: 10%|# | 4/40 [00:01<00:10, 3.56it/s] 117/499 4.32G 0.01725 0.01406 0.005999 77 640: 12%|#2 | 5/40 [00:01<00:09, 3.70it/s] 117/499 4.32G 0.01703 0.01394 0.006576 80 640: 12%|#2 | 5/40 [00:01<00:09, 3.70it/s] 117/499 4.32G 0.01703 0.01394 0.006576 80 640: 15%|#5 | 6/40 [00:01<00:09, 3.72it/s] 117/499 4.32G 0.01691 0.01358 0.006811 71 640: 15%|#5 | 6/40 [00:01<00:09, 3.72it/s] 117/499 4.32G 0.01691 0.01358 0.006811 71 640: 18%|#7 | 7/40 [00:01<00:09, 3.60it/s] 117/499 4.32G 0.01675 0.01371 0.00632 87 640: 18%|#7 | 7/40 [00:02<00:09, 3.60it/s] 117/499 4.32G 0.01675 0.01371 0.00632 87 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 117/499 4.32G 0.01682 0.01371 0.006021 72 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 117/499 4.32G 0.01682 0.01371 0.006021 72 640: 22%|##2 | 9/40 [00:02<00:08, 3.73it/s] 117/499 4.32G 0.01674 0.01364 0.005842 75 640: 22%|##2 | 9/40 [00:02<00:08, 3.73it/s] 117/499 4.32G 0.01674 0.01364 0.005842 75 640: 25%|##5 | 10/40 [00:02<00:08, 3.62it/s] 117/499 4.32G 0.01679 0.01354 0.006036 66 640: 25%|##5 | 10/40 [00:03<00:08, 3.62it/s] 117/499 4.32G 0.01679 0.01354 0.006036 66 640: 28%|##7 | 11/40 [00:03<00:07, 3.72it/s] 117/499 4.32G 0.01676 0.01345 0.005691 75 640: 28%|##7 | 11/40 [00:03<00:07, 3.72it/s] 117/499 4.32G 0.01676 0.01345 0.005691 75 640: 30%|### | 12/40 [00:03<00:07, 3.74it/s] 117/499 4.32G 0.01665 0.01314 0.005821 63 640: 30%|### | 12/40 [00:03<00:07, 3.74it/s] 117/499 4.32G 0.01665 0.01314 0.005821 63 640: 32%|###2 | 13/40 [00:03<00:07, 3.64it/s] 117/499 4.32G 0.01681 0.01317 0.005918 69 640: 32%|###2 | 13/40 [00:03<00:07, 3.64it/s] 117/499 4.32G 0.01681 0.01317 0.005918 69 640: 35%|###5 | 14/40 [00:03<00:07, 3.71it/s] 117/499 4.32G 0.01688 0.01316 0.005925 64 640: 35%|###5 | 14/40 [00:04<00:07, 3.71it/s] 117/499 4.32G 0.01688 0.01316 0.005925 64 640: 38%|###7 | 15/40 [00:04<00:06, 3.72it/s] 117/499 4.32G 0.01685 0.01333 0.006076 79 640: 38%|###7 | 15/40 [00:04<00:06, 3.72it/s] 117/499 4.32G 0.01685 0.01333 0.006076 79 640: 40%|#### | 16/40 [00:04<00:06, 3.62it/s] 117/499 4.32G 0.0169 0.01324 0.005997 66 640: 40%|#### | 16/40 [00:04<00:06, 3.62it/s] 117/499 4.32G 0.0169 0.01324 0.005997 66 640: 42%|####2 | 17/40 [00:04<00:06, 3.73it/s] 117/499 4.32G 0.01688 0.01319 0.00589 79 640: 42%|####2 | 17/40 [00:04<00:06, 3.73it/s] 117/499 4.32G 0.01688 0.01319 0.00589 79 640: 45%|####5 | 18/40 [00:04<00:05, 3.74it/s] 117/499 4.32G 0.01683 0.01323 0.005739 79 640: 45%|####5 | 18/40 [00:05<00:05, 3.74it/s] 117/499 4.32G 0.01683 0.01323 0.005739 79 640: 48%|####7 | 19/40 [00:05<00:05, 3.63it/s] 117/499 4.32G 0.01681 0.01326 0.005579 76 640: 48%|####7 | 19/40 [00:05<00:05, 3.63it/s] 117/499 4.32G 0.01681 0.01326 0.005579 76 640: 50%|##### | 20/40 [00:05<00:05, 3.73it/s] 117/499 4.32G 0.01676 0.01334 0.005491 79 640: 50%|##### | 20/40 [00:05<00:05, 3.73it/s] 117/499 4.32G 0.01676 0.01334 0.005491 79 640: 52%|#####2 | 21/40 [00:05<00:05, 3.74it/s] 117/499 4.32G 0.01678 0.01344 0.005413 87 640: 52%|#####2 | 21/40 [00:05<00:05, 3.74it/s] 117/499 4.32G 0.01678 0.01344 0.005413 87 640: 55%|#####5 | 22/40 [00:05<00:04, 3.63it/s] 117/499 4.32G 0.01676 0.01334 0.005283 64 640: 55%|#####5 | 22/40 [00:06<00:04, 3.63it/s] 117/499 4.32G 0.01676 0.01334 0.005283 64 640: 57%|#####7 | 23/40 [00:06<00:04, 3.72it/s] 117/499 4.32G 0.01668 0.01325 0.005152 69 640: 57%|#####7 | 23/40 [00:06<00:04, 3.72it/s] 117/499 4.32G 0.01668 0.01325 0.005152 69 640: 60%|###### | 24/40 [00:06<00:04, 3.74it/s] 117/499 4.32G 0.01668 0.01328 0.005387 75 640: 60%|###### | 24/40 [00:06<00:04, 3.74it/s] 117/499 4.32G 0.01668 0.01328 0.005387 75 640: 62%|######2 | 25/40 [00:06<00:04, 3.63it/s] 117/499 4.32G 0.01671 0.01331 0.005483 78 640: 62%|######2 | 25/40 [00:07<00:04, 3.63it/s] 117/499 4.32G 0.01671 0.01331 0.005483 78 640: 65%|######5 | 26/40 [00:07<00:03, 3.64it/s] 117/499 4.32G 0.01674 0.01335 0.005524 84 640: 65%|######5 | 26/40 [00:07<00:03, 3.64it/s] 117/499 4.32G 0.01674 0.01335 0.005524 84 640: 68%|######7 | 27/40 [00:07<00:03, 3.67it/s] 117/499 4.32G 0.01675 0.01339 0.005523 76 640: 68%|######7 | 27/40 [00:07<00:03, 3.67it/s] 117/499 4.32G 0.01675 0.01339 0.005523 76 640: 70%|####### | 28/40 [00:07<00:03, 3.60it/s] 117/499 4.32G 0.01668 0.01332 0.005499 70 640: 70%|####### | 28/40 [00:07<00:03, 3.60it/s] 117/499 4.32G 0.01668 0.01332 0.005499 70 640: 72%|#######2 | 29/40 [00:07<00:02, 3.70it/s] 117/499 4.32G 0.01672 0.01332 0.005651 72 640: 72%|#######2 | 29/40 [00:08<00:02, 3.70it/s] 117/499 4.32G 0.01672 0.01332 0.005651 72 640: 75%|#######5 | 30/40 [00:08<00:02, 3.71it/s] 117/499 4.32G 0.0167 0.01333 0.005669 72 640: 75%|#######5 | 30/40 [00:08<00:02, 3.71it/s] 117/499 4.32G 0.0167 0.01333 0.005669 72 640: 78%|#######7 | 31/40 [00:08<00:02, 3.60it/s] 117/499 4.32G 0.01676 0.01335 0.005762 77 640: 78%|#######7 | 31/40 [00:08<00:02, 3.60it/s] 117/499 4.32G 0.01676 0.01335 0.005762 77 640: 80%|######## | 32/40 [00:08<00:02, 3.71it/s] 117/499 4.32G 0.01671 0.01339 0.005715 86 640: 80%|######## | 32/40 [00:08<00:02, 3.71it/s] 117/499 4.32G 0.01671 0.01339 0.005715 86 640: 82%|########2 | 33/40 [00:08<00:01, 3.74it/s] 117/499 4.32G 0.01668 0.01345 0.005792 85 640: 82%|########2 | 33/40 [00:09<00:01, 3.74it/s] 117/499 4.32G 0.01668 0.01345 0.005792 85 640: 85%|########5 | 34/40 [00:09<00:01, 3.63it/s] 117/499 4.32G 0.01671 0.01347 0.00584 74 640: 85%|########5 | 34/40 [00:09<00:01, 3.63it/s] 117/499 4.32G 0.01671 0.01347 0.00584 74 640: 88%|########7 | 35/40 [00:09<00:01, 3.71it/s] 117/499 4.32G 0.01671 0.01349 0.005872 83 640: 88%|########7 | 35/40 [00:09<00:01, 3.71it/s] 117/499 4.32G 0.01671 0.01349 0.005872 83 640: 90%|######### | 36/40 [00:09<00:01, 3.73it/s] 117/499 4.32G 0.01674 0.01345 0.005828 76 640: 90%|######### | 36/40 [00:10<00:01, 3.73it/s] 117/499 4.32G 0.01674 0.01345 0.005828 76 640: 92%|#########2| 37/40 [00:10<00:00, 3.61it/s] 117/499 4.32G 0.01673 0.01351 0.005754 90 640: 92%|#########2| 37/40 [00:10<00:00, 3.61it/s] 117/499 4.32G 0.01673 0.01351 0.005754 90 640: 95%|#########5| 38/40 [00:10<00:00, 3.71it/s] 117/499 4.32G 0.01671 0.01348 0.005738 72 640: 95%|#########5| 38/40 [00:10<00:00, 3.71it/s] 117/499 4.32G 0.01671 0.01348 0.005738 72 640: 98%|#########7| 39/40 [00:10<00:00, 3.77it/s] 117/499 4.32G 0.01663 0.01345 0.005669 38 640: 98%|#########7| 39/40 [00:10<00:00, 3.77it/s] 117/499 4.32G 0.01663 0.01345 0.005669 38 640: 100%|##########| 40/40 [00:10<00:00, 3.91it/s] 117/499 4.32G 0.01663 0.01345 0.005669 38 640: 100%|##########| 40/40 [00:10<00:00, 3.70it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.54it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.54it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.75it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.70it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.22it/s] all 132 263 0.868 0.833 0.869 0.732 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 118/499 4.32G 0.01692 0.01516 0.004788 78 640: 0%| | 0/40 [00:00<?, ?it/s] 118/499 4.32G 0.01692 0.01516 0.004788 78 640: 2%|2 | 1/40 [00:00<00:08, 4.55it/s] 118/499 4.32G 0.01675 0.01424 0.006597 81 640: 2%|2 | 1/40 [00:00<00:08, 4.55it/s] 118/499 4.32G 0.01675 0.01424 0.006597 81 640: 5%|5 | 2/40 [00:00<00:09, 4.05it/s] 118/499 4.32G 0.01628 0.01365 0.005999 84 640: 5%|5 | 2/40 [00:00<00:09, 4.05it/s] 118/499 4.32G 0.01628 0.01365 0.005999 84 640: 8%|7 | 3/40 [00:00<00:10, 3.67it/s] 118/499 4.32G 0.01663 0.01312 0.007573 64 640: 8%|7 | 3/40 [00:01<00:10, 3.67it/s] 118/499 4.32G 0.01663 0.01312 0.007573 64 640: 10%|# | 4/40 [00:01<00:09, 3.79it/s] 118/499 4.32G 0.01628 0.01285 0.00659 73 640: 10%|# | 4/40 [00:01<00:09, 3.79it/s] 118/499 4.32G 0.01628 0.01285 0.00659 73 640: 12%|#2 | 5/40 [00:01<00:09, 3.79it/s] 118/499 4.32G 0.01647 0.01306 0.006134 78 640: 12%|#2 | 5/40 [00:01<00:09, 3.79it/s] 118/499 4.32G 0.01647 0.01306 0.006134 78 640: 15%|#5 | 6/40 [00:01<00:09, 3.64it/s] 118/499 4.32G 0.01647 0.01305 0.006371 72 640: 15%|#5 | 6/40 [00:01<00:09, 3.64it/s] 118/499 4.32G 0.01647 0.01305 0.006371 72 640: 18%|#7 | 7/40 [00:01<00:08, 3.75it/s] 118/499 4.32G 0.01685 0.01293 0.006443 62 640: 18%|#7 | 7/40 [00:02<00:08, 3.75it/s] 118/499 4.32G 0.01685 0.01293 0.006443 62 640: 20%|## | 8/40 [00:02<00:08, 3.75it/s] 118/499 4.32G 0.01688 0.01343 0.006458 92 640: 20%|## | 8/40 [00:02<00:08, 3.75it/s] 118/499 4.32G 0.01688 0.01343 0.006458 92 640: 22%|##2 | 9/40 [00:02<00:08, 3.61it/s] 118/499 4.32G 0.01674 0.01339 0.006222 75 640: 22%|##2 | 9/40 [00:02<00:08, 3.61it/s] 118/499 4.32G 0.01674 0.01339 0.006222 75 640: 25%|##5 | 10/40 [00:02<00:08, 3.69it/s] 118/499 4.32G 0.01681 0.01357 0.006146 91 640: 25%|##5 | 10/40 [00:02<00:08, 3.69it/s] 118/499 4.32G 0.01681 0.01357 0.006146 91 640: 28%|##7 | 11/40 [00:02<00:07, 3.73it/s] 118/499 4.32G 0.01684 0.01335 0.006066 60 640: 28%|##7 | 11/40 [00:03<00:07, 3.73it/s] 118/499 4.32G 0.01684 0.01335 0.006066 60 640: 30%|### | 12/40 [00:03<00:07, 3.62it/s] 118/499 4.32G 0.01696 0.01358 0.006237 96 640: 30%|### | 12/40 [00:03<00:07, 3.62it/s] 118/499 4.32G 0.01696 0.01358 0.006237 96 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 118/499 4.32G 0.01707 0.01359 0.006462 75 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 118/499 4.32G 0.01707 0.01359 0.006462 75 640: 35%|###5 | 14/40 [00:03<00:06, 3.73it/s] 118/499 4.32G 0.01712 0.01357 0.006544 69 640: 35%|###5 | 14/40 [00:04<00:06, 3.73it/s] 118/499 4.32G 0.01712 0.01357 0.006544 69 640: 38%|###7 | 15/40 [00:04<00:06, 3.62it/s] 118/499 4.32G 0.01706 0.01361 0.006347 82 640: 38%|###7 | 15/40 [00:04<00:06, 3.62it/s] 118/499 4.32G 0.01706 0.01361 0.006347 82 640: 40%|#### | 16/40 [00:04<00:06, 3.71it/s] 118/499 4.32G 0.01716 0.01365 0.006285 76 640: 40%|#### | 16/40 [00:04<00:06, 3.71it/s] 118/499 4.32G 0.01716 0.01365 0.006285 76 640: 42%|####2 | 17/40 [00:04<00:06, 3.72it/s] 118/499 4.32G 0.01715 0.01366 0.006145 76 640: 42%|####2 | 17/40 [00:04<00:06, 3.72it/s] 118/499 4.32G 0.01715 0.01366 0.006145 76 640: 45%|####5 | 18/40 [00:04<00:06, 3.59it/s] 118/499 4.32G 0.01711 0.01358 0.006211 67 640: 45%|####5 | 18/40 [00:05<00:06, 3.59it/s] 118/499 4.32G 0.01711 0.01358 0.006211 67 640: 48%|####7 | 19/40 [00:05<00:05, 3.69it/s] 118/499 4.32G 0.01709 0.01344 0.005989 66 640: 48%|####7 | 19/40 [00:05<00:05, 3.69it/s] 118/499 4.32G 0.01709 0.01344 0.005989 66 640: 50%|##### | 20/40 [00:05<00:05, 3.71it/s] 118/499 4.32G 0.01714 0.01332 0.00594 55 640: 50%|##### | 20/40 [00:05<00:05, 3.71it/s] 118/499 4.32G 0.01714 0.01332 0.00594 55 640: 52%|#####2 | 21/40 [00:05<00:05, 3.61it/s] 118/499 4.32G 0.01712 0.0133 0.005879 71 640: 52%|#####2 | 21/40 [00:05<00:05, 3.61it/s] 118/499 4.32G 0.01712 0.0133 0.005879 71 640: 55%|#####5 | 22/40 [00:05<00:04, 3.71it/s] 118/499 4.32G 0.01719 0.01331 0.005896 72 640: 55%|#####5 | 22/40 [00:06<00:04, 3.71it/s] 118/499 4.32G 0.01719 0.01331 0.005896 72 640: 57%|#####7 | 23/40 [00:06<00:04, 3.72it/s] 118/499 4.32G 0.01724 0.01322 0.005816 65 640: 57%|#####7 | 23/40 [00:06<00:04, 3.72it/s] 118/499 4.32G 0.01724 0.01322 0.005816 65 640: 60%|###### | 24/40 [00:06<00:04, 3.62it/s] 118/499 4.32G 0.01719 0.01328 0.005739 81 640: 60%|###### | 24/40 [00:06<00:04, 3.62it/s] 118/499 4.32G 0.01719 0.01328 0.005739 81 640: 62%|######2 | 25/40 [00:06<00:04, 3.65it/s] 118/499 4.32G 0.01715 0.01327 0.005693 76 640: 62%|######2 | 25/40 [00:07<00:04, 3.65it/s] 118/499 4.32G 0.01715 0.01327 0.005693 76 640: 65%|######5 | 26/40 [00:07<00:03, 3.69it/s] 118/499 4.32G 0.01713 0.01323 0.005628 67 640: 65%|######5 | 26/40 [00:07<00:03, 3.69it/s] 118/499 4.32G 0.01713 0.01323 0.005628 67 640: 68%|######7 | 27/40 [00:07<00:03, 3.58it/s] 118/499 4.32G 0.01711 0.01331 0.005601 87 640: 68%|######7 | 27/40 [00:07<00:03, 3.58it/s] 118/499 4.32G 0.01711 0.01331 0.005601 87 640: 70%|####### | 28/40 [00:07<00:03, 3.68it/s] 118/499 4.32G 0.01709 0.01326 0.005519 70 640: 70%|####### | 28/40 [00:07<00:03, 3.68it/s] 118/499 4.32G 0.01709 0.01326 0.005519 70 640: 72%|#######2 | 29/40 [00:07<00:02, 3.69it/s] 118/499 4.32G 0.01718 0.01329 0.005575 72 640: 72%|#######2 | 29/40 [00:08<00:02, 3.69it/s] 118/499 4.32G 0.01718 0.01329 0.005575 72 640: 75%|#######5 | 30/40 [00:08<00:02, 3.57it/s] 118/499 4.32G 0.01716 0.01333 0.005497 80 640: 75%|#######5 | 30/40 [00:08<00:02, 3.57it/s] 118/499 4.32G 0.01716 0.01333 0.005497 80 640: 78%|#######7 | 31/40 [00:08<00:02, 3.68it/s] 118/499 4.32G 0.01717 0.01333 0.005483 66 640: 78%|#######7 | 31/40 [00:08<00:02, 3.68it/s] 118/499 4.32G 0.01717 0.01333 0.005483 66 640: 80%|######## | 32/40 [00:08<00:02, 3.71it/s] 118/499 4.32G 0.0172 0.01335 0.005521 74 640: 80%|######## | 32/40 [00:08<00:02, 3.71it/s] 118/499 4.32G 0.0172 0.01335 0.005521 74 640: 82%|########2 | 33/40 [00:08<00:01, 3.61it/s] 118/499 4.32G 0.01712 0.0133 0.005601 66 640: 82%|########2 | 33/40 [00:09<00:01, 3.61it/s] 118/499 4.32G 0.01712 0.0133 0.005601 66 640: 85%|########5 | 34/40 [00:09<00:01, 3.71it/s] 118/499 4.32G 0.01712 0.0133 0.005592 76 640: 85%|########5 | 34/40 [00:09<00:01, 3.71it/s] 118/499 4.32G 0.01712 0.0133 0.005592 76 640: 88%|########7 | 35/40 [00:09<00:01, 3.73it/s] 118/499 4.32G 0.01707 0.01344 0.00548 107 640: 88%|########7 | 35/40 [00:09<00:01, 3.73it/s] 118/499 4.32G 0.01707 0.01344 0.00548 107 640: 90%|######### | 36/40 [00:09<00:01, 3.48it/s] 118/499 4.32G 0.01704 0.01348 0.005505 94 640: 90%|######### | 36/40 [00:10<00:01, 3.48it/s] 118/499 4.32G 0.01704 0.01348 0.005505 94 640: 92%|#########2| 37/40 [00:10<00:00, 3.62it/s] 118/499 4.32G 0.01705 0.01344 0.005473 74 640: 92%|#########2| 37/40 [00:10<00:00, 3.62it/s] 118/499 4.32G 0.01705 0.01344 0.005473 74 640: 95%|#########5| 38/40 [00:10<00:00, 3.66it/s] 118/499 4.32G 0.01706 0.01344 0.005462 75 640: 95%|#########5| 38/40 [00:10<00:00, 3.66it/s] 118/499 4.32G 0.01706 0.01344 0.005462 75 640: 98%|#########7| 39/40 [00:10<00:00, 3.63it/s] 118/499 4.32G 0.017 0.0134 0.005365 35 640: 98%|#########7| 39/40 [00:10<00:00, 3.63it/s] 118/499 4.32G 0.017 0.0134 0.005365 35 640: 100%|##########| 40/40 [00:10<00:00, 3.97it/s] 118/499 4.32G 0.017 0.0134 0.005365 35 640: 100%|##########| 40/40 [00:10<00:00, 3.70it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.56it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.53it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.73it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.68it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.20it/s] all 132 263 0.85 0.877 0.874 0.712 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 119/499 4.32G 0.016 0.01109 0.008345 64 640: 0%| | 0/40 [00:00<?, ?it/s] 119/499 4.32G 0.016 0.01109 0.008345 64 640: 2%|2 | 1/40 [00:00<00:09, 4.00it/s] 119/499 4.32G 0.01691 0.0125 0.005376 75 640: 2%|2 | 1/40 [00:00<00:09, 4.00it/s] 119/499 4.32G 0.01691 0.0125 0.005376 75 640: 5%|5 | 2/40 [00:00<00:10, 3.58it/s] 119/499 4.32G 0.01628 0.01248 0.004901 72 640: 5%|5 | 2/40 [00:00<00:10, 3.58it/s] 119/499 4.32G 0.01628 0.01248 0.004901 72 640: 8%|7 | 3/40 [00:00<00:09, 3.77it/s] 119/499 4.32G 0.01639 0.01308 0.004231 82 640: 8%|7 | 3/40 [00:01<00:09, 3.77it/s] 119/499 4.32G 0.01639 0.01308 0.004231 82 640: 10%|# | 4/40 [00:01<00:09, 3.77it/s] 119/499 4.32G 0.01667 0.0131 0.004357 80 640: 10%|# | 4/40 [00:01<00:09, 3.77it/s] 119/499 4.32G 0.01667 0.0131 0.004357 80 640: 12%|#2 | 5/40 [00:01<00:09, 3.61it/s] 119/499 4.32G 0.01661 0.01303 0.004919 77 640: 12%|#2 | 5/40 [00:01<00:09, 3.61it/s] 119/499 4.32G 0.01661 0.01303 0.004919 77 640: 15%|#5 | 6/40 [00:01<00:09, 3.74it/s] 119/499 4.32G 0.01662 0.01301 0.004791 65 640: 15%|#5 | 6/40 [00:01<00:09, 3.74it/s] 119/499 4.32G 0.01662 0.01301 0.004791 65 640: 18%|#7 | 7/40 [00:01<00:08, 3.71it/s] 119/499 4.32G 0.017 0.01335 0.00569 77 640: 18%|#7 | 7/40 [00:02<00:08, 3.71it/s] 119/499 4.32G 0.017 0.01335 0.00569 77 640: 20%|## | 8/40 [00:02<00:08, 3.57it/s] 119/499 4.32G 0.01707 0.01357 0.005517 79 640: 20%|## | 8/40 [00:02<00:08, 3.57it/s] 119/499 4.32G 0.01707 0.01357 0.005517 79 640: 22%|##2 | 9/40 [00:02<00:08, 3.72it/s] 119/499 4.32G 0.01695 0.01341 0.005804 67 640: 22%|##2 | 9/40 [00:02<00:08, 3.72it/s] 119/499 4.32G 0.01695 0.01341 0.005804 67 640: 25%|##5 | 10/40 [00:02<00:08, 3.73it/s] 119/499 4.32G 0.01688 0.01341 0.005535 79 640: 25%|##5 | 10/40 [00:02<00:08, 3.73it/s] 119/499 4.32G 0.01688 0.01341 0.005535 79 640: 28%|##7 | 11/40 [00:02<00:08, 3.62it/s] 119/499 4.32G 0.01681 0.01333 0.005743 77 640: 28%|##7 | 11/40 [00:03<00:08, 3.62it/s] 119/499 4.32G 0.01681 0.01333 0.005743 77 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 119/499 4.32G 0.01682 0.01321 0.005781 71 640: 30%|### | 12/40 [00:03<00:07, 3.73it/s] 119/499 4.32G 0.01682 0.01321 0.005781 71 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 119/499 4.32G 0.01673 0.01322 0.005638 76 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 119/499 4.32G 0.01673 0.01322 0.005638 76 640: 35%|###5 | 14/40 [00:03<00:07, 3.59it/s] 119/499 4.32G 0.0167 0.01325 0.005579 74 640: 35%|###5 | 14/40 [00:04<00:07, 3.59it/s] 119/499 4.32G 0.0167 0.01325 0.005579 74 640: 38%|###7 | 15/40 [00:04<00:06, 3.73it/s] 119/499 4.32G 0.01659 0.01318 0.005633 71 640: 38%|###7 | 15/40 [00:04<00:06, 3.73it/s] 119/499 4.32G 0.01659 0.01318 0.005633 71 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 119/499 4.32G 0.01654 0.01332 0.005604 100 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 119/499 4.32G 0.01654 0.01332 0.005604 100 640: 42%|####2 | 17/40 [00:04<00:06, 3.59it/s] 119/499 4.32G 0.01657 0.01322 0.005735 64 640: 42%|####2 | 17/40 [00:04<00:06, 3.59it/s] 119/499 4.32G 0.01657 0.01322 0.005735 64 640: 45%|####5 | 18/40 [00:04<00:05, 3.73it/s] 119/499 4.32G 0.01656 0.01332 0.005788 95 640: 45%|####5 | 18/40 [00:05<00:05, 3.73it/s] 119/499 4.32G 0.01656 0.01332 0.005788 95 640: 48%|####7 | 19/40 [00:05<00:05, 3.75it/s] 119/499 4.32G 0.01651 0.01324 0.005751 74 640: 48%|####7 | 19/40 [00:05<00:05, 3.75it/s] 119/499 4.32G 0.01651 0.01324 0.005751 74 640: 50%|##### | 20/40 [00:05<00:05, 3.59it/s] 119/499 4.32G 0.01649 0.01316 0.005552 71 640: 50%|##### | 20/40 [00:05<00:05, 3.59it/s] 119/499 4.32G 0.01649 0.01316 0.005552 71 640: 52%|#####2 | 21/40 [00:05<00:05, 3.72it/s] 119/499 4.32G 0.01645 0.01319 0.005439 95 640: 52%|#####2 | 21/40 [00:05<00:05, 3.72it/s] 119/499 4.32G 0.01645 0.01319 0.005439 95 640: 55%|#####5 | 22/40 [00:05<00:04, 3.73it/s] 119/499 4.32G 0.01653 0.01326 0.005408 76 640: 55%|#####5 | 22/40 [00:06<00:04, 3.73it/s] 119/499 4.32G 0.01653 0.01326 0.005408 76 640: 57%|#####7 | 23/40 [00:06<00:04, 3.60it/s] 119/499 4.32G 0.01646 0.01329 0.005304 82 640: 57%|#####7 | 23/40 [00:06<00:04, 3.60it/s] 119/499 4.32G 0.01646 0.01329 0.005304 82 640: 60%|###### | 24/40 [00:06<00:04, 3.66it/s] 119/499 4.32G 0.01636 0.01322 0.005291 68 640: 60%|###### | 24/40 [00:06<00:04, 3.66it/s] 119/499 4.32G 0.01636 0.01322 0.005291 68 640: 62%|######2 | 25/40 [00:06<00:04, 3.73it/s] 119/499 4.32G 0.01626 0.01316 0.005321 72 640: 62%|######2 | 25/40 [00:07<00:04, 3.73it/s] 119/499 4.32G 0.01626 0.01316 0.005321 72 640: 65%|######5 | 26/40 [00:07<00:03, 3.60it/s] 119/499 4.32G 0.01629 0.01311 0.005449 67 640: 65%|######5 | 26/40 [00:07<00:03, 3.60it/s] 119/499 4.32G 0.01629 0.01311 0.005449 67 640: 68%|######7 | 27/40 [00:07<00:03, 3.74it/s] 119/499 4.32G 0.01629 0.01306 0.005434 73 640: 68%|######7 | 27/40 [00:07<00:03, 3.74it/s] 119/499 4.32G 0.01629 0.01306 0.005434 73 640: 70%|####### | 28/40 [00:07<00:03, 3.74it/s] 119/499 4.32G 0.01637 0.01305 0.005561 71 640: 70%|####### | 28/40 [00:07<00:03, 3.74it/s] 119/499 4.32G 0.01637 0.01305 0.005561 71 640: 72%|#######2 | 29/40 [00:07<00:03, 3.61it/s] 119/499 4.32G 0.01628 0.01301 0.005549 72 640: 72%|#######2 | 29/40 [00:08<00:03, 3.61it/s] 119/499 4.32G 0.01628 0.01301 0.005549 72 640: 75%|#######5 | 30/40 [00:08<00:02, 3.74it/s] 119/499 4.32G 0.01628 0.01304 0.005551 82 640: 75%|#######5 | 30/40 [00:08<00:02, 3.74it/s] 119/499 4.32G 0.01628 0.01304 0.005551 82 640: 78%|#######7 | 31/40 [00:08<00:02, 3.75it/s] 119/499 4.32G 0.01633 0.01305 0.005499 74 640: 78%|#######7 | 31/40 [00:08<00:02, 3.75it/s] 119/499 4.32G 0.01633 0.01305 0.005499 74 640: 80%|######## | 32/40 [00:08<00:02, 3.59it/s] 119/499 4.32G 0.01632 0.01314 0.005451 86 640: 80%|######## | 32/40 [00:08<00:02, 3.59it/s] 119/499 4.32G 0.01632 0.01314 0.005451 86 640: 82%|########2 | 33/40 [00:08<00:01, 3.71it/s] 119/499 4.32G 0.01636 0.01303 0.005449 56 640: 82%|########2 | 33/40 [00:09<00:01, 3.71it/s] 119/499 4.32G 0.01636 0.01303 0.005449 56 640: 85%|########5 | 34/40 [00:09<00:01, 3.73it/s] 119/499 4.32G 0.01639 0.01302 0.005651 65 640: 85%|########5 | 34/40 [00:09<00:01, 3.73it/s] 119/499 4.32G 0.01639 0.01302 0.005651 65 640: 88%|########7 | 35/40 [00:09<00:01, 3.58it/s] 119/499 4.32G 0.01637 0.01301 0.005572 80 640: 88%|########7 | 35/40 [00:09<00:01, 3.58it/s] 119/499 4.32G 0.01637 0.01301 0.005572 80 640: 90%|######### | 36/40 [00:09<00:01, 3.71it/s] 119/499 4.32G 0.01641 0.01299 0.005535 70 640: 90%|######### | 36/40 [00:10<00:01, 3.71it/s] 119/499 4.32G 0.01641 0.01299 0.005535 70 640: 92%|#########2| 37/40 [00:10<00:00, 3.72it/s] 119/499 4.32G 0.01639 0.01296 0.005505 71 640: 92%|#########2| 37/40 [00:10<00:00, 3.72it/s] 119/499 4.32G 0.01639 0.01296 0.005505 71 640: 95%|#########5| 38/40 [00:10<00:00, 3.64it/s] 119/499 4.32G 0.01635 0.01294 0.005557 64 640: 95%|#########5| 38/40 [00:10<00:00, 3.64it/s] 119/499 4.32G 0.01635 0.01294 0.005557 64 640: 98%|#########7| 39/40 [00:10<00:00, 3.85it/s] 119/499 4.32G 0.01636 0.01289 0.005578 30 640: 98%|#########7| 39/40 [00:10<00:00, 3.85it/s] 119/499 4.32G 0.01636 0.01289 0.005578 30 640: 100%|##########| 40/40 [00:10<00:00, 4.22it/s] 119/499 4.32G 0.01636 0.01289 0.005578 30 640: 100%|##########| 40/40 [00:10<00:00, 3.73it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.44it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.59it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.28it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.04it/s] all 132 263 0.809 0.835 0.855 0.7 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 120/499 4.32G 0.01211 0.01041 0.002513 69 640: 0%| | 0/40 [00:00<?, ?it/s] 120/499 4.32G 0.01211 0.01041 0.002513 69 640: 2%|2 | 1/40 [00:00<00:10, 3.55it/s] 120/499 4.32G 0.01438 0.01153 0.003041 86 640: 2%|2 | 1/40 [00:00<00:10, 3.55it/s] 120/499 4.32G 0.01438 0.01153 0.003041 86 640: 5%|5 | 2/40 [00:00<00:09, 3.82it/s] 120/499 4.32G 0.01523 0.01197 0.004643 68 640: 5%|5 | 2/40 [00:00<00:09, 3.82it/s] 120/499 4.32G 0.01523 0.01197 0.004643 68 640: 8%|7 | 3/40 [00:00<00:09, 3.75it/s] 120/499 4.32G 0.01568 0.0125 0.005817 79 640: 8%|7 | 3/40 [00:01<00:09, 3.75it/s] 120/499 4.32G 0.01568 0.0125 0.005817 79 640: 10%|# | 4/40 [00:01<00:09, 3.61it/s] 120/499 4.32G 0.01556 0.01291 0.005214 84 640: 10%|# | 4/40 [00:01<00:09, 3.61it/s] 120/499 4.32G 0.01556 0.01291 0.005214 84 640: 12%|#2 | 5/40 [00:01<00:09, 3.73it/s] 120/499 4.32G 0.01594 0.01323 0.005602 72 640: 12%|#2 | 5/40 [00:01<00:09, 3.73it/s] 120/499 4.32G 0.01594 0.01323 0.005602 72 640: 15%|#5 | 6/40 [00:01<00:09, 3.70it/s] 120/499 4.32G 0.01621 0.01329 0.005438 70 640: 15%|#5 | 6/40 [00:01<00:09, 3.70it/s] 120/499 4.32G 0.01621 0.01329 0.005438 70 640: 18%|#7 | 7/40 [00:01<00:09, 3.56it/s] 120/499 4.32G 0.01605 0.01296 0.005677 62 640: 18%|#7 | 7/40 [00:02<00:09, 3.56it/s] 120/499 4.32G 0.01605 0.01296 0.005677 62 640: 20%|## | 8/40 [00:02<00:08, 3.71it/s] 120/499 4.32G 0.01601 0.01273 0.005515 65 640: 20%|## | 8/40 [00:02<00:08, 3.71it/s] 120/499 4.32G 0.01601 0.01273 0.005515 65 640: 22%|##2 | 9/40 [00:02<00:08, 3.68it/s] 120/499 4.32G 0.01585 0.01257 0.005101 69 640: 22%|##2 | 9/40 [00:02<00:08, 3.68it/s] 120/499 4.32G 0.01585 0.01257 0.005101 69 640: 25%|##5 | 10/40 [00:02<00:08, 3.59it/s] 120/499 4.32G 0.01575 0.01267 0.004974 78 640: 25%|##5 | 10/40 [00:02<00:08, 3.59it/s] 120/499 4.32G 0.01575 0.01267 0.004974 78 640: 28%|##7 | 11/40 [00:02<00:07, 3.74it/s] 120/499 4.32G 0.01584 0.01264 0.004946 71 640: 28%|##7 | 11/40 [00:03<00:07, 3.74it/s] 120/499 4.32G 0.01584 0.01264 0.004946 71 640: 30%|### | 12/40 [00:03<00:07, 3.71it/s] 120/499 4.32G 0.01581 0.01268 0.004773 82 640: 30%|### | 12/40 [00:03<00:07, 3.71it/s] 120/499 4.32G 0.01581 0.01268 0.004773 82 640: 32%|###2 | 13/40 [00:03<00:07, 3.60it/s] 120/499 4.32G 0.01573 0.01273 0.004612 88 640: 32%|###2 | 13/40 [00:03<00:07, 3.60it/s] 120/499 4.32G 0.01573 0.01273 0.004612 88 640: 35%|###5 | 14/40 [00:03<00:06, 3.74it/s] 120/499 4.32G 0.01571 0.0127 0.004682 83 640: 35%|###5 | 14/40 [00:04<00:06, 3.74it/s] 120/499 4.32G 0.01571 0.0127 0.004682 83 640: 38%|###7 | 15/40 [00:04<00:06, 3.71it/s] 120/499 4.32G 0.01561 0.01289 0.004577 104 640: 38%|###7 | 15/40 [00:04<00:06, 3.71it/s] 120/499 4.32G 0.01561 0.01289 0.004577 104 640: 40%|#### | 16/40 [00:04<00:06, 3.61it/s] 120/499 4.32G 0.01559 0.01289 0.004581 75 640: 40%|#### | 16/40 [00:04<00:06, 3.61it/s] 120/499 4.32G 0.01559 0.01289 0.004581 75 640: 42%|####2 | 17/40 [00:04<00:06, 3.73it/s] 120/499 4.32G 0.01561 0.01308 0.004512 85 640: 42%|####2 | 17/40 [00:04<00:06, 3.73it/s] 120/499 4.32G 0.01561 0.01308 0.004512 85 640: 45%|####5 | 18/40 [00:04<00:05, 3.72it/s] 120/499 4.32G 0.01556 0.013 0.00465 69 640: 45%|####5 | 18/40 [00:05<00:05, 3.72it/s] 120/499 4.32G 0.01556 0.013 0.00465 69 640: 48%|####7 | 19/40 [00:05<00:05, 3.58it/s] 120/499 4.32G 0.01551 0.0129 0.004571 68 640: 48%|####7 | 19/40 [00:05<00:05, 3.58it/s] 120/499 4.32G 0.01551 0.0129 0.004571 68 640: 50%|##### | 20/40 [00:05<00:05, 3.74it/s] 120/499 4.32G 0.01548 0.0128 0.004644 68 640: 50%|##### | 20/40 [00:05<00:05, 3.74it/s] 120/499 4.32G 0.01548 0.0128 0.004644 68 640: 52%|#####2 | 21/40 [00:05<00:05, 3.70it/s] 120/499 4.32G 0.0154 0.01279 0.004812 81 640: 52%|#####2 | 21/40 [00:05<00:05, 3.70it/s] 120/499 4.32G 0.0154 0.01279 0.004812 81 640: 55%|#####5 | 22/40 [00:05<00:04, 3.61it/s] 120/499 4.32G 0.01541 0.01272 0.004808 74 640: 55%|#####5 | 22/40 [00:06<00:04, 3.61it/s] 120/499 4.32G 0.01541 0.01272 0.004808 74 640: 57%|#####7 | 23/40 [00:06<00:04, 3.75it/s] 120/499 4.32G 0.01542 0.01273 0.004928 68 640: 57%|#####7 | 23/40 [00:06<00:04, 3.75it/s] 120/499 4.32G 0.01542 0.01273 0.004928 68 640: 60%|###### | 24/40 [00:06<00:04, 3.72it/s] 120/499 4.32G 0.01542 0.01284 0.004916 90 640: 60%|###### | 24/40 [00:06<00:04, 3.72it/s] 120/499 4.32G 0.01542 0.01284 0.004916 90 640: 62%|######2 | 25/40 [00:06<00:04, 3.62it/s] 120/499 4.32G 0.01539 0.01272 0.00497 63 640: 62%|######2 | 25/40 [00:07<00:04, 3.62it/s] 120/499 4.32G 0.01539 0.01272 0.00497 63 640: 65%|######5 | 26/40 [00:07<00:03, 3.74it/s] 120/499 4.32G 0.01542 0.01279 0.005046 89 640: 65%|######5 | 26/40 [00:07<00:03, 3.74it/s] 120/499 4.32G 0.01542 0.01279 0.005046 89 640: 68%|######7 | 27/40 [00:07<00:03, 3.72it/s] 120/499 4.32G 0.01545 0.01274 0.005077 62 640: 68%|######7 | 27/40 [00:07<00:03, 3.72it/s] 120/499 4.32G 0.01545 0.01274 0.005077 62 640: 70%|####### | 28/40 [00:07<00:03, 3.62it/s] 120/499 4.32G 0.01551 0.01278 0.005126 80 640: 70%|####### | 28/40 [00:07<00:03, 3.62it/s] 120/499 4.32G 0.01551 0.01278 0.005126 80 640: 72%|#######2 | 29/40 [00:07<00:02, 3.74it/s] 120/499 4.32G 0.01553 0.01275 0.005068 72 640: 72%|#######2 | 29/40 [00:08<00:02, 3.74it/s] 120/499 4.32G 0.01553 0.01275 0.005068 72 640: 75%|#######5 | 30/40 [00:08<00:02, 3.70it/s] 120/499 4.32G 0.01549 0.01274 0.005104 74 640: 75%|#######5 | 30/40 [00:08<00:02, 3.70it/s] 120/499 4.32G 0.01549 0.01274 0.005104 74 640: 78%|#######7 | 31/40 [00:08<00:02, 3.61it/s] 120/499 4.32G 0.01551 0.01269 0.005413 65 640: 78%|#######7 | 31/40 [00:08<00:02, 3.61it/s] 120/499 4.32G 0.01551 0.01269 0.005413 65 640: 80%|######## | 32/40 [00:08<00:02, 3.75it/s] 120/499 4.32G 0.01554 0.01269 0.005536 71 640: 80%|######## | 32/40 [00:08<00:02, 3.75it/s] 120/499 4.32G 0.01554 0.01269 0.005536 71 640: 82%|########2 | 33/40 [00:08<00:01, 3.72it/s] 120/499 4.32G 0.01561 0.01277 0.005581 86 640: 82%|########2 | 33/40 [00:09<00:01, 3.72it/s] 120/499 4.32G 0.01561 0.01277 0.005581 86 640: 85%|########5 | 34/40 [00:09<00:01, 3.63it/s] 120/499 4.32G 0.01559 0.0128 0.005476 79 640: 85%|########5 | 34/40 [00:09<00:01, 3.63it/s] 120/499 4.32G 0.01559 0.0128 0.005476 79 640: 88%|########7 | 35/40 [00:09<00:01, 3.74it/s] 120/499 4.32G 0.01557 0.01284 0.005537 79 640: 88%|########7 | 35/40 [00:09<00:01, 3.74it/s] 120/499 4.32G 0.01557 0.01284 0.005537 79 640: 90%|######### | 36/40 [00:09<00:01, 3.71it/s] 120/499 4.32G 0.01562 0.01288 0.005529 80 640: 90%|######### | 36/40 [00:10<00:01, 3.71it/s] 120/499 4.32G 0.01562 0.01288 0.005529 80 640: 92%|#########2| 37/40 [00:10<00:00, 3.67it/s] 120/499 4.32G 0.01562 0.01285 0.00546 76 640: 92%|#########2| 37/40 [00:10<00:00, 3.67it/s] 120/499 4.32G 0.01562 0.01285 0.00546 76 640: 95%|#########5| 38/40 [00:10<00:00, 3.87it/s] 120/499 4.32G 0.01559 0.01286 0.005476 81 640: 95%|#########5| 38/40 [00:10<00:00, 3.87it/s] 120/499 4.32G 0.01559 0.01286 0.005476 81 640: 98%|#########7| 39/40 [00:10<00:00, 4.21it/s] 120/499 4.32G 0.01566 0.01278 0.005472 29 640: 98%|#########7| 39/40 [00:10<00:00, 4.21it/s] 120/499 4.32G 0.01566 0.01278 0.005472 29 640: 100%|##########| 40/40 [00:10<00:00, 4.36it/s] 120/499 4.32G 0.01566 0.01278 0.005472 29 640: 100%|##########| 40/40 [00:10<00:00, 3.75it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.49it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.84it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.24it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.56it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.53it/s] all 132 263 0.853 0.823 0.858 0.715 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 121/499 4.32G 0.0149 0.01446 0.002094 90 640: 0%| | 0/40 [00:00<?, ?it/s] 121/499 4.32G 0.0149 0.01446 0.002094 90 640: 2%|2 | 1/40 [00:00<00:11, 3.54it/s] 121/499 4.32G 0.01431 0.01325 0.002905 79 640: 2%|2 | 1/40 [00:00<00:11, 3.54it/s] 121/499 4.32G 0.01431 0.01325 0.002905 79 640: 5%|5 | 2/40 [00:00<00:10, 3.60it/s] 121/499 4.32G 0.01441 0.01241 0.003218 69 640: 5%|5 | 2/40 [00:00<00:10, 3.60it/s] 121/499 4.32G 0.01441 0.01241 0.003218 69 640: 8%|7 | 3/40 [00:00<00:10, 3.47it/s] 121/499 4.32G 0.01491 0.01246 0.00345 72 640: 8%|7 | 3/40 [00:01<00:10, 3.47it/s] 121/499 4.32G 0.01491 0.01246 0.00345 72 640: 10%|# | 4/40 [00:01<00:09, 3.68it/s] 121/499 4.32G 0.01513 0.01265 0.003491 79 640: 10%|# | 4/40 [00:01<00:09, 3.68it/s] 121/499 4.32G 0.01513 0.01265 0.003491 79 640: 12%|#2 | 5/40 [00:01<00:09, 3.69it/s] 121/499 4.32G 0.0152 0.01271 0.005149 73 640: 12%|#2 | 5/40 [00:01<00:09, 3.69it/s] 121/499 4.32G 0.0152 0.01271 0.005149 73 640: 15%|#5 | 6/40 [00:01<00:09, 3.58it/s] 121/499 4.32G 0.01528 0.0128 0.005625 80 640: 15%|#5 | 6/40 [00:01<00:09, 3.58it/s] 121/499 4.32G 0.01528 0.0128 0.005625 80 640: 18%|#7 | 7/40 [00:01<00:08, 3.73it/s] 121/499 4.32G 0.01565 0.01279 0.005347 70 640: 18%|#7 | 7/40 [00:02<00:08, 3.73it/s] 121/499 4.32G 0.01565 0.01279 0.005347 70 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 121/499 4.32G 0.01568 0.01272 0.005233 78 640: 20%|## | 8/40 [00:02<00:08, 3.72it/s] 121/499 4.32G 0.01568 0.01272 0.005233 78 640: 22%|##2 | 9/40 [00:02<00:08, 3.60it/s] 121/499 4.32G 0.01571 0.01272 0.004896 76 640: 22%|##2 | 9/40 [00:02<00:08, 3.60it/s] 121/499 4.32G 0.01571 0.01272 0.004896 76 640: 25%|##5 | 10/40 [00:02<00:08, 3.73it/s] 121/499 4.32G 0.01566 0.01268 0.005048 67 640: 25%|##5 | 10/40 [00:03<00:08, 3.73it/s] 121/499 4.32G 0.01566 0.01268 0.005048 67 640: 28%|##7 | 11/40 [00:03<00:07, 3.68it/s] 121/499 4.32G 0.01581 0.01282 0.005181 79 640: 28%|##7 | 11/40 [00:03<00:07, 3.68it/s] 121/499 4.32G 0.01581 0.01282 0.005181 79 640: 30%|### | 12/40 [00:03<00:07, 3.58it/s] 121/499 4.32G 0.01588 0.01268 0.005297 65 640: 30%|### | 12/40 [00:03<00:07, 3.58it/s] 121/499 4.32G 0.01588 0.01268 0.005297 65 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 121/499 4.32G 0.01584 0.01275 0.00538 76 640: 32%|###2 | 13/40 [00:03<00:07, 3.72it/s] 121/499 4.32G 0.01584 0.01275 0.00538 76 640: 35%|###5 | 14/40 [00:03<00:07, 3.70it/s] 121/499 4.32G 0.01583 0.01277 0.005238 83 640: 35%|###5 | 14/40 [00:04<00:07, 3.70it/s] 121/499 4.32G 0.01583 0.01277 0.005238 83 640: 38%|###7 | 15/40 [00:04<00:06, 3.58it/s] 121/499 4.32G 0.01581 0.01271 0.00525 66 640: 38%|###7 | 15/40 [00:04<00:06, 3.58it/s] 121/499 4.32G 0.01581 0.01271 0.00525 66 640: 40%|#### | 16/40 [00:04<00:06, 3.71it/s] 121/499 4.32G 0.01602 0.01279 0.005129 68 640: 40%|#### | 16/40 [00:04<00:06, 3.71it/s] 121/499 4.32G 0.01602 0.01279 0.005129 68 640: 42%|####2 | 17/40 [00:04<00:06, 3.70it/s] 121/499 4.32G 0.01605 0.01279 0.005112 77 640: 42%|####2 | 17/40 [00:04<00:06, 3.70it/s] 121/499 4.32G 0.01605 0.01279 0.005112 77 640: 45%|####5 | 18/40 [00:04<00:06, 3.59it/s] 121/499 4.32G 0.01605 0.01284 0.005097 88 640: 45%|####5 | 18/40 [00:05<00:06, 3.59it/s] 121/499 4.32G 0.01605 0.01284 0.005097 88 640: 48%|####7 | 19/40 [00:05<00:05, 3.72it/s] 121/499 4.32G 0.01614 0.01289 0.005105 74 640: 48%|####7 | 19/40 [00:05<00:05, 3.72it/s] 121/499 4.32G 0.01614 0.01289 0.005105 74 640: 50%|##### | 20/40 [00:05<00:05, 3.71it/s] 121/499 4.32G 0.01613 0.01289 0.005043 71 640: 50%|##### | 20/40 [00:05<00:05, 3.71it/s] 121/499 4.32G 0.01613 0.01289 0.005043 71 640: 52%|#####2 | 21/40 [00:05<00:05, 3.61it/s] 121/499 4.32G 0.01616 0.01283 0.004976 68 640: 52%|#####2 | 21/40 [00:05<00:05, 3.61it/s] 121/499 4.32G 0.01616 0.01283 0.004976 68 640: 55%|#####5 | 22/40 [00:05<00:04, 3.74it/s] 121/499 4.32G 0.01623 0.01307 0.004972 96 640: 55%|#####5 | 22/40 [00:06<00:04, 3.74it/s] 121/499 4.32G 0.01623 0.01307 0.004972 96 640: 57%|#####7 | 23/40 [00:06<00:04, 3.71it/s] 121/499 4.32G 0.0162 0.01312 0.004899 79 640: 57%|#####7 | 23/40 [00:06<00:04, 3.71it/s] 121/499 4.32G 0.0162 0.01312 0.004899 79 640: 60%|###### | 24/40 [00:06<00:04, 3.60it/s] 121/499 4.32G 0.01619 0.01313 0.005044 77 640: 60%|###### | 24/40 [00:06<00:04, 3.60it/s] 121/499 4.32G 0.01619 0.01313 0.005044 77 640: 62%|######2 | 25/40 [00:06<00:04, 3.72it/s] 121/499 4.32G 0.01613 0.01313 0.004986 73 640: 62%|######2 | 25/40 [00:07<00:04, 3.72it/s] 121/499 4.32G 0.01613 0.01313 0.004986 73 640: 65%|######5 | 26/40 [00:07<00:03, 3.70it/s] 121/499 4.32G 0.01611 0.01298 0.004927 60 640: 65%|######5 | 26/40 [00:07<00:03, 3.70it/s] 121/499 4.32G 0.01611 0.01298 0.004927 60 640: 68%|######7 | 27/40 [00:07<00:03, 3.56it/s] 121/499 4.32G 0.01605 0.013 0.005164 79 640: 68%|######7 | 27/40 [00:07<00:03, 3.56it/s] 121/499 4.32G 0.01605 0.013 0.005164 79 640: 70%|####### | 28/40 [00:07<00:03, 3.71it/s] 121/499 4.32G 0.01608 0.01304 0.005243 71 640: 70%|####### | 28/40 [00:07<00:03, 3.71it/s] 121/499 4.32G 0.01608 0.01304 0.005243 71 640: 72%|#######2 | 29/40 [00:07<00:02, 3.70it/s] 121/499 4.32G 0.01605 0.013 0.005208 65 640: 72%|#######2 | 29/40 [00:08<00:02, 3.70it/s] 121/499 4.32G 0.01605 0.013 0.005208 65 640: 75%|#######5 | 30/40 [00:08<00:02, 3.59it/s] 121/499 4.32G 0.01606 0.01301 0.005144 75 640: 75%|#######5 | 30/40 [00:08<00:02, 3.59it/s] 121/499 4.32G 0.01606 0.01301 0.005144 75 640: 78%|#######7 | 31/40 [00:08<00:02, 3.73it/s] 121/499 4.32G 0.01605 0.01294 0.005148 68 640: 78%|#######7 | 31/40 [00:08<00:02, 3.73it/s] 121/499 4.32G 0.01605 0.01294 0.005148 68 640: 80%|######## | 32/40 [00:08<00:02, 3.71it/s] 121/499 4.32G 0.01605 0.01297 0.005207 88 640: 80%|######## | 32/40 [00:09<00:02, 3.71it/s] 121/499 4.32G 0.01605 0.01297 0.005207 88 640: 82%|########2 | 33/40 [00:09<00:01, 3.61it/s] 121/499 4.32G 0.01603 0.01299 0.005166 75 640: 82%|########2 | 33/40 [00:09<00:01, 3.61it/s] 121/499 4.32G 0.01603 0.01299 0.005166 75 640: 85%|########5 | 34/40 [00:09<00:01, 3.77it/s] 121/499 4.32G 0.01599 0.01296 0.005111 75 640: 85%|########5 | 34/40 [00:09<00:01, 3.77it/s] 121/499 4.32G 0.01599 0.01296 0.005111 75 640: 88%|########7 | 35/40 [00:09<00:01, 3.86it/s] 121/499 4.32G 0.01602 0.01293 0.005114 68 640: 88%|########7 | 35/40 [00:09<00:01, 3.86it/s] 121/499 4.32G 0.01602 0.01293 0.005114 68 640: 90%|######### | 36/40 [00:09<00:00, 4.09it/s] 121/499 4.32G 0.01605 0.01296 0.005048 77 640: 90%|######### | 36/40 [00:09<00:00, 4.09it/s] 121/499 4.32G 0.01605 0.01296 0.005048 77 640: 92%|#########2| 37/40 [00:09<00:00, 4.23it/s] 121/499 4.32G 0.01606 0.01304 0.005051 82 640: 92%|#########2| 37/40 [00:10<00:00, 4.23it/s] 121/499 4.32G 0.01606 0.01304 0.005051 82 640: 95%|#########5| 38/40 [00:10<00:00, 4.49it/s] 121/499 4.32G 0.01608 0.01302 0.005008 73 640: 95%|#########5| 38/40 [00:10<00:00, 4.49it/s] 121/499 4.32G 0.01608 0.01302 0.005008 73 640: 98%|#########7| 39/40 [00:10<00:00, 4.44it/s] 121/499 4.32G 0.01613 0.013 0.004918 35 640: 98%|#########7| 39/40 [00:10<00:00, 4.44it/s] 121/499 4.32G 0.01613 0.013 0.004918 35 640: 100%|##########| 40/40 [00:10<00:00, 4.71it/s] 121/499 4.32G 0.01613 0.013 0.004918 35 640: 100%|##########| 40/40 [00:10<00:00, 3.80it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.31it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:01, 1.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.72it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.11it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.07it/s] all 132 263 0.887 0.856 0.898 0.74 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 122/499 4.32G 0.01687 0.01016 0.01384 62 640: 0%| | 0/40 [00:00<?, ?it/s] 122/499 4.32G 0.01687 0.01016 0.01384 62 640: 2%|2 | 1/40 [00:00<00:10, 3.56it/s] 122/499 4.32G 0.01695 0.01118 0.008778 70 640: 2%|2 | 1/40 [00:00<00:10, 3.56it/s] 122/499 4.32G 0.01695 0.01118 0.008778 70 640: 5%|5 | 2/40 [00:00<00:11, 3.42it/s] 122/499 4.32G 0.01758 0.01189 0.01012 67 640: 5%|5 | 2/40 [00:00<00:11, 3.42it/s] 122/499 4.32G 0.01758 0.01189 0.01012 67 640: 8%|7 | 3/40 [00:00<00:10, 3.66it/s] 122/499 4.32G 0.0172 0.01204 0.008288 71 640: 8%|7 | 3/40 [00:01<00:10, 3.66it/s] 122/499 4.32G 0.0172 0.01204 0.008288 71 640: 10%|# | 4/40 [00:01<00:09, 3.69it/s] 122/499 4.32G 0.01705 0.01238 0.007548 79 640: 10%|# | 4/40 [00:01<00:09, 3.69it/s] 122/499 4.32G 0.01705 0.01238 0.007548 79 640: 12%|#2 | 5/40 [00:01<00:09, 3.58it/s] 122/499 4.32G 0.01688 0.01252 0.006951 82 640: 12%|#2 | 5/40 [00:01<00:09, 3.58it/s] 122/499 4.32G 0.01688 0.01252 0.006951 82 640: 15%|#5 | 6/40 [00:01<00:09, 3.70it/s] 122/499 4.32G 0.01676 0.01228 0.00711 67 640: 15%|#5 | 6/40 [00:01<00:09, 3.70it/s] 122/499 4.32G 0.01676 0.01228 0.00711 67 640: 18%|#7 | 7/40 [00:01<00:08, 3.72it/s] 122/499 4.32G 0.01663 0.01242 0.007352 77 640: 18%|#7 | 7/40 [00:02<00:08, 3.72it/s] 122/499 4.32G 0.01663 0.01242 0.007352 77 640: 20%|## | 8/40 [00:02<00:08, 3.63it/s] 122/499 4.32G 0.01665 0.01241 0.007207 62 640: 20%|## | 8/40 [00:02<00:08, 3.63it/s] 122/499 4.32G 0.01665 0.01241 0.007207 62 640: 22%|##2 | 9/40 [00:02<00:08, 3.69it/s] 122/499 4.32G 0.0167 0.01219 0.006804 54 640: 22%|##2 | 9/40 [00:02<00:08, 3.69it/s] 122/499 4.32G 0.0167 0.01219 0.006804 54 640: 25%|##5 | 10/40 [00:02<00:08, 3.69it/s] 122/499 4.32G 0.0169 0.01251 0.006421 79 640: 25%|##5 | 10/40 [00:03<00:08, 3.69it/s] 122/499 4.32G 0.0169 0.01251 0.006421 79 640: 28%|##7 | 11/40 [00:03<00:08, 3.59it/s] 122/499 4.32G 0.01709 0.01251 0.006389 76 640: 28%|##7 | 11/40 [00:03<00:08, 3.59it/s] 122/499 4.32G 0.01709 0.01251 0.006389 76 640: 30%|### | 12/40 [00:03<00:07, 3.68it/s] 122/499 4.32G 0.01712 0.01262 0.006135 76 640: 30%|### | 12/40 [00:03<00:07, 3.68it/s] 122/499 4.32G 0.01712 0.01262 0.006135 76 640: 32%|###2 | 13/40 [00:03<00:07, 3.71it/s] 122/499 4.32G 0.01701 0.01263 0.005918 80 640: 32%|###2 | 13/40 [00:03<00:07, 3.71it/s] 122/499 4.32G 0.01701 0.01263 0.005918 80 640: 35%|###5 | 14/40 [00:03<00:07, 3.60it/s] 122/499 4.32G 0.01698 0.01276 0.005873 84 640: 35%|###5 | 14/40 [00:04<00:07, 3.60it/s] 122/499 4.32G 0.01698 0.01276 0.005873 84 640: 38%|###7 | 15/40 [00:04<00:06, 3.71it/s] 122/499 4.32G 0.01691 0.01271 0.005702 74 640: 38%|###7 | 15/40 [00:04<00:06, 3.71it/s] 122/499 4.32G 0.01691 0.01271 0.005702 74 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 122/499 4.32G 0.017 0.01299 0.005646 93 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 122/499 4.32G 0.017 0.01299 0.005646 93 640: 42%|####2 | 17/40 [00:04<00:06, 3.62it/s] 122/499 4.32G 0.01707 0.01286 0.00549 62 640: 42%|####2 | 17/40 [00:04<00:06, 3.62it/s] 122/499 4.32G 0.01707 0.01286 0.00549 62 640: 45%|####5 | 18/40 [00:04<00:05, 3.71it/s] 122/499 4.32G 0.01713 0.01288 0.005757 80 640: 45%|####5 | 18/40 [00:05<00:05, 3.71it/s] 122/499 4.32G 0.01713 0.01288 0.005757 80 640: 48%|####7 | 19/40 [00:05<00:05, 3.74it/s] 122/499 4.32G 0.01726 0.01317 0.005949 87 640: 48%|####7 | 19/40 [00:05<00:05, 3.74it/s] 122/499 4.32G 0.01726 0.01317 0.005949 87 640: 50%|##### | 20/40 [00:05<00:05, 3.63it/s] 122/499 4.32G 0.01734 0.01313 0.005885 70 640: 50%|##### | 20/40 [00:05<00:05, 3.63it/s] 122/499 4.32G 0.01734 0.01313 0.005885 70 640: 52%|#####2 | 21/40 [00:05<00:05, 3.69it/s] 122/499 4.32G 0.01724 0.01304 0.005897 68 640: 52%|#####2 | 21/40 [00:05<00:05, 3.69it/s] 122/499 4.32G 0.01724 0.01304 0.005897 68 640: 55%|#####5 | 22/40 [00:05<00:04, 3.70it/s] 122/499 4.32G 0.0173 0.01295 0.005994 56 640: 55%|#####5 | 22/40 [00:06<00:04, 3.70it/s] 122/499 4.32G 0.0173 0.01295 0.005994 56 640: 57%|#####7 | 23/40 [00:06<00:04, 3.61it/s] 122/499 4.32G 0.01727 0.01292 0.005939 72 640: 57%|#####7 | 23/40 [00:06<00:04, 3.61it/s] 122/499 4.32G 0.01727 0.01292 0.005939 72 640: 60%|###### | 24/40 [00:06<00:04, 3.70it/s] 122/499 4.32G 0.01714 0.01291 0.006039 75 640: 60%|###### | 24/40 [00:06<00:04, 3.70it/s] 122/499 4.32G 0.01714 0.01291 0.006039 75 640: 62%|######2 | 25/40 [00:06<00:04, 3.73it/s] 122/499 4.32G 0.01714 0.01293 0.006011 72 640: 62%|######2 | 25/40 [00:07<00:04, 3.73it/s] 122/499 4.32G 0.01714 0.01293 0.006011 72 640: 65%|######5 | 26/40 [00:07<00:03, 3.58it/s] 122/499 4.32G 0.01723 0.01289 0.006128 70 640: 65%|######5 | 26/40 [00:07<00:03, 3.58it/s] 122/499 4.32G 0.01723 0.01289 0.006128 70 640: 68%|######7 | 27/40 [00:07<00:03, 3.71it/s] 122/499 4.32G 0.0172 0.01292 0.00619 76 640: 68%|######7 | 27/40 [00:07<00:03, 3.71it/s] 122/499 4.32G 0.0172 0.01292 0.00619 76 640: 70%|####### | 28/40 [00:07<00:03, 3.72it/s] 122/499 4.32G 0.01728 0.0129 0.006109 68 640: 70%|####### | 28/40 [00:07<00:03, 3.72it/s] 122/499 4.32G 0.01728 0.0129 0.006109 68 640: 72%|#######2 | 29/40 [00:07<00:03, 3.63it/s] 122/499 4.32G 0.01735 0.01289 0.006216 63 640: 72%|#######2 | 29/40 [00:08<00:03, 3.63it/s] 122/499 4.32G 0.01735 0.01289 0.006216 63 640: 75%|#######5 | 30/40 [00:08<00:02, 3.75it/s] 122/499 4.32G 0.01736 0.01307 0.006114 104 640: 75%|#######5 | 30/40 [00:08<00:02, 3.75it/s] 122/499 4.32G 0.01736 0.01307 0.006114 104 640: 78%|#######7 | 31/40 [00:08<00:02, 3.86it/s] 122/499 4.32G 0.01732 0.013 0.00602 72 640: 78%|#######7 | 31/40 [00:08<00:02, 3.86it/s] 122/499 4.32G 0.01732 0.013 0.00602 72 640: 80%|######## | 32/40 [00:08<00:01, 4.04it/s] 122/499 4.32G 0.01731 0.01297 0.006067 70 640: 80%|######## | 32/40 [00:08<00:01, 4.04it/s] 122/499 4.32G 0.01731 0.01297 0.006067 70 640: 82%|########2 | 33/40 [00:08<00:01, 4.37it/s] 122/499 4.32G 0.01729 0.01296 0.006021 69 640: 82%|########2 | 33/40 [00:08<00:01, 4.37it/s] 122/499 4.32G 0.01729 0.01296 0.006021 69 640: 85%|########5 | 34/40 [00:08<00:01, 4.63it/s] 122/499 4.32G 0.0173 0.01303 0.005999 90 640: 85%|########5 | 34/40 [00:09<00:01, 4.63it/s] 122/499 4.32G 0.0173 0.01303 0.005999 90 640: 88%|########7 | 35/40 [00:09<00:01, 4.65it/s] 122/499 4.32G 0.01725 0.01297 0.005924 62 640: 88%|########7 | 35/40 [00:09<00:01, 4.65it/s] 122/499 4.32G 0.01725 0.01297 0.005924 62 640: 90%|######### | 36/40 [00:09<00:00, 4.67it/s] 122/499 4.32G 0.01721 0.01293 0.006004 66 640: 90%|######### | 36/40 [00:09<00:00, 4.67it/s] 122/499 4.32G 0.01721 0.01293 0.006004 66 640: 92%|#########2| 37/40 [00:09<00:00, 4.85it/s] 122/499 4.32G 0.0172 0.0129 0.006018 72 640: 92%|#########2| 37/40 [00:09<00:00, 4.85it/s] 122/499 4.32G 0.0172 0.0129 0.006018 72 640: 95%|#########5| 38/40 [00:09<00:00, 4.80it/s] 122/499 4.32G 0.01719 0.01292 0.00596 82 640: 95%|#########5| 38/40 [00:10<00:00, 4.80it/s] 122/499 4.32G 0.01719 0.01292 0.00596 82 640: 98%|#########7| 39/40 [00:10<00:00, 4.93it/s] 122/499 4.32G 0.01712 0.01288 0.005934 33 640: 98%|#########7| 39/40 [00:10<00:00, 4.93it/s] 122/499 4.32G 0.01712 0.01288 0.005934 33 640: 100%|##########| 40/40 [00:10<00:00, 5.15it/s] 122/499 4.32G 0.01712 0.01288 0.005934 33 640: 100%|##########| 40/40 [00:10<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.84it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.66it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.52it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.01it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.85it/s] all 132 263 0.899 0.876 0.914 0.733 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 123/499 4.32G 0.01626 0.01634 0.001426 95 640: 0%| | 0/40 [00:00<?, ?it/s] 123/499 4.32G 0.01626 0.01634 0.001426 95 640: 2%|2 | 1/40 [00:00<00:09, 3.90it/s] 123/499 4.32G 0.01652 0.0155 0.004671 74 640: 2%|2 | 1/40 [00:00<00:09, 3.90it/s] 123/499 4.32G 0.01652 0.0155 0.004671 74 640: 5%|5 | 2/40 [00:00<00:09, 4.03it/s] 123/499 4.32G 0.01657 0.01382 0.005204 58 640: 5%|5 | 2/40 [00:00<00:09, 4.03it/s] 123/499 4.32G 0.01657 0.01382 0.005204 58 640: 8%|7 | 3/40 [00:00<00:09, 3.85it/s] 123/499 4.32G 0.01682 0.01328 0.004987 69 640: 8%|7 | 3/40 [00:01<00:09, 3.85it/s] 123/499 4.32G 0.01682 0.01328 0.004987 69 640: 10%|# | 4/40 [00:01<00:09, 3.65it/s] 123/499 4.32G 0.01683 0.01346 0.005701 82 640: 10%|# | 4/40 [00:01<00:09, 3.65it/s] 123/499 4.32G 0.01683 0.01346 0.005701 82 640: 12%|#2 | 5/40 [00:01<00:09, 3.80it/s] 123/499 4.32G 0.0168 0.01378 0.00573 90 640: 12%|#2 | 5/40 [00:01<00:09, 3.80it/s] 123/499 4.32G 0.0168 0.01378 0.00573 90 640: 15%|#5 | 6/40 [00:01<00:09, 3.76it/s] 123/499 4.32G 0.01687 0.01336 0.005704 62 640: 15%|#5 | 6/40 [00:01<00:09, 3.76it/s] 123/499 4.32G 0.01687 0.01336 0.005704 62 640: 18%|#7 | 7/40 [00:01<00:09, 3.60it/s] 123/499 4.32G 0.01692 0.01337 0.005428 74 640: 18%|#7 | 7/40 [00:02<00:09, 3.60it/s] 123/499 4.32G 0.01692 0.01337 0.005428 74 640: 20%|## | 8/40 [00:02<00:08, 3.74it/s] 123/499 4.32G 0.01678 0.01333 0.005289 77 640: 20%|## | 8/40 [00:02<00:08, 3.74it/s] 123/499 4.32G 0.01678 0.01333 0.005289 77 640: 22%|##2 | 9/40 [00:02<00:08, 3.71it/s] 123/499 4.32G 0.01687 0.01353 0.005324 84 640: 22%|##2 | 9/40 [00:02<00:08, 3.71it/s] 123/499 4.32G 0.01687 0.01353 0.005324 84 640: 25%|##5 | 10/40 [00:02<00:08, 3.59it/s] 123/499 4.32G 0.01675 0.01353 0.005534 84 640: 25%|##5 | 10/40 [00:02<00:08, 3.59it/s] 123/499 4.32G 0.01675 0.01353 0.005534 84 640: 28%|##7 | 11/40 [00:02<00:07, 3.76it/s] 123/499 4.32G 0.01682 0.01346 0.005488 72 640: 28%|##7 | 11/40 [00:03<00:07, 3.76it/s] 123/499 4.32G 0.01682 0.01346 0.005488 72 640: 30%|### | 12/40 [00:03<00:07, 3.74it/s] 123/499 4.32G 0.01683 0.01341 0.005644 67 640: 30%|### | 12/40 [00:03<00:07, 3.74it/s] 123/499 4.32G 0.01683 0.01341 0.005644 67 640: 32%|###2 | 13/40 [00:03<00:07, 3.63it/s] 123/499 4.32G 0.01668 0.01346 0.005474 82 640: 32%|###2 | 13/40 [00:03<00:07, 3.63it/s] 123/499 4.32G 0.01668 0.01346 0.005474 82 640: 35%|###5 | 14/40 [00:03<00:06, 3.75it/s] 123/499 4.32G 0.01669 0.01371 0.005386 94 640: 35%|###5 | 14/40 [00:04<00:06, 3.75it/s] 123/499 4.32G 0.01669 0.01371 0.005386 94 640: 38%|###7 | 15/40 [00:04<00:06, 3.72it/s] 123/499 4.32G 0.01666 0.01365 0.005246 82 640: 38%|###7 | 15/40 [00:04<00:06, 3.72it/s] 123/499 4.32G 0.01666 0.01365 0.005246 82 640: 40%|#### | 16/40 [00:04<00:06, 3.62it/s] 123/499 4.32G 0.01659 0.01358 0.005085 75 640: 40%|#### | 16/40 [00:04<00:06, 3.62it/s] 123/499 4.32G 0.01659 0.01358 0.005085 75 640: 42%|####2 | 17/40 [00:04<00:06, 3.74it/s] 123/499 4.32G 0.01671 0.01373 0.005174 88 640: 42%|####2 | 17/40 [00:04<00:06, 3.74it/s] 123/499 4.32G 0.01671 0.01373 0.005174 88 640: 45%|####5 | 18/40 [00:04<00:05, 3.71it/s] 123/499 4.32G 0.01674 0.01369 0.005098 77 640: 45%|####5 | 18/40 [00:05<00:05, 3.71it/s] 123/499 4.32G 0.01674 0.01369 0.005098 77 640: 48%|####7 | 19/40 [00:05<00:05, 3.61it/s] 123/499 4.32G 0.01668 0.0136 0.005055 72 640: 48%|####7 | 19/40 [00:05<00:05, 3.61it/s] 123/499 4.32G 0.01668 0.0136 0.005055 72 640: 50%|##### | 20/40 [00:05<00:05, 3.74it/s] 123/499 4.32G 0.01662 0.0135 0.00492 63 640: 50%|##### | 20/40 [00:05<00:05, 3.74it/s] 123/499 4.32G 0.01662 0.0135 0.00492 63 640: 52%|#####2 | 21/40 [00:05<00:05, 3.71it/s] 123/499 4.32G 0.01664 0.01348 0.004896 68 640: 52%|#####2 | 21/40 [00:05<00:05, 3.71it/s] 123/499 4.32G 0.01664 0.01348 0.004896 68 640: 55%|#####5 | 22/40 [00:05<00:05, 3.60it/s] 123/499 4.32G 0.01663 0.0134 0.004904 54 640: 55%|#####5 | 22/40 [00:06<00:05, 3.60it/s] 123/499 4.32G 0.01663 0.0134 0.004904 54 640: 57%|#####7 | 23/40 [00:06<00:04, 3.74it/s] 123/499 4.32G 0.01664 0.01327 0.004902 65 640: 57%|#####7 | 23/40 [00:06<00:04, 3.74it/s] 123/499 4.32G 0.01664 0.01327 0.004902 65 640: 60%|###### | 24/40 [00:06<00:04, 3.72it/s] 123/499 4.32G 0.01673 0.01335 0.004834 87 640: 60%|###### | 24/40 [00:06<00:04, 3.72it/s] 123/499 4.32G 0.01673 0.01335 0.004834 87 640: 62%|######2 | 25/40 [00:06<00:04, 3.62it/s] 123/499 4.32G 0.01678 0.0132 0.004776 57 640: 62%|######2 | 25/40 [00:07<00:04, 3.62it/s] 123/499 4.32G 0.01678 0.0132 0.004776 57 640: 65%|######5 | 26/40 [00:07<00:03, 3.74it/s] 123/499 4.32G 0.01677 0.01315 0.004806 74 640: 65%|######5 | 26/40 [00:07<00:03, 3.74it/s] 123/499 4.32G 0.01677 0.01315 0.004806 74 640: 68%|######7 | 27/40 [00:07<00:03, 3.71it/s] 123/499 4.32G 0.01665 0.01306 0.004873 71 640: 68%|######7 | 27/40 [00:07<00:03, 3.71it/s] 123/499 4.32G 0.01665 0.01306 0.004873 71 640: 70%|####### | 28/40 [00:07<00:03, 3.66it/s] 123/499 4.32G 0.01664 0.01316 0.004807 87 640: 70%|####### | 28/40 [00:07<00:03, 3.66it/s] 123/499 4.32G 0.01664 0.01316 0.004807 87 640: 72%|#######2 | 29/40 [00:07<00:02, 3.84it/s] 123/499 4.32G 0.01662 0.0132 0.004828 77 640: 72%|#######2 | 29/40 [00:07<00:02, 3.84it/s] 123/499 4.32G 0.01662 0.0132 0.004828 77 640: 75%|#######5 | 30/40 [00:07<00:02, 4.15it/s] 123/499 4.32G 0.01665 0.01321 0.004738 75 640: 75%|#######5 | 30/40 [00:08<00:02, 4.15it/s] 123/499 4.32G 0.01665 0.01321 0.004738 75 640: 78%|#######7 | 31/40 [00:08<00:02, 4.32it/s] 123/499 4.32G 0.01669 0.01319 0.004752 74 640: 78%|#######7 | 31/40 [00:08<00:02, 4.32it/s] 123/499 4.32G 0.01669 0.01319 0.004752 74 640: 80%|######## | 32/40 [00:08<00:01, 4.58it/s] 123/499 4.32G 0.01666 0.01311 0.00469 59 640: 80%|######## | 32/40 [00:08<00:01, 4.58it/s] 123/499 4.32G 0.01666 0.01311 0.00469 59 640: 82%|########2 | 33/40 [00:08<00:01, 4.79it/s] 123/499 4.32G 0.01666 0.01308 0.004934 79 640: 82%|########2 | 33/40 [00:08<00:01, 4.79it/s] 123/499 4.32G 0.01666 0.01308 0.004934 79 640: 85%|########5 | 34/40 [00:08<00:01, 4.77it/s] 123/499 4.32G 0.01669 0.01312 0.005104 76 640: 85%|########5 | 34/40 [00:08<00:01, 4.77it/s] 123/499 4.32G 0.01669 0.01312 0.005104 76 640: 88%|########7 | 35/40 [00:08<00:01, 4.91it/s] 123/499 4.32G 0.0167 0.0131 0.005078 74 640: 88%|########7 | 35/40 [00:09<00:01, 4.91it/s] 123/499 4.32G 0.0167 0.0131 0.005078 74 640: 90%|######### | 36/40 [00:09<00:00, 5.03it/s] 123/499 4.32G 0.01669 0.01309 0.005066 78 640: 90%|######### | 36/40 [00:09<00:00, 5.03it/s] 123/499 4.32G 0.01669 0.01309 0.005066 78 640: 92%|#########2| 37/40 [00:09<00:00, 4.91it/s] 123/499 4.32G 0.0167 0.01303 0.005105 65 640: 92%|#########2| 37/40 [00:09<00:00, 4.91it/s] 123/499 4.32G 0.0167 0.01303 0.005105 65 640: 95%|#########5| 38/40 [00:09<00:00, 4.98it/s] 123/499 4.32G 0.01669 0.01301 0.005109 75 640: 95%|#########5| 38/40 [00:09<00:00, 4.98it/s] 123/499 4.32G 0.01669 0.01301 0.005109 75 640: 98%|#########7| 39/40 [00:09<00:00, 5.11it/s] 123/499 4.32G 0.01666 0.01308 0.005002 42 640: 98%|#########7| 39/40 [00:09<00:00, 5.11it/s] 123/499 4.32G 0.01666 0.01308 0.005002 42 640: 100%|##########| 40/40 [00:09<00:00, 4.95it/s] 123/499 4.32G 0.01666 0.01308 0.005002 42 640: 100%|##########| 40/40 [00:09<00:00, 4.01it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.61it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.63it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.52it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 2.01it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.82it/s] all 132 263 0.891 0.867 0.896 0.746 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 124/499 4.32G 0.01696 0.01123 0.01259 68 640: 0%| | 0/40 [00:00<?, ?it/s] 124/499 4.32G 0.01696 0.01123 0.01259 68 640: 2%|2 | 1/40 [00:00<00:09, 4.00it/s] 124/499 4.32G 0.01688 0.01337 0.008679 88 640: 2%|2 | 1/40 [00:00<00:09, 4.00it/s] 124/499 4.32G 0.01688 0.01337 0.008679 88 640: 5%|5 | 2/40 [00:00<00:09, 3.85it/s] 124/499 4.32G 0.01711 0.01286 0.007956 66 640: 5%|5 | 2/40 [00:00<00:09, 3.85it/s] 124/499 4.32G 0.01711 0.01286 0.007956 66 640: 8%|7 | 3/40 [00:00<00:10, 3.64it/s] 124/499 4.32G 0.01713 0.01256 0.006564 65 640: 8%|7 | 3/40 [00:01<00:10, 3.64it/s] 124/499 4.32G 0.01713 0.01256 0.006564 65 640: 10%|# | 4/40 [00:01<00:09, 3.73it/s] 124/499 4.32G 0.01697 0.01241 0.00697 69 640: 10%|# | 4/40 [00:01<00:09, 3.73it/s] 124/499 4.32G 0.01697 0.01241 0.00697 69 640: 12%|#2 | 5/40 [00:01<00:09, 3.75it/s] 124/499 4.32G 0.01701 0.01248 0.006642 79 640: 12%|#2 | 5/40 [00:01<00:09, 3.75it/s] 124/499 4.32G 0.01701 0.01248 0.006642 79 640: 15%|#5 | 6/40 [00:01<00:09, 3.62it/s] 124/499 4.32G 0.017 0.01279 0.00659 92 640: 15%|#5 | 6/40 [00:01<00:09, 3.62it/s] 124/499 4.32G 0.017 0.01279 0.00659 92 640: 18%|#7 | 7/40 [00:01<00:08, 3.72it/s] 124/499 4.32G 0.0171 0.01259 0.006535 60 640: 18%|#7 | 7/40 [00:02<00:08, 3.72it/s] 124/499 4.32G 0.0171 0.01259 0.006535 60 640: 20%|## | 8/40 [00:02<00:08, 3.73it/s] 124/499 4.32G 0.01737 0.01261 0.006162 67 640: 20%|## | 8/40 [00:02<00:08, 3.73it/s] 124/499 4.32G 0.01737 0.01261 0.006162 67 640: 22%|##2 | 9/40 [00:02<00:08, 3.62it/s] 124/499 4.32G 0.01767 0.0129 0.006052 78 640: 22%|##2 | 9/40 [00:02<00:08, 3.62it/s] 124/499 4.32G 0.01767 0.0129 0.006052 78 640: 25%|##5 | 10/40 [00:02<00:08, 3.70it/s] 124/499 4.32G 0.01779 0.01298 0.005934 78 640: 25%|##5 | 10/40 [00:02<00:08, 3.70it/s] 124/499 4.32G 0.01779 0.01298 0.005934 78 640: 28%|##7 | 11/40 [00:02<00:07, 3.71it/s] 124/499 4.32G 0.01774 0.01318 0.006367 82 640: 28%|##7 | 11/40 [00:03<00:07, 3.71it/s] 124/499 4.32G 0.01774 0.01318 0.006367 82 640: 30%|### | 12/40 [00:03<00:07, 3.61it/s] 124/499 4.32G 0.01761 0.01318 0.006161 76 640: 30%|### | 12/40 [00:03<00:07, 3.61it/s] 124/499 4.32G 0.01761 0.01318 0.006161 76 640: 32%|###2 | 13/40 [00:03<00:07, 3.71it/s] 124/499 4.32G 0.0175 0.01326 0.006136 77 640: 32%|###2 | 13/40 [00:03<00:07, 3.71it/s] 124/499 4.32G 0.0175 0.01326 0.006136 77 640: 35%|###5 | 14/40 [00:03<00:06, 3.74it/s] 124/499 4.32G 0.0174 0.01326 0.005889 81 640: 35%|###5 | 14/40 [00:04<00:06, 3.74it/s] 124/499 4.32G 0.0174 0.01326 0.005889 81 640: 38%|###7 | 15/40 [00:04<00:06, 3.63it/s] 124/499 4.32G 0.0174 0.01319 0.005783 70 640: 38%|###7 | 15/40 [00:04<00:06, 3.63it/s] 124/499 4.32G 0.0174 0.01319 0.005783 70 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 124/499 4.32G 0.0174 0.01323 0.005758 74 640: 40%|#### | 16/40 [00:04<00:06, 3.73it/s] 124/499 4.32G 0.0174 0.01323 0.005758 74 640: 42%|####2 | 17/40 [00:04<00:06, 3.72it/s] 124/499 4.32G 0.0174 0.01317 0.005692 71 640: 42%|####2 | 17/40 [00:04<00:06, 3.72it/s] 124/499 4.32G 0.0174 0.01317 0.005692 71 640: 45%|####5 | 18/40 [00:04<00:06, 3.61it/s] 124/499 4.32G 0.01739 0.01309 0.005654 72 640: 45%|####5 | 18/40 [00:05<00:06, 3.61it/s] 124/499 4.32G 0.01739 0.01309 0.005654 72 640: 48%|####7 | 19/40 [00:05<00:05, 3.71it/s] 124/499 4.32G 0.01734 0.01311 0.005513 79 640: 48%|####7 | 19/40 [00:05<00:05, 3.71it/s] 124/499 4.32G 0.01734 0.01311 0.005513 79 640: 50%|##### | 20/40 [00:05<00:05, 3.73it/s] 124/499 4.32G 0.01725 0.0131 0.005321 79 640: 50%|##### | 20/40 [00:05<00:05, 3.73it/s] 124/499 4.32G 0.01725 0.0131 0.005321 79 640: 52%|#####2 | 21/40 [00:05<00:05, 3.62it/s] 124/499 4.32G 0.01732 0.01316 0.005721 67 640: 52%|#####2 | 21/40 [00:05<00:05, 3.62it/s] 124/499 4.32G 0.01732 0.01316 0.005721 67 640: 55%|#####5 | 22/40 [00:05<00:04, 3.72it/s] 124/499 4.32G 0.01733 0.01322 0.005642 81 640: 55%|#####5 | 22/40 [00:06<00:04, 3.72it/s] 124/499 4.32G 0.01733 0.01322 0.005642 81 640: 57%|#####7 | 23/40 [00:06<00:04, 3.72it/s] 124/499 4.32G 0.01727 0.01316 0.00565 72 640: 57%|#####7 | 23/40 [00:06<00:04, 3.72it/s] 124/499 4.32G 0.01727 0.01316 0.00565 72 640: 60%|###### | 24/40 [00:06<00:04, 3.61it/s] 124/499 4.32G 0.0172 0.01305 0.005521 64 640: 60%|###### | 24/40 [00:06<00:04, 3.61it/s] 124/499 4.32G 0.0172 0.01305 0.005521 64 640: 62%|######2 | 25/40 [00:06<00:04, 3.72it/s] 124/499 4.32G 0.01718 0.01313 0.005468 82 640: 62%|######2 | 25/40 [00:07<00:04, 3.72it/s] 124/499 4.32G 0.01718 0.01313 0.005468 82 640: 65%|######5 | 26/40 [00:07<00:03, 3.72it/s] 124/499 4.32G 0.01729 0.01317 0.005406 77 640: 65%|######5 | 26/40 [00:07<00:03, 3.72it/s] 124/499 4.32G 0.01729 0.01317 0.005406 77 640: 68%|######7 | 27/40 [00:07<00:03, 3.64it/s] 124/499 4.32G 0.01729 0.01316 0.005411 77 640: 68%|######7 | 27/40 [00:07<00:03, 3.64it/s] 124/499 4.32G 0.01729 0.01316 0.005411 77 640: 70%|####### | 28/40 [00:07<00:03, 3.81it/s] 124/499 4.32G 0.01731 0.01318 0.005472 73 640: 70%|####### | 28/40 [00:07<00:03, 3.81it/s] 124/499 4.32G 0.01731 0.01318 0.005472 73 640: 72%|#######2 | 29/40 [00:07<00:02, 4.17it/s] 124/499 4.32G 0.01724 0.01313 0.005414 67 640: 72%|#######2 | 29/40 [00:07<00:02, 4.17it/s] 124/499 4.32G 0.01724 0.01313 0.005414 67 640: 75%|#######5 | 30/40 [00:07<00:02, 4.31it/s] 124/499 4.32G 0.01723 0.01324 0.005413 89 640: 75%|#######5 | 30/40 [00:08<00:02, 4.31it/s] 124/499 4.32G 0.01723 0.01324 0.005413 89 640: 78%|#######7 | 31/40 [00:08<00:01, 4.57it/s] 124/499 4.32G 0.01722 0.01321 0.005439 66 640: 78%|#######7 | 31/40 [00:08<00:01, 4.57it/s] 124/499 4.32G 0.01722 0.01321 0.005439 66 640: 80%|######## | 32/40 [00:08<00:01, 4.79it/s] 124/499 4.32G 0.01715 0.0131 0.005388 65 640: 80%|######## | 32/40 [00:08<00:01, 4.79it/s] 124/499 4.32G 0.01715 0.0131 0.005388 65 640: 82%|########2 | 33/40 [00:08<00:01, 4.74it/s] 124/499 4.32G 0.01713 0.01309 0.005298 71 640: 82%|########2 | 33/40 [00:08<00:01, 4.74it/s] 124/499 4.32G 0.01713 0.01309 0.005298 71 640: 85%|########5 | 34/40 [00:08<00:01, 4.89it/s] 124/499 4.32G 0.01711 0.01318 0.005271 92 640: 85%|########5 | 34/40 [00:08<00:01, 4.89it/s] 124/499 4.32G 0.01711 0.01318 0.005271 92 640: 88%|########7 | 35/40 [00:08<00:00, 5.03it/s] 124/499 4.32G 0.01714 0.01318 0.00541 75 640: 88%|########7 | 35/40 [00:09<00:00, 5.03it/s] 124/499 4.32G 0.01714 0.01318 0.00541 75 640: 90%|######### | 36/40 [00:09<00:00, 4.96it/s] 124/499 4.32G 0.01716 0.01319 0.005487 66 640: 90%|######### | 36/40 [00:09<00:00, 4.96it/s] 124/499 4.32G 0.01716 0.01319 0.005487 66 640: 92%|#########2| 37/40 [00:09<00:00, 5.06it/s] 124/499 4.32G 0.01713 0.01318 0.005446 74 640: 92%|#########2| 37/40 [00:09<00:00, 5.06it/s] 124/499 4.32G 0.01713 0.01318 0.005446 74 640: 95%|#########5| 38/40 [00:09<00:00, 5.02it/s] 124/499 4.32G 0.0171 0.01313 0.00538 66 640: 95%|#########5| 38/40 [00:09<00:00, 5.02it/s] 124/499 4.32G 0.0171 0.01313 0.00538 66 640: 98%|#########7| 39/40 [00:09<00:00, 4.37it/s] 124/499 4.32G 0.01702 0.01311 0.005335 36 640: 98%|#########7| 39/40 [00:10<00:00, 4.37it/s] 124/499 4.32G 0.01702 0.01311 0.005335 36 640: 100%|##########| 40/40 [00:10<00:00, 4.36it/s] 124/499 4.32G 0.01702 0.01311 0.005335 36 640: 100%|##########| 40/40 [00:10<00:00, 3.98it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 1.68it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:01<00:01, 1.62it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 1.51it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.99it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:02<00:00, 1.81it/s] all 132 263 0.88 0.856 0.874 0.723 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 125/499 4.32G 0.01636 0.01251 0.00285 72 640: 0%| | 0/40 [00:00<?, ?it/s] 125/499 4.32G 0.01636 0.01251 0.00285 72 640: 2%|2 | 1/40 [00:00<00:09, 3.95it/s] 125/499 4.32G 0.01552 0.01276 0.002268 71 640: 2%|2 | 1/40 [00:00<00:09, 3.95it/s] 125/499 4.32G 0.01552 0.01276 0.002268 71 640: 5%|5 | 2/40 [00:00<00:10, 3.55it/s] 125/499 4.32G 0.01587 0.01242 0.003408 73 640: 5%|5 | 2/40 [00:00<00:10, 3.55it/s] 125/499 4.32G 0.01587 0.01242 0.003408 73 640: 8%|7 | 3/40 [00:00<00:09, 3.81it/s] 125/499 4.32G 0.01588 0.01239 0.004295 69 640: 8%|7 | 3/40 [00:01<00:09, 3.81it/s] 125/499 4.32G 0.01588 0.01239 0.004295 69 640: 10%|# | 4/40 [00:01<00:09, 3.73it/s] 125/499 4.32G 0.01616 0.01297 0.004968 80 640: 10%|# | 4/40 [00:01<00:09, 3.73it/s] 125/499 4.32G 0.01616 0.01297 0.004968 80 640: 12%|#2 | 5/40 [00:01<00:09, 3.60it/s] 125/499 4.32G 0.0163 0.01315 0.005462 84 640: 12%|#2 | 5/40 [00:01<00:09, 3.60it/s] 125/499 4.32G 0.0163 0.01315 0.005462 84 640: 15%|#5 | 6/40 [00:01<00:09, 3.75it/s] 125/499 4.32G 0.01631 0.01338 0.005988 81 640: 15%|#5 | 6/40 [00:01<00:09, 3.75it/s] 125/499 4.32G 0.01631 0.01338 0.005988 81 640: 18%|#7 | 7/40 [00:01<00:08, 3.74it/s] 125/499 4.32G 0.01653 0.0132 0.006404 64 640: 18%|#7 | 7/40 [00:02<00:08, 3.74it/s] 125/499 4.32G 0.01653 0.0132 0.006404 64 640: 20%|## | 8/40 [00:02<00:08, 3.61it/s] 125/499 4.32G 0.01628 0.01303 0.006668 71 640: 20%|## | 8/40 [00:02<00:08, 3.61it/s] 125/499 4.32G 0.01628 0.01303 0.006668 71 640: 22%|##2 | 9/40 [00:02<00:08, 3.73it/s] 125/499 4.32G 0.01617 0.01288 0.006121 74 640: 22%|##2 | 9/40 [00:02<00:08, 3.73it/s] 125/499 4.32G 0.01617 0.01288 0.006121 74 640: 25%|##5 | 10/40 [00:02<00:08, 3.71it/s] 125/499 4.32G 0.01642 0.01268 0.006026 64 640: 25%|##5 | 10/40 [00:02<00:08, 3.71it/s] 125/499 4.32G 0.01642 0.01268 0.006026 64 640: 28%|##7 | 11/40 [00:02<00:08, 3.59it/s] 125/499 4.32G 0.01637 0.01271 0.005768 78 640: 28%|##7 | 11/40 [00:03<00:08, 3.59it/s] 125/499 4.32G 0.01637 0.01271 0.005768 78 640: 30%|### | 12/40 [00:03<00:07, 3.75it/s] 125/499 4.32G 0.01633 0.01286 0.005558 85 640: 30%|### | 12/40 [00:03<00:07, 3.75it/s] 125/499 4.32G 0.01633 0.01286 0.005558 85 640: 32%|###2 | 13/40 [00:03<00:07, 3.73it/s] 125/499 4.32G 0.01635 0.01308 0.005717 88 640: 32%|###2 | 13/40 [00:03<00:07, 3.73it/s] 125/499 4.32G 0.01635 0.01308 0.005717 88 640: 35%|###5 | 14/40 [00:03<00:07, 3.62it/s] 125/499 4.32G 0.01623 0.01295 0.005555 72 640: 35%|###5 | 14/40 [00:04<00:07, 3.62it/s] 125/499 4.32G 0.01623 0.01295 0.005555 72 640: 38%|###7 | 15/40 [00:04<00:06, 3.75it/s] 125/499 4.32G 0.0162 0.0131 0.005402 91 640: 38%|###7 | 15/40 [00:04<00:06, 3.75it/s] 125/499 4.32G 0.0162 0.0131 0.005402 91 640: 40%|#### | 16/40 [00:04<00:06, 3.70it/s] 125/499 4.32G 0.01623 0.01304 0.005466 71 640: 40%|#### | 16/40 [00:04<00:06, 3.70it/s] 125/499 4.32G 0.01623 0.01304 0.005466 71 640: 42%|####2 | 17/40 [00:04<00:06, 3.62it/s] 125/499 4.32G 0.01639 0.01321 0.005599 82 640: 42%|####2 | 17/40 [00:04<00:06, 3.62it/s] 125/499 4.32G 0.01639 0.01321 0.005599 82 640: 45%|####5 | 18/40 [00:04<00:05, 3.73it/s] 125/499 4.32G 0.01632 0.01325 0.005483 81 640: 45%|####5 | 18/40 [00:05<00:05, 3.73it/s] 125/499 4.32G 0.01632 0.01325 0.005483 81 640: 48%|####7 | 19/40 [00:05<00:05, 3.71it/s] 125/499 4.32G 0.01632 0.01326 0.005444 79 640: 48%|####7 | 19/40 [00:05<00:05, 3.71it/s] 125/499 4.32G 0.01632 0.01326 0.005444 79 640: 50%|##### | 20/40 [00:05<00:05, 3.63it/s] 125/499 4.32G 0.01629 0.01326 0.005316 81 640: 50%|##### | 20/40 [00:05<00:05, 3.63it/s] 125/499 4.32G 0.01629 0.01326 0.005316 81 640: 52%|#####2 | 21/40 [00:05<00:05, 3.73it/s] 125/499 4.32G 0.01642 0.01317 0.00544 61 640: 52%|#####2 | 21/40 [00:05<00:05, 3.73it/s] 125/499 4.32G 0.01642 0.01317 0.00544 61 640: 55%|#####5 | 22/40 [00:05<00:04, 3.70it/s] 125/499 4.32G 0.01647 0.01321 0.005297 76 640: 55%|#####5 | 22/40 [00:06<00:04, 3.70it/s] 125/499 4.32G 0.01647 0.01321 0.005297 76 640: 57%|#####7 | 23/40 [00:06<00:04, 3.60it/s] 125/499 4.32G 0.01648 0.01314 0.005136 67 640: 57%|#####7 | 23/40 [00:06<00:04, 3.60it/s] 125/499 4.32G 0.01648 0.01314 0.005136 67 640: 60%|###### | 24/40 [00:06<00:04, 3.74it/s] 125/499 4.32G 0.01644 0.01311 0.005015 76 640: 60%|###### | 24/40 [00:06<00:04, 3.74it/s] 125/499 4.32G 0.01644 0.01311 0.005015 76 640: 62%|######2 | 25/40 [00:06<00:03, 3.76it/s] 125/499 4.32G 0.0164 0.013 0.005029 63 640: 62%|######2 | 25/40 [00:07<00:03, 3.76it/s] 125/499 4.32G 0.0164 0.013 0.005029 63 640: 65%|######5 | 26/40 [00:07<00:03, 3.72it/s] 125/499 4.32G 0.01636 0.01295 0.005012 67 640: 65%|######5 | 26/40 [00:07<00:03, 3.72it/s] 125/499 4.32G 0.01636 0.01295 0.005012 67 640: 68%|######7 | 27/40 [00:07<00:03, 4.08it/s] 125/499 4.32G 0.01636 0.01287 0.004966 73 640: 68%|######7 | 27/40 [00:07<00:03, 4.08it/s] 125/499 4.32G 0.01636 0.01287 0.004966 73 640: 70%|####### | 28/40 [00:07<00:02, 4.39it/s] 125/499 4.32G 0.01637 0.01287 0.005084 67 640: 70%|####### | 28/40 [00:07<00:02, 4.39it/s] 125/499 4.32G 0.01637 0.01287 0.005084 67 640: 72%|#######2 | 29/40 [00:07<00:02, 4.43it/s] 125/499 4.32G 0.01634 0.01285 0.004992 81 640: 72%|#######2 | 29/40 [00:07<00:02, 4.43it/s] 125/499 4.32G 0.01634 0.01285 0.004992 81 640: 75%|#######5 | 30/40 [00:07<00:02, 4.68it/s] 125/499 4.32G 0.01638 0.01281 0.005044 66 640: 75%|#######5 | 30/40 [00:08<00:02, 4.68it/s] 125/499 4.32G 0.01638 0.01281 0.005044 66 640: 78%|#######7 | 31/40 [00:08<00:01, 4.73it/s] 125/499 4.32G 0.01637 0.01281 0.005004 76 640: 78%|#######7 | 31/40 [00:08<00:01, 4.73it/s] 125/499 4.32G 0.01637 0.01281 0.005004 76 640: 80%|######## | 32/40 [00:08<00:01, 4.71it/s] 125/499 4.32G 0.01631 0.01276 0.004989 56 640: 80%|######## | 32/40 [00:08<00:01, 4.71it/s] 125/499 4.32G 0.01631 0.01276 0.004989 56 640: 82%|########2 | 33/40 [00:08<00:01, 4.90it/s] 125/499 4.32G 0.01634 0.01266 0.00499 60 640: 82%|########2 | 33/40 [00:08<00:01, 4.90it/s] 125/499 4.32G 0.01634 0.01266 0.00499 60 640: 85%|########5 | 34/40 [00:08<00:01, 5.00it/s] 125/499 4.32G 0.01636 0.01261 0.004925 67 640: 85%|########5 | 34/40 [00:08<00:01, 5.00it/s] 125/499 4.32G 0.01636 0.01261 0.004925 67 640: 88%|########7 | 35/40 [00:08<00:01, 4.96it/s] 125/499 4.32G 0.01634 0.01265 0.004856 82 640: 88%|########7 | 35/40 [00:09<00:01, 4.96it/s] 125/499 4.32G 0.01634 0.01265 0.004856 82 640: 90%|######### | 36/40 [00:09<00:00, 5.08it/s] 125/499 4.32G 0.01628 0.01267 0.004869 84 640: 90%|######### | 36/40 [00:09<00:00, 5.08it/s] 125/499 4.32G 0.01628 0.01267 0.004869 84 640: 92%|#########2| 37/40 [00:09<00:00, 5.20it/s] 125/499 4.32G 0.01626 0.01272 0.004859 87 640: 92%|#########2| 37/40 [00:09<00:00, 5.20it/s] 125/499 4.32G 0.01626 0.01272 0.004859 87 640: 95%|#########5| 38/40 [00:09<00:00, 5.10it/s] 125/499 4.32G 0.01624 0.0128 0.004873 94 640: 95%|#########5| 38/40 [00:09<00:00, 5.10it/s] 125/499 4.32G 0.01624 0.0128 0.004873 94 640: 98%|#########7| 39/40 [00:09<00:00, 5.08it/s] 125/499 4.32G 0.01627 0.01286 0.004858 38 640: 98%|#########7| 39/40 [00:09<00:00, 5.08it/s] 125/499 4.32G 0.01627 0.01286 0.004858 38 640: 100%|##########| 40/40 [00:09<00:00, 5.25it/s] 125/499 4.32G 0.01627 0.01286 0.004858 38 640: 100%|##########| 40/40 [00:09<00:00, 4.10it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.78it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.73it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.62it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.26it/s] all 132 263 0.854 0.882 0.895 0.743 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 126/499 4.32G 0.01708 0.01358 0.006299 81 640: 0%| | 0/40 [00:00<?, ?it/s] 126/499 4.32G 0.01708 0.01358 0.006299 81 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 126/499 4.32G 0.01834 0.01402 0.006772 78 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 126/499 4.32G 0.01834 0.01402 0.006772 78 640: 5%|5 | 2/40 [00:00<00:07, 5.25it/s] 126/499 4.32G 0.01814 0.0142 0.006164 84 640: 5%|5 | 2/40 [00:00<00:07, 5.25it/s] 126/499 4.32G 0.01814 0.0142 0.006164 84 640: 8%|7 | 3/40 [00:00<00:06, 5.36it/s] 126/499 4.32G 0.01772 0.0138 0.006087 73 640: 8%|7 | 3/40 [00:00<00:06, 5.36it/s] 126/499 4.32G 0.01772 0.0138 0.006087 73 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 126/499 4.32G 0.01785 0.01428 0.006028 89 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 126/499 4.32G 0.01785 0.01428 0.006028 89 640: 12%|#2 | 5/40 [00:00<00:06, 5.28it/s] 126/499 4.32G 0.01753 0.01391 0.0055 66 640: 12%|#2 | 5/40 [00:01<00:06, 5.28it/s] 126/499 4.32G 0.01753 0.01391 0.0055 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 126/499 4.32G 0.01744 0.0136 0.005089 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 126/499 4.32G 0.01744 0.0136 0.005089 66 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 126/499 4.32G 0.01715 0.01356 0.004741 83 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 126/499 4.32G 0.01715 0.01356 0.004741 83 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 126/499 4.32G 0.01692 0.01377 0.005145 81 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 126/499 4.32G 0.01692 0.01377 0.005145 81 640: 22%|##2 | 9/40 [00:01<00:05, 5.39it/s] 126/499 4.32G 0.01692 0.01375 0.005058 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.39it/s] 126/499 4.32G 0.01692 0.01375 0.005058 72 640: 25%|##5 | 10/40 [00:01<00:05, 5.24it/s] 126/499 4.32G 0.01691 0.01373 0.005192 73 640: 25%|##5 | 10/40 [00:02<00:05, 5.24it/s] 126/499 4.32G 0.01691 0.01373 0.005192 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.34it/s] 126/499 4.32G 0.01692 0.01372 0.005409 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.34it/s] 126/499 4.32G 0.01692 0.01372 0.005409 78 640: 30%|### | 12/40 [00:02<00:05, 5.39it/s] 126/499 4.32G 0.0168 0.01355 0.005226 67 640: 30%|### | 12/40 [00:02<00:05, 5.39it/s] 126/499 4.32G 0.0168 0.01355 0.005226 67 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 126/499 4.32G 0.01707 0.01351 0.005729 60 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 126/499 4.32G 0.01707 0.01351 0.005729 60 640: 35%|###5 | 14/40 [00:02<00:05, 5.00it/s] 126/499 4.32G 0.01698 0.0133 0.00555 62 640: 35%|###5 | 14/40 [00:02<00:05, 5.00it/s] 126/499 4.32G 0.01698 0.0133 0.00555 62 640: 38%|###7 | 15/40 [00:02<00:05, 4.92it/s] 126/499 4.32G 0.01684 0.01328 0.005428 91 640: 38%|###7 | 15/40 [00:03<00:05, 4.92it/s] 126/499 4.32G 0.01684 0.01328 0.005428 91 640: 40%|#### | 16/40 [00:03<00:05, 4.76it/s] 126/499 4.32G 0.01675 0.01322 0.00553 76 640: 40%|#### | 16/40 [00:03<00:05, 4.76it/s] 126/499 4.32G 0.01675 0.01322 0.00553 76 640: 42%|####2 | 17/40 [00:03<00:04, 4.90it/s] 126/499 4.32G 0.01683 0.01312 0.005694 65 640: 42%|####2 | 17/40 [00:03<00:04, 4.90it/s] 126/499 4.32G 0.01683 0.01312 0.005694 65 640: 45%|####5 | 18/40 [00:03<00:04, 4.66it/s] 126/499 4.32G 0.01676 0.01306 0.005693 76 640: 45%|####5 | 18/40 [00:03<00:04, 4.66it/s] 126/499 4.32G 0.01676 0.01306 0.005693 76 640: 48%|####7 | 19/40 [00:03<00:05, 4.17it/s] 126/499 4.32G 0.01668 0.01301 0.005759 74 640: 48%|####7 | 19/40 [00:04<00:05, 4.17it/s] 126/499 4.32G 0.01668 0.01301 0.005759 74 640: 50%|##### | 20/40 [00:04<00:04, 4.10it/s] 126/499 4.32G 0.01656 0.01295 0.005892 73 640: 50%|##### | 20/40 [00:04<00:04, 4.10it/s] 126/499 4.32G 0.01656 0.01295 0.005892 73 640: 52%|#####2 | 21/40 [00:04<00:04, 4.08it/s] 126/499 4.32G 0.01672 0.01298 0.00596 61 640: 52%|#####2 | 21/40 [00:04<00:04, 4.08it/s] 126/499 4.32G 0.01672 0.01298 0.00596 61 640: 55%|#####5 | 22/40 [00:04<00:04, 3.81it/s] 126/499 4.32G 0.01677 0.01307 0.005851 84 640: 55%|#####5 | 22/40 [00:04<00:04, 3.81it/s] 126/499 4.32G 0.01677 0.01307 0.005851 84 640: 57%|#####7 | 23/40 [00:04<00:04, 4.06it/s] 126/499 4.32G 0.01672 0.01303 0.00587 76 640: 57%|#####7 | 23/40 [00:05<00:04, 4.06it/s] 126/499 4.32G 0.01672 0.01303 0.00587 76 640: 60%|###### | 24/40 [00:05<00:03, 4.36it/s] 126/499 4.32G 0.01672 0.0131 0.005877 85 640: 60%|###### | 24/40 [00:05<00:03, 4.36it/s] 126/499 4.32G 0.01672 0.0131 0.005877 85 640: 62%|######2 | 25/40 [00:05<00:03, 4.45it/s] 126/499 4.32G 0.01679 0.01313 0.005807 70 640: 62%|######2 | 25/40 [00:05<00:03, 4.45it/s] 126/499 4.32G 0.01679 0.01313 0.005807 70 640: 65%|######5 | 26/40 [00:05<00:03, 4.66it/s] 126/499 4.32G 0.01681 0.01313 0.005679 68 640: 65%|######5 | 26/40 [00:05<00:03, 4.66it/s] 126/499 4.32G 0.01681 0.01313 0.005679 68 640: 68%|######7 | 27/40 [00:05<00:02, 4.73it/s] 126/499 4.32G 0.01681 0.01306 0.005649 65 640: 68%|######7 | 27/40 [00:05<00:02, 4.73it/s] 126/499 4.32G 0.01681 0.01306 0.005649 65 640: 70%|####### | 28/40 [00:05<00:02, 4.75it/s] 126/499 4.32G 0.01681 0.01306 0.005633 66 640: 70%|####### | 28/40 [00:06<00:02, 4.75it/s] 126/499 4.32G 0.01681 0.01306 0.005633 66 640: 72%|#######2 | 29/40 [00:06<00:02, 4.92it/s] 126/499 4.32G 0.01676 0.01305 0.005719 72 640: 72%|#######2 | 29/40 [00:06<00:02, 4.92it/s] 126/499 4.32G 0.01676 0.01305 0.005719 72 640: 75%|#######5 | 30/40 [00:06<00:01, 5.02it/s] 126/499 4.32G 0.01683 0.01304 0.005778 68 640: 75%|#######5 | 30/40 [00:06<00:01, 5.02it/s] 126/499 4.32G 0.01683 0.01304 0.005778 68 640: 78%|#######7 | 31/40 [00:06<00:01, 4.94it/s] 126/499 4.32G 0.01682 0.013 0.005681 70 640: 78%|#######7 | 31/40 [00:06<00:01, 4.94it/s] 126/499 4.32G 0.01682 0.013 0.005681 70 640: 80%|######## | 32/40 [00:06<00:01, 5.09it/s] 126/499 4.32G 0.0168 0.01298 0.005615 66 640: 80%|######## | 32/40 [00:06<00:01, 5.09it/s] 126/499 4.32G 0.0168 0.01298 0.005615 66 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 126/499 4.32G 0.01675 0.01294 0.005526 72 640: 82%|########2 | 33/40 [00:07<00:01, 5.20it/s] 126/499 4.32G 0.01675 0.01294 0.005526 72 640: 85%|########5 | 34/40 [00:07<00:01, 5.02it/s] 126/499 4.32G 0.01672 0.01298 0.005459 82 640: 85%|########5 | 34/40 [00:07<00:01, 5.02it/s] 126/499 4.32G 0.01672 0.01298 0.005459 82 640: 88%|########7 | 35/40 [00:07<00:00, 5.14it/s] 126/499 4.32G 0.01669 0.01296 0.005432 68 640: 88%|########7 | 35/40 [00:07<00:00, 5.14it/s] 126/499 4.32G 0.01669 0.01296 0.005432 68 640: 90%|######### | 36/40 [00:07<00:00, 5.24it/s] 126/499 4.32G 0.01666 0.01291 0.005405 65 640: 90%|######### | 36/40 [00:07<00:00, 5.24it/s] 126/499 4.32G 0.01666 0.01291 0.005405 65 640: 92%|#########2| 37/40 [00:07<00:00, 5.13it/s] 126/499 4.32G 0.01665 0.01287 0.005382 66 640: 92%|#########2| 37/40 [00:07<00:00, 5.13it/s] 126/499 4.32G 0.01665 0.01287 0.005382 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.22it/s] 126/499 4.32G 0.01662 0.01285 0.0053 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.22it/s] 126/499 4.32G 0.01662 0.01285 0.0053 69 640: 98%|#########7| 39/40 [00:07<00:00, 5.28it/s] 126/499 4.32G 0.01664 0.01279 0.005303 32 640: 98%|#########7| 39/40 [00:08<00:00, 5.28it/s] 126/499 4.32G 0.01664 0.01279 0.005303 32 640: 100%|##########| 40/40 [00:08<00:00, 5.26it/s] 126/499 4.32G 0.01664 0.01279 0.005303 32 640: 100%|##########| 40/40 [00:08<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.85it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.45it/s] all 132 263 0.903 0.854 0.88 0.728 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 127/499 4.32G 0.01616 0.01118 0.004132 64 640: 0%| | 0/40 [00:00<?, ?it/s] 127/499 4.32G 0.01616 0.01118 0.004132 64 640: 2%|2 | 1/40 [00:00<00:07, 5.31it/s] 127/499 4.32G 0.01624 0.01184 0.003857 70 640: 2%|2 | 1/40 [00:00<00:07, 5.31it/s] 127/499 4.32G 0.01624 0.01184 0.003857 70 640: 5%|5 | 2/40 [00:00<00:07, 5.42it/s] 127/499 4.32G 0.01594 0.01262 0.003387 81 640: 5%|5 | 2/40 [00:00<00:07, 5.42it/s] 127/499 4.32G 0.01594 0.01262 0.003387 81 640: 8%|7 | 3/40 [00:00<00:07, 5.11it/s] 127/499 4.32G 0.01562 0.01248 0.003595 70 640: 8%|7 | 3/40 [00:00<00:07, 5.11it/s] 127/499 4.32G 0.01562 0.01248 0.003595 70 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 127/499 4.32G 0.01582 0.01248 0.003389 67 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 127/499 4.32G 0.01582 0.01248 0.003389 67 640: 12%|#2 | 5/40 [00:00<00:06, 5.29it/s] 127/499 4.32G 0.01556 0.0125 0.003476 80 640: 12%|#2 | 5/40 [00:01<00:06, 5.29it/s] 127/499 4.32G 0.01556 0.0125 0.003476 80 640: 15%|#5 | 6/40 [00:01<00:06, 5.07it/s] 127/499 4.32G 0.01563 0.01266 0.004222 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.07it/s] 127/499 4.32G 0.01563 0.01266 0.004222 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.15it/s] 127/499 4.32G 0.01572 0.01283 0.004971 80 640: 18%|#7 | 7/40 [00:01<00:06, 5.15it/s] 127/499 4.32G 0.01572 0.01283 0.004971 80 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 127/499 4.32G 0.01554 0.01274 0.004869 68 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 127/499 4.32G 0.01554 0.01274 0.004869 68 640: 22%|##2 | 9/40 [00:01<00:06, 5.13it/s] 127/499 4.32G 0.01541 0.0127 0.005189 76 640: 22%|##2 | 9/40 [00:01<00:06, 5.13it/s] 127/499 4.32G 0.01541 0.0127 0.005189 76 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 127/499 4.32G 0.01542 0.01267 0.005257 68 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 127/499 4.32G 0.01542 0.01267 0.005257 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 127/499 4.32G 0.01545 0.01263 0.005168 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 127/499 4.32G 0.01545 0.01263 0.005168 70 640: 30%|### | 12/40 [00:02<00:05, 5.18it/s] 127/499 4.32G 0.01538 0.01257 0.005194 73 640: 30%|### | 12/40 [00:02<00:05, 5.18it/s] 127/499 4.32G 0.01538 0.01257 0.005194 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.27it/s] 127/499 4.32G 0.01543 0.0126 0.005299 79 640: 32%|###2 | 13/40 [00:02<00:05, 5.27it/s] 127/499 4.32G 0.01543 0.0126 0.005299 79 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 127/499 4.32G 0.01542 0.01254 0.005114 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 127/499 4.32G 0.01542 0.01254 0.005114 74 640: 38%|###7 | 15/40 [00:02<00:04, 5.09it/s] 127/499 4.32G 0.01542 0.01248 0.005021 72 640: 38%|###7 | 15/40 [00:03<00:04, 5.09it/s] 127/499 4.32G 0.01542 0.01248 0.005021 72 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 127/499 4.32G 0.01546 0.01246 0.005305 71 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 127/499 4.32G 0.01546 0.01246 0.005305 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 127/499 4.32G 0.01552 0.01249 0.005219 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 127/499 4.32G 0.01552 0.01249 0.005219 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.17it/s] 127/499 4.32G 0.01555 0.01267 0.005126 86 640: 45%|####5 | 18/40 [00:03<00:04, 5.17it/s] 127/499 4.32G 0.01555 0.01267 0.005126 86 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 127/499 4.32G 0.01549 0.01263 0.005109 76 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 127/499 4.32G 0.01549 0.01263 0.005109 76 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 127/499 4.32G 0.01544 0.01267 0.005089 76 640: 50%|##### | 20/40 [00:04<00:03, 5.34it/s] 127/499 4.32G 0.01544 0.01267 0.005089 76 640: 52%|#####2 | 21/40 [00:04<00:03, 5.21it/s] 127/499 4.32G 0.01547 0.01262 0.005151 67 640: 52%|#####2 | 21/40 [00:04<00:03, 5.21it/s] 127/499 4.32G 0.01547 0.01262 0.005151 67 640: 55%|#####5 | 22/40 [00:04<00:03, 5.26it/s] 127/499 4.32G 0.0155 0.01261 0.005138 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.26it/s] 127/499 4.32G 0.0155 0.01261 0.005138 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 127/499 4.32G 0.01551 0.01267 0.005098 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 127/499 4.32G 0.01551 0.01267 0.005098 76 640: 60%|###### | 24/40 [00:04<00:03, 5.13it/s] 127/499 4.32G 0.01547 0.01263 0.005125 64 640: 60%|###### | 24/40 [00:04<00:03, 5.13it/s] 127/499 4.32G 0.01547 0.01263 0.005125 64 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 127/499 4.32G 0.01555 0.01268 0.005521 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 127/499 4.32G 0.01555 0.01268 0.005521 71 640: 65%|######5 | 26/40 [00:04<00:02, 5.32it/s] 127/499 4.32G 0.01558 0.01263 0.005468 68 640: 65%|######5 | 26/40 [00:05<00:02, 5.32it/s] 127/499 4.32G 0.01558 0.01263 0.005468 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.19it/s] 127/499 4.32G 0.01565 0.01269 0.005393 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.19it/s] 127/499 4.32G 0.01565 0.01269 0.005393 79 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 127/499 4.32G 0.01569 0.01274 0.005341 85 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 127/499 4.32G 0.01569 0.01274 0.005341 85 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 127/499 4.32G 0.01563 0.01276 0.005285 82 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 127/499 4.32G 0.01563 0.01276 0.005285 82 640: 75%|#######5 | 30/40 [00:05<00:01, 5.08it/s] 127/499 4.32G 0.01569 0.01283 0.005334 86 640: 75%|#######5 | 30/40 [00:05<00:01, 5.08it/s] 127/499 4.32G 0.01569 0.01283 0.005334 86 640: 78%|#######7 | 31/40 [00:05<00:01, 5.14it/s] 127/499 4.32G 0.01573 0.01287 0.005342 78 640: 78%|#######7 | 31/40 [00:06<00:01, 5.14it/s] 127/499 4.32G 0.01573 0.01287 0.005342 78 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 127/499 4.32G 0.01567 0.01278 0.00531 58 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 127/499 4.32G 0.01567 0.01278 0.00531 58 640: 82%|########2 | 33/40 [00:06<00:01, 5.12it/s] 127/499 4.32G 0.0157 0.01291 0.005465 100 640: 82%|########2 | 33/40 [00:06<00:01, 5.12it/s] 127/499 4.32G 0.0157 0.01291 0.005465 100 640: 85%|########5 | 34/40 [00:06<00:01, 5.21it/s] 127/499 4.32G 0.01575 0.01298 0.005496 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.21it/s] 127/499 4.32G 0.01575 0.01298 0.005496 84 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 127/499 4.32G 0.01574 0.01294 0.005492 65 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 127/499 4.32G 0.01574 0.01294 0.005492 65 640: 90%|######### | 36/40 [00:06<00:00, 5.16it/s] 127/499 4.32G 0.01576 0.01289 0.005479 68 640: 90%|######### | 36/40 [00:07<00:00, 5.16it/s] 127/499 4.32G 0.01576 0.01289 0.005479 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 127/499 4.32G 0.01578 0.01284 0.005692 64 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 127/499 4.32G 0.01578 0.01284 0.005692 64 640: 95%|#########5| 38/40 [00:07<00:00, 5.32it/s] 127/499 4.32G 0.01579 0.01287 0.005676 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.32it/s] 127/499 4.32G 0.01579 0.01287 0.005676 80 640: 98%|#########7| 39/40 [00:07<00:00, 5.18it/s] 127/499 4.32G 0.01581 0.01283 0.005834 30 640: 98%|#########7| 39/40 [00:07<00:00, 5.18it/s] 127/499 4.32G 0.01581 0.01283 0.005834 30 640: 100%|##########| 40/40 [00:07<00:00, 5.37it/s] 127/499 4.32G 0.01581 0.01283 0.005834 30 640: 100%|##########| 40/40 [00:07<00:00, 5.23it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.894 0.864 0.904 0.761 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 128/499 4.32G 0.01792 0.01486 0.003796 74 640: 0%| | 0/40 [00:00<?, ?it/s] 128/499 4.32G 0.01792 0.01486 0.003796 74 640: 2%|2 | 1/40 [00:00<00:07, 5.34it/s] 128/499 4.32G 0.01656 0.01455 0.002918 85 640: 2%|2 | 1/40 [00:00<00:07, 5.34it/s] 128/499 4.32G 0.01656 0.01455 0.002918 85 640: 5%|5 | 2/40 [00:00<00:07, 5.09it/s] 128/499 4.32G 0.01625 0.01377 0.003871 80 640: 5%|5 | 2/40 [00:00<00:07, 5.09it/s] 128/499 4.32G 0.01625 0.01377 0.003871 80 640: 8%|7 | 3/40 [00:00<00:06, 5.29it/s] 128/499 4.32G 0.01611 0.01375 0.004566 80 640: 8%|7 | 3/40 [00:00<00:06, 5.29it/s] 128/499 4.32G 0.01611 0.01375 0.004566 80 640: 10%|# | 4/40 [00:00<00:06, 5.30it/s] 128/499 4.32G 0.01609 0.01355 0.005001 77 640: 10%|# | 4/40 [00:00<00:06, 5.30it/s] 128/499 4.32G 0.01609 0.01355 0.005001 77 640: 12%|#2 | 5/40 [00:00<00:06, 5.18it/s] 128/499 4.32G 0.01606 0.01367 0.005071 78 640: 12%|#2 | 5/40 [00:01<00:06, 5.18it/s] 128/499 4.32G 0.01606 0.01367 0.005071 78 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 128/499 4.32G 0.01586 0.01334 0.004642 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 128/499 4.32G 0.01586 0.01334 0.004642 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.36it/s] 128/499 4.32G 0.01626 0.01331 0.004994 65 640: 18%|#7 | 7/40 [00:01<00:06, 5.36it/s] 128/499 4.32G 0.01626 0.01331 0.004994 65 640: 20%|## | 8/40 [00:01<00:06, 5.15it/s] 128/499 4.32G 0.01602 0.01321 0.004938 80 640: 20%|## | 8/40 [00:01<00:06, 5.15it/s] 128/499 4.32G 0.01602 0.01321 0.004938 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 128/499 4.32G 0.01603 0.01351 0.004958 94 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 128/499 4.32G 0.01603 0.01351 0.004958 94 640: 25%|##5 | 10/40 [00:01<00:05, 5.34it/s] 128/499 4.32G 0.01596 0.01317 0.004838 59 640: 25%|##5 | 10/40 [00:02<00:05, 5.34it/s] 128/499 4.32G 0.01596 0.01317 0.004838 59 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 128/499 4.32G 0.01602 0.01311 0.00505 58 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 128/499 4.32G 0.01602 0.01311 0.00505 58 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 128/499 4.32G 0.01607 0.01316 0.005635 73 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 128/499 4.32G 0.01607 0.01316 0.005635 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.38it/s] 128/499 4.32G 0.01621 0.01319 0.006203 78 640: 32%|###2 | 13/40 [00:02<00:05, 5.38it/s] 128/499 4.32G 0.01621 0.01319 0.006203 78 640: 35%|###5 | 14/40 [00:02<00:04, 5.25it/s] 128/499 4.32G 0.01621 0.0132 0.006377 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.25it/s] 128/499 4.32G 0.01621 0.0132 0.006377 75 640: 38%|###7 | 15/40 [00:02<00:04, 5.33it/s] 128/499 4.32G 0.01627 0.01336 0.006364 82 640: 38%|###7 | 15/40 [00:03<00:04, 5.33it/s] 128/499 4.32G 0.01627 0.01336 0.006364 82 640: 40%|#### | 16/40 [00:03<00:04, 5.39it/s] 128/499 4.32G 0.01645 0.01346 0.006403 80 640: 40%|#### | 16/40 [00:03<00:04, 5.39it/s] 128/499 4.32G 0.01645 0.01346 0.006403 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.23it/s] 128/499 4.32G 0.0165 0.01344 0.006156 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.23it/s] 128/499 4.32G 0.0165 0.01344 0.006156 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 128/499 4.32G 0.01647 0.01342 0.006207 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 128/499 4.32G 0.01647 0.01342 0.006207 69 640: 48%|####7 | 19/40 [00:03<00:03, 5.38it/s] 128/499 4.32G 0.01643 0.01331 0.006338 69 640: 48%|####7 | 19/40 [00:03<00:03, 5.38it/s] 128/499 4.32G 0.01643 0.01331 0.006338 69 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 128/499 4.32G 0.01639 0.01333 0.006313 81 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 128/499 4.32G 0.01639 0.01333 0.006313 81 640: 52%|#####2 | 21/40 [00:03<00:03, 5.31it/s] 128/499 4.32G 0.01633 0.01333 0.006124 84 640: 52%|#####2 | 21/40 [00:04<00:03, 5.31it/s] 128/499 4.32G 0.01633 0.01333 0.006124 84 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 128/499 4.32G 0.01632 0.01346 0.006045 90 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 128/499 4.32G 0.01632 0.01346 0.006045 90 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 128/499 4.32G 0.01631 0.01327 0.005905 52 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 128/499 4.32G 0.01631 0.01327 0.005905 52 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 128/499 4.32G 0.01634 0.01332 0.005747 79 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 128/499 4.32G 0.01634 0.01332 0.005747 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 128/499 4.32G 0.0164 0.01321 0.005821 59 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 128/499 4.32G 0.0164 0.01321 0.005821 59 640: 65%|######5 | 26/40 [00:04<00:02, 5.21it/s] 128/499 4.32G 0.01627 0.01319 0.005734 87 640: 65%|######5 | 26/40 [00:05<00:02, 5.21it/s] 128/499 4.32G 0.01627 0.01319 0.005734 87 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 128/499 4.32G 0.01627 0.01323 0.005724 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 128/499 4.32G 0.01627 0.01323 0.005724 73 640: 70%|####### | 28/40 [00:05<00:02, 5.36it/s] 128/499 4.32G 0.01625 0.01329 0.005678 94 640: 70%|####### | 28/40 [00:05<00:02, 5.36it/s] 128/499 4.32G 0.01625 0.01329 0.005678 94 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 128/499 4.32G 0.01623 0.01326 0.005794 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 128/499 4.32G 0.01623 0.01326 0.005794 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 128/499 4.32G 0.01618 0.01328 0.005774 82 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 128/499 4.32G 0.01618 0.01328 0.005774 82 640: 78%|#######7 | 31/40 [00:05<00:01, 5.32it/s] 128/499 4.32G 0.01618 0.01332 0.005741 89 640: 78%|#######7 | 31/40 [00:06<00:01, 5.32it/s] 128/499 4.32G 0.01618 0.01332 0.005741 89 640: 80%|######## | 32/40 [00:06<00:01, 5.18it/s] 128/499 4.32G 0.01619 0.01338 0.005714 88 640: 80%|######## | 32/40 [00:06<00:01, 5.18it/s] 128/499 4.32G 0.01619 0.01338 0.005714 88 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 128/499 4.32G 0.0162 0.0134 0.005853 78 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 128/499 4.32G 0.0162 0.0134 0.005853 78 640: 85%|########5 | 34/40 [00:06<00:01, 5.36it/s] 128/499 4.32G 0.01621 0.01337 0.005881 70 640: 85%|########5 | 34/40 [00:06<00:01, 5.36it/s] 128/499 4.32G 0.01621 0.01337 0.005881 70 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 128/499 4.32G 0.01619 0.01334 0.005825 79 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 128/499 4.32G 0.01619 0.01334 0.005825 79 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 128/499 4.32G 0.0162 0.01332 0.005989 72 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 128/499 4.32G 0.0162 0.01332 0.005989 72 640: 92%|#########2| 37/40 [00:06<00:00, 5.34it/s] 128/499 4.32G 0.01626 0.01329 0.006036 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.34it/s] 128/499 4.32G 0.01626 0.01329 0.006036 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.22it/s] 128/499 4.32G 0.0162 0.01322 0.00603 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.22it/s] 128/499 4.32G 0.0162 0.01322 0.00603 66 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 128/499 4.32G 0.01612 0.01316 0.005924 40 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 128/499 4.32G 0.01612 0.01316 0.005924 40 640: 100%|##########| 40/40 [00:07<00:00, 5.46it/s] 128/499 4.32G 0.01612 0.01316 0.005924 40 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.833 0.875 0.89 0.736 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 129/499 4.32G 0.01429 0.01495 0.005403 95 640: 0%| | 0/40 [00:00<?, ?it/s] 129/499 4.32G 0.01429 0.01495 0.005403 95 640: 2%|2 | 1/40 [00:00<00:08, 4.82it/s] 129/499 4.32G 0.01457 0.01293 0.004823 73 640: 2%|2 | 1/40 [00:00<00:08, 4.82it/s] 129/499 4.32G 0.01457 0.01293 0.004823 73 640: 5%|5 | 2/40 [00:00<00:07, 5.22it/s] 129/499 4.32G 0.01548 0.0133 0.005025 81 640: 5%|5 | 2/40 [00:00<00:07, 5.22it/s] 129/499 4.32G 0.01548 0.0133 0.005025 81 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 129/499 4.32G 0.01627 0.01374 0.007707 66 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 129/499 4.32G 0.01627 0.01374 0.007707 66 640: 10%|# | 4/40 [00:00<00:06, 5.17it/s] 129/499 4.32G 0.01601 0.014 0.006963 86 640: 10%|# | 4/40 [00:00<00:06, 5.17it/s] 129/499 4.32G 0.01601 0.014 0.006963 86 640: 12%|#2 | 5/40 [00:00<00:06, 5.26it/s] 129/499 4.32G 0.0159 0.01374 0.006584 72 640: 12%|#2 | 5/40 [00:01<00:06, 5.26it/s] 129/499 4.32G 0.0159 0.01374 0.006584 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 129/499 4.32G 0.01592 0.01358 0.006233 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 129/499 4.32G 0.01592 0.01358 0.006233 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 129/499 4.32G 0.01602 0.0134 0.006331 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 129/499 4.32G 0.01602 0.0134 0.006331 69 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 129/499 4.32G 0.01605 0.01369 0.005984 90 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 129/499 4.32G 0.01605 0.01369 0.005984 90 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 129/499 4.32G 0.01605 0.01339 0.006124 58 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 129/499 4.32G 0.01605 0.01339 0.006124 58 640: 25%|##5 | 10/40 [00:01<00:05, 5.21it/s] 129/499 4.32G 0.01644 0.01335 0.006332 63 640: 25%|##5 | 10/40 [00:02<00:05, 5.21it/s] 129/499 4.32G 0.01644 0.01335 0.006332 63 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 129/499 4.32G 0.01638 0.01324 0.006108 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 129/499 4.32G 0.01638 0.01324 0.006108 73 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 129/499 4.32G 0.01631 0.01297 0.006088 55 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 129/499 4.32G 0.01631 0.01297 0.006088 55 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 129/499 4.32G 0.01618 0.01286 0.005876 63 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 129/499 4.32G 0.01618 0.01286 0.005876 63 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 129/499 4.32G 0.01611 0.01291 0.005695 87 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 129/499 4.32G 0.01611 0.01291 0.005695 87 640: 38%|###7 | 15/40 [00:02<00:04, 5.38it/s] 129/499 4.32G 0.0161 0.01281 0.005858 63 640: 38%|###7 | 15/40 [00:03<00:04, 5.38it/s] 129/499 4.32G 0.0161 0.01281 0.005858 63 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 129/499 4.32G 0.01605 0.01295 0.005734 91 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 129/499 4.32G 0.01605 0.01295 0.005734 91 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 129/499 4.32G 0.01618 0.01292 0.006124 65 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 129/499 4.32G 0.01618 0.01292 0.006124 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.39it/s] 129/499 4.32G 0.0162 0.01305 0.006049 90 640: 45%|####5 | 18/40 [00:03<00:04, 5.39it/s] 129/499 4.32G 0.0162 0.01305 0.006049 90 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 129/499 4.32G 0.01648 0.01312 0.005965 78 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 129/499 4.32G 0.01648 0.01312 0.005965 78 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 129/499 4.32G 0.01641 0.01296 0.005847 56 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 129/499 4.32G 0.01641 0.01296 0.005847 56 640: 52%|#####2 | 21/40 [00:03<00:03, 5.37it/s] 129/499 4.32G 0.01645 0.01293 0.005832 67 640: 52%|#####2 | 21/40 [00:04<00:03, 5.37it/s] 129/499 4.32G 0.01645 0.01293 0.005832 67 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 129/499 4.32G 0.0165 0.01282 0.005765 61 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 129/499 4.32G 0.0165 0.01282 0.005765 61 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 129/499 4.32G 0.01655 0.01284 0.005847 71 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 129/499 4.32G 0.01655 0.01284 0.005847 71 640: 60%|###### | 24/40 [00:04<00:02, 5.35it/s] 129/499 4.32G 0.01657 0.01286 0.005838 75 640: 60%|###### | 24/40 [00:04<00:02, 5.35it/s] 129/499 4.32G 0.01657 0.01286 0.005838 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 129/499 4.32G 0.01652 0.01282 0.005688 66 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 129/499 4.32G 0.01652 0.01282 0.005688 66 640: 65%|######5 | 26/40 [00:04<00:02, 5.31it/s] 129/499 4.32G 0.0165 0.01286 0.005622 85 640: 65%|######5 | 26/40 [00:05<00:02, 5.31it/s] 129/499 4.32G 0.0165 0.01286 0.005622 85 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 129/499 4.32G 0.01645 0.01281 0.005596 72 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 129/499 4.32G 0.01645 0.01281 0.005596 72 640: 70%|####### | 28/40 [00:05<00:02, 5.12it/s] 129/499 4.32G 0.01643 0.01288 0.005702 87 640: 70%|####### | 28/40 [00:05<00:02, 5.12it/s] 129/499 4.32G 0.01643 0.01288 0.005702 87 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 129/499 4.32G 0.01634 0.01283 0.005618 66 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 129/499 4.32G 0.01634 0.01283 0.005618 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 129/499 4.32G 0.01632 0.01284 0.005566 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 129/499 4.32G 0.01632 0.01284 0.005566 75 640: 78%|#######7 | 31/40 [00:05<00:01, 5.14it/s] 129/499 4.32G 0.01635 0.01283 0.005638 72 640: 78%|#######7 | 31/40 [00:06<00:01, 5.14it/s] 129/499 4.32G 0.01635 0.01283 0.005638 72 640: 80%|######## | 32/40 [00:06<00:01, 5.18it/s] 129/499 4.32G 0.01642 0.01284 0.005704 73 640: 80%|######## | 32/40 [00:06<00:01, 5.18it/s] 129/499 4.32G 0.01642 0.01284 0.005704 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 129/499 4.32G 0.01637 0.0128 0.005626 70 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 129/499 4.32G 0.01637 0.0128 0.005626 70 640: 85%|########5 | 34/40 [00:06<00:01, 5.17it/s] 129/499 4.32G 0.01638 0.01282 0.005603 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.17it/s] 129/499 4.32G 0.01638 0.01282 0.005603 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.25it/s] 129/499 4.32G 0.0164 0.01281 0.005609 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.25it/s] 129/499 4.32G 0.0164 0.01281 0.005609 75 640: 90%|######### | 36/40 [00:06<00:00, 5.32it/s] 129/499 4.32G 0.01639 0.01278 0.005657 71 640: 90%|######### | 36/40 [00:07<00:00, 5.32it/s] 129/499 4.32G 0.01639 0.01278 0.005657 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.07it/s] 129/499 4.32G 0.01639 0.01291 0.005723 94 640: 92%|#########2| 37/40 [00:07<00:00, 5.07it/s] 129/499 4.32G 0.01639 0.01291 0.005723 94 640: 95%|#########5| 38/40 [00:07<00:00, 5.18it/s] 129/499 4.32G 0.01638 0.01296 0.00563 86 640: 95%|#########5| 38/40 [00:07<00:00, 5.18it/s] 129/499 4.32G 0.01638 0.01296 0.00563 86 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 129/499 4.32G 0.01636 0.01309 0.005618 59 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 129/499 4.32G 0.01636 0.01309 0.005618 59 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] 129/499 4.32G 0.01636 0.01309 0.005618 59 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.834 0.881 0.88 0.724 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 130/499 4.32G 0.016 0.01566 0.005279 92 640: 0%| | 0/40 [00:00<?, ?it/s] 130/499 4.32G 0.016 0.01566 0.005279 92 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 130/499 4.32G 0.01621 0.01532 0.005471 78 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 130/499 4.32G 0.01621 0.01532 0.005471 78 640: 5%|5 | 2/40 [00:00<00:06, 5.57it/s] 130/499 4.32G 0.01638 0.01517 0.004588 79 640: 5%|5 | 2/40 [00:00<00:06, 5.57it/s] 130/499 4.32G 0.01638 0.01517 0.004588 79 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 130/499 4.32G 0.01608 0.01498 0.005061 82 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 130/499 4.32G 0.01608 0.01498 0.005061 82 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 130/499 4.32G 0.01643 0.01489 0.005659 74 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 130/499 4.32G 0.01643 0.01489 0.005659 74 640: 12%|#2 | 5/40 [00:00<00:06, 5.44it/s] 130/499 4.32G 0.01633 0.0143 0.005564 65 640: 12%|#2 | 5/40 [00:01<00:06, 5.44it/s] 130/499 4.32G 0.01633 0.0143 0.005564 65 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 130/499 4.32G 0.01603 0.01364 0.005546 60 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 130/499 4.32G 0.01603 0.01364 0.005546 60 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 130/499 4.32G 0.01613 0.0135 0.005586 66 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 130/499 4.32G 0.01613 0.0135 0.005586 66 640: 20%|## | 8/40 [00:01<00:05, 5.41it/s] 130/499 4.32G 0.01602 0.01345 0.005783 75 640: 20%|## | 8/40 [00:01<00:05, 5.41it/s] 130/499 4.32G 0.01602 0.01345 0.005783 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 130/499 4.32G 0.01603 0.01336 0.00576 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 130/499 4.32G 0.01603 0.01336 0.00576 72 640: 25%|##5 | 10/40 [00:01<00:05, 5.31it/s] 130/499 4.32G 0.01604 0.01328 0.005643 71 640: 25%|##5 | 10/40 [00:02<00:05, 5.31it/s] 130/499 4.32G 0.01604 0.01328 0.005643 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.38it/s] 130/499 4.32G 0.01642 0.01319 0.005546 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.38it/s] 130/499 4.32G 0.01642 0.01319 0.005546 65 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 130/499 4.32G 0.0164 0.01332 0.005417 93 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 130/499 4.32G 0.0164 0.01332 0.005417 93 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 130/499 4.32G 0.01641 0.01329 0.005355 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 130/499 4.32G 0.01641 0.01329 0.005355 72 640: 35%|###5 | 14/40 [00:02<00:04, 5.40it/s] 130/499 4.32G 0.01648 0.01333 0.005601 78 640: 35%|###5 | 14/40 [00:02<00:04, 5.40it/s] 130/499 4.32G 0.01648 0.01333 0.005601 78 640: 38%|###7 | 15/40 [00:02<00:04, 5.24it/s] 130/499 4.32G 0.01653 0.01342 0.005474 70 640: 38%|###7 | 15/40 [00:03<00:04, 5.24it/s] 130/499 4.32G 0.01653 0.01342 0.005474 70 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 130/499 4.32G 0.0165 0.01339 0.005327 72 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 130/499 4.32G 0.0165 0.01339 0.005327 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.36it/s] 130/499 4.32G 0.01649 0.01349 0.005294 93 640: 42%|####2 | 17/40 [00:03<00:04, 5.36it/s] 130/499 4.32G 0.01649 0.01349 0.005294 93 640: 45%|####5 | 18/40 [00:03<00:04, 5.23it/s] 130/499 4.32G 0.01648 0.01351 0.005296 82 640: 45%|####5 | 18/40 [00:03<00:04, 5.23it/s] 130/499 4.32G 0.01648 0.01351 0.005296 82 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 130/499 4.32G 0.01651 0.01347 0.005226 71 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 130/499 4.32G 0.01651 0.01347 0.005226 71 640: 50%|##### | 20/40 [00:03<00:03, 5.39it/s] 130/499 4.32G 0.01651 0.01348 0.005159 79 640: 50%|##### | 20/40 [00:03<00:03, 5.39it/s] 130/499 4.32G 0.01651 0.01348 0.005159 79 640: 52%|#####2 | 21/40 [00:03<00:03, 5.25it/s] 130/499 4.32G 0.01652 0.0136 0.00513 80 640: 52%|#####2 | 21/40 [00:04<00:03, 5.25it/s] 130/499 4.32G 0.01652 0.0136 0.00513 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 130/499 4.32G 0.01654 0.0137 0.005074 90 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 130/499 4.32G 0.01654 0.0137 0.005074 90 640: 57%|#####7 | 23/40 [00:04<00:03, 5.39it/s] 130/499 4.32G 0.01646 0.01369 0.004926 83 640: 57%|#####7 | 23/40 [00:04<00:03, 5.39it/s] 130/499 4.32G 0.01646 0.01369 0.004926 83 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 130/499 4.32G 0.01647 0.01368 0.005001 77 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 130/499 4.32G 0.01647 0.01368 0.005001 77 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 130/499 4.32G 0.01658 0.0136 0.005207 64 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 130/499 4.32G 0.01658 0.0136 0.005207 64 640: 65%|######5 | 26/40 [00:04<00:02, 5.40it/s] 130/499 4.32G 0.01655 0.01356 0.0052 82 640: 65%|######5 | 26/40 [00:05<00:02, 5.40it/s] 130/499 4.32G 0.01655 0.01356 0.0052 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 130/499 4.32G 0.01656 0.01358 0.005187 83 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 130/499 4.32G 0.01656 0.01358 0.005187 83 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 130/499 4.32G 0.0166 0.0137 0.005305 93 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 130/499 4.32G 0.0166 0.0137 0.005305 93 640: 72%|#######2 | 29/40 [00:05<00:02, 5.37it/s] 130/499 4.32G 0.01665 0.01361 0.005241 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.37it/s] 130/499 4.32G 0.01665 0.01361 0.005241 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.23it/s] 130/499 4.32G 0.01663 0.0135 0.00513 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.23it/s] 130/499 4.32G 0.01663 0.0135 0.00513 65 640: 78%|#######7 | 31/40 [00:05<00:01, 5.32it/s] 130/499 4.32G 0.01666 0.01351 0.005121 79 640: 78%|#######7 | 31/40 [00:06<00:01, 5.32it/s] 130/499 4.32G 0.01666 0.01351 0.005121 79 640: 80%|######## | 32/40 [00:06<00:01, 5.39it/s] 130/499 4.32G 0.01667 0.01351 0.005079 75 640: 80%|######## | 32/40 [00:06<00:01, 5.39it/s] 130/499 4.32G 0.01667 0.01351 0.005079 75 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 130/499 4.32G 0.01665 0.01346 0.005106 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 130/499 4.32G 0.01665 0.01346 0.005106 72 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 130/499 4.32G 0.01666 0.01345 0.005071 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 130/499 4.32G 0.01666 0.01345 0.005071 79 640: 88%|########7 | 35/40 [00:06<00:00, 5.39it/s] 130/499 4.32G 0.01666 0.01338 0.005007 70 640: 88%|########7 | 35/40 [00:06<00:00, 5.39it/s] 130/499 4.32G 0.01666 0.01338 0.005007 70 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 130/499 4.32G 0.01664 0.01335 0.005006 76 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 130/499 4.32G 0.01664 0.01335 0.005006 76 640: 92%|#########2| 37/40 [00:06<00:00, 5.30it/s] 130/499 4.32G 0.01658 0.01333 0.005128 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 130/499 4.32G 0.01658 0.01333 0.005128 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 130/499 4.32G 0.0167 0.0133 0.005122 59 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 130/499 4.32G 0.0167 0.0133 0.005122 59 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 130/499 4.32G 0.01669 0.01326 0.005144 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 130/499 4.32G 0.01669 0.01326 0.005144 38 640: 100%|##########| 40/40 [00:07<00:00, 5.40it/s] 130/499 4.32G 0.01669 0.01326 0.005144 38 640: 100%|##########| 40/40 [00:07<00:00, 5.33it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.87 0.834 0.876 0.738 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 131/499 4.32G 0.0159 0.01038 0.007263 59 640: 0%| | 0/40 [00:00<?, ?it/s] 131/499 4.32G 0.0159 0.01038 0.007263 59 640: 2%|2 | 1/40 [00:00<00:07, 5.34it/s] 131/499 4.32G 0.01617 0.01138 0.00573 64 640: 2%|2 | 1/40 [00:00<00:07, 5.34it/s] 131/499 4.32G 0.01617 0.01138 0.00573 64 640: 5%|5 | 2/40 [00:00<00:07, 5.11it/s] 131/499 4.32G 0.01729 0.01165 0.004482 58 640: 5%|5 | 2/40 [00:00<00:07, 5.11it/s] 131/499 4.32G 0.01729 0.01165 0.004482 58 640: 8%|7 | 3/40 [00:00<00:07, 5.28it/s] 131/499 4.32G 0.01707 0.01185 0.005328 66 640: 8%|7 | 3/40 [00:00<00:07, 5.28it/s] 131/499 4.32G 0.01707 0.01185 0.005328 66 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 131/499 4.32G 0.01724 0.01222 0.005028 72 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 131/499 4.32G 0.01724 0.01222 0.005028 72 640: 12%|#2 | 5/40 [00:00<00:06, 5.23it/s] 131/499 4.32G 0.01718 0.01194 0.005021 66 640: 12%|#2 | 5/40 [00:01<00:06, 5.23it/s] 131/499 4.32G 0.01718 0.01194 0.005021 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 131/499 4.32G 0.01689 0.01202 0.005164 81 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 131/499 4.32G 0.01689 0.01202 0.005164 81 640: 18%|#7 | 7/40 [00:01<00:06, 5.39it/s] 131/499 4.32G 0.01692 0.01258 0.005458 89 640: 18%|#7 | 7/40 [00:01<00:06, 5.39it/s] 131/499 4.32G 0.01692 0.01258 0.005458 89 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 131/499 4.32G 0.01675 0.01292 0.005738 90 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 131/499 4.32G 0.01675 0.01292 0.005738 90 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 131/499 4.32G 0.01663 0.01289 0.005621 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 131/499 4.32G 0.01663 0.01289 0.005621 74 640: 25%|##5 | 10/40 [00:01<00:05, 5.40it/s] 131/499 4.32G 0.01655 0.01294 0.005379 84 640: 25%|##5 | 10/40 [00:02<00:05, 5.40it/s] 131/499 4.32G 0.01655 0.01294 0.005379 84 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 131/499 4.32G 0.0165 0.01283 0.005291 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 131/499 4.32G 0.0165 0.01283 0.005291 71 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 131/499 4.32G 0.01647 0.01288 0.005331 82 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 131/499 4.32G 0.01647 0.01288 0.005331 82 640: 32%|###2 | 13/40 [00:02<00:05, 5.39it/s] 131/499 4.32G 0.01634 0.01289 0.005202 77 640: 32%|###2 | 13/40 [00:02<00:05, 5.39it/s] 131/499 4.32G 0.01634 0.01289 0.005202 77 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 131/499 4.32G 0.01626 0.01296 0.005064 87 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 131/499 4.32G 0.01626 0.01296 0.005064 87 640: 38%|###7 | 15/40 [00:02<00:04, 5.29it/s] 131/499 4.32G 0.01618 0.01279 0.004965 55 640: 38%|###7 | 15/40 [00:03<00:04, 5.29it/s] 131/499 4.32G 0.01618 0.01279 0.004965 55 640: 40%|#### | 16/40 [00:03<00:04, 5.38it/s] 131/499 4.32G 0.01622 0.0129 0.00485 82 640: 40%|#### | 16/40 [00:03<00:04, 5.38it/s] 131/499 4.32G 0.01622 0.0129 0.00485 82 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 131/499 4.32G 0.01623 0.01282 0.004932 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 131/499 4.32G 0.01623 0.01282 0.004932 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 131/499 4.32G 0.01625 0.01284 0.004939 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 131/499 4.32G 0.01625 0.01284 0.004939 78 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 131/499 4.32G 0.0162 0.01289 0.004968 82 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 131/499 4.32G 0.0162 0.01289 0.004968 82 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 131/499 4.32G 0.01618 0.01292 0.004965 78 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 131/499 4.32G 0.01618 0.01292 0.004965 78 640: 52%|#####2 | 21/40 [00:03<00:03, 5.33it/s] 131/499 4.32G 0.01631 0.01274 0.005003 50 640: 52%|#####2 | 21/40 [00:04<00:03, 5.33it/s] 131/499 4.32G 0.01631 0.01274 0.005003 50 640: 55%|#####5 | 22/40 [00:04<00:03, 5.40it/s] 131/499 4.32G 0.01613 0.01259 0.004858 65 640: 55%|#####5 | 22/40 [00:04<00:03, 5.40it/s] 131/499 4.32G 0.01613 0.01259 0.004858 65 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 131/499 4.32G 0.01604 0.01251 0.004775 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 131/499 4.32G 0.01604 0.01251 0.004775 69 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 131/499 4.32G 0.01599 0.01251 0.004682 84 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 131/499 4.32G 0.01599 0.01251 0.004682 84 640: 62%|######2 | 25/40 [00:04<00:02, 5.40it/s] 131/499 4.32G 0.01604 0.01256 0.004713 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.40it/s] 131/499 4.32G 0.01604 0.01256 0.004713 79 640: 65%|######5 | 26/40 [00:04<00:02, 5.25it/s] 131/499 4.32G 0.01613 0.01251 0.004596 66 640: 65%|######5 | 26/40 [00:05<00:02, 5.25it/s] 131/499 4.32G 0.01613 0.01251 0.004596 66 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 131/499 4.32G 0.01615 0.01245 0.004533 55 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 131/499 4.32G 0.01615 0.01245 0.004533 55 640: 70%|####### | 28/40 [00:05<00:02, 5.36it/s] 131/499 4.32G 0.01618 0.01246 0.004523 71 640: 70%|####### | 28/40 [00:05<00:02, 5.36it/s] 131/499 4.32G 0.01618 0.01246 0.004523 71 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 131/499 4.32G 0.01623 0.01241 0.004783 63 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 131/499 4.32G 0.01623 0.01241 0.004783 63 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 131/499 4.32G 0.01625 0.01246 0.004749 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 131/499 4.32G 0.01625 0.01246 0.004749 81 640: 78%|#######7 | 31/40 [00:05<00:01, 5.34it/s] 131/499 4.32G 0.01624 0.01247 0.004723 70 640: 78%|#######7 | 31/40 [00:06<00:01, 5.34it/s] 131/499 4.32G 0.01624 0.01247 0.004723 70 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 131/499 4.32G 0.01621 0.01255 0.004644 93 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 131/499 4.32G 0.01621 0.01255 0.004644 93 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 131/499 4.32G 0.01626 0.01256 0.004677 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 131/499 4.32G 0.01626 0.01256 0.004677 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 131/499 4.32G 0.01623 0.01251 0.004699 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 131/499 4.32G 0.01623 0.01251 0.004699 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.17it/s] 131/499 4.32G 0.01623 0.0125 0.004708 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.17it/s] 131/499 4.32G 0.01623 0.0125 0.004708 73 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 131/499 4.32G 0.01624 0.01253 0.004825 74 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 131/499 4.32G 0.01624 0.01253 0.004825 74 640: 92%|#########2| 37/40 [00:06<00:00, 5.33it/s] 131/499 4.32G 0.01624 0.01259 0.004871 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.33it/s] 131/499 4.32G 0.01624 0.01259 0.004871 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 131/499 4.32G 0.01623 0.01266 0.004847 78 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 131/499 4.32G 0.01623 0.01266 0.004847 78 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 131/499 4.32G 0.0162 0.01267 0.004896 35 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 131/499 4.32G 0.0162 0.01267 0.004896 35 640: 100%|##########| 40/40 [00:07<00:00, 5.41it/s] 131/499 4.32G 0.0162 0.01267 0.004896 35 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.88 0.865 0.896 0.742 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 132/499 4.32G 0.01553 0.01019 0.004312 57 640: 0%| | 0/40 [00:00<?, ?it/s] 132/499 4.32G 0.01553 0.01019 0.004312 57 640: 2%|2 | 1/40 [00:00<00:08, 4.77it/s] 132/499 4.32G 0.0173 0.01184 0.004892 67 640: 2%|2 | 1/40 [00:00<00:08, 4.77it/s] 132/499 4.32G 0.0173 0.01184 0.004892 67 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 132/499 4.32G 0.01702 0.01166 0.004775 68 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 132/499 4.32G 0.01702 0.01166 0.004775 68 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 132/499 4.32G 0.01752 0.01238 0.005436 84 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 132/499 4.32G 0.01752 0.01238 0.005436 84 640: 10%|# | 4/40 [00:00<00:06, 5.14it/s] 132/499 4.32G 0.01721 0.01308 0.005261 91 640: 10%|# | 4/40 [00:00<00:06, 5.14it/s] 132/499 4.32G 0.01721 0.01308 0.005261 91 640: 12%|#2 | 5/40 [00:00<00:06, 5.20it/s] 132/499 4.32G 0.01709 0.01327 0.005166 81 640: 12%|#2 | 5/40 [00:01<00:06, 5.20it/s] 132/499 4.32G 0.01709 0.01327 0.005166 81 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 132/499 4.32G 0.01687 0.01314 0.005089 70 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 132/499 4.32G 0.01687 0.01314 0.005089 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.12it/s] 132/499 4.32G 0.01657 0.01344 0.004949 96 640: 18%|#7 | 7/40 [00:01<00:06, 5.12it/s] 132/499 4.32G 0.01657 0.01344 0.004949 96 640: 20%|## | 8/40 [00:01<00:06, 5.25it/s] 132/499 4.32G 0.01667 0.0135 0.004885 85 640: 20%|## | 8/40 [00:01<00:06, 5.25it/s] 132/499 4.32G 0.01667 0.0135 0.004885 85 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 132/499 4.32G 0.01661 0.01325 0.004979 63 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 132/499 4.32G 0.01661 0.01325 0.004979 63 640: 25%|##5 | 10/40 [00:01<00:05, 5.18it/s] 132/499 4.32G 0.01654 0.0133 0.004743 86 640: 25%|##5 | 10/40 [00:02<00:05, 5.18it/s] 132/499 4.32G 0.01654 0.0133 0.004743 86 640: 28%|##7 | 11/40 [00:02<00:05, 5.29it/s] 132/499 4.32G 0.0164 0.01314 0.004593 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.29it/s] 132/499 4.32G 0.0164 0.01314 0.004593 72 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 132/499 4.32G 0.01656 0.01316 0.004487 67 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 132/499 4.32G 0.01656 0.01316 0.004487 67 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 132/499 4.32G 0.01663 0.01323 0.004453 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 132/499 4.32G 0.01663 0.01323 0.004453 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 132/499 4.32G 0.01674 0.01339 0.004624 99 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 132/499 4.32G 0.01674 0.01339 0.004624 99 640: 38%|###7 | 15/40 [00:02<00:04, 5.39it/s] 132/499 4.32G 0.01669 0.01339 0.004557 76 640: 38%|###7 | 15/40 [00:03<00:04, 5.39it/s] 132/499 4.32G 0.01669 0.01339 0.004557 76 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 132/499 4.32G 0.01655 0.01341 0.004389 83 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 132/499 4.32G 0.01655 0.01341 0.004389 83 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 132/499 4.32G 0.01653 0.0133 0.004848 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 132/499 4.32G 0.01653 0.0133 0.004848 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.39it/s] 132/499 4.32G 0.01647 0.01332 0.00491 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.39it/s] 132/499 4.32G 0.01647 0.01332 0.00491 77 640: 48%|####7 | 19/40 [00:03<00:04, 5.15it/s] 132/499 4.32G 0.0164 0.0132 0.004919 66 640: 48%|####7 | 19/40 [00:03<00:04, 5.15it/s] 132/499 4.32G 0.0164 0.0132 0.004919 66 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 132/499 4.32G 0.01643 0.01312 0.004892 70 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 132/499 4.32G 0.01643 0.01312 0.004892 70 640: 52%|#####2 | 21/40 [00:03<00:03, 5.33it/s] 132/499 4.32G 0.0164 0.01317 0.004993 88 640: 52%|#####2 | 21/40 [00:04<00:03, 5.33it/s] 132/499 4.32G 0.0164 0.01317 0.004993 88 640: 55%|#####5 | 22/40 [00:04<00:03, 5.20it/s] 132/499 4.32G 0.01639 0.0132 0.005115 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.20it/s] 132/499 4.32G 0.01639 0.0132 0.005115 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 132/499 4.32G 0.01632 0.01302 0.005109 54 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 132/499 4.32G 0.01632 0.01302 0.005109 54 640: 60%|###### | 24/40 [00:04<00:02, 5.33it/s] 132/499 4.32G 0.01634 0.01295 0.005065 64 640: 60%|###### | 24/40 [00:04<00:02, 5.33it/s] 132/499 4.32G 0.01634 0.01295 0.005065 64 640: 62%|######2 | 25/40 [00:04<00:02, 5.22it/s] 132/499 4.32G 0.01642 0.01302 0.005142 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.22it/s] 132/499 4.32G 0.01642 0.01302 0.005142 75 640: 65%|######5 | 26/40 [00:04<00:02, 5.29it/s] 132/499 4.32G 0.0164 0.01291 0.0052 65 640: 65%|######5 | 26/40 [00:05<00:02, 5.29it/s] 132/499 4.32G 0.0164 0.01291 0.0052 65 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 132/499 4.32G 0.01639 0.01293 0.005211 84 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 132/499 4.32G 0.01639 0.01293 0.005211 84 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 132/499 4.32G 0.01636 0.01293 0.005268 72 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 132/499 4.32G 0.01636 0.01293 0.005268 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 132/499 4.32G 0.01629 0.01289 0.005186 66 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 132/499 4.32G 0.01629 0.01289 0.005186 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.35it/s] 132/499 4.32G 0.01628 0.01277 0.005109 59 640: 75%|#######5 | 30/40 [00:05<00:01, 5.35it/s] 132/499 4.32G 0.01628 0.01277 0.005109 59 640: 78%|#######7 | 31/40 [00:05<00:01, 5.20it/s] 132/499 4.32G 0.01626 0.0128 0.005049 76 640: 78%|#######7 | 31/40 [00:06<00:01, 5.20it/s] 132/499 4.32G 0.01626 0.0128 0.005049 76 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 132/499 4.32G 0.01622 0.01282 0.005001 75 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 132/499 4.32G 0.01622 0.01282 0.005001 75 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 132/499 4.32G 0.0163 0.01277 0.005085 56 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 132/499 4.32G 0.0163 0.01277 0.005085 56 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 132/499 4.32G 0.01633 0.01271 0.005021 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 132/499 4.32G 0.01633 0.01271 0.005021 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 132/499 4.32G 0.01637 0.01271 0.004949 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 132/499 4.32G 0.01637 0.01271 0.004949 73 640: 90%|######### | 36/40 [00:06<00:00, 5.32it/s] 132/499 4.32G 0.01635 0.01267 0.004878 65 640: 90%|######### | 36/40 [00:07<00:00, 5.32it/s] 132/499 4.32G 0.01635 0.01267 0.004878 65 640: 92%|#########2| 37/40 [00:07<00:00, 5.19it/s] 132/499 4.32G 0.01629 0.01261 0.004858 67 640: 92%|#########2| 37/40 [00:07<00:00, 5.19it/s] 132/499 4.32G 0.01629 0.01261 0.004858 67 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 132/499 4.32G 0.01635 0.0126 0.00485 65 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 132/499 4.32G 0.01635 0.0126 0.00485 65 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 132/499 4.32G 0.01644 0.0127 0.005085 40 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 132/499 4.32G 0.01644 0.0127 0.005085 40 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] 132/499 4.32G 0.01644 0.0127 0.005085 40 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.897 0.853 0.889 0.724 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 133/499 4.32G 0.01633 0.01498 0.004742 85 640: 0%| | 0/40 [00:00<?, ?it/s] 133/499 4.32G 0.01633 0.01498 0.004742 85 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 133/499 4.32G 0.01684 0.01264 0.004219 56 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 133/499 4.32G 0.01684 0.01264 0.004219 56 640: 5%|5 | 2/40 [00:00<00:06, 5.55it/s] 133/499 4.32G 0.01638 0.01187 0.005684 65 640: 5%|5 | 2/40 [00:00<00:06, 5.55it/s] 133/499 4.32G 0.01638 0.01187 0.005684 65 640: 8%|7 | 3/40 [00:00<00:07, 5.19it/s] 133/499 4.32G 0.0167 0.012 0.005328 67 640: 8%|7 | 3/40 [00:00<00:07, 5.19it/s] 133/499 4.32G 0.0167 0.012 0.005328 67 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 133/499 4.32G 0.0167 0.01246 0.006277 77 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 133/499 4.32G 0.0167 0.01246 0.006277 77 640: 12%|#2 | 5/40 [00:00<00:06, 5.39it/s] 133/499 4.32G 0.0168 0.01299 0.005596 80 640: 12%|#2 | 5/40 [00:01<00:06, 5.39it/s] 133/499 4.32G 0.0168 0.01299 0.005596 80 640: 15%|#5 | 6/40 [00:01<00:06, 4.90it/s] 133/499 4.32G 0.0166 0.01331 0.00518 81 640: 15%|#5 | 6/40 [00:01<00:06, 4.90it/s] 133/499 4.32G 0.0166 0.01331 0.00518 81 640: 18%|#7 | 7/40 [00:01<00:06, 5.04it/s] 133/499 4.32G 0.01668 0.01359 0.005205 83 640: 18%|#7 | 7/40 [00:01<00:06, 5.04it/s] 133/499 4.32G 0.01668 0.01359 0.005205 83 640: 20%|## | 8/40 [00:01<00:06, 5.15it/s] 133/499 4.32G 0.01654 0.01344 0.005017 77 640: 20%|## | 8/40 [00:01<00:06, 5.15it/s] 133/499 4.32G 0.01654 0.01344 0.005017 77 640: 22%|##2 | 9/40 [00:01<00:06, 5.06it/s] 133/499 4.32G 0.01632 0.01328 0.004716 74 640: 22%|##2 | 9/40 [00:01<00:06, 5.06it/s] 133/499 4.32G 0.01632 0.01328 0.004716 74 640: 25%|##5 | 10/40 [00:01<00:05, 5.20it/s] 133/499 4.32G 0.01617 0.01342 0.004521 86 640: 25%|##5 | 10/40 [00:02<00:05, 5.20it/s] 133/499 4.32G 0.01617 0.01342 0.004521 86 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 133/499 4.32G 0.01603 0.01317 0.004662 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 133/499 4.32G 0.01603 0.01317 0.004662 65 640: 30%|### | 12/40 [00:02<00:05, 5.18it/s] 133/499 4.32G 0.01616 0.01322 0.004673 79 640: 30%|### | 12/40 [00:02<00:05, 5.18it/s] 133/499 4.32G 0.01616 0.01322 0.004673 79 640: 32%|###2 | 13/40 [00:02<00:05, 5.28it/s] 133/499 4.32G 0.01623 0.01316 0.004569 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.28it/s] 133/499 4.32G 0.01623 0.01316 0.004569 73 640: 35%|###5 | 14/40 [00:02<00:04, 5.37it/s] 133/499 4.32G 0.01624 0.01316 0.00462 77 640: 35%|###5 | 14/40 [00:02<00:04, 5.37it/s] 133/499 4.32G 0.01624 0.01316 0.00462 77 640: 38%|###7 | 15/40 [00:02<00:04, 5.22it/s] 133/499 4.32G 0.01628 0.01349 0.004605 98 640: 38%|###7 | 15/40 [00:03<00:04, 5.22it/s] 133/499 4.32G 0.01628 0.01349 0.004605 98 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 133/499 4.32G 0.01621 0.01346 0.004448 81 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 133/499 4.32G 0.01621 0.01346 0.004448 81 640: 42%|####2 | 17/40 [00:03<00:04, 5.37it/s] 133/499 4.32G 0.01624 0.01333 0.004438 66 640: 42%|####2 | 17/40 [00:03<00:04, 5.37it/s] 133/499 4.32G 0.01624 0.01333 0.004438 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 133/499 4.32G 0.01624 0.01326 0.004413 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 133/499 4.32G 0.01624 0.01326 0.004413 72 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 133/499 4.32G 0.01635 0.01323 0.004294 71 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 133/499 4.32G 0.01635 0.01323 0.004294 71 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 133/499 4.32G 0.01644 0.01328 0.004238 84 640: 50%|##### | 20/40 [00:04<00:03, 5.32it/s] 133/499 4.32G 0.01644 0.01328 0.004238 84 640: 52%|#####2 | 21/40 [00:04<00:03, 5.20it/s] 133/499 4.32G 0.01648 0.01323 0.00427 66 640: 52%|#####2 | 21/40 [00:04<00:03, 5.20it/s] 133/499 4.32G 0.01648 0.01323 0.00427 66 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 133/499 4.32G 0.01645 0.01319 0.004194 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 133/499 4.32G 0.01645 0.01319 0.004194 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 133/499 4.32G 0.01643 0.0132 0.004219 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 133/499 4.32G 0.01643 0.0132 0.004219 78 640: 60%|###### | 24/40 [00:04<00:03, 5.14it/s] 133/499 4.32G 0.01642 0.01314 0.004287 69 640: 60%|###### | 24/40 [00:04<00:03, 5.14it/s] 133/499 4.32G 0.01642 0.01314 0.004287 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.26it/s] 133/499 4.32G 0.01645 0.01311 0.004155 65 640: 62%|######2 | 25/40 [00:04<00:02, 5.26it/s] 133/499 4.32G 0.01645 0.01311 0.004155 65 640: 65%|######5 | 26/40 [00:04<00:02, 5.29it/s] 133/499 4.32G 0.01639 0.01306 0.004159 67 640: 65%|######5 | 26/40 [00:05<00:02, 5.29it/s] 133/499 4.32G 0.01639 0.01306 0.004159 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.14it/s] 133/499 4.32G 0.01642 0.01308 0.004207 80 640: 68%|######7 | 27/40 [00:05<00:02, 5.14it/s] 133/499 4.32G 0.01642 0.01308 0.004207 80 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 133/499 4.32G 0.01649 0.01307 0.004562 67 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 133/499 4.32G 0.01649 0.01307 0.004562 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 133/499 4.32G 0.01655 0.01316 0.004615 89 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 133/499 4.32G 0.01655 0.01316 0.004615 89 640: 75%|#######5 | 30/40 [00:05<00:01, 5.19it/s] 133/499 4.32G 0.01658 0.01319 0.004639 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.19it/s] 133/499 4.32G 0.01658 0.01319 0.004639 79 640: 78%|#######7 | 31/40 [00:05<00:01, 5.26it/s] 133/499 4.32G 0.01654 0.01316 0.00455 79 640: 78%|#######7 | 31/40 [00:06<00:01, 5.26it/s] 133/499 4.32G 0.01654 0.01316 0.00455 79 640: 80%|######## | 32/40 [00:06<00:01, 5.34it/s] 133/499 4.32G 0.01657 0.01313 0.004463 63 640: 80%|######## | 32/40 [00:06<00:01, 5.34it/s] 133/499 4.32G 0.01657 0.01313 0.004463 63 640: 82%|########2 | 33/40 [00:06<00:01, 5.16it/s] 133/499 4.32G 0.01657 0.01318 0.00456 85 640: 82%|########2 | 33/40 [00:06<00:01, 5.16it/s] 133/499 4.32G 0.01657 0.01318 0.00456 85 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 133/499 4.32G 0.01663 0.01312 0.004537 63 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 133/499 4.32G 0.01663 0.01312 0.004537 63 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 133/499 4.32G 0.01662 0.01315 0.004634 85 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 133/499 4.32G 0.01662 0.01315 0.004634 85 640: 90%|######### | 36/40 [00:06<00:00, 5.18it/s] 133/499 4.32G 0.01663 0.01317 0.004747 81 640: 90%|######### | 36/40 [00:07<00:00, 5.18it/s] 133/499 4.32G 0.01663 0.01317 0.004747 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 133/499 4.32G 0.01664 0.01316 0.004871 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 133/499 4.32G 0.01664 0.01316 0.004871 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 133/499 4.32G 0.01664 0.01311 0.00488 59 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 133/499 4.32G 0.01664 0.01311 0.00488 59 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 133/499 4.32G 0.01668 0.01318 0.004968 45 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 133/499 4.32G 0.01668 0.01318 0.004968 45 640: 100%|##########| 40/40 [00:07<00:00, 5.36it/s] 133/499 4.32G 0.01668 0.01318 0.004968 45 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.76it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s] all 132 263 0.887 0.822 0.858 0.719 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 134/499 4.32G 0.01737 0.0133 0.00676 75 640: 0%| | 0/40 [00:00<?, ?it/s] 134/499 4.32G 0.01737 0.0133 0.00676 75 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 134/499 4.32G 0.0163 0.01173 0.003957 68 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 134/499 4.32G 0.0163 0.01173 0.003957 68 640: 5%|5 | 2/40 [00:00<00:07, 5.19it/s] 134/499 4.32G 0.01671 0.01222 0.004613 81 640: 5%|5 | 2/40 [00:00<00:07, 5.19it/s] 134/499 4.32G 0.01671 0.01222 0.004613 81 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 134/499 4.32G 0.01678 0.01152 0.00512 63 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 134/499 4.32G 0.01678 0.01152 0.00512 63 640: 10%|# | 4/40 [00:00<00:06, 5.42it/s] 134/499 4.32G 0.01643 0.01192 0.004791 64 640: 10%|# | 4/40 [00:00<00:06, 5.42it/s] 134/499 4.32G 0.01643 0.01192 0.004791 64 640: 12%|#2 | 5/40 [00:00<00:06, 5.24it/s] 134/499 4.32G 0.01648 0.012 0.006131 65 640: 12%|#2 | 5/40 [00:01<00:06, 5.24it/s] 134/499 4.32G 0.01648 0.012 0.006131 65 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 134/499 4.32G 0.01609 0.01181 0.005949 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 134/499 4.32G 0.01609 0.01181 0.005949 66 640: 18%|#7 | 7/40 [00:01<00:06, 5.40it/s] 134/499 4.32G 0.0161 0.012 0.005988 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.40it/s] 134/499 4.32G 0.0161 0.012 0.005988 78 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 134/499 4.32G 0.01617 0.01206 0.005795 76 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 134/499 4.32G 0.01617 0.01206 0.005795 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 134/499 4.32G 0.0163 0.01227 0.005981 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 134/499 4.32G 0.0163 0.01227 0.005981 78 640: 25%|##5 | 10/40 [00:01<00:05, 5.38it/s] 134/499 4.32G 0.01644 0.01224 0.006002 66 640: 25%|##5 | 10/40 [00:02<00:05, 5.38it/s] 134/499 4.32G 0.01644 0.01224 0.006002 66 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 134/499 4.32G 0.01649 0.01226 0.005944 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 134/499 4.32G 0.01649 0.01226 0.005944 71 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 134/499 4.32G 0.01648 0.01235 0.005893 74 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 134/499 4.32G 0.01648 0.01235 0.005893 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 134/499 4.32G 0.01656 0.01242 0.005883 84 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 134/499 4.32G 0.01656 0.01242 0.005883 84 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 134/499 4.32G 0.0166 0.01252 0.005762 88 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 134/499 4.32G 0.0166 0.01252 0.005762 88 640: 38%|###7 | 15/40 [00:02<00:04, 5.32it/s] 134/499 4.32G 0.01645 0.01255 0.005706 77 640: 38%|###7 | 15/40 [00:03<00:04, 5.32it/s] 134/499 4.32G 0.01645 0.01255 0.005706 77 640: 40%|#### | 16/40 [00:03<00:04, 5.40it/s] 134/499 4.32G 0.01638 0.01251 0.005676 75 640: 40%|#### | 16/40 [00:03<00:04, 5.40it/s] 134/499 4.32G 0.01638 0.01251 0.005676 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.18it/s] 134/499 4.32G 0.0164 0.01261 0.005822 86 640: 42%|####2 | 17/40 [00:03<00:04, 5.18it/s] 134/499 4.32G 0.0164 0.01261 0.005822 86 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 134/499 4.32G 0.01639 0.01244 0.005675 56 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 134/499 4.32G 0.01639 0.01244 0.005675 56 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 134/499 4.32G 0.01634 0.01233 0.00553 66 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 134/499 4.32G 0.01634 0.01233 0.00553 66 640: 50%|##### | 20/40 [00:03<00:03, 5.20it/s] 134/499 4.32G 0.01631 0.01247 0.005471 92 640: 50%|##### | 20/40 [00:03<00:03, 5.20it/s] 134/499 4.32G 0.01631 0.01247 0.005471 92 640: 52%|#####2 | 21/40 [00:03<00:03, 5.30it/s] 134/499 4.32G 0.01626 0.01246 0.005416 72 640: 52%|#####2 | 21/40 [00:04<00:03, 5.30it/s] 134/499 4.32G 0.01626 0.01246 0.005416 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 134/499 4.32G 0.01629 0.01245 0.005385 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 134/499 4.32G 0.01629 0.01245 0.005385 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 134/499 4.32G 0.01631 0.01245 0.005361 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 134/499 4.32G 0.01631 0.01245 0.005361 70 640: 60%|###### | 24/40 [00:04<00:03, 5.25it/s] 134/499 4.32G 0.01632 0.01248 0.005322 75 640: 60%|###### | 24/40 [00:04<00:03, 5.25it/s] 134/499 4.32G 0.01632 0.01248 0.005322 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 134/499 4.32G 0.0164 0.01244 0.005632 65 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 134/499 4.32G 0.0164 0.01244 0.005632 65 640: 65%|######5 | 26/40 [00:04<00:02, 5.22it/s] 134/499 4.32G 0.01633 0.01237 0.005614 65 640: 65%|######5 | 26/40 [00:05<00:02, 5.22it/s] 134/499 4.32G 0.01633 0.01237 0.005614 65 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 134/499 4.32G 0.01629 0.0123 0.005687 62 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 134/499 4.32G 0.01629 0.0123 0.005687 62 640: 70%|####### | 28/40 [00:05<00:02, 5.33it/s] 134/499 4.32G 0.0163 0.01225 0.005637 64 640: 70%|####### | 28/40 [00:05<00:02, 5.33it/s] 134/499 4.32G 0.0163 0.01225 0.005637 64 640: 72%|#######2 | 29/40 [00:05<00:02, 5.20it/s] 134/499 4.32G 0.01633 0.01233 0.005596 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.20it/s] 134/499 4.32G 0.01633 0.01233 0.005596 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 134/499 4.32G 0.0163 0.01232 0.005494 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 134/499 4.32G 0.0163 0.01232 0.005494 73 640: 78%|#######7 | 31/40 [00:05<00:01, 5.33it/s] 134/499 4.32G 0.01631 0.01233 0.005478 77 640: 78%|#######7 | 31/40 [00:06<00:01, 5.33it/s] 134/499 4.32G 0.01631 0.01233 0.005478 77 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 134/499 4.32G 0.01632 0.01242 0.005461 82 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 134/499 4.32G 0.01632 0.01242 0.005461 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 134/499 4.32G 0.01638 0.01256 0.005424 99 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 134/499 4.32G 0.01638 0.01256 0.005424 99 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 134/499 4.32G 0.01638 0.01252 0.005383 61 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 134/499 4.32G 0.01638 0.01252 0.005383 61 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 134/499 4.32G 0.01633 0.01254 0.005377 76 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 134/499 4.32G 0.01633 0.01254 0.005377 76 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 134/499 4.32G 0.01632 0.0125 0.00545 68 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 134/499 4.32G 0.01632 0.0125 0.00545 68 640: 92%|#########2| 37/40 [00:06<00:00, 5.29it/s] 134/499 4.32G 0.01634 0.0126 0.00539 87 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 134/499 4.32G 0.01634 0.0126 0.00539 87 640: 95%|#########5| 38/40 [00:07<00:00, 5.13it/s] 134/499 4.32G 0.01639 0.01266 0.00545 84 640: 95%|#########5| 38/40 [00:07<00:00, 5.13it/s] 134/499 4.32G 0.01639 0.01266 0.00545 84 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 134/499 4.32G 0.0164 0.01265 0.005425 32 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 134/499 4.32G 0.0164 0.01265 0.005425 32 640: 100%|##########| 40/40 [00:07<00:00, 5.40it/s] 134/499 4.32G 0.0164 0.01265 0.005425 32 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.73it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.45it/s] all 132 263 0.925 0.804 0.882 0.737 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 135/499 4.32G 0.01726 0.01451 0.007143 72 640: 0%| | 0/40 [00:00<?, ?it/s] 135/499 4.32G 0.01726 0.01451 0.007143 72 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 135/499 4.32G 0.01694 0.01456 0.005165 90 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 135/499 4.32G 0.01694 0.01456 0.005165 90 640: 5%|5 | 2/40 [00:00<00:07, 5.30it/s] 135/499 4.32G 0.01731 0.01405 0.005875 75 640: 5%|5 | 2/40 [00:00<00:07, 5.30it/s] 135/499 4.32G 0.01731 0.01405 0.005875 75 640: 8%|7 | 3/40 [00:00<00:06, 5.40it/s] 135/499 4.32G 0.01701 0.01425 0.005669 91 640: 8%|7 | 3/40 [00:00<00:06, 5.40it/s] 135/499 4.32G 0.01701 0.01425 0.005669 91 640: 10%|# | 4/40 [00:00<00:06, 5.22it/s] 135/499 4.32G 0.01649 0.0139 0.006242 79 640: 10%|# | 4/40 [00:00<00:06, 5.22it/s] 135/499 4.32G 0.01649 0.0139 0.006242 79 640: 12%|#2 | 5/40 [00:00<00:06, 5.34it/s] 135/499 4.32G 0.01664 0.01409 0.006336 87 640: 12%|#2 | 5/40 [00:01<00:06, 5.34it/s] 135/499 4.32G 0.01664 0.01409 0.006336 87 640: 15%|#5 | 6/40 [00:01<00:06, 5.42it/s] 135/499 4.32G 0.01682 0.01455 0.005913 83 640: 15%|#5 | 6/40 [00:01<00:06, 5.42it/s] 135/499 4.32G 0.01682 0.01455 0.005913 83 640: 18%|#7 | 7/40 [00:01<00:06, 5.26it/s] 135/499 4.32G 0.017 0.01392 0.005922 57 640: 18%|#7 | 7/40 [00:01<00:06, 5.26it/s] 135/499 4.32G 0.017 0.01392 0.005922 57 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 135/499 4.32G 0.01675 0.01342 0.005566 57 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 135/499 4.32G 0.01675 0.01342 0.005566 57 640: 22%|##2 | 9/40 [00:01<00:05, 5.43it/s] 135/499 4.32G 0.01689 0.01344 0.005624 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.43it/s] 135/499 4.32G 0.01689 0.01344 0.005624 71 640: 25%|##5 | 10/40 [00:01<00:05, 5.24it/s] 135/499 4.32G 0.01682 0.01349 0.005295 79 640: 25%|##5 | 10/40 [00:02<00:05, 5.24it/s] 135/499 4.32G 0.01682 0.01349 0.005295 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 135/499 4.32G 0.01676 0.01361 0.005189 88 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 135/499 4.32G 0.01676 0.01361 0.005189 88 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 135/499 4.32G 0.01668 0.0135 0.005329 70 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 135/499 4.32G 0.01668 0.0135 0.005329 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 135/499 4.32G 0.01665 0.01363 0.005336 86 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 135/499 4.32G 0.01665 0.01363 0.005336 86 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 135/499 4.32G 0.01649 0.01355 0.005104 73 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 135/499 4.32G 0.01649 0.01355 0.005104 73 640: 38%|###7 | 15/40 [00:02<00:04, 5.26it/s] 135/499 4.32G 0.01635 0.01366 0.005488 86 640: 38%|###7 | 15/40 [00:03<00:04, 5.26it/s] 135/499 4.32G 0.01635 0.01366 0.005488 86 640: 40%|#### | 16/40 [00:03<00:04, 5.13it/s] 135/499 4.32G 0.01629 0.01358 0.005529 76 640: 40%|#### | 16/40 [00:03<00:04, 5.13it/s] 135/499 4.32G 0.01629 0.01358 0.005529 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 135/499 4.32G 0.01634 0.01357 0.005406 82 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 135/499 4.32G 0.01634 0.01357 0.005406 82 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 135/499 4.32G 0.01622 0.01347 0.005346 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 135/499 4.32G 0.01622 0.01347 0.005346 72 640: 48%|####7 | 19/40 [00:03<00:04, 5.20it/s] 135/499 4.32G 0.01635 0.01338 0.005433 63 640: 48%|####7 | 19/40 [00:03<00:04, 5.20it/s] 135/499 4.32G 0.01635 0.01338 0.005433 63 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 135/499 4.32G 0.01651 0.01334 0.005447 69 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 135/499 4.32G 0.01651 0.01334 0.005447 69 640: 52%|#####2 | 21/40 [00:03<00:03, 5.38it/s] 135/499 4.32G 0.01653 0.01348 0.005291 96 640: 52%|#####2 | 21/40 [00:04<00:03, 5.38it/s] 135/499 4.32G 0.01653 0.01348 0.005291 96 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 135/499 4.32G 0.01644 0.01353 0.00521 88 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 135/499 4.32G 0.01644 0.01353 0.00521 88 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 135/499 4.32G 0.01642 0.01352 0.005233 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 135/499 4.32G 0.01642 0.01352 0.005233 79 640: 60%|###### | 24/40 [00:04<00:02, 5.35it/s] 135/499 4.32G 0.01642 0.01344 0.005437 66 640: 60%|###### | 24/40 [00:04<00:02, 5.35it/s] 135/499 4.32G 0.01642 0.01344 0.005437 66 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 135/499 4.32G 0.0165 0.01344 0.005413 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 135/499 4.32G 0.0165 0.01344 0.005413 79 640: 65%|######5 | 26/40 [00:04<00:02, 5.32it/s] 135/499 4.32G 0.01648 0.01344 0.005431 85 640: 65%|######5 | 26/40 [00:05<00:02, 5.32it/s] 135/499 4.32G 0.01648 0.01344 0.005431 85 640: 68%|######7 | 27/40 [00:05<00:02, 5.38it/s] 135/499 4.32G 0.0165 0.01337 0.005415 65 640: 68%|######7 | 27/40 [00:05<00:02, 5.38it/s] 135/499 4.32G 0.0165 0.01337 0.005415 65 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 135/499 4.32G 0.01646 0.01343 0.005375 90 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 135/499 4.32G 0.01646 0.01343 0.005375 90 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 135/499 4.32G 0.01638 0.01334 0.00532 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 135/499 4.32G 0.01638 0.01334 0.00532 72 640: 75%|#######5 | 30/40 [00:05<00:01, 5.41it/s] 135/499 4.32G 0.01638 0.01343 0.005308 87 640: 75%|#######5 | 30/40 [00:05<00:01, 5.41it/s] 135/499 4.32G 0.01638 0.01343 0.005308 87 640: 78%|#######7 | 31/40 [00:05<00:01, 5.25it/s] 135/499 4.32G 0.01631 0.0135 0.005221 95 640: 78%|#######7 | 31/40 [00:06<00:01, 5.25it/s] 135/499 4.32G 0.01631 0.0135 0.005221 95 640: 80%|######## | 32/40 [00:06<00:01, 5.31it/s] 135/499 4.32G 0.01632 0.01353 0.005218 85 640: 80%|######## | 32/40 [00:06<00:01, 5.31it/s] 135/499 4.32G 0.01632 0.01353 0.005218 85 640: 82%|########2 | 33/40 [00:06<00:01, 5.36it/s] 135/499 4.32G 0.01627 0.01351 0.005381 80 640: 82%|########2 | 33/40 [00:06<00:01, 5.36it/s] 135/499 4.32G 0.01627 0.01351 0.005381 80 640: 85%|########5 | 34/40 [00:06<00:01, 5.16it/s] 135/499 4.32G 0.01627 0.01355 0.005546 91 640: 85%|########5 | 34/40 [00:06<00:01, 5.16it/s] 135/499 4.32G 0.01627 0.01355 0.005546 91 640: 88%|########7 | 35/40 [00:06<00:00, 5.25it/s] 135/499 4.32G 0.01623 0.01347 0.005565 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.25it/s] 135/499 4.32G 0.01623 0.01347 0.005565 69 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 135/499 4.32G 0.01626 0.01344 0.005638 72 640: 90%|######### | 36/40 [00:07<00:00, 5.30it/s] 135/499 4.32G 0.01626 0.01344 0.005638 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.16it/s] 135/499 4.32G 0.01625 0.01341 0.005727 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.16it/s] 135/499 4.32G 0.01625 0.01341 0.005727 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 135/499 4.32G 0.01625 0.01343 0.005701 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 135/499 4.32G 0.01625 0.01343 0.005701 81 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 135/499 4.32G 0.01625 0.01341 0.005705 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 135/499 4.32G 0.01625 0.01341 0.005705 38 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] 135/499 4.32G 0.01625 0.01341 0.005705 38 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.883 0.851 0.869 0.73 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 136/499 4.32G 0.01736 0.0159 0.006169 88 640: 0%| | 0/40 [00:00<?, ?it/s] 136/499 4.32G 0.01736 0.0159 0.006169 88 640: 2%|2 | 1/40 [00:00<00:07, 5.10it/s] 136/499 4.32G 0.01618 0.01488 0.005777 84 640: 2%|2 | 1/40 [00:00<00:07, 5.10it/s] 136/499 4.32G 0.01618 0.01488 0.005777 84 640: 5%|5 | 2/40 [00:00<00:07, 5.36it/s] 136/499 4.32G 0.0155 0.01367 0.004708 78 640: 5%|5 | 2/40 [00:00<00:07, 5.36it/s] 136/499 4.32G 0.0155 0.01367 0.004708 78 640: 8%|7 | 3/40 [00:00<00:07, 5.13it/s] 136/499 4.32G 0.01539 0.01353 0.004323 69 640: 8%|7 | 3/40 [00:00<00:07, 5.13it/s] 136/499 4.32G 0.01539 0.01353 0.004323 69 640: 10%|# | 4/40 [00:00<00:06, 5.29it/s] 136/499 4.32G 0.0153 0.01333 0.004355 75 640: 10%|# | 4/40 [00:00<00:06, 5.29it/s] 136/499 4.32G 0.0153 0.01333 0.004355 75 640: 12%|#2 | 5/40 [00:00<00:06, 5.37it/s] 136/499 4.32G 0.0158 0.01335 0.004598 80 640: 12%|#2 | 5/40 [00:01<00:06, 5.37it/s] 136/499 4.32G 0.0158 0.01335 0.004598 80 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 136/499 4.32G 0.01595 0.01329 0.004481 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 136/499 4.32G 0.01595 0.01329 0.004481 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 136/499 4.32G 0.01588 0.01314 0.004246 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 136/499 4.32G 0.01588 0.01314 0.004246 78 640: 20%|## | 8/40 [00:01<00:05, 5.40it/s] 136/499 4.32G 0.01596 0.01291 0.00501 61 640: 20%|## | 8/40 [00:01<00:05, 5.40it/s] 136/499 4.32G 0.01596 0.01291 0.00501 61 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 136/499 4.32G 0.01581 0.013 0.00476 88 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 136/499 4.32G 0.01581 0.013 0.00476 88 640: 25%|##5 | 10/40 [00:01<00:05, 5.32it/s] 136/499 4.32G 0.01585 0.0132 0.004887 86 640: 25%|##5 | 10/40 [00:02<00:05, 5.32it/s] 136/499 4.32G 0.01585 0.0132 0.004887 86 640: 28%|##7 | 11/40 [00:02<00:05, 5.40it/s] 136/499 4.32G 0.01606 0.01323 0.004769 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.40it/s] 136/499 4.32G 0.01606 0.01323 0.004769 78 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 136/499 4.32G 0.01595 0.01316 0.0046 84 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 136/499 4.32G 0.01595 0.01316 0.0046 84 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 136/499 4.32G 0.01584 0.013 0.004514 64 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 136/499 4.32G 0.01584 0.013 0.004514 64 640: 35%|###5 | 14/40 [00:02<00:04, 5.42it/s] 136/499 4.32G 0.01582 0.01305 0.004447 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.42it/s] 136/499 4.32G 0.01582 0.01305 0.004447 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.27it/s] 136/499 4.32G 0.01583 0.01304 0.004585 78 640: 38%|###7 | 15/40 [00:03<00:04, 5.27it/s] 136/499 4.32G 0.01583 0.01304 0.004585 78 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 136/499 4.32G 0.01596 0.01318 0.004983 81 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 136/499 4.32G 0.01596 0.01318 0.004983 81 640: 42%|####2 | 17/40 [00:03<00:04, 5.40it/s] 136/499 4.32G 0.01593 0.01308 0.005001 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.40it/s] 136/499 4.32G 0.01593 0.01308 0.005001 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.26it/s] 136/499 4.32G 0.01593 0.01299 0.0049 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.26it/s] 136/499 4.32G 0.01593 0.01299 0.0049 68 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 136/499 4.32G 0.01591 0.01281 0.004738 65 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 136/499 4.32G 0.01591 0.01281 0.004738 65 640: 50%|##### | 20/40 [00:03<00:03, 5.41it/s] 136/499 4.32G 0.01602 0.01277 0.00482 67 640: 50%|##### | 20/40 [00:03<00:03, 5.41it/s] 136/499 4.32G 0.01602 0.01277 0.00482 67 640: 52%|#####2 | 21/40 [00:03<00:03, 5.28it/s] 136/499 4.32G 0.01605 0.01278 0.004794 79 640: 52%|#####2 | 21/40 [00:04<00:03, 5.28it/s] 136/499 4.32G 0.01605 0.01278 0.004794 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.36it/s] 136/499 4.32G 0.01608 0.01277 0.004673 65 640: 55%|#####5 | 22/40 [00:04<00:03, 5.36it/s] 136/499 4.32G 0.01608 0.01277 0.004673 65 640: 57%|#####7 | 23/40 [00:04<00:03, 5.40it/s] 136/499 4.32G 0.01607 0.01269 0.004634 61 640: 57%|#####7 | 23/40 [00:04<00:03, 5.40it/s] 136/499 4.32G 0.01607 0.01269 0.004634 61 640: 60%|###### | 24/40 [00:04<00:03, 5.23it/s] 136/499 4.32G 0.01596 0.0126 0.004623 65 640: 60%|###### | 24/40 [00:04<00:03, 5.23it/s] 136/499 4.32G 0.01596 0.0126 0.004623 65 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 136/499 4.32G 0.01601 0.01267 0.004699 84 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 136/499 4.32G 0.01601 0.01267 0.004699 84 640: 65%|######5 | 26/40 [00:04<00:02, 5.34it/s] 136/499 4.32G 0.01599 0.01271 0.004776 82 640: 65%|######5 | 26/40 [00:05<00:02, 5.34it/s] 136/499 4.32G 0.01599 0.01271 0.004776 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 136/499 4.32G 0.01598 0.01266 0.004844 62 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 136/499 4.32G 0.01598 0.01266 0.004844 62 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 136/499 4.32G 0.016 0.01262 0.00478 71 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 136/499 4.32G 0.016 0.01262 0.00478 71 640: 72%|#######2 | 29/40 [00:05<00:02, 5.36it/s] 136/499 4.32G 0.01601 0.0126 0.004698 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.36it/s] 136/499 4.32G 0.01601 0.0126 0.004698 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 136/499 4.32G 0.016 0.01258 0.004756 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 136/499 4.32G 0.016 0.01258 0.004756 68 640: 78%|#######7 | 31/40 [00:05<00:01, 5.33it/s] 136/499 4.32G 0.01605 0.01253 0.004699 66 640: 78%|#######7 | 31/40 [00:06<00:01, 5.33it/s] 136/499 4.32G 0.01605 0.01253 0.004699 66 640: 80%|######## | 32/40 [00:06<00:01, 5.38it/s] 136/499 4.32G 0.01611 0.0127 0.004771 109 640: 80%|######## | 32/40 [00:06<00:01, 5.38it/s] 136/499 4.32G 0.01611 0.0127 0.004771 109 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 136/499 4.32G 0.01607 0.01277 0.004725 95 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 136/499 4.32G 0.01607 0.01277 0.004725 95 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 136/499 4.32G 0.01601 0.01271 0.004688 62 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 136/499 4.32G 0.01601 0.01271 0.004688 62 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 136/499 4.32G 0.016 0.0127 0.004611 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 136/499 4.32G 0.016 0.0127 0.004611 77 640: 90%|######### | 36/40 [00:06<00:00, 5.18it/s] 136/499 4.32G 0.01606 0.01265 0.004756 56 640: 90%|######### | 36/40 [00:06<00:00, 5.18it/s] 136/499 4.32G 0.01606 0.01265 0.004756 56 640: 92%|#########2| 37/40 [00:06<00:00, 5.28it/s] 136/499 4.32G 0.01608 0.01258 0.004828 59 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 136/499 4.32G 0.01608 0.01258 0.004828 59 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 136/499 4.32G 0.01611 0.01267 0.004872 91 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 136/499 4.32G 0.01611 0.01267 0.004872 91 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 136/499 4.32G 0.01605 0.01266 0.004801 42 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 136/499 4.32G 0.01605 0.01266 0.004801 42 640: 100%|##########| 40/40 [00:07<00:00, 5.37it/s] 136/499 4.32G 0.01605 0.01266 0.004801 42 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.827 0.855 0.853 0.714 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 137/499 4.32G 0.01649 0.01415 0.004929 85 640: 0%| | 0/40 [00:00<?, ?it/s] 137/499 4.32G 0.01649 0.01415 0.004929 85 640: 2%|2 | 1/40 [00:00<00:07, 5.29it/s] 137/499 4.32G 0.01642 0.01427 0.005226 76 640: 2%|2 | 1/40 [00:00<00:07, 5.29it/s] 137/499 4.32G 0.01642 0.01427 0.005226 76 640: 5%|5 | 2/40 [00:00<00:07, 5.04it/s] 137/499 4.32G 0.01662 0.01298 0.005779 65 640: 5%|5 | 2/40 [00:00<00:07, 5.04it/s] 137/499 4.32G 0.01662 0.01298 0.005779 65 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 137/499 4.32G 0.0168 0.01256 0.006247 74 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 137/499 4.32G 0.0168 0.01256 0.006247 74 640: 10%|# | 4/40 [00:00<00:06, 5.37it/s] 137/499 4.32G 0.01683 0.01187 0.007846 53 640: 10%|# | 4/40 [00:00<00:06, 5.37it/s] 137/499 4.32G 0.01683 0.01187 0.007846 53 640: 12%|#2 | 5/40 [00:00<00:06, 5.20it/s] 137/499 4.32G 0.01662 0.01188 0.006884 67 640: 12%|#2 | 5/40 [00:01<00:06, 5.20it/s] 137/499 4.32G 0.01662 0.01188 0.006884 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 137/499 4.32G 0.0166 0.01252 0.006703 85 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 137/499 4.32G 0.0166 0.01252 0.006703 85 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 137/499 4.32G 0.01663 0.01273 0.006254 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 137/499 4.32G 0.01663 0.01273 0.006254 73 640: 20%|## | 8/40 [00:01<00:06, 5.21it/s] 137/499 4.32G 0.01657 0.01283 0.00601 81 640: 20%|## | 8/40 [00:01<00:06, 5.21it/s] 137/499 4.32G 0.01657 0.01283 0.00601 81 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 137/499 4.32G 0.01664 0.01307 0.006081 91 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 137/499 4.32G 0.01664 0.01307 0.006081 91 640: 25%|##5 | 10/40 [00:01<00:05, 5.33it/s] 137/499 4.32G 0.01675 0.01306 0.006068 75 640: 25%|##5 | 10/40 [00:02<00:05, 5.33it/s] 137/499 4.32G 0.01675 0.01306 0.006068 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 137/499 4.32G 0.01682 0.01308 0.006286 85 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 137/499 4.32G 0.01682 0.01308 0.006286 85 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 137/499 4.32G 0.01664 0.01313 0.005953 73 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 137/499 4.32G 0.01664 0.01313 0.005953 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 137/499 4.32G 0.01661 0.01302 0.00584 66 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 137/499 4.32G 0.01661 0.01302 0.00584 66 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 137/499 4.32G 0.01642 0.01294 0.00579 81 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 137/499 4.32G 0.01642 0.01294 0.00579 81 640: 38%|###7 | 15/40 [00:02<00:04, 5.29it/s] 137/499 4.32G 0.01641 0.01296 0.005731 78 640: 38%|###7 | 15/40 [00:03<00:04, 5.29it/s] 137/499 4.32G 0.01641 0.01296 0.005731 78 640: 40%|#### | 16/40 [00:03<00:04, 5.35it/s] 137/499 4.32G 0.01639 0.01302 0.005636 80 640: 40%|#### | 16/40 [00:03<00:04, 5.35it/s] 137/499 4.32G 0.01639 0.01302 0.005636 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 137/499 4.32G 0.01635 0.01292 0.005425 70 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 137/499 4.32G 0.01635 0.01292 0.005425 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 137/499 4.32G 0.01627 0.01312 0.005419 102 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 137/499 4.32G 0.01627 0.01312 0.005419 102 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 137/499 4.32G 0.0163 0.01322 0.005392 85 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 137/499 4.32G 0.0163 0.01322 0.005392 85 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 137/499 4.32G 0.01628 0.01331 0.005447 89 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 137/499 4.32G 0.01628 0.01331 0.005447 89 640: 52%|#####2 | 21/40 [00:03<00:03, 5.31it/s] 137/499 4.32G 0.01621 0.01332 0.005321 82 640: 52%|#####2 | 21/40 [00:04<00:03, 5.31it/s] 137/499 4.32G 0.01621 0.01332 0.005321 82 640: 55%|#####5 | 22/40 [00:04<00:03, 5.38it/s] 137/499 4.32G 0.01614 0.0134 0.005183 81 640: 55%|#####5 | 22/40 [00:04<00:03, 5.38it/s] 137/499 4.32G 0.01614 0.0134 0.005183 81 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 137/499 4.32G 0.01615 0.01331 0.005174 68 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 137/499 4.32G 0.01615 0.01331 0.005174 68 640: 60%|###### | 24/40 [00:04<00:03, 5.29it/s] 137/499 4.32G 0.01615 0.01338 0.005165 86 640: 60%|###### | 24/40 [00:04<00:03, 5.29it/s] 137/499 4.32G 0.01615 0.01338 0.005165 86 640: 62%|######2 | 25/40 [00:04<00:02, 5.37it/s] 137/499 4.32G 0.01615 0.01331 0.005118 67 640: 62%|######2 | 25/40 [00:04<00:02, 5.37it/s] 137/499 4.32G 0.01615 0.01331 0.005118 67 640: 65%|######5 | 26/40 [00:04<00:02, 5.25it/s] 137/499 4.32G 0.01628 0.01335 0.005183 68 640: 65%|######5 | 26/40 [00:05<00:02, 5.25it/s] 137/499 4.32G 0.01628 0.01335 0.005183 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 137/499 4.32G 0.01627 0.01346 0.005184 92 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 137/499 4.32G 0.01627 0.01346 0.005184 92 640: 70%|####### | 28/40 [00:05<00:02, 5.35it/s] 137/499 4.32G 0.01624 0.01347 0.005125 69 640: 70%|####### | 28/40 [00:05<00:02, 5.35it/s] 137/499 4.32G 0.01624 0.01347 0.005125 69 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 137/499 4.32G 0.01623 0.01341 0.005107 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 137/499 4.32G 0.01623 0.01341 0.005107 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 137/499 4.32G 0.01619 0.01341 0.005094 78 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 137/499 4.32G 0.01619 0.01341 0.005094 78 640: 78%|#######7 | 31/40 [00:05<00:01, 5.34it/s] 137/499 4.32G 0.01621 0.0134 0.005167 72 640: 78%|#######7 | 31/40 [00:06<00:01, 5.34it/s] 137/499 4.32G 0.01621 0.0134 0.005167 72 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 137/499 4.32G 0.0162 0.0133 0.005256 57 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 137/499 4.32G 0.0162 0.0133 0.005256 57 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 137/499 4.32G 0.01611 0.01326 0.005175 83 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 137/499 4.32G 0.01611 0.01326 0.005175 83 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 137/499 4.32G 0.01606 0.01325 0.005259 86 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 137/499 4.32G 0.01606 0.01325 0.005259 86 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 137/499 4.32G 0.01604 0.01331 0.005202 94 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 137/499 4.32G 0.01604 0.01331 0.005202 94 640: 90%|######### | 36/40 [00:06<00:00, 5.29it/s] 137/499 4.32G 0.01609 0.01333 0.005115 76 640: 90%|######### | 36/40 [00:06<00:00, 5.29it/s] 137/499 4.32G 0.01609 0.01333 0.005115 76 640: 92%|#########2| 37/40 [00:06<00:00, 5.36it/s] 137/499 4.32G 0.0161 0.0133 0.005038 70 640: 92%|#########2| 37/40 [00:07<00:00, 5.36it/s] 137/499 4.32G 0.0161 0.0133 0.005038 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.22it/s] 137/499 4.32G 0.01609 0.0133 0.005033 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.22it/s] 137/499 4.32G 0.01609 0.0133 0.005033 75 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 137/499 4.32G 0.01606 0.01326 0.005017 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 137/499 4.32G 0.01606 0.01326 0.005017 38 640: 100%|##########| 40/40 [00:07<00:00, 5.45it/s] 137/499 4.32G 0.01606 0.01326 0.005017 38 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.83it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s] all 132 263 0.882 0.848 0.889 0.754 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 138/499 4.32G 0.01322 0.01256 0.002812 80 640: 0%| | 0/40 [00:00<?, ?it/s] 138/499 4.32G 0.01322 0.01256 0.002812 80 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 138/499 4.32G 0.01532 0.014 0.004027 87 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 138/499 4.32G 0.01532 0.014 0.004027 87 640: 5%|5 | 2/40 [00:00<00:07, 5.27it/s] 138/499 4.32G 0.01484 0.01372 0.003625 74 640: 5%|5 | 2/40 [00:00<00:07, 5.27it/s] 138/499 4.32G 0.01484 0.01372 0.003625 74 640: 8%|7 | 3/40 [00:00<00:06, 5.39it/s] 138/499 4.32G 0.01495 0.01353 0.003662 85 640: 8%|7 | 3/40 [00:00<00:06, 5.39it/s] 138/499 4.32G 0.01495 0.01353 0.003662 85 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 138/499 4.32G 0.01581 0.01355 0.004431 70 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 138/499 4.32G 0.01581 0.01355 0.004431 70 640: 12%|#2 | 5/40 [00:00<00:06, 5.31it/s] 138/499 4.32G 0.0155 0.01309 0.004289 67 640: 12%|#2 | 5/40 [00:01<00:06, 5.31it/s] 138/499 4.32G 0.0155 0.01309 0.004289 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.39it/s] 138/499 4.32G 0.01574 0.01321 0.004087 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.39it/s] 138/499 4.32G 0.01574 0.01321 0.004087 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 138/499 4.32G 0.0158 0.01332 0.003827 85 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 138/499 4.32G 0.0158 0.01332 0.003827 85 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 138/499 4.32G 0.01569 0.01317 0.003552 64 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 138/499 4.32G 0.01569 0.01317 0.003552 64 640: 22%|##2 | 9/40 [00:01<00:05, 5.39it/s] 138/499 4.32G 0.01572 0.01314 0.00371 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.39it/s] 138/499 4.32G 0.01572 0.01314 0.00371 68 640: 25%|##5 | 10/40 [00:01<00:05, 5.24it/s] 138/499 4.32G 0.01571 0.01304 0.003705 70 640: 25%|##5 | 10/40 [00:02<00:05, 5.24it/s] 138/499 4.32G 0.01571 0.01304 0.003705 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 138/499 4.32G 0.01575 0.013 0.00375 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 138/499 4.32G 0.01575 0.013 0.00375 75 640: 30%|### | 12/40 [00:02<00:05, 5.40it/s] 138/499 4.32G 0.01588 0.01307 0.003947 79 640: 30%|### | 12/40 [00:02<00:05, 5.40it/s] 138/499 4.32G 0.01588 0.01307 0.003947 79 640: 32%|###2 | 13/40 [00:02<00:05, 5.25it/s] 138/499 4.32G 0.0158 0.01289 0.003723 60 640: 32%|###2 | 13/40 [00:02<00:05, 5.25it/s] 138/499 4.32G 0.0158 0.01289 0.003723 60 640: 35%|###5 | 14/40 [00:02<00:04, 5.33it/s] 138/499 4.32G 0.0158 0.01288 0.003666 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.33it/s] 138/499 4.32G 0.0158 0.01288 0.003666 75 640: 38%|###7 | 15/40 [00:02<00:04, 5.39it/s] 138/499 4.32G 0.01583 0.0129 0.003642 76 640: 38%|###7 | 15/40 [00:03<00:04, 5.39it/s] 138/499 4.32G 0.01583 0.0129 0.003642 76 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 138/499 4.32G 0.0159 0.01302 0.003702 84 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 138/499 4.32G 0.0159 0.01302 0.003702 84 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 138/499 4.32G 0.01585 0.01313 0.003667 89 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 138/499 4.32G 0.01585 0.01313 0.003667 89 640: 45%|####5 | 18/40 [00:03<00:04, 5.38it/s] 138/499 4.32G 0.01584 0.01318 0.003648 81 640: 45%|####5 | 18/40 [00:03<00:04, 5.38it/s] 138/499 4.32G 0.01584 0.01318 0.003648 81 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 138/499 4.32G 0.01592 0.01311 0.003902 69 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 138/499 4.32G 0.01592 0.01311 0.003902 69 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 138/499 4.32G 0.01589 0.01305 0.003879 69 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 138/499 4.32G 0.01589 0.01305 0.003879 69 640: 52%|#####2 | 21/40 [00:03<00:03, 5.35it/s] 138/499 4.32G 0.01585 0.01292 0.004185 61 640: 52%|#####2 | 21/40 [00:04<00:03, 5.35it/s] 138/499 4.32G 0.01585 0.01292 0.004185 61 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 138/499 4.32G 0.0158 0.0129 0.004114 88 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 138/499 4.32G 0.0158 0.0129 0.004114 88 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 138/499 4.32G 0.01576 0.01289 0.004264 80 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 138/499 4.32G 0.01576 0.01289 0.004264 80 640: 60%|###### | 24/40 [00:04<00:02, 5.38it/s] 138/499 4.32G 0.01589 0.01285 0.004421 69 640: 60%|###### | 24/40 [00:04<00:02, 5.38it/s] 138/499 4.32G 0.01589 0.01285 0.004421 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 138/499 4.32G 0.01586 0.01289 0.004345 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 138/499 4.32G 0.01586 0.01289 0.004345 74 640: 65%|######5 | 26/40 [00:04<00:02, 5.33it/s] 138/499 4.32G 0.01583 0.01289 0.004242 82 640: 65%|######5 | 26/40 [00:05<00:02, 5.33it/s] 138/499 4.32G 0.01583 0.01289 0.004242 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.40it/s] 138/499 4.32G 0.0158 0.01279 0.004208 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.40it/s] 138/499 4.32G 0.0158 0.01279 0.004208 68 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 138/499 4.32G 0.01583 0.01279 0.004248 79 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 138/499 4.32G 0.01583 0.01279 0.004248 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 138/499 4.32G 0.01585 0.01287 0.004292 86 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 138/499 4.32G 0.01585 0.01287 0.004292 86 640: 75%|#######5 | 30/40 [00:05<00:01, 5.37it/s] 138/499 4.32G 0.01588 0.01286 0.004318 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.37it/s] 138/499 4.32G 0.01588 0.01286 0.004318 76 640: 78%|#######7 | 31/40 [00:05<00:01, 5.22it/s] 138/499 4.32G 0.01588 0.01283 0.004338 64 640: 78%|#######7 | 31/40 [00:06<00:01, 5.22it/s] 138/499 4.32G 0.01588 0.01283 0.004338 64 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 138/499 4.32G 0.01584 0.01277 0.004338 64 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 138/499 4.32G 0.01584 0.01277 0.004338 64 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 138/499 4.32G 0.01583 0.01284 0.004344 85 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 138/499 4.32G 0.01583 0.01284 0.004344 85 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 138/499 4.32G 0.0158 0.01288 0.004273 92 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 138/499 4.32G 0.0158 0.01288 0.004273 92 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 138/499 4.32G 0.01576 0.01283 0.004319 65 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 138/499 4.32G 0.01576 0.01283 0.004319 65 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 138/499 4.32G 0.01574 0.0128 0.004396 71 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 138/499 4.32G 0.01574 0.0128 0.004396 71 640: 92%|#########2| 37/40 [00:06<00:00, 5.18it/s] 138/499 4.32G 0.01571 0.01281 0.004337 88 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 138/499 4.32G 0.01571 0.01281 0.004337 88 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 138/499 4.32G 0.01576 0.01278 0.004326 67 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 138/499 4.32G 0.01576 0.01278 0.004326 67 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 138/499 4.32G 0.01573 0.01278 0.004483 40 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 138/499 4.32G 0.01573 0.01278 0.004483 40 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] 138/499 4.32G 0.01573 0.01278 0.004483 40 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.893 0.892 0.897 0.742 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 139/499 4.32G 0.01703 0.01539 0.008695 88 640: 0%| | 0/40 [00:00<?, ?it/s] 139/499 4.32G 0.01703 0.01539 0.008695 88 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 139/499 4.32G 0.01589 0.01415 0.007328 79 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 139/499 4.32G 0.01589 0.01415 0.007328 79 640: 5%|5 | 2/40 [00:00<00:06, 5.54it/s] 139/499 4.32G 0.01602 0.01455 0.006042 82 640: 5%|5 | 2/40 [00:00<00:06, 5.54it/s] 139/499 4.32G 0.01602 0.01455 0.006042 82 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 139/499 4.32G 0.01629 0.01403 0.006026 77 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 139/499 4.32G 0.01629 0.01403 0.006026 77 640: 10%|# | 4/40 [00:00<00:06, 5.30it/s] 139/499 4.32G 0.01613 0.01385 0.005413 82 640: 10%|# | 4/40 [00:00<00:06, 5.30it/s] 139/499 4.32G 0.01613 0.01385 0.005413 82 640: 12%|#2 | 5/40 [00:00<00:06, 5.39it/s] 139/499 4.32G 0.01594 0.01357 0.005101 79 640: 12%|#2 | 5/40 [00:01<00:06, 5.39it/s] 139/499 4.32G 0.01594 0.01357 0.005101 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 139/499 4.32G 0.01563 0.01313 0.004925 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 139/499 4.32G 0.01563 0.01313 0.004925 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.28it/s] 139/499 4.32G 0.01564 0.01309 0.004735 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.28it/s] 139/499 4.32G 0.01564 0.01309 0.004735 76 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 139/499 4.32G 0.0156 0.01299 0.004411 80 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 139/499 4.32G 0.0156 0.01299 0.004411 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 139/499 4.32G 0.01554 0.0129 0.004312 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 139/499 4.32G 0.01554 0.0129 0.004312 76 640: 25%|##5 | 10/40 [00:01<00:05, 5.32it/s] 139/499 4.32G 0.0155 0.01294 0.004143 83 640: 25%|##5 | 10/40 [00:02<00:05, 5.32it/s] 139/499 4.32G 0.0155 0.01294 0.004143 83 640: 28%|##7 | 11/40 [00:02<00:05, 5.36it/s] 139/499 4.32G 0.01558 0.013 0.004225 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.36it/s] 139/499 4.32G 0.01558 0.013 0.004225 79 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 139/499 4.32G 0.01561 0.01304 0.004238 81 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 139/499 4.32G 0.01561 0.01304 0.004238 81 640: 32%|###2 | 13/40 [00:02<00:05, 5.31it/s] 139/499 4.32G 0.01557 0.0131 0.004154 93 640: 32%|###2 | 13/40 [00:02<00:05, 5.31it/s] 139/499 4.32G 0.01557 0.0131 0.004154 93 640: 35%|###5 | 14/40 [00:02<00:04, 5.36it/s] 139/499 4.32G 0.01558 0.01311 0.004261 81 640: 35%|###5 | 14/40 [00:02<00:04, 5.36it/s] 139/499 4.32G 0.01558 0.01311 0.004261 81 640: 38%|###7 | 15/40 [00:02<00:04, 5.22it/s] 139/499 4.32G 0.01547 0.013 0.004151 72 640: 38%|###7 | 15/40 [00:03<00:04, 5.22it/s] 139/499 4.32G 0.01547 0.013 0.004151 72 640: 40%|#### | 16/40 [00:03<00:04, 5.31it/s] 139/499 4.32G 0.01547 0.01303 0.004057 79 640: 40%|#### | 16/40 [00:03<00:04, 5.31it/s] 139/499 4.32G 0.01547 0.01303 0.004057 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.37it/s] 139/499 4.32G 0.01537 0.01296 0.003981 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.37it/s] 139/499 4.32G 0.01537 0.01296 0.003981 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.20it/s] 139/499 4.32G 0.01533 0.01276 0.00419 49 640: 45%|####5 | 18/40 [00:03<00:04, 5.20it/s] 139/499 4.32G 0.01533 0.01276 0.00419 49 640: 48%|####7 | 19/40 [00:03<00:03, 5.31it/s] 139/499 4.32G 0.01533 0.01275 0.004135 73 640: 48%|####7 | 19/40 [00:03<00:03, 5.31it/s] 139/499 4.32G 0.01533 0.01275 0.004135 73 640: 50%|##### | 20/40 [00:03<00:03, 5.37it/s] 139/499 4.32G 0.01531 0.01264 0.004144 64 640: 50%|##### | 20/40 [00:03<00:03, 5.37it/s] 139/499 4.32G 0.01531 0.01264 0.004144 64 640: 52%|#####2 | 21/40 [00:03<00:03, 5.23it/s] 139/499 4.32G 0.01534 0.01269 0.00426 75 640: 52%|#####2 | 21/40 [00:04<00:03, 5.23it/s] 139/499 4.32G 0.01534 0.01269 0.00426 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 139/499 4.32G 0.01533 0.01263 0.004457 66 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 139/499 4.32G 0.01533 0.01263 0.004457 66 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 139/499 4.32G 0.0152 0.0125 0.004341 55 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 139/499 4.32G 0.0152 0.0125 0.004341 55 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 139/499 4.32G 0.0153 0.01251 0.004303 76 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 139/499 4.32G 0.0153 0.01251 0.004303 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.30it/s] 139/499 4.32G 0.01528 0.01253 0.004279 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.30it/s] 139/499 4.32G 0.01528 0.01253 0.004279 72 640: 65%|######5 | 26/40 [00:04<00:02, 5.37it/s] 139/499 4.32G 0.01532 0.01251 0.004213 76 640: 65%|######5 | 26/40 [00:05<00:02, 5.37it/s] 139/499 4.32G 0.01532 0.01251 0.004213 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 139/499 4.32G 0.01539 0.01252 0.004218 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 139/499 4.32G 0.01539 0.01252 0.004218 67 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 139/499 4.32G 0.01543 0.01257 0.004236 73 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 139/499 4.32G 0.01543 0.01257 0.004236 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 139/499 4.32G 0.01535 0.0126 0.004195 84 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 139/499 4.32G 0.01535 0.0126 0.004195 84 640: 75%|#######5 | 30/40 [00:05<00:01, 5.19it/s] 139/499 4.32G 0.01543 0.01257 0.004149 63 640: 75%|#######5 | 30/40 [00:05<00:01, 5.19it/s] 139/499 4.32G 0.01543 0.01257 0.004149 63 640: 78%|#######7 | 31/40 [00:05<00:01, 5.25it/s] 139/499 4.32G 0.01547 0.01254 0.004079 62 640: 78%|#######7 | 31/40 [00:06<00:01, 5.25it/s] 139/499 4.32G 0.01547 0.01254 0.004079 62 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 139/499 4.32G 0.01548 0.01247 0.004047 59 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 139/499 4.32G 0.01548 0.01247 0.004047 59 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 139/499 4.32G 0.01552 0.01242 0.004025 66 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 139/499 4.32G 0.01552 0.01242 0.004025 66 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 139/499 4.32G 0.01556 0.01245 0.004101 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 139/499 4.32G 0.01556 0.01245 0.004101 76 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 139/499 4.32G 0.01555 0.01246 0.004136 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 139/499 4.32G 0.01555 0.01246 0.004136 81 640: 90%|######### | 36/40 [00:06<00:00, 5.20it/s] 139/499 4.32G 0.01553 0.01247 0.004099 78 640: 90%|######### | 36/40 [00:07<00:00, 5.20it/s] 139/499 4.32G 0.01553 0.01247 0.004099 78 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 139/499 4.32G 0.01557 0.01249 0.004174 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 139/499 4.32G 0.01557 0.01249 0.004174 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 139/499 4.32G 0.01554 0.01247 0.004186 74 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 139/499 4.32G 0.01554 0.01247 0.004186 74 640: 98%|#########7| 39/40 [00:07<00:00, 5.12it/s] 139/499 4.32G 0.01549 0.01237 0.004146 31 640: 98%|#########7| 39/40 [00:07<00:00, 5.12it/s] 139/499 4.32G 0.01549 0.01237 0.004146 31 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] 139/499 4.32G 0.01549 0.01237 0.004146 31 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s] all 132 263 0.848 0.847 0.856 0.734 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 140/499 4.32G 0.01481 0.01566 0.003465 85 640: 0%| | 0/40 [00:00<?, ?it/s] 140/499 4.32G 0.01481 0.01566 0.003465 85 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 140/499 4.32G 0.01594 0.01454 0.004468 77 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 140/499 4.32G 0.01594 0.01454 0.004468 77 640: 5%|5 | 2/40 [00:00<00:07, 5.21it/s] 140/499 4.32G 0.01612 0.01347 0.004412 72 640: 5%|5 | 2/40 [00:00<00:07, 5.21it/s] 140/499 4.32G 0.01612 0.01347 0.004412 72 640: 8%|7 | 3/40 [00:00<00:06, 5.38it/s] 140/499 4.32G 0.01614 0.01332 0.00452 80 640: 8%|7 | 3/40 [00:00<00:06, 5.38it/s] 140/499 4.32G 0.01614 0.01332 0.00452 80 640: 10%|# | 4/40 [00:00<00:06, 5.43it/s] 140/499 4.32G 0.01598 0.01358 0.004445 88 640: 10%|# | 4/40 [00:00<00:06, 5.43it/s] 140/499 4.32G 0.01598 0.01358 0.004445 88 640: 12%|#2 | 5/40 [00:00<00:06, 5.23it/s] 140/499 4.32G 0.01588 0.01383 0.004784 90 640: 12%|#2 | 5/40 [00:01<00:06, 5.23it/s] 140/499 4.32G 0.01588 0.01383 0.004784 90 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 140/499 4.32G 0.01563 0.01344 0.004935 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 140/499 4.32G 0.01563 0.01344 0.004935 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.40it/s] 140/499 4.32G 0.01542 0.01305 0.004713 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.40it/s] 140/499 4.32G 0.01542 0.01305 0.004713 69 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 140/499 4.32G 0.01567 0.0129 0.005112 64 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 140/499 4.32G 0.01567 0.0129 0.005112 64 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 140/499 4.32G 0.01558 0.01279 0.005168 79 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 140/499 4.32G 0.01558 0.01279 0.005168 79 640: 25%|##5 | 10/40 [00:01<00:05, 5.39it/s] 140/499 4.32G 0.01561 0.0129 0.005292 77 640: 25%|##5 | 10/40 [00:02<00:05, 5.39it/s] 140/499 4.32G 0.01561 0.0129 0.005292 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 140/499 4.32G 0.01558 0.01268 0.005247 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 140/499 4.32G 0.01558 0.01268 0.005247 65 640: 30%|### | 12/40 [00:02<00:05, 5.34it/s] 140/499 4.32G 0.01562 0.01289 0.005266 87 640: 30%|### | 12/40 [00:02<00:05, 5.34it/s] 140/499 4.32G 0.01562 0.01289 0.005266 87 640: 32%|###2 | 13/40 [00:02<00:04, 5.40it/s] 140/499 4.32G 0.01553 0.01284 0.005342 78 640: 32%|###2 | 13/40 [00:02<00:04, 5.40it/s] 140/499 4.32G 0.01553 0.01284 0.005342 78 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 140/499 4.32G 0.01546 0.01268 0.005093 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 140/499 4.32G 0.01546 0.01268 0.005093 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.37it/s] 140/499 4.32G 0.01545 0.01281 0.00514 83 640: 38%|###7 | 15/40 [00:02<00:04, 5.37it/s] 140/499 4.32G 0.01545 0.01281 0.00514 83 640: 40%|#### | 16/40 [00:02<00:04, 5.40it/s] 140/499 4.32G 0.01554 0.01287 0.00535 78 640: 40%|#### | 16/40 [00:03<00:04, 5.40it/s] 140/499 4.32G 0.01554 0.01287 0.00535 78 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 140/499 4.32G 0.01551 0.01278 0.005224 65 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 140/499 4.32G 0.01551 0.01278 0.005224 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 140/499 4.32G 0.01559 0.01282 0.005228 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 140/499 4.32G 0.01559 0.01282 0.005228 76 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 140/499 4.32G 0.01569 0.01288 0.005251 82 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 140/499 4.32G 0.01569 0.01288 0.005251 82 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 140/499 4.32G 0.01567 0.0129 0.005318 81 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 140/499 4.32G 0.01567 0.0129 0.005318 81 640: 52%|#####2 | 21/40 [00:03<00:03, 5.32it/s] 140/499 4.32G 0.01578 0.01281 0.005185 64 640: 52%|#####2 | 21/40 [00:04<00:03, 5.32it/s] 140/499 4.32G 0.01578 0.01281 0.005185 64 640: 55%|#####5 | 22/40 [00:04<00:03, 5.39it/s] 140/499 4.32G 0.01573 0.01284 0.005049 91 640: 55%|#####5 | 22/40 [00:04<00:03, 5.39it/s] 140/499 4.32G 0.01573 0.01284 0.005049 91 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 140/499 4.32G 0.01566 0.01272 0.004892 67 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 140/499 4.32G 0.01566 0.01272 0.004892 67 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 140/499 4.32G 0.01566 0.01282 0.004871 96 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 140/499 4.32G 0.01566 0.01282 0.004871 96 640: 62%|######2 | 25/40 [00:04<00:02, 5.38it/s] 140/499 4.32G 0.01566 0.01285 0.004985 82 640: 62%|######2 | 25/40 [00:04<00:02, 5.38it/s] 140/499 4.32G 0.01566 0.01285 0.004985 82 640: 65%|######5 | 26/40 [00:04<00:02, 5.23it/s] 140/499 4.32G 0.01558 0.01283 0.00491 83 640: 65%|######5 | 26/40 [00:05<00:02, 5.23it/s] 140/499 4.32G 0.01558 0.01283 0.00491 83 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 140/499 4.32G 0.01559 0.01275 0.004984 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 140/499 4.32G 0.01559 0.01275 0.004984 68 640: 70%|####### | 28/40 [00:05<00:02, 5.36it/s] 140/499 4.32G 0.01553 0.01261 0.004873 58 640: 70%|####### | 28/40 [00:05<00:02, 5.36it/s] 140/499 4.32G 0.01553 0.01261 0.004873 58 640: 72%|#######2 | 29/40 [00:05<00:02, 5.20it/s] 140/499 4.32G 0.01549 0.01261 0.004824 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.20it/s] 140/499 4.32G 0.01549 0.01261 0.004824 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 140/499 4.32G 0.01547 0.01259 0.004896 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 140/499 4.32G 0.01547 0.01259 0.004896 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.33it/s] 140/499 4.32G 0.0155 0.01257 0.00487 68 640: 78%|#######7 | 31/40 [00:06<00:01, 5.33it/s] 140/499 4.32G 0.0155 0.01257 0.00487 68 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 140/499 4.32G 0.01548 0.01256 0.004837 74 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 140/499 4.32G 0.01548 0.01256 0.004837 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.24it/s] 140/499 4.32G 0.01546 0.01262 0.004935 93 640: 82%|########2 | 33/40 [00:06<00:01, 5.24it/s] 140/499 4.32G 0.01546 0.01262 0.004935 93 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 140/499 4.32G 0.01554 0.01258 0.004879 67 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 140/499 4.32G 0.01554 0.01258 0.004879 67 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 140/499 4.32G 0.01552 0.01255 0.004819 76 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 140/499 4.32G 0.01552 0.01255 0.004819 76 640: 90%|######### | 36/40 [00:06<00:00, 5.27it/s] 140/499 4.32G 0.01549 0.01254 0.004779 75 640: 90%|######### | 36/40 [00:06<00:00, 5.27it/s] 140/499 4.32G 0.01549 0.01254 0.004779 75 640: 92%|#########2| 37/40 [00:06<00:00, 5.32it/s] 140/499 4.32G 0.0155 0.01253 0.004826 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.32it/s] 140/499 4.32G 0.0155 0.01253 0.004826 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.12it/s] 140/499 4.32G 0.01551 0.01247 0.004755 60 640: 95%|#########5| 38/40 [00:07<00:00, 5.12it/s] 140/499 4.32G 0.01551 0.01247 0.004755 60 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 140/499 4.32G 0.01548 0.0125 0.004759 45 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 140/499 4.32G 0.01548 0.0125 0.004759 45 640: 100%|##########| 40/40 [00:07<00:00, 5.38it/s] 140/499 4.32G 0.01548 0.0125 0.004759 45 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.816 0.836 0.851 0.716 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 141/499 4.32G 0.01491 0.01101 0.003555 71 640: 0%| | 0/40 [00:00<?, ?it/s] 141/499 4.32G 0.01491 0.01101 0.003555 71 640: 2%|2 | 1/40 [00:00<00:07, 5.02it/s] 141/499 4.32G 0.01619 0.01272 0.004921 83 640: 2%|2 | 1/40 [00:00<00:07, 5.02it/s] 141/499 4.32G 0.01619 0.01272 0.004921 83 640: 5%|5 | 2/40 [00:00<00:07, 5.32it/s] 141/499 4.32G 0.01639 0.01256 0.004851 74 640: 5%|5 | 2/40 [00:00<00:07, 5.32it/s] 141/499 4.32G 0.01639 0.01256 0.004851 74 640: 8%|7 | 3/40 [00:00<00:06, 5.44it/s] 141/499 4.32G 0.0167 0.01358 0.004525 91 640: 8%|7 | 3/40 [00:00<00:06, 5.44it/s] 141/499 4.32G 0.0167 0.01358 0.004525 91 640: 10%|# | 4/40 [00:00<00:06, 5.23it/s] 141/499 4.32G 0.01641 0.01308 0.004401 66 640: 10%|# | 4/40 [00:00<00:06, 5.23it/s] 141/499 4.32G 0.01641 0.01308 0.004401 66 640: 12%|#2 | 5/40 [00:00<00:06, 5.34it/s] 141/499 4.32G 0.01684 0.01319 0.004669 72 640: 12%|#2 | 5/40 [00:01<00:06, 5.34it/s] 141/499 4.32G 0.01684 0.01319 0.004669 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.42it/s] 141/499 4.32G 0.01679 0.01353 0.004486 86 640: 15%|#5 | 6/40 [00:01<00:06, 5.42it/s] 141/499 4.32G 0.01679 0.01353 0.004486 86 640: 18%|#7 | 7/40 [00:01<00:06, 5.26it/s] 141/499 4.32G 0.01653 0.0133 0.004195 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.26it/s] 141/499 4.32G 0.01653 0.0133 0.004195 70 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 141/499 4.32G 0.01626 0.01339 0.004135 86 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 141/499 4.32G 0.01626 0.01339 0.004135 86 640: 22%|##2 | 9/40 [00:01<00:05, 5.40it/s] 141/499 4.32G 0.01632 0.01337 0.004211 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.40it/s] 141/499 4.32G 0.01632 0.01337 0.004211 80 640: 25%|##5 | 10/40 [00:01<00:05, 5.25it/s] 141/499 4.32G 0.01636 0.0133 0.004265 70 640: 25%|##5 | 10/40 [00:02<00:05, 5.25it/s] 141/499 4.32G 0.01636 0.0133 0.004265 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.34it/s] 141/499 4.32G 0.01645 0.01297 0.004259 46 640: 28%|##7 | 11/40 [00:02<00:05, 5.34it/s] 141/499 4.32G 0.01645 0.01297 0.004259 46 640: 30%|### | 12/40 [00:02<00:05, 5.38it/s] 141/499 4.32G 0.01635 0.01286 0.004231 71 640: 30%|### | 12/40 [00:02<00:05, 5.38it/s] 141/499 4.32G 0.01635 0.01286 0.004231 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.23it/s] 141/499 4.32G 0.01622 0.01267 0.004259 61 640: 32%|###2 | 13/40 [00:02<00:05, 5.23it/s] 141/499 4.32G 0.01622 0.01267 0.004259 61 640: 35%|###5 | 14/40 [00:02<00:04, 5.33it/s] 141/499 4.32G 0.01624 0.01263 0.004533 59 640: 35%|###5 | 14/40 [00:02<00:04, 5.33it/s] 141/499 4.32G 0.01624 0.01263 0.004533 59 640: 38%|###7 | 15/40 [00:02<00:04, 5.38it/s] 141/499 4.32G 0.01612 0.01273 0.004395 88 640: 38%|###7 | 15/40 [00:03<00:04, 5.38it/s] 141/499 4.32G 0.01612 0.01273 0.004395 88 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 141/499 4.32G 0.01613 0.01277 0.004323 79 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 141/499 4.32G 0.01613 0.01277 0.004323 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 141/499 4.32G 0.01608 0.01288 0.004243 87 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 141/499 4.32G 0.01608 0.01288 0.004243 87 640: 45%|####5 | 18/40 [00:03<00:04, 5.37it/s] 141/499 4.32G 0.01604 0.01273 0.004106 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.37it/s] 141/499 4.32G 0.01604 0.01273 0.004106 66 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 141/499 4.32G 0.01598 0.01278 0.004235 81 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 141/499 4.32G 0.01598 0.01278 0.004235 81 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 141/499 4.32G 0.01594 0.01275 0.004226 78 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 141/499 4.32G 0.01594 0.01275 0.004226 78 640: 52%|#####2 | 21/40 [00:03<00:03, 5.39it/s] 141/499 4.32G 0.01587 0.01273 0.004079 82 640: 52%|#####2 | 21/40 [00:04<00:03, 5.39it/s] 141/499 4.32G 0.01587 0.01273 0.004079 82 640: 55%|#####5 | 22/40 [00:04<00:03, 5.26it/s] 141/499 4.32G 0.01585 0.01272 0.004288 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.26it/s] 141/499 4.32G 0.01585 0.01272 0.004288 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.35it/s] 141/499 4.32G 0.01592 0.01279 0.004575 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.35it/s] 141/499 4.32G 0.01592 0.01279 0.004575 79 640: 60%|###### | 24/40 [00:04<00:02, 5.40it/s] 141/499 4.32G 0.01583 0.01291 0.004448 98 640: 60%|###### | 24/40 [00:04<00:02, 5.40it/s] 141/499 4.32G 0.01583 0.01291 0.004448 98 640: 62%|######2 | 25/40 [00:04<00:02, 5.26it/s] 141/499 4.32G 0.01583 0.01286 0.00439 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.26it/s] 141/499 4.32G 0.01583 0.01286 0.00439 74 640: 65%|######5 | 26/40 [00:04<00:02, 5.32it/s] 141/499 4.32G 0.01581 0.01275 0.004376 60 640: 65%|######5 | 26/40 [00:05<00:02, 5.32it/s] 141/499 4.32G 0.01581 0.01275 0.004376 60 640: 68%|######7 | 27/40 [00:05<00:02, 5.37it/s] 141/499 4.32G 0.0158 0.0128 0.004265 90 640: 68%|######7 | 27/40 [00:05<00:02, 5.37it/s] 141/499 4.32G 0.0158 0.0128 0.004265 90 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 141/499 4.32G 0.0158 0.01278 0.004281 74 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 141/499 4.32G 0.0158 0.01278 0.004281 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 141/499 4.32G 0.01583 0.01293 0.004202 96 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 141/499 4.32G 0.01583 0.01293 0.004202 96 640: 75%|#######5 | 30/40 [00:05<00:01, 5.36it/s] 141/499 4.32G 0.01578 0.01294 0.004214 92 640: 75%|#######5 | 30/40 [00:05<00:01, 5.36it/s] 141/499 4.32G 0.01578 0.01294 0.004214 92 640: 78%|#######7 | 31/40 [00:05<00:01, 5.18it/s] 141/499 4.32G 0.01575 0.01289 0.004268 66 640: 78%|#######7 | 31/40 [00:06<00:01, 5.18it/s] 141/499 4.32G 0.01575 0.01289 0.004268 66 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 141/499 4.32G 0.01571 0.01276 0.004232 60 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 141/499 4.32G 0.01571 0.01276 0.004232 60 640: 82%|########2 | 33/40 [00:06<00:01, 5.24it/s] 141/499 4.32G 0.01573 0.01277 0.004304 79 640: 82%|########2 | 33/40 [00:06<00:01, 5.24it/s] 141/499 4.32G 0.01573 0.01277 0.004304 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.12it/s] 141/499 4.32G 0.0157 0.01273 0.004314 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.12it/s] 141/499 4.32G 0.0157 0.01273 0.004314 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.24it/s] 141/499 4.32G 0.01573 0.01276 0.00443 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.24it/s] 141/499 4.32G 0.01573 0.01276 0.00443 74 640: 90%|######### | 36/40 [00:06<00:00, 5.35it/s] 141/499 4.32G 0.01579 0.0128 0.004515 81 640: 90%|######### | 36/40 [00:06<00:00, 5.35it/s] 141/499 4.32G 0.01579 0.0128 0.004515 81 640: 92%|#########2| 37/40 [00:06<00:00, 5.21it/s] 141/499 4.32G 0.01575 0.01275 0.004479 69 640: 92%|#########2| 37/40 [00:07<00:00, 5.21it/s] 141/499 4.32G 0.01575 0.01275 0.004479 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 141/499 4.32G 0.01571 0.01273 0.004389 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 141/499 4.32G 0.01571 0.01273 0.004389 77 640: 98%|#########7| 39/40 [00:07<00:00, 5.35it/s] 141/499 4.32G 0.01572 0.01271 0.004335 36 640: 98%|#########7| 39/40 [00:07<00:00, 5.35it/s] 141/499 4.32G 0.01572 0.01271 0.004335 36 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] 141/499 4.32G 0.01572 0.01271 0.004335 36 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.874 0.877 0.879 0.738 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 142/499 4.32G 0.01465 0.01173 0.001688 77 640: 0%| | 0/40 [00:00<?, ?it/s] 142/499 4.32G 0.01465 0.01173 0.001688 77 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 142/499 4.32G 0.01425 0.01177 0.002414 74 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 142/499 4.32G 0.01425 0.01177 0.002414 74 640: 5%|5 | 2/40 [00:00<00:06, 5.54it/s] 142/499 4.32G 0.01455 0.01209 0.002716 77 640: 5%|5 | 2/40 [00:00<00:06, 5.54it/s] 142/499 4.32G 0.01455 0.01209 0.002716 77 640: 8%|7 | 3/40 [00:00<00:07, 5.20it/s] 142/499 4.32G 0.01505 0.01187 0.003505 65 640: 8%|7 | 3/40 [00:00<00:07, 5.20it/s] 142/499 4.32G 0.01505 0.01187 0.003505 65 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 142/499 4.32G 0.01522 0.01217 0.003199 82 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 142/499 4.32G 0.01522 0.01217 0.003199 82 640: 12%|#2 | 5/40 [00:00<00:06, 5.41it/s] 142/499 4.32G 0.01549 0.01223 0.003332 79 640: 12%|#2 | 5/40 [00:01<00:06, 5.41it/s] 142/499 4.32G 0.01549 0.01223 0.003332 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.19it/s] 142/499 4.32G 0.01554 0.01255 0.003479 89 640: 15%|#5 | 6/40 [00:01<00:06, 5.19it/s] 142/499 4.32G 0.01554 0.01255 0.003479 89 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 142/499 4.32G 0.01563 0.01285 0.003307 82 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 142/499 4.32G 0.01563 0.01285 0.003307 82 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 142/499 4.32G 0.01575 0.0133 0.003461 94 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 142/499 4.32G 0.01575 0.0133 0.003461 94 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 142/499 4.32G 0.0159 0.0135 0.00347 92 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 142/499 4.32G 0.0159 0.0135 0.00347 92 640: 25%|##5 | 10/40 [00:01<00:05, 5.26it/s] 142/499 4.32G 0.01598 0.01347 0.003404 63 640: 25%|##5 | 10/40 [00:02<00:05, 5.26it/s] 142/499 4.32G 0.01598 0.01347 0.003404 63 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 142/499 4.32G 0.01583 0.01336 0.003535 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 142/499 4.32G 0.01583 0.01336 0.003535 79 640: 30%|### | 12/40 [00:02<00:05, 5.16it/s] 142/499 4.32G 0.01585 0.01353 0.003707 86 640: 30%|### | 12/40 [00:02<00:05, 5.16it/s] 142/499 4.32G 0.01585 0.01353 0.003707 86 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 142/499 4.32G 0.01581 0.01344 0.003521 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 142/499 4.32G 0.01581 0.01344 0.003521 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.33it/s] 142/499 4.32G 0.01569 0.01332 0.003551 77 640: 35%|###5 | 14/40 [00:02<00:04, 5.33it/s] 142/499 4.32G 0.01569 0.01332 0.003551 77 640: 38%|###7 | 15/40 [00:02<00:04, 5.20it/s] 142/499 4.32G 0.01577 0.01327 0.003618 73 640: 38%|###7 | 15/40 [00:03<00:04, 5.20it/s] 142/499 4.32G 0.01577 0.01327 0.003618 73 640: 40%|#### | 16/40 [00:03<00:04, 5.26it/s] 142/499 4.32G 0.01591 0.01335 0.003764 81 640: 40%|#### | 16/40 [00:03<00:04, 5.26it/s] 142/499 4.32G 0.01591 0.01335 0.003764 81 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 142/499 4.32G 0.01598 0.0135 0.003796 86 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 142/499 4.32G 0.01598 0.0135 0.003796 86 640: 45%|####5 | 18/40 [00:03<00:04, 5.17it/s] 142/499 4.32G 0.01606 0.01358 0.003782 86 640: 45%|####5 | 18/40 [00:03<00:04, 5.17it/s] 142/499 4.32G 0.01606 0.01358 0.003782 86 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 142/499 4.32G 0.01615 0.01359 0.00376 75 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 142/499 4.32G 0.01615 0.01359 0.00376 75 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 142/499 4.32G 0.01607 0.01345 0.003719 66 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 142/499 4.32G 0.01607 0.01345 0.003719 66 640: 52%|#####2 | 21/40 [00:03<00:03, 5.19it/s] 142/499 4.32G 0.01608 0.01341 0.003808 73 640: 52%|#####2 | 21/40 [00:04<00:03, 5.19it/s] 142/499 4.32G 0.01608 0.01341 0.003808 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 142/499 4.32G 0.016 0.01331 0.003722 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 142/499 4.32G 0.016 0.01331 0.003722 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 142/499 4.32G 0.01605 0.01332 0.003782 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 142/499 4.32G 0.01605 0.01332 0.003782 73 640: 60%|###### | 24/40 [00:04<00:03, 5.20it/s] 142/499 4.32G 0.01607 0.0134 0.003841 77 640: 60%|###### | 24/40 [00:04<00:03, 5.20it/s] 142/499 4.32G 0.01607 0.0134 0.003841 77 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 142/499 4.32G 0.01616 0.0134 0.004173 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 142/499 4.32G 0.01616 0.0134 0.004173 69 640: 65%|######5 | 26/40 [00:04<00:02, 5.36it/s] 142/499 4.32G 0.01611 0.01345 0.004118 82 640: 65%|######5 | 26/40 [00:05<00:02, 5.36it/s] 142/499 4.32G 0.01611 0.01345 0.004118 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.19it/s] 142/499 4.32G 0.01622 0.01352 0.004122 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.19it/s] 142/499 4.32G 0.01622 0.01352 0.004122 82 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 142/499 4.32G 0.01623 0.01351 0.004069 76 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 142/499 4.32G 0.01623 0.01351 0.004069 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 142/499 4.32G 0.01621 0.01345 0.00406 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 142/499 4.32G 0.01621 0.01345 0.00406 67 640: 75%|#######5 | 30/40 [00:05<00:01, 5.16it/s] 142/499 4.32G 0.01627 0.01348 0.004294 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.16it/s] 142/499 4.32G 0.01627 0.01348 0.004294 76 640: 78%|#######7 | 31/40 [00:05<00:01, 5.19it/s] 142/499 4.32G 0.01627 0.01356 0.004268 89 640: 78%|#######7 | 31/40 [00:06<00:01, 5.19it/s] 142/499 4.32G 0.01627 0.01356 0.004268 89 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 142/499 4.32G 0.01628 0.01355 0.004282 75 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 142/499 4.32G 0.01628 0.01355 0.004282 75 640: 82%|########2 | 33/40 [00:06<00:01, 5.15it/s] 142/499 4.32G 0.01632 0.01357 0.004271 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.15it/s] 142/499 4.32G 0.01632 0.01357 0.004271 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 142/499 4.32G 0.01634 0.01363 0.004233 87 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 142/499 4.32G 0.01634 0.01363 0.004233 87 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 142/499 4.32G 0.01634 0.01359 0.004195 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 142/499 4.32G 0.01634 0.01359 0.004195 71 640: 90%|######### | 36/40 [00:06<00:00, 5.15it/s] 142/499 4.32G 0.01631 0.01354 0.004151 72 640: 90%|######### | 36/40 [00:07<00:00, 5.15it/s] 142/499 4.32G 0.01631 0.01354 0.004151 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 142/499 4.32G 0.01632 0.0135 0.004135 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 142/499 4.32G 0.01632 0.0135 0.004135 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 142/499 4.32G 0.01632 0.01352 0.004203 91 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 142/499 4.32G 0.01632 0.01352 0.004203 91 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 142/499 4.32G 0.0163 0.01348 0.004167 37 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 142/499 4.32G 0.0163 0.01348 0.004167 37 640: 100%|##########| 40/40 [00:07<00:00, 5.37it/s] 142/499 4.32G 0.0163 0.01348 0.004167 37 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.909 0.873 0.899 0.755 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 143/499 4.32G 0.01586 0.01086 0.005115 61 640: 0%| | 0/40 [00:00<?, ?it/s] 143/499 4.32G 0.01586 0.01086 0.005115 61 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 143/499 4.32G 0.01579 0.01077 0.003103 59 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 143/499 4.32G 0.01579 0.01077 0.003103 59 640: 5%|5 | 2/40 [00:00<00:07, 5.16it/s] 143/499 4.32G 0.01547 0.01157 0.004074 84 640: 5%|5 | 2/40 [00:00<00:07, 5.16it/s] 143/499 4.32G 0.01547 0.01157 0.004074 84 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 143/499 4.32G 0.01554 0.01108 0.004219 60 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 143/499 4.32G 0.01554 0.01108 0.004219 60 640: 10%|# | 4/40 [00:00<00:06, 5.43it/s] 143/499 4.32G 0.01594 0.01129 0.003995 65 640: 10%|# | 4/40 [00:00<00:06, 5.43it/s] 143/499 4.32G 0.01594 0.01129 0.003995 65 640: 12%|#2 | 5/40 [00:00<00:06, 5.26it/s] 143/499 4.32G 0.01562 0.01171 0.003773 87 640: 12%|#2 | 5/40 [00:01<00:06, 5.26it/s] 143/499 4.32G 0.01562 0.01171 0.003773 87 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 143/499 4.32G 0.0156 0.01168 0.00384 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 143/499 4.32G 0.0156 0.01168 0.00384 68 640: 18%|#7 | 7/40 [00:01<00:06, 5.41it/s] 143/499 4.32G 0.01557 0.01194 0.00383 91 640: 18%|#7 | 7/40 [00:01<00:06, 5.41it/s] 143/499 4.32G 0.01557 0.01194 0.00383 91 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 143/499 4.32G 0.01533 0.01165 0.003944 64 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 143/499 4.32G 0.01533 0.01165 0.003944 64 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 143/499 4.32G 0.01536 0.01168 0.004677 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 143/499 4.32G 0.01536 0.01168 0.004677 65 640: 25%|##5 | 10/40 [00:01<00:05, 5.40it/s] 143/499 4.32G 0.01542 0.01185 0.00445 82 640: 25%|##5 | 10/40 [00:02<00:05, 5.40it/s] 143/499 4.32G 0.01542 0.01185 0.00445 82 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 143/499 4.32G 0.01538 0.01177 0.004256 76 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 143/499 4.32G 0.01538 0.01177 0.004256 76 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 143/499 4.32G 0.01535 0.01166 0.004129 67 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 143/499 4.32G 0.01535 0.01166 0.004129 67 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 143/499 4.32G 0.01542 0.01166 0.004178 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 143/499 4.32G 0.01542 0.01166 0.004178 72 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 143/499 4.32G 0.01543 0.01178 0.004113 91 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 143/499 4.32G 0.01543 0.01178 0.004113 91 640: 38%|###7 | 15/40 [00:02<00:04, 5.32it/s] 143/499 4.32G 0.01549 0.01189 0.004104 77 640: 38%|###7 | 15/40 [00:02<00:04, 5.32it/s] 143/499 4.32G 0.01549 0.01189 0.004104 77 640: 40%|#### | 16/40 [00:02<00:04, 5.38it/s] 143/499 4.32G 0.01547 0.01205 0.004194 87 640: 40%|#### | 16/40 [00:03<00:04, 5.38it/s] 143/499 4.32G 0.01547 0.01205 0.004194 87 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 143/499 4.32G 0.01545 0.01207 0.00429 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 143/499 4.32G 0.01545 0.01207 0.00429 75 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 143/499 4.32G 0.01541 0.01205 0.0043 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 143/499 4.32G 0.01541 0.01205 0.0043 68 640: 48%|####7 | 19/40 [00:03<00:03, 5.39it/s] 143/499 4.32G 0.01534 0.01196 0.004215 65 640: 48%|####7 | 19/40 [00:03<00:03, 5.39it/s] 143/499 4.32G 0.01534 0.01196 0.004215 65 640: 50%|##### | 20/40 [00:03<00:03, 5.26it/s] 143/499 4.32G 0.01531 0.01203 0.004137 71 640: 50%|##### | 20/40 [00:03<00:03, 5.26it/s] 143/499 4.32G 0.01531 0.01203 0.004137 71 640: 52%|#####2 | 21/40 [00:03<00:03, 5.35it/s] 143/499 4.32G 0.01525 0.01213 0.004083 87 640: 52%|#####2 | 21/40 [00:04<00:03, 5.35it/s] 143/499 4.32G 0.01525 0.01213 0.004083 87 640: 55%|#####5 | 22/40 [00:04<00:03, 5.41it/s] 143/499 4.32G 0.01522 0.01219 0.003972 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.41it/s] 143/499 4.32G 0.01522 0.01219 0.003972 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 143/499 4.32G 0.01519 0.01233 0.003939 96 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 143/499 4.32G 0.01519 0.01233 0.003939 96 640: 60%|###### | 24/40 [00:04<00:02, 5.34it/s] 143/499 4.32G 0.01525 0.01232 0.003961 65 640: 60%|###### | 24/40 [00:04<00:02, 5.34it/s] 143/499 4.32G 0.01525 0.01232 0.003961 65 640: 62%|######2 | 25/40 [00:04<00:02, 5.41it/s] 143/499 4.32G 0.0152 0.01231 0.004045 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.41it/s] 143/499 4.32G 0.0152 0.01231 0.004045 75 640: 65%|######5 | 26/40 [00:04<00:02, 5.26it/s] 143/499 4.32G 0.01515 0.01234 0.00393 93 640: 65%|######5 | 26/40 [00:05<00:02, 5.26it/s] 143/499 4.32G 0.01515 0.01234 0.00393 93 640: 68%|######7 | 27/40 [00:05<00:02, 5.35it/s] 143/499 4.32G 0.01525 0.01236 0.004088 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.35it/s] 143/499 4.32G 0.01525 0.01236 0.004088 73 640: 70%|####### | 28/40 [00:05<00:02, 5.40it/s] 143/499 4.32G 0.01526 0.01234 0.004012 69 640: 70%|####### | 28/40 [00:05<00:02, 5.40it/s] 143/499 4.32G 0.01526 0.01234 0.004012 69 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 143/499 4.32G 0.01519 0.01228 0.003899 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 143/499 4.32G 0.01519 0.01228 0.003899 67 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 143/499 4.32G 0.0152 0.01222 0.003856 63 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 143/499 4.32G 0.0152 0.01222 0.003856 63 640: 78%|#######7 | 31/40 [00:05<00:01, 5.32it/s] 143/499 4.32G 0.01518 0.0122 0.003816 75 640: 78%|#######7 | 31/40 [00:06<00:01, 5.32it/s] 143/499 4.32G 0.01518 0.0122 0.003816 75 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 143/499 4.32G 0.01522 0.01226 0.003836 79 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 143/499 4.32G 0.01522 0.01226 0.003836 79 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 143/499 4.32G 0.01525 0.01228 0.00394 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 143/499 4.32G 0.01525 0.01228 0.00394 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 143/499 4.32G 0.01523 0.01236 0.003904 90 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 143/499 4.32G 0.01523 0.01236 0.003904 90 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 143/499 4.32G 0.01528 0.01235 0.00392 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 143/499 4.32G 0.01528 0.01235 0.00392 77 640: 90%|######### | 36/40 [00:06<00:00, 5.31it/s] 143/499 4.32G 0.0152 0.0123 0.003903 76 640: 90%|######### | 36/40 [00:06<00:00, 5.31it/s] 143/499 4.32G 0.0152 0.0123 0.003903 76 640: 92%|#########2| 37/40 [00:06<00:00, 5.34it/s] 143/499 4.32G 0.01516 0.01229 0.003841 66 640: 92%|#########2| 37/40 [00:07<00:00, 5.34it/s] 143/499 4.32G 0.01516 0.01229 0.003841 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 143/499 4.32G 0.01516 0.01235 0.003848 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 143/499 4.32G 0.01516 0.01235 0.003848 72 640: 98%|#########7| 39/40 [00:07<00:00, 5.28it/s] 143/499 4.32G 0.01518 0.01236 0.0038 31 640: 98%|#########7| 39/40 [00:07<00:00, 5.28it/s] 143/499 4.32G 0.01518 0.01236 0.0038 31 640: 100%|##########| 40/40 [00:07<00:00, 5.43it/s] 143/499 4.32G 0.01518 0.01236 0.0038 31 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.853 0.852 0.866 0.733 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 144/499 4.32G 0.01487 0.01224 0.002052 67 640: 0%| | 0/40 [00:00<?, ?it/s] 144/499 4.32G 0.01487 0.01224 0.002052 67 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 144/499 4.32G 0.01507 0.01273 0.003002 74 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 144/499 4.32G 0.01507 0.01273 0.003002 74 640: 5%|5 | 2/40 [00:00<00:07, 5.32it/s] 144/499 4.32G 0.01522 0.01221 0.002724 65 640: 5%|5 | 2/40 [00:00<00:07, 5.32it/s] 144/499 4.32G 0.01522 0.01221 0.002724 65 640: 8%|7 | 3/40 [00:00<00:06, 5.42it/s] 144/499 4.32G 0.01548 0.0124 0.002424 76 640: 8%|7 | 3/40 [00:00<00:06, 5.42it/s] 144/499 4.32G 0.01548 0.0124 0.002424 76 640: 10%|# | 4/40 [00:00<00:06, 5.23it/s] 144/499 4.32G 0.01551 0.01195 0.002471 63 640: 10%|# | 4/40 [00:00<00:06, 5.23it/s] 144/499 4.32G 0.01551 0.01195 0.002471 63 640: 12%|#2 | 5/40 [00:00<00:06, 5.33it/s] 144/499 4.32G 0.01595 0.01213 0.002765 71 640: 12%|#2 | 5/40 [00:01<00:06, 5.33it/s] 144/499 4.32G 0.01595 0.01213 0.002765 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.41it/s] 144/499 4.32G 0.01562 0.01197 0.002672 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.41it/s] 144/499 4.32G 0.01562 0.01197 0.002672 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.22it/s] 144/499 4.32G 0.01565 0.01179 0.002927 66 640: 18%|#7 | 7/40 [00:01<00:06, 5.22it/s] 144/499 4.32G 0.01565 0.01179 0.002927 66 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 144/499 4.32G 0.01558 0.01185 0.002794 80 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 144/499 4.32G 0.01558 0.01185 0.002794 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 144/499 4.32G 0.01549 0.01197 0.002922 83 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 144/499 4.32G 0.01549 0.01197 0.002922 83 640: 25%|##5 | 10/40 [00:01<00:05, 5.21it/s] 144/499 4.32G 0.01527 0.01191 0.00311 70 640: 25%|##5 | 10/40 [00:02<00:05, 5.21it/s] 144/499 4.32G 0.01527 0.01191 0.00311 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 144/499 4.32G 0.01503 0.0121 0.003001 95 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 144/499 4.32G 0.01503 0.0121 0.003001 95 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 144/499 4.32G 0.01495 0.012 0.002925 64 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 144/499 4.32G 0.01495 0.012 0.002925 64 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 144/499 4.32G 0.015 0.01209 0.002839 83 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 144/499 4.32G 0.015 0.01209 0.002839 83 640: 35%|###5 | 14/40 [00:02<00:04, 5.33it/s] 144/499 4.32G 0.01507 0.01209 0.002896 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.33it/s] 144/499 4.32G 0.01507 0.01209 0.002896 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.39it/s] 144/499 4.32G 0.01519 0.01226 0.003044 83 640: 38%|###7 | 15/40 [00:03<00:04, 5.39it/s] 144/499 4.32G 0.01519 0.01226 0.003044 83 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 144/499 4.32G 0.01513 0.01234 0.00305 80 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 144/499 4.32G 0.01513 0.01234 0.00305 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.28it/s] 144/499 4.32G 0.01514 0.01221 0.003146 66 640: 42%|####2 | 17/40 [00:03<00:04, 5.28it/s] 144/499 4.32G 0.01514 0.01221 0.003146 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.36it/s] 144/499 4.32G 0.01523 0.01222 0.003354 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.36it/s] 144/499 4.32G 0.01523 0.01222 0.003354 68 640: 48%|####7 | 19/40 [00:03<00:04, 5.20it/s] 144/499 4.32G 0.01521 0.01218 0.00335 76 640: 48%|####7 | 19/40 [00:03<00:04, 5.20it/s] 144/499 4.32G 0.01521 0.01218 0.00335 76 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 144/499 4.32G 0.01518 0.01219 0.003272 80 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 144/499 4.32G 0.01518 0.01219 0.003272 80 640: 52%|#####2 | 21/40 [00:03<00:03, 5.38it/s] 144/499 4.32G 0.0151 0.01218 0.003451 73 640: 52%|#####2 | 21/40 [00:04<00:03, 5.38it/s] 144/499 4.32G 0.0151 0.01218 0.003451 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.26it/s] 144/499 4.32G 0.01519 0.01225 0.003363 78 640: 55%|#####5 | 22/40 [00:04<00:03, 5.26it/s] 144/499 4.32G 0.01519 0.01225 0.003363 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 144/499 4.32G 0.01516 0.0123 0.003319 82 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 144/499 4.32G 0.01516 0.0123 0.003319 82 640: 60%|###### | 24/40 [00:04<00:02, 5.38it/s] 144/499 4.32G 0.01511 0.01232 0.003332 85 640: 60%|###### | 24/40 [00:04<00:02, 5.38it/s] 144/499 4.32G 0.01511 0.01232 0.003332 85 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 144/499 4.32G 0.01521 0.01232 0.003343 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 144/499 4.32G 0.01521 0.01232 0.003343 69 640: 65%|######5 | 26/40 [00:04<00:02, 5.32it/s] 144/499 4.32G 0.01534 0.0123 0.003349 65 640: 65%|######5 | 26/40 [00:05<00:02, 5.32it/s] 144/499 4.32G 0.01534 0.0123 0.003349 65 640: 68%|######7 | 27/40 [00:05<00:02, 5.38it/s] 144/499 4.32G 0.01534 0.01229 0.003393 64 640: 68%|######7 | 27/40 [00:05<00:02, 5.38it/s] 144/499 4.32G 0.01534 0.01229 0.003393 64 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 144/499 4.32G 0.01534 0.01226 0.003339 75 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 144/499 4.32G 0.01534 0.01226 0.003339 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 144/499 4.32G 0.01527 0.01227 0.003391 82 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 144/499 4.32G 0.01527 0.01227 0.003391 82 640: 75%|#######5 | 30/40 [00:05<00:01, 5.35it/s] 144/499 4.32G 0.01522 0.01227 0.00338 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.35it/s] 144/499 4.32G 0.01522 0.01227 0.00338 75 640: 78%|#######7 | 31/40 [00:05<00:01, 5.20it/s] 144/499 4.32G 0.01519 0.0122 0.003638 64 640: 78%|#######7 | 31/40 [00:06<00:01, 5.20it/s] 144/499 4.32G 0.01519 0.0122 0.003638 64 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 144/499 4.32G 0.01518 0.01215 0.003598 58 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 144/499 4.32G 0.01518 0.01215 0.003598 58 640: 82%|########2 | 33/40 [00:06<00:01, 5.34it/s] 144/499 4.32G 0.01514 0.01215 0.003557 80 640: 82%|########2 | 33/40 [00:06<00:01, 5.34it/s] 144/499 4.32G 0.01514 0.01215 0.003557 80 640: 85%|########5 | 34/40 [00:06<00:01, 5.17it/s] 144/499 4.32G 0.01512 0.01211 0.003695 58 640: 85%|########5 | 34/40 [00:06<00:01, 5.17it/s] 144/499 4.32G 0.01512 0.01211 0.003695 58 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 144/499 4.32G 0.01515 0.01215 0.003859 84 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 144/499 4.32G 0.01515 0.01215 0.003859 84 640: 90%|######### | 36/40 [00:06<00:00, 5.33it/s] 144/499 4.32G 0.01518 0.0121 0.003826 64 640: 90%|######### | 36/40 [00:06<00:00, 5.33it/s] 144/499 4.32G 0.01518 0.0121 0.003826 64 640: 92%|#########2| 37/40 [00:06<00:00, 5.19it/s] 144/499 4.32G 0.01517 0.01206 0.003812 65 640: 92%|#########2| 37/40 [00:07<00:00, 5.19it/s] 144/499 4.32G 0.01517 0.01206 0.003812 65 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 144/499 4.32G 0.01519 0.01208 0.0038 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 144/499 4.32G 0.01519 0.01208 0.0038 68 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 144/499 4.32G 0.01517 0.01208 0.003838 40 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 144/499 4.32G 0.01517 0.01208 0.003838 40 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] 144/499 4.32G 0.01517 0.01208 0.003838 40 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s] all 132 263 0.862 0.86 0.869 0.733 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 145/499 4.32G 0.01587 0.01286 0.005488 77 640: 0%| | 0/40 [00:00<?, ?it/s] 145/499 4.32G 0.01587 0.01286 0.005488 77 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 145/499 4.32G 0.01627 0.01335 0.006336 81 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 145/499 4.32G 0.01627 0.01335 0.006336 81 640: 5%|5 | 2/40 [00:00<00:06, 5.57it/s] 145/499 4.32G 0.01584 0.01284 0.006313 66 640: 5%|5 | 2/40 [00:00<00:06, 5.57it/s] 145/499 4.32G 0.01584 0.01284 0.006313 66 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 145/499 4.32G 0.01559 0.01244 0.005958 69 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 145/499 4.32G 0.01559 0.01244 0.005958 69 640: 10%|# | 4/40 [00:00<00:06, 5.37it/s] 145/499 4.32G 0.01554 0.01199 0.005527 64 640: 10%|# | 4/40 [00:00<00:06, 5.37it/s] 145/499 4.32G 0.01554 0.01199 0.005527 64 640: 12%|#2 | 5/40 [00:00<00:06, 5.43it/s] 145/499 4.32G 0.01557 0.01227 0.005466 92 640: 12%|#2 | 5/40 [00:01<00:06, 5.43it/s] 145/499 4.32G 0.01557 0.01227 0.005466 92 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 145/499 4.32G 0.01549 0.01247 0.004911 90 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 145/499 4.32G 0.01549 0.01247 0.004911 90 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 145/499 4.32G 0.01529 0.0122 0.004836 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 145/499 4.32G 0.01529 0.0122 0.004836 67 640: 20%|## | 8/40 [00:01<00:05, 5.39it/s] 145/499 4.32G 0.0152 0.01196 0.004443 63 640: 20%|## | 8/40 [00:01<00:05, 5.39it/s] 145/499 4.32G 0.0152 0.01196 0.004443 63 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 145/499 4.32G 0.01532 0.01211 0.004297 82 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 145/499 4.32G 0.01532 0.01211 0.004297 82 640: 25%|##5 | 10/40 [00:01<00:05, 5.32it/s] 145/499 4.32G 0.01527 0.01207 0.004501 73 640: 25%|##5 | 10/40 [00:02<00:05, 5.32it/s] 145/499 4.32G 0.01527 0.01207 0.004501 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.38it/s] 145/499 4.32G 0.01538 0.01222 0.004318 87 640: 28%|##7 | 11/40 [00:02<00:05, 5.38it/s] 145/499 4.32G 0.01538 0.01222 0.004318 87 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 145/499 4.32G 0.01556 0.01228 0.004399 65 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 145/499 4.32G 0.01556 0.01228 0.004399 65 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 145/499 4.32G 0.01566 0.0123 0.004333 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 145/499 4.32G 0.01566 0.0123 0.004333 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 145/499 4.32G 0.01585 0.01268 0.004346 105 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 145/499 4.32G 0.01585 0.01268 0.004346 105 640: 38%|###7 | 15/40 [00:02<00:04, 5.20it/s] 145/499 4.32G 0.01588 0.01274 0.004155 81 640: 38%|###7 | 15/40 [00:03<00:04, 5.20it/s] 145/499 4.32G 0.01588 0.01274 0.004155 81 640: 40%|#### | 16/40 [00:03<00:04, 5.31it/s] 145/499 4.32G 0.01587 0.0125 0.004187 54 640: 40%|#### | 16/40 [00:03<00:04, 5.31it/s] 145/499 4.32G 0.01587 0.0125 0.004187 54 640: 42%|####2 | 17/40 [00:03<00:04, 5.36it/s] 145/499 4.32G 0.0159 0.01255 0.004244 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.36it/s] 145/499 4.32G 0.0159 0.01255 0.004244 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.23it/s] 145/499 4.32G 0.01595 0.0127 0.004215 90 640: 45%|####5 | 18/40 [00:03<00:04, 5.23it/s] 145/499 4.32G 0.01595 0.0127 0.004215 90 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 145/499 4.32G 0.01594 0.01277 0.004114 91 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 145/499 4.32G 0.01594 0.01277 0.004114 91 640: 50%|##### | 20/40 [00:03<00:03, 5.38it/s] 145/499 4.32G 0.01592 0.01263 0.004071 63 640: 50%|##### | 20/40 [00:03<00:03, 5.38it/s] 145/499 4.32G 0.01592 0.01263 0.004071 63 640: 52%|#####2 | 21/40 [00:03<00:03, 5.25it/s] 145/499 4.32G 0.01588 0.01251 0.004138 62 640: 52%|#####2 | 21/40 [00:04<00:03, 5.25it/s] 145/499 4.32G 0.01588 0.01251 0.004138 62 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 145/499 4.32G 0.01585 0.01239 0.004087 61 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 145/499 4.32G 0.01585 0.01239 0.004087 61 640: 57%|#####7 | 23/40 [00:04<00:03, 5.39it/s] 145/499 4.32G 0.01576 0.01232 0.00396 66 640: 57%|#####7 | 23/40 [00:04<00:03, 5.39it/s] 145/499 4.32G 0.01576 0.01232 0.00396 66 640: 60%|###### | 24/40 [00:04<00:03, 5.17it/s] 145/499 4.32G 0.01567 0.01231 0.003986 79 640: 60%|###### | 24/40 [00:04<00:03, 5.17it/s] 145/499 4.32G 0.01567 0.01231 0.003986 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 145/499 4.32G 0.01566 0.0123 0.004052 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 145/499 4.32G 0.01566 0.0123 0.004052 69 640: 65%|######5 | 26/40 [00:04<00:02, 5.36it/s] 145/499 4.32G 0.01571 0.01232 0.004047 75 640: 65%|######5 | 26/40 [00:05<00:02, 5.36it/s] 145/499 4.32G 0.01571 0.01232 0.004047 75 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 145/499 4.32G 0.01571 0.01233 0.004028 66 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 145/499 4.32G 0.01571 0.01233 0.004028 66 640: 70%|####### | 28/40 [00:05<00:02, 5.27it/s] 145/499 4.32G 0.01574 0.0123 0.004064 77 640: 70%|####### | 28/40 [00:05<00:02, 5.27it/s] 145/499 4.32G 0.01574 0.0123 0.004064 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 145/499 4.32G 0.01576 0.01234 0.004045 85 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 145/499 4.32G 0.01576 0.01234 0.004045 85 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 145/499 4.32G 0.01577 0.01235 0.004025 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 145/499 4.32G 0.01577 0.01235 0.004025 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.27it/s] 145/499 4.32G 0.01572 0.0123 0.00406 74 640: 78%|#######7 | 31/40 [00:06<00:01, 5.27it/s] 145/499 4.32G 0.01572 0.0123 0.00406 74 640: 80%|######## | 32/40 [00:06<00:01, 5.34it/s] 145/499 4.32G 0.01571 0.0123 0.004095 71 640: 80%|######## | 32/40 [00:06<00:01, 5.34it/s] 145/499 4.32G 0.01571 0.0123 0.004095 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 145/499 4.32G 0.01574 0.0123 0.004228 61 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 145/499 4.32G 0.01574 0.0123 0.004228 61 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 145/499 4.32G 0.01573 0.01232 0.004362 72 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 145/499 4.32G 0.01573 0.01232 0.004362 72 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 145/499 4.32G 0.0157 0.01235 0.00444 85 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 145/499 4.32G 0.0157 0.01235 0.00444 85 640: 90%|######### | 36/40 [00:06<00:00, 5.20it/s] 145/499 4.32G 0.01569 0.01233 0.004367 72 640: 90%|######### | 36/40 [00:06<00:00, 5.20it/s] 145/499 4.32G 0.01569 0.01233 0.004367 72 640: 92%|#########2| 37/40 [00:06<00:00, 5.30it/s] 145/499 4.32G 0.01569 0.01229 0.004434 56 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 145/499 4.32G 0.01569 0.01229 0.004434 56 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 145/499 4.32G 0.01568 0.01225 0.004424 67 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 145/499 4.32G 0.01568 0.01225 0.004424 67 640: 98%|#########7| 39/40 [00:07<00:00, 5.17it/s] 145/499 4.32G 0.01577 0.01224 0.004435 35 640: 98%|#########7| 39/40 [00:07<00:00, 5.17it/s] 145/499 4.32G 0.01577 0.01224 0.004435 35 640: 100%|##########| 40/40 [00:07<00:00, 5.37it/s] 145/499 4.32G 0.01577 0.01224 0.004435 35 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.80it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.46it/s] all 132 263 0.831 0.885 0.889 0.74 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 146/499 4.32G 0.015 0.0135 0.002364 87 640: 0%| | 0/40 [00:00<?, ?it/s] 146/499 4.32G 0.015 0.0135 0.002364 87 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 146/499 4.32G 0.01559 0.01324 0.002148 79 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 146/499 4.32G 0.01559 0.01324 0.002148 79 640: 5%|5 | 2/40 [00:00<00:07, 5.16it/s] 146/499 4.32G 0.0162 0.01384 0.003284 86 640: 5%|5 | 2/40 [00:00<00:07, 5.16it/s] 146/499 4.32G 0.0162 0.01384 0.003284 86 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 146/499 4.32G 0.01604 0.0143 0.002945 87 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 146/499 4.32G 0.01604 0.0143 0.002945 87 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 146/499 4.32G 0.01621 0.01382 0.003588 72 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 146/499 4.32G 0.01621 0.01382 0.003588 72 640: 12%|#2 | 5/40 [00:00<00:06, 5.18it/s] 146/499 4.32G 0.01634 0.01373 0.004324 71 640: 12%|#2 | 5/40 [00:01<00:06, 5.18it/s] 146/499 4.32G 0.01634 0.01373 0.004324 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 146/499 4.32G 0.01639 0.01324 0.004517 58 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 146/499 4.32G 0.01639 0.01324 0.004517 58 640: 18%|#7 | 7/40 [00:01<00:06, 5.37it/s] 146/499 4.32G 0.01599 0.01308 0.004094 77 640: 18%|#7 | 7/40 [00:01<00:06, 5.37it/s] 146/499 4.32G 0.01599 0.01308 0.004094 77 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 146/499 4.32G 0.01603 0.01285 0.003979 66 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 146/499 4.32G 0.01603 0.01285 0.003979 66 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 146/499 4.32G 0.01597 0.01261 0.00397 67 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 146/499 4.32G 0.01597 0.01261 0.00397 67 640: 25%|##5 | 10/40 [00:01<00:05, 5.36it/s] 146/499 4.32G 0.01582 0.0124 0.004238 68 640: 25%|##5 | 10/40 [00:02<00:05, 5.36it/s] 146/499 4.32G 0.01582 0.0124 0.004238 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.19it/s] 146/499 4.32G 0.0158 0.01246 0.004061 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.19it/s] 146/499 4.32G 0.0158 0.01246 0.004061 72 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 146/499 4.32G 0.0159 0.01261 0.00404 86 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 146/499 4.32G 0.0159 0.01261 0.00404 86 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 146/499 4.32G 0.01599 0.01295 0.004333 94 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 146/499 4.32G 0.01599 0.01295 0.004333 94 640: 35%|###5 | 14/40 [00:02<00:05, 5.19it/s] 146/499 4.32G 0.01592 0.01282 0.004245 62 640: 35%|###5 | 14/40 [00:02<00:05, 5.19it/s] 146/499 4.32G 0.01592 0.01282 0.004245 62 640: 38%|###7 | 15/40 [00:02<00:04, 5.29it/s] 146/499 4.32G 0.01583 0.01258 0.004071 58 640: 38%|###7 | 15/40 [00:03<00:04, 5.29it/s] 146/499 4.32G 0.01583 0.01258 0.004071 58 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 146/499 4.32G 0.01578 0.01246 0.004147 61 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 146/499 4.32G 0.01578 0.01246 0.004147 61 640: 42%|####2 | 17/40 [00:03<00:04, 5.17it/s] 146/499 4.32G 0.01591 0.01245 0.004447 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.17it/s] 146/499 4.32G 0.01591 0.01245 0.004447 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 146/499 4.32G 0.01581 0.01233 0.004374 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 146/499 4.32G 0.01581 0.01233 0.004374 67 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 146/499 4.32G 0.01579 0.01227 0.004403 64 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 146/499 4.32G 0.01579 0.01227 0.004403 64 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 146/499 4.32G 0.01578 0.01226 0.004443 72 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 146/499 4.32G 0.01578 0.01226 0.004443 72 640: 52%|#####2 | 21/40 [00:03<00:03, 5.32it/s] 146/499 4.32G 0.01575 0.01222 0.004396 70 640: 52%|#####2 | 21/40 [00:04<00:03, 5.32it/s] 146/499 4.32G 0.01575 0.01222 0.004396 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.40it/s] 146/499 4.32G 0.01578 0.01221 0.004506 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.40it/s] 146/499 4.32G 0.01578 0.01221 0.004506 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 146/499 4.32G 0.01587 0.01223 0.004471 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 146/499 4.32G 0.01587 0.01223 0.004471 78 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 146/499 4.32G 0.01591 0.01227 0.00437 75 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 146/499 4.32G 0.01591 0.01227 0.00437 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.40it/s] 146/499 4.32G 0.01595 0.01229 0.004507 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.40it/s] 146/499 4.32G 0.01595 0.01229 0.004507 78 640: 65%|######5 | 26/40 [00:04<00:02, 5.25it/s] 146/499 4.32G 0.0159 0.01229 0.00446 79 640: 65%|######5 | 26/40 [00:05<00:02, 5.25it/s] 146/499 4.32G 0.0159 0.01229 0.00446 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 146/499 4.32G 0.01592 0.01229 0.004465 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 146/499 4.32G 0.01592 0.01229 0.004465 67 640: 70%|####### | 28/40 [00:05<00:02, 5.38it/s] 146/499 4.32G 0.01594 0.01229 0.004574 69 640: 70%|####### | 28/40 [00:05<00:02, 5.38it/s] 146/499 4.32G 0.01594 0.01229 0.004574 69 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 146/499 4.32G 0.01592 0.01231 0.004534 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 146/499 4.32G 0.01592 0.01231 0.004534 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 146/499 4.32G 0.01588 0.01227 0.004473 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 146/499 4.32G 0.01588 0.01227 0.004473 73 640: 78%|#######7 | 31/40 [00:05<00:01, 5.35it/s] 146/499 4.32G 0.01585 0.01228 0.004433 78 640: 78%|#######7 | 31/40 [00:06<00:01, 5.35it/s] 146/499 4.32G 0.01585 0.01228 0.004433 78 640: 80%|######## | 32/40 [00:06<00:01, 5.13it/s] 146/499 4.32G 0.01584 0.01226 0.004393 74 640: 80%|######## | 32/40 [00:06<00:01, 5.13it/s] 146/499 4.32G 0.01584 0.01226 0.004393 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 146/499 4.32G 0.01578 0.01218 0.00439 67 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 146/499 4.32G 0.01578 0.01218 0.00439 67 640: 85%|########5 | 34/40 [00:06<00:01, 5.32it/s] 146/499 4.32G 0.01574 0.01221 0.004522 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.32it/s] 146/499 4.32G 0.01574 0.01221 0.004522 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 146/499 4.32G 0.01568 0.01208 0.004635 53 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 146/499 4.32G 0.01568 0.01208 0.004635 53 640: 90%|######### | 36/40 [00:06<00:00, 5.29it/s] 146/499 4.32G 0.01567 0.01211 0.004587 82 640: 90%|######### | 36/40 [00:06<00:00, 5.29it/s] 146/499 4.32G 0.01567 0.01211 0.004587 82 640: 92%|#########2| 37/40 [00:06<00:00, 5.36it/s] 146/499 4.32G 0.01561 0.01203 0.004549 57 640: 92%|#########2| 37/40 [00:07<00:00, 5.36it/s] 146/499 4.32G 0.01561 0.01203 0.004549 57 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 146/499 4.32G 0.01564 0.01199 0.004603 58 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 146/499 4.32G 0.01564 0.01199 0.004603 58 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 146/499 4.32G 0.01576 0.01204 0.004615 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 146/499 4.32G 0.01576 0.01204 0.004615 38 640: 100%|##########| 40/40 [00:07<00:00, 5.47it/s] 146/499 4.32G 0.01576 0.01204 0.004615 38 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.863 0.86 0.885 0.724 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 147/499 4.32G 0.01498 0.009718 0.006576 65 640: 0%| | 0/40 [00:00<?, ?it/s] 147/499 4.32G 0.01498 0.009718 0.006576 65 640: 2%|2 | 1/40 [00:00<00:07, 4.90it/s] 147/499 4.32G 0.01804 0.01257 0.007978 83 640: 2%|2 | 1/40 [00:00<00:07, 4.90it/s] 147/499 4.32G 0.01804 0.01257 0.007978 83 640: 5%|5 | 2/40 [00:00<00:07, 5.22it/s] 147/499 4.32G 0.0179 0.01266 0.006476 70 640: 5%|5 | 2/40 [00:00<00:07, 5.22it/s] 147/499 4.32G 0.0179 0.01266 0.006476 70 640: 8%|7 | 3/40 [00:00<00:06, 5.35it/s] 147/499 4.32G 0.0179 0.01318 0.005715 84 640: 8%|7 | 3/40 [00:00<00:06, 5.35it/s] 147/499 4.32G 0.0179 0.01318 0.005715 84 640: 10%|# | 4/40 [00:00<00:06, 5.16it/s] 147/499 4.32G 0.01751 0.01293 0.005338 66 640: 10%|# | 4/40 [00:00<00:06, 5.16it/s] 147/499 4.32G 0.01751 0.01293 0.005338 66 640: 12%|#2 | 5/40 [00:00<00:06, 5.27it/s] 147/499 4.32G 0.01762 0.01259 0.004835 69 640: 12%|#2 | 5/40 [00:01<00:06, 5.27it/s] 147/499 4.32G 0.01762 0.01259 0.004835 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 147/499 4.32G 0.01768 0.01284 0.004637 81 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 147/499 4.32G 0.01768 0.01284 0.004637 81 640: 18%|#7 | 7/40 [00:01<00:06, 5.20it/s] 147/499 4.32G 0.01759 0.01279 0.004791 66 640: 18%|#7 | 7/40 [00:01<00:06, 5.20it/s] 147/499 4.32G 0.01759 0.01279 0.004791 66 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 147/499 4.32G 0.01735 0.01285 0.004722 89 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 147/499 4.32G 0.01735 0.01285 0.004722 89 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 147/499 4.32G 0.01711 0.01259 0.004603 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 147/499 4.32G 0.01711 0.01259 0.004603 65 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 147/499 4.32G 0.01709 0.01275 0.004565 89 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 147/499 4.32G 0.01709 0.01275 0.004565 89 640: 28%|##7 | 11/40 [00:02<00:05, 5.32it/s] 147/499 4.32G 0.01722 0.01283 0.004963 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.32it/s] 147/499 4.32G 0.01722 0.01283 0.004963 74 640: 30%|### | 12/40 [00:02<00:05, 5.39it/s] 147/499 4.32G 0.01712 0.01296 0.004668 89 640: 30%|### | 12/40 [00:02<00:05, 5.39it/s] 147/499 4.32G 0.01712 0.01296 0.004668 89 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 147/499 4.32G 0.017 0.01311 0.004801 88 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 147/499 4.32G 0.017 0.01311 0.004801 88 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 147/499 4.32G 0.01708 0.01322 0.004753 82 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 147/499 4.32G 0.01708 0.01322 0.004753 82 640: 38%|###7 | 15/40 [00:02<00:04, 5.37it/s] 147/499 4.32G 0.01698 0.01322 0.004844 75 640: 38%|###7 | 15/40 [00:03<00:04, 5.37it/s] 147/499 4.32G 0.01698 0.01322 0.004844 75 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 147/499 4.32G 0.01713 0.01297 0.004789 50 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 147/499 4.32G 0.01713 0.01297 0.004789 50 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 147/499 4.32G 0.01712 0.01294 0.004675 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 147/499 4.32G 0.01712 0.01294 0.004675 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 147/499 4.32G 0.0171 0.0129 0.004503 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 147/499 4.32G 0.0171 0.0129 0.004503 69 640: 48%|####7 | 19/40 [00:03<00:04, 5.14it/s] 147/499 4.32G 0.01704 0.01291 0.004529 68 640: 48%|####7 | 19/40 [00:03<00:04, 5.14it/s] 147/499 4.32G 0.01704 0.01291 0.004529 68 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 147/499 4.32G 0.01715 0.01305 0.004849 86 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 147/499 4.32G 0.01715 0.01305 0.004849 86 640: 52%|#####2 | 21/40 [00:03<00:03, 5.31it/s] 147/499 4.32G 0.01704 0.013 0.004749 69 640: 52%|#####2 | 21/40 [00:04<00:03, 5.31it/s] 147/499 4.32G 0.01704 0.013 0.004749 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 147/499 4.32G 0.01698 0.01297 0.004933 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 147/499 4.32G 0.01698 0.01297 0.004933 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 147/499 4.32G 0.01696 0.0129 0.004797 67 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 147/499 4.32G 0.01696 0.0129 0.004797 67 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 147/499 4.32G 0.01695 0.01299 0.004724 80 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 147/499 4.32G 0.01695 0.01299 0.004724 80 640: 62%|######2 | 25/40 [00:04<00:02, 5.18it/s] 147/499 4.32G 0.0169 0.01303 0.004679 85 640: 62%|######2 | 25/40 [00:04<00:02, 5.18it/s] 147/499 4.32G 0.0169 0.01303 0.004679 85 640: 65%|######5 | 26/40 [00:04<00:02, 5.25it/s] 147/499 4.32G 0.01686 0.01307 0.004748 78 640: 65%|######5 | 26/40 [00:05<00:02, 5.25it/s] 147/499 4.32G 0.01686 0.01307 0.004748 78 640: 68%|######7 | 27/40 [00:05<00:02, 5.33it/s] 147/499 4.32G 0.01683 0.01306 0.004897 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.33it/s] 147/499 4.32G 0.01683 0.01306 0.004897 71 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 147/499 4.32G 0.01676 0.013 0.004824 75 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 147/499 4.32G 0.01676 0.013 0.004824 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 147/499 4.32G 0.01668 0.01294 0.004753 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 147/499 4.32G 0.01668 0.01294 0.004753 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 147/499 4.32G 0.01664 0.01294 0.004707 85 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 147/499 4.32G 0.01664 0.01294 0.004707 85 640: 78%|#######7 | 31/40 [00:05<00:01, 5.17it/s] 147/499 4.32G 0.01663 0.01301 0.004742 79 640: 78%|#######7 | 31/40 [00:06<00:01, 5.17it/s] 147/499 4.32G 0.01663 0.01301 0.004742 79 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 147/499 4.32G 0.01664 0.01297 0.00467 72 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 147/499 4.32G 0.01664 0.01297 0.00467 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 147/499 4.32G 0.01657 0.01292 0.004619 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 147/499 4.32G 0.01657 0.01292 0.004619 72 640: 85%|########5 | 34/40 [00:06<00:01, 5.19it/s] 147/499 4.32G 0.01651 0.0128 0.004628 58 640: 85%|########5 | 34/40 [00:06<00:01, 5.19it/s] 147/499 4.32G 0.01651 0.0128 0.004628 58 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 147/499 4.32G 0.01647 0.01285 0.004587 90 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 147/499 4.32G 0.01647 0.01285 0.004587 90 640: 90%|######### | 36/40 [00:06<00:00, 5.35it/s] 147/499 4.32G 0.01645 0.01282 0.00454 70 640: 90%|######### | 36/40 [00:07<00:00, 5.35it/s] 147/499 4.32G 0.01645 0.01282 0.00454 70 640: 92%|#########2| 37/40 [00:07<00:00, 5.19it/s] 147/499 4.32G 0.0164 0.0128 0.004501 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.19it/s] 147/499 4.32G 0.0164 0.0128 0.004501 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.22it/s] 147/499 4.32G 0.01639 0.01277 0.004444 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.22it/s] 147/499 4.32G 0.01639 0.01277 0.004444 70 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 147/499 4.32G 0.01648 0.01283 0.00449 42 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 147/499 4.32G 0.01648 0.01283 0.00449 42 640: 100%|##########| 40/40 [00:07<00:00, 5.22it/s] 147/499 4.32G 0.01648 0.01283 0.00449 42 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s] all 132 263 0.832 0.865 0.873 0.724 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 148/499 4.32G 0.01647 0.01235 0.006459 63 640: 0%| | 0/40 [00:00<?, ?it/s] 148/499 4.32G 0.01647 0.01235 0.006459 63 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 148/499 4.32G 0.01663 0.01266 0.004669 79 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 148/499 4.32G 0.01663 0.01266 0.004669 79 640: 5%|5 | 2/40 [00:00<00:06, 5.55it/s] 148/499 4.32G 0.01644 0.01153 0.005078 60 640: 5%|5 | 2/40 [00:00<00:06, 5.55it/s] 148/499 4.32G 0.01644 0.01153 0.005078 60 640: 8%|7 | 3/40 [00:00<00:07, 5.22it/s] 148/499 4.32G 0.01623 0.0129 0.004896 87 640: 8%|7 | 3/40 [00:00<00:07, 5.22it/s] 148/499 4.32G 0.01623 0.0129 0.004896 87 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 148/499 4.32G 0.0163 0.01272 0.004431 76 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 148/499 4.32G 0.0163 0.01272 0.004431 76 640: 12%|#2 | 5/40 [00:00<00:06, 5.41it/s] 148/499 4.32G 0.0163 0.01285 0.004258 77 640: 12%|#2 | 5/40 [00:01<00:06, 5.41it/s] 148/499 4.32G 0.0163 0.01285 0.004258 77 640: 15%|#5 | 6/40 [00:01<00:06, 5.19it/s] 148/499 4.32G 0.0161 0.01271 0.004204 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.19it/s] 148/499 4.32G 0.0161 0.01271 0.004204 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 148/499 4.32G 0.01576 0.01288 0.004114 84 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 148/499 4.32G 0.01576 0.01288 0.004114 84 640: 20%|## | 8/40 [00:01<00:05, 5.39it/s] 148/499 4.32G 0.01569 0.01273 0.004001 78 640: 20%|## | 8/40 [00:01<00:05, 5.39it/s] 148/499 4.32G 0.01569 0.01273 0.004001 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 148/499 4.32G 0.01554 0.01248 0.004244 67 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 148/499 4.32G 0.01554 0.01248 0.004244 67 640: 25%|##5 | 10/40 [00:01<00:05, 5.29it/s] 148/499 4.32G 0.01571 0.01258 0.004284 79 640: 25%|##5 | 10/40 [00:02<00:05, 5.29it/s] 148/499 4.32G 0.01571 0.01258 0.004284 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 148/499 4.32G 0.01584 0.01289 0.004538 95 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 148/499 4.32G 0.01584 0.01289 0.004538 95 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 148/499 4.32G 0.0158 0.01295 0.004581 81 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 148/499 4.32G 0.0158 0.01295 0.004581 81 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 148/499 4.32G 0.01576 0.01274 0.004586 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 148/499 4.32G 0.01576 0.01274 0.004586 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.38it/s] 148/499 4.32G 0.0157 0.0127 0.004391 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.38it/s] 148/499 4.32G 0.0157 0.0127 0.004391 75 640: 38%|###7 | 15/40 [00:02<00:04, 5.25it/s] 148/499 4.32G 0.01564 0.01245 0.004407 56 640: 38%|###7 | 15/40 [00:03<00:04, 5.25it/s] 148/499 4.32G 0.01564 0.01245 0.004407 56 640: 40%|#### | 16/40 [00:03<00:04, 5.34it/s] 148/499 4.32G 0.0156 0.01251 0.004264 85 640: 40%|#### | 16/40 [00:03<00:04, 5.34it/s] 148/499 4.32G 0.0156 0.01251 0.004264 85 640: 42%|####2 | 17/40 [00:03<00:04, 5.39it/s] 148/499 4.32G 0.01553 0.0125 0.004222 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.39it/s] 148/499 4.32G 0.01553 0.0125 0.004222 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.23it/s] 148/499 4.32G 0.01554 0.01261 0.004205 87 640: 45%|####5 | 18/40 [00:03<00:04, 5.23it/s] 148/499 4.32G 0.01554 0.01261 0.004205 87 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 148/499 4.32G 0.0155 0.01252 0.004159 66 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 148/499 4.32G 0.0155 0.01252 0.004159 66 640: 50%|##### | 20/40 [00:03<00:03, 5.39it/s] 148/499 4.32G 0.01546 0.01241 0.004077 64 640: 50%|##### | 20/40 [00:03<00:03, 5.39it/s] 148/499 4.32G 0.01546 0.01241 0.004077 64 640: 52%|#####2 | 21/40 [00:03<00:03, 5.25it/s] 148/499 4.32G 0.01543 0.01242 0.004147 81 640: 52%|#####2 | 21/40 [00:04<00:03, 5.25it/s] 148/499 4.32G 0.01543 0.01242 0.004147 81 640: 55%|#####5 | 22/40 [00:04<00:03, 5.28it/s] 148/499 4.32G 0.0155 0.01248 0.004082 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.28it/s] 148/499 4.32G 0.0155 0.01248 0.004082 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 148/499 4.32G 0.0156 0.01253 0.004064 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 148/499 4.32G 0.0156 0.01253 0.004064 74 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 148/499 4.32G 0.01556 0.01252 0.004059 82 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 148/499 4.32G 0.01556 0.01252 0.004059 82 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 148/499 4.32G 0.01557 0.01258 0.003985 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 148/499 4.32G 0.01557 0.01258 0.003985 79 640: 65%|######5 | 26/40 [00:04<00:02, 5.35it/s] 148/499 4.32G 0.01552 0.01254 0.003952 76 640: 65%|######5 | 26/40 [00:05<00:02, 5.35it/s] 148/499 4.32G 0.01552 0.01254 0.003952 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 148/499 4.32G 0.01568 0.01249 0.004001 58 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 148/499 4.32G 0.01568 0.01249 0.004001 58 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 148/499 4.32G 0.01572 0.01245 0.004021 60 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 148/499 4.32G 0.01572 0.01245 0.004021 60 640: 72%|#######2 | 29/40 [00:05<00:02, 5.36it/s] 148/499 4.32G 0.01572 0.01243 0.004108 62 640: 72%|#######2 | 29/40 [00:05<00:02, 5.36it/s] 148/499 4.32G 0.01572 0.01243 0.004108 62 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 148/499 4.32G 0.01574 0.01249 0.004226 87 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 148/499 4.32G 0.01574 0.01249 0.004226 87 640: 78%|#######7 | 31/40 [00:05<00:01, 5.26it/s] 148/499 4.32G 0.0158 0.01258 0.004248 82 640: 78%|#######7 | 31/40 [00:06<00:01, 5.26it/s] 148/499 4.32G 0.0158 0.01258 0.004248 82 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 148/499 4.32G 0.01581 0.01253 0.004209 61 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 148/499 4.32G 0.01581 0.01253 0.004209 61 640: 82%|########2 | 33/40 [00:06<00:01, 5.19it/s] 148/499 4.32G 0.01579 0.01255 0.00425 78 640: 82%|########2 | 33/40 [00:06<00:01, 5.19it/s] 148/499 4.32G 0.01579 0.01255 0.00425 78 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 148/499 4.32G 0.01579 0.01257 0.004233 85 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 148/499 4.32G 0.01579 0.01257 0.004233 85 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 148/499 4.32G 0.01584 0.01264 0.004335 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 148/499 4.32G 0.01584 0.01264 0.004335 73 640: 90%|######### | 36/40 [00:06<00:00, 5.22it/s] 148/499 4.32G 0.01582 0.01265 0.004296 74 640: 90%|######### | 36/40 [00:06<00:00, 5.22it/s] 148/499 4.32G 0.01582 0.01265 0.004296 74 640: 92%|#########2| 37/40 [00:06<00:00, 5.30it/s] 148/499 4.32G 0.01575 0.01258 0.004233 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 148/499 4.32G 0.01575 0.01258 0.004233 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 148/499 4.32G 0.01576 0.01257 0.004217 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 148/499 4.32G 0.01576 0.01257 0.004217 77 640: 98%|#########7| 39/40 [00:07<00:00, 5.13it/s] 148/499 4.32G 0.01571 0.01262 0.004222 46 640: 98%|#########7| 39/40 [00:07<00:00, 5.13it/s] 148/499 4.32G 0.01571 0.01262 0.004222 46 640: 100%|##########| 40/40 [00:07<00:00, 5.33it/s] 148/499 4.32G 0.01571 0.01262 0.004222 46 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s] all 132 263 0.864 0.838 0.886 0.739 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 149/499 4.32G 0.01414 0.01293 0.00154 84 640: 0%| | 0/40 [00:00<?, ?it/s] 149/499 4.32G 0.01414 0.01293 0.00154 84 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 149/499 4.32G 0.01535 0.01263 0.002726 71 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 149/499 4.32G 0.01535 0.01263 0.002726 71 640: 5%|5 | 2/40 [00:00<00:07, 5.19it/s] 149/499 4.32G 0.01484 0.01276 0.002689 84 640: 5%|5 | 2/40 [00:00<00:07, 5.19it/s] 149/499 4.32G 0.01484 0.01276 0.002689 84 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 149/499 4.32G 0.01528 0.01345 0.003367 84 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 149/499 4.32G 0.01528 0.01345 0.003367 84 640: 10%|# | 4/40 [00:00<00:06, 5.43it/s] 149/499 4.32G 0.01541 0.01328 0.003568 65 640: 10%|# | 4/40 [00:00<00:06, 5.43it/s] 149/499 4.32G 0.01541 0.01328 0.003568 65 640: 12%|#2 | 5/40 [00:00<00:06, 5.25it/s] 149/499 4.32G 0.0155 0.0127 0.003328 66 640: 12%|#2 | 5/40 [00:01<00:06, 5.25it/s] 149/499 4.32G 0.0155 0.0127 0.003328 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 149/499 4.32G 0.01569 0.0126 0.003374 61 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 149/499 4.32G 0.01569 0.0126 0.003374 61 640: 18%|#7 | 7/40 [00:01<00:06, 5.40it/s] 149/499 4.32G 0.01578 0.01223 0.003359 64 640: 18%|#7 | 7/40 [00:01<00:06, 5.40it/s] 149/499 4.32G 0.01578 0.01223 0.003359 64 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 149/499 4.32G 0.01546 0.01209 0.003226 72 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 149/499 4.32G 0.01546 0.01209 0.003226 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 149/499 4.32G 0.01533 0.0122 0.00317 81 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 149/499 4.32G 0.01533 0.0122 0.00317 81 640: 25%|##5 | 10/40 [00:01<00:05, 5.39it/s] 149/499 4.32G 0.01534 0.01225 0.003104 78 640: 25%|##5 | 10/40 [00:02<00:05, 5.39it/s] 149/499 4.32G 0.01534 0.01225 0.003104 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 149/499 4.32G 0.01517 0.01215 0.003043 64 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 149/499 4.32G 0.01517 0.01215 0.003043 64 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 149/499 4.32G 0.01513 0.01203 0.003217 74 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 149/499 4.32G 0.01513 0.01203 0.003217 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.38it/s] 149/499 4.32G 0.01509 0.01187 0.003294 66 640: 32%|###2 | 13/40 [00:02<00:05, 5.38it/s] 149/499 4.32G 0.01509 0.01187 0.003294 66 640: 35%|###5 | 14/40 [00:02<00:04, 5.20it/s] 149/499 4.32G 0.01516 0.01195 0.003202 72 640: 35%|###5 | 14/40 [00:02<00:04, 5.20it/s] 149/499 4.32G 0.01516 0.01195 0.003202 72 640: 38%|###7 | 15/40 [00:02<00:04, 5.29it/s] 149/499 4.32G 0.0152 0.012 0.003281 74 640: 38%|###7 | 15/40 [00:03<00:04, 5.29it/s] 149/499 4.32G 0.0152 0.012 0.003281 74 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 149/499 4.32G 0.01521 0.0121 0.003263 82 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 149/499 4.32G 0.01521 0.0121 0.003263 82 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 149/499 4.32G 0.01515 0.01217 0.003244 84 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 149/499 4.32G 0.01515 0.01217 0.003244 84 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 149/499 4.32G 0.01517 0.01216 0.00334 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 149/499 4.32G 0.01517 0.01216 0.00334 74 640: 48%|####7 | 19/40 [00:03<00:03, 5.38it/s] 149/499 4.32G 0.01519 0.01241 0.003363 90 640: 48%|####7 | 19/40 [00:03<00:03, 5.38it/s] 149/499 4.32G 0.01519 0.01241 0.003363 90 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 149/499 4.32G 0.01511 0.01231 0.003352 65 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 149/499 4.32G 0.01511 0.01231 0.003352 65 640: 52%|#####2 | 21/40 [00:03<00:03, 5.34it/s] 149/499 4.32G 0.01517 0.01236 0.003284 79 640: 52%|#####2 | 21/40 [00:04<00:03, 5.34it/s] 149/499 4.32G 0.01517 0.01236 0.003284 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.39it/s] 149/499 4.32G 0.01525 0.01246 0.003427 84 640: 55%|#####5 | 22/40 [00:04<00:03, 5.39it/s] 149/499 4.32G 0.01525 0.01246 0.003427 84 640: 57%|#####7 | 23/40 [00:04<00:03, 5.18it/s] 149/499 4.32G 0.01519 0.01248 0.003508 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.18it/s] 149/499 4.32G 0.01519 0.01248 0.003508 72 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 149/499 4.32G 0.01516 0.01251 0.00355 80 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 149/499 4.32G 0.01516 0.01251 0.00355 80 640: 62%|######2 | 25/40 [00:04<00:02, 5.39it/s] 149/499 4.32G 0.01506 0.01248 0.003485 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.39it/s] 149/499 4.32G 0.01506 0.01248 0.003485 72 640: 65%|######5 | 26/40 [00:04<00:02, 5.23it/s] 149/499 4.32G 0.01512 0.01254 0.003483 79 640: 65%|######5 | 26/40 [00:05<00:02, 5.23it/s] 149/499 4.32G 0.01512 0.01254 0.003483 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 149/499 4.32G 0.01504 0.0125 0.003486 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 149/499 4.32G 0.01504 0.0125 0.003486 76 640: 70%|####### | 28/40 [00:05<00:02, 5.38it/s] 149/499 4.32G 0.01509 0.01261 0.003509 87 640: 70%|####### | 28/40 [00:05<00:02, 5.38it/s] 149/499 4.32G 0.01509 0.01261 0.003509 87 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 149/499 4.32G 0.01496 0.01245 0.003496 54 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 149/499 4.32G 0.01496 0.01245 0.003496 54 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 149/499 4.32G 0.01496 0.01244 0.003453 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 149/499 4.32G 0.01496 0.01244 0.003453 81 640: 78%|#######7 | 31/40 [00:05<00:01, 5.36it/s] 149/499 4.32G 0.01499 0.01248 0.003459 84 640: 78%|#######7 | 31/40 [00:06<00:01, 5.36it/s] 149/499 4.32G 0.01499 0.01248 0.003459 84 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 149/499 4.32G 0.015 0.01242 0.00345 61 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 149/499 4.32G 0.015 0.01242 0.00345 61 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 149/499 4.32G 0.01505 0.0124 0.003429 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 149/499 4.32G 0.01505 0.0124 0.003429 71 640: 85%|########5 | 34/40 [00:06<00:01, 5.38it/s] 149/499 4.32G 0.01501 0.01235 0.003356 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.38it/s] 149/499 4.32G 0.01501 0.01235 0.003356 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 149/499 4.32G 0.01509 0.01236 0.003373 67 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 149/499 4.32G 0.01509 0.01236 0.003373 67 640: 90%|######### | 36/40 [00:06<00:00, 5.31it/s] 149/499 4.32G 0.01506 0.01235 0.003357 71 640: 90%|######### | 36/40 [00:06<00:00, 5.31it/s] 149/499 4.32G 0.01506 0.01235 0.003357 71 640: 92%|#########2| 37/40 [00:06<00:00, 5.39it/s] 149/499 4.32G 0.01509 0.01238 0.003387 80 640: 92%|#########2| 37/40 [00:07<00:00, 5.39it/s] 149/499 4.32G 0.01509 0.01238 0.003387 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 149/499 4.32G 0.01511 0.01241 0.003412 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 149/499 4.32G 0.01511 0.01241 0.003412 70 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 149/499 4.32G 0.01516 0.01236 0.003414 31 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 149/499 4.32G 0.01516 0.01236 0.003414 31 640: 100%|##########| 40/40 [00:07<00:00, 5.44it/s] 149/499 4.32G 0.01516 0.01236 0.003414 31 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.86it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.86 0.88 0.876 0.741 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 150/499 4.32G 0.01422 0.01289 0.004302 81 640: 0%| | 0/40 [00:00<?, ?it/s] 150/499 4.32G 0.01422 0.01289 0.004302 81 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 150/499 4.32G 0.01418 0.01118 0.002796 65 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 150/499 4.32G 0.01418 0.01118 0.002796 65 640: 5%|5 | 2/40 [00:00<00:07, 5.30it/s] 150/499 4.32G 0.01477 0.01195 0.003409 79 640: 5%|5 | 2/40 [00:00<00:07, 5.30it/s] 150/499 4.32G 0.01477 0.01195 0.003409 79 640: 8%|7 | 3/40 [00:00<00:06, 5.40it/s] 150/499 4.32G 0.01476 0.01198 0.003335 77 640: 8%|7 | 3/40 [00:00<00:06, 5.40it/s] 150/499 4.32G 0.01476 0.01198 0.003335 77 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 150/499 4.32G 0.01463 0.01275 0.003009 89 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 150/499 4.32G 0.01463 0.01275 0.003009 89 640: 12%|#2 | 5/40 [00:00<00:06, 5.32it/s] 150/499 4.32G 0.01475 0.01284 0.003162 78 640: 12%|#2 | 5/40 [00:01<00:06, 5.32it/s] 150/499 4.32G 0.01475 0.01284 0.003162 78 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 150/499 4.32G 0.01484 0.01289 0.003352 70 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 150/499 4.32G 0.01484 0.01289 0.003352 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 150/499 4.32G 0.01477 0.01267 0.003567 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 150/499 4.32G 0.01477 0.01267 0.003567 70 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 150/499 4.32G 0.01475 0.01284 0.003472 90 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 150/499 4.32G 0.01475 0.01284 0.003472 90 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 150/499 4.32G 0.01464 0.01302 0.003595 95 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 150/499 4.32G 0.01464 0.01302 0.003595 95 640: 25%|##5 | 10/40 [00:01<00:05, 5.20it/s] 150/499 4.32G 0.0149 0.01298 0.003779 67 640: 25%|##5 | 10/40 [00:02<00:05, 5.20it/s] 150/499 4.32G 0.0149 0.01298 0.003779 67 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 150/499 4.32G 0.0149 0.01274 0.003894 59 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 150/499 4.32G 0.0149 0.01274 0.003894 59 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 150/499 4.32G 0.01483 0.01274 0.003841 84 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 150/499 4.32G 0.01483 0.01274 0.003841 84 640: 32%|###2 | 13/40 [00:02<00:05, 5.19it/s] 150/499 4.32G 0.01494 0.01282 0.003761 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.19it/s] 150/499 4.32G 0.01494 0.01282 0.003761 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 150/499 4.32G 0.01495 0.01271 0.00379 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 150/499 4.32G 0.01495 0.01271 0.00379 75 640: 38%|###7 | 15/40 [00:02<00:04, 5.34it/s] 150/499 4.32G 0.01502 0.01268 0.003772 76 640: 38%|###7 | 15/40 [00:03<00:04, 5.34it/s] 150/499 4.32G 0.01502 0.01268 0.003772 76 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 150/499 4.32G 0.01493 0.01247 0.003826 63 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 150/499 4.32G 0.01493 0.01247 0.003826 63 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 150/499 4.32G 0.01492 0.01249 0.003729 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 150/499 4.32G 0.01492 0.01249 0.003729 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 150/499 4.32G 0.01503 0.01263 0.003875 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 150/499 4.32G 0.01503 0.01263 0.003875 80 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 150/499 4.32G 0.01489 0.01255 0.003784 74 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 150/499 4.32G 0.01489 0.01255 0.003784 74 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 150/499 4.32G 0.01498 0.01259 0.003907 76 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 150/499 4.32G 0.01498 0.01259 0.003907 76 640: 52%|#####2 | 21/40 [00:03<00:03, 5.35it/s] 150/499 4.32G 0.01492 0.01247 0.003922 66 640: 52%|#####2 | 21/40 [00:04<00:03, 5.35it/s] 150/499 4.32G 0.01492 0.01247 0.003922 66 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 150/499 4.32G 0.01501 0.01249 0.004011 78 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 150/499 4.32G 0.01501 0.01249 0.004011 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.26it/s] 150/499 4.32G 0.01501 0.01251 0.004043 80 640: 57%|#####7 | 23/40 [00:04<00:03, 5.26it/s] 150/499 4.32G 0.01501 0.01251 0.004043 80 640: 60%|###### | 24/40 [00:04<00:02, 5.35it/s] 150/499 4.32G 0.01503 0.01259 0.004177 95 640: 60%|###### | 24/40 [00:04<00:02, 5.35it/s] 150/499 4.32G 0.01503 0.01259 0.004177 95 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 150/499 4.32G 0.01504 0.01258 0.004197 77 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 150/499 4.32G 0.01504 0.01258 0.004197 77 640: 65%|######5 | 26/40 [00:04<00:02, 5.29it/s] 150/499 4.32G 0.01502 0.01256 0.004168 79 640: 65%|######5 | 26/40 [00:05<00:02, 5.29it/s] 150/499 4.32G 0.01502 0.01256 0.004168 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 150/499 4.32G 0.01497 0.01249 0.004218 72 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 150/499 4.32G 0.01497 0.01249 0.004218 72 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 150/499 4.32G 0.01492 0.01249 0.00421 84 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 150/499 4.32G 0.01492 0.01249 0.00421 84 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 150/499 4.32G 0.01491 0.01256 0.0042 87 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 150/499 4.32G 0.01491 0.01256 0.0042 87 640: 75%|#######5 | 30/40 [00:05<00:01, 5.35it/s] 150/499 4.32G 0.01484 0.01262 0.0042 101 640: 75%|#######5 | 30/40 [00:05<00:01, 5.35it/s] 150/499 4.32G 0.01484 0.01262 0.0042 101 640: 78%|#######7 | 31/40 [00:05<00:01, 5.20it/s] 150/499 4.32G 0.01488 0.01263 0.004216 72 640: 78%|#######7 | 31/40 [00:06<00:01, 5.20it/s] 150/499 4.32G 0.01488 0.01263 0.004216 72 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 150/499 4.32G 0.01487 0.01257 0.004145 68 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 150/499 4.32G 0.01487 0.01257 0.004145 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 150/499 4.32G 0.01484 0.01253 0.00415 78 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 150/499 4.32G 0.01484 0.01253 0.00415 78 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 150/499 4.32G 0.01485 0.01253 0.004136 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 150/499 4.32G 0.01485 0.01253 0.004136 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 150/499 4.32G 0.0149 0.0125 0.00418 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 150/499 4.32G 0.0149 0.0125 0.00418 69 640: 90%|######### | 36/40 [00:06<00:00, 5.33it/s] 150/499 4.32G 0.01491 0.01247 0.004179 74 640: 90%|######### | 36/40 [00:07<00:00, 5.33it/s] 150/499 4.32G 0.01491 0.01247 0.004179 74 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 150/499 4.32G 0.01489 0.01247 0.004147 76 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 150/499 4.32G 0.01489 0.01247 0.004147 76 640: 95%|#########5| 38/40 [00:07<00:00, 5.23it/s] 150/499 4.32G 0.01493 0.0125 0.004212 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.23it/s] 150/499 4.32G 0.01493 0.0125 0.004212 69 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 150/499 4.32G 0.01502 0.01255 0.004296 39 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 150/499 4.32G 0.01502 0.01255 0.004296 39 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] 150/499 4.32G 0.01502 0.01255 0.004296 39 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.849 0.878 0.872 0.731 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 151/499 4.32G 0.01504 0.01261 0.00485 79 640: 0%| | 0/40 [00:00<?, ?it/s] 151/499 4.32G 0.01504 0.01261 0.00485 79 640: 2%|2 | 1/40 [00:00<00:06, 5.61it/s] 151/499 4.32G 0.01461 0.01228 0.005849 74 640: 2%|2 | 1/40 [00:00<00:06, 5.61it/s] 151/499 4.32G 0.01461 0.01228 0.005849 74 640: 5%|5 | 2/40 [00:00<00:06, 5.46it/s] 151/499 4.32G 0.01452 0.01266 0.00481 82 640: 5%|5 | 2/40 [00:00<00:06, 5.46it/s] 151/499 4.32G 0.01452 0.01266 0.00481 82 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 151/499 4.32G 0.01465 0.01206 0.004203 66 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 151/499 4.32G 0.01465 0.01206 0.004203 66 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 151/499 4.32G 0.01449 0.01298 0.003948 107 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 151/499 4.32G 0.01449 0.01298 0.003948 107 640: 12%|#2 | 5/40 [00:00<00:06, 5.40it/s] 151/499 4.32G 0.01437 0.01289 0.003816 74 640: 12%|#2 | 5/40 [00:01<00:06, 5.40it/s] 151/499 4.32G 0.01437 0.01289 0.003816 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 151/499 4.32G 0.01509 0.01276 0.004862 59 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 151/499 4.32G 0.01509 0.01276 0.004862 59 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 151/499 4.32G 0.01507 0.01274 0.005675 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 151/499 4.32G 0.01507 0.01274 0.005675 76 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 151/499 4.32G 0.01514 0.01258 0.005596 74 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 151/499 4.32G 0.01514 0.01258 0.005596 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 151/499 4.32G 0.01513 0.01244 0.00533 73 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 151/499 4.32G 0.01513 0.01244 0.00533 73 640: 25%|##5 | 10/40 [00:01<00:05, 5.32it/s] 151/499 4.32G 0.01496 0.01236 0.005003 73 640: 25%|##5 | 10/40 [00:02<00:05, 5.32it/s] 151/499 4.32G 0.01496 0.01236 0.005003 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 151/499 4.32G 0.01499 0.01212 0.005027 53 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 151/499 4.32G 0.01499 0.01212 0.005027 53 640: 30%|### | 12/40 [00:02<00:05, 5.24it/s] 151/499 4.32G 0.01493 0.01217 0.004944 73 640: 30%|### | 12/40 [00:02<00:05, 5.24it/s] 151/499 4.32G 0.01493 0.01217 0.004944 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 151/499 4.32G 0.01501 0.01203 0.005201 57 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 151/499 4.32G 0.01501 0.01203 0.005201 57 640: 35%|###5 | 14/40 [00:02<00:04, 5.40it/s] 151/499 4.32G 0.01497 0.01194 0.00505 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.40it/s] 151/499 4.32G 0.01497 0.01194 0.00505 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.26it/s] 151/499 4.32G 0.01506 0.01208 0.004938 70 640: 38%|###7 | 15/40 [00:03<00:04, 5.26it/s] 151/499 4.32G 0.01506 0.01208 0.004938 70 640: 40%|#### | 16/40 [00:03<00:04, 5.35it/s] 151/499 4.32G 0.015 0.01201 0.004815 68 640: 40%|#### | 16/40 [00:03<00:04, 5.35it/s] 151/499 4.32G 0.015 0.01201 0.004815 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.40it/s] 151/499 4.32G 0.01487 0.01191 0.004868 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.40it/s] 151/499 4.32G 0.01487 0.01191 0.004868 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 151/499 4.32G 0.01496 0.01194 0.004785 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 151/499 4.32G 0.01496 0.01194 0.004785 76 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 151/499 4.32G 0.015 0.01207 0.0047 84 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 151/499 4.32G 0.015 0.01207 0.0047 84 640: 50%|##### | 20/40 [00:03<00:03, 5.40it/s] 151/499 4.32G 0.01501 0.01208 0.004561 73 640: 50%|##### | 20/40 [00:03<00:03, 5.40it/s] 151/499 4.32G 0.01501 0.01208 0.004561 73 640: 52%|#####2 | 21/40 [00:03<00:03, 5.24it/s] 151/499 4.32G 0.01505 0.0121 0.004543 74 640: 52%|#####2 | 21/40 [00:04<00:03, 5.24it/s] 151/499 4.32G 0.01505 0.0121 0.004543 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 151/499 4.32G 0.01509 0.01217 0.004484 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 151/499 4.32G 0.01509 0.01217 0.004484 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.38it/s] 151/499 4.32G 0.01511 0.01221 0.004533 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.38it/s] 151/499 4.32G 0.01511 0.01221 0.004533 75 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 151/499 4.32G 0.01522 0.01224 0.004645 68 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 151/499 4.32G 0.01522 0.01224 0.004645 68 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 151/499 4.32G 0.01528 0.01231 0.004771 80 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 151/499 4.32G 0.01528 0.01231 0.004771 80 640: 65%|######5 | 26/40 [00:04<00:02, 5.39it/s] 151/499 4.32G 0.01526 0.01232 0.004681 79 640: 65%|######5 | 26/40 [00:05<00:02, 5.39it/s] 151/499 4.32G 0.01526 0.01232 0.004681 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 151/499 4.32G 0.0153 0.01229 0.004627 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 151/499 4.32G 0.0153 0.01229 0.004627 68 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 151/499 4.32G 0.01535 0.01236 0.004592 87 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 151/499 4.32G 0.01535 0.01236 0.004592 87 640: 72%|#######2 | 29/40 [00:05<00:02, 5.38it/s] 151/499 4.32G 0.01539 0.01232 0.004576 66 640: 72%|#######2 | 29/40 [00:05<00:02, 5.38it/s] 151/499 4.32G 0.01539 0.01232 0.004576 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.23it/s] 151/499 4.32G 0.01545 0.0123 0.004589 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.23it/s] 151/499 4.32G 0.01545 0.0123 0.004589 68 640: 78%|#######7 | 31/40 [00:05<00:01, 5.30it/s] 151/499 4.32G 0.01545 0.01235 0.00448 81 640: 78%|#######7 | 31/40 [00:06<00:01, 5.30it/s] 151/499 4.32G 0.01545 0.01235 0.00448 81 640: 80%|######## | 32/40 [00:06<00:01, 5.35it/s] 151/499 4.32G 0.0154 0.0123 0.00445 72 640: 80%|######## | 32/40 [00:06<00:01, 5.35it/s] 151/499 4.32G 0.0154 0.0123 0.00445 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 151/499 4.32G 0.01538 0.01233 0.004424 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 151/499 4.32G 0.01538 0.01233 0.004424 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 151/499 4.32G 0.01535 0.01238 0.004411 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 151/499 4.32G 0.01535 0.01238 0.004411 84 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 151/499 4.32G 0.01533 0.01235 0.004487 70 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 151/499 4.32G 0.01533 0.01235 0.004487 70 640: 90%|######### | 36/40 [00:06<00:00, 5.21it/s] 151/499 4.32G 0.01535 0.01236 0.004464 75 640: 90%|######### | 36/40 [00:06<00:00, 5.21it/s] 151/499 4.32G 0.01535 0.01236 0.004464 75 640: 92%|#########2| 37/40 [00:06<00:00, 5.30it/s] 151/499 4.32G 0.0154 0.01247 0.004448 85 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 151/499 4.32G 0.0154 0.01247 0.004448 85 640: 95%|#########5| 38/40 [00:07<00:00, 5.36it/s] 151/499 4.32G 0.0154 0.01246 0.004423 78 640: 95%|#########5| 38/40 [00:07<00:00, 5.36it/s] 151/499 4.32G 0.0154 0.01246 0.004423 78 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 151/499 4.32G 0.01533 0.0124 0.004356 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 151/499 4.32G 0.01533 0.0124 0.004356 38 640: 100%|##########| 40/40 [00:07<00:00, 5.37it/s] 151/499 4.32G 0.01533 0.0124 0.004356 38 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s] all 132 263 0.835 0.862 0.859 0.713 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 152/499 4.32G 0.01488 0.01496 0.003337 89 640: 0%| | 0/40 [00:00<?, ?it/s] 152/499 4.32G 0.01488 0.01496 0.003337 89 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 152/499 4.32G 0.01612 0.01409 0.005395 77 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 152/499 4.32G 0.01612 0.01409 0.005395 77 640: 5%|5 | 2/40 [00:00<00:07, 5.16it/s] 152/499 4.32G 0.01628 0.01332 0.005365 69 640: 5%|5 | 2/40 [00:00<00:07, 5.16it/s] 152/499 4.32G 0.01628 0.01332 0.005365 69 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 152/499 4.32G 0.01606 0.01289 0.004769 75 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 152/499 4.32G 0.01606 0.01289 0.004769 75 640: 10%|# | 4/40 [00:00<00:06, 5.36it/s] 152/499 4.32G 0.01602 0.01252 0.005067 68 640: 10%|# | 4/40 [00:00<00:06, 5.36it/s] 152/499 4.32G 0.01602 0.01252 0.005067 68 640: 12%|#2 | 5/40 [00:00<00:06, 5.09it/s] 152/499 4.32G 0.01591 0.01252 0.004794 77 640: 12%|#2 | 5/40 [00:01<00:06, 5.09it/s] 152/499 4.32G 0.01591 0.01252 0.004794 77 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 152/499 4.32G 0.01589 0.01261 0.004718 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 152/499 4.32G 0.01589 0.01261 0.004718 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.12it/s] 152/499 4.32G 0.01574 0.01228 0.004531 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.12it/s] 152/499 4.32G 0.01574 0.01228 0.004531 70 640: 20%|## | 8/40 [00:01<00:06, 5.06it/s] 152/499 4.32G 0.01582 0.01238 0.004546 76 640: 20%|## | 8/40 [00:01<00:06, 5.06it/s] 152/499 4.32G 0.01582 0.01238 0.004546 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 152/499 4.32G 0.01583 0.01259 0.00469 85 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 152/499 4.32G 0.01583 0.01259 0.00469 85 640: 25%|##5 | 10/40 [00:01<00:05, 5.28it/s] 152/499 4.32G 0.01576 0.01238 0.004478 67 640: 25%|##5 | 10/40 [00:02<00:05, 5.28it/s] 152/499 4.32G 0.01576 0.01238 0.004478 67 640: 28%|##7 | 11/40 [00:02<00:05, 5.17it/s] 152/499 4.32G 0.01577 0.01246 0.004345 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.17it/s] 152/499 4.32G 0.01577 0.01246 0.004345 74 640: 30%|### | 12/40 [00:02<00:05, 5.28it/s] 152/499 4.32G 0.01565 0.01224 0.004195 60 640: 30%|### | 12/40 [00:02<00:05, 5.28it/s] 152/499 4.32G 0.01565 0.01224 0.004195 60 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 152/499 4.32G 0.01561 0.01225 0.00415 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 152/499 4.32G 0.01561 0.01225 0.00415 70 640: 35%|###5 | 14/40 [00:02<00:05, 5.16it/s] 152/499 4.32G 0.01561 0.01219 0.004239 61 640: 35%|###5 | 14/40 [00:02<00:05, 5.16it/s] 152/499 4.32G 0.01561 0.01219 0.004239 61 640: 38%|###7 | 15/40 [00:02<00:04, 5.27it/s] 152/499 4.32G 0.01549 0.01228 0.004185 90 640: 38%|###7 | 15/40 [00:03<00:04, 5.27it/s] 152/499 4.32G 0.01549 0.01228 0.004185 90 640: 40%|#### | 16/40 [00:03<00:04, 5.31it/s] 152/499 4.32G 0.01557 0.01224 0.004252 61 640: 40%|#### | 16/40 [00:03<00:04, 5.31it/s] 152/499 4.32G 0.01557 0.01224 0.004252 61 640: 42%|####2 | 17/40 [00:03<00:04, 5.18it/s] 152/499 4.32G 0.01568 0.01228 0.004221 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.18it/s] 152/499 4.32G 0.01568 0.01228 0.004221 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 152/499 4.32G 0.01572 0.0123 0.004425 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 152/499 4.32G 0.01572 0.0123 0.004425 78 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 152/499 4.32G 0.01573 0.01233 0.004332 80 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 152/499 4.32G 0.01573 0.01233 0.004332 80 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 152/499 4.32G 0.01567 0.0123 0.004274 74 640: 50%|##### | 20/40 [00:04<00:03, 5.23it/s] 152/499 4.32G 0.01567 0.0123 0.004274 74 640: 52%|#####2 | 21/40 [00:04<00:03, 5.32it/s] 152/499 4.32G 0.01567 0.01232 0.004196 86 640: 52%|#####2 | 21/40 [00:04<00:03, 5.32it/s] 152/499 4.32G 0.01567 0.01232 0.004196 86 640: 55%|#####5 | 22/40 [00:04<00:03, 5.38it/s] 152/499 4.32G 0.0157 0.01237 0.004358 88 640: 55%|#####5 | 22/40 [00:04<00:03, 5.38it/s] 152/499 4.32G 0.0157 0.01237 0.004358 88 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 152/499 4.32G 0.01566 0.01235 0.004359 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 152/499 4.32G 0.01566 0.01235 0.004359 74 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 152/499 4.32G 0.01564 0.01245 0.004324 92 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 152/499 4.32G 0.01564 0.01245 0.004324 92 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 152/499 4.32G 0.0156 0.01245 0.004315 80 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 152/499 4.32G 0.0156 0.01245 0.004315 80 640: 65%|######5 | 26/40 [00:04<00:02, 5.19it/s] 152/499 4.32G 0.01562 0.01242 0.0042 68 640: 65%|######5 | 26/40 [00:05<00:02, 5.19it/s] 152/499 4.32G 0.01562 0.01242 0.0042 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.26it/s] 152/499 4.32G 0.01559 0.01237 0.004122 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.26it/s] 152/499 4.32G 0.01559 0.01237 0.004122 68 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 152/499 4.32G 0.01563 0.01232 0.004072 64 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 152/499 4.32G 0.01563 0.01232 0.004072 64 640: 72%|#######2 | 29/40 [00:05<00:02, 5.15it/s] 152/499 4.32G 0.01562 0.01234 0.004065 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.15it/s] 152/499 4.32G 0.01562 0.01234 0.004065 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 152/499 4.32G 0.01561 0.01234 0.004031 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 152/499 4.32G 0.01561 0.01234 0.004031 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.27it/s] 152/499 4.32G 0.0156 0.01241 0.003989 91 640: 78%|#######7 | 31/40 [00:06<00:01, 5.27it/s] 152/499 4.32G 0.0156 0.01241 0.003989 91 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 152/499 4.32G 0.0156 0.01239 0.00392 71 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 152/499 4.32G 0.0156 0.01239 0.00392 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 152/499 4.32G 0.01568 0.01246 0.003994 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 152/499 4.32G 0.01568 0.01246 0.003994 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.32it/s] 152/499 4.32G 0.01574 0.01251 0.004185 80 640: 85%|########5 | 34/40 [00:06<00:01, 5.32it/s] 152/499 4.32G 0.01574 0.01251 0.004185 80 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 152/499 4.32G 0.01574 0.0124 0.004182 49 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 152/499 4.32G 0.01574 0.0124 0.004182 49 640: 90%|######### | 36/40 [00:06<00:00, 5.28it/s] 152/499 4.32G 0.01572 0.01236 0.004173 63 640: 90%|######### | 36/40 [00:07<00:00, 5.28it/s] 152/499 4.32G 0.01572 0.01236 0.004173 63 640: 92%|#########2| 37/40 [00:07<00:00, 5.34it/s] 152/499 4.32G 0.01569 0.01233 0.004203 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.34it/s] 152/499 4.32G 0.01569 0.01233 0.004203 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 152/499 4.32G 0.01569 0.01226 0.0042 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 152/499 4.32G 0.01569 0.01226 0.0042 68 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 152/499 4.32G 0.01569 0.01226 0.00415 39 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 152/499 4.32G 0.01569 0.01226 0.00415 39 640: 100%|##########| 40/40 [00:07<00:00, 5.37it/s] 152/499 4.32G 0.01569 0.01226 0.00415 39 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.881 0.837 0.868 0.718 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 153/499 4.32G 0.01484 0.01198 0.003016 76 640: 0%| | 0/40 [00:00<?, ?it/s] 153/499 4.32G 0.01484 0.01198 0.003016 76 640: 2%|2 | 1/40 [00:00<00:08, 4.80it/s] 153/499 4.32G 0.01536 0.01318 0.002492 87 640: 2%|2 | 1/40 [00:00<00:08, 4.80it/s] 153/499 4.32G 0.01536 0.01318 0.002492 87 640: 5%|5 | 2/40 [00:00<00:07, 5.16it/s] 153/499 4.32G 0.01536 0.01251 0.003189 74 640: 5%|5 | 2/40 [00:00<00:07, 5.16it/s] 153/499 4.32G 0.01536 0.01251 0.003189 74 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 153/499 4.32G 0.01611 0.01289 0.003523 76 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 153/499 4.32G 0.01611 0.01289 0.003523 76 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 153/499 4.32G 0.01623 0.01284 0.003612 81 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 153/499 4.32G 0.01623 0.01284 0.003612 81 640: 12%|#2 | 5/40 [00:00<00:06, 5.24it/s] 153/499 4.32G 0.01608 0.01269 0.003867 79 640: 12%|#2 | 5/40 [00:01<00:06, 5.24it/s] 153/499 4.32G 0.01608 0.01269 0.003867 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 153/499 4.32G 0.01608 0.01256 0.003533 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 153/499 4.32G 0.01608 0.01256 0.003533 66 640: 18%|#7 | 7/40 [00:01<00:06, 5.17it/s] 153/499 4.32G 0.01639 0.01285 0.003763 81 640: 18%|#7 | 7/40 [00:01<00:06, 5.17it/s] 153/499 4.32G 0.01639 0.01285 0.003763 81 640: 20%|## | 8/40 [00:01<00:06, 5.28it/s] 153/499 4.32G 0.01615 0.01307 0.003733 81 640: 20%|## | 8/40 [00:01<00:06, 5.28it/s] 153/499 4.32G 0.01615 0.01307 0.003733 81 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 153/499 4.32G 0.01621 0.01316 0.004117 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 153/499 4.32G 0.01621 0.01316 0.004117 65 640: 25%|##5 | 10/40 [00:01<00:05, 5.18it/s] 153/499 4.32G 0.01621 0.01308 0.004289 71 640: 25%|##5 | 10/40 [00:02<00:05, 5.18it/s] 153/499 4.32G 0.01621 0.01308 0.004289 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 153/499 4.32G 0.01634 0.01304 0.004208 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 153/499 4.32G 0.01634 0.01304 0.004208 71 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 153/499 4.32G 0.0163 0.01315 0.004097 84 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 153/499 4.32G 0.0163 0.01315 0.004097 84 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 153/499 4.32G 0.01626 0.01307 0.004015 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 153/499 4.32G 0.01626 0.01307 0.004015 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 153/499 4.32G 0.01619 0.01291 0.004434 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 153/499 4.32G 0.01619 0.01291 0.004434 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.36it/s] 153/499 4.32G 0.01617 0.01292 0.004518 78 640: 38%|###7 | 15/40 [00:03<00:04, 5.36it/s] 153/499 4.32G 0.01617 0.01292 0.004518 78 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 153/499 4.32G 0.01615 0.01294 0.004362 76 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 153/499 4.32G 0.01615 0.01294 0.004362 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 153/499 4.32G 0.01617 0.01292 0.004347 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 153/499 4.32G 0.01617 0.01292 0.004347 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.36it/s] 153/499 4.32G 0.01625 0.01309 0.004312 98 640: 45%|####5 | 18/40 [00:03<00:04, 5.36it/s] 153/499 4.32G 0.01625 0.01309 0.004312 98 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 153/499 4.32G 0.01617 0.01308 0.004249 81 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 153/499 4.32G 0.01617 0.01308 0.004249 81 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 153/499 4.32G 0.01625 0.01317 0.004323 76 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 153/499 4.32G 0.01625 0.01317 0.004323 76 640: 52%|#####2 | 21/40 [00:03<00:03, 5.37it/s] 153/499 4.32G 0.01634 0.01323 0.004327 83 640: 52%|#####2 | 21/40 [00:04<00:03, 5.37it/s] 153/499 4.32G 0.01634 0.01323 0.004327 83 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 153/499 4.32G 0.01623 0.01314 0.004615 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 153/499 4.32G 0.01623 0.01314 0.004615 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 153/499 4.32G 0.01612 0.01311 0.004602 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 153/499 4.32G 0.01612 0.01311 0.004602 76 640: 60%|###### | 24/40 [00:04<00:02, 5.37it/s] 153/499 4.32G 0.01611 0.01311 0.004657 77 640: 60%|###### | 24/40 [00:04<00:02, 5.37it/s] 153/499 4.32G 0.01611 0.01311 0.004657 77 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 153/499 4.32G 0.01615 0.01323 0.004698 93 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 153/499 4.32G 0.01615 0.01323 0.004698 93 640: 65%|######5 | 26/40 [00:04<00:02, 5.31it/s] 153/499 4.32G 0.01609 0.0132 0.004643 74 640: 65%|######5 | 26/40 [00:05<00:02, 5.31it/s] 153/499 4.32G 0.01609 0.0132 0.004643 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 153/499 4.32G 0.01604 0.01303 0.004702 61 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 153/499 4.32G 0.01604 0.01303 0.004702 61 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 153/499 4.32G 0.01604 0.01287 0.004693 57 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 153/499 4.32G 0.01604 0.01287 0.004693 57 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 153/499 4.32G 0.016 0.01282 0.004718 71 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 153/499 4.32G 0.016 0.01282 0.004718 71 640: 75%|#######5 | 30/40 [00:05<00:01, 5.35it/s] 153/499 4.32G 0.01604 0.01282 0.004815 80 640: 75%|#######5 | 30/40 [00:05<00:01, 5.35it/s] 153/499 4.32G 0.01604 0.01282 0.004815 80 640: 78%|#######7 | 31/40 [00:05<00:01, 5.19it/s] 153/499 4.32G 0.01606 0.01293 0.00483 91 640: 78%|#######7 | 31/40 [00:06<00:01, 5.19it/s] 153/499 4.32G 0.01606 0.01293 0.00483 91 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 153/499 4.32G 0.016 0.0129 0.004779 81 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 153/499 4.32G 0.016 0.0129 0.004779 81 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 153/499 4.32G 0.016 0.0129 0.004734 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 153/499 4.32G 0.016 0.0129 0.004734 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.19it/s] 153/499 4.32G 0.01602 0.01291 0.004698 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.19it/s] 153/499 4.32G 0.01602 0.01291 0.004698 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 153/499 4.32G 0.01605 0.01284 0.004613 66 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 153/499 4.32G 0.01605 0.01284 0.004613 66 640: 90%|######### | 36/40 [00:06<00:00, 5.33it/s] 153/499 4.32G 0.01604 0.01276 0.004593 57 640: 90%|######### | 36/40 [00:07<00:00, 5.33it/s] 153/499 4.32G 0.01604 0.01276 0.004593 57 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 153/499 4.32G 0.01598 0.01279 0.004504 97 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 153/499 4.32G 0.01598 0.01279 0.004504 97 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 153/499 4.32G 0.01595 0.01285 0.004532 85 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 153/499 4.32G 0.01595 0.01285 0.004532 85 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 153/499 4.32G 0.01589 0.01292 0.004498 46 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 153/499 4.32G 0.01589 0.01292 0.004498 46 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] 153/499 4.32G 0.01589 0.01292 0.004498 46 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.91 0.854 0.885 0.752 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 154/499 4.32G 0.01823 0.01535 0.003121 89 640: 0%| | 0/40 [00:00<?, ?it/s] 154/499 4.32G 0.01823 0.01535 0.003121 89 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 154/499 4.32G 0.01622 0.0148 0.003218 90 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 154/499 4.32G 0.01622 0.0148 0.003218 90 640: 5%|5 | 2/40 [00:00<00:06, 5.45it/s] 154/499 4.32G 0.01602 0.0132 0.002878 65 640: 5%|5 | 2/40 [00:00<00:06, 5.45it/s] 154/499 4.32G 0.01602 0.0132 0.002878 65 640: 8%|7 | 3/40 [00:00<00:07, 5.19it/s] 154/499 4.32G 0.01601 0.01335 0.003688 70 640: 8%|7 | 3/40 [00:00<00:07, 5.19it/s] 154/499 4.32G 0.01601 0.01335 0.003688 70 640: 10%|# | 4/40 [00:00<00:06, 5.30it/s] 154/499 4.32G 0.0162 0.01232 0.004273 50 640: 10%|# | 4/40 [00:00<00:06, 5.30it/s] 154/499 4.32G 0.0162 0.01232 0.004273 50 640: 12%|#2 | 5/40 [00:00<00:06, 5.37it/s] 154/499 4.32G 0.01616 0.01258 0.004225 84 640: 12%|#2 | 5/40 [00:01<00:06, 5.37it/s] 154/499 4.32G 0.01616 0.01258 0.004225 84 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 154/499 4.32G 0.01623 0.01322 0.004435 96 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 154/499 4.32G 0.01623 0.01322 0.004435 96 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 154/499 4.32G 0.01624 0.01295 0.004255 62 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 154/499 4.32G 0.01624 0.01295 0.004255 62 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 154/499 4.32G 0.01619 0.01321 0.004214 91 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 154/499 4.32G 0.01619 0.01321 0.004214 91 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 154/499 4.32G 0.01609 0.01298 0.004668 66 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 154/499 4.32G 0.01609 0.01298 0.004668 66 640: 25%|##5 | 10/40 [00:01<00:05, 5.31it/s] 154/499 4.32G 0.01596 0.01294 0.004598 72 640: 25%|##5 | 10/40 [00:02<00:05, 5.31it/s] 154/499 4.32G 0.01596 0.01294 0.004598 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.37it/s] 154/499 4.32G 0.016 0.013 0.004857 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.37it/s] 154/499 4.32G 0.016 0.013 0.004857 79 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 154/499 4.32G 0.01608 0.01279 0.004757 63 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 154/499 4.32G 0.01608 0.01279 0.004757 63 640: 32%|###2 | 13/40 [00:02<00:05, 5.31it/s] 154/499 4.32G 0.0161 0.01281 0.004607 80 640: 32%|###2 | 13/40 [00:02<00:05, 5.31it/s] 154/499 4.32G 0.0161 0.01281 0.004607 80 640: 35%|###5 | 14/40 [00:02<00:04, 5.36it/s] 154/499 4.32G 0.01602 0.01273 0.00452 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.36it/s] 154/499 4.32G 0.01602 0.01273 0.00452 76 640: 38%|###7 | 15/40 [00:02<00:04, 5.14it/s] 154/499 4.32G 0.01598 0.01291 0.004541 88 640: 38%|###7 | 15/40 [00:03<00:04, 5.14it/s] 154/499 4.32G 0.01598 0.01291 0.004541 88 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 154/499 4.32G 0.01579 0.01296 0.004604 79 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 154/499 4.32G 0.01579 0.01296 0.004604 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 154/499 4.32G 0.01581 0.01308 0.004599 87 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 154/499 4.32G 0.01581 0.01308 0.004599 87 640: 45%|####5 | 18/40 [00:03<00:04, 5.17it/s] 154/499 4.32G 0.01583 0.01314 0.004673 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.17it/s] 154/499 4.32G 0.01583 0.01314 0.004673 78 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 154/499 4.32G 0.01586 0.01308 0.004544 66 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 154/499 4.32G 0.01586 0.01308 0.004544 66 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 154/499 4.32G 0.01587 0.01308 0.00461 78 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 154/499 4.32G 0.01587 0.01308 0.00461 78 640: 52%|#####2 | 21/40 [00:03<00:03, 5.21it/s] 154/499 4.32G 0.0158 0.01296 0.004649 68 640: 52%|#####2 | 21/40 [00:04<00:03, 5.21it/s] 154/499 4.32G 0.0158 0.01296 0.004649 68 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 154/499 4.32G 0.01572 0.01292 0.004614 78 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 154/499 4.32G 0.01572 0.01292 0.004614 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 154/499 4.32G 0.01568 0.01288 0.004647 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 154/499 4.32G 0.01568 0.01288 0.004647 78 640: 60%|###### | 24/40 [00:04<00:03, 5.23it/s] 154/499 4.32G 0.01564 0.01286 0.00463 69 640: 60%|###### | 24/40 [00:04<00:03, 5.23it/s] 154/499 4.32G 0.01564 0.01286 0.00463 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 154/499 4.32G 0.01572 0.01292 0.004679 82 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 154/499 4.32G 0.01572 0.01292 0.004679 82 640: 65%|######5 | 26/40 [00:04<00:02, 5.37it/s] 154/499 4.32G 0.01573 0.01282 0.004657 64 640: 65%|######5 | 26/40 [00:05<00:02, 5.37it/s] 154/499 4.32G 0.01573 0.01282 0.004657 64 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 154/499 4.32G 0.0157 0.01269 0.004599 63 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 154/499 4.32G 0.0157 0.01269 0.004599 63 640: 70%|####### | 28/40 [00:05<00:02, 5.28it/s] 154/499 4.32G 0.01563 0.01262 0.004676 68 640: 70%|####### | 28/40 [00:05<00:02, 5.28it/s] 154/499 4.32G 0.01563 0.01262 0.004676 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 154/499 4.32G 0.01568 0.01265 0.004765 81 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 154/499 4.32G 0.01568 0.01265 0.004765 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 154/499 4.32G 0.01572 0.01275 0.004716 91 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 154/499 4.32G 0.01572 0.01275 0.004716 91 640: 78%|#######7 | 31/40 [00:05<00:01, 5.29it/s] 154/499 4.32G 0.01572 0.01287 0.004689 95 640: 78%|#######7 | 31/40 [00:06<00:01, 5.29it/s] 154/499 4.32G 0.01572 0.01287 0.004689 95 640: 80%|######## | 32/40 [00:06<00:01, 5.35it/s] 154/499 4.32G 0.01566 0.01284 0.004638 73 640: 80%|######## | 32/40 [00:06<00:01, 5.35it/s] 154/499 4.32G 0.01566 0.01284 0.004638 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.12it/s] 154/499 4.32G 0.01567 0.01289 0.00454 83 640: 82%|########2 | 33/40 [00:06<00:01, 5.12it/s] 154/499 4.32G 0.01567 0.01289 0.00454 83 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 154/499 4.32G 0.01566 0.01289 0.004478 81 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 154/499 4.32G 0.01566 0.01289 0.004478 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 154/499 4.32G 0.01564 0.0129 0.004508 88 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 154/499 4.32G 0.01564 0.0129 0.004508 88 640: 90%|######### | 36/40 [00:06<00:00, 5.13it/s] 154/499 4.32G 0.01562 0.01289 0.004532 79 640: 90%|######### | 36/40 [00:07<00:00, 5.13it/s] 154/499 4.32G 0.01562 0.01289 0.004532 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.16it/s] 154/499 4.32G 0.01556 0.01281 0.004561 64 640: 92%|#########2| 37/40 [00:07<00:00, 5.16it/s] 154/499 4.32G 0.01556 0.01281 0.004561 64 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 154/499 4.32G 0.01558 0.01277 0.004495 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 154/499 4.32G 0.01558 0.01277 0.004495 69 640: 98%|#########7| 39/40 [00:07<00:00, 5.13it/s] 154/499 4.32G 0.01551 0.01273 0.004444 33 640: 98%|#########7| 39/40 [00:07<00:00, 5.13it/s] 154/499 4.32G 0.01551 0.01273 0.004444 33 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] 154/499 4.32G 0.01551 0.01273 0.004444 33 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s] all 132 263 0.89 0.854 0.878 0.74 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 155/499 4.32G 0.01914 0.01326 0.003222 75 640: 0%| | 0/40 [00:00<?, ?it/s] 155/499 4.32G 0.01914 0.01326 0.003222 75 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 155/499 4.32G 0.01721 0.01369 0.00356 88 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 155/499 4.32G 0.01721 0.01369 0.00356 88 640: 5%|5 | 2/40 [00:00<00:07, 5.19it/s] 155/499 4.32G 0.01651 0.01333 0.00372 87 640: 5%|5 | 2/40 [00:00<00:07, 5.19it/s] 155/499 4.32G 0.01651 0.01333 0.00372 87 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 155/499 4.32G 0.01586 0.01307 0.003489 80 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 155/499 4.32G 0.01586 0.01307 0.003489 80 640: 10%|# | 4/40 [00:00<00:06, 5.41it/s] 155/499 4.32G 0.01596 0.01231 0.004501 47 640: 10%|# | 4/40 [00:00<00:06, 5.41it/s] 155/499 4.32G 0.01596 0.01231 0.004501 47 640: 12%|#2 | 5/40 [00:00<00:06, 5.22it/s] 155/499 4.32G 0.01612 0.0123 0.004624 73 640: 12%|#2 | 5/40 [00:01<00:06, 5.22it/s] 155/499 4.32G 0.01612 0.0123 0.004624 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 155/499 4.32G 0.01626 0.01221 0.004194 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 155/499 4.32G 0.01626 0.01221 0.004194 71 640: 18%|#7 | 7/40 [00:01<00:06, 5.40it/s] 155/499 4.32G 0.0162 0.01206 0.003908 64 640: 18%|#7 | 7/40 [00:01<00:06, 5.40it/s] 155/499 4.32G 0.0162 0.01206 0.003908 64 640: 20%|## | 8/40 [00:01<00:06, 5.25it/s] 155/499 4.32G 0.01597 0.0118 0.003956 59 640: 20%|## | 8/40 [00:01<00:06, 5.25it/s] 155/499 4.32G 0.01597 0.0118 0.003956 59 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 155/499 4.32G 0.01595 0.01194 0.00419 84 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 155/499 4.32G 0.01595 0.01194 0.00419 84 640: 25%|##5 | 10/40 [00:01<00:05, 5.40it/s] 155/499 4.32G 0.01598 0.012 0.004239 84 640: 25%|##5 | 10/40 [00:02<00:05, 5.40it/s] 155/499 4.32G 0.01598 0.012 0.004239 84 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 155/499 4.32G 0.01591 0.01188 0.003979 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 155/499 4.32G 0.01591 0.01188 0.003979 65 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 155/499 4.32G 0.01574 0.01197 0.003816 83 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 155/499 4.32G 0.01574 0.01197 0.003816 83 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 155/499 4.32G 0.01566 0.01203 0.003872 81 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 155/499 4.32G 0.01566 0.01203 0.003872 81 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 155/499 4.32G 0.0157 0.01209 0.003861 82 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 155/499 4.32G 0.0157 0.01209 0.003861 82 640: 38%|###7 | 15/40 [00:02<00:04, 5.33it/s] 155/499 4.32G 0.01585 0.01234 0.004191 77 640: 38%|###7 | 15/40 [00:03<00:04, 5.33it/s] 155/499 4.32G 0.01585 0.01234 0.004191 77 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 155/499 4.32G 0.01578 0.01235 0.004133 73 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 155/499 4.32G 0.01578 0.01235 0.004133 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 155/499 4.32G 0.01567 0.01234 0.003931 81 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 155/499 4.32G 0.01567 0.01234 0.003931 81 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 155/499 4.32G 0.01571 0.01239 0.003925 83 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 155/499 4.32G 0.01571 0.01239 0.003925 83 640: 48%|####7 | 19/40 [00:03<00:03, 5.38it/s] 155/499 4.32G 0.01577 0.01249 0.00387 83 640: 48%|####7 | 19/40 [00:03<00:03, 5.38it/s] 155/499 4.32G 0.01577 0.01249 0.00387 83 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 155/499 4.32G 0.01569 0.01254 0.003735 84 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 155/499 4.32G 0.01569 0.01254 0.003735 84 640: 52%|#####2 | 21/40 [00:03<00:03, 5.33it/s] 155/499 4.32G 0.01559 0.01253 0.003856 76 640: 52%|#####2 | 21/40 [00:04<00:03, 5.33it/s] 155/499 4.32G 0.01559 0.01253 0.003856 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.40it/s] 155/499 4.32G 0.01554 0.01249 0.003791 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.40it/s] 155/499 4.32G 0.01554 0.01249 0.003791 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 155/499 4.32G 0.01546 0.01239 0.003907 64 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 155/499 4.32G 0.01546 0.01239 0.003907 64 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 155/499 4.32G 0.01542 0.01236 0.00398 67 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 155/499 4.32G 0.01542 0.01236 0.00398 67 640: 62%|######2 | 25/40 [00:04<00:02, 5.41it/s] 155/499 4.32G 0.01539 0.01233 0.003985 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.41it/s] 155/499 4.32G 0.01539 0.01233 0.003985 75 640: 65%|######5 | 26/40 [00:04<00:02, 5.25it/s] 155/499 4.32G 0.01545 0.01228 0.004159 68 640: 65%|######5 | 26/40 [00:05<00:02, 5.25it/s] 155/499 4.32G 0.01545 0.01228 0.004159 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.33it/s] 155/499 4.32G 0.01544 0.01214 0.004065 59 640: 68%|######7 | 27/40 [00:05<00:02, 5.33it/s] 155/499 4.32G 0.01544 0.01214 0.004065 59 640: 70%|####### | 28/40 [00:05<00:02, 5.41it/s] 155/499 4.32G 0.0154 0.01216 0.003954 76 640: 70%|####### | 28/40 [00:05<00:02, 5.41it/s] 155/499 4.32G 0.0154 0.01216 0.003954 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 155/499 4.32G 0.01538 0.01214 0.003949 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 155/499 4.32G 0.01538 0.01214 0.003949 78 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 155/499 4.32G 0.01539 0.01218 0.003905 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 155/499 4.32G 0.01539 0.01218 0.003905 76 640: 78%|#######7 | 31/40 [00:05<00:01, 5.36it/s] 155/499 4.32G 0.01535 0.01211 0.003922 67 640: 78%|#######7 | 31/40 [00:06<00:01, 5.36it/s] 155/499 4.32G 0.01535 0.01211 0.003922 67 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 155/499 4.32G 0.01537 0.01213 0.003927 74 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 155/499 4.32G 0.01537 0.01213 0.003927 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 155/499 4.32G 0.01535 0.01212 0.003848 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 155/499 4.32G 0.01535 0.01212 0.003848 71 640: 85%|########5 | 34/40 [00:06<00:01, 5.35it/s] 155/499 4.32G 0.0153 0.01206 0.003824 67 640: 85%|########5 | 34/40 [00:06<00:01, 5.35it/s] 155/499 4.32G 0.0153 0.01206 0.003824 67 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 155/499 4.32G 0.01529 0.01201 0.003869 61 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 155/499 4.32G 0.01529 0.01201 0.003869 61 640: 90%|######### | 36/40 [00:06<00:00, 5.29it/s] 155/499 4.32G 0.0153 0.01196 0.003953 63 640: 90%|######### | 36/40 [00:06<00:00, 5.29it/s] 155/499 4.32G 0.0153 0.01196 0.003953 63 640: 92%|#########2| 37/40 [00:06<00:00, 5.37it/s] 155/499 4.32G 0.01528 0.012 0.003937 86 640: 92%|#########2| 37/40 [00:07<00:00, 5.37it/s] 155/499 4.32G 0.01528 0.012 0.003937 86 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 155/499 4.32G 0.0153 0.01201 0.003894 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 155/499 4.32G 0.0153 0.01201 0.003894 66 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 155/499 4.32G 0.01536 0.01205 0.003889 39 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 155/499 4.32G 0.01536 0.01205 0.003889 39 640: 100%|##########| 40/40 [00:07<00:00, 5.42it/s] 155/499 4.32G 0.01536 0.01205 0.003889 39 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.83it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s] all 132 263 0.877 0.871 0.889 0.734 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 156/499 4.32G 0.01501 0.01318 0.005812 78 640: 0%| | 0/40 [00:00<?, ?it/s] 156/499 4.32G 0.01501 0.01318 0.005812 78 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 156/499 4.32G 0.01647 0.01313 0.0032 73 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 156/499 4.32G 0.01647 0.01313 0.0032 73 640: 5%|5 | 2/40 [00:00<00:07, 5.30it/s] 156/499 4.32G 0.01668 0.01259 0.003057 65 640: 5%|5 | 2/40 [00:00<00:07, 5.30it/s] 156/499 4.32G 0.01668 0.01259 0.003057 65 640: 8%|7 | 3/40 [00:00<00:06, 5.40it/s] 156/499 4.32G 0.01635 0.01248 0.002951 77 640: 8%|7 | 3/40 [00:00<00:06, 5.40it/s] 156/499 4.32G 0.01635 0.01248 0.002951 77 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 156/499 4.32G 0.01718 0.01242 0.003122 59 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 156/499 4.32G 0.01718 0.01242 0.003122 59 640: 12%|#2 | 5/40 [00:00<00:06, 5.34it/s] 156/499 4.32G 0.01682 0.01253 0.003594 72 640: 12%|#2 | 5/40 [00:01<00:06, 5.34it/s] 156/499 4.32G 0.01682 0.01253 0.003594 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.28it/s] 156/499 4.32G 0.01675 0.0125 0.003252 80 640: 15%|#5 | 6/40 [00:01<00:06, 5.28it/s] 156/499 4.32G 0.01675 0.0125 0.003252 80 640: 18%|#7 | 7/40 [00:01<00:06, 5.15it/s] 156/499 4.32G 0.01668 0.01277 0.003388 95 640: 18%|#7 | 7/40 [00:01<00:06, 5.15it/s] 156/499 4.32G 0.01668 0.01277 0.003388 95 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 156/499 4.32G 0.01675 0.01245 0.003417 56 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 156/499 4.32G 0.01675 0.01245 0.003417 56 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 156/499 4.32G 0.01658 0.01241 0.003548 66 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 156/499 4.32G 0.01658 0.01241 0.003548 66 640: 25%|##5 | 10/40 [00:01<00:05, 5.24it/s] 156/499 4.32G 0.01659 0.0124 0.003526 73 640: 25%|##5 | 10/40 [00:02<00:05, 5.24it/s] 156/499 4.32G 0.01659 0.0124 0.003526 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 156/499 4.32G 0.01641 0.0123 0.003775 69 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 156/499 4.32G 0.01641 0.0123 0.003775 69 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 156/499 4.32G 0.01633 0.01237 0.003798 87 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 156/499 4.32G 0.01633 0.01237 0.003798 87 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 156/499 4.32G 0.01616 0.01244 0.003902 86 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 156/499 4.32G 0.01616 0.01244 0.003902 86 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 156/499 4.32G 0.01619 0.01247 0.003742 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 156/499 4.32G 0.01619 0.01247 0.003742 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.37it/s] 156/499 4.32G 0.01611 0.01255 0.003675 84 640: 38%|###7 | 15/40 [00:03<00:04, 5.37it/s] 156/499 4.32G 0.01611 0.01255 0.003675 84 640: 40%|#### | 16/40 [00:03<00:04, 5.23it/s] 156/499 4.32G 0.01609 0.01247 0.003729 72 640: 40%|#### | 16/40 [00:03<00:04, 5.23it/s] 156/499 4.32G 0.01609 0.01247 0.003729 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 156/499 4.32G 0.01605 0.01247 0.003816 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 156/499 4.32G 0.01605 0.01247 0.003816 75 640: 45%|####5 | 18/40 [00:03<00:04, 5.38it/s] 156/499 4.32G 0.0161 0.01257 0.003866 84 640: 45%|####5 | 18/40 [00:03<00:04, 5.38it/s] 156/499 4.32G 0.0161 0.01257 0.003866 84 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 156/499 4.32G 0.01609 0.01259 0.004001 74 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 156/499 4.32G 0.01609 0.01259 0.004001 74 640: 50%|##### | 20/40 [00:03<00:03, 5.33it/s] 156/499 4.32G 0.01599 0.01259 0.003938 83 640: 50%|##### | 20/40 [00:03<00:03, 5.33it/s] 156/499 4.32G 0.01599 0.01259 0.003938 83 640: 52%|#####2 | 21/40 [00:03<00:03, 5.39it/s] 156/499 4.32G 0.01605 0.01259 0.003977 76 640: 52%|#####2 | 21/40 [00:04<00:03, 5.39it/s] 156/499 4.32G 0.01605 0.01259 0.003977 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 156/499 4.32G 0.01609 0.01251 0.004093 65 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 156/499 4.32G 0.01609 0.01251 0.004093 65 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 156/499 4.32G 0.01603 0.01251 0.004014 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 156/499 4.32G 0.01603 0.01251 0.004014 79 640: 60%|###### | 24/40 [00:04<00:02, 5.39it/s] 156/499 4.32G 0.016 0.0125 0.004068 74 640: 60%|###### | 24/40 [00:04<00:02, 5.39it/s] 156/499 4.32G 0.016 0.0125 0.004068 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 156/499 4.32G 0.01593 0.01251 0.004043 90 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 156/499 4.32G 0.01593 0.01251 0.004043 90 640: 65%|######5 | 26/40 [00:04<00:02, 5.34it/s] 156/499 4.32G 0.01598 0.01259 0.004015 79 640: 65%|######5 | 26/40 [00:05<00:02, 5.34it/s] 156/499 4.32G 0.01598 0.01259 0.004015 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.39it/s] 156/499 4.32G 0.01593 0.01253 0.003901 69 640: 68%|######7 | 27/40 [00:05<00:02, 5.39it/s] 156/499 4.32G 0.01593 0.01253 0.003901 69 640: 70%|####### | 28/40 [00:05<00:02, 5.23it/s] 156/499 4.32G 0.0159 0.01254 0.003854 76 640: 70%|####### | 28/40 [00:05<00:02, 5.23it/s] 156/499 4.32G 0.0159 0.01254 0.003854 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 156/499 4.32G 0.01581 0.01255 0.003848 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 156/499 4.32G 0.01581 0.01255 0.003848 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.35it/s] 156/499 4.32G 0.01574 0.01246 0.003896 72 640: 75%|#######5 | 30/40 [00:05<00:01, 5.35it/s] 156/499 4.32G 0.01574 0.01246 0.003896 72 640: 78%|#######7 | 31/40 [00:05<00:01, 5.20it/s] 156/499 4.32G 0.01571 0.01244 0.003977 81 640: 78%|#######7 | 31/40 [00:06<00:01, 5.20it/s] 156/499 4.32G 0.01571 0.01244 0.003977 81 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 156/499 4.32G 0.01564 0.0124 0.004066 66 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 156/499 4.32G 0.01564 0.0124 0.004066 66 640: 82%|########2 | 33/40 [00:06<00:01, 5.34it/s] 156/499 4.32G 0.01558 0.01233 0.004 66 640: 82%|########2 | 33/40 [00:06<00:01, 5.34it/s] 156/499 4.32G 0.01558 0.01233 0.004 66 640: 85%|########5 | 34/40 [00:06<00:01, 5.16it/s] 156/499 4.32G 0.01561 0.01238 0.004064 81 640: 85%|########5 | 34/40 [00:06<00:01, 5.16it/s] 156/499 4.32G 0.01561 0.01238 0.004064 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 156/499 4.32G 0.01566 0.01231 0.004253 60 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 156/499 4.32G 0.01566 0.01231 0.004253 60 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 156/499 4.32G 0.01564 0.01231 0.004278 79 640: 90%|######### | 36/40 [00:07<00:00, 5.25it/s] 156/499 4.32G 0.01564 0.01231 0.004278 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.13it/s] 156/499 4.32G 0.01563 0.01231 0.004276 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.13it/s] 156/499 4.32G 0.01563 0.01231 0.004276 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 156/499 4.32G 0.01562 0.01231 0.004334 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 156/499 4.32G 0.01562 0.01231 0.004334 75 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 156/499 4.32G 0.01559 0.01227 0.004338 32 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 156/499 4.32G 0.01559 0.01227 0.004338 32 640: 100%|##########| 40/40 [00:07<00:00, 5.23it/s] 156/499 4.32G 0.01559 0.01227 0.004338 32 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.87it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s] all 132 263 0.912 0.874 0.905 0.744 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 157/499 4.32G 0.01449 0.01387 0.005819 87 640: 0%| | 0/40 [00:00<?, ?it/s] 157/499 4.32G 0.01449 0.01387 0.005819 87 640: 2%|2 | 1/40 [00:00<00:07, 5.33it/s] 157/499 4.32G 0.01356 0.01323 0.003692 79 640: 2%|2 | 1/40 [00:00<00:07, 5.33it/s] 157/499 4.32G 0.01356 0.01323 0.003692 79 640: 5%|5 | 2/40 [00:00<00:06, 5.43it/s] 157/499 4.32G 0.01392 0.01264 0.003065 67 640: 5%|5 | 2/40 [00:00<00:06, 5.43it/s] 157/499 4.32G 0.01392 0.01264 0.003065 67 640: 8%|7 | 3/40 [00:00<00:07, 5.15it/s] 157/499 4.32G 0.01424 0.01228 0.00372 67 640: 8%|7 | 3/40 [00:00<00:07, 5.15it/s] 157/499 4.32G 0.01424 0.01228 0.00372 67 640: 10%|# | 4/40 [00:00<00:06, 5.25it/s] 157/499 4.32G 0.01419 0.01214 0.003976 74 640: 10%|# | 4/40 [00:00<00:06, 5.25it/s] 157/499 4.32G 0.01419 0.01214 0.003976 74 640: 12%|#2 | 5/40 [00:00<00:06, 5.32it/s] 157/499 4.32G 0.01433 0.0118 0.004054 64 640: 12%|#2 | 5/40 [00:01<00:06, 5.32it/s] 157/499 4.32G 0.01433 0.0118 0.004054 64 640: 15%|#5 | 6/40 [00:01<00:06, 5.17it/s] 157/499 4.32G 0.0146 0.0119 0.004134 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.17it/s] 157/499 4.32G 0.0146 0.0119 0.004134 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.29it/s] 157/499 4.32G 0.01454 0.0118 0.00404 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.29it/s] 157/499 4.32G 0.01454 0.0118 0.00404 73 640: 20%|## | 8/40 [00:01<00:05, 5.34it/s] 157/499 4.32G 0.01464 0.01166 0.004386 60 640: 20%|## | 8/40 [00:01<00:05, 5.34it/s] 157/499 4.32G 0.01464 0.01166 0.004386 60 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 157/499 4.32G 0.01462 0.01158 0.004767 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 157/499 4.32G 0.01462 0.01158 0.004767 72 640: 25%|##5 | 10/40 [00:01<00:05, 5.31it/s] 157/499 4.32G 0.0148 0.01184 0.004552 77 640: 25%|##5 | 10/40 [00:02<00:05, 5.31it/s] 157/499 4.32G 0.0148 0.01184 0.004552 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.37it/s] 157/499 4.32G 0.01475 0.01184 0.004304 76 640: 28%|##7 | 11/40 [00:02<00:05, 5.37it/s] 157/499 4.32G 0.01475 0.01184 0.004304 76 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 157/499 4.32G 0.01485 0.01168 0.004875 54 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 157/499 4.32G 0.01485 0.01168 0.004875 54 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 157/499 4.32G 0.01487 0.01154 0.004766 60 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 157/499 4.32G 0.01487 0.01154 0.004766 60 640: 35%|###5 | 14/40 [00:02<00:04, 5.38it/s] 157/499 4.32G 0.01489 0.01163 0.004713 83 640: 35%|###5 | 14/40 [00:02<00:04, 5.38it/s] 157/499 4.32G 0.01489 0.01163 0.004713 83 640: 38%|###7 | 15/40 [00:02<00:04, 5.23it/s] 157/499 4.32G 0.015 0.01163 0.004873 71 640: 38%|###7 | 15/40 [00:03<00:04, 5.23it/s] 157/499 4.32G 0.015 0.01163 0.004873 71 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 157/499 4.32G 0.01507 0.01185 0.00503 97 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 157/499 4.32G 0.01507 0.01185 0.00503 97 640: 42%|####2 | 17/40 [00:03<00:04, 5.38it/s] 157/499 4.32G 0.015 0.01187 0.004832 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.38it/s] 157/499 4.32G 0.015 0.01187 0.004832 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 157/499 4.32G 0.01524 0.01193 0.004812 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 157/499 4.32G 0.01524 0.01193 0.004812 73 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 157/499 4.32G 0.01531 0.01207 0.004841 89 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 157/499 4.32G 0.01531 0.01207 0.004841 89 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 157/499 4.32G 0.01535 0.01201 0.004674 66 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 157/499 4.32G 0.01535 0.01201 0.004674 66 640: 52%|#####2 | 21/40 [00:03<00:03, 5.24it/s] 157/499 4.32G 0.01531 0.01194 0.004574 70 640: 52%|#####2 | 21/40 [00:04<00:03, 5.24it/s] 157/499 4.32G 0.01531 0.01194 0.004574 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 157/499 4.32G 0.01529 0.01183 0.004571 62 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 157/499 4.32G 0.01529 0.01183 0.004571 62 640: 57%|#####7 | 23/40 [00:04<00:03, 5.38it/s] 157/499 4.32G 0.01528 0.01188 0.004542 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.38it/s] 157/499 4.32G 0.01528 0.01188 0.004542 79 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 157/499 4.32G 0.01524 0.01192 0.004442 84 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 157/499 4.32G 0.01524 0.01192 0.004442 84 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 157/499 4.32G 0.01525 0.01195 0.004441 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 157/499 4.32G 0.01525 0.01195 0.004441 72 640: 65%|######5 | 26/40 [00:04<00:02, 5.39it/s] 157/499 4.32G 0.01522 0.01201 0.004325 78 640: 65%|######5 | 26/40 [00:05<00:02, 5.39it/s] 157/499 4.32G 0.01522 0.01201 0.004325 78 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 157/499 4.32G 0.01521 0.01192 0.004454 56 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 157/499 4.32G 0.01521 0.01192 0.004454 56 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 157/499 4.32G 0.01525 0.01191 0.004359 65 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 157/499 4.32G 0.01525 0.01191 0.004359 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.36it/s] 157/499 4.32G 0.01525 0.01193 0.004306 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.36it/s] 157/499 4.32G 0.01525 0.01193 0.004306 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 157/499 4.32G 0.01523 0.01194 0.00428 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 157/499 4.32G 0.01523 0.01194 0.00428 68 640: 78%|#######7 | 31/40 [00:05<00:01, 5.28it/s] 157/499 4.32G 0.01527 0.01194 0.004248 73 640: 78%|#######7 | 31/40 [00:06<00:01, 5.28it/s] 157/499 4.32G 0.01527 0.01194 0.004248 73 640: 80%|######## | 32/40 [00:06<00:01, 5.34it/s] 157/499 4.32G 0.01526 0.01197 0.004246 75 640: 80%|######## | 32/40 [00:06<00:01, 5.34it/s] 157/499 4.32G 0.01526 0.01197 0.004246 75 640: 82%|########2 | 33/40 [00:06<00:01, 5.19it/s] 157/499 4.32G 0.01524 0.01201 0.004348 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.19it/s] 157/499 4.32G 0.01524 0.01201 0.004348 82 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 157/499 4.32G 0.0153 0.01208 0.004312 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 157/499 4.32G 0.0153 0.01208 0.004312 76 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 157/499 4.32G 0.01529 0.01215 0.004285 86 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 157/499 4.32G 0.01529 0.01215 0.004285 86 640: 90%|######### | 36/40 [00:06<00:00, 5.17it/s] 157/499 4.32G 0.01525 0.01214 0.004244 77 640: 90%|######### | 36/40 [00:07<00:00, 5.17it/s] 157/499 4.32G 0.01525 0.01214 0.004244 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.27it/s] 157/499 4.32G 0.01525 0.01212 0.004181 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.27it/s] 157/499 4.32G 0.01525 0.01212 0.004181 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.32it/s] 157/499 4.32G 0.01525 0.01214 0.004171 76 640: 95%|#########5| 38/40 [00:07<00:00, 5.32it/s] 157/499 4.32G 0.01525 0.01214 0.004171 76 640: 98%|#########7| 39/40 [00:07<00:00, 5.18it/s] 157/499 4.32G 0.01521 0.01211 0.004115 39 640: 98%|#########7| 39/40 [00:07<00:00, 5.18it/s] 157/499 4.32G 0.01521 0.01211 0.004115 39 640: 100%|##########| 40/40 [00:07<00:00, 5.36it/s] 157/499 4.32G 0.01521 0.01211 0.004115 39 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.78it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.83it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.63it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.62it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.24it/s] all 132 263 0.913 0.86 0.908 0.771 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 158/499 4.32G 0.01559 0.01283 0.003778 72 640: 0%| | 0/40 [00:00<?, ?it/s] 158/499 4.32G 0.01559 0.01283 0.003778 72 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 158/499 4.32G 0.01497 0.01225 0.005055 76 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 158/499 4.32G 0.01497 0.01225 0.005055 76 640: 5%|5 | 2/40 [00:00<00:07, 5.16it/s] 158/499 4.32G 0.01479 0.01179 0.004679 64 640: 5%|5 | 2/40 [00:00<00:07, 5.16it/s] 158/499 4.32G 0.01479 0.01179 0.004679 64 640: 8%|7 | 3/40 [00:00<00:06, 5.35it/s] 158/499 4.32G 0.01432 0.0115 0.003923 69 640: 8%|7 | 3/40 [00:00<00:06, 5.35it/s] 158/499 4.32G 0.01432 0.0115 0.003923 69 640: 10%|# | 4/40 [00:00<00:06, 5.42it/s] 158/499 4.32G 0.0144 0.01207 0.003356 90 640: 10%|# | 4/40 [00:00<00:06, 5.42it/s] 158/499 4.32G 0.0144 0.01207 0.003356 90 640: 12%|#2 | 5/40 [00:00<00:06, 5.25it/s] 158/499 4.32G 0.01451 0.01228 0.003448 83 640: 12%|#2 | 5/40 [00:01<00:06, 5.25it/s] 158/499 4.32G 0.01451 0.01228 0.003448 83 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 158/499 4.32G 0.01451 0.01203 0.003152 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 158/499 4.32G 0.01451 0.01203 0.003152 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.43it/s] 158/499 4.32G 0.01452 0.01231 0.003209 86 640: 18%|#7 | 7/40 [00:01<00:06, 5.43it/s] 158/499 4.32G 0.01452 0.01231 0.003209 86 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 158/499 4.32G 0.01456 0.01218 0.003737 66 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 158/499 4.32G 0.01456 0.01218 0.003737 66 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 158/499 4.32G 0.0145 0.01204 0.003787 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 158/499 4.32G 0.0145 0.01204 0.003787 72 640: 25%|##5 | 10/40 [00:01<00:05, 5.34it/s] 158/499 4.32G 0.01469 0.01206 0.003821 68 640: 25%|##5 | 10/40 [00:02<00:05, 5.34it/s] 158/499 4.32G 0.01469 0.01206 0.003821 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 158/499 4.32G 0.01469 0.01196 0.004176 67 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 158/499 4.32G 0.01469 0.01196 0.004176 67 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 158/499 4.32G 0.01453 0.01195 0.004269 85 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 158/499 4.32G 0.01453 0.01195 0.004269 85 640: 32%|###2 | 13/40 [00:02<00:05, 5.40it/s] 158/499 4.32G 0.01439 0.01185 0.004474 78 640: 32%|###2 | 13/40 [00:02<00:05, 5.40it/s] 158/499 4.32G 0.01439 0.01185 0.004474 78 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 158/499 4.32G 0.01448 0.01187 0.004464 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 158/499 4.32G 0.01448 0.01187 0.004464 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.32it/s] 158/499 4.32G 0.01449 0.01187 0.004411 78 640: 38%|###7 | 15/40 [00:03<00:04, 5.32it/s] 158/499 4.32G 0.01449 0.01187 0.004411 78 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 158/499 4.32G 0.0146 0.01202 0.004273 81 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 158/499 4.32G 0.0146 0.01202 0.004273 81 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 158/499 4.32G 0.01458 0.01196 0.004453 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 158/499 4.32G 0.01458 0.01196 0.004453 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 158/499 4.32G 0.01462 0.01192 0.004506 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 158/499 4.32G 0.01462 0.01192 0.004506 67 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 158/499 4.32G 0.01463 0.01203 0.004431 86 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 158/499 4.32G 0.01463 0.01203 0.004431 86 640: 50%|##### | 20/40 [00:03<00:03, 5.18it/s] 158/499 4.32G 0.0146 0.01206 0.004368 75 640: 50%|##### | 20/40 [00:03<00:03, 5.18it/s] 158/499 4.32G 0.0146 0.01206 0.004368 75 640: 52%|#####2 | 21/40 [00:03<00:03, 5.31it/s] 158/499 4.32G 0.01466 0.01213 0.004365 80 640: 52%|#####2 | 21/40 [00:04<00:03, 5.31it/s] 158/499 4.32G 0.01466 0.01213 0.004365 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.35it/s] 158/499 4.32G 0.01466 0.01222 0.004601 82 640: 55%|#####5 | 22/40 [00:04<00:03, 5.35it/s] 158/499 4.32G 0.01466 0.01222 0.004601 82 640: 57%|#####7 | 23/40 [00:04<00:03, 5.19it/s] 158/499 4.32G 0.01465 0.01222 0.004583 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.19it/s] 158/499 4.32G 0.01465 0.01222 0.004583 73 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 158/499 4.32G 0.01468 0.01216 0.004634 69 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 158/499 4.32G 0.01468 0.01216 0.004634 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.38it/s] 158/499 4.32G 0.01472 0.01226 0.004594 84 640: 62%|######2 | 25/40 [00:04<00:02, 5.38it/s] 158/499 4.32G 0.01472 0.01226 0.004594 84 640: 65%|######5 | 26/40 [00:04<00:02, 5.23it/s] 158/499 4.32G 0.01475 0.01225 0.004628 69 640: 65%|######5 | 26/40 [00:05<00:02, 5.23it/s] 158/499 4.32G 0.01475 0.01225 0.004628 69 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 158/499 4.32G 0.01475 0.01227 0.004615 87 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 158/499 4.32G 0.01475 0.01227 0.004615 87 640: 70%|####### | 28/40 [00:05<00:02, 5.35it/s] 158/499 4.32G 0.01466 0.01221 0.004594 74 640: 70%|####### | 28/40 [00:05<00:02, 5.35it/s] 158/499 4.32G 0.01466 0.01221 0.004594 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 158/499 4.32G 0.01473 0.01229 0.004627 84 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 158/499 4.32G 0.01473 0.01229 0.004627 84 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 158/499 4.32G 0.01472 0.0122 0.004553 54 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 158/499 4.32G 0.01472 0.0122 0.004553 54 640: 78%|#######7 | 31/40 [00:05<00:01, 5.36it/s] 158/499 4.32G 0.01476 0.01219 0.004573 75 640: 78%|#######7 | 31/40 [00:06<00:01, 5.36it/s] 158/499 4.32G 0.01476 0.01219 0.004573 75 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 158/499 4.32G 0.01479 0.01221 0.004551 85 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 158/499 4.32G 0.01479 0.01221 0.004551 85 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 158/499 4.32G 0.01477 0.01227 0.004479 84 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 158/499 4.32G 0.01477 0.01227 0.004479 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.35it/s] 158/499 4.32G 0.01484 0.01227 0.00454 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.35it/s] 158/499 4.32G 0.01484 0.01227 0.00454 79 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 158/499 4.32G 0.01489 0.01234 0.004605 82 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 158/499 4.32G 0.01489 0.01234 0.004605 82 640: 90%|######### | 36/40 [00:06<00:00, 5.28it/s] 158/499 4.32G 0.01488 0.01231 0.004532 77 640: 90%|######### | 36/40 [00:06<00:00, 5.28it/s] 158/499 4.32G 0.01488 0.01231 0.004532 77 640: 92%|#########2| 37/40 [00:06<00:00, 5.35it/s] 158/499 4.32G 0.01487 0.01235 0.004486 80 640: 92%|#########2| 37/40 [00:07<00:00, 5.35it/s] 158/499 4.32G 0.01487 0.01235 0.004486 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.23it/s] 158/499 4.32G 0.01488 0.01239 0.004503 88 640: 95%|#########5| 38/40 [00:07<00:00, 5.23it/s] 158/499 4.32G 0.01488 0.01239 0.004503 88 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 158/499 4.32G 0.01492 0.01247 0.004485 43 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 158/499 4.32G 0.01492 0.01247 0.004485 43 640: 100%|##########| 40/40 [00:07<00:00, 5.45it/s] 158/499 4.32G 0.01492 0.01247 0.004485 43 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.82it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.46it/s] all 132 263 0.884 0.885 0.904 0.754 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 159/499 4.32G 0.01664 0.0133 0.003155 81 640: 0%| | 0/40 [00:00<?, ?it/s] 159/499 4.32G 0.01664 0.0133 0.003155 81 640: 2%|2 | 1/40 [00:00<00:07, 5.01it/s] 159/499 4.32G 0.01596 0.01303 0.002914 73 640: 2%|2 | 1/40 [00:00<00:07, 5.01it/s] 159/499 4.32G 0.01596 0.01303 0.002914 73 640: 5%|5 | 2/40 [00:00<00:07, 5.33it/s] 159/499 4.32G 0.01591 0.01255 0.003899 76 640: 5%|5 | 2/40 [00:00<00:07, 5.33it/s] 159/499 4.32G 0.01591 0.01255 0.003899 76 640: 8%|7 | 3/40 [00:00<00:06, 5.44it/s] 159/499 4.32G 0.01566 0.01229 0.004497 65 640: 8%|7 | 3/40 [00:00<00:06, 5.44it/s] 159/499 4.32G 0.01566 0.01229 0.004497 65 640: 10%|# | 4/40 [00:00<00:06, 5.24it/s] 159/499 4.32G 0.01604 0.01227 0.003938 65 640: 10%|# | 4/40 [00:00<00:06, 5.24it/s] 159/499 4.32G 0.01604 0.01227 0.003938 65 640: 12%|#2 | 5/40 [00:00<00:06, 5.36it/s] 159/499 4.32G 0.01575 0.01225 0.003587 75 640: 12%|#2 | 5/40 [00:01<00:06, 5.36it/s] 159/499 4.32G 0.01575 0.01225 0.003587 75 640: 15%|#5 | 6/40 [00:01<00:06, 5.44it/s] 159/499 4.32G 0.01604 0.01211 0.003829 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.44it/s] 159/499 4.32G 0.01604 0.01211 0.003829 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 159/499 4.32G 0.01615 0.01231 0.004153 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 159/499 4.32G 0.01615 0.01231 0.004153 79 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 159/499 4.32G 0.0161 0.01264 0.004015 91 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 159/499 4.32G 0.0161 0.01264 0.004015 91 640: 22%|##2 | 9/40 [00:01<00:05, 5.40it/s] 159/499 4.32G 0.01607 0.0126 0.003937 73 640: 22%|##2 | 9/40 [00:01<00:05, 5.40it/s] 159/499 4.32G 0.01607 0.0126 0.003937 73 640: 25%|##5 | 10/40 [00:01<00:05, 5.25it/s] 159/499 4.32G 0.01599 0.01268 0.004094 79 640: 25%|##5 | 10/40 [00:02<00:05, 5.25it/s] 159/499 4.32G 0.01599 0.01268 0.004094 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 159/499 4.32G 0.01593 0.01253 0.004098 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 159/499 4.32G 0.01593 0.01253 0.004098 65 640: 30%|### | 12/40 [00:02<00:05, 5.40it/s] 159/499 4.32G 0.01586 0.01243 0.004181 66 640: 30%|### | 12/40 [00:02<00:05, 5.40it/s] 159/499 4.32G 0.01586 0.01243 0.004181 66 640: 32%|###2 | 13/40 [00:02<00:05, 5.28it/s] 159/499 4.32G 0.0158 0.01214 0.004113 56 640: 32%|###2 | 13/40 [00:02<00:05, 5.28it/s] 159/499 4.32G 0.0158 0.01214 0.004113 56 640: 35%|###5 | 14/40 [00:02<00:04, 5.38it/s] 159/499 4.32G 0.0156 0.0124 0.003937 103 640: 35%|###5 | 14/40 [00:02<00:04, 5.38it/s] 159/499 4.32G 0.0156 0.0124 0.003937 103 640: 38%|###7 | 15/40 [00:02<00:04, 5.44it/s] 159/499 4.32G 0.0155 0.01235 0.003795 69 640: 38%|###7 | 15/40 [00:03<00:04, 5.44it/s] 159/499 4.32G 0.0155 0.01235 0.003795 69 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 159/499 4.32G 0.01546 0.0122 0.003834 59 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 159/499 4.32G 0.01546 0.0122 0.003834 59 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 159/499 4.32G 0.01525 0.01206 0.003728 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 159/499 4.32G 0.01525 0.01206 0.003728 71 640: 45%|####5 | 18/40 [00:03<00:04, 5.40it/s] 159/499 4.32G 0.01521 0.012 0.003699 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.40it/s] 159/499 4.32G 0.01521 0.012 0.003699 66 640: 48%|####7 | 19/40 [00:03<00:03, 5.26it/s] 159/499 4.32G 0.01524 0.01208 0.003678 84 640: 48%|####7 | 19/40 [00:03<00:03, 5.26it/s] 159/499 4.32G 0.01524 0.01208 0.003678 84 640: 50%|##### | 20/40 [00:03<00:03, 5.36it/s] 159/499 4.32G 0.0152 0.01211 0.003579 82 640: 50%|##### | 20/40 [00:03<00:03, 5.36it/s] 159/499 4.32G 0.0152 0.01211 0.003579 82 640: 52%|#####2 | 21/40 [00:03<00:03, 5.42it/s] 159/499 4.32G 0.01515 0.01222 0.00356 90 640: 52%|#####2 | 21/40 [00:04<00:03, 5.42it/s] 159/499 4.32G 0.01515 0.01222 0.00356 90 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 159/499 4.32G 0.01512 0.01215 0.003477 65 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 159/499 4.32G 0.01512 0.01215 0.003477 65 640: 57%|#####7 | 23/40 [00:04<00:03, 5.35it/s] 159/499 4.32G 0.01518 0.01208 0.003592 63 640: 57%|#####7 | 23/40 [00:04<00:03, 5.35it/s] 159/499 4.32G 0.01518 0.01208 0.003592 63 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 159/499 4.32G 0.01517 0.012 0.003503 73 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 159/499 4.32G 0.01517 0.012 0.003503 73 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 159/499 4.32G 0.01519 0.01197 0.003436 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 159/499 4.32G 0.01519 0.01197 0.003436 78 640: 65%|######5 | 26/40 [00:04<00:02, 5.31it/s] 159/499 4.32G 0.01514 0.012 0.003339 82 640: 65%|######5 | 26/40 [00:05<00:02, 5.31it/s] 159/499 4.32G 0.01514 0.012 0.003339 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.37it/s] 159/499 4.32G 0.01513 0.01192 0.003279 63 640: 68%|######7 | 27/40 [00:05<00:02, 5.37it/s] 159/499 4.32G 0.01513 0.01192 0.003279 63 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 159/499 4.32G 0.01511 0.01201 0.003358 92 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 159/499 4.32G 0.01511 0.01201 0.003358 92 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 159/499 4.32G 0.01511 0.01196 0.003281 61 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 159/499 4.32G 0.01511 0.01196 0.003281 61 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 159/499 4.32G 0.01518 0.01198 0.003405 69 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 159/499 4.32G 0.01518 0.01198 0.003405 69 640: 78%|#######7 | 31/40 [00:05<00:01, 5.22it/s] 159/499 4.32G 0.01523 0.01196 0.003432 68 640: 78%|#######7 | 31/40 [00:06<00:01, 5.22it/s] 159/499 4.32G 0.01523 0.01196 0.003432 68 640: 80%|######## | 32/40 [00:06<00:01, 5.31it/s] 159/499 4.32G 0.0152 0.01195 0.003402 82 640: 80%|######## | 32/40 [00:06<00:01, 5.31it/s] 159/499 4.32G 0.0152 0.01195 0.003402 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.38it/s] 159/499 4.32G 0.01515 0.01186 0.003382 62 640: 82%|########2 | 33/40 [00:06<00:01, 5.38it/s] 159/499 4.32G 0.01515 0.01186 0.003382 62 640: 85%|########5 | 34/40 [00:06<00:01, 5.21it/s] 159/499 4.32G 0.0152 0.01187 0.003512 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.21it/s] 159/499 4.32G 0.0152 0.01187 0.003512 79 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 159/499 4.32G 0.01518 0.01185 0.003488 66 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 159/499 4.32G 0.01518 0.01185 0.003488 66 640: 90%|######### | 36/40 [00:06<00:00, 5.35it/s] 159/499 4.32G 0.01518 0.01182 0.003456 68 640: 90%|######### | 36/40 [00:06<00:00, 5.35it/s] 159/499 4.32G 0.01518 0.01182 0.003456 68 640: 92%|#########2| 37/40 [00:06<00:00, 5.21it/s] 159/499 4.32G 0.01519 0.01185 0.003439 84 640: 92%|#########2| 37/40 [00:07<00:00, 5.21it/s] 159/499 4.32G 0.01519 0.01185 0.003439 84 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 159/499 4.32G 0.01515 0.01188 0.003501 83 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 159/499 4.32G 0.01515 0.01188 0.003501 83 640: 98%|#########7| 39/40 [00:07<00:00, 5.39it/s] 159/499 4.32G 0.01513 0.0119 0.003523 39 640: 98%|#########7| 39/40 [00:07<00:00, 5.39it/s] 159/499 4.32G 0.01513 0.0119 0.003523 39 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] 159/499 4.32G 0.01513 0.0119 0.003523 39 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.71it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.85it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.87it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.43it/s] all 132 263 0.875 0.852 0.856 0.718 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 160/499 4.32G 0.01591 0.01307 0.004227 77 640: 0%| | 0/40 [00:00<?, ?it/s] 160/499 4.32G 0.01591 0.01307 0.004227 77 640: 2%|2 | 1/40 [00:00<00:06, 5.61it/s] 160/499 4.32G 0.01704 0.01174 0.004425 54 640: 2%|2 | 1/40 [00:00<00:06, 5.61it/s] 160/499 4.32G 0.01704 0.01174 0.004425 54 640: 5%|5 | 2/40 [00:00<00:06, 5.59it/s] 160/499 4.32G 0.01615 0.01171 0.004044 73 640: 5%|5 | 2/40 [00:00<00:06, 5.59it/s] 160/499 4.32G 0.01615 0.01171 0.004044 73 640: 8%|7 | 3/40 [00:00<00:06, 5.29it/s] 160/499 4.32G 0.01596 0.01215 0.003605 86 640: 8%|7 | 3/40 [00:00<00:06, 5.29it/s] 160/499 4.32G 0.01596 0.01215 0.003605 86 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 160/499 4.32G 0.01562 0.01225 0.00366 74 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 160/499 4.32G 0.01562 0.01225 0.00366 74 640: 12%|#2 | 5/40 [00:00<00:06, 5.47it/s] 160/499 4.32G 0.01573 0.01225 0.003734 71 640: 12%|#2 | 5/40 [00:01<00:06, 5.47it/s] 160/499 4.32G 0.01573 0.01225 0.003734 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.28it/s] 160/499 4.32G 0.01541 0.01195 0.00347 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.28it/s] 160/499 4.32G 0.01541 0.01195 0.00347 66 640: 18%|#7 | 7/40 [00:01<00:06, 5.37it/s] 160/499 4.32G 0.01547 0.01211 0.003524 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.37it/s] 160/499 4.32G 0.01547 0.01211 0.003524 69 640: 20%|## | 8/40 [00:01<00:05, 5.43it/s] 160/499 4.32G 0.01539 0.01211 0.003371 69 640: 20%|## | 8/40 [00:01<00:05, 5.43it/s] 160/499 4.32G 0.01539 0.01211 0.003371 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 160/499 4.32G 0.01537 0.01213 0.003512 77 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 160/499 4.32G 0.01537 0.01213 0.003512 77 640: 25%|##5 | 10/40 [00:01<00:05, 5.32it/s] 160/499 4.32G 0.01527 0.01204 0.003413 69 640: 25%|##5 | 10/40 [00:02<00:05, 5.32it/s] 160/499 4.32G 0.01527 0.01204 0.003413 69 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 160/499 4.32G 0.01538 0.01204 0.003317 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 160/499 4.32G 0.01538 0.01204 0.003317 74 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 160/499 4.32G 0.01525 0.01196 0.003691 75 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 160/499 4.32G 0.01525 0.01196 0.003691 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 160/499 4.32G 0.01529 0.01196 0.003584 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 160/499 4.32G 0.01529 0.01196 0.003584 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.40it/s] 160/499 4.32G 0.01527 0.01193 0.003489 77 640: 35%|###5 | 14/40 [00:02<00:04, 5.40it/s] 160/499 4.32G 0.01527 0.01193 0.003489 77 640: 38%|###7 | 15/40 [00:02<00:04, 5.26it/s] 160/499 4.32G 0.01523 0.01194 0.003546 82 640: 38%|###7 | 15/40 [00:02<00:04, 5.26it/s] 160/499 4.32G 0.01523 0.01194 0.003546 82 640: 40%|#### | 16/40 [00:02<00:04, 5.35it/s] 160/499 4.32G 0.0151 0.01185 0.003533 72 640: 40%|#### | 16/40 [00:03<00:04, 5.35it/s] 160/499 4.32G 0.0151 0.01185 0.003533 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.41it/s] 160/499 4.32G 0.01518 0.01178 0.003481 54 640: 42%|####2 | 17/40 [00:03<00:04, 5.41it/s] 160/499 4.32G 0.01518 0.01178 0.003481 54 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 160/499 4.32G 0.01518 0.01192 0.00346 83 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 160/499 4.32G 0.01518 0.01192 0.00346 83 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 160/499 4.32G 0.01512 0.01188 0.003458 73 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 160/499 4.32G 0.01512 0.01188 0.003458 73 640: 50%|##### | 20/40 [00:03<00:03, 5.41it/s] 160/499 4.32G 0.01508 0.0119 0.003494 79 640: 50%|##### | 20/40 [00:03<00:03, 5.41it/s] 160/499 4.32G 0.01508 0.0119 0.003494 79 640: 52%|#####2 | 21/40 [00:03<00:03, 5.25it/s] 160/499 4.32G 0.01523 0.01193 0.003407 70 640: 52%|#####2 | 21/40 [00:04<00:03, 5.25it/s] 160/499 4.32G 0.01523 0.01193 0.003407 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 160/499 4.32G 0.01527 0.01196 0.003487 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 160/499 4.32G 0.01527 0.01196 0.003487 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.39it/s] 160/499 4.32G 0.01532 0.01196 0.003421 59 640: 57%|#####7 | 23/40 [00:04<00:03, 5.39it/s] 160/499 4.32G 0.01532 0.01196 0.003421 59 640: 60%|###### | 24/40 [00:04<00:03, 5.26it/s] 160/499 4.32G 0.01531 0.01196 0.003483 74 640: 60%|###### | 24/40 [00:04<00:03, 5.26it/s] 160/499 4.32G 0.01531 0.01196 0.003483 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.30it/s] 160/499 4.32G 0.01528 0.01196 0.003508 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.30it/s] 160/499 4.32G 0.01528 0.01196 0.003508 74 640: 65%|######5 | 26/40 [00:04<00:02, 5.36it/s] 160/499 4.32G 0.01518 0.01186 0.003542 64 640: 65%|######5 | 26/40 [00:05<00:02, 5.36it/s] 160/499 4.32G 0.01518 0.01186 0.003542 64 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 160/499 4.32G 0.01516 0.0118 0.003571 64 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 160/499 4.32G 0.01516 0.0118 0.003571 64 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 160/499 4.32G 0.01511 0.01183 0.003795 87 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 160/499 4.32G 0.01511 0.01183 0.003795 87 640: 72%|#######2 | 29/40 [00:05<00:02, 5.37it/s] 160/499 4.32G 0.01513 0.01185 0.003737 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.37it/s] 160/499 4.32G 0.01513 0.01185 0.003737 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 160/499 4.32G 0.01505 0.01179 0.003779 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 160/499 4.32G 0.01505 0.01179 0.003779 66 640: 78%|#######7 | 31/40 [00:05<00:01, 5.30it/s] 160/499 4.32G 0.01505 0.01185 0.003729 88 640: 78%|#######7 | 31/40 [00:05<00:01, 5.30it/s] 160/499 4.32G 0.01505 0.01185 0.003729 88 640: 80%|######## | 32/40 [00:05<00:01, 5.36it/s] 160/499 4.32G 0.01505 0.01187 0.003653 84 640: 80%|######## | 32/40 [00:06<00:01, 5.36it/s] 160/499 4.32G 0.01505 0.01187 0.003653 84 640: 82%|########2 | 33/40 [00:06<00:01, 5.23it/s] 160/499 4.32G 0.01502 0.01181 0.00357 58 640: 82%|########2 | 33/40 [00:06<00:01, 5.23it/s] 160/499 4.32G 0.01502 0.01181 0.00357 58 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 160/499 4.32G 0.01505 0.01184 0.003627 81 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 160/499 4.32G 0.01505 0.01184 0.003627 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.37it/s] 160/499 4.32G 0.01509 0.01189 0.003708 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.37it/s] 160/499 4.32G 0.01509 0.01189 0.003708 71 640: 90%|######### | 36/40 [00:06<00:00, 5.22it/s] 160/499 4.32G 0.01507 0.01192 0.00366 81 640: 90%|######### | 36/40 [00:06<00:00, 5.22it/s] 160/499 4.32G 0.01507 0.01192 0.00366 81 640: 92%|#########2| 37/40 [00:06<00:00, 5.31it/s] 160/499 4.32G 0.0151 0.01206 0.003784 92 640: 92%|#########2| 37/40 [00:07<00:00, 5.31it/s] 160/499 4.32G 0.0151 0.01206 0.003784 92 640: 95%|#########5| 38/40 [00:07<00:00, 5.39it/s] 160/499 4.32G 0.01503 0.01195 0.003791 53 640: 95%|#########5| 38/40 [00:07<00:00, 5.39it/s] 160/499 4.32G 0.01503 0.01195 0.003791 53 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 160/499 4.32G 0.01502 0.01191 0.003729 34 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 160/499 4.32G 0.01502 0.01191 0.003729 34 640: 100%|##########| 40/40 [00:07<00:00, 5.40it/s] 160/499 4.32G 0.01502 0.01191 0.003729 34 640: 100%|##########| 40/40 [00:07<00:00, 5.33it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.851 0.837 0.849 0.724 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 161/499 4.32G 0.01289 0.01143 0.002996 81 640: 0%| | 0/40 [00:00<?, ?it/s] 161/499 4.32G 0.01289 0.01143 0.002996 81 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 161/499 4.32G 0.01381 0.01181 0.004742 70 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 161/499 4.32G 0.01381 0.01181 0.004742 70 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 161/499 4.32G 0.01434 0.01176 0.004639 66 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 161/499 4.32G 0.01434 0.01176 0.004639 66 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 161/499 4.32G 0.01408 0.01205 0.0041 80 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 161/499 4.32G 0.01408 0.01205 0.0041 80 640: 10%|# | 4/40 [00:00<00:06, 5.40it/s] 161/499 4.32G 0.01435 0.01154 0.003815 62 640: 10%|# | 4/40 [00:00<00:06, 5.40it/s] 161/499 4.32G 0.01435 0.01154 0.003815 62 640: 12%|#2 | 5/40 [00:00<00:06, 5.23it/s] 161/499 4.32G 0.01448 0.01169 0.003763 70 640: 12%|#2 | 5/40 [00:01<00:06, 5.23it/s] 161/499 4.32G 0.01448 0.01169 0.003763 70 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 161/499 4.32G 0.01477 0.01118 0.004056 52 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 161/499 4.32G 0.01477 0.01118 0.004056 52 640: 18%|#7 | 7/40 [00:01<00:06, 5.39it/s] 161/499 4.32G 0.0147 0.01141 0.003791 84 640: 18%|#7 | 7/40 [00:01<00:06, 5.39it/s] 161/499 4.32G 0.0147 0.01141 0.003791 84 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 161/499 4.32G 0.01461 0.01144 0.003754 80 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 161/499 4.32G 0.01461 0.01144 0.003754 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 161/499 4.32G 0.01447 0.01143 0.003739 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 161/499 4.32G 0.01447 0.01143 0.003739 78 640: 25%|##5 | 10/40 [00:01<00:05, 5.40it/s] 161/499 4.32G 0.01439 0.01142 0.003976 73 640: 25%|##5 | 10/40 [00:02<00:05, 5.40it/s] 161/499 4.32G 0.01439 0.01142 0.003976 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 161/499 4.32G 0.01446 0.0114 0.003877 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 161/499 4.32G 0.01446 0.0114 0.003877 65 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 161/499 4.32G 0.01475 0.01164 0.004155 75 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 161/499 4.32G 0.01475 0.01164 0.004155 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 161/499 4.32G 0.01469 0.01167 0.004368 82 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 161/499 4.32G 0.01469 0.01167 0.004368 82 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 161/499 4.32G 0.0147 0.01194 0.004175 94 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 161/499 4.32G 0.0147 0.01194 0.004175 94 640: 38%|###7 | 15/40 [00:02<00:04, 5.32it/s] 161/499 4.32G 0.01471 0.01183 0.004108 65 640: 38%|###7 | 15/40 [00:03<00:04, 5.32it/s] 161/499 4.32G 0.01471 0.01183 0.004108 65 640: 40%|#### | 16/40 [00:03<00:04, 5.38it/s] 161/499 4.32G 0.01469 0.01179 0.004067 70 640: 40%|#### | 16/40 [00:03<00:04, 5.38it/s] 161/499 4.32G 0.01469 0.01179 0.004067 70 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 161/499 4.32G 0.01474 0.01186 0.004049 82 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 161/499 4.32G 0.01474 0.01186 0.004049 82 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 161/499 4.32G 0.01475 0.0119 0.003985 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 161/499 4.32G 0.01475 0.0119 0.003985 78 640: 48%|####7 | 19/40 [00:03<00:03, 5.40it/s] 161/499 4.32G 0.01478 0.01196 0.004026 79 640: 48%|####7 | 19/40 [00:03<00:03, 5.40it/s] 161/499 4.32G 0.01478 0.01196 0.004026 79 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 161/499 4.32G 0.01478 0.01204 0.004037 80 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 161/499 4.32G 0.01478 0.01204 0.004037 80 640: 52%|#####2 | 21/40 [00:03<00:03, 5.32it/s] 161/499 4.32G 0.01487 0.01213 0.003951 77 640: 52%|#####2 | 21/40 [00:04<00:03, 5.32it/s] 161/499 4.32G 0.01487 0.01213 0.003951 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.39it/s] 161/499 4.32G 0.01497 0.01209 0.003995 65 640: 55%|#####5 | 22/40 [00:04<00:03, 5.39it/s] 161/499 4.32G 0.01497 0.01209 0.003995 65 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 161/499 4.32G 0.01498 0.01208 0.003937 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 161/499 4.32G 0.01498 0.01208 0.003937 73 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 161/499 4.32G 0.015 0.01206 0.003866 78 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 161/499 4.32G 0.015 0.01206 0.003866 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.34it/s] 161/499 4.32G 0.01494 0.01197 0.003842 67 640: 62%|######2 | 25/40 [00:04<00:02, 5.34it/s] 161/499 4.32G 0.01494 0.01197 0.003842 67 640: 65%|######5 | 26/40 [00:04<00:02, 5.19it/s] 161/499 4.32G 0.015 0.01205 0.003857 76 640: 65%|######5 | 26/40 [00:05<00:02, 5.19it/s] 161/499 4.32G 0.015 0.01205 0.003857 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 161/499 4.32G 0.015 0.01206 0.003831 64 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 161/499 4.32G 0.015 0.01206 0.003831 64 640: 70%|####### | 28/40 [00:05<00:02, 5.34it/s] 161/499 4.32G 0.01495 0.01199 0.003732 63 640: 70%|####### | 28/40 [00:05<00:02, 5.34it/s] 161/499 4.32G 0.01495 0.01199 0.003732 63 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 161/499 4.32G 0.01492 0.01205 0.003674 90 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 161/499 4.32G 0.01492 0.01205 0.003674 90 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 161/499 4.32G 0.01495 0.01209 0.003802 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 161/499 4.32G 0.01495 0.01209 0.003802 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.30it/s] 161/499 4.32G 0.01502 0.01212 0.003955 76 640: 78%|#######7 | 31/40 [00:06<00:01, 5.30it/s] 161/499 4.32G 0.01502 0.01212 0.003955 76 640: 80%|######## | 32/40 [00:06<00:01, 5.17it/s] 161/499 4.32G 0.01499 0.0121 0.004037 63 640: 80%|######## | 32/40 [00:06<00:01, 5.17it/s] 161/499 4.32G 0.01499 0.0121 0.004037 63 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 161/499 4.32G 0.01497 0.01203 0.004026 59 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 161/499 4.32G 0.01497 0.01203 0.004026 59 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 161/499 4.32G 0.01495 0.01203 0.004034 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 161/499 4.32G 0.01495 0.01203 0.004034 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 161/499 4.32G 0.01489 0.01202 0.004079 79 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 161/499 4.32G 0.01489 0.01202 0.004079 79 640: 90%|######### | 36/40 [00:06<00:00, 5.28it/s] 161/499 4.32G 0.01487 0.01203 0.004041 79 640: 90%|######### | 36/40 [00:06<00:00, 5.28it/s] 161/499 4.32G 0.01487 0.01203 0.004041 79 640: 92%|#########2| 37/40 [00:06<00:00, 5.32it/s] 161/499 4.32G 0.01487 0.01209 0.004073 80 640: 92%|#########2| 37/40 [00:07<00:00, 5.32it/s] 161/499 4.32G 0.01487 0.01209 0.004073 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 161/499 4.32G 0.01489 0.01212 0.004016 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 161/499 4.32G 0.01489 0.01212 0.004016 72 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 161/499 4.32G 0.01491 0.01215 0.003945 41 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 161/499 4.32G 0.01491 0.01215 0.003945 41 640: 100%|##########| 40/40 [00:07<00:00, 5.42it/s] 161/499 4.32G 0.01491 0.01215 0.003945 41 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.77it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.80it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.81it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.74it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.34it/s] all 132 263 0.883 0.861 0.885 0.742 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 162/499 4.32G 0.0131 0.01179 0.001587 74 640: 0%| | 0/40 [00:00<?, ?it/s] 162/499 4.32G 0.0131 0.01179 0.001587 74 640: 2%|2 | 1/40 [00:00<00:08, 4.79it/s] 162/499 4.32G 0.01392 0.01177 0.001919 77 640: 2%|2 | 1/40 [00:00<00:08, 4.79it/s] 162/499 4.32G 0.01392 0.01177 0.001919 77 640: 5%|5 | 2/40 [00:00<00:07, 5.20it/s] 162/499 4.32G 0.01426 0.0118 0.002029 77 640: 5%|5 | 2/40 [00:00<00:07, 5.20it/s] 162/499 4.32G 0.01426 0.0118 0.002029 77 640: 8%|7 | 3/40 [00:00<00:06, 5.30it/s] 162/499 4.32G 0.01495 0.01223 0.002114 84 640: 8%|7 | 3/40 [00:00<00:06, 5.30it/s] 162/499 4.32G 0.01495 0.01223 0.002114 84 640: 10%|# | 4/40 [00:00<00:06, 5.16it/s] 162/499 4.32G 0.01533 0.01218 0.002365 73 640: 10%|# | 4/40 [00:00<00:06, 5.16it/s] 162/499 4.32G 0.01533 0.01218 0.002365 73 640: 12%|#2 | 5/40 [00:00<00:06, 5.27it/s] 162/499 4.32G 0.01509 0.01189 0.002664 69 640: 12%|#2 | 5/40 [00:01<00:06, 5.27it/s] 162/499 4.32G 0.01509 0.01189 0.002664 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 162/499 4.32G 0.01522 0.01198 0.003143 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 162/499 4.32G 0.01522 0.01198 0.003143 68 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 162/499 4.32G 0.01512 0.01194 0.00292 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 162/499 4.32G 0.01512 0.01194 0.00292 74 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 162/499 4.32G 0.01525 0.01198 0.002977 70 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 162/499 4.32G 0.01525 0.01198 0.002977 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.39it/s] 162/499 4.32G 0.01514 0.01186 0.00278 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.39it/s] 162/499 4.32G 0.01514 0.01186 0.00278 75 640: 25%|##5 | 10/40 [00:01<00:05, 5.26it/s] 162/499 4.32G 0.01512 0.01161 0.002929 59 640: 25%|##5 | 10/40 [00:02<00:05, 5.26it/s] 162/499 4.32G 0.01512 0.01161 0.002929 59 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 162/499 4.32G 0.01517 0.01166 0.002945 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 162/499 4.32G 0.01517 0.01166 0.002945 70 640: 30%|### | 12/40 [00:02<00:05, 5.41it/s] 162/499 4.32G 0.0152 0.01152 0.003134 59 640: 30%|### | 12/40 [00:02<00:05, 5.41it/s] 162/499 4.32G 0.0152 0.01152 0.003134 59 640: 32%|###2 | 13/40 [00:02<00:05, 5.27it/s] 162/499 4.32G 0.01518 0.01152 0.003209 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.27it/s] 162/499 4.32G 0.01518 0.01152 0.003209 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 162/499 4.32G 0.01515 0.01167 0.003289 85 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 162/499 4.32G 0.01515 0.01167 0.003289 85 640: 38%|###7 | 15/40 [00:02<00:04, 5.38it/s] 162/499 4.32G 0.01521 0.01169 0.003283 69 640: 38%|###7 | 15/40 [00:03<00:04, 5.38it/s] 162/499 4.32G 0.01521 0.01169 0.003283 69 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 162/499 4.32G 0.0152 0.01178 0.003187 73 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 162/499 4.32G 0.0152 0.01178 0.003187 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 162/499 4.32G 0.01517 0.01179 0.003124 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 162/499 4.32G 0.01517 0.01179 0.003124 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 162/499 4.32G 0.01522 0.01194 0.003205 91 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 162/499 4.32G 0.01522 0.01194 0.003205 91 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 162/499 4.32G 0.0152 0.01197 0.003219 83 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 162/499 4.32G 0.0152 0.01197 0.003219 83 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 162/499 4.32G 0.01516 0.01199 0.003207 75 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 162/499 4.32G 0.01516 0.01199 0.003207 75 640: 52%|#####2 | 21/40 [00:03<00:03, 5.31it/s] 162/499 4.32G 0.01519 0.01214 0.003315 90 640: 52%|#####2 | 21/40 [00:04<00:03, 5.31it/s] 162/499 4.32G 0.01519 0.01214 0.003315 90 640: 55%|#####5 | 22/40 [00:04<00:03, 5.18it/s] 162/499 4.32G 0.01516 0.01225 0.003366 98 640: 55%|#####5 | 22/40 [00:04<00:03, 5.18it/s] 162/499 4.32G 0.01516 0.01225 0.003366 98 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 162/499 4.32G 0.01508 0.01228 0.003299 86 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 162/499 4.32G 0.01508 0.01228 0.003299 86 640: 60%|###### | 24/40 [00:04<00:02, 5.36it/s] 162/499 4.32G 0.01503 0.01229 0.003288 85 640: 60%|###### | 24/40 [00:04<00:02, 5.36it/s] 162/499 4.32G 0.01503 0.01229 0.003288 85 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 162/499 4.32G 0.015 0.01231 0.003241 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 162/499 4.32G 0.015 0.01231 0.003241 76 640: 65%|######5 | 26/40 [00:04<00:02, 5.29it/s] 162/499 4.32G 0.01505 0.0124 0.003292 87 640: 65%|######5 | 26/40 [00:05<00:02, 5.29it/s] 162/499 4.32G 0.01505 0.0124 0.003292 87 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 162/499 4.32G 0.01508 0.01238 0.00325 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 162/499 4.32G 0.01508 0.01238 0.00325 73 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 162/499 4.32G 0.01504 0.01233 0.003376 74 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 162/499 4.32G 0.01504 0.01233 0.003376 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 162/499 4.32G 0.01502 0.01228 0.003367 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 162/499 4.32G 0.01502 0.01228 0.003367 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 162/499 4.32G 0.01506 0.01221 0.003309 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 162/499 4.32G 0.01506 0.01221 0.003309 65 640: 78%|#######7 | 31/40 [00:05<00:01, 5.18it/s] 162/499 4.32G 0.01504 0.01221 0.003256 71 640: 78%|#######7 | 31/40 [00:06<00:01, 5.18it/s] 162/499 4.32G 0.01504 0.01221 0.003256 71 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 162/499 4.32G 0.01502 0.01223 0.003272 82 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 162/499 4.32G 0.01502 0.01223 0.003272 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.36it/s] 162/499 4.32G 0.01498 0.01211 0.003272 50 640: 82%|########2 | 33/40 [00:06<00:01, 5.36it/s] 162/499 4.32G 0.01498 0.01211 0.003272 50 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 162/499 4.32G 0.01499 0.01205 0.003264 67 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 162/499 4.32G 0.01499 0.01205 0.003264 67 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 162/499 4.32G 0.01498 0.01208 0.003272 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 162/499 4.32G 0.01498 0.01208 0.003272 81 640: 90%|######### | 36/40 [00:06<00:00, 5.37it/s] 162/499 4.32G 0.015 0.01208 0.003319 79 640: 90%|######### | 36/40 [00:07<00:00, 5.37it/s] 162/499 4.32G 0.015 0.01208 0.003319 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.24it/s] 162/499 4.32G 0.015 0.0121 0.00327 83 640: 92%|#########2| 37/40 [00:07<00:00, 5.24it/s] 162/499 4.32G 0.015 0.0121 0.00327 83 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 162/499 4.32G 0.01499 0.01213 0.003273 78 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 162/499 4.32G 0.01499 0.01213 0.003273 78 640: 98%|#########7| 39/40 [00:07<00:00, 5.35it/s] 162/499 4.32G 0.01501 0.01223 0.00325 52 640: 98%|#########7| 39/40 [00:07<00:00, 5.35it/s] 162/499 4.32G 0.01501 0.01223 0.00325 52 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] 162/499 4.32G 0.01501 0.01223 0.00325 52 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.863 0.865 0.877 0.736 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 163/499 4.32G 0.01539 0.01215 0.001272 78 640: 0%| | 0/40 [00:00<?, ?it/s] 163/499 4.32G 0.01539 0.01215 0.001272 78 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 163/499 4.32G 0.01436 0.01223 0.001185 76 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 163/499 4.32G 0.01436 0.01223 0.001185 76 640: 5%|5 | 2/40 [00:00<00:06, 5.56it/s] 163/499 4.32G 0.01435 0.01219 0.001784 79 640: 5%|5 | 2/40 [00:00<00:06, 5.56it/s] 163/499 4.32G 0.01435 0.01219 0.001784 79 640: 8%|7 | 3/40 [00:00<00:07, 5.28it/s] 163/499 4.32G 0.01439 0.01221 0.00223 71 640: 8%|7 | 3/40 [00:00<00:07, 5.28it/s] 163/499 4.32G 0.01439 0.01221 0.00223 71 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 163/499 4.32G 0.01468 0.01245 0.002609 74 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 163/499 4.32G 0.01468 0.01245 0.002609 74 640: 12%|#2 | 5/40 [00:00<00:06, 5.42it/s] 163/499 4.32G 0.01488 0.01226 0.002911 71 640: 12%|#2 | 5/40 [00:01<00:06, 5.42it/s] 163/499 4.32G 0.01488 0.01226 0.002911 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 163/499 4.32G 0.01479 0.01259 0.00272 93 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 163/499 4.32G 0.01479 0.01259 0.00272 93 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 163/499 4.32G 0.01461 0.01236 0.002651 71 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 163/499 4.32G 0.01461 0.01236 0.002651 71 640: 20%|## | 8/40 [00:01<00:05, 5.41it/s] 163/499 4.32G 0.01472 0.01243 0.003049 84 640: 20%|## | 8/40 [00:01<00:05, 5.41it/s] 163/499 4.32G 0.01472 0.01243 0.003049 84 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 163/499 4.32G 0.0148 0.01253 0.003211 79 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 163/499 4.32G 0.0148 0.01253 0.003211 79 640: 25%|##5 | 10/40 [00:01<00:05, 5.32it/s] 163/499 4.32G 0.0149 0.0126 0.003058 87 640: 25%|##5 | 10/40 [00:02<00:05, 5.32it/s] 163/499 4.32G 0.0149 0.0126 0.003058 87 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 163/499 4.32G 0.01494 0.01277 0.003423 86 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 163/499 4.32G 0.01494 0.01277 0.003423 86 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 163/499 4.32G 0.01489 0.01268 0.003615 75 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 163/499 4.32G 0.01489 0.01268 0.003615 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 163/499 4.32G 0.01493 0.01253 0.003468 55 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 163/499 4.32G 0.01493 0.01253 0.003468 55 640: 35%|###5 | 14/40 [00:02<00:04, 5.40it/s] 163/499 4.32G 0.01484 0.01266 0.003464 89 640: 35%|###5 | 14/40 [00:02<00:04, 5.40it/s] 163/499 4.32G 0.01484 0.01266 0.003464 89 640: 38%|###7 | 15/40 [00:02<00:04, 5.25it/s] 163/499 4.32G 0.01473 0.01256 0.003319 75 640: 38%|###7 | 15/40 [00:03<00:04, 5.25it/s] 163/499 4.32G 0.01473 0.01256 0.003319 75 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 163/499 4.32G 0.01486 0.01261 0.003228 83 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 163/499 4.32G 0.01486 0.01261 0.003228 83 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 163/499 4.32G 0.01487 0.0126 0.003296 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 163/499 4.32G 0.01487 0.0126 0.003296 75 640: 45%|####5 | 18/40 [00:03<00:04, 5.15it/s] 163/499 4.32G 0.01478 0.01255 0.003272 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.15it/s] 163/499 4.32G 0.01478 0.01255 0.003272 74 640: 48%|####7 | 19/40 [00:03<00:03, 5.25it/s] 163/499 4.32G 0.01488 0.01255 0.003423 71 640: 48%|####7 | 19/40 [00:03<00:03, 5.25it/s] 163/499 4.32G 0.01488 0.01255 0.003423 71 640: 50%|##### | 20/40 [00:03<00:03, 5.33it/s] 163/499 4.32G 0.01483 0.01247 0.003346 78 640: 50%|##### | 20/40 [00:03<00:03, 5.33it/s] 163/499 4.32G 0.01483 0.01247 0.003346 78 640: 52%|#####2 | 21/40 [00:03<00:03, 5.21it/s] 163/499 4.32G 0.01493 0.01252 0.003383 82 640: 52%|#####2 | 21/40 [00:04<00:03, 5.21it/s] 163/499 4.32G 0.01493 0.01252 0.003383 82 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 163/499 4.32G 0.01492 0.01251 0.003458 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 163/499 4.32G 0.01492 0.01251 0.003458 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.38it/s] 163/499 4.32G 0.0149 0.01243 0.003431 77 640: 57%|#####7 | 23/40 [00:04<00:03, 5.38it/s] 163/499 4.32G 0.0149 0.01243 0.003431 77 640: 60%|###### | 24/40 [00:04<00:03, 5.25it/s] 163/499 4.32G 0.01491 0.01237 0.003476 62 640: 60%|###### | 24/40 [00:04<00:03, 5.25it/s] 163/499 4.32G 0.01491 0.01237 0.003476 62 640: 62%|######2 | 25/40 [00:04<00:02, 5.34it/s] 163/499 4.32G 0.01488 0.01235 0.003386 81 640: 62%|######2 | 25/40 [00:04<00:02, 5.34it/s] 163/499 4.32G 0.01488 0.01235 0.003386 81 640: 65%|######5 | 26/40 [00:04<00:02, 5.36it/s] 163/499 4.32G 0.01487 0.01236 0.003435 87 640: 65%|######5 | 26/40 [00:05<00:02, 5.36it/s] 163/499 4.32G 0.01487 0.01236 0.003435 87 640: 68%|######7 | 27/40 [00:05<00:02, 5.17it/s] 163/499 4.32G 0.01481 0.01233 0.003428 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.17it/s] 163/499 4.32G 0.01481 0.01233 0.003428 79 640: 70%|####### | 28/40 [00:05<00:02, 5.27it/s] 163/499 4.32G 0.01486 0.01236 0.003606 71 640: 70%|####### | 28/40 [00:05<00:02, 5.27it/s] 163/499 4.32G 0.01486 0.01236 0.003606 71 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 163/499 4.32G 0.01492 0.01227 0.003595 55 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 163/499 4.32G 0.01492 0.01227 0.003595 55 640: 75%|#######5 | 30/40 [00:05<00:01, 5.13it/s] 163/499 4.32G 0.01493 0.01215 0.003667 60 640: 75%|#######5 | 30/40 [00:05<00:01, 5.13it/s] 163/499 4.32G 0.01493 0.01215 0.003667 60 640: 78%|#######7 | 31/40 [00:05<00:01, 5.24it/s] 163/499 4.32G 0.01488 0.01208 0.003808 65 640: 78%|#######7 | 31/40 [00:06<00:01, 5.24it/s] 163/499 4.32G 0.01488 0.01208 0.003808 65 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 163/499 4.32G 0.01491 0.012 0.003914 58 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 163/499 4.32G 0.01491 0.012 0.003914 58 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 163/499 4.32G 0.01489 0.01196 0.003862 79 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 163/499 4.32G 0.01489 0.01196 0.003862 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 163/499 4.32G 0.0149 0.01192 0.003832 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 163/499 4.32G 0.0149 0.01192 0.003832 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 163/499 4.32G 0.01491 0.01188 0.003778 72 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 163/499 4.32G 0.01491 0.01188 0.003778 72 640: 90%|######### | 36/40 [00:06<00:00, 5.13it/s] 163/499 4.32G 0.01491 0.01186 0.003711 73 640: 90%|######### | 36/40 [00:07<00:00, 5.13it/s] 163/499 4.32G 0.01491 0.01186 0.003711 73 640: 92%|#########2| 37/40 [00:07<00:00, 5.23it/s] 163/499 4.32G 0.01491 0.01181 0.003715 65 640: 92%|#########2| 37/40 [00:07<00:00, 5.23it/s] 163/499 4.32G 0.01491 0.01181 0.003715 65 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 163/499 4.32G 0.01491 0.01181 0.003672 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 163/499 4.32G 0.01491 0.01181 0.003672 70 640: 98%|#########7| 39/40 [00:07<00:00, 5.16it/s] 163/499 4.32G 0.01489 0.01173 0.003652 29 640: 98%|#########7| 39/40 [00:07<00:00, 5.16it/s] 163/499 4.32G 0.01489 0.01173 0.003652 29 640: 100%|##########| 40/40 [00:07<00:00, 5.37it/s] 163/499 4.32G 0.01489 0.01173 0.003652 29 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.80it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.86it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.45it/s] all 132 263 0.881 0.811 0.853 0.725 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 164/499 4.32G 0.01381 0.01144 0.003456 73 640: 0%| | 0/40 [00:00<?, ?it/s] 164/499 4.32G 0.01381 0.01144 0.003456 73 640: 2%|2 | 1/40 [00:00<00:06, 5.61it/s] 164/499 4.32G 0.01422 0.01261 0.004416 88 640: 2%|2 | 1/40 [00:00<00:06, 5.61it/s] 164/499 4.32G 0.01422 0.01261 0.004416 88 640: 5%|5 | 2/40 [00:00<00:07, 5.22it/s] 164/499 4.32G 0.01446 0.01217 0.005622 68 640: 5%|5 | 2/40 [00:00<00:07, 5.22it/s] 164/499 4.32G 0.01446 0.01217 0.005622 68 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 164/499 4.32G 0.01538 0.01289 0.00507 94 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 164/499 4.32G 0.01538 0.01289 0.00507 94 640: 10%|# | 4/40 [00:00<00:06, 5.28it/s] 164/499 4.32G 0.01559 0.01349 0.005069 100 640: 10%|# | 4/40 [00:00<00:06, 5.28it/s] 164/499 4.32G 0.01559 0.01349 0.005069 100 640: 12%|#2 | 5/40 [00:00<00:06, 5.03it/s] 164/499 4.32G 0.01574 0.013 0.005277 69 640: 12%|#2 | 5/40 [00:01<00:06, 5.03it/s] 164/499 4.32G 0.01574 0.013 0.005277 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.18it/s] 164/499 4.32G 0.01564 0.01269 0.004764 65 640: 15%|#5 | 6/40 [00:01<00:06, 5.18it/s] 164/499 4.32G 0.01564 0.01269 0.004764 65 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 164/499 4.32G 0.01538 0.0124 0.004593 68 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 164/499 4.32G 0.01538 0.0124 0.004593 68 640: 20%|## | 8/40 [00:01<00:06, 5.16it/s] 164/499 4.32G 0.01532 0.01236 0.00447 80 640: 20%|## | 8/40 [00:01<00:06, 5.16it/s] 164/499 4.32G 0.01532 0.01236 0.00447 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.28it/s] 164/499 4.32G 0.01522 0.01216 0.004484 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.28it/s] 164/499 4.32G 0.01522 0.01216 0.004484 65 640: 25%|##5 | 10/40 [00:01<00:05, 5.37it/s] 164/499 4.32G 0.01508 0.01181 0.004544 57 640: 25%|##5 | 10/40 [00:02<00:05, 5.37it/s] 164/499 4.32G 0.01508 0.01181 0.004544 57 640: 28%|##7 | 11/40 [00:02<00:05, 5.22it/s] 164/499 4.32G 0.01495 0.01166 0.004543 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.22it/s] 164/499 4.32G 0.01495 0.01166 0.004543 65 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 164/499 4.32G 0.0149 0.01156 0.004613 59 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 164/499 4.32G 0.0149 0.01156 0.004613 59 640: 32%|###2 | 13/40 [00:02<00:05, 5.40it/s] 164/499 4.32G 0.01484 0.01146 0.004407 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.40it/s] 164/499 4.32G 0.01484 0.01146 0.004407 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.26it/s] 164/499 4.32G 0.01493 0.01145 0.00432 62 640: 35%|###5 | 14/40 [00:02<00:04, 5.26it/s] 164/499 4.32G 0.01493 0.01145 0.00432 62 640: 38%|###7 | 15/40 [00:02<00:04, 5.34it/s] 164/499 4.32G 0.01498 0.0115 0.004169 80 640: 38%|###7 | 15/40 [00:03<00:04, 5.34it/s] 164/499 4.32G 0.01498 0.0115 0.004169 80 640: 40%|#### | 16/40 [00:03<00:04, 5.40it/s] 164/499 4.32G 0.01498 0.0115 0.003973 71 640: 40%|#### | 16/40 [00:03<00:04, 5.40it/s] 164/499 4.32G 0.01498 0.0115 0.003973 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 164/499 4.32G 0.01503 0.01138 0.004022 56 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 164/499 4.32G 0.01503 0.01138 0.004022 56 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 164/499 4.32G 0.01505 0.01145 0.004046 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 164/499 4.32G 0.01505 0.01145 0.004046 73 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 164/499 4.32G 0.01501 0.01144 0.004026 78 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 164/499 4.32G 0.01501 0.01144 0.004026 78 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 164/499 4.32G 0.01504 0.01145 0.004067 70 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 164/499 4.32G 0.01504 0.01145 0.004067 70 640: 52%|#####2 | 21/40 [00:03<00:03, 5.34it/s] 164/499 4.32G 0.01502 0.01149 0.004001 78 640: 52%|#####2 | 21/40 [00:04<00:03, 5.34it/s] 164/499 4.32G 0.01502 0.01149 0.004001 78 640: 55%|#####5 | 22/40 [00:04<00:03, 5.39it/s] 164/499 4.32G 0.015 0.01162 0.003949 92 640: 55%|#####5 | 22/40 [00:04<00:03, 5.39it/s] 164/499 4.32G 0.015 0.01162 0.003949 92 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 164/499 4.32G 0.01514 0.01169 0.003963 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 164/499 4.32G 0.01514 0.01169 0.003963 73 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 164/499 4.32G 0.01509 0.01167 0.003959 74 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 164/499 4.32G 0.01509 0.01167 0.003959 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.41it/s] 164/499 4.32G 0.01515 0.01184 0.003873 91 640: 62%|######2 | 25/40 [00:04<00:02, 5.41it/s] 164/499 4.32G 0.01515 0.01184 0.003873 91 640: 65%|######5 | 26/40 [00:04<00:02, 5.27it/s] 164/499 4.32G 0.01508 0.01183 0.003904 80 640: 65%|######5 | 26/40 [00:05<00:02, 5.27it/s] 164/499 4.32G 0.01508 0.01183 0.003904 80 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 164/499 4.32G 0.01509 0.0118 0.003903 69 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 164/499 4.32G 0.01509 0.0118 0.003903 69 640: 70%|####### | 28/40 [00:05<00:02, 5.38it/s] 164/499 4.32G 0.01509 0.01176 0.003858 59 640: 70%|####### | 28/40 [00:05<00:02, 5.38it/s] 164/499 4.32G 0.01509 0.01176 0.003858 59 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 164/499 4.32G 0.01511 0.01174 0.004039 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 164/499 4.32G 0.01511 0.01174 0.004039 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 164/499 4.32G 0.0151 0.01169 0.004111 70 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 164/499 4.32G 0.0151 0.01169 0.004111 70 640: 78%|#######7 | 31/40 [00:05<00:01, 5.36it/s] 164/499 4.32G 0.01504 0.01163 0.004109 67 640: 78%|#######7 | 31/40 [00:06<00:01, 5.36it/s] 164/499 4.32G 0.01504 0.01163 0.004109 67 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 164/499 4.32G 0.01506 0.01163 0.004144 69 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 164/499 4.32G 0.01506 0.01163 0.004144 69 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 164/499 4.32G 0.01512 0.01168 0.004161 75 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 164/499 4.32G 0.01512 0.01168 0.004161 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 164/499 4.32G 0.01512 0.01164 0.004133 66 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 164/499 4.32G 0.01512 0.01164 0.004133 66 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 164/499 4.32G 0.01507 0.01155 0.004195 57 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 164/499 4.32G 0.01507 0.01155 0.004195 57 640: 90%|######### | 36/40 [00:06<00:00, 5.29it/s] 164/499 4.32G 0.01502 0.01156 0.004188 80 640: 90%|######### | 36/40 [00:06<00:00, 5.29it/s] 164/499 4.32G 0.01502 0.01156 0.004188 80 640: 92%|#########2| 37/40 [00:06<00:00, 5.35it/s] 164/499 4.32G 0.01503 0.01153 0.004116 73 640: 92%|#########2| 37/40 [00:07<00:00, 5.35it/s] 164/499 4.32G 0.01503 0.01153 0.004116 73 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 164/499 4.32G 0.01503 0.01151 0.004098 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 164/499 4.32G 0.01503 0.01151 0.004098 68 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 164/499 4.32G 0.01504 0.01148 0.004027 29 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 164/499 4.32G 0.01504 0.01148 0.004027 29 640: 100%|##########| 40/40 [00:07<00:00, 5.45it/s] 164/499 4.32G 0.01504 0.01148 0.004027 29 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.855 0.879 0.899 0.757 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 165/499 4.32G 0.01551 0.0133 0.005942 83 640: 0%| | 0/40 [00:00<?, ?it/s] 165/499 4.32G 0.01551 0.0133 0.005942 83 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 165/499 4.32G 0.01608 0.01324 0.005384 74 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 165/499 4.32G 0.01608 0.01324 0.005384 74 640: 5%|5 | 2/40 [00:00<00:07, 5.31it/s] 165/499 4.32G 0.01607 0.01311 0.004392 71 640: 5%|5 | 2/40 [00:00<00:07, 5.31it/s] 165/499 4.32G 0.01607 0.01311 0.004392 71 640: 8%|7 | 3/40 [00:00<00:06, 5.41it/s] 165/499 4.32G 0.01638 0.01274 0.003864 70 640: 8%|7 | 3/40 [00:00<00:06, 5.41it/s] 165/499 4.32G 0.01638 0.01274 0.003864 70 640: 10%|# | 4/40 [00:00<00:06, 5.23it/s] 165/499 4.32G 0.01621 0.0123 0.004243 66 640: 10%|# | 4/40 [00:00<00:06, 5.23it/s] 165/499 4.32G 0.01621 0.0123 0.004243 66 640: 12%|#2 | 5/40 [00:00<00:06, 5.33it/s] 165/499 4.32G 0.01625 0.01218 0.004321 65 640: 12%|#2 | 5/40 [00:01<00:06, 5.33it/s] 165/499 4.32G 0.01625 0.01218 0.004321 65 640: 15%|#5 | 6/40 [00:01<00:06, 5.41it/s] 165/499 4.32G 0.01584 0.01208 0.004171 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.41it/s] 165/499 4.32G 0.01584 0.01208 0.004171 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.25it/s] 165/499 4.32G 0.01559 0.01231 0.004082 81 640: 18%|#7 | 7/40 [00:01<00:06, 5.25it/s] 165/499 4.32G 0.01559 0.01231 0.004082 81 640: 20%|## | 8/40 [00:01<00:05, 5.34it/s] 165/499 4.32G 0.01541 0.01215 0.004365 74 640: 20%|## | 8/40 [00:01<00:05, 5.34it/s] 165/499 4.32G 0.01541 0.01215 0.004365 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.38it/s] 165/499 4.32G 0.01581 0.01249 0.004347 81 640: 22%|##2 | 9/40 [00:01<00:05, 5.38it/s] 165/499 4.32G 0.01581 0.01249 0.004347 81 640: 25%|##5 | 10/40 [00:01<00:05, 5.25it/s] 165/499 4.32G 0.01574 0.01231 0.004262 71 640: 25%|##5 | 10/40 [00:02<00:05, 5.25it/s] 165/499 4.32G 0.01574 0.01231 0.004262 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.34it/s] 165/499 4.32G 0.01566 0.01233 0.004494 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.34it/s] 165/499 4.32G 0.01566 0.01233 0.004494 77 640: 30%|### | 12/40 [00:02<00:05, 5.40it/s] 165/499 4.32G 0.01566 0.01232 0.004536 74 640: 30%|### | 12/40 [00:02<00:05, 5.40it/s] 165/499 4.32G 0.01566 0.01232 0.004536 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 165/499 4.32G 0.01564 0.01247 0.004368 87 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 165/499 4.32G 0.01564 0.01247 0.004368 87 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 165/499 4.32G 0.01566 0.01247 0.004271 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 165/499 4.32G 0.01566 0.01247 0.004271 75 640: 38%|###7 | 15/40 [00:02<00:04, 5.35it/s] 165/499 4.32G 0.01558 0.01237 0.0042 71 640: 38%|###7 | 15/40 [00:03<00:04, 5.35it/s] 165/499 4.32G 0.01558 0.01237 0.0042 71 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 165/499 4.32G 0.01567 0.01228 0.004246 67 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 165/499 4.32G 0.01567 0.01228 0.004246 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 165/499 4.32G 0.01566 0.01234 0.004219 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 165/499 4.32G 0.01566 0.01234 0.004219 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.38it/s] 165/499 4.32G 0.01552 0.01236 0.004312 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.38it/s] 165/499 4.32G 0.01552 0.01236 0.004312 79 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 165/499 4.32G 0.01543 0.01237 0.004183 89 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 165/499 4.32G 0.01543 0.01237 0.004183 89 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 165/499 4.32G 0.01547 0.0124 0.004233 73 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 165/499 4.32G 0.01547 0.0124 0.004233 73 640: 52%|#####2 | 21/40 [00:03<00:03, 5.36it/s] 165/499 4.32G 0.01539 0.01227 0.004211 65 640: 52%|#####2 | 21/40 [00:04<00:03, 5.36it/s] 165/499 4.32G 0.01539 0.01227 0.004211 65 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 165/499 4.32G 0.01532 0.01228 0.004157 85 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 165/499 4.32G 0.01532 0.01228 0.004157 85 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 165/499 4.32G 0.0153 0.01229 0.004209 83 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 165/499 4.32G 0.0153 0.01229 0.004209 83 640: 60%|###### | 24/40 [00:04<00:02, 5.41it/s] 165/499 4.32G 0.01527 0.01221 0.004198 72 640: 60%|###### | 24/40 [00:04<00:02, 5.41it/s] 165/499 4.32G 0.01527 0.01221 0.004198 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 165/499 4.32G 0.01522 0.01221 0.004167 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 165/499 4.32G 0.01522 0.01221 0.004167 78 640: 65%|######5 | 26/40 [00:04<00:02, 5.30it/s] 165/499 4.32G 0.01519 0.01218 0.004058 82 640: 65%|######5 | 26/40 [00:05<00:02, 5.30it/s] 165/499 4.32G 0.01519 0.01218 0.004058 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 165/499 4.32G 0.01518 0.01221 0.004126 85 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 165/499 4.32G 0.01518 0.01221 0.004126 85 640: 70%|####### | 28/40 [00:05<00:02, 5.23it/s] 165/499 4.32G 0.01515 0.01216 0.004106 72 640: 70%|####### | 28/40 [00:05<00:02, 5.23it/s] 165/499 4.32G 0.01515 0.01216 0.004106 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 165/499 4.32G 0.01514 0.01217 0.004094 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 165/499 4.32G 0.01514 0.01217 0.004094 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 165/499 4.32G 0.01511 0.01216 0.004098 69 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 165/499 4.32G 0.01511 0.01216 0.004098 69 640: 78%|#######7 | 31/40 [00:05<00:01, 5.15it/s] 165/499 4.32G 0.01513 0.01224 0.004116 83 640: 78%|#######7 | 31/40 [00:06<00:01, 5.15it/s] 165/499 4.32G 0.01513 0.01224 0.004116 83 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 165/499 4.32G 0.0152 0.01233 0.004134 82 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 165/499 4.32G 0.0152 0.01233 0.004134 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.34it/s] 165/499 4.32G 0.01527 0.01236 0.00409 80 640: 82%|########2 | 33/40 [00:06<00:01, 5.34it/s] 165/499 4.32G 0.01527 0.01236 0.00409 80 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 165/499 4.32G 0.01531 0.01231 0.004087 69 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 165/499 4.32G 0.01531 0.01231 0.004087 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 165/499 4.32G 0.01535 0.01251 0.004094 102 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 165/499 4.32G 0.01535 0.01251 0.004094 102 640: 90%|######### | 36/40 [00:06<00:00, 5.35it/s] 165/499 4.32G 0.01538 0.01246 0.004022 64 640: 90%|######### | 36/40 [00:06<00:00, 5.35it/s] 165/499 4.32G 0.01538 0.01246 0.004022 64 640: 92%|#########2| 37/40 [00:06<00:00, 5.17it/s] 165/499 4.32G 0.01533 0.01247 0.003976 89 640: 92%|#########2| 37/40 [00:07<00:00, 5.17it/s] 165/499 4.32G 0.01533 0.01247 0.003976 89 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 165/499 4.32G 0.01533 0.01244 0.003927 59 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 165/499 4.32G 0.01533 0.01244 0.003927 59 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 165/499 4.32G 0.01533 0.01241 0.003943 32 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 165/499 4.32G 0.01533 0.01241 0.003943 32 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] 165/499 4.32G 0.01533 0.01241 0.003943 32 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.86it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.85it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.44it/s] all 132 263 0.854 0.864 0.876 0.759 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 166/499 4.32G 0.01429 0.01096 0.00238 75 640: 0%| | 0/40 [00:00<?, ?it/s] 166/499 4.32G 0.01429 0.01096 0.00238 75 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 166/499 4.32G 0.01513 0.0129 0.003682 89 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 166/499 4.32G 0.01513 0.0129 0.003682 89 640: 5%|5 | 2/40 [00:00<00:06, 5.54it/s] 166/499 4.32G 0.01458 0.01228 0.002763 83 640: 5%|5 | 2/40 [00:00<00:06, 5.54it/s] 166/499 4.32G 0.01458 0.01228 0.002763 83 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 166/499 4.32G 0.01482 0.01211 0.002844 79 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 166/499 4.32G 0.01482 0.01211 0.002844 79 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 166/499 4.32G 0.01484 0.01236 0.002593 82 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 166/499 4.32G 0.01484 0.01236 0.002593 82 640: 12%|#2 | 5/40 [00:00<00:06, 5.41it/s] 166/499 4.32G 0.01487 0.01221 0.002495 72 640: 12%|#2 | 5/40 [00:01<00:06, 5.41it/s] 166/499 4.32G 0.01487 0.01221 0.002495 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.21it/s] 166/499 4.32G 0.01496 0.01186 0.002468 63 640: 15%|#5 | 6/40 [00:01<00:06, 5.21it/s] 166/499 4.32G 0.01496 0.01186 0.002468 63 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 166/499 4.32G 0.01516 0.01153 0.002879 59 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 166/499 4.32G 0.01516 0.01153 0.002879 59 640: 20%|## | 8/40 [00:01<00:05, 5.35it/s] 166/499 4.32G 0.01527 0.01164 0.00335 72 640: 20%|## | 8/40 [00:01<00:05, 5.35it/s] 166/499 4.32G 0.01527 0.01164 0.00335 72 640: 22%|##2 | 9/40 [00:01<00:06, 5.15it/s] 166/499 4.32G 0.01518 0.0115 0.003205 75 640: 22%|##2 | 9/40 [00:01<00:06, 5.15it/s] 166/499 4.32G 0.01518 0.0115 0.003205 75 640: 25%|##5 | 10/40 [00:01<00:05, 5.26it/s] 166/499 4.32G 0.01516 0.01137 0.003509 66 640: 25%|##5 | 10/40 [00:02<00:05, 5.26it/s] 166/499 4.32G 0.01516 0.01137 0.003509 66 640: 28%|##7 | 11/40 [00:02<00:05, 5.34it/s] 166/499 4.32G 0.01502 0.01146 0.003319 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.34it/s] 166/499 4.32G 0.01502 0.01146 0.003319 75 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 166/499 4.32G 0.0149 0.01134 0.003242 67 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 166/499 4.32G 0.0149 0.01134 0.003242 67 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 166/499 4.32G 0.01485 0.01143 0.003476 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 166/499 4.32G 0.01485 0.01143 0.003476 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.38it/s] 166/499 4.32G 0.01474 0.01145 0.003463 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.38it/s] 166/499 4.32G 0.01474 0.01145 0.003463 71 640: 38%|###7 | 15/40 [00:02<00:04, 5.24it/s] 166/499 4.32G 0.01474 0.01134 0.003423 51 640: 38%|###7 | 15/40 [00:03<00:04, 5.24it/s] 166/499 4.32G 0.01474 0.01134 0.003423 51 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 166/499 4.32G 0.0148 0.01134 0.003281 60 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 166/499 4.32G 0.0148 0.01134 0.003281 60 640: 42%|####2 | 17/40 [00:03<00:04, 5.36it/s] 166/499 4.32G 0.01486 0.01135 0.003771 64 640: 42%|####2 | 17/40 [00:03<00:04, 5.36it/s] 166/499 4.32G 0.01486 0.01135 0.003771 64 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 166/499 4.32G 0.01491 0.0113 0.003771 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 166/499 4.32G 0.01491 0.0113 0.003771 68 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 166/499 4.32G 0.01491 0.01145 0.003661 86 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 166/499 4.32G 0.01491 0.01145 0.003661 86 640: 50%|##### | 20/40 [00:03<00:03, 5.39it/s] 166/499 4.32G 0.01487 0.01143 0.003672 67 640: 50%|##### | 20/40 [00:03<00:03, 5.39it/s] 166/499 4.32G 0.01487 0.01143 0.003672 67 640: 52%|#####2 | 21/40 [00:03<00:03, 5.25it/s] 166/499 4.32G 0.01495 0.0116 0.003647 90 640: 52%|#####2 | 21/40 [00:04<00:03, 5.25it/s] 166/499 4.32G 0.01495 0.0116 0.003647 90 640: 55%|#####5 | 22/40 [00:04<00:03, 5.34it/s] 166/499 4.32G 0.01491 0.01163 0.003543 82 640: 55%|#####5 | 22/40 [00:04<00:03, 5.34it/s] 166/499 4.32G 0.01491 0.01163 0.003543 82 640: 57%|#####7 | 23/40 [00:04<00:03, 5.38it/s] 166/499 4.32G 0.01491 0.01172 0.003651 83 640: 57%|#####7 | 23/40 [00:04<00:03, 5.38it/s] 166/499 4.32G 0.01491 0.01172 0.003651 83 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 166/499 4.32G 0.01484 0.0117 0.003714 79 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 166/499 4.32G 0.01484 0.0117 0.003714 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 166/499 4.32G 0.01487 0.01169 0.003944 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 166/499 4.32G 0.01487 0.01169 0.003944 69 640: 65%|######5 | 26/40 [00:04<00:02, 5.35it/s] 166/499 4.32G 0.01485 0.01176 0.004004 81 640: 65%|######5 | 26/40 [00:05<00:02, 5.35it/s] 166/499 4.32G 0.01485 0.01176 0.004004 81 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 166/499 4.32G 0.01485 0.01172 0.004009 66 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 166/499 4.32G 0.01485 0.01172 0.004009 66 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 166/499 4.32G 0.0149 0.01167 0.003967 67 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 166/499 4.32G 0.0149 0.01167 0.003967 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.36it/s] 166/499 4.32G 0.01489 0.0116 0.003906 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.36it/s] 166/499 4.32G 0.01489 0.0116 0.003906 67 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 166/499 4.32G 0.01495 0.01166 0.003943 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 166/499 4.32G 0.01495 0.01166 0.003943 73 640: 78%|#######7 | 31/40 [00:05<00:01, 5.28it/s] 166/499 4.32G 0.01504 0.01178 0.004005 91 640: 78%|#######7 | 31/40 [00:06<00:01, 5.28it/s] 166/499 4.32G 0.01504 0.01178 0.004005 91 640: 80%|######## | 32/40 [00:06<00:01, 5.35it/s] 166/499 4.32G 0.01503 0.01177 0.003944 83 640: 80%|######## | 32/40 [00:06<00:01, 5.35it/s] 166/499 4.32G 0.01503 0.01177 0.003944 83 640: 82%|########2 | 33/40 [00:06<00:01, 5.22it/s] 166/499 4.32G 0.01512 0.01173 0.00399 64 640: 82%|########2 | 33/40 [00:06<00:01, 5.22it/s] 166/499 4.32G 0.01512 0.01173 0.00399 64 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 166/499 4.32G 0.0151 0.01177 0.003969 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 166/499 4.32G 0.0151 0.01177 0.003969 84 640: 88%|########7 | 35/40 [00:06<00:00, 5.36it/s] 166/499 4.32G 0.01508 0.01183 0.003992 88 640: 88%|########7 | 35/40 [00:06<00:00, 5.36it/s] 166/499 4.32G 0.01508 0.01183 0.003992 88 640: 90%|######### | 36/40 [00:06<00:00, 5.22it/s] 166/499 4.32G 0.0151 0.01181 0.003958 75 640: 90%|######### | 36/40 [00:06<00:00, 5.22it/s] 166/499 4.32G 0.0151 0.01181 0.003958 75 640: 92%|#########2| 37/40 [00:06<00:00, 5.31it/s] 166/499 4.32G 0.01513 0.01183 0.003948 70 640: 92%|#########2| 37/40 [00:07<00:00, 5.31it/s] 166/499 4.32G 0.01513 0.01183 0.003948 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.37it/s] 166/499 4.32G 0.01514 0.01184 0.00403 74 640: 95%|#########5| 38/40 [00:07<00:00, 5.37it/s] 166/499 4.32G 0.01514 0.01184 0.00403 74 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 166/499 4.32G 0.01523 0.01201 0.004008 53 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 166/499 4.32G 0.01523 0.01201 0.004008 53 640: 100%|##########| 40/40 [00:07<00:00, 5.39it/s] 166/499 4.32G 0.01523 0.01201 0.004008 53 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.862 0.86 0.867 0.736 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 167/499 4.32G 0.01536 0.01352 0.002868 81 640: 0%| | 0/40 [00:00<?, ?it/s] 167/499 4.32G 0.01536 0.01352 0.002868 81 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 167/499 4.32G 0.01529 0.01294 0.004921 80 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 167/499 4.32G 0.01529 0.01294 0.004921 80 640: 5%|5 | 2/40 [00:00<00:07, 5.16it/s] 167/499 4.32G 0.01507 0.01187 0.003811 68 640: 5%|5 | 2/40 [00:00<00:07, 5.16it/s] 167/499 4.32G 0.01507 0.01187 0.003811 68 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 167/499 4.32G 0.01508 0.0121 0.004857 81 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 167/499 4.32G 0.01508 0.0121 0.004857 81 640: 10%|# | 4/40 [00:00<00:06, 5.41it/s] 167/499 4.32G 0.01503 0.01192 0.004523 68 640: 10%|# | 4/40 [00:00<00:06, 5.41it/s] 167/499 4.32G 0.01503 0.01192 0.004523 68 640: 12%|#2 | 5/40 [00:00<00:06, 5.24it/s] 167/499 4.32G 0.01444 0.0121 0.004178 94 640: 12%|#2 | 5/40 [00:01<00:06, 5.24it/s] 167/499 4.32G 0.01444 0.0121 0.004178 94 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 167/499 4.32G 0.01419 0.01184 0.003741 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 167/499 4.32G 0.01419 0.01184 0.003741 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.42it/s] 167/499 4.32G 0.0144 0.01179 0.004066 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.42it/s] 167/499 4.32G 0.0144 0.01179 0.004066 74 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 167/499 4.32G 0.01433 0.01159 0.003823 72 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 167/499 4.32G 0.01433 0.01159 0.003823 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 167/499 4.32G 0.01447 0.01155 0.003905 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 167/499 4.32G 0.01447 0.01155 0.003905 75 640: 25%|##5 | 10/40 [00:01<00:05, 5.39it/s] 167/499 4.32G 0.01481 0.01167 0.00396 73 640: 25%|##5 | 10/40 [00:02<00:05, 5.39it/s] 167/499 4.32G 0.01481 0.01167 0.00396 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 167/499 4.32G 0.01477 0.01175 0.003837 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 167/499 4.32G 0.01477 0.01175 0.003837 79 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 167/499 4.32G 0.01476 0.01162 0.003797 59 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 167/499 4.32G 0.01476 0.01162 0.003797 59 640: 32%|###2 | 13/40 [00:02<00:05, 5.39it/s] 167/499 4.32G 0.0147 0.01164 0.003797 85 640: 32%|###2 | 13/40 [00:02<00:05, 5.39it/s] 167/499 4.32G 0.0147 0.01164 0.003797 85 640: 35%|###5 | 14/40 [00:02<00:04, 5.25it/s] 167/499 4.32G 0.01466 0.0117 0.003772 81 640: 35%|###5 | 14/40 [00:02<00:04, 5.25it/s] 167/499 4.32G 0.01466 0.0117 0.003772 81 640: 38%|###7 | 15/40 [00:02<00:04, 5.33it/s] 167/499 4.32G 0.01463 0.01171 0.003616 73 640: 38%|###7 | 15/40 [00:03<00:04, 5.33it/s] 167/499 4.32G 0.01463 0.01171 0.003616 73 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 167/499 4.32G 0.01452 0.01167 0.00362 71 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 167/499 4.32G 0.01452 0.01167 0.00362 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 167/499 4.32G 0.01452 0.01174 0.003644 91 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 167/499 4.32G 0.01452 0.01174 0.003644 91 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 167/499 4.32G 0.01447 0.01175 0.003665 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 167/499 4.32G 0.01447 0.01175 0.003665 72 640: 48%|####7 | 19/40 [00:03<00:03, 5.38it/s] 167/499 4.32G 0.01443 0.0118 0.003671 88 640: 48%|####7 | 19/40 [00:03<00:03, 5.38it/s] 167/499 4.32G 0.01443 0.0118 0.003671 88 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 167/499 4.32G 0.01441 0.01178 0.003574 73 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 167/499 4.32G 0.01441 0.01178 0.003574 73 640: 52%|#####2 | 21/40 [00:03<00:03, 5.31it/s] 167/499 4.32G 0.01444 0.01196 0.003686 97 640: 52%|#####2 | 21/40 [00:04<00:03, 5.31it/s] 167/499 4.32G 0.01444 0.01196 0.003686 97 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 167/499 4.32G 0.0145 0.01195 0.003806 71 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 167/499 4.32G 0.0145 0.01195 0.003806 71 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 167/499 4.32G 0.0145 0.01183 0.003845 64 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 167/499 4.32G 0.0145 0.01183 0.003845 64 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 167/499 4.32G 0.01444 0.01173 0.003856 68 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 167/499 4.32G 0.01444 0.01173 0.003856 68 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 167/499 4.32G 0.01446 0.01193 0.003824 94 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 167/499 4.32G 0.01446 0.01193 0.003824 94 640: 65%|######5 | 26/40 [00:04<00:02, 5.21it/s] 167/499 4.32G 0.01441 0.01179 0.003734 63 640: 65%|######5 | 26/40 [00:05<00:02, 5.21it/s] 167/499 4.32G 0.01441 0.01179 0.003734 63 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 167/499 4.32G 0.01445 0.01179 0.003748 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 167/499 4.32G 0.01445 0.01179 0.003748 79 640: 70%|####### | 28/40 [00:05<00:02, 5.34it/s] 167/499 4.32G 0.01439 0.01174 0.003738 72 640: 70%|####### | 28/40 [00:05<00:02, 5.34it/s] 167/499 4.32G 0.01439 0.01174 0.003738 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 167/499 4.32G 0.01437 0.01172 0.003798 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 167/499 4.32G 0.01437 0.01172 0.003798 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 167/499 4.32G 0.0144 0.01174 0.003747 85 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 167/499 4.32G 0.0144 0.01174 0.003747 85 640: 78%|#######7 | 31/40 [00:05<00:01, 5.36it/s] 167/499 4.32G 0.0144 0.01174 0.003729 70 640: 78%|#######7 | 31/40 [00:06<00:01, 5.36it/s] 167/499 4.32G 0.0144 0.01174 0.003729 70 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 167/499 4.32G 0.0144 0.01174 0.003721 68 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 167/499 4.32G 0.0144 0.01174 0.003721 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 167/499 4.32G 0.01444 0.01176 0.003826 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 167/499 4.32G 0.01444 0.01176 0.003826 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 167/499 4.32G 0.01439 0.01172 0.003764 70 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 167/499 4.32G 0.01439 0.01172 0.003764 70 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 167/499 4.32G 0.01438 0.01171 0.003711 72 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 167/499 4.32G 0.01438 0.01171 0.003711 72 640: 90%|######### | 36/40 [00:06<00:00, 5.31it/s] 167/499 4.32G 0.0144 0.01169 0.003689 72 640: 90%|######### | 36/40 [00:06<00:00, 5.31it/s] 167/499 4.32G 0.0144 0.01169 0.003689 72 640: 92%|#########2| 37/40 [00:06<00:00, 5.37it/s] 167/499 4.32G 0.0144 0.01167 0.003704 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.37it/s] 167/499 4.32G 0.0144 0.01167 0.003704 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.23it/s] 167/499 4.32G 0.01438 0.01166 0.003693 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.23it/s] 167/499 4.32G 0.01438 0.01166 0.003693 81 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 167/499 4.32G 0.0144 0.01165 0.003647 36 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 167/499 4.32G 0.0144 0.01165 0.003647 36 640: 100%|##########| 40/40 [00:07<00:00, 5.42it/s] 167/499 4.32G 0.0144 0.01165 0.003647 36 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s] all 132 263 0.805 0.872 0.873 0.741 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 168/499 4.32G 0.01653 0.01024 0.008365 56 640: 0%| | 0/40 [00:00<?, ?it/s] 168/499 4.32G 0.01653 0.01024 0.008365 56 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 168/499 4.32G 0.01523 0.009992 0.005048 62 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 168/499 4.32G 0.01523 0.009992 0.005048 62 640: 5%|5 | 2/40 [00:00<00:07, 5.25it/s] 168/499 4.32G 0.01543 0.01065 0.004479 67 640: 5%|5 | 2/40 [00:00<00:07, 5.25it/s] 168/499 4.32G 0.01543 0.01065 0.004479 67 640: 8%|7 | 3/40 [00:00<00:06, 5.36it/s] 168/499 4.32G 0.01586 0.01144 0.004343 72 640: 8%|7 | 3/40 [00:00<00:06, 5.36it/s] 168/499 4.32G 0.01586 0.01144 0.004343 72 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 168/499 4.32G 0.01595 0.0118 0.004208 81 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 168/499 4.32G 0.01595 0.0118 0.004208 81 640: 12%|#2 | 5/40 [00:00<00:06, 5.31it/s] 168/499 4.32G 0.01589 0.01165 0.003825 69 640: 12%|#2 | 5/40 [00:01<00:06, 5.31it/s] 168/499 4.32G 0.01589 0.01165 0.003825 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 168/499 4.32G 0.01583 0.01212 0.003777 94 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 168/499 4.32G 0.01583 0.01212 0.003777 94 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 168/499 4.32G 0.01587 0.01222 0.003634 68 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 168/499 4.32G 0.01587 0.01222 0.003634 68 640: 20%|## | 8/40 [00:01<00:05, 5.34it/s] 168/499 4.32G 0.01564 0.01195 0.003578 63 640: 20%|## | 8/40 [00:01<00:05, 5.34it/s] 168/499 4.32G 0.01564 0.01195 0.003578 63 640: 22%|##2 | 9/40 [00:01<00:05, 5.39it/s] 168/499 4.32G 0.01554 0.01195 0.003777 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.39it/s] 168/499 4.32G 0.01554 0.01195 0.003777 80 640: 25%|##5 | 10/40 [00:01<00:05, 5.24it/s] 168/499 4.32G 0.01541 0.01177 0.003667 64 640: 25%|##5 | 10/40 [00:02<00:05, 5.24it/s] 168/499 4.32G 0.01541 0.01177 0.003667 64 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 168/499 4.32G 0.01533 0.01168 0.003587 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 168/499 4.32G 0.01533 0.01168 0.003587 70 640: 30%|### | 12/40 [00:02<00:05, 5.40it/s] 168/499 4.32G 0.01528 0.01162 0.003572 68 640: 30%|### | 12/40 [00:02<00:05, 5.40it/s] 168/499 4.32G 0.01528 0.01162 0.003572 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.25it/s] 168/499 4.32G 0.01521 0.01146 0.003569 64 640: 32%|###2 | 13/40 [00:02<00:05, 5.25it/s] 168/499 4.32G 0.01521 0.01146 0.003569 64 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 168/499 4.32G 0.01525 0.01153 0.003502 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 168/499 4.32G 0.01525 0.01153 0.003502 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.36it/s] 168/499 4.32G 0.01532 0.0116 0.003524 81 640: 38%|###7 | 15/40 [00:03<00:04, 5.36it/s] 168/499 4.32G 0.01532 0.0116 0.003524 81 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 168/499 4.32G 0.01529 0.01164 0.003469 86 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 168/499 4.32G 0.01529 0.01164 0.003469 86 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 168/499 4.32G 0.01535 0.01174 0.00347 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 168/499 4.32G 0.01535 0.01174 0.00347 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.37it/s] 168/499 4.32G 0.01534 0.01181 0.003503 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.37it/s] 168/499 4.32G 0.01534 0.01181 0.003503 73 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 168/499 4.32G 0.01539 0.01201 0.003409 93 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 168/499 4.32G 0.01539 0.01201 0.003409 93 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 168/499 4.32G 0.01543 0.01208 0.003547 80 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 168/499 4.32G 0.01543 0.01208 0.003547 80 640: 52%|#####2 | 21/40 [00:03<00:03, 5.38it/s] 168/499 4.32G 0.0154 0.01198 0.00375 62 640: 52%|#####2 | 21/40 [00:04<00:03, 5.38it/s] 168/499 4.32G 0.0154 0.01198 0.00375 62 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 168/499 4.32G 0.01538 0.01186 0.003725 56 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 168/499 4.32G 0.01538 0.01186 0.003725 56 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 168/499 4.32G 0.01543 0.01184 0.00364 61 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 168/499 4.32G 0.01543 0.01184 0.00364 61 640: 60%|###### | 24/40 [00:04<00:02, 5.38it/s] 168/499 4.32G 0.01533 0.01184 0.003714 69 640: 60%|###### | 24/40 [00:04<00:02, 5.38it/s] 168/499 4.32G 0.01533 0.01184 0.003714 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.26it/s] 168/499 4.32G 0.01533 0.01183 0.003659 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.26it/s] 168/499 4.32G 0.01533 0.01183 0.003659 79 640: 65%|######5 | 26/40 [00:04<00:02, 5.34it/s] 168/499 4.32G 0.01528 0.01194 0.003618 92 640: 65%|######5 | 26/40 [00:05<00:02, 5.34it/s] 168/499 4.32G 0.01528 0.01194 0.003618 92 640: 68%|######7 | 27/40 [00:05<00:02, 5.39it/s] 168/499 4.32G 0.01524 0.01184 0.00363 56 640: 68%|######7 | 27/40 [00:05<00:02, 5.39it/s] 168/499 4.32G 0.01524 0.01184 0.00363 56 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 168/499 4.32G 0.01519 0.01182 0.003569 66 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 168/499 4.32G 0.01519 0.01182 0.003569 66 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 168/499 4.32G 0.01513 0.01185 0.003633 88 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 168/499 4.32G 0.01513 0.01185 0.003633 88 640: 75%|#######5 | 30/40 [00:05<00:01, 5.40it/s] 168/499 4.32G 0.01512 0.01187 0.003579 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.40it/s] 168/499 4.32G 0.01512 0.01187 0.003579 81 640: 78%|#######7 | 31/40 [00:05<00:01, 5.23it/s] 168/499 4.32G 0.01516 0.01198 0.003704 97 640: 78%|#######7 | 31/40 [00:06<00:01, 5.23it/s] 168/499 4.32G 0.01516 0.01198 0.003704 97 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 168/499 4.32G 0.0152 0.01203 0.003685 78 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 168/499 4.32G 0.0152 0.01203 0.003685 78 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 168/499 4.32G 0.01517 0.01205 0.003605 81 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 168/499 4.32G 0.01517 0.01205 0.003605 81 640: 85%|########5 | 34/40 [00:06<00:01, 5.17it/s] 168/499 4.32G 0.01516 0.01198 0.003671 56 640: 85%|########5 | 34/40 [00:06<00:01, 5.17it/s] 168/499 4.32G 0.01516 0.01198 0.003671 56 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 168/499 4.32G 0.01521 0.01201 0.003728 67 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 168/499 4.32G 0.01521 0.01201 0.003728 67 640: 90%|######### | 36/40 [00:06<00:00, 5.31it/s] 168/499 4.32G 0.01522 0.01203 0.003747 79 640: 90%|######### | 36/40 [00:06<00:00, 5.31it/s] 168/499 4.32G 0.01522 0.01203 0.003747 79 640: 92%|#########2| 37/40 [00:06<00:00, 5.18it/s] 168/499 4.32G 0.01521 0.01204 0.003764 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 168/499 4.32G 0.01521 0.01204 0.003764 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 168/499 4.32G 0.01519 0.01204 0.003738 74 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 168/499 4.32G 0.01519 0.01204 0.003738 74 640: 98%|#########7| 39/40 [00:07<00:00, 5.36it/s] 168/499 4.32G 0.01522 0.01212 0.003736 44 640: 98%|#########7| 39/40 [00:07<00:00, 5.36it/s] 168/499 4.32G 0.01522 0.01212 0.003736 44 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] 168/499 4.32G 0.01522 0.01212 0.003736 44 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.85it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s] all 132 263 0.873 0.859 0.871 0.752 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 169/499 4.32G 0.01682 0.01211 0.004296 68 640: 0%| | 0/40 [00:00<?, ?it/s] 169/499 4.32G 0.01682 0.01211 0.004296 68 640: 2%|2 | 1/40 [00:00<00:07, 5.26it/s] 169/499 4.32G 0.01557 0.01181 0.00345 74 640: 2%|2 | 1/40 [00:00<00:07, 5.26it/s] 169/499 4.32G 0.01557 0.01181 0.00345 74 640: 5%|5 | 2/40 [00:00<00:07, 5.42it/s] 169/499 4.32G 0.0149 0.0121 0.005342 76 640: 5%|5 | 2/40 [00:00<00:07, 5.42it/s] 169/499 4.32G 0.0149 0.0121 0.005342 76 640: 8%|7 | 3/40 [00:00<00:07, 5.20it/s] 169/499 4.32G 0.01497 0.01153 0.004971 66 640: 8%|7 | 3/40 [00:00<00:07, 5.20it/s] 169/499 4.32G 0.01497 0.01153 0.004971 66 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 169/499 4.32G 0.01491 0.01209 0.004718 88 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 169/499 4.32G 0.01491 0.01209 0.004718 88 640: 12%|#2 | 5/40 [00:00<00:06, 5.41it/s] 169/499 4.32G 0.01534 0.01232 0.004481 76 640: 12%|#2 | 5/40 [00:01<00:06, 5.41it/s] 169/499 4.32G 0.01534 0.01232 0.004481 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 169/499 4.32G 0.01538 0.01247 0.004268 84 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 169/499 4.32G 0.01538 0.01247 0.004268 84 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 169/499 4.32G 0.01542 0.01216 0.003966 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 169/499 4.32G 0.01542 0.01216 0.003966 70 640: 20%|## | 8/40 [00:01<00:05, 5.41it/s] 169/499 4.32G 0.01543 0.01215 0.003821 79 640: 20%|## | 8/40 [00:01<00:05, 5.41it/s] 169/499 4.32G 0.01543 0.01215 0.003821 79 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 169/499 4.32G 0.01532 0.01219 0.003663 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 169/499 4.32G 0.01532 0.01219 0.003663 78 640: 25%|##5 | 10/40 [00:01<00:05, 5.35it/s] 169/499 4.32G 0.0153 0.01216 0.003466 77 640: 25%|##5 | 10/40 [00:02<00:05, 5.35it/s] 169/499 4.32G 0.0153 0.01216 0.003466 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.41it/s] 169/499 4.32G 0.01514 0.01201 0.003322 63 640: 28%|##7 | 11/40 [00:02<00:05, 5.41it/s] 169/499 4.32G 0.01514 0.01201 0.003322 63 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 169/499 4.32G 0.01501 0.01189 0.003157 68 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 169/499 4.32G 0.01501 0.01189 0.003157 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 169/499 4.32G 0.01494 0.01175 0.003105 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 169/499 4.32G 0.01494 0.01175 0.003105 68 640: 35%|###5 | 14/40 [00:02<00:04, 5.41it/s] 169/499 4.32G 0.01501 0.01152 0.003211 50 640: 35%|###5 | 14/40 [00:02<00:04, 5.41it/s] 169/499 4.32G 0.01501 0.01152 0.003211 50 640: 38%|###7 | 15/40 [00:02<00:04, 5.27it/s] 169/499 4.32G 0.01503 0.01144 0.003481 59 640: 38%|###7 | 15/40 [00:02<00:04, 5.27it/s] 169/499 4.32G 0.01503 0.01144 0.003481 59 640: 40%|#### | 16/40 [00:02<00:04, 5.35it/s] 169/499 4.32G 0.01502 0.01151 0.003444 78 640: 40%|#### | 16/40 [00:03<00:04, 5.35it/s] 169/499 4.32G 0.01502 0.01151 0.003444 78 640: 42%|####2 | 17/40 [00:03<00:04, 5.42it/s] 169/499 4.32G 0.01494 0.01154 0.003466 77 640: 42%|####2 | 17/40 [00:03<00:04, 5.42it/s] 169/499 4.32G 0.01494 0.01154 0.003466 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 169/499 4.32G 0.01495 0.01155 0.003398 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 169/499 4.32G 0.01495 0.01155 0.003398 76 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 169/499 4.32G 0.01497 0.01157 0.003386 73 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 169/499 4.32G 0.01497 0.01157 0.003386 73 640: 50%|##### | 20/40 [00:03<00:03, 5.40it/s] 169/499 4.32G 0.01489 0.01158 0.003335 77 640: 50%|##### | 20/40 [00:03<00:03, 5.40it/s] 169/499 4.32G 0.01489 0.01158 0.003335 77 640: 52%|#####2 | 21/40 [00:03<00:03, 5.24it/s] 169/499 4.32G 0.01491 0.01155 0.003379 74 640: 52%|#####2 | 21/40 [00:04<00:03, 5.24it/s] 169/499 4.32G 0.01491 0.01155 0.003379 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.34it/s] 169/499 4.32G 0.01482 0.01156 0.003288 84 640: 55%|#####5 | 22/40 [00:04<00:03, 5.34it/s] 169/499 4.32G 0.01482 0.01156 0.003288 84 640: 57%|#####7 | 23/40 [00:04<00:03, 5.40it/s] 169/499 4.32G 0.01475 0.01153 0.003313 65 640: 57%|#####7 | 23/40 [00:04<00:03, 5.40it/s] 169/499 4.32G 0.01475 0.01153 0.003313 65 640: 60%|###### | 24/40 [00:04<00:03, 5.25it/s] 169/499 4.32G 0.01469 0.01154 0.00342 85 640: 60%|###### | 24/40 [00:04<00:03, 5.25it/s] 169/499 4.32G 0.01469 0.01154 0.00342 85 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 169/499 4.32G 0.01471 0.01157 0.003422 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 169/499 4.32G 0.01471 0.01157 0.003422 75 640: 65%|######5 | 26/40 [00:04<00:02, 5.34it/s] 169/499 4.32G 0.01465 0.01151 0.003322 65 640: 65%|######5 | 26/40 [00:05<00:02, 5.34it/s] 169/499 4.32G 0.01465 0.01151 0.003322 65 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 169/499 4.32G 0.01464 0.01145 0.003278 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 169/499 4.32G 0.01464 0.01145 0.003278 73 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 169/499 4.32G 0.01461 0.01147 0.003228 76 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 169/499 4.32G 0.01461 0.01147 0.003228 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 169/499 4.32G 0.01465 0.01154 0.003216 81 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 169/499 4.32G 0.01465 0.01154 0.003216 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 169/499 4.32G 0.01467 0.01149 0.003215 61 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 169/499 4.32G 0.01467 0.01149 0.003215 61 640: 78%|#######7 | 31/40 [00:05<00:01, 5.28it/s] 169/499 4.32G 0.0146 0.01138 0.003171 56 640: 78%|#######7 | 31/40 [00:06<00:01, 5.28it/s] 169/499 4.32G 0.0146 0.01138 0.003171 56 640: 80%|######## | 32/40 [00:06<00:01, 5.36it/s] 169/499 4.32G 0.01452 0.01131 0.00317 59 640: 80%|######## | 32/40 [00:06<00:01, 5.36it/s] 169/499 4.32G 0.01452 0.01131 0.00317 59 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 169/499 4.32G 0.01448 0.0113 0.003148 79 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 169/499 4.32G 0.01448 0.0113 0.003148 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.30it/s] 169/499 4.32G 0.01446 0.01126 0.003129 63 640: 85%|########5 | 34/40 [00:06<00:01, 5.30it/s] 169/499 4.32G 0.01446 0.01126 0.003129 63 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 169/499 4.32G 0.01454 0.01131 0.003258 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 169/499 4.32G 0.01454 0.01131 0.003258 74 640: 90%|######### | 36/40 [00:06<00:00, 5.12it/s] 169/499 4.32G 0.01455 0.01132 0.003233 73 640: 90%|######### | 36/40 [00:06<00:00, 5.12it/s] 169/499 4.32G 0.01455 0.01132 0.003233 73 640: 92%|#########2| 37/40 [00:06<00:00, 5.23it/s] 169/499 4.32G 0.01457 0.0113 0.003253 62 640: 92%|#########2| 37/40 [00:07<00:00, 5.23it/s] 169/499 4.32G 0.01457 0.0113 0.003253 62 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 169/499 4.32G 0.0146 0.01131 0.003325 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 169/499 4.32G 0.0146 0.01131 0.003325 77 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 169/499 4.32G 0.01458 0.01139 0.003392 42 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 169/499 4.32G 0.01458 0.01139 0.003392 42 640: 100%|##########| 40/40 [00:07<00:00, 5.37it/s] 169/499 4.32G 0.01458 0.01139 0.003392 42 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.91 0.848 0.892 0.754 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 170/499 4.32G 0.0145 0.01103 0.00214 71 640: 0%| | 0/40 [00:00<?, ?it/s] 170/499 4.32G 0.0145 0.01103 0.00214 71 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 170/499 4.32G 0.01535 0.01189 0.002603 75 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 170/499 4.32G 0.01535 0.01189 0.002603 75 640: 5%|5 | 2/40 [00:00<00:07, 5.21it/s] 170/499 4.32G 0.01482 0.01224 0.002643 90 640: 5%|5 | 2/40 [00:00<00:07, 5.21it/s] 170/499 4.32G 0.01482 0.01224 0.002643 90 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 170/499 4.32G 0.01485 0.01327 0.003043 102 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 170/499 4.32G 0.01485 0.01327 0.003043 102 640: 10%|# | 4/40 [00:00<00:06, 5.43it/s] 170/499 4.32G 0.01471 0.01261 0.002955 72 640: 10%|# | 4/40 [00:00<00:06, 5.43it/s] 170/499 4.32G 0.01471 0.01261 0.002955 72 640: 12%|#2 | 5/40 [00:00<00:06, 5.25it/s] 170/499 4.32G 0.01511 0.01245 0.003117 68 640: 12%|#2 | 5/40 [00:01<00:06, 5.25it/s] 170/499 4.32G 0.01511 0.01245 0.003117 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 170/499 4.32G 0.01479 0.01168 0.003634 53 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 170/499 4.32G 0.01479 0.01168 0.003634 53 640: 18%|#7 | 7/40 [00:01<00:06, 5.36it/s] 170/499 4.32G 0.01465 0.01213 0.003595 102 640: 18%|#7 | 7/40 [00:01<00:06, 5.36it/s] 170/499 4.32G 0.01465 0.01213 0.003595 102 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 170/499 4.32G 0.0145 0.01196 0.003285 74 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 170/499 4.32G 0.0145 0.01196 0.003285 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 170/499 4.32G 0.01449 0.01202 0.00328 83 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 170/499 4.32G 0.01449 0.01202 0.00328 83 640: 25%|##5 | 10/40 [00:01<00:05, 5.39it/s] 170/499 4.32G 0.01452 0.01206 0.003277 74 640: 25%|##5 | 10/40 [00:02<00:05, 5.39it/s] 170/499 4.32G 0.01452 0.01206 0.003277 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 170/499 4.32G 0.01457 0.01201 0.003071 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 170/499 4.32G 0.01457 0.01201 0.003071 75 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 170/499 4.32G 0.0145 0.01199 0.003193 66 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 170/499 4.32G 0.0145 0.01199 0.003193 66 640: 32%|###2 | 13/40 [00:02<00:04, 5.41it/s] 170/499 4.32G 0.01449 0.01182 0.003378 69 640: 32%|###2 | 13/40 [00:02<00:04, 5.41it/s] 170/499 4.32G 0.01449 0.01182 0.003378 69 640: 35%|###5 | 14/40 [00:02<00:04, 5.26it/s] 170/499 4.32G 0.01454 0.01194 0.003645 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.26it/s] 170/499 4.32G 0.01454 0.01194 0.003645 75 640: 38%|###7 | 15/40 [00:02<00:04, 5.31it/s] 170/499 4.32G 0.01448 0.01175 0.003728 64 640: 38%|###7 | 15/40 [00:03<00:04, 5.31it/s] 170/499 4.32G 0.01448 0.01175 0.003728 64 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 170/499 4.32G 0.0145 0.01171 0.003723 69 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 170/499 4.32G 0.0145 0.01171 0.003723 69 640: 42%|####2 | 17/40 [00:03<00:04, 5.23it/s] 170/499 4.32G 0.01446 0.01165 0.003756 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.23it/s] 170/499 4.32G 0.01446 0.01165 0.003756 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 170/499 4.32G 0.01447 0.01181 0.003827 100 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 170/499 4.32G 0.01447 0.01181 0.003827 100 640: 48%|####7 | 19/40 [00:03<00:03, 5.38it/s] 170/499 4.32G 0.0144 0.01182 0.003821 78 640: 48%|####7 | 19/40 [00:03<00:03, 5.38it/s] 170/499 4.32G 0.0144 0.01182 0.003821 78 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 170/499 4.32G 0.01443 0.01185 0.003711 76 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 170/499 4.32G 0.01443 0.01185 0.003711 76 640: 52%|#####2 | 21/40 [00:03<00:03, 5.32it/s] 170/499 4.32G 0.01448 0.01182 0.003709 76 640: 52%|#####2 | 21/40 [00:04<00:03, 5.32it/s] 170/499 4.32G 0.01448 0.01182 0.003709 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.39it/s] 170/499 4.32G 0.0145 0.0117 0.003665 56 640: 55%|#####5 | 22/40 [00:04<00:03, 5.39it/s] 170/499 4.32G 0.0145 0.0117 0.003665 56 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 170/499 4.32G 0.01452 0.01183 0.00376 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 170/499 4.32G 0.01452 0.01183 0.00376 75 640: 60%|###### | 24/40 [00:04<00:02, 5.33it/s] 170/499 4.32G 0.01456 0.01194 0.003937 84 640: 60%|###### | 24/40 [00:04<00:02, 5.33it/s] 170/499 4.32G 0.01456 0.01194 0.003937 84 640: 62%|######2 | 25/40 [00:04<00:02, 5.41it/s] 170/499 4.32G 0.01449 0.01197 0.003816 88 640: 62%|######2 | 25/40 [00:04<00:02, 5.41it/s] 170/499 4.32G 0.01449 0.01197 0.003816 88 640: 65%|######5 | 26/40 [00:04<00:02, 5.24it/s] 170/499 4.32G 0.01453 0.01203 0.003881 71 640: 65%|######5 | 26/40 [00:05<00:02, 5.24it/s] 170/499 4.32G 0.01453 0.01203 0.003881 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 170/499 4.32G 0.01453 0.012 0.004022 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 170/499 4.32G 0.01453 0.012 0.004022 74 640: 70%|####### | 28/40 [00:05<00:02, 5.36it/s] 170/499 4.32G 0.01458 0.01207 0.004044 86 640: 70%|####### | 28/40 [00:05<00:02, 5.36it/s] 170/499 4.32G 0.01458 0.01207 0.004044 86 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 170/499 4.32G 0.01456 0.012 0.004155 66 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 170/499 4.32G 0.01456 0.012 0.004155 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 170/499 4.32G 0.01461 0.01214 0.004127 101 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 170/499 4.32G 0.01461 0.01214 0.004127 101 640: 78%|#######7 | 31/40 [00:05<00:01, 5.35it/s] 170/499 4.32G 0.01462 0.01213 0.00413 77 640: 78%|#######7 | 31/40 [00:06<00:01, 5.35it/s] 170/499 4.32G 0.01462 0.01213 0.00413 77 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 170/499 4.32G 0.01455 0.01208 0.004107 72 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 170/499 4.32G 0.01455 0.01208 0.004107 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 170/499 4.32G 0.01453 0.01209 0.004107 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 170/499 4.32G 0.01453 0.01209 0.004107 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.35it/s] 170/499 4.32G 0.0145 0.01207 0.004067 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.35it/s] 170/499 4.32G 0.0145 0.01207 0.004067 79 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 170/499 4.32G 0.01449 0.01202 0.004111 64 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 170/499 4.32G 0.01449 0.01202 0.004111 64 640: 90%|######### | 36/40 [00:06<00:00, 5.29it/s] 170/499 4.32G 0.01448 0.01198 0.004034 66 640: 90%|######### | 36/40 [00:06<00:00, 5.29it/s] 170/499 4.32G 0.01448 0.01198 0.004034 66 640: 92%|#########2| 37/40 [00:06<00:00, 5.36it/s] 170/499 4.32G 0.01457 0.01206 0.004122 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.36it/s] 170/499 4.32G 0.01457 0.01206 0.004122 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.23it/s] 170/499 4.32G 0.01455 0.01209 0.004144 84 640: 95%|#########5| 38/40 [00:07<00:00, 5.23it/s] 170/499 4.32G 0.01455 0.01209 0.004144 84 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 170/499 4.32G 0.0146 0.01207 0.004075 33 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 170/499 4.32G 0.0146 0.01207 0.004075 33 640: 100%|##########| 40/40 [00:07<00:00, 5.47it/s] 170/499 4.32G 0.0146 0.01207 0.004075 33 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.85it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.87it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.45it/s] all 132 263 0.879 0.881 0.896 0.747 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 171/499 4.32G 0.01429 0.0147 0.00287 99 640: 0%| | 0/40 [00:00<?, ?it/s] 171/499 4.32G 0.01429 0.0147 0.00287 99 640: 2%|2 | 1/40 [00:00<00:07, 4.91it/s] 171/499 4.32G 0.01391 0.01298 0.003062 80 640: 2%|2 | 1/40 [00:00<00:07, 4.91it/s] 171/499 4.32G 0.01391 0.01298 0.003062 80 640: 5%|5 | 2/40 [00:00<00:07, 5.25it/s] 171/499 4.32G 0.01431 0.01379 0.002886 99 640: 5%|5 | 2/40 [00:00<00:07, 5.25it/s] 171/499 4.32G 0.01431 0.01379 0.002886 99 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 171/499 4.32G 0.01411 0.01359 0.00261 79 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 171/499 4.32G 0.01411 0.01359 0.00261 79 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 171/499 4.32G 0.01407 0.01263 0.002468 61 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 171/499 4.32G 0.01407 0.01263 0.002468 61 640: 12%|#2 | 5/40 [00:00<00:06, 5.32it/s] 171/499 4.32G 0.0141 0.01219 0.002482 66 640: 12%|#2 | 5/40 [00:01<00:06, 5.32it/s] 171/499 4.32G 0.0141 0.01219 0.002482 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 171/499 4.32G 0.01411 0.01239 0.002402 77 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 171/499 4.32G 0.01411 0.01239 0.002402 77 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 171/499 4.32G 0.01426 0.01231 0.002356 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 171/499 4.32G 0.01426 0.01231 0.002356 76 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 171/499 4.32G 0.01454 0.01257 0.002569 89 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 171/499 4.32G 0.01454 0.01257 0.002569 89 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 171/499 4.32G 0.01464 0.01248 0.002505 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 171/499 4.32G 0.01464 0.01248 0.002505 69 640: 25%|##5 | 10/40 [00:01<00:05, 5.22it/s] 171/499 4.32G 0.01459 0.01237 0.002504 71 640: 25%|##5 | 10/40 [00:02<00:05, 5.22it/s] 171/499 4.32G 0.01459 0.01237 0.002504 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.29it/s] 171/499 4.32G 0.01484 0.01275 0.002652 102 640: 28%|##7 | 11/40 [00:02<00:05, 5.29it/s] 171/499 4.32G 0.01484 0.01275 0.002652 102 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 171/499 4.32G 0.01487 0.01256 0.002764 72 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 171/499 4.32G 0.01487 0.01256 0.002764 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.14it/s] 171/499 4.32G 0.01493 0.01251 0.002917 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.14it/s] 171/499 4.32G 0.01493 0.01251 0.002917 72 640: 35%|###5 | 14/40 [00:02<00:04, 5.26it/s] 171/499 4.32G 0.01502 0.01262 0.003163 86 640: 35%|###5 | 14/40 [00:02<00:04, 5.26it/s] 171/499 4.32G 0.01502 0.01262 0.003163 86 640: 38%|###7 | 15/40 [00:02<00:04, 5.35it/s] 171/499 4.32G 0.01497 0.01256 0.003183 75 640: 38%|###7 | 15/40 [00:03<00:04, 5.35it/s] 171/499 4.32G 0.01497 0.01256 0.003183 75 640: 40%|#### | 16/40 [00:03<00:04, 5.17it/s] 171/499 4.32G 0.01503 0.01257 0.003103 80 640: 40%|#### | 16/40 [00:03<00:04, 5.17it/s] 171/499 4.32G 0.01503 0.01257 0.003103 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 171/499 4.32G 0.01503 0.01249 0.003106 65 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 171/499 4.32G 0.01503 0.01249 0.003106 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 171/499 4.32G 0.01494 0.0124 0.003323 71 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 171/499 4.32G 0.01494 0.0124 0.003323 71 640: 48%|####7 | 19/40 [00:03<00:04, 5.17it/s] 171/499 4.32G 0.01492 0.01233 0.003461 64 640: 48%|####7 | 19/40 [00:03<00:04, 5.17it/s] 171/499 4.32G 0.01492 0.01233 0.003461 64 640: 50%|##### | 20/40 [00:03<00:03, 5.27it/s] 171/499 4.32G 0.01489 0.01223 0.00335 66 640: 50%|##### | 20/40 [00:03<00:03, 5.27it/s] 171/499 4.32G 0.01489 0.01223 0.00335 66 640: 52%|#####2 | 21/40 [00:03<00:03, 5.35it/s] 171/499 4.32G 0.01487 0.01223 0.003287 80 640: 52%|#####2 | 21/40 [00:04<00:03, 5.35it/s] 171/499 4.32G 0.01487 0.01223 0.003287 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.19it/s] 171/499 4.32G 0.01487 0.01217 0.003258 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.19it/s] 171/499 4.32G 0.01487 0.01217 0.003258 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 171/499 4.32G 0.01495 0.01215 0.003295 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 171/499 4.32G 0.01495 0.01215 0.003295 70 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 171/499 4.32G 0.01493 0.01213 0.003236 75 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 171/499 4.32G 0.01493 0.01213 0.003236 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 171/499 4.32G 0.01496 0.0121 0.00336 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 171/499 4.32G 0.01496 0.0121 0.00336 69 640: 65%|######5 | 26/40 [00:04<00:02, 5.27it/s] 171/499 4.32G 0.01491 0.01211 0.003368 85 640: 65%|######5 | 26/40 [00:05<00:02, 5.27it/s] 171/499 4.32G 0.01491 0.01211 0.003368 85 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 171/499 4.32G 0.01491 0.01205 0.003358 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 171/499 4.32G 0.01491 0.01205 0.003358 68 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 171/499 4.32G 0.01489 0.01203 0.003396 69 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 171/499 4.32G 0.01489 0.01203 0.003396 69 640: 72%|#######2 | 29/40 [00:05<00:02, 5.31it/s] 171/499 4.32G 0.01485 0.01204 0.003407 80 640: 72%|#######2 | 29/40 [00:05<00:02, 5.31it/s] 171/499 4.32G 0.01485 0.01204 0.003407 80 640: 75%|#######5 | 30/40 [00:05<00:01, 5.38it/s] 171/499 4.32G 0.0149 0.01199 0.003412 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.38it/s] 171/499 4.32G 0.0149 0.01199 0.003412 66 640: 78%|#######7 | 31/40 [00:05<00:01, 5.21it/s] 171/499 4.32G 0.01487 0.012 0.003436 82 640: 78%|#######7 | 31/40 [00:06<00:01, 5.21it/s] 171/499 4.32G 0.01487 0.012 0.003436 82 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 171/499 4.32G 0.01484 0.012 0.003501 86 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 171/499 4.32G 0.01484 0.012 0.003501 86 640: 82%|########2 | 33/40 [00:06<00:01, 5.35it/s] 171/499 4.32G 0.01485 0.012 0.003519 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.35it/s] 171/499 4.32G 0.01485 0.012 0.003519 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.21it/s] 171/499 4.32G 0.01484 0.01202 0.003551 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.21it/s] 171/499 4.32G 0.01484 0.01202 0.003551 76 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 171/499 4.32G 0.0148 0.01201 0.003547 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 171/499 4.32G 0.0148 0.01201 0.003547 75 640: 90%|######### | 36/40 [00:06<00:00, 5.36it/s] 171/499 4.32G 0.01485 0.01202 0.003615 80 640: 90%|######### | 36/40 [00:07<00:00, 5.36it/s] 171/499 4.32G 0.01485 0.01202 0.003615 80 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 171/499 4.32G 0.01483 0.01201 0.003644 74 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 171/499 4.32G 0.01483 0.01201 0.003644 74 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 171/499 4.32G 0.01478 0.01202 0.003673 83 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 171/499 4.32G 0.01478 0.01202 0.003673 83 640: 98%|#########7| 39/40 [00:07<00:00, 5.36it/s] 171/499 4.32G 0.0148 0.0122 0.003664 57 640: 98%|#########7| 39/40 [00:07<00:00, 5.36it/s] 171/499 4.32G 0.0148 0.0122 0.003664 57 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] 171/499 4.32G 0.0148 0.0122 0.003664 57 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s] all 132 263 0.88 0.836 0.881 0.74 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 172/499 4.32G 0.0163 0.01129 0.005418 66 640: 0%| | 0/40 [00:00<?, ?it/s] 172/499 4.32G 0.0163 0.01129 0.005418 66 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 172/499 4.32G 0.01639 0.01159 0.005671 70 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 172/499 4.32G 0.01639 0.01159 0.005671 70 640: 5%|5 | 2/40 [00:00<00:06, 5.50it/s] 172/499 4.32G 0.01646 0.01208 0.004848 83 640: 5%|5 | 2/40 [00:00<00:06, 5.50it/s] 172/499 4.32G 0.01646 0.01208 0.004848 83 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 172/499 4.32G 0.01656 0.01218 0.005843 72 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 172/499 4.32G 0.01656 0.01218 0.005843 72 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 172/499 4.32G 0.01662 0.01269 0.00594 85 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 172/499 4.32G 0.01662 0.01269 0.00594 85 640: 12%|#2 | 5/40 [00:00<00:06, 5.43it/s] 172/499 4.32G 0.01644 0.01241 0.005441 70 640: 12%|#2 | 5/40 [00:01<00:06, 5.43it/s] 172/499 4.32G 0.01644 0.01241 0.005441 70 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 172/499 4.32G 0.01635 0.01241 0.005364 78 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 172/499 4.32G 0.01635 0.01241 0.005364 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.26it/s] 172/499 4.32G 0.01611 0.01238 0.00494 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.26it/s] 172/499 4.32G 0.01611 0.01238 0.00494 73 640: 20%|## | 8/40 [00:01<00:05, 5.35it/s] 172/499 4.32G 0.01598 0.01224 0.004605 68 640: 20%|## | 8/40 [00:01<00:05, 5.35it/s] 172/499 4.32G 0.01598 0.01224 0.004605 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 172/499 4.32G 0.01585 0.01202 0.004345 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 172/499 4.32G 0.01585 0.01202 0.004345 69 640: 25%|##5 | 10/40 [00:01<00:05, 5.32it/s] 172/499 4.32G 0.01567 0.01216 0.004119 85 640: 25%|##5 | 10/40 [00:02<00:05, 5.32it/s] 172/499 4.32G 0.01567 0.01216 0.004119 85 640: 28%|##7 | 11/40 [00:02<00:05, 5.38it/s] 172/499 4.32G 0.01574 0.01209 0.004418 69 640: 28%|##7 | 11/40 [00:02<00:05, 5.38it/s] 172/499 4.32G 0.01574 0.01209 0.004418 69 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 172/499 4.32G 0.01575 0.01225 0.004345 84 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 172/499 4.32G 0.01575 0.01225 0.004345 84 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 172/499 4.32G 0.01569 0.01241 0.004241 94 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 172/499 4.32G 0.01569 0.01241 0.004241 94 640: 35%|###5 | 14/40 [00:02<00:04, 5.39it/s] 172/499 4.32G 0.01569 0.01263 0.004195 95 640: 35%|###5 | 14/40 [00:02<00:04, 5.39it/s] 172/499 4.32G 0.01569 0.01263 0.004195 95 640: 38%|###7 | 15/40 [00:02<00:04, 5.25it/s] 172/499 4.32G 0.01552 0.01238 0.004424 58 640: 38%|###7 | 15/40 [00:03<00:04, 5.25it/s] 172/499 4.32G 0.01552 0.01238 0.004424 58 640: 40%|#### | 16/40 [00:03<00:04, 5.34it/s] 172/499 4.32G 0.01542 0.01236 0.004364 79 640: 40%|#### | 16/40 [00:03<00:04, 5.34it/s] 172/499 4.32G 0.01542 0.01236 0.004364 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.41it/s] 172/499 4.32G 0.01552 0.0125 0.004393 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.41it/s] 172/499 4.32G 0.01552 0.0125 0.004393 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.26it/s] 172/499 4.32G 0.01548 0.01262 0.004508 82 640: 45%|####5 | 18/40 [00:03<00:04, 5.26it/s] 172/499 4.32G 0.01548 0.01262 0.004508 82 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 172/499 4.32G 0.0154 0.0126 0.004386 75 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 172/499 4.32G 0.0154 0.0126 0.004386 75 640: 50%|##### | 20/40 [00:03<00:03, 5.40it/s] 172/499 4.32G 0.01539 0.01268 0.004349 80 640: 50%|##### | 20/40 [00:03<00:03, 5.40it/s] 172/499 4.32G 0.01539 0.01268 0.004349 80 640: 52%|#####2 | 21/40 [00:03<00:03, 5.26it/s] 172/499 4.32G 0.01533 0.01261 0.00431 71 640: 52%|#####2 | 21/40 [00:04<00:03, 5.26it/s] 172/499 4.32G 0.01533 0.01261 0.00431 71 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 172/499 4.32G 0.01533 0.01266 0.004212 82 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 172/499 4.32G 0.01533 0.01266 0.004212 82 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 172/499 4.32G 0.01531 0.01264 0.004118 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 172/499 4.32G 0.01531 0.01264 0.004118 76 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 172/499 4.32G 0.01532 0.01255 0.004061 68 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 172/499 4.32G 0.01532 0.01255 0.004061 68 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 172/499 4.32G 0.01533 0.01245 0.004205 58 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 172/499 4.32G 0.01533 0.01245 0.004205 58 640: 65%|######5 | 26/40 [00:04<00:02, 5.41it/s] 172/499 4.32G 0.01533 0.01239 0.00429 71 640: 65%|######5 | 26/40 [00:05<00:02, 5.41it/s] 172/499 4.32G 0.01533 0.01239 0.00429 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.26it/s] 172/499 4.32G 0.01533 0.01246 0.004359 77 640: 68%|######7 | 27/40 [00:05<00:02, 5.26it/s] 172/499 4.32G 0.01533 0.01246 0.004359 77 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 172/499 4.32G 0.01532 0.01248 0.004296 77 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 172/499 4.32G 0.01532 0.01248 0.004296 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.38it/s] 172/499 4.32G 0.01529 0.01237 0.004215 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.38it/s] 172/499 4.32G 0.01529 0.01237 0.004215 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 172/499 4.32G 0.01527 0.01225 0.004196 53 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 172/499 4.32G 0.01527 0.01225 0.004196 53 640: 78%|#######7 | 31/40 [00:05<00:01, 5.33it/s] 172/499 4.32G 0.01524 0.01226 0.004127 82 640: 78%|#######7 | 31/40 [00:06<00:01, 5.33it/s] 172/499 4.32G 0.01524 0.01226 0.004127 82 640: 80%|######## | 32/40 [00:06<00:01, 5.37it/s] 172/499 4.32G 0.01518 0.01222 0.004119 77 640: 80%|######## | 32/40 [00:06<00:01, 5.37it/s] 172/499 4.32G 0.01518 0.01222 0.004119 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.24it/s] 172/499 4.32G 0.01517 0.01223 0.004125 83 640: 82%|########2 | 33/40 [00:06<00:01, 5.24it/s] 172/499 4.32G 0.01517 0.01223 0.004125 83 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 172/499 4.32G 0.01515 0.01226 0.004118 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 172/499 4.32G 0.01515 0.01226 0.004118 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 172/499 4.32G 0.01513 0.01223 0.004158 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 172/499 4.32G 0.01513 0.01223 0.004158 71 640: 90%|######### | 36/40 [00:06<00:00, 5.12it/s] 172/499 4.32G 0.01516 0.0122 0.00434 71 640: 90%|######### | 36/40 [00:06<00:00, 5.12it/s] 172/499 4.32G 0.01516 0.0122 0.00434 71 640: 92%|#########2| 37/40 [00:06<00:00, 5.22it/s] 172/499 4.32G 0.01511 0.01215 0.004283 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.22it/s] 172/499 4.32G 0.01511 0.01215 0.004283 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 172/499 4.32G 0.01514 0.01219 0.004325 83 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 172/499 4.32G 0.01514 0.01219 0.004325 83 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 172/499 4.32G 0.01519 0.01218 0.004344 36 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 172/499 4.32G 0.01519 0.01218 0.004344 36 640: 100%|##########| 40/40 [00:07<00:00, 5.36it/s] 172/499 4.32G 0.01519 0.01218 0.004344 36 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s] all 132 263 0.876 0.874 0.885 0.742 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 173/499 4.32G 0.01432 0.01177 0.001386 75 640: 0%| | 0/40 [00:00<?, ?it/s] 173/499 4.32G 0.01432 0.01177 0.001386 75 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 173/499 4.32G 0.01425 0.01142 0.002146 70 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 173/499 4.32G 0.01425 0.01142 0.002146 70 640: 5%|5 | 2/40 [00:00<00:07, 5.08it/s] 173/499 4.32G 0.01417 0.01139 0.001885 82 640: 5%|5 | 2/40 [00:00<00:07, 5.08it/s] 173/499 4.32G 0.01417 0.01139 0.001885 82 640: 8%|7 | 3/40 [00:00<00:07, 5.29it/s] 173/499 4.32G 0.0137 0.01114 0.00204 75 640: 8%|7 | 3/40 [00:00<00:07, 5.29it/s] 173/499 4.32G 0.0137 0.01114 0.00204 75 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 173/499 4.32G 0.01367 0.0111 0.001916 72 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 173/499 4.32G 0.01367 0.0111 0.001916 72 640: 12%|#2 | 5/40 [00:00<00:06, 5.25it/s] 173/499 4.32G 0.01351 0.01117 0.00221 79 640: 12%|#2 | 5/40 [00:01<00:06, 5.25it/s] 173/499 4.32G 0.01351 0.01117 0.00221 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 173/499 4.32G 0.01355 0.01128 0.002255 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 173/499 4.32G 0.01355 0.01128 0.002255 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.39it/s] 173/499 4.32G 0.01383 0.01184 0.002822 91 640: 18%|#7 | 7/40 [00:01<00:06, 5.39it/s] 173/499 4.32G 0.01383 0.01184 0.002822 91 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 173/499 4.32G 0.01391 0.01204 0.003004 85 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 173/499 4.32G 0.01391 0.01204 0.003004 85 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 173/499 4.32G 0.01398 0.01206 0.002951 77 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 173/499 4.32G 0.01398 0.01206 0.002951 77 640: 25%|##5 | 10/40 [00:01<00:05, 5.38it/s] 173/499 4.32G 0.01413 0.012 0.003616 63 640: 25%|##5 | 10/40 [00:02<00:05, 5.38it/s] 173/499 4.32G 0.01413 0.012 0.003616 63 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 173/499 4.32G 0.01402 0.01192 0.00378 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 173/499 4.32G 0.01402 0.01192 0.00378 77 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 173/499 4.32G 0.014 0.01195 0.003732 71 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 173/499 4.32G 0.014 0.01195 0.003732 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 173/499 4.32G 0.01423 0.01195 0.003808 67 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 173/499 4.32G 0.01423 0.01195 0.003808 67 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 173/499 4.32G 0.0142 0.01187 0.00394 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 173/499 4.32G 0.0142 0.01187 0.00394 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.31it/s] 173/499 4.32G 0.01421 0.01186 0.003981 68 640: 38%|###7 | 15/40 [00:03<00:04, 5.31it/s] 173/499 4.32G 0.01421 0.01186 0.003981 68 640: 40%|#### | 16/40 [00:03<00:04, 5.38it/s] 173/499 4.32G 0.01416 0.01176 0.003995 62 640: 40%|#### | 16/40 [00:03<00:04, 5.38it/s] 173/499 4.32G 0.01416 0.01176 0.003995 62 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 173/499 4.32G 0.01417 0.01173 0.003919 66 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 173/499 4.32G 0.01417 0.01173 0.003919 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 173/499 4.32G 0.01406 0.01175 0.003872 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 173/499 4.32G 0.01406 0.01175 0.003872 80 640: 48%|####7 | 19/40 [00:03<00:03, 5.38it/s] 173/499 4.32G 0.01416 0.01184 0.003883 85 640: 48%|####7 | 19/40 [00:03<00:03, 5.38it/s] 173/499 4.32G 0.01416 0.01184 0.003883 85 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 173/499 4.32G 0.01423 0.01179 0.003879 58 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 173/499 4.32G 0.01423 0.01179 0.003879 58 640: 52%|#####2 | 21/40 [00:03<00:03, 5.31it/s] 173/499 4.32G 0.01426 0.01185 0.003936 81 640: 52%|#####2 | 21/40 [00:04<00:03, 5.31it/s] 173/499 4.32G 0.01426 0.01185 0.003936 81 640: 55%|#####5 | 22/40 [00:04<00:03, 5.38it/s] 173/499 4.32G 0.01422 0.01179 0.003858 68 640: 55%|#####5 | 22/40 [00:04<00:03, 5.38it/s] 173/499 4.32G 0.01422 0.01179 0.003858 68 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 173/499 4.32G 0.0142 0.01171 0.003839 61 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 173/499 4.32G 0.0142 0.01171 0.003839 61 640: 60%|###### | 24/40 [00:04<00:02, 5.35it/s] 173/499 4.32G 0.01419 0.01176 0.003817 75 640: 60%|###### | 24/40 [00:04<00:02, 5.35it/s] 173/499 4.32G 0.01419 0.01176 0.003817 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.43it/s] 173/499 4.32G 0.01418 0.01186 0.00374 86 640: 62%|######2 | 25/40 [00:04<00:02, 5.43it/s] 173/499 4.32G 0.01418 0.01186 0.00374 86 640: 65%|######5 | 26/40 [00:04<00:02, 5.28it/s] 173/499 4.32G 0.01416 0.01184 0.003661 69 640: 65%|######5 | 26/40 [00:05<00:02, 5.28it/s] 173/499 4.32G 0.01416 0.01184 0.003661 69 640: 68%|######7 | 27/40 [00:05<00:02, 5.35it/s] 173/499 4.32G 0.01418 0.01185 0.003634 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.35it/s] 173/499 4.32G 0.01418 0.01185 0.003634 68 640: 70%|####### | 28/40 [00:05<00:02, 5.40it/s] 173/499 4.32G 0.01418 0.0118 0.003615 69 640: 70%|####### | 28/40 [00:05<00:02, 5.40it/s] 173/499 4.32G 0.01418 0.0118 0.003615 69 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 173/499 4.32G 0.01431 0.01182 0.003602 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 173/499 4.32G 0.01431 0.01182 0.003602 67 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 173/499 4.32G 0.01432 0.01181 0.003611 63 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 173/499 4.32G 0.01432 0.01181 0.003611 63 640: 78%|#######7 | 31/40 [00:05<00:01, 5.30it/s] 173/499 4.32G 0.01435 0.01181 0.003633 69 640: 78%|#######7 | 31/40 [00:06<00:01, 5.30it/s] 173/499 4.32G 0.01435 0.01181 0.003633 69 640: 80%|######## | 32/40 [00:06<00:01, 5.15it/s] 173/499 4.32G 0.01436 0.01179 0.003579 71 640: 80%|######## | 32/40 [00:06<00:01, 5.15it/s] 173/499 4.32G 0.01436 0.01179 0.003579 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.24it/s] 173/499 4.32G 0.01438 0.01183 0.003582 78 640: 82%|########2 | 33/40 [00:06<00:01, 5.24it/s] 173/499 4.32G 0.01438 0.01183 0.003582 78 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 173/499 4.32G 0.01434 0.01175 0.003591 59 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 173/499 4.32G 0.01434 0.01175 0.003591 59 640: 88%|########7 | 35/40 [00:06<00:00, 5.14it/s] 173/499 4.32G 0.01432 0.01175 0.003698 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.14it/s] 173/499 4.32G 0.01432 0.01175 0.003698 77 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 173/499 4.32G 0.01432 0.01177 0.003658 84 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 173/499 4.32G 0.01432 0.01177 0.003658 84 640: 92%|#########2| 37/40 [00:06<00:00, 5.33it/s] 173/499 4.32G 0.01432 0.01175 0.003624 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.33it/s] 173/499 4.32G 0.01432 0.01175 0.003624 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 173/499 4.32G 0.0143 0.01179 0.003593 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 173/499 4.32G 0.0143 0.01179 0.003593 80 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 173/499 4.32G 0.01441 0.0117 0.00377 28 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 173/499 4.32G 0.01441 0.0117 0.00377 28 640: 100%|##########| 40/40 [00:07<00:00, 5.45it/s] 173/499 4.32G 0.01441 0.0117 0.00377 28 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.845 0.844 0.861 0.732 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 174/499 4.32G 0.01438 0.01182 0.006496 77 640: 0%| | 0/40 [00:00<?, ?it/s] 174/499 4.32G 0.01438 0.01182 0.006496 77 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 174/499 4.32G 0.01547 0.01122 0.006147 68 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 174/499 4.32G 0.01547 0.01122 0.006147 68 640: 5%|5 | 2/40 [00:00<00:07, 5.30it/s] 174/499 4.32G 0.01506 0.01156 0.006258 80 640: 5%|5 | 2/40 [00:00<00:07, 5.30it/s] 174/499 4.32G 0.01506 0.01156 0.006258 80 640: 8%|7 | 3/40 [00:00<00:06, 5.41it/s] 174/499 4.32G 0.01518 0.01094 0.007005 56 640: 8%|7 | 3/40 [00:00<00:06, 5.41it/s] 174/499 4.32G 0.01518 0.01094 0.007005 56 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 174/499 4.32G 0.01507 0.01092 0.006611 64 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 174/499 4.32G 0.01507 0.01092 0.006611 64 640: 12%|#2 | 5/40 [00:00<00:06, 5.32it/s] 174/499 4.32G 0.01467 0.01105 0.006004 77 640: 12%|#2 | 5/40 [00:01<00:06, 5.32it/s] 174/499 4.32G 0.01467 0.01105 0.006004 77 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 174/499 4.32G 0.01462 0.01124 0.005284 80 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 174/499 4.32G 0.01462 0.01124 0.005284 80 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 174/499 4.32G 0.01466 0.01145 0.005 82 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 174/499 4.32G 0.01466 0.01145 0.005 82 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 174/499 4.32G 0.01456 0.01154 0.004803 81 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 174/499 4.32G 0.01456 0.01154 0.004803 81 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 174/499 4.32G 0.01456 0.01142 0.00458 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 174/499 4.32G 0.01456 0.01142 0.00458 70 640: 25%|##5 | 10/40 [00:01<00:05, 5.24it/s] 174/499 4.32G 0.01455 0.01148 0.004455 78 640: 25%|##5 | 10/40 [00:02<00:05, 5.24it/s] 174/499 4.32G 0.01455 0.01148 0.004455 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 174/499 4.32G 0.01454 0.01155 0.004342 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 174/499 4.32G 0.01454 0.01155 0.004342 74 640: 30%|### | 12/40 [00:02<00:05, 5.43it/s] 174/499 4.32G 0.01457 0.01165 0.004394 82 640: 30%|### | 12/40 [00:02<00:05, 5.43it/s] 174/499 4.32G 0.01457 0.01165 0.004394 82 640: 32%|###2 | 13/40 [00:02<00:05, 5.29it/s] 174/499 4.32G 0.01452 0.01193 0.004227 91 640: 32%|###2 | 13/40 [00:02<00:05, 5.29it/s] 174/499 4.32G 0.01452 0.01193 0.004227 91 640: 35%|###5 | 14/40 [00:02<00:04, 5.37it/s] 174/499 4.32G 0.01446 0.01181 0.004057 68 640: 35%|###5 | 14/40 [00:02<00:04, 5.37it/s] 174/499 4.32G 0.01446 0.01181 0.004057 68 640: 38%|###7 | 15/40 [00:02<00:04, 5.42it/s] 174/499 4.32G 0.01447 0.01181 0.003969 81 640: 38%|###7 | 15/40 [00:03<00:04, 5.42it/s] 174/499 4.32G 0.01447 0.01181 0.003969 81 640: 40%|#### | 16/40 [00:03<00:04, 5.27it/s] 174/499 4.32G 0.01451 0.01188 0.004052 90 640: 40%|#### | 16/40 [00:03<00:04, 5.27it/s] 174/499 4.32G 0.01451 0.01188 0.004052 90 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 174/499 4.32G 0.01457 0.01186 0.003928 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 174/499 4.32G 0.01457 0.01186 0.003928 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.42it/s] 174/499 4.32G 0.0146 0.01205 0.003948 94 640: 45%|####5 | 18/40 [00:03<00:04, 5.42it/s] 174/499 4.32G 0.0146 0.01205 0.003948 94 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 174/499 4.32G 0.01458 0.01203 0.003898 78 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 174/499 4.32G 0.01458 0.01203 0.003898 78 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 174/499 4.32G 0.01464 0.01206 0.003814 75 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 174/499 4.32G 0.01464 0.01206 0.003814 75 640: 52%|#####2 | 21/40 [00:03<00:03, 5.39it/s] 174/499 4.32G 0.0146 0.01204 0.004036 71 640: 52%|#####2 | 21/40 [00:04<00:03, 5.39it/s] 174/499 4.32G 0.0146 0.01204 0.004036 71 640: 55%|#####5 | 22/40 [00:04<00:03, 5.26it/s] 174/499 4.32G 0.01462 0.01209 0.004005 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.26it/s] 174/499 4.32G 0.01462 0.01209 0.004005 80 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 174/499 4.32G 0.01455 0.01213 0.003888 85 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 174/499 4.32G 0.01455 0.01213 0.003888 85 640: 60%|###### | 24/40 [00:04<00:02, 5.41it/s] 174/499 4.32G 0.01455 0.01219 0.003827 84 640: 60%|###### | 24/40 [00:04<00:02, 5.41it/s] 174/499 4.32G 0.01455 0.01219 0.003827 84 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 174/499 4.32G 0.01453 0.01211 0.003827 58 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 174/499 4.32G 0.01453 0.01211 0.003827 58 640: 65%|######5 | 26/40 [00:04<00:02, 5.37it/s] 174/499 4.32G 0.01452 0.01212 0.003798 84 640: 65%|######5 | 26/40 [00:05<00:02, 5.37it/s] 174/499 4.32G 0.01452 0.01212 0.003798 84 640: 68%|######7 | 27/40 [00:05<00:02, 5.39it/s] 174/499 4.32G 0.01452 0.01214 0.003915 78 640: 68%|######7 | 27/40 [00:05<00:02, 5.39it/s] 174/499 4.32G 0.01452 0.01214 0.003915 78 640: 70%|####### | 28/40 [00:05<00:02, 5.23it/s] 174/499 4.32G 0.0145 0.01214 0.003851 78 640: 70%|####### | 28/40 [00:05<00:02, 5.23it/s] 174/499 4.32G 0.0145 0.01214 0.003851 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 174/499 4.32G 0.01447 0.01216 0.003781 80 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 174/499 4.32G 0.01447 0.01216 0.003781 80 640: 75%|#######5 | 30/40 [00:05<00:01, 5.39it/s] 174/499 4.32G 0.01441 0.01216 0.00373 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.39it/s] 174/499 4.32G 0.01441 0.01216 0.00373 81 640: 78%|#######7 | 31/40 [00:05<00:01, 5.25it/s] 174/499 4.32G 0.01439 0.01212 0.003708 72 640: 78%|#######7 | 31/40 [00:06<00:01, 5.25it/s] 174/499 4.32G 0.01439 0.01212 0.003708 72 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 174/499 4.32G 0.01444 0.01214 0.003639 69 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 174/499 4.32G 0.01444 0.01214 0.003639 69 640: 82%|########2 | 33/40 [00:06<00:01, 5.37it/s] 174/499 4.32G 0.01442 0.0121 0.003601 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.37it/s] 174/499 4.32G 0.01442 0.0121 0.003601 72 640: 85%|########5 | 34/40 [00:06<00:01, 5.15it/s] 174/499 4.32G 0.01442 0.01202 0.003601 62 640: 85%|########5 | 34/40 [00:06<00:01, 5.15it/s] 174/499 4.32G 0.01442 0.01202 0.003601 62 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 174/499 4.32G 0.01438 0.01199 0.003565 80 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 174/499 4.32G 0.01438 0.01199 0.003565 80 640: 90%|######### | 36/40 [00:06<00:00, 5.34it/s] 174/499 4.32G 0.01439 0.01202 0.003573 76 640: 90%|######### | 36/40 [00:06<00:00, 5.34it/s] 174/499 4.32G 0.01439 0.01202 0.003573 76 640: 92%|#########2| 37/40 [00:06<00:00, 5.21it/s] 174/499 4.32G 0.01442 0.01202 0.003512 82 640: 92%|#########2| 37/40 [00:07<00:00, 5.21it/s] 174/499 4.32G 0.01442 0.01202 0.003512 82 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 174/499 4.32G 0.01443 0.01199 0.00359 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 174/499 4.32G 0.01443 0.01199 0.00359 68 640: 98%|#########7| 39/40 [00:07<00:00, 5.38it/s] 174/499 4.32G 0.01446 0.012 0.003611 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.38it/s] 174/499 4.32G 0.01446 0.012 0.003611 38 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] 174/499 4.32G 0.01446 0.012 0.003611 38 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.83it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.869 0.867 0.873 0.735 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 175/499 4.32G 0.01339 0.01174 0.003873 80 640: 0%| | 0/40 [00:00<?, ?it/s] 175/499 4.32G 0.01339 0.01174 0.003873 80 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 175/499 4.32G 0.014 0.01194 0.003384 71 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 175/499 4.32G 0.014 0.01194 0.003384 71 640: 5%|5 | 2/40 [00:00<00:06, 5.54it/s] 175/499 4.32G 0.01353 0.01216 0.003561 78 640: 5%|5 | 2/40 [00:00<00:06, 5.54it/s] 175/499 4.32G 0.01353 0.01216 0.003561 78 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 175/499 4.32G 0.01379 0.01198 0.00449 65 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 175/499 4.32G 0.01379 0.01198 0.00449 65 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 175/499 4.32G 0.01407 0.01197 0.003837 79 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 175/499 4.32G 0.01407 0.01197 0.003837 79 640: 12%|#2 | 5/40 [00:00<00:06, 5.39it/s] 175/499 4.32G 0.01403 0.01163 0.003718 63 640: 12%|#2 | 5/40 [00:01<00:06, 5.39it/s] 175/499 4.32G 0.01403 0.01163 0.003718 63 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 175/499 4.32G 0.01381 0.01155 0.003371 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 175/499 4.32G 0.01381 0.01155 0.003371 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 175/499 4.32G 0.0139 0.01142 0.003793 65 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 175/499 4.32G 0.0139 0.01142 0.003793 65 640: 20%|## | 8/40 [00:01<00:05, 5.40it/s] 175/499 4.32G 0.01378 0.01182 0.003514 99 640: 20%|## | 8/40 [00:01<00:05, 5.40it/s] 175/499 4.32G 0.01378 0.01182 0.003514 99 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 175/499 4.32G 0.01378 0.012 0.003474 81 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 175/499 4.32G 0.01378 0.012 0.003474 81 640: 25%|##5 | 10/40 [00:01<00:05, 5.31it/s] 175/499 4.32G 0.01375 0.01205 0.003335 79 640: 25%|##5 | 10/40 [00:02<00:05, 5.31it/s] 175/499 4.32G 0.01375 0.01205 0.003335 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.38it/s] 175/499 4.32G 0.01373 0.01207 0.003225 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.38it/s] 175/499 4.32G 0.01373 0.01207 0.003225 75 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 175/499 4.32G 0.01378 0.01189 0.003352 67 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 175/499 4.32G 0.01378 0.01189 0.003352 67 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 175/499 4.32G 0.01376 0.01179 0.003213 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 175/499 4.32G 0.01376 0.01179 0.003213 68 640: 35%|###5 | 14/40 [00:02<00:04, 5.39it/s] 175/499 4.32G 0.01387 0.01171 0.00317 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.39it/s] 175/499 4.32G 0.01387 0.01171 0.00317 71 640: 38%|###7 | 15/40 [00:02<00:04, 5.25it/s] 175/499 4.32G 0.0138 0.01161 0.003168 77 640: 38%|###7 | 15/40 [00:03<00:04, 5.25it/s] 175/499 4.32G 0.0138 0.01161 0.003168 77 640: 40%|#### | 16/40 [00:03<00:04, 5.34it/s] 175/499 4.32G 0.01375 0.01153 0.003144 74 640: 40%|#### | 16/40 [00:03<00:04, 5.34it/s] 175/499 4.32G 0.01375 0.01153 0.003144 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.40it/s] 175/499 4.32G 0.01368 0.01147 0.003087 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.40it/s] 175/499 4.32G 0.01368 0.01147 0.003087 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 175/499 4.32G 0.01374 0.0115 0.003171 75 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 175/499 4.32G 0.01374 0.0115 0.003171 75 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 175/499 4.32G 0.01365 0.01142 0.00337 76 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 175/499 4.32G 0.01365 0.01142 0.00337 76 640: 50%|##### | 20/40 [00:03<00:03, 5.40it/s] 175/499 4.32G 0.01362 0.0114 0.00338 76 640: 50%|##### | 20/40 [00:03<00:03, 5.40it/s] 175/499 4.32G 0.01362 0.0114 0.00338 76 640: 52%|#####2 | 21/40 [00:03<00:03, 5.22it/s] 175/499 4.32G 0.01365 0.01143 0.003478 85 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 175/499 4.32G 0.01365 0.01143 0.003478 85 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 175/499 4.32G 0.01374 0.01146 0.003405 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 175/499 4.32G 0.01374 0.01146 0.003405 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 175/499 4.32G 0.01372 0.0114 0.003294 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 175/499 4.32G 0.01372 0.0114 0.003294 70 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 175/499 4.32G 0.01378 0.0114 0.003225 77 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 175/499 4.32G 0.01378 0.0114 0.003225 77 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 175/499 4.32G 0.01377 0.0115 0.003179 94 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 175/499 4.32G 0.01377 0.0115 0.003179 94 640: 65%|######5 | 26/40 [00:04<00:02, 5.38it/s] 175/499 4.32G 0.01377 0.0115 0.003167 82 640: 65%|######5 | 26/40 [00:05<00:02, 5.38it/s] 175/499 4.32G 0.01377 0.0115 0.003167 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.24it/s] 175/499 4.32G 0.01376 0.01147 0.003105 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.24it/s] 175/499 4.32G 0.01376 0.01147 0.003105 68 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 175/499 4.32G 0.01381 0.01146 0.00309 70 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 175/499 4.32G 0.01381 0.01146 0.00309 70 640: 72%|#######2 | 29/40 [00:05<00:02, 5.38it/s] 175/499 4.32G 0.01382 0.01141 0.003158 66 640: 72%|#######2 | 29/40 [00:05<00:02, 5.38it/s] 175/499 4.32G 0.01382 0.01141 0.003158 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.23it/s] 175/499 4.32G 0.01384 0.01136 0.003149 69 640: 75%|#######5 | 30/40 [00:05<00:01, 5.23it/s] 175/499 4.32G 0.01384 0.01136 0.003149 69 640: 78%|#######7 | 31/40 [00:05<00:01, 5.31it/s] 175/499 4.32G 0.01378 0.01132 0.003074 74 640: 78%|#######7 | 31/40 [00:06<00:01, 5.31it/s] 175/499 4.32G 0.01378 0.01132 0.003074 74 640: 80%|######## | 32/40 [00:06<00:01, 5.35it/s] 175/499 4.32G 0.01376 0.0113 0.00306 72 640: 80%|######## | 32/40 [00:06<00:01, 5.35it/s] 175/499 4.32G 0.01376 0.0113 0.00306 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 175/499 4.32G 0.0138 0.0113 0.003075 66 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 175/499 4.32G 0.0138 0.0113 0.003075 66 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 175/499 4.32G 0.01386 0.01133 0.003123 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 175/499 4.32G 0.01386 0.01133 0.003123 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.37it/s] 175/499 4.32G 0.01389 0.01135 0.003169 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.37it/s] 175/499 4.32G 0.01389 0.01135 0.003169 75 640: 90%|######### | 36/40 [00:06<00:00, 5.21it/s] 175/499 4.32G 0.01389 0.0113 0.00318 61 640: 90%|######### | 36/40 [00:06<00:00, 5.21it/s] 175/499 4.32G 0.01389 0.0113 0.00318 61 640: 92%|#########2| 37/40 [00:06<00:00, 5.30it/s] 175/499 4.32G 0.01394 0.01127 0.003176 69 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 175/499 4.32G 0.01394 0.01127 0.003176 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.37it/s] 175/499 4.32G 0.014 0.01134 0.00324 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.37it/s] 175/499 4.32G 0.014 0.01134 0.00324 75 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 175/499 4.32G 0.01397 0.01139 0.003336 46 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 175/499 4.32G 0.01397 0.01139 0.003336 46 640: 100%|##########| 40/40 [00:07<00:00, 5.40it/s] 175/499 4.32G 0.01397 0.01139 0.003336 46 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.896 0.905 0.919 0.773 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 176/499 4.32G 0.01373 0.01138 0.001323 70 640: 0%| | 0/40 [00:00<?, ?it/s] 176/499 4.32G 0.01373 0.01138 0.001323 70 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 176/499 4.32G 0.01439 0.01108 0.002108 73 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 176/499 4.32G 0.01439 0.01108 0.002108 73 640: 5%|5 | 2/40 [00:00<00:07, 5.21it/s] 176/499 4.32G 0.01417 0.01177 0.001942 91 640: 5%|5 | 2/40 [00:00<00:07, 5.21it/s] 176/499 4.32G 0.01417 0.01177 0.001942 91 640: 8%|7 | 3/40 [00:00<00:06, 5.35it/s] 176/499 4.32G 0.01454 0.01178 0.002463 78 640: 8%|7 | 3/40 [00:00<00:06, 5.35it/s] 176/499 4.32G 0.01454 0.01178 0.002463 78 640: 10%|# | 4/40 [00:00<00:06, 5.43it/s] 176/499 4.32G 0.01479 0.01156 0.002727 66 640: 10%|# | 4/40 [00:00<00:06, 5.43it/s] 176/499 4.32G 0.01479 0.01156 0.002727 66 640: 12%|#2 | 5/40 [00:00<00:06, 5.26it/s] 176/499 4.32G 0.0146 0.01129 0.00313 61 640: 12%|#2 | 5/40 [00:01<00:06, 5.26it/s] 176/499 4.32G 0.0146 0.01129 0.00313 61 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 176/499 4.32G 0.01459 0.01138 0.003803 75 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 176/499 4.32G 0.01459 0.01138 0.003803 75 640: 18%|#7 | 7/40 [00:01<00:06, 5.41it/s] 176/499 4.32G 0.01445 0.01161 0.003873 87 640: 18%|#7 | 7/40 [00:01<00:06, 5.41it/s] 176/499 4.32G 0.01445 0.01161 0.003873 87 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 176/499 4.32G 0.01454 0.01158 0.004105 68 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 176/499 4.32G 0.01454 0.01158 0.004105 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 176/499 4.32G 0.01461 0.01157 0.004384 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 176/499 4.32G 0.01461 0.01157 0.004384 69 640: 25%|##5 | 10/40 [00:01<00:05, 5.41it/s] 176/499 4.32G 0.01468 0.01207 0.00434 106 640: 25%|##5 | 10/40 [00:02<00:05, 5.41it/s] 176/499 4.32G 0.01468 0.01207 0.00434 106 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 176/499 4.32G 0.01473 0.01229 0.004468 85 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 176/499 4.32G 0.01473 0.01229 0.004468 85 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 176/499 4.32G 0.01459 0.0121 0.004363 70 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 176/499 4.32G 0.01459 0.0121 0.004363 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.38it/s] 176/499 4.32G 0.01454 0.01203 0.004604 79 640: 32%|###2 | 13/40 [00:02<00:05, 5.38it/s] 176/499 4.32G 0.01454 0.01203 0.004604 79 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 176/499 4.32G 0.01442 0.01203 0.00454 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 176/499 4.32G 0.01442 0.01203 0.00454 71 640: 38%|###7 | 15/40 [00:02<00:04, 5.29it/s] 176/499 4.32G 0.0145 0.0119 0.004589 64 640: 38%|###7 | 15/40 [00:02<00:04, 5.29it/s] 176/499 4.32G 0.0145 0.0119 0.004589 64 640: 40%|#### | 16/40 [00:02<00:04, 5.37it/s] 176/499 4.32G 0.01452 0.01188 0.004463 79 640: 40%|#### | 16/40 [00:03<00:04, 5.37it/s] 176/499 4.32G 0.01452 0.01188 0.004463 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 176/499 4.32G 0.01455 0.01176 0.004338 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 176/499 4.32G 0.01455 0.01176 0.004338 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 176/499 4.32G 0.01456 0.01165 0.004295 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 176/499 4.32G 0.01456 0.01165 0.004295 65 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 176/499 4.32G 0.01458 0.01151 0.004276 64 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 176/499 4.32G 0.01458 0.01151 0.004276 64 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 176/499 4.32G 0.01455 0.01152 0.00423 78 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 176/499 4.32G 0.01455 0.01152 0.00423 78 640: 52%|#####2 | 21/40 [00:03<00:03, 5.29it/s] 176/499 4.32G 0.01449 0.01153 0.004272 83 640: 52%|#####2 | 21/40 [00:04<00:03, 5.29it/s] 176/499 4.32G 0.01449 0.01153 0.004272 83 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 176/499 4.32G 0.01446 0.01155 0.004289 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 176/499 4.32G 0.01446 0.01155 0.004289 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 176/499 4.32G 0.01442 0.01144 0.00421 63 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 176/499 4.32G 0.01442 0.01144 0.00421 63 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 176/499 4.32G 0.01452 0.01142 0.00421 69 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 176/499 4.32G 0.01452 0.01142 0.00421 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.39it/s] 176/499 4.32G 0.01454 0.0115 0.004168 73 640: 62%|######2 | 25/40 [00:04<00:02, 5.39it/s] 176/499 4.32G 0.01454 0.0115 0.004168 73 640: 65%|######5 | 26/40 [00:04<00:02, 5.26it/s] 176/499 4.32G 0.01461 0.01155 0.004179 87 640: 65%|######5 | 26/40 [00:05<00:02, 5.26it/s] 176/499 4.32G 0.01461 0.01155 0.004179 87 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 176/499 4.32G 0.01464 0.01155 0.004152 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 176/499 4.32G 0.01464 0.01155 0.004152 68 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 176/499 4.32G 0.01461 0.01149 0.00418 61 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 176/499 4.32G 0.01461 0.01149 0.00418 61 640: 72%|#######2 | 29/40 [00:05<00:02, 5.16it/s] 176/499 4.32G 0.01457 0.01145 0.004079 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.16it/s] 176/499 4.32G 0.01457 0.01145 0.004079 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 176/499 4.32G 0.01466 0.01151 0.004106 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 176/499 4.32G 0.01466 0.01151 0.004106 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.32it/s] 176/499 4.32G 0.01469 0.01147 0.00409 71 640: 78%|#######7 | 31/40 [00:06<00:01, 5.32it/s] 176/499 4.32G 0.01469 0.01147 0.00409 71 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 176/499 4.32G 0.01472 0.01153 0.004056 77 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 176/499 4.32G 0.01472 0.01153 0.004056 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 176/499 4.32G 0.01477 0.01154 0.004008 63 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 176/499 4.32G 0.01477 0.01154 0.004008 63 640: 85%|########5 | 34/40 [00:06<00:01, 5.32it/s] 176/499 4.32G 0.01476 0.01154 0.004036 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.32it/s] 176/499 4.32G 0.01476 0.01154 0.004036 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 176/499 4.32G 0.01473 0.01157 0.004154 80 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 176/499 4.32G 0.01473 0.01157 0.004154 80 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 176/499 4.32G 0.01469 0.01163 0.004234 87 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 176/499 4.32G 0.01469 0.01163 0.004234 87 640: 92%|#########2| 37/40 [00:06<00:00, 5.33it/s] 176/499 4.32G 0.01467 0.01165 0.004242 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.33it/s] 176/499 4.32G 0.01467 0.01165 0.004242 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 176/499 4.32G 0.01467 0.01166 0.004193 78 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 176/499 4.32G 0.01467 0.01166 0.004193 78 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 176/499 4.32G 0.01469 0.01161 0.004178 32 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 176/499 4.32G 0.01469 0.01161 0.004178 32 640: 100%|##########| 40/40 [00:07<00:00, 5.43it/s] 176/499 4.32G 0.01469 0.01161 0.004178 32 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.834 0.887 0.887 0.756 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 177/499 4.32G 0.0155 0.01559 0.006553 85 640: 0%| | 0/40 [00:00<?, ?it/s] 177/499 4.32G 0.0155 0.01559 0.006553 85 640: 2%|2 | 1/40 [00:00<00:07, 4.93it/s] 177/499 4.32G 0.01504 0.0155 0.004158 97 640: 2%|2 | 1/40 [00:00<00:07, 4.93it/s] 177/499 4.32G 0.01504 0.0155 0.004158 97 640: 5%|5 | 2/40 [00:00<00:07, 5.25it/s] 177/499 4.32G 0.01525 0.01465 0.003461 79 640: 5%|5 | 2/40 [00:00<00:07, 5.25it/s] 177/499 4.32G 0.01525 0.01465 0.003461 79 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 177/499 4.32G 0.01503 0.01402 0.003499 75 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 177/499 4.32G 0.01503 0.01402 0.003499 75 640: 10%|# | 4/40 [00:00<00:06, 5.16it/s] 177/499 4.32G 0.01521 0.01352 0.003014 75 640: 10%|# | 4/40 [00:00<00:06, 5.16it/s] 177/499 4.32G 0.01521 0.01352 0.003014 75 640: 12%|#2 | 5/40 [00:00<00:06, 5.28it/s] 177/499 4.32G 0.01515 0.01287 0.002685 59 640: 12%|#2 | 5/40 [00:01<00:06, 5.28it/s] 177/499 4.32G 0.01515 0.01287 0.002685 59 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 177/499 4.32G 0.01514 0.01306 0.002557 83 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 177/499 4.32G 0.01514 0.01306 0.002557 83 640: 18%|#7 | 7/40 [00:01<00:06, 5.16it/s] 177/499 4.32G 0.01522 0.01321 0.003415 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.16it/s] 177/499 4.32G 0.01522 0.01321 0.003415 76 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 177/499 4.32G 0.01525 0.01279 0.003324 59 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 177/499 4.32G 0.01525 0.01279 0.003324 59 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 177/499 4.32G 0.01497 0.01259 0.003178 73 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 177/499 4.32G 0.01497 0.01259 0.003178 73 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 177/499 4.32G 0.01492 0.01239 0.00297 73 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 177/499 4.32G 0.01492 0.01239 0.00297 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 177/499 4.32G 0.01485 0.01211 0.002929 59 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 177/499 4.32G 0.01485 0.01211 0.002929 59 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 177/499 4.32G 0.0148 0.01206 0.002926 76 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 177/499 4.32G 0.0148 0.01206 0.002926 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 177/499 4.32G 0.01468 0.01206 0.003018 83 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 177/499 4.32G 0.01468 0.01206 0.003018 83 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 177/499 4.32G 0.01475 0.01205 0.002979 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 177/499 4.32G 0.01475 0.01205 0.002979 74 640: 38%|###7 | 15/40 [00:02<00:04, 5.37it/s] 177/499 4.32G 0.01475 0.01195 0.003093 64 640: 38%|###7 | 15/40 [00:03<00:04, 5.37it/s] 177/499 4.32G 0.01475 0.01195 0.003093 64 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 177/499 4.32G 0.01477 0.01192 0.003128 79 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 177/499 4.32G 0.01477 0.01192 0.003128 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 177/499 4.32G 0.01481 0.01201 0.003178 82 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 177/499 4.32G 0.01481 0.01201 0.003178 82 640: 45%|####5 | 18/40 [00:03<00:04, 5.40it/s] 177/499 4.32G 0.0148 0.01199 0.003222 81 640: 45%|####5 | 18/40 [00:03<00:04, 5.40it/s] 177/499 4.32G 0.0148 0.01199 0.003222 81 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 177/499 4.32G 0.01487 0.01192 0.003442 72 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 177/499 4.32G 0.01487 0.01192 0.003442 72 640: 50%|##### | 20/40 [00:03<00:03, 5.33it/s] 177/499 4.32G 0.01484 0.0118 0.003651 60 640: 50%|##### | 20/40 [00:03<00:03, 5.33it/s] 177/499 4.32G 0.01484 0.0118 0.003651 60 640: 52%|#####2 | 21/40 [00:03<00:03, 5.38it/s] 177/499 4.32G 0.01482 0.01174 0.003593 67 640: 52%|#####2 | 21/40 [00:04<00:03, 5.38it/s] 177/499 4.32G 0.01482 0.01174 0.003593 67 640: 55%|#####5 | 22/40 [00:04<00:03, 5.18it/s] 177/499 4.32G 0.01486 0.01182 0.003548 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.18it/s] 177/499 4.32G 0.01486 0.01182 0.003548 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 177/499 4.32G 0.01491 0.0119 0.003525 82 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 177/499 4.32G 0.01491 0.0119 0.003525 82 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 177/499 4.32G 0.01488 0.01185 0.003516 62 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 177/499 4.32G 0.01488 0.01185 0.003516 62 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 177/499 4.32G 0.01493 0.0118 0.003689 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 177/499 4.32G 0.01493 0.0118 0.003689 69 640: 65%|######5 | 26/40 [00:04<00:02, 5.29it/s] 177/499 4.32G 0.01493 0.01176 0.003777 62 640: 65%|######5 | 26/40 [00:05<00:02, 5.29it/s] 177/499 4.32G 0.01493 0.01176 0.003777 62 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 177/499 4.32G 0.01494 0.01186 0.003849 83 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 177/499 4.32G 0.01494 0.01186 0.003849 83 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 177/499 4.32G 0.01489 0.01191 0.003808 78 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 177/499 4.32G 0.01489 0.01191 0.003808 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 177/499 4.32G 0.01494 0.01187 0.003771 66 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 177/499 4.32G 0.01494 0.01187 0.003771 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.38it/s] 177/499 4.32G 0.01493 0.01189 0.003719 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.38it/s] 177/499 4.32G 0.01493 0.01189 0.003719 77 640: 78%|#######7 | 31/40 [00:05<00:01, 5.22it/s] 177/499 4.32G 0.01494 0.01184 0.003748 67 640: 78%|#######7 | 31/40 [00:06<00:01, 5.22it/s] 177/499 4.32G 0.01494 0.01184 0.003748 67 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 177/499 4.32G 0.01492 0.01177 0.003731 57 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 177/499 4.32G 0.01492 0.01177 0.003731 57 640: 82%|########2 | 33/40 [00:06<00:01, 5.36it/s] 177/499 4.32G 0.01484 0.01173 0.003663 70 640: 82%|########2 | 33/40 [00:06<00:01, 5.36it/s] 177/499 4.32G 0.01484 0.01173 0.003663 70 640: 85%|########5 | 34/40 [00:06<00:01, 5.21it/s] 177/499 4.32G 0.01489 0.01171 0.003674 64 640: 85%|########5 | 34/40 [00:06<00:01, 5.21it/s] 177/499 4.32G 0.01489 0.01171 0.003674 64 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 177/499 4.32G 0.01483 0.01179 0.003725 106 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 177/499 4.32G 0.01483 0.01179 0.003725 106 640: 90%|######### | 36/40 [00:06<00:00, 5.35it/s] 177/499 4.32G 0.01482 0.01181 0.003778 79 640: 90%|######### | 36/40 [00:07<00:00, 5.35it/s] 177/499 4.32G 0.01482 0.01181 0.003778 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.21it/s] 177/499 4.32G 0.01484 0.01177 0.003728 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.21it/s] 177/499 4.32G 0.01484 0.01177 0.003728 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 177/499 4.32G 0.01481 0.0117 0.003697 59 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 177/499 4.32G 0.01481 0.0117 0.003697 59 640: 98%|#########7| 39/40 [00:07<00:00, 5.36it/s] 177/499 4.32G 0.01486 0.01166 0.003669 33 640: 98%|#########7| 39/40 [00:07<00:00, 5.36it/s] 177/499 4.32G 0.01486 0.01166 0.003669 33 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] 177/499 4.32G 0.01486 0.01166 0.003669 33 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.81it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s] all 132 263 0.931 0.824 0.874 0.729 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 178/499 4.32G 0.01545 0.01326 0.003606 82 640: 0%| | 0/40 [00:00<?, ?it/s] 178/499 4.32G 0.01545 0.01326 0.003606 82 640: 2%|2 | 1/40 [00:00<00:07, 5.36it/s] 178/499 4.32G 0.01467 0.01221 0.003405 77 640: 2%|2 | 1/40 [00:00<00:07, 5.36it/s] 178/499 4.32G 0.01467 0.01221 0.003405 77 640: 5%|5 | 2/40 [00:00<00:06, 5.46it/s] 178/499 4.32G 0.01513 0.01259 0.002981 84 640: 5%|5 | 2/40 [00:00<00:06, 5.46it/s] 178/499 4.32G 0.01513 0.01259 0.002981 84 640: 8%|7 | 3/40 [00:00<00:07, 5.04it/s] 178/499 4.32G 0.01463 0.01253 0.003235 73 640: 8%|7 | 3/40 [00:00<00:07, 5.04it/s] 178/499 4.32G 0.01463 0.01253 0.003235 73 640: 10%|# | 4/40 [00:00<00:06, 5.23it/s] 178/499 4.32G 0.01472 0.0121 0.003049 64 640: 10%|# | 4/40 [00:00<00:06, 5.23it/s] 178/499 4.32G 0.01472 0.0121 0.003049 64 640: 12%|#2 | 5/40 [00:00<00:06, 5.34it/s] 178/499 4.32G 0.01476 0.01217 0.003183 81 640: 12%|#2 | 5/40 [00:01<00:06, 5.34it/s] 178/499 4.32G 0.01476 0.01217 0.003183 81 640: 15%|#5 | 6/40 [00:01<00:06, 5.17it/s] 178/499 4.32G 0.01493 0.01201 0.003049 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.17it/s] 178/499 4.32G 0.01493 0.01201 0.003049 71 640: 18%|#7 | 7/40 [00:01<00:06, 5.29it/s] 178/499 4.32G 0.0148 0.01183 0.002977 64 640: 18%|#7 | 7/40 [00:01<00:06, 5.29it/s] 178/499 4.32G 0.0148 0.01183 0.002977 64 640: 20%|## | 8/40 [00:01<00:05, 5.39it/s] 178/499 4.32G 0.01501 0.01204 0.003385 86 640: 20%|## | 8/40 [00:01<00:05, 5.39it/s] 178/499 4.32G 0.01501 0.01204 0.003385 86 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 178/499 4.32G 0.01498 0.01192 0.003545 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 178/499 4.32G 0.01498 0.01192 0.003545 71 640: 25%|##5 | 10/40 [00:01<00:05, 5.32it/s] 178/499 4.32G 0.01486 0.01194 0.003546 78 640: 25%|##5 | 10/40 [00:02<00:05, 5.32it/s] 178/499 4.32G 0.01486 0.01194 0.003546 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.38it/s] 178/499 4.32G 0.01501 0.01203 0.003613 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.38it/s] 178/499 4.32G 0.01501 0.01203 0.003613 74 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 178/499 4.32G 0.01506 0.01218 0.003494 80 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 178/499 4.32G 0.01506 0.01218 0.003494 80 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 178/499 4.32G 0.01495 0.0122 0.003697 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 178/499 4.32G 0.01495 0.0122 0.003697 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.37it/s] 178/499 4.32G 0.01484 0.01214 0.003734 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.37it/s] 178/499 4.32G 0.01484 0.01214 0.003734 71 640: 38%|###7 | 15/40 [00:02<00:04, 5.24it/s] 178/499 4.32G 0.01487 0.01225 0.003926 84 640: 38%|###7 | 15/40 [00:03<00:04, 5.24it/s] 178/499 4.32G 0.01487 0.01225 0.003926 84 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 178/499 4.32G 0.01495 0.01221 0.004026 74 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 178/499 4.32G 0.01495 0.01221 0.004026 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.39it/s] 178/499 4.32G 0.01486 0.0122 0.004009 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.39it/s] 178/499 4.32G 0.01486 0.0122 0.004009 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 178/499 4.32G 0.01472 0.01207 0.003951 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 178/499 4.32G 0.01472 0.01207 0.003951 66 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 178/499 4.32G 0.01474 0.01225 0.003993 88 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 178/499 4.32G 0.01474 0.01225 0.003993 88 640: 50%|##### | 20/40 [00:03<00:03, 5.40it/s] 178/499 4.32G 0.01464 0.01213 0.003882 70 640: 50%|##### | 20/40 [00:03<00:03, 5.40it/s] 178/499 4.32G 0.01464 0.01213 0.003882 70 640: 52%|#####2 | 21/40 [00:03<00:03, 5.22it/s] 178/499 4.32G 0.01471 0.01212 0.003982 65 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 178/499 4.32G 0.01471 0.01212 0.003982 65 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 178/499 4.32G 0.01469 0.01212 0.003924 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 178/499 4.32G 0.01469 0.01212 0.003924 77 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 178/499 4.32G 0.01467 0.01211 0.003991 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 178/499 4.32G 0.01467 0.01211 0.003991 74 640: 60%|###### | 24/40 [00:04<00:03, 5.23it/s] 178/499 4.32G 0.01473 0.01204 0.004209 58 640: 60%|###### | 24/40 [00:04<00:03, 5.23it/s] 178/499 4.32G 0.01473 0.01204 0.004209 58 640: 62%|######2 | 25/40 [00:04<00:02, 5.34it/s] 178/499 4.32G 0.0147 0.01198 0.004145 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.34it/s] 178/499 4.32G 0.0147 0.01198 0.004145 74 640: 65%|######5 | 26/40 [00:04<00:02, 5.39it/s] 178/499 4.32G 0.01463 0.01194 0.004087 74 640: 65%|######5 | 26/40 [00:05<00:02, 5.39it/s] 178/499 4.32G 0.01463 0.01194 0.004087 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 178/499 4.32G 0.01472 0.0119 0.004043 72 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 178/499 4.32G 0.01472 0.0119 0.004043 72 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 178/499 4.32G 0.01468 0.01192 0.004055 80 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 178/499 4.32G 0.01468 0.01192 0.004055 80 640: 72%|#######2 | 29/40 [00:05<00:02, 5.39it/s] 178/499 4.32G 0.01472 0.01193 0.004029 71 640: 72%|#######2 | 29/40 [00:05<00:02, 5.39it/s] 178/499 4.32G 0.01472 0.01193 0.004029 71 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 178/499 4.32G 0.01475 0.01194 0.004146 85 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 178/499 4.32G 0.01475 0.01194 0.004146 85 640: 78%|#######7 | 31/40 [00:05<00:01, 5.27it/s] 178/499 4.32G 0.0148 0.01201 0.004289 75 640: 78%|#######7 | 31/40 [00:06<00:01, 5.27it/s] 178/499 4.32G 0.0148 0.01201 0.004289 75 640: 80%|######## | 32/40 [00:06<00:01, 5.31it/s] 178/499 4.32G 0.01476 0.01195 0.004262 66 640: 80%|######## | 32/40 [00:06<00:01, 5.31it/s] 178/499 4.32G 0.01476 0.01195 0.004262 66 640: 82%|########2 | 33/40 [00:06<00:01, 5.19it/s] 178/499 4.32G 0.01468 0.01201 0.004299 91 640: 82%|########2 | 33/40 [00:06<00:01, 5.19it/s] 178/499 4.32G 0.01468 0.01201 0.004299 91 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 178/499 4.32G 0.01465 0.01201 0.004303 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 178/499 4.32G 0.01465 0.01201 0.004303 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 178/499 4.32G 0.01469 0.01204 0.004431 72 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 178/499 4.32G 0.01469 0.01204 0.004431 72 640: 90%|######### | 36/40 [00:06<00:00, 5.20it/s] 178/499 4.32G 0.0147 0.01201 0.004416 70 640: 90%|######### | 36/40 [00:06<00:00, 5.20it/s] 178/499 4.32G 0.0147 0.01201 0.004416 70 640: 92%|#########2| 37/40 [00:06<00:00, 5.25it/s] 178/499 4.32G 0.0147 0.01199 0.004408 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 178/499 4.32G 0.0147 0.01199 0.004408 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 178/499 4.32G 0.01468 0.01199 0.004359 74 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 178/499 4.32G 0.01468 0.01199 0.004359 74 640: 98%|#########7| 39/40 [00:07<00:00, 5.15it/s] 178/499 4.32G 0.01465 0.012 0.004328 46 640: 98%|#########7| 39/40 [00:07<00:00, 5.15it/s] 178/499 4.32G 0.01465 0.012 0.004328 46 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] 178/499 4.32G 0.01465 0.012 0.004328 46 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.933 0.817 0.868 0.718 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 179/499 4.32G 0.01422 0.01336 0.002778 81 640: 0%| | 0/40 [00:00<?, ?it/s] 179/499 4.32G 0.01422 0.01336 0.002778 81 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 179/499 4.32G 0.0142 0.01237 0.003001 72 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 179/499 4.32G 0.0142 0.01237 0.003001 72 640: 5%|5 | 2/40 [00:00<00:07, 5.19it/s] 179/499 4.32G 0.01444 0.01262 0.003359 84 640: 5%|5 | 2/40 [00:00<00:07, 5.19it/s] 179/499 4.32G 0.01444 0.01262 0.003359 84 640: 8%|7 | 3/40 [00:00<00:07, 5.29it/s] 179/499 4.32G 0.01434 0.01203 0.00283 72 640: 8%|7 | 3/40 [00:00<00:07, 5.29it/s] 179/499 4.32G 0.01434 0.01203 0.00283 72 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 179/499 4.32G 0.01437 0.0118 0.002476 67 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 179/499 4.32G 0.01437 0.0118 0.002476 67 640: 12%|#2 | 5/40 [00:00<00:06, 5.23it/s] 179/499 4.32G 0.01429 0.01146 0.003155 58 640: 12%|#2 | 5/40 [00:01<00:06, 5.23it/s] 179/499 4.32G 0.01429 0.01146 0.003155 58 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 179/499 4.32G 0.01449 0.01203 0.003234 82 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 179/499 4.32G 0.01449 0.01203 0.003234 82 640: 18%|#7 | 7/40 [00:01<00:06, 5.40it/s] 179/499 4.32G 0.01458 0.01248 0.003219 87 640: 18%|#7 | 7/40 [00:01<00:06, 5.40it/s] 179/499 4.32G 0.01458 0.01248 0.003219 87 640: 20%|## | 8/40 [00:01<00:06, 5.25it/s] 179/499 4.32G 0.01445 0.01241 0.00324 74 640: 20%|## | 8/40 [00:01<00:06, 5.25it/s] 179/499 4.32G 0.01445 0.01241 0.00324 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 179/499 4.32G 0.01458 0.01253 0.003298 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 179/499 4.32G 0.01458 0.01253 0.003298 76 640: 25%|##5 | 10/40 [00:01<00:05, 5.41it/s] 179/499 4.32G 0.01458 0.01247 0.003545 81 640: 25%|##5 | 10/40 [00:02<00:05, 5.41it/s] 179/499 4.32G 0.01458 0.01247 0.003545 81 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 179/499 4.32G 0.01443 0.01253 0.003525 90 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 179/499 4.32G 0.01443 0.01253 0.003525 90 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 179/499 4.32G 0.0147 0.01255 0.003784 67 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 179/499 4.32G 0.0147 0.01255 0.003784 67 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 179/499 4.32G 0.01476 0.01249 0.003623 69 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 179/499 4.32G 0.01476 0.01249 0.003623 69 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 179/499 4.32G 0.01478 0.01249 0.003548 80 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 179/499 4.32G 0.01478 0.01249 0.003548 80 640: 38%|###7 | 15/40 [00:02<00:04, 5.32it/s] 179/499 4.32G 0.01475 0.01251 0.003485 78 640: 38%|###7 | 15/40 [00:02<00:04, 5.32it/s] 179/499 4.32G 0.01475 0.01251 0.003485 78 640: 40%|#### | 16/40 [00:02<00:04, 5.38it/s] 179/499 4.32G 0.01475 0.01257 0.003471 86 640: 40%|#### | 16/40 [00:03<00:04, 5.38it/s] 179/499 4.32G 0.01475 0.01257 0.003471 86 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 179/499 4.32G 0.01476 0.01241 0.003498 63 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 179/499 4.32G 0.01476 0.01241 0.003498 63 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 179/499 4.32G 0.01465 0.01241 0.003359 84 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 179/499 4.32G 0.01465 0.01241 0.003359 84 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 179/499 4.32G 0.0146 0.01231 0.003397 69 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 179/499 4.32G 0.0146 0.01231 0.003397 69 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 179/499 4.32G 0.01458 0.01239 0.003334 79 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 179/499 4.32G 0.01458 0.01239 0.003334 79 640: 52%|#####2 | 21/40 [00:03<00:03, 5.33it/s] 179/499 4.32G 0.01459 0.01237 0.003466 75 640: 52%|#####2 | 21/40 [00:04<00:03, 5.33it/s] 179/499 4.32G 0.01459 0.01237 0.003466 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.38it/s] 179/499 4.32G 0.01459 0.01225 0.003577 58 640: 55%|#####5 | 22/40 [00:04<00:03, 5.38it/s] 179/499 4.32G 0.01459 0.01225 0.003577 58 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 179/499 4.32G 0.01449 0.01216 0.003599 68 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 179/499 4.32G 0.01449 0.01216 0.003599 68 640: 60%|###### | 24/40 [00:04<00:02, 5.34it/s] 179/499 4.32G 0.01451 0.01203 0.003531 51 640: 60%|###### | 24/40 [00:04<00:02, 5.34it/s] 179/499 4.32G 0.01451 0.01203 0.003531 51 640: 62%|######2 | 25/40 [00:04<00:02, 5.42it/s] 179/499 4.32G 0.01451 0.01194 0.00353 64 640: 62%|######2 | 25/40 [00:04<00:02, 5.42it/s] 179/499 4.32G 0.01451 0.01194 0.00353 64 640: 65%|######5 | 26/40 [00:04<00:02, 5.29it/s] 179/499 4.32G 0.01451 0.01193 0.003547 78 640: 65%|######5 | 26/40 [00:05<00:02, 5.29it/s] 179/499 4.32G 0.01451 0.01193 0.003547 78 640: 68%|######7 | 27/40 [00:05<00:02, 5.35it/s] 179/499 4.32G 0.01456 0.0119 0.003555 61 640: 68%|######7 | 27/40 [00:05<00:02, 5.35it/s] 179/499 4.32G 0.01456 0.0119 0.003555 61 640: 70%|####### | 28/40 [00:05<00:02, 5.40it/s] 179/499 4.32G 0.01451 0.01193 0.003487 92 640: 70%|####### | 28/40 [00:05<00:02, 5.40it/s] 179/499 4.32G 0.01451 0.01193 0.003487 92 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 179/499 4.32G 0.01453 0.01197 0.003459 86 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 179/499 4.32G 0.01453 0.01197 0.003459 86 640: 75%|#######5 | 30/40 [00:05<00:01, 5.35it/s] 179/499 4.32G 0.01452 0.01209 0.003426 105 640: 75%|#######5 | 30/40 [00:05<00:01, 5.35it/s] 179/499 4.32G 0.01452 0.01209 0.003426 105 640: 78%|#######7 | 31/40 [00:05<00:01, 5.39it/s] 179/499 4.32G 0.01455 0.01205 0.00346 68 640: 78%|#######7 | 31/40 [00:06<00:01, 5.39it/s] 179/499 4.32G 0.01455 0.01205 0.00346 68 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 179/499 4.32G 0.01455 0.01206 0.003397 76 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 179/499 4.32G 0.01455 0.01206 0.003397 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 179/499 4.32G 0.01461 0.01204 0.003501 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 179/499 4.32G 0.01461 0.01204 0.003501 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.38it/s] 179/499 4.32G 0.0146 0.01199 0.003493 64 640: 85%|########5 | 34/40 [00:06<00:01, 5.38it/s] 179/499 4.32G 0.0146 0.01199 0.003493 64 640: 88%|########7 | 35/40 [00:06<00:00, 5.24it/s] 179/499 4.32G 0.01459 0.01195 0.003444 65 640: 88%|########7 | 35/40 [00:06<00:00, 5.24it/s] 179/499 4.32G 0.01459 0.01195 0.003444 65 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 179/499 4.32G 0.01462 0.01207 0.003399 94 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 179/499 4.32G 0.01462 0.01207 0.003399 94 640: 92%|#########2| 37/40 [00:06<00:00, 5.36it/s] 179/499 4.32G 0.01459 0.01205 0.003397 76 640: 92%|#########2| 37/40 [00:07<00:00, 5.36it/s] 179/499 4.32G 0.01459 0.01205 0.003397 76 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 179/499 4.32G 0.01459 0.01203 0.003355 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 179/499 4.32G 0.01459 0.01203 0.003355 69 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 179/499 4.32G 0.01466 0.01201 0.0034 32 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 179/499 4.32G 0.01466 0.01201 0.0034 32 640: 100%|##########| 40/40 [00:07<00:00, 5.49it/s] 179/499 4.32G 0.01466 0.01201 0.0034 32 640: 100%|##########| 40/40 [00:07<00:00, 5.33it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.861 0.883 0.882 0.739 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 180/499 4.32G 0.01635 0.01372 0.002476 81 640: 0%| | 0/40 [00:00<?, ?it/s] 180/499 4.32G 0.01635 0.01372 0.002476 81 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 180/499 4.32G 0.01775 0.01253 0.004468 70 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 180/499 4.32G 0.01775 0.01253 0.004468 70 640: 5%|5 | 2/40 [00:00<00:07, 5.29it/s] 180/499 4.32G 0.01658 0.01334 0.004082 85 640: 5%|5 | 2/40 [00:00<00:07, 5.29it/s] 180/499 4.32G 0.01658 0.01334 0.004082 85 640: 8%|7 | 3/40 [00:00<00:06, 5.39it/s] 180/499 4.32G 0.01635 0.01355 0.004245 88 640: 8%|7 | 3/40 [00:00<00:06, 5.39it/s] 180/499 4.32G 0.01635 0.01355 0.004245 88 640: 10%|# | 4/40 [00:00<00:06, 5.18it/s] 180/499 4.32G 0.01602 0.01316 0.004439 69 640: 10%|# | 4/40 [00:00<00:06, 5.18it/s] 180/499 4.32G 0.01602 0.01316 0.004439 69 640: 12%|#2 | 5/40 [00:00<00:06, 5.30it/s] 180/499 4.32G 0.0161 0.01276 0.004288 64 640: 12%|#2 | 5/40 [00:01<00:06, 5.30it/s] 180/499 4.32G 0.0161 0.01276 0.004288 64 640: 15%|#5 | 6/40 [00:01<00:06, 5.40it/s] 180/499 4.32G 0.01599 0.01274 0.003941 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.40it/s] 180/499 4.32G 0.01599 0.01274 0.003941 72 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 180/499 4.32G 0.01576 0.01233 0.003777 56 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 180/499 4.32G 0.01576 0.01233 0.003777 56 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 180/499 4.32G 0.01574 0.01218 0.003955 71 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 180/499 4.32G 0.01574 0.01218 0.003955 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.39it/s] 180/499 4.32G 0.01581 0.01217 0.004086 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.39it/s] 180/499 4.32G 0.01581 0.01217 0.004086 70 640: 25%|##5 | 10/40 [00:01<00:05, 5.25it/s] 180/499 4.32G 0.01567 0.0122 0.003878 82 640: 25%|##5 | 10/40 [00:02<00:05, 5.25it/s] 180/499 4.32G 0.01567 0.0122 0.003878 82 640: 28%|##7 | 11/40 [00:02<00:05, 5.34it/s] 180/499 4.32G 0.01561 0.01195 0.003855 62 640: 28%|##7 | 11/40 [00:02<00:05, 5.34it/s] 180/499 4.32G 0.01561 0.01195 0.003855 62 640: 30%|### | 12/40 [00:02<00:05, 5.39it/s] 180/499 4.32G 0.01548 0.01202 0.003931 88 640: 30%|### | 12/40 [00:02<00:05, 5.39it/s] 180/499 4.32G 0.01548 0.01202 0.003931 88 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 180/499 4.32G 0.01556 0.01201 0.003742 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 180/499 4.32G 0.01556 0.01201 0.003742 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.33it/s] 180/499 4.32G 0.01542 0.01188 0.003636 68 640: 35%|###5 | 14/40 [00:02<00:04, 5.33it/s] 180/499 4.32G 0.01542 0.01188 0.003636 68 640: 38%|###7 | 15/40 [00:02<00:04, 5.39it/s] 180/499 4.32G 0.01529 0.01172 0.003722 65 640: 38%|###7 | 15/40 [00:03<00:04, 5.39it/s] 180/499 4.32G 0.01529 0.01172 0.003722 65 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 180/499 4.32G 0.01521 0.01177 0.003613 84 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 180/499 4.32G 0.01521 0.01177 0.003613 84 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 180/499 4.32G 0.01515 0.0118 0.003535 77 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 180/499 4.32G 0.01515 0.0118 0.003535 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.40it/s] 180/499 4.32G 0.01503 0.01171 0.003484 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.40it/s] 180/499 4.32G 0.01503 0.01171 0.003484 73 640: 48%|####7 | 19/40 [00:03<00:04, 5.25it/s] 180/499 4.32G 0.01495 0.01169 0.003551 72 640: 48%|####7 | 19/40 [00:03<00:04, 5.25it/s] 180/499 4.32G 0.01495 0.01169 0.003551 72 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 180/499 4.32G 0.0149 0.01176 0.003577 76 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 180/499 4.32G 0.0149 0.01176 0.003577 76 640: 52%|#####2 | 21/40 [00:03<00:03, 5.41it/s] 180/499 4.32G 0.01485 0.01175 0.003594 72 640: 52%|#####2 | 21/40 [00:04<00:03, 5.41it/s] 180/499 4.32G 0.01485 0.01175 0.003594 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 180/499 4.32G 0.01483 0.01165 0.003726 53 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 180/499 4.32G 0.01483 0.01165 0.003726 53 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 180/499 4.32G 0.01487 0.01166 0.003663 81 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 180/499 4.32G 0.01487 0.01166 0.003663 81 640: 60%|###### | 24/40 [00:04<00:02, 5.40it/s] 180/499 4.32G 0.01481 0.01162 0.003666 71 640: 60%|###### | 24/40 [00:04<00:02, 5.40it/s] 180/499 4.32G 0.01481 0.01162 0.003666 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 180/499 4.32G 0.01489 0.01176 0.003678 77 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 180/499 4.32G 0.01489 0.01176 0.003678 77 640: 65%|######5 | 26/40 [00:04<00:02, 5.36it/s] 180/499 4.32G 0.01487 0.01186 0.003681 89 640: 65%|######5 | 26/40 [00:05<00:02, 5.36it/s] 180/499 4.32G 0.01487 0.01186 0.003681 89 640: 68%|######7 | 27/40 [00:05<00:02, 5.40it/s] 180/499 4.32G 0.01485 0.01178 0.00367 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.40it/s] 180/499 4.32G 0.01485 0.01178 0.00367 68 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 180/499 4.32G 0.01477 0.01168 0.003627 59 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 180/499 4.32G 0.01477 0.01168 0.003627 59 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 180/499 4.32G 0.01479 0.01178 0.003662 84 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 180/499 4.32G 0.01479 0.01178 0.003662 84 640: 75%|#######5 | 30/40 [00:05<00:01, 5.40it/s] 180/499 4.32G 0.0148 0.01171 0.003716 61 640: 75%|#######5 | 30/40 [00:05<00:01, 5.40it/s] 180/499 4.32G 0.0148 0.01171 0.003716 61 640: 78%|#######7 | 31/40 [00:05<00:01, 5.25it/s] 180/499 4.32G 0.01473 0.01162 0.003739 61 640: 78%|#######7 | 31/40 [00:06<00:01, 5.25it/s] 180/499 4.32G 0.01473 0.01162 0.003739 61 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 180/499 4.32G 0.01475 0.01155 0.003785 63 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 180/499 4.32G 0.01475 0.01155 0.003785 63 640: 82%|########2 | 33/40 [00:06<00:01, 5.38it/s] 180/499 4.32G 0.01475 0.01151 0.003721 65 640: 82%|########2 | 33/40 [00:06<00:01, 5.38it/s] 180/499 4.32G 0.01475 0.01151 0.003721 65 640: 85%|########5 | 34/40 [00:06<00:01, 5.23it/s] 180/499 4.32G 0.01473 0.01152 0.00366 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.23it/s] 180/499 4.32G 0.01473 0.01152 0.00366 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 180/499 4.32G 0.01472 0.01156 0.003612 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 180/499 4.32G 0.01472 0.01156 0.003612 81 640: 90%|######### | 36/40 [00:06<00:00, 5.37it/s] 180/499 4.32G 0.01471 0.01156 0.003592 77 640: 90%|######### | 36/40 [00:06<00:00, 5.37it/s] 180/499 4.32G 0.01471 0.01156 0.003592 77 640: 92%|#########2| 37/40 [00:06<00:00, 5.21it/s] 180/499 4.32G 0.01466 0.01153 0.003582 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.21it/s] 180/499 4.32G 0.01466 0.01153 0.003582 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 180/499 4.32G 0.01467 0.01161 0.00363 91 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 180/499 4.32G 0.01467 0.01161 0.00363 91 640: 98%|#########7| 39/40 [00:07<00:00, 5.35it/s] 180/499 4.32G 0.0147 0.01162 0.003665 36 640: 98%|#########7| 39/40 [00:07<00:00, 5.35it/s] 180/499 4.32G 0.0147 0.01162 0.003665 36 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] 180/499 4.32G 0.0147 0.01162 0.003665 36 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.868 0.833 0.873 0.743 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 181/499 4.32G 0.01641 0.0116 0.005262 64 640: 0%| | 0/40 [00:00<?, ?it/s] 181/499 4.32G 0.01641 0.0116 0.005262 64 640: 2%|2 | 1/40 [00:00<00:07, 5.36it/s] 181/499 4.32G 0.01517 0.01148 0.003344 76 640: 2%|2 | 1/40 [00:00<00:07, 5.36it/s] 181/499 4.32G 0.01517 0.01148 0.003344 76 640: 5%|5 | 2/40 [00:00<00:06, 5.48it/s] 181/499 4.32G 0.01638 0.01332 0.004109 91 640: 5%|5 | 2/40 [00:00<00:06, 5.48it/s] 181/499 4.32G 0.01638 0.01332 0.004109 91 640: 8%|7 | 3/40 [00:00<00:07, 5.21it/s] 181/499 4.32G 0.01598 0.01305 0.004262 73 640: 8%|7 | 3/40 [00:00<00:07, 5.21it/s] 181/499 4.32G 0.01598 0.01305 0.004262 73 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 181/499 4.32G 0.01537 0.01265 0.003904 75 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 181/499 4.32G 0.01537 0.01265 0.003904 75 640: 12%|#2 | 5/40 [00:00<00:06, 5.42it/s] 181/499 4.32G 0.01558 0.01246 0.003829 71 640: 12%|#2 | 5/40 [00:01<00:06, 5.42it/s] 181/499 4.32G 0.01558 0.01246 0.003829 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 181/499 4.32G 0.01553 0.01255 0.003562 80 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 181/499 4.32G 0.01553 0.01255 0.003562 80 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 181/499 4.32G 0.01549 0.01214 0.003808 60 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 181/499 4.32G 0.01549 0.01214 0.003808 60 640: 20%|## | 8/40 [00:01<00:06, 5.28it/s] 181/499 4.32G 0.01531 0.01227 0.003596 83 640: 20%|## | 8/40 [00:01<00:06, 5.28it/s] 181/499 4.32G 0.01531 0.01227 0.003596 83 640: 22%|##2 | 9/40 [00:01<00:05, 5.17it/s] 181/499 4.32G 0.01512 0.01214 0.003564 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.17it/s] 181/499 4.32G 0.01512 0.01214 0.003564 78 640: 25%|##5 | 10/40 [00:01<00:05, 5.27it/s] 181/499 4.32G 0.01517 0.0121 0.003631 68 640: 25%|##5 | 10/40 [00:02<00:05, 5.27it/s] 181/499 4.32G 0.01517 0.0121 0.003631 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.13it/s] 181/499 4.32G 0.01506 0.01199 0.003549 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.13it/s] 181/499 4.32G 0.01506 0.01199 0.003549 75 640: 30%|### | 12/40 [00:02<00:05, 5.06it/s] 181/499 4.32G 0.01521 0.01172 0.003492 52 640: 30%|### | 12/40 [00:02<00:05, 5.06it/s] 181/499 4.32G 0.01521 0.01172 0.003492 52 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 181/499 4.32G 0.01534 0.0118 0.004056 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 181/499 4.32G 0.01534 0.0118 0.004056 68 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 181/499 4.32G 0.01534 0.01184 0.004082 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 181/499 4.32G 0.01534 0.01184 0.004082 76 640: 38%|###7 | 15/40 [00:02<00:04, 5.19it/s] 181/499 4.32G 0.01538 0.01186 0.00412 74 640: 38%|###7 | 15/40 [00:03<00:04, 5.19it/s] 181/499 4.32G 0.01538 0.01186 0.00412 74 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 181/499 4.32G 0.01525 0.01201 0.004022 96 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 181/499 4.32G 0.01525 0.01201 0.004022 96 640: 42%|####2 | 17/40 [00:03<00:04, 5.36it/s] 181/499 4.32G 0.0152 0.01193 0.003864 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.36it/s] 181/499 4.32G 0.0152 0.01193 0.003864 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.23it/s] 181/499 4.32G 0.01522 0.01196 0.003783 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.23it/s] 181/499 4.32G 0.01522 0.01196 0.003783 70 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 181/499 4.32G 0.0151 0.01187 0.003786 62 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 181/499 4.32G 0.0151 0.01187 0.003786 62 640: 50%|##### | 20/40 [00:03<00:03, 5.37it/s] 181/499 4.32G 0.01515 0.01186 0.003885 80 640: 50%|##### | 20/40 [00:03<00:03, 5.37it/s] 181/499 4.32G 0.01515 0.01186 0.003885 80 640: 52%|#####2 | 21/40 [00:03<00:03, 5.23it/s] 181/499 4.32G 0.01523 0.01192 0.004005 75 640: 52%|#####2 | 21/40 [00:04<00:03, 5.23it/s] 181/499 4.32G 0.01523 0.01192 0.004005 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 181/499 4.32G 0.0152 0.0119 0.003963 65 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 181/499 4.32G 0.0152 0.0119 0.003963 65 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 181/499 4.32G 0.01518 0.01192 0.004024 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 181/499 4.32G 0.01518 0.01192 0.004024 72 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 181/499 4.32G 0.01513 0.01187 0.003911 64 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 181/499 4.32G 0.01513 0.01187 0.003911 64 640: 62%|######2 | 25/40 [00:04<00:02, 5.34it/s] 181/499 4.32G 0.01516 0.01192 0.003907 88 640: 62%|######2 | 25/40 [00:04<00:02, 5.34it/s] 181/499 4.32G 0.01516 0.01192 0.003907 88 640: 65%|######5 | 26/40 [00:04<00:02, 5.34it/s] 181/499 4.32G 0.01513 0.01188 0.003835 65 640: 65%|######5 | 26/40 [00:05<00:02, 5.34it/s] 181/499 4.32G 0.01513 0.01188 0.003835 65 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 181/499 4.32G 0.01507 0.01178 0.003787 57 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 181/499 4.32G 0.01507 0.01178 0.003787 57 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 181/499 4.32G 0.01498 0.01175 0.003698 76 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 181/499 4.32G 0.01498 0.01175 0.003698 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.37it/s] 181/499 4.32G 0.01492 0.01179 0.003752 86 640: 72%|#######2 | 29/40 [00:05<00:02, 5.37it/s] 181/499 4.32G 0.01492 0.01179 0.003752 86 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 181/499 4.32G 0.01496 0.0118 0.00379 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 181/499 4.32G 0.01496 0.0118 0.00379 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.28it/s] 181/499 4.32G 0.01499 0.01174 0.00376 60 640: 78%|#######7 | 31/40 [00:06<00:01, 5.28it/s] 181/499 4.32G 0.01499 0.01174 0.00376 60 640: 80%|######## | 32/40 [00:06<00:01, 5.33it/s] 181/499 4.32G 0.01499 0.01174 0.003697 72 640: 80%|######## | 32/40 [00:06<00:01, 5.33it/s] 181/499 4.32G 0.01499 0.01174 0.003697 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.19it/s] 181/499 4.32G 0.01501 0.01172 0.003795 69 640: 82%|########2 | 33/40 [00:06<00:01, 5.19it/s] 181/499 4.32G 0.01501 0.01172 0.003795 69 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 181/499 4.32G 0.015 0.01178 0.003728 87 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 181/499 4.32G 0.015 0.01178 0.003728 87 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 181/499 4.32G 0.01498 0.01178 0.003685 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 181/499 4.32G 0.01498 0.01178 0.003685 73 640: 90%|######### | 36/40 [00:06<00:00, 5.22it/s] 181/499 4.32G 0.01495 0.01181 0.003668 88 640: 90%|######### | 36/40 [00:07<00:00, 5.22it/s] 181/499 4.32G 0.01495 0.01181 0.003668 88 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 181/499 4.32G 0.01499 0.01183 0.003674 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 181/499 4.32G 0.01499 0.01183 0.003674 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.32it/s] 181/499 4.32G 0.01498 0.01179 0.003767 65 640: 95%|#########5| 38/40 [00:07<00:00, 5.32it/s] 181/499 4.32G 0.01498 0.01179 0.003767 65 640: 98%|#########7| 39/40 [00:07<00:00, 5.18it/s] 181/499 4.32G 0.01497 0.01174 0.003695 31 640: 98%|#########7| 39/40 [00:07<00:00, 5.18it/s] 181/499 4.32G 0.01497 0.01174 0.003695 31 640: 100%|##########| 40/40 [00:07<00:00, 5.35it/s] 181/499 4.32G 0.01497 0.01174 0.003695 31 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.46it/s] all 132 263 0.817 0.929 0.897 0.753 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 182/499 4.32G 0.01639 0.0125 0.000923 79 640: 0%| | 0/40 [00:00<?, ?it/s] 182/499 4.32G 0.01639 0.0125 0.000923 79 640: 2%|2 | 1/40 [00:00<00:06, 5.61it/s] 182/499 4.32G 0.01602 0.01371 0.00326 83 640: 2%|2 | 1/40 [00:00<00:06, 5.61it/s] 182/499 4.32G 0.01602 0.01371 0.00326 83 640: 5%|5 | 2/40 [00:00<00:07, 5.16it/s] 182/499 4.32G 0.01612 0.01389 0.003647 87 640: 5%|5 | 2/40 [00:00<00:07, 5.16it/s] 182/499 4.32G 0.01612 0.01389 0.003647 87 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 182/499 4.32G 0.01548 0.01326 0.003469 75 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 182/499 4.32G 0.01548 0.01326 0.003469 75 640: 10%|# | 4/40 [00:00<00:06, 5.40it/s] 182/499 4.32G 0.01539 0.01354 0.003949 94 640: 10%|# | 4/40 [00:00<00:06, 5.40it/s] 182/499 4.32G 0.01539 0.01354 0.003949 94 640: 12%|#2 | 5/40 [00:00<00:06, 5.22it/s] 182/499 4.32G 0.01508 0.0133 0.003798 76 640: 12%|#2 | 5/40 [00:01<00:06, 5.22it/s] 182/499 4.32G 0.01508 0.0133 0.003798 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 182/499 4.32G 0.01492 0.01331 0.003565 88 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 182/499 4.32G 0.01492 0.01331 0.003565 88 640: 18%|#7 | 7/40 [00:01<00:06, 5.39it/s] 182/499 4.32G 0.01477 0.01334 0.003443 87 640: 18%|#7 | 7/40 [00:01<00:06, 5.39it/s] 182/499 4.32G 0.01477 0.01334 0.003443 87 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 182/499 4.32G 0.01448 0.01278 0.003218 61 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 182/499 4.32G 0.01448 0.01278 0.003218 61 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 182/499 4.32G 0.01468 0.01228 0.003019 55 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 182/499 4.32G 0.01468 0.01228 0.003019 55 640: 25%|##5 | 10/40 [00:01<00:05, 5.40it/s] 182/499 4.32G 0.01476 0.01207 0.00296 58 640: 25%|##5 | 10/40 [00:02<00:05, 5.40it/s] 182/499 4.32G 0.01476 0.01207 0.00296 58 640: 28%|##7 | 11/40 [00:02<00:05, 5.18it/s] 182/499 4.32G 0.01498 0.01232 0.002848 96 640: 28%|##7 | 11/40 [00:02<00:05, 5.18it/s] 182/499 4.32G 0.01498 0.01232 0.002848 96 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 182/499 4.32G 0.01499 0.01249 0.002727 81 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 182/499 4.32G 0.01499 0.01249 0.002727 81 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 182/499 4.32G 0.01502 0.01233 0.002966 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 182/499 4.32G 0.01502 0.01233 0.002966 73 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 182/499 4.32G 0.01503 0.01219 0.002968 72 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 182/499 4.32G 0.01503 0.01219 0.002968 72 640: 38%|###7 | 15/40 [00:02<00:04, 5.31it/s] 182/499 4.32G 0.01512 0.01224 0.002907 76 640: 38%|###7 | 15/40 [00:03<00:04, 5.31it/s] 182/499 4.32G 0.01512 0.01224 0.002907 76 640: 40%|#### | 16/40 [00:03<00:04, 5.37it/s] 182/499 4.32G 0.01505 0.01212 0.002929 62 640: 40%|#### | 16/40 [00:03<00:04, 5.37it/s] 182/499 4.32G 0.01505 0.01212 0.002929 62 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 182/499 4.32G 0.01515 0.01203 0.003015 70 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 182/499 4.32G 0.01515 0.01203 0.003015 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 182/499 4.32G 0.01516 0.01189 0.003057 62 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 182/499 4.32G 0.01516 0.01189 0.003057 62 640: 48%|####7 | 19/40 [00:03<00:03, 5.40it/s] 182/499 4.32G 0.01525 0.01188 0.003192 67 640: 48%|####7 | 19/40 [00:03<00:03, 5.40it/s] 182/499 4.32G 0.01525 0.01188 0.003192 67 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 182/499 4.32G 0.01523 0.01188 0.003137 81 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 182/499 4.32G 0.01523 0.01188 0.003137 81 640: 52%|#####2 | 21/40 [00:03<00:03, 5.34it/s] 182/499 4.32G 0.01537 0.01185 0.003428 60 640: 52%|#####2 | 21/40 [00:04<00:03, 5.34it/s] 182/499 4.32G 0.01537 0.01185 0.003428 60 640: 55%|#####5 | 22/40 [00:04<00:03, 5.41it/s] 182/499 4.32G 0.01533 0.01184 0.003406 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.41it/s] 182/499 4.32G 0.01533 0.01184 0.003406 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 182/499 4.32G 0.01529 0.01171 0.003325 54 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 182/499 4.32G 0.01529 0.01171 0.003325 54 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 182/499 4.32G 0.01529 0.0118 0.003248 89 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 182/499 4.32G 0.01529 0.0118 0.003248 89 640: 62%|######2 | 25/40 [00:04<00:02, 5.40it/s] 182/499 4.32G 0.01535 0.01186 0.003298 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.40it/s] 182/499 4.32G 0.01535 0.01186 0.003298 72 640: 65%|######5 | 26/40 [00:04<00:02, 5.26it/s] 182/499 4.32G 0.01525 0.01177 0.003206 68 640: 65%|######5 | 26/40 [00:05<00:02, 5.26it/s] 182/499 4.32G 0.01525 0.01177 0.003206 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 182/499 4.32G 0.01531 0.01177 0.003349 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 182/499 4.32G 0.01531 0.01177 0.003349 67 640: 70%|####### | 28/40 [00:05<00:02, 5.39it/s] 182/499 4.32G 0.01528 0.01184 0.003378 82 640: 70%|####### | 28/40 [00:05<00:02, 5.39it/s] 182/499 4.32G 0.01528 0.01184 0.003378 82 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 182/499 4.32G 0.01529 0.01184 0.003424 70 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 182/499 4.32G 0.01529 0.01184 0.003424 70 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 182/499 4.32G 0.01524 0.01178 0.003338 69 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 182/499 4.32G 0.01524 0.01178 0.003338 69 640: 78%|#######7 | 31/40 [00:05<00:01, 5.39it/s] 182/499 4.32G 0.01517 0.01173 0.003453 69 640: 78%|#######7 | 31/40 [00:06<00:01, 5.39it/s] 182/499 4.32G 0.01517 0.01173 0.003453 69 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 182/499 4.32G 0.01519 0.01176 0.00342 77 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 182/499 4.32G 0.01519 0.01176 0.00342 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 182/499 4.32G 0.01514 0.01177 0.003367 81 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 182/499 4.32G 0.01514 0.01177 0.003367 81 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 182/499 4.32G 0.01517 0.01181 0.003375 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 182/499 4.32G 0.01517 0.01181 0.003375 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 182/499 4.32G 0.01512 0.0118 0.003313 70 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 182/499 4.32G 0.01512 0.0118 0.003313 70 640: 90%|######### | 36/40 [00:06<00:00, 5.26it/s] 182/499 4.32G 0.01515 0.01181 0.003421 80 640: 90%|######### | 36/40 [00:06<00:00, 5.26it/s] 182/499 4.32G 0.01515 0.01181 0.003421 80 640: 92%|#########2| 37/40 [00:06<00:00, 5.33it/s] 182/499 4.32G 0.0151 0.01179 0.003375 70 640: 92%|#########2| 37/40 [00:07<00:00, 5.33it/s] 182/499 4.32G 0.0151 0.01179 0.003375 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 182/499 4.32G 0.01506 0.01178 0.003431 84 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 182/499 4.32G 0.01506 0.01178 0.003431 84 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 182/499 4.32G 0.01509 0.01177 0.003384 31 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 182/499 4.32G 0.01509 0.01177 0.003384 31 640: 100%|##########| 40/40 [00:07<00:00, 5.47it/s] 182/499 4.32G 0.01509 0.01177 0.003384 31 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.888 0.824 0.868 0.734 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 183/499 4.32G 0.01465 0.01146 0.00664 73 640: 0%| | 0/40 [00:00<?, ?it/s] 183/499 4.32G 0.01465 0.01146 0.00664 73 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 183/499 4.32G 0.01405 0.009728 0.005407 62 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 183/499 4.32G 0.01405 0.009728 0.005407 62 640: 5%|5 | 2/40 [00:00<00:07, 5.27it/s] 183/499 4.32G 0.01511 0.01072 0.004428 74 640: 5%|5 | 2/40 [00:00<00:07, 5.27it/s] 183/499 4.32G 0.01511 0.01072 0.004428 74 640: 8%|7 | 3/40 [00:00<00:06, 5.40it/s] 183/499 4.32G 0.01545 0.01163 0.005108 81 640: 8%|7 | 3/40 [00:00<00:06, 5.40it/s] 183/499 4.32G 0.01545 0.01163 0.005108 81 640: 10%|# | 4/40 [00:00<00:06, 5.24it/s] 183/499 4.32G 0.0153 0.01205 0.005239 90 640: 10%|# | 4/40 [00:00<00:06, 5.24it/s] 183/499 4.32G 0.0153 0.01205 0.005239 90 640: 12%|#2 | 5/40 [00:00<00:06, 5.30it/s] 183/499 4.32G 0.01558 0.01187 0.004985 68 640: 12%|#2 | 5/40 [00:01<00:06, 5.30it/s] 183/499 4.32G 0.01558 0.01187 0.004985 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 183/499 4.32G 0.01565 0.0125 0.00529 90 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 183/499 4.32G 0.01565 0.0125 0.00529 90 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 183/499 4.32G 0.0153 0.01255 0.004875 85 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 183/499 4.32G 0.0153 0.01255 0.004875 85 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 183/499 4.32G 0.01514 0.01241 0.004493 73 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 183/499 4.32G 0.01514 0.01241 0.004493 73 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 183/499 4.32G 0.01499 0.01232 0.004345 82 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 183/499 4.32G 0.01499 0.01232 0.004345 82 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 183/499 4.32G 0.015 0.01246 0.004276 86 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 183/499 4.32G 0.015 0.01246 0.004276 86 640: 28%|##7 | 11/40 [00:02<00:05, 5.32it/s] 183/499 4.32G 0.01478 0.01244 0.004077 85 640: 28%|##7 | 11/40 [00:02<00:05, 5.32it/s] 183/499 4.32G 0.01478 0.01244 0.004077 85 640: 30%|### | 12/40 [00:02<00:05, 5.38it/s] 183/499 4.32G 0.01463 0.01222 0.003815 61 640: 30%|### | 12/40 [00:02<00:05, 5.38it/s] 183/499 4.32G 0.01463 0.01222 0.003815 61 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 183/499 4.32G 0.01471 0.01204 0.003735 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 183/499 4.32G 0.01471 0.01204 0.003735 68 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 183/499 4.32G 0.01468 0.01203 0.003845 62 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 183/499 4.32G 0.01468 0.01203 0.003845 62 640: 38%|###7 | 15/40 [00:02<00:04, 5.37it/s] 183/499 4.32G 0.01477 0.01211 0.00383 84 640: 38%|###7 | 15/40 [00:03<00:04, 5.37it/s] 183/499 4.32G 0.01477 0.01211 0.00383 84 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 183/499 4.32G 0.01477 0.01208 0.004016 71 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 183/499 4.32G 0.01477 0.01208 0.004016 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.33it/s] 183/499 4.32G 0.01483 0.01212 0.00421 77 640: 42%|####2 | 17/40 [00:03<00:04, 5.33it/s] 183/499 4.32G 0.01483 0.01212 0.00421 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.39it/s] 183/499 4.32G 0.01484 0.01207 0.004297 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.39it/s] 183/499 4.32G 0.01484 0.01207 0.004297 74 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 183/499 4.32G 0.01488 0.01198 0.004336 64 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 183/499 4.32G 0.01488 0.01198 0.004336 64 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 183/499 4.32G 0.01491 0.01188 0.004406 58 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 183/499 4.32G 0.01491 0.01188 0.004406 58 640: 52%|#####2 | 21/40 [00:03<00:03, 5.39it/s] 183/499 4.32G 0.01498 0.01182 0.004381 61 640: 52%|#####2 | 21/40 [00:04<00:03, 5.39it/s] 183/499 4.32G 0.01498 0.01182 0.004381 61 640: 55%|#####5 | 22/40 [00:04<00:03, 5.19it/s] 183/499 4.32G 0.01494 0.0117 0.004329 56 640: 55%|#####5 | 22/40 [00:04<00:03, 5.19it/s] 183/499 4.32G 0.01494 0.0117 0.004329 56 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 183/499 4.32G 0.0149 0.01163 0.004289 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 183/499 4.32G 0.0149 0.01163 0.004289 74 640: 60%|###### | 24/40 [00:04<00:02, 5.35it/s] 183/499 4.32G 0.01492 0.01171 0.004293 78 640: 60%|###### | 24/40 [00:04<00:02, 5.35it/s] 183/499 4.32G 0.01492 0.01171 0.004293 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.18it/s] 183/499 4.32G 0.01492 0.01171 0.004236 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.18it/s] 183/499 4.32G 0.01492 0.01171 0.004236 72 640: 65%|######5 | 26/40 [00:04<00:02, 5.28it/s] 183/499 4.32G 0.01495 0.01183 0.004274 84 640: 65%|######5 | 26/40 [00:05<00:02, 5.28it/s] 183/499 4.32G 0.01495 0.01183 0.004274 84 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 183/499 4.32G 0.0149 0.01182 0.004158 81 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 183/499 4.32G 0.0149 0.01182 0.004158 81 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 183/499 4.32G 0.01491 0.01183 0.004138 78 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 183/499 4.32G 0.01491 0.01183 0.004138 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 183/499 4.32G 0.01494 0.01188 0.004202 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 183/499 4.32G 0.01494 0.01188 0.004202 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.38it/s] 183/499 4.32G 0.01495 0.01179 0.004183 55 640: 75%|#######5 | 30/40 [00:05<00:01, 5.38it/s] 183/499 4.32G 0.01495 0.01179 0.004183 55 640: 78%|#######7 | 31/40 [00:05<00:01, 5.21it/s] 183/499 4.32G 0.0149 0.01182 0.004218 79 640: 78%|#######7 | 31/40 [00:06<00:01, 5.21it/s] 183/499 4.32G 0.0149 0.01182 0.004218 79 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 183/499 4.32G 0.01492 0.01177 0.004211 72 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 183/499 4.32G 0.01492 0.01177 0.004211 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 183/499 4.32G 0.01489 0.01173 0.004145 64 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 183/499 4.32G 0.01489 0.01173 0.004145 64 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 183/499 4.32G 0.01491 0.01171 0.004115 69 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 183/499 4.32G 0.01491 0.01171 0.004115 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 183/499 4.32G 0.0149 0.01167 0.004072 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 183/499 4.32G 0.0149 0.01167 0.004072 71 640: 90%|######### | 36/40 [00:06<00:00, 5.36it/s] 183/499 4.32G 0.0149 0.01163 0.004138 68 640: 90%|######### | 36/40 [00:07<00:00, 5.36it/s] 183/499 4.32G 0.0149 0.01163 0.004138 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.19it/s] 183/499 4.32G 0.01487 0.01166 0.004136 80 640: 92%|#########2| 37/40 [00:07<00:00, 5.19it/s] 183/499 4.32G 0.01487 0.01166 0.004136 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 183/499 4.32G 0.01486 0.01159 0.004101 64 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 183/499 4.32G 0.01486 0.01159 0.004101 64 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 183/499 4.32G 0.01485 0.0116 0.004042 41 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 183/499 4.32G 0.01485 0.0116 0.004042 41 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] 183/499 4.32G 0.01485 0.0116 0.004042 41 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.85it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.87it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.44it/s] all 132 263 0.9 0.846 0.868 0.733 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 184/499 4.32G 0.01407 0.01219 0.00438 76 640: 0%| | 0/40 [00:00<?, ?it/s] 184/499 4.32G 0.01407 0.01219 0.00438 76 640: 2%|2 | 1/40 [00:00<00:06, 5.61it/s] 184/499 4.32G 0.0151 0.0133 0.005103 91 640: 2%|2 | 1/40 [00:00<00:06, 5.61it/s] 184/499 4.32G 0.0151 0.0133 0.005103 91 640: 5%|5 | 2/40 [00:00<00:06, 5.57it/s] 184/499 4.32G 0.01495 0.01265 0.004216 78 640: 5%|5 | 2/40 [00:00<00:06, 5.57it/s] 184/499 4.32G 0.01495 0.01265 0.004216 78 640: 8%|7 | 3/40 [00:00<00:07, 5.27it/s] 184/499 4.32G 0.01548 0.01267 0.004206 83 640: 8%|7 | 3/40 [00:00<00:07, 5.27it/s] 184/499 4.32G 0.01548 0.01267 0.004206 83 640: 10%|# | 4/40 [00:00<00:06, 5.40it/s] 184/499 4.32G 0.01517 0.012 0.003486 72 640: 10%|# | 4/40 [00:00<00:06, 5.40it/s] 184/499 4.32G 0.01517 0.012 0.003486 72 640: 12%|#2 | 5/40 [00:00<00:06, 5.42it/s] 184/499 4.32G 0.01531 0.01217 0.003194 75 640: 12%|#2 | 5/40 [00:01<00:06, 5.42it/s] 184/499 4.32G 0.01531 0.01217 0.003194 75 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 184/499 4.32G 0.0153 0.01215 0.003194 82 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 184/499 4.32G 0.0153 0.01215 0.003194 82 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 184/499 4.32G 0.01523 0.01198 0.003116 71 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 184/499 4.32G 0.01523 0.01198 0.003116 71 640: 20%|## | 8/40 [00:01<00:05, 5.39it/s] 184/499 4.32G 0.01518 0.01191 0.002938 65 640: 20%|## | 8/40 [00:01<00:05, 5.39it/s] 184/499 4.32G 0.01518 0.01191 0.002938 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.25it/s] 184/499 4.32G 0.01505 0.01192 0.0033 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.25it/s] 184/499 4.32G 0.01505 0.01192 0.0033 76 640: 25%|##5 | 10/40 [00:01<00:05, 5.34it/s] 184/499 4.32G 0.01498 0.01183 0.003283 75 640: 25%|##5 | 10/40 [00:02<00:05, 5.34it/s] 184/499 4.32G 0.01498 0.01183 0.003283 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.41it/s] 184/499 4.32G 0.01488 0.01182 0.003155 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.41it/s] 184/499 4.32G 0.01488 0.01182 0.003155 78 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 184/499 4.32G 0.01484 0.01165 0.003314 59 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 184/499 4.32G 0.01484 0.01165 0.003314 59 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 184/499 4.32G 0.01484 0.01149 0.003364 67 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 184/499 4.32G 0.01484 0.01149 0.003364 67 640: 35%|###5 | 14/40 [00:02<00:04, 5.41it/s] 184/499 4.32G 0.01481 0.01144 0.003362 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.41it/s] 184/499 4.32G 0.01481 0.01144 0.003362 75 640: 38%|###7 | 15/40 [00:02<00:04, 5.27it/s] 184/499 4.32G 0.01479 0.01151 0.003335 83 640: 38%|###7 | 15/40 [00:02<00:04, 5.27it/s] 184/499 4.32G 0.01479 0.01151 0.003335 83 640: 40%|#### | 16/40 [00:02<00:04, 5.35it/s] 184/499 4.32G 0.0149 0.01166 0.003296 84 640: 40%|#### | 16/40 [00:03<00:04, 5.35it/s] 184/499 4.32G 0.0149 0.01166 0.003296 84 640: 42%|####2 | 17/40 [00:03<00:04, 5.41it/s] 184/499 4.32G 0.01479 0.01158 0.003169 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.41it/s] 184/499 4.32G 0.01479 0.01158 0.003169 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.26it/s] 184/499 4.32G 0.01484 0.01162 0.00317 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.26it/s] 184/499 4.32G 0.01484 0.01162 0.00317 76 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 184/499 4.32G 0.01483 0.01162 0.003106 70 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 184/499 4.32G 0.01483 0.01162 0.003106 70 640: 50%|##### | 20/40 [00:03<00:03, 5.41it/s] 184/499 4.32G 0.01491 0.01163 0.003104 74 640: 50%|##### | 20/40 [00:03<00:03, 5.41it/s] 184/499 4.32G 0.01491 0.01163 0.003104 74 640: 52%|#####2 | 21/40 [00:03<00:03, 5.26it/s] 184/499 4.32G 0.01491 0.01157 0.003091 62 640: 52%|#####2 | 21/40 [00:04<00:03, 5.26it/s] 184/499 4.32G 0.01491 0.01157 0.003091 62 640: 55%|#####5 | 22/40 [00:04<00:03, 5.35it/s] 184/499 4.32G 0.01491 0.01157 0.003291 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.35it/s] 184/499 4.32G 0.01491 0.01157 0.003291 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.39it/s] 184/499 4.32G 0.01492 0.0116 0.003204 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.39it/s] 184/499 4.32G 0.01492 0.0116 0.003204 73 640: 60%|###### | 24/40 [00:04<00:03, 5.17it/s] 184/499 4.32G 0.01498 0.01164 0.003223 84 640: 60%|###### | 24/40 [00:04<00:03, 5.17it/s] 184/499 4.32G 0.01498 0.01164 0.003223 84 640: 62%|######2 | 25/40 [00:04<00:02, 5.30it/s] 184/499 4.32G 0.01495 0.01159 0.003247 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.30it/s] 184/499 4.32G 0.01495 0.01159 0.003247 69 640: 65%|######5 | 26/40 [00:04<00:02, 5.38it/s] 184/499 4.32G 0.01484 0.01148 0.003405 60 640: 65%|######5 | 26/40 [00:05<00:02, 5.38it/s] 184/499 4.32G 0.01484 0.01148 0.003405 60 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 184/499 4.32G 0.01485 0.01151 0.003403 78 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 184/499 4.32G 0.01485 0.01151 0.003403 78 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 184/499 4.32G 0.01477 0.01145 0.003312 74 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 184/499 4.32G 0.01477 0.01145 0.003312 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.37it/s] 184/499 4.32G 0.01484 0.01146 0.003316 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.37it/s] 184/499 4.32G 0.01484 0.01146 0.003316 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 184/499 4.32G 0.01481 0.01146 0.003295 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 184/499 4.32G 0.01481 0.01146 0.003295 81 640: 78%|#######7 | 31/40 [00:05<00:01, 5.32it/s] 184/499 4.32G 0.0148 0.01143 0.003336 65 640: 78%|#######7 | 31/40 [00:05<00:01, 5.32it/s] 184/499 4.32G 0.0148 0.01143 0.003336 65 640: 80%|######## | 32/40 [00:05<00:01, 5.39it/s] 184/499 4.32G 0.01489 0.01139 0.003399 61 640: 80%|######## | 32/40 [00:06<00:01, 5.39it/s] 184/499 4.32G 0.01489 0.01139 0.003399 61 640: 82%|########2 | 33/40 [00:06<00:01, 5.24it/s] 184/499 4.32G 0.01493 0.01144 0.003385 84 640: 82%|########2 | 33/40 [00:06<00:01, 5.24it/s] 184/499 4.32G 0.01493 0.01144 0.003385 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 184/499 4.32G 0.01494 0.01139 0.003314 61 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 184/499 4.32G 0.01494 0.01139 0.003314 61 640: 88%|########7 | 35/40 [00:06<00:00, 5.38it/s] 184/499 4.32G 0.0149 0.0114 0.003308 80 640: 88%|########7 | 35/40 [00:06<00:00, 5.38it/s] 184/499 4.32G 0.0149 0.0114 0.003308 80 640: 90%|######### | 36/40 [00:06<00:00, 4.70it/s] 184/499 4.32G 0.01499 0.01143 0.003387 73 640: 90%|######### | 36/40 [00:07<00:00, 4.70it/s] 184/499 4.32G 0.01499 0.01143 0.003387 73 640: 92%|#########2| 37/40 [00:07<00:00, 4.93it/s] 184/499 4.32G 0.01496 0.01141 0.003375 70 640: 92%|#########2| 37/40 [00:07<00:00, 4.93it/s] 184/499 4.32G 0.01496 0.01141 0.003375 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.09it/s] 184/499 4.32G 0.01496 0.01146 0.003381 76 640: 95%|#########5| 38/40 [00:07<00:00, 5.09it/s] 184/499 4.32G 0.01496 0.01146 0.003381 76 640: 98%|#########7| 39/40 [00:07<00:00, 5.03it/s] 184/499 4.32G 0.01493 0.01151 0.003322 44 640: 98%|#########7| 39/40 [00:07<00:00, 5.03it/s] 184/499 4.32G 0.01493 0.01151 0.003322 44 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] 184/499 4.32G 0.01493 0.01151 0.003322 44 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.85it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.896 0.84 0.882 0.754 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 185/499 4.32G 0.01529 0.0117 0.004756 78 640: 0%| | 0/40 [00:00<?, ?it/s] 185/499 4.32G 0.01529 0.0117 0.004756 78 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 185/499 4.32G 0.01554 0.01113 0.00335 73 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 185/499 4.32G 0.01554 0.01113 0.00335 73 640: 5%|5 | 2/40 [00:00<00:07, 5.23it/s] 185/499 4.32G 0.01556 0.01163 0.004374 75 640: 5%|5 | 2/40 [00:00<00:07, 5.23it/s] 185/499 4.32G 0.01556 0.01163 0.004374 75 640: 8%|7 | 3/40 [00:00<00:06, 5.39it/s] 185/499 4.32G 0.01543 0.01108 0.004656 63 640: 8%|7 | 3/40 [00:00<00:06, 5.39it/s] 185/499 4.32G 0.01543 0.01108 0.004656 63 640: 10%|# | 4/40 [00:00<00:06, 5.45it/s] 185/499 4.32G 0.01509 0.01097 0.003956 65 640: 10%|# | 4/40 [00:00<00:06, 5.45it/s] 185/499 4.32G 0.01509 0.01097 0.003956 65 640: 12%|#2 | 5/40 [00:00<00:06, 5.26it/s] 185/499 4.32G 0.01517 0.0109 0.003544 70 640: 12%|#2 | 5/40 [00:01<00:06, 5.26it/s] 185/499 4.32G 0.01517 0.0109 0.003544 70 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 185/499 4.32G 0.01502 0.01053 0.003343 57 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 185/499 4.32G 0.01502 0.01053 0.003343 57 640: 18%|#7 | 7/40 [00:01<00:06, 5.42it/s] 185/499 4.32G 0.0148 0.01039 0.003303 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.42it/s] 185/499 4.32G 0.0148 0.01039 0.003303 70 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 185/499 4.32G 0.01467 0.01031 0.003174 68 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 185/499 4.32G 0.01467 0.01031 0.003174 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 185/499 4.32G 0.01482 0.01046 0.003119 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 185/499 4.32G 0.01482 0.01046 0.003119 72 640: 25%|##5 | 10/40 [00:01<00:05, 5.41it/s] 185/499 4.32G 0.01489 0.01035 0.003299 55 640: 25%|##5 | 10/40 [00:02<00:05, 5.41it/s] 185/499 4.32G 0.01489 0.01035 0.003299 55 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 185/499 4.32G 0.01491 0.01071 0.003459 93 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 185/499 4.32G 0.01491 0.01071 0.003459 93 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 185/499 4.32G 0.01489 0.01081 0.003541 80 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 185/499 4.32G 0.01489 0.01081 0.003541 80 640: 32%|###2 | 13/40 [00:02<00:05, 5.40it/s] 185/499 4.32G 0.01492 0.01087 0.003645 69 640: 32%|###2 | 13/40 [00:02<00:05, 5.40it/s] 185/499 4.32G 0.01492 0.01087 0.003645 69 640: 35%|###5 | 14/40 [00:02<00:04, 5.26it/s] 185/499 4.32G 0.01489 0.01113 0.00377 82 640: 35%|###5 | 14/40 [00:02<00:04, 5.26it/s] 185/499 4.32G 0.01489 0.01113 0.00377 82 640: 38%|###7 | 15/40 [00:02<00:04, 5.35it/s] 185/499 4.32G 0.01479 0.01122 0.003711 82 640: 38%|###7 | 15/40 [00:02<00:04, 5.35it/s] 185/499 4.32G 0.01479 0.01122 0.003711 82 640: 40%|#### | 16/40 [00:02<00:04, 5.40it/s] 185/499 4.32G 0.01475 0.01138 0.003642 89 640: 40%|#### | 16/40 [00:03<00:04, 5.40it/s] 185/499 4.32G 0.01475 0.01138 0.003642 89 640: 42%|####2 | 17/40 [00:03<00:04, 5.26it/s] 185/499 4.32G 0.01464 0.01132 0.003527 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.26it/s] 185/499 4.32G 0.01464 0.01132 0.003527 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.36it/s] 185/499 4.32G 0.01458 0.01136 0.003479 87 640: 45%|####5 | 18/40 [00:03<00:04, 5.36it/s] 185/499 4.32G 0.01458 0.01136 0.003479 87 640: 48%|####7 | 19/40 [00:03<00:03, 5.40it/s] 185/499 4.32G 0.01452 0.01118 0.003473 46 640: 48%|####7 | 19/40 [00:03<00:03, 5.40it/s] 185/499 4.32G 0.01452 0.01118 0.003473 46 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 185/499 4.32G 0.01454 0.01119 0.003418 68 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 185/499 4.32G 0.01454 0.01119 0.003418 68 640: 52%|#####2 | 21/40 [00:03<00:03, 5.32it/s] 185/499 4.32G 0.0145 0.01116 0.003405 77 640: 52%|#####2 | 21/40 [00:04<00:03, 5.32it/s] 185/499 4.32G 0.0145 0.01116 0.003405 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.39it/s] 185/499 4.32G 0.0145 0.01139 0.00332 105 640: 55%|#####5 | 22/40 [00:04<00:03, 5.39it/s] 185/499 4.32G 0.0145 0.01139 0.00332 105 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 185/499 4.32G 0.01448 0.01136 0.003414 66 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 185/499 4.32G 0.01448 0.01136 0.003414 66 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 185/499 4.32G 0.01455 0.01139 0.00339 76 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 185/499 4.32G 0.01455 0.01139 0.00339 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.42it/s] 185/499 4.32G 0.01454 0.01141 0.003342 77 640: 62%|######2 | 25/40 [00:04<00:02, 5.42it/s] 185/499 4.32G 0.01454 0.01141 0.003342 77 640: 65%|######5 | 26/40 [00:04<00:02, 5.26it/s] 185/499 4.32G 0.01452 0.01138 0.00326 76 640: 65%|######5 | 26/40 [00:05<00:02, 5.26it/s] 185/499 4.32G 0.01452 0.01138 0.00326 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.35it/s] 185/499 4.32G 0.0144 0.01136 0.003361 86 640: 68%|######7 | 27/40 [00:05<00:02, 5.35it/s] 185/499 4.32G 0.0144 0.01136 0.003361 86 640: 70%|####### | 28/40 [00:05<00:02, 5.38it/s] 185/499 4.32G 0.01437 0.01138 0.003368 79 640: 70%|####### | 28/40 [00:05<00:02, 5.38it/s] 185/499 4.32G 0.01437 0.01138 0.003368 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.23it/s] 185/499 4.32G 0.01434 0.01131 0.003315 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.23it/s] 185/499 4.32G 0.01434 0.01131 0.003315 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 185/499 4.32G 0.01431 0.0113 0.003512 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 185/499 4.32G 0.01431 0.0113 0.003512 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.38it/s] 185/499 4.32G 0.01435 0.01133 0.003483 72 640: 78%|#######7 | 31/40 [00:06<00:01, 5.38it/s] 185/499 4.32G 0.01435 0.01133 0.003483 72 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 185/499 4.32G 0.01433 0.01132 0.003432 77 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 185/499 4.32G 0.01433 0.01132 0.003432 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 185/499 4.32G 0.01436 0.01126 0.003476 54 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 185/499 4.32G 0.01436 0.01126 0.003476 54 640: 85%|########5 | 34/40 [00:06<00:01, 5.36it/s] 185/499 4.32G 0.01434 0.01124 0.003549 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.36it/s] 185/499 4.32G 0.01434 0.01124 0.003549 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 185/499 4.32G 0.01431 0.01125 0.003591 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 185/499 4.32G 0.01431 0.01125 0.003591 74 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 185/499 4.32G 0.0143 0.01117 0.003568 66 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 185/499 4.32G 0.0143 0.01117 0.003568 66 640: 92%|#########2| 37/40 [00:06<00:00, 5.36it/s] 185/499 4.32G 0.01435 0.01123 0.003553 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.36it/s] 185/499 4.32G 0.01435 0.01123 0.003553 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 185/499 4.32G 0.01438 0.01124 0.003517 67 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 185/499 4.32G 0.01438 0.01124 0.003517 67 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 185/499 4.32G 0.01442 0.01128 0.003554 34 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 185/499 4.32G 0.01442 0.01128 0.003554 34 640: 100%|##########| 40/40 [00:07<00:00, 5.45it/s] 185/499 4.32G 0.01442 0.01128 0.003554 34 640: 100%|##########| 40/40 [00:07<00:00, 5.33it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.82it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.87it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.45it/s] all 132 263 0.857 0.837 0.878 0.737 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 186/499 4.32G 0.01525 0.0168 0.005023 106 640: 0%| | 0/40 [00:00<?, ?it/s] 186/499 4.32G 0.01525 0.0168 0.005023 106 640: 2%|2 | 1/40 [00:00<00:07, 5.01it/s] 186/499 4.32G 0.01585 0.01393 0.003437 59 640: 2%|2 | 1/40 [00:00<00:07, 5.01it/s] 186/499 4.32G 0.01585 0.01393 0.003437 59 640: 5%|5 | 2/40 [00:00<00:07, 5.32it/s] 186/499 4.32G 0.01617 0.01407 0.004062 84 640: 5%|5 | 2/40 [00:00<00:07, 5.32it/s] 186/499 4.32G 0.01617 0.01407 0.004062 84 640: 8%|7 | 3/40 [00:00<00:06, 5.41it/s] 186/499 4.32G 0.01582 0.01328 0.004185 70 640: 8%|7 | 3/40 [00:00<00:06, 5.41it/s] 186/499 4.32G 0.01582 0.01328 0.004185 70 640: 10%|# | 4/40 [00:00<00:06, 5.22it/s] 186/499 4.32G 0.01553 0.01345 0.003752 93 640: 10%|# | 4/40 [00:00<00:06, 5.22it/s] 186/499 4.32G 0.01553 0.01345 0.003752 93 640: 12%|#2 | 5/40 [00:00<00:06, 5.33it/s] 186/499 4.32G 0.01519 0.01301 0.004031 65 640: 12%|#2 | 5/40 [00:01<00:06, 5.33it/s] 186/499 4.32G 0.01519 0.01301 0.004031 65 640: 15%|#5 | 6/40 [00:01<00:06, 5.40it/s] 186/499 4.32G 0.01518 0.01317 0.003672 92 640: 15%|#5 | 6/40 [00:01<00:06, 5.40it/s] 186/499 4.32G 0.01518 0.01317 0.003672 92 640: 18%|#7 | 7/40 [00:01<00:06, 5.25it/s] 186/499 4.32G 0.01537 0.01322 0.004434 84 640: 18%|#7 | 7/40 [00:01<00:06, 5.25it/s] 186/499 4.32G 0.01537 0.01322 0.004434 84 640: 20%|## | 8/40 [00:01<00:05, 5.35it/s] 186/499 4.32G 0.01528 0.01275 0.004129 53 640: 20%|## | 8/40 [00:01<00:05, 5.35it/s] 186/499 4.32G 0.01528 0.01275 0.004129 53 640: 22%|##2 | 9/40 [00:01<00:05, 5.40it/s] 186/499 4.32G 0.0153 0.01284 0.004268 84 640: 22%|##2 | 9/40 [00:01<00:05, 5.40it/s] 186/499 4.32G 0.0153 0.01284 0.004268 84 640: 25%|##5 | 10/40 [00:01<00:05, 5.27it/s] 186/499 4.32G 0.01541 0.01291 0.004223 80 640: 25%|##5 | 10/40 [00:02<00:05, 5.27it/s] 186/499 4.32G 0.01541 0.01291 0.004223 80 640: 28%|##7 | 11/40 [00:02<00:05, 5.36it/s] 186/499 4.32G 0.01511 0.01279 0.004027 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.36it/s] 186/499 4.32G 0.01511 0.01279 0.004027 75 640: 30%|### | 12/40 [00:02<00:05, 5.42it/s] 186/499 4.32G 0.01512 0.01275 0.004377 73 640: 30%|### | 12/40 [00:02<00:05, 5.42it/s] 186/499 4.32G 0.01512 0.01275 0.004377 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.27it/s] 186/499 4.32G 0.0151 0.0128 0.004309 90 640: 32%|###2 | 13/40 [00:02<00:05, 5.27it/s] 186/499 4.32G 0.0151 0.0128 0.004309 90 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 186/499 4.32G 0.0151 0.01287 0.004433 83 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 186/499 4.32G 0.0151 0.01287 0.004433 83 640: 38%|###7 | 15/40 [00:02<00:04, 5.42it/s] 186/499 4.32G 0.01502 0.01255 0.004393 55 640: 38%|###7 | 15/40 [00:03<00:04, 5.42it/s] 186/499 4.32G 0.01502 0.01255 0.004393 55 640: 40%|#### | 16/40 [00:03<00:04, 5.27it/s] 186/499 4.32G 0.01499 0.01255 0.004213 80 640: 40%|#### | 16/40 [00:03<00:04, 5.27it/s] 186/499 4.32G 0.01499 0.01255 0.004213 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 186/499 4.32G 0.01497 0.01243 0.004247 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 186/499 4.32G 0.01497 0.01243 0.004247 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.40it/s] 186/499 4.32G 0.01503 0.01242 0.004222 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.40it/s] 186/499 4.32G 0.01503 0.01242 0.004222 68 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 186/499 4.32G 0.01489 0.0123 0.004102 64 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 186/499 4.32G 0.01489 0.0123 0.004102 64 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 186/499 4.32G 0.01481 0.01225 0.004087 74 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 186/499 4.32G 0.01481 0.01225 0.004087 74 640: 52%|#####2 | 21/40 [00:03<00:03, 5.34it/s] 186/499 4.32G 0.01482 0.01222 0.004137 69 640: 52%|#####2 | 21/40 [00:04<00:03, 5.34it/s] 186/499 4.32G 0.01482 0.01222 0.004137 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 186/499 4.32G 0.01481 0.01226 0.00427 87 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 186/499 4.32G 0.01481 0.01226 0.00427 87 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 186/499 4.32G 0.01481 0.01222 0.004284 68 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 186/499 4.32G 0.01481 0.01222 0.004284 68 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 186/499 4.32G 0.01482 0.01215 0.004202 60 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 186/499 4.32G 0.01482 0.01215 0.004202 60 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 186/499 4.32G 0.01481 0.01213 0.004112 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 186/499 4.32G 0.01481 0.01213 0.004112 72 640: 65%|######5 | 26/40 [00:04<00:02, 5.32it/s] 186/499 4.32G 0.01484 0.01219 0.004061 77 640: 65%|######5 | 26/40 [00:05<00:02, 5.32it/s] 186/499 4.32G 0.01484 0.01219 0.004061 77 640: 68%|######7 | 27/40 [00:05<00:02, 5.38it/s] 186/499 4.32G 0.01483 0.01222 0.004084 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.38it/s] 186/499 4.32G 0.01483 0.01222 0.004084 76 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 186/499 4.32G 0.01478 0.01218 0.004115 79 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 186/499 4.32G 0.01478 0.01218 0.004115 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 186/499 4.32G 0.01479 0.01225 0.004117 90 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 186/499 4.32G 0.01479 0.01225 0.004117 90 640: 75%|#######5 | 30/40 [00:05<00:01, 5.37it/s] 186/499 4.32G 0.01476 0.01222 0.004159 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.37it/s] 186/499 4.32G 0.01476 0.01222 0.004159 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.22it/s] 186/499 4.32G 0.01479 0.01221 0.004124 76 640: 78%|#######7 | 31/40 [00:06<00:01, 5.22it/s] 186/499 4.32G 0.01479 0.01221 0.004124 76 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 186/499 4.32G 0.01476 0.01213 0.0041 64 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 186/499 4.32G 0.01476 0.01213 0.0041 64 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 186/499 4.32G 0.01475 0.01211 0.004102 70 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 186/499 4.32G 0.01475 0.01211 0.004102 70 640: 85%|########5 | 34/40 [00:06<00:01, 5.19it/s] 186/499 4.32G 0.01475 0.0121 0.004118 78 640: 85%|########5 | 34/40 [00:06<00:01, 5.19it/s] 186/499 4.32G 0.01475 0.0121 0.004118 78 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 186/499 4.32G 0.01475 0.01207 0.004126 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 186/499 4.32G 0.01475 0.01207 0.004126 74 640: 90%|######### | 36/40 [00:06<00:00, 5.33it/s] 186/499 4.32G 0.01477 0.01206 0.004161 72 640: 90%|######### | 36/40 [00:06<00:00, 5.33it/s] 186/499 4.32G 0.01477 0.01206 0.004161 72 640: 92%|#########2| 37/40 [00:06<00:00, 5.19it/s] 186/499 4.32G 0.01471 0.01199 0.004113 66 640: 92%|#########2| 37/40 [00:07<00:00, 5.19it/s] 186/499 4.32G 0.01471 0.01199 0.004113 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 186/499 4.32G 0.01467 0.01193 0.004035 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 186/499 4.32G 0.01467 0.01193 0.004035 66 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 186/499 4.32G 0.01467 0.01187 0.003986 34 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 186/499 4.32G 0.01467 0.01187 0.003986 34 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] 186/499 4.32G 0.01467 0.01187 0.003986 34 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s] all 132 263 0.826 0.892 0.9 0.772 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 187/499 4.32G 0.01544 0.009621 0.001423 69 640: 0%| | 0/40 [00:00<?, ?it/s] 187/499 4.32G 0.01544 0.009621 0.001423 69 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 187/499 4.32G 0.01481 0.009643 0.001569 70 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 187/499 4.32G 0.01481 0.009643 0.001569 70 640: 5%|5 | 2/40 [00:00<00:06, 5.52it/s] 187/499 4.32G 0.01532 0.01106 0.001853 89 640: 5%|5 | 2/40 [00:00<00:06, 5.52it/s] 187/499 4.32G 0.01532 0.01106 0.001853 89 640: 8%|7 | 3/40 [00:00<00:07, 5.21it/s] 187/499 4.32G 0.01484 0.0107 0.001762 64 640: 8%|7 | 3/40 [00:00<00:07, 5.21it/s] 187/499 4.32G 0.01484 0.0107 0.001762 64 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 187/499 4.32G 0.01443 0.01082 0.002263 82 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 187/499 4.32G 0.01443 0.01082 0.002263 82 640: 12%|#2 | 5/40 [00:00<00:06, 5.38it/s] 187/499 4.32G 0.01438 0.01056 0.002517 67 640: 12%|#2 | 5/40 [00:01<00:06, 5.38it/s] 187/499 4.32G 0.01438 0.01056 0.002517 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 187/499 4.32G 0.0144 0.01076 0.0025 77 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 187/499 4.32G 0.0144 0.01076 0.0025 77 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 187/499 4.32G 0.01449 0.0108 0.003353 71 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 187/499 4.32G 0.01449 0.0108 0.003353 71 640: 20%|## | 8/40 [00:01<00:05, 5.39it/s] 187/499 4.32G 0.01433 0.01062 0.003118 68 640: 20%|## | 8/40 [00:01<00:05, 5.39it/s] 187/499 4.32G 0.01433 0.01062 0.003118 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 187/499 4.32G 0.01438 0.01045 0.003233 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 187/499 4.32G 0.01438 0.01045 0.003233 69 640: 25%|##5 | 10/40 [00:01<00:05, 5.31it/s] 187/499 4.32G 0.01442 0.01069 0.003364 81 640: 25%|##5 | 10/40 [00:02<00:05, 5.31it/s] 187/499 4.32G 0.01442 0.01069 0.003364 81 640: 28%|##7 | 11/40 [00:02<00:05, 5.36it/s] 187/499 4.32G 0.01445 0.01083 0.003286 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.36it/s] 187/499 4.32G 0.01445 0.01083 0.003286 72 640: 30%|### | 12/40 [00:02<00:05, 5.19it/s] 187/499 4.32G 0.01448 0.01082 0.003297 69 640: 30%|### | 12/40 [00:02<00:05, 5.19it/s] 187/499 4.32G 0.01448 0.01082 0.003297 69 640: 32%|###2 | 13/40 [00:02<00:05, 5.29it/s] 187/499 4.32G 0.0145 0.01085 0.003204 69 640: 32%|###2 | 13/40 [00:02<00:05, 5.29it/s] 187/499 4.32G 0.0145 0.01085 0.003204 69 640: 35%|###5 | 14/40 [00:02<00:04, 5.36it/s] 187/499 4.32G 0.01454 0.01085 0.003223 77 640: 35%|###5 | 14/40 [00:02<00:04, 5.36it/s] 187/499 4.32G 0.01454 0.01085 0.003223 77 640: 38%|###7 | 15/40 [00:02<00:04, 5.20it/s] 187/499 4.32G 0.0145 0.01098 0.003198 79 640: 38%|###7 | 15/40 [00:03<00:04, 5.20it/s] 187/499 4.32G 0.0145 0.01098 0.003198 79 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 187/499 4.32G 0.01447 0.01116 0.003187 92 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 187/499 4.32G 0.01447 0.01116 0.003187 92 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 187/499 4.32G 0.01444 0.01133 0.003223 92 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 187/499 4.32G 0.01444 0.01133 0.003223 92 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 187/499 4.32G 0.01451 0.01121 0.003272 61 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 187/499 4.32G 0.01451 0.01121 0.003272 61 640: 48%|####7 | 19/40 [00:03<00:03, 5.31it/s] 187/499 4.32G 0.0145 0.01127 0.003192 77 640: 48%|####7 | 19/40 [00:03<00:03, 5.31it/s] 187/499 4.32G 0.0145 0.01127 0.003192 77 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 187/499 4.32G 0.01445 0.0112 0.003194 69 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 187/499 4.32G 0.01445 0.0112 0.003194 69 640: 52%|#####2 | 21/40 [00:03<00:03, 5.21it/s] 187/499 4.32G 0.01435 0.01123 0.003105 86 640: 52%|#####2 | 21/40 [00:04<00:03, 5.21it/s] 187/499 4.32G 0.01435 0.01123 0.003105 86 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 187/499 4.32G 0.01429 0.01122 0.003057 68 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 187/499 4.32G 0.01429 0.01122 0.003057 68 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 187/499 4.32G 0.01425 0.01119 0.003165 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 187/499 4.32G 0.01425 0.01119 0.003165 74 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 187/499 4.32G 0.01422 0.01122 0.003117 77 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 187/499 4.32G 0.01422 0.01122 0.003117 77 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 187/499 4.32G 0.01422 0.01113 0.003036 53 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 187/499 4.32G 0.01422 0.01113 0.003036 53 640: 65%|######5 | 26/40 [00:04<00:02, 5.34it/s] 187/499 4.32G 0.01421 0.01119 0.003142 80 640: 65%|######5 | 26/40 [00:05<00:02, 5.34it/s] 187/499 4.32G 0.01421 0.01119 0.003142 80 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 187/499 4.32G 0.01428 0.01124 0.003206 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 187/499 4.32G 0.01428 0.01124 0.003206 76 640: 70%|####### | 28/40 [00:05<00:02, 5.27it/s] 187/499 4.32G 0.01431 0.0112 0.0033 58 640: 70%|####### | 28/40 [00:05<00:02, 5.27it/s] 187/499 4.32G 0.01431 0.0112 0.0033 58 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 187/499 4.32G 0.01433 0.01122 0.003364 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 187/499 4.32G 0.01433 0.01122 0.003364 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 187/499 4.32G 0.01431 0.01123 0.003296 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 187/499 4.32G 0.01431 0.01123 0.003296 79 640: 78%|#######7 | 31/40 [00:05<00:01, 5.27it/s] 187/499 4.32G 0.01437 0.0113 0.00338 78 640: 78%|#######7 | 31/40 [00:06<00:01, 5.27it/s] 187/499 4.32G 0.01437 0.0113 0.00338 78 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 187/499 4.32G 0.0144 0.01128 0.00335 63 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 187/499 4.32G 0.0144 0.01128 0.00335 63 640: 82%|########2 | 33/40 [00:06<00:01, 5.16it/s] 187/499 4.32G 0.01441 0.01135 0.003329 95 640: 82%|########2 | 33/40 [00:06<00:01, 5.16it/s] 187/499 4.32G 0.01441 0.01135 0.003329 95 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 187/499 4.32G 0.01437 0.01128 0.003488 67 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 187/499 4.32G 0.01437 0.01128 0.003488 67 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 187/499 4.32G 0.01443 0.01128 0.003633 70 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 187/499 4.32G 0.01443 0.01128 0.003633 70 640: 90%|######### | 36/40 [00:06<00:00, 5.11it/s] 187/499 4.32G 0.01445 0.0114 0.003617 95 640: 90%|######### | 36/40 [00:07<00:00, 5.11it/s] 187/499 4.32G 0.01445 0.0114 0.003617 95 640: 92%|#########2| 37/40 [00:07<00:00, 5.21it/s] 187/499 4.32G 0.01445 0.01139 0.003626 69 640: 92%|#########2| 37/40 [00:07<00:00, 5.21it/s] 187/499 4.32G 0.01445 0.01139 0.003626 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 187/499 4.32G 0.01451 0.01143 0.003613 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 187/499 4.32G 0.01451 0.01143 0.003613 70 640: 98%|#########7| 39/40 [00:07<00:00, 5.17it/s] 187/499 4.32G 0.01446 0.01137 0.003561 33 640: 98%|#########7| 39/40 [00:07<00:00, 5.17it/s] 187/499 4.32G 0.01446 0.01137 0.003561 33 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] 187/499 4.32G 0.01446 0.01137 0.003561 33 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.919 0.834 0.883 0.754 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 188/499 4.32G 0.01474 0.01311 0.004867 76 640: 0%| | 0/40 [00:00<?, ?it/s] 188/499 4.32G 0.01474 0.01311 0.004867 76 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 188/499 4.32G 0.01427 0.0117 0.003694 64 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 188/499 4.32G 0.01427 0.0117 0.003694 64 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 188/499 4.32G 0.01358 0.01105 0.00282 77 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 188/499 4.32G 0.01358 0.01105 0.00282 77 640: 8%|7 | 3/40 [00:00<00:06, 5.31it/s] 188/499 4.32G 0.0138 0.01059 0.003162 59 640: 8%|7 | 3/40 [00:00<00:06, 5.31it/s] 188/499 4.32G 0.0138 0.01059 0.003162 59 640: 10%|# | 4/40 [00:00<00:06, 5.41it/s] 188/499 4.32G 0.01406 0.01094 0.002848 81 640: 10%|# | 4/40 [00:00<00:06, 5.41it/s] 188/499 4.32G 0.01406 0.01094 0.002848 81 640: 12%|#2 | 5/40 [00:00<00:06, 5.23it/s] 188/499 4.32G 0.01408 0.01103 0.00258 73 640: 12%|#2 | 5/40 [00:01<00:06, 5.23it/s] 188/499 4.32G 0.01408 0.01103 0.00258 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.31it/s] 188/499 4.32G 0.01432 0.01098 0.002622 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.31it/s] 188/499 4.32G 0.01432 0.01098 0.002622 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 188/499 4.32G 0.01417 0.01118 0.002828 91 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 188/499 4.32G 0.01417 0.01118 0.002828 91 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 188/499 4.32G 0.01415 0.01106 0.002895 55 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 188/499 4.32G 0.01415 0.01106 0.002895 55 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 188/499 4.32G 0.01419 0.01125 0.002866 85 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 188/499 4.32G 0.01419 0.01125 0.002866 85 640: 25%|##5 | 10/40 [00:01<00:05, 5.41it/s] 188/499 4.32G 0.01434 0.0113 0.003238 70 640: 25%|##5 | 10/40 [00:02<00:05, 5.41it/s] 188/499 4.32G 0.01434 0.0113 0.003238 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.19it/s] 188/499 4.32G 0.01436 0.01137 0.003129 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.19it/s] 188/499 4.32G 0.01436 0.01137 0.003129 79 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 188/499 4.32G 0.01437 0.01152 0.003121 81 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 188/499 4.32G 0.01437 0.01152 0.003121 81 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 188/499 4.32G 0.01435 0.01156 0.00298 83 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 188/499 4.32G 0.01435 0.01156 0.00298 83 640: 35%|###5 | 14/40 [00:02<00:04, 5.20it/s] 188/499 4.32G 0.01442 0.01161 0.003021 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.20it/s] 188/499 4.32G 0.01442 0.01161 0.003021 75 640: 38%|###7 | 15/40 [00:02<00:04, 5.24it/s] 188/499 4.32G 0.0145 0.01164 0.003184 73 640: 38%|###7 | 15/40 [00:03<00:04, 5.24it/s] 188/499 4.32G 0.0145 0.01164 0.003184 73 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 188/499 4.32G 0.0145 0.0117 0.003181 79 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 188/499 4.32G 0.0145 0.0117 0.003181 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 188/499 4.32G 0.0145 0.01171 0.003333 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 188/499 4.32G 0.0145 0.01171 0.003333 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 188/499 4.32G 0.01447 0.01159 0.003459 62 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 188/499 4.32G 0.01447 0.01159 0.003459 62 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 188/499 4.32G 0.01449 0.0116 0.003507 74 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 188/499 4.32G 0.01449 0.0116 0.003507 74 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 188/499 4.32G 0.01454 0.01165 0.003541 69 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 188/499 4.32G 0.01454 0.01165 0.003541 69 640: 52%|#####2 | 21/40 [00:03<00:03, 5.31it/s] 188/499 4.32G 0.01448 0.01158 0.00374 71 640: 52%|#####2 | 21/40 [00:04<00:03, 5.31it/s] 188/499 4.32G 0.01448 0.01158 0.00374 71 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 188/499 4.32G 0.01448 0.01163 0.003784 87 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 188/499 4.32G 0.01448 0.01163 0.003784 87 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 188/499 4.32G 0.01447 0.01156 0.003744 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 188/499 4.32G 0.01447 0.01156 0.003744 69 640: 60%|###### | 24/40 [00:04<00:02, 5.35it/s] 188/499 4.32G 0.01451 0.01156 0.003733 73 640: 60%|###### | 24/40 [00:04<00:02, 5.35it/s] 188/499 4.32G 0.01451 0.01156 0.003733 73 640: 62%|######2 | 25/40 [00:04<00:02, 5.42it/s] 188/499 4.32G 0.01458 0.01155 0.003755 65 640: 62%|######2 | 25/40 [00:04<00:02, 5.42it/s] 188/499 4.32G 0.01458 0.01155 0.003755 65 640: 65%|######5 | 26/40 [00:04<00:02, 5.28it/s] 188/499 4.32G 0.01453 0.01151 0.003711 68 640: 65%|######5 | 26/40 [00:05<00:02, 5.28it/s] 188/499 4.32G 0.01453 0.01151 0.003711 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 188/499 4.32G 0.01447 0.01147 0.003741 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 188/499 4.32G 0.01447 0.01147 0.003741 74 640: 70%|####### | 28/40 [00:05<00:02, 5.38it/s] 188/499 4.32G 0.01447 0.01146 0.003685 66 640: 70%|####### | 28/40 [00:05<00:02, 5.38it/s] 188/499 4.32G 0.01447 0.01146 0.003685 66 640: 72%|#######2 | 29/40 [00:05<00:02, 5.23it/s] 188/499 4.32G 0.01442 0.01147 0.003606 83 640: 72%|#######2 | 29/40 [00:05<00:02, 5.23it/s] 188/499 4.32G 0.01442 0.01147 0.003606 83 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 188/499 4.32G 0.01439 0.01142 0.003562 57 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 188/499 4.32G 0.01439 0.01142 0.003562 57 640: 78%|#######7 | 31/40 [00:05<00:01, 5.35it/s] 188/499 4.32G 0.01444 0.01143 0.00353 75 640: 78%|#######7 | 31/40 [00:06<00:01, 5.35it/s] 188/499 4.32G 0.01444 0.01143 0.00353 75 640: 80%|######## | 32/40 [00:06<00:01, 5.21it/s] 188/499 4.32G 0.01447 0.01148 0.003623 82 640: 80%|######## | 32/40 [00:06<00:01, 5.21it/s] 188/499 4.32G 0.01447 0.01148 0.003623 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 188/499 4.32G 0.01448 0.01149 0.003773 78 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 188/499 4.32G 0.01448 0.01149 0.003773 78 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 188/499 4.32G 0.01451 0.01147 0.003848 71 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 188/499 4.32G 0.01451 0.01147 0.003848 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 188/499 4.32G 0.01456 0.0115 0.003826 72 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 188/499 4.32G 0.01456 0.0115 0.003826 72 640: 90%|######### | 36/40 [00:06<00:00, 5.28it/s] 188/499 4.32G 0.01455 0.01152 0.003825 78 640: 90%|######### | 36/40 [00:06<00:00, 5.28it/s] 188/499 4.32G 0.01455 0.01152 0.003825 78 640: 92%|#########2| 37/40 [00:06<00:00, 5.35it/s] 188/499 4.32G 0.01453 0.01149 0.003812 62 640: 92%|#########2| 37/40 [00:07<00:00, 5.35it/s] 188/499 4.32G 0.01453 0.01149 0.003812 62 640: 95%|#########5| 38/40 [00:07<00:00, 5.18it/s] 188/499 4.32G 0.01452 0.0115 0.003919 76 640: 95%|#########5| 38/40 [00:07<00:00, 5.18it/s] 188/499 4.32G 0.01452 0.0115 0.003919 76 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 188/499 4.32G 0.01454 0.01159 0.00388 44 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 188/499 4.32G 0.01454 0.01159 0.00388 44 640: 100%|##########| 40/40 [00:07<00:00, 5.41it/s] 188/499 4.32G 0.01454 0.01159 0.00388 44 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s] all 132 263 0.862 0.844 0.884 0.752 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 189/499 4.32G 0.01373 0.01042 0.002998 65 640: 0%| | 0/40 [00:00<?, ?it/s] 189/499 4.32G 0.01373 0.01042 0.002998 65 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 189/499 4.32G 0.0155 0.0123 0.004987 71 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 189/499 4.32G 0.0155 0.0123 0.004987 71 640: 5%|5 | 2/40 [00:00<00:07, 5.32it/s] 189/499 4.32G 0.01518 0.01166 0.0053 66 640: 5%|5 | 2/40 [00:00<00:07, 5.32it/s] 189/499 4.32G 0.01518 0.01166 0.0053 66 640: 8%|7 | 3/40 [00:00<00:06, 5.42it/s] 189/499 4.32G 0.01509 0.01188 0.004459 86 640: 8%|7 | 3/40 [00:00<00:06, 5.42it/s] 189/499 4.32G 0.01509 0.01188 0.004459 86 640: 10%|# | 4/40 [00:00<00:07, 5.13it/s] 189/499 4.32G 0.0147 0.01213 0.004288 84 640: 10%|# | 4/40 [00:00<00:07, 5.13it/s] 189/499 4.32G 0.0147 0.01213 0.004288 84 640: 12%|#2 | 5/40 [00:00<00:06, 5.28it/s] 189/499 4.32G 0.01502 0.01205 0.004547 68 640: 12%|#2 | 5/40 [00:01<00:06, 5.28it/s] 189/499 4.32G 0.01502 0.01205 0.004547 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 189/499 4.32G 0.01469 0.01178 0.004354 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 189/499 4.32G 0.01469 0.01178 0.004354 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.15it/s] 189/499 4.32G 0.01478 0.01185 0.004005 66 640: 18%|#7 | 7/40 [00:01<00:06, 5.15it/s] 189/499 4.32G 0.01478 0.01185 0.004005 66 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 189/499 4.32G 0.01486 0.01184 0.003925 68 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 189/499 4.32G 0.01486 0.01184 0.003925 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 189/499 4.32G 0.01487 0.0117 0.004316 62 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 189/499 4.32G 0.01487 0.0117 0.004316 62 640: 25%|##5 | 10/40 [00:01<00:05, 5.21it/s] 189/499 4.32G 0.01478 0.01177 0.004194 72 640: 25%|##5 | 10/40 [00:02<00:05, 5.21it/s] 189/499 4.32G 0.01478 0.01177 0.004194 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 189/499 4.32G 0.01489 0.01178 0.004204 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 189/499 4.32G 0.01489 0.01178 0.004204 78 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 189/499 4.32G 0.01476 0.0116 0.004203 58 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 189/499 4.32G 0.01476 0.0116 0.004203 58 640: 32%|###2 | 13/40 [00:02<00:05, 5.23it/s] 189/499 4.32G 0.01474 0.01163 0.004271 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.23it/s] 189/499 4.32G 0.01474 0.01163 0.004271 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.33it/s] 189/499 4.32G 0.01461 0.01174 0.004265 88 640: 35%|###5 | 14/40 [00:02<00:04, 5.33it/s] 189/499 4.32G 0.01461 0.01174 0.004265 88 640: 38%|###7 | 15/40 [00:02<00:04, 5.40it/s] 189/499 4.32G 0.01456 0.0118 0.004229 82 640: 38%|###7 | 15/40 [00:03<00:04, 5.40it/s] 189/499 4.32G 0.01456 0.0118 0.004229 82 640: 40%|#### | 16/40 [00:03<00:04, 5.26it/s] 189/499 4.32G 0.01456 0.01159 0.004146 53 640: 40%|#### | 16/40 [00:03<00:04, 5.26it/s] 189/499 4.32G 0.01456 0.01159 0.004146 53 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 189/499 4.32G 0.01457 0.01167 0.004146 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 189/499 4.32G 0.01457 0.01167 0.004146 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.40it/s] 189/499 4.32G 0.01444 0.01154 0.004031 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.40it/s] 189/499 4.32G 0.01444 0.01154 0.004031 66 640: 48%|####7 | 19/40 [00:03<00:03, 5.26it/s] 189/499 4.32G 0.01439 0.0116 0.003951 86 640: 48%|####7 | 19/40 [00:03<00:03, 5.26it/s] 189/499 4.32G 0.01439 0.0116 0.003951 86 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 189/499 4.32G 0.01439 0.01154 0.004077 69 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 189/499 4.32G 0.01439 0.01154 0.004077 69 640: 52%|#####2 | 21/40 [00:03<00:03, 5.41it/s] 189/499 4.32G 0.01441 0.01152 0.004398 67 640: 52%|#####2 | 21/40 [00:04<00:03, 5.41it/s] 189/499 4.32G 0.01441 0.01152 0.004398 67 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 189/499 4.32G 0.01439 0.01157 0.00438 78 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 189/499 4.32G 0.01439 0.01157 0.00438 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 189/499 4.32G 0.0144 0.01158 0.00431 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 189/499 4.32G 0.0144 0.01158 0.00431 79 640: 60%|###### | 24/40 [00:04<00:02, 5.39it/s] 189/499 4.32G 0.01438 0.01148 0.004183 66 640: 60%|###### | 24/40 [00:04<00:02, 5.39it/s] 189/499 4.32G 0.01438 0.01148 0.004183 66 640: 62%|######2 | 25/40 [00:04<00:02, 5.26it/s] 189/499 4.32G 0.01442 0.01147 0.004094 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.26it/s] 189/499 4.32G 0.01442 0.01147 0.004094 71 640: 65%|######5 | 26/40 [00:04<00:02, 5.34it/s] 189/499 4.32G 0.01448 0.01147 0.004019 73 640: 65%|######5 | 26/40 [00:05<00:02, 5.34it/s] 189/499 4.32G 0.01448 0.01147 0.004019 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.38it/s] 189/499 4.32G 0.01448 0.01143 0.003993 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.38it/s] 189/499 4.32G 0.01448 0.01143 0.003993 67 640: 70%|####### | 28/40 [00:05<00:02, 5.23it/s] 189/499 4.32G 0.01457 0.01142 0.004113 67 640: 70%|####### | 28/40 [00:05<00:02, 5.23it/s] 189/499 4.32G 0.01457 0.01142 0.004113 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 189/499 4.32G 0.01455 0.01143 0.004067 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 189/499 4.32G 0.01455 0.01143 0.004067 67 640: 75%|#######5 | 30/40 [00:05<00:01, 5.35it/s] 189/499 4.32G 0.01449 0.01136 0.003977 64 640: 75%|#######5 | 30/40 [00:05<00:01, 5.35it/s] 189/499 4.32G 0.01449 0.01136 0.003977 64 640: 78%|#######7 | 31/40 [00:05<00:01, 5.20it/s] 189/499 4.32G 0.01448 0.01141 0.003987 86 640: 78%|#######7 | 31/40 [00:06<00:01, 5.20it/s] 189/499 4.32G 0.01448 0.01141 0.003987 86 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 189/499 4.32G 0.01447 0.01142 0.00403 67 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 189/499 4.32G 0.01447 0.01142 0.00403 67 640: 82%|########2 | 33/40 [00:06<00:01, 5.36it/s] 189/499 4.32G 0.01442 0.01133 0.004049 60 640: 82%|########2 | 33/40 [00:06<00:01, 5.36it/s] 189/499 4.32G 0.01442 0.01133 0.004049 60 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 189/499 4.32G 0.01447 0.01139 0.004093 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 189/499 4.32G 0.01447 0.01139 0.004093 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 189/499 4.32G 0.01446 0.01136 0.004006 67 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 189/499 4.32G 0.01446 0.01136 0.004006 67 640: 90%|######### | 36/40 [00:06<00:00, 5.37it/s] 189/499 4.32G 0.01443 0.01137 0.004039 75 640: 90%|######### | 36/40 [00:06<00:00, 5.37it/s] 189/499 4.32G 0.01443 0.01137 0.004039 75 640: 92%|#########2| 37/40 [00:06<00:00, 5.22it/s] 189/499 4.32G 0.01444 0.0114 0.004075 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.22it/s] 189/499 4.32G 0.01444 0.0114 0.004075 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 189/499 4.32G 0.01441 0.01139 0.00412 78 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 189/499 4.32G 0.01441 0.01139 0.00412 78 640: 98%|#########7| 39/40 [00:07<00:00, 5.36it/s] 189/499 4.32G 0.01441 0.01135 0.004084 35 640: 98%|#########7| 39/40 [00:07<00:00, 5.36it/s] 189/499 4.32G 0.01441 0.01135 0.004084 35 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] 189/499 4.32G 0.01441 0.01135 0.004084 35 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.9 0.876 0.897 0.763 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 190/499 4.32G 0.01411 0.008277 0.001846 59 640: 0%| | 0/40 [00:00<?, ?it/s] 190/499 4.32G 0.01411 0.008277 0.001846 59 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 190/499 4.32G 0.01474 0.009519 0.002608 68 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 190/499 4.32G 0.01474 0.009519 0.002608 68 640: 5%|5 | 2/40 [00:00<00:06, 5.46it/s] 190/499 4.32G 0.01479 0.01074 0.002908 82 640: 5%|5 | 2/40 [00:00<00:06, 5.46it/s] 190/499 4.32G 0.01479 0.01074 0.002908 82 640: 8%|7 | 3/40 [00:00<00:07, 5.21it/s] 190/499 4.32G 0.0147 0.01093 0.003329 72 640: 8%|7 | 3/40 [00:00<00:07, 5.21it/s] 190/499 4.32G 0.0147 0.01093 0.003329 72 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 190/499 4.32G 0.0143 0.01099 0.002983 78 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 190/499 4.32G 0.0143 0.01099 0.002983 78 640: 12%|#2 | 5/40 [00:00<00:06, 5.41it/s] 190/499 4.32G 0.01402 0.01108 0.002924 67 640: 12%|#2 | 5/40 [00:01<00:06, 5.41it/s] 190/499 4.32G 0.01402 0.01108 0.002924 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 190/499 4.32G 0.01429 0.01093 0.003011 57 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 190/499 4.32G 0.01429 0.01093 0.003011 57 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 190/499 4.32G 0.01404 0.01063 0.003742 62 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 190/499 4.32G 0.01404 0.01063 0.003742 62 640: 20%|## | 8/40 [00:01<00:05, 5.40it/s] 190/499 4.32G 0.01409 0.0105 0.003609 62 640: 20%|## | 8/40 [00:01<00:05, 5.40it/s] 190/499 4.32G 0.01409 0.0105 0.003609 62 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 190/499 4.32G 0.01413 0.01053 0.003579 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 190/499 4.32G 0.01413 0.01053 0.003579 65 640: 25%|##5 | 10/40 [00:01<00:05, 5.35it/s] 190/499 4.32G 0.01421 0.01059 0.00382 70 640: 25%|##5 | 10/40 [00:02<00:05, 5.35it/s] 190/499 4.32G 0.01421 0.01059 0.00382 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.36it/s] 190/499 4.32G 0.01434 0.01071 0.003859 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.36it/s] 190/499 4.32G 0.01434 0.01071 0.003859 79 640: 30%|### | 12/40 [00:02<00:05, 5.24it/s] 190/499 4.32G 0.01439 0.0108 0.004137 75 640: 30%|### | 12/40 [00:02<00:05, 5.24it/s] 190/499 4.32G 0.01439 0.0108 0.004137 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 190/499 4.32G 0.01434 0.01096 0.003972 89 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 190/499 4.32G 0.01434 0.01096 0.003972 89 640: 35%|###5 | 14/40 [00:02<00:04, 5.41it/s] 190/499 4.32G 0.01434 0.01109 0.0041 82 640: 35%|###5 | 14/40 [00:02<00:04, 5.41it/s] 190/499 4.32G 0.01434 0.01109 0.0041 82 640: 38%|###7 | 15/40 [00:02<00:04, 5.26it/s] 190/499 4.32G 0.01432 0.01104 0.004427 64 640: 38%|###7 | 15/40 [00:02<00:04, 5.26it/s] 190/499 4.32G 0.01432 0.01104 0.004427 64 640: 40%|#### | 16/40 [00:02<00:04, 5.35it/s] 190/499 4.32G 0.01448 0.01125 0.004298 83 640: 40%|#### | 16/40 [00:03<00:04, 5.35it/s] 190/499 4.32G 0.01448 0.01125 0.004298 83 640: 42%|####2 | 17/40 [00:03<00:04, 5.39it/s] 190/499 4.32G 0.01447 0.0115 0.004229 104 640: 42%|####2 | 17/40 [00:03<00:04, 5.39it/s] 190/499 4.32G 0.01447 0.0115 0.004229 104 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 190/499 4.32G 0.01445 0.01139 0.004111 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 190/499 4.32G 0.01445 0.01139 0.004111 68 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 190/499 4.32G 0.01439 0.01128 0.003936 63 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 190/499 4.32G 0.01439 0.01128 0.003936 63 640: 50%|##### | 20/40 [00:03<00:03, 5.40it/s] 190/499 4.32G 0.01436 0.01127 0.003828 70 640: 50%|##### | 20/40 [00:03<00:03, 5.40it/s] 190/499 4.32G 0.01436 0.01127 0.003828 70 640: 52%|#####2 | 21/40 [00:03<00:03, 5.26it/s] 190/499 4.32G 0.01431 0.01122 0.003811 69 640: 52%|#####2 | 21/40 [00:04<00:03, 5.26it/s] 190/499 4.32G 0.01431 0.01122 0.003811 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 190/499 4.32G 0.01435 0.01126 0.003865 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 190/499 4.32G 0.01435 0.01126 0.003865 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.38it/s] 190/499 4.32G 0.01429 0.01131 0.003812 77 640: 57%|#####7 | 23/40 [00:04<00:03, 5.38it/s] 190/499 4.32G 0.01429 0.01131 0.003812 77 640: 60%|###### | 24/40 [00:04<00:03, 5.23it/s] 190/499 4.32G 0.01435 0.01132 0.003883 76 640: 60%|###### | 24/40 [00:04<00:03, 5.23it/s] 190/499 4.32G 0.01435 0.01132 0.003883 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 190/499 4.32G 0.01433 0.01132 0.003808 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 190/499 4.32G 0.01433 0.01132 0.003808 79 640: 65%|######5 | 26/40 [00:04<00:02, 5.38it/s] 190/499 4.32G 0.01439 0.01136 0.003864 73 640: 65%|######5 | 26/40 [00:05<00:02, 5.38it/s] 190/499 4.32G 0.01439 0.01136 0.003864 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 190/499 4.32G 0.01439 0.0114 0.003883 86 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 190/499 4.32G 0.01439 0.0114 0.003883 86 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 190/499 4.32G 0.01441 0.01139 0.003882 71 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 190/499 4.32G 0.01441 0.01139 0.003882 71 640: 72%|#######2 | 29/40 [00:05<00:02, 5.36it/s] 190/499 4.32G 0.01438 0.01139 0.003919 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.36it/s] 190/499 4.32G 0.01438 0.01139 0.003919 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.23it/s] 190/499 4.32G 0.01441 0.01142 0.003951 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.23it/s] 190/499 4.32G 0.01441 0.01142 0.003951 75 640: 78%|#######7 | 31/40 [00:05<00:01, 5.28it/s] 190/499 4.32G 0.01439 0.01146 0.004053 82 640: 78%|#######7 | 31/40 [00:06<00:01, 5.28it/s] 190/499 4.32G 0.01439 0.01146 0.004053 82 640: 80%|######## | 32/40 [00:06<00:01, 5.35it/s] 190/499 4.32G 0.01442 0.01148 0.004056 76 640: 80%|######## | 32/40 [00:06<00:01, 5.35it/s] 190/499 4.32G 0.01442 0.01148 0.004056 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 190/499 4.32G 0.01441 0.01143 0.004257 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 190/499 4.32G 0.01441 0.01143 0.004257 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 190/499 4.32G 0.01443 0.01146 0.004298 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 190/499 4.32G 0.01443 0.01146 0.004298 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 190/499 4.32G 0.01443 0.01135 0.004364 54 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 190/499 4.32G 0.01443 0.01135 0.004364 54 640: 90%|######### | 36/40 [00:06<00:00, 5.21it/s] 190/499 4.32G 0.01438 0.01131 0.004326 67 640: 90%|######### | 36/40 [00:06<00:00, 5.21it/s] 190/499 4.32G 0.01438 0.01131 0.004326 67 640: 92%|#########2| 37/40 [00:06<00:00, 5.30it/s] 190/499 4.32G 0.01431 0.01132 0.004233 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 190/499 4.32G 0.01431 0.01132 0.004233 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.37it/s] 190/499 4.32G 0.0143 0.01127 0.004387 63 640: 95%|#########5| 38/40 [00:07<00:00, 5.37it/s] 190/499 4.32G 0.0143 0.01127 0.004387 63 640: 98%|#########7| 39/40 [00:07<00:00, 5.18it/s] 190/499 4.32G 0.01434 0.01129 0.004394 41 640: 98%|#########7| 39/40 [00:07<00:00, 5.18it/s] 190/499 4.32G 0.01434 0.01129 0.004394 41 640: 100%|##########| 40/40 [00:07<00:00, 5.37it/s] 190/499 4.32G 0.01434 0.01129 0.004394 41 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.887 0.883 0.897 0.742 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 191/499 4.32G 0.01299 0.01284 0.00639 86 640: 0%| | 0/40 [00:00<?, ?it/s] 191/499 4.32G 0.01299 0.01284 0.00639 86 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 191/499 4.32G 0.01376 0.01198 0.006348 74 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 191/499 4.32G 0.01376 0.01198 0.006348 74 640: 5%|5 | 2/40 [00:00<00:07, 5.19it/s] 191/499 4.32G 0.01431 0.01216 0.007095 67 640: 5%|5 | 2/40 [00:00<00:07, 5.19it/s] 191/499 4.32G 0.01431 0.01216 0.007095 67 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 191/499 4.32G 0.01437 0.01177 0.006185 74 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 191/499 4.32G 0.01437 0.01177 0.006185 74 640: 10%|# | 4/40 [00:00<00:06, 5.41it/s] 191/499 4.32G 0.01379 0.01168 0.005228 77 640: 10%|# | 4/40 [00:00<00:06, 5.41it/s] 191/499 4.32G 0.01379 0.01168 0.005228 77 640: 12%|#2 | 5/40 [00:00<00:06, 5.24it/s] 191/499 4.32G 0.01378 0.01124 0.005006 59 640: 12%|#2 | 5/40 [00:01<00:06, 5.24it/s] 191/499 4.32G 0.01378 0.01124 0.005006 59 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 191/499 4.32G 0.01391 0.01121 0.004727 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 191/499 4.32G 0.01391 0.01121 0.004727 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.41it/s] 191/499 4.32G 0.01425 0.01145 0.004586 75 640: 18%|#7 | 7/40 [00:01<00:06, 5.41it/s] 191/499 4.32G 0.01425 0.01145 0.004586 75 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 191/499 4.32G 0.01407 0.01147 0.004723 71 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 191/499 4.32G 0.01407 0.01147 0.004723 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 191/499 4.32G 0.01412 0.01155 0.004644 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 191/499 4.32G 0.01412 0.01155 0.004644 75 640: 25%|##5 | 10/40 [00:01<00:05, 5.40it/s] 191/499 4.32G 0.01418 0.01159 0.004526 72 640: 25%|##5 | 10/40 [00:02<00:05, 5.40it/s] 191/499 4.32G 0.01418 0.01159 0.004526 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 191/499 4.32G 0.01433 0.01162 0.004903 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 191/499 4.32G 0.01433 0.01162 0.004903 65 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 191/499 4.32G 0.01454 0.01175 0.005047 75 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 191/499 4.32G 0.01454 0.01175 0.005047 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.39it/s] 191/499 4.32G 0.01456 0.01164 0.005089 64 640: 32%|###2 | 13/40 [00:02<00:05, 5.39it/s] 191/499 4.32G 0.01456 0.01164 0.005089 64 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 191/499 4.32G 0.01464 0.01178 0.004992 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 191/499 4.32G 0.01464 0.01178 0.004992 71 640: 38%|###7 | 15/40 [00:02<00:04, 5.32it/s] 191/499 4.32G 0.01456 0.01176 0.004871 80 640: 38%|###7 | 15/40 [00:02<00:04, 5.32it/s] 191/499 4.32G 0.01456 0.01176 0.004871 80 640: 40%|#### | 16/40 [00:02<00:04, 5.39it/s] 191/499 4.32G 0.0145 0.01171 0.004918 65 640: 40%|#### | 16/40 [00:03<00:04, 5.39it/s] 191/499 4.32G 0.0145 0.01171 0.004918 65 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 191/499 4.32G 0.01454 0.01174 0.004821 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 191/499 4.32G 0.01454 0.01174 0.004821 75 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 191/499 4.32G 0.01446 0.01173 0.004767 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 191/499 4.32G 0.01446 0.01173 0.004767 73 640: 48%|####7 | 19/40 [00:03<00:03, 5.38it/s] 191/499 4.32G 0.01448 0.0118 0.004949 83 640: 48%|####7 | 19/40 [00:03<00:03, 5.38it/s] 191/499 4.32G 0.01448 0.0118 0.004949 83 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 191/499 4.32G 0.01449 0.01171 0.004963 61 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 191/499 4.32G 0.01449 0.01171 0.004963 61 640: 52%|#####2 | 21/40 [00:03<00:03, 5.34it/s] 191/499 4.32G 0.0145 0.01175 0.005075 79 640: 52%|#####2 | 21/40 [00:04<00:03, 5.34it/s] 191/499 4.32G 0.0145 0.01175 0.005075 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.40it/s] 191/499 4.32G 0.01452 0.01177 0.005222 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.40it/s] 191/499 4.32G 0.01452 0.01177 0.005222 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 191/499 4.32G 0.01455 0.01169 0.005279 60 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 191/499 4.32G 0.01455 0.01169 0.005279 60 640: 60%|###### | 24/40 [00:04<00:02, 5.33it/s] 191/499 4.32G 0.0146 0.01161 0.005347 54 640: 60%|###### | 24/40 [00:04<00:02, 5.33it/s] 191/499 4.32G 0.0146 0.01161 0.005347 54 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 191/499 4.32G 0.01459 0.01151 0.00529 62 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 191/499 4.32G 0.01459 0.01151 0.00529 62 640: 65%|######5 | 26/40 [00:04<00:02, 5.22it/s] 191/499 4.32G 0.01459 0.01154 0.005181 77 640: 65%|######5 | 26/40 [00:05<00:02, 5.22it/s] 191/499 4.32G 0.01459 0.01154 0.005181 77 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 191/499 4.32G 0.01455 0.01145 0.005125 58 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 191/499 4.32G 0.01455 0.01145 0.005125 58 640: 70%|####### | 28/40 [00:05<00:02, 5.37it/s] 191/499 4.32G 0.01448 0.0114 0.005091 65 640: 70%|####### | 28/40 [00:05<00:02, 5.37it/s] 191/499 4.32G 0.01448 0.0114 0.005091 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.23it/s] 191/499 4.32G 0.01449 0.01147 0.005104 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.23it/s] 191/499 4.32G 0.01449 0.01147 0.005104 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 191/499 4.32G 0.01451 0.01143 0.005152 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 191/499 4.32G 0.01451 0.01143 0.005152 65 640: 78%|#######7 | 31/40 [00:05<00:01, 5.37it/s] 191/499 4.32G 0.01452 0.0115 0.005098 83 640: 78%|#######7 | 31/40 [00:06<00:01, 5.37it/s] 191/499 4.32G 0.01452 0.0115 0.005098 83 640: 80%|######## | 32/40 [00:06<00:01, 5.23it/s] 191/499 4.32G 0.01454 0.01161 0.005088 95 640: 80%|######## | 32/40 [00:06<00:01, 5.23it/s] 191/499 4.32G 0.01454 0.01161 0.005088 95 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 191/499 4.32G 0.01449 0.01163 0.005069 84 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 191/499 4.32G 0.01449 0.01163 0.005069 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.37it/s] 191/499 4.32G 0.01449 0.01165 0.005029 69 640: 85%|########5 | 34/40 [00:06<00:01, 5.37it/s] 191/499 4.32G 0.01449 0.01165 0.005029 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 191/499 4.32G 0.01448 0.01165 0.004981 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 191/499 4.32G 0.01448 0.01165 0.004981 75 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 191/499 4.32G 0.01449 0.0116 0.004934 65 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 191/499 4.32G 0.01449 0.0116 0.004934 65 640: 92%|#########2| 37/40 [00:06<00:00, 5.36it/s] 191/499 4.32G 0.01446 0.01156 0.004837 64 640: 92%|#########2| 37/40 [00:07<00:00, 5.36it/s] 191/499 4.32G 0.01446 0.01156 0.004837 64 640: 95%|#########5| 38/40 [00:07<00:00, 5.23it/s] 191/499 4.32G 0.0145 0.01154 0.004797 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.23it/s] 191/499 4.32G 0.0145 0.01154 0.004797 72 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 191/499 4.32G 0.01444 0.01154 0.004804 39 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 191/499 4.32G 0.01444 0.01154 0.004804 39 640: 100%|##########| 40/40 [00:07<00:00, 5.46it/s] 191/499 4.32G 0.01444 0.01154 0.004804 39 640: 100%|##########| 40/40 [00:07<00:00, 5.33it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.46it/s] all 132 263 0.914 0.839 0.885 0.745 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 192/499 4.32G 0.01402 0.01464 0.002888 105 640: 0%| | 0/40 [00:00<?, ?it/s] 192/499 4.32G 0.01402 0.01464 0.002888 105 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 192/499 4.32G 0.01398 0.01479 0.00377 94 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 192/499 4.32G 0.01398 0.01479 0.00377 94 640: 5%|5 | 2/40 [00:00<00:07, 5.28it/s] 192/499 4.32G 0.01376 0.01326 0.003674 63 640: 5%|5 | 2/40 [00:00<00:07, 5.28it/s] 192/499 4.32G 0.01376 0.01326 0.003674 63 640: 8%|7 | 3/40 [00:00<00:06, 5.42it/s] 192/499 4.32G 0.01381 0.01267 0.003339 72 640: 8%|7 | 3/40 [00:00<00:06, 5.42it/s] 192/499 4.32G 0.01381 0.01267 0.003339 72 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 192/499 4.32G 0.01359 0.01192 0.00303 53 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 192/499 4.32G 0.01359 0.01192 0.00303 53 640: 12%|#2 | 5/40 [00:00<00:06, 5.30it/s] 192/499 4.32G 0.01367 0.01171 0.00291 63 640: 12%|#2 | 5/40 [00:01<00:06, 5.30it/s] 192/499 4.32G 0.01367 0.01171 0.00291 63 640: 15%|#5 | 6/40 [00:01<00:06, 5.39it/s] 192/499 4.32G 0.01385 0.01143 0.003369 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.39it/s] 192/499 4.32G 0.01385 0.01143 0.003369 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 192/499 4.32G 0.01393 0.0113 0.003334 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 192/499 4.32G 0.01393 0.0113 0.003334 69 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 192/499 4.32G 0.01377 0.01112 0.003268 64 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 192/499 4.32G 0.01377 0.01112 0.003268 64 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 192/499 4.32G 0.01413 0.01116 0.003396 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 192/499 4.32G 0.01413 0.01116 0.003396 69 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 192/499 4.32G 0.01439 0.01126 0.00349 66 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 192/499 4.32G 0.01439 0.01126 0.00349 66 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 192/499 4.32G 0.01433 0.01104 0.00345 58 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 192/499 4.32G 0.01433 0.01104 0.00345 58 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 192/499 4.32G 0.01435 0.01122 0.003425 83 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 192/499 4.32G 0.01435 0.01122 0.003425 83 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 192/499 4.32G 0.01447 0.01135 0.003585 83 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 192/499 4.32G 0.01447 0.01135 0.003585 83 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 192/499 4.32G 0.01437 0.01142 0.003453 82 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 192/499 4.32G 0.01437 0.01142 0.003453 82 640: 38%|###7 | 15/40 [00:02<00:04, 5.39it/s] 192/499 4.32G 0.01421 0.01125 0.003542 60 640: 38%|###7 | 15/40 [00:03<00:04, 5.39it/s] 192/499 4.32G 0.01421 0.01125 0.003542 60 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 192/499 4.32G 0.01432 0.01137 0.00352 75 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 192/499 4.32G 0.01432 0.01137 0.00352 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 192/499 4.32G 0.01443 0.01147 0.00377 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 192/499 4.32G 0.01443 0.01147 0.00377 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.41it/s] 192/499 4.32G 0.01446 0.01152 0.003838 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.41it/s] 192/499 4.32G 0.01446 0.01152 0.003838 77 640: 48%|####7 | 19/40 [00:03<00:03, 5.26it/s] 192/499 4.32G 0.01434 0.01146 0.003757 68 640: 48%|####7 | 19/40 [00:03<00:03, 5.26it/s] 192/499 4.32G 0.01434 0.01146 0.003757 68 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 192/499 4.32G 0.01449 0.01149 0.003848 62 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 192/499 4.32G 0.01449 0.01149 0.003848 62 640: 52%|#####2 | 21/40 [00:03<00:03, 5.34it/s] 192/499 4.32G 0.01456 0.01162 0.003831 79 640: 52%|#####2 | 21/40 [00:04<00:03, 5.34it/s] 192/499 4.32G 0.01456 0.01162 0.003831 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 192/499 4.32G 0.0146 0.01172 0.003857 82 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 192/499 4.32G 0.0146 0.01172 0.003857 82 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 192/499 4.32G 0.01462 0.01173 0.003783 87 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 192/499 4.32G 0.01462 0.01173 0.003783 87 640: 60%|###### | 24/40 [00:04<00:02, 5.39it/s] 192/499 4.32G 0.01468 0.01179 0.003856 86 640: 60%|###### | 24/40 [00:04<00:02, 5.39it/s] 192/499 4.32G 0.01468 0.01179 0.003856 86 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 192/499 4.32G 0.01473 0.01181 0.003875 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 192/499 4.32G 0.01473 0.01181 0.003875 79 640: 65%|######5 | 26/40 [00:04<00:02, 5.28it/s] 192/499 4.32G 0.01469 0.01179 0.003949 74 640: 65%|######5 | 26/40 [00:05<00:02, 5.28it/s] 192/499 4.32G 0.01469 0.01179 0.003949 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 192/499 4.32G 0.01463 0.01175 0.003921 69 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 192/499 4.32G 0.01463 0.01175 0.003921 69 640: 70%|####### | 28/40 [00:05<00:02, 5.19it/s] 192/499 4.32G 0.01459 0.01175 0.003903 82 640: 70%|####### | 28/40 [00:05<00:02, 5.19it/s] 192/499 4.32G 0.01459 0.01175 0.003903 82 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 192/499 4.32G 0.0146 0.01168 0.003983 63 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 192/499 4.32G 0.0146 0.01168 0.003983 63 640: 75%|#######5 | 30/40 [00:05<00:01, 5.36it/s] 192/499 4.32G 0.01463 0.01171 0.003943 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.36it/s] 192/499 4.32G 0.01463 0.01171 0.003943 75 640: 78%|#######7 | 31/40 [00:05<00:01, 5.20it/s] 192/499 4.32G 0.01465 0.01171 0.003958 67 640: 78%|#######7 | 31/40 [00:06<00:01, 5.20it/s] 192/499 4.32G 0.01465 0.01171 0.003958 67 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 192/499 4.32G 0.01476 0.01168 0.004225 56 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 192/499 4.32G 0.01476 0.01168 0.004225 56 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 192/499 4.32G 0.01473 0.01168 0.004136 75 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 192/499 4.32G 0.01473 0.01168 0.004136 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.19it/s] 192/499 4.32G 0.01471 0.01174 0.004068 91 640: 85%|########5 | 34/40 [00:06<00:01, 5.19it/s] 192/499 4.32G 0.01471 0.01174 0.004068 91 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 192/499 4.32G 0.01471 0.01172 0.004066 72 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 192/499 4.32G 0.01471 0.01172 0.004066 72 640: 90%|######### | 36/40 [00:06<00:00, 5.34it/s] 192/499 4.32G 0.0147 0.01165 0.004038 62 640: 90%|######### | 36/40 [00:07<00:00, 5.34it/s] 192/499 4.32G 0.0147 0.01165 0.004038 62 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 192/499 4.32G 0.01471 0.01166 0.004028 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 192/499 4.32G 0.01471 0.01166 0.004028 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 192/499 4.32G 0.01482 0.01163 0.003989 61 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 192/499 4.32G 0.01482 0.01163 0.003989 61 640: 98%|#########7| 39/40 [00:07<00:00, 5.35it/s] 192/499 4.32G 0.01485 0.01172 0.003927 46 640: 98%|#########7| 39/40 [00:07<00:00, 5.35it/s] 192/499 4.32G 0.01485 0.01172 0.003927 46 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] 192/499 4.32G 0.01485 0.01172 0.003927 46 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.889 0.847 0.874 0.731 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 193/499 4.32G 0.01644 0.01282 0.001956 80 640: 0%| | 0/40 [00:00<?, ?it/s] 193/499 4.32G 0.01644 0.01282 0.001956 80 640: 2%|2 | 1/40 [00:00<00:07, 5.33it/s] 193/499 4.32G 0.01616 0.01234 0.00414 68 640: 2%|2 | 1/40 [00:00<00:07, 5.33it/s] 193/499 4.32G 0.01616 0.01234 0.00414 68 640: 5%|5 | 2/40 [00:00<00:06, 5.43it/s] 193/499 4.32G 0.01616 0.01242 0.004942 73 640: 5%|5 | 2/40 [00:00<00:06, 5.43it/s] 193/499 4.32G 0.01616 0.01242 0.004942 73 640: 8%|7 | 3/40 [00:00<00:07, 5.20it/s] 193/499 4.32G 0.01585 0.01183 0.004 70 640: 8%|7 | 3/40 [00:00<00:07, 5.20it/s] 193/499 4.32G 0.01585 0.01183 0.004 70 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 193/499 4.32G 0.01588 0.01208 0.004021 65 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 193/499 4.32G 0.01588 0.01208 0.004021 65 640: 12%|#2 | 5/40 [00:00<00:06, 5.39it/s] 193/499 4.32G 0.01566 0.01214 0.00387 76 640: 12%|#2 | 5/40 [00:01<00:06, 5.39it/s] 193/499 4.32G 0.01566 0.01214 0.00387 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 193/499 4.32G 0.01552 0.01209 0.003969 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 193/499 4.32G 0.01552 0.01209 0.003969 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 193/499 4.32G 0.01538 0.01196 0.003769 65 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 193/499 4.32G 0.01538 0.01196 0.003769 65 640: 20%|## | 8/40 [00:01<00:05, 5.35it/s] 193/499 4.32G 0.01534 0.01204 0.003708 77 640: 20%|## | 8/40 [00:01<00:05, 5.35it/s] 193/499 4.32G 0.01534 0.01204 0.003708 77 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 193/499 4.32G 0.0154 0.01179 0.004099 60 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 193/499 4.32G 0.0154 0.01179 0.004099 60 640: 25%|##5 | 10/40 [00:01<00:05, 5.31it/s] 193/499 4.32G 0.0154 0.01184 0.003919 79 640: 25%|##5 | 10/40 [00:02<00:05, 5.31it/s] 193/499 4.32G 0.0154 0.01184 0.003919 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.38it/s] 193/499 4.32G 0.01523 0.01169 0.004423 58 640: 28%|##7 | 11/40 [00:02<00:05, 5.38it/s] 193/499 4.32G 0.01523 0.01169 0.004423 58 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 193/499 4.32G 0.01518 0.01159 0.0046 65 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 193/499 4.32G 0.01518 0.01159 0.0046 65 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 193/499 4.32G 0.01519 0.01149 0.004622 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 193/499 4.32G 0.01519 0.01149 0.004622 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.36it/s] 193/499 4.32G 0.01521 0.01151 0.004571 72 640: 35%|###5 | 14/40 [00:02<00:04, 5.36it/s] 193/499 4.32G 0.01521 0.01151 0.004571 72 640: 38%|###7 | 15/40 [00:02<00:04, 5.24it/s] 193/499 4.32G 0.01514 0.01148 0.004387 69 640: 38%|###7 | 15/40 [00:03<00:04, 5.24it/s] 193/499 4.32G 0.01514 0.01148 0.004387 69 640: 40%|#### | 16/40 [00:03<00:04, 5.35it/s] 193/499 4.32G 0.01504 0.01152 0.004172 79 640: 40%|#### | 16/40 [00:03<00:04, 5.35it/s] 193/499 4.32G 0.01504 0.01152 0.004172 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.40it/s] 193/499 4.32G 0.01499 0.01158 0.004182 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.40it/s] 193/499 4.32G 0.01499 0.01158 0.004182 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 193/499 4.32G 0.0149 0.01152 0.004062 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 193/499 4.32G 0.0149 0.01152 0.004062 73 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 193/499 4.32G 0.01495 0.01155 0.004174 67 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 193/499 4.32G 0.01495 0.01155 0.004174 67 640: 50%|##### | 20/40 [00:03<00:03, 5.41it/s] 193/499 4.32G 0.01491 0.01159 0.004092 80 640: 50%|##### | 20/40 [00:03<00:03, 5.41it/s] 193/499 4.32G 0.01491 0.01159 0.004092 80 640: 52%|#####2 | 21/40 [00:03<00:03, 5.23it/s] 193/499 4.32G 0.0149 0.01161 0.004059 79 640: 52%|#####2 | 21/40 [00:04<00:03, 5.23it/s] 193/499 4.32G 0.0149 0.01161 0.004059 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 193/499 4.32G 0.01486 0.0116 0.004219 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 193/499 4.32G 0.01486 0.0116 0.004219 77 640: 57%|#####7 | 23/40 [00:04<00:03, 5.38it/s] 193/499 4.32G 0.01489 0.01149 0.004099 59 640: 57%|#####7 | 23/40 [00:04<00:03, 5.38it/s] 193/499 4.32G 0.01489 0.01149 0.004099 59 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 193/499 4.32G 0.01486 0.01151 0.003996 80 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 193/499 4.32G 0.01486 0.01151 0.003996 80 640: 62%|######2 | 25/40 [00:04<00:02, 5.34it/s] 193/499 4.32G 0.0149 0.01153 0.003955 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.34it/s] 193/499 4.32G 0.0149 0.01153 0.003955 79 640: 65%|######5 | 26/40 [00:04<00:02, 5.39it/s] 193/499 4.32G 0.01483 0.01152 0.003874 72 640: 65%|######5 | 26/40 [00:05<00:02, 5.39it/s] 193/499 4.32G 0.01483 0.01152 0.003874 72 640: 68%|######7 | 27/40 [00:05<00:02, 5.26it/s] 193/499 4.32G 0.01486 0.01164 0.003899 90 640: 68%|######7 | 27/40 [00:05<00:02, 5.26it/s] 193/499 4.32G 0.01486 0.01164 0.003899 90 640: 70%|####### | 28/40 [00:05<00:02, 5.34it/s] 193/499 4.32G 0.01488 0.01171 0.003841 90 640: 70%|####### | 28/40 [00:05<00:02, 5.34it/s] 193/499 4.32G 0.01488 0.01171 0.003841 90 640: 72%|#######2 | 29/40 [00:05<00:02, 5.38it/s] 193/499 4.32G 0.01483 0.0117 0.003769 80 640: 72%|#######2 | 29/40 [00:05<00:02, 5.38it/s] 193/499 4.32G 0.01483 0.0117 0.003769 80 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 193/499 4.32G 0.01484 0.01176 0.003708 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 193/499 4.32G 0.01484 0.01176 0.003708 79 640: 78%|#######7 | 31/40 [00:05<00:01, 5.31it/s] 193/499 4.32G 0.01483 0.01179 0.00368 74 640: 78%|#######7 | 31/40 [00:06<00:01, 5.31it/s] 193/499 4.32G 0.01483 0.01179 0.00368 74 640: 80%|######## | 32/40 [00:06<00:01, 5.37it/s] 193/499 4.32G 0.01486 0.01181 0.003691 79 640: 80%|######## | 32/40 [00:06<00:01, 5.37it/s] 193/499 4.32G 0.01486 0.01181 0.003691 79 640: 82%|########2 | 33/40 [00:06<00:01, 5.22it/s] 193/499 4.32G 0.0149 0.01186 0.003841 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.22it/s] 193/499 4.32G 0.0149 0.01186 0.003841 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 193/499 4.32G 0.01495 0.01194 0.003887 83 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 193/499 4.32G 0.01495 0.01194 0.003887 83 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 193/499 4.32G 0.01496 0.01198 0.003876 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 193/499 4.32G 0.01496 0.01198 0.003876 81 640: 90%|######### | 36/40 [00:06<00:00, 5.20it/s] 193/499 4.32G 0.01492 0.01194 0.003923 66 640: 90%|######### | 36/40 [00:06<00:00, 5.20it/s] 193/499 4.32G 0.01492 0.01194 0.003923 66 640: 92%|#########2| 37/40 [00:06<00:00, 5.27it/s] 193/499 4.32G 0.01486 0.01192 0.003859 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.27it/s] 193/499 4.32G 0.01486 0.01192 0.003859 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 193/499 4.32G 0.01483 0.01196 0.003818 86 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 193/499 4.32G 0.01483 0.01196 0.003818 86 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 193/499 4.32G 0.01476 0.0119 0.003811 33 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 193/499 4.32G 0.01476 0.0119 0.003811 33 640: 100%|##########| 40/40 [00:07<00:00, 5.38it/s] 193/499 4.32G 0.01476 0.0119 0.003811 33 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s] all 132 263 0.874 0.767 0.828 0.69 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 194/499 4.32G 0.01424 0.01209 0.001474 82 640: 0%| | 0/40 [00:00<?, ?it/s] 194/499 4.32G 0.01424 0.01209 0.001474 82 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 194/499 4.32G 0.01632 0.01248 0.003303 66 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 194/499 4.32G 0.01632 0.01248 0.003303 66 640: 5%|5 | 2/40 [00:00<00:07, 5.20it/s] 194/499 4.32G 0.01605 0.01229 0.004057 76 640: 5%|5 | 2/40 [00:00<00:07, 5.20it/s] 194/499 4.32G 0.01605 0.01229 0.004057 76 640: 8%|7 | 3/40 [00:00<00:06, 5.35it/s] 194/499 4.32G 0.01629 0.01268 0.003747 84 640: 8%|7 | 3/40 [00:00<00:06, 5.35it/s] 194/499 4.32G 0.01629 0.01268 0.003747 84 640: 10%|# | 4/40 [00:00<00:06, 5.45it/s] 194/499 4.32G 0.01612 0.01241 0.003533 66 640: 10%|# | 4/40 [00:00<00:06, 5.45it/s] 194/499 4.32G 0.01612 0.01241 0.003533 66 640: 12%|#2 | 5/40 [00:00<00:06, 5.26it/s] 194/499 4.32G 0.01557 0.01254 0.003263 89 640: 12%|#2 | 5/40 [00:01<00:06, 5.26it/s] 194/499 4.32G 0.01557 0.01254 0.003263 89 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 194/499 4.32G 0.01553 0.01239 0.003215 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 194/499 4.32G 0.01553 0.01239 0.003215 71 640: 18%|#7 | 7/40 [00:01<00:06, 5.39it/s] 194/499 4.32G 0.01566 0.0124 0.003385 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.39it/s] 194/499 4.32G 0.01566 0.0124 0.003385 79 640: 20%|## | 8/40 [00:01<00:06, 5.25it/s] 194/499 4.32G 0.01546 0.01236 0.003103 75 640: 20%|## | 8/40 [00:01<00:06, 5.25it/s] 194/499 4.32G 0.01546 0.01236 0.003103 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 194/499 4.32G 0.01555 0.01223 0.00301 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 194/499 4.32G 0.01555 0.01223 0.00301 70 640: 25%|##5 | 10/40 [00:01<00:05, 5.39it/s] 194/499 4.32G 0.01523 0.01198 0.003032 62 640: 25%|##5 | 10/40 [00:02<00:05, 5.39it/s] 194/499 4.32G 0.01523 0.01198 0.003032 62 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 194/499 4.32G 0.01519 0.01188 0.003216 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 194/499 4.32G 0.01519 0.01188 0.003216 68 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 194/499 4.32G 0.01515 0.0119 0.003566 72 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 194/499 4.32G 0.01515 0.0119 0.003566 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.40it/s] 194/499 4.32G 0.01532 0.01191 0.003735 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.40it/s] 194/499 4.32G 0.01532 0.01191 0.003735 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.25it/s] 194/499 4.32G 0.01538 0.01201 0.003708 85 640: 35%|###5 | 14/40 [00:02<00:04, 5.25it/s] 194/499 4.32G 0.01538 0.01201 0.003708 85 640: 38%|###7 | 15/40 [00:02<00:04, 5.33it/s] 194/499 4.32G 0.01532 0.01188 0.00355 67 640: 38%|###7 | 15/40 [00:02<00:04, 5.33it/s] 194/499 4.32G 0.01532 0.01188 0.00355 67 640: 40%|#### | 16/40 [00:02<00:04, 5.41it/s] 194/499 4.32G 0.01525 0.01192 0.003504 80 640: 40%|#### | 16/40 [00:03<00:04, 5.41it/s] 194/499 4.32G 0.01525 0.01192 0.003504 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.26it/s] 194/499 4.32G 0.01514 0.01186 0.003625 70 640: 42%|####2 | 17/40 [00:03<00:04, 5.26it/s] 194/499 4.32G 0.01514 0.01186 0.003625 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 194/499 4.32G 0.01504 0.01189 0.003624 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 194/499 4.32G 0.01504 0.01189 0.003624 70 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 194/499 4.32G 0.01491 0.01179 0.003606 74 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 194/499 4.32G 0.01491 0.01179 0.003606 74 640: 50%|##### | 20/40 [00:03<00:03, 5.20it/s] 194/499 4.32G 0.01489 0.01182 0.003713 74 640: 50%|##### | 20/40 [00:03<00:03, 5.20it/s] 194/499 4.32G 0.01489 0.01182 0.003713 74 640: 52%|#####2 | 21/40 [00:03<00:03, 5.29it/s] 194/499 4.32G 0.01487 0.01178 0.003669 72 640: 52%|#####2 | 21/40 [00:04<00:03, 5.29it/s] 194/499 4.32G 0.01487 0.01178 0.003669 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.36it/s] 194/499 4.32G 0.01484 0.01172 0.003751 62 640: 55%|#####5 | 22/40 [00:04<00:03, 5.36it/s] 194/499 4.32G 0.01484 0.01172 0.003751 62 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 194/499 4.32G 0.01485 0.01156 0.003993 54 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 194/499 4.32G 0.01485 0.01156 0.003993 54 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 194/499 4.32G 0.01481 0.0117 0.003884 90 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 194/499 4.32G 0.01481 0.0117 0.003884 90 640: 62%|######2 | 25/40 [00:04<00:02, 5.40it/s] 194/499 4.32G 0.01474 0.01167 0.003798 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.40it/s] 194/499 4.32G 0.01474 0.01167 0.003798 78 640: 65%|######5 | 26/40 [00:04<00:02, 5.26it/s] 194/499 4.32G 0.01478 0.01176 0.003718 89 640: 65%|######5 | 26/40 [00:05<00:02, 5.26it/s] 194/499 4.32G 0.01478 0.01176 0.003718 89 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 194/499 4.32G 0.0148 0.01174 0.003665 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 194/499 4.32G 0.0148 0.01174 0.003665 74 640: 70%|####### | 28/40 [00:05<00:02, 5.36it/s] 194/499 4.32G 0.01472 0.01167 0.003599 59 640: 70%|####### | 28/40 [00:05<00:02, 5.36it/s] 194/499 4.32G 0.01472 0.01167 0.003599 59 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 194/499 4.32G 0.0147 0.01176 0.003606 84 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 194/499 4.32G 0.0147 0.01176 0.003606 84 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 194/499 4.32G 0.01473 0.01178 0.003667 82 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 194/499 4.32G 0.01473 0.01178 0.003667 82 640: 78%|#######7 | 31/40 [00:05<00:01, 5.36it/s] 194/499 4.32G 0.01466 0.01176 0.003639 80 640: 78%|#######7 | 31/40 [00:06<00:01, 5.36it/s] 194/499 4.32G 0.01466 0.01176 0.003639 80 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 194/499 4.32G 0.0147 0.01173 0.003645 63 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 194/499 4.32G 0.0147 0.01173 0.003645 63 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 194/499 4.32G 0.01473 0.0117 0.00362 70 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 194/499 4.32G 0.01473 0.0117 0.00362 70 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 194/499 4.32G 0.01462 0.01168 0.003581 87 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 194/499 4.32G 0.01462 0.01168 0.003581 87 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 194/499 4.32G 0.01456 0.01168 0.003598 78 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 194/499 4.32G 0.01456 0.01168 0.003598 78 640: 90%|######### | 36/40 [00:06<00:00, 5.27it/s] 194/499 4.32G 0.0146 0.01168 0.003609 71 640: 90%|######### | 36/40 [00:06<00:00, 5.27it/s] 194/499 4.32G 0.0146 0.01168 0.003609 71 640: 92%|#########2| 37/40 [00:06<00:00, 5.32it/s] 194/499 4.32G 0.01458 0.01165 0.003588 61 640: 92%|#########2| 37/40 [00:07<00:00, 5.32it/s] 194/499 4.32G 0.01458 0.01165 0.003588 61 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 194/499 4.32G 0.01455 0.01165 0.003513 78 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 194/499 4.32G 0.01455 0.01165 0.003513 78 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 194/499 4.32G 0.0145 0.01164 0.003546 34 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 194/499 4.32G 0.0145 0.01164 0.003546 34 640: 100%|##########| 40/40 [00:07<00:00, 5.45it/s] 194/499 4.32G 0.0145 0.01164 0.003546 34 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.85it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s] all 132 263 0.842 0.851 0.89 0.766 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 195/499 4.32G 0.01459 0.01002 0.003429 66 640: 0%| | 0/40 [00:00<?, ?it/s] 195/499 4.32G 0.01459 0.01002 0.003429 66 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 195/499 4.32G 0.01436 0.01177 0.003555 81 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 195/499 4.32G 0.01436 0.01177 0.003555 81 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 195/499 4.32G 0.01485 0.01216 0.003429 78 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 195/499 4.32G 0.01485 0.01216 0.003429 78 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 195/499 4.32G 0.0147 0.01214 0.002876 81 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 195/499 4.32G 0.0147 0.01214 0.002876 81 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 195/499 4.32G 0.01442 0.01192 0.003278 76 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 195/499 4.32G 0.01442 0.01192 0.003278 76 640: 12%|#2 | 5/40 [00:00<00:06, 5.25it/s] 195/499 4.32G 0.01444 0.01172 0.003063 71 640: 12%|#2 | 5/40 [00:01<00:06, 5.25it/s] 195/499 4.32G 0.01444 0.01172 0.003063 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 195/499 4.32G 0.01445 0.01181 0.003036 83 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 195/499 4.32G 0.01445 0.01181 0.003036 83 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 195/499 4.32G 0.01447 0.01165 0.003234 62 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 195/499 4.32G 0.01447 0.01165 0.003234 62 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 195/499 4.32G 0.01453 0.0117 0.0032 72 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 195/499 4.32G 0.01453 0.0117 0.0032 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 195/499 4.32G 0.01444 0.01158 0.003045 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 195/499 4.32G 0.01444 0.01158 0.003045 78 640: 25%|##5 | 10/40 [00:01<00:05, 5.22it/s] 195/499 4.32G 0.01453 0.01187 0.003233 84 640: 25%|##5 | 10/40 [00:02<00:05, 5.22it/s] 195/499 4.32G 0.01453 0.01187 0.003233 84 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 195/499 4.32G 0.01457 0.01182 0.00321 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 195/499 4.32G 0.01457 0.01182 0.00321 74 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 195/499 4.32G 0.0145 0.01177 0.003025 71 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 195/499 4.32G 0.0145 0.01177 0.003025 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.19it/s] 195/499 4.32G 0.01446 0.0117 0.003032 69 640: 32%|###2 | 13/40 [00:02<00:05, 5.19it/s] 195/499 4.32G 0.01446 0.0117 0.003032 69 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 195/499 4.32G 0.01449 0.01157 0.002954 60 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 195/499 4.32G 0.01449 0.01157 0.002954 60 640: 38%|###7 | 15/40 [00:02<00:04, 5.36it/s] 195/499 4.32G 0.01447 0.01147 0.002867 64 640: 38%|###7 | 15/40 [00:03<00:04, 5.36it/s] 195/499 4.32G 0.01447 0.01147 0.002867 64 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 195/499 4.32G 0.01437 0.01139 0.002818 69 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 195/499 4.32G 0.01437 0.01139 0.002818 69 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 195/499 4.32G 0.01438 0.01129 0.002885 60 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 195/499 4.32G 0.01438 0.01129 0.002885 60 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 195/499 4.32G 0.01437 0.01131 0.002855 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 195/499 4.32G 0.01437 0.01131 0.002855 79 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 195/499 4.32G 0.01437 0.01138 0.002776 82 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 195/499 4.32G 0.01437 0.01138 0.002776 82 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 195/499 4.32G 0.01429 0.0112 0.002825 57 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 195/499 4.32G 0.01429 0.0112 0.002825 57 640: 52%|#####2 | 21/40 [00:03<00:03, 5.38it/s] 195/499 4.32G 0.01434 0.01128 0.002972 80 640: 52%|#####2 | 21/40 [00:04<00:03, 5.38it/s] 195/499 4.32G 0.01434 0.01128 0.002972 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 195/499 4.32G 0.01433 0.01136 0.002956 87 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 195/499 4.32G 0.01433 0.01136 0.002956 87 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 195/499 4.32G 0.01433 0.01136 0.002908 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 195/499 4.32G 0.01433 0.01136 0.002908 76 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 195/499 4.32G 0.01442 0.01137 0.002965 71 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 195/499 4.32G 0.01442 0.01137 0.002965 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.22it/s] 195/499 4.32G 0.01443 0.01145 0.002891 87 640: 62%|######2 | 25/40 [00:04<00:02, 5.22it/s] 195/499 4.32G 0.01443 0.01145 0.002891 87 640: 65%|######5 | 26/40 [00:04<00:02, 5.32it/s] 195/499 4.32G 0.01442 0.01151 0.002933 86 640: 65%|######5 | 26/40 [00:05<00:02, 5.32it/s] 195/499 4.32G 0.01442 0.01151 0.002933 86 640: 68%|######7 | 27/40 [00:05<00:02, 5.33it/s] 195/499 4.32G 0.01439 0.01151 0.003033 75 640: 68%|######7 | 27/40 [00:05<00:02, 5.33it/s] 195/499 4.32G 0.01439 0.01151 0.003033 75 640: 70%|####### | 28/40 [00:05<00:02, 5.19it/s] 195/499 4.32G 0.01436 0.01151 0.003137 80 640: 70%|####### | 28/40 [00:05<00:02, 5.19it/s] 195/499 4.32G 0.01436 0.01151 0.003137 80 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 195/499 4.32G 0.01435 0.01144 0.003187 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 195/499 4.32G 0.01435 0.01144 0.003187 67 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 195/499 4.32G 0.01449 0.01145 0.003357 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 195/499 4.32G 0.01449 0.01145 0.003357 65 640: 78%|#######7 | 31/40 [00:05<00:01, 5.21it/s] 195/499 4.32G 0.01449 0.01145 0.003307 76 640: 78%|#######7 | 31/40 [00:06<00:01, 5.21it/s] 195/499 4.32G 0.01449 0.01145 0.003307 76 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 195/499 4.32G 0.01444 0.01143 0.003257 84 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 195/499 4.32G 0.01444 0.01143 0.003257 84 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 195/499 4.32G 0.01451 0.01143 0.003242 67 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 195/499 4.32G 0.01451 0.01143 0.003242 67 640: 85%|########5 | 34/40 [00:06<00:01, 5.18it/s] 195/499 4.32G 0.01448 0.01142 0.003223 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.18it/s] 195/499 4.32G 0.01448 0.01142 0.003223 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 195/499 4.32G 0.01447 0.01141 0.0033 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 195/499 4.32G 0.01447 0.01141 0.0033 71 640: 90%|######### | 36/40 [00:06<00:00, 5.34it/s] 195/499 4.32G 0.0145 0.01136 0.003273 63 640: 90%|######### | 36/40 [00:07<00:00, 5.34it/s] 195/499 4.32G 0.0145 0.01136 0.003273 63 640: 92%|#########2| 37/40 [00:07<00:00, 5.21it/s] 195/499 4.32G 0.01452 0.0113 0.003314 63 640: 92%|#########2| 37/40 [00:07<00:00, 5.21it/s] 195/499 4.32G 0.01452 0.0113 0.003314 63 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 195/499 4.32G 0.01455 0.01139 0.003338 91 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 195/499 4.32G 0.01455 0.01139 0.003338 91 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 195/499 4.32G 0.01462 0.01136 0.00343 24 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 195/499 4.32G 0.01462 0.01136 0.00343 24 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] 195/499 4.32G 0.01462 0.01136 0.00343 24 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s] all 132 263 0.873 0.865 0.877 0.752 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 196/499 4.32G 0.01592 0.01159 0.003911 76 640: 0%| | 0/40 [00:00<?, ?it/s] 196/499 4.32G 0.01592 0.01159 0.003911 76 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 196/499 4.32G 0.01594 0.01218 0.004615 81 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 196/499 4.32G 0.01594 0.01218 0.004615 81 640: 5%|5 | 2/40 [00:00<00:06, 5.56it/s] 196/499 4.32G 0.01555 0.01126 0.0036 63 640: 5%|5 | 2/40 [00:00<00:06, 5.56it/s] 196/499 4.32G 0.01555 0.01126 0.0036 63 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 196/499 4.32G 0.01537 0.0104 0.004907 49 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 196/499 4.32G 0.01537 0.0104 0.004907 49 640: 10%|# | 4/40 [00:00<00:06, 5.36it/s] 196/499 4.32G 0.01557 0.01037 0.004863 63 640: 10%|# | 4/40 [00:00<00:06, 5.36it/s] 196/499 4.32G 0.01557 0.01037 0.004863 63 640: 12%|#2 | 5/40 [00:00<00:06, 5.41it/s] 196/499 4.32G 0.01538 0.01028 0.004555 65 640: 12%|#2 | 5/40 [00:01<00:06, 5.41it/s] 196/499 4.32G 0.01538 0.01028 0.004555 65 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 196/499 4.32G 0.01508 0.01073 0.004536 99 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 196/499 4.32G 0.01508 0.01073 0.004536 99 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 196/499 4.32G 0.01526 0.01089 0.00464 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 196/499 4.32G 0.01526 0.01089 0.00464 73 640: 20%|## | 8/40 [00:01<00:05, 5.41it/s] 196/499 4.32G 0.01531 0.01109 0.004589 70 640: 20%|## | 8/40 [00:01<00:05, 5.41it/s] 196/499 4.32G 0.01531 0.01109 0.004589 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.25it/s] 196/499 4.32G 0.01537 0.01133 0.004335 79 640: 22%|##2 | 9/40 [00:01<00:05, 5.25it/s] 196/499 4.32G 0.01537 0.01133 0.004335 79 640: 25%|##5 | 10/40 [00:01<00:05, 5.34it/s] 196/499 4.32G 0.01531 0.01126 0.004504 68 640: 25%|##5 | 10/40 [00:02<00:05, 5.34it/s] 196/499 4.32G 0.01531 0.01126 0.004504 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.40it/s] 196/499 4.32G 0.01528 0.01135 0.004597 82 640: 28%|##7 | 11/40 [00:02<00:05, 5.40it/s] 196/499 4.32G 0.01528 0.01135 0.004597 82 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 196/499 4.32G 0.01517 0.01121 0.004307 62 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 196/499 4.32G 0.01517 0.01121 0.004307 62 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 196/499 4.32G 0.01499 0.01121 0.004162 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 196/499 4.32G 0.01499 0.01121 0.004162 72 640: 35%|###5 | 14/40 [00:02<00:04, 5.39it/s] 196/499 4.32G 0.01506 0.01125 0.004026 69 640: 35%|###5 | 14/40 [00:02<00:04, 5.39it/s] 196/499 4.32G 0.01506 0.01125 0.004026 69 640: 38%|###7 | 15/40 [00:02<00:04, 5.26it/s] 196/499 4.32G 0.01506 0.01123 0.004305 68 640: 38%|###7 | 15/40 [00:02<00:04, 5.26it/s] 196/499 4.32G 0.01506 0.01123 0.004305 68 640: 40%|#### | 16/40 [00:02<00:04, 5.34it/s] 196/499 4.32G 0.01509 0.01119 0.004474 64 640: 40%|#### | 16/40 [00:03<00:04, 5.34it/s] 196/499 4.32G 0.01509 0.01119 0.004474 64 640: 42%|####2 | 17/40 [00:03<00:04, 5.41it/s] 196/499 4.32G 0.01504 0.0112 0.00455 78 640: 42%|####2 | 17/40 [00:03<00:04, 5.41it/s] 196/499 4.32G 0.01504 0.0112 0.00455 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.26it/s] 196/499 4.32G 0.01496 0.01108 0.00445 61 640: 45%|####5 | 18/40 [00:03<00:04, 5.26it/s] 196/499 4.32G 0.01496 0.01108 0.00445 61 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 196/499 4.32G 0.01492 0.01102 0.004406 56 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 196/499 4.32G 0.01492 0.01102 0.004406 56 640: 50%|##### | 20/40 [00:03<00:03, 5.41it/s] 196/499 4.32G 0.01492 0.01099 0.004313 60 640: 50%|##### | 20/40 [00:03<00:03, 5.41it/s] 196/499 4.32G 0.01492 0.01099 0.004313 60 640: 52%|#####2 | 21/40 [00:03<00:03, 5.26it/s] 196/499 4.32G 0.01488 0.01093 0.004317 67 640: 52%|#####2 | 21/40 [00:04<00:03, 5.26it/s] 196/499 4.32G 0.01488 0.01093 0.004317 67 640: 55%|#####5 | 22/40 [00:04<00:03, 5.35it/s] 196/499 4.32G 0.01505 0.01103 0.004401 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.35it/s] 196/499 4.32G 0.01505 0.01103 0.004401 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.43it/s] 196/499 4.32G 0.015 0.01103 0.004307 80 640: 57%|#####7 | 23/40 [00:04<00:03, 5.43it/s] 196/499 4.32G 0.015 0.01103 0.004307 80 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 196/499 4.32G 0.01502 0.011 0.004334 61 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 196/499 4.32G 0.01502 0.011 0.004334 61 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 196/499 4.32G 0.01496 0.0111 0.004342 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 196/499 4.32G 0.01496 0.0111 0.004342 75 640: 65%|######5 | 26/40 [00:04<00:02, 5.39it/s] 196/499 4.32G 0.01499 0.01121 0.004303 75 640: 65%|######5 | 26/40 [00:05<00:02, 5.39it/s] 196/499 4.32G 0.01499 0.01121 0.004303 75 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 196/499 4.32G 0.01495 0.01117 0.00432 59 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 196/499 4.32G 0.01495 0.01117 0.00432 59 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 196/499 4.32G 0.01494 0.01129 0.004407 83 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 196/499 4.32G 0.01494 0.01129 0.004407 83 640: 72%|#######2 | 29/40 [00:05<00:02, 5.37it/s] 196/499 4.32G 0.01495 0.01127 0.004409 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.37it/s] 196/499 4.32G 0.01495 0.01127 0.004409 67 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 196/499 4.32G 0.01493 0.01125 0.004319 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 196/499 4.32G 0.01493 0.01125 0.004319 66 640: 78%|#######7 | 31/40 [00:05<00:01, 5.32it/s] 196/499 4.32G 0.01493 0.01124 0.004272 69 640: 78%|#######7 | 31/40 [00:05<00:01, 5.32it/s] 196/499 4.32G 0.01493 0.01124 0.004272 69 640: 80%|######## | 32/40 [00:05<00:01, 5.37it/s] 196/499 4.32G 0.0149 0.01123 0.004209 64 640: 80%|######## | 32/40 [00:06<00:01, 5.37it/s] 196/499 4.32G 0.0149 0.01123 0.004209 64 640: 82%|########2 | 33/40 [00:06<00:01, 5.23it/s] 196/499 4.32G 0.01495 0.01127 0.004216 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.23it/s] 196/499 4.32G 0.01495 0.01127 0.004216 72 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 196/499 4.32G 0.01494 0.01131 0.004168 81 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 196/499 4.32G 0.01494 0.01131 0.004168 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.36it/s] 196/499 4.32G 0.01497 0.01132 0.00415 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.36it/s] 196/499 4.32G 0.01497 0.01132 0.00415 73 640: 90%|######### | 36/40 [00:06<00:00, 5.23it/s] 196/499 4.32G 0.01496 0.0114 0.004113 94 640: 90%|######### | 36/40 [00:06<00:00, 5.23it/s] 196/499 4.32G 0.01496 0.0114 0.004113 94 640: 92%|#########2| 37/40 [00:06<00:00, 5.32it/s] 196/499 4.32G 0.01499 0.0114 0.004144 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.32it/s] 196/499 4.32G 0.01499 0.0114 0.004144 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 196/499 4.32G 0.01497 0.01136 0.004105 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 196/499 4.32G 0.01497 0.01136 0.004105 66 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 196/499 4.32G 0.01501 0.01142 0.004037 41 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 196/499 4.32G 0.01501 0.01142 0.004037 41 640: 100%|##########| 40/40 [00:07<00:00, 5.39it/s] 196/499 4.32G 0.01501 0.01142 0.004037 41 640: 100%|##########| 40/40 [00:07<00:00, 5.33it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.81it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.809 0.898 0.875 0.732 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 197/499 4.32G 0.01482 0.01523 0.002819 97 640: 0%| | 0/40 [00:00<?, ?it/s] 197/499 4.32G 0.01482 0.01523 0.002819 97 640: 2%|2 | 1/40 [00:00<00:07, 5.34it/s] 197/499 4.32G 0.01545 0.01426 0.003918 80 640: 2%|2 | 1/40 [00:00<00:07, 5.34it/s] 197/499 4.32G 0.01545 0.01426 0.003918 80 640: 5%|5 | 2/40 [00:00<00:07, 5.12it/s] 197/499 4.32G 0.01467 0.01314 0.004296 79 640: 5%|5 | 2/40 [00:00<00:07, 5.12it/s] 197/499 4.32G 0.01467 0.01314 0.004296 79 640: 8%|7 | 3/40 [00:00<00:06, 5.31it/s] 197/499 4.32G 0.01509 0.0127 0.003826 62 640: 8%|7 | 3/40 [00:00<00:06, 5.31it/s] 197/499 4.32G 0.01509 0.0127 0.003826 62 640: 10%|# | 4/40 [00:00<00:06, 5.41it/s] 197/499 4.32G 0.01486 0.01262 0.004188 84 640: 10%|# | 4/40 [00:00<00:06, 5.41it/s] 197/499 4.32G 0.01486 0.01262 0.004188 84 640: 12%|#2 | 5/40 [00:00<00:06, 5.23it/s] 197/499 4.32G 0.015 0.01288 0.004528 80 640: 12%|#2 | 5/40 [00:01<00:06, 5.23it/s] 197/499 4.32G 0.015 0.01288 0.004528 80 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 197/499 4.32G 0.01522 0.01247 0.004586 64 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 197/499 4.32G 0.01522 0.01247 0.004586 64 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 197/499 4.32G 0.01514 0.01241 0.004216 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 197/499 4.32G 0.01514 0.01241 0.004216 79 640: 20%|## | 8/40 [00:01<00:06, 5.21it/s] 197/499 4.32G 0.01533 0.01212 0.004208 57 640: 20%|## | 8/40 [00:01<00:06, 5.21it/s] 197/499 4.32G 0.01533 0.01212 0.004208 57 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 197/499 4.32G 0.01523 0.01198 0.004086 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 197/499 4.32G 0.01523 0.01198 0.004086 65 640: 25%|##5 | 10/40 [00:01<00:05, 5.38it/s] 197/499 4.32G 0.01523 0.01195 0.004057 75 640: 25%|##5 | 10/40 [00:02<00:05, 5.38it/s] 197/499 4.32G 0.01523 0.01195 0.004057 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 197/499 4.32G 0.01522 0.01217 0.004017 89 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 197/499 4.32G 0.01522 0.01217 0.004017 89 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 197/499 4.32G 0.01515 0.01213 0.003838 79 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 197/499 4.32G 0.01515 0.01213 0.003838 79 640: 32%|###2 | 13/40 [00:02<00:05, 5.38it/s] 197/499 4.32G 0.01499 0.01188 0.003996 69 640: 32%|###2 | 13/40 [00:02<00:05, 5.38it/s] 197/499 4.32G 0.01499 0.01188 0.003996 69 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 197/499 4.32G 0.01492 0.01172 0.004158 63 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 197/499 4.32G 0.01492 0.01172 0.004158 63 640: 38%|###7 | 15/40 [00:02<00:04, 5.32it/s] 197/499 4.32G 0.01486 0.01185 0.004018 93 640: 38%|###7 | 15/40 [00:03<00:04, 5.32it/s] 197/499 4.32G 0.01486 0.01185 0.004018 93 640: 40%|#### | 16/40 [00:03<00:04, 5.39it/s] 197/499 4.32G 0.01488 0.01191 0.004003 83 640: 40%|#### | 16/40 [00:03<00:04, 5.39it/s] 197/499 4.32G 0.01488 0.01191 0.004003 83 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 197/499 4.32G 0.01489 0.0119 0.004176 65 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 197/499 4.32G 0.01489 0.0119 0.004176 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 197/499 4.32G 0.01487 0.01179 0.004042 60 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 197/499 4.32G 0.01487 0.01179 0.004042 60 640: 48%|####7 | 19/40 [00:03<00:03, 5.38it/s] 197/499 4.32G 0.01488 0.01186 0.004129 87 640: 48%|####7 | 19/40 [00:03<00:03, 5.38it/s] 197/499 4.32G 0.01488 0.01186 0.004129 87 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 197/499 4.32G 0.0149 0.01193 0.004012 88 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 197/499 4.32G 0.0149 0.01193 0.004012 88 640: 52%|#####2 | 21/40 [00:03<00:03, 5.30it/s] 197/499 4.32G 0.01489 0.01192 0.003909 78 640: 52%|#####2 | 21/40 [00:04<00:03, 5.30it/s] 197/499 4.32G 0.01489 0.01192 0.003909 78 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 197/499 4.32G 0.01487 0.01199 0.003891 91 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 197/499 4.32G 0.01487 0.01199 0.003891 91 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 197/499 4.32G 0.01483 0.012 0.003834 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 197/499 4.32G 0.01483 0.012 0.003834 74 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 197/499 4.32G 0.01497 0.01211 0.003788 81 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 197/499 4.32G 0.01497 0.01211 0.003788 81 640: 62%|######2 | 25/40 [00:04<00:02, 5.40it/s] 197/499 4.32G 0.01497 0.01216 0.003746 85 640: 62%|######2 | 25/40 [00:04<00:02, 5.40it/s] 197/499 4.32G 0.01497 0.01216 0.003746 85 640: 65%|######5 | 26/40 [00:04<00:02, 5.17it/s] 197/499 4.32G 0.01488 0.01208 0.003782 72 640: 65%|######5 | 26/40 [00:05<00:02, 5.17it/s] 197/499 4.32G 0.01488 0.01208 0.003782 72 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 197/499 4.32G 0.01483 0.01201 0.003725 69 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 197/499 4.32G 0.01483 0.01201 0.003725 69 640: 70%|####### | 28/40 [00:05<00:02, 5.35it/s] 197/499 4.32G 0.01487 0.01207 0.003702 86 640: 70%|####### | 28/40 [00:05<00:02, 5.35it/s] 197/499 4.32G 0.01487 0.01207 0.003702 86 640: 72%|#######2 | 29/40 [00:05<00:02, 5.13it/s] 197/499 4.32G 0.01487 0.01212 0.003642 86 640: 72%|#######2 | 29/40 [00:05<00:02, 5.13it/s] 197/499 4.32G 0.01487 0.01212 0.003642 86 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 197/499 4.32G 0.01486 0.01207 0.003681 67 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 197/499 4.32G 0.01486 0.01207 0.003681 67 640: 78%|#######7 | 31/40 [00:05<00:01, 5.35it/s] 197/499 4.32G 0.01481 0.01202 0.003612 78 640: 78%|#######7 | 31/40 [00:06<00:01, 5.35it/s] 197/499 4.32G 0.01481 0.01202 0.003612 78 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 197/499 4.32G 0.01479 0.01206 0.003553 87 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 197/499 4.32G 0.01479 0.01206 0.003553 87 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 197/499 4.32G 0.01475 0.01207 0.003477 84 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 197/499 4.32G 0.01475 0.01207 0.003477 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.37it/s] 197/499 4.32G 0.01475 0.01208 0.00346 80 640: 85%|########5 | 34/40 [00:06<00:01, 5.37it/s] 197/499 4.32G 0.01475 0.01208 0.00346 80 640: 88%|########7 | 35/40 [00:06<00:00, 5.24it/s] 197/499 4.32G 0.01471 0.0121 0.003416 89 640: 88%|########7 | 35/40 [00:06<00:00, 5.24it/s] 197/499 4.32G 0.01471 0.0121 0.003416 89 640: 90%|######### | 36/40 [00:06<00:00, 5.33it/s] 197/499 4.32G 0.01471 0.01218 0.003369 90 640: 90%|######### | 36/40 [00:06<00:00, 5.33it/s] 197/499 4.32G 0.01471 0.01218 0.003369 90 640: 92%|#########2| 37/40 [00:06<00:00, 5.38it/s] 197/499 4.32G 0.01479 0.01226 0.00348 86 640: 92%|#########2| 37/40 [00:07<00:00, 5.38it/s] 197/499 4.32G 0.01479 0.01226 0.00348 86 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 197/499 4.32G 0.01482 0.01226 0.003508 67 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 197/499 4.32G 0.01482 0.01226 0.003508 67 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 197/499 4.32G 0.0149 0.01221 0.003469 26 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 197/499 4.32G 0.0149 0.01221 0.003469 26 640: 100%|##########| 40/40 [00:07<00:00, 5.46it/s] 197/499 4.32G 0.0149 0.01221 0.003469 26 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.827 0.884 0.871 0.742 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 198/499 4.32G 0.01673 0.009419 0.004066 63 640: 0%| | 0/40 [00:00<?, ?it/s] 198/499 4.32G 0.01673 0.009419 0.004066 63 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 198/499 4.32G 0.01619 0.01111 0.002868 79 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 198/499 4.32G 0.01619 0.01111 0.002868 79 640: 5%|5 | 2/40 [00:00<00:07, 5.31it/s] 198/499 4.32G 0.01682 0.01156 0.004841 64 640: 5%|5 | 2/40 [00:00<00:07, 5.31it/s] 198/499 4.32G 0.01682 0.01156 0.004841 64 640: 8%|7 | 3/40 [00:00<00:06, 5.43it/s] 198/499 4.32G 0.0166 0.01197 0.005216 76 640: 8%|7 | 3/40 [00:00<00:06, 5.43it/s] 198/499 4.32G 0.0166 0.01197 0.005216 76 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 198/499 4.32G 0.01603 0.01188 0.004591 70 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 198/499 4.32G 0.01603 0.01188 0.004591 70 640: 12%|#2 | 5/40 [00:00<00:06, 5.33it/s] 198/499 4.32G 0.01586 0.01193 0.004154 78 640: 12%|#2 | 5/40 [00:01<00:06, 5.33it/s] 198/499 4.32G 0.01586 0.01193 0.004154 78 640: 15%|#5 | 6/40 [00:01<00:06, 5.40it/s] 198/499 4.32G 0.01572 0.01205 0.004362 78 640: 15%|#5 | 6/40 [00:01<00:06, 5.40it/s] 198/499 4.32G 0.01572 0.01205 0.004362 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 198/499 4.32G 0.0158 0.01246 0.004205 96 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 198/499 4.32G 0.0158 0.01246 0.004205 96 640: 20%|## | 8/40 [00:01<00:06, 5.28it/s] 198/499 4.32G 0.01562 0.01238 0.004049 72 640: 20%|## | 8/40 [00:01<00:06, 5.28it/s] 198/499 4.32G 0.01562 0.01238 0.004049 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.38it/s] 198/499 4.32G 0.01548 0.0121 0.004358 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.38it/s] 198/499 4.32G 0.01548 0.0121 0.004358 71 640: 25%|##5 | 10/40 [00:01<00:05, 5.25it/s] 198/499 4.32G 0.01549 0.01233 0.004337 84 640: 25%|##5 | 10/40 [00:02<00:05, 5.25it/s] 198/499 4.32G 0.01549 0.01233 0.004337 84 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 198/499 4.32G 0.01537 0.01222 0.00434 76 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 198/499 4.32G 0.01537 0.01222 0.00434 76 640: 30%|### | 12/40 [00:02<00:05, 5.40it/s] 198/499 4.32G 0.01536 0.01198 0.004295 55 640: 30%|### | 12/40 [00:02<00:05, 5.40it/s] 198/499 4.32G 0.01536 0.01198 0.004295 55 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 198/499 4.32G 0.01533 0.01191 0.00406 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 198/499 4.32G 0.01533 0.01191 0.00406 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 198/499 4.32G 0.01526 0.01194 0.00415 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 198/499 4.32G 0.01526 0.01194 0.00415 76 640: 38%|###7 | 15/40 [00:02<00:04, 5.36it/s] 198/499 4.32G 0.01529 0.01207 0.004245 87 640: 38%|###7 | 15/40 [00:03<00:04, 5.36it/s] 198/499 4.32G 0.01529 0.01207 0.004245 87 640: 40%|#### | 16/40 [00:03<00:04, 5.23it/s] 198/499 4.32G 0.01515 0.01195 0.004277 67 640: 40%|#### | 16/40 [00:03<00:04, 5.23it/s] 198/499 4.32G 0.01515 0.01195 0.004277 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.33it/s] 198/499 4.32G 0.01512 0.012 0.004185 84 640: 42%|####2 | 17/40 [00:03<00:04, 5.33it/s] 198/499 4.32G 0.01512 0.012 0.004185 84 640: 45%|####5 | 18/40 [00:03<00:04, 5.36it/s] 198/499 4.32G 0.01519 0.01202 0.004082 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.36it/s] 198/499 4.32G 0.01519 0.01202 0.004082 77 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 198/499 4.32G 0.01518 0.01194 0.004095 65 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 198/499 4.32G 0.01518 0.01194 0.004095 65 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 198/499 4.32G 0.01507 0.01188 0.003963 68 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 198/499 4.32G 0.01507 0.01188 0.003963 68 640: 52%|#####2 | 21/40 [00:03<00:03, 5.37it/s] 198/499 4.32G 0.01504 0.01194 0.003908 84 640: 52%|#####2 | 21/40 [00:04<00:03, 5.37it/s] 198/499 4.32G 0.01504 0.01194 0.003908 84 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 198/499 4.32G 0.015 0.01189 0.003881 71 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 198/499 4.32G 0.015 0.01189 0.003881 71 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 198/499 4.32G 0.01502 0.01181 0.003871 65 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 198/499 4.32G 0.01502 0.01181 0.003871 65 640: 60%|###### | 24/40 [00:04<00:02, 5.42it/s] 198/499 4.32G 0.01495 0.0118 0.00385 83 640: 60%|###### | 24/40 [00:04<00:02, 5.42it/s] 198/499 4.32G 0.01495 0.0118 0.00385 83 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 198/499 4.32G 0.01497 0.01175 0.003897 68 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 198/499 4.32G 0.01497 0.01175 0.003897 68 640: 65%|######5 | 26/40 [00:04<00:02, 5.33it/s] 198/499 4.32G 0.01491 0.01184 0.003854 80 640: 65%|######5 | 26/40 [00:05<00:02, 5.33it/s] 198/499 4.32G 0.01491 0.01184 0.003854 80 640: 68%|######7 | 27/40 [00:05<00:02, 5.38it/s] 198/499 4.32G 0.0149 0.01186 0.003801 87 640: 68%|######7 | 27/40 [00:05<00:02, 5.38it/s] 198/499 4.32G 0.0149 0.01186 0.003801 87 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 198/499 4.32G 0.01485 0.01191 0.003828 88 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 198/499 4.32G 0.01485 0.01191 0.003828 88 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 198/499 4.32G 0.01478 0.01182 0.003862 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 198/499 4.32G 0.01478 0.01182 0.003862 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 198/499 4.32G 0.01476 0.01186 0.003804 90 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 198/499 4.32G 0.01476 0.01186 0.003804 90 640: 78%|#######7 | 31/40 [00:05<00:01, 5.16it/s] 198/499 4.32G 0.0148 0.01182 0.003762 62 640: 78%|#######7 | 31/40 [00:06<00:01, 5.16it/s] 198/499 4.32G 0.0148 0.01182 0.003762 62 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 198/499 4.32G 0.01479 0.01183 0.003788 79 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 198/499 4.32G 0.01479 0.01183 0.003788 79 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 198/499 4.32G 0.01478 0.01184 0.00382 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 198/499 4.32G 0.01478 0.01184 0.00382 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.11it/s] 198/499 4.32G 0.01486 0.01184 0.003867 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.11it/s] 198/499 4.32G 0.01486 0.01184 0.003867 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 198/499 4.32G 0.01491 0.01186 0.003833 83 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 198/499 4.32G 0.01491 0.01186 0.003833 83 640: 90%|######### | 36/40 [00:06<00:00, 5.31it/s] 198/499 4.32G 0.01489 0.01178 0.003814 60 640: 90%|######### | 36/40 [00:07<00:00, 5.31it/s] 198/499 4.32G 0.01489 0.01178 0.003814 60 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 198/499 4.32G 0.01488 0.01181 0.003771 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 198/499 4.32G 0.01488 0.01181 0.003771 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 198/499 4.32G 0.01484 0.0118 0.003745 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 198/499 4.32G 0.01484 0.0118 0.003745 68 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 198/499 4.32G 0.01484 0.01183 0.003757 42 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 198/499 4.32G 0.01484 0.01183 0.003757 42 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] 198/499 4.32G 0.01484 0.01183 0.003757 42 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s] all 132 263 0.858 0.859 0.89 0.766 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 199/499 4.32G 0.0166 0.01187 0.002361 73 640: 0%| | 0/40 [00:00<?, ?it/s] 199/499 4.32G 0.0166 0.01187 0.002361 73 640: 2%|2 | 1/40 [00:00<00:07, 5.44it/s] 199/499 4.32G 0.01556 0.01148 0.003125 69 640: 2%|2 | 1/40 [00:00<00:07, 5.44it/s] 199/499 4.32G 0.01556 0.01148 0.003125 69 640: 5%|5 | 2/40 [00:00<00:06, 5.48it/s] 199/499 4.32G 0.01548 0.01165 0.003605 74 640: 5%|5 | 2/40 [00:00<00:06, 5.48it/s] 199/499 4.32G 0.01548 0.01165 0.003605 74 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 199/499 4.32G 0.0151 0.01182 0.003169 79 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 199/499 4.32G 0.0151 0.01182 0.003169 79 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 199/499 4.32G 0.01546 0.01157 0.003079 70 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 199/499 4.32G 0.01546 0.01157 0.003079 70 640: 12%|#2 | 5/40 [00:00<00:06, 5.41it/s] 199/499 4.32G 0.01521 0.01138 0.002806 71 640: 12%|#2 | 5/40 [00:01<00:06, 5.41it/s] 199/499 4.32G 0.01521 0.01138 0.002806 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.13it/s] 199/499 4.32G 0.01513 0.01129 0.002816 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.13it/s] 199/499 4.32G 0.01513 0.01129 0.002816 68 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 199/499 4.32G 0.01518 0.01122 0.002617 72 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 199/499 4.32G 0.01518 0.01122 0.002617 72 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 199/499 4.32G 0.01527 0.01149 0.002475 74 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 199/499 4.32G 0.01527 0.01149 0.002475 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 199/499 4.32G 0.01514 0.01153 0.00256 81 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 199/499 4.32G 0.01514 0.01153 0.00256 81 640: 25%|##5 | 10/40 [00:01<00:05, 5.32it/s] 199/499 4.32G 0.01502 0.01129 0.002664 63 640: 25%|##5 | 10/40 [00:02<00:05, 5.32it/s] 199/499 4.32G 0.01502 0.01129 0.002664 63 640: 28%|##7 | 11/40 [00:02<00:05, 5.40it/s] 199/499 4.32G 0.01492 0.01141 0.00274 91 640: 28%|##7 | 11/40 [00:02<00:05, 5.40it/s] 199/499 4.32G 0.01492 0.01141 0.00274 91 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 199/499 4.32G 0.01486 0.01157 0.002994 83 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 199/499 4.32G 0.01486 0.01157 0.002994 83 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 199/499 4.32G 0.01483 0.01149 0.003145 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 199/499 4.32G 0.01483 0.01149 0.003145 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.41it/s] 199/499 4.32G 0.01474 0.01166 0.003082 83 640: 35%|###5 | 14/40 [00:02<00:04, 5.41it/s] 199/499 4.32G 0.01474 0.01166 0.003082 83 640: 38%|###7 | 15/40 [00:02<00:04, 5.27it/s] 199/499 4.32G 0.01473 0.01164 0.003116 70 640: 38%|###7 | 15/40 [00:03<00:04, 5.27it/s] 199/499 4.32G 0.01473 0.01164 0.003116 70 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 199/499 4.32G 0.01461 0.01153 0.003006 66 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 199/499 4.32G 0.01461 0.01153 0.003006 66 640: 42%|####2 | 17/40 [00:03<00:04, 5.38it/s] 199/499 4.32G 0.01451 0.01148 0.002997 66 640: 42%|####2 | 17/40 [00:03<00:04, 5.38it/s] 199/499 4.32G 0.01451 0.01148 0.002997 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 199/499 4.32G 0.01465 0.01144 0.0032 60 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 199/499 4.32G 0.01465 0.01144 0.0032 60 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 199/499 4.32G 0.01458 0.01154 0.003064 90 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 199/499 4.32G 0.01458 0.01154 0.003064 90 640: 50%|##### | 20/40 [00:03<00:03, 5.39it/s] 199/499 4.32G 0.01461 0.01144 0.003325 58 640: 50%|##### | 20/40 [00:03<00:03, 5.39it/s] 199/499 4.32G 0.01461 0.01144 0.003325 58 640: 52%|#####2 | 21/40 [00:03<00:03, 5.25it/s] 199/499 4.32G 0.01473 0.01153 0.003292 80 640: 52%|#####2 | 21/40 [00:04<00:03, 5.25it/s] 199/499 4.32G 0.01473 0.01153 0.003292 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.34it/s] 199/499 4.32G 0.01479 0.01161 0.003266 87 640: 55%|#####5 | 22/40 [00:04<00:03, 5.34it/s] 199/499 4.32G 0.01479 0.01161 0.003266 87 640: 57%|#####7 | 23/40 [00:04<00:03, 5.40it/s] 199/499 4.32G 0.01481 0.01156 0.003252 67 640: 57%|#####7 | 23/40 [00:04<00:03, 5.40it/s] 199/499 4.32G 0.01481 0.01156 0.003252 67 640: 60%|###### | 24/40 [00:04<00:03, 5.25it/s] 199/499 4.32G 0.01483 0.01159 0.003356 87 640: 60%|###### | 24/40 [00:04<00:03, 5.25it/s] 199/499 4.32G 0.01483 0.01159 0.003356 87 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 199/499 4.32G 0.01484 0.01156 0.003491 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 199/499 4.32G 0.01484 0.01156 0.003491 71 640: 65%|######5 | 26/40 [00:04<00:02, 5.39it/s] 199/499 4.32G 0.01479 0.01146 0.003455 64 640: 65%|######5 | 26/40 [00:05<00:02, 5.39it/s] 199/499 4.32G 0.01479 0.01146 0.003455 64 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 199/499 4.32G 0.01477 0.01145 0.003375 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 199/499 4.32G 0.01477 0.01145 0.003375 73 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 199/499 4.32G 0.01472 0.01136 0.003295 65 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 199/499 4.32G 0.01472 0.01136 0.003295 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 199/499 4.32G 0.01468 0.01133 0.003253 71 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 199/499 4.32G 0.01468 0.01133 0.003253 71 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 199/499 4.32G 0.01468 0.01135 0.00318 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 199/499 4.32G 0.01468 0.01135 0.00318 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.29it/s] 199/499 4.32G 0.01471 0.01142 0.003165 84 640: 78%|#######7 | 31/40 [00:06<00:01, 5.29it/s] 199/499 4.32G 0.01471 0.01142 0.003165 84 640: 80%|######## | 32/40 [00:06<00:01, 5.35it/s] 199/499 4.32G 0.0147 0.01138 0.00313 64 640: 80%|######## | 32/40 [00:06<00:01, 5.35it/s] 199/499 4.32G 0.0147 0.01138 0.00313 64 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 199/499 4.32G 0.01469 0.01135 0.003095 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 199/499 4.32G 0.01469 0.01135 0.003095 71 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 199/499 4.32G 0.01462 0.0113 0.003041 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 199/499 4.32G 0.01462 0.0113 0.003041 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.38it/s] 199/499 4.32G 0.01457 0.01129 0.003092 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.38it/s] 199/499 4.32G 0.01457 0.01129 0.003092 77 640: 90%|######### | 36/40 [00:06<00:00, 5.22it/s] 199/499 4.32G 0.01459 0.01125 0.00322 56 640: 90%|######### | 36/40 [00:06<00:00, 5.22it/s] 199/499 4.32G 0.01459 0.01125 0.00322 56 640: 92%|#########2| 37/40 [00:06<00:00, 5.28it/s] 199/499 4.32G 0.01458 0.01124 0.003335 64 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 199/499 4.32G 0.01458 0.01124 0.003335 64 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 199/499 4.32G 0.01456 0.01127 0.003358 85 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 199/499 4.32G 0.01456 0.01127 0.003358 85 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 199/499 4.32G 0.01459 0.01129 0.003362 35 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 199/499 4.32G 0.01459 0.01129 0.003362 35 640: 100%|##########| 40/40 [00:07<00:00, 5.37it/s] 199/499 4.32G 0.01459 0.01129 0.003362 35 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.46it/s] all 132 263 0.896 0.839 0.878 0.754 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 200/499 4.32G 0.01252 0.01283 0.006652 87 640: 0%| | 0/40 [00:00<?, ?it/s] 200/499 4.32G 0.01252 0.01283 0.006652 87 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 200/499 4.32G 0.01371 0.01299 0.004491 78 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 200/499 4.32G 0.01371 0.01299 0.004491 78 640: 5%|5 | 2/40 [00:00<00:07, 5.15it/s] 200/499 4.32G 0.01404 0.01281 0.004285 82 640: 5%|5 | 2/40 [00:00<00:07, 5.15it/s] 200/499 4.32G 0.01404 0.01281 0.004285 82 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 200/499 4.32G 0.01426 0.01218 0.004471 64 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 200/499 4.32G 0.01426 0.01218 0.004471 64 640: 10%|# | 4/40 [00:00<00:06, 5.41it/s] 200/499 4.32G 0.01398 0.01112 0.003994 46 640: 10%|# | 4/40 [00:00<00:06, 5.41it/s] 200/499 4.32G 0.01398 0.01112 0.003994 46 640: 12%|#2 | 5/40 [00:00<00:06, 5.23it/s] 200/499 4.32G 0.01411 0.01095 0.003792 64 640: 12%|#2 | 5/40 [00:01<00:06, 5.23it/s] 200/499 4.32G 0.01411 0.01095 0.003792 64 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 200/499 4.32G 0.01405 0.01117 0.003746 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 200/499 4.32G 0.01405 0.01117 0.003746 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 200/499 4.32G 0.01395 0.01095 0.003593 68 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 200/499 4.32G 0.01395 0.01095 0.003593 68 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 200/499 4.32G 0.01401 0.01096 0.003463 69 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 200/499 4.32G 0.01401 0.01096 0.003463 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 200/499 4.32G 0.01383 0.01072 0.003629 56 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 200/499 4.32G 0.01383 0.01072 0.003629 56 640: 25%|##5 | 10/40 [00:01<00:05, 5.38it/s] 200/499 4.32G 0.01406 0.01094 0.003631 76 640: 25%|##5 | 10/40 [00:02<00:05, 5.38it/s] 200/499 4.32G 0.01406 0.01094 0.003631 76 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 200/499 4.32G 0.01399 0.01086 0.003568 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 200/499 4.32G 0.01399 0.01086 0.003568 68 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 200/499 4.32G 0.01395 0.01073 0.003854 59 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 200/499 4.32G 0.01395 0.01073 0.003854 59 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 200/499 4.32G 0.01397 0.01071 0.003623 63 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 200/499 4.32G 0.01397 0.01071 0.003623 63 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 200/499 4.32G 0.01394 0.01083 0.003533 78 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 200/499 4.32G 0.01394 0.01083 0.003533 78 640: 38%|###7 | 15/40 [00:02<00:04, 5.31it/s] 200/499 4.32G 0.0138 0.01063 0.003652 56 640: 38%|###7 | 15/40 [00:03<00:04, 5.31it/s] 200/499 4.32G 0.0138 0.01063 0.003652 56 640: 40%|#### | 16/40 [00:03<00:04, 5.35it/s] 200/499 4.32G 0.01381 0.01063 0.003724 71 640: 40%|#### | 16/40 [00:03<00:04, 5.35it/s] 200/499 4.32G 0.01381 0.01063 0.003724 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 200/499 4.32G 0.01379 0.01072 0.003595 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 200/499 4.32G 0.01379 0.01072 0.003595 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 200/499 4.32G 0.01387 0.01097 0.003604 87 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 200/499 4.32G 0.01387 0.01097 0.003604 87 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 200/499 4.32G 0.01392 0.01109 0.003644 85 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 200/499 4.32G 0.01392 0.01109 0.003644 85 640: 50%|##### | 20/40 [00:03<00:03, 5.19it/s] 200/499 4.32G 0.01406 0.01126 0.003879 79 640: 50%|##### | 20/40 [00:03<00:03, 5.19it/s] 200/499 4.32G 0.01406 0.01126 0.003879 79 640: 52%|#####2 | 21/40 [00:03<00:03, 5.25it/s] 200/499 4.32G 0.01419 0.01121 0.004088 62 640: 52%|#####2 | 21/40 [00:04<00:03, 5.25it/s] 200/499 4.32G 0.01419 0.01121 0.004088 62 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 200/499 4.32G 0.01415 0.01125 0.00397 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 200/499 4.32G 0.01415 0.01125 0.00397 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.13it/s] 200/499 4.32G 0.01414 0.01133 0.003914 87 640: 57%|#####7 | 23/40 [00:04<00:03, 5.13it/s] 200/499 4.32G 0.01414 0.01133 0.003914 87 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 200/499 4.32G 0.01412 0.01121 0.003911 60 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 200/499 4.32G 0.01412 0.01121 0.003911 60 640: 62%|######2 | 25/40 [00:04<00:02, 5.26it/s] 200/499 4.32G 0.01411 0.01125 0.003851 73 640: 62%|######2 | 25/40 [00:04<00:02, 5.26it/s] 200/499 4.32G 0.01411 0.01125 0.003851 73 640: 65%|######5 | 26/40 [00:04<00:02, 5.14it/s] 200/499 4.32G 0.0141 0.01121 0.003919 66 640: 65%|######5 | 26/40 [00:05<00:02, 5.14it/s] 200/499 4.32G 0.0141 0.01121 0.003919 66 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 200/499 4.32G 0.01401 0.01121 0.003883 75 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 200/499 4.32G 0.01401 0.01121 0.003883 75 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 200/499 4.32G 0.01403 0.01119 0.00387 72 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 200/499 4.32G 0.01403 0.01119 0.00387 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 200/499 4.32G 0.01404 0.01121 0.003918 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 200/499 4.32G 0.01404 0.01121 0.003918 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 200/499 4.32G 0.01403 0.01112 0.003989 60 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 200/499 4.32G 0.01403 0.01112 0.003989 60 640: 78%|#######7 | 31/40 [00:05<00:01, 5.28it/s] 200/499 4.32G 0.01406 0.01112 0.003992 70 640: 78%|#######7 | 31/40 [00:06<00:01, 5.28it/s] 200/499 4.32G 0.01406 0.01112 0.003992 70 640: 80%|######## | 32/40 [00:06<00:01, 5.12it/s] 200/499 4.32G 0.01408 0.01112 0.00392 63 640: 80%|######## | 32/40 [00:06<00:01, 5.12it/s] 200/499 4.32G 0.01408 0.01112 0.00392 63 640: 82%|########2 | 33/40 [00:06<00:01, 5.22it/s] 200/499 4.32G 0.01406 0.01111 0.003966 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.22it/s] 200/499 4.32G 0.01406 0.01111 0.003966 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 200/499 4.32G 0.01406 0.0111 0.004019 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 200/499 4.32G 0.01406 0.0111 0.004019 76 640: 88%|########7 | 35/40 [00:06<00:00, 5.16it/s] 200/499 4.32G 0.01411 0.01116 0.004107 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.16it/s] 200/499 4.32G 0.01411 0.01116 0.004107 77 640: 90%|######### | 36/40 [00:06<00:00, 5.22it/s] 200/499 4.32G 0.01412 0.01119 0.004089 72 640: 90%|######### | 36/40 [00:07<00:00, 5.22it/s] 200/499 4.32G 0.01412 0.01119 0.004089 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 200/499 4.32G 0.01412 0.01117 0.004071 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 200/499 4.32G 0.01412 0.01117 0.004071 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.16it/s] 200/499 4.32G 0.01409 0.01123 0.004126 89 640: 95%|#########5| 38/40 [00:07<00:00, 5.16it/s] 200/499 4.32G 0.01409 0.01123 0.004126 89 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 200/499 4.32G 0.01411 0.01121 0.004084 36 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 200/499 4.32G 0.01411 0.01121 0.004084 36 640: 100%|##########| 40/40 [00:07<00:00, 5.37it/s] 200/499 4.32G 0.01411 0.01121 0.004084 36 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.45it/s] all 132 263 0.896 0.854 0.888 0.758 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 201/499 4.32G 0.01319 0.009644 0.005764 64 640: 0%| | 0/40 [00:00<?, ?it/s] 201/499 4.32G 0.01319 0.009644 0.005764 64 640: 2%|2 | 1/40 [00:00<00:07, 4.92it/s] 201/499 4.32G 0.01436 0.009771 0.00578 57 640: 2%|2 | 1/40 [00:00<00:07, 4.92it/s] 201/499 4.32G 0.01436 0.009771 0.00578 57 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 201/499 4.32G 0.01554 0.01002 0.005099 62 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 201/499 4.32G 0.01554 0.01002 0.005099 62 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 201/499 4.32G 0.01573 0.01042 0.005079 64 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 201/499 4.32G 0.01573 0.01042 0.005079 64 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 201/499 4.32G 0.01516 0.01001 0.005608 65 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 201/499 4.32G 0.01516 0.01001 0.005608 65 640: 12%|#2 | 5/40 [00:00<00:06, 5.27it/s] 201/499 4.32G 0.01495 0.01026 0.006538 71 640: 12%|#2 | 5/40 [00:01<00:06, 5.27it/s] 201/499 4.32G 0.01495 0.01026 0.006538 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.37it/s] 201/499 4.32G 0.01475 0.01034 0.005896 78 640: 15%|#5 | 6/40 [00:01<00:06, 5.37it/s] 201/499 4.32G 0.01475 0.01034 0.005896 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.22it/s] 201/499 4.32G 0.01477 0.01065 0.005578 83 640: 18%|#7 | 7/40 [00:01<00:06, 5.22it/s] 201/499 4.32G 0.01477 0.01065 0.005578 83 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 201/499 4.32G 0.01492 0.01048 0.005547 59 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 201/499 4.32G 0.01492 0.01048 0.005547 59 640: 22%|##2 | 9/40 [00:01<00:05, 5.38it/s] 201/499 4.32G 0.01493 0.01082 0.005478 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.38it/s] 201/499 4.32G 0.01493 0.01082 0.005478 80 640: 25%|##5 | 10/40 [00:01<00:05, 5.24it/s] 201/499 4.32G 0.01495 0.01078 0.005263 64 640: 25%|##5 | 10/40 [00:02<00:05, 5.24it/s] 201/499 4.32G 0.01495 0.01078 0.005263 64 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 201/499 4.32G 0.01489 0.01084 0.004932 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 201/499 4.32G 0.01489 0.01084 0.004932 65 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 201/499 4.32G 0.01493 0.01112 0.004739 86 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 201/499 4.32G 0.01493 0.01112 0.004739 86 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 201/499 4.32G 0.01487 0.01131 0.004562 87 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 201/499 4.32G 0.01487 0.01131 0.004562 87 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 201/499 4.32G 0.01483 0.01124 0.004547 64 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 201/499 4.32G 0.01483 0.01124 0.004547 64 640: 38%|###7 | 15/40 [00:02<00:04, 5.37it/s] 201/499 4.32G 0.01484 0.01129 0.004429 72 640: 38%|###7 | 15/40 [00:03<00:04, 5.37it/s] 201/499 4.32G 0.01484 0.01129 0.004429 72 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 201/499 4.32G 0.01471 0.01126 0.004274 69 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 201/499 4.32G 0.01471 0.01126 0.004274 69 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 201/499 4.32G 0.01461 0.01124 0.004187 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 201/499 4.32G 0.01461 0.01124 0.004187 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.38it/s] 201/499 4.32G 0.01449 0.01105 0.004092 53 640: 45%|####5 | 18/40 [00:03<00:04, 5.38it/s] 201/499 4.32G 0.01449 0.01105 0.004092 53 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 201/499 4.32G 0.0145 0.01114 0.004176 80 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 201/499 4.32G 0.0145 0.01114 0.004176 80 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 201/499 4.32G 0.01445 0.01117 0.004135 80 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 201/499 4.32G 0.01445 0.01117 0.004135 80 640: 52%|#####2 | 21/40 [00:03<00:03, 5.32it/s] 201/499 4.32G 0.01442 0.01132 0.004176 89 640: 52%|#####2 | 21/40 [00:04<00:03, 5.32it/s] 201/499 4.32G 0.01442 0.01132 0.004176 89 640: 55%|#####5 | 22/40 [00:04<00:03, 5.20it/s] 201/499 4.32G 0.01438 0.01125 0.00411 63 640: 55%|#####5 | 22/40 [00:04<00:03, 5.20it/s] 201/499 4.32G 0.01438 0.01125 0.00411 63 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 201/499 4.32G 0.01438 0.01118 0.00411 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 201/499 4.32G 0.01438 0.01118 0.00411 70 640: 60%|###### | 24/40 [00:04<00:02, 5.38it/s] 201/499 4.32G 0.01437 0.01136 0.004056 97 640: 60%|###### | 24/40 [00:04<00:02, 5.38it/s] 201/499 4.32G 0.01437 0.01136 0.004056 97 640: 62%|######2 | 25/40 [00:04<00:02, 5.22it/s] 201/499 4.32G 0.01432 0.01131 0.003996 65 640: 62%|######2 | 25/40 [00:04<00:02, 5.22it/s] 201/499 4.32G 0.01432 0.01131 0.003996 65 640: 65%|######5 | 26/40 [00:04<00:02, 5.29it/s] 201/499 4.32G 0.01429 0.01124 0.00394 67 640: 65%|######5 | 26/40 [00:05<00:02, 5.29it/s] 201/499 4.32G 0.01429 0.01124 0.00394 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 201/499 4.32G 0.01429 0.01132 0.003879 83 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 201/499 4.32G 0.01429 0.01132 0.003879 83 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 201/499 4.32G 0.01431 0.01135 0.003871 82 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 201/499 4.32G 0.01431 0.01135 0.003871 82 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 201/499 4.32G 0.01434 0.01139 0.003859 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 201/499 4.32G 0.01434 0.01139 0.003859 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 201/499 4.32G 0.01441 0.01142 0.003978 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 201/499 4.32G 0.01441 0.01142 0.003978 73 640: 78%|#######7 | 31/40 [00:05<00:01, 5.20it/s] 201/499 4.32G 0.01439 0.01147 0.004052 81 640: 78%|#######7 | 31/40 [00:06<00:01, 5.20it/s] 201/499 4.32G 0.01439 0.01147 0.004052 81 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 201/499 4.32G 0.01444 0.01152 0.003988 91 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 201/499 4.32G 0.01444 0.01152 0.003988 91 640: 82%|########2 | 33/40 [00:06<00:01, 5.36it/s] 201/499 4.32G 0.01444 0.01156 0.003988 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.36it/s] 201/499 4.32G 0.01444 0.01156 0.003988 82 640: 85%|########5 | 34/40 [00:06<00:01, 5.21it/s] 201/499 4.32G 0.01443 0.0116 0.003972 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.21it/s] 201/499 4.32G 0.01443 0.0116 0.003972 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 201/499 4.32G 0.01438 0.01162 0.003997 78 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 201/499 4.32G 0.01438 0.01162 0.003997 78 640: 90%|######### | 36/40 [00:06<00:00, 5.34it/s] 201/499 4.32G 0.01439 0.01165 0.003935 87 640: 90%|######### | 36/40 [00:07<00:00, 5.34it/s] 201/499 4.32G 0.01439 0.01165 0.003935 87 640: 92%|#########2| 37/40 [00:07<00:00, 5.16it/s] 201/499 4.32G 0.01439 0.01169 0.004007 78 640: 92%|#########2| 37/40 [00:07<00:00, 5.16it/s] 201/499 4.32G 0.01439 0.01169 0.004007 78 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 201/499 4.32G 0.01442 0.01175 0.003943 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 201/499 4.32G 0.01442 0.01175 0.003943 77 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 201/499 4.32G 0.01436 0.01176 0.003977 39 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 201/499 4.32G 0.01436 0.01176 0.003977 39 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] 201/499 4.32G 0.01436 0.01176 0.003977 39 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.876 0.81 0.875 0.745 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 202/499 4.32G 0.01291 0.01064 0.005764 68 640: 0%| | 0/40 [00:00<?, ?it/s] 202/499 4.32G 0.01291 0.01064 0.005764 68 640: 2%|2 | 1/40 [00:00<00:07, 5.47it/s] 202/499 4.32G 0.01391 0.01229 0.005335 91 640: 2%|2 | 1/40 [00:00<00:07, 5.47it/s] 202/499 4.32G 0.01391 0.01229 0.005335 91 640: 5%|5 | 2/40 [00:00<00:06, 5.47it/s] 202/499 4.32G 0.01369 0.01113 0.004573 63 640: 5%|5 | 2/40 [00:00<00:06, 5.47it/s] 202/499 4.32G 0.01369 0.01113 0.004573 63 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 202/499 4.32G 0.01397 0.01118 0.004522 81 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 202/499 4.32G 0.01397 0.01118 0.004522 81 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 202/499 4.32G 0.01433 0.01119 0.005007 72 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 202/499 4.32G 0.01433 0.01119 0.005007 72 640: 12%|#2 | 5/40 [00:00<00:06, 5.40it/s] 202/499 4.32G 0.0141 0.0112 0.004765 71 640: 12%|#2 | 5/40 [00:01<00:06, 5.40it/s] 202/499 4.32G 0.0141 0.0112 0.004765 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.19it/s] 202/499 4.32G 0.01422 0.01109 0.004414 60 640: 15%|#5 | 6/40 [00:01<00:06, 5.19it/s] 202/499 4.32G 0.01422 0.01109 0.004414 60 640: 18%|#7 | 7/40 [00:01<00:06, 5.29it/s] 202/499 4.32G 0.01432 0.01125 0.004472 77 640: 18%|#7 | 7/40 [00:01<00:06, 5.29it/s] 202/499 4.32G 0.01432 0.01125 0.004472 77 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 202/499 4.32G 0.01414 0.01121 0.00411 72 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 202/499 4.32G 0.01414 0.01121 0.00411 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 202/499 4.32G 0.01432 0.01142 0.004211 73 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 202/499 4.32G 0.01432 0.01142 0.004211 73 640: 25%|##5 | 10/40 [00:01<00:05, 5.28it/s] 202/499 4.32G 0.01437 0.01155 0.003966 89 640: 25%|##5 | 10/40 [00:02<00:05, 5.28it/s] 202/499 4.32G 0.01437 0.01155 0.003966 89 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 202/499 4.32G 0.01443 0.01146 0.003794 60 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 202/499 4.32G 0.01443 0.01146 0.003794 60 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 202/499 4.32G 0.01464 0.0113 0.003964 57 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 202/499 4.32G 0.01464 0.0113 0.003964 57 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 202/499 4.32G 0.01481 0.01138 0.003904 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 202/499 4.32G 0.01481 0.01138 0.003904 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.36it/s] 202/499 4.32G 0.01483 0.01159 0.003804 83 640: 35%|###5 | 14/40 [00:02<00:04, 5.36it/s] 202/499 4.32G 0.01483 0.01159 0.003804 83 640: 38%|###7 | 15/40 [00:02<00:04, 5.22it/s] 202/499 4.32G 0.01484 0.01147 0.003779 64 640: 38%|###7 | 15/40 [00:03<00:04, 5.22it/s] 202/499 4.32G 0.01484 0.01147 0.003779 64 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 202/499 4.32G 0.01473 0.01149 0.003745 76 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 202/499 4.32G 0.01473 0.01149 0.003745 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.37it/s] 202/499 4.32G 0.01473 0.01162 0.003758 91 640: 42%|####2 | 17/40 [00:03<00:04, 5.37it/s] 202/499 4.32G 0.01473 0.01162 0.003758 91 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 202/499 4.32G 0.01468 0.01154 0.003809 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 202/499 4.32G 0.01468 0.01154 0.003809 73 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 202/499 4.32G 0.01457 0.01143 0.00372 58 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 202/499 4.32G 0.01457 0.01143 0.00372 58 640: 50%|##### | 20/40 [00:03<00:03, 5.37it/s] 202/499 4.32G 0.01464 0.0115 0.004 79 640: 50%|##### | 20/40 [00:03<00:03, 5.37it/s] 202/499 4.32G 0.01464 0.0115 0.004 79 640: 52%|#####2 | 21/40 [00:03<00:03, 5.23it/s] 202/499 4.32G 0.01461 0.01158 0.004297 86 640: 52%|#####2 | 21/40 [00:04<00:03, 5.23it/s] 202/499 4.32G 0.01461 0.01158 0.004297 86 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 202/499 4.32G 0.0146 0.01155 0.004315 59 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 202/499 4.32G 0.0146 0.01155 0.004315 59 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 202/499 4.32G 0.01454 0.01156 0.004311 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 202/499 4.32G 0.01454 0.01156 0.004311 79 640: 60%|###### | 24/40 [00:04<00:03, 5.13it/s] 202/499 4.32G 0.01448 0.01153 0.004416 74 640: 60%|###### | 24/40 [00:04<00:03, 5.13it/s] 202/499 4.32G 0.01448 0.01153 0.004416 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.26it/s] 202/499 4.32G 0.01454 0.01143 0.004373 57 640: 62%|######2 | 25/40 [00:04<00:02, 5.26it/s] 202/499 4.32G 0.01454 0.01143 0.004373 57 640: 65%|######5 | 26/40 [00:04<00:02, 5.34it/s] 202/499 4.32G 0.01453 0.0114 0.004298 77 640: 65%|######5 | 26/40 [00:05<00:02, 5.34it/s] 202/499 4.32G 0.01453 0.0114 0.004298 77 640: 68%|######7 | 27/40 [00:05<00:02, 5.19it/s] 202/499 4.32G 0.01452 0.01141 0.004272 78 640: 68%|######7 | 27/40 [00:05<00:02, 5.19it/s] 202/499 4.32G 0.01452 0.01141 0.004272 78 640: 70%|####### | 28/40 [00:05<00:02, 5.28it/s] 202/499 4.32G 0.01449 0.01147 0.004243 81 640: 70%|####### | 28/40 [00:05<00:02, 5.28it/s] 202/499 4.32G 0.01449 0.01147 0.004243 81 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 202/499 4.32G 0.01451 0.01141 0.004219 62 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 202/499 4.32G 0.01451 0.01141 0.004219 62 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 202/499 4.32G 0.0145 0.01144 0.004175 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 202/499 4.32G 0.0145 0.01144 0.004175 79 640: 78%|#######7 | 31/40 [00:05<00:01, 5.30it/s] 202/499 4.32G 0.01451 0.01143 0.004172 72 640: 78%|#######7 | 31/40 [00:06<00:01, 5.30it/s] 202/499 4.32G 0.01451 0.01143 0.004172 72 640: 80%|######## | 32/40 [00:06<00:01, 5.33it/s] 202/499 4.32G 0.0145 0.01148 0.004144 84 640: 80%|######## | 32/40 [00:06<00:01, 5.33it/s] 202/499 4.32G 0.0145 0.01148 0.004144 84 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 202/499 4.32G 0.01445 0.01141 0.004054 56 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 202/499 4.32G 0.01445 0.01141 0.004054 56 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 202/499 4.32G 0.01444 0.01145 0.00399 78 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 202/499 4.32G 0.01444 0.01145 0.00399 78 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 202/499 4.32G 0.01444 0.01146 0.003935 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 202/499 4.32G 0.01444 0.01146 0.003935 74 640: 90%|######### | 36/40 [00:06<00:00, 5.19it/s] 202/499 4.32G 0.0144 0.01146 0.003879 84 640: 90%|######### | 36/40 [00:07<00:00, 5.19it/s] 202/499 4.32G 0.0144 0.01146 0.003879 84 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 202/499 4.32G 0.01443 0.01156 0.003874 96 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 202/499 4.32G 0.01443 0.01156 0.003874 96 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 202/499 4.32G 0.01445 0.01157 0.003855 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 202/499 4.32G 0.01445 0.01157 0.003855 70 640: 98%|#########7| 39/40 [00:07<00:00, 5.11it/s] 202/499 4.32G 0.01444 0.01157 0.003813 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.11it/s] 202/499 4.32G 0.01444 0.01157 0.003813 38 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] 202/499 4.32G 0.01444 0.01157 0.003813 38 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.86it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.46it/s] all 132 263 0.854 0.901 0.892 0.766 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 203/499 4.32G 0.01549 0.01374 0.002866 85 640: 0%| | 0/40 [00:00<?, ?it/s] 203/499 4.32G 0.01549 0.01374 0.002866 85 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 203/499 4.32G 0.01532 0.0125 0.003266 71 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 203/499 4.32G 0.01532 0.0125 0.003266 71 640: 5%|5 | 2/40 [00:00<00:07, 5.09it/s] 203/499 4.32G 0.01478 0.01238 0.003923 80 640: 5%|5 | 2/40 [00:00<00:07, 5.09it/s] 203/499 4.32G 0.01478 0.01238 0.003923 80 640: 8%|7 | 3/40 [00:00<00:06, 5.30it/s] 203/499 4.32G 0.01488 0.01227 0.003594 73 640: 8%|7 | 3/40 [00:00<00:06, 5.30it/s] 203/499 4.32G 0.01488 0.01227 0.003594 73 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 203/499 4.32G 0.01477 0.01241 0.003759 86 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 203/499 4.32G 0.01477 0.01241 0.003759 86 640: 12%|#2 | 5/40 [00:00<00:06, 5.15it/s] 203/499 4.32G 0.01442 0.0121 0.004328 72 640: 12%|#2 | 5/40 [00:01<00:06, 5.15it/s] 203/499 4.32G 0.01442 0.0121 0.004328 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.28it/s] 203/499 4.32G 0.01423 0.01191 0.003889 78 640: 15%|#5 | 6/40 [00:01<00:06, 5.28it/s] 203/499 4.32G 0.01423 0.01191 0.003889 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 203/499 4.32G 0.01433 0.01169 0.004084 61 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 203/499 4.32G 0.01433 0.01169 0.004084 61 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 203/499 4.32G 0.01413 0.01145 0.004098 70 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 203/499 4.32G 0.01413 0.01145 0.004098 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.29it/s] 203/499 4.32G 0.01414 0.01151 0.004295 79 640: 22%|##2 | 9/40 [00:01<00:05, 5.29it/s] 203/499 4.32G 0.01414 0.01151 0.004295 79 640: 25%|##5 | 10/40 [00:01<00:05, 5.35it/s] 203/499 4.32G 0.01416 0.01133 0.004703 65 640: 25%|##5 | 10/40 [00:02<00:05, 5.35it/s] 203/499 4.32G 0.01416 0.01133 0.004703 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.19it/s] 203/499 4.32G 0.01406 0.0113 0.005158 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.19it/s] 203/499 4.32G 0.01406 0.0113 0.005158 75 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 203/499 4.32G 0.01397 0.01125 0.004847 74 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 203/499 4.32G 0.01397 0.01125 0.004847 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 203/499 4.32G 0.0141 0.01131 0.005003 66 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 203/499 4.32G 0.0141 0.01131 0.005003 66 640: 35%|###5 | 14/40 [00:02<00:04, 5.20it/s] 203/499 4.32G 0.01419 0.01131 0.004905 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.20it/s] 203/499 4.32G 0.01419 0.01131 0.004905 76 640: 38%|###7 | 15/40 [00:02<00:04, 5.28it/s] 203/499 4.32G 0.01417 0.01133 0.004905 81 640: 38%|###7 | 15/40 [00:03<00:04, 5.28it/s] 203/499 4.32G 0.01417 0.01133 0.004905 81 640: 40%|#### | 16/40 [00:03<00:04, 5.34it/s] 203/499 4.32G 0.01416 0.01153 0.004832 96 640: 40%|#### | 16/40 [00:03<00:04, 5.34it/s] 203/499 4.32G 0.01416 0.01153 0.004832 96 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 203/499 4.32G 0.01413 0.01137 0.004622 58 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 203/499 4.32G 0.01413 0.01137 0.004622 58 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 203/499 4.32G 0.01415 0.01149 0.004456 85 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 203/499 4.32G 0.01415 0.01149 0.004456 85 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 203/499 4.32G 0.01422 0.01155 0.004432 76 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 203/499 4.32G 0.01422 0.01155 0.004432 76 640: 50%|##### | 20/40 [00:03<00:03, 5.19it/s] 203/499 4.32G 0.01418 0.01156 0.004377 80 640: 50%|##### | 20/40 [00:03<00:03, 5.19it/s] 203/499 4.32G 0.01418 0.01156 0.004377 80 640: 52%|#####2 | 21/40 [00:03<00:03, 5.28it/s] 203/499 4.32G 0.01408 0.0115 0.004335 68 640: 52%|#####2 | 21/40 [00:04<00:03, 5.28it/s] 203/499 4.32G 0.01408 0.0115 0.004335 68 640: 55%|#####5 | 22/40 [00:04<00:03, 5.36it/s] 203/499 4.32G 0.0141 0.01147 0.0043 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.36it/s] 203/499 4.32G 0.0141 0.01147 0.0043 77 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 203/499 4.32G 0.01401 0.01145 0.004382 77 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 203/499 4.32G 0.01401 0.01145 0.004382 77 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 203/499 4.32G 0.01406 0.01143 0.004325 66 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 203/499 4.32G 0.01406 0.01143 0.004325 66 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 203/499 4.32G 0.01405 0.01152 0.004393 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 203/499 4.32G 0.01405 0.01152 0.004393 79 640: 65%|######5 | 26/40 [00:04<00:02, 5.14it/s] 203/499 4.32G 0.01414 0.01147 0.004534 59 640: 65%|######5 | 26/40 [00:05<00:02, 5.14it/s] 203/499 4.32G 0.01414 0.01147 0.004534 59 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 203/499 4.32G 0.01415 0.01149 0.004457 65 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 203/499 4.32G 0.01415 0.01149 0.004457 65 640: 70%|####### | 28/40 [00:05<00:02, 5.13it/s] 203/499 4.32G 0.01416 0.01155 0.004431 78 640: 70%|####### | 28/40 [00:05<00:02, 5.13it/s] 203/499 4.32G 0.01416 0.01155 0.004431 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.06it/s] 203/499 4.32G 0.01416 0.01159 0.004426 80 640: 72%|#######2 | 29/40 [00:05<00:02, 5.06it/s] 203/499 4.32G 0.01416 0.01159 0.004426 80 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 203/499 4.32G 0.01415 0.01157 0.004385 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 203/499 4.32G 0.01415 0.01157 0.004385 76 640: 78%|#######7 | 31/40 [00:05<00:01, 5.26it/s] 203/499 4.32G 0.01414 0.0116 0.004379 81 640: 78%|#######7 | 31/40 [00:06<00:01, 5.26it/s] 203/499 4.32G 0.01414 0.0116 0.004379 81 640: 80%|######## | 32/40 [00:06<00:01, 5.11it/s] 203/499 4.32G 0.01416 0.01165 0.004311 82 640: 80%|######## | 32/40 [00:06<00:01, 5.11it/s] 203/499 4.32G 0.01416 0.01165 0.004311 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 203/499 4.32G 0.01415 0.01172 0.004261 88 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 203/499 4.32G 0.01415 0.01172 0.004261 88 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 203/499 4.32G 0.01413 0.01178 0.004262 87 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 203/499 4.32G 0.01413 0.01178 0.004262 87 640: 88%|########7 | 35/40 [00:06<00:00, 5.15it/s] 203/499 4.32G 0.0141 0.01177 0.004215 72 640: 88%|########7 | 35/40 [00:06<00:00, 5.15it/s] 203/499 4.32G 0.0141 0.01177 0.004215 72 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 203/499 4.32G 0.01409 0.01174 0.004175 75 640: 90%|######### | 36/40 [00:07<00:00, 5.25it/s] 203/499 4.32G 0.01409 0.01174 0.004175 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 203/499 4.32G 0.01405 0.01162 0.004115 49 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 203/499 4.32G 0.01405 0.01162 0.004115 49 640: 95%|#########5| 38/40 [00:07<00:00, 5.19it/s] 203/499 4.32G 0.01405 0.01156 0.00411 59 640: 95%|#########5| 38/40 [00:07<00:00, 5.19it/s] 203/499 4.32G 0.01405 0.01156 0.00411 59 640: 98%|#########7| 39/40 [00:07<00:00, 5.27it/s] 203/499 4.32G 0.01412 0.01158 0.004126 34 640: 98%|#########7| 39/40 [00:07<00:00, 5.27it/s] 203/499 4.32G 0.01412 0.01158 0.004126 34 640: 100%|##########| 40/40 [00:07<00:00, 5.43it/s] 203/499 4.32G 0.01412 0.01158 0.004126 34 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.85it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.44it/s] all 132 263 0.88 0.86 0.88 0.757 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 204/499 4.32G 0.01532 0.01275 0.006682 72 640: 0%| | 0/40 [00:00<?, ?it/s] 204/499 4.32G 0.01532 0.01275 0.006682 72 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 204/499 4.32G 0.01536 0.01308 0.00462 84 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 204/499 4.32G 0.01536 0.01308 0.00462 84 640: 5%|5 | 2/40 [00:00<00:07, 5.26it/s] 204/499 4.32G 0.01479 0.01219 0.00406 78 640: 5%|5 | 2/40 [00:00<00:07, 5.26it/s] 204/499 4.32G 0.01479 0.01219 0.00406 78 640: 8%|7 | 3/40 [00:00<00:06, 5.39it/s] 204/499 4.32G 0.01512 0.0119 0.004174 69 640: 8%|7 | 3/40 [00:00<00:06, 5.39it/s] 204/499 4.32G 0.01512 0.0119 0.004174 69 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 204/499 4.32G 0.01487 0.01174 0.003867 78 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 204/499 4.32G 0.01487 0.01174 0.003867 78 640: 12%|#2 | 5/40 [00:00<00:06, 5.32it/s] 204/499 4.32G 0.01477 0.01205 0.00366 87 640: 12%|#2 | 5/40 [00:01<00:06, 5.32it/s] 204/499 4.32G 0.01477 0.01205 0.00366 87 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 204/499 4.32G 0.01485 0.01193 0.003675 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 204/499 4.32G 0.01485 0.01193 0.003675 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.15it/s] 204/499 4.32G 0.01485 0.01191 0.003394 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.15it/s] 204/499 4.32G 0.01485 0.01191 0.003394 76 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 204/499 4.32G 0.01485 0.01246 0.003363 95 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 204/499 4.32G 0.01485 0.01246 0.003363 95 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 204/499 4.32G 0.01465 0.01241 0.003573 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 204/499 4.32G 0.01465 0.01241 0.003573 76 640: 25%|##5 | 10/40 [00:01<00:05, 5.21it/s] 204/499 4.32G 0.01459 0.01242 0.003611 77 640: 25%|##5 | 10/40 [00:02<00:05, 5.21it/s] 204/499 4.32G 0.01459 0.01242 0.003611 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 204/499 4.32G 0.01464 0.01239 0.003652 81 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 204/499 4.32G 0.01464 0.01239 0.003652 81 640: 30%|### | 12/40 [00:02<00:05, 5.38it/s] 204/499 4.32G 0.01474 0.01223 0.003501 64 640: 30%|### | 12/40 [00:02<00:05, 5.38it/s] 204/499 4.32G 0.01474 0.01223 0.003501 64 640: 32%|###2 | 13/40 [00:02<00:05, 5.23it/s] 204/499 4.32G 0.01476 0.01258 0.003483 108 640: 32%|###2 | 13/40 [00:02<00:05, 5.23it/s] 204/499 4.32G 0.01476 0.01258 0.003483 108 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 204/499 4.32G 0.01479 0.01253 0.003557 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 204/499 4.32G 0.01479 0.01253 0.003557 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.33it/s] 204/499 4.32G 0.01474 0.01257 0.003485 84 640: 38%|###7 | 15/40 [00:03<00:04, 5.33it/s] 204/499 4.32G 0.01474 0.01257 0.003485 84 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 204/499 4.32G 0.01472 0.01249 0.003621 74 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 204/499 4.32G 0.01472 0.01249 0.003621 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 204/499 4.32G 0.01476 0.01251 0.003609 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 204/499 4.32G 0.01476 0.01251 0.003609 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 204/499 4.32G 0.01473 0.01255 0.003608 88 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 204/499 4.32G 0.01473 0.01255 0.003608 88 640: 48%|####7 | 19/40 [00:03<00:04, 5.15it/s] 204/499 4.32G 0.01461 0.01246 0.003546 80 640: 48%|####7 | 19/40 [00:03<00:04, 5.15it/s] 204/499 4.32G 0.01461 0.01246 0.003546 80 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 204/499 4.32G 0.01457 0.01233 0.003511 62 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 204/499 4.32G 0.01457 0.01233 0.003511 62 640: 52%|#####2 | 21/40 [00:03<00:03, 5.31it/s] 204/499 4.32G 0.01451 0.01217 0.003431 63 640: 52%|#####2 | 21/40 [00:04<00:03, 5.31it/s] 204/499 4.32G 0.01451 0.01217 0.003431 63 640: 55%|#####5 | 22/40 [00:04<00:03, 5.20it/s] 204/499 4.32G 0.01449 0.01212 0.003492 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.20it/s] 204/499 4.32G 0.01449 0.01212 0.003492 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 204/499 4.32G 0.01446 0.01206 0.003649 64 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 204/499 4.32G 0.01446 0.01206 0.003649 64 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 204/499 4.32G 0.01445 0.01198 0.00355 65 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 204/499 4.32G 0.01445 0.01198 0.00355 65 640: 62%|######2 | 25/40 [00:04<00:02, 5.14it/s] 204/499 4.32G 0.01452 0.01211 0.00359 90 640: 62%|######2 | 25/40 [00:04<00:02, 5.14it/s] 204/499 4.32G 0.01452 0.01211 0.00359 90 640: 65%|######5 | 26/40 [00:04<00:02, 5.23it/s] 204/499 4.32G 0.01446 0.0121 0.003513 76 640: 65%|######5 | 26/40 [00:05<00:02, 5.23it/s] 204/499 4.32G 0.01446 0.0121 0.003513 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 204/499 4.32G 0.01447 0.01208 0.003534 72 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 204/499 4.32G 0.01447 0.01208 0.003534 72 640: 70%|####### | 28/40 [00:05<00:02, 5.14it/s] 204/499 4.32G 0.01454 0.0121 0.003708 62 640: 70%|####### | 28/40 [00:05<00:02, 5.14it/s] 204/499 4.32G 0.01454 0.0121 0.003708 62 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 204/499 4.32G 0.01452 0.01217 0.003751 91 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 204/499 4.32G 0.01452 0.01217 0.003751 91 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 204/499 4.32G 0.01453 0.01217 0.003799 67 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 204/499 4.32G 0.01453 0.01217 0.003799 67 640: 78%|#######7 | 31/40 [00:05<00:01, 5.18it/s] 204/499 4.32G 0.01448 0.01215 0.003819 75 640: 78%|#######7 | 31/40 [00:06<00:01, 5.18it/s] 204/499 4.32G 0.01448 0.01215 0.003819 75 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 204/499 4.32G 0.01451 0.01221 0.00383 84 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 204/499 4.32G 0.01451 0.01221 0.00383 84 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 204/499 4.32G 0.01451 0.01221 0.003799 84 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 204/499 4.32G 0.01451 0.01221 0.003799 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.14it/s] 204/499 4.32G 0.01447 0.01213 0.003722 64 640: 85%|########5 | 34/40 [00:06<00:01, 5.14it/s] 204/499 4.32G 0.01447 0.01213 0.003722 64 640: 88%|########7 | 35/40 [00:06<00:00, 5.25it/s] 204/499 4.32G 0.01444 0.01214 0.003697 78 640: 88%|########7 | 35/40 [00:06<00:00, 5.25it/s] 204/499 4.32G 0.01444 0.01214 0.003697 78 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 204/499 4.32G 0.01444 0.01219 0.003668 86 640: 90%|######### | 36/40 [00:07<00:00, 5.30it/s] 204/499 4.32G 0.01444 0.01219 0.003668 86 640: 92%|#########2| 37/40 [00:07<00:00, 5.14it/s] 204/499 4.32G 0.01436 0.01212 0.003635 70 640: 92%|#########2| 37/40 [00:07<00:00, 5.14it/s] 204/499 4.32G 0.01436 0.01212 0.003635 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 204/499 4.32G 0.01436 0.01211 0.003661 65 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 204/499 4.32G 0.01436 0.01211 0.003661 65 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 204/499 4.32G 0.0144 0.01212 0.003685 35 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 204/499 4.32G 0.0144 0.01212 0.003685 35 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] 204/499 4.32G 0.0144 0.01212 0.003685 35 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.893 0.87 0.89 0.758 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 205/499 4.32G 0.01394 0.01289 0.001898 86 640: 0%| | 0/40 [00:00<?, ?it/s] 205/499 4.32G 0.01394 0.01289 0.001898 86 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 205/499 4.32G 0.01377 0.01152 0.002817 55 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 205/499 4.32G 0.01377 0.01152 0.002817 55 640: 5%|5 | 2/40 [00:00<00:06, 5.51it/s] 205/499 4.32G 0.01397 0.01176 0.002306 83 640: 5%|5 | 2/40 [00:00<00:06, 5.51it/s] 205/499 4.32G 0.01397 0.01176 0.002306 83 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 205/499 4.32G 0.01455 0.01249 0.002299 84 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 205/499 4.32G 0.01455 0.01249 0.002299 84 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 205/499 4.32G 0.01441 0.01211 0.002344 72 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 205/499 4.32G 0.01441 0.01211 0.002344 72 640: 12%|#2 | 5/40 [00:00<00:06, 5.42it/s] 205/499 4.32G 0.01412 0.01225 0.002509 89 640: 12%|#2 | 5/40 [00:01<00:06, 5.42it/s] 205/499 4.32G 0.01412 0.01225 0.002509 89 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 205/499 4.32G 0.01412 0.0123 0.002462 78 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 205/499 4.32G 0.01412 0.0123 0.002462 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 205/499 4.32G 0.01409 0.01192 0.002867 57 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 205/499 4.32G 0.01409 0.01192 0.002867 57 640: 20%|## | 8/40 [00:01<00:05, 5.40it/s] 205/499 4.32G 0.01423 0.01208 0.003015 80 640: 20%|## | 8/40 [00:01<00:05, 5.40it/s] 205/499 4.32G 0.01423 0.01208 0.003015 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.25it/s] 205/499 4.32G 0.0142 0.01191 0.00334 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.25it/s] 205/499 4.32G 0.0142 0.01191 0.00334 68 640: 25%|##5 | 10/40 [00:01<00:05, 5.35it/s] 205/499 4.32G 0.01405 0.01178 0.003483 72 640: 25%|##5 | 10/40 [00:02<00:05, 5.35it/s] 205/499 4.32G 0.01405 0.01178 0.003483 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.38it/s] 205/499 4.32G 0.01396 0.01163 0.003604 64 640: 28%|##7 | 11/40 [00:02<00:05, 5.38it/s] 205/499 4.32G 0.01396 0.01163 0.003604 64 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 205/499 4.32G 0.01403 0.01157 0.003393 63 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 205/499 4.32G 0.01403 0.01157 0.003393 63 640: 32%|###2 | 13/40 [00:02<00:05, 5.29it/s] 205/499 4.32G 0.01395 0.01148 0.003246 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.29it/s] 205/499 4.32G 0.01395 0.01148 0.003246 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.37it/s] 205/499 4.32G 0.0139 0.01138 0.003227 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.37it/s] 205/499 4.32G 0.0139 0.01138 0.003227 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.24it/s] 205/499 4.32G 0.01382 0.01142 0.00311 89 640: 38%|###7 | 15/40 [00:03<00:04, 5.24it/s] 205/499 4.32G 0.01382 0.01142 0.00311 89 640: 40%|#### | 16/40 [00:03<00:04, 5.26it/s] 205/499 4.32G 0.01385 0.01157 0.00307 83 640: 40%|#### | 16/40 [00:03<00:04, 5.26it/s] 205/499 4.32G 0.01385 0.01157 0.00307 83 640: 42%|####2 | 17/40 [00:03<00:04, 5.33it/s] 205/499 4.32G 0.01377 0.01152 0.002976 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.33it/s] 205/499 4.32G 0.01377 0.01152 0.002976 71 640: 45%|####5 | 18/40 [00:03<00:04, 5.20it/s] 205/499 4.32G 0.01372 0.01145 0.003056 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.20it/s] 205/499 4.32G 0.01372 0.01145 0.003056 72 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 205/499 4.32G 0.01367 0.01134 0.002988 59 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 205/499 4.32G 0.01367 0.01134 0.002988 59 640: 50%|##### | 20/40 [00:03<00:03, 5.33it/s] 205/499 4.32G 0.01365 0.01127 0.003013 64 640: 50%|##### | 20/40 [00:03<00:03, 5.33it/s] 205/499 4.32G 0.01365 0.01127 0.003013 64 640: 52%|#####2 | 21/40 [00:03<00:03, 5.19it/s] 205/499 4.32G 0.01368 0.01132 0.003151 79 640: 52%|#####2 | 21/40 [00:04<00:03, 5.19it/s] 205/499 4.32G 0.01368 0.01132 0.003151 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 205/499 4.32G 0.01363 0.01135 0.003079 87 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 205/499 4.32G 0.01363 0.01135 0.003079 87 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 205/499 4.32G 0.0136 0.01128 0.003042 66 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 205/499 4.32G 0.0136 0.01128 0.003042 66 640: 60%|###### | 24/40 [00:04<00:03, 5.10it/s] 205/499 4.32G 0.01362 0.01125 0.002951 59 640: 60%|###### | 24/40 [00:04<00:03, 5.10it/s] 205/499 4.32G 0.01362 0.01125 0.002951 59 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 205/499 4.32G 0.01355 0.01117 0.002956 65 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 205/499 4.32G 0.01355 0.01117 0.002956 65 640: 65%|######5 | 26/40 [00:04<00:02, 5.30it/s] 205/499 4.32G 0.01363 0.01124 0.003016 80 640: 65%|######5 | 26/40 [00:05<00:02, 5.30it/s] 205/499 4.32G 0.01363 0.01124 0.003016 80 640: 68%|######7 | 27/40 [00:05<00:02, 5.18it/s] 205/499 4.32G 0.01368 0.01129 0.002956 80 640: 68%|######7 | 27/40 [00:05<00:02, 5.18it/s] 205/499 4.32G 0.01368 0.01129 0.002956 80 640: 70%|####### | 28/40 [00:05<00:02, 5.28it/s] 205/499 4.32G 0.01361 0.01123 0.00289 67 640: 70%|####### | 28/40 [00:05<00:02, 5.28it/s] 205/499 4.32G 0.01361 0.01123 0.00289 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 205/499 4.32G 0.01356 0.01118 0.00314 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 205/499 4.32G 0.01356 0.01118 0.00314 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.15it/s] 205/499 4.32G 0.01354 0.01119 0.00309 78 640: 75%|#######5 | 30/40 [00:05<00:01, 5.15it/s] 205/499 4.32G 0.01354 0.01119 0.00309 78 640: 78%|#######7 | 31/40 [00:05<00:01, 5.25it/s] 205/499 4.32G 0.01353 0.01119 0.003054 81 640: 78%|#######7 | 31/40 [00:06<00:01, 5.25it/s] 205/499 4.32G 0.01353 0.01119 0.003054 81 640: 80%|######## | 32/40 [00:06<00:01, 5.31it/s] 205/499 4.32G 0.01353 0.01119 0.003038 74 640: 80%|######## | 32/40 [00:06<00:01, 5.31it/s] 205/499 4.32G 0.01353 0.01119 0.003038 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 205/499 4.32G 0.0135 0.01119 0.002981 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 205/499 4.32G 0.0135 0.01119 0.002981 71 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 205/499 4.32G 0.01352 0.01122 0.003019 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 205/499 4.32G 0.01352 0.01122 0.003019 84 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 205/499 4.32G 0.01349 0.01123 0.003051 83 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 205/499 4.32G 0.01349 0.01123 0.003051 83 640: 90%|######### | 36/40 [00:06<00:00, 5.21it/s] 205/499 4.32G 0.01349 0.01124 0.003057 79 640: 90%|######### | 36/40 [00:07<00:00, 5.21it/s] 205/499 4.32G 0.01349 0.01124 0.003057 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 205/499 4.32G 0.01347 0.0112 0.003171 65 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 205/499 4.32G 0.01347 0.0112 0.003171 65 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 205/499 4.32G 0.01345 0.01118 0.003207 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 205/499 4.32G 0.01345 0.01118 0.003207 72 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 205/499 4.32G 0.01349 0.01118 0.003196 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 205/499 4.32G 0.01349 0.01118 0.003196 38 640: 100%|##########| 40/40 [00:07<00:00, 5.34it/s] 205/499 4.32G 0.01349 0.01118 0.003196 38 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.86it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.85it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.84it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.43it/s] all 132 263 0.863 0.863 0.889 0.773 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 206/499 4.32G 0.01263 0.01173 0.004814 78 640: 0%| | 0/40 [00:00<?, ?it/s] 206/499 4.32G 0.01263 0.01173 0.004814 78 640: 2%|2 | 1/40 [00:00<00:06, 5.63it/s] 206/499 4.32G 0.01373 0.01208 0.00458 76 640: 2%|2 | 1/40 [00:00<00:06, 5.63it/s] 206/499 4.32G 0.01373 0.01208 0.00458 76 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 206/499 4.32G 0.01371 0.01201 0.004375 77 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 206/499 4.32G 0.01371 0.01201 0.004375 77 640: 8%|7 | 3/40 [00:00<00:06, 5.30it/s] 206/499 4.32G 0.01393 0.01168 0.005833 66 640: 8%|7 | 3/40 [00:00<00:06, 5.30it/s] 206/499 4.32G 0.01393 0.01168 0.005833 66 640: 10%|# | 4/40 [00:00<00:06, 5.40it/s] 206/499 4.32G 0.01373 0.01183 0.005335 75 640: 10%|# | 4/40 [00:00<00:06, 5.40it/s] 206/499 4.32G 0.01373 0.01183 0.005335 75 640: 12%|#2 | 5/40 [00:00<00:06, 5.23it/s] 206/499 4.32G 0.01378 0.01146 0.005328 54 640: 12%|#2 | 5/40 [00:01<00:06, 5.23it/s] 206/499 4.32G 0.01378 0.01146 0.005328 54 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 206/499 4.32G 0.01364 0.01067 0.005012 49 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 206/499 4.32G 0.01364 0.01067 0.005012 49 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 206/499 4.32G 0.01358 0.0105 0.004571 61 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 206/499 4.32G 0.01358 0.0105 0.004571 61 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 206/499 4.32G 0.01392 0.01028 0.00447 56 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 206/499 4.32G 0.01392 0.01028 0.00447 56 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 206/499 4.32G 0.01387 0.01057 0.004254 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 206/499 4.32G 0.01387 0.01057 0.004254 78 640: 25%|##5 | 10/40 [00:01<00:05, 5.38it/s] 206/499 4.32G 0.01394 0.01081 0.004072 79 640: 25%|##5 | 10/40 [00:02<00:05, 5.38it/s] 206/499 4.32G 0.01394 0.01081 0.004072 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.16it/s] 206/499 4.32G 0.01406 0.01081 0.003911 67 640: 28%|##7 | 11/40 [00:02<00:05, 5.16it/s] 206/499 4.32G 0.01406 0.01081 0.003911 67 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 206/499 4.32G 0.01398 0.0108 0.003719 68 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 206/499 4.32G 0.01398 0.0108 0.003719 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 206/499 4.32G 0.01403 0.01074 0.003903 63 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 206/499 4.32G 0.01403 0.01074 0.003903 63 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 206/499 4.32G 0.01408 0.01074 0.004216 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 206/499 4.32G 0.01408 0.01074 0.004216 76 640: 38%|###7 | 15/40 [00:02<00:04, 5.28it/s] 206/499 4.32G 0.014 0.01074 0.004055 75 640: 38%|###7 | 15/40 [00:03<00:04, 5.28it/s] 206/499 4.32G 0.014 0.01074 0.004055 75 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 206/499 4.32G 0.01399 0.01091 0.004001 86 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 206/499 4.32G 0.01399 0.01091 0.004001 86 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 206/499 4.32G 0.01396 0.01105 0.003887 88 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 206/499 4.32G 0.01396 0.01105 0.003887 88 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 206/499 4.32G 0.01403 0.01101 0.004101 63 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 206/499 4.32G 0.01403 0.01101 0.004101 63 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 206/499 4.32G 0.01407 0.01096 0.004266 63 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 206/499 4.32G 0.01407 0.01096 0.004266 63 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 206/499 4.32G 0.01407 0.01094 0.004229 69 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 206/499 4.32G 0.01407 0.01094 0.004229 69 640: 52%|#####2 | 21/40 [00:03<00:03, 5.31it/s] 206/499 4.32G 0.01414 0.01084 0.004291 56 640: 52%|#####2 | 21/40 [00:04<00:03, 5.31it/s] 206/499 4.32G 0.01414 0.01084 0.004291 56 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 206/499 4.32G 0.01408 0.01086 0.004234 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 206/499 4.32G 0.01408 0.01086 0.004234 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 206/499 4.32G 0.01404 0.01089 0.004177 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 206/499 4.32G 0.01404 0.01089 0.004177 76 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 206/499 4.32G 0.01404 0.01085 0.004149 74 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 206/499 4.32G 0.01404 0.01085 0.004149 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.38it/s] 206/499 4.32G 0.01401 0.01078 0.004107 62 640: 62%|######2 | 25/40 [00:04<00:02, 5.38it/s] 206/499 4.32G 0.01401 0.01078 0.004107 62 640: 65%|######5 | 26/40 [00:04<00:02, 5.23it/s] 206/499 4.32G 0.01413 0.01088 0.004062 80 640: 65%|######5 | 26/40 [00:05<00:02, 5.23it/s] 206/499 4.32G 0.01413 0.01088 0.004062 80 640: 68%|######7 | 27/40 [00:05<00:02, 5.33it/s] 206/499 4.32G 0.01413 0.01088 0.004064 78 640: 68%|######7 | 27/40 [00:05<00:02, 5.33it/s] 206/499 4.32G 0.01413 0.01088 0.004064 78 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 206/499 4.32G 0.01409 0.01083 0.003981 68 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 206/499 4.32G 0.01409 0.01083 0.003981 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.16it/s] 206/499 4.32G 0.01411 0.01088 0.003916 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.16it/s] 206/499 4.32G 0.01411 0.01088 0.003916 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 206/499 4.32G 0.01412 0.01081 0.003948 62 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 206/499 4.32G 0.01412 0.01081 0.003948 62 640: 78%|#######7 | 31/40 [00:05<00:01, 5.32it/s] 206/499 4.32G 0.01407 0.0108 0.00384 70 640: 78%|#######7 | 31/40 [00:06<00:01, 5.32it/s] 206/499 4.32G 0.01407 0.0108 0.00384 70 640: 80%|######## | 32/40 [00:06<00:01, 5.14it/s] 206/499 4.32G 0.01407 0.01083 0.003924 79 640: 80%|######## | 32/40 [00:06<00:01, 5.14it/s] 206/499 4.32G 0.01407 0.01083 0.003924 79 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 206/499 4.32G 0.01407 0.01085 0.004036 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 206/499 4.32G 0.01407 0.01085 0.004036 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.30it/s] 206/499 4.32G 0.01407 0.01093 0.004082 91 640: 85%|########5 | 34/40 [00:06<00:01, 5.30it/s] 206/499 4.32G 0.01407 0.01093 0.004082 91 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 206/499 4.32G 0.01405 0.01087 0.003997 64 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 206/499 4.32G 0.01405 0.01087 0.003997 64 640: 90%|######### | 36/40 [00:06<00:00, 5.27it/s] 206/499 4.32G 0.01407 0.01088 0.003933 70 640: 90%|######### | 36/40 [00:07<00:00, 5.27it/s] 206/499 4.32G 0.01407 0.01088 0.003933 70 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 206/499 4.32G 0.01407 0.01089 0.003945 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 206/499 4.32G 0.01407 0.01089 0.003945 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.07it/s] 206/499 4.32G 0.0141 0.01103 0.003996 93 640: 95%|#########5| 38/40 [00:07<00:00, 5.07it/s] 206/499 4.32G 0.0141 0.01103 0.003996 93 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 206/499 4.32G 0.01407 0.01103 0.003936 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 206/499 4.32G 0.01407 0.01103 0.003936 38 640: 100%|##########| 40/40 [00:07<00:00, 5.35it/s] 206/499 4.32G 0.01407 0.01103 0.003936 38 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.85it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.81it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.41it/s] all 132 263 0.851 0.886 0.887 0.772 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 207/499 4.32G 0.01513 0.01165 0.00189 76 640: 0%| | 0/40 [00:00<?, ?it/s] 207/499 4.32G 0.01513 0.01165 0.00189 76 640: 2%|2 | 1/40 [00:00<00:07, 4.92it/s] 207/499 4.32G 0.01512 0.01116 0.002097 60 640: 2%|2 | 1/40 [00:00<00:07, 4.92it/s] 207/499 4.32G 0.01512 0.01116 0.002097 60 640: 5%|5 | 2/40 [00:00<00:07, 5.25it/s] 207/499 4.32G 0.0142 0.01085 0.002711 66 640: 5%|5 | 2/40 [00:00<00:07, 5.25it/s] 207/499 4.32G 0.0142 0.01085 0.002711 66 640: 8%|7 | 3/40 [00:00<00:06, 5.38it/s] 207/499 4.32G 0.0143 0.01045 0.002454 57 640: 8%|7 | 3/40 [00:00<00:06, 5.38it/s] 207/499 4.32G 0.0143 0.01045 0.002454 57 640: 10%|# | 4/40 [00:00<00:06, 5.23it/s] 207/499 4.32G 0.01397 0.01069 0.002599 84 640: 10%|# | 4/40 [00:00<00:06, 5.23it/s] 207/499 4.32G 0.01397 0.01069 0.002599 84 640: 12%|#2 | 5/40 [00:00<00:06, 5.26it/s] 207/499 4.32G 0.01391 0.01094 0.002514 81 640: 12%|#2 | 5/40 [00:01<00:06, 5.26it/s] 207/499 4.32G 0.01391 0.01094 0.002514 81 640: 15%|#5 | 6/40 [00:01<00:06, 5.37it/s] 207/499 4.32G 0.01417 0.01115 0.002724 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.37it/s] 207/499 4.32G 0.01417 0.01115 0.002724 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 207/499 4.32G 0.01429 0.01111 0.002866 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 207/499 4.32G 0.01429 0.01111 0.002866 73 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 207/499 4.32G 0.01408 0.0108 0.002851 58 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 207/499 4.32G 0.01408 0.0108 0.002851 58 640: 22%|##2 | 9/40 [00:01<00:05, 5.38it/s] 207/499 4.32G 0.01446 0.01102 0.003164 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.38it/s] 207/499 4.32G 0.01446 0.01102 0.003164 75 640: 25%|##5 | 10/40 [00:01<00:05, 5.24it/s] 207/499 4.32G 0.01454 0.01126 0.00321 86 640: 25%|##5 | 10/40 [00:02<00:05, 5.24it/s] 207/499 4.32G 0.01454 0.01126 0.00321 86 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 207/499 4.32G 0.01463 0.0113 0.003199 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 207/499 4.32G 0.01463 0.0113 0.003199 70 640: 30%|### | 12/40 [00:02<00:05, 5.28it/s] 207/499 4.32G 0.01451 0.01135 0.003189 82 640: 30%|### | 12/40 [00:02<00:05, 5.28it/s] 207/499 4.32G 0.01451 0.01135 0.003189 82 640: 32%|###2 | 13/40 [00:02<00:05, 5.17it/s] 207/499 4.32G 0.0145 0.01116 0.00327 58 640: 32%|###2 | 13/40 [00:02<00:05, 5.17it/s] 207/499 4.32G 0.0145 0.01116 0.00327 58 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 207/499 4.32G 0.0145 0.01134 0.003258 82 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 207/499 4.32G 0.0145 0.01134 0.003258 82 640: 38%|###7 | 15/40 [00:02<00:04, 5.36it/s] 207/499 4.32G 0.01446 0.01146 0.003438 94 640: 38%|###7 | 15/40 [00:03<00:04, 5.36it/s] 207/499 4.32G 0.01446 0.01146 0.003438 94 640: 40%|#### | 16/40 [00:03<00:04, 5.23it/s] 207/499 4.32G 0.0145 0.01178 0.003609 93 640: 40%|#### | 16/40 [00:03<00:04, 5.23it/s] 207/499 4.32G 0.0145 0.01178 0.003609 93 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 207/499 4.32G 0.01444 0.01172 0.003727 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 207/499 4.32G 0.01444 0.01172 0.003727 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.37it/s] 207/499 4.32G 0.01438 0.01169 0.003618 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.37it/s] 207/499 4.32G 0.01438 0.01169 0.003618 70 640: 48%|####7 | 19/40 [00:03<00:04, 5.25it/s] 207/499 4.32G 0.01438 0.01171 0.003624 77 640: 48%|####7 | 19/40 [00:03<00:04, 5.25it/s] 207/499 4.32G 0.01438 0.01171 0.003624 77 640: 50%|##### | 20/40 [00:03<00:03, 5.33it/s] 207/499 4.32G 0.0144 0.01174 0.003522 87 640: 50%|##### | 20/40 [00:03<00:03, 5.33it/s] 207/499 4.32G 0.0144 0.01174 0.003522 87 640: 52%|#####2 | 21/40 [00:03<00:03, 5.38it/s] 207/499 4.32G 0.01436 0.01169 0.003521 73 640: 52%|#####2 | 21/40 [00:04<00:03, 5.38it/s] 207/499 4.32G 0.01436 0.01169 0.003521 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 207/499 4.32G 0.01438 0.01167 0.003498 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 207/499 4.32G 0.01438 0.01167 0.003498 77 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 207/499 4.32G 0.01438 0.01174 0.003461 87 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 207/499 4.32G 0.01438 0.01174 0.003461 87 640: 60%|###### | 24/40 [00:04<00:02, 5.39it/s] 207/499 4.32G 0.01445 0.01173 0.003454 67 640: 60%|###### | 24/40 [00:04<00:02, 5.39it/s] 207/499 4.32G 0.01445 0.01173 0.003454 67 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 207/499 4.32G 0.01445 0.01182 0.003507 81 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 207/499 4.32G 0.01445 0.01182 0.003507 81 640: 65%|######5 | 26/40 [00:04<00:02, 5.34it/s] 207/499 4.32G 0.01449 0.01179 0.003501 77 640: 65%|######5 | 26/40 [00:05<00:02, 5.34it/s] 207/499 4.32G 0.01449 0.01179 0.003501 77 640: 68%|######7 | 27/40 [00:05<00:02, 5.41it/s] 207/499 4.32G 0.01443 0.01187 0.00345 90 640: 68%|######7 | 27/40 [00:05<00:02, 5.41it/s] 207/499 4.32G 0.01443 0.01187 0.00345 90 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 207/499 4.32G 0.01443 0.01184 0.003495 68 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 207/499 4.32G 0.01443 0.01184 0.003495 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 207/499 4.32G 0.01435 0.01174 0.003567 66 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 207/499 4.32G 0.01435 0.01174 0.003567 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.37it/s] 207/499 4.32G 0.01436 0.01174 0.003593 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.37it/s] 207/499 4.32G 0.01436 0.01174 0.003593 73 640: 78%|#######7 | 31/40 [00:05<00:01, 5.22it/s] 207/499 4.32G 0.01436 0.01169 0.00355 68 640: 78%|#######7 | 31/40 [00:06<00:01, 5.22it/s] 207/499 4.32G 0.01436 0.01169 0.00355 68 640: 80%|######## | 32/40 [00:06<00:01, 5.34it/s] 207/499 4.32G 0.01435 0.01169 0.003542 78 640: 80%|######## | 32/40 [00:06<00:01, 5.34it/s] 207/499 4.32G 0.01435 0.01169 0.003542 78 640: 82%|########2 | 33/40 [00:06<00:01, 5.38it/s] 207/499 4.32G 0.01431 0.01167 0.00347 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.38it/s] 207/499 4.32G 0.01431 0.01167 0.00347 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 207/499 4.32G 0.01428 0.01169 0.00346 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 207/499 4.32G 0.01428 0.01169 0.00346 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 207/499 4.32G 0.01428 0.01171 0.003452 78 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 207/499 4.32G 0.01428 0.01171 0.003452 78 640: 90%|######### | 36/40 [00:06<00:00, 5.35it/s] 207/499 4.32G 0.01422 0.0117 0.003404 80 640: 90%|######### | 36/40 [00:06<00:00, 5.35it/s] 207/499 4.32G 0.01422 0.0117 0.003404 80 640: 92%|#########2| 37/40 [00:06<00:00, 5.20it/s] 207/499 4.32G 0.01424 0.01167 0.003366 76 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 207/499 4.32G 0.01424 0.01167 0.003366 76 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 207/499 4.32G 0.01424 0.01175 0.003397 86 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 207/499 4.32G 0.01424 0.01175 0.003397 86 640: 98%|#########7| 39/40 [00:07<00:00, 5.35it/s] 207/499 4.32G 0.01419 0.01172 0.003338 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.35it/s] 207/499 4.32G 0.01419 0.01172 0.003338 38 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] 207/499 4.32G 0.01419 0.01172 0.003338 38 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.83it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.42it/s] all 132 263 0.817 0.911 0.905 0.773 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 208/499 4.32G 0.01602 0.01232 0.003601 78 640: 0%| | 0/40 [00:00<?, ?it/s] 208/499 4.32G 0.01602 0.01232 0.003601 78 640: 2%|2 | 1/40 [00:00<00:07, 5.47it/s] 208/499 4.32G 0.0154 0.01307 0.003198 87 640: 2%|2 | 1/40 [00:00<00:07, 5.47it/s] 208/499 4.32G 0.0154 0.01307 0.003198 87 640: 5%|5 | 2/40 [00:00<00:06, 5.48it/s] 208/499 4.32G 0.01525 0.01242 0.003985 65 640: 5%|5 | 2/40 [00:00<00:06, 5.48it/s] 208/499 4.32G 0.01525 0.01242 0.003985 65 640: 8%|7 | 3/40 [00:00<00:07, 5.17it/s] 208/499 4.32G 0.01513 0.01225 0.003982 74 640: 8%|7 | 3/40 [00:00<00:07, 5.17it/s] 208/499 4.32G 0.01513 0.01225 0.003982 74 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 208/499 4.32G 0.01505 0.01183 0.005236 63 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 208/499 4.32G 0.01505 0.01183 0.005236 63 640: 12%|#2 | 5/40 [00:00<00:06, 5.31it/s] 208/499 4.32G 0.01499 0.01207 0.005317 87 640: 12%|#2 | 5/40 [00:01<00:06, 5.31it/s] 208/499 4.32G 0.01499 0.01207 0.005317 87 640: 15%|#5 | 6/40 [00:01<00:06, 5.16it/s] 208/499 4.32G 0.01469 0.01172 0.005081 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.16it/s] 208/499 4.32G 0.01469 0.01172 0.005081 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.25it/s] 208/499 4.32G 0.01439 0.01161 0.004908 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.25it/s] 208/499 4.32G 0.01439 0.01161 0.004908 76 640: 20%|## | 8/40 [00:01<00:05, 5.35it/s] 208/499 4.32G 0.01434 0.01136 0.004555 68 640: 20%|## | 8/40 [00:01<00:05, 5.35it/s] 208/499 4.32G 0.01434 0.01136 0.004555 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 208/499 4.32G 0.01429 0.01139 0.004235 85 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 208/499 4.32G 0.01429 0.01139 0.004235 85 640: 25%|##5 | 10/40 [00:01<00:05, 5.30it/s] 208/499 4.32G 0.01441 0.01135 0.004416 73 640: 25%|##5 | 10/40 [00:02<00:05, 5.30it/s] 208/499 4.32G 0.01441 0.01135 0.004416 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 208/499 4.32G 0.01433 0.01131 0.004282 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 208/499 4.32G 0.01433 0.01131 0.004282 72 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 208/499 4.32G 0.01441 0.01151 0.004312 80 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 208/499 4.32G 0.01441 0.01151 0.004312 80 640: 32%|###2 | 13/40 [00:02<00:05, 5.28it/s] 208/499 4.32G 0.01442 0.01145 0.004144 69 640: 32%|###2 | 13/40 [00:02<00:05, 5.28it/s] 208/499 4.32G 0.01442 0.01145 0.004144 69 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 208/499 4.32G 0.01434 0.01143 0.004061 72 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 208/499 4.32G 0.01434 0.01143 0.004061 72 640: 38%|###7 | 15/40 [00:02<00:04, 5.21it/s] 208/499 4.32G 0.01424 0.01148 0.004068 83 640: 38%|###7 | 15/40 [00:03<00:04, 5.21it/s] 208/499 4.32G 0.01424 0.01148 0.004068 83 640: 40%|#### | 16/40 [00:03<00:04, 5.29it/s] 208/499 4.32G 0.01428 0.01174 0.004047 93 640: 40%|#### | 16/40 [00:03<00:04, 5.29it/s] 208/499 4.32G 0.01428 0.01174 0.004047 93 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 208/499 4.32G 0.01421 0.01182 0.004112 92 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 208/499 4.32G 0.01421 0.01182 0.004112 92 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 208/499 4.32G 0.01422 0.01175 0.003984 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 208/499 4.32G 0.01422 0.01175 0.003984 70 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 208/499 4.32G 0.01418 0.01173 0.003874 75 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 208/499 4.32G 0.01418 0.01173 0.003874 75 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 208/499 4.32G 0.01414 0.01164 0.004005 68 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 208/499 4.32G 0.01414 0.01164 0.004005 68 640: 52%|#####2 | 21/40 [00:03<00:03, 5.15it/s] 208/499 4.32G 0.01403 0.01158 0.003893 73 640: 52%|#####2 | 21/40 [00:04<00:03, 5.15it/s] 208/499 4.32G 0.01403 0.01158 0.003893 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 208/499 4.32G 0.01395 0.01152 0.003862 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 208/499 4.32G 0.01395 0.01152 0.003862 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.35it/s] 208/499 4.32G 0.01392 0.0115 0.003816 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.35it/s] 208/499 4.32G 0.01392 0.0115 0.003816 69 640: 60%|###### | 24/40 [00:04<00:03, 5.20it/s] 208/499 4.32G 0.01392 0.01146 0.003867 72 640: 60%|###### | 24/40 [00:04<00:03, 5.20it/s] 208/499 4.32G 0.01392 0.01146 0.003867 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 208/499 4.32G 0.01397 0.01152 0.00387 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 208/499 4.32G 0.01397 0.01152 0.00387 75 640: 65%|######5 | 26/40 [00:04<00:02, 5.39it/s] 208/499 4.32G 0.014 0.0114 0.004009 55 640: 65%|######5 | 26/40 [00:05<00:02, 5.39it/s] 208/499 4.32G 0.014 0.0114 0.004009 55 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 208/499 4.32G 0.01388 0.0113 0.003893 66 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 208/499 4.32G 0.01388 0.0113 0.003893 66 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 208/499 4.32G 0.01389 0.01135 0.003816 92 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 208/499 4.32G 0.01389 0.01135 0.003816 92 640: 72%|#######2 | 29/40 [00:05<00:02, 5.36it/s] 208/499 4.32G 0.0139 0.01139 0.003735 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.36it/s] 208/499 4.32G 0.0139 0.01139 0.003735 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 208/499 4.32G 0.01394 0.01148 0.003887 85 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 208/499 4.32G 0.01394 0.01148 0.003887 85 640: 78%|#######7 | 31/40 [00:05<00:01, 5.34it/s] 208/499 4.32G 0.01393 0.01147 0.003851 74 640: 78%|#######7 | 31/40 [00:06<00:01, 5.34it/s] 208/499 4.32G 0.01393 0.01147 0.003851 74 640: 80%|######## | 32/40 [00:06<00:01, 5.36it/s] 208/499 4.32G 0.01393 0.0115 0.003814 77 640: 80%|######## | 32/40 [00:06<00:01, 5.36it/s] 208/499 4.32G 0.01393 0.0115 0.003814 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 208/499 4.32G 0.01398 0.0115 0.003761 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 208/499 4.32G 0.01398 0.0115 0.003761 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 208/499 4.32G 0.01393 0.01144 0.003738 71 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 208/499 4.32G 0.01393 0.01144 0.003738 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 208/499 4.32G 0.01392 0.01139 0.003825 64 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 208/499 4.32G 0.01392 0.01139 0.003825 64 640: 90%|######### | 36/40 [00:06<00:00, 5.22it/s] 208/499 4.32G 0.01391 0.01138 0.003788 75 640: 90%|######### | 36/40 [00:07<00:00, 5.22it/s] 208/499 4.32G 0.01391 0.01138 0.003788 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 208/499 4.32G 0.01392 0.01134 0.003792 61 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 208/499 4.32G 0.01392 0.01134 0.003792 61 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 208/499 4.32G 0.01393 0.01132 0.00383 63 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 208/499 4.32G 0.01393 0.01132 0.00383 63 640: 98%|#########7| 39/40 [00:07<00:00, 5.17it/s] 208/499 4.32G 0.01402 0.0114 0.003948 44 640: 98%|#########7| 39/40 [00:07<00:00, 5.17it/s] 208/499 4.32G 0.01402 0.0114 0.003948 44 640: 100%|##########| 40/40 [00:07<00:00, 5.37it/s] 208/499 4.32G 0.01402 0.0114 0.003948 44 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.80it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.86it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.85it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.83it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.41it/s] all 132 263 0.847 0.836 0.876 0.743 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 209/499 4.32G 0.01272 0.01332 0.004032 89 640: 0%| | 0/40 [00:00<?, ?it/s] 209/499 4.32G 0.01272 0.01332 0.004032 89 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 209/499 4.32G 0.01347 0.01256 0.002807 73 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 209/499 4.32G 0.01347 0.01256 0.002807 73 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 209/499 4.32G 0.01369 0.01221 0.003118 76 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 209/499 4.32G 0.01369 0.01221 0.003118 76 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 209/499 4.32G 0.01423 0.01221 0.00334 76 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 209/499 4.32G 0.01423 0.01221 0.00334 76 640: 10%|# | 4/40 [00:00<00:06, 5.37it/s] 209/499 4.32G 0.01443 0.01203 0.003429 75 640: 10%|# | 4/40 [00:00<00:06, 5.37it/s] 209/499 4.32G 0.01443 0.01203 0.003429 75 640: 12%|#2 | 5/40 [00:00<00:06, 5.21it/s] 209/499 4.32G 0.0144 0.01214 0.003848 77 640: 12%|#2 | 5/40 [00:01<00:06, 5.21it/s] 209/499 4.32G 0.0144 0.01214 0.003848 77 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 209/499 4.32G 0.0142 0.01198 0.003719 64 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 209/499 4.32G 0.0142 0.01198 0.003719 64 640: 18%|#7 | 7/40 [00:01<00:06, 5.37it/s] 209/499 4.32G 0.01409 0.01167 0.003454 57 640: 18%|#7 | 7/40 [00:01<00:06, 5.37it/s] 209/499 4.32G 0.01409 0.01167 0.003454 57 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 209/499 4.32G 0.01413 0.01151 0.003375 68 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 209/499 4.32G 0.01413 0.01151 0.003375 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 209/499 4.32G 0.01412 0.01156 0.003272 79 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 209/499 4.32G 0.01412 0.01156 0.003272 79 640: 25%|##5 | 10/40 [00:01<00:05, 5.34it/s] 209/499 4.32G 0.01384 0.01123 0.003189 63 640: 25%|##5 | 10/40 [00:02<00:05, 5.34it/s] 209/499 4.32G 0.01384 0.01123 0.003189 63 640: 28%|##7 | 11/40 [00:02<00:05, 5.22it/s] 209/499 4.32G 0.01387 0.01131 0.003276 76 640: 28%|##7 | 11/40 [00:02<00:05, 5.22it/s] 209/499 4.32G 0.01387 0.01131 0.003276 76 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 209/499 4.32G 0.01365 0.01135 0.003224 82 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 209/499 4.32G 0.01365 0.01135 0.003224 82 640: 32%|###2 | 13/40 [00:02<00:05, 5.38it/s] 209/499 4.32G 0.01362 0.01124 0.003175 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.38it/s] 209/499 4.32G 0.01362 0.01124 0.003175 68 640: 35%|###5 | 14/40 [00:02<00:04, 5.25it/s] 209/499 4.32G 0.01353 0.01127 0.003075 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.25it/s] 209/499 4.32G 0.01353 0.01127 0.003075 75 640: 38%|###7 | 15/40 [00:02<00:04, 5.34it/s] 209/499 4.32G 0.01347 0.01128 0.003186 78 640: 38%|###7 | 15/40 [00:03<00:04, 5.34it/s] 209/499 4.32G 0.01347 0.01128 0.003186 78 640: 40%|#### | 16/40 [00:03<00:04, 5.37it/s] 209/499 4.32G 0.01351 0.01132 0.003132 74 640: 40%|#### | 16/40 [00:03<00:04, 5.37it/s] 209/499 4.32G 0.01351 0.01132 0.003132 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 209/499 4.32G 0.01354 0.01143 0.003179 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 209/499 4.32G 0.01354 0.01143 0.003179 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 209/499 4.32G 0.01354 0.01137 0.003109 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 209/499 4.32G 0.01354 0.01137 0.003109 74 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 209/499 4.32G 0.01354 0.01142 0.003076 78 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 209/499 4.32G 0.01354 0.01142 0.003076 78 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 209/499 4.32G 0.01363 0.01149 0.003126 78 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 209/499 4.32G 0.01363 0.01149 0.003126 78 640: 52%|#####2 | 21/40 [00:03<00:03, 5.29it/s] 209/499 4.32G 0.01362 0.01141 0.003405 68 640: 52%|#####2 | 21/40 [00:04<00:03, 5.29it/s] 209/499 4.32G 0.01362 0.01141 0.003405 68 640: 55%|#####5 | 22/40 [00:04<00:03, 5.34it/s] 209/499 4.32G 0.01361 0.01133 0.003332 65 640: 55%|#####5 | 22/40 [00:04<00:03, 5.34it/s] 209/499 4.32G 0.01361 0.01133 0.003332 65 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 209/499 4.32G 0.01361 0.01129 0.003307 81 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 209/499 4.32G 0.01361 0.01129 0.003307 81 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 209/499 4.32G 0.01362 0.01122 0.003362 68 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 209/499 4.32G 0.01362 0.01122 0.003362 68 640: 62%|######2 | 25/40 [00:04<00:02, 5.39it/s] 209/499 4.32G 0.01363 0.01125 0.003291 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.39it/s] 209/499 4.32G 0.01363 0.01125 0.003291 76 640: 65%|######5 | 26/40 [00:04<00:02, 5.16it/s] 209/499 4.32G 0.01362 0.01124 0.003282 64 640: 65%|######5 | 26/40 [00:05<00:02, 5.16it/s] 209/499 4.32G 0.01362 0.01124 0.003282 64 640: 68%|######7 | 27/40 [00:05<00:02, 5.19it/s] 209/499 4.32G 0.01363 0.01111 0.003347 54 640: 68%|######7 | 27/40 [00:05<00:02, 5.19it/s] 209/499 4.32G 0.01363 0.01111 0.003347 54 640: 70%|####### | 28/40 [00:05<00:02, 5.27it/s] 209/499 4.32G 0.0136 0.01102 0.003386 62 640: 70%|####### | 28/40 [00:05<00:02, 5.27it/s] 209/499 4.32G 0.0136 0.01102 0.003386 62 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 209/499 4.32G 0.01359 0.01105 0.003358 69 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 209/499 4.32G 0.01359 0.01105 0.003358 69 640: 75%|#######5 | 30/40 [00:05<00:01, 5.23it/s] 209/499 4.32G 0.01361 0.01109 0.003371 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.23it/s] 209/499 4.32G 0.01361 0.01109 0.003371 76 640: 78%|#######7 | 31/40 [00:05<00:01, 5.32it/s] 209/499 4.32G 0.01359 0.01103 0.003319 70 640: 78%|#######7 | 31/40 [00:06<00:01, 5.32it/s] 209/499 4.32G 0.01359 0.01103 0.003319 70 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 209/499 4.32G 0.01361 0.01106 0.003291 85 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 209/499 4.32G 0.01361 0.01106 0.003291 85 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 209/499 4.32G 0.01365 0.01117 0.003313 81 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 209/499 4.32G 0.01365 0.01117 0.003313 81 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 209/499 4.32G 0.01361 0.01118 0.003248 87 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 209/499 4.32G 0.01361 0.01118 0.003248 87 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 209/499 4.32G 0.01363 0.01119 0.003245 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 209/499 4.32G 0.01363 0.01119 0.003245 68 640: 90%|######### | 36/40 [00:06<00:00, 5.24it/s] 209/499 4.32G 0.01361 0.01119 0.003263 77 640: 90%|######### | 36/40 [00:07<00:00, 5.24it/s] 209/499 4.32G 0.01361 0.01119 0.003263 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 209/499 4.32G 0.01362 0.01119 0.003243 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 209/499 4.32G 0.01362 0.01119 0.003243 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.18it/s] 209/499 4.32G 0.01356 0.01112 0.003196 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.18it/s] 209/499 4.32G 0.01356 0.01112 0.003196 69 640: 98%|#########7| 39/40 [00:07<00:00, 5.27it/s] 209/499 4.32G 0.01357 0.01111 0.003164 34 640: 98%|#########7| 39/40 [00:07<00:00, 5.27it/s] 209/499 4.32G 0.01357 0.01111 0.003164 34 640: 100%|##########| 40/40 [00:07<00:00, 5.40it/s] 209/499 4.32G 0.01357 0.01111 0.003164 34 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.81it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.86it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.86it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.83it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.42it/s] all 132 263 0.83 0.839 0.868 0.737 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 210/499 4.32G 0.01376 0.01117 0.003523 73 640: 0%| | 0/40 [00:00<?, ?it/s] 210/499 4.32G 0.01376 0.01117 0.003523 73 640: 2%|2 | 1/40 [00:00<00:07, 4.90it/s] 210/499 4.32G 0.01357 0.01295 0.003238 93 640: 2%|2 | 1/40 [00:00<00:07, 4.90it/s] 210/499 4.32G 0.01357 0.01295 0.003238 93 640: 5%|5 | 2/40 [00:00<00:07, 5.24it/s] 210/499 4.32G 0.01373 0.01387 0.003159 92 640: 5%|5 | 2/40 [00:00<00:07, 5.24it/s] 210/499 4.32G 0.01373 0.01387 0.003159 92 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 210/499 4.32G 0.01418 0.01395 0.002998 87 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 210/499 4.32G 0.01418 0.01395 0.002998 87 640: 10%|# | 4/40 [00:00<00:06, 5.18it/s] 210/499 4.32G 0.01427 0.01374 0.00339 77 640: 10%|# | 4/40 [00:00<00:06, 5.18it/s] 210/499 4.32G 0.01427 0.01374 0.00339 77 640: 12%|#2 | 5/40 [00:00<00:06, 5.23it/s] 210/499 4.32G 0.01419 0.01338 0.003892 68 640: 12%|#2 | 5/40 [00:01<00:06, 5.23it/s] 210/499 4.32G 0.01419 0.01338 0.003892 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 210/499 4.32G 0.01408 0.0132 0.00352 83 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 210/499 4.32G 0.01408 0.0132 0.00352 83 640: 18%|#7 | 7/40 [00:01<00:06, 5.17it/s] 210/499 4.32G 0.01394 0.01274 0.003192 72 640: 18%|#7 | 7/40 [00:01<00:06, 5.17it/s] 210/499 4.32G 0.01394 0.01274 0.003192 72 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 210/499 4.32G 0.01443 0.0125 0.003396 65 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 210/499 4.32G 0.01443 0.0125 0.003396 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 210/499 4.32G 0.0142 0.01246 0.003514 84 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 210/499 4.32G 0.0142 0.01246 0.003514 84 640: 25%|##5 | 10/40 [00:01<00:05, 5.20it/s] 210/499 4.32G 0.01427 0.01244 0.003412 78 640: 25%|##5 | 10/40 [00:02<00:05, 5.20it/s] 210/499 4.32G 0.01427 0.01244 0.003412 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 210/499 4.32G 0.01427 0.01234 0.003336 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 210/499 4.32G 0.01427 0.01234 0.003336 74 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 210/499 4.32G 0.01409 0.0121 0.003176 66 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 210/499 4.32G 0.01409 0.0121 0.003176 66 640: 32%|###2 | 13/40 [00:02<00:05, 5.17it/s] 210/499 4.32G 0.01412 0.01212 0.003184 82 640: 32%|###2 | 13/40 [00:02<00:05, 5.17it/s] 210/499 4.32G 0.01412 0.01212 0.003184 82 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 210/499 4.32G 0.01403 0.01206 0.003083 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 210/499 4.32G 0.01403 0.01206 0.003083 76 640: 38%|###7 | 15/40 [00:02<00:04, 5.35it/s] 210/499 4.32G 0.014 0.01212 0.003126 78 640: 38%|###7 | 15/40 [00:03<00:04, 5.35it/s] 210/499 4.32G 0.014 0.01212 0.003126 78 640: 40%|#### | 16/40 [00:03<00:04, 5.23it/s] 210/499 4.32G 0.014 0.01203 0.00311 75 640: 40%|#### | 16/40 [00:03<00:04, 5.23it/s] 210/499 4.32G 0.014 0.01203 0.00311 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 210/499 4.32G 0.01386 0.01191 0.00299 69 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 210/499 4.32G 0.01386 0.01191 0.00299 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.39it/s] 210/499 4.32G 0.01388 0.01182 0.003016 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.39it/s] 210/499 4.32G 0.01388 0.01182 0.003016 65 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 210/499 4.32G 0.0139 0.01193 0.00296 79 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 210/499 4.32G 0.0139 0.01193 0.00296 79 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 210/499 4.32G 0.0139 0.01182 0.003133 64 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 210/499 4.32G 0.0139 0.01182 0.003133 64 640: 52%|#####2 | 21/40 [00:03<00:03, 5.36it/s] 210/499 4.32G 0.01395 0.01181 0.003259 73 640: 52%|#####2 | 21/40 [00:04<00:03, 5.36it/s] 210/499 4.32G 0.01395 0.01181 0.003259 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 210/499 4.32G 0.01391 0.01182 0.003215 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 210/499 4.32G 0.01391 0.01182 0.003215 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 210/499 4.32G 0.01384 0.01173 0.003236 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 210/499 4.32G 0.01384 0.01173 0.003236 70 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 210/499 4.32G 0.01388 0.01177 0.003188 76 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 210/499 4.32G 0.01388 0.01177 0.003188 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.22it/s] 210/499 4.32G 0.0138 0.01167 0.003227 67 640: 62%|######2 | 25/40 [00:04<00:02, 5.22it/s] 210/499 4.32G 0.0138 0.01167 0.003227 67 640: 65%|######5 | 26/40 [00:04<00:02, 5.31it/s] 210/499 4.32G 0.0138 0.01161 0.003282 63 640: 65%|######5 | 26/40 [00:05<00:02, 5.31it/s] 210/499 4.32G 0.0138 0.01161 0.003282 63 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 210/499 4.32G 0.01385 0.01153 0.003189 59 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 210/499 4.32G 0.01385 0.01153 0.003189 59 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 210/499 4.32G 0.01381 0.01149 0.003129 72 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 210/499 4.32G 0.01381 0.01149 0.003129 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 210/499 4.32G 0.01382 0.01152 0.003143 83 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 210/499 4.32G 0.01382 0.01152 0.003143 83 640: 75%|#######5 | 30/40 [00:05<00:01, 5.37it/s] 210/499 4.32G 0.01389 0.01157 0.00313 78 640: 75%|#######5 | 30/40 [00:05<00:01, 5.37it/s] 210/499 4.32G 0.01389 0.01157 0.00313 78 640: 78%|#######7 | 31/40 [00:05<00:01, 5.22it/s] 210/499 4.32G 0.01384 0.01155 0.003085 71 640: 78%|#######7 | 31/40 [00:06<00:01, 5.22it/s] 210/499 4.32G 0.01384 0.01155 0.003085 71 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 210/499 4.32G 0.01382 0.01159 0.003068 85 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 210/499 4.32G 0.01382 0.01159 0.003068 85 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 210/499 4.32G 0.01381 0.01172 0.003015 88 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 210/499 4.32G 0.01381 0.01172 0.003015 88 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 210/499 4.32G 0.01381 0.01171 0.003024 67 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 210/499 4.32G 0.01381 0.01171 0.003024 67 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 210/499 4.32G 0.01381 0.01166 0.002991 67 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 210/499 4.32G 0.01381 0.01166 0.002991 67 640: 90%|######### | 36/40 [00:06<00:00, 5.35it/s] 210/499 4.32G 0.01379 0.01164 0.002945 76 640: 90%|######### | 36/40 [00:07<00:00, 5.35it/s] 210/499 4.32G 0.01379 0.01164 0.002945 76 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 210/499 4.32G 0.01377 0.01167 0.002903 89 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 210/499 4.32G 0.01377 0.01167 0.002903 89 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 210/499 4.32G 0.01376 0.01161 0.002855 62 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 210/499 4.32G 0.01376 0.01161 0.002855 62 640: 98%|#########7| 39/40 [00:07<00:00, 5.35it/s] 210/499 4.32G 0.01379 0.01165 0.002881 41 640: 98%|#########7| 39/40 [00:07<00:00, 5.35it/s] 210/499 4.32G 0.01379 0.01165 0.002881 41 640: 100%|##########| 40/40 [00:07<00:00, 5.21it/s] 210/499 4.32G 0.01379 0.01165 0.002881 41 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.77it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.82it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.83it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.80it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.38it/s] all 132 263 0.839 0.803 0.843 0.728 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 211/499 4.32G 0.01534 0.01314 0.002837 82 640: 0%| | 0/40 [00:00<?, ?it/s] 211/499 4.32G 0.01534 0.01314 0.002837 82 640: 2%|2 | 1/40 [00:00<00:07, 5.43it/s] 211/499 4.32G 0.01528 0.0121 0.002706 72 640: 2%|2 | 1/40 [00:00<00:07, 5.43it/s] 211/499 4.32G 0.01528 0.0121 0.002706 72 640: 5%|5 | 2/40 [00:00<00:07, 5.42it/s] 211/499 4.32G 0.0143 0.01089 0.001933 60 640: 5%|5 | 2/40 [00:00<00:07, 5.42it/s] 211/499 4.32G 0.0143 0.01089 0.001933 60 640: 8%|7 | 3/40 [00:00<00:07, 5.19it/s] 211/499 4.32G 0.01439 0.01115 0.001797 72 640: 8%|7 | 3/40 [00:00<00:07, 5.19it/s] 211/499 4.32G 0.01439 0.01115 0.001797 72 640: 10%|# | 4/40 [00:00<00:06, 5.28it/s] 211/499 4.32G 0.01415 0.01091 0.001776 68 640: 10%|# | 4/40 [00:00<00:06, 5.28it/s] 211/499 4.32G 0.01415 0.01091 0.001776 68 640: 12%|#2 | 5/40 [00:00<00:06, 5.33it/s] 211/499 4.32G 0.01426 0.01121 0.002048 86 640: 12%|#2 | 5/40 [00:01<00:06, 5.33it/s] 211/499 4.32G 0.01426 0.01121 0.002048 86 640: 15%|#5 | 6/40 [00:01<00:06, 5.14it/s] 211/499 4.32G 0.01406 0.01097 0.002064 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.14it/s] 211/499 4.32G 0.01406 0.01097 0.002064 71 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 211/499 4.32G 0.0142 0.0111 0.002362 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 211/499 4.32G 0.0142 0.0111 0.002362 67 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 211/499 4.32G 0.01425 0.01123 0.002237 77 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 211/499 4.32G 0.01425 0.01123 0.002237 77 640: 22%|##2 | 9/40 [00:01<00:06, 5.16it/s] 211/499 4.32G 0.01435 0.01142 0.002165 78 640: 22%|##2 | 9/40 [00:01<00:06, 5.16it/s] 211/499 4.32G 0.01435 0.01142 0.002165 78 640: 25%|##5 | 10/40 [00:01<00:05, 5.20it/s] 211/499 4.32G 0.01419 0.01133 0.002181 71 640: 25%|##5 | 10/40 [00:02<00:05, 5.20it/s] 211/499 4.32G 0.01419 0.01133 0.002181 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 211/499 4.32G 0.01422 0.0114 0.002179 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 211/499 4.32G 0.01422 0.0114 0.002179 79 640: 30%|### | 12/40 [00:02<00:05, 5.17it/s] 211/499 4.32G 0.01419 0.01143 0.002575 71 640: 30%|### | 12/40 [00:02<00:05, 5.17it/s] 211/499 4.32G 0.01419 0.01143 0.002575 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 211/499 4.32G 0.01411 0.0114 0.002637 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 211/499 4.32G 0.01411 0.0114 0.002637 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 211/499 4.32G 0.01401 0.01142 0.002625 78 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 211/499 4.32G 0.01401 0.01142 0.002625 78 640: 38%|###7 | 15/40 [00:02<00:04, 5.13it/s] 211/499 4.32G 0.01415 0.01146 0.002703 66 640: 38%|###7 | 15/40 [00:03<00:04, 5.13it/s] 211/499 4.32G 0.01415 0.01146 0.002703 66 640: 40%|#### | 16/40 [00:03<00:04, 5.18it/s] 211/499 4.32G 0.01414 0.01145 0.002701 76 640: 40%|#### | 16/40 [00:03<00:04, 5.18it/s] 211/499 4.32G 0.01414 0.01145 0.002701 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.28it/s] 211/499 4.32G 0.01416 0.01147 0.002688 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.28it/s] 211/499 4.32G 0.01416 0.01147 0.002688 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 211/499 4.32G 0.01407 0.01136 0.002576 61 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 211/499 4.32G 0.01407 0.01136 0.002576 61 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 211/499 4.32G 0.01414 0.01139 0.00263 86 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 211/499 4.32G 0.01414 0.01139 0.00263 86 640: 50%|##### | 20/40 [00:03<00:03, 5.36it/s] 211/499 4.32G 0.01413 0.01132 0.002589 61 640: 50%|##### | 20/40 [00:04<00:03, 5.36it/s] 211/499 4.32G 0.01413 0.01132 0.002589 61 640: 52%|#####2 | 21/40 [00:04<00:03, 5.18it/s] 211/499 4.32G 0.01413 0.01126 0.002578 59 640: 52%|#####2 | 21/40 [00:04<00:03, 5.18it/s] 211/499 4.32G 0.01413 0.01126 0.002578 59 640: 55%|#####5 | 22/40 [00:04<00:03, 5.26it/s] 211/499 4.32G 0.01408 0.01119 0.002545 67 640: 55%|#####5 | 22/40 [00:04<00:03, 5.26it/s] 211/499 4.32G 0.01408 0.01119 0.002545 67 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 211/499 4.32G 0.01399 0.01123 0.00249 84 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 211/499 4.32G 0.01399 0.01123 0.00249 84 640: 60%|###### | 24/40 [00:04<00:03, 5.17it/s] 211/499 4.32G 0.01406 0.0112 0.002483 66 640: 60%|###### | 24/40 [00:04<00:03, 5.17it/s] 211/499 4.32G 0.01406 0.0112 0.002483 66 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 211/499 4.32G 0.01406 0.01118 0.002467 68 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 211/499 4.32G 0.01406 0.01118 0.002467 68 640: 65%|######5 | 26/40 [00:04<00:02, 5.34it/s] 211/499 4.32G 0.01403 0.0112 0.002436 71 640: 65%|######5 | 26/40 [00:05<00:02, 5.34it/s] 211/499 4.32G 0.01403 0.0112 0.002436 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 211/499 4.32G 0.01401 0.01115 0.00242 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 211/499 4.32G 0.01401 0.01115 0.00242 71 640: 70%|####### | 28/40 [00:05<00:02, 5.27it/s] 211/499 4.32G 0.014 0.01114 0.002519 70 640: 70%|####### | 28/40 [00:05<00:02, 5.27it/s] 211/499 4.32G 0.014 0.01114 0.002519 70 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 211/499 4.32G 0.01396 0.01109 0.002487 60 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 211/499 4.32G 0.01396 0.01109 0.002487 60 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 211/499 4.32G 0.01402 0.01102 0.002454 60 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 211/499 4.32G 0.01402 0.01102 0.002454 60 640: 78%|#######7 | 31/40 [00:05<00:01, 5.29it/s] 211/499 4.32G 0.01395 0.01097 0.002428 66 640: 78%|#######7 | 31/40 [00:06<00:01, 5.29it/s] 211/499 4.32G 0.01395 0.01097 0.002428 66 640: 80%|######## | 32/40 [00:06<00:01, 5.35it/s] 211/499 4.32G 0.01398 0.01095 0.002511 67 640: 80%|######## | 32/40 [00:06<00:01, 5.35it/s] 211/499 4.32G 0.01398 0.01095 0.002511 67 640: 82%|########2 | 33/40 [00:06<00:01, 5.14it/s] 211/499 4.32G 0.01395 0.01097 0.002473 75 640: 82%|########2 | 33/40 [00:06<00:01, 5.14it/s] 211/499 4.32G 0.01395 0.01097 0.002473 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.23it/s] 211/499 4.32G 0.014 0.01097 0.002588 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.23it/s] 211/499 4.32G 0.014 0.01097 0.002588 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 211/499 4.32G 0.01402 0.01104 0.002615 82 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 211/499 4.32G 0.01402 0.01104 0.002615 82 640: 90%|######### | 36/40 [00:06<00:00, 5.15it/s] 211/499 4.32G 0.01398 0.01102 0.002622 75 640: 90%|######### | 36/40 [00:07<00:00, 5.15it/s] 211/499 4.32G 0.01398 0.01102 0.002622 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 211/499 4.32G 0.01396 0.01107 0.002616 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 211/499 4.32G 0.01396 0.01107 0.002616 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 211/499 4.32G 0.01393 0.01104 0.002616 64 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 211/499 4.32G 0.01393 0.01104 0.002616 64 640: 98%|#########7| 39/40 [00:07<00:00, 5.09it/s] 211/499 4.32G 0.01387 0.01103 0.002676 39 640: 98%|#########7| 39/40 [00:07<00:00, 5.09it/s] 211/499 4.32G 0.01387 0.01103 0.002676 39 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] 211/499 4.32G 0.01387 0.01103 0.002676 39 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.82it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.40it/s] all 132 263 0.94 0.816 0.9 0.765 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 212/499 4.32G 0.0141 0.01214 0.006529 81 640: 0%| | 0/40 [00:00<?, ?it/s] 212/499 4.32G 0.0141 0.01214 0.006529 81 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 212/499 4.32G 0.01366 0.01229 0.004461 87 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 212/499 4.32G 0.01366 0.01229 0.004461 87 640: 5%|5 | 2/40 [00:00<00:07, 5.15it/s] 212/499 4.32G 0.01369 0.01151 0.004007 61 640: 5%|5 | 2/40 [00:00<00:07, 5.15it/s] 212/499 4.32G 0.01369 0.01151 0.004007 61 640: 8%|7 | 3/40 [00:00<00:07, 5.19it/s] 212/499 4.32G 0.01361 0.01161 0.003486 84 640: 8%|7 | 3/40 [00:00<00:07, 5.19it/s] 212/499 4.32G 0.01361 0.01161 0.003486 84 640: 10%|# | 4/40 [00:00<00:06, 5.31it/s] 212/499 4.32G 0.01361 0.01143 0.003571 76 640: 10%|# | 4/40 [00:00<00:06, 5.31it/s] 212/499 4.32G 0.01361 0.01143 0.003571 76 640: 12%|#2 | 5/40 [00:00<00:06, 5.18it/s] 212/499 4.32G 0.01343 0.0114 0.003133 73 640: 12%|#2 | 5/40 [00:01<00:06, 5.18it/s] 212/499 4.32G 0.01343 0.0114 0.003133 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 212/499 4.32G 0.01327 0.0111 0.003013 70 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 212/499 4.32G 0.01327 0.0111 0.003013 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.29it/s] 212/499 4.32G 0.01329 0.0114 0.003 88 640: 18%|#7 | 7/40 [00:01<00:06, 5.29it/s] 212/499 4.32G 0.01329 0.0114 0.003 88 640: 20%|## | 8/40 [00:01<00:06, 5.13it/s] 212/499 4.32G 0.01329 0.01113 0.003236 65 640: 20%|## | 8/40 [00:01<00:06, 5.13it/s] 212/499 4.32G 0.01329 0.01113 0.003236 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 212/499 4.32G 0.01339 0.011 0.003359 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 212/499 4.32G 0.01339 0.011 0.003359 65 640: 25%|##5 | 10/40 [00:01<00:05, 5.34it/s] 212/499 4.32G 0.0135 0.0111 0.003296 84 640: 25%|##5 | 10/40 [00:02<00:05, 5.34it/s] 212/499 4.32G 0.0135 0.0111 0.003296 84 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 212/499 4.32G 0.01346 0.01104 0.003159 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 212/499 4.32G 0.01346 0.01104 0.003159 70 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 212/499 4.32G 0.01347 0.01102 0.003249 60 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 212/499 4.32G 0.01347 0.01102 0.003249 60 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 212/499 4.32G 0.01343 0.01092 0.003179 66 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 212/499 4.32G 0.01343 0.01092 0.003179 66 640: 35%|###5 | 14/40 [00:02<00:05, 5.19it/s] 212/499 4.32G 0.01347 0.01072 0.003323 57 640: 35%|###5 | 14/40 [00:02<00:05, 5.19it/s] 212/499 4.32G 0.01347 0.01072 0.003323 57 640: 38%|###7 | 15/40 [00:02<00:04, 5.25it/s] 212/499 4.32G 0.01353 0.01079 0.003187 74 640: 38%|###7 | 15/40 [00:03<00:04, 5.25it/s] 212/499 4.32G 0.01353 0.01079 0.003187 74 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 212/499 4.32G 0.01359 0.01089 0.003108 92 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 212/499 4.32G 0.01359 0.01089 0.003108 92 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 212/499 4.32G 0.01353 0.01092 0.003084 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 212/499 4.32G 0.01353 0.01092 0.003084 75 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 212/499 4.32G 0.01363 0.01096 0.003076 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 212/499 4.32G 0.01363 0.01096 0.003076 77 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 212/499 4.32G 0.01366 0.01092 0.003018 67 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 212/499 4.32G 0.01366 0.01092 0.003018 67 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 212/499 4.32G 0.01376 0.011 0.003269 81 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 212/499 4.32G 0.01376 0.011 0.003269 81 640: 52%|#####2 | 21/40 [00:03<00:03, 5.29it/s] 212/499 4.32G 0.01371 0.01106 0.003478 76 640: 52%|#####2 | 21/40 [00:04<00:03, 5.29it/s] 212/499 4.32G 0.01371 0.01106 0.003478 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.35it/s] 212/499 4.32G 0.01363 0.011 0.003457 67 640: 55%|#####5 | 22/40 [00:04<00:03, 5.35it/s] 212/499 4.32G 0.01363 0.011 0.003457 67 640: 57%|#####7 | 23/40 [00:04<00:03, 5.13it/s] 212/499 4.32G 0.01365 0.01093 0.003407 57 640: 57%|#####7 | 23/40 [00:04<00:03, 5.13it/s] 212/499 4.32G 0.01365 0.01093 0.003407 57 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 212/499 4.32G 0.01367 0.01092 0.003469 69 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 212/499 4.32G 0.01367 0.01092 0.003469 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 212/499 4.32G 0.01367 0.01096 0.003662 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 212/499 4.32G 0.01367 0.01096 0.003662 78 640: 65%|######5 | 26/40 [00:04<00:02, 5.20it/s] 212/499 4.32G 0.01369 0.01107 0.003587 80 640: 65%|######5 | 26/40 [00:05<00:02, 5.20it/s] 212/499 4.32G 0.01369 0.01107 0.003587 80 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 212/499 4.32G 0.01367 0.01111 0.003551 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 212/499 4.32G 0.01367 0.01111 0.003551 79 640: 70%|####### | 28/40 [00:05<00:02, 5.34it/s] 212/499 4.32G 0.01371 0.01122 0.003503 89 640: 70%|####### | 28/40 [00:05<00:02, 5.34it/s] 212/499 4.32G 0.01371 0.01122 0.003503 89 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 212/499 4.32G 0.01372 0.01116 0.003465 60 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 212/499 4.32G 0.01372 0.01116 0.003465 60 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 212/499 4.32G 0.01374 0.01117 0.003498 69 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 212/499 4.32G 0.01374 0.01117 0.003498 69 640: 78%|#######7 | 31/40 [00:05<00:01, 5.32it/s] 212/499 4.32G 0.01374 0.01109 0.003445 58 640: 78%|#######7 | 31/40 [00:06<00:01, 5.32it/s] 212/499 4.32G 0.01374 0.01109 0.003445 58 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 212/499 4.32G 0.01376 0.01112 0.00342 71 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 212/499 4.32G 0.01376 0.01112 0.00342 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 212/499 4.32G 0.01377 0.01118 0.003393 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 212/499 4.32G 0.01377 0.01118 0.003393 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.32it/s] 212/499 4.32G 0.01381 0.0112 0.00352 82 640: 85%|########5 | 34/40 [00:06<00:01, 5.32it/s] 212/499 4.32G 0.01381 0.0112 0.00352 82 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 212/499 4.32G 0.0138 0.01118 0.003454 64 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 212/499 4.32G 0.0138 0.01118 0.003454 64 640: 90%|######### | 36/40 [00:06<00:00, 5.24it/s] 212/499 4.32G 0.01379 0.01117 0.003389 71 640: 90%|######### | 36/40 [00:07<00:00, 5.24it/s] 212/499 4.32G 0.01379 0.01117 0.003389 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 212/499 4.32G 0.01384 0.01117 0.003434 78 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 212/499 4.32G 0.01384 0.01117 0.003434 78 640: 95%|#########5| 38/40 [00:07<00:00, 5.09it/s] 212/499 4.32G 0.01387 0.0112 0.003421 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.09it/s] 212/499 4.32G 0.01387 0.0112 0.003421 80 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 212/499 4.32G 0.01387 0.01128 0.003449 46 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 212/499 4.32G 0.01387 0.01128 0.003449 46 640: 100%|##########| 40/40 [00:07<00:00, 5.35it/s] 212/499 4.32G 0.01387 0.01128 0.003449 46 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.81it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.83it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.82it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.79it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.38it/s] all 132 263 0.845 0.916 0.897 0.774 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 213/499 4.32G 0.01434 0.01022 0.0025 68 640: 0%| | 0/40 [00:00<?, ?it/s] 213/499 4.32G 0.01434 0.01022 0.0025 68 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 213/499 4.32G 0.01551 0.01044 0.002621 64 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 213/499 4.32G 0.01551 0.01044 0.002621 64 640: 5%|5 | 2/40 [00:00<00:07, 5.26it/s] 213/499 4.32G 0.01519 0.0111 0.003462 80 640: 5%|5 | 2/40 [00:00<00:07, 5.26it/s] 213/499 4.32G 0.01519 0.0111 0.003462 80 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 213/499 4.32G 0.01501 0.0112 0.004431 73 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 213/499 4.32G 0.01501 0.0112 0.004431 73 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 213/499 4.32G 0.01494 0.01167 0.003941 84 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 213/499 4.32G 0.01494 0.01167 0.003941 84 640: 12%|#2 | 5/40 [00:00<00:06, 5.25it/s] 213/499 4.32G 0.01453 0.01111 0.003881 66 640: 12%|#2 | 5/40 [00:01<00:06, 5.25it/s] 213/499 4.32G 0.01453 0.01111 0.003881 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 213/499 4.32G 0.0145 0.01125 0.003737 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 213/499 4.32G 0.0145 0.01125 0.003737 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.18it/s] 213/499 4.32G 0.01455 0.0114 0.003613 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.18it/s] 213/499 4.32G 0.01455 0.0114 0.003613 79 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 213/499 4.32G 0.01457 0.01158 0.003655 83 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 213/499 4.32G 0.01457 0.01158 0.003655 83 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 213/499 4.32G 0.01465 0.01138 0.003624 67 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 213/499 4.32G 0.01465 0.01138 0.003624 67 640: 25%|##5 | 10/40 [00:01<00:05, 5.18it/s] 213/499 4.32G 0.01462 0.01125 0.003798 65 640: 25%|##5 | 10/40 [00:02<00:05, 5.18it/s] 213/499 4.32G 0.01462 0.01125 0.003798 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 213/499 4.32G 0.01459 0.01137 0.003734 88 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 213/499 4.32G 0.01459 0.01137 0.003734 88 640: 30%|### | 12/40 [00:02<00:05, 5.34it/s] 213/499 4.32G 0.01456 0.01167 0.003634 97 640: 30%|### | 12/40 [00:02<00:05, 5.34it/s] 213/499 4.32G 0.01456 0.01167 0.003634 97 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 213/499 4.32G 0.01458 0.01168 0.00358 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 213/499 4.32G 0.01458 0.01168 0.00358 73 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 213/499 4.32G 0.01452 0.01153 0.003483 69 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 213/499 4.32G 0.01452 0.01153 0.003483 69 640: 38%|###7 | 15/40 [00:02<00:04, 5.38it/s] 213/499 4.32G 0.01447 0.01165 0.003464 95 640: 38%|###7 | 15/40 [00:03<00:04, 5.38it/s] 213/499 4.32G 0.01447 0.01165 0.003464 95 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 213/499 4.32G 0.01439 0.01165 0.003444 70 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 213/499 4.32G 0.01439 0.01165 0.003444 70 640: 42%|####2 | 17/40 [00:03<00:04, 5.33it/s] 213/499 4.32G 0.01444 0.01167 0.003468 77 640: 42%|####2 | 17/40 [00:03<00:04, 5.33it/s] 213/499 4.32G 0.01444 0.01167 0.003468 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.36it/s] 213/499 4.32G 0.01442 0.01172 0.003512 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.36it/s] 213/499 4.32G 0.01442 0.01172 0.003512 74 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 213/499 4.32G 0.01439 0.01164 0.003396 76 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 213/499 4.32G 0.01439 0.01164 0.003396 76 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 213/499 4.32G 0.01436 0.01166 0.003387 85 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 213/499 4.32G 0.01436 0.01166 0.003387 85 640: 52%|#####2 | 21/40 [00:03<00:03, 5.36it/s] 213/499 4.32G 0.01435 0.01161 0.003339 59 640: 52%|#####2 | 21/40 [00:04<00:03, 5.36it/s] 213/499 4.32G 0.01435 0.01161 0.003339 59 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 213/499 4.32G 0.01429 0.01156 0.003308 66 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 213/499 4.32G 0.01429 0.01156 0.003308 66 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 213/499 4.32G 0.01423 0.01147 0.003216 67 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 213/499 4.32G 0.01423 0.01147 0.003216 67 640: 60%|###### | 24/40 [00:04<00:02, 5.36it/s] 213/499 4.32G 0.01431 0.01137 0.003302 59 640: 60%|###### | 24/40 [00:04<00:02, 5.36it/s] 213/499 4.32G 0.01431 0.01137 0.003302 59 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 213/499 4.32G 0.01424 0.0113 0.003266 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 213/499 4.32G 0.01424 0.0113 0.003266 72 640: 65%|######5 | 26/40 [00:04<00:02, 5.29it/s] 213/499 4.32G 0.01419 0.01139 0.003186 90 640: 65%|######5 | 26/40 [00:05<00:02, 5.29it/s] 213/499 4.32G 0.01419 0.01139 0.003186 90 640: 68%|######7 | 27/40 [00:05<00:02, 5.35it/s] 213/499 4.32G 0.01414 0.01136 0.003234 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.35it/s] 213/499 4.32G 0.01414 0.01136 0.003234 76 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 213/499 4.32G 0.01414 0.01135 0.003243 73 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 213/499 4.32G 0.01414 0.01135 0.003243 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 213/499 4.32G 0.01413 0.01141 0.003294 88 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 213/499 4.32G 0.01413 0.01141 0.003294 88 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 213/499 4.32G 0.01405 0.01137 0.003233 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 213/499 4.32G 0.01405 0.01137 0.003233 73 640: 78%|#######7 | 31/40 [00:05<00:01, 5.19it/s] 213/499 4.32G 0.01411 0.01136 0.003281 72 640: 78%|#######7 | 31/40 [00:06<00:01, 5.19it/s] 213/499 4.32G 0.01411 0.01136 0.003281 72 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 213/499 4.32G 0.01405 0.01128 0.003231 59 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 213/499 4.32G 0.01405 0.01128 0.003231 59 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 213/499 4.32G 0.01413 0.01141 0.003281 89 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 213/499 4.32G 0.01413 0.01141 0.003281 89 640: 85%|########5 | 34/40 [00:06<00:01, 5.16it/s] 213/499 4.32G 0.0142 0.01137 0.003272 66 640: 85%|########5 | 34/40 [00:06<00:01, 5.16it/s] 213/499 4.32G 0.0142 0.01137 0.003272 66 640: 88%|########7 | 35/40 [00:06<00:00, 5.24it/s] 213/499 4.32G 0.01419 0.01134 0.003223 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.24it/s] 213/499 4.32G 0.01419 0.01134 0.003223 77 640: 90%|######### | 36/40 [00:06<00:00, 5.32it/s] 213/499 4.32G 0.01416 0.0114 0.003203 83 640: 90%|######### | 36/40 [00:07<00:00, 5.32it/s] 213/499 4.32G 0.01416 0.0114 0.003203 83 640: 92%|#########2| 37/40 [00:07<00:00, 5.19it/s] 213/499 4.32G 0.01412 0.01135 0.003129 61 640: 92%|#########2| 37/40 [00:07<00:00, 5.19it/s] 213/499 4.32G 0.01412 0.01135 0.003129 61 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 213/499 4.32G 0.01412 0.01134 0.003088 74 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 213/499 4.32G 0.01412 0.01134 0.003088 74 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 213/499 4.32G 0.01416 0.01136 0.003084 34 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 213/499 4.32G 0.01416 0.01136 0.003084 34 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] 213/499 4.32G 0.01416 0.01136 0.003084 34 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.85it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.85it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.83it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.80it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.40it/s] all 132 263 0.879 0.865 0.902 0.762 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 214/499 4.32G 0.01473 0.01359 0.005346 86 640: 0%| | 0/40 [00:00<?, ?it/s] 214/499 4.32G 0.01473 0.01359 0.005346 86 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 214/499 4.32G 0.01442 0.01311 0.005003 82 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 214/499 4.32G 0.01442 0.01311 0.005003 82 640: 5%|5 | 2/40 [00:00<00:06, 5.51it/s] 214/499 4.32G 0.01523 0.01211 0.004946 60 640: 5%|5 | 2/40 [00:00<00:06, 5.51it/s] 214/499 4.32G 0.01523 0.01211 0.004946 60 640: 8%|7 | 3/40 [00:00<00:07, 5.21it/s] 214/499 4.32G 0.01464 0.01137 0.004038 66 640: 8%|7 | 3/40 [00:00<00:07, 5.21it/s] 214/499 4.32G 0.01464 0.01137 0.004038 66 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 214/499 4.32G 0.01457 0.01135 0.004038 72 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 214/499 4.32G 0.01457 0.01135 0.004038 72 640: 12%|#2 | 5/40 [00:00<00:06, 5.40it/s] 214/499 4.32G 0.01466 0.01164 0.004517 84 640: 12%|#2 | 5/40 [00:01<00:06, 5.40it/s] 214/499 4.32G 0.01466 0.01164 0.004517 84 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 214/499 4.32G 0.01439 0.01147 0.004194 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 214/499 4.32G 0.01439 0.01147 0.004194 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 214/499 4.32G 0.01429 0.01147 0.004057 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 214/499 4.32G 0.01429 0.01147 0.004057 73 640: 20%|## | 8/40 [00:01<00:05, 5.34it/s] 214/499 4.32G 0.01425 0.0113 0.004548 67 640: 20%|## | 8/40 [00:01<00:05, 5.34it/s] 214/499 4.32G 0.01425 0.0113 0.004548 67 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 214/499 4.32G 0.01428 0.01146 0.004663 77 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 214/499 4.32G 0.01428 0.01146 0.004663 77 640: 25%|##5 | 10/40 [00:01<00:05, 5.30it/s] 214/499 4.32G 0.01435 0.01157 0.004602 77 640: 25%|##5 | 10/40 [00:02<00:05, 5.30it/s] 214/499 4.32G 0.01435 0.01157 0.004602 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.37it/s] 214/499 4.32G 0.01422 0.0115 0.004453 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.37it/s] 214/499 4.32G 0.01422 0.0115 0.004453 75 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 214/499 4.32G 0.01442 0.01165 0.004431 87 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 214/499 4.32G 0.01442 0.01165 0.004431 87 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 214/499 4.32G 0.01456 0.01174 0.004349 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 214/499 4.32G 0.01456 0.01174 0.004349 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.33it/s] 214/499 4.32G 0.0145 0.0117 0.004125 79 640: 35%|###5 | 14/40 [00:02<00:04, 5.33it/s] 214/499 4.32G 0.0145 0.0117 0.004125 79 640: 38%|###7 | 15/40 [00:02<00:04, 5.17it/s] 214/499 4.32G 0.01443 0.01174 0.004128 75 640: 38%|###7 | 15/40 [00:03<00:04, 5.17it/s] 214/499 4.32G 0.01443 0.01174 0.004128 75 640: 40%|#### | 16/40 [00:03<00:04, 5.27it/s] 214/499 4.32G 0.01432 0.0117 0.004185 73 640: 40%|#### | 16/40 [00:03<00:04, 5.27it/s] 214/499 4.32G 0.01432 0.0117 0.004185 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 214/499 4.32G 0.01418 0.01162 0.004014 70 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 214/499 4.32G 0.01418 0.01162 0.004014 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.20it/s] 214/499 4.32G 0.01418 0.01159 0.003843 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.20it/s] 214/499 4.32G 0.01418 0.01159 0.003843 67 640: 48%|####7 | 19/40 [00:03<00:04, 5.25it/s] 214/499 4.32G 0.0143 0.01169 0.0039 87 640: 48%|####7 | 19/40 [00:03<00:04, 5.25it/s] 214/499 4.32G 0.0143 0.01169 0.0039 87 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 214/499 4.32G 0.01436 0.01176 0.003888 78 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 214/499 4.32G 0.01436 0.01176 0.003888 78 640: 52%|#####2 | 21/40 [00:03<00:03, 5.20it/s] 214/499 4.32G 0.01434 0.01176 0.003829 81 640: 52%|#####2 | 21/40 [00:04<00:03, 5.20it/s] 214/499 4.32G 0.01434 0.01176 0.003829 81 640: 55%|#####5 | 22/40 [00:04<00:03, 5.28it/s] 214/499 4.32G 0.0143 0.01174 0.003747 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.28it/s] 214/499 4.32G 0.0143 0.01174 0.003747 77 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 214/499 4.32G 0.01429 0.01182 0.003705 93 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 214/499 4.32G 0.01429 0.01182 0.003705 93 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 214/499 4.32G 0.01429 0.01174 0.003717 68 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 214/499 4.32G 0.01429 0.01174 0.003717 68 640: 62%|######2 | 25/40 [00:04<00:02, 5.30it/s] 214/499 4.32G 0.01423 0.01175 0.003672 85 640: 62%|######2 | 25/40 [00:04<00:02, 5.30it/s] 214/499 4.32G 0.01423 0.01175 0.003672 85 640: 65%|######5 | 26/40 [00:04<00:02, 5.37it/s] 214/499 4.32G 0.01416 0.01174 0.003816 76 640: 65%|######5 | 26/40 [00:05<00:02, 5.37it/s] 214/499 4.32G 0.01416 0.01174 0.003816 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 214/499 4.32G 0.01411 0.01179 0.003735 89 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 214/499 4.32G 0.01411 0.01179 0.003735 89 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 214/499 4.32G 0.01408 0.01171 0.003669 61 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 214/499 4.32G 0.01408 0.01171 0.003669 61 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 214/499 4.32G 0.01398 0.01166 0.003737 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 214/499 4.32G 0.01398 0.01166 0.003737 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 214/499 4.32G 0.01393 0.01164 0.003687 86 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 214/499 4.32G 0.01393 0.01164 0.003687 86 640: 78%|#######7 | 31/40 [00:05<00:01, 5.26it/s] 214/499 4.32G 0.01392 0.01167 0.003677 83 640: 78%|#######7 | 31/40 [00:06<00:01, 5.26it/s] 214/499 4.32G 0.01392 0.01167 0.003677 83 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 214/499 4.32G 0.0139 0.01173 0.003668 97 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 214/499 4.32G 0.0139 0.01173 0.003668 97 640: 82%|########2 | 33/40 [00:06<00:01, 5.15it/s] 214/499 4.32G 0.01391 0.01163 0.003604 54 640: 82%|########2 | 33/40 [00:06<00:01, 5.15it/s] 214/499 4.32G 0.01391 0.01163 0.003604 54 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 214/499 4.32G 0.01389 0.01154 0.003546 59 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 214/499 4.32G 0.01389 0.01154 0.003546 59 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 214/499 4.32G 0.01391 0.01153 0.003531 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 214/499 4.32G 0.01391 0.01153 0.003531 73 640: 90%|######### | 36/40 [00:06<00:00, 5.17it/s] 214/499 4.32G 0.01392 0.01152 0.003453 79 640: 90%|######### | 36/40 [00:07<00:00, 5.17it/s] 214/499 4.32G 0.01392 0.01152 0.003453 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 214/499 4.32G 0.01387 0.01155 0.003431 90 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 214/499 4.32G 0.01387 0.01155 0.003431 90 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 214/499 4.32G 0.01392 0.01163 0.00343 89 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 214/499 4.32G 0.01392 0.01163 0.00343 89 640: 98%|#########7| 39/40 [00:07<00:00, 5.15it/s] 214/499 4.32G 0.014 0.01161 0.003455 33 640: 98%|#########7| 39/40 [00:07<00:00, 5.15it/s] 214/499 4.32G 0.014 0.01161 0.003455 33 640: 100%|##########| 40/40 [00:07<00:00, 5.33it/s] 214/499 4.32G 0.014 0.01161 0.003455 33 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.86it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.81it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.41it/s] all 132 263 0.859 0.87 0.892 0.765 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 215/499 4.32G 0.01458 0.01402 0.007213 89 640: 0%| | 0/40 [00:00<?, ?it/s] 215/499 4.32G 0.01458 0.01402 0.007213 89 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 215/499 4.32G 0.01373 0.01154 0.00609 66 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 215/499 4.32G 0.01373 0.01154 0.00609 66 640: 5%|5 | 2/40 [00:00<00:07, 5.10it/s] 215/499 4.32G 0.01465 0.01178 0.005424 67 640: 5%|5 | 2/40 [00:00<00:07, 5.10it/s] 215/499 4.32G 0.01465 0.01178 0.005424 67 640: 8%|7 | 3/40 [00:00<00:06, 5.29it/s] 215/499 4.32G 0.01474 0.01219 0.005115 86 640: 8%|7 | 3/40 [00:00<00:06, 5.29it/s] 215/499 4.32G 0.01474 0.01219 0.005115 86 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 215/499 4.32G 0.01451 0.0118 0.004633 71 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 215/499 4.32G 0.01451 0.0118 0.004633 71 640: 12%|#2 | 5/40 [00:00<00:06, 5.20it/s] 215/499 4.32G 0.01451 0.01197 0.004278 87 640: 12%|#2 | 5/40 [00:01<00:06, 5.20it/s] 215/499 4.32G 0.01451 0.01197 0.004278 87 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 215/499 4.32G 0.01464 0.01187 0.004658 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 215/499 4.32G 0.01464 0.01187 0.004658 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.26it/s] 215/499 4.32G 0.01464 0.01177 0.005031 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.26it/s] 215/499 4.32G 0.01464 0.01177 0.005031 73 640: 20%|## | 8/40 [00:01<00:06, 5.09it/s] 215/499 4.32G 0.01444 0.01148 0.004617 62 640: 20%|## | 8/40 [00:01<00:06, 5.09it/s] 215/499 4.32G 0.01444 0.01148 0.004617 62 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 215/499 4.32G 0.01437 0.01161 0.004478 85 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 215/499 4.32G 0.01437 0.01161 0.004478 85 640: 25%|##5 | 10/40 [00:01<00:05, 5.28it/s] 215/499 4.32G 0.01426 0.01126 0.004198 61 640: 25%|##5 | 10/40 [00:02<00:05, 5.28it/s] 215/499 4.32G 0.01426 0.01126 0.004198 61 640: 28%|##7 | 11/40 [00:02<00:05, 5.17it/s] 215/499 4.32G 0.01433 0.0113 0.004159 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.17it/s] 215/499 4.32G 0.01433 0.0113 0.004159 74 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 215/499 4.32G 0.01428 0.01115 0.004025 60 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 215/499 4.32G 0.01428 0.01115 0.004025 60 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 215/499 4.32G 0.01418 0.01113 0.003959 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 215/499 4.32G 0.01418 0.01113 0.003959 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 215/499 4.32G 0.01433 0.01115 0.003939 66 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 215/499 4.32G 0.01433 0.01115 0.003939 66 640: 38%|###7 | 15/40 [00:02<00:04, 5.29it/s] 215/499 4.32G 0.01433 0.01118 0.003815 73 640: 38%|###7 | 15/40 [00:03<00:04, 5.29it/s] 215/499 4.32G 0.01433 0.01118 0.003815 73 640: 40%|#### | 16/40 [00:03<00:04, 5.35it/s] 215/499 4.32G 0.0145 0.01115 0.004085 68 640: 40%|#### | 16/40 [00:03<00:04, 5.35it/s] 215/499 4.32G 0.0145 0.01115 0.004085 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 215/499 4.32G 0.01462 0.01114 0.004032 65 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 215/499 4.32G 0.01462 0.01114 0.004032 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 215/499 4.32G 0.01462 0.01122 0.003871 84 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 215/499 4.32G 0.01462 0.01122 0.003871 84 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 215/499 4.32G 0.01451 0.01128 0.003759 86 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 215/499 4.32G 0.01451 0.01128 0.003759 86 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 215/499 4.32G 0.01444 0.01123 0.003829 72 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 215/499 4.32G 0.01444 0.01123 0.003829 72 640: 52%|#####2 | 21/40 [00:03<00:03, 5.30it/s] 215/499 4.32G 0.01447 0.01132 0.003708 84 640: 52%|#####2 | 21/40 [00:04<00:03, 5.30it/s] 215/499 4.32G 0.01447 0.01132 0.003708 84 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 215/499 4.32G 0.01444 0.01125 0.003667 67 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 215/499 4.32G 0.01444 0.01125 0.003667 67 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 215/499 4.32G 0.01438 0.01127 0.003691 86 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 215/499 4.32G 0.01438 0.01127 0.003691 86 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 215/499 4.32G 0.01441 0.01129 0.0037 73 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 215/499 4.32G 0.01441 0.01129 0.0037 73 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 215/499 4.32G 0.01435 0.01135 0.003717 83 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 215/499 4.32G 0.01435 0.01135 0.003717 83 640: 65%|######5 | 26/40 [00:04<00:02, 5.14it/s] 215/499 4.32G 0.01431 0.0113 0.003706 77 640: 65%|######5 | 26/40 [00:05<00:02, 5.14it/s] 215/499 4.32G 0.01431 0.0113 0.003706 77 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 215/499 4.32G 0.01429 0.01124 0.003645 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 215/499 4.32G 0.01429 0.01124 0.003645 70 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 215/499 4.32G 0.01434 0.01132 0.003607 79 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 215/499 4.32G 0.01434 0.01132 0.003607 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.15it/s] 215/499 4.32G 0.01431 0.01129 0.003573 71 640: 72%|#######2 | 29/40 [00:05<00:02, 5.15it/s] 215/499 4.32G 0.01431 0.01129 0.003573 71 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 215/499 4.32G 0.01435 0.01139 0.003566 89 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 215/499 4.32G 0.01435 0.01139 0.003566 89 640: 78%|#######7 | 31/40 [00:05<00:01, 5.29it/s] 215/499 4.32G 0.01436 0.01139 0.003574 77 640: 78%|#######7 | 31/40 [00:06<00:01, 5.29it/s] 215/499 4.32G 0.01436 0.01139 0.003574 77 640: 80%|######## | 32/40 [00:06<00:01, 5.17it/s] 215/499 4.32G 0.01436 0.01134 0.003723 58 640: 80%|######## | 32/40 [00:06<00:01, 5.17it/s] 215/499 4.32G 0.01436 0.01134 0.003723 58 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 215/499 4.32G 0.01432 0.01133 0.003648 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 215/499 4.32G 0.01432 0.01133 0.003648 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 215/499 4.32G 0.01432 0.01132 0.003619 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 215/499 4.32G 0.01432 0.01132 0.003619 79 640: 88%|########7 | 35/40 [00:06<00:00, 5.16it/s] 215/499 4.32G 0.01431 0.01131 0.003554 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.16it/s] 215/499 4.32G 0.01431 0.01131 0.003554 68 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 215/499 4.32G 0.0143 0.01124 0.003601 65 640: 90%|######### | 36/40 [00:07<00:00, 5.25it/s] 215/499 4.32G 0.0143 0.01124 0.003601 65 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 215/499 4.32G 0.01427 0.0113 0.003625 88 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 215/499 4.32G 0.01427 0.0113 0.003625 88 640: 95%|#########5| 38/40 [00:07<00:00, 5.09it/s] 215/499 4.32G 0.0144 0.01129 0.003602 65 640: 95%|#########5| 38/40 [00:07<00:00, 5.09it/s] 215/499 4.32G 0.0144 0.01129 0.003602 65 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 215/499 4.32G 0.01441 0.01134 0.00357 42 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 215/499 4.32G 0.01441 0.01134 0.00357 42 640: 100%|##########| 40/40 [00:07<00:00, 5.36it/s] 215/499 4.32G 0.01441 0.01134 0.00357 42 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.85it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.82it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.42it/s] all 132 263 0.878 0.84 0.883 0.771 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 216/499 4.32G 0.01591 0.01611 0.007003 110 640: 0%| | 0/40 [00:00<?, ?it/s] 216/499 4.32G 0.01591 0.01611 0.007003 110 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 216/499 4.32G 0.01712 0.01383 0.005428 66 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 216/499 4.32G 0.01712 0.01383 0.005428 66 640: 5%|5 | 2/40 [00:00<00:07, 5.32it/s] 216/499 4.32G 0.01647 0.01312 0.005125 69 640: 5%|5 | 2/40 [00:00<00:07, 5.32it/s] 216/499 4.32G 0.01647 0.01312 0.005125 69 640: 8%|7 | 3/40 [00:00<00:06, 5.43it/s] 216/499 4.32G 0.0164 0.01287 0.004429 68 640: 8%|7 | 3/40 [00:00<00:06, 5.43it/s] 216/499 4.32G 0.0164 0.01287 0.004429 68 640: 10%|# | 4/40 [00:00<00:06, 5.24it/s] 216/499 4.32G 0.01616 0.01361 0.004204 94 640: 10%|# | 4/40 [00:00<00:06, 5.24it/s] 216/499 4.32G 0.01616 0.01361 0.004204 94 640: 12%|#2 | 5/40 [00:00<00:06, 5.35it/s] 216/499 4.32G 0.01616 0.01347 0.003881 68 640: 12%|#2 | 5/40 [00:01<00:06, 5.35it/s] 216/499 4.32G 0.01616 0.01347 0.003881 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.40it/s] 216/499 4.32G 0.01619 0.01348 0.004257 84 640: 15%|#5 | 6/40 [00:01<00:06, 5.40it/s] 216/499 4.32G 0.01619 0.01348 0.004257 84 640: 18%|#7 | 7/40 [00:01<00:06, 5.25it/s] 216/499 4.32G 0.01586 0.01297 0.004343 63 640: 18%|#7 | 7/40 [00:01<00:06, 5.25it/s] 216/499 4.32G 0.01586 0.01297 0.004343 63 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 216/499 4.32G 0.01588 0.01263 0.004343 59 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 216/499 4.32G 0.01588 0.01263 0.004343 59 640: 22%|##2 | 9/40 [00:01<00:05, 5.40it/s] 216/499 4.32G 0.01555 0.0126 0.004267 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.40it/s] 216/499 4.32G 0.01555 0.0126 0.004267 78 640: 25%|##5 | 10/40 [00:01<00:05, 5.26it/s] 216/499 4.32G 0.0155 0.01261 0.004229 82 640: 25%|##5 | 10/40 [00:02<00:05, 5.26it/s] 216/499 4.32G 0.0155 0.01261 0.004229 82 640: 28%|##7 | 11/40 [00:02<00:05, 5.34it/s] 216/499 4.32G 0.01539 0.01241 0.004469 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.34it/s] 216/499 4.32G 0.01539 0.01241 0.004469 72 640: 30%|### | 12/40 [00:02<00:05, 5.41it/s] 216/499 4.32G 0.01537 0.01256 0.004522 90 640: 30%|### | 12/40 [00:02<00:05, 5.41it/s] 216/499 4.32G 0.01537 0.01256 0.004522 90 640: 32%|###2 | 13/40 [00:02<00:05, 5.27it/s] 216/499 4.32G 0.01516 0.01238 0.004371 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.27it/s] 216/499 4.32G 0.01516 0.01238 0.004371 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 216/499 4.32G 0.01513 0.01223 0.00424 67 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 216/499 4.32G 0.01513 0.01223 0.00424 67 640: 38%|###7 | 15/40 [00:02<00:04, 5.36it/s] 216/499 4.32G 0.01509 0.01199 0.004106 57 640: 38%|###7 | 15/40 [00:03<00:04, 5.36it/s] 216/499 4.32G 0.01509 0.01199 0.004106 57 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 216/499 4.32G 0.01509 0.01215 0.004001 87 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 216/499 4.32G 0.01509 0.01215 0.004001 87 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 216/499 4.32G 0.01499 0.01201 0.003863 70 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 216/499 4.32G 0.01499 0.01201 0.003863 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 216/499 4.32G 0.01491 0.01188 0.003761 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 216/499 4.32G 0.01491 0.01188 0.003761 72 640: 48%|####7 | 19/40 [00:03<00:04, 5.20it/s] 216/499 4.32G 0.01485 0.01186 0.003726 71 640: 48%|####7 | 19/40 [00:03<00:04, 5.20it/s] 216/499 4.32G 0.01485 0.01186 0.003726 71 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 216/499 4.32G 0.01486 0.01187 0.003773 82 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 216/499 4.32G 0.01486 0.01187 0.003773 82 640: 52%|#####2 | 21/40 [00:03<00:03, 5.35it/s] 216/499 4.32G 0.01483 0.01187 0.003744 79 640: 52%|#####2 | 21/40 [00:04<00:03, 5.35it/s] 216/499 4.32G 0.01483 0.01187 0.003744 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 216/499 4.32G 0.01479 0.01193 0.003698 82 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 216/499 4.32G 0.01479 0.01193 0.003698 82 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 216/499 4.32G 0.01487 0.01187 0.003664 71 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 216/499 4.32G 0.01487 0.01187 0.003664 71 640: 60%|###### | 24/40 [00:04<00:02, 5.38it/s] 216/499 4.32G 0.01489 0.01183 0.003641 75 640: 60%|###### | 24/40 [00:04<00:02, 5.38it/s] 216/499 4.32G 0.01489 0.01183 0.003641 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 216/499 4.32G 0.0149 0.01185 0.003725 86 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 216/499 4.32G 0.0149 0.01185 0.003725 86 640: 65%|######5 | 26/40 [00:04<00:02, 5.33it/s] 216/499 4.32G 0.01484 0.01181 0.003825 75 640: 65%|######5 | 26/40 [00:05<00:02, 5.33it/s] 216/499 4.32G 0.01484 0.01181 0.003825 75 640: 68%|######7 | 27/40 [00:05<00:02, 5.39it/s] 216/499 4.32G 0.01479 0.01184 0.00383 77 640: 68%|######7 | 27/40 [00:05<00:02, 5.39it/s] 216/499 4.32G 0.01479 0.01184 0.00383 77 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 216/499 4.32G 0.01477 0.01192 0.003813 84 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 216/499 4.32G 0.01477 0.01192 0.003813 84 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 216/499 4.32G 0.01468 0.01184 0.003736 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 216/499 4.32G 0.01468 0.01184 0.003736 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.36it/s] 216/499 4.32G 0.01466 0.01187 0.003725 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.36it/s] 216/499 4.32G 0.01466 0.01187 0.003725 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.20it/s] 216/499 4.32G 0.01465 0.01185 0.00366 73 640: 78%|#######7 | 31/40 [00:06<00:01, 5.20it/s] 216/499 4.32G 0.01465 0.01185 0.00366 73 640: 80%|######## | 32/40 [00:06<00:01, 5.23it/s] 216/499 4.32G 0.01457 0.01175 0.00357 65 640: 80%|######## | 32/40 [00:06<00:01, 5.23it/s] 216/499 4.32G 0.01457 0.01175 0.00357 65 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 216/499 4.32G 0.01456 0.0117 0.003516 63 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 216/499 4.32G 0.01456 0.0117 0.003516 63 640: 85%|########5 | 34/40 [00:06<00:01, 5.18it/s] 216/499 4.32G 0.01458 0.01175 0.003443 80 640: 85%|########5 | 34/40 [00:06<00:01, 5.18it/s] 216/499 4.32G 0.01458 0.01175 0.003443 80 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 216/499 4.32G 0.01454 0.01171 0.003376 72 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 216/499 4.32G 0.01454 0.01171 0.003376 72 640: 90%|######### | 36/40 [00:06<00:00, 5.31it/s] 216/499 4.32G 0.01459 0.01171 0.00345 74 640: 90%|######### | 36/40 [00:07<00:00, 5.31it/s] 216/499 4.32G 0.01459 0.01171 0.00345 74 640: 92%|#########2| 37/40 [00:07<00:00, 5.09it/s] 216/499 4.32G 0.0146 0.01165 0.0034 66 640: 92%|#########2| 37/40 [00:07<00:00, 5.09it/s] 216/499 4.32G 0.0146 0.01165 0.0034 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.17it/s] 216/499 4.32G 0.01463 0.01171 0.003371 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.17it/s] 216/499 4.32G 0.01463 0.01171 0.003371 79 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 216/499 4.32G 0.01462 0.0117 0.003355 32 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 216/499 4.32G 0.01462 0.0117 0.003355 32 640: 100%|##########| 40/40 [00:07<00:00, 5.21it/s] 216/499 4.32G 0.01462 0.0117 0.003355 32 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.82it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.82it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.82it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.80it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.38it/s] all 132 263 0.878 0.858 0.888 0.761 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 217/499 4.32G 0.01669 0.01162 0.007209 64 640: 0%| | 0/40 [00:00<?, ?it/s] 217/499 4.32G 0.01669 0.01162 0.007209 64 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 217/499 4.32G 0.01527 0.01287 0.00522 77 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 217/499 4.32G 0.01527 0.01287 0.00522 77 640: 5%|5 | 2/40 [00:00<00:06, 5.55it/s] 217/499 4.32G 0.01527 0.01308 0.004817 80 640: 5%|5 | 2/40 [00:00<00:06, 5.55it/s] 217/499 4.32G 0.01527 0.01308 0.004817 80 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 217/499 4.32G 0.01498 0.01208 0.004461 63 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 217/499 4.32G 0.01498 0.01208 0.004461 63 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 217/499 4.32G 0.0147 0.01158 0.003724 70 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 217/499 4.32G 0.0147 0.01158 0.003724 70 640: 12%|#2 | 5/40 [00:00<00:06, 5.35it/s] 217/499 4.32G 0.01465 0.01127 0.003404 58 640: 12%|#2 | 5/40 [00:01<00:06, 5.35it/s] 217/499 4.32G 0.01465 0.01127 0.003404 58 640: 15%|#5 | 6/40 [00:01<00:06, 5.18it/s] 217/499 4.32G 0.01463 0.01083 0.003184 61 640: 15%|#5 | 6/40 [00:01<00:06, 5.18it/s] 217/499 4.32G 0.01463 0.01083 0.003184 61 640: 18%|#7 | 7/40 [00:01<00:06, 5.28it/s] 217/499 4.32G 0.01448 0.0112 0.003105 85 640: 18%|#7 | 7/40 [00:01<00:06, 5.28it/s] 217/499 4.32G 0.01448 0.0112 0.003105 85 640: 20%|## | 8/40 [00:01<00:05, 5.35it/s] 217/499 4.32G 0.01439 0.0112 0.003378 65 640: 20%|## | 8/40 [00:01<00:05, 5.35it/s] 217/499 4.32G 0.01439 0.0112 0.003378 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 217/499 4.32G 0.01428 0.01119 0.003154 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 217/499 4.32G 0.01428 0.01119 0.003154 71 640: 25%|##5 | 10/40 [00:01<00:05, 5.32it/s] 217/499 4.32G 0.01438 0.01138 0.003119 81 640: 25%|##5 | 10/40 [00:02<00:05, 5.32it/s] 217/499 4.32G 0.01438 0.01138 0.003119 81 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 217/499 4.32G 0.01436 0.01138 0.003193 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 217/499 4.32G 0.01436 0.01138 0.003193 72 640: 30%|### | 12/40 [00:02<00:05, 5.24it/s] 217/499 4.32G 0.01443 0.01137 0.003157 71 640: 30%|### | 12/40 [00:02<00:05, 5.24it/s] 217/499 4.32G 0.01443 0.01137 0.003157 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 217/499 4.32G 0.01433 0.01128 0.003083 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 217/499 4.32G 0.01433 0.01128 0.003083 72 640: 35%|###5 | 14/40 [00:02<00:04, 5.39it/s] 217/499 4.32G 0.01421 0.01134 0.003082 81 640: 35%|###5 | 14/40 [00:02<00:04, 5.39it/s] 217/499 4.32G 0.01421 0.01134 0.003082 81 640: 38%|###7 | 15/40 [00:02<00:04, 5.20it/s] 217/499 4.32G 0.01424 0.01157 0.002988 96 640: 38%|###7 | 15/40 [00:03<00:04, 5.20it/s] 217/499 4.32G 0.01424 0.01157 0.002988 96 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 217/499 4.32G 0.01421 0.01149 0.002878 72 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 217/499 4.32G 0.01421 0.01149 0.002878 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 217/499 4.32G 0.01428 0.01145 0.002977 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 217/499 4.32G 0.01428 0.01145 0.002977 71 640: 45%|####5 | 18/40 [00:03<00:04, 5.19it/s] 217/499 4.32G 0.01428 0.01145 0.002988 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.19it/s] 217/499 4.32G 0.01428 0.01145 0.002988 80 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 217/499 4.32G 0.01413 0.01141 0.00304 77 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 217/499 4.32G 0.01413 0.01141 0.00304 77 640: 50%|##### | 20/40 [00:03<00:03, 5.33it/s] 217/499 4.32G 0.01414 0.0113 0.003149 62 640: 50%|##### | 20/40 [00:03<00:03, 5.33it/s] 217/499 4.32G 0.01414 0.0113 0.003149 62 640: 52%|#####2 | 21/40 [00:03<00:03, 5.22it/s] 217/499 4.32G 0.0141 0.01141 0.003053 95 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 217/499 4.32G 0.0141 0.01141 0.003053 95 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 217/499 4.32G 0.01418 0.01142 0.003083 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 217/499 4.32G 0.01418 0.01142 0.003083 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 217/499 4.32G 0.0142 0.01142 0.003013 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 217/499 4.32G 0.0142 0.01142 0.003013 72 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 217/499 4.32G 0.01419 0.01147 0.003026 93 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 217/499 4.32G 0.01419 0.01147 0.003026 93 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 217/499 4.32G 0.01413 0.01141 0.002994 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 217/499 4.32G 0.01413 0.01141 0.002994 69 640: 65%|######5 | 26/40 [00:04<00:02, 5.34it/s] 217/499 4.32G 0.01417 0.01135 0.003148 62 640: 65%|######5 | 26/40 [00:05<00:02, 5.34it/s] 217/499 4.32G 0.01417 0.01135 0.003148 62 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 217/499 4.32G 0.01419 0.01128 0.003161 62 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 217/499 4.32G 0.01419 0.01128 0.003161 62 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 217/499 4.32G 0.01411 0.01128 0.003121 81 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 217/499 4.32G 0.01411 0.01128 0.003121 81 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 217/499 4.32G 0.0141 0.01135 0.003229 93 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 217/499 4.32G 0.0141 0.01135 0.003229 93 640: 75%|#######5 | 30/40 [00:05<00:01, 5.15it/s] 217/499 4.32G 0.01407 0.01126 0.00319 63 640: 75%|#######5 | 30/40 [00:05<00:01, 5.15it/s] 217/499 4.32G 0.01407 0.01126 0.00319 63 640: 78%|#######7 | 31/40 [00:05<00:01, 5.23it/s] 217/499 4.32G 0.01402 0.01117 0.003135 61 640: 78%|#######7 | 31/40 [00:06<00:01, 5.23it/s] 217/499 4.32G 0.01402 0.01117 0.003135 61 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 217/499 4.32G 0.01405 0.01124 0.003115 80 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 217/499 4.32G 0.01405 0.01124 0.003115 80 640: 82%|########2 | 33/40 [00:06<00:01, 5.16it/s] 217/499 4.32G 0.01404 0.01138 0.003098 107 640: 82%|########2 | 33/40 [00:06<00:01, 5.16it/s] 217/499 4.32G 0.01404 0.01138 0.003098 107 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 217/499 4.32G 0.01401 0.01141 0.003112 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 217/499 4.32G 0.01401 0.01141 0.003112 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 217/499 4.32G 0.01398 0.01138 0.003119 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 217/499 4.32G 0.01398 0.01138 0.003119 74 640: 90%|######### | 36/40 [00:06<00:00, 5.11it/s] 217/499 4.32G 0.01398 0.01136 0.003092 72 640: 90%|######### | 36/40 [00:07<00:00, 5.11it/s] 217/499 4.32G 0.01398 0.01136 0.003092 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.23it/s] 217/499 4.32G 0.01398 0.01133 0.003038 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.23it/s] 217/499 4.32G 0.01398 0.01133 0.003038 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 217/499 4.32G 0.01393 0.01123 0.002979 57 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 217/499 4.32G 0.01393 0.01123 0.002979 57 640: 98%|#########7| 39/40 [00:07<00:00, 5.14it/s] 217/499 4.32G 0.01401 0.01128 0.003053 35 640: 98%|#########7| 39/40 [00:07<00:00, 5.14it/s] 217/499 4.32G 0.01401 0.01128 0.003053 35 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] 217/499 4.32G 0.01401 0.01128 0.003053 35 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.83it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.86it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.82it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.41it/s] all 132 263 0.884 0.851 0.872 0.753 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 218/499 4.32G 0.01346 0.01238 0.001901 78 640: 0%| | 0/40 [00:00<?, ?it/s] 218/499 4.32G 0.01346 0.01238 0.001901 78 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 218/499 4.32G 0.01335 0.01216 0.002641 80 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 218/499 4.32G 0.01335 0.01216 0.002641 80 640: 5%|5 | 2/40 [00:00<00:07, 5.15it/s] 218/499 4.32G 0.01329 0.01225 0.002245 81 640: 5%|5 | 2/40 [00:00<00:07, 5.15it/s] 218/499 4.32G 0.01329 0.01225 0.002245 81 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 218/499 4.32G 0.01327 0.01223 0.003572 83 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 218/499 4.32G 0.01327 0.01223 0.003572 83 640: 10%|# | 4/40 [00:00<00:06, 5.44it/s] 218/499 4.32G 0.01315 0.0121 0.003086 75 640: 10%|# | 4/40 [00:00<00:06, 5.44it/s] 218/499 4.32G 0.01315 0.0121 0.003086 75 640: 12%|#2 | 5/40 [00:00<00:06, 5.28it/s] 218/499 4.32G 0.01322 0.01192 0.002959 77 640: 12%|#2 | 5/40 [00:01<00:06, 5.28it/s] 218/499 4.32G 0.01322 0.01192 0.002959 77 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 218/499 4.32G 0.01298 0.0119 0.002863 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 218/499 4.32G 0.01298 0.0119 0.002863 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.42it/s] 218/499 4.32G 0.01294 0.01186 0.002802 87 640: 18%|#7 | 7/40 [00:01<00:06, 5.42it/s] 218/499 4.32G 0.01294 0.01186 0.002802 87 640: 20%|## | 8/40 [00:01<00:06, 5.25it/s] 218/499 4.32G 0.01313 0.01152 0.002766 58 640: 20%|## | 8/40 [00:01<00:06, 5.25it/s] 218/499 4.32G 0.01313 0.01152 0.002766 58 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 218/499 4.32G 0.01291 0.01124 0.002734 59 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 218/499 4.32G 0.01291 0.01124 0.002734 59 640: 25%|##5 | 10/40 [00:01<00:05, 5.40it/s] 218/499 4.32G 0.01308 0.0112 0.002705 67 640: 25%|##5 | 10/40 [00:02<00:05, 5.40it/s] 218/499 4.32G 0.01308 0.0112 0.002705 67 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 218/499 4.32G 0.01312 0.01123 0.002741 76 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 218/499 4.32G 0.01312 0.01123 0.002741 76 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 218/499 4.32G 0.01312 0.01123 0.002744 76 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 218/499 4.32G 0.01312 0.01123 0.002744 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.38it/s] 218/499 4.32G 0.0131 0.01121 0.002628 79 640: 32%|###2 | 13/40 [00:02<00:05, 5.38it/s] 218/499 4.32G 0.0131 0.01121 0.002628 79 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 218/499 4.32G 0.01322 0.01103 0.002786 52 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 218/499 4.32G 0.01322 0.01103 0.002786 52 640: 38%|###7 | 15/40 [00:02<00:04, 5.29it/s] 218/499 4.32G 0.01326 0.01108 0.002637 73 640: 38%|###7 | 15/40 [00:03<00:04, 5.29it/s] 218/499 4.32G 0.01326 0.01108 0.002637 73 640: 40%|#### | 16/40 [00:03<00:04, 5.27it/s] 218/499 4.32G 0.01328 0.01108 0.002615 72 640: 40%|#### | 16/40 [00:03<00:04, 5.27it/s] 218/499 4.32G 0.01328 0.01108 0.002615 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.18it/s] 218/499 4.32G 0.01324 0.01101 0.002798 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.18it/s] 218/499 4.32G 0.01324 0.01101 0.002798 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 218/499 4.32G 0.01327 0.01108 0.00285 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 218/499 4.32G 0.01327 0.01108 0.00285 79 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 218/499 4.32G 0.01314 0.01094 0.002828 60 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 218/499 4.32G 0.01314 0.01094 0.002828 60 640: 50%|##### | 20/40 [00:03<00:03, 5.17it/s] 218/499 4.32G 0.01317 0.01086 0.002849 69 640: 50%|##### | 20/40 [00:03<00:03, 5.17it/s] 218/499 4.32G 0.01317 0.01086 0.002849 69 640: 52%|#####2 | 21/40 [00:03<00:03, 5.26it/s] 218/499 4.32G 0.01313 0.01087 0.002822 82 640: 52%|#####2 | 21/40 [00:04<00:03, 5.26it/s] 218/499 4.32G 0.01313 0.01087 0.002822 82 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 218/499 4.32G 0.01317 0.01082 0.002784 68 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 218/499 4.32G 0.01317 0.01082 0.002784 68 640: 57%|#####7 | 23/40 [00:04<00:03, 5.19it/s] 218/499 4.32G 0.01318 0.01097 0.002783 85 640: 57%|#####7 | 23/40 [00:04<00:03, 5.19it/s] 218/499 4.32G 0.01318 0.01097 0.002783 85 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 218/499 4.32G 0.01325 0.01102 0.002902 87 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 218/499 4.32G 0.01325 0.01102 0.002902 87 640: 62%|######2 | 25/40 [00:04<00:02, 5.37it/s] 218/499 4.32G 0.01317 0.01097 0.002812 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.37it/s] 218/499 4.32G 0.01317 0.01097 0.002812 74 640: 65%|######5 | 26/40 [00:04<00:02, 5.21it/s] 218/499 4.32G 0.01321 0.01101 0.002914 81 640: 65%|######5 | 26/40 [00:05<00:02, 5.21it/s] 218/499 4.32G 0.01321 0.01101 0.002914 81 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 218/499 4.32G 0.0132 0.01103 0.002925 84 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 218/499 4.32G 0.0132 0.01103 0.002925 84 640: 70%|####### | 28/40 [00:05<00:02, 5.33it/s] 218/499 4.32G 0.01325 0.01108 0.002989 78 640: 70%|####### | 28/40 [00:05<00:02, 5.33it/s] 218/499 4.32G 0.01325 0.01108 0.002989 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 218/499 4.32G 0.01331 0.01102 0.002991 60 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 218/499 4.32G 0.01331 0.01102 0.002991 60 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 218/499 4.32G 0.01332 0.01101 0.002955 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 218/499 4.32G 0.01332 0.01101 0.002955 73 640: 78%|#######7 | 31/40 [00:05<00:01, 5.31it/s] 218/499 4.32G 0.01331 0.01097 0.003048 72 640: 78%|#######7 | 31/40 [00:06<00:01, 5.31it/s] 218/499 4.32G 0.01331 0.01097 0.003048 72 640: 80%|######## | 32/40 [00:06<00:01, 5.17it/s] 218/499 4.32G 0.0133 0.01104 0.003013 87 640: 80%|######## | 32/40 [00:06<00:01, 5.17it/s] 218/499 4.32G 0.0133 0.01104 0.003013 87 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 218/499 4.32G 0.01331 0.01108 0.003098 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 218/499 4.32G 0.01331 0.01108 0.003098 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 218/499 4.32G 0.01331 0.01109 0.003167 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 218/499 4.32G 0.01331 0.01109 0.003167 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 218/499 4.32G 0.01331 0.01106 0.003117 70 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 218/499 4.32G 0.01331 0.01106 0.003117 70 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 218/499 4.32G 0.01328 0.01104 0.003058 73 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 218/499 4.32G 0.01328 0.01104 0.003058 73 640: 92%|#########2| 37/40 [00:06<00:00, 5.34it/s] 218/499 4.32G 0.01331 0.01105 0.003133 69 640: 92%|#########2| 37/40 [00:07<00:00, 5.34it/s] 218/499 4.32G 0.01331 0.01105 0.003133 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 218/499 4.32G 0.01328 0.01105 0.003097 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 218/499 4.32G 0.01328 0.01105 0.003097 70 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 218/499 4.32G 0.01325 0.01103 0.003037 36 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 218/499 4.32G 0.01325 0.01103 0.003037 36 640: 100%|##########| 40/40 [00:07<00:00, 5.44it/s] 218/499 4.32G 0.01325 0.01103 0.003037 36 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.86it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.80it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.40it/s] all 132 263 0.918 0.874 0.893 0.754 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 219/499 4.32G 0.01446 0.01156 0.004553 78 640: 0%| | 0/40 [00:00<?, ?it/s] 219/499 4.32G 0.01446 0.01156 0.004553 78 640: 2%|2 | 1/40 [00:00<00:08, 4.85it/s] 219/499 4.32G 0.01424 0.01123 0.004201 78 640: 2%|2 | 1/40 [00:00<00:08, 4.85it/s] 219/499 4.32G 0.01424 0.01123 0.004201 78 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 219/499 4.32G 0.01435 0.01069 0.004694 62 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 219/499 4.32G 0.01435 0.01069 0.004694 62 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 219/499 4.32G 0.01454 0.0114 0.003843 92 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 219/499 4.32G 0.01454 0.0114 0.003843 92 640: 10%|# | 4/40 [00:00<00:06, 5.16it/s] 219/499 4.32G 0.01453 0.01218 0.003789 97 640: 10%|# | 4/40 [00:00<00:06, 5.16it/s] 219/499 4.32G 0.01453 0.01218 0.003789 97 640: 12%|#2 | 5/40 [00:00<00:06, 5.25it/s] 219/499 4.32G 0.01452 0.01223 0.003437 76 640: 12%|#2 | 5/40 [00:01<00:06, 5.25it/s] 219/499 4.32G 0.01452 0.01223 0.003437 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.31it/s] 219/499 4.32G 0.01417 0.01202 0.003258 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.31it/s] 219/499 4.32G 0.01417 0.01202 0.003258 71 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 219/499 4.32G 0.01406 0.01164 0.003113 66 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 219/499 4.32G 0.01406 0.01164 0.003113 66 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 219/499 4.32G 0.01417 0.01154 0.002989 73 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 219/499 4.32G 0.01417 0.01154 0.002989 73 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 219/499 4.32G 0.01424 0.01152 0.002939 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 219/499 4.32G 0.01424 0.01152 0.002939 70 640: 25%|##5 | 10/40 [00:01<00:05, 5.17it/s] 219/499 4.32G 0.01432 0.01161 0.002821 80 640: 25%|##5 | 10/40 [00:02<00:05, 5.17it/s] 219/499 4.32G 0.01432 0.01161 0.002821 80 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 219/499 4.32G 0.0143 0.01148 0.002945 67 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 219/499 4.32G 0.0143 0.01148 0.002945 67 640: 30%|### | 12/40 [00:02<00:05, 5.28it/s] 219/499 4.32G 0.0142 0.01139 0.003012 66 640: 30%|### | 12/40 [00:02<00:05, 5.28it/s] 219/499 4.32G 0.0142 0.01139 0.003012 66 640: 32%|###2 | 13/40 [00:02<00:05, 5.16it/s] 219/499 4.32G 0.01421 0.01131 0.003225 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.16it/s] 219/499 4.32G 0.01421 0.01131 0.003225 68 640: 35%|###5 | 14/40 [00:02<00:04, 5.25it/s] 219/499 4.32G 0.01421 0.0116 0.003197 91 640: 35%|###5 | 14/40 [00:02<00:04, 5.25it/s] 219/499 4.32G 0.01421 0.0116 0.003197 91 640: 38%|###7 | 15/40 [00:02<00:04, 5.33it/s] 219/499 4.32G 0.01422 0.01167 0.003245 80 640: 38%|###7 | 15/40 [00:03<00:04, 5.33it/s] 219/499 4.32G 0.01422 0.01167 0.003245 80 640: 40%|#### | 16/40 [00:03<00:04, 5.12it/s] 219/499 4.32G 0.01428 0.01172 0.003216 82 640: 40%|#### | 16/40 [00:03<00:04, 5.12it/s] 219/499 4.32G 0.01428 0.01172 0.003216 82 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 219/499 4.32G 0.0141 0.01172 0.003168 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 219/499 4.32G 0.0141 0.01172 0.003168 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 219/499 4.32G 0.01411 0.01186 0.003385 84 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 219/499 4.32G 0.01411 0.01186 0.003385 84 640: 48%|####7 | 19/40 [00:03<00:04, 5.16it/s] 219/499 4.32G 0.0141 0.01191 0.003302 89 640: 48%|####7 | 19/40 [00:03<00:04, 5.16it/s] 219/499 4.32G 0.0141 0.01191 0.003302 89 640: 50%|##### | 20/40 [00:03<00:03, 5.27it/s] 219/499 4.32G 0.01401 0.01191 0.003229 81 640: 50%|##### | 20/40 [00:04<00:03, 5.27it/s] 219/499 4.32G 0.01401 0.01191 0.003229 81 640: 52%|#####2 | 21/40 [00:04<00:03, 5.29it/s] 219/499 4.32G 0.01406 0.01189 0.003248 66 640: 52%|#####2 | 21/40 [00:04<00:03, 5.29it/s] 219/499 4.32G 0.01406 0.01189 0.003248 66 640: 55%|#####5 | 22/40 [00:04<00:03, 5.18it/s] 219/499 4.32G 0.014 0.01184 0.003215 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.18it/s] 219/499 4.32G 0.014 0.01184 0.003215 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 219/499 4.32G 0.01396 0.01186 0.003164 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 219/499 4.32G 0.01396 0.01186 0.003164 79 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 219/499 4.32G 0.01393 0.01181 0.003107 71 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 219/499 4.32G 0.01393 0.01181 0.003107 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.22it/s] 219/499 4.32G 0.01396 0.01181 0.003246 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.22it/s] 219/499 4.32G 0.01396 0.01181 0.003246 72 640: 65%|######5 | 26/40 [00:04<00:02, 5.29it/s] 219/499 4.32G 0.01391 0.01179 0.003203 79 640: 65%|######5 | 26/40 [00:05<00:02, 5.29it/s] 219/499 4.32G 0.01391 0.01179 0.003203 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 219/499 4.32G 0.01393 0.01173 0.003244 60 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 219/499 4.32G 0.01393 0.01173 0.003244 60 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 219/499 4.32G 0.0139 0.01173 0.003209 79 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 219/499 4.32G 0.0139 0.01173 0.003209 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 219/499 4.32G 0.014 0.01164 0.003464 58 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 219/499 4.32G 0.014 0.01164 0.003464 58 640: 75%|#######5 | 30/40 [00:05<00:01, 5.35it/s] 219/499 4.32G 0.014 0.01156 0.003438 67 640: 75%|#######5 | 30/40 [00:05<00:01, 5.35it/s] 219/499 4.32G 0.014 0.01156 0.003438 67 640: 78%|#######7 | 31/40 [00:05<00:01, 5.23it/s] 219/499 4.32G 0.01396 0.0115 0.003365 73 640: 78%|#######7 | 31/40 [00:06<00:01, 5.23it/s] 219/499 4.32G 0.01396 0.0115 0.003365 73 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 219/499 4.32G 0.01393 0.0115 0.003303 83 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 219/499 4.32G 0.01393 0.0115 0.003303 83 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 219/499 4.32G 0.01394 0.01159 0.003268 92 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 219/499 4.32G 0.01394 0.01159 0.003268 92 640: 85%|########5 | 34/40 [00:06<00:01, 5.12it/s] 219/499 4.32G 0.01405 0.0117 0.003341 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.12it/s] 219/499 4.32G 0.01405 0.0117 0.003341 84 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 219/499 4.32G 0.01404 0.01166 0.003352 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 219/499 4.32G 0.01404 0.01166 0.003352 69 640: 90%|######### | 36/40 [00:06<00:00, 5.24it/s] 219/499 4.32G 0.01403 0.01159 0.00333 65 640: 90%|######### | 36/40 [00:07<00:00, 5.24it/s] 219/499 4.32G 0.01403 0.01159 0.00333 65 640: 92%|#########2| 37/40 [00:07<00:00, 5.11it/s] 219/499 4.32G 0.01402 0.01156 0.003293 74 640: 92%|#########2| 37/40 [00:07<00:00, 5.11it/s] 219/499 4.32G 0.01402 0.01156 0.003293 74 640: 95%|#########5| 38/40 [00:07<00:00, 5.22it/s] 219/499 4.32G 0.014 0.01158 0.003277 85 640: 95%|#########5| 38/40 [00:07<00:00, 5.22it/s] 219/499 4.32G 0.014 0.01158 0.003277 85 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 219/499 4.32G 0.01409 0.01168 0.003278 44 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 219/499 4.32G 0.01409 0.01168 0.003278 44 640: 100%|##########| 40/40 [00:07<00:00, 5.23it/s] 219/499 4.32G 0.01409 0.01168 0.003278 44 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.86it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.80it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.41it/s] all 132 263 0.843 0.873 0.883 0.768 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 220/499 4.32G 0.01377 0.01215 0.00257 67 640: 0%| | 0/40 [00:00<?, ?it/s] 220/499 4.32G 0.01377 0.01215 0.00257 67 640: 2%|2 | 1/40 [00:00<00:07, 5.46it/s] 220/499 4.32G 0.01392 0.01199 0.003437 88 640: 2%|2 | 1/40 [00:00<00:07, 5.46it/s] 220/499 4.32G 0.01392 0.01199 0.003437 88 640: 5%|5 | 2/40 [00:00<00:06, 5.49it/s] 220/499 4.32G 0.01396 0.01173 0.003206 69 640: 5%|5 | 2/40 [00:00<00:06, 5.49it/s] 220/499 4.32G 0.01396 0.01173 0.003206 69 640: 8%|7 | 3/40 [00:00<00:07, 5.19it/s] 220/499 4.32G 0.01419 0.01145 0.002766 75 640: 8%|7 | 3/40 [00:00<00:07, 5.19it/s] 220/499 4.32G 0.01419 0.01145 0.002766 75 640: 10%|# | 4/40 [00:00<00:06, 5.30it/s] 220/499 4.32G 0.01391 0.01115 0.00269 62 640: 10%|# | 4/40 [00:00<00:06, 5.30it/s] 220/499 4.32G 0.01391 0.01115 0.00269 62 640: 12%|#2 | 5/40 [00:00<00:06, 5.38it/s] 220/499 4.32G 0.01391 0.01123 0.003497 71 640: 12%|#2 | 5/40 [00:01<00:06, 5.38it/s] 220/499 4.32G 0.01391 0.01123 0.003497 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 220/499 4.32G 0.01392 0.01125 0.003252 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 220/499 4.32G 0.01392 0.01125 0.003252 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 220/499 4.32G 0.01382 0.01126 0.003176 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 220/499 4.32G 0.01382 0.01126 0.003176 69 640: 20%|## | 8/40 [00:01<00:05, 5.38it/s] 220/499 4.32G 0.01399 0.01138 0.003076 77 640: 20%|## | 8/40 [00:01<00:05, 5.38it/s] 220/499 4.32G 0.01399 0.01138 0.003076 77 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 220/499 4.32G 0.01426 0.0115 0.00315 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 220/499 4.32G 0.01426 0.0115 0.00315 69 640: 25%|##5 | 10/40 [00:01<00:05, 5.33it/s] 220/499 4.32G 0.0143 0.01145 0.002988 70 640: 25%|##5 | 10/40 [00:02<00:05, 5.33it/s] 220/499 4.32G 0.0143 0.01145 0.002988 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 220/499 4.32G 0.01436 0.01161 0.003003 84 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 220/499 4.32G 0.01436 0.01161 0.003003 84 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 220/499 4.32G 0.01425 0.01168 0.002972 86 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 220/499 4.32G 0.01425 0.01168 0.002972 86 640: 32%|###2 | 13/40 [00:02<00:05, 5.31it/s] 220/499 4.32G 0.01425 0.01163 0.002866 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.31it/s] 220/499 4.32G 0.01425 0.01163 0.002866 73 640: 35%|###5 | 14/40 [00:02<00:04, 5.37it/s] 220/499 4.32G 0.01436 0.01149 0.002984 57 640: 35%|###5 | 14/40 [00:02<00:04, 5.37it/s] 220/499 4.32G 0.01436 0.01149 0.002984 57 640: 38%|###7 | 15/40 [00:02<00:04, 5.23it/s] 220/499 4.32G 0.01423 0.01151 0.002901 89 640: 38%|###7 | 15/40 [00:03<00:04, 5.23it/s] 220/499 4.32G 0.01423 0.01151 0.002901 89 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 220/499 4.32G 0.01443 0.01147 0.003254 55 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 220/499 4.32G 0.01443 0.01147 0.003254 55 640: 42%|####2 | 17/40 [00:03<00:04, 5.38it/s] 220/499 4.32G 0.01447 0.01153 0.003349 85 640: 42%|####2 | 17/40 [00:03<00:04, 5.38it/s] 220/499 4.32G 0.01447 0.01153 0.003349 85 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 220/499 4.32G 0.01439 0.01137 0.003366 61 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 220/499 4.32G 0.01439 0.01137 0.003366 61 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 220/499 4.32G 0.01423 0.01129 0.003306 75 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 220/499 4.32G 0.01423 0.01129 0.003306 75 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 220/499 4.32G 0.0142 0.01119 0.003444 61 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 220/499 4.32G 0.0142 0.01119 0.003444 61 640: 52%|#####2 | 21/40 [00:03<00:03, 5.22it/s] 220/499 4.32G 0.01414 0.01108 0.003335 71 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 220/499 4.32G 0.01414 0.01108 0.003335 71 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 220/499 4.32G 0.01408 0.01106 0.00326 57 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 220/499 4.32G 0.01408 0.01106 0.00326 57 640: 57%|#####7 | 23/40 [00:04<00:03, 5.35it/s] 220/499 4.32G 0.01409 0.01113 0.003184 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.35it/s] 220/499 4.32G 0.01409 0.01113 0.003184 78 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 220/499 4.32G 0.01404 0.01096 0.003092 51 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 220/499 4.32G 0.01404 0.01096 0.003092 51 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 220/499 4.32G 0.01412 0.01099 0.003286 70 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 220/499 4.32G 0.01412 0.01099 0.003286 70 640: 65%|######5 | 26/40 [00:04<00:02, 5.36it/s] 220/499 4.32G 0.01412 0.01104 0.003292 78 640: 65%|######5 | 26/40 [00:05<00:02, 5.36it/s] 220/499 4.32G 0.01412 0.01104 0.003292 78 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 220/499 4.32G 0.01412 0.01115 0.003218 77 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 220/499 4.32G 0.01412 0.01115 0.003218 77 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 220/499 4.32G 0.01411 0.01118 0.003176 78 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 220/499 4.32G 0.01411 0.01118 0.003176 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.31it/s] 220/499 4.32G 0.01404 0.01113 0.003115 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.31it/s] 220/499 4.32G 0.01404 0.01113 0.003115 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 220/499 4.32G 0.01406 0.01125 0.003316 92 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 220/499 4.32G 0.01406 0.01125 0.003316 92 640: 78%|#######7 | 31/40 [00:05<00:01, 5.25it/s] 220/499 4.32G 0.01404 0.01124 0.003274 77 640: 78%|#######7 | 31/40 [00:06<00:01, 5.25it/s] 220/499 4.32G 0.01404 0.01124 0.003274 77 640: 80%|######## | 32/40 [00:06<00:01, 5.31it/s] 220/499 4.32G 0.01405 0.01124 0.003233 74 640: 80%|######## | 32/40 [00:06<00:01, 5.31it/s] 220/499 4.32G 0.01405 0.01124 0.003233 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.15it/s] 220/499 4.32G 0.01403 0.01121 0.003199 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.15it/s] 220/499 4.32G 0.01403 0.01121 0.003199 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 220/499 4.32G 0.01402 0.0112 0.003169 72 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 220/499 4.32G 0.01402 0.0112 0.003169 72 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 220/499 4.32G 0.01396 0.01116 0.003107 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 220/499 4.32G 0.01396 0.01116 0.003107 71 640: 90%|######### | 36/40 [00:06<00:00, 5.14it/s] 220/499 4.32G 0.01394 0.01114 0.003139 75 640: 90%|######### | 36/40 [00:07<00:00, 5.14it/s] 220/499 4.32G 0.01394 0.01114 0.003139 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 220/499 4.32G 0.01393 0.01124 0.003175 90 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 220/499 4.32G 0.01393 0.01124 0.003175 90 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 220/499 4.32G 0.01394 0.01121 0.003134 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 220/499 4.32G 0.01394 0.01121 0.003134 69 640: 98%|#########7| 39/40 [00:07<00:00, 5.17it/s] 220/499 4.32G 0.01391 0.01121 0.003188 35 640: 98%|#########7| 39/40 [00:07<00:00, 5.17it/s] 220/499 4.32G 0.01391 0.01121 0.003188 35 640: 100%|##########| 40/40 [00:07<00:00, 5.36it/s] 220/499 4.32G 0.01391 0.01121 0.003188 35 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.83it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.80it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.40it/s] all 132 263 0.873 0.864 0.878 0.75 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 221/499 4.32G 0.01091 0.007324 0.004943 62 640: 0%| | 0/40 [00:00<?, ?it/s] 221/499 4.32G 0.01091 0.007324 0.004943 62 640: 2%|2 | 1/40 [00:00<00:07, 5.27it/s] 221/499 4.32G 0.01263 0.00959 0.003336 85 640: 2%|2 | 1/40 [00:00<00:07, 5.27it/s] 221/499 4.32G 0.01263 0.00959 0.003336 85 640: 5%|5 | 2/40 [00:00<00:07, 5.00it/s] 221/499 4.32G 0.01232 0.009328 0.003988 74 640: 5%|5 | 2/40 [00:00<00:07, 5.00it/s] 221/499 4.32G 0.01232 0.009328 0.003988 74 640: 8%|7 | 3/40 [00:00<00:07, 5.20it/s] 221/499 4.32G 0.01229 0.009723 0.003568 79 640: 8%|7 | 3/40 [00:00<00:07, 5.20it/s] 221/499 4.32G 0.01229 0.009723 0.003568 79 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 221/499 4.32G 0.01269 0.00985 0.003608 72 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 221/499 4.32G 0.01269 0.00985 0.003608 72 640: 12%|#2 | 5/40 [00:00<00:06, 5.16it/s] 221/499 4.32G 0.01284 0.01011 0.004406 76 640: 12%|#2 | 5/40 [00:01<00:06, 5.16it/s] 221/499 4.32G 0.01284 0.01011 0.004406 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 221/499 4.32G 0.01304 0.01021 0.004369 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 221/499 4.32G 0.01304 0.01021 0.004369 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 221/499 4.32G 0.01322 0.01048 0.004292 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 221/499 4.32G 0.01322 0.01048 0.004292 70 640: 20%|## | 8/40 [00:01<00:06, 5.21it/s] 221/499 4.32G 0.01325 0.01047 0.004244 73 640: 20%|## | 8/40 [00:01<00:06, 5.21it/s] 221/499 4.32G 0.01325 0.01047 0.004244 73 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 221/499 4.32G 0.01316 0.01039 0.004444 66 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 221/499 4.32G 0.01316 0.01039 0.004444 66 640: 25%|##5 | 10/40 [00:01<00:05, 5.36it/s] 221/499 4.32G 0.01317 0.01035 0.004468 60 640: 25%|##5 | 10/40 [00:02<00:05, 5.36it/s] 221/499 4.32G 0.01317 0.01035 0.004468 60 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 221/499 4.32G 0.01318 0.01032 0.004333 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 221/499 4.32G 0.01318 0.01032 0.004333 70 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 221/499 4.32G 0.01319 0.0103 0.004533 72 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 221/499 4.32G 0.01319 0.0103 0.004533 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 221/499 4.32G 0.0133 0.01051 0.004562 95 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 221/499 4.32G 0.0133 0.01051 0.004562 95 640: 35%|###5 | 14/40 [00:02<00:04, 5.20it/s] 221/499 4.32G 0.01336 0.01054 0.004476 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.20it/s] 221/499 4.32G 0.01336 0.01054 0.004476 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.29it/s] 221/499 4.32G 0.01341 0.01038 0.004294 50 640: 38%|###7 | 15/40 [00:03<00:04, 5.29it/s] 221/499 4.32G 0.01341 0.01038 0.004294 50 640: 40%|#### | 16/40 [00:03<00:04, 5.35it/s] 221/499 4.32G 0.01334 0.01043 0.004205 73 640: 40%|#### | 16/40 [00:03<00:04, 5.35it/s] 221/499 4.32G 0.01334 0.01043 0.004205 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 221/499 4.32G 0.01331 0.01041 0.004112 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 221/499 4.32G 0.01331 0.01041 0.004112 71 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 221/499 4.32G 0.0133 0.01037 0.004 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 221/499 4.32G 0.0133 0.01037 0.004 66 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 221/499 4.32G 0.01332 0.01048 0.003927 83 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 221/499 4.32G 0.01332 0.01048 0.003927 83 640: 50%|##### | 20/40 [00:03<00:03, 5.16it/s] 221/499 4.32G 0.0133 0.01053 0.003806 73 640: 50%|##### | 20/40 [00:03<00:03, 5.16it/s] 221/499 4.32G 0.0133 0.01053 0.003806 73 640: 52%|#####2 | 21/40 [00:03<00:03, 5.24it/s] 221/499 4.32G 0.01333 0.01057 0.003901 74 640: 52%|#####2 | 21/40 [00:04<00:03, 5.24it/s] 221/499 4.32G 0.01333 0.01057 0.003901 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 221/499 4.32G 0.01333 0.0105 0.003846 58 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 221/499 4.32G 0.01333 0.0105 0.003846 58 640: 57%|#####7 | 23/40 [00:04<00:03, 5.15it/s] 221/499 4.32G 0.01333 0.0106 0.003768 89 640: 57%|#####7 | 23/40 [00:04<00:03, 5.15it/s] 221/499 4.32G 0.01333 0.0106 0.003768 89 640: 60%|###### | 24/40 [00:04<00:03, 5.25it/s] 221/499 4.32G 0.01332 0.01053 0.003697 63 640: 60%|###### | 24/40 [00:04<00:03, 5.25it/s] 221/499 4.32G 0.01332 0.01053 0.003697 63 640: 62%|######2 | 25/40 [00:04<00:02, 5.26it/s] 221/499 4.32G 0.0133 0.01058 0.003696 82 640: 62%|######2 | 25/40 [00:04<00:02, 5.26it/s] 221/499 4.32G 0.0133 0.01058 0.003696 82 640: 65%|######5 | 26/40 [00:04<00:02, 5.14it/s] 221/499 4.32G 0.01325 0.01062 0.003679 84 640: 65%|######5 | 26/40 [00:05<00:02, 5.14it/s] 221/499 4.32G 0.01325 0.01062 0.003679 84 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 221/499 4.32G 0.01327 0.01058 0.003617 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 221/499 4.32G 0.01327 0.01058 0.003617 67 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 221/499 4.32G 0.01333 0.01063 0.003627 72 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 221/499 4.32G 0.01333 0.01063 0.003627 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 221/499 4.32G 0.01341 0.01063 0.003625 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 221/499 4.32G 0.01341 0.01063 0.003625 72 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 221/499 4.32G 0.0135 0.01069 0.003562 78 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 221/499 4.32G 0.0135 0.01069 0.003562 78 640: 78%|#######7 | 31/40 [00:05<00:01, 5.31it/s] 221/499 4.32G 0.01348 0.01061 0.003486 55 640: 78%|#######7 | 31/40 [00:06<00:01, 5.31it/s] 221/499 4.32G 0.01348 0.01061 0.003486 55 640: 80%|######## | 32/40 [00:06<00:01, 5.11it/s] 221/499 4.32G 0.0135 0.01066 0.00344 76 640: 80%|######## | 32/40 [00:06<00:01, 5.11it/s] 221/499 4.32G 0.0135 0.01066 0.00344 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 221/499 4.32G 0.0135 0.01063 0.003576 66 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 221/499 4.32G 0.0135 0.01063 0.003576 66 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 221/499 4.32G 0.01349 0.01065 0.003588 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 221/499 4.32G 0.01349 0.01065 0.003588 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.15it/s] 221/499 4.32G 0.01346 0.01065 0.003552 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.15it/s] 221/499 4.32G 0.01346 0.01065 0.003552 81 640: 90%|######### | 36/40 [00:06<00:00, 5.23it/s] 221/499 4.32G 0.01347 0.01071 0.00352 79 640: 90%|######### | 36/40 [00:07<00:00, 5.23it/s] 221/499 4.32G 0.01347 0.01071 0.00352 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.32it/s] 221/499 4.32G 0.01352 0.0107 0.00346 74 640: 92%|#########2| 37/40 [00:07<00:00, 5.32it/s] 221/499 4.32G 0.01352 0.0107 0.00346 74 640: 95%|#########5| 38/40 [00:07<00:00, 5.19it/s] 221/499 4.32G 0.01356 0.01072 0.003448 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.19it/s] 221/499 4.32G 0.01356 0.01072 0.003448 70 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 221/499 4.32G 0.01364 0.01088 0.003513 44 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 221/499 4.32G 0.01364 0.01088 0.003513 44 640: 100%|##########| 40/40 [00:07<00:00, 5.40it/s] 221/499 4.32G 0.01364 0.01088 0.003513 44 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.74it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.85it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.44it/s] all 132 263 0.853 0.853 0.89 0.769 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 222/499 4.32G 0.01373 0.01255 0.004231 78 640: 0%| | 0/40 [00:00<?, ?it/s] 222/499 4.32G 0.01373 0.01255 0.004231 78 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 222/499 4.32G 0.01404 0.01304 0.004596 87 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 222/499 4.32G 0.01404 0.01304 0.004596 87 640: 5%|5 | 2/40 [00:00<00:07, 5.24it/s] 222/499 4.32G 0.01435 0.01337 0.005274 86 640: 5%|5 | 2/40 [00:00<00:07, 5.24it/s] 222/499 4.32G 0.01435 0.01337 0.005274 86 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 222/499 4.32G 0.01383 0.01222 0.004533 60 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 222/499 4.32G 0.01383 0.01222 0.004533 60 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 222/499 4.32G 0.01384 0.01209 0.004437 78 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 222/499 4.32G 0.01384 0.01209 0.004437 78 640: 12%|#2 | 5/40 [00:00<00:06, 5.29it/s] 222/499 4.32G 0.01364 0.01209 0.004122 83 640: 12%|#2 | 5/40 [00:01<00:06, 5.29it/s] 222/499 4.32G 0.01364 0.01209 0.004122 83 640: 15%|#5 | 6/40 [00:01<00:06, 5.37it/s] 222/499 4.32G 0.01374 0.01196 0.004158 77 640: 15%|#5 | 6/40 [00:01<00:06, 5.37it/s] 222/499 4.32G 0.01374 0.01196 0.004158 77 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 222/499 4.32G 0.01352 0.01174 0.003957 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 222/499 4.32G 0.01352 0.01174 0.003957 78 640: 20%|## | 8/40 [00:01<00:06, 5.30it/s] 222/499 4.32G 0.01353 0.01154 0.003832 76 640: 20%|## | 8/40 [00:01<00:06, 5.30it/s] 222/499 4.32G 0.01353 0.01154 0.003832 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 222/499 4.32G 0.01368 0.01166 0.003573 77 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 222/499 4.32G 0.01368 0.01166 0.003573 77 640: 25%|##5 | 10/40 [00:01<00:05, 5.22it/s] 222/499 4.32G 0.01355 0.01159 0.003344 76 640: 25%|##5 | 10/40 [00:02<00:05, 5.22it/s] 222/499 4.32G 0.01355 0.01159 0.003344 76 640: 28%|##7 | 11/40 [00:02<00:05, 5.32it/s] 222/499 4.32G 0.0135 0.01155 0.003186 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.32it/s] 222/499 4.32G 0.0135 0.01155 0.003186 75 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 222/499 4.32G 0.01355 0.01157 0.003064 76 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 222/499 4.32G 0.01355 0.01157 0.003064 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.23it/s] 222/499 4.32G 0.01355 0.01142 0.003001 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.23it/s] 222/499 4.32G 0.01355 0.01142 0.003001 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 222/499 4.32G 0.01367 0.01128 0.003033 67 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 222/499 4.32G 0.01367 0.01128 0.003033 67 640: 38%|###7 | 15/40 [00:02<00:04, 5.37it/s] 222/499 4.32G 0.01369 0.01139 0.003021 83 640: 38%|###7 | 15/40 [00:03<00:04, 5.37it/s] 222/499 4.32G 0.01369 0.01139 0.003021 83 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 222/499 4.32G 0.01357 0.01129 0.00309 71 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 222/499 4.32G 0.01357 0.01129 0.00309 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 222/499 4.32G 0.0136 0.01122 0.003085 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 222/499 4.32G 0.0136 0.01122 0.003085 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.40it/s] 222/499 4.32G 0.01359 0.01126 0.003044 81 640: 45%|####5 | 18/40 [00:03<00:04, 5.40it/s] 222/499 4.32G 0.01359 0.01126 0.003044 81 640: 48%|####7 | 19/40 [00:03<00:03, 5.26it/s] 222/499 4.32G 0.0136 0.01126 0.002988 82 640: 48%|####7 | 19/40 [00:03<00:03, 5.26it/s] 222/499 4.32G 0.0136 0.01126 0.002988 82 640: 50%|##### | 20/40 [00:03<00:03, 5.36it/s] 222/499 4.32G 0.0136 0.01116 0.003078 62 640: 50%|##### | 20/40 [00:03<00:03, 5.36it/s] 222/499 4.32G 0.0136 0.01116 0.003078 62 640: 52%|#####2 | 21/40 [00:03<00:03, 5.40it/s] 222/499 4.32G 0.01362 0.01124 0.003169 87 640: 52%|#####2 | 21/40 [00:04<00:03, 5.40it/s] 222/499 4.32G 0.01362 0.01124 0.003169 87 640: 55%|#####5 | 22/40 [00:04<00:03, 5.17it/s] 222/499 4.32G 0.01375 0.01127 0.003107 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.17it/s] 222/499 4.32G 0.01375 0.01127 0.003107 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 222/499 4.32G 0.01373 0.01141 0.003178 100 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 222/499 4.32G 0.01373 0.01141 0.003178 100 640: 60%|###### | 24/40 [00:04<00:02, 5.36it/s] 222/499 4.32G 0.01376 0.0115 0.003136 82 640: 60%|###### | 24/40 [00:04<00:02, 5.36it/s] 222/499 4.32G 0.01376 0.0115 0.003136 82 640: 62%|######2 | 25/40 [00:04<00:02, 5.22it/s] 222/499 4.32G 0.01377 0.01152 0.003069 85 640: 62%|######2 | 25/40 [00:04<00:02, 5.22it/s] 222/499 4.32G 0.01377 0.01152 0.003069 85 640: 65%|######5 | 26/40 [00:04<00:02, 5.30it/s] 222/499 4.32G 0.0138 0.01155 0.003116 76 640: 65%|######5 | 26/40 [00:05<00:02, 5.30it/s] 222/499 4.32G 0.0138 0.01155 0.003116 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 222/499 4.32G 0.01379 0.01152 0.003133 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 222/499 4.32G 0.01379 0.01152 0.003133 73 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 222/499 4.32G 0.01382 0.01154 0.003192 78 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 222/499 4.32G 0.01382 0.01154 0.003192 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 222/499 4.32G 0.01375 0.01144 0.003147 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 222/499 4.32G 0.01375 0.01144 0.003147 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 222/499 4.32G 0.01376 0.01144 0.003107 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 222/499 4.32G 0.01376 0.01144 0.003107 73 640: 78%|#######7 | 31/40 [00:05<00:01, 5.14it/s] 222/499 4.32G 0.01371 0.01141 0.003088 80 640: 78%|#######7 | 31/40 [00:06<00:01, 5.14it/s] 222/499 4.32G 0.01371 0.01141 0.003088 80 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 222/499 4.32G 0.01372 0.01139 0.003108 66 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 222/499 4.32G 0.01372 0.01139 0.003108 66 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 222/499 4.32G 0.01374 0.01143 0.003078 85 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 222/499 4.32G 0.01374 0.01143 0.003078 85 640: 85%|########5 | 34/40 [00:06<00:01, 5.18it/s] 222/499 4.32G 0.01376 0.01141 0.003092 72 640: 85%|########5 | 34/40 [00:06<00:01, 5.18it/s] 222/499 4.32G 0.01376 0.01141 0.003092 72 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 222/499 4.32G 0.0138 0.01147 0.003118 84 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 222/499 4.32G 0.0138 0.01147 0.003118 84 640: 90%|######### | 36/40 [00:06<00:00, 5.32it/s] 222/499 4.32G 0.01381 0.01149 0.003192 82 640: 90%|######### | 36/40 [00:07<00:00, 5.32it/s] 222/499 4.32G 0.01381 0.01149 0.003192 82 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 222/499 4.32G 0.01382 0.01154 0.003206 86 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 222/499 4.32G 0.01382 0.01154 0.003206 86 640: 95%|#########5| 38/40 [00:07<00:00, 5.23it/s] 222/499 4.32G 0.01386 0.01157 0.003284 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.23it/s] 222/499 4.32G 0.01386 0.01157 0.003284 79 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 222/499 4.32G 0.01382 0.01148 0.003215 28 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 222/499 4.32G 0.01382 0.01148 0.003215 28 640: 100%|##########| 40/40 [00:07<00:00, 5.21it/s] 222/499 4.32G 0.01382 0.01148 0.003215 28 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s] all 132 263 0.888 0.876 0.898 0.765 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 223/499 4.32G 0.01633 0.01329 0.007348 74 640: 0%| | 0/40 [00:00<?, ?it/s] 223/499 4.32G 0.01633 0.01329 0.007348 74 640: 2%|2 | 1/40 [00:00<00:07, 5.44it/s] 223/499 4.32G 0.01427 0.01104 0.004546 62 640: 2%|2 | 1/40 [00:00<00:07, 5.44it/s] 223/499 4.32G 0.01427 0.01104 0.004546 62 640: 5%|5 | 2/40 [00:00<00:06, 5.49it/s] 223/499 4.32G 0.0142 0.01104 0.004365 70 640: 5%|5 | 2/40 [00:00<00:06, 5.49it/s] 223/499 4.32G 0.0142 0.01104 0.004365 70 640: 8%|7 | 3/40 [00:00<00:07, 5.18it/s] 223/499 4.32G 0.01366 0.01108 0.004405 79 640: 8%|7 | 3/40 [00:00<00:07, 5.18it/s] 223/499 4.32G 0.01366 0.01108 0.004405 79 640: 10%|# | 4/40 [00:00<00:06, 5.31it/s] 223/499 4.32G 0.01387 0.01136 0.004068 72 640: 10%|# | 4/40 [00:00<00:06, 5.31it/s] 223/499 4.32G 0.01387 0.01136 0.004068 72 640: 12%|#2 | 5/40 [00:00<00:06, 5.39it/s] 223/499 4.32G 0.01375 0.01143 0.003638 85 640: 12%|#2 | 5/40 [00:01<00:06, 5.39it/s] 223/499 4.32G 0.01375 0.01143 0.003638 85 640: 15%|#5 | 6/40 [00:01<00:06, 5.17it/s] 223/499 4.32G 0.01373 0.01148 0.003481 82 640: 15%|#5 | 6/40 [00:01<00:06, 5.17it/s] 223/499 4.32G 0.01373 0.01148 0.003481 82 640: 18%|#7 | 7/40 [00:01<00:06, 5.26it/s] 223/499 4.32G 0.01372 0.01136 0.003358 82 640: 18%|#7 | 7/40 [00:01<00:06, 5.26it/s] 223/499 4.32G 0.01372 0.01136 0.003358 82 640: 20%|## | 8/40 [00:01<00:05, 5.34it/s] 223/499 4.32G 0.01366 0.01127 0.003242 76 640: 20%|## | 8/40 [00:01<00:05, 5.34it/s] 223/499 4.32G 0.01366 0.01127 0.003242 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 223/499 4.32G 0.01357 0.01118 0.003199 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 223/499 4.32G 0.01357 0.01118 0.003199 65 640: 25%|##5 | 10/40 [00:01<00:05, 5.28it/s] 223/499 4.32G 0.01362 0.01145 0.003231 93 640: 25%|##5 | 10/40 [00:02<00:05, 5.28it/s] 223/499 4.32G 0.01362 0.01145 0.003231 93 640: 28%|##7 | 11/40 [00:02<00:05, 5.36it/s] 223/499 4.32G 0.01354 0.01133 0.003453 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.36it/s] 223/499 4.32G 0.01354 0.01133 0.003453 71 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 223/499 4.32G 0.01359 0.01148 0.003516 91 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 223/499 4.32G 0.01359 0.01148 0.003516 91 640: 32%|###2 | 13/40 [00:02<00:05, 5.29it/s] 223/499 4.32G 0.0136 0.0116 0.003436 92 640: 32%|###2 | 13/40 [00:02<00:05, 5.29it/s] 223/499 4.32G 0.0136 0.0116 0.003436 92 640: 35%|###5 | 14/40 [00:02<00:04, 5.36it/s] 223/499 4.32G 0.01356 0.0115 0.003303 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.36it/s] 223/499 4.32G 0.01356 0.0115 0.003303 74 640: 38%|###7 | 15/40 [00:02<00:04, 5.22it/s] 223/499 4.32G 0.01357 0.01142 0.003168 68 640: 38%|###7 | 15/40 [00:03<00:04, 5.22it/s] 223/499 4.32G 0.01357 0.01142 0.003168 68 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 223/499 4.32G 0.01354 0.01129 0.003349 59 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 223/499 4.32G 0.01354 0.01129 0.003349 59 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 223/499 4.32G 0.01352 0.01121 0.003288 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 223/499 4.32G 0.01352 0.01121 0.003288 71 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 223/499 4.32G 0.01358 0.01123 0.003228 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 223/499 4.32G 0.01358 0.01123 0.003228 72 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 223/499 4.32G 0.01367 0.01111 0.003192 61 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 223/499 4.32G 0.01367 0.01111 0.003192 61 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 223/499 4.32G 0.01366 0.01114 0.003264 73 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 223/499 4.32G 0.01366 0.01114 0.003264 73 640: 52%|#####2 | 21/40 [00:03<00:03, 5.21it/s] 223/499 4.32G 0.01372 0.01119 0.003324 76 640: 52%|#####2 | 21/40 [00:04<00:03, 5.21it/s] 223/499 4.32G 0.01372 0.01119 0.003324 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 223/499 4.32G 0.01372 0.01113 0.003384 71 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 223/499 4.32G 0.01372 0.01113 0.003384 71 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 223/499 4.32G 0.01372 0.01111 0.003421 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 223/499 4.32G 0.01372 0.01111 0.003421 72 640: 60%|###### | 24/40 [00:04<00:03, 5.20it/s] 223/499 4.32G 0.01367 0.01101 0.003358 61 640: 60%|###### | 24/40 [00:04<00:03, 5.20it/s] 223/499 4.32G 0.01367 0.01101 0.003358 61 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 223/499 4.32G 0.01369 0.01107 0.003374 73 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 223/499 4.32G 0.01369 0.01107 0.003374 73 640: 65%|######5 | 26/40 [00:04<00:02, 5.35it/s] 223/499 4.32G 0.01376 0.01108 0.003381 64 640: 65%|######5 | 26/40 [00:05<00:02, 5.35it/s] 223/499 4.32G 0.01376 0.01108 0.003381 64 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 223/499 4.32G 0.0137 0.01097 0.003298 57 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 223/499 4.32G 0.0137 0.01097 0.003298 57 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 223/499 4.32G 0.01363 0.01095 0.003221 76 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 223/499 4.32G 0.01363 0.01095 0.003221 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 223/499 4.32G 0.0136 0.01096 0.003173 84 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 223/499 4.32G 0.0136 0.01096 0.003173 84 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 223/499 4.32G 0.01364 0.01088 0.003113 50 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 223/499 4.32G 0.01364 0.01088 0.003113 50 640: 78%|#######7 | 31/40 [00:05<00:01, 5.24it/s] 223/499 4.32G 0.01361 0.01083 0.003107 72 640: 78%|#######7 | 31/40 [00:06<00:01, 5.24it/s] 223/499 4.32G 0.01361 0.01083 0.003107 72 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 223/499 4.32G 0.01355 0.01079 0.003105 69 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 223/499 4.32G 0.01355 0.01079 0.003105 69 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 223/499 4.32G 0.01359 0.01082 0.003162 83 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 223/499 4.32G 0.01359 0.01082 0.003162 83 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 223/499 4.32G 0.0136 0.01085 0.003188 81 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 223/499 4.32G 0.0136 0.01085 0.003188 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 223/499 4.32G 0.01362 0.01079 0.003178 65 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 223/499 4.32G 0.01362 0.01079 0.003178 65 640: 90%|######### | 36/40 [00:06<00:00, 5.19it/s] 223/499 4.32G 0.01364 0.01089 0.00315 91 640: 90%|######### | 36/40 [00:07<00:00, 5.19it/s] 223/499 4.32G 0.01364 0.01089 0.00315 91 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 223/499 4.32G 0.01364 0.01086 0.003178 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 223/499 4.32G 0.01364 0.01086 0.003178 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 223/499 4.32G 0.01361 0.01083 0.003136 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 223/499 4.32G 0.01361 0.01083 0.003136 68 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 223/499 4.32G 0.01362 0.01091 0.003101 41 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 223/499 4.32G 0.01362 0.01091 0.003101 41 640: 100%|##########| 40/40 [00:07<00:00, 5.37it/s] 223/499 4.32G 0.01362 0.01091 0.003101 41 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.86it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s] all 132 263 0.912 0.849 0.881 0.754 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 224/499 4.32G 0.01451 0.01332 0.001263 84 640: 0%| | 0/40 [00:00<?, ?it/s] 224/499 4.32G 0.01451 0.01332 0.001263 84 640: 2%|2 | 1/40 [00:00<00:07, 5.46it/s] 224/499 4.32G 0.01539 0.01216 0.002404 66 640: 2%|2 | 1/40 [00:00<00:07, 5.46it/s] 224/499 4.32G 0.01539 0.01216 0.002404 66 640: 5%|5 | 2/40 [00:00<00:07, 5.16it/s] 224/499 4.32G 0.01461 0.01127 0.002716 69 640: 5%|5 | 2/40 [00:00<00:07, 5.16it/s] 224/499 4.32G 0.01461 0.01127 0.002716 69 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 224/499 4.32G 0.01482 0.01135 0.004295 68 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 224/499 4.32G 0.01482 0.01135 0.004295 68 640: 10%|# | 4/40 [00:00<00:06, 5.43it/s] 224/499 4.32G 0.01461 0.01116 0.004543 70 640: 10%|# | 4/40 [00:00<00:06, 5.43it/s] 224/499 4.32G 0.01461 0.01116 0.004543 70 640: 12%|#2 | 5/40 [00:00<00:06, 5.22it/s] 224/499 4.32G 0.01491 0.01122 0.00469 68 640: 12%|#2 | 5/40 [00:01<00:06, 5.22it/s] 224/499 4.32G 0.01491 0.01122 0.00469 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 224/499 4.32G 0.01451 0.01122 0.004298 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 224/499 4.32G 0.01451 0.01122 0.004298 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.40it/s] 224/499 4.32G 0.01437 0.01132 0.004383 82 640: 18%|#7 | 7/40 [00:01<00:06, 5.40it/s] 224/499 4.32G 0.01437 0.01132 0.004383 82 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 224/499 4.32G 0.01439 0.01127 0.004247 67 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 224/499 4.32G 0.01439 0.01127 0.004247 67 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 224/499 4.32G 0.01455 0.01127 0.004202 82 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 224/499 4.32G 0.01455 0.01127 0.004202 82 640: 25%|##5 | 10/40 [00:01<00:05, 5.40it/s] 224/499 4.32G 0.0144 0.01126 0.004247 69 640: 25%|##5 | 10/40 [00:02<00:05, 5.40it/s] 224/499 4.32G 0.0144 0.01126 0.004247 69 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 224/499 4.32G 0.01439 0.01146 0.00407 84 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 224/499 4.32G 0.01439 0.01146 0.00407 84 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 224/499 4.32G 0.01436 0.01133 0.003878 70 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 224/499 4.32G 0.01436 0.01133 0.003878 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.39it/s] 224/499 4.32G 0.01424 0.0112 0.003899 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.39it/s] 224/499 4.32G 0.01424 0.0112 0.003899 68 640: 35%|###5 | 14/40 [00:02<00:05, 5.19it/s] 224/499 4.32G 0.01429 0.01129 0.003985 70 640: 35%|###5 | 14/40 [00:02<00:05, 5.19it/s] 224/499 4.32G 0.01429 0.01129 0.003985 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.29it/s] 224/499 4.32G 0.01416 0.01134 0.003851 80 640: 38%|###7 | 15/40 [00:03<00:04, 5.29it/s] 224/499 4.32G 0.01416 0.01134 0.003851 80 640: 40%|#### | 16/40 [00:03<00:04, 5.34it/s] 224/499 4.32G 0.01414 0.01123 0.003774 62 640: 40%|#### | 16/40 [00:03<00:04, 5.34it/s] 224/499 4.32G 0.01414 0.01123 0.003774 62 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 224/499 4.32G 0.01405 0.01111 0.00375 65 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 224/499 4.32G 0.01405 0.01111 0.00375 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 224/499 4.32G 0.01396 0.01117 0.003691 87 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 224/499 4.32G 0.01396 0.01117 0.003691 87 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 224/499 4.32G 0.01389 0.0111 0.003591 72 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 224/499 4.32G 0.01389 0.0111 0.003591 72 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 224/499 4.32G 0.01382 0.01105 0.003629 77 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 224/499 4.32G 0.01382 0.01105 0.003629 77 640: 52%|#####2 | 21/40 [00:03<00:03, 5.33it/s] 224/499 4.32G 0.01375 0.01101 0.003488 61 640: 52%|#####2 | 21/40 [00:04<00:03, 5.33it/s] 224/499 4.32G 0.01375 0.01101 0.003488 61 640: 55%|#####5 | 22/40 [00:04<00:03, 5.39it/s] 224/499 4.32G 0.01371 0.01102 0.003405 84 640: 55%|#####5 | 22/40 [00:04<00:03, 5.39it/s] 224/499 4.32G 0.01371 0.01102 0.003405 84 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 224/499 4.32G 0.01374 0.01107 0.00346 77 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 224/499 4.32G 0.01374 0.01107 0.00346 77 640: 60%|###### | 24/40 [00:04<00:02, 5.34it/s] 224/499 4.32G 0.01372 0.01106 0.003431 71 640: 60%|###### | 24/40 [00:04<00:02, 5.34it/s] 224/499 4.32G 0.01372 0.01106 0.003431 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.42it/s] 224/499 4.32G 0.01367 0.01106 0.00334 83 640: 62%|######2 | 25/40 [00:04<00:02, 5.42it/s] 224/499 4.32G 0.01367 0.01106 0.00334 83 640: 65%|######5 | 26/40 [00:04<00:02, 5.27it/s] 224/499 4.32G 0.01371 0.01105 0.003383 74 640: 65%|######5 | 26/40 [00:05<00:02, 5.27it/s] 224/499 4.32G 0.01371 0.01105 0.003383 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.37it/s] 224/499 4.32G 0.0138 0.01116 0.003474 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.37it/s] 224/499 4.32G 0.0138 0.01116 0.003474 79 640: 70%|####### | 28/40 [00:05<00:02, 5.42it/s] 224/499 4.32G 0.0138 0.01123 0.003485 85 640: 70%|####### | 28/40 [00:05<00:02, 5.42it/s] 224/499 4.32G 0.0138 0.01123 0.003485 85 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 224/499 4.32G 0.0138 0.01122 0.003528 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 224/499 4.32G 0.0138 0.01122 0.003528 78 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 224/499 4.32G 0.01376 0.01121 0.003483 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 224/499 4.32G 0.01376 0.01121 0.003483 79 640: 78%|#######7 | 31/40 [00:05<00:01, 5.35it/s] 224/499 4.32G 0.0138 0.01121 0.003484 73 640: 78%|#######7 | 31/40 [00:06<00:01, 5.35it/s] 224/499 4.32G 0.0138 0.01121 0.003484 73 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 224/499 4.32G 0.01393 0.0111 0.003561 52 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 224/499 4.32G 0.01393 0.0111 0.003561 52 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 224/499 4.32G 0.01394 0.01114 0.003501 84 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 224/499 4.32G 0.01394 0.01114 0.003501 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.35it/s] 224/499 4.32G 0.01389 0.01114 0.003426 83 640: 85%|########5 | 34/40 [00:06<00:01, 5.35it/s] 224/499 4.32G 0.01389 0.01114 0.003426 83 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 224/499 4.32G 0.01388 0.01114 0.0034 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 224/499 4.32G 0.01388 0.01114 0.0034 73 640: 90%|######### | 36/40 [00:06<00:00, 5.26it/s] 224/499 4.32G 0.01388 0.01113 0.003369 77 640: 90%|######### | 36/40 [00:06<00:00, 5.26it/s] 224/499 4.32G 0.01388 0.01113 0.003369 77 640: 92%|#########2| 37/40 [00:06<00:00, 5.33it/s] 224/499 4.32G 0.01391 0.01114 0.003356 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.33it/s] 224/499 4.32G 0.01391 0.01114 0.003356 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.23it/s] 224/499 4.32G 0.01388 0.01109 0.003319 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.23it/s] 224/499 4.32G 0.01388 0.01109 0.003319 69 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 224/499 4.32G 0.01381 0.01103 0.003534 30 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 224/499 4.32G 0.01381 0.01103 0.003534 30 640: 100%|##########| 40/40 [00:07<00:00, 5.46it/s] 224/499 4.32G 0.01381 0.01103 0.003534 30 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.81it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.885 0.883 0.91 0.783 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 225/499 4.32G 0.01327 0.01232 0.005433 89 640: 0%| | 0/40 [00:00<?, ?it/s] 225/499 4.32G 0.01327 0.01232 0.005433 89 640: 2%|2 | 1/40 [00:00<00:07, 4.90it/s] 225/499 4.32G 0.0133 0.0125 0.004843 78 640: 2%|2 | 1/40 [00:00<00:07, 4.90it/s] 225/499 4.32G 0.0133 0.0125 0.004843 78 640: 5%|5 | 2/40 [00:00<00:07, 5.29it/s] 225/499 4.32G 0.01331 0.01134 0.004459 61 640: 5%|5 | 2/40 [00:00<00:07, 5.29it/s] 225/499 4.32G 0.01331 0.01134 0.004459 61 640: 8%|7 | 3/40 [00:00<00:06, 5.43it/s] 225/499 4.32G 0.0132 0.01117 0.004265 76 640: 8%|7 | 3/40 [00:00<00:06, 5.43it/s] 225/499 4.32G 0.0132 0.01117 0.004265 76 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 225/499 4.32G 0.0131 0.01142 0.004098 86 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 225/499 4.32G 0.0131 0.01142 0.004098 86 640: 12%|#2 | 5/40 [00:00<00:06, 5.30it/s] 225/499 4.32G 0.01312 0.01145 0.004526 77 640: 12%|#2 | 5/40 [00:01<00:06, 5.30it/s] 225/499 4.32G 0.01312 0.01145 0.004526 77 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 225/499 4.32G 0.01304 0.01119 0.004218 59 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 225/499 4.32G 0.01304 0.01119 0.004218 59 640: 18%|#7 | 7/40 [00:01<00:06, 5.20it/s] 225/499 4.32G 0.01317 0.01102 0.003827 66 640: 18%|#7 | 7/40 [00:01<00:06, 5.20it/s] 225/499 4.32G 0.01317 0.01102 0.003827 66 640: 20%|## | 8/40 [00:01<00:06, 5.30it/s] 225/499 4.32G 0.01293 0.01081 0.003561 64 640: 20%|## | 8/40 [00:01<00:06, 5.30it/s] 225/499 4.32G 0.01293 0.01081 0.003561 64 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 225/499 4.32G 0.01316 0.01103 0.003519 77 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 225/499 4.32G 0.01316 0.01103 0.003519 77 640: 25%|##5 | 10/40 [00:01<00:05, 5.25it/s] 225/499 4.32G 0.0132 0.01087 0.003529 64 640: 25%|##5 | 10/40 [00:02<00:05, 5.25it/s] 225/499 4.32G 0.0132 0.01087 0.003529 64 640: 28%|##7 | 11/40 [00:02<00:05, 5.34it/s] 225/499 4.32G 0.01312 0.01086 0.003324 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.34it/s] 225/499 4.32G 0.01312 0.01086 0.003324 74 640: 30%|### | 12/40 [00:02<00:05, 5.39it/s] 225/499 4.32G 0.01301 0.01081 0.003241 73 640: 30%|### | 12/40 [00:02<00:05, 5.39it/s] 225/499 4.32G 0.01301 0.01081 0.003241 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 225/499 4.32G 0.01302 0.01072 0.003101 64 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 225/499 4.32G 0.01302 0.01072 0.003101 64 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 225/499 4.32G 0.01301 0.01057 0.003056 63 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 225/499 4.32G 0.01301 0.01057 0.003056 63 640: 38%|###7 | 15/40 [00:02<00:04, 5.36it/s] 225/499 4.32G 0.01303 0.0105 0.002917 65 640: 38%|###7 | 15/40 [00:03<00:04, 5.36it/s] 225/499 4.32G 0.01303 0.0105 0.002917 65 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 225/499 4.32G 0.01308 0.01062 0.002918 86 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 225/499 4.32G 0.01308 0.01062 0.002918 86 640: 42%|####2 | 17/40 [00:03<00:04, 5.28it/s] 225/499 4.32G 0.0132 0.01068 0.003096 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.28it/s] 225/499 4.32G 0.0132 0.01068 0.003096 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.36it/s] 225/499 4.32G 0.01319 0.01069 0.00307 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.36it/s] 225/499 4.32G 0.01319 0.01069 0.00307 69 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 225/499 4.32G 0.01325 0.01073 0.00309 77 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 225/499 4.32G 0.01325 0.01073 0.00309 77 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 225/499 4.32G 0.01327 0.01083 0.003044 91 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 225/499 4.32G 0.01327 0.01083 0.003044 91 640: 52%|#####2 | 21/40 [00:03<00:03, 5.37it/s] 225/499 4.32G 0.01331 0.01085 0.003039 77 640: 52%|#####2 | 21/40 [00:04<00:03, 5.37it/s] 225/499 4.32G 0.01331 0.01085 0.003039 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 225/499 4.32G 0.01338 0.01091 0.00315 71 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 225/499 4.32G 0.01338 0.01091 0.00315 71 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 225/499 4.32G 0.01338 0.01091 0.00315 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 225/499 4.32G 0.01338 0.01091 0.00315 73 640: 60%|###### | 24/40 [00:04<00:02, 5.39it/s] 225/499 4.32G 0.0134 0.0109 0.003292 69 640: 60%|###### | 24/40 [00:04<00:02, 5.39it/s] 225/499 4.32G 0.0134 0.0109 0.003292 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 225/499 4.32G 0.01335 0.01101 0.003281 100 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 225/499 4.32G 0.01335 0.01101 0.003281 100 640: 65%|######5 | 26/40 [00:04<00:02, 5.33it/s] 225/499 4.32G 0.01327 0.01101 0.003187 74 640: 65%|######5 | 26/40 [00:05<00:02, 5.33it/s] 225/499 4.32G 0.01327 0.01101 0.003187 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.37it/s] 225/499 4.32G 0.01331 0.01113 0.003167 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.37it/s] 225/499 4.32G 0.01331 0.01113 0.003167 82 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 225/499 4.32G 0.0134 0.01109 0.003105 71 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 225/499 4.32G 0.0134 0.01109 0.003105 71 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 225/499 4.32G 0.01343 0.01109 0.003215 80 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 225/499 4.32G 0.01343 0.01109 0.003215 80 640: 75%|#######5 | 30/40 [00:05<00:01, 5.38it/s] 225/499 4.32G 0.01343 0.01111 0.003183 80 640: 75%|#######5 | 30/40 [00:05<00:01, 5.38it/s] 225/499 4.32G 0.01343 0.01111 0.003183 80 640: 78%|#######7 | 31/40 [00:05<00:01, 5.19it/s] 225/499 4.32G 0.01344 0.01118 0.003223 87 640: 78%|#######7 | 31/40 [00:06<00:01, 5.19it/s] 225/499 4.32G 0.01344 0.01118 0.003223 87 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 225/499 4.32G 0.01346 0.0112 0.003256 72 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 225/499 4.32G 0.01346 0.0112 0.003256 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.34it/s] 225/499 4.32G 0.01346 0.01119 0.003246 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.34it/s] 225/499 4.32G 0.01346 0.01119 0.003246 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.21it/s] 225/499 4.32G 0.01351 0.01126 0.003259 88 640: 85%|########5 | 34/40 [00:06<00:01, 5.21it/s] 225/499 4.32G 0.01351 0.01126 0.003259 88 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 225/499 4.32G 0.01349 0.01123 0.003184 70 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 225/499 4.32G 0.01349 0.01123 0.003184 70 640: 90%|######### | 36/40 [00:06<00:00, 5.34it/s] 225/499 4.32G 0.01349 0.01119 0.003153 74 640: 90%|######### | 36/40 [00:06<00:00, 5.34it/s] 225/499 4.32G 0.01349 0.01119 0.003153 74 640: 92%|#########2| 37/40 [00:06<00:00, 5.21it/s] 225/499 4.32G 0.01347 0.01125 0.003123 91 640: 92%|#########2| 37/40 [00:07<00:00, 5.21it/s] 225/499 4.32G 0.01347 0.01125 0.003123 91 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 225/499 4.32G 0.01348 0.01127 0.003086 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 225/499 4.32G 0.01348 0.01127 0.003086 72 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 225/499 4.32G 0.01342 0.01129 0.003083 45 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 225/499 4.32G 0.01342 0.01129 0.003083 45 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] 225/499 4.32G 0.01342 0.01129 0.003083 45 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s] all 132 263 0.874 0.866 0.909 0.771 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 226/499 4.32G 0.0152 0.01239 0.004881 83 640: 0%| | 0/40 [00:00<?, ?it/s] 226/499 4.32G 0.0152 0.01239 0.004881 83 640: 2%|2 | 1/40 [00:00<00:07, 5.46it/s] 226/499 4.32G 0.01467 0.01146 0.004241 73 640: 2%|2 | 1/40 [00:00<00:07, 5.46it/s] 226/499 4.32G 0.01467 0.01146 0.004241 73 640: 5%|5 | 2/40 [00:00<00:06, 5.49it/s] 226/499 4.32G 0.01471 0.01138 0.003689 64 640: 5%|5 | 2/40 [00:00<00:06, 5.49it/s] 226/499 4.32G 0.01471 0.01138 0.003689 64 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 226/499 4.32G 0.01432 0.01126 0.003488 81 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 226/499 4.32G 0.01432 0.01126 0.003488 81 640: 10%|# | 4/40 [00:00<00:06, 5.36it/s] 226/499 4.32G 0.01416 0.01178 0.003214 89 640: 10%|# | 4/40 [00:00<00:06, 5.36it/s] 226/499 4.32G 0.01416 0.01178 0.003214 89 640: 12%|#2 | 5/40 [00:00<00:06, 5.42it/s] 226/499 4.32G 0.01393 0.01225 0.003099 102 640: 12%|#2 | 5/40 [00:01<00:06, 5.42it/s] 226/499 4.32G 0.01393 0.01225 0.003099 102 640: 15%|#5 | 6/40 [00:01<00:06, 5.28it/s] 226/499 4.32G 0.01415 0.01206 0.00304 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.28it/s] 226/499 4.32G 0.01415 0.01206 0.00304 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 226/499 4.32G 0.01404 0.01185 0.00285 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 226/499 4.32G 0.01404 0.01185 0.00285 69 640: 20%|## | 8/40 [00:01<00:05, 5.42it/s] 226/499 4.32G 0.01404 0.01158 0.00324 66 640: 20%|## | 8/40 [00:01<00:05, 5.42it/s] 226/499 4.32G 0.01404 0.01158 0.00324 66 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 226/499 4.32G 0.01393 0.01157 0.003158 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 226/499 4.32G 0.01393 0.01157 0.003158 78 640: 25%|##5 | 10/40 [00:01<00:05, 5.34it/s] 226/499 4.32G 0.01384 0.01151 0.003011 69 640: 25%|##5 | 10/40 [00:02<00:05, 5.34it/s] 226/499 4.32G 0.01384 0.01151 0.003011 69 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 226/499 4.32G 0.01379 0.01168 0.002912 91 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 226/499 4.32G 0.01379 0.01168 0.002912 91 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 226/499 4.32G 0.01359 0.01154 0.002807 70 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 226/499 4.32G 0.01359 0.01154 0.002807 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.29it/s] 226/499 4.32G 0.01365 0.01153 0.002882 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.29it/s] 226/499 4.32G 0.01365 0.01153 0.002882 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.36it/s] 226/499 4.32G 0.01358 0.01155 0.002789 79 640: 35%|###5 | 14/40 [00:02<00:04, 5.36it/s] 226/499 4.32G 0.01358 0.01155 0.002789 79 640: 38%|###7 | 15/40 [00:02<00:04, 5.20it/s] 226/499 4.32G 0.01357 0.01148 0.002947 78 640: 38%|###7 | 15/40 [00:03<00:04, 5.20it/s] 226/499 4.32G 0.01357 0.01148 0.002947 78 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 226/499 4.32G 0.01357 0.01155 0.002942 86 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 226/499 4.32G 0.01357 0.01155 0.002942 86 640: 42%|####2 | 17/40 [00:03<00:04, 5.36it/s] 226/499 4.32G 0.01352 0.01137 0.002896 62 640: 42%|####2 | 17/40 [00:03<00:04, 5.36it/s] 226/499 4.32G 0.01352 0.01137 0.002896 62 640: 45%|####5 | 18/40 [00:03<00:04, 5.23it/s] 226/499 4.32G 0.01343 0.01127 0.002833 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.23it/s] 226/499 4.32G 0.01343 0.01127 0.002833 73 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 226/499 4.32G 0.01345 0.01131 0.002823 86 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 226/499 4.32G 0.01345 0.01131 0.002823 86 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 226/499 4.32G 0.01349 0.01136 0.00285 82 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 226/499 4.32G 0.01349 0.01136 0.00285 82 640: 52%|#####2 | 21/40 [00:03<00:03, 5.22it/s] 226/499 4.32G 0.01359 0.01125 0.002892 54 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 226/499 4.32G 0.01359 0.01125 0.002892 54 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 226/499 4.32G 0.01352 0.01122 0.002972 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 226/499 4.32G 0.01352 0.01122 0.002972 80 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 226/499 4.32G 0.01356 0.01127 0.002999 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 226/499 4.32G 0.01356 0.01127 0.002999 78 640: 60%|###### | 24/40 [00:04<00:03, 5.23it/s] 226/499 4.32G 0.01358 0.0113 0.003036 73 640: 60%|###### | 24/40 [00:04<00:03, 5.23it/s] 226/499 4.32G 0.01358 0.0113 0.003036 73 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 226/499 4.32G 0.01353 0.01123 0.002959 64 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 226/499 4.32G 0.01353 0.01123 0.002959 64 640: 65%|######5 | 26/40 [00:04<00:02, 5.39it/s] 226/499 4.32G 0.01348 0.01115 0.003066 58 640: 65%|######5 | 26/40 [00:05<00:02, 5.39it/s] 226/499 4.32G 0.01348 0.01115 0.003066 58 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 226/499 4.32G 0.01348 0.01114 0.00303 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 226/499 4.32G 0.01348 0.01114 0.00303 76 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 226/499 4.32G 0.01344 0.01113 0.00298 74 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 226/499 4.32G 0.01344 0.01113 0.00298 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 226/499 4.32G 0.01352 0.01109 0.002977 57 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 226/499 4.32G 0.01352 0.01109 0.002977 57 640: 75%|#######5 | 30/40 [00:05<00:01, 5.14it/s] 226/499 4.32G 0.01352 0.01113 0.002961 78 640: 75%|#######5 | 30/40 [00:05<00:01, 5.14it/s] 226/499 4.32G 0.01352 0.01113 0.002961 78 640: 78%|#######7 | 31/40 [00:05<00:01, 5.21it/s] 226/499 4.32G 0.01347 0.01112 0.002921 77 640: 78%|#######7 | 31/40 [00:06<00:01, 5.21it/s] 226/499 4.32G 0.01347 0.01112 0.002921 77 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 226/499 4.32G 0.01343 0.01106 0.002858 70 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 226/499 4.32G 0.01343 0.01106 0.002858 70 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 226/499 4.32G 0.0134 0.01102 0.002793 69 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 226/499 4.32G 0.0134 0.01102 0.002793 69 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 226/499 4.32G 0.01339 0.01101 0.002794 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 226/499 4.32G 0.01339 0.01101 0.002794 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 226/499 4.32G 0.01339 0.01109 0.002773 92 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 226/499 4.32G 0.01339 0.01109 0.002773 92 640: 90%|######### | 36/40 [00:06<00:00, 5.18it/s] 226/499 4.32G 0.01339 0.01107 0.00273 71 640: 90%|######### | 36/40 [00:06<00:00, 5.18it/s] 226/499 4.32G 0.01339 0.01107 0.00273 71 640: 92%|#########2| 37/40 [00:06<00:00, 5.29it/s] 226/499 4.32G 0.01335 0.01103 0.002739 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 226/499 4.32G 0.01335 0.01103 0.002739 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.36it/s] 226/499 4.32G 0.01327 0.01094 0.002705 54 640: 95%|#########5| 38/40 [00:07<00:00, 5.36it/s] 226/499 4.32G 0.01327 0.01094 0.002705 54 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 226/499 4.32G 0.01332 0.01087 0.002744 26 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 226/499 4.32G 0.01332 0.01087 0.002744 26 640: 100%|##########| 40/40 [00:07<00:00, 5.36it/s] 226/499 4.32G 0.01332 0.01087 0.002744 26 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.87it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.886 0.852 0.889 0.757 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 227/499 4.32G 0.01587 0.01223 0.006221 75 640: 0%| | 0/40 [00:00<?, ?it/s] 227/499 4.32G 0.01587 0.01223 0.006221 75 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 227/499 4.32G 0.01501 0.01252 0.006349 86 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 227/499 4.32G 0.01501 0.01252 0.006349 86 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 227/499 4.32G 0.01408 0.01198 0.004766 80 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 227/499 4.32G 0.01408 0.01198 0.004766 80 640: 8%|7 | 3/40 [00:00<00:06, 5.31it/s] 227/499 4.32G 0.01378 0.01184 0.004848 73 640: 8%|7 | 3/40 [00:00<00:06, 5.31it/s] 227/499 4.32G 0.01378 0.01184 0.004848 73 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 227/499 4.32G 0.01376 0.01198 0.004635 82 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 227/499 4.32G 0.01376 0.01198 0.004635 82 640: 12%|#2 | 5/40 [00:00<00:06, 5.19it/s] 227/499 4.32G 0.01349 0.01201 0.004293 93 640: 12%|#2 | 5/40 [00:01<00:06, 5.19it/s] 227/499 4.32G 0.01349 0.01201 0.004293 93 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 227/499 4.32G 0.01348 0.01187 0.004101 78 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 227/499 4.32G 0.01348 0.01187 0.004101 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.37it/s] 227/499 4.32G 0.01366 0.0121 0.004076 87 640: 18%|#7 | 7/40 [00:01<00:06, 5.37it/s] 227/499 4.32G 0.01366 0.0121 0.004076 87 640: 20%|## | 8/40 [00:01<00:06, 5.12it/s] 227/499 4.32G 0.01332 0.0117 0.003743 67 640: 20%|## | 8/40 [00:01<00:06, 5.12it/s] 227/499 4.32G 0.01332 0.0117 0.003743 67 640: 22%|##2 | 9/40 [00:01<00:05, 5.18it/s] 227/499 4.32G 0.01319 0.01172 0.003816 88 640: 22%|##2 | 9/40 [00:01<00:05, 5.18it/s] 227/499 4.32G 0.01319 0.01172 0.003816 88 640: 25%|##5 | 10/40 [00:01<00:05, 5.24it/s] 227/499 4.32G 0.01322 0.01156 0.003753 64 640: 25%|##5 | 10/40 [00:02<00:05, 5.24it/s] 227/499 4.32G 0.01322 0.01156 0.003753 64 640: 28%|##7 | 11/40 [00:02<00:05, 5.17it/s] 227/499 4.32G 0.01331 0.01147 0.003692 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.17it/s] 227/499 4.32G 0.01331 0.01147 0.003692 72 640: 30%|### | 12/40 [00:02<00:05, 5.27it/s] 227/499 4.32G 0.0133 0.01155 0.003572 76 640: 30%|### | 12/40 [00:02<00:05, 5.27it/s] 227/499 4.32G 0.0133 0.01155 0.003572 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 227/499 4.32G 0.01336 0.01154 0.003454 78 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 227/499 4.32G 0.01336 0.01154 0.003454 78 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 227/499 4.32G 0.01348 0.01144 0.003515 60 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 227/499 4.32G 0.01348 0.01144 0.003515 60 640: 38%|###7 | 15/40 [00:02<00:04, 5.30it/s] 227/499 4.32G 0.01341 0.01127 0.003353 75 640: 38%|###7 | 15/40 [00:03<00:04, 5.30it/s] 227/499 4.32G 0.01341 0.01127 0.003353 75 640: 40%|#### | 16/40 [00:03<00:04, 5.37it/s] 227/499 4.32G 0.01358 0.01134 0.003353 77 640: 40%|#### | 16/40 [00:03<00:04, 5.37it/s] 227/499 4.32G 0.01358 0.01134 0.003353 77 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 227/499 4.32G 0.0135 0.01135 0.003191 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 227/499 4.32G 0.0135 0.01135 0.003191 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.23it/s] 227/499 4.32G 0.01354 0.0113 0.003203 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.23it/s] 227/499 4.32G 0.01354 0.0113 0.003203 67 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 227/499 4.32G 0.01351 0.01127 0.003146 72 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 227/499 4.32G 0.01351 0.01127 0.003146 72 640: 50%|##### | 20/40 [00:03<00:03, 5.19it/s] 227/499 4.32G 0.01359 0.01116 0.003121 57 640: 50%|##### | 20/40 [00:03<00:03, 5.19it/s] 227/499 4.32G 0.01359 0.01116 0.003121 57 640: 52%|#####2 | 21/40 [00:03<00:03, 5.28it/s] 227/499 4.32G 0.01354 0.01106 0.003092 62 640: 52%|#####2 | 21/40 [00:04<00:03, 5.28it/s] 227/499 4.32G 0.01354 0.01106 0.003092 62 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 227/499 4.32G 0.01356 0.01104 0.003047 64 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 227/499 4.32G 0.01356 0.01104 0.003047 64 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 227/499 4.32G 0.01355 0.01113 0.003039 88 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 227/499 4.32G 0.01355 0.01113 0.003039 88 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 227/499 4.32G 0.01345 0.01104 0.002993 66 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 227/499 4.32G 0.01345 0.01104 0.002993 66 640: 62%|######2 | 25/40 [00:04<00:02, 5.41it/s] 227/499 4.32G 0.01347 0.01104 0.003102 70 640: 62%|######2 | 25/40 [00:04<00:02, 5.41it/s] 227/499 4.32G 0.01347 0.01104 0.003102 70 640: 65%|######5 | 26/40 [00:04<00:02, 5.26it/s] 227/499 4.32G 0.01349 0.01098 0.003142 63 640: 65%|######5 | 26/40 [00:05<00:02, 5.26it/s] 227/499 4.32G 0.01349 0.01098 0.003142 63 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 227/499 4.32G 0.01341 0.01097 0.003098 83 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 227/499 4.32G 0.01341 0.01097 0.003098 83 640: 70%|####### | 28/40 [00:05<00:02, 5.39it/s] 227/499 4.32G 0.01338 0.01092 0.003071 71 640: 70%|####### | 28/40 [00:05<00:02, 5.39it/s] 227/499 4.32G 0.01338 0.01092 0.003071 71 640: 72%|#######2 | 29/40 [00:05<00:02, 5.23it/s] 227/499 4.32G 0.01336 0.0109 0.003037 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.23it/s] 227/499 4.32G 0.01336 0.0109 0.003037 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 227/499 4.32G 0.01339 0.01103 0.003173 95 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 227/499 4.32G 0.01339 0.01103 0.003173 95 640: 78%|#######7 | 31/40 [00:05<00:01, 5.35it/s] 227/499 4.32G 0.01335 0.01102 0.003165 84 640: 78%|#######7 | 31/40 [00:06<00:01, 5.35it/s] 227/499 4.32G 0.01335 0.01102 0.003165 84 640: 80%|######## | 32/40 [00:06<00:01, 5.18it/s] 227/499 4.32G 0.01337 0.01101 0.003177 65 640: 80%|######## | 32/40 [00:06<00:01, 5.18it/s] 227/499 4.32G 0.01337 0.01101 0.003177 65 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 227/499 4.32G 0.01333 0.01099 0.003164 79 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 227/499 4.32G 0.01333 0.01099 0.003164 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 227/499 4.32G 0.01335 0.01106 0.003175 86 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 227/499 4.32G 0.01335 0.01106 0.003175 86 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 227/499 4.32G 0.01335 0.01102 0.003156 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 227/499 4.32G 0.01335 0.01102 0.003156 68 640: 90%|######### | 36/40 [00:06<00:00, 5.31it/s] 227/499 4.32G 0.01336 0.01105 0.003212 88 640: 90%|######### | 36/40 [00:06<00:00, 5.31it/s] 227/499 4.32G 0.01336 0.01105 0.003212 88 640: 92%|#########2| 37/40 [00:06<00:00, 5.39it/s] 227/499 4.32G 0.01331 0.01106 0.003182 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.39it/s] 227/499 4.32G 0.01331 0.01106 0.003182 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.22it/s] 227/499 4.32G 0.01327 0.01109 0.00318 92 640: 95%|#########5| 38/40 [00:07<00:00, 5.22it/s] 227/499 4.32G 0.01327 0.01109 0.00318 92 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 227/499 4.32G 0.01335 0.01119 0.003296 37 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 227/499 4.32G 0.01335 0.01119 0.003296 37 640: 100%|##########| 40/40 [00:07<00:00, 5.41it/s] 227/499 4.32G 0.01335 0.01119 0.003296 37 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.841 0.882 0.886 0.76 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 228/499 4.32G 0.0128 0.01071 0.004099 73 640: 0%| | 0/40 [00:00<?, ?it/s] 228/499 4.32G 0.0128 0.01071 0.004099 73 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 228/499 4.32G 0.01372 0.01158 0.004819 78 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 228/499 4.32G 0.01372 0.01158 0.004819 78 640: 5%|5 | 2/40 [00:00<00:07, 5.29it/s] 228/499 4.32G 0.01385 0.01252 0.004334 90 640: 5%|5 | 2/40 [00:00<00:07, 5.29it/s] 228/499 4.32G 0.01385 0.01252 0.004334 90 640: 8%|7 | 3/40 [00:00<00:06, 5.35it/s] 228/499 4.32G 0.01372 0.01185 0.003714 64 640: 8%|7 | 3/40 [00:00<00:06, 5.35it/s] 228/499 4.32G 0.01372 0.01185 0.003714 64 640: 10%|# | 4/40 [00:00<00:06, 5.16it/s] 228/499 4.32G 0.01371 0.01176 0.003525 73 640: 10%|# | 4/40 [00:00<00:06, 5.16it/s] 228/499 4.32G 0.01371 0.01176 0.003525 73 640: 12%|#2 | 5/40 [00:00<00:06, 5.28it/s] 228/499 4.32G 0.0137 0.01148 0.003263 78 640: 12%|#2 | 5/40 [00:01<00:06, 5.28it/s] 228/499 4.32G 0.0137 0.01148 0.003263 78 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 228/499 4.32G 0.01375 0.01229 0.003384 105 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 228/499 4.32G 0.01375 0.01229 0.003384 105 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 228/499 4.32G 0.01391 0.01197 0.003204 58 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 228/499 4.32G 0.01391 0.01197 0.003204 58 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 228/499 4.32G 0.0138 0.01152 0.003407 57 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 228/499 4.32G 0.0138 0.01152 0.003407 57 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 228/499 4.32G 0.01364 0.0113 0.003222 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 228/499 4.32G 0.01364 0.0113 0.003222 71 640: 25%|##5 | 10/40 [00:01<00:05, 5.19it/s] 228/499 4.32G 0.01377 0.01151 0.003158 87 640: 25%|##5 | 10/40 [00:02<00:05, 5.19it/s] 228/499 4.32G 0.01377 0.01151 0.003158 87 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 228/499 4.32G 0.01374 0.01146 0.003035 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 228/499 4.32G 0.01374 0.01146 0.003035 79 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 228/499 4.32G 0.01364 0.0112 0.002823 69 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 228/499 4.32G 0.01364 0.0112 0.002823 69 640: 32%|###2 | 13/40 [00:02<00:05, 5.17it/s] 228/499 4.32G 0.01362 0.01103 0.003115 58 640: 32%|###2 | 13/40 [00:02<00:05, 5.17it/s] 228/499 4.32G 0.01362 0.01103 0.003115 58 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 228/499 4.32G 0.01363 0.01098 0.003088 68 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 228/499 4.32G 0.01363 0.01098 0.003088 68 640: 38%|###7 | 15/40 [00:02<00:04, 5.34it/s] 228/499 4.32G 0.01362 0.01097 0.003007 69 640: 38%|###7 | 15/40 [00:03<00:04, 5.34it/s] 228/499 4.32G 0.01362 0.01097 0.003007 69 640: 40%|#### | 16/40 [00:03<00:04, 5.13it/s] 228/499 4.32G 0.01368 0.01103 0.003454 74 640: 40%|#### | 16/40 [00:03<00:04, 5.13it/s] 228/499 4.32G 0.01368 0.01103 0.003454 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 228/499 4.32G 0.01359 0.01099 0.003437 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 228/499 4.32G 0.01359 0.01099 0.003437 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 228/499 4.32G 0.0135 0.01088 0.003401 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 228/499 4.32G 0.0135 0.01088 0.003401 67 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 228/499 4.32G 0.01347 0.01075 0.003389 54 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 228/499 4.32G 0.01347 0.01075 0.003389 54 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 228/499 4.32G 0.01345 0.01072 0.003426 67 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 228/499 4.32G 0.01345 0.01072 0.003426 67 640: 52%|#####2 | 21/40 [00:03<00:03, 5.32it/s] 228/499 4.32G 0.01339 0.01078 0.003309 85 640: 52%|#####2 | 21/40 [00:04<00:03, 5.32it/s] 228/499 4.32G 0.01339 0.01078 0.003309 85 640: 55%|#####5 | 22/40 [00:04<00:03, 5.19it/s] 228/499 4.32G 0.01331 0.01081 0.003332 86 640: 55%|#####5 | 22/40 [00:04<00:03, 5.19it/s] 228/499 4.32G 0.01331 0.01081 0.003332 86 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 228/499 4.32G 0.01331 0.01076 0.003436 68 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 228/499 4.32G 0.01331 0.01076 0.003436 68 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 228/499 4.32G 0.01328 0.01074 0.00339 74 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 228/499 4.32G 0.01328 0.01074 0.00339 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 228/499 4.32G 0.01326 0.01072 0.003316 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 228/499 4.32G 0.01326 0.01072 0.003316 71 640: 65%|######5 | 26/40 [00:04<00:02, 5.31it/s] 228/499 4.32G 0.01327 0.01074 0.003271 72 640: 65%|######5 | 26/40 [00:05<00:02, 5.31it/s] 228/499 4.32G 0.01327 0.01074 0.003271 72 640: 68%|######7 | 27/40 [00:05<00:02, 5.37it/s] 228/499 4.32G 0.01327 0.01078 0.003192 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.37it/s] 228/499 4.32G 0.01327 0.01078 0.003192 76 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 228/499 4.32G 0.01323 0.01079 0.003174 80 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 228/499 4.32G 0.01323 0.01079 0.003174 80 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 228/499 4.32G 0.01324 0.01082 0.003133 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 228/499 4.32G 0.01324 0.01082 0.003133 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 228/499 4.32G 0.01326 0.01083 0.003096 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 228/499 4.32G 0.01326 0.01083 0.003096 76 640: 78%|#######7 | 31/40 [00:05<00:01, 5.15it/s] 228/499 4.32G 0.01333 0.01087 0.003138 81 640: 78%|#######7 | 31/40 [00:06<00:01, 5.15it/s] 228/499 4.32G 0.01333 0.01087 0.003138 81 640: 80%|######## | 32/40 [00:06<00:01, 5.23it/s] 228/499 4.32G 0.01335 0.0109 0.003159 81 640: 80%|######## | 32/40 [00:06<00:01, 5.23it/s] 228/499 4.32G 0.01335 0.0109 0.003159 81 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 228/499 4.32G 0.01335 0.01091 0.003195 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 228/499 4.32G 0.01335 0.01091 0.003195 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.18it/s] 228/499 4.32G 0.01339 0.01094 0.003267 83 640: 85%|########5 | 34/40 [00:06<00:01, 5.18it/s] 228/499 4.32G 0.01339 0.01094 0.003267 83 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 228/499 4.32G 0.0134 0.01095 0.003324 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 228/499 4.32G 0.0134 0.01095 0.003324 75 640: 90%|######### | 36/40 [00:06<00:00, 5.33it/s] 228/499 4.32G 0.01337 0.01086 0.003255 56 640: 90%|######### | 36/40 [00:07<00:00, 5.33it/s] 228/499 4.32G 0.01337 0.01086 0.003255 56 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 228/499 4.32G 0.01336 0.01086 0.003199 74 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 228/499 4.32G 0.01336 0.01086 0.003199 74 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 228/499 4.32G 0.01334 0.01081 0.003172 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 228/499 4.32G 0.01334 0.01081 0.003172 69 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 228/499 4.32G 0.01334 0.01077 0.003166 28 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 228/499 4.32G 0.01334 0.01077 0.003166 28 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] 228/499 4.32G 0.01334 0.01077 0.003166 28 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.851 0.868 0.902 0.768 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 229/499 4.32G 0.01259 0.009266 0.001451 60 640: 0%| | 0/40 [00:00<?, ?it/s] 229/499 4.32G 0.01259 0.009266 0.001451 60 640: 2%|2 | 1/40 [00:00<00:07, 5.54it/s] 229/499 4.32G 0.01353 0.01118 0.002493 85 640: 2%|2 | 1/40 [00:00<00:07, 5.54it/s] 229/499 4.32G 0.01353 0.01118 0.002493 85 640: 5%|5 | 2/40 [00:00<00:06, 5.54it/s] 229/499 4.32G 0.01447 0.01072 0.004611 60 640: 5%|5 | 2/40 [00:00<00:06, 5.54it/s] 229/499 4.32G 0.01447 0.01072 0.004611 60 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 229/499 4.32G 0.01458 0.01056 0.004285 64 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 229/499 4.32G 0.01458 0.01056 0.004285 64 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 229/499 4.32G 0.0146 0.01049 0.004458 73 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 229/499 4.32G 0.0146 0.01049 0.004458 73 640: 12%|#2 | 5/40 [00:00<00:06, 5.36it/s] 229/499 4.32G 0.01425 0.01027 0.004486 71 640: 12%|#2 | 5/40 [00:01<00:06, 5.36it/s] 229/499 4.32G 0.01425 0.01027 0.004486 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 229/499 4.32G 0.01394 0.01043 0.003979 78 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 229/499 4.32G 0.01394 0.01043 0.003979 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.31it/s] 229/499 4.32G 0.01373 0.01024 0.003822 71 640: 18%|#7 | 7/40 [00:01<00:06, 5.31it/s] 229/499 4.32G 0.01373 0.01024 0.003822 71 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 229/499 4.32G 0.0137 0.01034 0.003799 80 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 229/499 4.32G 0.0137 0.01034 0.003799 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 229/499 4.32G 0.01367 0.01034 0.003721 73 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 229/499 4.32G 0.01367 0.01034 0.003721 73 640: 25%|##5 | 10/40 [00:01<00:05, 5.29it/s] 229/499 4.32G 0.01363 0.01043 0.003649 77 640: 25%|##5 | 10/40 [00:02<00:05, 5.29it/s] 229/499 4.32G 0.01363 0.01043 0.003649 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.34it/s] 229/499 4.32G 0.01354 0.01046 0.003495 82 640: 28%|##7 | 11/40 [00:02<00:05, 5.34it/s] 229/499 4.32G 0.01354 0.01046 0.003495 82 640: 30%|### | 12/40 [00:02<00:05, 5.20it/s] 229/499 4.32G 0.01353 0.01049 0.003437 76 640: 30%|### | 12/40 [00:02<00:05, 5.20it/s] 229/499 4.32G 0.01353 0.01049 0.003437 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 229/499 4.32G 0.0135 0.01054 0.003599 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 229/499 4.32G 0.0135 0.01054 0.003599 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.36it/s] 229/499 4.32G 0.01357 0.01064 0.003453 78 640: 35%|###5 | 14/40 [00:02<00:04, 5.36it/s] 229/499 4.32G 0.01357 0.01064 0.003453 78 640: 38%|###7 | 15/40 [00:02<00:04, 5.21it/s] 229/499 4.32G 0.01353 0.01068 0.003413 83 640: 38%|###7 | 15/40 [00:03<00:04, 5.21it/s] 229/499 4.32G 0.01353 0.01068 0.003413 83 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 229/499 4.32G 0.01344 0.01055 0.003384 65 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 229/499 4.32G 0.01344 0.01055 0.003384 65 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 229/499 4.32G 0.01346 0.01057 0.003376 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 229/499 4.32G 0.01346 0.01057 0.003376 75 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 229/499 4.32G 0.01356 0.01062 0.003339 75 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 229/499 4.32G 0.01356 0.01062 0.003339 75 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 229/499 4.32G 0.0136 0.01065 0.003333 76 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 229/499 4.32G 0.0136 0.01065 0.003333 76 640: 50%|##### | 20/40 [00:03<00:03, 5.36it/s] 229/499 4.32G 0.01354 0.01072 0.00321 84 640: 50%|##### | 20/40 [00:03<00:03, 5.36it/s] 229/499 4.32G 0.01354 0.01072 0.00321 84 640: 52%|#####2 | 21/40 [00:03<00:03, 5.22it/s] 229/499 4.32G 0.01354 0.01076 0.003189 75 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 229/499 4.32G 0.01354 0.01076 0.003189 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 229/499 4.32G 0.01361 0.01078 0.003327 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 229/499 4.32G 0.01361 0.01078 0.003327 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 229/499 4.32G 0.01365 0.01088 0.003352 89 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 229/499 4.32G 0.01365 0.01088 0.003352 89 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 229/499 4.32G 0.01371 0.01094 0.003406 80 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 229/499 4.32G 0.01371 0.01094 0.003406 80 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 229/499 4.32G 0.01372 0.01091 0.00346 64 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 229/499 4.32G 0.01372 0.01091 0.00346 64 640: 65%|######5 | 26/40 [00:04<00:02, 5.37it/s] 229/499 4.32G 0.01368 0.01084 0.003369 73 640: 65%|######5 | 26/40 [00:05<00:02, 5.37it/s] 229/499 4.32G 0.01368 0.01084 0.003369 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 229/499 4.32G 0.01369 0.01075 0.003275 60 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 229/499 4.32G 0.01369 0.01075 0.003275 60 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 229/499 4.32G 0.01369 0.01073 0.003258 75 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 229/499 4.32G 0.01369 0.01073 0.003258 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 229/499 4.32G 0.01364 0.01073 0.003191 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 229/499 4.32G 0.01364 0.01073 0.003191 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.14it/s] 229/499 4.32G 0.01362 0.01069 0.003204 69 640: 75%|#######5 | 30/40 [00:05<00:01, 5.14it/s] 229/499 4.32G 0.01362 0.01069 0.003204 69 640: 78%|#######7 | 31/40 [00:05<00:01, 5.22it/s] 229/499 4.32G 0.01362 0.01078 0.003146 95 640: 78%|#######7 | 31/40 [00:06<00:01, 5.22it/s] 229/499 4.32G 0.01362 0.01078 0.003146 95 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 229/499 4.32G 0.01365 0.01075 0.003157 57 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 229/499 4.32G 0.01365 0.01075 0.003157 57 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 229/499 4.32G 0.01365 0.01076 0.003217 79 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 229/499 4.32G 0.01365 0.01076 0.003217 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 229/499 4.32G 0.01361 0.01075 0.003155 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 229/499 4.32G 0.01361 0.01075 0.003155 79 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 229/499 4.32G 0.01363 0.01074 0.003153 62 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 229/499 4.32G 0.01363 0.01074 0.003153 62 640: 90%|######### | 36/40 [00:06<00:00, 5.18it/s] 229/499 4.32G 0.0136 0.01076 0.003154 73 640: 90%|######### | 36/40 [00:07<00:00, 5.18it/s] 229/499 4.32G 0.0136 0.01076 0.003154 73 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 229/499 4.32G 0.01358 0.01071 0.003201 62 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 229/499 4.32G 0.01358 0.01071 0.003201 62 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 229/499 4.32G 0.01353 0.0107 0.003152 83 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 229/499 4.32G 0.01353 0.0107 0.003152 83 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 229/499 4.32G 0.01354 0.01077 0.003183 48 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 229/499 4.32G 0.01354 0.01077 0.003183 48 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] 229/499 4.32G 0.01354 0.01077 0.003183 48 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.922 0.833 0.91 0.774 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 230/499 4.32G 0.01284 0.01203 0.001365 78 640: 0%| | 0/40 [00:00<?, ?it/s] 230/499 4.32G 0.01284 0.01203 0.001365 78 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 230/499 4.32G 0.01264 0.0101 0.004822 66 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 230/499 4.32G 0.01264 0.0101 0.004822 66 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 230/499 4.32G 0.01295 0.01001 0.00379 60 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 230/499 4.32G 0.01295 0.01001 0.00379 60 640: 8%|7 | 3/40 [00:00<00:06, 5.30it/s] 230/499 4.32G 0.01284 0.01046 0.004179 78 640: 8%|7 | 3/40 [00:00<00:06, 5.30it/s] 230/499 4.32G 0.01284 0.01046 0.004179 78 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 230/499 4.32G 0.01303 0.01109 0.003643 91 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 230/499 4.32G 0.01303 0.01109 0.003643 91 640: 12%|#2 | 5/40 [00:00<00:06, 5.20it/s] 230/499 4.32G 0.01331 0.01171 0.003461 83 640: 12%|#2 | 5/40 [00:01<00:06, 5.20it/s] 230/499 4.32G 0.01331 0.01171 0.003461 83 640: 15%|#5 | 6/40 [00:01<00:06, 5.31it/s] 230/499 4.32G 0.01316 0.01163 0.003208 80 640: 15%|#5 | 6/40 [00:01<00:06, 5.31it/s] 230/499 4.32G 0.01316 0.01163 0.003208 80 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 230/499 4.32G 0.01315 0.01152 0.003454 80 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 230/499 4.32G 0.01315 0.01152 0.003454 80 640: 20%|## | 8/40 [00:01<00:06, 5.19it/s] 230/499 4.32G 0.01343 0.01146 0.003622 65 640: 20%|## | 8/40 [00:01<00:06, 5.19it/s] 230/499 4.32G 0.01343 0.01146 0.003622 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.29it/s] 230/499 4.32G 0.01369 0.01141 0.003756 57 640: 22%|##2 | 9/40 [00:01<00:05, 5.29it/s] 230/499 4.32G 0.01369 0.01141 0.003756 57 640: 25%|##5 | 10/40 [00:01<00:05, 5.37it/s] 230/499 4.32G 0.0137 0.01155 0.003715 85 640: 25%|##5 | 10/40 [00:02<00:05, 5.37it/s] 230/499 4.32G 0.0137 0.01155 0.003715 85 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 230/499 4.32G 0.01384 0.01163 0.003731 84 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 230/499 4.32G 0.01384 0.01163 0.003731 84 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 230/499 4.32G 0.01402 0.01147 0.003939 59 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 230/499 4.32G 0.01402 0.01147 0.003939 59 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 230/499 4.32G 0.01403 0.01138 0.004036 67 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 230/499 4.32G 0.01403 0.01138 0.004036 67 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 230/499 4.32G 0.01391 0.01138 0.003973 83 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 230/499 4.32G 0.01391 0.01138 0.003973 83 640: 38%|###7 | 15/40 [00:02<00:04, 5.34it/s] 230/499 4.32G 0.01411 0.01158 0.003995 85 640: 38%|###7 | 15/40 [00:03<00:04, 5.34it/s] 230/499 4.32G 0.01411 0.01158 0.003995 85 640: 40%|#### | 16/40 [00:03<00:04, 5.39it/s] 230/499 4.32G 0.01404 0.01147 0.003921 69 640: 40%|#### | 16/40 [00:03<00:04, 5.39it/s] 230/499 4.32G 0.01404 0.01147 0.003921 69 640: 42%|####2 | 17/40 [00:03<00:04, 5.26it/s] 230/499 4.32G 0.01389 0.01132 0.00378 70 640: 42%|####2 | 17/40 [00:03<00:04, 5.26it/s] 230/499 4.32G 0.01389 0.01132 0.00378 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 230/499 4.32G 0.01389 0.01128 0.003726 71 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 230/499 4.32G 0.01389 0.01128 0.003726 71 640: 48%|####7 | 19/40 [00:03<00:03, 5.38it/s] 230/499 4.32G 0.01389 0.01141 0.003586 90 640: 48%|####7 | 19/40 [00:03<00:03, 5.38it/s] 230/499 4.32G 0.01389 0.01141 0.003586 90 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 230/499 4.32G 0.01384 0.01135 0.003624 65 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 230/499 4.32G 0.01384 0.01135 0.003624 65 640: 52%|#####2 | 21/40 [00:03<00:03, 5.29it/s] 230/499 4.32G 0.01387 0.01135 0.003518 72 640: 52%|#####2 | 21/40 [00:04<00:03, 5.29it/s] 230/499 4.32G 0.01387 0.01135 0.003518 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.35it/s] 230/499 4.32G 0.01382 0.01128 0.00345 68 640: 55%|#####5 | 22/40 [00:04<00:03, 5.35it/s] 230/499 4.32G 0.01382 0.01128 0.00345 68 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 230/499 4.32G 0.01381 0.0113 0.003459 67 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 230/499 4.32G 0.01381 0.0113 0.003459 67 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 230/499 4.32G 0.01384 0.01133 0.003495 78 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 230/499 4.32G 0.01384 0.01133 0.003495 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 230/499 4.32G 0.01387 0.01127 0.003454 61 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 230/499 4.32G 0.01387 0.01127 0.003454 61 640: 65%|######5 | 26/40 [00:04<00:02, 5.22it/s] 230/499 4.32G 0.01387 0.0112 0.003417 68 640: 65%|######5 | 26/40 [00:05<00:02, 5.22it/s] 230/499 4.32G 0.01387 0.0112 0.003417 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 230/499 4.32G 0.01384 0.01115 0.00342 69 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 230/499 4.32G 0.01384 0.01115 0.00342 69 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 230/499 4.32G 0.01388 0.01118 0.003332 76 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 230/499 4.32G 0.01388 0.01118 0.003332 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 230/499 4.32G 0.01393 0.01118 0.003385 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 230/499 4.32G 0.01393 0.01118 0.003385 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 230/499 4.32G 0.01391 0.01118 0.003386 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 230/499 4.32G 0.01391 0.01118 0.003386 75 640: 78%|#######7 | 31/40 [00:05<00:01, 5.31it/s] 230/499 4.32G 0.01384 0.01112 0.003352 77 640: 78%|#######7 | 31/40 [00:06<00:01, 5.31it/s] 230/499 4.32G 0.01384 0.01112 0.003352 77 640: 80%|######## | 32/40 [00:06<00:01, 5.17it/s] 230/499 4.32G 0.01384 0.01116 0.0034 93 640: 80%|######## | 32/40 [00:06<00:01, 5.17it/s] 230/499 4.32G 0.01384 0.01116 0.0034 93 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 230/499 4.32G 0.01384 0.01114 0.003458 65 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 230/499 4.32G 0.01384 0.01114 0.003458 65 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 230/499 4.32G 0.01384 0.01106 0.003462 54 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 230/499 4.32G 0.01384 0.01106 0.003462 54 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 230/499 4.32G 0.01379 0.01096 0.003405 56 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 230/499 4.32G 0.01379 0.01096 0.003405 56 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 230/499 4.32G 0.01382 0.01098 0.003428 81 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 230/499 4.32G 0.01382 0.01098 0.003428 81 640: 92%|#########2| 37/40 [00:06<00:00, 5.30it/s] 230/499 4.32G 0.01383 0.0111 0.003474 102 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 230/499 4.32G 0.01383 0.0111 0.003474 102 640: 95%|#########5| 38/40 [00:07<00:00, 5.15it/s] 230/499 4.32G 0.01382 0.01113 0.003494 84 640: 95%|#########5| 38/40 [00:07<00:00, 5.15it/s] 230/499 4.32G 0.01382 0.01113 0.003494 84 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 230/499 4.32G 0.01382 0.0112 0.003435 46 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 230/499 4.32G 0.01382 0.0112 0.003435 46 640: 100%|##########| 40/40 [00:07<00:00, 5.40it/s] 230/499 4.32G 0.01382 0.0112 0.003435 46 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s] all 132 263 0.836 0.885 0.892 0.764 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 231/499 4.32G 0.01339 0.008795 0.0009582 64 640: 0%| | 0/40 [00:00<?, ?it/s] 231/499 4.32G 0.01339 0.008795 0.0009582 64 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 231/499 4.32G 0.01416 0.009676 0.002159 68 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 231/499 4.32G 0.01416 0.009676 0.002159 68 640: 5%|5 | 2/40 [00:00<00:07, 5.30it/s] 231/499 4.32G 0.01405 0.01016 0.001722 84 640: 5%|5 | 2/40 [00:00<00:07, 5.30it/s] 231/499 4.32G 0.01405 0.01016 0.001722 84 640: 8%|7 | 3/40 [00:00<00:06, 5.35it/s] 231/499 4.32G 0.01454 0.01092 0.002307 82 640: 8%|7 | 3/40 [00:00<00:06, 5.35it/s] 231/499 4.32G 0.01454 0.01092 0.002307 82 640: 10%|# | 4/40 [00:00<00:06, 5.18it/s] 231/499 4.32G 0.01431 0.01056 0.0029 67 640: 10%|# | 4/40 [00:00<00:06, 5.18it/s] 231/499 4.32G 0.01431 0.01056 0.0029 67 640: 12%|#2 | 5/40 [00:00<00:06, 5.31it/s] 231/499 4.32G 0.01423 0.01068 0.002642 76 640: 12%|#2 | 5/40 [00:01<00:06, 5.31it/s] 231/499 4.32G 0.01423 0.01068 0.002642 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.39it/s] 231/499 4.32G 0.01427 0.01078 0.002516 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.39it/s] 231/499 4.32G 0.01427 0.01078 0.002516 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 231/499 4.32G 0.01419 0.01085 0.002648 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 231/499 4.32G 0.01419 0.01085 0.002648 79 640: 20%|## | 8/40 [00:01<00:06, 5.28it/s] 231/499 4.32G 0.01424 0.01065 0.002628 59 640: 20%|## | 8/40 [00:01<00:06, 5.28it/s] 231/499 4.32G 0.01424 0.01065 0.002628 59 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 231/499 4.32G 0.01417 0.01091 0.00289 86 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 231/499 4.32G 0.01417 0.01091 0.00289 86 640: 25%|##5 | 10/40 [00:01<00:05, 5.22it/s] 231/499 4.32G 0.01423 0.01084 0.003048 66 640: 25%|##5 | 10/40 [00:02<00:05, 5.22it/s] 231/499 4.32G 0.01423 0.01084 0.003048 66 640: 28%|##7 | 11/40 [00:02<00:05, 5.32it/s] 231/499 4.32G 0.01415 0.01059 0.002985 55 640: 28%|##7 | 11/40 [00:02<00:05, 5.32it/s] 231/499 4.32G 0.01415 0.01059 0.002985 55 640: 30%|### | 12/40 [00:02<00:05, 5.41it/s] 231/499 4.32G 0.01427 0.01077 0.003036 84 640: 30%|### | 12/40 [00:02<00:05, 5.41it/s] 231/499 4.32G 0.01427 0.01077 0.003036 84 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 231/499 4.32G 0.0142 0.01082 0.00323 81 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 231/499 4.32G 0.0142 0.01082 0.00323 81 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 231/499 4.32G 0.01417 0.01084 0.003081 73 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 231/499 4.32G 0.01417 0.01084 0.003081 73 640: 38%|###7 | 15/40 [00:02<00:04, 5.39it/s] 231/499 4.32G 0.01416 0.01093 0.003132 81 640: 38%|###7 | 15/40 [00:03<00:04, 5.39it/s] 231/499 4.32G 0.01416 0.01093 0.003132 81 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 231/499 4.32G 0.01409 0.01092 0.002984 72 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 231/499 4.32G 0.01409 0.01092 0.002984 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 231/499 4.32G 0.0141 0.01096 0.003241 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 231/499 4.32G 0.0141 0.01096 0.003241 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.39it/s] 231/499 4.32G 0.01409 0.011 0.003126 83 640: 45%|####5 | 18/40 [00:03<00:04, 5.39it/s] 231/499 4.32G 0.01409 0.011 0.003126 83 640: 48%|####7 | 19/40 [00:03<00:03, 5.26it/s] 231/499 4.32G 0.01407 0.01094 0.003038 74 640: 48%|####7 | 19/40 [00:03<00:03, 5.26it/s] 231/499 4.32G 0.01407 0.01094 0.003038 74 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 231/499 4.32G 0.01404 0.0109 0.002976 69 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 231/499 4.32G 0.01404 0.0109 0.002976 69 640: 52%|#####2 | 21/40 [00:03<00:03, 5.37it/s] 231/499 4.32G 0.01412 0.01098 0.002948 78 640: 52%|#####2 | 21/40 [00:04<00:03, 5.37it/s] 231/499 4.32G 0.01412 0.01098 0.002948 78 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 231/499 4.32G 0.01404 0.0109 0.002938 63 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 231/499 4.32G 0.01404 0.0109 0.002938 63 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 231/499 4.32G 0.01408 0.01089 0.002865 68 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 231/499 4.32G 0.01408 0.01089 0.002865 68 640: 60%|###### | 24/40 [00:04<00:02, 5.36it/s] 231/499 4.32G 0.01398 0.01084 0.002818 71 640: 60%|###### | 24/40 [00:04<00:02, 5.36it/s] 231/499 4.32G 0.01398 0.01084 0.002818 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.16it/s] 231/499 4.32G 0.01402 0.01083 0.002764 77 640: 62%|######2 | 25/40 [00:04<00:02, 5.16it/s] 231/499 4.32G 0.01402 0.01083 0.002764 77 640: 65%|######5 | 26/40 [00:04<00:02, 5.25it/s] 231/499 4.32G 0.01399 0.01089 0.002717 82 640: 65%|######5 | 26/40 [00:05<00:02, 5.25it/s] 231/499 4.32G 0.01399 0.01089 0.002717 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 231/499 4.32G 0.014 0.01082 0.002681 61 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 231/499 4.32G 0.014 0.01082 0.002681 61 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 231/499 4.32G 0.01397 0.01079 0.002774 75 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 231/499 4.32G 0.01397 0.01079 0.002774 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 231/499 4.32G 0.01388 0.01074 0.002748 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 231/499 4.32G 0.01388 0.01074 0.002748 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.36it/s] 231/499 4.32G 0.01388 0.01074 0.002792 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.36it/s] 231/499 4.32G 0.01388 0.01074 0.002792 73 640: 78%|#######7 | 31/40 [00:05<00:01, 5.22it/s] 231/499 4.32G 0.01386 0.01074 0.002823 80 640: 78%|#######7 | 31/40 [00:06<00:01, 5.22it/s] 231/499 4.32G 0.01386 0.01074 0.002823 80 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 231/499 4.32G 0.01386 0.01071 0.00285 63 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 231/499 4.32G 0.01386 0.01071 0.00285 63 640: 82%|########2 | 33/40 [00:06<00:01, 5.35it/s] 231/499 4.32G 0.0138 0.01066 0.002832 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.35it/s] 231/499 4.32G 0.0138 0.01066 0.002832 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 231/499 4.32G 0.01377 0.0107 0.002813 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 231/499 4.32G 0.01377 0.0107 0.002813 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 231/499 4.32G 0.01378 0.01064 0.002814 62 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 231/499 4.32G 0.01378 0.01064 0.002814 62 640: 90%|######### | 36/40 [00:06<00:00, 5.31it/s] 231/499 4.32G 0.01375 0.01059 0.002794 69 640: 90%|######### | 36/40 [00:07<00:00, 5.31it/s] 231/499 4.32G 0.01375 0.01059 0.002794 69 640: 92%|#########2| 37/40 [00:07<00:00, 5.19it/s] 231/499 4.32G 0.01374 0.01063 0.002789 74 640: 92%|#########2| 37/40 [00:07<00:00, 5.19it/s] 231/499 4.32G 0.01374 0.01063 0.002789 74 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 231/499 4.32G 0.01374 0.0107 0.002784 78 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 231/499 4.32G 0.01374 0.0107 0.002784 78 640: 98%|#########7| 39/40 [00:07<00:00, 5.36it/s] 231/499 4.32G 0.0137 0.01075 0.002729 44 640: 98%|#########7| 39/40 [00:07<00:00, 5.36it/s] 231/499 4.32G 0.0137 0.01075 0.002729 44 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] 231/499 4.32G 0.0137 0.01075 0.002729 44 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.86it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.889 0.908 0.902 0.775 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 232/499 4.32G 0.01174 0.009741 0.002524 74 640: 0%| | 0/40 [00:00<?, ?it/s] 232/499 4.32G 0.01174 0.009741 0.002524 74 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 232/499 4.32G 0.01195 0.009065 0.001897 61 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 232/499 4.32G 0.01195 0.009065 0.001897 61 640: 5%|5 | 2/40 [00:00<00:06, 5.48it/s] 232/499 4.32G 0.01313 0.009785 0.001913 80 640: 5%|5 | 2/40 [00:00<00:06, 5.48it/s] 232/499 4.32G 0.01313 0.009785 0.001913 80 640: 8%|7 | 3/40 [00:00<00:07, 5.22it/s] 232/499 4.32G 0.01303 0.009931 0.002712 75 640: 8%|7 | 3/40 [00:00<00:07, 5.22it/s] 232/499 4.32G 0.01303 0.009931 0.002712 75 640: 10%|# | 4/40 [00:00<00:06, 5.36it/s] 232/499 4.32G 0.01338 0.01032 0.00267 80 640: 10%|# | 4/40 [00:00<00:06, 5.36it/s] 232/499 4.32G 0.01338 0.01032 0.00267 80 640: 12%|#2 | 5/40 [00:00<00:06, 5.42it/s] 232/499 4.32G 0.01339 0.01027 0.002586 71 640: 12%|#2 | 5/40 [00:01<00:06, 5.42it/s] 232/499 4.32G 0.01339 0.01027 0.002586 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 232/499 4.32G 0.01344 0.01055 0.002833 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 232/499 4.32G 0.01344 0.01055 0.002833 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 232/499 4.32G 0.01338 0.01071 0.002886 80 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 232/499 4.32G 0.01338 0.01071 0.002886 80 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 232/499 4.32G 0.01346 0.01089 0.002692 78 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 232/499 4.32G 0.01346 0.01089 0.002692 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 232/499 4.32G 0.01361 0.01079 0.002478 66 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 232/499 4.32G 0.01361 0.01079 0.002478 66 640: 25%|##5 | 10/40 [00:01<00:05, 5.30it/s] 232/499 4.32G 0.0136 0.01096 0.002506 78 640: 25%|##5 | 10/40 [00:02<00:05, 5.30it/s] 232/499 4.32G 0.0136 0.01096 0.002506 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.37it/s] 232/499 4.32G 0.01365 0.01095 0.002409 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.37it/s] 232/499 4.32G 0.01365 0.01095 0.002409 72 640: 30%|### | 12/40 [00:02<00:05, 5.20it/s] 232/499 4.32G 0.01366 0.01094 0.002344 69 640: 30%|### | 12/40 [00:02<00:05, 5.20it/s] 232/499 4.32G 0.01366 0.01094 0.002344 69 640: 32%|###2 | 13/40 [00:02<00:05, 5.29it/s] 232/499 4.32G 0.01362 0.0109 0.002454 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.29it/s] 232/499 4.32G 0.01362 0.0109 0.002454 73 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 232/499 4.32G 0.0136 0.01083 0.002461 69 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 232/499 4.32G 0.0136 0.01083 0.002461 69 640: 38%|###7 | 15/40 [00:02<00:04, 5.21it/s] 232/499 4.32G 0.01354 0.0108 0.002778 74 640: 38%|###7 | 15/40 [00:03<00:04, 5.21it/s] 232/499 4.32G 0.01354 0.0108 0.002778 74 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 232/499 4.32G 0.01355 0.01084 0.00286 80 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 232/499 4.32G 0.01355 0.01084 0.00286 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.38it/s] 232/499 4.32G 0.01347 0.01083 0.002797 87 640: 42%|####2 | 17/40 [00:03<00:04, 5.38it/s] 232/499 4.32G 0.01347 0.01083 0.002797 87 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 232/499 4.32G 0.01353 0.01091 0.002788 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 232/499 4.32G 0.01353 0.01091 0.002788 77 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 232/499 4.32G 0.01359 0.01099 0.0028 87 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 232/499 4.32G 0.01359 0.01099 0.0028 87 640: 50%|##### | 20/40 [00:03<00:03, 5.29it/s] 232/499 4.32G 0.01367 0.01097 0.002949 75 640: 50%|##### | 20/40 [00:03<00:03, 5.29it/s] 232/499 4.32G 0.01367 0.01097 0.002949 75 640: 52%|#####2 | 21/40 [00:03<00:03, 5.19it/s] 232/499 4.32G 0.01363 0.01099 0.003182 72 640: 52%|#####2 | 21/40 [00:04<00:03, 5.19it/s] 232/499 4.32G 0.01363 0.01099 0.003182 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 232/499 4.32G 0.01361 0.01093 0.003195 66 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 232/499 4.32G 0.01361 0.01093 0.003195 66 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 232/499 4.32G 0.01362 0.01089 0.003284 67 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 232/499 4.32G 0.01362 0.01089 0.003284 67 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 232/499 4.32G 0.01365 0.01095 0.003256 80 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 232/499 4.32G 0.01365 0.01095 0.003256 80 640: 62%|######2 | 25/40 [00:04<00:02, 5.22it/s] 232/499 4.32G 0.01364 0.01104 0.003159 81 640: 62%|######2 | 25/40 [00:04<00:02, 5.22it/s] 232/499 4.32G 0.01364 0.01104 0.003159 81 640: 65%|######5 | 26/40 [00:04<00:02, 5.29it/s] 232/499 4.32G 0.0137 0.01111 0.003111 81 640: 65%|######5 | 26/40 [00:05<00:02, 5.29it/s] 232/499 4.32G 0.0137 0.01111 0.003111 81 640: 68%|######7 | 27/40 [00:05<00:02, 5.18it/s] 232/499 4.32G 0.01367 0.01106 0.003118 69 640: 68%|######7 | 27/40 [00:05<00:02, 5.18it/s] 232/499 4.32G 0.01367 0.01106 0.003118 69 640: 70%|####### | 28/40 [00:05<00:02, 5.28it/s] 232/499 4.32G 0.01364 0.01108 0.003217 75 640: 70%|####### | 28/40 [00:05<00:02, 5.28it/s] 232/499 4.32G 0.01364 0.01108 0.003217 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.31it/s] 232/499 4.32G 0.01359 0.0111 0.003156 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.31it/s] 232/499 4.32G 0.01359 0.0111 0.003156 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 232/499 4.32G 0.01362 0.01108 0.003087 71 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 232/499 4.32G 0.01362 0.01108 0.003087 71 640: 78%|#######7 | 31/40 [00:05<00:01, 5.25it/s] 232/499 4.32G 0.01363 0.01105 0.003024 72 640: 78%|#######7 | 31/40 [00:06<00:01, 5.25it/s] 232/499 4.32G 0.01363 0.01105 0.003024 72 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 232/499 4.32G 0.01361 0.01117 0.003061 99 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 232/499 4.32G 0.01361 0.01117 0.003061 99 640: 82%|########2 | 33/40 [00:06<00:01, 5.14it/s] 232/499 4.32G 0.01357 0.01116 0.003003 83 640: 82%|########2 | 33/40 [00:06<00:01, 5.14it/s] 232/499 4.32G 0.01357 0.01116 0.003003 83 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 232/499 4.32G 0.01358 0.01118 0.002956 85 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 232/499 4.32G 0.01358 0.01118 0.002956 85 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 232/499 4.32G 0.01358 0.01121 0.002994 84 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 232/499 4.32G 0.01358 0.01121 0.002994 84 640: 90%|######### | 36/40 [00:06<00:00, 5.18it/s] 232/499 4.32G 0.01363 0.01116 0.00303 63 640: 90%|######### | 36/40 [00:07<00:00, 5.18it/s] 232/499 4.32G 0.01363 0.01116 0.00303 63 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 232/499 4.32G 0.01365 0.01114 0.003074 61 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 232/499 4.32G 0.01365 0.01114 0.003074 61 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 232/499 4.32G 0.01361 0.01114 0.003021 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 232/499 4.32G 0.01361 0.01114 0.003021 81 640: 98%|#########7| 39/40 [00:07<00:00, 5.13it/s] 232/499 4.32G 0.01365 0.01107 0.003022 32 640: 98%|#########7| 39/40 [00:07<00:00, 5.13it/s] 232/499 4.32G 0.01365 0.01107 0.003022 32 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] 232/499 4.32G 0.01365 0.01107 0.003022 32 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.74it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.85it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.44it/s] all 132 263 0.833 0.849 0.853 0.737 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 233/499 4.32G 0.0137 0.01083 0.001772 76 640: 0%| | 0/40 [00:00<?, ?it/s] 233/499 4.32G 0.0137 0.01083 0.001772 76 640: 2%|2 | 1/40 [00:00<00:07, 5.26it/s] 233/499 4.32G 0.01264 0.01163 0.001567 89 640: 2%|2 | 1/40 [00:00<00:07, 5.26it/s] 233/499 4.32G 0.01264 0.01163 0.001567 89 640: 5%|5 | 2/40 [00:00<00:07, 5.05it/s] 233/499 4.32G 0.01262 0.01131 0.001804 90 640: 5%|5 | 2/40 [00:00<00:07, 5.05it/s] 233/499 4.32G 0.01262 0.01131 0.001804 90 640: 8%|7 | 3/40 [00:00<00:07, 5.22it/s] 233/499 4.32G 0.01339 0.01174 0.002432 76 640: 8%|7 | 3/40 [00:00<00:07, 5.22it/s] 233/499 4.32G 0.01339 0.01174 0.002432 76 640: 10%|# | 4/40 [00:00<00:06, 5.30it/s] 233/499 4.32G 0.01336 0.01177 0.002104 75 640: 10%|# | 4/40 [00:00<00:06, 5.30it/s] 233/499 4.32G 0.01336 0.01177 0.002104 75 640: 12%|#2 | 5/40 [00:00<00:06, 5.16it/s] 233/499 4.32G 0.01327 0.01192 0.001838 83 640: 12%|#2 | 5/40 [00:01<00:06, 5.16it/s] 233/499 4.32G 0.01327 0.01192 0.001838 83 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 233/499 4.32G 0.01345 0.01185 0.001714 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 233/499 4.32G 0.01345 0.01185 0.001714 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 233/499 4.32G 0.0137 0.01206 0.002135 89 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 233/499 4.32G 0.0137 0.01206 0.002135 89 640: 20%|## | 8/40 [00:01<00:06, 5.17it/s] 233/499 4.32G 0.01385 0.01223 0.002293 86 640: 20%|## | 8/40 [00:01<00:06, 5.17it/s] 233/499 4.32G 0.01385 0.01223 0.002293 86 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 233/499 4.32G 0.01397 0.01194 0.002285 62 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 233/499 4.32G 0.01397 0.01194 0.002285 62 640: 25%|##5 | 10/40 [00:01<00:05, 5.32it/s] 233/499 4.32G 0.01393 0.01205 0.002151 89 640: 25%|##5 | 10/40 [00:02<00:05, 5.32it/s] 233/499 4.32G 0.01393 0.01205 0.002151 89 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 233/499 4.32G 0.0138 0.01194 0.002315 80 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 233/499 4.32G 0.0138 0.01194 0.002315 80 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 233/499 4.32G 0.01381 0.01201 0.002372 91 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 233/499 4.32G 0.01381 0.01201 0.002372 91 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 233/499 4.32G 0.01382 0.01205 0.002467 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 233/499 4.32G 0.01382 0.01205 0.002467 71 640: 35%|###5 | 14/40 [00:02<00:05, 5.13it/s] 233/499 4.32G 0.01368 0.01182 0.002364 64 640: 35%|###5 | 14/40 [00:02<00:05, 5.13it/s] 233/499 4.32G 0.01368 0.01182 0.002364 64 640: 38%|###7 | 15/40 [00:02<00:04, 5.23it/s] 233/499 4.32G 0.01372 0.01178 0.002384 69 640: 38%|###7 | 15/40 [00:03<00:04, 5.23it/s] 233/499 4.32G 0.01372 0.01178 0.002384 69 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 233/499 4.32G 0.01375 0.01168 0.002409 75 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 233/499 4.32G 0.01375 0.01168 0.002409 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 233/499 4.32G 0.01369 0.01161 0.002424 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 233/499 4.32G 0.01369 0.01161 0.002424 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 233/499 4.32G 0.01372 0.01156 0.002638 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 233/499 4.32G 0.01372 0.01156 0.002638 69 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 233/499 4.32G 0.01371 0.01148 0.002642 72 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 233/499 4.32G 0.01371 0.01148 0.002642 72 640: 50%|##### | 20/40 [00:03<00:03, 5.20it/s] 233/499 4.32G 0.01368 0.01144 0.002594 70 640: 50%|##### | 20/40 [00:04<00:03, 5.20it/s] 233/499 4.32G 0.01368 0.01144 0.002594 70 640: 52%|#####2 | 21/40 [00:04<00:03, 5.26it/s] 233/499 4.32G 0.01361 0.01137 0.002508 76 640: 52%|#####2 | 21/40 [00:04<00:03, 5.26it/s] 233/499 4.32G 0.01361 0.01137 0.002508 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 233/499 4.32G 0.01369 0.01135 0.002438 66 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 233/499 4.32G 0.01369 0.01135 0.002438 66 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 233/499 4.32G 0.01368 0.01145 0.002399 94 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 233/499 4.32G 0.01368 0.01145 0.002399 94 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 233/499 4.32G 0.01373 0.01143 0.00235 75 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 233/499 4.32G 0.01373 0.01143 0.00235 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.36it/s] 233/499 4.32G 0.01373 0.01149 0.002399 87 640: 62%|######2 | 25/40 [00:04<00:02, 5.36it/s] 233/499 4.32G 0.01373 0.01149 0.002399 87 640: 65%|######5 | 26/40 [00:04<00:02, 5.22it/s] 233/499 4.32G 0.01364 0.01147 0.002335 80 640: 65%|######5 | 26/40 [00:05<00:02, 5.22it/s] 233/499 4.32G 0.01364 0.01147 0.002335 80 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 233/499 4.32G 0.01368 0.01151 0.002454 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 233/499 4.32G 0.01368 0.01151 0.002454 79 640: 70%|####### | 28/40 [00:05<00:02, 5.35it/s] 233/499 4.32G 0.01366 0.01144 0.002499 68 640: 70%|####### | 28/40 [00:05<00:02, 5.35it/s] 233/499 4.32G 0.01366 0.01144 0.002499 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 233/499 4.32G 0.01363 0.01137 0.002569 70 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 233/499 4.32G 0.01363 0.01137 0.002569 70 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 233/499 4.32G 0.01355 0.01138 0.002606 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 233/499 4.32G 0.01355 0.01138 0.002606 79 640: 78%|#######7 | 31/40 [00:05<00:01, 5.34it/s] 233/499 4.32G 0.01355 0.01136 0.002546 70 640: 78%|#######7 | 31/40 [00:06<00:01, 5.34it/s] 233/499 4.32G 0.01355 0.01136 0.002546 70 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 233/499 4.32G 0.01358 0.01136 0.002548 62 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 233/499 4.32G 0.01358 0.01136 0.002548 62 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 233/499 4.32G 0.01363 0.01137 0.002652 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 233/499 4.32G 0.01363 0.01137 0.002652 82 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 233/499 4.32G 0.01357 0.01135 0.002643 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 233/499 4.32G 0.01357 0.01135 0.002643 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.16it/s] 233/499 4.32G 0.01352 0.01133 0.002745 78 640: 88%|########7 | 35/40 [00:06<00:00, 5.16it/s] 233/499 4.32G 0.01352 0.01133 0.002745 78 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 233/499 4.32G 0.01359 0.01136 0.002881 72 640: 90%|######### | 36/40 [00:07<00:00, 5.25it/s] 233/499 4.32G 0.01359 0.01136 0.002881 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.32it/s] 233/499 4.32G 0.01356 0.01138 0.002861 84 640: 92%|#########2| 37/40 [00:07<00:00, 5.32it/s] 233/499 4.32G 0.01356 0.01138 0.002861 84 640: 95%|#########5| 38/40 [00:07<00:00, 5.19it/s] 233/499 4.32G 0.01353 0.01144 0.00285 86 640: 95%|#########5| 38/40 [00:07<00:00, 5.19it/s] 233/499 4.32G 0.01353 0.01144 0.00285 86 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 233/499 4.32G 0.01352 0.01148 0.002825 45 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 233/499 4.32G 0.01352 0.01148 0.002825 45 640: 100%|##########| 40/40 [00:07<00:00, 5.38it/s] 233/499 4.32G 0.01352 0.01148 0.002825 45 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.852 0.848 0.853 0.731 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 234/499 4.32G 0.013 0.01268 0.0025 90 640: 0%| | 0/40 [00:00<?, ?it/s] 234/499 4.32G 0.013 0.01268 0.0025 90 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 234/499 4.32G 0.01231 0.01155 0.004173 69 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 234/499 4.32G 0.01231 0.01155 0.004173 69 640: 5%|5 | 2/40 [00:00<00:07, 5.21it/s] 234/499 4.32G 0.01263 0.01102 0.00509 73 640: 5%|5 | 2/40 [00:00<00:07, 5.21it/s] 234/499 4.32G 0.01263 0.01102 0.00509 73 640: 8%|7 | 3/40 [00:00<00:06, 5.35it/s] 234/499 4.32G 0.01299 0.01093 0.004 70 640: 8%|7 | 3/40 [00:00<00:06, 5.35it/s] 234/499 4.32G 0.01299 0.01093 0.004 70 640: 10%|# | 4/40 [00:00<00:06, 5.18it/s] 234/499 4.32G 0.0135 0.01094 0.004152 67 640: 10%|# | 4/40 [00:00<00:06, 5.18it/s] 234/499 4.32G 0.0135 0.01094 0.004152 67 640: 12%|#2 | 5/40 [00:00<00:06, 5.31it/s] 234/499 4.32G 0.01336 0.0109 0.003707 79 640: 12%|#2 | 5/40 [00:01<00:06, 5.31it/s] 234/499 4.32G 0.01336 0.0109 0.003707 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.39it/s] 234/499 4.32G 0.01345 0.01089 0.003589 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.39it/s] 234/499 4.32G 0.01345 0.01089 0.003589 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 234/499 4.32G 0.0134 0.01081 0.003336 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 234/499 4.32G 0.0134 0.01081 0.003336 70 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 234/499 4.32G 0.01345 0.01107 0.003293 88 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 234/499 4.32G 0.01345 0.01107 0.003293 88 640: 22%|##2 | 9/40 [00:01<00:05, 5.39it/s] 234/499 4.32G 0.01325 0.01087 0.00314 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.39it/s] 234/499 4.32G 0.01325 0.01087 0.00314 68 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 234/499 4.32G 0.01324 0.01078 0.003293 70 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 234/499 4.32G 0.01324 0.01078 0.003293 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 234/499 4.32G 0.01322 0.01075 0.003242 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 234/499 4.32G 0.01322 0.01075 0.003242 73 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 234/499 4.32G 0.01313 0.01093 0.003064 92 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 234/499 4.32G 0.01313 0.01093 0.003064 92 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 234/499 4.32G 0.01313 0.01089 0.003018 64 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 234/499 4.32G 0.01313 0.01089 0.003018 64 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 234/499 4.32G 0.01312 0.01076 0.003213 65 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 234/499 4.32G 0.01312 0.01076 0.003213 65 640: 38%|###7 | 15/40 [00:02<00:04, 5.35it/s] 234/499 4.32G 0.0132 0.01077 0.003302 79 640: 38%|###7 | 15/40 [00:03<00:04, 5.35it/s] 234/499 4.32G 0.0132 0.01077 0.003302 79 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 234/499 4.32G 0.01312 0.01076 0.003182 84 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 234/499 4.32G 0.01312 0.01076 0.003182 84 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 234/499 4.32G 0.01325 0.01107 0.003257 91 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 234/499 4.32G 0.01325 0.01107 0.003257 91 640: 45%|####5 | 18/40 [00:03<00:04, 5.38it/s] 234/499 4.32G 0.01326 0.0111 0.003251 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.38it/s] 234/499 4.32G 0.01326 0.0111 0.003251 77 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 234/499 4.32G 0.01324 0.01123 0.003165 97 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 234/499 4.32G 0.01324 0.01123 0.003165 97 640: 50%|##### | 20/40 [00:03<00:03, 5.29it/s] 234/499 4.32G 0.01331 0.01124 0.00322 71 640: 50%|##### | 20/40 [00:03<00:03, 5.29it/s] 234/499 4.32G 0.01331 0.01124 0.00322 71 640: 52%|#####2 | 21/40 [00:03<00:03, 5.36it/s] 234/499 4.32G 0.01326 0.01122 0.003114 72 640: 52%|#####2 | 21/40 [00:04<00:03, 5.36it/s] 234/499 4.32G 0.01326 0.01122 0.003114 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 234/499 4.32G 0.01322 0.01124 0.00309 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 234/499 4.32G 0.01322 0.01124 0.00309 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 234/499 4.32G 0.0133 0.01126 0.003102 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 234/499 4.32G 0.0133 0.01126 0.003102 70 640: 60%|###### | 24/40 [00:04<00:02, 5.36it/s] 234/499 4.32G 0.01326 0.01119 0.003065 73 640: 60%|###### | 24/40 [00:04<00:02, 5.36it/s] 234/499 4.32G 0.01326 0.01119 0.003065 73 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 234/499 4.32G 0.01327 0.0112 0.003099 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 234/499 4.32G 0.01327 0.0112 0.003099 78 640: 65%|######5 | 26/40 [00:04<00:02, 5.30it/s] 234/499 4.32G 0.01321 0.01113 0.00305 77 640: 65%|######5 | 26/40 [00:05<00:02, 5.30it/s] 234/499 4.32G 0.01321 0.01113 0.00305 77 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 234/499 4.32G 0.0132 0.01107 0.003105 62 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 234/499 4.32G 0.0132 0.01107 0.003105 62 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 234/499 4.32G 0.01315 0.01107 0.003077 82 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 234/499 4.32G 0.01315 0.01107 0.003077 82 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 234/499 4.32G 0.01316 0.01112 0.003022 90 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 234/499 4.32G 0.01316 0.01112 0.003022 90 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 234/499 4.32G 0.01316 0.01107 0.002961 62 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 234/499 4.32G 0.01316 0.01107 0.002961 62 640: 78%|#######7 | 31/40 [00:05<00:01, 5.17it/s] 234/499 4.32G 0.01315 0.01104 0.002926 76 640: 78%|#######7 | 31/40 [00:06<00:01, 5.17it/s] 234/499 4.32G 0.01315 0.01104 0.002926 76 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 234/499 4.32G 0.01312 0.01103 0.002862 76 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 234/499 4.32G 0.01312 0.01103 0.002862 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 234/499 4.32G 0.01315 0.0111 0.002891 92 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 234/499 4.32G 0.01315 0.0111 0.002891 92 640: 85%|########5 | 34/40 [00:06<00:01, 5.17it/s] 234/499 4.32G 0.01313 0.01108 0.002995 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.17it/s] 234/499 4.32G 0.01313 0.01108 0.002995 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 234/499 4.32G 0.01315 0.01111 0.002973 85 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 234/499 4.32G 0.01315 0.01111 0.002973 85 640: 90%|######### | 36/40 [00:06<00:00, 5.34it/s] 234/499 4.32G 0.01314 0.01108 0.003043 71 640: 90%|######### | 36/40 [00:07<00:00, 5.34it/s] 234/499 4.32G 0.01314 0.01108 0.003043 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 234/499 4.32G 0.01312 0.01103 0.002994 73 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 234/499 4.32G 0.01312 0.01103 0.002994 73 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 234/499 4.32G 0.01313 0.01106 0.002992 86 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 234/499 4.32G 0.01313 0.01106 0.002992 86 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 234/499 4.32G 0.01312 0.01107 0.002973 40 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 234/499 4.32G 0.01312 0.01107 0.002973 40 640: 100%|##########| 40/40 [00:07<00:00, 5.22it/s] 234/499 4.32G 0.01312 0.01107 0.002973 40 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.906 0.854 0.886 0.761 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 235/499 4.32G 0.0136 0.01082 0.0013 77 640: 0%| | 0/40 [00:00<?, ?it/s] 235/499 4.32G 0.0136 0.01082 0.0013 77 640: 2%|2 | 1/40 [00:00<00:07, 5.43it/s] 235/499 4.32G 0.01393 0.0116 0.002959 76 640: 2%|2 | 1/40 [00:00<00:07, 5.43it/s] 235/499 4.32G 0.01393 0.0116 0.002959 76 640: 5%|5 | 2/40 [00:00<00:06, 5.47it/s] 235/499 4.32G 0.01412 0.01127 0.002653 62 640: 5%|5 | 2/40 [00:00<00:06, 5.47it/s] 235/499 4.32G 0.01412 0.01127 0.002653 62 640: 8%|7 | 3/40 [00:00<00:07, 5.19it/s] 235/499 4.32G 0.01388 0.01083 0.00208 65 640: 8%|7 | 3/40 [00:00<00:07, 5.19it/s] 235/499 4.32G 0.01388 0.01083 0.00208 65 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 235/499 4.32G 0.01367 0.0106 0.001735 72 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 235/499 4.32G 0.01367 0.0106 0.001735 72 640: 12%|#2 | 5/40 [00:00<00:06, 5.37it/s] 235/499 4.32G 0.0137 0.01081 0.002476 74 640: 12%|#2 | 5/40 [00:01<00:06, 5.37it/s] 235/499 4.32G 0.0137 0.01081 0.002476 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.21it/s] 235/499 4.32G 0.01387 0.01092 0.00253 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.21it/s] 235/499 4.32G 0.01387 0.01092 0.00253 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 235/499 4.32G 0.01362 0.01087 0.002493 75 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 235/499 4.32G 0.01362 0.01087 0.002493 75 640: 20%|## | 8/40 [00:01<00:05, 5.34it/s] 235/499 4.32G 0.01345 0.01081 0.002466 77 640: 20%|## | 8/40 [00:01<00:05, 5.34it/s] 235/499 4.32G 0.01345 0.01081 0.002466 77 640: 22%|##2 | 9/40 [00:01<00:06, 5.13it/s] 235/499 4.32G 0.01374 0.01103 0.002434 77 640: 22%|##2 | 9/40 [00:01<00:06, 5.13it/s] 235/499 4.32G 0.01374 0.01103 0.002434 77 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 235/499 4.32G 0.01374 0.01122 0.002443 88 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 235/499 4.32G 0.01374 0.01122 0.002443 88 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 235/499 4.32G 0.01362 0.01117 0.002353 83 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 235/499 4.32G 0.01362 0.01117 0.002353 83 640: 30%|### | 12/40 [00:02<00:05, 5.16it/s] 235/499 4.32G 0.01353 0.01108 0.002312 77 640: 30%|### | 12/40 [00:02<00:05, 5.16it/s] 235/499 4.32G 0.01353 0.01108 0.002312 77 640: 32%|###2 | 13/40 [00:02<00:05, 5.25it/s] 235/499 4.32G 0.0135 0.01105 0.002428 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.25it/s] 235/499 4.32G 0.0135 0.01105 0.002428 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 235/499 4.32G 0.01352 0.01107 0.002389 85 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 235/499 4.32G 0.01352 0.01107 0.002389 85 640: 38%|###7 | 15/40 [00:02<00:04, 5.17it/s] 235/499 4.32G 0.01345 0.01106 0.002315 80 640: 38%|###7 | 15/40 [00:03<00:04, 5.17it/s] 235/499 4.32G 0.01345 0.01106 0.002315 80 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 235/499 4.32G 0.01341 0.01102 0.002256 83 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 235/499 4.32G 0.01341 0.01102 0.002256 83 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 235/499 4.32G 0.01331 0.01107 0.002304 84 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 235/499 4.32G 0.01331 0.01107 0.002304 84 640: 45%|####5 | 18/40 [00:03<00:04, 5.16it/s] 235/499 4.32G 0.01327 0.01099 0.002265 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.16it/s] 235/499 4.32G 0.01327 0.01099 0.002265 65 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 235/499 4.32G 0.01334 0.01099 0.002308 75 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 235/499 4.32G 0.01334 0.01099 0.002308 75 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 235/499 4.32G 0.0133 0.01098 0.00236 70 640: 50%|##### | 20/40 [00:04<00:03, 5.32it/s] 235/499 4.32G 0.0133 0.01098 0.00236 70 640: 52%|#####2 | 21/40 [00:04<00:03, 5.14it/s] 235/499 4.32G 0.01319 0.01085 0.002378 62 640: 52%|#####2 | 21/40 [00:04<00:03, 5.14it/s] 235/499 4.32G 0.01319 0.01085 0.002378 62 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 235/499 4.32G 0.01322 0.01093 0.002387 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 235/499 4.32G 0.01322 0.01093 0.002387 80 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 235/499 4.32G 0.0132 0.011 0.002388 89 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 235/499 4.32G 0.0132 0.011 0.002388 89 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 235/499 4.32G 0.01317 0.01103 0.002398 85 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 235/499 4.32G 0.01317 0.01103 0.002398 85 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 235/499 4.32G 0.01314 0.01112 0.002424 90 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 235/499 4.32G 0.01314 0.01112 0.002424 90 640: 65%|######5 | 26/40 [00:04<00:02, 5.35it/s] 235/499 4.32G 0.01313 0.01111 0.002488 88 640: 65%|######5 | 26/40 [00:05<00:02, 5.35it/s] 235/499 4.32G 0.01313 0.01111 0.002488 88 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 235/499 4.32G 0.01313 0.01111 0.002472 81 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 235/499 4.32G 0.01313 0.01111 0.002472 81 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 235/499 4.32G 0.01313 0.01105 0.002445 70 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 235/499 4.32G 0.01313 0.01105 0.002445 70 640: 72%|#######2 | 29/40 [00:05<00:02, 5.31it/s] 235/499 4.32G 0.0131 0.01116 0.002429 102 640: 72%|#######2 | 29/40 [00:05<00:02, 5.31it/s] 235/499 4.32G 0.0131 0.01116 0.002429 102 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 235/499 4.32G 0.01317 0.01117 0.00249 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 235/499 4.32G 0.01317 0.01117 0.00249 76 640: 78%|#######7 | 31/40 [00:05<00:01, 5.27it/s] 235/499 4.32G 0.01316 0.01114 0.00266 67 640: 78%|#######7 | 31/40 [00:06<00:01, 5.27it/s] 235/499 4.32G 0.01316 0.01114 0.00266 67 640: 80%|######## | 32/40 [00:06<00:01, 5.31it/s] 235/499 4.32G 0.01318 0.0111 0.002622 67 640: 80%|######## | 32/40 [00:06<00:01, 5.31it/s] 235/499 4.32G 0.01318 0.0111 0.002622 67 640: 82%|########2 | 33/40 [00:06<00:01, 5.15it/s] 235/499 4.32G 0.01315 0.01111 0.002574 79 640: 82%|########2 | 33/40 [00:06<00:01, 5.15it/s] 235/499 4.32G 0.01315 0.01111 0.002574 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 235/499 4.32G 0.01312 0.01103 0.00252 55 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 235/499 4.32G 0.01312 0.01103 0.00252 55 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 235/499 4.32G 0.01309 0.01105 0.002569 85 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 235/499 4.32G 0.01309 0.01105 0.002569 85 640: 90%|######### | 36/40 [00:06<00:00, 5.15it/s] 235/499 4.32G 0.01311 0.01112 0.002541 92 640: 90%|######### | 36/40 [00:07<00:00, 5.15it/s] 235/499 4.32G 0.01311 0.01112 0.002541 92 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 235/499 4.32G 0.01307 0.01112 0.002508 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 235/499 4.32G 0.01307 0.01112 0.002508 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 235/499 4.32G 0.01307 0.01115 0.002475 83 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 235/499 4.32G 0.01307 0.01115 0.002475 83 640: 98%|#########7| 39/40 [00:07<00:00, 5.15it/s] 235/499 4.32G 0.01305 0.01112 0.00254 35 640: 98%|#########7| 39/40 [00:07<00:00, 5.15it/s] 235/499 4.32G 0.01305 0.01112 0.00254 35 640: 100%|##########| 40/40 [00:07<00:00, 5.33it/s] 235/499 4.32G 0.01305 0.01112 0.00254 35 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.46it/s] all 132 263 0.862 0.866 0.88 0.763 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 236/499 4.32G 0.0123 0.01075 0.001991 76 640: 0%| | 0/40 [00:00<?, ?it/s] 236/499 4.32G 0.0123 0.01075 0.001991 76 640: 2%|2 | 1/40 [00:00<00:07, 5.29it/s] 236/499 4.32G 0.01307 0.01036 0.002319 61 640: 2%|2 | 1/40 [00:00<00:07, 5.29it/s] 236/499 4.32G 0.01307 0.01036 0.002319 61 640: 5%|5 | 2/40 [00:00<00:07, 4.95it/s] 236/499 4.32G 0.01246 0.0103 0.001729 75 640: 5%|5 | 2/40 [00:00<00:07, 4.95it/s] 236/499 4.32G 0.01246 0.0103 0.001729 75 640: 8%|7 | 3/40 [00:00<00:07, 5.14it/s] 236/499 4.32G 0.01249 0.009864 0.001566 66 640: 8%|7 | 3/40 [00:00<00:07, 5.14it/s] 236/499 4.32G 0.01249 0.009864 0.001566 66 640: 10%|# | 4/40 [00:00<00:06, 5.24it/s] 236/499 4.32G 0.01261 0.01081 0.001833 102 640: 10%|# | 4/40 [00:00<00:06, 5.24it/s] 236/499 4.32G 0.01261 0.01081 0.001833 102 640: 12%|#2 | 5/40 [00:00<00:06, 5.10it/s] 236/499 4.32G 0.01274 0.01043 0.001907 61 640: 12%|#2 | 5/40 [00:01<00:06, 5.10it/s] 236/499 4.32G 0.01274 0.01043 0.001907 61 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 236/499 4.32G 0.01308 0.0104 0.001883 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 236/499 4.32G 0.01308 0.0104 0.001883 68 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 236/499 4.32G 0.01275 0.009993 0.001887 60 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 236/499 4.32G 0.01275 0.009993 0.001887 60 640: 20%|## | 8/40 [00:01<00:06, 5.19it/s] 236/499 4.32G 0.01286 0.01035 0.00178 90 640: 20%|## | 8/40 [00:01<00:06, 5.19it/s] 236/499 4.32G 0.01286 0.01035 0.00178 90 640: 22%|##2 | 9/40 [00:01<00:05, 5.27it/s] 236/499 4.32G 0.01283 0.01055 0.001946 87 640: 22%|##2 | 9/40 [00:01<00:05, 5.27it/s] 236/499 4.32G 0.01283 0.01055 0.001946 87 640: 25%|##5 | 10/40 [00:01<00:05, 5.36it/s] 236/499 4.32G 0.01296 0.01078 0.002088 89 640: 25%|##5 | 10/40 [00:02<00:05, 5.36it/s] 236/499 4.32G 0.01296 0.01078 0.002088 89 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 236/499 4.32G 0.01317 0.01076 0.00222 69 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 236/499 4.32G 0.01317 0.01076 0.00222 69 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 236/499 4.32G 0.01321 0.0106 0.002426 68 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 236/499 4.32G 0.01321 0.0106 0.002426 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 236/499 4.32G 0.0131 0.0107 0.002488 90 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 236/499 4.32G 0.0131 0.0107 0.002488 90 640: 35%|###5 | 14/40 [00:02<00:05, 5.18it/s] 236/499 4.32G 0.01306 0.01067 0.002524 77 640: 35%|###5 | 14/40 [00:02<00:05, 5.18it/s] 236/499 4.32G 0.01306 0.01067 0.002524 77 640: 38%|###7 | 15/40 [00:02<00:04, 5.24it/s] 236/499 4.32G 0.01307 0.01055 0.002635 60 640: 38%|###7 | 15/40 [00:03<00:04, 5.24it/s] 236/499 4.32G 0.01307 0.01055 0.002635 60 640: 40%|#### | 16/40 [00:03<00:04, 5.27it/s] 236/499 4.32G 0.01298 0.01047 0.002523 70 640: 40%|#### | 16/40 [00:03<00:04, 5.27it/s] 236/499 4.32G 0.01298 0.01047 0.002523 70 640: 42%|####2 | 17/40 [00:03<00:04, 5.18it/s] 236/499 4.32G 0.0129 0.01038 0.002473 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.18it/s] 236/499 4.32G 0.0129 0.01038 0.002473 71 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 236/499 4.32G 0.01286 0.01043 0.002399 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 236/499 4.32G 0.01286 0.01043 0.002399 76 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 236/499 4.32G 0.01278 0.01033 0.002352 71 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 236/499 4.32G 0.01278 0.01033 0.002352 71 640: 50%|##### | 20/40 [00:03<00:03, 5.16it/s] 236/499 4.32G 0.01278 0.01037 0.002347 86 640: 50%|##### | 20/40 [00:04<00:03, 5.16it/s] 236/499 4.32G 0.01278 0.01037 0.002347 86 640: 52%|#####2 | 21/40 [00:04<00:03, 5.24it/s] 236/499 4.32G 0.01276 0.01037 0.002395 74 640: 52%|#####2 | 21/40 [00:04<00:03, 5.24it/s] 236/499 4.32G 0.01276 0.01037 0.002395 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 236/499 4.32G 0.01274 0.01033 0.002403 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 236/499 4.32G 0.01274 0.01033 0.002403 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 236/499 4.32G 0.01271 0.01032 0.002487 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 236/499 4.32G 0.01271 0.01032 0.002487 69 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 236/499 4.32G 0.01273 0.0104 0.002434 85 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 236/499 4.32G 0.01273 0.0104 0.002434 85 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 236/499 4.32G 0.0127 0.01043 0.002484 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 236/499 4.32G 0.0127 0.01043 0.002484 76 640: 65%|######5 | 26/40 [00:04<00:02, 5.15it/s] 236/499 4.32G 0.01273 0.01041 0.002463 67 640: 65%|######5 | 26/40 [00:05<00:02, 5.15it/s] 236/499 4.32G 0.01273 0.01041 0.002463 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 236/499 4.32G 0.01282 0.01045 0.002508 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 236/499 4.32G 0.01282 0.01045 0.002508 68 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 236/499 4.32G 0.01278 0.01035 0.002469 57 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 236/499 4.32G 0.01278 0.01035 0.002469 57 640: 72%|#######2 | 29/40 [00:05<00:02, 5.16it/s] 236/499 4.32G 0.01278 0.01031 0.002463 71 640: 72%|#######2 | 29/40 [00:05<00:02, 5.16it/s] 236/499 4.32G 0.01278 0.01031 0.002463 71 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 236/499 4.32G 0.01288 0.0104 0.002545 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 236/499 4.32G 0.01288 0.0104 0.002545 79 640: 78%|#######7 | 31/40 [00:05<00:01, 5.29it/s] 236/499 4.32G 0.01287 0.0104 0.002495 68 640: 78%|#######7 | 31/40 [00:06<00:01, 5.29it/s] 236/499 4.32G 0.01287 0.0104 0.002495 68 640: 80%|######## | 32/40 [00:06<00:01, 5.17it/s] 236/499 4.32G 0.01287 0.01047 0.002438 88 640: 80%|######## | 32/40 [00:06<00:01, 5.17it/s] 236/499 4.32G 0.01287 0.01047 0.002438 88 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 236/499 4.32G 0.01284 0.01044 0.002394 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 236/499 4.32G 0.01284 0.01044 0.002394 71 640: 85%|########5 | 34/40 [00:06<00:01, 5.32it/s] 236/499 4.32G 0.01282 0.01052 0.00242 92 640: 85%|########5 | 34/40 [00:06<00:01, 5.32it/s] 236/499 4.32G 0.01282 0.01052 0.00242 92 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 236/499 4.32G 0.01281 0.0105 0.0024 65 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 236/499 4.32G 0.01281 0.0105 0.0024 65 640: 90%|######### | 36/40 [00:06<00:00, 5.26it/s] 236/499 4.32G 0.0128 0.01047 0.00239 74 640: 90%|######### | 36/40 [00:07<00:00, 5.26it/s] 236/499 4.32G 0.0128 0.01047 0.00239 74 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 236/499 4.32G 0.01277 0.01044 0.002365 70 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 236/499 4.32G 0.01277 0.01044 0.002365 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.13it/s] 236/499 4.32G 0.01277 0.01044 0.002425 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.13it/s] 236/499 4.32G 0.01277 0.01044 0.002425 72 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 236/499 4.32G 0.01276 0.01044 0.002418 42 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 236/499 4.32G 0.01276 0.01044 0.002418 42 640: 100%|##########| 40/40 [00:07<00:00, 5.38it/s] 236/499 4.32G 0.01276 0.01044 0.002418 42 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.872 0.866 0.877 0.764 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 237/499 4.32G 0.01495 0.01259 0.001255 74 640: 0%| | 0/40 [00:00<?, ?it/s] 237/499 4.32G 0.01495 0.01259 0.001255 74 640: 2%|2 | 1/40 [00:00<00:07, 5.01it/s] 237/499 4.32G 0.01364 0.01156 0.002553 77 640: 2%|2 | 1/40 [00:00<00:07, 5.01it/s] 237/499 4.32G 0.01364 0.01156 0.002553 77 640: 5%|5 | 2/40 [00:00<00:07, 5.28it/s] 237/499 4.32G 0.01346 0.01197 0.002512 90 640: 5%|5 | 2/40 [00:00<00:07, 5.28it/s] 237/499 4.32G 0.01346 0.01197 0.002512 90 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 237/499 4.32G 0.01333 0.01164 0.002621 71 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 237/499 4.32G 0.01333 0.01164 0.002621 71 640: 10%|# | 4/40 [00:00<00:06, 5.17it/s] 237/499 4.32G 0.01327 0.0114 0.002813 73 640: 10%|# | 4/40 [00:00<00:06, 5.17it/s] 237/499 4.32G 0.01327 0.0114 0.002813 73 640: 12%|#2 | 5/40 [00:00<00:06, 5.29it/s] 237/499 4.32G 0.01345 0.01138 0.002552 75 640: 12%|#2 | 5/40 [00:01<00:06, 5.29it/s] 237/499 4.32G 0.01345 0.01138 0.002552 75 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 237/499 4.32G 0.01332 0.01091 0.002777 65 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 237/499 4.32G 0.01332 0.01091 0.002777 65 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 237/499 4.32G 0.0132 0.01096 0.002914 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 237/499 4.32G 0.0132 0.01096 0.002914 69 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 237/499 4.32G 0.0133 0.01098 0.003038 74 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 237/499 4.32G 0.0133 0.01098 0.003038 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 237/499 4.32G 0.01315 0.01082 0.003092 73 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 237/499 4.32G 0.01315 0.01082 0.003092 73 640: 25%|##5 | 10/40 [00:01<00:05, 5.20it/s] 237/499 4.32G 0.01306 0.01073 0.002908 74 640: 25%|##5 | 10/40 [00:02<00:05, 5.20it/s] 237/499 4.32G 0.01306 0.01073 0.002908 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 237/499 4.32G 0.01295 0.01061 0.002754 64 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 237/499 4.32G 0.01295 0.01061 0.002754 64 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 237/499 4.32G 0.01324 0.01086 0.002817 82 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 237/499 4.32G 0.01324 0.01086 0.002817 82 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 237/499 4.32G 0.01329 0.0109 0.002651 85 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 237/499 4.32G 0.01329 0.0109 0.002651 85 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 237/499 4.32G 0.01331 0.01098 0.002715 82 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 237/499 4.32G 0.01331 0.01098 0.002715 82 640: 38%|###7 | 15/40 [00:02<00:04, 5.34it/s] 237/499 4.32G 0.01329 0.01093 0.002767 67 640: 38%|###7 | 15/40 [00:03<00:04, 5.34it/s] 237/499 4.32G 0.01329 0.01093 0.002767 67 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 237/499 4.32G 0.01323 0.01089 0.002697 66 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 237/499 4.32G 0.01323 0.01089 0.002697 66 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 237/499 4.32G 0.01329 0.01085 0.002591 63 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 237/499 4.32G 0.01329 0.01085 0.002591 63 640: 45%|####5 | 18/40 [00:03<00:04, 5.37it/s] 237/499 4.32G 0.01322 0.01077 0.002526 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.37it/s] 237/499 4.32G 0.01322 0.01077 0.002526 67 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 237/499 4.32G 0.01326 0.0109 0.002558 95 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 237/499 4.32G 0.01326 0.0109 0.002558 95 640: 50%|##### | 20/40 [00:03<00:03, 5.29it/s] 237/499 4.32G 0.01333 0.01102 0.002553 80 640: 50%|##### | 20/40 [00:03<00:03, 5.29it/s] 237/499 4.32G 0.01333 0.01102 0.002553 80 640: 52%|#####2 | 21/40 [00:03<00:03, 5.37it/s] 237/499 4.32G 0.01327 0.01091 0.002688 62 640: 52%|#####2 | 21/40 [00:04<00:03, 5.37it/s] 237/499 4.32G 0.01327 0.01091 0.002688 62 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 237/499 4.32G 0.01329 0.0109 0.002828 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 237/499 4.32G 0.01329 0.0109 0.002828 77 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 237/499 4.32G 0.01325 0.01077 0.002726 58 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 237/499 4.32G 0.01325 0.01077 0.002726 58 640: 60%|###### | 24/40 [00:04<00:02, 5.38it/s] 237/499 4.32G 0.01326 0.0107 0.002721 60 640: 60%|###### | 24/40 [00:04<00:02, 5.38it/s] 237/499 4.32G 0.01326 0.0107 0.002721 60 640: 62%|######2 | 25/40 [00:04<00:02, 5.17it/s] 237/499 4.32G 0.01326 0.01068 0.00269 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.17it/s] 237/499 4.32G 0.01326 0.01068 0.00269 74 640: 65%|######5 | 26/40 [00:04<00:02, 5.25it/s] 237/499 4.32G 0.0132 0.01063 0.002655 61 640: 65%|######5 | 26/40 [00:05<00:02, 5.25it/s] 237/499 4.32G 0.0132 0.01063 0.002655 61 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 237/499 4.32G 0.01317 0.01068 0.002612 77 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 237/499 4.32G 0.01317 0.01068 0.002612 77 640: 70%|####### | 28/40 [00:05<00:02, 5.13it/s] 237/499 4.32G 0.01323 0.01072 0.002612 70 640: 70%|####### | 28/40 [00:05<00:02, 5.13it/s] 237/499 4.32G 0.01323 0.01072 0.002612 70 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 237/499 4.32G 0.01322 0.01073 0.002626 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 237/499 4.32G 0.01322 0.01073 0.002626 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 237/499 4.32G 0.01319 0.01072 0.002575 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 237/499 4.32G 0.01319 0.01072 0.002575 65 640: 78%|#######7 | 31/40 [00:05<00:01, 5.16it/s] 237/499 4.32G 0.01327 0.01072 0.002723 64 640: 78%|#######7 | 31/40 [00:06<00:01, 5.16it/s] 237/499 4.32G 0.01327 0.01072 0.002723 64 640: 80%|######## | 32/40 [00:06<00:01, 5.23it/s] 237/499 4.32G 0.01324 0.01076 0.002731 76 640: 80%|######## | 32/40 [00:06<00:01, 5.23it/s] 237/499 4.32G 0.01324 0.01076 0.002731 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 237/499 4.32G 0.0132 0.01072 0.002669 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 237/499 4.32G 0.0132 0.01072 0.002669 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.18it/s] 237/499 4.32G 0.01317 0.01069 0.002657 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.18it/s] 237/499 4.32G 0.01317 0.01069 0.002657 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 237/499 4.32G 0.01314 0.01062 0.002659 54 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 237/499 4.32G 0.01314 0.01062 0.002659 54 640: 90%|######### | 36/40 [00:06<00:00, 5.33it/s] 237/499 4.32G 0.01316 0.01067 0.002658 73 640: 90%|######### | 36/40 [00:07<00:00, 5.33it/s] 237/499 4.32G 0.01316 0.01067 0.002658 73 640: 92%|#########2| 37/40 [00:07<00:00, 5.19it/s] 237/499 4.32G 0.01317 0.01061 0.002654 57 640: 92%|#########2| 37/40 [00:07<00:00, 5.19it/s] 237/499 4.32G 0.01317 0.01061 0.002654 57 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 237/499 4.32G 0.01319 0.0106 0.002766 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 237/499 4.32G 0.01319 0.0106 0.002766 71 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 237/499 4.32G 0.01313 0.01069 0.00276 51 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 237/499 4.32G 0.01313 0.01069 0.00276 51 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] 237/499 4.32G 0.01313 0.01069 0.00276 51 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.878 0.849 0.888 0.774 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 238/499 4.32G 0.01113 0.009617 0.002891 81 640: 0%| | 0/40 [00:00<?, ?it/s] 238/499 4.32G 0.01113 0.009617 0.002891 81 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 238/499 4.32G 0.01167 0.01035 0.003075 83 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 238/499 4.32G 0.01167 0.01035 0.003075 83 640: 5%|5 | 2/40 [00:00<00:06, 5.56it/s] 238/499 4.32G 0.01213 0.01041 0.002887 66 640: 5%|5 | 2/40 [00:00<00:06, 5.56it/s] 238/499 4.32G 0.01213 0.01041 0.002887 66 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 238/499 4.32G 0.01206 0.01036 0.002656 77 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 238/499 4.32G 0.01206 0.01036 0.002656 77 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 238/499 4.32G 0.01242 0.01039 0.003359 69 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 238/499 4.32G 0.01242 0.01039 0.003359 69 640: 12%|#2 | 5/40 [00:00<00:06, 5.42it/s] 238/499 4.32G 0.01255 0.01031 0.00321 74 640: 12%|#2 | 5/40 [00:01<00:06, 5.42it/s] 238/499 4.32G 0.01255 0.01031 0.00321 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 238/499 4.32G 0.01264 0.0103 0.002896 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 238/499 4.32G 0.01264 0.0103 0.002896 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 238/499 4.32G 0.01271 0.01037 0.002774 77 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 238/499 4.32G 0.01271 0.01037 0.002774 77 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 238/499 4.32G 0.01293 0.01052 0.002639 75 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 238/499 4.32G 0.01293 0.01052 0.002639 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.19it/s] 238/499 4.32G 0.01287 0.01063 0.002516 85 640: 22%|##2 | 9/40 [00:01<00:05, 5.19it/s] 238/499 4.32G 0.01287 0.01063 0.002516 85 640: 25%|##5 | 10/40 [00:01<00:05, 5.29it/s] 238/499 4.32G 0.01293 0.01051 0.0027 69 640: 25%|##5 | 10/40 [00:02<00:05, 5.29it/s] 238/499 4.32G 0.01293 0.01051 0.0027 69 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 238/499 4.32G 0.01298 0.01049 0.002783 66 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 238/499 4.32G 0.01298 0.01049 0.002783 66 640: 30%|### | 12/40 [00:02<00:05, 5.19it/s] 238/499 4.32G 0.01301 0.01068 0.002791 89 640: 30%|### | 12/40 [00:02<00:05, 5.19it/s] 238/499 4.32G 0.01301 0.01068 0.002791 89 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 238/499 4.32G 0.01298 0.0107 0.002695 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 238/499 4.32G 0.01298 0.0107 0.002695 73 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 238/499 4.32G 0.01305 0.01074 0.002806 77 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 238/499 4.32G 0.01305 0.01074 0.002806 77 640: 38%|###7 | 15/40 [00:02<00:04, 5.20it/s] 238/499 4.32G 0.01295 0.01072 0.002674 71 640: 38%|###7 | 15/40 [00:03<00:04, 5.20it/s] 238/499 4.32G 0.01295 0.01072 0.002674 71 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 238/499 4.32G 0.01293 0.01083 0.002626 91 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 238/499 4.32G 0.01293 0.01083 0.002626 91 640: 42%|####2 | 17/40 [00:03<00:04, 5.33it/s] 238/499 4.32G 0.01295 0.01078 0.002507 66 640: 42%|####2 | 17/40 [00:03<00:04, 5.33it/s] 238/499 4.32G 0.01295 0.01078 0.002507 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.17it/s] 238/499 4.32G 0.01293 0.01086 0.002503 84 640: 45%|####5 | 18/40 [00:03<00:04, 5.17it/s] 238/499 4.32G 0.01293 0.01086 0.002503 84 640: 48%|####7 | 19/40 [00:03<00:03, 5.28it/s] 238/499 4.32G 0.01297 0.01092 0.00256 74 640: 48%|####7 | 19/40 [00:03<00:03, 5.28it/s] 238/499 4.32G 0.01297 0.01092 0.00256 74 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 238/499 4.32G 0.01287 0.01093 0.002508 87 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 238/499 4.32G 0.01287 0.01093 0.002508 87 640: 52%|#####2 | 21/40 [00:03<00:03, 5.20it/s] 238/499 4.32G 0.01276 0.01086 0.002425 65 640: 52%|#####2 | 21/40 [00:04<00:03, 5.20it/s] 238/499 4.32G 0.01276 0.01086 0.002425 65 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 238/499 4.32G 0.01276 0.0108 0.002396 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 238/499 4.32G 0.01276 0.0108 0.002396 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 238/499 4.32G 0.01275 0.01074 0.002443 67 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 238/499 4.32G 0.01275 0.01074 0.002443 67 640: 60%|###### | 24/40 [00:04<00:03, 5.23it/s] 238/499 4.32G 0.01269 0.01065 0.002395 69 640: 60%|###### | 24/40 [00:04<00:03, 5.23it/s] 238/499 4.32G 0.01269 0.01065 0.002395 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 238/499 4.32G 0.01273 0.01072 0.002454 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 238/499 4.32G 0.01273 0.01072 0.002454 79 640: 65%|######5 | 26/40 [00:04<00:02, 5.33it/s] 238/499 4.32G 0.01275 0.01071 0.002466 81 640: 65%|######5 | 26/40 [00:05<00:02, 5.33it/s] 238/499 4.32G 0.01275 0.01071 0.002466 81 640: 68%|######7 | 27/40 [00:05<00:02, 5.17it/s] 238/499 4.32G 0.01281 0.01074 0.00249 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.17it/s] 238/499 4.32G 0.01281 0.01074 0.00249 68 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 238/499 4.32G 0.01284 0.01069 0.002517 65 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 238/499 4.32G 0.01284 0.01069 0.002517 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.31it/s] 238/499 4.32G 0.01288 0.01072 0.002481 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.31it/s] 238/499 4.32G 0.01288 0.01072 0.002481 78 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 238/499 4.32G 0.01288 0.01074 0.002512 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 238/499 4.32G 0.01288 0.01074 0.002512 79 640: 78%|#######7 | 31/40 [00:05<00:01, 5.28it/s] 238/499 4.32G 0.01285 0.01072 0.002495 71 640: 78%|#######7 | 31/40 [00:06<00:01, 5.28it/s] 238/499 4.32G 0.01285 0.01072 0.002495 71 640: 80%|######## | 32/40 [00:06<00:01, 5.34it/s] 238/499 4.32G 0.01281 0.01076 0.002507 85 640: 80%|######## | 32/40 [00:06<00:01, 5.34it/s] 238/499 4.32G 0.01281 0.01076 0.002507 85 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 238/499 4.32G 0.01281 0.01076 0.002474 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 238/499 4.32G 0.01281 0.01076 0.002474 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 238/499 4.32G 0.01282 0.01079 0.002504 78 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 238/499 4.32G 0.01282 0.01079 0.002504 78 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 238/499 4.32G 0.01286 0.01082 0.00254 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 238/499 4.32G 0.01286 0.01082 0.00254 74 640: 90%|######### | 36/40 [00:06<00:00, 5.18it/s] 238/499 4.32G 0.01291 0.01085 0.002694 78 640: 90%|######### | 36/40 [00:07<00:00, 5.18it/s] 238/499 4.32G 0.01291 0.01085 0.002694 78 640: 92%|#########2| 37/40 [00:07<00:00, 5.24it/s] 238/499 4.32G 0.01293 0.01089 0.002739 83 640: 92%|#########2| 37/40 [00:07<00:00, 5.24it/s] 238/499 4.32G 0.01293 0.01089 0.002739 83 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 238/499 4.32G 0.01294 0.01092 0.002739 83 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 238/499 4.32G 0.01294 0.01092 0.002739 83 640: 98%|#########7| 39/40 [00:07<00:00, 5.16it/s] 238/499 4.32G 0.01306 0.01085 0.0027 30 640: 98%|#########7| 39/40 [00:07<00:00, 5.16it/s] 238/499 4.32G 0.01306 0.01085 0.0027 30 640: 100%|##########| 40/40 [00:07<00:00, 5.34it/s] 238/499 4.32G 0.01306 0.01085 0.0027 30 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.85it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.867 0.869 0.89 0.759 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 239/499 4.32G 0.01381 0.01215 0.003333 82 640: 0%| | 0/40 [00:00<?, ?it/s] 239/499 4.32G 0.01381 0.01215 0.003333 82 640: 2%|2 | 1/40 [00:00<00:07, 5.54it/s] 239/499 4.32G 0.01338 0.0121 0.002356 80 640: 2%|2 | 1/40 [00:00<00:07, 5.54it/s] 239/499 4.32G 0.01338 0.0121 0.002356 80 640: 5%|5 | 2/40 [00:00<00:07, 5.13it/s] 239/499 4.32G 0.01334 0.01158 0.002665 72 640: 5%|5 | 2/40 [00:00<00:07, 5.13it/s] 239/499 4.32G 0.01334 0.01158 0.002665 72 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 239/499 4.32G 0.01297 0.01145 0.003198 72 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 239/499 4.32G 0.01297 0.01145 0.003198 72 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 239/499 4.32G 0.01331 0.01187 0.002955 84 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 239/499 4.32G 0.01331 0.01187 0.002955 84 640: 12%|#2 | 5/40 [00:00<00:06, 5.17it/s] 239/499 4.32G 0.01364 0.01214 0.003677 79 640: 12%|#2 | 5/40 [00:01<00:06, 5.17it/s] 239/499 4.32G 0.01364 0.01214 0.003677 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 239/499 4.32G 0.01371 0.01172 0.00353 65 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 239/499 4.32G 0.01371 0.01172 0.00353 65 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 239/499 4.32G 0.0138 0.01172 0.003391 72 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 239/499 4.32G 0.0138 0.01172 0.003391 72 640: 20%|## | 8/40 [00:01<00:06, 5.17it/s] 239/499 4.32G 0.01364 0.01145 0.003235 74 640: 20%|## | 8/40 [00:01<00:06, 5.17it/s] 239/499 4.32G 0.01364 0.01145 0.003235 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.28it/s] 239/499 4.32G 0.0134 0.01117 0.002949 64 640: 22%|##2 | 9/40 [00:01<00:05, 5.28it/s] 239/499 4.32G 0.0134 0.01117 0.002949 64 640: 25%|##5 | 10/40 [00:01<00:05, 5.35it/s] 239/499 4.32G 0.01341 0.01113 0.002939 80 640: 25%|##5 | 10/40 [00:02<00:05, 5.35it/s] 239/499 4.32G 0.01341 0.01113 0.002939 80 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 239/499 4.32G 0.01328 0.01094 0.00275 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 239/499 4.32G 0.01328 0.01094 0.00275 68 640: 30%|### | 12/40 [00:02<00:05, 5.27it/s] 239/499 4.32G 0.01327 0.01102 0.002659 89 640: 30%|### | 12/40 [00:02<00:05, 5.27it/s] 239/499 4.32G 0.01327 0.01102 0.002659 89 640: 32%|###2 | 13/40 [00:02<00:05, 5.29it/s] 239/499 4.32G 0.01322 0.01091 0.002625 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.29it/s] 239/499 4.32G 0.01322 0.01091 0.002625 68 640: 35%|###5 | 14/40 [00:02<00:05, 5.17it/s] 239/499 4.32G 0.01316 0.01082 0.002803 85 640: 35%|###5 | 14/40 [00:02<00:05, 5.17it/s] 239/499 4.32G 0.01316 0.01082 0.002803 85 640: 38%|###7 | 15/40 [00:02<00:04, 5.27it/s] 239/499 4.32G 0.01314 0.01097 0.002748 90 640: 38%|###7 | 15/40 [00:03<00:04, 5.27it/s] 239/499 4.32G 0.01314 0.01097 0.002748 90 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 239/499 4.32G 0.01306 0.01091 0.002697 74 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 239/499 4.32G 0.01306 0.01091 0.002697 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 239/499 4.32G 0.013 0.0109 0.002714 96 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 239/499 4.32G 0.013 0.0109 0.002714 96 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 239/499 4.32G 0.01314 0.01102 0.002741 85 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 239/499 4.32G 0.01314 0.01102 0.002741 85 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 239/499 4.32G 0.01306 0.01099 0.003014 77 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 239/499 4.32G 0.01306 0.01099 0.003014 77 640: 50%|##### | 20/40 [00:03<00:03, 5.20it/s] 239/499 4.32G 0.01306 0.0111 0.00311 93 640: 50%|##### | 20/40 [00:03<00:03, 5.20it/s] 239/499 4.32G 0.01306 0.0111 0.00311 93 640: 52%|#####2 | 21/40 [00:03<00:03, 5.29it/s] 239/499 4.32G 0.01309 0.01107 0.003141 67 640: 52%|#####2 | 21/40 [00:04<00:03, 5.29it/s] 239/499 4.32G 0.01309 0.01107 0.003141 67 640: 55%|#####5 | 22/40 [00:04<00:03, 5.34it/s] 239/499 4.32G 0.01307 0.01107 0.003035 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.34it/s] 239/499 4.32G 0.01307 0.01107 0.003035 80 640: 57%|#####7 | 23/40 [00:04<00:03, 5.17it/s] 239/499 4.32G 0.01308 0.01099 0.003083 63 640: 57%|#####7 | 23/40 [00:04<00:03, 5.17it/s] 239/499 4.32G 0.01308 0.01099 0.003083 63 640: 60%|###### | 24/40 [00:04<00:03, 5.26it/s] 239/499 4.32G 0.01305 0.01098 0.003002 77 640: 60%|###### | 24/40 [00:04<00:03, 5.26it/s] 239/499 4.32G 0.01305 0.01098 0.003002 77 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 239/499 4.32G 0.01319 0.011 0.003086 67 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 239/499 4.32G 0.01319 0.011 0.003086 67 640: 65%|######5 | 26/40 [00:04<00:02, 5.18it/s] 239/499 4.32G 0.01319 0.01097 0.003036 66 640: 65%|######5 | 26/40 [00:05<00:02, 5.18it/s] 239/499 4.32G 0.01319 0.01097 0.003036 66 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 239/499 4.32G 0.01318 0.01089 0.002974 54 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 239/499 4.32G 0.01318 0.01089 0.002974 54 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 239/499 4.32G 0.01318 0.01091 0.003055 70 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 239/499 4.32G 0.01318 0.01091 0.003055 70 640: 72%|#######2 | 29/40 [00:05<00:02, 5.12it/s] 239/499 4.32G 0.01315 0.01091 0.002986 82 640: 72%|#######2 | 29/40 [00:05<00:02, 5.12it/s] 239/499 4.32G 0.01315 0.01091 0.002986 82 640: 75%|#######5 | 30/40 [00:05<00:01, 5.19it/s] 239/499 4.32G 0.01317 0.01092 0.003063 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.19it/s] 239/499 4.32G 0.01317 0.01092 0.003063 76 640: 78%|#######7 | 31/40 [00:05<00:01, 5.26it/s] 239/499 4.32G 0.01311 0.0109 0.003012 76 640: 78%|#######7 | 31/40 [00:06<00:01, 5.26it/s] 239/499 4.32G 0.01311 0.0109 0.003012 76 640: 80%|######## | 32/40 [00:06<00:01, 5.13it/s] 239/499 4.32G 0.01312 0.01085 0.002938 63 640: 80%|######## | 32/40 [00:06<00:01, 5.13it/s] 239/499 4.32G 0.01312 0.01085 0.002938 63 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 239/499 4.32G 0.01308 0.01083 0.002977 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 239/499 4.32G 0.01308 0.01083 0.002977 71 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 239/499 4.32G 0.01305 0.01081 0.002925 69 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 239/499 4.32G 0.01305 0.01081 0.002925 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.09it/s] 239/499 4.32G 0.01302 0.0108 0.002861 70 640: 88%|########7 | 35/40 [00:06<00:00, 5.09it/s] 239/499 4.32G 0.01302 0.0108 0.002861 70 640: 90%|######### | 36/40 [00:06<00:00, 5.19it/s] 239/499 4.32G 0.01301 0.01088 0.00282 83 640: 90%|######### | 36/40 [00:07<00:00, 5.19it/s] 239/499 4.32G 0.01301 0.01088 0.00282 83 640: 92%|#########2| 37/40 [00:07<00:00, 5.27it/s] 239/499 4.32G 0.01301 0.01086 0.002812 74 640: 92%|#########2| 37/40 [00:07<00:00, 5.27it/s] 239/499 4.32G 0.01301 0.01086 0.002812 74 640: 95%|#########5| 38/40 [00:07<00:00, 5.13it/s] 239/499 4.32G 0.01303 0.01087 0.002782 78 640: 95%|#########5| 38/40 [00:07<00:00, 5.13it/s] 239/499 4.32G 0.01303 0.01087 0.002782 78 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 239/499 4.32G 0.01308 0.01093 0.00274 41 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 239/499 4.32G 0.01308 0.01093 0.00274 41 640: 100%|##########| 40/40 [00:07<00:00, 5.37it/s] 239/499 4.32G 0.01308 0.01093 0.00274 41 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.831 0.872 0.872 0.746 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 240/499 4.32G 0.01465 0.01063 0.001484 76 640: 0%| | 0/40 [00:00<?, ?it/s] 240/499 4.32G 0.01465 0.01063 0.001484 76 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 240/499 4.32G 0.01509 0.01255 0.001314 81 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 240/499 4.32G 0.01509 0.01255 0.001314 81 640: 5%|5 | 2/40 [00:00<00:07, 5.28it/s] 240/499 4.32G 0.01453 0.01165 0.001382 57 640: 5%|5 | 2/40 [00:00<00:07, 5.28it/s] 240/499 4.32G 0.01453 0.01165 0.001382 57 640: 8%|7 | 3/40 [00:00<00:06, 5.38it/s] 240/499 4.32G 0.01409 0.01126 0.001301 68 640: 8%|7 | 3/40 [00:00<00:06, 5.38it/s] 240/499 4.32G 0.01409 0.01126 0.001301 68 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 240/499 4.32G 0.01468 0.01184 0.001649 85 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 240/499 4.32G 0.01468 0.01184 0.001649 85 640: 12%|#2 | 5/40 [00:00<00:06, 5.28it/s] 240/499 4.32G 0.01449 0.01169 0.001722 67 640: 12%|#2 | 5/40 [00:01<00:06, 5.28it/s] 240/499 4.32G 0.01449 0.01169 0.001722 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.37it/s] 240/499 4.32G 0.01414 0.01124 0.001658 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.37it/s] 240/499 4.32G 0.01414 0.01124 0.001658 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.16it/s] 240/499 4.32G 0.01378 0.01125 0.001561 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.16it/s] 240/499 4.32G 0.01378 0.01125 0.001561 79 640: 20%|## | 8/40 [00:01<00:06, 5.21it/s] 240/499 4.32G 0.01362 0.01087 0.001744 59 640: 20%|## | 8/40 [00:01<00:06, 5.21it/s] 240/499 4.32G 0.01362 0.01087 0.001744 59 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 240/499 4.32G 0.01352 0.01085 0.002014 83 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 240/499 4.32G 0.01352 0.01085 0.002014 83 640: 25%|##5 | 10/40 [00:01<00:05, 5.18it/s] 240/499 4.32G 0.01345 0.01076 0.002116 68 640: 25%|##5 | 10/40 [00:02<00:05, 5.18it/s] 240/499 4.32G 0.01345 0.01076 0.002116 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 240/499 4.32G 0.01347 0.01093 0.002307 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 240/499 4.32G 0.01347 0.01093 0.002307 74 640: 30%|### | 12/40 [00:02<00:05, 5.34it/s] 240/499 4.32G 0.01348 0.01105 0.002299 76 640: 30%|### | 12/40 [00:02<00:05, 5.34it/s] 240/499 4.32G 0.01348 0.01105 0.002299 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 240/499 4.32G 0.01344 0.01121 0.002399 87 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 240/499 4.32G 0.01344 0.01121 0.002399 87 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 240/499 4.32G 0.01352 0.01107 0.002458 63 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 240/499 4.32G 0.01352 0.01107 0.002458 63 640: 38%|###7 | 15/40 [00:02<00:04, 5.31it/s] 240/499 4.32G 0.0135 0.01105 0.002365 82 640: 38%|###7 | 15/40 [00:03<00:04, 5.31it/s] 240/499 4.32G 0.0135 0.01105 0.002365 82 640: 40%|#### | 16/40 [00:03<00:04, 5.19it/s] 240/499 4.32G 0.01353 0.01103 0.002391 74 640: 40%|#### | 16/40 [00:03<00:04, 5.19it/s] 240/499 4.32G 0.01353 0.01103 0.002391 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.28it/s] 240/499 4.32G 0.01357 0.01103 0.002429 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.28it/s] 240/499 4.32G 0.01357 0.01103 0.002429 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.37it/s] 240/499 4.32G 0.01364 0.01133 0.002456 115 640: 45%|####5 | 18/40 [00:03<00:04, 5.37it/s] 240/499 4.32G 0.01364 0.01133 0.002456 115 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 240/499 4.32G 0.01355 0.01126 0.002402 64 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 240/499 4.32G 0.01355 0.01126 0.002402 64 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 240/499 4.32G 0.01354 0.01124 0.002385 68 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 240/499 4.32G 0.01354 0.01124 0.002385 68 640: 52%|#####2 | 21/40 [00:03<00:03, 5.35it/s] 240/499 4.32G 0.01355 0.01128 0.002459 86 640: 52%|#####2 | 21/40 [00:04<00:03, 5.35it/s] 240/499 4.32G 0.01355 0.01128 0.002459 86 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 240/499 4.32G 0.01347 0.01127 0.002579 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 240/499 4.32G 0.01347 0.01127 0.002579 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 240/499 4.32G 0.0134 0.0113 0.00255 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 240/499 4.32G 0.0134 0.0113 0.00255 78 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 240/499 4.32G 0.01334 0.01123 0.002522 66 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 240/499 4.32G 0.01334 0.01123 0.002522 66 640: 62%|######2 | 25/40 [00:04<00:02, 5.20it/s] 240/499 4.32G 0.01329 0.01115 0.002548 61 640: 62%|######2 | 25/40 [00:04<00:02, 5.20it/s] 240/499 4.32G 0.01329 0.01115 0.002548 61 640: 65%|######5 | 26/40 [00:04<00:02, 5.29it/s] 240/499 4.32G 0.01334 0.01118 0.002565 75 640: 65%|######5 | 26/40 [00:05<00:02, 5.29it/s] 240/499 4.32G 0.01334 0.01118 0.002565 75 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 240/499 4.32G 0.01328 0.01121 0.002531 88 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 240/499 4.32G 0.01328 0.01121 0.002531 88 640: 70%|####### | 28/40 [00:05<00:02, 5.17it/s] 240/499 4.32G 0.01326 0.0112 0.002478 82 640: 70%|####### | 28/40 [00:05<00:02, 5.17it/s] 240/499 4.32G 0.01326 0.0112 0.002478 82 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 240/499 4.32G 0.0132 0.01113 0.002423 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 240/499 4.32G 0.0132 0.01113 0.002423 72 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 240/499 4.32G 0.01318 0.01112 0.002393 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 240/499 4.32G 0.01318 0.01112 0.002393 77 640: 78%|#######7 | 31/40 [00:05<00:01, 5.20it/s] 240/499 4.32G 0.01327 0.01113 0.002428 76 640: 78%|#######7 | 31/40 [00:06<00:01, 5.20it/s] 240/499 4.32G 0.01327 0.01113 0.002428 76 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 240/499 4.32G 0.01327 0.0112 0.002444 86 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 240/499 4.32G 0.01327 0.0112 0.002444 86 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 240/499 4.32G 0.01328 0.01112 0.002411 65 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 240/499 4.32G 0.01328 0.01112 0.002411 65 640: 85%|########5 | 34/40 [00:06<00:01, 5.21it/s] 240/499 4.32G 0.0133 0.01108 0.002419 59 640: 85%|########5 | 34/40 [00:06<00:01, 5.21it/s] 240/499 4.32G 0.0133 0.01108 0.002419 59 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 240/499 4.32G 0.01328 0.01102 0.002429 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 240/499 4.32G 0.01328 0.01102 0.002429 69 640: 90%|######### | 36/40 [00:06<00:00, 5.32it/s] 240/499 4.32G 0.01325 0.01102 0.002464 88 640: 90%|######### | 36/40 [00:07<00:00, 5.32it/s] 240/499 4.32G 0.01325 0.01102 0.002464 88 640: 92%|#########2| 37/40 [00:07<00:00, 5.14it/s] 240/499 4.32G 0.01318 0.01096 0.002462 70 640: 92%|#########2| 37/40 [00:07<00:00, 5.14it/s] 240/499 4.32G 0.01318 0.01096 0.002462 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 240/499 4.32G 0.01316 0.01095 0.00245 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 240/499 4.32G 0.01316 0.01095 0.00245 80 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 240/499 4.32G 0.01318 0.01087 0.0024 29 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 240/499 4.32G 0.01318 0.01087 0.0024 29 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] 240/499 4.32G 0.01318 0.01087 0.0024 29 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.886 0.834 0.888 0.755 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 241/499 4.32G 0.01388 0.01266 0.004524 81 640: 0%| | 0/40 [00:00<?, ?it/s] 241/499 4.32G 0.01388 0.01266 0.004524 81 640: 2%|2 | 1/40 [00:00<00:07, 5.27it/s] 241/499 4.32G 0.01374 0.011 0.005613 58 640: 2%|2 | 1/40 [00:00<00:07, 5.27it/s] 241/499 4.32G 0.01374 0.011 0.005613 58 640: 5%|5 | 2/40 [00:00<00:07, 5.23it/s] 241/499 4.32G 0.01482 0.01171 0.004809 72 640: 5%|5 | 2/40 [00:00<00:07, 5.23it/s] 241/499 4.32G 0.01482 0.01171 0.004809 72 640: 8%|7 | 3/40 [00:00<00:07, 5.08it/s] 241/499 4.32G 0.01438 0.01156 0.004992 72 640: 8%|7 | 3/40 [00:00<00:07, 5.08it/s] 241/499 4.32G 0.01438 0.01156 0.004992 72 640: 10%|# | 4/40 [00:00<00:06, 5.22it/s] 241/499 4.32G 0.01433 0.01136 0.004493 70 640: 10%|# | 4/40 [00:00<00:06, 5.22it/s] 241/499 4.32G 0.01433 0.01136 0.004493 70 640: 12%|#2 | 5/40 [00:00<00:06, 5.32it/s] 241/499 4.32G 0.01414 0.01156 0.004207 87 640: 12%|#2 | 5/40 [00:01<00:06, 5.32it/s] 241/499 4.32G 0.01414 0.01156 0.004207 87 640: 15%|#5 | 6/40 [00:01<00:06, 5.19it/s] 241/499 4.32G 0.01401 0.01133 0.003998 65 640: 15%|#5 | 6/40 [00:01<00:06, 5.19it/s] 241/499 4.32G 0.01401 0.01133 0.003998 65 640: 18%|#7 | 7/40 [00:01<00:06, 5.28it/s] 241/499 4.32G 0.01355 0.0111 0.003694 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.28it/s] 241/499 4.32G 0.01355 0.0111 0.003694 69 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 241/499 4.32G 0.01363 0.01104 0.003672 71 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 241/499 4.32G 0.01363 0.01104 0.003672 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 241/499 4.32G 0.01354 0.01094 0.003619 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 241/499 4.32G 0.01354 0.01094 0.003619 70 640: 25%|##5 | 10/40 [00:01<00:05, 5.26it/s] 241/499 4.32G 0.01364 0.01116 0.003831 91 640: 25%|##5 | 10/40 [00:02<00:05, 5.26it/s] 241/499 4.32G 0.01364 0.01116 0.003831 91 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 241/499 4.32G 0.01347 0.0109 0.003572 59 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 241/499 4.32G 0.01347 0.0109 0.003572 59 640: 30%|### | 12/40 [00:02<00:05, 5.18it/s] 241/499 4.32G 0.01356 0.01078 0.003594 61 640: 30%|### | 12/40 [00:02<00:05, 5.18it/s] 241/499 4.32G 0.01356 0.01078 0.003594 61 640: 32%|###2 | 13/40 [00:02<00:05, 5.25it/s] 241/499 4.32G 0.01348 0.01063 0.003562 64 640: 32%|###2 | 13/40 [00:02<00:05, 5.25it/s] 241/499 4.32G 0.01348 0.01063 0.003562 64 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 241/499 4.32G 0.01352 0.01071 0.003386 81 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 241/499 4.32G 0.01352 0.01071 0.003386 81 640: 38%|###7 | 15/40 [00:02<00:04, 5.20it/s] 241/499 4.32G 0.01347 0.01084 0.003254 86 640: 38%|###7 | 15/40 [00:03<00:04, 5.20it/s] 241/499 4.32G 0.01347 0.01084 0.003254 86 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 241/499 4.32G 0.01335 0.01065 0.003386 65 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 241/499 4.32G 0.01335 0.01065 0.003386 65 640: 42%|####2 | 17/40 [00:03<00:04, 5.33it/s] 241/499 4.32G 0.01349 0.0108 0.00338 81 640: 42%|####2 | 17/40 [00:03<00:04, 5.33it/s] 241/499 4.32G 0.01349 0.0108 0.00338 81 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 241/499 4.32G 0.01349 0.01087 0.003272 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 241/499 4.32G 0.01349 0.01087 0.003272 79 640: 48%|####7 | 19/40 [00:03<00:03, 5.25it/s] 241/499 4.32G 0.01351 0.01094 0.003238 80 640: 48%|####7 | 19/40 [00:03<00:03, 5.25it/s] 241/499 4.32G 0.01351 0.01094 0.003238 80 640: 50%|##### | 20/40 [00:03<00:03, 5.33it/s] 241/499 4.32G 0.01336 0.01089 0.00311 74 640: 50%|##### | 20/40 [00:04<00:03, 5.33it/s] 241/499 4.32G 0.01336 0.01089 0.00311 74 640: 52%|#####2 | 21/40 [00:04<00:03, 5.21it/s] 241/499 4.32G 0.01332 0.01088 0.003004 88 640: 52%|#####2 | 21/40 [00:04<00:03, 5.21it/s] 241/499 4.32G 0.01332 0.01088 0.003004 88 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 241/499 4.32G 0.01336 0.01076 0.003038 58 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 241/499 4.32G 0.01336 0.01076 0.003038 58 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 241/499 4.32G 0.01334 0.0108 0.002973 88 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 241/499 4.32G 0.01334 0.0108 0.002973 88 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 241/499 4.32G 0.01331 0.01076 0.003056 71 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 241/499 4.32G 0.01331 0.01076 0.003056 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 241/499 4.32G 0.01326 0.01078 0.003088 80 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 241/499 4.32G 0.01326 0.01078 0.003088 80 640: 65%|######5 | 26/40 [00:04<00:02, 5.34it/s] 241/499 4.32G 0.01324 0.01074 0.003127 67 640: 65%|######5 | 26/40 [00:05<00:02, 5.34it/s] 241/499 4.32G 0.01324 0.01074 0.003127 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.19it/s] 241/499 4.32G 0.01322 0.01072 0.003146 72 640: 68%|######7 | 27/40 [00:05<00:02, 5.19it/s] 241/499 4.32G 0.01322 0.01072 0.003146 72 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 241/499 4.32G 0.0132 0.01071 0.003129 83 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 241/499 4.32G 0.0132 0.01071 0.003129 83 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 241/499 4.32G 0.01316 0.01076 0.003107 92 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 241/499 4.32G 0.01316 0.01076 0.003107 92 640: 75%|#######5 | 30/40 [00:05<00:01, 5.10it/s] 241/499 4.32G 0.01327 0.01072 0.003139 64 640: 75%|#######5 | 30/40 [00:05<00:01, 5.10it/s] 241/499 4.32G 0.01327 0.01072 0.003139 64 640: 78%|#######7 | 31/40 [00:05<00:01, 5.16it/s] 241/499 4.32G 0.01326 0.0107 0.003125 69 640: 78%|#######7 | 31/40 [00:06<00:01, 5.16it/s] 241/499 4.32G 0.01326 0.0107 0.003125 69 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 241/499 4.32G 0.01324 0.0107 0.003108 78 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 241/499 4.32G 0.01324 0.0107 0.003108 78 640: 82%|########2 | 33/40 [00:06<00:01, 5.12it/s] 241/499 4.32G 0.01323 0.01076 0.003084 89 640: 82%|########2 | 33/40 [00:06<00:01, 5.12it/s] 241/499 4.32G 0.01323 0.01076 0.003084 89 640: 85%|########5 | 34/40 [00:06<00:01, 5.21it/s] 241/499 4.32G 0.01322 0.01079 0.003127 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.21it/s] 241/499 4.32G 0.01322 0.01079 0.003127 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 241/499 4.32G 0.01329 0.01088 0.00316 88 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 241/499 4.32G 0.01329 0.01088 0.00316 88 640: 90%|######### | 36/40 [00:06<00:00, 5.12it/s] 241/499 4.32G 0.01327 0.01084 0.003193 67 640: 90%|######### | 36/40 [00:07<00:00, 5.12it/s] 241/499 4.32G 0.01327 0.01084 0.003193 67 640: 92%|#########2| 37/40 [00:07<00:00, 5.16it/s] 241/499 4.32G 0.01327 0.01083 0.003143 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.16it/s] 241/499 4.32G 0.01327 0.01083 0.003143 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.13it/s] 241/499 4.32G 0.01331 0.01082 0.003103 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.13it/s] 241/499 4.32G 0.01331 0.01082 0.003103 66 640: 98%|#########7| 39/40 [00:07<00:00, 5.02it/s] 241/499 4.32G 0.01337 0.01085 0.003047 37 640: 98%|#########7| 39/40 [00:07<00:00, 5.02it/s] 241/499 4.32G 0.01337 0.01085 0.003047 37 640: 100%|##########| 40/40 [00:07<00:00, 5.22it/s] 241/499 4.32G 0.01337 0.01085 0.003047 37 640: 100%|##########| 40/40 [00:07<00:00, 5.23it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.86it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.46it/s] all 132 263 0.896 0.856 0.901 0.776 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 242/499 4.32G 0.01321 0.007835 0.0007713 56 640: 0%| | 0/40 [00:00<?, ?it/s] 242/499 4.32G 0.01321 0.007835 0.0007713 56 640: 2%|2 | 1/40 [00:00<00:07, 5.26it/s] 242/499 4.32G 0.01259 0.009847 0.0007921 89 640: 2%|2 | 1/40 [00:00<00:07, 5.26it/s] 242/499 4.32G 0.01259 0.009847 0.0007921 89 640: 5%|5 | 2/40 [00:00<00:07, 4.92it/s] 242/499 4.32G 0.01244 0.009904 0.0008976 75 640: 5%|5 | 2/40 [00:00<00:07, 4.92it/s] 242/499 4.32G 0.01244 0.009904 0.0008976 75 640: 8%|7 | 3/40 [00:00<00:07, 5.16it/s] 242/499 4.32G 0.01272 0.01022 0.001459 77 640: 8%|7 | 3/40 [00:00<00:07, 5.16it/s] 242/499 4.32G 0.01272 0.01022 0.001459 77 640: 10%|# | 4/40 [00:00<00:06, 5.31it/s] 242/499 4.32G 0.01277 0.01034 0.00142 73 640: 10%|# | 4/40 [00:00<00:06, 5.31it/s] 242/499 4.32G 0.01277 0.01034 0.00142 73 640: 12%|#2 | 5/40 [00:00<00:06, 5.14it/s] 242/499 4.32G 0.01279 0.01006 0.001773 63 640: 12%|#2 | 5/40 [00:01<00:06, 5.14it/s] 242/499 4.32G 0.01279 0.01006 0.001773 63 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 242/499 4.32G 0.01277 0.009962 0.001631 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 242/499 4.32G 0.01277 0.009962 0.001631 68 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 242/499 4.32G 0.01286 0.01032 0.001965 88 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 242/499 4.32G 0.01286 0.01032 0.001965 88 640: 20%|## | 8/40 [00:01<00:06, 5.18it/s] 242/499 4.32G 0.01307 0.01056 0.002028 83 640: 20%|## | 8/40 [00:01<00:06, 5.18it/s] 242/499 4.32G 0.01307 0.01056 0.002028 83 640: 22%|##2 | 9/40 [00:01<00:05, 5.27it/s] 242/499 4.32G 0.01311 0.0107 0.00188 83 640: 22%|##2 | 9/40 [00:01<00:05, 5.27it/s] 242/499 4.32G 0.01311 0.0107 0.00188 83 640: 25%|##5 | 10/40 [00:01<00:05, 5.36it/s] 242/499 4.32G 0.01315 0.01084 0.001787 84 640: 25%|##5 | 10/40 [00:02<00:05, 5.36it/s] 242/499 4.32G 0.01315 0.01084 0.001787 84 640: 28%|##7 | 11/40 [00:02<00:05, 5.22it/s] 242/499 4.32G 0.01301 0.01066 0.001857 64 640: 28%|##7 | 11/40 [00:02<00:05, 5.22it/s] 242/499 4.32G 0.01301 0.01066 0.001857 64 640: 30%|### | 12/40 [00:02<00:05, 5.28it/s] 242/499 4.32G 0.01316 0.0105 0.001876 53 640: 30%|### | 12/40 [00:02<00:05, 5.28it/s] 242/499 4.32G 0.01316 0.0105 0.001876 53 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 242/499 4.32G 0.01329 0.01056 0.001999 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 242/499 4.32G 0.01329 0.01056 0.001999 68 640: 35%|###5 | 14/40 [00:02<00:05, 5.18it/s] 242/499 4.32G 0.01333 0.01071 0.002189 87 640: 35%|###5 | 14/40 [00:02<00:05, 5.18it/s] 242/499 4.32G 0.01333 0.01071 0.002189 87 640: 38%|###7 | 15/40 [00:02<00:04, 5.28it/s] 242/499 4.32G 0.01332 0.01076 0.00219 82 640: 38%|###7 | 15/40 [00:03<00:04, 5.28it/s] 242/499 4.32G 0.01332 0.01076 0.00219 82 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 242/499 4.32G 0.01346 0.0108 0.00225 80 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 242/499 4.32G 0.01346 0.0108 0.00225 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 242/499 4.32G 0.01344 0.01078 0.00234 70 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 242/499 4.32G 0.01344 0.01078 0.00234 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 242/499 4.32G 0.01338 0.01069 0.00251 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 242/499 4.32G 0.01338 0.01069 0.00251 70 640: 48%|####7 | 19/40 [00:03<00:03, 5.28it/s] 242/499 4.32G 0.01337 0.01067 0.002456 77 640: 48%|####7 | 19/40 [00:03<00:03, 5.28it/s] 242/499 4.32G 0.01337 0.01067 0.002456 77 640: 50%|##### | 20/40 [00:03<00:03, 5.14it/s] 242/499 4.32G 0.01332 0.01063 0.002562 69 640: 50%|##### | 20/40 [00:04<00:03, 5.14it/s] 242/499 4.32G 0.01332 0.01063 0.002562 69 640: 52%|#####2 | 21/40 [00:04<00:03, 5.23it/s] 242/499 4.32G 0.01334 0.01053 0.002986 56 640: 52%|#####2 | 21/40 [00:04<00:03, 5.23it/s] 242/499 4.32G 0.01334 0.01053 0.002986 56 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 242/499 4.32G 0.01333 0.01042 0.002996 62 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 242/499 4.32G 0.01333 0.01042 0.002996 62 640: 57%|#####7 | 23/40 [00:04<00:03, 5.12it/s] 242/499 4.32G 0.01334 0.01058 0.002903 101 640: 57%|#####7 | 23/40 [00:04<00:03, 5.12it/s] 242/499 4.32G 0.01334 0.01058 0.002903 101 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 242/499 4.32G 0.01338 0.01055 0.003074 63 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 242/499 4.32G 0.01338 0.01055 0.003074 63 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 242/499 4.32G 0.01333 0.01053 0.003012 67 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 242/499 4.32G 0.01333 0.01053 0.003012 67 640: 65%|######5 | 26/40 [00:04<00:02, 5.17it/s] 242/499 4.32G 0.01332 0.01049 0.003075 71 640: 65%|######5 | 26/40 [00:05<00:02, 5.17it/s] 242/499 4.32G 0.01332 0.01049 0.003075 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 242/499 4.32G 0.0134 0.01041 0.003056 52 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 242/499 4.32G 0.0134 0.01041 0.003056 52 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 242/499 4.32G 0.01336 0.01046 0.003072 84 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 242/499 4.32G 0.01336 0.01046 0.003072 84 640: 72%|#######2 | 29/40 [00:05<00:02, 5.14it/s] 242/499 4.32G 0.01335 0.01048 0.003058 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.14it/s] 242/499 4.32G 0.01335 0.01048 0.003058 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 242/499 4.32G 0.01331 0.01049 0.003134 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 242/499 4.32G 0.01331 0.01049 0.003134 75 640: 78%|#######7 | 31/40 [00:05<00:01, 5.29it/s] 242/499 4.32G 0.01328 0.01044 0.003113 70 640: 78%|#######7 | 31/40 [00:06<00:01, 5.29it/s] 242/499 4.32G 0.01328 0.01044 0.003113 70 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 242/499 4.32G 0.01326 0.01048 0.003164 74 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 242/499 4.32G 0.01326 0.01048 0.003164 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 242/499 4.32G 0.01326 0.01046 0.003149 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 242/499 4.32G 0.01326 0.01046 0.003149 72 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 242/499 4.32G 0.01324 0.01044 0.003204 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 242/499 4.32G 0.01324 0.01044 0.003204 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.17it/s] 242/499 4.32G 0.01323 0.01046 0.003194 79 640: 88%|########7 | 35/40 [00:06<00:00, 5.17it/s] 242/499 4.32G 0.01323 0.01046 0.003194 79 640: 90%|######### | 36/40 [00:06<00:00, 5.27it/s] 242/499 4.32G 0.01322 0.01054 0.003158 77 640: 90%|######### | 36/40 [00:07<00:00, 5.27it/s] 242/499 4.32G 0.01322 0.01054 0.003158 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.33it/s] 242/499 4.32G 0.01322 0.01056 0.003152 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.33it/s] 242/499 4.32G 0.01322 0.01056 0.003152 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 242/499 4.32G 0.01324 0.01056 0.003128 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 242/499 4.32G 0.01324 0.01056 0.003128 68 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 242/499 4.32G 0.0132 0.01052 0.00314 35 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 242/499 4.32G 0.0132 0.01052 0.00314 35 640: 100%|##########| 40/40 [00:07<00:00, 5.41it/s] 242/499 4.32G 0.0132 0.01052 0.00314 35 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.834 0.877 0.9 0.78 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 243/499 4.32G 0.01275 0.01347 0.002 95 640: 0%| | 0/40 [00:00<?, ?it/s] 243/499 4.32G 0.01275 0.01347 0.002 95 640: 2%|2 | 1/40 [00:00<00:08, 4.87it/s] 243/499 4.32G 0.01271 0.0126 0.002304 82 640: 2%|2 | 1/40 [00:00<00:08, 4.87it/s] 243/499 4.32G 0.01271 0.0126 0.002304 82 640: 5%|5 | 2/40 [00:00<00:07, 5.19it/s] 243/499 4.32G 0.01295 0.01266 0.002487 91 640: 5%|5 | 2/40 [00:00<00:07, 5.19it/s] 243/499 4.32G 0.01295 0.01266 0.002487 91 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 243/499 4.32G 0.01328 0.01259 0.002602 84 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 243/499 4.32G 0.01328 0.01259 0.002602 84 640: 10%|# | 4/40 [00:00<00:07, 5.14it/s] 243/499 4.32G 0.01323 0.01198 0.003212 62 640: 10%|# | 4/40 [00:00<00:07, 5.14it/s] 243/499 4.32G 0.01323 0.01198 0.003212 62 640: 12%|#2 | 5/40 [00:00<00:06, 5.25it/s] 243/499 4.32G 0.01315 0.0117 0.003056 76 640: 12%|#2 | 5/40 [00:01<00:06, 5.25it/s] 243/499 4.32G 0.01315 0.0117 0.003056 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 243/499 4.32G 0.01334 0.0117 0.003149 70 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 243/499 4.32G 0.01334 0.0117 0.003149 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 243/499 4.32G 0.01326 0.01163 0.002877 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 243/499 4.32G 0.01326 0.01163 0.002877 78 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 243/499 4.32G 0.01342 0.01194 0.002899 84 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 243/499 4.32G 0.01342 0.01194 0.002899 84 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 243/499 4.32G 0.01338 0.01164 0.002792 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 243/499 4.32G 0.01338 0.01164 0.002792 69 640: 25%|##5 | 10/40 [00:01<00:05, 5.20it/s] 243/499 4.32G 0.01375 0.01204 0.002875 85 640: 25%|##5 | 10/40 [00:02<00:05, 5.20it/s] 243/499 4.32G 0.01375 0.01204 0.002875 85 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 243/499 4.32G 0.01377 0.01203 0.002685 86 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 243/499 4.32G 0.01377 0.01203 0.002685 86 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 243/499 4.32G 0.01374 0.01214 0.002721 87 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 243/499 4.32G 0.01374 0.01214 0.002721 87 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 243/499 4.32G 0.01368 0.01198 0.002898 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 243/499 4.32G 0.01368 0.01198 0.002898 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 243/499 4.32G 0.01358 0.01184 0.002865 77 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 243/499 4.32G 0.01358 0.01184 0.002865 77 640: 38%|###7 | 15/40 [00:02<00:04, 5.36it/s] 243/499 4.32G 0.01364 0.01179 0.002842 64 640: 38%|###7 | 15/40 [00:03<00:04, 5.36it/s] 243/499 4.32G 0.01364 0.01179 0.002842 64 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 243/499 4.32G 0.01361 0.0116 0.002741 67 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 243/499 4.32G 0.01361 0.0116 0.002741 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 243/499 4.32G 0.01359 0.01164 0.002713 69 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 243/499 4.32G 0.01359 0.01164 0.002713 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.37it/s] 243/499 4.32G 0.01367 0.01159 0.002696 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.37it/s] 243/499 4.32G 0.01367 0.01159 0.002696 70 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 243/499 4.32G 0.01368 0.01171 0.002779 93 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 243/499 4.32G 0.01368 0.01171 0.002779 93 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 243/499 4.32G 0.01361 0.01154 0.002787 64 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 243/499 4.32G 0.01361 0.01154 0.002787 64 640: 52%|#####2 | 21/40 [00:03<00:03, 5.38it/s] 243/499 4.32G 0.01356 0.01143 0.002712 71 640: 52%|#####2 | 21/40 [00:04<00:03, 5.38it/s] 243/499 4.32G 0.01356 0.01143 0.002712 71 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 243/499 4.32G 0.01355 0.01148 0.002709 87 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 243/499 4.32G 0.01355 0.01148 0.002709 87 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 243/499 4.32G 0.0135 0.01151 0.002756 85 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 243/499 4.32G 0.0135 0.01151 0.002756 85 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 243/499 4.32G 0.01343 0.01148 0.002667 79 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 243/499 4.32G 0.01343 0.01148 0.002667 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 243/499 4.32G 0.01341 0.01146 0.002685 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 243/499 4.32G 0.01341 0.01146 0.002685 74 640: 65%|######5 | 26/40 [00:04<00:02, 5.26it/s] 243/499 4.32G 0.01347 0.01142 0.002655 70 640: 65%|######5 | 26/40 [00:05<00:02, 5.26it/s] 243/499 4.32G 0.01347 0.01142 0.002655 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 243/499 4.32G 0.01352 0.0114 0.002695 62 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 243/499 4.32G 0.01352 0.0114 0.002695 62 640: 70%|####### | 28/40 [00:05<00:02, 5.18it/s] 243/499 4.32G 0.01349 0.01145 0.002665 88 640: 70%|####### | 28/40 [00:05<00:02, 5.18it/s] 243/499 4.32G 0.01349 0.01145 0.002665 88 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 243/499 4.32G 0.01344 0.01147 0.002701 85 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 243/499 4.32G 0.01344 0.01147 0.002701 85 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 243/499 4.32G 0.01343 0.01144 0.002662 83 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 243/499 4.32G 0.01343 0.01144 0.002662 83 640: 78%|#######7 | 31/40 [00:05<00:01, 5.19it/s] 243/499 4.32G 0.01343 0.01141 0.002788 67 640: 78%|#######7 | 31/40 [00:06<00:01, 5.19it/s] 243/499 4.32G 0.01343 0.01141 0.002788 67 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 243/499 4.32G 0.01343 0.01137 0.002723 70 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 243/499 4.32G 0.01343 0.01137 0.002723 70 640: 82%|########2 | 33/40 [00:06<00:01, 5.34it/s] 243/499 4.32G 0.01339 0.0113 0.002685 63 640: 82%|########2 | 33/40 [00:06<00:01, 5.34it/s] 243/499 4.32G 0.01339 0.0113 0.002685 63 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 243/499 4.32G 0.01341 0.01128 0.002673 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 243/499 4.32G 0.01341 0.01128 0.002673 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 243/499 4.32G 0.01339 0.01126 0.002681 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 243/499 4.32G 0.01339 0.01126 0.002681 73 640: 90%|######### | 36/40 [00:06<00:00, 5.26it/s] 243/499 4.32G 0.01338 0.01129 0.002722 84 640: 90%|######### | 36/40 [00:07<00:00, 5.26it/s] 243/499 4.32G 0.01338 0.01129 0.002722 84 640: 92%|#########2| 37/40 [00:07<00:00, 5.14it/s] 243/499 4.32G 0.01341 0.01128 0.002751 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.14it/s] 243/499 4.32G 0.01341 0.01128 0.002751 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 243/499 4.32G 0.01342 0.01122 0.002757 67 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 243/499 4.32G 0.01342 0.01122 0.002757 67 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 243/499 4.32G 0.01341 0.0112 0.002723 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 243/499 4.32G 0.01341 0.0112 0.002723 38 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] 243/499 4.32G 0.01341 0.0112 0.002723 38 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.849 0.856 0.865 0.752 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 244/499 4.32G 0.01184 0.01143 0.002289 88 640: 0%| | 0/40 [00:00<?, ?it/s] 244/499 4.32G 0.01184 0.01143 0.002289 88 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 244/499 4.32G 0.01363 0.01103 0.004329 75 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 244/499 4.32G 0.01363 0.01103 0.004329 75 640: 5%|5 | 2/40 [00:00<00:06, 5.50it/s] 244/499 4.32G 0.01348 0.01095 0.003333 79 640: 5%|5 | 2/40 [00:00<00:06, 5.50it/s] 244/499 4.32G 0.01348 0.01095 0.003333 79 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 244/499 4.32G 0.01328 0.01076 0.002965 77 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 244/499 4.32G 0.01328 0.01076 0.002965 77 640: 10%|# | 4/40 [00:00<00:06, 5.37it/s] 244/499 4.32G 0.01285 0.0106 0.002669 66 640: 10%|# | 4/40 [00:00<00:06, 5.37it/s] 244/499 4.32G 0.01285 0.0106 0.002669 66 640: 12%|#2 | 5/40 [00:00<00:06, 5.35it/s] 244/499 4.32G 0.0132 0.01057 0.002609 74 640: 12%|#2 | 5/40 [00:01<00:06, 5.35it/s] 244/499 4.32G 0.0132 0.01057 0.002609 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.21it/s] 244/499 4.32G 0.01294 0.01019 0.002449 58 640: 15%|#5 | 6/40 [00:01<00:06, 5.21it/s] 244/499 4.32G 0.01294 0.01019 0.002449 58 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 244/499 4.32G 0.01291 0.01061 0.002344 86 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 244/499 4.32G 0.01291 0.01061 0.002344 86 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 244/499 4.32G 0.01301 0.01072 0.002236 82 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 244/499 4.32G 0.01301 0.01072 0.002236 82 640: 22%|##2 | 9/40 [00:01<00:05, 5.18it/s] 244/499 4.32G 0.01305 0.01092 0.002167 84 640: 22%|##2 | 9/40 [00:01<00:05, 5.18it/s] 244/499 4.32G 0.01305 0.01092 0.002167 84 640: 25%|##5 | 10/40 [00:01<00:05, 5.20it/s] 244/499 4.32G 0.01299 0.01091 0.002061 74 640: 25%|##5 | 10/40 [00:02<00:05, 5.20it/s] 244/499 4.32G 0.01299 0.01091 0.002061 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 244/499 4.32G 0.01313 0.01078 0.002083 59 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 244/499 4.32G 0.01313 0.01078 0.002083 59 640: 30%|### | 12/40 [00:02<00:05, 5.13it/s] 244/499 4.32G 0.01318 0.01086 0.002213 76 640: 30%|### | 12/40 [00:02<00:05, 5.13it/s] 244/499 4.32G 0.01318 0.01086 0.002213 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 244/499 4.32G 0.01311 0.01097 0.002397 97 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 244/499 4.32G 0.01311 0.01097 0.002397 97 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 244/499 4.32G 0.01303 0.01089 0.002439 67 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 244/499 4.32G 0.01303 0.01089 0.002439 67 640: 38%|###7 | 15/40 [00:02<00:04, 5.12it/s] 244/499 4.32G 0.01303 0.01078 0.002548 62 640: 38%|###7 | 15/40 [00:03<00:04, 5.12it/s] 244/499 4.32G 0.01303 0.01078 0.002548 62 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 244/499 4.32G 0.01297 0.01074 0.002491 76 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 244/499 4.32G 0.01297 0.01074 0.002491 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 244/499 4.32G 0.01298 0.01066 0.002542 64 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 244/499 4.32G 0.01298 0.01066 0.002542 64 640: 45%|####5 | 18/40 [00:03<00:04, 5.19it/s] 244/499 4.32G 0.01296 0.0106 0.002456 71 640: 45%|####5 | 18/40 [00:03<00:04, 5.19it/s] 244/499 4.32G 0.01296 0.0106 0.002456 71 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 244/499 4.32G 0.01289 0.01063 0.002411 78 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 244/499 4.32G 0.01289 0.01063 0.002411 78 640: 50%|##### | 20/40 [00:03<00:03, 5.37it/s] 244/499 4.32G 0.01288 0.01072 0.00263 88 640: 50%|##### | 20/40 [00:03<00:03, 5.37it/s] 244/499 4.32G 0.01288 0.01072 0.00263 88 640: 52%|#####2 | 21/40 [00:03<00:03, 5.19it/s] 244/499 4.32G 0.01289 0.01067 0.002701 73 640: 52%|#####2 | 21/40 [00:04<00:03, 5.19it/s] 244/499 4.32G 0.01289 0.01067 0.002701 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 244/499 4.32G 0.01294 0.01083 0.002693 95 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 244/499 4.32G 0.01294 0.01083 0.002693 95 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 244/499 4.32G 0.01293 0.01085 0.002672 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 244/499 4.32G 0.01293 0.01085 0.002672 76 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 244/499 4.32G 0.013 0.01082 0.002719 67 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 244/499 4.32G 0.013 0.01082 0.002719 67 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 244/499 4.32G 0.01294 0.01086 0.002665 85 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 244/499 4.32G 0.01294 0.01086 0.002665 85 640: 65%|######5 | 26/40 [00:04<00:02, 5.30it/s] 244/499 4.32G 0.01295 0.01098 0.002712 93 640: 65%|######5 | 26/40 [00:05<00:02, 5.30it/s] 244/499 4.32G 0.01295 0.01098 0.002712 93 640: 68%|######7 | 27/40 [00:05<00:02, 5.14it/s] 244/499 4.32G 0.01291 0.01099 0.002693 83 640: 68%|######7 | 27/40 [00:05<00:02, 5.14it/s] 244/499 4.32G 0.01291 0.01099 0.002693 83 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 244/499 4.32G 0.01292 0.01093 0.002716 65 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 244/499 4.32G 0.01292 0.01093 0.002716 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 244/499 4.32G 0.01294 0.01095 0.002718 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 244/499 4.32G 0.01294 0.01095 0.002718 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 244/499 4.32G 0.01299 0.01094 0.002802 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 244/499 4.32G 0.01299 0.01094 0.002802 66 640: 78%|#######7 | 31/40 [00:05<00:01, 5.28it/s] 244/499 4.32G 0.01295 0.01092 0.002757 86 640: 78%|#######7 | 31/40 [00:06<00:01, 5.28it/s] 244/499 4.32G 0.01295 0.01092 0.002757 86 640: 80%|######## | 32/40 [00:06<00:01, 5.33it/s] 244/499 4.32G 0.013 0.01097 0.002807 82 640: 80%|######## | 32/40 [00:06<00:01, 5.33it/s] 244/499 4.32G 0.013 0.01097 0.002807 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 244/499 4.32G 0.01306 0.01097 0.002901 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 244/499 4.32G 0.01306 0.01097 0.002901 72 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 244/499 4.32G 0.01307 0.01101 0.002873 69 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 244/499 4.32G 0.01307 0.01101 0.002873 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 244/499 4.32G 0.01311 0.01108 0.002906 88 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 244/499 4.32G 0.01311 0.01108 0.002906 88 640: 90%|######### | 36/40 [00:06<00:00, 5.18it/s] 244/499 4.32G 0.01308 0.01108 0.002853 75 640: 90%|######### | 36/40 [00:07<00:00, 5.18it/s] 244/499 4.32G 0.01308 0.01108 0.002853 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 244/499 4.32G 0.01305 0.01112 0.002825 80 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 244/499 4.32G 0.01305 0.01112 0.002825 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 244/499 4.32G 0.01305 0.01114 0.002772 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 244/499 4.32G 0.01305 0.01114 0.002772 72 640: 98%|#########7| 39/40 [00:07<00:00, 5.13it/s] 244/499 4.32G 0.01305 0.01114 0.002961 39 640: 98%|#########7| 39/40 [00:07<00:00, 5.13it/s] 244/499 4.32G 0.01305 0.01114 0.002961 39 640: 100%|##########| 40/40 [00:07<00:00, 5.22it/s] 244/499 4.32G 0.01305 0.01114 0.002961 39 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.897 0.86 0.893 0.771 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 245/499 4.32G 0.01287 0.01229 0.001613 82 640: 0%| | 0/40 [00:00<?, ?it/s] 245/499 4.32G 0.01287 0.01229 0.001613 82 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 245/499 4.32G 0.01293 0.01138 0.003722 79 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 245/499 4.32G 0.01293 0.01138 0.003722 79 640: 5%|5 | 2/40 [00:00<00:07, 5.15it/s] 245/499 4.32G 0.01329 0.01189 0.003074 80 640: 5%|5 | 2/40 [00:00<00:07, 5.15it/s] 245/499 4.32G 0.01329 0.01189 0.003074 80 640: 8%|7 | 3/40 [00:00<00:06, 5.31it/s] 245/499 4.32G 0.01303 0.01139 0.002593 70 640: 8%|7 | 3/40 [00:00<00:06, 5.31it/s] 245/499 4.32G 0.01303 0.01139 0.002593 70 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 245/499 4.32G 0.01301 0.01076 0.002512 59 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 245/499 4.32G 0.01301 0.01076 0.002512 59 640: 12%|#2 | 5/40 [00:00<00:06, 5.21it/s] 245/499 4.32G 0.01293 0.01066 0.002804 68 640: 12%|#2 | 5/40 [00:01<00:06, 5.21it/s] 245/499 4.32G 0.01293 0.01066 0.002804 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 245/499 4.32G 0.01267 0.01068 0.002575 90 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 245/499 4.32G 0.01267 0.01068 0.002575 90 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 245/499 4.32G 0.0127 0.01051 0.002427 68 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 245/499 4.32G 0.0127 0.01051 0.002427 68 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 245/499 4.32G 0.01284 0.01078 0.002324 95 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 245/499 4.32G 0.01284 0.01078 0.002324 95 640: 22%|##2 | 9/40 [00:01<00:05, 5.28it/s] 245/499 4.32G 0.01292 0.01099 0.002584 88 640: 22%|##2 | 9/40 [00:01<00:05, 5.28it/s] 245/499 4.32G 0.01292 0.01099 0.002584 88 640: 25%|##5 | 10/40 [00:01<00:05, 5.34it/s] 245/499 4.32G 0.01289 0.01096 0.002445 81 640: 25%|##5 | 10/40 [00:02<00:05, 5.34it/s] 245/499 4.32G 0.01289 0.01096 0.002445 81 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 245/499 4.32G 0.01286 0.01081 0.002481 64 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 245/499 4.32G 0.01286 0.01081 0.002481 64 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 245/499 4.32G 0.01285 0.01062 0.002876 56 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 245/499 4.32G 0.01285 0.01062 0.002876 56 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 245/499 4.32G 0.01305 0.01055 0.003105 65 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 245/499 4.32G 0.01305 0.01055 0.003105 65 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 245/499 4.32G 0.01312 0.0107 0.003047 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 245/499 4.32G 0.01312 0.0107 0.003047 76 640: 38%|###7 | 15/40 [00:02<00:04, 5.30it/s] 245/499 4.32G 0.01312 0.01077 0.003116 85 640: 38%|###7 | 15/40 [00:03<00:04, 5.30it/s] 245/499 4.32G 0.01312 0.01077 0.003116 85 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 245/499 4.32G 0.01316 0.0109 0.003137 84 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 245/499 4.32G 0.01316 0.0109 0.003137 84 640: 42%|####2 | 17/40 [00:03<00:04, 5.23it/s] 245/499 4.32G 0.01313 0.01085 0.003109 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.23it/s] 245/499 4.32G 0.01313 0.01085 0.003109 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 245/499 4.32G 0.01307 0.01085 0.003028 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 245/499 4.32G 0.01307 0.01085 0.003028 76 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 245/499 4.32G 0.01307 0.01083 0.003013 65 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 245/499 4.32G 0.01307 0.01083 0.003013 65 640: 50%|##### | 20/40 [00:03<00:03, 5.17it/s] 245/499 4.32G 0.01304 0.01091 0.003043 85 640: 50%|##### | 20/40 [00:03<00:03, 5.17it/s] 245/499 4.32G 0.01304 0.01091 0.003043 85 640: 52%|#####2 | 21/40 [00:03<00:03, 5.28it/s] 245/499 4.32G 0.01299 0.01083 0.002959 67 640: 52%|#####2 | 21/40 [00:04<00:03, 5.28it/s] 245/499 4.32G 0.01299 0.01083 0.002959 67 640: 55%|#####5 | 22/40 [00:04<00:03, 5.35it/s] 245/499 4.32G 0.01296 0.01088 0.00289 89 640: 55%|#####5 | 22/40 [00:04<00:03, 5.35it/s] 245/499 4.32G 0.01296 0.01088 0.00289 89 640: 57%|#####7 | 23/40 [00:04<00:03, 5.11it/s] 245/499 4.32G 0.01304 0.01085 0.003046 71 640: 57%|#####7 | 23/40 [00:04<00:03, 5.11it/s] 245/499 4.32G 0.01304 0.01085 0.003046 71 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 245/499 4.32G 0.01301 0.01085 0.003086 73 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 245/499 4.32G 0.01301 0.01085 0.003086 73 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 245/499 4.32G 0.01297 0.01081 0.003003 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 245/499 4.32G 0.01297 0.01081 0.003003 71 640: 65%|######5 | 26/40 [00:04<00:02, 5.09it/s] 245/499 4.32G 0.01295 0.01081 0.002966 74 640: 65%|######5 | 26/40 [00:05<00:02, 5.09it/s] 245/499 4.32G 0.01295 0.01081 0.002966 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 245/499 4.32G 0.01293 0.0108 0.002891 69 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 245/499 4.32G 0.01293 0.0108 0.002891 69 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 245/499 4.32G 0.01287 0.01078 0.002846 79 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 245/499 4.32G 0.01287 0.01078 0.002846 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.13it/s] 245/499 4.32G 0.01286 0.01073 0.002801 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.13it/s] 245/499 4.32G 0.01286 0.01073 0.002801 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 245/499 4.32G 0.01289 0.01075 0.002811 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 245/499 4.32G 0.01289 0.01075 0.002811 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.27it/s] 245/499 4.32G 0.01287 0.01078 0.002776 85 640: 78%|#######7 | 31/40 [00:06<00:01, 5.27it/s] 245/499 4.32G 0.01287 0.01078 0.002776 85 640: 80%|######## | 32/40 [00:06<00:01, 5.15it/s] 245/499 4.32G 0.01286 0.0108 0.002728 81 640: 80%|######## | 32/40 [00:06<00:01, 5.15it/s] 245/499 4.32G 0.01286 0.0108 0.002728 81 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 245/499 4.32G 0.01285 0.01074 0.0028 62 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 245/499 4.32G 0.01285 0.01074 0.0028 62 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 245/499 4.32G 0.01278 0.01066 0.002793 65 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 245/499 4.32G 0.01278 0.01066 0.002793 65 640: 88%|########7 | 35/40 [00:06<00:00, 5.15it/s] 245/499 4.32G 0.01278 0.01066 0.002798 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.15it/s] 245/499 4.32G 0.01278 0.01066 0.002798 73 640: 90%|######### | 36/40 [00:06<00:00, 5.18it/s] 245/499 4.32G 0.01281 0.01067 0.002923 74 640: 90%|######### | 36/40 [00:07<00:00, 5.18it/s] 245/499 4.32G 0.01281 0.01067 0.002923 74 640: 92%|#########2| 37/40 [00:07<00:00, 5.23it/s] 245/499 4.32G 0.01282 0.01077 0.002926 90 640: 92%|#########2| 37/40 [00:07<00:00, 5.23it/s] 245/499 4.32G 0.01282 0.01077 0.002926 90 640: 95%|#########5| 38/40 [00:07<00:00, 5.13it/s] 245/499 4.32G 0.01279 0.01079 0.002899 84 640: 95%|#########5| 38/40 [00:07<00:00, 5.13it/s] 245/499 4.32G 0.01279 0.01079 0.002899 84 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 245/499 4.32G 0.01277 0.01077 0.002976 31 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 245/499 4.32G 0.01277 0.01077 0.002976 31 640: 100%|##########| 40/40 [00:07<00:00, 5.38it/s] 245/499 4.32G 0.01277 0.01077 0.002976 31 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s] all 132 263 0.915 0.844 0.918 0.805 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 246/499 4.32G 0.0137 0.01042 0.002779 70 640: 0%| | 0/40 [00:00<?, ?it/s] 246/499 4.32G 0.0137 0.01042 0.002779 70 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 246/499 4.32G 0.01335 0.009185 0.002374 57 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 246/499 4.32G 0.01335 0.009185 0.002374 57 640: 5%|5 | 2/40 [00:00<00:07, 5.29it/s] 246/499 4.32G 0.01349 0.009588 0.002386 66 640: 5%|5 | 2/40 [00:00<00:07, 5.29it/s] 246/499 4.32G 0.01349 0.009588 0.002386 66 640: 8%|7 | 3/40 [00:00<00:06, 5.39it/s] 246/499 4.32G 0.01325 0.01024 0.003052 90 640: 8%|7 | 3/40 [00:00<00:06, 5.39it/s] 246/499 4.32G 0.01325 0.01024 0.003052 90 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 246/499 4.32G 0.01323 0.01031 0.002703 71 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 246/499 4.32G 0.01323 0.01031 0.002703 71 640: 12%|#2 | 5/40 [00:00<00:06, 5.31it/s] 246/499 4.32G 0.01297 0.01057 0.002648 86 640: 12%|#2 | 5/40 [00:01<00:06, 5.31it/s] 246/499 4.32G 0.01297 0.01057 0.002648 86 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 246/499 4.32G 0.01297 0.01047 0.002751 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 246/499 4.32G 0.01297 0.01047 0.002751 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.22it/s] 246/499 4.32G 0.01288 0.01032 0.002607 66 640: 18%|#7 | 7/40 [00:01<00:06, 5.22it/s] 246/499 4.32G 0.01288 0.01032 0.002607 66 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 246/499 4.32G 0.01269 0.01026 0.002441 75 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 246/499 4.32G 0.01269 0.01026 0.002441 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 246/499 4.32G 0.01258 0.01019 0.002359 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 246/499 4.32G 0.01258 0.01019 0.002359 74 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 246/499 4.32G 0.01266 0.01018 0.002321 69 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 246/499 4.32G 0.01266 0.01018 0.002321 69 640: 28%|##7 | 11/40 [00:02<00:05, 5.29it/s] 246/499 4.32G 0.01273 0.0102 0.002393 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.29it/s] 246/499 4.32G 0.01273 0.0102 0.002393 72 640: 30%|### | 12/40 [00:02<00:05, 5.38it/s] 246/499 4.32G 0.01262 0.01016 0.002381 72 640: 30%|### | 12/40 [00:02<00:05, 5.38it/s] 246/499 4.32G 0.01262 0.01016 0.002381 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 246/499 4.32G 0.01287 0.01019 0.002321 62 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 246/499 4.32G 0.01287 0.01019 0.002321 62 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 246/499 4.32G 0.01292 0.0103 0.002338 83 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 246/499 4.32G 0.01292 0.0103 0.002338 83 640: 38%|###7 | 15/40 [00:02<00:04, 5.36it/s] 246/499 4.32G 0.01286 0.01021 0.00242 65 640: 38%|###7 | 15/40 [00:03<00:04, 5.36it/s] 246/499 4.32G 0.01286 0.01021 0.00242 65 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 246/499 4.32G 0.01282 0.01033 0.002363 90 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 246/499 4.32G 0.01282 0.01033 0.002363 90 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 246/499 4.32G 0.01281 0.01031 0.002302 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 246/499 4.32G 0.01281 0.01031 0.002302 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.38it/s] 246/499 4.32G 0.01282 0.01037 0.002263 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.38it/s] 246/499 4.32G 0.01282 0.01037 0.002263 78 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 246/499 4.32G 0.01279 0.01027 0.002214 64 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 246/499 4.32G 0.01279 0.01027 0.002214 64 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 246/499 4.32G 0.01272 0.01024 0.00218 70 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 246/499 4.32G 0.01272 0.01024 0.00218 70 640: 52%|#####2 | 21/40 [00:03<00:03, 5.36it/s] 246/499 4.32G 0.01279 0.01025 0.002261 76 640: 52%|#####2 | 21/40 [00:04<00:03, 5.36it/s] 246/499 4.32G 0.01279 0.01025 0.002261 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 246/499 4.32G 0.01277 0.01022 0.002219 63 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 246/499 4.32G 0.01277 0.01022 0.002219 63 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 246/499 4.32G 0.01282 0.01027 0.002222 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 246/499 4.32G 0.01282 0.01027 0.002222 75 640: 60%|###### | 24/40 [00:04<00:02, 5.39it/s] 246/499 4.32G 0.01285 0.01032 0.002289 89 640: 60%|###### | 24/40 [00:04<00:02, 5.39it/s] 246/499 4.32G 0.01285 0.01032 0.002289 89 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 246/499 4.32G 0.0129 0.01033 0.002413 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 246/499 4.32G 0.0129 0.01033 0.002413 69 640: 65%|######5 | 26/40 [00:04<00:02, 5.26it/s] 246/499 4.32G 0.01289 0.01047 0.002412 85 640: 65%|######5 | 26/40 [00:05<00:02, 5.26it/s] 246/499 4.32G 0.01289 0.01047 0.002412 85 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 246/499 4.32G 0.01284 0.01043 0.002539 66 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 246/499 4.32G 0.01284 0.01043 0.002539 66 640: 70%|####### | 28/40 [00:05<00:02, 5.15it/s] 246/499 4.32G 0.01288 0.01048 0.002561 83 640: 70%|####### | 28/40 [00:05<00:02, 5.15it/s] 246/499 4.32G 0.01288 0.01048 0.002561 83 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 246/499 4.32G 0.01289 0.01051 0.0026 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 246/499 4.32G 0.01289 0.01051 0.0026 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 246/499 4.32G 0.01288 0.01045 0.002562 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 246/499 4.32G 0.01288 0.01045 0.002562 68 640: 78%|#######7 | 31/40 [00:05<00:01, 5.14it/s] 246/499 4.32G 0.01292 0.01044 0.002543 69 640: 78%|#######7 | 31/40 [00:06<00:01, 5.14it/s] 246/499 4.32G 0.01292 0.01044 0.002543 69 640: 80%|######## | 32/40 [00:06<00:01, 5.21it/s] 246/499 4.32G 0.01294 0.01047 0.002516 83 640: 80%|######## | 32/40 [00:06<00:01, 5.21it/s] 246/499 4.32G 0.01294 0.01047 0.002516 83 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 246/499 4.32G 0.01291 0.01044 0.002465 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 246/499 4.32G 0.01291 0.01044 0.002465 72 640: 85%|########5 | 34/40 [00:06<00:01, 5.17it/s] 246/499 4.32G 0.01297 0.01047 0.002443 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.17it/s] 246/499 4.32G 0.01297 0.01047 0.002443 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.24it/s] 246/499 4.32G 0.013 0.0105 0.002409 79 640: 88%|########7 | 35/40 [00:06<00:00, 5.24it/s] 246/499 4.32G 0.013 0.0105 0.002409 79 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 246/499 4.32G 0.01297 0.01049 0.002371 66 640: 90%|######### | 36/40 [00:07<00:00, 5.30it/s] 246/499 4.32G 0.01297 0.01049 0.002371 66 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 246/499 4.32G 0.01298 0.01052 0.0024 80 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 246/499 4.32G 0.01298 0.01052 0.0024 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 246/499 4.32G 0.01296 0.01051 0.002374 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 246/499 4.32G 0.01296 0.01051 0.002374 75 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 246/499 4.32G 0.01297 0.01053 0.002351 39 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 246/499 4.32G 0.01297 0.01053 0.002351 39 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] 246/499 4.32G 0.01297 0.01053 0.002351 39 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s] all 132 263 0.883 0.859 0.89 0.783 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 247/499 4.32G 0.01326 0.01145 0.001027 83 640: 0%| | 0/40 [00:00<?, ?it/s] 247/499 4.32G 0.01326 0.01145 0.001027 83 640: 2%|2 | 1/40 [00:00<00:06, 5.61it/s] 247/499 4.32G 0.0122 0.01003 0.001392 61 640: 2%|2 | 1/40 [00:00<00:06, 5.61it/s] 247/499 4.32G 0.0122 0.01003 0.001392 61 640: 5%|5 | 2/40 [00:00<00:06, 5.57it/s] 247/499 4.32G 0.01275 0.01083 0.001533 94 640: 5%|5 | 2/40 [00:00<00:06, 5.57it/s] 247/499 4.32G 0.01275 0.01083 0.001533 94 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 247/499 4.32G 0.01254 0.01091 0.001801 78 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 247/499 4.32G 0.01254 0.01091 0.001801 78 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 247/499 4.32G 0.01233 0.0107 0.00193 75 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 247/499 4.32G 0.01233 0.0107 0.00193 75 640: 12%|#2 | 5/40 [00:00<00:06, 5.41it/s] 247/499 4.32G 0.01236 0.01054 0.002417 71 640: 12%|#2 | 5/40 [00:01<00:06, 5.41it/s] 247/499 4.32G 0.01236 0.01054 0.002417 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 247/499 4.32G 0.01234 0.0103 0.003186 60 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 247/499 4.32G 0.01234 0.0103 0.003186 60 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 247/499 4.32G 0.01255 0.01023 0.003065 59 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 247/499 4.32G 0.01255 0.01023 0.003065 59 640: 20%|## | 8/40 [00:01<00:05, 5.40it/s] 247/499 4.32G 0.01243 0.01023 0.002902 78 640: 20%|## | 8/40 [00:01<00:05, 5.40it/s] 247/499 4.32G 0.01243 0.01023 0.002902 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 247/499 4.32G 0.01257 0.01034 0.00266 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 247/499 4.32G 0.01257 0.01034 0.00266 71 640: 25%|##5 | 10/40 [00:01<00:05, 5.33it/s] 247/499 4.32G 0.01261 0.01053 0.002598 84 640: 25%|##5 | 10/40 [00:02<00:05, 5.33it/s] 247/499 4.32G 0.01261 0.01053 0.002598 84 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 247/499 4.32G 0.01266 0.01079 0.002521 99 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 247/499 4.32G 0.01266 0.01079 0.002521 99 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 247/499 4.32G 0.01255 0.01071 0.002372 77 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 247/499 4.32G 0.01255 0.01071 0.002372 77 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 247/499 4.32G 0.01245 0.01066 0.002225 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 247/499 4.32G 0.01245 0.01066 0.002225 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.39it/s] 247/499 4.32G 0.01242 0.01064 0.002199 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.39it/s] 247/499 4.32G 0.01242 0.01064 0.002199 75 640: 38%|###7 | 15/40 [00:02<00:04, 5.24it/s] 247/499 4.32G 0.01248 0.01071 0.002169 80 640: 38%|###7 | 15/40 [00:03<00:04, 5.24it/s] 247/499 4.32G 0.01248 0.01071 0.002169 80 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 247/499 4.32G 0.01259 0.01064 0.002332 64 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 247/499 4.32G 0.01259 0.01064 0.002332 64 640: 42%|####2 | 17/40 [00:03<00:04, 5.37it/s] 247/499 4.32G 0.0126 0.01058 0.002306 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.37it/s] 247/499 4.32G 0.0126 0.01058 0.002306 71 640: 45%|####5 | 18/40 [00:03<00:04, 5.20it/s] 247/499 4.32G 0.01275 0.01065 0.002721 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.20it/s] 247/499 4.32G 0.01275 0.01065 0.002721 68 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 247/499 4.32G 0.0127 0.01057 0.002679 66 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 247/499 4.32G 0.0127 0.01057 0.002679 66 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 247/499 4.32G 0.0128 0.01055 0.002627 71 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 247/499 4.32G 0.0128 0.01055 0.002627 71 640: 52%|#####2 | 21/40 [00:03<00:03, 5.21it/s] 247/499 4.32G 0.01278 0.01054 0.002714 70 640: 52%|#####2 | 21/40 [00:04<00:03, 5.21it/s] 247/499 4.32G 0.01278 0.01054 0.002714 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 247/499 4.32G 0.01278 0.01063 0.002689 84 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 247/499 4.32G 0.01278 0.01063 0.002689 84 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 247/499 4.32G 0.01287 0.01069 0.002663 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 247/499 4.32G 0.01287 0.01069 0.002663 74 640: 60%|###### | 24/40 [00:04<00:03, 5.06it/s] 247/499 4.32G 0.01287 0.0107 0.002709 76 640: 60%|###### | 24/40 [00:04<00:03, 5.06it/s] 247/499 4.32G 0.01287 0.0107 0.002709 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 247/499 4.32G 0.01288 0.01069 0.002769 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 247/499 4.32G 0.01288 0.01069 0.002769 72 640: 65%|######5 | 26/40 [00:04<00:02, 5.25it/s] 247/499 4.32G 0.0129 0.01066 0.002706 65 640: 65%|######5 | 26/40 [00:05<00:02, 5.25it/s] 247/499 4.32G 0.0129 0.01066 0.002706 65 640: 68%|######7 | 27/40 [00:05<00:02, 5.04it/s] 247/499 4.32G 0.01288 0.01061 0.002676 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.04it/s] 247/499 4.32G 0.01288 0.01061 0.002676 70 640: 70%|####### | 28/40 [00:05<00:02, 5.15it/s] 247/499 4.32G 0.01287 0.01056 0.002623 64 640: 70%|####### | 28/40 [00:05<00:02, 5.15it/s] 247/499 4.32G 0.01287 0.01056 0.002623 64 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 247/499 4.32G 0.01288 0.01056 0.002612 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 247/499 4.32G 0.01288 0.01056 0.002612 78 640: 75%|#######5 | 30/40 [00:05<00:01, 5.13it/s] 247/499 4.32G 0.01285 0.01056 0.002646 83 640: 75%|#######5 | 30/40 [00:05<00:01, 5.13it/s] 247/499 4.32G 0.01285 0.01056 0.002646 83 640: 78%|#######7 | 31/40 [00:05<00:01, 5.24it/s] 247/499 4.32G 0.01286 0.01046 0.002603 56 640: 78%|#######7 | 31/40 [00:06<00:01, 5.24it/s] 247/499 4.32G 0.01286 0.01046 0.002603 56 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 247/499 4.32G 0.01284 0.0105 0.002601 82 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 247/499 4.32G 0.01284 0.0105 0.002601 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 247/499 4.32G 0.01282 0.01052 0.002584 79 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 247/499 4.32G 0.01282 0.01052 0.002584 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 247/499 4.32G 0.01286 0.0105 0.002666 65 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 247/499 4.32G 0.01286 0.0105 0.002666 65 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 247/499 4.32G 0.01289 0.01046 0.002649 60 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 247/499 4.32G 0.01289 0.01046 0.002649 60 640: 90%|######### | 36/40 [00:06<00:00, 5.03it/s] 247/499 4.32G 0.01289 0.01047 0.002661 78 640: 90%|######### | 36/40 [00:07<00:00, 5.03it/s] 247/499 4.32G 0.01289 0.01047 0.002661 78 640: 92%|#########2| 37/40 [00:07<00:00, 5.15it/s] 247/499 4.32G 0.01287 0.01045 0.002633 76 640: 92%|#########2| 37/40 [00:07<00:00, 5.15it/s] 247/499 4.32G 0.01287 0.01045 0.002633 76 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 247/499 4.32G 0.01292 0.01045 0.002678 55 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 247/499 4.32G 0.01292 0.01045 0.002678 55 640: 98%|#########7| 39/40 [00:07<00:00, 5.14it/s] 247/499 4.32G 0.01291 0.01046 0.002628 39 640: 98%|#########7| 39/40 [00:07<00:00, 5.14it/s] 247/499 4.32G 0.01291 0.01046 0.002628 39 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] 247/499 4.32G 0.01291 0.01046 0.002628 39 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s] all 132 263 0.901 0.861 0.891 0.781 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 248/499 4.32G 0.01243 0.01011 0.004119 74 640: 0%| | 0/40 [00:00<?, ?it/s] 248/499 4.32G 0.01243 0.01011 0.004119 74 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 248/499 4.32G 0.01227 0.008625 0.003423 50 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 248/499 4.32G 0.01227 0.008625 0.003423 50 640: 5%|5 | 2/40 [00:00<00:07, 5.14it/s] 248/499 4.32G 0.01211 0.00985 0.002515 83 640: 5%|5 | 2/40 [00:00<00:07, 5.14it/s] 248/499 4.32G 0.01211 0.00985 0.002515 83 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 248/499 4.32G 0.01286 0.009981 0.003133 65 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 248/499 4.32G 0.01286 0.009981 0.003133 65 640: 10%|# | 4/40 [00:00<00:06, 5.37it/s] 248/499 4.32G 0.01265 0.01024 0.002999 89 640: 10%|# | 4/40 [00:00<00:06, 5.37it/s] 248/499 4.32G 0.01265 0.01024 0.002999 89 640: 12%|#2 | 5/40 [00:00<00:06, 5.17it/s] 248/499 4.32G 0.0124 0.01014 0.00305 72 640: 12%|#2 | 5/40 [00:01<00:06, 5.17it/s] 248/499 4.32G 0.0124 0.01014 0.00305 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.29it/s] 248/499 4.32G 0.01231 0.01049 0.002818 84 640: 15%|#5 | 6/40 [00:01<00:06, 5.29it/s] 248/499 4.32G 0.01231 0.01049 0.002818 84 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 248/499 4.32G 0.01228 0.01041 0.003271 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 248/499 4.32G 0.01228 0.01041 0.003271 69 640: 20%|## | 8/40 [00:01<00:06, 5.18it/s] 248/499 4.32G 0.0124 0.01041 0.003061 67 640: 20%|## | 8/40 [00:01<00:06, 5.18it/s] 248/499 4.32G 0.0124 0.01041 0.003061 67 640: 22%|##2 | 9/40 [00:01<00:05, 5.29it/s] 248/499 4.32G 0.01261 0.01057 0.003138 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.29it/s] 248/499 4.32G 0.01261 0.01057 0.003138 75 640: 25%|##5 | 10/40 [00:01<00:05, 5.35it/s] 248/499 4.32G 0.01278 0.01076 0.003409 79 640: 25%|##5 | 10/40 [00:02<00:05, 5.35it/s] 248/499 4.32G 0.01278 0.01076 0.003409 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.19it/s] 248/499 4.32G 0.01269 0.01078 0.003285 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.19it/s] 248/499 4.32G 0.01269 0.01078 0.003285 78 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 248/499 4.32G 0.01256 0.01078 0.003143 77 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 248/499 4.32G 0.01256 0.01078 0.003143 77 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 248/499 4.32G 0.01265 0.01078 0.003305 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 248/499 4.32G 0.01265 0.01078 0.003305 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 248/499 4.32G 0.01269 0.01086 0.003169 85 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 248/499 4.32G 0.01269 0.01086 0.003169 85 640: 38%|###7 | 15/40 [00:02<00:04, 5.31it/s] 248/499 4.32G 0.01277 0.01088 0.003103 74 640: 38%|###7 | 15/40 [00:03<00:04, 5.31it/s] 248/499 4.32G 0.01277 0.01088 0.003103 74 640: 40%|#### | 16/40 [00:03<00:04, 5.37it/s] 248/499 4.32G 0.01278 0.01081 0.003002 72 640: 40%|#### | 16/40 [00:03<00:04, 5.37it/s] 248/499 4.32G 0.01278 0.01081 0.003002 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 248/499 4.32G 0.01275 0.0108 0.003138 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 248/499 4.32G 0.01275 0.0108 0.003138 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 248/499 4.32G 0.01273 0.01074 0.003102 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 248/499 4.32G 0.01273 0.01074 0.003102 76 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 248/499 4.32G 0.01277 0.01069 0.00307 71 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 248/499 4.32G 0.01277 0.01069 0.00307 71 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 248/499 4.32G 0.01276 0.01064 0.003038 76 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 248/499 4.32G 0.01276 0.01064 0.003038 76 640: 52%|#####2 | 21/40 [00:03<00:03, 5.32it/s] 248/499 4.32G 0.01287 0.0108 0.003115 86 640: 52%|#####2 | 21/40 [00:04<00:03, 5.32it/s] 248/499 4.32G 0.01287 0.0108 0.003115 86 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 248/499 4.32G 0.01286 0.0108 0.003043 67 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 248/499 4.32G 0.01286 0.0108 0.003043 67 640: 57%|#####7 | 23/40 [00:04<00:03, 5.18it/s] 248/499 4.32G 0.01289 0.01078 0.003075 82 640: 57%|#####7 | 23/40 [00:04<00:03, 5.18it/s] 248/499 4.32G 0.01289 0.01078 0.003075 82 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 248/499 4.32G 0.01297 0.01077 0.003093 71 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 248/499 4.32G 0.01297 0.01077 0.003093 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.34it/s] 248/499 4.32G 0.0129 0.01073 0.003045 67 640: 62%|######2 | 25/40 [00:04<00:02, 5.34it/s] 248/499 4.32G 0.0129 0.01073 0.003045 67 640: 65%|######5 | 26/40 [00:04<00:02, 5.22it/s] 248/499 4.32G 0.0129 0.01075 0.003067 82 640: 65%|######5 | 26/40 [00:05<00:02, 5.22it/s] 248/499 4.32G 0.0129 0.01075 0.003067 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 248/499 4.32G 0.01293 0.01067 0.003363 60 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 248/499 4.32G 0.01293 0.01067 0.003363 60 640: 70%|####### | 28/40 [00:05<00:02, 5.35it/s] 248/499 4.32G 0.01294 0.01068 0.003336 75 640: 70%|####### | 28/40 [00:05<00:02, 5.35it/s] 248/499 4.32G 0.01294 0.01068 0.003336 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.20it/s] 248/499 4.32G 0.013 0.0107 0.003328 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.20it/s] 248/499 4.32G 0.013 0.0107 0.003328 67 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 248/499 4.32G 0.01297 0.01075 0.003277 87 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 248/499 4.32G 0.01297 0.01075 0.003277 87 640: 78%|#######7 | 31/40 [00:05<00:01, 5.30it/s] 248/499 4.32G 0.01295 0.01076 0.003265 73 640: 78%|#######7 | 31/40 [00:06<00:01, 5.30it/s] 248/499 4.32G 0.01295 0.01076 0.003265 73 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 248/499 4.32G 0.0129 0.01073 0.003202 74 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 248/499 4.32G 0.0129 0.01073 0.003202 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 248/499 4.32G 0.01294 0.0108 0.003204 89 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 248/499 4.32G 0.01294 0.0108 0.003204 89 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 248/499 4.32G 0.01298 0.0108 0.003206 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 248/499 4.32G 0.01298 0.0108 0.003206 76 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 248/499 4.32G 0.01295 0.01075 0.00317 60 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 248/499 4.32G 0.01295 0.01075 0.00317 60 640: 90%|######### | 36/40 [00:06<00:00, 5.27it/s] 248/499 4.32G 0.01299 0.01079 0.003149 81 640: 90%|######### | 36/40 [00:07<00:00, 5.27it/s] 248/499 4.32G 0.01299 0.01079 0.003149 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.34it/s] 248/499 4.32G 0.01299 0.01082 0.003128 87 640: 92%|#########2| 37/40 [00:07<00:00, 5.34it/s] 248/499 4.32G 0.01299 0.01082 0.003128 87 640: 95%|#########5| 38/40 [00:07<00:00, 5.19it/s] 248/499 4.32G 0.01304 0.01088 0.00318 90 640: 95%|#########5| 38/40 [00:07<00:00, 5.19it/s] 248/499 4.32G 0.01304 0.01088 0.00318 90 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 248/499 4.32G 0.01304 0.01088 0.00312 37 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 248/499 4.32G 0.01304 0.01088 0.00312 37 640: 100%|##########| 40/40 [00:07<00:00, 5.41it/s] 248/499 4.32G 0.01304 0.01088 0.00312 37 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.868 0.834 0.883 0.774 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 249/499 4.32G 0.01101 0.01094 0.0007924 74 640: 0%| | 0/40 [00:00<?, ?it/s] 249/499 4.32G 0.01101 0.01094 0.0007924 74 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 249/499 4.32G 0.01149 0.01193 0.0009905 96 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 249/499 4.32G 0.01149 0.01193 0.0009905 96 640: 5%|5 | 2/40 [00:00<00:07, 5.30it/s] 249/499 4.32G 0.0119 0.01148 0.001329 76 640: 5%|5 | 2/40 [00:00<00:07, 5.30it/s] 249/499 4.32G 0.0119 0.01148 0.001329 76 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 249/499 4.32G 0.01262 0.01137 0.002071 72 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 249/499 4.32G 0.01262 0.01137 0.002071 72 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 249/499 4.32G 0.01308 0.01128 0.002384 77 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 249/499 4.32G 0.01308 0.01128 0.002384 77 640: 12%|#2 | 5/40 [00:00<00:06, 5.28it/s] 249/499 4.32G 0.01305 0.01117 0.002387 81 640: 12%|#2 | 5/40 [00:01<00:06, 5.28it/s] 249/499 4.32G 0.01305 0.01117 0.002387 81 640: 15%|#5 | 6/40 [00:01<00:06, 5.37it/s] 249/499 4.32G 0.01274 0.0109 0.002301 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.37it/s] 249/499 4.32G 0.01274 0.0109 0.002301 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 249/499 4.32G 0.01269 0.01109 0.002258 83 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 249/499 4.32G 0.01269 0.01109 0.002258 83 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 249/499 4.32G 0.01288 0.0112 0.002544 72 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 249/499 4.32G 0.01288 0.0112 0.002544 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 249/499 4.32G 0.01296 0.01125 0.002613 77 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 249/499 4.32G 0.01296 0.01125 0.002613 77 640: 25%|##5 | 10/40 [00:01<00:05, 5.24it/s] 249/499 4.32G 0.01316 0.01136 0.002918 76 640: 25%|##5 | 10/40 [00:02<00:05, 5.24it/s] 249/499 4.32G 0.01316 0.01136 0.002918 76 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 249/499 4.32G 0.01314 0.01135 0.002958 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 249/499 4.32G 0.01314 0.01135 0.002958 73 640: 30%|### | 12/40 [00:02<00:05, 5.39it/s] 249/499 4.32G 0.0131 0.01124 0.002901 74 640: 30%|### | 12/40 [00:02<00:05, 5.39it/s] 249/499 4.32G 0.0131 0.01124 0.002901 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.16it/s] 249/499 4.32G 0.01308 0.01129 0.002836 82 640: 32%|###2 | 13/40 [00:02<00:05, 5.16it/s] 249/499 4.32G 0.01308 0.01129 0.002836 82 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 249/499 4.32G 0.01303 0.01134 0.00275 86 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 249/499 4.32G 0.01303 0.01134 0.00275 86 640: 38%|###7 | 15/40 [00:02<00:04, 5.34it/s] 249/499 4.32G 0.01288 0.01125 0.002605 76 640: 38%|###7 | 15/40 [00:03<00:04, 5.34it/s] 249/499 4.32G 0.01288 0.01125 0.002605 76 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 249/499 4.32G 0.01288 0.01123 0.002617 78 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 249/499 4.32G 0.01288 0.01123 0.002617 78 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 249/499 4.32G 0.01292 0.01119 0.002723 81 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 249/499 4.32G 0.01292 0.01119 0.002723 81 640: 45%|####5 | 18/40 [00:03<00:04, 5.36it/s] 249/499 4.32G 0.01293 0.01107 0.002924 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.36it/s] 249/499 4.32G 0.01293 0.01107 0.002924 67 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 249/499 4.32G 0.013 0.01097 0.002927 62 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 249/499 4.32G 0.013 0.01097 0.002927 62 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 249/499 4.32G 0.01298 0.01097 0.002881 82 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 249/499 4.32G 0.01298 0.01097 0.002881 82 640: 52%|#####2 | 21/40 [00:03<00:03, 5.36it/s] 249/499 4.32G 0.01301 0.011 0.002845 76 640: 52%|#####2 | 21/40 [00:04<00:03, 5.36it/s] 249/499 4.32G 0.01301 0.011 0.002845 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 249/499 4.32G 0.01307 0.01097 0.002783 71 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 249/499 4.32G 0.01307 0.01097 0.002783 71 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 249/499 4.32G 0.0131 0.01106 0.002771 93 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 249/499 4.32G 0.0131 0.01106 0.002771 93 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 249/499 4.32G 0.01309 0.01115 0.002812 98 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 249/499 4.32G 0.01309 0.01115 0.002812 98 640: 62%|######2 | 25/40 [00:04<00:02, 5.16it/s] 249/499 4.32G 0.01311 0.01108 0.002861 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.16it/s] 249/499 4.32G 0.01311 0.01108 0.002861 72 640: 65%|######5 | 26/40 [00:04<00:02, 5.24it/s] 249/499 4.32G 0.0131 0.01107 0.00289 69 640: 65%|######5 | 26/40 [00:05<00:02, 5.24it/s] 249/499 4.32G 0.0131 0.01107 0.00289 69 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 249/499 4.32G 0.01309 0.01099 0.002852 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 249/499 4.32G 0.01309 0.01099 0.002852 67 640: 70%|####### | 28/40 [00:05<00:02, 5.18it/s] 249/499 4.32G 0.01308 0.01089 0.002919 58 640: 70%|####### | 28/40 [00:05<00:02, 5.18it/s] 249/499 4.32G 0.01308 0.01089 0.002919 58 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 249/499 4.32G 0.01316 0.01092 0.003046 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 249/499 4.32G 0.01316 0.01092 0.003046 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 249/499 4.32G 0.01313 0.01089 0.003111 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 249/499 4.32G 0.01313 0.01089 0.003111 79 640: 78%|#######7 | 31/40 [00:05<00:01, 5.15it/s] 249/499 4.32G 0.01313 0.01102 0.003108 101 640: 78%|#######7 | 31/40 [00:06<00:01, 5.15it/s] 249/499 4.32G 0.01313 0.01102 0.003108 101 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 249/499 4.32G 0.01317 0.01103 0.003116 71 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 249/499 4.32G 0.01317 0.01103 0.003116 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 249/499 4.32G 0.01317 0.01106 0.003094 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 249/499 4.32G 0.01317 0.01106 0.003094 82 640: 85%|########5 | 34/40 [00:06<00:01, 5.17it/s] 249/499 4.32G 0.01318 0.01112 0.003071 93 640: 85%|########5 | 34/40 [00:06<00:01, 5.17it/s] 249/499 4.32G 0.01318 0.01112 0.003071 93 640: 88%|########7 | 35/40 [00:06<00:00, 5.25it/s] 249/499 4.32G 0.01322 0.01116 0.003035 80 640: 88%|########7 | 35/40 [00:06<00:00, 5.25it/s] 249/499 4.32G 0.01322 0.01116 0.003035 80 640: 90%|######### | 36/40 [00:06<00:00, 5.33it/s] 249/499 4.32G 0.01322 0.01111 0.002979 70 640: 90%|######### | 36/40 [00:07<00:00, 5.33it/s] 249/499 4.32G 0.01322 0.01111 0.002979 70 640: 92%|#########2| 37/40 [00:07<00:00, 5.19it/s] 249/499 4.32G 0.01319 0.01109 0.002936 67 640: 92%|#########2| 37/40 [00:07<00:00, 5.19it/s] 249/499 4.32G 0.01319 0.01109 0.002936 67 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 249/499 4.32G 0.01321 0.01108 0.00297 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 249/499 4.32G 0.01321 0.01108 0.00297 66 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 249/499 4.32G 0.0132 0.01104 0.002928 32 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 249/499 4.32G 0.0132 0.01104 0.002928 32 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] 249/499 4.32G 0.0132 0.01104 0.002928 32 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.796 0.879 0.874 0.77 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 250/499 4.32G 0.01253 0.009166 0.0007086 68 640: 0%| | 0/40 [00:00<?, ?it/s] 250/499 4.32G 0.01253 0.009166 0.0007086 68 640: 2%|2 | 1/40 [00:00<00:07, 5.54it/s] 250/499 4.32G 0.01228 0.009385 0.0009548 70 640: 2%|2 | 1/40 [00:00<00:07, 5.54it/s] 250/499 4.32G 0.01228 0.009385 0.0009548 70 640: 5%|5 | 2/40 [00:00<00:06, 5.51it/s] 250/499 4.32G 0.0126 0.01009 0.001645 82 640: 5%|5 | 2/40 [00:00<00:06, 5.51it/s] 250/499 4.32G 0.0126 0.01009 0.001645 82 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 250/499 4.32G 0.01217 0.009949 0.001487 70 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 250/499 4.32G 0.01217 0.009949 0.001487 70 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 250/499 4.32G 0.01219 0.01042 0.001466 89 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 250/499 4.32G 0.01219 0.01042 0.001466 89 640: 12%|#2 | 5/40 [00:00<00:06, 5.37it/s] 250/499 4.32G 0.01263 0.0106 0.00165 70 640: 12%|#2 | 5/40 [00:01<00:06, 5.37it/s] 250/499 4.32G 0.01263 0.0106 0.00165 70 640: 15%|#5 | 6/40 [00:01<00:06, 5.17it/s] 250/499 4.32G 0.01273 0.01069 0.002108 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.17it/s] 250/499 4.32G 0.01273 0.01069 0.002108 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 250/499 4.32G 0.01264 0.01052 0.002092 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 250/499 4.32G 0.01264 0.01052 0.002092 67 640: 20%|## | 8/40 [00:01<00:05, 5.35it/s] 250/499 4.32G 0.01263 0.01054 0.002031 73 640: 20%|## | 8/40 [00:01<00:05, 5.35it/s] 250/499 4.32G 0.01263 0.01054 0.002031 73 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 250/499 4.32G 0.01255 0.01037 0.001975 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 250/499 4.32G 0.01255 0.01037 0.001975 70 640: 25%|##5 | 10/40 [00:01<00:05, 5.24it/s] 250/499 4.32G 0.01256 0.01051 0.001897 84 640: 25%|##5 | 10/40 [00:02<00:05, 5.24it/s] 250/499 4.32G 0.01256 0.01051 0.001897 84 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 250/499 4.32G 0.01262 0.01042 0.002075 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 250/499 4.32G 0.01262 0.01042 0.002075 68 640: 30%|### | 12/40 [00:02<00:05, 5.18it/s] 250/499 4.32G 0.01278 0.01042 0.002113 77 640: 30%|### | 12/40 [00:02<00:05, 5.18it/s] 250/499 4.32G 0.01278 0.01042 0.002113 77 640: 32%|###2 | 13/40 [00:02<00:05, 5.27it/s] 250/499 4.32G 0.01272 0.01048 0.002058 84 640: 32%|###2 | 13/40 [00:02<00:05, 5.27it/s] 250/499 4.32G 0.01272 0.01048 0.002058 84 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 250/499 4.32G 0.01278 0.0105 0.002124 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 250/499 4.32G 0.01278 0.0105 0.002124 74 640: 38%|###7 | 15/40 [00:02<00:04, 5.19it/s] 250/499 4.32G 0.01282 0.0105 0.002161 67 640: 38%|###7 | 15/40 [00:03<00:04, 5.19it/s] 250/499 4.32G 0.01282 0.0105 0.002161 67 640: 40%|#### | 16/40 [00:03<00:04, 5.26it/s] 250/499 4.32G 0.01284 0.01058 0.002259 80 640: 40%|#### | 16/40 [00:03<00:04, 5.26it/s] 250/499 4.32G 0.01284 0.01058 0.002259 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 250/499 4.32G 0.01286 0.01071 0.002233 92 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 250/499 4.32G 0.01286 0.01071 0.002233 92 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 250/499 4.32G 0.01275 0.01068 0.002208 71 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 250/499 4.32G 0.01275 0.01068 0.002208 71 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 250/499 4.32G 0.01289 0.01066 0.002259 65 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 250/499 4.32G 0.01289 0.01066 0.002259 65 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 250/499 4.32G 0.01292 0.01072 0.00225 81 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 250/499 4.32G 0.01292 0.01072 0.00225 81 640: 52%|#####2 | 21/40 [00:03<00:03, 5.20it/s] 250/499 4.32G 0.01287 0.01066 0.002267 74 640: 52%|#####2 | 21/40 [00:04<00:03, 5.20it/s] 250/499 4.32G 0.01287 0.01066 0.002267 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.28it/s] 250/499 4.32G 0.01286 0.01067 0.002293 78 640: 55%|#####5 | 22/40 [00:04<00:03, 5.28it/s] 250/499 4.32G 0.01286 0.01067 0.002293 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 250/499 4.32G 0.01284 0.01067 0.002335 85 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 250/499 4.32G 0.01284 0.01067 0.002335 85 640: 60%|###### | 24/40 [00:04<00:03, 5.20it/s] 250/499 4.32G 0.01293 0.01081 0.002457 82 640: 60%|###### | 24/40 [00:04<00:03, 5.20it/s] 250/499 4.32G 0.01293 0.01081 0.002457 82 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 250/499 4.32G 0.013 0.01085 0.002459 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 250/499 4.32G 0.013 0.01085 0.002459 74 640: 65%|######5 | 26/40 [00:04<00:02, 5.31it/s] 250/499 4.32G 0.01311 0.01087 0.002549 72 640: 65%|######5 | 26/40 [00:05<00:02, 5.31it/s] 250/499 4.32G 0.01311 0.01087 0.002549 72 640: 68%|######7 | 27/40 [00:05<00:02, 5.17it/s] 250/499 4.32G 0.01311 0.01084 0.002604 66 640: 68%|######7 | 27/40 [00:05<00:02, 5.17it/s] 250/499 4.32G 0.01311 0.01084 0.002604 66 640: 70%|####### | 28/40 [00:05<00:02, 5.23it/s] 250/499 4.32G 0.01308 0.01085 0.002547 79 640: 70%|####### | 28/40 [00:05<00:02, 5.23it/s] 250/499 4.32G 0.01308 0.01085 0.002547 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.31it/s] 250/499 4.32G 0.01305 0.01082 0.002524 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.31it/s] 250/499 4.32G 0.01305 0.01082 0.002524 72 640: 75%|#######5 | 30/40 [00:05<00:01, 5.14it/s] 250/499 4.32G 0.01304 0.0109 0.0025 94 640: 75%|#######5 | 30/40 [00:05<00:01, 5.14it/s] 250/499 4.32G 0.01304 0.0109 0.0025 94 640: 78%|#######7 | 31/40 [00:05<00:01, 5.21it/s] 250/499 4.32G 0.01294 0.01077 0.002448 60 640: 78%|#######7 | 31/40 [00:06<00:01, 5.21it/s] 250/499 4.32G 0.01294 0.01077 0.002448 60 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 250/499 4.32G 0.01294 0.0108 0.002396 76 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 250/499 4.32G 0.01294 0.0108 0.002396 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.14it/s] 250/499 4.32G 0.0129 0.01073 0.002408 58 640: 82%|########2 | 33/40 [00:06<00:01, 5.14it/s] 250/499 4.32G 0.0129 0.01073 0.002408 58 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 250/499 4.32G 0.01296 0.01074 0.002382 69 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 250/499 4.32G 0.01296 0.01074 0.002382 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 250/499 4.32G 0.01292 0.01068 0.002388 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 250/499 4.32G 0.01292 0.01068 0.002388 68 640: 90%|######### | 36/40 [00:06<00:00, 5.13it/s] 250/499 4.32G 0.01292 0.01062 0.002342 57 640: 90%|######### | 36/40 [00:07<00:00, 5.13it/s] 250/499 4.32G 0.01292 0.01062 0.002342 57 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 250/499 4.32G 0.0129 0.01057 0.002391 70 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 250/499 4.32G 0.0129 0.01057 0.002391 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 250/499 4.32G 0.01287 0.01054 0.002412 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 250/499 4.32G 0.01287 0.01054 0.002412 71 640: 98%|#########7| 39/40 [00:07<00:00, 5.14it/s] 250/499 4.32G 0.01295 0.01065 0.002383 43 640: 98%|#########7| 39/40 [00:07<00:00, 5.14it/s] 250/499 4.32G 0.01295 0.01065 0.002383 43 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] 250/499 4.32G 0.01295 0.01065 0.002383 43 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.98it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s] all 132 263 0.815 0.885 0.871 0.765 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 251/499 4.32G 0.01402 0.01106 0.002515 75 640: 0%| | 0/40 [00:00<?, ?it/s] 251/499 4.32G 0.01402 0.01106 0.002515 75 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 251/499 4.32G 0.01373 0.01056 0.002666 74 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 251/499 4.32G 0.01373 0.01056 0.002666 74 640: 5%|5 | 2/40 [00:00<00:07, 5.16it/s] 251/499 4.32G 0.0139 0.01045 0.004132 68 640: 5%|5 | 2/40 [00:00<00:07, 5.16it/s] 251/499 4.32G 0.0139 0.01045 0.004132 68 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 251/499 4.32G 0.01413 0.009949 0.005858 63 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 251/499 4.32G 0.01413 0.009949 0.005858 63 640: 10%|# | 4/40 [00:00<00:06, 5.40it/s] 251/499 4.32G 0.0139 0.01022 0.005505 78 640: 10%|# | 4/40 [00:00<00:06, 5.40it/s] 251/499 4.32G 0.0139 0.01022 0.005505 78 640: 12%|#2 | 5/40 [00:00<00:06, 5.25it/s] 251/499 4.32G 0.01379 0.01051 0.004989 79 640: 12%|#2 | 5/40 [00:01<00:06, 5.25it/s] 251/499 4.32G 0.01379 0.01051 0.004989 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 251/499 4.32G 0.01375 0.0104 0.004764 62 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 251/499 4.32G 0.01375 0.0104 0.004764 62 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 251/499 4.32G 0.01332 0.01007 0.004428 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 251/499 4.32G 0.01332 0.01007 0.004428 67 640: 20%|## | 8/40 [00:01<00:06, 5.21it/s] 251/499 4.32G 0.01325 0.01015 0.004068 73 640: 20%|## | 8/40 [00:01<00:06, 5.21it/s] 251/499 4.32G 0.01325 0.01015 0.004068 73 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 251/499 4.32G 0.01301 0.01005 0.003726 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 251/499 4.32G 0.01301 0.01005 0.003726 70 640: 25%|##5 | 10/40 [00:01<00:05, 5.29it/s] 251/499 4.32G 0.01319 0.01007 0.003811 69 640: 25%|##5 | 10/40 [00:02<00:05, 5.29it/s] 251/499 4.32G 0.01319 0.01007 0.003811 69 640: 28%|##7 | 11/40 [00:02<00:05, 5.17it/s] 251/499 4.32G 0.01304 0.01013 0.003616 80 640: 28%|##7 | 11/40 [00:02<00:05, 5.17it/s] 251/499 4.32G 0.01304 0.01013 0.003616 80 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 251/499 4.32G 0.01322 0.01008 0.003694 64 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 251/499 4.32G 0.01322 0.01008 0.003694 64 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 251/499 4.32G 0.01308 0.01021 0.003526 86 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 251/499 4.32G 0.01308 0.01021 0.003526 86 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 251/499 4.32G 0.0131 0.01017 0.003474 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 251/499 4.32G 0.0131 0.01017 0.003474 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.31it/s] 251/499 4.32G 0.01301 0.01009 0.003313 68 640: 38%|###7 | 15/40 [00:03<00:04, 5.31it/s] 251/499 4.32G 0.01301 0.01009 0.003313 68 640: 40%|#### | 16/40 [00:03<00:04, 5.39it/s] 251/499 4.32G 0.01313 0.0101 0.003246 61 640: 40%|#### | 16/40 [00:03<00:04, 5.39it/s] 251/499 4.32G 0.01313 0.0101 0.003246 61 640: 42%|####2 | 17/40 [00:03<00:04, 5.26it/s] 251/499 4.32G 0.01312 0.01012 0.003132 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.26it/s] 251/499 4.32G 0.01312 0.01012 0.003132 71 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 251/499 4.32G 0.0131 0.01028 0.003031 96 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 251/499 4.32G 0.0131 0.01028 0.003031 96 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 251/499 4.32G 0.01312 0.01022 0.002956 67 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 251/499 4.32G 0.01312 0.01022 0.002956 67 640: 50%|##### | 20/40 [00:03<00:03, 5.20it/s] 251/499 4.32G 0.01306 0.01022 0.00294 78 640: 50%|##### | 20/40 [00:03<00:03, 5.20it/s] 251/499 4.32G 0.01306 0.01022 0.00294 78 640: 52%|#####2 | 21/40 [00:03<00:03, 5.28it/s] 251/499 4.32G 0.01309 0.01022 0.002997 68 640: 52%|#####2 | 21/40 [00:04<00:03, 5.28it/s] 251/499 4.32G 0.01309 0.01022 0.002997 68 640: 55%|#####5 | 22/40 [00:04<00:03, 5.36it/s] 251/499 4.32G 0.01309 0.01024 0.002962 85 640: 55%|#####5 | 22/40 [00:04<00:03, 5.36it/s] 251/499 4.32G 0.01309 0.01024 0.002962 85 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 251/499 4.32G 0.01308 0.01029 0.003001 80 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 251/499 4.32G 0.01308 0.01029 0.003001 80 640: 60%|###### | 24/40 [00:04<00:03, 5.29it/s] 251/499 4.32G 0.0131 0.01049 0.00295 92 640: 60%|###### | 24/40 [00:04<00:03, 5.29it/s] 251/499 4.32G 0.0131 0.01049 0.00295 92 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 251/499 4.32G 0.01308 0.01049 0.002962 83 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 251/499 4.32G 0.01308 0.01049 0.002962 83 640: 65%|######5 | 26/40 [00:04<00:02, 5.19it/s] 251/499 4.32G 0.01309 0.01055 0.002926 89 640: 65%|######5 | 26/40 [00:05<00:02, 5.19it/s] 251/499 4.32G 0.01309 0.01055 0.002926 89 640: 68%|######7 | 27/40 [00:05<00:02, 5.27it/s] 251/499 4.32G 0.01311 0.0106 0.002965 86 640: 68%|######7 | 27/40 [00:05<00:02, 5.27it/s] 251/499 4.32G 0.01311 0.0106 0.002965 86 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 251/499 4.32G 0.01309 0.01061 0.00291 86 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 251/499 4.32G 0.01309 0.01061 0.00291 86 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 251/499 4.32G 0.01305 0.01057 0.002961 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 251/499 4.32G 0.01305 0.01057 0.002961 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 251/499 4.32G 0.01306 0.01058 0.00293 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 251/499 4.32G 0.01306 0.01058 0.00293 73 640: 78%|#######7 | 31/40 [00:05<00:01, 5.32it/s] 251/499 4.32G 0.01311 0.01053 0.002989 55 640: 78%|#######7 | 31/40 [00:06<00:01, 5.32it/s] 251/499 4.32G 0.01311 0.01053 0.002989 55 640: 80%|######## | 32/40 [00:06<00:01, 5.18it/s] 251/499 4.32G 0.01311 0.01049 0.002925 73 640: 80%|######## | 32/40 [00:06<00:01, 5.18it/s] 251/499 4.32G 0.01311 0.01049 0.002925 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 251/499 4.32G 0.01313 0.01054 0.002968 84 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 251/499 4.32G 0.01313 0.01054 0.002968 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 251/499 4.32G 0.01312 0.01057 0.002932 89 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 251/499 4.32G 0.01312 0.01057 0.002932 89 640: 88%|########7 | 35/40 [00:06<00:00, 5.17it/s] 251/499 4.32G 0.01306 0.01054 0.002918 78 640: 88%|########7 | 35/40 [00:06<00:00, 5.17it/s] 251/499 4.32G 0.01306 0.01054 0.002918 78 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 251/499 4.32G 0.01307 0.01056 0.002921 77 640: 90%|######### | 36/40 [00:07<00:00, 5.25it/s] 251/499 4.32G 0.01307 0.01056 0.002921 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.33it/s] 251/499 4.32G 0.01302 0.01053 0.002892 73 640: 92%|#########2| 37/40 [00:07<00:00, 5.33it/s] 251/499 4.32G 0.01302 0.01053 0.002892 73 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 251/499 4.32G 0.01306 0.01055 0.002972 85 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 251/499 4.32G 0.01306 0.01055 0.002972 85 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 251/499 4.32G 0.01305 0.01054 0.003003 33 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 251/499 4.32G 0.01305 0.01054 0.003003 33 640: 100%|##########| 40/40 [00:07<00:00, 5.45it/s] 251/499 4.32G 0.01305 0.01054 0.003003 33 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s] all 132 263 0.878 0.864 0.906 0.79 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 252/499 4.32G 0.01292 0.01221 0.001833 81 640: 0%| | 0/40 [00:00<?, ?it/s] 252/499 4.32G 0.01292 0.01221 0.001833 81 640: 2%|2 | 1/40 [00:00<00:07, 4.96it/s] 252/499 4.32G 0.0127 0.01087 0.001213 69 640: 2%|2 | 1/40 [00:00<00:07, 4.96it/s] 252/499 4.32G 0.0127 0.01087 0.001213 69 640: 5%|5 | 2/40 [00:00<00:07, 5.29it/s] 252/499 4.32G 0.01314 0.01115 0.001427 73 640: 5%|5 | 2/40 [00:00<00:07, 5.29it/s] 252/499 4.32G 0.01314 0.01115 0.001427 73 640: 8%|7 | 3/40 [00:00<00:06, 5.40it/s] 252/499 4.32G 0.01322 0.01096 0.002438 76 640: 8%|7 | 3/40 [00:00<00:06, 5.40it/s] 252/499 4.32G 0.01322 0.01096 0.002438 76 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 252/499 4.32G 0.01348 0.01129 0.002535 84 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 252/499 4.32G 0.01348 0.01129 0.002535 84 640: 12%|#2 | 5/40 [00:00<00:06, 5.33it/s] 252/499 4.32G 0.01387 0.01123 0.00316 63 640: 12%|#2 | 5/40 [00:01<00:06, 5.33it/s] 252/499 4.32G 0.01387 0.01123 0.00316 63 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 252/499 4.32G 0.01381 0.01123 0.00311 86 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 252/499 4.32G 0.01381 0.01123 0.00311 86 640: 18%|#7 | 7/40 [00:01<00:06, 5.22it/s] 252/499 4.32G 0.01382 0.0115 0.003127 82 640: 18%|#7 | 7/40 [00:01<00:06, 5.22it/s] 252/499 4.32G 0.01382 0.0115 0.003127 82 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 252/499 4.32G 0.01389 0.01151 0.003083 79 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 252/499 4.32G 0.01389 0.01151 0.003083 79 640: 22%|##2 | 9/40 [00:01<00:05, 5.38it/s] 252/499 4.32G 0.01371 0.01113 0.002998 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.38it/s] 252/499 4.32G 0.01371 0.01113 0.002998 69 640: 25%|##5 | 10/40 [00:01<00:05, 5.20it/s] 252/499 4.32G 0.01371 0.01141 0.002955 90 640: 25%|##5 | 10/40 [00:02<00:05, 5.20it/s] 252/499 4.32G 0.01371 0.01141 0.002955 90 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 252/499 4.32G 0.01364 0.01129 0.00299 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 252/499 4.32G 0.01364 0.01129 0.00299 79 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 252/499 4.32G 0.01357 0.01111 0.002972 70 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 252/499 4.32G 0.01357 0.01111 0.002972 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 252/499 4.32G 0.01357 0.01116 0.002927 90 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 252/499 4.32G 0.01357 0.01116 0.002927 90 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 252/499 4.32G 0.01362 0.01104 0.002899 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 252/499 4.32G 0.01362 0.01104 0.002899 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.35it/s] 252/499 4.32G 0.01351 0.01096 0.002961 72 640: 38%|###7 | 15/40 [00:03<00:04, 5.35it/s] 252/499 4.32G 0.01351 0.01096 0.002961 72 640: 40%|#### | 16/40 [00:03<00:04, 5.23it/s] 252/499 4.32G 0.01342 0.01105 0.002893 78 640: 40%|#### | 16/40 [00:03<00:04, 5.23it/s] 252/499 4.32G 0.01342 0.01105 0.002893 78 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 252/499 4.32G 0.0134 0.01101 0.002845 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 252/499 4.32G 0.0134 0.01101 0.002845 75 640: 45%|####5 | 18/40 [00:03<00:04, 5.40it/s] 252/499 4.32G 0.0134 0.01103 0.002915 82 640: 45%|####5 | 18/40 [00:03<00:04, 5.40it/s] 252/499 4.32G 0.0134 0.01103 0.002915 82 640: 48%|####7 | 19/40 [00:03<00:04, 5.25it/s] 252/499 4.32G 0.01339 0.01098 0.002972 66 640: 48%|####7 | 19/40 [00:03<00:04, 5.25it/s] 252/499 4.32G 0.01339 0.01098 0.002972 66 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 252/499 4.32G 0.01336 0.01094 0.0031 71 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 252/499 4.32G 0.01336 0.01094 0.0031 71 640: 52%|#####2 | 21/40 [00:03<00:03, 5.36it/s] 252/499 4.32G 0.01339 0.01098 0.003123 76 640: 52%|#####2 | 21/40 [00:04<00:03, 5.36it/s] 252/499 4.32G 0.01339 0.01098 0.003123 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 252/499 4.32G 0.01334 0.01094 0.003046 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 252/499 4.32G 0.01334 0.01094 0.003046 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 252/499 4.32G 0.01332 0.01097 0.003199 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 252/499 4.32G 0.01332 0.01097 0.003199 70 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 252/499 4.32G 0.0132 0.01098 0.003112 80 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 252/499 4.32G 0.0132 0.01098 0.003112 80 640: 62%|######2 | 25/40 [00:04<00:02, 5.18it/s] 252/499 4.32G 0.01319 0.01096 0.003087 81 640: 62%|######2 | 25/40 [00:04<00:02, 5.18it/s] 252/499 4.32G 0.01319 0.01096 0.003087 81 640: 65%|######5 | 26/40 [00:04<00:02, 5.26it/s] 252/499 4.32G 0.01318 0.01097 0.003101 84 640: 65%|######5 | 26/40 [00:05<00:02, 5.26it/s] 252/499 4.32G 0.01318 0.01097 0.003101 84 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 252/499 4.32G 0.01318 0.01096 0.003206 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 252/499 4.32G 0.01318 0.01096 0.003206 68 640: 70%|####### | 28/40 [00:05<00:02, 5.17it/s] 252/499 4.32G 0.01314 0.01102 0.003152 101 640: 70%|####### | 28/40 [00:05<00:02, 5.17it/s] 252/499 4.32G 0.01314 0.01102 0.003152 101 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 252/499 4.32G 0.01313 0.01102 0.003118 81 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 252/499 4.32G 0.01313 0.01102 0.003118 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 252/499 4.32G 0.0131 0.01094 0.003062 63 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 252/499 4.32G 0.0131 0.01094 0.003062 63 640: 78%|#######7 | 31/40 [00:05<00:01, 5.20it/s] 252/499 4.32G 0.01309 0.01095 0.003005 80 640: 78%|#######7 | 31/40 [00:06<00:01, 5.20it/s] 252/499 4.32G 0.01309 0.01095 0.003005 80 640: 80%|######## | 32/40 [00:06<00:01, 5.31it/s] 252/499 4.32G 0.01303 0.01093 0.002976 77 640: 80%|######## | 32/40 [00:06<00:01, 5.31it/s] 252/499 4.32G 0.01303 0.01093 0.002976 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.37it/s] 252/499 4.32G 0.01309 0.01094 0.002943 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.37it/s] 252/499 4.32G 0.01309 0.01094 0.002943 72 640: 85%|########5 | 34/40 [00:06<00:01, 5.17it/s] 252/499 4.32G 0.01304 0.01085 0.002917 59 640: 85%|########5 | 34/40 [00:06<00:01, 5.17it/s] 252/499 4.32G 0.01304 0.01085 0.002917 59 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 252/499 4.32G 0.01308 0.01087 0.002948 79 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 252/499 4.32G 0.01308 0.01087 0.002948 79 640: 90%|######### | 36/40 [00:06<00:00, 5.35it/s] 252/499 4.32G 0.0131 0.01095 0.002961 86 640: 90%|######### | 36/40 [00:07<00:00, 5.35it/s] 252/499 4.32G 0.0131 0.01095 0.002961 86 640: 92%|#########2| 37/40 [00:07<00:00, 5.22it/s] 252/499 4.32G 0.01313 0.01091 0.00299 65 640: 92%|#########2| 37/40 [00:07<00:00, 5.22it/s] 252/499 4.32G 0.01313 0.01091 0.00299 65 640: 95%|#########5| 38/40 [00:07<00:00, 5.23it/s] 252/499 4.32G 0.01311 0.01093 0.002976 85 640: 95%|#########5| 38/40 [00:07<00:00, 5.23it/s] 252/499 4.32G 0.01311 0.01093 0.002976 85 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 252/499 4.32G 0.01309 0.01094 0.002978 41 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 252/499 4.32G 0.01309 0.01094 0.002978 41 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] 252/499 4.32G 0.01309 0.01094 0.002978 41 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.99it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.54it/s] all 132 263 0.868 0.843 0.898 0.792 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 253/499 4.32G 0.01242 0.009618 0.005023 60 640: 0%| | 0/40 [00:00<?, ?it/s] 253/499 4.32G 0.01242 0.009618 0.005023 60 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 253/499 4.32G 0.01245 0.009138 0.003477 63 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 253/499 4.32G 0.01245 0.009138 0.003477 63 640: 5%|5 | 2/40 [00:00<00:06, 5.57it/s] 253/499 4.32G 0.01266 0.009671 0.003954 83 640: 5%|5 | 2/40 [00:00<00:06, 5.57it/s] 253/499 4.32G 0.01266 0.009671 0.003954 83 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 253/499 4.32G 0.0124 0.01009 0.003628 85 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 253/499 4.32G 0.0124 0.01009 0.003628 85 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 253/499 4.32G 0.01212 0.009988 0.00317 77 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 253/499 4.32G 0.01212 0.009988 0.00317 77 640: 12%|#2 | 5/40 [00:00<00:06, 5.33it/s] 253/499 4.32G 0.01202 0.01023 0.002935 90 640: 12%|#2 | 5/40 [00:01<00:06, 5.33it/s] 253/499 4.32G 0.01202 0.01023 0.002935 90 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 253/499 4.32G 0.0121 0.01037 0.002908 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 253/499 4.32G 0.0121 0.01037 0.002908 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.31it/s] 253/499 4.32G 0.012 0.01018 0.002613 68 640: 18%|#7 | 7/40 [00:01<00:06, 5.31it/s] 253/499 4.32G 0.012 0.01018 0.002613 68 640: 20%|## | 8/40 [00:01<00:05, 5.39it/s] 253/499 4.32G 0.01201 0.01015 0.002437 74 640: 20%|## | 8/40 [00:01<00:05, 5.39it/s] 253/499 4.32G 0.01201 0.01015 0.002437 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.25it/s] 253/499 4.32G 0.0121 0.01024 0.002286 83 640: 22%|##2 | 9/40 [00:01<00:05, 5.25it/s] 253/499 4.32G 0.0121 0.01024 0.002286 83 640: 25%|##5 | 10/40 [00:01<00:05, 5.35it/s] 253/499 4.32G 0.01214 0.01014 0.002243 65 640: 25%|##5 | 10/40 [00:02<00:05, 5.35it/s] 253/499 4.32G 0.01214 0.01014 0.002243 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.34it/s] 253/499 4.32G 0.01214 0.01014 0.002099 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.34it/s] 253/499 4.32G 0.01214 0.01014 0.002099 78 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 253/499 4.32G 0.01233 0.01009 0.00208 58 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 253/499 4.32G 0.01233 0.01009 0.00208 58 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 253/499 4.32G 0.01238 0.0101 0.002263 78 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 253/499 4.32G 0.01238 0.0101 0.002263 78 640: 35%|###5 | 14/40 [00:02<00:04, 5.39it/s] 253/499 4.32G 0.01248 0.0102 0.002556 79 640: 35%|###5 | 14/40 [00:02<00:04, 5.39it/s] 253/499 4.32G 0.01248 0.0102 0.002556 79 640: 38%|###7 | 15/40 [00:02<00:04, 5.25it/s] 253/499 4.32G 0.01246 0.01019 0.002847 72 640: 38%|###7 | 15/40 [00:03<00:04, 5.25it/s] 253/499 4.32G 0.01246 0.01019 0.002847 72 640: 40%|#### | 16/40 [00:03<00:04, 5.34it/s] 253/499 4.32G 0.01251 0.01002 0.00303 50 640: 40%|#### | 16/40 [00:03<00:04, 5.34it/s] 253/499 4.32G 0.01251 0.01002 0.00303 50 640: 42%|####2 | 17/40 [00:03<00:04, 5.41it/s] 253/499 4.32G 0.01269 0.01006 0.003044 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.41it/s] 253/499 4.32G 0.01269 0.01006 0.003044 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 253/499 4.32G 0.01271 0.01019 0.003014 87 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 253/499 4.32G 0.01271 0.01019 0.003014 87 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 253/499 4.32G 0.01269 0.01019 0.002968 77 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 253/499 4.32G 0.01269 0.01019 0.002968 77 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 253/499 4.32G 0.01276 0.01018 0.003015 76 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 253/499 4.32G 0.01276 0.01018 0.003015 76 640: 52%|#####2 | 21/40 [00:03<00:03, 5.21it/s] 253/499 4.32G 0.01278 0.01025 0.002945 84 640: 52%|#####2 | 21/40 [00:04<00:03, 5.21it/s] 253/499 4.32G 0.01278 0.01025 0.002945 84 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 253/499 4.32G 0.01281 0.01039 0.002933 97 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 253/499 4.32G 0.01281 0.01039 0.002933 97 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 253/499 4.32G 0.01283 0.01044 0.002898 81 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 253/499 4.32G 0.01283 0.01044 0.002898 81 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 253/499 4.32G 0.01283 0.01045 0.003017 83 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 253/499 4.32G 0.01283 0.01045 0.003017 83 640: 62%|######2 | 25/40 [00:04<00:02, 5.30it/s] 253/499 4.32G 0.01282 0.01043 0.002921 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.30it/s] 253/499 4.32G 0.01282 0.01043 0.002921 74 640: 65%|######5 | 26/40 [00:04<00:02, 5.34it/s] 253/499 4.32G 0.01285 0.01049 0.002847 83 640: 65%|######5 | 26/40 [00:05<00:02, 5.34it/s] 253/499 4.32G 0.01285 0.01049 0.002847 83 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 253/499 4.32G 0.01276 0.01039 0.002755 63 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 253/499 4.32G 0.01276 0.01039 0.002755 63 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 253/499 4.32G 0.01277 0.01041 0.002855 69 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 253/499 4.32G 0.01277 0.01041 0.002855 69 640: 72%|#######2 | 29/40 [00:05<00:02, 5.36it/s] 253/499 4.32G 0.0128 0.01055 0.002845 83 640: 72%|#######2 | 29/40 [00:05<00:02, 5.36it/s] 253/499 4.32G 0.0128 0.01055 0.002845 83 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 253/499 4.32G 0.01279 0.01063 0.002797 89 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 253/499 4.32G 0.01279 0.01063 0.002797 89 640: 78%|#######7 | 31/40 [00:05<00:01, 5.31it/s] 253/499 4.32G 0.0128 0.01062 0.002768 70 640: 78%|#######7 | 31/40 [00:06<00:01, 5.31it/s] 253/499 4.32G 0.0128 0.01062 0.002768 70 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 253/499 4.32G 0.01278 0.01057 0.002801 65 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 253/499 4.32G 0.01278 0.01057 0.002801 65 640: 82%|########2 | 33/40 [00:06<00:01, 5.19it/s] 253/499 4.32G 0.01273 0.01058 0.002772 80 640: 82%|########2 | 33/40 [00:06<00:01, 5.19it/s] 253/499 4.32G 0.01273 0.01058 0.002772 80 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 253/499 4.32G 0.01276 0.01058 0.002787 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 253/499 4.32G 0.01276 0.01058 0.002787 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 253/499 4.32G 0.01277 0.01067 0.002788 88 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 253/499 4.32G 0.01277 0.01067 0.002788 88 640: 90%|######### | 36/40 [00:06<00:00, 5.21it/s] 253/499 4.32G 0.01279 0.0107 0.002742 88 640: 90%|######### | 36/40 [00:06<00:00, 5.21it/s] 253/499 4.32G 0.01279 0.0107 0.002742 88 640: 92%|#########2| 37/40 [00:06<00:00, 5.28it/s] 253/499 4.32G 0.01284 0.01069 0.002857 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 253/499 4.32G 0.01284 0.01069 0.002857 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 253/499 4.32G 0.01282 0.01065 0.002849 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 253/499 4.32G 0.01282 0.01065 0.002849 70 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 253/499 4.32G 0.01282 0.01067 0.002876 41 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 253/499 4.32G 0.01282 0.01067 0.002876 41 640: 100%|##########| 40/40 [00:07<00:00, 5.34it/s] 253/499 4.32G 0.01282 0.01067 0.002876 41 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.871 0.855 0.892 0.773 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 254/499 4.32G 0.01298 0.01042 0.004532 72 640: 0%| | 0/40 [00:00<?, ?it/s] 254/499 4.32G 0.01298 0.01042 0.004532 72 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 254/499 4.32G 0.01232 0.01101 0.002892 83 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 254/499 4.32G 0.01232 0.01101 0.002892 83 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 254/499 4.32G 0.01341 0.01163 0.00307 81 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 254/499 4.32G 0.01341 0.01163 0.00307 81 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 254/499 4.32G 0.01353 0.0113 0.003125 79 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 254/499 4.32G 0.01353 0.0113 0.003125 79 640: 10%|# | 4/40 [00:00<00:06, 5.43it/s] 254/499 4.32G 0.01344 0.01066 0.003069 63 640: 10%|# | 4/40 [00:00<00:06, 5.43it/s] 254/499 4.32G 0.01344 0.01066 0.003069 63 640: 12%|#2 | 5/40 [00:00<00:06, 5.25it/s] 254/499 4.32G 0.01353 0.01066 0.003004 66 640: 12%|#2 | 5/40 [00:01<00:06, 5.25it/s] 254/499 4.32G 0.01353 0.01066 0.003004 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 254/499 4.32G 0.01344 0.01063 0.00334 78 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 254/499 4.32G 0.01344 0.01063 0.00334 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 254/499 4.32G 0.01346 0.01094 0.003257 84 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 254/499 4.32G 0.01346 0.01094 0.003257 84 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 254/499 4.32G 0.01344 0.01063 0.003254 58 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 254/499 4.32G 0.01344 0.01063 0.003254 58 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 254/499 4.32G 0.01326 0.01056 0.003083 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 254/499 4.32G 0.01326 0.01056 0.003083 71 640: 25%|##5 | 10/40 [00:01<00:05, 5.39it/s] 254/499 4.32G 0.01305 0.01053 0.002878 78 640: 25%|##5 | 10/40 [00:02<00:05, 5.39it/s] 254/499 4.32G 0.01305 0.01053 0.002878 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 254/499 4.32G 0.01318 0.01042 0.002907 57 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 254/499 4.32G 0.01318 0.01042 0.002907 57 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 254/499 4.32G 0.0131 0.01031 0.002779 69 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 254/499 4.32G 0.0131 0.01031 0.002779 69 640: 32%|###2 | 13/40 [00:02<00:04, 5.41it/s] 254/499 4.32G 0.01299 0.01043 0.002673 92 640: 32%|###2 | 13/40 [00:02<00:04, 5.41it/s] 254/499 4.32G 0.01299 0.01043 0.002673 92 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 254/499 4.32G 0.01297 0.01051 0.002664 81 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 254/499 4.32G 0.01297 0.01051 0.002664 81 640: 38%|###7 | 15/40 [00:02<00:04, 5.32it/s] 254/499 4.32G 0.0128 0.01036 0.002745 65 640: 38%|###7 | 15/40 [00:03<00:04, 5.32it/s] 254/499 4.32G 0.0128 0.01036 0.002745 65 640: 40%|#### | 16/40 [00:03<00:04, 5.35it/s] 254/499 4.32G 0.01286 0.01028 0.002745 62 640: 40%|#### | 16/40 [00:03<00:04, 5.35it/s] 254/499 4.32G 0.01286 0.01028 0.002745 62 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 254/499 4.32G 0.01293 0.01029 0.002711 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 254/499 4.32G 0.01293 0.01029 0.002711 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 254/499 4.32G 0.01296 0.01025 0.002661 63 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 254/499 4.32G 0.01296 0.01025 0.002661 63 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 254/499 4.32G 0.01304 0.01036 0.002645 82 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 254/499 4.32G 0.01304 0.01036 0.002645 82 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 254/499 4.32G 0.01303 0.01033 0.00273 70 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 254/499 4.32G 0.01303 0.01033 0.00273 70 640: 52%|#####2 | 21/40 [00:03<00:03, 5.30it/s] 254/499 4.32G 0.01309 0.01027 0.00274 61 640: 52%|#####2 | 21/40 [00:04<00:03, 5.30it/s] 254/499 4.32G 0.01309 0.01027 0.00274 61 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 254/499 4.32G 0.01305 0.01022 0.002656 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 254/499 4.32G 0.01305 0.01022 0.002656 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 254/499 4.32G 0.01308 0.01027 0.002642 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 254/499 4.32G 0.01308 0.01027 0.002642 74 640: 60%|###### | 24/40 [00:04<00:03, 5.29it/s] 254/499 4.32G 0.01305 0.01035 0.002669 75 640: 60%|###### | 24/40 [00:04<00:03, 5.29it/s] 254/499 4.32G 0.01305 0.01035 0.002669 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.38it/s] 254/499 4.32G 0.01313 0.01041 0.002778 82 640: 62%|######2 | 25/40 [00:04<00:02, 5.38it/s] 254/499 4.32G 0.01313 0.01041 0.002778 82 640: 65%|######5 | 26/40 [00:04<00:02, 5.23it/s] 254/499 4.32G 0.01308 0.01044 0.002744 82 640: 65%|######5 | 26/40 [00:05<00:02, 5.23it/s] 254/499 4.32G 0.01308 0.01044 0.002744 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 254/499 4.32G 0.01309 0.01041 0.002862 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 254/499 4.32G 0.01309 0.01041 0.002862 67 640: 70%|####### | 28/40 [00:05<00:02, 5.34it/s] 254/499 4.32G 0.0131 0.01042 0.00288 65 640: 70%|####### | 28/40 [00:05<00:02, 5.34it/s] 254/499 4.32G 0.0131 0.01042 0.00288 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 254/499 4.32G 0.01308 0.01043 0.002884 71 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 254/499 4.32G 0.01308 0.01043 0.002884 71 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 254/499 4.32G 0.01307 0.01041 0.002879 72 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 254/499 4.32G 0.01307 0.01041 0.002879 72 640: 78%|#######7 | 31/40 [00:05<00:01, 5.32it/s] 254/499 4.32G 0.01301 0.01044 0.002797 80 640: 78%|#######7 | 31/40 [00:06<00:01, 5.32it/s] 254/499 4.32G 0.01301 0.01044 0.002797 80 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 254/499 4.32G 0.01306 0.01045 0.002792 71 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 254/499 4.32G 0.01306 0.01045 0.002792 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 254/499 4.32G 0.01304 0.0105 0.002961 84 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 254/499 4.32G 0.01304 0.0105 0.002961 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.32it/s] 254/499 4.32G 0.01308 0.0105 0.003024 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.32it/s] 254/499 4.32G 0.01308 0.0105 0.003024 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 254/499 4.32G 0.01309 0.01053 0.003082 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 254/499 4.32G 0.01309 0.01053 0.003082 81 640: 90%|######### | 36/40 [00:06<00:00, 5.27it/s] 254/499 4.32G 0.01306 0.01053 0.003092 73 640: 90%|######### | 36/40 [00:06<00:00, 5.27it/s] 254/499 4.32G 0.01306 0.01053 0.003092 73 640: 92%|#########2| 37/40 [00:06<00:00, 5.31it/s] 254/499 4.32G 0.01304 0.01052 0.003111 66 640: 92%|#########2| 37/40 [00:07<00:00, 5.31it/s] 254/499 4.32G 0.01304 0.01052 0.003111 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.19it/s] 254/499 4.32G 0.01303 0.01053 0.003064 73 640: 95%|#########5| 38/40 [00:07<00:00, 5.19it/s] 254/499 4.32G 0.01303 0.01053 0.003064 73 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 254/499 4.32G 0.01302 0.01064 0.003022 51 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 254/499 4.32G 0.01302 0.01064 0.003022 51 640: 100%|##########| 40/40 [00:07<00:00, 5.44it/s] 254/499 4.32G 0.01302 0.01064 0.003022 51 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s] all 132 263 0.858 0.912 0.905 0.791 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 255/499 4.32G 0.01185 0.01063 0.006543 77 640: 0%| | 0/40 [00:00<?, ?it/s] 255/499 4.32G 0.01185 0.01063 0.006543 77 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 255/499 4.32G 0.01223 0.01029 0.005036 73 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 255/499 4.32G 0.01223 0.01029 0.005036 73 640: 5%|5 | 2/40 [00:00<00:07, 5.24it/s] 255/499 4.32G 0.01267 0.01127 0.003825 77 640: 5%|5 | 2/40 [00:00<00:07, 5.24it/s] 255/499 4.32G 0.01267 0.01127 0.003825 77 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 255/499 4.32G 0.01285 0.01173 0.004031 80 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 255/499 4.32G 0.01285 0.01173 0.004031 80 640: 10%|# | 4/40 [00:00<00:06, 5.17it/s] 255/499 4.32G 0.01292 0.01185 0.004065 80 640: 10%|# | 4/40 [00:00<00:06, 5.17it/s] 255/499 4.32G 0.01292 0.01185 0.004065 80 640: 12%|#2 | 5/40 [00:00<00:06, 5.29it/s] 255/499 4.32G 0.01293 0.01203 0.003786 81 640: 12%|#2 | 5/40 [00:01<00:06, 5.29it/s] 255/499 4.32G 0.01293 0.01203 0.003786 81 640: 15%|#5 | 6/40 [00:01<00:06, 5.39it/s] 255/499 4.32G 0.01323 0.01163 0.00398 62 640: 15%|#5 | 6/40 [00:01<00:06, 5.39it/s] 255/499 4.32G 0.01323 0.01163 0.00398 62 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 255/499 4.32G 0.01314 0.01167 0.003725 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 255/499 4.32G 0.01314 0.01167 0.003725 78 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 255/499 4.32G 0.01323 0.0117 0.003626 78 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 255/499 4.32G 0.01323 0.0117 0.003626 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 255/499 4.32G 0.013 0.01132 0.003475 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 255/499 4.32G 0.013 0.01132 0.003475 65 640: 25%|##5 | 10/40 [00:01<00:05, 5.25it/s] 255/499 4.32G 0.01318 0.01143 0.003504 74 640: 25%|##5 | 10/40 [00:02<00:05, 5.25it/s] 255/499 4.32G 0.01318 0.01143 0.003504 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 255/499 4.32G 0.01312 0.01138 0.003258 67 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 255/499 4.32G 0.01312 0.01138 0.003258 67 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 255/499 4.32G 0.01303 0.01125 0.003269 69 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 255/499 4.32G 0.01303 0.01125 0.003269 69 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 255/499 4.32G 0.01304 0.01122 0.00329 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 255/499 4.32G 0.01304 0.01122 0.00329 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 255/499 4.32G 0.01308 0.01105 0.003194 67 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 255/499 4.32G 0.01308 0.01105 0.003194 67 640: 38%|###7 | 15/40 [00:02<00:04, 5.34it/s] 255/499 4.32G 0.01303 0.01118 0.003065 88 640: 38%|###7 | 15/40 [00:03<00:04, 5.34it/s] 255/499 4.32G 0.01303 0.01118 0.003065 88 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 255/499 4.32G 0.01292 0.01098 0.002994 59 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 255/499 4.32G 0.01292 0.01098 0.002994 59 640: 42%|####2 | 17/40 [00:03<00:04, 5.33it/s] 255/499 4.32G 0.01293 0.01095 0.002945 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.33it/s] 255/499 4.32G 0.01293 0.01095 0.002945 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 255/499 4.32G 0.01288 0.01086 0.002857 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 255/499 4.32G 0.01288 0.01086 0.002857 67 640: 48%|####7 | 19/40 [00:03<00:04, 5.16it/s] 255/499 4.32G 0.01281 0.01075 0.002807 66 640: 48%|####7 | 19/40 [00:03<00:04, 5.16it/s] 255/499 4.32G 0.01281 0.01075 0.002807 66 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 255/499 4.32G 0.0128 0.01067 0.002744 69 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 255/499 4.32G 0.0128 0.01067 0.002744 69 640: 52%|#####2 | 21/40 [00:03<00:03, 5.31it/s] 255/499 4.32G 0.01283 0.0107 0.002685 76 640: 52%|#####2 | 21/40 [00:04<00:03, 5.31it/s] 255/499 4.32G 0.01283 0.0107 0.002685 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.18it/s] 255/499 4.32G 0.0129 0.01068 0.002645 59 640: 55%|#####5 | 22/40 [00:04<00:03, 5.18it/s] 255/499 4.32G 0.0129 0.01068 0.002645 59 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 255/499 4.32G 0.01296 0.01076 0.002824 80 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 255/499 4.32G 0.01296 0.01076 0.002824 80 640: 60%|###### | 24/40 [00:04<00:02, 5.34it/s] 255/499 4.32G 0.01289 0.01076 0.002757 80 640: 60%|###### | 24/40 [00:04<00:02, 5.34it/s] 255/499 4.32G 0.01289 0.01076 0.002757 80 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 255/499 4.32G 0.01283 0.0107 0.002726 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 255/499 4.32G 0.01283 0.0107 0.002726 75 640: 65%|######5 | 26/40 [00:04<00:02, 5.31it/s] 255/499 4.32G 0.01277 0.01062 0.002671 63 640: 65%|######5 | 26/40 [00:05<00:02, 5.31it/s] 255/499 4.32G 0.01277 0.01062 0.002671 63 640: 68%|######7 | 27/40 [00:05<00:02, 5.35it/s] 255/499 4.32G 0.01285 0.0106 0.002617 65 640: 68%|######7 | 27/40 [00:05<00:02, 5.35it/s] 255/499 4.32G 0.01285 0.0106 0.002617 65 640: 70%|####### | 28/40 [00:05<00:02, 5.19it/s] 255/499 4.32G 0.01285 0.01062 0.002612 78 640: 70%|####### | 28/40 [00:05<00:02, 5.19it/s] 255/499 4.32G 0.01285 0.01062 0.002612 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 255/499 4.32G 0.01292 0.01063 0.002869 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 255/499 4.32G 0.01292 0.01063 0.002869 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 255/499 4.32G 0.01288 0.01065 0.002956 78 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 255/499 4.32G 0.01288 0.01065 0.002956 78 640: 78%|#######7 | 31/40 [00:05<00:01, 5.18it/s] 255/499 4.32G 0.0129 0.01066 0.002882 74 640: 78%|#######7 | 31/40 [00:06<00:01, 5.18it/s] 255/499 4.32G 0.0129 0.01066 0.002882 74 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 255/499 4.32G 0.01286 0.01066 0.00284 73 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 255/499 4.32G 0.01286 0.01066 0.00284 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.34it/s] 255/499 4.32G 0.01287 0.01066 0.002797 81 640: 82%|########2 | 33/40 [00:06<00:01, 5.34it/s] 255/499 4.32G 0.01287 0.01066 0.002797 81 640: 85%|########5 | 34/40 [00:06<00:01, 5.21it/s] 255/499 4.32G 0.01295 0.01073 0.00283 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.21it/s] 255/499 4.32G 0.01295 0.01073 0.00283 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 255/499 4.32G 0.01293 0.01081 0.002808 88 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 255/499 4.32G 0.01293 0.01081 0.002808 88 640: 90%|######### | 36/40 [00:06<00:00, 5.31it/s] 255/499 4.32G 0.01293 0.01089 0.002797 84 640: 90%|######### | 36/40 [00:07<00:00, 5.31it/s] 255/499 4.32G 0.01293 0.01089 0.002797 84 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 255/499 4.32G 0.01296 0.01085 0.002789 66 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 255/499 4.32G 0.01296 0.01085 0.002789 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 255/499 4.32G 0.01301 0.01085 0.002832 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 255/499 4.32G 0.01301 0.01085 0.002832 72 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 255/499 4.32G 0.013 0.01087 0.002901 40 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 255/499 4.32G 0.013 0.01087 0.002901 40 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] 255/499 4.32G 0.013 0.01087 0.002901 40 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.851 0.856 0.871 0.759 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 256/499 4.32G 0.01421 0.01202 0.00275 85 640: 0%| | 0/40 [00:00<?, ?it/s] 256/499 4.32G 0.01421 0.01202 0.00275 85 640: 2%|2 | 1/40 [00:00<00:07, 5.23it/s] 256/499 4.32G 0.01346 0.01144 0.003151 66 640: 2%|2 | 1/40 [00:00<00:07, 5.23it/s] 256/499 4.32G 0.01346 0.01144 0.003151 66 640: 5%|5 | 2/40 [00:00<00:07, 5.42it/s] 256/499 4.32G 0.01343 0.01161 0.002253 81 640: 5%|5 | 2/40 [00:00<00:07, 5.42it/s] 256/499 4.32G 0.01343 0.01161 0.002253 81 640: 8%|7 | 3/40 [00:00<00:07, 5.20it/s] 256/499 4.32G 0.01322 0.01137 0.002012 75 640: 8%|7 | 3/40 [00:00<00:07, 5.20it/s] 256/499 4.32G 0.01322 0.01137 0.002012 75 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 256/499 4.32G 0.01337 0.01154 0.002202 84 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 256/499 4.32G 0.01337 0.01154 0.002202 84 640: 12%|#2 | 5/40 [00:00<00:06, 5.37it/s] 256/499 4.32G 0.01381 0.01157 0.00245 72 640: 12%|#2 | 5/40 [00:01<00:06, 5.37it/s] 256/499 4.32G 0.01381 0.01157 0.00245 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 256/499 4.32G 0.01368 0.01164 0.002649 86 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 256/499 4.32G 0.01368 0.01164 0.002649 86 640: 18%|#7 | 7/40 [00:01<00:06, 5.31it/s] 256/499 4.32G 0.01378 0.01143 0.002568 61 640: 18%|#7 | 7/40 [00:01<00:06, 5.31it/s] 256/499 4.32G 0.01378 0.01143 0.002568 61 640: 20%|## | 8/40 [00:01<00:05, 5.39it/s] 256/499 4.32G 0.01377 0.01115 0.002639 58 640: 20%|## | 8/40 [00:01<00:05, 5.39it/s] 256/499 4.32G 0.01377 0.01115 0.002639 58 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 256/499 4.32G 0.0137 0.01109 0.002686 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 256/499 4.32G 0.0137 0.01109 0.002686 70 640: 25%|##5 | 10/40 [00:01<00:05, 5.31it/s] 256/499 4.32G 0.01356 0.01109 0.002607 83 640: 25%|##5 | 10/40 [00:02<00:05, 5.31it/s] 256/499 4.32G 0.01356 0.01109 0.002607 83 640: 28%|##7 | 11/40 [00:02<00:05, 5.38it/s] 256/499 4.32G 0.01344 0.0111 0.002517 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.38it/s] 256/499 4.32G 0.01344 0.0111 0.002517 79 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 256/499 4.32G 0.01355 0.01121 0.002528 72 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 256/499 4.32G 0.01355 0.01121 0.002528 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 256/499 4.32G 0.01344 0.01115 0.002535 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 256/499 4.32G 0.01344 0.01115 0.002535 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.39it/s] 256/499 4.32G 0.01347 0.0111 0.002448 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.39it/s] 256/499 4.32G 0.01347 0.0111 0.002448 75 640: 38%|###7 | 15/40 [00:02<00:04, 5.21it/s] 256/499 4.32G 0.01346 0.01109 0.002523 65 640: 38%|###7 | 15/40 [00:03<00:04, 5.21it/s] 256/499 4.32G 0.01346 0.01109 0.002523 65 640: 40%|#### | 16/40 [00:03<00:04, 5.29it/s] 256/499 4.32G 0.0135 0.01123 0.002557 82 640: 40%|#### | 16/40 [00:03<00:04, 5.29it/s] 256/499 4.32G 0.0135 0.01123 0.002557 82 640: 42%|####2 | 17/40 [00:03<00:04, 5.37it/s] 256/499 4.32G 0.01345 0.01114 0.002508 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.37it/s] 256/499 4.32G 0.01345 0.01114 0.002508 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 256/499 4.32G 0.01342 0.01122 0.002431 83 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 256/499 4.32G 0.01342 0.01122 0.002431 83 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 256/499 4.32G 0.01332 0.01114 0.002498 67 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 256/499 4.32G 0.01332 0.01114 0.002498 67 640: 50%|##### | 20/40 [00:03<00:03, 5.39it/s] 256/499 4.32G 0.01335 0.01104 0.00252 64 640: 50%|##### | 20/40 [00:03<00:03, 5.39it/s] 256/499 4.32G 0.01335 0.01104 0.00252 64 640: 52%|#####2 | 21/40 [00:03<00:03, 5.24it/s] 256/499 4.32G 0.01341 0.01102 0.002604 73 640: 52%|#####2 | 21/40 [00:04<00:03, 5.24it/s] 256/499 4.32G 0.01341 0.01102 0.002604 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 256/499 4.32G 0.01344 0.01107 0.0026 67 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 256/499 4.32G 0.01344 0.01107 0.0026 67 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 256/499 4.32G 0.01337 0.01111 0.002549 84 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 256/499 4.32G 0.01337 0.01111 0.002549 84 640: 60%|###### | 24/40 [00:04<00:03, 5.13it/s] 256/499 4.32G 0.0133 0.01112 0.002513 83 640: 60%|###### | 24/40 [00:04<00:03, 5.13it/s] 256/499 4.32G 0.0133 0.01112 0.002513 83 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 256/499 4.32G 0.01323 0.01103 0.002441 68 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 256/499 4.32G 0.01323 0.01103 0.002441 68 640: 65%|######5 | 26/40 [00:04<00:02, 5.28it/s] 256/499 4.32G 0.01319 0.01098 0.002533 71 640: 65%|######5 | 26/40 [00:05<00:02, 5.28it/s] 256/499 4.32G 0.01319 0.01098 0.002533 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 256/499 4.32G 0.0132 0.01092 0.002517 63 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 256/499 4.32G 0.0132 0.01092 0.002517 63 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 256/499 4.32G 0.01316 0.01087 0.002499 71 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 256/499 4.32G 0.01316 0.01087 0.002499 71 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 256/499 4.32G 0.01311 0.01087 0.002491 85 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 256/499 4.32G 0.01311 0.01087 0.002491 85 640: 75%|#######5 | 30/40 [00:05<00:01, 5.17it/s] 256/499 4.32G 0.01315 0.01087 0.002569 62 640: 75%|#######5 | 30/40 [00:05<00:01, 5.17it/s] 256/499 4.32G 0.01315 0.01087 0.002569 62 640: 78%|#######7 | 31/40 [00:05<00:01, 5.26it/s] 256/499 4.32G 0.01311 0.01088 0.002527 79 640: 78%|#######7 | 31/40 [00:06<00:01, 5.26it/s] 256/499 4.32G 0.01311 0.01088 0.002527 79 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 256/499 4.32G 0.01314 0.01093 0.002512 90 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 256/499 4.32G 0.01314 0.01093 0.002512 90 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 256/499 4.32G 0.01315 0.01093 0.002549 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 256/499 4.32G 0.01315 0.01093 0.002549 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 256/499 4.32G 0.01316 0.01093 0.002622 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 256/499 4.32G 0.01316 0.01093 0.002622 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 256/499 4.32G 0.01315 0.01088 0.002628 66 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 256/499 4.32G 0.01315 0.01088 0.002628 66 640: 90%|######### | 36/40 [00:06<00:00, 5.15it/s] 256/499 4.32G 0.01312 0.01084 0.002627 68 640: 90%|######### | 36/40 [00:07<00:00, 5.15it/s] 256/499 4.32G 0.01312 0.01084 0.002627 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 256/499 4.32G 0.01313 0.01084 0.00259 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 256/499 4.32G 0.01313 0.01084 0.00259 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.32it/s] 256/499 4.32G 0.01312 0.01081 0.00269 64 640: 95%|#########5| 38/40 [00:07<00:00, 5.32it/s] 256/499 4.32G 0.01312 0.01081 0.00269 64 640: 98%|#########7| 39/40 [00:07<00:00, 5.18it/s] 256/499 4.32G 0.01311 0.01089 0.00264 47 640: 98%|#########7| 39/40 [00:07<00:00, 5.18it/s] 256/499 4.32G 0.01311 0.01089 0.00264 47 640: 100%|##########| 40/40 [00:07<00:00, 5.35it/s] 256/499 4.32G 0.01311 0.01089 0.00264 47 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s] all 132 263 0.817 0.875 0.868 0.739 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 257/499 4.32G 0.01453 0.01245 0.005132 79 640: 0%| | 0/40 [00:00<?, ?it/s] 257/499 4.32G 0.01453 0.01245 0.005132 79 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 257/499 4.32G 0.01347 0.01319 0.004016 96 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 257/499 4.32G 0.01347 0.01319 0.004016 96 640: 5%|5 | 2/40 [00:00<00:07, 5.07it/s] 257/499 4.32G 0.01367 0.01167 0.003208 56 640: 5%|5 | 2/40 [00:00<00:07, 5.07it/s] 257/499 4.32G 0.01367 0.01167 0.003208 56 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 257/499 4.32G 0.01298 0.01075 0.002675 65 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 257/499 4.32G 0.01298 0.01075 0.002675 65 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 257/499 4.32G 0.01291 0.011 0.002385 97 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 257/499 4.32G 0.01291 0.011 0.002385 97 640: 12%|#2 | 5/40 [00:00<00:06, 5.19it/s] 257/499 4.32G 0.01291 0.01084 0.002222 73 640: 12%|#2 | 5/40 [00:01<00:06, 5.19it/s] 257/499 4.32G 0.01291 0.01084 0.002222 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 257/499 4.32G 0.01281 0.01111 0.00206 83 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 257/499 4.32G 0.01281 0.01111 0.00206 83 640: 18%|#7 | 7/40 [00:01<00:06, 5.36it/s] 257/499 4.32G 0.01315 0.0112 0.002296 72 640: 18%|#7 | 7/40 [00:01<00:06, 5.36it/s] 257/499 4.32G 0.01315 0.0112 0.002296 72 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 257/499 4.32G 0.01282 0.011 0.002477 75 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 257/499 4.32G 0.01282 0.011 0.002477 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 257/499 4.32G 0.01284 0.01094 0.00232 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 257/499 4.32G 0.01284 0.01094 0.00232 69 640: 25%|##5 | 10/40 [00:01<00:05, 5.40it/s] 257/499 4.32G 0.01288 0.01083 0.002398 71 640: 25%|##5 | 10/40 [00:02<00:05, 5.40it/s] 257/499 4.32G 0.01288 0.01083 0.002398 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 257/499 4.32G 0.01292 0.01098 0.002237 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 257/499 4.32G 0.01292 0.01098 0.002237 73 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 257/499 4.32G 0.01289 0.01107 0.002149 85 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 257/499 4.32G 0.01289 0.01107 0.002149 85 640: 32%|###2 | 13/40 [00:02<00:05, 5.28it/s] 257/499 4.32G 0.01288 0.01092 0.002151 60 640: 32%|###2 | 13/40 [00:02<00:05, 5.28it/s] 257/499 4.32G 0.01288 0.01092 0.002151 60 640: 35%|###5 | 14/40 [00:02<00:05, 5.09it/s] 257/499 4.32G 0.01292 0.01086 0.002427 67 640: 35%|###5 | 14/40 [00:02<00:05, 5.09it/s] 257/499 4.32G 0.01292 0.01086 0.002427 67 640: 38%|###7 | 15/40 [00:02<00:04, 5.22it/s] 257/499 4.32G 0.01307 0.01087 0.002457 77 640: 38%|###7 | 15/40 [00:03<00:04, 5.22it/s] 257/499 4.32G 0.01307 0.01087 0.002457 77 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 257/499 4.32G 0.01301 0.01074 0.002443 68 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 257/499 4.32G 0.01301 0.01074 0.002443 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 257/499 4.32G 0.01296 0.01072 0.00242 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 257/499 4.32G 0.01296 0.01072 0.00242 75 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 257/499 4.32G 0.01289 0.01064 0.002347 64 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 257/499 4.32G 0.01289 0.01064 0.002347 64 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 257/499 4.32G 0.01287 0.01054 0.002256 62 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 257/499 4.32G 0.01287 0.01054 0.002256 62 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 257/499 4.32G 0.01286 0.01051 0.002379 67 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 257/499 4.32G 0.01286 0.01051 0.002379 67 640: 52%|#####2 | 21/40 [00:03<00:03, 5.30it/s] 257/499 4.32G 0.01287 0.01046 0.002361 72 640: 52%|#####2 | 21/40 [00:04<00:03, 5.30it/s] 257/499 4.32G 0.01287 0.01046 0.002361 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 257/499 4.32G 0.01286 0.0105 0.002361 85 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 257/499 4.32G 0.01286 0.0105 0.002361 85 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 257/499 4.32G 0.0129 0.01063 0.002377 85 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 257/499 4.32G 0.0129 0.01063 0.002377 85 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 257/499 4.32G 0.01291 0.01067 0.002371 77 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 257/499 4.32G 0.01291 0.01067 0.002371 77 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 257/499 4.32G 0.01303 0.01078 0.002437 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 257/499 4.32G 0.01303 0.01078 0.002437 78 640: 65%|######5 | 26/40 [00:04<00:02, 5.10it/s] 257/499 4.32G 0.01313 0.01089 0.002521 71 640: 65%|######5 | 26/40 [00:05<00:02, 5.10it/s] 257/499 4.32G 0.01313 0.01089 0.002521 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 257/499 4.32G 0.01319 0.0109 0.002642 75 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 257/499 4.32G 0.01319 0.0109 0.002642 75 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 257/499 4.32G 0.01321 0.0109 0.002618 67 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 257/499 4.32G 0.01321 0.0109 0.002618 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 257/499 4.32G 0.01322 0.01087 0.002644 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 257/499 4.32G 0.01322 0.01087 0.002644 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 257/499 4.32G 0.01327 0.01088 0.00259 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 257/499 4.32G 0.01327 0.01088 0.00259 76 640: 78%|#######7 | 31/40 [00:05<00:01, 5.29it/s] 257/499 4.32G 0.01324 0.01098 0.002547 97 640: 78%|#######7 | 31/40 [00:06<00:01, 5.29it/s] 257/499 4.32G 0.01324 0.01098 0.002547 97 640: 80%|######## | 32/40 [00:06<00:01, 5.15it/s] 257/499 4.32G 0.01319 0.01099 0.00255 85 640: 80%|######## | 32/40 [00:06<00:01, 5.15it/s] 257/499 4.32G 0.01319 0.01099 0.00255 85 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 257/499 4.32G 0.01318 0.01089 0.002743 54 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 257/499 4.32G 0.01318 0.01089 0.002743 54 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 257/499 4.32G 0.01317 0.01091 0.002699 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 257/499 4.32G 0.01317 0.01091 0.002699 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 257/499 4.32G 0.01314 0.01083 0.002661 65 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 257/499 4.32G 0.01314 0.01083 0.002661 65 640: 90%|######### | 36/40 [00:06<00:00, 5.27it/s] 257/499 4.32G 0.01312 0.0108 0.002679 59 640: 90%|######### | 36/40 [00:07<00:00, 5.27it/s] 257/499 4.32G 0.01312 0.0108 0.002679 59 640: 92%|#########2| 37/40 [00:07<00:00, 5.35it/s] 257/499 4.32G 0.0131 0.01081 0.0027 87 640: 92%|#########2| 37/40 [00:07<00:00, 5.35it/s] 257/499 4.32G 0.0131 0.01081 0.0027 87 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 257/499 4.32G 0.01306 0.01083 0.002701 86 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 257/499 4.32G 0.01306 0.01083 0.002701 86 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 257/499 4.32G 0.01303 0.01084 0.002645 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 257/499 4.32G 0.01303 0.01084 0.002645 38 640: 100%|##########| 40/40 [00:07<00:00, 5.45it/s] 257/499 4.32G 0.01303 0.01084 0.002645 38 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s] all 132 263 0.879 0.829 0.886 0.766 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 258/499 4.32G 0.01444 0.01181 0.002964 84 640: 0%| | 0/40 [00:00<?, ?it/s] 258/499 4.32G 0.01444 0.01181 0.002964 84 640: 2%|2 | 1/40 [00:00<00:07, 4.90it/s] 258/499 4.32G 0.01388 0.01139 0.002124 76 640: 2%|2 | 1/40 [00:00<00:07, 4.90it/s] 258/499 4.32G 0.01388 0.01139 0.002124 76 640: 5%|5 | 2/40 [00:00<00:07, 5.24it/s] 258/499 4.32G 0.01367 0.01085 0.001882 68 640: 5%|5 | 2/40 [00:00<00:07, 5.24it/s] 258/499 4.32G 0.01367 0.01085 0.001882 68 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 258/499 4.32G 0.01386 0.01106 0.001969 74 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 258/499 4.32G 0.01386 0.01106 0.001969 74 640: 10%|# | 4/40 [00:00<00:07, 5.14it/s] 258/499 4.32G 0.01366 0.01122 0.001811 88 640: 10%|# | 4/40 [00:00<00:07, 5.14it/s] 258/499 4.32G 0.01366 0.01122 0.001811 88 640: 12%|#2 | 5/40 [00:00<00:06, 5.27it/s] 258/499 4.32G 0.01361 0.01112 0.001832 68 640: 12%|#2 | 5/40 [00:01<00:06, 5.27it/s] 258/499 4.32G 0.01361 0.01112 0.001832 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 258/499 4.32G 0.0136 0.01147 0.001974 97 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 258/499 4.32G 0.0136 0.01147 0.001974 97 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 258/499 4.32G 0.01337 0.01122 0.002075 56 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 258/499 4.32G 0.01337 0.01122 0.002075 56 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 258/499 4.32G 0.01321 0.01093 0.001892 60 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 258/499 4.32G 0.01321 0.01093 0.001892 60 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 258/499 4.32G 0.01317 0.01093 0.002553 82 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 258/499 4.32G 0.01317 0.01093 0.002553 82 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 258/499 4.32G 0.01342 0.01103 0.0027 68 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 258/499 4.32G 0.01342 0.01103 0.0027 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 258/499 4.32G 0.01344 0.01104 0.002586 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 258/499 4.32G 0.01344 0.01104 0.002586 77 640: 30%|### | 12/40 [00:02<00:05, 5.38it/s] 258/499 4.32G 0.01347 0.01104 0.002517 72 640: 30%|### | 12/40 [00:02<00:05, 5.38it/s] 258/499 4.32G 0.01347 0.01104 0.002517 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 258/499 4.32G 0.01358 0.01122 0.002502 98 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 258/499 4.32G 0.01358 0.01122 0.002502 98 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 258/499 4.32G 0.0136 0.01133 0.002515 85 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 258/499 4.32G 0.0136 0.01133 0.002515 85 640: 38%|###7 | 15/40 [00:02<00:04, 5.34it/s] 258/499 4.32G 0.01365 0.0112 0.002673 63 640: 38%|###7 | 15/40 [00:03<00:04, 5.34it/s] 258/499 4.32G 0.01365 0.0112 0.002673 63 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 258/499 4.32G 0.01364 0.01123 0.002811 82 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 258/499 4.32G 0.01364 0.01123 0.002811 82 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 258/499 4.32G 0.01359 0.01123 0.002779 78 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 258/499 4.32G 0.01359 0.01123 0.002779 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.38it/s] 258/499 4.32G 0.01357 0.01124 0.002761 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.38it/s] 258/499 4.32G 0.01357 0.01124 0.002761 76 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 258/499 4.32G 0.01344 0.01116 0.002793 73 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 258/499 4.32G 0.01344 0.01116 0.002793 73 640: 50%|##### | 20/40 [00:03<00:03, 5.33it/s] 258/499 4.32G 0.01341 0.01113 0.002905 75 640: 50%|##### | 20/40 [00:03<00:03, 5.33it/s] 258/499 4.32G 0.01341 0.01113 0.002905 75 640: 52%|#####2 | 21/40 [00:03<00:03, 5.40it/s] 258/499 4.32G 0.0134 0.01122 0.002895 90 640: 52%|#####2 | 21/40 [00:04<00:03, 5.40it/s] 258/499 4.32G 0.0134 0.01122 0.002895 90 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 258/499 4.32G 0.01331 0.01114 0.002792 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 258/499 4.32G 0.01331 0.01114 0.002792 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 258/499 4.32G 0.01331 0.0111 0.002724 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 258/499 4.32G 0.01331 0.0111 0.002724 76 640: 60%|###### | 24/40 [00:04<00:02, 5.35it/s] 258/499 4.32G 0.01327 0.01108 0.002685 74 640: 60%|###### | 24/40 [00:04<00:02, 5.35it/s] 258/499 4.32G 0.01327 0.01108 0.002685 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.18it/s] 258/499 4.32G 0.01325 0.011 0.002631 66 640: 62%|######2 | 25/40 [00:04<00:02, 5.18it/s] 258/499 4.32G 0.01325 0.011 0.002631 66 640: 65%|######5 | 26/40 [00:04<00:02, 5.27it/s] 258/499 4.32G 0.01336 0.011 0.002692 72 640: 65%|######5 | 26/40 [00:05<00:02, 5.27it/s] 258/499 4.32G 0.01336 0.011 0.002692 72 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 258/499 4.32G 0.01333 0.01089 0.002649 63 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 258/499 4.32G 0.01333 0.01089 0.002649 63 640: 70%|####### | 28/40 [00:05<00:02, 5.19it/s] 258/499 4.32G 0.01337 0.01092 0.002701 72 640: 70%|####### | 28/40 [00:05<00:02, 5.19it/s] 258/499 4.32G 0.01337 0.01092 0.002701 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 258/499 4.32G 0.0134 0.01093 0.002706 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 258/499 4.32G 0.0134 0.01093 0.002706 72 640: 75%|#######5 | 30/40 [00:05<00:01, 5.36it/s] 258/499 4.32G 0.01342 0.01101 0.002697 96 640: 75%|#######5 | 30/40 [00:05<00:01, 5.36it/s] 258/499 4.32G 0.01342 0.01101 0.002697 96 640: 78%|#######7 | 31/40 [00:05<00:01, 5.20it/s] 258/499 4.32G 0.01339 0.01093 0.002651 66 640: 78%|#######7 | 31/40 [00:06<00:01, 5.20it/s] 258/499 4.32G 0.01339 0.01093 0.002651 66 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 258/499 4.32G 0.01342 0.01088 0.00261 68 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 258/499 4.32G 0.01342 0.01088 0.00261 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 258/499 4.32G 0.0134 0.01086 0.002837 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 258/499 4.32G 0.0134 0.01086 0.002837 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.17it/s] 258/499 4.32G 0.01332 0.01082 0.002842 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.17it/s] 258/499 4.32G 0.01332 0.01082 0.002842 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.25it/s] 258/499 4.32G 0.01331 0.0108 0.002783 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.25it/s] 258/499 4.32G 0.01331 0.0108 0.002783 71 640: 90%|######### | 36/40 [00:06<00:00, 5.32it/s] 258/499 4.32G 0.01333 0.01084 0.002785 86 640: 90%|######### | 36/40 [00:07<00:00, 5.32it/s] 258/499 4.32G 0.01333 0.01084 0.002785 86 640: 92%|#########2| 37/40 [00:07<00:00, 5.17it/s] 258/499 4.32G 0.01328 0.0108 0.002791 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.17it/s] 258/499 4.32G 0.01328 0.0108 0.002791 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 258/499 4.32G 0.01328 0.01084 0.002811 84 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 258/499 4.32G 0.01328 0.01084 0.002811 84 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 258/499 4.32G 0.01333 0.01086 0.002977 36 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 258/499 4.32G 0.01333 0.01086 0.002977 36 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] 258/499 4.32G 0.01333 0.01086 0.002977 36 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.99it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.55it/s] all 132 263 0.873 0.842 0.873 0.758 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 259/499 4.32G 0.01242 0.01055 0.001788 78 640: 0%| | 0/40 [00:00<?, ?it/s] 259/499 4.32G 0.01242 0.01055 0.001788 78 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 259/499 4.32G 0.01261 0.01111 0.001309 78 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 259/499 4.32G 0.01261 0.01111 0.001309 78 640: 5%|5 | 2/40 [00:00<00:06, 5.48it/s] 259/499 4.32G 0.01215 0.01068 0.001089 85 640: 5%|5 | 2/40 [00:00<00:06, 5.48it/s] 259/499 4.32G 0.01215 0.01068 0.001089 85 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 259/499 4.32G 0.0126 0.01041 0.00145 64 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 259/499 4.32G 0.0126 0.01041 0.00145 64 640: 10%|# | 4/40 [00:00<00:06, 5.36it/s] 259/499 4.32G 0.01283 0.011 0.001404 92 640: 10%|# | 4/40 [00:00<00:06, 5.36it/s] 259/499 4.32G 0.01283 0.011 0.001404 92 640: 12%|#2 | 5/40 [00:00<00:06, 5.42it/s] 259/499 4.32G 0.01261 0.01045 0.001745 55 640: 12%|#2 | 5/40 [00:01<00:06, 5.42it/s] 259/499 4.32G 0.01261 0.01045 0.001745 55 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 259/499 4.32G 0.01249 0.01044 0.002287 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 259/499 4.32G 0.01249 0.01044 0.002287 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.26it/s] 259/499 4.32G 0.0125 0.0107 0.00218 92 640: 18%|#7 | 7/40 [00:01<00:06, 5.26it/s] 259/499 4.32G 0.0125 0.0107 0.00218 92 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 259/499 4.32G 0.01248 0.0104 0.00212 58 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 259/499 4.32G 0.01248 0.0104 0.00212 58 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 259/499 4.32G 0.01259 0.0104 0.001992 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 259/499 4.32G 0.01259 0.0104 0.001992 70 640: 25%|##5 | 10/40 [00:01<00:05, 5.29it/s] 259/499 4.32G 0.01264 0.01053 0.001927 67 640: 25%|##5 | 10/40 [00:02<00:05, 5.29it/s] 259/499 4.32G 0.01264 0.01053 0.001927 67 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 259/499 4.32G 0.01272 0.01048 0.001901 66 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 259/499 4.32G 0.01272 0.01048 0.001901 66 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 259/499 4.32G 0.01261 0.0104 0.00194 74 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 259/499 4.32G 0.01261 0.0104 0.00194 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.31it/s] 259/499 4.32G 0.01266 0.01033 0.002128 77 640: 32%|###2 | 13/40 [00:02<00:05, 5.31it/s] 259/499 4.32G 0.01266 0.01033 0.002128 77 640: 35%|###5 | 14/40 [00:02<00:04, 5.39it/s] 259/499 4.32G 0.0127 0.0103 0.002112 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.39it/s] 259/499 4.32G 0.0127 0.0103 0.002112 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.23it/s] 259/499 4.32G 0.01273 0.01027 0.002076 76 640: 38%|###7 | 15/40 [00:03<00:04, 5.23it/s] 259/499 4.32G 0.01273 0.01027 0.002076 76 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 259/499 4.32G 0.01272 0.0101 0.002509 47 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 259/499 4.32G 0.01272 0.0101 0.002509 47 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 259/499 4.32G 0.01282 0.01012 0.002756 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 259/499 4.32G 0.01282 0.01012 0.002756 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 259/499 4.32G 0.01285 0.01007 0.00268 63 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 259/499 4.32G 0.01285 0.01007 0.00268 63 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 259/499 4.32G 0.01283 0.0101 0.002609 70 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 259/499 4.32G 0.01283 0.0101 0.002609 70 640: 50%|##### | 20/40 [00:03<00:03, 5.39it/s] 259/499 4.32G 0.01277 0.01012 0.002605 88 640: 50%|##### | 20/40 [00:03<00:03, 5.39it/s] 259/499 4.32G 0.01277 0.01012 0.002605 88 640: 52%|#####2 | 21/40 [00:03<00:03, 5.25it/s] 259/499 4.32G 0.01282 0.01017 0.002636 78 640: 52%|#####2 | 21/40 [00:04<00:03, 5.25it/s] 259/499 4.32G 0.01282 0.01017 0.002636 78 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 259/499 4.32G 0.01288 0.01021 0.002728 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 259/499 4.32G 0.01288 0.01021 0.002728 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 259/499 4.32G 0.013 0.0102 0.002673 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 259/499 4.32G 0.013 0.0102 0.002673 70 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 259/499 4.32G 0.013 0.01026 0.00263 93 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 259/499 4.32G 0.013 0.01026 0.00263 93 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 259/499 4.32G 0.01298 0.01027 0.002658 73 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 259/499 4.32G 0.01298 0.01027 0.002658 73 640: 65%|######5 | 26/40 [00:04<00:02, 5.30it/s] 259/499 4.32G 0.01293 0.01025 0.002677 73 640: 65%|######5 | 26/40 [00:05<00:02, 5.30it/s] 259/499 4.32G 0.01293 0.01025 0.002677 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.18it/s] 259/499 4.32G 0.01294 0.01028 0.002628 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.18it/s] 259/499 4.32G 0.01294 0.01028 0.002628 79 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 259/499 4.32G 0.01291 0.0103 0.002588 86 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 259/499 4.32G 0.01291 0.0103 0.002588 86 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 259/499 4.32G 0.01289 0.01024 0.002611 61 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 259/499 4.32G 0.01289 0.01024 0.002611 61 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 259/499 4.32G 0.01291 0.01024 0.002588 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 259/499 4.32G 0.01291 0.01024 0.002588 65 640: 78%|#######7 | 31/40 [00:05<00:01, 5.22it/s] 259/499 4.32G 0.01289 0.01032 0.002584 82 640: 78%|#######7 | 31/40 [00:06<00:01, 5.22it/s] 259/499 4.32G 0.01289 0.01032 0.002584 82 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 259/499 4.32G 0.01284 0.01033 0.002544 77 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 259/499 4.32G 0.01284 0.01033 0.002544 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 259/499 4.32G 0.01288 0.01036 0.00271 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 259/499 4.32G 0.01288 0.01036 0.00271 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 259/499 4.32G 0.01287 0.0104 0.002759 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 259/499 4.32G 0.01287 0.0104 0.002759 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 259/499 4.32G 0.01279 0.01035 0.002711 72 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 259/499 4.32G 0.01279 0.01035 0.002711 72 640: 90%|######### | 36/40 [00:06<00:00, 5.20it/s] 259/499 4.32G 0.01275 0.01034 0.002662 75 640: 90%|######### | 36/40 [00:07<00:00, 5.20it/s] 259/499 4.32G 0.01275 0.01034 0.002662 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 259/499 4.32G 0.01277 0.01037 0.002668 73 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 259/499 4.32G 0.01277 0.01037 0.002668 73 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 259/499 4.32G 0.01277 0.01043 0.002685 85 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 259/499 4.32G 0.01277 0.01043 0.002685 85 640: 98%|#########7| 39/40 [00:07<00:00, 5.14it/s] 259/499 4.32G 0.01278 0.01052 0.002665 48 640: 98%|#########7| 39/40 [00:07<00:00, 5.14it/s] 259/499 4.32G 0.01278 0.01052 0.002665 48 640: 100%|##########| 40/40 [00:07<00:00, 5.34it/s] 259/499 4.32G 0.01278 0.01052 0.002665 48 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.874 0.846 0.875 0.755 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 260/499 4.32G 0.01361 0.01067 0.0009039 76 640: 0%| | 0/40 [00:00<?, ?it/s] 260/499 4.32G 0.01361 0.01067 0.0009039 76 640: 2%|2 | 1/40 [00:00<00:07, 5.20it/s] 260/499 4.32G 0.01395 0.01112 0.001047 79 640: 2%|2 | 1/40 [00:00<00:07, 5.20it/s] 260/499 4.32G 0.01395 0.01112 0.001047 79 640: 5%|5 | 2/40 [00:00<00:07, 4.97it/s] 260/499 4.32G 0.0132 0.01054 0.001111 70 640: 5%|5 | 2/40 [00:00<00:07, 4.97it/s] 260/499 4.32G 0.0132 0.01054 0.001111 70 640: 8%|7 | 3/40 [00:00<00:07, 5.22it/s] 260/499 4.32G 0.01295 0.0105 0.001411 76 640: 8%|7 | 3/40 [00:00<00:07, 5.22it/s] 260/499 4.32G 0.01295 0.0105 0.001411 76 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 260/499 4.32G 0.01281 0.01054 0.001559 84 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 260/499 4.32G 0.01281 0.01054 0.001559 84 640: 12%|#2 | 5/40 [00:00<00:06, 5.19it/s] 260/499 4.32G 0.01281 0.0107 0.001546 85 640: 12%|#2 | 5/40 [00:01<00:06, 5.19it/s] 260/499 4.32G 0.01281 0.0107 0.001546 85 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 260/499 4.32G 0.01263 0.01066 0.001578 82 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 260/499 4.32G 0.01263 0.01066 0.001578 82 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 260/499 4.32G 0.01242 0.01031 0.001771 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 260/499 4.32G 0.01242 0.01031 0.001771 69 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 260/499 4.32G 0.01242 0.01026 0.001821 77 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 260/499 4.32G 0.01242 0.01026 0.001821 77 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 260/499 4.32G 0.01236 0.01035 0.001995 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 260/499 4.32G 0.01236 0.01035 0.001995 76 640: 25%|##5 | 10/40 [00:01<00:05, 5.36it/s] 260/499 4.32G 0.01226 0.01006 0.002142 54 640: 25%|##5 | 10/40 [00:02<00:05, 5.36it/s] 260/499 4.32G 0.01226 0.01006 0.002142 54 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 260/499 4.32G 0.01221 0.009993 0.002306 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 260/499 4.32G 0.01221 0.009993 0.002306 71 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 260/499 4.32G 0.01225 0.009934 0.002188 65 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 260/499 4.32G 0.01225 0.009934 0.002188 65 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 260/499 4.32G 0.0122 0.01003 0.002179 77 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 260/499 4.32G 0.0122 0.01003 0.002179 77 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 260/499 4.32G 0.01224 0.01011 0.002284 81 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 260/499 4.32G 0.01224 0.01011 0.002284 81 640: 38%|###7 | 15/40 [00:02<00:04, 5.28it/s] 260/499 4.32G 0.01224 0.0102 0.002376 83 640: 38%|###7 | 15/40 [00:03<00:04, 5.28it/s] 260/499 4.32G 0.01224 0.0102 0.002376 83 640: 40%|#### | 16/40 [00:03<00:04, 5.37it/s] 260/499 4.32G 0.01227 0.01017 0.002522 68 640: 40%|#### | 16/40 [00:03<00:04, 5.37it/s] 260/499 4.32G 0.01227 0.01017 0.002522 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 260/499 4.32G 0.01226 0.01018 0.002478 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 260/499 4.32G 0.01226 0.01018 0.002478 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 260/499 4.32G 0.0123 0.01028 0.00244 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 260/499 4.32G 0.0123 0.01028 0.00244 79 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 260/499 4.32G 0.01235 0.01032 0.002401 75 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 260/499 4.32G 0.01235 0.01032 0.002401 75 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 260/499 4.32G 0.01243 0.0105 0.002438 88 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 260/499 4.32G 0.01243 0.0105 0.002438 88 640: 52%|#####2 | 21/40 [00:03<00:03, 5.28it/s] 260/499 4.32G 0.01249 0.01058 0.002538 78 640: 52%|#####2 | 21/40 [00:04<00:03, 5.28it/s] 260/499 4.32G 0.01249 0.01058 0.002538 78 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 260/499 4.32G 0.01255 0.01061 0.002637 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 260/499 4.32G 0.01255 0.01061 0.002637 80 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 260/499 4.32G 0.01259 0.01068 0.002542 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 260/499 4.32G 0.01259 0.01068 0.002542 79 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 260/499 4.32G 0.01261 0.0107 0.002554 78 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 260/499 4.32G 0.01261 0.0107 0.002554 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 260/499 4.32G 0.01258 0.0107 0.002507 77 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 260/499 4.32G 0.01258 0.0107 0.002507 77 640: 65%|######5 | 26/40 [00:04<00:02, 5.20it/s] 260/499 4.32G 0.01261 0.01074 0.002584 74 640: 65%|######5 | 26/40 [00:05<00:02, 5.20it/s] 260/499 4.32G 0.01261 0.01074 0.002584 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 260/499 4.32G 0.01263 0.01076 0.002616 80 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 260/499 4.32G 0.01263 0.01076 0.002616 80 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 260/499 4.32G 0.01266 0.01081 0.002666 80 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 260/499 4.32G 0.01266 0.01081 0.002666 80 640: 72%|#######2 | 29/40 [00:05<00:02, 5.14it/s] 260/499 4.32G 0.01271 0.01085 0.002742 81 640: 72%|#######2 | 29/40 [00:05<00:02, 5.14it/s] 260/499 4.32G 0.01271 0.01085 0.002742 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 260/499 4.32G 0.01268 0.01082 0.002779 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 260/499 4.32G 0.01268 0.01082 0.002779 65 640: 78%|#######7 | 31/40 [00:05<00:01, 5.30it/s] 260/499 4.32G 0.0127 0.01086 0.002788 84 640: 78%|#######7 | 31/40 [00:06<00:01, 5.30it/s] 260/499 4.32G 0.0127 0.01086 0.002788 84 640: 80%|######## | 32/40 [00:06<00:01, 5.18it/s] 260/499 4.32G 0.01274 0.01097 0.002812 99 640: 80%|######## | 32/40 [00:06<00:01, 5.18it/s] 260/499 4.32G 0.01274 0.01097 0.002812 99 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 260/499 4.32G 0.01273 0.0109 0.002786 70 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 260/499 4.32G 0.01273 0.0109 0.002786 70 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 260/499 4.32G 0.01277 0.01089 0.002791 66 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 260/499 4.32G 0.01277 0.01089 0.002791 66 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 260/499 4.32G 0.01271 0.01083 0.002852 70 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 260/499 4.32G 0.01271 0.01083 0.002852 70 640: 90%|######### | 36/40 [00:06<00:00, 5.28it/s] 260/499 4.32G 0.01269 0.01084 0.002811 91 640: 90%|######### | 36/40 [00:07<00:00, 5.28it/s] 260/499 4.32G 0.01269 0.01084 0.002811 91 640: 92%|#########2| 37/40 [00:07<00:00, 5.35it/s] 260/499 4.32G 0.01268 0.01076 0.002767 57 640: 92%|#########2| 37/40 [00:07<00:00, 5.35it/s] 260/499 4.32G 0.01268 0.01076 0.002767 57 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 260/499 4.32G 0.01271 0.01077 0.002824 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 260/499 4.32G 0.01271 0.01077 0.002824 75 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 260/499 4.32G 0.01268 0.01075 0.00281 37 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 260/499 4.32G 0.01268 0.01075 0.00281 37 640: 100%|##########| 40/40 [00:07<00:00, 5.45it/s] 260/499 4.32G 0.01268 0.01075 0.00281 37 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.897 0.88 0.897 0.771 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 261/499 4.32G 0.01166 0.01387 0.001672 96 640: 0%| | 0/40 [00:00<?, ?it/s] 261/499 4.32G 0.01166 0.01387 0.001672 96 640: 2%|2 | 1/40 [00:00<00:10, 3.68it/s] 261/499 4.32G 0.01178 0.01269 0.002782 86 640: 2%|2 | 1/40 [00:00<00:10, 3.68it/s] 261/499 4.32G 0.01178 0.01269 0.002782 86 640: 5%|5 | 2/40 [00:00<00:08, 4.60it/s] 261/499 4.32G 0.01203 0.01226 0.002808 85 640: 5%|5 | 2/40 [00:00<00:08, 4.60it/s] 261/499 4.32G 0.01203 0.01226 0.002808 85 640: 8%|7 | 3/40 [00:00<00:07, 4.96it/s] 261/499 4.32G 0.01206 0.01151 0.002566 72 640: 8%|7 | 3/40 [00:00<00:07, 4.96it/s] 261/499 4.32G 0.01206 0.01151 0.002566 72 640: 10%|# | 4/40 [00:00<00:07, 4.92it/s] 261/499 4.32G 0.0122 0.01123 0.002548 69 640: 10%|# | 4/40 [00:01<00:07, 4.92it/s] 261/499 4.32G 0.0122 0.01123 0.002548 69 640: 12%|#2 | 5/40 [00:01<00:06, 5.11it/s] 261/499 4.32G 0.01242 0.01142 0.002713 86 640: 12%|#2 | 5/40 [00:01<00:06, 5.11it/s] 261/499 4.32G 0.01242 0.01142 0.002713 86 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 261/499 4.32G 0.01248 0.01118 0.002448 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 261/499 4.32G 0.01248 0.01118 0.002448 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.12it/s] 261/499 4.32G 0.01299 0.01103 0.003273 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.12it/s] 261/499 4.32G 0.01299 0.01103 0.003273 70 640: 20%|## | 8/40 [00:01<00:06, 5.21it/s] 261/499 4.32G 0.01298 0.01105 0.00309 82 640: 20%|## | 8/40 [00:01<00:06, 5.21it/s] 261/499 4.32G 0.01298 0.01105 0.00309 82 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 261/499 4.32G 0.01309 0.01102 0.003318 67 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 261/499 4.32G 0.01309 0.01102 0.003318 67 640: 25%|##5 | 10/40 [00:01<00:05, 5.16it/s] 261/499 4.32G 0.01292 0.01083 0.003209 66 640: 25%|##5 | 10/40 [00:02<00:05, 5.16it/s] 261/499 4.32G 0.01292 0.01083 0.003209 66 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 261/499 4.32G 0.013 0.01076 0.003306 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 261/499 4.32G 0.013 0.01076 0.003306 70 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 261/499 4.32G 0.01297 0.01084 0.0032 80 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 261/499 4.32G 0.01297 0.01084 0.0032 80 640: 32%|###2 | 13/40 [00:02<00:05, 5.23it/s] 261/499 4.32G 0.01308 0.01093 0.003137 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.23it/s] 261/499 4.32G 0.01308 0.01093 0.003137 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 261/499 4.32G 0.01299 0.01101 0.003127 85 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 261/499 4.32G 0.01299 0.01101 0.003127 85 640: 38%|###7 | 15/40 [00:02<00:04, 5.38it/s] 261/499 4.32G 0.01295 0.011 0.003023 80 640: 38%|###7 | 15/40 [00:03<00:04, 5.38it/s] 261/499 4.32G 0.01295 0.011 0.003023 80 640: 40%|#### | 16/40 [00:03<00:04, 5.23it/s] 261/499 4.32G 0.01295 0.01129 0.003001 110 640: 40%|#### | 16/40 [00:03<00:04, 5.23it/s] 261/499 4.32G 0.01295 0.01129 0.003001 110 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 261/499 4.32G 0.01309 0.01119 0.002915 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 261/499 4.32G 0.01309 0.01119 0.002915 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 261/499 4.32G 0.0131 0.01116 0.002865 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 261/499 4.32G 0.0131 0.01116 0.002865 79 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 261/499 4.32G 0.01302 0.01114 0.002843 78 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 261/499 4.32G 0.01302 0.01114 0.002843 78 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 261/499 4.32G 0.0131 0.01111 0.002926 64 640: 50%|##### | 20/40 [00:04<00:03, 5.32it/s] 261/499 4.32G 0.0131 0.01111 0.002926 64 640: 52%|#####2 | 21/40 [00:04<00:03, 5.35it/s] 261/499 4.32G 0.01315 0.01118 0.002899 88 640: 52%|#####2 | 21/40 [00:04<00:03, 5.35it/s] 261/499 4.32G 0.01315 0.01118 0.002899 88 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 261/499 4.32G 0.01302 0.01104 0.002846 62 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 261/499 4.32G 0.01302 0.01104 0.002846 62 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 261/499 4.32G 0.01294 0.01098 0.002773 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 261/499 4.32G 0.01294 0.01098 0.002773 79 640: 60%|###### | 24/40 [00:04<00:02, 5.34it/s] 261/499 4.32G 0.01288 0.01092 0.002821 70 640: 60%|###### | 24/40 [00:04<00:02, 5.34it/s] 261/499 4.32G 0.01288 0.01092 0.002821 70 640: 62%|######2 | 25/40 [00:04<00:02, 5.14it/s] 261/499 4.32G 0.01285 0.01099 0.002808 81 640: 62%|######2 | 25/40 [00:05<00:02, 5.14it/s] 261/499 4.32G 0.01285 0.01099 0.002808 81 640: 65%|######5 | 26/40 [00:05<00:02, 5.22it/s] 261/499 4.32G 0.01285 0.01102 0.002749 77 640: 65%|######5 | 26/40 [00:05<00:02, 5.22it/s] 261/499 4.32G 0.01285 0.01102 0.002749 77 640: 68%|######7 | 27/40 [00:05<00:02, 5.26it/s] 261/499 4.32G 0.01282 0.01097 0.00277 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.26it/s] 261/499 4.32G 0.01282 0.01097 0.00277 74 640: 70%|####### | 28/40 [00:05<00:02, 5.08it/s] 261/499 4.32G 0.01283 0.01096 0.002747 75 640: 70%|####### | 28/40 [00:05<00:02, 5.08it/s] 261/499 4.32G 0.01283 0.01096 0.002747 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 261/499 4.32G 0.01284 0.01101 0.002796 82 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 261/499 4.32G 0.01284 0.01101 0.002796 82 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 261/499 4.32G 0.01282 0.01106 0.002783 87 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 261/499 4.32G 0.01282 0.01106 0.002783 87 640: 78%|#######7 | 31/40 [00:05<00:01, 5.07it/s] 261/499 4.32G 0.01275 0.01099 0.002817 63 640: 78%|#######7 | 31/40 [00:06<00:01, 5.07it/s] 261/499 4.32G 0.01275 0.01099 0.002817 63 640: 80%|######## | 32/40 [00:06<00:01, 5.17it/s] 261/499 4.32G 0.01275 0.01099 0.002763 76 640: 80%|######## | 32/40 [00:06<00:01, 5.17it/s] 261/499 4.32G 0.01275 0.01099 0.002763 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 261/499 4.32G 0.01285 0.01094 0.002784 62 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 261/499 4.32G 0.01285 0.01094 0.002784 62 640: 85%|########5 | 34/40 [00:06<00:01, 5.13it/s] 261/499 4.32G 0.01284 0.01096 0.002768 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.13it/s] 261/499 4.32G 0.01284 0.01096 0.002768 84 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 261/499 4.32G 0.01284 0.01096 0.002744 78 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 261/499 4.32G 0.01284 0.01096 0.002744 78 640: 90%|######### | 36/40 [00:06<00:00, 5.26it/s] 261/499 4.32G 0.01278 0.01091 0.002756 79 640: 90%|######### | 36/40 [00:07<00:00, 5.26it/s] 261/499 4.32G 0.01278 0.01091 0.002756 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.13it/s] 261/499 4.32G 0.01282 0.01096 0.002816 76 640: 92%|#########2| 37/40 [00:07<00:00, 5.13it/s] 261/499 4.32G 0.01282 0.01096 0.002816 76 640: 95%|#########5| 38/40 [00:07<00:00, 5.19it/s] 261/499 4.32G 0.0128 0.01097 0.002848 83 640: 95%|#########5| 38/40 [00:07<00:00, 5.19it/s] 261/499 4.32G 0.0128 0.01097 0.002848 83 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 261/499 4.32G 0.01289 0.01099 0.002972 44 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 261/499 4.32G 0.01289 0.01099 0.002972 44 640: 100%|##########| 40/40 [00:07<00:00, 5.23it/s] 261/499 4.32G 0.01289 0.01099 0.002972 44 640: 100%|##########| 40/40 [00:07<00:00, 5.20it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.97it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s] all 132 263 0.888 0.846 0.878 0.748 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 262/499 4.32G 0.01134 0.01031 0.001096 83 640: 0%| | 0/40 [00:00<?, ?it/s] 262/499 4.32G 0.01134 0.01031 0.001096 83 640: 2%|2 | 1/40 [00:00<00:07, 5.47it/s] 262/499 4.32G 0.01237 0.01032 0.001513 70 640: 2%|2 | 1/40 [00:00<00:07, 5.47it/s] 262/499 4.32G 0.01237 0.01032 0.001513 70 640: 5%|5 | 2/40 [00:00<00:06, 5.50it/s] 262/499 4.32G 0.0124 0.01063 0.001603 84 640: 5%|5 | 2/40 [00:00<00:06, 5.50it/s] 262/499 4.32G 0.0124 0.01063 0.001603 84 640: 8%|7 | 3/40 [00:00<00:07, 5.19it/s] 262/499 4.32G 0.01254 0.0105 0.00185 74 640: 8%|7 | 3/40 [00:00<00:07, 5.19it/s] 262/499 4.32G 0.01254 0.0105 0.00185 74 640: 10%|# | 4/40 [00:00<00:06, 5.28it/s] 262/499 4.32G 0.01241 0.01037 0.001999 78 640: 10%|# | 4/40 [00:00<00:06, 5.28it/s] 262/499 4.32G 0.01241 0.01037 0.001999 78 640: 12%|#2 | 5/40 [00:00<00:06, 5.34it/s] 262/499 4.32G 0.01247 0.00996 0.001794 55 640: 12%|#2 | 5/40 [00:01<00:06, 5.34it/s] 262/499 4.32G 0.01247 0.00996 0.001794 55 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 262/499 4.32G 0.01275 0.01004 0.001641 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 262/499 4.32G 0.01275 0.01004 0.001641 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.28it/s] 262/499 4.32G 0.01262 0.0103 0.001492 83 640: 18%|#7 | 7/40 [00:01<00:06, 5.28it/s] 262/499 4.32G 0.01262 0.0103 0.001492 83 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 262/499 4.32G 0.01253 0.01021 0.001556 63 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 262/499 4.32G 0.01253 0.01021 0.001556 63 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 262/499 4.32G 0.01236 0.009964 0.001477 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 262/499 4.32G 0.01236 0.009964 0.001477 72 640: 25%|##5 | 10/40 [00:01<00:05, 5.28it/s] 262/499 4.32G 0.01241 0.009866 0.001518 70 640: 25%|##5 | 10/40 [00:02<00:05, 5.28it/s] 262/499 4.32G 0.01241 0.009866 0.001518 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.34it/s] 262/499 4.32G 0.01237 0.009806 0.001442 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.34it/s] 262/499 4.32G 0.01237 0.009806 0.001442 70 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 262/499 4.32G 0.01234 0.009958 0.001426 74 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 262/499 4.32G 0.01234 0.009958 0.001426 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.31it/s] 262/499 4.32G 0.01234 0.009943 0.001352 64 640: 32%|###2 | 13/40 [00:02<00:05, 5.31it/s] 262/499 4.32G 0.01234 0.009943 0.001352 64 640: 35%|###5 | 14/40 [00:02<00:04, 5.39it/s] 262/499 4.32G 0.01251 0.01005 0.001355 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.39it/s] 262/499 4.32G 0.01251 0.01005 0.001355 76 640: 38%|###7 | 15/40 [00:02<00:04, 5.25it/s] 262/499 4.32G 0.0125 0.01005 0.001486 58 640: 38%|###7 | 15/40 [00:03<00:04, 5.25it/s] 262/499 4.32G 0.0125 0.01005 0.001486 58 640: 40%|#### | 16/40 [00:03<00:04, 5.34it/s] 262/499 4.32G 0.01252 0.0101 0.001605 78 640: 40%|#### | 16/40 [00:03<00:04, 5.34it/s] 262/499 4.32G 0.01252 0.0101 0.001605 78 640: 42%|####2 | 17/40 [00:03<00:04, 5.38it/s] 262/499 4.32G 0.01253 0.01013 0.001555 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.38it/s] 262/499 4.32G 0.01253 0.01013 0.001555 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 262/499 4.32G 0.01256 0.01008 0.001727 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 262/499 4.32G 0.01256 0.01008 0.001727 65 640: 48%|####7 | 19/40 [00:03<00:03, 5.31it/s] 262/499 4.32G 0.01255 0.01011 0.001753 82 640: 48%|####7 | 19/40 [00:03<00:03, 5.31it/s] 262/499 4.32G 0.01255 0.01011 0.001753 82 640: 50%|##### | 20/40 [00:03<00:03, 5.37it/s] 262/499 4.32G 0.01257 0.01004 0.00172 65 640: 50%|##### | 20/40 [00:03<00:03, 5.37it/s] 262/499 4.32G 0.01257 0.01004 0.00172 65 640: 52%|#####2 | 21/40 [00:03<00:03, 5.22it/s] 262/499 4.32G 0.01259 0.01002 0.00168 68 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 262/499 4.32G 0.01259 0.01002 0.00168 68 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 262/499 4.32G 0.01265 0.01007 0.001649 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 262/499 4.32G 0.01265 0.01007 0.001649 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 262/499 4.32G 0.01268 0.01019 0.001703 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 262/499 4.32G 0.01268 0.01019 0.001703 79 640: 60%|###### | 24/40 [00:04<00:03, 5.20it/s] 262/499 4.32G 0.01273 0.01023 0.001673 72 640: 60%|###### | 24/40 [00:04<00:03, 5.20it/s] 262/499 4.32G 0.01273 0.01023 0.001673 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 262/499 4.32G 0.01273 0.01023 0.001653 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 262/499 4.32G 0.01273 0.01023 0.001653 71 640: 65%|######5 | 26/40 [00:04<00:02, 5.34it/s] 262/499 4.32G 0.01269 0.01018 0.001603 72 640: 65%|######5 | 26/40 [00:05<00:02, 5.34it/s] 262/499 4.32G 0.01269 0.01018 0.001603 72 640: 68%|######7 | 27/40 [00:05<00:02, 5.08it/s] 262/499 4.32G 0.01264 0.01017 0.001583 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.08it/s] 262/499 4.32G 0.01264 0.01017 0.001583 71 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 262/499 4.32G 0.01262 0.01027 0.001684 96 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 262/499 4.32G 0.01262 0.01027 0.001684 96 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 262/499 4.32G 0.01265 0.01029 0.001651 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 262/499 4.32G 0.01265 0.01029 0.001651 72 640: 75%|#######5 | 30/40 [00:05<00:01, 5.15it/s] 262/499 4.32G 0.01271 0.01034 0.00167 84 640: 75%|#######5 | 30/40 [00:05<00:01, 5.15it/s] 262/499 4.32G 0.01271 0.01034 0.00167 84 640: 78%|#######7 | 31/40 [00:05<00:01, 5.23it/s] 262/499 4.32G 0.01273 0.01034 0.001708 70 640: 78%|#######7 | 31/40 [00:06<00:01, 5.23it/s] 262/499 4.32G 0.01273 0.01034 0.001708 70 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 262/499 4.32G 0.01269 0.01033 0.001693 72 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 262/499 4.32G 0.01269 0.01033 0.001693 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 262/499 4.32G 0.01265 0.01036 0.001744 81 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 262/499 4.32G 0.01265 0.01036 0.001744 81 640: 85%|########5 | 34/40 [00:06<00:01, 5.30it/s] 262/499 4.32G 0.01268 0.0104 0.001763 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.30it/s] 262/499 4.32G 0.01268 0.0104 0.001763 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 262/499 4.32G 0.01267 0.01039 0.001774 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 262/499 4.32G 0.01267 0.01039 0.001774 73 640: 90%|######### | 36/40 [00:06<00:00, 5.20it/s] 262/499 4.32G 0.01272 0.01052 0.001822 100 640: 90%|######### | 36/40 [00:07<00:00, 5.20it/s] 262/499 4.32G 0.01272 0.01052 0.001822 100 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 262/499 4.32G 0.01274 0.01056 0.001833 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 262/499 4.32G 0.01274 0.01056 0.001833 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.37it/s] 262/499 4.32G 0.01277 0.01058 0.001821 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.37it/s] 262/499 4.32G 0.01277 0.01058 0.001821 80 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 262/499 4.32G 0.01277 0.01059 0.001841 44 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 262/499 4.32G 0.01277 0.01059 0.001841 44 640: 100%|##########| 40/40 [00:07<00:00, 5.42it/s] 262/499 4.32G 0.01277 0.01059 0.001841 44 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s] all 132 263 0.861 0.846 0.879 0.751 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 263/499 4.32G 0.0137 0.01234 0.005392 74 640: 0%| | 0/40 [00:00<?, ?it/s] 263/499 4.32G 0.0137 0.01234 0.005392 74 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 263/499 4.32G 0.01432 0.01094 0.004024 57 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 263/499 4.32G 0.01432 0.01094 0.004024 57 640: 5%|5 | 2/40 [00:00<00:07, 5.15it/s] 263/499 4.32G 0.01413 0.01038 0.004043 59 640: 5%|5 | 2/40 [00:00<00:07, 5.15it/s] 263/499 4.32G 0.01413 0.01038 0.004043 59 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 263/499 4.32G 0.01396 0.01006 0.003086 67 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 263/499 4.32G 0.01396 0.01006 0.003086 67 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 263/499 4.32G 0.01395 0.01036 0.002556 80 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 263/499 4.32G 0.01395 0.01036 0.002556 80 640: 12%|#2 | 5/40 [00:00<00:06, 5.17it/s] 263/499 4.32G 0.01352 0.01073 0.002324 96 640: 12%|#2 | 5/40 [00:01<00:06, 5.17it/s] 263/499 4.32G 0.01352 0.01073 0.002324 96 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 263/499 4.32G 0.01323 0.01048 0.002041 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 263/499 4.32G 0.01323 0.01048 0.002041 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.36it/s] 263/499 4.32G 0.01316 0.01044 0.002119 72 640: 18%|#7 | 7/40 [00:01<00:06, 5.36it/s] 263/499 4.32G 0.01316 0.01044 0.002119 72 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 263/499 4.32G 0.01334 0.01048 0.002073 71 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 263/499 4.32G 0.01334 0.01048 0.002073 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 263/499 4.32G 0.01319 0.0104 0.002078 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 263/499 4.32G 0.01319 0.0104 0.002078 75 640: 25%|##5 | 10/40 [00:01<00:05, 5.34it/s] 263/499 4.32G 0.01313 0.01047 0.002079 76 640: 25%|##5 | 10/40 [00:02<00:05, 5.34it/s] 263/499 4.32G 0.01313 0.01047 0.002079 76 640: 28%|##7 | 11/40 [00:02<00:05, 5.18it/s] 263/499 4.32G 0.01315 0.01059 0.00242 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.18it/s] 263/499 4.32G 0.01315 0.01059 0.00242 79 640: 30%|### | 12/40 [00:02<00:05, 5.27it/s] 263/499 4.32G 0.01317 0.01045 0.002344 59 640: 30%|### | 12/40 [00:02<00:05, 5.27it/s] 263/499 4.32G 0.01317 0.01045 0.002344 59 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 263/499 4.32G 0.01321 0.01053 0.002266 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 263/499 4.32G 0.01321 0.01053 0.002266 72 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 263/499 4.32G 0.0132 0.01059 0.002534 82 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 263/499 4.32G 0.0132 0.01059 0.002534 82 640: 38%|###7 | 15/40 [00:02<00:04, 5.30it/s] 263/499 4.32G 0.01315 0.01055 0.002583 69 640: 38%|###7 | 15/40 [00:03<00:04, 5.30it/s] 263/499 4.32G 0.01315 0.01055 0.002583 69 640: 40%|#### | 16/40 [00:03<00:04, 5.29it/s] 263/499 4.32G 0.01307 0.01051 0.00255 70 640: 40%|#### | 16/40 [00:03<00:04, 5.29it/s] 263/499 4.32G 0.01307 0.01051 0.00255 70 640: 42%|####2 | 17/40 [00:03<00:04, 5.14it/s] 263/499 4.32G 0.01305 0.01053 0.002469 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.14it/s] 263/499 4.32G 0.01305 0.01053 0.002469 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.26it/s] 263/499 4.32G 0.01301 0.01046 0.002355 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.26it/s] 263/499 4.32G 0.01301 0.01046 0.002355 69 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 263/499 4.32G 0.01307 0.01051 0.002349 74 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 263/499 4.32G 0.01307 0.01051 0.002349 74 640: 50%|##### | 20/40 [00:03<00:03, 5.17it/s] 263/499 4.32G 0.01304 0.01063 0.002496 97 640: 50%|##### | 20/40 [00:03<00:03, 5.17it/s] 263/499 4.32G 0.01304 0.01063 0.002496 97 640: 52%|#####2 | 21/40 [00:03<00:03, 5.28it/s] 263/499 4.32G 0.01291 0.01062 0.002458 73 640: 52%|#####2 | 21/40 [00:04<00:03, 5.28it/s] 263/499 4.32G 0.01291 0.01062 0.002458 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.34it/s] 263/499 4.32G 0.01285 0.01063 0.002428 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.34it/s] 263/499 4.32G 0.01285 0.01063 0.002428 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.16it/s] 263/499 4.32G 0.0129 0.01067 0.002668 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.16it/s] 263/499 4.32G 0.0129 0.01067 0.002668 76 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 263/499 4.32G 0.0129 0.01049 0.002674 46 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 263/499 4.32G 0.0129 0.01049 0.002674 46 640: 62%|######2 | 25/40 [00:04<00:02, 5.26it/s] 263/499 4.32G 0.01293 0.01059 0.002674 83 640: 62%|######2 | 25/40 [00:04<00:02, 5.26it/s] 263/499 4.32G 0.01293 0.01059 0.002674 83 640: 65%|######5 | 26/40 [00:04<00:02, 5.14it/s] 263/499 4.32G 0.01299 0.01059 0.002705 70 640: 65%|######5 | 26/40 [00:05<00:02, 5.14it/s] 263/499 4.32G 0.01299 0.01059 0.002705 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.24it/s] 263/499 4.32G 0.01297 0.01061 0.002675 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.24it/s] 263/499 4.32G 0.01297 0.01061 0.002675 71 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 263/499 4.32G 0.01295 0.01066 0.002615 88 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 263/499 4.32G 0.01295 0.01066 0.002615 88 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 263/499 4.32G 0.01292 0.01065 0.002599 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 263/499 4.32G 0.01292 0.01065 0.002599 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 263/499 4.32G 0.01288 0.01069 0.002545 85 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 263/499 4.32G 0.01288 0.01069 0.002545 85 640: 78%|#######7 | 31/40 [00:05<00:01, 5.31it/s] 263/499 4.32G 0.01286 0.0107 0.002505 78 640: 78%|#######7 | 31/40 [00:06<00:01, 5.31it/s] 263/499 4.32G 0.01286 0.0107 0.002505 78 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 263/499 4.32G 0.0128 0.01065 0.002448 68 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 263/499 4.32G 0.0128 0.01065 0.002448 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 263/499 4.32G 0.01281 0.01069 0.00241 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 263/499 4.32G 0.01281 0.01069 0.00241 82 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 263/499 4.32G 0.01275 0.01065 0.002371 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 263/499 4.32G 0.01275 0.01065 0.002371 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.17it/s] 263/499 4.32G 0.01278 0.01071 0.002373 87 640: 88%|########7 | 35/40 [00:06<00:00, 5.17it/s] 263/499 4.32G 0.01278 0.01071 0.002373 87 640: 90%|######### | 36/40 [00:06<00:00, 5.26it/s] 263/499 4.32G 0.01283 0.01073 0.002353 73 640: 90%|######### | 36/40 [00:07<00:00, 5.26it/s] 263/499 4.32G 0.01283 0.01073 0.002353 73 640: 92%|#########2| 37/40 [00:07<00:00, 5.32it/s] 263/499 4.32G 0.01279 0.01067 0.002481 66 640: 92%|#########2| 37/40 [00:07<00:00, 5.32it/s] 263/499 4.32G 0.01279 0.01067 0.002481 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 263/499 4.32G 0.01283 0.01069 0.002456 83 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 263/499 4.32G 0.01283 0.01069 0.002456 83 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 263/499 4.32G 0.0128 0.0107 0.002478 46 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 263/499 4.32G 0.0128 0.0107 0.002478 46 640: 100%|##########| 40/40 [00:07<00:00, 5.39it/s] 263/499 4.32G 0.0128 0.0107 0.002478 46 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.98it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s] all 132 263 0.922 0.843 0.879 0.751 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 264/499 4.32G 0.01299 0.01004 0.0005184 70 640: 0%| | 0/40 [00:00<?, ?it/s] 264/499 4.32G 0.01299 0.01004 0.0005184 70 640: 2%|2 | 1/40 [00:00<00:07, 4.92it/s] 264/499 4.32G 0.01347 0.01116 0.0008286 78 640: 2%|2 | 1/40 [00:00<00:07, 4.92it/s] 264/499 4.32G 0.01347 0.01116 0.0008286 78 640: 5%|5 | 2/40 [00:00<00:07, 5.27it/s] 264/499 4.32G 0.01308 0.01131 0.001286 84 640: 5%|5 | 2/40 [00:00<00:07, 5.27it/s] 264/499 4.32G 0.01308 0.01131 0.001286 84 640: 8%|7 | 3/40 [00:00<00:06, 5.38it/s] 264/499 4.32G 0.01301 0.01193 0.001389 88 640: 8%|7 | 3/40 [00:00<00:06, 5.38it/s] 264/499 4.32G 0.01301 0.01193 0.001389 88 640: 10%|# | 4/40 [00:00<00:06, 5.16it/s] 264/499 4.32G 0.01271 0.01173 0.001857 79 640: 10%|# | 4/40 [00:00<00:06, 5.16it/s] 264/499 4.32G 0.01271 0.01173 0.001857 79 640: 12%|#2 | 5/40 [00:00<00:06, 5.29it/s] 264/499 4.32G 0.01254 0.01159 0.001659 83 640: 12%|#2 | 5/40 [00:01<00:06, 5.29it/s] 264/499 4.32G 0.01254 0.01159 0.001659 83 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 264/499 4.32G 0.01245 0.01152 0.001531 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 264/499 4.32G 0.01245 0.01152 0.001531 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 264/499 4.32G 0.01236 0.01125 0.00142 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 264/499 4.32G 0.01236 0.01125 0.00142 76 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 264/499 4.32G 0.01222 0.01101 0.001382 76 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 264/499 4.32G 0.01222 0.01101 0.001382 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 264/499 4.32G 0.01255 0.01127 0.001581 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 264/499 4.32G 0.01255 0.01127 0.001581 78 640: 25%|##5 | 10/40 [00:01<00:05, 5.20it/s] 264/499 4.32G 0.01267 0.01098 0.002065 53 640: 25%|##5 | 10/40 [00:02<00:05, 5.20it/s] 264/499 4.32G 0.01267 0.01098 0.002065 53 640: 28%|##7 | 11/40 [00:02<00:05, 5.29it/s] 264/499 4.32G 0.01263 0.01073 0.002218 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.29it/s] 264/499 4.32G 0.01263 0.01073 0.002218 68 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 264/499 4.32G 0.01262 0.01073 0.002107 79 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 264/499 4.32G 0.01262 0.01073 0.002107 79 640: 32%|###2 | 13/40 [00:02<00:05, 5.23it/s] 264/499 4.32G 0.01257 0.01055 0.002078 58 640: 32%|###2 | 13/40 [00:02<00:05, 5.23it/s] 264/499 4.32G 0.01257 0.01055 0.002078 58 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 264/499 4.32G 0.01258 0.01063 0.002028 84 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 264/499 4.32G 0.01258 0.01063 0.002028 84 640: 38%|###7 | 15/40 [00:02<00:04, 5.38it/s] 264/499 4.32G 0.0125 0.01057 0.002185 75 640: 38%|###7 | 15/40 [00:03<00:04, 5.38it/s] 264/499 4.32G 0.0125 0.01057 0.002185 75 640: 40%|#### | 16/40 [00:03<00:04, 5.19it/s] 264/499 4.32G 0.0125 0.01075 0.002125 88 640: 40%|#### | 16/40 [00:03<00:04, 5.19it/s] 264/499 4.32G 0.0125 0.01075 0.002125 88 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 264/499 4.32G 0.01246 0.01068 0.002087 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 264/499 4.32G 0.01246 0.01068 0.002087 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 264/499 4.32G 0.01248 0.01075 0.002124 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 264/499 4.32G 0.01248 0.01075 0.002124 77 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 264/499 4.32G 0.01247 0.01073 0.002275 76 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 264/499 4.32G 0.01247 0.01073 0.002275 76 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 264/499 4.32G 0.01248 0.01076 0.002257 71 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 264/499 4.32G 0.01248 0.01076 0.002257 71 640: 52%|#####2 | 21/40 [00:03<00:03, 5.36it/s] 264/499 4.32G 0.01248 0.01072 0.002318 69 640: 52%|#####2 | 21/40 [00:04<00:03, 5.36it/s] 264/499 4.32G 0.01248 0.01072 0.002318 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.20it/s] 264/499 4.32G 0.01249 0.01072 0.002293 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.20it/s] 264/499 4.32G 0.01249 0.01072 0.002293 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 264/499 4.32G 0.01246 0.0107 0.002314 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 264/499 4.32G 0.01246 0.0107 0.002314 73 640: 60%|###### | 24/40 [00:04<00:02, 5.34it/s] 264/499 4.32G 0.01252 0.01076 0.002312 84 640: 60%|###### | 24/40 [00:04<00:02, 5.34it/s] 264/499 4.32G 0.01252 0.01076 0.002312 84 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 264/499 4.32G 0.01251 0.01082 0.002273 90 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 264/499 4.32G 0.01251 0.01082 0.002273 90 640: 65%|######5 | 26/40 [00:04<00:02, 5.26it/s] 264/499 4.32G 0.01251 0.0109 0.002242 86 640: 65%|######5 | 26/40 [00:05<00:02, 5.26it/s] 264/499 4.32G 0.01251 0.0109 0.002242 86 640: 68%|######7 | 27/40 [00:05<00:02, 5.26it/s] 264/499 4.32G 0.01253 0.01092 0.002284 93 640: 68%|######7 | 27/40 [00:05<00:02, 5.26it/s] 264/499 4.32G 0.01253 0.01092 0.002284 93 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 264/499 4.32G 0.01256 0.01089 0.002373 65 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 264/499 4.32G 0.01256 0.01089 0.002373 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 264/499 4.32G 0.0125 0.01084 0.002317 70 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 264/499 4.32G 0.0125 0.01084 0.002317 70 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 264/499 4.32G 0.01248 0.01086 0.002309 82 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 264/499 4.32G 0.01248 0.01086 0.002309 82 640: 78%|#######7 | 31/40 [00:05<00:01, 5.14it/s] 264/499 4.32G 0.0125 0.01093 0.002418 85 640: 78%|#######7 | 31/40 [00:06<00:01, 5.14it/s] 264/499 4.32G 0.0125 0.01093 0.002418 85 640: 80%|######## | 32/40 [00:06<00:01, 5.14it/s] 264/499 4.32G 0.01249 0.01089 0.002379 75 640: 80%|######## | 32/40 [00:06<00:01, 5.14it/s] 264/499 4.32G 0.01249 0.01089 0.002379 75 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 264/499 4.32G 0.01254 0.01087 0.002449 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 264/499 4.32G 0.01254 0.01087 0.002449 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.12it/s] 264/499 4.32G 0.01254 0.01083 0.002472 67 640: 85%|########5 | 34/40 [00:06<00:01, 5.12it/s] 264/499 4.32G 0.01254 0.01083 0.002472 67 640: 88%|########7 | 35/40 [00:06<00:00, 5.24it/s] 264/499 4.32G 0.0125 0.01085 0.002432 92 640: 88%|########7 | 35/40 [00:06<00:00, 5.24it/s] 264/499 4.32G 0.0125 0.01085 0.002432 92 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 264/499 4.32G 0.01251 0.01087 0.002422 77 640: 90%|######### | 36/40 [00:07<00:00, 5.30it/s] 264/499 4.32G 0.01251 0.01087 0.002422 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.17it/s] 264/499 4.32G 0.01251 0.01081 0.002468 64 640: 92%|#########2| 37/40 [00:07<00:00, 5.17it/s] 264/499 4.32G 0.01251 0.01081 0.002468 64 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 264/499 4.32G 0.0125 0.01086 0.002446 87 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 264/499 4.32G 0.0125 0.01086 0.002446 87 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 264/499 4.32G 0.01243 0.01084 0.002427 45 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 264/499 4.32G 0.01243 0.01084 0.002427 45 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] 264/499 4.32G 0.01243 0.01084 0.002427 45 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.876 0.831 0.877 0.761 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 265/499 4.32G 0.01371 0.01276 0.001139 80 640: 0%| | 0/40 [00:00<?, ?it/s] 265/499 4.32G 0.01371 0.01276 0.001139 80 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 265/499 4.32G 0.01373 0.01137 0.002721 71 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 265/499 4.32G 0.01373 0.01137 0.002721 71 640: 5%|5 | 2/40 [00:00<00:06, 5.47it/s] 265/499 4.32G 0.01353 0.0109 0.002731 82 640: 5%|5 | 2/40 [00:00<00:06, 5.47it/s] 265/499 4.32G 0.01353 0.0109 0.002731 82 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 265/499 4.32G 0.01325 0.01095 0.002424 75 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 265/499 4.32G 0.01325 0.01095 0.002424 75 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 265/499 4.32G 0.01302 0.01066 0.002525 71 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 265/499 4.32G 0.01302 0.01066 0.002525 71 640: 12%|#2 | 5/40 [00:00<00:06, 5.43it/s] 265/499 4.32G 0.01282 0.0102 0.002281 56 640: 12%|#2 | 5/40 [00:01<00:06, 5.43it/s] 265/499 4.32G 0.01282 0.0102 0.002281 56 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 265/499 4.32G 0.01284 0.01019 0.002171 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 265/499 4.32G 0.01284 0.01019 0.002171 72 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 265/499 4.32G 0.01273 0.01055 0.002387 89 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 265/499 4.32G 0.01273 0.01055 0.002387 89 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 265/499 4.32G 0.0128 0.01063 0.002319 71 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 265/499 4.32G 0.0128 0.01063 0.002319 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 265/499 4.32G 0.01302 0.01076 0.002267 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 265/499 4.32G 0.01302 0.01076 0.002267 74 640: 25%|##5 | 10/40 [00:01<00:05, 5.32it/s] 265/499 4.32G 0.01285 0.01093 0.002246 99 640: 25%|##5 | 10/40 [00:02<00:05, 5.32it/s] 265/499 4.32G 0.01285 0.01093 0.002246 99 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 265/499 4.32G 0.01278 0.01086 0.00223 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 265/499 4.32G 0.01278 0.01086 0.00223 78 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 265/499 4.32G 0.01285 0.01088 0.002231 73 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 265/499 4.32G 0.01285 0.01088 0.002231 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 265/499 4.32G 0.01276 0.01091 0.002114 84 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 265/499 4.32G 0.01276 0.01091 0.002114 84 640: 35%|###5 | 14/40 [00:02<00:04, 5.40it/s] 265/499 4.32G 0.01273 0.01077 0.002052 65 640: 35%|###5 | 14/40 [00:02<00:04, 5.40it/s] 265/499 4.32G 0.01273 0.01077 0.002052 65 640: 38%|###7 | 15/40 [00:02<00:04, 5.23it/s] 265/499 4.32G 0.01271 0.0107 0.001968 72 640: 38%|###7 | 15/40 [00:03<00:04, 5.23it/s] 265/499 4.32G 0.01271 0.0107 0.001968 72 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 265/499 4.32G 0.01282 0.01078 0.001932 73 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 265/499 4.32G 0.01282 0.01078 0.001932 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.26it/s] 265/499 4.32G 0.0128 0.01082 0.001889 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.26it/s] 265/499 4.32G 0.0128 0.01082 0.001889 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.10it/s] 265/499 4.32G 0.01279 0.01079 0.001901 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.10it/s] 265/499 4.32G 0.01279 0.01079 0.001901 78 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 265/499 4.32G 0.01289 0.01071 0.001951 61 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 265/499 4.32G 0.01289 0.01071 0.001951 61 640: 50%|##### | 20/40 [00:03<00:03, 5.27it/s] 265/499 4.32G 0.01292 0.0108 0.00192 89 640: 50%|##### | 20/40 [00:03<00:03, 5.27it/s] 265/499 4.32G 0.01292 0.0108 0.00192 89 640: 52%|#####2 | 21/40 [00:03<00:03, 5.17it/s] 265/499 4.32G 0.01293 0.01086 0.001934 80 640: 52%|#####2 | 21/40 [00:04<00:03, 5.17it/s] 265/499 4.32G 0.01293 0.01086 0.001934 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.19it/s] 265/499 4.32G 0.01292 0.01087 0.001963 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.19it/s] 265/499 4.32G 0.01292 0.01087 0.001963 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 265/499 4.32G 0.01293 0.01076 0.002003 57 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 265/499 4.32G 0.01293 0.01076 0.002003 57 640: 60%|###### | 24/40 [00:04<00:03, 5.13it/s] 265/499 4.32G 0.01292 0.01075 0.001963 73 640: 60%|###### | 24/40 [00:04<00:03, 5.13it/s] 265/499 4.32G 0.01292 0.01075 0.001963 73 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 265/499 4.32G 0.01297 0.01085 0.002035 94 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 265/499 4.32G 0.01297 0.01085 0.002035 94 640: 65%|######5 | 26/40 [00:04<00:02, 5.33it/s] 265/499 4.32G 0.01294 0.01078 0.002019 66 640: 65%|######5 | 26/40 [00:05<00:02, 5.33it/s] 265/499 4.32G 0.01294 0.01078 0.002019 66 640: 68%|######7 | 27/40 [00:05<00:02, 5.11it/s] 265/499 4.32G 0.01289 0.01074 0.002014 69 640: 68%|######7 | 27/40 [00:05<00:02, 5.11it/s] 265/499 4.32G 0.01289 0.01074 0.002014 69 640: 70%|####### | 28/40 [00:05<00:02, 5.23it/s] 265/499 4.32G 0.01288 0.0107 0.001976 69 640: 70%|####### | 28/40 [00:05<00:02, 5.23it/s] 265/499 4.32G 0.01288 0.0107 0.001976 69 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 265/499 4.32G 0.0129 0.01073 0.002059 80 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 265/499 4.32G 0.0129 0.01073 0.002059 80 640: 75%|#######5 | 30/40 [00:05<00:01, 5.17it/s] 265/499 4.32G 0.01291 0.01071 0.002053 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.17it/s] 265/499 4.32G 0.01291 0.01071 0.002053 75 640: 78%|#######7 | 31/40 [00:05<00:01, 5.28it/s] 265/499 4.32G 0.01283 0.01064 0.002053 67 640: 78%|#######7 | 31/40 [00:06<00:01, 5.28it/s] 265/499 4.32G 0.01283 0.01064 0.002053 67 640: 80%|######## | 32/40 [00:06<00:01, 5.34it/s] 265/499 4.32G 0.01285 0.01062 0.002022 76 640: 80%|######## | 32/40 [00:06<00:01, 5.34it/s] 265/499 4.32G 0.01285 0.01062 0.002022 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.14it/s] 265/499 4.32G 0.01284 0.01062 0.001996 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.14it/s] 265/499 4.32G 0.01284 0.01062 0.001996 72 640: 85%|########5 | 34/40 [00:06<00:01, 5.21it/s] 265/499 4.32G 0.01284 0.01065 0.001968 88 640: 85%|########5 | 34/40 [00:06<00:01, 5.21it/s] 265/499 4.32G 0.01284 0.01065 0.001968 88 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 265/499 4.32G 0.01289 0.0107 0.001994 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 265/499 4.32G 0.01289 0.0107 0.001994 74 640: 90%|######### | 36/40 [00:06<00:00, 5.18it/s] 265/499 4.32G 0.0129 0.01078 0.002012 87 640: 90%|######### | 36/40 [00:07<00:00, 5.18it/s] 265/499 4.32G 0.0129 0.01078 0.002012 87 640: 92%|#########2| 37/40 [00:07<00:00, 5.27it/s] 265/499 4.32G 0.01286 0.01075 0.00198 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.27it/s] 265/499 4.32G 0.01286 0.01075 0.00198 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 265/499 4.32G 0.01286 0.01073 0.002005 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 265/499 4.32G 0.01286 0.01073 0.002005 75 640: 98%|#########7| 39/40 [00:07<00:00, 5.16it/s] 265/499 4.32G 0.01283 0.01069 0.002127 32 640: 98%|#########7| 39/40 [00:07<00:00, 5.16it/s] 265/499 4.32G 0.01283 0.01069 0.002127 32 640: 100%|##########| 40/40 [00:07<00:00, 5.34it/s] 265/499 4.32G 0.01283 0.01069 0.002127 32 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s] all 132 263 0.903 0.825 0.883 0.77 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 266/499 4.32G 0.01225 0.01236 0.001781 96 640: 0%| | 0/40 [00:00<?, ?it/s] 266/499 4.32G 0.01225 0.01236 0.001781 96 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 266/499 4.32G 0.01138 0.01006 0.001215 61 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 266/499 4.32G 0.01138 0.01006 0.001215 61 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 266/499 4.32G 0.011 0.009347 0.001352 72 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 266/499 4.32G 0.011 0.009347 0.001352 72 640: 8%|7 | 3/40 [00:00<00:07, 5.22it/s] 266/499 4.32G 0.01108 0.009232 0.001723 62 640: 8%|7 | 3/40 [00:00<00:07, 5.22it/s] 266/499 4.32G 0.01108 0.009232 0.001723 62 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 266/499 4.32G 0.0116 0.009688 0.001611 81 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 266/499 4.32G 0.0116 0.009688 0.001611 81 640: 12%|#2 | 5/40 [00:00<00:06, 5.15it/s] 266/499 4.32G 0.01159 0.01015 0.001615 89 640: 12%|#2 | 5/40 [00:01<00:06, 5.15it/s] 266/499 4.32G 0.01159 0.01015 0.001615 89 640: 15%|#5 | 6/40 [00:01<00:06, 5.28it/s] 266/499 4.32G 0.01191 0.01047 0.001862 78 640: 15%|#5 | 6/40 [00:01<00:06, 5.28it/s] 266/499 4.32G 0.01191 0.01047 0.001862 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 266/499 4.32G 0.01187 0.0105 0.00207 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 266/499 4.32G 0.01187 0.0105 0.00207 78 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 266/499 4.32G 0.01192 0.01058 0.002148 78 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 266/499 4.32G 0.01192 0.01058 0.002148 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 266/499 4.32G 0.01192 0.01077 0.002129 86 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 266/499 4.32G 0.01192 0.01077 0.002129 86 640: 25%|##5 | 10/40 [00:01<00:05, 5.36it/s] 266/499 4.32G 0.01194 0.01076 0.002172 66 640: 25%|##5 | 10/40 [00:02<00:05, 5.36it/s] 266/499 4.32G 0.01194 0.01076 0.002172 66 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 266/499 4.32G 0.01201 0.01084 0.002035 89 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 266/499 4.32G 0.01201 0.01084 0.002035 89 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 266/499 4.32G 0.01204 0.01077 0.002053 70 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 266/499 4.32G 0.01204 0.01077 0.002053 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 266/499 4.32G 0.0121 0.01052 0.001981 57 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 266/499 4.32G 0.0121 0.01052 0.001981 57 640: 35%|###5 | 14/40 [00:02<00:04, 5.26it/s] 266/499 4.32G 0.01202 0.01056 0.002062 84 640: 35%|###5 | 14/40 [00:02<00:04, 5.26it/s] 266/499 4.32G 0.01202 0.01056 0.002062 84 640: 38%|###7 | 15/40 [00:02<00:04, 5.33it/s] 266/499 4.32G 0.01216 0.01077 0.002391 84 640: 38%|###7 | 15/40 [00:03<00:04, 5.33it/s] 266/499 4.32G 0.01216 0.01077 0.002391 84 640: 40%|#### | 16/40 [00:03<00:04, 5.38it/s] 266/499 4.32G 0.01223 0.01075 0.002705 71 640: 40%|#### | 16/40 [00:03<00:04, 5.38it/s] 266/499 4.32G 0.01223 0.01075 0.002705 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 266/499 4.32G 0.01236 0.01076 0.002617 66 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 266/499 4.32G 0.01236 0.01076 0.002617 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 266/499 4.32G 0.01231 0.01065 0.002633 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 266/499 4.32G 0.01231 0.01065 0.002633 65 640: 48%|####7 | 19/40 [00:03<00:03, 5.40it/s] 266/499 4.32G 0.01235 0.01056 0.002611 63 640: 48%|####7 | 19/40 [00:03<00:03, 5.40it/s] 266/499 4.32G 0.01235 0.01056 0.002611 63 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 266/499 4.32G 0.01231 0.01056 0.002563 82 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 266/499 4.32G 0.01231 0.01056 0.002563 82 640: 52%|#####2 | 21/40 [00:03<00:03, 5.34it/s] 266/499 4.32G 0.01227 0.01061 0.002483 88 640: 52%|#####2 | 21/40 [00:04<00:03, 5.34it/s] 266/499 4.32G 0.01227 0.01061 0.002483 88 640: 55%|#####5 | 22/40 [00:04<00:03, 5.39it/s] 266/499 4.32G 0.01225 0.0106 0.002456 83 640: 55%|#####5 | 22/40 [00:04<00:03, 5.39it/s] 266/499 4.32G 0.01225 0.0106 0.002456 83 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 266/499 4.32G 0.01223 0.01057 0.002461 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 266/499 4.32G 0.01223 0.01057 0.002461 78 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 266/499 4.32G 0.01241 0.01052 0.002544 61 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 266/499 4.32G 0.01241 0.01052 0.002544 61 640: 62%|######2 | 25/40 [00:04<00:02, 5.37it/s] 266/499 4.32G 0.01241 0.01048 0.002536 63 640: 62%|######2 | 25/40 [00:04<00:02, 5.37it/s] 266/499 4.32G 0.01241 0.01048 0.002536 63 640: 65%|######5 | 26/40 [00:04<00:02, 5.22it/s] 266/499 4.32G 0.0124 0.01057 0.002574 93 640: 65%|######5 | 26/40 [00:05<00:02, 5.22it/s] 266/499 4.32G 0.0124 0.01057 0.002574 93 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 266/499 4.32G 0.01239 0.0105 0.002658 61 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 266/499 4.32G 0.01239 0.0105 0.002658 61 640: 70%|####### | 28/40 [00:05<00:02, 5.36it/s] 266/499 4.32G 0.0123 0.01039 0.002649 51 640: 70%|####### | 28/40 [00:05<00:02, 5.36it/s] 266/499 4.32G 0.0123 0.01039 0.002649 51 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 266/499 4.32G 0.01229 0.01039 0.002585 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 266/499 4.32G 0.01229 0.01039 0.002585 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 266/499 4.32G 0.01234 0.01036 0.002532 71 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 266/499 4.32G 0.01234 0.01036 0.002532 71 640: 78%|#######7 | 31/40 [00:05<00:01, 5.35it/s] 266/499 4.32G 0.01233 0.01031 0.002496 70 640: 78%|#######7 | 31/40 [00:06<00:01, 5.35it/s] 266/499 4.32G 0.01233 0.01031 0.002496 70 640: 80%|######## | 32/40 [00:06<00:01, 5.18it/s] 266/499 4.32G 0.01237 0.0103 0.002454 65 640: 80%|######## | 32/40 [00:06<00:01, 5.18it/s] 266/499 4.32G 0.01237 0.0103 0.002454 65 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 266/499 4.32G 0.01236 0.0103 0.002422 70 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 266/499 4.32G 0.01236 0.0103 0.002422 70 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 266/499 4.32G 0.01234 0.01031 0.002446 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 266/499 4.32G 0.01234 0.01031 0.002446 79 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 266/499 4.32G 0.01232 0.01028 0.002424 70 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 266/499 4.32G 0.01232 0.01028 0.002424 70 640: 90%|######### | 36/40 [00:06<00:00, 5.29it/s] 266/499 4.32G 0.01232 0.01034 0.002393 82 640: 90%|######### | 36/40 [00:06<00:00, 5.29it/s] 266/499 4.32G 0.01232 0.01034 0.002393 82 640: 92%|#########2| 37/40 [00:06<00:00, 5.33it/s] 266/499 4.32G 0.0123 0.01037 0.002446 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.33it/s] 266/499 4.32G 0.0123 0.01037 0.002446 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.19it/s] 266/499 4.32G 0.01235 0.01035 0.002451 63 640: 95%|#########5| 38/40 [00:07<00:00, 5.19it/s] 266/499 4.32G 0.01235 0.01035 0.002451 63 640: 98%|#########7| 39/40 [00:07<00:00, 5.27it/s] 266/499 4.32G 0.01236 0.01039 0.002397 36 640: 98%|#########7| 39/40 [00:07<00:00, 5.27it/s] 266/499 4.32G 0.01236 0.01039 0.002397 36 640: 100%|##########| 40/40 [00:07<00:00, 5.43it/s] 266/499 4.32G 0.01236 0.01039 0.002397 36 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.891 0.864 0.897 0.774 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 267/499 4.32G 0.01233 0.009443 0.003311 64 640: 0%| | 0/40 [00:00<?, ?it/s] 267/499 4.32G 0.01233 0.009443 0.003311 64 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 267/499 4.32G 0.01174 0.009276 0.002008 80 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 267/499 4.32G 0.01174 0.009276 0.002008 80 640: 5%|5 | 2/40 [00:00<00:07, 5.32it/s] 267/499 4.32G 0.01236 0.009011 0.00157 59 640: 5%|5 | 2/40 [00:00<00:07, 5.32it/s] 267/499 4.32G 0.01236 0.009011 0.00157 59 640: 8%|7 | 3/40 [00:00<00:06, 5.41it/s] 267/499 4.32G 0.01189 0.008868 0.001251 77 640: 8%|7 | 3/40 [00:00<00:06, 5.41it/s] 267/499 4.32G 0.01189 0.008868 0.001251 77 640: 10%|# | 4/40 [00:00<00:06, 5.22it/s] 267/499 4.32G 0.01182 0.009405 0.001325 78 640: 10%|# | 4/40 [00:00<00:06, 5.22it/s] 267/499 4.32G 0.01182 0.009405 0.001325 78 640: 12%|#2 | 5/40 [00:00<00:06, 5.33it/s] 267/499 4.32G 0.01176 0.009301 0.001345 63 640: 12%|#2 | 5/40 [00:01<00:06, 5.33it/s] 267/499 4.32G 0.01176 0.009301 0.001345 63 640: 15%|#5 | 6/40 [00:01<00:06, 5.41it/s] 267/499 4.32G 0.01186 0.009752 0.001219 89 640: 15%|#5 | 6/40 [00:01<00:06, 5.41it/s] 267/499 4.32G 0.01186 0.009752 0.001219 89 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 267/499 4.32G 0.01207 0.01004 0.00132 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 267/499 4.32G 0.01207 0.01004 0.00132 78 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 267/499 4.32G 0.01203 0.00993 0.001487 71 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 267/499 4.32G 0.01203 0.00993 0.001487 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.41it/s] 267/499 4.32G 0.01227 0.009953 0.001729 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.41it/s] 267/499 4.32G 0.01227 0.009953 0.001729 71 640: 25%|##5 | 10/40 [00:01<00:05, 5.26it/s] 267/499 4.32G 0.01219 0.009751 0.001659 62 640: 25%|##5 | 10/40 [00:02<00:05, 5.26it/s] 267/499 4.32G 0.01219 0.009751 0.001659 62 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 267/499 4.32G 0.01222 0.009935 0.00167 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 267/499 4.32G 0.01222 0.009935 0.00167 77 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 267/499 4.32G 0.01223 0.01009 0.002008 83 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 267/499 4.32G 0.01223 0.01009 0.002008 83 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 267/499 4.32G 0.01219 0.01003 0.001932 67 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 267/499 4.32G 0.01219 0.01003 0.001932 67 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 267/499 4.32G 0.01214 0.009991 0.001985 84 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 267/499 4.32G 0.01214 0.009991 0.001985 84 640: 38%|###7 | 15/40 [00:02<00:04, 5.36it/s] 267/499 4.32G 0.01208 0.009963 0.001938 74 640: 38%|###7 | 15/40 [00:03<00:04, 5.36it/s] 267/499 4.32G 0.01208 0.009963 0.001938 74 640: 40%|#### | 16/40 [00:03<00:04, 5.17it/s] 267/499 4.32G 0.012 0.009964 0.001903 72 640: 40%|#### | 16/40 [00:03<00:04, 5.17it/s] 267/499 4.32G 0.012 0.009964 0.001903 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.28it/s] 267/499 4.32G 0.01211 0.009929 0.002129 66 640: 42%|####2 | 17/40 [00:03<00:04, 5.28it/s] 267/499 4.32G 0.01211 0.009929 0.002129 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 267/499 4.32G 0.01209 0.009919 0.002046 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 267/499 4.32G 0.01209 0.009919 0.002046 67 640: 48%|####7 | 19/40 [00:03<00:04, 5.20it/s] 267/499 4.32G 0.01212 0.009923 0.002052 72 640: 48%|####7 | 19/40 [00:03<00:04, 5.20it/s] 267/499 4.32G 0.01212 0.009923 0.002052 72 640: 50%|##### | 20/40 [00:03<00:03, 5.29it/s] 267/499 4.32G 0.01213 0.009942 0.002036 80 640: 50%|##### | 20/40 [00:03<00:03, 5.29it/s] 267/499 4.32G 0.01213 0.009942 0.002036 80 640: 52%|#####2 | 21/40 [00:03<00:03, 5.34it/s] 267/499 4.32G 0.0122 0.01002 0.002038 82 640: 52%|#####2 | 21/40 [00:04<00:03, 5.34it/s] 267/499 4.32G 0.0122 0.01002 0.002038 82 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 267/499 4.32G 0.01223 0.009884 0.002186 54 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 267/499 4.32G 0.01223 0.009884 0.002186 54 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 267/499 4.32G 0.01225 0.00982 0.002346 57 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 267/499 4.32G 0.01225 0.00982 0.002346 57 640: 60%|###### | 24/40 [00:04<00:02, 5.36it/s] 267/499 4.32G 0.01222 0.009927 0.002355 97 640: 60%|###### | 24/40 [00:04<00:02, 5.36it/s] 267/499 4.32G 0.01222 0.009927 0.002355 97 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 267/499 4.32G 0.01222 0.01 0.002308 87 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 267/499 4.32G 0.01222 0.01 0.002308 87 640: 65%|######5 | 26/40 [00:04<00:02, 5.27it/s] 267/499 4.32G 0.01225 0.01009 0.00226 90 640: 65%|######5 | 26/40 [00:05<00:02, 5.27it/s] 267/499 4.32G 0.01225 0.01009 0.00226 90 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 267/499 4.32G 0.01222 0.01016 0.002217 84 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 267/499 4.32G 0.01222 0.01016 0.002217 84 640: 70%|####### | 28/40 [00:05<00:02, 5.18it/s] 267/499 4.32G 0.01231 0.01021 0.00222 80 640: 70%|####### | 28/40 [00:05<00:02, 5.18it/s] 267/499 4.32G 0.01231 0.01021 0.00222 80 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 267/499 4.32G 0.01241 0.01032 0.002327 81 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 267/499 4.32G 0.01241 0.01032 0.002327 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 267/499 4.32G 0.01236 0.01027 0.002328 69 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 267/499 4.32G 0.01236 0.01027 0.002328 69 640: 78%|#######7 | 31/40 [00:05<00:01, 5.21it/s] 267/499 4.32G 0.01233 0.01028 0.002327 84 640: 78%|#######7 | 31/40 [00:06<00:01, 5.21it/s] 267/499 4.32G 0.01233 0.01028 0.002327 84 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 267/499 4.32G 0.01234 0.01021 0.002618 62 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 267/499 4.32G 0.01234 0.01021 0.002618 62 640: 82%|########2 | 33/40 [00:06<00:01, 5.35it/s] 267/499 4.32G 0.01233 0.01019 0.002635 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.35it/s] 267/499 4.32G 0.01233 0.01019 0.002635 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.23it/s] 267/499 4.32G 0.01233 0.01017 0.002643 59 640: 85%|########5 | 34/40 [00:06<00:01, 5.23it/s] 267/499 4.32G 0.01233 0.01017 0.002643 59 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 267/499 4.32G 0.01235 0.01026 0.002732 83 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 267/499 4.32G 0.01235 0.01026 0.002732 83 640: 90%|######### | 36/40 [00:06<00:00, 5.36it/s] 267/499 4.32G 0.01233 0.0103 0.002702 85 640: 90%|######### | 36/40 [00:07<00:00, 5.36it/s] 267/499 4.32G 0.01233 0.0103 0.002702 85 640: 92%|#########2| 37/40 [00:07<00:00, 5.23it/s] 267/499 4.32G 0.01239 0.01033 0.002824 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.23it/s] 267/499 4.32G 0.01239 0.01033 0.002824 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 267/499 4.32G 0.01238 0.01032 0.002794 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 267/499 4.32G 0.01238 0.01032 0.002794 72 640: 98%|#########7| 39/40 [00:07<00:00, 5.37it/s] 267/499 4.32G 0.01236 0.01032 0.00273 40 640: 98%|#########7| 39/40 [00:07<00:00, 5.37it/s] 267/499 4.32G 0.01236 0.01032 0.00273 40 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] 267/499 4.32G 0.01236 0.01032 0.00273 40 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.87 0.85 0.899 0.771 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 268/499 4.32G 0.01378 0.00936 0.002762 69 640: 0%| | 0/40 [00:00<?, ?it/s] 268/499 4.32G 0.01378 0.00936 0.002762 69 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 268/499 4.32G 0.01272 0.009417 0.001939 73 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 268/499 4.32G 0.01272 0.009417 0.001939 73 640: 5%|5 | 2/40 [00:00<00:06, 5.48it/s] 268/499 4.32G 0.01281 0.009975 0.002495 78 640: 5%|5 | 2/40 [00:00<00:06, 5.48it/s] 268/499 4.32G 0.01281 0.009975 0.002495 78 640: 8%|7 | 3/40 [00:00<00:07, 5.22it/s] 268/499 4.32G 0.01252 0.009186 0.002021 58 640: 8%|7 | 3/40 [00:00<00:07, 5.22it/s] 268/499 4.32G 0.01252 0.009186 0.002021 58 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 268/499 4.32G 0.01278 0.01016 0.001903 87 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 268/499 4.32G 0.01278 0.01016 0.001903 87 640: 12%|#2 | 5/40 [00:00<00:06, 5.35it/s] 268/499 4.32G 0.01269 0.01006 0.002211 69 640: 12%|#2 | 5/40 [00:01<00:06, 5.35it/s] 268/499 4.32G 0.01269 0.01006 0.002211 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 268/499 4.32G 0.01262 0.009976 0.00223 75 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 268/499 4.32G 0.01262 0.009976 0.00223 75 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 268/499 4.32G 0.01259 0.00987 0.002318 75 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 268/499 4.32G 0.01259 0.00987 0.002318 75 640: 20%|## | 8/40 [00:01<00:05, 5.38it/s] 268/499 4.32G 0.01269 0.009899 0.002648 65 640: 20%|## | 8/40 [00:01<00:05, 5.38it/s] 268/499 4.32G 0.01269 0.009899 0.002648 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 268/499 4.32G 0.01262 0.00995 0.002721 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 268/499 4.32G 0.01262 0.00995 0.002721 80 640: 25%|##5 | 10/40 [00:01<00:05, 5.30it/s] 268/499 4.32G 0.01258 0.00995 0.002681 75 640: 25%|##5 | 10/40 [00:02<00:05, 5.30it/s] 268/499 4.32G 0.01258 0.00995 0.002681 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 268/499 4.32G 0.01263 0.01012 0.002677 93 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 268/499 4.32G 0.01263 0.01012 0.002677 93 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 268/499 4.32G 0.01261 0.01002 0.002594 71 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 268/499 4.32G 0.01261 0.01002 0.002594 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 268/499 4.32G 0.01255 0.009935 0.002604 67 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 268/499 4.32G 0.01255 0.009935 0.002604 67 640: 35%|###5 | 14/40 [00:02<00:04, 5.40it/s] 268/499 4.32G 0.01255 0.009968 0.002585 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.40it/s] 268/499 4.32G 0.01255 0.009968 0.002585 76 640: 38%|###7 | 15/40 [00:02<00:04, 5.25it/s] 268/499 4.32G 0.01256 0.01007 0.002524 82 640: 38%|###7 | 15/40 [00:03<00:04, 5.25it/s] 268/499 4.32G 0.01256 0.01007 0.002524 82 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 268/499 4.32G 0.01245 0.009975 0.002454 62 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 268/499 4.32G 0.01245 0.009975 0.002454 62 640: 42%|####2 | 17/40 [00:03<00:04, 5.39it/s] 268/499 4.32G 0.01238 0.00995 0.002414 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.39it/s] 268/499 4.32G 0.01238 0.00995 0.002414 71 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 268/499 4.32G 0.01239 0.01001 0.002449 81 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 268/499 4.32G 0.01239 0.01001 0.002449 81 640: 48%|####7 | 19/40 [00:03<00:03, 5.28it/s] 268/499 4.32G 0.01245 0.01015 0.0025 86 640: 48%|####7 | 19/40 [00:03<00:03, 5.28it/s] 268/499 4.32G 0.01245 0.01015 0.0025 86 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 268/499 4.32G 0.01251 0.01029 0.002587 82 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 268/499 4.32G 0.01251 0.01029 0.002587 82 640: 52%|#####2 | 21/40 [00:03<00:03, 5.19it/s] 268/499 4.32G 0.01255 0.01018 0.002587 53 640: 52%|#####2 | 21/40 [00:04<00:03, 5.19it/s] 268/499 4.32G 0.01255 0.01018 0.002587 53 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 268/499 4.32G 0.01271 0.01014 0.002728 59 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 268/499 4.32G 0.01271 0.01014 0.002728 59 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 268/499 4.32G 0.01271 0.01012 0.002725 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 268/499 4.32G 0.01271 0.01012 0.002725 72 640: 60%|###### | 24/40 [00:04<00:03, 5.14it/s] 268/499 4.32G 0.01269 0.0102 0.00267 88 640: 60%|###### | 24/40 [00:04<00:03, 5.14it/s] 268/499 4.32G 0.01269 0.0102 0.00267 88 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 268/499 4.32G 0.01269 0.0103 0.002698 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 268/499 4.32G 0.01269 0.0103 0.002698 76 640: 65%|######5 | 26/40 [00:04<00:02, 5.30it/s] 268/499 4.32G 0.0127 0.01033 0.002671 81 640: 65%|######5 | 26/40 [00:05<00:02, 5.30it/s] 268/499 4.32G 0.0127 0.01033 0.002671 81 640: 68%|######7 | 27/40 [00:05<00:02, 5.17it/s] 268/499 4.32G 0.01275 0.01039 0.002677 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.17it/s] 268/499 4.32G 0.01275 0.01039 0.002677 76 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 268/499 4.32G 0.01273 0.01049 0.002657 94 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 268/499 4.32G 0.01273 0.01049 0.002657 94 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 268/499 4.32G 0.01273 0.01047 0.002662 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 268/499 4.32G 0.01273 0.01047 0.002662 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.15it/s] 268/499 4.32G 0.01277 0.01044 0.002692 55 640: 75%|#######5 | 30/40 [00:05<00:01, 5.15it/s] 268/499 4.32G 0.01277 0.01044 0.002692 55 640: 78%|#######7 | 31/40 [00:05<00:01, 5.24it/s] 268/499 4.32G 0.01276 0.01039 0.002638 67 640: 78%|#######7 | 31/40 [00:06<00:01, 5.24it/s] 268/499 4.32G 0.01276 0.01039 0.002638 67 640: 80%|######## | 32/40 [00:06<00:01, 5.31it/s] 268/499 4.32G 0.01273 0.01048 0.002596 93 640: 80%|######## | 32/40 [00:06<00:01, 5.31it/s] 268/499 4.32G 0.01273 0.01048 0.002596 93 640: 82%|########2 | 33/40 [00:06<00:01, 5.19it/s] 268/499 4.32G 0.01271 0.01048 0.00254 87 640: 82%|########2 | 33/40 [00:06<00:01, 5.19it/s] 268/499 4.32G 0.01271 0.01048 0.00254 87 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 268/499 4.32G 0.01271 0.01045 0.002544 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 268/499 4.32G 0.01271 0.01045 0.002544 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 268/499 4.32G 0.01267 0.01044 0.002533 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 268/499 4.32G 0.01267 0.01044 0.002533 75 640: 90%|######### | 36/40 [00:06<00:00, 5.18it/s] 268/499 4.32G 0.01271 0.01044 0.002495 68 640: 90%|######### | 36/40 [00:07<00:00, 5.18it/s] 268/499 4.32G 0.01271 0.01044 0.002495 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 268/499 4.32G 0.01268 0.01041 0.002492 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 268/499 4.32G 0.01268 0.01041 0.002492 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 268/499 4.32G 0.01266 0.01041 0.002446 85 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 268/499 4.32G 0.01266 0.01041 0.002446 85 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 268/499 4.32G 0.01264 0.01032 0.002435 25 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 268/499 4.32G 0.01264 0.01032 0.002435 25 640: 100%|##########| 40/40 [00:07<00:00, 5.37it/s] 268/499 4.32G 0.01264 0.01032 0.002435 25 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.97it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.889 0.872 0.903 0.78 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 269/499 4.32G 0.01216 0.007732 0.0019 55 640: 0%| | 0/40 [00:00<?, ?it/s] 269/499 4.32G 0.01216 0.007732 0.0019 55 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 269/499 4.32G 0.01245 0.009047 0.001438 80 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 269/499 4.32G 0.01245 0.009047 0.001438 80 640: 5%|5 | 2/40 [00:00<00:07, 5.21it/s] 269/499 4.32G 0.0123 0.009019 0.001186 69 640: 5%|5 | 2/40 [00:00<00:07, 5.21it/s] 269/499 4.32G 0.0123 0.009019 0.001186 69 640: 8%|7 | 3/40 [00:00<00:06, 5.38it/s] 269/499 4.32G 0.01201 0.008924 0.001143 66 640: 8%|7 | 3/40 [00:00<00:06, 5.38it/s] 269/499 4.32G 0.01201 0.008924 0.001143 66 640: 10%|# | 4/40 [00:00<00:06, 5.44it/s] 269/499 4.32G 0.01208 0.009357 0.001279 85 640: 10%|# | 4/40 [00:00<00:06, 5.44it/s] 269/499 4.32G 0.01208 0.009357 0.001279 85 640: 12%|#2 | 5/40 [00:00<00:06, 5.27it/s] 269/499 4.32G 0.01203 0.009545 0.001275 76 640: 12%|#2 | 5/40 [00:01<00:06, 5.27it/s] 269/499 4.32G 0.01203 0.009545 0.001275 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 269/499 4.32G 0.01193 0.009719 0.001401 87 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 269/499 4.32G 0.01193 0.009719 0.001401 87 640: 18%|#7 | 7/40 [00:01<00:06, 5.44it/s] 269/499 4.32G 0.01209 0.009842 0.001516 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.44it/s] 269/499 4.32G 0.01209 0.009842 0.001516 73 640: 20%|## | 8/40 [00:01<00:06, 5.28it/s] 269/499 4.32G 0.01212 0.009845 0.001479 64 640: 20%|## | 8/40 [00:01<00:06, 5.28it/s] 269/499 4.32G 0.01212 0.009845 0.001479 64 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 269/499 4.32G 0.01216 0.00975 0.001655 63 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 269/499 4.32G 0.01216 0.00975 0.001655 63 640: 25%|##5 | 10/40 [00:01<00:05, 5.42it/s] 269/499 4.32G 0.01222 0.009729 0.001777 76 640: 25%|##5 | 10/40 [00:02<00:05, 5.42it/s] 269/499 4.32G 0.01222 0.009729 0.001777 76 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 269/499 4.32G 0.01241 0.009817 0.001726 69 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 269/499 4.32G 0.01241 0.009817 0.001726 69 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 269/499 4.32G 0.01245 0.0101 0.001654 86 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 269/499 4.32G 0.01245 0.0101 0.001654 86 640: 32%|###2 | 13/40 [00:02<00:04, 5.42it/s] 269/499 4.32G 0.01251 0.01007 0.001696 70 640: 32%|###2 | 13/40 [00:02<00:04, 5.42it/s] 269/499 4.32G 0.01251 0.01007 0.001696 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 269/499 4.32G 0.01257 0.0102 0.001849 81 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 269/499 4.32G 0.01257 0.0102 0.001849 81 640: 38%|###7 | 15/40 [00:02<00:04, 5.36it/s] 269/499 4.32G 0.0125 0.01041 0.001809 95 640: 38%|###7 | 15/40 [00:02<00:04, 5.36it/s] 269/499 4.32G 0.0125 0.01041 0.001809 95 640: 40%|#### | 16/40 [00:02<00:04, 5.38it/s] 269/499 4.32G 0.01255 0.01049 0.00178 74 640: 40%|#### | 16/40 [00:03<00:04, 5.38it/s] 269/499 4.32G 0.01255 0.01049 0.00178 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 269/499 4.32G 0.0125 0.01044 0.001734 70 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 269/499 4.32G 0.0125 0.01044 0.001734 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 269/499 4.32G 0.01252 0.0106 0.001687 91 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 269/499 4.32G 0.01252 0.0106 0.001687 91 640: 48%|####7 | 19/40 [00:03<00:03, 5.41it/s] 269/499 4.32G 0.0125 0.01058 0.001693 75 640: 48%|####7 | 19/40 [00:03<00:03, 5.41it/s] 269/499 4.32G 0.0125 0.01058 0.001693 75 640: 50%|##### | 20/40 [00:03<00:03, 5.27it/s] 269/499 4.32G 0.0125 0.01055 0.001657 84 640: 50%|##### | 20/40 [00:03<00:03, 5.27it/s] 269/499 4.32G 0.0125 0.01055 0.001657 84 640: 52%|#####2 | 21/40 [00:03<00:03, 5.35it/s] 269/499 4.32G 0.01254 0.01059 0.001627 82 640: 52%|#####2 | 21/40 [00:04<00:03, 5.35it/s] 269/499 4.32G 0.01254 0.01059 0.001627 82 640: 55%|#####5 | 22/40 [00:04<00:03, 5.42it/s] 269/499 4.32G 0.0125 0.01062 0.001667 83 640: 55%|#####5 | 22/40 [00:04<00:03, 5.42it/s] 269/499 4.32G 0.0125 0.01062 0.001667 83 640: 57%|#####7 | 23/40 [00:04<00:03, 5.26it/s] 269/499 4.32G 0.01252 0.0107 0.001623 85 640: 57%|#####7 | 23/40 [00:04<00:03, 5.26it/s] 269/499 4.32G 0.01252 0.0107 0.001623 85 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 269/499 4.32G 0.01254 0.01073 0.001711 81 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 269/499 4.32G 0.01254 0.01073 0.001711 81 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 269/499 4.32G 0.01257 0.01067 0.001744 61 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 269/499 4.32G 0.01257 0.01067 0.001744 61 640: 65%|######5 | 26/40 [00:04<00:02, 5.15it/s] 269/499 4.32G 0.01255 0.01068 0.001742 77 640: 65%|######5 | 26/40 [00:05<00:02, 5.15it/s] 269/499 4.32G 0.01255 0.01068 0.001742 77 640: 68%|######7 | 27/40 [00:05<00:02, 5.24it/s] 269/499 4.32G 0.01261 0.0107 0.00174 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.24it/s] 269/499 4.32G 0.01261 0.0107 0.00174 76 640: 70%|####### | 28/40 [00:05<00:02, 5.28it/s] 269/499 4.32G 0.0126 0.01067 0.001706 74 640: 70%|####### | 28/40 [00:05<00:02, 5.28it/s] 269/499 4.32G 0.0126 0.01067 0.001706 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 269/499 4.32G 0.01266 0.01069 0.001834 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 269/499 4.32G 0.01266 0.01069 0.001834 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 269/499 4.32G 0.01275 0.01079 0.001865 84 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 269/499 4.32G 0.01275 0.01079 0.001865 84 640: 78%|#######7 | 31/40 [00:05<00:01, 5.33it/s] 269/499 4.32G 0.01273 0.01079 0.00192 84 640: 78%|#######7 | 31/40 [00:06<00:01, 5.33it/s] 269/499 4.32G 0.01273 0.01079 0.00192 84 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 269/499 4.32G 0.01274 0.01077 0.001907 75 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 269/499 4.32G 0.01274 0.01077 0.001907 75 640: 82%|########2 | 33/40 [00:06<00:01, 5.24it/s] 269/499 4.32G 0.01274 0.01078 0.001875 78 640: 82%|########2 | 33/40 [00:06<00:01, 5.24it/s] 269/499 4.32G 0.01274 0.01078 0.001875 78 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 269/499 4.32G 0.0127 0.0107 0.001845 66 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 269/499 4.32G 0.0127 0.0107 0.001845 66 640: 88%|########7 | 35/40 [00:06<00:00, 5.17it/s] 269/499 4.32G 0.01268 0.0107 0.001844 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.17it/s] 269/499 4.32G 0.01268 0.0107 0.001844 77 640: 90%|######### | 36/40 [00:06<00:00, 5.29it/s] 269/499 4.32G 0.01267 0.01066 0.001876 71 640: 90%|######### | 36/40 [00:06<00:00, 5.29it/s] 269/499 4.32G 0.01267 0.01066 0.001876 71 640: 92%|#########2| 37/40 [00:06<00:00, 5.32it/s] 269/499 4.32G 0.01263 0.01062 0.0019 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.32it/s] 269/499 4.32G 0.01263 0.01062 0.0019 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 269/499 4.32G 0.01265 0.01067 0.001882 92 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 269/499 4.32G 0.01265 0.01067 0.001882 92 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 269/499 4.32G 0.01264 0.0106 0.002009 28 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 269/499 4.32G 0.01264 0.0106 0.002009 28 640: 100%|##########| 40/40 [00:07<00:00, 5.42it/s] 269/499 4.32G 0.01264 0.0106 0.002009 28 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.865 0.875 0.887 0.777 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 270/499 4.32G 0.01159 0.01036 0.003537 74 640: 0%| | 0/40 [00:00<?, ?it/s] 270/499 4.32G 0.01159 0.01036 0.003537 74 640: 2%|2 | 1/40 [00:00<00:07, 4.91it/s] 270/499 4.32G 0.01202 0.0097 0.003158 58 640: 2%|2 | 1/40 [00:00<00:07, 4.91it/s] 270/499 4.32G 0.01202 0.0097 0.003158 58 640: 5%|5 | 2/40 [00:00<00:07, 5.28it/s] 270/499 4.32G 0.01201 0.01004 0.002632 84 640: 5%|5 | 2/40 [00:00<00:07, 5.28it/s] 270/499 4.32G 0.01201 0.01004 0.002632 84 640: 8%|7 | 3/40 [00:00<00:06, 5.38it/s] 270/499 4.32G 0.01223 0.01052 0.00251 82 640: 8%|7 | 3/40 [00:00<00:06, 5.38it/s] 270/499 4.32G 0.01223 0.01052 0.00251 82 640: 10%|# | 4/40 [00:00<00:06, 5.17it/s] 270/499 4.32G 0.01255 0.01051 0.002249 74 640: 10%|# | 4/40 [00:00<00:06, 5.17it/s] 270/499 4.32G 0.01255 0.01051 0.002249 74 640: 12%|#2 | 5/40 [00:00<00:06, 5.27it/s] 270/499 4.32G 0.0129 0.01093 0.002805 85 640: 12%|#2 | 5/40 [00:01<00:06, 5.27it/s] 270/499 4.32G 0.0129 0.01093 0.002805 85 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 270/499 4.32G 0.01279 0.01062 0.002925 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 270/499 4.32G 0.01279 0.01062 0.002925 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 270/499 4.32G 0.01267 0.01043 0.002731 66 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 270/499 4.32G 0.01267 0.01043 0.002731 66 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 270/499 4.32G 0.01286 0.01043 0.002885 69 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 270/499 4.32G 0.01286 0.01043 0.002885 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 270/499 4.32G 0.0129 0.01023 0.002673 60 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 270/499 4.32G 0.0129 0.01023 0.002673 60 640: 25%|##5 | 10/40 [00:01<00:05, 5.21it/s] 270/499 4.32G 0.01275 0.01048 0.002793 89 640: 25%|##5 | 10/40 [00:02<00:05, 5.21it/s] 270/499 4.32G 0.01275 0.01048 0.002793 89 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 270/499 4.32G 0.01268 0.01067 0.00283 84 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 270/499 4.32G 0.01268 0.01067 0.00283 84 640: 30%|### | 12/40 [00:02<00:05, 5.34it/s] 270/499 4.32G 0.01278 0.01083 0.002693 94 640: 30%|### | 12/40 [00:02<00:05, 5.34it/s] 270/499 4.32G 0.01278 0.01083 0.002693 94 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 270/499 4.32G 0.01272 0.01061 0.002661 57 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 270/499 4.32G 0.01272 0.01061 0.002661 57 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 270/499 4.32G 0.01266 0.01062 0.002538 68 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 270/499 4.32G 0.01266 0.01062 0.002538 68 640: 38%|###7 | 15/40 [00:02<00:04, 5.34it/s] 270/499 4.32G 0.01269 0.01051 0.002414 61 640: 38%|###7 | 15/40 [00:03<00:04, 5.34it/s] 270/499 4.32G 0.01269 0.01051 0.002414 61 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 270/499 4.32G 0.01261 0.01053 0.00235 77 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 270/499 4.32G 0.01261 0.01053 0.00235 77 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 270/499 4.32G 0.0126 0.01066 0.002453 84 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 270/499 4.32G 0.0126 0.01066 0.002453 84 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 270/499 4.32G 0.01249 0.01063 0.002416 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 270/499 4.32G 0.01249 0.01063 0.002416 78 640: 48%|####7 | 19/40 [00:03<00:04, 5.19it/s] 270/499 4.32G 0.01254 0.01071 0.002323 77 640: 48%|####7 | 19/40 [00:03<00:04, 5.19it/s] 270/499 4.32G 0.01254 0.01071 0.002323 77 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 270/499 4.32G 0.0126 0.01071 0.002261 69 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 270/499 4.32G 0.0126 0.01071 0.002261 69 640: 52%|#####2 | 21/40 [00:03<00:03, 5.36it/s] 270/499 4.32G 0.01255 0.01071 0.002174 73 640: 52%|#####2 | 21/40 [00:04<00:03, 5.36it/s] 270/499 4.32G 0.01255 0.01071 0.002174 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 270/499 4.32G 0.01246 0.01062 0.002132 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 270/499 4.32G 0.01246 0.01062 0.002132 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 270/499 4.32G 0.01245 0.0107 0.002132 85 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 270/499 4.32G 0.01245 0.0107 0.002132 85 640: 60%|###### | 24/40 [00:04<00:02, 5.33it/s] 270/499 4.32G 0.01249 0.01068 0.002092 71 640: 60%|###### | 24/40 [00:04<00:02, 5.33it/s] 270/499 4.32G 0.01249 0.01068 0.002092 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.20it/s] 270/499 4.32G 0.01252 0.01069 0.002092 70 640: 62%|######2 | 25/40 [00:04<00:02, 5.20it/s] 270/499 4.32G 0.01252 0.01069 0.002092 70 640: 65%|######5 | 26/40 [00:04<00:02, 5.28it/s] 270/499 4.32G 0.01256 0.01065 0.002058 72 640: 65%|######5 | 26/40 [00:05<00:02, 5.28it/s] 270/499 4.32G 0.01256 0.01065 0.002058 72 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 270/499 4.32G 0.01258 0.01057 0.002094 56 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 270/499 4.32G 0.01258 0.01057 0.002094 56 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 270/499 4.32G 0.01266 0.01053 0.002048 69 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 270/499 4.32G 0.01266 0.01053 0.002048 69 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 270/499 4.32G 0.01269 0.01052 0.00202 69 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 270/499 4.32G 0.01269 0.01052 0.00202 69 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 270/499 4.32G 0.0127 0.0105 0.002141 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 270/499 4.32G 0.0127 0.0105 0.002141 65 640: 78%|#######7 | 31/40 [00:05<00:01, 5.18it/s] 270/499 4.32G 0.01269 0.01049 0.002134 84 640: 78%|#######7 | 31/40 [00:06<00:01, 5.18it/s] 270/499 4.32G 0.01269 0.01049 0.002134 84 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 270/499 4.32G 0.01275 0.01051 0.002167 74 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 270/499 4.32G 0.01275 0.01051 0.002167 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 270/499 4.32G 0.01273 0.01057 0.002137 89 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 270/499 4.32G 0.01273 0.01057 0.002137 89 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 270/499 4.32G 0.0127 0.01054 0.002126 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 270/499 4.32G 0.0127 0.01054 0.002126 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 270/499 4.32G 0.01269 0.01046 0.002132 59 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 270/499 4.32G 0.01269 0.01046 0.002132 59 640: 90%|######### | 36/40 [00:06<00:00, 5.34it/s] 270/499 4.32G 0.01269 0.01057 0.002136 94 640: 90%|######### | 36/40 [00:07<00:00, 5.34it/s] 270/499 4.32G 0.01269 0.01057 0.002136 94 640: 92%|#########2| 37/40 [00:07<00:00, 5.19it/s] 270/499 4.32G 0.0127 0.01054 0.002165 70 640: 92%|#########2| 37/40 [00:07<00:00, 5.19it/s] 270/499 4.32G 0.0127 0.01054 0.002165 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 270/499 4.32G 0.01269 0.01059 0.002191 82 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 270/499 4.32G 0.01269 0.01059 0.002191 82 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 270/499 4.32G 0.01275 0.01048 0.002238 30 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 270/499 4.32G 0.01275 0.01048 0.002238 30 640: 100%|##########| 40/40 [00:07<00:00, 5.23it/s] 270/499 4.32G 0.01275 0.01048 0.002238 30 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s] all 132 263 0.888 0.888 0.908 0.792 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 271/499 4.32G 0.01055 0.008911 0.002378 71 640: 0%| | 0/40 [00:00<?, ?it/s] 271/499 4.32G 0.01055 0.008911 0.002378 71 640: 2%|2 | 1/40 [00:00<00:07, 5.30it/s] 271/499 4.32G 0.01182 0.01088 0.001545 81 640: 2%|2 | 1/40 [00:00<00:07, 5.30it/s] 271/499 4.32G 0.01182 0.01088 0.001545 81 640: 5%|5 | 2/40 [00:00<00:07, 5.36it/s] 271/499 4.32G 0.01243 0.01121 0.00173 82 640: 5%|5 | 2/40 [00:00<00:07, 5.36it/s] 271/499 4.32G 0.01243 0.01121 0.00173 82 640: 8%|7 | 3/40 [00:00<00:07, 5.03it/s] 271/499 4.32G 0.01195 0.01103 0.001708 89 640: 8%|7 | 3/40 [00:00<00:07, 5.03it/s] 271/499 4.32G 0.01195 0.01103 0.001708 89 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 271/499 4.32G 0.01204 0.01087 0.002072 76 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 271/499 4.32G 0.01204 0.01087 0.002072 76 640: 12%|#2 | 5/40 [00:00<00:06, 5.26it/s] 271/499 4.32G 0.01203 0.01109 0.001982 96 640: 12%|#2 | 5/40 [00:01<00:06, 5.26it/s] 271/499 4.32G 0.01203 0.01109 0.001982 96 640: 15%|#5 | 6/40 [00:01<00:06, 5.15it/s] 271/499 4.32G 0.01218 0.01091 0.001888 70 640: 15%|#5 | 6/40 [00:01<00:06, 5.15it/s] 271/499 4.32G 0.01218 0.01091 0.001888 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 271/499 4.32G 0.01236 0.01105 0.00193 87 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 271/499 4.32G 0.01236 0.01105 0.00193 87 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 271/499 4.32G 0.01232 0.01081 0.00201 76 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 271/499 4.32G 0.01232 0.01081 0.00201 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 271/499 4.32G 0.0123 0.01051 0.001921 56 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 271/499 4.32G 0.0123 0.01051 0.001921 56 640: 25%|##5 | 10/40 [00:01<00:05, 5.30it/s] 271/499 4.32G 0.01221 0.01045 0.001896 74 640: 25%|##5 | 10/40 [00:02<00:05, 5.30it/s] 271/499 4.32G 0.01221 0.01045 0.001896 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.37it/s] 271/499 4.32G 0.0122 0.01048 0.001845 76 640: 28%|##7 | 11/40 [00:02<00:05, 5.37it/s] 271/499 4.32G 0.0122 0.01048 0.001845 76 640: 30%|### | 12/40 [00:02<00:05, 5.19it/s] 271/499 4.32G 0.01219 0.01051 0.001983 74 640: 30%|### | 12/40 [00:02<00:05, 5.19it/s] 271/499 4.32G 0.01219 0.01051 0.001983 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 271/499 4.32G 0.01217 0.01058 0.002307 85 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 271/499 4.32G 0.01217 0.01058 0.002307 85 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 271/499 4.32G 0.01211 0.01049 0.0024 69 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 271/499 4.32G 0.01211 0.01049 0.0024 69 640: 38%|###7 | 15/40 [00:02<00:04, 5.22it/s] 271/499 4.32G 0.01211 0.0104 0.002293 75 640: 38%|###7 | 15/40 [00:03<00:04, 5.22it/s] 271/499 4.32G 0.01211 0.0104 0.002293 75 640: 40%|#### | 16/40 [00:03<00:04, 5.31it/s] 271/499 4.32G 0.0121 0.01053 0.002208 95 640: 40%|#### | 16/40 [00:03<00:04, 5.31it/s] 271/499 4.32G 0.0121 0.01053 0.002208 95 640: 42%|####2 | 17/40 [00:03<00:04, 5.37it/s] 271/499 4.32G 0.01211 0.0105 0.002216 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.37it/s] 271/499 4.32G 0.01211 0.0105 0.002216 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.20it/s] 271/499 4.32G 0.01206 0.01044 0.002159 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.20it/s] 271/499 4.32G 0.01206 0.01044 0.002159 67 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 271/499 4.32G 0.01201 0.01037 0.002317 66 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 271/499 4.32G 0.01201 0.01037 0.002317 66 640: 50%|##### | 20/40 [00:03<00:03, 5.37it/s] 271/499 4.32G 0.0122 0.01037 0.002381 63 640: 50%|##### | 20/40 [00:03<00:03, 5.37it/s] 271/499 4.32G 0.0122 0.01037 0.002381 63 640: 52%|#####2 | 21/40 [00:03<00:03, 5.17it/s] 271/499 4.32G 0.01228 0.0104 0.002398 83 640: 52%|#####2 | 21/40 [00:04<00:03, 5.17it/s] 271/499 4.32G 0.01228 0.0104 0.002398 83 640: 55%|#####5 | 22/40 [00:04<00:03, 5.26it/s] 271/499 4.32G 0.01229 0.01043 0.002328 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.26it/s] 271/499 4.32G 0.01229 0.01043 0.002328 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 271/499 4.32G 0.0123 0.01043 0.002349 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 271/499 4.32G 0.0123 0.01043 0.002349 79 640: 60%|###### | 24/40 [00:04<00:03, 5.10it/s] 271/499 4.32G 0.01235 0.01051 0.002409 76 640: 60%|###### | 24/40 [00:04<00:03, 5.10it/s] 271/499 4.32G 0.01235 0.01051 0.002409 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.22it/s] 271/499 4.32G 0.01228 0.01037 0.002344 64 640: 62%|######2 | 25/40 [00:04<00:02, 5.22it/s] 271/499 4.32G 0.01228 0.01037 0.002344 64 640: 65%|######5 | 26/40 [00:04<00:02, 5.22it/s] 271/499 4.32G 0.01226 0.01034 0.002451 72 640: 65%|######5 | 26/40 [00:05<00:02, 5.22it/s] 271/499 4.32G 0.01226 0.01034 0.002451 72 640: 68%|######7 | 27/40 [00:05<00:02, 5.12it/s] 271/499 4.32G 0.0123 0.01035 0.002439 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.12it/s] 271/499 4.32G 0.0123 0.01035 0.002439 70 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 271/499 4.32G 0.01229 0.01037 0.002425 80 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 271/499 4.32G 0.01229 0.01037 0.002425 80 640: 72%|#######2 | 29/40 [00:05<00:02, 5.23it/s] 271/499 4.32G 0.01235 0.01042 0.002387 81 640: 72%|#######2 | 29/40 [00:05<00:02, 5.23it/s] 271/499 4.32G 0.01235 0.01042 0.002387 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.13it/s] 271/499 4.32G 0.01232 0.0104 0.002417 67 640: 75%|#######5 | 30/40 [00:05<00:01, 5.13it/s] 271/499 4.32G 0.01232 0.0104 0.002417 67 640: 78%|#######7 | 31/40 [00:05<00:01, 5.23it/s] 271/499 4.32G 0.01234 0.01043 0.002416 80 640: 78%|#######7 | 31/40 [00:06<00:01, 5.23it/s] 271/499 4.32G 0.01234 0.01043 0.002416 80 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 271/499 4.32G 0.01233 0.01046 0.002393 85 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 271/499 4.32G 0.01233 0.01046 0.002393 85 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 271/499 4.32G 0.01237 0.01058 0.002464 86 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 271/499 4.32G 0.01237 0.01058 0.002464 86 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 271/499 4.32G 0.01234 0.01055 0.002418 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 271/499 4.32G 0.01234 0.01055 0.002418 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 271/499 4.32G 0.0123 0.01053 0.002435 66 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 271/499 4.32G 0.0123 0.01053 0.002435 66 640: 90%|######### | 36/40 [00:06<00:00, 5.16it/s] 271/499 4.32G 0.01227 0.01049 0.002394 69 640: 90%|######### | 36/40 [00:07<00:00, 5.16it/s] 271/499 4.32G 0.01227 0.01049 0.002394 69 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 271/499 4.32G 0.01226 0.01049 0.002393 78 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 271/499 4.32G 0.01226 0.01049 0.002393 78 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 271/499 4.32G 0.01224 0.01047 0.002353 73 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 271/499 4.32G 0.01224 0.01047 0.002353 73 640: 98%|#########7| 39/40 [00:07<00:00, 5.13it/s] 271/499 4.32G 0.01223 0.01044 0.002326 35 640: 98%|#########7| 39/40 [00:07<00:00, 5.13it/s] 271/499 4.32G 0.01223 0.01044 0.002326 35 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] 271/499 4.32G 0.01223 0.01044 0.002326 35 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.889 0.892 0.907 0.781 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 272/499 4.32G 0.01144 0.009463 0.001957 78 640: 0%| | 0/40 [00:00<?, ?it/s] 272/499 4.32G 0.01144 0.009463 0.001957 78 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 272/499 4.32G 0.01156 0.01012 0.001452 73 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 272/499 4.32G 0.01156 0.01012 0.001452 73 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 272/499 4.32G 0.01227 0.01122 0.001979 79 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 272/499 4.32G 0.01227 0.01122 0.001979 79 640: 8%|7 | 3/40 [00:00<00:06, 5.31it/s] 272/499 4.32G 0.01275 0.01164 0.001902 78 640: 8%|7 | 3/40 [00:00<00:06, 5.31it/s] 272/499 4.32G 0.01275 0.01164 0.001902 78 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 272/499 4.32G 0.01263 0.01121 0.001809 71 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 272/499 4.32G 0.01263 0.01121 0.001809 71 640: 12%|#2 | 5/40 [00:00<00:06, 5.22it/s] 272/499 4.32G 0.01275 0.01162 0.002031 77 640: 12%|#2 | 5/40 [00:01<00:06, 5.22it/s] 272/499 4.32G 0.01275 0.01162 0.002031 77 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 272/499 4.32G 0.01239 0.0112 0.001858 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 272/499 4.32G 0.01239 0.0112 0.001858 68 640: 18%|#7 | 7/40 [00:01<00:06, 5.39it/s] 272/499 4.32G 0.01243 0.01114 0.00196 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.39it/s] 272/499 4.32G 0.01243 0.01114 0.00196 74 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 272/499 4.32G 0.01248 0.01094 0.001934 68 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 272/499 4.32G 0.01248 0.01094 0.001934 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 272/499 4.32G 0.01231 0.01093 0.0018 86 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 272/499 4.32G 0.01231 0.01093 0.0018 86 640: 25%|##5 | 10/40 [00:01<00:05, 5.38it/s] 272/499 4.32G 0.0124 0.01117 0.00189 94 640: 25%|##5 | 10/40 [00:02<00:05, 5.38it/s] 272/499 4.32G 0.0124 0.01117 0.00189 94 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 272/499 4.32G 0.01247 0.01096 0.002012 62 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 272/499 4.32G 0.01247 0.01096 0.002012 62 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 272/499 4.32G 0.01245 0.01086 0.001893 77 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 272/499 4.32G 0.01245 0.01086 0.001893 77 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 272/499 4.32G 0.0125 0.01071 0.002045 63 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 272/499 4.32G 0.0125 0.01071 0.002045 63 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 272/499 4.32G 0.01253 0.01078 0.002066 79 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 272/499 4.32G 0.01253 0.01078 0.002066 79 640: 38%|###7 | 15/40 [00:02<00:04, 5.29it/s] 272/499 4.32G 0.01255 0.01066 0.002173 62 640: 38%|###7 | 15/40 [00:03<00:04, 5.29it/s] 272/499 4.32G 0.01255 0.01066 0.002173 62 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 272/499 4.32G 0.01271 0.0107 0.002143 64 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 272/499 4.32G 0.01271 0.0107 0.002143 64 640: 42%|####2 | 17/40 [00:03<00:04, 5.23it/s] 272/499 4.32G 0.01284 0.01078 0.00237 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.23it/s] 272/499 4.32G 0.01284 0.01078 0.00237 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 272/499 4.32G 0.01278 0.01077 0.002321 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 272/499 4.32G 0.01278 0.01077 0.002321 78 640: 48%|####7 | 19/40 [00:03<00:03, 5.40it/s] 272/499 4.32G 0.01271 0.01064 0.002237 64 640: 48%|####7 | 19/40 [00:03<00:03, 5.40it/s] 272/499 4.32G 0.01271 0.01064 0.002237 64 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 272/499 4.32G 0.01278 0.01057 0.002337 69 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 272/499 4.32G 0.01278 0.01057 0.002337 69 640: 52%|#####2 | 21/40 [00:03<00:03, 5.26it/s] 272/499 4.32G 0.01283 0.01069 0.002321 93 640: 52%|#####2 | 21/40 [00:04<00:03, 5.26it/s] 272/499 4.32G 0.01283 0.01069 0.002321 93 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 272/499 4.32G 0.01286 0.01067 0.002278 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 272/499 4.32G 0.01286 0.01067 0.002278 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.17it/s] 272/499 4.32G 0.01283 0.0106 0.002229 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.17it/s] 272/499 4.32G 0.01283 0.0106 0.002229 74 640: 60%|###### | 24/40 [00:04<00:03, 5.26it/s] 272/499 4.32G 0.01286 0.01067 0.002286 85 640: 60%|###### | 24/40 [00:04<00:03, 5.26it/s] 272/499 4.32G 0.01286 0.01067 0.002286 85 640: 62%|######2 | 25/40 [00:04<00:02, 5.36it/s] 272/499 4.32G 0.0129 0.01065 0.002306 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.36it/s] 272/499 4.32G 0.0129 0.01065 0.002306 72 640: 65%|######5 | 26/40 [00:04<00:02, 5.21it/s] 272/499 4.32G 0.01283 0.01065 0.002242 82 640: 65%|######5 | 26/40 [00:05<00:02, 5.21it/s] 272/499 4.32G 0.01283 0.01065 0.002242 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 272/499 4.32G 0.01282 0.01064 0.002184 75 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 272/499 4.32G 0.01282 0.01064 0.002184 75 640: 70%|####### | 28/40 [00:05<00:02, 5.35it/s] 272/499 4.32G 0.01281 0.01069 0.002192 94 640: 70%|####### | 28/40 [00:05<00:02, 5.35it/s] 272/499 4.32G 0.01281 0.01069 0.002192 94 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 272/499 4.32G 0.01282 0.0107 0.002214 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 272/499 4.32G 0.01282 0.0107 0.002214 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 272/499 4.32G 0.0128 0.01065 0.002187 70 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 272/499 4.32G 0.0128 0.01065 0.002187 70 640: 78%|#######7 | 31/40 [00:05<00:01, 5.34it/s] 272/499 4.32G 0.01276 0.01069 0.00214 77 640: 78%|#######7 | 31/40 [00:06<00:01, 5.34it/s] 272/499 4.32G 0.01276 0.01069 0.00214 77 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 272/499 4.32G 0.01273 0.01068 0.002155 83 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 272/499 4.32G 0.01273 0.01068 0.002155 83 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 272/499 4.32G 0.01278 0.01065 0.002169 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 272/499 4.32G 0.01278 0.01065 0.002169 71 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 272/499 4.32G 0.01278 0.01067 0.002226 86 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 272/499 4.32G 0.01278 0.01067 0.002226 86 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 272/499 4.32G 0.01276 0.01064 0.002222 78 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 272/499 4.32G 0.01276 0.01064 0.002222 78 640: 90%|######### | 36/40 [00:06<00:00, 5.28it/s] 272/499 4.32G 0.01282 0.01064 0.002218 74 640: 90%|######### | 36/40 [00:06<00:00, 5.28it/s] 272/499 4.32G 0.01282 0.01064 0.002218 74 640: 92%|#########2| 37/40 [00:06<00:00, 5.33it/s] 272/499 4.32G 0.0128 0.01062 0.002181 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.33it/s] 272/499 4.32G 0.0128 0.01062 0.002181 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 272/499 4.32G 0.01279 0.01057 0.002202 59 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 272/499 4.32G 0.01279 0.01057 0.002202 59 640: 98%|#########7| 39/40 [00:07<00:00, 5.28it/s] 272/499 4.32G 0.0127 0.01055 0.002159 40 640: 98%|#########7| 39/40 [00:07<00:00, 5.28it/s] 272/499 4.32G 0.0127 0.01055 0.002159 40 640: 100%|##########| 40/40 [00:07<00:00, 5.44it/s] 272/499 4.32G 0.0127 0.01055 0.002159 40 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s] all 132 263 0.893 0.905 0.914 0.785 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 273/499 4.32G 0.01308 0.009258 0.001418 68 640: 0%| | 0/40 [00:00<?, ?it/s] 273/499 4.32G 0.01308 0.009258 0.001418 68 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 273/499 4.32G 0.01304 0.009767 0.001405 76 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 273/499 4.32G 0.01304 0.009767 0.001405 76 640: 5%|5 | 2/40 [00:00<00:07, 5.32it/s] 273/499 4.32G 0.01289 0.01009 0.001987 74 640: 5%|5 | 2/40 [00:00<00:07, 5.32it/s] 273/499 4.32G 0.01289 0.01009 0.001987 74 640: 8%|7 | 3/40 [00:00<00:06, 5.40it/s] 273/499 4.32G 0.01279 0.01051 0.002263 84 640: 8%|7 | 3/40 [00:00<00:06, 5.40it/s] 273/499 4.32G 0.01279 0.01051 0.002263 84 640: 10%|# | 4/40 [00:00<00:06, 5.23it/s] 273/499 4.32G 0.01256 0.0104 0.00237 69 640: 10%|# | 4/40 [00:00<00:06, 5.23it/s] 273/499 4.32G 0.01256 0.0104 0.00237 69 640: 12%|#2 | 5/40 [00:00<00:06, 5.33it/s] 273/499 4.32G 0.01309 0.01036 0.002726 52 640: 12%|#2 | 5/40 [00:01<00:06, 5.33it/s] 273/499 4.32G 0.01309 0.01036 0.002726 52 640: 15%|#5 | 6/40 [00:01<00:06, 5.40it/s] 273/499 4.32G 0.01337 0.0106 0.002863 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.40it/s] 273/499 4.32G 0.01337 0.0106 0.002863 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 273/499 4.32G 0.01332 0.01057 0.00268 72 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 273/499 4.32G 0.01332 0.01057 0.00268 72 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 273/499 4.32G 0.01315 0.01044 0.002702 71 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 273/499 4.32G 0.01315 0.01044 0.002702 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.38it/s] 273/499 4.32G 0.01302 0.01031 0.002718 66 640: 22%|##2 | 9/40 [00:01<00:05, 5.38it/s] 273/499 4.32G 0.01302 0.01031 0.002718 66 640: 25%|##5 | 10/40 [00:01<00:05, 5.25it/s] 273/499 4.32G 0.01317 0.01031 0.002694 68 640: 25%|##5 | 10/40 [00:02<00:05, 5.25it/s] 273/499 4.32G 0.01317 0.01031 0.002694 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 273/499 4.32G 0.01302 0.01039 0.002716 84 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 273/499 4.32G 0.01302 0.01039 0.002716 84 640: 30%|### | 12/40 [00:02<00:05, 5.39it/s] 273/499 4.32G 0.01293 0.01032 0.002688 66 640: 30%|### | 12/40 [00:02<00:05, 5.39it/s] 273/499 4.32G 0.01293 0.01032 0.002688 66 640: 32%|###2 | 13/40 [00:02<00:05, 5.25it/s] 273/499 4.32G 0.01278 0.01039 0.002595 90 640: 32%|###2 | 13/40 [00:02<00:05, 5.25it/s] 273/499 4.32G 0.01278 0.01039 0.002595 90 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 273/499 4.32G 0.01285 0.01026 0.002549 60 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 273/499 4.32G 0.01285 0.01026 0.002549 60 640: 38%|###7 | 15/40 [00:02<00:04, 5.40it/s] 273/499 4.32G 0.01294 0.01021 0.002825 63 640: 38%|###7 | 15/40 [00:03<00:04, 5.40it/s] 273/499 4.32G 0.01294 0.01021 0.002825 63 640: 40%|#### | 16/40 [00:03<00:04, 5.26it/s] 273/499 4.32G 0.01287 0.01029 0.0029 79 640: 40%|#### | 16/40 [00:03<00:04, 5.26it/s] 273/499 4.32G 0.01287 0.01029 0.0029 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 273/499 4.32G 0.01274 0.01026 0.00314 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 273/499 4.32G 0.01274 0.01026 0.00314 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.38it/s] 273/499 4.32G 0.01272 0.01031 0.003078 84 640: 45%|####5 | 18/40 [00:03<00:04, 5.38it/s] 273/499 4.32G 0.01272 0.01031 0.003078 84 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 273/499 4.32G 0.01264 0.01023 0.002996 73 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 273/499 4.32G 0.01264 0.01023 0.002996 73 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 273/499 4.32G 0.01262 0.01026 0.002925 80 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 273/499 4.32G 0.01262 0.01026 0.002925 80 640: 52%|#####2 | 21/40 [00:03<00:03, 5.34it/s] 273/499 4.32G 0.01261 0.01043 0.002823 98 640: 52%|#####2 | 21/40 [00:04<00:03, 5.34it/s] 273/499 4.32G 0.01261 0.01043 0.002823 98 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 273/499 4.32G 0.01257 0.01039 0.002916 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 273/499 4.32G 0.01257 0.01039 0.002916 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 273/499 4.32G 0.01256 0.01046 0.002891 92 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 273/499 4.32G 0.01256 0.01046 0.002891 92 640: 60%|###### | 24/40 [00:04<00:02, 5.38it/s] 273/499 4.32G 0.01261 0.01051 0.002805 79 640: 60%|###### | 24/40 [00:04<00:02, 5.38it/s] 273/499 4.32G 0.01261 0.01051 0.002805 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 273/499 4.32G 0.0126 0.01053 0.002738 81 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 273/499 4.32G 0.0126 0.01053 0.002738 81 640: 65%|######5 | 26/40 [00:04<00:02, 5.34it/s] 273/499 4.32G 0.01259 0.01064 0.002673 99 640: 65%|######5 | 26/40 [00:05<00:02, 5.34it/s] 273/499 4.32G 0.01259 0.01064 0.002673 99 640: 68%|######7 | 27/40 [00:05<00:02, 5.40it/s] 273/499 4.32G 0.01256 0.01055 0.002593 57 640: 68%|######7 | 27/40 [00:05<00:02, 5.40it/s] 273/499 4.32G 0.01256 0.01055 0.002593 57 640: 70%|####### | 28/40 [00:05<00:02, 5.23it/s] 273/499 4.32G 0.01254 0.0105 0.002688 74 640: 70%|####### | 28/40 [00:05<00:02, 5.23it/s] 273/499 4.32G 0.01254 0.0105 0.002688 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 273/499 4.32G 0.01249 0.0104 0.002608 59 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 273/499 4.32G 0.01249 0.0104 0.002608 59 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 273/499 4.32G 0.01249 0.01037 0.002589 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 273/499 4.32G 0.01249 0.01037 0.002589 73 640: 78%|#######7 | 31/40 [00:05<00:01, 5.22it/s] 273/499 4.32G 0.01244 0.01041 0.002583 95 640: 78%|#######7 | 31/40 [00:06<00:01, 5.22it/s] 273/499 4.32G 0.01244 0.01041 0.002583 95 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 273/499 4.32G 0.01248 0.01049 0.002619 86 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 273/499 4.32G 0.01248 0.01049 0.002619 86 640: 82%|########2 | 33/40 [00:06<00:01, 5.38it/s] 273/499 4.32G 0.01244 0.0105 0.002678 75 640: 82%|########2 | 33/40 [00:06<00:01, 5.38it/s] 273/499 4.32G 0.01244 0.0105 0.002678 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 273/499 4.32G 0.01244 0.01047 0.002613 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 273/499 4.32G 0.01244 0.01047 0.002613 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 273/499 4.32G 0.01245 0.01048 0.002662 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 273/499 4.32G 0.01245 0.01048 0.002662 75 640: 90%|######### | 36/40 [00:06<00:00, 5.34it/s] 273/499 4.32G 0.01241 0.01043 0.00264 72 640: 90%|######### | 36/40 [00:06<00:00, 5.34it/s] 273/499 4.32G 0.01241 0.01043 0.00264 72 640: 92%|#########2| 37/40 [00:06<00:00, 5.19it/s] 273/499 4.32G 0.01239 0.0105 0.002669 95 640: 92%|#########2| 37/40 [00:07<00:00, 5.19it/s] 273/499 4.32G 0.01239 0.0105 0.002669 95 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 273/499 4.32G 0.01235 0.01049 0.002718 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 273/499 4.32G 0.01235 0.01049 0.002718 69 640: 98%|#########7| 39/40 [00:07<00:00, 5.35it/s] 273/499 4.32G 0.0123 0.0104 0.002658 28 640: 98%|#########7| 39/40 [00:07<00:00, 5.35it/s] 273/499 4.32G 0.0123 0.0104 0.002658 28 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] 273/499 4.32G 0.0123 0.0104 0.002658 28 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.97it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.888 0.882 0.899 0.788 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 274/499 4.32G 0.01342 0.01167 0.002321 89 640: 0%| | 0/40 [00:00<?, ?it/s] 274/499 4.32G 0.01342 0.01167 0.002321 89 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 274/499 4.32G 0.01197 0.01116 0.001778 85 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 274/499 4.32G 0.01197 0.01116 0.001778 85 640: 5%|5 | 2/40 [00:00<00:06, 5.47it/s] 274/499 4.32G 0.01205 0.01138 0.00257 86 640: 5%|5 | 2/40 [00:00<00:06, 5.47it/s] 274/499 4.32G 0.01205 0.01138 0.00257 86 640: 8%|7 | 3/40 [00:00<00:07, 5.19it/s] 274/499 4.32G 0.01189 0.01113 0.002104 83 640: 8%|7 | 3/40 [00:00<00:07, 5.19it/s] 274/499 4.32G 0.01189 0.01113 0.002104 83 640: 10%|# | 4/40 [00:00<00:06, 5.29it/s] 274/499 4.32G 0.01205 0.01112 0.002433 76 640: 10%|# | 4/40 [00:00<00:06, 5.29it/s] 274/499 4.32G 0.01205 0.01112 0.002433 76 640: 12%|#2 | 5/40 [00:00<00:06, 5.33it/s] 274/499 4.32G 0.0119 0.01099 0.00273 76 640: 12%|#2 | 5/40 [00:01<00:06, 5.33it/s] 274/499 4.32G 0.0119 0.01099 0.00273 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 274/499 4.32G 0.01201 0.01073 0.002423 64 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 274/499 4.32G 0.01201 0.01073 0.002423 64 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 274/499 4.32G 0.01206 0.01097 0.002275 91 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 274/499 4.32G 0.01206 0.01097 0.002275 91 640: 20%|## | 8/40 [00:01<00:05, 5.38it/s] 274/499 4.32G 0.01205 0.01096 0.002291 82 640: 20%|## | 8/40 [00:01<00:05, 5.38it/s] 274/499 4.32G 0.01205 0.01096 0.002291 82 640: 22%|##2 | 9/40 [00:01<00:05, 5.19it/s] 274/499 4.32G 0.01228 0.01099 0.00245 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.19it/s] 274/499 4.32G 0.01228 0.01099 0.00245 80 640: 25%|##5 | 10/40 [00:01<00:05, 5.17it/s] 274/499 4.32G 0.01218 0.01109 0.002385 89 640: 25%|##5 | 10/40 [00:02<00:05, 5.17it/s] 274/499 4.32G 0.01218 0.01109 0.002385 89 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 274/499 4.32G 0.01216 0.01122 0.002545 88 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 274/499 4.32G 0.01216 0.01122 0.002545 88 640: 30%|### | 12/40 [00:02<00:05, 5.11it/s] 274/499 4.32G 0.01221 0.01118 0.002415 74 640: 30%|### | 12/40 [00:02<00:05, 5.11it/s] 274/499 4.32G 0.01221 0.01118 0.002415 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 274/499 4.32G 0.01219 0.01106 0.002393 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 274/499 4.32G 0.01219 0.01106 0.002393 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 274/499 4.32G 0.01222 0.01095 0.002337 66 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 274/499 4.32G 0.01222 0.01095 0.002337 66 640: 38%|###7 | 15/40 [00:02<00:04, 5.14it/s] 274/499 4.32G 0.01233 0.01091 0.002419 68 640: 38%|###7 | 15/40 [00:03<00:04, 5.14it/s] 274/499 4.32G 0.01233 0.01091 0.002419 68 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 274/499 4.32G 0.01226 0.01095 0.002359 82 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 274/499 4.32G 0.01226 0.01095 0.002359 82 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 274/499 4.32G 0.01224 0.01078 0.002306 61 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 274/499 4.32G 0.01224 0.01078 0.002306 61 640: 45%|####5 | 18/40 [00:03<00:04, 5.17it/s] 274/499 4.32G 0.01231 0.01073 0.002349 59 640: 45%|####5 | 18/40 [00:03<00:04, 5.17it/s] 274/499 4.32G 0.01231 0.01073 0.002349 59 640: 48%|####7 | 19/40 [00:03<00:03, 5.26it/s] 274/499 4.32G 0.01229 0.01073 0.002402 79 640: 48%|####7 | 19/40 [00:03<00:03, 5.26it/s] 274/499 4.32G 0.01229 0.01073 0.002402 79 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 274/499 4.32G 0.01224 0.0107 0.002447 68 640: 50%|##### | 20/40 [00:04<00:03, 5.34it/s] 274/499 4.32G 0.01224 0.0107 0.002447 68 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 274/499 4.32G 0.01237 0.01057 0.00257 50 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 274/499 4.32G 0.01237 0.01057 0.00257 50 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 274/499 4.32G 0.01235 0.01055 0.002601 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 274/499 4.32G 0.01235 0.01055 0.002601 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.35it/s] 274/499 4.32G 0.01229 0.01047 0.00255 60 640: 57%|#####7 | 23/40 [00:04<00:03, 5.35it/s] 274/499 4.32G 0.01229 0.01047 0.00255 60 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 274/499 4.32G 0.01227 0.01047 0.002528 72 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 274/499 4.32G 0.01227 0.01047 0.002528 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 274/499 4.32G 0.01228 0.01048 0.002459 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 274/499 4.32G 0.01228 0.01048 0.002459 69 640: 65%|######5 | 26/40 [00:04<00:02, 5.34it/s] 274/499 4.32G 0.01233 0.01052 0.002458 86 640: 65%|######5 | 26/40 [00:05<00:02, 5.34it/s] 274/499 4.32G 0.01233 0.01052 0.002458 86 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 274/499 4.32G 0.01231 0.01048 0.002494 66 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 274/499 4.32G 0.01231 0.01048 0.002494 66 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 274/499 4.32G 0.01227 0.01049 0.002512 93 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 274/499 4.32G 0.01227 0.01049 0.002512 93 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 274/499 4.32G 0.01229 0.01051 0.002539 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 274/499 4.32G 0.01229 0.01051 0.002539 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.17it/s] 274/499 4.32G 0.01227 0.01054 0.00254 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.17it/s] 274/499 4.32G 0.01227 0.01054 0.00254 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.25it/s] 274/499 4.32G 0.01228 0.01046 0.002518 62 640: 78%|#######7 | 31/40 [00:06<00:01, 5.25it/s] 274/499 4.32G 0.01228 0.01046 0.002518 62 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 274/499 4.32G 0.01227 0.01041 0.00249 72 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 274/499 4.32G 0.01227 0.01041 0.00249 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.16it/s] 274/499 4.32G 0.01228 0.01041 0.002484 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.16it/s] 274/499 4.32G 0.01228 0.01041 0.002484 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 274/499 4.32G 0.01228 0.01052 0.002489 97 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 274/499 4.32G 0.01228 0.01052 0.002489 97 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 274/499 4.32G 0.01228 0.01051 0.002549 78 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 274/499 4.32G 0.01228 0.01051 0.002549 78 640: 90%|######### | 36/40 [00:06<00:00, 5.19it/s] 274/499 4.32G 0.01233 0.0105 0.002618 61 640: 90%|######### | 36/40 [00:07<00:00, 5.19it/s] 274/499 4.32G 0.01233 0.0105 0.002618 61 640: 92%|#########2| 37/40 [00:07<00:00, 5.27it/s] 274/499 4.32G 0.01233 0.01052 0.002576 83 640: 92%|#########2| 37/40 [00:07<00:00, 5.27it/s] 274/499 4.32G 0.01233 0.01052 0.002576 83 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 274/499 4.32G 0.01232 0.01049 0.002586 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 274/499 4.32G 0.01232 0.01049 0.002586 66 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 274/499 4.32G 0.01233 0.01051 0.00266 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 274/499 4.32G 0.01233 0.01051 0.00266 38 640: 100%|##########| 40/40 [00:07<00:00, 5.36it/s] 274/499 4.32G 0.01233 0.01051 0.00266 38 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.83it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.856 0.888 0.883 0.765 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 275/499 4.32G 0.01114 0.01117 0.001033 83 640: 0%| | 0/40 [00:00<?, ?it/s] 275/499 4.32G 0.01114 0.01117 0.001033 83 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 275/499 4.32G 0.01197 0.01102 0.001527 82 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 275/499 4.32G 0.01197 0.01102 0.001527 82 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 275/499 4.32G 0.01203 0.01166 0.002221 94 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 275/499 4.32G 0.01203 0.01166 0.002221 94 640: 8%|7 | 3/40 [00:00<00:06, 5.30it/s] 275/499 4.32G 0.01211 0.01149 0.001932 78 640: 8%|7 | 3/40 [00:00<00:06, 5.30it/s] 275/499 4.32G 0.01211 0.01149 0.001932 78 640: 10%|# | 4/40 [00:00<00:06, 5.40it/s] 275/499 4.32G 0.01195 0.01092 0.001952 64 640: 10%|# | 4/40 [00:00<00:06, 5.40it/s] 275/499 4.32G 0.01195 0.01092 0.001952 64 640: 12%|#2 | 5/40 [00:00<00:06, 5.25it/s] 275/499 4.32G 0.0121 0.01067 0.002026 71 640: 12%|#2 | 5/40 [00:01<00:06, 5.25it/s] 275/499 4.32G 0.0121 0.01067 0.002026 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 275/499 4.32G 0.01215 0.01071 0.002508 80 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 275/499 4.32G 0.01215 0.01071 0.002508 80 640: 18%|#7 | 7/40 [00:01<00:06, 5.41it/s] 275/499 4.32G 0.01221 0.0108 0.002465 84 640: 18%|#7 | 7/40 [00:01<00:06, 5.41it/s] 275/499 4.32G 0.01221 0.0108 0.002465 84 640: 20%|## | 8/40 [00:01<00:06, 5.15it/s] 275/499 4.32G 0.01213 0.01046 0.002329 63 640: 20%|## | 8/40 [00:01<00:06, 5.15it/s] 275/499 4.32G 0.01213 0.01046 0.002329 63 640: 22%|##2 | 9/40 [00:01<00:06, 5.17it/s] 275/499 4.32G 0.01234 0.01072 0.002305 86 640: 22%|##2 | 9/40 [00:01<00:06, 5.17it/s] 275/499 4.32G 0.01234 0.01072 0.002305 86 640: 25%|##5 | 10/40 [00:01<00:05, 5.25it/s] 275/499 4.32G 0.01249 0.01062 0.002303 69 640: 25%|##5 | 10/40 [00:02<00:05, 5.25it/s] 275/499 4.32G 0.01249 0.01062 0.002303 69 640: 28%|##7 | 11/40 [00:02<00:05, 5.12it/s] 275/499 4.32G 0.01246 0.01051 0.002272 69 640: 28%|##7 | 11/40 [00:02<00:05, 5.12it/s] 275/499 4.32G 0.01246 0.01051 0.002272 69 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 275/499 4.32G 0.01242 0.01067 0.002606 96 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 275/499 4.32G 0.01242 0.01067 0.002606 96 640: 32%|###2 | 13/40 [00:02<00:05, 5.28it/s] 275/499 4.32G 0.01239 0.01068 0.002528 81 640: 32%|###2 | 13/40 [00:02<00:05, 5.28it/s] 275/499 4.32G 0.01239 0.01068 0.002528 81 640: 35%|###5 | 14/40 [00:02<00:05, 5.16it/s] 275/499 4.32G 0.01242 0.01069 0.002792 72 640: 35%|###5 | 14/40 [00:02<00:05, 5.16it/s] 275/499 4.32G 0.01242 0.01069 0.002792 72 640: 38%|###7 | 15/40 [00:02<00:04, 5.27it/s] 275/499 4.32G 0.01245 0.01064 0.002709 70 640: 38%|###7 | 15/40 [00:03<00:04, 5.27it/s] 275/499 4.32G 0.01245 0.01064 0.002709 70 640: 40%|#### | 16/40 [00:03<00:04, 5.29it/s] 275/499 4.32G 0.01247 0.01051 0.002666 56 640: 40%|#### | 16/40 [00:03<00:04, 5.29it/s] 275/499 4.32G 0.01247 0.01051 0.002666 56 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 275/499 4.32G 0.0125 0.01052 0.002795 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 275/499 4.32G 0.0125 0.01052 0.002795 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 275/499 4.32G 0.0124 0.01044 0.002808 71 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 275/499 4.32G 0.0124 0.01044 0.002808 71 640: 48%|####7 | 19/40 [00:03<00:03, 5.25it/s] 275/499 4.32G 0.01231 0.01031 0.002919 59 640: 48%|####7 | 19/40 [00:03<00:03, 5.25it/s] 275/499 4.32G 0.01231 0.01031 0.002919 59 640: 50%|##### | 20/40 [00:03<00:03, 5.15it/s] 275/499 4.32G 0.01225 0.01031 0.002841 74 640: 50%|##### | 20/40 [00:04<00:03, 5.15it/s] 275/499 4.32G 0.01225 0.01031 0.002841 74 640: 52%|#####2 | 21/40 [00:04<00:03, 5.25it/s] 275/499 4.32G 0.01226 0.01028 0.002862 65 640: 52%|#####2 | 21/40 [00:04<00:03, 5.25it/s] 275/499 4.32G 0.01226 0.01028 0.002862 65 640: 55%|#####5 | 22/40 [00:04<00:03, 5.34it/s] 275/499 4.32G 0.01226 0.01029 0.002856 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.34it/s] 275/499 4.32G 0.01226 0.01029 0.002856 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 275/499 4.32G 0.01233 0.01039 0.002834 77 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 275/499 4.32G 0.01233 0.01039 0.002834 77 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 275/499 4.32G 0.01235 0.0105 0.002903 77 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 275/499 4.32G 0.01235 0.0105 0.002903 77 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 275/499 4.32G 0.0124 0.01049 0.002941 65 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 275/499 4.32G 0.0124 0.01049 0.002941 65 640: 65%|######5 | 26/40 [00:04<00:02, 5.19it/s] 275/499 4.32G 0.01235 0.01042 0.002866 67 640: 65%|######5 | 26/40 [00:05<00:02, 5.19it/s] 275/499 4.32G 0.01235 0.01042 0.002866 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.24it/s] 275/499 4.32G 0.01233 0.0104 0.002837 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.24it/s] 275/499 4.32G 0.01233 0.0104 0.002837 73 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 275/499 4.32G 0.01228 0.01039 0.002783 74 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 275/499 4.32G 0.01228 0.01039 0.002783 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 275/499 4.32G 0.01227 0.01029 0.00279 53 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 275/499 4.32G 0.01227 0.01029 0.00279 53 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 275/499 4.32G 0.01229 0.01023 0.002841 62 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 275/499 4.32G 0.01229 0.01023 0.002841 62 640: 78%|#######7 | 31/40 [00:05<00:01, 5.27it/s] 275/499 4.32G 0.01224 0.01018 0.002776 65 640: 78%|#######7 | 31/40 [00:06<00:01, 5.27it/s] 275/499 4.32G 0.01224 0.01018 0.002776 65 640: 80%|######## | 32/40 [00:06<00:01, 5.13it/s] 275/499 4.32G 0.01223 0.01016 0.002793 66 640: 80%|######## | 32/40 [00:06<00:01, 5.13it/s] 275/499 4.32G 0.01223 0.01016 0.002793 66 640: 82%|########2 | 33/40 [00:06<00:01, 5.24it/s] 275/499 4.32G 0.01222 0.01016 0.002811 66 640: 82%|########2 | 33/40 [00:06<00:01, 5.24it/s] 275/499 4.32G 0.01222 0.01016 0.002811 66 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 275/499 4.32G 0.0122 0.01015 0.002812 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 275/499 4.32G 0.0122 0.01015 0.002812 76 640: 88%|########7 | 35/40 [00:06<00:00, 5.16it/s] 275/499 4.32G 0.01231 0.01014 0.002927 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.16it/s] 275/499 4.32G 0.01231 0.01014 0.002927 73 640: 90%|######### | 36/40 [00:06<00:00, 5.23it/s] 275/499 4.32G 0.01233 0.01016 0.002946 72 640: 90%|######### | 36/40 [00:07<00:00, 5.23it/s] 275/499 4.32G 0.01233 0.01016 0.002946 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 275/499 4.32G 0.01231 0.01017 0.002953 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 275/499 4.32G 0.01231 0.01017 0.002953 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.12it/s] 275/499 4.32G 0.01233 0.01021 0.002921 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.12it/s] 275/499 4.32G 0.01233 0.01021 0.002921 79 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 275/499 4.32G 0.01243 0.01025 0.003026 43 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 275/499 4.32G 0.01243 0.01025 0.003026 43 640: 100%|##########| 40/40 [00:07<00:00, 5.41it/s] 275/499 4.32G 0.01243 0.01025 0.003026 43 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.86 0.876 0.891 0.773 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 276/499 4.32G 0.01125 0.0119 0.001231 83 640: 0%| | 0/40 [00:00<?, ?it/s] 276/499 4.32G 0.01125 0.0119 0.001231 83 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 276/499 4.32G 0.01194 0.01113 0.001736 79 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 276/499 4.32G 0.01194 0.01113 0.001736 79 640: 5%|5 | 2/40 [00:00<00:07, 5.30it/s] 276/499 4.32G 0.01262 0.01053 0.001798 64 640: 5%|5 | 2/40 [00:00<00:07, 5.30it/s] 276/499 4.32G 0.01262 0.01053 0.001798 64 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 276/499 4.32G 0.01278 0.01054 0.001943 70 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 276/499 4.32G 0.01278 0.01054 0.001943 70 640: 10%|# | 4/40 [00:00<00:06, 5.16it/s] 276/499 4.32G 0.01263 0.01059 0.001979 75 640: 10%|# | 4/40 [00:00<00:06, 5.16it/s] 276/499 4.32G 0.01263 0.01059 0.001979 75 640: 12%|#2 | 5/40 [00:00<00:06, 5.26it/s] 276/499 4.32G 0.01256 0.01001 0.002217 54 640: 12%|#2 | 5/40 [00:01<00:06, 5.26it/s] 276/499 4.32G 0.01256 0.01001 0.002217 54 640: 15%|#5 | 6/40 [00:01<00:06, 5.31it/s] 276/499 4.32G 0.01275 0.01047 0.002308 82 640: 15%|#5 | 6/40 [00:01<00:06, 5.31it/s] 276/499 4.32G 0.01275 0.01047 0.002308 82 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 276/499 4.32G 0.01259 0.01061 0.002309 86 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 276/499 4.32G 0.01259 0.01061 0.002309 86 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 276/499 4.32G 0.01272 0.01073 0.002263 75 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 276/499 4.32G 0.01272 0.01073 0.002263 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 276/499 4.32G 0.01274 0.01078 0.002442 73 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 276/499 4.32G 0.01274 0.01078 0.002442 73 640: 25%|##5 | 10/40 [00:01<00:05, 5.18it/s] 276/499 4.32G 0.01272 0.0108 0.002336 81 640: 25%|##5 | 10/40 [00:02<00:05, 5.18it/s] 276/499 4.32G 0.01272 0.0108 0.002336 81 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 276/499 4.32G 0.01263 0.01061 0.002267 63 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 276/499 4.32G 0.01263 0.01061 0.002267 63 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 276/499 4.32G 0.01257 0.01041 0.002152 56 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 276/499 4.32G 0.01257 0.01041 0.002152 56 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 276/499 4.32G 0.01258 0.0104 0.002308 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 276/499 4.32G 0.01258 0.0104 0.002308 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 276/499 4.32G 0.01257 0.01039 0.002219 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 276/499 4.32G 0.01257 0.01039 0.002219 76 640: 38%|###7 | 15/40 [00:02<00:04, 5.32it/s] 276/499 4.32G 0.01261 0.0105 0.002312 87 640: 38%|###7 | 15/40 [00:03<00:04, 5.32it/s] 276/499 4.32G 0.01261 0.0105 0.002312 87 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 276/499 4.32G 0.01259 0.01059 0.00228 83 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 276/499 4.32G 0.01259 0.01059 0.00228 83 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 276/499 4.32G 0.01257 0.0106 0.002219 77 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 276/499 4.32G 0.01257 0.0106 0.002219 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 276/499 4.32G 0.01256 0.01059 0.002218 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 276/499 4.32G 0.01256 0.01059 0.002218 73 640: 48%|####7 | 19/40 [00:03<00:04, 5.20it/s] 276/499 4.32G 0.01275 0.01067 0.00234 77 640: 48%|####7 | 19/40 [00:03<00:04, 5.20it/s] 276/499 4.32G 0.01275 0.01067 0.00234 77 640: 50%|##### | 20/40 [00:03<00:03, 5.27it/s] 276/499 4.32G 0.01269 0.01065 0.002341 78 640: 50%|##### | 20/40 [00:03<00:03, 5.27it/s] 276/499 4.32G 0.01269 0.01065 0.002341 78 640: 52%|#####2 | 21/40 [00:03<00:03, 5.32it/s] 276/499 4.32G 0.01263 0.01068 0.002267 79 640: 52%|#####2 | 21/40 [00:04<00:03, 5.32it/s] 276/499 4.32G 0.01263 0.01068 0.002267 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.16it/s] 276/499 4.32G 0.01271 0.0108 0.002219 93 640: 55%|#####5 | 22/40 [00:04<00:03, 5.16it/s] 276/499 4.32G 0.01271 0.0108 0.002219 93 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 276/499 4.32G 0.01276 0.01089 0.002229 81 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 276/499 4.32G 0.01276 0.01089 0.002229 81 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 276/499 4.32G 0.01266 0.01078 0.002193 72 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 276/499 4.32G 0.01266 0.01078 0.002193 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.20it/s] 276/499 4.32G 0.01264 0.01083 0.002214 85 640: 62%|######2 | 25/40 [00:04<00:02, 5.20it/s] 276/499 4.32G 0.01264 0.01083 0.002214 85 640: 65%|######5 | 26/40 [00:04<00:02, 5.26it/s] 276/499 4.32G 0.0127 0.01077 0.002203 63 640: 65%|######5 | 26/40 [00:05<00:02, 5.26it/s] 276/499 4.32G 0.0127 0.01077 0.002203 63 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 276/499 4.32G 0.01267 0.01083 0.002195 94 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 276/499 4.32G 0.01267 0.01083 0.002195 94 640: 70%|####### | 28/40 [00:05<00:02, 5.17it/s] 276/499 4.32G 0.01272 0.01087 0.002212 83 640: 70%|####### | 28/40 [00:05<00:02, 5.17it/s] 276/499 4.32G 0.01272 0.01087 0.002212 83 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 276/499 4.32G 0.01273 0.01084 0.002188 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 276/499 4.32G 0.01273 0.01084 0.002188 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 276/499 4.32G 0.01268 0.01087 0.002219 88 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 276/499 4.32G 0.01268 0.01087 0.002219 88 640: 78%|#######7 | 31/40 [00:05<00:01, 5.15it/s] 276/499 4.32G 0.01261 0.01079 0.002202 68 640: 78%|#######7 | 31/40 [00:06<00:01, 5.15it/s] 276/499 4.32G 0.01261 0.01079 0.002202 68 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 276/499 4.32G 0.0126 0.01074 0.002179 66 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 276/499 4.32G 0.0126 0.01074 0.002179 66 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 276/499 4.32G 0.01256 0.01073 0.002229 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 276/499 4.32G 0.01256 0.01073 0.002229 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.18it/s] 276/499 4.32G 0.01251 0.01065 0.002215 61 640: 85%|########5 | 34/40 [00:06<00:01, 5.18it/s] 276/499 4.32G 0.01251 0.01065 0.002215 61 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 276/499 4.32G 0.01252 0.01063 0.002197 66 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 276/499 4.32G 0.01252 0.01063 0.002197 66 640: 90%|######### | 36/40 [00:06<00:00, 5.31it/s] 276/499 4.32G 0.01251 0.01059 0.002243 58 640: 90%|######### | 36/40 [00:07<00:00, 5.31it/s] 276/499 4.32G 0.01251 0.01059 0.002243 58 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 276/499 4.32G 0.0125 0.01062 0.002221 88 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 276/499 4.32G 0.0125 0.01062 0.002221 88 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 276/499 4.32G 0.01246 0.01059 0.002219 76 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 276/499 4.32G 0.01246 0.01059 0.002219 76 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 276/499 4.32G 0.01246 0.01062 0.00228 45 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 276/499 4.32G 0.01246 0.01062 0.00228 45 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] 276/499 4.32G 0.01246 0.01062 0.00228 45 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.873 0.887 0.897 0.778 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 277/499 4.32G 0.01235 0.01143 0.006651 77 640: 0%| | 0/40 [00:00<?, ?it/s] 277/499 4.32G 0.01235 0.01143 0.006651 77 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 277/499 4.32G 0.012 0.01101 0.004532 77 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 277/499 4.32G 0.012 0.01101 0.004532 77 640: 5%|5 | 2/40 [00:00<00:06, 5.54it/s] 277/499 4.32G 0.01143 0.01072 0.003247 80 640: 5%|5 | 2/40 [00:00<00:06, 5.54it/s] 277/499 4.32G 0.01143 0.01072 0.003247 80 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 277/499 4.32G 0.01189 0.01077 0.002741 79 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 277/499 4.32G 0.01189 0.01077 0.002741 79 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 277/499 4.32G 0.01183 0.01093 0.002548 84 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 277/499 4.32G 0.01183 0.01093 0.002548 84 640: 12%|#2 | 5/40 [00:00<00:06, 5.35it/s] 277/499 4.32G 0.01181 0.01049 0.002375 67 640: 12%|#2 | 5/40 [00:01<00:06, 5.35it/s] 277/499 4.32G 0.01181 0.01049 0.002375 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.21it/s] 277/499 4.32G 0.01203 0.01021 0.002309 53 640: 15%|#5 | 6/40 [00:01<00:06, 5.21it/s] 277/499 4.32G 0.01203 0.01021 0.002309 53 640: 18%|#7 | 7/40 [00:01<00:06, 5.29it/s] 277/499 4.32G 0.01217 0.01004 0.00245 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.29it/s] 277/499 4.32G 0.01217 0.01004 0.00245 70 640: 20%|## | 8/40 [00:01<00:05, 5.35it/s] 277/499 4.32G 0.01227 0.009915 0.00229 72 640: 20%|## | 8/40 [00:01<00:05, 5.35it/s] 277/499 4.32G 0.01227 0.009915 0.00229 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 277/499 4.32G 0.01213 0.009841 0.002369 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 277/499 4.32G 0.01213 0.009841 0.002369 71 640: 25%|##5 | 10/40 [00:01<00:05, 5.30it/s] 277/499 4.32G 0.01213 0.009736 0.002286 70 640: 25%|##5 | 10/40 [00:02<00:05, 5.30it/s] 277/499 4.32G 0.01213 0.009736 0.002286 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.36it/s] 277/499 4.32G 0.01218 0.009697 0.002231 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.36it/s] 277/499 4.32G 0.01218 0.009697 0.002231 72 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 277/499 4.32G 0.01202 0.00974 0.002284 84 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 277/499 4.32G 0.01202 0.00974 0.002284 84 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 277/499 4.32G 0.01207 0.009803 0.002232 80 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 277/499 4.32G 0.01207 0.009803 0.002232 80 640: 35%|###5 | 14/40 [00:02<00:04, 5.37it/s] 277/499 4.32G 0.01208 0.009915 0.002167 72 640: 35%|###5 | 14/40 [00:02<00:04, 5.37it/s] 277/499 4.32G 0.01208 0.009915 0.002167 72 640: 38%|###7 | 15/40 [00:02<00:04, 5.09it/s] 277/499 4.32G 0.01212 0.01015 0.002193 91 640: 38%|###7 | 15/40 [00:03<00:04, 5.09it/s] 277/499 4.32G 0.01212 0.01015 0.002193 91 640: 40%|#### | 16/40 [00:03<00:04, 5.18it/s] 277/499 4.32G 0.01215 0.01024 0.002134 75 640: 40%|#### | 16/40 [00:03<00:04, 5.18it/s] 277/499 4.32G 0.01215 0.01024 0.002134 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 277/499 4.32G 0.01221 0.01022 0.002247 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 277/499 4.32G 0.01221 0.01022 0.002247 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.14it/s] 277/499 4.32G 0.01226 0.01023 0.002266 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.14it/s] 277/499 4.32G 0.01226 0.01023 0.002266 78 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 277/499 4.32G 0.0123 0.01028 0.002239 71 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 277/499 4.32G 0.0123 0.01028 0.002239 71 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 277/499 4.32G 0.01231 0.01025 0.002191 69 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 277/499 4.32G 0.01231 0.01025 0.002191 69 640: 52%|#####2 | 21/40 [00:03<00:03, 5.18it/s] 277/499 4.32G 0.01234 0.01041 0.0023 94 640: 52%|#####2 | 21/40 [00:04<00:03, 5.18it/s] 277/499 4.32G 0.01234 0.01041 0.0023 94 640: 55%|#####5 | 22/40 [00:04<00:03, 5.26it/s] 277/499 4.32G 0.01246 0.01045 0.002259 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.26it/s] 277/499 4.32G 0.01246 0.01045 0.002259 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 277/499 4.32G 0.01249 0.01052 0.002224 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 277/499 4.32G 0.01249 0.01052 0.002224 76 640: 60%|###### | 24/40 [00:04<00:03, 5.20it/s] 277/499 4.32G 0.01243 0.0105 0.002217 79 640: 60%|###### | 24/40 [00:04<00:03, 5.20it/s] 277/499 4.32G 0.01243 0.0105 0.002217 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 277/499 4.32G 0.01239 0.01051 0.002207 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 277/499 4.32G 0.01239 0.01051 0.002207 75 640: 65%|######5 | 26/40 [00:04<00:02, 5.26it/s] 277/499 4.32G 0.01237 0.01049 0.002156 70 640: 65%|######5 | 26/40 [00:05<00:02, 5.26it/s] 277/499 4.32G 0.01237 0.01049 0.002156 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.07it/s] 277/499 4.32G 0.01245 0.01054 0.002116 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.07it/s] 277/499 4.32G 0.01245 0.01054 0.002116 70 640: 70%|####### | 28/40 [00:05<00:02, 5.18it/s] 277/499 4.32G 0.01245 0.01047 0.002135 65 640: 70%|####### | 28/40 [00:05<00:02, 5.18it/s] 277/499 4.32G 0.01245 0.01047 0.002135 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 277/499 4.32G 0.01246 0.01046 0.002188 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 277/499 4.32G 0.01246 0.01046 0.002188 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.11it/s] 277/499 4.32G 0.01247 0.01043 0.002151 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.11it/s] 277/499 4.32G 0.01247 0.01043 0.002151 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.20it/s] 277/499 4.32G 0.01246 0.01038 0.002372 67 640: 78%|#######7 | 31/40 [00:06<00:01, 5.20it/s] 277/499 4.32G 0.01246 0.01038 0.002372 67 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 277/499 4.32G 0.0124 0.01036 0.002326 80 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 277/499 4.32G 0.0124 0.01036 0.002326 80 640: 82%|########2 | 33/40 [00:06<00:01, 5.16it/s] 277/499 4.32G 0.01241 0.01038 0.002392 81 640: 82%|########2 | 33/40 [00:06<00:01, 5.16it/s] 277/499 4.32G 0.01241 0.01038 0.002392 81 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 277/499 4.32G 0.01239 0.01033 0.002339 69 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 277/499 4.32G 0.01239 0.01033 0.002339 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 277/499 4.32G 0.0124 0.01026 0.002368 57 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 277/499 4.32G 0.0124 0.01026 0.002368 57 640: 90%|######### | 36/40 [00:06<00:00, 5.13it/s] 277/499 4.32G 0.01238 0.01025 0.002361 79 640: 90%|######### | 36/40 [00:07<00:00, 5.13it/s] 277/499 4.32G 0.01238 0.01025 0.002361 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.16it/s] 277/499 4.32G 0.01234 0.01023 0.002353 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.16it/s] 277/499 4.32G 0.01234 0.01023 0.002353 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 277/499 4.32G 0.01235 0.01024 0.002332 73 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 277/499 4.32G 0.01235 0.01024 0.002332 73 640: 98%|#########7| 39/40 [00:07<00:00, 5.11it/s] 277/499 4.32G 0.01234 0.01027 0.002305 34 640: 98%|#########7| 39/40 [00:07<00:00, 5.11it/s] 277/499 4.32G 0.01234 0.01027 0.002305 34 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] 277/499 4.32G 0.01234 0.01027 0.002305 34 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.848 0.911 0.898 0.778 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 278/499 4.32G 0.01202 0.01232 0.0005529 96 640: 0%| | 0/40 [00:00<?, ?it/s] 278/499 4.32G 0.01202 0.01232 0.0005529 96 640: 2%|2 | 1/40 [00:00<00:07, 5.44it/s] 278/499 4.32G 0.01252 0.01202 0.001092 83 640: 2%|2 | 1/40 [00:00<00:07, 5.44it/s] 278/499 4.32G 0.01252 0.01202 0.001092 83 640: 5%|5 | 2/40 [00:00<00:07, 5.07it/s] 278/499 4.32G 0.01207 0.01119 0.0008752 66 640: 5%|5 | 2/40 [00:00<00:07, 5.07it/s] 278/499 4.32G 0.01207 0.01119 0.0008752 66 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 278/499 4.32G 0.01168 0.01052 0.001447 69 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 278/499 4.32G 0.01168 0.01052 0.001447 69 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 278/499 4.32G 0.01164 0.01043 0.001427 75 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 278/499 4.32G 0.01164 0.01043 0.001427 75 640: 12%|#2 | 5/40 [00:00<00:06, 5.18it/s] 278/499 4.32G 0.01184 0.009982 0.001625 58 640: 12%|#2 | 5/40 [00:01<00:06, 5.18it/s] 278/499 4.32G 0.01184 0.009982 0.001625 58 640: 15%|#5 | 6/40 [00:01<00:06, 5.28it/s] 278/499 4.32G 0.01196 0.009723 0.001513 63 640: 15%|#5 | 6/40 [00:01<00:06, 5.28it/s] 278/499 4.32G 0.01196 0.009723 0.001513 63 640: 18%|#7 | 7/40 [00:01<00:06, 5.36it/s] 278/499 4.32G 0.01204 0.009885 0.001465 83 640: 18%|#7 | 7/40 [00:01<00:06, 5.36it/s] 278/499 4.32G 0.01204 0.009885 0.001465 83 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 278/499 4.32G 0.0119 0.01002 0.001399 80 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 278/499 4.32G 0.0119 0.01002 0.001399 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 278/499 4.32G 0.01193 0.01007 0.001334 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 278/499 4.32G 0.01193 0.01007 0.001334 75 640: 25%|##5 | 10/40 [00:01<00:05, 5.40it/s] 278/499 4.32G 0.01197 0.0103 0.001434 88 640: 25%|##5 | 10/40 [00:02<00:05, 5.40it/s] 278/499 4.32G 0.01197 0.0103 0.001434 88 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 278/499 4.32G 0.01204 0.01029 0.001837 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 278/499 4.32G 0.01204 0.01029 0.001837 70 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 278/499 4.32G 0.01221 0.01052 0.0019 75 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 278/499 4.32G 0.01221 0.01052 0.0019 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 278/499 4.32G 0.01224 0.01052 0.001853 79 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 278/499 4.32G 0.01224 0.01052 0.001853 79 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 278/499 4.32G 0.01224 0.01053 0.001863 81 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 278/499 4.32G 0.01224 0.01053 0.001863 81 640: 38%|###7 | 15/40 [00:02<00:04, 5.31it/s] 278/499 4.32G 0.01229 0.01043 0.001931 68 640: 38%|###7 | 15/40 [00:03<00:04, 5.31it/s] 278/499 4.32G 0.01229 0.01043 0.001931 68 640: 40%|#### | 16/40 [00:03<00:04, 5.37it/s] 278/499 4.32G 0.01232 0.01038 0.002 71 640: 40%|#### | 16/40 [00:03<00:04, 5.37it/s] 278/499 4.32G 0.01232 0.01038 0.002 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 278/499 4.32G 0.01238 0.01052 0.002339 77 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 278/499 4.32G 0.01238 0.01052 0.002339 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 278/499 4.32G 0.01241 0.01045 0.002295 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 278/499 4.32G 0.01241 0.01045 0.002295 69 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 278/499 4.32G 0.01234 0.01033 0.002309 62 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 278/499 4.32G 0.01234 0.01033 0.002309 62 640: 50%|##### | 20/40 [00:03<00:03, 5.18it/s] 278/499 4.32G 0.01235 0.01045 0.00226 86 640: 50%|##### | 20/40 [00:03<00:03, 5.18it/s] 278/499 4.32G 0.01235 0.01045 0.00226 86 640: 52%|#####2 | 21/40 [00:03<00:03, 5.27it/s] 278/499 4.32G 0.01232 0.01042 0.002409 78 640: 52%|#####2 | 21/40 [00:04<00:03, 5.27it/s] 278/499 4.32G 0.01232 0.01042 0.002409 78 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 278/499 4.32G 0.01227 0.01034 0.002417 63 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 278/499 4.32G 0.01227 0.01034 0.002417 63 640: 57%|#####7 | 23/40 [00:04<00:03, 5.19it/s] 278/499 4.32G 0.01239 0.01035 0.002642 65 640: 57%|#####7 | 23/40 [00:04<00:03, 5.19it/s] 278/499 4.32G 0.01239 0.01035 0.002642 65 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 278/499 4.32G 0.01236 0.01034 0.002821 72 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 278/499 4.32G 0.01236 0.01034 0.002821 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.37it/s] 278/499 4.32G 0.0123 0.01035 0.002757 82 640: 62%|######2 | 25/40 [00:04<00:02, 5.37it/s] 278/499 4.32G 0.0123 0.01035 0.002757 82 640: 65%|######5 | 26/40 [00:04<00:02, 5.21it/s] 278/499 4.32G 0.01223 0.01031 0.002671 69 640: 65%|######5 | 26/40 [00:05<00:02, 5.21it/s] 278/499 4.32G 0.01223 0.01031 0.002671 69 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 278/499 4.32G 0.01226 0.01031 0.002713 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 278/499 4.32G 0.01226 0.01031 0.002713 73 640: 70%|####### | 28/40 [00:05<00:02, 5.36it/s] 278/499 4.32G 0.0123 0.01029 0.003013 61 640: 70%|####### | 28/40 [00:05<00:02, 5.36it/s] 278/499 4.32G 0.0123 0.01029 0.003013 61 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 278/499 4.32G 0.01226 0.01023 0.003112 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 278/499 4.32G 0.01226 0.01023 0.003112 67 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 278/499 4.32G 0.01227 0.01018 0.003022 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 278/499 4.32G 0.01227 0.01018 0.003022 66 640: 78%|#######7 | 31/40 [00:05<00:01, 5.31it/s] 278/499 4.32G 0.01223 0.01018 0.002962 72 640: 78%|#######7 | 31/40 [00:06<00:01, 5.31it/s] 278/499 4.32G 0.01223 0.01018 0.002962 72 640: 80%|######## | 32/40 [00:06<00:01, 5.17it/s] 278/499 4.32G 0.01222 0.01015 0.0029 72 640: 80%|######## | 32/40 [00:06<00:01, 5.17it/s] 278/499 4.32G 0.01222 0.01015 0.0029 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.23it/s] 278/499 4.32G 0.01219 0.01018 0.00283 84 640: 82%|########2 | 33/40 [00:06<00:01, 5.23it/s] 278/499 4.32G 0.01219 0.01018 0.00283 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 278/499 4.32G 0.01216 0.01015 0.002809 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 278/499 4.32G 0.01216 0.01015 0.002809 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 278/499 4.32G 0.01217 0.01015 0.002846 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 278/499 4.32G 0.01217 0.01015 0.002846 69 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 278/499 4.32G 0.0122 0.01015 0.002837 72 640: 90%|######### | 36/40 [00:07<00:00, 5.25it/s] 278/499 4.32G 0.0122 0.01015 0.002837 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.33it/s] 278/499 4.32G 0.01217 0.01022 0.002796 93 640: 92%|#########2| 37/40 [00:07<00:00, 5.33it/s] 278/499 4.32G 0.01217 0.01022 0.002796 93 640: 95%|#########5| 38/40 [00:07<00:00, 5.19it/s] 278/499 4.32G 0.01223 0.01026 0.002798 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.19it/s] 278/499 4.32G 0.01223 0.01026 0.002798 75 640: 98%|#########7| 39/40 [00:07<00:00, 5.27it/s] 278/499 4.32G 0.01229 0.0103 0.002871 40 640: 98%|#########7| 39/40 [00:07<00:00, 5.27it/s] 278/499 4.32G 0.01229 0.0103 0.002871 40 640: 100%|##########| 40/40 [00:07<00:00, 5.42it/s] 278/499 4.32G 0.01229 0.0103 0.002871 40 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s] all 132 263 0.91 0.879 0.911 0.791 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 279/499 4.32G 0.01138 0.008442 0.00203 71 640: 0%| | 0/40 [00:00<?, ?it/s] 279/499 4.32G 0.01138 0.008442 0.00203 71 640: 2%|2 | 1/40 [00:00<00:07, 5.02it/s] 279/499 4.32G 0.01184 0.009761 0.001851 81 640: 2%|2 | 1/40 [00:00<00:07, 5.02it/s] 279/499 4.32G 0.01184 0.009761 0.001851 81 640: 5%|5 | 2/40 [00:00<00:07, 5.30it/s] 279/499 4.32G 0.01186 0.009938 0.002495 73 640: 5%|5 | 2/40 [00:00<00:07, 5.30it/s] 279/499 4.32G 0.01186 0.009938 0.002495 73 640: 8%|7 | 3/40 [00:00<00:06, 5.41it/s] 279/499 4.32G 0.01207 0.01049 0.00275 84 640: 8%|7 | 3/40 [00:00<00:06, 5.41it/s] 279/499 4.32G 0.01207 0.01049 0.00275 84 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 279/499 4.32G 0.0122 0.01038 0.002722 64 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 279/499 4.32G 0.0122 0.01038 0.002722 64 640: 12%|#2 | 5/40 [00:00<00:06, 5.31it/s] 279/499 4.32G 0.01224 0.01049 0.00286 88 640: 12%|#2 | 5/40 [00:01<00:06, 5.31it/s] 279/499 4.32G 0.01224 0.01049 0.00286 88 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 279/499 4.32G 0.01224 0.01031 0.00352 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 279/499 4.32G 0.01224 0.01031 0.00352 66 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 279/499 4.32G 0.01216 0.01029 0.003297 72 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 279/499 4.32G 0.01216 0.01029 0.003297 72 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 279/499 4.32G 0.01223 0.01014 0.003105 65 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 279/499 4.32G 0.01223 0.01014 0.003105 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.38it/s] 279/499 4.32G 0.01217 0.01021 0.003064 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.38it/s] 279/499 4.32G 0.01217 0.01021 0.003064 76 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 279/499 4.32G 0.01228 0.01041 0.003023 95 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 279/499 4.32G 0.01228 0.01041 0.003023 95 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 279/499 4.32G 0.01231 0.0104 0.002859 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 279/499 4.32G 0.01231 0.0104 0.002859 74 640: 30%|### | 12/40 [00:02<00:05, 5.38it/s] 279/499 4.32G 0.01228 0.01031 0.0029 66 640: 30%|### | 12/40 [00:02<00:05, 5.38it/s] 279/499 4.32G 0.01228 0.01031 0.0029 66 640: 32%|###2 | 13/40 [00:02<00:05, 5.23it/s] 279/499 4.32G 0.01229 0.01028 0.002797 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.23it/s] 279/499 4.32G 0.01229 0.01028 0.002797 68 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 279/499 4.32G 0.01233 0.01037 0.002925 82 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 279/499 4.32G 0.01233 0.01037 0.002925 82 640: 38%|###7 | 15/40 [00:02<00:04, 5.37it/s] 279/499 4.32G 0.01235 0.0104 0.00286 79 640: 38%|###7 | 15/40 [00:03<00:04, 5.37it/s] 279/499 4.32G 0.01235 0.0104 0.00286 79 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 279/499 4.32G 0.01233 0.0103 0.002912 71 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 279/499 4.32G 0.01233 0.0103 0.002912 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.33it/s] 279/499 4.32G 0.01228 0.01027 0.002888 60 640: 42%|####2 | 17/40 [00:03<00:04, 5.33it/s] 279/499 4.32G 0.01228 0.01027 0.002888 60 640: 45%|####5 | 18/40 [00:03<00:04, 5.40it/s] 279/499 4.32G 0.01229 0.01024 0.002919 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.40it/s] 279/499 4.32G 0.01229 0.01024 0.002919 70 640: 48%|####7 | 19/40 [00:03<00:03, 5.25it/s] 279/499 4.32G 0.01222 0.01026 0.002867 80 640: 48%|####7 | 19/40 [00:03<00:03, 5.25it/s] 279/499 4.32G 0.01222 0.01026 0.002867 80 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 279/499 4.32G 0.01225 0.01029 0.002884 80 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 279/499 4.32G 0.01225 0.01029 0.002884 80 640: 52%|#####2 | 21/40 [00:03<00:03, 5.38it/s] 279/499 4.32G 0.01222 0.01018 0.002884 52 640: 52%|#####2 | 21/40 [00:04<00:03, 5.38it/s] 279/499 4.32G 0.01222 0.01018 0.002884 52 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 279/499 4.32G 0.01216 0.01028 0.002836 84 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 279/499 4.32G 0.01216 0.01028 0.002836 84 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 279/499 4.32G 0.01221 0.01048 0.002893 100 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 279/499 4.32G 0.01221 0.01048 0.002893 100 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 279/499 4.32G 0.01223 0.01056 0.002861 84 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 279/499 4.32G 0.01223 0.01056 0.002861 84 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 279/499 4.32G 0.01225 0.01057 0.002918 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 279/499 4.32G 0.01225 0.01057 0.002918 74 640: 65%|######5 | 26/40 [00:04<00:02, 5.26it/s] 279/499 4.32G 0.01225 0.01051 0.002872 65 640: 65%|######5 | 26/40 [00:05<00:02, 5.26it/s] 279/499 4.32G 0.01225 0.01051 0.002872 65 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 279/499 4.32G 0.01232 0.01053 0.002852 60 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 279/499 4.32G 0.01232 0.01053 0.002852 60 640: 70%|####### | 28/40 [00:05<00:02, 5.14it/s] 279/499 4.32G 0.01228 0.01057 0.002839 87 640: 70%|####### | 28/40 [00:05<00:02, 5.14it/s] 279/499 4.32G 0.01228 0.01057 0.002839 87 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 279/499 4.32G 0.01222 0.01054 0.002789 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 279/499 4.32G 0.01222 0.01054 0.002789 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 279/499 4.32G 0.01223 0.01056 0.002794 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 279/499 4.32G 0.01223 0.01056 0.002794 76 640: 78%|#######7 | 31/40 [00:05<00:01, 5.18it/s] 279/499 4.32G 0.01221 0.01058 0.002738 77 640: 78%|#######7 | 31/40 [00:06<00:01, 5.18it/s] 279/499 4.32G 0.01221 0.01058 0.002738 77 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 279/499 4.32G 0.01221 0.01058 0.002748 81 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 279/499 4.32G 0.01221 0.01058 0.002748 81 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 279/499 4.32G 0.01218 0.01059 0.002701 86 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 279/499 4.32G 0.01218 0.01059 0.002701 86 640: 85%|########5 | 34/40 [00:06<00:01, 5.13it/s] 279/499 4.32G 0.01216 0.01059 0.002674 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.13it/s] 279/499 4.32G 0.01216 0.01059 0.002674 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 279/499 4.32G 0.0122 0.01058 0.002654 80 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 279/499 4.32G 0.0122 0.01058 0.002654 80 640: 90%|######### | 36/40 [00:06<00:00, 5.29it/s] 279/499 4.32G 0.01223 0.01056 0.002647 63 640: 90%|######### | 36/40 [00:07<00:00, 5.29it/s] 279/499 4.32G 0.01223 0.01056 0.002647 63 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 279/499 4.32G 0.01229 0.01055 0.002636 64 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 279/499 4.32G 0.01229 0.01055 0.002636 64 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 279/499 4.32G 0.01231 0.01051 0.002649 65 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 279/499 4.32G 0.01231 0.01051 0.002649 65 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 279/499 4.32G 0.01236 0.01042 0.002615 26 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 279/499 4.32G 0.01236 0.01042 0.002615 26 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] 279/499 4.32G 0.01236 0.01042 0.002615 26 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.921 0.882 0.92 0.789 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 280/499 4.32G 0.01303 0.009335 0.002146 71 640: 0%| | 0/40 [00:00<?, ?it/s] 280/499 4.32G 0.01303 0.009335 0.002146 71 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 280/499 4.32G 0.01289 0.01039 0.003137 69 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 280/499 4.32G 0.01289 0.01039 0.003137 69 640: 5%|5 | 2/40 [00:00<00:06, 5.56it/s] 280/499 4.32G 0.0128 0.009508 0.002351 67 640: 5%|5 | 2/40 [00:00<00:06, 5.56it/s] 280/499 4.32G 0.0128 0.009508 0.002351 67 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 280/499 4.32G 0.01222 0.009834 0.00217 95 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 280/499 4.32G 0.01222 0.009834 0.00217 95 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 280/499 4.32G 0.01253 0.01032 0.002308 84 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 280/499 4.32G 0.01253 0.01032 0.002308 84 640: 12%|#2 | 5/40 [00:00<00:06, 5.45it/s] 280/499 4.32G 0.0124 0.009995 0.002845 67 640: 12%|#2 | 5/40 [00:01<00:06, 5.45it/s] 280/499 4.32G 0.0124 0.009995 0.002845 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.29it/s] 280/499 4.32G 0.01233 0.0101 0.002665 83 640: 15%|#5 | 6/40 [00:01<00:06, 5.29it/s] 280/499 4.32G 0.01233 0.0101 0.002665 83 640: 18%|#7 | 7/40 [00:01<00:06, 5.36it/s] 280/499 4.32G 0.0123 0.01012 0.00249 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.36it/s] 280/499 4.32G 0.0123 0.01012 0.00249 70 640: 20%|## | 8/40 [00:01<00:05, 5.41it/s] 280/499 4.32G 0.01227 0.01002 0.002522 71 640: 20%|## | 8/40 [00:01<00:05, 5.41it/s] 280/499 4.32G 0.01227 0.01002 0.002522 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 280/499 4.32G 0.0123 0.01001 0.002334 67 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 280/499 4.32G 0.0123 0.01001 0.002334 67 640: 25%|##5 | 10/40 [00:01<00:05, 5.35it/s] 280/499 4.32G 0.01225 0.01004 0.002372 74 640: 25%|##5 | 10/40 [00:02<00:05, 5.35it/s] 280/499 4.32G 0.01225 0.01004 0.002372 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.43it/s] 280/499 4.32G 0.01226 0.01012 0.002511 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.43it/s] 280/499 4.32G 0.01226 0.01012 0.002511 79 640: 30%|### | 12/40 [00:02<00:05, 5.28it/s] 280/499 4.32G 0.01218 0.0101 0.002537 72 640: 30%|### | 12/40 [00:02<00:05, 5.28it/s] 280/499 4.32G 0.01218 0.0101 0.002537 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 280/499 4.32G 0.01205 0.009959 0.002461 62 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 280/499 4.32G 0.01205 0.009959 0.002461 62 640: 35%|###5 | 14/40 [00:02<00:04, 5.39it/s] 280/499 4.32G 0.01206 0.01003 0.002423 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.39it/s] 280/499 4.32G 0.01206 0.01003 0.002423 71 640: 38%|###7 | 15/40 [00:02<00:04, 5.23it/s] 280/499 4.32G 0.01215 0.01008 0.002373 81 640: 38%|###7 | 15/40 [00:02<00:04, 5.23it/s] 280/499 4.32G 0.01215 0.01008 0.002373 81 640: 40%|#### | 16/40 [00:02<00:04, 5.31it/s] 280/499 4.32G 0.01202 0.01016 0.002365 85 640: 40%|#### | 16/40 [00:03<00:04, 5.31it/s] 280/499 4.32G 0.01202 0.01016 0.002365 85 640: 42%|####2 | 17/40 [00:03<00:04, 5.40it/s] 280/499 4.32G 0.01204 0.01019 0.002286 87 640: 42%|####2 | 17/40 [00:03<00:04, 5.40it/s] 280/499 4.32G 0.01204 0.01019 0.002286 87 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 280/499 4.32G 0.012 0.01003 0.002539 61 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 280/499 4.32G 0.012 0.01003 0.002539 61 640: 48%|####7 | 19/40 [00:03<00:04, 5.25it/s] 280/499 4.32G 0.01196 0.01005 0.002513 80 640: 48%|####7 | 19/40 [00:03<00:04, 5.25it/s] 280/499 4.32G 0.01196 0.01005 0.002513 80 640: 50%|##### | 20/40 [00:03<00:03, 5.28it/s] 280/499 4.32G 0.01208 0.01017 0.002745 76 640: 50%|##### | 20/40 [00:03<00:03, 5.28it/s] 280/499 4.32G 0.01208 0.01017 0.002745 76 640: 52%|#####2 | 21/40 [00:03<00:03, 5.13it/s] 280/499 4.32G 0.01214 0.01015 0.002683 69 640: 52%|#####2 | 21/40 [00:04<00:03, 5.13it/s] 280/499 4.32G 0.01214 0.01015 0.002683 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 280/499 4.32G 0.0121 0.01011 0.002678 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 280/499 4.32G 0.0121 0.01011 0.002678 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 280/499 4.32G 0.01212 0.0101 0.002664 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 280/499 4.32G 0.01212 0.0101 0.002664 69 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 280/499 4.32G 0.01221 0.01026 0.00275 86 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 280/499 4.32G 0.01221 0.01026 0.00275 86 640: 62%|######2 | 25/40 [00:04<00:02, 5.20it/s] 280/499 4.32G 0.01216 0.01021 0.002712 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.20it/s] 280/499 4.32G 0.01216 0.01021 0.002712 75 640: 65%|######5 | 26/40 [00:04<00:02, 5.28it/s] 280/499 4.32G 0.01219 0.01021 0.002653 70 640: 65%|######5 | 26/40 [00:05<00:02, 5.28it/s] 280/499 4.32G 0.01219 0.01021 0.002653 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 280/499 4.32G 0.01216 0.01015 0.002699 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 280/499 4.32G 0.01216 0.01015 0.002699 70 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 280/499 4.32G 0.01213 0.01018 0.00267 85 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 280/499 4.32G 0.01213 0.01018 0.00267 85 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 280/499 4.32G 0.0121 0.0102 0.002596 86 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 280/499 4.32G 0.0121 0.0102 0.002596 86 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 280/499 4.32G 0.01209 0.01012 0.00263 56 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 280/499 4.32G 0.01209 0.01012 0.00263 56 640: 78%|#######7 | 31/40 [00:05<00:01, 5.26it/s] 280/499 4.32G 0.01207 0.01016 0.002588 82 640: 78%|#######7 | 31/40 [00:06<00:01, 5.26it/s] 280/499 4.32G 0.01207 0.01016 0.002588 82 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 280/499 4.32G 0.01211 0.01015 0.002613 68 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 280/499 4.32G 0.01211 0.01015 0.002613 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.09it/s] 280/499 4.32G 0.01219 0.01016 0.002574 69 640: 82%|########2 | 33/40 [00:06<00:01, 5.09it/s] 280/499 4.32G 0.01219 0.01016 0.002574 69 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 280/499 4.32G 0.01214 0.01013 0.002535 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 280/499 4.32G 0.01214 0.01013 0.002535 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 280/499 4.32G 0.01213 0.01011 0.002492 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 280/499 4.32G 0.01213 0.01011 0.002492 71 640: 90%|######### | 36/40 [00:06<00:00, 5.18it/s] 280/499 4.32G 0.01214 0.01014 0.002444 84 640: 90%|######### | 36/40 [00:07<00:00, 5.18it/s] 280/499 4.32G 0.01214 0.01014 0.002444 84 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 280/499 4.32G 0.01217 0.01009 0.002481 60 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 280/499 4.32G 0.01217 0.01009 0.002481 60 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 280/499 4.32G 0.01216 0.0101 0.002464 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 280/499 4.32G 0.01216 0.0101 0.002464 79 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 280/499 4.32G 0.01218 0.0101 0.002447 44 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 280/499 4.32G 0.01218 0.0101 0.002447 44 640: 100%|##########| 40/40 [00:07<00:00, 5.37it/s] 280/499 4.32G 0.01218 0.0101 0.002447 44 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.908 0.893 0.925 0.798 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 281/499 4.32G 0.01218 0.01297 0.0009309 86 640: 0%| | 0/40 [00:00<?, ?it/s] 281/499 4.32G 0.01218 0.01297 0.0009309 86 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 281/499 4.32G 0.01213 0.01052 0.001957 69 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 281/499 4.32G 0.01213 0.01052 0.001957 69 640: 5%|5 | 2/40 [00:00<00:07, 5.20it/s] 281/499 4.32G 0.01148 0.01001 0.00203 77 640: 5%|5 | 2/40 [00:00<00:07, 5.20it/s] 281/499 4.32G 0.01148 0.01001 0.00203 77 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 281/499 4.32G 0.01184 0.0104 0.002318 84 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 281/499 4.32G 0.01184 0.0104 0.002318 84 640: 10%|# | 4/40 [00:00<00:06, 5.41it/s] 281/499 4.32G 0.01204 0.01052 0.002201 79 640: 10%|# | 4/40 [00:00<00:06, 5.41it/s] 281/499 4.32G 0.01204 0.01052 0.002201 79 640: 12%|#2 | 5/40 [00:00<00:06, 5.22it/s] 281/499 4.32G 0.01205 0.01044 0.00211 74 640: 12%|#2 | 5/40 [00:01<00:06, 5.22it/s] 281/499 4.32G 0.01205 0.01044 0.00211 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 281/499 4.32G 0.01209 0.01052 0.00198 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 281/499 4.32G 0.01209 0.01052 0.00198 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 281/499 4.32G 0.01199 0.01043 0.001838 72 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 281/499 4.32G 0.01199 0.01043 0.001838 72 640: 20%|## | 8/40 [00:01<00:06, 5.19it/s] 281/499 4.32G 0.012 0.01027 0.001991 58 640: 20%|## | 8/40 [00:01<00:06, 5.19it/s] 281/499 4.32G 0.012 0.01027 0.001991 58 640: 22%|##2 | 9/40 [00:01<00:05, 5.28it/s] 281/499 4.32G 0.01206 0.01006 0.002058 60 640: 22%|##2 | 9/40 [00:01<00:05, 5.28it/s] 281/499 4.32G 0.01206 0.01006 0.002058 60 640: 25%|##5 | 10/40 [00:01<00:05, 5.30it/s] 281/499 4.32G 0.01229 0.01012 0.002188 62 640: 25%|##5 | 10/40 [00:02<00:05, 5.30it/s] 281/499 4.32G 0.01229 0.01012 0.002188 62 640: 28%|##7 | 11/40 [00:02<00:05, 5.19it/s] 281/499 4.32G 0.01225 0.01025 0.002089 85 640: 28%|##7 | 11/40 [00:02<00:05, 5.19it/s] 281/499 4.32G 0.01225 0.01025 0.002089 85 640: 30%|### | 12/40 [00:02<00:05, 5.28it/s] 281/499 4.32G 0.01243 0.01028 0.00247 66 640: 30%|### | 12/40 [00:02<00:05, 5.28it/s] 281/499 4.32G 0.01243 0.01028 0.00247 66 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 281/499 4.32G 0.01243 0.01017 0.002422 69 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 281/499 4.32G 0.01243 0.01017 0.002422 69 640: 35%|###5 | 14/40 [00:02<00:04, 5.20it/s] 281/499 4.32G 0.0123 0.01007 0.002332 68 640: 35%|###5 | 14/40 [00:02<00:04, 5.20it/s] 281/499 4.32G 0.0123 0.01007 0.002332 68 640: 38%|###7 | 15/40 [00:02<00:04, 5.23it/s] 281/499 4.32G 0.01226 0.01008 0.002343 78 640: 38%|###7 | 15/40 [00:03<00:04, 5.23it/s] 281/499 4.32G 0.01226 0.01008 0.002343 78 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 281/499 4.32G 0.01226 0.01016 0.002257 78 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 281/499 4.32G 0.01226 0.01016 0.002257 78 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 281/499 4.32G 0.01235 0.0102 0.00232 83 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 281/499 4.32G 0.01235 0.0102 0.00232 83 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 281/499 4.32G 0.01233 0.01033 0.002325 97 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 281/499 4.32G 0.01233 0.01033 0.002325 97 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 281/499 4.32G 0.01224 0.01024 0.002273 66 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 281/499 4.32G 0.01224 0.01024 0.002273 66 640: 50%|##### | 20/40 [00:03<00:03, 5.19it/s] 281/499 4.32G 0.01223 0.01026 0.00222 81 640: 50%|##### | 20/40 [00:03<00:03, 5.19it/s] 281/499 4.32G 0.01223 0.01026 0.00222 81 640: 52%|#####2 | 21/40 [00:03<00:03, 5.28it/s] 281/499 4.32G 0.01216 0.01029 0.002144 79 640: 52%|#####2 | 21/40 [00:04<00:03, 5.28it/s] 281/499 4.32G 0.01216 0.01029 0.002144 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 281/499 4.32G 0.01212 0.01024 0.002065 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 281/499 4.32G 0.01212 0.01024 0.002065 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.12it/s] 281/499 4.32G 0.01222 0.01039 0.002062 87 640: 57%|#####7 | 23/40 [00:04<00:03, 5.12it/s] 281/499 4.32G 0.01222 0.01039 0.002062 87 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 281/499 4.32G 0.01229 0.01039 0.002082 65 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 281/499 4.32G 0.01229 0.01039 0.002082 65 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 281/499 4.32G 0.01233 0.01039 0.002018 67 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 281/499 4.32G 0.01233 0.01039 0.002018 67 640: 65%|######5 | 26/40 [00:04<00:02, 5.15it/s] 281/499 4.32G 0.01238 0.01042 0.002129 74 640: 65%|######5 | 26/40 [00:05<00:02, 5.15it/s] 281/499 4.32G 0.01238 0.01042 0.002129 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.15it/s] 281/499 4.32G 0.01239 0.01052 0.002188 102 640: 68%|######7 | 27/40 [00:05<00:02, 5.15it/s] 281/499 4.32G 0.01239 0.01052 0.002188 102 640: 70%|####### | 28/40 [00:05<00:02, 5.23it/s] 281/499 4.32G 0.01234 0.0105 0.002203 80 640: 70%|####### | 28/40 [00:05<00:02, 5.23it/s] 281/499 4.32G 0.01234 0.0105 0.002203 80 640: 72%|#######2 | 29/40 [00:05<00:02, 5.12it/s] 281/499 4.32G 0.01226 0.01047 0.002197 69 640: 72%|#######2 | 29/40 [00:05<00:02, 5.12it/s] 281/499 4.32G 0.01226 0.01047 0.002197 69 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 281/499 4.32G 0.01223 0.01052 0.002205 87 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 281/499 4.32G 0.01223 0.01052 0.002205 87 640: 78%|#######7 | 31/40 [00:05<00:01, 5.32it/s] 281/499 4.32G 0.01217 0.01047 0.002198 80 640: 78%|#######7 | 31/40 [00:06<00:01, 5.32it/s] 281/499 4.32G 0.01217 0.01047 0.002198 80 640: 80%|######## | 32/40 [00:06<00:01, 5.18it/s] 281/499 4.32G 0.0122 0.01053 0.00218 84 640: 80%|######## | 32/40 [00:06<00:01, 5.18it/s] 281/499 4.32G 0.0122 0.01053 0.00218 84 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 281/499 4.32G 0.01222 0.01053 0.002143 79 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 281/499 4.32G 0.01222 0.01053 0.002143 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 281/499 4.32G 0.01222 0.01054 0.002107 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 281/499 4.32G 0.01222 0.01054 0.002107 79 640: 88%|########7 | 35/40 [00:06<00:00, 5.13it/s] 281/499 4.32G 0.01221 0.01048 0.00221 65 640: 88%|########7 | 35/40 [00:06<00:00, 5.13it/s] 281/499 4.32G 0.01221 0.01048 0.00221 65 640: 90%|######### | 36/40 [00:06<00:00, 5.21it/s] 281/499 4.32G 0.01219 0.01052 0.002217 94 640: 90%|######### | 36/40 [00:07<00:00, 5.21it/s] 281/499 4.32G 0.01219 0.01052 0.002217 94 640: 92%|#########2| 37/40 [00:07<00:00, 5.23it/s] 281/499 4.32G 0.01221 0.0105 0.002193 70 640: 92%|#########2| 37/40 [00:07<00:00, 5.23it/s] 281/499 4.32G 0.01221 0.0105 0.002193 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.13it/s] 281/499 4.32G 0.01221 0.01047 0.002145 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.13it/s] 281/499 4.32G 0.01221 0.01047 0.002145 72 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 281/499 4.32G 0.01221 0.01046 0.002267 36 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 281/499 4.32G 0.01221 0.01046 0.002267 36 640: 100%|##########| 40/40 [00:07<00:00, 5.33it/s] 281/499 4.32G 0.01221 0.01046 0.002267 36 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.926 0.862 0.92 0.796 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 282/499 4.32G 0.01159 0.0091 0.002592 71 640: 0%| | 0/40 [00:00<?, ?it/s] 282/499 4.32G 0.01159 0.0091 0.002592 71 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 282/499 4.32G 0.01274 0.009326 0.003292 71 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 282/499 4.32G 0.01274 0.009326 0.003292 71 640: 5%|5 | 2/40 [00:00<00:07, 5.23it/s] 282/499 4.32G 0.01318 0.01005 0.003317 79 640: 5%|5 | 2/40 [00:00<00:07, 5.23it/s] 282/499 4.32G 0.01318 0.01005 0.003317 79 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 282/499 4.32G 0.01376 0.01092 0.004463 81 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 282/499 4.32G 0.01376 0.01092 0.004463 81 640: 10%|# | 4/40 [00:00<00:06, 5.17it/s] 282/499 4.32G 0.01344 0.01077 0.003932 71 640: 10%|# | 4/40 [00:00<00:06, 5.17it/s] 282/499 4.32G 0.01344 0.01077 0.003932 71 640: 12%|#2 | 5/40 [00:00<00:06, 5.29it/s] 282/499 4.32G 0.01325 0.01094 0.003426 85 640: 12%|#2 | 5/40 [00:01<00:06, 5.29it/s] 282/499 4.32G 0.01325 0.01094 0.003426 85 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 282/499 4.32G 0.01313 0.0108 0.003092 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 282/499 4.32G 0.01313 0.0108 0.003092 66 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 282/499 4.32G 0.01307 0.01084 0.003656 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 282/499 4.32G 0.01307 0.01084 0.003656 79 640: 20%|## | 8/40 [00:01<00:06, 5.30it/s] 282/499 4.32G 0.0132 0.01111 0.003485 78 640: 20%|## | 8/40 [00:01<00:06, 5.30it/s] 282/499 4.32G 0.0132 0.01111 0.003485 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.39it/s] 282/499 4.32G 0.01307 0.01095 0.003444 77 640: 22%|##2 | 9/40 [00:01<00:05, 5.39it/s] 282/499 4.32G 0.01307 0.01095 0.003444 77 640: 25%|##5 | 10/40 [00:01<00:05, 5.22it/s] 282/499 4.32G 0.01298 0.01085 0.003196 80 640: 25%|##5 | 10/40 [00:02<00:05, 5.22it/s] 282/499 4.32G 0.01298 0.01085 0.003196 80 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 282/499 4.32G 0.01299 0.01098 0.003055 90 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 282/499 4.32G 0.01299 0.01098 0.003055 90 640: 30%|### | 12/40 [00:02<00:05, 5.39it/s] 282/499 4.32G 0.0129 0.01095 0.002856 78 640: 30%|### | 12/40 [00:02<00:05, 5.39it/s] 282/499 4.32G 0.0129 0.01095 0.002856 78 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 282/499 4.32G 0.01296 0.01093 0.002939 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 282/499 4.32G 0.01296 0.01093 0.002939 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.33it/s] 282/499 4.32G 0.01289 0.01097 0.002898 93 640: 35%|###5 | 14/40 [00:02<00:04, 5.33it/s] 282/499 4.32G 0.01289 0.01097 0.002898 93 640: 38%|###7 | 15/40 [00:02<00:04, 5.37it/s] 282/499 4.32G 0.01283 0.0109 0.002744 74 640: 38%|###7 | 15/40 [00:03<00:04, 5.37it/s] 282/499 4.32G 0.01283 0.0109 0.002744 74 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 282/499 4.32G 0.01276 0.01077 0.002804 68 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 282/499 4.32G 0.01276 0.01077 0.002804 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 282/499 4.32G 0.01281 0.01076 0.002844 82 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 282/499 4.32G 0.01281 0.01076 0.002844 82 640: 45%|####5 | 18/40 [00:03<00:04, 5.37it/s] 282/499 4.32G 0.01273 0.01065 0.002798 61 640: 45%|####5 | 18/40 [00:03<00:04, 5.37it/s] 282/499 4.32G 0.01273 0.01065 0.002798 61 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 282/499 4.32G 0.01264 0.01063 0.002898 75 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 282/499 4.32G 0.01264 0.01063 0.002898 75 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 282/499 4.32G 0.01268 0.01066 0.002797 77 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 282/499 4.32G 0.01268 0.01066 0.002797 77 640: 52%|#####2 | 21/40 [00:03<00:03, 5.38it/s] 282/499 4.32G 0.01263 0.01066 0.002775 86 640: 52%|#####2 | 21/40 [00:04<00:03, 5.38it/s] 282/499 4.32G 0.01263 0.01066 0.002775 86 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 282/499 4.32G 0.01263 0.0107 0.00282 81 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 282/499 4.32G 0.01263 0.0107 0.00282 81 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 282/499 4.32G 0.01261 0.01081 0.002855 94 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 282/499 4.32G 0.01261 0.01081 0.002855 94 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 282/499 4.32G 0.01264 0.01083 0.002851 81 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 282/499 4.32G 0.01264 0.01083 0.002851 81 640: 62%|######2 | 25/40 [00:04<00:02, 5.15it/s] 282/499 4.32G 0.01264 0.01072 0.00276 62 640: 62%|######2 | 25/40 [00:04<00:02, 5.15it/s] 282/499 4.32G 0.01264 0.01072 0.00276 62 640: 65%|######5 | 26/40 [00:04<00:02, 5.25it/s] 282/499 4.32G 0.0126 0.01063 0.00267 70 640: 65%|######5 | 26/40 [00:05<00:02, 5.25it/s] 282/499 4.32G 0.0126 0.01063 0.00267 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.33it/s] 282/499 4.32G 0.01255 0.01062 0.002595 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.33it/s] 282/499 4.32G 0.01255 0.01062 0.002595 71 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 282/499 4.32G 0.01256 0.01061 0.002656 70 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 282/499 4.32G 0.01256 0.01061 0.002656 70 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 282/499 4.32G 0.01258 0.01071 0.002644 95 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 282/499 4.32G 0.01258 0.01071 0.002644 95 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 282/499 4.32G 0.01255 0.01073 0.002598 78 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 282/499 4.32G 0.01255 0.01073 0.002598 78 640: 78%|#######7 | 31/40 [00:05<00:01, 5.14it/s] 282/499 4.32G 0.01255 0.01069 0.002566 70 640: 78%|#######7 | 31/40 [00:06<00:01, 5.14it/s] 282/499 4.32G 0.01255 0.01069 0.002566 70 640: 80%|######## | 32/40 [00:06<00:01, 5.21it/s] 282/499 4.32G 0.01252 0.01064 0.002658 67 640: 80%|######## | 32/40 [00:06<00:01, 5.21it/s] 282/499 4.32G 0.01252 0.01064 0.002658 67 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 282/499 4.32G 0.01246 0.01067 0.0026 89 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 282/499 4.32G 0.01246 0.01067 0.0026 89 640: 85%|########5 | 34/40 [00:06<00:01, 5.18it/s] 282/499 4.32G 0.01246 0.01069 0.002617 81 640: 85%|########5 | 34/40 [00:06<00:01, 5.18it/s] 282/499 4.32G 0.01246 0.01069 0.002617 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 282/499 4.32G 0.01247 0.01067 0.002675 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 282/499 4.32G 0.01247 0.01067 0.002675 74 640: 90%|######### | 36/40 [00:06<00:00, 5.31it/s] 282/499 4.32G 0.01243 0.01064 0.002614 76 640: 90%|######### | 36/40 [00:07<00:00, 5.31it/s] 282/499 4.32G 0.01243 0.01064 0.002614 76 640: 92%|#########2| 37/40 [00:07<00:00, 5.19it/s] 282/499 4.32G 0.01243 0.01074 0.002624 108 640: 92%|#########2| 37/40 [00:07<00:00, 5.19it/s] 282/499 4.32G 0.01243 0.01074 0.002624 108 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 282/499 4.32G 0.01239 0.01069 0.002603 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 282/499 4.32G 0.01239 0.01069 0.002603 79 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 282/499 4.32G 0.01237 0.01067 0.002565 37 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 282/499 4.32G 0.01237 0.01067 0.002565 37 640: 100%|##########| 40/40 [00:07<00:00, 5.23it/s] 282/499 4.32G 0.01237 0.01067 0.002565 37 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.78it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s] all 132 263 0.87 0.881 0.898 0.796 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 283/499 4.32G 0.01076 0.009779 0.0007503 74 640: 0%| | 0/40 [00:00<?, ?it/s] 283/499 4.32G 0.01076 0.009779 0.0007503 74 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 283/499 4.32G 0.01086 0.0108 0.0007652 85 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 283/499 4.32G 0.01086 0.0108 0.0007652 85 640: 5%|5 | 2/40 [00:00<00:06, 5.50it/s] 283/499 4.32G 0.01108 0.01075 0.001615 73 640: 5%|5 | 2/40 [00:00<00:06, 5.50it/s] 283/499 4.32G 0.01108 0.01075 0.001615 73 640: 8%|7 | 3/40 [00:00<00:07, 5.22it/s] 283/499 4.32G 0.01155 0.01056 0.002374 75 640: 8%|7 | 3/40 [00:00<00:07, 5.22it/s] 283/499 4.32G 0.01155 0.01056 0.002374 75 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 283/499 4.32G 0.01147 0.01051 0.002209 75 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 283/499 4.32G 0.01147 0.01051 0.002209 75 640: 12%|#2 | 5/40 [00:00<00:06, 5.38it/s] 283/499 4.32G 0.01171 0.01057 0.002848 83 640: 12%|#2 | 5/40 [00:01<00:06, 5.38it/s] 283/499 4.32G 0.01171 0.01057 0.002848 83 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 283/499 4.32G 0.01166 0.01031 0.003119 65 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 283/499 4.32G 0.01166 0.01031 0.003119 65 640: 18%|#7 | 7/40 [00:01<00:06, 5.31it/s] 283/499 4.32G 0.01161 0.01012 0.003457 65 640: 18%|#7 | 7/40 [00:01<00:06, 5.31it/s] 283/499 4.32G 0.01161 0.01012 0.003457 65 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 283/499 4.32G 0.01165 0.0103 0.003343 82 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 283/499 4.32G 0.01165 0.0103 0.003343 82 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 283/499 4.32G 0.01179 0.01018 0.003149 63 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 283/499 4.32G 0.01179 0.01018 0.003149 63 640: 25%|##5 | 10/40 [00:01<00:05, 5.31it/s] 283/499 4.32G 0.01176 0.01015 0.003597 74 640: 25%|##5 | 10/40 [00:02<00:05, 5.31it/s] 283/499 4.32G 0.01176 0.01015 0.003597 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 283/499 4.32G 0.01177 0.01019 0.003468 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 283/499 4.32G 0.01177 0.01019 0.003468 78 640: 30%|### | 12/40 [00:02<00:05, 5.19it/s] 283/499 4.32G 0.01186 0.01018 0.003347 70 640: 30%|### | 12/40 [00:02<00:05, 5.19it/s] 283/499 4.32G 0.01186 0.01018 0.003347 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 283/499 4.32G 0.01188 0.0103 0.003437 93 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 283/499 4.32G 0.01188 0.0103 0.003437 93 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 283/499 4.32G 0.01184 0.01026 0.003577 72 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 283/499 4.32G 0.01184 0.01026 0.003577 72 640: 38%|###7 | 15/40 [00:02<00:04, 5.19it/s] 283/499 4.32G 0.0118 0.01019 0.003394 71 640: 38%|###7 | 15/40 [00:03<00:04, 5.19it/s] 283/499 4.32G 0.0118 0.01019 0.003394 71 640: 40%|#### | 16/40 [00:03<00:04, 5.27it/s] 283/499 4.32G 0.01185 0.01029 0.003245 82 640: 40%|#### | 16/40 [00:03<00:04, 5.27it/s] 283/499 4.32G 0.01185 0.01029 0.003245 82 640: 42%|####2 | 17/40 [00:03<00:04, 5.33it/s] 283/499 4.32G 0.01191 0.01045 0.003124 97 640: 42%|####2 | 17/40 [00:03<00:04, 5.33it/s] 283/499 4.32G 0.01191 0.01045 0.003124 97 640: 45%|####5 | 18/40 [00:03<00:04, 5.20it/s] 283/499 4.32G 0.01193 0.01034 0.003015 64 640: 45%|####5 | 18/40 [00:03<00:04, 5.20it/s] 283/499 4.32G 0.01193 0.01034 0.003015 64 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 283/499 4.32G 0.01192 0.01035 0.002972 77 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 283/499 4.32G 0.01192 0.01035 0.002972 77 640: 50%|##### | 20/40 [00:03<00:03, 5.36it/s] 283/499 4.32G 0.01201 0.01042 0.002971 86 640: 50%|##### | 20/40 [00:03<00:03, 5.36it/s] 283/499 4.32G 0.01201 0.01042 0.002971 86 640: 52%|#####2 | 21/40 [00:03<00:03, 5.23it/s] 283/499 4.32G 0.01207 0.01046 0.003008 77 640: 52%|#####2 | 21/40 [00:04<00:03, 5.23it/s] 283/499 4.32G 0.01207 0.01046 0.003008 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 283/499 4.32G 0.01208 0.01048 0.002918 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 283/499 4.32G 0.01208 0.01048 0.002918 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 283/499 4.32G 0.01204 0.01042 0.002854 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 283/499 4.32G 0.01204 0.01042 0.002854 70 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 283/499 4.32G 0.01203 0.01051 0.002831 93 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 283/499 4.32G 0.01203 0.01051 0.002831 93 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 283/499 4.32G 0.01204 0.01054 0.002791 81 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 283/499 4.32G 0.01204 0.01054 0.002791 81 640: 65%|######5 | 26/40 [00:04<00:02, 5.35it/s] 283/499 4.32G 0.01208 0.01053 0.002887 76 640: 65%|######5 | 26/40 [00:05<00:02, 5.35it/s] 283/499 4.32G 0.01208 0.01053 0.002887 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.19it/s] 283/499 4.32G 0.01219 0.01061 0.002886 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.19it/s] 283/499 4.32G 0.01219 0.01061 0.002886 68 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 283/499 4.32G 0.01217 0.0106 0.002866 78 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 283/499 4.32G 0.01217 0.0106 0.002866 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 283/499 4.32G 0.01215 0.01054 0.002842 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 283/499 4.32G 0.01215 0.01054 0.002842 72 640: 75%|#######5 | 30/40 [00:05<00:01, 5.15it/s] 283/499 4.32G 0.01217 0.01055 0.002889 80 640: 75%|#######5 | 30/40 [00:05<00:01, 5.15it/s] 283/499 4.32G 0.01217 0.01055 0.002889 80 640: 78%|#######7 | 31/40 [00:05<00:01, 5.23it/s] 283/499 4.32G 0.01221 0.01059 0.002832 83 640: 78%|#######7 | 31/40 [00:06<00:01, 5.23it/s] 283/499 4.32G 0.01221 0.01059 0.002832 83 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 283/499 4.32G 0.01222 0.01064 0.002779 93 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 283/499 4.32G 0.01222 0.01064 0.002779 93 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 283/499 4.32G 0.01225 0.0107 0.002757 93 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 283/499 4.32G 0.01225 0.0107 0.002757 93 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 283/499 4.32G 0.01231 0.01069 0.002785 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 283/499 4.32G 0.01231 0.01069 0.002785 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 283/499 4.32G 0.01234 0.01071 0.002808 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 283/499 4.32G 0.01234 0.01071 0.002808 69 640: 90%|######### | 36/40 [00:06<00:00, 5.15it/s] 283/499 4.32G 0.01235 0.01074 0.002822 87 640: 90%|######### | 36/40 [00:07<00:00, 5.15it/s] 283/499 4.32G 0.01235 0.01074 0.002822 87 640: 92%|#########2| 37/40 [00:07<00:00, 5.24it/s] 283/499 4.32G 0.01237 0.01071 0.002844 66 640: 92%|#########2| 37/40 [00:07<00:00, 5.24it/s] 283/499 4.32G 0.01237 0.01071 0.002844 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 283/499 4.32G 0.01242 0.01078 0.00294 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 283/499 4.32G 0.01242 0.01078 0.00294 75 640: 98%|#########7| 39/40 [00:07<00:00, 5.16it/s] 283/499 4.32G 0.01244 0.01079 0.003072 45 640: 98%|#########7| 39/40 [00:07<00:00, 5.16it/s] 283/499 4.32G 0.01244 0.01079 0.003072 45 640: 100%|##########| 40/40 [00:07<00:00, 5.33it/s] 283/499 4.32G 0.01244 0.01079 0.003072 45 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.871 0.857 0.898 0.783 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 284/499 4.32G 0.01513 0.01241 0.002975 77 640: 0%| | 0/40 [00:00<?, ?it/s] 284/499 4.32G 0.01513 0.01241 0.002975 77 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 284/499 4.32G 0.01427 0.01198 0.003868 81 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 284/499 4.32G 0.01427 0.01198 0.003868 81 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 284/499 4.32G 0.01365 0.0114 0.004336 59 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 284/499 4.32G 0.01365 0.0114 0.004336 59 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 284/499 4.32G 0.0133 0.01112 0.003866 87 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 284/499 4.32G 0.0133 0.01112 0.003866 87 640: 10%|# | 4/40 [00:00<00:06, 5.40it/s] 284/499 4.32G 0.01315 0.01091 0.003986 71 640: 10%|# | 4/40 [00:00<00:06, 5.40it/s] 284/499 4.32G 0.01315 0.01091 0.003986 71 640: 12%|#2 | 5/40 [00:00<00:06, 5.25it/s] 284/499 4.32G 0.01269 0.01054 0.00346 70 640: 12%|#2 | 5/40 [00:01<00:06, 5.25it/s] 284/499 4.32G 0.01269 0.01054 0.00346 70 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 284/499 4.32G 0.01264 0.01044 0.003158 70 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 284/499 4.32G 0.01264 0.01044 0.003158 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.41it/s] 284/499 4.32G 0.01263 0.01075 0.003472 95 640: 18%|#7 | 7/40 [00:01<00:06, 5.41it/s] 284/499 4.32G 0.01263 0.01075 0.003472 95 640: 20%|## | 8/40 [00:01<00:06, 5.25it/s] 284/499 4.32G 0.01264 0.0106 0.003701 70 640: 20%|## | 8/40 [00:01<00:06, 5.25it/s] 284/499 4.32G 0.01264 0.0106 0.003701 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 284/499 4.32G 0.01238 0.01035 0.003483 58 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 284/499 4.32G 0.01238 0.01035 0.003483 58 640: 25%|##5 | 10/40 [00:01<00:05, 5.36it/s] 284/499 4.32G 0.01221 0.01027 0.003339 72 640: 25%|##5 | 10/40 [00:02<00:05, 5.36it/s] 284/499 4.32G 0.01221 0.01027 0.003339 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.22it/s] 284/499 4.32G 0.01213 0.01006 0.003112 58 640: 28%|##7 | 11/40 [00:02<00:05, 5.22it/s] 284/499 4.32G 0.01213 0.01006 0.003112 58 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 284/499 4.32G 0.0123 0.01006 0.003047 67 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 284/499 4.32G 0.0123 0.01006 0.003047 67 640: 32%|###2 | 13/40 [00:02<00:05, 5.38it/s] 284/499 4.32G 0.01231 0.009951 0.00307 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.38it/s] 284/499 4.32G 0.01231 0.009951 0.00307 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.25it/s] 284/499 4.32G 0.01233 0.009997 0.002963 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.25it/s] 284/499 4.32G 0.01233 0.009997 0.002963 75 640: 38%|###7 | 15/40 [00:02<00:04, 5.34it/s] 284/499 4.32G 0.01232 0.00996 0.003024 68 640: 38%|###7 | 15/40 [00:03<00:04, 5.34it/s] 284/499 4.32G 0.01232 0.00996 0.003024 68 640: 40%|#### | 16/40 [00:03<00:04, 5.39it/s] 284/499 4.32G 0.01233 0.01 0.002889 83 640: 40%|#### | 16/40 [00:03<00:04, 5.39it/s] 284/499 4.32G 0.01233 0.01 0.002889 83 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 284/499 4.32G 0.01243 0.01004 0.002984 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 284/499 4.32G 0.01243 0.01004 0.002984 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 284/499 4.32G 0.01231 0.01011 0.003114 86 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 284/499 4.32G 0.01231 0.01011 0.003114 86 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 284/499 4.32G 0.01227 0.01013 0.0031 73 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 284/499 4.32G 0.01227 0.01013 0.0031 73 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 284/499 4.32G 0.01231 0.01026 0.002999 84 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 284/499 4.32G 0.01231 0.01026 0.002999 84 640: 52%|#####2 | 21/40 [00:03<00:03, 5.33it/s] 284/499 4.32G 0.01243 0.01035 0.003154 81 640: 52%|#####2 | 21/40 [00:04<00:03, 5.33it/s] 284/499 4.32G 0.01243 0.01035 0.003154 81 640: 55%|#####5 | 22/40 [00:04<00:03, 5.40it/s] 284/499 4.32G 0.01245 0.01032 0.003239 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.40it/s] 284/499 4.32G 0.01245 0.01032 0.003239 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 284/499 4.32G 0.01246 0.01036 0.003178 80 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 284/499 4.32G 0.01246 0.01036 0.003178 80 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 284/499 4.32G 0.01243 0.01042 0.003358 93 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 284/499 4.32G 0.01243 0.01042 0.003358 93 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 284/499 4.32G 0.01238 0.01038 0.003288 66 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 284/499 4.32G 0.01238 0.01038 0.003288 66 640: 65%|######5 | 26/40 [00:04<00:02, 5.13it/s] 284/499 4.32G 0.01236 0.01042 0.003258 95 640: 65%|######5 | 26/40 [00:05<00:02, 5.13it/s] 284/499 4.32G 0.01236 0.01042 0.003258 95 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 284/499 4.32G 0.01236 0.01049 0.003199 99 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 284/499 4.32G 0.01236 0.01049 0.003199 99 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 284/499 4.32G 0.01232 0.01048 0.003133 91 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 284/499 4.32G 0.01232 0.01048 0.003133 91 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 284/499 4.32G 0.01227 0.0105 0.00305 88 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 284/499 4.32G 0.01227 0.0105 0.00305 88 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 284/499 4.32G 0.01221 0.0105 0.003052 78 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 284/499 4.32G 0.01221 0.0105 0.003052 78 640: 78%|#######7 | 31/40 [00:05<00:01, 5.31it/s] 284/499 4.32G 0.01216 0.01045 0.002991 76 640: 78%|#######7 | 31/40 [00:06<00:01, 5.31it/s] 284/499 4.32G 0.01216 0.01045 0.002991 76 640: 80%|######## | 32/40 [00:06<00:01, 5.18it/s] 284/499 4.32G 0.01221 0.0105 0.003004 81 640: 80%|######## | 32/40 [00:06<00:01, 5.18it/s] 284/499 4.32G 0.01221 0.0105 0.003004 81 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 284/499 4.32G 0.01221 0.01049 0.003025 69 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 284/499 4.32G 0.01221 0.01049 0.003025 69 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 284/499 4.32G 0.01219 0.01048 0.003009 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 284/499 4.32G 0.01219 0.01048 0.003009 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.16it/s] 284/499 4.32G 0.01216 0.01046 0.003117 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.16it/s] 284/499 4.32G 0.01216 0.01046 0.003117 71 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 284/499 4.32G 0.01215 0.01049 0.00309 90 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 284/499 4.32G 0.01215 0.01049 0.00309 90 640: 92%|#########2| 37/40 [00:06<00:00, 5.32it/s] 284/499 4.32G 0.01216 0.01047 0.003046 69 640: 92%|#########2| 37/40 [00:07<00:00, 5.32it/s] 284/499 4.32G 0.01216 0.01047 0.003046 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 284/499 4.32G 0.01215 0.01041 0.003113 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 284/499 4.32G 0.01215 0.01041 0.003113 69 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 284/499 4.32G 0.01216 0.01042 0.003151 46 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 284/499 4.32G 0.01216 0.01042 0.003151 46 640: 100%|##########| 40/40 [00:07<00:00, 5.43it/s] 284/499 4.32G 0.01216 0.01042 0.003151 46 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.886 0.882 0.908 0.794 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 285/499 4.32G 0.01312 0.01083 0.002016 76 640: 0%| | 0/40 [00:00<?, ?it/s] 285/499 4.32G 0.01312 0.01083 0.002016 76 640: 2%|2 | 1/40 [00:00<00:07, 5.01it/s] 285/499 4.32G 0.01322 0.01079 0.001724 70 640: 2%|2 | 1/40 [00:00<00:07, 5.01it/s] 285/499 4.32G 0.01322 0.01079 0.001724 70 640: 5%|5 | 2/40 [00:00<00:07, 5.31it/s] 285/499 4.32G 0.01305 0.01144 0.001671 92 640: 5%|5 | 2/40 [00:00<00:07, 5.31it/s] 285/499 4.32G 0.01305 0.01144 0.001671 92 640: 8%|7 | 3/40 [00:00<00:06, 5.43it/s] 285/499 4.32G 0.01266 0.0108 0.001965 66 640: 8%|7 | 3/40 [00:00<00:06, 5.43it/s] 285/499 4.32G 0.01266 0.0108 0.001965 66 640: 10%|# | 4/40 [00:00<00:06, 5.23it/s] 285/499 4.32G 0.01315 0.01093 0.002411 78 640: 10%|# | 4/40 [00:00<00:06, 5.23it/s] 285/499 4.32G 0.01315 0.01093 0.002411 78 640: 12%|#2 | 5/40 [00:00<00:06, 5.28it/s] 285/499 4.32G 0.01329 0.0109 0.002518 79 640: 12%|#2 | 5/40 [00:01<00:06, 5.28it/s] 285/499 4.32G 0.01329 0.0109 0.002518 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 285/499 4.32G 0.01339 0.01109 0.002887 89 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 285/499 4.32G 0.01339 0.01109 0.002887 89 640: 18%|#7 | 7/40 [00:01<00:06, 5.17it/s] 285/499 4.32G 0.01337 0.01111 0.002926 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.17it/s] 285/499 4.32G 0.01337 0.01111 0.002926 74 640: 20%|## | 8/40 [00:01<00:06, 5.30it/s] 285/499 4.32G 0.01318 0.01094 0.002908 67 640: 20%|## | 8/40 [00:01<00:06, 5.30it/s] 285/499 4.32G 0.01318 0.01094 0.002908 67 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 285/499 4.32G 0.01326 0.01105 0.002998 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 285/499 4.32G 0.01326 0.01105 0.002998 76 640: 25%|##5 | 10/40 [00:01<00:05, 5.21it/s] 285/499 4.32G 0.01315 0.01088 0.002868 74 640: 25%|##5 | 10/40 [00:02<00:05, 5.21it/s] 285/499 4.32G 0.01315 0.01088 0.002868 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 285/499 4.32G 0.01308 0.01092 0.002979 84 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 285/499 4.32G 0.01308 0.01092 0.002979 84 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 285/499 4.32G 0.01316 0.011 0.00302 79 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 285/499 4.32G 0.01316 0.011 0.00302 79 640: 32%|###2 | 13/40 [00:02<00:05, 5.15it/s] 285/499 4.32G 0.01321 0.01124 0.002892 89 640: 32%|###2 | 13/40 [00:02<00:05, 5.15it/s] 285/499 4.32G 0.01321 0.01124 0.002892 89 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 285/499 4.32G 0.01313 0.01125 0.002924 91 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 285/499 4.32G 0.01313 0.01125 0.002924 91 640: 38%|###7 | 15/40 [00:02<00:04, 5.30it/s] 285/499 4.32G 0.01312 0.01117 0.003035 70 640: 38%|###7 | 15/40 [00:03<00:04, 5.30it/s] 285/499 4.32G 0.01312 0.01117 0.003035 70 640: 40%|#### | 16/40 [00:03<00:04, 5.18it/s] 285/499 4.32G 0.01307 0.01109 0.003031 75 640: 40%|#### | 16/40 [00:03<00:04, 5.18it/s] 285/499 4.32G 0.01307 0.01109 0.003031 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.28it/s] 285/499 4.32G 0.01295 0.01109 0.002915 84 640: 42%|####2 | 17/40 [00:03<00:04, 5.28it/s] 285/499 4.32G 0.01295 0.01109 0.002915 84 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 285/499 4.32G 0.01298 0.01118 0.002954 83 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 285/499 4.32G 0.01298 0.01118 0.002954 83 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 285/499 4.32G 0.01288 0.0111 0.002914 76 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 285/499 4.32G 0.01288 0.0111 0.002914 76 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 285/499 4.32G 0.01283 0.01103 0.002951 68 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 285/499 4.32G 0.01283 0.01103 0.002951 68 640: 52%|#####2 | 21/40 [00:03<00:03, 5.35it/s] 285/499 4.32G 0.01285 0.01101 0.002964 69 640: 52%|#####2 | 21/40 [00:04<00:03, 5.35it/s] 285/499 4.32G 0.01285 0.01101 0.002964 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.20it/s] 285/499 4.32G 0.0128 0.01096 0.002969 78 640: 55%|#####5 | 22/40 [00:04<00:03, 5.20it/s] 285/499 4.32G 0.0128 0.01096 0.002969 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 285/499 4.32G 0.01282 0.01095 0.002989 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 285/499 4.32G 0.01282 0.01095 0.002989 73 640: 60%|###### | 24/40 [00:04<00:02, 5.35it/s] 285/499 4.32G 0.01289 0.01087 0.002957 65 640: 60%|###### | 24/40 [00:04<00:02, 5.35it/s] 285/499 4.32G 0.01289 0.01087 0.002957 65 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 285/499 4.32G 0.01292 0.01088 0.002872 73 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 285/499 4.32G 0.01292 0.01088 0.002872 73 640: 65%|######5 | 26/40 [00:04<00:02, 5.29it/s] 285/499 4.32G 0.01284 0.01079 0.002811 72 640: 65%|######5 | 26/40 [00:05<00:02, 5.29it/s] 285/499 4.32G 0.01284 0.01079 0.002811 72 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 285/499 4.32G 0.01287 0.01076 0.002871 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 285/499 4.32G 0.01287 0.01076 0.002871 67 640: 70%|####### | 28/40 [00:05<00:02, 5.17it/s] 285/499 4.32G 0.01285 0.01073 0.002856 70 640: 70%|####### | 28/40 [00:05<00:02, 5.17it/s] 285/499 4.32G 0.01285 0.01073 0.002856 70 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 285/499 4.32G 0.01284 0.01077 0.002808 80 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 285/499 4.32G 0.01284 0.01077 0.002808 80 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 285/499 4.32G 0.0128 0.01067 0.002839 63 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 285/499 4.32G 0.0128 0.01067 0.002839 63 640: 78%|#######7 | 31/40 [00:05<00:01, 5.16it/s] 285/499 4.32G 0.01278 0.01068 0.002811 73 640: 78%|#######7 | 31/40 [00:06<00:01, 5.16it/s] 285/499 4.32G 0.01278 0.01068 0.002811 73 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 285/499 4.32G 0.01277 0.01065 0.002824 64 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 285/499 4.32G 0.01277 0.01065 0.002824 64 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 285/499 4.32G 0.01275 0.01074 0.00277 98 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 285/499 4.32G 0.01275 0.01074 0.00277 98 640: 85%|########5 | 34/40 [00:06<00:01, 5.19it/s] 285/499 4.32G 0.01278 0.01071 0.002837 71 640: 85%|########5 | 34/40 [00:06<00:01, 5.19it/s] 285/499 4.32G 0.01278 0.01071 0.002837 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 285/499 4.32G 0.01273 0.01061 0.002768 51 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 285/499 4.32G 0.01273 0.01061 0.002768 51 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 285/499 4.32G 0.01275 0.01064 0.002723 77 640: 90%|######### | 36/40 [00:07<00:00, 5.25it/s] 285/499 4.32G 0.01275 0.01064 0.002723 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.13it/s] 285/499 4.32G 0.0128 0.01061 0.00267 67 640: 92%|#########2| 37/40 [00:07<00:00, 5.13it/s] 285/499 4.32G 0.0128 0.01061 0.00267 67 640: 95%|#########5| 38/40 [00:07<00:00, 5.18it/s] 285/499 4.32G 0.01282 0.01061 0.002661 85 640: 95%|#########5| 38/40 [00:07<00:00, 5.18it/s] 285/499 4.32G 0.01282 0.01061 0.002661 85 640: 98%|#########7| 39/40 [00:07<00:00, 5.27it/s] 285/499 4.32G 0.01287 0.01054 0.002611 30 640: 98%|#########7| 39/40 [00:07<00:00, 5.27it/s] 285/499 4.32G 0.01287 0.01054 0.002611 30 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] 285/499 4.32G 0.01287 0.01054 0.002611 30 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.907 0.851 0.904 0.785 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 286/499 4.32G 0.01297 0.01161 0.002381 75 640: 0%| | 0/40 [00:00<?, ?it/s] 286/499 4.32G 0.01297 0.01161 0.002381 75 640: 2%|2 | 1/40 [00:00<00:07, 5.22it/s] 286/499 4.32G 0.01283 0.01041 0.001552 67 640: 2%|2 | 1/40 [00:00<00:07, 5.22it/s] 286/499 4.32G 0.01283 0.01041 0.001552 67 640: 5%|5 | 2/40 [00:00<00:07, 5.37it/s] 286/499 4.32G 0.01249 0.01142 0.001762 96 640: 5%|5 | 2/40 [00:00<00:07, 5.37it/s] 286/499 4.32G 0.01249 0.01142 0.001762 96 640: 8%|7 | 3/40 [00:00<00:07, 5.16it/s] 286/499 4.32G 0.01238 0.01072 0.00208 63 640: 8%|7 | 3/40 [00:00<00:07, 5.16it/s] 286/499 4.32G 0.01238 0.01072 0.00208 63 640: 10%|# | 4/40 [00:00<00:06, 5.31it/s] 286/499 4.32G 0.01237 0.01065 0.002079 68 640: 10%|# | 4/40 [00:00<00:06, 5.31it/s] 286/499 4.32G 0.01237 0.01065 0.002079 68 640: 12%|#2 | 5/40 [00:00<00:06, 5.28it/s] 286/499 4.32G 0.01243 0.01054 0.002685 74 640: 12%|#2 | 5/40 [00:01<00:06, 5.28it/s] 286/499 4.32G 0.01243 0.01054 0.002685 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.14it/s] 286/499 4.32G 0.01247 0.01061 0.00251 83 640: 15%|#5 | 6/40 [00:01<00:06, 5.14it/s] 286/499 4.32G 0.01247 0.01061 0.00251 83 640: 18%|#7 | 7/40 [00:01<00:06, 5.26it/s] 286/499 4.32G 0.01251 0.01077 0.002966 85 640: 18%|#7 | 7/40 [00:01<00:06, 5.26it/s] 286/499 4.32G 0.01251 0.01077 0.002966 85 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 286/499 4.32G 0.01231 0.0106 0.002764 71 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 286/499 4.32G 0.01231 0.0106 0.002764 71 640: 22%|##2 | 9/40 [00:01<00:06, 5.16it/s] 286/499 4.32G 0.0122 0.01029 0.002582 63 640: 22%|##2 | 9/40 [00:01<00:06, 5.16it/s] 286/499 4.32G 0.0122 0.01029 0.002582 63 640: 25%|##5 | 10/40 [00:01<00:05, 5.19it/s] 286/499 4.32G 0.01228 0.01039 0.002594 81 640: 25%|##5 | 10/40 [00:02<00:05, 5.19it/s] 286/499 4.32G 0.01228 0.01039 0.002594 81 640: 28%|##7 | 11/40 [00:02<00:05, 5.29it/s] 286/499 4.32G 0.01246 0.01041 0.002474 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.29it/s] 286/499 4.32G 0.01246 0.01041 0.002474 72 640: 30%|### | 12/40 [00:02<00:05, 5.19it/s] 286/499 4.32G 0.01244 0.01025 0.002357 70 640: 30%|### | 12/40 [00:02<00:05, 5.19it/s] 286/499 4.32G 0.01244 0.01025 0.002357 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.27it/s] 286/499 4.32G 0.01248 0.01035 0.002302 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.27it/s] 286/499 4.32G 0.01248 0.01035 0.002302 72 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 286/499 4.32G 0.01254 0.01046 0.002259 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 286/499 4.32G 0.01254 0.01046 0.002259 74 640: 38%|###7 | 15/40 [00:02<00:04, 5.21it/s] 286/499 4.32G 0.01238 0.01034 0.002177 76 640: 38%|###7 | 15/40 [00:03<00:04, 5.21it/s] 286/499 4.32G 0.01238 0.01034 0.002177 76 640: 40%|#### | 16/40 [00:03<00:04, 5.31it/s] 286/499 4.32G 0.01233 0.01028 0.00212 71 640: 40%|#### | 16/40 [00:03<00:04, 5.31it/s] 286/499 4.32G 0.01233 0.01028 0.00212 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.37it/s] 286/499 4.32G 0.01243 0.01026 0.002341 61 640: 42%|####2 | 17/40 [00:03<00:04, 5.37it/s] 286/499 4.32G 0.01243 0.01026 0.002341 61 640: 45%|####5 | 18/40 [00:03<00:04, 5.20it/s] 286/499 4.32G 0.01243 0.01015 0.002457 57 640: 45%|####5 | 18/40 [00:03<00:04, 5.20it/s] 286/499 4.32G 0.01243 0.01015 0.002457 57 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 286/499 4.32G 0.01234 0.01011 0.002421 84 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 286/499 4.32G 0.01234 0.01011 0.002421 84 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 286/499 4.32G 0.01226 0.01011 0.002421 70 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 286/499 4.32G 0.01226 0.01011 0.002421 70 640: 52%|#####2 | 21/40 [00:03<00:03, 5.23it/s] 286/499 4.32G 0.01219 0.01006 0.002338 76 640: 52%|#####2 | 21/40 [00:04<00:03, 5.23it/s] 286/499 4.32G 0.01219 0.01006 0.002338 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.28it/s] 286/499 4.32G 0.0122 0.01016 0.002258 89 640: 55%|#####5 | 22/40 [00:04<00:03, 5.28it/s] 286/499 4.32G 0.0122 0.01016 0.002258 89 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 286/499 4.32G 0.01217 0.01023 0.002404 89 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 286/499 4.32G 0.01217 0.01023 0.002404 89 640: 60%|###### | 24/40 [00:04<00:03, 5.18it/s] 286/499 4.32G 0.01218 0.01014 0.002404 59 640: 60%|###### | 24/40 [00:04<00:03, 5.18it/s] 286/499 4.32G 0.01218 0.01014 0.002404 59 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 286/499 4.32G 0.01223 0.01013 0.002347 62 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 286/499 4.32G 0.01223 0.01013 0.002347 62 640: 65%|######5 | 26/40 [00:04<00:02, 5.35it/s] 286/499 4.32G 0.01229 0.01009 0.002393 67 640: 65%|######5 | 26/40 [00:05<00:02, 5.35it/s] 286/499 4.32G 0.01229 0.01009 0.002393 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.17it/s] 286/499 4.32G 0.01226 0.01005 0.00232 63 640: 68%|######7 | 27/40 [00:05<00:02, 5.17it/s] 286/499 4.32G 0.01226 0.01005 0.00232 63 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 286/499 4.32G 0.01225 0.01001 0.002368 64 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 286/499 4.32G 0.01225 0.01001 0.002368 64 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 286/499 4.32G 0.01225 0.01005 0.002332 87 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 286/499 4.32G 0.01225 0.01005 0.002332 87 640: 75%|#######5 | 30/40 [00:05<00:01, 5.14it/s] 286/499 4.32G 0.01227 0.01007 0.002379 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.14it/s] 286/499 4.32G 0.01227 0.01007 0.002379 75 640: 78%|#######7 | 31/40 [00:05<00:01, 5.25it/s] 286/499 4.32G 0.01227 0.01007 0.002392 78 640: 78%|#######7 | 31/40 [00:06<00:01, 5.25it/s] 286/499 4.32G 0.01227 0.01007 0.002392 78 640: 80%|######## | 32/40 [00:06<00:01, 5.31it/s] 286/499 4.32G 0.01225 0.01 0.002455 59 640: 80%|######## | 32/40 [00:06<00:01, 5.31it/s] 286/499 4.32G 0.01225 0.01 0.002455 59 640: 82%|########2 | 33/40 [00:06<00:01, 5.16it/s] 286/499 4.32G 0.01225 0.01003 0.002426 89 640: 82%|########2 | 33/40 [00:06<00:01, 5.16it/s] 286/499 4.32G 0.01225 0.01003 0.002426 89 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 286/499 4.32G 0.01225 0.009989 0.002388 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 286/499 4.32G 0.01225 0.009989 0.002388 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 286/499 4.32G 0.01224 0.00996 0.002444 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 286/499 4.32G 0.01224 0.00996 0.002444 68 640: 90%|######### | 36/40 [00:06<00:00, 5.16it/s] 286/499 4.32G 0.01217 0.009917 0.002388 65 640: 90%|######### | 36/40 [00:07<00:00, 5.16it/s] 286/499 4.32G 0.01217 0.009917 0.002388 65 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 286/499 4.32G 0.01222 0.009989 0.002389 76 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 286/499 4.32G 0.01222 0.009989 0.002389 76 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 286/499 4.32G 0.01222 0.009994 0.002446 78 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 286/499 4.32G 0.01222 0.009994 0.002446 78 640: 98%|#########7| 39/40 [00:07<00:00, 5.17it/s] 286/499 4.32G 0.01221 0.01005 0.002394 44 640: 98%|#########7| 39/40 [00:07<00:00, 5.17it/s] 286/499 4.32G 0.01221 0.01005 0.002394 44 640: 100%|##########| 40/40 [00:07<00:00, 5.35it/s] 286/499 4.32G 0.01221 0.01005 0.002394 44 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s] all 132 263 0.883 0.856 0.888 0.775 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 287/499 4.32G 0.01218 0.009559 0.0007389 63 640: 0%| | 0/40 [00:00<?, ?it/s] 287/499 4.32G 0.01218 0.009559 0.0007389 63 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 287/499 4.32G 0.0114 0.008771 0.0006296 55 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 287/499 4.32G 0.0114 0.008771 0.0006296 55 640: 5%|5 | 2/40 [00:00<00:07, 5.19it/s] 287/499 4.32G 0.01172 0.009377 0.0006422 68 640: 5%|5 | 2/40 [00:00<00:07, 5.19it/s] 287/499 4.32G 0.01172 0.009377 0.0006422 68 640: 8%|7 | 3/40 [00:00<00:07, 5.21it/s] 287/499 4.32G 0.0113 0.009551 0.0006424 75 640: 8%|7 | 3/40 [00:00<00:07, 5.21it/s] 287/499 4.32G 0.0113 0.009551 0.0006424 75 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 287/499 4.32G 0.01171 0.009537 0.0006924 61 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 287/499 4.32G 0.01171 0.009537 0.0006924 61 640: 12%|#2 | 5/40 [00:00<00:06, 5.18it/s] 287/499 4.32G 0.01193 0.009613 0.0007479 74 640: 12%|#2 | 5/40 [00:01<00:06, 5.18it/s] 287/499 4.32G 0.01193 0.009613 0.0007479 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 287/499 4.32G 0.01193 0.009567 0.0008851 75 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 287/499 4.32G 0.01193 0.009567 0.0008851 75 640: 18%|#7 | 7/40 [00:01<00:06, 5.36it/s] 287/499 4.32G 0.0121 0.009634 0.001053 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.36it/s] 287/499 4.32G 0.0121 0.009634 0.001053 74 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 287/499 4.32G 0.0121 0.009442 0.001736 66 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 287/499 4.32G 0.0121 0.009442 0.001736 66 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 287/499 4.32G 0.01204 0.009729 0.001717 94 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 287/499 4.32G 0.01204 0.009729 0.001717 94 640: 25%|##5 | 10/40 [00:01<00:05, 5.37it/s] 287/499 4.32G 0.01207 0.009889 0.001714 84 640: 25%|##5 | 10/40 [00:02<00:05, 5.37it/s] 287/499 4.32G 0.01207 0.009889 0.001714 84 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 287/499 4.32G 0.01206 0.009979 0.001855 83 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 287/499 4.32G 0.01206 0.009979 0.001855 83 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 287/499 4.32G 0.01201 0.009994 0.001861 82 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 287/499 4.32G 0.01201 0.009994 0.001861 82 640: 32%|###2 | 13/40 [00:02<00:05, 5.31it/s] 287/499 4.32G 0.01205 0.01008 0.001937 83 640: 32%|###2 | 13/40 [00:02<00:05, 5.31it/s] 287/499 4.32G 0.01205 0.01008 0.001937 83 640: 35%|###5 | 14/40 [00:02<00:05, 5.17it/s] 287/499 4.32G 0.01215 0.0101 0.002013 75 640: 35%|###5 | 14/40 [00:02<00:05, 5.17it/s] 287/499 4.32G 0.01215 0.0101 0.002013 75 640: 38%|###7 | 15/40 [00:02<00:04, 5.26it/s] 287/499 4.32G 0.01219 0.01003 0.002157 71 640: 38%|###7 | 15/40 [00:03<00:04, 5.26it/s] 287/499 4.32G 0.01219 0.01003 0.002157 71 640: 40%|#### | 16/40 [00:03<00:04, 5.35it/s] 287/499 4.32G 0.01222 0.01007 0.00214 73 640: 40%|#### | 16/40 [00:03<00:04, 5.35it/s] 287/499 4.32G 0.01222 0.01007 0.00214 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.23it/s] 287/499 4.32G 0.01226 0.01013 0.002252 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.23it/s] 287/499 4.32G 0.01226 0.01013 0.002252 75 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 287/499 4.32G 0.01215 0.01009 0.002277 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 287/499 4.32G 0.01215 0.01009 0.002277 78 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 287/499 4.32G 0.01204 0.01005 0.002206 74 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 287/499 4.32G 0.01204 0.01005 0.002206 74 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 287/499 4.32G 0.01211 0.01012 0.002225 75 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 287/499 4.32G 0.01211 0.01012 0.002225 75 640: 52%|#####2 | 21/40 [00:03<00:03, 5.24it/s] 287/499 4.32G 0.01212 0.01019 0.002243 79 640: 52%|#####2 | 21/40 [00:04<00:03, 5.24it/s] 287/499 4.32G 0.01212 0.01019 0.002243 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 287/499 4.32G 0.01209 0.01023 0.002158 71 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 287/499 4.32G 0.01209 0.01023 0.002158 71 640: 57%|#####7 | 23/40 [00:04<00:03, 5.17it/s] 287/499 4.32G 0.01206 0.0104 0.00212 106 640: 57%|#####7 | 23/40 [00:04<00:03, 5.17it/s] 287/499 4.32G 0.01206 0.0104 0.00212 106 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 287/499 4.32G 0.01206 0.01037 0.002084 73 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 287/499 4.32G 0.01206 0.01037 0.002084 73 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 287/499 4.32G 0.01209 0.01041 0.002151 82 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 287/499 4.32G 0.01209 0.01041 0.002151 82 640: 65%|######5 | 26/40 [00:04<00:02, 5.10it/s] 287/499 4.32G 0.01211 0.01046 0.002191 80 640: 65%|######5 | 26/40 [00:05<00:02, 5.10it/s] 287/499 4.32G 0.01211 0.01046 0.002191 80 640: 68%|######7 | 27/40 [00:05<00:02, 5.14it/s] 287/499 4.32G 0.01214 0.01046 0.00215 83 640: 68%|######7 | 27/40 [00:05<00:02, 5.14it/s] 287/499 4.32G 0.01214 0.01046 0.00215 83 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 287/499 4.32G 0.01217 0.01044 0.00213 74 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 287/499 4.32G 0.01217 0.01044 0.00213 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.07it/s] 287/499 4.32G 0.01215 0.01037 0.002225 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.07it/s] 287/499 4.32G 0.01215 0.01037 0.002225 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.17it/s] 287/499 4.32G 0.01215 0.01035 0.002324 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.17it/s] 287/499 4.32G 0.01215 0.01035 0.002324 75 640: 78%|#######7 | 31/40 [00:05<00:01, 5.25it/s] 287/499 4.32G 0.01212 0.01032 0.002289 73 640: 78%|#######7 | 31/40 [00:06<00:01, 5.25it/s] 287/499 4.32G 0.01212 0.01032 0.002289 73 640: 80%|######## | 32/40 [00:06<00:01, 5.15it/s] 287/499 4.32G 0.01219 0.01027 0.002331 50 640: 80%|######## | 32/40 [00:06<00:01, 5.15it/s] 287/499 4.32G 0.01219 0.01027 0.002331 50 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 287/499 4.32G 0.01219 0.01029 0.00245 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 287/499 4.32G 0.01219 0.01029 0.00245 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 287/499 4.32G 0.01218 0.01029 0.002453 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 287/499 4.32G 0.01218 0.01029 0.002453 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 287/499 4.32G 0.01218 0.01035 0.002433 83 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 287/499 4.32G 0.01218 0.01035 0.002433 83 640: 90%|######### | 36/40 [00:06<00:00, 5.27it/s] 287/499 4.32G 0.01215 0.01036 0.002445 78 640: 90%|######### | 36/40 [00:07<00:00, 5.27it/s] 287/499 4.32G 0.01215 0.01036 0.002445 78 640: 92%|#########2| 37/40 [00:07<00:00, 5.34it/s] 287/499 4.32G 0.01209 0.01035 0.002419 84 640: 92%|#########2| 37/40 [00:07<00:00, 5.34it/s] 287/499 4.32G 0.01209 0.01035 0.002419 84 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 287/499 4.32G 0.01212 0.01032 0.002399 73 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 287/499 4.32G 0.01212 0.01032 0.002399 73 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 287/499 4.32G 0.01209 0.01036 0.002349 47 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 287/499 4.32G 0.01209 0.01036 0.002349 47 640: 100%|##########| 40/40 [00:07<00:00, 5.44it/s] 287/499 4.32G 0.01209 0.01036 0.002349 47 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.894 0.851 0.887 0.774 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 288/499 4.32G 0.01415 0.01075 0.001846 67 640: 0%| | 0/40 [00:00<?, ?it/s] 288/499 4.32G 0.01415 0.01075 0.001846 67 640: 2%|2 | 1/40 [00:00<00:08, 4.78it/s] 288/499 4.32G 0.01364 0.01169 0.002733 77 640: 2%|2 | 1/40 [00:00<00:08, 4.78it/s] 288/499 4.32G 0.01364 0.01169 0.002733 77 640: 5%|5 | 2/40 [00:00<00:07, 5.19it/s] 288/499 4.32G 0.01364 0.01145 0.003201 74 640: 5%|5 | 2/40 [00:00<00:07, 5.19it/s] 288/499 4.32G 0.01364 0.01145 0.003201 74 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 288/499 4.32G 0.01297 0.01077 0.002824 70 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 288/499 4.32G 0.01297 0.01077 0.002824 70 640: 10%|# | 4/40 [00:00<00:06, 5.16it/s] 288/499 4.32G 0.01293 0.01089 0.002853 76 640: 10%|# | 4/40 [00:00<00:06, 5.16it/s] 288/499 4.32G 0.01293 0.01089 0.002853 76 640: 12%|#2 | 5/40 [00:00<00:06, 5.29it/s] 288/499 4.32G 0.01299 0.01075 0.002918 73 640: 12%|#2 | 5/40 [00:01<00:06, 5.29it/s] 288/499 4.32G 0.01299 0.01075 0.002918 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 288/499 4.32G 0.0129 0.01066 0.002856 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 288/499 4.32G 0.0129 0.01066 0.002856 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 288/499 4.32G 0.01297 0.01089 0.003112 80 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 288/499 4.32G 0.01297 0.01089 0.003112 80 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 288/499 4.32G 0.01275 0.01059 0.002811 70 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 288/499 4.32G 0.01275 0.01059 0.002811 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 288/499 4.32G 0.01262 0.01054 0.002629 79 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 288/499 4.32G 0.01262 0.01054 0.002629 79 640: 25%|##5 | 10/40 [00:01<00:05, 5.20it/s] 288/499 4.32G 0.01239 0.01029 0.002437 66 640: 25%|##5 | 10/40 [00:02<00:05, 5.20it/s] 288/499 4.32G 0.01239 0.01029 0.002437 66 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 288/499 4.32G 0.01238 0.01016 0.002338 64 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 288/499 4.32G 0.01238 0.01016 0.002338 64 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 288/499 4.32G 0.01236 0.01033 0.002269 89 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 288/499 4.32G 0.01236 0.01033 0.002269 89 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 288/499 4.32G 0.0122 0.01035 0.002271 83 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 288/499 4.32G 0.0122 0.01035 0.002271 83 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 288/499 4.32G 0.01224 0.01042 0.002336 84 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 288/499 4.32G 0.01224 0.01042 0.002336 84 640: 38%|###7 | 15/40 [00:02<00:04, 5.36it/s] 288/499 4.32G 0.01224 0.01035 0.002431 72 640: 38%|###7 | 15/40 [00:03<00:04, 5.36it/s] 288/499 4.32G 0.01224 0.01035 0.002431 72 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 288/499 4.32G 0.01227 0.01021 0.002685 61 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 288/499 4.32G 0.01227 0.01021 0.002685 61 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 288/499 4.32G 0.01228 0.0102 0.002752 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 288/499 4.32G 0.01228 0.0102 0.002752 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 288/499 4.32G 0.01237 0.01021 0.002834 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 288/499 4.32G 0.01237 0.01021 0.002834 70 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 288/499 4.32G 0.0124 0.01036 0.002776 97 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 288/499 4.32G 0.0124 0.01036 0.002776 97 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 288/499 4.32G 0.0124 0.01044 0.00276 93 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 288/499 4.32G 0.0124 0.01044 0.00276 93 640: 52%|#####2 | 21/40 [00:03<00:03, 5.37it/s] 288/499 4.32G 0.0124 0.01032 0.002694 52 640: 52%|#####2 | 21/40 [00:04<00:03, 5.37it/s] 288/499 4.32G 0.0124 0.01032 0.002694 52 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 288/499 4.32G 0.01239 0.01039 0.002646 86 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 288/499 4.32G 0.01239 0.01039 0.002646 86 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 288/499 4.32G 0.01237 0.01041 0.002726 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 288/499 4.32G 0.01237 0.01041 0.002726 76 640: 60%|###### | 24/40 [00:04<00:02, 5.37it/s] 288/499 4.32G 0.01235 0.01029 0.002726 52 640: 60%|###### | 24/40 [00:04<00:02, 5.37it/s] 288/499 4.32G 0.01235 0.01029 0.002726 52 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 288/499 4.32G 0.01241 0.01023 0.002719 61 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 288/499 4.32G 0.01241 0.01023 0.002719 61 640: 65%|######5 | 26/40 [00:04<00:02, 5.31it/s] 288/499 4.32G 0.01236 0.01021 0.002712 67 640: 65%|######5 | 26/40 [00:05<00:02, 5.31it/s] 288/499 4.32G 0.01236 0.01021 0.002712 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 288/499 4.32G 0.01237 0.01028 0.002809 89 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 288/499 4.32G 0.01237 0.01028 0.002809 89 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 288/499 4.32G 0.0124 0.01021 0.002826 65 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 288/499 4.32G 0.0124 0.01021 0.002826 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 288/499 4.32G 0.01231 0.01014 0.002808 59 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 288/499 4.32G 0.01231 0.01014 0.002808 59 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 288/499 4.32G 0.01238 0.01012 0.002766 70 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 288/499 4.32G 0.01238 0.01012 0.002766 70 640: 78%|#######7 | 31/40 [00:05<00:01, 5.15it/s] 288/499 4.32G 0.01236 0.01012 0.002719 79 640: 78%|#######7 | 31/40 [00:06<00:01, 5.15it/s] 288/499 4.32G 0.01236 0.01012 0.002719 79 640: 80%|######## | 32/40 [00:06<00:01, 5.23it/s] 288/499 4.32G 0.01236 0.01017 0.002674 95 640: 80%|######## | 32/40 [00:06<00:01, 5.23it/s] 288/499 4.32G 0.01236 0.01017 0.002674 95 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 288/499 4.32G 0.01233 0.01018 0.002649 75 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 288/499 4.32G 0.01233 0.01018 0.002649 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.13it/s] 288/499 4.32G 0.01231 0.01019 0.002661 85 640: 85%|########5 | 34/40 [00:06<00:01, 5.13it/s] 288/499 4.32G 0.01231 0.01019 0.002661 85 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 288/499 4.32G 0.01243 0.01022 0.002728 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 288/499 4.32G 0.01243 0.01022 0.002728 74 640: 90%|######### | 36/40 [00:06<00:00, 5.31it/s] 288/499 4.32G 0.0124 0.01023 0.002755 75 640: 90%|######### | 36/40 [00:07<00:00, 5.31it/s] 288/499 4.32G 0.0124 0.01023 0.002755 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.17it/s] 288/499 4.32G 0.01239 0.0102 0.002808 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.17it/s] 288/499 4.32G 0.01239 0.0102 0.002808 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 288/499 4.32G 0.01239 0.01023 0.002777 83 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 288/499 4.32G 0.01239 0.01023 0.002777 83 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 288/499 4.32G 0.01235 0.0102 0.002765 31 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 288/499 4.32G 0.01235 0.0102 0.002765 31 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] 288/499 4.32G 0.01235 0.0102 0.002765 31 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.876 0.859 0.884 0.772 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 289/499 4.32G 0.01289 0.00964 0.0007017 83 640: 0%| | 0/40 [00:00<?, ?it/s] 289/499 4.32G 0.01289 0.00964 0.0007017 83 640: 2%|2 | 1/40 [00:00<00:07, 5.39it/s] 289/499 4.32G 0.01315 0.009813 0.001142 72 640: 2%|2 | 1/40 [00:00<00:07, 5.39it/s] 289/499 4.32G 0.01315 0.009813 0.001142 72 640: 5%|5 | 2/40 [00:00<00:06, 5.45it/s] 289/499 4.32G 0.01284 0.0103 0.001588 68 640: 5%|5 | 2/40 [00:00<00:06, 5.45it/s] 289/499 4.32G 0.01284 0.0103 0.001588 68 640: 8%|7 | 3/40 [00:00<00:07, 5.21it/s] 289/499 4.32G 0.0125 0.009838 0.001272 68 640: 8%|7 | 3/40 [00:00<00:07, 5.21it/s] 289/499 4.32G 0.0125 0.009838 0.001272 68 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 289/499 4.32G 0.01248 0.009778 0.00116 67 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 289/499 4.32G 0.01248 0.009778 0.00116 67 640: 12%|#2 | 5/40 [00:00<00:06, 5.38it/s] 289/499 4.32G 0.01243 0.01025 0.001609 88 640: 12%|#2 | 5/40 [00:01<00:06, 5.38it/s] 289/499 4.32G 0.01243 0.01025 0.001609 88 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 289/499 4.32G 0.01231 0.01015 0.001544 75 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 289/499 4.32G 0.01231 0.01015 0.001544 75 640: 18%|#7 | 7/40 [00:01<00:06, 5.31it/s] 289/499 4.32G 0.01221 0.009947 0.001433 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.31it/s] 289/499 4.32G 0.01221 0.009947 0.001433 69 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 289/499 4.32G 0.01228 0.009984 0.001602 75 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 289/499 4.32G 0.01228 0.009984 0.001602 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 289/499 4.32G 0.01259 0.009961 0.001524 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 289/499 4.32G 0.01259 0.009961 0.001524 68 640: 25%|##5 | 10/40 [00:01<00:05, 5.30it/s] 289/499 4.32G 0.01262 0.009976 0.001617 70 640: 25%|##5 | 10/40 [00:02<00:05, 5.30it/s] 289/499 4.32G 0.01262 0.009976 0.001617 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.38it/s] 289/499 4.32G 0.01264 0.01006 0.001683 81 640: 28%|##7 | 11/40 [00:02<00:05, 5.38it/s] 289/499 4.32G 0.01264 0.01006 0.001683 81 640: 30%|### | 12/40 [00:02<00:05, 5.19it/s] 289/499 4.32G 0.01261 0.01017 0.001778 84 640: 30%|### | 12/40 [00:02<00:05, 5.19it/s] 289/499 4.32G 0.01261 0.01017 0.001778 84 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 289/499 4.32G 0.01251 0.01018 0.001916 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 289/499 4.32G 0.01251 0.01018 0.001916 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 289/499 4.32G 0.01257 0.01013 0.001911 65 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 289/499 4.32G 0.01257 0.01013 0.001911 65 640: 38%|###7 | 15/40 [00:02<00:04, 5.21it/s] 289/499 4.32G 0.01242 0.01019 0.001982 91 640: 38%|###7 | 15/40 [00:03<00:04, 5.21it/s] 289/499 4.32G 0.01242 0.01019 0.001982 91 640: 40%|#### | 16/40 [00:03<00:04, 5.29it/s] 289/499 4.32G 0.0125 0.01016 0.00207 67 640: 40%|#### | 16/40 [00:03<00:04, 5.29it/s] 289/499 4.32G 0.0125 0.01016 0.00207 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.38it/s] 289/499 4.32G 0.01246 0.01012 0.002042 78 640: 42%|####2 | 17/40 [00:03<00:04, 5.38it/s] 289/499 4.32G 0.01246 0.01012 0.002042 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 289/499 4.32G 0.01246 0.0101 0.002069 71 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 289/499 4.32G 0.01246 0.0101 0.002069 71 640: 48%|####7 | 19/40 [00:03<00:03, 5.31it/s] 289/499 4.32G 0.01238 0.01006 0.00212 81 640: 48%|####7 | 19/40 [00:03<00:03, 5.31it/s] 289/499 4.32G 0.01238 0.01006 0.00212 81 640: 50%|##### | 20/40 [00:03<00:03, 5.39it/s] 289/499 4.32G 0.01236 0.01013 0.002124 94 640: 50%|##### | 20/40 [00:03<00:03, 5.39it/s] 289/499 4.32G 0.01236 0.01013 0.002124 94 640: 52%|#####2 | 21/40 [00:03<00:03, 5.22it/s] 289/499 4.32G 0.01227 0.009999 0.002252 58 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 289/499 4.32G 0.01227 0.009999 0.002252 58 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 289/499 4.32G 0.01228 0.009983 0.00227 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 289/499 4.32G 0.01228 0.009983 0.00227 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.35it/s] 289/499 4.32G 0.01226 0.009908 0.002379 64 640: 57%|#####7 | 23/40 [00:04<00:03, 5.35it/s] 289/499 4.32G 0.01226 0.009908 0.002379 64 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 289/499 4.32G 0.01218 0.009976 0.002307 93 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 289/499 4.32G 0.01218 0.009976 0.002307 93 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 289/499 4.32G 0.01218 0.009957 0.002362 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 289/499 4.32G 0.01218 0.009957 0.002362 71 640: 65%|######5 | 26/40 [00:04<00:02, 5.36it/s] 289/499 4.32G 0.01213 0.009877 0.002329 63 640: 65%|######5 | 26/40 [00:05<00:02, 5.36it/s] 289/499 4.32G 0.01213 0.009877 0.002329 63 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 289/499 4.32G 0.01214 0.009941 0.002408 83 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 289/499 4.32G 0.01214 0.009941 0.002408 83 640: 70%|####### | 28/40 [00:05<00:02, 5.28it/s] 289/499 4.32G 0.01213 0.0099 0.002463 72 640: 70%|####### | 28/40 [00:05<00:02, 5.28it/s] 289/499 4.32G 0.01213 0.0099 0.002463 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 289/499 4.32G 0.01215 0.009816 0.002531 63 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 289/499 4.32G 0.01215 0.009816 0.002531 63 640: 75%|#######5 | 30/40 [00:05<00:01, 5.23it/s] 289/499 4.32G 0.0121 0.009762 0.002503 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.23it/s] 289/499 4.32G 0.0121 0.009762 0.002503 65 640: 78%|#######7 | 31/40 [00:05<00:01, 5.26it/s] 289/499 4.32G 0.01208 0.009755 0.002458 69 640: 78%|#######7 | 31/40 [00:06<00:01, 5.26it/s] 289/499 4.32G 0.01208 0.009755 0.002458 69 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 289/499 4.32G 0.01204 0.009726 0.00242 66 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 289/499 4.32G 0.01204 0.009726 0.00242 66 640: 82%|########2 | 33/40 [00:06<00:01, 5.16it/s] 289/499 4.32G 0.01202 0.009693 0.002437 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.16it/s] 289/499 4.32G 0.01202 0.009693 0.002437 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 289/499 4.32G 0.01198 0.009685 0.002379 69 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 289/499 4.32G 0.01198 0.009685 0.002379 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 289/499 4.32G 0.01197 0.009713 0.002328 79 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 289/499 4.32G 0.01197 0.009713 0.002328 79 640: 90%|######### | 36/40 [00:06<00:00, 5.16it/s] 289/499 4.32G 0.01198 0.009759 0.002324 85 640: 90%|######### | 36/40 [00:07<00:00, 5.16it/s] 289/499 4.32G 0.01198 0.009759 0.002324 85 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 289/499 4.32G 0.01199 0.009765 0.002309 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 289/499 4.32G 0.01199 0.009765 0.002309 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 289/499 4.32G 0.012 0.009759 0.002265 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 289/499 4.32G 0.012 0.009759 0.002265 79 640: 98%|#########7| 39/40 [00:07<00:00, 5.18it/s] 289/499 4.32G 0.01199 0.009822 0.00225 49 640: 98%|#########7| 39/40 [00:07<00:00, 5.18it/s] 289/499 4.32G 0.01199 0.009822 0.00225 49 640: 100%|##########| 40/40 [00:07<00:00, 5.36it/s] 289/499 4.32G 0.01199 0.009822 0.00225 49 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.86it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.884 0.882 0.903 0.788 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 290/499 4.32G 0.0117 0.01112 0.003076 73 640: 0%| | 0/40 [00:00<?, ?it/s] 290/499 4.32G 0.0117 0.01112 0.003076 73 640: 2%|2 | 1/40 [00:00<00:07, 5.24it/s] 290/499 4.32G 0.01104 0.01012 0.001976 77 640: 2%|2 | 1/40 [00:00<00:07, 5.24it/s] 290/499 4.32G 0.01104 0.01012 0.001976 77 640: 5%|5 | 2/40 [00:00<00:07, 5.02it/s] 290/499 4.32G 0.01094 0.01022 0.001746 74 640: 5%|5 | 2/40 [00:00<00:07, 5.02it/s] 290/499 4.32G 0.01094 0.01022 0.001746 74 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 290/499 4.32G 0.0118 0.00973 0.003774 55 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 290/499 4.32G 0.0118 0.00973 0.003774 55 640: 10%|# | 4/40 [00:00<00:06, 5.31it/s] 290/499 4.32G 0.01179 0.009564 0.003965 69 640: 10%|# | 4/40 [00:00<00:06, 5.31it/s] 290/499 4.32G 0.01179 0.009564 0.003965 69 640: 12%|#2 | 5/40 [00:00<00:06, 5.17it/s] 290/499 4.32G 0.01205 0.009738 0.003704 73 640: 12%|#2 | 5/40 [00:01<00:06, 5.17it/s] 290/499 4.32G 0.01205 0.009738 0.003704 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 290/499 4.32G 0.01201 0.01013 0.003276 89 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 290/499 4.32G 0.01201 0.01013 0.003276 89 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 290/499 4.32G 0.01209 0.01033 0.002931 80 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 290/499 4.32G 0.01209 0.01033 0.002931 80 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 290/499 4.32G 0.01209 0.01033 0.002773 69 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 290/499 4.32G 0.01209 0.01033 0.002773 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 290/499 4.32G 0.01205 0.01022 0.002673 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 290/499 4.32G 0.01205 0.01022 0.002673 65 640: 25%|##5 | 10/40 [00:01<00:05, 5.39it/s] 290/499 4.32G 0.0121 0.0104 0.002578 82 640: 25%|##5 | 10/40 [00:02<00:05, 5.39it/s] 290/499 4.32G 0.0121 0.0104 0.002578 82 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 290/499 4.32G 0.0121 0.01048 0.002399 88 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 290/499 4.32G 0.0121 0.01048 0.002399 88 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 290/499 4.32G 0.01214 0.01055 0.002352 87 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 290/499 4.32G 0.01214 0.01055 0.002352 87 640: 32%|###2 | 13/40 [00:02<00:05, 5.40it/s] 290/499 4.32G 0.01212 0.01043 0.00236 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.40it/s] 290/499 4.32G 0.01212 0.01043 0.00236 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.26it/s] 290/499 4.32G 0.01217 0.01041 0.002609 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.26it/s] 290/499 4.32G 0.01217 0.01041 0.002609 74 640: 38%|###7 | 15/40 [00:02<00:04, 5.33it/s] 290/499 4.32G 0.01229 0.01038 0.002714 67 640: 38%|###7 | 15/40 [00:03<00:04, 5.33it/s] 290/499 4.32G 0.01229 0.01038 0.002714 67 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 290/499 4.32G 0.01229 0.01036 0.002786 73 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 290/499 4.32G 0.01229 0.01036 0.002786 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.17it/s] 290/499 4.32G 0.01229 0.01025 0.002689 64 640: 42%|####2 | 17/40 [00:03<00:04, 5.17it/s] 290/499 4.32G 0.01229 0.01025 0.002689 64 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 290/499 4.32G 0.01224 0.01016 0.002808 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 290/499 4.32G 0.01224 0.01016 0.002808 70 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 290/499 4.32G 0.01211 0.01002 0.002742 69 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 290/499 4.32G 0.01211 0.01002 0.002742 69 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 290/499 4.32G 0.01219 0.01003 0.002917 69 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 290/499 4.32G 0.01219 0.01003 0.002917 69 640: 52%|#####2 | 21/40 [00:03<00:03, 5.31it/s] 290/499 4.32G 0.0122 0.00989 0.002963 56 640: 52%|#####2 | 21/40 [00:04<00:03, 5.31it/s] 290/499 4.32G 0.0122 0.00989 0.002963 56 640: 55%|#####5 | 22/40 [00:04<00:03, 5.39it/s] 290/499 4.32G 0.01217 0.009843 0.002864 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.39it/s] 290/499 4.32G 0.01217 0.009843 0.002864 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 290/499 4.32G 0.01215 0.009934 0.002824 92 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 290/499 4.32G 0.01215 0.009934 0.002824 92 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 290/499 4.32G 0.01219 0.009927 0.002842 75 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 290/499 4.32G 0.01219 0.009927 0.002842 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.39it/s] 290/499 4.32G 0.01214 0.009925 0.002898 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.39it/s] 290/499 4.32G 0.01214 0.009925 0.002898 75 640: 65%|######5 | 26/40 [00:04<00:02, 5.17it/s] 290/499 4.32G 0.0122 0.009958 0.002857 73 640: 65%|######5 | 26/40 [00:05<00:02, 5.17it/s] 290/499 4.32G 0.0122 0.009958 0.002857 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.26it/s] 290/499 4.32G 0.01217 0.009892 0.002915 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.26it/s] 290/499 4.32G 0.01217 0.009892 0.002915 70 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 290/499 4.32G 0.01216 0.009977 0.002917 94 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 290/499 4.32G 0.01216 0.009977 0.002917 94 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 290/499 4.32G 0.01211 0.009987 0.002838 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 290/499 4.32G 0.01211 0.009987 0.002838 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 290/499 4.32G 0.01211 0.01 0.002826 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 290/499 4.32G 0.01211 0.01 0.002826 75 640: 78%|#######7 | 31/40 [00:05<00:01, 5.33it/s] 290/499 4.32G 0.01211 0.01001 0.002822 77 640: 78%|#######7 | 31/40 [00:06<00:01, 5.33it/s] 290/499 4.32G 0.01211 0.01001 0.002822 77 640: 80%|######## | 32/40 [00:06<00:01, 5.17it/s] 290/499 4.32G 0.0121 0.01012 0.002808 94 640: 80%|######## | 32/40 [00:06<00:01, 5.17it/s] 290/499 4.32G 0.0121 0.01012 0.002808 94 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 290/499 4.32G 0.01213 0.01016 0.002856 84 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 290/499 4.32G 0.01213 0.01016 0.002856 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.35it/s] 290/499 4.32G 0.01212 0.01015 0.002876 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.35it/s] 290/499 4.32G 0.01212 0.01015 0.002876 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 290/499 4.32G 0.01217 0.01016 0.002938 64 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 290/499 4.32G 0.01217 0.01016 0.002938 64 640: 90%|######### | 36/40 [00:06<00:00, 5.29it/s] 290/499 4.32G 0.01223 0.01017 0.003002 60 640: 90%|######### | 36/40 [00:07<00:00, 5.29it/s] 290/499 4.32G 0.01223 0.01017 0.003002 60 640: 92%|#########2| 37/40 [00:07<00:00, 5.35it/s] 290/499 4.32G 0.01219 0.01016 0.002947 84 640: 92%|#########2| 37/40 [00:07<00:00, 5.35it/s] 290/499 4.32G 0.01219 0.01016 0.002947 84 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 290/499 4.32G 0.01216 0.01018 0.002944 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 290/499 4.32G 0.01216 0.01018 0.002944 77 640: 98%|#########7| 39/40 [00:07<00:00, 5.28it/s] 290/499 4.32G 0.01212 0.0102 0.0029 44 640: 98%|#########7| 39/40 [00:07<00:00, 5.28it/s] 290/499 4.32G 0.01212 0.0102 0.0029 44 640: 100%|##########| 40/40 [00:07<00:00, 5.43it/s] 290/499 4.32G 0.01212 0.0102 0.0029 44 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s] all 132 263 0.889 0.887 0.894 0.778 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 291/499 4.32G 0.01119 0.0093 0.00183 69 640: 0%| | 0/40 [00:00<?, ?it/s] 291/499 4.32G 0.01119 0.0093 0.00183 69 640: 2%|2 | 1/40 [00:00<00:07, 4.90it/s] 291/499 4.32G 0.0118 0.01042 0.002196 83 640: 2%|2 | 1/40 [00:00<00:07, 4.90it/s] 291/499 4.32G 0.0118 0.01042 0.002196 83 640: 5%|5 | 2/40 [00:00<00:07, 5.22it/s] 291/499 4.32G 0.01179 0.01059 0.002005 81 640: 5%|5 | 2/40 [00:00<00:07, 5.22it/s] 291/499 4.32G 0.01179 0.01059 0.002005 81 640: 8%|7 | 3/40 [00:00<00:06, 5.35it/s] 291/499 4.32G 0.01227 0.01071 0.00262 76 640: 8%|7 | 3/40 [00:00<00:06, 5.35it/s] 291/499 4.32G 0.01227 0.01071 0.00262 76 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 291/499 4.32G 0.0122 0.01053 0.002946 65 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 291/499 4.32G 0.0122 0.01053 0.002946 65 640: 12%|#2 | 5/40 [00:00<00:06, 5.29it/s] 291/499 4.32G 0.01184 0.01018 0.002563 76 640: 12%|#2 | 5/40 [00:01<00:06, 5.29it/s] 291/499 4.32G 0.01184 0.01018 0.002563 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 291/499 4.32G 0.01192 0.009904 0.002334 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 291/499 4.32G 0.01192 0.009904 0.002334 68 640: 18%|#7 | 7/40 [00:01<00:06, 5.15it/s] 291/499 4.32G 0.01186 0.009824 0.00228 75 640: 18%|#7 | 7/40 [00:01<00:06, 5.15it/s] 291/499 4.32G 0.01186 0.009824 0.00228 75 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 291/499 4.32G 0.01182 0.009976 0.0022 72 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 291/499 4.32G 0.01182 0.009976 0.0022 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 291/499 4.32G 0.01178 0.01006 0.002169 81 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 291/499 4.32G 0.01178 0.01006 0.002169 81 640: 25%|##5 | 10/40 [00:01<00:05, 5.15it/s] 291/499 4.32G 0.01169 0.009992 0.00209 79 640: 25%|##5 | 10/40 [00:02<00:05, 5.15it/s] 291/499 4.32G 0.01169 0.009992 0.00209 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.22it/s] 291/499 4.32G 0.01161 0.009784 0.001949 58 640: 28%|##7 | 11/40 [00:02<00:05, 5.22it/s] 291/499 4.32G 0.01161 0.009784 0.001949 58 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 291/499 4.32G 0.01169 0.009805 0.002042 70 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 291/499 4.32G 0.01169 0.009805 0.002042 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.18it/s] 291/499 4.32G 0.01189 0.009854 0.001977 61 640: 32%|###2 | 13/40 [00:02<00:05, 5.18it/s] 291/499 4.32G 0.01189 0.009854 0.001977 61 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 291/499 4.32G 0.01192 0.01001 0.00192 84 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 291/499 4.32G 0.01192 0.01001 0.00192 84 640: 38%|###7 | 15/40 [00:02<00:04, 5.32it/s] 291/499 4.32G 0.01189 0.01013 0.001886 85 640: 38%|###7 | 15/40 [00:03<00:04, 5.32it/s] 291/499 4.32G 0.01189 0.01013 0.001886 85 640: 40%|#### | 16/40 [00:03<00:04, 5.17it/s] 291/499 4.32G 0.01184 0.0102 0.001817 86 640: 40%|#### | 16/40 [00:03<00:04, 5.17it/s] 291/499 4.32G 0.01184 0.0102 0.001817 86 640: 42%|####2 | 17/40 [00:03<00:04, 5.28it/s] 291/499 4.32G 0.01182 0.01015 0.001806 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.28it/s] 291/499 4.32G 0.01182 0.01015 0.001806 75 640: 45%|####5 | 18/40 [00:03<00:04, 5.36it/s] 291/499 4.32G 0.01185 0.01024 0.001832 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.36it/s] 291/499 4.32G 0.01185 0.01024 0.001832 77 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 291/499 4.32G 0.01179 0.01021 0.001828 77 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 291/499 4.32G 0.01179 0.01021 0.001828 77 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 291/499 4.32G 0.0118 0.01027 0.001891 84 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 291/499 4.32G 0.0118 0.01027 0.001891 84 640: 52%|#####2 | 21/40 [00:03<00:03, 5.36it/s] 291/499 4.32G 0.01182 0.01022 0.001885 66 640: 52%|#####2 | 21/40 [00:04<00:03, 5.36it/s] 291/499 4.32G 0.01182 0.01022 0.001885 66 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 291/499 4.32G 0.0119 0.0102 0.002047 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 291/499 4.32G 0.0119 0.0102 0.002047 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 291/499 4.32G 0.01199 0.01012 0.002252 53 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 291/499 4.32G 0.01199 0.01012 0.002252 53 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 291/499 4.32G 0.012 0.01016 0.002204 78 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 291/499 4.32G 0.012 0.01016 0.002204 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.18it/s] 291/499 4.32G 0.01203 0.01018 0.002168 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.18it/s] 291/499 4.32G 0.01203 0.01018 0.002168 71 640: 65%|######5 | 26/40 [00:04<00:02, 5.26it/s] 291/499 4.32G 0.01204 0.01022 0.002144 77 640: 65%|######5 | 26/40 [00:05<00:02, 5.26it/s] 291/499 4.32G 0.01204 0.01022 0.002144 77 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 291/499 4.32G 0.01206 0.01021 0.002111 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 291/499 4.32G 0.01206 0.01021 0.002111 73 640: 70%|####### | 28/40 [00:05<00:02, 5.08it/s] 291/499 4.32G 0.01199 0.01014 0.00205 71 640: 70%|####### | 28/40 [00:05<00:02, 5.08it/s] 291/499 4.32G 0.01199 0.01014 0.00205 71 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 291/499 4.32G 0.01195 0.01013 0.002064 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 291/499 4.32G 0.01195 0.01013 0.002064 78 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 291/499 4.32G 0.01195 0.01012 0.002074 80 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 291/499 4.32G 0.01195 0.01012 0.002074 80 640: 78%|#######7 | 31/40 [00:05<00:01, 5.15it/s] 291/499 4.32G 0.01195 0.01009 0.002054 76 640: 78%|#######7 | 31/40 [00:06<00:01, 5.15it/s] 291/499 4.32G 0.01195 0.01009 0.002054 76 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 291/499 4.32G 0.01196 0.01011 0.002005 79 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 291/499 4.32G 0.01196 0.01011 0.002005 79 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 291/499 4.32G 0.01194 0.01007 0.001994 57 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 291/499 4.32G 0.01194 0.01007 0.001994 57 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 291/499 4.32G 0.01191 0.01008 0.001955 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 291/499 4.32G 0.01191 0.01008 0.001955 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 291/499 4.32G 0.01198 0.0101 0.001977 79 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 291/499 4.32G 0.01198 0.0101 0.001977 79 640: 90%|######### | 36/40 [00:06<00:00, 5.33it/s] 291/499 4.32G 0.01205 0.0101 0.002073 67 640: 90%|######### | 36/40 [00:07<00:00, 5.33it/s] 291/499 4.32G 0.01205 0.0101 0.002073 67 640: 92%|#########2| 37/40 [00:07<00:00, 5.11it/s] 291/499 4.32G 0.01204 0.01003 0.002177 61 640: 92%|#########2| 37/40 [00:07<00:00, 5.11it/s] 291/499 4.32G 0.01204 0.01003 0.002177 61 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 291/499 4.32G 0.01205 0.009991 0.002154 61 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 291/499 4.32G 0.01205 0.009991 0.002154 61 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 291/499 4.32G 0.01202 0.009992 0.002119 46 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 291/499 4.32G 0.01202 0.009992 0.002119 46 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] 291/499 4.32G 0.01202 0.009992 0.002119 46 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s] all 132 263 0.871 0.856 0.876 0.766 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 292/499 4.32G 0.01247 0.009437 0.001011 58 640: 0%| | 0/40 [00:00<?, ?it/s] 292/499 4.32G 0.01247 0.009437 0.001011 58 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 292/499 4.32G 0.01162 0.009897 0.001487 79 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 292/499 4.32G 0.01162 0.009897 0.001487 79 640: 5%|5 | 2/40 [00:00<00:06, 5.54it/s] 292/499 4.32G 0.01175 0.00954 0.001212 64 640: 5%|5 | 2/40 [00:00<00:06, 5.54it/s] 292/499 4.32G 0.01175 0.00954 0.001212 64 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 292/499 4.32G 0.01168 0.009905 0.001159 78 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 292/499 4.32G 0.01168 0.009905 0.001159 78 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 292/499 4.32G 0.01181 0.01017 0.001678 85 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 292/499 4.32G 0.01181 0.01017 0.001678 85 640: 12%|#2 | 5/40 [00:00<00:06, 5.41it/s] 292/499 4.32G 0.01172 0.009741 0.001686 62 640: 12%|#2 | 5/40 [00:01<00:06, 5.41it/s] 292/499 4.32G 0.01172 0.009741 0.001686 62 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 292/499 4.32G 0.01179 0.0098 0.00155 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 292/499 4.32G 0.01179 0.0098 0.00155 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 292/499 4.32G 0.01164 0.009751 0.001546 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 292/499 4.32G 0.01164 0.009751 0.001546 76 640: 20%|## | 8/40 [00:01<00:05, 5.38it/s] 292/499 4.32G 0.01155 0.009756 0.001549 80 640: 20%|## | 8/40 [00:01<00:05, 5.38it/s] 292/499 4.32G 0.01155 0.009756 0.001549 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 292/499 4.32G 0.01157 0.009687 0.00185 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 292/499 4.32G 0.01157 0.009687 0.00185 69 640: 25%|##5 | 10/40 [00:01<00:05, 5.32it/s] 292/499 4.32G 0.01188 0.009638 0.002217 60 640: 25%|##5 | 10/40 [00:02<00:05, 5.32it/s] 292/499 4.32G 0.01188 0.009638 0.002217 60 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 292/499 4.32G 0.01192 0.009655 0.00221 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 292/499 4.32G 0.01192 0.009655 0.00221 72 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 292/499 4.32G 0.01189 0.009769 0.002211 78 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 292/499 4.32G 0.01189 0.009769 0.002211 78 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 292/499 4.32G 0.01193 0.009955 0.002209 78 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 292/499 4.32G 0.01193 0.009955 0.002209 78 640: 35%|###5 | 14/40 [00:02<00:04, 5.41it/s] 292/499 4.32G 0.0118 0.009836 0.002231 73 640: 35%|###5 | 14/40 [00:02<00:04, 5.41it/s] 292/499 4.32G 0.0118 0.009836 0.002231 73 640: 38%|###7 | 15/40 [00:02<00:04, 5.27it/s] 292/499 4.32G 0.01184 0.009903 0.002268 80 640: 38%|###7 | 15/40 [00:02<00:04, 5.27it/s] 292/499 4.32G 0.01184 0.009903 0.002268 80 640: 40%|#### | 16/40 [00:02<00:04, 5.35it/s] 292/499 4.32G 0.01177 0.009912 0.002199 86 640: 40%|#### | 16/40 [00:03<00:04, 5.35it/s] 292/499 4.32G 0.01177 0.009912 0.002199 86 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 292/499 4.32G 0.01172 0.00991 0.002143 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 292/499 4.32G 0.01172 0.00991 0.002143 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.19it/s] 292/499 4.32G 0.01173 0.009924 0.00208 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.19it/s] 292/499 4.32G 0.01173 0.009924 0.00208 76 640: 48%|####7 | 19/40 [00:03<00:03, 5.28it/s] 292/499 4.32G 0.01172 0.009871 0.002018 65 640: 48%|####7 | 19/40 [00:03<00:03, 5.28it/s] 292/499 4.32G 0.01172 0.009871 0.002018 65 640: 50%|##### | 20/40 [00:03<00:03, 5.36it/s] 292/499 4.32G 0.01174 0.009876 0.001943 73 640: 50%|##### | 20/40 [00:03<00:03, 5.36it/s] 292/499 4.32G 0.01174 0.009876 0.001943 73 640: 52%|#####2 | 21/40 [00:03<00:03, 5.22it/s] 292/499 4.32G 0.01168 0.009811 0.001959 70 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 292/499 4.32G 0.01168 0.009811 0.001959 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 292/499 4.32G 0.01169 0.009801 0.001915 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 292/499 4.32G 0.01169 0.009801 0.001915 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 292/499 4.32G 0.0118 0.009856 0.001967 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 292/499 4.32G 0.0118 0.009856 0.001967 74 640: 60%|###### | 24/40 [00:04<00:03, 5.16it/s] 292/499 4.32G 0.0118 0.009798 0.002037 67 640: 60%|###### | 24/40 [00:04<00:03, 5.16it/s] 292/499 4.32G 0.0118 0.009798 0.002037 67 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 292/499 4.32G 0.01178 0.009704 0.002123 54 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 292/499 4.32G 0.01178 0.009704 0.002123 54 640: 65%|######5 | 26/40 [00:04<00:02, 5.31it/s] 292/499 4.32G 0.01179 0.009659 0.002093 64 640: 65%|######5 | 26/40 [00:05<00:02, 5.31it/s] 292/499 4.32G 0.01179 0.009659 0.002093 64 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 292/499 4.32G 0.01176 0.009721 0.002198 85 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 292/499 4.32G 0.01176 0.009721 0.002198 85 640: 70%|####### | 28/40 [00:05<00:02, 5.27it/s] 292/499 4.32G 0.01176 0.009658 0.002213 61 640: 70%|####### | 28/40 [00:05<00:02, 5.27it/s] 292/499 4.32G 0.01176 0.009658 0.002213 61 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 292/499 4.32G 0.01178 0.009743 0.002292 93 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 292/499 4.32G 0.01178 0.009743 0.002292 93 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 292/499 4.32G 0.01176 0.00976 0.002309 82 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 292/499 4.32G 0.01176 0.00976 0.002309 82 640: 78%|#######7 | 31/40 [00:05<00:01, 5.29it/s] 292/499 4.32G 0.01177 0.009758 0.002287 76 640: 78%|#######7 | 31/40 [00:06<00:01, 5.29it/s] 292/499 4.32G 0.01177 0.009758 0.002287 76 640: 80%|######## | 32/40 [00:06<00:01, 5.36it/s] 292/499 4.32G 0.01178 0.009755 0.00228 75 640: 80%|######## | 32/40 [00:06<00:01, 5.36it/s] 292/499 4.32G 0.01178 0.009755 0.00228 75 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 292/499 4.32G 0.0118 0.009728 0.002418 63 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 292/499 4.32G 0.0118 0.009728 0.002418 63 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 292/499 4.32G 0.0118 0.009735 0.00238 78 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 292/499 4.32G 0.0118 0.009735 0.00238 78 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 292/499 4.32G 0.01187 0.009703 0.002371 64 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 292/499 4.32G 0.01187 0.009703 0.002371 64 640: 90%|######### | 36/40 [00:06<00:00, 5.20it/s] 292/499 4.32G 0.01196 0.00969 0.002412 59 640: 90%|######### | 36/40 [00:06<00:00, 5.20it/s] 292/499 4.32G 0.01196 0.00969 0.002412 59 640: 92%|#########2| 37/40 [00:06<00:00, 5.30it/s] 292/499 4.32G 0.01197 0.009732 0.002405 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 292/499 4.32G 0.01197 0.009732 0.002405 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.36it/s] 292/499 4.32G 0.01201 0.009829 0.002377 86 640: 95%|#########5| 38/40 [00:07<00:00, 5.36it/s] 292/499 4.32G 0.01201 0.009829 0.002377 86 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 292/499 4.32G 0.01205 0.01001 0.002413 54 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 292/499 4.32G 0.01205 0.01001 0.002413 54 640: 100%|##########| 40/40 [00:07<00:00, 5.38it/s] 292/499 4.32G 0.01205 0.01001 0.002413 54 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.856 0.845 0.885 0.777 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 293/499 4.32G 0.01234 0.0109 0.001908 83 640: 0%| | 0/40 [00:00<?, ?it/s] 293/499 4.32G 0.01234 0.0109 0.001908 83 640: 2%|2 | 1/40 [00:00<00:07, 5.47it/s] 293/499 4.32G 0.0132 0.01121 0.001933 81 640: 2%|2 | 1/40 [00:00<00:07, 5.47it/s] 293/499 4.32G 0.0132 0.01121 0.001933 81 640: 5%|5 | 2/40 [00:00<00:07, 5.14it/s] 293/499 4.32G 0.01262 0.01025 0.002223 67 640: 5%|5 | 2/40 [00:00<00:07, 5.14it/s] 293/499 4.32G 0.01262 0.01025 0.002223 67 640: 8%|7 | 3/40 [00:00<00:06, 5.31it/s] 293/499 4.32G 0.0124 0.01034 0.001852 82 640: 8%|7 | 3/40 [00:00<00:06, 5.31it/s] 293/499 4.32G 0.0124 0.01034 0.001852 82 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 293/499 4.32G 0.01231 0.01118 0.001762 86 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 293/499 4.32G 0.01231 0.01118 0.001762 86 640: 12%|#2 | 5/40 [00:00<00:06, 5.13it/s] 293/499 4.32G 0.01219 0.01081 0.001841 76 640: 12%|#2 | 5/40 [00:01<00:06, 5.13it/s] 293/499 4.32G 0.01219 0.01081 0.001841 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 293/499 4.32G 0.01205 0.01033 0.00165 60 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 293/499 4.32G 0.01205 0.01033 0.00165 60 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 293/499 4.32G 0.01202 0.009931 0.001511 59 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 293/499 4.32G 0.01202 0.009931 0.001511 59 640: 20%|## | 8/40 [00:01<00:06, 5.15it/s] 293/499 4.32G 0.01188 0.009901 0.001506 82 640: 20%|## | 8/40 [00:01<00:06, 5.15it/s] 293/499 4.32G 0.01188 0.009901 0.001506 82 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 293/499 4.32G 0.01179 0.00977 0.001611 63 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 293/499 4.32G 0.01179 0.00977 0.001611 63 640: 25%|##5 | 10/40 [00:01<00:05, 5.32it/s] 293/499 4.32G 0.01192 0.009685 0.001858 60 640: 25%|##5 | 10/40 [00:02<00:05, 5.32it/s] 293/499 4.32G 0.01192 0.009685 0.001858 60 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 293/499 4.32G 0.01182 0.009625 0.001897 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 293/499 4.32G 0.01182 0.009625 0.001897 71 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 293/499 4.32G 0.01191 0.009438 0.002169 48 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 293/499 4.32G 0.01191 0.009438 0.002169 48 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 293/499 4.32G 0.01208 0.009656 0.002175 84 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 293/499 4.32G 0.01208 0.009656 0.002175 84 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 293/499 4.32G 0.01204 0.009841 0.002188 85 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 293/499 4.32G 0.01204 0.009841 0.002188 85 640: 38%|###7 | 15/40 [00:02<00:04, 5.31it/s] 293/499 4.32G 0.01215 0.01001 0.002192 88 640: 38%|###7 | 15/40 [00:03<00:04, 5.31it/s] 293/499 4.32G 0.01215 0.01001 0.002192 88 640: 40%|#### | 16/40 [00:03<00:04, 5.38it/s] 293/499 4.32G 0.01233 0.01007 0.002383 73 640: 40%|#### | 16/40 [00:03<00:04, 5.38it/s] 293/499 4.32G 0.01233 0.01007 0.002383 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 293/499 4.32G 0.01238 0.01008 0.002363 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 293/499 4.32G 0.01238 0.01008 0.002363 75 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 293/499 4.32G 0.01245 0.0102 0.002325 89 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 293/499 4.32G 0.01245 0.0102 0.002325 89 640: 48%|####7 | 19/40 [00:03<00:03, 5.40it/s] 293/499 4.32G 0.01242 0.01018 0.002362 71 640: 48%|####7 | 19/40 [00:03<00:03, 5.40it/s] 293/499 4.32G 0.01242 0.01018 0.002362 71 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 293/499 4.32G 0.0124 0.01023 0.002377 79 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 293/499 4.32G 0.0124 0.01023 0.002377 79 640: 52%|#####2 | 21/40 [00:03<00:03, 5.34it/s] 293/499 4.32G 0.01236 0.01025 0.002409 86 640: 52%|#####2 | 21/40 [00:04<00:03, 5.34it/s] 293/499 4.32G 0.01236 0.01025 0.002409 86 640: 55%|#####5 | 22/40 [00:04<00:03, 5.40it/s] 293/499 4.32G 0.01238 0.01019 0.002337 65 640: 55%|#####5 | 22/40 [00:04<00:03, 5.40it/s] 293/499 4.32G 0.01238 0.01019 0.002337 65 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 293/499 4.32G 0.0124 0.01027 0.002446 80 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 293/499 4.32G 0.0124 0.01027 0.002446 80 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 293/499 4.32G 0.01237 0.01016 0.0024 60 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 293/499 4.32G 0.01237 0.01016 0.0024 60 640: 62%|######2 | 25/40 [00:04<00:02, 5.40it/s] 293/499 4.32G 0.01238 0.01017 0.002381 73 640: 62%|######2 | 25/40 [00:04<00:02, 5.40it/s] 293/499 4.32G 0.01238 0.01017 0.002381 73 640: 65%|######5 | 26/40 [00:04<00:02, 5.23it/s] 293/499 4.32G 0.0125 0.01019 0.002544 72 640: 65%|######5 | 26/40 [00:05<00:02, 5.23it/s] 293/499 4.32G 0.0125 0.01019 0.002544 72 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 293/499 4.32G 0.01252 0.01025 0.002472 86 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 293/499 4.32G 0.01252 0.01025 0.002472 86 640: 70%|####### | 28/40 [00:05<00:02, 5.38it/s] 293/499 4.32G 0.0125 0.01024 0.002464 73 640: 70%|####### | 28/40 [00:05<00:02, 5.38it/s] 293/499 4.32G 0.0125 0.01024 0.002464 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 293/499 4.32G 0.01251 0.01021 0.002425 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 293/499 4.32G 0.01251 0.01021 0.002425 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 293/499 4.32G 0.01248 0.01024 0.002429 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 293/499 4.32G 0.01248 0.01024 0.002429 81 640: 78%|#######7 | 31/40 [00:05<00:01, 5.38it/s] 293/499 4.32G 0.01248 0.0103 0.00242 88 640: 78%|#######7 | 31/40 [00:06<00:01, 5.38it/s] 293/499 4.32G 0.01248 0.0103 0.00242 88 640: 80%|######## | 32/40 [00:06<00:01, 5.23it/s] 293/499 4.32G 0.01247 0.01027 0.002389 67 640: 80%|######## | 32/40 [00:06<00:01, 5.23it/s] 293/499 4.32G 0.01247 0.01027 0.002389 67 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 293/499 4.32G 0.01242 0.01019 0.00237 64 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 293/499 4.32G 0.01242 0.01019 0.00237 64 640: 85%|########5 | 34/40 [00:06<00:01, 5.37it/s] 293/499 4.32G 0.01245 0.01014 0.002346 62 640: 85%|########5 | 34/40 [00:06<00:01, 5.37it/s] 293/499 4.32G 0.01245 0.01014 0.002346 62 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 293/499 4.32G 0.01243 0.01015 0.002323 80 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 293/499 4.32G 0.01243 0.01015 0.002323 80 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 293/499 4.32G 0.01244 0.01008 0.002538 60 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 293/499 4.32G 0.01244 0.01008 0.002538 60 640: 92%|#########2| 37/40 [00:06<00:00, 5.36it/s] 293/499 4.32G 0.01246 0.01014 0.002662 80 640: 92%|#########2| 37/40 [00:07<00:00, 5.36it/s] 293/499 4.32G 0.01246 0.01014 0.002662 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.22it/s] 293/499 4.32G 0.01246 0.01015 0.002667 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.22it/s] 293/499 4.32G 0.01246 0.01015 0.002667 70 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 293/499 4.32G 0.01241 0.01012 0.002621 34 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 293/499 4.32G 0.01241 0.01012 0.002621 34 640: 100%|##########| 40/40 [00:07<00:00, 5.46it/s] 293/499 4.32G 0.01241 0.01012 0.002621 34 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s] all 132 263 0.838 0.899 0.885 0.779 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 294/499 4.32G 0.01137 0.01167 0.002468 82 640: 0%| | 0/40 [00:00<?, ?it/s] 294/499 4.32G 0.01137 0.01167 0.002468 82 640: 2%|2 | 1/40 [00:00<00:07, 5.01it/s] 294/499 4.32G 0.01278 0.01085 0.002035 68 640: 2%|2 | 1/40 [00:00<00:07, 5.01it/s] 294/499 4.32G 0.01278 0.01085 0.002035 68 640: 5%|5 | 2/40 [00:00<00:07, 5.27it/s] 294/499 4.32G 0.01229 0.01079 0.001621 83 640: 5%|5 | 2/40 [00:00<00:07, 5.27it/s] 294/499 4.32G 0.01229 0.01079 0.001621 83 640: 8%|7 | 3/40 [00:00<00:06, 5.38it/s] 294/499 4.32G 0.01263 0.01038 0.001599 62 640: 8%|7 | 3/40 [00:00<00:06, 5.38it/s] 294/499 4.32G 0.01263 0.01038 0.001599 62 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 294/499 4.32G 0.0127 0.0106 0.001445 88 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 294/499 4.32G 0.0127 0.0106 0.001445 88 640: 12%|#2 | 5/40 [00:00<00:06, 5.31it/s] 294/499 4.32G 0.01272 0.01064 0.002051 78 640: 12%|#2 | 5/40 [00:01<00:06, 5.31it/s] 294/499 4.32G 0.01272 0.01064 0.002051 78 640: 15%|#5 | 6/40 [00:01<00:06, 5.41it/s] 294/499 4.32G 0.01267 0.01066 0.002067 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.41it/s] 294/499 4.32G 0.01267 0.01066 0.002067 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.18it/s] 294/499 4.32G 0.01262 0.01048 0.002022 71 640: 18%|#7 | 7/40 [00:01<00:06, 5.18it/s] 294/499 4.32G 0.01262 0.01048 0.002022 71 640: 20%|## | 8/40 [00:01<00:06, 5.30it/s] 294/499 4.32G 0.01245 0.01038 0.001931 76 640: 20%|## | 8/40 [00:01<00:06, 5.30it/s] 294/499 4.32G 0.01245 0.01038 0.001931 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 294/499 4.32G 0.01246 0.01039 0.001801 79 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 294/499 4.32G 0.01246 0.01039 0.001801 79 640: 25%|##5 | 10/40 [00:01<00:05, 5.22it/s] 294/499 4.32G 0.01243 0.01025 0.001742 58 640: 25%|##5 | 10/40 [00:02<00:05, 5.22it/s] 294/499 4.32G 0.01243 0.01025 0.001742 58 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 294/499 4.32G 0.0124 0.01032 0.001659 88 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 294/499 4.32G 0.0124 0.01032 0.001659 88 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 294/499 4.32G 0.01244 0.01027 0.001889 59 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 294/499 4.32G 0.01244 0.01027 0.001889 59 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 294/499 4.32G 0.01235 0.01022 0.001798 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 294/499 4.32G 0.01235 0.01022 0.001798 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 294/499 4.32G 0.01227 0.01024 0.001854 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 294/499 4.32G 0.01227 0.01024 0.001854 74 640: 38%|###7 | 15/40 [00:02<00:04, 5.41it/s] 294/499 4.32G 0.01239 0.01038 0.001925 85 640: 38%|###7 | 15/40 [00:03<00:04, 5.41it/s] 294/499 4.32G 0.01239 0.01038 0.001925 85 640: 40%|#### | 16/40 [00:03<00:04, 5.26it/s] 294/499 4.32G 0.01233 0.01036 0.001839 76 640: 40%|#### | 16/40 [00:03<00:04, 5.26it/s] 294/499 4.32G 0.01233 0.01036 0.001839 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 294/499 4.32G 0.01233 0.01046 0.001802 83 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 294/499 4.32G 0.01233 0.01046 0.001802 83 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 294/499 4.32G 0.0123 0.01047 0.001856 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 294/499 4.32G 0.0123 0.01047 0.001856 77 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 294/499 4.32G 0.01235 0.01048 0.002194 78 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 294/499 4.32G 0.01235 0.01048 0.002194 78 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 294/499 4.32G 0.01231 0.01046 0.002181 73 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 294/499 4.32G 0.01231 0.01046 0.002181 73 640: 52%|#####2 | 21/40 [00:03<00:03, 5.37it/s] 294/499 4.32G 0.01241 0.01038 0.002138 61 640: 52%|#####2 | 21/40 [00:04<00:03, 5.37it/s] 294/499 4.32G 0.01241 0.01038 0.002138 61 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 294/499 4.32G 0.01249 0.01052 0.002245 88 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 294/499 4.32G 0.01249 0.01052 0.002245 88 640: 57%|#####7 | 23/40 [00:04<00:03, 5.18it/s] 294/499 4.32G 0.01252 0.01064 0.00222 103 640: 57%|#####7 | 23/40 [00:04<00:03, 5.18it/s] 294/499 4.32G 0.01252 0.01064 0.00222 103 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 294/499 4.32G 0.01262 0.01065 0.002236 68 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 294/499 4.32G 0.01262 0.01065 0.002236 68 640: 62%|######2 | 25/40 [00:04<00:02, 5.15it/s] 294/499 4.32G 0.01258 0.01059 0.002313 67 640: 62%|######2 | 25/40 [00:04<00:02, 5.15it/s] 294/499 4.32G 0.01258 0.01059 0.002313 67 640: 65%|######5 | 26/40 [00:04<00:02, 5.21it/s] 294/499 4.32G 0.01257 0.01064 0.002347 85 640: 65%|######5 | 26/40 [00:05<00:02, 5.21it/s] 294/499 4.32G 0.01257 0.01064 0.002347 85 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 294/499 4.32G 0.01264 0.01072 0.002328 81 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 294/499 4.32G 0.01264 0.01072 0.002328 81 640: 70%|####### | 28/40 [00:05<00:02, 5.14it/s] 294/499 4.32G 0.01258 0.01065 0.002342 68 640: 70%|####### | 28/40 [00:05<00:02, 5.14it/s] 294/499 4.32G 0.01258 0.01065 0.002342 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 294/499 4.32G 0.01258 0.01062 0.002499 69 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 294/499 4.32G 0.01258 0.01062 0.002499 69 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 294/499 4.32G 0.01257 0.0106 0.002632 78 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 294/499 4.32G 0.01257 0.0106 0.002632 78 640: 78%|#######7 | 31/40 [00:05<00:01, 5.17it/s] 294/499 4.32G 0.01258 0.01056 0.002557 66 640: 78%|#######7 | 31/40 [00:06<00:01, 5.17it/s] 294/499 4.32G 0.01258 0.01056 0.002557 66 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 294/499 4.32G 0.01258 0.01052 0.002507 71 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 294/499 4.32G 0.01258 0.01052 0.002507 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.35it/s] 294/499 4.32G 0.01261 0.01058 0.002519 87 640: 82%|########2 | 33/40 [00:06<00:01, 5.35it/s] 294/499 4.32G 0.01261 0.01058 0.002519 87 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 294/499 4.32G 0.01263 0.01057 0.002503 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 294/499 4.32G 0.01263 0.01057 0.002503 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 294/499 4.32G 0.01264 0.01058 0.002572 72 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 294/499 4.32G 0.01264 0.01058 0.002572 72 640: 90%|######### | 36/40 [00:06<00:00, 5.36it/s] 294/499 4.32G 0.01268 0.01065 0.002577 89 640: 90%|######### | 36/40 [00:07<00:00, 5.36it/s] 294/499 4.32G 0.01268 0.01065 0.002577 89 640: 92%|#########2| 37/40 [00:07<00:00, 5.21it/s] 294/499 4.32G 0.01267 0.01068 0.002529 92 640: 92%|#########2| 37/40 [00:07<00:00, 5.21it/s] 294/499 4.32G 0.01267 0.01068 0.002529 92 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 294/499 4.32G 0.01269 0.01067 0.002576 65 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 294/499 4.32G 0.01269 0.01067 0.002576 65 640: 98%|#########7| 39/40 [00:07<00:00, 5.36it/s] 294/499 4.32G 0.0127 0.01067 0.002527 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.36it/s] 294/499 4.32G 0.0127 0.01067 0.002527 38 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] 294/499 4.32G 0.0127 0.01067 0.002527 38 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.97it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.852 0.878 0.906 0.801 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 295/499 4.32G 0.01033 0.008476 0.002142 68 640: 0%| | 0/40 [00:00<?, ?it/s] 295/499 4.32G 0.01033 0.008476 0.002142 68 640: 2%|2 | 1/40 [00:00<00:06, 5.61it/s] 295/499 4.32G 0.01218 0.009757 0.002435 65 640: 2%|2 | 1/40 [00:00<00:06, 5.61it/s] 295/499 4.32G 0.01218 0.009757 0.002435 65 640: 5%|5 | 2/40 [00:00<00:06, 5.55it/s] 295/499 4.32G 0.01216 0.01111 0.001997 98 640: 5%|5 | 2/40 [00:00<00:06, 5.55it/s] 295/499 4.32G 0.01216 0.01111 0.001997 98 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 295/499 4.32G 0.01195 0.01121 0.001851 87 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 295/499 4.32G 0.01195 0.01121 0.001851 87 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 295/499 4.32G 0.01186 0.01124 0.001695 89 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 295/499 4.32G 0.01186 0.01124 0.001695 89 640: 12%|#2 | 5/40 [00:00<00:06, 5.42it/s] 295/499 4.32G 0.01191 0.01138 0.00175 90 640: 12%|#2 | 5/40 [00:01<00:06, 5.42it/s] 295/499 4.32G 0.01191 0.01138 0.00175 90 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 295/499 4.32G 0.01209 0.01128 0.001825 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 295/499 4.32G 0.01209 0.01128 0.001825 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 295/499 4.32G 0.01211 0.01113 0.001772 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 295/499 4.32G 0.01211 0.01113 0.001772 79 640: 20%|## | 8/40 [00:01<00:05, 5.38it/s] 295/499 4.32G 0.01203 0.01112 0.001682 83 640: 20%|## | 8/40 [00:01<00:05, 5.38it/s] 295/499 4.32G 0.01203 0.01112 0.001682 83 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 295/499 4.32G 0.012 0.01095 0.001597 67 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 295/499 4.32G 0.012 0.01095 0.001597 67 640: 25%|##5 | 10/40 [00:01<00:05, 5.31it/s] 295/499 4.32G 0.01208 0.01083 0.001697 68 640: 25%|##5 | 10/40 [00:02<00:05, 5.31it/s] 295/499 4.32G 0.01208 0.01083 0.001697 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.37it/s] 295/499 4.32G 0.01203 0.01082 0.002008 81 640: 28%|##7 | 11/40 [00:02<00:05, 5.37it/s] 295/499 4.32G 0.01203 0.01082 0.002008 81 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 295/499 4.32G 0.01204 0.01084 0.002023 87 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 295/499 4.32G 0.01204 0.01084 0.002023 87 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 295/499 4.32G 0.01206 0.01086 0.002038 80 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 295/499 4.32G 0.01206 0.01086 0.002038 80 640: 35%|###5 | 14/40 [00:02<00:04, 5.40it/s] 295/499 4.32G 0.01205 0.01073 0.002133 57 640: 35%|###5 | 14/40 [00:02<00:04, 5.40it/s] 295/499 4.32G 0.01205 0.01073 0.002133 57 640: 38%|###7 | 15/40 [00:02<00:04, 5.23it/s] 295/499 4.32G 0.01215 0.01058 0.00231 65 640: 38%|###7 | 15/40 [00:03<00:04, 5.23it/s] 295/499 4.32G 0.01215 0.01058 0.00231 65 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 295/499 4.32G 0.01222 0.01063 0.002364 73 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 295/499 4.32G 0.01222 0.01063 0.002364 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 295/499 4.32G 0.0122 0.01055 0.002398 65 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 295/499 4.32G 0.0122 0.01055 0.002398 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 295/499 4.32G 0.01218 0.01052 0.002385 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 295/499 4.32G 0.01218 0.01052 0.002385 72 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 295/499 4.32G 0.01226 0.01059 0.002434 81 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 295/499 4.32G 0.01226 0.01059 0.002434 81 640: 50%|##### | 20/40 [00:03<00:03, 5.36it/s] 295/499 4.32G 0.01226 0.01062 0.002542 88 640: 50%|##### | 20/40 [00:03<00:03, 5.36it/s] 295/499 4.32G 0.01226 0.01062 0.002542 88 640: 52%|#####2 | 21/40 [00:03<00:03, 5.20it/s] 295/499 4.32G 0.01224 0.01056 0.002557 68 640: 52%|#####2 | 21/40 [00:04<00:03, 5.20it/s] 295/499 4.32G 0.01224 0.01056 0.002557 68 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 295/499 4.32G 0.01231 0.01055 0.0025 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 295/499 4.32G 0.01231 0.01055 0.0025 77 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 295/499 4.32G 0.01227 0.01052 0.002538 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 295/499 4.32G 0.01227 0.01052 0.002538 74 640: 60%|###### | 24/40 [00:04<00:03, 5.18it/s] 295/499 4.32G 0.01236 0.01059 0.002479 75 640: 60%|###### | 24/40 [00:04<00:03, 5.18it/s] 295/499 4.32G 0.01236 0.01059 0.002479 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 295/499 4.32G 0.01237 0.01065 0.002492 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 295/499 4.32G 0.01237 0.01065 0.002492 75 640: 65%|######5 | 26/40 [00:04<00:02, 5.32it/s] 295/499 4.32G 0.0124 0.01067 0.002519 75 640: 65%|######5 | 26/40 [00:05<00:02, 5.32it/s] 295/499 4.32G 0.0124 0.01067 0.002519 75 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 295/499 4.32G 0.01246 0.0107 0.002513 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 295/499 4.32G 0.01246 0.0107 0.002513 73 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 295/499 4.32G 0.01249 0.01077 0.002501 95 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 295/499 4.32G 0.01249 0.01077 0.002501 95 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 295/499 4.32G 0.01244 0.01079 0.002445 91 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 295/499 4.32G 0.01244 0.01079 0.002445 91 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 295/499 4.32G 0.01248 0.01074 0.002423 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 295/499 4.32G 0.01248 0.01074 0.002423 68 640: 78%|#######7 | 31/40 [00:05<00:01, 5.25it/s] 295/499 4.32G 0.01253 0.0108 0.002482 85 640: 78%|#######7 | 31/40 [00:06<00:01, 5.25it/s] 295/499 4.32G 0.01253 0.0108 0.002482 85 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 295/499 4.32G 0.01252 0.01077 0.002425 76 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 295/499 4.32G 0.01252 0.01077 0.002425 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.15it/s] 295/499 4.32G 0.01252 0.01074 0.002507 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.15it/s] 295/499 4.32G 0.01252 0.01074 0.002507 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.19it/s] 295/499 4.32G 0.01252 0.01073 0.002511 78 640: 85%|########5 | 34/40 [00:06<00:01, 5.19it/s] 295/499 4.32G 0.01252 0.01073 0.002511 78 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 295/499 4.32G 0.01251 0.01071 0.002526 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 295/499 4.32G 0.01251 0.01071 0.002526 69 640: 90%|######### | 36/40 [00:06<00:00, 5.13it/s] 295/499 4.32G 0.01253 0.01072 0.002581 77 640: 90%|######### | 36/40 [00:07<00:00, 5.13it/s] 295/499 4.32G 0.01253 0.01072 0.002581 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.22it/s] 295/499 4.32G 0.01251 0.01068 0.002598 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.22it/s] 295/499 4.32G 0.01251 0.01068 0.002598 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 295/499 4.32G 0.01251 0.01067 0.002654 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 295/499 4.32G 0.01251 0.01067 0.002654 79 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 295/499 4.32G 0.01256 0.01067 0.002668 41 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 295/499 4.32G 0.01256 0.01067 0.002668 41 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] 295/499 4.32G 0.01256 0.01067 0.002668 41 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s] all 132 263 0.856 0.861 0.866 0.753 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 296/499 4.32G 0.0125 0.008702 0.003967 68 640: 0%| | 0/40 [00:00<?, ?it/s] 296/499 4.32G 0.0125 0.008702 0.003967 68 640: 2%|2 | 1/40 [00:00<00:07, 5.43it/s] 296/499 4.32G 0.01247 0.00925 0.002974 72 640: 2%|2 | 1/40 [00:00<00:07, 5.43it/s] 296/499 4.32G 0.01247 0.00925 0.002974 72 640: 5%|5 | 2/40 [00:00<00:07, 5.07it/s] 296/499 4.32G 0.01234 0.009502 0.002937 80 640: 5%|5 | 2/40 [00:00<00:07, 5.07it/s] 296/499 4.32G 0.01234 0.009502 0.002937 80 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 296/499 4.32G 0.01269 0.009341 0.002759 75 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 296/499 4.32G 0.01269 0.009341 0.002759 75 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 296/499 4.32G 0.01275 0.009865 0.003364 78 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 296/499 4.32G 0.01275 0.009865 0.003364 78 640: 12%|#2 | 5/40 [00:00<00:06, 5.19it/s] 296/499 4.32G 0.01243 0.009449 0.003515 55 640: 12%|#2 | 5/40 [00:01<00:06, 5.19it/s] 296/499 4.32G 0.01243 0.009449 0.003515 55 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 296/499 4.32G 0.01262 0.009345 0.003326 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 296/499 4.32G 0.01262 0.009345 0.003326 66 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 296/499 4.32G 0.01258 0.009213 0.003002 72 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 296/499 4.32G 0.01258 0.009213 0.003002 72 640: 20%|## | 8/40 [00:01<00:06, 5.19it/s] 296/499 4.32G 0.01248 0.009386 0.00293 80 640: 20%|## | 8/40 [00:01<00:06, 5.19it/s] 296/499 4.32G 0.01248 0.009386 0.00293 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.29it/s] 296/499 4.32G 0.01241 0.009427 0.002803 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.29it/s] 296/499 4.32G 0.01241 0.009427 0.002803 80 640: 25%|##5 | 10/40 [00:01<00:05, 5.28it/s] 296/499 4.32G 0.0124 0.009533 0.002635 72 640: 25%|##5 | 10/40 [00:02<00:05, 5.28it/s] 296/499 4.32G 0.0124 0.009533 0.002635 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.17it/s] 296/499 4.32G 0.01248 0.009492 0.002986 64 640: 28%|##7 | 11/40 [00:02<00:05, 5.17it/s] 296/499 4.32G 0.01248 0.009492 0.002986 64 640: 30%|### | 12/40 [00:02<00:05, 5.28it/s] 296/499 4.32G 0.01247 0.009456 0.002816 62 640: 30%|### | 12/40 [00:02<00:05, 5.28it/s] 296/499 4.32G 0.01247 0.009456 0.002816 62 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 296/499 4.32G 0.01241 0.009531 0.002856 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 296/499 4.32G 0.01241 0.009531 0.002856 73 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 296/499 4.32G 0.01246 0.009536 0.002784 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 296/499 4.32G 0.01246 0.009536 0.002784 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.30it/s] 296/499 4.32G 0.01262 0.009428 0.002838 55 640: 38%|###7 | 15/40 [00:03<00:04, 5.30it/s] 296/499 4.32G 0.01262 0.009428 0.002838 55 640: 40%|#### | 16/40 [00:03<00:04, 5.37it/s] 296/499 4.32G 0.01256 0.009473 0.003009 69 640: 40%|#### | 16/40 [00:03<00:04, 5.37it/s] 296/499 4.32G 0.01256 0.009473 0.003009 69 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 296/499 4.32G 0.01248 0.009462 0.002942 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 296/499 4.32G 0.01248 0.009462 0.002942 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 296/499 4.32G 0.01248 0.009588 0.002837 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 296/499 4.32G 0.01248 0.009588 0.002837 79 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 296/499 4.32G 0.01244 0.009567 0.002773 64 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 296/499 4.32G 0.01244 0.009567 0.002773 64 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 296/499 4.32G 0.01253 0.00963 0.002992 72 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 296/499 4.32G 0.01253 0.00963 0.002992 72 640: 52%|#####2 | 21/40 [00:03<00:03, 5.31it/s] 296/499 4.32G 0.01246 0.009631 0.003029 76 640: 52%|#####2 | 21/40 [00:04<00:03, 5.31it/s] 296/499 4.32G 0.01246 0.009631 0.003029 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.34it/s] 296/499 4.32G 0.01248 0.009671 0.003003 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.34it/s] 296/499 4.32G 0.01248 0.009671 0.003003 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 296/499 4.32G 0.01247 0.00972 0.00292 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 296/499 4.32G 0.01247 0.00972 0.00292 75 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 296/499 4.32G 0.01252 0.009761 0.003084 71 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 296/499 4.32G 0.01252 0.009761 0.003084 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.36it/s] 296/499 4.32G 0.01246 0.009744 0.003067 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.36it/s] 296/499 4.32G 0.01246 0.009744 0.003067 74 640: 65%|######5 | 26/40 [00:04<00:02, 5.21it/s] 296/499 4.32G 0.01243 0.009709 0.002987 63 640: 65%|######5 | 26/40 [00:05<00:02, 5.21it/s] 296/499 4.32G 0.01243 0.009709 0.002987 63 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 296/499 4.32G 0.01242 0.00968 0.002978 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 296/499 4.32G 0.01242 0.00968 0.002978 71 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 296/499 4.32G 0.01245 0.009749 0.002975 88 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 296/499 4.32G 0.01245 0.009749 0.002975 88 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 296/499 4.32G 0.01244 0.009843 0.002919 83 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 296/499 4.32G 0.01244 0.009843 0.002919 83 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 296/499 4.32G 0.01239 0.009812 0.002864 71 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 296/499 4.32G 0.01239 0.009812 0.002864 71 640: 78%|#######7 | 31/40 [00:05<00:01, 5.33it/s] 296/499 4.32G 0.01238 0.009878 0.002876 78 640: 78%|#######7 | 31/40 [00:06<00:01, 5.33it/s] 296/499 4.32G 0.01238 0.009878 0.002876 78 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 296/499 4.32G 0.01234 0.009852 0.002856 74 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 296/499 4.32G 0.01234 0.009852 0.002856 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 296/499 4.32G 0.01232 0.009879 0.002885 70 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 296/499 4.32G 0.01232 0.009879 0.002885 70 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 296/499 4.32G 0.01229 0.009913 0.002835 82 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 296/499 4.32G 0.01229 0.009913 0.002835 82 640: 88%|########7 | 35/40 [00:06<00:00, 5.10it/s] 296/499 4.32G 0.01234 0.009913 0.002819 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.10it/s] 296/499 4.32G 0.01234 0.009913 0.002819 68 640: 90%|######### | 36/40 [00:06<00:00, 5.20it/s] 296/499 4.32G 0.01235 0.00993 0.002819 78 640: 90%|######### | 36/40 [00:07<00:00, 5.20it/s] 296/499 4.32G 0.01235 0.00993 0.002819 78 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 296/499 4.32G 0.01239 0.009983 0.002788 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 296/499 4.32G 0.01239 0.009983 0.002788 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.14it/s] 296/499 4.32G 0.0124 0.01004 0.002798 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.14it/s] 296/499 4.32G 0.0124 0.01004 0.002798 80 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 296/499 4.32G 0.01243 0.01008 0.002797 34 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 296/499 4.32G 0.01243 0.01008 0.002797 34 640: 100%|##########| 40/40 [00:07<00:00, 5.40it/s] 296/499 4.32G 0.01243 0.01008 0.002797 34 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s] all 132 263 0.86 0.863 0.885 0.764 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 297/499 4.32G 0.01145 0.008025 0.002547 69 640: 0%| | 0/40 [00:00<?, ?it/s] 297/499 4.32G 0.01145 0.008025 0.002547 69 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 297/499 4.32G 0.01279 0.009791 0.002364 75 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 297/499 4.32G 0.01279 0.009791 0.002364 75 640: 5%|5 | 2/40 [00:00<00:07, 5.13it/s] 297/499 4.32G 0.01255 0.01053 0.002351 91 640: 5%|5 | 2/40 [00:00<00:07, 5.13it/s] 297/499 4.32G 0.01255 0.01053 0.002351 91 640: 8%|7 | 3/40 [00:00<00:06, 5.31it/s] 297/499 4.32G 0.01255 0.01074 0.001988 87 640: 8%|7 | 3/40 [00:00<00:06, 5.31it/s] 297/499 4.32G 0.01255 0.01074 0.001988 87 640: 10%|# | 4/40 [00:00<00:06, 5.16it/s] 297/499 4.32G 0.01262 0.01102 0.001765 78 640: 10%|# | 4/40 [00:00<00:06, 5.16it/s] 297/499 4.32G 0.01262 0.01102 0.001765 78 640: 12%|#2 | 5/40 [00:00<00:06, 5.28it/s] 297/499 4.32G 0.01268 0.01106 0.002234 82 640: 12%|#2 | 5/40 [00:01<00:06, 5.28it/s] 297/499 4.32G 0.01268 0.01106 0.002234 82 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 297/499 4.32G 0.01256 0.0109 0.002052 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 297/499 4.32G 0.01256 0.0109 0.002052 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 297/499 4.32G 0.01243 0.01099 0.001951 90 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 297/499 4.32G 0.01243 0.01099 0.001951 90 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 297/499 4.32G 0.01256 0.01121 0.00191 80 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 297/499 4.32G 0.01256 0.01121 0.00191 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 297/499 4.32G 0.01256 0.01113 0.001967 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 297/499 4.32G 0.01256 0.01113 0.001967 75 640: 25%|##5 | 10/40 [00:01<00:05, 5.17it/s] 297/499 4.32G 0.0124 0.011 0.001962 78 640: 25%|##5 | 10/40 [00:02<00:05, 5.17it/s] 297/499 4.32G 0.0124 0.011 0.001962 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 297/499 4.32G 0.0125 0.01114 0.002022 93 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 297/499 4.32G 0.0125 0.01114 0.002022 93 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 297/499 4.32G 0.01263 0.01108 0.002073 73 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 297/499 4.32G 0.01263 0.01108 0.002073 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.19it/s] 297/499 4.32G 0.01263 0.01104 0.002331 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.19it/s] 297/499 4.32G 0.01263 0.01104 0.002331 72 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 297/499 4.32G 0.01265 0.01083 0.002482 57 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 297/499 4.32G 0.01265 0.01083 0.002482 57 640: 38%|###7 | 15/40 [00:02<00:04, 5.36it/s] 297/499 4.32G 0.01265 0.01067 0.002407 59 640: 38%|###7 | 15/40 [00:03<00:04, 5.36it/s] 297/499 4.32G 0.01265 0.01067 0.002407 59 640: 40%|#### | 16/40 [00:03<00:04, 5.12it/s] 297/499 4.32G 0.01256 0.01075 0.002562 94 640: 40%|#### | 16/40 [00:03<00:04, 5.12it/s] 297/499 4.32G 0.01256 0.01075 0.002562 94 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 297/499 4.32G 0.01249 0.01073 0.002473 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 297/499 4.32G 0.01249 0.01073 0.002473 71 640: 45%|####5 | 18/40 [00:03<00:04, 5.26it/s] 297/499 4.32G 0.01254 0.01072 0.002458 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.26it/s] 297/499 4.32G 0.01254 0.01072 0.002458 67 640: 48%|####7 | 19/40 [00:03<00:04, 5.12it/s] 297/499 4.32G 0.0126 0.01066 0.002365 63 640: 48%|####7 | 19/40 [00:03<00:04, 5.12it/s] 297/499 4.32G 0.0126 0.01066 0.002365 63 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 297/499 4.32G 0.01256 0.01061 0.002284 71 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 297/499 4.32G 0.01256 0.01061 0.002284 71 640: 52%|#####2 | 21/40 [00:03<00:03, 5.33it/s] 297/499 4.32G 0.01256 0.01067 0.002203 79 640: 52%|#####2 | 21/40 [00:04<00:03, 5.33it/s] 297/499 4.32G 0.01256 0.01067 0.002203 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 297/499 4.32G 0.01253 0.01076 0.002163 90 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 297/499 4.32G 0.01253 0.01076 0.002163 90 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 297/499 4.32G 0.01246 0.01069 0.002185 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 297/499 4.32G 0.01246 0.01069 0.002185 73 640: 60%|###### | 24/40 [00:04<00:02, 5.36it/s] 297/499 4.32G 0.01246 0.01065 0.002179 73 640: 60%|###### | 24/40 [00:04<00:02, 5.36it/s] 297/499 4.32G 0.01246 0.01065 0.002179 73 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 297/499 4.32G 0.01251 0.01069 0.002354 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 297/499 4.32G 0.01251 0.01069 0.002354 76 640: 65%|######5 | 26/40 [00:04<00:02, 5.29it/s] 297/499 4.32G 0.01255 0.01078 0.002382 83 640: 65%|######5 | 26/40 [00:05<00:02, 5.29it/s] 297/499 4.32G 0.01255 0.01078 0.002382 83 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 297/499 4.32G 0.01253 0.01073 0.002336 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 297/499 4.32G 0.01253 0.01073 0.002336 70 640: 70%|####### | 28/40 [00:05<00:02, 5.17it/s] 297/499 4.32G 0.01257 0.01071 0.002454 68 640: 70%|####### | 28/40 [00:05<00:02, 5.17it/s] 297/499 4.32G 0.01257 0.01071 0.002454 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 297/499 4.32G 0.01255 0.01074 0.002481 84 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 297/499 4.32G 0.01255 0.01074 0.002481 84 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 297/499 4.32G 0.01253 0.01072 0.00267 80 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 297/499 4.32G 0.01253 0.01072 0.00267 80 640: 78%|#######7 | 31/40 [00:05<00:01, 5.14it/s] 297/499 4.32G 0.01253 0.01069 0.002732 66 640: 78%|#######7 | 31/40 [00:06<00:01, 5.14it/s] 297/499 4.32G 0.01253 0.01069 0.002732 66 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 297/499 4.32G 0.0125 0.01063 0.002678 74 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 297/499 4.32G 0.0125 0.01063 0.002678 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 297/499 4.32G 0.01246 0.01059 0.002611 69 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 297/499 4.32G 0.01246 0.01059 0.002611 69 640: 85%|########5 | 34/40 [00:06<00:01, 5.18it/s] 297/499 4.32G 0.0125 0.01058 0.002631 78 640: 85%|########5 | 34/40 [00:06<00:01, 5.18it/s] 297/499 4.32G 0.0125 0.01058 0.002631 78 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 297/499 4.32G 0.01249 0.01063 0.00269 92 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 297/499 4.32G 0.01249 0.01063 0.00269 92 640: 90%|######### | 36/40 [00:06<00:00, 5.34it/s] 297/499 4.32G 0.01245 0.01058 0.002624 71 640: 90%|######### | 36/40 [00:07<00:00, 5.34it/s] 297/499 4.32G 0.01245 0.01058 0.002624 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.21it/s] 297/499 4.32G 0.01247 0.01057 0.002569 80 640: 92%|#########2| 37/40 [00:07<00:00, 5.21it/s] 297/499 4.32G 0.01247 0.01057 0.002569 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 297/499 4.32G 0.01243 0.01061 0.002544 86 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 297/499 4.32G 0.01243 0.01061 0.002544 86 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 297/499 4.32G 0.0124 0.01054 0.00254 32 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 297/499 4.32G 0.0124 0.01054 0.00254 32 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] 297/499 4.32G 0.0124 0.01054 0.00254 32 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.846 0.886 0.9 0.775 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 298/499 4.32G 0.0125 0.01074 0.0027 84 640: 0%| | 0/40 [00:00<?, ?it/s] 298/499 4.32G 0.0125 0.01074 0.0027 84 640: 2%|2 | 1/40 [00:00<00:06, 5.61it/s] 298/499 4.32G 0.01133 0.009387 0.001903 65 640: 2%|2 | 1/40 [00:00<00:06, 5.61it/s] 298/499 4.32G 0.01133 0.009387 0.001903 65 640: 5%|5 | 2/40 [00:00<00:06, 5.50it/s] 298/499 4.32G 0.01149 0.009043 0.003022 61 640: 5%|5 | 2/40 [00:00<00:06, 5.50it/s] 298/499 4.32G 0.01149 0.009043 0.003022 61 640: 8%|7 | 3/40 [00:00<00:07, 5.22it/s] 298/499 4.32G 0.01187 0.00933 0.003343 75 640: 8%|7 | 3/40 [00:00<00:07, 5.22it/s] 298/499 4.32G 0.01187 0.00933 0.003343 75 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 298/499 4.32G 0.01199 0.009032 0.003223 65 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 298/499 4.32G 0.01199 0.009032 0.003223 65 640: 12%|#2 | 5/40 [00:00<00:06, 5.39it/s] 298/499 4.32G 0.01185 0.009321 0.002885 82 640: 12%|#2 | 5/40 [00:01<00:06, 5.39it/s] 298/499 4.32G 0.01185 0.009321 0.002885 82 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 298/499 4.32G 0.01196 0.009716 0.002909 80 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 298/499 4.32G 0.01196 0.009716 0.002909 80 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 298/499 4.32G 0.01193 0.009765 0.002674 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 298/499 4.32G 0.01193 0.009765 0.002674 76 640: 20%|## | 8/40 [00:01<00:05, 5.38it/s] 298/499 4.32G 0.01209 0.009849 0.002774 80 640: 20%|## | 8/40 [00:01<00:05, 5.38it/s] 298/499 4.32G 0.01209 0.009849 0.002774 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.25it/s] 298/499 4.32G 0.01196 0.009845 0.002603 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.25it/s] 298/499 4.32G 0.01196 0.009845 0.002603 75 640: 25%|##5 | 10/40 [00:01<00:05, 5.30it/s] 298/499 4.32G 0.0119 0.00975 0.002509 67 640: 25%|##5 | 10/40 [00:02<00:05, 5.30it/s] 298/499 4.32G 0.0119 0.00975 0.002509 67 640: 28%|##7 | 11/40 [00:02<00:05, 5.36it/s] 298/499 4.32G 0.0119 0.009723 0.002406 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.36it/s] 298/499 4.32G 0.0119 0.009723 0.002406 77 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 298/499 4.32G 0.01181 0.009709 0.002592 70 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 298/499 4.32G 0.01181 0.009709 0.002592 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.19it/s] 298/499 4.32G 0.01178 0.009707 0.002532 80 640: 32%|###2 | 13/40 [00:02<00:05, 5.19it/s] 298/499 4.32G 0.01178 0.009707 0.002532 80 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 298/499 4.32G 0.01186 0.009642 0.002543 62 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 298/499 4.32G 0.01186 0.009642 0.002543 62 640: 38%|###7 | 15/40 [00:02<00:04, 5.20it/s] 298/499 4.32G 0.01193 0.009781 0.00248 87 640: 38%|###7 | 15/40 [00:03<00:04, 5.20it/s] 298/499 4.32G 0.01193 0.009781 0.00248 87 640: 40%|#### | 16/40 [00:03<00:04, 5.31it/s] 298/499 4.32G 0.0119 0.009825 0.002632 84 640: 40%|#### | 16/40 [00:03<00:04, 5.31it/s] 298/499 4.32G 0.0119 0.009825 0.002632 84 640: 42%|####2 | 17/40 [00:03<00:04, 5.37it/s] 298/499 4.32G 0.0119 0.009848 0.00254 77 640: 42%|####2 | 17/40 [00:03<00:04, 5.37it/s] 298/499 4.32G 0.0119 0.009848 0.00254 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 298/499 4.32G 0.01201 0.009972 0.002458 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 298/499 4.32G 0.01201 0.009972 0.002458 80 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 298/499 4.32G 0.01205 0.009957 0.002405 69 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 298/499 4.32G 0.01205 0.009957 0.002405 69 640: 50%|##### | 20/40 [00:03<00:03, 5.39it/s] 298/499 4.32G 0.01203 0.01 0.002389 75 640: 50%|##### | 20/40 [00:03<00:03, 5.39it/s] 298/499 4.32G 0.01203 0.01 0.002389 75 640: 52%|#####2 | 21/40 [00:03<00:03, 5.22it/s] 298/499 4.32G 0.01202 0.009929 0.002475 55 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 298/499 4.32G 0.01202 0.009929 0.002475 55 640: 55%|#####5 | 22/40 [00:04<00:03, 5.28it/s] 298/499 4.32G 0.01198 0.009909 0.002579 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.28it/s] 298/499 4.32G 0.01198 0.009909 0.002579 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 298/499 4.32G 0.01194 0.009865 0.002566 63 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 298/499 4.32G 0.01194 0.009865 0.002566 63 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 298/499 4.32G 0.01191 0.009802 0.002628 68 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 298/499 4.32G 0.01191 0.009802 0.002628 68 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 298/499 4.32G 0.01196 0.009964 0.002698 95 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 298/499 4.32G 0.01196 0.009964 0.002698 95 640: 65%|######5 | 26/40 [00:04<00:02, 5.37it/s] 298/499 4.32G 0.012 0.009907 0.002663 58 640: 65%|######5 | 26/40 [00:05<00:02, 5.37it/s] 298/499 4.32G 0.012 0.009907 0.002663 58 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 298/499 4.32G 0.01197 0.009933 0.002632 85 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 298/499 4.32G 0.01197 0.009933 0.002632 85 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 298/499 4.32G 0.01194 0.009925 0.00261 78 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 298/499 4.32G 0.01194 0.009925 0.00261 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 298/499 4.32G 0.0119 0.009898 0.002604 80 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 298/499 4.32G 0.0119 0.009898 0.002604 80 640: 75%|#######5 | 30/40 [00:05<00:01, 5.19it/s] 298/499 4.32G 0.01187 0.009886 0.002594 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.19it/s] 298/499 4.32G 0.01187 0.009886 0.002594 76 640: 78%|#######7 | 31/40 [00:05<00:01, 5.22it/s] 298/499 4.32G 0.01184 0.009866 0.002556 72 640: 78%|#######7 | 31/40 [00:06<00:01, 5.22it/s] 298/499 4.32G 0.01184 0.009866 0.002556 72 640: 80%|######## | 32/40 [00:06<00:01, 5.31it/s] 298/499 4.32G 0.01195 0.009892 0.002602 63 640: 80%|######## | 32/40 [00:06<00:01, 5.31it/s] 298/499 4.32G 0.01195 0.009892 0.002602 63 640: 82%|########2 | 33/40 [00:06<00:01, 5.19it/s] 298/499 4.32G 0.01197 0.009878 0.00256 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.19it/s] 298/499 4.32G 0.01197 0.009878 0.00256 72 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 298/499 4.32G 0.012 0.009845 0.002523 58 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 298/499 4.32G 0.012 0.009845 0.002523 58 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 298/499 4.32G 0.012 0.009925 0.002502 92 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 298/499 4.32G 0.012 0.009925 0.002502 92 640: 90%|######### | 36/40 [00:06<00:00, 5.20it/s] 298/499 4.32G 0.01202 0.009916 0.002479 69 640: 90%|######### | 36/40 [00:06<00:00, 5.20it/s] 298/499 4.32G 0.01202 0.009916 0.002479 69 640: 92%|#########2| 37/40 [00:06<00:00, 5.29it/s] 298/499 4.32G 0.01211 0.009898 0.002493 70 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 298/499 4.32G 0.01211 0.009898 0.002493 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.37it/s] 298/499 4.32G 0.01214 0.00989 0.002471 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.37it/s] 298/499 4.32G 0.01214 0.00989 0.002471 68 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 298/499 4.32G 0.01215 0.009895 0.002448 33 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 298/499 4.32G 0.01215 0.009895 0.002448 33 640: 100%|##########| 40/40 [00:07<00:00, 5.40it/s] 298/499 4.32G 0.01215 0.009895 0.002448 33 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.849 0.891 0.891 0.773 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 299/499 4.32G 0.01125 0.008954 0.0006146 73 640: 0%| | 0/40 [00:00<?, ?it/s] 299/499 4.32G 0.01125 0.008954 0.0006146 73 640: 2%|2 | 1/40 [00:00<00:07, 5.27it/s] 299/499 4.32G 0.01136 0.01141 0.001224 107 640: 2%|2 | 1/40 [00:00<00:07, 5.27it/s] 299/499 4.32G 0.01136 0.01141 0.001224 107 640: 5%|5 | 2/40 [00:00<00:07, 4.99it/s] 299/499 4.32G 0.01179 0.01084 0.001682 69 640: 5%|5 | 2/40 [00:00<00:07, 4.99it/s] 299/499 4.32G 0.01179 0.01084 0.001682 69 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 299/499 4.32G 0.01183 0.01086 0.002137 84 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 299/499 4.32G 0.01183 0.01086 0.002137 84 640: 10%|# | 4/40 [00:00<00:06, 5.36it/s] 299/499 4.32G 0.01212 0.01068 0.002 74 640: 10%|# | 4/40 [00:00<00:06, 5.36it/s] 299/499 4.32G 0.01212 0.01068 0.002 74 640: 12%|#2 | 5/40 [00:00<00:06, 5.21it/s] 299/499 4.32G 0.01213 0.01072 0.00179 86 640: 12%|#2 | 5/40 [00:01<00:06, 5.21it/s] 299/499 4.32G 0.01213 0.01072 0.00179 86 640: 15%|#5 | 6/40 [00:01<00:06, 5.31it/s] 299/499 4.32G 0.01189 0.01054 0.002019 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.31it/s] 299/499 4.32G 0.01189 0.01054 0.002019 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 299/499 4.32G 0.01193 0.0105 0.002118 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 299/499 4.32G 0.01193 0.0105 0.002118 70 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 299/499 4.32G 0.01191 0.01031 0.001932 75 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 299/499 4.32G 0.01191 0.01031 0.001932 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 299/499 4.32G 0.01201 0.01019 0.002213 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 299/499 4.32G 0.01201 0.01019 0.002213 68 640: 25%|##5 | 10/40 [00:01<00:05, 5.38it/s] 299/499 4.32G 0.01189 0.01014 0.002041 67 640: 25%|##5 | 10/40 [00:02<00:05, 5.38it/s] 299/499 4.32G 0.01189 0.01014 0.002041 67 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 299/499 4.32G 0.01198 0.01018 0.001948 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 299/499 4.32G 0.01198 0.01018 0.001948 75 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 299/499 4.32G 0.01204 0.01027 0.001927 86 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 299/499 4.32G 0.01204 0.01027 0.001927 86 640: 32%|###2 | 13/40 [00:02<00:05, 5.38it/s] 299/499 4.32G 0.01205 0.01004 0.001848 57 640: 32%|###2 | 13/40 [00:02<00:05, 5.38it/s] 299/499 4.32G 0.01205 0.01004 0.001848 57 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 299/499 4.32G 0.01193 0.009949 0.001788 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 299/499 4.32G 0.01193 0.009949 0.001788 74 640: 38%|###7 | 15/40 [00:02<00:04, 5.31it/s] 299/499 4.32G 0.01185 0.009872 0.001728 69 640: 38%|###7 | 15/40 [00:03<00:04, 5.31it/s] 299/499 4.32G 0.01185 0.009872 0.001728 69 640: 40%|#### | 16/40 [00:03<00:04, 5.37it/s] 299/499 4.32G 0.01186 0.009916 0.001838 75 640: 40%|#### | 16/40 [00:03<00:04, 5.37it/s] 299/499 4.32G 0.01186 0.009916 0.001838 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 299/499 4.32G 0.01182 0.009892 0.001896 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 299/499 4.32G 0.01182 0.009892 0.001896 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 299/499 4.32G 0.01181 0.009984 0.001863 81 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 299/499 4.32G 0.01181 0.009984 0.001863 81 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 299/499 4.32G 0.01175 0.009906 0.001829 64 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 299/499 4.32G 0.01175 0.009906 0.001829 64 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 299/499 4.32G 0.01176 0.009963 0.001854 81 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 299/499 4.32G 0.01176 0.009963 0.001854 81 640: 52%|#####2 | 21/40 [00:03<00:03, 5.30it/s] 299/499 4.32G 0.01178 0.009965 0.00195 76 640: 52%|#####2 | 21/40 [00:04<00:03, 5.30it/s] 299/499 4.32G 0.01178 0.009965 0.00195 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.34it/s] 299/499 4.32G 0.01176 0.009915 0.001904 67 640: 55%|#####5 | 22/40 [00:04<00:03, 5.34it/s] 299/499 4.32G 0.01176 0.009915 0.001904 67 640: 57%|#####7 | 23/40 [00:04<00:03, 5.16it/s] 299/499 4.32G 0.01187 0.009819 0.001957 53 640: 57%|#####7 | 23/40 [00:04<00:03, 5.16it/s] 299/499 4.32G 0.01187 0.009819 0.001957 53 640: 60%|###### | 24/40 [00:04<00:03, 5.26it/s] 299/499 4.32G 0.0118 0.00977 0.001895 72 640: 60%|###### | 24/40 [00:04<00:03, 5.26it/s] 299/499 4.32G 0.0118 0.00977 0.001895 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 299/499 4.32G 0.0118 0.009784 0.001833 73 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 299/499 4.32G 0.0118 0.009784 0.001833 73 640: 65%|######5 | 26/40 [00:04<00:02, 5.18it/s] 299/499 4.32G 0.01178 0.009835 0.001799 74 640: 65%|######5 | 26/40 [00:05<00:02, 5.18it/s] 299/499 4.32G 0.01178 0.009835 0.001799 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.27it/s] 299/499 4.32G 0.0118 0.009803 0.001762 62 640: 68%|######7 | 27/40 [00:05<00:02, 5.27it/s] 299/499 4.32G 0.0118 0.009803 0.001762 62 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 299/499 4.32G 0.01175 0.009865 0.001854 83 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 299/499 4.32G 0.01175 0.009865 0.001854 83 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 299/499 4.32G 0.01174 0.00982 0.001814 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 299/499 4.32G 0.01174 0.00982 0.001814 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 299/499 4.32G 0.01171 0.009767 0.001791 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 299/499 4.32G 0.01171 0.009767 0.001791 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.34it/s] 299/499 4.32G 0.01173 0.009771 0.001779 78 640: 78%|#######7 | 31/40 [00:06<00:01, 5.34it/s] 299/499 4.32G 0.01173 0.009771 0.001779 78 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 299/499 4.32G 0.01175 0.00978 0.001789 73 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 299/499 4.32G 0.01175 0.00978 0.001789 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 299/499 4.32G 0.0118 0.009768 0.001869 63 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 299/499 4.32G 0.0118 0.009768 0.001869 63 640: 85%|########5 | 34/40 [00:06<00:01, 5.30it/s] 299/499 4.32G 0.01183 0.009756 0.001836 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.30it/s] 299/499 4.32G 0.01183 0.009756 0.001836 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 299/499 4.32G 0.01181 0.009733 0.001834 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 299/499 4.32G 0.01181 0.009733 0.001834 71 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 299/499 4.32G 0.01178 0.009705 0.001818 77 640: 90%|######### | 36/40 [00:07<00:00, 5.25it/s] 299/499 4.32G 0.01178 0.009705 0.001818 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.32it/s] 299/499 4.32G 0.01177 0.009692 0.001813 73 640: 92%|#########2| 37/40 [00:07<00:00, 5.32it/s] 299/499 4.32G 0.01177 0.009692 0.001813 73 640: 95%|#########5| 38/40 [00:07<00:00, 5.17it/s] 299/499 4.32G 0.01177 0.009742 0.001828 78 640: 95%|#########5| 38/40 [00:07<00:00, 5.17it/s] 299/499 4.32G 0.01177 0.009742 0.001828 78 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 299/499 4.32G 0.01177 0.009768 0.001839 45 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 299/499 4.32G 0.01177 0.009768 0.001839 45 640: 100%|##########| 40/40 [00:07<00:00, 5.39it/s] 299/499 4.32G 0.01177 0.009768 0.001839 45 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.857 0.892 0.884 0.781 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 300/499 4.32G 0.01142 0.01004 0.003183 86 640: 0%| | 0/40 [00:00<?, ?it/s] 300/499 4.32G 0.01142 0.01004 0.003183 86 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 300/499 4.32G 0.01194 0.009658 0.003119 70 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 300/499 4.32G 0.01194 0.009658 0.003119 70 640: 5%|5 | 2/40 [00:00<00:07, 5.27it/s] 300/499 4.32G 0.01245 0.01019 0.002727 81 640: 5%|5 | 2/40 [00:00<00:07, 5.27it/s] 300/499 4.32G 0.01245 0.01019 0.002727 81 640: 8%|7 | 3/40 [00:00<00:06, 5.40it/s] 300/499 4.32G 0.01243 0.01036 0.002245 82 640: 8%|7 | 3/40 [00:00<00:06, 5.40it/s] 300/499 4.32G 0.01243 0.01036 0.002245 82 640: 10%|# | 4/40 [00:00<00:06, 5.17it/s] 300/499 4.32G 0.01255 0.01002 0.00294 64 640: 10%|# | 4/40 [00:00<00:06, 5.17it/s] 300/499 4.32G 0.01255 0.01002 0.00294 64 640: 12%|#2 | 5/40 [00:00<00:06, 5.27it/s] 300/499 4.32G 0.01235 0.01004 0.002682 72 640: 12%|#2 | 5/40 [00:01<00:06, 5.27it/s] 300/499 4.32G 0.01235 0.01004 0.002682 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 300/499 4.32G 0.01207 0.00957 0.002467 53 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 300/499 4.32G 0.01207 0.00957 0.002467 53 640: 18%|#7 | 7/40 [00:01<00:06, 5.20it/s] 300/499 4.32G 0.01211 0.009765 0.002389 80 640: 18%|#7 | 7/40 [00:01<00:06, 5.20it/s] 300/499 4.32G 0.01211 0.009765 0.002389 80 640: 20%|## | 8/40 [00:01<00:06, 5.30it/s] 300/499 4.32G 0.01213 0.009933 0.002228 71 640: 20%|## | 8/40 [00:01<00:06, 5.30it/s] 300/499 4.32G 0.01213 0.009933 0.002228 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 300/499 4.32G 0.01206 0.009822 0.00216 66 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 300/499 4.32G 0.01206 0.009822 0.00216 66 640: 25%|##5 | 10/40 [00:01<00:05, 5.24it/s] 300/499 4.32G 0.01209 0.009705 0.002108 68 640: 25%|##5 | 10/40 [00:02<00:05, 5.24it/s] 300/499 4.32G 0.01209 0.009705 0.002108 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 300/499 4.32G 0.012 0.009496 0.00225 58 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 300/499 4.32G 0.012 0.009496 0.00225 58 640: 30%|### | 12/40 [00:02<00:05, 5.38it/s] 300/499 4.32G 0.01205 0.009478 0.002199 73 640: 30%|### | 12/40 [00:02<00:05, 5.38it/s] 300/499 4.32G 0.01205 0.009478 0.002199 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.25it/s] 300/499 4.32G 0.01202 0.009609 0.002158 82 640: 32%|###2 | 13/40 [00:02<00:05, 5.25it/s] 300/499 4.32G 0.01202 0.009609 0.002158 82 640: 35%|###5 | 14/40 [00:02<00:04, 5.33it/s] 300/499 4.32G 0.01194 0.00957 0.002097 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.33it/s] 300/499 4.32G 0.01194 0.00957 0.002097 76 640: 38%|###7 | 15/40 [00:02<00:04, 5.40it/s] 300/499 4.32G 0.0119 0.009631 0.002184 82 640: 38%|###7 | 15/40 [00:03<00:04, 5.40it/s] 300/499 4.32G 0.0119 0.009631 0.002184 82 640: 40%|#### | 16/40 [00:03<00:04, 5.26it/s] 300/499 4.32G 0.01206 0.009655 0.002132 74 640: 40%|#### | 16/40 [00:03<00:04, 5.26it/s] 300/499 4.32G 0.01206 0.009655 0.002132 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 300/499 4.32G 0.01208 0.009701 0.002108 82 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 300/499 4.32G 0.01208 0.009701 0.002108 82 640: 45%|####5 | 18/40 [00:03<00:04, 5.38it/s] 300/499 4.32G 0.01213 0.009697 0.002099 62 640: 45%|####5 | 18/40 [00:03<00:04, 5.38it/s] 300/499 4.32G 0.01213 0.009697 0.002099 62 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 300/499 4.32G 0.01207 0.009638 0.00216 71 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 300/499 4.32G 0.01207 0.009638 0.00216 71 640: 50%|##### | 20/40 [00:03<00:03, 5.28it/s] 300/499 4.32G 0.01199 0.009596 0.002114 74 640: 50%|##### | 20/40 [00:03<00:03, 5.28it/s] 300/499 4.32G 0.01199 0.009596 0.002114 74 640: 52%|#####2 | 21/40 [00:03<00:03, 5.33it/s] 300/499 4.32G 0.01196 0.009611 0.002056 77 640: 52%|#####2 | 21/40 [00:04<00:03, 5.33it/s] 300/499 4.32G 0.01196 0.009611 0.002056 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.19it/s] 300/499 4.32G 0.01203 0.009642 0.002143 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.19it/s] 300/499 4.32G 0.01203 0.009642 0.002143 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 300/499 4.32G 0.01208 0.009652 0.00232 80 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 300/499 4.32G 0.01208 0.009652 0.00232 80 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 300/499 4.32G 0.01217 0.00978 0.002396 88 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 300/499 4.32G 0.01217 0.00978 0.002396 88 640: 62%|######2 | 25/40 [00:04<00:02, 5.13it/s] 300/499 4.32G 0.01219 0.009778 0.002473 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.13it/s] 300/499 4.32G 0.01219 0.009778 0.002473 76 640: 65%|######5 | 26/40 [00:04<00:02, 5.21it/s] 300/499 4.32G 0.01221 0.009781 0.00252 73 640: 65%|######5 | 26/40 [00:05<00:02, 5.21it/s] 300/499 4.32G 0.01221 0.009781 0.00252 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.24it/s] 300/499 4.32G 0.0122 0.009818 0.002465 84 640: 68%|######7 | 27/40 [00:05<00:02, 5.24it/s] 300/499 4.32G 0.0122 0.009818 0.002465 84 640: 70%|####### | 28/40 [00:05<00:02, 5.13it/s] 300/499 4.32G 0.0122 0.009971 0.002444 103 640: 70%|####### | 28/40 [00:05<00:02, 5.13it/s] 300/499 4.32G 0.0122 0.009971 0.002444 103 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 300/499 4.32G 0.01215 0.01002 0.002429 88 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 300/499 4.32G 0.01215 0.01002 0.002429 88 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 300/499 4.32G 0.01215 0.01005 0.00237 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 300/499 4.32G 0.01215 0.01005 0.00237 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.15it/s] 300/499 4.32G 0.0122 0.0101 0.002451 75 640: 78%|#######7 | 31/40 [00:06<00:01, 5.15it/s] 300/499 4.32G 0.0122 0.0101 0.002451 75 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 300/499 4.32G 0.01218 0.0101 0.002422 81 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 300/499 4.32G 0.01218 0.0101 0.002422 81 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 300/499 4.32G 0.01217 0.01013 0.00238 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 300/499 4.32G 0.01217 0.01013 0.00238 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.17it/s] 300/499 4.32G 0.01215 0.01012 0.002365 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.17it/s] 300/499 4.32G 0.01215 0.01012 0.002365 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.25it/s] 300/499 4.32G 0.01218 0.01013 0.002348 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.25it/s] 300/499 4.32G 0.01218 0.01013 0.002348 69 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 300/499 4.32G 0.01217 0.0102 0.002332 89 640: 90%|######### | 36/40 [00:07<00:00, 5.30it/s] 300/499 4.32G 0.01217 0.0102 0.002332 89 640: 92%|#########2| 37/40 [00:07<00:00, 5.17it/s] 300/499 4.32G 0.01215 0.01017 0.002311 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.17it/s] 300/499 4.32G 0.01215 0.01017 0.002311 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 300/499 4.32G 0.01214 0.01014 0.002307 60 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 300/499 4.32G 0.01214 0.01014 0.002307 60 640: 98%|#########7| 39/40 [00:07<00:00, 5.35it/s] 300/499 4.32G 0.01206 0.01006 0.002263 29 640: 98%|#########7| 39/40 [00:07<00:00, 5.35it/s] 300/499 4.32G 0.01206 0.01006 0.002263 29 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] 300/499 4.32G 0.01206 0.01006 0.002263 29 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.895 0.89 0.92 0.795 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 301/499 4.32G 0.01194 0.01063 0.001633 78 640: 0%| | 0/40 [00:00<?, ?it/s] 301/499 4.32G 0.01194 0.01063 0.001633 78 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 301/499 4.32G 0.01155 0.01054 0.001938 89 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 301/499 4.32G 0.01155 0.01054 0.001938 89 640: 5%|5 | 2/40 [00:00<00:06, 5.53it/s] 301/499 4.32G 0.01164 0.01026 0.002623 70 640: 5%|5 | 2/40 [00:00<00:06, 5.53it/s] 301/499 4.32G 0.01164 0.01026 0.002623 70 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 301/499 4.32G 0.01164 0.01018 0.002319 73 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 301/499 4.32G 0.01164 0.01018 0.002319 73 640: 10%|# | 4/40 [00:00<00:06, 5.36it/s] 301/499 4.32G 0.01172 0.009755 0.002087 71 640: 10%|# | 4/40 [00:00<00:06, 5.36it/s] 301/499 4.32G 0.01172 0.009755 0.002087 71 640: 12%|#2 | 5/40 [00:00<00:06, 5.43it/s] 301/499 4.32G 0.01169 0.00982 0.00187 78 640: 12%|#2 | 5/40 [00:01<00:06, 5.43it/s] 301/499 4.32G 0.01169 0.00982 0.00187 78 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 301/499 4.32G 0.01188 0.01024 0.001891 82 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 301/499 4.32G 0.01188 0.01024 0.001891 82 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 301/499 4.32G 0.01207 0.01034 0.001875 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 301/499 4.32G 0.01207 0.01034 0.001875 76 640: 20%|## | 8/40 [00:01<00:05, 5.39it/s] 301/499 4.32G 0.01189 0.01027 0.00216 75 640: 20%|## | 8/40 [00:01<00:05, 5.39it/s] 301/499 4.32G 0.01189 0.01027 0.00216 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 301/499 4.32G 0.01189 0.01023 0.002546 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 301/499 4.32G 0.01189 0.01023 0.002546 72 640: 25%|##5 | 10/40 [00:01<00:05, 5.30it/s] 301/499 4.32G 0.01187 0.0104 0.002373 90 640: 25%|##5 | 10/40 [00:02<00:05, 5.30it/s] 301/499 4.32G 0.01187 0.0104 0.002373 90 640: 28%|##7 | 11/40 [00:02<00:05, 5.36it/s] 301/499 4.32G 0.01185 0.01038 0.002529 81 640: 28%|##7 | 11/40 [00:02<00:05, 5.36it/s] 301/499 4.32G 0.01185 0.01038 0.002529 81 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 301/499 4.32G 0.01192 0.01036 0.002396 76 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 301/499 4.32G 0.01192 0.01036 0.002396 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 301/499 4.32G 0.01191 0.01041 0.002263 80 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 301/499 4.32G 0.01191 0.01041 0.002263 80 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 301/499 4.32G 0.01192 0.01039 0.002342 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 301/499 4.32G 0.01192 0.01039 0.002342 75 640: 38%|###7 | 15/40 [00:02<00:04, 5.22it/s] 301/499 4.32G 0.01202 0.0103 0.002355 65 640: 38%|###7 | 15/40 [00:03<00:04, 5.22it/s] 301/499 4.32G 0.01202 0.0103 0.002355 65 640: 40%|#### | 16/40 [00:03<00:04, 5.31it/s] 301/499 4.32G 0.01201 0.0103 0.002358 82 640: 40%|#### | 16/40 [00:03<00:04, 5.31it/s] 301/499 4.32G 0.01201 0.0103 0.002358 82 640: 42%|####2 | 17/40 [00:03<00:04, 5.36it/s] 301/499 4.32G 0.01197 0.0102 0.002282 61 640: 42%|####2 | 17/40 [00:03<00:04, 5.36it/s] 301/499 4.32G 0.01197 0.0102 0.002282 61 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 301/499 4.32G 0.0119 0.01019 0.002274 85 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 301/499 4.32G 0.0119 0.01019 0.002274 85 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 301/499 4.32G 0.01191 0.01016 0.002243 76 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 301/499 4.32G 0.01191 0.01016 0.002243 76 640: 50%|##### | 20/40 [00:03<00:03, 5.33it/s] 301/499 4.32G 0.01195 0.01011 0.002235 65 640: 50%|##### | 20/40 [00:03<00:03, 5.33it/s] 301/499 4.32G 0.01195 0.01011 0.002235 65 640: 52%|#####2 | 21/40 [00:03<00:03, 5.21it/s] 301/499 4.32G 0.01195 0.01013 0.002217 80 640: 52%|#####2 | 21/40 [00:04<00:03, 5.21it/s] 301/499 4.32G 0.01195 0.01013 0.002217 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 301/499 4.32G 0.0121 0.01014 0.00229 58 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 301/499 4.32G 0.0121 0.01014 0.00229 58 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 301/499 4.32G 0.01203 0.01014 0.002235 82 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 301/499 4.32G 0.01203 0.01014 0.002235 82 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 301/499 4.32G 0.01198 0.01019 0.002202 87 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 301/499 4.32G 0.01198 0.01019 0.002202 87 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 301/499 4.32G 0.01195 0.01023 0.002194 82 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 301/499 4.32G 0.01195 0.01023 0.002194 82 640: 65%|######5 | 26/40 [00:04<00:02, 5.32it/s] 301/499 4.32G 0.01193 0.01018 0.002148 65 640: 65%|######5 | 26/40 [00:05<00:02, 5.32it/s] 301/499 4.32G 0.01193 0.01018 0.002148 65 640: 68%|######7 | 27/40 [00:05<00:02, 5.19it/s] 301/499 4.32G 0.0119 0.01011 0.002083 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.19it/s] 301/499 4.32G 0.0119 0.01011 0.002083 68 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 301/499 4.32G 0.01189 0.01009 0.002096 72 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 301/499 4.32G 0.01189 0.01009 0.002096 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 301/499 4.32G 0.01192 0.01013 0.002063 81 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 301/499 4.32G 0.01192 0.01013 0.002063 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 301/499 4.32G 0.01194 0.01005 0.002081 61 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 301/499 4.32G 0.01194 0.01005 0.002081 61 640: 78%|#######7 | 31/40 [00:05<00:01, 5.29it/s] 301/499 4.32G 0.01194 0.01007 0.002133 88 640: 78%|#######7 | 31/40 [00:06<00:01, 5.29it/s] 301/499 4.32G 0.01194 0.01007 0.002133 88 640: 80%|######## | 32/40 [00:06<00:01, 5.33it/s] 301/499 4.32G 0.01195 0.01001 0.002097 64 640: 80%|######## | 32/40 [00:06<00:01, 5.33it/s] 301/499 4.32G 0.01195 0.01001 0.002097 64 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 301/499 4.32G 0.01194 0.009995 0.002105 63 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 301/499 4.32G 0.01194 0.009995 0.002105 63 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 301/499 4.32G 0.01189 0.009968 0.002083 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 301/499 4.32G 0.01189 0.009968 0.002083 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 301/499 4.32G 0.01189 0.009954 0.002074 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 301/499 4.32G 0.01189 0.009954 0.002074 77 640: 90%|######### | 36/40 [00:06<00:00, 5.18it/s] 301/499 4.32G 0.01187 0.00997 0.00209 89 640: 90%|######### | 36/40 [00:07<00:00, 5.18it/s] 301/499 4.32G 0.01187 0.00997 0.00209 89 640: 92%|#########2| 37/40 [00:07<00:00, 5.27it/s] 301/499 4.32G 0.01191 0.00997 0.002061 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.27it/s] 301/499 4.32G 0.01191 0.00997 0.002061 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 301/499 4.32G 0.0119 0.009991 0.00202 84 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 301/499 4.32G 0.0119 0.009991 0.00202 84 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 301/499 4.32G 0.01189 0.01006 0.001981 46 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 301/499 4.32G 0.01189 0.01006 0.001981 46 640: 100%|##########| 40/40 [00:07<00:00, 5.39it/s] 301/499 4.32G 0.01189 0.01006 0.001981 46 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.815 0.917 0.902 0.795 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 302/499 4.32G 0.01242 0.00935 0.001544 65 640: 0%| | 0/40 [00:00<?, ?it/s] 302/499 4.32G 0.01242 0.00935 0.001544 65 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 302/499 4.32G 0.01125 0.008911 0.0009591 64 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 302/499 4.32G 0.01125 0.008911 0.0009591 64 640: 5%|5 | 2/40 [00:00<00:07, 5.20it/s] 302/499 4.32G 0.01123 0.009149 0.002252 81 640: 5%|5 | 2/40 [00:00<00:07, 5.20it/s] 302/499 4.32G 0.01123 0.009149 0.002252 81 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 302/499 4.32G 0.0111 0.008824 0.001909 63 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 302/499 4.32G 0.0111 0.008824 0.001909 63 640: 10%|# | 4/40 [00:00<00:06, 5.41it/s] 302/499 4.32G 0.01092 0.008651 0.001593 61 640: 10%|# | 4/40 [00:00<00:06, 5.41it/s] 302/499 4.32G 0.01092 0.008651 0.001593 61 640: 12%|#2 | 5/40 [00:00<00:06, 5.15it/s] 302/499 4.32G 0.01096 0.008954 0.001459 85 640: 12%|#2 | 5/40 [00:01<00:06, 5.15it/s] 302/499 4.32G 0.01096 0.008954 0.001459 85 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 302/499 4.32G 0.01094 0.00894 0.001389 70 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 302/499 4.32G 0.01094 0.00894 0.001389 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 302/499 4.32G 0.01106 0.009375 0.001771 90 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 302/499 4.32G 0.01106 0.009375 0.001771 90 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 302/499 4.32G 0.01123 0.009642 0.001717 80 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 302/499 4.32G 0.01123 0.009642 0.001717 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 302/499 4.32G 0.01138 0.00973 0.00172 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 302/499 4.32G 0.01138 0.00973 0.00172 74 640: 25%|##5 | 10/40 [00:01<00:05, 5.38it/s] 302/499 4.32G 0.01142 0.009784 0.001976 79 640: 25%|##5 | 10/40 [00:02<00:05, 5.38it/s] 302/499 4.32G 0.01142 0.009784 0.001976 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 302/499 4.32G 0.01146 0.0102 0.002043 99 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 302/499 4.32G 0.01146 0.0102 0.002043 99 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 302/499 4.32G 0.01143 0.01046 0.002253 95 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 302/499 4.32G 0.01143 0.01046 0.002253 95 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 302/499 4.32G 0.01151 0.01027 0.002485 56 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 302/499 4.32G 0.01151 0.01027 0.002485 56 640: 35%|###5 | 14/40 [00:02<00:05, 5.15it/s] 302/499 4.32G 0.01161 0.0104 0.002391 93 640: 35%|###5 | 14/40 [00:02<00:05, 5.15it/s] 302/499 4.32G 0.01161 0.0104 0.002391 93 640: 38%|###7 | 15/40 [00:02<00:04, 5.25it/s] 302/499 4.32G 0.01162 0.01043 0.002423 81 640: 38%|###7 | 15/40 [00:03<00:04, 5.25it/s] 302/499 4.32G 0.01162 0.01043 0.002423 81 640: 40%|#### | 16/40 [00:03<00:04, 5.34it/s] 302/499 4.32G 0.01169 0.01052 0.002415 84 640: 40%|#### | 16/40 [00:03<00:04, 5.34it/s] 302/499 4.32G 0.01169 0.01052 0.002415 84 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 302/499 4.32G 0.01163 0.01035 0.002305 62 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 302/499 4.32G 0.01163 0.01035 0.002305 62 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 302/499 4.32G 0.01165 0.01035 0.002271 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 302/499 4.32G 0.01165 0.01035 0.002271 68 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 302/499 4.32G 0.01163 0.01027 0.00223 70 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 302/499 4.32G 0.01163 0.01027 0.00223 70 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 302/499 4.32G 0.01168 0.01033 0.002248 86 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 302/499 4.32G 0.01168 0.01033 0.002248 86 640: 52%|#####2 | 21/40 [00:03<00:03, 5.28it/s] 302/499 4.32G 0.01166 0.01038 0.002392 97 640: 52%|#####2 | 21/40 [00:04<00:03, 5.28it/s] 302/499 4.32G 0.01166 0.01038 0.002392 97 640: 55%|#####5 | 22/40 [00:04<00:03, 5.36it/s] 302/499 4.32G 0.0117 0.01039 0.002467 83 640: 55%|#####5 | 22/40 [00:04<00:03, 5.36it/s] 302/499 4.32G 0.0117 0.01039 0.002467 83 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 302/499 4.32G 0.01182 0.01038 0.002441 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 302/499 4.32G 0.01182 0.01038 0.002441 74 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 302/499 4.32G 0.01176 0.01027 0.002452 67 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 302/499 4.32G 0.01176 0.01027 0.002452 67 640: 62%|######2 | 25/40 [00:04<00:02, 5.36it/s] 302/499 4.32G 0.01175 0.01027 0.002399 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.36it/s] 302/499 4.32G 0.01175 0.01027 0.002399 79 640: 65%|######5 | 26/40 [00:04<00:02, 5.22it/s] 302/499 4.32G 0.01171 0.0102 0.002358 65 640: 65%|######5 | 26/40 [00:05<00:02, 5.22it/s] 302/499 4.32G 0.01171 0.0102 0.002358 65 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 302/499 4.32G 0.01167 0.01015 0.002358 66 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 302/499 4.32G 0.01167 0.01015 0.002358 66 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 302/499 4.32G 0.01163 0.01014 0.002317 74 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 302/499 4.32G 0.01163 0.01014 0.002317 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.15it/s] 302/499 4.32G 0.01164 0.01015 0.002263 83 640: 72%|#######2 | 29/40 [00:05<00:02, 5.15it/s] 302/499 4.32G 0.01164 0.01015 0.002263 83 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 302/499 4.32G 0.01169 0.01018 0.002242 90 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 302/499 4.32G 0.01169 0.01018 0.002242 90 640: 78%|#######7 | 31/40 [00:05<00:01, 5.29it/s] 302/499 4.32G 0.0117 0.01015 0.002191 70 640: 78%|#######7 | 31/40 [00:06<00:01, 5.29it/s] 302/499 4.32G 0.0117 0.01015 0.002191 70 640: 80%|######## | 32/40 [00:06<00:01, 5.12it/s] 302/499 4.32G 0.0117 0.01019 0.002154 88 640: 80%|######## | 32/40 [00:06<00:01, 5.12it/s] 302/499 4.32G 0.0117 0.01019 0.002154 88 640: 82%|########2 | 33/40 [00:06<00:01, 5.22it/s] 302/499 4.32G 0.01174 0.01025 0.002171 80 640: 82%|########2 | 33/40 [00:06<00:01, 5.22it/s] 302/499 4.32G 0.01174 0.01025 0.002171 80 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 302/499 4.32G 0.01173 0.01033 0.002139 99 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 302/499 4.32G 0.01173 0.01033 0.002139 99 640: 88%|########7 | 35/40 [00:06<00:00, 5.17it/s] 302/499 4.32G 0.01175 0.01036 0.002099 85 640: 88%|########7 | 35/40 [00:06<00:00, 5.17it/s] 302/499 4.32G 0.01175 0.01036 0.002099 85 640: 90%|######### | 36/40 [00:06<00:00, 5.23it/s] 302/499 4.32G 0.01173 0.01037 0.002086 83 640: 90%|######### | 36/40 [00:07<00:00, 5.23it/s] 302/499 4.32G 0.01173 0.01037 0.002086 83 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 302/499 4.32G 0.01176 0.01038 0.002169 74 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 302/499 4.32G 0.01176 0.01038 0.002169 74 640: 95%|#########5| 38/40 [00:07<00:00, 5.15it/s] 302/499 4.32G 0.01175 0.01043 0.002201 86 640: 95%|#########5| 38/40 [00:07<00:00, 5.15it/s] 302/499 4.32G 0.01175 0.01043 0.002201 86 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 302/499 4.32G 0.01172 0.01035 0.002158 33 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 302/499 4.32G 0.01172 0.01035 0.002158 33 640: 100%|##########| 40/40 [00:07<00:00, 5.39it/s] 302/499 4.32G 0.01172 0.01035 0.002158 33 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.892 0.841 0.903 0.799 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 303/499 4.32G 0.009781 0.009924 0.001991 87 640: 0%| | 0/40 [00:00<?, ?it/s] 303/499 4.32G 0.009781 0.009924 0.001991 87 640: 2%|2 | 1/40 [00:00<00:08, 4.71it/s] 303/499 4.32G 0.01026 0.009999 0.001247 76 640: 2%|2 | 1/40 [00:00<00:08, 4.71it/s] 303/499 4.32G 0.01026 0.009999 0.001247 76 640: 5%|5 | 2/40 [00:00<00:07, 5.13it/s] 303/499 4.32G 0.01068 0.0103 0.001847 82 640: 5%|5 | 2/40 [00:00<00:07, 5.13it/s] 303/499 4.32G 0.01068 0.0103 0.001847 82 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 303/499 4.32G 0.01093 0.01002 0.001904 73 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 303/499 4.32G 0.01093 0.01002 0.001904 73 640: 10%|# | 4/40 [00:00<00:06, 5.17it/s] 303/499 4.32G 0.01096 0.0101 0.0017 88 640: 10%|# | 4/40 [00:00<00:06, 5.17it/s] 303/499 4.32G 0.01096 0.0101 0.0017 88 640: 12%|#2 | 5/40 [00:00<00:06, 5.30it/s] 303/499 4.32G 0.01096 0.01014 0.001479 82 640: 12%|#2 | 5/40 [00:01<00:06, 5.30it/s] 303/499 4.32G 0.01096 0.01014 0.001479 82 640: 15%|#5 | 6/40 [00:01<00:06, 5.39it/s] 303/499 4.32G 0.01105 0.009818 0.001431 63 640: 15%|#5 | 6/40 [00:01<00:06, 5.39it/s] 303/499 4.32G 0.01105 0.009818 0.001431 63 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 303/499 4.32G 0.01134 0.01005 0.001386 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 303/499 4.32G 0.01134 0.01005 0.001386 78 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 303/499 4.32G 0.01155 0.009895 0.001323 57 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 303/499 4.32G 0.01155 0.009895 0.001323 57 640: 22%|##2 | 9/40 [00:01<00:05, 5.39it/s] 303/499 4.32G 0.01151 0.009926 0.00132 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.39it/s] 303/499 4.32G 0.01151 0.009926 0.00132 76 640: 25%|##5 | 10/40 [00:01<00:05, 5.20it/s] 303/499 4.32G 0.01142 0.009943 0.001497 80 640: 25%|##5 | 10/40 [00:02<00:05, 5.20it/s] 303/499 4.32G 0.01142 0.009943 0.001497 80 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 303/499 4.32G 0.01157 0.01001 0.001729 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 303/499 4.32G 0.01157 0.01001 0.001729 74 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 303/499 4.32G 0.01151 0.009965 0.001612 72 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 303/499 4.32G 0.01151 0.009965 0.001612 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 303/499 4.32G 0.01164 0.009928 0.00176 67 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 303/499 4.32G 0.01164 0.009928 0.00176 67 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 303/499 4.32G 0.01168 0.01003 0.001823 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 303/499 4.32G 0.01168 0.01003 0.001823 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.39it/s] 303/499 4.32G 0.01178 0.01021 0.001812 80 640: 38%|###7 | 15/40 [00:03<00:04, 5.39it/s] 303/499 4.32G 0.01178 0.01021 0.001812 80 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 303/499 4.32G 0.01174 0.01024 0.001935 85 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 303/499 4.32G 0.01174 0.01024 0.001935 85 640: 42%|####2 | 17/40 [00:03<00:04, 5.33it/s] 303/499 4.32G 0.01173 0.01008 0.001881 61 640: 42%|####2 | 17/40 [00:03<00:04, 5.33it/s] 303/499 4.32G 0.01173 0.01008 0.001881 61 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 303/499 4.32G 0.01178 0.01004 0.001889 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 303/499 4.32G 0.01178 0.01004 0.001889 67 640: 48%|####7 | 19/40 [00:03<00:04, 5.17it/s] 303/499 4.32G 0.01177 0.009996 0.001892 73 640: 48%|####7 | 19/40 [00:03<00:04, 5.17it/s] 303/499 4.32G 0.01177 0.009996 0.001892 73 640: 50%|##### | 20/40 [00:03<00:03, 5.26it/s] 303/499 4.32G 0.01178 0.01 0.001837 79 640: 50%|##### | 20/40 [00:03<00:03, 5.26it/s] 303/499 4.32G 0.01178 0.01 0.001837 79 640: 52%|#####2 | 21/40 [00:03<00:03, 5.34it/s] 303/499 4.32G 0.01181 0.009937 0.001923 60 640: 52%|#####2 | 21/40 [00:04<00:03, 5.34it/s] 303/499 4.32G 0.01181 0.009937 0.001923 60 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 303/499 4.32G 0.01174 0.009882 0.001997 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 303/499 4.32G 0.01174 0.009882 0.001997 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 303/499 4.32G 0.0117 0.009891 0.001937 71 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 303/499 4.32G 0.0117 0.009891 0.001937 71 640: 60%|###### | 24/40 [00:04<00:02, 5.36it/s] 303/499 4.32G 0.01177 0.01002 0.001994 78 640: 60%|###### | 24/40 [00:04<00:02, 5.36it/s] 303/499 4.32G 0.01177 0.01002 0.001994 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 303/499 4.32G 0.01179 0.01004 0.002016 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 303/499 4.32G 0.01179 0.01004 0.002016 72 640: 65%|######5 | 26/40 [00:04<00:02, 5.29it/s] 303/499 4.32G 0.0118 0.01006 0.002007 72 640: 65%|######5 | 26/40 [00:05<00:02, 5.29it/s] 303/499 4.32G 0.0118 0.01006 0.002007 72 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 303/499 4.32G 0.01182 0.01008 0.002041 85 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 303/499 4.32G 0.01182 0.01008 0.002041 85 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 303/499 4.32G 0.01186 0.01009 0.002045 85 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 303/499 4.32G 0.01186 0.01009 0.002045 85 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 303/499 4.32G 0.01187 0.01007 0.001999 69 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 303/499 4.32G 0.01187 0.01007 0.001999 69 640: 75%|#######5 | 30/40 [00:05<00:01, 5.35it/s] 303/499 4.32G 0.01183 0.01008 0.001963 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.35it/s] 303/499 4.32G 0.01183 0.01008 0.001963 77 640: 78%|#######7 | 31/40 [00:05<00:01, 5.18it/s] 303/499 4.32G 0.01192 0.01017 0.002029 80 640: 78%|#######7 | 31/40 [00:06<00:01, 5.18it/s] 303/499 4.32G 0.01192 0.01017 0.002029 80 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 303/499 4.32G 0.01194 0.01012 0.002032 56 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 303/499 4.32G 0.01194 0.01012 0.002032 56 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 303/499 4.32G 0.01196 0.0102 0.002032 86 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 303/499 4.32G 0.01196 0.0102 0.002032 86 640: 85%|########5 | 34/40 [00:06<00:01, 5.16it/s] 303/499 4.32G 0.01191 0.01015 0.002008 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.16it/s] 303/499 4.32G 0.01191 0.01015 0.002008 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.24it/s] 303/499 4.32G 0.01195 0.01011 0.00197 63 640: 88%|########7 | 35/40 [00:06<00:00, 5.24it/s] 303/499 4.32G 0.01195 0.01011 0.00197 63 640: 90%|######### | 36/40 [00:06<00:00, 5.29it/s] 303/499 4.32G 0.01195 0.0101 0.001933 68 640: 90%|######### | 36/40 [00:07<00:00, 5.29it/s] 303/499 4.32G 0.01195 0.0101 0.001933 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.16it/s] 303/499 4.32G 0.01197 0.01007 0.001925 62 640: 92%|#########2| 37/40 [00:07<00:00, 5.16it/s] 303/499 4.32G 0.01197 0.01007 0.001925 62 640: 95%|#########5| 38/40 [00:07<00:00, 5.23it/s] 303/499 4.32G 0.012 0.01009 0.001891 67 640: 95%|#########5| 38/40 [00:07<00:00, 5.23it/s] 303/499 4.32G 0.012 0.01009 0.001891 67 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 303/499 4.32G 0.01197 0.01004 0.001879 31 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 303/499 4.32G 0.01197 0.01004 0.001879 31 640: 100%|##########| 40/40 [00:07<00:00, 5.17it/s] 303/499 4.32G 0.01197 0.01004 0.001879 31 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.867 0.905 0.914 0.785 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 304/499 4.32G 0.01087 0.008516 0.001021 73 640: 0%| | 0/40 [00:00<?, ?it/s] 304/499 4.32G 0.01087 0.008516 0.001021 73 640: 2%|2 | 1/40 [00:00<00:07, 5.26it/s] 304/499 4.32G 0.01191 0.009246 0.001164 59 640: 2%|2 | 1/40 [00:00<00:07, 5.26it/s] 304/499 4.32G 0.01191 0.009246 0.001164 59 640: 5%|5 | 2/40 [00:00<00:07, 5.43it/s] 304/499 4.32G 0.01219 0.009175 0.0009965 73 640: 5%|5 | 2/40 [00:00<00:07, 5.43it/s] 304/499 4.32G 0.01219 0.009175 0.0009965 73 640: 8%|7 | 3/40 [00:00<00:07, 5.14it/s] 304/499 4.32G 0.01197 0.009622 0.0009327 74 640: 8%|7 | 3/40 [00:00<00:07, 5.14it/s] 304/499 4.32G 0.01197 0.009622 0.0009327 74 640: 10%|# | 4/40 [00:00<00:06, 5.28it/s] 304/499 4.32G 0.01191 0.009541 0.001514 69 640: 10%|# | 4/40 [00:00<00:06, 5.28it/s] 304/499 4.32G 0.01191 0.009541 0.001514 69 640: 12%|#2 | 5/40 [00:00<00:06, 5.36it/s] 304/499 4.32G 0.0117 0.009616 0.001417 80 640: 12%|#2 | 5/40 [00:01<00:06, 5.36it/s] 304/499 4.32G 0.0117 0.009616 0.001417 80 640: 15%|#5 | 6/40 [00:01<00:06, 5.15it/s] 304/499 4.32G 0.0115 0.009486 0.001487 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.15it/s] 304/499 4.32G 0.0115 0.009486 0.001487 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 304/499 4.32G 0.01134 0.0095 0.001562 85 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 304/499 4.32G 0.01134 0.0095 0.001562 85 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 304/499 4.32G 0.01135 0.00945 0.001506 72 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 304/499 4.32G 0.01135 0.00945 0.001506 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 304/499 4.32G 0.01144 0.009324 0.001821 67 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 304/499 4.32G 0.01144 0.009324 0.001821 67 640: 25%|##5 | 10/40 [00:01<00:05, 5.31it/s] 304/499 4.32G 0.01147 0.009296 0.002002 71 640: 25%|##5 | 10/40 [00:02<00:05, 5.31it/s] 304/499 4.32G 0.01147 0.009296 0.002002 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 304/499 4.32G 0.01162 0.009477 0.001964 90 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 304/499 4.32G 0.01162 0.009477 0.001964 90 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 304/499 4.32G 0.01163 0.009582 0.002061 85 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 304/499 4.32G 0.01163 0.009582 0.002061 85 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 304/499 4.32G 0.01175 0.009655 0.002009 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 304/499 4.32G 0.01175 0.009655 0.002009 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.40it/s] 304/499 4.32G 0.01174 0.009792 0.002093 85 640: 35%|###5 | 14/40 [00:02<00:04, 5.40it/s] 304/499 4.32G 0.01174 0.009792 0.002093 85 640: 38%|###7 | 15/40 [00:02<00:04, 5.23it/s] 304/499 4.32G 0.01183 0.009889 0.002175 76 640: 38%|###7 | 15/40 [00:03<00:04, 5.23it/s] 304/499 4.32G 0.01183 0.009889 0.002175 76 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 304/499 4.32G 0.01187 0.01003 0.002162 93 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 304/499 4.32G 0.01187 0.01003 0.002162 93 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 304/499 4.32G 0.0118 0.01002 0.002155 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 304/499 4.32G 0.0118 0.01002 0.002155 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.14it/s] 304/499 4.32G 0.01179 0.009983 0.002228 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.14it/s] 304/499 4.32G 0.01179 0.009983 0.002228 67 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 304/499 4.32G 0.01183 0.00996 0.002217 80 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 304/499 4.32G 0.01183 0.00996 0.002217 80 640: 50%|##### | 20/40 [00:03<00:03, 5.33it/s] 304/499 4.32G 0.01183 0.009962 0.002159 80 640: 50%|##### | 20/40 [00:03<00:03, 5.33it/s] 304/499 4.32G 0.01183 0.009962 0.002159 80 640: 52%|#####2 | 21/40 [00:03<00:03, 5.20it/s] 304/499 4.32G 0.01181 0.009976 0.002238 72 640: 52%|#####2 | 21/40 [00:04<00:03, 5.20it/s] 304/499 4.32G 0.01181 0.009976 0.002238 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 304/499 4.32G 0.01179 0.009952 0.00224 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 304/499 4.32G 0.01179 0.009952 0.00224 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 304/499 4.32G 0.01178 0.009936 0.002267 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 304/499 4.32G 0.01178 0.009936 0.002267 78 640: 60%|###### | 24/40 [00:04<00:03, 5.17it/s] 304/499 4.32G 0.01181 0.00995 0.002209 71 640: 60%|###### | 24/40 [00:04<00:03, 5.17it/s] 304/499 4.32G 0.01181 0.00995 0.002209 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.30it/s] 304/499 4.32G 0.01185 0.009933 0.002302 68 640: 62%|######2 | 25/40 [00:04<00:02, 5.30it/s] 304/499 4.32G 0.01185 0.009933 0.002302 68 640: 65%|######5 | 26/40 [00:04<00:02, 5.32it/s] 304/499 4.32G 0.01188 0.009984 0.002329 77 640: 65%|######5 | 26/40 [00:05<00:02, 5.32it/s] 304/499 4.32G 0.01188 0.009984 0.002329 77 640: 68%|######7 | 27/40 [00:05<00:02, 5.10it/s] 304/499 4.32G 0.01189 0.009998 0.00235 75 640: 68%|######7 | 27/40 [00:05<00:02, 5.10it/s] 304/499 4.32G 0.01189 0.009998 0.00235 75 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 304/499 4.32G 0.01187 0.01004 0.002375 78 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 304/499 4.32G 0.01187 0.01004 0.002375 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 304/499 4.32G 0.01188 0.01001 0.00239 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 304/499 4.32G 0.01188 0.01001 0.00239 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.17it/s] 304/499 4.32G 0.01187 0.009984 0.002371 72 640: 75%|#######5 | 30/40 [00:05<00:01, 5.17it/s] 304/499 4.32G 0.01187 0.009984 0.002371 72 640: 78%|#######7 | 31/40 [00:05<00:01, 5.24it/s] 304/499 4.32G 0.01192 0.009991 0.002464 73 640: 78%|#######7 | 31/40 [00:06<00:01, 5.24it/s] 304/499 4.32G 0.01192 0.009991 0.002464 73 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 304/499 4.32G 0.01188 0.009932 0.002419 63 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 304/499 4.32G 0.01188 0.009932 0.002419 63 640: 82%|########2 | 33/40 [00:06<00:01, 5.10it/s] 304/499 4.32G 0.01185 0.009879 0.002406 65 640: 82%|########2 | 33/40 [00:06<00:01, 5.10it/s] 304/499 4.32G 0.01185 0.009879 0.002406 65 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 304/499 4.32G 0.01187 0.00994 0.002389 91 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 304/499 4.32G 0.01187 0.00994 0.002389 91 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 304/499 4.32G 0.01183 0.009888 0.002352 70 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 304/499 4.32G 0.01183 0.009888 0.002352 70 640: 90%|######### | 36/40 [00:06<00:00, 5.14it/s] 304/499 4.32G 0.01177 0.009855 0.002327 76 640: 90%|######### | 36/40 [00:07<00:00, 5.14it/s] 304/499 4.32G 0.01177 0.009855 0.002327 76 640: 92%|#########2| 37/40 [00:07<00:00, 5.24it/s] 304/499 4.32G 0.01175 0.009828 0.002302 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.24it/s] 304/499 4.32G 0.01175 0.009828 0.002302 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 304/499 4.32G 0.01178 0.009819 0.002261 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 304/499 4.32G 0.01178 0.009819 0.002261 72 640: 98%|#########7| 39/40 [00:07<00:00, 5.16it/s] 304/499 4.32G 0.01182 0.009812 0.002293 37 640: 98%|#########7| 39/40 [00:07<00:00, 5.16it/s] 304/499 4.32G 0.01182 0.009812 0.002293 37 640: 100%|##########| 40/40 [00:07<00:00, 5.35it/s] 304/499 4.32G 0.01182 0.009812 0.002293 37 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s] all 132 263 0.885 0.909 0.907 0.782 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 305/499 4.32G 0.01291 0.008984 0.001501 66 640: 0%| | 0/40 [00:00<?, ?it/s] 305/499 4.32G 0.01291 0.008984 0.001501 66 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 305/499 4.32G 0.0123 0.01011 0.001953 90 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 305/499 4.32G 0.0123 0.01011 0.001953 90 640: 5%|5 | 2/40 [00:00<00:07, 5.14it/s] 305/499 4.32G 0.01272 0.01113 0.002561 92 640: 5%|5 | 2/40 [00:00<00:07, 5.14it/s] 305/499 4.32G 0.01272 0.01113 0.002561 92 640: 8%|7 | 3/40 [00:00<00:06, 5.29it/s] 305/499 4.32G 0.01259 0.01075 0.003553 78 640: 8%|7 | 3/40 [00:00<00:06, 5.29it/s] 305/499 4.32G 0.01259 0.01075 0.003553 78 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 305/499 4.32G 0.01271 0.01068 0.003751 70 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 305/499 4.32G 0.01271 0.01068 0.003751 70 640: 12%|#2 | 5/40 [00:00<00:06, 5.23it/s] 305/499 4.32G 0.01248 0.01076 0.003244 79 640: 12%|#2 | 5/40 [00:01<00:06, 5.23it/s] 305/499 4.32G 0.01248 0.01076 0.003244 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 305/499 4.32G 0.01247 0.01066 0.002857 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 305/499 4.32G 0.01247 0.01066 0.002857 71 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 305/499 4.32G 0.0125 0.0106 0.002741 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 305/499 4.32G 0.0125 0.0106 0.002741 67 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 305/499 4.32G 0.01236 0.01041 0.00285 69 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 305/499 4.32G 0.01236 0.01041 0.00285 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 305/499 4.32G 0.0122 0.01028 0.002712 66 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 305/499 4.32G 0.0122 0.01028 0.002712 66 640: 25%|##5 | 10/40 [00:01<00:05, 5.33it/s] 305/499 4.32G 0.01222 0.01007 0.002689 55 640: 25%|##5 | 10/40 [00:02<00:05, 5.33it/s] 305/499 4.32G 0.01222 0.01007 0.002689 55 640: 28%|##7 | 11/40 [00:02<00:05, 5.18it/s] 305/499 4.32G 0.01221 0.01004 0.002795 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.18it/s] 305/499 4.32G 0.01221 0.01004 0.002795 78 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 305/499 4.32G 0.01221 0.01002 0.002744 76 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 305/499 4.32G 0.01221 0.01002 0.002744 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 305/499 4.32G 0.01215 0.009983 0.00281 85 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 305/499 4.32G 0.01215 0.009983 0.00281 85 640: 35%|###5 | 14/40 [00:02<00:05, 5.19it/s] 305/499 4.32G 0.01216 0.009977 0.002778 78 640: 35%|###5 | 14/40 [00:02<00:05, 5.19it/s] 305/499 4.32G 0.01216 0.009977 0.002778 78 640: 38%|###7 | 15/40 [00:02<00:04, 5.27it/s] 305/499 4.32G 0.01207 0.01002 0.002653 93 640: 38%|###7 | 15/40 [00:03<00:04, 5.27it/s] 305/499 4.32G 0.01207 0.01002 0.002653 93 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 305/499 4.32G 0.01204 0.01019 0.002561 91 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 305/499 4.32G 0.01204 0.01019 0.002561 91 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 305/499 4.32G 0.01194 0.01018 0.002482 85 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 305/499 4.32G 0.01194 0.01018 0.002482 85 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 305/499 4.32G 0.01187 0.01018 0.002438 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 305/499 4.32G 0.01187 0.01018 0.002438 79 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 305/499 4.32G 0.01193 0.01026 0.002864 74 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 305/499 4.32G 0.01193 0.01026 0.002864 74 640: 50%|##### | 20/40 [00:03<00:03, 5.16it/s] 305/499 4.32G 0.01195 0.01027 0.002811 80 640: 50%|##### | 20/40 [00:03<00:03, 5.16it/s] 305/499 4.32G 0.01195 0.01027 0.002811 80 640: 52%|#####2 | 21/40 [00:03<00:03, 5.27it/s] 305/499 4.32G 0.01193 0.01033 0.002778 89 640: 52%|#####2 | 21/40 [00:04<00:03, 5.27it/s] 305/499 4.32G 0.01193 0.01033 0.002778 89 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 305/499 4.32G 0.01185 0.01018 0.002706 56 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 305/499 4.32G 0.01185 0.01018 0.002706 56 640: 57%|#####7 | 23/40 [00:04<00:03, 5.19it/s] 305/499 4.32G 0.01189 0.01019 0.002681 84 640: 57%|#####7 | 23/40 [00:04<00:03, 5.19it/s] 305/499 4.32G 0.01189 0.01019 0.002681 84 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 305/499 4.32G 0.01185 0.01015 0.002612 63 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 305/499 4.32G 0.01185 0.01015 0.002612 63 640: 62%|######2 | 25/40 [00:04<00:02, 5.38it/s] 305/499 4.32G 0.01193 0.01018 0.002638 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.38it/s] 305/499 4.32G 0.01193 0.01018 0.002638 74 640: 65%|######5 | 26/40 [00:04<00:02, 5.22it/s] 305/499 4.32G 0.01198 0.01025 0.002704 86 640: 65%|######5 | 26/40 [00:05<00:02, 5.22it/s] 305/499 4.32G 0.01198 0.01025 0.002704 86 640: 68%|######7 | 27/40 [00:05<00:02, 5.27it/s] 305/499 4.32G 0.01195 0.01018 0.002631 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.27it/s] 305/499 4.32G 0.01195 0.01018 0.002631 67 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 305/499 4.32G 0.01198 0.01014 0.002695 68 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 305/499 4.32G 0.01198 0.01014 0.002695 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.13it/s] 305/499 4.32G 0.01195 0.01013 0.002738 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.13it/s] 305/499 4.32G 0.01195 0.01013 0.002738 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 305/499 4.32G 0.01197 0.01015 0.002672 85 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 305/499 4.32G 0.01197 0.01015 0.002672 85 640: 78%|#######7 | 31/40 [00:05<00:01, 5.30it/s] 305/499 4.32G 0.01195 0.01008 0.002648 72 640: 78%|#######7 | 31/40 [00:06<00:01, 5.30it/s] 305/499 4.32G 0.01195 0.01008 0.002648 72 640: 80%|######## | 32/40 [00:06<00:01, 5.08it/s] 305/499 4.32G 0.01202 0.01003 0.002728 55 640: 80%|######## | 32/40 [00:06<00:01, 5.08it/s] 305/499 4.32G 0.01202 0.01003 0.002728 55 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 305/499 4.32G 0.01197 0.01002 0.002749 85 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 305/499 4.32G 0.01197 0.01002 0.002749 85 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 305/499 4.32G 0.01197 0.01007 0.002711 91 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 305/499 4.32G 0.01197 0.01007 0.002711 91 640: 88%|########7 | 35/40 [00:06<00:00, 5.13it/s] 305/499 4.32G 0.01197 0.0101 0.002731 76 640: 88%|########7 | 35/40 [00:06<00:00, 5.13it/s] 305/499 4.32G 0.01197 0.0101 0.002731 76 640: 90%|######### | 36/40 [00:06<00:00, 5.21it/s] 305/499 4.32G 0.01193 0.01009 0.002802 86 640: 90%|######### | 36/40 [00:07<00:00, 5.21it/s] 305/499 4.32G 0.01193 0.01009 0.002802 86 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 305/499 4.32G 0.01194 0.01007 0.002805 64 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 305/499 4.32G 0.01194 0.01007 0.002805 64 640: 95%|#########5| 38/40 [00:07<00:00, 5.10it/s] 305/499 4.32G 0.01201 0.01004 0.002778 61 640: 95%|#########5| 38/40 [00:07<00:00, 5.10it/s] 305/499 4.32G 0.01201 0.01004 0.002778 61 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 305/499 4.32G 0.01196 0.01002 0.002716 39 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 305/499 4.32G 0.01196 0.01002 0.002716 39 640: 100%|##########| 40/40 [00:07<00:00, 5.36it/s] 305/499 4.32G 0.01196 0.01002 0.002716 39 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.889 0.885 0.907 0.798 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 306/499 4.32G 0.01375 0.01056 0.00102 75 640: 0%| | 0/40 [00:00<?, ?it/s] 306/499 4.32G 0.01375 0.01056 0.00102 75 640: 2%|2 | 1/40 [00:00<00:07, 4.89it/s] 306/499 4.32G 0.01304 0.008995 0.001894 55 640: 2%|2 | 1/40 [00:00<00:07, 4.89it/s] 306/499 4.32G 0.01304 0.008995 0.001894 55 640: 5%|5 | 2/40 [00:00<00:07, 5.26it/s] 306/499 4.32G 0.01296 0.009439 0.001979 72 640: 5%|5 | 2/40 [00:00<00:07, 5.26it/s] 306/499 4.32G 0.01296 0.009439 0.001979 72 640: 8%|7 | 3/40 [00:00<00:06, 5.39it/s] 306/499 4.32G 0.01298 0.009139 0.002853 57 640: 8%|7 | 3/40 [00:00<00:06, 5.39it/s] 306/499 4.32G 0.01298 0.009139 0.002853 57 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 306/499 4.32G 0.01285 0.009184 0.002667 72 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 306/499 4.32G 0.01285 0.009184 0.002667 72 640: 12%|#2 | 5/40 [00:00<00:06, 5.32it/s] 306/499 4.32G 0.01264 0.009149 0.002346 68 640: 12%|#2 | 5/40 [00:01<00:06, 5.32it/s] 306/499 4.32G 0.01264 0.009149 0.002346 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.39it/s] 306/499 4.32G 0.01248 0.009439 0.002601 83 640: 15%|#5 | 6/40 [00:01<00:06, 5.39it/s] 306/499 4.32G 0.01248 0.009439 0.002601 83 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 306/499 4.32G 0.01217 0.009265 0.002547 68 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 306/499 4.32G 0.01217 0.009265 0.002547 68 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 306/499 4.32G 0.01201 0.009179 0.002414 59 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 306/499 4.32G 0.01201 0.009179 0.002414 59 640: 22%|##2 | 9/40 [00:01<00:05, 5.38it/s] 306/499 4.32G 0.01193 0.009359 0.002319 88 640: 22%|##2 | 9/40 [00:01<00:05, 5.38it/s] 306/499 4.32G 0.01193 0.009359 0.002319 88 640: 25%|##5 | 10/40 [00:01<00:05, 5.21it/s] 306/499 4.32G 0.01191 0.009434 0.002418 78 640: 25%|##5 | 10/40 [00:02<00:05, 5.21it/s] 306/499 4.32G 0.01191 0.009434 0.002418 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 306/499 4.32G 0.01196 0.009622 0.002473 91 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 306/499 4.32G 0.01196 0.009622 0.002473 91 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 306/499 4.32G 0.01189 0.009457 0.002606 58 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 306/499 4.32G 0.01189 0.009457 0.002606 58 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 306/499 4.32G 0.01192 0.009538 0.002484 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 306/499 4.32G 0.01192 0.009538 0.002484 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 306/499 4.32G 0.01185 0.009522 0.002375 78 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 306/499 4.32G 0.01185 0.009522 0.002375 78 640: 38%|###7 | 15/40 [00:02<00:04, 5.30it/s] 306/499 4.32G 0.01187 0.009493 0.002303 59 640: 38%|###7 | 15/40 [00:03<00:04, 5.30it/s] 306/499 4.32G 0.01187 0.009493 0.002303 59 640: 40%|#### | 16/40 [00:03<00:04, 5.15it/s] 306/499 4.32G 0.01192 0.009549 0.002347 79 640: 40%|#### | 16/40 [00:03<00:04, 5.15it/s] 306/499 4.32G 0.01192 0.009549 0.002347 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.26it/s] 306/499 4.32G 0.01194 0.009626 0.002278 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.26it/s] 306/499 4.32G 0.01194 0.009626 0.002278 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 306/499 4.32G 0.01195 0.009815 0.0023 94 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 306/499 4.32G 0.01195 0.009815 0.0023 94 640: 48%|####7 | 19/40 [00:03<00:04, 5.14it/s] 306/499 4.32G 0.01185 0.009695 0.002236 62 640: 48%|####7 | 19/40 [00:03<00:04, 5.14it/s] 306/499 4.32G 0.01185 0.009695 0.002236 62 640: 50%|##### | 20/40 [00:03<00:03, 5.18it/s] 306/499 4.32G 0.01176 0.009681 0.002235 70 640: 50%|##### | 20/40 [00:03<00:03, 5.18it/s] 306/499 4.32G 0.01176 0.009681 0.002235 70 640: 52%|#####2 | 21/40 [00:03<00:03, 5.26it/s] 306/499 4.32G 0.0117 0.009642 0.002225 73 640: 52%|#####2 | 21/40 [00:04<00:03, 5.26it/s] 306/499 4.32G 0.0117 0.009642 0.002225 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.16it/s] 306/499 4.32G 0.01163 0.009635 0.002254 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.16it/s] 306/499 4.32G 0.01163 0.009635 0.002254 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 306/499 4.32G 0.01156 0.009605 0.002191 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 306/499 4.32G 0.01156 0.009605 0.002191 72 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 306/499 4.32G 0.0116 0.009631 0.002235 71 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 306/499 4.32G 0.0116 0.009631 0.002235 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 306/499 4.32G 0.01163 0.009591 0.002271 60 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 306/499 4.32G 0.01163 0.009591 0.002271 60 640: 65%|######5 | 26/40 [00:04<00:02, 5.23it/s] 306/499 4.32G 0.01162 0.009541 0.002277 63 640: 65%|######5 | 26/40 [00:05<00:02, 5.23it/s] 306/499 4.32G 0.01162 0.009541 0.002277 63 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 306/499 4.32G 0.01166 0.009558 0.002244 78 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 306/499 4.32G 0.01166 0.009558 0.002244 78 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 306/499 4.32G 0.01168 0.009636 0.002254 90 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 306/499 4.32G 0.01168 0.009636 0.002254 90 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 306/499 4.32G 0.01162 0.009591 0.002197 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 306/499 4.32G 0.01162 0.009591 0.002197 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 306/499 4.32G 0.01165 0.009576 0.002212 70 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 306/499 4.32G 0.01165 0.009576 0.002212 70 640: 78%|#######7 | 31/40 [00:05<00:01, 5.17it/s] 306/499 4.32G 0.01164 0.009534 0.002174 71 640: 78%|#######7 | 31/40 [00:06<00:01, 5.17it/s] 306/499 4.32G 0.01164 0.009534 0.002174 71 640: 80%|######## | 32/40 [00:06<00:01, 5.18it/s] 306/499 4.32G 0.01172 0.009519 0.002263 65 640: 80%|######## | 32/40 [00:06<00:01, 5.18it/s] 306/499 4.32G 0.01172 0.009519 0.002263 65 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 306/499 4.32G 0.01171 0.009533 0.002229 80 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 306/499 4.32G 0.01171 0.009533 0.002229 80 640: 85%|########5 | 34/40 [00:06<00:01, 5.16it/s] 306/499 4.32G 0.01173 0.009561 0.002259 72 640: 85%|########5 | 34/40 [00:06<00:01, 5.16it/s] 306/499 4.32G 0.01173 0.009561 0.002259 72 640: 88%|########7 | 35/40 [00:06<00:00, 5.24it/s] 306/499 4.32G 0.01171 0.00959 0.002248 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.24it/s] 306/499 4.32G 0.01171 0.00959 0.002248 75 640: 90%|######### | 36/40 [00:06<00:00, 5.31it/s] 306/499 4.32G 0.0117 0.009531 0.002221 65 640: 90%|######### | 36/40 [00:07<00:00, 5.31it/s] 306/499 4.32G 0.0117 0.009531 0.002221 65 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 306/499 4.32G 0.01169 0.009469 0.002204 66 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 306/499 4.32G 0.01169 0.009469 0.002204 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 306/499 4.32G 0.01167 0.009502 0.002171 86 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 306/499 4.32G 0.01167 0.009502 0.002171 86 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 306/499 4.32G 0.01171 0.00956 0.002197 39 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 306/499 4.32G 0.01171 0.00956 0.002197 39 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] 306/499 4.32G 0.01171 0.00956 0.002197 39 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.851 0.885 0.903 0.787 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 307/499 4.32G 0.01103 0.01092 0.001376 87 640: 0%| | 0/40 [00:00<?, ?it/s] 307/499 4.32G 0.01103 0.01092 0.001376 87 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 307/499 4.32G 0.01236 0.01173 0.001916 80 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 307/499 4.32G 0.01236 0.01173 0.001916 80 640: 5%|5 | 2/40 [00:00<00:06, 5.59it/s] 307/499 4.32G 0.01232 0.01095 0.003139 69 640: 5%|5 | 2/40 [00:00<00:06, 5.59it/s] 307/499 4.32G 0.01232 0.01095 0.003139 69 640: 8%|7 | 3/40 [00:00<00:07, 5.21it/s] 307/499 4.32G 0.01217 0.01082 0.003512 82 640: 8%|7 | 3/40 [00:00<00:07, 5.21it/s] 307/499 4.32G 0.01217 0.01082 0.003512 82 640: 10%|# | 4/40 [00:00<00:06, 5.31it/s] 307/499 4.32G 0.01202 0.0107 0.003204 81 640: 10%|# | 4/40 [00:00<00:06, 5.31it/s] 307/499 4.32G 0.01202 0.0107 0.003204 81 640: 12%|#2 | 5/40 [00:00<00:06, 5.39it/s] 307/499 4.32G 0.01189 0.01073 0.002843 82 640: 12%|#2 | 5/40 [00:01<00:06, 5.39it/s] 307/499 4.32G 0.01189 0.01073 0.002843 82 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 307/499 4.32G 0.01172 0.01037 0.002573 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 307/499 4.32G 0.01172 0.01037 0.002573 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 307/499 4.32G 0.0117 0.01046 0.002496 88 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 307/499 4.32G 0.0117 0.01046 0.002496 88 640: 20%|## | 8/40 [00:01<00:05, 5.40it/s] 307/499 4.32G 0.01177 0.01061 0.002322 90 640: 20%|## | 8/40 [00:01<00:05, 5.40it/s] 307/499 4.32G 0.01177 0.01061 0.002322 90 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 307/499 4.32G 0.01172 0.01066 0.002183 87 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 307/499 4.32G 0.01172 0.01066 0.002183 87 640: 25%|##5 | 10/40 [00:01<00:05, 5.30it/s] 307/499 4.32G 0.01166 0.01035 0.002178 55 640: 25%|##5 | 10/40 [00:02<00:05, 5.30it/s] 307/499 4.32G 0.01166 0.01035 0.002178 55 640: 28%|##7 | 11/40 [00:02<00:05, 5.36it/s] 307/499 4.32G 0.01161 0.01023 0.002044 63 640: 28%|##7 | 11/40 [00:02<00:05, 5.36it/s] 307/499 4.32G 0.01161 0.01023 0.002044 63 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 307/499 4.32G 0.01144 0.01018 0.001905 75 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 307/499 4.32G 0.01144 0.01018 0.001905 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.31it/s] 307/499 4.32G 0.01161 0.01029 0.001994 93 640: 32%|###2 | 13/40 [00:02<00:05, 5.31it/s] 307/499 4.32G 0.01161 0.01029 0.001994 93 640: 35%|###5 | 14/40 [00:02<00:04, 5.39it/s] 307/499 4.32G 0.0116 0.01024 0.001994 78 640: 35%|###5 | 14/40 [00:02<00:04, 5.39it/s] 307/499 4.32G 0.0116 0.01024 0.001994 78 640: 38%|###7 | 15/40 [00:02<00:04, 5.23it/s] 307/499 4.32G 0.01154 0.01021 0.002118 76 640: 38%|###7 | 15/40 [00:03<00:04, 5.23it/s] 307/499 4.32G 0.01154 0.01021 0.002118 76 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 307/499 4.32G 0.0115 0.01029 0.002158 81 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 307/499 4.32G 0.0115 0.01029 0.002158 81 640: 42%|####2 | 17/40 [00:03<00:04, 5.38it/s] 307/499 4.32G 0.01146 0.01017 0.00219 66 640: 42%|####2 | 17/40 [00:03<00:04, 5.38it/s] 307/499 4.32G 0.01146 0.01017 0.00219 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 307/499 4.32G 0.01148 0.01024 0.002116 88 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 307/499 4.32G 0.01148 0.01024 0.002116 88 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 307/499 4.32G 0.01151 0.01021 0.00205 69 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 307/499 4.32G 0.01151 0.01021 0.00205 69 640: 50%|##### | 20/40 [00:03<00:03, 5.37it/s] 307/499 4.32G 0.01156 0.0102 0.002051 75 640: 50%|##### | 20/40 [00:03<00:03, 5.37it/s] 307/499 4.32G 0.01156 0.0102 0.002051 75 640: 52%|#####2 | 21/40 [00:03<00:03, 5.20it/s] 307/499 4.32G 0.01147 0.01013 0.002009 68 640: 52%|#####2 | 21/40 [00:04<00:03, 5.20it/s] 307/499 4.32G 0.01147 0.01013 0.002009 68 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 307/499 4.32G 0.01147 0.01026 0.002001 89 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 307/499 4.32G 0.01147 0.01026 0.002001 89 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 307/499 4.32G 0.01151 0.01021 0.00196 61 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 307/499 4.32G 0.01151 0.01021 0.00196 61 640: 60%|###### | 24/40 [00:04<00:03, 5.20it/s] 307/499 4.32G 0.01156 0.01018 0.001918 75 640: 60%|###### | 24/40 [00:04<00:03, 5.20it/s] 307/499 4.32G 0.01156 0.01018 0.001918 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 307/499 4.32G 0.01155 0.01019 0.001898 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 307/499 4.32G 0.01155 0.01019 0.001898 74 640: 65%|######5 | 26/40 [00:04<00:02, 5.35it/s] 307/499 4.32G 0.0116 0.01016 0.001967 67 640: 65%|######5 | 26/40 [00:05<00:02, 5.35it/s] 307/499 4.32G 0.0116 0.01016 0.001967 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.11it/s] 307/499 4.32G 0.01163 0.01024 0.00196 91 640: 68%|######7 | 27/40 [00:05<00:02, 5.11it/s] 307/499 4.32G 0.01163 0.01024 0.00196 91 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 307/499 4.32G 0.01174 0.01022 0.002038 74 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 307/499 4.32G 0.01174 0.01022 0.002038 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.31it/s] 307/499 4.32G 0.01173 0.01023 0.002027 82 640: 72%|#######2 | 29/40 [00:05<00:02, 5.31it/s] 307/499 4.32G 0.01173 0.01023 0.002027 82 640: 75%|#######5 | 30/40 [00:05<00:01, 5.17it/s] 307/499 4.32G 0.01167 0.01028 0.001988 85 640: 75%|#######5 | 30/40 [00:05<00:01, 5.17it/s] 307/499 4.32G 0.01167 0.01028 0.001988 85 640: 78%|#######7 | 31/40 [00:05<00:01, 5.26it/s] 307/499 4.32G 0.01167 0.01031 0.001993 88 640: 78%|#######7 | 31/40 [00:06<00:01, 5.26it/s] 307/499 4.32G 0.01167 0.01031 0.001993 88 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 307/499 4.32G 0.01168 0.01032 0.001955 77 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 307/499 4.32G 0.01168 0.01032 0.001955 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 307/499 4.32G 0.01169 0.01036 0.001935 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 307/499 4.32G 0.01169 0.01036 0.001935 82 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 307/499 4.32G 0.01175 0.01037 0.001931 80 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 307/499 4.32G 0.01175 0.01037 0.001931 80 640: 88%|########7 | 35/40 [00:06<00:00, 5.36it/s] 307/499 4.32G 0.01167 0.01032 0.001899 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.36it/s] 307/499 4.32G 0.01167 0.01032 0.001899 73 640: 90%|######### | 36/40 [00:06<00:00, 5.19it/s] 307/499 4.32G 0.01168 0.01029 0.002012 64 640: 90%|######### | 36/40 [00:06<00:00, 5.19it/s] 307/499 4.32G 0.01168 0.01029 0.002012 64 640: 92%|#########2| 37/40 [00:06<00:00, 5.25it/s] 307/499 4.32G 0.01168 0.0103 0.002003 74 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 307/499 4.32G 0.01168 0.0103 0.002003 74 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 307/499 4.32G 0.01167 0.01029 0.002038 73 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 307/499 4.32G 0.01167 0.01029 0.002038 73 640: 98%|#########7| 39/40 [00:07<00:00, 5.09it/s] 307/499 4.32G 0.01166 0.0103 0.001998 44 640: 98%|#########7| 39/40 [00:07<00:00, 5.09it/s] 307/499 4.32G 0.01166 0.0103 0.001998 44 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] 307/499 4.32G 0.01166 0.0103 0.001998 44 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.855 0.861 0.889 0.774 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 308/499 4.32G 0.01095 0.009235 0.0005829 73 640: 0%| | 0/40 [00:00<?, ?it/s] 308/499 4.32G 0.01095 0.009235 0.0005829 73 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 308/499 4.32G 0.01018 0.008574 0.0005996 70 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 308/499 4.32G 0.01018 0.008574 0.0005996 70 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 308/499 4.32G 0.01115 0.008443 0.001684 54 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 308/499 4.32G 0.01115 0.008443 0.001684 54 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 308/499 4.32G 0.01176 0.009231 0.001641 84 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 308/499 4.32G 0.01176 0.009231 0.001641 84 640: 10%|# | 4/40 [00:00<00:06, 5.41it/s] 308/499 4.32G 0.01263 0.00928 0.002512 54 640: 10%|# | 4/40 [00:00<00:06, 5.41it/s] 308/499 4.32G 0.01263 0.00928 0.002512 54 640: 12%|#2 | 5/40 [00:00<00:06, 5.24it/s] 308/499 4.32G 0.01243 0.009153 0.002234 68 640: 12%|#2 | 5/40 [00:01<00:06, 5.24it/s] 308/499 4.32G 0.01243 0.009153 0.002234 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 308/499 4.32G 0.0125 0.009388 0.002463 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 308/499 4.32G 0.0125 0.009388 0.002463 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 308/499 4.32G 0.01215 0.009273 0.002459 72 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 308/499 4.32G 0.01215 0.009273 0.002459 72 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 308/499 4.32G 0.0122 0.009273 0.002497 65 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 308/499 4.32G 0.0122 0.009273 0.002497 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.29it/s] 308/499 4.32G 0.012 0.00924 0.002373 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.29it/s] 308/499 4.32G 0.012 0.00924 0.002373 74 640: 25%|##5 | 10/40 [00:01<00:05, 5.37it/s] 308/499 4.32G 0.01196 0.009424 0.002188 83 640: 25%|##5 | 10/40 [00:02<00:05, 5.37it/s] 308/499 4.32G 0.01196 0.009424 0.002188 83 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 308/499 4.32G 0.01204 0.009421 0.002043 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 308/499 4.32G 0.01204 0.009421 0.002043 70 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 308/499 4.32G 0.01194 0.009471 0.001979 81 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 308/499 4.32G 0.01194 0.009471 0.001979 81 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 308/499 4.32G 0.01185 0.009477 0.001903 78 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 308/499 4.32G 0.01185 0.009477 0.001903 78 640: 35%|###5 | 14/40 [00:02<00:05, 5.20it/s] 308/499 4.32G 0.01193 0.009394 0.001845 65 640: 35%|###5 | 14/40 [00:02<00:05, 5.20it/s] 308/499 4.32G 0.01193 0.009394 0.001845 65 640: 38%|###7 | 15/40 [00:02<00:04, 5.30it/s] 308/499 4.32G 0.01191 0.009344 0.001814 73 640: 38%|###7 | 15/40 [00:03<00:04, 5.30it/s] 308/499 4.32G 0.01191 0.009344 0.001814 73 640: 40%|#### | 16/40 [00:03<00:04, 5.37it/s] 308/499 4.32G 0.01189 0.009456 0.001763 88 640: 40%|#### | 16/40 [00:03<00:04, 5.37it/s] 308/499 4.32G 0.01189 0.009456 0.001763 88 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 308/499 4.32G 0.01197 0.009392 0.001754 65 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 308/499 4.32G 0.01197 0.009392 0.001754 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 308/499 4.32G 0.01199 0.009403 0.001779 75 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 308/499 4.32G 0.01199 0.009403 0.001779 75 640: 48%|####7 | 19/40 [00:03<00:03, 5.38it/s] 308/499 4.32G 0.01198 0.009453 0.001876 73 640: 48%|####7 | 19/40 [00:03<00:03, 5.38it/s] 308/499 4.32G 0.01198 0.009453 0.001876 73 640: 50%|##### | 20/40 [00:03<00:03, 5.26it/s] 308/499 4.32G 0.012 0.009473 0.001986 72 640: 50%|##### | 20/40 [00:03<00:03, 5.26it/s] 308/499 4.32G 0.012 0.009473 0.001986 72 640: 52%|#####2 | 21/40 [00:03<00:03, 5.35it/s] 308/499 4.32G 0.01194 0.009547 0.001944 91 640: 52%|#####2 | 21/40 [00:04<00:03, 5.35it/s] 308/499 4.32G 0.01194 0.009547 0.001944 91 640: 55%|#####5 | 22/40 [00:04<00:03, 5.41it/s] 308/499 4.32G 0.01196 0.009555 0.001901 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.41it/s] 308/499 4.32G 0.01196 0.009555 0.001901 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 308/499 4.32G 0.01198 0.009605 0.002021 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 308/499 4.32G 0.01198 0.009605 0.002021 74 640: 60%|###### | 24/40 [00:04<00:03, 5.29it/s] 308/499 4.32G 0.01198 0.00958 0.002016 65 640: 60%|###### | 24/40 [00:04<00:03, 5.29it/s] 308/499 4.32G 0.01198 0.00958 0.002016 65 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 308/499 4.32G 0.01188 0.009554 0.002013 81 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 308/499 4.32G 0.01188 0.009554 0.002013 81 640: 65%|######5 | 26/40 [00:04<00:02, 5.18it/s] 308/499 4.32G 0.01189 0.009523 0.002018 66 640: 65%|######5 | 26/40 [00:05<00:02, 5.18it/s] 308/499 4.32G 0.01189 0.009523 0.002018 66 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 308/499 4.32G 0.01186 0.009429 0.001968 56 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 308/499 4.32G 0.01186 0.009429 0.001968 56 640: 70%|####### | 28/40 [00:05<00:02, 5.35it/s] 308/499 4.32G 0.01187 0.009467 0.002048 81 640: 70%|####### | 28/40 [00:05<00:02, 5.35it/s] 308/499 4.32G 0.01187 0.009467 0.002048 81 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 308/499 4.32G 0.01187 0.009432 0.002035 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 308/499 4.32G 0.01187 0.009432 0.002035 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 308/499 4.32G 0.01185 0.00951 0.002036 87 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 308/499 4.32G 0.01185 0.00951 0.002036 87 640: 78%|#######7 | 31/40 [00:05<00:01, 5.32it/s] 308/499 4.32G 0.01185 0.009566 0.001996 84 640: 78%|#######7 | 31/40 [00:06<00:01, 5.32it/s] 308/499 4.32G 0.01185 0.009566 0.001996 84 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 308/499 4.32G 0.01179 0.009502 0.001965 66 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 308/499 4.32G 0.01179 0.009502 0.001965 66 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 308/499 4.32G 0.01185 0.009555 0.001978 66 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 308/499 4.32G 0.01185 0.009555 0.001978 66 640: 85%|########5 | 34/40 [00:06<00:01, 5.35it/s] 308/499 4.32G 0.01184 0.009595 0.001959 87 640: 85%|########5 | 34/40 [00:06<00:01, 5.35it/s] 308/499 4.32G 0.01184 0.009595 0.001959 87 640: 88%|########7 | 35/40 [00:06<00:00, 5.11it/s] 308/499 4.32G 0.0119 0.009613 0.002078 70 640: 88%|########7 | 35/40 [00:06<00:00, 5.11it/s] 308/499 4.32G 0.0119 0.009613 0.002078 70 640: 90%|######### | 36/40 [00:06<00:00, 5.22it/s] 308/499 4.32G 0.01187 0.009636 0.002098 84 640: 90%|######### | 36/40 [00:06<00:00, 5.22it/s] 308/499 4.32G 0.01187 0.009636 0.002098 84 640: 92%|#########2| 37/40 [00:06<00:00, 5.28it/s] 308/499 4.32G 0.01188 0.009647 0.002096 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 308/499 4.32G 0.01188 0.009647 0.002096 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.16it/s] 308/499 4.32G 0.0119 0.009661 0.002091 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.16it/s] 308/499 4.32G 0.0119 0.009661 0.002091 72 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 308/499 4.32G 0.0119 0.009702 0.002087 43 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 308/499 4.32G 0.0119 0.009702 0.002087 43 640: 100%|##########| 40/40 [00:07<00:00, 5.34it/s] 308/499 4.32G 0.0119 0.009702 0.002087 43 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.85it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.46it/s] all 132 263 0.824 0.889 0.9 0.783 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 309/499 4.32G 0.01203 0.009425 0.00149 66 640: 0%| | 0/40 [00:00<?, ?it/s] 309/499 4.32G 0.01203 0.009425 0.00149 66 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 309/499 4.32G 0.01222 0.009428 0.002482 69 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 309/499 4.32G 0.01222 0.009428 0.002482 69 640: 5%|5 | 2/40 [00:00<00:07, 5.30it/s] 309/499 4.32G 0.01218 0.00961 0.001843 74 640: 5%|5 | 2/40 [00:00<00:07, 5.30it/s] 309/499 4.32G 0.01218 0.00961 0.001843 74 640: 8%|7 | 3/40 [00:00<00:06, 5.41it/s] 309/499 4.32G 0.01193 0.009381 0.001496 69 640: 8%|7 | 3/40 [00:00<00:06, 5.41it/s] 309/499 4.32G 0.01193 0.009381 0.001496 69 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 309/499 4.32G 0.01186 0.009649 0.001545 87 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 309/499 4.32G 0.01186 0.009649 0.001545 87 640: 12%|#2 | 5/40 [00:00<00:06, 5.33it/s] 309/499 4.32G 0.01175 0.009635 0.001481 67 640: 12%|#2 | 5/40 [00:01<00:06, 5.33it/s] 309/499 4.32G 0.01175 0.009635 0.001481 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.41it/s] 309/499 4.32G 0.01178 0.009427 0.001346 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.41it/s] 309/499 4.32G 0.01178 0.009427 0.001346 71 640: 18%|#7 | 7/40 [00:01<00:06, 5.20it/s] 309/499 4.32G 0.01176 0.00937 0.001551 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.20it/s] 309/499 4.32G 0.01176 0.00937 0.001551 69 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 309/499 4.32G 0.0118 0.009598 0.001594 86 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 309/499 4.32G 0.0118 0.009598 0.001594 86 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 309/499 4.32G 0.01174 0.009608 0.00161 79 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 309/499 4.32G 0.01174 0.009608 0.00161 79 640: 25%|##5 | 10/40 [00:01<00:05, 5.21it/s] 309/499 4.32G 0.01169 0.009535 0.001513 70 640: 25%|##5 | 10/40 [00:02<00:05, 5.21it/s] 309/499 4.32G 0.01169 0.009535 0.001513 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.29it/s] 309/499 4.32G 0.01163 0.009624 0.001427 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.29it/s] 309/499 4.32G 0.01163 0.009624 0.001427 77 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 309/499 4.32G 0.01162 0.009668 0.001355 78 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 309/499 4.32G 0.01162 0.009668 0.001355 78 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 309/499 4.32G 0.01152 0.009516 0.0014 60 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 309/499 4.32G 0.01152 0.009516 0.0014 60 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 309/499 4.32G 0.01152 0.00952 0.001497 67 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 309/499 4.32G 0.01152 0.00952 0.001497 67 640: 38%|###7 | 15/40 [00:02<00:04, 5.35it/s] 309/499 4.32G 0.01146 0.009418 0.001469 65 640: 38%|###7 | 15/40 [00:03<00:04, 5.35it/s] 309/499 4.32G 0.01146 0.009418 0.001469 65 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 309/499 4.32G 0.01146 0.009394 0.001506 71 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 309/499 4.32G 0.01146 0.009394 0.001506 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 309/499 4.32G 0.01144 0.009509 0.001506 83 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 309/499 4.32G 0.01144 0.009509 0.001506 83 640: 45%|####5 | 18/40 [00:03<00:04, 5.37it/s] 309/499 4.32G 0.01143 0.009431 0.001447 63 640: 45%|####5 | 18/40 [00:03<00:04, 5.37it/s] 309/499 4.32G 0.01143 0.009431 0.001447 63 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 309/499 4.32G 0.01148 0.009526 0.00152 82 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 309/499 4.32G 0.01148 0.009526 0.00152 82 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 309/499 4.32G 0.01147 0.009456 0.001539 58 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 309/499 4.32G 0.01147 0.009456 0.001539 58 640: 52%|#####2 | 21/40 [00:03<00:03, 5.29it/s] 309/499 4.32G 0.01143 0.009434 0.001534 66 640: 52%|#####2 | 21/40 [00:04<00:03, 5.29it/s] 309/499 4.32G 0.01143 0.009434 0.001534 66 640: 55%|#####5 | 22/40 [00:04<00:03, 5.17it/s] 309/499 4.32G 0.01145 0.009397 0.001506 67 640: 55%|#####5 | 22/40 [00:04<00:03, 5.17it/s] 309/499 4.32G 0.01145 0.009397 0.001506 67 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 309/499 4.32G 0.01144 0.009348 0.001569 61 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 309/499 4.32G 0.01144 0.009348 0.001569 61 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 309/499 4.32G 0.01143 0.009356 0.001523 84 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 309/499 4.32G 0.01143 0.009356 0.001523 84 640: 62%|######2 | 25/40 [00:04<00:02, 5.18it/s] 309/499 4.32G 0.01152 0.009378 0.001646 70 640: 62%|######2 | 25/40 [00:04<00:02, 5.18it/s] 309/499 4.32G 0.01152 0.009378 0.001646 70 640: 65%|######5 | 26/40 [00:04<00:02, 5.21it/s] 309/499 4.32G 0.01153 0.009416 0.001649 85 640: 65%|######5 | 26/40 [00:05<00:02, 5.21it/s] 309/499 4.32G 0.01153 0.009416 0.001649 85 640: 68%|######7 | 27/40 [00:05<00:02, 5.24it/s] 309/499 4.32G 0.01152 0.009335 0.001663 64 640: 68%|######7 | 27/40 [00:05<00:02, 5.24it/s] 309/499 4.32G 0.01152 0.009335 0.001663 64 640: 70%|####### | 28/40 [00:05<00:02, 5.12it/s] 309/499 4.32G 0.01152 0.009345 0.001674 75 640: 70%|####### | 28/40 [00:05<00:02, 5.12it/s] 309/499 4.32G 0.01152 0.009345 0.001674 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 309/499 4.32G 0.01155 0.009384 0.001697 71 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 309/499 4.32G 0.01155 0.009384 0.001697 71 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 309/499 4.32G 0.01153 0.009354 0.001684 69 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 309/499 4.32G 0.01153 0.009354 0.001684 69 640: 78%|#######7 | 31/40 [00:05<00:01, 5.17it/s] 309/499 4.32G 0.0115 0.009368 0.001657 78 640: 78%|#######7 | 31/40 [00:06<00:01, 5.17it/s] 309/499 4.32G 0.0115 0.009368 0.001657 78 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 309/499 4.32G 0.01148 0.009423 0.001646 86 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 309/499 4.32G 0.01148 0.009423 0.001646 86 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 309/499 4.32G 0.01152 0.009466 0.001632 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 309/499 4.32G 0.01152 0.009466 0.001632 72 640: 85%|########5 | 34/40 [00:06<00:01, 5.17it/s] 309/499 4.32G 0.01152 0.009422 0.001666 53 640: 85%|########5 | 34/40 [00:06<00:01, 5.17it/s] 309/499 4.32G 0.01152 0.009422 0.001666 53 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 309/499 4.32G 0.01155 0.009476 0.0018 78 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 309/499 4.32G 0.01155 0.009476 0.0018 78 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 309/499 4.32G 0.01154 0.009499 0.001795 80 640: 90%|######### | 36/40 [00:07<00:00, 5.25it/s] 309/499 4.32G 0.01154 0.009499 0.001795 80 640: 92%|#########2| 37/40 [00:07<00:00, 5.14it/s] 309/499 4.32G 0.01151 0.00948 0.001806 69 640: 92%|#########2| 37/40 [00:07<00:00, 5.14it/s] 309/499 4.32G 0.01151 0.00948 0.001806 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 309/499 4.32G 0.01147 0.009442 0.001775 59 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 309/499 4.32G 0.01147 0.009442 0.001775 59 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 309/499 4.32G 0.01149 0.009422 0.001871 28 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 309/499 4.32G 0.01149 0.009422 0.001871 28 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] 309/499 4.32G 0.01149 0.009422 0.001871 28 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s] all 132 263 0.864 0.83 0.882 0.776 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 310/499 4.32G 0.01186 0.008849 0.00216 67 640: 0%| | 0/40 [00:00<?, ?it/s] 310/499 4.32G 0.01186 0.008849 0.00216 67 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 310/499 4.32G 0.01098 0.008848 0.001181 74 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 310/499 4.32G 0.01098 0.008848 0.001181 74 640: 5%|5 | 2/40 [00:00<00:06, 5.54it/s] 310/499 4.32G 0.01051 0.008924 0.0008964 83 640: 5%|5 | 2/40 [00:00<00:06, 5.54it/s] 310/499 4.32G 0.01051 0.008924 0.0008964 83 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 310/499 4.32G 0.01137 0.008995 0.001229 70 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 310/499 4.32G 0.01137 0.008995 0.001229 70 640: 10%|# | 4/40 [00:00<00:06, 5.23it/s] 310/499 4.32G 0.01128 0.00915 0.001276 81 640: 10%|# | 4/40 [00:00<00:06, 5.23it/s] 310/499 4.32G 0.01128 0.00915 0.001276 81 640: 12%|#2 | 5/40 [00:00<00:06, 5.34it/s] 310/499 4.32G 0.01151 0.00946 0.001371 82 640: 12%|#2 | 5/40 [00:01<00:06, 5.34it/s] 310/499 4.32G 0.01151 0.00946 0.001371 82 640: 15%|#5 | 6/40 [00:01<00:06, 5.16it/s] 310/499 4.32G 0.01146 0.01001 0.001317 103 640: 15%|#5 | 6/40 [00:01<00:06, 5.16it/s] 310/499 4.32G 0.01146 0.01001 0.001317 103 640: 18%|#7 | 7/40 [00:01<00:06, 5.25it/s] 310/499 4.32G 0.01146 0.01006 0.001257 77 640: 18%|#7 | 7/40 [00:01<00:06, 5.25it/s] 310/499 4.32G 0.01146 0.01006 0.001257 77 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 310/499 4.32G 0.01142 0.01004 0.001423 74 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 310/499 4.32G 0.01142 0.01004 0.001423 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 310/499 4.32G 0.01165 0.01017 0.001934 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 310/499 4.32G 0.01165 0.01017 0.001934 78 640: 25%|##5 | 10/40 [00:01<00:05, 5.31it/s] 310/499 4.32G 0.01165 0.01026 0.001779 89 640: 25%|##5 | 10/40 [00:02<00:05, 5.31it/s] 310/499 4.32G 0.01165 0.01026 0.001779 89 640: 28%|##7 | 11/40 [00:02<00:05, 5.37it/s] 310/499 4.32G 0.01153 0.01006 0.001703 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.37it/s] 310/499 4.32G 0.01153 0.01006 0.001703 72 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 310/499 4.32G 0.01157 0.01001 0.001712 72 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 310/499 4.32G 0.01157 0.01001 0.001712 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 310/499 4.32G 0.0116 0.0101 0.001682 90 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 310/499 4.32G 0.0116 0.0101 0.001682 90 640: 35%|###5 | 14/40 [00:02<00:04, 5.37it/s] 310/499 4.32G 0.01161 0.01002 0.001654 63 640: 35%|###5 | 14/40 [00:02<00:04, 5.37it/s] 310/499 4.32G 0.01161 0.01002 0.001654 63 640: 38%|###7 | 15/40 [00:02<00:04, 5.22it/s] 310/499 4.32G 0.01161 0.01 0.001751 79 640: 38%|###7 | 15/40 [00:03<00:04, 5.22it/s] 310/499 4.32G 0.01161 0.01 0.001751 79 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 310/499 4.32G 0.01167 0.01005 0.001762 76 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 310/499 4.32G 0.01167 0.01005 0.001762 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 310/499 4.32G 0.01175 0.01016 0.001803 81 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 310/499 4.32G 0.01175 0.01016 0.001803 81 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 310/499 4.32G 0.01178 0.01009 0.00202 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 310/499 4.32G 0.01178 0.01009 0.00202 69 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 310/499 4.32G 0.01175 0.01005 0.002021 76 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 310/499 4.32G 0.01175 0.01005 0.002021 76 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 310/499 4.32G 0.01177 0.01004 0.001983 68 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 310/499 4.32G 0.01177 0.01004 0.001983 68 640: 52%|#####2 | 21/40 [00:03<00:03, 5.21it/s] 310/499 4.32G 0.01181 0.009984 0.001985 70 640: 52%|#####2 | 21/40 [00:04<00:03, 5.21it/s] 310/499 4.32G 0.01181 0.009984 0.001985 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.26it/s] 310/499 4.32G 0.01181 0.01004 0.002008 83 640: 55%|#####5 | 22/40 [00:04<00:03, 5.26it/s] 310/499 4.32G 0.01181 0.01004 0.002008 83 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 310/499 4.32G 0.01183 0.01003 0.001991 68 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 310/499 4.32G 0.01183 0.01003 0.001991 68 640: 60%|###### | 24/40 [00:04<00:03, 5.17it/s] 310/499 4.32G 0.01183 0.01007 0.001928 78 640: 60%|###### | 24/40 [00:04<00:03, 5.17it/s] 310/499 4.32G 0.01183 0.01007 0.001928 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 310/499 4.32G 0.0118 0.01003 0.001925 68 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 310/499 4.32G 0.0118 0.01003 0.001925 68 640: 65%|######5 | 26/40 [00:04<00:02, 5.36it/s] 310/499 4.32G 0.01173 0.01004 0.001944 83 640: 65%|######5 | 26/40 [00:05<00:02, 5.36it/s] 310/499 4.32G 0.01173 0.01004 0.001944 83 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 310/499 4.32G 0.01168 0.009992 0.001887 61 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 310/499 4.32G 0.01168 0.009992 0.001887 61 640: 70%|####### | 28/40 [00:05<00:02, 5.27it/s] 310/499 4.32G 0.01169 0.009999 0.001893 78 640: 70%|####### | 28/40 [00:05<00:02, 5.27it/s] 310/499 4.32G 0.01169 0.009999 0.001893 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 310/499 4.32G 0.01166 0.01001 0.001953 81 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 310/499 4.32G 0.01166 0.01001 0.001953 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 310/499 4.32G 0.01166 0.009972 0.001991 61 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 310/499 4.32G 0.01166 0.009972 0.001991 61 640: 78%|#######7 | 31/40 [00:05<00:01, 5.28it/s] 310/499 4.32G 0.01168 0.01007 0.001958 99 640: 78%|#######7 | 31/40 [00:06<00:01, 5.28it/s] 310/499 4.32G 0.01168 0.01007 0.001958 99 640: 80%|######## | 32/40 [00:06<00:01, 5.33it/s] 310/499 4.32G 0.01163 0.01002 0.001939 63 640: 80%|######## | 32/40 [00:06<00:01, 5.33it/s] 310/499 4.32G 0.01163 0.01002 0.001939 63 640: 82%|########2 | 33/40 [00:06<00:01, 5.19it/s] 310/499 4.32G 0.01165 0.009985 0.002002 69 640: 82%|########2 | 33/40 [00:06<00:01, 5.19it/s] 310/499 4.32G 0.01165 0.009985 0.002002 69 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 310/499 4.32G 0.0116 0.009964 0.001997 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 310/499 4.32G 0.0116 0.009964 0.001997 84 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 310/499 4.32G 0.01161 0.009976 0.001976 87 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 310/499 4.32G 0.01161 0.009976 0.001976 87 640: 90%|######### | 36/40 [00:06<00:00, 5.18it/s] 310/499 4.32G 0.01163 0.01 0.002052 69 640: 90%|######### | 36/40 [00:07<00:00, 5.18it/s] 310/499 4.32G 0.01163 0.01 0.002052 69 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 310/499 4.32G 0.01165 0.009951 0.002159 63 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 310/499 4.32G 0.01165 0.009951 0.002159 63 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 310/499 4.32G 0.01169 0.009955 0.00219 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 310/499 4.32G 0.01169 0.009955 0.00219 70 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 310/499 4.32G 0.01167 0.009893 0.002148 30 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 310/499 4.32G 0.01167 0.009893 0.002148 30 640: 100%|##########| 40/40 [00:07<00:00, 5.39it/s] 310/499 4.32G 0.01167 0.009893 0.002148 30 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.97it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.878 0.824 0.866 0.768 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 311/499 4.32G 0.01304 0.009158 0.002266 80 640: 0%| | 0/40 [00:00<?, ?it/s] 311/499 4.32G 0.01304 0.009158 0.002266 80 640: 2%|2 | 1/40 [00:00<00:06, 5.61it/s] 311/499 4.32G 0.01175 0.01002 0.00211 95 640: 2%|2 | 1/40 [00:00<00:06, 5.61it/s] 311/499 4.32G 0.01175 0.01002 0.00211 95 640: 5%|5 | 2/40 [00:00<00:07, 5.22it/s] 311/499 4.32G 0.01182 0.01135 0.002362 94 640: 5%|5 | 2/40 [00:00<00:07, 5.22it/s] 311/499 4.32G 0.01182 0.01135 0.002362 94 640: 8%|7 | 3/40 [00:00<00:06, 5.35it/s] 311/499 4.32G 0.01251 0.01059 0.002196 56 640: 8%|7 | 3/40 [00:00<00:06, 5.35it/s] 311/499 4.32G 0.01251 0.01059 0.002196 56 640: 10%|# | 4/40 [00:00<00:06, 5.42it/s] 311/499 4.32G 0.01259 0.01077 0.002764 86 640: 10%|# | 4/40 [00:00<00:06, 5.42it/s] 311/499 4.32G 0.01259 0.01077 0.002764 86 640: 12%|#2 | 5/40 [00:00<00:06, 5.24it/s] 311/499 4.32G 0.01237 0.01054 0.002503 77 640: 12%|#2 | 5/40 [00:01<00:06, 5.24it/s] 311/499 4.32G 0.01237 0.01054 0.002503 77 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 311/499 4.32G 0.01216 0.01077 0.002491 94 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 311/499 4.32G 0.01216 0.01077 0.002491 94 640: 18%|#7 | 7/40 [00:01<00:06, 5.41it/s] 311/499 4.32G 0.01204 0.01062 0.002357 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.41it/s] 311/499 4.32G 0.01204 0.01062 0.002357 78 640: 20%|## | 8/40 [00:01<00:06, 5.14it/s] 311/499 4.32G 0.01177 0.01031 0.002141 68 640: 20%|## | 8/40 [00:01<00:06, 5.14it/s] 311/499 4.32G 0.01177 0.01031 0.002141 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.17it/s] 311/499 4.32G 0.01174 0.01032 0.002302 81 640: 22%|##2 | 9/40 [00:01<00:05, 5.17it/s] 311/499 4.32G 0.01174 0.01032 0.002302 81 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 311/499 4.32G 0.01178 0.01011 0.002208 56 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 311/499 4.32G 0.01178 0.01011 0.002208 56 640: 28%|##7 | 11/40 [00:02<00:05, 5.13it/s] 311/499 4.32G 0.01168 0.01003 0.002109 81 640: 28%|##7 | 11/40 [00:02<00:05, 5.13it/s] 311/499 4.32G 0.01168 0.01003 0.002109 81 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 311/499 4.32G 0.01175 0.01021 0.002303 84 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 311/499 4.32G 0.01175 0.01021 0.002303 84 640: 32%|###2 | 13/40 [00:02<00:05, 5.29it/s] 311/499 4.32G 0.01169 0.01032 0.002376 81 640: 32%|###2 | 13/40 [00:02<00:05, 5.29it/s] 311/499 4.32G 0.01169 0.01032 0.002376 81 640: 35%|###5 | 14/40 [00:02<00:05, 5.19it/s] 311/499 4.32G 0.01175 0.01027 0.002327 70 640: 35%|###5 | 14/40 [00:02<00:05, 5.19it/s] 311/499 4.32G 0.01175 0.01027 0.002327 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.27it/s] 311/499 4.32G 0.01172 0.01019 0.002238 72 640: 38%|###7 | 15/40 [00:03<00:04, 5.27it/s] 311/499 4.32G 0.01172 0.01019 0.002238 72 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 311/499 4.32G 0.01175 0.01012 0.002263 61 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 311/499 4.32G 0.01175 0.01012 0.002263 61 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 311/499 4.32G 0.01175 0.01007 0.002379 65 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 311/499 4.32G 0.01175 0.01007 0.002379 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 311/499 4.32G 0.01169 0.009991 0.002298 75 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 311/499 4.32G 0.01169 0.009991 0.002298 75 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 311/499 4.32G 0.01159 0.009848 0.002228 61 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 311/499 4.32G 0.01159 0.009848 0.002228 61 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 311/499 4.32G 0.01155 0.009892 0.002268 86 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 311/499 4.32G 0.01155 0.009892 0.002268 86 640: 52%|#####2 | 21/40 [00:03<00:03, 5.34it/s] 311/499 4.32G 0.0115 0.009745 0.002463 57 640: 52%|#####2 | 21/40 [00:04<00:03, 5.34it/s] 311/499 4.32G 0.0115 0.009745 0.002463 57 640: 55%|#####5 | 22/40 [00:04<00:03, 5.42it/s] 311/499 4.32G 0.01146 0.009691 0.002405 71 640: 55%|#####5 | 22/40 [00:04<00:03, 5.42it/s] 311/499 4.32G 0.01146 0.009691 0.002405 71 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 311/499 4.32G 0.01141 0.009618 0.002325 71 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 311/499 4.32G 0.01141 0.009618 0.002325 71 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 311/499 4.32G 0.01142 0.009648 0.0023 78 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 311/499 4.32G 0.01142 0.009648 0.0023 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.36it/s] 311/499 4.32G 0.0114 0.009623 0.002371 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.36it/s] 311/499 4.32G 0.0114 0.009623 0.002371 75 640: 65%|######5 | 26/40 [00:04<00:02, 5.17it/s] 311/499 4.32G 0.01141 0.00963 0.00235 70 640: 65%|######5 | 26/40 [00:05<00:02, 5.17it/s] 311/499 4.32G 0.01141 0.00963 0.00235 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.24it/s] 311/499 4.32G 0.01142 0.009611 0.002299 75 640: 68%|######7 | 27/40 [00:05<00:02, 5.24it/s] 311/499 4.32G 0.01142 0.009611 0.002299 75 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 311/499 4.32G 0.01144 0.009628 0.002371 77 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 311/499 4.32G 0.01144 0.009628 0.002371 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.16it/s] 311/499 4.32G 0.01144 0.009682 0.002361 85 640: 72%|#######2 | 29/40 [00:05<00:02, 5.16it/s] 311/499 4.32G 0.01144 0.009682 0.002361 85 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 311/499 4.32G 0.01147 0.009695 0.002333 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 311/499 4.32G 0.01147 0.009695 0.002333 77 640: 78%|#######7 | 31/40 [00:05<00:01, 5.29it/s] 311/499 4.32G 0.01147 0.009735 0.002294 86 640: 78%|#######7 | 31/40 [00:06<00:01, 5.29it/s] 311/499 4.32G 0.01147 0.009735 0.002294 86 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 311/499 4.32G 0.01151 0.009706 0.002422 61 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 311/499 4.32G 0.01151 0.009706 0.002422 61 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 311/499 4.32G 0.01153 0.009678 0.002413 57 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 311/499 4.32G 0.01153 0.009678 0.002413 57 640: 85%|########5 | 34/40 [00:06<00:01, 5.36it/s] 311/499 4.32G 0.01153 0.009687 0.002441 71 640: 85%|########5 | 34/40 [00:06<00:01, 5.36it/s] 311/499 4.32G 0.01153 0.009687 0.002441 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 311/499 4.32G 0.0115 0.009595 0.002431 54 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 311/499 4.32G 0.0115 0.009595 0.002431 54 640: 90%|######### | 36/40 [00:06<00:00, 5.27it/s] 311/499 4.32G 0.01153 0.009645 0.002533 75 640: 90%|######### | 36/40 [00:07<00:00, 5.27it/s] 311/499 4.32G 0.01153 0.009645 0.002533 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.32it/s] 311/499 4.32G 0.01159 0.009644 0.002538 66 640: 92%|#########2| 37/40 [00:07<00:00, 5.32it/s] 311/499 4.32G 0.01159 0.009644 0.002538 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 311/499 4.32G 0.01157 0.009586 0.002486 61 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 311/499 4.32G 0.01157 0.009586 0.002486 61 640: 98%|#########7| 39/40 [00:07<00:00, 5.28it/s] 311/499 4.32G 0.01154 0.009547 0.002432 33 640: 98%|#########7| 39/40 [00:07<00:00, 5.28it/s] 311/499 4.32G 0.01154 0.009547 0.002432 33 640: 100%|##########| 40/40 [00:07<00:00, 5.39it/s] 311/499 4.32G 0.01154 0.009547 0.002432 33 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.866 0.83 0.863 0.762 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 312/499 4.32G 0.01278 0.01188 0.002079 85 640: 0%| | 0/40 [00:00<?, ?it/s] 312/499 4.32G 0.01278 0.01188 0.002079 85 640: 2%|2 | 1/40 [00:00<00:07, 4.96it/s] 312/499 4.32G 0.01235 0.01059 0.002647 68 640: 2%|2 | 1/40 [00:00<00:07, 4.96it/s] 312/499 4.32G 0.01235 0.01059 0.002647 68 640: 5%|5 | 2/40 [00:00<00:07, 5.26it/s] 312/499 4.32G 0.01202 0.01071 0.002261 78 640: 5%|5 | 2/40 [00:00<00:07, 5.26it/s] 312/499 4.32G 0.01202 0.01071 0.002261 78 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 312/499 4.32G 0.01205 0.01062 0.001954 78 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 312/499 4.32G 0.01205 0.01062 0.001954 78 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 312/499 4.32G 0.01197 0.01057 0.001887 80 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 312/499 4.32G 0.01197 0.01057 0.001887 80 640: 12%|#2 | 5/40 [00:00<00:06, 5.29it/s] 312/499 4.32G 0.01172 0.01042 0.00177 76 640: 12%|#2 | 5/40 [00:01<00:06, 5.29it/s] 312/499 4.32G 0.01172 0.01042 0.00177 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.31it/s] 312/499 4.32G 0.01157 0.01021 0.001703 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.31it/s] 312/499 4.32G 0.01157 0.01021 0.001703 72 640: 18%|#7 | 7/40 [00:01<00:06, 5.16it/s] 312/499 4.32G 0.0117 0.01021 0.001584 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.16it/s] 312/499 4.32G 0.0117 0.01021 0.001584 78 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 312/499 4.32G 0.01173 0.01027 0.001581 82 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 312/499 4.32G 0.01173 0.01027 0.001581 82 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 312/499 4.32G 0.01174 0.0102 0.00157 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 312/499 4.32G 0.01174 0.0102 0.00157 71 640: 25%|##5 | 10/40 [00:01<00:05, 5.18it/s] 312/499 4.32G 0.01167 0.01025 0.001849 79 640: 25%|##5 | 10/40 [00:02<00:05, 5.18it/s] 312/499 4.32G 0.01167 0.01025 0.001849 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 312/499 4.32G 0.01173 0.009996 0.002061 58 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 312/499 4.32G 0.01173 0.009996 0.002061 58 640: 30%|### | 12/40 [00:02<00:05, 5.34it/s] 312/499 4.32G 0.01175 0.01015 0.00205 83 640: 30%|### | 12/40 [00:02<00:05, 5.34it/s] 312/499 4.32G 0.01175 0.01015 0.00205 83 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 312/499 4.32G 0.01178 0.01007 0.002118 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 312/499 4.32G 0.01178 0.01007 0.002118 72 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 312/499 4.32G 0.0118 0.01008 0.002309 73 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 312/499 4.32G 0.0118 0.01008 0.002309 73 640: 38%|###7 | 15/40 [00:02<00:04, 5.37it/s] 312/499 4.32G 0.01182 0.01028 0.002297 99 640: 38%|###7 | 15/40 [00:03<00:04, 5.37it/s] 312/499 4.32G 0.01182 0.01028 0.002297 99 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 312/499 4.32G 0.01177 0.01022 0.002203 77 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 312/499 4.32G 0.01177 0.01022 0.002203 77 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 312/499 4.32G 0.01171 0.01015 0.002324 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 312/499 4.32G 0.01171 0.01015 0.002324 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 312/499 4.32G 0.01169 0.01034 0.002401 99 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 312/499 4.32G 0.01169 0.01034 0.002401 99 640: 48%|####7 | 19/40 [00:03<00:04, 5.20it/s] 312/499 4.32G 0.01174 0.01033 0.002419 77 640: 48%|####7 | 19/40 [00:03<00:04, 5.20it/s] 312/499 4.32G 0.01174 0.01033 0.002419 77 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 312/499 4.32G 0.01174 0.01045 0.002394 84 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 312/499 4.32G 0.01174 0.01045 0.002394 84 640: 52%|#####2 | 21/40 [00:03<00:03, 5.35it/s] 312/499 4.32G 0.01172 0.01042 0.002473 78 640: 52%|#####2 | 21/40 [00:04<00:03, 5.35it/s] 312/499 4.32G 0.01172 0.01042 0.002473 78 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 312/499 4.32G 0.01171 0.01031 0.002487 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 312/499 4.32G 0.01171 0.01031 0.002487 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 312/499 4.32G 0.0116 0.01025 0.002408 68 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 312/499 4.32G 0.0116 0.01025 0.002408 68 640: 60%|###### | 24/40 [00:04<00:02, 5.38it/s] 312/499 4.32G 0.01158 0.01025 0.002407 78 640: 60%|###### | 24/40 [00:04<00:02, 5.38it/s] 312/499 4.32G 0.01158 0.01025 0.002407 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.22it/s] 312/499 4.32G 0.01157 0.01025 0.00235 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.22it/s] 312/499 4.32G 0.01157 0.01025 0.00235 74 640: 65%|######5 | 26/40 [00:04<00:02, 5.29it/s] 312/499 4.32G 0.01154 0.01013 0.002322 56 640: 65%|######5 | 26/40 [00:05<00:02, 5.29it/s] 312/499 4.32G 0.01154 0.01013 0.002322 56 640: 68%|######7 | 27/40 [00:05<00:02, 5.33it/s] 312/499 4.32G 0.01156 0.01011 0.002352 75 640: 68%|######7 | 27/40 [00:05<00:02, 5.33it/s] 312/499 4.32G 0.01156 0.01011 0.002352 75 640: 70%|####### | 28/40 [00:05<00:02, 5.19it/s] 312/499 4.32G 0.01151 0.01007 0.002354 67 640: 70%|####### | 28/40 [00:05<00:02, 5.19it/s] 312/499 4.32G 0.01151 0.01007 0.002354 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 312/499 4.32G 0.01157 0.01014 0.002385 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 312/499 4.32G 0.01157 0.01014 0.002385 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 312/499 4.32G 0.01157 0.01009 0.002443 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 312/499 4.32G 0.01157 0.01009 0.002443 68 640: 78%|#######7 | 31/40 [00:05<00:01, 5.20it/s] 312/499 4.32G 0.0116 0.01015 0.002525 84 640: 78%|#######7 | 31/40 [00:06<00:01, 5.20it/s] 312/499 4.32G 0.0116 0.01015 0.002525 84 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 312/499 4.32G 0.01159 0.01015 0.002475 82 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 312/499 4.32G 0.01159 0.01015 0.002475 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.36it/s] 312/499 4.32G 0.0116 0.01016 0.002424 84 640: 82%|########2 | 33/40 [00:06<00:01, 5.36it/s] 312/499 4.32G 0.0116 0.01016 0.002424 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.23it/s] 312/499 4.32G 0.01155 0.01009 0.002437 60 640: 85%|########5 | 34/40 [00:06<00:01, 5.23it/s] 312/499 4.32G 0.01155 0.01009 0.002437 60 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 312/499 4.32G 0.01158 0.01005 0.002397 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 312/499 4.32G 0.01158 0.01005 0.002397 68 640: 90%|######### | 36/40 [00:06<00:00, 5.36it/s] 312/499 4.32G 0.01158 0.01006 0.002409 81 640: 90%|######### | 36/40 [00:07<00:00, 5.36it/s] 312/499 4.32G 0.01158 0.01006 0.002409 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 312/499 4.32G 0.01158 0.01008 0.002367 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 312/499 4.32G 0.01158 0.01008 0.002367 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 312/499 4.32G 0.0116 0.01011 0.002368 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 312/499 4.32G 0.0116 0.01011 0.002368 79 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 312/499 4.32G 0.0116 0.01007 0.002392 27 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 312/499 4.32G 0.0116 0.01007 0.002392 27 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] 312/499 4.32G 0.0116 0.01007 0.002392 27 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.76it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.46it/s] all 132 263 0.878 0.859 0.885 0.777 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 313/499 4.32G 0.01125 0.00799 0.002235 68 640: 0%| | 0/40 [00:00<?, ?it/s] 313/499 4.32G 0.01125 0.00799 0.002235 68 640: 2%|2 | 1/40 [00:00<00:07, 5.29it/s] 313/499 4.32G 0.01167 0.009027 0.002079 70 640: 2%|2 | 1/40 [00:00<00:07, 5.29it/s] 313/499 4.32G 0.01167 0.009027 0.002079 70 640: 5%|5 | 2/40 [00:00<00:06, 5.44it/s] 313/499 4.32G 0.01192 0.00968 0.002348 82 640: 5%|5 | 2/40 [00:00<00:06, 5.44it/s] 313/499 4.32G 0.01192 0.00968 0.002348 82 640: 8%|7 | 3/40 [00:00<00:07, 5.17it/s] 313/499 4.32G 0.0123 0.009526 0.00218 68 640: 8%|7 | 3/40 [00:00<00:07, 5.17it/s] 313/499 4.32G 0.0123 0.009526 0.00218 68 640: 10%|# | 4/40 [00:00<00:06, 5.30it/s] 313/499 4.32G 0.01179 0.008906 0.001931 53 640: 10%|# | 4/40 [00:00<00:06, 5.30it/s] 313/499 4.32G 0.01179 0.008906 0.001931 53 640: 12%|#2 | 5/40 [00:00<00:06, 5.40it/s] 313/499 4.32G 0.01184 0.009205 0.001963 82 640: 12%|#2 | 5/40 [00:01<00:06, 5.40it/s] 313/499 4.32G 0.01184 0.009205 0.001963 82 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 313/499 4.32G 0.01168 0.00929 0.002038 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 313/499 4.32G 0.01168 0.00929 0.002038 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.31it/s] 313/499 4.32G 0.01162 0.009074 0.001987 61 640: 18%|#7 | 7/40 [00:01<00:06, 5.31it/s] 313/499 4.32G 0.01162 0.009074 0.001987 61 640: 20%|## | 8/40 [00:01<00:05, 5.35it/s] 313/499 4.32G 0.0115 0.00898 0.002008 70 640: 20%|## | 8/40 [00:01<00:05, 5.35it/s] 313/499 4.32G 0.0115 0.00898 0.002008 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.18it/s] 313/499 4.32G 0.01161 0.009204 0.00196 79 640: 22%|##2 | 9/40 [00:01<00:05, 5.18it/s] 313/499 4.32G 0.01161 0.009204 0.00196 79 640: 25%|##5 | 10/40 [00:01<00:05, 5.29it/s] 313/499 4.32G 0.01163 0.009216 0.002181 73 640: 25%|##5 | 10/40 [00:02<00:05, 5.29it/s] 313/499 4.32G 0.01163 0.009216 0.002181 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.37it/s] 313/499 4.32G 0.0116 0.009318 0.002083 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.37it/s] 313/499 4.32G 0.0116 0.009318 0.002083 77 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 313/499 4.32G 0.01164 0.009481 0.001998 88 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 313/499 4.32G 0.01164 0.009481 0.001998 88 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 313/499 4.32G 0.01151 0.009439 0.002019 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 313/499 4.32G 0.01151 0.009439 0.002019 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.37it/s] 313/499 4.32G 0.01163 0.009562 0.002094 81 640: 35%|###5 | 14/40 [00:02<00:04, 5.37it/s] 313/499 4.32G 0.01163 0.009562 0.002094 81 640: 38%|###7 | 15/40 [00:02<00:04, 5.23it/s] 313/499 4.32G 0.01168 0.009444 0.002059 63 640: 38%|###7 | 15/40 [00:03<00:04, 5.23it/s] 313/499 4.32G 0.01168 0.009444 0.002059 63 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 313/499 4.32G 0.0116 0.00935 0.001994 59 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 313/499 4.32G 0.0116 0.00935 0.001994 59 640: 42%|####2 | 17/40 [00:03<00:04, 5.38it/s] 313/499 4.32G 0.01156 0.009414 0.002026 84 640: 42%|####2 | 17/40 [00:03<00:04, 5.38it/s] 313/499 4.32G 0.01156 0.009414 0.002026 84 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 313/499 4.32G 0.01155 0.009508 0.002169 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 313/499 4.32G 0.01155 0.009508 0.002169 72 640: 48%|####7 | 19/40 [00:03<00:03, 5.31it/s] 313/499 4.32G 0.01151 0.009512 0.002148 84 640: 48%|####7 | 19/40 [00:03<00:03, 5.31it/s] 313/499 4.32G 0.01151 0.009512 0.002148 84 640: 50%|##### | 20/40 [00:03<00:03, 5.36it/s] 313/499 4.32G 0.01158 0.009688 0.002135 94 640: 50%|##### | 20/40 [00:03<00:03, 5.36it/s] 313/499 4.32G 0.01158 0.009688 0.002135 94 640: 52%|#####2 | 21/40 [00:03<00:03, 5.22it/s] 313/499 4.32G 0.01156 0.009634 0.002135 66 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 313/499 4.32G 0.01156 0.009634 0.002135 66 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 313/499 4.32G 0.0116 0.009616 0.002104 63 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 313/499 4.32G 0.0116 0.009616 0.002104 63 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 313/499 4.32G 0.01157 0.009685 0.002113 84 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 313/499 4.32G 0.01157 0.009685 0.002113 84 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 313/499 4.32G 0.01154 0.009773 0.00216 95 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 313/499 4.32G 0.01154 0.009773 0.00216 95 640: 62%|######2 | 25/40 [00:04<00:02, 5.30it/s] 313/499 4.32G 0.01152 0.009801 0.002167 80 640: 62%|######2 | 25/40 [00:04<00:02, 5.30it/s] 313/499 4.32G 0.01152 0.009801 0.002167 80 640: 65%|######5 | 26/40 [00:04<00:02, 5.33it/s] 313/499 4.32G 0.01154 0.009778 0.002167 73 640: 65%|######5 | 26/40 [00:05<00:02, 5.33it/s] 313/499 4.32G 0.01154 0.009778 0.002167 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.18it/s] 313/499 4.32G 0.01154 0.009737 0.002143 63 640: 68%|######7 | 27/40 [00:05<00:02, 5.18it/s] 313/499 4.32G 0.01154 0.009737 0.002143 63 640: 70%|####### | 28/40 [00:05<00:02, 5.27it/s] 313/499 4.32G 0.01152 0.00979 0.002102 85 640: 70%|####### | 28/40 [00:05<00:02, 5.27it/s] 313/499 4.32G 0.01152 0.00979 0.002102 85 640: 72%|#######2 | 29/40 [00:05<00:02, 5.31it/s] 313/499 4.32G 0.01151 0.009785 0.002149 81 640: 72%|#######2 | 29/40 [00:05<00:02, 5.31it/s] 313/499 4.32G 0.01151 0.009785 0.002149 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 313/499 4.32G 0.01153 0.009819 0.002111 83 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 313/499 4.32G 0.01153 0.009819 0.002111 83 640: 78%|#######7 | 31/40 [00:05<00:01, 5.29it/s] 313/499 4.32G 0.01152 0.009813 0.002127 75 640: 78%|#######7 | 31/40 [00:06<00:01, 5.29it/s] 313/499 4.32G 0.01152 0.009813 0.002127 75 640: 80%|######## | 32/40 [00:06<00:01, 5.36it/s] 313/499 4.32G 0.01151 0.009795 0.002081 76 640: 80%|######## | 32/40 [00:06<00:01, 5.36it/s] 313/499 4.32G 0.01151 0.009795 0.002081 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.22it/s] 313/499 4.32G 0.01148 0.009857 0.002033 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.22it/s] 313/499 4.32G 0.01148 0.009857 0.002033 82 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 313/499 4.32G 0.01145 0.009895 0.002081 89 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 313/499 4.32G 0.01145 0.009895 0.002081 89 640: 88%|########7 | 35/40 [00:06<00:00, 5.36it/s] 313/499 4.32G 0.01147 0.009933 0.00208 82 640: 88%|########7 | 35/40 [00:06<00:00, 5.36it/s] 313/499 4.32G 0.01147 0.009933 0.00208 82 640: 90%|######### | 36/40 [00:06<00:00, 5.21it/s] 313/499 4.32G 0.01148 0.009867 0.002136 57 640: 90%|######### | 36/40 [00:06<00:00, 5.21it/s] 313/499 4.32G 0.01148 0.009867 0.002136 57 640: 92%|#########2| 37/40 [00:06<00:00, 5.28it/s] 313/499 4.32G 0.01149 0.009838 0.002134 66 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 313/499 4.32G 0.01149 0.009838 0.002134 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 313/499 4.32G 0.01152 0.009824 0.002168 59 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 313/499 4.32G 0.01152 0.009824 0.002168 59 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 313/499 4.32G 0.01153 0.00977 0.00212 33 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 313/499 4.32G 0.01153 0.00977 0.00212 33 640: 100%|##########| 40/40 [00:07<00:00, 5.35it/s] 313/499 4.32G 0.01153 0.00977 0.00212 33 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.875 0.86 0.895 0.782 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 314/499 4.32G 0.0137 0.01081 0.0008596 76 640: 0%| | 0/40 [00:00<?, ?it/s] 314/499 4.32G 0.0137 0.01081 0.0008596 76 640: 2%|2 | 1/40 [00:00<00:07, 5.27it/s] 314/499 4.32G 0.01279 0.01033 0.001044 80 640: 2%|2 | 1/40 [00:00<00:07, 5.27it/s] 314/499 4.32G 0.01279 0.01033 0.001044 80 640: 5%|5 | 2/40 [00:00<00:07, 4.96it/s] 314/499 4.32G 0.01229 0.01029 0.0009273 87 640: 5%|5 | 2/40 [00:00<00:07, 4.96it/s] 314/499 4.32G 0.01229 0.01029 0.0009273 87 640: 8%|7 | 3/40 [00:00<00:07, 5.17it/s] 314/499 4.32G 0.012 0.01015 0.0007964 76 640: 8%|7 | 3/40 [00:00<00:07, 5.17it/s] 314/499 4.32G 0.012 0.01015 0.0007964 76 640: 10%|# | 4/40 [00:00<00:06, 5.25it/s] 314/499 4.32G 0.01197 0.009813 0.001013 62 640: 10%|# | 4/40 [00:00<00:06, 5.25it/s] 314/499 4.32G 0.01197 0.009813 0.001013 62 640: 12%|#2 | 5/40 [00:00<00:06, 5.13it/s] 314/499 4.32G 0.01205 0.0104 0.001047 97 640: 12%|#2 | 5/40 [00:01<00:06, 5.13it/s] 314/499 4.32G 0.01205 0.0104 0.001047 97 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 314/499 4.32G 0.01172 0.01029 0.001254 80 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 314/499 4.32G 0.01172 0.01029 0.001254 80 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 314/499 4.32G 0.01159 0.009986 0.001211 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 314/499 4.32G 0.01159 0.009986 0.001211 69 640: 20%|## | 8/40 [00:01<00:06, 5.12it/s] 314/499 4.32G 0.01174 0.01021 0.001338 85 640: 20%|## | 8/40 [00:01<00:06, 5.12it/s] 314/499 4.32G 0.01174 0.01021 0.001338 85 640: 22%|##2 | 9/40 [00:01<00:05, 5.25it/s] 314/499 4.32G 0.01171 0.01009 0.001306 79 640: 22%|##2 | 9/40 [00:01<00:05, 5.25it/s] 314/499 4.32G 0.01171 0.01009 0.001306 79 640: 25%|##5 | 10/40 [00:01<00:05, 5.35it/s] 314/499 4.32G 0.01182 0.01007 0.001392 76 640: 25%|##5 | 10/40 [00:02<00:05, 5.35it/s] 314/499 4.32G 0.01182 0.01007 0.001392 76 640: 28%|##7 | 11/40 [00:02<00:05, 5.22it/s] 314/499 4.32G 0.01185 0.01026 0.001538 81 640: 28%|##7 | 11/40 [00:02<00:05, 5.22it/s] 314/499 4.32G 0.01185 0.01026 0.001538 81 640: 30%|### | 12/40 [00:02<00:05, 5.27it/s] 314/499 4.32G 0.0118 0.01022 0.001533 78 640: 30%|### | 12/40 [00:02<00:05, 5.27it/s] 314/499 4.32G 0.0118 0.01022 0.001533 78 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 314/499 4.32G 0.0118 0.01022 0.00149 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 314/499 4.32G 0.0118 0.01022 0.00149 68 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 314/499 4.32G 0.01167 0.01013 0.001409 72 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 314/499 4.32G 0.01167 0.01013 0.001409 72 640: 38%|###7 | 15/40 [00:02<00:04, 5.30it/s] 314/499 4.32G 0.01165 0.0101 0.001591 69 640: 38%|###7 | 15/40 [00:03<00:04, 5.30it/s] 314/499 4.32G 0.01165 0.0101 0.001591 69 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 314/499 4.32G 0.01166 0.01008 0.001617 68 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 314/499 4.32G 0.01166 0.01008 0.001617 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 314/499 4.32G 0.01172 0.01004 0.001659 66 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 314/499 4.32G 0.01172 0.01004 0.001659 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 314/499 4.32G 0.01177 0.01006 0.001759 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 314/499 4.32G 0.01177 0.01006 0.001759 73 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 314/499 4.32G 0.01183 0.00998 0.001858 69 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 314/499 4.32G 0.01183 0.00998 0.001858 69 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 314/499 4.32G 0.0118 0.009888 0.002105 61 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 314/499 4.32G 0.0118 0.009888 0.002105 61 640: 52%|#####2 | 21/40 [00:03<00:03, 5.32it/s] 314/499 4.32G 0.01183 0.009892 0.002084 65 640: 52%|#####2 | 21/40 [00:04<00:03, 5.32it/s] 314/499 4.32G 0.01183 0.009892 0.002084 65 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 314/499 4.32G 0.01183 0.009879 0.002101 64 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 314/499 4.32G 0.01183 0.009879 0.002101 64 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 314/499 4.32G 0.0118 0.009789 0.002134 63 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 314/499 4.32G 0.0118 0.009789 0.002134 63 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 314/499 4.32G 0.0118 0.009785 0.002099 70 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 314/499 4.32G 0.0118 0.009785 0.002099 70 640: 62%|######2 | 25/40 [00:04<00:02, 5.36it/s] 314/499 4.32G 0.01178 0.009785 0.002172 73 640: 62%|######2 | 25/40 [00:04<00:02, 5.36it/s] 314/499 4.32G 0.01178 0.009785 0.002172 73 640: 65%|######5 | 26/40 [00:04<00:02, 5.20it/s] 314/499 4.32G 0.01174 0.009841 0.002117 90 640: 65%|######5 | 26/40 [00:05<00:02, 5.20it/s] 314/499 4.32G 0.01174 0.009841 0.002117 90 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 314/499 4.32G 0.01178 0.009851 0.002215 65 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 314/499 4.32G 0.01178 0.009851 0.002215 65 640: 70%|####### | 28/40 [00:05<00:02, 5.35it/s] 314/499 4.32G 0.01184 0.009808 0.002226 73 640: 70%|####### | 28/40 [00:05<00:02, 5.35it/s] 314/499 4.32G 0.01184 0.009808 0.002226 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.20it/s] 314/499 4.32G 0.01185 0.009773 0.002171 55 640: 72%|#######2 | 29/40 [00:05<00:02, 5.20it/s] 314/499 4.32G 0.01185 0.009773 0.002171 55 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 314/499 4.32G 0.01187 0.009835 0.002134 83 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 314/499 4.32G 0.01187 0.009835 0.002134 83 640: 78%|#######7 | 31/40 [00:05<00:01, 5.34it/s] 314/499 4.32G 0.01183 0.009783 0.002193 70 640: 78%|#######7 | 31/40 [00:06<00:01, 5.34it/s] 314/499 4.32G 0.01183 0.009783 0.002193 70 640: 80%|######## | 32/40 [00:06<00:01, 5.15it/s] 314/499 4.32G 0.0118 0.009739 0.002151 61 640: 80%|######## | 32/40 [00:06<00:01, 5.15it/s] 314/499 4.32G 0.0118 0.009739 0.002151 61 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 314/499 4.32G 0.01177 0.009709 0.002096 63 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 314/499 4.32G 0.01177 0.009709 0.002096 63 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 314/499 4.32G 0.01174 0.009639 0.00208 66 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 314/499 4.32G 0.01174 0.009639 0.00208 66 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 314/499 4.32G 0.01172 0.0096 0.002151 52 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 314/499 4.32G 0.01172 0.0096 0.002151 52 640: 90%|######### | 36/40 [00:06<00:00, 5.29it/s] 314/499 4.32G 0.01175 0.009595 0.002201 68 640: 90%|######### | 36/40 [00:07<00:00, 5.29it/s] 314/499 4.32G 0.01175 0.009595 0.002201 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.32it/s] 314/499 4.32G 0.01171 0.009672 0.002184 89 640: 92%|#########2| 37/40 [00:07<00:00, 5.32it/s] 314/499 4.32G 0.01171 0.009672 0.002184 89 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 314/499 4.32G 0.01166 0.009651 0.002144 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 314/499 4.32G 0.01166 0.009651 0.002144 75 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 314/499 4.32G 0.01168 0.009668 0.002127 41 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 314/499 4.32G 0.01168 0.009668 0.002127 41 640: 100%|##########| 40/40 [00:07<00:00, 5.42it/s] 314/499 4.32G 0.01168 0.009668 0.002127 41 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s] all 132 263 0.811 0.888 0.895 0.781 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 315/499 4.32G 0.01386 0.009093 0.002747 66 640: 0%| | 0/40 [00:00<?, ?it/s] 315/499 4.32G 0.01386 0.009093 0.002747 66 640: 2%|2 | 1/40 [00:00<00:07, 4.95it/s] 315/499 4.32G 0.0128 0.01014 0.001942 89 640: 2%|2 | 1/40 [00:00<00:07, 4.95it/s] 315/499 4.32G 0.0128 0.01014 0.001942 89 640: 5%|5 | 2/40 [00:00<00:07, 5.28it/s] 315/499 4.32G 0.01281 0.01091 0.001461 82 640: 5%|5 | 2/40 [00:00<00:07, 5.28it/s] 315/499 4.32G 0.01281 0.01091 0.001461 82 640: 8%|7 | 3/40 [00:00<00:06, 5.39it/s] 315/499 4.32G 0.01313 0.01074 0.001776 81 640: 8%|7 | 3/40 [00:00<00:06, 5.39it/s] 315/499 4.32G 0.01313 0.01074 0.001776 81 640: 10%|# | 4/40 [00:00<00:07, 5.14it/s] 315/499 4.32G 0.01306 0.01087 0.001808 78 640: 10%|# | 4/40 [00:00<00:07, 5.14it/s] 315/499 4.32G 0.01306 0.01087 0.001808 78 640: 12%|#2 | 5/40 [00:00<00:06, 5.26it/s] 315/499 4.32G 0.01268 0.0103 0.00173 67 640: 12%|#2 | 5/40 [00:01<00:06, 5.26it/s] 315/499 4.32G 0.01268 0.0103 0.00173 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 315/499 4.32G 0.01251 0.01018 0.001784 70 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 315/499 4.32G 0.01251 0.01018 0.001784 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.15it/s] 315/499 4.32G 0.01239 0.01012 0.001796 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.15it/s] 315/499 4.32G 0.01239 0.01012 0.001796 69 640: 20%|## | 8/40 [00:01<00:06, 5.28it/s] 315/499 4.32G 0.01257 0.01011 0.002097 67 640: 20%|## | 8/40 [00:01<00:06, 5.28it/s] 315/499 4.32G 0.01257 0.01011 0.002097 67 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 315/499 4.32G 0.01236 0.009992 0.001999 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 315/499 4.32G 0.01236 0.009992 0.001999 69 640: 25%|##5 | 10/40 [00:01<00:05, 5.19it/s] 315/499 4.32G 0.01225 0.00993 0.002031 75 640: 25%|##5 | 10/40 [00:02<00:05, 5.19it/s] 315/499 4.32G 0.01225 0.00993 0.002031 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 315/499 4.32G 0.01223 0.01002 0.002386 84 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 315/499 4.32G 0.01223 0.01002 0.002386 84 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 315/499 4.32G 0.0122 0.01015 0.002352 89 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 315/499 4.32G 0.0122 0.01015 0.002352 89 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 315/499 4.32G 0.01213 0.01002 0.002207 65 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 315/499 4.32G 0.01213 0.01002 0.002207 65 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 315/499 4.32G 0.01206 0.009989 0.002145 73 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 315/499 4.32G 0.01206 0.009989 0.002145 73 640: 38%|###7 | 15/40 [00:02<00:04, 5.39it/s] 315/499 4.32G 0.01203 0.01006 0.002145 83 640: 38%|###7 | 15/40 [00:03<00:04, 5.39it/s] 315/499 4.32G 0.01203 0.01006 0.002145 83 640: 40%|#### | 16/40 [00:03<00:04, 5.26it/s] 315/499 4.32G 0.01201 0.01007 0.00205 73 640: 40%|#### | 16/40 [00:03<00:04, 5.26it/s] 315/499 4.32G 0.01201 0.01007 0.00205 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 315/499 4.32G 0.01217 0.009958 0.002509 58 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 315/499 4.32G 0.01217 0.009958 0.002509 58 640: 45%|####5 | 18/40 [00:03<00:04, 5.41it/s] 315/499 4.32G 0.01213 0.01003 0.002404 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.41it/s] 315/499 4.32G 0.01213 0.01003 0.002404 80 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 315/499 4.32G 0.01214 0.01006 0.002333 82 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 315/499 4.32G 0.01214 0.01006 0.002333 82 640: 50%|##### | 20/40 [00:03<00:03, 5.36it/s] 315/499 4.32G 0.01206 0.009993 0.002259 68 640: 50%|##### | 20/40 [00:03<00:03, 5.36it/s] 315/499 4.32G 0.01206 0.009993 0.002259 68 640: 52%|#####2 | 21/40 [00:03<00:03, 5.40it/s] 315/499 4.32G 0.01204 0.009986 0.002371 79 640: 52%|#####2 | 21/40 [00:04<00:03, 5.40it/s] 315/499 4.32G 0.01204 0.009986 0.002371 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 315/499 4.32G 0.012 0.009923 0.002393 68 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 315/499 4.32G 0.012 0.009923 0.002393 68 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 315/499 4.32G 0.01199 0.009906 0.002435 71 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 315/499 4.32G 0.01199 0.009906 0.002435 71 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 315/499 4.32G 0.012 0.009981 0.002362 82 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 315/499 4.32G 0.012 0.009981 0.002362 82 640: 62%|######2 | 25/40 [00:04<00:02, 5.17it/s] 315/499 4.32G 0.01209 0.01002 0.002393 80 640: 62%|######2 | 25/40 [00:04<00:02, 5.17it/s] 315/499 4.32G 0.01209 0.01002 0.002393 80 640: 65%|######5 | 26/40 [00:04<00:02, 5.27it/s] 315/499 4.32G 0.012 0.009897 0.002317 51 640: 65%|######5 | 26/40 [00:05<00:02, 5.27it/s] 315/499 4.32G 0.012 0.009897 0.002317 51 640: 68%|######7 | 27/40 [00:05<00:02, 5.33it/s] 315/499 4.32G 0.01203 0.009952 0.002337 83 640: 68%|######7 | 27/40 [00:05<00:02, 5.33it/s] 315/499 4.32G 0.01203 0.009952 0.002337 83 640: 70%|####### | 28/40 [00:05<00:02, 5.18it/s] 315/499 4.32G 0.01201 0.009939 0.002271 72 640: 70%|####### | 28/40 [00:05<00:02, 5.18it/s] 315/499 4.32G 0.01201 0.009939 0.002271 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 315/499 4.32G 0.01198 0.009975 0.002262 84 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 315/499 4.32G 0.01198 0.009975 0.002262 84 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 315/499 4.32G 0.01201 0.01004 0.002257 83 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 315/499 4.32G 0.01201 0.01004 0.002257 83 640: 78%|#######7 | 31/40 [00:05<00:01, 5.21it/s] 315/499 4.32G 0.01202 0.01005 0.002227 84 640: 78%|#######7 | 31/40 [00:06<00:01, 5.21it/s] 315/499 4.32G 0.01202 0.01005 0.002227 84 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 315/499 4.32G 0.01201 0.01002 0.002194 67 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 315/499 4.32G 0.01201 0.01002 0.002194 67 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 315/499 4.32G 0.01199 0.0101 0.002228 92 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 315/499 4.32G 0.01199 0.0101 0.002228 92 640: 85%|########5 | 34/40 [00:06<00:01, 5.17it/s] 315/499 4.32G 0.01195 0.01004 0.002188 65 640: 85%|########5 | 34/40 [00:06<00:01, 5.17it/s] 315/499 4.32G 0.01195 0.01004 0.002188 65 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 315/499 4.32G 0.01191 0.01005 0.002167 83 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 315/499 4.32G 0.01191 0.01005 0.002167 83 640: 90%|######### | 36/40 [00:06<00:00, 5.27it/s] 315/499 4.32G 0.01192 0.009991 0.002147 59 640: 90%|######### | 36/40 [00:07<00:00, 5.27it/s] 315/499 4.32G 0.01192 0.009991 0.002147 59 640: 92%|#########2| 37/40 [00:07<00:00, 5.16it/s] 315/499 4.32G 0.01192 0.01002 0.002143 85 640: 92%|#########2| 37/40 [00:07<00:00, 5.16it/s] 315/499 4.32G 0.01192 0.01002 0.002143 85 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 315/499 4.32G 0.01188 0.009964 0.002096 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 315/499 4.32G 0.01188 0.009964 0.002096 66 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 315/499 4.32G 0.01194 0.009934 0.002644 29 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 315/499 4.32G 0.01194 0.009934 0.002644 29 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] 315/499 4.32G 0.01194 0.009934 0.002644 29 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.835 0.89 0.905 0.789 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 316/499 4.32G 0.01534 0.01257 0.003553 67 640: 0%| | 0/40 [00:00<?, ?it/s] 316/499 4.32G 0.01534 0.01257 0.003553 67 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 316/499 4.32G 0.01308 0.01039 0.00291 63 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 316/499 4.32G 0.01308 0.01039 0.00291 63 640: 5%|5 | 2/40 [00:00<00:06, 5.58it/s] 316/499 4.32G 0.01228 0.009796 0.002361 68 640: 5%|5 | 2/40 [00:00<00:06, 5.58it/s] 316/499 4.32G 0.01228 0.009796 0.002361 68 640: 8%|7 | 3/40 [00:00<00:07, 5.27it/s] 316/499 4.32G 0.01214 0.009437 0.00246 66 640: 8%|7 | 3/40 [00:00<00:07, 5.27it/s] 316/499 4.32G 0.01214 0.009437 0.00246 66 640: 10%|# | 4/40 [00:00<00:06, 5.31it/s] 316/499 4.32G 0.01207 0.009516 0.00205 74 640: 10%|# | 4/40 [00:00<00:06, 5.31it/s] 316/499 4.32G 0.01207 0.009516 0.00205 74 640: 12%|#2 | 5/40 [00:00<00:06, 5.40it/s] 316/499 4.32G 0.01199 0.009331 0.001779 69 640: 12%|#2 | 5/40 [00:01<00:06, 5.40it/s] 316/499 4.32G 0.01199 0.009331 0.001779 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 316/499 4.32G 0.01175 0.009465 0.001597 86 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 316/499 4.32G 0.01175 0.009465 0.001597 86 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 316/499 4.32G 0.01172 0.00936 0.001446 64 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 316/499 4.32G 0.01172 0.00936 0.001446 64 640: 20%|## | 8/40 [00:01<00:05, 5.41it/s] 316/499 4.32G 0.01177 0.009289 0.00156 65 640: 20%|## | 8/40 [00:01<00:05, 5.41it/s] 316/499 4.32G 0.01177 0.009289 0.00156 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 316/499 4.32G 0.01196 0.009523 0.001662 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 316/499 4.32G 0.01196 0.009523 0.001662 74 640: 25%|##5 | 10/40 [00:01<00:05, 5.31it/s] 316/499 4.32G 0.01191 0.009452 0.00187 68 640: 25%|##5 | 10/40 [00:02<00:05, 5.31it/s] 316/499 4.32G 0.01191 0.009452 0.00187 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 316/499 4.32G 0.01191 0.009626 0.001809 90 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 316/499 4.32G 0.01191 0.009626 0.001809 90 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 316/499 4.32G 0.01184 0.009556 0.001982 74 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 316/499 4.32G 0.01184 0.009556 0.001982 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 316/499 4.32G 0.01191 0.009477 0.001999 59 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 316/499 4.32G 0.01191 0.009477 0.001999 59 640: 35%|###5 | 14/40 [00:02<00:04, 5.41it/s] 316/499 4.32G 0.01196 0.009401 0.002169 66 640: 35%|###5 | 14/40 [00:02<00:04, 5.41it/s] 316/499 4.32G 0.01196 0.009401 0.002169 66 640: 38%|###7 | 15/40 [00:02<00:04, 5.26it/s] 316/499 4.32G 0.01204 0.00954 0.002378 81 640: 38%|###7 | 15/40 [00:02<00:04, 5.26it/s] 316/499 4.32G 0.01204 0.00954 0.002378 81 640: 40%|#### | 16/40 [00:02<00:04, 5.34it/s] 316/499 4.32G 0.01199 0.009516 0.002374 83 640: 40%|#### | 16/40 [00:03<00:04, 5.34it/s] 316/499 4.32G 0.01199 0.009516 0.002374 83 640: 42%|####2 | 17/40 [00:03<00:04, 5.40it/s] 316/499 4.32G 0.01196 0.009646 0.002385 83 640: 42%|####2 | 17/40 [00:03<00:04, 5.40it/s] 316/499 4.32G 0.01196 0.009646 0.002385 83 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 316/499 4.32G 0.01191 0.00974 0.002364 91 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 316/499 4.32G 0.01191 0.00974 0.002364 91 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 316/499 4.32G 0.01189 0.009737 0.0024 75 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 316/499 4.32G 0.01189 0.009737 0.0024 75 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 316/499 4.32G 0.01183 0.009778 0.002323 84 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 316/499 4.32G 0.01183 0.009778 0.002323 84 640: 52%|#####2 | 21/40 [00:03<00:03, 5.20it/s] 316/499 4.32G 0.01173 0.009731 0.002239 68 640: 52%|#####2 | 21/40 [00:04<00:03, 5.20it/s] 316/499 4.32G 0.01173 0.009731 0.002239 68 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 316/499 4.32G 0.01173 0.009637 0.002187 62 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 316/499 4.32G 0.01173 0.009637 0.002187 62 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 316/499 4.32G 0.01168 0.009593 0.002213 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 316/499 4.32G 0.01168 0.009593 0.002213 72 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 316/499 4.32G 0.01168 0.009496 0.002364 54 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 316/499 4.32G 0.01168 0.009496 0.002364 54 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 316/499 4.32G 0.0117 0.009479 0.002424 64 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 316/499 4.32G 0.0117 0.009479 0.002424 64 640: 65%|######5 | 26/40 [00:04<00:02, 5.29it/s] 316/499 4.32G 0.0117 0.009514 0.002362 73 640: 65%|######5 | 26/40 [00:05<00:02, 5.29it/s] 316/499 4.32G 0.0117 0.009514 0.002362 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.14it/s] 316/499 4.32G 0.01165 0.009472 0.00232 69 640: 68%|######7 | 27/40 [00:05<00:02, 5.14it/s] 316/499 4.32G 0.01165 0.009472 0.00232 69 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 316/499 4.32G 0.01161 0.009517 0.002263 86 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 316/499 4.32G 0.01161 0.009517 0.002263 86 640: 72%|#######2 | 29/40 [00:05<00:02, 5.31it/s] 316/499 4.32G 0.01163 0.009526 0.002295 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.31it/s] 316/499 4.32G 0.01163 0.009526 0.002295 72 640: 75%|#######5 | 30/40 [00:05<00:01, 5.12it/s] 316/499 4.32G 0.01162 0.009619 0.002322 90 640: 75%|#######5 | 30/40 [00:05<00:01, 5.12it/s] 316/499 4.32G 0.01162 0.009619 0.002322 90 640: 78%|#######7 | 31/40 [00:05<00:01, 5.22it/s] 316/499 4.32G 0.01161 0.009644 0.002304 78 640: 78%|#######7 | 31/40 [00:06<00:01, 5.22it/s] 316/499 4.32G 0.01161 0.009644 0.002304 78 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 316/499 4.32G 0.0116 0.00962 0.002285 73 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 316/499 4.32G 0.0116 0.00962 0.002285 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 316/499 4.32G 0.0116 0.009627 0.002355 81 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 316/499 4.32G 0.0116 0.009627 0.002355 81 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 316/499 4.32G 0.01157 0.009584 0.002356 66 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 316/499 4.32G 0.01157 0.009584 0.002356 66 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 316/499 4.32G 0.01156 0.009559 0.002343 64 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 316/499 4.32G 0.01156 0.009559 0.002343 64 640: 90%|######### | 36/40 [00:06<00:00, 5.18it/s] 316/499 4.32G 0.01168 0.00963 0.002439 81 640: 90%|######### | 36/40 [00:07<00:00, 5.18it/s] 316/499 4.32G 0.01168 0.00963 0.002439 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.23it/s] 316/499 4.32G 0.01172 0.00963 0.002539 67 640: 92%|#########2| 37/40 [00:07<00:00, 5.23it/s] 316/499 4.32G 0.01172 0.00963 0.002539 67 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 316/499 4.32G 0.01176 0.009691 0.002612 83 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 316/499 4.32G 0.01176 0.009691 0.002612 83 640: 98%|#########7| 39/40 [00:07<00:00, 5.18it/s] 316/499 4.32G 0.01177 0.009707 0.002624 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.18it/s] 316/499 4.32G 0.01177 0.009707 0.002624 38 640: 100%|##########| 40/40 [00:07<00:00, 5.36it/s] 316/499 4.32G 0.01177 0.009707 0.002624 38 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.898 0.885 0.915 0.787 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 317/499 4.32G 0.009873 0.008595 0.005307 66 640: 0%| | 0/40 [00:00<?, ?it/s] 317/499 4.32G 0.009873 0.008595 0.005307 66 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 317/499 4.32G 0.01077 0.009175 0.00298 78 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 317/499 4.32G 0.01077 0.009175 0.00298 78 640: 5%|5 | 2/40 [00:00<00:07, 5.15it/s] 317/499 4.32G 0.01113 0.01014 0.003194 83 640: 5%|5 | 2/40 [00:00<00:07, 5.15it/s] 317/499 4.32G 0.01113 0.01014 0.003194 83 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 317/499 4.32G 0.01121 0.01036 0.002792 79 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 317/499 4.32G 0.01121 0.01036 0.002792 79 640: 10%|# | 4/40 [00:00<00:06, 5.42it/s] 317/499 4.32G 0.01158 0.01061 0.002464 79 640: 10%|# | 4/40 [00:00<00:06, 5.42it/s] 317/499 4.32G 0.01158 0.01061 0.002464 79 640: 12%|#2 | 5/40 [00:00<00:06, 5.22it/s] 317/499 4.32G 0.01137 0.0102 0.002321 66 640: 12%|#2 | 5/40 [00:01<00:06, 5.22it/s] 317/499 4.32G 0.01137 0.0102 0.002321 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 317/499 4.32G 0.01176 0.01049 0.00316 78 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 317/499 4.32G 0.01176 0.01049 0.00316 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 317/499 4.32G 0.01162 0.01052 0.003091 90 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 317/499 4.32G 0.01162 0.01052 0.003091 90 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 317/499 4.32G 0.01196 0.01046 0.003273 69 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 317/499 4.32G 0.01196 0.01046 0.003273 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 317/499 4.32G 0.01204 0.01052 0.00328 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 317/499 4.32G 0.01204 0.01052 0.00328 71 640: 25%|##5 | 10/40 [00:01<00:05, 5.37it/s] 317/499 4.32G 0.01205 0.01077 0.003353 86 640: 25%|##5 | 10/40 [00:02<00:05, 5.37it/s] 317/499 4.32G 0.01205 0.01077 0.003353 86 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 317/499 4.32G 0.0118 0.01059 0.003115 76 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 317/499 4.32G 0.0118 0.01059 0.003115 76 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 317/499 4.32G 0.01175 0.0106 0.002951 75 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 317/499 4.32G 0.01175 0.0106 0.002951 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 317/499 4.32G 0.01175 0.01053 0.002832 77 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 317/499 4.32G 0.01175 0.01053 0.002832 77 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 317/499 4.32G 0.01185 0.0106 0.002888 87 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 317/499 4.32G 0.01185 0.0106 0.002888 87 640: 38%|###7 | 15/40 [00:02<00:04, 5.22it/s] 317/499 4.32G 0.01188 0.01065 0.002849 88 640: 38%|###7 | 15/40 [00:03<00:04, 5.22it/s] 317/499 4.32G 0.01188 0.01065 0.002849 88 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 317/499 4.32G 0.01188 0.01058 0.002882 73 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 317/499 4.32G 0.01188 0.01058 0.002882 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.15it/s] 317/499 4.32G 0.0118 0.01052 0.002841 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.15it/s] 317/499 4.32G 0.0118 0.01052 0.002841 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 317/499 4.32G 0.01176 0.01042 0.002872 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 317/499 4.32G 0.01176 0.01042 0.002872 68 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 317/499 4.32G 0.01172 0.01039 0.002777 75 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 317/499 4.32G 0.01172 0.01039 0.002777 75 640: 50%|##### | 20/40 [00:03<00:03, 5.20it/s] 317/499 4.32G 0.01176 0.01036 0.002991 72 640: 50%|##### | 20/40 [00:03<00:03, 5.20it/s] 317/499 4.32G 0.01176 0.01036 0.002991 72 640: 52%|#####2 | 21/40 [00:03<00:03, 5.29it/s] 317/499 4.32G 0.01184 0.01029 0.002905 59 640: 52%|#####2 | 21/40 [00:04<00:03, 5.29it/s] 317/499 4.32G 0.01184 0.01029 0.002905 59 640: 55%|#####5 | 22/40 [00:04<00:03, 5.35it/s] 317/499 4.32G 0.01191 0.01017 0.002851 55 640: 55%|#####5 | 22/40 [00:04<00:03, 5.35it/s] 317/499 4.32G 0.01191 0.01017 0.002851 55 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 317/499 4.32G 0.01197 0.01018 0.002813 64 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 317/499 4.32G 0.01197 0.01018 0.002813 64 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 317/499 4.32G 0.01197 0.01014 0.002725 78 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 317/499 4.32G 0.01197 0.01014 0.002725 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.34it/s] 317/499 4.32G 0.01196 0.01015 0.002652 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.34it/s] 317/499 4.32G 0.01196 0.01015 0.002652 75 640: 65%|######5 | 26/40 [00:04<00:02, 5.17it/s] 317/499 4.32G 0.01194 0.01015 0.002585 72 640: 65%|######5 | 26/40 [00:05<00:02, 5.17it/s] 317/499 4.32G 0.01194 0.01015 0.002585 72 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 317/499 4.32G 0.01191 0.01015 0.002511 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 317/499 4.32G 0.01191 0.01015 0.002511 82 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 317/499 4.32G 0.01188 0.01014 0.002571 79 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 317/499 4.32G 0.01188 0.01014 0.002571 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 317/499 4.32G 0.01186 0.01011 0.002605 70 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 317/499 4.32G 0.01186 0.01011 0.002605 70 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 317/499 4.32G 0.01186 0.01013 0.002578 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 317/499 4.32G 0.01186 0.01013 0.002578 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.33it/s] 317/499 4.32G 0.01179 0.01004 0.002527 67 640: 78%|#######7 | 31/40 [00:06<00:01, 5.33it/s] 317/499 4.32G 0.01179 0.01004 0.002527 67 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 317/499 4.32G 0.01177 0.01001 0.002541 73 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 317/499 4.32G 0.01177 0.01001 0.002541 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 317/499 4.32G 0.01173 0.009979 0.002558 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 317/499 4.32G 0.01173 0.009979 0.002558 71 640: 85%|########5 | 34/40 [00:06<00:01, 5.30it/s] 317/499 4.32G 0.01173 0.009942 0.002667 61 640: 85%|########5 | 34/40 [00:06<00:01, 5.30it/s] 317/499 4.32G 0.01173 0.009942 0.002667 61 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 317/499 4.32G 0.0117 0.009904 0.002644 65 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 317/499 4.32G 0.0117 0.009904 0.002644 65 640: 90%|######### | 36/40 [00:06<00:00, 5.27it/s] 317/499 4.32G 0.01171 0.009906 0.002684 69 640: 90%|######### | 36/40 [00:07<00:00, 5.27it/s] 317/499 4.32G 0.01171 0.009906 0.002684 69 640: 92%|#########2| 37/40 [00:07<00:00, 5.33it/s] 317/499 4.32G 0.0117 0.009929 0.002649 86 640: 92%|#########2| 37/40 [00:07<00:00, 5.33it/s] 317/499 4.32G 0.0117 0.009929 0.002649 86 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 317/499 4.32G 0.01169 0.00994 0.002618 83 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 317/499 4.32G 0.01169 0.00994 0.002618 83 640: 98%|#########7| 39/40 [00:07<00:00, 5.28it/s] 317/499 4.32G 0.01172 0.009989 0.002575 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.28it/s] 317/499 4.32G 0.01172 0.009989 0.002575 38 640: 100%|##########| 40/40 [00:07<00:00, 5.44it/s] 317/499 4.32G 0.01172 0.009989 0.002575 38 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.881 0.838 0.901 0.779 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 318/499 4.32G 0.01281 0.01044 0.00289 71 640: 0%| | 0/40 [00:00<?, ?it/s] 318/499 4.32G 0.01281 0.01044 0.00289 71 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 318/499 4.32G 0.01173 0.01056 0.002683 95 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 318/499 4.32G 0.01173 0.01056 0.002683 95 640: 5%|5 | 2/40 [00:00<00:07, 5.30it/s] 318/499 4.32G 0.01161 0.01068 0.003948 86 640: 5%|5 | 2/40 [00:00<00:07, 5.30it/s] 318/499 4.32G 0.01161 0.01068 0.003948 86 640: 8%|7 | 3/40 [00:00<00:06, 5.29it/s] 318/499 4.32G 0.01166 0.01105 0.003834 96 640: 8%|7 | 3/40 [00:00<00:06, 5.29it/s] 318/499 4.32G 0.01166 0.01105 0.003834 96 640: 10%|# | 4/40 [00:00<00:07, 5.13it/s] 318/499 4.32G 0.01172 0.01109 0.003287 88 640: 10%|# | 4/40 [00:00<00:07, 5.13it/s] 318/499 4.32G 0.01172 0.01109 0.003287 88 640: 12%|#2 | 5/40 [00:00<00:06, 5.25it/s] 318/499 4.32G 0.01177 0.01157 0.003092 96 640: 12%|#2 | 5/40 [00:01<00:06, 5.25it/s] 318/499 4.32G 0.01177 0.01157 0.003092 96 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 318/499 4.32G 0.01195 0.01176 0.002993 86 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 318/499 4.32G 0.01195 0.01176 0.002993 86 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 318/499 4.32G 0.01189 0.01138 0.003168 63 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 318/499 4.32G 0.01189 0.01138 0.003168 63 640: 20%|## | 8/40 [00:01<00:06, 5.30it/s] 318/499 4.32G 0.01203 0.01175 0.003473 99 640: 20%|## | 8/40 [00:01<00:06, 5.30it/s] 318/499 4.32G 0.01203 0.01175 0.003473 99 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 318/499 4.32G 0.01213 0.01187 0.003405 88 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 318/499 4.32G 0.01213 0.01187 0.003405 88 640: 25%|##5 | 10/40 [00:01<00:05, 5.24it/s] 318/499 4.32G 0.01199 0.01174 0.003171 80 640: 25%|##5 | 10/40 [00:02<00:05, 5.24it/s] 318/499 4.32G 0.01199 0.01174 0.003171 80 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 318/499 4.32G 0.01201 0.01153 0.002989 69 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 318/499 4.32G 0.01201 0.01153 0.002989 69 640: 30%|### | 12/40 [00:02<00:05, 5.41it/s] 318/499 4.32G 0.01197 0.01142 0.002984 77 640: 30%|### | 12/40 [00:02<00:05, 5.41it/s] 318/499 4.32G 0.01197 0.01142 0.002984 77 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 318/499 4.32G 0.0119 0.01135 0.002841 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 318/499 4.32G 0.0119 0.01135 0.002841 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 318/499 4.32G 0.0118 0.01143 0.002797 97 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 318/499 4.32G 0.0118 0.01143 0.002797 97 640: 38%|###7 | 15/40 [00:02<00:04, 5.38it/s] 318/499 4.32G 0.01184 0.01123 0.002657 59 640: 38%|###7 | 15/40 [00:03<00:04, 5.38it/s] 318/499 4.32G 0.01184 0.01123 0.002657 59 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 318/499 4.32G 0.01179 0.01111 0.002652 73 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 318/499 4.32G 0.01179 0.01111 0.002652 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 318/499 4.32G 0.01181 0.01107 0.002567 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 318/499 4.32G 0.01181 0.01107 0.002567 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 318/499 4.32G 0.01168 0.01094 0.002509 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 318/499 4.32G 0.01168 0.01094 0.002509 74 640: 48%|####7 | 19/40 [00:03<00:04, 5.20it/s] 318/499 4.32G 0.01173 0.01096 0.002553 87 640: 48%|####7 | 19/40 [00:03<00:04, 5.20it/s] 318/499 4.32G 0.01173 0.01096 0.002553 87 640: 50%|##### | 20/40 [00:03<00:03, 5.29it/s] 318/499 4.32G 0.01183 0.01112 0.002635 97 640: 50%|##### | 20/40 [00:03<00:03, 5.29it/s] 318/499 4.32G 0.01183 0.01112 0.002635 97 640: 52%|#####2 | 21/40 [00:03<00:03, 5.36it/s] 318/499 4.32G 0.01175 0.01094 0.00257 58 640: 52%|#####2 | 21/40 [00:04<00:03, 5.36it/s] 318/499 4.32G 0.01175 0.01094 0.00257 58 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 318/499 4.32G 0.0117 0.01087 0.002578 82 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 318/499 4.32G 0.0117 0.01087 0.002578 82 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 318/499 4.32G 0.01165 0.01081 0.002599 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 318/499 4.32G 0.01165 0.01081 0.002599 79 640: 60%|###### | 24/40 [00:04<00:02, 5.37it/s] 318/499 4.32G 0.01156 0.01079 0.002526 84 640: 60%|###### | 24/40 [00:04<00:02, 5.37it/s] 318/499 4.32G 0.01156 0.01079 0.002526 84 640: 62%|######2 | 25/40 [00:04<00:02, 5.16it/s] 318/499 4.32G 0.01155 0.01074 0.002472 81 640: 62%|######2 | 25/40 [00:04<00:02, 5.16it/s] 318/499 4.32G 0.01155 0.01074 0.002472 81 640: 65%|######5 | 26/40 [00:04<00:02, 5.27it/s] 318/499 4.32G 0.01153 0.01059 0.002436 54 640: 65%|######5 | 26/40 [00:05<00:02, 5.27it/s] 318/499 4.32G 0.01153 0.01059 0.002436 54 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 318/499 4.32G 0.01154 0.0106 0.002459 85 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 318/499 4.32G 0.01154 0.0106 0.002459 85 640: 70%|####### | 28/40 [00:05<00:02, 5.18it/s] 318/499 4.32G 0.01161 0.01056 0.002509 67 640: 70%|####### | 28/40 [00:05<00:02, 5.18it/s] 318/499 4.32G 0.01161 0.01056 0.002509 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 318/499 4.32G 0.01167 0.01054 0.002488 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 318/499 4.32G 0.01167 0.01054 0.002488 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 318/499 4.32G 0.01163 0.01051 0.002439 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 318/499 4.32G 0.01163 0.01051 0.002439 79 640: 78%|#######7 | 31/40 [00:05<00:01, 5.18it/s] 318/499 4.32G 0.01158 0.01053 0.002407 85 640: 78%|#######7 | 31/40 [00:06<00:01, 5.18it/s] 318/499 4.32G 0.01158 0.01053 0.002407 85 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 318/499 4.32G 0.01155 0.01048 0.002364 78 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 318/499 4.32G 0.01155 0.01048 0.002364 78 640: 82%|########2 | 33/40 [00:06<00:01, 5.34it/s] 318/499 4.32G 0.01159 0.01048 0.002462 75 640: 82%|########2 | 33/40 [00:06<00:01, 5.34it/s] 318/499 4.32G 0.01159 0.01048 0.002462 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.18it/s] 318/499 4.32G 0.01155 0.01047 0.002422 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.18it/s] 318/499 4.32G 0.01155 0.01047 0.002422 84 640: 88%|########7 | 35/40 [00:06<00:00, 5.25it/s] 318/499 4.32G 0.01152 0.01045 0.002384 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.25it/s] 318/499 4.32G 0.01152 0.01045 0.002384 71 640: 90%|######### | 36/40 [00:06<00:00, 5.29it/s] 318/499 4.32G 0.01157 0.0105 0.002353 80 640: 90%|######### | 36/40 [00:07<00:00, 5.29it/s] 318/499 4.32G 0.01157 0.0105 0.002353 80 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 318/499 4.32G 0.01156 0.0105 0.002368 80 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 318/499 4.32G 0.01156 0.0105 0.002368 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 318/499 4.32G 0.01155 0.01046 0.002394 73 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 318/499 4.32G 0.01155 0.01046 0.002394 73 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 318/499 4.32G 0.01156 0.01044 0.002365 36 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 318/499 4.32G 0.01156 0.01044 0.002365 36 640: 100%|##########| 40/40 [00:07<00:00, 5.21it/s] 318/499 4.32G 0.01156 0.01044 0.002365 36 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.841 0.833 0.876 0.767 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 319/499 4.32G 0.01068 0.009442 0.001031 80 640: 0%| | 0/40 [00:00<?, ?it/s] 319/499 4.32G 0.01068 0.009442 0.001031 80 640: 2%|2 | 1/40 [00:00<00:06, 5.61it/s] 319/499 4.32G 0.01141 0.009936 0.001122 83 640: 2%|2 | 1/40 [00:00<00:06, 5.61it/s] 319/499 4.32G 0.01141 0.009936 0.001122 83 640: 5%|5 | 2/40 [00:00<00:06, 5.54it/s] 319/499 4.32G 0.01172 0.0105 0.001218 79 640: 5%|5 | 2/40 [00:00<00:06, 5.54it/s] 319/499 4.32G 0.01172 0.0105 0.001218 79 640: 8%|7 | 3/40 [00:00<00:07, 5.28it/s] 319/499 4.32G 0.01137 0.009971 0.001168 63 640: 8%|7 | 3/40 [00:00<00:07, 5.28it/s] 319/499 4.32G 0.01137 0.009971 0.001168 63 640: 10%|# | 4/40 [00:00<00:06, 5.26it/s] 319/499 4.32G 0.01144 0.01033 0.00126 85 640: 10%|# | 4/40 [00:00<00:06, 5.26it/s] 319/499 4.32G 0.01144 0.01033 0.00126 85 640: 12%|#2 | 5/40 [00:00<00:06, 5.34it/s] 319/499 4.32G 0.01133 0.01068 0.001774 104 640: 12%|#2 | 5/40 [00:01<00:06, 5.34it/s] 319/499 4.32G 0.01133 0.01068 0.001774 104 640: 15%|#5 | 6/40 [00:01<00:06, 5.19it/s] 319/499 4.32G 0.01137 0.01073 0.00164 92 640: 15%|#5 | 6/40 [00:01<00:06, 5.19it/s] 319/499 4.32G 0.01137 0.01073 0.00164 92 640: 18%|#7 | 7/40 [00:01<00:06, 5.28it/s] 319/499 4.32G 0.01142 0.01071 0.001547 85 640: 18%|#7 | 7/40 [00:01<00:06, 5.28it/s] 319/499 4.32G 0.01142 0.01071 0.001547 85 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 319/499 4.32G 0.01144 0.01079 0.001489 84 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 319/499 4.32G 0.01144 0.01079 0.001489 84 640: 22%|##2 | 9/40 [00:01<00:05, 5.19it/s] 319/499 4.32G 0.01144 0.01057 0.00154 60 640: 22%|##2 | 9/40 [00:01<00:05, 5.19it/s] 319/499 4.32G 0.01144 0.01057 0.00154 60 640: 25%|##5 | 10/40 [00:01<00:05, 5.29it/s] 319/499 4.32G 0.01143 0.01042 0.001603 66 640: 25%|##5 | 10/40 [00:02<00:05, 5.29it/s] 319/499 4.32G 0.01143 0.01042 0.001603 66 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 319/499 4.32G 0.01135 0.01034 0.001545 80 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 319/499 4.32G 0.01135 0.01034 0.001545 80 640: 30%|### | 12/40 [00:02<00:05, 5.17it/s] 319/499 4.32G 0.01134 0.01035 0.001513 80 640: 30%|### | 12/40 [00:02<00:05, 5.17it/s] 319/499 4.32G 0.01134 0.01035 0.001513 80 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 319/499 4.32G 0.01138 0.01031 0.001637 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 319/499 4.32G 0.01138 0.01031 0.001637 72 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 319/499 4.32G 0.01141 0.01031 0.001678 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 319/499 4.32G 0.01141 0.01031 0.001678 71 640: 38%|###7 | 15/40 [00:02<00:04, 5.22it/s] 319/499 4.32G 0.01137 0.01026 0.001678 76 640: 38%|###7 | 15/40 [00:03<00:04, 5.22it/s] 319/499 4.32G 0.01137 0.01026 0.001678 76 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 319/499 4.32G 0.01141 0.01025 0.001698 82 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 319/499 4.32G 0.01141 0.01025 0.001698 82 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 319/499 4.32G 0.01138 0.01022 0.001673 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 319/499 4.32G 0.01138 0.01022 0.001673 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 319/499 4.32G 0.01144 0.01015 0.001867 63 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 319/499 4.32G 0.01144 0.01015 0.001867 63 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 319/499 4.32G 0.01145 0.01014 0.001831 80 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 319/499 4.32G 0.01145 0.01014 0.001831 80 640: 50%|##### | 20/40 [00:03<00:03, 5.36it/s] 319/499 4.32G 0.01141 0.01007 0.001892 72 640: 50%|##### | 20/40 [00:03<00:03, 5.36it/s] 319/499 4.32G 0.01141 0.01007 0.001892 72 640: 52%|#####2 | 21/40 [00:03<00:03, 5.23it/s] 319/499 4.32G 0.01137 0.01006 0.001877 79 640: 52%|#####2 | 21/40 [00:04<00:03, 5.23it/s] 319/499 4.32G 0.01137 0.01006 0.001877 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 319/499 4.32G 0.01135 0.009953 0.001854 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 319/499 4.32G 0.01135 0.009953 0.001854 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 319/499 4.32G 0.01131 0.009876 0.001875 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 319/499 4.32G 0.01131 0.009876 0.001875 76 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 319/499 4.32G 0.01125 0.009803 0.001816 69 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 319/499 4.32G 0.01125 0.009803 0.001816 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 319/499 4.32G 0.01125 0.009801 0.001866 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 319/499 4.32G 0.01125 0.009801 0.001866 71 640: 65%|######5 | 26/40 [00:04<00:02, 5.35it/s] 319/499 4.32G 0.01127 0.009804 0.001909 76 640: 65%|######5 | 26/40 [00:05<00:02, 5.35it/s] 319/499 4.32G 0.01127 0.009804 0.001909 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 319/499 4.32G 0.01129 0.009822 0.001903 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 319/499 4.32G 0.01129 0.009822 0.001903 74 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 319/499 4.32G 0.01125 0.009834 0.001934 82 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 319/499 4.32G 0.01125 0.009834 0.001934 82 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 319/499 4.32G 0.01121 0.009833 0.001889 81 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 319/499 4.32G 0.01121 0.009833 0.001889 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 319/499 4.32G 0.01118 0.009842 0.001873 85 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 319/499 4.32G 0.01118 0.009842 0.001873 85 640: 78%|#######7 | 31/40 [00:05<00:01, 5.28it/s] 319/499 4.32G 0.01119 0.009836 0.001848 77 640: 78%|#######7 | 31/40 [00:06<00:01, 5.28it/s] 319/499 4.32G 0.01119 0.009836 0.001848 77 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 319/499 4.32G 0.01122 0.009794 0.001818 69 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 319/499 4.32G 0.01122 0.009794 0.001818 69 640: 82%|########2 | 33/40 [00:06<00:01, 5.16it/s] 319/499 4.32G 0.01125 0.009755 0.001827 59 640: 82%|########2 | 33/40 [00:06<00:01, 5.16it/s] 319/499 4.32G 0.01125 0.009755 0.001827 59 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 319/499 4.32G 0.01124 0.009752 0.00181 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 319/499 4.32G 0.01124 0.009752 0.00181 84 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 319/499 4.32G 0.01127 0.009737 0.001828 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 319/499 4.32G 0.01127 0.009737 0.001828 73 640: 90%|######### | 36/40 [00:06<00:00, 5.20it/s] 319/499 4.32G 0.01127 0.00972 0.001805 67 640: 90%|######### | 36/40 [00:07<00:00, 5.20it/s] 319/499 4.32G 0.01127 0.00972 0.001805 67 640: 92%|#########2| 37/40 [00:07<00:00, 5.27it/s] 319/499 4.32G 0.01124 0.009633 0.001833 52 640: 92%|#########2| 37/40 [00:07<00:00, 5.27it/s] 319/499 4.32G 0.01124 0.009633 0.001833 52 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 319/499 4.32G 0.01126 0.009666 0.001847 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 319/499 4.32G 0.01126 0.009666 0.001847 79 640: 98%|#########7| 39/40 [00:07<00:00, 5.18it/s] 319/499 4.32G 0.01133 0.009704 0.001956 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.18it/s] 319/499 4.32G 0.01133 0.009704 0.001956 38 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] 319/499 4.32G 0.01133 0.009704 0.001956 38 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s] all 132 263 0.828 0.89 0.886 0.782 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 320/499 4.32G 0.01303 0.01409 0.00407 101 640: 0%| | 0/40 [00:00<?, ?it/s] 320/499 4.32G 0.01303 0.01409 0.00407 101 640: 2%|2 | 1/40 [00:00<00:07, 5.42it/s] 320/499 4.32G 0.01177 0.01204 0.004641 79 640: 2%|2 | 1/40 [00:00<00:07, 5.42it/s] 320/499 4.32G 0.01177 0.01204 0.004641 79 640: 5%|5 | 2/40 [00:00<00:07, 5.08it/s] 320/499 4.32G 0.01137 0.01103 0.003535 68 640: 5%|5 | 2/40 [00:00<00:07, 5.08it/s] 320/499 4.32G 0.01137 0.01103 0.003535 68 640: 8%|7 | 3/40 [00:00<00:07, 5.27it/s] 320/499 4.32G 0.01164 0.01105 0.003306 81 640: 8%|7 | 3/40 [00:00<00:07, 5.27it/s] 320/499 4.32G 0.01164 0.01105 0.003306 81 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 320/499 4.32G 0.012 0.01143 0.003182 80 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 320/499 4.32G 0.012 0.01143 0.003182 80 640: 12%|#2 | 5/40 [00:00<00:06, 5.17it/s] 320/499 4.32G 0.01233 0.01177 0.003208 88 640: 12%|#2 | 5/40 [00:01<00:06, 5.17it/s] 320/499 4.32G 0.01233 0.01177 0.003208 88 640: 15%|#5 | 6/40 [00:01<00:06, 5.29it/s] 320/499 4.32G 0.01204 0.01142 0.00282 77 640: 15%|#5 | 6/40 [00:01<00:06, 5.29it/s] 320/499 4.32G 0.01204 0.01142 0.00282 77 640: 18%|#7 | 7/40 [00:01<00:06, 5.37it/s] 320/499 4.32G 0.01215 0.01135 0.002572 65 640: 18%|#7 | 7/40 [00:01<00:06, 5.37it/s] 320/499 4.32G 0.01215 0.01135 0.002572 65 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 320/499 4.32G 0.01219 0.01098 0.002854 59 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 320/499 4.32G 0.01219 0.01098 0.002854 59 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 320/499 4.32G 0.01206 0.01103 0.00302 77 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 320/499 4.32G 0.01206 0.01103 0.00302 77 640: 25%|##5 | 10/40 [00:01<00:05, 5.33it/s] 320/499 4.32G 0.01211 0.01104 0.002804 93 640: 25%|##5 | 10/40 [00:02<00:05, 5.33it/s] 320/499 4.32G 0.01211 0.01104 0.002804 93 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 320/499 4.32G 0.01199 0.01075 0.002937 54 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 320/499 4.32G 0.01199 0.01075 0.002937 54 640: 30%|### | 12/40 [00:02<00:05, 5.27it/s] 320/499 4.32G 0.01191 0.01072 0.002942 82 640: 30%|### | 12/40 [00:02<00:05, 5.27it/s] 320/499 4.32G 0.01191 0.01072 0.002942 82 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 320/499 4.32G 0.012 0.01066 0.002917 64 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 320/499 4.32G 0.012 0.01066 0.002917 64 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 320/499 4.32G 0.01189 0.01064 0.002745 86 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 320/499 4.32G 0.01189 0.01064 0.002745 86 640: 38%|###7 | 15/40 [00:02<00:04, 5.28it/s] 320/499 4.32G 0.01183 0.01064 0.002765 83 640: 38%|###7 | 15/40 [00:03<00:04, 5.28it/s] 320/499 4.32G 0.01183 0.01064 0.002765 83 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 320/499 4.32G 0.01172 0.01048 0.002662 66 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 320/499 4.32G 0.01172 0.01048 0.002662 66 640: 42%|####2 | 17/40 [00:03<00:04, 5.13it/s] 320/499 4.32G 0.01172 0.01051 0.002675 81 640: 42%|####2 | 17/40 [00:03<00:04, 5.13it/s] 320/499 4.32G 0.01172 0.01051 0.002675 81 640: 45%|####5 | 18/40 [00:03<00:04, 5.15it/s] 320/499 4.32G 0.01171 0.01055 0.002621 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.15it/s] 320/499 4.32G 0.01171 0.01055 0.002621 78 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 320/499 4.32G 0.01172 0.01046 0.002552 72 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 320/499 4.32G 0.01172 0.01046 0.002552 72 640: 50%|##### | 20/40 [00:03<00:03, 5.11it/s] 320/499 4.32G 0.01173 0.01045 0.002459 73 640: 50%|##### | 20/40 [00:04<00:03, 5.11it/s] 320/499 4.32G 0.01173 0.01045 0.002459 73 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 320/499 4.32G 0.01177 0.01045 0.002484 83 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 320/499 4.32G 0.01177 0.01045 0.002484 83 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 320/499 4.32G 0.01177 0.01047 0.002425 88 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 320/499 4.32G 0.01177 0.01047 0.002425 88 640: 57%|#####7 | 23/40 [00:04<00:03, 5.12it/s] 320/499 4.32G 0.01179 0.01051 0.002498 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.12it/s] 320/499 4.32G 0.01179 0.01051 0.002498 75 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 320/499 4.32G 0.0118 0.01049 0.002468 77 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 320/499 4.32G 0.0118 0.01049 0.002468 77 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 320/499 4.32G 0.01182 0.01051 0.002411 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 320/499 4.32G 0.01182 0.01051 0.002411 72 640: 65%|######5 | 26/40 [00:04<00:02, 5.12it/s] 320/499 4.32G 0.01179 0.01052 0.002349 86 640: 65%|######5 | 26/40 [00:05<00:02, 5.12it/s] 320/499 4.32G 0.01179 0.01052 0.002349 86 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 320/499 4.32G 0.01171 0.01039 0.002395 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 320/499 4.32G 0.01171 0.01039 0.002395 67 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 320/499 4.32G 0.01165 0.01044 0.002354 92 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 320/499 4.32G 0.01165 0.01044 0.002354 92 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 320/499 4.32G 0.01171 0.01044 0.002431 70 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 320/499 4.32G 0.01171 0.01044 0.002431 70 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 320/499 4.32G 0.01168 0.01036 0.002486 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 320/499 4.32G 0.01168 0.01036 0.002486 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.30it/s] 320/499 4.32G 0.01171 0.01031 0.00246 66 640: 78%|#######7 | 31/40 [00:06<00:01, 5.30it/s] 320/499 4.32G 0.01171 0.01031 0.00246 66 640: 80%|######## | 32/40 [00:06<00:01, 5.17it/s] 320/499 4.32G 0.01176 0.01032 0.002419 69 640: 80%|######## | 32/40 [00:06<00:01, 5.17it/s] 320/499 4.32G 0.01176 0.01032 0.002419 69 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 320/499 4.32G 0.01175 0.01032 0.002377 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 320/499 4.32G 0.01175 0.01032 0.002377 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 320/499 4.32G 0.01176 0.01034 0.002339 87 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 320/499 4.32G 0.01176 0.01034 0.002339 87 640: 88%|########7 | 35/40 [00:06<00:00, 5.15it/s] 320/499 4.32G 0.01173 0.01023 0.002289 56 640: 88%|########7 | 35/40 [00:06<00:00, 5.15it/s] 320/499 4.32G 0.01173 0.01023 0.002289 56 640: 90%|######### | 36/40 [00:06<00:00, 5.26it/s] 320/499 4.32G 0.01172 0.01021 0.00228 72 640: 90%|######### | 36/40 [00:07<00:00, 5.26it/s] 320/499 4.32G 0.01172 0.01021 0.00228 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 320/499 4.32G 0.01173 0.01023 0.002255 73 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 320/499 4.32G 0.01173 0.01023 0.002255 73 640: 95%|#########5| 38/40 [00:07<00:00, 5.15it/s] 320/499 4.32G 0.0118 0.01024 0.002286 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.15it/s] 320/499 4.32G 0.0118 0.01024 0.002286 69 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 320/499 4.32G 0.01183 0.01031 0.002262 46 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 320/499 4.32G 0.01183 0.01031 0.002262 46 640: 100%|##########| 40/40 [00:07<00:00, 5.40it/s] 320/499 4.32G 0.01183 0.01031 0.002262 46 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.833 0.861 0.875 0.771 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 321/499 4.32G 0.01041 0.008176 0.002156 66 640: 0%| | 0/40 [00:00<?, ?it/s] 321/499 4.32G 0.01041 0.008176 0.002156 66 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 321/499 4.32G 0.0118 0.008246 0.001884 67 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 321/499 4.32G 0.0118 0.008246 0.001884 67 640: 5%|5 | 2/40 [00:00<00:07, 5.21it/s] 321/499 4.32G 0.01206 0.008375 0.001645 69 640: 5%|5 | 2/40 [00:00<00:07, 5.21it/s] 321/499 4.32G 0.01206 0.008375 0.001645 69 640: 8%|7 | 3/40 [00:00<00:07, 5.28it/s] 321/499 4.32G 0.01233 0.008468 0.001449 69 640: 8%|7 | 3/40 [00:00<00:07, 5.28it/s] 321/499 4.32G 0.01233 0.008468 0.001449 69 640: 10%|# | 4/40 [00:00<00:07, 5.13it/s] 321/499 4.32G 0.01202 0.008903 0.001318 78 640: 10%|# | 4/40 [00:00<00:07, 5.13it/s] 321/499 4.32G 0.01202 0.008903 0.001318 78 640: 12%|#2 | 5/40 [00:00<00:06, 5.26it/s] 321/499 4.32G 0.01187 0.008952 0.001297 78 640: 12%|#2 | 5/40 [00:01<00:06, 5.26it/s] 321/499 4.32G 0.01187 0.008952 0.001297 78 640: 15%|#5 | 6/40 [00:01<00:06, 5.37it/s] 321/499 4.32G 0.01166 0.008882 0.001238 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.37it/s] 321/499 4.32G 0.01166 0.008882 0.001238 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 321/499 4.32G 0.01173 0.008947 0.001137 75 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 321/499 4.32G 0.01173 0.008947 0.001137 75 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 321/499 4.32G 0.01184 0.00891 0.001124 68 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 321/499 4.32G 0.01184 0.00891 0.001124 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 321/499 4.32G 0.01192 0.00905 0.001422 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 321/499 4.32G 0.01192 0.00905 0.001422 74 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 321/499 4.32G 0.01177 0.008991 0.001563 75 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 321/499 4.32G 0.01177 0.008991 0.001563 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 321/499 4.32G 0.01179 0.009194 0.001575 86 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 321/499 4.32G 0.01179 0.009194 0.001575 86 640: 30%|### | 12/40 [00:02<00:05, 5.40it/s] 321/499 4.32G 0.01179 0.009253 0.001496 69 640: 30%|### | 12/40 [00:02<00:05, 5.40it/s] 321/499 4.32G 0.01179 0.009253 0.001496 69 640: 32%|###2 | 13/40 [00:02<00:05, 5.25it/s] 321/499 4.32G 0.01161 0.009056 0.001463 63 640: 32%|###2 | 13/40 [00:02<00:05, 5.25it/s] 321/499 4.32G 0.01161 0.009056 0.001463 63 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 321/499 4.32G 0.01154 0.009142 0.001495 79 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 321/499 4.32G 0.01154 0.009142 0.001495 79 640: 38%|###7 | 15/40 [00:02<00:04, 5.34it/s] 321/499 4.32G 0.01146 0.009078 0.001426 62 640: 38%|###7 | 15/40 [00:03<00:04, 5.34it/s] 321/499 4.32G 0.01146 0.009078 0.001426 62 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 321/499 4.32G 0.01144 0.008987 0.001418 57 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 321/499 4.32G 0.01144 0.008987 0.001418 57 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 321/499 4.32G 0.01156 0.009124 0.001489 81 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 321/499 4.32G 0.01156 0.009124 0.001489 81 640: 45%|####5 | 18/40 [00:03<00:04, 5.38it/s] 321/499 4.32G 0.0116 0.009261 0.001439 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.38it/s] 321/499 4.32G 0.0116 0.009261 0.001439 79 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 321/499 4.32G 0.01159 0.009294 0.001459 69 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 321/499 4.32G 0.01159 0.009294 0.001459 69 640: 50%|##### | 20/40 [00:03<00:03, 5.33it/s] 321/499 4.32G 0.01164 0.009295 0.001512 63 640: 50%|##### | 20/40 [00:03<00:03, 5.33it/s] 321/499 4.32G 0.01164 0.009295 0.001512 63 640: 52%|#####2 | 21/40 [00:03<00:03, 5.38it/s] 321/499 4.32G 0.01157 0.009291 0.001477 72 640: 52%|#####2 | 21/40 [00:04<00:03, 5.38it/s] 321/499 4.32G 0.01157 0.009291 0.001477 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 321/499 4.32G 0.01157 0.009349 0.001444 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 321/499 4.32G 0.01157 0.009349 0.001444 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 321/499 4.32G 0.0116 0.009388 0.001413 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 321/499 4.32G 0.0116 0.009388 0.001413 73 640: 60%|###### | 24/40 [00:04<00:02, 5.33it/s] 321/499 4.32G 0.01162 0.009424 0.001454 75 640: 60%|###### | 24/40 [00:04<00:02, 5.33it/s] 321/499 4.32G 0.01162 0.009424 0.001454 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 321/499 4.32G 0.01159 0.009418 0.001491 80 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 321/499 4.32G 0.01159 0.009418 0.001491 80 640: 65%|######5 | 26/40 [00:04<00:02, 5.30it/s] 321/499 4.32G 0.01166 0.009462 0.001631 71 640: 65%|######5 | 26/40 [00:05<00:02, 5.30it/s] 321/499 4.32G 0.01166 0.009462 0.001631 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 321/499 4.32G 0.01165 0.009428 0.001643 62 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 321/499 4.32G 0.01165 0.009428 0.001643 62 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 321/499 4.32G 0.01166 0.009458 0.001752 76 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 321/499 4.32G 0.01166 0.009458 0.001752 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 321/499 4.32G 0.01166 0.009493 0.001744 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 321/499 4.32G 0.01166 0.009493 0.001744 78 640: 75%|#######5 | 30/40 [00:05<00:01, 5.37it/s] 321/499 4.32G 0.01164 0.009495 0.001729 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.37it/s] 321/499 4.32G 0.01164 0.009495 0.001729 73 640: 78%|#######7 | 31/40 [00:05<00:01, 5.19it/s] 321/499 4.32G 0.01169 0.00952 0.00178 72 640: 78%|#######7 | 31/40 [00:06<00:01, 5.19it/s] 321/499 4.32G 0.01169 0.00952 0.00178 72 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 321/499 4.32G 0.0117 0.009505 0.001769 71 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 321/499 4.32G 0.0117 0.009505 0.001769 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 321/499 4.32G 0.01168 0.009494 0.001753 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 321/499 4.32G 0.01168 0.009494 0.001753 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.12it/s] 321/499 4.32G 0.01167 0.009491 0.001794 65 640: 85%|########5 | 34/40 [00:06<00:01, 5.12it/s] 321/499 4.32G 0.01167 0.009491 0.001794 65 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 321/499 4.32G 0.01163 0.009468 0.001765 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 321/499 4.32G 0.01163 0.009468 0.001765 69 640: 90%|######### | 36/40 [00:06<00:00, 5.26it/s] 321/499 4.32G 0.01166 0.009502 0.001762 77 640: 90%|######### | 36/40 [00:07<00:00, 5.26it/s] 321/499 4.32G 0.01166 0.009502 0.001762 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.15it/s] 321/499 4.32G 0.01165 0.00947 0.001759 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.15it/s] 321/499 4.32G 0.01165 0.00947 0.001759 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 321/499 4.32G 0.01166 0.009443 0.00173 56 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 321/499 4.32G 0.01166 0.009443 0.00173 56 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 321/499 4.32G 0.01164 0.009451 0.001705 36 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 321/499 4.32G 0.01164 0.009451 0.001705 36 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] 321/499 4.32G 0.01164 0.009451 0.001705 36 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.61it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.83it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.86it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.41it/s] all 132 263 0.831 0.855 0.883 0.777 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 322/499 4.32G 0.01277 0.01005 0.003301 67 640: 0%| | 0/40 [00:00<?, ?it/s] 322/499 4.32G 0.01277 0.01005 0.003301 67 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 322/499 4.32G 0.01233 0.009157 0.002835 61 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 322/499 4.32G 0.01233 0.009157 0.002835 61 640: 5%|5 | 2/40 [00:00<00:06, 5.52it/s] 322/499 4.32G 0.01216 0.00951 0.002442 76 640: 5%|5 | 2/40 [00:00<00:06, 5.52it/s] 322/499 4.32G 0.01216 0.00951 0.002442 76 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 322/499 4.32G 0.0125 0.009038 0.002038 56 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 322/499 4.32G 0.0125 0.009038 0.002038 56 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 322/499 4.32G 0.0128 0.009559 0.001718 80 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 322/499 4.32G 0.0128 0.009559 0.001718 80 640: 12%|#2 | 5/40 [00:00<00:06, 5.35it/s] 322/499 4.32G 0.01254 0.009784 0.001619 94 640: 12%|#2 | 5/40 [00:01<00:06, 5.35it/s] 322/499 4.32G 0.01254 0.009784 0.001619 94 640: 15%|#5 | 6/40 [00:01<00:06, 5.18it/s] 322/499 4.32G 0.01213 0.009287 0.001454 62 640: 15%|#5 | 6/40 [00:01<00:06, 5.18it/s] 322/499 4.32G 0.01213 0.009287 0.001454 62 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 322/499 4.32G 0.01208 0.009466 0.001377 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 322/499 4.32G 0.01208 0.009466 0.001377 78 640: 20%|## | 8/40 [00:01<00:05, 5.38it/s] 322/499 4.32G 0.01226 0.0092 0.001239 62 640: 20%|## | 8/40 [00:01<00:05, 5.38it/s] 322/499 4.32G 0.01226 0.0092 0.001239 62 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 322/499 4.32G 0.01225 0.009039 0.001394 58 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 322/499 4.32G 0.01225 0.009039 0.001394 58 640: 25%|##5 | 10/40 [00:01<00:05, 5.35it/s] 322/499 4.32G 0.01218 0.009146 0.001456 85 640: 25%|##5 | 10/40 [00:02<00:05, 5.35it/s] 322/499 4.32G 0.01218 0.009146 0.001456 85 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 322/499 4.32G 0.01215 0.009303 0.001588 86 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 322/499 4.32G 0.01215 0.009303 0.001588 86 640: 30%|### | 12/40 [00:02<00:05, 5.24it/s] 322/499 4.32G 0.01214 0.009231 0.00172 66 640: 30%|### | 12/40 [00:02<00:05, 5.24it/s] 322/499 4.32G 0.01214 0.009231 0.00172 66 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 322/499 4.32G 0.01219 0.009406 0.001656 82 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 322/499 4.32G 0.01219 0.009406 0.001656 82 640: 35%|###5 | 14/40 [00:02<00:04, 5.40it/s] 322/499 4.32G 0.01224 0.009331 0.00167 63 640: 35%|###5 | 14/40 [00:02<00:04, 5.40it/s] 322/499 4.32G 0.01224 0.009331 0.00167 63 640: 38%|###7 | 15/40 [00:02<00:04, 5.24it/s] 322/499 4.32G 0.01226 0.00953 0.001736 90 640: 38%|###7 | 15/40 [00:03<00:04, 5.24it/s] 322/499 4.32G 0.01226 0.00953 0.001736 90 640: 40%|#### | 16/40 [00:03<00:04, 5.31it/s] 322/499 4.32G 0.01224 0.009644 0.001866 85 640: 40%|#### | 16/40 [00:03<00:04, 5.31it/s] 322/499 4.32G 0.01224 0.009644 0.001866 85 640: 42%|####2 | 17/40 [00:03<00:04, 5.37it/s] 322/499 4.32G 0.0123 0.009793 0.002063 85 640: 42%|####2 | 17/40 [00:03<00:04, 5.37it/s] 322/499 4.32G 0.0123 0.009793 0.002063 85 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 322/499 4.32G 0.01218 0.00967 0.00197 64 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 322/499 4.32G 0.01218 0.00967 0.00197 64 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 322/499 4.32G 0.01227 0.009662 0.002497 62 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 322/499 4.32G 0.01227 0.009662 0.002497 62 640: 50%|##### | 20/40 [00:03<00:03, 5.38it/s] 322/499 4.32G 0.01228 0.009672 0.002519 72 640: 50%|##### | 20/40 [00:03<00:03, 5.38it/s] 322/499 4.32G 0.01228 0.009672 0.002519 72 640: 52%|#####2 | 21/40 [00:03<00:03, 5.22it/s] 322/499 4.32G 0.01216 0.009667 0.00246 79 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 322/499 4.32G 0.01216 0.009667 0.00246 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 322/499 4.32G 0.0121 0.009574 0.002543 53 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 322/499 4.32G 0.0121 0.009574 0.002543 53 640: 57%|#####7 | 23/40 [00:04<00:03, 5.38it/s] 322/499 4.32G 0.01206 0.009611 0.002509 89 640: 57%|#####7 | 23/40 [00:04<00:03, 5.38it/s] 322/499 4.32G 0.01206 0.009611 0.002509 89 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 322/499 4.32G 0.01204 0.00958 0.002524 81 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 322/499 4.32G 0.01204 0.00958 0.002524 81 640: 62%|######2 | 25/40 [00:04<00:02, 5.30it/s] 322/499 4.32G 0.01208 0.009556 0.002686 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.30it/s] 322/499 4.32G 0.01208 0.009556 0.002686 72 640: 65%|######5 | 26/40 [00:04<00:02, 5.35it/s] 322/499 4.32G 0.01199 0.009485 0.002658 65 640: 65%|######5 | 26/40 [00:05<00:02, 5.35it/s] 322/499 4.32G 0.01199 0.009485 0.002658 65 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 322/499 4.32G 0.01198 0.009437 0.002812 66 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 322/499 4.32G 0.01198 0.009437 0.002812 66 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 322/499 4.32G 0.0119 0.009389 0.002741 68 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 322/499 4.32G 0.0119 0.009389 0.002741 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.36it/s] 322/499 4.32G 0.0119 0.009359 0.002711 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.36it/s] 322/499 4.32G 0.0119 0.009359 0.002711 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 322/499 4.32G 0.01186 0.009311 0.002788 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 322/499 4.32G 0.01186 0.009311 0.002788 75 640: 78%|#######7 | 31/40 [00:05<00:01, 5.30it/s] 322/499 4.32G 0.01183 0.009289 0.002746 64 640: 78%|#######7 | 31/40 [00:06<00:01, 5.30it/s] 322/499 4.32G 0.01183 0.009289 0.002746 64 640: 80%|######## | 32/40 [00:06<00:01, 5.36it/s] 322/499 4.32G 0.01179 0.00933 0.0027 88 640: 80%|######## | 32/40 [00:06<00:01, 5.36it/s] 322/499 4.32G 0.01179 0.00933 0.0027 88 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 322/499 4.32G 0.01178 0.009351 0.002666 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 322/499 4.32G 0.01178 0.009351 0.002666 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.30it/s] 322/499 4.32G 0.01176 0.009358 0.002655 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.30it/s] 322/499 4.32G 0.01176 0.009358 0.002655 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 322/499 4.32G 0.01172 0.009389 0.002643 80 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 322/499 4.32G 0.01172 0.009389 0.002643 80 640: 90%|######### | 36/40 [00:06<00:00, 5.20it/s] 322/499 4.32G 0.01174 0.009423 0.002597 81 640: 90%|######### | 36/40 [00:06<00:00, 5.20it/s] 322/499 4.32G 0.01174 0.009423 0.002597 81 640: 92%|#########2| 37/40 [00:06<00:00, 5.26it/s] 322/499 4.32G 0.01181 0.009482 0.002547 85 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 322/499 4.32G 0.01181 0.009482 0.002547 85 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 322/499 4.32G 0.0118 0.009471 0.002491 74 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 322/499 4.32G 0.0118 0.009471 0.002491 74 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 322/499 4.32G 0.01188 0.0095 0.002624 30 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 322/499 4.32G 0.01188 0.0095 0.002624 30 640: 100%|##########| 40/40 [00:07<00:00, 5.38it/s] 322/499 4.32G 0.01188 0.0095 0.002624 30 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.85 0.88 0.898 0.786 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 323/499 4.32G 0.01275 0.01113 0.002163 76 640: 0%| | 0/40 [00:00<?, ?it/s] 323/499 4.32G 0.01275 0.01113 0.002163 76 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 323/499 4.32G 0.01408 0.009956 0.002712 59 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 323/499 4.32G 0.01408 0.009956 0.002712 59 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 323/499 4.32G 0.01362 0.01052 0.002058 95 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 323/499 4.32G 0.01362 0.01052 0.002058 95 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 323/499 4.32G 0.01361 0.01087 0.002066 88 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 323/499 4.32G 0.01361 0.01087 0.002066 88 640: 10%|# | 4/40 [00:00<00:06, 5.40it/s] 323/499 4.32G 0.01316 0.01055 0.002031 69 640: 10%|# | 4/40 [00:00<00:06, 5.40it/s] 323/499 4.32G 0.01316 0.01055 0.002031 69 640: 12%|#2 | 5/40 [00:00<00:06, 5.23it/s] 323/499 4.32G 0.01304 0.0104 0.002212 77 640: 12%|#2 | 5/40 [00:01<00:06, 5.23it/s] 323/499 4.32G 0.01304 0.0104 0.002212 77 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 323/499 4.32G 0.01255 0.01028 0.00192 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 323/499 4.32G 0.01255 0.01028 0.00192 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.39it/s] 323/499 4.32G 0.0126 0.01004 0.001935 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.39it/s] 323/499 4.32G 0.0126 0.01004 0.001935 69 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 323/499 4.32G 0.01239 0.01004 0.00207 70 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 323/499 4.32G 0.01239 0.01004 0.00207 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 323/499 4.32G 0.01235 0.01011 0.002057 77 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 323/499 4.32G 0.01235 0.01011 0.002057 77 640: 25%|##5 | 10/40 [00:01<00:05, 5.40it/s] 323/499 4.32G 0.01233 0.01016 0.00214 76 640: 25%|##5 | 10/40 [00:02<00:05, 5.40it/s] 323/499 4.32G 0.01233 0.01016 0.00214 76 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 323/499 4.32G 0.01219 0.01004 0.002073 69 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 323/499 4.32G 0.01219 0.01004 0.002073 69 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 323/499 4.32G 0.01212 0.009825 0.00197 58 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 323/499 4.32G 0.01212 0.009825 0.00197 58 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 323/499 4.32G 0.0121 0.00992 0.00197 87 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 323/499 4.32G 0.0121 0.00992 0.00197 87 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 323/499 4.32G 0.01203 0.01 0.001926 81 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 323/499 4.32G 0.01203 0.01 0.001926 81 640: 38%|###7 | 15/40 [00:02<00:04, 5.28it/s] 323/499 4.32G 0.012 0.009885 0.002 60 640: 38%|###7 | 15/40 [00:03<00:04, 5.28it/s] 323/499 4.32G 0.012 0.009885 0.002 60 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 323/499 4.32G 0.01196 0.009865 0.002142 76 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 323/499 4.32G 0.01196 0.009865 0.002142 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 323/499 4.32G 0.01192 0.009798 0.002204 69 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 323/499 4.32G 0.01192 0.009798 0.002204 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 323/499 4.32G 0.01192 0.009574 0.002167 42 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 323/499 4.32G 0.01192 0.009574 0.002167 42 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 323/499 4.32G 0.01185 0.009617 0.00211 84 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 323/499 4.32G 0.01185 0.009617 0.00211 84 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 323/499 4.32G 0.01178 0.009454 0.002197 58 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 323/499 4.32G 0.01178 0.009454 0.002197 58 640: 52%|#####2 | 21/40 [00:03<00:03, 5.32it/s] 323/499 4.32G 0.01167 0.009407 0.002219 74 640: 52%|#####2 | 21/40 [00:04<00:03, 5.32it/s] 323/499 4.32G 0.01167 0.009407 0.002219 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.39it/s] 323/499 4.32G 0.01176 0.009473 0.002248 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.39it/s] 323/499 4.32G 0.01176 0.009473 0.002248 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 323/499 4.32G 0.01178 0.009478 0.00222 65 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 323/499 4.32G 0.01178 0.009478 0.00222 65 640: 60%|###### | 24/40 [00:04<00:03, 5.25it/s] 323/499 4.32G 0.01171 0.009504 0.002166 83 640: 60%|###### | 24/40 [00:04<00:03, 5.25it/s] 323/499 4.32G 0.01171 0.009504 0.002166 83 640: 62%|######2 | 25/40 [00:04<00:02, 5.34it/s] 323/499 4.32G 0.01169 0.009486 0.002115 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.34it/s] 323/499 4.32G 0.01169 0.009486 0.002115 76 640: 65%|######5 | 26/40 [00:04<00:02, 5.22it/s] 323/499 4.32G 0.01167 0.009543 0.0021 89 640: 65%|######5 | 26/40 [00:05<00:02, 5.22it/s] 323/499 4.32G 0.01167 0.009543 0.0021 89 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 323/499 4.32G 0.01158 0.009505 0.002114 78 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 323/499 4.32G 0.01158 0.009505 0.002114 78 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 323/499 4.32G 0.01159 0.009522 0.002146 82 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 323/499 4.32G 0.01159 0.009522 0.002146 82 640: 72%|#######2 | 29/40 [00:05<00:02, 5.16it/s] 323/499 4.32G 0.01162 0.009485 0.002139 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.16it/s] 323/499 4.32G 0.01162 0.009485 0.002139 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 323/499 4.32G 0.01168 0.009449 0.002187 64 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 323/499 4.32G 0.01168 0.009449 0.002187 64 640: 78%|#######7 | 31/40 [00:05<00:01, 5.31it/s] 323/499 4.32G 0.01168 0.009459 0.0022 82 640: 78%|#######7 | 31/40 [00:06<00:01, 5.31it/s] 323/499 4.32G 0.01168 0.009459 0.0022 82 640: 80%|######## | 32/40 [00:06<00:01, 5.17it/s] 323/499 4.32G 0.01163 0.009459 0.002248 74 640: 80%|######## | 32/40 [00:06<00:01, 5.17it/s] 323/499 4.32G 0.01163 0.009459 0.002248 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 323/499 4.32G 0.01166 0.009447 0.002267 66 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 323/499 4.32G 0.01166 0.009447 0.002267 66 640: 85%|########5 | 34/40 [00:06<00:01, 5.32it/s] 323/499 4.32G 0.01165 0.009488 0.00224 83 640: 85%|########5 | 34/40 [00:06<00:01, 5.32it/s] 323/499 4.32G 0.01165 0.009488 0.00224 83 640: 88%|########7 | 35/40 [00:06<00:00, 5.16it/s] 323/499 4.32G 0.01166 0.009461 0.002214 67 640: 88%|########7 | 35/40 [00:06<00:00, 5.16it/s] 323/499 4.32G 0.01166 0.009461 0.002214 67 640: 90%|######### | 36/40 [00:06<00:00, 5.24it/s] 323/499 4.32G 0.01168 0.009461 0.002221 77 640: 90%|######### | 36/40 [00:07<00:00, 5.24it/s] 323/499 4.32G 0.01168 0.009461 0.002221 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.31it/s] 323/499 4.32G 0.01166 0.009409 0.002202 64 640: 92%|#########2| 37/40 [00:07<00:00, 5.31it/s] 323/499 4.32G 0.01166 0.009409 0.002202 64 640: 95%|#########5| 38/40 [00:07<00:00, 5.19it/s] 323/499 4.32G 0.01164 0.009436 0.002218 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.19it/s] 323/499 4.32G 0.01164 0.009436 0.002218 81 640: 98%|#########7| 39/40 [00:07<00:00, 5.27it/s] 323/499 4.32G 0.01164 0.009375 0.002216 28 640: 98%|#########7| 39/40 [00:07<00:00, 5.27it/s] 323/499 4.32G 0.01164 0.009375 0.002216 28 640: 100%|##########| 40/40 [00:07<00:00, 5.37it/s] 323/499 4.32G 0.01164 0.009375 0.002216 28 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.874 0.877 0.905 0.784 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 324/499 4.32G 0.01139 0.01013 0.002578 72 640: 0%| | 0/40 [00:00<?, ?it/s] 324/499 4.32G 0.01139 0.01013 0.002578 72 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 324/499 4.32G 0.011 0.01007 0.001925 85 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 324/499 4.32G 0.011 0.01007 0.001925 85 640: 5%|5 | 2/40 [00:00<00:07, 5.33it/s] 324/499 4.32G 0.01106 0.009732 0.001814 66 640: 5%|5 | 2/40 [00:00<00:07, 5.33it/s] 324/499 4.32G 0.01106 0.009732 0.001814 66 640: 8%|7 | 3/40 [00:00<00:06, 5.42it/s] 324/499 4.32G 0.01145 0.009965 0.001535 70 640: 8%|7 | 3/40 [00:00<00:06, 5.42it/s] 324/499 4.32G 0.01145 0.009965 0.001535 70 640: 10%|# | 4/40 [00:00<00:06, 5.22it/s] 324/499 4.32G 0.01131 0.009641 0.001499 67 640: 10%|# | 4/40 [00:00<00:06, 5.22it/s] 324/499 4.32G 0.01131 0.009641 0.001499 67 640: 12%|#2 | 5/40 [00:00<00:06, 5.35it/s] 324/499 4.32G 0.01124 0.009498 0.001659 72 640: 12%|#2 | 5/40 [00:01<00:06, 5.35it/s] 324/499 4.32G 0.01124 0.009498 0.001659 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.42it/s] 324/499 4.32G 0.0112 0.009627 0.001665 80 640: 15%|#5 | 6/40 [00:01<00:06, 5.42it/s] 324/499 4.32G 0.0112 0.009627 0.001665 80 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 324/499 4.32G 0.01134 0.009702 0.00192 72 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 324/499 4.32G 0.01134 0.009702 0.00192 72 640: 20%|## | 8/40 [00:01<00:05, 5.34it/s] 324/499 4.32G 0.01114 0.009654 0.001823 78 640: 20%|## | 8/40 [00:01<00:05, 5.34it/s] 324/499 4.32G 0.01114 0.009654 0.001823 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.41it/s] 324/499 4.32G 0.01118 0.009564 0.001727 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.41it/s] 324/499 4.32G 0.01118 0.009564 0.001727 69 640: 25%|##5 | 10/40 [00:01<00:05, 5.27it/s] 324/499 4.32G 0.01142 0.009666 0.001864 72 640: 25%|##5 | 10/40 [00:02<00:05, 5.27it/s] 324/499 4.32G 0.01142 0.009666 0.001864 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 324/499 4.32G 0.01145 0.009789 0.001833 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 324/499 4.32G 0.01145 0.009789 0.001833 79 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 324/499 4.32G 0.01139 0.009807 0.001921 77 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 324/499 4.32G 0.01139 0.009807 0.001921 77 640: 32%|###2 | 13/40 [00:02<00:05, 5.19it/s] 324/499 4.32G 0.01138 0.009923 0.002201 88 640: 32%|###2 | 13/40 [00:02<00:05, 5.19it/s] 324/499 4.32G 0.01138 0.009923 0.002201 88 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 324/499 4.32G 0.01138 0.009826 0.002169 66 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 324/499 4.32G 0.01138 0.009826 0.002169 66 640: 38%|###7 | 15/40 [00:02<00:04, 5.37it/s] 324/499 4.32G 0.01135 0.009908 0.002092 87 640: 38%|###7 | 15/40 [00:03<00:04, 5.37it/s] 324/499 4.32G 0.01135 0.009908 0.002092 87 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 324/499 4.32G 0.01139 0.009887 0.00219 72 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 324/499 4.32G 0.01139 0.009887 0.00219 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 324/499 4.32G 0.01134 0.009952 0.002094 85 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 324/499 4.32G 0.01134 0.009952 0.002094 85 640: 45%|####5 | 18/40 [00:03<00:04, 5.39it/s] 324/499 4.32G 0.01134 0.009856 0.002009 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.39it/s] 324/499 4.32G 0.01134 0.009856 0.002009 70 640: 48%|####7 | 19/40 [00:03<00:03, 5.26it/s] 324/499 4.32G 0.01135 0.009787 0.001986 60 640: 48%|####7 | 19/40 [00:03<00:03, 5.26it/s] 324/499 4.32G 0.01135 0.009787 0.001986 60 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 324/499 4.32G 0.01128 0.009873 0.001961 91 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 324/499 4.32G 0.01128 0.009873 0.001961 91 640: 52%|#####2 | 21/40 [00:03<00:03, 5.36it/s] 324/499 4.32G 0.01125 0.009733 0.001995 61 640: 52%|#####2 | 21/40 [00:04<00:03, 5.36it/s] 324/499 4.32G 0.01125 0.009733 0.001995 61 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 324/499 4.32G 0.01122 0.009801 0.001976 92 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 324/499 4.32G 0.01122 0.009801 0.001976 92 640: 57%|#####7 | 23/40 [00:04<00:03, 5.26it/s] 324/499 4.32G 0.01128 0.009752 0.00202 62 640: 57%|#####7 | 23/40 [00:04<00:03, 5.26it/s] 324/499 4.32G 0.01128 0.009752 0.00202 62 640: 60%|###### | 24/40 [00:04<00:02, 5.35it/s] 324/499 4.32G 0.01134 0.009753 0.002008 73 640: 60%|###### | 24/40 [00:04<00:02, 5.35it/s] 324/499 4.32G 0.01134 0.009753 0.002008 73 640: 62%|######2 | 25/40 [00:04<00:02, 5.20it/s] 324/499 4.32G 0.01139 0.009722 0.002 70 640: 62%|######2 | 25/40 [00:04<00:02, 5.20it/s] 324/499 4.32G 0.01139 0.009722 0.002 70 640: 65%|######5 | 26/40 [00:04<00:02, 5.30it/s] 324/499 4.32G 0.01146 0.009764 0.002029 75 640: 65%|######5 | 26/40 [00:05<00:02, 5.30it/s] 324/499 4.32G 0.01146 0.009764 0.002029 75 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 324/499 4.32G 0.01149 0.009733 0.002044 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 324/499 4.32G 0.01149 0.009733 0.002044 67 640: 70%|####### | 28/40 [00:05<00:02, 5.19it/s] 324/499 4.32G 0.01153 0.009712 0.00219 68 640: 70%|####### | 28/40 [00:05<00:02, 5.19it/s] 324/499 4.32G 0.01153 0.009712 0.00219 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 324/499 4.32G 0.0115 0.009702 0.00215 69 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 324/499 4.32G 0.0115 0.009702 0.00215 69 640: 75%|#######5 | 30/40 [00:05<00:01, 5.35it/s] 324/499 4.32G 0.01149 0.009675 0.002147 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.35it/s] 324/499 4.32G 0.01149 0.009675 0.002147 73 640: 78%|#######7 | 31/40 [00:05<00:01, 5.21it/s] 324/499 4.32G 0.01146 0.009606 0.002125 59 640: 78%|#######7 | 31/40 [00:06<00:01, 5.21it/s] 324/499 4.32G 0.01146 0.009606 0.002125 59 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 324/499 4.32G 0.01142 0.009534 0.00212 61 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 324/499 4.32G 0.01142 0.009534 0.00212 61 640: 82%|########2 | 33/40 [00:06<00:01, 5.35it/s] 324/499 4.32G 0.01147 0.009523 0.002219 56 640: 82%|########2 | 33/40 [00:06<00:01, 5.35it/s] 324/499 4.32G 0.01147 0.009523 0.002219 56 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 324/499 4.32G 0.01144 0.00952 0.002286 69 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 324/499 4.32G 0.01144 0.00952 0.002286 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 324/499 4.32G 0.01145 0.009555 0.002326 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 324/499 4.32G 0.01145 0.009555 0.002326 74 640: 90%|######### | 36/40 [00:06<00:00, 5.36it/s] 324/499 4.32G 0.01146 0.009497 0.002267 64 640: 90%|######### | 36/40 [00:06<00:00, 5.36it/s] 324/499 4.32G 0.01146 0.009497 0.002267 64 640: 92%|#########2| 37/40 [00:06<00:00, 5.18it/s] 324/499 4.32G 0.01146 0.009551 0.002251 85 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 324/499 4.32G 0.01146 0.009551 0.002251 85 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 324/499 4.32G 0.01141 0.009472 0.002204 57 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 324/499 4.32G 0.01141 0.009472 0.002204 57 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 324/499 4.32G 0.01136 0.009461 0.002155 45 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 324/499 4.32G 0.01136 0.009461 0.002155 45 640: 100%|##########| 40/40 [00:07<00:00, 5.21it/s] 324/499 4.32G 0.01136 0.009461 0.002155 45 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.884 0.885 0.909 0.79 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 325/499 4.32G 0.01253 0.008767 0.002916 58 640: 0%| | 0/40 [00:00<?, ?it/s] 325/499 4.32G 0.01253 0.008767 0.002916 58 640: 2%|2 | 1/40 [00:00<00:07, 5.47it/s] 325/499 4.32G 0.01157 0.008896 0.002034 72 640: 2%|2 | 1/40 [00:00<00:07, 5.47it/s] 325/499 4.32G 0.01157 0.008896 0.002034 72 640: 5%|5 | 2/40 [00:00<00:06, 5.51it/s] 325/499 4.32G 0.01118 0.008252 0.002003 57 640: 5%|5 | 2/40 [00:00<00:06, 5.51it/s] 325/499 4.32G 0.01118 0.008252 0.002003 57 640: 8%|7 | 3/40 [00:00<00:07, 5.17it/s] 325/499 4.32G 0.01159 0.008089 0.002145 65 640: 8%|7 | 3/40 [00:00<00:07, 5.17it/s] 325/499 4.32G 0.01159 0.008089 0.002145 65 640: 10%|# | 4/40 [00:00<00:06, 5.22it/s] 325/499 4.32G 0.01173 0.00858 0.00255 79 640: 10%|# | 4/40 [00:00<00:06, 5.22it/s] 325/499 4.32G 0.01173 0.00858 0.00255 79 640: 12%|#2 | 5/40 [00:00<00:06, 5.20it/s] 325/499 4.32G 0.01202 0.008836 0.0026 75 640: 12%|#2 | 5/40 [00:01<00:06, 5.20it/s] 325/499 4.32G 0.01202 0.008836 0.0026 75 640: 15%|#5 | 6/40 [00:01<00:06, 5.07it/s] 325/499 4.32G 0.01226 0.008943 0.002533 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.07it/s] 325/499 4.32G 0.01226 0.008943 0.002533 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 325/499 4.32G 0.01207 0.008925 0.002487 72 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 325/499 4.32G 0.01207 0.008925 0.002487 72 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 325/499 4.32G 0.01216 0.009149 0.002498 73 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 325/499 4.32G 0.01216 0.009149 0.002498 73 640: 22%|##2 | 9/40 [00:01<00:06, 5.11it/s] 325/499 4.32G 0.01203 0.009135 0.002783 68 640: 22%|##2 | 9/40 [00:01<00:06, 5.11it/s] 325/499 4.32G 0.01203 0.009135 0.002783 68 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 325/499 4.32G 0.01198 0.009175 0.002704 78 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 325/499 4.32G 0.01198 0.009175 0.002704 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 325/499 4.32G 0.01184 0.009433 0.002624 89 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 325/499 4.32G 0.01184 0.009433 0.002624 89 640: 30%|### | 12/40 [00:02<00:05, 5.04it/s] 325/499 4.32G 0.0119 0.00958 0.002744 80 640: 30%|### | 12/40 [00:02<00:05, 5.04it/s] 325/499 4.32G 0.0119 0.00958 0.002744 80 640: 32%|###2 | 13/40 [00:02<00:05, 5.15it/s] 325/499 4.32G 0.01184 0.00964 0.002642 84 640: 32%|###2 | 13/40 [00:02<00:05, 5.15it/s] 325/499 4.32G 0.01184 0.00964 0.002642 84 640: 35%|###5 | 14/40 [00:02<00:04, 5.25it/s] 325/499 4.32G 0.01177 0.009558 0.002574 72 640: 35%|###5 | 14/40 [00:02<00:04, 5.25it/s] 325/499 4.32G 0.01177 0.009558 0.002574 72 640: 38%|###7 | 15/40 [00:02<00:04, 5.12it/s] 325/499 4.32G 0.01181 0.009602 0.002562 76 640: 38%|###7 | 15/40 [00:03<00:04, 5.12it/s] 325/499 4.32G 0.01181 0.009602 0.002562 76 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 325/499 4.32G 0.01176 0.009612 0.002476 74 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 325/499 4.32G 0.01176 0.009612 0.002476 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 325/499 4.32G 0.01175 0.009647 0.002438 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 325/499 4.32G 0.01175 0.009647 0.002438 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.17it/s] 325/499 4.32G 0.01178 0.009643 0.002379 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.17it/s] 325/499 4.32G 0.01178 0.009643 0.002379 73 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 325/499 4.32G 0.01185 0.009773 0.002362 92 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 325/499 4.32G 0.01185 0.009773 0.002362 92 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 325/499 4.32G 0.01182 0.009746 0.002306 76 640: 50%|##### | 20/40 [00:04<00:03, 5.22it/s] 325/499 4.32G 0.01182 0.009746 0.002306 76 640: 52%|#####2 | 21/40 [00:04<00:03, 5.06it/s] 325/499 4.32G 0.01184 0.009716 0.002301 73 640: 52%|#####2 | 21/40 [00:04<00:03, 5.06it/s] 325/499 4.32G 0.01184 0.009716 0.002301 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.19it/s] 325/499 4.32G 0.01188 0.00964 0.002278 62 640: 55%|#####5 | 22/40 [00:04<00:03, 5.19it/s] 325/499 4.32G 0.01188 0.00964 0.002278 62 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 325/499 4.32G 0.01181 0.009631 0.002251 82 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 325/499 4.32G 0.01181 0.009631 0.002251 82 640: 60%|###### | 24/40 [00:04<00:03, 5.10it/s] 325/499 4.32G 0.01181 0.009647 0.002215 75 640: 60%|###### | 24/40 [00:04<00:03, 5.10it/s] 325/499 4.32G 0.01181 0.009647 0.002215 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.22it/s] 325/499 4.32G 0.01179 0.009607 0.002244 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.22it/s] 325/499 4.32G 0.01179 0.009607 0.002244 72 640: 65%|######5 | 26/40 [00:04<00:02, 5.26it/s] 325/499 4.32G 0.01176 0.009659 0.002201 81 640: 65%|######5 | 26/40 [00:05<00:02, 5.26it/s] 325/499 4.32G 0.01176 0.009659 0.002201 81 640: 68%|######7 | 27/40 [00:05<00:02, 5.15it/s] 325/499 4.32G 0.01177 0.009636 0.002248 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.15it/s] 325/499 4.32G 0.01177 0.009636 0.002248 70 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 325/499 4.32G 0.01178 0.009777 0.002291 106 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 325/499 4.32G 0.01178 0.009777 0.002291 106 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 325/499 4.32G 0.01173 0.009838 0.002333 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 325/499 4.32G 0.01173 0.009838 0.002333 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.15it/s] 325/499 4.32G 0.01173 0.009775 0.002325 53 640: 75%|#######5 | 30/40 [00:05<00:01, 5.15it/s] 325/499 4.32G 0.01173 0.009775 0.002325 53 640: 78%|#######7 | 31/40 [00:05<00:01, 5.18it/s] 325/499 4.32G 0.01174 0.009736 0.002317 69 640: 78%|#######7 | 31/40 [00:06<00:01, 5.18it/s] 325/499 4.32G 0.01174 0.009736 0.002317 69 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 325/499 4.32G 0.01176 0.009711 0.002339 69 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 325/499 4.32G 0.01176 0.009711 0.002339 69 640: 82%|########2 | 33/40 [00:06<00:01, 5.14it/s] 325/499 4.32G 0.01178 0.009706 0.002387 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.14it/s] 325/499 4.32G 0.01178 0.009706 0.002387 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.15it/s] 325/499 4.32G 0.01185 0.009689 0.00239 60 640: 85%|########5 | 34/40 [00:06<00:01, 5.15it/s] 325/499 4.32G 0.01185 0.009689 0.00239 60 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 325/499 4.32G 0.01187 0.009732 0.002378 86 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 325/499 4.32G 0.01187 0.009732 0.002378 86 640: 90%|######### | 36/40 [00:06<00:00, 5.06it/s] 325/499 4.32G 0.01184 0.009759 0.00237 92 640: 90%|######### | 36/40 [00:07<00:00, 5.06it/s] 325/499 4.32G 0.01184 0.009759 0.00237 92 640: 92%|#########2| 37/40 [00:07<00:00, 5.16it/s] 325/499 4.32G 0.01184 0.009744 0.002344 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.16it/s] 325/499 4.32G 0.01184 0.009744 0.002344 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 325/499 4.32G 0.01182 0.009756 0.00232 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 325/499 4.32G 0.01182 0.009756 0.00232 72 640: 98%|#########7| 39/40 [00:07<00:00, 5.14it/s] 325/499 4.32G 0.01181 0.009884 0.002302 59 640: 98%|#########7| 39/40 [00:07<00:00, 5.14it/s] 325/499 4.32G 0.01181 0.009884 0.002302 59 640: 100%|##########| 40/40 [00:07<00:00, 5.33it/s] 325/499 4.32G 0.01181 0.009884 0.002302 59 640: 100%|##########| 40/40 [00:07<00:00, 5.20it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.843 0.915 0.896 0.782 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 326/499 4.32G 0.01081 0.01097 0.0008071 85 640: 0%| | 0/40 [00:00<?, ?it/s] 326/499 4.32G 0.01081 0.01097 0.0008071 85 640: 2%|2 | 1/40 [00:00<00:07, 5.49it/s] 326/499 4.32G 0.01061 0.009859 0.001178 67 640: 2%|2 | 1/40 [00:00<00:07, 5.49it/s] 326/499 4.32G 0.01061 0.009859 0.001178 67 640: 5%|5 | 2/40 [00:00<00:07, 5.07it/s] 326/499 4.32G 0.01033 0.00974 0.001186 77 640: 5%|5 | 2/40 [00:00<00:07, 5.07it/s] 326/499 4.32G 0.01033 0.00974 0.001186 77 640: 8%|7 | 3/40 [00:00<00:06, 5.29it/s] 326/499 4.32G 0.01045 0.009263 0.002228 59 640: 8%|7 | 3/40 [00:00<00:06, 5.29it/s] 326/499 4.32G 0.01045 0.009263 0.002228 59 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 326/499 4.32G 0.01088 0.009467 0.002218 77 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 326/499 4.32G 0.01088 0.009467 0.002218 77 640: 12%|#2 | 5/40 [00:00<00:06, 5.15it/s] 326/499 4.32G 0.01071 0.009085 0.002014 57 640: 12%|#2 | 5/40 [00:01<00:06, 5.15it/s] 326/499 4.32G 0.01071 0.009085 0.002014 57 640: 15%|#5 | 6/40 [00:01<00:06, 5.29it/s] 326/499 4.32G 0.01067 0.008906 0.00218 64 640: 15%|#5 | 6/40 [00:01<00:06, 5.29it/s] 326/499 4.32G 0.01067 0.008906 0.00218 64 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 326/499 4.32G 0.01101 0.008967 0.002273 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 326/499 4.32G 0.01101 0.008967 0.002273 67 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 326/499 4.32G 0.01097 0.009084 0.002128 76 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 326/499 4.32G 0.01097 0.009084 0.002128 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 326/499 4.32G 0.01105 0.009184 0.002052 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 326/499 4.32G 0.01105 0.009184 0.002052 78 640: 25%|##5 | 10/40 [00:01<00:05, 5.39it/s] 326/499 4.32G 0.01106 0.00912 0.002257 72 640: 25%|##5 | 10/40 [00:02<00:05, 5.39it/s] 326/499 4.32G 0.01106 0.00912 0.002257 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 326/499 4.32G 0.01122 0.009346 0.002195 84 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 326/499 4.32G 0.01122 0.009346 0.002195 84 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 326/499 4.32G 0.01118 0.009244 0.002092 65 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 326/499 4.32G 0.01118 0.009244 0.002092 65 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 326/499 4.32G 0.01131 0.009271 0.002027 78 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 326/499 4.32G 0.01131 0.009271 0.002027 78 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 326/499 4.32G 0.01133 0.009328 0.00196 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 326/499 4.32G 0.01133 0.009328 0.00196 71 640: 38%|###7 | 15/40 [00:02<00:04, 5.26it/s] 326/499 4.32G 0.01147 0.009273 0.002041 67 640: 38%|###7 | 15/40 [00:03<00:04, 5.26it/s] 326/499 4.32G 0.01147 0.009273 0.002041 67 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 326/499 4.32G 0.01157 0.009437 0.002032 83 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 326/499 4.32G 0.01157 0.009437 0.002032 83 640: 42%|####2 | 17/40 [00:03<00:04, 5.12it/s] 326/499 4.32G 0.01155 0.009435 0.002011 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.12it/s] 326/499 4.32G 0.01155 0.009435 0.002011 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 326/499 4.32G 0.01145 0.009387 0.00199 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 326/499 4.32G 0.01145 0.009387 0.00199 72 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 326/499 4.32G 0.01153 0.009554 0.001947 88 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 326/499 4.32G 0.01153 0.009554 0.001947 88 640: 50%|##### | 20/40 [00:03<00:03, 5.19it/s] 326/499 4.32G 0.01161 0.009705 0.00189 84 640: 50%|##### | 20/40 [00:03<00:03, 5.19it/s] 326/499 4.32G 0.01161 0.009705 0.00189 84 640: 52%|#####2 | 21/40 [00:03<00:03, 5.27it/s] 326/499 4.32G 0.01176 0.009808 0.002105 76 640: 52%|#####2 | 21/40 [00:04<00:03, 5.27it/s] 326/499 4.32G 0.01176 0.009808 0.002105 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.35it/s] 326/499 4.32G 0.01178 0.009929 0.002094 96 640: 55%|#####5 | 22/40 [00:04<00:03, 5.35it/s] 326/499 4.32G 0.01178 0.009929 0.002094 96 640: 57%|#####7 | 23/40 [00:04<00:03, 5.11it/s] 326/499 4.32G 0.01181 0.009935 0.002055 80 640: 57%|#####7 | 23/40 [00:04<00:03, 5.11it/s] 326/499 4.32G 0.01181 0.009935 0.002055 80 640: 60%|###### | 24/40 [00:04<00:03, 5.18it/s] 326/499 4.32G 0.01177 0.009878 0.001993 71 640: 60%|###### | 24/40 [00:04<00:03, 5.18it/s] 326/499 4.32G 0.01177 0.009878 0.001993 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.20it/s] 326/499 4.32G 0.01173 0.01005 0.001969 109 640: 62%|######2 | 25/40 [00:04<00:02, 5.20it/s] 326/499 4.32G 0.01173 0.01005 0.001969 109 640: 65%|######5 | 26/40 [00:04<00:02, 5.04it/s] 326/499 4.32G 0.01173 0.01013 0.00201 89 640: 65%|######5 | 26/40 [00:05<00:02, 5.04it/s] 326/499 4.32G 0.01173 0.01013 0.00201 89 640: 68%|######7 | 27/40 [00:05<00:02, 5.18it/s] 326/499 4.32G 0.01163 0.01008 0.001993 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.18it/s] 326/499 4.32G 0.01163 0.01008 0.001993 76 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 326/499 4.32G 0.0116 0.0101 0.002017 77 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 326/499 4.32G 0.0116 0.0101 0.002017 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 326/499 4.32G 0.01155 0.0101 0.00199 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 326/499 4.32G 0.01155 0.0101 0.00199 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 326/499 4.32G 0.01149 0.009986 0.001984 51 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 326/499 4.32G 0.01149 0.009986 0.001984 51 640: 78%|#######7 | 31/40 [00:05<00:01, 5.33it/s] 326/499 4.32G 0.01146 0.009986 0.001963 78 640: 78%|#######7 | 31/40 [00:06<00:01, 5.33it/s] 326/499 4.32G 0.01146 0.009986 0.001963 78 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 326/499 4.32G 0.01148 0.009971 0.002068 64 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 326/499 4.32G 0.01148 0.009971 0.002068 64 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 326/499 4.32G 0.01144 0.009916 0.002028 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 326/499 4.32G 0.01144 0.009916 0.002028 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 326/499 4.32G 0.01148 0.00987 0.002055 61 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 326/499 4.32G 0.01148 0.00987 0.002055 61 640: 88%|########7 | 35/40 [00:06<00:00, 5.16it/s] 326/499 4.32G 0.01146 0.009953 0.002067 91 640: 88%|########7 | 35/40 [00:06<00:00, 5.16it/s] 326/499 4.32G 0.01146 0.009953 0.002067 91 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 326/499 4.32G 0.01147 0.01001 0.002061 83 640: 90%|######### | 36/40 [00:07<00:00, 5.25it/s] 326/499 4.32G 0.01147 0.01001 0.002061 83 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 326/499 4.32G 0.01151 0.01001 0.002059 66 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 326/499 4.32G 0.01151 0.01001 0.002059 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.18it/s] 326/499 4.32G 0.0115 0.009992 0.002078 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.18it/s] 326/499 4.32G 0.0115 0.009992 0.002078 75 640: 98%|#########7| 39/40 [00:07<00:00, 5.27it/s] 326/499 4.32G 0.01157 0.00997 0.002165 28 640: 98%|#########7| 39/40 [00:07<00:00, 5.27it/s] 326/499 4.32G 0.01157 0.00997 0.002165 28 640: 100%|##########| 40/40 [00:07<00:00, 5.40it/s] 326/499 4.32G 0.01157 0.00997 0.002165 28 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s] all 132 263 0.874 0.889 0.891 0.776 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 327/499 4.32G 0.01112 0.01041 0.002212 88 640: 0%| | 0/40 [00:00<?, ?it/s] 327/499 4.32G 0.01112 0.01041 0.002212 88 640: 2%|2 | 1/40 [00:00<00:07, 4.91it/s] 327/499 4.32G 0.01104 0.01003 0.002517 75 640: 2%|2 | 1/40 [00:00<00:07, 4.91it/s] 327/499 4.32G 0.01104 0.01003 0.002517 75 640: 5%|5 | 2/40 [00:00<00:07, 5.29it/s] 327/499 4.32G 0.01152 0.0103 0.002274 78 640: 5%|5 | 2/40 [00:00<00:07, 5.29it/s] 327/499 4.32G 0.01152 0.0103 0.002274 78 640: 8%|7 | 3/40 [00:00<00:06, 5.39it/s] 327/499 4.32G 0.01162 0.01008 0.002337 78 640: 8%|7 | 3/40 [00:00<00:06, 5.39it/s] 327/499 4.32G 0.01162 0.01008 0.002337 78 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 327/499 4.32G 0.01176 0.01017 0.002193 74 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 327/499 4.32G 0.01176 0.01017 0.002193 74 640: 12%|#2 | 5/40 [00:00<00:06, 5.28it/s] 327/499 4.32G 0.01178 0.0102 0.002041 75 640: 12%|#2 | 5/40 [00:01<00:06, 5.28it/s] 327/499 4.32G 0.01178 0.0102 0.002041 75 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 327/499 4.32G 0.01186 0.01021 0.002096 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 327/499 4.32G 0.01186 0.01021 0.002096 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 327/499 4.32G 0.01191 0.01029 0.001952 80 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 327/499 4.32G 0.01191 0.01029 0.001952 80 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 327/499 4.32G 0.01163 0.01004 0.001914 75 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 327/499 4.32G 0.01163 0.01004 0.001914 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 327/499 4.32G 0.01176 0.01006 0.001954 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 327/499 4.32G 0.01176 0.01006 0.001954 75 640: 25%|##5 | 10/40 [00:01<00:05, 5.24it/s] 327/499 4.32G 0.0118 0.01015 0.001813 84 640: 25%|##5 | 10/40 [00:02<00:05, 5.24it/s] 327/499 4.32G 0.0118 0.01015 0.001813 84 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 327/499 4.32G 0.01167 0.01013 0.00175 83 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 327/499 4.32G 0.01167 0.01013 0.00175 83 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 327/499 4.32G 0.01175 0.009998 0.002069 66 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 327/499 4.32G 0.01175 0.009998 0.002069 66 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 327/499 4.32G 0.01166 0.009926 0.002072 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 327/499 4.32G 0.01166 0.009926 0.002072 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.26it/s] 327/499 4.32G 0.01148 0.009864 0.001997 73 640: 35%|###5 | 14/40 [00:02<00:04, 5.26it/s] 327/499 4.32G 0.01148 0.009864 0.001997 73 640: 38%|###7 | 15/40 [00:02<00:04, 5.33it/s] 327/499 4.32G 0.01146 0.009907 0.001971 90 640: 38%|###7 | 15/40 [00:03<00:04, 5.33it/s] 327/499 4.32G 0.01146 0.009907 0.001971 90 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 327/499 4.32G 0.01144 0.009777 0.001882 63 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 327/499 4.32G 0.01144 0.009777 0.001882 63 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 327/499 4.32G 0.01148 0.009811 0.001948 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 327/499 4.32G 0.01148 0.009811 0.001948 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.37it/s] 327/499 4.32G 0.01143 0.00972 0.00191 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.37it/s] 327/499 4.32G 0.01143 0.00972 0.00191 69 640: 48%|####7 | 19/40 [00:03<00:03, 5.25it/s] 327/499 4.32G 0.01142 0.009616 0.001857 71 640: 48%|####7 | 19/40 [00:03<00:03, 5.25it/s] 327/499 4.32G 0.01142 0.009616 0.001857 71 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 327/499 4.32G 0.0115 0.009611 0.001911 59 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 327/499 4.32G 0.0115 0.009611 0.001911 59 640: 52%|#####2 | 21/40 [00:03<00:03, 5.38it/s] 327/499 4.32G 0.01149 0.009551 0.001911 70 640: 52%|#####2 | 21/40 [00:04<00:03, 5.38it/s] 327/499 4.32G 0.01149 0.009551 0.001911 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.17it/s] 327/499 4.32G 0.01153 0.009579 0.002011 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.17it/s] 327/499 4.32G 0.01153 0.009579 0.002011 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.26it/s] 327/499 4.32G 0.01153 0.009643 0.001973 84 640: 57%|#####7 | 23/40 [00:04<00:03, 5.26it/s] 327/499 4.32G 0.01153 0.009643 0.001973 84 640: 60%|###### | 24/40 [00:04<00:02, 5.33it/s] 327/499 4.32G 0.01152 0.009617 0.001965 75 640: 60%|###### | 24/40 [00:04<00:02, 5.33it/s] 327/499 4.32G 0.01152 0.009617 0.001965 75 640: 62%|######2 | 25/40 [00:04<00:03, 4.99it/s] 327/499 4.32G 0.01149 0.00951 0.001911 64 640: 62%|######2 | 25/40 [00:04<00:03, 4.99it/s] 327/499 4.32G 0.01149 0.00951 0.001911 64 640: 65%|######5 | 26/40 [00:04<00:02, 5.12it/s] 327/499 4.32G 0.01149 0.009503 0.001881 71 640: 65%|######5 | 26/40 [00:05<00:02, 5.12it/s] 327/499 4.32G 0.01149 0.009503 0.001881 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.18it/s] 327/499 4.32G 0.0115 0.009598 0.0019 90 640: 68%|######7 | 27/40 [00:05<00:02, 5.18it/s] 327/499 4.32G 0.0115 0.009598 0.0019 90 640: 70%|####### | 28/40 [00:05<00:02, 5.10it/s] 327/499 4.32G 0.01153 0.009643 0.001969 73 640: 70%|####### | 28/40 [00:05<00:02, 5.10it/s] 327/499 4.32G 0.01153 0.009643 0.001969 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.23it/s] 327/499 4.32G 0.01158 0.009618 0.001921 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.23it/s] 327/499 4.32G 0.01158 0.009618 0.001921 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 327/499 4.32G 0.01152 0.009524 0.002017 57 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 327/499 4.32G 0.01152 0.009524 0.002017 57 640: 78%|#######7 | 31/40 [00:05<00:01, 5.12it/s] 327/499 4.32G 0.01147 0.00947 0.001967 66 640: 78%|#######7 | 31/40 [00:06<00:01, 5.12it/s] 327/499 4.32G 0.01147 0.00947 0.001967 66 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 327/499 4.32G 0.01148 0.009543 0.001967 94 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 327/499 4.32G 0.01148 0.009543 0.001967 94 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 327/499 4.32G 0.01146 0.009536 0.001934 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 327/499 4.32G 0.01146 0.009536 0.001934 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.18it/s] 327/499 4.32G 0.01142 0.00953 0.001981 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.18it/s] 327/499 4.32G 0.01142 0.00953 0.001981 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 327/499 4.32G 0.01142 0.00952 0.001964 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 327/499 4.32G 0.01142 0.00952 0.001964 75 640: 90%|######### | 36/40 [00:06<00:00, 5.32it/s] 327/499 4.32G 0.01139 0.009469 0.001979 65 640: 90%|######### | 36/40 [00:07<00:00, 5.32it/s] 327/499 4.32G 0.01139 0.009469 0.001979 65 640: 92%|#########2| 37/40 [00:07<00:00, 5.17it/s] 327/499 4.32G 0.01137 0.009444 0.001965 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.17it/s] 327/499 4.32G 0.01137 0.009444 0.001965 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 327/499 4.32G 0.01143 0.009495 0.00193 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 327/499 4.32G 0.01143 0.009495 0.00193 81 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 327/499 4.32G 0.01144 0.009532 0.001896 33 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 327/499 4.32G 0.01144 0.009532 0.001896 33 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] 327/499 4.32G 0.01144 0.009532 0.001896 33 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.83it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.82it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.41it/s] all 132 263 0.896 0.878 0.891 0.782 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 328/499 4.32G 0.01 0.007135 0.0007517 61 640: 0%| | 0/40 [00:00<?, ?it/s] 328/499 4.32G 0.01 0.007135 0.0007517 61 640: 2%|2 | 1/40 [00:00<00:07, 5.44it/s] 328/499 4.32G 0.009725 0.006924 0.000938 57 640: 2%|2 | 1/40 [00:00<00:07, 5.44it/s] 328/499 4.32G 0.009725 0.006924 0.000938 57 640: 5%|5 | 2/40 [00:00<00:06, 5.49it/s] 328/499 4.32G 0.01037 0.008188 0.001258 87 640: 5%|5 | 2/40 [00:00<00:06, 5.49it/s] 328/499 4.32G 0.01037 0.008188 0.001258 87 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 328/499 4.32G 0.01051 0.008099 0.001153 62 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 328/499 4.32G 0.01051 0.008099 0.001153 62 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 328/499 4.32G 0.01054 0.008207 0.001095 70 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 328/499 4.32G 0.01054 0.008207 0.001095 70 640: 12%|#2 | 5/40 [00:00<00:06, 5.41it/s] 328/499 4.32G 0.01068 0.008141 0.001067 67 640: 12%|#2 | 5/40 [00:01<00:06, 5.41it/s] 328/499 4.32G 0.01068 0.008141 0.001067 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 328/499 4.32G 0.01085 0.008216 0.001055 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 328/499 4.32G 0.01085 0.008216 0.001055 66 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 328/499 4.32G 0.01079 0.008443 0.001459 80 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 328/499 4.32G 0.01079 0.008443 0.001459 80 640: 20%|## | 8/40 [00:01<00:05, 5.39it/s] 328/499 4.32G 0.01091 0.008614 0.001455 82 640: 20%|## | 8/40 [00:01<00:05, 5.39it/s] 328/499 4.32G 0.01091 0.008614 0.001455 82 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 328/499 4.32G 0.01081 0.008681 0.00137 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 328/499 4.32G 0.01081 0.008681 0.00137 72 640: 25%|##5 | 10/40 [00:01<00:05, 5.33it/s] 328/499 4.32G 0.01086 0.008805 0.001296 78 640: 25%|##5 | 10/40 [00:02<00:05, 5.33it/s] 328/499 4.32G 0.01086 0.008805 0.001296 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 328/499 4.32G 0.01087 0.008827 0.001375 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 328/499 4.32G 0.01087 0.008827 0.001375 68 640: 30%|### | 12/40 [00:02<00:05, 5.19it/s] 328/499 4.32G 0.01092 0.008845 0.001294 77 640: 30%|### | 12/40 [00:02<00:05, 5.19it/s] 328/499 4.32G 0.01092 0.008845 0.001294 77 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 328/499 4.32G 0.01091 0.008838 0.001293 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 328/499 4.32G 0.01091 0.008838 0.001293 72 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 328/499 4.32G 0.01091 0.008886 0.001334 80 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 328/499 4.32G 0.01091 0.008886 0.001334 80 640: 38%|###7 | 15/40 [00:02<00:04, 5.21it/s] 328/499 4.32G 0.01092 0.008894 0.001275 80 640: 38%|###7 | 15/40 [00:03<00:04, 5.21it/s] 328/499 4.32G 0.01092 0.008894 0.001275 80 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 328/499 4.32G 0.01098 0.009019 0.001241 82 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 328/499 4.32G 0.01098 0.009019 0.001241 82 640: 42%|####2 | 17/40 [00:03<00:04, 5.38it/s] 328/499 4.32G 0.01113 0.00901 0.001195 65 640: 42%|####2 | 17/40 [00:03<00:04, 5.38it/s] 328/499 4.32G 0.01113 0.00901 0.001195 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 328/499 4.32G 0.01114 0.009067 0.001207 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 328/499 4.32G 0.01114 0.009067 0.001207 80 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 328/499 4.32G 0.0111 0.009046 0.001246 71 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 328/499 4.32G 0.0111 0.009046 0.001246 71 640: 50%|##### | 20/40 [00:03<00:03, 5.40it/s] 328/499 4.32G 0.01108 0.009028 0.001215 68 640: 50%|##### | 20/40 [00:03<00:03, 5.40it/s] 328/499 4.32G 0.01108 0.009028 0.001215 68 640: 52%|#####2 | 21/40 [00:03<00:03, 5.27it/s] 328/499 4.32G 0.01108 0.009126 0.001262 87 640: 52%|#####2 | 21/40 [00:04<00:03, 5.27it/s] 328/499 4.32G 0.01108 0.009126 0.001262 87 640: 55%|#####5 | 22/40 [00:04<00:03, 5.34it/s] 328/499 4.32G 0.01105 0.009099 0.001235 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.34it/s] 328/499 4.32G 0.01105 0.009099 0.001235 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.39it/s] 328/499 4.32G 0.01104 0.009116 0.001224 71 640: 57%|#####7 | 23/40 [00:04<00:03, 5.39it/s] 328/499 4.32G 0.01104 0.009116 0.001224 71 640: 60%|###### | 24/40 [00:04<00:03, 5.11it/s] 328/499 4.32G 0.011 0.009162 0.00125 84 640: 60%|###### | 24/40 [00:04<00:03, 5.11it/s] 328/499 4.32G 0.011 0.009162 0.00125 84 640: 62%|######2 | 25/40 [00:04<00:02, 5.15it/s] 328/499 4.32G 0.01103 0.009175 0.001292 68 640: 62%|######2 | 25/40 [00:04<00:02, 5.15it/s] 328/499 4.32G 0.01103 0.009175 0.001292 68 640: 65%|######5 | 26/40 [00:04<00:02, 5.09it/s] 328/499 4.32G 0.01098 0.009209 0.001295 83 640: 65%|######5 | 26/40 [00:05<00:02, 5.09it/s] 328/499 4.32G 0.01098 0.009209 0.001295 83 640: 68%|######7 | 27/40 [00:05<00:02, 5.01it/s] 328/499 4.32G 0.01106 0.009182 0.001331 59 640: 68%|######7 | 27/40 [00:05<00:02, 5.01it/s] 328/499 4.32G 0.01106 0.009182 0.001331 59 640: 70%|####### | 28/40 [00:05<00:02, 5.12it/s] 328/499 4.32G 0.01111 0.009167 0.001329 64 640: 70%|####### | 28/40 [00:05<00:02, 5.12it/s] 328/499 4.32G 0.01111 0.009167 0.001329 64 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 328/499 4.32G 0.01113 0.009161 0.001341 71 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 328/499 4.32G 0.01113 0.009161 0.001341 71 640: 75%|#######5 | 30/40 [00:05<00:01, 5.11it/s] 328/499 4.32G 0.01111 0.009178 0.001348 69 640: 75%|#######5 | 30/40 [00:05<00:01, 5.11it/s] 328/499 4.32G 0.01111 0.009178 0.001348 69 640: 78%|#######7 | 31/40 [00:05<00:01, 5.14it/s] 328/499 4.32G 0.01112 0.009213 0.001353 78 640: 78%|#######7 | 31/40 [00:06<00:01, 5.14it/s] 328/499 4.32G 0.01112 0.009213 0.001353 78 640: 80%|######## | 32/40 [00:06<00:01, 5.21it/s] 328/499 4.32G 0.01111 0.009195 0.001401 74 640: 80%|######## | 32/40 [00:06<00:01, 5.21it/s] 328/499 4.32G 0.01111 0.009195 0.001401 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.12it/s] 328/499 4.32G 0.0111 0.009199 0.001403 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.12it/s] 328/499 4.32G 0.0111 0.009199 0.001403 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 328/499 4.32G 0.01106 0.009212 0.00145 82 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 328/499 4.32G 0.01106 0.009212 0.00145 82 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 328/499 4.32G 0.01105 0.009169 0.00149 59 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 328/499 4.32G 0.01105 0.009169 0.00149 59 640: 90%|######### | 36/40 [00:06<00:00, 5.20it/s] 328/499 4.32G 0.01108 0.009204 0.001465 79 640: 90%|######### | 36/40 [00:07<00:00, 5.20it/s] 328/499 4.32G 0.01108 0.009204 0.001465 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 328/499 4.32G 0.01113 0.009242 0.001456 69 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 328/499 4.32G 0.01113 0.009242 0.001456 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 328/499 4.32G 0.01117 0.009246 0.00147 73 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 328/499 4.32G 0.01117 0.009246 0.00147 73 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 328/499 4.32G 0.01112 0.009162 0.00145 28 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 328/499 4.32G 0.01112 0.009162 0.00145 28 640: 100%|##########| 40/40 [00:07<00:00, 5.37it/s] 328/499 4.32G 0.01112 0.009162 0.00145 28 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.891 0.883 0.892 0.781 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 329/499 4.32G 0.01294 0.008214 0.0003682 60 640: 0%| | 0/40 [00:00<?, ?it/s] 329/499 4.32G 0.01294 0.008214 0.0003682 60 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 329/499 4.32G 0.01321 0.009572 0.001892 71 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 329/499 4.32G 0.01321 0.009572 0.001892 71 640: 5%|5 | 2/40 [00:00<00:07, 5.20it/s] 329/499 4.32G 0.01301 0.009705 0.002875 69 640: 5%|5 | 2/40 [00:00<00:07, 5.20it/s] 329/499 4.32G 0.01301 0.009705 0.002875 69 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 329/499 4.32G 0.01238 0.009341 0.00277 64 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 329/499 4.32G 0.01238 0.009341 0.00277 64 640: 10%|# | 4/40 [00:00<00:06, 5.25it/s] 329/499 4.32G 0.0122 0.009527 0.002363 78 640: 10%|# | 4/40 [00:00<00:06, 5.25it/s] 329/499 4.32G 0.0122 0.009527 0.002363 78 640: 12%|#2 | 5/40 [00:00<00:06, 5.08it/s] 329/499 4.32G 0.01218 0.01002 0.002419 79 640: 12%|#2 | 5/40 [00:01<00:06, 5.08it/s] 329/499 4.32G 0.01218 0.01002 0.002419 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.13it/s] 329/499 4.32G 0.01198 0.01027 0.002191 89 640: 15%|#5 | 6/40 [00:01<00:06, 5.13it/s] 329/499 4.32G 0.01198 0.01027 0.002191 89 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 329/499 4.32G 0.01209 0.01014 0.002255 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 329/499 4.32G 0.01209 0.01014 0.002255 69 640: 20%|## | 8/40 [00:01<00:06, 5.12it/s] 329/499 4.32G 0.01206 0.009887 0.00214 63 640: 20%|## | 8/40 [00:01<00:06, 5.12it/s] 329/499 4.32G 0.01206 0.009887 0.00214 63 640: 22%|##2 | 9/40 [00:01<00:06, 5.05it/s] 329/499 4.32G 0.01182 0.01003 0.001964 74 640: 22%|##2 | 9/40 [00:01<00:06, 5.05it/s] 329/499 4.32G 0.01182 0.01003 0.001964 74 640: 25%|##5 | 10/40 [00:01<00:05, 5.13it/s] 329/499 4.32G 0.01166 0.01001 0.00183 88 640: 25%|##5 | 10/40 [00:02<00:05, 5.13it/s] 329/499 4.32G 0.01166 0.01001 0.00183 88 640: 28%|##7 | 11/40 [00:02<00:05, 4.89it/s] 329/499 4.32G 0.01165 0.01019 0.001763 90 640: 28%|##7 | 11/40 [00:02<00:05, 4.89it/s] 329/499 4.32G 0.01165 0.01019 0.001763 90 640: 30%|### | 12/40 [00:02<00:05, 5.00it/s] 329/499 4.32G 0.01168 0.01017 0.001829 76 640: 30%|### | 12/40 [00:02<00:05, 5.00it/s] 329/499 4.32G 0.01168 0.01017 0.001829 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.05it/s] 329/499 4.32G 0.01159 0.01014 0.002067 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.05it/s] 329/499 4.32G 0.01159 0.01014 0.002067 74 640: 35%|###5 | 14/40 [00:02<00:05, 4.90it/s] 329/499 4.32G 0.01159 0.01016 0.002017 81 640: 35%|###5 | 14/40 [00:02<00:05, 4.90it/s] 329/499 4.32G 0.01159 0.01016 0.002017 81 640: 38%|###7 | 15/40 [00:02<00:05, 4.94it/s] 329/499 4.32G 0.01173 0.01024 0.002033 78 640: 38%|###7 | 15/40 [00:03<00:05, 4.94it/s] 329/499 4.32G 0.01173 0.01024 0.002033 78 640: 40%|#### | 16/40 [00:03<00:04, 5.02it/s] 329/499 4.32G 0.01164 0.01026 0.002085 86 640: 40%|#### | 16/40 [00:03<00:04, 5.02it/s] 329/499 4.32G 0.01164 0.01026 0.002085 86 640: 42%|####2 | 17/40 [00:03<00:04, 4.84it/s] 329/499 4.32G 0.01171 0.01026 0.002072 79 640: 42%|####2 | 17/40 [00:03<00:04, 4.84it/s] 329/499 4.32G 0.01171 0.01026 0.002072 79 640: 45%|####5 | 18/40 [00:03<00:04, 4.89it/s] 329/499 4.32G 0.01168 0.0102 0.002109 73 640: 45%|####5 | 18/40 [00:03<00:04, 4.89it/s] 329/499 4.32G 0.01168 0.0102 0.002109 73 640: 48%|####7 | 19/40 [00:03<00:04, 5.06it/s] 329/499 4.32G 0.01161 0.01006 0.002087 61 640: 48%|####7 | 19/40 [00:03<00:04, 5.06it/s] 329/499 4.32G 0.01161 0.01006 0.002087 61 640: 50%|##### | 20/40 [00:03<00:04, 4.91it/s] 329/499 4.32G 0.01163 0.009952 0.002018 58 640: 50%|##### | 20/40 [00:04<00:04, 4.91it/s] 329/499 4.32G 0.01163 0.009952 0.002018 58 640: 52%|#####2 | 21/40 [00:04<00:03, 4.97it/s] 329/499 4.32G 0.0117 0.009913 0.002131 63 640: 52%|#####2 | 21/40 [00:04<00:03, 4.97it/s] 329/499 4.32G 0.0117 0.009913 0.002131 63 640: 55%|#####5 | 22/40 [00:04<00:03, 5.11it/s] 329/499 4.32G 0.01167 0.009924 0.002164 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.11it/s] 329/499 4.32G 0.01167 0.009924 0.002164 80 640: 57%|#####7 | 23/40 [00:04<00:03, 4.98it/s] 329/499 4.32G 0.01164 0.009793 0.002112 59 640: 57%|#####7 | 23/40 [00:04<00:03, 4.98it/s] 329/499 4.32G 0.01164 0.009793 0.002112 59 640: 60%|###### | 24/40 [00:04<00:03, 5.05it/s] 329/499 4.32G 0.01155 0.009686 0.002162 57 640: 60%|###### | 24/40 [00:04<00:03, 5.05it/s] 329/499 4.32G 0.01155 0.009686 0.002162 57 640: 62%|######2 | 25/40 [00:04<00:02, 5.06it/s] 329/499 4.32G 0.01153 0.009761 0.002125 90 640: 62%|######2 | 25/40 [00:05<00:02, 5.06it/s] 329/499 4.32G 0.01153 0.009761 0.002125 90 640: 65%|######5 | 26/40 [00:05<00:02, 4.89it/s] 329/499 4.32G 0.01152 0.009719 0.002074 67 640: 65%|######5 | 26/40 [00:05<00:02, 4.89it/s] 329/499 4.32G 0.01152 0.009719 0.002074 67 640: 68%|######7 | 27/40 [00:05<00:02, 4.95it/s] 329/499 4.32G 0.01155 0.009753 0.002025 82 640: 68%|######7 | 27/40 [00:05<00:02, 4.95it/s] 329/499 4.32G 0.01155 0.009753 0.002025 82 640: 70%|####### | 28/40 [00:05<00:02, 5.00it/s] 329/499 4.32G 0.01155 0.009781 0.001987 76 640: 70%|####### | 28/40 [00:05<00:02, 5.00it/s] 329/499 4.32G 0.01155 0.009781 0.001987 76 640: 72%|#######2 | 29/40 [00:05<00:02, 4.85it/s] 329/499 4.32G 0.01155 0.009778 0.001974 68 640: 72%|#######2 | 29/40 [00:05<00:02, 4.85it/s] 329/499 4.32G 0.01155 0.009778 0.001974 68 640: 75%|#######5 | 30/40 [00:05<00:02, 4.97it/s] 329/499 4.32G 0.01158 0.009792 0.001962 75 640: 75%|#######5 | 30/40 [00:06<00:02, 4.97it/s] 329/499 4.32G 0.01158 0.009792 0.001962 75 640: 78%|#######7 | 31/40 [00:06<00:01, 5.01it/s] 329/499 4.32G 0.01157 0.00987 0.00195 90 640: 78%|#######7 | 31/40 [00:06<00:01, 5.01it/s] 329/499 4.32G 0.01157 0.00987 0.00195 90 640: 80%|######## | 32/40 [00:06<00:01, 4.88it/s] 329/499 4.32G 0.01162 0.009918 0.001966 76 640: 80%|######## | 32/40 [00:06<00:01, 4.88it/s] 329/499 4.32G 0.01162 0.009918 0.001966 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.02it/s] 329/499 4.32G 0.01162 0.0099 0.001946 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.02it/s] 329/499 4.32G 0.01162 0.0099 0.001946 72 640: 85%|########5 | 34/40 [00:06<00:01, 5.15it/s] 329/499 4.32G 0.01163 0.009874 0.001914 60 640: 85%|########5 | 34/40 [00:06<00:01, 5.15it/s] 329/499 4.32G 0.01163 0.009874 0.001914 60 640: 88%|########7 | 35/40 [00:06<00:00, 5.08it/s] 329/499 4.32G 0.01161 0.009793 0.001904 62 640: 88%|########7 | 35/40 [00:07<00:00, 5.08it/s] 329/499 4.32G 0.01161 0.009793 0.001904 62 640: 90%|######### | 36/40 [00:07<00:00, 5.21it/s] 329/499 4.32G 0.01159 0.009758 0.001895 70 640: 90%|######### | 36/40 [00:07<00:00, 5.21it/s] 329/499 4.32G 0.01159 0.009758 0.001895 70 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 329/499 4.32G 0.01161 0.009714 0.001898 66 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 329/499 4.32G 0.01161 0.009714 0.001898 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.17it/s] 329/499 4.32G 0.01159 0.009701 0.001957 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.17it/s] 329/499 4.32G 0.01159 0.009701 0.001957 77 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 329/499 4.32G 0.01161 0.009717 0.001933 41 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 329/499 4.32G 0.01161 0.009717 0.001933 41 640: 100%|##########| 40/40 [00:07<00:00, 5.39it/s] 329/499 4.32G 0.01161 0.009717 0.001933 41 640: 100%|##########| 40/40 [00:07<00:00, 5.07it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.71it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.86it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.45it/s] all 132 263 0.895 0.883 0.903 0.793 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 330/499 4.32G 0.01256 0.008385 0.0004504 64 640: 0%| | 0/40 [00:00<?, ?it/s] 330/499 4.32G 0.01256 0.008385 0.0004504 64 640: 2%|2 | 1/40 [00:00<00:08, 4.75it/s] 330/499 4.32G 0.01285 0.01022 0.001497 87 640: 2%|2 | 1/40 [00:00<00:08, 4.75it/s] 330/499 4.32G 0.01285 0.01022 0.001497 87 640: 5%|5 | 2/40 [00:00<00:07, 5.10it/s] 330/499 4.32G 0.01186 0.01026 0.002169 75 640: 5%|5 | 2/40 [00:00<00:07, 5.10it/s] 330/499 4.32G 0.01186 0.01026 0.002169 75 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 330/499 4.32G 0.0111 0.009464 0.002097 56 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 330/499 4.32G 0.0111 0.009464 0.002097 56 640: 10%|# | 4/40 [00:00<00:07, 5.13it/s] 330/499 4.32G 0.01138 0.009426 0.00183 69 640: 10%|# | 4/40 [00:00<00:07, 5.13it/s] 330/499 4.32G 0.01138 0.009426 0.00183 69 640: 12%|#2 | 5/40 [00:00<00:06, 5.24it/s] 330/499 4.32G 0.01161 0.009684 0.001871 80 640: 12%|#2 | 5/40 [00:01<00:06, 5.24it/s] 330/499 4.32G 0.01161 0.009684 0.001871 80 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 330/499 4.32G 0.01154 0.009777 0.001986 84 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 330/499 4.32G 0.01154 0.009777 0.001986 84 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 330/499 4.32G 0.01153 0.009989 0.001924 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 330/499 4.32G 0.01153 0.009989 0.001924 78 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 330/499 4.32G 0.01126 0.009745 0.001777 70 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 330/499 4.32G 0.01126 0.009745 0.001777 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 330/499 4.32G 0.01132 0.009748 0.001734 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 330/499 4.32G 0.01132 0.009748 0.001734 70 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 330/499 4.32G 0.01138 0.009914 0.001884 88 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 330/499 4.32G 0.01138 0.009914 0.001884 88 640: 28%|##7 | 11/40 [00:02<00:05, 5.29it/s] 330/499 4.32G 0.01143 0.009961 0.002188 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.29it/s] 330/499 4.32G 0.01143 0.009961 0.002188 70 640: 30%|### | 12/40 [00:02<00:05, 5.34it/s] 330/499 4.32G 0.01151 0.01003 0.002128 76 640: 30%|### | 12/40 [00:02<00:05, 5.34it/s] 330/499 4.32G 0.01151 0.01003 0.002128 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 330/499 4.32G 0.01157 0.01011 0.002067 89 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 330/499 4.32G 0.01157 0.01011 0.002067 89 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 330/499 4.32G 0.01173 0.01008 0.002085 69 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 330/499 4.32G 0.01173 0.01008 0.002085 69 640: 38%|###7 | 15/40 [00:02<00:04, 5.37it/s] 330/499 4.32G 0.01179 0.01029 0.002084 89 640: 38%|###7 | 15/40 [00:03<00:04, 5.37it/s] 330/499 4.32G 0.01179 0.01029 0.002084 89 640: 40%|#### | 16/40 [00:03<00:04, 5.23it/s] 330/499 4.32G 0.01185 0.0103 0.00208 68 640: 40%|#### | 16/40 [00:03<00:04, 5.23it/s] 330/499 4.32G 0.01185 0.0103 0.00208 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 330/499 4.32G 0.01196 0.0103 0.002025 78 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 330/499 4.32G 0.01196 0.0103 0.002025 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.38it/s] 330/499 4.32G 0.0119 0.01028 0.001962 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.38it/s] 330/499 4.32G 0.0119 0.01028 0.001962 77 640: 48%|####7 | 19/40 [00:03<00:04, 5.17it/s] 330/499 4.32G 0.01183 0.01031 0.001925 76 640: 48%|####7 | 19/40 [00:03<00:04, 5.17it/s] 330/499 4.32G 0.01183 0.01031 0.001925 76 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 330/499 4.32G 0.0118 0.01023 0.002014 64 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 330/499 4.32G 0.0118 0.01023 0.002014 64 640: 52%|#####2 | 21/40 [00:03<00:03, 5.35it/s] 330/499 4.32G 0.0118 0.01027 0.002 73 640: 52%|#####2 | 21/40 [00:04<00:03, 5.35it/s] 330/499 4.32G 0.0118 0.01027 0.002 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 330/499 4.32G 0.01185 0.0103 0.002003 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 330/499 4.32G 0.01185 0.0103 0.002003 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 330/499 4.32G 0.01179 0.01024 0.001948 62 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 330/499 4.32G 0.01179 0.01024 0.001948 62 640: 60%|###### | 24/40 [00:04<00:02, 5.37it/s] 330/499 4.32G 0.01175 0.01021 0.001886 78 640: 60%|###### | 24/40 [00:04<00:02, 5.37it/s] 330/499 4.32G 0.01175 0.01021 0.001886 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 330/499 4.32G 0.01173 0.01016 0.001862 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 330/499 4.32G 0.01173 0.01016 0.001862 69 640: 65%|######5 | 26/40 [00:04<00:02, 5.29it/s] 330/499 4.32G 0.01163 0.01012 0.001805 74 640: 65%|######5 | 26/40 [00:05<00:02, 5.29it/s] 330/499 4.32G 0.01163 0.01012 0.001805 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 330/499 4.32G 0.01172 0.01012 0.001789 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 330/499 4.32G 0.01172 0.01012 0.001789 74 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 330/499 4.32G 0.01174 0.01014 0.001777 80 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 330/499 4.32G 0.01174 0.01014 0.001777 80 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 330/499 4.32G 0.01168 0.01003 0.001726 59 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 330/499 4.32G 0.01168 0.01003 0.001726 59 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 330/499 4.32G 0.01164 0.01004 0.001759 82 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 330/499 4.32G 0.01164 0.01004 0.001759 82 640: 78%|#######7 | 31/40 [00:05<00:01, 5.11it/s] 330/499 4.32G 0.01163 0.009974 0.001742 62 640: 78%|#######7 | 31/40 [00:06<00:01, 5.11it/s] 330/499 4.32G 0.01163 0.009974 0.001742 62 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 330/499 4.32G 0.01158 0.009988 0.001776 82 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 330/499 4.32G 0.01158 0.009988 0.001776 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 330/499 4.32G 0.01154 0.009956 0.001776 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 330/499 4.32G 0.01154 0.009956 0.001776 72 640: 85%|########5 | 34/40 [00:06<00:01, 5.10it/s] 330/499 4.32G 0.01151 0.009896 0.001774 58 640: 85%|########5 | 34/40 [00:06<00:01, 5.10it/s] 330/499 4.32G 0.01151 0.009896 0.001774 58 640: 88%|########7 | 35/40 [00:06<00:00, 5.04it/s] 330/499 4.32G 0.0115 0.009864 0.001781 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.04it/s] 330/499 4.32G 0.0115 0.009864 0.001781 69 640: 90%|######### | 36/40 [00:06<00:00, 4.96it/s] 330/499 4.32G 0.01148 0.009794 0.001749 64 640: 90%|######### | 36/40 [00:07<00:00, 4.96it/s] 330/499 4.32G 0.01148 0.009794 0.001749 64 640: 92%|#########2| 37/40 [00:07<00:00, 4.94it/s] 330/499 4.32G 0.01144 0.009799 0.001709 87 640: 92%|#########2| 37/40 [00:07<00:00, 4.94it/s] 330/499 4.32G 0.01144 0.009799 0.001709 87 640: 95%|#########5| 38/40 [00:07<00:00, 5.10it/s] 330/499 4.32G 0.01141 0.009812 0.001701 90 640: 95%|#########5| 38/40 [00:07<00:00, 5.10it/s] 330/499 4.32G 0.01141 0.009812 0.001701 90 640: 98%|#########7| 39/40 [00:07<00:00, 5.18it/s] 330/499 4.32G 0.01142 0.00986 0.001701 48 640: 98%|#########7| 39/40 [00:07<00:00, 5.18it/s] 330/499 4.32G 0.01142 0.00986 0.001701 48 640: 100%|##########| 40/40 [00:07<00:00, 5.15it/s] 330/499 4.32G 0.01142 0.00986 0.001701 48 640: 100%|##########| 40/40 [00:07<00:00, 5.22it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.87it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s] all 132 263 0.885 0.851 0.89 0.78 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 331/499 4.32G 0.01071 0.008377 0.0008073 64 640: 0%| | 0/40 [00:00<?, ?it/s] 331/499 4.32G 0.01071 0.008377 0.0008073 64 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 331/499 4.32G 0.01095 0.007935 0.0006773 66 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 331/499 4.32G 0.01095 0.007935 0.0006773 66 640: 5%|5 | 2/40 [00:00<00:06, 5.49it/s] 331/499 4.32G 0.01118 0.008427 0.001546 64 640: 5%|5 | 2/40 [00:00<00:06, 5.49it/s] 331/499 4.32G 0.01118 0.008427 0.001546 64 640: 8%|7 | 3/40 [00:00<00:07, 5.15it/s] 331/499 4.32G 0.01086 0.0085 0.001341 73 640: 8%|7 | 3/40 [00:00<00:07, 5.15it/s] 331/499 4.32G 0.01086 0.0085 0.001341 73 640: 10%|# | 4/40 [00:00<00:06, 5.29it/s] 331/499 4.32G 0.01086 0.008872 0.001361 74 640: 10%|# | 4/40 [00:00<00:06, 5.29it/s] 331/499 4.32G 0.01086 0.008872 0.001361 74 640: 12%|#2 | 5/40 [00:00<00:06, 5.33it/s] 331/499 4.32G 0.01102 0.009304 0.001458 85 640: 12%|#2 | 5/40 [00:01<00:06, 5.33it/s] 331/499 4.32G 0.01102 0.009304 0.001458 85 640: 15%|#5 | 6/40 [00:01<00:06, 5.16it/s] 331/499 4.32G 0.01117 0.009291 0.001588 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.16it/s] 331/499 4.32G 0.01117 0.009291 0.001588 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.26it/s] 331/499 4.32G 0.011 0.00928 0.001606 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.26it/s] 331/499 4.32G 0.011 0.00928 0.001606 79 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 331/499 4.32G 0.01102 0.009421 0.001674 88 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 331/499 4.32G 0.01102 0.009421 0.001674 88 640: 22%|##2 | 9/40 [00:01<00:06, 5.14it/s] 331/499 4.32G 0.01128 0.009456 0.001744 70 640: 22%|##2 | 9/40 [00:01<00:06, 5.14it/s] 331/499 4.32G 0.01128 0.009456 0.001744 70 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 331/499 4.32G 0.01112 0.009273 0.001712 72 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 331/499 4.32G 0.01112 0.009273 0.001712 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 331/499 4.32G 0.01109 0.009375 0.001586 80 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 331/499 4.32G 0.01109 0.009375 0.001586 80 640: 30%|### | 12/40 [00:02<00:05, 5.14it/s] 331/499 4.32G 0.01106 0.009472 0.001537 86 640: 30%|### | 12/40 [00:02<00:05, 5.14it/s] 331/499 4.32G 0.01106 0.009472 0.001537 86 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 331/499 4.32G 0.01113 0.009415 0.001724 61 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 331/499 4.32G 0.01113 0.009415 0.001724 61 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 331/499 4.32G 0.01113 0.009474 0.001678 78 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 331/499 4.32G 0.01113 0.009474 0.001678 78 640: 38%|###7 | 15/40 [00:02<00:04, 5.22it/s] 331/499 4.32G 0.01122 0.009438 0.001662 65 640: 38%|###7 | 15/40 [00:03<00:04, 5.22it/s] 331/499 4.32G 0.01122 0.009438 0.001662 65 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 331/499 4.32G 0.0111 0.009334 0.001637 65 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 331/499 4.32G 0.0111 0.009334 0.001637 65 640: 42%|####2 | 17/40 [00:03<00:04, 5.38it/s] 331/499 4.32G 0.01107 0.009354 0.001607 77 640: 42%|####2 | 17/40 [00:03<00:04, 5.38it/s] 331/499 4.32G 0.01107 0.009354 0.001607 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 331/499 4.32G 0.01121 0.009332 0.001636 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 331/499 4.32G 0.01121 0.009332 0.001636 72 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 331/499 4.32G 0.01114 0.00932 0.001696 76 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 331/499 4.32G 0.01114 0.00932 0.001696 76 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 331/499 4.32G 0.01108 0.009269 0.001697 77 640: 50%|##### | 20/40 [00:04<00:03, 5.34it/s] 331/499 4.32G 0.01108 0.009269 0.001697 77 640: 52%|#####2 | 21/40 [00:04<00:03, 5.15it/s] 331/499 4.32G 0.01106 0.009178 0.001755 64 640: 52%|#####2 | 21/40 [00:04<00:03, 5.15it/s] 331/499 4.32G 0.01106 0.009178 0.001755 64 640: 55%|#####5 | 22/40 [00:04<00:03, 5.26it/s] 331/499 4.32G 0.01108 0.009221 0.001697 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.26it/s] 331/499 4.32G 0.01108 0.009221 0.001697 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 331/499 4.32G 0.0111 0.009187 0.00168 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 331/499 4.32G 0.0111 0.009187 0.00168 72 640: 60%|###### | 24/40 [00:04<00:03, 5.18it/s] 331/499 4.32G 0.01111 0.00932 0.001638 95 640: 60%|###### | 24/40 [00:04<00:03, 5.18it/s] 331/499 4.32G 0.01111 0.00932 0.001638 95 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 331/499 4.32G 0.01112 0.009329 0.001589 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 331/499 4.32G 0.01112 0.009329 0.001589 78 640: 65%|######5 | 26/40 [00:04<00:02, 5.36it/s] 331/499 4.32G 0.0111 0.009335 0.001632 77 640: 65%|######5 | 26/40 [00:05<00:02, 5.36it/s] 331/499 4.32G 0.0111 0.009335 0.001632 77 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 331/499 4.32G 0.01111 0.00928 0.001686 63 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 331/499 4.32G 0.01111 0.00928 0.001686 63 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 331/499 4.32G 0.01112 0.00927 0.001671 63 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 331/499 4.32G 0.01112 0.00927 0.001671 63 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 331/499 4.32G 0.01103 0.009194 0.001656 70 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 331/499 4.32G 0.01103 0.009194 0.001656 70 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 331/499 4.32G 0.01102 0.009259 0.001632 84 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 331/499 4.32G 0.01102 0.009259 0.001632 84 640: 78%|#######7 | 31/40 [00:05<00:01, 5.26it/s] 331/499 4.32G 0.01099 0.009261 0.001633 85 640: 78%|#######7 | 31/40 [00:06<00:01, 5.26it/s] 331/499 4.32G 0.01099 0.009261 0.001633 85 640: 80%|######## | 32/40 [00:06<00:01, 5.33it/s] 331/499 4.32G 0.01101 0.00935 0.001696 99 640: 80%|######## | 32/40 [00:06<00:01, 5.33it/s] 331/499 4.32G 0.01101 0.00935 0.001696 99 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 331/499 4.32G 0.01101 0.009334 0.001693 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 331/499 4.32G 0.01101 0.009334 0.001693 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 331/499 4.32G 0.01099 0.009392 0.001675 82 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 331/499 4.32G 0.01099 0.009392 0.001675 82 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 331/499 4.32G 0.01096 0.009357 0.00167 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 331/499 4.32G 0.01096 0.009357 0.00167 71 640: 90%|######### | 36/40 [00:06<00:00, 5.19it/s] 331/499 4.32G 0.01096 0.009414 0.001664 90 640: 90%|######### | 36/40 [00:07<00:00, 5.19it/s] 331/499 4.32G 0.01096 0.009414 0.001664 90 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 331/499 4.32G 0.01094 0.009406 0.001629 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 331/499 4.32G 0.01094 0.009406 0.001629 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 331/499 4.32G 0.01096 0.009445 0.001622 76 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 331/499 4.32G 0.01096 0.009445 0.001622 76 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 331/499 4.32G 0.01102 0.009405 0.00174 28 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 331/499 4.32G 0.01102 0.009405 0.00174 28 640: 100%|##########| 40/40 [00:07<00:00, 5.39it/s] 331/499 4.32G 0.01102 0.009405 0.00174 28 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.869 0.853 0.869 0.762 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 332/499 4.32G 0.01124 0.008168 0.0009693 68 640: 0%| | 0/40 [00:00<?, ?it/s] 332/499 4.32G 0.01124 0.008168 0.0009693 68 640: 2%|2 | 1/40 [00:00<00:06, 5.63it/s] 332/499 4.32G 0.0108 0.008726 0.002367 65 640: 2%|2 | 1/40 [00:00<00:06, 5.63it/s] 332/499 4.32G 0.0108 0.008726 0.002367 65 640: 5%|5 | 2/40 [00:00<00:07, 5.22it/s] 332/499 4.32G 0.01087 0.008972 0.001665 78 640: 5%|5 | 2/40 [00:00<00:07, 5.22it/s] 332/499 4.32G 0.01087 0.008972 0.001665 78 640: 8%|7 | 3/40 [00:00<00:06, 5.36it/s] 332/499 4.32G 0.0116 0.009039 0.00172 59 640: 8%|7 | 3/40 [00:00<00:06, 5.36it/s] 332/499 4.32G 0.0116 0.009039 0.00172 59 640: 10%|# | 4/40 [00:00<00:06, 5.43it/s] 332/499 4.32G 0.01125 0.009394 0.00213 95 640: 10%|# | 4/40 [00:00<00:06, 5.43it/s] 332/499 4.32G 0.01125 0.009394 0.00213 95 640: 12%|#2 | 5/40 [00:00<00:06, 5.24it/s] 332/499 4.32G 0.01145 0.009502 0.002313 74 640: 12%|#2 | 5/40 [00:01<00:06, 5.24it/s] 332/499 4.32G 0.01145 0.009502 0.002313 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 332/499 4.32G 0.01139 0.009207 0.002039 57 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 332/499 4.32G 0.01139 0.009207 0.002039 57 640: 18%|#7 | 7/40 [00:01<00:06, 5.36it/s] 332/499 4.32G 0.01156 0.009295 0.001957 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.36it/s] 332/499 4.32G 0.01156 0.009295 0.001957 69 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 332/499 4.32G 0.01149 0.009358 0.002078 79 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 332/499 4.32G 0.01149 0.009358 0.002078 79 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 332/499 4.32G 0.01149 0.009624 0.001964 84 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 332/499 4.32G 0.01149 0.009624 0.001964 84 640: 25%|##5 | 10/40 [00:01<00:05, 5.35it/s] 332/499 4.32G 0.01149 0.009599 0.001838 77 640: 25%|##5 | 10/40 [00:02<00:05, 5.35it/s] 332/499 4.32G 0.01149 0.009599 0.001838 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.22it/s] 332/499 4.32G 0.01146 0.009412 0.001818 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.22it/s] 332/499 4.32G 0.01146 0.009412 0.001818 68 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 332/499 4.32G 0.01142 0.009515 0.001799 77 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 332/499 4.32G 0.01142 0.009515 0.001799 77 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 332/499 4.32G 0.01137 0.00951 0.001794 79 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 332/499 4.32G 0.01137 0.00951 0.001794 79 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 332/499 4.32G 0.01134 0.009502 0.00172 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 332/499 4.32G 0.01134 0.009502 0.00172 76 640: 38%|###7 | 15/40 [00:02<00:04, 5.31it/s] 332/499 4.32G 0.01128 0.009456 0.001648 68 640: 38%|###7 | 15/40 [00:03<00:04, 5.31it/s] 332/499 4.32G 0.01128 0.009456 0.001648 68 640: 40%|#### | 16/40 [00:03<00:04, 5.37it/s] 332/499 4.32G 0.01138 0.009391 0.001777 68 640: 40%|#### | 16/40 [00:03<00:04, 5.37it/s] 332/499 4.32G 0.01138 0.009391 0.001777 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 332/499 4.32G 0.01148 0.009319 0.001802 59 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 332/499 4.32G 0.01148 0.009319 0.001802 59 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 332/499 4.32G 0.01145 0.00932 0.001849 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 332/499 4.32G 0.01145 0.00932 0.001849 72 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 332/499 4.32G 0.0115 0.009319 0.002076 67 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 332/499 4.32G 0.0115 0.009319 0.002076 67 640: 50%|##### | 20/40 [00:03<00:03, 5.20it/s] 332/499 4.32G 0.01147 0.009285 0.002042 74 640: 50%|##### | 20/40 [00:03<00:03, 5.20it/s] 332/499 4.32G 0.01147 0.009285 0.002042 74 640: 52%|#####2 | 21/40 [00:03<00:03, 5.31it/s] 332/499 4.32G 0.01147 0.009319 0.001971 76 640: 52%|#####2 | 21/40 [00:04<00:03, 5.31it/s] 332/499 4.32G 0.01147 0.009319 0.001971 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.36it/s] 332/499 4.32G 0.01148 0.009362 0.001904 78 640: 55%|#####5 | 22/40 [00:04<00:03, 5.36it/s] 332/499 4.32G 0.01148 0.009362 0.001904 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 332/499 4.32G 0.01148 0.009389 0.001858 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 332/499 4.32G 0.01148 0.009389 0.001858 73 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 332/499 4.32G 0.01146 0.009384 0.001822 77 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 332/499 4.32G 0.01146 0.009384 0.001822 77 640: 62%|######2 | 25/40 [00:04<00:02, 5.37it/s] 332/499 4.32G 0.01141 0.009348 0.001756 67 640: 62%|######2 | 25/40 [00:04<00:02, 5.37it/s] 332/499 4.32G 0.01141 0.009348 0.001756 67 640: 65%|######5 | 26/40 [00:04<00:02, 5.18it/s] 332/499 4.32G 0.01144 0.009409 0.001872 83 640: 65%|######5 | 26/40 [00:05<00:02, 5.18it/s] 332/499 4.32G 0.01144 0.009409 0.001872 83 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 332/499 4.32G 0.01143 0.009453 0.001878 81 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 332/499 4.32G 0.01143 0.009453 0.001878 81 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 332/499 4.32G 0.0114 0.009458 0.001851 73 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 332/499 4.32G 0.0114 0.009458 0.001851 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.13it/s] 332/499 4.32G 0.0114 0.009376 0.001803 63 640: 72%|#######2 | 29/40 [00:05<00:02, 5.13it/s] 332/499 4.32G 0.0114 0.009376 0.001803 63 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 332/499 4.32G 0.01146 0.009382 0.001798 61 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 332/499 4.32G 0.01146 0.009382 0.001798 61 640: 78%|#######7 | 31/40 [00:05<00:01, 5.26it/s] 332/499 4.32G 0.01148 0.009382 0.001795 79 640: 78%|#######7 | 31/40 [00:06<00:01, 5.26it/s] 332/499 4.32G 0.01148 0.009382 0.001795 79 640: 80%|######## | 32/40 [00:06<00:01, 5.15it/s] 332/499 4.32G 0.01147 0.009409 0.001765 80 640: 80%|######## | 32/40 [00:06<00:01, 5.15it/s] 332/499 4.32G 0.01147 0.009409 0.001765 80 640: 82%|########2 | 33/40 [00:06<00:01, 5.24it/s] 332/499 4.32G 0.01148 0.009407 0.001766 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.24it/s] 332/499 4.32G 0.01148 0.009407 0.001766 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 332/499 4.32G 0.01144 0.009421 0.001727 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 332/499 4.32G 0.01144 0.009421 0.001727 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.16it/s] 332/499 4.32G 0.01139 0.009429 0.001722 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.16it/s] 332/499 4.32G 0.01139 0.009429 0.001722 74 640: 90%|######### | 36/40 [00:06<00:00, 5.24it/s] 332/499 4.32G 0.0114 0.009478 0.001709 74 640: 90%|######### | 36/40 [00:07<00:00, 5.24it/s] 332/499 4.32G 0.0114 0.009478 0.001709 74 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 332/499 4.32G 0.01137 0.009434 0.001738 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 332/499 4.32G 0.01137 0.009434 0.001738 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.19it/s] 332/499 4.32G 0.01137 0.009428 0.001915 73 640: 95%|#########5| 38/40 [00:07<00:00, 5.19it/s] 332/499 4.32G 0.01137 0.009428 0.001915 73 640: 98%|#########7| 39/40 [00:07<00:00, 5.28it/s] 332/499 4.32G 0.01134 0.009434 0.00198 39 640: 98%|#########7| 39/40 [00:07<00:00, 5.28it/s] 332/499 4.32G 0.01134 0.009434 0.00198 39 640: 100%|##########| 40/40 [00:07<00:00, 5.43it/s] 332/499 4.32G 0.01134 0.009434 0.00198 39 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.97it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s] all 132 263 0.836 0.859 0.879 0.769 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 333/499 4.32G 0.01093 0.009178 0.001258 80 640: 0%| | 0/40 [00:00<?, ?it/s] 333/499 4.32G 0.01093 0.009178 0.001258 80 640: 2%|2 | 1/40 [00:00<00:07, 5.01it/s] 333/499 4.32G 0.01151 0.01077 0.00196 81 640: 2%|2 | 1/40 [00:00<00:07, 5.01it/s] 333/499 4.32G 0.01151 0.01077 0.00196 81 640: 5%|5 | 2/40 [00:00<00:07, 5.29it/s] 333/499 4.32G 0.01126 0.009679 0.001868 61 640: 5%|5 | 2/40 [00:00<00:07, 5.29it/s] 333/499 4.32G 0.01126 0.009679 0.001868 61 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 333/499 4.32G 0.0112 0.009365 0.002179 69 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 333/499 4.32G 0.0112 0.009365 0.002179 69 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 333/499 4.32G 0.01154 0.009621 0.00291 81 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 333/499 4.32G 0.01154 0.009621 0.00291 81 640: 12%|#2 | 5/40 [00:00<00:06, 5.29it/s] 333/499 4.32G 0.01164 0.009783 0.002831 74 640: 12%|#2 | 5/40 [00:01<00:06, 5.29it/s] 333/499 4.32G 0.01164 0.009783 0.002831 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 333/499 4.32G 0.01197 0.01001 0.002501 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 333/499 4.32G 0.01197 0.01001 0.002501 72 640: 18%|#7 | 7/40 [00:01<00:06, 5.22it/s] 333/499 4.32G 0.01199 0.01004 0.002522 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.22it/s] 333/499 4.32G 0.01199 0.01004 0.002522 79 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 333/499 4.32G 0.01182 0.009887 0.002418 70 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 333/499 4.32G 0.01182 0.009887 0.002418 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.38it/s] 333/499 4.32G 0.01193 0.009789 0.002359 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.38it/s] 333/499 4.32G 0.01193 0.009789 0.002359 76 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 333/499 4.32G 0.01194 0.009789 0.002231 72 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 333/499 4.32G 0.01194 0.009789 0.002231 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 333/499 4.32G 0.01193 0.009678 0.002223 56 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 333/499 4.32G 0.01193 0.009678 0.002223 56 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 333/499 4.32G 0.01186 0.009522 0.002146 67 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 333/499 4.32G 0.01186 0.009522 0.002146 67 640: 32%|###2 | 13/40 [00:02<00:05, 5.19it/s] 333/499 4.32G 0.01187 0.009576 0.002123 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.19it/s] 333/499 4.32G 0.01187 0.009576 0.002123 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 333/499 4.32G 0.01181 0.00949 0.002117 68 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 333/499 4.32G 0.01181 0.00949 0.002117 68 640: 38%|###7 | 15/40 [00:02<00:04, 5.34it/s] 333/499 4.32G 0.01181 0.009588 0.002247 82 640: 38%|###7 | 15/40 [00:03<00:04, 5.34it/s] 333/499 4.32G 0.01181 0.009588 0.002247 82 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 333/499 4.32G 0.01188 0.009568 0.002176 65 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 333/499 4.32G 0.01188 0.009568 0.002176 65 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 333/499 4.32G 0.01175 0.009571 0.002242 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 333/499 4.32G 0.01175 0.009571 0.002242 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 333/499 4.32G 0.01167 0.00949 0.002275 71 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 333/499 4.32G 0.01167 0.00949 0.002275 71 640: 48%|####7 | 19/40 [00:03<00:04, 5.19it/s] 333/499 4.32G 0.01167 0.009507 0.002216 75 640: 48%|####7 | 19/40 [00:03<00:04, 5.19it/s] 333/499 4.32G 0.01167 0.009507 0.002216 75 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 333/499 4.32G 0.01169 0.009481 0.002157 64 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 333/499 4.32G 0.01169 0.009481 0.002157 64 640: 52%|#####2 | 21/40 [00:03<00:03, 5.37it/s] 333/499 4.32G 0.01177 0.009556 0.002089 80 640: 52%|#####2 | 21/40 [00:04<00:03, 5.37it/s] 333/499 4.32G 0.01177 0.009556 0.002089 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 333/499 4.32G 0.01166 0.009506 0.002108 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 333/499 4.32G 0.01166 0.009506 0.002108 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 333/499 4.32G 0.01166 0.009475 0.002272 60 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 333/499 4.32G 0.01166 0.009475 0.002272 60 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 333/499 4.32G 0.01172 0.009483 0.002292 65 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 333/499 4.32G 0.01172 0.009483 0.002292 65 640: 62%|######2 | 25/40 [00:04<00:02, 5.15it/s] 333/499 4.32G 0.01176 0.009438 0.002322 50 640: 62%|######2 | 25/40 [00:04<00:02, 5.15it/s] 333/499 4.32G 0.01176 0.009438 0.002322 50 640: 65%|######5 | 26/40 [00:04<00:02, 5.27it/s] 333/499 4.32G 0.0117 0.009392 0.002265 69 640: 65%|######5 | 26/40 [00:05<00:02, 5.27it/s] 333/499 4.32G 0.0117 0.009392 0.002265 69 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 333/499 4.32G 0.01166 0.009467 0.002211 90 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 333/499 4.32G 0.01166 0.009467 0.002211 90 640: 70%|####### | 28/40 [00:05<00:02, 5.19it/s] 333/499 4.32G 0.01164 0.009472 0.002167 83 640: 70%|####### | 28/40 [00:05<00:02, 5.19it/s] 333/499 4.32G 0.01164 0.009472 0.002167 83 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 333/499 4.32G 0.01164 0.009483 0.002153 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 333/499 4.32G 0.01164 0.009483 0.002153 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.35it/s] 333/499 4.32G 0.01167 0.009505 0.002135 70 640: 75%|#######5 | 30/40 [00:05<00:01, 5.35it/s] 333/499 4.32G 0.01167 0.009505 0.002135 70 640: 78%|#######7 | 31/40 [00:05<00:01, 5.14it/s] 333/499 4.32G 0.01176 0.009484 0.002136 62 640: 78%|#######7 | 31/40 [00:06<00:01, 5.14it/s] 333/499 4.32G 0.01176 0.009484 0.002136 62 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 333/499 4.32G 0.01174 0.009458 0.002093 68 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 333/499 4.32G 0.01174 0.009458 0.002093 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 333/499 4.32G 0.01173 0.009493 0.002111 83 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 333/499 4.32G 0.01173 0.009493 0.002111 83 640: 85%|########5 | 34/40 [00:06<00:01, 5.15it/s] 333/499 4.32G 0.01173 0.009546 0.00207 82 640: 85%|########5 | 34/40 [00:06<00:01, 5.15it/s] 333/499 4.32G 0.01173 0.009546 0.00207 82 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 333/499 4.32G 0.01169 0.00952 0.002088 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 333/499 4.32G 0.01169 0.00952 0.002088 71 640: 90%|######### | 36/40 [00:06<00:00, 5.33it/s] 333/499 4.32G 0.01173 0.00945 0.002063 57 640: 90%|######### | 36/40 [00:07<00:00, 5.33it/s] 333/499 4.32G 0.01173 0.00945 0.002063 57 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 333/499 4.32G 0.0117 0.00945 0.002043 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 333/499 4.32G 0.0117 0.00945 0.002043 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 333/499 4.32G 0.01171 0.009494 0.002089 76 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 333/499 4.32G 0.01171 0.009494 0.002089 76 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 333/499 4.32G 0.01167 0.009477 0.002053 45 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 333/499 4.32G 0.01167 0.009477 0.002053 45 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] 333/499 4.32G 0.01167 0.009477 0.002053 45 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.97it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.54it/s] all 132 263 0.832 0.864 0.88 0.77 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 334/499 4.32G 0.01055 0.008969 0.002861 77 640: 0%| | 0/40 [00:00<?, ?it/s] 334/499 4.32G 0.01055 0.008969 0.002861 77 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 334/499 4.32G 0.01097 0.008847 0.001749 61 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 334/499 4.32G 0.01097 0.008847 0.001749 61 640: 5%|5 | 2/40 [00:00<00:06, 5.55it/s] 334/499 4.32G 0.01125 0.009458 0.001431 71 640: 5%|5 | 2/40 [00:00<00:06, 5.55it/s] 334/499 4.32G 0.01125 0.009458 0.001431 71 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 334/499 4.32G 0.01185 0.009514 0.001606 67 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 334/499 4.32G 0.01185 0.009514 0.001606 67 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 334/499 4.32G 0.01189 0.01004 0.001502 96 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 334/499 4.32G 0.01189 0.01004 0.001502 96 640: 12%|#2 | 5/40 [00:00<00:06, 5.38it/s] 334/499 4.32G 0.01193 0.01026 0.001792 83 640: 12%|#2 | 5/40 [00:01<00:06, 5.38it/s] 334/499 4.32G 0.01193 0.01026 0.001792 83 640: 15%|#5 | 6/40 [00:01<00:06, 5.16it/s] 334/499 4.32G 0.01187 0.01007 0.002255 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.16it/s] 334/499 4.32G 0.01187 0.01007 0.002255 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.28it/s] 334/499 4.32G 0.01174 0.01031 0.002111 94 640: 18%|#7 | 7/40 [00:01<00:06, 5.28it/s] 334/499 4.32G 0.01174 0.01031 0.002111 94 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 334/499 4.32G 0.01178 0.01018 0.00232 71 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 334/499 4.32G 0.01178 0.01018 0.00232 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 334/499 4.32G 0.01171 0.01016 0.002255 82 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 334/499 4.32G 0.01171 0.01016 0.002255 82 640: 25%|##5 | 10/40 [00:01<00:05, 5.30it/s] 334/499 4.32G 0.01182 0.01033 0.00236 78 640: 25%|##5 | 10/40 [00:02<00:05, 5.30it/s] 334/499 4.32G 0.01182 0.01033 0.00236 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.36it/s] 334/499 4.32G 0.01182 0.01013 0.002405 64 640: 28%|##7 | 11/40 [00:02<00:05, 5.36it/s] 334/499 4.32G 0.01182 0.01013 0.002405 64 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 334/499 4.32G 0.01163 0.00997 0.00237 67 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 334/499 4.32G 0.01163 0.00997 0.00237 67 640: 32%|###2 | 13/40 [00:02<00:05, 5.31it/s] 334/499 4.32G 0.01164 0.01003 0.002265 86 640: 32%|###2 | 13/40 [00:02<00:05, 5.31it/s] 334/499 4.32G 0.01164 0.01003 0.002265 86 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 334/499 4.32G 0.01156 0.01003 0.002459 87 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 334/499 4.32G 0.01156 0.01003 0.002459 87 640: 38%|###7 | 15/40 [00:02<00:04, 5.19it/s] 334/499 4.32G 0.01156 0.009918 0.002398 68 640: 38%|###7 | 15/40 [00:03<00:04, 5.19it/s] 334/499 4.32G 0.01156 0.009918 0.002398 68 640: 40%|#### | 16/40 [00:03<00:04, 5.29it/s] 334/499 4.32G 0.01146 0.009891 0.002279 75 640: 40%|#### | 16/40 [00:03<00:04, 5.29it/s] 334/499 4.32G 0.01146 0.009891 0.002279 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.36it/s] 334/499 4.32G 0.01155 0.009951 0.002432 77 640: 42%|####2 | 17/40 [00:03<00:04, 5.36it/s] 334/499 4.32G 0.01155 0.009951 0.002432 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 334/499 4.32G 0.01146 0.009901 0.002353 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 334/499 4.32G 0.01146 0.009901 0.002353 79 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 334/499 4.32G 0.01149 0.009957 0.002333 84 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 334/499 4.32G 0.01149 0.009957 0.002333 84 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 334/499 4.32G 0.01145 0.009971 0.002231 76 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 334/499 4.32G 0.01145 0.009971 0.002231 76 640: 52%|#####2 | 21/40 [00:03<00:03, 5.15it/s] 334/499 4.32G 0.01145 0.009982 0.00227 81 640: 52%|#####2 | 21/40 [00:04<00:03, 5.15it/s] 334/499 4.32G 0.01145 0.009982 0.00227 81 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 334/499 4.32G 0.01145 0.009977 0.00226 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 334/499 4.32G 0.01145 0.009977 0.00226 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 334/499 4.32G 0.01147 0.009867 0.002219 48 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 334/499 4.32G 0.01147 0.009867 0.002219 48 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 334/499 4.32G 0.01143 0.009845 0.002193 82 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 334/499 4.32G 0.01143 0.009845 0.002193 82 640: 62%|######2 | 25/40 [00:04<00:02, 5.26it/s] 334/499 4.32G 0.0114 0.009817 0.002173 66 640: 62%|######2 | 25/40 [00:04<00:02, 5.26it/s] 334/499 4.32G 0.0114 0.009817 0.002173 66 640: 65%|######5 | 26/40 [00:04<00:02, 5.31it/s] 334/499 4.32G 0.01144 0.009936 0.00216 88 640: 65%|######5 | 26/40 [00:05<00:02, 5.31it/s] 334/499 4.32G 0.01144 0.009936 0.00216 88 640: 68%|######7 | 27/40 [00:05<00:02, 5.10it/s] 334/499 4.32G 0.01145 0.009938 0.002307 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.10it/s] 334/499 4.32G 0.01145 0.009938 0.002307 70 640: 70%|####### | 28/40 [00:05<00:02, 5.11it/s] 334/499 4.32G 0.01141 0.009971 0.00225 86 640: 70%|####### | 28/40 [00:05<00:02, 5.11it/s] 334/499 4.32G 0.01141 0.009971 0.00225 86 640: 72%|#######2 | 29/40 [00:05<00:02, 5.16it/s] 334/499 4.32G 0.0114 0.009889 0.002309 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.16it/s] 334/499 4.32G 0.0114 0.009889 0.002309 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.10it/s] 334/499 4.32G 0.01145 0.009953 0.00232 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.10it/s] 334/499 4.32G 0.01145 0.009953 0.00232 81 640: 78%|#######7 | 31/40 [00:05<00:01, 5.18it/s] 334/499 4.32G 0.01144 0.009946 0.002271 80 640: 78%|#######7 | 31/40 [00:06<00:01, 5.18it/s] 334/499 4.32G 0.01144 0.009946 0.002271 80 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 334/499 4.32G 0.01141 0.009931 0.002268 83 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 334/499 4.32G 0.01141 0.009931 0.002268 83 640: 82%|########2 | 33/40 [00:06<00:01, 5.13it/s] 334/499 4.32G 0.01137 0.00987 0.002229 70 640: 82%|########2 | 33/40 [00:06<00:01, 5.13it/s] 334/499 4.32G 0.01137 0.00987 0.002229 70 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 334/499 4.32G 0.01134 0.009818 0.002235 72 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 334/499 4.32G 0.01134 0.009818 0.002235 72 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 334/499 4.32G 0.01138 0.009772 0.00228 66 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 334/499 4.32G 0.01138 0.009772 0.00228 66 640: 90%|######### | 36/40 [00:06<00:00, 5.16it/s] 334/499 4.32G 0.01135 0.009772 0.002226 81 640: 90%|######### | 36/40 [00:07<00:00, 5.16it/s] 334/499 4.32G 0.01135 0.009772 0.002226 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.23it/s] 334/499 4.32G 0.01134 0.009743 0.00218 66 640: 92%|#########2| 37/40 [00:07<00:00, 5.23it/s] 334/499 4.32G 0.01134 0.009743 0.00218 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 334/499 4.32G 0.01134 0.009694 0.002156 61 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 334/499 4.32G 0.01134 0.009694 0.002156 61 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 334/499 4.32G 0.01129 0.009677 0.002149 39 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 334/499 4.32G 0.01129 0.009677 0.002149 39 640: 100%|##########| 40/40 [00:07<00:00, 5.38it/s] 334/499 4.32G 0.01129 0.009677 0.002149 39 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s] all 132 263 0.844 0.863 0.884 0.781 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 335/499 4.32G 0.01107 0.01011 0.0003303 73 640: 0%| | 0/40 [00:00<?, ?it/s] 335/499 4.32G 0.01107 0.01011 0.0003303 73 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 335/499 4.32G 0.01251 0.01085 0.002091 81 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 335/499 4.32G 0.01251 0.01085 0.002091 81 640: 5%|5 | 2/40 [00:00<00:07, 5.15it/s] 335/499 4.32G 0.01154 0.01009 0.001559 73 640: 5%|5 | 2/40 [00:00<00:07, 5.15it/s] 335/499 4.32G 0.01154 0.01009 0.001559 73 640: 8%|7 | 3/40 [00:00<00:07, 4.75it/s] 335/499 4.32G 0.01125 0.0102 0.001276 86 640: 8%|7 | 3/40 [00:00<00:07, 4.75it/s] 335/499 4.32G 0.01125 0.0102 0.001276 86 640: 10%|# | 4/40 [00:00<00:07, 5.05it/s] 335/499 4.32G 0.01085 0.00991 0.001146 69 640: 10%|# | 4/40 [00:00<00:07, 5.05it/s] 335/499 4.32G 0.01085 0.00991 0.001146 69 640: 12%|#2 | 5/40 [00:00<00:06, 5.01it/s] 335/499 4.32G 0.01107 0.009944 0.001245 80 640: 12%|#2 | 5/40 [00:01<00:06, 5.01it/s] 335/499 4.32G 0.01107 0.009944 0.001245 80 640: 15%|#5 | 6/40 [00:01<00:06, 5.17it/s] 335/499 4.32G 0.011 0.009792 0.001332 60 640: 15%|#5 | 6/40 [00:01<00:06, 5.17it/s] 335/499 4.32G 0.011 0.009792 0.001332 60 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 335/499 4.32G 0.01115 0.009816 0.001543 75 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 335/499 4.32G 0.01115 0.009816 0.001543 75 640: 20%|## | 8/40 [00:01<00:06, 5.11it/s] 335/499 4.32G 0.01116 0.009701 0.001832 65 640: 20%|## | 8/40 [00:01<00:06, 5.11it/s] 335/499 4.32G 0.01116 0.009701 0.001832 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.17it/s] 335/499 4.32G 0.01123 0.009663 0.001933 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.17it/s] 335/499 4.32G 0.01123 0.009663 0.001933 68 640: 25%|##5 | 10/40 [00:01<00:05, 5.25it/s] 335/499 4.32G 0.01123 0.009689 0.00184 80 640: 25%|##5 | 10/40 [00:02<00:05, 5.25it/s] 335/499 4.32G 0.01123 0.009689 0.00184 80 640: 28%|##7 | 11/40 [00:02<00:05, 5.14it/s] 335/499 4.32G 0.01112 0.009687 0.001741 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.14it/s] 335/499 4.32G 0.01112 0.009687 0.001741 77 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 335/499 4.32G 0.01105 0.009513 0.001702 62 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 335/499 4.32G 0.01105 0.009513 0.001702 62 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 335/499 4.32G 0.01105 0.009554 0.00165 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 335/499 4.32G 0.01105 0.009554 0.00165 76 640: 35%|###5 | 14/40 [00:02<00:05, 5.09it/s] 335/499 4.32G 0.01105 0.00942 0.001598 59 640: 35%|###5 | 14/40 [00:02<00:05, 5.09it/s] 335/499 4.32G 0.01105 0.00942 0.001598 59 640: 38%|###7 | 15/40 [00:02<00:04, 5.16it/s] 335/499 4.32G 0.01107 0.009509 0.0016 90 640: 38%|###7 | 15/40 [00:03<00:04, 5.16it/s] 335/499 4.32G 0.01107 0.009509 0.0016 90 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 335/499 4.32G 0.01115 0.009752 0.001762 100 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 335/499 4.32G 0.01115 0.009752 0.001762 100 640: 42%|####2 | 17/40 [00:03<00:04, 5.18it/s] 335/499 4.32G 0.01122 0.009716 0.001726 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.18it/s] 335/499 4.32G 0.01122 0.009716 0.001726 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 335/499 4.32G 0.01121 0.009617 0.001721 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 335/499 4.32G 0.01121 0.009617 0.001721 66 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 335/499 4.32G 0.01122 0.009646 0.001714 70 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 335/499 4.32G 0.01122 0.009646 0.001714 70 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 335/499 4.32G 0.0113 0.0096 0.001872 66 640: 50%|##### | 20/40 [00:04<00:03, 5.23it/s] 335/499 4.32G 0.0113 0.0096 0.001872 66 640: 52%|#####2 | 21/40 [00:04<00:03, 5.31it/s] 335/499 4.32G 0.01132 0.009691 0.001832 85 640: 52%|#####2 | 21/40 [00:04<00:03, 5.31it/s] 335/499 4.32G 0.01132 0.009691 0.001832 85 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 335/499 4.32G 0.01126 0.009657 0.001831 87 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 335/499 4.32G 0.01126 0.009657 0.001831 87 640: 57%|#####7 | 23/40 [00:04<00:03, 5.06it/s] 335/499 4.32G 0.01124 0.009668 0.001807 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.06it/s] 335/499 4.32G 0.01124 0.009668 0.001807 78 640: 60%|###### | 24/40 [00:04<00:03, 5.18it/s] 335/499 4.32G 0.01126 0.009655 0.00179 77 640: 60%|###### | 24/40 [00:04<00:03, 5.18it/s] 335/499 4.32G 0.01126 0.009655 0.00179 77 640: 62%|######2 | 25/40 [00:04<00:02, 5.20it/s] 335/499 4.32G 0.01123 0.009624 0.001878 72 640: 62%|######2 | 25/40 [00:05<00:02, 5.20it/s] 335/499 4.32G 0.01123 0.009624 0.001878 72 640: 65%|######5 | 26/40 [00:05<00:02, 5.09it/s] 335/499 4.32G 0.01124 0.009618 0.001904 71 640: 65%|######5 | 26/40 [00:05<00:02, 5.09it/s] 335/499 4.32G 0.01124 0.009618 0.001904 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 335/499 4.32G 0.01121 0.009638 0.001879 81 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 335/499 4.32G 0.01121 0.009638 0.001879 81 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 335/499 4.32G 0.0112 0.009536 0.001905 64 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 335/499 4.32G 0.0112 0.009536 0.001905 64 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 335/499 4.32G 0.01122 0.009529 0.001904 70 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 335/499 4.32G 0.01122 0.009529 0.001904 70 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 335/499 4.32G 0.01124 0.009459 0.001875 54 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 335/499 4.32G 0.01124 0.009459 0.001875 54 640: 78%|#######7 | 31/40 [00:05<00:01, 5.29it/s] 335/499 4.32G 0.0113 0.009535 0.001931 81 640: 78%|#######7 | 31/40 [00:06<00:01, 5.29it/s] 335/499 4.32G 0.0113 0.009535 0.001931 81 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 335/499 4.32G 0.01132 0.009539 0.001882 76 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 335/499 4.32G 0.01132 0.009539 0.001882 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 335/499 4.32G 0.01131 0.009558 0.001864 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 335/499 4.32G 0.01131 0.009558 0.001864 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.35it/s] 335/499 4.32G 0.01134 0.009542 0.001857 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.35it/s] 335/499 4.32G 0.01134 0.009542 0.001857 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 335/499 4.32G 0.01131 0.009587 0.001895 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 335/499 4.32G 0.01131 0.009587 0.001895 81 640: 90%|######### | 36/40 [00:06<00:00, 5.27it/s] 335/499 4.32G 0.01134 0.009561 0.001912 62 640: 90%|######### | 36/40 [00:07<00:00, 5.27it/s] 335/499 4.32G 0.01134 0.009561 0.001912 62 640: 92%|#########2| 37/40 [00:07<00:00, 5.31it/s] 335/499 4.32G 0.01132 0.009555 0.001876 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.31it/s] 335/499 4.32G 0.01132 0.009555 0.001876 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.17it/s] 335/499 4.32G 0.0114 0.009537 0.001895 64 640: 95%|#########5| 38/40 [00:07<00:00, 5.17it/s] 335/499 4.32G 0.0114 0.009537 0.001895 64 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 335/499 4.32G 0.01157 0.009634 0.001889 36 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 335/499 4.32G 0.01157 0.009634 0.001889 36 640: 100%|##########| 40/40 [00:07<00:00, 5.38it/s] 335/499 4.32G 0.01157 0.009634 0.001889 36 640: 100%|##########| 40/40 [00:07<00:00, 5.22it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.81it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.43it/s] all 132 263 0.838 0.893 0.884 0.771 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 336/499 4.32G 0.01482 0.008794 0.005689 55 640: 0%| | 0/40 [00:00<?, ?it/s] 336/499 4.32G 0.01482 0.008794 0.005689 55 640: 2%|2 | 1/40 [00:00<00:07, 4.93it/s] 336/499 4.32G 0.01254 0.008904 0.003196 74 640: 2%|2 | 1/40 [00:00<00:07, 4.93it/s] 336/499 4.32G 0.01254 0.008904 0.003196 74 640: 5%|5 | 2/40 [00:00<00:07, 5.28it/s] 336/499 4.32G 0.01225 0.009562 0.002449 79 640: 5%|5 | 2/40 [00:00<00:07, 5.28it/s] 336/499 4.32G 0.01225 0.009562 0.002449 79 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 336/499 4.32G 0.01256 0.009661 0.002913 66 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 336/499 4.32G 0.01256 0.009661 0.002913 66 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 336/499 4.32G 0.01239 0.009554 0.00305 74 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 336/499 4.32G 0.01239 0.009554 0.00305 74 640: 12%|#2 | 5/40 [00:00<00:06, 5.33it/s] 336/499 4.32G 0.01202 0.009296 0.002587 70 640: 12%|#2 | 5/40 [00:01<00:06, 5.33it/s] 336/499 4.32G 0.01202 0.009296 0.002587 70 640: 15%|#5 | 6/40 [00:01<00:06, 5.39it/s] 336/499 4.32G 0.01207 0.009444 0.00238 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.39it/s] 336/499 4.32G 0.01207 0.009444 0.00238 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.20it/s] 336/499 4.32G 0.0119 0.009281 0.002316 59 640: 18%|#7 | 7/40 [00:01<00:06, 5.20it/s] 336/499 4.32G 0.0119 0.009281 0.002316 59 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 336/499 4.32G 0.01161 0.009277 0.002122 75 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 336/499 4.32G 0.01161 0.009277 0.002122 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.38it/s] 336/499 4.32G 0.01167 0.009163 0.00216 60 640: 22%|##2 | 9/40 [00:01<00:05, 5.38it/s] 336/499 4.32G 0.01167 0.009163 0.00216 60 640: 25%|##5 | 10/40 [00:01<00:05, 5.24it/s] 336/499 4.32G 0.01156 0.009056 0.002142 61 640: 25%|##5 | 10/40 [00:02<00:05, 5.24it/s] 336/499 4.32G 0.01156 0.009056 0.002142 61 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 336/499 4.32G 0.01153 0.009165 0.002076 76 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 336/499 4.32G 0.01153 0.009165 0.002076 76 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 336/499 4.32G 0.01147 0.00922 0.002012 80 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 336/499 4.32G 0.01147 0.00922 0.002012 80 640: 32%|###2 | 13/40 [00:02<00:05, 5.23it/s] 336/499 4.32G 0.01159 0.009492 0.00194 86 640: 32%|###2 | 13/40 [00:02<00:05, 5.23it/s] 336/499 4.32G 0.01159 0.009492 0.00194 86 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 336/499 4.32G 0.01147 0.009374 0.001864 65 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 336/499 4.32G 0.01147 0.009374 0.001864 65 640: 38%|###7 | 15/40 [00:02<00:04, 5.32it/s] 336/499 4.32G 0.0115 0.009342 0.00183 63 640: 38%|###7 | 15/40 [00:03<00:04, 5.32it/s] 336/499 4.32G 0.0115 0.009342 0.00183 63 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 336/499 4.32G 0.01145 0.009331 0.001973 62 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 336/499 4.32G 0.01145 0.009331 0.001973 62 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 336/499 4.32G 0.0114 0.00942 0.001942 83 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 336/499 4.32G 0.0114 0.00942 0.001942 83 640: 45%|####5 | 18/40 [00:03<00:04, 5.37it/s] 336/499 4.32G 0.0114 0.009374 0.001925 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.37it/s] 336/499 4.32G 0.0114 0.009374 0.001925 68 640: 48%|####7 | 19/40 [00:03<00:04, 5.19it/s] 336/499 4.32G 0.01144 0.009302 0.001906 64 640: 48%|####7 | 19/40 [00:03<00:04, 5.19it/s] 336/499 4.32G 0.01144 0.009302 0.001906 64 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 336/499 4.32G 0.01144 0.00928 0.002004 71 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 336/499 4.32G 0.01144 0.00928 0.002004 71 640: 52%|#####2 | 21/40 [00:03<00:03, 5.34it/s] 336/499 4.32G 0.01138 0.009325 0.002011 80 640: 52%|#####2 | 21/40 [00:04<00:03, 5.34it/s] 336/499 4.32G 0.01138 0.009325 0.002011 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.20it/s] 336/499 4.32G 0.01133 0.009303 0.002096 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.20it/s] 336/499 4.32G 0.01133 0.009303 0.002096 80 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 336/499 4.32G 0.01133 0.009291 0.002031 65 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 336/499 4.32G 0.01133 0.009291 0.002031 65 640: 60%|###### | 24/40 [00:04<00:02, 5.34it/s] 336/499 4.32G 0.01135 0.00931 0.002054 69 640: 60%|###### | 24/40 [00:04<00:02, 5.34it/s] 336/499 4.32G 0.01135 0.00931 0.002054 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 336/499 4.32G 0.01137 0.009252 0.002097 66 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 336/499 4.32G 0.01137 0.009252 0.002097 66 640: 65%|######5 | 26/40 [00:04<00:02, 5.28it/s] 336/499 4.32G 0.01131 0.009209 0.002088 60 640: 65%|######5 | 26/40 [00:05<00:02, 5.28it/s] 336/499 4.32G 0.01131 0.009209 0.002088 60 640: 68%|######7 | 27/40 [00:05<00:02, 5.35it/s] 336/499 4.32G 0.01133 0.009238 0.002096 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.35it/s] 336/499 4.32G 0.01133 0.009238 0.002096 79 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 336/499 4.32G 0.01134 0.009269 0.002049 79 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 336/499 4.32G 0.01134 0.009269 0.002049 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 336/499 4.32G 0.01132 0.009233 0.002021 63 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 336/499 4.32G 0.01132 0.009233 0.002021 63 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 336/499 4.32G 0.01133 0.009263 0.002071 78 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 336/499 4.32G 0.01133 0.009263 0.002071 78 640: 78%|#######7 | 31/40 [00:05<00:01, 5.17it/s] 336/499 4.32G 0.01131 0.00927 0.002018 74 640: 78%|#######7 | 31/40 [00:06<00:01, 5.17it/s] 336/499 4.32G 0.01131 0.00927 0.002018 74 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 336/499 4.32G 0.01129 0.009369 0.002004 88 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 336/499 4.32G 0.01129 0.009369 0.002004 88 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 336/499 4.32G 0.01127 0.009308 0.001962 59 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 336/499 4.32G 0.01127 0.009308 0.001962 59 640: 85%|########5 | 34/40 [00:06<00:01, 5.18it/s] 336/499 4.32G 0.01129 0.009358 0.001957 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.18it/s] 336/499 4.32G 0.01129 0.009358 0.001957 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 336/499 4.32G 0.0113 0.009371 0.001959 72 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 336/499 4.32G 0.0113 0.009371 0.001959 72 640: 90%|######### | 36/40 [00:06<00:00, 5.34it/s] 336/499 4.32G 0.01131 0.009427 0.001923 86 640: 90%|######### | 36/40 [00:07<00:00, 5.34it/s] 336/499 4.32G 0.01131 0.009427 0.001923 86 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 336/499 4.32G 0.01129 0.009422 0.001906 70 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 336/499 4.32G 0.01129 0.009422 0.001906 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 336/499 4.32G 0.01127 0.009448 0.001978 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 336/499 4.32G 0.01127 0.009448 0.001978 70 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 336/499 4.32G 0.01128 0.009485 0.00194 41 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 336/499 4.32G 0.01128 0.009485 0.00194 41 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] 336/499 4.32G 0.01128 0.009485 0.00194 41 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.87 0.828 0.878 0.776 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 337/499 4.32G 0.009376 0.00765 0.0002881 75 640: 0%| | 0/40 [00:00<?, ?it/s] 337/499 4.32G 0.009376 0.00765 0.0002881 75 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 337/499 4.32G 0.01155 0.008061 0.0006591 65 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 337/499 4.32G 0.01155 0.008061 0.0006591 65 640: 5%|5 | 2/40 [00:00<00:06, 5.49it/s] 337/499 4.32G 0.01088 0.00883 0.0008781 82 640: 5%|5 | 2/40 [00:00<00:06, 5.49it/s] 337/499 4.32G 0.01088 0.00883 0.0008781 82 640: 8%|7 | 3/40 [00:00<00:07, 5.17it/s] 337/499 4.32G 0.01118 0.009174 0.001333 82 640: 8%|7 | 3/40 [00:00<00:07, 5.17it/s] 337/499 4.32G 0.01118 0.009174 0.001333 82 640: 10%|# | 4/40 [00:00<00:06, 5.27it/s] 337/499 4.32G 0.01139 0.009435 0.001558 74 640: 10%|# | 4/40 [00:00<00:06, 5.27it/s] 337/499 4.32G 0.01139 0.009435 0.001558 74 640: 12%|#2 | 5/40 [00:00<00:06, 5.38it/s] 337/499 4.32G 0.0114 0.009365 0.001456 67 640: 12%|#2 | 5/40 [00:01<00:06, 5.38it/s] 337/499 4.32G 0.0114 0.009365 0.001456 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 337/499 4.32G 0.01119 0.009374 0.001487 85 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 337/499 4.32G 0.01119 0.009374 0.001487 85 640: 18%|#7 | 7/40 [00:01<00:06, 5.31it/s] 337/499 4.32G 0.01106 0.009348 0.001386 77 640: 18%|#7 | 7/40 [00:01<00:06, 5.31it/s] 337/499 4.32G 0.01106 0.009348 0.001386 77 640: 20%|## | 8/40 [00:01<00:05, 5.39it/s] 337/499 4.32G 0.01105 0.009344 0.001421 73 640: 20%|## | 8/40 [00:01<00:05, 5.39it/s] 337/499 4.32G 0.01105 0.009344 0.001421 73 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 337/499 4.32G 0.01099 0.009128 0.001415 62 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 337/499 4.32G 0.01099 0.009128 0.001415 62 640: 25%|##5 | 10/40 [00:01<00:05, 5.29it/s] 337/499 4.32G 0.01095 0.009004 0.00132 63 640: 25%|##5 | 10/40 [00:02<00:05, 5.29it/s] 337/499 4.32G 0.01095 0.009004 0.00132 63 640: 28%|##7 | 11/40 [00:02<00:05, 5.36it/s] 337/499 4.32G 0.0109 0.009075 0.001337 82 640: 28%|##7 | 11/40 [00:02<00:05, 5.36it/s] 337/499 4.32G 0.0109 0.009075 0.001337 82 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 337/499 4.32G 0.01087 0.009041 0.00125 71 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 337/499 4.32G 0.01087 0.009041 0.00125 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.28it/s] 337/499 4.32G 0.0109 0.009141 0.001381 90 640: 32%|###2 | 13/40 [00:02<00:05, 5.28it/s] 337/499 4.32G 0.0109 0.009141 0.001381 90 640: 35%|###5 | 14/40 [00:02<00:04, 5.33it/s] 337/499 4.32G 0.01084 0.009003 0.001442 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.33it/s] 337/499 4.32G 0.01084 0.009003 0.001442 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.22it/s] 337/499 4.32G 0.01073 0.008923 0.001499 74 640: 38%|###7 | 15/40 [00:03<00:04, 5.22it/s] 337/499 4.32G 0.01073 0.008923 0.001499 74 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 337/499 4.32G 0.01079 0.008804 0.001423 59 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 337/499 4.32G 0.01079 0.008804 0.001423 59 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 337/499 4.32G 0.01084 0.008804 0.001421 64 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 337/499 4.32G 0.01084 0.008804 0.001421 64 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 337/499 4.32G 0.01089 0.008883 0.001427 87 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 337/499 4.32G 0.01089 0.008883 0.001427 87 640: 48%|####7 | 19/40 [00:03<00:03, 5.28it/s] 337/499 4.32G 0.01078 0.008798 0.001368 71 640: 48%|####7 | 19/40 [00:03<00:03, 5.28it/s] 337/499 4.32G 0.01078 0.008798 0.001368 71 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 337/499 4.32G 0.01081 0.008899 0.00139 82 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 337/499 4.32G 0.01081 0.008899 0.00139 82 640: 52%|#####2 | 21/40 [00:03<00:03, 5.21it/s] 337/499 4.32G 0.0108 0.008951 0.001424 76 640: 52%|#####2 | 21/40 [00:04<00:03, 5.21it/s] 337/499 4.32G 0.0108 0.008951 0.001424 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 337/499 4.32G 0.01082 0.009023 0.001417 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 337/499 4.32G 0.01082 0.009023 0.001417 80 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 337/499 4.32G 0.01086 0.009038 0.001531 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 337/499 4.32G 0.01086 0.009038 0.001531 72 640: 60%|###### | 24/40 [00:04<00:03, 5.17it/s] 337/499 4.32G 0.01083 0.009022 0.001523 69 640: 60%|###### | 24/40 [00:04<00:03, 5.17it/s] 337/499 4.32G 0.01083 0.009022 0.001523 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 337/499 4.32G 0.01082 0.009058 0.001527 90 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 337/499 4.32G 0.01082 0.009058 0.001527 90 640: 65%|######5 | 26/40 [00:04<00:02, 5.30it/s] 337/499 4.32G 0.01079 0.009087 0.00148 78 640: 65%|######5 | 26/40 [00:05<00:02, 5.30it/s] 337/499 4.32G 0.01079 0.009087 0.00148 78 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 337/499 4.32G 0.01079 0.009117 0.001444 83 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 337/499 4.32G 0.01079 0.009117 0.001444 83 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 337/499 4.32G 0.01076 0.009105 0.001558 69 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 337/499 4.32G 0.01076 0.009105 0.001558 69 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 337/499 4.32G 0.01074 0.009068 0.001533 57 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 337/499 4.32G 0.01074 0.009068 0.001533 57 640: 75%|#######5 | 30/40 [00:05<00:01, 5.17it/s] 337/499 4.32G 0.01071 0.009088 0.001532 87 640: 75%|#######5 | 30/40 [00:05<00:01, 5.17it/s] 337/499 4.32G 0.01071 0.009088 0.001532 87 640: 78%|#######7 | 31/40 [00:05<00:01, 5.26it/s] 337/499 4.32G 0.01071 0.009138 0.001517 89 640: 78%|#######7 | 31/40 [00:06<00:01, 5.26it/s] 337/499 4.32G 0.01071 0.009138 0.001517 89 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 337/499 4.32G 0.01073 0.009154 0.001606 62 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 337/499 4.32G 0.01073 0.009154 0.001606 62 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 337/499 4.32G 0.0107 0.009124 0.001584 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 337/499 4.32G 0.0107 0.009124 0.001584 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 337/499 4.32G 0.0107 0.009204 0.001599 87 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 337/499 4.32G 0.0107 0.009204 0.001599 87 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 337/499 4.32G 0.01073 0.009217 0.001569 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 337/499 4.32G 0.01073 0.009217 0.001569 75 640: 90%|######### | 36/40 [00:06<00:00, 5.17it/s] 337/499 4.32G 0.01072 0.009234 0.001532 80 640: 90%|######### | 36/40 [00:07<00:00, 5.17it/s] 337/499 4.32G 0.01072 0.009234 0.001532 80 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 337/499 4.32G 0.01077 0.009223 0.001553 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 337/499 4.32G 0.01077 0.009223 0.001553 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 337/499 4.32G 0.01076 0.009189 0.001582 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 337/499 4.32G 0.01076 0.009189 0.001582 71 640: 98%|#########7| 39/40 [00:07<00:00, 5.15it/s] 337/499 4.32G 0.0108 0.009247 0.001569 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.15it/s] 337/499 4.32G 0.0108 0.009247 0.001569 38 640: 100%|##########| 40/40 [00:07<00:00, 5.35it/s] 337/499 4.32G 0.0108 0.009247 0.001569 38 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.874 0.829 0.864 0.77 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 338/499 4.32G 0.012 0.01064 0.001596 75 640: 0%| | 0/40 [00:00<?, ?it/s] 338/499 4.32G 0.012 0.01064 0.001596 75 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 338/499 4.32G 0.01025 0.008506 0.001256 60 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 338/499 4.32G 0.01025 0.008506 0.001256 60 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 338/499 4.32G 0.01019 0.008728 0.0009736 74 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 338/499 4.32G 0.01019 0.008728 0.0009736 74 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 338/499 4.32G 0.01071 0.008696 0.0008733 62 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 338/499 4.32G 0.01071 0.008696 0.0008733 62 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 338/499 4.32G 0.01083 0.009275 0.001364 81 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 338/499 4.32G 0.01083 0.009275 0.001364 81 640: 12%|#2 | 5/40 [00:00<00:06, 5.18it/s] 338/499 4.32G 0.01074 0.009178 0.001731 75 640: 12%|#2 | 5/40 [00:01<00:06, 5.18it/s] 338/499 4.32G 0.01074 0.009178 0.001731 75 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 338/499 4.32G 0.01069 0.009214 0.001852 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 338/499 4.32G 0.01069 0.009214 0.001852 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 338/499 4.32G 0.01061 0.009239 0.001724 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 338/499 4.32G 0.01061 0.009239 0.001724 79 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 338/499 4.32G 0.0106 0.009142 0.001672 73 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 338/499 4.32G 0.0106 0.009142 0.001672 73 640: 22%|##2 | 9/40 [00:01<00:05, 5.29it/s] 338/499 4.32G 0.0105 0.008986 0.001674 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.29it/s] 338/499 4.32G 0.0105 0.008986 0.001674 71 640: 25%|##5 | 10/40 [00:01<00:05, 5.35it/s] 338/499 4.32G 0.01051 0.009062 0.001596 81 640: 25%|##5 | 10/40 [00:02<00:05, 5.35it/s] 338/499 4.32G 0.01051 0.009062 0.001596 81 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 338/499 4.32G 0.01052 0.009087 0.001818 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 338/499 4.32G 0.01052 0.009087 0.001818 77 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 338/499 4.32G 0.01062 0.008938 0.001937 63 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 338/499 4.32G 0.01062 0.008938 0.001937 63 640: 32%|###2 | 13/40 [00:02<00:05, 5.38it/s] 338/499 4.32G 0.01065 0.009042 0.001873 86 640: 32%|###2 | 13/40 [00:02<00:05, 5.38it/s] 338/499 4.32G 0.01065 0.009042 0.001873 86 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 338/499 4.32G 0.0106 0.008882 0.001833 63 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 338/499 4.32G 0.0106 0.008882 0.001833 63 640: 38%|###7 | 15/40 [00:02<00:04, 5.31it/s] 338/499 4.32G 0.01066 0.008761 0.002008 63 640: 38%|###7 | 15/40 [00:03<00:04, 5.31it/s] 338/499 4.32G 0.01066 0.008761 0.002008 63 640: 40%|#### | 16/40 [00:03<00:04, 5.38it/s] 338/499 4.32G 0.01063 0.008833 0.001979 78 640: 40%|#### | 16/40 [00:03<00:04, 5.38it/s] 338/499 4.32G 0.01063 0.008833 0.001979 78 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 338/499 4.32G 0.01059 0.008917 0.001918 87 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 338/499 4.32G 0.01059 0.008917 0.001918 87 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 338/499 4.32G 0.01063 0.008905 0.001924 71 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 338/499 4.32G 0.01063 0.008905 0.001924 71 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 338/499 4.32G 0.01065 0.008918 0.002014 78 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 338/499 4.32G 0.01065 0.008918 0.002014 78 640: 50%|##### | 20/40 [00:03<00:03, 5.20it/s] 338/499 4.32G 0.01066 0.008936 0.001945 74 640: 50%|##### | 20/40 [00:03<00:03, 5.20it/s] 338/499 4.32G 0.01066 0.008936 0.001945 74 640: 52%|#####2 | 21/40 [00:03<00:03, 5.29it/s] 338/499 4.32G 0.01065 0.008981 0.001877 80 640: 52%|#####2 | 21/40 [00:04<00:03, 5.29it/s] 338/499 4.32G 0.01065 0.008981 0.001877 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 338/499 4.32G 0.01058 0.008969 0.001814 78 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 338/499 4.32G 0.01058 0.008969 0.001814 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 338/499 4.32G 0.0106 0.008919 0.00182 63 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 338/499 4.32G 0.0106 0.008919 0.00182 63 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 338/499 4.32G 0.01054 0.008874 0.00177 70 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 338/499 4.32G 0.01054 0.008874 0.00177 70 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 338/499 4.32G 0.01055 0.00898 0.001734 84 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 338/499 4.32G 0.01055 0.00898 0.001734 84 640: 65%|######5 | 26/40 [00:04<00:02, 5.21it/s] 338/499 4.32G 0.01055 0.009014 0.001732 80 640: 65%|######5 | 26/40 [00:05<00:02, 5.21it/s] 338/499 4.32G 0.01055 0.009014 0.001732 80 640: 68%|######7 | 27/40 [00:05<00:02, 5.27it/s] 338/499 4.32G 0.01059 0.009016 0.001734 75 640: 68%|######7 | 27/40 [00:05<00:02, 5.27it/s] 338/499 4.32G 0.01059 0.009016 0.001734 75 640: 70%|####### | 28/40 [00:05<00:02, 5.33it/s] 338/499 4.32G 0.0106 0.009036 0.001743 81 640: 70%|####### | 28/40 [00:05<00:02, 5.33it/s] 338/499 4.32G 0.0106 0.009036 0.001743 81 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 338/499 4.32G 0.01059 0.009029 0.001909 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 338/499 4.32G 0.01059 0.009029 0.001909 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 338/499 4.32G 0.01064 0.009059 0.001895 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 338/499 4.32G 0.01064 0.009059 0.001895 76 640: 78%|#######7 | 31/40 [00:05<00:01, 5.28it/s] 338/499 4.32G 0.01066 0.009167 0.00188 89 640: 78%|#######7 | 31/40 [00:06<00:01, 5.28it/s] 338/499 4.32G 0.01066 0.009167 0.00188 89 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 338/499 4.32G 0.01066 0.009166 0.001836 74 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 338/499 4.32G 0.01066 0.009166 0.001836 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 338/499 4.32G 0.01065 0.009261 0.001847 94 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 338/499 4.32G 0.01065 0.009261 0.001847 94 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 338/499 4.32G 0.01068 0.009281 0.001841 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 338/499 4.32G 0.01068 0.009281 0.001841 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.12it/s] 338/499 4.32G 0.01073 0.009337 0.001895 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.12it/s] 338/499 4.32G 0.01073 0.009337 0.001895 77 640: 90%|######### | 36/40 [00:06<00:00, 5.20it/s] 338/499 4.32G 0.01078 0.00929 0.002045 51 640: 90%|######### | 36/40 [00:07<00:00, 5.20it/s] 338/499 4.32G 0.01078 0.00929 0.002045 51 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 338/499 4.32G 0.01079 0.009239 0.002046 56 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 338/499 4.32G 0.01079 0.009239 0.002046 56 640: 95%|#########5| 38/40 [00:07<00:00, 5.15it/s] 338/499 4.32G 0.0108 0.009258 0.00203 73 640: 95%|#########5| 38/40 [00:07<00:00, 5.15it/s] 338/499 4.32G 0.0108 0.009258 0.00203 73 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 338/499 4.32G 0.01081 0.009384 0.002001 43 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 338/499 4.32G 0.01081 0.009384 0.002001 43 640: 100%|##########| 40/40 [00:07<00:00, 5.36it/s] 338/499 4.32G 0.01081 0.009384 0.002001 43 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s] all 132 263 0.874 0.86 0.87 0.766 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 339/499 4.32G 0.01078 0.008785 0.0004238 83 640: 0%| | 0/40 [00:00<?, ?it/s] 339/499 4.32G 0.01078 0.008785 0.0004238 83 640: 2%|2 | 1/40 [00:00<00:08, 4.87it/s] 339/499 4.32G 0.01076 0.008511 0.0007076 71 640: 2%|2 | 1/40 [00:00<00:08, 4.87it/s] 339/499 4.32G 0.01076 0.008511 0.0007076 71 640: 5%|5 | 2/40 [00:00<00:07, 5.27it/s] 339/499 4.32G 0.01103 0.009475 0.0009148 89 640: 5%|5 | 2/40 [00:00<00:07, 5.27it/s] 339/499 4.32G 0.01103 0.009475 0.0009148 89 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 339/499 4.32G 0.01082 0.009575 0.0007817 85 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 339/499 4.32G 0.01082 0.009575 0.0007817 85 640: 10%|# | 4/40 [00:00<00:06, 5.17it/s] 339/499 4.32G 0.01063 0.009865 0.0009359 88 640: 10%|# | 4/40 [00:00<00:06, 5.17it/s] 339/499 4.32G 0.01063 0.009865 0.0009359 88 640: 12%|#2 | 5/40 [00:00<00:06, 5.27it/s] 339/499 4.32G 0.01082 0.009733 0.001443 80 640: 12%|#2 | 5/40 [00:01<00:06, 5.27it/s] 339/499 4.32G 0.01082 0.009733 0.001443 80 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 339/499 4.32G 0.01081 0.009567 0.001488 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 339/499 4.32G 0.01081 0.009567 0.001488 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 339/499 4.32G 0.01082 0.00954 0.001501 64 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 339/499 4.32G 0.01082 0.00954 0.001501 64 640: 20%|## | 8/40 [00:01<00:06, 5.30it/s] 339/499 4.32G 0.01093 0.009708 0.001653 89 640: 20%|## | 8/40 [00:01<00:06, 5.30it/s] 339/499 4.32G 0.01093 0.009708 0.001653 89 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 339/499 4.32G 0.01099 0.009558 0.001815 59 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 339/499 4.32G 0.01099 0.009558 0.001815 59 640: 25%|##5 | 10/40 [00:01<00:05, 5.20it/s] 339/499 4.32G 0.01103 0.009584 0.001687 83 640: 25%|##5 | 10/40 [00:02<00:05, 5.20it/s] 339/499 4.32G 0.01103 0.009584 0.001687 83 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 339/499 4.32G 0.01121 0.009753 0.001629 80 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 339/499 4.32G 0.01121 0.009753 0.001629 80 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 339/499 4.32G 0.01114 0.009561 0.001771 55 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 339/499 4.32G 0.01114 0.009561 0.001771 55 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 339/499 4.32G 0.01121 0.009676 0.001849 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 339/499 4.32G 0.01121 0.009676 0.001849 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 339/499 4.32G 0.01112 0.009548 0.001837 62 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 339/499 4.32G 0.01112 0.009548 0.001837 62 640: 38%|###7 | 15/40 [00:02<00:04, 5.37it/s] 339/499 4.32G 0.01108 0.009533 0.001861 74 640: 38%|###7 | 15/40 [00:03<00:04, 5.37it/s] 339/499 4.32G 0.01108 0.009533 0.001861 74 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 339/499 4.32G 0.01116 0.00955 0.002003 81 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 339/499 4.32G 0.01116 0.00955 0.002003 81 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 339/499 4.32G 0.01122 0.009433 0.002098 60 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 339/499 4.32G 0.01122 0.009433 0.002098 60 640: 45%|####5 | 18/40 [00:03<00:04, 5.36it/s] 339/499 4.32G 0.01133 0.009434 0.002072 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.36it/s] 339/499 4.32G 0.01133 0.009434 0.002072 77 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 339/499 4.32G 0.01132 0.009467 0.002056 81 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 339/499 4.32G 0.01132 0.009467 0.002056 81 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 339/499 4.32G 0.01142 0.009493 0.00206 68 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 339/499 4.32G 0.01142 0.009493 0.00206 68 640: 52%|#####2 | 21/40 [00:03<00:03, 5.37it/s] 339/499 4.32G 0.01145 0.009513 0.002011 76 640: 52%|#####2 | 21/40 [00:04<00:03, 5.37it/s] 339/499 4.32G 0.01145 0.009513 0.002011 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 339/499 4.32G 0.01144 0.009483 0.001976 66 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 339/499 4.32G 0.01144 0.009483 0.001976 66 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 339/499 4.32G 0.01137 0.009466 0.001927 81 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 339/499 4.32G 0.01137 0.009466 0.001927 81 640: 60%|###### | 24/40 [00:04<00:02, 5.35it/s] 339/499 4.32G 0.01136 0.009381 0.001915 55 640: 60%|###### | 24/40 [00:04<00:02, 5.35it/s] 339/499 4.32G 0.01136 0.009381 0.001915 55 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 339/499 4.32G 0.01135 0.009438 0.001937 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 339/499 4.32G 0.01135 0.009438 0.001937 79 640: 65%|######5 | 26/40 [00:04<00:02, 5.25it/s] 339/499 4.32G 0.01137 0.009411 0.001913 71 640: 65%|######5 | 26/40 [00:05<00:02, 5.25it/s] 339/499 4.32G 0.01137 0.009411 0.001913 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 339/499 4.32G 0.0113 0.009358 0.001889 60 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 339/499 4.32G 0.0113 0.009358 0.001889 60 640: 70%|####### | 28/40 [00:05<00:02, 5.17it/s] 339/499 4.32G 0.01129 0.009451 0.001908 69 640: 70%|####### | 28/40 [00:05<00:02, 5.17it/s] 339/499 4.32G 0.01129 0.009451 0.001908 69 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 339/499 4.32G 0.01131 0.009518 0.001901 83 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 339/499 4.32G 0.01131 0.009518 0.001901 83 640: 75%|#######5 | 30/40 [00:05<00:01, 5.35it/s] 339/499 4.32G 0.01132 0.009495 0.001847 64 640: 75%|#######5 | 30/40 [00:05<00:01, 5.35it/s] 339/499 4.32G 0.01132 0.009495 0.001847 64 640: 78%|#######7 | 31/40 [00:05<00:01, 5.16it/s] 339/499 4.32G 0.01133 0.009452 0.00187 62 640: 78%|#######7 | 31/40 [00:06<00:01, 5.16it/s] 339/499 4.32G 0.01133 0.009452 0.00187 62 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 339/499 4.32G 0.01129 0.009441 0.001863 74 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 339/499 4.32G 0.01129 0.009441 0.001863 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 339/499 4.32G 0.01129 0.009417 0.001878 69 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 339/499 4.32G 0.01129 0.009417 0.001878 69 640: 85%|########5 | 34/40 [00:06<00:01, 5.21it/s] 339/499 4.32G 0.01128 0.009431 0.001886 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.21it/s] 339/499 4.32G 0.01128 0.009431 0.001886 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 339/499 4.32G 0.01136 0.009467 0.001914 70 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 339/499 4.32G 0.01136 0.009467 0.001914 70 640: 90%|######### | 36/40 [00:06<00:00, 5.35it/s] 339/499 4.32G 0.01133 0.009463 0.001913 76 640: 90%|######### | 36/40 [00:07<00:00, 5.35it/s] 339/499 4.32G 0.01133 0.009463 0.001913 76 640: 92%|#########2| 37/40 [00:07<00:00, 5.17it/s] 339/499 4.32G 0.01131 0.009464 0.001908 83 640: 92%|#########2| 37/40 [00:07<00:00, 5.17it/s] 339/499 4.32G 0.01131 0.009464 0.001908 83 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 339/499 4.32G 0.01128 0.009431 0.001889 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 339/499 4.32G 0.01128 0.009431 0.001889 69 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 339/499 4.32G 0.01132 0.00941 0.001907 28 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 339/499 4.32G 0.01132 0.00941 0.001907 28 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] 339/499 4.32G 0.01132 0.00941 0.001907 28 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.874 0.859 0.874 0.766 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 340/499 4.32G 0.01348 0.008968 0.003782 70 640: 0%| | 0/40 [00:00<?, ?it/s] 340/499 4.32G 0.01348 0.008968 0.003782 70 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 340/499 4.32G 0.01203 0.009031 0.002543 77 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 340/499 4.32G 0.01203 0.009031 0.002543 77 640: 5%|5 | 2/40 [00:00<00:06, 5.55it/s] 340/499 4.32G 0.01212 0.009536 0.003049 81 640: 5%|5 | 2/40 [00:00<00:06, 5.55it/s] 340/499 4.32G 0.01212 0.009536 0.003049 81 640: 8%|7 | 3/40 [00:00<00:07, 5.12it/s] 340/499 4.32G 0.01209 0.01 0.003153 88 640: 8%|7 | 3/40 [00:00<00:07, 5.12it/s] 340/499 4.32G 0.01209 0.01 0.003153 88 640: 10%|# | 4/40 [00:00<00:06, 5.23it/s] 340/499 4.32G 0.01198 0.01013 0.002991 73 640: 10%|# | 4/40 [00:00<00:06, 5.23it/s] 340/499 4.32G 0.01198 0.01013 0.002991 73 640: 12%|#2 | 5/40 [00:00<00:06, 5.33it/s] 340/499 4.32G 0.01199 0.01028 0.003051 84 640: 12%|#2 | 5/40 [00:01<00:06, 5.33it/s] 340/499 4.32G 0.01199 0.01028 0.003051 84 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 340/499 4.32G 0.01173 0.01008 0.002885 81 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 340/499 4.32G 0.01173 0.01008 0.002885 81 640: 18%|#7 | 7/40 [00:01<00:06, 5.31it/s] 340/499 4.32G 0.01171 0.01014 0.002714 88 640: 18%|#7 | 7/40 [00:01<00:06, 5.31it/s] 340/499 4.32G 0.01171 0.01014 0.002714 88 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 340/499 4.32G 0.01181 0.01002 0.002934 67 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 340/499 4.32G 0.01181 0.01002 0.002934 67 640: 22%|##2 | 9/40 [00:01<00:05, 5.18it/s] 340/499 4.32G 0.01175 0.009955 0.002725 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.18it/s] 340/499 4.32G 0.01175 0.009955 0.002725 70 640: 25%|##5 | 10/40 [00:01<00:05, 5.28it/s] 340/499 4.32G 0.01168 0.009852 0.00289 76 640: 25%|##5 | 10/40 [00:02<00:05, 5.28it/s] 340/499 4.32G 0.01168 0.009852 0.00289 76 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 340/499 4.32G 0.0116 0.009751 0.002996 63 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 340/499 4.32G 0.0116 0.009751 0.002996 63 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 340/499 4.32G 0.01176 0.00973 0.002881 65 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 340/499 4.32G 0.01176 0.00973 0.002881 65 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 340/499 4.32G 0.01185 0.009804 0.002913 79 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 340/499 4.32G 0.01185 0.009804 0.002913 79 640: 35%|###5 | 14/40 [00:02<00:04, 5.40it/s] 340/499 4.32G 0.01177 0.009816 0.002817 80 640: 35%|###5 | 14/40 [00:02<00:04, 5.40it/s] 340/499 4.32G 0.01177 0.009816 0.002817 80 640: 38%|###7 | 15/40 [00:02<00:04, 5.25it/s] 340/499 4.32G 0.01175 0.009811 0.002743 78 640: 38%|###7 | 15/40 [00:03<00:04, 5.25it/s] 340/499 4.32G 0.01175 0.009811 0.002743 78 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 340/499 4.32G 0.01182 0.009897 0.002644 80 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 340/499 4.32G 0.01182 0.009897 0.002644 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.37it/s] 340/499 4.32G 0.01179 0.009888 0.002536 69 640: 42%|####2 | 17/40 [00:03<00:04, 5.37it/s] 340/499 4.32G 0.01179 0.009888 0.002536 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.20it/s] 340/499 4.32G 0.01183 0.009959 0.002711 81 640: 45%|####5 | 18/40 [00:03<00:04, 5.20it/s] 340/499 4.32G 0.01183 0.009959 0.002711 81 640: 48%|####7 | 19/40 [00:03<00:03, 5.28it/s] 340/499 4.32G 0.01179 0.009985 0.002668 77 640: 48%|####7 | 19/40 [00:03<00:03, 5.28it/s] 340/499 4.32G 0.01179 0.009985 0.002668 77 640: 50%|##### | 20/40 [00:03<00:03, 5.36it/s] 340/499 4.32G 0.01184 0.009945 0.002673 63 640: 50%|##### | 20/40 [00:03<00:03, 5.36it/s] 340/499 4.32G 0.01184 0.009945 0.002673 63 640: 52%|#####2 | 21/40 [00:03<00:03, 5.24it/s] 340/499 4.32G 0.01181 0.009938 0.002656 79 640: 52%|#####2 | 21/40 [00:04<00:03, 5.24it/s] 340/499 4.32G 0.01181 0.009938 0.002656 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 340/499 4.32G 0.01175 0.009836 0.002731 58 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 340/499 4.32G 0.01175 0.009836 0.002731 58 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 340/499 4.32G 0.01184 0.009937 0.002802 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 340/499 4.32G 0.01184 0.009937 0.002802 76 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 340/499 4.32G 0.01174 0.009901 0.002766 78 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 340/499 4.32G 0.01174 0.009901 0.002766 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 340/499 4.32G 0.01177 0.009925 0.002831 83 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 340/499 4.32G 0.01177 0.009925 0.002831 83 640: 65%|######5 | 26/40 [00:04<00:02, 5.36it/s] 340/499 4.32G 0.01185 0.009902 0.002874 74 640: 65%|######5 | 26/40 [00:05<00:02, 5.36it/s] 340/499 4.32G 0.01185 0.009902 0.002874 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 340/499 4.32G 0.0119 0.009869 0.002896 63 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 340/499 4.32G 0.0119 0.009869 0.002896 63 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 340/499 4.32G 0.01188 0.009936 0.002895 81 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 340/499 4.32G 0.01188 0.009936 0.002895 81 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 340/499 4.32G 0.01187 0.009936 0.002828 88 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 340/499 4.32G 0.01187 0.009936 0.002828 88 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 340/499 4.32G 0.01193 0.009964 0.002877 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 340/499 4.32G 0.01193 0.009964 0.002877 73 640: 78%|#######7 | 31/40 [00:05<00:01, 5.29it/s] 340/499 4.32G 0.01197 0.00995 0.00291 73 640: 78%|#######7 | 31/40 [00:06<00:01, 5.29it/s] 340/499 4.32G 0.01197 0.00995 0.00291 73 640: 80%|######## | 32/40 [00:06<00:01, 5.36it/s] 340/499 4.32G 0.01194 0.009892 0.002883 60 640: 80%|######## | 32/40 [00:06<00:01, 5.36it/s] 340/499 4.32G 0.01194 0.009892 0.002883 60 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 340/499 4.32G 0.01185 0.009778 0.002807 55 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 340/499 4.32G 0.01185 0.009778 0.002807 55 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 340/499 4.32G 0.01182 0.009779 0.002734 81 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 340/499 4.32G 0.01182 0.009779 0.002734 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.25it/s] 340/499 4.32G 0.01181 0.009833 0.002741 91 640: 88%|########7 | 35/40 [00:06<00:00, 5.25it/s] 340/499 4.32G 0.01181 0.009833 0.002741 91 640: 90%|######### | 36/40 [00:06<00:00, 5.13it/s] 340/499 4.32G 0.01178 0.009899 0.002692 101 640: 90%|######### | 36/40 [00:07<00:00, 5.13it/s] 340/499 4.32G 0.01178 0.009899 0.002692 101 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 340/499 4.32G 0.01178 0.009847 0.002669 62 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 340/499 4.32G 0.01178 0.009847 0.002669 62 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 340/499 4.32G 0.01175 0.009835 0.002692 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 340/499 4.32G 0.01175 0.009835 0.002692 77 640: 98%|#########7| 39/40 [00:07<00:00, 5.18it/s] 340/499 4.32G 0.01174 0.009837 0.00264 44 640: 98%|#########7| 39/40 [00:07<00:00, 5.18it/s] 340/499 4.32G 0.01174 0.009837 0.00264 44 640: 100%|##########| 40/40 [00:07<00:00, 5.35it/s] 340/499 4.32G 0.01174 0.009837 0.00264 44 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.98it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s] all 132 263 0.857 0.854 0.871 0.754 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 341/499 4.32G 0.01135 0.009624 0.000596 71 640: 0%| | 0/40 [00:00<?, ?it/s] 341/499 4.32G 0.01135 0.009624 0.000596 71 640: 2%|2 | 1/40 [00:00<00:06, 5.61it/s] 341/499 4.32G 0.01081 0.009436 0.002317 69 640: 2%|2 | 1/40 [00:00<00:06, 5.61it/s] 341/499 4.32G 0.01081 0.009436 0.002317 69 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 341/499 4.32G 0.01121 0.008379 0.001833 47 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 341/499 4.32G 0.01121 0.008379 0.001833 47 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 341/499 4.32G 0.01128 0.008186 0.002338 56 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 341/499 4.32G 0.01128 0.008186 0.002338 56 640: 10%|# | 4/40 [00:00<00:06, 5.43it/s] 341/499 4.32G 0.01114 0.008488 0.002142 79 640: 10%|# | 4/40 [00:00<00:06, 5.43it/s] 341/499 4.32G 0.01114 0.008488 0.002142 79 640: 12%|#2 | 5/40 [00:00<00:06, 5.25it/s] 341/499 4.32G 0.01109 0.00824 0.001954 67 640: 12%|#2 | 5/40 [00:01<00:06, 5.25it/s] 341/499 4.32G 0.01109 0.00824 0.001954 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 341/499 4.32G 0.01113 0.008336 0.001852 65 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 341/499 4.32G 0.01113 0.008336 0.001852 65 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 341/499 4.32G 0.01116 0.008615 0.001909 77 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 341/499 4.32G 0.01116 0.008615 0.001909 77 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 341/499 4.32G 0.01116 0.008824 0.002129 76 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 341/499 4.32G 0.01116 0.008824 0.002129 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 341/499 4.32G 0.01121 0.008998 0.00214 85 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 341/499 4.32G 0.01121 0.008998 0.00214 85 640: 25%|##5 | 10/40 [00:01<00:05, 5.40it/s] 341/499 4.32G 0.01112 0.008903 0.002028 68 640: 25%|##5 | 10/40 [00:02<00:05, 5.40it/s] 341/499 4.32G 0.01112 0.008903 0.002028 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.15it/s] 341/499 4.32G 0.01118 0.008715 0.002252 52 640: 28%|##7 | 11/40 [00:02<00:05, 5.15it/s] 341/499 4.32G 0.01118 0.008715 0.002252 52 640: 30%|### | 12/40 [00:02<00:05, 5.27it/s] 341/499 4.32G 0.01099 0.008658 0.002128 74 640: 30%|### | 12/40 [00:02<00:05, 5.27it/s] 341/499 4.32G 0.01099 0.008658 0.002128 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 341/499 4.32G 0.01104 0.008624 0.002117 59 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 341/499 4.32G 0.01104 0.008624 0.002117 59 640: 35%|###5 | 14/40 [00:02<00:05, 5.19it/s] 341/499 4.32G 0.01097 0.008657 0.002122 72 640: 35%|###5 | 14/40 [00:02<00:05, 5.19it/s] 341/499 4.32G 0.01097 0.008657 0.002122 72 640: 38%|###7 | 15/40 [00:02<00:04, 5.28it/s] 341/499 4.32G 0.01099 0.008759 0.00207 72 640: 38%|###7 | 15/40 [00:03<00:04, 5.28it/s] 341/499 4.32G 0.01099 0.008759 0.00207 72 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 341/499 4.32G 0.01093 0.008782 0.002147 71 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 341/499 4.32G 0.01093 0.008782 0.002147 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 341/499 4.32G 0.01093 0.0088 0.002187 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 341/499 4.32G 0.01093 0.0088 0.002187 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 341/499 4.32G 0.01106 0.008971 0.002219 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 341/499 4.32G 0.01106 0.008971 0.002219 77 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 341/499 4.32G 0.01111 0.008999 0.002143 72 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 341/499 4.32G 0.01111 0.008999 0.002143 72 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 341/499 4.32G 0.01111 0.008998 0.002064 69 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 341/499 4.32G 0.01111 0.008998 0.002064 69 640: 52%|#####2 | 21/40 [00:03<00:03, 5.30it/s] 341/499 4.32G 0.01114 0.009122 0.002077 86 640: 52%|#####2 | 21/40 [00:04<00:03, 5.30it/s] 341/499 4.32G 0.01114 0.009122 0.002077 86 640: 55%|#####5 | 22/40 [00:04<00:03, 5.38it/s] 341/499 4.32G 0.01116 0.009203 0.002103 87 640: 55%|#####5 | 22/40 [00:04<00:03, 5.38it/s] 341/499 4.32G 0.01116 0.009203 0.002103 87 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 341/499 4.32G 0.0112 0.009276 0.002053 88 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 341/499 4.32G 0.0112 0.009276 0.002053 88 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 341/499 4.32G 0.0112 0.009211 0.002023 64 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 341/499 4.32G 0.0112 0.009211 0.002023 64 640: 62%|######2 | 25/40 [00:04<00:02, 5.38it/s] 341/499 4.32G 0.01119 0.009206 0.002057 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.38it/s] 341/499 4.32G 0.01119 0.009206 0.002057 78 640: 65%|######5 | 26/40 [00:04<00:02, 5.23it/s] 341/499 4.32G 0.01116 0.009211 0.00205 71 640: 65%|######5 | 26/40 [00:05<00:02, 5.23it/s] 341/499 4.32G 0.01116 0.009211 0.00205 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 341/499 4.32G 0.01124 0.009315 0.002071 85 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 341/499 4.32G 0.01124 0.009315 0.002071 85 640: 70%|####### | 28/40 [00:05<00:02, 5.37it/s] 341/499 4.32G 0.01124 0.009351 0.002017 70 640: 70%|####### | 28/40 [00:05<00:02, 5.37it/s] 341/499 4.32G 0.01124 0.009351 0.002017 70 640: 72%|#######2 | 29/40 [00:05<00:02, 5.23it/s] 341/499 4.32G 0.01122 0.009329 0.001992 69 640: 72%|#######2 | 29/40 [00:05<00:02, 5.23it/s] 341/499 4.32G 0.01122 0.009329 0.001992 69 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 341/499 4.32G 0.0112 0.009303 0.001967 64 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 341/499 4.32G 0.0112 0.009303 0.001967 64 640: 78%|#######7 | 31/40 [00:05<00:01, 5.36it/s] 341/499 4.32G 0.01125 0.009261 0.00196 66 640: 78%|#######7 | 31/40 [00:06<00:01, 5.36it/s] 341/499 4.32G 0.01125 0.009261 0.00196 66 640: 80%|######## | 32/40 [00:06<00:01, 5.23it/s] 341/499 4.32G 0.01123 0.009306 0.001974 79 640: 80%|######## | 32/40 [00:06<00:01, 5.23it/s] 341/499 4.32G 0.01123 0.009306 0.001974 79 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 341/499 4.32G 0.01124 0.009332 0.001958 70 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 341/499 4.32G 0.01124 0.009332 0.001958 70 640: 85%|########5 | 34/40 [00:06<00:01, 5.36it/s] 341/499 4.32G 0.01125 0.009405 0.001943 100 640: 85%|########5 | 34/40 [00:06<00:01, 5.36it/s] 341/499 4.32G 0.01125 0.009405 0.001943 100 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 341/499 4.32G 0.01124 0.009428 0.001936 80 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 341/499 4.32G 0.01124 0.009428 0.001936 80 640: 90%|######### | 36/40 [00:06<00:00, 5.27it/s] 341/499 4.32G 0.01126 0.00937 0.001937 59 640: 90%|######### | 36/40 [00:06<00:00, 5.27it/s] 341/499 4.32G 0.01126 0.00937 0.001937 59 640: 92%|#########2| 37/40 [00:06<00:00, 5.37it/s] 341/499 4.32G 0.01127 0.00934 0.001945 73 640: 92%|#########2| 37/40 [00:07<00:00, 5.37it/s] 341/499 4.32G 0.01127 0.00934 0.001945 73 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 341/499 4.32G 0.01125 0.009338 0.001967 82 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 341/499 4.32G 0.01125 0.009338 0.001967 82 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 341/499 4.32G 0.01132 0.009366 0.002022 32 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 341/499 4.32G 0.01132 0.009366 0.002022 32 640: 100%|##########| 40/40 [00:07<00:00, 5.44it/s] 341/499 4.32G 0.01132 0.009366 0.002022 32 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.85 0.885 0.901 0.789 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 342/499 4.32G 0.00975 0.007705 0.001114 67 640: 0%| | 0/40 [00:00<?, ?it/s] 342/499 4.32G 0.00975 0.007705 0.001114 67 640: 2%|2 | 1/40 [00:00<00:07, 4.96it/s] 342/499 4.32G 0.01131 0.008898 0.002245 79 640: 2%|2 | 1/40 [00:00<00:07, 4.96it/s] 342/499 4.32G 0.01131 0.008898 0.002245 79 640: 5%|5 | 2/40 [00:00<00:07, 5.29it/s] 342/499 4.32G 0.01163 0.009021 0.002045 69 640: 5%|5 | 2/40 [00:00<00:07, 5.29it/s] 342/499 4.32G 0.01163 0.009021 0.002045 69 640: 8%|7 | 3/40 [00:00<00:06, 5.40it/s] 342/499 4.32G 0.01129 0.008472 0.00182 65 640: 8%|7 | 3/40 [00:00<00:06, 5.40it/s] 342/499 4.32G 0.01129 0.008472 0.00182 65 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 342/499 4.32G 0.01115 0.009151 0.001647 94 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 342/499 4.32G 0.01115 0.009151 0.001647 94 640: 12%|#2 | 5/40 [00:00<00:06, 5.27it/s] 342/499 4.32G 0.01107 0.009404 0.001549 81 640: 12%|#2 | 5/40 [00:01<00:06, 5.27it/s] 342/499 4.32G 0.01107 0.009404 0.001549 81 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 342/499 4.32G 0.01103 0.009307 0.001911 75 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 342/499 4.32G 0.01103 0.009307 0.001911 75 640: 18%|#7 | 7/40 [00:01<00:06, 5.20it/s] 342/499 4.32G 0.01093 0.009264 0.00241 81 640: 18%|#7 | 7/40 [00:01<00:06, 5.20it/s] 342/499 4.32G 0.01093 0.009264 0.00241 81 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 342/499 4.32G 0.01099 0.00924 0.00247 68 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 342/499 4.32G 0.01099 0.00924 0.00247 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 342/499 4.32G 0.01122 0.00965 0.002558 88 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 342/499 4.32G 0.01122 0.00965 0.002558 88 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 342/499 4.32G 0.01118 0.009563 0.002638 66 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 342/499 4.32G 0.01118 0.009563 0.002638 66 640: 28%|##7 | 11/40 [00:02<00:05, 5.32it/s] 342/499 4.32G 0.01111 0.009609 0.002484 85 640: 28%|##7 | 11/40 [00:02<00:05, 5.32it/s] 342/499 4.32G 0.01111 0.009609 0.002484 85 640: 30%|### | 12/40 [00:02<00:05, 5.38it/s] 342/499 4.32G 0.011 0.009434 0.002372 70 640: 30%|### | 12/40 [00:02<00:05, 5.38it/s] 342/499 4.32G 0.011 0.009434 0.002372 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 342/499 4.32G 0.01091 0.009533 0.002283 92 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 342/499 4.32G 0.01091 0.009533 0.002283 92 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 342/499 4.32G 0.01088 0.009568 0.002175 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 342/499 4.32G 0.01088 0.009568 0.002175 75 640: 38%|###7 | 15/40 [00:02<00:04, 5.38it/s] 342/499 4.32G 0.01082 0.009385 0.002087 52 640: 38%|###7 | 15/40 [00:03<00:04, 5.38it/s] 342/499 4.32G 0.01082 0.009385 0.002087 52 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 342/499 4.32G 0.01084 0.009363 0.002053 78 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 342/499 4.32G 0.01084 0.009363 0.002053 78 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 342/499 4.32G 0.01092 0.009291 0.002025 53 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 342/499 4.32G 0.01092 0.009291 0.002025 53 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 342/499 4.32G 0.01092 0.009395 0.001977 84 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 342/499 4.32G 0.01092 0.009395 0.001977 84 640: 48%|####7 | 19/40 [00:03<00:04, 5.11it/s] 342/499 4.32G 0.01089 0.009477 0.00193 92 640: 48%|####7 | 19/40 [00:03<00:04, 5.11it/s] 342/499 4.32G 0.01089 0.009477 0.00193 92 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 342/499 4.32G 0.01093 0.009447 0.001904 68 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 342/499 4.32G 0.01093 0.009447 0.001904 68 640: 52%|#####2 | 21/40 [00:03<00:03, 5.30it/s] 342/499 4.32G 0.0109 0.00946 0.001908 86 640: 52%|#####2 | 21/40 [00:04<00:03, 5.30it/s] 342/499 4.32G 0.0109 0.00946 0.001908 86 640: 55%|#####5 | 22/40 [00:04<00:03, 5.15it/s] 342/499 4.32G 0.01086 0.009416 0.001926 71 640: 55%|#####5 | 22/40 [00:04<00:03, 5.15it/s] 342/499 4.32G 0.01086 0.009416 0.001926 71 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 342/499 4.32G 0.01083 0.009428 0.002046 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 342/499 4.32G 0.01083 0.009428 0.002046 75 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 342/499 4.32G 0.01085 0.009463 0.001988 76 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 342/499 4.32G 0.01085 0.009463 0.001988 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.17it/s] 342/499 4.32G 0.01083 0.00947 0.001955 81 640: 62%|######2 | 25/40 [00:04<00:02, 5.17it/s] 342/499 4.32G 0.01083 0.00947 0.001955 81 640: 65%|######5 | 26/40 [00:04<00:02, 5.26it/s] 342/499 4.32G 0.01085 0.00952 0.001909 77 640: 65%|######5 | 26/40 [00:05<00:02, 5.26it/s] 342/499 4.32G 0.01085 0.00952 0.001909 77 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 342/499 4.32G 0.0109 0.009521 0.001877 75 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 342/499 4.32G 0.0109 0.009521 0.001877 75 640: 70%|####### | 28/40 [00:05<00:02, 5.10it/s] 342/499 4.32G 0.01088 0.009594 0.001864 86 640: 70%|####### | 28/40 [00:05<00:02, 5.10it/s] 342/499 4.32G 0.01088 0.009594 0.001864 86 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 342/499 4.32G 0.01085 0.009539 0.001822 70 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 342/499 4.32G 0.01085 0.009539 0.001822 70 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 342/499 4.32G 0.01083 0.009499 0.001773 78 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 342/499 4.32G 0.01083 0.009499 0.001773 78 640: 78%|#######7 | 31/40 [00:05<00:01, 5.16it/s] 342/499 4.32G 0.01082 0.009506 0.001765 81 640: 78%|#######7 | 31/40 [00:06<00:01, 5.16it/s] 342/499 4.32G 0.01082 0.009506 0.001765 81 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 342/499 4.32G 0.01078 0.009456 0.001741 68 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 342/499 4.32G 0.01078 0.009456 0.001741 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 342/499 4.32G 0.01081 0.009515 0.001723 86 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 342/499 4.32G 0.01081 0.009515 0.001723 86 640: 85%|########5 | 34/40 [00:06<00:01, 5.17it/s] 342/499 4.32G 0.01086 0.009566 0.001777 81 640: 85%|########5 | 34/40 [00:06<00:01, 5.17it/s] 342/499 4.32G 0.01086 0.009566 0.001777 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 342/499 4.32G 0.01082 0.009517 0.001818 65 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 342/499 4.32G 0.01082 0.009517 0.001818 65 640: 90%|######### | 36/40 [00:06<00:00, 5.33it/s] 342/499 4.32G 0.01087 0.009599 0.001796 81 640: 90%|######### | 36/40 [00:07<00:00, 5.33it/s] 342/499 4.32G 0.01087 0.009599 0.001796 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.15it/s] 342/499 4.32G 0.01087 0.009643 0.00179 86 640: 92%|#########2| 37/40 [00:07<00:00, 5.15it/s] 342/499 4.32G 0.01087 0.009643 0.00179 86 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 342/499 4.32G 0.01088 0.009667 0.00177 84 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 342/499 4.32G 0.01088 0.009667 0.00177 84 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 342/499 4.32G 0.01085 0.009666 0.001791 39 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 342/499 4.32G 0.01085 0.009666 0.001791 39 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] 342/499 4.32G 0.01085 0.009666 0.001791 39 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.859 0.889 0.896 0.774 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 343/499 4.32G 0.009874 0.008196 0.001265 67 640: 0%| | 0/40 [00:00<?, ?it/s] 343/499 4.32G 0.009874 0.008196 0.001265 67 640: 2%|2 | 1/40 [00:00<00:07, 5.29it/s] 343/499 4.32G 0.009993 0.008755 0.0007264 76 640: 2%|2 | 1/40 [00:00<00:07, 5.29it/s] 343/499 4.32G 0.009993 0.008755 0.0007264 76 640: 5%|5 | 2/40 [00:00<00:06, 5.44it/s] 343/499 4.32G 0.00989 0.009358 0.001531 87 640: 5%|5 | 2/40 [00:00<00:06, 5.44it/s] 343/499 4.32G 0.00989 0.009358 0.001531 87 640: 8%|7 | 3/40 [00:00<00:07, 5.18it/s] 343/499 4.32G 0.01037 0.009613 0.001651 80 640: 8%|7 | 3/40 [00:00<00:07, 5.18it/s] 343/499 4.32G 0.01037 0.009613 0.001651 80 640: 10%|# | 4/40 [00:00<00:06, 5.30it/s] 343/499 4.32G 0.0101 0.009344 0.001371 81 640: 10%|# | 4/40 [00:00<00:06, 5.30it/s] 343/499 4.32G 0.0101 0.009344 0.001371 81 640: 12%|#2 | 5/40 [00:00<00:06, 5.36it/s] 343/499 4.32G 0.0101 0.009159 0.001347 73 640: 12%|#2 | 5/40 [00:01<00:06, 5.36it/s] 343/499 4.32G 0.0101 0.009159 0.001347 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 343/499 4.32G 0.01021 0.009416 0.00143 86 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 343/499 4.32G 0.01021 0.009416 0.00143 86 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 343/499 4.32G 0.0104 0.009553 0.001454 82 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 343/499 4.32G 0.0104 0.009553 0.001454 82 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 343/499 4.32G 0.01033 0.009596 0.001591 72 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 343/499 4.32G 0.01033 0.009596 0.001591 72 640: 22%|##2 | 9/40 [00:01<00:06, 5.16it/s] 343/499 4.32G 0.01041 0.009504 0.001629 71 640: 22%|##2 | 9/40 [00:01<00:06, 5.16it/s] 343/499 4.32G 0.01041 0.009504 0.001629 71 640: 25%|##5 | 10/40 [00:01<00:05, 5.24it/s] 343/499 4.32G 0.01048 0.009571 0.00162 78 640: 25%|##5 | 10/40 [00:02<00:05, 5.24it/s] 343/499 4.32G 0.01048 0.009571 0.00162 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 343/499 4.32G 0.01058 0.00959 0.001763 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 343/499 4.32G 0.01058 0.00959 0.001763 75 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 343/499 4.32G 0.01057 0.009675 0.001681 84 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 343/499 4.32G 0.01057 0.009675 0.001681 84 640: 32%|###2 | 13/40 [00:02<00:05, 5.28it/s] 343/499 4.32G 0.01056 0.009545 0.001653 64 640: 32%|###2 | 13/40 [00:02<00:05, 5.28it/s] 343/499 4.32G 0.01056 0.009545 0.001653 64 640: 35%|###5 | 14/40 [00:02<00:04, 5.33it/s] 343/499 4.32G 0.0107 0.009512 0.001912 64 640: 35%|###5 | 14/40 [00:02<00:04, 5.33it/s] 343/499 4.32G 0.0107 0.009512 0.001912 64 640: 38%|###7 | 15/40 [00:02<00:04, 5.20it/s] 343/499 4.32G 0.01078 0.00972 0.0019 94 640: 38%|###7 | 15/40 [00:03<00:04, 5.20it/s] 343/499 4.32G 0.01078 0.00972 0.0019 94 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 343/499 4.32G 0.01087 0.00987 0.001961 89 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 343/499 4.32G 0.01087 0.00987 0.001961 89 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 343/499 4.32G 0.01084 0.009944 0.002058 85 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 343/499 4.32G 0.01084 0.009944 0.002058 85 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 343/499 4.32G 0.01077 0.009876 0.002149 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 343/499 4.32G 0.01077 0.009876 0.002149 77 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 343/499 4.32G 0.0108 0.009806 0.002166 75 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 343/499 4.32G 0.0108 0.009806 0.002166 75 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 343/499 4.32G 0.01086 0.0098 0.002112 74 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 343/499 4.32G 0.01086 0.0098 0.002112 74 640: 52%|#####2 | 21/40 [00:03<00:03, 5.22it/s] 343/499 4.32G 0.01085 0.00975 0.002097 69 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 343/499 4.32G 0.01085 0.00975 0.002097 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 343/499 4.32G 0.01084 0.009693 0.002027 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 343/499 4.32G 0.01084 0.009693 0.002027 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 343/499 4.32G 0.01095 0.009728 0.00208 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 343/499 4.32G 0.01095 0.009728 0.00208 73 640: 60%|###### | 24/40 [00:04<00:03, 5.17it/s] 343/499 4.32G 0.01092 0.009668 0.002051 60 640: 60%|###### | 24/40 [00:04<00:03, 5.17it/s] 343/499 4.32G 0.01092 0.009668 0.002051 60 640: 62%|######2 | 25/40 [00:04<00:02, 5.30it/s] 343/499 4.32G 0.01091 0.009627 0.002155 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.30it/s] 343/499 4.32G 0.01091 0.009627 0.002155 69 640: 65%|######5 | 26/40 [00:04<00:02, 5.33it/s] 343/499 4.32G 0.011 0.009575 0.002255 67 640: 65%|######5 | 26/40 [00:05<00:02, 5.33it/s] 343/499 4.32G 0.011 0.009575 0.002255 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.18it/s] 343/499 4.32G 0.01098 0.0095 0.00221 69 640: 68%|######7 | 27/40 [00:05<00:02, 5.18it/s] 343/499 4.32G 0.01098 0.0095 0.00221 69 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 343/499 4.32G 0.01105 0.009495 0.002253 66 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 343/499 4.32G 0.01105 0.009495 0.002253 66 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 343/499 4.32G 0.01102 0.009474 0.002205 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 343/499 4.32G 0.01102 0.009474 0.002205 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 343/499 4.32G 0.01097 0.009433 0.00215 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 343/499 4.32G 0.01097 0.009433 0.00215 75 640: 78%|#######7 | 31/40 [00:05<00:01, 5.27it/s] 343/499 4.32G 0.01092 0.009507 0.002143 104 640: 78%|#######7 | 31/40 [00:06<00:01, 5.27it/s] 343/499 4.32G 0.01092 0.009507 0.002143 104 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 343/499 4.32G 0.0109 0.009581 0.002103 102 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 343/499 4.32G 0.0109 0.009581 0.002103 102 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 343/499 4.32G 0.01089 0.009604 0.002128 84 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 343/499 4.32G 0.01089 0.009604 0.002128 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 343/499 4.32G 0.01089 0.009635 0.002125 85 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 343/499 4.32G 0.01089 0.009635 0.002125 85 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 343/499 4.32G 0.01095 0.00963 0.002106 65 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 343/499 4.32G 0.01095 0.00963 0.002106 65 640: 90%|######### | 36/40 [00:06<00:00, 5.17it/s] 343/499 4.32G 0.01094 0.009619 0.002109 74 640: 90%|######### | 36/40 [00:07<00:00, 5.17it/s] 343/499 4.32G 0.01094 0.009619 0.002109 74 640: 92%|#########2| 37/40 [00:07<00:00, 5.24it/s] 343/499 4.32G 0.01096 0.009593 0.002062 69 640: 92%|#########2| 37/40 [00:07<00:00, 5.24it/s] 343/499 4.32G 0.01096 0.009593 0.002062 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.32it/s] 343/499 4.32G 0.01098 0.009587 0.00203 63 640: 95%|#########5| 38/40 [00:07<00:00, 5.32it/s] 343/499 4.32G 0.01098 0.009587 0.00203 63 640: 98%|#########7| 39/40 [00:07<00:00, 5.16it/s] 343/499 4.32G 0.011 0.009545 0.002008 34 640: 98%|#########7| 39/40 [00:07<00:00, 5.16it/s] 343/499 4.32G 0.011 0.009545 0.002008 34 640: 100%|##########| 40/40 [00:07<00:00, 5.33it/s] 343/499 4.32G 0.011 0.009545 0.002008 34 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.889 0.863 0.889 0.778 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 344/499 4.32G 0.01018 0.007755 0.002031 61 640: 0%| | 0/40 [00:00<?, ?it/s] 344/499 4.32G 0.01018 0.007755 0.002031 61 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 344/499 4.32G 0.01011 0.007587 0.001412 68 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 344/499 4.32G 0.01011 0.007587 0.001412 68 640: 5%|5 | 2/40 [00:00<00:07, 5.21it/s] 344/499 4.32G 0.01021 0.008378 0.002525 81 640: 5%|5 | 2/40 [00:00<00:07, 5.21it/s] 344/499 4.32G 0.01021 0.008378 0.002525 81 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 344/499 4.32G 0.01025 0.008423 0.00209 75 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 344/499 4.32G 0.01025 0.008423 0.00209 75 640: 10%|# | 4/40 [00:00<00:06, 5.42it/s] 344/499 4.32G 0.01051 0.008582 0.002377 74 640: 10%|# | 4/40 [00:00<00:06, 5.42it/s] 344/499 4.32G 0.01051 0.008582 0.002377 74 640: 12%|#2 | 5/40 [00:00<00:06, 5.23it/s] 344/499 4.32G 0.01062 0.008736 0.002595 77 640: 12%|#2 | 5/40 [00:01<00:06, 5.23it/s] 344/499 4.32G 0.01062 0.008736 0.002595 77 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 344/499 4.32G 0.01098 0.008782 0.002966 64 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 344/499 4.32G 0.01098 0.008782 0.002966 64 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 344/499 4.32G 0.01111 0.008769 0.003574 60 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 344/499 4.32G 0.01111 0.008769 0.003574 60 640: 20%|## | 8/40 [00:01<00:06, 5.10it/s] 344/499 4.32G 0.01121 0.008889 0.003201 69 640: 20%|## | 8/40 [00:01<00:06, 5.10it/s] 344/499 4.32G 0.01121 0.008889 0.003201 69 640: 22%|##2 | 9/40 [00:01<00:06, 5.12it/s] 344/499 4.32G 0.01117 0.008908 0.003534 74 640: 22%|##2 | 9/40 [00:01<00:06, 5.12it/s] 344/499 4.32G 0.01117 0.008908 0.003534 74 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 344/499 4.32G 0.01095 0.008748 0.003351 64 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 344/499 4.32G 0.01095 0.008748 0.003351 64 640: 28%|##7 | 11/40 [00:02<00:05, 5.14it/s] 344/499 4.32G 0.01096 0.008857 0.003127 80 640: 28%|##7 | 11/40 [00:02<00:05, 5.14it/s] 344/499 4.32G 0.01096 0.008857 0.003127 80 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 344/499 4.32G 0.01102 0.008793 0.003168 67 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 344/499 4.32G 0.01102 0.008793 0.003168 67 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 344/499 4.32G 0.011 0.008887 0.003074 78 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 344/499 4.32G 0.011 0.008887 0.003074 78 640: 35%|###5 | 14/40 [00:02<00:05, 5.18it/s] 344/499 4.32G 0.01092 0.008877 0.002984 68 640: 35%|###5 | 14/40 [00:02<00:05, 5.18it/s] 344/499 4.32G 0.01092 0.008877 0.002984 68 640: 38%|###7 | 15/40 [00:02<00:04, 5.27it/s] 344/499 4.32G 0.01096 0.008802 0.002838 64 640: 38%|###7 | 15/40 [00:03<00:04, 5.27it/s] 344/499 4.32G 0.01096 0.008802 0.002838 64 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 344/499 4.32G 0.01102 0.008704 0.002702 64 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 344/499 4.32G 0.01102 0.008704 0.002702 64 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 344/499 4.32G 0.01109 0.008659 0.002832 63 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 344/499 4.32G 0.01109 0.008659 0.002832 63 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 344/499 4.32G 0.01115 0.008937 0.002879 95 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 344/499 4.32G 0.01115 0.008937 0.002879 95 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 344/499 4.32G 0.01111 0.008991 0.002922 75 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 344/499 4.32G 0.01111 0.008991 0.002922 75 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 344/499 4.32G 0.011 0.008951 0.002806 81 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 344/499 4.32G 0.011 0.008951 0.002806 81 640: 52%|#####2 | 21/40 [00:03<00:03, 5.30it/s] 344/499 4.32G 0.01103 0.009039 0.002812 82 640: 52%|#####2 | 21/40 [00:04<00:03, 5.30it/s] 344/499 4.32G 0.01103 0.009039 0.002812 82 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 344/499 4.32G 0.011 0.009051 0.002819 82 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 344/499 4.32G 0.011 0.009051 0.002819 82 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 344/499 4.32G 0.01095 0.008957 0.002755 58 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 344/499 4.32G 0.01095 0.008957 0.002755 58 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 344/499 4.32G 0.01095 0.008966 0.002698 75 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 344/499 4.32G 0.01095 0.008966 0.002698 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 344/499 4.32G 0.01091 0.008945 0.002634 68 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 344/499 4.32G 0.01091 0.008945 0.002634 68 640: 65%|######5 | 26/40 [00:04<00:02, 5.19it/s] 344/499 4.32G 0.01093 0.008974 0.002569 83 640: 65%|######5 | 26/40 [00:05<00:02, 5.19it/s] 344/499 4.32G 0.01093 0.008974 0.002569 83 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 344/499 4.32G 0.01088 0.008998 0.002572 84 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 344/499 4.32G 0.01088 0.008998 0.002572 84 640: 70%|####### | 28/40 [00:05<00:02, 5.35it/s] 344/499 4.32G 0.01085 0.008973 0.002533 79 640: 70%|####### | 28/40 [00:05<00:02, 5.35it/s] 344/499 4.32G 0.01085 0.008973 0.002533 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 344/499 4.32G 0.01087 0.008977 0.002469 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 344/499 4.32G 0.01087 0.008977 0.002469 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 344/499 4.32G 0.01085 0.008981 0.002406 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 344/499 4.32G 0.01085 0.008981 0.002406 77 640: 78%|#######7 | 31/40 [00:05<00:01, 5.29it/s] 344/499 4.32G 0.01087 0.00908 0.002438 87 640: 78%|#######7 | 31/40 [00:06<00:01, 5.29it/s] 344/499 4.32G 0.01087 0.00908 0.002438 87 640: 80%|######## | 32/40 [00:06<00:01, 5.08it/s] 344/499 4.32G 0.01087 0.009066 0.00245 70 640: 80%|######## | 32/40 [00:06<00:01, 5.08it/s] 344/499 4.32G 0.01087 0.009066 0.00245 70 640: 82%|########2 | 33/40 [00:06<00:01, 5.19it/s] 344/499 4.32G 0.01091 0.009091 0.002449 65 640: 82%|########2 | 33/40 [00:06<00:01, 5.19it/s] 344/499 4.32G 0.01091 0.009091 0.002449 65 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 344/499 4.32G 0.01091 0.009073 0.002409 71 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 344/499 4.32G 0.01091 0.009073 0.002409 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.13it/s] 344/499 4.32G 0.0109 0.009071 0.002369 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.13it/s] 344/499 4.32G 0.0109 0.009071 0.002369 75 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 344/499 4.32G 0.01091 0.009062 0.002379 67 640: 90%|######### | 36/40 [00:07<00:00, 5.25it/s] 344/499 4.32G 0.01091 0.009062 0.002379 67 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 344/499 4.32G 0.011 0.009125 0.002352 73 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 344/499 4.32G 0.011 0.009125 0.002352 73 640: 95%|#########5| 38/40 [00:07<00:00, 5.17it/s] 344/499 4.32G 0.01101 0.009137 0.002356 76 640: 95%|#########5| 38/40 [00:07<00:00, 5.17it/s] 344/499 4.32G 0.01101 0.009137 0.002356 76 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 344/499 4.32G 0.01101 0.009022 0.002301 21 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 344/499 4.32G 0.01101 0.009022 0.002301 21 640: 100%|##########| 40/40 [00:07<00:00, 5.43it/s] 344/499 4.32G 0.01101 0.009022 0.002301 21 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.874 0.855 0.89 0.77 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 345/499 4.32G 0.01076 0.008134 0.0008704 71 640: 0%| | 0/40 [00:00<?, ?it/s] 345/499 4.32G 0.01076 0.008134 0.0008704 71 640: 2%|2 | 1/40 [00:00<00:07, 5.01it/s] 345/499 4.32G 0.01199 0.008704 0.001547 57 640: 2%|2 | 1/40 [00:00<00:07, 5.01it/s] 345/499 4.32G 0.01199 0.008704 0.001547 57 640: 5%|5 | 2/40 [00:00<00:07, 5.31it/s] 345/499 4.32G 0.01184 0.008889 0.002363 70 640: 5%|5 | 2/40 [00:00<00:07, 5.31it/s] 345/499 4.32G 0.01184 0.008889 0.002363 70 640: 8%|7 | 3/40 [00:00<00:06, 5.36it/s] 345/499 4.32G 0.01196 0.009666 0.002346 85 640: 8%|7 | 3/40 [00:00<00:06, 5.36it/s] 345/499 4.32G 0.01196 0.009666 0.002346 85 640: 10%|# | 4/40 [00:00<00:06, 5.16it/s] 345/499 4.32G 0.01194 0.0096 0.002104 71 640: 10%|# | 4/40 [00:00<00:06, 5.16it/s] 345/499 4.32G 0.01194 0.0096 0.002104 71 640: 12%|#2 | 5/40 [00:00<00:06, 5.28it/s] 345/499 4.32G 0.01174 0.009954 0.002648 96 640: 12%|#2 | 5/40 [00:01<00:06, 5.28it/s] 345/499 4.32G 0.01174 0.009954 0.002648 96 640: 15%|#5 | 6/40 [00:01<00:06, 5.37it/s] 345/499 4.32G 0.0118 0.01014 0.002445 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.37it/s] 345/499 4.32G 0.0118 0.01014 0.002445 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.20it/s] 345/499 4.32G 0.01184 0.01024 0.002546 82 640: 18%|#7 | 7/40 [00:01<00:06, 5.20it/s] 345/499 4.32G 0.01184 0.01024 0.002546 82 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 345/499 4.32G 0.01165 0.01026 0.002338 84 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 345/499 4.32G 0.01165 0.01026 0.002338 84 640: 22%|##2 | 9/40 [00:01<00:05, 5.39it/s] 345/499 4.32G 0.0118 0.01035 0.002497 79 640: 22%|##2 | 9/40 [00:01<00:05, 5.39it/s] 345/499 4.32G 0.0118 0.01035 0.002497 79 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 345/499 4.32G 0.01177 0.01033 0.002353 80 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 345/499 4.32G 0.01177 0.01033 0.002353 80 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 345/499 4.32G 0.0117 0.01004 0.002302 63 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 345/499 4.32G 0.0117 0.01004 0.002302 63 640: 30%|### | 12/40 [00:02<00:05, 5.34it/s] 345/499 4.32G 0.01177 0.01003 0.002473 76 640: 30%|### | 12/40 [00:02<00:05, 5.34it/s] 345/499 4.32G 0.01177 0.01003 0.002473 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 345/499 4.32G 0.01174 0.009937 0.002335 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 345/499 4.32G 0.01174 0.009937 0.002335 68 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 345/499 4.32G 0.0117 0.009992 0.002226 80 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 345/499 4.32G 0.0117 0.009992 0.002226 80 640: 38%|###7 | 15/40 [00:02<00:04, 5.32it/s] 345/499 4.32G 0.01164 0.01012 0.002113 83 640: 38%|###7 | 15/40 [00:03<00:04, 5.32it/s] 345/499 4.32G 0.01164 0.01012 0.002113 83 640: 40%|#### | 16/40 [00:03<00:04, 5.19it/s] 345/499 4.32G 0.01157 0.01017 0.002204 75 640: 40%|#### | 16/40 [00:03<00:04, 5.19it/s] 345/499 4.32G 0.01157 0.01017 0.002204 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 345/499 4.32G 0.01152 0.01002 0.00213 66 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 345/499 4.32G 0.01152 0.01002 0.00213 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.36it/s] 345/499 4.32G 0.01143 0.009972 0.002057 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.36it/s] 345/499 4.32G 0.01143 0.009972 0.002057 73 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 345/499 4.32G 0.0114 0.009862 0.001968 60 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 345/499 4.32G 0.0114 0.009862 0.001968 60 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 345/499 4.32G 0.01146 0.009761 0.00202 58 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 345/499 4.32G 0.01146 0.009761 0.00202 58 640: 52%|#####2 | 21/40 [00:03<00:03, 5.39it/s] 345/499 4.32G 0.01145 0.009786 0.002114 82 640: 52%|#####2 | 21/40 [00:04<00:03, 5.39it/s] 345/499 4.32G 0.01145 0.009786 0.002114 82 640: 55%|#####5 | 22/40 [00:04<00:03, 5.19it/s] 345/499 4.32G 0.01148 0.009676 0.00204 61 640: 55%|#####5 | 22/40 [00:04<00:03, 5.19it/s] 345/499 4.32G 0.01148 0.009676 0.00204 61 640: 57%|#####7 | 23/40 [00:04<00:03, 5.26it/s] 345/499 4.32G 0.01155 0.009718 0.002036 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.26it/s] 345/499 4.32G 0.01155 0.009718 0.002036 75 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 345/499 4.32G 0.01155 0.009768 0.002004 75 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 345/499 4.32G 0.01155 0.009768 0.002004 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 345/499 4.32G 0.01147 0.009697 0.001957 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 345/499 4.32G 0.01147 0.009697 0.001957 69 640: 65%|######5 | 26/40 [00:04<00:02, 5.29it/s] 345/499 4.32G 0.01148 0.009663 0.002014 67 640: 65%|######5 | 26/40 [00:05<00:02, 5.29it/s] 345/499 4.32G 0.01148 0.009663 0.002014 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.27it/s] 345/499 4.32G 0.01148 0.009595 0.002173 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.27it/s] 345/499 4.32G 0.01148 0.009595 0.002173 67 640: 70%|####### | 28/40 [00:05<00:02, 5.12it/s] 345/499 4.32G 0.0115 0.009591 0.002194 77 640: 70%|####### | 28/40 [00:05<00:02, 5.12it/s] 345/499 4.32G 0.0115 0.009591 0.002194 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 345/499 4.32G 0.01149 0.009625 0.002207 85 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 345/499 4.32G 0.01149 0.009625 0.002207 85 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 345/499 4.32G 0.01149 0.009651 0.002185 91 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 345/499 4.32G 0.01149 0.009651 0.002185 91 640: 78%|#######7 | 31/40 [00:05<00:01, 5.09it/s] 345/499 4.32G 0.01148 0.009656 0.002198 74 640: 78%|#######7 | 31/40 [00:06<00:01, 5.09it/s] 345/499 4.32G 0.01148 0.009656 0.002198 74 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 345/499 4.32G 0.01146 0.009634 0.002216 70 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 345/499 4.32G 0.01146 0.009634 0.002216 70 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 345/499 4.32G 0.01142 0.009636 0.002269 85 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 345/499 4.32G 0.01142 0.009636 0.002269 85 640: 85%|########5 | 34/40 [00:06<00:01, 5.14it/s] 345/499 4.32G 0.01139 0.00966 0.002236 86 640: 85%|########5 | 34/40 [00:06<00:01, 5.14it/s] 345/499 4.32G 0.01139 0.00966 0.002236 86 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 345/499 4.32G 0.01136 0.009713 0.002191 88 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 345/499 4.32G 0.01136 0.009713 0.002191 88 640: 90%|######### | 36/40 [00:06<00:00, 5.20it/s] 345/499 4.32G 0.01143 0.009726 0.00234 67 640: 90%|######### | 36/40 [00:07<00:00, 5.20it/s] 345/499 4.32G 0.01143 0.009726 0.00234 67 640: 92%|#########2| 37/40 [00:07<00:00, 5.08it/s] 345/499 4.32G 0.01152 0.009711 0.002383 70 640: 92%|#########2| 37/40 [00:07<00:00, 5.08it/s] 345/499 4.32G 0.01152 0.009711 0.002383 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.15it/s] 345/499 4.32G 0.0115 0.009713 0.002392 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.15it/s] 345/499 4.32G 0.0115 0.009713 0.002392 79 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 345/499 4.32G 0.01149 0.009787 0.002366 47 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 345/499 4.32G 0.01149 0.009787 0.002366 47 640: 100%|##########| 40/40 [00:07<00:00, 5.14it/s] 345/499 4.32G 0.01149 0.009787 0.002366 47 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.97it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.861 0.858 0.877 0.761 Stopping training early as no improvement observed in last 100 epochs. Best results observed at epoch 245, best model saved as best.pt. To update EarlyStopping(patience=100) pass a new patience value, i.e. `python train.py --patience 300` or use `--patience 0` to disable EarlyStopping. 346 epochs completed in 0.969 hours. Optimizer stripped from yolov5_ws\yolov5\runs\train\exp10\weights\last.pt, 14.4MB Optimizer stripped from yolov5_ws\yolov5\runs\train\exp10\weights\best.pt, 14.4MB Validating yolov5_ws\yolov5\runs\train\exp10\weights\best.pt... Fusing layers... Model summary: 157 layers, 7031701 parameters, 0 gradients, 15.8 GFLOPs Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.15it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.77it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.66it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.22it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.05it/s] all 132 263 0.915 0.844 0.918 0.805 Right_Scissors 132 29 0.811 0.897 0.96 0.845 Right_Needle_driver 132 95 0.989 0.946 0.993 0.883 Left_Needle_driver 132 6 0.811 0.833 0.843 0.826 Left_Forceps 132 44 0.929 0.909 0.908 0.804 Right_Empty 132 7 1 0.518 0.844 0.62 Left_Empty 132 82 0.952 0.962 0.959 0.851 Results saved to yolov5_ws\yolov5\runs\train\exp10
!python yolov5_ws/yolov5/train.py --img 640 --batch 20 --epochs 500 --optimizer "AdamW" --device "cuda:0" --data yolov5_ws/yolov5/dataset-balanced.yaml --weights yolov5_ws/yolov5/yolov5s.pt
github: skipping check (not a git repository), for updates see https://github.com/ultralytics/yolov5
train: weights=yolov5_ws/yolov5/yolov5s.pt, cfg=, data=yolov5_ws/yolov5/dataset-balanced.yaml, hyp=yolov5_ws\yolov5\data\hyps\hyp.scratch-low.yaml, epochs=500, batch_size=20, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=cuda:0, multi_scale=False, single_cls=False, optimizer=AdamW, sync_bn=False, workers=8, project=yolov5_ws\yolov5\runs\train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, seed=0, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest YOLOv5 2022-12-5 Python-3.9.15 torch-1.13.0 CUDA:0 (NVIDIA GeForce RTX 4090, 24564MiB) hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0 ClearML: run 'pip install clearml' to automatically track, visualize and remotely train YOLOv5 in ClearML Comet: run 'pip install comet_ml' to automatically track and visualize YOLOv5 runs in Comet TensorBoard: Start with 'tensorboard --logdir yolov5_ws\yolov5\runs\train', view at http://localhost:6006/ Overriding model.yaml nc=80 with nc=8 from n params module arguments 0 -1 1 3520 models.common.Conv [3, 32, 6, 2, 2] 1 -1 1 18560 models.common.Conv [32, 64, 3, 2] 2 -1 1 18816 models.common.C3 [64, 64, 1] 3 -1 1 73984 models.common.Conv [64, 128, 3, 2] 4 -1 2 115712 models.common.C3 [128, 128, 2] 5 -1 1 295424 models.common.Conv [128, 256, 3, 2] 6 -1 3 625152 models.common.C3 [256, 256, 3] 7 -1 1 1180672 models.common.Conv [256, 512, 3, 2] 8 -1 1 1182720 models.common.C3 [512, 512, 1] 9 -1 1 656896 models.common.SPPF [512, 512, 5] 10 -1 1 131584 models.common.Conv [512, 256, 1, 1] 11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 12 [-1, 6] 1 0 models.common.Concat [1] 13 -1 1 361984 models.common.C3 [512, 256, 1, False] 14 -1 1 33024 models.common.Conv [256, 128, 1, 1] 15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 16 [-1, 4] 1 0 models.common.Concat [1] 17 -1 1 90880 models.common.C3 [256, 128, 1, False] 18 -1 1 147712 models.common.Conv [128, 128, 3, 2] 19 [-1, 14] 1 0 models.common.Concat [1] 20 -1 1 296448 models.common.C3 [256, 256, 1, False] 21 -1 1 590336 models.common.Conv [256, 256, 3, 2] 22 [-1, 10] 1 0 models.common.Concat [1] 23 -1 1 1182720 models.common.C3 [512, 512, 1, False] 24 [17, 20, 23] 1 35061 models.yolo.Detect [8, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]] Model summary: 214 layers, 7041205 parameters, 7041205 gradients, 16.0 GFLOPs Transferred 343/349 items from yolov5_ws\yolov5\yolov5s.pt AMP: checks passed optimizer: AdamW(lr=0.01) with parameter groups 57 weight(decay=0.0), 60 weight(decay=0.00046875), 60 bias train: Scanning C:\Users\user\Projects\cvor1\data\processed\labels\training.cache... 3349 images, 0 backgrounds, 0 corrupt: 100%|##########| 3349/3349 [00:00<?, ?it/s] train: Scanning C:\Users\user\Projects\cvor1\data\processed\labels\training.cache... 3349 images, 0 backgrounds, 0 corrupt: 100%|##########| 3349/3349 [00:00<?, ?it/s] val: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\validation.cache... 132 images, 0 backgrounds, 0 corrupt: 100%|##########| 132/132 [00:00<?, ?it/s] val: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\validation.cache... 132 images, 0 backgrounds, 0 corrupt: 100%|##########| 132/132 [00:00<?, ?it/s] AutoAnchor: 5.18 anchors/target, 1.000 Best Possible Recall (BPR). Current anchors are a good fit to dataset Plotting labels to yolov5_ws\yolov5\runs\train\exp11\labels.jpg... Image sizes 640 train, 640 val Using 8 dataloader workers Logging results to yolov5_ws\yolov5\runs\train\exp11 Starting training for 500 epochs... Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 0/499 3.68G 0.1154 0.03485 0.06237 66 640: 0%| | 0/168 [00:00<?, ?it/s] 0/499 3.68G 0.1154 0.03485 0.06237 66 640: 1%| | 1/168 [00:01<05:33, 1.99s/it] 0/499 3.75G 0.1112 0.03449 0.06221 62 640: 1%| | 1/168 [00:02<05:33, 1.99s/it] 0/499 3.75G 0.1112 0.03449 0.06221 62 640: 1%|1 | 2/168 [00:02<02:35, 1.07it/s] 0/499 3.88G 0.1058 0.03433 0.06136 64 640: 1%|1 | 2/168 [00:02<02:35, 1.07it/s] 0/499 3.88G 0.1058 0.03433 0.06136 64 640: 2%|1 | 3/168 [00:02<01:41, 1.63it/s] 0/499 3.88G 0.1006 0.03466 0.06041 62 640: 2%|1 | 3/168 [00:02<01:41, 1.63it/s] 0/499 3.88G 0.1006 0.03466 0.06041 62 640: 2%|2 | 4/168 [00:02<01:15, 2.17it/s] 0/499 3.88G 0.09762 0.03463 0.05946 61 640: 2%|2 | 4/168 [00:02<01:15, 2.17it/s] 0/499 3.88G 0.09762 0.03463 0.05946 61 640: 3%|2 | 5/168 [00:02<00:59, 2.72it/s] 0/499 3.88G 0.09543 0.03589 0.05909 83 640: 3%|2 | 5/168 [00:03<00:59, 2.72it/s] 0/499 3.88G 0.09543 0.03589 0.05909 83 640: 4%|3 | 6/168 [00:03<00:50, 3.21it/s] 0/499 3.88G 0.09278 0.0363 0.05857 66 640: 4%|3 | 6/168 [00:03<00:50, 3.21it/s] 0/499 3.88G 0.09278 0.0363 0.05857 66 640: 4%|4 | 7/168 [00:03<00:44, 3.62it/s] 0/499 3.88G 0.0905 0.03676 0.05827 64 640: 4%|4 | 7/168 [00:03<00:44, 3.62it/s] 0/499 3.88G 0.0905 0.03676 0.05827 64 640: 5%|4 | 8/168 [00:03<00:40, 3.94it/s] 0/499 3.88G 0.08799 0.03651 0.05791 57 640: 5%|4 | 8/168 [00:03<00:40, 3.94it/s] 0/499 3.88G 0.08799 0.03651 0.05791 57 640: 5%|5 | 9/168 [00:03<00:37, 4.19it/s] 0/499 3.88G 0.08641 0.03667 0.05738 65 640: 5%|5 | 9/168 [00:03<00:37, 4.19it/s] 0/499 3.88G 0.08641 0.03667 0.05738 65 640: 6%|5 | 10/168 [00:03<00:36, 4.37it/s] 0/499 3.88G 0.08404 0.03668 0.05699 53 640: 6%|5 | 10/168 [00:04<00:36, 4.37it/s] 0/499 3.88G 0.08404 0.03668 0.05699 53 640: 7%|6 | 11/168 [00:04<00:34, 4.52it/s] 0/499 3.88G 0.08223 0.03691 0.05667 69 640: 7%|6 | 11/168 [00:04<00:34, 4.52it/s] 0/499 3.88G 0.08223 0.03691 0.05667 69 640: 7%|7 | 12/168 [00:04<00:33, 4.64it/s] 0/499 3.88G 0.08047 0.03647 0.05643 56 640: 7%|7 | 12/168 [00:04<00:33, 4.64it/s] 0/499 3.88G 0.08047 0.03647 0.05643 56 640: 8%|7 | 13/168 [00:04<00:32, 4.72it/s] 0/499 3.88G 0.07894 0.03648 0.05619 61 640: 8%|7 | 13/168 [00:04<00:32, 4.72it/s] 0/499 3.88G 0.07894 0.03648 0.05619 61 640: 8%|8 | 14/168 [00:04<00:32, 4.77it/s] 0/499 3.88G 0.07758 0.03726 0.05592 78 640: 8%|8 | 14/168 [00:04<00:32, 4.77it/s] 0/499 3.88G 0.07758 0.03726 0.05592 78 640: 9%|8 | 15/168 [00:04<00:31, 4.81it/s] 0/499 3.88G 0.07635 0.03733 0.05562 66 640: 9%|8 | 15/168 [00:05<00:31, 4.81it/s] 0/499 3.88G 0.07635 0.03733 0.05562 66 640: 10%|9 | 16/168 [00:05<00:31, 4.84it/s] 0/499 3.88G 0.0755 0.03749 0.05548 74 640: 10%|9 | 16/168 [00:05<00:31, 4.84it/s] 0/499 3.88G 0.0755 0.03749 0.05548 74 640: 10%|# | 17/168 [00:05<00:30, 4.88it/s] 0/499 3.88G 0.07454 0.03757 0.05522 64 640: 10%|# | 17/168 [00:05<00:30, 4.88it/s] 0/499 3.88G 0.07454 0.03757 0.05522 64 640: 11%|# | 18/168 [00:05<00:30, 4.90it/s] 0/499 3.88G 0.07338 0.0375 0.05501 61 640: 11%|# | 18/168 [00:05<00:30, 4.90it/s] 0/499 3.88G 0.07338 0.0375 0.05501 61 640: 11%|#1 | 19/168 [00:05<00:30, 4.91it/s] 0/499 3.88G 0.07235 0.03757 0.05485 69 640: 11%|#1 | 19/168 [00:05<00:30, 4.91it/s] 0/499 3.88G 0.07235 0.03757 0.05485 69 640: 12%|#1 | 20/168 [00:05<00:29, 5.00it/s] 0/499 3.88G 0.07159 0.03765 0.05471 71 640: 12%|#1 | 20/168 [00:06<00:29, 5.00it/s] 0/499 3.88G 0.07159 0.03765 0.05471 71 640: 12%|#2 | 21/168 [00:06<00:29, 4.97it/s] 0/499 3.88G 0.07107 0.03793 0.05454 83 640: 12%|#2 | 21/168 [00:06<00:29, 4.97it/s] 0/499 3.88G 0.07107 0.03793 0.05454 83 640: 13%|#3 | 22/168 [00:06<00:29, 4.96it/s] 0/499 3.88G 0.0703 0.03781 0.05441 67 640: 13%|#3 | 22/168 [00:06<00:29, 4.96it/s] 0/499 3.88G 0.0703 0.03781 0.05441 67 640: 14%|#3 | 23/168 [00:06<00:29, 4.92it/s] 0/499 3.88G 0.06958 0.03746 0.05438 57 640: 14%|#3 | 23/168 [00:06<00:29, 4.92it/s] 0/499 3.88G 0.06958 0.03746 0.05438 57 640: 14%|#4 | 24/168 [00:06<00:29, 4.93it/s] 0/499 3.88G 0.06904 0.03737 0.05427 76 640: 14%|#4 | 24/168 [00:06<00:29, 4.93it/s] 0/499 3.88G 0.06904 0.03737 0.05427 76 640: 15%|#4 | 25/168 [00:06<00:29, 4.88it/s] 0/499 3.88G 0.06838 0.03718 0.05414 72 640: 15%|#4 | 25/168 [00:07<00:29, 4.88it/s] 0/499 3.88G 0.06838 0.03718 0.05414 72 640: 15%|#5 | 26/168 [00:07<00:29, 4.85it/s] 0/499 3.88G 0.06792 0.03675 0.05405 55 640: 15%|#5 | 26/168 [00:07<00:29, 4.85it/s] 0/499 3.88G 0.06792 0.03675 0.05405 55 640: 16%|#6 | 27/168 [00:07<00:29, 4.82it/s] 0/499 3.88G 0.06738 0.03659 0.05389 71 640: 16%|#6 | 27/168 [00:07<00:29, 4.82it/s] 0/499 3.88G 0.06738 0.03659 0.05389 71 640: 17%|#6 | 28/168 [00:07<00:29, 4.82it/s] 0/499 3.88G 0.06697 0.03621 0.05382 61 640: 17%|#6 | 28/168 [00:07<00:29, 4.82it/s] 0/499 3.88G 0.06697 0.03621 0.05382 61 640: 17%|#7 | 29/168 [00:07<00:28, 4.85it/s] 0/499 3.88G 0.06637 0.03602 0.05376 67 640: 17%|#7 | 29/168 [00:07<00:28, 4.85it/s] 0/499 3.88G 0.06637 0.03602 0.05376 67 640: 18%|#7 | 30/168 [00:07<00:28, 4.90it/s] 0/499 3.88G 0.06577 0.03585 0.05374 69 640: 18%|#7 | 30/168 [00:08<00:28, 4.90it/s] 0/499 3.88G 0.06577 0.03585 0.05374 69 640: 18%|#8 | 31/168 [00:08<00:27, 4.90it/s] 0/499 3.88G 0.06532 0.03576 0.05366 78 640: 18%|#8 | 31/168 [00:08<00:27, 4.90it/s] 0/499 3.88G 0.06532 0.03576 0.05366 78 640: 19%|#9 | 32/168 [00:08<00:27, 4.90it/s] 0/499 3.88G 0.06482 0.03561 0.0536 80 640: 19%|#9 | 32/168 [00:08<00:27, 4.90it/s] 0/499 3.88G 0.06482 0.03561 0.0536 80 640: 20%|#9 | 33/168 [00:08<00:27, 4.88it/s] 0/499 3.88G 0.06434 0.03533 0.05347 67 640: 20%|#9 | 33/168 [00:08<00:27, 4.88it/s] 0/499 3.88G 0.06434 0.03533 0.05347 67 640: 20%|## | 34/168 [00:08<00:27, 4.87it/s] 0/499 3.88G 0.0638 0.0351 0.05343 63 640: 20%|## | 34/168 [00:08<00:27, 4.87it/s] 0/499 3.88G 0.0638 0.0351 0.05343 63 640: 21%|## | 35/168 [00:08<00:27, 4.87it/s] 0/499 3.88G 0.06337 0.03481 0.05329 61 640: 21%|## | 35/168 [00:09<00:27, 4.87it/s] 0/499 3.88G 0.06337 0.03481 0.05329 61 640: 21%|##1 | 36/168 [00:09<00:27, 4.84it/s] 0/499 3.88G 0.06297 0.03452 0.05318 63 640: 21%|##1 | 36/168 [00:09<00:27, 4.84it/s] 0/499 3.88G 0.06297 0.03452 0.05318 63 640: 22%|##2 | 37/168 [00:09<00:26, 4.88it/s] 0/499 3.88G 0.06248 0.03422 0.05303 65 640: 22%|##2 | 37/168 [00:09<00:26, 4.88it/s] 0/499 3.88G 0.06248 0.03422 0.05303 65 640: 23%|##2 | 38/168 [00:09<00:26, 4.87it/s] 0/499 3.88G 0.06216 0.03411 0.05301 78 640: 23%|##2 | 38/168 [00:09<00:26, 4.87it/s] 0/499 3.88G 0.06216 0.03411 0.05301 78 640: 23%|##3 | 39/168 [00:09<00:26, 4.89it/s] 0/499 3.88G 0.06183 0.03382 0.05303 58 640: 23%|##3 | 39/168 [00:09<00:26, 4.89it/s] 0/499 3.88G 0.06183 0.03382 0.05303 58 640: 24%|##3 | 40/168 [00:09<00:26, 4.92it/s] 0/499 3.88G 0.06143 0.03373 0.05301 78 640: 24%|##3 | 40/168 [00:10<00:26, 4.92it/s] 0/499 3.88G 0.06143 0.03373 0.05301 78 640: 24%|##4 | 41/168 [00:10<00:25, 4.92it/s] 0/499 3.88G 0.06097 0.03331 0.05299 40 640: 24%|##4 | 41/168 [00:10<00:25, 4.92it/s] 0/499 3.88G 0.06097 0.03331 0.05299 40 640: 25%|##5 | 42/168 [00:10<00:25, 4.94it/s] 0/499 3.88G 0.06075 0.03306 0.05289 63 640: 25%|##5 | 42/168 [00:10<00:25, 4.94it/s] 0/499 3.88G 0.06075 0.03306 0.05289 63 640: 26%|##5 | 43/168 [00:10<00:25, 4.89it/s] 0/499 3.88G 0.06048 0.0328 0.0528 58 640: 26%|##5 | 43/168 [00:10<00:25, 4.89it/s] 0/499 3.88G 0.06048 0.0328 0.0528 58 640: 26%|##6 | 44/168 [00:10<00:25, 4.87it/s] 0/499 3.88G 0.06008 0.03248 0.05276 48 640: 26%|##6 | 44/168 [00:11<00:25, 4.87it/s] 0/499 3.88G 0.06008 0.03248 0.05276 48 640: 27%|##6 | 45/168 [00:11<00:25, 4.87it/s] 0/499 3.88G 0.05982 0.03245 0.05273 79 640: 27%|##6 | 45/168 [00:11<00:25, 4.87it/s] 0/499 3.88G 0.05982 0.03245 0.05273 79 640: 27%|##7 | 46/168 [00:11<00:24, 4.88it/s] 0/499 3.88G 0.0595 0.03228 0.05263 66 640: 27%|##7 | 46/168 [00:11<00:24, 4.88it/s] 0/499 3.88G 0.0595 0.03228 0.05263 66 640: 28%|##7 | 47/168 [00:11<00:24, 4.90it/s] 0/499 3.88G 0.05914 0.03209 0.05255 70 640: 28%|##7 | 47/168 [00:11<00:24, 4.90it/s] 0/499 3.88G 0.05914 0.03209 0.05255 70 640: 29%|##8 | 48/168 [00:11<00:24, 4.93it/s] 0/499 3.88G 0.05887 0.03195 0.0525 66 640: 29%|##8 | 48/168 [00:11<00:24, 4.93it/s] 0/499 3.88G 0.05887 0.03195 0.0525 66 640: 29%|##9 | 49/168 [00:11<00:24, 4.91it/s] 0/499 3.88G 0.05861 0.03187 0.05241 88 640: 29%|##9 | 49/168 [00:12<00:24, 4.91it/s] 0/499 3.88G 0.05861 0.03187 0.05241 88 640: 30%|##9 | 50/168 [00:12<00:23, 4.92it/s] 0/499 3.88G 0.05846 0.03162 0.05236 57 640: 30%|##9 | 50/168 [00:12<00:23, 4.92it/s] 0/499 3.88G 0.05846 0.03162 0.05236 57 640: 30%|### | 51/168 [00:12<00:23, 4.93it/s] 0/499 3.88G 0.05826 0.03153 0.05231 82 640: 30%|### | 51/168 [00:12<00:23, 4.93it/s] 0/499 3.88G 0.05826 0.03153 0.05231 82 640: 31%|### | 52/168 [00:12<00:23, 4.92it/s] 0/499 3.88G 0.05805 0.0314 0.05222 71 640: 31%|### | 52/168 [00:12<00:23, 4.92it/s] 0/499 3.88G 0.05805 0.0314 0.05222 71 640: 32%|###1 | 53/168 [00:12<00:23, 4.92it/s] 0/499 3.88G 0.05778 0.03124 0.05212 61 640: 32%|###1 | 53/168 [00:12<00:23, 4.92it/s] 0/499 3.88G 0.05778 0.03124 0.05212 61 640: 32%|###2 | 54/168 [00:12<00:23, 4.90it/s] 0/499 3.88G 0.05758 0.03105 0.05207 62 640: 32%|###2 | 54/168 [00:13<00:23, 4.90it/s] 0/499 3.88G 0.05758 0.03105 0.05207 62 640: 33%|###2 | 55/168 [00:13<00:23, 4.90it/s] 0/499 3.88G 0.0573 0.03095 0.05198 76 640: 33%|###2 | 55/168 [00:13<00:23, 4.90it/s] 0/499 3.88G 0.0573 0.03095 0.05198 76 640: 33%|###3 | 56/168 [00:13<00:22, 4.90it/s] 0/499 3.88G 0.05703 0.03088 0.05193 82 640: 33%|###3 | 56/168 [00:13<00:22, 4.90it/s] 0/499 3.88G 0.05703 0.03088 0.05193 82 640: 34%|###3 | 57/168 [00:13<00:22, 4.90it/s] 0/499 3.88G 0.05674 0.03068 0.05189 58 640: 34%|###3 | 57/168 [00:13<00:22, 4.90it/s] 0/499 3.88G 0.05674 0.03068 0.05189 58 640: 35%|###4 | 58/168 [00:13<00:22, 4.90it/s] 0/499 3.88G 0.05649 0.03061 0.05187 69 640: 35%|###4 | 58/168 [00:13<00:22, 4.90it/s] 0/499 3.88G 0.05649 0.03061 0.05187 69 640: 35%|###5 | 59/168 [00:13<00:22, 4.92it/s] 0/499 3.88G 0.05628 0.03048 0.0518 67 640: 35%|###5 | 59/168 [00:14<00:22, 4.92it/s] 0/499 3.88G 0.05628 0.03048 0.0518 67 640: 36%|###5 | 60/168 [00:14<00:21, 4.91it/s] 0/499 3.88G 0.05605 0.03035 0.05178 67 640: 36%|###5 | 60/168 [00:14<00:21, 4.91it/s] 0/499 3.88G 0.05605 0.03035 0.05178 67 640: 36%|###6 | 61/168 [00:14<00:21, 4.91it/s] 0/499 3.88G 0.05582 0.03018 0.05174 61 640: 36%|###6 | 61/168 [00:14<00:21, 4.91it/s] 0/499 3.88G 0.05582 0.03018 0.05174 61 640: 37%|###6 | 62/168 [00:14<00:21, 4.91it/s] 0/499 3.88G 0.05564 0.03011 0.0517 76 640: 37%|###6 | 62/168 [00:14<00:21, 4.91it/s] 0/499 3.88G 0.05564 0.03011 0.0517 76 640: 38%|###7 | 63/168 [00:14<00:21, 4.88it/s] 0/499 3.88G 0.05537 0.02994 0.05161 52 640: 38%|###7 | 63/168 [00:14<00:21, 4.88it/s] 0/499 3.88G 0.05537 0.02994 0.05161 52 640: 38%|###8 | 64/168 [00:14<00:21, 4.90it/s] 0/499 3.88G 0.05511 0.02986 0.05159 73 640: 38%|###8 | 64/168 [00:15<00:21, 4.90it/s] 0/499 3.88G 0.05511 0.02986 0.05159 73 640: 39%|###8 | 65/168 [00:15<00:20, 4.91it/s] 0/499 3.88G 0.05491 0.02974 0.0515 68 640: 39%|###8 | 65/168 [00:15<00:20, 4.91it/s] 0/499 3.88G 0.05491 0.02974 0.0515 68 640: 39%|###9 | 66/168 [00:15<00:20, 4.92it/s] 0/499 3.88G 0.05473 0.02968 0.05143 82 640: 39%|###9 | 66/168 [00:15<00:20, 4.92it/s] 0/499 3.88G 0.05473 0.02968 0.05143 82 640: 40%|###9 | 67/168 [00:15<00:20, 4.93it/s] 0/499 3.88G 0.05449 0.02961 0.05138 74 640: 40%|###9 | 67/168 [00:15<00:20, 4.93it/s] 0/499 3.88G 0.05449 0.02961 0.05138 74 640: 40%|#### | 68/168 [00:15<00:20, 4.93it/s] 0/499 3.88G 0.05423 0.0295 0.05134 71 640: 40%|#### | 68/168 [00:15<00:20, 4.93it/s] 0/499 3.88G 0.05423 0.0295 0.05134 71 640: 41%|####1 | 69/168 [00:15<00:20, 4.94it/s] 0/499 3.88G 0.05396 0.02938 0.05127 69 640: 41%|####1 | 69/168 [00:16<00:20, 4.94it/s] 0/499 3.88G 0.05396 0.02938 0.05127 69 640: 42%|####1 | 70/168 [00:16<00:19, 4.93it/s] 0/499 3.88G 0.05373 0.02926 0.05122 64 640: 42%|####1 | 70/168 [00:16<00:19, 4.93it/s] 0/499 3.88G 0.05373 0.02926 0.05122 64 640: 42%|####2 | 71/168 [00:16<00:19, 4.92it/s] 0/499 3.88G 0.05352 0.02919 0.0512 73 640: 42%|####2 | 71/168 [00:16<00:19, 4.92it/s] 0/499 3.88G 0.05352 0.02919 0.0512 73 640: 43%|####2 | 72/168 [00:16<00:19, 4.95it/s] 0/499 3.88G 0.05332 0.02911 0.05117 70 640: 43%|####2 | 72/168 [00:16<00:19, 4.95it/s] 0/499 3.88G 0.05332 0.02911 0.05117 70 640: 43%|####3 | 73/168 [00:16<00:19, 4.97it/s] 0/499 3.88G 0.05316 0.02911 0.05115 89 640: 43%|####3 | 73/168 [00:16<00:19, 4.97it/s] 0/499 3.88G 0.05316 0.02911 0.05115 89 640: 44%|####4 | 74/168 [00:16<00:18, 4.97it/s] 0/499 3.88G 0.05297 0.029 0.0511 64 640: 44%|####4 | 74/168 [00:17<00:18, 4.97it/s] 0/499 3.88G 0.05297 0.029 0.0511 64 640: 45%|####4 | 75/168 [00:17<00:18, 4.98it/s] 0/499 3.88G 0.05277 0.029 0.05104 83 640: 45%|####4 | 75/168 [00:17<00:18, 4.98it/s] 0/499 3.88G 0.05277 0.029 0.05104 83 640: 45%|####5 | 76/168 [00:17<00:18, 4.96it/s] 0/499 3.88G 0.05256 0.02887 0.05101 59 640: 45%|####5 | 76/168 [00:17<00:18, 4.96it/s] 0/499 3.88G 0.05256 0.02887 0.05101 59 640: 46%|####5 | 77/168 [00:17<00:18, 4.95it/s] 0/499 3.88G 0.05236 0.02879 0.05098 73 640: 46%|####5 | 77/168 [00:17<00:18, 4.95it/s] 0/499 3.88G 0.05236 0.02879 0.05098 73 640: 46%|####6 | 78/168 [00:17<00:18, 4.95it/s] 0/499 3.88G 0.0522 0.02872 0.05092 80 640: 46%|####6 | 78/168 [00:17<00:18, 4.95it/s] 0/499 3.88G 0.0522 0.02872 0.05092 80 640: 47%|####7 | 79/168 [00:17<00:18, 4.94it/s] 0/499 3.88G 0.05206 0.02862 0.05092 65 640: 47%|####7 | 79/168 [00:18<00:18, 4.94it/s] 0/499 3.88G 0.05206 0.02862 0.05092 65 640: 48%|####7 | 80/168 [00:18<00:17, 4.97it/s] 0/499 3.88G 0.05187 0.02855 0.05091 72 640: 48%|####7 | 80/168 [00:18<00:17, 4.97it/s] 0/499 3.88G 0.05187 0.02855 0.05091 72 640: 48%|####8 | 81/168 [00:18<00:17, 4.96it/s] 0/499 3.88G 0.0517 0.02848 0.05089 72 640: 48%|####8 | 81/168 [00:18<00:17, 4.96it/s] 0/499 3.88G 0.0517 0.02848 0.05089 72 640: 49%|####8 | 82/168 [00:18<00:17, 4.96it/s] 0/499 3.88G 0.05157 0.02839 0.05087 66 640: 49%|####8 | 82/168 [00:18<00:17, 4.96it/s] 0/499 3.88G 0.05157 0.02839 0.05087 66 640: 49%|####9 | 83/168 [00:18<00:17, 4.97it/s] 0/499 3.88G 0.05143 0.02829 0.05086 64 640: 49%|####9 | 83/168 [00:18<00:17, 4.97it/s] 0/499 3.88G 0.05143 0.02829 0.05086 64 640: 50%|##### | 84/168 [00:18<00:16, 4.97it/s] 0/499 3.88G 0.05131 0.0282 0.05083 71 640: 50%|##### | 84/168 [00:19<00:16, 4.97it/s] 0/499 3.88G 0.05131 0.0282 0.05083 71 640: 51%|##### | 85/168 [00:19<00:16, 4.98it/s] 0/499 3.88G 0.05116 0.02815 0.05079 75 640: 51%|##### | 85/168 [00:19<00:16, 4.98it/s] 0/499 3.88G 0.05116 0.02815 0.05079 75 640: 51%|#####1 | 86/168 [00:19<00:16, 4.96it/s] 0/499 3.88G 0.05103 0.0281 0.05076 76 640: 51%|#####1 | 86/168 [00:19<00:16, 4.96it/s] 0/499 3.88G 0.05103 0.0281 0.05076 76 640: 52%|#####1 | 87/168 [00:19<00:16, 4.96it/s] 0/499 3.88G 0.05087 0.02799 0.05073 60 640: 52%|#####1 | 87/168 [00:19<00:16, 4.96it/s] 0/499 3.88G 0.05087 0.02799 0.05073 60 640: 52%|#####2 | 88/168 [00:19<00:16, 4.97it/s] 0/499 3.88G 0.05073 0.02793 0.05071 69 640: 52%|#####2 | 88/168 [00:19<00:16, 4.97it/s] 0/499 3.88G 0.05073 0.02793 0.05071 69 640: 53%|#####2 | 89/168 [00:19<00:15, 4.97it/s] 0/499 3.88G 0.05061 0.02783 0.05068 67 640: 53%|#####2 | 89/168 [00:20<00:15, 4.97it/s] 0/499 3.88G 0.05061 0.02783 0.05068 67 640: 54%|#####3 | 90/168 [00:20<00:15, 4.97it/s] 0/499 3.88G 0.05044 0.02776 0.05061 66 640: 54%|#####3 | 90/168 [00:20<00:15, 4.97it/s] 0/499 3.88G 0.05044 0.02776 0.05061 66 640: 54%|#####4 | 91/168 [00:20<00:15, 4.97it/s] 0/499 3.88G 0.05027 0.02774 0.05059 80 640: 54%|#####4 | 91/168 [00:20<00:15, 4.97it/s] 0/499 3.88G 0.05027 0.02774 0.05059 80 640: 55%|#####4 | 92/168 [00:20<00:15, 4.95it/s] 0/499 3.88G 0.05012 0.02768 0.05055 69 640: 55%|#####4 | 92/168 [00:20<00:15, 4.95it/s] 0/499 3.88G 0.05012 0.02768 0.05055 69 640: 55%|#####5 | 93/168 [00:20<00:15, 4.93it/s] 0/499 3.88G 0.04999 0.02762 0.05051 65 640: 55%|#####5 | 93/168 [00:20<00:15, 4.93it/s] 0/499 3.88G 0.04999 0.02762 0.05051 65 640: 56%|#####5 | 94/168 [00:20<00:15, 4.91it/s] 0/499 3.88G 0.04987 0.02756 0.05048 64 640: 56%|#####5 | 94/168 [00:21<00:15, 4.91it/s] 0/499 3.88G 0.04987 0.02756 0.05048 64 640: 57%|#####6 | 95/168 [00:21<00:14, 4.87it/s] 0/499 3.88G 0.04973 0.02751 0.05045 79 640: 57%|#####6 | 95/168 [00:21<00:14, 4.87it/s] 0/499 3.88G 0.04973 0.02751 0.05045 79 640: 57%|#####7 | 96/168 [00:21<00:14, 4.85it/s] 0/499 3.88G 0.04957 0.0275 0.05041 76 640: 57%|#####7 | 96/168 [00:21<00:14, 4.85it/s] 0/499 3.88G 0.04957 0.0275 0.05041 76 640: 58%|#####7 | 97/168 [00:21<00:14, 4.83it/s] 0/499 3.88G 0.04943 0.02746 0.05037 75 640: 58%|#####7 | 97/168 [00:21<00:14, 4.83it/s] 0/499 3.88G 0.04943 0.02746 0.05037 75 640: 58%|#####8 | 98/168 [00:21<00:14, 4.86it/s] 0/499 3.88G 0.04929 0.02745 0.05034 82 640: 58%|#####8 | 98/168 [00:21<00:14, 4.86it/s] 0/499 3.88G 0.04929 0.02745 0.05034 82 640: 59%|#####8 | 99/168 [00:21<00:14, 4.86it/s] 0/499 3.88G 0.04916 0.02738 0.05031 69 640: 59%|#####8 | 99/168 [00:22<00:14, 4.86it/s] 0/499 3.88G 0.04916 0.02738 0.05031 69 640: 60%|#####9 | 100/168 [00:22<00:13, 4.87it/s] 0/499 3.88G 0.04904 0.0273 0.05029 62 640: 60%|#####9 | 100/168 [00:22<00:13, 4.87it/s] 0/499 3.88G 0.04904 0.0273 0.05029 62 640: 60%|###### | 101/168 [00:22<00:13, 4.87it/s] 0/499 3.88G 0.0489 0.02729 0.05025 85 640: 60%|###### | 101/168 [00:22<00:13, 4.87it/s] 0/499 3.88G 0.0489 0.02729 0.05025 85 640: 61%|###### | 102/168 [00:22<00:13, 4.89it/s] 0/499 3.88G 0.04876 0.02724 0.05021 71 640: 61%|###### | 102/168 [00:22<00:13, 4.89it/s] 0/499 3.88G 0.04876 0.02724 0.05021 71 640: 61%|######1 | 103/168 [00:22<00:13, 4.87it/s] 0/499 3.88G 0.04862 0.02718 0.05018 73 640: 61%|######1 | 103/168 [00:23<00:13, 4.87it/s] 0/499 3.88G 0.04862 0.02718 0.05018 73 640: 62%|######1 | 104/168 [00:23<00:13, 4.87it/s] 0/499 3.88G 0.04848 0.02714 0.05015 77 640: 62%|######1 | 104/168 [00:23<00:13, 4.87it/s] 0/499 3.88G 0.04848 0.02714 0.05015 77 640: 62%|######2 | 105/168 [00:23<00:12, 4.87it/s] 0/499 3.88G 0.04834 0.02705 0.05011 54 640: 62%|######2 | 105/168 [00:23<00:12, 4.87it/s] 0/499 3.88G 0.04834 0.02705 0.05011 54 640: 63%|######3 | 106/168 [00:23<00:12, 4.89it/s] 0/499 3.88G 0.04828 0.02697 0.05006 57 640: 63%|######3 | 106/168 [00:23<00:12, 4.89it/s] 0/499 3.88G 0.04828 0.02697 0.05006 57 640: 64%|######3 | 107/168 [00:23<00:12, 4.90it/s] 0/499 3.88G 0.04817 0.02692 0.05002 62 640: 64%|######3 | 107/168 [00:23<00:12, 4.90it/s] 0/499 3.88G 0.04817 0.02692 0.05002 62 640: 64%|######4 | 108/168 [00:23<00:12, 4.93it/s] 0/499 3.88G 0.04805 0.02683 0.04999 65 640: 64%|######4 | 108/168 [00:24<00:12, 4.93it/s] 0/499 3.88G 0.04805 0.02683 0.04999 65 640: 65%|######4 | 109/168 [00:24<00:12, 4.91it/s] 0/499 3.88G 0.048 0.02678 0.04995 69 640: 65%|######4 | 109/168 [00:24<00:12, 4.91it/s] 0/499 3.88G 0.048 0.02678 0.04995 69 640: 65%|######5 | 110/168 [00:24<00:11, 4.92it/s] 0/499 3.88G 0.04791 0.02673 0.04991 68 640: 65%|######5 | 110/168 [00:24<00:11, 4.92it/s] 0/499 3.88G 0.04791 0.02673 0.04991 68 640: 66%|######6 | 111/168 [00:24<00:11, 4.94it/s] 0/499 3.88G 0.04784 0.02669 0.04987 71 640: 66%|######6 | 111/168 [00:24<00:11, 4.94it/s] 0/499 3.88G 0.04784 0.02669 0.04987 71 640: 67%|######6 | 112/168 [00:24<00:11, 4.94it/s] 0/499 3.88G 0.04776 0.02665 0.04984 71 640: 67%|######6 | 112/168 [00:24<00:11, 4.94it/s] 0/499 3.88G 0.04776 0.02665 0.04984 71 640: 67%|######7 | 113/168 [00:24<00:11, 4.96it/s] 0/499 3.88G 0.04764 0.02662 0.0498 79 640: 67%|######7 | 113/168 [00:25<00:11, 4.96it/s] 0/499 3.88G 0.04764 0.02662 0.0498 79 640: 68%|######7 | 114/168 [00:25<00:10, 4.96it/s] 0/499 3.88G 0.04755 0.0266 0.04976 75 640: 68%|######7 | 114/168 [00:25<00:10, 4.96it/s] 0/499 3.88G 0.04755 0.0266 0.04976 75 640: 68%|######8 | 115/168 [00:25<00:10, 4.96it/s] 0/499 3.88G 0.04746 0.02654 0.04972 68 640: 68%|######8 | 115/168 [00:25<00:10, 4.96it/s] 0/499 3.88G 0.04746 0.02654 0.04972 68 640: 69%|######9 | 116/168 [00:25<00:10, 5.15it/s] 0/499 3.88G 0.04735 0.02648 0.04965 65 640: 69%|######9 | 116/168 [00:25<00:10, 5.15it/s] 0/499 3.88G 0.04735 0.02648 0.04965 65 640: 70%|######9 | 117/168 [00:25<00:10, 5.03it/s] 0/499 3.88G 0.04724 0.02643 0.04961 67 640: 70%|######9 | 117/168 [00:25<00:10, 5.03it/s] 0/499 3.88G 0.04724 0.02643 0.04961 67 640: 70%|####### | 118/168 [00:25<00:09, 5.14it/s] 0/499 3.88G 0.04718 0.02636 0.04958 63 640: 70%|####### | 118/168 [00:26<00:09, 5.14it/s] 0/499 3.88G 0.04718 0.02636 0.04958 63 640: 71%|####### | 119/168 [00:26<00:09, 5.05it/s] 0/499 3.88G 0.04709 0.02626 0.04951 52 640: 71%|####### | 119/168 [00:26<00:09, 5.05it/s] 0/499 3.88G 0.04709 0.02626 0.04951 52 640: 71%|#######1 | 120/168 [00:26<00:09, 5.15it/s] 0/499 3.88G 0.04701 0.02625 0.04945 79 640: 71%|#######1 | 120/168 [00:26<00:09, 5.15it/s] 0/499 3.88G 0.04701 0.02625 0.04945 79 640: 72%|#######2 | 121/168 [00:26<00:09, 5.02it/s] 0/499 3.88G 0.04692 0.02621 0.04939 66 640: 72%|#######2 | 121/168 [00:26<00:09, 5.02it/s] 0/499 3.88G 0.04692 0.02621 0.04939 66 640: 73%|#######2 | 122/168 [00:26<00:08, 5.19it/s] 0/499 3.88G 0.04682 0.02617 0.04933 69 640: 73%|#######2 | 122/168 [00:26<00:08, 5.19it/s] 0/499 3.88G 0.04682 0.02617 0.04933 69 640: 73%|#######3 | 123/168 [00:26<00:08, 5.13it/s] 0/499 3.88G 0.04676 0.02611 0.04928 62 640: 73%|#######3 | 123/168 [00:26<00:08, 5.13it/s] 0/499 3.88G 0.04676 0.02611 0.04928 62 640: 74%|#######3 | 124/168 [00:26<00:08, 5.27it/s] 0/499 3.88G 0.04666 0.02608 0.04922 76 640: 74%|#######3 | 124/168 [00:27<00:08, 5.27it/s] 0/499 3.88G 0.04666 0.02608 0.04922 76 640: 74%|#######4 | 125/168 [00:27<00:08, 5.16it/s] 0/499 3.88G 0.04655 0.02604 0.04917 70 640: 74%|#######4 | 125/168 [00:27<00:08, 5.16it/s] 0/499 3.88G 0.04655 0.02604 0.04917 70 640: 75%|#######5 | 126/168 [00:27<00:07, 5.30it/s] 0/499 3.88G 0.04649 0.02598 0.04912 62 640: 75%|#######5 | 126/168 [00:27<00:07, 5.30it/s] 0/499 3.88G 0.04649 0.02598 0.04912 62 640: 76%|#######5 | 127/168 [00:27<00:07, 5.20it/s] 0/499 3.88G 0.04642 0.02597 0.04907 79 640: 76%|#######5 | 127/168 [00:27<00:07, 5.20it/s] 0/499 3.88G 0.04642 0.02597 0.04907 79 640: 76%|#######6 | 128/168 [00:27<00:07, 5.33it/s] 0/499 3.88G 0.04633 0.02595 0.04901 86 640: 76%|#######6 | 128/168 [00:27<00:07, 5.33it/s] 0/499 3.88G 0.04633 0.02595 0.04901 86 640: 77%|#######6 | 129/168 [00:27<00:07, 5.23it/s] 0/499 3.88G 0.04626 0.02588 0.04898 56 640: 77%|#######6 | 129/168 [00:28<00:07, 5.23it/s] 0/499 3.88G 0.04626 0.02588 0.04898 56 640: 77%|#######7 | 130/168 [00:28<00:07, 5.36it/s] 0/499 3.88G 0.04618 0.02584 0.04893 64 640: 77%|#######7 | 130/168 [00:28<00:07, 5.36it/s] 0/499 3.88G 0.04618 0.02584 0.04893 64 640: 78%|#######7 | 131/168 [00:28<00:06, 5.34it/s] 0/499 3.88G 0.04611 0.02584 0.04887 91 640: 78%|#######7 | 131/168 [00:28<00:06, 5.34it/s] 0/499 3.88G 0.04611 0.02584 0.04887 91 640: 79%|#######8 | 132/168 [00:28<00:06, 5.35it/s] 0/499 3.88G 0.04604 0.02581 0.04883 72 640: 79%|#######8 | 132/168 [00:28<00:06, 5.35it/s] 0/499 3.88G 0.04604 0.02581 0.04883 72 640: 79%|#######9 | 133/168 [00:28<00:06, 5.20it/s] 0/499 3.88G 0.04597 0.02579 0.0488 70 640: 79%|#######9 | 133/168 [00:28<00:06, 5.20it/s] 0/499 3.88G 0.04597 0.02579 0.0488 70 640: 80%|#######9 | 134/168 [00:28<00:06, 5.31it/s] 0/499 3.88G 0.0459 0.02577 0.04874 82 640: 80%|#######9 | 134/168 [00:29<00:06, 5.31it/s] 0/499 3.88G 0.0459 0.02577 0.04874 82 640: 80%|######## | 135/168 [00:29<00:06, 5.15it/s] 0/499 3.88G 0.04582 0.02572 0.04867 66 640: 80%|######## | 135/168 [00:29<00:06, 5.15it/s] 0/499 3.88G 0.04582 0.02572 0.04867 66 640: 81%|######## | 136/168 [00:29<00:06, 5.25it/s] 0/499 3.88G 0.04574 0.02568 0.04862 63 640: 81%|######## | 136/168 [00:29<00:06, 5.25it/s] 0/499 3.88G 0.04574 0.02568 0.04862 63 640: 82%|########1 | 137/168 [00:29<00:05, 5.17it/s] 0/499 3.88G 0.04569 0.02563 0.04857 62 640: 82%|########1 | 137/168 [00:29<00:05, 5.17it/s] 0/499 3.88G 0.04569 0.02563 0.04857 62 640: 82%|########2 | 138/168 [00:29<00:05, 5.29it/s] 0/499 3.88G 0.04559 0.02558 0.04851 65 640: 82%|########2 | 138/168 [00:29<00:05, 5.29it/s] 0/499 3.88G 0.04559 0.02558 0.04851 65 640: 83%|########2 | 139/168 [00:29<00:05, 5.18it/s] 0/499 3.88G 0.04553 0.02554 0.04845 61 640: 83%|########2 | 139/168 [00:30<00:05, 5.18it/s] 0/499 3.88G 0.04553 0.02554 0.04845 61 640: 83%|########3 | 140/168 [00:30<00:05, 5.29it/s] 0/499 3.88G 0.04546 0.02552 0.04839 67 640: 83%|########3 | 140/168 [00:30<00:05, 5.29it/s] 0/499 3.88G 0.04546 0.02552 0.04839 67 640: 84%|########3 | 141/168 [00:30<00:05, 5.11it/s] 0/499 3.88G 0.04537 0.02545 0.04833 55 640: 84%|########3 | 141/168 [00:30<00:05, 5.11it/s] 0/499 3.88G 0.04537 0.02545 0.04833 55 640: 85%|########4 | 142/168 [00:30<00:05, 5.19it/s] 0/499 3.88G 0.04531 0.02541 0.0483 64 640: 85%|########4 | 142/168 [00:30<00:05, 5.19it/s] 0/499 3.88G 0.04531 0.02541 0.0483 64 640: 85%|########5 | 143/168 [00:30<00:04, 5.11it/s] 0/499 3.88G 0.04527 0.02537 0.04825 62 640: 85%|########5 | 143/168 [00:30<00:04, 5.11it/s] 0/499 3.88G 0.04527 0.02537 0.04825 62 640: 86%|########5 | 144/168 [00:30<00:04, 5.22it/s] 0/499 3.88G 0.0452 0.02534 0.04822 70 640: 86%|########5 | 144/168 [00:30<00:04, 5.22it/s] 0/499 3.88G 0.0452 0.02534 0.04822 70 640: 86%|########6 | 145/168 [00:30<00:04, 5.14it/s] 0/499 3.88G 0.04516 0.02532 0.04817 66 640: 86%|########6 | 145/168 [00:31<00:04, 5.14it/s] 0/499 3.88G 0.04516 0.02532 0.04817 66 640: 87%|########6 | 146/168 [00:31<00:04, 5.26it/s] 0/499 3.88G 0.04517 0.02531 0.04812 77 640: 87%|########6 | 146/168 [00:31<00:04, 5.26it/s] 0/499 3.88G 0.04517 0.02531 0.04812 77 640: 88%|########7 | 147/168 [00:31<00:04, 5.18it/s] 0/499 3.88G 0.04514 0.02525 0.04806 48 640: 88%|########7 | 147/168 [00:31<00:04, 5.18it/s] 0/499 3.88G 0.04514 0.02525 0.04806 48 640: 88%|########8 | 148/168 [00:31<00:03, 5.31it/s] 0/499 3.88G 0.04511 0.02522 0.04803 64 640: 88%|########8 | 148/168 [00:31<00:03, 5.31it/s] 0/499 3.88G 0.04511 0.02522 0.04803 64 640: 89%|########8 | 149/168 [00:31<00:03, 5.20it/s] 0/499 3.88G 0.04504 0.02519 0.04799 75 640: 89%|########8 | 149/168 [00:31<00:03, 5.20it/s] 0/499 3.88G 0.04504 0.02519 0.04799 75 640: 89%|########9 | 150/168 [00:31<00:03, 5.28it/s] 0/499 3.88G 0.04501 0.02516 0.04795 64 640: 89%|########9 | 150/168 [00:32<00:03, 5.28it/s] 0/499 3.88G 0.04501 0.02516 0.04795 64 640: 90%|########9 | 151/168 [00:32<00:03, 5.15it/s] 0/499 3.88G 0.04494 0.02515 0.04789 66 640: 90%|########9 | 151/168 [00:32<00:03, 5.15it/s] 0/499 3.88G 0.04494 0.02515 0.04789 66 640: 90%|######### | 152/168 [00:32<00:03, 5.24it/s] 0/499 3.88G 0.04489 0.02513 0.04786 66 640: 90%|######### | 152/168 [00:32<00:03, 5.24it/s] 0/499 3.88G 0.04489 0.02513 0.04786 66 640: 91%|#########1| 153/168 [00:32<00:02, 5.17it/s] 0/499 3.88G 0.04484 0.0251 0.0478 65 640: 91%|#########1| 153/168 [00:32<00:02, 5.17it/s] 0/499 3.88G 0.04484 0.0251 0.0478 65 640: 92%|#########1| 154/168 [00:32<00:02, 5.30it/s] 0/499 3.88G 0.04477 0.02507 0.04776 61 640: 92%|#########1| 154/168 [00:32<00:02, 5.30it/s] 0/499 3.88G 0.04477 0.02507 0.04776 61 640: 92%|#########2| 155/168 [00:32<00:02, 5.22it/s] 0/499 3.88G 0.04472 0.02502 0.04771 51 640: 92%|#########2| 155/168 [00:33<00:02, 5.22it/s] 0/499 3.88G 0.04472 0.02502 0.04771 51 640: 93%|#########2| 156/168 [00:33<00:02, 5.34it/s] 0/499 3.88G 0.04465 0.02498 0.04768 59 640: 93%|#########2| 156/168 [00:33<00:02, 5.34it/s] 0/499 3.88G 0.04465 0.02498 0.04768 59 640: 93%|#########3| 157/168 [00:33<00:02, 5.21it/s] 0/499 3.88G 0.0446 0.02495 0.04764 63 640: 93%|#########3| 157/168 [00:33<00:02, 5.21it/s] 0/499 3.88G 0.0446 0.02495 0.04764 63 640: 94%|#########4| 158/168 [00:33<00:01, 5.31it/s] 0/499 3.88G 0.04456 0.02493 0.04759 78 640: 94%|#########4| 158/168 [00:33<00:01, 5.31it/s] 0/499 3.88G 0.04456 0.02493 0.04759 78 640: 95%|#########4| 159/168 [00:33<00:01, 5.11it/s] 0/499 3.88G 0.04452 0.02489 0.04755 59 640: 95%|#########4| 159/168 [00:33<00:01, 5.11it/s] 0/499 3.88G 0.04452 0.02489 0.04755 59 640: 95%|#########5| 160/168 [00:33<00:01, 5.23it/s] 0/499 3.88G 0.04447 0.02487 0.04752 67 640: 95%|#########5| 160/168 [00:34<00:01, 5.23it/s] 0/499 3.88G 0.04447 0.02487 0.04752 67 640: 96%|#########5| 161/168 [00:34<00:01, 5.15it/s] 0/499 3.88G 0.04445 0.02486 0.04747 78 640: 96%|#########5| 161/168 [00:34<00:01, 5.15it/s] 0/499 3.88G 0.04445 0.02486 0.04747 78 640: 96%|#########6| 162/168 [00:34<00:01, 5.25it/s] 0/499 3.88G 0.0444 0.02483 0.04743 66 640: 96%|#########6| 162/168 [00:34<00:01, 5.25it/s] 0/499 3.88G 0.0444 0.02483 0.04743 66 640: 97%|#########7| 163/168 [00:34<00:00, 5.16it/s] 0/499 3.88G 0.04436 0.02481 0.04739 69 640: 97%|#########7| 163/168 [00:34<00:00, 5.16it/s] 0/499 3.88G 0.04436 0.02481 0.04739 69 640: 98%|#########7| 164/168 [00:34<00:00, 5.27it/s] 0/499 3.88G 0.04432 0.02477 0.04734 58 640: 98%|#########7| 164/168 [00:34<00:00, 5.27it/s] 0/499 3.88G 0.04432 0.02477 0.04734 58 640: 98%|#########8| 165/168 [00:34<00:00, 5.17it/s] 0/499 3.88G 0.04425 0.02472 0.04728 56 640: 98%|#########8| 165/168 [00:34<00:00, 5.17it/s] 0/499 3.88G 0.04425 0.02472 0.04728 56 640: 99%|#########8| 166/168 [00:34<00:00, 5.28it/s] 0/499 3.88G 0.04421 0.02466 0.04724 48 640: 99%|#########8| 166/168 [00:35<00:00, 5.28it/s] 0/499 3.88G 0.04421 0.02466 0.04724 48 640: 99%|#########9| 167/168 [00:35<00:00, 5.16it/s] 0/499 3.88G 0.04414 0.02461 0.04724 22 640: 99%|#########9| 167/168 [00:35<00:00, 5.16it/s] 0/499 3.88G 0.04414 0.02461 0.04724 22 640: 100%|##########| 168/168 [00:35<00:00, 5.32it/s] 0/499 3.88G 0.04414 0.02461 0.04724 22 640: 100%|##########| 168/168 [00:35<00:00, 4.75it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.20it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.36it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.35it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 4.27it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.87it/s] all 132 263 0.097 0.285 0.12 0.0625 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 1/499 4.32G 0.04009 0.02755 0.03793 84 640: 0%| | 0/168 [00:00<?, ?it/s] 1/499 4.32G 0.04009 0.02755 0.03793 84 640: 1%| | 1/168 [00:00<00:33, 5.01it/s] 1/499 4.32G 0.04217 0.0244 0.03844 74 640: 1%| | 1/168 [00:00<00:33, 5.01it/s] 1/499 4.32G 0.04217 0.0244 0.03844 74 640: 1%|1 | 2/168 [00:00<00:30, 5.37it/s] 1/499 4.32G 0.04277 0.02382 0.03942 70 640: 1%|1 | 2/168 [00:00<00:30, 5.37it/s] 1/499 4.32G 0.04277 0.02382 0.03942 70 640: 2%|1 | 3/168 [00:00<00:31, 5.19it/s] 1/499 4.32G 0.04255 0.02316 0.03876 65 640: 2%|1 | 3/168 [00:00<00:31, 5.19it/s] 1/499 4.32G 0.04255 0.02316 0.03876 65 640: 2%|2 | 4/168 [00:00<00:30, 5.33it/s] 1/499 4.32G 0.04364 0.02167 0.03829 50 640: 2%|2 | 4/168 [00:00<00:30, 5.33it/s] 1/499 4.32G 0.04364 0.02167 0.03829 50 640: 3%|2 | 5/168 [00:00<00:31, 5.20it/s] 1/499 4.32G 0.04318 0.02242 0.03808 83 640: 3%|2 | 5/168 [00:01<00:31, 5.20it/s] 1/499 4.32G 0.04318 0.02242 0.03808 83 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s] 1/499 4.32G 0.04262 0.02253 0.03803 68 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s] 1/499 4.32G 0.04262 0.02253 0.03803 68 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s] 1/499 4.32G 0.04234 0.02257 0.03785 80 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s] 1/499 4.32G 0.04234 0.02257 0.03785 80 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s] 1/499 4.32G 0.0417 0.02257 0.03762 75 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s] 1/499 4.32G 0.0417 0.02257 0.03762 75 640: 5%|5 | 9/168 [00:01<00:30, 5.14it/s] 1/499 4.32G 0.04185 0.02224 0.03763 65 640: 5%|5 | 9/168 [00:01<00:30, 5.14it/s] 1/499 4.32G 0.04185 0.02224 0.03763 65 640: 6%|5 | 10/168 [00:01<00:30, 5.20it/s] 1/499 4.32G 0.04205 0.02242 0.03766 71 640: 6%|5 | 10/168 [00:02<00:30, 5.20it/s] 1/499 4.32G 0.04205 0.02242 0.03766 71 640: 7%|6 | 11/168 [00:02<00:30, 5.13it/s] 1/499 4.32G 0.04197 0.02268 0.03742 79 640: 7%|6 | 11/168 [00:02<00:30, 5.13it/s] 1/499 4.32G 0.04197 0.02268 0.03742 79 640: 7%|7 | 12/168 [00:02<00:29, 5.25it/s] 1/499 4.32G 0.04181 0.0225 0.03717 62 640: 7%|7 | 12/168 [00:02<00:29, 5.25it/s] 1/499 4.32G 0.04181 0.0225 0.03717 62 640: 8%|7 | 13/168 [00:02<00:30, 5.13it/s] 1/499 4.32G 0.04139 0.02251 0.03708 67 640: 8%|7 | 13/168 [00:02<00:30, 5.13it/s] 1/499 4.32G 0.04139 0.02251 0.03708 67 640: 8%|8 | 14/168 [00:02<00:29, 5.22it/s] 1/499 4.32G 0.04114 0.02282 0.03712 83 640: 8%|8 | 14/168 [00:02<00:29, 5.22it/s] 1/499 4.32G 0.04114 0.02282 0.03712 83 640: 9%|8 | 15/168 [00:02<00:29, 5.10it/s] 1/499 4.32G 0.04065 0.02257 0.03704 60 640: 9%|8 | 15/168 [00:03<00:29, 5.10it/s] 1/499 4.32G 0.04065 0.02257 0.03704 60 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s] 1/499 4.32G 0.04046 0.02266 0.03677 74 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s] 1/499 4.32G 0.04046 0.02266 0.03677 74 640: 10%|# | 17/168 [00:03<00:29, 5.14it/s] 1/499 4.32G 0.04044 0.02243 0.03692 57 640: 10%|# | 17/168 [00:03<00:29, 5.14it/s] 1/499 4.32G 0.04044 0.02243 0.03692 57 640: 11%|# | 18/168 [00:03<00:28, 5.20it/s] 1/499 4.32G 0.04045 0.02254 0.03691 81 640: 11%|# | 18/168 [00:03<00:28, 5.20it/s] 1/499 4.32G 0.04045 0.02254 0.03691 81 640: 11%|#1 | 19/168 [00:03<00:29, 5.12it/s] 1/499 4.32G 0.04025 0.02278 0.03683 89 640: 11%|#1 | 19/168 [00:03<00:29, 5.12it/s] 1/499 4.32G 0.04025 0.02278 0.03683 89 640: 12%|#1 | 20/168 [00:03<00:28, 5.24it/s] 1/499 4.32G 0.04001 0.02271 0.03663 66 640: 12%|#1 | 20/168 [00:04<00:28, 5.24it/s] 1/499 4.32G 0.04001 0.02271 0.03663 66 640: 12%|#2 | 21/168 [00:04<00:28, 5.09it/s] 1/499 4.32G 0.04 0.02266 0.03662 74 640: 12%|#2 | 21/168 [00:04<00:28, 5.09it/s] 1/499 4.32G 0.04 0.02266 0.03662 74 640: 13%|#3 | 22/168 [00:04<00:27, 5.23it/s] 1/499 4.32G 0.03982 0.02255 0.03662 63 640: 13%|#3 | 22/168 [00:04<00:27, 5.23it/s] 1/499 4.32G 0.03982 0.02255 0.03662 63 640: 14%|#3 | 23/168 [00:04<00:28, 5.13it/s] 1/499 4.32G 0.03962 0.0225 0.03649 73 640: 14%|#3 | 23/168 [00:04<00:28, 5.13it/s] 1/499 4.32G 0.03962 0.0225 0.03649 73 640: 14%|#4 | 24/168 [00:04<00:27, 5.24it/s] 1/499 4.32G 0.03939 0.02241 0.03631 77 640: 14%|#4 | 24/168 [00:04<00:27, 5.24it/s] 1/499 4.32G 0.03939 0.02241 0.03631 77 640: 15%|#4 | 25/168 [00:04<00:27, 5.15it/s] 1/499 4.32G 0.03923 0.02239 0.03619 76 640: 15%|#4 | 25/168 [00:04<00:27, 5.15it/s] 1/499 4.32G 0.03923 0.02239 0.03619 76 640: 15%|#5 | 26/168 [00:04<00:26, 5.26it/s] 1/499 4.32G 0.03903 0.0225 0.03612 80 640: 15%|#5 | 26/168 [00:05<00:26, 5.26it/s] 1/499 4.32G 0.03903 0.0225 0.03612 80 640: 16%|#6 | 27/168 [00:05<00:27, 5.15it/s] 1/499 4.32G 0.03896 0.02233 0.03608 63 640: 16%|#6 | 27/168 [00:05<00:27, 5.15it/s] 1/499 4.32G 0.03896 0.02233 0.03608 63 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s] 1/499 4.32G 0.0389 0.02227 0.03615 73 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s] 1/499 4.32G 0.0389 0.02227 0.03615 73 640: 17%|#7 | 29/168 [00:05<00:27, 5.13it/s] 1/499 4.32G 0.0389 0.02219 0.03601 70 640: 17%|#7 | 29/168 [00:05<00:27, 5.13it/s] 1/499 4.32G 0.0389 0.02219 0.03601 70 640: 18%|#7 | 30/168 [00:05<00:26, 5.25it/s] 1/499 4.32G 0.03882 0.0222 0.03592 74 640: 18%|#7 | 30/168 [00:05<00:26, 5.25it/s] 1/499 4.32G 0.03882 0.0222 0.03592 74 640: 18%|#8 | 31/168 [00:05<00:26, 5.15it/s] 1/499 4.32G 0.03869 0.0221 0.03589 67 640: 18%|#8 | 31/168 [00:06<00:26, 5.15it/s] 1/499 4.32G 0.03869 0.0221 0.03589 67 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s] 1/499 4.32G 0.03865 0.02197 0.03598 58 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s] 1/499 4.32G 0.03865 0.02197 0.03598 58 640: 20%|#9 | 33/168 [00:06<00:26, 5.17it/s] 1/499 4.32G 0.0385 0.02195 0.0359 74 640: 20%|#9 | 33/168 [00:06<00:26, 5.17it/s] 1/499 4.32G 0.0385 0.02195 0.0359 74 640: 20%|## | 34/168 [00:06<00:25, 5.25it/s] 1/499 4.32G 0.03847 0.02186 0.03573 61 640: 20%|## | 34/168 [00:06<00:25, 5.25it/s] 1/499 4.32G 0.03847 0.02186 0.03573 61 640: 21%|## | 35/168 [00:06<00:25, 5.16it/s] 1/499 4.32G 0.03835 0.02185 0.0357 70 640: 21%|## | 35/168 [00:06<00:25, 5.16it/s] 1/499 4.32G 0.03835 0.02185 0.0357 70 640: 21%|##1 | 36/168 [00:06<00:25, 5.22it/s] 1/499 4.32G 0.03837 0.02188 0.03554 74 640: 21%|##1 | 36/168 [00:07<00:25, 5.22it/s] 1/499 4.32G 0.03837 0.02188 0.03554 74 640: 22%|##2 | 37/168 [00:07<00:25, 5.13it/s] 1/499 4.32G 0.03837 0.02184 0.03553 70 640: 22%|##2 | 37/168 [00:07<00:25, 5.13it/s] 1/499 4.32G 0.03837 0.02184 0.03553 70 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s] 1/499 4.32G 0.03837 0.02175 0.03554 66 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s] 1/499 4.32G 0.03837 0.02175 0.03554 66 640: 23%|##3 | 39/168 [00:07<00:24, 5.17it/s] 1/499 4.32G 0.03828 0.02162 0.03539 54 640: 23%|##3 | 39/168 [00:07<00:24, 5.17it/s] 1/499 4.32G 0.03828 0.02162 0.03539 54 640: 24%|##3 | 40/168 [00:07<00:24, 5.28it/s] 1/499 4.32G 0.03826 0.02154 0.0354 56 640: 24%|##3 | 40/168 [00:07<00:24, 5.28it/s] 1/499 4.32G 0.03826 0.02154 0.0354 56 640: 24%|##4 | 41/168 [00:07<00:24, 5.18it/s] 1/499 4.32G 0.03825 0.02167 0.03534 87 640: 24%|##4 | 41/168 [00:08<00:24, 5.18it/s] 1/499 4.32G 0.03825 0.02167 0.03534 87 640: 25%|##5 | 42/168 [00:08<00:23, 5.28it/s] 1/499 4.32G 0.03825 0.02168 0.03538 60 640: 25%|##5 | 42/168 [00:08<00:23, 5.28it/s] 1/499 4.32G 0.03825 0.02168 0.03538 60 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s] 1/499 4.32G 0.03813 0.02161 0.03525 69 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s] 1/499 4.32G 0.03813 0.02161 0.03525 69 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s] 1/499 4.32G 0.03807 0.02156 0.03513 65 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s] 1/499 4.32G 0.03807 0.02156 0.03513 65 640: 27%|##6 | 45/168 [00:08<00:23, 5.17it/s] 1/499 4.32G 0.03795 0.02149 0.035 54 640: 27%|##6 | 45/168 [00:08<00:23, 5.17it/s] 1/499 4.32G 0.03795 0.02149 0.035 54 640: 27%|##7 | 46/168 [00:08<00:23, 5.28it/s] 1/499 4.32G 0.03783 0.02155 0.03483 77 640: 27%|##7 | 46/168 [00:09<00:23, 5.28it/s] 1/499 4.32G 0.03783 0.02155 0.03483 77 640: 28%|##7 | 47/168 [00:09<00:23, 5.18it/s] 1/499 4.32G 0.03782 0.02156 0.03485 60 640: 28%|##7 | 47/168 [00:09<00:23, 5.18it/s] 1/499 4.32G 0.03782 0.02156 0.03485 60 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s] 1/499 4.32G 0.03772 0.02156 0.03484 80 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s] 1/499 4.32G 0.03772 0.02156 0.03484 80 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s] 1/499 4.32G 0.03767 0.02156 0.03473 67 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s] 1/499 4.32G 0.03767 0.02156 0.03473 67 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s] 1/499 4.32G 0.03762 0.0215 0.03482 55 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s] 1/499 4.32G 0.03762 0.0215 0.03482 55 640: 30%|### | 51/168 [00:09<00:22, 5.19it/s] 1/499 4.32G 0.03761 0.02155 0.03486 75 640: 30%|### | 51/168 [00:09<00:22, 5.19it/s] 1/499 4.32G 0.03761 0.02155 0.03486 75 640: 31%|### | 52/168 [00:09<00:22, 5.24it/s] 1/499 4.32G 0.03764 0.02152 0.03488 67 640: 31%|### | 52/168 [00:10<00:22, 5.24it/s] 1/499 4.32G 0.03764 0.02152 0.03488 67 640: 32%|###1 | 53/168 [00:10<00:22, 5.15it/s] 1/499 4.32G 0.03761 0.02165 0.03484 86 640: 32%|###1 | 53/168 [00:10<00:22, 5.15it/s] 1/499 4.32G 0.03761 0.02165 0.03484 86 640: 32%|###2 | 54/168 [00:10<00:21, 5.27it/s] 1/499 4.32G 0.03758 0.02168 0.03482 67 640: 32%|###2 | 54/168 [00:10<00:21, 5.27it/s] 1/499 4.32G 0.03758 0.02168 0.03482 67 640: 33%|###2 | 55/168 [00:10<00:22, 5.14it/s] 1/499 4.32G 0.03758 0.02161 0.03484 54 640: 33%|###2 | 55/168 [00:10<00:22, 5.14it/s] 1/499 4.32G 0.03758 0.02161 0.03484 54 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s] 1/499 4.32G 0.03754 0.02161 0.0348 60 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s] 1/499 4.32G 0.03754 0.02161 0.0348 60 640: 34%|###3 | 57/168 [00:10<00:21, 5.15it/s] 1/499 4.32G 0.03752 0.02164 0.03475 71 640: 34%|###3 | 57/168 [00:11<00:21, 5.15it/s] 1/499 4.32G 0.03752 0.02164 0.03475 71 640: 35%|###4 | 58/168 [00:11<00:20, 5.25it/s] 1/499 4.32G 0.0375 0.02161 0.0347 61 640: 35%|###4 | 58/168 [00:11<00:20, 5.25it/s] 1/499 4.32G 0.0375 0.02161 0.0347 61 640: 35%|###5 | 59/168 [00:11<00:21, 5.13it/s] 1/499 4.32G 0.0375 0.02161 0.03469 64 640: 35%|###5 | 59/168 [00:11<00:21, 5.13it/s] 1/499 4.32G 0.0375 0.02161 0.03469 64 640: 36%|###5 | 60/168 [00:11<00:20, 5.26it/s] 1/499 4.32G 0.03745 0.02156 0.03463 59 640: 36%|###5 | 60/168 [00:11<00:20, 5.26it/s] 1/499 4.32G 0.03745 0.02156 0.03463 59 640: 36%|###6 | 61/168 [00:11<00:20, 5.14it/s] 1/499 4.32G 0.03737 0.02153 0.0346 67 640: 36%|###6 | 61/168 [00:11<00:20, 5.14it/s] 1/499 4.32G 0.03737 0.02153 0.0346 67 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s] 1/499 4.32G 0.03735 0.02158 0.03451 79 640: 37%|###6 | 62/168 [00:12<00:20, 5.27it/s] 1/499 4.32G 0.03735 0.02158 0.03451 79 640: 38%|###7 | 63/168 [00:12<00:20, 5.16it/s] 1/499 4.32G 0.03736 0.02161 0.0345 70 640: 38%|###7 | 63/168 [00:12<00:20, 5.16it/s] 1/499 4.32G 0.03736 0.02161 0.0345 70 640: 38%|###8 | 64/168 [00:12<00:19, 5.26it/s] 1/499 4.32G 0.03732 0.02162 0.03446 73 640: 38%|###8 | 64/168 [00:12<00:19, 5.26it/s] 1/499 4.32G 0.03732 0.02162 0.03446 73 640: 39%|###8 | 65/168 [00:12<00:20, 5.12it/s] 1/499 4.32G 0.03732 0.02166 0.03448 68 640: 39%|###8 | 65/168 [00:12<00:20, 5.12it/s] 1/499 4.32G 0.03732 0.02166 0.03448 68 640: 39%|###9 | 66/168 [00:12<00:19, 5.24it/s] 1/499 4.32G 0.03726 0.02158 0.03443 48 640: 39%|###9 | 66/168 [00:12<00:19, 5.24it/s] 1/499 4.32G 0.03726 0.02158 0.03443 48 640: 40%|###9 | 67/168 [00:12<00:19, 5.14it/s] 1/499 4.32G 0.0372 0.02159 0.03438 73 640: 40%|###9 | 67/168 [00:13<00:19, 5.14it/s] 1/499 4.32G 0.0372 0.02159 0.03438 73 640: 40%|#### | 68/168 [00:13<00:19, 5.26it/s] 1/499 4.32G 0.03718 0.02154 0.03432 56 640: 40%|#### | 68/168 [00:13<00:19, 5.26it/s] 1/499 4.32G 0.03718 0.02154 0.03432 56 640: 41%|####1 | 69/168 [00:13<00:19, 5.14it/s] 1/499 4.32G 0.03711 0.02149 0.03424 57 640: 41%|####1 | 69/168 [00:13<00:19, 5.14it/s] 1/499 4.32G 0.03711 0.02149 0.03424 57 640: 42%|####1 | 70/168 [00:13<00:18, 5.27it/s] 1/499 4.32G 0.0371 0.02147 0.03418 59 640: 42%|####1 | 70/168 [00:13<00:18, 5.27it/s] 1/499 4.32G 0.0371 0.02147 0.03418 59 640: 42%|####2 | 71/168 [00:13<00:18, 5.14it/s] 1/499 4.32G 0.03708 0.02155 0.03413 89 640: 42%|####2 | 71/168 [00:13<00:18, 5.14it/s] 1/499 4.32G 0.03708 0.02155 0.03413 89 640: 43%|####2 | 72/168 [00:13<00:18, 5.25it/s] 1/499 4.32G 0.03705 0.02152 0.03416 57 640: 43%|####2 | 72/168 [00:14<00:18, 5.25it/s] 1/499 4.32G 0.03705 0.02152 0.03416 57 640: 43%|####3 | 73/168 [00:14<00:18, 5.16it/s] 1/499 4.32G 0.03705 0.02147 0.03414 58 640: 43%|####3 | 73/168 [00:14<00:18, 5.16it/s] 1/499 4.32G 0.03705 0.02147 0.03414 58 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s] 1/499 4.32G 0.037 0.02149 0.03411 67 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s] 1/499 4.32G 0.037 0.02149 0.03411 67 640: 45%|####4 | 75/168 [00:14<00:17, 5.18it/s] 1/499 4.32G 0.03699 0.02151 0.03406 75 640: 45%|####4 | 75/168 [00:14<00:17, 5.18it/s] 1/499 4.32G 0.03699 0.02151 0.03406 75 640: 45%|####5 | 76/168 [00:14<00:17, 5.31it/s] 1/499 4.32G 0.03696 0.02148 0.03403 66 640: 45%|####5 | 76/168 [00:14<00:17, 5.31it/s] 1/499 4.32G 0.03696 0.02148 0.03403 66 640: 46%|####5 | 77/168 [00:14<00:17, 5.18it/s] 1/499 4.32G 0.03688 0.02146 0.03395 68 640: 46%|####5 | 77/168 [00:14<00:17, 5.18it/s] 1/499 4.32G 0.03688 0.02146 0.03395 68 640: 46%|####6 | 78/168 [00:14<00:17, 5.29it/s] 1/499 4.32G 0.03686 0.02145 0.03391 58 640: 46%|####6 | 78/168 [00:15<00:17, 5.29it/s] 1/499 4.32G 0.03686 0.02145 0.03391 58 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s] 1/499 4.32G 0.03683 0.02143 0.03384 67 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s] 1/499 4.32G 0.03683 0.02143 0.03384 67 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s] 1/499 4.32G 0.03679 0.02145 0.03375 73 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s] 1/499 4.32G 0.03679 0.02145 0.03375 73 640: 48%|####8 | 81/168 [00:15<00:16, 5.18it/s] 1/499 4.32G 0.03675 0.02145 0.0337 65 640: 48%|####8 | 81/168 [00:15<00:16, 5.18it/s] 1/499 4.32G 0.03675 0.02145 0.0337 65 640: 49%|####8 | 82/168 [00:15<00:16, 5.29it/s] 1/499 4.32G 0.03671 0.0215 0.03369 80 640: 49%|####8 | 82/168 [00:15<00:16, 5.29it/s] 1/499 4.32G 0.03671 0.0215 0.03369 80 640: 49%|####9 | 83/168 [00:15<00:16, 5.19it/s] 1/499 4.32G 0.03673 0.0215 0.03368 61 640: 49%|####9 | 83/168 [00:16<00:16, 5.19it/s] 1/499 4.32G 0.03673 0.0215 0.03368 61 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s] 1/499 4.32G 0.03671 0.0215 0.03363 75 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s] 1/499 4.32G 0.03671 0.0215 0.03363 75 640: 51%|##### | 85/168 [00:16<00:15, 5.19it/s] 1/499 4.32G 0.03669 0.02148 0.03361 65 640: 51%|##### | 85/168 [00:16<00:15, 5.19it/s] 1/499 4.32G 0.03669 0.02148 0.03361 65 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s] 1/499 4.32G 0.03669 0.02146 0.03356 61 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s] 1/499 4.32G 0.03669 0.02146 0.03356 61 640: 52%|#####1 | 87/168 [00:16<00:15, 5.18it/s] 1/499 4.32G 0.03668 0.02147 0.03353 65 640: 52%|#####1 | 87/168 [00:16<00:15, 5.18it/s] 1/499 4.32G 0.03668 0.02147 0.03353 65 640: 52%|#####2 | 88/168 [00:16<00:15, 5.29it/s] 1/499 4.32G 0.03671 0.02149 0.03349 69 640: 52%|#####2 | 88/168 [00:17<00:15, 5.29it/s] 1/499 4.32G 0.03671 0.02149 0.03349 69 640: 53%|#####2 | 89/168 [00:17<00:15, 5.18it/s] 1/499 4.32G 0.03672 0.02149 0.03343 69 640: 53%|#####2 | 89/168 [00:17<00:15, 5.18it/s] 1/499 4.32G 0.03672 0.02149 0.03343 69 640: 54%|#####3 | 90/168 [00:17<00:14, 5.26it/s] 1/499 4.32G 0.03669 0.02149 0.0334 75 640: 54%|#####3 | 90/168 [00:17<00:14, 5.26it/s] 1/499 4.32G 0.03669 0.02149 0.0334 75 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s] 1/499 4.32G 0.0367 0.0215 0.03337 69 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s] 1/499 4.32G 0.0367 0.0215 0.03337 69 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s] 1/499 4.32G 0.03666 0.02148 0.03332 63 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s] 1/499 4.32G 0.03666 0.02148 0.03332 63 640: 55%|#####5 | 93/168 [00:17<00:14, 5.20it/s] 1/499 4.32G 0.0367 0.02149 0.03335 68 640: 55%|#####5 | 93/168 [00:18<00:14, 5.20it/s] 1/499 4.32G 0.0367 0.02149 0.03335 68 640: 56%|#####5 | 94/168 [00:18<00:13, 5.30it/s] 1/499 4.32G 0.03665 0.02148 0.03331 69 640: 56%|#####5 | 94/168 [00:18<00:13, 5.30it/s] 1/499 4.32G 0.03665 0.02148 0.03331 69 640: 57%|#####6 | 95/168 [00:18<00:14, 5.20it/s] 1/499 4.32G 0.03664 0.02148 0.03326 60 640: 57%|#####6 | 95/168 [00:18<00:14, 5.20it/s] 1/499 4.32G 0.03664 0.02148 0.03326 60 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s] 1/499 4.32G 0.03667 0.02151 0.03325 75 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s] 1/499 4.32G 0.03667 0.02151 0.03325 75 640: 58%|#####7 | 97/168 [00:18<00:13, 5.21it/s] 1/499 4.32G 0.03669 0.02149 0.03326 60 640: 58%|#####7 | 97/168 [00:18<00:13, 5.21it/s] 1/499 4.32G 0.03669 0.02149 0.03326 60 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s] 1/499 4.32G 0.03673 0.02148 0.03319 67 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s] 1/499 4.32G 0.03673 0.02148 0.03319 67 640: 59%|#####8 | 99/168 [00:18<00:13, 5.18it/s] 1/499 4.32G 0.03674 0.02147 0.03315 69 640: 59%|#####8 | 99/168 [00:19<00:13, 5.18it/s] 1/499 4.32G 0.03674 0.02147 0.03315 69 640: 60%|#####9 | 100/168 [00:19<00:12, 5.28it/s] 1/499 4.32G 0.03678 0.02147 0.03311 63 640: 60%|#####9 | 100/168 [00:19<00:12, 5.28it/s] 1/499 4.32G 0.03678 0.02147 0.03311 63 640: 60%|###### | 101/168 [00:19<00:12, 5.17it/s] 1/499 4.32G 0.0368 0.02145 0.03309 58 640: 60%|###### | 101/168 [00:19<00:12, 5.17it/s] 1/499 4.32G 0.0368 0.02145 0.03309 58 640: 61%|###### | 102/168 [00:19<00:12, 5.28it/s] 1/499 4.32G 0.03683 0.02146 0.03306 67 640: 61%|###### | 102/168 [00:19<00:12, 5.28it/s] 1/499 4.32G 0.03683 0.02146 0.03306 67 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s] 1/499 4.32G 0.03687 0.02145 0.03302 60 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s] 1/499 4.32G 0.03687 0.02145 0.03302 60 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s] 1/499 4.32G 0.0369 0.0215 0.03299 79 640: 62%|######1 | 104/168 [00:20<00:12, 5.29it/s] 1/499 4.32G 0.0369 0.0215 0.03299 79 640: 62%|######2 | 105/168 [00:20<00:12, 5.14it/s] 1/499 4.32G 0.03694 0.0215 0.03294 68 640: 62%|######2 | 105/168 [00:20<00:12, 5.14it/s] 1/499 4.32G 0.03694 0.0215 0.03294 68 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s] 1/499 4.32G 0.03694 0.02153 0.03287 81 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s] 1/499 4.32G 0.03694 0.02153 0.03287 81 640: 64%|######3 | 107/168 [00:20<00:11, 5.14it/s] 1/499 4.32G 0.03698 0.02154 0.03285 67 640: 64%|######3 | 107/168 [00:20<00:11, 5.14it/s] 1/499 4.32G 0.03698 0.02154 0.03285 67 640: 64%|######4 | 108/168 [00:20<00:11, 5.25it/s] 1/499 4.32G 0.03699 0.02158 0.0328 78 640: 64%|######4 | 108/168 [00:20<00:11, 5.25it/s] 1/499 4.32G 0.03699 0.02158 0.0328 78 640: 65%|######4 | 109/168 [00:20<00:11, 5.14it/s] 1/499 4.32G 0.03697 0.0216 0.03273 74 640: 65%|######4 | 109/168 [00:21<00:11, 5.14it/s] 1/499 4.32G 0.03697 0.0216 0.03273 74 640: 65%|######5 | 110/168 [00:21<00:10, 5.27it/s] 1/499 4.32G 0.03699 0.02162 0.03271 74 640: 65%|######5 | 110/168 [00:21<00:10, 5.27it/s] 1/499 4.32G 0.03699 0.02162 0.03271 74 640: 66%|######6 | 111/168 [00:21<00:11, 5.15it/s] 1/499 4.32G 0.037 0.02162 0.03264 63 640: 66%|######6 | 111/168 [00:21<00:11, 5.15it/s] 1/499 4.32G 0.037 0.02162 0.03264 63 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s] 1/499 4.32G 0.03698 0.02161 0.0326 61 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s] 1/499 4.32G 0.03698 0.02161 0.0326 61 640: 67%|######7 | 113/168 [00:21<00:10, 5.15it/s] 1/499 4.32G 0.03702 0.02158 0.03258 58 640: 67%|######7 | 113/168 [00:21<00:10, 5.15it/s] 1/499 4.32G 0.03702 0.02158 0.03258 58 640: 68%|######7 | 114/168 [00:21<00:10, 5.24it/s] 1/499 4.32G 0.03704 0.0216 0.03256 70 640: 68%|######7 | 114/168 [00:22<00:10, 5.24it/s] 1/499 4.32G 0.03704 0.0216 0.03256 70 640: 68%|######8 | 115/168 [00:22<00:10, 5.12it/s] 1/499 4.32G 0.03706 0.02163 0.03254 77 640: 68%|######8 | 115/168 [00:22<00:10, 5.12it/s] 1/499 4.32G 0.03706 0.02163 0.03254 77 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s] 1/499 4.32G 0.03707 0.02164 0.0325 78 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s] 1/499 4.32G 0.03707 0.02164 0.0325 78 640: 70%|######9 | 117/168 [00:22<00:09, 5.17it/s] 1/499 4.32G 0.03706 0.02163 0.03246 69 640: 70%|######9 | 117/168 [00:22<00:09, 5.17it/s] 1/499 4.32G 0.03706 0.02163 0.03246 69 640: 70%|####### | 118/168 [00:22<00:09, 5.29it/s] 1/499 4.32G 0.03704 0.02159 0.03244 57 640: 70%|####### | 118/168 [00:22<00:09, 5.29it/s] 1/499 4.32G 0.03704 0.02159 0.03244 57 640: 71%|####### | 119/168 [00:22<00:09, 5.20it/s] 1/499 4.32G 0.03702 0.02155 0.03243 57 640: 71%|####### | 119/168 [00:23<00:09, 5.20it/s] 1/499 4.32G 0.03702 0.02155 0.03243 57 640: 71%|#######1 | 120/168 [00:23<00:09, 5.33it/s] 1/499 4.32G 0.03705 0.02155 0.03241 65 640: 71%|#######1 | 120/168 [00:23<00:09, 5.33it/s] 1/499 4.32G 0.03705 0.02155 0.03241 65 640: 72%|#######2 | 121/168 [00:23<00:09, 5.21it/s] 1/499 4.32G 0.03702 0.02152 0.03238 60 640: 72%|#######2 | 121/168 [00:23<00:09, 5.21it/s] 1/499 4.32G 0.03702 0.02152 0.03238 60 640: 73%|#######2 | 122/168 [00:23<00:08, 5.33it/s] 1/499 4.32G 0.037 0.02151 0.0323 67 640: 73%|#######2 | 122/168 [00:23<00:08, 5.33it/s] 1/499 4.32G 0.037 0.02151 0.0323 67 640: 73%|#######3 | 123/168 [00:23<00:08, 5.24it/s] 1/499 4.32G 0.03695 0.02148 0.03222 63 640: 73%|#######3 | 123/168 [00:23<00:08, 5.24it/s] 1/499 4.32G 0.03695 0.02148 0.03222 63 640: 74%|#######3 | 124/168 [00:23<00:08, 5.30it/s] 1/499 4.32G 0.03696 0.02149 0.03217 81 640: 74%|#######3 | 124/168 [00:23<00:08, 5.30it/s] 1/499 4.32G 0.03696 0.02149 0.03217 81 640: 74%|#######4 | 125/168 [00:23<00:08, 5.20it/s] 1/499 4.32G 0.03696 0.02149 0.03216 65 640: 74%|#######4 | 125/168 [00:24<00:08, 5.20it/s] 1/499 4.32G 0.03696 0.02149 0.03216 65 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s] 1/499 4.32G 0.03693 0.02149 0.0321 70 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s] 1/499 4.32G 0.03693 0.02149 0.0321 70 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s] 1/499 4.32G 0.03692 0.0215 0.03206 69 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s] 1/499 4.32G 0.03692 0.0215 0.03206 69 640: 76%|#######6 | 128/168 [00:24<00:07, 5.32it/s] 1/499 4.32G 0.03689 0.02148 0.03205 59 640: 76%|#######6 | 128/168 [00:24<00:07, 5.32it/s] 1/499 4.32G 0.03689 0.02148 0.03205 59 640: 77%|#######6 | 129/168 [00:24<00:07, 5.21it/s] 1/499 4.32G 0.03688 0.02151 0.03201 73 640: 77%|#######6 | 129/168 [00:24<00:07, 5.21it/s] 1/499 4.32G 0.03688 0.02151 0.03201 73 640: 77%|#######7 | 130/168 [00:24<00:07, 5.32it/s] 1/499 4.32G 0.03687 0.02152 0.03198 72 640: 77%|#######7 | 130/168 [00:25<00:07, 5.32it/s] 1/499 4.32G 0.03687 0.02152 0.03198 72 640: 78%|#######7 | 131/168 [00:25<00:07, 5.22it/s] 1/499 4.32G 0.03683 0.02151 0.03195 60 640: 78%|#######7 | 131/168 [00:25<00:07, 5.22it/s] 1/499 4.32G 0.03683 0.02151 0.03195 60 640: 79%|#######8 | 132/168 [00:25<00:06, 5.33it/s] 1/499 4.32G 0.03681 0.02151 0.03191 69 640: 79%|#######8 | 132/168 [00:25<00:06, 5.33it/s] 1/499 4.32G 0.03681 0.02151 0.03191 69 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s] 1/499 4.32G 0.03679 0.0215 0.03189 66 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s] 1/499 4.32G 0.03679 0.0215 0.03189 66 640: 80%|#######9 | 134/168 [00:25<00:06, 5.35it/s] 1/499 4.32G 0.03678 0.02151 0.03183 71 640: 80%|#######9 | 134/168 [00:25<00:06, 5.35it/s] 1/499 4.32G 0.03678 0.02151 0.03183 71 640: 80%|######## | 135/168 [00:25<00:06, 5.21it/s] 1/499 4.32G 0.03675 0.02148 0.03179 58 640: 80%|######## | 135/168 [00:26<00:06, 5.21it/s] 1/499 4.32G 0.03675 0.02148 0.03179 58 640: 81%|######## | 136/168 [00:26<00:06, 5.33it/s] 1/499 4.32G 0.03672 0.02146 0.03176 65 640: 81%|######## | 136/168 [00:26<00:06, 5.33it/s] 1/499 4.32G 0.03672 0.02146 0.03176 65 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s] 1/499 4.32G 0.03673 0.02145 0.03172 63 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s] 1/499 4.32G 0.03673 0.02145 0.03172 63 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s] 1/499 4.32G 0.03673 0.02146 0.0317 75 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s] 1/499 4.32G 0.03673 0.02146 0.0317 75 640: 83%|########2 | 139/168 [00:26<00:05, 5.26it/s] 1/499 4.32G 0.03671 0.02146 0.03166 69 640: 83%|########2 | 139/168 [00:26<00:05, 5.26it/s] 1/499 4.32G 0.03671 0.02146 0.03166 69 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s] 1/499 4.32G 0.0367 0.02145 0.0316 63 640: 83%|########3 | 140/168 [00:27<00:05, 5.31it/s] 1/499 4.32G 0.0367 0.02145 0.0316 63 640: 84%|########3 | 141/168 [00:27<00:05, 5.20it/s] 1/499 4.32G 0.03667 0.02143 0.0316 55 640: 84%|########3 | 141/168 [00:27<00:05, 5.20it/s] 1/499 4.32G 0.03667 0.02143 0.0316 55 640: 85%|########4 | 142/168 [00:27<00:04, 5.31it/s] 1/499 4.32G 0.03665 0.02142 0.03155 65 640: 85%|########4 | 142/168 [00:27<00:04, 5.31it/s] 1/499 4.32G 0.03665 0.02142 0.03155 65 640: 85%|########5 | 143/168 [00:27<00:04, 5.19it/s] 1/499 4.32G 0.03666 0.02141 0.03154 57 640: 85%|########5 | 143/168 [00:27<00:04, 5.19it/s] 1/499 4.32G 0.03666 0.02141 0.03154 57 640: 86%|########5 | 144/168 [00:27<00:04, 5.28it/s] 1/499 4.32G 0.03667 0.02145 0.03151 85 640: 86%|########5 | 144/168 [00:27<00:04, 5.28it/s] 1/499 4.32G 0.03667 0.02145 0.03151 85 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s] 1/499 4.32G 0.03665 0.02143 0.03151 66 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s] 1/499 4.32G 0.03665 0.02143 0.03151 66 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s] 1/499 4.32G 0.03662 0.02141 0.03145 58 640: 87%|########6 | 146/168 [00:28<00:04, 5.25it/s] 1/499 4.32G 0.03662 0.02141 0.03145 58 640: 88%|########7 | 147/168 [00:28<00:04, 5.16it/s] 1/499 4.32G 0.03661 0.02141 0.03145 68 640: 88%|########7 | 147/168 [00:28<00:04, 5.16it/s] 1/499 4.32G 0.03661 0.02141 0.03145 68 640: 88%|########8 | 148/168 [00:28<00:03, 5.26it/s] 1/499 4.32G 0.0366 0.02141 0.03141 66 640: 88%|########8 | 148/168 [00:28<00:03, 5.26it/s] 1/499 4.32G 0.0366 0.02141 0.03141 66 640: 89%|########8 | 149/168 [00:28<00:03, 5.14it/s] 1/499 4.32G 0.03659 0.02141 0.03134 70 640: 89%|########8 | 149/168 [00:28<00:03, 5.14it/s] 1/499 4.32G 0.03659 0.02141 0.03134 70 640: 89%|########9 | 150/168 [00:28<00:03, 5.21it/s] 1/499 4.32G 0.03658 0.02137 0.0313 48 640: 89%|########9 | 150/168 [00:28<00:03, 5.21it/s] 1/499 4.32G 0.03658 0.02137 0.0313 48 640: 90%|########9 | 151/168 [00:28<00:03, 5.11it/s] 1/499 4.32G 0.03658 0.02134 0.03129 47 640: 90%|########9 | 151/168 [00:29<00:03, 5.11it/s] 1/499 4.32G 0.03658 0.02134 0.03129 47 640: 90%|######### | 152/168 [00:29<00:03, 5.22it/s] 1/499 4.32G 0.03657 0.02134 0.03126 74 640: 90%|######### | 152/168 [00:29<00:03, 5.22it/s] 1/499 4.32G 0.03657 0.02134 0.03126 74 640: 91%|#########1| 153/168 [00:29<00:02, 5.16it/s] 1/499 4.32G 0.03657 0.02132 0.03124 54 640: 91%|#########1| 153/168 [00:29<00:02, 5.16it/s] 1/499 4.32G 0.03657 0.02132 0.03124 54 640: 92%|#########1| 154/168 [00:29<00:02, 5.27it/s] 1/499 4.32G 0.03655 0.02131 0.0312 70 640: 92%|#########1| 154/168 [00:29<00:02, 5.27it/s] 1/499 4.32G 0.03655 0.02131 0.0312 70 640: 92%|#########2| 155/168 [00:29<00:02, 5.16it/s] 1/499 4.32G 0.03654 0.02136 0.03117 80 640: 92%|#########2| 155/168 [00:29<00:02, 5.16it/s] 1/499 4.32G 0.03654 0.02136 0.03117 80 640: 93%|#########2| 156/168 [00:29<00:02, 5.27it/s] 1/499 4.32G 0.03655 0.02136 0.03116 58 640: 93%|#########2| 156/168 [00:30<00:02, 5.27it/s] 1/499 4.32G 0.03655 0.02136 0.03116 58 640: 93%|#########3| 157/168 [00:30<00:02, 5.17it/s] 1/499 4.32G 0.03654 0.02134 0.03116 58 640: 93%|#########3| 157/168 [00:30<00:02, 5.17it/s] 1/499 4.32G 0.03654 0.02134 0.03116 58 640: 94%|#########4| 158/168 [00:30<00:01, 5.26it/s] 1/499 4.32G 0.03653 0.02134 0.03115 69 640: 94%|#########4| 158/168 [00:30<00:01, 5.26it/s] 1/499 4.32G 0.03653 0.02134 0.03115 69 640: 95%|#########4| 159/168 [00:30<00:01, 5.16it/s] 1/499 4.32G 0.03652 0.02133 0.03112 54 640: 95%|#########4| 159/168 [00:30<00:01, 5.16it/s] 1/499 4.32G 0.03652 0.02133 0.03112 54 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s] 1/499 4.32G 0.03652 0.02131 0.03113 60 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s] 1/499 4.32G 0.03652 0.02131 0.03113 60 640: 96%|#########5| 161/168 [00:30<00:01, 5.12it/s] 1/499 4.32G 0.03651 0.0213 0.03111 64 640: 96%|#########5| 161/168 [00:31<00:01, 5.12it/s] 1/499 4.32G 0.03651 0.0213 0.03111 64 640: 96%|#########6| 162/168 [00:31<00:01, 5.22it/s] 1/499 4.32G 0.0365 0.02131 0.03108 73 640: 96%|#########6| 162/168 [00:31<00:01, 5.22it/s] 1/499 4.32G 0.0365 0.02131 0.03108 73 640: 97%|#########7| 163/168 [00:31<00:00, 5.14it/s] 1/499 4.32G 0.03649 0.02133 0.03105 77 640: 97%|#########7| 163/168 [00:31<00:00, 5.14it/s] 1/499 4.32G 0.03649 0.02133 0.03105 77 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s] 1/499 4.32G 0.03647 0.02132 0.03103 59 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s] 1/499 4.32G 0.03647 0.02132 0.03103 59 640: 98%|#########8| 165/168 [00:31<00:00, 5.19it/s] 1/499 4.32G 0.03646 0.02131 0.03102 70 640: 98%|#########8| 165/168 [00:31<00:00, 5.19it/s] 1/499 4.32G 0.03646 0.02131 0.03102 70 640: 99%|#########8| 166/168 [00:31<00:00, 5.29it/s] 1/499 4.32G 0.03647 0.02131 0.03097 71 640: 99%|#########8| 166/168 [00:31<00:00, 5.29it/s] 1/499 4.32G 0.03647 0.02131 0.03097 71 640: 99%|#########9| 167/168 [00:31<00:00, 5.18it/s] 1/499 4.32G 0.03647 0.02128 0.03096 19 640: 99%|#########9| 167/168 [00:32<00:00, 5.18it/s] 1/499 4.32G 0.03647 0.02128 0.03096 19 640: 100%|##########| 168/168 [00:32<00:00, 5.38it/s] 1/499 4.32G 0.03647 0.02128 0.03096 19 640: 100%|##########| 168/168 [00:32<00:00, 5.22it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:01, 2.38it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.47it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.55it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.31it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.95it/s] all 132 263 0.000715 0.192 0.000541 0.000132 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 2/499 4.32G 0.03617 0.02077 0.02522 65 640: 0%| | 0/168 [00:00<?, ?it/s] 2/499 4.32G 0.03617 0.02077 0.02522 65 640: 1%| | 1/168 [00:00<00:39, 4.20it/s] 2/499 4.32G 0.03704 0.02123 0.0262 68 640: 1%| | 1/168 [00:00<00:39, 4.20it/s] 2/499 4.32G 0.03704 0.02123 0.0262 68 640: 1%|1 | 2/168 [00:00<00:34, 4.87it/s] 2/499 4.32G 0.03754 0.02002 0.02727 50 640: 1%|1 | 2/168 [00:00<00:34, 4.87it/s] 2/499 4.32G 0.03754 0.02002 0.02727 50 640: 2%|1 | 3/168 [00:00<00:33, 4.93it/s] 2/499 4.32G 0.03835 0.02125 0.02677 71 640: 2%|1 | 3/168 [00:00<00:33, 4.93it/s] 2/499 4.32G 0.03835 0.02125 0.02677 71 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s] 2/499 4.32G 0.03787 0.02184 0.02581 75 640: 2%|2 | 4/168 [00:01<00:31, 5.18it/s] 2/499 4.32G 0.03787 0.02184 0.02581 75 640: 3%|2 | 5/168 [00:01<00:32, 5.06it/s] 2/499 4.32G 0.03746 0.02176 0.02614 64 640: 3%|2 | 5/168 [00:01<00:32, 5.06it/s] 2/499 4.32G 0.03746 0.02176 0.02614 64 640: 4%|3 | 6/168 [00:01<00:31, 5.19it/s] 2/499 4.32G 0.03773 0.02141 0.02576 62 640: 4%|3 | 6/168 [00:01<00:31, 5.19it/s] 2/499 4.32G 0.03773 0.02141 0.02576 62 640: 4%|4 | 7/168 [00:01<00:31, 5.07it/s] 2/499 4.32G 0.03752 0.02158 0.02616 79 640: 4%|4 | 7/168 [00:01<00:31, 5.07it/s] 2/499 4.32G 0.03752 0.02158 0.02616 79 640: 5%|4 | 8/168 [00:01<00:31, 5.14it/s] 2/499 4.32G 0.03756 0.02203 0.02645 76 640: 5%|4 | 8/168 [00:01<00:31, 5.14it/s] 2/499 4.32G 0.03756 0.02203 0.02645 76 640: 5%|5 | 9/168 [00:01<00:30, 5.22it/s] 2/499 4.32G 0.03743 0.02223 0.02658 73 640: 5%|5 | 9/168 [00:01<00:30, 5.22it/s] 2/499 4.32G 0.03743 0.02223 0.02658 73 640: 6%|5 | 10/168 [00:01<00:30, 5.15it/s] 2/499 4.32G 0.03745 0.02195 0.02644 61 640: 6%|5 | 10/168 [00:02<00:30, 5.15it/s] 2/499 4.32G 0.03745 0.02195 0.02644 61 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s] 2/499 4.32G 0.03751 0.02203 0.02661 71 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s] 2/499 4.32G 0.03751 0.02203 0.02661 71 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s] 2/499 4.32G 0.03728 0.02189 0.02701 61 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s] 2/499 4.32G 0.03728 0.02189 0.02701 61 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s] 2/499 4.32G 0.03714 0.02174 0.02684 64 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s] 2/499 4.32G 0.03714 0.02174 0.02684 64 640: 8%|8 | 14/168 [00:02<00:28, 5.31it/s] 2/499 4.32G 0.03682 0.02146 0.02675 58 640: 8%|8 | 14/168 [00:02<00:28, 5.31it/s] 2/499 4.32G 0.03682 0.02146 0.02675 58 640: 9%|8 | 15/168 [00:02<00:28, 5.35it/s] 2/499 4.32G 0.03676 0.02145 0.02683 67 640: 9%|8 | 15/168 [00:03<00:28, 5.35it/s] 2/499 4.32G 0.03676 0.02145 0.02683 67 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s] 2/499 4.32G 0.0368 0.02134 0.0272 66 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s] 2/499 4.32G 0.0368 0.02134 0.0272 66 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s] 2/499 4.32G 0.03666 0.02123 0.02722 65 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s] 2/499 4.32G 0.03666 0.02123 0.02722 65 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s] 2/499 4.32G 0.03637 0.02125 0.02727 79 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s] 2/499 4.32G 0.03637 0.02125 0.02727 79 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s] 2/499 4.32G 0.03616 0.02133 0.02713 70 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s] 2/499 4.32G 0.03616 0.02133 0.02713 70 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s] 2/499 4.32G 0.03592 0.02138 0.02699 74 640: 12%|#1 | 20/168 [00:04<00:27, 5.31it/s] 2/499 4.32G 0.03592 0.02138 0.02699 74 640: 12%|#2 | 21/168 [00:04<00:27, 5.32it/s] 2/499 4.32G 0.03583 0.02135 0.02696 61 640: 12%|#2 | 21/168 [00:04<00:27, 5.32it/s] 2/499 4.32G 0.03583 0.02135 0.02696 61 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s] 2/499 4.32G 0.03567 0.02117 0.02688 64 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s] 2/499 4.32G 0.03567 0.02117 0.02688 64 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s] 2/499 4.32G 0.03553 0.02098 0.02677 52 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s] 2/499 4.32G 0.03553 0.02098 0.02677 52 640: 14%|#4 | 24/168 [00:04<00:26, 5.39it/s] 2/499 4.32G 0.0353 0.02084 0.02656 58 640: 14%|#4 | 24/168 [00:04<00:26, 5.39it/s] 2/499 4.32G 0.0353 0.02084 0.02656 58 640: 15%|#4 | 25/168 [00:04<00:27, 5.24it/s] 2/499 4.32G 0.03525 0.02086 0.02632 77 640: 15%|#4 | 25/168 [00:04<00:27, 5.24it/s] 2/499 4.32G 0.03525 0.02086 0.02632 77 640: 15%|#5 | 26/168 [00:04<00:26, 5.32it/s] 2/499 4.32G 0.03537 0.02086 0.02628 65 640: 15%|#5 | 26/168 [00:05<00:26, 5.32it/s] 2/499 4.32G 0.03537 0.02086 0.02628 65 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s] 2/499 4.32G 0.03549 0.02094 0.02629 76 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s] 2/499 4.32G 0.03549 0.02094 0.02629 76 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s] 2/499 4.32G 0.03552 0.0209 0.02613 61 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s] 2/499 4.32G 0.03552 0.0209 0.02613 61 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s] 2/499 4.32G 0.03557 0.02076 0.02633 59 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s] 2/499 4.32G 0.03557 0.02076 0.02633 59 640: 18%|#7 | 30/168 [00:05<00:25, 5.39it/s] 2/499 4.32G 0.03563 0.02075 0.02645 64 640: 18%|#7 | 30/168 [00:05<00:25, 5.39it/s] 2/499 4.32G 0.03563 0.02075 0.02645 64 640: 18%|#8 | 31/168 [00:05<00:26, 5.26it/s] 2/499 4.32G 0.03554 0.02071 0.02645 59 640: 18%|#8 | 31/168 [00:06<00:26, 5.26it/s] 2/499 4.32G 0.03554 0.02071 0.02645 59 640: 19%|#9 | 32/168 [00:06<00:25, 5.32it/s] 2/499 4.32G 0.03553 0.02088 0.02644 86 640: 19%|#9 | 32/168 [00:06<00:25, 5.32it/s] 2/499 4.32G 0.03553 0.02088 0.02644 86 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s] 2/499 4.32G 0.03549 0.02079 0.0263 58 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s] 2/499 4.32G 0.03549 0.02079 0.0263 58 640: 20%|## | 34/168 [00:06<00:25, 5.24it/s] 2/499 4.32G 0.03546 0.02079 0.02622 63 640: 20%|## | 34/168 [00:06<00:25, 5.24it/s] 2/499 4.32G 0.03546 0.02079 0.02622 63 640: 21%|## | 35/168 [00:06<00:25, 5.32it/s] 2/499 4.32G 0.0354 0.02096 0.02606 82 640: 21%|## | 35/168 [00:06<00:25, 5.32it/s] 2/499 4.32G 0.0354 0.02096 0.02606 82 640: 21%|##1 | 36/168 [00:06<00:24, 5.40it/s] 2/499 4.32G 0.03538 0.02101 0.02607 67 640: 21%|##1 | 36/168 [00:07<00:24, 5.40it/s] 2/499 4.32G 0.03538 0.02101 0.02607 67 640: 22%|##2 | 37/168 [00:07<00:24, 5.27it/s] 2/499 4.32G 0.03532 0.02093 0.02591 65 640: 22%|##2 | 37/168 [00:07<00:24, 5.27it/s] 2/499 4.32G 0.03532 0.02093 0.02591 65 640: 23%|##2 | 38/168 [00:07<00:24, 5.38it/s] 2/499 4.32G 0.03525 0.02095 0.02585 77 640: 23%|##2 | 38/168 [00:07<00:24, 5.38it/s] 2/499 4.32G 0.03525 0.02095 0.02585 77 640: 23%|##3 | 39/168 [00:07<00:23, 5.46it/s] 2/499 4.32G 0.03519 0.02096 0.02578 70 640: 23%|##3 | 39/168 [00:07<00:23, 5.46it/s] 2/499 4.32G 0.03519 0.02096 0.02578 70 640: 24%|##3 | 40/168 [00:07<00:24, 5.30it/s] 2/499 4.32G 0.03514 0.02097 0.02575 71 640: 24%|##3 | 40/168 [00:07<00:24, 5.30it/s] 2/499 4.32G 0.03514 0.02097 0.02575 71 640: 24%|##4 | 41/168 [00:07<00:23, 5.37it/s] 2/499 4.32G 0.03507 0.02095 0.02579 68 640: 24%|##4 | 41/168 [00:07<00:23, 5.37it/s] 2/499 4.32G 0.03507 0.02095 0.02579 68 640: 25%|##5 | 42/168 [00:07<00:23, 5.44it/s] 2/499 4.32G 0.03498 0.02096 0.02571 68 640: 25%|##5 | 42/168 [00:08<00:23, 5.44it/s] 2/499 4.32G 0.03498 0.02096 0.02571 68 640: 26%|##5 | 43/168 [00:08<00:23, 5.24it/s] 2/499 4.32G 0.03506 0.02098 0.02571 64 640: 26%|##5 | 43/168 [00:08<00:23, 5.24it/s] 2/499 4.32G 0.03506 0.02098 0.02571 64 640: 26%|##6 | 44/168 [00:08<00:23, 5.35it/s] 2/499 4.32G 0.03508 0.02093 0.0258 58 640: 26%|##6 | 44/168 [00:08<00:23, 5.35it/s] 2/499 4.32G 0.03508 0.02093 0.0258 58 640: 27%|##6 | 45/168 [00:08<00:22, 5.42it/s] 2/499 4.32G 0.03505 0.02097 0.02579 76 640: 27%|##6 | 45/168 [00:08<00:22, 5.42it/s] 2/499 4.32G 0.03505 0.02097 0.02579 76 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s] 2/499 4.32G 0.03511 0.02109 0.02576 83 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s] 2/499 4.32G 0.03511 0.02109 0.02576 83 640: 28%|##7 | 47/168 [00:08<00:22, 5.28it/s] 2/499 4.32G 0.03509 0.02113 0.02571 80 640: 28%|##7 | 47/168 [00:09<00:22, 5.28it/s] 2/499 4.32G 0.03509 0.02113 0.02571 80 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s] 2/499 4.32G 0.03513 0.0212 0.02573 81 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s] 2/499 4.32G 0.03513 0.0212 0.02573 81 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s] 2/499 4.32G 0.03517 0.02124 0.02584 74 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s] 2/499 4.32G 0.03517 0.02124 0.02584 74 640: 30%|##9 | 50/168 [00:09<00:22, 5.30it/s] 2/499 4.32G 0.03527 0.02122 0.02581 64 640: 30%|##9 | 50/168 [00:09<00:22, 5.30it/s] 2/499 4.32G 0.03527 0.02122 0.02581 64 640: 30%|### | 51/168 [00:09<00:21, 5.38it/s] 2/499 4.32G 0.03528 0.02117 0.02571 61 640: 30%|### | 51/168 [00:09<00:21, 5.38it/s] 2/499 4.32G 0.03528 0.02117 0.02571 61 640: 31%|### | 52/168 [00:09<00:22, 5.17it/s] 2/499 4.32G 0.03526 0.02113 0.02568 62 640: 31%|### | 52/168 [00:10<00:22, 5.17it/s] 2/499 4.32G 0.03526 0.02113 0.02568 62 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s] 2/499 4.32G 0.03519 0.02106 0.02562 63 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s] 2/499 4.32G 0.03519 0.02106 0.02562 63 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s] 2/499 4.32G 0.03513 0.0211 0.02548 81 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s] 2/499 4.32G 0.03513 0.0211 0.02548 81 640: 33%|###2 | 55/168 [00:10<00:21, 5.25it/s] 2/499 4.32G 0.03513 0.02109 0.02543 73 640: 33%|###2 | 55/168 [00:10<00:21, 5.25it/s] 2/499 4.32G 0.03513 0.02109 0.02543 73 640: 33%|###3 | 56/168 [00:10<00:21, 5.33it/s] 2/499 4.32G 0.03521 0.02107 0.02537 68 640: 33%|###3 | 56/168 [00:10<00:21, 5.33it/s] 2/499 4.32G 0.03521 0.02107 0.02537 68 640: 34%|###3 | 57/168 [00:10<00:20, 5.40it/s] 2/499 4.32G 0.03521 0.02106 0.02533 66 640: 34%|###3 | 57/168 [00:11<00:20, 5.40it/s] 2/499 4.32G 0.03521 0.02106 0.02533 66 640: 35%|###4 | 58/168 [00:11<00:21, 5.24it/s] 2/499 4.32G 0.0352 0.02097 0.02532 55 640: 35%|###4 | 58/168 [00:11<00:21, 5.24it/s] 2/499 4.32G 0.0352 0.02097 0.02532 55 640: 35%|###5 | 59/168 [00:11<00:20, 5.34it/s] 2/499 4.32G 0.03526 0.02099 0.02534 74 640: 35%|###5 | 59/168 [00:11<00:20, 5.34it/s] 2/499 4.32G 0.03526 0.02099 0.02534 74 640: 36%|###5 | 60/168 [00:11<00:20, 5.38it/s] 2/499 4.32G 0.03527 0.02104 0.0253 80 640: 36%|###5 | 60/168 [00:11<00:20, 5.38it/s] 2/499 4.32G 0.03527 0.02104 0.0253 80 640: 36%|###6 | 61/168 [00:11<00:20, 5.26it/s] 2/499 4.32G 0.03527 0.02101 0.02528 55 640: 36%|###6 | 61/168 [00:11<00:20, 5.26it/s] 2/499 4.32G 0.03527 0.02101 0.02528 55 640: 37%|###6 | 62/168 [00:11<00:19, 5.32it/s] 2/499 4.32G 0.03527 0.02098 0.02527 59 640: 37%|###6 | 62/168 [00:11<00:19, 5.32it/s] 2/499 4.32G 0.03527 0.02098 0.02527 59 640: 38%|###7 | 63/168 [00:11<00:19, 5.39it/s] 2/499 4.32G 0.03524 0.02094 0.02515 58 640: 38%|###7 | 63/168 [00:12<00:19, 5.39it/s] 2/499 4.32G 0.03524 0.02094 0.02515 58 640: 38%|###8 | 64/168 [00:12<00:19, 5.25it/s] 2/499 4.32G 0.03525 0.02099 0.02508 74 640: 38%|###8 | 64/168 [00:12<00:19, 5.25it/s] 2/499 4.32G 0.03525 0.02099 0.02508 74 640: 39%|###8 | 65/168 [00:12<00:19, 5.34it/s] 2/499 4.32G 0.03524 0.02102 0.0251 74 640: 39%|###8 | 65/168 [00:12<00:19, 5.34it/s] 2/499 4.32G 0.03524 0.02102 0.0251 74 640: 39%|###9 | 66/168 [00:12<00:18, 5.38it/s] 2/499 4.32G 0.03528 0.02103 0.02506 66 640: 39%|###9 | 66/168 [00:12<00:18, 5.38it/s] 2/499 4.32G 0.03528 0.02103 0.02506 66 640: 40%|###9 | 67/168 [00:12<00:19, 5.26it/s] 2/499 4.32G 0.03527 0.02099 0.02506 54 640: 40%|###9 | 67/168 [00:12<00:19, 5.26it/s] 2/499 4.32G 0.03527 0.02099 0.02506 54 640: 40%|#### | 68/168 [00:12<00:18, 5.29it/s] 2/499 4.32G 0.03524 0.02098 0.02506 63 640: 40%|#### | 68/168 [00:13<00:18, 5.29it/s] 2/499 4.32G 0.03524 0.02098 0.02506 63 640: 41%|####1 | 69/168 [00:13<00:18, 5.38it/s] 2/499 4.32G 0.03521 0.02102 0.025 80 640: 41%|####1 | 69/168 [00:13<00:18, 5.38it/s] 2/499 4.32G 0.03521 0.02102 0.025 80 640: 42%|####1 | 70/168 [00:13<00:18, 5.24it/s] 2/499 4.32G 0.03516 0.02098 0.02499 63 640: 42%|####1 | 70/168 [00:13<00:18, 5.24it/s] 2/499 4.32G 0.03516 0.02098 0.02499 63 640: 42%|####2 | 71/168 [00:13<00:18, 5.34it/s] 2/499 4.32G 0.0352 0.021 0.02495 73 640: 42%|####2 | 71/168 [00:13<00:18, 5.34it/s] 2/499 4.32G 0.0352 0.021 0.02495 73 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s] 2/499 4.32G 0.03519 0.021 0.02492 70 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s] 2/499 4.32G 0.03519 0.021 0.02492 70 640: 43%|####3 | 73/168 [00:13<00:18, 5.26it/s] 2/499 4.32G 0.03516 0.02095 0.02489 60 640: 43%|####3 | 73/168 [00:14<00:18, 5.26it/s] 2/499 4.32G 0.03516 0.02095 0.02489 60 640: 44%|####4 | 74/168 [00:14<00:17, 5.36it/s] 2/499 4.32G 0.03513 0.02092 0.02482 63 640: 44%|####4 | 74/168 [00:14<00:17, 5.36it/s] 2/499 4.32G 0.03513 0.02092 0.02482 63 640: 45%|####4 | 75/168 [00:14<00:17, 5.40it/s] 2/499 4.32G 0.03515 0.02092 0.02484 69 640: 45%|####4 | 75/168 [00:14<00:17, 5.40it/s] 2/499 4.32G 0.03515 0.02092 0.02484 69 640: 45%|####5 | 76/168 [00:14<00:17, 5.27it/s] 2/499 4.32G 0.03513 0.02091 0.02484 62 640: 45%|####5 | 76/168 [00:14<00:17, 5.27it/s] 2/499 4.32G 0.03513 0.02091 0.02484 62 640: 46%|####5 | 77/168 [00:14<00:16, 5.37it/s] 2/499 4.32G 0.03511 0.02085 0.02484 48 640: 46%|####5 | 77/168 [00:14<00:16, 5.37it/s] 2/499 4.32G 0.03511 0.02085 0.02484 48 640: 46%|####6 | 78/168 [00:14<00:16, 5.44it/s] 2/499 4.32G 0.03508 0.0208 0.02484 54 640: 46%|####6 | 78/168 [00:14<00:16, 5.44it/s] 2/499 4.32G 0.03508 0.0208 0.02484 54 640: 47%|####7 | 79/168 [00:14<00:16, 5.29it/s] 2/499 4.32G 0.03503 0.02078 0.02479 65 640: 47%|####7 | 79/168 [00:15<00:16, 5.29it/s] 2/499 4.32G 0.03503 0.02078 0.02479 65 640: 48%|####7 | 80/168 [00:15<00:16, 5.37it/s] 2/499 4.32G 0.03499 0.02082 0.02474 88 640: 48%|####7 | 80/168 [00:15<00:16, 5.37it/s] 2/499 4.32G 0.03499 0.02082 0.02474 88 640: 48%|####8 | 81/168 [00:15<00:15, 5.44it/s] 2/499 4.32G 0.03498 0.0208 0.02473 74 640: 48%|####8 | 81/168 [00:15<00:15, 5.44it/s] 2/499 4.32G 0.03498 0.0208 0.02473 74 640: 49%|####8 | 82/168 [00:15<00:16, 5.27it/s] 2/499 4.32G 0.03498 0.02077 0.02473 56 640: 49%|####8 | 82/168 [00:15<00:16, 5.27it/s] 2/499 4.32G 0.03498 0.02077 0.02473 56 640: 49%|####9 | 83/168 [00:15<00:15, 5.35it/s] 2/499 4.32G 0.03495 0.02076 0.02474 66 640: 49%|####9 | 83/168 [00:15<00:15, 5.35it/s] 2/499 4.32G 0.03495 0.02076 0.02474 66 640: 50%|##### | 84/168 [00:15<00:15, 5.44it/s] 2/499 4.32G 0.03492 0.02072 0.02465 65 640: 50%|##### | 84/168 [00:16<00:15, 5.44it/s] 2/499 4.32G 0.03492 0.02072 0.02465 65 640: 51%|##### | 85/168 [00:16<00:15, 5.26it/s] 2/499 4.32G 0.0349 0.02073 0.02468 72 640: 51%|##### | 85/168 [00:16<00:15, 5.26it/s] 2/499 4.32G 0.0349 0.02073 0.02468 72 640: 51%|#####1 | 86/168 [00:16<00:15, 5.34it/s] 2/499 4.32G 0.03487 0.02076 0.02465 75 640: 51%|#####1 | 86/168 [00:16<00:15, 5.34it/s] 2/499 4.32G 0.03487 0.02076 0.02465 75 640: 52%|#####1 | 87/168 [00:16<00:14, 5.40it/s] 2/499 4.32G 0.03482 0.02077 0.02462 78 640: 52%|#####1 | 87/168 [00:16<00:14, 5.40it/s] 2/499 4.32G 0.03482 0.02077 0.02462 78 640: 52%|#####2 | 88/168 [00:16<00:15, 5.28it/s] 2/499 4.32G 0.03479 0.02077 0.02463 74 640: 52%|#####2 | 88/168 [00:16<00:15, 5.28it/s] 2/499 4.32G 0.03479 0.02077 0.02463 74 640: 53%|#####2 | 89/168 [00:16<00:14, 5.39it/s] 2/499 4.32G 0.03477 0.02081 0.0246 84 640: 53%|#####2 | 89/168 [00:16<00:14, 5.39it/s] 2/499 4.32G 0.03477 0.02081 0.0246 84 640: 54%|#####3 | 90/168 [00:16<00:14, 5.40it/s] 2/499 4.32G 0.03472 0.02078 0.02458 58 640: 54%|#####3 | 90/168 [00:17<00:14, 5.40it/s] 2/499 4.32G 0.03472 0.02078 0.02458 58 640: 54%|#####4 | 91/168 [00:17<00:14, 5.27it/s] 2/499 4.32G 0.03469 0.02079 0.02457 77 640: 54%|#####4 | 91/168 [00:17<00:14, 5.27it/s] 2/499 4.32G 0.03469 0.02079 0.02457 77 640: 55%|#####4 | 92/168 [00:17<00:14, 5.34it/s] 2/499 4.32G 0.03466 0.02081 0.02453 71 640: 55%|#####4 | 92/168 [00:17<00:14, 5.34it/s] 2/499 4.32G 0.03466 0.02081 0.02453 71 640: 55%|#####5 | 93/168 [00:17<00:13, 5.41it/s] 2/499 4.32G 0.03463 0.02081 0.0245 70 640: 55%|#####5 | 93/168 [00:17<00:13, 5.41it/s] 2/499 4.32G 0.03463 0.02081 0.0245 70 640: 56%|#####5 | 94/168 [00:17<00:14, 5.24it/s] 2/499 4.32G 0.0346 0.02082 0.02449 68 640: 56%|#####5 | 94/168 [00:17<00:14, 5.24it/s] 2/499 4.32G 0.0346 0.02082 0.02449 68 640: 57%|#####6 | 95/168 [00:17<00:13, 5.35it/s] 2/499 4.32G 0.0346 0.02076 0.0246 58 640: 57%|#####6 | 95/168 [00:18<00:13, 5.35it/s] 2/499 4.32G 0.0346 0.02076 0.0246 58 640: 57%|#####7 | 96/168 [00:18<00:13, 5.45it/s] 2/499 4.32G 0.03458 0.0207 0.0246 55 640: 57%|#####7 | 96/168 [00:18<00:13, 5.45it/s] 2/499 4.32G 0.03458 0.0207 0.0246 55 640: 58%|#####7 | 97/168 [00:18<00:13, 5.27it/s] 2/499 4.32G 0.03459 0.02073 0.02458 78 640: 58%|#####7 | 97/168 [00:18<00:13, 5.27it/s] 2/499 4.32G 0.03459 0.02073 0.02458 78 640: 58%|#####8 | 98/168 [00:18<00:13, 5.37it/s] 2/499 4.32G 0.03457 0.02068 0.02455 57 640: 58%|#####8 | 98/168 [00:18<00:13, 5.37it/s] 2/499 4.32G 0.03457 0.02068 0.02455 57 640: 59%|#####8 | 99/168 [00:18<00:12, 5.44it/s] 2/499 4.32G 0.03455 0.02069 0.02455 71 640: 59%|#####8 | 99/168 [00:18<00:12, 5.44it/s] 2/499 4.32G 0.03455 0.02069 0.02455 71 640: 60%|#####9 | 100/168 [00:18<00:13, 5.21it/s] 2/499 4.32G 0.03455 0.02067 0.02451 69 640: 60%|#####9 | 100/168 [00:19<00:13, 5.21it/s] 2/499 4.32G 0.03455 0.02067 0.02451 69 640: 60%|###### | 101/168 [00:19<00:12, 5.34it/s] 2/499 4.32G 0.03452 0.02066 0.02452 61 640: 60%|###### | 101/168 [00:19<00:12, 5.34it/s] 2/499 4.32G 0.03452 0.02066 0.02452 61 640: 61%|###### | 102/168 [00:19<00:12, 5.40it/s] 2/499 4.32G 0.03452 0.02068 0.02457 71 640: 61%|###### | 102/168 [00:19<00:12, 5.40it/s] 2/499 4.32G 0.03452 0.02068 0.02457 71 640: 61%|######1 | 103/168 [00:19<00:12, 5.26it/s] 2/499 4.32G 0.03448 0.02065 0.02455 57 640: 61%|######1 | 103/168 [00:19<00:12, 5.26it/s] 2/499 4.32G 0.03448 0.02065 0.02455 57 640: 62%|######1 | 104/168 [00:19<00:11, 5.35it/s] 2/499 4.32G 0.03445 0.02065 0.02459 70 640: 62%|######1 | 104/168 [00:19<00:11, 5.35it/s] 2/499 4.32G 0.03445 0.02065 0.02459 70 640: 62%|######2 | 105/168 [00:19<00:11, 5.40it/s] 2/499 4.32G 0.03442 0.02066 0.02454 75 640: 62%|######2 | 105/168 [00:19<00:11, 5.40it/s] 2/499 4.32G 0.03442 0.02066 0.02454 75 640: 63%|######3 | 106/168 [00:19<00:11, 5.26it/s] 2/499 4.32G 0.03441 0.02062 0.02455 56 640: 63%|######3 | 106/168 [00:20<00:11, 5.26it/s] 2/499 4.32G 0.03441 0.02062 0.02455 56 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s] 2/499 4.32G 0.03441 0.02063 0.02454 77 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s] 2/499 4.32G 0.03441 0.02063 0.02454 77 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s] 2/499 4.32G 0.03438 0.02062 0.02451 66 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s] 2/499 4.32G 0.03438 0.02062 0.02451 66 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s] 2/499 4.32G 0.03437 0.02061 0.02451 64 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s] 2/499 4.32G 0.03437 0.02061 0.02451 64 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s] 2/499 4.32G 0.03435 0.02064 0.02448 87 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s] 2/499 4.32G 0.03435 0.02064 0.02448 87 640: 66%|######6 | 111/168 [00:20<00:10, 5.38it/s] 2/499 4.32G 0.03432 0.02065 0.02449 78 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s] 2/499 4.32G 0.03432 0.02065 0.02449 78 640: 67%|######6 | 112/168 [00:21<00:10, 5.11it/s] 2/499 4.32G 0.03433 0.02063 0.02453 61 640: 67%|######6 | 112/168 [00:21<00:10, 5.11it/s] 2/499 4.32G 0.03433 0.02063 0.02453 61 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s] 2/499 4.32G 0.03435 0.02065 0.02451 73 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s] 2/499 4.32G 0.03435 0.02065 0.02451 73 640: 68%|######7 | 114/168 [00:21<00:10, 5.22it/s] 2/499 4.32G 0.03434 0.0207 0.02451 85 640: 68%|######7 | 114/168 [00:21<00:10, 5.22it/s] 2/499 4.32G 0.03434 0.0207 0.02451 85 640: 68%|######8 | 115/168 [00:21<00:10, 5.16it/s] 2/499 4.32G 0.03432 0.02071 0.02448 71 640: 68%|######8 | 115/168 [00:21<00:10, 5.16it/s] 2/499 4.32G 0.03432 0.02071 0.02448 71 640: 69%|######9 | 116/168 [00:21<00:09, 5.21it/s] 2/499 4.32G 0.03428 0.02069 0.02449 65 640: 69%|######9 | 116/168 [00:22<00:09, 5.21it/s] 2/499 4.32G 0.03428 0.02069 0.02449 65 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s] 2/499 4.32G 0.03427 0.02072 0.02444 84 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s] 2/499 4.32G 0.03427 0.02072 0.02444 84 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s] 2/499 4.32G 0.03427 0.02072 0.02444 70 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s] 2/499 4.32G 0.03427 0.02072 0.02444 70 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s] 2/499 4.32G 0.03426 0.02071 0.02444 62 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s] 2/499 4.32G 0.03426 0.02071 0.02444 62 640: 71%|#######1 | 120/168 [00:22<00:08, 5.37it/s] 2/499 4.32G 0.03428 0.02071 0.02444 76 640: 71%|#######1 | 120/168 [00:22<00:08, 5.37it/s] 2/499 4.32G 0.03428 0.02071 0.02444 76 640: 72%|#######2 | 121/168 [00:22<00:09, 5.21it/s] 2/499 4.32G 0.03427 0.02073 0.02439 70 640: 72%|#######2 | 121/168 [00:23<00:09, 5.21it/s] 2/499 4.32G 0.03427 0.02073 0.02439 70 640: 73%|#######2 | 122/168 [00:23<00:08, 5.32it/s] 2/499 4.32G 0.03424 0.02072 0.02441 77 640: 73%|#######2 | 122/168 [00:23<00:08, 5.32it/s] 2/499 4.32G 0.03424 0.02072 0.02441 77 640: 73%|#######3 | 123/168 [00:23<00:08, 5.40it/s] 2/499 4.32G 0.03424 0.02071 0.02436 70 640: 73%|#######3 | 123/168 [00:23<00:08, 5.40it/s] 2/499 4.32G 0.03424 0.02071 0.02436 70 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s] 2/499 4.32G 0.03421 0.02069 0.02438 63 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s] 2/499 4.32G 0.03421 0.02069 0.02438 63 640: 74%|#######4 | 125/168 [00:23<00:08, 5.32it/s] 2/499 4.32G 0.0342 0.02072 0.02442 70 640: 74%|#######4 | 125/168 [00:23<00:08, 5.32it/s] 2/499 4.32G 0.0342 0.02072 0.02442 70 640: 75%|#######5 | 126/168 [00:23<00:07, 5.40it/s] 2/499 4.32G 0.03421 0.02076 0.02442 79 640: 75%|#######5 | 126/168 [00:23<00:07, 5.40it/s] 2/499 4.32G 0.03421 0.02076 0.02442 79 640: 76%|#######5 | 127/168 [00:23<00:07, 5.27it/s] 2/499 4.32G 0.03419 0.02075 0.02443 60 640: 76%|#######5 | 127/168 [00:24<00:07, 5.27it/s] 2/499 4.32G 0.03419 0.02075 0.02443 60 640: 76%|#######6 | 128/168 [00:24<00:07, 5.37it/s] 2/499 4.32G 0.03417 0.02072 0.0245 50 640: 76%|#######6 | 128/168 [00:24<00:07, 5.37it/s] 2/499 4.32G 0.03417 0.02072 0.0245 50 640: 77%|#######6 | 129/168 [00:24<00:07, 5.45it/s] 2/499 4.32G 0.03417 0.02071 0.02449 69 640: 77%|#######6 | 129/168 [00:24<00:07, 5.45it/s] 2/499 4.32G 0.03417 0.02071 0.02449 69 640: 77%|#######7 | 130/168 [00:24<00:07, 5.26it/s] 2/499 4.32G 0.03416 0.02071 0.02446 74 640: 77%|#######7 | 130/168 [00:24<00:07, 5.26it/s] 2/499 4.32G 0.03416 0.02071 0.02446 74 640: 78%|#######7 | 131/168 [00:24<00:06, 5.36it/s] 2/499 4.32G 0.03415 0.0207 0.02447 65 640: 78%|#######7 | 131/168 [00:24<00:06, 5.36it/s] 2/499 4.32G 0.03415 0.0207 0.02447 65 640: 79%|#######8 | 132/168 [00:24<00:06, 5.39it/s] 2/499 4.32G 0.03414 0.02071 0.02444 65 640: 79%|#######8 | 132/168 [00:25<00:06, 5.39it/s] 2/499 4.32G 0.03414 0.02071 0.02444 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s] 2/499 4.32G 0.03411 0.02071 0.02441 75 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s] 2/499 4.32G 0.03411 0.02071 0.02441 75 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s] 2/499 4.32G 0.03411 0.0207 0.02437 62 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s] 2/499 4.32G 0.03411 0.0207 0.02437 62 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s] 2/499 4.32G 0.03411 0.02069 0.02437 68 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s] 2/499 4.32G 0.03411 0.02069 0.02437 68 640: 81%|######## | 136/168 [00:25<00:06, 5.24it/s] 2/499 4.32G 0.03411 0.02071 0.02438 76 640: 81%|######## | 136/168 [00:25<00:06, 5.24it/s] 2/499 4.32G 0.03411 0.02071 0.02438 76 640: 82%|########1 | 137/168 [00:25<00:05, 5.35it/s] 2/499 4.32G 0.03411 0.02069 0.02437 62 640: 82%|########1 | 137/168 [00:26<00:05, 5.35it/s] 2/499 4.32G 0.03411 0.02069 0.02437 62 640: 82%|########2 | 138/168 [00:26<00:05, 5.43it/s] 2/499 4.32G 0.03411 0.02068 0.02436 61 640: 82%|########2 | 138/168 [00:26<00:05, 5.43it/s] 2/499 4.32G 0.03411 0.02068 0.02436 61 640: 83%|########2 | 139/168 [00:26<00:05, 5.27it/s] 2/499 4.32G 0.0341 0.02069 0.02436 75 640: 83%|########2 | 139/168 [00:26<00:05, 5.27it/s] 2/499 4.32G 0.0341 0.02069 0.02436 75 640: 83%|########3 | 140/168 [00:26<00:05, 5.36it/s] 2/499 4.32G 0.0341 0.0207 0.02436 78 640: 83%|########3 | 140/168 [00:26<00:05, 5.36it/s] 2/499 4.32G 0.0341 0.0207 0.02436 78 640: 84%|########3 | 141/168 [00:26<00:04, 5.43it/s] 2/499 4.32G 0.03411 0.02071 0.0243 82 640: 84%|########3 | 141/168 [00:26<00:04, 5.43it/s] 2/499 4.32G 0.03411 0.02071 0.0243 82 640: 85%|########4 | 142/168 [00:26<00:04, 5.28it/s] 2/499 4.32G 0.0341 0.02071 0.02428 76 640: 85%|########4 | 142/168 [00:26<00:04, 5.28it/s] 2/499 4.32G 0.0341 0.02071 0.02428 76 640: 85%|########5 | 143/168 [00:26<00:04, 5.30it/s] 2/499 4.32G 0.03408 0.02071 0.02427 70 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s] 2/499 4.32G 0.03408 0.02071 0.02427 70 640: 86%|########5 | 144/168 [00:27<00:04, 5.40it/s] 2/499 4.32G 0.03408 0.0207 0.0243 65 640: 86%|########5 | 144/168 [00:27<00:04, 5.40it/s] 2/499 4.32G 0.03408 0.0207 0.0243 65 640: 86%|########6 | 145/168 [00:27<00:04, 5.25it/s] 2/499 4.32G 0.03408 0.02071 0.0243 68 640: 86%|########6 | 145/168 [00:27<00:04, 5.25it/s] 2/499 4.32G 0.03408 0.02071 0.0243 68 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s] 2/499 4.32G 0.03407 0.02072 0.02428 73 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s] 2/499 4.32G 0.03407 0.02072 0.02428 73 640: 88%|########7 | 147/168 [00:27<00:03, 5.37it/s] 2/499 4.32G 0.03406 0.02071 0.02429 65 640: 88%|########7 | 147/168 [00:27<00:03, 5.37it/s] 2/499 4.32G 0.03406 0.02071 0.02429 65 640: 88%|########8 | 148/168 [00:27<00:03, 5.20it/s] 2/499 4.32G 0.03404 0.0207 0.02429 71 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s] 2/499 4.32G 0.03404 0.0207 0.02429 71 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s] 2/499 4.32G 0.03402 0.02069 0.0243 63 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s] 2/499 4.32G 0.03402 0.02069 0.0243 63 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s] 2/499 4.32G 0.03404 0.02074 0.02428 98 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s] 2/499 4.32G 0.03404 0.02074 0.02428 98 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s] 2/499 4.32G 0.03402 0.02077 0.02426 85 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s] 2/499 4.32G 0.03402 0.02077 0.02426 85 640: 90%|######### | 152/168 [00:28<00:03, 5.31it/s] 2/499 4.32G 0.03402 0.02076 0.02423 61 640: 90%|######### | 152/168 [00:28<00:03, 5.31it/s] 2/499 4.32G 0.03402 0.02076 0.02423 61 640: 91%|#########1| 153/168 [00:28<00:02, 5.41it/s] 2/499 4.32G 0.034 0.02076 0.02425 69 640: 91%|#########1| 153/168 [00:29<00:02, 5.41it/s] 2/499 4.32G 0.034 0.02076 0.02425 69 640: 92%|#########1| 154/168 [00:29<00:02, 5.25it/s] 2/499 4.32G 0.034 0.02075 0.02425 62 640: 92%|#########1| 154/168 [00:29<00:02, 5.25it/s] 2/499 4.32G 0.034 0.02075 0.02425 62 640: 92%|#########2| 155/168 [00:29<00:02, 5.35it/s] 2/499 4.32G 0.034 0.02073 0.02424 60 640: 92%|#########2| 155/168 [00:29<00:02, 5.35it/s] 2/499 4.32G 0.034 0.02073 0.02424 60 640: 93%|#########2| 156/168 [00:29<00:02, 5.40it/s] 2/499 4.32G 0.03401 0.02074 0.02422 64 640: 93%|#########2| 156/168 [00:29<00:02, 5.40it/s] 2/499 4.32G 0.03401 0.02074 0.02422 64 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s] 2/499 4.32G 0.03402 0.02073 0.02425 66 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s] 2/499 4.32G 0.03402 0.02073 0.02425 66 640: 94%|#########4| 158/168 [00:29<00:01, 5.26it/s] 2/499 4.32G 0.03402 0.02074 0.0242 75 640: 94%|#########4| 158/168 [00:29<00:01, 5.26it/s] 2/499 4.32G 0.03402 0.02074 0.0242 75 640: 95%|#########4| 159/168 [00:29<00:01, 5.33it/s] 2/499 4.32G 0.03403 0.02072 0.02422 63 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s] 2/499 4.32G 0.03403 0.02072 0.02422 63 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s] 2/499 4.32G 0.03402 0.02076 0.02421 86 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s] 2/499 4.32G 0.03402 0.02076 0.02421 86 640: 96%|#########5| 161/168 [00:30<00:01, 5.31it/s] 2/499 4.32G 0.03402 0.02075 0.02419 64 640: 96%|#########5| 161/168 [00:30<00:01, 5.31it/s] 2/499 4.32G 0.03402 0.02075 0.02419 64 640: 96%|#########6| 162/168 [00:30<00:01, 5.38it/s] 2/499 4.32G 0.03403 0.02076 0.02417 84 640: 96%|#########6| 162/168 [00:30<00:01, 5.38it/s] 2/499 4.32G 0.03403 0.02076 0.02417 84 640: 97%|#########7| 163/168 [00:30<00:00, 5.24it/s] 2/499 4.32G 0.03405 0.02075 0.02421 58 640: 97%|#########7| 163/168 [00:30<00:00, 5.24it/s] 2/499 4.32G 0.03405 0.02075 0.02421 58 640: 98%|#########7| 164/168 [00:30<00:00, 4.95it/s] 2/499 4.32G 0.03405 0.02076 0.0242 75 640: 98%|#########7| 164/168 [00:31<00:00, 4.95it/s] 2/499 4.32G 0.03405 0.02076 0.0242 75 640: 98%|#########8| 165/168 [00:31<00:00, 5.09it/s] 2/499 4.32G 0.03406 0.0208 0.0242 79 640: 98%|#########8| 165/168 [00:31<00:00, 5.09it/s] 2/499 4.32G 0.03406 0.0208 0.0242 79 640: 99%|#########8| 166/168 [00:31<00:00, 5.02it/s] 2/499 4.32G 0.03405 0.0208 0.02417 69 640: 99%|#########8| 166/168 [00:31<00:00, 5.02it/s] 2/499 4.32G 0.03405 0.0208 0.02417 69 640: 99%|#########9| 167/168 [00:31<00:00, 5.17it/s] 2/499 4.32G 0.03406 0.02081 0.02419 32 640: 99%|#########9| 167/168 [00:31<00:00, 5.17it/s] 2/499 4.32G 0.03406 0.02081 0.02419 32 640: 100%|##########| 168/168 [00:31<00:00, 5.39it/s] 2/499 4.32G 0.03406 0.02081 0.02419 32 640: 100%|##########| 168/168 [00:31<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.56it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.51it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.52it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.46it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.06it/s] all 132 263 0.184 0.242 0.182 0.0846 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 3/499 4.32G 0.03287 0.02294 0.02342 83 640: 0%| | 0/168 [00:00<?, ?it/s] 3/499 4.32G 0.03287 0.02294 0.02342 83 640: 1%| | 1/168 [00:00<00:33, 5.03it/s] 3/499 4.32G 0.03314 0.02174 0.02141 73 640: 1%| | 1/168 [00:00<00:33, 5.03it/s] 3/499 4.32G 0.03314 0.02174 0.02141 73 640: 1%|1 | 2/168 [00:00<00:30, 5.37it/s] 3/499 4.32G 0.03361 0.0214 0.02183 70 640: 1%|1 | 2/168 [00:00<00:30, 5.37it/s] 3/499 4.32G 0.03361 0.0214 0.02183 70 640: 2%|1 | 3/168 [00:00<00:30, 5.46it/s] 3/499 4.32G 0.03353 0.02261 0.02192 78 640: 2%|1 | 3/168 [00:00<00:30, 5.46it/s] 3/499 4.32G 0.03353 0.02261 0.02192 78 640: 2%|2 | 4/168 [00:00<00:31, 5.24it/s] 3/499 4.32G 0.03359 0.02144 0.02172 57 640: 2%|2 | 4/168 [00:00<00:31, 5.24it/s] 3/499 4.32G 0.03359 0.02144 0.02172 57 640: 3%|2 | 5/168 [00:00<00:30, 5.32it/s] 3/499 4.32G 0.03382 0.02164 0.02179 73 640: 3%|2 | 5/168 [00:01<00:30, 5.32it/s] 3/499 4.32G 0.03382 0.02164 0.02179 73 640: 4%|3 | 6/168 [00:01<00:30, 5.40it/s] 3/499 4.32G 0.03358 0.02099 0.02216 65 640: 4%|3 | 6/168 [00:01<00:30, 5.40it/s] 3/499 4.32G 0.03358 0.02099 0.02216 65 640: 4%|4 | 7/168 [00:01<00:30, 5.25it/s] 3/499 4.32G 0.0337 0.02126 0.02269 74 640: 4%|4 | 7/168 [00:01<00:30, 5.25it/s] 3/499 4.32G 0.0337 0.02126 0.02269 74 640: 5%|4 | 8/168 [00:01<00:29, 5.36it/s] 3/499 4.32G 0.03335 0.02065 0.02236 60 640: 5%|4 | 8/168 [00:01<00:29, 5.36it/s] 3/499 4.32G 0.03335 0.02065 0.02236 60 640: 5%|5 | 9/168 [00:01<00:29, 5.43it/s] 3/499 4.32G 0.03333 0.02059 0.0219 63 640: 5%|5 | 9/168 [00:01<00:29, 5.43it/s] 3/499 4.32G 0.03333 0.02059 0.0219 63 640: 6%|5 | 10/168 [00:01<00:29, 5.29it/s] 3/499 4.32G 0.03343 0.02056 0.02164 67 640: 6%|5 | 10/168 [00:02<00:29, 5.29it/s] 3/499 4.32G 0.03343 0.02056 0.02164 67 640: 7%|6 | 11/168 [00:02<00:29, 5.39it/s] 3/499 4.32G 0.03319 0.0203 0.02128 64 640: 7%|6 | 11/168 [00:02<00:29, 5.39it/s] 3/499 4.32G 0.03319 0.0203 0.02128 64 640: 7%|7 | 12/168 [00:02<00:28, 5.47it/s] 3/499 4.32G 0.03319 0.02013 0.02117 64 640: 7%|7 | 12/168 [00:02<00:28, 5.47it/s] 3/499 4.32G 0.03319 0.02013 0.02117 64 640: 8%|7 | 13/168 [00:02<00:29, 5.29it/s] 3/499 4.32G 0.03318 0.01994 0.02146 59 640: 8%|7 | 13/168 [00:02<00:29, 5.29it/s] 3/499 4.32G 0.03318 0.01994 0.02146 59 640: 8%|8 | 14/168 [00:02<00:28, 5.37it/s] 3/499 4.32G 0.03291 0.01982 0.0216 69 640: 8%|8 | 14/168 [00:02<00:28, 5.37it/s] 3/499 4.32G 0.03291 0.01982 0.0216 69 640: 9%|8 | 15/168 [00:02<00:28, 5.43it/s] 3/499 4.32G 0.03264 0.01967 0.02135 59 640: 9%|8 | 15/168 [00:02<00:28, 5.43it/s] 3/499 4.32G 0.03264 0.01967 0.02135 59 640: 10%|9 | 16/168 [00:02<00:28, 5.29it/s] 3/499 4.32G 0.03261 0.01977 0.02127 65 640: 10%|9 | 16/168 [00:03<00:28, 5.29it/s] 3/499 4.32G 0.03261 0.01977 0.02127 65 640: 10%|# | 17/168 [00:03<00:28, 5.38it/s] 3/499 4.32G 0.0326 0.01977 0.02159 62 640: 10%|# | 17/168 [00:03<00:28, 5.38it/s] 3/499 4.32G 0.0326 0.01977 0.02159 62 640: 11%|# | 18/168 [00:03<00:27, 5.45it/s] 3/499 4.32G 0.03253 0.0199 0.0215 71 640: 11%|# | 18/168 [00:03<00:27, 5.45it/s] 3/499 4.32G 0.03253 0.0199 0.0215 71 640: 11%|#1 | 19/168 [00:03<00:28, 5.27it/s] 3/499 4.32G 0.03236 0.01996 0.0216 77 640: 11%|#1 | 19/168 [00:03<00:28, 5.27it/s] 3/499 4.32G 0.03236 0.01996 0.0216 77 640: 12%|#1 | 20/168 [00:03<00:27, 5.37it/s] 3/499 4.32G 0.03242 0.0198 0.02146 55 640: 12%|#1 | 20/168 [00:03<00:27, 5.37it/s] 3/499 4.32G 0.03242 0.0198 0.02146 55 640: 12%|#2 | 21/168 [00:03<00:27, 5.39it/s] 3/499 4.32G 0.03231 0.01962 0.02107 53 640: 12%|#2 | 21/168 [00:04<00:27, 5.39it/s] 3/499 4.32G 0.03231 0.01962 0.02107 53 640: 13%|#3 | 22/168 [00:04<00:27, 5.23it/s] 3/499 4.32G 0.03239 0.01965 0.02105 71 640: 13%|#3 | 22/168 [00:04<00:27, 5.23it/s] 3/499 4.32G 0.03239 0.01965 0.02105 71 640: 14%|#3 | 23/168 [00:04<00:27, 5.33it/s] 3/499 4.32G 0.03231 0.01953 0.021 66 640: 14%|#3 | 23/168 [00:04<00:27, 5.33it/s] 3/499 4.32G 0.03231 0.01953 0.021 66 640: 14%|#4 | 24/168 [00:04<00:26, 5.41it/s] 3/499 4.32G 0.03239 0.01949 0.0213 57 640: 14%|#4 | 24/168 [00:04<00:26, 5.41it/s] 3/499 4.32G 0.03239 0.01949 0.0213 57 640: 15%|#4 | 25/168 [00:04<00:27, 5.26it/s] 3/499 4.32G 0.03226 0.0195 0.02124 68 640: 15%|#4 | 25/168 [00:04<00:27, 5.26it/s] 3/499 4.32G 0.03226 0.0195 0.02124 68 640: 15%|#5 | 26/168 [00:04<00:26, 5.34it/s] 3/499 4.32G 0.03215 0.0195 0.02136 67 640: 15%|#5 | 26/168 [00:05<00:26, 5.34it/s] 3/499 4.32G 0.03215 0.0195 0.02136 67 640: 16%|#6 | 27/168 [00:05<00:26, 5.40it/s] 3/499 4.32G 0.03209 0.01952 0.02126 66 640: 16%|#6 | 27/168 [00:05<00:26, 5.40it/s] 3/499 4.32G 0.03209 0.01952 0.02126 66 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s] 3/499 4.32G 0.03205 0.01969 0.02125 77 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s] 3/499 4.32G 0.03205 0.01969 0.02125 77 640: 17%|#7 | 29/168 [00:05<00:26, 5.28it/s] 3/499 4.32G 0.03209 0.01961 0.02125 60 640: 17%|#7 | 29/168 [00:05<00:26, 5.28it/s] 3/499 4.32G 0.03209 0.01961 0.02125 60 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s] 3/499 4.32G 0.03208 0.01961 0.02143 58 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s] 3/499 4.32G 0.03208 0.01961 0.02143 58 640: 18%|#8 | 31/168 [00:05<00:26, 5.22it/s] 3/499 4.32G 0.03198 0.01952 0.02139 60 640: 18%|#8 | 31/168 [00:05<00:26, 5.22it/s] 3/499 4.32G 0.03198 0.01952 0.02139 60 640: 19%|#9 | 32/168 [00:05<00:25, 5.33it/s] 3/499 4.32G 0.03188 0.0195 0.02141 71 640: 19%|#9 | 32/168 [00:06<00:25, 5.33it/s] 3/499 4.32G 0.03188 0.0195 0.02141 71 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s] 3/499 4.32G 0.03184 0.01943 0.02136 66 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s] 3/499 4.32G 0.03184 0.01943 0.02136 66 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s] 3/499 4.32G 0.03185 0.01949 0.02142 73 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s] 3/499 4.32G 0.03185 0.01949 0.02142 73 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s] 3/499 4.32G 0.03187 0.01953 0.02153 70 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s] 3/499 4.32G 0.03187 0.01953 0.02153 70 640: 21%|##1 | 36/168 [00:06<00:24, 5.38it/s] 3/499 4.32G 0.03187 0.01965 0.02151 77 640: 21%|##1 | 36/168 [00:06<00:24, 5.38it/s] 3/499 4.32G 0.03187 0.01965 0.02151 77 640: 22%|##2 | 37/168 [00:06<00:24, 5.24it/s] 3/499 4.32G 0.03182 0.01968 0.02153 73 640: 22%|##2 | 37/168 [00:07<00:24, 5.24it/s] 3/499 4.32G 0.03182 0.01968 0.02153 73 640: 23%|##2 | 38/168 [00:07<00:24, 5.33it/s] 3/499 4.32G 0.03176 0.01979 0.02146 86 640: 23%|##2 | 38/168 [00:07<00:24, 5.33it/s] 3/499 4.32G 0.03176 0.01979 0.02146 86 640: 23%|##3 | 39/168 [00:07<00:23, 5.38it/s] 3/499 4.32G 0.0317 0.01987 0.02149 77 640: 23%|##3 | 39/168 [00:07<00:23, 5.38it/s] 3/499 4.32G 0.0317 0.01987 0.02149 77 640: 24%|##3 | 40/168 [00:07<00:24, 5.24it/s] 3/499 4.32G 0.03169 0.0198 0.02149 58 640: 24%|##3 | 40/168 [00:07<00:24, 5.24it/s] 3/499 4.32G 0.03169 0.0198 0.02149 58 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s] 3/499 4.32G 0.03164 0.01974 0.02148 59 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s] 3/499 4.32G 0.03164 0.01974 0.02148 59 640: 25%|##5 | 42/168 [00:07<00:23, 5.39it/s] 3/499 4.32G 0.03162 0.01975 0.02138 74 640: 25%|##5 | 42/168 [00:08<00:23, 5.39it/s] 3/499 4.32G 0.03162 0.01975 0.02138 74 640: 26%|##5 | 43/168 [00:08<00:23, 5.26it/s] 3/499 4.32G 0.03161 0.01972 0.02138 65 640: 26%|##5 | 43/168 [00:08<00:23, 5.26it/s] 3/499 4.32G 0.03161 0.01972 0.02138 65 640: 26%|##6 | 44/168 [00:08<00:23, 5.35it/s] 3/499 4.32G 0.03155 0.01966 0.02133 53 640: 26%|##6 | 44/168 [00:08<00:23, 5.35it/s] 3/499 4.32G 0.03155 0.01966 0.02133 53 640: 27%|##6 | 45/168 [00:08<00:22, 5.41it/s] 3/499 4.32G 0.03152 0.01959 0.02138 56 640: 27%|##6 | 45/168 [00:08<00:22, 5.41it/s] 3/499 4.32G 0.03152 0.01959 0.02138 56 640: 27%|##7 | 46/168 [00:08<00:23, 5.29it/s] 3/499 4.32G 0.03151 0.01955 0.02135 63 640: 27%|##7 | 46/168 [00:08<00:23, 5.29it/s] 3/499 4.32G 0.03151 0.01955 0.02135 63 640: 28%|##7 | 47/168 [00:08<00:22, 5.35it/s] 3/499 4.32G 0.03148 0.01955 0.02141 67 640: 28%|##7 | 47/168 [00:08<00:22, 5.35it/s] 3/499 4.32G 0.03148 0.01955 0.02141 67 640: 29%|##8 | 48/168 [00:08<00:22, 5.44it/s] 3/499 4.32G 0.03153 0.0195 0.02136 60 640: 29%|##8 | 48/168 [00:09<00:22, 5.44it/s] 3/499 4.32G 0.03153 0.0195 0.02136 60 640: 29%|##9 | 49/168 [00:09<00:22, 5.29it/s] 3/499 4.32G 0.03147 0.01967 0.02144 97 640: 29%|##9 | 49/168 [00:09<00:22, 5.29it/s] 3/499 4.32G 0.03147 0.01967 0.02144 97 640: 30%|##9 | 50/168 [00:09<00:22, 5.36it/s] 3/499 4.32G 0.03146 0.01968 0.02149 75 640: 30%|##9 | 50/168 [00:09<00:22, 5.36it/s] 3/499 4.32G 0.03146 0.01968 0.02149 75 640: 30%|### | 51/168 [00:09<00:21, 5.45it/s] 3/499 4.32G 0.03148 0.01972 0.02161 67 640: 30%|### | 51/168 [00:09<00:21, 5.45it/s] 3/499 4.32G 0.03148 0.01972 0.02161 67 640: 31%|### | 52/168 [00:09<00:21, 5.29it/s] 3/499 4.32G 0.03148 0.01978 0.02164 78 640: 31%|### | 52/168 [00:09<00:21, 5.29it/s] 3/499 4.32G 0.03148 0.01978 0.02164 78 640: 32%|###1 | 53/168 [00:09<00:21, 5.40it/s] 3/499 4.32G 0.03148 0.0198 0.02158 68 640: 32%|###1 | 53/168 [00:10<00:21, 5.40it/s] 3/499 4.32G 0.03148 0.0198 0.02158 68 640: 32%|###2 | 54/168 [00:10<00:20, 5.47it/s] 3/499 4.32G 0.03144 0.01976 0.02156 66 640: 32%|###2 | 54/168 [00:10<00:20, 5.47it/s] 3/499 4.32G 0.03144 0.01976 0.02156 66 640: 33%|###2 | 55/168 [00:10<00:21, 5.33it/s] 3/499 4.32G 0.03144 0.01971 0.0216 56 640: 33%|###2 | 55/168 [00:10<00:21, 5.33it/s] 3/499 4.32G 0.03144 0.01971 0.0216 56 640: 33%|###3 | 56/168 [00:10<00:20, 5.40it/s] 3/499 4.32G 0.03141 0.01969 0.02157 67 640: 33%|###3 | 56/168 [00:10<00:20, 5.40it/s] 3/499 4.32G 0.03141 0.01969 0.02157 67 640: 34%|###3 | 57/168 [00:10<00:20, 5.46it/s] 3/499 4.32G 0.03136 0.01964 0.02159 61 640: 34%|###3 | 57/168 [00:10<00:20, 5.46it/s] 3/499 4.32G 0.03136 0.01964 0.02159 61 640: 35%|###4 | 58/168 [00:10<00:20, 5.31it/s] 3/499 4.32G 0.03139 0.01965 0.02165 70 640: 35%|###4 | 58/168 [00:11<00:20, 5.31it/s] 3/499 4.32G 0.03139 0.01965 0.02165 70 640: 35%|###5 | 59/168 [00:11<00:20, 5.39it/s] 3/499 4.32G 0.03139 0.01963 0.02169 63 640: 35%|###5 | 59/168 [00:11<00:20, 5.39it/s] 3/499 4.32G 0.03139 0.01963 0.02169 63 640: 36%|###5 | 60/168 [00:11<00:19, 5.44it/s] 3/499 4.32G 0.0314 0.01961 0.02174 68 640: 36%|###5 | 60/168 [00:11<00:19, 5.44it/s] 3/499 4.32G 0.0314 0.01961 0.02174 68 640: 36%|###6 | 61/168 [00:11<00:20, 5.31it/s] 3/499 4.32G 0.03137 0.01962 0.02176 75 640: 36%|###6 | 61/168 [00:11<00:20, 5.31it/s] 3/499 4.32G 0.03137 0.01962 0.02176 75 640: 37%|###6 | 62/168 [00:11<00:19, 5.42it/s] 3/499 4.32G 0.03135 0.01957 0.02177 59 640: 37%|###6 | 62/168 [00:11<00:19, 5.42it/s] 3/499 4.32G 0.03135 0.01957 0.02177 59 640: 38%|###7 | 63/168 [00:11<00:19, 5.45it/s] 3/499 4.32G 0.03136 0.01953 0.0218 62 640: 38%|###7 | 63/168 [00:11<00:19, 5.45it/s] 3/499 4.32G 0.03136 0.01953 0.0218 62 640: 38%|###8 | 64/168 [00:11<00:19, 5.29it/s] 3/499 4.32G 0.03135 0.01952 0.02191 57 640: 38%|###8 | 64/168 [00:12<00:19, 5.29it/s] 3/499 4.32G 0.03135 0.01952 0.02191 57 640: 39%|###8 | 65/168 [00:12<00:19, 5.39it/s] 3/499 4.32G 0.03136 0.01951 0.02195 63 640: 39%|###8 | 65/168 [00:12<00:19, 5.39it/s] 3/499 4.32G 0.03136 0.01951 0.02195 63 640: 39%|###9 | 66/168 [00:12<00:18, 5.45it/s] 3/499 4.32G 0.03133 0.01955 0.02195 77 640: 39%|###9 | 66/168 [00:12<00:18, 5.45it/s] 3/499 4.32G 0.03133 0.01955 0.02195 77 640: 40%|###9 | 67/168 [00:12<00:19, 5.30it/s] 3/499 4.32G 0.0313 0.01954 0.02198 74 640: 40%|###9 | 67/168 [00:12<00:19, 5.30it/s] 3/499 4.32G 0.0313 0.01954 0.02198 74 640: 40%|#### | 68/168 [00:12<00:18, 5.38it/s] 3/499 4.32G 0.03131 0.01962 0.022 79 640: 40%|#### | 68/168 [00:12<00:18, 5.38it/s] 3/499 4.32G 0.03131 0.01962 0.022 79 640: 41%|####1 | 69/168 [00:12<00:18, 5.44it/s] 3/499 4.32G 0.03129 0.01961 0.02204 67 640: 41%|####1 | 69/168 [00:13<00:18, 5.44it/s] 3/499 4.32G 0.03129 0.01961 0.02204 67 640: 42%|####1 | 70/168 [00:13<00:18, 5.29it/s] 3/499 4.32G 0.03129 0.01959 0.02204 62 640: 42%|####1 | 70/168 [00:13<00:18, 5.29it/s] 3/499 4.32G 0.03129 0.01959 0.02204 62 640: 42%|####2 | 71/168 [00:13<00:18, 5.34it/s] 3/499 4.32G 0.03126 0.01953 0.02198 58 640: 42%|####2 | 71/168 [00:13<00:18, 5.34it/s] 3/499 4.32G 0.03126 0.01953 0.02198 58 640: 43%|####2 | 72/168 [00:13<00:17, 5.42it/s] 3/499 4.32G 0.03123 0.01953 0.02193 73 640: 43%|####2 | 72/168 [00:13<00:17, 5.42it/s] 3/499 4.32G 0.03123 0.01953 0.02193 73 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s] 3/499 4.32G 0.03117 0.01952 0.02185 66 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s] 3/499 4.32G 0.03117 0.01952 0.02185 66 640: 44%|####4 | 74/168 [00:13<00:17, 5.32it/s] 3/499 4.32G 0.03115 0.01954 0.02177 76 640: 44%|####4 | 74/168 [00:14<00:17, 5.32it/s] 3/499 4.32G 0.03115 0.01954 0.02177 76 640: 45%|####4 | 75/168 [00:14<00:17, 5.39it/s] 3/499 4.32G 0.03115 0.01957 0.02173 71 640: 45%|####4 | 75/168 [00:14<00:17, 5.39it/s] 3/499 4.32G 0.03115 0.01957 0.02173 71 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s] 3/499 4.32G 0.03111 0.01954 0.02169 59 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s] 3/499 4.32G 0.03111 0.01954 0.02169 59 640: 46%|####5 | 77/168 [00:14<00:17, 5.34it/s] 3/499 4.32G 0.03106 0.01951 0.02165 62 640: 46%|####5 | 77/168 [00:14<00:17, 5.34it/s] 3/499 4.32G 0.03106 0.01951 0.02165 62 640: 46%|####6 | 78/168 [00:14<00:16, 5.40it/s] 3/499 4.32G 0.03101 0.01946 0.02161 63 640: 46%|####6 | 78/168 [00:14<00:16, 5.40it/s] 3/499 4.32G 0.03101 0.01946 0.02161 63 640: 47%|####7 | 79/168 [00:14<00:16, 5.28it/s] 3/499 4.32G 0.03101 0.01947 0.02162 66 640: 47%|####7 | 79/168 [00:14<00:16, 5.28it/s] 3/499 4.32G 0.03101 0.01947 0.02162 66 640: 48%|####7 | 80/168 [00:14<00:16, 5.36it/s] 3/499 4.32G 0.03102 0.0195 0.02163 74 640: 48%|####7 | 80/168 [00:15<00:16, 5.36it/s] 3/499 4.32G 0.03102 0.0195 0.02163 74 640: 48%|####8 | 81/168 [00:15<00:16, 5.39it/s] 3/499 4.32G 0.03098 0.01953 0.02161 77 640: 48%|####8 | 81/168 [00:15<00:16, 5.39it/s] 3/499 4.32G 0.03098 0.01953 0.02161 77 640: 49%|####8 | 82/168 [00:15<00:16, 5.24it/s] 3/499 4.32G 0.03098 0.01949 0.02164 61 640: 49%|####8 | 82/168 [00:15<00:16, 5.24it/s] 3/499 4.32G 0.03098 0.01949 0.02164 61 640: 49%|####9 | 83/168 [00:15<00:15, 5.34it/s] 3/499 4.32G 0.03098 0.0195 0.02159 70 640: 49%|####9 | 83/168 [00:15<00:15, 5.34it/s] 3/499 4.32G 0.03098 0.0195 0.02159 70 640: 50%|##### | 84/168 [00:15<00:15, 5.38it/s] 3/499 4.32G 0.03096 0.01948 0.0216 62 640: 50%|##### | 84/168 [00:15<00:15, 5.38it/s] 3/499 4.32G 0.03096 0.01948 0.0216 62 640: 51%|##### | 85/168 [00:15<00:16, 5.18it/s] 3/499 4.32G 0.03099 0.01947 0.02162 67 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s] 3/499 4.32G 0.03099 0.01947 0.02162 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.26it/s] 3/499 4.32G 0.03095 0.01944 0.02162 50 640: 51%|#####1 | 86/168 [00:16<00:15, 5.26it/s] 3/499 4.32G 0.03095 0.01944 0.02162 50 640: 52%|#####1 | 87/168 [00:16<00:15, 5.39it/s] 3/499 4.32G 0.03096 0.01942 0.0216 66 640: 52%|#####1 | 87/168 [00:16<00:15, 5.39it/s] 3/499 4.32G 0.03096 0.01942 0.0216 66 640: 52%|#####2 | 88/168 [00:16<00:15, 5.27it/s] 3/499 4.32G 0.03098 0.01946 0.02163 74 640: 52%|#####2 | 88/168 [00:16<00:15, 5.27it/s] 3/499 4.32G 0.03098 0.01946 0.02163 74 640: 53%|#####2 | 89/168 [00:16<00:14, 5.31it/s] 3/499 4.32G 0.03098 0.01943 0.02171 57 640: 53%|#####2 | 89/168 [00:16<00:14, 5.31it/s] 3/499 4.32G 0.03098 0.01943 0.02171 57 640: 54%|#####3 | 90/168 [00:16<00:14, 5.41it/s] 3/499 4.32G 0.03097 0.01941 0.02163 62 640: 54%|#####3 | 90/168 [00:17<00:14, 5.41it/s] 3/499 4.32G 0.03097 0.01941 0.02163 62 640: 54%|#####4 | 91/168 [00:17<00:14, 5.29it/s] 3/499 4.32G 0.03098 0.01939 0.02163 65 640: 54%|#####4 | 91/168 [00:17<00:14, 5.29it/s] 3/499 4.32G 0.03098 0.01939 0.02163 65 640: 55%|#####4 | 92/168 [00:17<00:14, 5.36it/s] 3/499 4.32G 0.03097 0.01938 0.02159 64 640: 55%|#####4 | 92/168 [00:17<00:14, 5.36it/s] 3/499 4.32G 0.03097 0.01938 0.02159 64 640: 55%|#####5 | 93/168 [00:17<00:13, 5.43it/s] 3/499 4.32G 0.03097 0.0194 0.02155 70 640: 55%|#####5 | 93/168 [00:17<00:13, 5.43it/s] 3/499 4.32G 0.03097 0.0194 0.02155 70 640: 56%|#####5 | 94/168 [00:17<00:13, 5.30it/s] 3/499 4.32G 0.031 0.0194 0.02154 69 640: 56%|#####5 | 94/168 [00:17<00:13, 5.30it/s] 3/499 4.32G 0.031 0.0194 0.02154 69 640: 57%|#####6 | 95/168 [00:17<00:13, 5.38it/s] 3/499 4.32G 0.03098 0.01939 0.02145 64 640: 57%|#####6 | 95/168 [00:17<00:13, 5.38it/s] 3/499 4.32G 0.03098 0.01939 0.02145 64 640: 57%|#####7 | 96/168 [00:17<00:13, 5.43it/s] 3/499 4.32G 0.03098 0.01942 0.02141 72 640: 57%|#####7 | 96/168 [00:18<00:13, 5.43it/s] 3/499 4.32G 0.03098 0.01942 0.02141 72 640: 58%|#####7 | 97/168 [00:18<00:13, 5.29it/s] 3/499 4.32G 0.03098 0.01941 0.02143 64 640: 58%|#####7 | 97/168 [00:18<00:13, 5.29it/s] 3/499 4.32G 0.03098 0.01941 0.02143 64 640: 58%|#####8 | 98/168 [00:18<00:12, 5.39it/s] 3/499 4.32G 0.03097 0.01941 0.02148 77 640: 58%|#####8 | 98/168 [00:18<00:12, 5.39it/s] 3/499 4.32G 0.03097 0.01941 0.02148 77 640: 59%|#####8 | 99/168 [00:18<00:12, 5.46it/s] 3/499 4.32G 0.03095 0.01942 0.02148 74 640: 59%|#####8 | 99/168 [00:18<00:12, 5.46it/s] 3/499 4.32G 0.03095 0.01942 0.02148 74 640: 60%|#####9 | 100/168 [00:18<00:12, 5.32it/s] 3/499 4.32G 0.03091 0.01938 0.02144 62 640: 60%|#####9 | 100/168 [00:18<00:12, 5.32it/s] 3/499 4.32G 0.03091 0.01938 0.02144 62 640: 60%|###### | 101/168 [00:18<00:12, 5.41it/s] 3/499 4.32G 0.0309 0.01937 0.02139 62 640: 60%|###### | 101/168 [00:19<00:12, 5.41it/s] 3/499 4.32G 0.0309 0.01937 0.02139 62 640: 61%|###### | 102/168 [00:19<00:12, 5.46it/s] 3/499 4.32G 0.03089 0.01939 0.02139 76 640: 61%|###### | 102/168 [00:19<00:12, 5.46it/s] 3/499 4.32G 0.03089 0.01939 0.02139 76 640: 61%|######1 | 103/168 [00:19<00:12, 5.30it/s] 3/499 4.32G 0.03089 0.01938 0.02135 68 640: 61%|######1 | 103/168 [00:19<00:12, 5.30it/s] 3/499 4.32G 0.03089 0.01938 0.02135 68 640: 62%|######1 | 104/168 [00:19<00:11, 5.38it/s] 3/499 4.32G 0.0309 0.01942 0.02128 72 640: 62%|######1 | 104/168 [00:19<00:11, 5.38it/s] 3/499 4.32G 0.0309 0.01942 0.02128 72 640: 62%|######2 | 105/168 [00:19<00:11, 5.43it/s] 3/499 4.32G 0.0309 0.01943 0.02131 67 640: 62%|######2 | 105/168 [00:19<00:11, 5.43it/s] 3/499 4.32G 0.0309 0.01943 0.02131 67 640: 63%|######3 | 106/168 [00:19<00:11, 5.28it/s] 3/499 4.32G 0.03089 0.01944 0.0213 73 640: 63%|######3 | 106/168 [00:20<00:11, 5.28it/s] 3/499 4.32G 0.03089 0.01944 0.0213 73 640: 64%|######3 | 107/168 [00:20<00:11, 5.35it/s] 3/499 4.32G 0.03087 0.01944 0.02132 65 640: 64%|######3 | 107/168 [00:20<00:11, 5.35it/s] 3/499 4.32G 0.03087 0.01944 0.02132 65 640: 64%|######4 | 108/168 [00:20<00:11, 5.43it/s] 3/499 4.32G 0.03083 0.01942 0.02138 59 640: 64%|######4 | 108/168 [00:20<00:11, 5.43it/s] 3/499 4.32G 0.03083 0.01942 0.02138 59 640: 65%|######4 | 109/168 [00:20<00:11, 5.27it/s] 3/499 4.32G 0.03081 0.01944 0.02132 72 640: 65%|######4 | 109/168 [00:20<00:11, 5.27it/s] 3/499 4.32G 0.03081 0.01944 0.02132 72 640: 65%|######5 | 110/168 [00:20<00:10, 5.32it/s] 3/499 4.32G 0.03083 0.01943 0.0213 62 640: 65%|######5 | 110/168 [00:20<00:10, 5.32it/s] 3/499 4.32G 0.03083 0.01943 0.0213 62 640: 66%|######6 | 111/168 [00:20<00:10, 5.40it/s] 3/499 4.32G 0.03082 0.01945 0.02129 79 640: 66%|######6 | 111/168 [00:20<00:10, 5.40it/s] 3/499 4.32G 0.03082 0.01945 0.02129 79 640: 67%|######6 | 112/168 [00:20<00:10, 5.27it/s] 3/499 4.32G 0.0308 0.01946 0.02129 77 640: 67%|######6 | 112/168 [00:21<00:10, 5.27it/s] 3/499 4.32G 0.0308 0.01946 0.02129 77 640: 67%|######7 | 113/168 [00:21<00:10, 5.36it/s] 3/499 4.32G 0.03084 0.01943 0.02131 57 640: 67%|######7 | 113/168 [00:21<00:10, 5.36it/s] 3/499 4.32G 0.03084 0.01943 0.02131 57 640: 68%|######7 | 114/168 [00:21<00:09, 5.44it/s] 3/499 4.32G 0.03081 0.01942 0.02126 72 640: 68%|######7 | 114/168 [00:21<00:09, 5.44it/s] 3/499 4.32G 0.03081 0.01942 0.02126 72 640: 68%|######8 | 115/168 [00:21<00:10, 5.24it/s] 3/499 4.32G 0.03082 0.01941 0.02127 63 640: 68%|######8 | 115/168 [00:21<00:10, 5.24it/s] 3/499 4.32G 0.03082 0.01941 0.02127 63 640: 69%|######9 | 116/168 [00:21<00:09, 5.34it/s] 3/499 4.32G 0.03085 0.01945 0.0213 95 640: 69%|######9 | 116/168 [00:21<00:09, 5.34it/s] 3/499 4.32G 0.03085 0.01945 0.0213 95 640: 70%|######9 | 117/168 [00:21<00:09, 5.40it/s] 3/499 4.32G 0.03084 0.01944 0.02125 73 640: 70%|######9 | 117/168 [00:22<00:09, 5.40it/s] 3/499 4.32G 0.03084 0.01944 0.02125 73 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s] 3/499 4.32G 0.03083 0.01942 0.02123 56 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s] 3/499 4.32G 0.03083 0.01942 0.02123 56 640: 71%|####### | 119/168 [00:22<00:09, 5.31it/s] 3/499 4.32G 0.03083 0.01942 0.0212 73 640: 71%|####### | 119/168 [00:22<00:09, 5.31it/s] 3/499 4.32G 0.03083 0.01942 0.0212 73 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s] 3/499 4.32G 0.03084 0.01941 0.02117 61 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s] 3/499 4.32G 0.03084 0.01941 0.02117 61 640: 72%|#######2 | 121/168 [00:22<00:08, 5.24it/s] 3/499 4.32G 0.03083 0.01939 0.02117 55 640: 72%|#######2 | 121/168 [00:22<00:08, 5.24it/s] 3/499 4.32G 0.03083 0.01939 0.02117 55 640: 73%|#######2 | 122/168 [00:22<00:08, 5.34it/s] 3/499 4.32G 0.0308 0.0194 0.02115 76 640: 73%|#######2 | 122/168 [00:23<00:08, 5.34it/s] 3/499 4.32G 0.0308 0.0194 0.02115 76 640: 73%|#######3 | 123/168 [00:23<00:08, 5.39it/s] 3/499 4.32G 0.03079 0.01938 0.02117 60 640: 73%|#######3 | 123/168 [00:23<00:08, 5.39it/s] 3/499 4.32G 0.03079 0.01938 0.02117 60 640: 74%|#######3 | 124/168 [00:23<00:08, 5.24it/s] 3/499 4.32G 0.03078 0.01941 0.02117 79 640: 74%|#######3 | 124/168 [00:23<00:08, 5.24it/s] 3/499 4.32G 0.03078 0.01941 0.02117 79 640: 74%|#######4 | 125/168 [00:23<00:08, 5.34it/s] 3/499 4.32G 0.03074 0.01937 0.02111 64 640: 74%|#######4 | 125/168 [00:23<00:08, 5.34it/s] 3/499 4.32G 0.03074 0.01937 0.02111 64 640: 75%|#######5 | 126/168 [00:23<00:07, 5.40it/s] 3/499 4.32G 0.03073 0.01941 0.02109 83 640: 75%|#######5 | 126/168 [00:23<00:07, 5.40it/s] 3/499 4.32G 0.03073 0.01941 0.02109 83 640: 76%|#######5 | 127/168 [00:23<00:07, 5.22it/s] 3/499 4.32G 0.03072 0.01941 0.02107 76 640: 76%|#######5 | 127/168 [00:23<00:07, 5.22it/s] 3/499 4.32G 0.03072 0.01941 0.02107 76 640: 76%|#######6 | 128/168 [00:23<00:07, 5.26it/s] 3/499 4.32G 0.03072 0.0194 0.02108 59 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s] 3/499 4.32G 0.03072 0.0194 0.02108 59 640: 77%|#######6 | 129/168 [00:24<00:07, 5.32it/s] 3/499 4.32G 0.03072 0.01941 0.02103 72 640: 77%|#######6 | 129/168 [00:24<00:07, 5.32it/s] 3/499 4.32G 0.03072 0.01941 0.02103 72 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s] 3/499 4.32G 0.03071 0.0194 0.02099 75 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s] 3/499 4.32G 0.03071 0.0194 0.02099 75 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s] 3/499 4.32G 0.03069 0.0194 0.02095 64 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s] 3/499 4.32G 0.03069 0.0194 0.02095 64 640: 79%|#######8 | 132/168 [00:24<00:06, 5.37it/s] 3/499 4.32G 0.03066 0.01942 0.02091 83 640: 79%|#######8 | 132/168 [00:24<00:06, 5.37it/s] 3/499 4.32G 0.03066 0.01942 0.02091 83 640: 79%|#######9 | 133/168 [00:24<00:06, 5.23it/s] 3/499 4.32G 0.03066 0.01943 0.02086 76 640: 79%|#######9 | 133/168 [00:25<00:06, 5.23it/s] 3/499 4.32G 0.03066 0.01943 0.02086 76 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s] 3/499 4.32G 0.03063 0.01944 0.02084 76 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s] 3/499 4.32G 0.03063 0.01944 0.02084 76 640: 80%|######## | 135/168 [00:25<00:06, 5.38it/s] 3/499 4.32G 0.03062 0.01943 0.02082 69 640: 80%|######## | 135/168 [00:25<00:06, 5.38it/s] 3/499 4.32G 0.03062 0.01943 0.02082 69 640: 81%|######## | 136/168 [00:25<00:06, 5.22it/s] 3/499 4.32G 0.0306 0.0194 0.02082 51 640: 81%|######## | 136/168 [00:25<00:06, 5.22it/s] 3/499 4.32G 0.0306 0.0194 0.02082 51 640: 82%|########1 | 137/168 [00:25<00:05, 5.32it/s] 3/499 4.32G 0.0306 0.01939 0.02077 58 640: 82%|########1 | 137/168 [00:25<00:05, 5.32it/s] 3/499 4.32G 0.0306 0.01939 0.02077 58 640: 82%|########2 | 138/168 [00:25<00:05, 5.42it/s] 3/499 4.32G 0.03058 0.01937 0.02075 64 640: 82%|########2 | 138/168 [00:26<00:05, 5.42it/s] 3/499 4.32G 0.03058 0.01937 0.02075 64 640: 83%|########2 | 139/168 [00:26<00:05, 5.20it/s] 3/499 4.32G 0.03057 0.01936 0.02075 62 640: 83%|########2 | 139/168 [00:26<00:05, 5.20it/s] 3/499 4.32G 0.03057 0.01936 0.02075 62 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s] 3/499 4.32G 0.03056 0.01937 0.02071 77 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s] 3/499 4.32G 0.03056 0.01937 0.02071 77 640: 84%|########3 | 141/168 [00:26<00:05, 5.39it/s] 3/499 4.32G 0.03056 0.01938 0.0207 80 640: 84%|########3 | 141/168 [00:26<00:05, 5.39it/s] 3/499 4.32G 0.03056 0.01938 0.0207 80 640: 85%|########4 | 142/168 [00:26<00:04, 5.25it/s] 3/499 4.32G 0.03055 0.0194 0.02067 88 640: 85%|########4 | 142/168 [00:26<00:04, 5.25it/s] 3/499 4.32G 0.03055 0.0194 0.02067 88 640: 85%|########5 | 143/168 [00:26<00:04, 5.36it/s] 3/499 4.32G 0.03054 0.01941 0.02065 77 640: 85%|########5 | 143/168 [00:26<00:04, 5.36it/s] 3/499 4.32G 0.03054 0.01941 0.02065 77 640: 86%|########5 | 144/168 [00:26<00:04, 5.42it/s] 3/499 4.32G 0.03054 0.01942 0.02062 83 640: 86%|########5 | 144/168 [00:27<00:04, 5.42it/s] 3/499 4.32G 0.03054 0.01942 0.02062 83 640: 86%|########6 | 145/168 [00:27<00:04, 5.23it/s] 3/499 4.32G 0.03054 0.01941 0.02063 75 640: 86%|########6 | 145/168 [00:27<00:04, 5.23it/s] 3/499 4.32G 0.03054 0.01941 0.02063 75 640: 87%|########6 | 146/168 [00:27<00:04, 5.32it/s] 3/499 4.32G 0.03059 0.0194 0.02063 60 640: 87%|########6 | 146/168 [00:27<00:04, 5.32it/s] 3/499 4.32G 0.03059 0.0194 0.02063 60 640: 88%|########7 | 147/168 [00:27<00:03, 5.40it/s] 3/499 4.32G 0.03059 0.0194 0.0206 71 640: 88%|########7 | 147/168 [00:27<00:03, 5.40it/s] 3/499 4.32G 0.03059 0.0194 0.0206 71 640: 88%|########8 | 148/168 [00:27<00:03, 5.26it/s] 3/499 4.32G 0.03058 0.01938 0.02055 60 640: 88%|########8 | 148/168 [00:27<00:03, 5.26it/s] 3/499 4.32G 0.03058 0.01938 0.02055 60 640: 89%|########8 | 149/168 [00:27<00:03, 5.35it/s] 3/499 4.32G 0.03056 0.01937 0.02051 69 640: 89%|########8 | 149/168 [00:28<00:03, 5.35it/s] 3/499 4.32G 0.03056 0.01937 0.02051 69 640: 89%|########9 | 150/168 [00:28<00:03, 5.41it/s] 3/499 4.32G 0.03055 0.01936 0.02053 64 640: 89%|########9 | 150/168 [00:28<00:03, 5.41it/s] 3/499 4.32G 0.03055 0.01936 0.02053 64 640: 90%|########9 | 151/168 [00:28<00:03, 5.27it/s] 3/499 4.32G 0.03056 0.01934 0.02053 66 640: 90%|########9 | 151/168 [00:28<00:03, 5.27it/s] 3/499 4.32G 0.03056 0.01934 0.02053 66 640: 90%|######### | 152/168 [00:28<00:02, 5.36it/s] 3/499 4.32G 0.03058 0.01934 0.02054 71 640: 90%|######### | 152/168 [00:28<00:02, 5.36it/s] 3/499 4.32G 0.03058 0.01934 0.02054 71 640: 91%|#########1| 153/168 [00:28<00:02, 5.45it/s] 3/499 4.32G 0.0306 0.01934 0.02054 75 640: 91%|#########1| 153/168 [00:28<00:02, 5.45it/s] 3/499 4.32G 0.0306 0.01934 0.02054 75 640: 92%|#########1| 154/168 [00:28<00:02, 5.29it/s] 3/499 4.32G 0.03061 0.01935 0.02052 81 640: 92%|#########1| 154/168 [00:29<00:02, 5.29it/s] 3/499 4.32G 0.03061 0.01935 0.02052 81 640: 92%|#########2| 155/168 [00:29<00:02, 5.37it/s] 3/499 4.32G 0.0306 0.01935 0.02053 74 640: 92%|#########2| 155/168 [00:29<00:02, 5.37it/s] 3/499 4.32G 0.0306 0.01935 0.02053 74 640: 93%|#########2| 156/168 [00:29<00:02, 5.42it/s] 3/499 4.32G 0.03059 0.01933 0.02052 58 640: 93%|#########2| 156/168 [00:29<00:02, 5.42it/s] 3/499 4.32G 0.03059 0.01933 0.02052 58 640: 93%|#########3| 157/168 [00:29<00:02, 5.28it/s] 3/499 4.32G 0.03059 0.01933 0.0205 65 640: 93%|#########3| 157/168 [00:29<00:02, 5.28it/s] 3/499 4.32G 0.03059 0.01933 0.0205 65 640: 94%|#########4| 158/168 [00:29<00:01, 5.33it/s] 3/499 4.32G 0.03059 0.01933 0.02051 69 640: 94%|#########4| 158/168 [00:29<00:01, 5.33it/s] 3/499 4.32G 0.03059 0.01933 0.02051 69 640: 95%|#########4| 159/168 [00:29<00:01, 5.40it/s] 3/499 4.32G 0.03058 0.01934 0.02049 77 640: 95%|#########4| 159/168 [00:29<00:01, 5.40it/s] 3/499 4.32G 0.03058 0.01934 0.02049 77 640: 95%|#########5| 160/168 [00:29<00:01, 5.23it/s] 3/499 4.32G 0.03059 0.01932 0.02049 59 640: 95%|#########5| 160/168 [00:30<00:01, 5.23it/s] 3/499 4.32G 0.03059 0.01932 0.02049 59 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s] 3/499 4.32G 0.03057 0.01935 0.02048 91 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s] 3/499 4.32G 0.03057 0.01935 0.02048 91 640: 96%|#########6| 162/168 [00:30<00:01, 5.37it/s] 3/499 4.32G 0.03055 0.01934 0.02046 70 640: 96%|#########6| 162/168 [00:30<00:01, 5.37it/s] 3/499 4.32G 0.03055 0.01934 0.02046 70 640: 97%|#########7| 163/168 [00:30<00:00, 5.21it/s] 3/499 4.32G 0.03055 0.01933 0.02044 67 640: 97%|#########7| 163/168 [00:30<00:00, 5.21it/s] 3/499 4.32G 0.03055 0.01933 0.02044 67 640: 98%|#########7| 164/168 [00:30<00:00, 5.32it/s] 3/499 4.32G 0.03052 0.01933 0.02042 63 640: 98%|#########7| 164/168 [00:30<00:00, 5.32it/s] 3/499 4.32G 0.03052 0.01933 0.02042 63 640: 98%|#########8| 165/168 [00:30<00:00, 5.38it/s] 3/499 4.32G 0.03052 0.01933 0.02043 63 640: 98%|#########8| 165/168 [00:31<00:00, 5.38it/s] 3/499 4.32G 0.03052 0.01933 0.02043 63 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s] 3/499 4.32G 0.03052 0.01931 0.02044 50 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s] 3/499 4.32G 0.03052 0.01931 0.02044 50 640: 99%|#########9| 167/168 [00:31<00:00, 5.31it/s] 3/499 4.32G 0.03051 0.01932 0.02041 33 640: 99%|#########9| 167/168 [00:31<00:00, 5.31it/s] 3/499 4.32G 0.03051 0.01932 0.02041 33 640: 100%|##########| 168/168 [00:31<00:00, 5.49it/s] 3/499 4.32G 0.03051 0.01932 0.02041 33 640: 100%|##########| 168/168 [00:31<00:00, 5.34it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.02it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.03it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.02it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.59it/s] all 132 263 0.647 0.514 0.539 0.268 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 4/499 4.32G 0.03213 0.01929 0.01375 70 640: 0%| | 0/168 [00:00<?, ?it/s] 4/499 4.32G 0.03213 0.01929 0.01375 70 640: 1%| | 1/168 [00:00<00:35, 4.76it/s] 4/499 4.32G 0.03124 0.01882 0.01897 70 640: 1%| | 1/168 [00:00<00:35, 4.76it/s] 4/499 4.32G 0.03124 0.01882 0.01897 70 640: 1%|1 | 2/168 [00:00<00:32, 5.10it/s] 4/499 4.32G 0.0315 0.01909 0.01912 75 640: 1%|1 | 2/168 [00:00<00:32, 5.10it/s] 4/499 4.32G 0.0315 0.01909 0.01912 75 640: 2%|1 | 3/168 [00:00<00:31, 5.27it/s] 4/499 4.32G 0.03184 0.01898 0.01879 70 640: 2%|1 | 3/168 [00:00<00:31, 5.27it/s] 4/499 4.32G 0.03184 0.01898 0.01879 70 640: 2%|2 | 4/168 [00:00<00:32, 5.08it/s] 4/499 4.32G 0.0315 0.01862 0.01922 54 640: 2%|2 | 4/168 [00:00<00:32, 5.08it/s] 4/499 4.32G 0.0315 0.01862 0.01922 54 640: 3%|2 | 5/168 [00:00<00:31, 5.22it/s] 4/499 4.32G 0.03138 0.01906 0.0186 74 640: 3%|2 | 5/168 [00:01<00:31, 5.22it/s] 4/499 4.32G 0.03138 0.01906 0.0186 74 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s] 4/499 4.32G 0.03131 0.01925 0.01867 76 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s] 4/499 4.32G 0.03131 0.01925 0.01867 76 640: 4%|4 | 7/168 [00:01<00:31, 5.16it/s] 4/499 4.32G 0.03109 0.01921 0.01872 73 640: 4%|4 | 7/168 [00:01<00:31, 5.16it/s] 4/499 4.32G 0.03109 0.01921 0.01872 73 640: 5%|4 | 8/168 [00:01<00:30, 5.25it/s] 4/499 4.32G 0.0309 0.01915 0.01868 67 640: 5%|4 | 8/168 [00:01<00:30, 5.25it/s] 4/499 4.32G 0.0309 0.01915 0.01868 67 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s] 4/499 4.32G 0.03093 0.01963 0.01867 82 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s] 4/499 4.32G 0.03093 0.01963 0.01867 82 640: 6%|5 | 10/168 [00:01<00:30, 5.17it/s] 4/499 4.32G 0.03094 0.02017 0.01847 91 640: 6%|5 | 10/168 [00:02<00:30, 5.17it/s] 4/499 4.32G 0.03094 0.02017 0.01847 91 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s] 4/499 4.32G 0.0308 0.02003 0.01844 61 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s] 4/499 4.32G 0.0308 0.02003 0.01844 61 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s] 4/499 4.32G 0.03056 0.02012 0.01861 82 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s] 4/499 4.32G 0.03056 0.02012 0.01861 82 640: 8%|7 | 13/168 [00:02<00:29, 5.23it/s] 4/499 4.32G 0.03029 0.02009 0.0186 90 640: 8%|7 | 13/168 [00:02<00:29, 5.23it/s] 4/499 4.32G 0.03029 0.02009 0.0186 90 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s] 4/499 4.32G 0.03034 0.02007 0.01908 69 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s] 4/499 4.32G 0.03034 0.02007 0.01908 69 640: 9%|8 | 15/168 [00:02<00:28, 5.34it/s] 4/499 4.32G 0.03029 0.02044 0.01914 95 640: 9%|8 | 15/168 [00:03<00:28, 5.34it/s] 4/499 4.32G 0.03029 0.02044 0.01914 95 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s] 4/499 4.32G 0.03019 0.02018 0.0189 60 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s] 4/499 4.32G 0.03019 0.02018 0.0189 60 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s] 4/499 4.32G 0.03013 0.02027 0.01914 83 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s] 4/499 4.32G 0.03013 0.02027 0.01914 83 640: 11%|# | 18/168 [00:03<00:28, 5.36it/s] 4/499 4.32G 0.03012 0.02004 0.0192 56 640: 11%|# | 18/168 [00:03<00:28, 5.36it/s] 4/499 4.32G 0.03012 0.02004 0.0192 56 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s] 4/499 4.32G 0.02989 0.02005 0.01901 77 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s] 4/499 4.32G 0.02989 0.02005 0.01901 77 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s] 4/499 4.32G 0.02986 0.01987 0.01899 62 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s] 4/499 4.32G 0.02986 0.01987 0.01899 62 640: 12%|#2 | 21/168 [00:03<00:27, 5.30it/s] 4/499 4.32G 0.02975 0.01988 0.01878 76 640: 12%|#2 | 21/168 [00:04<00:27, 5.30it/s] 4/499 4.32G 0.02975 0.01988 0.01878 76 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s] 4/499 4.32G 0.02952 0.0197 0.01861 63 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s] 4/499 4.32G 0.02952 0.0197 0.01861 63 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s] 4/499 4.32G 0.02953 0.01961 0.01859 62 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s] 4/499 4.32G 0.02953 0.01961 0.01859 62 640: 14%|#4 | 24/168 [00:04<00:27, 5.33it/s] 4/499 4.32G 0.02944 0.01961 0.01861 81 640: 14%|#4 | 24/168 [00:04<00:27, 5.33it/s] 4/499 4.32G 0.02944 0.01961 0.01861 81 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s] 4/499 4.32G 0.02936 0.01952 0.01862 67 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s] 4/499 4.32G 0.02936 0.01952 0.01862 67 640: 15%|#5 | 26/168 [00:04<00:27, 5.25it/s] 4/499 4.32G 0.02929 0.01951 0.01872 80 640: 15%|#5 | 26/168 [00:05<00:27, 5.25it/s] 4/499 4.32G 0.02929 0.01951 0.01872 80 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s] 4/499 4.32G 0.0292 0.0194 0.01873 63 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s] 4/499 4.32G 0.0292 0.0194 0.01873 63 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s] 4/499 4.32G 0.02903 0.01934 0.01855 69 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s] 4/499 4.32G 0.02903 0.01934 0.01855 69 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s] 4/499 4.32G 0.02896 0.01934 0.01826 75 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s] 4/499 4.32G 0.02896 0.01934 0.01826 75 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s] 4/499 4.32G 0.02904 0.01919 0.01854 50 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s] 4/499 4.32G 0.02904 0.01919 0.01854 50 640: 18%|#8 | 31/168 [00:05<00:26, 5.22it/s] 4/499 4.32G 0.02903 0.01918 0.01853 71 640: 18%|#8 | 31/168 [00:06<00:26, 5.22it/s] 4/499 4.32G 0.02903 0.01918 0.01853 71 640: 19%|#9 | 32/168 [00:06<00:25, 5.33it/s] 4/499 4.32G 0.02897 0.01919 0.01864 75 640: 19%|#9 | 32/168 [00:06<00:25, 5.33it/s] 4/499 4.32G 0.02897 0.01919 0.01864 75 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s] 4/499 4.32G 0.02892 0.01912 0.01868 61 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s] 4/499 4.32G 0.02892 0.01912 0.01868 61 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s] 4/499 4.32G 0.02882 0.01906 0.01869 71 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s] 4/499 4.32G 0.02882 0.01906 0.01869 71 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s] 4/499 4.32G 0.02874 0.01896 0.01862 58 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s] 4/499 4.32G 0.02874 0.01896 0.01862 58 640: 21%|##1 | 36/168 [00:06<00:24, 5.29it/s] 4/499 4.32G 0.02864 0.01882 0.01852 58 640: 21%|##1 | 36/168 [00:07<00:24, 5.29it/s] 4/499 4.32G 0.02864 0.01882 0.01852 58 640: 22%|##2 | 37/168 [00:07<00:25, 5.15it/s] 4/499 4.32G 0.02861 0.01882 0.01849 71 640: 22%|##2 | 37/168 [00:07<00:25, 5.15it/s] 4/499 4.32G 0.02861 0.01882 0.01849 71 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s] 4/499 4.32G 0.02858 0.01874 0.01861 61 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s] 4/499 4.32G 0.02858 0.01874 0.01861 61 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s] 4/499 4.32G 0.02858 0.01874 0.0185 65 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s] 4/499 4.32G 0.02858 0.01874 0.0185 65 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s] 4/499 4.32G 0.02852 0.01871 0.01847 63 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s] 4/499 4.32G 0.02852 0.01871 0.01847 63 640: 24%|##4 | 41/168 [00:07<00:24, 5.29it/s] 4/499 4.32G 0.02859 0.0189 0.01844 92 640: 24%|##4 | 41/168 [00:07<00:24, 5.29it/s] 4/499 4.32G 0.02859 0.0189 0.01844 92 640: 25%|##5 | 42/168 [00:07<00:23, 5.36it/s] 4/499 4.32G 0.02855 0.01888 0.01835 68 640: 25%|##5 | 42/168 [00:08<00:23, 5.36it/s] 4/499 4.32G 0.02855 0.01888 0.01835 68 640: 26%|##5 | 43/168 [00:08<00:23, 5.22it/s] 4/499 4.32G 0.02856 0.01893 0.01825 80 640: 26%|##5 | 43/168 [00:08<00:23, 5.22it/s] 4/499 4.32G 0.02856 0.01893 0.01825 80 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s] 4/499 4.32G 0.02856 0.01886 0.01821 51 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s] 4/499 4.32G 0.02856 0.01886 0.01821 51 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s] 4/499 4.32G 0.02853 0.01882 0.01822 63 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s] 4/499 4.32G 0.02853 0.01882 0.01822 63 640: 27%|##7 | 46/168 [00:08<00:23, 5.16it/s] 4/499 4.32G 0.02858 0.01875 0.01823 61 640: 27%|##7 | 46/168 [00:08<00:23, 5.16it/s] 4/499 4.32G 0.02858 0.01875 0.01823 61 640: 28%|##7 | 47/168 [00:08<00:23, 5.26it/s] 4/499 4.32G 0.02856 0.01877 0.01814 77 640: 28%|##7 | 47/168 [00:09<00:23, 5.26it/s] 4/499 4.32G 0.02856 0.01877 0.01814 77 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s] 4/499 4.32G 0.02854 0.01874 0.01813 68 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s] 4/499 4.32G 0.02854 0.01874 0.01813 68 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s] 4/499 4.32G 0.02848 0.01874 0.01811 67 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s] 4/499 4.32G 0.02848 0.01874 0.01811 67 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s] 4/499 4.32G 0.02844 0.0187 0.0182 61 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s] 4/499 4.32G 0.02844 0.0187 0.0182 61 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s] 4/499 4.32G 0.02838 0.01868 0.01812 66 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s] 4/499 4.32G 0.02838 0.01868 0.01812 66 640: 31%|### | 52/168 [00:09<00:22, 5.17it/s] 4/499 4.32G 0.02826 0.01866 0.01818 79 640: 31%|### | 52/168 [00:10<00:22, 5.17it/s] 4/499 4.32G 0.02826 0.01866 0.01818 79 640: 32%|###1 | 53/168 [00:10<00:21, 5.23it/s] 4/499 4.32G 0.02823 0.01872 0.01816 81 640: 32%|###1 | 53/168 [00:10<00:21, 5.23it/s] 4/499 4.32G 0.02823 0.01872 0.01816 81 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s] 4/499 4.32G 0.02821 0.01866 0.01812 64 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s] 4/499 4.32G 0.02821 0.01866 0.01812 64 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s] 4/499 4.32G 0.02815 0.01866 0.01819 74 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s] 4/499 4.32G 0.02815 0.01866 0.01819 74 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s] 4/499 4.32G 0.02807 0.01867 0.01819 71 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s] 4/499 4.32G 0.02807 0.01867 0.01819 71 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s] 4/499 4.32G 0.02802 0.01866 0.01826 73 640: 34%|###3 | 57/168 [00:11<00:20, 5.35it/s] 4/499 4.32G 0.02802 0.01866 0.01826 73 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s] 4/499 4.32G 0.02802 0.0187 0.01826 83 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s] 4/499 4.32G 0.02802 0.0187 0.01826 83 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s] 4/499 4.32G 0.02805 0.01867 0.01836 62 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s] 4/499 4.32G 0.02805 0.01867 0.01836 62 640: 36%|###5 | 60/168 [00:11<00:20, 5.38it/s] 4/499 4.32G 0.02804 0.01867 0.01842 68 640: 36%|###5 | 60/168 [00:11<00:20, 5.38it/s] 4/499 4.32G 0.02804 0.01867 0.01842 68 640: 36%|###6 | 61/168 [00:11<00:20, 5.24it/s] 4/499 4.32G 0.02802 0.01864 0.0184 66 640: 36%|###6 | 61/168 [00:11<00:20, 5.24it/s] 4/499 4.32G 0.02802 0.01864 0.0184 66 640: 37%|###6 | 62/168 [00:11<00:19, 5.33it/s] 4/499 4.32G 0.02798 0.0186 0.0183 57 640: 37%|###6 | 62/168 [00:11<00:19, 5.33it/s] 4/499 4.32G 0.02798 0.0186 0.0183 57 640: 38%|###7 | 63/168 [00:11<00:19, 5.39it/s] 4/499 4.32G 0.02793 0.01861 0.01826 72 640: 38%|###7 | 63/168 [00:12<00:19, 5.39it/s] 4/499 4.32G 0.02793 0.01861 0.01826 72 640: 38%|###8 | 64/168 [00:12<00:19, 5.25it/s] 4/499 4.32G 0.02788 0.01855 0.0182 57 640: 38%|###8 | 64/168 [00:12<00:19, 5.25it/s] 4/499 4.32G 0.02788 0.01855 0.0182 57 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s] 4/499 4.32G 0.02785 0.01857 0.01821 80 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s] 4/499 4.32G 0.02785 0.01857 0.01821 80 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s] 4/499 4.32G 0.02782 0.01855 0.01825 63 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s] 4/499 4.32G 0.02782 0.01855 0.01825 63 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s] 4/499 4.32G 0.02785 0.01856 0.01821 77 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s] 4/499 4.32G 0.02785 0.01856 0.01821 77 640: 40%|#### | 68/168 [00:12<00:19, 5.25it/s] 4/499 4.32G 0.02787 0.01859 0.0182 71 640: 40%|#### | 68/168 [00:13<00:19, 5.25it/s] 4/499 4.32G 0.02787 0.01859 0.0182 71 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s] 4/499 4.32G 0.02782 0.01856 0.01816 59 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s] 4/499 4.32G 0.02782 0.01856 0.01816 59 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s] 4/499 4.32G 0.02784 0.01856 0.01818 66 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s] 4/499 4.32G 0.02784 0.01856 0.01818 66 640: 42%|####2 | 71/168 [00:13<00:18, 5.31it/s] 4/499 4.32G 0.0278 0.01851 0.0182 61 640: 42%|####2 | 71/168 [00:13<00:18, 5.31it/s] 4/499 4.32G 0.0278 0.01851 0.0182 61 640: 43%|####2 | 72/168 [00:13<00:17, 5.40it/s] 4/499 4.32G 0.02782 0.0185 0.01823 67 640: 43%|####2 | 72/168 [00:13<00:17, 5.40it/s] 4/499 4.32G 0.02782 0.0185 0.01823 67 640: 43%|####3 | 73/168 [00:13<00:18, 5.16it/s] 4/499 4.32G 0.02778 0.01849 0.0182 64 640: 43%|####3 | 73/168 [00:14<00:18, 5.16it/s] 4/499 4.32G 0.02778 0.01849 0.0182 64 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s] 4/499 4.32G 0.02777 0.01852 0.01815 79 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s] 4/499 4.32G 0.02777 0.01852 0.01815 79 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s] 4/499 4.32G 0.0278 0.01853 0.0182 74 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s] 4/499 4.32G 0.0278 0.01853 0.0182 74 640: 45%|####5 | 76/168 [00:14<00:17, 5.14it/s] 4/499 4.32G 0.0278 0.01858 0.01816 75 640: 45%|####5 | 76/168 [00:14<00:17, 5.14it/s] 4/499 4.32G 0.0278 0.01858 0.01816 75 640: 46%|####5 | 77/168 [00:14<00:17, 5.19it/s] 4/499 4.32G 0.02777 0.01858 0.01811 73 640: 46%|####5 | 77/168 [00:14<00:17, 5.19it/s] 4/499 4.32G 0.02777 0.01858 0.01811 73 640: 46%|####6 | 78/168 [00:14<00:17, 5.27it/s] 4/499 4.32G 0.02778 0.0186 0.01812 77 640: 46%|####6 | 78/168 [00:15<00:17, 5.27it/s] 4/499 4.32G 0.02778 0.0186 0.01812 77 640: 47%|####7 | 79/168 [00:15<00:17, 5.15it/s] 4/499 4.32G 0.02777 0.01864 0.01814 73 640: 47%|####7 | 79/168 [00:15<00:17, 5.15it/s] 4/499 4.32G 0.02777 0.01864 0.01814 73 640: 48%|####7 | 80/168 [00:15<00:16, 5.24it/s] 4/499 4.32G 0.02778 0.01864 0.01811 69 640: 48%|####7 | 80/168 [00:15<00:16, 5.24it/s] 4/499 4.32G 0.02778 0.01864 0.01811 69 640: 48%|####8 | 81/168 [00:15<00:16, 5.29it/s] 4/499 4.32G 0.0278 0.01862 0.01812 56 640: 48%|####8 | 81/168 [00:15<00:16, 5.29it/s] 4/499 4.32G 0.0278 0.01862 0.01812 56 640: 49%|####8 | 82/168 [00:15<00:16, 5.17it/s] 4/499 4.32G 0.02783 0.01858 0.01811 55 640: 49%|####8 | 82/168 [00:15<00:16, 5.17it/s] 4/499 4.32G 0.02783 0.01858 0.01811 55 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s] 4/499 4.32G 0.0278 0.01857 0.01809 66 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s] 4/499 4.32G 0.0278 0.01857 0.01809 66 640: 50%|##### | 84/168 [00:15<00:15, 5.34it/s] 4/499 4.32G 0.02777 0.01852 0.01807 64 640: 50%|##### | 84/168 [00:16<00:15, 5.34it/s] 4/499 4.32G 0.02777 0.01852 0.01807 64 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s] 4/499 4.32G 0.02778 0.01852 0.01802 68 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s] 4/499 4.32G 0.02778 0.01852 0.01802 68 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s] 4/499 4.32G 0.02776 0.01851 0.01797 74 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s] 4/499 4.32G 0.02776 0.01851 0.01797 74 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s] 4/499 4.32G 0.02776 0.0185 0.01791 71 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s] 4/499 4.32G 0.02776 0.0185 0.01791 71 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s] 4/499 4.32G 0.02773 0.01849 0.01791 70 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s] 4/499 4.32G 0.02773 0.01849 0.01791 70 640: 53%|#####2 | 89/168 [00:16<00:14, 5.28it/s] 4/499 4.32G 0.02772 0.01854 0.01786 85 640: 53%|#####2 | 89/168 [00:17<00:14, 5.28it/s] 4/499 4.32G 0.02772 0.01854 0.01786 85 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s] 4/499 4.32G 0.02769 0.01851 0.01783 69 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s] 4/499 4.32G 0.02769 0.01851 0.01783 69 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s] 4/499 4.32G 0.02768 0.01853 0.01786 84 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s] 4/499 4.32G 0.02768 0.01853 0.01786 84 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s] 4/499 4.32G 0.02768 0.01856 0.01784 85 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s] 4/499 4.32G 0.02768 0.01856 0.01784 85 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s] 4/499 4.32G 0.02768 0.01855 0.01781 66 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s] 4/499 4.32G 0.02768 0.01855 0.01781 66 640: 56%|#####5 | 94/168 [00:17<00:14, 5.17it/s] 4/499 4.32G 0.02768 0.01856 0.01781 66 640: 56%|#####5 | 94/168 [00:18<00:14, 5.17it/s] 4/499 4.32G 0.02768 0.01856 0.01781 66 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s] 4/499 4.32G 0.02765 0.01857 0.01779 68 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s] 4/499 4.32G 0.02765 0.01857 0.01779 68 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s] 4/499 4.32G 0.0276 0.01856 0.01774 71 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s] 4/499 4.32G 0.0276 0.01856 0.01774 71 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s] 4/499 4.32G 0.0276 0.01856 0.01776 71 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s] 4/499 4.32G 0.0276 0.01856 0.01776 71 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s] 4/499 4.32G 0.02759 0.01854 0.01779 66 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s] 4/499 4.32G 0.02759 0.01854 0.01779 66 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s] 4/499 4.32G 0.02759 0.01848 0.01779 51 640: 59%|#####8 | 99/168 [00:19<00:12, 5.35it/s] 4/499 4.32G 0.02759 0.01848 0.01779 51 640: 60%|#####9 | 100/168 [00:19<00:13, 5.22it/s] 4/499 4.32G 0.02758 0.01846 0.0178 68 640: 60%|#####9 | 100/168 [00:19<00:13, 5.22it/s] 4/499 4.32G 0.02758 0.01846 0.0178 68 640: 60%|###### | 101/168 [00:19<00:12, 5.32it/s] 4/499 4.32G 0.02758 0.01849 0.01782 81 640: 60%|###### | 101/168 [00:19<00:12, 5.32it/s] 4/499 4.32G 0.02758 0.01849 0.01782 81 640: 61%|###### | 102/168 [00:19<00:12, 5.37it/s] 4/499 4.32G 0.02757 0.01853 0.0178 83 640: 61%|###### | 102/168 [00:19<00:12, 5.37it/s] 4/499 4.32G 0.02757 0.01853 0.0178 83 640: 61%|######1 | 103/168 [00:19<00:12, 5.23it/s] 4/499 4.32G 0.02754 0.01853 0.01777 73 640: 61%|######1 | 103/168 [00:19<00:12, 5.23it/s] 4/499 4.32G 0.02754 0.01853 0.01777 73 640: 62%|######1 | 104/168 [00:19<00:12, 5.31it/s] 4/499 4.32G 0.02757 0.01851 0.0178 55 640: 62%|######1 | 104/168 [00:19<00:12, 5.31it/s] 4/499 4.32G 0.02757 0.01851 0.0178 55 640: 62%|######2 | 105/168 [00:19<00:11, 5.37it/s] 4/499 4.32G 0.02756 0.01849 0.0178 65 640: 62%|######2 | 105/168 [00:20<00:11, 5.37it/s] 4/499 4.32G 0.02756 0.01849 0.0178 65 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s] 4/499 4.32G 0.02758 0.0185 0.01783 76 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s] 4/499 4.32G 0.02758 0.0185 0.01783 76 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s] 4/499 4.32G 0.02755 0.01849 0.0178 72 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s] 4/499 4.32G 0.02755 0.01849 0.0178 72 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s] 4/499 4.32G 0.02758 0.01848 0.01783 61 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s] 4/499 4.32G 0.02758 0.01848 0.01783 61 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s] 4/499 4.32G 0.02755 0.01845 0.01778 65 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s] 4/499 4.32G 0.02755 0.01845 0.01778 65 640: 65%|######5 | 110/168 [00:20<00:10, 5.32it/s] 4/499 4.32G 0.02752 0.01842 0.01775 64 640: 65%|######5 | 110/168 [00:21<00:10, 5.32it/s] 4/499 4.32G 0.02752 0.01842 0.01775 64 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s] 4/499 4.32G 0.0275 0.01842 0.01771 74 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s] 4/499 4.32G 0.0275 0.01842 0.01771 74 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s] 4/499 4.32G 0.02751 0.01841 0.01776 62 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s] 4/499 4.32G 0.02751 0.01841 0.01776 62 640: 67%|######7 | 113/168 [00:21<00:10, 5.32it/s] 4/499 4.32G 0.02749 0.01841 0.01773 81 640: 67%|######7 | 113/168 [00:21<00:10, 5.32it/s] 4/499 4.32G 0.02749 0.01841 0.01773 81 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s] 4/499 4.32G 0.02749 0.0184 0.01772 62 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s] 4/499 4.32G 0.02749 0.0184 0.01772 62 640: 68%|######8 | 115/168 [00:21<00:10, 5.24it/s] 4/499 4.32G 0.02746 0.01839 0.01768 72 640: 68%|######8 | 115/168 [00:22<00:10, 5.24it/s] 4/499 4.32G 0.02746 0.01839 0.01768 72 640: 69%|######9 | 116/168 [00:22<00:09, 5.31it/s] 4/499 4.32G 0.02745 0.01836 0.01767 60 640: 69%|######9 | 116/168 [00:22<00:09, 5.31it/s] 4/499 4.32G 0.02745 0.01836 0.01767 60 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s] 4/499 4.32G 0.02744 0.01837 0.0177 70 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s] 4/499 4.32G 0.02744 0.01837 0.0177 70 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s] 4/499 4.32G 0.02743 0.01836 0.01772 78 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s] 4/499 4.32G 0.02743 0.01836 0.01772 78 640: 71%|####### | 119/168 [00:22<00:09, 5.31it/s] 4/499 4.32G 0.02744 0.01838 0.01767 79 640: 71%|####### | 119/168 [00:22<00:09, 5.31it/s] 4/499 4.32G 0.02744 0.01838 0.01767 79 640: 71%|#######1 | 120/168 [00:22<00:08, 5.38it/s] 4/499 4.32G 0.02746 0.01838 0.01761 71 640: 71%|#######1 | 120/168 [00:22<00:08, 5.38it/s] 4/499 4.32G 0.02746 0.01838 0.01761 71 640: 72%|#######2 | 121/168 [00:22<00:09, 5.19it/s] 4/499 4.32G 0.02745 0.0184 0.0176 80 640: 72%|#######2 | 121/168 [00:23<00:09, 5.19it/s] 4/499 4.32G 0.02745 0.0184 0.0176 80 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s] 4/499 4.32G 0.02746 0.01841 0.01762 69 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s] 4/499 4.32G 0.02746 0.01841 0.01762 69 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s] 4/499 4.32G 0.02747 0.01838 0.01764 55 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s] 4/499 4.32G 0.02747 0.01838 0.01764 55 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s] 4/499 4.32G 0.02746 0.01837 0.01759 64 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s] 4/499 4.32G 0.02746 0.01837 0.01759 64 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s] 4/499 4.32G 0.02746 0.01838 0.01758 70 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s] 4/499 4.32G 0.02746 0.01838 0.01758 70 640: 75%|#######5 | 126/168 [00:23<00:07, 5.36it/s] 4/499 4.32G 0.02744 0.01839 0.01757 79 640: 75%|#######5 | 126/168 [00:24<00:07, 5.36it/s] 4/499 4.32G 0.02744 0.01839 0.01757 79 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s] 4/499 4.32G 0.02743 0.01838 0.01754 69 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s] 4/499 4.32G 0.02743 0.01838 0.01754 69 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s] 4/499 4.32G 0.02742 0.01834 0.01756 56 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s] 4/499 4.32G 0.02742 0.01834 0.01756 56 640: 77%|#######6 | 129/168 [00:24<00:07, 5.26it/s] 4/499 4.32G 0.02741 0.01833 0.01755 72 640: 77%|#######6 | 129/168 [00:24<00:07, 5.26it/s] 4/499 4.32G 0.02741 0.01833 0.01755 72 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s] 4/499 4.32G 0.02741 0.01832 0.01752 58 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s] 4/499 4.32G 0.02741 0.01832 0.01752 58 640: 78%|#######7 | 131/168 [00:24<00:07, 5.26it/s] 4/499 4.32G 0.0274 0.01831 0.01749 64 640: 78%|#######7 | 131/168 [00:25<00:07, 5.26it/s] 4/499 4.32G 0.0274 0.01831 0.01749 64 640: 79%|#######8 | 132/168 [00:25<00:06, 5.31it/s] 4/499 4.32G 0.02742 0.0183 0.0175 70 640: 79%|#######8 | 132/168 [00:25<00:06, 5.31it/s] 4/499 4.32G 0.02742 0.0183 0.0175 70 640: 79%|#######9 | 133/168 [00:25<00:06, 5.10it/s] 4/499 4.32G 0.02739 0.01829 0.01749 73 640: 79%|#######9 | 133/168 [00:25<00:06, 5.10it/s] 4/499 4.32G 0.02739 0.01829 0.01749 73 640: 80%|#######9 | 134/168 [00:25<00:06, 5.19it/s] 4/499 4.32G 0.02739 0.01832 0.01744 77 640: 80%|#######9 | 134/168 [00:25<00:06, 5.19it/s] 4/499 4.32G 0.02739 0.01832 0.01744 77 640: 80%|######## | 135/168 [00:25<00:06, 5.30it/s] 4/499 4.32G 0.02738 0.01834 0.01742 76 640: 80%|######## | 135/168 [00:25<00:06, 5.30it/s] 4/499 4.32G 0.02738 0.01834 0.01742 76 640: 81%|######## | 136/168 [00:25<00:06, 5.18it/s] 4/499 4.32G 0.02737 0.01833 0.01743 68 640: 81%|######## | 136/168 [00:26<00:06, 5.18it/s] 4/499 4.32G 0.02737 0.01833 0.01743 68 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s] 4/499 4.32G 0.02738 0.01834 0.01747 70 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s] 4/499 4.32G 0.02738 0.01834 0.01747 70 640: 82%|########2 | 138/168 [00:26<00:05, 5.26it/s] 4/499 4.32G 0.02739 0.01834 0.01749 68 640: 82%|########2 | 138/168 [00:26<00:05, 5.26it/s] 4/499 4.32G 0.02739 0.01834 0.01749 68 640: 83%|########2 | 139/168 [00:26<00:05, 5.15it/s] 4/499 4.32G 0.02739 0.01833 0.01748 62 640: 83%|########2 | 139/168 [00:26<00:05, 5.15it/s] 4/499 4.32G 0.02739 0.01833 0.01748 62 640: 83%|########3 | 140/168 [00:26<00:05, 5.24it/s] 4/499 4.32G 0.02737 0.01831 0.01743 62 640: 83%|########3 | 140/168 [00:26<00:05, 5.24it/s] 4/499 4.32G 0.02737 0.01831 0.01743 62 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s] 4/499 4.32G 0.02737 0.0183 0.01741 62 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s] 4/499 4.32G 0.02737 0.0183 0.01741 62 640: 85%|########4 | 142/168 [00:26<00:04, 5.20it/s] 4/499 4.32G 0.02736 0.0183 0.01741 75 640: 85%|########4 | 142/168 [00:27<00:04, 5.20it/s] 4/499 4.32G 0.02736 0.0183 0.01741 75 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s] 4/499 4.32G 0.02736 0.01827 0.01741 57 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s] 4/499 4.32G 0.02736 0.01827 0.01741 57 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s] 4/499 4.32G 0.02735 0.01829 0.01739 78 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s] 4/499 4.32G 0.02735 0.01829 0.01739 78 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s] 4/499 4.32G 0.02732 0.0183 0.01739 78 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s] 4/499 4.32G 0.02732 0.0183 0.01739 78 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s] 4/499 4.32G 0.0273 0.0183 0.01739 73 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s] 4/499 4.32G 0.0273 0.0183 0.01739 73 640: 88%|########7 | 147/168 [00:27<00:03, 5.33it/s] 4/499 4.32G 0.02728 0.01831 0.01737 71 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s] 4/499 4.32G 0.02728 0.01831 0.01737 71 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s] 4/499 4.32G 0.02729 0.01828 0.01739 61 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s] 4/499 4.32G 0.02729 0.01828 0.01739 61 640: 89%|########8 | 149/168 [00:28<00:03, 5.25it/s] 4/499 4.32G 0.02729 0.01827 0.01738 74 640: 89%|########8 | 149/168 [00:28<00:03, 5.25it/s] 4/499 4.32G 0.02729 0.01827 0.01738 74 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s] 4/499 4.32G 0.02728 0.01823 0.01738 48 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s] 4/499 4.32G 0.02728 0.01823 0.01738 48 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s] 4/499 4.32G 0.02728 0.01822 0.01735 58 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s] 4/499 4.32G 0.02728 0.01822 0.01735 58 640: 90%|######### | 152/168 [00:28<00:03, 5.29it/s] 4/499 4.32G 0.02728 0.01824 0.01732 84 640: 90%|######### | 152/168 [00:29<00:03, 5.29it/s] 4/499 4.32G 0.02728 0.01824 0.01732 84 640: 91%|#########1| 153/168 [00:29<00:02, 5.39it/s] 4/499 4.32G 0.02729 0.01823 0.01731 56 640: 91%|#########1| 153/168 [00:29<00:02, 5.39it/s] 4/499 4.32G 0.02729 0.01823 0.01731 56 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s] 4/499 4.32G 0.0273 0.01824 0.01727 77 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s] 4/499 4.32G 0.0273 0.01824 0.01727 77 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s] 4/499 4.32G 0.0273 0.01824 0.01726 67 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s] 4/499 4.32G 0.0273 0.01824 0.01726 67 640: 93%|#########2| 156/168 [00:29<00:02, 5.36it/s] 4/499 4.32G 0.0273 0.01823 0.01725 71 640: 93%|#########2| 156/168 [00:29<00:02, 5.36it/s] 4/499 4.32G 0.0273 0.01823 0.01725 71 640: 93%|#########3| 157/168 [00:29<00:02, 5.24it/s] 4/499 4.32G 0.02732 0.01821 0.01723 55 640: 93%|#########3| 157/168 [00:29<00:02, 5.24it/s] 4/499 4.32G 0.02732 0.01821 0.01723 55 640: 94%|#########4| 158/168 [00:29<00:01, 5.32it/s] 4/499 4.32G 0.02732 0.01821 0.01727 73 640: 94%|#########4| 158/168 [00:30<00:01, 5.32it/s] 4/499 4.32G 0.02732 0.01821 0.01727 73 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s] 4/499 4.32G 0.0273 0.01822 0.01722 80 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s] 4/499 4.32G 0.0273 0.01822 0.01722 80 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s] 4/499 4.32G 0.0273 0.01821 0.01721 58 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s] 4/499 4.32G 0.0273 0.01821 0.01721 58 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s] 4/499 4.32G 0.02731 0.01819 0.01722 53 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s] 4/499 4.32G 0.02731 0.01819 0.01722 53 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s] 4/499 4.32G 0.02731 0.0182 0.01724 73 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s] 4/499 4.32G 0.02731 0.0182 0.01724 73 640: 97%|#########7| 163/168 [00:30<00:00, 5.20it/s] 4/499 4.32G 0.02728 0.01817 0.01724 63 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s] 4/499 4.32G 0.02728 0.01817 0.01724 63 640: 98%|#########7| 164/168 [00:31<00:00, 5.23it/s] 4/499 4.32G 0.02729 0.01815 0.01727 56 640: 98%|#########7| 164/168 [00:31<00:00, 5.23it/s] 4/499 4.32G 0.02729 0.01815 0.01727 56 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s] 4/499 4.32G 0.02728 0.01813 0.01726 52 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s] 4/499 4.32G 0.02728 0.01813 0.01726 52 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s] 4/499 4.32G 0.02728 0.01813 0.01725 74 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s] 4/499 4.32G 0.02728 0.01813 0.01725 74 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s] 4/499 4.32G 0.0273 0.01811 0.01731 26 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s] 4/499 4.32G 0.0273 0.01811 0.01731 26 640: 100%|##########| 168/168 [00:31<00:00, 5.48it/s] 4/499 4.32G 0.0273 0.01811 0.01731 26 640: 100%|##########| 168/168 [00:31<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.01it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.02it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.57it/s] all 132 263 0.652 0.73 0.775 0.521 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 5/499 4.32G 0.02726 0.01493 0.01545 59 640: 0%| | 0/168 [00:00<?, ?it/s] 5/499 4.32G 0.02726 0.01493 0.01545 59 640: 1%| | 1/168 [00:00<00:34, 4.87it/s] 5/499 4.32G 0.02828 0.01687 0.01595 75 640: 1%| | 1/168 [00:00<00:34, 4.87it/s] 5/499 4.32G 0.02828 0.01687 0.01595 75 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s] 5/499 4.32G 0.02844 0.01569 0.01514 47 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s] 5/499 4.32G 0.02844 0.01569 0.01514 47 640: 2%|1 | 3/168 [00:00<00:30, 5.33it/s] 5/499 4.32G 0.02846 0.01532 0.01524 65 640: 2%|1 | 3/168 [00:00<00:30, 5.33it/s] 5/499 4.32G 0.02846 0.01532 0.01524 65 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s] 5/499 4.32G 0.02872 0.01546 0.01531 69 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s] 5/499 4.32G 0.02872 0.01546 0.01531 69 640: 3%|2 | 5/168 [00:00<00:30, 5.29it/s] 5/499 4.32G 0.02848 0.01498 0.0153 51 640: 3%|2 | 5/168 [00:01<00:30, 5.29it/s] 5/499 4.32G 0.02848 0.01498 0.0153 51 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s] 5/499 4.32G 0.02857 0.01563 0.0153 72 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s] 5/499 4.32G 0.02857 0.01563 0.0153 72 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s] 5/499 4.32G 0.02863 0.01595 0.01507 67 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s] 5/499 4.32G 0.02863 0.01595 0.01507 67 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s] 5/499 4.32G 0.02874 0.01582 0.01537 54 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s] 5/499 4.32G 0.02874 0.01582 0.01537 54 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s] 5/499 4.32G 0.02894 0.01561 0.01542 54 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s] 5/499 4.32G 0.02894 0.01561 0.01542 54 640: 6%|5 | 10/168 [00:01<00:30, 5.19it/s] 5/499 4.32G 0.02895 0.01613 0.01566 83 640: 6%|5 | 10/168 [00:02<00:30, 5.19it/s] 5/499 4.32G 0.02895 0.01613 0.01566 83 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s] 5/499 4.32G 0.02901 0.01639 0.01588 73 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s] 5/499 4.32G 0.02901 0.01639 0.01588 73 640: 7%|7 | 12/168 [00:02<00:29, 5.28it/s] 5/499 4.32G 0.02901 0.01666 0.01647 75 640: 7%|7 | 12/168 [00:02<00:29, 5.28it/s] 5/499 4.32G 0.02901 0.01666 0.01647 75 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s] 5/499 4.32G 0.02913 0.01673 0.01637 67 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s] 5/499 4.32G 0.02913 0.01673 0.01637 67 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s] 5/499 4.32G 0.02894 0.01661 0.01631 61 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s] 5/499 4.32G 0.02894 0.01661 0.01631 61 640: 9%|8 | 15/168 [00:02<00:28, 5.30it/s] 5/499 4.32G 0.02887 0.01667 0.01619 69 640: 9%|8 | 15/168 [00:03<00:28, 5.30it/s] 5/499 4.32G 0.02887 0.01667 0.01619 69 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s] 5/499 4.32G 0.02888 0.0167 0.01655 66 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s] 5/499 4.32G 0.02888 0.0167 0.01655 66 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s] 5/499 4.32G 0.0289 0.01683 0.01664 77 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s] 5/499 4.32G 0.0289 0.01683 0.01664 77 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s] 5/499 4.32G 0.02882 0.01676 0.01665 60 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s] 5/499 4.32G 0.02882 0.01676 0.01665 60 640: 11%|#1 | 19/168 [00:03<00:28, 5.23it/s] 5/499 4.32G 0.02869 0.01683 0.01664 70 640: 11%|#1 | 19/168 [00:03<00:28, 5.23it/s] 5/499 4.32G 0.02869 0.01683 0.01664 70 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s] 5/499 4.32G 0.02863 0.01691 0.01662 79 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s] 5/499 4.32G 0.02863 0.01691 0.01662 79 640: 12%|#2 | 21/168 [00:03<00:27, 5.37it/s] 5/499 4.32G 0.02866 0.01693 0.01667 67 640: 12%|#2 | 21/168 [00:04<00:27, 5.37it/s] 5/499 4.32G 0.02866 0.01693 0.01667 67 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s] 5/499 4.32G 0.02859 0.01722 0.01656 88 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s] 5/499 4.32G 0.02859 0.01722 0.01656 88 640: 14%|#3 | 23/168 [00:04<00:27, 5.30it/s] 5/499 4.32G 0.02859 0.01722 0.01658 69 640: 14%|#3 | 23/168 [00:04<00:27, 5.30it/s] 5/499 4.32G 0.02859 0.01722 0.01658 69 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 5/499 4.32G 0.02856 0.01715 0.01641 59 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 5/499 4.32G 0.02856 0.01715 0.01641 59 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s] 5/499 4.32G 0.02854 0.01716 0.01662 63 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s] 5/499 4.32G 0.02854 0.01716 0.01662 63 640: 15%|#5 | 26/168 [00:04<00:26, 5.32it/s] 5/499 4.32G 0.0285 0.0172 0.01681 70 640: 15%|#5 | 26/168 [00:05<00:26, 5.32it/s] 5/499 4.32G 0.0285 0.0172 0.01681 70 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s] 5/499 4.32G 0.02842 0.01717 0.01669 70 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s] 5/499 4.32G 0.02842 0.01717 0.01669 70 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s] 5/499 4.32G 0.02846 0.01728 0.01651 79 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s] 5/499 4.32G 0.02846 0.01728 0.01651 79 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s] 5/499 4.32G 0.02854 0.01734 0.01683 74 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s] 5/499 4.32G 0.02854 0.01734 0.01683 74 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s] 5/499 4.32G 0.02847 0.01725 0.01674 58 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s] 5/499 4.32G 0.02847 0.01725 0.01674 58 640: 18%|#8 | 31/168 [00:05<00:26, 5.22it/s] 5/499 4.32G 0.02849 0.01733 0.01668 81 640: 18%|#8 | 31/168 [00:06<00:26, 5.22it/s] 5/499 4.32G 0.02849 0.01733 0.01668 81 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s] 5/499 4.32G 0.02844 0.01739 0.01677 83 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s] 5/499 4.32G 0.02844 0.01739 0.01677 83 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s] 5/499 4.32G 0.02836 0.01739 0.01681 76 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s] 5/499 4.32G 0.02836 0.01739 0.01681 76 640: 20%|## | 34/168 [00:06<00:26, 5.14it/s] 5/499 4.32G 0.02835 0.0173 0.0167 60 640: 20%|## | 34/168 [00:06<00:26, 5.14it/s] 5/499 4.32G 0.02835 0.0173 0.0167 60 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s] 5/499 4.32G 0.02838 0.01731 0.01672 69 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s] 5/499 4.32G 0.02838 0.01731 0.01672 69 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s] 5/499 4.32G 0.02841 0.01724 0.01671 55 640: 21%|##1 | 36/168 [00:07<00:24, 5.33it/s] 5/499 4.32G 0.02841 0.01724 0.01671 55 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s] 5/499 4.32G 0.02841 0.01724 0.01673 71 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s] 5/499 4.32G 0.02841 0.01724 0.01673 71 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s] 5/499 4.32G 0.02839 0.01716 0.01666 57 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s] 5/499 4.32G 0.02839 0.01716 0.01666 57 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s] 5/499 4.32G 0.02843 0.01722 0.01672 72 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s] 5/499 4.32G 0.02843 0.01722 0.01672 72 640: 24%|##3 | 40/168 [00:07<00:24, 5.23it/s] 5/499 4.32G 0.02839 0.01724 0.01666 74 640: 24%|##3 | 40/168 [00:07<00:24, 5.23it/s] 5/499 4.32G 0.02839 0.01724 0.01666 74 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s] 5/499 4.32G 0.02835 0.01731 0.01667 76 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s] 5/499 4.32G 0.02835 0.01731 0.01667 76 640: 25%|##5 | 42/168 [00:07<00:23, 5.36it/s] 5/499 4.32G 0.02838 0.01744 0.0167 76 640: 25%|##5 | 42/168 [00:08<00:23, 5.36it/s] 5/499 4.32G 0.02838 0.01744 0.0167 76 640: 26%|##5 | 43/168 [00:08<00:23, 5.22it/s] 5/499 4.32G 0.02837 0.01739 0.0167 61 640: 26%|##5 | 43/168 [00:08<00:23, 5.22it/s] 5/499 4.32G 0.02837 0.01739 0.0167 61 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s] 5/499 4.32G 0.02834 0.01734 0.01665 58 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s] 5/499 4.32G 0.02834 0.01734 0.01665 58 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s] 5/499 4.32G 0.02834 0.01741 0.01658 77 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s] 5/499 4.32G 0.02834 0.01741 0.01658 77 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s] 5/499 4.32G 0.02833 0.01741 0.0166 61 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s] 5/499 4.32G 0.02833 0.01741 0.0166 61 640: 28%|##7 | 47/168 [00:08<00:22, 5.30it/s] 5/499 4.32G 0.0283 0.01737 0.01661 63 640: 28%|##7 | 47/168 [00:09<00:22, 5.30it/s] 5/499 4.32G 0.0283 0.01737 0.01661 63 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s] 5/499 4.32G 0.02826 0.01739 0.01648 68 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s] 5/499 4.32G 0.02826 0.01739 0.01648 68 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s] 5/499 4.32G 0.02832 0.01743 0.01662 69 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s] 5/499 4.32G 0.02832 0.01743 0.01662 69 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s] 5/499 4.32G 0.02823 0.01738 0.01654 49 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s] 5/499 4.32G 0.02823 0.01738 0.01654 49 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s] 5/499 4.32G 0.02825 0.01737 0.01648 61 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s] 5/499 4.32G 0.02825 0.01737 0.01648 61 640: 31%|### | 52/168 [00:09<00:22, 5.21it/s] 5/499 4.32G 0.02819 0.01733 0.01641 58 640: 31%|### | 52/168 [00:10<00:22, 5.21it/s] 5/499 4.32G 0.02819 0.01733 0.01641 58 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s] 5/499 4.32G 0.02819 0.01729 0.01637 59 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s] 5/499 4.32G 0.02819 0.01729 0.01637 59 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s] 5/499 4.32G 0.02812 0.01728 0.01648 65 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s] 5/499 4.32G 0.02812 0.01728 0.01648 65 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s] 5/499 4.32G 0.02806 0.01725 0.01643 73 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s] 5/499 4.32G 0.02806 0.01725 0.01643 73 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s] 5/499 4.32G 0.02801 0.01727 0.01647 66 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s] 5/499 4.32G 0.02801 0.01727 0.01647 66 640: 34%|###3 | 57/168 [00:10<00:21, 5.22it/s] 5/499 4.32G 0.02798 0.0174 0.01641 90 640: 34%|###3 | 57/168 [00:11<00:21, 5.22it/s] 5/499 4.32G 0.02798 0.0174 0.01641 90 640: 35%|###4 | 58/168 [00:11<00:21, 5.12it/s] 5/499 4.32G 0.02798 0.0174 0.01645 71 640: 35%|###4 | 58/168 [00:11<00:21, 5.12it/s] 5/499 4.32G 0.02798 0.0174 0.01645 71 640: 35%|###5 | 59/168 [00:11<00:20, 5.22it/s] 5/499 4.32G 0.02798 0.01741 0.01643 66 640: 35%|###5 | 59/168 [00:11<00:20, 5.22it/s] 5/499 4.32G 0.02798 0.01741 0.01643 66 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s] 5/499 4.32G 0.028 0.0174 0.01641 67 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s] 5/499 4.32G 0.028 0.0174 0.01641 67 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s] 5/499 4.32G 0.02795 0.0174 0.01642 81 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s] 5/499 4.32G 0.02795 0.0174 0.01642 81 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s] 5/499 4.32G 0.02794 0.01738 0.01644 61 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s] 5/499 4.32G 0.02794 0.01738 0.01644 61 640: 38%|###7 | 63/168 [00:11<00:19, 5.35it/s] 5/499 4.32G 0.02791 0.01744 0.0165 82 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s] 5/499 4.32G 0.02791 0.01744 0.0165 82 640: 38%|###8 | 64/168 [00:12<00:19, 5.24it/s] 5/499 4.32G 0.02785 0.01739 0.01647 52 640: 38%|###8 | 64/168 [00:12<00:19, 5.24it/s] 5/499 4.32G 0.02785 0.01739 0.01647 52 640: 39%|###8 | 65/168 [00:12<00:19, 5.33it/s] 5/499 4.32G 0.02784 0.01735 0.01647 58 640: 39%|###8 | 65/168 [00:12<00:19, 5.33it/s] 5/499 4.32G 0.02784 0.01735 0.01647 58 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s] 5/499 4.32G 0.02782 0.01744 0.01642 87 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s] 5/499 4.32G 0.02782 0.01744 0.01642 87 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s] 5/499 4.32G 0.02781 0.01745 0.01639 69 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s] 5/499 4.32G 0.02781 0.01745 0.01639 69 640: 40%|#### | 68/168 [00:12<00:18, 5.30it/s] 5/499 4.32G 0.02777 0.01741 0.01631 56 640: 40%|#### | 68/168 [00:13<00:18, 5.30it/s] 5/499 4.32G 0.02777 0.01741 0.01631 56 640: 41%|####1 | 69/168 [00:13<00:18, 5.25it/s] 5/499 4.32G 0.02774 0.01741 0.01633 63 640: 41%|####1 | 69/168 [00:13<00:18, 5.25it/s] 5/499 4.32G 0.02774 0.01741 0.01633 63 640: 42%|####1 | 70/168 [00:13<00:19, 5.15it/s] 5/499 4.32G 0.02769 0.01734 0.01627 48 640: 42%|####1 | 70/168 [00:13<00:19, 5.15it/s] 5/499 4.32G 0.02769 0.01734 0.01627 48 640: 42%|####2 | 71/168 [00:13<00:18, 5.22it/s] 5/499 4.32G 0.02765 0.01731 0.01625 56 640: 42%|####2 | 71/168 [00:13<00:18, 5.22it/s] 5/499 4.32G 0.02765 0.01731 0.01625 56 640: 43%|####2 | 72/168 [00:13<00:18, 5.31it/s] 5/499 4.32G 0.0276 0.0173 0.01618 69 640: 43%|####2 | 72/168 [00:13<00:18, 5.31it/s] 5/499 4.32G 0.0276 0.0173 0.01618 69 640: 43%|####3 | 73/168 [00:13<00:18, 5.19it/s] 5/499 4.32G 0.02759 0.01731 0.01616 66 640: 43%|####3 | 73/168 [00:14<00:18, 5.19it/s] 5/499 4.32G 0.02759 0.01731 0.01616 66 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s] 5/499 4.32G 0.02753 0.01729 0.01619 70 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s] 5/499 4.32G 0.02753 0.01729 0.01619 70 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s] 5/499 4.32G 0.02754 0.01729 0.01623 70 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s] 5/499 4.32G 0.02754 0.01729 0.01623 70 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s] 5/499 4.32G 0.02749 0.01729 0.01619 70 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s] 5/499 4.32G 0.02749 0.01729 0.01619 70 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s] 5/499 4.32G 0.02746 0.0173 0.01624 67 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s] 5/499 4.32G 0.02746 0.0173 0.01624 67 640: 46%|####6 | 78/168 [00:14<00:16, 5.37it/s] 5/499 4.32G 0.02746 0.01735 0.01624 81 640: 46%|####6 | 78/168 [00:15<00:16, 5.37it/s] 5/499 4.32G 0.02746 0.01735 0.01624 81 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s] 5/499 4.32G 0.02742 0.01734 0.01615 75 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s] 5/499 4.32G 0.02742 0.01734 0.01615 75 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s] 5/499 4.32G 0.02738 0.01729 0.01611 53 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s] 5/499 4.32G 0.02738 0.01729 0.01611 53 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s] 5/499 4.32G 0.02735 0.0173 0.01615 67 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s] 5/499 4.32G 0.02735 0.0173 0.01615 67 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s] 5/499 4.32G 0.0273 0.01728 0.01608 63 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s] 5/499 4.32G 0.0273 0.01728 0.01608 63 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s] 5/499 4.32G 0.02726 0.01722 0.01607 49 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s] 5/499 4.32G 0.02726 0.01722 0.01607 49 640: 50%|##### | 84/168 [00:15<00:15, 5.33it/s] 5/499 4.32G 0.02725 0.01729 0.0161 92 640: 50%|##### | 84/168 [00:16<00:15, 5.33it/s] 5/499 4.32G 0.02725 0.01729 0.0161 92 640: 51%|##### | 85/168 [00:16<00:15, 5.19it/s] 5/499 4.32G 0.0272 0.01732 0.01607 78 640: 51%|##### | 85/168 [00:16<00:15, 5.19it/s] 5/499 4.32G 0.0272 0.01732 0.01607 78 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s] 5/499 4.32G 0.02717 0.01729 0.01608 60 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s] 5/499 4.32G 0.02717 0.01729 0.01608 60 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s] 5/499 4.32G 0.02715 0.01734 0.01612 88 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s] 5/499 4.32G 0.02715 0.01734 0.01612 88 640: 52%|#####2 | 88/168 [00:16<00:15, 5.22it/s] 5/499 4.32G 0.02714 0.01732 0.01617 58 640: 52%|#####2 | 88/168 [00:16<00:15, 5.22it/s] 5/499 4.32G 0.02714 0.01732 0.01617 58 640: 53%|#####2 | 89/168 [00:16<00:14, 5.27it/s] 5/499 4.32G 0.0271 0.01735 0.01614 75 640: 53%|#####2 | 89/168 [00:17<00:14, 5.27it/s] 5/499 4.32G 0.0271 0.01735 0.01614 75 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s] 5/499 4.32G 0.02709 0.01738 0.01611 81 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s] 5/499 4.32G 0.02709 0.01738 0.01611 81 640: 54%|#####4 | 91/168 [00:17<00:14, 5.18it/s] 5/499 4.32G 0.02708 0.01739 0.01609 68 640: 54%|#####4 | 91/168 [00:17<00:14, 5.18it/s] 5/499 4.32G 0.02708 0.01739 0.01609 68 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s] 5/499 4.32G 0.02708 0.01737 0.01612 57 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s] 5/499 4.32G 0.02708 0.01737 0.01612 57 640: 55%|#####5 | 93/168 [00:17<00:13, 5.37it/s] 5/499 4.32G 0.02705 0.01738 0.01615 78 640: 55%|#####5 | 93/168 [00:17<00:13, 5.37it/s] 5/499 4.32G 0.02705 0.01738 0.01615 78 640: 56%|#####5 | 94/168 [00:17<00:14, 5.21it/s] 5/499 4.32G 0.02703 0.01737 0.01612 67 640: 56%|#####5 | 94/168 [00:18<00:14, 5.21it/s] 5/499 4.32G 0.02703 0.01737 0.01612 67 640: 57%|#####6 | 95/168 [00:18<00:13, 5.29it/s] 5/499 4.32G 0.02701 0.01739 0.0161 80 640: 57%|#####6 | 95/168 [00:18<00:13, 5.29it/s] 5/499 4.32G 0.02701 0.01739 0.0161 80 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s] 5/499 4.32G 0.02702 0.01744 0.0161 82 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s] 5/499 4.32G 0.02702 0.01744 0.0161 82 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s] 5/499 4.32G 0.02698 0.01745 0.01607 84 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s] 5/499 4.32G 0.02698 0.01745 0.01607 84 640: 58%|#####8 | 98/168 [00:18<00:13, 5.25it/s] 5/499 4.32G 0.02699 0.01744 0.01607 64 640: 58%|#####8 | 98/168 [00:18<00:13, 5.25it/s] 5/499 4.32G 0.02699 0.01744 0.01607 64 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s] 5/499 4.32G 0.02697 0.01743 0.01604 67 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s] 5/499 4.32G 0.02697 0.01743 0.01604 67 640: 60%|#####9 | 100/168 [00:18<00:13, 5.16it/s] 5/499 4.32G 0.02697 0.01743 0.016 61 640: 60%|#####9 | 100/168 [00:19<00:13, 5.16it/s] 5/499 4.32G 0.02697 0.01743 0.016 61 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s] 5/499 4.32G 0.02694 0.01744 0.01597 74 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s] 5/499 4.32G 0.02694 0.01744 0.01597 74 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s] 5/499 4.32G 0.02693 0.01743 0.01595 74 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s] 5/499 4.32G 0.02693 0.01743 0.01595 74 640: 61%|######1 | 103/168 [00:19<00:12, 5.15it/s] 5/499 4.32G 0.02691 0.01741 0.01592 61 640: 61%|######1 | 103/168 [00:19<00:12, 5.15it/s] 5/499 4.32G 0.02691 0.01741 0.01592 61 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s] 5/499 4.32G 0.02691 0.01741 0.01592 66 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s] 5/499 4.32G 0.02691 0.01741 0.01592 66 640: 62%|######2 | 105/168 [00:19<00:11, 5.31it/s] 5/499 4.32G 0.02688 0.01738 0.01595 55 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s] 5/499 4.32G 0.02688 0.01738 0.01595 55 640: 63%|######3 | 106/168 [00:20<00:11, 5.17it/s] 5/499 4.32G 0.02688 0.01742 0.01594 76 640: 63%|######3 | 106/168 [00:20<00:11, 5.17it/s] 5/499 4.32G 0.02688 0.01742 0.01594 76 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s] 5/499 4.32G 0.02686 0.01742 0.01595 67 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s] 5/499 4.32G 0.02686 0.01742 0.01595 67 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s] 5/499 4.32G 0.02682 0.01744 0.01594 82 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s] 5/499 4.32G 0.02682 0.01744 0.01594 82 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s] 5/499 4.32G 0.0268 0.01745 0.01594 80 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s] 5/499 4.32G 0.0268 0.01745 0.01594 80 640: 65%|######5 | 110/168 [00:20<00:10, 5.29it/s] 5/499 4.32G 0.02676 0.01741 0.01591 49 640: 65%|######5 | 110/168 [00:21<00:10, 5.29it/s] 5/499 4.32G 0.02676 0.01741 0.01591 49 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s] 5/499 4.32G 0.02673 0.0174 0.01589 68 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s] 5/499 4.32G 0.02673 0.0174 0.01589 68 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s] 5/499 4.32G 0.0267 0.01737 0.01592 69 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s] 5/499 4.32G 0.0267 0.01737 0.01592 69 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s] 5/499 4.32G 0.02668 0.01738 0.01589 68 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s] 5/499 4.32G 0.02668 0.01738 0.01589 68 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s] 5/499 4.32G 0.02666 0.01736 0.01589 50 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s] 5/499 4.32G 0.02666 0.01736 0.01589 50 640: 68%|######8 | 115/168 [00:21<00:10, 5.22it/s] 5/499 4.32G 0.02665 0.01734 0.01589 61 640: 68%|######8 | 115/168 [00:22<00:10, 5.22it/s] 5/499 4.32G 0.02665 0.01734 0.01589 61 640: 69%|######9 | 116/168 [00:22<00:09, 5.31it/s] 5/499 4.32G 0.02664 0.0174 0.0159 93 640: 69%|######9 | 116/168 [00:22<00:09, 5.31it/s] 5/499 4.32G 0.02664 0.0174 0.0159 93 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s] 5/499 4.32G 0.02661 0.01741 0.01587 77 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s] 5/499 4.32G 0.02661 0.01741 0.01587 77 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s] 5/499 4.32G 0.02658 0.01742 0.01584 75 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s] 5/499 4.32G 0.02658 0.01742 0.01584 75 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s] 5/499 4.32G 0.02656 0.01741 0.01585 66 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s] 5/499 4.32G 0.02656 0.01741 0.01585 66 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s] 5/499 4.32G 0.02654 0.01742 0.01582 71 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s] 5/499 4.32G 0.02654 0.01742 0.01582 71 640: 72%|#######2 | 121/168 [00:22<00:09, 5.17it/s] 5/499 4.32G 0.02651 0.01741 0.01579 71 640: 72%|#######2 | 121/168 [00:23<00:09, 5.17it/s] 5/499 4.32G 0.02651 0.01741 0.01579 71 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s] 5/499 4.32G 0.02653 0.01742 0.01575 69 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s] 5/499 4.32G 0.02653 0.01742 0.01575 69 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s] 5/499 4.32G 0.02654 0.0174 0.01579 60 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s] 5/499 4.32G 0.02654 0.0174 0.01579 60 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s] 5/499 4.32G 0.02654 0.01738 0.01576 60 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s] 5/499 4.32G 0.02654 0.01738 0.01576 60 640: 74%|#######4 | 125/168 [00:23<00:08, 5.25it/s] 5/499 4.32G 0.02651 0.01738 0.01576 79 640: 74%|#######4 | 125/168 [00:23<00:08, 5.25it/s] 5/499 4.32G 0.02651 0.01738 0.01576 79 640: 75%|#######5 | 126/168 [00:23<00:07, 5.32it/s] 5/499 4.32G 0.0265 0.01737 0.01574 62 640: 75%|#######5 | 126/168 [00:24<00:07, 5.32it/s] 5/499 4.32G 0.0265 0.01737 0.01574 62 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s] 5/499 4.32G 0.02651 0.01738 0.01572 75 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s] 5/499 4.32G 0.02651 0.01738 0.01572 75 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s] 5/499 4.32G 0.02649 0.01739 0.0157 75 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s] 5/499 4.32G 0.02649 0.01739 0.0157 75 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s] 5/499 4.32G 0.0265 0.01737 0.0157 63 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s] 5/499 4.32G 0.0265 0.01737 0.0157 63 640: 77%|#######7 | 130/168 [00:24<00:07, 5.24it/s] 5/499 4.32G 0.02649 0.01739 0.01565 69 640: 77%|#######7 | 130/168 [00:24<00:07, 5.24it/s] 5/499 4.32G 0.02649 0.01739 0.01565 69 640: 78%|#######7 | 131/168 [00:24<00:06, 5.32it/s] 5/499 4.32G 0.02648 0.01739 0.01568 64 640: 78%|#######7 | 131/168 [00:25<00:06, 5.32it/s] 5/499 4.32G 0.02648 0.01739 0.01568 64 640: 79%|#######8 | 132/168 [00:25<00:06, 5.39it/s] 5/499 4.32G 0.02646 0.01741 0.01566 79 640: 79%|#######8 | 132/168 [00:25<00:06, 5.39it/s] 5/499 4.32G 0.02646 0.01741 0.01566 79 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s] 5/499 4.32G 0.02644 0.01741 0.01563 71 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s] 5/499 4.32G 0.02644 0.01741 0.01563 71 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s] 5/499 4.32G 0.02643 0.01742 0.01559 77 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s] 5/499 4.32G 0.02643 0.01742 0.01559 77 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s] 5/499 4.32G 0.02644 0.01739 0.01557 52 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s] 5/499 4.32G 0.02644 0.01739 0.01557 52 640: 81%|######## | 136/168 [00:25<00:06, 5.22it/s] 5/499 4.32G 0.02643 0.01737 0.01554 59 640: 81%|######## | 136/168 [00:26<00:06, 5.22it/s] 5/499 4.32G 0.02643 0.01737 0.01554 59 640: 82%|########1 | 137/168 [00:26<00:05, 5.24it/s] 5/499 4.32G 0.0264 0.01737 0.01554 76 640: 82%|########1 | 137/168 [00:26<00:05, 5.24it/s] 5/499 4.32G 0.0264 0.01737 0.01554 76 640: 82%|########2 | 138/168 [00:26<00:05, 5.28it/s] 5/499 4.32G 0.02639 0.01739 0.01552 76 640: 82%|########2 | 138/168 [00:26<00:05, 5.28it/s] 5/499 4.32G 0.02639 0.01739 0.01552 76 640: 83%|########2 | 139/168 [00:26<00:05, 5.16it/s] 5/499 4.32G 0.02638 0.01742 0.0155 88 640: 83%|########2 | 139/168 [00:26<00:05, 5.16it/s] 5/499 4.32G 0.02638 0.01742 0.0155 88 640: 83%|########3 | 140/168 [00:26<00:05, 5.27it/s] 5/499 4.32G 0.02637 0.01743 0.01547 76 640: 83%|########3 | 140/168 [00:26<00:05, 5.27it/s] 5/499 4.32G 0.02637 0.01743 0.01547 76 640: 84%|########3 | 141/168 [00:26<00:05, 5.26it/s] 5/499 4.32G 0.02635 0.01739 0.01548 47 640: 84%|########3 | 141/168 [00:26<00:05, 5.26it/s] 5/499 4.32G 0.02635 0.01739 0.01548 47 640: 85%|########4 | 142/168 [00:26<00:05, 5.13it/s] 5/499 4.32G 0.02634 0.01739 0.01553 72 640: 85%|########4 | 142/168 [00:27<00:05, 5.13it/s] 5/499 4.32G 0.02634 0.01739 0.01553 72 640: 85%|########5 | 143/168 [00:27<00:04, 5.23it/s] 5/499 4.32G 0.02632 0.01738 0.01551 72 640: 85%|########5 | 143/168 [00:27<00:04, 5.23it/s] 5/499 4.32G 0.02632 0.01738 0.01551 72 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s] 5/499 4.32G 0.0263 0.01739 0.01548 78 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s] 5/499 4.32G 0.0263 0.01739 0.01548 78 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s] 5/499 4.32G 0.02632 0.01737 0.01552 61 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s] 5/499 4.32G 0.02632 0.01737 0.01552 61 640: 87%|########6 | 146/168 [00:27<00:04, 5.27it/s] 5/499 4.32G 0.02632 0.01738 0.01549 72 640: 87%|########6 | 146/168 [00:27<00:04, 5.27it/s] 5/499 4.32G 0.02632 0.01738 0.01549 72 640: 88%|########7 | 147/168 [00:27<00:03, 5.35it/s] 5/499 4.32G 0.02629 0.01735 0.01548 53 640: 88%|########7 | 147/168 [00:28<00:03, 5.35it/s] 5/499 4.32G 0.02629 0.01735 0.01548 53 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s] 5/499 4.32G 0.02627 0.01734 0.01549 61 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s] 5/499 4.32G 0.02627 0.01734 0.01549 61 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s] 5/499 4.32G 0.02625 0.01734 0.01547 62 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s] 5/499 4.32G 0.02625 0.01734 0.01547 62 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s] 5/499 4.32G 0.02623 0.01734 0.01548 77 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s] 5/499 4.32G 0.02623 0.01734 0.01548 77 640: 90%|########9 | 151/168 [00:28<00:03, 5.14it/s] 5/499 4.32G 0.02624 0.01736 0.01553 72 640: 90%|########9 | 151/168 [00:28<00:03, 5.14it/s] 5/499 4.32G 0.02624 0.01736 0.01553 72 640: 90%|######### | 152/168 [00:28<00:03, 5.25it/s] 5/499 4.32G 0.02623 0.01735 0.01553 63 640: 90%|######### | 152/168 [00:29<00:03, 5.25it/s] 5/499 4.32G 0.02623 0.01735 0.01553 63 640: 91%|#########1| 153/168 [00:29<00:02, 5.35it/s] 5/499 4.32G 0.02621 0.01731 0.01555 46 640: 91%|#########1| 153/168 [00:29<00:02, 5.35it/s] 5/499 4.32G 0.02621 0.01731 0.01555 46 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s] 5/499 4.32G 0.02619 0.01728 0.01553 52 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s] 5/499 4.32G 0.02619 0.01728 0.01553 52 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s] 5/499 4.32G 0.02618 0.01726 0.01558 54 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s] 5/499 4.32G 0.02618 0.01726 0.01558 54 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s] 5/499 4.32G 0.02618 0.01726 0.01561 70 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s] 5/499 4.32G 0.02618 0.01726 0.01561 70 640: 93%|#########3| 157/168 [00:29<00:02, 5.25it/s] 5/499 4.32G 0.02618 0.01723 0.01559 49 640: 93%|#########3| 157/168 [00:29<00:02, 5.25it/s] 5/499 4.32G 0.02618 0.01723 0.01559 49 640: 94%|#########4| 158/168 [00:29<00:01, 5.28it/s] 5/499 4.32G 0.02617 0.0172 0.01557 44 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s] 5/499 4.32G 0.02617 0.0172 0.01557 44 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s] 5/499 4.32G 0.02615 0.01721 0.01559 71 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s] 5/499 4.32G 0.02615 0.01721 0.01559 71 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s] 5/499 4.32G 0.02615 0.01722 0.01559 66 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s] 5/499 4.32G 0.02615 0.01722 0.01559 66 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s] 5/499 4.32G 0.02614 0.01724 0.01559 76 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s] 5/499 4.32G 0.02614 0.01724 0.01559 76 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s] 5/499 4.32G 0.02614 0.01724 0.01561 70 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s] 5/499 4.32G 0.02614 0.01724 0.01561 70 640: 97%|#########7| 163/168 [00:30<00:00, 5.22it/s] 5/499 4.32G 0.02612 0.01724 0.01565 73 640: 97%|#########7| 163/168 [00:31<00:00, 5.22it/s] 5/499 4.32G 0.02612 0.01724 0.01565 73 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s] 5/499 4.32G 0.02612 0.01723 0.01565 74 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s] 5/499 4.32G 0.02612 0.01723 0.01565 74 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s] 5/499 4.32G 0.02613 0.01722 0.01567 68 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s] 5/499 4.32G 0.02613 0.01722 0.01567 68 640: 99%|#########8| 166/168 [00:31<00:00, 5.24it/s] 5/499 4.32G 0.0261 0.01721 0.01572 59 640: 99%|#########8| 166/168 [00:31<00:00, 5.24it/s] 5/499 4.32G 0.0261 0.01721 0.01572 59 640: 99%|#########9| 167/168 [00:31<00:00, 5.33it/s] 5/499 4.32G 0.0261 0.01722 0.01573 32 640: 99%|#########9| 167/168 [00:31<00:00, 5.33it/s] 5/499 4.32G 0.0261 0.01722 0.01573 32 640: 100%|##########| 168/168 [00:31<00:00, 5.44it/s] 5/499 4.32G 0.0261 0.01722 0.01573 32 640: 100%|##########| 168/168 [00:31<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.98it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.05it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.09it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.11it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.66it/s] all 132 263 0.717 0.596 0.723 0.458 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 6/499 4.32G 0.02186 0.01787 0.01496 76 640: 0%| | 0/168 [00:00<?, ?it/s] 6/499 4.32G 0.02186 0.01787 0.01496 76 640: 1%| | 1/168 [00:00<00:33, 4.93it/s] 6/499 4.32G 0.02398 0.01639 0.01742 61 640: 1%| | 1/168 [00:00<00:33, 4.93it/s] 6/499 4.32G 0.02398 0.01639 0.01742 61 640: 1%|1 | 2/168 [00:00<00:31, 5.25it/s] 6/499 4.32G 0.02471 0.01607 0.01799 64 640: 1%|1 | 2/168 [00:00<00:31, 5.25it/s] 6/499 4.32G 0.02471 0.01607 0.01799 64 640: 2%|1 | 3/168 [00:00<00:30, 5.39it/s] 6/499 4.32G 0.02488 0.01651 0.01764 73 640: 2%|1 | 3/168 [00:00<00:30, 5.39it/s] 6/499 4.32G 0.02488 0.01651 0.01764 73 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s] 6/499 4.32G 0.02522 0.01657 0.01643 71 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s] 6/499 4.32G 0.02522 0.01657 0.01643 71 640: 3%|2 | 5/168 [00:00<00:30, 5.31it/s] 6/499 4.32G 0.02557 0.01662 0.01679 69 640: 3%|2 | 5/168 [00:01<00:30, 5.31it/s] 6/499 4.32G 0.02557 0.01662 0.01679 69 640: 4%|3 | 6/168 [00:01<00:30, 5.28it/s] 6/499 4.32G 0.02538 0.01657 0.01592 60 640: 4%|3 | 6/168 [00:01<00:30, 5.28it/s] 6/499 4.32G 0.02538 0.01657 0.01592 60 640: 4%|4 | 7/168 [00:01<00:31, 5.12it/s] 6/499 4.32G 0.02549 0.0163 0.01594 56 640: 4%|4 | 7/168 [00:01<00:31, 5.12it/s] 6/499 4.32G 0.02549 0.0163 0.01594 56 640: 5%|4 | 8/168 [00:01<00:30, 5.24it/s] 6/499 4.32G 0.02504 0.01625 0.01558 70 640: 5%|4 | 8/168 [00:01<00:30, 5.24it/s] 6/499 4.32G 0.02504 0.01625 0.01558 70 640: 5%|5 | 9/168 [00:01<00:30, 5.28it/s] 6/499 4.32G 0.02515 0.01615 0.01598 59 640: 5%|5 | 9/168 [00:01<00:30, 5.28it/s] 6/499 4.32G 0.02515 0.01615 0.01598 59 640: 6%|5 | 10/168 [00:01<00:30, 5.18it/s] 6/499 4.32G 0.02509 0.0166 0.01558 78 640: 6%|5 | 10/168 [00:02<00:30, 5.18it/s] 6/499 4.32G 0.02509 0.0166 0.01558 78 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s] 6/499 4.32G 0.02521 0.01637 0.01573 54 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s] 6/499 4.32G 0.02521 0.01637 0.01573 54 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s] 6/499 4.32G 0.02505 0.01644 0.01571 68 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s] 6/499 4.32G 0.02505 0.01644 0.01571 68 640: 8%|7 | 13/168 [00:02<00:29, 5.18it/s] 6/499 4.32G 0.02498 0.01641 0.01588 63 640: 8%|7 | 13/168 [00:02<00:29, 5.18it/s] 6/499 4.32G 0.02498 0.01641 0.01588 63 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s] 6/499 4.32G 0.02484 0.01625 0.01571 56 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s] 6/499 4.32G 0.02484 0.01625 0.01571 56 640: 9%|8 | 15/168 [00:02<00:29, 5.27it/s] 6/499 4.32G 0.02495 0.01606 0.01579 49 640: 9%|8 | 15/168 [00:03<00:29, 5.27it/s] 6/499 4.32G 0.02495 0.01606 0.01579 49 640: 10%|9 | 16/168 [00:03<00:29, 5.14it/s] 6/499 4.32G 0.02482 0.01603 0.01588 69 640: 10%|9 | 16/168 [00:03<00:29, 5.14it/s] 6/499 4.32G 0.02482 0.01603 0.01588 69 640: 10%|# | 17/168 [00:03<00:29, 5.20it/s] 6/499 4.32G 0.02495 0.01603 0.01607 55 640: 10%|# | 17/168 [00:03<00:29, 5.20it/s] 6/499 4.32G 0.02495 0.01603 0.01607 55 640: 11%|# | 18/168 [00:03<00:28, 5.29it/s] 6/499 4.32G 0.02494 0.01605 0.01584 67 640: 11%|# | 18/168 [00:03<00:28, 5.29it/s] 6/499 4.32G 0.02494 0.01605 0.01584 67 640: 11%|#1 | 19/168 [00:03<00:28, 5.17it/s] 6/499 4.32G 0.02501 0.01625 0.01586 83 640: 11%|#1 | 19/168 [00:03<00:28, 5.17it/s] 6/499 4.32G 0.02501 0.01625 0.01586 83 640: 12%|#1 | 20/168 [00:03<00:28, 5.26it/s] 6/499 4.32G 0.02502 0.01619 0.01586 54 640: 12%|#1 | 20/168 [00:03<00:28, 5.26it/s] 6/499 4.32G 0.02502 0.01619 0.01586 54 640: 12%|#2 | 21/168 [00:04<00:27, 5.34it/s] 6/499 4.32G 0.02497 0.016 0.01621 46 640: 12%|#2 | 21/168 [00:04<00:27, 5.34it/s] 6/499 4.32G 0.02497 0.016 0.01621 46 640: 13%|#3 | 22/168 [00:04<00:28, 5.17it/s] 6/499 4.32G 0.02489 0.01595 0.01625 64 640: 13%|#3 | 22/168 [00:04<00:28, 5.17it/s] 6/499 4.32G 0.02489 0.01595 0.01625 64 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s] 6/499 4.32G 0.02491 0.01593 0.01618 58 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s] 6/499 4.32G 0.02491 0.01593 0.01618 58 640: 14%|#4 | 24/168 [00:04<00:27, 5.32it/s] 6/499 4.32G 0.02484 0.01585 0.01624 55 640: 14%|#4 | 24/168 [00:04<00:27, 5.32it/s] 6/499 4.32G 0.02484 0.01585 0.01624 55 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s] 6/499 4.32G 0.02474 0.01587 0.01611 66 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s] 6/499 4.32G 0.02474 0.01587 0.01611 66 640: 15%|#5 | 26/168 [00:04<00:26, 5.29it/s] 6/499 4.32G 0.0248 0.01584 0.01624 61 640: 15%|#5 | 26/168 [00:05<00:26, 5.29it/s] 6/499 4.32G 0.0248 0.01584 0.01624 61 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s] 6/499 4.32G 0.02484 0.01583 0.01638 58 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s] 6/499 4.32G 0.02484 0.01583 0.01638 58 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s] 6/499 4.32G 0.02489 0.01586 0.01634 57 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s] 6/499 4.32G 0.02489 0.01586 0.01634 57 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s] 6/499 4.32G 0.02494 0.01581 0.01623 57 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s] 6/499 4.32G 0.02494 0.01581 0.01623 57 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s] 6/499 4.32G 0.02498 0.01575 0.01623 58 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s] 6/499 4.32G 0.02498 0.01575 0.01623 58 640: 18%|#8 | 31/168 [00:05<00:26, 5.23it/s] 6/499 4.32G 0.02495 0.01566 0.01627 49 640: 18%|#8 | 31/168 [00:06<00:26, 5.23it/s] 6/499 4.32G 0.02495 0.01566 0.01627 49 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s] 6/499 4.32G 0.02495 0.01568 0.01619 68 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s] 6/499 4.32G 0.02495 0.01568 0.01619 68 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s] 6/499 4.32G 0.02497 0.01572 0.01612 62 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s] 6/499 4.32G 0.02497 0.01572 0.01612 62 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s] 6/499 4.32G 0.02503 0.01575 0.01603 67 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s] 6/499 4.32G 0.02503 0.01575 0.01603 67 640: 21%|## | 35/168 [00:06<00:24, 5.32it/s] 6/499 4.32G 0.02512 0.0158 0.0161 64 640: 21%|## | 35/168 [00:06<00:24, 5.32it/s] 6/499 4.32G 0.02512 0.0158 0.0161 64 640: 21%|##1 | 36/168 [00:06<00:24, 5.38it/s] 6/499 4.32G 0.02513 0.01589 0.01604 77 640: 21%|##1 | 36/168 [00:07<00:24, 5.38it/s] 6/499 4.32G 0.02513 0.01589 0.01604 77 640: 22%|##2 | 37/168 [00:07<00:24, 5.24it/s] 6/499 4.32G 0.02512 0.01595 0.01608 74 640: 22%|##2 | 37/168 [00:07<00:24, 5.24it/s] 6/499 4.32G 0.02512 0.01595 0.01608 74 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s] 6/499 4.32G 0.02507 0.01591 0.01602 70 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s] 6/499 4.32G 0.02507 0.01591 0.01602 70 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s] 6/499 4.32G 0.02513 0.01592 0.01601 65 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s] 6/499 4.32G 0.02513 0.01592 0.01601 65 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s] 6/499 4.32G 0.0252 0.01592 0.01615 57 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s] 6/499 4.32G 0.0252 0.01592 0.01615 57 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s] 6/499 4.32G 0.02525 0.01599 0.01624 69 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s] 6/499 4.32G 0.02525 0.01599 0.01624 69 640: 25%|##5 | 42/168 [00:07<00:23, 5.38it/s] 6/499 4.32G 0.02523 0.0161 0.01618 76 640: 25%|##5 | 42/168 [00:08<00:23, 5.38it/s] 6/499 4.32G 0.02523 0.0161 0.01618 76 640: 26%|##5 | 43/168 [00:08<00:23, 5.26it/s] 6/499 4.32G 0.02527 0.01618 0.0161 80 640: 26%|##5 | 43/168 [00:08<00:23, 5.26it/s] 6/499 4.32G 0.02527 0.01618 0.0161 80 640: 26%|##6 | 44/168 [00:08<00:23, 5.35it/s] 6/499 4.32G 0.02528 0.01628 0.01605 79 640: 26%|##6 | 44/168 [00:08<00:23, 5.35it/s] 6/499 4.32G 0.02528 0.01628 0.01605 79 640: 27%|##6 | 45/168 [00:08<00:22, 5.40it/s] 6/499 4.32G 0.02531 0.01628 0.0161 62 640: 27%|##6 | 45/168 [00:08<00:22, 5.40it/s] 6/499 4.32G 0.02531 0.01628 0.0161 62 640: 27%|##7 | 46/168 [00:08<00:23, 5.23it/s] 6/499 4.32G 0.02531 0.01633 0.01605 73 640: 27%|##7 | 46/168 [00:08<00:23, 5.23it/s] 6/499 4.32G 0.02531 0.01633 0.01605 73 640: 28%|##7 | 47/168 [00:08<00:22, 5.32it/s] 6/499 4.32G 0.0254 0.01646 0.01603 69 640: 28%|##7 | 47/168 [00:09<00:22, 5.32it/s] 6/499 4.32G 0.0254 0.01646 0.01603 69 640: 29%|##8 | 48/168 [00:09<00:22, 5.40it/s] 6/499 4.32G 0.02536 0.0165 0.01594 69 640: 29%|##8 | 48/168 [00:09<00:22, 5.40it/s] 6/499 4.32G 0.02536 0.0165 0.01594 69 640: 29%|##9 | 49/168 [00:09<00:22, 5.25it/s] 6/499 4.32G 0.02535 0.01656 0.01597 72 640: 29%|##9 | 49/168 [00:09<00:22, 5.25it/s] 6/499 4.32G 0.02535 0.01656 0.01597 72 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s] 6/499 4.32G 0.02537 0.01663 0.01597 85 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s] 6/499 4.32G 0.02537 0.01663 0.01597 85 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s] 6/499 4.32G 0.02536 0.01667 0.016 81 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s] 6/499 4.32G 0.02536 0.01667 0.016 81 640: 31%|### | 52/168 [00:09<00:22, 5.20it/s] 6/499 4.32G 0.02535 0.0167 0.01599 79 640: 31%|### | 52/168 [00:10<00:22, 5.20it/s] 6/499 4.32G 0.02535 0.0167 0.01599 79 640: 32%|###1 | 53/168 [00:10<00:21, 5.32it/s] 6/499 4.32G 0.02533 0.01669 0.01597 66 640: 32%|###1 | 53/168 [00:10<00:21, 5.32it/s] 6/499 4.32G 0.02533 0.01669 0.01597 66 640: 32%|###2 | 54/168 [00:10<00:21, 5.37it/s] 6/499 4.32G 0.02535 0.01667 0.0161 64 640: 32%|###2 | 54/168 [00:10<00:21, 5.37it/s] 6/499 4.32G 0.02535 0.01667 0.0161 64 640: 33%|###2 | 55/168 [00:10<00:21, 5.15it/s] 6/499 4.32G 0.0253 0.01663 0.01601 58 640: 33%|###2 | 55/168 [00:10<00:21, 5.15it/s] 6/499 4.32G 0.0253 0.01663 0.01601 58 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s] 6/499 4.32G 0.02529 0.01663 0.01588 64 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s] 6/499 4.32G 0.02529 0.01663 0.01588 64 640: 34%|###3 | 57/168 [00:10<00:20, 5.31it/s] 6/499 4.32G 0.0253 0.01662 0.0158 60 640: 34%|###3 | 57/168 [00:11<00:20, 5.31it/s] 6/499 4.32G 0.0253 0.01662 0.0158 60 640: 35%|###4 | 58/168 [00:11<00:21, 5.15it/s] 6/499 4.32G 0.0253 0.01659 0.01581 61 640: 35%|###4 | 58/168 [00:11<00:21, 5.15it/s] 6/499 4.32G 0.0253 0.01659 0.01581 61 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s] 6/499 4.32G 0.0253 0.01658 0.01577 60 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s] 6/499 4.32G 0.0253 0.01658 0.01577 60 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s] 6/499 4.32G 0.02529 0.01656 0.01584 61 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s] 6/499 4.32G 0.02529 0.01656 0.01584 61 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s] 6/499 4.32G 0.02525 0.01654 0.01578 62 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s] 6/499 4.32G 0.02525 0.01654 0.01578 62 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s] 6/499 4.32G 0.02524 0.01656 0.01581 73 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s] 6/499 4.32G 0.02524 0.01656 0.01581 73 640: 38%|###7 | 63/168 [00:11<00:19, 5.35it/s] 6/499 4.32G 0.02525 0.01654 0.01581 58 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s] 6/499 4.32G 0.02525 0.01654 0.01581 58 640: 38%|###8 | 64/168 [00:12<00:20, 5.14it/s] 6/499 4.32G 0.02528 0.01656 0.01573 65 640: 38%|###8 | 64/168 [00:12<00:20, 5.14it/s] 6/499 4.32G 0.02528 0.01656 0.01573 65 640: 39%|###8 | 65/168 [00:12<00:19, 5.23it/s] 6/499 4.32G 0.02524 0.01658 0.01569 74 640: 39%|###8 | 65/168 [00:12<00:19, 5.23it/s] 6/499 4.32G 0.02524 0.01658 0.01569 74 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s] 6/499 4.32G 0.02527 0.01658 0.01573 68 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s] 6/499 4.32G 0.02527 0.01658 0.01573 68 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s] 6/499 4.32G 0.02523 0.01657 0.01571 68 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s] 6/499 4.32G 0.02523 0.01657 0.01571 68 640: 40%|#### | 68/168 [00:12<00:19, 5.24it/s] 6/499 4.32G 0.02521 0.01659 0.01569 67 640: 40%|#### | 68/168 [00:13<00:19, 5.24it/s] 6/499 4.32G 0.02521 0.01659 0.01569 67 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s] 6/499 4.32G 0.02523 0.01658 0.01569 52 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s] 6/499 4.32G 0.02523 0.01658 0.01569 52 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s] 6/499 4.32G 0.02522 0.0166 0.01567 75 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s] 6/499 4.32G 0.02522 0.0166 0.01567 75 640: 42%|####2 | 71/168 [00:13<00:18, 5.22it/s] 6/499 4.32G 0.02518 0.01659 0.01565 69 640: 42%|####2 | 71/168 [00:13<00:18, 5.22it/s] 6/499 4.32G 0.02518 0.01659 0.01565 69 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s] 6/499 4.32G 0.02516 0.01659 0.01567 70 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s] 6/499 4.32G 0.02516 0.01659 0.01567 70 640: 43%|####3 | 73/168 [00:13<00:18, 5.20it/s] 6/499 4.32G 0.02515 0.01658 0.01562 57 640: 43%|####3 | 73/168 [00:14<00:18, 5.20it/s] 6/499 4.32G 0.02515 0.01658 0.01562 57 640: 44%|####4 | 74/168 [00:14<00:17, 5.31it/s] 6/499 4.32G 0.02514 0.0166 0.01564 80 640: 44%|####4 | 74/168 [00:14<00:17, 5.31it/s] 6/499 4.32G 0.02514 0.0166 0.01564 80 640: 45%|####4 | 75/168 [00:14<00:17, 5.37it/s] 6/499 4.32G 0.0251 0.01655 0.01557 60 640: 45%|####4 | 75/168 [00:14<00:17, 5.37it/s] 6/499 4.32G 0.0251 0.01655 0.01557 60 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s] 6/499 4.32G 0.02509 0.01658 0.0156 68 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s] 6/499 4.32G 0.02509 0.01658 0.0156 68 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s] 6/499 4.32G 0.0251 0.01659 0.01561 73 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s] 6/499 4.32G 0.0251 0.01659 0.01561 73 640: 46%|####6 | 78/168 [00:14<00:16, 5.36it/s] 6/499 4.32G 0.02508 0.01658 0.01563 63 640: 46%|####6 | 78/168 [00:14<00:16, 5.36it/s] 6/499 4.32G 0.02508 0.01658 0.01563 63 640: 47%|####7 | 79/168 [00:14<00:17, 5.22it/s] 6/499 4.32G 0.02506 0.01656 0.01559 65 640: 47%|####7 | 79/168 [00:15<00:17, 5.22it/s] 6/499 4.32G 0.02506 0.01656 0.01559 65 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s] 6/499 4.32G 0.02503 0.01654 0.01559 65 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s] 6/499 4.32G 0.02503 0.01654 0.01559 65 640: 48%|####8 | 81/168 [00:15<00:16, 5.39it/s] 6/499 4.32G 0.02501 0.01654 0.01554 74 640: 48%|####8 | 81/168 [00:15<00:16, 5.39it/s] 6/499 4.32G 0.02501 0.01654 0.01554 74 640: 49%|####8 | 82/168 [00:15<00:16, 5.24it/s] 6/499 4.32G 0.02503 0.01661 0.01553 84 640: 49%|####8 | 82/168 [00:15<00:16, 5.24it/s] 6/499 4.32G 0.02503 0.01661 0.01553 84 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s] 6/499 4.32G 0.02502 0.01661 0.01551 74 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s] 6/499 4.32G 0.02502 0.01661 0.01551 74 640: 50%|##### | 84/168 [00:15<00:15, 5.36it/s] 6/499 4.32G 0.02501 0.01658 0.01546 61 640: 50%|##### | 84/168 [00:16<00:15, 5.36it/s] 6/499 4.32G 0.02501 0.01658 0.01546 61 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s] 6/499 4.32G 0.02499 0.01659 0.01541 77 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s] 6/499 4.32G 0.02499 0.01659 0.01541 77 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s] 6/499 4.32G 0.02499 0.01659 0.01538 74 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s] 6/499 4.32G 0.02499 0.01659 0.01538 74 640: 52%|#####1 | 87/168 [00:16<00:15, 5.37it/s] 6/499 4.32G 0.025 0.01659 0.01536 77 640: 52%|#####1 | 87/168 [00:16<00:15, 5.37it/s] 6/499 4.32G 0.025 0.01659 0.01536 77 640: 52%|#####2 | 88/168 [00:16<00:15, 5.24it/s] 6/499 4.32G 0.02498 0.01656 0.01534 48 640: 52%|#####2 | 88/168 [00:16<00:15, 5.24it/s] 6/499 4.32G 0.02498 0.01656 0.01534 48 640: 53%|#####2 | 89/168 [00:16<00:14, 5.32it/s] 6/499 4.32G 0.02499 0.01653 0.01533 61 640: 53%|#####2 | 89/168 [00:17<00:14, 5.32it/s] 6/499 4.32G 0.02499 0.01653 0.01533 61 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s] 6/499 4.32G 0.02495 0.01651 0.0153 77 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s] 6/499 4.32G 0.02495 0.01651 0.0153 77 640: 54%|#####4 | 91/168 [00:17<00:14, 5.24it/s] 6/499 4.32G 0.02491 0.01651 0.01525 73 640: 54%|#####4 | 91/168 [00:17<00:14, 5.24it/s] 6/499 4.32G 0.02491 0.01651 0.01525 73 640: 55%|#####4 | 92/168 [00:17<00:14, 5.32it/s] 6/499 4.32G 0.02489 0.01654 0.0152 81 640: 55%|#####4 | 92/168 [00:17<00:14, 5.32it/s] 6/499 4.32G 0.02489 0.01654 0.0152 81 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s] 6/499 4.32G 0.02486 0.01655 0.01512 76 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s] 6/499 4.32G 0.02486 0.01655 0.01512 76 640: 56%|#####5 | 94/168 [00:17<00:14, 5.20it/s] 6/499 4.32G 0.02489 0.01651 0.01508 53 640: 56%|#####5 | 94/168 [00:18<00:14, 5.20it/s] 6/499 4.32G 0.02489 0.01651 0.01508 53 640: 57%|#####6 | 95/168 [00:18<00:13, 5.28it/s] 6/499 4.32G 0.02487 0.01651 0.01503 70 640: 57%|#####6 | 95/168 [00:18<00:13, 5.28it/s] 6/499 4.32G 0.02487 0.01651 0.01503 70 640: 57%|#####7 | 96/168 [00:18<00:13, 5.35it/s] 6/499 4.32G 0.02484 0.01651 0.01498 68 640: 57%|#####7 | 96/168 [00:18<00:13, 5.35it/s] 6/499 4.32G 0.02484 0.01651 0.01498 68 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s] 6/499 4.32G 0.02484 0.01653 0.01497 81 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s] 6/499 4.32G 0.02484 0.01653 0.01497 81 640: 58%|#####8 | 98/168 [00:18<00:13, 5.21it/s] 6/499 4.32G 0.02484 0.01655 0.015 69 640: 58%|#####8 | 98/168 [00:18<00:13, 5.21it/s] 6/499 4.32G 0.02484 0.01655 0.015 69 640: 59%|#####8 | 99/168 [00:18<00:13, 5.30it/s] 6/499 4.32G 0.02484 0.01653 0.01496 60 640: 59%|#####8 | 99/168 [00:18<00:13, 5.30it/s] 6/499 4.32G 0.02484 0.01653 0.01496 60 640: 60%|#####9 | 100/168 [00:18<00:13, 5.17it/s] 6/499 4.32G 0.02481 0.01652 0.01494 64 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s] 6/499 4.32G 0.02481 0.01652 0.01494 64 640: 60%|###### | 101/168 [00:19<00:12, 5.24it/s] 6/499 4.32G 0.02481 0.01651 0.01497 67 640: 60%|###### | 101/168 [00:19<00:12, 5.24it/s] 6/499 4.32G 0.02481 0.01651 0.01497 67 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s] 6/499 4.32G 0.02481 0.01654 0.01498 70 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s] 6/499 4.32G 0.02481 0.01654 0.01498 70 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s] 6/499 4.32G 0.02479 0.01652 0.01491 64 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s] 6/499 4.32G 0.02479 0.01652 0.01491 64 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s] 6/499 4.32G 0.0248 0.01653 0.0149 75 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s] 6/499 4.32G 0.0248 0.01653 0.0149 75 640: 62%|######2 | 105/168 [00:19<00:11, 5.32it/s] 6/499 4.32G 0.02479 0.01653 0.01491 62 640: 62%|######2 | 105/168 [00:20<00:11, 5.32it/s] 6/499 4.32G 0.02479 0.01653 0.01491 62 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s] 6/499 4.32G 0.0248 0.01654 0.01491 75 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s] 6/499 4.32G 0.0248 0.01654 0.01491 75 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 6/499 4.32G 0.0248 0.01651 0.01487 61 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 6/499 4.32G 0.0248 0.01651 0.01487 61 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s] 6/499 4.32G 0.0248 0.01655 0.01487 80 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s] 6/499 4.32G 0.0248 0.01655 0.01487 80 640: 65%|######4 | 109/168 [00:20<00:11, 5.17it/s] 6/499 4.32G 0.02478 0.01653 0.01486 62 640: 65%|######4 | 109/168 [00:20<00:11, 5.17it/s] 6/499 4.32G 0.02478 0.01653 0.01486 62 640: 65%|######5 | 110/168 [00:20<00:11, 5.27it/s] 6/499 4.32G 0.02479 0.01653 0.01482 69 640: 65%|######5 | 110/168 [00:21<00:11, 5.27it/s] 6/499 4.32G 0.02479 0.01653 0.01482 69 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s] 6/499 4.32G 0.02479 0.01651 0.0148 53 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s] 6/499 4.32G 0.02479 0.01651 0.0148 53 640: 67%|######6 | 112/168 [00:21<00:10, 5.19it/s] 6/499 4.32G 0.02477 0.01653 0.01476 72 640: 67%|######6 | 112/168 [00:21<00:10, 5.19it/s] 6/499 4.32G 0.02477 0.01653 0.01476 72 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s] 6/499 4.32G 0.02477 0.01653 0.01478 72 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s] 6/499 4.32G 0.02477 0.01653 0.01478 72 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s] 6/499 4.32G 0.02477 0.01656 0.01479 80 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s] 6/499 4.32G 0.02477 0.01656 0.01479 80 640: 68%|######8 | 115/168 [00:21<00:10, 5.22it/s] 6/499 4.32G 0.02479 0.01656 0.01476 67 640: 68%|######8 | 115/168 [00:22<00:10, 5.22it/s] 6/499 4.32G 0.02479 0.01656 0.01476 67 640: 69%|######9 | 116/168 [00:22<00:09, 5.31it/s] 6/499 4.32G 0.02477 0.01651 0.01481 43 640: 69%|######9 | 116/168 [00:22<00:09, 5.31it/s] 6/499 4.32G 0.02477 0.01651 0.01481 43 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s] 6/499 4.32G 0.02476 0.01652 0.01477 78 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s] 6/499 4.32G 0.02476 0.01652 0.01477 78 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s] 6/499 4.32G 0.02475 0.01654 0.01472 81 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s] 6/499 4.32G 0.02475 0.01654 0.01472 81 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s] 6/499 4.32G 0.02472 0.01652 0.01469 65 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s] 6/499 4.32G 0.02472 0.01652 0.01469 65 640: 71%|#######1 | 120/168 [00:22<00:08, 5.38it/s] 6/499 4.32G 0.02469 0.01653 0.01466 80 640: 71%|#######1 | 120/168 [00:22<00:08, 5.38it/s] 6/499 4.32G 0.02469 0.01653 0.01466 80 640: 72%|#######2 | 121/168 [00:22<00:08, 5.24it/s] 6/499 4.32G 0.02468 0.01653 0.01466 67 640: 72%|#######2 | 121/168 [00:23<00:08, 5.24it/s] 6/499 4.32G 0.02468 0.01653 0.01466 67 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s] 6/499 4.32G 0.02466 0.01653 0.01465 64 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s] 6/499 4.32G 0.02466 0.01653 0.01465 64 640: 73%|#######3 | 123/168 [00:23<00:08, 5.30it/s] 6/499 4.32G 0.02464 0.01652 0.01463 53 640: 73%|#######3 | 123/168 [00:23<00:08, 5.30it/s] 6/499 4.32G 0.02464 0.01652 0.01463 53 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s] 6/499 4.32G 0.02464 0.01651 0.01466 67 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s] 6/499 4.32G 0.02464 0.01651 0.01466 67 640: 74%|#######4 | 125/168 [00:23<00:08, 5.27it/s] 6/499 4.32G 0.02465 0.01653 0.01464 68 640: 74%|#######4 | 125/168 [00:23<00:08, 5.27it/s] 6/499 4.32G 0.02465 0.01653 0.01464 68 640: 75%|#######5 | 126/168 [00:23<00:07, 5.34it/s] 6/499 4.32G 0.02464 0.01651 0.01462 53 640: 75%|#######5 | 126/168 [00:24<00:07, 5.34it/s] 6/499 4.32G 0.02464 0.01651 0.01462 53 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s] 6/499 4.32G 0.02462 0.01653 0.01459 76 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s] 6/499 4.32G 0.02462 0.01653 0.01459 76 640: 76%|#######6 | 128/168 [00:24<00:07, 5.21it/s] 6/499 4.32G 0.0246 0.01651 0.01458 54 640: 76%|#######6 | 128/168 [00:24<00:07, 5.21it/s] 6/499 4.32G 0.0246 0.01651 0.01458 54 640: 77%|#######6 | 129/168 [00:24<00:07, 5.29it/s] 6/499 4.32G 0.0246 0.01651 0.01463 71 640: 77%|#######6 | 129/168 [00:24<00:07, 5.29it/s] 6/499 4.32G 0.0246 0.01651 0.01463 71 640: 77%|#######7 | 130/168 [00:24<00:07, 5.18it/s] 6/499 4.32G 0.02459 0.01652 0.01462 73 640: 77%|#######7 | 130/168 [00:24<00:07, 5.18it/s] 6/499 4.32G 0.02459 0.01652 0.01462 73 640: 78%|#######7 | 131/168 [00:24<00:07, 5.25it/s] 6/499 4.32G 0.02458 0.01652 0.01464 62 640: 78%|#######7 | 131/168 [00:25<00:07, 5.25it/s] 6/499 4.32G 0.02458 0.01652 0.01464 62 640: 79%|#######8 | 132/168 [00:25<00:06, 5.33it/s] 6/499 4.32G 0.02458 0.01651 0.01465 67 640: 79%|#######8 | 132/168 [00:25<00:06, 5.33it/s] 6/499 4.32G 0.02458 0.01651 0.01465 67 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s] 6/499 4.32G 0.02457 0.01652 0.01465 72 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s] 6/499 4.32G 0.02457 0.01652 0.01465 72 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s] 6/499 4.32G 0.02456 0.01652 0.01463 65 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s] 6/499 4.32G 0.02456 0.01652 0.01463 65 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s] 6/499 4.32G 0.02454 0.01653 0.01463 76 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s] 6/499 4.32G 0.02454 0.01653 0.01463 76 640: 81%|######## | 136/168 [00:25<00:06, 5.22it/s] 6/499 4.32G 0.02452 0.01652 0.0146 72 640: 81%|######## | 136/168 [00:25<00:06, 5.22it/s] 6/499 4.32G 0.02452 0.01652 0.0146 72 640: 82%|########1 | 137/168 [00:25<00:05, 5.32it/s] 6/499 4.32G 0.02452 0.01653 0.01461 66 640: 82%|########1 | 137/168 [00:26<00:05, 5.32it/s] 6/499 4.32G 0.02452 0.01653 0.01461 66 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s] 6/499 4.32G 0.02451 0.01652 0.01465 71 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s] 6/499 4.32G 0.02451 0.01652 0.01465 71 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s] 6/499 4.32G 0.02451 0.01654 0.01463 75 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s] 6/499 4.32G 0.02451 0.01654 0.01463 75 640: 83%|########3 | 140/168 [00:26<00:05, 5.27it/s] 6/499 4.32G 0.02448 0.01655 0.01465 79 640: 83%|########3 | 140/168 [00:26<00:05, 5.27it/s] 6/499 4.32G 0.02448 0.01655 0.01465 79 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s] 6/499 4.32G 0.02449 0.01653 0.01467 54 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s] 6/499 4.32G 0.02449 0.01653 0.01467 54 640: 85%|########4 | 142/168 [00:26<00:04, 5.22it/s] 6/499 4.32G 0.02448 0.0165 0.01465 54 640: 85%|########4 | 142/168 [00:27<00:04, 5.22it/s] 6/499 4.32G 0.02448 0.0165 0.01465 54 640: 85%|########5 | 143/168 [00:27<00:04, 5.23it/s] 6/499 4.32G 0.0245 0.01651 0.01463 71 640: 85%|########5 | 143/168 [00:27<00:04, 5.23it/s] 6/499 4.32G 0.0245 0.01651 0.01463 71 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s] 6/499 4.32G 0.0245 0.0165 0.01463 62 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s] 6/499 4.32G 0.0245 0.0165 0.01463 62 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s] 6/499 4.32G 0.0245 0.01651 0.01465 75 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s] 6/499 4.32G 0.0245 0.01651 0.01465 75 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s] 6/499 4.32G 0.02451 0.0165 0.01466 68 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s] 6/499 4.32G 0.02451 0.0165 0.01466 68 640: 88%|########7 | 147/168 [00:27<00:03, 5.30it/s] 6/499 4.32G 0.02449 0.01653 0.01465 79 640: 88%|########7 | 147/168 [00:28<00:03, 5.30it/s] 6/499 4.32G 0.02449 0.01653 0.01465 79 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s] 6/499 4.32G 0.02448 0.0165 0.01465 56 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s] 6/499 4.32G 0.02448 0.0165 0.01465 56 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s] 6/499 4.32G 0.02449 0.01648 0.01466 52 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s] 6/499 4.32G 0.02449 0.01648 0.01466 52 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s] 6/499 4.32G 0.02449 0.01647 0.01465 54 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s] 6/499 4.32G 0.02449 0.01647 0.01465 54 640: 90%|########9 | 151/168 [00:28<00:03, 5.18it/s] 6/499 4.32G 0.02449 0.01646 0.01465 69 640: 90%|########9 | 151/168 [00:28<00:03, 5.18it/s] 6/499 4.32G 0.02449 0.01646 0.01465 69 640: 90%|######### | 152/168 [00:28<00:03, 5.27it/s] 6/499 4.32G 0.02448 0.01645 0.01463 58 640: 90%|######### | 152/168 [00:29<00:03, 5.27it/s] 6/499 4.32G 0.02448 0.01645 0.01463 58 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s] 6/499 4.32G 0.02448 0.01646 0.01461 84 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s] 6/499 4.32G 0.02448 0.01646 0.01461 84 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s] 6/499 4.32G 0.02448 0.01646 0.0146 64 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s] 6/499 4.32G 0.02448 0.01646 0.0146 64 640: 92%|#########2| 155/168 [00:29<00:02, 5.27it/s] 6/499 4.32G 0.02446 0.01647 0.01459 84 640: 92%|#########2| 155/168 [00:29<00:02, 5.27it/s] 6/499 4.32G 0.02446 0.01647 0.01459 84 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s] 6/499 4.32G 0.02444 0.01646 0.01459 70 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s] 6/499 4.32G 0.02444 0.01646 0.01459 70 640: 93%|#########3| 157/168 [00:29<00:02, 5.19it/s] 6/499 4.32G 0.02444 0.01649 0.0146 84 640: 93%|#########3| 157/168 [00:29<00:02, 5.19it/s] 6/499 4.32G 0.02444 0.01649 0.0146 84 640: 94%|#########4| 158/168 [00:29<00:01, 5.27it/s] 6/499 4.32G 0.02443 0.01647 0.01457 65 640: 94%|#########4| 158/168 [00:30<00:01, 5.27it/s] 6/499 4.32G 0.02443 0.01647 0.01457 65 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s] 6/499 4.32G 0.02442 0.01647 0.01458 63 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s] 6/499 4.32G 0.02442 0.01647 0.01458 63 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s] 6/499 4.32G 0.02443 0.01646 0.01463 63 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s] 6/499 4.32G 0.02443 0.01646 0.01463 63 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s] 6/499 4.32G 0.02444 0.01644 0.0146 54 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s] 6/499 4.32G 0.02444 0.01644 0.0146 54 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s] 6/499 4.32G 0.02444 0.01644 0.01459 69 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s] 6/499 4.32G 0.02444 0.01644 0.01459 69 640: 97%|#########7| 163/168 [00:30<00:00, 5.12it/s] 6/499 4.32G 0.02442 0.01642 0.01459 55 640: 97%|#########7| 163/168 [00:31<00:00, 5.12it/s] 6/499 4.32G 0.02442 0.01642 0.01459 55 640: 98%|#########7| 164/168 [00:31<00:00, 5.23it/s] 6/499 4.32G 0.02441 0.01641 0.01458 68 640: 98%|#########7| 164/168 [00:31<00:00, 5.23it/s] 6/499 4.32G 0.02441 0.01641 0.01458 68 640: 98%|#########8| 165/168 [00:31<00:00, 5.25it/s] 6/499 4.32G 0.0244 0.01641 0.01456 72 640: 98%|#########8| 165/168 [00:31<00:00, 5.25it/s] 6/499 4.32G 0.0244 0.01641 0.01456 72 640: 99%|#########8| 166/168 [00:31<00:00, 5.13it/s] 6/499 4.32G 0.02441 0.01641 0.01456 73 640: 99%|#########8| 166/168 [00:31<00:00, 5.13it/s] 6/499 4.32G 0.02441 0.01641 0.01456 73 640: 99%|#########9| 167/168 [00:31<00:00, 5.18it/s] 6/499 4.32G 0.02442 0.01641 0.01454 28 640: 99%|#########9| 167/168 [00:31<00:00, 5.18it/s] 6/499 4.32G 0.02442 0.01641 0.01454 28 640: 100%|##########| 168/168 [00:31<00:00, 5.39it/s] 6/499 4.32G 0.02442 0.01641 0.01454 28 640: 100%|##########| 168/168 [00:31<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.04it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.07it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.05it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.05it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.63it/s] all 132 263 0.735 0.745 0.825 0.603 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 7/499 4.32G 0.02912 0.01489 0.01635 61 640: 0%| | 0/168 [00:00<?, ?it/s] 7/499 4.32G 0.02912 0.01489 0.01635 61 640: 1%| | 1/168 [00:00<00:34, 4.91it/s] 7/499 4.32G 0.02775 0.01598 0.01377 68 640: 1%| | 1/168 [00:00<00:34, 4.91it/s] 7/499 4.32G 0.02775 0.01598 0.01377 68 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s] 7/499 4.32G 0.02607 0.01501 0.0128 57 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s] 7/499 4.32G 0.02607 0.01501 0.0128 57 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s] 7/499 4.32G 0.02585 0.01474 0.01242 61 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s] 7/499 4.32G 0.02585 0.01474 0.01242 61 640: 2%|2 | 4/168 [00:00<00:32, 5.07it/s] 7/499 4.32G 0.02558 0.01566 0.01175 65 640: 2%|2 | 4/168 [00:00<00:32, 5.07it/s] 7/499 4.32G 0.02558 0.01566 0.01175 65 640: 3%|2 | 5/168 [00:00<00:31, 5.21it/s] 7/499 4.32G 0.02572 0.01547 0.01372 63 640: 3%|2 | 5/168 [00:01<00:31, 5.21it/s] 7/499 4.32G 0.02572 0.01547 0.01372 63 640: 4%|3 | 6/168 [00:01<00:30, 5.30it/s] 7/499 4.32G 0.02584 0.01498 0.01444 48 640: 4%|3 | 6/168 [00:01<00:30, 5.30it/s] 7/499 4.32G 0.02584 0.01498 0.01444 48 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s] 7/499 4.32G 0.02573 0.01524 0.01363 73 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s] 7/499 4.32G 0.02573 0.01524 0.01363 73 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s] 7/499 4.32G 0.02534 0.01551 0.01389 85 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s] 7/499 4.32G 0.02534 0.01551 0.01389 85 640: 5%|5 | 9/168 [00:01<00:30, 5.27it/s] 7/499 4.32G 0.02502 0.01556 0.01377 72 640: 5%|5 | 9/168 [00:01<00:30, 5.27it/s] 7/499 4.32G 0.02502 0.01556 0.01377 72 640: 6%|5 | 10/168 [00:01<00:30, 5.16it/s] 7/499 4.32G 0.02492 0.01567 0.01333 60 640: 6%|5 | 10/168 [00:02<00:30, 5.16it/s] 7/499 4.32G 0.02492 0.01567 0.01333 60 640: 7%|6 | 11/168 [00:02<00:30, 5.23it/s] 7/499 4.32G 0.02467 0.0157 0.01332 71 640: 7%|6 | 11/168 [00:02<00:30, 5.23it/s] 7/499 4.32G 0.02467 0.0157 0.01332 71 640: 7%|7 | 12/168 [00:02<00:29, 5.30it/s] 7/499 4.32G 0.02502 0.01558 0.01308 59 640: 7%|7 | 12/168 [00:02<00:29, 5.30it/s] 7/499 4.32G 0.02502 0.01558 0.01308 59 640: 8%|7 | 13/168 [00:02<00:30, 5.17it/s] 7/499 4.32G 0.02476 0.01556 0.01326 71 640: 8%|7 | 13/168 [00:02<00:30, 5.17it/s] 7/499 4.32G 0.02476 0.01556 0.01326 71 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s] 7/499 4.32G 0.02475 0.0157 0.01332 78 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s] 7/499 4.32G 0.02475 0.0157 0.01332 78 640: 9%|8 | 15/168 [00:02<00:28, 5.37it/s] 7/499 4.32G 0.02464 0.01567 0.01366 62 640: 9%|8 | 15/168 [00:03<00:28, 5.37it/s] 7/499 4.32G 0.02464 0.01567 0.01366 62 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s] 7/499 4.32G 0.02438 0.01553 0.01348 64 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s] 7/499 4.32G 0.02438 0.01553 0.01348 64 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s] 7/499 4.32G 0.02428 0.01555 0.0133 73 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s] 7/499 4.32G 0.02428 0.01555 0.0133 73 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s] 7/499 4.32G 0.02424 0.01543 0.01317 56 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s] 7/499 4.32G 0.02424 0.01543 0.01317 56 640: 11%|#1 | 19/168 [00:03<00:28, 5.16it/s] 7/499 4.32G 0.02416 0.01546 0.01323 63 640: 11%|#1 | 19/168 [00:03<00:28, 5.16it/s] 7/499 4.32G 0.02416 0.01546 0.01323 63 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s] 7/499 4.32G 0.02423 0.01564 0.01315 75 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s] 7/499 4.32G 0.02423 0.01564 0.01315 75 640: 12%|#2 | 21/168 [00:03<00:27, 5.33it/s] 7/499 4.32G 0.02417 0.01569 0.01302 71 640: 12%|#2 | 21/168 [00:04<00:27, 5.33it/s] 7/499 4.32G 0.02417 0.01569 0.01302 71 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s] 7/499 4.32G 0.02411 0.01565 0.01303 57 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s] 7/499 4.32G 0.02411 0.01565 0.01303 57 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s] 7/499 4.32G 0.02408 0.01559 0.01299 55 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s] 7/499 4.32G 0.02408 0.01559 0.01299 55 640: 14%|#4 | 24/168 [00:04<00:27, 5.29it/s] 7/499 4.32G 0.02408 0.01558 0.01316 67 640: 14%|#4 | 24/168 [00:04<00:27, 5.29it/s] 7/499 4.32G 0.02408 0.01558 0.01316 67 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s] 7/499 4.32G 0.02422 0.01574 0.01302 74 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s] 7/499 4.32G 0.02422 0.01574 0.01302 74 640: 15%|#5 | 26/168 [00:04<00:26, 5.27it/s] 7/499 4.32G 0.02412 0.01573 0.01296 63 640: 15%|#5 | 26/168 [00:05<00:26, 5.27it/s] 7/499 4.32G 0.02412 0.01573 0.01296 63 640: 16%|#6 | 27/168 [00:05<00:26, 5.31it/s] 7/499 4.32G 0.02416 0.01577 0.01292 69 640: 16%|#6 | 27/168 [00:05<00:26, 5.31it/s] 7/499 4.32G 0.02416 0.01577 0.01292 69 640: 17%|#6 | 28/168 [00:05<00:27, 5.16it/s] 7/499 4.32G 0.02411 0.01573 0.0132 55 640: 17%|#6 | 28/168 [00:05<00:27, 5.16it/s] 7/499 4.32G 0.02411 0.01573 0.0132 55 640: 17%|#7 | 29/168 [00:05<00:26, 5.25it/s] 7/499 4.32G 0.02421 0.01581 0.01325 77 640: 17%|#7 | 29/168 [00:05<00:26, 5.25it/s] 7/499 4.32G 0.02421 0.01581 0.01325 77 640: 18%|#7 | 30/168 [00:05<00:25, 5.32it/s] 7/499 4.32G 0.02421 0.01576 0.01329 66 640: 18%|#7 | 30/168 [00:05<00:25, 5.32it/s] 7/499 4.32G 0.02421 0.01576 0.01329 66 640: 18%|#8 | 31/168 [00:05<00:26, 5.18it/s] 7/499 4.32G 0.02433 0.01575 0.01322 56 640: 18%|#8 | 31/168 [00:06<00:26, 5.18it/s] 7/499 4.32G 0.02433 0.01575 0.01322 56 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s] 7/499 4.32G 0.02437 0.01581 0.01317 72 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s] 7/499 4.32G 0.02437 0.01581 0.01317 72 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s] 7/499 4.32G 0.0243 0.01579 0.01303 64 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s] 7/499 4.32G 0.0243 0.01579 0.01303 64 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s] 7/499 4.32G 0.02417 0.01586 0.01295 77 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s] 7/499 4.32G 0.02417 0.01586 0.01295 77 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s] 7/499 4.32G 0.02411 0.01582 0.01293 59 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s] 7/499 4.32G 0.02411 0.01582 0.01293 59 640: 21%|##1 | 36/168 [00:06<00:24, 5.37it/s] 7/499 4.32G 0.0241 0.01583 0.01289 68 640: 21%|##1 | 36/168 [00:07<00:24, 5.37it/s] 7/499 4.32G 0.0241 0.01583 0.01289 68 640: 22%|##2 | 37/168 [00:07<00:25, 5.24it/s] 7/499 4.32G 0.02408 0.01584 0.0128 65 640: 22%|##2 | 37/168 [00:07<00:25, 5.24it/s] 7/499 4.32G 0.02408 0.01584 0.0128 65 640: 23%|##2 | 38/168 [00:07<00:24, 5.32it/s] 7/499 4.32G 0.02405 0.01581 0.01286 71 640: 23%|##2 | 38/168 [00:07<00:24, 5.32it/s] 7/499 4.32G 0.02405 0.01581 0.01286 71 640: 23%|##3 | 39/168 [00:07<00:23, 5.38it/s] 7/499 4.32G 0.02399 0.01585 0.01282 76 640: 23%|##3 | 39/168 [00:07<00:23, 5.38it/s] 7/499 4.32G 0.02399 0.01585 0.01282 76 640: 24%|##3 | 40/168 [00:07<00:24, 5.24it/s] 7/499 4.32G 0.02398 0.01582 0.01284 67 640: 24%|##3 | 40/168 [00:07<00:24, 5.24it/s] 7/499 4.32G 0.02398 0.01582 0.01284 67 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s] 7/499 4.32G 0.02394 0.01592 0.01288 86 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s] 7/499 4.32G 0.02394 0.01592 0.01288 86 640: 25%|##5 | 42/168 [00:07<00:23, 5.37it/s] 7/499 4.32G 0.02388 0.01586 0.01286 64 640: 25%|##5 | 42/168 [00:08<00:23, 5.37it/s] 7/499 4.32G 0.02388 0.01586 0.01286 64 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s] 7/499 4.32G 0.02383 0.01595 0.01295 78 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s] 7/499 4.32G 0.02383 0.01595 0.01295 78 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s] 7/499 4.32G 0.02386 0.01611 0.01301 93 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s] 7/499 4.32G 0.02386 0.01611 0.01301 93 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s] 7/499 4.32G 0.02385 0.01611 0.01334 54 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s] 7/499 4.32G 0.02385 0.01611 0.01334 54 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s] 7/499 4.32G 0.0238 0.01605 0.01336 63 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s] 7/499 4.32G 0.0238 0.01605 0.01336 63 640: 28%|##7 | 47/168 [00:08<00:22, 5.30it/s] 7/499 4.32G 0.02382 0.01602 0.01331 68 640: 28%|##7 | 47/168 [00:09<00:22, 5.30it/s] 7/499 4.32G 0.02382 0.01602 0.01331 68 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s] 7/499 4.32G 0.0238 0.01606 0.01333 80 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s] 7/499 4.32G 0.0238 0.01606 0.01333 80 640: 29%|##9 | 49/168 [00:09<00:22, 5.18it/s] 7/499 4.32G 0.0238 0.01602 0.01339 59 640: 29%|##9 | 49/168 [00:09<00:22, 5.18it/s] 7/499 4.32G 0.0238 0.01602 0.01339 59 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s] 7/499 4.32G 0.02383 0.01602 0.01344 61 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s] 7/499 4.32G 0.02383 0.01602 0.01344 61 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s] 7/499 4.32G 0.02386 0.01603 0.0134 63 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s] 7/499 4.32G 0.02386 0.01603 0.0134 63 640: 31%|### | 52/168 [00:09<00:22, 5.16it/s] 7/499 4.32G 0.02392 0.01603 0.01342 64 640: 31%|### | 52/168 [00:10<00:22, 5.16it/s] 7/499 4.32G 0.02392 0.01603 0.01342 64 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s] 7/499 4.32G 0.02389 0.01605 0.01343 71 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s] 7/499 4.32G 0.02389 0.01605 0.01343 71 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s] 7/499 4.32G 0.02387 0.01608 0.01336 71 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s] 7/499 4.32G 0.02387 0.01608 0.01336 71 640: 33%|###2 | 55/168 [00:10<00:22, 5.13it/s] 7/499 4.32G 0.02386 0.01604 0.01349 58 640: 33%|###2 | 55/168 [00:10<00:22, 5.13it/s] 7/499 4.32G 0.02386 0.01604 0.01349 58 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s] 7/499 4.32G 0.02388 0.01611 0.01348 81 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s] 7/499 4.32G 0.02388 0.01611 0.01348 81 640: 34%|###3 | 57/168 [00:10<00:20, 5.31it/s] 7/499 4.32G 0.02386 0.01607 0.01345 53 640: 34%|###3 | 57/168 [00:11<00:20, 5.31it/s] 7/499 4.32G 0.02386 0.01607 0.01345 53 640: 35%|###4 | 58/168 [00:11<00:21, 5.08it/s] 7/499 4.32G 0.02387 0.0161 0.01342 78 640: 35%|###4 | 58/168 [00:11<00:21, 5.08it/s] 7/499 4.32G 0.02387 0.0161 0.01342 78 640: 35%|###5 | 59/168 [00:11<00:21, 5.16it/s] 7/499 4.32G 0.02388 0.01611 0.01335 67 640: 35%|###5 | 59/168 [00:11<00:21, 5.16it/s] 7/499 4.32G 0.02388 0.01611 0.01335 67 640: 36%|###5 | 60/168 [00:11<00:20, 5.21it/s] 7/499 4.32G 0.02388 0.01615 0.01331 80 640: 36%|###5 | 60/168 [00:11<00:20, 5.21it/s] 7/499 4.32G 0.02388 0.01615 0.01331 80 640: 36%|###6 | 61/168 [00:11<00:20, 5.10it/s] 7/499 4.32G 0.02386 0.01615 0.01325 63 640: 36%|###6 | 61/168 [00:11<00:20, 5.10it/s] 7/499 4.32G 0.02386 0.01615 0.01325 63 640: 37%|###6 | 62/168 [00:11<00:20, 5.21it/s] 7/499 4.32G 0.02387 0.01618 0.01319 72 640: 37%|###6 | 62/168 [00:11<00:20, 5.21it/s] 7/499 4.32G 0.02387 0.01618 0.01319 72 640: 38%|###7 | 63/168 [00:11<00:19, 5.31it/s] 7/499 4.32G 0.02388 0.01614 0.01319 56 640: 38%|###7 | 63/168 [00:12<00:19, 5.31it/s] 7/499 4.32G 0.02388 0.01614 0.01319 56 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s] 7/499 4.32G 0.02389 0.01615 0.01318 71 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s] 7/499 4.32G 0.02389 0.01615 0.01318 71 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s] 7/499 4.32G 0.0239 0.01613 0.01315 67 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s] 7/499 4.32G 0.0239 0.01613 0.01315 67 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s] 7/499 4.32G 0.02388 0.01612 0.01314 70 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s] 7/499 4.32G 0.02388 0.01612 0.01314 70 640: 40%|###9 | 67/168 [00:12<00:19, 5.18it/s] 7/499 4.32G 0.02389 0.01613 0.0131 69 640: 40%|###9 | 67/168 [00:12<00:19, 5.18it/s] 7/499 4.32G 0.02389 0.01613 0.0131 69 640: 40%|#### | 68/168 [00:12<00:19, 5.25it/s] 7/499 4.32G 0.0239 0.01613 0.01306 67 640: 40%|#### | 68/168 [00:13<00:19, 5.25it/s] 7/499 4.32G 0.0239 0.01613 0.01306 67 640: 41%|####1 | 69/168 [00:13<00:18, 5.30it/s] 7/499 4.32G 0.0239 0.01613 0.01306 72 640: 41%|####1 | 69/168 [00:13<00:18, 5.30it/s] 7/499 4.32G 0.0239 0.01613 0.01306 72 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s] 7/499 4.32G 0.02387 0.01616 0.013 75 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s] 7/499 4.32G 0.02387 0.01616 0.013 75 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s] 7/499 4.32G 0.02387 0.01615 0.01301 68 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s] 7/499 4.32G 0.02387 0.01615 0.01301 68 640: 43%|####2 | 72/168 [00:13<00:18, 5.33it/s] 7/499 4.32G 0.02385 0.01613 0.01307 61 640: 43%|####2 | 72/168 [00:13<00:18, 5.33it/s] 7/499 4.32G 0.02385 0.01613 0.01307 61 640: 43%|####3 | 73/168 [00:13<00:18, 5.17it/s] 7/499 4.32G 0.02381 0.01611 0.013 60 640: 43%|####3 | 73/168 [00:14<00:18, 5.17it/s] 7/499 4.32G 0.02381 0.01611 0.013 60 640: 44%|####4 | 74/168 [00:14<00:17, 5.25it/s] 7/499 4.32G 0.02381 0.01614 0.01301 74 640: 44%|####4 | 74/168 [00:14<00:17, 5.25it/s] 7/499 4.32G 0.02381 0.01614 0.01301 74 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s] 7/499 4.32G 0.02381 0.01612 0.01299 65 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s] 7/499 4.32G 0.02381 0.01612 0.01299 65 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s] 7/499 4.32G 0.02376 0.01611 0.01292 71 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s] 7/499 4.32G 0.02376 0.01611 0.01292 71 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s] 7/499 4.32G 0.02376 0.01609 0.01289 61 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s] 7/499 4.32G 0.02376 0.01609 0.01289 61 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s] 7/499 4.32G 0.02374 0.01611 0.01289 78 640: 46%|####6 | 78/168 [00:15<00:16, 5.34it/s] 7/499 4.32G 0.02374 0.01611 0.01289 78 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s] 7/499 4.32G 0.02373 0.0161 0.0129 65 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s] 7/499 4.32G 0.02373 0.0161 0.0129 65 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s] 7/499 4.32G 0.02371 0.01605 0.01295 56 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s] 7/499 4.32G 0.02371 0.01605 0.01295 56 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s] 7/499 4.32G 0.0237 0.01607 0.01294 76 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s] 7/499 4.32G 0.0237 0.01607 0.01294 76 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s] 7/499 4.32G 0.02368 0.01605 0.01294 62 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s] 7/499 4.32G 0.02368 0.01605 0.01294 62 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s] 7/499 4.32G 0.02364 0.01603 0.01297 70 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s] 7/499 4.32G 0.02364 0.01603 0.01297 70 640: 50%|##### | 84/168 [00:15<00:15, 5.33it/s] 7/499 4.32G 0.02361 0.01605 0.01297 77 640: 50%|##### | 84/168 [00:16<00:15, 5.33it/s] 7/499 4.32G 0.02361 0.01605 0.01297 77 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s] 7/499 4.32G 0.02361 0.01605 0.01302 67 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s] 7/499 4.32G 0.02361 0.01605 0.01302 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s] 7/499 4.32G 0.02362 0.01609 0.01306 71 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s] 7/499 4.32G 0.02362 0.01609 0.01306 71 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s] 7/499 4.32G 0.02358 0.01608 0.01298 74 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s] 7/499 4.32G 0.02358 0.01608 0.01298 74 640: 52%|#####2 | 88/168 [00:16<00:15, 5.22it/s] 7/499 4.32G 0.02362 0.01608 0.01302 58 640: 52%|#####2 | 88/168 [00:16<00:15, 5.22it/s] 7/499 4.32G 0.02362 0.01608 0.01302 58 640: 53%|#####2 | 89/168 [00:16<00:14, 5.29it/s] 7/499 4.32G 0.02362 0.01608 0.01307 68 640: 53%|#####2 | 89/168 [00:17<00:14, 5.29it/s] 7/499 4.32G 0.02362 0.01608 0.01307 68 640: 54%|#####3 | 90/168 [00:17<00:14, 5.31it/s] 7/499 4.32G 0.02361 0.01607 0.01304 63 640: 54%|#####3 | 90/168 [00:17<00:14, 5.31it/s] 7/499 4.32G 0.02361 0.01607 0.01304 63 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s] 7/499 4.32G 0.02359 0.01607 0.01302 72 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s] 7/499 4.32G 0.02359 0.01607 0.01302 72 640: 55%|#####4 | 92/168 [00:17<00:14, 5.25it/s] 7/499 4.32G 0.02354 0.01603 0.01303 61 640: 55%|#####4 | 92/168 [00:17<00:14, 5.25it/s] 7/499 4.32G 0.02354 0.01603 0.01303 61 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s] 7/499 4.32G 0.02352 0.01601 0.01306 66 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s] 7/499 4.32G 0.02352 0.01601 0.01306 66 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s] 7/499 4.32G 0.02353 0.01599 0.01304 57 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s] 7/499 4.32G 0.02353 0.01599 0.01304 57 640: 57%|#####6 | 95/168 [00:18<00:13, 5.28it/s] 7/499 4.32G 0.02355 0.016 0.01304 69 640: 57%|#####6 | 95/168 [00:18<00:13, 5.28it/s] 7/499 4.32G 0.02355 0.016 0.01304 69 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s] 7/499 4.32G 0.02354 0.01598 0.01308 63 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s] 7/499 4.32G 0.02354 0.01598 0.01308 63 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s] 7/499 4.32G 0.02355 0.01597 0.01309 67 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s] 7/499 4.32G 0.02355 0.01597 0.01309 67 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s] 7/499 4.32G 0.02352 0.01596 0.01306 65 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s] 7/499 4.32G 0.02352 0.01596 0.01306 65 640: 59%|#####8 | 99/168 [00:18<00:12, 5.36it/s] 7/499 4.32G 0.02351 0.01598 0.01303 73 640: 59%|#####8 | 99/168 [00:19<00:12, 5.36it/s] 7/499 4.32G 0.02351 0.01598 0.01303 73 640: 60%|#####9 | 100/168 [00:19<00:13, 5.21it/s] 7/499 4.32G 0.02348 0.01597 0.01303 65 640: 60%|#####9 | 100/168 [00:19<00:13, 5.21it/s] 7/499 4.32G 0.02348 0.01597 0.01303 65 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s] 7/499 4.32G 0.02349 0.01597 0.01303 67 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s] 7/499 4.32G 0.02349 0.01597 0.01303 67 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s] 7/499 4.32G 0.02349 0.01596 0.01299 61 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s] 7/499 4.32G 0.02349 0.01596 0.01299 61 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s] 7/499 4.32G 0.02352 0.01595 0.01302 54 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s] 7/499 4.32G 0.02352 0.01595 0.01302 54 640: 62%|######1 | 104/168 [00:19<00:12, 5.31it/s] 7/499 4.32G 0.0235 0.01593 0.01303 56 640: 62%|######1 | 104/168 [00:19<00:12, 5.31it/s] 7/499 4.32G 0.0235 0.01593 0.01303 56 640: 62%|######2 | 105/168 [00:19<00:11, 5.35it/s] 7/499 4.32G 0.02346 0.01591 0.01301 55 640: 62%|######2 | 105/168 [00:20<00:11, 5.35it/s] 7/499 4.32G 0.02346 0.01591 0.01301 55 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s] 7/499 4.32G 0.02344 0.0159 0.01298 70 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s] 7/499 4.32G 0.02344 0.0159 0.01298 70 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s] 7/499 4.32G 0.02342 0.01588 0.01294 65 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s] 7/499 4.32G 0.02342 0.01588 0.01294 65 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s] 7/499 4.32G 0.02341 0.01588 0.01293 73 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s] 7/499 4.32G 0.02341 0.01588 0.01293 73 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s] 7/499 4.32G 0.02341 0.01587 0.01288 63 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s] 7/499 4.32G 0.02341 0.01587 0.01288 63 640: 65%|######5 | 110/168 [00:20<00:10, 5.28it/s] 7/499 4.32G 0.0234 0.0159 0.01289 81 640: 65%|######5 | 110/168 [00:21<00:10, 5.28it/s] 7/499 4.32G 0.0234 0.0159 0.01289 81 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s] 7/499 4.32G 0.0234 0.0159 0.01289 61 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s] 7/499 4.32G 0.0234 0.0159 0.01289 61 640: 67%|######6 | 112/168 [00:21<00:10, 5.20it/s] 7/499 4.32G 0.0234 0.01591 0.01288 72 640: 67%|######6 | 112/168 [00:21<00:10, 5.20it/s] 7/499 4.32G 0.0234 0.01591 0.01288 72 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s] 7/499 4.32G 0.02338 0.01591 0.01289 75 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s] 7/499 4.32G 0.02338 0.01591 0.01289 75 640: 68%|######7 | 114/168 [00:21<00:10, 5.31it/s] 7/499 4.32G 0.02336 0.01592 0.01286 78 640: 68%|######7 | 114/168 [00:21<00:10, 5.31it/s] 7/499 4.32G 0.02336 0.01592 0.01286 78 640: 68%|######8 | 115/168 [00:21<00:10, 5.17it/s] 7/499 4.32G 0.02335 0.01594 0.01286 75 640: 68%|######8 | 115/168 [00:22<00:10, 5.17it/s] 7/499 4.32G 0.02335 0.01594 0.01286 75 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s] 7/499 4.32G 0.02335 0.01595 0.01285 64 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s] 7/499 4.32G 0.02335 0.01595 0.01285 64 640: 70%|######9 | 117/168 [00:22<00:09, 5.31it/s] 7/499 4.32G 0.02332 0.01591 0.01282 52 640: 70%|######9 | 117/168 [00:22<00:09, 5.31it/s] 7/499 4.32G 0.02332 0.01591 0.01282 52 640: 70%|####### | 118/168 [00:22<00:09, 5.13it/s] 7/499 4.32G 0.02333 0.01591 0.01284 64 640: 70%|####### | 118/168 [00:22<00:09, 5.13it/s] 7/499 4.32G 0.02333 0.01591 0.01284 64 640: 71%|####### | 119/168 [00:22<00:09, 5.23it/s] 7/499 4.32G 0.02333 0.01592 0.01287 70 640: 71%|####### | 119/168 [00:22<00:09, 5.23it/s] 7/499 4.32G 0.02333 0.01592 0.01287 70 640: 71%|#######1 | 120/168 [00:22<00:09, 5.30it/s] 7/499 4.32G 0.02331 0.01592 0.01283 76 640: 71%|#######1 | 120/168 [00:23<00:09, 5.30it/s] 7/499 4.32G 0.02331 0.01592 0.01283 76 640: 72%|#######2 | 121/168 [00:23<00:09, 5.15it/s] 7/499 4.32G 0.02331 0.0159 0.01284 63 640: 72%|#######2 | 121/168 [00:23<00:09, 5.15it/s] 7/499 4.32G 0.02331 0.0159 0.01284 63 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s] 7/499 4.32G 0.02331 0.01591 0.01284 68 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s] 7/499 4.32G 0.02331 0.01591 0.01284 68 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 7/499 4.32G 0.02332 0.01589 0.01282 54 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 7/499 4.32G 0.02332 0.01589 0.01282 54 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s] 7/499 4.32G 0.02331 0.0159 0.01281 74 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s] 7/499 4.32G 0.02331 0.0159 0.01281 74 640: 74%|#######4 | 125/168 [00:23<00:08, 5.24it/s] 7/499 4.32G 0.02329 0.0159 0.01279 75 640: 74%|#######4 | 125/168 [00:23<00:08, 5.24it/s] 7/499 4.32G 0.02329 0.0159 0.01279 75 640: 75%|#######5 | 126/168 [00:23<00:07, 5.33it/s] 7/499 4.32G 0.02327 0.01592 0.0128 80 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s] 7/499 4.32G 0.02327 0.01592 0.0128 80 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s] 7/499 4.32G 0.02326 0.01593 0.0128 74 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s] 7/499 4.32G 0.02326 0.01593 0.0128 74 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s] 7/499 4.32G 0.02327 0.01591 0.01283 58 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s] 7/499 4.32G 0.02327 0.01591 0.01283 58 640: 77%|#######6 | 129/168 [00:24<00:07, 5.33it/s] 7/499 4.32G 0.02327 0.01592 0.01284 67 640: 77%|#######6 | 129/168 [00:24<00:07, 5.33it/s] 7/499 4.32G 0.02327 0.01592 0.01284 67 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s] 7/499 4.32G 0.02325 0.01592 0.01287 63 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s] 7/499 4.32G 0.02325 0.01592 0.01287 63 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s] 7/499 4.32G 0.02324 0.01593 0.01287 76 640: 78%|#######7 | 131/168 [00:25<00:06, 5.31it/s] 7/499 4.32G 0.02324 0.01593 0.01287 76 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s] 7/499 4.32G 0.02324 0.01591 0.01291 51 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s] 7/499 4.32G 0.02324 0.01591 0.01291 51 640: 79%|#######9 | 133/168 [00:25<00:06, 5.23it/s] 7/499 4.32G 0.02325 0.01591 0.01292 77 640: 79%|#######9 | 133/168 [00:25<00:06, 5.23it/s] 7/499 4.32G 0.02325 0.01591 0.01292 77 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s] 7/499 4.32G 0.02325 0.01592 0.01292 62 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s] 7/499 4.32G 0.02325 0.01592 0.01292 62 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s] 7/499 4.32G 0.02325 0.0159 0.01289 64 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s] 7/499 4.32G 0.02325 0.0159 0.01289 64 640: 81%|######## | 136/168 [00:25<00:06, 5.22it/s] 7/499 4.32G 0.02323 0.01589 0.01286 75 640: 81%|######## | 136/168 [00:26<00:06, 5.22it/s] 7/499 4.32G 0.02323 0.01589 0.01286 75 640: 82%|########1 | 137/168 [00:26<00:05, 5.27it/s] 7/499 4.32G 0.02324 0.01591 0.01287 70 640: 82%|########1 | 137/168 [00:26<00:05, 5.27it/s] 7/499 4.32G 0.02324 0.01591 0.01287 70 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s] 7/499 4.32G 0.02325 0.01592 0.01289 70 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s] 7/499 4.32G 0.02325 0.01592 0.01289 70 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s] 7/499 4.32G 0.02325 0.01592 0.01287 66 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s] 7/499 4.32G 0.02325 0.01592 0.01287 66 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s] 7/499 4.32G 0.02327 0.01592 0.01289 67 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s] 7/499 4.32G 0.02327 0.01592 0.01289 67 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s] 7/499 4.32G 0.02327 0.01592 0.01286 67 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s] 7/499 4.32G 0.02327 0.01592 0.01286 67 640: 85%|########4 | 142/168 [00:26<00:05, 5.19it/s] 7/499 4.32G 0.02329 0.01596 0.01286 81 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s] 7/499 4.32G 0.02329 0.01596 0.01286 81 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s] 7/499 4.32G 0.02328 0.01594 0.01285 65 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s] 7/499 4.32G 0.02328 0.01594 0.01285 65 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s] 7/499 4.32G 0.02327 0.01591 0.0128 51 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s] 7/499 4.32G 0.02327 0.01591 0.0128 51 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s] 7/499 4.32G 0.02326 0.0159 0.01277 67 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s] 7/499 4.32G 0.02326 0.0159 0.01277 67 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s] 7/499 4.32G 0.02325 0.01591 0.01276 72 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s] 7/499 4.32G 0.02325 0.01591 0.01276 72 640: 88%|########7 | 147/168 [00:27<00:03, 5.36it/s] 7/499 4.32G 0.02324 0.01592 0.01277 77 640: 88%|########7 | 147/168 [00:28<00:03, 5.36it/s] 7/499 4.32G 0.02324 0.01592 0.01277 77 640: 88%|########8 | 148/168 [00:28<00:03, 5.17it/s] 7/499 4.32G 0.02325 0.01592 0.01274 63 640: 88%|########8 | 148/168 [00:28<00:03, 5.17it/s] 7/499 4.32G 0.02325 0.01592 0.01274 63 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s] 7/499 4.32G 0.02327 0.0159 0.01279 60 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s] 7/499 4.32G 0.02327 0.0159 0.01279 60 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s] 7/499 4.32G 0.02328 0.0159 0.01282 76 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s] 7/499 4.32G 0.02328 0.0159 0.01282 76 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s] 7/499 4.32G 0.02329 0.01592 0.01285 82 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s] 7/499 4.32G 0.02329 0.01592 0.01285 82 640: 90%|######### | 152/168 [00:28<00:03, 5.27it/s] 7/499 4.32G 0.02328 0.01592 0.01283 68 640: 90%|######### | 152/168 [00:29<00:03, 5.27it/s] 7/499 4.32G 0.02328 0.01592 0.01283 68 640: 91%|#########1| 153/168 [00:29<00:02, 5.35it/s] 7/499 4.32G 0.02326 0.01591 0.01282 60 640: 91%|#########1| 153/168 [00:29<00:02, 5.35it/s] 7/499 4.32G 0.02326 0.01591 0.01282 60 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s] 7/499 4.32G 0.02329 0.01593 0.01283 71 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s] 7/499 4.32G 0.02329 0.01593 0.01283 71 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s] 7/499 4.32G 0.02329 0.01592 0.01283 61 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s] 7/499 4.32G 0.02329 0.01592 0.01283 61 640: 93%|#########2| 156/168 [00:29<00:02, 5.33it/s] 7/499 4.32G 0.0233 0.0159 0.01281 65 640: 93%|#########2| 156/168 [00:29<00:02, 5.33it/s] 7/499 4.32G 0.0233 0.0159 0.01281 65 640: 93%|#########3| 157/168 [00:29<00:02, 5.19it/s] 7/499 4.32G 0.02332 0.01591 0.01284 70 640: 93%|#########3| 157/168 [00:30<00:02, 5.19it/s] 7/499 4.32G 0.02332 0.01591 0.01284 70 640: 94%|#########4| 158/168 [00:30<00:01, 5.27it/s] 7/499 4.32G 0.02333 0.0159 0.01283 62 640: 94%|#########4| 158/168 [00:30<00:01, 5.27it/s] 7/499 4.32G 0.02333 0.0159 0.01283 62 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s] 7/499 4.32G 0.02334 0.0159 0.01286 70 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s] 7/499 4.32G 0.02334 0.0159 0.01286 70 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s] 7/499 4.32G 0.02334 0.01589 0.01286 58 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s] 7/499 4.32G 0.02334 0.01589 0.01286 58 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s] 7/499 4.32G 0.02334 0.01589 0.01286 68 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s] 7/499 4.32G 0.02334 0.01589 0.01286 68 640: 96%|#########6| 162/168 [00:30<00:01, 5.31it/s] 7/499 4.32G 0.02333 0.01587 0.01285 57 640: 96%|#########6| 162/168 [00:30<00:01, 5.31it/s] 7/499 4.32G 0.02333 0.01587 0.01285 57 640: 97%|#########7| 163/168 [00:30<00:00, 5.17it/s] 7/499 4.32G 0.02335 0.01587 0.01287 65 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s] 7/499 4.32G 0.02335 0.01587 0.01287 65 640: 98%|#########7| 164/168 [00:31<00:00, 5.24it/s] 7/499 4.32G 0.02335 0.01589 0.01285 80 640: 98%|#########7| 164/168 [00:31<00:00, 5.24it/s] 7/499 4.32G 0.02335 0.01589 0.01285 80 640: 98%|#########8| 165/168 [00:31<00:00, 5.29it/s] 7/499 4.32G 0.02335 0.01587 0.01283 63 640: 98%|#########8| 165/168 [00:31<00:00, 5.29it/s] 7/499 4.32G 0.02335 0.01587 0.01283 63 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s] 7/499 4.32G 0.02335 0.01588 0.01285 65 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s] 7/499 4.32G 0.02335 0.01588 0.01285 65 640: 99%|#########9| 167/168 [00:31<00:00, 5.25it/s] 7/499 4.32G 0.02335 0.01588 0.01282 31 640: 99%|#########9| 167/168 [00:31<00:00, 5.25it/s] 7/499 4.32G 0.02335 0.01588 0.01282 31 640: 100%|##########| 168/168 [00:31<00:00, 5.41it/s] 7/499 4.32G 0.02335 0.01588 0.01282 31 640: 100%|##########| 168/168 [00:31<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.01it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.01it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.02it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.59it/s] all 132 263 0.754 0.82 0.844 0.612 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 8/499 4.32G 0.02187 0.01649 0.01108 71 640: 0%| | 0/168 [00:00<?, ?it/s] 8/499 4.32G 0.02187 0.01649 0.01108 71 640: 1%| | 1/168 [00:00<00:33, 4.95it/s] 8/499 4.32G 0.022 0.01472 0.01228 58 640: 1%| | 1/168 [00:00<00:33, 4.95it/s] 8/499 4.32G 0.022 0.01472 0.01228 58 640: 1%|1 | 2/168 [00:00<00:31, 5.25it/s] 8/499 4.32G 0.02277 0.01684 0.01206 85 640: 1%|1 | 2/168 [00:00<00:31, 5.25it/s] 8/499 4.32G 0.02277 0.01684 0.01206 85 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s] 8/499 4.32G 0.02363 0.01681 0.01152 68 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s] 8/499 4.32G 0.02363 0.01681 0.01152 68 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s] 8/499 4.32G 0.02346 0.01677 0.01166 70 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s] 8/499 4.32G 0.02346 0.01677 0.01166 70 640: 3%|2 | 5/168 [00:00<00:30, 5.29it/s] 8/499 4.32G 0.02366 0.01687 0.0116 75 640: 3%|2 | 5/168 [00:01<00:30, 5.29it/s] 8/499 4.32G 0.02366 0.01687 0.0116 75 640: 4%|3 | 6/168 [00:01<00:30, 5.37it/s] 8/499 4.32G 0.02407 0.01654 0.01161 56 640: 4%|3 | 6/168 [00:01<00:30, 5.37it/s] 8/499 4.32G 0.02407 0.01654 0.01161 56 640: 4%|4 | 7/168 [00:01<00:30, 5.24it/s] 8/499 4.32G 0.02369 0.01623 0.01188 70 640: 4%|4 | 7/168 [00:01<00:30, 5.24it/s] 8/499 4.32G 0.02369 0.01623 0.01188 70 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s] 8/499 4.32G 0.02372 0.016 0.01234 64 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s] 8/499 4.32G 0.02372 0.016 0.01234 64 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s] 8/499 4.32G 0.02368 0.01561 0.01265 60 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s] 8/499 4.32G 0.02368 0.01561 0.01265 60 640: 6%|5 | 10/168 [00:01<00:30, 5.16it/s] 8/499 4.32G 0.02362 0.01539 0.01278 51 640: 6%|5 | 10/168 [00:02<00:30, 5.16it/s] 8/499 4.32G 0.02362 0.01539 0.01278 51 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s] 8/499 4.32G 0.02353 0.01511 0.01266 52 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s] 8/499 4.32G 0.02353 0.01511 0.01266 52 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s] 8/499 4.32G 0.02358 0.01529 0.01269 70 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s] 8/499 4.32G 0.02358 0.01529 0.01269 70 640: 8%|7 | 13/168 [00:02<00:29, 5.23it/s] 8/499 4.32G 0.02361 0.01545 0.01295 72 640: 8%|7 | 13/168 [00:02<00:29, 5.23it/s] 8/499 4.32G 0.02361 0.01545 0.01295 72 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s] 8/499 4.32G 0.02373 0.01538 0.0129 66 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s] 8/499 4.32G 0.02373 0.01538 0.0129 66 640: 9%|8 | 15/168 [00:02<00:28, 5.38it/s] 8/499 4.32G 0.02363 0.01552 0.01285 87 640: 9%|8 | 15/168 [00:03<00:28, 5.38it/s] 8/499 4.32G 0.02363 0.01552 0.01285 87 640: 10%|9 | 16/168 [00:03<00:28, 5.24it/s] 8/499 4.32G 0.02367 0.01549 0.01284 67 640: 10%|9 | 16/168 [00:03<00:28, 5.24it/s] 8/499 4.32G 0.02367 0.01549 0.01284 67 640: 10%|# | 17/168 [00:03<00:28, 5.34it/s] 8/499 4.32G 0.0237 0.01573 0.01281 80 640: 10%|# | 17/168 [00:03<00:28, 5.34it/s] 8/499 4.32G 0.0237 0.01573 0.01281 80 640: 11%|# | 18/168 [00:03<00:27, 5.41it/s] 8/499 4.32G 0.02362 0.01586 0.0126 77 640: 11%|# | 18/168 [00:03<00:27, 5.41it/s] 8/499 4.32G 0.02362 0.01586 0.0126 77 640: 11%|#1 | 19/168 [00:03<00:28, 5.25it/s] 8/499 4.32G 0.02358 0.01584 0.0124 71 640: 11%|#1 | 19/168 [00:03<00:28, 5.25it/s] 8/499 4.32G 0.02358 0.01584 0.0124 71 640: 12%|#1 | 20/168 [00:03<00:27, 5.35it/s] 8/499 4.32G 0.02361 0.0159 0.01238 70 640: 12%|#1 | 20/168 [00:03<00:27, 5.35it/s] 8/499 4.32G 0.02361 0.0159 0.01238 70 640: 12%|#2 | 21/168 [00:03<00:27, 5.41it/s] 8/499 4.32G 0.02364 0.01594 0.01259 62 640: 12%|#2 | 21/168 [00:04<00:27, 5.41it/s] 8/499 4.32G 0.02364 0.01594 0.01259 62 640: 13%|#3 | 22/168 [00:04<00:27, 5.27it/s] 8/499 4.32G 0.02357 0.01593 0.01251 65 640: 13%|#3 | 22/168 [00:04<00:27, 5.27it/s] 8/499 4.32G 0.02357 0.01593 0.01251 65 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s] 8/499 4.32G 0.02358 0.01607 0.0126 76 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s] 8/499 4.32G 0.02358 0.01607 0.0126 76 640: 14%|#4 | 24/168 [00:04<00:26, 5.38it/s] 8/499 4.32G 0.02349 0.016 0.01243 65 640: 14%|#4 | 24/168 [00:04<00:26, 5.38it/s] 8/499 4.32G 0.02349 0.016 0.01243 65 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s] 8/499 4.32G 0.02348 0.01606 0.01232 84 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s] 8/499 4.32G 0.02348 0.01606 0.01232 84 640: 15%|#5 | 26/168 [00:04<00:26, 5.29it/s] 8/499 4.32G 0.02346 0.01595 0.01261 56 640: 15%|#5 | 26/168 [00:05<00:26, 5.29it/s] 8/499 4.32G 0.02346 0.01595 0.01261 56 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s] 8/499 4.32G 0.02336 0.01589 0.01262 71 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s] 8/499 4.32G 0.02336 0.01589 0.01262 71 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s] 8/499 4.32G 0.02324 0.01597 0.01269 82 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s] 8/499 4.32G 0.02324 0.01597 0.01269 82 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s] 8/499 4.32G 0.02327 0.016 0.01269 73 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s] 8/499 4.32G 0.02327 0.016 0.01269 73 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s] 8/499 4.32G 0.02334 0.01601 0.01285 72 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s] 8/499 4.32G 0.02334 0.01601 0.01285 72 640: 18%|#8 | 31/168 [00:05<00:26, 5.22it/s] 8/499 4.32G 0.02341 0.0161 0.01286 77 640: 18%|#8 | 31/168 [00:06<00:26, 5.22it/s] 8/499 4.32G 0.02341 0.0161 0.01286 77 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s] 8/499 4.32G 0.02333 0.01608 0.0127 70 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s] 8/499 4.32G 0.02333 0.01608 0.0127 70 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s] 8/499 4.32G 0.02331 0.01607 0.01273 66 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s] 8/499 4.32G 0.02331 0.01607 0.01273 66 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s] 8/499 4.32G 0.02329 0.01612 0.01265 75 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s] 8/499 4.32G 0.02329 0.01612 0.01265 75 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s] 8/499 4.32G 0.02326 0.01604 0.01258 64 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s] 8/499 4.32G 0.02326 0.01604 0.01258 64 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s] 8/499 4.32G 0.02332 0.01604 0.01259 65 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s] 8/499 4.32G 0.02332 0.01604 0.01259 65 640: 22%|##2 | 37/168 [00:06<00:25, 5.19it/s] 8/499 4.32G 0.02333 0.01602 0.01263 70 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s] 8/499 4.32G 0.02333 0.01602 0.01263 70 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s] 8/499 4.32G 0.02329 0.016 0.01261 69 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s] 8/499 4.32G 0.02329 0.016 0.01261 69 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s] 8/499 4.32G 0.02335 0.01599 0.01263 62 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s] 8/499 4.32G 0.02335 0.01599 0.01263 62 640: 24%|##3 | 40/168 [00:07<00:24, 5.18it/s] 8/499 4.32G 0.02332 0.01596 0.01268 64 640: 24%|##3 | 40/168 [00:07<00:24, 5.18it/s] 8/499 4.32G 0.02332 0.01596 0.01268 64 640: 24%|##4 | 41/168 [00:07<00:24, 5.26it/s] 8/499 4.32G 0.02339 0.01591 0.01268 57 640: 24%|##4 | 41/168 [00:07<00:24, 5.26it/s] 8/499 4.32G 0.02339 0.01591 0.01268 57 640: 25%|##5 | 42/168 [00:07<00:23, 5.33it/s] 8/499 4.32G 0.02333 0.01591 0.01255 75 640: 25%|##5 | 42/168 [00:08<00:23, 5.33it/s] 8/499 4.32G 0.02333 0.01591 0.01255 75 640: 26%|##5 | 43/168 [00:08<00:24, 5.21it/s] 8/499 4.32G 0.02333 0.01592 0.01251 83 640: 26%|##5 | 43/168 [00:08<00:24, 5.21it/s] 8/499 4.32G 0.02333 0.01592 0.01251 83 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s] 8/499 4.32G 0.02326 0.01588 0.01241 58 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s] 8/499 4.32G 0.02326 0.01588 0.01241 58 640: 27%|##6 | 45/168 [00:08<00:22, 5.37it/s] 8/499 4.32G 0.02325 0.01587 0.01234 68 640: 27%|##6 | 45/168 [00:08<00:22, 5.37it/s] 8/499 4.32G 0.02325 0.01587 0.01234 68 640: 27%|##7 | 46/168 [00:08<00:23, 5.14it/s] 8/499 4.32G 0.02331 0.01586 0.01235 59 640: 27%|##7 | 46/168 [00:08<00:23, 5.14it/s] 8/499 4.32G 0.02331 0.01586 0.01235 59 640: 28%|##7 | 47/168 [00:08<00:23, 5.23it/s] 8/499 4.32G 0.02329 0.01582 0.01222 56 640: 28%|##7 | 47/168 [00:09<00:23, 5.23it/s] 8/499 4.32G 0.02329 0.01582 0.01222 56 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s] 8/499 4.32G 0.02326 0.01579 0.01222 66 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s] 8/499 4.32G 0.02326 0.01579 0.01222 66 640: 29%|##9 | 49/168 [00:09<00:22, 5.18it/s] 8/499 4.32G 0.02322 0.01578 0.01229 73 640: 29%|##9 | 49/168 [00:09<00:22, 5.18it/s] 8/499 4.32G 0.02322 0.01578 0.01229 73 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s] 8/499 4.32G 0.0232 0.01572 0.01228 54 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s] 8/499 4.32G 0.0232 0.01572 0.01228 54 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s] 8/499 4.32G 0.0231 0.01564 0.01226 56 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s] 8/499 4.32G 0.0231 0.01564 0.01226 56 640: 31%|### | 52/168 [00:09<00:22, 5.19it/s] 8/499 4.32G 0.0231 0.01562 0.01228 61 640: 31%|### | 52/168 [00:10<00:22, 5.19it/s] 8/499 4.32G 0.0231 0.01562 0.01228 61 640: 32%|###1 | 53/168 [00:10<00:21, 5.27it/s] 8/499 4.32G 0.02307 0.01553 0.0122 53 640: 32%|###1 | 53/168 [00:10<00:21, 5.27it/s] 8/499 4.32G 0.02307 0.01553 0.0122 53 640: 32%|###2 | 54/168 [00:10<00:21, 5.36it/s] 8/499 4.32G 0.02301 0.01549 0.01235 64 640: 32%|###2 | 54/168 [00:10<00:21, 5.36it/s] 8/499 4.32G 0.02301 0.01549 0.01235 64 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s] 8/499 4.32G 0.02299 0.0155 0.0123 73 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s] 8/499 4.32G 0.02299 0.0155 0.0123 73 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s] 8/499 4.32G 0.02299 0.01552 0.0123 72 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s] 8/499 4.32G 0.02299 0.01552 0.0123 72 640: 34%|###3 | 57/168 [00:10<00:20, 5.37it/s] 8/499 4.32G 0.02295 0.01549 0.01225 65 640: 34%|###3 | 57/168 [00:10<00:20, 5.37it/s] 8/499 4.32G 0.02295 0.01549 0.01225 65 640: 35%|###4 | 58/168 [00:10<00:21, 5.15it/s] 8/499 4.32G 0.02292 0.01549 0.01223 70 640: 35%|###4 | 58/168 [00:11<00:21, 5.15it/s] 8/499 4.32G 0.02292 0.01549 0.01223 70 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s] 8/499 4.32G 0.0229 0.01556 0.01226 76 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s] 8/499 4.32G 0.0229 0.01556 0.01226 76 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s] 8/499 4.32G 0.02289 0.01559 0.01225 67 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s] 8/499 4.32G 0.02289 0.01559 0.01225 67 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s] 8/499 4.32G 0.02285 0.01554 0.01219 57 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s] 8/499 4.32G 0.02285 0.01554 0.01219 57 640: 37%|###6 | 62/168 [00:11<00:20, 5.30it/s] 8/499 4.32G 0.02281 0.01551 0.01209 61 640: 37%|###6 | 62/168 [00:11<00:20, 5.30it/s] 8/499 4.32G 0.02281 0.01551 0.01209 61 640: 38%|###7 | 63/168 [00:11<00:19, 5.32it/s] 8/499 4.32G 0.02282 0.01548 0.01207 62 640: 38%|###7 | 63/168 [00:12<00:19, 5.32it/s] 8/499 4.32G 0.02282 0.01548 0.01207 62 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s] 8/499 4.32G 0.02275 0.01544 0.01212 68 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s] 8/499 4.32G 0.02275 0.01544 0.01212 68 640: 39%|###8 | 65/168 [00:12<00:19, 5.23it/s] 8/499 4.32G 0.02276 0.01541 0.01214 51 640: 39%|###8 | 65/168 [00:12<00:19, 5.23it/s] 8/499 4.32G 0.02276 0.01541 0.01214 51 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s] 8/499 4.32G 0.02272 0.01539 0.01215 63 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s] 8/499 4.32G 0.02272 0.01539 0.01215 63 640: 40%|###9 | 67/168 [00:12<00:19, 5.14it/s] 8/499 4.32G 0.02273 0.01533 0.01215 54 640: 40%|###9 | 67/168 [00:12<00:19, 5.14it/s] 8/499 4.32G 0.02273 0.01533 0.01215 54 640: 40%|#### | 68/168 [00:12<00:19, 5.21it/s] 8/499 4.32G 0.02273 0.01534 0.01214 70 640: 40%|#### | 68/168 [00:13<00:19, 5.21it/s] 8/499 4.32G 0.02273 0.01534 0.01214 70 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s] 8/499 4.32G 0.02275 0.01536 0.01212 73 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s] 8/499 4.32G 0.02275 0.01536 0.01212 73 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s] 8/499 4.32G 0.02272 0.01537 0.0121 69 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s] 8/499 4.32G 0.02272 0.01537 0.0121 69 640: 42%|####2 | 71/168 [00:13<00:18, 5.24it/s] 8/499 4.32G 0.02271 0.0154 0.01218 74 640: 42%|####2 | 71/168 [00:13<00:18, 5.24it/s] 8/499 4.32G 0.02271 0.0154 0.01218 74 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s] 8/499 4.32G 0.02268 0.01537 0.01213 57 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s] 8/499 4.32G 0.02268 0.01537 0.01213 57 640: 43%|####3 | 73/168 [00:13<00:18, 5.18it/s] 8/499 4.32G 0.02267 0.01537 0.01213 80 640: 43%|####3 | 73/168 [00:14<00:18, 5.18it/s] 8/499 4.32G 0.02267 0.01537 0.01213 80 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s] 8/499 4.32G 0.0227 0.0154 0.01208 74 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s] 8/499 4.32G 0.0227 0.0154 0.01208 74 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s] 8/499 4.32G 0.0227 0.01536 0.012 55 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s] 8/499 4.32G 0.0227 0.01536 0.012 55 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s] 8/499 4.32G 0.02268 0.01532 0.01196 61 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s] 8/499 4.32G 0.02268 0.01532 0.01196 61 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s] 8/499 4.32G 0.02263 0.01535 0.0119 84 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s] 8/499 4.32G 0.02263 0.01535 0.0119 84 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s] 8/499 4.32G 0.02263 0.01536 0.01188 67 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s] 8/499 4.32G 0.02263 0.01536 0.01188 67 640: 47%|####7 | 79/168 [00:14<00:17, 5.20it/s] 8/499 4.32G 0.02261 0.01536 0.01189 70 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s] 8/499 4.32G 0.02261 0.01536 0.01189 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s] 8/499 4.32G 0.0226 0.01537 0.01191 71 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s] 8/499 4.32G 0.0226 0.01537 0.01191 71 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s] 8/499 4.32G 0.02261 0.01537 0.01189 65 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s] 8/499 4.32G 0.02261 0.01537 0.01189 65 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s] 8/499 4.32G 0.02259 0.01537 0.01194 72 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s] 8/499 4.32G 0.02259 0.01537 0.01194 72 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s] 8/499 4.32G 0.02258 0.01535 0.01192 63 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s] 8/499 4.32G 0.02258 0.01535 0.01192 63 640: 50%|##### | 84/168 [00:15<00:15, 5.28it/s] 8/499 4.32G 0.0226 0.01535 0.0119 54 640: 50%|##### | 84/168 [00:16<00:15, 5.28it/s] 8/499 4.32G 0.0226 0.01535 0.0119 54 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s] 8/499 4.32G 0.02258 0.01535 0.01187 69 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s] 8/499 4.32G 0.02258 0.01535 0.01187 69 640: 51%|#####1 | 86/168 [00:16<00:15, 5.26it/s] 8/499 4.32G 0.02257 0.01535 0.01197 71 640: 51%|#####1 | 86/168 [00:16<00:15, 5.26it/s] 8/499 4.32G 0.02257 0.01535 0.01197 71 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s] 8/499 4.32G 0.02254 0.01531 0.01196 55 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s] 8/499 4.32G 0.02254 0.01531 0.01196 55 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s] 8/499 4.32G 0.02255 0.01529 0.01197 54 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s] 8/499 4.32G 0.02255 0.01529 0.01197 54 640: 53%|#####2 | 89/168 [00:16<00:15, 5.26it/s] 8/499 4.32G 0.02253 0.01531 0.01198 76 640: 53%|#####2 | 89/168 [00:17<00:15, 5.26it/s] 8/499 4.32G 0.02253 0.01531 0.01198 76 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s] 8/499 4.32G 0.02254 0.01535 0.01198 73 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s] 8/499 4.32G 0.02254 0.01535 0.01198 73 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s] 8/499 4.32G 0.0225 0.01533 0.01203 69 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s] 8/499 4.32G 0.0225 0.01533 0.01203 69 640: 55%|#####4 | 92/168 [00:17<00:14, 5.24it/s] 8/499 4.32G 0.02248 0.01532 0.01198 58 640: 55%|#####4 | 92/168 [00:17<00:14, 5.24it/s] 8/499 4.32G 0.02248 0.01532 0.01198 58 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s] 8/499 4.32G 0.02247 0.01532 0.01196 77 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s] 8/499 4.32G 0.02247 0.01532 0.01196 77 640: 56%|#####5 | 94/168 [00:17<00:14, 5.17it/s] 8/499 4.32G 0.02247 0.01533 0.01195 71 640: 56%|#####5 | 94/168 [00:18<00:14, 5.17it/s] 8/499 4.32G 0.02247 0.01533 0.01195 71 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s] 8/499 4.32G 0.02247 0.01532 0.01197 70 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s] 8/499 4.32G 0.02247 0.01532 0.01197 70 640: 57%|#####7 | 96/168 [00:18<00:13, 5.35it/s] 8/499 4.32G 0.02246 0.01534 0.01198 71 640: 57%|#####7 | 96/168 [00:18<00:13, 5.35it/s] 8/499 4.32G 0.02246 0.01534 0.01198 71 640: 58%|#####7 | 97/168 [00:18<00:13, 5.14it/s] 8/499 4.32G 0.02244 0.0153 0.01196 55 640: 58%|#####7 | 97/168 [00:18<00:13, 5.14it/s] 8/499 4.32G 0.02244 0.0153 0.01196 55 640: 58%|#####8 | 98/168 [00:18<00:13, 5.24it/s] 8/499 4.32G 0.02244 0.01529 0.01196 67 640: 58%|#####8 | 98/168 [00:18<00:13, 5.24it/s] 8/499 4.32G 0.02244 0.01529 0.01196 67 640: 59%|#####8 | 99/168 [00:18<00:13, 5.29it/s] 8/499 4.32G 0.02244 0.01528 0.01191 66 640: 59%|#####8 | 99/168 [00:18<00:13, 5.29it/s] 8/499 4.32G 0.02244 0.01528 0.01191 66 640: 60%|#####9 | 100/168 [00:18<00:13, 5.18it/s] 8/499 4.32G 0.02245 0.01531 0.01195 80 640: 60%|#####9 | 100/168 [00:19<00:13, 5.18it/s] 8/499 4.32G 0.02245 0.01531 0.01195 80 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s] 8/499 4.32G 0.02246 0.01533 0.01193 78 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s] 8/499 4.32G 0.02246 0.01533 0.01193 78 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s] 8/499 4.32G 0.02246 0.01531 0.01193 51 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s] 8/499 4.32G 0.02246 0.01531 0.01193 51 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s] 8/499 4.32G 0.02246 0.0153 0.01193 63 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s] 8/499 4.32G 0.02246 0.0153 0.01193 63 640: 62%|######1 | 104/168 [00:19<00:12, 5.31it/s] 8/499 4.32G 0.02246 0.01532 0.01191 76 640: 62%|######1 | 104/168 [00:19<00:12, 5.31it/s] 8/499 4.32G 0.02246 0.01532 0.01191 76 640: 62%|######2 | 105/168 [00:19<00:11, 5.34it/s] 8/499 4.32G 0.02246 0.01533 0.0119 73 640: 62%|######2 | 105/168 [00:20<00:11, 5.34it/s] 8/499 4.32G 0.02246 0.01533 0.0119 73 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s] 8/499 4.32G 0.02243 0.01532 0.01192 60 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s] 8/499 4.32G 0.02243 0.01532 0.01192 60 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s] 8/499 4.32G 0.02242 0.01533 0.01187 77 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s] 8/499 4.32G 0.02242 0.01533 0.01187 77 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s] 8/499 4.32G 0.02242 0.01536 0.01186 68 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s] 8/499 4.32G 0.02242 0.01536 0.01186 68 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s] 8/499 4.32G 0.02243 0.01536 0.01189 64 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s] 8/499 4.32G 0.02243 0.01536 0.01189 64 640: 65%|######5 | 110/168 [00:20<00:11, 5.21it/s] 8/499 4.32G 0.0224 0.01536 0.01188 77 640: 65%|######5 | 110/168 [00:21<00:11, 5.21it/s] 8/499 4.32G 0.0224 0.01536 0.01188 77 640: 66%|######6 | 111/168 [00:21<00:10, 5.28it/s] 8/499 4.32G 0.02239 0.01534 0.01186 58 640: 66%|######6 | 111/168 [00:21<00:10, 5.28it/s] 8/499 4.32G 0.02239 0.01534 0.01186 58 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s] 8/499 4.32G 0.02238 0.01535 0.01185 67 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s] 8/499 4.32G 0.02238 0.01535 0.01185 67 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s] 8/499 4.32G 0.02239 0.01534 0.01182 54 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s] 8/499 4.32G 0.02239 0.01534 0.01182 54 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s] 8/499 4.32G 0.02238 0.01536 0.01178 84 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s] 8/499 4.32G 0.02238 0.01536 0.01178 84 640: 68%|######8 | 115/168 [00:21<00:10, 5.19it/s] 8/499 4.32G 0.02237 0.0154 0.01175 80 640: 68%|######8 | 115/168 [00:22<00:10, 5.19it/s] 8/499 4.32G 0.02237 0.0154 0.01175 80 640: 69%|######9 | 116/168 [00:22<00:09, 5.28it/s] 8/499 4.32G 0.02237 0.01543 0.01174 81 640: 69%|######9 | 116/168 [00:22<00:09, 5.28it/s] 8/499 4.32G 0.02237 0.01543 0.01174 81 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s] 8/499 4.32G 0.02235 0.01543 0.01178 66 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s] 8/499 4.32G 0.02235 0.01543 0.01178 66 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s] 8/499 4.32G 0.02235 0.01543 0.01182 69 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s] 8/499 4.32G 0.02235 0.01543 0.01182 69 640: 71%|####### | 119/168 [00:22<00:09, 5.22it/s] 8/499 4.32G 0.02235 0.01543 0.0118 67 640: 71%|####### | 119/168 [00:22<00:09, 5.22it/s] 8/499 4.32G 0.02235 0.01543 0.0118 67 640: 71%|#######1 | 120/168 [00:22<00:09, 5.28it/s] 8/499 4.32G 0.02233 0.01544 0.01178 76 640: 71%|#######1 | 120/168 [00:22<00:09, 5.28it/s] 8/499 4.32G 0.02233 0.01544 0.01178 76 640: 72%|#######2 | 121/168 [00:22<00:09, 5.17it/s] 8/499 4.32G 0.02236 0.01545 0.0118 62 640: 72%|#######2 | 121/168 [00:23<00:09, 5.17it/s] 8/499 4.32G 0.02236 0.01545 0.0118 62 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s] 8/499 4.32G 0.02239 0.01543 0.01179 54 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s] 8/499 4.32G 0.02239 0.01543 0.01179 54 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 8/499 4.32G 0.02239 0.01542 0.01177 54 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 8/499 4.32G 0.02239 0.01542 0.01177 54 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s] 8/499 4.32G 0.02241 0.01542 0.01174 69 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s] 8/499 4.32G 0.02241 0.01542 0.01174 69 640: 74%|#######4 | 125/168 [00:23<00:08, 5.27it/s] 8/499 4.32G 0.02242 0.01544 0.01172 77 640: 74%|#######4 | 125/168 [00:23<00:08, 5.27it/s] 8/499 4.32G 0.02242 0.01544 0.01172 77 640: 75%|#######5 | 126/168 [00:23<00:08, 5.23it/s] 8/499 4.32G 0.02242 0.01542 0.0117 56 640: 75%|#######5 | 126/168 [00:24<00:08, 5.23it/s] 8/499 4.32G 0.02242 0.01542 0.0117 56 640: 76%|#######5 | 127/168 [00:24<00:08, 5.11it/s] 8/499 4.32G 0.02244 0.01545 0.0117 81 640: 76%|#######5 | 127/168 [00:24<00:08, 5.11it/s] 8/499 4.32G 0.02244 0.01545 0.0117 81 640: 76%|#######6 | 128/168 [00:24<00:07, 5.23it/s] 8/499 4.32G 0.02247 0.01547 0.01173 76 640: 76%|#######6 | 128/168 [00:24<00:07, 5.23it/s] 8/499 4.32G 0.02247 0.01547 0.01173 76 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s] 8/499 4.32G 0.02248 0.01549 0.01172 80 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s] 8/499 4.32G 0.02248 0.01549 0.01172 80 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s] 8/499 4.32G 0.02248 0.01553 0.01169 83 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s] 8/499 4.32G 0.02248 0.01553 0.01169 83 640: 78%|#######7 | 131/168 [00:24<00:07, 5.23it/s] 8/499 4.32G 0.02249 0.01551 0.01169 62 640: 78%|#######7 | 131/168 [00:25<00:07, 5.23it/s] 8/499 4.32G 0.02249 0.01551 0.01169 62 640: 79%|#######8 | 132/168 [00:25<00:06, 5.30it/s] 8/499 4.32G 0.02249 0.01551 0.0117 60 640: 79%|#######8 | 132/168 [00:25<00:06, 5.30it/s] 8/499 4.32G 0.02249 0.01551 0.0117 60 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s] 8/499 4.32G 0.0225 0.01551 0.01169 70 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s] 8/499 4.32G 0.0225 0.01551 0.01169 70 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s] 8/499 4.32G 0.02249 0.0155 0.0117 58 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s] 8/499 4.32G 0.02249 0.0155 0.0117 58 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s] 8/499 4.32G 0.02247 0.0155 0.01167 66 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s] 8/499 4.32G 0.02247 0.0155 0.01167 66 640: 81%|######## | 136/168 [00:25<00:06, 5.18it/s] 8/499 4.32G 0.02247 0.01549 0.01167 61 640: 81%|######## | 136/168 [00:26<00:06, 5.18it/s] 8/499 4.32G 0.02247 0.01549 0.01167 61 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s] 8/499 4.32G 0.02248 0.01547 0.01163 53 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s] 8/499 4.32G 0.02248 0.01547 0.01163 53 640: 82%|########2 | 138/168 [00:26<00:05, 5.32it/s] 8/499 4.32G 0.02249 0.01546 0.01168 63 640: 82%|########2 | 138/168 [00:26<00:05, 5.32it/s] 8/499 4.32G 0.02249 0.01546 0.01168 63 640: 83%|########2 | 139/168 [00:26<00:05, 5.17it/s] 8/499 4.32G 0.02249 0.01546 0.01168 67 640: 83%|########2 | 139/168 [00:26<00:05, 5.17it/s] 8/499 4.32G 0.02249 0.01546 0.01168 67 640: 83%|########3 | 140/168 [00:26<00:05, 5.15it/s] 8/499 4.32G 0.02249 0.01546 0.01164 78 640: 83%|########3 | 140/168 [00:26<00:05, 5.15it/s] 8/499 4.32G 0.02249 0.01546 0.01164 78 640: 84%|########3 | 141/168 [00:26<00:05, 5.26it/s] 8/499 4.32G 0.02248 0.01546 0.01164 80 640: 84%|########3 | 141/168 [00:26<00:05, 5.26it/s] 8/499 4.32G 0.02248 0.01546 0.01164 80 640: 85%|########4 | 142/168 [00:26<00:05, 5.14it/s] 8/499 4.32G 0.02248 0.01548 0.01163 78 640: 85%|########4 | 142/168 [00:27<00:05, 5.14it/s] 8/499 4.32G 0.02248 0.01548 0.01163 78 640: 85%|########5 | 143/168 [00:27<00:04, 5.21it/s] 8/499 4.32G 0.02249 0.01548 0.01162 66 640: 85%|########5 | 143/168 [00:27<00:04, 5.21it/s] 8/499 4.32G 0.02249 0.01548 0.01162 66 640: 86%|########5 | 144/168 [00:27<00:04, 5.29it/s] 8/499 4.32G 0.02248 0.01549 0.01162 75 640: 86%|########5 | 144/168 [00:27<00:04, 5.29it/s] 8/499 4.32G 0.02248 0.01549 0.01162 75 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s] 8/499 4.32G 0.02249 0.01549 0.0116 62 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s] 8/499 4.32G 0.02249 0.01549 0.0116 62 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s] 8/499 4.32G 0.02248 0.01546 0.01158 55 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s] 8/499 4.32G 0.02248 0.01546 0.01158 55 640: 88%|########7 | 147/168 [00:27<00:03, 5.34it/s] 8/499 4.32G 0.02247 0.01548 0.01156 71 640: 88%|########7 | 147/168 [00:28<00:03, 5.34it/s] 8/499 4.32G 0.02247 0.01548 0.01156 71 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s] 8/499 4.32G 0.02248 0.01547 0.01158 61 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s] 8/499 4.32G 0.02248 0.01547 0.01158 61 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s] 8/499 4.32G 0.02248 0.01549 0.01157 78 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s] 8/499 4.32G 0.02248 0.01549 0.01157 78 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s] 8/499 4.32G 0.02249 0.01552 0.01156 79 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s] 8/499 4.32G 0.02249 0.01552 0.01156 79 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s] 8/499 4.32G 0.02248 0.01551 0.01154 59 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s] 8/499 4.32G 0.02248 0.01551 0.01154 59 640: 90%|######### | 152/168 [00:28<00:03, 5.31it/s] 8/499 4.32G 0.02249 0.01553 0.01155 86 640: 90%|######### | 152/168 [00:29<00:03, 5.31it/s] 8/499 4.32G 0.02249 0.01553 0.01155 86 640: 91%|#########1| 153/168 [00:29<00:02, 5.40it/s] 8/499 4.32G 0.02248 0.0155 0.01157 48 640: 91%|#########1| 153/168 [00:29<00:02, 5.40it/s] 8/499 4.32G 0.02248 0.0155 0.01157 48 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s] 8/499 4.32G 0.02249 0.01553 0.01156 78 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s] 8/499 4.32G 0.02249 0.01553 0.01156 78 640: 92%|#########2| 155/168 [00:29<00:02, 5.32it/s] 8/499 4.32G 0.0225 0.01553 0.01155 67 640: 92%|#########2| 155/168 [00:29<00:02, 5.32it/s] 8/499 4.32G 0.0225 0.01553 0.01155 67 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s] 8/499 4.32G 0.02248 0.01553 0.01153 73 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s] 8/499 4.32G 0.02248 0.01553 0.01153 73 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s] 8/499 4.32G 0.02247 0.01553 0.01154 75 640: 93%|#########3| 157/168 [00:30<00:02, 5.21it/s] 8/499 4.32G 0.02247 0.01553 0.01154 75 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s] 8/499 4.32G 0.02246 0.01554 0.01153 83 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s] 8/499 4.32G 0.02246 0.01554 0.01153 83 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s] 8/499 4.32G 0.02246 0.01553 0.01155 64 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s] 8/499 4.32G 0.02246 0.01553 0.01155 64 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s] 8/499 4.32G 0.02247 0.01551 0.01154 54 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s] 8/499 4.32G 0.02247 0.01551 0.01154 54 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s] 8/499 4.32G 0.02246 0.01551 0.01153 68 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s] 8/499 4.32G 0.02246 0.01551 0.01153 68 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s] 8/499 4.32G 0.02246 0.01553 0.01153 77 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s] 8/499 4.32G 0.02246 0.01553 0.01153 77 640: 97%|#########7| 163/168 [00:30<00:00, 5.17it/s] 8/499 4.32G 0.02245 0.01551 0.01149 61 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s] 8/499 4.32G 0.02245 0.01551 0.01149 61 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s] 8/499 4.32G 0.02245 0.01554 0.01148 87 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s] 8/499 4.32G 0.02245 0.01554 0.01148 87 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s] 8/499 4.32G 0.02246 0.01552 0.01148 48 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s] 8/499 4.32G 0.02246 0.01552 0.01148 48 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s] 8/499 4.32G 0.02248 0.01554 0.0115 74 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s] 8/499 4.32G 0.02248 0.01554 0.0115 74 640: 99%|#########9| 167/168 [00:31<00:00, 5.20it/s] 8/499 4.32G 0.02245 0.01554 0.0115 36 640: 99%|#########9| 167/168 [00:31<00:00, 5.20it/s] 8/499 4.32G 0.02245 0.01554 0.0115 36 640: 100%|##########| 168/168 [00:31<00:00, 5.39it/s] 8/499 4.32G 0.02245 0.01554 0.0115 36 640: 100%|##########| 168/168 [00:31<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.99it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.98it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.98it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.55it/s] all 132 263 0.595 0.669 0.715 0.531 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 9/499 4.32G 0.02086 0.01472 0.01052 68 640: 0%| | 0/168 [00:00<?, ?it/s] 9/499 4.32G 0.02086 0.01472 0.01052 68 640: 1%| | 1/168 [00:00<00:33, 4.92it/s] 9/499 4.32G 0.02096 0.01443 0.009067 66 640: 1%| | 1/168 [00:00<00:33, 4.92it/s] 9/499 4.32G 0.02096 0.01443 0.009067 66 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s] 9/499 4.32G 0.02121 0.01593 0.00855 94 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s] 9/499 4.32G 0.02121 0.01593 0.00855 94 640: 2%|1 | 3/168 [00:00<00:30, 5.35it/s] 9/499 4.32G 0.02125 0.01614 0.00954 72 640: 2%|1 | 3/168 [00:00<00:30, 5.35it/s] 9/499 4.32G 0.02125 0.01614 0.00954 72 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s] 9/499 4.32G 0.02125 0.01574 0.009339 62 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s] 9/499 4.32G 0.02125 0.01574 0.009339 62 640: 3%|2 | 5/168 [00:00<00:31, 5.20it/s] 9/499 4.32G 0.02164 0.01543 0.01007 60 640: 3%|2 | 5/168 [00:01<00:31, 5.20it/s] 9/499 4.32G 0.02164 0.01543 0.01007 60 640: 4%|3 | 6/168 [00:01<00:30, 5.30it/s] 9/499 4.32G 0.02248 0.01525 0.01104 69 640: 4%|3 | 6/168 [00:01<00:30, 5.30it/s] 9/499 4.32G 0.02248 0.01525 0.01104 69 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s] 9/499 4.32G 0.02256 0.01539 0.01064 66 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s] 9/499 4.32G 0.02256 0.01539 0.01064 66 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s] 9/499 4.32G 0.02243 0.01537 0.01027 67 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s] 9/499 4.32G 0.02243 0.01537 0.01027 67 640: 5%|5 | 9/168 [00:01<00:29, 5.34it/s] 9/499 4.32G 0.02262 0.01518 0.01046 56 640: 5%|5 | 9/168 [00:01<00:29, 5.34it/s] 9/499 4.32G 0.02262 0.01518 0.01046 56 640: 6%|5 | 10/168 [00:01<00:30, 5.20it/s] 9/499 4.32G 0.0225 0.01543 0.01035 75 640: 6%|5 | 10/168 [00:02<00:30, 5.20it/s] 9/499 4.32G 0.0225 0.01543 0.01035 75 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s] 9/499 4.32G 0.02246 0.01515 0.01015 57 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s] 9/499 4.32G 0.02246 0.01515 0.01015 57 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s] 9/499 4.32G 0.02244 0.01506 0.01043 66 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s] 9/499 4.32G 0.02244 0.01506 0.01043 66 640: 8%|7 | 13/168 [00:02<00:29, 5.23it/s] 9/499 4.32G 0.0223 0.01511 0.01068 77 640: 8%|7 | 13/168 [00:02<00:29, 5.23it/s] 9/499 4.32G 0.0223 0.01511 0.01068 77 640: 8%|8 | 14/168 [00:02<00:28, 5.31it/s] 9/499 4.32G 0.02227 0.01513 0.01101 66 640: 8%|8 | 14/168 [00:02<00:28, 5.31it/s] 9/499 4.32G 0.02227 0.01513 0.01101 66 640: 9%|8 | 15/168 [00:02<00:28, 5.38it/s] 9/499 4.32G 0.02236 0.01513 0.0112 63 640: 9%|8 | 15/168 [00:03<00:28, 5.38it/s] 9/499 4.32G 0.02236 0.01513 0.0112 63 640: 10%|9 | 16/168 [00:03<00:28, 5.24it/s] 9/499 4.32G 0.02246 0.01528 0.01104 83 640: 10%|9 | 16/168 [00:03<00:28, 5.24it/s] 9/499 4.32G 0.02246 0.01528 0.01104 83 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s] 9/499 4.32G 0.02258 0.01542 0.01105 77 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s] 9/499 4.32G 0.02258 0.01542 0.01105 77 640: 11%|# | 18/168 [00:03<00:27, 5.38it/s] 9/499 4.32G 0.02257 0.01544 0.01108 75 640: 11%|# | 18/168 [00:03<00:27, 5.38it/s] 9/499 4.32G 0.02257 0.01544 0.01108 75 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s] 9/499 4.32G 0.02255 0.01534 0.01129 60 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s] 9/499 4.32G 0.02255 0.01534 0.01129 60 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s] 9/499 4.32G 0.02245 0.01517 0.0114 53 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s] 9/499 4.32G 0.02245 0.01517 0.0114 53 640: 12%|#2 | 21/168 [00:03<00:27, 5.35it/s] 9/499 4.32G 0.02251 0.01513 0.01148 61 640: 12%|#2 | 21/168 [00:04<00:27, 5.35it/s] 9/499 4.32G 0.02251 0.01513 0.01148 61 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s] 9/499 4.32G 0.02251 0.0151 0.01149 63 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s] 9/499 4.32G 0.02251 0.0151 0.01149 63 640: 14%|#3 | 23/168 [00:04<00:27, 5.30it/s] 9/499 4.32G 0.02252 0.01517 0.01132 76 640: 14%|#3 | 23/168 [00:04<00:27, 5.30it/s] 9/499 4.32G 0.02252 0.01517 0.01132 76 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s] 9/499 4.32G 0.02262 0.01533 0.01142 94 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s] 9/499 4.32G 0.02262 0.01533 0.01142 94 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s] 9/499 4.32G 0.02262 0.01529 0.01146 66 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s] 9/499 4.32G 0.02262 0.01529 0.01146 66 640: 15%|#5 | 26/168 [00:04<00:26, 5.27it/s] 9/499 4.32G 0.02271 0.01526 0.01141 61 640: 15%|#5 | 26/168 [00:05<00:26, 5.27it/s] 9/499 4.32G 0.02271 0.01526 0.01141 61 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s] 9/499 4.32G 0.02263 0.01527 0.01135 77 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s] 9/499 4.32G 0.02263 0.01527 0.01135 77 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s] 9/499 4.32G 0.02265 0.01526 0.01128 63 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s] 9/499 4.32G 0.02265 0.01526 0.01128 63 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s] 9/499 4.32G 0.02258 0.0153 0.01132 72 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s] 9/499 4.32G 0.02258 0.0153 0.01132 72 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s] 9/499 4.32G 0.02259 0.01533 0.01137 72 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s] 9/499 4.32G 0.02259 0.01533 0.01137 72 640: 18%|#8 | 31/168 [00:05<00:26, 5.22it/s] 9/499 4.32G 0.02258 0.01539 0.01139 86 640: 18%|#8 | 31/168 [00:06<00:26, 5.22it/s] 9/499 4.32G 0.02258 0.01539 0.01139 86 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s] 9/499 4.32G 0.02253 0.01538 0.01135 65 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s] 9/499 4.32G 0.02253 0.01538 0.01135 65 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s] 9/499 4.32G 0.02258 0.01545 0.01131 76 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s] 9/499 4.32G 0.02258 0.01545 0.01131 76 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s] 9/499 4.32G 0.02259 0.01542 0.01131 63 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s] 9/499 4.32G 0.02259 0.01542 0.01131 63 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s] 9/499 4.32G 0.02261 0.01548 0.01126 78 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s] 9/499 4.32G 0.02261 0.01548 0.01126 78 640: 21%|##1 | 36/168 [00:06<00:24, 5.31it/s] 9/499 4.32G 0.02263 0.01537 0.0112 52 640: 21%|##1 | 36/168 [00:07<00:24, 5.31it/s] 9/499 4.32G 0.02263 0.01537 0.0112 52 640: 22%|##2 | 37/168 [00:07<00:25, 5.15it/s] 9/499 4.32G 0.02261 0.01539 0.01117 82 640: 22%|##2 | 37/168 [00:07<00:25, 5.15it/s] 9/499 4.32G 0.02261 0.01539 0.01117 82 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s] 9/499 4.32G 0.02254 0.01533 0.01113 65 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s] 9/499 4.32G 0.02254 0.01533 0.01113 65 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s] 9/499 4.32G 0.0225 0.01522 0.01117 53 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s] 9/499 4.32G 0.0225 0.01522 0.01117 53 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s] 9/499 4.32G 0.0225 0.01527 0.01116 66 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s] 9/499 4.32G 0.0225 0.01527 0.01116 66 640: 24%|##4 | 41/168 [00:07<00:24, 5.27it/s] 9/499 4.32G 0.02253 0.01526 0.01127 66 640: 24%|##4 | 41/168 [00:07<00:24, 5.27it/s] 9/499 4.32G 0.02253 0.01526 0.01127 66 640: 25%|##5 | 42/168 [00:07<00:23, 5.32it/s] 9/499 4.32G 0.02252 0.01526 0.01128 64 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s] 9/499 4.32G 0.02252 0.01526 0.01128 64 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s] 9/499 4.32G 0.02252 0.01526 0.01133 53 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s] 9/499 4.32G 0.02252 0.01526 0.01133 53 640: 26%|##6 | 44/168 [00:08<00:23, 5.26it/s] 9/499 4.32G 0.02251 0.01528 0.0113 74 640: 26%|##6 | 44/168 [00:08<00:23, 5.26it/s] 9/499 4.32G 0.02251 0.01528 0.0113 74 640: 27%|##6 | 45/168 [00:08<00:23, 5.32it/s] 9/499 4.32G 0.02249 0.01522 0.0113 63 640: 27%|##6 | 45/168 [00:08<00:23, 5.32it/s] 9/499 4.32G 0.02249 0.01522 0.0113 63 640: 27%|##7 | 46/168 [00:08<00:23, 5.18it/s] 9/499 4.32G 0.02249 0.01533 0.01137 86 640: 27%|##7 | 46/168 [00:08<00:23, 5.18it/s] 9/499 4.32G 0.02249 0.01533 0.01137 86 640: 28%|##7 | 47/168 [00:08<00:22, 5.27it/s] 9/499 4.32G 0.0225 0.01529 0.01136 61 640: 28%|##7 | 47/168 [00:09<00:22, 5.27it/s] 9/499 4.32G 0.0225 0.01529 0.01136 61 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s] 9/499 4.32G 0.02247 0.01531 0.01137 74 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s] 9/499 4.32G 0.02247 0.01531 0.01137 74 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s] 9/499 4.32G 0.02247 0.01531 0.01133 71 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s] 9/499 4.32G 0.02247 0.01531 0.01133 71 640: 30%|##9 | 50/168 [00:09<00:22, 5.26it/s] 9/499 4.32G 0.02248 0.01534 0.01134 83 640: 30%|##9 | 50/168 [00:09<00:22, 5.26it/s] 9/499 4.32G 0.02248 0.01534 0.01134 83 640: 30%|### | 51/168 [00:09<00:22, 5.30it/s] 9/499 4.32G 0.02247 0.01535 0.0113 68 640: 30%|### | 51/168 [00:09<00:22, 5.30it/s] 9/499 4.32G 0.02247 0.01535 0.0113 68 640: 31%|### | 52/168 [00:09<00:22, 5.17it/s] 9/499 4.32G 0.02246 0.01535 0.0113 65 640: 31%|### | 52/168 [00:10<00:22, 5.17it/s] 9/499 4.32G 0.02246 0.01535 0.0113 65 640: 32%|###1 | 53/168 [00:10<00:22, 5.23it/s] 9/499 4.32G 0.02251 0.01535 0.01126 64 640: 32%|###1 | 53/168 [00:10<00:22, 5.23it/s] 9/499 4.32G 0.02251 0.01535 0.01126 64 640: 32%|###2 | 54/168 [00:10<00:21, 5.29it/s] 9/499 4.32G 0.0225 0.01536 0.01128 62 640: 32%|###2 | 54/168 [00:10<00:21, 5.29it/s] 9/499 4.32G 0.0225 0.01536 0.01128 62 640: 33%|###2 | 55/168 [00:10<00:21, 5.14it/s] 9/499 4.32G 0.02246 0.01536 0.01124 65 640: 33%|###2 | 55/168 [00:10<00:21, 5.14it/s] 9/499 4.32G 0.02246 0.01536 0.01124 65 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s] 9/499 4.32G 0.02241 0.01541 0.01118 86 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s] 9/499 4.32G 0.02241 0.01541 0.01118 86 640: 34%|###3 | 57/168 [00:10<00:21, 5.20it/s] 9/499 4.32G 0.0224 0.01543 0.0112 68 640: 34%|###3 | 57/168 [00:11<00:21, 5.20it/s] 9/499 4.32G 0.0224 0.01543 0.0112 68 640: 35%|###4 | 58/168 [00:11<00:21, 5.08it/s] 9/499 4.32G 0.0224 0.01551 0.0113 82 640: 35%|###4 | 58/168 [00:11<00:21, 5.08it/s] 9/499 4.32G 0.0224 0.01551 0.0113 82 640: 35%|###5 | 59/168 [00:11<00:20, 5.21it/s] 9/499 4.32G 0.02241 0.01546 0.0113 61 640: 35%|###5 | 59/168 [00:11<00:20, 5.21it/s] 9/499 4.32G 0.02241 0.01546 0.0113 61 640: 36%|###5 | 60/168 [00:11<00:20, 5.23it/s] 9/499 4.32G 0.02241 0.01546 0.01125 66 640: 36%|###5 | 60/168 [00:11<00:20, 5.23it/s] 9/499 4.32G 0.02241 0.01546 0.01125 66 640: 36%|###6 | 61/168 [00:11<00:20, 5.13it/s] 9/499 4.32G 0.02238 0.01545 0.01126 71 640: 36%|###6 | 61/168 [00:11<00:20, 5.13it/s] 9/499 4.32G 0.02238 0.01545 0.01126 71 640: 37%|###6 | 62/168 [00:11<00:20, 5.22it/s] 9/499 4.32G 0.02241 0.01548 0.01126 79 640: 37%|###6 | 62/168 [00:11<00:20, 5.22it/s] 9/499 4.32G 0.02241 0.01548 0.01126 79 640: 38%|###7 | 63/168 [00:11<00:20, 5.24it/s] 9/499 4.32G 0.02239 0.01547 0.01132 65 640: 38%|###7 | 63/168 [00:12<00:20, 5.24it/s] 9/499 4.32G 0.02239 0.01547 0.01132 65 640: 38%|###8 | 64/168 [00:12<00:20, 5.13it/s] 9/499 4.32G 0.02241 0.01549 0.01128 72 640: 38%|###8 | 64/168 [00:12<00:20, 5.13it/s] 9/499 4.32G 0.02241 0.01549 0.01128 72 640: 39%|###8 | 65/168 [00:12<00:19, 5.19it/s] 9/499 4.32G 0.02239 0.01545 0.01129 63 640: 39%|###8 | 65/168 [00:12<00:19, 5.19it/s] 9/499 4.32G 0.02239 0.01545 0.01129 63 640: 39%|###9 | 66/168 [00:12<00:19, 5.26it/s] 9/499 4.32G 0.02239 0.01545 0.01131 68 640: 39%|###9 | 66/168 [00:12<00:19, 5.26it/s] 9/499 4.32G 0.02239 0.01545 0.01131 68 640: 40%|###9 | 67/168 [00:12<00:19, 5.15it/s] 9/499 4.32G 0.0224 0.01549 0.01135 82 640: 40%|###9 | 67/168 [00:12<00:19, 5.15it/s] 9/499 4.32G 0.0224 0.01549 0.01135 82 640: 40%|#### | 68/168 [00:12<00:19, 5.22it/s] 9/499 4.32G 0.02242 0.01549 0.01133 62 640: 40%|#### | 68/168 [00:13<00:19, 5.22it/s] 9/499 4.32G 0.02242 0.01549 0.01133 62 640: 41%|####1 | 69/168 [00:13<00:18, 5.23it/s] 9/499 4.32G 0.02242 0.01554 0.01136 84 640: 41%|####1 | 69/168 [00:13<00:18, 5.23it/s] 9/499 4.32G 0.02242 0.01554 0.01136 84 640: 42%|####1 | 70/168 [00:13<00:19, 5.12it/s] 9/499 4.32G 0.0224 0.01553 0.01138 68 640: 42%|####1 | 70/168 [00:13<00:19, 5.12it/s] 9/499 4.32G 0.0224 0.01553 0.01138 68 640: 42%|####2 | 71/168 [00:13<00:18, 5.24it/s] 9/499 4.32G 0.02239 0.01554 0.01131 78 640: 42%|####2 | 71/168 [00:13<00:18, 5.24it/s] 9/499 4.32G 0.02239 0.01554 0.01131 78 640: 43%|####2 | 72/168 [00:13<00:18, 5.27it/s] 9/499 4.32G 0.02241 0.01549 0.01126 56 640: 43%|####2 | 72/168 [00:13<00:18, 5.27it/s] 9/499 4.32G 0.02241 0.01549 0.01126 56 640: 43%|####3 | 73/168 [00:13<00:18, 5.10it/s] 9/499 4.32G 0.0224 0.0155 0.01125 70 640: 43%|####3 | 73/168 [00:14<00:18, 5.10it/s] 9/499 4.32G 0.0224 0.0155 0.01125 70 640: 44%|####4 | 74/168 [00:14<00:18, 5.20it/s] 9/499 4.32G 0.0224 0.01546 0.01126 58 640: 44%|####4 | 74/168 [00:14<00:18, 5.20it/s] 9/499 4.32G 0.0224 0.01546 0.01126 58 640: 45%|####4 | 75/168 [00:14<00:17, 5.28it/s] 9/499 4.32G 0.02239 0.01543 0.01125 60 640: 45%|####4 | 75/168 [00:14<00:17, 5.28it/s] 9/499 4.32G 0.02239 0.01543 0.01125 60 640: 45%|####5 | 76/168 [00:14<00:18, 5.08it/s] 9/499 4.32G 0.02238 0.01546 0.01122 75 640: 45%|####5 | 76/168 [00:14<00:18, 5.08it/s] 9/499 4.32G 0.02238 0.01546 0.01122 75 640: 46%|####5 | 77/168 [00:14<00:17, 5.16it/s] 9/499 4.32G 0.02236 0.01543 0.01121 58 640: 46%|####5 | 77/168 [00:14<00:17, 5.16it/s] 9/499 4.32G 0.02236 0.01543 0.01121 58 640: 46%|####6 | 78/168 [00:14<00:17, 5.25it/s] 9/499 4.32G 0.02236 0.01543 0.01121 69 640: 46%|####6 | 78/168 [00:15<00:17, 5.25it/s] 9/499 4.32G 0.02236 0.01543 0.01121 69 640: 47%|####7 | 79/168 [00:15<00:17, 5.13it/s] 9/499 4.32G 0.02236 0.01544 0.01119 75 640: 47%|####7 | 79/168 [00:15<00:17, 5.13it/s] 9/499 4.32G 0.02236 0.01544 0.01119 75 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s] 9/499 4.32G 0.02235 0.01542 0.01118 62 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s] 9/499 4.32G 0.02235 0.01542 0.01118 62 640: 48%|####8 | 81/168 [00:15<00:16, 5.29it/s] 9/499 4.32G 0.02235 0.01543 0.01121 72 640: 48%|####8 | 81/168 [00:15<00:16, 5.29it/s] 9/499 4.32G 0.02235 0.01543 0.01121 72 640: 49%|####8 | 82/168 [00:15<00:16, 5.14it/s] 9/499 4.32G 0.02236 0.01549 0.01118 88 640: 49%|####8 | 82/168 [00:15<00:16, 5.14it/s] 9/499 4.32G 0.02236 0.01549 0.01118 88 640: 49%|####9 | 83/168 [00:15<00:16, 5.17it/s] 9/499 4.32G 0.02241 0.01547 0.01116 56 640: 49%|####9 | 83/168 [00:16<00:16, 5.17it/s] 9/499 4.32G 0.02241 0.01547 0.01116 56 640: 50%|##### | 84/168 [00:16<00:16, 5.24it/s] 9/499 4.32G 0.02243 0.01545 0.01112 59 640: 50%|##### | 84/168 [00:16<00:16, 5.24it/s] 9/499 4.32G 0.02243 0.01545 0.01112 59 640: 51%|##### | 85/168 [00:16<00:16, 5.11it/s] 9/499 4.32G 0.02243 0.01543 0.01114 57 640: 51%|##### | 85/168 [00:16<00:16, 5.11it/s] 9/499 4.32G 0.02243 0.01543 0.01114 57 640: 51%|#####1 | 86/168 [00:16<00:15, 5.22it/s] 9/499 4.32G 0.02241 0.01544 0.01112 73 640: 51%|#####1 | 86/168 [00:16<00:15, 5.22it/s] 9/499 4.32G 0.02241 0.01544 0.01112 73 640: 52%|#####1 | 87/168 [00:16<00:15, 5.30it/s] 9/499 4.32G 0.02241 0.01544 0.01112 65 640: 52%|#####1 | 87/168 [00:16<00:15, 5.30it/s] 9/499 4.32G 0.02241 0.01544 0.01112 65 640: 52%|#####2 | 88/168 [00:16<00:15, 5.17it/s] 9/499 4.32G 0.02242 0.01544 0.01112 68 640: 52%|#####2 | 88/168 [00:16<00:15, 5.17it/s] 9/499 4.32G 0.02242 0.01544 0.01112 68 640: 53%|#####2 | 89/168 [00:16<00:15, 5.24it/s] 9/499 4.32G 0.0224 0.01539 0.01117 61 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s] 9/499 4.32G 0.0224 0.01539 0.01117 61 640: 54%|#####3 | 90/168 [00:17<00:14, 5.30it/s] 9/499 4.32G 0.02239 0.01539 0.0112 65 640: 54%|#####3 | 90/168 [00:17<00:14, 5.30it/s] 9/499 4.32G 0.02239 0.01539 0.0112 65 640: 54%|#####4 | 91/168 [00:17<00:14, 5.17it/s] 9/499 4.32G 0.02237 0.0154 0.01119 76 640: 54%|#####4 | 91/168 [00:17<00:14, 5.17it/s] 9/499 4.32G 0.02237 0.0154 0.01119 76 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s] 9/499 4.32G 0.02237 0.01542 0.01129 70 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s] 9/499 4.32G 0.02237 0.01542 0.01129 70 640: 55%|#####5 | 93/168 [00:17<00:14, 5.26it/s] 9/499 4.32G 0.02236 0.01538 0.01134 63 640: 55%|#####5 | 93/168 [00:17<00:14, 5.26it/s] 9/499 4.32G 0.02236 0.01538 0.01134 63 640: 56%|#####5 | 94/168 [00:17<00:14, 5.13it/s] 9/499 4.32G 0.02234 0.01538 0.01134 73 640: 56%|#####5 | 94/168 [00:18<00:14, 5.13it/s] 9/499 4.32G 0.02234 0.01538 0.01134 73 640: 57%|#####6 | 95/168 [00:18<00:13, 5.22it/s] 9/499 4.32G 0.02238 0.01542 0.01133 76 640: 57%|#####6 | 95/168 [00:18<00:13, 5.22it/s] 9/499 4.32G 0.02238 0.01542 0.01133 76 640: 57%|#####7 | 96/168 [00:18<00:13, 5.29it/s] 9/499 4.32G 0.02237 0.01542 0.01131 69 640: 57%|#####7 | 96/168 [00:18<00:13, 5.29it/s] 9/499 4.32G 0.02237 0.01542 0.01131 69 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s] 9/499 4.32G 0.02234 0.01539 0.01127 50 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s] 9/499 4.32G 0.02234 0.01539 0.01127 50 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s] 9/499 4.32G 0.02234 0.01538 0.01125 51 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s] 9/499 4.32G 0.02234 0.01538 0.01125 51 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s] 9/499 4.32G 0.02233 0.01539 0.01127 76 640: 59%|#####8 | 99/168 [00:19<00:12, 5.35it/s] 9/499 4.32G 0.02233 0.01539 0.01127 76 640: 60%|#####9 | 100/168 [00:19<00:13, 5.22it/s] 9/499 4.32G 0.02233 0.01537 0.01131 58 640: 60%|#####9 | 100/168 [00:19<00:13, 5.22it/s] 9/499 4.32G 0.02233 0.01537 0.01131 58 640: 60%|###### | 101/168 [00:19<00:12, 5.32it/s] 9/499 4.32G 0.02232 0.01537 0.01128 72 640: 60%|###### | 101/168 [00:19<00:12, 5.32it/s] 9/499 4.32G 0.02232 0.01537 0.01128 72 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s] 9/499 4.32G 0.0223 0.01535 0.01128 64 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s] 9/499 4.32G 0.0223 0.01535 0.01128 64 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s] 9/499 4.32G 0.0223 0.01533 0.01136 59 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s] 9/499 4.32G 0.0223 0.01533 0.01136 59 640: 62%|######1 | 104/168 [00:19<00:12, 5.30it/s] 9/499 4.32G 0.02229 0.01537 0.01133 78 640: 62%|######1 | 104/168 [00:20<00:12, 5.30it/s] 9/499 4.32G 0.02229 0.01537 0.01133 78 640: 62%|######2 | 105/168 [00:20<00:11, 5.36it/s] 9/499 4.32G 0.02231 0.01537 0.01136 69 640: 62%|######2 | 105/168 [00:20<00:11, 5.36it/s] 9/499 4.32G 0.02231 0.01537 0.01136 69 640: 63%|######3 | 106/168 [00:20<00:11, 5.24it/s] 9/499 4.32G 0.02231 0.01538 0.0114 76 640: 63%|######3 | 106/168 [00:20<00:11, 5.24it/s] 9/499 4.32G 0.02231 0.01538 0.0114 76 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s] 9/499 4.32G 0.02229 0.01537 0.01139 70 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s] 9/499 4.32G 0.02229 0.01537 0.01139 70 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s] 9/499 4.32G 0.02227 0.01538 0.01142 72 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s] 9/499 4.32G 0.02227 0.01538 0.01142 72 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s] 9/499 4.32G 0.02226 0.01537 0.01141 64 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s] 9/499 4.32G 0.02226 0.01537 0.01141 64 640: 65%|######5 | 110/168 [00:20<00:10, 5.31it/s] 9/499 4.32G 0.02224 0.01537 0.0114 68 640: 65%|######5 | 110/168 [00:21<00:10, 5.31it/s] 9/499 4.32G 0.02224 0.01537 0.0114 68 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s] 9/499 4.32G 0.0222 0.01536 0.0114 66 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s] 9/499 4.32G 0.0222 0.01536 0.0114 66 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s] 9/499 4.32G 0.02221 0.01536 0.01139 66 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s] 9/499 4.32G 0.02221 0.01536 0.01139 66 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s] 9/499 4.32G 0.02221 0.01531 0.01139 46 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s] 9/499 4.32G 0.02221 0.01531 0.01139 46 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s] 9/499 4.32G 0.02221 0.0153 0.01138 57 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s] 9/499 4.32G 0.02221 0.0153 0.01138 57 640: 68%|######8 | 115/168 [00:21<00:10, 5.22it/s] 9/499 4.32G 0.02221 0.01534 0.01141 69 640: 68%|######8 | 115/168 [00:22<00:10, 5.22it/s] 9/499 4.32G 0.02221 0.01534 0.01141 69 640: 69%|######9 | 116/168 [00:22<00:09, 5.28it/s] 9/499 4.32G 0.02219 0.01533 0.0114 72 640: 69%|######9 | 116/168 [00:22<00:09, 5.28it/s] 9/499 4.32G 0.02219 0.01533 0.0114 72 640: 70%|######9 | 117/168 [00:22<00:09, 5.31it/s] 9/499 4.32G 0.02216 0.01531 0.0114 63 640: 70%|######9 | 117/168 [00:22<00:09, 5.31it/s] 9/499 4.32G 0.02216 0.01531 0.0114 63 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s] 9/499 4.32G 0.02215 0.01531 0.01138 63 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s] 9/499 4.32G 0.02215 0.01531 0.01138 63 640: 71%|####### | 119/168 [00:22<00:09, 5.31it/s] 9/499 4.32G 0.02214 0.01531 0.01144 71 640: 71%|####### | 119/168 [00:22<00:09, 5.31it/s] 9/499 4.32G 0.02214 0.01531 0.01144 71 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s] 9/499 4.32G 0.02212 0.01527 0.01143 54 640: 71%|#######1 | 120/168 [00:23<00:08, 5.39it/s] 9/499 4.32G 0.02212 0.01527 0.01143 54 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s] 9/499 4.32G 0.0221 0.01524 0.01142 59 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s] 9/499 4.32G 0.0221 0.01524 0.01142 59 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s] 9/499 4.32G 0.02207 0.01523 0.01143 67 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s] 9/499 4.32G 0.02207 0.01523 0.01143 67 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 9/499 4.32G 0.02208 0.01523 0.01143 68 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 9/499 4.32G 0.02208 0.01523 0.01143 68 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s] 9/499 4.32G 0.02209 0.01526 0.01141 85 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s] 9/499 4.32G 0.02209 0.01526 0.01141 85 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s] 9/499 4.32G 0.02208 0.01525 0.0114 60 640: 74%|#######4 | 125/168 [00:24<00:08, 5.28it/s] 9/499 4.32G 0.02208 0.01525 0.0114 60 640: 75%|#######5 | 126/168 [00:24<00:07, 5.30it/s] 9/499 4.32G 0.02204 0.01523 0.01142 68 640: 75%|#######5 | 126/168 [00:24<00:07, 5.30it/s] 9/499 4.32G 0.02204 0.01523 0.01142 68 640: 76%|#######5 | 127/168 [00:24<00:07, 5.15it/s] 9/499 4.32G 0.02203 0.01524 0.01143 76 640: 76%|#######5 | 127/168 [00:24<00:07, 5.15it/s] 9/499 4.32G 0.02203 0.01524 0.01143 76 640: 76%|#######6 | 128/168 [00:24<00:07, 5.25it/s] 9/499 4.32G 0.02203 0.01524 0.01143 63 640: 76%|#######6 | 128/168 [00:24<00:07, 5.25it/s] 9/499 4.32G 0.02203 0.01524 0.01143 63 640: 77%|#######6 | 129/168 [00:24<00:07, 5.33it/s] 9/499 4.32G 0.02202 0.01523 0.01146 60 640: 77%|#######6 | 129/168 [00:24<00:07, 5.33it/s] 9/499 4.32G 0.02202 0.01523 0.01146 60 640: 77%|#######7 | 130/168 [00:24<00:07, 5.19it/s] 9/499 4.32G 0.02201 0.01522 0.01143 65 640: 77%|#######7 | 130/168 [00:24<00:07, 5.19it/s] 9/499 4.32G 0.02201 0.01522 0.01143 65 640: 78%|#######7 | 131/168 [00:24<00:06, 5.29it/s] 9/499 4.32G 0.022 0.01521 0.01143 70 640: 78%|#######7 | 131/168 [00:25<00:06, 5.29it/s] 9/499 4.32G 0.022 0.01521 0.01143 70 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s] 9/499 4.32G 0.022 0.0152 0.01147 65 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s] 9/499 4.32G 0.022 0.0152 0.01147 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s] 9/499 4.32G 0.022 0.01518 0.01145 54 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s] 9/499 4.32G 0.022 0.01518 0.01145 54 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s] 9/499 4.32G 0.022 0.01519 0.01146 69 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s] 9/499 4.32G 0.022 0.01519 0.01146 69 640: 80%|######## | 135/168 [00:25<00:06, 5.35it/s] 9/499 4.32G 0.02201 0.01519 0.01147 68 640: 80%|######## | 135/168 [00:25<00:06, 5.35it/s] 9/499 4.32G 0.02201 0.01519 0.01147 68 640: 81%|######## | 136/168 [00:25<00:06, 5.19it/s] 9/499 4.32G 0.02199 0.01517 0.01145 61 640: 81%|######## | 136/168 [00:26<00:06, 5.19it/s] 9/499 4.32G 0.02199 0.01517 0.01145 61 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s] 9/499 4.32G 0.02198 0.01515 0.01148 62 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s] 9/499 4.32G 0.02198 0.01515 0.01148 62 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s] 9/499 4.32G 0.02198 0.01516 0.0115 74 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s] 9/499 4.32G 0.02198 0.01516 0.0115 74 640: 83%|########2 | 139/168 [00:26<00:05, 5.13it/s] 9/499 4.32G 0.022 0.01515 0.01153 68 640: 83%|########2 | 139/168 [00:26<00:05, 5.13it/s] 9/499 4.32G 0.022 0.01515 0.01153 68 640: 83%|########3 | 140/168 [00:26<00:05, 5.22it/s] 9/499 4.32G 0.02199 0.01514 0.01152 61 640: 83%|########3 | 140/168 [00:26<00:05, 5.22it/s] 9/499 4.32G 0.02199 0.01514 0.01152 61 640: 84%|########3 | 141/168 [00:26<00:05, 5.30it/s] 9/499 4.32G 0.02201 0.01513 0.01151 58 640: 84%|########3 | 141/168 [00:27<00:05, 5.30it/s] 9/499 4.32G 0.02201 0.01513 0.01151 58 640: 85%|########4 | 142/168 [00:27<00:05, 5.15it/s] 9/499 4.32G 0.02202 0.01513 0.01152 68 640: 85%|########4 | 142/168 [00:27<00:05, 5.15it/s] 9/499 4.32G 0.02202 0.01513 0.01152 68 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s] 9/499 4.32G 0.02203 0.01515 0.01153 75 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s] 9/499 4.32G 0.02203 0.01515 0.01153 75 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s] 9/499 4.32G 0.02203 0.01513 0.01152 60 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s] 9/499 4.32G 0.02203 0.01513 0.01152 60 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s] 9/499 4.32G 0.02203 0.01517 0.0115 86 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s] 9/499 4.32G 0.02203 0.01517 0.0115 86 640: 87%|########6 | 146/168 [00:27<00:04, 5.32it/s] 9/499 4.32G 0.02202 0.01517 0.01148 71 640: 87%|########6 | 146/168 [00:27<00:04, 5.32it/s] 9/499 4.32G 0.02202 0.01517 0.01148 71 640: 88%|########7 | 147/168 [00:27<00:03, 5.39it/s] 9/499 4.32G 0.02202 0.01518 0.01151 64 640: 88%|########7 | 147/168 [00:28<00:03, 5.39it/s] 9/499 4.32G 0.02202 0.01518 0.01151 64 640: 88%|########8 | 148/168 [00:28<00:03, 5.24it/s] 9/499 4.32G 0.02201 0.01519 0.01151 78 640: 88%|########8 | 148/168 [00:28<00:03, 5.24it/s] 9/499 4.32G 0.02201 0.01519 0.01151 78 640: 89%|########8 | 149/168 [00:28<00:03, 5.32it/s] 9/499 4.32G 0.022 0.0152 0.01148 71 640: 89%|########8 | 149/168 [00:28<00:03, 5.32it/s] 9/499 4.32G 0.022 0.0152 0.01148 71 640: 89%|########9 | 150/168 [00:28<00:03, 5.39it/s] 9/499 4.32G 0.02202 0.01522 0.0115 77 640: 89%|########9 | 150/168 [00:28<00:03, 5.39it/s] 9/499 4.32G 0.02202 0.01522 0.0115 77 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s] 9/499 4.32G 0.02202 0.01523 0.01152 66 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s] 9/499 4.32G 0.02202 0.01523 0.01152 66 640: 90%|######### | 152/168 [00:28<00:03, 5.33it/s] 9/499 4.32G 0.02204 0.01525 0.01152 69 640: 90%|######### | 152/168 [00:29<00:03, 5.33it/s] 9/499 4.32G 0.02204 0.01525 0.01152 69 640: 91%|#########1| 153/168 [00:29<00:02, 5.39it/s] 9/499 4.32G 0.02204 0.01526 0.01151 71 640: 91%|#########1| 153/168 [00:29<00:02, 5.39it/s] 9/499 4.32G 0.02204 0.01526 0.01151 71 640: 92%|#########1| 154/168 [00:29<00:02, 5.25it/s] 9/499 4.32G 0.02205 0.01525 0.0115 60 640: 92%|#########1| 154/168 [00:29<00:02, 5.25it/s] 9/499 4.32G 0.02205 0.01525 0.0115 60 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s] 9/499 4.32G 0.02205 0.01523 0.0115 51 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s] 9/499 4.32G 0.02205 0.01523 0.0115 51 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s] 9/499 4.32G 0.02205 0.01522 0.01149 66 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s] 9/499 4.32G 0.02205 0.01522 0.01149 66 640: 93%|#########3| 157/168 [00:29<00:02, 5.18it/s] 9/499 4.32G 0.02205 0.01522 0.01148 66 640: 93%|#########3| 157/168 [00:30<00:02, 5.18it/s] 9/499 4.32G 0.02205 0.01522 0.01148 66 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s] 9/499 4.32G 0.02203 0.01522 0.01149 66 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s] 9/499 4.32G 0.02203 0.01522 0.01149 66 640: 95%|#########4| 159/168 [00:30<00:01, 5.36it/s] 9/499 4.32G 0.02203 0.01522 0.01148 73 640: 95%|#########4| 159/168 [00:30<00:01, 5.36it/s] 9/499 4.32G 0.02203 0.01522 0.01148 73 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s] 9/499 4.32G 0.02202 0.01521 0.01147 65 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s] 9/499 4.32G 0.02202 0.01521 0.01147 65 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s] 9/499 4.32G 0.02202 0.01522 0.01148 77 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s] 9/499 4.32G 0.02202 0.01522 0.01148 77 640: 96%|#########6| 162/168 [00:30<00:01, 5.33it/s] 9/499 4.32G 0.02203 0.01521 0.01145 62 640: 96%|#########6| 162/168 [00:31<00:01, 5.33it/s] 9/499 4.32G 0.02203 0.01521 0.01145 62 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s] 9/499 4.32G 0.02203 0.01521 0.01144 75 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s] 9/499 4.32G 0.02203 0.01521 0.01144 75 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s] 9/499 4.32G 0.02201 0.01519 0.01144 42 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s] 9/499 4.32G 0.02201 0.01519 0.01144 42 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s] 9/499 4.32G 0.02202 0.01521 0.01143 82 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s] 9/499 4.32G 0.02202 0.01521 0.01143 82 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s] 9/499 4.32G 0.02202 0.01521 0.01145 69 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s] 9/499 4.32G 0.02202 0.01521 0.01145 69 640: 99%|#########9| 167/168 [00:31<00:00, 5.31it/s] 9/499 4.32G 0.02201 0.01523 0.01145 32 640: 99%|#########9| 167/168 [00:31<00:00, 5.31it/s] 9/499 4.32G 0.02201 0.01523 0.01145 32 640: 100%|##########| 168/168 [00:31<00:00, 5.48it/s] 9/499 4.32G 0.02201 0.01523 0.01145 32 640: 100%|##########| 168/168 [00:31<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.99it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.99it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.99it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.57it/s] all 132 263 0.756 0.829 0.854 0.628 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 10/499 4.32G 0.01925 0.01554 0.007155 75 640: 0%| | 0/168 [00:00<?, ?it/s] 10/499 4.32G 0.01925 0.01554 0.007155 75 640: 1%| | 1/168 [00:00<00:34, 4.90it/s] 10/499 4.32G 0.0224 0.01664 0.008699 68 640: 1%| | 1/168 [00:00<00:34, 4.90it/s] 10/499 4.32G 0.0224 0.01664 0.008699 68 640: 1%|1 | 2/168 [00:00<00:31, 5.20it/s] 10/499 4.32G 0.02324 0.01635 0.008859 66 640: 1%|1 | 2/168 [00:00<00:31, 5.20it/s] 10/499 4.32G 0.02324 0.01635 0.008859 66 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s] 10/499 4.32G 0.02286 0.01562 0.008877 64 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s] 10/499 4.32G 0.02286 0.01562 0.008877 64 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s] 10/499 4.32G 0.02239 0.01472 0.009642 57 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s] 10/499 4.32G 0.02239 0.01472 0.009642 57 640: 3%|2 | 5/168 [00:00<00:30, 5.28it/s] 10/499 4.32G 0.02285 0.01531 0.01018 74 640: 3%|2 | 5/168 [00:01<00:30, 5.28it/s] 10/499 4.32G 0.02285 0.01531 0.01018 74 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s] 10/499 4.32G 0.02278 0.01539 0.01069 73 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s] 10/499 4.32G 0.02278 0.01539 0.01069 73 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s] 10/499 4.32G 0.02274 0.0151 0.01084 59 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s] 10/499 4.32G 0.02274 0.0151 0.01084 59 640: 5%|4 | 8/168 [00:01<00:30, 5.24it/s] 10/499 4.32G 0.02254 0.01512 0.01073 73 640: 5%|4 | 8/168 [00:01<00:30, 5.24it/s] 10/499 4.32G 0.02254 0.01512 0.01073 73 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s] 10/499 4.32G 0.02238 0.01525 0.0106 74 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s] 10/499 4.32G 0.02238 0.01525 0.0106 74 640: 6%|5 | 10/168 [00:01<00:30, 5.17it/s] 10/499 4.32G 0.02231 0.01534 0.01062 71 640: 6%|5 | 10/168 [00:02<00:30, 5.17it/s] 10/499 4.32G 0.02231 0.01534 0.01062 71 640: 7%|6 | 11/168 [00:02<00:29, 5.26it/s] 10/499 4.32G 0.0222 0.0153 0.01082 71 640: 7%|6 | 11/168 [00:02<00:29, 5.26it/s] 10/499 4.32G 0.0222 0.0153 0.01082 71 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s] 10/499 4.32G 0.02209 0.01514 0.011 49 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s] 10/499 4.32G 0.02209 0.01514 0.011 49 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s] 10/499 4.32G 0.02212 0.01498 0.01065 54 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s] 10/499 4.32G 0.02212 0.01498 0.01065 54 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s] 10/499 4.32G 0.02211 0.01499 0.01059 64 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s] 10/499 4.32G 0.02211 0.01499 0.01059 64 640: 9%|8 | 15/168 [00:02<00:28, 5.35it/s] 10/499 4.32G 0.02187 0.01481 0.01045 57 640: 9%|8 | 15/168 [00:03<00:28, 5.35it/s] 10/499 4.32G 0.02187 0.01481 0.01045 57 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s] 10/499 4.32G 0.02175 0.01482 0.01037 65 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s] 10/499 4.32G 0.02175 0.01482 0.01037 65 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s] 10/499 4.32G 0.0217 0.015 0.01039 79 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s] 10/499 4.32G 0.0217 0.015 0.01039 79 640: 11%|# | 18/168 [00:03<00:28, 5.36it/s] 10/499 4.32G 0.02181 0.01497 0.01043 69 640: 11%|# | 18/168 [00:03<00:28, 5.36it/s] 10/499 4.32G 0.02181 0.01497 0.01043 69 640: 11%|#1 | 19/168 [00:03<00:28, 5.23it/s] 10/499 4.32G 0.02172 0.01504 0.01052 80 640: 11%|#1 | 19/168 [00:03<00:28, 5.23it/s] 10/499 4.32G 0.02172 0.01504 0.01052 80 640: 12%|#1 | 20/168 [00:03<00:27, 5.32it/s] 10/499 4.32G 0.02174 0.01502 0.01065 62 640: 12%|#1 | 20/168 [00:03<00:27, 5.32it/s] 10/499 4.32G 0.02174 0.01502 0.01065 62 640: 12%|#2 | 21/168 [00:03<00:27, 5.34it/s] 10/499 4.32G 0.02171 0.01511 0.01072 84 640: 12%|#2 | 21/168 [00:04<00:27, 5.34it/s] 10/499 4.32G 0.02171 0.01511 0.01072 84 640: 13%|#3 | 22/168 [00:04<00:28, 5.17it/s] 10/499 4.32G 0.0217 0.01505 0.01048 50 640: 13%|#3 | 22/168 [00:04<00:28, 5.17it/s] 10/499 4.32G 0.0217 0.01505 0.01048 50 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s] 10/499 4.32G 0.0217 0.01504 0.0104 68 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s] 10/499 4.32G 0.0217 0.01504 0.0104 68 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 10/499 4.32G 0.02175 0.01506 0.01055 68 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 10/499 4.32G 0.02175 0.01506 0.01055 68 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s] 10/499 4.32G 0.02167 0.01509 0.01052 74 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s] 10/499 4.32G 0.02167 0.01509 0.01052 74 640: 15%|#5 | 26/168 [00:04<00:26, 5.28it/s] 10/499 4.32G 0.02157 0.01512 0.01047 69 640: 15%|#5 | 26/168 [00:05<00:26, 5.28it/s] 10/499 4.32G 0.02157 0.01512 0.01047 69 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s] 10/499 4.32G 0.02156 0.0151 0.01046 65 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s] 10/499 4.32G 0.02156 0.0151 0.01046 65 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s] 10/499 4.32G 0.02165 0.01516 0.01052 76 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s] 10/499 4.32G 0.02165 0.01516 0.01052 76 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s] 10/499 4.32G 0.02158 0.01513 0.01045 64 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s] 10/499 4.32G 0.02158 0.01513 0.01045 64 640: 18%|#7 | 30/168 [00:05<00:25, 5.32it/s] 10/499 4.32G 0.02147 0.0151 0.0104 79 640: 18%|#7 | 30/168 [00:05<00:25, 5.32it/s] 10/499 4.32G 0.02147 0.0151 0.0104 79 640: 18%|#8 | 31/168 [00:05<00:26, 5.15it/s] 10/499 4.32G 0.02144 0.01515 0.01034 85 640: 18%|#8 | 31/168 [00:06<00:26, 5.15it/s] 10/499 4.32G 0.02144 0.01515 0.01034 85 640: 19%|#9 | 32/168 [00:06<00:26, 5.22it/s] 10/499 4.32G 0.0214 0.0151 0.01036 63 640: 19%|#9 | 32/168 [00:06<00:26, 5.22it/s] 10/499 4.32G 0.0214 0.0151 0.01036 63 640: 20%|#9 | 33/168 [00:06<00:25, 5.31it/s] 10/499 4.32G 0.02133 0.01501 0.01033 62 640: 20%|#9 | 33/168 [00:06<00:25, 5.31it/s] 10/499 4.32G 0.02133 0.01501 0.01033 62 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s] 10/499 4.32G 0.02129 0.01506 0.01034 80 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s] 10/499 4.32G 0.02129 0.01506 0.01034 80 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s] 10/499 4.32G 0.02127 0.01507 0.01036 75 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s] 10/499 4.32G 0.02127 0.01507 0.01036 75 640: 21%|##1 | 36/168 [00:06<00:24, 5.32it/s] 10/499 4.32G 0.02126 0.01512 0.01043 69 640: 21%|##1 | 36/168 [00:07<00:24, 5.32it/s] 10/499 4.32G 0.02126 0.01512 0.01043 69 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s] 10/499 4.32G 0.02119 0.01511 0.01055 71 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s] 10/499 4.32G 0.02119 0.01511 0.01055 71 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s] 10/499 4.32G 0.0212 0.01515 0.01048 63 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s] 10/499 4.32G 0.0212 0.01515 0.01048 63 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s] 10/499 4.32G 0.02117 0.01517 0.0106 79 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s] 10/499 4.32G 0.02117 0.01517 0.0106 79 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s] 10/499 4.32G 0.02115 0.0152 0.01061 78 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s] 10/499 4.32G 0.02115 0.0152 0.01061 78 640: 24%|##4 | 41/168 [00:07<00:24, 5.29it/s] 10/499 4.32G 0.02114 0.01527 0.01058 83 640: 24%|##4 | 41/168 [00:07<00:24, 5.29it/s] 10/499 4.32G 0.02114 0.01527 0.01058 83 640: 25%|##5 | 42/168 [00:07<00:23, 5.35it/s] 10/499 4.32G 0.02111 0.01523 0.01052 60 640: 25%|##5 | 42/168 [00:08<00:23, 5.35it/s] 10/499 4.32G 0.02111 0.01523 0.01052 60 640: 26%|##5 | 43/168 [00:08<00:24, 5.21it/s] 10/499 4.32G 0.02114 0.01519 0.01045 54 640: 26%|##5 | 43/168 [00:08<00:24, 5.21it/s] 10/499 4.32G 0.02114 0.01519 0.01045 54 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s] 10/499 4.32G 0.02114 0.01524 0.0105 71 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s] 10/499 4.32G 0.02114 0.01524 0.0105 71 640: 27%|##6 | 45/168 [00:08<00:23, 5.32it/s] 10/499 4.32G 0.02116 0.01511 0.01054 47 640: 27%|##6 | 45/168 [00:08<00:23, 5.32it/s] 10/499 4.32G 0.02116 0.01511 0.01054 47 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s] 10/499 4.32G 0.02115 0.01511 0.01059 76 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s] 10/499 4.32G 0.02115 0.01511 0.01059 76 640: 28%|##7 | 47/168 [00:08<00:23, 5.24it/s] 10/499 4.32G 0.02113 0.01512 0.01057 66 640: 28%|##7 | 47/168 [00:09<00:23, 5.24it/s] 10/499 4.32G 0.02113 0.01512 0.01057 66 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s] 10/499 4.32G 0.02116 0.01513 0.01052 70 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s] 10/499 4.32G 0.02116 0.01513 0.01052 70 640: 29%|##9 | 49/168 [00:09<00:23, 5.13it/s] 10/499 4.32G 0.02114 0.01514 0.01063 76 640: 29%|##9 | 49/168 [00:09<00:23, 5.13it/s] 10/499 4.32G 0.02114 0.01514 0.01063 76 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s] 10/499 4.32G 0.02117 0.0152 0.01065 80 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s] 10/499 4.32G 0.02117 0.0152 0.01065 80 640: 30%|### | 51/168 [00:09<00:22, 5.31it/s] 10/499 4.32G 0.02116 0.01516 0.01074 54 640: 30%|### | 51/168 [00:09<00:22, 5.31it/s] 10/499 4.32G 0.02116 0.01516 0.01074 54 640: 31%|### | 52/168 [00:09<00:22, 5.16it/s] 10/499 4.32G 0.02118 0.01511 0.01083 60 640: 31%|### | 52/168 [00:10<00:22, 5.16it/s] 10/499 4.32G 0.02118 0.01511 0.01083 60 640: 32%|###1 | 53/168 [00:10<00:22, 5.23it/s] 10/499 4.32G 0.02116 0.01509 0.01092 71 640: 32%|###1 | 53/168 [00:10<00:22, 5.23it/s] 10/499 4.32G 0.02116 0.01509 0.01092 71 640: 32%|###2 | 54/168 [00:10<00:21, 5.27it/s] 10/499 4.32G 0.02115 0.01511 0.0109 74 640: 32%|###2 | 54/168 [00:10<00:21, 5.27it/s] 10/499 4.32G 0.02115 0.01511 0.0109 74 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s] 10/499 4.32G 0.02111 0.01512 0.01089 73 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s] 10/499 4.32G 0.02111 0.01512 0.01089 73 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s] 10/499 4.32G 0.0211 0.01516 0.01092 85 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s] 10/499 4.32G 0.0211 0.01516 0.01092 85 640: 34%|###3 | 57/168 [00:10<00:20, 5.31it/s] 10/499 4.32G 0.02108 0.01515 0.01091 67 640: 34%|###3 | 57/168 [00:11<00:20, 5.31it/s] 10/499 4.32G 0.02108 0.01515 0.01091 67 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s] 10/499 4.32G 0.02102 0.01511 0.01085 62 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s] 10/499 4.32G 0.02102 0.01511 0.01085 62 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s] 10/499 4.32G 0.02102 0.01515 0.01089 77 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s] 10/499 4.32G 0.02102 0.01515 0.01089 77 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s] 10/499 4.32G 0.02102 0.01512 0.01093 64 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s] 10/499 4.32G 0.02102 0.01512 0.01093 64 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s] 10/499 4.32G 0.021 0.01511 0.01093 60 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s] 10/499 4.32G 0.021 0.01511 0.01093 60 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s] 10/499 4.32G 0.02101 0.01516 0.0109 82 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s] 10/499 4.32G 0.02101 0.01516 0.0109 82 640: 38%|###7 | 63/168 [00:11<00:19, 5.36it/s] 10/499 4.32G 0.02101 0.01515 0.01089 74 640: 38%|###7 | 63/168 [00:12<00:19, 5.36it/s] 10/499 4.32G 0.02101 0.01515 0.01089 74 640: 38%|###8 | 64/168 [00:12<00:19, 5.23it/s] 10/499 4.32G 0.021 0.01515 0.01093 60 640: 38%|###8 | 64/168 [00:12<00:19, 5.23it/s] 10/499 4.32G 0.021 0.01515 0.01093 60 640: 39%|###8 | 65/168 [00:12<00:19, 5.32it/s] 10/499 4.32G 0.021 0.01513 0.01095 66 640: 39%|###8 | 65/168 [00:12<00:19, 5.32it/s] 10/499 4.32G 0.021 0.01513 0.01095 66 640: 39%|###9 | 66/168 [00:12<00:19, 5.37it/s] 10/499 4.32G 0.02103 0.01512 0.01099 53 640: 39%|###9 | 66/168 [00:12<00:19, 5.37it/s] 10/499 4.32G 0.02103 0.01512 0.01099 53 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s] 10/499 4.32G 0.02101 0.01509 0.01093 58 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s] 10/499 4.32G 0.02101 0.01509 0.01093 58 640: 40%|#### | 68/168 [00:12<00:18, 5.32it/s] 10/499 4.32G 0.02099 0.01505 0.01103 64 640: 40%|#### | 68/168 [00:13<00:18, 5.32it/s] 10/499 4.32G 0.02099 0.01505 0.01103 64 640: 41%|####1 | 69/168 [00:13<00:18, 5.35it/s] 10/499 4.32G 0.02103 0.0151 0.01106 81 640: 41%|####1 | 69/168 [00:13<00:18, 5.35it/s] 10/499 4.32G 0.02103 0.0151 0.01106 81 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s] 10/499 4.32G 0.02103 0.01514 0.01114 74 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s] 10/499 4.32G 0.02103 0.01514 0.01114 74 640: 42%|####2 | 71/168 [00:13<00:18, 5.31it/s] 10/499 4.32G 0.02104 0.01514 0.01117 64 640: 42%|####2 | 71/168 [00:13<00:18, 5.31it/s] 10/499 4.32G 0.02104 0.01514 0.01117 64 640: 43%|####2 | 72/168 [00:13<00:17, 5.38it/s] 10/499 4.32G 0.02103 0.01516 0.01118 75 640: 43%|####2 | 72/168 [00:13<00:17, 5.38it/s] 10/499 4.32G 0.02103 0.01516 0.01118 75 640: 43%|####3 | 73/168 [00:13<00:18, 5.22it/s] 10/499 4.32G 0.02103 0.01515 0.01117 63 640: 43%|####3 | 73/168 [00:14<00:18, 5.22it/s] 10/499 4.32G 0.02103 0.01515 0.01117 63 640: 44%|####4 | 74/168 [00:14<00:17, 5.31it/s] 10/499 4.32G 0.02105 0.01518 0.01115 72 640: 44%|####4 | 74/168 [00:14<00:17, 5.31it/s] 10/499 4.32G 0.02105 0.01518 0.01115 72 640: 45%|####4 | 75/168 [00:14<00:17, 5.38it/s] 10/499 4.32G 0.02102 0.01514 0.01116 53 640: 45%|####4 | 75/168 [00:14<00:17, 5.38it/s] 10/499 4.32G 0.02102 0.01514 0.01116 53 640: 45%|####5 | 76/168 [00:14<00:17, 5.24it/s] 10/499 4.32G 0.02102 0.01513 0.01108 65 640: 45%|####5 | 76/168 [00:14<00:17, 5.24it/s] 10/499 4.32G 0.02102 0.01513 0.01108 65 640: 46%|####5 | 77/168 [00:14<00:17, 5.33it/s] 10/499 4.32G 0.02104 0.01512 0.01105 62 640: 46%|####5 | 77/168 [00:14<00:17, 5.33it/s] 10/499 4.32G 0.02104 0.01512 0.01105 62 640: 46%|####6 | 78/168 [00:14<00:16, 5.38it/s] 10/499 4.32G 0.02104 0.01512 0.01106 69 640: 46%|####6 | 78/168 [00:15<00:16, 5.38it/s] 10/499 4.32G 0.02104 0.01512 0.01106 69 640: 47%|####7 | 79/168 [00:15<00:16, 5.24it/s] 10/499 4.32G 0.02101 0.0151 0.01103 66 640: 47%|####7 | 79/168 [00:15<00:16, 5.24it/s] 10/499 4.32G 0.02101 0.0151 0.01103 66 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s] 10/499 4.32G 0.02101 0.01511 0.01099 69 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s] 10/499 4.32G 0.02101 0.01511 0.01099 69 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s] 10/499 4.32G 0.02098 0.01512 0.01095 78 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s] 10/499 4.32G 0.02098 0.01512 0.01095 78 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s] 10/499 4.32G 0.02101 0.01512 0.01097 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s] 10/499 4.32G 0.02101 0.01512 0.01097 71 640: 49%|####9 | 83/168 [00:15<00:16, 5.25it/s] 10/499 4.32G 0.021 0.01512 0.01098 75 640: 49%|####9 | 83/168 [00:15<00:16, 5.25it/s] 10/499 4.32G 0.021 0.01512 0.01098 75 640: 50%|##### | 84/168 [00:15<00:15, 5.32it/s] 10/499 4.32G 0.02103 0.01513 0.01098 66 640: 50%|##### | 84/168 [00:16<00:15, 5.32it/s] 10/499 4.32G 0.02103 0.01513 0.01098 66 640: 51%|##### | 85/168 [00:16<00:15, 5.19it/s] 10/499 4.32G 0.02101 0.01515 0.01101 75 640: 51%|##### | 85/168 [00:16<00:15, 5.19it/s] 10/499 4.32G 0.02101 0.01515 0.01101 75 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s] 10/499 4.32G 0.02099 0.01516 0.01099 75 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s] 10/499 4.32G 0.02099 0.01516 0.01099 75 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s] 10/499 4.32G 0.02097 0.01513 0.01096 65 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s] 10/499 4.32G 0.02097 0.01513 0.01096 65 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s] 10/499 4.32G 0.021 0.01513 0.01098 65 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s] 10/499 4.32G 0.021 0.01513 0.01098 65 640: 53%|#####2 | 89/168 [00:16<00:14, 5.29it/s] 10/499 4.32G 0.02103 0.01515 0.01102 74 640: 53%|#####2 | 89/168 [00:17<00:14, 5.29it/s] 10/499 4.32G 0.02103 0.01515 0.01102 74 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s] 10/499 4.32G 0.02101 0.01514 0.01105 66 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s] 10/499 4.32G 0.02101 0.01514 0.01105 66 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s] 10/499 4.32G 0.02103 0.01514 0.01108 75 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s] 10/499 4.32G 0.02103 0.01514 0.01108 75 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s] 10/499 4.32G 0.02102 0.01514 0.01107 74 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s] 10/499 4.32G 0.02102 0.01514 0.01107 74 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s] 10/499 4.32G 0.02108 0.01509 0.0111 43 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s] 10/499 4.32G 0.02108 0.01509 0.0111 43 640: 56%|#####5 | 94/168 [00:17<00:14, 5.17it/s] 10/499 4.32G 0.02109 0.01506 0.01113 53 640: 56%|#####5 | 94/168 [00:18<00:14, 5.17it/s] 10/499 4.32G 0.02109 0.01506 0.01113 53 640: 57%|#####6 | 95/168 [00:18<00:13, 5.25it/s] 10/499 4.32G 0.02114 0.01504 0.01114 54 640: 57%|#####6 | 95/168 [00:18<00:13, 5.25it/s] 10/499 4.32G 0.02114 0.01504 0.01114 54 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s] 10/499 4.32G 0.02115 0.01505 0.01113 67 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s] 10/499 4.32G 0.02115 0.01505 0.01113 67 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s] 10/499 4.32G 0.02115 0.01503 0.0111 59 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s] 10/499 4.32G 0.02115 0.01503 0.0111 59 640: 58%|#####8 | 98/168 [00:18<00:13, 5.24it/s] 10/499 4.32G 0.02114 0.01502 0.01107 60 640: 58%|#####8 | 98/168 [00:18<00:13, 5.24it/s] 10/499 4.32G 0.02114 0.01502 0.01107 60 640: 59%|#####8 | 99/168 [00:18<00:12, 5.32it/s] 10/499 4.32G 0.02116 0.01506 0.01103 72 640: 59%|#####8 | 99/168 [00:19<00:12, 5.32it/s] 10/499 4.32G 0.02116 0.01506 0.01103 72 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s] 10/499 4.32G 0.02117 0.01506 0.0111 66 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s] 10/499 4.32G 0.02117 0.01506 0.0111 66 640: 60%|###### | 101/168 [00:19<00:12, 5.25it/s] 10/499 4.32G 0.02119 0.01507 0.01115 70 640: 60%|###### | 101/168 [00:19<00:12, 5.25it/s] 10/499 4.32G 0.02119 0.01507 0.01115 70 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s] 10/499 4.32G 0.02117 0.01506 0.01112 68 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s] 10/499 4.32G 0.02117 0.01506 0.01112 68 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s] 10/499 4.32G 0.0212 0.01509 0.01119 72 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s] 10/499 4.32G 0.0212 0.01509 0.01119 72 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s] 10/499 4.32G 0.02119 0.01507 0.0112 67 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s] 10/499 4.32G 0.02119 0.01507 0.0112 67 640: 62%|######2 | 105/168 [00:19<00:11, 5.36it/s] 10/499 4.32G 0.02121 0.01509 0.01119 85 640: 62%|######2 | 105/168 [00:20<00:11, 5.36it/s] 10/499 4.32G 0.02121 0.01509 0.01119 85 640: 63%|######3 | 106/168 [00:20<00:11, 5.21it/s] 10/499 4.32G 0.0212 0.01505 0.01117 49 640: 63%|######3 | 106/168 [00:20<00:11, 5.21it/s] 10/499 4.32G 0.0212 0.01505 0.01117 49 640: 64%|######3 | 107/168 [00:20<00:11, 5.33it/s] 10/499 4.32G 0.0212 0.01503 0.01118 62 640: 64%|######3 | 107/168 [00:20<00:11, 5.33it/s] 10/499 4.32G 0.0212 0.01503 0.01118 62 640: 64%|######4 | 108/168 [00:20<00:11, 5.38it/s] 10/499 4.32G 0.02121 0.01504 0.0112 59 640: 64%|######4 | 108/168 [00:20<00:11, 5.38it/s] 10/499 4.32G 0.02121 0.01504 0.0112 59 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s] 10/499 4.32G 0.0212 0.01506 0.01118 76 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s] 10/499 4.32G 0.0212 0.01506 0.01118 76 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s] 10/499 4.32G 0.02121 0.01505 0.01117 70 640: 65%|######5 | 110/168 [00:21<00:10, 5.30it/s] 10/499 4.32G 0.02121 0.01505 0.01117 70 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s] 10/499 4.32G 0.02122 0.01507 0.01119 79 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s] 10/499 4.32G 0.02122 0.01507 0.01119 79 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s] 10/499 4.32G 0.02122 0.01511 0.01117 89 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s] 10/499 4.32G 0.02122 0.01511 0.01117 89 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s] 10/499 4.32G 0.0212 0.01511 0.01117 75 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s] 10/499 4.32G 0.0212 0.01511 0.01117 75 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s] 10/499 4.32G 0.0212 0.01512 0.01117 75 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s] 10/499 4.32G 0.0212 0.01512 0.01117 75 640: 68%|######8 | 115/168 [00:21<00:10, 5.20it/s] 10/499 4.32G 0.02119 0.01513 0.0112 77 640: 68%|######8 | 115/168 [00:22<00:10, 5.20it/s] 10/499 4.32G 0.02119 0.01513 0.0112 77 640: 69%|######9 | 116/168 [00:22<00:09, 5.31it/s] 10/499 4.32G 0.02119 0.01514 0.01117 85 640: 69%|######9 | 116/168 [00:22<00:09, 5.31it/s] 10/499 4.32G 0.02119 0.01514 0.01117 85 640: 70%|######9 | 117/168 [00:22<00:09, 5.37it/s] 10/499 4.32G 0.0212 0.01516 0.01118 80 640: 70%|######9 | 117/168 [00:22<00:09, 5.37it/s] 10/499 4.32G 0.0212 0.01516 0.01118 80 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s] 10/499 4.32G 0.0212 0.01519 0.01118 74 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s] 10/499 4.32G 0.0212 0.01519 0.01118 74 640: 71%|####### | 119/168 [00:22<00:09, 5.31it/s] 10/499 4.32G 0.02122 0.01522 0.0112 76 640: 71%|####### | 119/168 [00:22<00:09, 5.31it/s] 10/499 4.32G 0.02122 0.01522 0.0112 76 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s] 10/499 4.32G 0.02121 0.01523 0.01121 73 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s] 10/499 4.32G 0.02121 0.01523 0.01121 73 640: 72%|#######2 | 121/168 [00:22<00:08, 5.24it/s] 10/499 4.32G 0.02121 0.01522 0.01123 63 640: 72%|#######2 | 121/168 [00:23<00:08, 5.24it/s] 10/499 4.32G 0.02121 0.01522 0.01123 63 640: 73%|#######2 | 122/168 [00:23<00:08, 5.34it/s] 10/499 4.32G 0.02123 0.01523 0.01124 70 640: 73%|#######2 | 122/168 [00:23<00:08, 5.34it/s] 10/499 4.32G 0.02123 0.01523 0.01124 70 640: 73%|#######3 | 123/168 [00:23<00:08, 5.38it/s] 10/499 4.32G 0.02122 0.01522 0.01122 62 640: 73%|#######3 | 123/168 [00:23<00:08, 5.38it/s] 10/499 4.32G 0.02122 0.01522 0.01122 62 640: 74%|#######3 | 124/168 [00:23<00:08, 5.24it/s] 10/499 4.32G 0.02122 0.01522 0.01118 70 640: 74%|#######3 | 124/168 [00:23<00:08, 5.24it/s] 10/499 4.32G 0.02122 0.01522 0.01118 70 640: 74%|#######4 | 125/168 [00:23<00:08, 5.32it/s] 10/499 4.32G 0.02122 0.0152 0.01117 57 640: 74%|#######4 | 125/168 [00:23<00:08, 5.32it/s] 10/499 4.32G 0.02122 0.0152 0.01117 57 640: 75%|#######5 | 126/168 [00:23<00:07, 5.37it/s] 10/499 4.32G 0.0212 0.01518 0.01115 56 640: 75%|#######5 | 126/168 [00:24<00:07, 5.37it/s] 10/499 4.32G 0.0212 0.01518 0.01115 56 640: 76%|#######5 | 127/168 [00:24<00:07, 5.23it/s] 10/499 4.32G 0.02121 0.01517 0.0112 63 640: 76%|#######5 | 127/168 [00:24<00:07, 5.23it/s] 10/499 4.32G 0.02121 0.01517 0.0112 63 640: 76%|#######6 | 128/168 [00:24<00:07, 5.33it/s] 10/499 4.32G 0.02119 0.01514 0.01117 49 640: 76%|#######6 | 128/168 [00:24<00:07, 5.33it/s] 10/499 4.32G 0.02119 0.01514 0.01117 49 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s] 10/499 4.32G 0.02121 0.01513 0.01119 59 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s] 10/499 4.32G 0.02121 0.01513 0.01119 59 640: 77%|#######7 | 130/168 [00:24<00:07, 5.23it/s] 10/499 4.32G 0.0212 0.01513 0.01118 71 640: 77%|#######7 | 130/168 [00:24<00:07, 5.23it/s] 10/499 4.32G 0.0212 0.01513 0.01118 71 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s] 10/499 4.32G 0.02121 0.01516 0.01119 79 640: 78%|#######7 | 131/168 [00:25<00:06, 5.31it/s] 10/499 4.32G 0.02121 0.01516 0.01119 79 640: 79%|#######8 | 132/168 [00:25<00:06, 5.39it/s] 10/499 4.32G 0.0212 0.01515 0.01123 65 640: 79%|#######8 | 132/168 [00:25<00:06, 5.39it/s] 10/499 4.32G 0.0212 0.01515 0.01123 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s] 10/499 4.32G 0.02121 0.01515 0.0112 67 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s] 10/499 4.32G 0.02121 0.01515 0.0112 67 640: 80%|#######9 | 134/168 [00:25<00:06, 5.33it/s] 10/499 4.32G 0.02123 0.01514 0.01122 58 640: 80%|#######9 | 134/168 [00:25<00:06, 5.33it/s] 10/499 4.32G 0.02123 0.01514 0.01122 58 640: 80%|######## | 135/168 [00:25<00:06, 5.38it/s] 10/499 4.32G 0.02125 0.01513 0.01131 54 640: 80%|######## | 135/168 [00:25<00:06, 5.38it/s] 10/499 4.32G 0.02125 0.01513 0.01131 54 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s] 10/499 4.32G 0.02124 0.01515 0.0113 77 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s] 10/499 4.32G 0.02124 0.01515 0.0113 77 640: 82%|########1 | 137/168 [00:25<00:05, 5.28it/s] 10/499 4.32G 0.02124 0.01513 0.0113 52 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s] 10/499 4.32G 0.02124 0.01513 0.0113 52 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s] 10/499 4.32G 0.02126 0.01513 0.0113 66 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s] 10/499 4.32G 0.02126 0.01513 0.0113 66 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s] 10/499 4.32G 0.02124 0.01512 0.0113 69 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s] 10/499 4.32G 0.02124 0.01512 0.0113 69 640: 83%|########3 | 140/168 [00:26<00:05, 5.27it/s] 10/499 4.32G 0.02123 0.01515 0.01129 78 640: 83%|########3 | 140/168 [00:26<00:05, 5.27it/s] 10/499 4.32G 0.02123 0.01515 0.01129 78 640: 84%|########3 | 141/168 [00:26<00:05, 5.30it/s] 10/499 4.32G 0.02123 0.01517 0.01126 83 640: 84%|########3 | 141/168 [00:26<00:05, 5.30it/s] 10/499 4.32G 0.02123 0.01517 0.01126 83 640: 85%|########4 | 142/168 [00:26<00:05, 5.18it/s] 10/499 4.32G 0.02122 0.01519 0.01126 86 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s] 10/499 4.32G 0.02122 0.01519 0.01126 86 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s] 10/499 4.32G 0.02122 0.01521 0.01124 77 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s] 10/499 4.32G 0.02122 0.01521 0.01124 77 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s] 10/499 4.32G 0.02125 0.01518 0.01125 62 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s] 10/499 4.32G 0.02125 0.01518 0.01125 62 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s] 10/499 4.32G 0.02123 0.01519 0.01124 73 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s] 10/499 4.32G 0.02123 0.01519 0.01124 73 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s] 10/499 4.32G 0.02124 0.01519 0.01125 65 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s] 10/499 4.32G 0.02124 0.01519 0.01125 65 640: 88%|########7 | 147/168 [00:27<00:03, 5.30it/s] 10/499 4.32G 0.02125 0.01519 0.01125 65 640: 88%|########7 | 147/168 [00:28<00:03, 5.30it/s] 10/499 4.32G 0.02125 0.01519 0.01125 65 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s] 10/499 4.32G 0.02125 0.0152 0.01124 71 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s] 10/499 4.32G 0.02125 0.0152 0.01124 71 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s] 10/499 4.32G 0.02125 0.01519 0.01123 61 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s] 10/499 4.32G 0.02125 0.01519 0.01123 61 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s] 10/499 4.32G 0.02124 0.01522 0.01125 82 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s] 10/499 4.32G 0.02124 0.01522 0.01125 82 640: 90%|########9 | 151/168 [00:28<00:03, 5.18it/s] 10/499 4.32G 0.02124 0.0152 0.01125 55 640: 90%|########9 | 151/168 [00:28<00:03, 5.18it/s] 10/499 4.32G 0.02124 0.0152 0.01125 55 640: 90%|######### | 152/168 [00:28<00:03, 5.26it/s] 10/499 4.32G 0.02124 0.0152 0.01123 65 640: 90%|######### | 152/168 [00:29<00:03, 5.26it/s] 10/499 4.32G 0.02124 0.0152 0.01123 65 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s] 10/499 4.32G 0.02123 0.01519 0.01122 55 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s] 10/499 4.32G 0.02123 0.01519 0.01122 55 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s] 10/499 4.32G 0.02123 0.01521 0.01122 90 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s] 10/499 4.32G 0.02123 0.01521 0.01122 90 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s] 10/499 4.32G 0.02125 0.01522 0.01123 77 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s] 10/499 4.32G 0.02125 0.01522 0.01123 77 640: 93%|#########2| 156/168 [00:29<00:02, 5.36it/s] 10/499 4.32G 0.02125 0.01522 0.0112 75 640: 93%|#########2| 156/168 [00:29<00:02, 5.36it/s] 10/499 4.32G 0.02125 0.01522 0.0112 75 640: 93%|#########3| 157/168 [00:29<00:02, 5.19it/s] 10/499 4.32G 0.02125 0.01522 0.01123 70 640: 93%|#########3| 157/168 [00:29<00:02, 5.19it/s] 10/499 4.32G 0.02125 0.01522 0.01123 70 640: 94%|#########4| 158/168 [00:29<00:01, 5.29it/s] 10/499 4.32G 0.02123 0.01521 0.01122 68 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s] 10/499 4.32G 0.02123 0.01521 0.01122 68 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s] 10/499 4.32G 0.02122 0.01521 0.01119 69 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s] 10/499 4.32G 0.02122 0.01521 0.01119 69 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s] 10/499 4.32G 0.02122 0.01521 0.01117 64 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s] 10/499 4.32G 0.02122 0.01521 0.01117 64 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s] 10/499 4.32G 0.02121 0.0152 0.01117 63 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s] 10/499 4.32G 0.02121 0.0152 0.01117 63 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s] 10/499 4.32G 0.02121 0.01522 0.01116 75 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s] 10/499 4.32G 0.02121 0.01522 0.01116 75 640: 97%|#########7| 163/168 [00:30<00:00, 5.23it/s] 10/499 4.32G 0.02121 0.01522 0.01114 75 640: 97%|#########7| 163/168 [00:31<00:00, 5.23it/s] 10/499 4.32G 0.02121 0.01522 0.01114 75 640: 98%|#########7| 164/168 [00:31<00:00, 5.23it/s] 10/499 4.32G 0.02119 0.0152 0.01116 62 640: 98%|#########7| 164/168 [00:31<00:00, 5.23it/s] 10/499 4.32G 0.02119 0.0152 0.01116 62 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s] 10/499 4.32G 0.02117 0.0152 0.01116 67 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s] 10/499 4.32G 0.02117 0.0152 0.01116 67 640: 99%|#########8| 166/168 [00:31<00:00, 5.18it/s] 10/499 4.32G 0.02117 0.01518 0.01114 53 640: 99%|#########8| 166/168 [00:31<00:00, 5.18it/s] 10/499 4.32G 0.02117 0.01518 0.01114 53 640: 99%|#########9| 167/168 [00:31<00:00, 5.26it/s] 10/499 4.32G 0.02115 0.01517 0.01116 29 640: 99%|#########9| 167/168 [00:31<00:00, 5.26it/s] 10/499 4.32G 0.02115 0.01517 0.01116 29 640: 100%|##########| 168/168 [00:31<00:00, 5.44it/s] 10/499 4.32G 0.02115 0.01517 0.01116 29 640: 100%|##########| 168/168 [00:31<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.01it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.03it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.02it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.60it/s] all 132 263 0.744 0.841 0.836 0.636 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 11/499 4.32G 0.0233 0.0167 0.008361 65 640: 0%| | 0/168 [00:00<?, ?it/s] 11/499 4.32G 0.0233 0.0167 0.008361 65 640: 1%| | 1/168 [00:00<00:33, 4.98it/s] 11/499 4.32G 0.02325 0.01674 0.009778 66 640: 1%| | 1/168 [00:00<00:33, 4.98it/s] 11/499 4.32G 0.02325 0.01674 0.009778 66 640: 1%|1 | 2/168 [00:00<00:31, 5.33it/s] 11/499 4.32G 0.02261 0.01653 0.008898 73 640: 1%|1 | 2/168 [00:00<00:31, 5.33it/s] 11/499 4.32G 0.02261 0.01653 0.008898 73 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s] 11/499 4.32G 0.02224 0.01649 0.009046 82 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s] 11/499 4.32G 0.02224 0.01649 0.009046 82 640: 2%|2 | 4/168 [00:00<00:31, 5.20it/s] 11/499 4.32G 0.02207 0.01647 0.009563 73 640: 2%|2 | 4/168 [00:00<00:31, 5.20it/s] 11/499 4.32G 0.02207 0.01647 0.009563 73 640: 3%|2 | 5/168 [00:00<00:30, 5.30it/s] 11/499 4.32G 0.02232 0.01652 0.01015 61 640: 3%|2 | 5/168 [00:01<00:30, 5.30it/s] 11/499 4.32G 0.02232 0.01652 0.01015 61 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s] 11/499 4.32G 0.02239 0.01666 0.0105 76 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s] 11/499 4.32G 0.02239 0.01666 0.0105 76 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s] 11/499 4.32G 0.02246 0.01652 0.01108 67 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s] 11/499 4.32G 0.02246 0.01652 0.01108 67 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s] 11/499 4.32G 0.02258 0.01641 0.01089 64 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s] 11/499 4.32G 0.02258 0.01641 0.01089 64 640: 5%|5 | 9/168 [00:01<00:30, 5.26it/s] 11/499 4.32G 0.02228 0.01645 0.01128 72 640: 5%|5 | 9/168 [00:01<00:30, 5.26it/s] 11/499 4.32G 0.02228 0.01645 0.01128 72 640: 6%|5 | 10/168 [00:01<00:30, 5.13it/s] 11/499 4.32G 0.02223 0.01674 0.01107 81 640: 6%|5 | 10/168 [00:02<00:30, 5.13it/s] 11/499 4.32G 0.02223 0.01674 0.01107 81 640: 7%|6 | 11/168 [00:02<00:30, 5.21it/s] 11/499 4.32G 0.02191 0.01636 0.01087 62 640: 7%|6 | 11/168 [00:02<00:30, 5.21it/s] 11/499 4.32G 0.02191 0.01636 0.01087 62 640: 7%|7 | 12/168 [00:02<00:29, 5.28it/s] 11/499 4.32G 0.02178 0.01613 0.01101 59 640: 7%|7 | 12/168 [00:02<00:29, 5.28it/s] 11/499 4.32G 0.02178 0.01613 0.01101 59 640: 8%|7 | 13/168 [00:02<00:30, 5.14it/s] 11/499 4.32G 0.02162 0.01601 0.01085 64 640: 8%|7 | 13/168 [00:02<00:30, 5.14it/s] 11/499 4.32G 0.02162 0.01601 0.01085 64 640: 8%|8 | 14/168 [00:02<00:29, 5.24it/s] 11/499 4.32G 0.02142 0.01591 0.01106 67 640: 8%|8 | 14/168 [00:02<00:29, 5.24it/s] 11/499 4.32G 0.02142 0.01591 0.01106 67 640: 9%|8 | 15/168 [00:02<00:28, 5.30it/s] 11/499 4.32G 0.02138 0.0159 0.01096 71 640: 9%|8 | 15/168 [00:03<00:28, 5.30it/s] 11/499 4.32G 0.02138 0.0159 0.01096 71 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s] 11/499 4.32G 0.02145 0.01581 0.01106 59 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s] 11/499 4.32G 0.02145 0.01581 0.01106 59 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s] 11/499 4.32G 0.02128 0.01568 0.01076 59 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s] 11/499 4.32G 0.02128 0.01568 0.01076 59 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s] 11/499 4.32G 0.02111 0.0156 0.01074 68 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s] 11/499 4.32G 0.02111 0.0156 0.01074 68 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s] 11/499 4.32G 0.02113 0.01574 0.0107 78 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s] 11/499 4.32G 0.02113 0.01574 0.0107 78 640: 12%|#1 | 20/168 [00:03<00:27, 5.29it/s] 11/499 4.32G 0.02113 0.01575 0.01063 77 640: 12%|#1 | 20/168 [00:03<00:27, 5.29it/s] 11/499 4.32G 0.02113 0.01575 0.01063 77 640: 12%|#2 | 21/168 [00:03<00:27, 5.35it/s] 11/499 4.32G 0.02104 0.01574 0.01059 69 640: 12%|#2 | 21/168 [00:04<00:27, 5.35it/s] 11/499 4.32G 0.02104 0.01574 0.01059 69 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s] 11/499 4.32G 0.02104 0.0158 0.01067 77 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s] 11/499 4.32G 0.02104 0.0158 0.01067 77 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s] 11/499 4.32G 0.02111 0.01577 0.01079 74 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s] 11/499 4.32G 0.02111 0.01577 0.01079 74 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s] 11/499 4.32G 0.02108 0.01571 0.01076 63 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s] 11/499 4.32G 0.02108 0.01571 0.01076 63 640: 15%|#4 | 25/168 [00:04<00:27, 5.17it/s] 11/499 4.32G 0.02102 0.01563 0.01074 66 640: 15%|#4 | 25/168 [00:04<00:27, 5.17it/s] 11/499 4.32G 0.02102 0.01563 0.01074 66 640: 15%|#5 | 26/168 [00:04<00:26, 5.27it/s] 11/499 4.32G 0.02096 0.01556 0.01065 60 640: 15%|#5 | 26/168 [00:05<00:26, 5.27it/s] 11/499 4.32G 0.02096 0.01556 0.01065 60 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s] 11/499 4.32G 0.02091 0.0156 0.01078 70 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s] 11/499 4.32G 0.02091 0.0156 0.01078 70 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s] 11/499 4.32G 0.02093 0.01565 0.01089 73 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s] 11/499 4.32G 0.02093 0.01565 0.01089 73 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s] 11/499 4.32G 0.02087 0.01562 0.01073 70 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s] 11/499 4.32G 0.02087 0.01562 0.01073 70 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s] 11/499 4.32G 0.02076 0.0156 0.01058 72 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s] 11/499 4.32G 0.02076 0.0156 0.01058 72 640: 18%|#8 | 31/168 [00:05<00:26, 5.21it/s] 11/499 4.32G 0.02087 0.01556 0.01074 59 640: 18%|#8 | 31/168 [00:06<00:26, 5.21it/s] 11/499 4.32G 0.02087 0.01556 0.01074 59 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s] 11/499 4.32G 0.02083 0.01547 0.01077 68 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s] 11/499 4.32G 0.02083 0.01547 0.01077 68 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s] 11/499 4.32G 0.02088 0.01543 0.01076 61 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s] 11/499 4.32G 0.02088 0.01543 0.01076 61 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s] 11/499 4.32G 0.02089 0.01538 0.01077 65 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s] 11/499 4.32G 0.02089 0.01538 0.01077 65 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s] 11/499 4.32G 0.02091 0.01541 0.01065 74 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s] 11/499 4.32G 0.02091 0.01541 0.01065 74 640: 21%|##1 | 36/168 [00:06<00:24, 5.38it/s] 11/499 4.32G 0.02089 0.01538 0.01069 65 640: 21%|##1 | 36/168 [00:07<00:24, 5.38it/s] 11/499 4.32G 0.02089 0.01538 0.01069 65 640: 22%|##2 | 37/168 [00:07<00:24, 5.25it/s] 11/499 4.32G 0.02092 0.01538 0.01061 72 640: 22%|##2 | 37/168 [00:07<00:24, 5.25it/s] 11/499 4.32G 0.02092 0.01538 0.01061 72 640: 23%|##2 | 38/168 [00:07<00:24, 5.32it/s] 11/499 4.32G 0.02093 0.01542 0.01052 70 640: 23%|##2 | 38/168 [00:07<00:24, 5.32it/s] 11/499 4.32G 0.02093 0.01542 0.01052 70 640: 23%|##3 | 39/168 [00:07<00:23, 5.39it/s] 11/499 4.32G 0.02095 0.01549 0.01053 77 640: 23%|##3 | 39/168 [00:07<00:23, 5.39it/s] 11/499 4.32G 0.02095 0.01549 0.01053 77 640: 24%|##3 | 40/168 [00:07<00:24, 5.23it/s] 11/499 4.32G 0.02099 0.01553 0.01047 76 640: 24%|##3 | 40/168 [00:07<00:24, 5.23it/s] 11/499 4.32G 0.02099 0.01553 0.01047 76 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s] 11/499 4.32G 0.02097 0.01548 0.01042 66 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s] 11/499 4.32G 0.02097 0.01548 0.01042 66 640: 25%|##5 | 42/168 [00:07<00:23, 5.37it/s] 11/499 4.32G 0.02097 0.01547 0.01055 64 640: 25%|##5 | 42/168 [00:08<00:23, 5.37it/s] 11/499 4.32G 0.02097 0.01547 0.01055 64 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s] 11/499 4.32G 0.02097 0.01544 0.01063 61 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s] 11/499 4.32G 0.02097 0.01544 0.01063 61 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s] 11/499 4.32G 0.02099 0.01544 0.01055 67 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s] 11/499 4.32G 0.02099 0.01544 0.01055 67 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s] 11/499 4.32G 0.02099 0.01543 0.01065 82 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s] 11/499 4.32G 0.02099 0.01543 0.01065 82 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s] 11/499 4.32G 0.02097 0.01542 0.01066 78 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s] 11/499 4.32G 0.02097 0.01542 0.01066 78 640: 28%|##7 | 47/168 [00:08<00:23, 5.25it/s] 11/499 4.32G 0.02099 0.01548 0.01072 81 640: 28%|##7 | 47/168 [00:09<00:23, 5.25it/s] 11/499 4.32G 0.02099 0.01548 0.01072 81 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s] 11/499 4.32G 0.021 0.01545 0.01068 68 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s] 11/499 4.32G 0.021 0.01545 0.01068 68 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s] 11/499 4.32G 0.02095 0.01539 0.01066 69 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s] 11/499 4.32G 0.02095 0.01539 0.01066 69 640: 30%|##9 | 50/168 [00:09<00:22, 5.26it/s] 11/499 4.32G 0.02093 0.01539 0.01064 68 640: 30%|##9 | 50/168 [00:09<00:22, 5.26it/s] 11/499 4.32G 0.02093 0.01539 0.01064 68 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s] 11/499 4.32G 0.02096 0.01537 0.01069 59 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s] 11/499 4.32G 0.02096 0.01537 0.01069 59 640: 31%|### | 52/168 [00:09<00:22, 5.20it/s] 11/499 4.32G 0.02095 0.01534 0.01072 69 640: 31%|### | 52/168 [00:10<00:22, 5.20it/s] 11/499 4.32G 0.02095 0.01534 0.01072 69 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s] 11/499 4.32G 0.02093 0.01531 0.01068 69 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s] 11/499 4.32G 0.02093 0.01531 0.01068 69 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s] 11/499 4.32G 0.02095 0.01537 0.01066 92 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s] 11/499 4.32G 0.02095 0.01537 0.01066 92 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s] 11/499 4.32G 0.02091 0.01535 0.01056 70 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s] 11/499 4.32G 0.02091 0.01535 0.01056 70 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s] 11/499 4.32G 0.02088 0.01533 0.01046 64 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s] 11/499 4.32G 0.02088 0.01533 0.01046 64 640: 34%|###3 | 57/168 [00:10<00:20, 5.31it/s] 11/499 4.32G 0.02088 0.01537 0.01045 86 640: 34%|###3 | 57/168 [00:11<00:20, 5.31it/s] 11/499 4.32G 0.02088 0.01537 0.01045 86 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s] 11/499 4.32G 0.02086 0.01535 0.01044 71 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s] 11/499 4.32G 0.02086 0.01535 0.01044 71 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s] 11/499 4.32G 0.02084 0.0153 0.01038 60 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s] 11/499 4.32G 0.02084 0.0153 0.01038 60 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s] 11/499 4.32G 0.02085 0.01528 0.01041 73 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s] 11/499 4.32G 0.02085 0.01528 0.01041 73 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s] 11/499 4.32G 0.02081 0.01528 0.01037 73 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s] 11/499 4.32G 0.02081 0.01528 0.01037 73 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s] 11/499 4.32G 0.02081 0.01534 0.01035 82 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s] 11/499 4.32G 0.02081 0.01534 0.01035 82 640: 38%|###7 | 63/168 [00:11<00:19, 5.34it/s] 11/499 4.32G 0.02079 0.01527 0.01036 56 640: 38%|###7 | 63/168 [00:12<00:19, 5.34it/s] 11/499 4.32G 0.02079 0.01527 0.01036 56 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s] 11/499 4.32G 0.02074 0.01527 0.01031 73 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s] 11/499 4.32G 0.02074 0.01527 0.01031 73 640: 39%|###8 | 65/168 [00:12<00:19, 5.24it/s] 11/499 4.32G 0.02071 0.01524 0.01029 63 640: 39%|###8 | 65/168 [00:12<00:19, 5.24it/s] 11/499 4.32G 0.02071 0.01524 0.01029 63 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s] 11/499 4.32G 0.02069 0.01525 0.01034 80 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s] 11/499 4.32G 0.02069 0.01525 0.01034 80 640: 40%|###9 | 67/168 [00:12<00:19, 5.20it/s] 11/499 4.32G 0.02064 0.01522 0.01033 72 640: 40%|###9 | 67/168 [00:12<00:19, 5.20it/s] 11/499 4.32G 0.02064 0.01522 0.01033 72 640: 40%|#### | 68/168 [00:12<00:18, 5.31it/s] 11/499 4.32G 0.02063 0.01526 0.01035 81 640: 40%|#### | 68/168 [00:13<00:18, 5.31it/s] 11/499 4.32G 0.02063 0.01526 0.01035 81 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s] 11/499 4.32G 0.0206 0.01528 0.01027 77 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s] 11/499 4.32G 0.0206 0.01528 0.01027 77 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s] 11/499 4.32G 0.0206 0.01527 0.0102 66 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s] 11/499 4.32G 0.0206 0.01527 0.0102 66 640: 42%|####2 | 71/168 [00:13<00:18, 5.31it/s] 11/499 4.32G 0.0206 0.01528 0.0102 76 640: 42%|####2 | 71/168 [00:13<00:18, 5.31it/s] 11/499 4.32G 0.0206 0.01528 0.0102 76 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s] 11/499 4.32G 0.02058 0.01529 0.0102 76 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s] 11/499 4.32G 0.02058 0.01529 0.0102 76 640: 43%|####3 | 73/168 [00:13<00:18, 5.22it/s] 11/499 4.32G 0.02054 0.01526 0.01018 69 640: 43%|####3 | 73/168 [00:14<00:18, 5.22it/s] 11/499 4.32G 0.02054 0.01526 0.01018 69 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s] 11/499 4.32G 0.02053 0.01525 0.01013 71 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s] 11/499 4.32G 0.02053 0.01525 0.01013 71 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s] 11/499 4.32G 0.02051 0.01523 0.01019 65 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s] 11/499 4.32G 0.02051 0.01523 0.01019 65 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s] 11/499 4.32G 0.02051 0.0152 0.01017 71 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s] 11/499 4.32G 0.02051 0.0152 0.01017 71 640: 46%|####5 | 77/168 [00:14<00:17, 5.33it/s] 11/499 4.32G 0.0205 0.01522 0.01018 80 640: 46%|####5 | 77/168 [00:14<00:17, 5.33it/s] 11/499 4.32G 0.0205 0.01522 0.01018 80 640: 46%|####6 | 78/168 [00:14<00:16, 5.40it/s] 11/499 4.32G 0.0205 0.01522 0.01016 67 640: 46%|####6 | 78/168 [00:14<00:16, 5.40it/s] 11/499 4.32G 0.0205 0.01522 0.01016 67 640: 47%|####7 | 79/168 [00:14<00:17, 5.23it/s] 11/499 4.32G 0.0205 0.01519 0.01015 61 640: 47%|####7 | 79/168 [00:15<00:17, 5.23it/s] 11/499 4.32G 0.0205 0.01519 0.01015 61 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s] 11/499 4.32G 0.02053 0.01515 0.01016 59 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s] 11/499 4.32G 0.02053 0.01515 0.01016 59 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s] 11/499 4.32G 0.02052 0.01515 0.01012 65 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s] 11/499 4.32G 0.02052 0.01515 0.01012 65 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s] 11/499 4.32G 0.02051 0.01515 0.01011 63 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s] 11/499 4.32G 0.02051 0.01515 0.01011 63 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s] 11/499 4.32G 0.02049 0.01515 0.01011 74 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s] 11/499 4.32G 0.02049 0.01515 0.01011 74 640: 50%|##### | 84/168 [00:15<00:15, 5.34it/s] 11/499 4.32G 0.02052 0.01515 0.01014 68 640: 50%|##### | 84/168 [00:16<00:15, 5.34it/s] 11/499 4.32G 0.02052 0.01515 0.01014 68 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s] 11/499 4.32G 0.0205 0.01518 0.01014 82 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s] 11/499 4.32G 0.0205 0.01518 0.01014 82 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s] 11/499 4.32G 0.0205 0.01522 0.01011 81 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s] 11/499 4.32G 0.0205 0.01522 0.01011 81 640: 52%|#####1 | 87/168 [00:16<00:15, 5.37it/s] 11/499 4.32G 0.02049 0.01522 0.01008 65 640: 52%|#####1 | 87/168 [00:16<00:15, 5.37it/s] 11/499 4.32G 0.02049 0.01522 0.01008 65 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 11/499 4.32G 0.02047 0.01521 0.01009 62 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 11/499 4.32G 0.02047 0.01521 0.01009 62 640: 53%|#####2 | 89/168 [00:16<00:14, 5.27it/s] 11/499 4.32G 0.0205 0.01523 0.01009 80 640: 53%|#####2 | 89/168 [00:17<00:14, 5.27it/s] 11/499 4.32G 0.0205 0.01523 0.01009 80 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s] 11/499 4.32G 0.02051 0.01522 0.01011 65 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s] 11/499 4.32G 0.02051 0.01522 0.01011 65 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s] 11/499 4.32G 0.0205 0.01522 0.01011 71 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s] 11/499 4.32G 0.0205 0.01522 0.01011 71 640: 55%|#####4 | 92/168 [00:17<00:14, 5.34it/s] 11/499 4.32G 0.02052 0.01523 0.0101 74 640: 55%|#####4 | 92/168 [00:17<00:14, 5.34it/s] 11/499 4.32G 0.02052 0.01523 0.0101 74 640: 55%|#####5 | 93/168 [00:17<00:13, 5.40it/s] 11/499 4.32G 0.02055 0.0152 0.01008 49 640: 55%|#####5 | 93/168 [00:17<00:13, 5.40it/s] 11/499 4.32G 0.02055 0.0152 0.01008 49 640: 56%|#####5 | 94/168 [00:17<00:14, 5.25it/s] 11/499 4.32G 0.02058 0.01519 0.01008 66 640: 56%|#####5 | 94/168 [00:18<00:14, 5.25it/s] 11/499 4.32G 0.02058 0.01519 0.01008 66 640: 57%|#####6 | 95/168 [00:18<00:13, 5.32it/s] 11/499 4.32G 0.02056 0.01514 0.01009 52 640: 57%|#####6 | 95/168 [00:18<00:13, 5.32it/s] 11/499 4.32G 0.02056 0.01514 0.01009 52 640: 57%|#####7 | 96/168 [00:18<00:13, 5.39it/s] 11/499 4.32G 0.02057 0.01513 0.0101 64 640: 57%|#####7 | 96/168 [00:18<00:13, 5.39it/s] 11/499 4.32G 0.02057 0.01513 0.0101 64 640: 58%|#####7 | 97/168 [00:18<00:13, 5.26it/s] 11/499 4.32G 0.02055 0.01509 0.01009 64 640: 58%|#####7 | 97/168 [00:18<00:13, 5.26it/s] 11/499 4.32G 0.02055 0.01509 0.01009 64 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s] 11/499 4.32G 0.02054 0.01508 0.01009 74 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s] 11/499 4.32G 0.02054 0.01508 0.01009 74 640: 59%|#####8 | 99/168 [00:18<00:13, 5.29it/s] 11/499 4.32G 0.02049 0.0151 0.01004 82 640: 59%|#####8 | 99/168 [00:18<00:13, 5.29it/s] 11/499 4.32G 0.02049 0.0151 0.01004 82 640: 60%|#####9 | 100/168 [00:18<00:13, 5.18it/s] 11/499 4.32G 0.02047 0.01506 0.01003 58 640: 60%|#####9 | 100/168 [00:19<00:13, 5.18it/s] 11/499 4.32G 0.02047 0.01506 0.01003 58 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s] 11/499 4.32G 0.02046 0.01508 0.01 83 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s] 11/499 4.32G 0.02046 0.01508 0.01 83 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s] 11/499 4.32G 0.02047 0.01504 0.01004 55 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s] 11/499 4.32G 0.02047 0.01504 0.01004 55 640: 61%|######1 | 103/168 [00:19<00:12, 5.16it/s] 11/499 4.32G 0.02046 0.01502 0.01003 67 640: 61%|######1 | 103/168 [00:19<00:12, 5.16it/s] 11/499 4.32G 0.02046 0.01502 0.01003 67 640: 62%|######1 | 104/168 [00:19<00:12, 5.26it/s] 11/499 4.32G 0.02046 0.01501 0.01001 68 640: 62%|######1 | 104/168 [00:19<00:12, 5.26it/s] 11/499 4.32G 0.02046 0.01501 0.01001 68 640: 62%|######2 | 105/168 [00:19<00:11, 5.31it/s] 11/499 4.32G 0.02046 0.01502 0.01002 72 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s] 11/499 4.32G 0.02046 0.01502 0.01002 72 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s] 11/499 4.32G 0.02046 0.01504 0.009985 75 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s] 11/499 4.32G 0.02046 0.01504 0.009985 75 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s] 11/499 4.32G 0.02049 0.0151 0.01 89 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s] 11/499 4.32G 0.02049 0.0151 0.01 89 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s] 11/499 4.32G 0.02051 0.01509 0.01 62 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s] 11/499 4.32G 0.02051 0.01509 0.01 62 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s] 11/499 4.32G 0.02049 0.01509 0.01006 70 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s] 11/499 4.32G 0.02049 0.01509 0.01006 70 640: 65%|######5 | 110/168 [00:20<00:11, 5.27it/s] 11/499 4.32G 0.02048 0.01512 0.01006 86 640: 65%|######5 | 110/168 [00:21<00:11, 5.27it/s] 11/499 4.32G 0.02048 0.01512 0.01006 86 640: 66%|######6 | 111/168 [00:21<00:10, 5.32it/s] 11/499 4.32G 0.0205 0.01513 0.01004 72 640: 66%|######6 | 111/168 [00:21<00:10, 5.32it/s] 11/499 4.32G 0.0205 0.01513 0.01004 72 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s] 11/499 4.32G 0.0205 0.01513 0.01007 69 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s] 11/499 4.32G 0.0205 0.01513 0.01007 69 640: 67%|######7 | 113/168 [00:21<00:10, 5.26it/s] 11/499 4.32G 0.02049 0.01513 0.01008 62 640: 67%|######7 | 113/168 [00:21<00:10, 5.26it/s] 11/499 4.32G 0.02049 0.01513 0.01008 62 640: 68%|######7 | 114/168 [00:21<00:10, 5.30it/s] 11/499 4.32G 0.0205 0.01518 0.01005 87 640: 68%|######7 | 114/168 [00:21<00:10, 5.30it/s] 11/499 4.32G 0.0205 0.01518 0.01005 87 640: 68%|######8 | 115/168 [00:21<00:10, 5.18it/s] 11/499 4.32G 0.0205 0.01516 0.01002 64 640: 68%|######8 | 115/168 [00:21<00:10, 5.18it/s] 11/499 4.32G 0.0205 0.01516 0.01002 64 640: 69%|######9 | 116/168 [00:21<00:09, 5.28it/s] 11/499 4.32G 0.0205 0.0152 0.01004 75 640: 69%|######9 | 116/168 [00:22<00:09, 5.28it/s] 11/499 4.32G 0.0205 0.0152 0.01004 75 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s] 11/499 4.32G 0.02048 0.01518 0.01003 56 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s] 11/499 4.32G 0.02048 0.01518 0.01003 56 640: 70%|####### | 118/168 [00:22<00:09, 5.17it/s] 11/499 4.32G 0.0205 0.01517 0.0101 67 640: 70%|####### | 118/168 [00:22<00:09, 5.17it/s] 11/499 4.32G 0.0205 0.01517 0.0101 67 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s] 11/499 4.32G 0.02051 0.01516 0.01011 62 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s] 11/499 4.32G 0.02051 0.01516 0.01011 62 640: 71%|#######1 | 120/168 [00:22<00:08, 5.35it/s] 11/499 4.32G 0.02052 0.01516 0.01012 69 640: 71%|#######1 | 120/168 [00:22<00:08, 5.35it/s] 11/499 4.32G 0.02052 0.01516 0.01012 69 640: 72%|#######2 | 121/168 [00:22<00:09, 5.18it/s] 11/499 4.32G 0.0205 0.01514 0.01014 56 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s] 11/499 4.32G 0.0205 0.01514 0.01014 56 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s] 11/499 4.32G 0.0205 0.01513 0.01012 72 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s] 11/499 4.32G 0.0205 0.01513 0.01012 72 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s] 11/499 4.32G 0.02049 0.01513 0.01012 66 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s] 11/499 4.32G 0.02049 0.01513 0.01012 66 640: 74%|#######3 | 124/168 [00:23<00:08, 5.23it/s] 11/499 4.32G 0.02049 0.01516 0.01012 89 640: 74%|#######3 | 124/168 [00:23<00:08, 5.23it/s] 11/499 4.32G 0.02049 0.01516 0.01012 89 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s] 11/499 4.32G 0.02048 0.01513 0.01012 48 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s] 11/499 4.32G 0.02048 0.01513 0.01012 48 640: 75%|#######5 | 126/168 [00:23<00:07, 5.37it/s] 11/499 4.32G 0.02046 0.01512 0.0101 57 640: 75%|#######5 | 126/168 [00:24<00:07, 5.37it/s] 11/499 4.32G 0.02046 0.01512 0.0101 57 640: 76%|#######5 | 127/168 [00:24<00:07, 5.25it/s] 11/499 4.32G 0.02046 0.01511 0.01009 61 640: 76%|#######5 | 127/168 [00:24<00:07, 5.25it/s] 11/499 4.32G 0.02046 0.01511 0.01009 61 640: 76%|#######6 | 128/168 [00:24<00:07, 5.34it/s] 11/499 4.32G 0.02045 0.01509 0.01007 60 640: 76%|#######6 | 128/168 [00:24<00:07, 5.34it/s] 11/499 4.32G 0.02045 0.01509 0.01007 60 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s] 11/499 4.32G 0.02045 0.01508 0.01006 72 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s] 11/499 4.32G 0.02045 0.01508 0.01006 72 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s] 11/499 4.32G 0.02044 0.01509 0.01006 65 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s] 11/499 4.32G 0.02044 0.01509 0.01006 65 640: 78%|#######7 | 131/168 [00:24<00:06, 5.30it/s] 11/499 4.32G 0.02043 0.01507 0.01008 62 640: 78%|#######7 | 131/168 [00:25<00:06, 5.30it/s] 11/499 4.32G 0.02043 0.01507 0.01008 62 640: 79%|#######8 | 132/168 [00:25<00:06, 5.37it/s] 11/499 4.32G 0.02044 0.01508 0.01008 79 640: 79%|#######8 | 132/168 [00:25<00:06, 5.37it/s] 11/499 4.32G 0.02044 0.01508 0.01008 79 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s] 11/499 4.32G 0.02044 0.0151 0.01011 81 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s] 11/499 4.32G 0.02044 0.0151 0.01011 81 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s] 11/499 4.32G 0.02044 0.01507 0.01011 48 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s] 11/499 4.32G 0.02044 0.01507 0.01011 48 640: 80%|######## | 135/168 [00:25<00:06, 5.39it/s] 11/499 4.32G 0.02044 0.01504 0.01014 57 640: 80%|######## | 135/168 [00:25<00:06, 5.39it/s] 11/499 4.32G 0.02044 0.01504 0.01014 57 640: 81%|######## | 136/168 [00:25<00:06, 5.26it/s] 11/499 4.32G 0.02044 0.01506 0.0101 89 640: 81%|######## | 136/168 [00:25<00:06, 5.26it/s] 11/499 4.32G 0.02044 0.01506 0.0101 89 640: 82%|########1 | 137/168 [00:25<00:05, 5.34it/s] 11/499 4.32G 0.02045 0.01506 0.0101 69 640: 82%|########1 | 137/168 [00:26<00:05, 5.34it/s] 11/499 4.32G 0.02045 0.01506 0.0101 69 640: 82%|########2 | 138/168 [00:26<00:05, 5.41it/s] 11/499 4.32G 0.02044 0.0151 0.01009 90 640: 82%|########2 | 138/168 [00:26<00:05, 5.41it/s] 11/499 4.32G 0.02044 0.0151 0.01009 90 640: 83%|########2 | 139/168 [00:26<00:05, 5.27it/s] 11/499 4.32G 0.02044 0.0151 0.01008 67 640: 83%|########2 | 139/168 [00:26<00:05, 5.27it/s] 11/499 4.32G 0.02044 0.0151 0.01008 67 640: 83%|########3 | 140/168 [00:26<00:05, 5.35it/s] 11/499 4.32G 0.02047 0.01512 0.01006 73 640: 83%|########3 | 140/168 [00:26<00:05, 5.35it/s] 11/499 4.32G 0.02047 0.01512 0.01006 73 640: 84%|########3 | 141/168 [00:26<00:05, 5.39it/s] 11/499 4.32G 0.02048 0.0151 0.01007 57 640: 84%|########3 | 141/168 [00:26<00:05, 5.39it/s] 11/499 4.32G 0.02048 0.0151 0.01007 57 640: 85%|########4 | 142/168 [00:26<00:04, 5.23it/s] 11/499 4.32G 0.02049 0.0151 0.01006 76 640: 85%|########4 | 142/168 [00:27<00:04, 5.23it/s] 11/499 4.32G 0.02049 0.0151 0.01006 76 640: 85%|########5 | 143/168 [00:27<00:04, 5.33it/s] 11/499 4.32G 0.02047 0.01509 0.01008 69 640: 85%|########5 | 143/168 [00:27<00:04, 5.33it/s] 11/499 4.32G 0.02047 0.01509 0.01008 69 640: 86%|########5 | 144/168 [00:27<00:04, 5.40it/s] 11/499 4.32G 0.02046 0.01508 0.01006 67 640: 86%|########5 | 144/168 [00:27<00:04, 5.40it/s] 11/499 4.32G 0.02046 0.01508 0.01006 67 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s] 11/499 4.32G 0.02048 0.01507 0.01009 56 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s] 11/499 4.32G 0.02048 0.01507 0.01009 56 640: 87%|########6 | 146/168 [00:27<00:04, 5.27it/s] 11/499 4.32G 0.02046 0.01506 0.01008 66 640: 87%|########6 | 146/168 [00:27<00:04, 5.27it/s] 11/499 4.32G 0.02046 0.01506 0.01008 66 640: 88%|########7 | 147/168 [00:27<00:03, 5.33it/s] 11/499 4.32G 0.02045 0.01508 0.01008 86 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s] 11/499 4.32G 0.02045 0.01508 0.01008 86 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s] 11/499 4.32G 0.02044 0.01507 0.01007 65 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s] 11/499 4.32G 0.02044 0.01507 0.01007 65 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s] 11/499 4.32G 0.02042 0.01504 0.01008 51 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s] 11/499 4.32G 0.02042 0.01504 0.01008 51 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s] 11/499 4.32G 0.02041 0.01503 0.01014 61 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s] 11/499 4.32G 0.02041 0.01503 0.01014 61 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s] 11/499 4.32G 0.02042 0.01502 0.01013 65 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s] 11/499 4.32G 0.02042 0.01502 0.01013 65 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s] 11/499 4.32G 0.0204 0.01503 0.01014 80 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s] 11/499 4.32G 0.0204 0.01503 0.01014 80 640: 91%|#########1| 153/168 [00:28<00:02, 5.38it/s] 11/499 4.32G 0.02039 0.01502 0.01013 78 640: 91%|#########1| 153/168 [00:29<00:02, 5.38it/s] 11/499 4.32G 0.02039 0.01502 0.01013 78 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s] 11/499 4.32G 0.02038 0.01503 0.01011 64 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s] 11/499 4.32G 0.02038 0.01503 0.01011 64 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s] 11/499 4.32G 0.02037 0.01501 0.01013 63 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s] 11/499 4.32G 0.02037 0.01501 0.01013 63 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s] 11/499 4.32G 0.02036 0.015 0.01016 68 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s] 11/499 4.32G 0.02036 0.015 0.01016 68 640: 93%|#########3| 157/168 [00:29<00:02, 5.20it/s] 11/499 4.32G 0.02034 0.015 0.01018 72 640: 93%|#########3| 157/168 [00:29<00:02, 5.20it/s] 11/499 4.32G 0.02034 0.015 0.01018 72 640: 94%|#########4| 158/168 [00:29<00:01, 5.27it/s] 11/499 4.32G 0.02033 0.01497 0.01021 61 640: 94%|#########4| 158/168 [00:30<00:01, 5.27it/s] 11/499 4.32G 0.02033 0.01497 0.01021 61 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s] 11/499 4.32G 0.02032 0.01496 0.01021 69 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s] 11/499 4.32G 0.02032 0.01496 0.01021 69 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s] 11/499 4.32G 0.02031 0.01498 0.01021 71 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s] 11/499 4.32G 0.02031 0.01498 0.01021 71 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s] 11/499 4.32G 0.02032 0.01498 0.01021 66 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s] 11/499 4.32G 0.02032 0.01498 0.01021 66 640: 96%|#########6| 162/168 [00:30<00:01, 5.27it/s] 11/499 4.32G 0.02032 0.01497 0.01022 63 640: 96%|#########6| 162/168 [00:30<00:01, 5.27it/s] 11/499 4.32G 0.02032 0.01497 0.01022 63 640: 97%|#########7| 163/168 [00:30<00:00, 5.16it/s] 11/499 4.32G 0.02033 0.01498 0.01021 76 640: 97%|#########7| 163/168 [00:31<00:00, 5.16it/s] 11/499 4.32G 0.02033 0.01498 0.01021 76 640: 98%|#########7| 164/168 [00:31<00:00, 5.26it/s] 11/499 4.32G 0.02033 0.01497 0.01021 53 640: 98%|#########7| 164/168 [00:31<00:00, 5.26it/s] 11/499 4.32G 0.02033 0.01497 0.01021 53 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s] 11/499 4.32G 0.02032 0.01495 0.0102 63 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s] 11/499 4.32G 0.02032 0.01495 0.0102 63 640: 99%|#########8| 166/168 [00:31<00:00, 5.18it/s] 11/499 4.32G 0.02034 0.01495 0.01022 60 640: 99%|#########8| 166/168 [00:31<00:00, 5.18it/s] 11/499 4.32G 0.02034 0.01495 0.01022 60 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s] 11/499 4.32G 0.02036 0.01494 0.01024 27 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s] 11/499 4.32G 0.02036 0.01494 0.01024 27 640: 100%|##########| 168/168 [00:31<00:00, 5.46it/s] 11/499 4.32G 0.02036 0.01494 0.01024 27 640: 100%|##########| 168/168 [00:31<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.00it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.98it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.98it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.55it/s] all 132 263 0.753 0.753 0.851 0.655 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 12/499 4.32G 0.02076 0.01582 0.008359 72 640: 0%| | 0/168 [00:00<?, ?it/s] 12/499 4.32G 0.02076 0.01582 0.008359 72 640: 1%| | 1/168 [00:00<00:33, 4.93it/s] 12/499 4.32G 0.02101 0.01514 0.009599 68 640: 1%| | 1/168 [00:00<00:33, 4.93it/s] 12/499 4.32G 0.02101 0.01514 0.009599 68 640: 1%|1 | 2/168 [00:00<00:31, 5.22it/s] 12/499 4.32G 0.02052 0.01528 0.008569 74 640: 1%|1 | 2/168 [00:00<00:31, 5.22it/s] 12/499 4.32G 0.02052 0.01528 0.008569 74 640: 2%|1 | 3/168 [00:00<00:30, 5.35it/s] 12/499 4.32G 0.02105 0.01444 0.009708 51 640: 2%|1 | 3/168 [00:00<00:30, 5.35it/s] 12/499 4.32G 0.02105 0.01444 0.009708 51 640: 2%|2 | 4/168 [00:00<00:31, 5.14it/s] 12/499 4.32G 0.02096 0.01496 0.009715 78 640: 2%|2 | 4/168 [00:00<00:31, 5.14it/s] 12/499 4.32G 0.02096 0.01496 0.009715 78 640: 3%|2 | 5/168 [00:00<00:31, 5.26it/s] 12/499 4.32G 0.0209 0.01533 0.009797 83 640: 3%|2 | 5/168 [00:01<00:31, 5.26it/s] 12/499 4.32G 0.0209 0.01533 0.009797 83 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s] 12/499 4.32G 0.02049 0.01494 0.009747 66 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s] 12/499 4.32G 0.02049 0.01494 0.009747 66 640: 4%|4 | 7/168 [00:01<00:31, 5.09it/s] 12/499 4.32G 0.0207 0.0147 0.009966 67 640: 4%|4 | 7/168 [00:01<00:31, 5.09it/s] 12/499 4.32G 0.0207 0.0147 0.009966 67 640: 5%|4 | 8/168 [00:01<00:30, 5.21it/s] 12/499 4.32G 0.02057 0.01473 0.009989 70 640: 5%|4 | 8/168 [00:01<00:30, 5.21it/s] 12/499 4.32G 0.02057 0.01473 0.009989 70 640: 5%|5 | 9/168 [00:01<00:30, 5.28it/s] 12/499 4.32G 0.02044 0.01461 0.01002 66 640: 5%|5 | 9/168 [00:01<00:30, 5.28it/s] 12/499 4.32G 0.02044 0.01461 0.01002 66 640: 6%|5 | 10/168 [00:01<00:30, 5.12it/s] 12/499 4.32G 0.02079 0.01461 0.01031 71 640: 6%|5 | 10/168 [00:02<00:30, 5.12it/s] 12/499 4.32G 0.02079 0.01461 0.01031 71 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s] 12/499 4.32G 0.02062 0.01429 0.01016 58 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s] 12/499 4.32G 0.02062 0.01429 0.01016 58 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s] 12/499 4.32G 0.02072 0.01431 0.01049 63 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s] 12/499 4.32G 0.02072 0.01431 0.01049 63 640: 8%|7 | 13/168 [00:02<00:29, 5.18it/s] 12/499 4.32G 0.02062 0.01412 0.01062 56 640: 8%|7 | 13/168 [00:02<00:29, 5.18it/s] 12/499 4.32G 0.02062 0.01412 0.01062 56 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s] 12/499 4.32G 0.02059 0.01415 0.0111 65 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s] 12/499 4.32G 0.02059 0.01415 0.0111 65 640: 9%|8 | 15/168 [00:02<00:28, 5.31it/s] 12/499 4.32G 0.02062 0.01407 0.01106 70 640: 9%|8 | 15/168 [00:03<00:28, 5.31it/s] 12/499 4.32G 0.02062 0.01407 0.01106 70 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s] 12/499 4.32G 0.02043 0.01411 0.01108 69 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s] 12/499 4.32G 0.02043 0.01411 0.01108 69 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s] 12/499 4.32G 0.02051 0.01409 0.01115 62 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s] 12/499 4.32G 0.02051 0.01409 0.01115 62 640: 11%|# | 18/168 [00:03<00:28, 5.32it/s] 12/499 4.32G 0.02046 0.01428 0.01086 87 640: 11%|# | 18/168 [00:03<00:28, 5.32it/s] 12/499 4.32G 0.02046 0.01428 0.01086 87 640: 11%|#1 | 19/168 [00:03<00:28, 5.15it/s] 12/499 4.32G 0.0205 0.01436 0.01073 69 640: 11%|#1 | 19/168 [00:03<00:28, 5.15it/s] 12/499 4.32G 0.0205 0.01436 0.01073 69 640: 12%|#1 | 20/168 [00:03<00:28, 5.23it/s] 12/499 4.32G 0.02045 0.01431 0.01068 66 640: 12%|#1 | 20/168 [00:04<00:28, 5.23it/s] 12/499 4.32G 0.02045 0.01431 0.01068 66 640: 12%|#2 | 21/168 [00:04<00:27, 5.31it/s] 12/499 4.32G 0.02052 0.01424 0.01084 57 640: 12%|#2 | 21/168 [00:04<00:27, 5.31it/s] 12/499 4.32G 0.02052 0.01424 0.01084 57 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s] 12/499 4.32G 0.02044 0.01429 0.01078 72 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s] 12/499 4.32G 0.02044 0.01429 0.01078 72 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s] 12/499 4.32G 0.02042 0.01451 0.01064 101 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s] 12/499 4.32G 0.02042 0.01451 0.01064 101 640: 14%|#4 | 24/168 [00:04<00:27, 5.32it/s] 12/499 4.32G 0.02035 0.01443 0.01056 74 640: 14%|#4 | 24/168 [00:04<00:27, 5.32it/s] 12/499 4.32G 0.02035 0.01443 0.01056 74 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s] 12/499 4.32G 0.02033 0.01438 0.01068 49 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s] 12/499 4.32G 0.02033 0.01438 0.01068 49 640: 15%|#5 | 26/168 [00:04<00:26, 5.26it/s] 12/499 4.32G 0.02029 0.01435 0.01073 61 640: 15%|#5 | 26/168 [00:05<00:26, 5.26it/s] 12/499 4.32G 0.02029 0.01435 0.01073 61 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s] 12/499 4.32G 0.02032 0.01428 0.0107 53 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s] 12/499 4.32G 0.02032 0.01428 0.0107 53 640: 17%|#6 | 28/168 [00:05<00:27, 5.16it/s] 12/499 4.32G 0.02025 0.01421 0.01054 56 640: 17%|#6 | 28/168 [00:05<00:27, 5.16it/s] 12/499 4.32G 0.02025 0.01421 0.01054 56 640: 17%|#7 | 29/168 [00:05<00:26, 5.19it/s] 12/499 4.32G 0.02026 0.01428 0.01036 68 640: 17%|#7 | 29/168 [00:05<00:26, 5.19it/s] 12/499 4.32G 0.02026 0.01428 0.01036 68 640: 18%|#7 | 30/168 [00:05<00:26, 5.21it/s] 12/499 4.32G 0.02024 0.01444 0.01039 81 640: 18%|#7 | 30/168 [00:05<00:26, 5.21it/s] 12/499 4.32G 0.02024 0.01444 0.01039 81 640: 18%|#8 | 31/168 [00:05<00:26, 5.08it/s] 12/499 4.32G 0.02024 0.01436 0.01047 48 640: 18%|#8 | 31/168 [00:06<00:26, 5.08it/s] 12/499 4.32G 0.02024 0.01436 0.01047 48 640: 19%|#9 | 32/168 [00:06<00:26, 5.16it/s] 12/499 4.32G 0.02025 0.01443 0.01047 70 640: 19%|#9 | 32/168 [00:06<00:26, 5.16it/s] 12/499 4.32G 0.02025 0.01443 0.01047 70 640: 20%|#9 | 33/168 [00:06<00:25, 5.24it/s] 12/499 4.32G 0.02023 0.01435 0.0104 56 640: 20%|#9 | 33/168 [00:06<00:25, 5.24it/s] 12/499 4.32G 0.02023 0.01435 0.0104 56 640: 20%|## | 34/168 [00:06<00:26, 5.07it/s] 12/499 4.32G 0.02024 0.01441 0.01038 79 640: 20%|## | 34/168 [00:06<00:26, 5.07it/s] 12/499 4.32G 0.02024 0.01441 0.01038 79 640: 21%|## | 35/168 [00:06<00:25, 5.16it/s] 12/499 4.32G 0.02033 0.01446 0.01036 61 640: 21%|## | 35/168 [00:06<00:25, 5.16it/s] 12/499 4.32G 0.02033 0.01446 0.01036 61 640: 21%|##1 | 36/168 [00:06<00:25, 5.26it/s] 12/499 4.32G 0.02038 0.01459 0.0103 86 640: 21%|##1 | 36/168 [00:07<00:25, 5.26it/s] 12/499 4.32G 0.02038 0.01459 0.0103 86 640: 22%|##2 | 37/168 [00:07<00:25, 5.15it/s] 12/499 4.32G 0.02041 0.01465 0.01039 80 640: 22%|##2 | 37/168 [00:07<00:25, 5.15it/s] 12/499 4.32G 0.02041 0.01465 0.01039 80 640: 23%|##2 | 38/168 [00:07<00:24, 5.23it/s] 12/499 4.32G 0.02038 0.01469 0.01032 74 640: 23%|##2 | 38/168 [00:07<00:24, 5.23it/s] 12/499 4.32G 0.02038 0.01469 0.01032 74 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s] 12/499 4.32G 0.02041 0.01461 0.01025 53 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s] 12/499 4.32G 0.02041 0.01461 0.01025 53 640: 24%|##3 | 40/168 [00:07<00:24, 5.18it/s] 12/499 4.32G 0.02049 0.01469 0.01036 70 640: 24%|##3 | 40/168 [00:07<00:24, 5.18it/s] 12/499 4.32G 0.02049 0.01469 0.01036 70 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s] 12/499 4.32G 0.02047 0.01467 0.01059 69 640: 24%|##4 | 41/168 [00:08<00:24, 5.28it/s] 12/499 4.32G 0.02047 0.01467 0.01059 69 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s] 12/499 4.32G 0.02049 0.0147 0.01063 75 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s] 12/499 4.32G 0.02049 0.0147 0.01063 75 640: 26%|##5 | 43/168 [00:08<00:24, 5.17it/s] 12/499 4.32G 0.02047 0.0147 0.01052 78 640: 26%|##5 | 43/168 [00:08<00:24, 5.17it/s] 12/499 4.32G 0.02047 0.0147 0.01052 78 640: 26%|##6 | 44/168 [00:08<00:23, 5.23it/s] 12/499 4.32G 0.02049 0.01468 0.01057 63 640: 26%|##6 | 44/168 [00:08<00:23, 5.23it/s] 12/499 4.32G 0.02049 0.01468 0.01057 63 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s] 12/499 4.32G 0.02053 0.01471 0.01065 79 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s] 12/499 4.32G 0.02053 0.01471 0.01065 79 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s] 12/499 4.32G 0.02045 0.01467 0.01058 60 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s] 12/499 4.32G 0.02045 0.01467 0.01058 60 640: 28%|##7 | 47/168 [00:08<00:23, 5.26it/s] 12/499 4.32G 0.02044 0.01463 0.01052 65 640: 28%|##7 | 47/168 [00:09<00:23, 5.26it/s] 12/499 4.32G 0.02044 0.01463 0.01052 65 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s] 12/499 4.32G 0.02049 0.01461 0.0106 73 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s] 12/499 4.32G 0.02049 0.01461 0.0106 73 640: 29%|##9 | 49/168 [00:09<00:22, 5.18it/s] 12/499 4.32G 0.02048 0.01458 0.01059 59 640: 29%|##9 | 49/168 [00:09<00:22, 5.18it/s] 12/499 4.32G 0.02048 0.01458 0.01059 59 640: 30%|##9 | 50/168 [00:09<00:22, 5.30it/s] 12/499 4.32G 0.02044 0.01461 0.01056 78 640: 30%|##9 | 50/168 [00:09<00:22, 5.30it/s] 12/499 4.32G 0.02044 0.01461 0.01056 78 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s] 12/499 4.32G 0.02048 0.01458 0.01061 64 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s] 12/499 4.32G 0.02048 0.01458 0.01061 64 640: 31%|### | 52/168 [00:09<00:22, 5.17it/s] 12/499 4.32G 0.0205 0.01459 0.01059 75 640: 31%|### | 52/168 [00:10<00:22, 5.17it/s] 12/499 4.32G 0.0205 0.01459 0.01059 75 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s] 12/499 4.32G 0.02049 0.01464 0.01054 77 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s] 12/499 4.32G 0.02049 0.01464 0.01054 77 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s] 12/499 4.32G 0.0205 0.01475 0.01056 93 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s] 12/499 4.32G 0.0205 0.01475 0.01056 93 640: 33%|###2 | 55/168 [00:10<00:21, 5.23it/s] 12/499 4.32G 0.02049 0.01472 0.01056 63 640: 33%|###2 | 55/168 [00:10<00:21, 5.23it/s] 12/499 4.32G 0.02049 0.01472 0.01056 63 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s] 12/499 4.32G 0.02049 0.01475 0.01058 81 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s] 12/499 4.32G 0.02049 0.01475 0.01058 81 640: 34%|###3 | 57/168 [00:10<00:20, 5.36it/s] 12/499 4.32G 0.02049 0.01475 0.01054 72 640: 34%|###3 | 57/168 [00:11<00:20, 5.36it/s] 12/499 4.32G 0.02049 0.01475 0.01054 72 640: 35%|###4 | 58/168 [00:11<00:21, 5.23it/s] 12/499 4.32G 0.02049 0.01472 0.01058 59 640: 35%|###4 | 58/168 [00:11<00:21, 5.23it/s] 12/499 4.32G 0.02049 0.01472 0.01058 59 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s] 12/499 4.32G 0.02052 0.01473 0.01058 69 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s] 12/499 4.32G 0.02052 0.01473 0.01058 69 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s] 12/499 4.32G 0.02049 0.01472 0.01057 75 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s] 12/499 4.32G 0.02049 0.01472 0.01057 75 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s] 12/499 4.32G 0.02049 0.01471 0.01054 63 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s] 12/499 4.32G 0.02049 0.01471 0.01054 63 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s] 12/499 4.32G 0.02049 0.01469 0.01049 69 640: 37%|###6 | 62/168 [00:12<00:20, 5.26it/s] 12/499 4.32G 0.02049 0.01469 0.01049 69 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s] 12/499 4.32G 0.02049 0.01472 0.01052 71 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s] 12/499 4.32G 0.02049 0.01472 0.01052 71 640: 38%|###8 | 64/168 [00:12<00:19, 5.22it/s] 12/499 4.32G 0.02046 0.0147 0.01049 69 640: 38%|###8 | 64/168 [00:12<00:19, 5.22it/s] 12/499 4.32G 0.02046 0.0147 0.01049 69 640: 39%|###8 | 65/168 [00:12<00:19, 5.30it/s] 12/499 4.32G 0.02044 0.01465 0.01051 55 640: 39%|###8 | 65/168 [00:12<00:19, 5.30it/s] 12/499 4.32G 0.02044 0.01465 0.01051 55 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s] 12/499 4.32G 0.02047 0.01468 0.0105 76 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s] 12/499 4.32G 0.02047 0.01468 0.0105 76 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s] 12/499 4.32G 0.02044 0.01463 0.01051 59 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s] 12/499 4.32G 0.02044 0.01463 0.01051 59 640: 40%|#### | 68/168 [00:12<00:18, 5.29it/s] 12/499 4.32G 0.02042 0.01462 0.01043 65 640: 40%|#### | 68/168 [00:13<00:18, 5.29it/s] 12/499 4.32G 0.02042 0.01462 0.01043 65 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s] 12/499 4.32G 0.02043 0.01461 0.01038 60 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s] 12/499 4.32G 0.02043 0.01461 0.01038 60 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s] 12/499 4.32G 0.02041 0.0146 0.01033 76 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s] 12/499 4.32G 0.02041 0.0146 0.01033 76 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s] 12/499 4.32G 0.02039 0.01461 0.01029 72 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s] 12/499 4.32G 0.02039 0.01461 0.01029 72 640: 43%|####2 | 72/168 [00:13<00:18, 5.27it/s] 12/499 4.32G 0.02043 0.01461 0.01035 59 640: 43%|####2 | 72/168 [00:13<00:18, 5.27it/s] 12/499 4.32G 0.02043 0.01461 0.01035 59 640: 43%|####3 | 73/168 [00:13<00:18, 5.15it/s] 12/499 4.32G 0.02041 0.01457 0.01037 56 640: 43%|####3 | 73/168 [00:14<00:18, 5.15it/s] 12/499 4.32G 0.02041 0.01457 0.01037 56 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s] 12/499 4.32G 0.0204 0.01459 0.01035 71 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s] 12/499 4.32G 0.0204 0.01459 0.01035 71 640: 45%|####4 | 75/168 [00:14<00:17, 5.27it/s] 12/499 4.32G 0.0204 0.01462 0.01033 77 640: 45%|####4 | 75/168 [00:14<00:17, 5.27it/s] 12/499 4.32G 0.0204 0.01462 0.01033 77 640: 45%|####5 | 76/168 [00:14<00:17, 5.15it/s] 12/499 4.32G 0.02039 0.0146 0.01035 63 640: 45%|####5 | 76/168 [00:14<00:17, 5.15it/s] 12/499 4.32G 0.02039 0.0146 0.01035 63 640: 46%|####5 | 77/168 [00:14<00:17, 5.25it/s] 12/499 4.32G 0.0204 0.01458 0.0103 53 640: 46%|####5 | 77/168 [00:14<00:17, 5.25it/s] 12/499 4.32G 0.0204 0.01458 0.0103 53 640: 46%|####6 | 78/168 [00:14<00:16, 5.33it/s] 12/499 4.32G 0.02037 0.01456 0.01029 67 640: 46%|####6 | 78/168 [00:15<00:16, 5.33it/s] 12/499 4.32G 0.02037 0.01456 0.01029 67 640: 47%|####7 | 79/168 [00:15<00:17, 5.23it/s] 12/499 4.32G 0.02037 0.01459 0.01024 82 640: 47%|####7 | 79/168 [00:15<00:17, 5.23it/s] 12/499 4.32G 0.02037 0.01459 0.01024 82 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s] 12/499 4.32G 0.02036 0.0146 0.01025 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s] 12/499 4.32G 0.02036 0.0146 0.01025 70 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s] 12/499 4.32G 0.02035 0.0146 0.01021 75 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s] 12/499 4.32G 0.02035 0.0146 0.01021 75 640: 49%|####8 | 82/168 [00:15<00:16, 5.14it/s] 12/499 4.32G 0.02035 0.01464 0.01017 86 640: 49%|####8 | 82/168 [00:15<00:16, 5.14it/s] 12/499 4.32G 0.02035 0.01464 0.01017 86 640: 49%|####9 | 83/168 [00:15<00:16, 5.24it/s] 12/499 4.32G 0.02034 0.01465 0.01019 68 640: 49%|####9 | 83/168 [00:16<00:16, 5.24it/s] 12/499 4.32G 0.02034 0.01465 0.01019 68 640: 50%|##### | 84/168 [00:16<00:15, 5.32it/s] 12/499 4.32G 0.02032 0.01466 0.01014 73 640: 50%|##### | 84/168 [00:16<00:15, 5.32it/s] 12/499 4.32G 0.02032 0.01466 0.01014 73 640: 51%|##### | 85/168 [00:16<00:15, 5.19it/s] 12/499 4.32G 0.02036 0.01466 0.01016 60 640: 51%|##### | 85/168 [00:16<00:15, 5.19it/s] 12/499 4.32G 0.02036 0.01466 0.01016 60 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s] 12/499 4.32G 0.02041 0.01468 0.01015 74 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s] 12/499 4.32G 0.02041 0.01468 0.01015 74 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s] 12/499 4.32G 0.02042 0.01468 0.01012 74 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s] 12/499 4.32G 0.02042 0.01468 0.01012 74 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s] 12/499 4.32G 0.02044 0.01468 0.01014 66 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s] 12/499 4.32G 0.02044 0.01468 0.01014 66 640: 53%|#####2 | 89/168 [00:16<00:14, 5.33it/s] 12/499 4.32G 0.02043 0.01469 0.01011 76 640: 53%|#####2 | 89/168 [00:17<00:14, 5.33it/s] 12/499 4.32G 0.02043 0.01469 0.01011 76 640: 54%|#####3 | 90/168 [00:17<00:14, 5.40it/s] 12/499 4.32G 0.02039 0.01467 0.01009 70 640: 54%|#####3 | 90/168 [00:17<00:14, 5.40it/s] 12/499 4.32G 0.02039 0.01467 0.01009 70 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s] 12/499 4.32G 0.02037 0.01469 0.01008 69 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s] 12/499 4.32G 0.02037 0.01469 0.01008 69 640: 55%|#####4 | 92/168 [00:17<00:14, 5.32it/s] 12/499 4.32G 0.02036 0.01469 0.01002 67 640: 55%|#####4 | 92/168 [00:17<00:14, 5.32it/s] 12/499 4.32G 0.02036 0.01469 0.01002 67 640: 55%|#####5 | 93/168 [00:17<00:13, 5.38it/s] 12/499 4.32G 0.02037 0.01466 0.0101 62 640: 55%|#####5 | 93/168 [00:17<00:13, 5.38it/s] 12/499 4.32G 0.02037 0.01466 0.0101 62 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s] 12/499 4.32G 0.02038 0.01468 0.01013 81 640: 56%|#####5 | 94/168 [00:18<00:14, 5.23it/s] 12/499 4.32G 0.02038 0.01468 0.01013 81 640: 57%|#####6 | 95/168 [00:18<00:13, 5.31it/s] 12/499 4.32G 0.02036 0.01465 0.0101 58 640: 57%|#####6 | 95/168 [00:18<00:13, 5.31it/s] 12/499 4.32G 0.02036 0.01465 0.0101 58 640: 57%|#####7 | 96/168 [00:18<00:13, 5.39it/s] 12/499 4.32G 0.02035 0.01467 0.01008 77 640: 57%|#####7 | 96/168 [00:18<00:13, 5.39it/s] 12/499 4.32G 0.02035 0.01467 0.01008 77 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s] 12/499 4.32G 0.02036 0.01465 0.01013 60 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s] 12/499 4.32G 0.02036 0.01465 0.01013 60 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s] 12/499 4.32G 0.02034 0.01464 0.01011 71 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s] 12/499 4.32G 0.02034 0.01464 0.01011 71 640: 59%|#####8 | 99/168 [00:18<00:12, 5.38it/s] 12/499 4.32G 0.02037 0.01467 0.01013 79 640: 59%|#####8 | 99/168 [00:19<00:12, 5.38it/s] 12/499 4.32G 0.02037 0.01467 0.01013 79 640: 60%|#####9 | 100/168 [00:19<00:12, 5.24it/s] 12/499 4.32G 0.02036 0.01465 0.01015 69 640: 60%|#####9 | 100/168 [00:19<00:12, 5.24it/s] 12/499 4.32G 0.02036 0.01465 0.01015 69 640: 60%|###### | 101/168 [00:19<00:12, 5.32it/s] 12/499 4.32G 0.02035 0.01468 0.01013 82 640: 60%|###### | 101/168 [00:19<00:12, 5.32it/s] 12/499 4.32G 0.02035 0.01468 0.01013 82 640: 61%|###### | 102/168 [00:19<00:12, 5.38it/s] 12/499 4.32G 0.02033 0.01468 0.01015 78 640: 61%|###### | 102/168 [00:19<00:12, 5.38it/s] 12/499 4.32G 0.02033 0.01468 0.01015 78 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s] 12/499 4.32G 0.02033 0.01471 0.01015 79 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s] 12/499 4.32G 0.02033 0.01471 0.01015 79 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s] 12/499 4.32G 0.02031 0.01474 0.01015 87 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s] 12/499 4.32G 0.02031 0.01474 0.01015 87 640: 62%|######2 | 105/168 [00:19<00:11, 5.37it/s] 12/499 4.32G 0.0203 0.01472 0.01016 55 640: 62%|######2 | 105/168 [00:20<00:11, 5.37it/s] 12/499 4.32G 0.0203 0.01472 0.01016 55 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s] 12/499 4.32G 0.02031 0.01472 0.01015 66 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s] 12/499 4.32G 0.02031 0.01472 0.01015 66 640: 64%|######3 | 107/168 [00:20<00:11, 5.31it/s] 12/499 4.32G 0.02028 0.01469 0.01018 57 640: 64%|######3 | 107/168 [00:20<00:11, 5.31it/s] 12/499 4.32G 0.02028 0.01469 0.01018 57 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s] 12/499 4.32G 0.02029 0.01468 0.0102 65 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s] 12/499 4.32G 0.02029 0.01468 0.0102 65 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s] 12/499 4.32G 0.02027 0.01467 0.0102 72 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s] 12/499 4.32G 0.02027 0.01467 0.0102 72 640: 65%|######5 | 110/168 [00:20<00:11, 5.26it/s] 12/499 4.32G 0.02027 0.01468 0.01017 77 640: 65%|######5 | 110/168 [00:21<00:11, 5.26it/s] 12/499 4.32G 0.02027 0.01468 0.01017 77 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s] 12/499 4.32G 0.02025 0.01465 0.01017 62 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s] 12/499 4.32G 0.02025 0.01465 0.01017 62 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s] 12/499 4.32G 0.02022 0.01465 0.01015 74 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s] 12/499 4.32G 0.02022 0.01465 0.01015 74 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s] 12/499 4.32G 0.02021 0.01464 0.01016 66 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s] 12/499 4.32G 0.02021 0.01464 0.01016 66 640: 68%|######7 | 114/168 [00:21<00:10, 5.29it/s] 12/499 4.32G 0.0202 0.01462 0.01013 57 640: 68%|######7 | 114/168 [00:21<00:10, 5.29it/s] 12/499 4.32G 0.0202 0.01462 0.01013 57 640: 68%|######8 | 115/168 [00:21<00:10, 5.17it/s] 12/499 4.32G 0.02018 0.01462 0.0101 76 640: 68%|######8 | 115/168 [00:22<00:10, 5.17it/s] 12/499 4.32G 0.02018 0.01462 0.0101 76 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s] 12/499 4.32G 0.02018 0.01461 0.01008 63 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s] 12/499 4.32G 0.02018 0.01461 0.01008 63 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s] 12/499 4.32G 0.0202 0.01461 0.0101 58 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s] 12/499 4.32G 0.0202 0.01461 0.0101 58 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s] 12/499 4.32G 0.0202 0.01461 0.0101 62 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s] 12/499 4.32G 0.0202 0.01461 0.0101 62 640: 71%|####### | 119/168 [00:22<00:09, 5.24it/s] 12/499 4.32G 0.02018 0.01461 0.01013 70 640: 71%|####### | 119/168 [00:22<00:09, 5.24it/s] 12/499 4.32G 0.02018 0.01461 0.01013 70 640: 71%|#######1 | 120/168 [00:22<00:09, 5.32it/s] 12/499 4.32G 0.02019 0.01461 0.01011 67 640: 71%|#######1 | 120/168 [00:23<00:09, 5.32it/s] 12/499 4.32G 0.02019 0.01461 0.01011 67 640: 72%|#######2 | 121/168 [00:23<00:09, 5.20it/s] 12/499 4.32G 0.02018 0.01461 0.01011 74 640: 72%|#######2 | 121/168 [00:23<00:09, 5.20it/s] 12/499 4.32G 0.02018 0.01461 0.01011 74 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s] 12/499 4.32G 0.02016 0.01459 0.01011 64 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s] 12/499 4.32G 0.02016 0.01459 0.01011 64 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s] 12/499 4.32G 0.02016 0.01462 0.01011 80 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s] 12/499 4.32G 0.02016 0.01462 0.01011 80 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s] 12/499 4.32G 0.02016 0.01462 0.01011 69 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s] 12/499 4.32G 0.02016 0.01462 0.01011 69 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s] 12/499 4.32G 0.02016 0.01462 0.01011 76 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s] 12/499 4.32G 0.02016 0.01462 0.01011 76 640: 75%|#######5 | 126/168 [00:23<00:07, 5.35it/s] 12/499 4.32G 0.02015 0.01462 0.0101 70 640: 75%|#######5 | 126/168 [00:24<00:07, 5.35it/s] 12/499 4.32G 0.02015 0.01462 0.0101 70 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s] 12/499 4.32G 0.02015 0.01463 0.01006 78 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s] 12/499 4.32G 0.02015 0.01463 0.01006 78 640: 76%|#######6 | 128/168 [00:24<00:07, 5.21it/s] 12/499 4.32G 0.02016 0.01463 0.01005 64 640: 76%|#######6 | 128/168 [00:24<00:07, 5.21it/s] 12/499 4.32G 0.02016 0.01463 0.01005 64 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s] 12/499 4.32G 0.02017 0.01461 0.01003 55 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s] 12/499 4.32G 0.02017 0.01461 0.01003 55 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s] 12/499 4.32G 0.02018 0.0146 0.01003 71 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s] 12/499 4.32G 0.02018 0.0146 0.01003 71 640: 78%|#######7 | 131/168 [00:24<00:07, 5.25it/s] 12/499 4.32G 0.02017 0.01459 0.01005 66 640: 78%|#######7 | 131/168 [00:25<00:07, 5.25it/s] 12/499 4.32G 0.02017 0.01459 0.01005 66 640: 79%|#######8 | 132/168 [00:25<00:06, 5.33it/s] 12/499 4.32G 0.02018 0.01462 0.01005 88 640: 79%|#######8 | 132/168 [00:25<00:06, 5.33it/s] 12/499 4.32G 0.02018 0.01462 0.01005 88 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s] 12/499 4.32G 0.02018 0.01463 0.01005 81 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s] 12/499 4.32G 0.02018 0.01463 0.01005 81 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s] 12/499 4.32G 0.02018 0.01462 0.01004 65 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s] 12/499 4.32G 0.02018 0.01462 0.01004 65 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s] 12/499 4.32G 0.02017 0.01461 0.01006 70 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s] 12/499 4.32G 0.02017 0.01461 0.01006 70 640: 81%|######## | 136/168 [00:25<00:06, 5.22it/s] 12/499 4.32G 0.02019 0.01461 0.01005 67 640: 81%|######## | 136/168 [00:26<00:06, 5.22it/s] 12/499 4.32G 0.02019 0.01461 0.01005 67 640: 82%|########1 | 137/168 [00:26<00:05, 5.32it/s] 12/499 4.32G 0.02018 0.01459 0.01006 62 640: 82%|########1 | 137/168 [00:26<00:05, 5.32it/s] 12/499 4.32G 0.02018 0.01459 0.01006 62 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s] 12/499 4.32G 0.02018 0.01462 0.01007 90 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s] 12/499 4.32G 0.02018 0.01462 0.01007 90 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s] 12/499 4.32G 0.02018 0.01462 0.01004 64 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s] 12/499 4.32G 0.02018 0.01462 0.01004 64 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s] 12/499 4.32G 0.02018 0.01461 0.01003 70 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s] 12/499 4.32G 0.02018 0.01461 0.01003 70 640: 84%|########3 | 141/168 [00:26<00:05, 5.36it/s] 12/499 4.32G 0.02019 0.0146 0.01002 71 640: 84%|########3 | 141/168 [00:27<00:05, 5.36it/s] 12/499 4.32G 0.02019 0.0146 0.01002 71 640: 85%|########4 | 142/168 [00:27<00:04, 5.20it/s] 12/499 4.32G 0.02019 0.01459 0.01002 60 640: 85%|########4 | 142/168 [00:27<00:04, 5.20it/s] 12/499 4.32G 0.02019 0.01459 0.01002 60 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s] 12/499 4.32G 0.02019 0.01459 0.01005 69 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s] 12/499 4.32G 0.02019 0.01459 0.01005 69 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s] 12/499 4.32G 0.02018 0.01459 0.01004 70 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s] 12/499 4.32G 0.02018 0.01459 0.01004 70 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s] 12/499 4.32G 0.02019 0.01459 0.01002 67 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s] 12/499 4.32G 0.02019 0.01459 0.01002 67 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s] 12/499 4.32G 0.02017 0.01455 0.01004 53 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s] 12/499 4.32G 0.02017 0.01455 0.01004 53 640: 88%|########7 | 147/168 [00:27<00:03, 5.36it/s] 12/499 4.32G 0.02018 0.01456 0.01002 84 640: 88%|########7 | 147/168 [00:28<00:03, 5.36it/s] 12/499 4.32G 0.02018 0.01456 0.01002 84 640: 88%|########8 | 148/168 [00:28<00:03, 5.22it/s] 12/499 4.32G 0.02017 0.01454 0.01001 56 640: 88%|########8 | 148/168 [00:28<00:03, 5.22it/s] 12/499 4.32G 0.02017 0.01454 0.01001 56 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s] 12/499 4.32G 0.02017 0.01456 0.00998 81 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s] 12/499 4.32G 0.02017 0.01456 0.00998 81 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s] 12/499 4.32G 0.02015 0.01456 0.009981 77 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s] 12/499 4.32G 0.02015 0.01456 0.009981 77 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s] 12/499 4.32G 0.02016 0.01456 0.009977 71 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s] 12/499 4.32G 0.02016 0.01456 0.009977 71 640: 90%|######### | 152/168 [00:28<00:03, 5.27it/s] 12/499 4.32G 0.02016 0.01457 0.009996 70 640: 90%|######### | 152/168 [00:29<00:03, 5.27it/s] 12/499 4.32G 0.02016 0.01457 0.009996 70 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s] 12/499 4.32G 0.02017 0.01455 0.01002 44 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s] 12/499 4.32G 0.02017 0.01455 0.01002 44 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s] 12/499 4.32G 0.02018 0.01454 0.01001 56 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s] 12/499 4.32G 0.02018 0.01454 0.01001 56 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s] 12/499 4.32G 0.02018 0.01454 0.01 65 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s] 12/499 4.32G 0.02018 0.01454 0.01 65 640: 93%|#########2| 156/168 [00:29<00:02, 5.33it/s] 12/499 4.32G 0.02018 0.01453 0.01002 77 640: 93%|#########2| 156/168 [00:29<00:02, 5.33it/s] 12/499 4.32G 0.02018 0.01453 0.01002 77 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s] 12/499 4.32G 0.02016 0.01453 0.01 73 640: 93%|#########3| 157/168 [00:30<00:02, 5.21it/s] 12/499 4.32G 0.02016 0.01453 0.01 73 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s] 12/499 4.32G 0.02016 0.01452 0.01001 64 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s] 12/499 4.32G 0.02016 0.01452 0.01001 64 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s] 12/499 4.32G 0.02015 0.01453 0.01 74 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s] 12/499 4.32G 0.02015 0.01453 0.01 74 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s] 12/499 4.32G 0.02014 0.01451 0.01 55 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s] 12/499 4.32G 0.02014 0.01451 0.01 55 640: 96%|#########5| 161/168 [00:30<00:01, 5.31it/s] 12/499 4.32G 0.02013 0.01449 0.01002 60 640: 96%|#########5| 161/168 [00:30<00:01, 5.31it/s] 12/499 4.32G 0.02013 0.01449 0.01002 60 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s] 12/499 4.32G 0.02012 0.01448 0.01003 57 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s] 12/499 4.32G 0.02012 0.01448 0.01003 57 640: 97%|#########7| 163/168 [00:30<00:00, 5.22it/s] 12/499 4.32G 0.02012 0.01449 0.01001 78 640: 97%|#########7| 163/168 [00:31<00:00, 5.22it/s] 12/499 4.32G 0.02012 0.01449 0.01001 78 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s] 12/499 4.32G 0.02012 0.01449 0.009993 66 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s] 12/499 4.32G 0.02012 0.01449 0.009993 66 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s] 12/499 4.32G 0.02011 0.0145 0.009996 77 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s] 12/499 4.32G 0.02011 0.0145 0.009996 77 640: 99%|#########8| 166/168 [00:31<00:00, 5.14it/s] 12/499 4.32G 0.0201 0.0145 0.01002 67 640: 99%|#########8| 166/168 [00:31<00:00, 5.14it/s] 12/499 4.32G 0.0201 0.0145 0.01002 67 640: 99%|#########9| 167/168 [00:31<00:00, 5.23it/s] 12/499 4.32G 0.0201 0.01452 0.009995 33 640: 99%|#########9| 167/168 [00:31<00:00, 5.23it/s] 12/499 4.32G 0.0201 0.01452 0.009995 33 640: 100%|##########| 168/168 [00:31<00:00, 5.42it/s] 12/499 4.32G 0.0201 0.01452 0.009995 33 640: 100%|##########| 168/168 [00:31<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.00it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.99it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.55it/s] all 132 263 0.822 0.774 0.813 0.641 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 13/499 4.32G 0.01786 0.01311 0.01239 59 640: 0%| | 0/168 [00:00<?, ?it/s] 13/499 4.32G 0.01786 0.01311 0.01239 59 640: 1%| | 1/168 [00:00<00:33, 4.95it/s] 13/499 4.32G 0.0195 0.01427 0.01221 74 640: 1%| | 1/168 [00:00<00:33, 4.95it/s] 13/499 4.32G 0.0195 0.01427 0.01221 74 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s] 13/499 4.32G 0.0202 0.01461 0.01242 68 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s] 13/499 4.32G 0.0202 0.01461 0.01242 68 640: 2%|1 | 3/168 [00:00<00:30, 5.35it/s] 13/499 4.32G 0.02048 0.01476 0.01141 78 640: 2%|1 | 3/168 [00:00<00:30, 5.35it/s] 13/499 4.32G 0.02048 0.01476 0.01141 78 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s] 13/499 4.32G 0.02033 0.01504 0.01161 84 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s] 13/499 4.32G 0.02033 0.01504 0.01161 84 640: 3%|2 | 5/168 [00:00<00:30, 5.29it/s] 13/499 4.32G 0.02017 0.01445 0.01183 66 640: 3%|2 | 5/168 [00:01<00:30, 5.29it/s] 13/499 4.32G 0.02017 0.01445 0.01183 66 640: 4%|3 | 6/168 [00:01<00:30, 5.34it/s] 13/499 4.32G 0.0205 0.01493 0.01266 79 640: 4%|3 | 6/168 [00:01<00:30, 5.34it/s] 13/499 4.32G 0.0205 0.01493 0.01266 79 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s] 13/499 4.32G 0.02072 0.01522 0.01181 80 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s] 13/499 4.32G 0.02072 0.01522 0.01181 80 640: 5%|4 | 8/168 [00:01<00:30, 5.21it/s] 13/499 4.32G 0.0207 0.01511 0.01193 65 640: 5%|4 | 8/168 [00:01<00:30, 5.21it/s] 13/499 4.32G 0.0207 0.01511 0.01193 65 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s] 13/499 4.32G 0.02063 0.01528 0.01207 82 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s] 13/499 4.32G 0.02063 0.01528 0.01207 82 640: 6%|5 | 10/168 [00:01<00:30, 5.18it/s] 13/499 4.32G 0.02033 0.01514 0.01206 71 640: 6%|5 | 10/168 [00:02<00:30, 5.18it/s] 13/499 4.32G 0.02033 0.01514 0.01206 71 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s] 13/499 4.32G 0.02042 0.01499 0.01181 60 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s] 13/499 4.32G 0.02042 0.01499 0.01181 60 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s] 13/499 4.32G 0.02049 0.01494 0.01204 68 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s] 13/499 4.32G 0.02049 0.01494 0.01204 68 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s] 13/499 4.32G 0.02044 0.0149 0.01215 65 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s] 13/499 4.32G 0.02044 0.0149 0.01215 65 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s] 13/499 4.32G 0.02033 0.01473 0.01197 64 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s] 13/499 4.32G 0.02033 0.01473 0.01197 64 640: 9%|8 | 15/168 [00:02<00:28, 5.28it/s] 13/499 4.32G 0.02032 0.01484 0.01197 74 640: 9%|8 | 15/168 [00:03<00:28, 5.28it/s] 13/499 4.32G 0.02032 0.01484 0.01197 74 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s] 13/499 4.32G 0.02022 0.01477 0.01175 73 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s] 13/499 4.32G 0.02022 0.01477 0.01175 73 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s] 13/499 4.32G 0.02014 0.01474 0.01168 58 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s] 13/499 4.32G 0.02014 0.01474 0.01168 58 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s] 13/499 4.32G 0.02023 0.01472 0.01167 59 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s] 13/499 4.32G 0.02023 0.01472 0.01167 59 640: 11%|#1 | 19/168 [00:03<00:28, 5.18it/s] 13/499 4.32G 0.02011 0.01469 0.01156 76 640: 11%|#1 | 19/168 [00:03<00:28, 5.18it/s] 13/499 4.32G 0.02011 0.01469 0.01156 76 640: 12%|#1 | 20/168 [00:03<00:28, 5.25it/s] 13/499 4.32G 0.02006 0.01466 0.01132 61 640: 12%|#1 | 20/168 [00:03<00:28, 5.25it/s] 13/499 4.32G 0.02006 0.01466 0.01132 61 640: 12%|#2 | 21/168 [00:03<00:27, 5.32it/s] 13/499 4.32G 0.02006 0.01456 0.01137 62 640: 12%|#2 | 21/168 [00:04<00:27, 5.32it/s] 13/499 4.32G 0.02006 0.01456 0.01137 62 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s] 13/499 4.32G 0.02013 0.01459 0.01139 68 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s] 13/499 4.32G 0.02013 0.01459 0.01139 68 640: 14%|#3 | 23/168 [00:04<00:27, 5.21it/s] 13/499 4.32G 0.02025 0.01469 0.01149 74 640: 14%|#3 | 23/168 [00:04<00:27, 5.21it/s] 13/499 4.32G 0.02025 0.01469 0.01149 74 640: 14%|#4 | 24/168 [00:04<00:27, 5.29it/s] 13/499 4.32G 0.02022 0.01479 0.01138 88 640: 14%|#4 | 24/168 [00:04<00:27, 5.29it/s] 13/499 4.32G 0.02022 0.01479 0.01138 88 640: 15%|#4 | 25/168 [00:04<00:27, 5.16it/s] 13/499 4.32G 0.02017 0.01482 0.01132 81 640: 15%|#4 | 25/168 [00:04<00:27, 5.16it/s] 13/499 4.32G 0.02017 0.01482 0.01132 81 640: 15%|#5 | 26/168 [00:04<00:27, 5.25it/s] 13/499 4.32G 0.02011 0.01476 0.01144 66 640: 15%|#5 | 26/168 [00:05<00:27, 5.25it/s] 13/499 4.32G 0.02011 0.01476 0.01144 66 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s] 13/499 4.32G 0.02006 0.01473 0.0113 68 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s] 13/499 4.32G 0.02006 0.01473 0.0113 68 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s] 13/499 4.32G 0.01998 0.01467 0.01125 62 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s] 13/499 4.32G 0.01998 0.01467 0.01125 62 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s] 13/499 4.32G 0.01994 0.01461 0.01115 59 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s] 13/499 4.32G 0.01994 0.01461 0.01115 59 640: 18%|#7 | 30/168 [00:05<00:25, 5.33it/s] 13/499 4.32G 0.01991 0.01455 0.01122 61 640: 18%|#7 | 30/168 [00:05<00:25, 5.33it/s] 13/499 4.32G 0.01991 0.01455 0.01122 61 640: 18%|#8 | 31/168 [00:05<00:26, 5.21it/s] 13/499 4.32G 0.01991 0.01454 0.01118 65 640: 18%|#8 | 31/168 [00:06<00:26, 5.21it/s] 13/499 4.32G 0.01991 0.01454 0.01118 65 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s] 13/499 4.32G 0.01987 0.01455 0.01109 74 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s] 13/499 4.32G 0.01987 0.01455 0.01109 74 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s] 13/499 4.32G 0.01987 0.01459 0.01102 76 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s] 13/499 4.32G 0.01987 0.01459 0.01102 76 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s] 13/499 4.32G 0.01991 0.01455 0.01095 60 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s] 13/499 4.32G 0.01991 0.01455 0.01095 60 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s] 13/499 4.32G 0.01993 0.01447 0.01099 58 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s] 13/499 4.32G 0.01993 0.01447 0.01099 58 640: 21%|##1 | 36/168 [00:06<00:24, 5.28it/s] 13/499 4.32G 0.01992 0.01446 0.01099 71 640: 21%|##1 | 36/168 [00:07<00:24, 5.28it/s] 13/499 4.32G 0.01992 0.01446 0.01099 71 640: 22%|##2 | 37/168 [00:07<00:25, 5.15it/s] 13/499 4.32G 0.01989 0.01442 0.0109 59 640: 22%|##2 | 37/168 [00:07<00:25, 5.15it/s] 13/499 4.32G 0.01989 0.01442 0.0109 59 640: 23%|##2 | 38/168 [00:07<00:25, 5.19it/s] 13/499 4.32G 0.01987 0.0144 0.01098 73 640: 23%|##2 | 38/168 [00:07<00:25, 5.19it/s] 13/499 4.32G 0.01987 0.0144 0.01098 73 640: 23%|##3 | 39/168 [00:07<00:24, 5.27it/s] 13/499 4.32G 0.01992 0.01441 0.01097 62 640: 23%|##3 | 39/168 [00:07<00:24, 5.27it/s] 13/499 4.32G 0.01992 0.01441 0.01097 62 640: 24%|##3 | 40/168 [00:07<00:24, 5.15it/s] 13/499 4.32G 0.01994 0.01443 0.01089 69 640: 24%|##3 | 40/168 [00:07<00:24, 5.15it/s] 13/499 4.32G 0.01994 0.01443 0.01089 69 640: 24%|##4 | 41/168 [00:07<00:24, 5.24it/s] 13/499 4.32G 0.01994 0.01444 0.0109 66 640: 24%|##4 | 41/168 [00:07<00:24, 5.24it/s] 13/499 4.32G 0.01994 0.01444 0.0109 66 640: 25%|##5 | 42/168 [00:07<00:23, 5.30it/s] 13/499 4.32G 0.01995 0.01446 0.01097 69 640: 25%|##5 | 42/168 [00:08<00:23, 5.30it/s] 13/499 4.32G 0.01995 0.01446 0.01097 69 640: 26%|##5 | 43/168 [00:08<00:24, 5.17it/s] 13/499 4.32G 0.01997 0.01453 0.01086 76 640: 26%|##5 | 43/168 [00:08<00:24, 5.17it/s] 13/499 4.32G 0.01997 0.01453 0.01086 76 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s] 13/499 4.32G 0.01999 0.01452 0.01073 70 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s] 13/499 4.32G 0.01999 0.01452 0.01073 70 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s] 13/499 4.32G 0.02003 0.01452 0.01076 70 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s] 13/499 4.32G 0.02003 0.01452 0.01076 70 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s] 13/499 4.32G 0.02006 0.01448 0.01077 53 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s] 13/499 4.32G 0.02006 0.01448 0.01077 53 640: 28%|##7 | 47/168 [00:08<00:22, 5.32it/s] 13/499 4.32G 0.02009 0.0145 0.01075 70 640: 28%|##7 | 47/168 [00:09<00:22, 5.32it/s] 13/499 4.32G 0.02009 0.0145 0.01075 70 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s] 13/499 4.32G 0.02007 0.01453 0.01069 88 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s] 13/499 4.32G 0.02007 0.01453 0.01069 88 640: 29%|##9 | 49/168 [00:09<00:22, 5.24it/s] 13/499 4.32G 0.02011 0.01449 0.01063 57 640: 29%|##9 | 49/168 [00:09<00:22, 5.24it/s] 13/499 4.32G 0.02011 0.01449 0.01063 57 640: 30%|##9 | 50/168 [00:09<00:22, 5.32it/s] 13/499 4.32G 0.02011 0.01448 0.01089 64 640: 30%|##9 | 50/168 [00:09<00:22, 5.32it/s] 13/499 4.32G 0.02011 0.01448 0.01089 64 640: 30%|### | 51/168 [00:09<00:21, 5.38it/s] 13/499 4.32G 0.02008 0.01449 0.01085 75 640: 30%|### | 51/168 [00:09<00:21, 5.38it/s] 13/499 4.32G 0.02008 0.01449 0.01085 75 640: 31%|### | 52/168 [00:09<00:22, 5.21it/s] 13/499 4.32G 0.02011 0.01448 0.01084 72 640: 31%|### | 52/168 [00:10<00:22, 5.21it/s] 13/499 4.32G 0.02011 0.01448 0.01084 72 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s] 13/499 4.32G 0.02006 0.01451 0.01086 85 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s] 13/499 4.32G 0.02006 0.01451 0.01086 85 640: 32%|###2 | 54/168 [00:10<00:21, 5.36it/s] 13/499 4.32G 0.02007 0.01452 0.01081 67 640: 32%|###2 | 54/168 [00:10<00:21, 5.36it/s] 13/499 4.32G 0.02007 0.01452 0.01081 67 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s] 13/499 4.32G 0.02005 0.01458 0.01075 86 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s] 13/499 4.32G 0.02005 0.01458 0.01075 86 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s] 13/499 4.32G 0.02008 0.01458 0.01072 67 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s] 13/499 4.32G 0.02008 0.01458 0.01072 67 640: 34%|###3 | 57/168 [00:10<00:20, 5.33it/s] 13/499 4.32G 0.02008 0.01455 0.01072 59 640: 34%|###3 | 57/168 [00:11<00:20, 5.33it/s] 13/499 4.32G 0.02008 0.01455 0.01072 59 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s] 13/499 4.32G 0.02007 0.01453 0.01067 61 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s] 13/499 4.32G 0.02007 0.01453 0.01067 61 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s] 13/499 4.32G 0.02009 0.0145 0.01073 62 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s] 13/499 4.32G 0.02009 0.0145 0.01073 62 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s] 13/499 4.32G 0.02013 0.01448 0.01085 60 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s] 13/499 4.32G 0.02013 0.01448 0.01085 60 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s] 13/499 4.32G 0.02013 0.01452 0.0108 73 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s] 13/499 4.32G 0.02013 0.01452 0.0108 73 640: 37%|###6 | 62/168 [00:11<00:20, 5.25it/s] 13/499 4.32G 0.02015 0.01453 0.01081 68 640: 37%|###6 | 62/168 [00:11<00:20, 5.25it/s] 13/499 4.32G 0.02015 0.01453 0.01081 68 640: 38%|###7 | 63/168 [00:11<00:19, 5.27it/s] 13/499 4.32G 0.02014 0.01452 0.01082 66 640: 38%|###7 | 63/168 [00:12<00:19, 5.27it/s] 13/499 4.32G 0.02014 0.01452 0.01082 66 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s] 13/499 4.32G 0.02017 0.01451 0.01083 62 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s] 13/499 4.32G 0.02017 0.01451 0.01083 62 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s] 13/499 4.32G 0.02019 0.01453 0.01081 78 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s] 13/499 4.32G 0.02019 0.01453 0.01081 78 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s] 13/499 4.32G 0.02018 0.0145 0.01076 61 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s] 13/499 4.32G 0.02018 0.0145 0.01076 61 640: 40%|###9 | 67/168 [00:12<00:19, 5.16it/s] 13/499 4.32G 0.02019 0.01445 0.01071 50 640: 40%|###9 | 67/168 [00:12<00:19, 5.16it/s] 13/499 4.32G 0.02019 0.01445 0.01071 50 640: 40%|#### | 68/168 [00:12<00:19, 5.26it/s] 13/499 4.32G 0.02021 0.01446 0.01071 69 640: 40%|#### | 68/168 [00:13<00:19, 5.26it/s] 13/499 4.32G 0.02021 0.01446 0.01071 69 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s] 13/499 4.32G 0.02021 0.01444 0.01069 58 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s] 13/499 4.32G 0.02021 0.01444 0.01069 58 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s] 13/499 4.32G 0.02019 0.01444 0.0106 74 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s] 13/499 4.32G 0.02019 0.01444 0.0106 74 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s] 13/499 4.32G 0.02018 0.01447 0.01061 79 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s] 13/499 4.32G 0.02018 0.01447 0.01061 79 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s] 13/499 4.32G 0.02021 0.01448 0.01064 68 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s] 13/499 4.32G 0.02021 0.01448 0.01064 68 640: 43%|####3 | 73/168 [00:13<00:18, 5.24it/s] 13/499 4.32G 0.02022 0.01451 0.01058 74 640: 43%|####3 | 73/168 [00:14<00:18, 5.24it/s] 13/499 4.32G 0.02022 0.01451 0.01058 74 640: 44%|####4 | 74/168 [00:14<00:17, 5.34it/s] 13/499 4.32G 0.02025 0.01452 0.0106 68 640: 44%|####4 | 74/168 [00:14<00:17, 5.34it/s] 13/499 4.32G 0.02025 0.01452 0.0106 68 640: 45%|####4 | 75/168 [00:14<00:17, 5.39it/s] 13/499 4.32G 0.0203 0.0145 0.01066 65 640: 45%|####4 | 75/168 [00:14<00:17, 5.39it/s] 13/499 4.32G 0.0203 0.0145 0.01066 65 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s] 13/499 4.32G 0.02025 0.01447 0.01064 61 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s] 13/499 4.32G 0.02025 0.01447 0.01064 61 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s] 13/499 4.32G 0.02025 0.01449 0.01062 64 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s] 13/499 4.32G 0.02025 0.01449 0.01062 64 640: 46%|####6 | 78/168 [00:14<00:16, 5.33it/s] 13/499 4.32G 0.02024 0.01452 0.01065 80 640: 46%|####6 | 78/168 [00:15<00:16, 5.33it/s] 13/499 4.32G 0.02024 0.01452 0.01065 80 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s] 13/499 4.32G 0.02022 0.01451 0.01062 70 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s] 13/499 4.32G 0.02022 0.01451 0.01062 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.28it/s] 13/499 4.32G 0.02024 0.01455 0.01059 76 640: 48%|####7 | 80/168 [00:15<00:16, 5.28it/s] 13/499 4.32G 0.02024 0.01455 0.01059 76 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s] 13/499 4.32G 0.02025 0.01454 0.01058 65 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s] 13/499 4.32G 0.02025 0.01454 0.01058 65 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s] 13/499 4.32G 0.02023 0.01449 0.01053 51 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s] 13/499 4.32G 0.02023 0.01449 0.01053 51 640: 49%|####9 | 83/168 [00:15<00:16, 5.25it/s] 13/499 4.32G 0.02024 0.0145 0.01053 79 640: 49%|####9 | 83/168 [00:15<00:16, 5.25it/s] 13/499 4.32G 0.02024 0.0145 0.01053 79 640: 50%|##### | 84/168 [00:15<00:15, 5.30it/s] 13/499 4.32G 0.02022 0.01449 0.01053 64 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s] 13/499 4.32G 0.02022 0.01449 0.01053 64 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s] 13/499 4.32G 0.0202 0.01448 0.01053 67 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s] 13/499 4.32G 0.0202 0.01448 0.01053 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s] 13/499 4.32G 0.0202 0.01447 0.01049 56 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s] 13/499 4.32G 0.0202 0.01447 0.01049 56 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s] 13/499 4.32G 0.02024 0.01446 0.01045 61 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s] 13/499 4.32G 0.02024 0.01446 0.01045 61 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s] 13/499 4.32G 0.02023 0.01444 0.01042 54 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s] 13/499 4.32G 0.02023 0.01444 0.01042 54 640: 53%|#####2 | 89/168 [00:16<00:14, 5.31it/s] 13/499 4.32G 0.02023 0.0145 0.0104 78 640: 53%|#####2 | 89/168 [00:17<00:14, 5.31it/s] 13/499 4.32G 0.02023 0.0145 0.0104 78 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s] 13/499 4.32G 0.02023 0.01451 0.01038 80 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s] 13/499 4.32G 0.02023 0.01451 0.01038 80 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s] 13/499 4.32G 0.02021 0.01449 0.01036 65 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s] 13/499 4.32G 0.02021 0.01449 0.01036 65 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s] 13/499 4.32G 0.02021 0.0145 0.01031 69 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s] 13/499 4.32G 0.02021 0.0145 0.01031 69 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s] 13/499 4.32G 0.0202 0.01452 0.01028 75 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s] 13/499 4.32G 0.0202 0.01452 0.01028 75 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s] 13/499 4.32G 0.02019 0.01454 0.01026 70 640: 56%|#####5 | 94/168 [00:18<00:14, 5.23it/s] 13/499 4.32G 0.02019 0.01454 0.01026 70 640: 57%|#####6 | 95/168 [00:18<00:13, 5.32it/s] 13/499 4.32G 0.02017 0.01452 0.01025 57 640: 57%|#####6 | 95/168 [00:18<00:13, 5.32it/s] 13/499 4.32G 0.02017 0.01452 0.01025 57 640: 57%|#####7 | 96/168 [00:18<00:13, 5.39it/s] 13/499 4.32G 0.02014 0.01448 0.01023 57 640: 57%|#####7 | 96/168 [00:18<00:13, 5.39it/s] 13/499 4.32G 0.02014 0.01448 0.01023 57 640: 58%|#####7 | 97/168 [00:18<00:13, 5.25it/s] 13/499 4.32G 0.02013 0.01447 0.01021 70 640: 58%|#####7 | 97/168 [00:18<00:13, 5.25it/s] 13/499 4.32G 0.02013 0.01447 0.01021 70 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s] 13/499 4.32G 0.02011 0.01446 0.01023 69 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s] 13/499 4.32G 0.02011 0.01446 0.01023 69 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s] 13/499 4.32G 0.02012 0.01447 0.01027 72 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s] 13/499 4.32G 0.02012 0.01447 0.01027 72 640: 60%|#####9 | 100/168 [00:18<00:12, 5.23it/s] 13/499 4.32G 0.0201 0.01447 0.01025 70 640: 60%|#####9 | 100/168 [00:19<00:12, 5.23it/s] 13/499 4.32G 0.0201 0.01447 0.01025 70 640: 60%|###### | 101/168 [00:19<00:12, 5.31it/s] 13/499 4.32G 0.02008 0.01448 0.01021 74 640: 60%|###### | 101/168 [00:19<00:12, 5.31it/s] 13/499 4.32G 0.02008 0.01448 0.01021 74 640: 61%|###### | 102/168 [00:19<00:12, 5.38it/s] 13/499 4.32G 0.02006 0.01449 0.01021 80 640: 61%|###### | 102/168 [00:19<00:12, 5.38it/s] 13/499 4.32G 0.02006 0.01449 0.01021 80 640: 61%|######1 | 103/168 [00:19<00:12, 5.23it/s] 13/499 4.32G 0.02005 0.01449 0.01017 69 640: 61%|######1 | 103/168 [00:19<00:12, 5.23it/s] 13/499 4.32G 0.02005 0.01449 0.01017 69 640: 62%|######1 | 104/168 [00:19<00:12, 5.33it/s] 13/499 4.32G 0.02007 0.01449 0.0102 69 640: 62%|######1 | 104/168 [00:19<00:12, 5.33it/s] 13/499 4.32G 0.02007 0.01449 0.0102 69 640: 62%|######2 | 105/168 [00:19<00:11, 5.38it/s] 13/499 4.32G 0.02007 0.01449 0.0102 66 640: 62%|######2 | 105/168 [00:20<00:11, 5.38it/s] 13/499 4.32G 0.02007 0.01449 0.0102 66 640: 63%|######3 | 106/168 [00:20<00:11, 5.25it/s] 13/499 4.32G 0.02004 0.01451 0.01013 73 640: 63%|######3 | 106/168 [00:20<00:11, 5.25it/s] 13/499 4.32G 0.02004 0.01451 0.01013 73 640: 64%|######3 | 107/168 [00:20<00:11, 5.33it/s] 13/499 4.32G 0.02004 0.0145 0.01013 57 640: 64%|######3 | 107/168 [00:20<00:11, 5.33it/s] 13/499 4.32G 0.02004 0.0145 0.01013 57 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s] 13/499 4.32G 0.02001 0.01446 0.01014 52 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s] 13/499 4.32G 0.02001 0.01446 0.01014 52 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s] 13/499 4.32G 0.02 0.01443 0.01011 61 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s] 13/499 4.32G 0.02 0.01443 0.01011 61 640: 65%|######5 | 110/168 [00:20<00:10, 5.28it/s] 13/499 4.32G 0.01998 0.01445 0.01008 73 640: 65%|######5 | 110/168 [00:21<00:10, 5.28it/s] 13/499 4.32G 0.01998 0.01445 0.01008 73 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s] 13/499 4.32G 0.02001 0.01441 0.01005 51 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s] 13/499 4.32G 0.02001 0.01441 0.01005 51 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s] 13/499 4.32G 0.02001 0.01442 0.01005 64 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s] 13/499 4.32G 0.02001 0.01442 0.01005 64 640: 67%|######7 | 113/168 [00:21<00:10, 5.32it/s] 13/499 4.32G 0.02001 0.01443 0.01004 75 640: 67%|######7 | 113/168 [00:21<00:10, 5.32it/s] 13/499 4.32G 0.02001 0.01443 0.01004 75 640: 68%|######7 | 114/168 [00:21<00:10, 5.38it/s] 13/499 4.32G 0.02001 0.01446 0.01003 78 640: 68%|######7 | 114/168 [00:21<00:10, 5.38it/s] 13/499 4.32G 0.02001 0.01446 0.01003 78 640: 68%|######8 | 115/168 [00:21<00:10, 5.23it/s] 13/499 4.32G 0.02001 0.01444 0.01001 58 640: 68%|######8 | 115/168 [00:22<00:10, 5.23it/s] 13/499 4.32G 0.02001 0.01444 0.01001 58 640: 69%|######9 | 116/168 [00:22<00:09, 5.31it/s] 13/499 4.32G 0.01998 0.01444 0.01001 77 640: 69%|######9 | 116/168 [00:22<00:09, 5.31it/s] 13/499 4.32G 0.01998 0.01444 0.01001 77 640: 70%|######9 | 117/168 [00:22<00:09, 5.37it/s] 13/499 4.32G 0.01995 0.01441 0.009954 55 640: 70%|######9 | 117/168 [00:22<00:09, 5.37it/s] 13/499 4.32G 0.01995 0.01441 0.009954 55 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s] 13/499 4.32G 0.01993 0.01441 0.009951 76 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s] 13/499 4.32G 0.01993 0.01441 0.009951 76 640: 71%|####### | 119/168 [00:22<00:09, 5.22it/s] 13/499 4.32G 0.01992 0.01439 0.009962 64 640: 71%|####### | 119/168 [00:22<00:09, 5.22it/s] 13/499 4.32G 0.01992 0.01439 0.009962 64 640: 71%|#######1 | 120/168 [00:22<00:09, 5.31it/s] 13/499 4.32G 0.01994 0.01436 0.009963 62 640: 71%|#######1 | 120/168 [00:22<00:09, 5.31it/s] 13/499 4.32G 0.01994 0.01436 0.009963 62 640: 72%|#######2 | 121/168 [00:22<00:09, 5.15it/s] 13/499 4.32G 0.01994 0.01433 0.009987 59 640: 72%|#######2 | 121/168 [00:23<00:09, 5.15it/s] 13/499 4.32G 0.01994 0.01433 0.009987 59 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s] 13/499 4.32G 0.01994 0.01435 0.009971 76 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s] 13/499 4.32G 0.01994 0.01435 0.009971 76 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s] 13/499 4.32G 0.01993 0.01434 0.01002 65 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s] 13/499 4.32G 0.01993 0.01434 0.01002 65 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s] 13/499 4.32G 0.01993 0.01434 0.01004 66 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s] 13/499 4.32G 0.01993 0.01434 0.01004 66 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s] 13/499 4.32G 0.01993 0.0144 0.01003 93 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s] 13/499 4.32G 0.01993 0.0144 0.01003 93 640: 75%|#######5 | 126/168 [00:23<00:07, 5.33it/s] 13/499 4.32G 0.01993 0.01442 0.01003 77 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s] 13/499 4.32G 0.01993 0.01442 0.01003 77 640: 76%|#######5 | 127/168 [00:24<00:07, 5.13it/s] 13/499 4.32G 0.01993 0.01444 0.01002 69 640: 76%|#######5 | 127/168 [00:24<00:07, 5.13it/s] 13/499 4.32G 0.01993 0.01444 0.01002 69 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s] 13/499 4.32G 0.01992 0.01444 0.01001 69 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s] 13/499 4.32G 0.01992 0.01444 0.01001 69 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s] 13/499 4.32G 0.01993 0.01446 0.01002 80 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s] 13/499 4.32G 0.01993 0.01446 0.01002 80 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s] 13/499 4.32G 0.01991 0.01444 0.01003 55 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s] 13/499 4.32G 0.01991 0.01444 0.01003 55 640: 78%|#######7 | 131/168 [00:24<00:07, 5.23it/s] 13/499 4.32G 0.01988 0.01443 0.01004 65 640: 78%|#######7 | 131/168 [00:25<00:07, 5.23it/s] 13/499 4.32G 0.01988 0.01443 0.01004 65 640: 79%|#######8 | 132/168 [00:25<00:06, 5.31it/s] 13/499 4.32G 0.01985 0.01443 0.01003 74 640: 79%|#######8 | 132/168 [00:25<00:06, 5.31it/s] 13/499 4.32G 0.01985 0.01443 0.01003 74 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s] 13/499 4.32G 0.01986 0.01442 0.01001 66 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s] 13/499 4.32G 0.01986 0.01442 0.01001 66 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s] 13/499 4.32G 0.01985 0.0144 0.01001 62 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s] 13/499 4.32G 0.01985 0.0144 0.01001 62 640: 80%|######## | 135/168 [00:25<00:06, 5.30it/s] 13/499 4.32G 0.01984 0.01443 0.009993 73 640: 80%|######## | 135/168 [00:25<00:06, 5.30it/s] 13/499 4.32G 0.01984 0.01443 0.009993 73 640: 81%|######## | 136/168 [00:25<00:06, 5.12it/s] 13/499 4.32G 0.01985 0.01445 0.009997 79 640: 81%|######## | 136/168 [00:26<00:06, 5.12it/s] 13/499 4.32G 0.01985 0.01445 0.009997 79 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s] 13/499 4.32G 0.01987 0.01444 0.009999 53 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s] 13/499 4.32G 0.01987 0.01444 0.009999 53 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s] 13/499 4.32G 0.01988 0.01443 0.01003 54 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s] 13/499 4.32G 0.01988 0.01443 0.01003 54 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s] 13/499 4.32G 0.01989 0.01441 0.01006 52 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s] 13/499 4.32G 0.01989 0.01441 0.01006 52 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s] 13/499 4.32G 0.01987 0.01441 0.01006 76 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s] 13/499 4.32G 0.01987 0.01441 0.01006 76 640: 84%|########3 | 141/168 [00:26<00:05, 5.34it/s] 13/499 4.32G 0.01985 0.01438 0.01005 56 640: 84%|########3 | 141/168 [00:26<00:05, 5.34it/s] 13/499 4.32G 0.01985 0.01438 0.01005 56 640: 85%|########4 | 142/168 [00:26<00:04, 5.24it/s] 13/499 4.32G 0.01983 0.01438 0.01002 66 640: 85%|########4 | 142/168 [00:27<00:04, 5.24it/s] 13/499 4.32G 0.01983 0.01438 0.01002 66 640: 85%|########5 | 143/168 [00:27<00:04, 5.32it/s] 13/499 4.32G 0.01985 0.01437 0.01004 62 640: 85%|########5 | 143/168 [00:27<00:04, 5.32it/s] 13/499 4.32G 0.01985 0.01437 0.01004 62 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s] 13/499 4.32G 0.01982 0.01436 0.01001 76 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s] 13/499 4.32G 0.01982 0.01436 0.01001 76 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s] 13/499 4.32G 0.01982 0.01435 0.009986 58 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s] 13/499 4.32G 0.01982 0.01435 0.009986 58 640: 87%|########6 | 146/168 [00:27<00:04, 5.33it/s] 13/499 4.32G 0.0198 0.01432 0.009971 47 640: 87%|########6 | 146/168 [00:27<00:04, 5.33it/s] 13/499 4.32G 0.0198 0.01432 0.009971 47 640: 88%|########7 | 147/168 [00:27<00:03, 5.39it/s] 13/499 4.32G 0.0198 0.01431 0.009994 66 640: 88%|########7 | 147/168 [00:28<00:03, 5.39it/s] 13/499 4.32G 0.0198 0.01431 0.009994 66 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s] 13/499 4.32G 0.01978 0.01431 0.01 71 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s] 13/499 4.32G 0.01978 0.01431 0.01 71 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s] 13/499 4.32G 0.01976 0.0143 0.009991 63 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s] 13/499 4.32G 0.01976 0.0143 0.009991 63 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s] 13/499 4.32G 0.01975 0.01429 0.01002 68 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s] 13/499 4.32G 0.01975 0.01429 0.01002 68 640: 90%|########9 | 151/168 [00:28<00:03, 5.24it/s] 13/499 4.32G 0.01973 0.01431 0.01001 81 640: 90%|########9 | 151/168 [00:28<00:03, 5.24it/s] 13/499 4.32G 0.01973 0.01431 0.01001 81 640: 90%|######### | 152/168 [00:28<00:03, 5.31it/s] 13/499 4.32G 0.01974 0.01432 0.01002 70 640: 90%|######### | 152/168 [00:29<00:03, 5.31it/s] 13/499 4.32G 0.01974 0.01432 0.01002 70 640: 91%|#########1| 153/168 [00:29<00:02, 5.30it/s] 13/499 4.32G 0.01975 0.01432 0.01006 70 640: 91%|#########1| 153/168 [00:29<00:02, 5.30it/s] 13/499 4.32G 0.01975 0.01432 0.01006 70 640: 92%|#########1| 154/168 [00:29<00:02, 5.14it/s] 13/499 4.32G 0.01975 0.01434 0.01006 85 640: 92%|#########1| 154/168 [00:29<00:02, 5.14it/s] 13/499 4.32G 0.01975 0.01434 0.01006 85 640: 92%|#########2| 155/168 [00:29<00:02, 5.25it/s] 13/499 4.32G 0.01974 0.01433 0.01004 67 640: 92%|#########2| 155/168 [00:29<00:02, 5.25it/s] 13/499 4.32G 0.01974 0.01433 0.01004 67 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s] 13/499 4.32G 0.01974 0.01434 0.0101 72 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s] 13/499 4.32G 0.01974 0.01434 0.0101 72 640: 93%|#########3| 157/168 [00:29<00:02, 5.20it/s] 13/499 4.32G 0.01973 0.01434 0.01011 73 640: 93%|#########3| 157/168 [00:29<00:02, 5.20it/s] 13/499 4.32G 0.01973 0.01434 0.01011 73 640: 94%|#########4| 158/168 [00:29<00:01, 5.30it/s] 13/499 4.32G 0.01971 0.01433 0.01012 67 640: 94%|#########4| 158/168 [00:30<00:01, 5.30it/s] 13/499 4.32G 0.01971 0.01433 0.01012 67 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s] 13/499 4.32G 0.01972 0.01433 0.01011 71 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s] 13/499 4.32G 0.01972 0.01433 0.01011 71 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s] 13/499 4.32G 0.01972 0.01433 0.01011 66 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s] 13/499 4.32G 0.01972 0.01433 0.01011 66 640: 96%|#########5| 161/168 [00:30<00:01, 5.25it/s] 13/499 4.32G 0.01972 0.01432 0.0101 58 640: 96%|#########5| 161/168 [00:30<00:01, 5.25it/s] 13/499 4.32G 0.01972 0.01432 0.0101 58 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s] 13/499 4.32G 0.01971 0.01431 0.01012 67 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s] 13/499 4.32G 0.01971 0.01431 0.01012 67 640: 97%|#########7| 163/168 [00:30<00:00, 5.20it/s] 13/499 4.32G 0.0197 0.01433 0.01012 84 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s] 13/499 4.32G 0.0197 0.01433 0.01012 84 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s] 13/499 4.32G 0.01968 0.01433 0.01013 86 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s] 13/499 4.32G 0.01968 0.01433 0.01013 86 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s] 13/499 4.32G 0.01968 0.01433 0.01013 70 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s] 13/499 4.32G 0.01968 0.01433 0.01013 70 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s] 13/499 4.32G 0.01967 0.01433 0.01011 68 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s] 13/499 4.32G 0.01967 0.01433 0.01011 68 640: 99%|#########9| 167/168 [00:31<00:00, 5.26it/s] 13/499 4.32G 0.01967 0.01431 0.01013 26 640: 99%|#########9| 167/168 [00:31<00:00, 5.26it/s] 13/499 4.32G 0.01967 0.01431 0.01013 26 640: 100%|##########| 168/168 [00:31<00:00, 5.44it/s] 13/499 4.32G 0.01967 0.01431 0.01013 26 640: 100%|##########| 168/168 [00:31<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.83it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.46it/s] all 132 263 0.735 0.744 0.788 0.602 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 14/499 4.32G 0.01945 0.01599 0.006234 77 640: 0%| | 0/168 [00:00<?, ?it/s] 14/499 4.32G 0.01945 0.01599 0.006234 77 640: 1%| | 1/168 [00:00<00:35, 4.69it/s] 14/499 4.32G 0.01886 0.01632 0.006778 83 640: 1%| | 1/168 [00:00<00:35, 4.69it/s] 14/499 4.32G 0.01886 0.01632 0.006778 83 640: 1%|1 | 2/168 [00:00<00:32, 5.08it/s] 14/499 4.32G 0.01959 0.01642 0.007537 79 640: 1%|1 | 2/168 [00:00<00:32, 5.08it/s] 14/499 4.32G 0.01959 0.01642 0.007537 79 640: 2%|1 | 3/168 [00:00<00:31, 5.27it/s] 14/499 4.32G 0.01968 0.01622 0.008457 73 640: 2%|1 | 3/168 [00:00<00:31, 5.27it/s] 14/499 4.32G 0.01968 0.01622 0.008457 73 640: 2%|2 | 4/168 [00:00<00:32, 5.11it/s] 14/499 4.32G 0.01944 0.01584 0.009497 72 640: 2%|2 | 4/168 [00:00<00:32, 5.11it/s] 14/499 4.32G 0.01944 0.01584 0.009497 72 640: 3%|2 | 5/168 [00:00<00:31, 5.24it/s] 14/499 4.32G 0.01942 0.01591 0.009439 76 640: 3%|2 | 5/168 [00:01<00:31, 5.24it/s] 14/499 4.32G 0.01942 0.01591 0.009439 76 640: 4%|3 | 6/168 [00:01<00:30, 5.24it/s] 14/499 4.32G 0.0191 0.01562 0.01025 63 640: 4%|3 | 6/168 [00:01<00:30, 5.24it/s] 14/499 4.32G 0.0191 0.01562 0.01025 63 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s] 14/499 4.32G 0.01876 0.01525 0.01055 68 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s] 14/499 4.32G 0.01876 0.01525 0.01055 68 640: 5%|4 | 8/168 [00:01<00:30, 5.18it/s] 14/499 4.32G 0.01883 0.01496 0.009955 61 640: 5%|4 | 8/168 [00:01<00:30, 5.18it/s] 14/499 4.32G 0.01883 0.01496 0.009955 61 640: 5%|5 | 9/168 [00:01<00:30, 5.28it/s] 14/499 4.32G 0.0187 0.01487 0.00971 70 640: 5%|5 | 9/168 [00:01<00:30, 5.28it/s] 14/499 4.32G 0.0187 0.01487 0.00971 70 640: 6%|5 | 10/168 [00:01<00:30, 5.16it/s] 14/499 4.32G 0.01891 0.01521 0.009775 77 640: 6%|5 | 10/168 [00:02<00:30, 5.16it/s] 14/499 4.32G 0.01891 0.01521 0.009775 77 640: 7%|6 | 11/168 [00:02<00:29, 5.27it/s] 14/499 4.32G 0.01883 0.01494 0.009834 62 640: 7%|6 | 11/168 [00:02<00:29, 5.27it/s] 14/499 4.32G 0.01883 0.01494 0.009834 62 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s] 14/499 4.32G 0.01882 0.01502 0.009481 72 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s] 14/499 4.32G 0.01882 0.01502 0.009481 72 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s] 14/499 4.32G 0.01867 0.01491 0.009566 77 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s] 14/499 4.32G 0.01867 0.01491 0.009566 77 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s] 14/499 4.32G 0.0187 0.01478 0.01008 67 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s] 14/499 4.32G 0.0187 0.01478 0.01008 67 640: 9%|8 | 15/168 [00:02<00:28, 5.35it/s] 14/499 4.32G 0.01855 0.0145 0.01004 55 640: 9%|8 | 15/168 [00:03<00:28, 5.35it/s] 14/499 4.32G 0.01855 0.0145 0.01004 55 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s] 14/499 4.32G 0.01874 0.01451 0.01024 61 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s] 14/499 4.32G 0.01874 0.01451 0.01024 61 640: 10%|# | 17/168 [00:03<00:28, 5.30it/s] 14/499 4.32G 0.01871 0.01447 0.01013 72 640: 10%|# | 17/168 [00:03<00:28, 5.30it/s] 14/499 4.32G 0.01871 0.01447 0.01013 72 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s] 14/499 4.32G 0.01865 0.01437 0.01038 64 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s] 14/499 4.32G 0.01865 0.01437 0.01038 64 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s] 14/499 4.32G 0.01881 0.01431 0.01043 58 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s] 14/499 4.32G 0.01881 0.01431 0.01043 58 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s] 14/499 4.32G 0.01887 0.0143 0.01018 66 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s] 14/499 4.32G 0.01887 0.0143 0.01018 66 640: 12%|#2 | 21/168 [00:03<00:27, 5.35it/s] 14/499 4.32G 0.01893 0.01426 0.01013 58 640: 12%|#2 | 21/168 [00:04<00:27, 5.35it/s] 14/499 4.32G 0.01893 0.01426 0.01013 58 640: 13%|#3 | 22/168 [00:04<00:27, 5.21it/s] 14/499 4.32G 0.01889 0.01441 0.0101 82 640: 13%|#3 | 22/168 [00:04<00:27, 5.21it/s] 14/499 4.32G 0.01889 0.01441 0.0101 82 640: 14%|#3 | 23/168 [00:04<00:27, 5.32it/s] 14/499 4.32G 0.01892 0.0143 0.01006 62 640: 14%|#3 | 23/168 [00:04<00:27, 5.32it/s] 14/499 4.32G 0.01892 0.0143 0.01006 62 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 14/499 4.32G 0.01892 0.01434 0.01015 69 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 14/499 4.32G 0.01892 0.01434 0.01015 69 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s] 14/499 4.32G 0.01895 0.01433 0.01006 67 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s] 14/499 4.32G 0.01895 0.01433 0.01006 67 640: 15%|#5 | 26/168 [00:04<00:26, 5.29it/s] 14/499 4.32G 0.01897 0.01428 0.01011 65 640: 15%|#5 | 26/168 [00:05<00:26, 5.29it/s] 14/499 4.32G 0.01897 0.01428 0.01011 65 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s] 14/499 4.32G 0.01905 0.01434 0.01013 75 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s] 14/499 4.32G 0.01905 0.01434 0.01013 75 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s] 14/499 4.32G 0.01912 0.01435 0.01026 63 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s] 14/499 4.32G 0.01912 0.01435 0.01026 63 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s] 14/499 4.32G 0.01907 0.01435 0.01029 64 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s] 14/499 4.32G 0.01907 0.01435 0.01029 64 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s] 14/499 4.32G 0.01904 0.01433 0.01028 72 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s] 14/499 4.32G 0.01904 0.01433 0.01028 72 640: 18%|#8 | 31/168 [00:05<00:26, 5.24it/s] 14/499 4.32G 0.01903 0.01426 0.01017 61 640: 18%|#8 | 31/168 [00:06<00:26, 5.24it/s] 14/499 4.32G 0.01903 0.01426 0.01017 61 640: 19%|#9 | 32/168 [00:06<00:25, 5.34it/s] 14/499 4.32G 0.01902 0.01434 0.01007 69 640: 19%|#9 | 32/168 [00:06<00:25, 5.34it/s] 14/499 4.32G 0.01902 0.01434 0.01007 69 640: 20%|#9 | 33/168 [00:06<00:25, 5.39it/s] 14/499 4.32G 0.019 0.01427 0.01003 59 640: 20%|#9 | 33/168 [00:06<00:25, 5.39it/s] 14/499 4.32G 0.019 0.01427 0.01003 59 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s] 14/499 4.32G 0.01899 0.01427 0.01006 73 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s] 14/499 4.32G 0.01899 0.01427 0.01006 73 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s] 14/499 4.32G 0.01895 0.01426 0.009952 77 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s] 14/499 4.32G 0.01895 0.01426 0.009952 77 640: 21%|##1 | 36/168 [00:06<00:24, 5.31it/s] 14/499 4.32G 0.01894 0.01431 0.009898 70 640: 21%|##1 | 36/168 [00:07<00:24, 5.31it/s] 14/499 4.32G 0.01894 0.01431 0.009898 70 640: 22%|##2 | 37/168 [00:07<00:25, 5.14it/s] 14/499 4.32G 0.01891 0.01431 0.009867 71 640: 22%|##2 | 37/168 [00:07<00:25, 5.14it/s] 14/499 4.32G 0.01891 0.01431 0.009867 71 640: 23%|##2 | 38/168 [00:07<00:24, 5.22it/s] 14/499 4.32G 0.01888 0.01428 0.009903 71 640: 23%|##2 | 38/168 [00:07<00:24, 5.22it/s] 14/499 4.32G 0.01888 0.01428 0.009903 71 640: 23%|##3 | 39/168 [00:07<00:24, 5.30it/s] 14/499 4.32G 0.01884 0.01418 0.01013 52 640: 23%|##3 | 39/168 [00:07<00:24, 5.30it/s] 14/499 4.32G 0.01884 0.01418 0.01013 52 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s] 14/499 4.32G 0.01885 0.01422 0.01008 66 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s] 14/499 4.32G 0.01885 0.01422 0.01008 66 640: 24%|##4 | 41/168 [00:07<00:24, 5.23it/s] 14/499 4.32G 0.01885 0.01423 0.009996 64 640: 24%|##4 | 41/168 [00:07<00:24, 5.23it/s] 14/499 4.32G 0.01885 0.01423 0.009996 64 640: 25%|##5 | 42/168 [00:07<00:23, 5.29it/s] 14/499 4.32G 0.01888 0.01427 0.01011 72 640: 25%|##5 | 42/168 [00:08<00:23, 5.29it/s] 14/499 4.32G 0.01888 0.01427 0.01011 72 640: 26%|##5 | 43/168 [00:08<00:24, 5.17it/s] 14/499 4.32G 0.01886 0.0142 0.009994 58 640: 26%|##5 | 43/168 [00:08<00:24, 5.17it/s] 14/499 4.32G 0.01886 0.0142 0.009994 58 640: 26%|##6 | 44/168 [00:08<00:23, 5.25it/s] 14/499 4.32G 0.01887 0.01422 0.00995 70 640: 26%|##6 | 44/168 [00:08<00:23, 5.25it/s] 14/499 4.32G 0.01887 0.01422 0.00995 70 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s] 14/499 4.32G 0.01885 0.01417 0.009871 58 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s] 14/499 4.32G 0.01885 0.01417 0.009871 58 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s] 14/499 4.32G 0.01885 0.01424 0.00984 88 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s] 14/499 4.32G 0.01885 0.01424 0.00984 88 640: 28%|##7 | 47/168 [00:08<00:23, 5.24it/s] 14/499 4.32G 0.01891 0.01425 0.009743 62 640: 28%|##7 | 47/168 [00:09<00:23, 5.24it/s] 14/499 4.32G 0.01891 0.01425 0.009743 62 640: 29%|##8 | 48/168 [00:09<00:22, 5.32it/s] 14/499 4.32G 0.01898 0.0143 0.009842 82 640: 29%|##8 | 48/168 [00:09<00:22, 5.32it/s] 14/499 4.32G 0.01898 0.0143 0.009842 82 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s] 14/499 4.32G 0.01896 0.01425 0.009777 54 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s] 14/499 4.32G 0.01896 0.01425 0.009777 54 640: 30%|##9 | 50/168 [00:09<00:22, 5.26it/s] 14/499 4.32G 0.01901 0.01427 0.009786 65 640: 30%|##9 | 50/168 [00:09<00:22, 5.26it/s] 14/499 4.32G 0.01901 0.01427 0.009786 65 640: 30%|### | 51/168 [00:09<00:21, 5.32it/s] 14/499 4.32G 0.01899 0.01422 0.009754 56 640: 30%|### | 51/168 [00:09<00:21, 5.32it/s] 14/499 4.32G 0.01899 0.01422 0.009754 56 640: 31%|### | 52/168 [00:09<00:22, 5.17it/s] 14/499 4.32G 0.01901 0.01428 0.009742 81 640: 31%|### | 52/168 [00:10<00:22, 5.17it/s] 14/499 4.32G 0.01901 0.01428 0.009742 81 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s] 14/499 4.32G 0.01904 0.01429 0.009832 67 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s] 14/499 4.32G 0.01904 0.01429 0.009832 67 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s] 14/499 4.32G 0.01907 0.01427 0.009962 69 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s] 14/499 4.32G 0.01907 0.01427 0.009962 69 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s] 14/499 4.32G 0.01907 0.01425 0.009979 63 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s] 14/499 4.32G 0.01907 0.01425 0.009979 63 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s] 14/499 4.32G 0.01903 0.01426 0.009988 67 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s] 14/499 4.32G 0.01903 0.01426 0.009988 67 640: 34%|###3 | 57/168 [00:10<00:20, 5.32it/s] 14/499 4.32G 0.01905 0.01431 0.009977 75 640: 34%|###3 | 57/168 [00:11<00:20, 5.32it/s] 14/499 4.32G 0.01905 0.01431 0.009977 75 640: 35%|###4 | 58/168 [00:11<00:21, 5.16it/s] 14/499 4.32G 0.01903 0.01436 0.009991 81 640: 35%|###4 | 58/168 [00:11<00:21, 5.16it/s] 14/499 4.32G 0.01903 0.01436 0.009991 81 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s] 14/499 4.32G 0.019 0.01439 0.009985 85 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s] 14/499 4.32G 0.019 0.01439 0.009985 85 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s] 14/499 4.32G 0.019 0.01438 0.009943 65 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s] 14/499 4.32G 0.019 0.01438 0.009943 65 640: 36%|###6 | 61/168 [00:11<00:20, 5.12it/s] 14/499 4.32G 0.01902 0.01436 0.01 63 640: 36%|###6 | 61/168 [00:11<00:20, 5.12it/s] 14/499 4.32G 0.01902 0.01436 0.01 63 640: 37%|###6 | 62/168 [00:11<00:20, 5.19it/s] 14/499 4.32G 0.01902 0.01439 0.01 79 640: 37%|###6 | 62/168 [00:11<00:20, 5.19it/s] 14/499 4.32G 0.01902 0.01439 0.01 79 640: 38%|###7 | 63/168 [00:11<00:19, 5.27it/s] 14/499 4.32G 0.01898 0.01437 0.009923 68 640: 38%|###7 | 63/168 [00:12<00:19, 5.27it/s] 14/499 4.32G 0.01898 0.01437 0.009923 68 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s] 14/499 4.32G 0.01896 0.01439 0.009967 83 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s] 14/499 4.32G 0.01896 0.01439 0.009967 83 640: 39%|###8 | 65/168 [00:12<00:19, 5.20it/s] 14/499 4.32G 0.01898 0.01437 0.009924 61 640: 39%|###8 | 65/168 [00:12<00:19, 5.20it/s] 14/499 4.32G 0.01898 0.01437 0.009924 61 640: 39%|###9 | 66/168 [00:12<00:19, 5.24it/s] 14/499 4.32G 0.01897 0.01434 0.00993 64 640: 39%|###9 | 66/168 [00:12<00:19, 5.24it/s] 14/499 4.32G 0.01897 0.01434 0.00993 64 640: 40%|###9 | 67/168 [00:12<00:19, 5.14it/s] 14/499 4.32G 0.01894 0.01432 0.009857 58 640: 40%|###9 | 67/168 [00:12<00:19, 5.14it/s] 14/499 4.32G 0.01894 0.01432 0.009857 58 640: 40%|#### | 68/168 [00:12<00:19, 5.23it/s] 14/499 4.32G 0.01895 0.01428 0.009819 51 640: 40%|#### | 68/168 [00:13<00:19, 5.23it/s] 14/499 4.32G 0.01895 0.01428 0.009819 51 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s] 14/499 4.32G 0.01891 0.01427 0.009865 71 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s] 14/499 4.32G 0.01891 0.01427 0.009865 71 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s] 14/499 4.32G 0.01896 0.0143 0.009915 64 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s] 14/499 4.32G 0.01896 0.0143 0.009915 64 640: 42%|####2 | 71/168 [00:13<00:18, 5.22it/s] 14/499 4.32G 0.019 0.01431 0.009963 60 640: 42%|####2 | 71/168 [00:13<00:18, 5.22it/s] 14/499 4.32G 0.019 0.01431 0.009963 60 640: 43%|####2 | 72/168 [00:13<00:18, 5.30it/s] 14/499 4.32G 0.01901 0.01431 0.009992 74 640: 43%|####2 | 72/168 [00:13<00:18, 5.30it/s] 14/499 4.32G 0.01901 0.01431 0.009992 74 640: 43%|####3 | 73/168 [00:13<00:18, 5.17it/s] 14/499 4.32G 0.01901 0.01432 0.009966 70 640: 43%|####3 | 73/168 [00:14<00:18, 5.17it/s] 14/499 4.32G 0.01901 0.01432 0.009966 70 640: 44%|####4 | 74/168 [00:14<00:18, 5.21it/s] 14/499 4.32G 0.01898 0.01434 0.009929 77 640: 44%|####4 | 74/168 [00:14<00:18, 5.21it/s] 14/499 4.32G 0.01898 0.01434 0.009929 77 640: 45%|####4 | 75/168 [00:14<00:17, 5.30it/s] 14/499 4.32G 0.01902 0.01437 0.00992 76 640: 45%|####4 | 75/168 [00:14<00:17, 5.30it/s] 14/499 4.32G 0.01902 0.01437 0.00992 76 640: 45%|####5 | 76/168 [00:14<00:17, 5.15it/s] 14/499 4.32G 0.01902 0.01436 0.009955 74 640: 45%|####5 | 76/168 [00:14<00:17, 5.15it/s] 14/499 4.32G 0.01902 0.01436 0.009955 74 640: 46%|####5 | 77/168 [00:14<00:17, 5.24it/s] 14/499 4.32G 0.019 0.01438 0.009919 78 640: 46%|####5 | 77/168 [00:14<00:17, 5.24it/s] 14/499 4.32G 0.019 0.01438 0.009919 78 640: 46%|####6 | 78/168 [00:14<00:17, 5.29it/s] 14/499 4.32G 0.01901 0.01441 0.009907 82 640: 46%|####6 | 78/168 [00:15<00:17, 5.29it/s] 14/499 4.32G 0.01901 0.01441 0.009907 82 640: 47%|####7 | 79/168 [00:15<00:17, 5.13it/s] 14/499 4.32G 0.01902 0.01439 0.009893 58 640: 47%|####7 | 79/168 [00:15<00:17, 5.13it/s] 14/499 4.32G 0.01902 0.01439 0.009893 58 640: 48%|####7 | 80/168 [00:15<00:16, 5.24it/s] 14/499 4.32G 0.01898 0.01435 0.009899 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.24it/s] 14/499 4.32G 0.01898 0.01435 0.009899 70 640: 48%|####8 | 81/168 [00:15<00:16, 5.32it/s] 14/499 4.32G 0.01897 0.01433 0.009873 70 640: 48%|####8 | 81/168 [00:15<00:16, 5.32it/s] 14/499 4.32G 0.01897 0.01433 0.009873 70 640: 49%|####8 | 82/168 [00:15<00:16, 5.16it/s] 14/499 4.32G 0.01895 0.01435 0.009841 79 640: 49%|####8 | 82/168 [00:15<00:16, 5.16it/s] 14/499 4.32G 0.01895 0.01435 0.009841 79 640: 49%|####9 | 83/168 [00:15<00:16, 5.24it/s] 14/499 4.32G 0.01892 0.01436 0.009804 81 640: 49%|####9 | 83/168 [00:16<00:16, 5.24it/s] 14/499 4.32G 0.01892 0.01436 0.009804 81 640: 50%|##### | 84/168 [00:16<00:15, 5.29it/s] 14/499 4.32G 0.01893 0.01434 0.009771 60 640: 50%|##### | 84/168 [00:16<00:15, 5.29it/s] 14/499 4.32G 0.01893 0.01434 0.009771 60 640: 51%|##### | 85/168 [00:16<00:16, 5.14it/s] 14/499 4.32G 0.01894 0.01431 0.00981 52 640: 51%|##### | 85/168 [00:16<00:16, 5.14it/s] 14/499 4.32G 0.01894 0.01431 0.00981 52 640: 51%|#####1 | 86/168 [00:16<00:15, 5.24it/s] 14/499 4.32G 0.01896 0.01433 0.009866 81 640: 51%|#####1 | 86/168 [00:16<00:15, 5.24it/s] 14/499 4.32G 0.01896 0.01433 0.009866 81 640: 52%|#####1 | 87/168 [00:16<00:15, 5.29it/s] 14/499 4.32G 0.01897 0.01431 0.009916 67 640: 52%|#####1 | 87/168 [00:16<00:15, 5.29it/s] 14/499 4.32G 0.01897 0.01431 0.009916 67 640: 52%|#####2 | 88/168 [00:16<00:15, 5.17it/s] 14/499 4.32G 0.01898 0.01432 0.009859 66 640: 52%|#####2 | 88/168 [00:16<00:15, 5.17it/s] 14/499 4.32G 0.01898 0.01432 0.009859 66 640: 53%|#####2 | 89/168 [00:16<00:14, 5.27it/s] 14/499 4.32G 0.01898 0.01432 0.009869 68 640: 53%|#####2 | 89/168 [00:17<00:14, 5.27it/s] 14/499 4.32G 0.01898 0.01432 0.009869 68 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s] 14/499 4.32G 0.01898 0.01433 0.009845 70 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s] 14/499 4.32G 0.01898 0.01433 0.009845 70 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s] 14/499 4.32G 0.019 0.01435 0.009832 72 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s] 14/499 4.32G 0.019 0.01435 0.009832 72 640: 55%|#####4 | 92/168 [00:17<00:14, 5.25it/s] 14/499 4.32G 0.01901 0.01431 0.00989 57 640: 55%|#####4 | 92/168 [00:17<00:14, 5.25it/s] 14/499 4.32G 0.01901 0.01431 0.00989 57 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s] 14/499 4.32G 0.01899 0.01429 0.009883 65 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s] 14/499 4.32G 0.01899 0.01429 0.009883 65 640: 56%|#####5 | 94/168 [00:17<00:14, 5.16it/s] 14/499 4.32G 0.01903 0.01431 0.009921 71 640: 56%|#####5 | 94/168 [00:18<00:14, 5.16it/s] 14/499 4.32G 0.01903 0.01431 0.009921 71 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s] 14/499 4.32G 0.01902 0.01428 0.009931 52 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s] 14/499 4.32G 0.01902 0.01428 0.009931 52 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s] 14/499 4.32G 0.01899 0.01426 0.009921 71 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s] 14/499 4.32G 0.01899 0.01426 0.009921 71 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s] 14/499 4.32G 0.01898 0.01425 0.009886 62 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s] 14/499 4.32G 0.01898 0.01425 0.009886 62 640: 58%|#####8 | 98/168 [00:18<00:13, 5.24it/s] 14/499 4.32G 0.01897 0.01425 0.00987 65 640: 58%|#####8 | 98/168 [00:18<00:13, 5.24it/s] 14/499 4.32G 0.01897 0.01425 0.00987 65 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s] 14/499 4.32G 0.01898 0.01424 0.009919 69 640: 59%|#####8 | 99/168 [00:19<00:12, 5.33it/s] 14/499 4.32G 0.01898 0.01424 0.009919 69 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s] 14/499 4.32G 0.01898 0.01427 0.009895 72 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s] 14/499 4.32G 0.01898 0.01427 0.009895 72 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s] 14/499 4.32G 0.01902 0.01427 0.009928 67 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s] 14/499 4.32G 0.01902 0.01427 0.009928 67 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s] 14/499 4.32G 0.01901 0.01425 0.00997 66 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s] 14/499 4.32G 0.01901 0.01425 0.00997 66 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s] 14/499 4.32G 0.01902 0.01431 0.009935 89 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s] 14/499 4.32G 0.01902 0.01431 0.009935 89 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s] 14/499 4.32G 0.01902 0.0143 0.009929 76 640: 62%|######1 | 104/168 [00:20<00:12, 5.24it/s] 14/499 4.32G 0.01902 0.0143 0.009929 76 640: 62%|######2 | 105/168 [00:20<00:11, 5.29it/s] 14/499 4.32G 0.01901 0.01432 0.009944 84 640: 62%|######2 | 105/168 [00:20<00:11, 5.29it/s] 14/499 4.32G 0.01901 0.01432 0.009944 84 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s] 14/499 4.32G 0.01901 0.01429 0.009953 51 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s] 14/499 4.32G 0.01901 0.01429 0.009953 51 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 14/499 4.32G 0.01901 0.01429 0.009934 68 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 14/499 4.32G 0.01901 0.01429 0.009934 68 640: 64%|######4 | 108/168 [00:20<00:11, 5.29it/s] 14/499 4.32G 0.01902 0.01428 0.009927 55 640: 64%|######4 | 108/168 [00:20<00:11, 5.29it/s] 14/499 4.32G 0.01902 0.01428 0.009927 55 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s] 14/499 4.32G 0.01901 0.0143 0.009961 71 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s] 14/499 4.32G 0.01901 0.0143 0.009961 71 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s] 14/499 4.32G 0.01902 0.01433 0.00994 83 640: 65%|######5 | 110/168 [00:21<00:10, 5.30it/s] 14/499 4.32G 0.01902 0.01433 0.00994 83 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s] 14/499 4.32G 0.01901 0.01433 0.00991 67 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s] 14/499 4.32G 0.01901 0.01433 0.00991 67 640: 67%|######6 | 112/168 [00:21<00:10, 5.19it/s] 14/499 4.32G 0.01899 0.01432 0.009876 66 640: 67%|######6 | 112/168 [00:21<00:10, 5.19it/s] 14/499 4.32G 0.01899 0.01432 0.009876 66 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s] 14/499 4.32G 0.01899 0.01431 0.009859 60 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s] 14/499 4.32G 0.01899 0.01431 0.009859 60 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s] 14/499 4.32G 0.01897 0.01427 0.009823 46 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s] 14/499 4.32G 0.01897 0.01427 0.009823 46 640: 68%|######8 | 115/168 [00:21<00:10, 5.18it/s] 14/499 4.32G 0.01898 0.01424 0.009851 49 640: 68%|######8 | 115/168 [00:22<00:10, 5.18it/s] 14/499 4.32G 0.01898 0.01424 0.009851 49 640: 69%|######9 | 116/168 [00:22<00:09, 5.28it/s] 14/499 4.32G 0.019 0.01426 0.009831 84 640: 69%|######9 | 116/168 [00:22<00:09, 5.28it/s] 14/499 4.32G 0.019 0.01426 0.009831 84 640: 70%|######9 | 117/168 [00:22<00:09, 5.28it/s] 14/499 4.32G 0.019 0.01426 0.009866 59 640: 70%|######9 | 117/168 [00:22<00:09, 5.28it/s] 14/499 4.32G 0.019 0.01426 0.009866 59 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s] 14/499 4.32G 0.01898 0.01425 0.009828 59 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s] 14/499 4.32G 0.01898 0.01425 0.009828 59 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s] 14/499 4.32G 0.01896 0.01424 0.00979 65 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s] 14/499 4.32G 0.01896 0.01424 0.00979 65 640: 71%|#######1 | 120/168 [00:22<00:09, 5.30it/s] 14/499 4.32G 0.01896 0.01424 0.009797 64 640: 71%|#######1 | 120/168 [00:23<00:09, 5.30it/s] 14/499 4.32G 0.01896 0.01424 0.009797 64 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s] 14/499 4.32G 0.01896 0.01426 0.009802 83 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s] 14/499 4.32G 0.01896 0.01426 0.009802 83 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s] 14/499 4.32G 0.01896 0.01428 0.009807 82 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s] 14/499 4.32G 0.01896 0.01428 0.009807 82 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 14/499 4.32G 0.01894 0.01427 0.009785 69 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 14/499 4.32G 0.01894 0.01427 0.009785 69 640: 74%|#######3 | 124/168 [00:23<00:08, 5.14it/s] 14/499 4.32G 0.01892 0.01426 0.009761 71 640: 74%|#######3 | 124/168 [00:23<00:08, 5.14it/s] 14/499 4.32G 0.01892 0.01426 0.009761 71 640: 74%|#######4 | 125/168 [00:23<00:08, 5.23it/s] 14/499 4.32G 0.0189 0.01427 0.009726 78 640: 74%|#######4 | 125/168 [00:24<00:08, 5.23it/s] 14/499 4.32G 0.0189 0.01427 0.009726 78 640: 75%|#######5 | 126/168 [00:24<00:07, 5.26it/s] 14/499 4.32G 0.0189 0.01427 0.009698 74 640: 75%|#######5 | 126/168 [00:24<00:07, 5.26it/s] 14/499 4.32G 0.0189 0.01427 0.009698 74 640: 76%|#######5 | 127/168 [00:24<00:08, 5.11it/s] 14/499 4.32G 0.01888 0.01427 0.009697 66 640: 76%|#######5 | 127/168 [00:24<00:08, 5.11it/s] 14/499 4.32G 0.01888 0.01427 0.009697 66 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s] 14/499 4.32G 0.0189 0.01426 0.009718 63 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s] 14/499 4.32G 0.0189 0.01426 0.009718 63 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s] 14/499 4.32G 0.0189 0.01428 0.009705 75 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s] 14/499 4.32G 0.0189 0.01428 0.009705 75 640: 77%|#######7 | 130/168 [00:24<00:07, 5.19it/s] 14/499 4.32G 0.0189 0.01427 0.009732 55 640: 77%|#######7 | 130/168 [00:24<00:07, 5.19it/s] 14/499 4.32G 0.0189 0.01427 0.009732 55 640: 78%|#######7 | 131/168 [00:24<00:06, 5.29it/s] 14/499 4.32G 0.01893 0.01426 0.009736 59 640: 78%|#######7 | 131/168 [00:25<00:06, 5.29it/s] 14/499 4.32G 0.01893 0.01426 0.009736 59 640: 79%|#######8 | 132/168 [00:25<00:06, 5.35it/s] 14/499 4.32G 0.01892 0.01427 0.009728 70 640: 79%|#######8 | 132/168 [00:25<00:06, 5.35it/s] 14/499 4.32G 0.01892 0.01427 0.009728 70 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s] 14/499 4.32G 0.0189 0.01425 0.009732 56 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s] 14/499 4.32G 0.0189 0.01425 0.009732 56 640: 80%|#######9 | 134/168 [00:25<00:06, 5.24it/s] 14/499 4.32G 0.0189 0.01424 0.00971 57 640: 80%|#######9 | 134/168 [00:25<00:06, 5.24it/s] 14/499 4.32G 0.0189 0.01424 0.00971 57 640: 80%|######## | 135/168 [00:25<00:06, 5.26it/s] 14/499 4.32G 0.0189 0.01425 0.009684 77 640: 80%|######## | 135/168 [00:25<00:06, 5.26it/s] 14/499 4.32G 0.0189 0.01425 0.009684 77 640: 81%|######## | 136/168 [00:25<00:06, 5.13it/s] 14/499 4.32G 0.01889 0.01424 0.009678 63 640: 81%|######## | 136/168 [00:26<00:06, 5.13it/s] 14/499 4.32G 0.01889 0.01424 0.009678 63 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s] 14/499 4.32G 0.01888 0.01421 0.009647 51 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s] 14/499 4.32G 0.01888 0.01421 0.009647 51 640: 82%|########2 | 138/168 [00:26<00:05, 5.28it/s] 14/499 4.32G 0.01889 0.01422 0.00965 75 640: 82%|########2 | 138/168 [00:26<00:05, 5.28it/s] 14/499 4.32G 0.01889 0.01422 0.00965 75 640: 83%|########2 | 139/168 [00:26<00:05, 5.14it/s] 14/499 4.32G 0.01887 0.01421 0.009612 70 640: 83%|########2 | 139/168 [00:26<00:05, 5.14it/s] 14/499 4.32G 0.01887 0.01421 0.009612 70 640: 83%|########3 | 140/168 [00:26<00:05, 5.21it/s] 14/499 4.32G 0.01886 0.01421 0.009633 77 640: 83%|########3 | 140/168 [00:26<00:05, 5.21it/s] 14/499 4.32G 0.01886 0.01421 0.009633 77 640: 84%|########3 | 141/168 [00:26<00:05, 5.26it/s] 14/499 4.32G 0.01887 0.01421 0.009626 76 640: 84%|########3 | 141/168 [00:27<00:05, 5.26it/s] 14/499 4.32G 0.01887 0.01421 0.009626 76 640: 85%|########4 | 142/168 [00:27<00:05, 5.14it/s] 14/499 4.32G 0.01887 0.0142 0.009634 58 640: 85%|########4 | 142/168 [00:27<00:05, 5.14it/s] 14/499 4.32G 0.01887 0.0142 0.009634 58 640: 85%|########5 | 143/168 [00:27<00:04, 5.17it/s] 14/499 4.32G 0.01886 0.01419 0.00962 57 640: 85%|########5 | 143/168 [00:27<00:04, 5.17it/s] 14/499 4.32G 0.01886 0.01419 0.00962 57 640: 86%|########5 | 144/168 [00:27<00:04, 5.27it/s] 14/499 4.32G 0.01885 0.01418 0.009591 66 640: 86%|########5 | 144/168 [00:27<00:04, 5.27it/s] 14/499 4.32G 0.01885 0.01418 0.009591 66 640: 86%|########6 | 145/168 [00:27<00:04, 5.15it/s] 14/499 4.32G 0.01884 0.01418 0.009586 71 640: 86%|########6 | 145/168 [00:27<00:04, 5.15it/s] 14/499 4.32G 0.01884 0.01418 0.009586 71 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s] 14/499 4.32G 0.01883 0.0142 0.009579 84 640: 87%|########6 | 146/168 [00:28<00:04, 5.25it/s] 14/499 4.32G 0.01883 0.0142 0.009579 84 640: 88%|########7 | 147/168 [00:28<00:03, 5.26it/s] 14/499 4.32G 0.01883 0.01423 0.009616 82 640: 88%|########7 | 147/168 [00:28<00:03, 5.26it/s] 14/499 4.32G 0.01883 0.01423 0.009616 82 640: 88%|########8 | 148/168 [00:28<00:03, 5.10it/s] 14/499 4.32G 0.01883 0.01421 0.00962 53 640: 88%|########8 | 148/168 [00:28<00:03, 5.10it/s] 14/499 4.32G 0.01883 0.01421 0.00962 53 640: 89%|########8 | 149/168 [00:28<00:03, 5.20it/s] 14/499 4.32G 0.01882 0.01422 0.009629 83 640: 89%|########8 | 149/168 [00:28<00:03, 5.20it/s] 14/499 4.32G 0.01882 0.01422 0.009629 83 640: 89%|########9 | 150/168 [00:28<00:03, 5.29it/s] 14/499 4.32G 0.01881 0.01421 0.009609 61 640: 89%|########9 | 150/168 [00:28<00:03, 5.29it/s] 14/499 4.32G 0.01881 0.01421 0.009609 61 640: 90%|########9 | 151/168 [00:28<00:03, 5.14it/s] 14/499 4.32G 0.01881 0.01421 0.009601 56 640: 90%|########9 | 151/168 [00:29<00:03, 5.14it/s] 14/499 4.32G 0.01881 0.01421 0.009601 56 640: 90%|######### | 152/168 [00:29<00:03, 5.24it/s] 14/499 4.32G 0.0188 0.0142 0.009594 59 640: 90%|######### | 152/168 [00:29<00:03, 5.24it/s] 14/499 4.32G 0.0188 0.0142 0.009594 59 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s] 14/499 4.32G 0.01881 0.01422 0.009595 74 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s] 14/499 4.32G 0.01881 0.01422 0.009595 74 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s] 14/499 4.32G 0.01879 0.01421 0.009565 66 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s] 14/499 4.32G 0.01879 0.01421 0.009565 66 640: 92%|#########2| 155/168 [00:29<00:02, 5.24it/s] 14/499 4.32G 0.01879 0.01422 0.009575 73 640: 92%|#########2| 155/168 [00:29<00:02, 5.24it/s] 14/499 4.32G 0.01879 0.01422 0.009575 73 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s] 14/499 4.32G 0.01879 0.01424 0.009538 63 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s] 14/499 4.32G 0.01879 0.01424 0.009538 63 640: 93%|#########3| 157/168 [00:29<00:02, 5.13it/s] 14/499 4.32G 0.01878 0.01423 0.00954 76 640: 93%|#########3| 157/168 [00:30<00:02, 5.13it/s] 14/499 4.32G 0.01878 0.01423 0.00954 76 640: 94%|#########4| 158/168 [00:30<00:01, 5.24it/s] 14/499 4.32G 0.01878 0.01422 0.00955 71 640: 94%|#########4| 158/168 [00:30<00:01, 5.24it/s] 14/499 4.32G 0.01878 0.01422 0.00955 71 640: 95%|#########4| 159/168 [00:30<00:01, 5.30it/s] 14/499 4.32G 0.01878 0.01421 0.00953 60 640: 95%|#########4| 159/168 [00:30<00:01, 5.30it/s] 14/499 4.32G 0.01878 0.01421 0.00953 60 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s] 14/499 4.32G 0.01876 0.0142 0.009511 53 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s] 14/499 4.32G 0.01876 0.0142 0.009511 53 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s] 14/499 4.32G 0.01877 0.0142 0.009507 65 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s] 14/499 4.32G 0.01877 0.0142 0.009507 65 640: 96%|#########6| 162/168 [00:30<00:01, 5.33it/s] 14/499 4.32G 0.01877 0.01419 0.009507 73 640: 96%|#########6| 162/168 [00:31<00:01, 5.33it/s] 14/499 4.32G 0.01877 0.01419 0.009507 73 640: 97%|#########7| 163/168 [00:31<00:00, 5.18it/s] 14/499 4.32G 0.01876 0.01419 0.009501 82 640: 97%|#########7| 163/168 [00:31<00:00, 5.18it/s] 14/499 4.32G 0.01876 0.01419 0.009501 82 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s] 14/499 4.32G 0.01875 0.0142 0.009483 71 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s] 14/499 4.32G 0.01875 0.0142 0.009483 71 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s] 14/499 4.32G 0.01875 0.0142 0.009504 65 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s] 14/499 4.32G 0.01875 0.0142 0.009504 65 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s] 14/499 4.32G 0.01874 0.01421 0.009482 75 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s] 14/499 4.32G 0.01874 0.01421 0.009482 75 640: 99%|#########9| 167/168 [00:31<00:00, 5.28it/s] 14/499 4.32G 0.01874 0.01418 0.009486 22 640: 99%|#########9| 167/168 [00:32<00:00, 5.28it/s] 14/499 4.32G 0.01874 0.01418 0.009486 22 640: 100%|##########| 168/168 [00:32<00:00, 5.45it/s] 14/499 4.32G 0.01874 0.01418 0.009486 22 640: 100%|##########| 168/168 [00:32<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.00it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.00it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.00it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.58it/s] all 132 263 0.733 0.821 0.855 0.671 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 15/499 4.32G 0.02056 0.01057 0.01295 56 640: 0%| | 0/168 [00:00<?, ?it/s] 15/499 4.32G 0.02056 0.01057 0.01295 56 640: 1%| | 1/168 [00:00<00:33, 4.95it/s] 15/499 4.32G 0.02274 0.01216 0.01261 61 640: 1%| | 1/168 [00:00<00:33, 4.95it/s] 15/499 4.32G 0.02274 0.01216 0.01261 61 640: 1%|1 | 2/168 [00:00<00:31, 5.22it/s] 15/499 4.32G 0.02118 0.01264 0.01258 81 640: 1%|1 | 2/168 [00:00<00:31, 5.22it/s] 15/499 4.32G 0.02118 0.01264 0.01258 81 640: 2%|1 | 3/168 [00:00<00:31, 5.32it/s] 15/499 4.32G 0.02055 0.01221 0.01113 53 640: 2%|1 | 3/168 [00:00<00:31, 5.32it/s] 15/499 4.32G 0.02055 0.01221 0.01113 53 640: 2%|2 | 4/168 [00:00<00:32, 5.08it/s] 15/499 4.32G 0.02045 0.01301 0.01226 78 640: 2%|2 | 4/168 [00:00<00:32, 5.08it/s] 15/499 4.32G 0.02045 0.01301 0.01226 78 640: 3%|2 | 5/168 [00:00<00:31, 5.23it/s] 15/499 4.32G 0.02006 0.01345 0.0114 82 640: 3%|2 | 5/168 [00:01<00:31, 5.23it/s] 15/499 4.32G 0.02006 0.01345 0.0114 82 640: 4%|3 | 6/168 [00:01<00:30, 5.26it/s] 15/499 4.32G 0.01993 0.01328 0.0107 57 640: 4%|3 | 6/168 [00:01<00:30, 5.26it/s] 15/499 4.32G 0.01993 0.01328 0.0107 57 640: 4%|4 | 7/168 [00:01<00:31, 5.08it/s] 15/499 4.32G 0.01972 0.01344 0.01047 71 640: 4%|4 | 7/168 [00:01<00:31, 5.08it/s] 15/499 4.32G 0.01972 0.01344 0.01047 71 640: 5%|4 | 8/168 [00:01<00:30, 5.19it/s] 15/499 4.32G 0.01966 0.01327 0.01013 57 640: 5%|4 | 8/168 [00:01<00:30, 5.19it/s] 15/499 4.32G 0.01966 0.01327 0.01013 57 640: 5%|5 | 9/168 [00:01<00:30, 5.28it/s] 15/499 4.32G 0.01934 0.01343 0.009873 76 640: 5%|5 | 9/168 [00:01<00:30, 5.28it/s] 15/499 4.32G 0.01934 0.01343 0.009873 76 640: 6%|5 | 10/168 [00:01<00:30, 5.13it/s] 15/499 4.32G 0.01923 0.01341 0.009926 68 640: 6%|5 | 10/168 [00:02<00:30, 5.13it/s] 15/499 4.32G 0.01923 0.01341 0.009926 68 640: 7%|6 | 11/168 [00:02<00:30, 5.22it/s] 15/499 4.32G 0.01912 0.01391 0.009571 90 640: 7%|6 | 11/168 [00:02<00:30, 5.22it/s] 15/499 4.32G 0.01912 0.01391 0.009571 90 640: 7%|7 | 12/168 [00:02<00:29, 5.22it/s] 15/499 4.32G 0.01898 0.01377 0.009488 71 640: 7%|7 | 12/168 [00:02<00:29, 5.22it/s] 15/499 4.32G 0.01898 0.01377 0.009488 71 640: 8%|7 | 13/168 [00:02<00:30, 5.09it/s] 15/499 4.32G 0.01885 0.01397 0.009335 85 640: 8%|7 | 13/168 [00:02<00:30, 5.09it/s] 15/499 4.32G 0.01885 0.01397 0.009335 85 640: 8%|8 | 14/168 [00:02<00:29, 5.19it/s] 15/499 4.32G 0.0192 0.01413 0.009801 70 640: 8%|8 | 14/168 [00:02<00:29, 5.19it/s] 15/499 4.32G 0.0192 0.01413 0.009801 70 640: 9%|8 | 15/168 [00:02<00:29, 5.25it/s] 15/499 4.32G 0.01922 0.01406 0.01022 65 640: 9%|8 | 15/168 [00:03<00:29, 5.25it/s] 15/499 4.32G 0.01922 0.01406 0.01022 65 640: 10%|9 | 16/168 [00:03<00:29, 5.13it/s] 15/499 4.32G 0.01914 0.01411 0.01025 68 640: 10%|9 | 16/168 [00:03<00:29, 5.13it/s] 15/499 4.32G 0.01914 0.01411 0.01025 68 640: 10%|# | 17/168 [00:03<00:28, 5.22it/s] 15/499 4.32G 0.01926 0.01436 0.01012 84 640: 10%|# | 17/168 [00:03<00:28, 5.22it/s] 15/499 4.32G 0.01926 0.01436 0.01012 84 640: 11%|# | 18/168 [00:03<00:28, 5.28it/s] 15/499 4.32G 0.01921 0.0142 0.0102 57 640: 11%|# | 18/168 [00:03<00:28, 5.28it/s] 15/499 4.32G 0.01921 0.0142 0.0102 57 640: 11%|#1 | 19/168 [00:03<00:29, 5.13it/s] 15/499 4.32G 0.01922 0.01428 0.01022 68 640: 11%|#1 | 19/168 [00:03<00:29, 5.13it/s] 15/499 4.32G 0.01922 0.01428 0.01022 68 640: 12%|#1 | 20/168 [00:03<00:28, 5.24it/s] 15/499 4.32G 0.01916 0.01424 0.01003 72 640: 12%|#1 | 20/168 [00:04<00:28, 5.24it/s] 15/499 4.32G 0.01916 0.01424 0.01003 72 640: 12%|#2 | 21/168 [00:04<00:27, 5.32it/s] 15/499 4.32G 0.01916 0.01436 0.01014 83 640: 12%|#2 | 21/168 [00:04<00:27, 5.32it/s] 15/499 4.32G 0.01916 0.01436 0.01014 83 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s] 15/499 4.32G 0.01915 0.01445 0.01001 82 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s] 15/499 4.32G 0.01915 0.01445 0.01001 82 640: 14%|#3 | 23/168 [00:04<00:28, 5.17it/s] 15/499 4.32G 0.01923 0.01447 0.009963 66 640: 14%|#3 | 23/168 [00:04<00:28, 5.17it/s] 15/499 4.32G 0.01923 0.01447 0.009963 66 640: 14%|#4 | 24/168 [00:04<00:27, 5.27it/s] 15/499 4.32G 0.01933 0.01443 0.01002 66 640: 14%|#4 | 24/168 [00:04<00:27, 5.27it/s] 15/499 4.32G 0.01933 0.01443 0.01002 66 640: 15%|#4 | 25/168 [00:04<00:27, 5.17it/s] 15/499 4.32G 0.01937 0.01432 0.009835 54 640: 15%|#4 | 25/168 [00:04<00:27, 5.17it/s] 15/499 4.32G 0.01937 0.01432 0.009835 54 640: 15%|#5 | 26/168 [00:04<00:27, 5.26it/s] 15/499 4.32G 0.01937 0.01435 0.009701 71 640: 15%|#5 | 26/168 [00:05<00:27, 5.26it/s] 15/499 4.32G 0.01937 0.01435 0.009701 71 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s] 15/499 4.32G 0.01941 0.01424 0.00956 47 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s] 15/499 4.32G 0.01941 0.01424 0.00956 47 640: 17%|#6 | 28/168 [00:05<00:27, 5.16it/s] 15/499 4.32G 0.01943 0.01427 0.009631 76 640: 17%|#6 | 28/168 [00:05<00:27, 5.16it/s] 15/499 4.32G 0.01943 0.01427 0.009631 76 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s] 15/499 4.32G 0.01935 0.0142 0.009533 65 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s] 15/499 4.32G 0.01935 0.0142 0.009533 65 640: 18%|#7 | 30/168 [00:05<00:25, 5.31it/s] 15/499 4.32G 0.01943 0.01422 0.009628 72 640: 18%|#7 | 30/168 [00:05<00:25, 5.31it/s] 15/499 4.32G 0.01943 0.01422 0.009628 72 640: 18%|#8 | 31/168 [00:05<00:26, 5.20it/s] 15/499 4.32G 0.01942 0.01432 0.009538 85 640: 18%|#8 | 31/168 [00:06<00:26, 5.20it/s] 15/499 4.32G 0.01942 0.01432 0.009538 85 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s] 15/499 4.32G 0.01937 0.01426 0.009765 64 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s] 15/499 4.32G 0.01937 0.01426 0.009765 64 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s] 15/499 4.32G 0.01936 0.01436 0.009853 91 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s] 15/499 4.32G 0.01936 0.01436 0.009853 91 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s] 15/499 4.32G 0.01938 0.01432 0.01001 56 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s] 15/499 4.32G 0.01938 0.01432 0.01001 56 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s] 15/499 4.32G 0.01939 0.01431 0.01004 67 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s] 15/499 4.32G 0.01939 0.01431 0.01004 67 640: 21%|##1 | 36/168 [00:06<00:24, 5.35it/s] 15/499 4.32G 0.01938 0.0143 0.01001 66 640: 21%|##1 | 36/168 [00:07<00:24, 5.35it/s] 15/499 4.32G 0.01938 0.0143 0.01001 66 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s] 15/499 4.32G 0.0194 0.01429 0.01009 62 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s] 15/499 4.32G 0.0194 0.01429 0.01009 62 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s] 15/499 4.32G 0.01944 0.01426 0.01002 60 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s] 15/499 4.32G 0.01944 0.01426 0.01002 60 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s] 15/499 4.32G 0.01939 0.01425 0.01 67 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s] 15/499 4.32G 0.01939 0.01425 0.01 67 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s] 15/499 4.32G 0.01943 0.01421 0.009919 56 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s] 15/499 4.32G 0.01943 0.01421 0.009919 56 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s] 15/499 4.32G 0.01943 0.01416 0.009979 47 640: 24%|##4 | 41/168 [00:08<00:24, 5.28it/s] 15/499 4.32G 0.01943 0.01416 0.009979 47 640: 25%|##5 | 42/168 [00:08<00:23, 5.34it/s] 15/499 4.32G 0.01941 0.01413 0.009982 69 640: 25%|##5 | 42/168 [00:08<00:23, 5.34it/s] 15/499 4.32G 0.01941 0.01413 0.009982 69 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s] 15/499 4.32G 0.01945 0.01412 0.009898 59 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s] 15/499 4.32G 0.01945 0.01412 0.009898 59 640: 26%|##6 | 44/168 [00:08<00:23, 5.22it/s] 15/499 4.32G 0.01949 0.01408 0.009914 57 640: 26%|##6 | 44/168 [00:08<00:23, 5.22it/s] 15/499 4.32G 0.01949 0.01408 0.009914 57 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s] 15/499 4.32G 0.01952 0.0141 0.00987 68 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s] 15/499 4.32G 0.01952 0.0141 0.00987 68 640: 27%|##7 | 46/168 [00:08<00:23, 5.14it/s] 15/499 4.32G 0.0195 0.01412 0.009784 70 640: 27%|##7 | 46/168 [00:08<00:23, 5.14it/s] 15/499 4.32G 0.0195 0.01412 0.009784 70 640: 28%|##7 | 47/168 [00:08<00:23, 5.21it/s] 15/499 4.32G 0.0195 0.01409 0.009843 55 640: 28%|##7 | 47/168 [00:09<00:23, 5.21it/s] 15/499 4.32G 0.0195 0.01409 0.009843 55 640: 29%|##8 | 48/168 [00:09<00:22, 5.27it/s] 15/499 4.32G 0.01956 0.01404 0.009881 60 640: 29%|##8 | 48/168 [00:09<00:22, 5.27it/s] 15/499 4.32G 0.01956 0.01404 0.009881 60 640: 29%|##9 | 49/168 [00:09<00:23, 5.11it/s] 15/499 4.32G 0.01951 0.01401 0.009784 59 640: 29%|##9 | 49/168 [00:09<00:23, 5.11it/s] 15/499 4.32G 0.01951 0.01401 0.009784 59 640: 30%|##9 | 50/168 [00:09<00:22, 5.19it/s] 15/499 4.32G 0.01951 0.01403 0.009743 77 640: 30%|##9 | 50/168 [00:09<00:22, 5.19it/s] 15/499 4.32G 0.01951 0.01403 0.009743 77 640: 30%|### | 51/168 [00:09<00:22, 5.27it/s] 15/499 4.32G 0.01951 0.01403 0.009687 73 640: 30%|### | 51/168 [00:09<00:22, 5.27it/s] 15/499 4.32G 0.01951 0.01403 0.009687 73 640: 31%|### | 52/168 [00:09<00:22, 5.16it/s] 15/499 4.32G 0.01951 0.01401 0.009604 61 640: 31%|### | 52/168 [00:10<00:22, 5.16it/s] 15/499 4.32G 0.01951 0.01401 0.009604 61 640: 32%|###1 | 53/168 [00:10<00:22, 5.19it/s] 15/499 4.32G 0.0195 0.01402 0.009553 69 640: 32%|###1 | 53/168 [00:10<00:22, 5.19it/s] 15/499 4.32G 0.0195 0.01402 0.009553 69 640: 32%|###2 | 54/168 [00:10<00:21, 5.22it/s] 15/499 4.32G 0.01953 0.01401 0.009549 65 640: 32%|###2 | 54/168 [00:10<00:21, 5.22it/s] 15/499 4.32G 0.01953 0.01401 0.009549 65 640: 33%|###2 | 55/168 [00:10<00:22, 5.11it/s] 15/499 4.32G 0.01952 0.01395 0.00966 60 640: 33%|###2 | 55/168 [00:10<00:22, 5.11it/s] 15/499 4.32G 0.01952 0.01395 0.00966 60 640: 33%|###3 | 56/168 [00:10<00:21, 5.22it/s] 15/499 4.32G 0.01952 0.01395 0.0097 69 640: 33%|###3 | 56/168 [00:10<00:21, 5.22it/s] 15/499 4.32G 0.01952 0.01395 0.0097 69 640: 34%|###3 | 57/168 [00:10<00:21, 5.26it/s] 15/499 4.32G 0.01951 0.01398 0.009688 71 640: 34%|###3 | 57/168 [00:11<00:21, 5.26it/s] 15/499 4.32G 0.01951 0.01398 0.009688 71 640: 35%|###4 | 58/168 [00:11<00:21, 5.12it/s] 15/499 4.32G 0.01948 0.01391 0.009736 50 640: 35%|###4 | 58/168 [00:11<00:21, 5.12it/s] 15/499 4.32G 0.01948 0.01391 0.009736 50 640: 35%|###5 | 59/168 [00:11<00:21, 5.18it/s] 15/499 4.32G 0.0195 0.01389 0.009749 63 640: 35%|###5 | 59/168 [00:11<00:21, 5.18it/s] 15/499 4.32G 0.0195 0.01389 0.009749 63 640: 36%|###5 | 60/168 [00:11<00:20, 5.28it/s] 15/499 4.32G 0.01949 0.01394 0.009723 82 640: 36%|###5 | 60/168 [00:11<00:20, 5.28it/s] 15/499 4.32G 0.01949 0.01394 0.009723 82 640: 36%|###6 | 61/168 [00:11<00:20, 5.13it/s] 15/499 4.32G 0.01952 0.01393 0.009826 71 640: 36%|###6 | 61/168 [00:11<00:20, 5.13it/s] 15/499 4.32G 0.01952 0.01393 0.009826 71 640: 37%|###6 | 62/168 [00:11<00:20, 5.21it/s] 15/499 4.32G 0.01949 0.01393 0.009893 74 640: 37%|###6 | 62/168 [00:12<00:20, 5.21it/s] 15/499 4.32G 0.01949 0.01393 0.009893 74 640: 38%|###7 | 63/168 [00:12<00:19, 5.28it/s] 15/499 4.32G 0.01948 0.0139 0.009942 63 640: 38%|###7 | 63/168 [00:12<00:19, 5.28it/s] 15/499 4.32G 0.01948 0.0139 0.009942 63 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s] 15/499 4.32G 0.01945 0.01387 0.009962 60 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s] 15/499 4.32G 0.01945 0.01387 0.009962 60 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s] 15/499 4.32G 0.01944 0.0139 0.01001 67 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s] 15/499 4.32G 0.01944 0.0139 0.01001 67 640: 39%|###9 | 66/168 [00:12<00:19, 5.30it/s] 15/499 4.32G 0.01946 0.01394 0.01008 73 640: 39%|###9 | 66/168 [00:12<00:19, 5.30it/s] 15/499 4.32G 0.01946 0.01394 0.01008 73 640: 40%|###9 | 67/168 [00:12<00:19, 5.14it/s] 15/499 4.32G 0.01945 0.01393 0.01001 62 640: 40%|###9 | 67/168 [00:13<00:19, 5.14it/s] 15/499 4.32G 0.01945 0.01393 0.01001 62 640: 40%|#### | 68/168 [00:13<00:18, 5.27it/s] 15/499 4.32G 0.01943 0.01391 0.01006 62 640: 40%|#### | 68/168 [00:13<00:18, 5.27it/s] 15/499 4.32G 0.01943 0.01391 0.01006 62 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s] 15/499 4.32G 0.01942 0.01393 0.01007 71 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s] 15/499 4.32G 0.01942 0.01393 0.01007 71 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s] 15/499 4.32G 0.01944 0.01396 0.01008 75 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s] 15/499 4.32G 0.01944 0.01396 0.01008 75 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s] 15/499 4.32G 0.01945 0.01397 0.01009 60 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s] 15/499 4.32G 0.01945 0.01397 0.01009 60 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s] 15/499 4.32G 0.01944 0.01396 0.01008 59 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s] 15/499 4.32G 0.01944 0.01396 0.01008 59 640: 43%|####3 | 73/168 [00:13<00:18, 5.22it/s] 15/499 4.32G 0.01943 0.01397 0.01005 78 640: 43%|####3 | 73/168 [00:14<00:18, 5.22it/s] 15/499 4.32G 0.01943 0.01397 0.01005 78 640: 44%|####4 | 74/168 [00:14<00:17, 5.30it/s] 15/499 4.32G 0.01943 0.01397 0.01003 70 640: 44%|####4 | 74/168 [00:14<00:17, 5.30it/s] 15/499 4.32G 0.01943 0.01397 0.01003 70 640: 45%|####4 | 75/168 [00:14<00:17, 5.39it/s] 15/499 4.32G 0.0194 0.01397 0.01003 73 640: 45%|####4 | 75/168 [00:14<00:17, 5.39it/s] 15/499 4.32G 0.0194 0.01397 0.01003 73 640: 45%|####5 | 76/168 [00:14<00:17, 5.25it/s] 15/499 4.32G 0.01942 0.01399 0.01009 65 640: 45%|####5 | 76/168 [00:14<00:17, 5.25it/s] 15/499 4.32G 0.01942 0.01399 0.01009 65 640: 46%|####5 | 77/168 [00:14<00:17, 5.33it/s] 15/499 4.32G 0.01938 0.014 0.01005 63 640: 46%|####5 | 77/168 [00:14<00:17, 5.33it/s] 15/499 4.32G 0.01938 0.014 0.01005 63 640: 46%|####6 | 78/168 [00:14<00:16, 5.37it/s] 15/499 4.32G 0.01936 0.01397 0.01001 69 640: 46%|####6 | 78/168 [00:15<00:16, 5.37it/s] 15/499 4.32G 0.01936 0.01397 0.01001 69 640: 47%|####7 | 79/168 [00:15<00:17, 5.17it/s] 15/499 4.32G 0.01936 0.01401 0.01006 83 640: 47%|####7 | 79/168 [00:15<00:17, 5.17it/s] 15/499 4.32G 0.01936 0.01401 0.01006 83 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s] 15/499 4.32G 0.01937 0.01402 0.01002 67 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s] 15/499 4.32G 0.01937 0.01402 0.01002 67 640: 48%|####8 | 81/168 [00:15<00:16, 5.37it/s] 15/499 4.32G 0.01935 0.01399 0.01003 61 640: 48%|####8 | 81/168 [00:15<00:16, 5.37it/s] 15/499 4.32G 0.01935 0.01399 0.01003 61 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s] 15/499 4.32G 0.01933 0.014 0.009999 66 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s] 15/499 4.32G 0.01933 0.014 0.009999 66 640: 49%|####9 | 83/168 [00:15<00:15, 5.32it/s] 15/499 4.32G 0.01929 0.01396 0.009969 60 640: 49%|####9 | 83/168 [00:16<00:15, 5.32it/s] 15/499 4.32G 0.01929 0.01396 0.009969 60 640: 50%|##### | 84/168 [00:16<00:15, 5.36it/s] 15/499 4.32G 0.01928 0.01394 0.009941 68 640: 50%|##### | 84/168 [00:16<00:15, 5.36it/s] 15/499 4.32G 0.01928 0.01394 0.009941 68 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s] 15/499 4.32G 0.0193 0.01396 0.009909 73 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s] 15/499 4.32G 0.0193 0.01396 0.009909 73 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s] 15/499 4.32G 0.0193 0.01396 0.009895 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s] 15/499 4.32G 0.0193 0.01396 0.009895 67 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s] 15/499 4.32G 0.0193 0.01394 0.009924 48 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s] 15/499 4.32G 0.0193 0.01394 0.009924 48 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s] 15/499 4.32G 0.01929 0.01398 0.009904 85 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s] 15/499 4.32G 0.01929 0.01398 0.009904 85 640: 53%|#####2 | 89/168 [00:16<00:14, 5.28it/s] 15/499 4.32G 0.01929 0.01396 0.009888 63 640: 53%|#####2 | 89/168 [00:17<00:14, 5.28it/s] 15/499 4.32G 0.01929 0.01396 0.009888 63 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s] 15/499 4.32G 0.01929 0.01397 0.009861 72 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s] 15/499 4.32G 0.01929 0.01397 0.009861 72 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s] 15/499 4.32G 0.01928 0.01394 0.009904 55 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s] 15/499 4.32G 0.01928 0.01394 0.009904 55 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s] 15/499 4.32G 0.01926 0.01392 0.009901 67 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s] 15/499 4.32G 0.01926 0.01392 0.009901 67 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s] 15/499 4.32G 0.01927 0.0139 0.009962 63 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s] 15/499 4.32G 0.01927 0.0139 0.009962 63 640: 56%|#####5 | 94/168 [00:17<00:14, 5.20it/s] 15/499 4.32G 0.01927 0.01389 0.009936 73 640: 56%|#####5 | 94/168 [00:18<00:14, 5.20it/s] 15/499 4.32G 0.01927 0.01389 0.009936 73 640: 57%|#####6 | 95/168 [00:18<00:13, 5.28it/s] 15/499 4.32G 0.01927 0.01391 0.009907 69 640: 57%|#####6 | 95/168 [00:18<00:13, 5.28it/s] 15/499 4.32G 0.01927 0.01391 0.009907 69 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s] 15/499 4.32G 0.01927 0.01391 0.009891 72 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s] 15/499 4.32G 0.01927 0.01391 0.009891 72 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s] 15/499 4.32G 0.01926 0.01392 0.009866 73 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s] 15/499 4.32G 0.01926 0.01392 0.009866 73 640: 58%|#####8 | 98/168 [00:18<00:13, 5.24it/s] 15/499 4.32G 0.01923 0.01392 0.009848 75 640: 58%|#####8 | 98/168 [00:18<00:13, 5.24it/s] 15/499 4.32G 0.01923 0.01392 0.009848 75 640: 59%|#####8 | 99/168 [00:18<00:13, 5.29it/s] 15/499 4.32G 0.01923 0.01393 0.009833 73 640: 59%|#####8 | 99/168 [00:19<00:13, 5.29it/s] 15/499 4.32G 0.01923 0.01393 0.009833 73 640: 60%|#####9 | 100/168 [00:19<00:13, 5.13it/s] 15/499 4.32G 0.01922 0.01391 0.009884 53 640: 60%|#####9 | 100/168 [00:19<00:13, 5.13it/s] 15/499 4.32G 0.01922 0.01391 0.009884 53 640: 60%|###### | 101/168 [00:19<00:12, 5.23it/s] 15/499 4.32G 0.01924 0.0139 0.009864 65 640: 60%|###### | 101/168 [00:19<00:12, 5.23it/s] 15/499 4.32G 0.01924 0.0139 0.009864 65 640: 61%|###### | 102/168 [00:19<00:12, 5.27it/s] 15/499 4.32G 0.01927 0.0139 0.009886 68 640: 61%|###### | 102/168 [00:19<00:12, 5.27it/s] 15/499 4.32G 0.01927 0.0139 0.009886 68 640: 61%|######1 | 103/168 [00:19<00:12, 5.13it/s] 15/499 4.32G 0.01925 0.0139 0.009876 63 640: 61%|######1 | 103/168 [00:19<00:12, 5.13it/s] 15/499 4.32G 0.01925 0.0139 0.009876 63 640: 62%|######1 | 104/168 [00:19<00:12, 5.20it/s] 15/499 4.32G 0.01927 0.01387 0.009858 48 640: 62%|######1 | 104/168 [00:20<00:12, 5.20it/s] 15/499 4.32G 0.01927 0.01387 0.009858 48 640: 62%|######2 | 105/168 [00:20<00:11, 5.26it/s] 15/499 4.32G 0.01927 0.01389 0.009872 70 640: 62%|######2 | 105/168 [00:20<00:11, 5.26it/s] 15/499 4.32G 0.01927 0.01389 0.009872 70 640: 63%|######3 | 106/168 [00:20<00:12, 5.15it/s] 15/499 4.32G 0.01928 0.01388 0.009897 63 640: 63%|######3 | 106/168 [00:20<00:12, 5.15it/s] 15/499 4.32G 0.01928 0.01388 0.009897 63 640: 64%|######3 | 107/168 [00:20<00:11, 5.23it/s] 15/499 4.32G 0.01928 0.01389 0.009897 64 640: 64%|######3 | 107/168 [00:20<00:11, 5.23it/s] 15/499 4.32G 0.01928 0.01389 0.009897 64 640: 64%|######4 | 108/168 [00:20<00:11, 5.27it/s] 15/499 4.32G 0.01926 0.01385 0.009858 51 640: 64%|######4 | 108/168 [00:20<00:11, 5.27it/s] 15/499 4.32G 0.01926 0.01385 0.009858 51 640: 65%|######4 | 109/168 [00:20<00:11, 5.16it/s] 15/499 4.32G 0.01927 0.01389 0.009866 81 640: 65%|######4 | 109/168 [00:21<00:11, 5.16it/s] 15/499 4.32G 0.01927 0.01389 0.009866 81 640: 65%|######5 | 110/168 [00:21<00:11, 5.17it/s] 15/499 4.32G 0.01928 0.0139 0.009866 62 640: 65%|######5 | 110/168 [00:21<00:11, 5.17it/s] 15/499 4.32G 0.01928 0.0139 0.009866 62 640: 66%|######6 | 111/168 [00:21<00:10, 5.20it/s] 15/499 4.32G 0.01927 0.01389 0.009859 47 640: 66%|######6 | 111/168 [00:21<00:10, 5.20it/s] 15/499 4.32G 0.01927 0.01389 0.009859 47 640: 67%|######6 | 112/168 [00:21<00:11, 5.07it/s] 15/499 4.32G 0.01927 0.01391 0.009831 74 640: 67%|######6 | 112/168 [00:21<00:11, 5.07it/s] 15/499 4.32G 0.01927 0.01391 0.009831 74 640: 67%|######7 | 113/168 [00:21<00:10, 5.18it/s] 15/499 4.32G 0.01926 0.01391 0.009827 73 640: 67%|######7 | 113/168 [00:21<00:10, 5.18it/s] 15/499 4.32G 0.01926 0.01391 0.009827 73 640: 68%|######7 | 114/168 [00:21<00:10, 5.23it/s] 15/499 4.32G 0.01925 0.01391 0.00982 77 640: 68%|######7 | 114/168 [00:22<00:10, 5.23it/s] 15/499 4.32G 0.01925 0.01391 0.00982 77 640: 68%|######8 | 115/168 [00:22<00:10, 5.09it/s] 15/499 4.32G 0.01924 0.01389 0.009812 59 640: 68%|######8 | 115/168 [00:22<00:10, 5.09it/s] 15/499 4.32G 0.01924 0.01389 0.009812 59 640: 69%|######9 | 116/168 [00:22<00:10, 5.19it/s] 15/499 4.32G 0.01925 0.0139 0.009821 76 640: 69%|######9 | 116/168 [00:22<00:10, 5.19it/s] 15/499 4.32G 0.01925 0.0139 0.009821 76 640: 70%|######9 | 117/168 [00:22<00:09, 5.24it/s] 15/499 4.32G 0.01923 0.0139 0.009789 71 640: 70%|######9 | 117/168 [00:22<00:09, 5.24it/s] 15/499 4.32G 0.01923 0.0139 0.009789 71 640: 70%|####### | 118/168 [00:22<00:09, 5.13it/s] 15/499 4.32G 0.01923 0.01391 0.009797 79 640: 70%|####### | 118/168 [00:22<00:09, 5.13it/s] 15/499 4.32G 0.01923 0.01391 0.009797 79 640: 71%|####### | 119/168 [00:22<00:09, 5.19it/s] 15/499 4.32G 0.01921 0.0139 0.009813 66 640: 71%|####### | 119/168 [00:22<00:09, 5.19it/s] 15/499 4.32G 0.01921 0.0139 0.009813 66 640: 71%|#######1 | 120/168 [00:22<00:09, 5.27it/s] 15/499 4.32G 0.01921 0.01392 0.009809 82 640: 71%|#######1 | 120/168 [00:23<00:09, 5.27it/s] 15/499 4.32G 0.01921 0.01392 0.009809 82 640: 72%|#######2 | 121/168 [00:23<00:09, 5.17it/s] 15/499 4.32G 0.01922 0.01392 0.009861 70 640: 72%|#######2 | 121/168 [00:23<00:09, 5.17it/s] 15/499 4.32G 0.01922 0.01392 0.009861 70 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s] 15/499 4.32G 0.0192 0.0139 0.009853 58 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s] 15/499 4.32G 0.0192 0.0139 0.009853 58 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s] 15/499 4.32G 0.0192 0.01391 0.009837 88 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s] 15/499 4.32G 0.0192 0.01391 0.009837 88 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s] 15/499 4.32G 0.01918 0.01389 0.009821 62 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s] 15/499 4.32G 0.01918 0.01389 0.009821 62 640: 74%|#######4 | 125/168 [00:23<00:08, 5.25it/s] 15/499 4.32G 0.01916 0.01388 0.009812 68 640: 74%|#######4 | 125/168 [00:24<00:08, 5.25it/s] 15/499 4.32G 0.01916 0.01388 0.009812 68 640: 75%|#######5 | 126/168 [00:24<00:07, 5.32it/s] 15/499 4.32G 0.01915 0.01389 0.009845 69 640: 75%|#######5 | 126/168 [00:24<00:07, 5.32it/s] 15/499 4.32G 0.01915 0.01389 0.009845 69 640: 76%|#######5 | 127/168 [00:24<00:07, 5.15it/s] 15/499 4.32G 0.01915 0.01391 0.009848 79 640: 76%|#######5 | 127/168 [00:24<00:07, 5.15it/s] 15/499 4.32G 0.01915 0.01391 0.009848 79 640: 76%|#######6 | 128/168 [00:24<00:07, 5.16it/s] 15/499 4.32G 0.01915 0.01391 0.009898 77 640: 76%|#######6 | 128/168 [00:24<00:07, 5.16it/s] 15/499 4.32G 0.01915 0.01391 0.009898 77 640: 77%|#######6 | 129/168 [00:24<00:07, 5.23it/s] 15/499 4.32G 0.01914 0.01391 0.009886 70 640: 77%|#######6 | 129/168 [00:24<00:07, 5.23it/s] 15/499 4.32G 0.01914 0.01391 0.009886 70 640: 77%|#######7 | 130/168 [00:24<00:07, 5.11it/s] 15/499 4.32G 0.01914 0.01391 0.00987 62 640: 77%|#######7 | 130/168 [00:25<00:07, 5.11it/s] 15/499 4.32G 0.01914 0.01391 0.00987 62 640: 78%|#######7 | 131/168 [00:25<00:07, 5.21it/s] 15/499 4.32G 0.01915 0.01389 0.009837 56 640: 78%|#######7 | 131/168 [00:25<00:07, 5.21it/s] 15/499 4.32G 0.01915 0.01389 0.009837 56 640: 79%|#######8 | 132/168 [00:25<00:06, 5.25it/s] 15/499 4.32G 0.01916 0.01389 0.009823 72 640: 79%|#######8 | 132/168 [00:25<00:06, 5.25it/s] 15/499 4.32G 0.01916 0.01389 0.009823 72 640: 79%|#######9 | 133/168 [00:25<00:06, 5.13it/s] 15/499 4.32G 0.01917 0.01391 0.00981 77 640: 79%|#######9 | 133/168 [00:25<00:06, 5.13it/s] 15/499 4.32G 0.01917 0.01391 0.00981 77 640: 80%|#######9 | 134/168 [00:25<00:06, 5.21it/s] 15/499 4.32G 0.01916 0.01389 0.009782 60 640: 80%|#######9 | 134/168 [00:25<00:06, 5.21it/s] 15/499 4.32G 0.01916 0.01389 0.009782 60 640: 80%|######## | 135/168 [00:25<00:06, 5.27it/s] 15/499 4.32G 0.01914 0.01389 0.009759 67 640: 80%|######## | 135/168 [00:26<00:06, 5.27it/s] 15/499 4.32G 0.01914 0.01389 0.009759 67 640: 81%|######## | 136/168 [00:26<00:06, 5.15it/s] 15/499 4.32G 0.01912 0.01387 0.009733 61 640: 81%|######## | 136/168 [00:26<00:06, 5.15it/s] 15/499 4.32G 0.01912 0.01387 0.009733 61 640: 82%|########1 | 137/168 [00:26<00:05, 5.23it/s] 15/499 4.32G 0.01911 0.01387 0.009734 66 640: 82%|########1 | 137/168 [00:26<00:05, 5.23it/s] 15/499 4.32G 0.01911 0.01387 0.009734 66 640: 82%|########2 | 138/168 [00:26<00:05, 5.26it/s] 15/499 4.32G 0.0191 0.01387 0.009721 66 640: 82%|########2 | 138/168 [00:26<00:05, 5.26it/s] 15/499 4.32G 0.0191 0.01387 0.009721 66 640: 83%|########2 | 139/168 [00:26<00:05, 5.15it/s] 15/499 4.32G 0.01911 0.01386 0.009758 69 640: 83%|########2 | 139/168 [00:26<00:05, 5.15it/s] 15/499 4.32G 0.01911 0.01386 0.009758 69 640: 83%|########3 | 140/168 [00:26<00:05, 5.20it/s] 15/499 4.32G 0.0191 0.01385 0.009761 68 640: 83%|########3 | 140/168 [00:26<00:05, 5.20it/s] 15/499 4.32G 0.0191 0.01385 0.009761 68 640: 84%|########3 | 141/168 [00:26<00:05, 5.25it/s] 15/499 4.32G 0.01909 0.01385 0.009741 74 640: 84%|########3 | 141/168 [00:27<00:05, 5.25it/s] 15/499 4.32G 0.01909 0.01385 0.009741 74 640: 85%|########4 | 142/168 [00:27<00:05, 5.14it/s] 15/499 4.32G 0.01909 0.01386 0.009725 74 640: 85%|########4 | 142/168 [00:27<00:05, 5.14it/s] 15/499 4.32G 0.01909 0.01386 0.009725 74 640: 85%|########5 | 143/168 [00:27<00:04, 5.21it/s] 15/499 4.32G 0.01908 0.01388 0.009727 80 640: 85%|########5 | 143/168 [00:27<00:04, 5.21it/s] 15/499 4.32G 0.01908 0.01388 0.009727 80 640: 86%|########5 | 144/168 [00:27<00:04, 5.29it/s] 15/499 4.32G 0.01907 0.01387 0.009738 67 640: 86%|########5 | 144/168 [00:27<00:04, 5.29it/s] 15/499 4.32G 0.01907 0.01387 0.009738 67 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s] 15/499 4.32G 0.01908 0.01387 0.009787 52 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s] 15/499 4.32G 0.01908 0.01387 0.009787 52 640: 87%|########6 | 146/168 [00:27<00:04, 5.22it/s] 15/499 4.32G 0.01908 0.01387 0.009797 66 640: 87%|########6 | 146/168 [00:28<00:04, 5.22it/s] 15/499 4.32G 0.01908 0.01387 0.009797 66 640: 88%|########7 | 147/168 [00:28<00:03, 5.28it/s] 15/499 4.32G 0.01907 0.01387 0.009803 74 640: 88%|########7 | 147/168 [00:28<00:03, 5.28it/s] 15/499 4.32G 0.01907 0.01387 0.009803 74 640: 88%|########8 | 148/168 [00:28<00:03, 5.12it/s] 15/499 4.32G 0.01906 0.01386 0.009807 64 640: 88%|########8 | 148/168 [00:28<00:03, 5.12it/s] 15/499 4.32G 0.01906 0.01386 0.009807 64 640: 89%|########8 | 149/168 [00:28<00:03, 5.21it/s] 15/499 4.32G 0.01907 0.01387 0.009812 76 640: 89%|########8 | 149/168 [00:28<00:03, 5.21it/s] 15/499 4.32G 0.01907 0.01387 0.009812 76 640: 89%|########9 | 150/168 [00:28<00:03, 5.26it/s] 15/499 4.32G 0.01905 0.01388 0.009804 81 640: 89%|########9 | 150/168 [00:28<00:03, 5.26it/s] 15/499 4.32G 0.01905 0.01388 0.009804 81 640: 90%|########9 | 151/168 [00:28<00:03, 5.12it/s] 15/499 4.32G 0.01904 0.01389 0.009785 70 640: 90%|########9 | 151/168 [00:29<00:03, 5.12it/s] 15/499 4.32G 0.01904 0.01389 0.009785 70 640: 90%|######### | 152/168 [00:29<00:03, 5.22it/s] 15/499 4.32G 0.01904 0.0139 0.009799 71 640: 90%|######### | 152/168 [00:29<00:03, 5.22it/s] 15/499 4.32G 0.01904 0.0139 0.009799 71 640: 91%|#########1| 153/168 [00:29<00:02, 5.32it/s] 15/499 4.32G 0.01902 0.01387 0.009792 57 640: 91%|#########1| 153/168 [00:29<00:02, 5.32it/s] 15/499 4.32G 0.01902 0.01387 0.009792 57 640: 92%|#########1| 154/168 [00:29<00:02, 5.17it/s] 15/499 4.32G 0.01902 0.01389 0.009779 80 640: 92%|#########1| 154/168 [00:29<00:02, 5.17it/s] 15/499 4.32G 0.01902 0.01389 0.009779 80 640: 92%|#########2| 155/168 [00:29<00:02, 5.23it/s] 15/499 4.32G 0.01902 0.01388 0.009767 64 640: 92%|#########2| 155/168 [00:29<00:02, 5.23it/s] 15/499 4.32G 0.01902 0.01388 0.009767 64 640: 93%|#########2| 156/168 [00:29<00:02, 5.27it/s] 15/499 4.32G 0.01903 0.01386 0.009757 56 640: 93%|#########2| 156/168 [00:30<00:02, 5.27it/s] 15/499 4.32G 0.01903 0.01386 0.009757 56 640: 93%|#########3| 157/168 [00:30<00:02, 5.17it/s] 15/499 4.32G 0.01903 0.01385 0.009759 54 640: 93%|#########3| 157/168 [00:30<00:02, 5.17it/s] 15/499 4.32G 0.01903 0.01385 0.009759 54 640: 94%|#########4| 158/168 [00:30<00:01, 5.21it/s] 15/499 4.32G 0.01903 0.01385 0.009754 79 640: 94%|#########4| 158/168 [00:30<00:01, 5.21it/s] 15/499 4.32G 0.01903 0.01385 0.009754 79 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s] 15/499 4.32G 0.01904 0.01385 0.009751 63 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s] 15/499 4.32G 0.01904 0.01385 0.009751 63 640: 95%|#########5| 160/168 [00:30<00:01, 5.14it/s] 15/499 4.32G 0.01904 0.01387 0.009762 74 640: 95%|#########5| 160/168 [00:30<00:01, 5.14it/s] 15/499 4.32G 0.01904 0.01387 0.009762 74 640: 96%|#########5| 161/168 [00:30<00:01, 5.21it/s] 15/499 4.32G 0.01905 0.01387 0.009798 57 640: 96%|#########5| 161/168 [00:31<00:01, 5.21it/s] 15/499 4.32G 0.01905 0.01387 0.009798 57 640: 96%|#########6| 162/168 [00:31<00:01, 5.27it/s] 15/499 4.32G 0.01905 0.01387 0.009789 77 640: 96%|#########6| 162/168 [00:31<00:01, 5.27it/s] 15/499 4.32G 0.01905 0.01387 0.009789 77 640: 97%|#########7| 163/168 [00:31<00:00, 5.11it/s] 15/499 4.32G 0.01907 0.01387 0.009808 72 640: 97%|#########7| 163/168 [00:31<00:00, 5.11it/s] 15/499 4.32G 0.01907 0.01387 0.009808 72 640: 98%|#########7| 164/168 [00:31<00:00, 5.22it/s] 15/499 4.32G 0.01905 0.01386 0.009772 59 640: 98%|#########7| 164/168 [00:31<00:00, 5.22it/s] 15/499 4.32G 0.01905 0.01386 0.009772 59 640: 98%|#########8| 165/168 [00:31<00:00, 5.30it/s] 15/499 4.32G 0.01904 0.01384 0.009763 59 640: 98%|#########8| 165/168 [00:31<00:00, 5.30it/s] 15/499 4.32G 0.01904 0.01384 0.009763 59 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s] 15/499 4.32G 0.01904 0.01385 0.009767 66 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s] 15/499 4.32G 0.01904 0.01385 0.009767 66 640: 99%|#########9| 167/168 [00:31<00:00, 5.28it/s] 15/499 4.32G 0.01905 0.01389 0.009742 43 640: 99%|#########9| 167/168 [00:32<00:00, 5.28it/s] 15/499 4.32G 0.01905 0.01389 0.009742 43 640: 100%|##########| 168/168 [00:32<00:00, 5.48it/s] 15/499 4.32G 0.01905 0.01389 0.009742 43 640: 100%|##########| 168/168 [00:32<00:00, 5.23it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.98it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.02it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.03it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.59it/s] all 132 263 0.694 0.778 0.801 0.639 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 16/499 4.32G 0.01735 0.01291 0.006957 64 640: 0%| | 0/168 [00:00<?, ?it/s] 16/499 4.32G 0.01735 0.01291 0.006957 64 640: 1%| | 1/168 [00:00<00:35, 4.67it/s] 16/499 4.32G 0.01823 0.01251 0.007476 67 640: 1%| | 1/168 [00:00<00:35, 4.67it/s] 16/499 4.32G 0.01823 0.01251 0.007476 67 640: 1%|1 | 2/168 [00:00<00:32, 5.04it/s] 16/499 4.32G 0.01855 0.01258 0.01065 65 640: 1%|1 | 2/168 [00:00<00:32, 5.04it/s] 16/499 4.32G 0.01855 0.01258 0.01065 65 640: 2%|1 | 3/168 [00:00<00:31, 5.18it/s] 16/499 4.32G 0.01832 0.01203 0.01094 53 640: 2%|1 | 3/168 [00:00<00:31, 5.18it/s] 16/499 4.32G 0.01832 0.01203 0.01094 53 640: 2%|2 | 4/168 [00:00<00:32, 5.08it/s] 16/499 4.32G 0.01829 0.01262 0.009962 72 640: 2%|2 | 4/168 [00:00<00:32, 5.08it/s] 16/499 4.32G 0.01829 0.01262 0.009962 72 640: 3%|2 | 5/168 [00:00<00:31, 5.17it/s] 16/499 4.32G 0.0184 0.01286 0.009335 75 640: 3%|2 | 5/168 [00:01<00:31, 5.17it/s] 16/499 4.32G 0.0184 0.01286 0.009335 75 640: 4%|3 | 6/168 [00:01<00:30, 5.25it/s] 16/499 4.32G 0.01829 0.01283 0.009345 69 640: 4%|3 | 6/168 [00:01<00:30, 5.25it/s] 16/499 4.32G 0.01829 0.01283 0.009345 69 640: 4%|4 | 7/168 [00:01<00:31, 5.09it/s] 16/499 4.32G 0.01866 0.01277 0.009228 63 640: 4%|4 | 7/168 [00:01<00:31, 5.09it/s] 16/499 4.32G 0.01866 0.01277 0.009228 63 640: 5%|4 | 8/168 [00:01<00:30, 5.22it/s] 16/499 4.32G 0.01903 0.01257 0.00918 50 640: 5%|4 | 8/168 [00:01<00:30, 5.22it/s] 16/499 4.32G 0.01903 0.01257 0.00918 50 640: 5%|5 | 9/168 [00:01<00:30, 5.27it/s] 16/499 4.32G 0.01909 0.01232 0.00909 47 640: 5%|5 | 9/168 [00:01<00:30, 5.27it/s] 16/499 4.32G 0.01909 0.01232 0.00909 47 640: 6%|5 | 10/168 [00:01<00:30, 5.12it/s] 16/499 4.32G 0.01918 0.01261 0.008985 69 640: 6%|5 | 10/168 [00:02<00:30, 5.12it/s] 16/499 4.32G 0.01918 0.01261 0.008985 69 640: 7%|6 | 11/168 [00:02<00:30, 5.17it/s] 16/499 4.32G 0.0194 0.01283 0.00907 68 640: 7%|6 | 11/168 [00:02<00:30, 5.17it/s] 16/499 4.32G 0.0194 0.01283 0.00907 68 640: 7%|7 | 12/168 [00:02<00:29, 5.22it/s] 16/499 4.32G 0.01924 0.01301 0.009089 74 640: 7%|7 | 12/168 [00:02<00:29, 5.22it/s] 16/499 4.32G 0.01924 0.01301 0.009089 74 640: 8%|7 | 13/168 [00:02<00:30, 5.09it/s] 16/499 4.32G 0.01924 0.01308 0.008922 63 640: 8%|7 | 13/168 [00:02<00:30, 5.09it/s] 16/499 4.32G 0.01924 0.01308 0.008922 63 640: 8%|8 | 14/168 [00:02<00:30, 5.09it/s] 16/499 4.32G 0.01929 0.0134 0.008857 86 640: 8%|8 | 14/168 [00:02<00:30, 5.09it/s] 16/499 4.32G 0.01929 0.0134 0.008857 86 640: 9%|8 | 15/168 [00:02<00:29, 5.17it/s] 16/499 4.32G 0.01929 0.01322 0.009398 50 640: 9%|8 | 15/168 [00:03<00:29, 5.17it/s] 16/499 4.32G 0.01929 0.01322 0.009398 50 640: 10%|9 | 16/168 [00:03<00:30, 5.03it/s] 16/499 4.32G 0.01918 0.01338 0.00923 67 640: 10%|9 | 16/168 [00:03<00:30, 5.03it/s] 16/499 4.32G 0.01918 0.01338 0.00923 67 640: 10%|# | 17/168 [00:03<00:29, 5.13it/s] 16/499 4.32G 0.01929 0.01347 0.009169 68 640: 10%|# | 17/168 [00:03<00:29, 5.13it/s] 16/499 4.32G 0.01929 0.01347 0.009169 68 640: 11%|# | 18/168 [00:03<00:28, 5.21it/s] 16/499 4.32G 0.0193 0.01363 0.009149 66 640: 11%|# | 18/168 [00:03<00:28, 5.21it/s] 16/499 4.32G 0.0193 0.01363 0.009149 66 640: 11%|#1 | 19/168 [00:03<00:29, 5.10it/s] 16/499 4.32G 0.01926 0.01374 0.009082 71 640: 11%|#1 | 19/168 [00:03<00:29, 5.10it/s] 16/499 4.32G 0.01926 0.01374 0.009082 71 640: 12%|#1 | 20/168 [00:03<00:28, 5.16it/s] 16/499 4.32G 0.01921 0.01375 0.009049 73 640: 12%|#1 | 20/168 [00:04<00:28, 5.16it/s] 16/499 4.32G 0.01921 0.01375 0.009049 73 640: 12%|#2 | 21/168 [00:04<00:28, 5.23it/s] 16/499 4.32G 0.01912 0.01371 0.008955 60 640: 12%|#2 | 21/168 [00:04<00:28, 5.23it/s] 16/499 4.32G 0.01912 0.01371 0.008955 60 640: 13%|#3 | 22/168 [00:04<00:28, 5.13it/s] 16/499 4.32G 0.01911 0.01381 0.008885 70 640: 13%|#3 | 22/168 [00:04<00:28, 5.13it/s] 16/499 4.32G 0.01911 0.01381 0.008885 70 640: 14%|#3 | 23/168 [00:04<00:27, 5.23it/s] 16/499 4.32G 0.01915 0.01397 0.008921 91 640: 14%|#3 | 23/168 [00:04<00:27, 5.23it/s] 16/499 4.32G 0.01915 0.01397 0.008921 91 640: 14%|#4 | 24/168 [00:04<00:27, 5.27it/s] 16/499 4.32G 0.0191 0.01388 0.008831 63 640: 14%|#4 | 24/168 [00:04<00:27, 5.27it/s] 16/499 4.32G 0.0191 0.01388 0.008831 63 640: 15%|#4 | 25/168 [00:04<00:28, 5.08it/s] 16/499 4.32G 0.01921 0.01398 0.009012 76 640: 15%|#4 | 25/168 [00:05<00:28, 5.08it/s] 16/499 4.32G 0.01921 0.01398 0.009012 76 640: 15%|#5 | 26/168 [00:05<00:27, 5.19it/s] 16/499 4.32G 0.01916 0.01405 0.008879 70 640: 15%|#5 | 26/168 [00:05<00:27, 5.19it/s] 16/499 4.32G 0.01916 0.01405 0.008879 70 640: 16%|#6 | 27/168 [00:05<00:26, 5.28it/s] 16/499 4.32G 0.01914 0.01408 0.008983 74 640: 16%|#6 | 27/168 [00:05<00:26, 5.28it/s] 16/499 4.32G 0.01914 0.01408 0.008983 74 640: 17%|#6 | 28/168 [00:05<00:27, 5.14it/s] 16/499 4.32G 0.01927 0.01418 0.00889 82 640: 17%|#6 | 28/168 [00:05<00:27, 5.14it/s] 16/499 4.32G 0.01927 0.01418 0.00889 82 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s] 16/499 4.32G 0.01927 0.01431 0.008917 88 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s] 16/499 4.32G 0.01927 0.01431 0.008917 88 640: 18%|#7 | 30/168 [00:05<00:26, 5.31it/s] 16/499 4.32G 0.01924 0.01429 0.008905 72 640: 18%|#7 | 30/168 [00:06<00:26, 5.31it/s] 16/499 4.32G 0.01924 0.01429 0.008905 72 640: 18%|#8 | 31/168 [00:06<00:26, 5.17it/s] 16/499 4.32G 0.01921 0.01421 0.009002 60 640: 18%|#8 | 31/168 [00:06<00:26, 5.17it/s] 16/499 4.32G 0.01921 0.01421 0.009002 60 640: 19%|#9 | 32/168 [00:06<00:25, 5.24it/s] 16/499 4.32G 0.01917 0.01416 0.009136 66 640: 19%|#9 | 32/168 [00:06<00:25, 5.24it/s] 16/499 4.32G 0.01917 0.01416 0.009136 66 640: 20%|#9 | 33/168 [00:06<00:25, 5.30it/s] 16/499 4.32G 0.01913 0.01414 0.009273 66 640: 20%|#9 | 33/168 [00:06<00:25, 5.30it/s] 16/499 4.32G 0.01913 0.01414 0.009273 66 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s] 16/499 4.32G 0.01911 0.01412 0.009244 71 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s] 16/499 4.32G 0.01911 0.01412 0.009244 71 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s] 16/499 4.32G 0.01912 0.01411 0.009414 58 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s] 16/499 4.32G 0.01912 0.01411 0.009414 58 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s] 16/499 4.32G 0.0191 0.01412 0.009462 68 640: 21%|##1 | 36/168 [00:07<00:24, 5.33it/s] 16/499 4.32G 0.0191 0.01412 0.009462 68 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s] 16/499 4.32G 0.01907 0.01404 0.009413 58 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s] 16/499 4.32G 0.01907 0.01404 0.009413 58 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s] 16/499 4.32G 0.01902 0.01399 0.009379 60 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s] 16/499 4.32G 0.01902 0.01399 0.009379 60 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s] 16/499 4.32G 0.019 0.01388 0.009372 55 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s] 16/499 4.32G 0.019 0.01388 0.009372 55 640: 24%|##3 | 40/168 [00:07<00:24, 5.18it/s] 16/499 4.32G 0.019 0.01397 0.009365 83 640: 24%|##3 | 40/168 [00:07<00:24, 5.18it/s] 16/499 4.32G 0.019 0.01397 0.009365 83 640: 24%|##4 | 41/168 [00:07<00:24, 5.26it/s] 16/499 4.32G 0.01894 0.01389 0.009347 56 640: 24%|##4 | 41/168 [00:08<00:24, 5.26it/s] 16/499 4.32G 0.01894 0.01389 0.009347 56 640: 25%|##5 | 42/168 [00:08<00:23, 5.30it/s] 16/499 4.32G 0.01894 0.01382 0.009397 56 640: 25%|##5 | 42/168 [00:08<00:23, 5.30it/s] 16/499 4.32G 0.01894 0.01382 0.009397 56 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s] 16/499 4.32G 0.01895 0.01388 0.009332 84 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s] 16/499 4.32G 0.01895 0.01388 0.009332 84 640: 26%|##6 | 44/168 [00:08<00:23, 5.25it/s] 16/499 4.32G 0.01892 0.01387 0.009204 60 640: 26%|##6 | 44/168 [00:08<00:23, 5.25it/s] 16/499 4.32G 0.01892 0.01387 0.009204 60 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s] 16/499 4.32G 0.01896 0.01387 0.009305 65 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s] 16/499 4.32G 0.01896 0.01387 0.009305 65 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s] 16/499 4.32G 0.01893 0.01385 0.009343 65 640: 27%|##7 | 46/168 [00:09<00:23, 5.19it/s] 16/499 4.32G 0.01893 0.01385 0.009343 65 640: 28%|##7 | 47/168 [00:09<00:22, 5.27it/s] 16/499 4.32G 0.01905 0.01389 0.009412 72 640: 28%|##7 | 47/168 [00:09<00:22, 5.27it/s] 16/499 4.32G 0.01905 0.01389 0.009412 72 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s] 16/499 4.32G 0.01903 0.01389 0.009426 67 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s] 16/499 4.32G 0.01903 0.01389 0.009426 67 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s] 16/499 4.32G 0.01905 0.01393 0.009404 80 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s] 16/499 4.32G 0.01905 0.01393 0.009404 80 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s] 16/499 4.32G 0.01908 0.01392 0.009375 70 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s] 16/499 4.32G 0.01908 0.01392 0.009375 70 640: 30%|### | 51/168 [00:09<00:22, 5.30it/s] 16/499 4.32G 0.01905 0.01393 0.00936 77 640: 30%|### | 51/168 [00:10<00:22, 5.30it/s] 16/499 4.32G 0.01905 0.01393 0.00936 77 640: 31%|### | 52/168 [00:10<00:22, 5.09it/s] 16/499 4.32G 0.01902 0.01395 0.009338 78 640: 31%|### | 52/168 [00:10<00:22, 5.09it/s] 16/499 4.32G 0.01902 0.01395 0.009338 78 640: 32%|###1 | 53/168 [00:10<00:22, 5.18it/s] 16/499 4.32G 0.019 0.01393 0.009311 69 640: 32%|###1 | 53/168 [00:10<00:22, 5.18it/s] 16/499 4.32G 0.019 0.01393 0.009311 69 640: 32%|###2 | 54/168 [00:10<00:21, 5.24it/s] 16/499 4.32G 0.01898 0.01394 0.009312 74 640: 32%|###2 | 54/168 [00:10<00:21, 5.24it/s] 16/499 4.32G 0.01898 0.01394 0.009312 74 640: 33%|###2 | 55/168 [00:10<00:21, 5.14it/s] 16/499 4.32G 0.01894 0.01392 0.009364 67 640: 33%|###2 | 55/168 [00:10<00:21, 5.14it/s] 16/499 4.32G 0.01894 0.01392 0.009364 67 640: 33%|###3 | 56/168 [00:10<00:21, 5.22it/s] 16/499 4.32G 0.01896 0.0139 0.009362 61 640: 33%|###3 | 56/168 [00:10<00:21, 5.22it/s] 16/499 4.32G 0.01896 0.0139 0.009362 61 640: 34%|###3 | 57/168 [00:10<00:21, 5.26it/s] 16/499 4.32G 0.01897 0.01396 0.009361 75 640: 34%|###3 | 57/168 [00:11<00:21, 5.26it/s] 16/499 4.32G 0.01897 0.01396 0.009361 75 640: 35%|###4 | 58/168 [00:11<00:21, 5.15it/s] 16/499 4.32G 0.01894 0.01396 0.00935 79 640: 35%|###4 | 58/168 [00:11<00:21, 5.15it/s] 16/499 4.32G 0.01894 0.01396 0.00935 79 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s] 16/499 4.32G 0.01895 0.01397 0.009331 68 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s] 16/499 4.32G 0.01895 0.01397 0.009331 68 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s] 16/499 4.32G 0.01892 0.01391 0.009362 54 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s] 16/499 4.32G 0.01892 0.01391 0.009362 54 640: 36%|###6 | 61/168 [00:11<00:21, 5.07it/s] 16/499 4.32G 0.01893 0.01389 0.009299 59 640: 36%|###6 | 61/168 [00:11<00:21, 5.07it/s] 16/499 4.32G 0.01893 0.01389 0.009299 59 640: 37%|###6 | 62/168 [00:11<00:20, 5.17it/s] 16/499 4.32G 0.0189 0.01388 0.009396 67 640: 37%|###6 | 62/168 [00:12<00:20, 5.17it/s] 16/499 4.32G 0.0189 0.01388 0.009396 67 640: 38%|###7 | 63/168 [00:12<00:20, 5.24it/s] 16/499 4.32G 0.01888 0.01391 0.009441 77 640: 38%|###7 | 63/168 [00:12<00:20, 5.24it/s] 16/499 4.32G 0.01888 0.01391 0.009441 77 640: 38%|###8 | 64/168 [00:12<00:20, 5.12it/s] 16/499 4.32G 0.01886 0.01389 0.009414 61 640: 38%|###8 | 64/168 [00:12<00:20, 5.12it/s] 16/499 4.32G 0.01886 0.01389 0.009414 61 640: 39%|###8 | 65/168 [00:12<00:19, 5.21it/s] 16/499 4.32G 0.01889 0.0139 0.0094 68 640: 39%|###8 | 65/168 [00:12<00:19, 5.21it/s] 16/499 4.32G 0.01889 0.0139 0.0094 68 640: 39%|###9 | 66/168 [00:12<00:19, 5.25it/s] 16/499 4.32G 0.0189 0.0139 0.009333 66 640: 39%|###9 | 66/168 [00:12<00:19, 5.25it/s] 16/499 4.32G 0.0189 0.0139 0.009333 66 640: 40%|###9 | 67/168 [00:12<00:19, 5.15it/s] 16/499 4.32G 0.01887 0.01388 0.009244 63 640: 40%|###9 | 67/168 [00:13<00:19, 5.15it/s] 16/499 4.32G 0.01887 0.01388 0.009244 63 640: 40%|#### | 68/168 [00:13<00:19, 5.24it/s] 16/499 4.32G 0.01887 0.01389 0.00921 60 640: 40%|#### | 68/168 [00:13<00:19, 5.24it/s] 16/499 4.32G 0.01887 0.01389 0.00921 60 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s] 16/499 4.32G 0.01887 0.01391 0.009214 67 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s] 16/499 4.32G 0.01887 0.01391 0.009214 67 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s] 16/499 4.32G 0.01883 0.01392 0.009149 79 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s] 16/499 4.32G 0.01883 0.01392 0.009149 79 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s] 16/499 4.32G 0.01884 0.01392 0.00918 70 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s] 16/499 4.32G 0.01884 0.01392 0.00918 70 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s] 16/499 4.32G 0.01885 0.01389 0.009258 56 640: 43%|####2 | 72/168 [00:14<00:17, 5.36it/s] 16/499 4.32G 0.01885 0.01389 0.009258 56 640: 43%|####3 | 73/168 [00:14<00:18, 5.19it/s] 16/499 4.32G 0.01886 0.01388 0.00926 69 640: 43%|####3 | 73/168 [00:14<00:18, 5.19it/s] 16/499 4.32G 0.01886 0.01388 0.00926 69 640: 44%|####4 | 74/168 [00:14<00:17, 5.30it/s] 16/499 4.32G 0.01884 0.01388 0.009218 82 640: 44%|####4 | 74/168 [00:14<00:17, 5.30it/s] 16/499 4.32G 0.01884 0.01388 0.009218 82 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s] 16/499 4.32G 0.01885 0.01387 0.009202 66 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s] 16/499 4.32G 0.01885 0.01387 0.009202 66 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s] 16/499 4.32G 0.01884 0.01384 0.009205 51 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s] 16/499 4.32G 0.01884 0.01384 0.009205 51 640: 46%|####5 | 77/168 [00:14<00:17, 5.30it/s] 16/499 4.32G 0.01883 0.01387 0.009195 73 640: 46%|####5 | 77/168 [00:14<00:17, 5.30it/s] 16/499 4.32G 0.01883 0.01387 0.009195 73 640: 46%|####6 | 78/168 [00:14<00:16, 5.35it/s] 16/499 4.32G 0.01881 0.01386 0.009203 67 640: 46%|####6 | 78/168 [00:15<00:16, 5.35it/s] 16/499 4.32G 0.01881 0.01386 0.009203 67 640: 47%|####7 | 79/168 [00:15<00:17, 5.22it/s] 16/499 4.32G 0.01881 0.01386 0.009203 74 640: 47%|####7 | 79/168 [00:15<00:17, 5.22it/s] 16/499 4.32G 0.01881 0.01386 0.009203 74 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s] 16/499 4.32G 0.01883 0.01384 0.009262 56 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s] 16/499 4.32G 0.01883 0.01384 0.009262 56 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s] 16/499 4.32G 0.01884 0.01386 0.009257 71 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s] 16/499 4.32G 0.01884 0.01386 0.009257 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s] 16/499 4.32G 0.01884 0.01384 0.009234 60 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s] 16/499 4.32G 0.01884 0.01384 0.009234 60 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s] 16/499 4.32G 0.01882 0.01383 0.009234 63 640: 49%|####9 | 83/168 [00:16<00:16, 5.29it/s] 16/499 4.32G 0.01882 0.01383 0.009234 63 640: 50%|##### | 84/168 [00:16<00:15, 5.35it/s] 16/499 4.32G 0.01883 0.01385 0.009225 64 640: 50%|##### | 84/168 [00:16<00:15, 5.35it/s] 16/499 4.32G 0.01883 0.01385 0.009225 64 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s] 16/499 4.32G 0.01886 0.01386 0.009282 76 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s] 16/499 4.32G 0.01886 0.01386 0.009282 76 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s] 16/499 4.32G 0.01885 0.01384 0.009303 61 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s] 16/499 4.32G 0.01885 0.01384 0.009303 61 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s] 16/499 4.32G 0.01887 0.01388 0.009312 88 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s] 16/499 4.32G 0.01887 0.01388 0.009312 88 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s] 16/499 4.32G 0.01887 0.01388 0.009279 66 640: 52%|#####2 | 88/168 [00:17<00:15, 5.21it/s] 16/499 4.32G 0.01887 0.01388 0.009279 66 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s] 16/499 4.32G 0.01887 0.01389 0.009295 70 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s] 16/499 4.32G 0.01887 0.01389 0.009295 70 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s] 16/499 4.32G 0.0189 0.0139 0.009303 68 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s] 16/499 4.32G 0.0189 0.0139 0.009303 68 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s] 16/499 4.32G 0.0189 0.0139 0.009253 65 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s] 16/499 4.32G 0.0189 0.0139 0.009253 65 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s] 16/499 4.32G 0.0189 0.01391 0.009233 71 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s] 16/499 4.32G 0.0189 0.01391 0.009233 71 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s] 16/499 4.32G 0.01889 0.01389 0.00923 63 640: 55%|#####5 | 93/168 [00:18<00:14, 5.33it/s] 16/499 4.32G 0.01889 0.01389 0.00923 63 640: 56%|#####5 | 94/168 [00:18<00:14, 5.17it/s] 16/499 4.32G 0.01888 0.01388 0.009211 60 640: 56%|#####5 | 94/168 [00:18<00:14, 5.17it/s] 16/499 4.32G 0.01888 0.01388 0.009211 60 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s] 16/499 4.32G 0.01887 0.01385 0.009179 52 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s] 16/499 4.32G 0.01887 0.01385 0.009179 52 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s] 16/499 4.32G 0.01887 0.01384 0.009175 65 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s] 16/499 4.32G 0.01887 0.01384 0.009175 65 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s] 16/499 4.32G 0.01887 0.01383 0.009168 77 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s] 16/499 4.32G 0.01887 0.01383 0.009168 77 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s] 16/499 4.32G 0.01887 0.01381 0.009165 61 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s] 16/499 4.32G 0.01887 0.01381 0.009165 61 640: 59%|#####8 | 99/168 [00:18<00:12, 5.32it/s] 16/499 4.32G 0.01888 0.0138 0.009197 55 640: 59%|#####8 | 99/168 [00:19<00:12, 5.32it/s] 16/499 4.32G 0.01888 0.0138 0.009197 55 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s] 16/499 4.32G 0.01889 0.01383 0.009225 77 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s] 16/499 4.32G 0.01889 0.01383 0.009225 77 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s] 16/499 4.32G 0.01892 0.01382 0.009188 55 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s] 16/499 4.32G 0.01892 0.01382 0.009188 55 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s] 16/499 4.32G 0.01892 0.01378 0.009144 48 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s] 16/499 4.32G 0.01892 0.01378 0.009144 48 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s] 16/499 4.32G 0.01891 0.01381 0.009109 82 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s] 16/499 4.32G 0.01891 0.01381 0.009109 82 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s] 16/499 4.32G 0.0189 0.0138 0.009055 69 640: 62%|######1 | 104/168 [00:20<00:12, 5.27it/s] 16/499 4.32G 0.0189 0.0138 0.009055 69 640: 62%|######2 | 105/168 [00:20<00:11, 5.26it/s] 16/499 4.32G 0.01891 0.0138 0.009084 73 640: 62%|######2 | 105/168 [00:20<00:11, 5.26it/s] 16/499 4.32G 0.01891 0.0138 0.009084 73 640: 63%|######3 | 106/168 [00:20<00:12, 5.14it/s] 16/499 4.32G 0.01889 0.01381 0.009062 76 640: 63%|######3 | 106/168 [00:20<00:12, 5.14it/s] 16/499 4.32G 0.01889 0.01381 0.009062 76 640: 64%|######3 | 107/168 [00:20<00:11, 5.22it/s] 16/499 4.32G 0.01889 0.01385 0.009083 78 640: 64%|######3 | 107/168 [00:20<00:11, 5.22it/s] 16/499 4.32G 0.01889 0.01385 0.009083 78 640: 64%|######4 | 108/168 [00:20<00:11, 5.27it/s] 16/499 4.32G 0.01888 0.01381 0.009065 56 640: 64%|######4 | 108/168 [00:20<00:11, 5.27it/s] 16/499 4.32G 0.01888 0.01381 0.009065 56 640: 65%|######4 | 109/168 [00:20<00:11, 5.11it/s] 16/499 4.32G 0.01888 0.01379 0.009041 55 640: 65%|######4 | 109/168 [00:21<00:11, 5.11it/s] 16/499 4.32G 0.01888 0.01379 0.009041 55 640: 65%|######5 | 110/168 [00:21<00:11, 5.18it/s] 16/499 4.32G 0.01887 0.01378 0.00906 72 640: 65%|######5 | 110/168 [00:21<00:11, 5.18it/s] 16/499 4.32G 0.01887 0.01378 0.00906 72 640: 66%|######6 | 111/168 [00:21<00:10, 5.23it/s] 16/499 4.32G 0.01887 0.01378 0.009064 70 640: 66%|######6 | 111/168 [00:21<00:10, 5.23it/s] 16/499 4.32G 0.01887 0.01378 0.009064 70 640: 67%|######6 | 112/168 [00:21<00:10, 5.13it/s] 16/499 4.32G 0.01886 0.01378 0.009076 70 640: 67%|######6 | 112/168 [00:21<00:10, 5.13it/s] 16/499 4.32G 0.01886 0.01378 0.009076 70 640: 67%|######7 | 113/168 [00:21<00:10, 5.20it/s] 16/499 4.32G 0.01885 0.01375 0.009082 53 640: 67%|######7 | 113/168 [00:21<00:10, 5.20it/s] 16/499 4.32G 0.01885 0.01375 0.009082 53 640: 68%|######7 | 114/168 [00:21<00:10, 5.28it/s] 16/499 4.32G 0.01884 0.01374 0.009062 65 640: 68%|######7 | 114/168 [00:22<00:10, 5.28it/s] 16/499 4.32G 0.01884 0.01374 0.009062 65 640: 68%|######8 | 115/168 [00:22<00:10, 5.13it/s] 16/499 4.32G 0.01883 0.01374 0.009046 71 640: 68%|######8 | 115/168 [00:22<00:10, 5.13it/s] 16/499 4.32G 0.01883 0.01374 0.009046 71 640: 69%|######9 | 116/168 [00:22<00:09, 5.22it/s] 16/499 4.32G 0.01884 0.01371 0.009052 55 640: 69%|######9 | 116/168 [00:22<00:09, 5.22it/s] 16/499 4.32G 0.01884 0.01371 0.009052 55 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s] 16/499 4.32G 0.01885 0.01373 0.009072 76 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s] 16/499 4.32G 0.01885 0.01373 0.009072 76 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s] 16/499 4.32G 0.01883 0.01373 0.00906 69 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s] 16/499 4.32G 0.01883 0.01373 0.00906 69 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s] 16/499 4.32G 0.01882 0.01375 0.009064 86 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s] 16/499 4.32G 0.01882 0.01375 0.009064 86 640: 71%|#######1 | 120/168 [00:22<00:08, 5.35it/s] 16/499 4.32G 0.01884 0.01374 0.009053 59 640: 71%|#######1 | 120/168 [00:23<00:08, 5.35it/s] 16/499 4.32G 0.01884 0.01374 0.009053 59 640: 72%|#######2 | 121/168 [00:23<00:09, 5.15it/s] 16/499 4.32G 0.01884 0.01375 0.009026 70 640: 72%|#######2 | 121/168 [00:23<00:09, 5.15it/s] 16/499 4.32G 0.01884 0.01375 0.009026 70 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s] 16/499 4.32G 0.01883 0.01376 0.00904 80 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s] 16/499 4.32G 0.01883 0.01376 0.00904 80 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 16/499 4.32G 0.01882 0.01376 0.00903 73 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 16/499 4.32G 0.01882 0.01376 0.00903 73 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s] 16/499 4.32G 0.01881 0.01373 0.009031 57 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s] 16/499 4.32G 0.01881 0.01373 0.009031 57 640: 74%|#######4 | 125/168 [00:23<00:08, 5.22it/s] 16/499 4.32G 0.01881 0.01373 0.00906 70 640: 74%|#######4 | 125/168 [00:24<00:08, 5.22it/s] 16/499 4.32G 0.01881 0.01373 0.00906 70 640: 75%|#######5 | 126/168 [00:24<00:07, 5.26it/s] 16/499 4.32G 0.01882 0.01371 0.009057 54 640: 75%|#######5 | 126/168 [00:24<00:07, 5.26it/s] 16/499 4.32G 0.01882 0.01371 0.009057 54 640: 76%|#######5 | 127/168 [00:24<00:07, 5.15it/s] 16/499 4.32G 0.01883 0.01371 0.009024 66 640: 76%|#######5 | 127/168 [00:24<00:07, 5.15it/s] 16/499 4.32G 0.01883 0.01371 0.009024 66 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s] 16/499 4.32G 0.01884 0.01371 0.009055 61 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s] 16/499 4.32G 0.01884 0.01371 0.009055 61 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s] 16/499 4.32G 0.01884 0.01369 0.009042 60 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s] 16/499 4.32G 0.01884 0.01369 0.009042 60 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s] 16/499 4.32G 0.01885 0.01371 0.009037 68 640: 77%|#######7 | 130/168 [00:25<00:07, 5.22it/s] 16/499 4.32G 0.01885 0.01371 0.009037 68 640: 78%|#######7 | 131/168 [00:25<00:07, 5.27it/s] 16/499 4.32G 0.01885 0.0137 0.00902 59 640: 78%|#######7 | 131/168 [00:25<00:07, 5.27it/s] 16/499 4.32G 0.01885 0.0137 0.00902 59 640: 79%|#######8 | 132/168 [00:25<00:06, 5.28it/s] 16/499 4.32G 0.01885 0.01368 0.009024 48 640: 79%|#######8 | 132/168 [00:25<00:06, 5.28it/s] 16/499 4.32G 0.01885 0.01368 0.009024 48 640: 79%|#######9 | 133/168 [00:25<00:06, 5.13it/s] 16/499 4.32G 0.01883 0.01366 0.009024 57 640: 79%|#######9 | 133/168 [00:25<00:06, 5.13it/s] 16/499 4.32G 0.01883 0.01366 0.009024 57 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s] 16/499 4.32G 0.01884 0.0137 0.009007 94 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s] 16/499 4.32G 0.01884 0.0137 0.009007 94 640: 80%|######## | 135/168 [00:25<00:06, 5.31it/s] 16/499 4.32G 0.01885 0.01369 0.00903 52 640: 80%|######## | 135/168 [00:26<00:06, 5.31it/s] 16/499 4.32G 0.01885 0.01369 0.00903 52 640: 81%|######## | 136/168 [00:26<00:06, 5.16it/s] 16/499 4.32G 0.01884 0.01372 0.009001 90 640: 81%|######## | 136/168 [00:26<00:06, 5.16it/s] 16/499 4.32G 0.01884 0.01372 0.009001 90 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s] 16/499 4.32G 0.01885 0.01372 0.009037 69 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s] 16/499 4.32G 0.01885 0.01372 0.009037 69 640: 82%|########2 | 138/168 [00:26<00:05, 5.28it/s] 16/499 4.32G 0.01886 0.01375 0.009026 75 640: 82%|########2 | 138/168 [00:26<00:05, 5.28it/s] 16/499 4.32G 0.01886 0.01375 0.009026 75 640: 83%|########2 | 139/168 [00:26<00:05, 5.16it/s] 16/499 4.32G 0.01887 0.01374 0.009041 67 640: 83%|########2 | 139/168 [00:26<00:05, 5.16it/s] 16/499 4.32G 0.01887 0.01374 0.009041 67 640: 83%|########3 | 140/168 [00:26<00:05, 5.27it/s] 16/499 4.32G 0.01888 0.01375 0.009063 79 640: 83%|########3 | 140/168 [00:26<00:05, 5.27it/s] 16/499 4.32G 0.01888 0.01375 0.009063 79 640: 84%|########3 | 141/168 [00:26<00:05, 5.31it/s] 16/499 4.32G 0.01888 0.01375 0.00905 69 640: 84%|########3 | 141/168 [00:27<00:05, 5.31it/s] 16/499 4.32G 0.01888 0.01375 0.00905 69 640: 85%|########4 | 142/168 [00:27<00:05, 5.15it/s] 16/499 4.32G 0.01889 0.01375 0.009054 58 640: 85%|########4 | 142/168 [00:27<00:05, 5.15it/s] 16/499 4.32G 0.01889 0.01375 0.009054 58 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s] 16/499 4.32G 0.01888 0.01372 0.009061 53 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s] 16/499 4.32G 0.01888 0.01372 0.009061 53 640: 86%|########5 | 144/168 [00:27<00:04, 5.34it/s] 16/499 4.32G 0.01888 0.01373 0.009056 77 640: 86%|########5 | 144/168 [00:27<00:04, 5.34it/s] 16/499 4.32G 0.01888 0.01373 0.009056 77 640: 86%|########6 | 145/168 [00:27<00:04, 5.13it/s] 16/499 4.32G 0.01889 0.01373 0.00904 61 640: 86%|########6 | 145/168 [00:27<00:04, 5.13it/s] 16/499 4.32G 0.01889 0.01373 0.00904 61 640: 87%|########6 | 146/168 [00:27<00:04, 5.23it/s] 16/499 4.32G 0.01889 0.01373 0.009035 69 640: 87%|########6 | 146/168 [00:28<00:04, 5.23it/s] 16/499 4.32G 0.01889 0.01373 0.009035 69 640: 88%|########7 | 147/168 [00:28<00:03, 5.28it/s] 16/499 4.32G 0.01889 0.01373 0.009012 71 640: 88%|########7 | 147/168 [00:28<00:03, 5.28it/s] 16/499 4.32G 0.01889 0.01373 0.009012 71 640: 88%|########8 | 148/168 [00:28<00:03, 5.12it/s] 16/499 4.32G 0.01889 0.01372 0.009027 74 640: 88%|########8 | 148/168 [00:28<00:03, 5.12it/s] 16/499 4.32G 0.01889 0.01372 0.009027 74 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s] 16/499 4.32G 0.01888 0.01372 0.009037 68 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s] 16/499 4.32G 0.01888 0.01372 0.009037 68 640: 89%|########9 | 150/168 [00:28<00:03, 5.30it/s] 16/499 4.32G 0.01887 0.01372 0.009023 67 640: 89%|########9 | 150/168 [00:28<00:03, 5.30it/s] 16/499 4.32G 0.01887 0.01372 0.009023 67 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s] 16/499 4.32G 0.01887 0.0137 0.009019 51 640: 90%|########9 | 151/168 [00:29<00:03, 5.17it/s] 16/499 4.32G 0.01887 0.0137 0.009019 51 640: 90%|######### | 152/168 [00:29<00:03, 5.21it/s] 16/499 4.32G 0.01887 0.0137 0.009017 74 640: 90%|######### | 152/168 [00:29<00:03, 5.21it/s] 16/499 4.32G 0.01887 0.0137 0.009017 74 640: 91%|#########1| 153/168 [00:29<00:02, 5.30it/s] 16/499 4.32G 0.01888 0.01369 0.009025 56 640: 91%|#########1| 153/168 [00:29<00:02, 5.30it/s] 16/499 4.32G 0.01888 0.01369 0.009025 56 640: 92%|#########1| 154/168 [00:29<00:02, 5.16it/s] 16/499 4.32G 0.01889 0.0137 0.009023 74 640: 92%|#########1| 154/168 [00:29<00:02, 5.16it/s] 16/499 4.32G 0.01889 0.0137 0.009023 74 640: 92%|#########2| 155/168 [00:29<00:02, 5.24it/s] 16/499 4.32G 0.0189 0.01369 0.009037 61 640: 92%|#########2| 155/168 [00:29<00:02, 5.24it/s] 16/499 4.32G 0.0189 0.01369 0.009037 61 640: 93%|#########2| 156/168 [00:29<00:02, 5.28it/s] 16/499 4.32G 0.01892 0.01371 0.009069 74 640: 93%|#########2| 156/168 [00:30<00:02, 5.28it/s] 16/499 4.32G 0.01892 0.01371 0.009069 74 640: 93%|#########3| 157/168 [00:30<00:02, 5.14it/s] 16/499 4.32G 0.01891 0.01372 0.009082 79 640: 93%|#########3| 157/168 [00:30<00:02, 5.14it/s] 16/499 4.32G 0.01891 0.01372 0.009082 79 640: 94%|#########4| 158/168 [00:30<00:01, 5.17it/s] 16/499 4.32G 0.01891 0.01372 0.009085 68 640: 94%|#########4| 158/168 [00:30<00:01, 5.17it/s] 16/499 4.32G 0.01891 0.01372 0.009085 68 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s] 16/499 4.32G 0.01891 0.01373 0.009095 74 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s] 16/499 4.32G 0.01891 0.01373 0.009095 74 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s] 16/499 4.32G 0.01891 0.01373 0.009082 70 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s] 16/499 4.32G 0.01891 0.01373 0.009082 70 640: 96%|#########5| 161/168 [00:30<00:01, 5.20it/s] 16/499 4.32G 0.01892 0.01374 0.009075 77 640: 96%|#########5| 161/168 [00:31<00:01, 5.20it/s] 16/499 4.32G 0.01892 0.01374 0.009075 77 640: 96%|#########6| 162/168 [00:31<00:01, 5.27it/s] 16/499 4.32G 0.01891 0.01373 0.009105 65 640: 96%|#########6| 162/168 [00:31<00:01, 5.27it/s] 16/499 4.32G 0.01891 0.01373 0.009105 65 640: 97%|#########7| 163/168 [00:31<00:00, 5.14it/s] 16/499 4.32G 0.01891 0.01374 0.009101 73 640: 97%|#########7| 163/168 [00:31<00:00, 5.14it/s] 16/499 4.32G 0.01891 0.01374 0.009101 73 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s] 16/499 4.32G 0.0189 0.01375 0.009118 77 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s] 16/499 4.32G 0.0189 0.01375 0.009118 77 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s] 16/499 4.32G 0.01889 0.01375 0.00911 81 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s] 16/499 4.32G 0.01889 0.01375 0.00911 81 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s] 16/499 4.32G 0.01889 0.01376 0.009115 73 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s] 16/499 4.32G 0.01889 0.01376 0.009115 73 640: 99%|#########9| 167/168 [00:31<00:00, 5.28it/s] 16/499 4.32G 0.01887 0.01377 0.009149 40 640: 99%|#########9| 167/168 [00:32<00:00, 5.28it/s] 16/499 4.32G 0.01887 0.01377 0.009149 40 640: 100%|##########| 168/168 [00:32<00:00, 5.46it/s] 16/499 4.32G 0.01887 0.01377 0.009149 40 640: 100%|##########| 168/168 [00:32<00:00, 5.23it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.00it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.01it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.01it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.02it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.60it/s] all 132 263 0.785 0.784 0.851 0.656 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 17/499 4.32G 0.01813 0.01317 0.008659 68 640: 0%| | 0/168 [00:00<?, ?it/s] 17/499 4.32G 0.01813 0.01317 0.008659 68 640: 1%| | 1/168 [00:00<00:34, 4.90it/s] 17/499 4.32G 0.01997 0.01425 0.0098 78 640: 1%| | 1/168 [00:00<00:34, 4.90it/s] 17/499 4.32G 0.01997 0.01425 0.0098 78 640: 1%|1 | 2/168 [00:00<00:32, 5.18it/s] 17/499 4.32G 0.02088 0.01411 0.01085 69 640: 1%|1 | 2/168 [00:00<00:32, 5.18it/s] 17/499 4.32G 0.02088 0.01411 0.01085 69 640: 2%|1 | 3/168 [00:00<00:31, 5.18it/s] 17/499 4.32G 0.02092 0.01363 0.008847 66 640: 2%|1 | 3/168 [00:00<00:31, 5.18it/s] 17/499 4.32G 0.02092 0.01363 0.008847 66 640: 2%|2 | 4/168 [00:00<00:32, 5.07it/s] 17/499 4.32G 0.02099 0.01405 0.008999 75 640: 2%|2 | 4/168 [00:00<00:32, 5.07it/s] 17/499 4.32G 0.02099 0.01405 0.008999 75 640: 3%|2 | 5/168 [00:00<00:31, 5.17it/s] 17/499 4.32G 0.02066 0.01405 0.009204 72 640: 3%|2 | 5/168 [00:01<00:31, 5.17it/s] 17/499 4.32G 0.02066 0.01405 0.009204 72 640: 4%|3 | 6/168 [00:01<00:30, 5.27it/s] 17/499 4.32G 0.02088 0.01417 0.009258 60 640: 4%|3 | 6/168 [00:01<00:30, 5.27it/s] 17/499 4.32G 0.02088 0.01417 0.009258 60 640: 4%|4 | 7/168 [00:01<00:31, 5.12it/s] 17/499 4.32G 0.02081 0.01391 0.009247 61 640: 4%|4 | 7/168 [00:01<00:31, 5.12it/s] 17/499 4.32G 0.02081 0.01391 0.009247 61 640: 5%|4 | 8/168 [00:01<00:30, 5.23it/s] 17/499 4.32G 0.02074 0.01366 0.009152 58 640: 5%|4 | 8/168 [00:01<00:30, 5.23it/s] 17/499 4.32G 0.02074 0.01366 0.009152 58 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s] 17/499 4.32G 0.02113 0.01358 0.009127 66 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s] 17/499 4.32G 0.02113 0.01358 0.009127 66 640: 6%|5 | 10/168 [00:01<00:30, 5.17it/s] 17/499 4.32G 0.0211 0.01381 0.008956 76 640: 6%|5 | 10/168 [00:02<00:30, 5.17it/s] 17/499 4.32G 0.0211 0.01381 0.008956 76 640: 7%|6 | 11/168 [00:02<00:30, 5.21it/s] 17/499 4.32G 0.02095 0.01388 0.00909 66 640: 7%|6 | 11/168 [00:02<00:30, 5.21it/s] 17/499 4.32G 0.02095 0.01388 0.00909 66 640: 7%|7 | 12/168 [00:02<00:29, 5.25it/s] 17/499 4.32G 0.02098 0.01396 0.00882 70 640: 7%|7 | 12/168 [00:02<00:29, 5.25it/s] 17/499 4.32G 0.02098 0.01396 0.00882 70 640: 8%|7 | 13/168 [00:02<00:30, 5.14it/s] 17/499 4.32G 0.02097 0.01416 0.00911 69 640: 8%|7 | 13/168 [00:02<00:30, 5.14it/s] 17/499 4.32G 0.02097 0.01416 0.00911 69 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s] 17/499 4.32G 0.02068 0.01412 0.009634 69 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s] 17/499 4.32G 0.02068 0.01412 0.009634 69 640: 9%|8 | 15/168 [00:02<00:28, 5.31it/s] 17/499 4.32G 0.02061 0.01397 0.009707 50 640: 9%|8 | 15/168 [00:03<00:28, 5.31it/s] 17/499 4.32G 0.02061 0.01397 0.009707 50 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s] 17/499 4.32G 0.02047 0.01387 0.009655 63 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s] 17/499 4.32G 0.02047 0.01387 0.009655 63 640: 10%|# | 17/168 [00:03<00:28, 5.25it/s] 17/499 4.32G 0.02027 0.01383 0.009404 68 640: 10%|# | 17/168 [00:03<00:28, 5.25it/s] 17/499 4.32G 0.02027 0.01383 0.009404 68 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s] 17/499 4.32G 0.02004 0.01381 0.009222 67 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s] 17/499 4.32G 0.02004 0.01381 0.009222 67 640: 11%|#1 | 19/168 [00:03<00:28, 5.16it/s] 17/499 4.32G 0.02004 0.01391 0.009184 68 640: 11%|#1 | 19/168 [00:03<00:28, 5.16it/s] 17/499 4.32G 0.02004 0.01391 0.009184 68 640: 12%|#1 | 20/168 [00:03<00:28, 5.16it/s] 17/499 4.32G 0.01991 0.01394 0.00917 76 640: 12%|#1 | 20/168 [00:04<00:28, 5.16it/s] 17/499 4.32G 0.01991 0.01394 0.00917 76 640: 12%|#2 | 21/168 [00:04<00:28, 5.22it/s] 17/499 4.32G 0.01986 0.01393 0.009175 70 640: 12%|#2 | 21/168 [00:04<00:28, 5.22it/s] 17/499 4.32G 0.01986 0.01393 0.009175 70 640: 13%|#3 | 22/168 [00:04<00:28, 5.11it/s] 17/499 4.32G 0.01971 0.01381 0.009142 58 640: 13%|#3 | 22/168 [00:04<00:28, 5.11it/s] 17/499 4.32G 0.01971 0.01381 0.009142 58 640: 14%|#3 | 23/168 [00:04<00:27, 5.20it/s] 17/499 4.32G 0.01973 0.01376 0.009391 61 640: 14%|#3 | 23/168 [00:04<00:27, 5.20it/s] 17/499 4.32G 0.01973 0.01376 0.009391 61 640: 14%|#4 | 24/168 [00:04<00:27, 5.26it/s] 17/499 4.32G 0.01968 0.01364 0.009242 46 640: 14%|#4 | 24/168 [00:04<00:27, 5.26it/s] 17/499 4.32G 0.01968 0.01364 0.009242 46 640: 15%|#4 | 25/168 [00:04<00:27, 5.14it/s] 17/499 4.32G 0.01971 0.01354 0.009356 59 640: 15%|#4 | 25/168 [00:04<00:27, 5.14it/s] 17/499 4.32G 0.01971 0.01354 0.009356 59 640: 15%|#5 | 26/168 [00:04<00:27, 5.24it/s] 17/499 4.32G 0.01977 0.01352 0.009413 57 640: 15%|#5 | 26/168 [00:05<00:27, 5.24it/s] 17/499 4.32G 0.01977 0.01352 0.009413 57 640: 16%|#6 | 27/168 [00:05<00:26, 5.27it/s] 17/499 4.32G 0.01983 0.01348 0.009648 66 640: 16%|#6 | 27/168 [00:05<00:26, 5.27it/s] 17/499 4.32G 0.01983 0.01348 0.009648 66 640: 17%|#6 | 28/168 [00:05<00:27, 5.13it/s] 17/499 4.32G 0.01984 0.01348 0.009867 59 640: 17%|#6 | 28/168 [00:05<00:27, 5.13it/s] 17/499 4.32G 0.01984 0.01348 0.009867 59 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s] 17/499 4.32G 0.01983 0.01347 0.009731 66 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s] 17/499 4.32G 0.01983 0.01347 0.009731 66 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s] 17/499 4.32G 0.01984 0.01342 0.009712 67 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s] 17/499 4.32G 0.01984 0.01342 0.009712 67 640: 18%|#8 | 31/168 [00:05<00:26, 5.15it/s] 17/499 4.32G 0.01986 0.01356 0.009604 82 640: 18%|#8 | 31/168 [00:06<00:26, 5.15it/s] 17/499 4.32G 0.01986 0.01356 0.009604 82 640: 19%|#9 | 32/168 [00:06<00:26, 5.22it/s] 17/499 4.32G 0.01986 0.01359 0.009552 76 640: 19%|#9 | 32/168 [00:06<00:26, 5.22it/s] 17/499 4.32G 0.01986 0.01359 0.009552 76 640: 20%|#9 | 33/168 [00:06<00:25, 5.31it/s] 17/499 4.32G 0.01981 0.01355 0.009545 59 640: 20%|#9 | 33/168 [00:06<00:25, 5.31it/s] 17/499 4.32G 0.01981 0.01355 0.009545 59 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s] 17/499 4.32G 0.01981 0.01353 0.009481 60 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s] 17/499 4.32G 0.01981 0.01353 0.009481 60 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s] 17/499 4.32G 0.01979 0.01353 0.009447 74 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s] 17/499 4.32G 0.01979 0.01353 0.009447 74 640: 21%|##1 | 36/168 [00:06<00:24, 5.34it/s] 17/499 4.32G 0.01987 0.01353 0.009499 57 640: 21%|##1 | 36/168 [00:07<00:24, 5.34it/s] 17/499 4.32G 0.01987 0.01353 0.009499 57 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s] 17/499 4.32G 0.01979 0.01352 0.009501 70 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s] 17/499 4.32G 0.01979 0.01352 0.009501 70 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s] 17/499 4.32G 0.01974 0.01353 0.009367 71 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s] 17/499 4.32G 0.01974 0.01353 0.009367 71 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s] 17/499 4.32G 0.01975 0.01354 0.009275 70 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s] 17/499 4.32G 0.01975 0.01354 0.009275 70 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s] 17/499 4.32G 0.0197 0.01353 0.009306 65 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s] 17/499 4.32G 0.0197 0.01353 0.009306 65 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s] 17/499 4.32G 0.01969 0.01355 0.00932 61 640: 24%|##4 | 41/168 [00:08<00:23, 5.30it/s] 17/499 4.32G 0.01969 0.01355 0.00932 61 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s] 17/499 4.32G 0.01965 0.01359 0.009299 72 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s] 17/499 4.32G 0.01965 0.01359 0.009299 72 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s] 17/499 4.32G 0.01963 0.01356 0.009215 60 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s] 17/499 4.32G 0.01963 0.01356 0.009215 60 640: 26%|##6 | 44/168 [00:08<00:23, 5.21it/s] 17/499 4.32G 0.01963 0.01358 0.009158 71 640: 26%|##6 | 44/168 [00:08<00:23, 5.21it/s] 17/499 4.32G 0.01963 0.01358 0.009158 71 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s] 17/499 4.32G 0.0196 0.01354 0.009126 60 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s] 17/499 4.32G 0.0196 0.01354 0.009126 60 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s] 17/499 4.32G 0.01964 0.01356 0.009094 67 640: 27%|##7 | 46/168 [00:09<00:23, 5.15it/s] 17/499 4.32G 0.01964 0.01356 0.009094 67 640: 28%|##7 | 47/168 [00:09<00:23, 5.22it/s] 17/499 4.32G 0.01967 0.0136 0.009062 70 640: 28%|##7 | 47/168 [00:09<00:23, 5.22it/s] 17/499 4.32G 0.01967 0.0136 0.009062 70 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s] 17/499 4.32G 0.01962 0.01355 0.009106 65 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s] 17/499 4.32G 0.01962 0.01355 0.009106 65 640: 29%|##9 | 49/168 [00:09<00:23, 5.17it/s] 17/499 4.32G 0.01964 0.01356 0.009258 63 640: 29%|##9 | 49/168 [00:09<00:23, 5.17it/s] 17/499 4.32G 0.01964 0.01356 0.009258 63 640: 30%|##9 | 50/168 [00:09<00:22, 5.22it/s] 17/499 4.32G 0.01961 0.01355 0.009187 61 640: 30%|##9 | 50/168 [00:09<00:22, 5.22it/s] 17/499 4.32G 0.01961 0.01355 0.009187 61 640: 30%|### | 51/168 [00:09<00:22, 5.31it/s] 17/499 4.32G 0.01962 0.01355 0.00919 65 640: 30%|### | 51/168 [00:09<00:22, 5.31it/s] 17/499 4.32G 0.01962 0.01355 0.00919 65 640: 31%|### | 52/168 [00:09<00:22, 5.17it/s] 17/499 4.32G 0.01962 0.01355 0.009195 63 640: 31%|### | 52/168 [00:10<00:22, 5.17it/s] 17/499 4.32G 0.01962 0.01355 0.009195 63 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s] 17/499 4.32G 0.01965 0.01349 0.009095 50 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s] 17/499 4.32G 0.01965 0.01349 0.009095 50 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s] 17/499 4.32G 0.01964 0.01351 0.009102 65 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s] 17/499 4.32G 0.01964 0.01351 0.009102 65 640: 33%|###2 | 55/168 [00:10<00:22, 5.13it/s] 17/499 4.32G 0.01966 0.01356 0.009104 75 640: 33%|###2 | 55/168 [00:10<00:22, 5.13it/s] 17/499 4.32G 0.01966 0.01356 0.009104 75 640: 33%|###3 | 56/168 [00:10<00:21, 5.22it/s] 17/499 4.32G 0.01965 0.01355 0.009243 66 640: 33%|###3 | 56/168 [00:10<00:21, 5.22it/s] 17/499 4.32G 0.01965 0.01355 0.009243 66 640: 34%|###3 | 57/168 [00:10<00:20, 5.29it/s] 17/499 4.32G 0.01963 0.01356 0.009156 75 640: 34%|###3 | 57/168 [00:11<00:20, 5.29it/s] 17/499 4.32G 0.01963 0.01356 0.009156 75 640: 35%|###4 | 58/168 [00:11<00:21, 5.14it/s] 17/499 4.32G 0.01965 0.01363 0.009142 95 640: 35%|###4 | 58/168 [00:11<00:21, 5.14it/s] 17/499 4.32G 0.01965 0.01363 0.009142 95 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s] 17/499 4.32G 0.01966 0.0136 0.009195 63 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s] 17/499 4.32G 0.01966 0.0136 0.009195 63 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s] 17/499 4.32G 0.01964 0.01359 0.009158 71 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s] 17/499 4.32G 0.01964 0.01359 0.009158 71 640: 36%|###6 | 61/168 [00:11<00:20, 5.13it/s] 17/499 4.32G 0.01962 0.01365 0.009153 94 640: 36%|###6 | 61/168 [00:11<00:20, 5.13it/s] 17/499 4.32G 0.01962 0.01365 0.009153 94 640: 37%|###6 | 62/168 [00:11<00:20, 5.23it/s] 17/499 4.32G 0.01962 0.01364 0.009127 58 640: 37%|###6 | 62/168 [00:12<00:20, 5.23it/s] 17/499 4.32G 0.01962 0.01364 0.009127 58 640: 38%|###7 | 63/168 [00:12<00:19, 5.29it/s] 17/499 4.32G 0.0196 0.01364 0.009088 77 640: 38%|###7 | 63/168 [00:12<00:19, 5.29it/s] 17/499 4.32G 0.0196 0.01364 0.009088 77 640: 38%|###8 | 64/168 [00:12<00:20, 5.14it/s] 17/499 4.32G 0.01961 0.01369 0.009077 71 640: 38%|###8 | 64/168 [00:12<00:20, 5.14it/s] 17/499 4.32G 0.01961 0.01369 0.009077 71 640: 39%|###8 | 65/168 [00:12<00:19, 5.23it/s] 17/499 4.32G 0.01956 0.0137 0.009012 78 640: 39%|###8 | 65/168 [00:12<00:19, 5.23it/s] 17/499 4.32G 0.01956 0.0137 0.009012 78 640: 39%|###9 | 66/168 [00:12<00:19, 5.30it/s] 17/499 4.32G 0.01958 0.0137 0.00899 59 640: 39%|###9 | 66/168 [00:12<00:19, 5.30it/s] 17/499 4.32G 0.01958 0.0137 0.00899 59 640: 40%|###9 | 67/168 [00:12<00:19, 5.18it/s] 17/499 4.32G 0.0196 0.01373 0.009118 63 640: 40%|###9 | 67/168 [00:13<00:19, 5.18it/s] 17/499 4.32G 0.0196 0.01373 0.009118 63 640: 40%|#### | 68/168 [00:13<00:19, 5.25it/s] 17/499 4.32G 0.0196 0.01374 0.009117 77 640: 40%|#### | 68/168 [00:13<00:19, 5.25it/s] 17/499 4.32G 0.0196 0.01374 0.009117 77 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s] 17/499 4.32G 0.01962 0.01377 0.009103 69 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s] 17/499 4.32G 0.01962 0.01377 0.009103 69 640: 42%|####1 | 70/168 [00:13<00:18, 5.16it/s] 17/499 4.32G 0.0196 0.01377 0.009064 66 640: 42%|####1 | 70/168 [00:13<00:18, 5.16it/s] 17/499 4.32G 0.0196 0.01377 0.009064 66 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s] 17/499 4.32G 0.01959 0.01376 0.009037 67 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s] 17/499 4.32G 0.01959 0.01376 0.009037 67 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s] 17/499 4.32G 0.01955 0.01375 0.00914 72 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s] 17/499 4.32G 0.01955 0.01375 0.00914 72 640: 43%|####3 | 73/168 [00:13<00:18, 5.18it/s] 17/499 4.32G 0.01953 0.01382 0.009098 92 640: 43%|####3 | 73/168 [00:14<00:18, 5.18it/s] 17/499 4.32G 0.01953 0.01382 0.009098 92 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s] 17/499 4.32G 0.0195 0.01381 0.009115 70 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s] 17/499 4.32G 0.0195 0.01381 0.009115 70 640: 45%|####4 | 75/168 [00:14<00:17, 5.31it/s] 17/499 4.32G 0.01949 0.01374 0.00906 44 640: 45%|####4 | 75/168 [00:14<00:17, 5.31it/s] 17/499 4.32G 0.01949 0.01374 0.00906 44 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s] 17/499 4.32G 0.01943 0.01368 0.009111 60 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s] 17/499 4.32G 0.01943 0.01368 0.009111 60 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s] 17/499 4.32G 0.01944 0.01367 0.009123 66 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s] 17/499 4.32G 0.01944 0.01367 0.009123 66 640: 46%|####6 | 78/168 [00:14<00:16, 5.33it/s] 17/499 4.32G 0.01943 0.01365 0.009134 66 640: 46%|####6 | 78/168 [00:15<00:16, 5.33it/s] 17/499 4.32G 0.01943 0.01365 0.009134 66 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s] 17/499 4.32G 0.01942 0.01369 0.009168 75 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s] 17/499 4.32G 0.01942 0.01369 0.009168 75 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s] 17/499 4.32G 0.01939 0.01368 0.009179 67 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s] 17/499 4.32G 0.01939 0.01368 0.009179 67 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s] 17/499 4.32G 0.01938 0.01371 0.009131 84 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s] 17/499 4.32G 0.01938 0.01371 0.009131 84 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s] 17/499 4.32G 0.01936 0.01371 0.009087 73 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s] 17/499 4.32G 0.01936 0.01371 0.009087 73 640: 49%|####9 | 83/168 [00:15<00:16, 5.26it/s] 17/499 4.32G 0.01936 0.01372 0.009072 68 640: 49%|####9 | 83/168 [00:16<00:16, 5.26it/s] 17/499 4.32G 0.01936 0.01372 0.009072 68 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s] 17/499 4.32G 0.01935 0.01375 0.0091 87 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s] 17/499 4.32G 0.01935 0.01375 0.0091 87 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s] 17/499 4.32G 0.01934 0.01376 0.009126 67 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s] 17/499 4.32G 0.01934 0.01376 0.009126 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s] 17/499 4.32G 0.01934 0.01375 0.009108 66 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s] 17/499 4.32G 0.01934 0.01375 0.009108 66 640: 52%|#####1 | 87/168 [00:16<00:15, 5.28it/s] 17/499 4.32G 0.01931 0.01377 0.009095 78 640: 52%|#####1 | 87/168 [00:16<00:15, 5.28it/s] 17/499 4.32G 0.01931 0.01377 0.009095 78 640: 52%|#####2 | 88/168 [00:16<00:15, 5.18it/s] 17/499 4.32G 0.0193 0.01376 0.009062 69 640: 52%|#####2 | 88/168 [00:17<00:15, 5.18it/s] 17/499 4.32G 0.0193 0.01376 0.009062 69 640: 53%|#####2 | 89/168 [00:17<00:15, 5.20it/s] 17/499 4.32G 0.01928 0.01376 0.009054 67 640: 53%|#####2 | 89/168 [00:17<00:15, 5.20it/s] 17/499 4.32G 0.01928 0.01376 0.009054 67 640: 54%|#####3 | 90/168 [00:17<00:14, 5.28it/s] 17/499 4.32G 0.01928 0.01374 0.009058 68 640: 54%|#####3 | 90/168 [00:17<00:14, 5.28it/s] 17/499 4.32G 0.01928 0.01374 0.009058 68 640: 54%|#####4 | 91/168 [00:17<00:15, 5.13it/s] 17/499 4.32G 0.01926 0.01372 0.009056 68 640: 54%|#####4 | 91/168 [00:17<00:15, 5.13it/s] 17/499 4.32G 0.01926 0.01372 0.009056 68 640: 55%|#####4 | 92/168 [00:17<00:14, 5.21it/s] 17/499 4.32G 0.01926 0.0137 0.009015 61 640: 55%|#####4 | 92/168 [00:17<00:14, 5.21it/s] 17/499 4.32G 0.01926 0.0137 0.009015 61 640: 55%|#####5 | 93/168 [00:17<00:14, 5.29it/s] 17/499 4.32G 0.01924 0.01369 0.00899 63 640: 55%|#####5 | 93/168 [00:17<00:14, 5.29it/s] 17/499 4.32G 0.01924 0.01369 0.00899 63 640: 56%|#####5 | 94/168 [00:17<00:14, 5.15it/s] 17/499 4.32G 0.01925 0.01366 0.009006 54 640: 56%|#####5 | 94/168 [00:18<00:14, 5.15it/s] 17/499 4.32G 0.01925 0.01366 0.009006 54 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s] 17/499 4.32G 0.01926 0.01369 0.009021 84 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s] 17/499 4.32G 0.01926 0.01369 0.009021 84 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s] 17/499 4.32G 0.01923 0.01366 0.009023 52 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s] 17/499 4.32G 0.01923 0.01366 0.009023 52 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s] 17/499 4.32G 0.01924 0.01367 0.009009 71 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s] 17/499 4.32G 0.01924 0.01367 0.009009 71 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s] 17/499 4.32G 0.01923 0.01366 0.00905 66 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s] 17/499 4.32G 0.01923 0.01366 0.00905 66 640: 59%|#####8 | 99/168 [00:18<00:12, 5.31it/s] 17/499 4.32G 0.01921 0.01366 0.009024 76 640: 59%|#####8 | 99/168 [00:19<00:12, 5.31it/s] 17/499 4.32G 0.01921 0.01366 0.009024 76 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s] 17/499 4.32G 0.01921 0.01367 0.009013 64 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s] 17/499 4.32G 0.01921 0.01367 0.009013 64 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s] 17/499 4.32G 0.01921 0.01366 0.009023 59 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s] 17/499 4.32G 0.01921 0.01366 0.009023 59 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s] 17/499 4.32G 0.0192 0.01364 0.008997 65 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s] 17/499 4.32G 0.0192 0.01364 0.008997 65 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s] 17/499 4.32G 0.01919 0.01365 0.008995 69 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s] 17/499 4.32G 0.01919 0.01365 0.008995 69 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s] 17/499 4.32G 0.0192 0.01365 0.009032 69 640: 62%|######1 | 104/168 [00:20<00:12, 5.29it/s] 17/499 4.32G 0.0192 0.01365 0.009032 69 640: 62%|######2 | 105/168 [00:20<00:11, 5.34it/s] 17/499 4.32G 0.01919 0.01365 0.009048 73 640: 62%|######2 | 105/168 [00:20<00:11, 5.34it/s] 17/499 4.32G 0.01919 0.01365 0.009048 73 640: 63%|######3 | 106/168 [00:20<00:12, 5.15it/s] 17/499 4.32G 0.01916 0.01361 0.009092 66 640: 63%|######3 | 106/168 [00:20<00:12, 5.15it/s] 17/499 4.32G 0.01916 0.01361 0.009092 66 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 17/499 4.32G 0.01914 0.01359 0.009081 62 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 17/499 4.32G 0.01914 0.01359 0.009081 62 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s] 17/499 4.32G 0.01913 0.01358 0.009061 62 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s] 17/499 4.32G 0.01913 0.01358 0.009061 62 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s] 17/499 4.32G 0.01913 0.0136 0.009077 67 640: 65%|######4 | 109/168 [00:21<00:11, 5.21it/s] 17/499 4.32G 0.01913 0.0136 0.009077 67 640: 65%|######5 | 110/168 [00:21<00:10, 5.29it/s] 17/499 4.32G 0.01913 0.01363 0.009061 69 640: 65%|######5 | 110/168 [00:21<00:10, 5.29it/s] 17/499 4.32G 0.01913 0.01363 0.009061 69 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s] 17/499 4.32G 0.01916 0.01363 0.009044 65 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s] 17/499 4.32G 0.01916 0.01363 0.009044 65 640: 67%|######6 | 112/168 [00:21<00:10, 5.19it/s] 17/499 4.32G 0.01915 0.01362 0.009039 58 640: 67%|######6 | 112/168 [00:21<00:10, 5.19it/s] 17/499 4.32G 0.01915 0.01362 0.009039 58 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s] 17/499 4.32G 0.01914 0.01362 0.009088 68 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s] 17/499 4.32G 0.01914 0.01362 0.009088 68 640: 68%|######7 | 114/168 [00:21<00:10, 5.31it/s] 17/499 4.32G 0.01915 0.01361 0.0091 51 640: 68%|######7 | 114/168 [00:21<00:10, 5.31it/s] 17/499 4.32G 0.01915 0.01361 0.0091 51 640: 68%|######8 | 115/168 [00:21<00:10, 5.16it/s] 17/499 4.32G 0.01915 0.01362 0.009147 65 640: 68%|######8 | 115/168 [00:22<00:10, 5.16it/s] 17/499 4.32G 0.01915 0.01362 0.009147 65 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s] 17/499 4.32G 0.01915 0.01362 0.009139 68 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s] 17/499 4.32G 0.01915 0.01362 0.009139 68 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s] 17/499 4.32G 0.01914 0.01363 0.009157 72 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s] 17/499 4.32G 0.01914 0.01363 0.009157 72 640: 70%|####### | 118/168 [00:22<00:09, 5.15it/s] 17/499 4.32G 0.01913 0.01364 0.009196 71 640: 70%|####### | 118/168 [00:22<00:09, 5.15it/s] 17/499 4.32G 0.01913 0.01364 0.009196 71 640: 71%|####### | 119/168 [00:22<00:09, 5.24it/s] 17/499 4.32G 0.01911 0.01364 0.009204 80 640: 71%|####### | 119/168 [00:22<00:09, 5.24it/s] 17/499 4.32G 0.01911 0.01364 0.009204 80 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s] 17/499 4.32G 0.0191 0.01362 0.009202 61 640: 71%|#######1 | 120/168 [00:23<00:08, 5.34it/s] 17/499 4.32G 0.0191 0.01362 0.009202 61 640: 72%|#######2 | 121/168 [00:23<00:09, 5.19it/s] 17/499 4.32G 0.01909 0.01363 0.009198 68 640: 72%|#######2 | 121/168 [00:23<00:09, 5.19it/s] 17/499 4.32G 0.01909 0.01363 0.009198 68 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s] 17/499 4.32G 0.01908 0.01363 0.00924 68 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s] 17/499 4.32G 0.01908 0.01363 0.00924 68 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s] 17/499 4.32G 0.01908 0.01363 0.009215 65 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s] 17/499 4.32G 0.01908 0.01363 0.009215 65 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s] 17/499 4.32G 0.01906 0.01359 0.00926 46 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s] 17/499 4.32G 0.01906 0.01359 0.00926 46 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s] 17/499 4.32G 0.01905 0.0136 0.009257 69 640: 74%|#######4 | 125/168 [00:24<00:08, 5.30it/s] 17/499 4.32G 0.01905 0.0136 0.009257 69 640: 75%|#######5 | 126/168 [00:24<00:07, 5.37it/s] 17/499 4.32G 0.01905 0.01358 0.009249 58 640: 75%|#######5 | 126/168 [00:24<00:07, 5.37it/s] 17/499 4.32G 0.01905 0.01358 0.009249 58 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s] 17/499 4.32G 0.01905 0.01357 0.00928 64 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s] 17/499 4.32G 0.01905 0.01357 0.00928 64 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s] 17/499 4.32G 0.01905 0.01357 0.009274 66 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s] 17/499 4.32G 0.01905 0.01357 0.009274 66 640: 77%|#######6 | 129/168 [00:24<00:07, 5.36it/s] 17/499 4.32G 0.01904 0.01357 0.009251 72 640: 77%|#######6 | 129/168 [00:24<00:07, 5.36it/s] 17/499 4.32G 0.01904 0.01357 0.009251 72 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s] 17/499 4.32G 0.01904 0.01357 0.009266 68 640: 77%|#######7 | 130/168 [00:25<00:07, 5.20it/s] 17/499 4.32G 0.01904 0.01357 0.009266 68 640: 78%|#######7 | 131/168 [00:25<00:07, 5.22it/s] 17/499 4.32G 0.01904 0.01356 0.009267 64 640: 78%|#######7 | 131/168 [00:25<00:07, 5.22it/s] 17/499 4.32G 0.01904 0.01356 0.009267 64 640: 79%|#######8 | 132/168 [00:25<00:06, 5.29it/s] 17/499 4.32G 0.01906 0.01356 0.00927 56 640: 79%|#######8 | 132/168 [00:25<00:06, 5.29it/s] 17/499 4.32G 0.01906 0.01356 0.00927 56 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s] 17/499 4.32G 0.01904 0.01353 0.009266 62 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s] 17/499 4.32G 0.01904 0.01353 0.009266 62 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s] 17/499 4.32G 0.01902 0.01352 0.009252 60 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s] 17/499 4.32G 0.01902 0.01352 0.009252 60 640: 80%|######## | 135/168 [00:25<00:06, 5.30it/s] 17/499 4.32G 0.01901 0.01351 0.00925 66 640: 80%|######## | 135/168 [00:25<00:06, 5.30it/s] 17/499 4.32G 0.01901 0.01351 0.00925 66 640: 81%|######## | 136/168 [00:25<00:06, 5.18it/s] 17/499 4.32G 0.01901 0.01351 0.009257 63 640: 81%|######## | 136/168 [00:26<00:06, 5.18it/s] 17/499 4.32G 0.01901 0.01351 0.009257 63 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s] 17/499 4.32G 0.019 0.01353 0.009223 75 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s] 17/499 4.32G 0.019 0.01353 0.009223 75 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s] 17/499 4.32G 0.01901 0.01354 0.009204 60 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s] 17/499 4.32G 0.01901 0.01354 0.009204 60 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s] 17/499 4.32G 0.01902 0.01354 0.009261 58 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s] 17/499 4.32G 0.01902 0.01354 0.009261 58 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s] 17/499 4.32G 0.01902 0.01352 0.009265 66 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s] 17/499 4.32G 0.01902 0.01352 0.009265 66 640: 84%|########3 | 141/168 [00:26<00:05, 5.36it/s] 17/499 4.32G 0.01902 0.01352 0.009288 58 640: 84%|########3 | 141/168 [00:27<00:05, 5.36it/s] 17/499 4.32G 0.01902 0.01352 0.009288 58 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s] 17/499 4.32G 0.01903 0.01353 0.00929 77 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s] 17/499 4.32G 0.01903 0.01353 0.00929 77 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s] 17/499 4.32G 0.01905 0.01354 0.009327 81 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s] 17/499 4.32G 0.01905 0.01354 0.009327 81 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s] 17/499 4.32G 0.01906 0.01356 0.009348 76 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s] 17/499 4.32G 0.01906 0.01356 0.009348 76 640: 86%|########6 | 145/168 [00:27<00:04, 5.15it/s] 17/499 4.32G 0.01906 0.01356 0.009363 74 640: 86%|########6 | 145/168 [00:27<00:04, 5.15it/s] 17/499 4.32G 0.01906 0.01356 0.009363 74 640: 87%|########6 | 146/168 [00:27<00:04, 5.24it/s] 17/499 4.32G 0.01905 0.01357 0.009332 65 640: 87%|########6 | 146/168 [00:28<00:04, 5.24it/s] 17/499 4.32G 0.01905 0.01357 0.009332 65 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s] 17/499 4.32G 0.01907 0.01359 0.009316 71 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s] 17/499 4.32G 0.01907 0.01359 0.009316 71 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s] 17/499 4.32G 0.01906 0.01358 0.009307 71 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s] 17/499 4.32G 0.01906 0.01358 0.009307 71 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s] 17/499 4.32G 0.01905 0.01357 0.009287 59 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s] 17/499 4.32G 0.01905 0.01357 0.009287 59 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s] 17/499 4.32G 0.01907 0.01361 0.009267 80 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s] 17/499 4.32G 0.01907 0.01361 0.009267 80 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s] 17/499 4.32G 0.01907 0.01361 0.009262 71 640: 90%|########9 | 151/168 [00:29<00:03, 5.19it/s] 17/499 4.32G 0.01907 0.01361 0.009262 71 640: 90%|######### | 152/168 [00:29<00:03, 5.27it/s] 17/499 4.32G 0.01907 0.01361 0.009239 61 640: 90%|######### | 152/168 [00:29<00:03, 5.27it/s] 17/499 4.32G 0.01907 0.01361 0.009239 61 640: 91%|#########1| 153/168 [00:29<00:02, 5.33it/s] 17/499 4.32G 0.01907 0.01362 0.009243 78 640: 91%|#########1| 153/168 [00:29<00:02, 5.33it/s] 17/499 4.32G 0.01907 0.01362 0.009243 78 640: 92%|#########1| 154/168 [00:29<00:02, 5.17it/s] 17/499 4.32G 0.01908 0.0136 0.009242 62 640: 92%|#########1| 154/168 [00:29<00:02, 5.17it/s] 17/499 4.32G 0.01908 0.0136 0.009242 62 640: 92%|#########2| 155/168 [00:29<00:02, 5.25it/s] 17/499 4.32G 0.01907 0.0136 0.009232 74 640: 92%|#########2| 155/168 [00:29<00:02, 5.25it/s] 17/499 4.32G 0.01907 0.0136 0.009232 74 640: 93%|#########2| 156/168 [00:29<00:02, 5.32it/s] 17/499 4.32G 0.01906 0.01359 0.009214 73 640: 93%|#########2| 156/168 [00:29<00:02, 5.32it/s] 17/499 4.32G 0.01906 0.01359 0.009214 73 640: 93%|#########3| 157/168 [00:29<00:02, 5.15it/s] 17/499 4.32G 0.01906 0.0136 0.009194 72 640: 93%|#########3| 157/168 [00:30<00:02, 5.15it/s] 17/499 4.32G 0.01906 0.0136 0.009194 72 640: 94%|#########4| 158/168 [00:30<00:01, 5.23it/s] 17/499 4.32G 0.01906 0.0136 0.009183 70 640: 94%|#########4| 158/168 [00:30<00:01, 5.23it/s] 17/499 4.32G 0.01906 0.0136 0.009183 70 640: 95%|#########4| 159/168 [00:30<00:01, 5.28it/s] 17/499 4.32G 0.01906 0.01364 0.00917 101 640: 95%|#########4| 159/168 [00:30<00:01, 5.28it/s] 17/499 4.32G 0.01906 0.01364 0.00917 101 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s] 17/499 4.32G 0.01906 0.01362 0.009163 63 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s] 17/499 4.32G 0.01906 0.01362 0.009163 63 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s] 17/499 4.32G 0.01906 0.01364 0.009149 76 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s] 17/499 4.32G 0.01906 0.01364 0.009149 76 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s] 17/499 4.32G 0.01907 0.01366 0.009153 82 640: 96%|#########6| 162/168 [00:31<00:01, 5.36it/s] 17/499 4.32G 0.01907 0.01366 0.009153 82 640: 97%|#########7| 163/168 [00:31<00:00, 5.23it/s] 17/499 4.32G 0.01905 0.01368 0.009142 92 640: 97%|#########7| 163/168 [00:31<00:00, 5.23it/s] 17/499 4.32G 0.01905 0.01368 0.009142 92 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s] 17/499 4.32G 0.01904 0.01369 0.009127 80 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s] 17/499 4.32G 0.01904 0.01369 0.009127 80 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s] 17/499 4.32G 0.01903 0.01368 0.009114 72 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s] 17/499 4.32G 0.01903 0.01368 0.009114 72 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s] 17/499 4.32G 0.01902 0.01369 0.009112 71 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s] 17/499 4.32G 0.01902 0.01369 0.009112 71 640: 99%|#########9| 167/168 [00:31<00:00, 5.28it/s] 17/499 4.32G 0.01903 0.0137 0.009115 39 640: 99%|#########9| 167/168 [00:32<00:00, 5.28it/s] 17/499 4.32G 0.01903 0.0137 0.009115 39 640: 100%|##########| 168/168 [00:32<00:00, 5.41it/s] 17/499 4.32G 0.01903 0.0137 0.009115 39 640: 100%|##########| 168/168 [00:32<00:00, 5.24it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.98it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.98it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.55it/s] all 132 263 0.85 0.814 0.852 0.677 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 18/499 4.32G 0.01844 0.01378 0.005437 70 640: 0%| | 0/168 [00:00<?, ?it/s] 18/499 4.32G 0.01844 0.01378 0.005437 70 640: 1%| | 1/168 [00:00<00:33, 5.00it/s] 18/499 4.32G 0.0195 0.01307 0.008965 55 640: 1%| | 1/168 [00:00<00:33, 5.00it/s] 18/499 4.32G 0.0195 0.01307 0.008965 55 640: 1%|1 | 2/168 [00:00<00:31, 5.29it/s] 18/499 4.32G 0.01856 0.01319 0.007547 65 640: 1%|1 | 2/168 [00:00<00:31, 5.29it/s] 18/499 4.32G 0.01856 0.01319 0.007547 65 640: 2%|1 | 3/168 [00:00<00:30, 5.41it/s] 18/499 4.32G 0.01837 0.01373 0.006906 73 640: 2%|1 | 3/168 [00:00<00:30, 5.41it/s] 18/499 4.32G 0.01837 0.01373 0.006906 73 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s] 18/499 4.32G 0.01815 0.01377 0.007826 63 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s] 18/499 4.32G 0.01815 0.01377 0.007826 63 640: 3%|2 | 5/168 [00:00<00:30, 5.31it/s] 18/499 4.32G 0.0181 0.01417 0.007368 85 640: 3%|2 | 5/168 [00:01<00:30, 5.31it/s] 18/499 4.32G 0.0181 0.01417 0.007368 85 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s] 18/499 4.32G 0.01833 0.01414 0.008603 66 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s] 18/499 4.32G 0.01833 0.01414 0.008603 66 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s] 18/499 4.32G 0.01829 0.01459 0.008122 90 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s] 18/499 4.32G 0.01829 0.01459 0.008122 90 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s] 18/499 4.32G 0.01812 0.01456 0.008248 70 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s] 18/499 4.32G 0.01812 0.01456 0.008248 70 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s] 18/499 4.32G 0.01808 0.01436 0.007997 67 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s] 18/499 4.32G 0.01808 0.01436 0.007997 67 640: 6%|5 | 10/168 [00:01<00:30, 5.21it/s] 18/499 4.32G 0.01802 0.0144 0.0078 76 640: 6%|5 | 10/168 [00:02<00:30, 5.21it/s] 18/499 4.32G 0.01802 0.0144 0.0078 76 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s] 18/499 4.32G 0.01795 0.01418 0.007845 65 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s] 18/499 4.32G 0.01795 0.01418 0.007845 65 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s] 18/499 4.32G 0.01792 0.01416 0.008088 70 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s] 18/499 4.32G 0.01792 0.01416 0.008088 70 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s] 18/499 4.32G 0.01804 0.01399 0.008062 56 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s] 18/499 4.32G 0.01804 0.01399 0.008062 56 640: 8%|8 | 14/168 [00:02<00:29, 5.26it/s] 18/499 4.32G 0.01803 0.01386 0.008268 64 640: 8%|8 | 14/168 [00:02<00:29, 5.26it/s] 18/499 4.32G 0.01803 0.01386 0.008268 64 640: 9%|8 | 15/168 [00:02<00:28, 5.31it/s] 18/499 4.32G 0.01815 0.01375 0.008169 61 640: 9%|8 | 15/168 [00:03<00:28, 5.31it/s] 18/499 4.32G 0.01815 0.01375 0.008169 61 640: 10%|9 | 16/168 [00:03<00:29, 5.15it/s] 18/499 4.32G 0.01825 0.01388 0.008226 80 640: 10%|9 | 16/168 [00:03<00:29, 5.15it/s] 18/499 4.32G 0.01825 0.01388 0.008226 80 640: 10%|# | 17/168 [00:03<00:28, 5.25it/s] 18/499 4.32G 0.01821 0.01369 0.008383 51 640: 10%|# | 17/168 [00:03<00:28, 5.25it/s] 18/499 4.32G 0.01821 0.01369 0.008383 51 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s] 18/499 4.32G 0.01818 0.01361 0.008305 59 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s] 18/499 4.32G 0.01818 0.01361 0.008305 59 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s] 18/499 4.32G 0.01819 0.01365 0.008284 70 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s] 18/499 4.32G 0.01819 0.01365 0.008284 70 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s] 18/499 4.32G 0.01825 0.01377 0.008135 79 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s] 18/499 4.32G 0.01825 0.01377 0.008135 79 640: 12%|#2 | 21/168 [00:03<00:27, 5.36it/s] 18/499 4.32G 0.01829 0.01381 0.007903 70 640: 12%|#2 | 21/168 [00:04<00:27, 5.36it/s] 18/499 4.32G 0.01829 0.01381 0.007903 70 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s] 18/499 4.32G 0.01822 0.01367 0.008225 55 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s] 18/499 4.32G 0.01822 0.01367 0.008225 55 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s] 18/499 4.32G 0.01819 0.01371 0.008165 72 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s] 18/499 4.32G 0.01819 0.01371 0.008165 72 640: 14%|#4 | 24/168 [00:04<00:27, 5.32it/s] 18/499 4.32G 0.01811 0.01373 0.008034 77 640: 14%|#4 | 24/168 [00:04<00:27, 5.32it/s] 18/499 4.32G 0.01811 0.01373 0.008034 77 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s] 18/499 4.32G 0.01821 0.0138 0.008079 76 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s] 18/499 4.32G 0.01821 0.0138 0.008079 76 640: 15%|#5 | 26/168 [00:04<00:27, 5.24it/s] 18/499 4.32G 0.01823 0.01381 0.008202 65 640: 15%|#5 | 26/168 [00:05<00:27, 5.24it/s] 18/499 4.32G 0.01823 0.01381 0.008202 65 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s] 18/499 4.32G 0.01819 0.01384 0.008214 78 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s] 18/499 4.32G 0.01819 0.01384 0.008214 78 640: 17%|#6 | 28/168 [00:05<00:27, 5.17it/s] 18/499 4.32G 0.01828 0.01387 0.008273 60 640: 17%|#6 | 28/168 [00:05<00:27, 5.17it/s] 18/499 4.32G 0.01828 0.01387 0.008273 60 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s] 18/499 4.32G 0.01828 0.01399 0.00822 86 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s] 18/499 4.32G 0.01828 0.01399 0.00822 86 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s] 18/499 4.32G 0.01825 0.01397 0.008166 66 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s] 18/499 4.32G 0.01825 0.01397 0.008166 66 640: 18%|#8 | 31/168 [00:05<00:26, 5.16it/s] 18/499 4.32G 0.01826 0.01388 0.008249 67 640: 18%|#8 | 31/168 [00:06<00:26, 5.16it/s] 18/499 4.32G 0.01826 0.01388 0.008249 67 640: 19%|#9 | 32/168 [00:06<00:25, 5.24it/s] 18/499 4.32G 0.0182 0.01397 0.008186 86 640: 19%|#9 | 32/168 [00:06<00:25, 5.24it/s] 18/499 4.32G 0.0182 0.01397 0.008186 86 640: 20%|#9 | 33/168 [00:06<00:25, 5.31it/s] 18/499 4.32G 0.01821 0.01394 0.008188 63 640: 20%|#9 | 33/168 [00:06<00:25, 5.31it/s] 18/499 4.32G 0.01821 0.01394 0.008188 63 640: 20%|## | 34/168 [00:06<00:25, 5.16it/s] 18/499 4.32G 0.01825 0.0139 0.008186 62 640: 20%|## | 34/168 [00:06<00:25, 5.16it/s] 18/499 4.32G 0.01825 0.0139 0.008186 62 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s] 18/499 4.32G 0.01824 0.01387 0.008147 70 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s] 18/499 4.32G 0.01824 0.01387 0.008147 70 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s] 18/499 4.32G 0.01821 0.01378 0.008063 56 640: 21%|##1 | 36/168 [00:07<00:24, 5.33it/s] 18/499 4.32G 0.01821 0.01378 0.008063 56 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s] 18/499 4.32G 0.0182 0.01374 0.008123 56 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s] 18/499 4.32G 0.0182 0.01374 0.008123 56 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s] 18/499 4.32G 0.01819 0.01373 0.008221 62 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s] 18/499 4.32G 0.01819 0.01373 0.008221 62 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s] 18/499 4.32G 0.01815 0.01371 0.008243 61 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s] 18/499 4.32G 0.01815 0.01371 0.008243 61 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s] 18/499 4.32G 0.01819 0.01379 0.00826 86 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s] 18/499 4.32G 0.01819 0.01379 0.00826 86 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s] 18/499 4.32G 0.01817 0.01379 0.008235 72 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s] 18/499 4.32G 0.01817 0.01379 0.008235 72 640: 25%|##5 | 42/168 [00:07<00:23, 5.33it/s] 18/499 4.32G 0.01818 0.01373 0.008281 62 640: 25%|##5 | 42/168 [00:08<00:23, 5.33it/s] 18/499 4.32G 0.01818 0.01373 0.008281 62 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s] 18/499 4.32G 0.01814 0.01366 0.008262 57 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s] 18/499 4.32G 0.01814 0.01366 0.008262 57 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s] 18/499 4.32G 0.01819 0.0137 0.008285 71 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s] 18/499 4.32G 0.01819 0.0137 0.008285 71 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s] 18/499 4.32G 0.01817 0.01364 0.008187 55 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s] 18/499 4.32G 0.01817 0.01364 0.008187 55 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s] 18/499 4.32G 0.01813 0.01371 0.00822 84 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s] 18/499 4.32G 0.01813 0.01371 0.00822 84 640: 28%|##7 | 47/168 [00:08<00:22, 5.28it/s] 18/499 4.32G 0.01816 0.01368 0.008257 60 640: 28%|##7 | 47/168 [00:09<00:22, 5.28it/s] 18/499 4.32G 0.01816 0.01368 0.008257 60 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s] 18/499 4.32G 0.01812 0.01362 0.008233 55 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s] 18/499 4.32G 0.01812 0.01362 0.008233 55 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s] 18/499 4.32G 0.01817 0.01368 0.008178 68 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s] 18/499 4.32G 0.01817 0.01368 0.008178 68 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s] 18/499 4.32G 0.01813 0.01365 0.008111 63 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s] 18/499 4.32G 0.01813 0.01365 0.008111 63 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s] 18/499 4.32G 0.01818 0.01363 0.008109 58 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s] 18/499 4.32G 0.01818 0.01363 0.008109 58 640: 31%|### | 52/168 [00:09<00:22, 5.20it/s] 18/499 4.32G 0.01818 0.01371 0.008182 88 640: 31%|### | 52/168 [00:10<00:22, 5.20it/s] 18/499 4.32G 0.01818 0.01371 0.008182 88 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s] 18/499 4.32G 0.01817 0.01372 0.008159 80 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s] 18/499 4.32G 0.01817 0.01372 0.008159 80 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s] 18/499 4.32G 0.01814 0.01372 0.008216 74 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s] 18/499 4.32G 0.01814 0.01372 0.008216 74 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s] 18/499 4.32G 0.01817 0.01373 0.008254 72 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s] 18/499 4.32G 0.01817 0.01373 0.008254 72 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s] 18/499 4.32G 0.01818 0.01373 0.008236 74 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s] 18/499 4.32G 0.01818 0.01373 0.008236 74 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s] 18/499 4.32G 0.0182 0.01382 0.008347 83 640: 34%|###3 | 57/168 [00:11<00:20, 5.35it/s] 18/499 4.32G 0.0182 0.01382 0.008347 83 640: 35%|###4 | 58/168 [00:11<00:21, 5.22it/s] 18/499 4.32G 0.01819 0.01385 0.008331 68 640: 35%|###4 | 58/168 [00:11<00:21, 5.22it/s] 18/499 4.32G 0.01819 0.01385 0.008331 68 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s] 18/499 4.32G 0.01817 0.01383 0.008359 59 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s] 18/499 4.32G 0.01817 0.01383 0.008359 59 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s] 18/499 4.32G 0.01816 0.01381 0.008347 63 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s] 18/499 4.32G 0.01816 0.01381 0.008347 63 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s] 18/499 4.32G 0.01815 0.01377 0.008363 57 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s] 18/499 4.32G 0.01815 0.01377 0.008363 57 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s] 18/499 4.32G 0.01815 0.01373 0.008317 50 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s] 18/499 4.32G 0.01815 0.01373 0.008317 50 640: 38%|###7 | 63/168 [00:11<00:19, 5.35it/s] 18/499 4.32G 0.01812 0.01368 0.00832 59 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s] 18/499 4.32G 0.01812 0.01368 0.00832 59 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s] 18/499 4.32G 0.0181 0.01365 0.008348 65 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s] 18/499 4.32G 0.0181 0.01365 0.008348 65 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s] 18/499 4.32G 0.01811 0.0137 0.008333 86 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s] 18/499 4.32G 0.01811 0.0137 0.008333 86 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s] 18/499 4.32G 0.01811 0.01366 0.00829 50 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s] 18/499 4.32G 0.01811 0.01366 0.00829 50 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s] 18/499 4.32G 0.01812 0.0137 0.008288 79 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s] 18/499 4.32G 0.01812 0.0137 0.008288 79 640: 40%|#### | 68/168 [00:12<00:18, 5.29it/s] 18/499 4.32G 0.01811 0.01371 0.008285 78 640: 40%|#### | 68/168 [00:13<00:18, 5.29it/s] 18/499 4.32G 0.01811 0.01371 0.008285 78 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s] 18/499 4.32G 0.01813 0.0138 0.008274 83 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s] 18/499 4.32G 0.01813 0.0138 0.008274 83 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s] 18/499 4.32G 0.01811 0.01381 0.008306 80 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s] 18/499 4.32G 0.01811 0.01381 0.008306 80 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s] 18/499 4.32G 0.01812 0.01379 0.008312 62 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s] 18/499 4.32G 0.01812 0.01379 0.008312 62 640: 43%|####2 | 72/168 [00:13<00:18, 5.33it/s] 18/499 4.32G 0.01813 0.01377 0.008383 56 640: 43%|####2 | 72/168 [00:13<00:18, 5.33it/s] 18/499 4.32G 0.01813 0.01377 0.008383 56 640: 43%|####3 | 73/168 [00:13<00:18, 5.13it/s] 18/499 4.32G 0.01816 0.01376 0.00836 74 640: 43%|####3 | 73/168 [00:14<00:18, 5.13it/s] 18/499 4.32G 0.01816 0.01376 0.00836 74 640: 44%|####4 | 74/168 [00:14<00:18, 5.16it/s] 18/499 4.32G 0.01814 0.01376 0.008313 74 640: 44%|####4 | 74/168 [00:14<00:18, 5.16it/s] 18/499 4.32G 0.01814 0.01376 0.008313 74 640: 45%|####4 | 75/168 [00:14<00:17, 5.26it/s] 18/499 4.32G 0.01814 0.01377 0.008284 79 640: 45%|####4 | 75/168 [00:14<00:17, 5.26it/s] 18/499 4.32G 0.01814 0.01377 0.008284 79 640: 45%|####5 | 76/168 [00:14<00:17, 5.15it/s] 18/499 4.32G 0.01813 0.01377 0.008269 80 640: 45%|####5 | 76/168 [00:14<00:17, 5.15it/s] 18/499 4.32G 0.01813 0.01377 0.008269 80 640: 46%|####5 | 77/168 [00:14<00:17, 5.25it/s] 18/499 4.32G 0.01813 0.01379 0.008242 73 640: 46%|####5 | 77/168 [00:14<00:17, 5.25it/s] 18/499 4.32G 0.01813 0.01379 0.008242 73 640: 46%|####6 | 78/168 [00:14<00:17, 5.26it/s] 18/499 4.32G 0.01809 0.01378 0.00818 63 640: 46%|####6 | 78/168 [00:15<00:17, 5.26it/s] 18/499 4.32G 0.01809 0.01378 0.00818 63 640: 47%|####7 | 79/168 [00:15<00:17, 5.14it/s] 18/499 4.32G 0.01809 0.01377 0.008157 60 640: 47%|####7 | 79/168 [00:15<00:17, 5.14it/s] 18/499 4.32G 0.01809 0.01377 0.008157 60 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s] 18/499 4.32G 0.01809 0.01375 0.008172 67 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s] 18/499 4.32G 0.01809 0.01375 0.008172 67 640: 48%|####8 | 81/168 [00:15<00:16, 5.27it/s] 18/499 4.32G 0.01806 0.01375 0.008208 70 640: 48%|####8 | 81/168 [00:15<00:16, 5.27it/s] 18/499 4.32G 0.01806 0.01375 0.008208 70 640: 49%|####8 | 82/168 [00:15<00:16, 5.11it/s] 18/499 4.32G 0.01805 0.01373 0.00821 65 640: 49%|####8 | 82/168 [00:15<00:16, 5.11it/s] 18/499 4.32G 0.01805 0.01373 0.00821 65 640: 49%|####9 | 83/168 [00:15<00:16, 5.21it/s] 18/499 4.32G 0.01804 0.01371 0.008179 64 640: 49%|####9 | 83/168 [00:15<00:16, 5.21it/s] 18/499 4.32G 0.01804 0.01371 0.008179 64 640: 50%|##### | 84/168 [00:15<00:15, 5.29it/s] 18/499 4.32G 0.01805 0.0137 0.008177 65 640: 50%|##### | 84/168 [00:16<00:15, 5.29it/s] 18/499 4.32G 0.01805 0.0137 0.008177 65 640: 51%|##### | 85/168 [00:16<00:16, 5.17it/s] 18/499 4.32G 0.01805 0.0137 0.008213 67 640: 51%|##### | 85/168 [00:16<00:16, 5.17it/s] 18/499 4.32G 0.01805 0.0137 0.008213 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.24it/s] 18/499 4.32G 0.01804 0.01371 0.008183 75 640: 51%|#####1 | 86/168 [00:16<00:15, 5.24it/s] 18/499 4.32G 0.01804 0.01371 0.008183 75 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s] 18/499 4.32G 0.018 0.01371 0.008178 67 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s] 18/499 4.32G 0.018 0.01371 0.008178 67 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 18/499 4.32G 0.018 0.01369 0.008193 74 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 18/499 4.32G 0.018 0.01369 0.008193 74 640: 53%|#####2 | 89/168 [00:16<00:14, 5.27it/s] 18/499 4.32G 0.01798 0.01371 0.008224 76 640: 53%|#####2 | 89/168 [00:17<00:14, 5.27it/s] 18/499 4.32G 0.01798 0.01371 0.008224 76 640: 54%|#####3 | 90/168 [00:17<00:14, 5.30it/s] 18/499 4.32G 0.01799 0.01367 0.008205 54 640: 54%|#####3 | 90/168 [00:17<00:14, 5.30it/s] 18/499 4.32G 0.01799 0.01367 0.008205 54 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s] 18/499 4.32G 0.01798 0.01365 0.00817 65 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s] 18/499 4.32G 0.01798 0.01365 0.00817 65 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s] 18/499 4.32G 0.01799 0.01361 0.008126 51 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s] 18/499 4.32G 0.01799 0.01361 0.008126 51 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s] 18/499 4.32G 0.01798 0.01359 0.008142 66 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s] 18/499 4.32G 0.01798 0.01359 0.008142 66 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s] 18/499 4.32G 0.01796 0.01359 0.008148 61 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s] 18/499 4.32G 0.01796 0.01359 0.008148 61 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s] 18/499 4.32G 0.01796 0.01358 0.008111 58 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s] 18/499 4.32G 0.01796 0.01358 0.008111 58 640: 57%|#####7 | 96/168 [00:18<00:13, 5.35it/s] 18/499 4.32G 0.01797 0.01357 0.008111 63 640: 57%|#####7 | 96/168 [00:18<00:13, 5.35it/s] 18/499 4.32G 0.01797 0.01357 0.008111 63 640: 58%|#####7 | 97/168 [00:18<00:13, 5.21it/s] 18/499 4.32G 0.01795 0.01357 0.008116 66 640: 58%|#####7 | 97/168 [00:18<00:13, 5.21it/s] 18/499 4.32G 0.01795 0.01357 0.008116 66 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s] 18/499 4.32G 0.01792 0.01354 0.0081 60 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s] 18/499 4.32G 0.01792 0.01354 0.0081 60 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s] 18/499 4.32G 0.01792 0.01356 0.008103 72 640: 59%|#####8 | 99/168 [00:19<00:12, 5.35it/s] 18/499 4.32G 0.01792 0.01356 0.008103 72 640: 60%|#####9 | 100/168 [00:19<00:13, 5.21it/s] 18/499 4.32G 0.01792 0.01355 0.008116 57 640: 60%|#####9 | 100/168 [00:19<00:13, 5.21it/s] 18/499 4.32G 0.01792 0.01355 0.008116 57 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s] 18/499 4.32G 0.01794 0.01356 0.008146 67 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s] 18/499 4.32G 0.01794 0.01356 0.008146 67 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s] 18/499 4.32G 0.01794 0.01355 0.0082 70 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s] 18/499 4.32G 0.01794 0.01355 0.0082 70 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s] 18/499 4.32G 0.01793 0.01356 0.008198 72 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s] 18/499 4.32G 0.01793 0.01356 0.008198 72 640: 62%|######1 | 104/168 [00:19<00:12, 5.25it/s] 18/499 4.32G 0.01792 0.01356 0.008163 71 640: 62%|######1 | 104/168 [00:19<00:12, 5.25it/s] 18/499 4.32G 0.01792 0.01356 0.008163 71 640: 62%|######2 | 105/168 [00:19<00:11, 5.31it/s] 18/499 4.32G 0.01791 0.01358 0.008136 79 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s] 18/499 4.32G 0.01791 0.01358 0.008136 79 640: 63%|######3 | 106/168 [00:20<00:12, 5.15it/s] 18/499 4.32G 0.01794 0.01358 0.008127 67 640: 63%|######3 | 106/168 [00:20<00:12, 5.15it/s] 18/499 4.32G 0.01794 0.01358 0.008127 67 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s] 18/499 4.32G 0.01798 0.01359 0.008154 60 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s] 18/499 4.32G 0.01798 0.01359 0.008154 60 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s] 18/499 4.32G 0.01798 0.01358 0.008156 64 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s] 18/499 4.32G 0.01798 0.01358 0.008156 64 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s] 18/499 4.32G 0.01795 0.01357 0.008134 60 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s] 18/499 4.32G 0.01795 0.01357 0.008134 60 640: 65%|######5 | 110/168 [00:20<00:11, 5.26it/s] 18/499 4.32G 0.01794 0.01358 0.008164 76 640: 65%|######5 | 110/168 [00:21<00:11, 5.26it/s] 18/499 4.32G 0.01794 0.01358 0.008164 76 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s] 18/499 4.32G 0.01792 0.01358 0.008175 73 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s] 18/499 4.32G 0.01792 0.01358 0.008175 73 640: 67%|######6 | 112/168 [00:21<00:10, 5.19it/s] 18/499 4.32G 0.0179 0.01356 0.00819 54 640: 67%|######6 | 112/168 [00:21<00:10, 5.19it/s] 18/499 4.32G 0.0179 0.01356 0.00819 54 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s] 18/499 4.32G 0.01789 0.01355 0.008185 67 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s] 18/499 4.32G 0.01789 0.01355 0.008185 67 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s] 18/499 4.32G 0.01788 0.01355 0.008177 66 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s] 18/499 4.32G 0.01788 0.01355 0.008177 66 640: 68%|######8 | 115/168 [00:21<00:10, 5.18it/s] 18/499 4.32G 0.01786 0.01353 0.008165 62 640: 68%|######8 | 115/168 [00:22<00:10, 5.18it/s] 18/499 4.32G 0.01786 0.01353 0.008165 62 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s] 18/499 4.32G 0.01785 0.01352 0.008127 62 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s] 18/499 4.32G 0.01785 0.01352 0.008127 62 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s] 18/499 4.32G 0.01786 0.01352 0.008116 66 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s] 18/499 4.32G 0.01786 0.01352 0.008116 66 640: 70%|####### | 118/168 [00:22<00:09, 5.17it/s] 18/499 4.32G 0.01786 0.01353 0.008083 79 640: 70%|####### | 118/168 [00:22<00:09, 5.17it/s] 18/499 4.32G 0.01786 0.01353 0.008083 79 640: 71%|####### | 119/168 [00:22<00:09, 5.25it/s] 18/499 4.32G 0.01785 0.01352 0.00809 72 640: 71%|####### | 119/168 [00:22<00:09, 5.25it/s] 18/499 4.32G 0.01785 0.01352 0.00809 72 640: 71%|#######1 | 120/168 [00:22<00:09, 5.32it/s] 18/499 4.32G 0.01785 0.01351 0.008073 62 640: 71%|#######1 | 120/168 [00:23<00:09, 5.32it/s] 18/499 4.32G 0.01785 0.01351 0.008073 62 640: 72%|#######2 | 121/168 [00:23<00:09, 5.17it/s] 18/499 4.32G 0.01784 0.01352 0.008068 66 640: 72%|#######2 | 121/168 [00:23<00:09, 5.17it/s] 18/499 4.32G 0.01784 0.01352 0.008068 66 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s] 18/499 4.32G 0.01782 0.0135 0.008055 65 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s] 18/499 4.32G 0.01782 0.0135 0.008055 65 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 18/499 4.32G 0.01782 0.01348 0.008002 50 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 18/499 4.32G 0.01782 0.01348 0.008002 50 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s] 18/499 4.32G 0.01782 0.01349 0.008099 72 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s] 18/499 4.32G 0.01782 0.01349 0.008099 72 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s] 18/499 4.32G 0.01782 0.01353 0.008099 83 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s] 18/499 4.32G 0.01782 0.01353 0.008099 83 640: 75%|#######5 | 126/168 [00:23<00:07, 5.32it/s] 18/499 4.32G 0.01782 0.01354 0.008097 79 640: 75%|#######5 | 126/168 [00:24<00:07, 5.32it/s] 18/499 4.32G 0.01782 0.01354 0.008097 79 640: 76%|#######5 | 127/168 [00:24<00:07, 5.13it/s] 18/499 4.32G 0.01783 0.01354 0.008113 72 640: 76%|#######5 | 127/168 [00:24<00:07, 5.13it/s] 18/499 4.32G 0.01783 0.01354 0.008113 72 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s] 18/499 4.32G 0.01785 0.01352 0.008121 52 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s] 18/499 4.32G 0.01785 0.01352 0.008121 52 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s] 18/499 4.32G 0.01785 0.01351 0.008112 64 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s] 18/499 4.32G 0.01785 0.01351 0.008112 64 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s] 18/499 4.32G 0.01784 0.01351 0.008098 74 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s] 18/499 4.32G 0.01784 0.01351 0.008098 74 640: 78%|#######7 | 131/168 [00:24<00:07, 5.25it/s] 18/499 4.32G 0.01784 0.01351 0.008111 75 640: 78%|#######7 | 131/168 [00:25<00:07, 5.25it/s] 18/499 4.32G 0.01784 0.01351 0.008111 75 640: 79%|#######8 | 132/168 [00:25<00:06, 5.27it/s] 18/499 4.32G 0.01784 0.0135 0.008094 69 640: 79%|#######8 | 132/168 [00:25<00:06, 5.27it/s] 18/499 4.32G 0.01784 0.0135 0.008094 69 640: 79%|#######9 | 133/168 [00:25<00:06, 5.16it/s] 18/499 4.32G 0.01785 0.01349 0.008112 60 640: 79%|#######9 | 133/168 [00:25<00:06, 5.16it/s] 18/499 4.32G 0.01785 0.01349 0.008112 60 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s] 18/499 4.32G 0.01783 0.0135 0.008128 72 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s] 18/499 4.32G 0.01783 0.0135 0.008128 72 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s] 18/499 4.32G 0.01782 0.01348 0.008126 68 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s] 18/499 4.32G 0.01782 0.01348 0.008126 68 640: 81%|######## | 136/168 [00:25<00:06, 5.19it/s] 18/499 4.32G 0.0178 0.01346 0.008123 64 640: 81%|######## | 136/168 [00:26<00:06, 5.19it/s] 18/499 4.32G 0.0178 0.01346 0.008123 64 640: 82%|########1 | 137/168 [00:26<00:05, 5.27it/s] 18/499 4.32G 0.01779 0.01345 0.008136 69 640: 82%|########1 | 137/168 [00:26<00:05, 5.27it/s] 18/499 4.32G 0.01779 0.01345 0.008136 69 640: 82%|########2 | 138/168 [00:26<00:05, 5.32it/s] 18/499 4.32G 0.01779 0.01345 0.008141 75 640: 82%|########2 | 138/168 [00:26<00:05, 5.32it/s] 18/499 4.32G 0.01779 0.01345 0.008141 75 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s] 18/499 4.32G 0.01779 0.01343 0.008165 61 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s] 18/499 4.32G 0.01779 0.01343 0.008165 61 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s] 18/499 4.32G 0.01779 0.01345 0.008172 79 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s] 18/499 4.32G 0.01779 0.01345 0.008172 79 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s] 18/499 4.32G 0.01779 0.01346 0.008177 67 640: 84%|########3 | 141/168 [00:27<00:05, 5.33it/s] 18/499 4.32G 0.01779 0.01346 0.008177 67 640: 85%|########4 | 142/168 [00:27<00:04, 5.21it/s] 18/499 4.32G 0.01779 0.01344 0.008173 57 640: 85%|########4 | 142/168 [00:27<00:04, 5.21it/s] 18/499 4.32G 0.01779 0.01344 0.008173 57 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s] 18/499 4.32G 0.01778 0.01342 0.008186 66 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s] 18/499 4.32G 0.01778 0.01342 0.008186 66 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s] 18/499 4.32G 0.01777 0.01342 0.008219 75 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s] 18/499 4.32G 0.01777 0.01342 0.008219 75 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s] 18/499 4.32G 0.01778 0.01341 0.008244 64 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s] 18/499 4.32G 0.01778 0.01341 0.008244 64 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s] 18/499 4.32G 0.01778 0.01342 0.008235 70 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s] 18/499 4.32G 0.01778 0.01342 0.008235 70 640: 88%|########7 | 147/168 [00:27<00:03, 5.39it/s] 18/499 4.32G 0.01777 0.01341 0.008227 58 640: 88%|########7 | 147/168 [00:28<00:03, 5.39it/s] 18/499 4.32G 0.01777 0.01341 0.008227 58 640: 88%|########8 | 148/168 [00:28<00:03, 5.22it/s] 18/499 4.32G 0.01778 0.01339 0.008287 57 640: 88%|########8 | 148/168 [00:28<00:03, 5.22it/s] 18/499 4.32G 0.01778 0.01339 0.008287 57 640: 89%|########8 | 149/168 [00:28<00:03, 5.32it/s] 18/499 4.32G 0.01778 0.01338 0.008303 57 640: 89%|########8 | 149/168 [00:28<00:03, 5.32it/s] 18/499 4.32G 0.01778 0.01338 0.008303 57 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s] 18/499 4.32G 0.01778 0.0134 0.008291 91 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s] 18/499 4.32G 0.01778 0.0134 0.008291 91 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s] 18/499 4.32G 0.01777 0.0134 0.008318 60 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s] 18/499 4.32G 0.01777 0.0134 0.008318 60 640: 90%|######### | 152/168 [00:28<00:03, 5.27it/s] 18/499 4.32G 0.01778 0.0134 0.00829 69 640: 90%|######### | 152/168 [00:29<00:03, 5.27it/s] 18/499 4.32G 0.01778 0.0134 0.00829 69 640: 91%|#########1| 153/168 [00:29<00:02, 5.38it/s] 18/499 4.32G 0.01778 0.01343 0.008285 72 640: 91%|#########1| 153/168 [00:29<00:02, 5.38it/s] 18/499 4.32G 0.01778 0.01343 0.008285 72 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s] 18/499 4.32G 0.01778 0.01343 0.008268 68 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s] 18/499 4.32G 0.01778 0.01343 0.008268 68 640: 92%|#########2| 155/168 [00:29<00:02, 5.26it/s] 18/499 4.32G 0.01778 0.01343 0.008283 70 640: 92%|#########2| 155/168 [00:29<00:02, 5.26it/s] 18/499 4.32G 0.01778 0.01343 0.008283 70 640: 93%|#########2| 156/168 [00:29<00:02, 5.32it/s] 18/499 4.32G 0.01777 0.01345 0.008277 70 640: 93%|#########2| 156/168 [00:29<00:02, 5.32it/s] 18/499 4.32G 0.01777 0.01345 0.008277 70 640: 93%|#########3| 157/168 [00:29<00:02, 5.16it/s] 18/499 4.32G 0.01777 0.01345 0.008301 74 640: 93%|#########3| 157/168 [00:30<00:02, 5.16it/s] 18/499 4.32G 0.01777 0.01345 0.008301 74 640: 94%|#########4| 158/168 [00:30<00:01, 5.26it/s] 18/499 4.32G 0.01776 0.01345 0.008291 67 640: 94%|#########4| 158/168 [00:30<00:01, 5.26it/s] 18/499 4.32G 0.01776 0.01345 0.008291 67 640: 95%|#########4| 159/168 [00:30<00:01, 5.31it/s] 18/499 4.32G 0.01777 0.01344 0.008281 71 640: 95%|#########4| 159/168 [00:30<00:01, 5.31it/s] 18/499 4.32G 0.01777 0.01344 0.008281 71 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s] 18/499 4.32G 0.01777 0.01343 0.008264 60 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s] 18/499 4.32G 0.01777 0.01343 0.008264 60 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s] 18/499 4.32G 0.01777 0.01344 0.008273 74 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s] 18/499 4.32G 0.01777 0.01344 0.008273 74 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s] 18/499 4.32G 0.01777 0.01345 0.008296 78 640: 96%|#########6| 162/168 [00:31<00:01, 5.34it/s] 18/499 4.32G 0.01777 0.01345 0.008296 78 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s] 18/499 4.32G 0.01777 0.01343 0.008296 59 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s] 18/499 4.32G 0.01777 0.01343 0.008296 59 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s] 18/499 4.32G 0.01777 0.01345 0.008315 83 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s] 18/499 4.32G 0.01777 0.01345 0.008315 83 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s] 18/499 4.32G 0.01778 0.01345 0.008295 64 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s] 18/499 4.32G 0.01778 0.01345 0.008295 64 640: 99%|#########8| 166/168 [00:31<00:00, 5.11it/s] 18/499 4.32G 0.01778 0.01346 0.008292 73 640: 99%|#########8| 166/168 [00:31<00:00, 5.11it/s] 18/499 4.32G 0.01778 0.01346 0.008292 73 640: 99%|#########9| 167/168 [00:31<00:00, 5.19it/s] 18/499 4.32G 0.01778 0.01349 0.008281 41 640: 99%|#########9| 167/168 [00:31<00:00, 5.19it/s] 18/499 4.32G 0.01778 0.01349 0.008281 41 640: 100%|##########| 168/168 [00:31<00:00, 5.32it/s] 18/499 4.32G 0.01778 0.01349 0.008281 41 640: 100%|##########| 168/168 [00:31<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s] all 132 263 0.817 0.859 0.879 0.718 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 19/499 4.32G 0.02034 0.01657 0.01222 78 640: 0%| | 0/168 [00:00<?, ?it/s] 19/499 4.32G 0.02034 0.01657 0.01222 78 640: 1%| | 1/168 [00:00<00:33, 4.93it/s] 19/499 4.32G 0.01835 0.01545 0.01062 70 640: 1%| | 1/168 [00:00<00:33, 4.93it/s] 19/499 4.32G 0.01835 0.01545 0.01062 70 640: 1%|1 | 2/168 [00:00<00:32, 5.15it/s] 19/499 4.32G 0.01863 0.01458 0.0106 65 640: 1%|1 | 2/168 [00:00<00:32, 5.15it/s] 19/499 4.32G 0.01863 0.01458 0.0106 65 640: 2%|1 | 3/168 [00:00<00:31, 5.31it/s] 19/499 4.32G 0.01835 0.01466 0.01013 85 640: 2%|1 | 3/168 [00:00<00:31, 5.31it/s] 19/499 4.32G 0.01835 0.01466 0.01013 85 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s] 19/499 4.32G 0.0182 0.01425 0.01023 59 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s] 19/499 4.32G 0.0182 0.01425 0.01023 59 640: 3%|2 | 5/168 [00:00<00:30, 5.28it/s] 19/499 4.32G 0.01794 0.01373 0.0102 63 640: 3%|2 | 5/168 [00:01<00:30, 5.28it/s] 19/499 4.32G 0.01794 0.01373 0.0102 63 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s] 19/499 4.32G 0.01761 0.0135 0.01037 56 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s] 19/499 4.32G 0.01761 0.0135 0.01037 56 640: 4%|4 | 7/168 [00:01<00:31, 5.09it/s] 19/499 4.32G 0.01778 0.01375 0.01065 75 640: 4%|4 | 7/168 [00:01<00:31, 5.09it/s] 19/499 4.32G 0.01778 0.01375 0.01065 75 640: 5%|4 | 8/168 [00:01<00:30, 5.22it/s] 19/499 4.32G 0.01769 0.01323 0.01035 47 640: 5%|4 | 8/168 [00:01<00:30, 5.22it/s] 19/499 4.32G 0.01769 0.01323 0.01035 47 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s] 19/499 4.32G 0.01769 0.01325 0.01038 73 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s] 19/499 4.32G 0.01769 0.01325 0.01038 73 640: 6%|5 | 10/168 [00:01<00:30, 5.14it/s] 19/499 4.32G 0.01758 0.01319 0.01017 70 640: 6%|5 | 10/168 [00:02<00:30, 5.14it/s] 19/499 4.32G 0.01758 0.01319 0.01017 70 640: 7%|6 | 11/168 [00:02<00:30, 5.19it/s] 19/499 4.32G 0.01747 0.01326 0.01009 73 640: 7%|6 | 11/168 [00:02<00:30, 5.19it/s] 19/499 4.32G 0.01747 0.01326 0.01009 73 640: 7%|7 | 12/168 [00:02<00:29, 5.28it/s] 19/499 4.32G 0.01769 0.01332 0.01029 64 640: 7%|7 | 12/168 [00:02<00:29, 5.28it/s] 19/499 4.32G 0.01769 0.01332 0.01029 64 640: 8%|7 | 13/168 [00:02<00:30, 5.12it/s] 19/499 4.32G 0.01761 0.01319 0.01 57 640: 8%|7 | 13/168 [00:02<00:30, 5.12it/s] 19/499 4.32G 0.01761 0.01319 0.01 57 640: 8%|8 | 14/168 [00:02<00:29, 5.22it/s] 19/499 4.32G 0.0176 0.0132 0.009773 72 640: 8%|8 | 14/168 [00:02<00:29, 5.22it/s] 19/499 4.32G 0.0176 0.0132 0.009773 72 640: 9%|8 | 15/168 [00:02<00:28, 5.31it/s] 19/499 4.32G 0.01752 0.01326 0.009631 77 640: 9%|8 | 15/168 [00:03<00:28, 5.31it/s] 19/499 4.32G 0.01752 0.01326 0.009631 77 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s] 19/499 4.32G 0.01758 0.01318 0.009504 64 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s] 19/499 4.32G 0.01758 0.01318 0.009504 64 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s] 19/499 4.32G 0.01776 0.01329 0.009425 73 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s] 19/499 4.32G 0.01776 0.01329 0.009425 73 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s] 19/499 4.32G 0.01767 0.0132 0.009537 51 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s] 19/499 4.32G 0.01767 0.0132 0.009537 51 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s] 19/499 4.32G 0.01785 0.01319 0.009526 66 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s] 19/499 4.32G 0.01785 0.01319 0.009526 66 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s] 19/499 4.32G 0.01781 0.01345 0.009364 93 640: 12%|#1 | 20/168 [00:04<00:28, 5.28it/s] 19/499 4.32G 0.01781 0.01345 0.009364 93 640: 12%|#2 | 21/168 [00:04<00:27, 5.35it/s] 19/499 4.32G 0.01779 0.01354 0.009341 70 640: 12%|#2 | 21/168 [00:04<00:27, 5.35it/s] 19/499 4.32G 0.01779 0.01354 0.009341 70 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s] 19/499 4.32G 0.01771 0.01359 0.009346 69 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s] 19/499 4.32G 0.01771 0.01359 0.009346 69 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s] 19/499 4.32G 0.01763 0.01349 0.009236 53 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s] 19/499 4.32G 0.01763 0.01349 0.009236 53 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s] 19/499 4.32G 0.01762 0.01348 0.009136 63 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s] 19/499 4.32G 0.01762 0.01348 0.009136 63 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s] 19/499 4.32G 0.01758 0.01344 0.009066 63 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s] 19/499 4.32G 0.01758 0.01344 0.009066 63 640: 15%|#5 | 26/168 [00:04<00:26, 5.27it/s] 19/499 4.32G 0.01759 0.0134 0.009069 74 640: 15%|#5 | 26/168 [00:05<00:26, 5.27it/s] 19/499 4.32G 0.01759 0.0134 0.009069 74 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s] 19/499 4.32G 0.01763 0.0134 0.009098 70 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s] 19/499 4.32G 0.01763 0.0134 0.009098 70 640: 17%|#6 | 28/168 [00:05<00:27, 5.17it/s] 19/499 4.32G 0.0176 0.01341 0.009082 68 640: 17%|#6 | 28/168 [00:05<00:27, 5.17it/s] 19/499 4.32G 0.0176 0.01341 0.009082 68 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s] 19/499 4.32G 0.01755 0.01338 0.008982 74 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s] 19/499 4.32G 0.01755 0.01338 0.008982 74 640: 18%|#7 | 30/168 [00:05<00:25, 5.33it/s] 19/499 4.32G 0.01751 0.01332 0.008904 60 640: 18%|#7 | 30/168 [00:05<00:25, 5.33it/s] 19/499 4.32G 0.01751 0.01332 0.008904 60 640: 18%|#8 | 31/168 [00:05<00:26, 5.19it/s] 19/499 4.32G 0.01757 0.01331 0.008895 60 640: 18%|#8 | 31/168 [00:06<00:26, 5.19it/s] 19/499 4.32G 0.01757 0.01331 0.008895 60 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s] 19/499 4.32G 0.01758 0.01329 0.00879 66 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s] 19/499 4.32G 0.01758 0.01329 0.00879 66 640: 20%|#9 | 33/168 [00:06<00:25, 5.28it/s] 19/499 4.32G 0.01751 0.01317 0.008714 56 640: 20%|#9 | 33/168 [00:06<00:25, 5.28it/s] 19/499 4.32G 0.01751 0.01317 0.008714 56 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s] 19/499 4.32G 0.01757 0.0131 0.00868 60 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s] 19/499 4.32G 0.01757 0.0131 0.00868 60 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s] 19/499 4.32G 0.01759 0.01316 0.008643 75 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s] 19/499 4.32G 0.01759 0.01316 0.008643 75 640: 21%|##1 | 36/168 [00:06<00:24, 5.30it/s] 19/499 4.32G 0.01766 0.01318 0.008571 72 640: 21%|##1 | 36/168 [00:07<00:24, 5.30it/s] 19/499 4.32G 0.01766 0.01318 0.008571 72 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s] 19/499 4.32G 0.01762 0.01314 0.008546 64 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s] 19/499 4.32G 0.01762 0.01314 0.008546 64 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s] 19/499 4.32G 0.01762 0.01327 0.008522 84 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s] 19/499 4.32G 0.01762 0.01327 0.008522 84 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s] 19/499 4.32G 0.01761 0.01326 0.00854 71 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s] 19/499 4.32G 0.01761 0.01326 0.00854 71 640: 24%|##3 | 40/168 [00:07<00:24, 5.15it/s] 19/499 4.32G 0.0176 0.01325 0.008646 63 640: 24%|##3 | 40/168 [00:07<00:24, 5.15it/s] 19/499 4.32G 0.0176 0.01325 0.008646 63 640: 24%|##4 | 41/168 [00:07<00:24, 5.19it/s] 19/499 4.32G 0.01763 0.01324 0.008606 70 640: 24%|##4 | 41/168 [00:08<00:24, 5.19it/s] 19/499 4.32G 0.01763 0.01324 0.008606 70 640: 25%|##5 | 42/168 [00:08<00:24, 5.22it/s] 19/499 4.32G 0.0176 0.0133 0.008699 84 640: 25%|##5 | 42/168 [00:08<00:24, 5.22it/s] 19/499 4.32G 0.0176 0.0133 0.008699 84 640: 26%|##5 | 43/168 [00:08<00:24, 5.12it/s] 19/499 4.32G 0.01759 0.01332 0.008682 66 640: 26%|##5 | 43/168 [00:08<00:24, 5.12it/s] 19/499 4.32G 0.01759 0.01332 0.008682 66 640: 26%|##6 | 44/168 [00:08<00:23, 5.21it/s] 19/499 4.32G 0.01758 0.01325 0.008646 61 640: 26%|##6 | 44/168 [00:08<00:23, 5.21it/s] 19/499 4.32G 0.01758 0.01325 0.008646 61 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s] 19/499 4.32G 0.01759 0.01319 0.008622 52 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s] 19/499 4.32G 0.01759 0.01319 0.008622 52 640: 27%|##7 | 46/168 [00:08<00:23, 5.13it/s] 19/499 4.32G 0.01756 0.01319 0.008561 71 640: 27%|##7 | 46/168 [00:08<00:23, 5.13it/s] 19/499 4.32G 0.01756 0.01319 0.008561 71 640: 28%|##7 | 47/168 [00:08<00:23, 5.23it/s] 19/499 4.32G 0.01756 0.01323 0.008588 72 640: 28%|##7 | 47/168 [00:09<00:23, 5.23it/s] 19/499 4.32G 0.01756 0.01323 0.008588 72 640: 29%|##8 | 48/168 [00:09<00:22, 5.32it/s] 19/499 4.32G 0.01758 0.01327 0.008548 73 640: 29%|##8 | 48/168 [00:09<00:22, 5.32it/s] 19/499 4.32G 0.01758 0.01327 0.008548 73 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s] 19/499 4.32G 0.0176 0.01327 0.00856 73 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s] 19/499 4.32G 0.0176 0.01327 0.00856 73 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s] 19/499 4.32G 0.01763 0.01326 0.008541 59 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s] 19/499 4.32G 0.01763 0.01326 0.008541 59 640: 30%|### | 51/168 [00:09<00:21, 5.32it/s] 19/499 4.32G 0.0176 0.0133 0.008498 82 640: 30%|### | 51/168 [00:09<00:21, 5.32it/s] 19/499 4.32G 0.0176 0.0133 0.008498 82 640: 31%|### | 52/168 [00:09<00:22, 5.16it/s] 19/499 4.32G 0.01758 0.01324 0.008457 56 640: 31%|### | 52/168 [00:10<00:22, 5.16it/s] 19/499 4.32G 0.01758 0.01324 0.008457 56 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s] 19/499 4.32G 0.01758 0.01321 0.008394 60 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s] 19/499 4.32G 0.01758 0.01321 0.008394 60 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s] 19/499 4.32G 0.0176 0.01322 0.008412 69 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s] 19/499 4.32G 0.0176 0.01322 0.008412 69 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s] 19/499 4.32G 0.01761 0.01328 0.008504 78 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s] 19/499 4.32G 0.01761 0.01328 0.008504 78 640: 33%|###3 | 56/168 [00:10<00:21, 5.33it/s] 19/499 4.32G 0.0176 0.01328 0.00851 66 640: 33%|###3 | 56/168 [00:10<00:21, 5.33it/s] 19/499 4.32G 0.0176 0.01328 0.00851 66 640: 34%|###3 | 57/168 [00:10<00:20, 5.38it/s] 19/499 4.32G 0.01758 0.01327 0.008563 77 640: 34%|###3 | 57/168 [00:11<00:20, 5.38it/s] 19/499 4.32G 0.01758 0.01327 0.008563 77 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s] 19/499 4.32G 0.01758 0.01327 0.008548 65 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s] 19/499 4.32G 0.01758 0.01327 0.008548 65 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s] 19/499 4.32G 0.01758 0.0133 0.008581 72 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s] 19/499 4.32G 0.01758 0.0133 0.008581 72 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s] 19/499 4.32G 0.0176 0.01328 0.008589 66 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s] 19/499 4.32G 0.0176 0.01328 0.008589 66 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s] 19/499 4.32G 0.01759 0.01327 0.008591 60 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s] 19/499 4.32G 0.01759 0.01327 0.008591 60 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s] 19/499 4.32G 0.01754 0.01323 0.008584 64 640: 37%|###6 | 62/168 [00:12<00:20, 5.28it/s] 19/499 4.32G 0.01754 0.01323 0.008584 64 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s] 19/499 4.32G 0.01755 0.01326 0.008545 74 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s] 19/499 4.32G 0.01755 0.01326 0.008545 74 640: 38%|###8 | 64/168 [00:12<00:20, 5.20it/s] 19/499 4.32G 0.01751 0.01321 0.008576 61 640: 38%|###8 | 64/168 [00:12<00:20, 5.20it/s] 19/499 4.32G 0.01751 0.01321 0.008576 61 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s] 19/499 4.32G 0.01751 0.01318 0.008644 53 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s] 19/499 4.32G 0.01751 0.01318 0.008644 53 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s] 19/499 4.32G 0.01752 0.01323 0.008591 79 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s] 19/499 4.32G 0.01752 0.01323 0.008591 79 640: 40%|###9 | 67/168 [00:12<00:19, 5.12it/s] 19/499 4.32G 0.01749 0.01323 0.008532 66 640: 40%|###9 | 67/168 [00:12<00:19, 5.12it/s] 19/499 4.32G 0.01749 0.01323 0.008532 66 640: 40%|#### | 68/168 [00:12<00:19, 5.24it/s] 19/499 4.32G 0.01749 0.01326 0.008554 79 640: 40%|#### | 68/168 [00:13<00:19, 5.24it/s] 19/499 4.32G 0.01749 0.01326 0.008554 79 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s] 19/499 4.32G 0.01746 0.01323 0.008638 66 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s] 19/499 4.32G 0.01746 0.01323 0.008638 66 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s] 19/499 4.32G 0.01746 0.01327 0.008614 86 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s] 19/499 4.32G 0.01746 0.01327 0.008614 86 640: 42%|####2 | 71/168 [00:13<00:18, 5.26it/s] 19/499 4.32G 0.01746 0.01326 0.008553 71 640: 42%|####2 | 71/168 [00:13<00:18, 5.26it/s] 19/499 4.32G 0.01746 0.01326 0.008553 71 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s] 19/499 4.32G 0.01746 0.01323 0.008574 53 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s] 19/499 4.32G 0.01746 0.01323 0.008574 53 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s] 19/499 4.32G 0.01744 0.01321 0.008519 60 640: 43%|####3 | 73/168 [00:14<00:18, 5.21it/s] 19/499 4.32G 0.01744 0.01321 0.008519 60 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s] 19/499 4.32G 0.01745 0.01322 0.008514 73 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s] 19/499 4.32G 0.01745 0.01322 0.008514 73 640: 45%|####4 | 75/168 [00:14<00:17, 5.31it/s] 19/499 4.32G 0.01743 0.01321 0.008511 66 640: 45%|####4 | 75/168 [00:14<00:17, 5.31it/s] 19/499 4.32G 0.01743 0.01321 0.008511 66 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s] 19/499 4.32G 0.01742 0.01319 0.008515 64 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s] 19/499 4.32G 0.01742 0.01319 0.008515 64 640: 46%|####5 | 77/168 [00:14<00:17, 5.19it/s] 19/499 4.32G 0.01739 0.01321 0.008489 76 640: 46%|####5 | 77/168 [00:14<00:17, 5.19it/s] 19/499 4.32G 0.01739 0.01321 0.008489 76 640: 46%|####6 | 78/168 [00:14<00:17, 5.26it/s] 19/499 4.32G 0.01738 0.0132 0.008496 64 640: 46%|####6 | 78/168 [00:15<00:17, 5.26it/s] 19/499 4.32G 0.01738 0.0132 0.008496 64 640: 47%|####7 | 79/168 [00:15<00:17, 5.16it/s] 19/499 4.32G 0.01737 0.01319 0.008496 72 640: 47%|####7 | 79/168 [00:15<00:17, 5.16it/s] 19/499 4.32G 0.01737 0.01319 0.008496 72 640: 48%|####7 | 80/168 [00:15<00:16, 5.25it/s] 19/499 4.32G 0.01738 0.01326 0.008521 91 640: 48%|####7 | 80/168 [00:15<00:16, 5.25it/s] 19/499 4.32G 0.01738 0.01326 0.008521 91 640: 48%|####8 | 81/168 [00:15<00:16, 5.31it/s] 19/499 4.32G 0.01735 0.01324 0.008494 61 640: 48%|####8 | 81/168 [00:15<00:16, 5.31it/s] 19/499 4.32G 0.01735 0.01324 0.008494 61 640: 49%|####8 | 82/168 [00:15<00:16, 5.16it/s] 19/499 4.32G 0.01736 0.01328 0.008541 84 640: 49%|####8 | 82/168 [00:15<00:16, 5.16it/s] 19/499 4.32G 0.01736 0.01328 0.008541 84 640: 49%|####9 | 83/168 [00:15<00:16, 5.25it/s] 19/499 4.32G 0.01736 0.01327 0.008574 71 640: 49%|####9 | 83/168 [00:16<00:16, 5.25it/s] 19/499 4.32G 0.01736 0.01327 0.008574 71 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s] 19/499 4.32G 0.01735 0.01329 0.008557 70 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s] 19/499 4.32G 0.01735 0.01329 0.008557 70 640: 51%|##### | 85/168 [00:16<00:16, 5.17it/s] 19/499 4.32G 0.01738 0.01329 0.008549 65 640: 51%|##### | 85/168 [00:16<00:16, 5.17it/s] 19/499 4.32G 0.01738 0.01329 0.008549 65 640: 51%|#####1 | 86/168 [00:16<00:15, 5.23it/s] 19/499 4.32G 0.01739 0.0133 0.008553 63 640: 51%|#####1 | 86/168 [00:16<00:15, 5.23it/s] 19/499 4.32G 0.01739 0.0133 0.008553 63 640: 52%|#####1 | 87/168 [00:16<00:15, 5.30it/s] 19/499 4.32G 0.01739 0.01332 0.008535 74 640: 52%|#####1 | 87/168 [00:16<00:15, 5.30it/s] 19/499 4.32G 0.01739 0.01332 0.008535 74 640: 52%|#####2 | 88/168 [00:16<00:15, 5.18it/s] 19/499 4.32G 0.01743 0.01336 0.008497 67 640: 52%|#####2 | 88/168 [00:16<00:15, 5.18it/s] 19/499 4.32G 0.01743 0.01336 0.008497 67 640: 53%|#####2 | 89/168 [00:16<00:15, 5.26it/s] 19/499 4.32G 0.01742 0.01338 0.008473 87 640: 53%|#####2 | 89/168 [00:17<00:15, 5.26it/s] 19/499 4.32G 0.01742 0.01338 0.008473 87 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s] 19/499 4.32G 0.0174 0.01338 0.008429 73 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s] 19/499 4.32G 0.0174 0.01338 0.008429 73 640: 54%|#####4 | 91/168 [00:17<00:14, 5.18it/s] 19/499 4.32G 0.01738 0.01339 0.008405 73 640: 54%|#####4 | 91/168 [00:17<00:14, 5.18it/s] 19/499 4.32G 0.01738 0.01339 0.008405 73 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s] 19/499 4.32G 0.01738 0.01333 0.00841 45 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s] 19/499 4.32G 0.01738 0.01333 0.00841 45 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s] 19/499 4.32G 0.01738 0.01338 0.008416 87 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s] 19/499 4.32G 0.01738 0.01338 0.008416 87 640: 56%|#####5 | 94/168 [00:17<00:14, 5.22it/s] 19/499 4.32G 0.01738 0.01337 0.008444 68 640: 56%|#####5 | 94/168 [00:18<00:14, 5.22it/s] 19/499 4.32G 0.01738 0.01337 0.008444 68 640: 57%|#####6 | 95/168 [00:18<00:13, 5.23it/s] 19/499 4.32G 0.01741 0.01337 0.008458 61 640: 57%|#####6 | 95/168 [00:18<00:13, 5.23it/s] 19/499 4.32G 0.01741 0.01337 0.008458 61 640: 57%|#####7 | 96/168 [00:18<00:13, 5.30it/s] 19/499 4.32G 0.0174 0.01337 0.008435 64 640: 57%|#####7 | 96/168 [00:18<00:13, 5.30it/s] 19/499 4.32G 0.0174 0.01337 0.008435 64 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s] 19/499 4.32G 0.0174 0.01336 0.008479 67 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s] 19/499 4.32G 0.0174 0.01336 0.008479 67 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s] 19/499 4.32G 0.01739 0.01334 0.008474 69 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s] 19/499 4.32G 0.01739 0.01334 0.008474 69 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s] 19/499 4.32G 0.0174 0.01335 0.008493 64 640: 59%|#####8 | 99/168 [00:19<00:12, 5.33it/s] 19/499 4.32G 0.0174 0.01335 0.008493 64 640: 60%|#####9 | 100/168 [00:19<00:13, 5.16it/s] 19/499 4.32G 0.0174 0.01335 0.008487 62 640: 60%|#####9 | 100/168 [00:19<00:13, 5.16it/s] 19/499 4.32G 0.0174 0.01335 0.008487 62 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s] 19/499 4.32G 0.01741 0.01334 0.008445 64 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s] 19/499 4.32G 0.01741 0.01334 0.008445 64 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s] 19/499 4.32G 0.01742 0.01332 0.00845 56 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s] 19/499 4.32G 0.01742 0.01332 0.00845 56 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s] 19/499 4.32G 0.01743 0.0133 0.00844 58 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s] 19/499 4.32G 0.01743 0.0133 0.00844 58 640: 62%|######1 | 104/168 [00:19<00:12, 5.28it/s] 19/499 4.32G 0.01743 0.01332 0.008412 81 640: 62%|######1 | 104/168 [00:20<00:12, 5.28it/s] 19/499 4.32G 0.01743 0.01332 0.008412 81 640: 62%|######2 | 105/168 [00:20<00:11, 5.34it/s] 19/499 4.32G 0.01743 0.01331 0.008393 63 640: 62%|######2 | 105/168 [00:20<00:11, 5.34it/s] 19/499 4.32G 0.01743 0.01331 0.008393 63 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s] 19/499 4.32G 0.01742 0.01331 0.00837 64 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s] 19/499 4.32G 0.01742 0.01331 0.00837 64 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s] 19/499 4.32G 0.01743 0.01331 0.008352 70 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s] 19/499 4.32G 0.01743 0.01331 0.008352 70 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s] 19/499 4.32G 0.01742 0.01331 0.008296 77 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s] 19/499 4.32G 0.01742 0.01331 0.008296 77 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s] 19/499 4.32G 0.01741 0.01332 0.008279 79 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s] 19/499 4.32G 0.01741 0.01332 0.008279 79 640: 65%|######5 | 110/168 [00:20<00:10, 5.28it/s] 19/499 4.32G 0.01742 0.01331 0.008251 61 640: 65%|######5 | 110/168 [00:21<00:10, 5.28it/s] 19/499 4.32G 0.01742 0.01331 0.008251 61 640: 66%|######6 | 111/168 [00:21<00:10, 5.37it/s] 19/499 4.32G 0.0174 0.01331 0.00823 71 640: 66%|######6 | 111/168 [00:21<00:10, 5.37it/s] 19/499 4.32G 0.0174 0.01331 0.00823 71 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s] 19/499 4.32G 0.0174 0.01329 0.008209 56 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s] 19/499 4.32G 0.0174 0.01329 0.008209 56 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s] 19/499 4.32G 0.01738 0.01328 0.008194 67 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s] 19/499 4.32G 0.01738 0.01328 0.008194 67 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s] 19/499 4.32G 0.01738 0.01329 0.008212 71 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s] 19/499 4.32G 0.01738 0.01329 0.008212 71 640: 68%|######8 | 115/168 [00:21<00:10, 5.24it/s] 19/499 4.32G 0.01739 0.0133 0.00823 74 640: 68%|######8 | 115/168 [00:22<00:10, 5.24it/s] 19/499 4.32G 0.01739 0.0133 0.00823 74 640: 69%|######9 | 116/168 [00:22<00:09, 5.32it/s] 19/499 4.32G 0.01739 0.01331 0.008214 75 640: 69%|######9 | 116/168 [00:22<00:09, 5.32it/s] 19/499 4.32G 0.01739 0.01331 0.008214 75 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s] 19/499 4.32G 0.01739 0.0133 0.008188 58 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s] 19/499 4.32G 0.01739 0.0133 0.008188 58 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s] 19/499 4.32G 0.01738 0.01332 0.008203 91 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s] 19/499 4.32G 0.01738 0.01332 0.008203 91 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s] 19/499 4.32G 0.01737 0.01333 0.008201 87 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s] 19/499 4.32G 0.01737 0.01333 0.008201 87 640: 71%|#######1 | 120/168 [00:22<00:09, 5.31it/s] 19/499 4.32G 0.01736 0.01332 0.008207 60 640: 71%|#######1 | 120/168 [00:23<00:09, 5.31it/s] 19/499 4.32G 0.01736 0.01332 0.008207 60 640: 72%|#######2 | 121/168 [00:23<00:09, 5.20it/s] 19/499 4.32G 0.01735 0.0133 0.008223 66 640: 72%|#######2 | 121/168 [00:23<00:09, 5.20it/s] 19/499 4.32G 0.01735 0.0133 0.008223 66 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s] 19/499 4.32G 0.01735 0.01329 0.00823 62 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s] 19/499 4.32G 0.01735 0.01329 0.00823 62 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s] 19/499 4.32G 0.01736 0.0133 0.008211 70 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s] 19/499 4.32G 0.01736 0.0133 0.008211 70 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s] 19/499 4.32G 0.01736 0.01328 0.008211 56 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s] 19/499 4.32G 0.01736 0.01328 0.008211 56 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s] 19/499 4.32G 0.01736 0.0133 0.008207 74 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s] 19/499 4.32G 0.01736 0.0133 0.008207 74 640: 75%|#######5 | 126/168 [00:23<00:07, 5.33it/s] 19/499 4.32G 0.01738 0.01331 0.008213 71 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s] 19/499 4.32G 0.01738 0.01331 0.008213 71 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s] 19/499 4.32G 0.01737 0.01331 0.008207 81 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s] 19/499 4.32G 0.01737 0.01331 0.008207 81 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s] 19/499 4.32G 0.01739 0.01333 0.008169 77 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s] 19/499 4.32G 0.01739 0.01333 0.008169 77 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s] 19/499 4.32G 0.01736 0.01332 0.008209 66 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s] 19/499 4.32G 0.01736 0.01332 0.008209 66 640: 77%|#######7 | 130/168 [00:24<00:07, 5.15it/s] 19/499 4.32G 0.01736 0.01333 0.008206 63 640: 77%|#######7 | 130/168 [00:24<00:07, 5.15it/s] 19/499 4.32G 0.01736 0.01333 0.008206 63 640: 78%|#######7 | 131/168 [00:24<00:07, 5.27it/s] 19/499 4.32G 0.01736 0.01333 0.00823 74 640: 78%|#######7 | 131/168 [00:25<00:07, 5.27it/s] 19/499 4.32G 0.01736 0.01333 0.00823 74 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s] 19/499 4.32G 0.01737 0.01331 0.008224 49 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s] 19/499 4.32G 0.01737 0.01331 0.008224 49 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s] 19/499 4.32G 0.01738 0.01331 0.008221 71 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s] 19/499 4.32G 0.01738 0.01331 0.008221 71 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s] 19/499 4.32G 0.01739 0.01333 0.008215 67 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s] 19/499 4.32G 0.01739 0.01333 0.008215 67 640: 80%|######## | 135/168 [00:25<00:06, 5.25it/s] 19/499 4.32G 0.01739 0.01335 0.008239 81 640: 80%|######## | 135/168 [00:25<00:06, 5.25it/s] 19/499 4.32G 0.01739 0.01335 0.008239 81 640: 81%|######## | 136/168 [00:25<00:06, 5.11it/s] 19/499 4.32G 0.0174 0.01336 0.008227 77 640: 81%|######## | 136/168 [00:26<00:06, 5.11it/s] 19/499 4.32G 0.0174 0.01336 0.008227 77 640: 82%|########1 | 137/168 [00:26<00:05, 5.21it/s] 19/499 4.32G 0.0174 0.01336 0.008228 79 640: 82%|########1 | 137/168 [00:26<00:05, 5.21it/s] 19/499 4.32G 0.0174 0.01336 0.008228 79 640: 82%|########2 | 138/168 [00:26<00:05, 5.28it/s] 19/499 4.32G 0.01738 0.01334 0.008207 71 640: 82%|########2 | 138/168 [00:26<00:05, 5.28it/s] 19/499 4.32G 0.01738 0.01334 0.008207 71 640: 83%|########2 | 139/168 [00:26<00:05, 5.11it/s] 19/499 4.32G 0.01738 0.01335 0.008189 75 640: 83%|########2 | 139/168 [00:26<00:05, 5.11it/s] 19/499 4.32G 0.01738 0.01335 0.008189 75 640: 83%|########3 | 140/168 [00:26<00:05, 5.22it/s] 19/499 4.32G 0.01737 0.01335 0.008173 81 640: 83%|########3 | 140/168 [00:26<00:05, 5.22it/s] 19/499 4.32G 0.01737 0.01335 0.008173 81 640: 84%|########3 | 141/168 [00:26<00:05, 5.30it/s] 19/499 4.32G 0.01738 0.01336 0.008153 67 640: 84%|########3 | 141/168 [00:27<00:05, 5.30it/s] 19/499 4.32G 0.01738 0.01336 0.008153 67 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s] 19/499 4.32G 0.01736 0.01334 0.008157 67 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s] 19/499 4.32G 0.01736 0.01334 0.008157 67 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s] 19/499 4.32G 0.01736 0.01332 0.008141 57 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s] 19/499 4.32G 0.01736 0.01332 0.008141 57 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s] 19/499 4.32G 0.01735 0.01332 0.008171 72 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s] 19/499 4.32G 0.01735 0.01332 0.008171 72 640: 86%|########6 | 145/168 [00:27<00:04, 5.14it/s] 19/499 4.32G 0.01736 0.01332 0.00816 72 640: 86%|########6 | 145/168 [00:27<00:04, 5.14it/s] 19/499 4.32G 0.01736 0.01332 0.00816 72 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s] 19/499 4.32G 0.01737 0.01334 0.008166 80 640: 87%|########6 | 146/168 [00:28<00:04, 5.25it/s] 19/499 4.32G 0.01737 0.01334 0.008166 80 640: 88%|########7 | 147/168 [00:28<00:03, 5.32it/s] 19/499 4.32G 0.01735 0.01331 0.008154 43 640: 88%|########7 | 147/168 [00:28<00:03, 5.32it/s] 19/499 4.32G 0.01735 0.01331 0.008154 43 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s] 19/499 4.32G 0.01736 0.01332 0.008151 74 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s] 19/499 4.32G 0.01736 0.01332 0.008151 74 640: 89%|########8 | 149/168 [00:28<00:03, 5.25it/s] 19/499 4.32G 0.01735 0.0133 0.00814 51 640: 89%|########8 | 149/168 [00:28<00:03, 5.25it/s] 19/499 4.32G 0.01735 0.0133 0.00814 51 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s] 19/499 4.32G 0.01734 0.01329 0.008133 65 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s] 19/499 4.32G 0.01734 0.01329 0.008133 65 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s] 19/499 4.32G 0.01734 0.01328 0.008158 56 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s] 19/499 4.32G 0.01734 0.01328 0.008158 56 640: 90%|######### | 152/168 [00:28<00:03, 5.29it/s] 19/499 4.32G 0.01736 0.01329 0.00819 66 640: 90%|######### | 152/168 [00:29<00:03, 5.29it/s] 19/499 4.32G 0.01736 0.01329 0.00819 66 640: 91%|#########1| 153/168 [00:29<00:02, 5.37it/s] 19/499 4.32G 0.01736 0.01329 0.008165 67 640: 91%|#########1| 153/168 [00:29<00:02, 5.37it/s] 19/499 4.32G 0.01736 0.01329 0.008165 67 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s] 19/499 4.32G 0.01736 0.01327 0.008192 65 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s] 19/499 4.32G 0.01736 0.01327 0.008192 65 640: 92%|#########2| 155/168 [00:29<00:02, 5.33it/s] 19/499 4.32G 0.01736 0.01327 0.00816 62 640: 92%|#########2| 155/168 [00:29<00:02, 5.33it/s] 19/499 4.32G 0.01736 0.01327 0.00816 62 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s] 19/499 4.32G 0.01736 0.01327 0.008162 70 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s] 19/499 4.32G 0.01736 0.01327 0.008162 70 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s] 19/499 4.32G 0.01735 0.01327 0.008154 70 640: 93%|#########3| 157/168 [00:30<00:02, 5.22it/s] 19/499 4.32G 0.01735 0.01327 0.008154 70 640: 94%|#########4| 158/168 [00:30<00:01, 5.32it/s] 19/499 4.32G 0.01733 0.01326 0.008126 62 640: 94%|#########4| 158/168 [00:30<00:01, 5.32it/s] 19/499 4.32G 0.01733 0.01326 0.008126 62 640: 95%|#########4| 159/168 [00:30<00:01, 5.38it/s] 19/499 4.32G 0.01732 0.01325 0.008123 59 640: 95%|#########4| 159/168 [00:30<00:01, 5.38it/s] 19/499 4.32G 0.01732 0.01325 0.008123 59 640: 95%|#########5| 160/168 [00:30<00:01, 5.23it/s] 19/499 4.32G 0.01733 0.01325 0.008108 75 640: 95%|#########5| 160/168 [00:30<00:01, 5.23it/s] 19/499 4.32G 0.01733 0.01325 0.008108 75 640: 96%|#########5| 161/168 [00:30<00:01, 5.32it/s] 19/499 4.32G 0.01732 0.01326 0.00809 76 640: 96%|#########5| 161/168 [00:30<00:01, 5.32it/s] 19/499 4.32G 0.01732 0.01326 0.00809 76 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s] 19/499 4.32G 0.01733 0.01327 0.008088 93 640: 96%|#########6| 162/168 [00:31<00:01, 5.36it/s] 19/499 4.32G 0.01733 0.01327 0.008088 93 640: 97%|#########7| 163/168 [00:31<00:00, 5.24it/s] 19/499 4.32G 0.01733 0.01325 0.008069 59 640: 97%|#########7| 163/168 [00:31<00:00, 5.24it/s] 19/499 4.32G 0.01733 0.01325 0.008069 59 640: 98%|#########7| 164/168 [00:31<00:00, 5.32it/s] 19/499 4.32G 0.01732 0.01328 0.008049 80 640: 98%|#########7| 164/168 [00:31<00:00, 5.32it/s] 19/499 4.32G 0.01732 0.01328 0.008049 80 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s] 19/499 4.32G 0.01731 0.01329 0.008057 76 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s] 19/499 4.32G 0.01731 0.01329 0.008057 76 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s] 19/499 4.32G 0.01731 0.01328 0.008043 70 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s] 19/499 4.32G 0.01731 0.01328 0.008043 70 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s] 19/499 4.32G 0.01731 0.01327 0.008029 27 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s] 19/499 4.32G 0.01731 0.01327 0.008029 27 640: 100%|##########| 168/168 [00:31<00:00, 5.38it/s] 19/499 4.32G 0.01731 0.01327 0.008029 27 640: 100%|##########| 168/168 [00:31<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.739 0.871 0.84 0.675 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 20/499 4.32G 0.02134 0.01197 0.006158 54 640: 0%| | 0/168 [00:00<?, ?it/s] 20/499 4.32G 0.02134 0.01197 0.006158 54 640: 1%| | 1/168 [00:00<00:33, 4.92it/s] 20/499 4.32G 0.01928 0.01343 0.004862 74 640: 1%| | 1/168 [00:00<00:33, 4.92it/s] 20/499 4.32G 0.01928 0.01343 0.004862 74 640: 1%|1 | 2/168 [00:00<00:31, 5.27it/s] 20/499 4.32G 0.01893 0.0127 0.007627 64 640: 1%|1 | 2/168 [00:00<00:31, 5.27it/s] 20/499 4.32G 0.01893 0.0127 0.007627 64 640: 2%|1 | 3/168 [00:00<00:30, 5.37it/s] 20/499 4.32G 0.01876 0.01327 0.0077 62 640: 2%|1 | 3/168 [00:00<00:30, 5.37it/s] 20/499 4.32G 0.01876 0.01327 0.0077 62 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s] 20/499 4.32G 0.01833 0.01318 0.007197 68 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s] 20/499 4.32G 0.01833 0.01318 0.007197 68 640: 3%|2 | 5/168 [00:00<00:30, 5.27it/s] 20/499 4.32G 0.01835 0.01313 0.007074 63 640: 3%|2 | 5/168 [00:01<00:30, 5.27it/s] 20/499 4.32G 0.01835 0.01313 0.007074 63 640: 4%|3 | 6/168 [00:01<00:30, 5.30it/s] 20/499 4.32G 0.01854 0.01332 0.007252 68 640: 4%|3 | 6/168 [00:01<00:30, 5.30it/s] 20/499 4.32G 0.01854 0.01332 0.007252 68 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s] 20/499 4.32G 0.01856 0.01348 0.007066 85 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s] 20/499 4.32G 0.01856 0.01348 0.007066 85 640: 5%|4 | 8/168 [00:01<00:30, 5.22it/s] 20/499 4.32G 0.01854 0.01337 0.007355 56 640: 5%|4 | 8/168 [00:01<00:30, 5.22it/s] 20/499 4.32G 0.01854 0.01337 0.007355 56 640: 5%|5 | 9/168 [00:01<00:30, 5.26it/s] 20/499 4.32G 0.01844 0.0135 0.008461 72 640: 5%|5 | 9/168 [00:01<00:30, 5.26it/s] 20/499 4.32G 0.01844 0.0135 0.008461 72 640: 6%|5 | 10/168 [00:01<00:31, 5.07it/s] 20/499 4.32G 0.01846 0.01363 0.008717 69 640: 6%|5 | 10/168 [00:02<00:31, 5.07it/s] 20/499 4.32G 0.01846 0.01363 0.008717 69 640: 7%|6 | 11/168 [00:02<00:30, 5.19it/s] 20/499 4.32G 0.01853 0.01339 0.008548 55 640: 7%|6 | 11/168 [00:02<00:30, 5.19it/s] 20/499 4.32G 0.01853 0.01339 0.008548 55 640: 7%|7 | 12/168 [00:02<00:29, 5.28it/s] 20/499 4.32G 0.01863 0.01345 0.008468 65 640: 7%|7 | 12/168 [00:02<00:29, 5.28it/s] 20/499 4.32G 0.01863 0.01345 0.008468 65 640: 8%|7 | 13/168 [00:02<00:29, 5.17it/s] 20/499 4.32G 0.01866 0.01352 0.00816 70 640: 8%|7 | 13/168 [00:02<00:29, 5.17it/s] 20/499 4.32G 0.01866 0.01352 0.00816 70 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s] 20/499 4.32G 0.01873 0.01345 0.007888 65 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s] 20/499 4.32G 0.01873 0.01345 0.007888 65 640: 9%|8 | 15/168 [00:02<00:28, 5.33it/s] 20/499 4.32G 0.01861 0.01324 0.008024 55 640: 9%|8 | 15/168 [00:03<00:28, 5.33it/s] 20/499 4.32G 0.01861 0.01324 0.008024 55 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s] 20/499 4.32G 0.01862 0.0132 0.007956 66 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s] 20/499 4.32G 0.01862 0.0132 0.007956 66 640: 10%|# | 17/168 [00:03<00:28, 5.29it/s] 20/499 4.32G 0.01843 0.01323 0.007821 75 640: 10%|# | 17/168 [00:03<00:28, 5.29it/s] 20/499 4.32G 0.01843 0.01323 0.007821 75 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s] 20/499 4.32G 0.01831 0.01319 0.007674 65 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s] 20/499 4.32G 0.01831 0.01319 0.007674 65 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s] 20/499 4.32G 0.01826 0.01329 0.007696 68 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s] 20/499 4.32G 0.01826 0.01329 0.007696 68 640: 12%|#1 | 20/168 [00:03<00:27, 5.32it/s] 20/499 4.32G 0.01819 0.01322 0.007684 62 640: 12%|#1 | 20/168 [00:03<00:27, 5.32it/s] 20/499 4.32G 0.01819 0.01322 0.007684 62 640: 12%|#2 | 21/168 [00:03<00:27, 5.37it/s] 20/499 4.32G 0.01809 0.01326 0.007695 66 640: 12%|#2 | 21/168 [00:04<00:27, 5.37it/s] 20/499 4.32G 0.01809 0.01326 0.007695 66 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s] 20/499 4.32G 0.01809 0.01317 0.007642 64 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s] 20/499 4.32G 0.01809 0.01317 0.007642 64 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s] 20/499 4.32G 0.01802 0.01305 0.007754 57 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s] 20/499 4.32G 0.01802 0.01305 0.007754 57 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s] 20/499 4.32G 0.01804 0.01299 0.007795 63 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s] 20/499 4.32G 0.01804 0.01299 0.007795 63 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s] 20/499 4.32G 0.01799 0.01289 0.007743 60 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s] 20/499 4.32G 0.01799 0.01289 0.007743 60 640: 15%|#5 | 26/168 [00:04<00:27, 5.25it/s] 20/499 4.32G 0.01799 0.01283 0.007881 58 640: 15%|#5 | 26/168 [00:05<00:27, 5.25it/s] 20/499 4.32G 0.01799 0.01283 0.007881 58 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s] 20/499 4.32G 0.01794 0.01273 0.007878 56 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s] 20/499 4.32G 0.01794 0.01273 0.007878 56 640: 17%|#6 | 28/168 [00:05<00:27, 5.17it/s] 20/499 4.32G 0.01787 0.01272 0.007719 68 640: 17%|#6 | 28/168 [00:05<00:27, 5.17it/s] 20/499 4.32G 0.01787 0.01272 0.007719 68 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s] 20/499 4.32G 0.01789 0.01277 0.007753 74 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s] 20/499 4.32G 0.01789 0.01277 0.007753 74 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s] 20/499 4.32G 0.01792 0.01277 0.007855 64 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s] 20/499 4.32G 0.01792 0.01277 0.007855 64 640: 18%|#8 | 31/168 [00:05<00:26, 5.21it/s] 20/499 4.32G 0.01789 0.01268 0.007841 60 640: 18%|#8 | 31/168 [00:06<00:26, 5.21it/s] 20/499 4.32G 0.01789 0.01268 0.007841 60 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s] 20/499 4.32G 0.01789 0.0128 0.007795 82 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s] 20/499 4.32G 0.01789 0.0128 0.007795 82 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s] 20/499 4.32G 0.01795 0.01277 0.007864 63 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s] 20/499 4.32G 0.01795 0.01277 0.007864 63 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s] 20/499 4.32G 0.01796 0.01279 0.00781 71 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s] 20/499 4.32G 0.01796 0.01279 0.00781 71 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s] 20/499 4.32G 0.01792 0.01278 0.007798 63 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s] 20/499 4.32G 0.01792 0.01278 0.007798 63 640: 21%|##1 | 36/168 [00:06<00:24, 5.36it/s] 20/499 4.32G 0.0179 0.01286 0.007777 80 640: 21%|##1 | 36/168 [00:07<00:24, 5.36it/s] 20/499 4.32G 0.0179 0.01286 0.007777 80 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s] 20/499 4.32G 0.01789 0.01285 0.007692 63 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s] 20/499 4.32G 0.01789 0.01285 0.007692 63 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s] 20/499 4.32G 0.01783 0.01281 0.007751 59 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s] 20/499 4.32G 0.01783 0.01281 0.007751 59 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s] 20/499 4.32G 0.01774 0.01277 0.007767 67 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s] 20/499 4.32G 0.01774 0.01277 0.007767 67 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s] 20/499 4.32G 0.01773 0.01273 0.007728 59 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s] 20/499 4.32G 0.01773 0.01273 0.007728 59 640: 24%|##4 | 41/168 [00:07<00:23, 5.29it/s] 20/499 4.32G 0.01775 0.01277 0.007743 69 640: 24%|##4 | 41/168 [00:07<00:23, 5.29it/s] 20/499 4.32G 0.01775 0.01277 0.007743 69 640: 25%|##5 | 42/168 [00:07<00:23, 5.36it/s] 20/499 4.32G 0.0178 0.01282 0.007806 80 640: 25%|##5 | 42/168 [00:08<00:23, 5.36it/s] 20/499 4.32G 0.0178 0.01282 0.007806 80 640: 26%|##5 | 43/168 [00:08<00:23, 5.22it/s] 20/499 4.32G 0.01776 0.01287 0.007833 75 640: 26%|##5 | 43/168 [00:08<00:23, 5.22it/s] 20/499 4.32G 0.01776 0.01287 0.007833 75 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s] 20/499 4.32G 0.01775 0.01286 0.007843 51 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s] 20/499 4.32G 0.01775 0.01286 0.007843 51 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s] 20/499 4.32G 0.01777 0.01286 0.007852 64 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s] 20/499 4.32G 0.01777 0.01286 0.007852 64 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s] 20/499 4.32G 0.01779 0.01291 0.007881 72 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s] 20/499 4.32G 0.01779 0.01291 0.007881 72 640: 28%|##7 | 47/168 [00:08<00:23, 5.23it/s] 20/499 4.32G 0.0178 0.01293 0.007869 68 640: 28%|##7 | 47/168 [00:09<00:23, 5.23it/s] 20/499 4.32G 0.0178 0.01293 0.007869 68 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s] 20/499 4.32G 0.01783 0.01292 0.00803 57 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s] 20/499 4.32G 0.01783 0.01292 0.00803 57 640: 29%|##9 | 49/168 [00:09<00:22, 5.18it/s] 20/499 4.32G 0.01783 0.01292 0.007989 66 640: 29%|##9 | 49/168 [00:09<00:22, 5.18it/s] 20/499 4.32G 0.01783 0.01292 0.007989 66 640: 30%|##9 | 50/168 [00:09<00:22, 5.14it/s] 20/499 4.32G 0.01782 0.01296 0.007976 76 640: 30%|##9 | 50/168 [00:09<00:22, 5.14it/s] 20/499 4.32G 0.01782 0.01296 0.007976 76 640: 30%|### | 51/168 [00:09<00:22, 5.26it/s] 20/499 4.32G 0.01781 0.01295 0.008018 69 640: 30%|### | 51/168 [00:09<00:22, 5.26it/s] 20/499 4.32G 0.01781 0.01295 0.008018 69 640: 31%|### | 52/168 [00:09<00:22, 5.14it/s] 20/499 4.32G 0.01781 0.01295 0.008033 75 640: 31%|### | 52/168 [00:10<00:22, 5.14it/s] 20/499 4.32G 0.01781 0.01295 0.008033 75 640: 32%|###1 | 53/168 [00:10<00:22, 5.22it/s] 20/499 4.32G 0.01782 0.01293 0.008146 64 640: 32%|###1 | 53/168 [00:10<00:22, 5.22it/s] 20/499 4.32G 0.01782 0.01293 0.008146 64 640: 32%|###2 | 54/168 [00:10<00:21, 5.18it/s] 20/499 4.32G 0.01784 0.01299 0.008147 82 640: 32%|###2 | 54/168 [00:10<00:21, 5.18it/s] 20/499 4.32G 0.01784 0.01299 0.008147 82 640: 33%|###2 | 55/168 [00:10<00:22, 5.09it/s] 20/499 4.32G 0.0178 0.01298 0.008051 64 640: 33%|###2 | 55/168 [00:10<00:22, 5.09it/s] 20/499 4.32G 0.0178 0.01298 0.008051 64 640: 33%|###3 | 56/168 [00:10<00:21, 5.19it/s] 20/499 4.32G 0.01777 0.01295 0.008068 70 640: 33%|###3 | 56/168 [00:10<00:21, 5.19it/s] 20/499 4.32G 0.01777 0.01295 0.008068 70 640: 34%|###3 | 57/168 [00:10<00:21, 5.28it/s] 20/499 4.32G 0.01781 0.01297 0.008072 65 640: 34%|###3 | 57/168 [00:11<00:21, 5.28it/s] 20/499 4.32G 0.01781 0.01297 0.008072 65 640: 35%|###4 | 58/168 [00:11<00:21, 5.15it/s] 20/499 4.32G 0.01784 0.01299 0.008062 63 640: 35%|###4 | 58/168 [00:11<00:21, 5.15it/s] 20/499 4.32G 0.01784 0.01299 0.008062 63 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s] 20/499 4.32G 0.01781 0.01299 0.008058 69 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s] 20/499 4.32G 0.01781 0.01299 0.008058 69 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s] 20/499 4.32G 0.01785 0.01299 0.008157 60 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s] 20/499 4.32G 0.01785 0.01299 0.008157 60 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s] 20/499 4.32G 0.01786 0.01302 0.008127 78 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s] 20/499 4.32G 0.01786 0.01302 0.008127 78 640: 37%|###6 | 62/168 [00:11<00:20, 5.24it/s] 20/499 4.32G 0.01784 0.013 0.008144 70 640: 37%|###6 | 62/168 [00:11<00:20, 5.24it/s] 20/499 4.32G 0.01784 0.013 0.008144 70 640: 38%|###7 | 63/168 [00:11<00:19, 5.31it/s] 20/499 4.32G 0.01784 0.01302 0.008226 72 640: 38%|###7 | 63/168 [00:12<00:19, 5.31it/s] 20/499 4.32G 0.01784 0.01302 0.008226 72 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s] 20/499 4.32G 0.01781 0.013 0.008175 73 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s] 20/499 4.32G 0.01781 0.013 0.008175 73 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s] 20/499 4.32G 0.01784 0.01298 0.008188 62 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s] 20/499 4.32G 0.01784 0.01298 0.008188 62 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s] 20/499 4.32G 0.01785 0.01299 0.008253 67 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s] 20/499 4.32G 0.01785 0.01299 0.008253 67 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s] 20/499 4.32G 0.01786 0.01305 0.008269 91 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s] 20/499 4.32G 0.01786 0.01305 0.008269 91 640: 40%|#### | 68/168 [00:12<00:18, 5.31it/s] 20/499 4.32G 0.01788 0.01303 0.00828 53 640: 40%|#### | 68/168 [00:13<00:18, 5.31it/s] 20/499 4.32G 0.01788 0.01303 0.00828 53 640: 41%|####1 | 69/168 [00:13<00:18, 5.35it/s] 20/499 4.32G 0.01787 0.01303 0.008257 66 640: 41%|####1 | 69/168 [00:13<00:18, 5.35it/s] 20/499 4.32G 0.01787 0.01303 0.008257 66 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s] 20/499 4.32G 0.0179 0.0131 0.008238 85 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s] 20/499 4.32G 0.0179 0.0131 0.008238 85 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s] 20/499 4.32G 0.01788 0.0131 0.008301 71 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s] 20/499 4.32G 0.01788 0.0131 0.008301 71 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s] 20/499 4.32G 0.01786 0.01312 0.008329 78 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s] 20/499 4.32G 0.01786 0.01312 0.008329 78 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s] 20/499 4.32G 0.01784 0.01312 0.008268 60 640: 43%|####3 | 73/168 [00:14<00:18, 5.21it/s] 20/499 4.32G 0.01784 0.01312 0.008268 60 640: 44%|####4 | 74/168 [00:14<00:17, 5.31it/s] 20/499 4.32G 0.01783 0.01316 0.008234 79 640: 44%|####4 | 74/168 [00:14<00:17, 5.31it/s] 20/499 4.32G 0.01783 0.01316 0.008234 79 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s] 20/499 4.32G 0.01782 0.01319 0.008263 81 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s] 20/499 4.32G 0.01782 0.01319 0.008263 81 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s] 20/499 4.32G 0.01781 0.01319 0.008265 70 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s] 20/499 4.32G 0.01781 0.01319 0.008265 70 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s] 20/499 4.32G 0.0178 0.0132 0.008255 72 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s] 20/499 4.32G 0.0178 0.0132 0.008255 72 640: 46%|####6 | 78/168 [00:14<00:16, 5.31it/s] 20/499 4.32G 0.0178 0.01319 0.008297 61 640: 46%|####6 | 78/168 [00:15<00:16, 5.31it/s] 20/499 4.32G 0.0178 0.01319 0.008297 61 640: 47%|####7 | 79/168 [00:15<00:17, 5.18it/s] 20/499 4.32G 0.0178 0.01318 0.00832 58 640: 47%|####7 | 79/168 [00:15<00:17, 5.18it/s] 20/499 4.32G 0.0178 0.01318 0.00832 58 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s] 20/499 4.32G 0.01779 0.01319 0.008367 73 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s] 20/499 4.32G 0.01779 0.01319 0.008367 73 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s] 20/499 4.32G 0.01779 0.01322 0.008354 82 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s] 20/499 4.32G 0.01779 0.01322 0.008354 82 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s] 20/499 4.32G 0.01777 0.01319 0.008317 61 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s] 20/499 4.32G 0.01777 0.01319 0.008317 61 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s] 20/499 4.32G 0.01778 0.01317 0.008288 60 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s] 20/499 4.32G 0.01778 0.01317 0.008288 60 640: 50%|##### | 84/168 [00:15<00:15, 5.35it/s] 20/499 4.32G 0.01778 0.01321 0.008255 80 640: 50%|##### | 84/168 [00:16<00:15, 5.35it/s] 20/499 4.32G 0.01778 0.01321 0.008255 80 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s] 20/499 4.32G 0.01778 0.01321 0.008254 71 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s] 20/499 4.32G 0.01778 0.01321 0.008254 71 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s] 20/499 4.32G 0.01775 0.01321 0.008235 70 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s] 20/499 4.32G 0.01775 0.01321 0.008235 70 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s] 20/499 4.32G 0.01775 0.01325 0.008215 75 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s] 20/499 4.32G 0.01775 0.01325 0.008215 75 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s] 20/499 4.32G 0.01775 0.01328 0.008251 74 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s] 20/499 4.32G 0.01775 0.01328 0.008251 74 640: 53%|#####2 | 89/168 [00:16<00:14, 5.28it/s] 20/499 4.32G 0.01771 0.01327 0.008254 62 640: 53%|#####2 | 89/168 [00:17<00:14, 5.28it/s] 20/499 4.32G 0.01771 0.01327 0.008254 62 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s] 20/499 4.32G 0.0177 0.01325 0.008274 68 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s] 20/499 4.32G 0.0177 0.01325 0.008274 68 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s] 20/499 4.32G 0.01768 0.01322 0.008236 60 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s] 20/499 4.32G 0.01768 0.01322 0.008236 60 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s] 20/499 4.32G 0.01767 0.01322 0.008233 75 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s] 20/499 4.32G 0.01767 0.01322 0.008233 75 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s] 20/499 4.32G 0.01766 0.0132 0.008213 66 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s] 20/499 4.32G 0.01766 0.0132 0.008213 66 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s] 20/499 4.32G 0.01764 0.0132 0.00818 69 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s] 20/499 4.32G 0.01764 0.0132 0.00818 69 640: 57%|#####6 | 95/168 [00:18<00:14, 5.17it/s] 20/499 4.32G 0.01766 0.01321 0.008158 64 640: 57%|#####6 | 95/168 [00:18<00:14, 5.17it/s] 20/499 4.32G 0.01766 0.01321 0.008158 64 640: 57%|#####7 | 96/168 [00:18<00:13, 5.24it/s] 20/499 4.32G 0.01762 0.01321 0.008112 79 640: 57%|#####7 | 96/168 [00:18<00:13, 5.24it/s] 20/499 4.32G 0.01762 0.01321 0.008112 79 640: 58%|#####7 | 97/168 [00:18<00:13, 5.11it/s] 20/499 4.32G 0.01763 0.01322 0.008063 61 640: 58%|#####7 | 97/168 [00:18<00:13, 5.11it/s] 20/499 4.32G 0.01763 0.01322 0.008063 61 640: 58%|#####8 | 98/168 [00:18<00:13, 5.23it/s] 20/499 4.32G 0.01762 0.01319 0.008073 59 640: 58%|#####8 | 98/168 [00:18<00:13, 5.23it/s] 20/499 4.32G 0.01762 0.01319 0.008073 59 640: 59%|#####8 | 99/168 [00:18<00:13, 5.29it/s] 20/499 4.32G 0.01761 0.01318 0.008054 73 640: 59%|#####8 | 99/168 [00:19<00:13, 5.29it/s] 20/499 4.32G 0.01761 0.01318 0.008054 73 640: 60%|#####9 | 100/168 [00:19<00:13, 5.09it/s] 20/499 4.32G 0.01759 0.01321 0.008035 79 640: 60%|#####9 | 100/168 [00:19<00:13, 5.09it/s] 20/499 4.32G 0.01759 0.01321 0.008035 79 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s] 20/499 4.32G 0.01757 0.01321 0.008065 68 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s] 20/499 4.32G 0.01757 0.01321 0.008065 68 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s] 20/499 4.32G 0.01756 0.01321 0.008066 72 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s] 20/499 4.32G 0.01756 0.01321 0.008066 72 640: 61%|######1 | 103/168 [00:19<00:12, 5.17it/s] 20/499 4.32G 0.01756 0.01319 0.008063 59 640: 61%|######1 | 103/168 [00:19<00:12, 5.17it/s] 20/499 4.32G 0.01756 0.01319 0.008063 59 640: 62%|######1 | 104/168 [00:19<00:12, 5.28it/s] 20/499 4.32G 0.01753 0.01319 0.008041 76 640: 62%|######1 | 104/168 [00:19<00:12, 5.28it/s] 20/499 4.32G 0.01753 0.01319 0.008041 76 640: 62%|######2 | 105/168 [00:19<00:11, 5.34it/s] 20/499 4.32G 0.01753 0.01321 0.008037 79 640: 62%|######2 | 105/168 [00:20<00:11, 5.34it/s] 20/499 4.32G 0.01753 0.01321 0.008037 79 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s] 20/499 4.32G 0.01752 0.0132 0.008013 61 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s] 20/499 4.32G 0.01752 0.0132 0.008013 61 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 20/499 4.32G 0.01751 0.0132 0.00801 70 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 20/499 4.32G 0.01751 0.0132 0.00801 70 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s] 20/499 4.32G 0.01749 0.01319 0.007999 74 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s] 20/499 4.32G 0.01749 0.01319 0.007999 74 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s] 20/499 4.32G 0.01748 0.01318 0.008091 55 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s] 20/499 4.32G 0.01748 0.01318 0.008091 55 640: 65%|######5 | 110/168 [00:20<00:10, 5.29it/s] 20/499 4.32G 0.01746 0.0132 0.00807 89 640: 65%|######5 | 110/168 [00:21<00:10, 5.29it/s] 20/499 4.32G 0.01746 0.0132 0.00807 89 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s] 20/499 4.32G 0.01745 0.01318 0.008079 64 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s] 20/499 4.32G 0.01745 0.01318 0.008079 64 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s] 20/499 4.32G 0.01744 0.01318 0.008099 68 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s] 20/499 4.32G 0.01744 0.01318 0.008099 68 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s] 20/499 4.32G 0.01744 0.01316 0.008158 60 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s] 20/499 4.32G 0.01744 0.01316 0.008158 60 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s] 20/499 4.32G 0.01743 0.01313 0.008119 57 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s] 20/499 4.32G 0.01743 0.01313 0.008119 57 640: 68%|######8 | 115/168 [00:21<00:10, 5.16it/s] 20/499 4.32G 0.01742 0.01313 0.00809 61 640: 68%|######8 | 115/168 [00:22<00:10, 5.16it/s] 20/499 4.32G 0.01742 0.01313 0.00809 61 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s] 20/499 4.32G 0.0174 0.01311 0.008114 52 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s] 20/499 4.32G 0.0174 0.01311 0.008114 52 640: 70%|######9 | 117/168 [00:22<00:09, 5.31it/s] 20/499 4.32G 0.0174 0.01309 0.008089 58 640: 70%|######9 | 117/168 [00:22<00:09, 5.31it/s] 20/499 4.32G 0.0174 0.01309 0.008089 58 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s] 20/499 4.32G 0.01739 0.01308 0.008101 66 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s] 20/499 4.32G 0.01739 0.01308 0.008101 66 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s] 20/499 4.32G 0.0174 0.0131 0.00808 78 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s] 20/499 4.32G 0.0174 0.0131 0.00808 78 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s] 20/499 4.32G 0.01739 0.01309 0.0081 63 640: 71%|#######1 | 120/168 [00:23<00:08, 5.34it/s] 20/499 4.32G 0.01739 0.01309 0.0081 63 640: 72%|#######2 | 121/168 [00:23<00:09, 5.21it/s] 20/499 4.32G 0.0174 0.01309 0.008081 75 640: 72%|#######2 | 121/168 [00:23<00:09, 5.21it/s] 20/499 4.32G 0.0174 0.01309 0.008081 75 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s] 20/499 4.32G 0.01738 0.01308 0.008065 70 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s] 20/499 4.32G 0.01738 0.01308 0.008065 70 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s] 20/499 4.32G 0.01737 0.01307 0.008061 70 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s] 20/499 4.32G 0.01737 0.01307 0.008061 70 640: 74%|#######3 | 124/168 [00:23<00:08, 5.12it/s] 20/499 4.32G 0.01736 0.0131 0.008032 88 640: 74%|#######3 | 124/168 [00:23<00:08, 5.12it/s] 20/499 4.32G 0.01736 0.0131 0.008032 88 640: 74%|#######4 | 125/168 [00:23<00:08, 5.22it/s] 20/499 4.32G 0.01735 0.0131 0.00802 74 640: 74%|#######4 | 125/168 [00:23<00:08, 5.22it/s] 20/499 4.32G 0.01735 0.0131 0.00802 74 640: 75%|#######5 | 126/168 [00:23<00:07, 5.31it/s] 20/499 4.32G 0.01733 0.01307 0.008024 65 640: 75%|#######5 | 126/168 [00:24<00:07, 5.31it/s] 20/499 4.32G 0.01733 0.01307 0.008024 65 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s] 20/499 4.32G 0.01732 0.01308 0.008018 84 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s] 20/499 4.32G 0.01732 0.01308 0.008018 84 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s] 20/499 4.32G 0.01732 0.01308 0.007993 60 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s] 20/499 4.32G 0.01732 0.01308 0.007993 60 640: 77%|#######6 | 129/168 [00:24<00:07, 5.33it/s] 20/499 4.32G 0.01732 0.01309 0.007998 73 640: 77%|#######6 | 129/168 [00:24<00:07, 5.33it/s] 20/499 4.32G 0.01732 0.01309 0.007998 73 640: 77%|#######7 | 130/168 [00:24<00:07, 5.13it/s] 20/499 4.32G 0.01733 0.0131 0.00804 65 640: 77%|#######7 | 130/168 [00:24<00:07, 5.13it/s] 20/499 4.32G 0.01733 0.0131 0.00804 65 640: 78%|#######7 | 131/168 [00:24<00:07, 5.24it/s] 20/499 4.32G 0.01732 0.01309 0.008097 68 640: 78%|#######7 | 131/168 [00:25<00:07, 5.24it/s] 20/499 4.32G 0.01732 0.01309 0.008097 68 640: 79%|#######8 | 132/168 [00:25<00:06, 5.29it/s] 20/499 4.32G 0.01731 0.0131 0.008088 71 640: 79%|#######8 | 132/168 [00:25<00:06, 5.29it/s] 20/499 4.32G 0.01731 0.0131 0.008088 71 640: 79%|#######9 | 133/168 [00:25<00:06, 5.14it/s] 20/499 4.32G 0.0173 0.01309 0.008111 59 640: 79%|#######9 | 133/168 [00:25<00:06, 5.14it/s] 20/499 4.32G 0.0173 0.01309 0.008111 59 640: 80%|#######9 | 134/168 [00:25<00:06, 5.18it/s] 20/499 4.32G 0.01731 0.01306 0.008151 57 640: 80%|#######9 | 134/168 [00:25<00:06, 5.18it/s] 20/499 4.32G 0.01731 0.01306 0.008151 57 640: 80%|######## | 135/168 [00:25<00:06, 5.23it/s] 20/499 4.32G 0.01731 0.01304 0.008175 60 640: 80%|######## | 135/168 [00:25<00:06, 5.23it/s] 20/499 4.32G 0.01731 0.01304 0.008175 60 640: 81%|######## | 136/168 [00:25<00:06, 5.00it/s] 20/499 4.32G 0.0173 0.01303 0.00816 68 640: 81%|######## | 136/168 [00:26<00:06, 5.00it/s] 20/499 4.32G 0.0173 0.01303 0.00816 68 640: 82%|########1 | 137/168 [00:26<00:06, 5.13it/s] 20/499 4.32G 0.01729 0.01301 0.008168 63 640: 82%|########1 | 137/168 [00:26<00:06, 5.13it/s] 20/499 4.32G 0.01729 0.01301 0.008168 63 640: 82%|########2 | 138/168 [00:26<00:05, 5.21it/s] 20/499 4.32G 0.01731 0.01304 0.008169 80 640: 82%|########2 | 138/168 [00:26<00:05, 5.21it/s] 20/499 4.32G 0.01731 0.01304 0.008169 80 640: 83%|########2 | 139/168 [00:26<00:05, 5.13it/s] 20/499 4.32G 0.0173 0.01305 0.008189 67 640: 83%|########2 | 139/168 [00:26<00:05, 5.13it/s] 20/499 4.32G 0.0173 0.01305 0.008189 67 640: 83%|########3 | 140/168 [00:26<00:05, 5.18it/s] 20/499 4.32G 0.0173 0.01303 0.008223 60 640: 83%|########3 | 140/168 [00:26<00:05, 5.18it/s] 20/499 4.32G 0.0173 0.01303 0.008223 60 640: 84%|########3 | 141/168 [00:26<00:05, 5.27it/s] 20/499 4.32G 0.01729 0.01306 0.008212 81 640: 84%|########3 | 141/168 [00:27<00:05, 5.27it/s] 20/499 4.32G 0.01729 0.01306 0.008212 81 640: 85%|########4 | 142/168 [00:27<00:05, 5.14it/s] 20/499 4.32G 0.01727 0.01305 0.008211 68 640: 85%|########4 | 142/168 [00:27<00:05, 5.14it/s] 20/499 4.32G 0.01727 0.01305 0.008211 68 640: 85%|########5 | 143/168 [00:27<00:04, 5.22it/s] 20/499 4.32G 0.01727 0.01303 0.008185 64 640: 85%|########5 | 143/168 [00:27<00:04, 5.22it/s] 20/499 4.32G 0.01727 0.01303 0.008185 64 640: 86%|########5 | 144/168 [00:27<00:04, 5.31it/s] 20/499 4.32G 0.01726 0.01302 0.008189 58 640: 86%|########5 | 144/168 [00:27<00:04, 5.31it/s] 20/499 4.32G 0.01726 0.01302 0.008189 58 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s] 20/499 4.32G 0.01726 0.01302 0.008194 65 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s] 20/499 4.32G 0.01726 0.01302 0.008194 65 640: 87%|########6 | 146/168 [00:27<00:04, 5.27it/s] 20/499 4.32G 0.01725 0.01304 0.008189 75 640: 87%|########6 | 146/168 [00:28<00:04, 5.27it/s] 20/499 4.32G 0.01725 0.01304 0.008189 75 640: 88%|########7 | 147/168 [00:28<00:03, 5.34it/s] 20/499 4.32G 0.01724 0.01303 0.008209 74 640: 88%|########7 | 147/168 [00:28<00:03, 5.34it/s] 20/499 4.32G 0.01724 0.01303 0.008209 74 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s] 20/499 4.32G 0.01724 0.01303 0.008215 62 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s] 20/499 4.32G 0.01724 0.01303 0.008215 62 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s] 20/499 4.32G 0.01723 0.01303 0.008208 76 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s] 20/499 4.32G 0.01723 0.01303 0.008208 76 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s] 20/499 4.32G 0.01724 0.01304 0.008226 65 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s] 20/499 4.32G 0.01724 0.01304 0.008226 65 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s] 20/499 4.32G 0.01724 0.01304 0.008224 70 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s] 20/499 4.32G 0.01724 0.01304 0.008224 70 640: 90%|######### | 152/168 [00:28<00:03, 5.28it/s] 20/499 4.32G 0.01725 0.01307 0.00821 77 640: 90%|######### | 152/168 [00:29<00:03, 5.28it/s] 20/499 4.32G 0.01725 0.01307 0.00821 77 640: 91%|#########1| 153/168 [00:29<00:02, 5.35it/s] 20/499 4.32G 0.01723 0.01307 0.008226 80 640: 91%|#########1| 153/168 [00:29<00:02, 5.35it/s] 20/499 4.32G 0.01723 0.01307 0.008226 80 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s] 20/499 4.32G 0.01723 0.01308 0.008213 77 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s] 20/499 4.32G 0.01723 0.01308 0.008213 77 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s] 20/499 4.32G 0.01722 0.01308 0.008211 72 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s] 20/499 4.32G 0.01722 0.01308 0.008211 72 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s] 20/499 4.32G 0.01721 0.01308 0.008198 71 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s] 20/499 4.32G 0.01721 0.01308 0.008198 71 640: 93%|#########3| 157/168 [00:29<00:02, 5.23it/s] 20/499 4.32G 0.01721 0.0131 0.008178 84 640: 93%|#########3| 157/168 [00:30<00:02, 5.23it/s] 20/499 4.32G 0.01721 0.0131 0.008178 84 640: 94%|#########4| 158/168 [00:30<00:01, 5.27it/s] 20/499 4.32G 0.01721 0.01311 0.008195 87 640: 94%|#########4| 158/168 [00:30<00:01, 5.27it/s] 20/499 4.32G 0.01721 0.01311 0.008195 87 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s] 20/499 4.32G 0.01721 0.01312 0.008207 66 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s] 20/499 4.32G 0.01721 0.01312 0.008207 66 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s] 20/499 4.32G 0.0172 0.0131 0.008205 52 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s] 20/499 4.32G 0.0172 0.0131 0.008205 52 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s] 20/499 4.32G 0.01721 0.01309 0.008221 55 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s] 20/499 4.32G 0.01721 0.01309 0.008221 55 640: 96%|#########6| 162/168 [00:30<00:01, 5.38it/s] 20/499 4.32G 0.0172 0.01308 0.008222 53 640: 96%|#########6| 162/168 [00:31<00:01, 5.38it/s] 20/499 4.32G 0.0172 0.01308 0.008222 53 640: 97%|#########7| 163/168 [00:31<00:00, 5.22it/s] 20/499 4.32G 0.01719 0.01307 0.00822 70 640: 97%|#########7| 163/168 [00:31<00:00, 5.22it/s] 20/499 4.32G 0.01719 0.01307 0.00822 70 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s] 20/499 4.32G 0.01719 0.01308 0.008211 72 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s] 20/499 4.32G 0.01719 0.01308 0.008211 72 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s] 20/499 4.32G 0.01719 0.01307 0.008218 63 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s] 20/499 4.32G 0.01719 0.01307 0.008218 63 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s] 20/499 4.32G 0.01718 0.01306 0.008217 68 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s] 20/499 4.32G 0.01718 0.01306 0.008217 68 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s] 20/499 4.32G 0.01721 0.01306 0.008254 24 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s] 20/499 4.32G 0.01721 0.01306 0.008254 24 640: 100%|##########| 168/168 [00:31<00:00, 5.47it/s] 20/499 4.32G 0.01721 0.01306 0.008254 24 640: 100%|##########| 168/168 [00:31<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.98it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.98it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.55it/s] all 132 263 0.828 0.894 0.876 0.694 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 21/499 4.32G 0.01767 0.01435 0.009673 72 640: 0%| | 0/168 [00:00<?, ?it/s] 21/499 4.32G 0.01767 0.01435 0.009673 72 640: 1%| | 1/168 [00:00<00:34, 4.91it/s] 21/499 4.32G 0.01657 0.01319 0.009133 69 640: 1%| | 1/168 [00:00<00:34, 4.91it/s] 21/499 4.32G 0.01657 0.01319 0.009133 69 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s] 21/499 4.32G 0.01625 0.01364 0.008556 87 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s] 21/499 4.32G 0.01625 0.01364 0.008556 87 640: 2%|1 | 3/168 [00:00<00:30, 5.33it/s] 21/499 4.32G 0.01673 0.01338 0.00801 62 640: 2%|1 | 3/168 [00:00<00:30, 5.33it/s] 21/499 4.32G 0.01673 0.01338 0.00801 62 640: 2%|2 | 4/168 [00:00<00:31, 5.14it/s] 21/499 4.32G 0.01637 0.01254 0.007682 52 640: 2%|2 | 4/168 [00:00<00:31, 5.14it/s] 21/499 4.32G 0.01637 0.01254 0.007682 52 640: 3%|2 | 5/168 [00:00<00:31, 5.24it/s] 21/499 4.32G 0.01715 0.01237 0.00964 63 640: 3%|2 | 5/168 [00:01<00:31, 5.24it/s] 21/499 4.32G 0.01715 0.01237 0.00964 63 640: 4%|3 | 6/168 [00:01<00:30, 5.28it/s] 21/499 4.32G 0.01707 0.01282 0.009489 83 640: 4%|3 | 6/168 [00:01<00:30, 5.28it/s] 21/499 4.32G 0.01707 0.01282 0.009489 83 640: 4%|4 | 7/168 [00:01<00:31, 5.15it/s] 21/499 4.32G 0.01676 0.01298 0.009359 77 640: 4%|4 | 7/168 [00:01<00:31, 5.15it/s] 21/499 4.32G 0.01676 0.01298 0.009359 77 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s] 21/499 4.32G 0.01685 0.0131 0.009386 81 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s] 21/499 4.32G 0.01685 0.0131 0.009386 81 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s] 21/499 4.32G 0.01702 0.01302 0.009256 56 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s] 21/499 4.32G 0.01702 0.01302 0.009256 56 640: 6%|5 | 10/168 [00:01<00:30, 5.17it/s] 21/499 4.32G 0.01684 0.0129 0.009342 68 640: 6%|5 | 10/168 [00:02<00:30, 5.17it/s] 21/499 4.32G 0.01684 0.0129 0.009342 68 640: 7%|6 | 11/168 [00:02<00:30, 5.15it/s] 21/499 4.32G 0.01686 0.01289 0.009312 70 640: 7%|6 | 11/168 [00:02<00:30, 5.15it/s] 21/499 4.32G 0.01686 0.01289 0.009312 70 640: 7%|7 | 12/168 [00:02<00:29, 5.25it/s] 21/499 4.32G 0.01703 0.01288 0.009528 59 640: 7%|7 | 12/168 [00:02<00:29, 5.25it/s] 21/499 4.32G 0.01703 0.01288 0.009528 59 640: 8%|7 | 13/168 [00:02<00:30, 5.12it/s] 21/499 4.32G 0.01705 0.01297 0.00943 72 640: 8%|7 | 13/168 [00:02<00:30, 5.12it/s] 21/499 4.32G 0.01705 0.01297 0.00943 72 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s] 21/499 4.32G 0.01692 0.01293 0.009491 69 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s] 21/499 4.32G 0.01692 0.01293 0.009491 69 640: 9%|8 | 15/168 [00:02<00:29, 5.26it/s] 21/499 4.32G 0.017 0.01299 0.009239 70 640: 9%|8 | 15/168 [00:03<00:29, 5.26it/s] 21/499 4.32G 0.017 0.01299 0.009239 70 640: 10%|9 | 16/168 [00:03<00:29, 5.14it/s] 21/499 4.32G 0.01703 0.01304 0.009177 77 640: 10%|9 | 16/168 [00:03<00:29, 5.14it/s] 21/499 4.32G 0.01703 0.01304 0.009177 77 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s] 21/499 4.32G 0.01702 0.01306 0.008961 74 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s] 21/499 4.32G 0.01702 0.01306 0.008961 74 640: 11%|# | 18/168 [00:03<00:28, 5.28it/s] 21/499 4.32G 0.01705 0.01297 0.008803 70 640: 11%|# | 18/168 [00:03<00:28, 5.28it/s] 21/499 4.32G 0.01705 0.01297 0.008803 70 640: 11%|#1 | 19/168 [00:03<00:28, 5.15it/s] 21/499 4.32G 0.01697 0.0129 0.008667 67 640: 11%|#1 | 19/168 [00:03<00:28, 5.15it/s] 21/499 4.32G 0.01697 0.0129 0.008667 67 640: 12%|#1 | 20/168 [00:03<00:28, 5.24it/s] 21/499 4.32G 0.01697 0.01282 0.008617 58 640: 12%|#1 | 20/168 [00:04<00:28, 5.24it/s] 21/499 4.32G 0.01697 0.01282 0.008617 58 640: 12%|#2 | 21/168 [00:04<00:27, 5.33it/s] 21/499 4.32G 0.01692 0.01285 0.008543 81 640: 12%|#2 | 21/168 [00:04<00:27, 5.33it/s] 21/499 4.32G 0.01692 0.01285 0.008543 81 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s] 21/499 4.32G 0.01703 0.01285 0.008503 50 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s] 21/499 4.32G 0.01703 0.01285 0.008503 50 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s] 21/499 4.32G 0.01698 0.01298 0.008551 83 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s] 21/499 4.32G 0.01698 0.01298 0.008551 83 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 21/499 4.32G 0.01701 0.01305 0.008598 66 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 21/499 4.32G 0.01701 0.01305 0.008598 66 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s] 21/499 4.32G 0.01697 0.01297 0.0086 55 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s] 21/499 4.32G 0.01697 0.01297 0.0086 55 640: 15%|#5 | 26/168 [00:04<00:27, 5.23it/s] 21/499 4.32G 0.01705 0.01296 0.008526 65 640: 15%|#5 | 26/168 [00:05<00:27, 5.23it/s] 21/499 4.32G 0.01705 0.01296 0.008526 65 640: 16%|#6 | 27/168 [00:05<00:26, 5.31it/s] 21/499 4.32G 0.01715 0.01307 0.008378 74 640: 16%|#6 | 27/168 [00:05<00:26, 5.31it/s] 21/499 4.32G 0.01715 0.01307 0.008378 74 640: 17%|#6 | 28/168 [00:05<00:27, 5.16it/s] 21/499 4.32G 0.01714 0.01302 0.008324 63 640: 17%|#6 | 28/168 [00:05<00:27, 5.16it/s] 21/499 4.32G 0.01714 0.01302 0.008324 63 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s] 21/499 4.32G 0.01713 0.01303 0.008347 71 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s] 21/499 4.32G 0.01713 0.01303 0.008347 71 640: 18%|#7 | 30/168 [00:05<00:25, 5.33it/s] 21/499 4.32G 0.01714 0.01301 0.008405 63 640: 18%|#7 | 30/168 [00:05<00:25, 5.33it/s] 21/499 4.32G 0.01714 0.01301 0.008405 63 640: 18%|#8 | 31/168 [00:05<00:26, 5.19it/s] 21/499 4.32G 0.01715 0.01286 0.00834 49 640: 18%|#8 | 31/168 [00:06<00:26, 5.19it/s] 21/499 4.32G 0.01715 0.01286 0.00834 49 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s] 21/499 4.32G 0.01711 0.01286 0.008324 68 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s] 21/499 4.32G 0.01711 0.01286 0.008324 68 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s] 21/499 4.32G 0.01711 0.01281 0.008332 53 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s] 21/499 4.32G 0.01711 0.01281 0.008332 53 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s] 21/499 4.32G 0.01709 0.01288 0.008277 81 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s] 21/499 4.32G 0.01709 0.01288 0.008277 81 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s] 21/499 4.32G 0.01707 0.01284 0.008415 60 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s] 21/499 4.32G 0.01707 0.01284 0.008415 60 640: 21%|##1 | 36/168 [00:06<00:25, 5.28it/s] 21/499 4.32G 0.017 0.01281 0.008377 71 640: 21%|##1 | 36/168 [00:07<00:25, 5.28it/s] 21/499 4.32G 0.017 0.01281 0.008377 71 640: 22%|##2 | 37/168 [00:07<00:25, 5.14it/s] 21/499 4.32G 0.01705 0.0129 0.008411 75 640: 22%|##2 | 37/168 [00:07<00:25, 5.14it/s] 21/499 4.32G 0.01705 0.0129 0.008411 75 640: 23%|##2 | 38/168 [00:07<00:24, 5.24it/s] 21/499 4.32G 0.01702 0.0129 0.008386 78 640: 23%|##2 | 38/168 [00:07<00:24, 5.24it/s] 21/499 4.32G 0.01702 0.0129 0.008386 78 640: 23%|##3 | 39/168 [00:07<00:24, 5.30it/s] 21/499 4.32G 0.01702 0.01286 0.008448 65 640: 23%|##3 | 39/168 [00:07<00:24, 5.30it/s] 21/499 4.32G 0.01702 0.01286 0.008448 65 640: 24%|##3 | 40/168 [00:07<00:24, 5.15it/s] 21/499 4.32G 0.017 0.01283 0.008428 66 640: 24%|##3 | 40/168 [00:07<00:24, 5.15it/s] 21/499 4.32G 0.017 0.01283 0.008428 66 640: 24%|##4 | 41/168 [00:07<00:24, 5.24it/s] 21/499 4.32G 0.01697 0.01283 0.008373 67 640: 24%|##4 | 41/168 [00:08<00:24, 5.24it/s] 21/499 4.32G 0.01697 0.01283 0.008373 67 640: 25%|##5 | 42/168 [00:08<00:23, 5.31it/s] 21/499 4.32G 0.01695 0.01286 0.008461 64 640: 25%|##5 | 42/168 [00:08<00:23, 5.31it/s] 21/499 4.32G 0.01695 0.01286 0.008461 64 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s] 21/499 4.32G 0.01694 0.01282 0.008359 63 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s] 21/499 4.32G 0.01694 0.01282 0.008359 63 640: 26%|##6 | 44/168 [00:08<00:23, 5.25it/s] 21/499 4.32G 0.01696 0.01285 0.008238 68 640: 26%|##6 | 44/168 [00:08<00:23, 5.25it/s] 21/499 4.32G 0.01696 0.01285 0.008238 68 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s] 21/499 4.32G 0.01696 0.01287 0.008171 72 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s] 21/499 4.32G 0.01696 0.01287 0.008171 72 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s] 21/499 4.32G 0.01697 0.01284 0.008173 68 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s] 21/499 4.32G 0.01697 0.01284 0.008173 68 640: 28%|##7 | 47/168 [00:08<00:23, 5.23it/s] 21/499 4.32G 0.01696 0.01284 0.008127 74 640: 28%|##7 | 47/168 [00:09<00:23, 5.23it/s] 21/499 4.32G 0.01696 0.01284 0.008127 74 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s] 21/499 4.32G 0.01698 0.01282 0.008043 61 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s] 21/499 4.32G 0.01698 0.01282 0.008043 61 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s] 21/499 4.32G 0.01694 0.01285 0.007959 83 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s] 21/499 4.32G 0.01694 0.01285 0.007959 83 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s] 21/499 4.32G 0.01693 0.01291 0.007972 91 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s] 21/499 4.32G 0.01693 0.01291 0.007972 91 640: 30%|### | 51/168 [00:09<00:22, 5.31it/s] 21/499 4.32G 0.01691 0.01287 0.008062 55 640: 30%|### | 51/168 [00:09<00:22, 5.31it/s] 21/499 4.32G 0.01691 0.01287 0.008062 55 640: 31%|### | 52/168 [00:09<00:22, 5.17it/s] 21/499 4.32G 0.01686 0.0128 0.00805 62 640: 31%|### | 52/168 [00:10<00:22, 5.17it/s] 21/499 4.32G 0.01686 0.0128 0.00805 62 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s] 21/499 4.32G 0.01684 0.01278 0.008042 61 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s] 21/499 4.32G 0.01684 0.01278 0.008042 61 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s] 21/499 4.32G 0.01686 0.01282 0.008007 74 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s] 21/499 4.32G 0.01686 0.01282 0.008007 74 640: 33%|###2 | 55/168 [00:10<00:22, 5.10it/s] 21/499 4.32G 0.01688 0.01278 0.008063 58 640: 33%|###2 | 55/168 [00:10<00:22, 5.10it/s] 21/499 4.32G 0.01688 0.01278 0.008063 58 640: 33%|###3 | 56/168 [00:10<00:21, 5.11it/s] 21/499 4.32G 0.01688 0.01279 0.007979 67 640: 33%|###3 | 56/168 [00:10<00:21, 5.11it/s] 21/499 4.32G 0.01688 0.01279 0.007979 67 640: 34%|###3 | 57/168 [00:10<00:21, 5.22it/s] 21/499 4.32G 0.01686 0.01277 0.008006 68 640: 34%|###3 | 57/168 [00:11<00:21, 5.22it/s] 21/499 4.32G 0.01686 0.01277 0.008006 68 640: 35%|###4 | 58/168 [00:11<00:21, 5.11it/s] 21/499 4.32G 0.01685 0.01278 0.008027 74 640: 35%|###4 | 58/168 [00:11<00:21, 5.11it/s] 21/499 4.32G 0.01685 0.01278 0.008027 74 640: 35%|###5 | 59/168 [00:11<00:20, 5.20it/s] 21/499 4.32G 0.01683 0.01279 0.008028 75 640: 35%|###5 | 59/168 [00:11<00:20, 5.20it/s] 21/499 4.32G 0.01683 0.01279 0.008028 75 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s] 21/499 4.32G 0.01678 0.01279 0.007943 75 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s] 21/499 4.32G 0.01678 0.01279 0.007943 75 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s] 21/499 4.32G 0.01679 0.01281 0.007904 70 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s] 21/499 4.32G 0.01679 0.01281 0.007904 70 640: 37%|###6 | 62/168 [00:11<00:20, 5.24it/s] 21/499 4.32G 0.01677 0.01278 0.007875 70 640: 37%|###6 | 62/168 [00:12<00:20, 5.24it/s] 21/499 4.32G 0.01677 0.01278 0.007875 70 640: 38%|###7 | 63/168 [00:12<00:19, 5.30it/s] 21/499 4.32G 0.01678 0.01282 0.007849 76 640: 38%|###7 | 63/168 [00:12<00:19, 5.30it/s] 21/499 4.32G 0.01678 0.01282 0.007849 76 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s] 21/499 4.32G 0.01679 0.0128 0.007877 67 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s] 21/499 4.32G 0.01679 0.0128 0.007877 67 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s] 21/499 4.32G 0.01686 0.01279 0.007889 58 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s] 21/499 4.32G 0.01686 0.01279 0.007889 58 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s] 21/499 4.32G 0.01684 0.0128 0.007872 71 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s] 21/499 4.32G 0.01684 0.0128 0.007872 71 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s] 21/499 4.32G 0.01691 0.01281 0.007922 63 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s] 21/499 4.32G 0.01691 0.01281 0.007922 63 640: 40%|#### | 68/168 [00:12<00:18, 5.30it/s] 21/499 4.32G 0.0169 0.01278 0.007898 58 640: 40%|#### | 68/168 [00:13<00:18, 5.30it/s] 21/499 4.32G 0.0169 0.01278 0.007898 58 640: 41%|####1 | 69/168 [00:13<00:18, 5.35it/s] 21/499 4.32G 0.01689 0.01275 0.007961 54 640: 41%|####1 | 69/168 [00:13<00:18, 5.35it/s] 21/499 4.32G 0.01689 0.01275 0.007961 54 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s] 21/499 4.32G 0.01692 0.01273 0.007948 48 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s] 21/499 4.32G 0.01692 0.01273 0.007948 48 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s] 21/499 4.32G 0.01693 0.01269 0.007875 47 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s] 21/499 4.32G 0.01693 0.01269 0.007875 47 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s] 21/499 4.32G 0.01694 0.01268 0.007846 68 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s] 21/499 4.32G 0.01694 0.01268 0.007846 68 640: 43%|####3 | 73/168 [00:13<00:18, 5.22it/s] 21/499 4.32G 0.01698 0.01267 0.007854 58 640: 43%|####3 | 73/168 [00:14<00:18, 5.22it/s] 21/499 4.32G 0.01698 0.01267 0.007854 58 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s] 21/499 4.32G 0.01696 0.01265 0.007873 68 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s] 21/499 4.32G 0.01696 0.01265 0.007873 68 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s] 21/499 4.32G 0.01699 0.01264 0.007959 61 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s] 21/499 4.32G 0.01699 0.01264 0.007959 61 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s] 21/499 4.32G 0.01702 0.01266 0.007985 64 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s] 21/499 4.32G 0.01702 0.01266 0.007985 64 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s] 21/499 4.32G 0.01699 0.01264 0.00794 55 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s] 21/499 4.32G 0.01699 0.01264 0.00794 55 640: 46%|####6 | 78/168 [00:14<00:16, 5.37it/s] 21/499 4.32G 0.01697 0.01262 0.007913 63 640: 46%|####6 | 78/168 [00:15<00:16, 5.37it/s] 21/499 4.32G 0.01697 0.01262 0.007913 63 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s] 21/499 4.32G 0.01695 0.01261 0.00792 68 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s] 21/499 4.32G 0.01695 0.01261 0.00792 68 640: 48%|####7 | 80/168 [00:15<00:16, 5.28it/s] 21/499 4.32G 0.01698 0.01261 0.007929 67 640: 48%|####7 | 80/168 [00:15<00:16, 5.28it/s] 21/499 4.32G 0.01698 0.01261 0.007929 67 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s] 21/499 4.32G 0.01698 0.01261 0.007914 70 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s] 21/499 4.32G 0.01698 0.01261 0.007914 70 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s] 21/499 4.32G 0.01699 0.01262 0.007865 72 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s] 21/499 4.32G 0.01699 0.01262 0.007865 72 640: 49%|####9 | 83/168 [00:15<00:16, 5.31it/s] 21/499 4.32G 0.01698 0.01262 0.007812 69 640: 49%|####9 | 83/168 [00:16<00:16, 5.31it/s] 21/499 4.32G 0.01698 0.01262 0.007812 69 640: 50%|##### | 84/168 [00:16<00:15, 5.34it/s] 21/499 4.32G 0.01698 0.01263 0.007789 70 640: 50%|##### | 84/168 [00:16<00:15, 5.34it/s] 21/499 4.32G 0.01698 0.01263 0.007789 70 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s] 21/499 4.32G 0.01702 0.01269 0.007784 83 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s] 21/499 4.32G 0.01702 0.01269 0.007784 83 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s] 21/499 4.32G 0.01701 0.01269 0.00772 63 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s] 21/499 4.32G 0.01701 0.01269 0.00772 63 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s] 21/499 4.32G 0.01704 0.0127 0.007741 71 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s] 21/499 4.32G 0.01704 0.0127 0.007741 71 640: 52%|#####2 | 88/168 [00:16<00:15, 5.24it/s] 21/499 4.32G 0.01704 0.01272 0.007708 79 640: 52%|#####2 | 88/168 [00:16<00:15, 5.24it/s] 21/499 4.32G 0.01704 0.01272 0.007708 79 640: 53%|#####2 | 89/168 [00:16<00:15, 5.24it/s] 21/499 4.32G 0.01701 0.01271 0.007709 72 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s] 21/499 4.32G 0.01701 0.01271 0.007709 72 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s] 21/499 4.32G 0.01702 0.01271 0.007742 62 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s] 21/499 4.32G 0.01702 0.01271 0.007742 62 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s] 21/499 4.32G 0.01702 0.01276 0.007765 84 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s] 21/499 4.32G 0.01702 0.01276 0.007765 84 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s] 21/499 4.32G 0.017 0.01274 0.007766 69 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s] 21/499 4.32G 0.017 0.01274 0.007766 69 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s] 21/499 4.32G 0.017 0.01276 0.00777 78 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s] 21/499 4.32G 0.017 0.01276 0.00777 78 640: 56%|#####5 | 94/168 [00:17<00:14, 5.21it/s] 21/499 4.32G 0.01699 0.01275 0.007728 73 640: 56%|#####5 | 94/168 [00:18<00:14, 5.21it/s] 21/499 4.32G 0.01699 0.01275 0.007728 73 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s] 21/499 4.32G 0.01698 0.01273 0.007744 65 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s] 21/499 4.32G 0.01698 0.01273 0.007744 65 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s] 21/499 4.32G 0.01698 0.01275 0.007727 77 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s] 21/499 4.32G 0.01698 0.01275 0.007727 77 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s] 21/499 4.32G 0.01698 0.01276 0.007743 74 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s] 21/499 4.32G 0.01698 0.01276 0.007743 74 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s] 21/499 4.32G 0.01695 0.01275 0.007731 64 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s] 21/499 4.32G 0.01695 0.01275 0.007731 64 640: 59%|#####8 | 99/168 [00:18<00:13, 5.31it/s] 21/499 4.32G 0.01696 0.01276 0.007716 72 640: 59%|#####8 | 99/168 [00:19<00:13, 5.31it/s] 21/499 4.32G 0.01696 0.01276 0.007716 72 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s] 21/499 4.32G 0.01695 0.01276 0.007696 71 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s] 21/499 4.32G 0.01695 0.01276 0.007696 71 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s] 21/499 4.32G 0.01696 0.01277 0.007676 76 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s] 21/499 4.32G 0.01696 0.01277 0.007676 76 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s] 21/499 4.32G 0.01696 0.01278 0.007677 73 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s] 21/499 4.32G 0.01696 0.01278 0.007677 73 640: 61%|######1 | 103/168 [00:19<00:12, 5.16it/s] 21/499 4.32G 0.01695 0.01277 0.007654 65 640: 61%|######1 | 103/168 [00:19<00:12, 5.16it/s] 21/499 4.32G 0.01695 0.01277 0.007654 65 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s] 21/499 4.32G 0.01694 0.0128 0.007643 82 640: 62%|######1 | 104/168 [00:20<00:12, 5.24it/s] 21/499 4.32G 0.01694 0.0128 0.007643 82 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s] 21/499 4.32G 0.01694 0.01284 0.007664 85 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s] 21/499 4.32G 0.01694 0.01284 0.007664 85 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s] 21/499 4.32G 0.01695 0.01282 0.007703 51 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s] 21/499 4.32G 0.01695 0.01282 0.007703 51 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 21/499 4.32G 0.01696 0.01281 0.007732 70 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 21/499 4.32G 0.01696 0.01281 0.007732 70 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s] 21/499 4.32G 0.01697 0.0128 0.00773 55 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s] 21/499 4.32G 0.01697 0.0128 0.00773 55 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s] 21/499 4.32G 0.01699 0.01282 0.007703 79 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s] 21/499 4.32G 0.01699 0.01282 0.007703 79 640: 65%|######5 | 110/168 [00:20<00:11, 5.21it/s] 21/499 4.32G 0.017 0.01284 0.007698 77 640: 65%|######5 | 110/168 [00:21<00:11, 5.21it/s] 21/499 4.32G 0.017 0.01284 0.007698 77 640: 66%|######6 | 111/168 [00:21<00:10, 5.28it/s] 21/499 4.32G 0.01702 0.01287 0.007726 68 640: 66%|######6 | 111/168 [00:21<00:10, 5.28it/s] 21/499 4.32G 0.01702 0.01287 0.007726 68 640: 67%|######6 | 112/168 [00:21<00:10, 5.16it/s] 21/499 4.32G 0.01703 0.01287 0.007735 76 640: 67%|######6 | 112/168 [00:21<00:10, 5.16it/s] 21/499 4.32G 0.01703 0.01287 0.007735 76 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s] 21/499 4.32G 0.017 0.01286 0.007728 58 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s] 21/499 4.32G 0.017 0.01286 0.007728 58 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s] 21/499 4.32G 0.017 0.01286 0.007728 61 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s] 21/499 4.32G 0.017 0.01286 0.007728 61 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s] 21/499 4.32G 0.01699 0.01282 0.007725 51 640: 68%|######8 | 115/168 [00:22<00:10, 5.21it/s] 21/499 4.32G 0.01699 0.01282 0.007725 51 640: 69%|######9 | 116/168 [00:22<00:09, 5.31it/s] 21/499 4.32G 0.01701 0.01281 0.007691 53 640: 69%|######9 | 116/168 [00:22<00:09, 5.31it/s] 21/499 4.32G 0.01701 0.01281 0.007691 53 640: 70%|######9 | 117/168 [00:22<00:09, 5.37it/s] 21/499 4.32G 0.017 0.01282 0.007669 78 640: 70%|######9 | 117/168 [00:22<00:09, 5.37it/s] 21/499 4.32G 0.017 0.01282 0.007669 78 640: 70%|####### | 118/168 [00:22<00:09, 5.23it/s] 21/499 4.32G 0.01699 0.01282 0.007659 71 640: 70%|####### | 118/168 [00:22<00:09, 5.23it/s] 21/499 4.32G 0.01699 0.01282 0.007659 71 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s] 21/499 4.32G 0.01697 0.01282 0.007624 79 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s] 21/499 4.32G 0.01697 0.01282 0.007624 79 640: 71%|#######1 | 120/168 [00:22<00:08, 5.35it/s] 21/499 4.32G 0.01696 0.01282 0.007597 65 640: 71%|#######1 | 120/168 [00:23<00:08, 5.35it/s] 21/499 4.32G 0.01696 0.01282 0.007597 65 640: 72%|#######2 | 121/168 [00:23<00:09, 5.22it/s] 21/499 4.32G 0.01696 0.01282 0.007598 75 640: 72%|#######2 | 121/168 [00:23<00:09, 5.22it/s] 21/499 4.32G 0.01696 0.01282 0.007598 75 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s] 21/499 4.32G 0.01694 0.01279 0.007573 59 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s] 21/499 4.32G 0.01694 0.01279 0.007573 59 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 21/499 4.32G 0.01695 0.01282 0.007551 65 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 21/499 4.32G 0.01695 0.01282 0.007551 65 640: 74%|#######3 | 124/168 [00:23<00:08, 5.08it/s] 21/499 4.32G 0.01695 0.0128 0.007557 62 640: 74%|#######3 | 124/168 [00:23<00:08, 5.08it/s] 21/499 4.32G 0.01695 0.0128 0.007557 62 640: 74%|#######4 | 125/168 [00:23<00:08, 5.16it/s] 21/499 4.32G 0.01694 0.01278 0.007534 49 640: 74%|#######4 | 125/168 [00:24<00:08, 5.16it/s] 21/499 4.32G 0.01694 0.01278 0.007534 49 640: 75%|#######5 | 126/168 [00:24<00:08, 5.23it/s] 21/499 4.32G 0.01694 0.0128 0.007527 76 640: 75%|#######5 | 126/168 [00:24<00:08, 5.23it/s] 21/499 4.32G 0.01694 0.0128 0.007527 76 640: 76%|#######5 | 127/168 [00:24<00:08, 5.11it/s] 21/499 4.32G 0.01693 0.01281 0.007525 72 640: 76%|#######5 | 127/168 [00:24<00:08, 5.11it/s] 21/499 4.32G 0.01693 0.01281 0.007525 72 640: 76%|#######6 | 128/168 [00:24<00:07, 5.23it/s] 21/499 4.32G 0.01693 0.01284 0.007575 83 640: 76%|#######6 | 128/168 [00:24<00:07, 5.23it/s] 21/499 4.32G 0.01693 0.01284 0.007575 83 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s] 21/499 4.32G 0.01692 0.01284 0.007576 70 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s] 21/499 4.32G 0.01692 0.01284 0.007576 70 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s] 21/499 4.32G 0.01692 0.01284 0.007578 57 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s] 21/499 4.32G 0.01692 0.01284 0.007578 57 640: 78%|#######7 | 131/168 [00:24<00:07, 5.26it/s] 21/499 4.32G 0.01691 0.01283 0.007543 66 640: 78%|#######7 | 131/168 [00:25<00:07, 5.26it/s] 21/499 4.32G 0.01691 0.01283 0.007543 66 640: 79%|#######8 | 132/168 [00:25<00:06, 5.33it/s] 21/499 4.32G 0.01692 0.01283 0.00755 74 640: 79%|#######8 | 132/168 [00:25<00:06, 5.33it/s] 21/499 4.32G 0.01692 0.01283 0.00755 74 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s] 21/499 4.32G 0.01692 0.01284 0.007564 70 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s] 21/499 4.32G 0.01692 0.01284 0.007564 70 640: 80%|#######9 | 134/168 [00:25<00:06, 5.30it/s] 21/499 4.32G 0.01693 0.01285 0.007604 66 640: 80%|#######9 | 134/168 [00:25<00:06, 5.30it/s] 21/499 4.32G 0.01693 0.01285 0.007604 66 640: 80%|######## | 135/168 [00:25<00:06, 5.31it/s] 21/499 4.32G 0.01695 0.01284 0.007599 64 640: 80%|######## | 135/168 [00:25<00:06, 5.31it/s] 21/499 4.32G 0.01695 0.01284 0.007599 64 640: 81%|######## | 136/168 [00:25<00:06, 5.18it/s] 21/499 4.32G 0.01694 0.01286 0.00759 82 640: 81%|######## | 136/168 [00:26<00:06, 5.18it/s] 21/499 4.32G 0.01694 0.01286 0.00759 82 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s] 21/499 4.32G 0.01693 0.01287 0.007581 73 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s] 21/499 4.32G 0.01693 0.01287 0.007581 73 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s] 21/499 4.32G 0.01692 0.01286 0.007582 62 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s] 21/499 4.32G 0.01692 0.01286 0.007582 62 640: 83%|########2 | 139/168 [00:26<00:05, 5.17it/s] 21/499 4.32G 0.01693 0.01287 0.007578 70 640: 83%|########2 | 139/168 [00:26<00:05, 5.17it/s] 21/499 4.32G 0.01693 0.01287 0.007578 70 640: 83%|########3 | 140/168 [00:26<00:05, 5.25it/s] 21/499 4.32G 0.01692 0.01286 0.007577 59 640: 83%|########3 | 140/168 [00:26<00:05, 5.25it/s] 21/499 4.32G 0.01692 0.01286 0.007577 59 640: 84%|########3 | 141/168 [00:26<00:05, 5.32it/s] 21/499 4.32G 0.01691 0.01286 0.007587 74 640: 84%|########3 | 141/168 [00:27<00:05, 5.32it/s] 21/499 4.32G 0.01691 0.01286 0.007587 74 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s] 21/499 4.32G 0.01691 0.01287 0.007588 63 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s] 21/499 4.32G 0.01691 0.01287 0.007588 63 640: 85%|########5 | 143/168 [00:27<00:04, 5.24it/s] 21/499 4.32G 0.01691 0.01289 0.007568 77 640: 85%|########5 | 143/168 [00:27<00:04, 5.24it/s] 21/499 4.32G 0.01691 0.01289 0.007568 77 640: 86%|########5 | 144/168 [00:27<00:04, 5.34it/s] 21/499 4.32G 0.0169 0.01288 0.007571 73 640: 86%|########5 | 144/168 [00:27<00:04, 5.34it/s] 21/499 4.32G 0.0169 0.01288 0.007571 73 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s] 21/499 4.32G 0.01689 0.01288 0.007579 62 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s] 21/499 4.32G 0.01689 0.01288 0.007579 62 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s] 21/499 4.32G 0.01689 0.01288 0.007566 64 640: 87%|########6 | 146/168 [00:28<00:04, 5.28it/s] 21/499 4.32G 0.01689 0.01288 0.007566 64 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s] 21/499 4.32G 0.0169 0.01287 0.007576 58 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s] 21/499 4.32G 0.0169 0.01287 0.007576 58 640: 88%|########8 | 148/168 [00:28<00:03, 5.17it/s] 21/499 4.32G 0.0169 0.01287 0.007556 78 640: 88%|########8 | 148/168 [00:28<00:03, 5.17it/s] 21/499 4.32G 0.0169 0.01287 0.007556 78 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s] 21/499 4.32G 0.0169 0.01285 0.007546 52 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s] 21/499 4.32G 0.0169 0.01285 0.007546 52 640: 89%|########9 | 150/168 [00:28<00:03, 5.30it/s] 21/499 4.32G 0.01689 0.01285 0.007546 80 640: 89%|########9 | 150/168 [00:28<00:03, 5.30it/s] 21/499 4.32G 0.01689 0.01285 0.007546 80 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s] 21/499 4.32G 0.0169 0.01287 0.007544 80 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s] 21/499 4.32G 0.0169 0.01287 0.007544 80 640: 90%|######### | 152/168 [00:28<00:03, 5.25it/s] 21/499 4.32G 0.01689 0.01285 0.007541 58 640: 90%|######### | 152/168 [00:29<00:03, 5.25it/s] 21/499 4.32G 0.01689 0.01285 0.007541 58 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s] 21/499 4.32G 0.0169 0.01286 0.007557 67 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s] 21/499 4.32G 0.0169 0.01286 0.007557 67 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s] 21/499 4.32G 0.01692 0.01286 0.00758 65 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s] 21/499 4.32G 0.01692 0.01286 0.00758 65 640: 92%|#########2| 155/168 [00:29<00:02, 5.29it/s] 21/499 4.32G 0.01689 0.01285 0.007583 61 640: 92%|#########2| 155/168 [00:29<00:02, 5.29it/s] 21/499 4.32G 0.01689 0.01285 0.007583 61 640: 93%|#########2| 156/168 [00:29<00:02, 5.32it/s] 21/499 4.32G 0.0169 0.01285 0.007572 69 640: 93%|#########2| 156/168 [00:29<00:02, 5.32it/s] 21/499 4.32G 0.0169 0.01285 0.007572 69 640: 93%|#########3| 157/168 [00:29<00:02, 5.19it/s] 21/499 4.32G 0.01691 0.01287 0.007552 80 640: 93%|#########3| 157/168 [00:30<00:02, 5.19it/s] 21/499 4.32G 0.01691 0.01287 0.007552 80 640: 94%|#########4| 158/168 [00:30<00:01, 5.24it/s] 21/499 4.32G 0.0169 0.01286 0.007544 65 640: 94%|#########4| 158/168 [00:30<00:01, 5.24it/s] 21/499 4.32G 0.0169 0.01286 0.007544 65 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s] 21/499 4.32G 0.0169 0.01287 0.007529 70 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s] 21/499 4.32G 0.0169 0.01287 0.007529 70 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s] 21/499 4.32G 0.01691 0.01286 0.007534 62 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s] 21/499 4.32G 0.01691 0.01286 0.007534 62 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s] 21/499 4.32G 0.0169 0.01285 0.007532 58 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s] 21/499 4.32G 0.0169 0.01285 0.007532 58 640: 96%|#########6| 162/168 [00:30<00:01, 5.31it/s] 21/499 4.32G 0.01689 0.01284 0.007529 59 640: 96%|#########6| 162/168 [00:31<00:01, 5.31it/s] 21/499 4.32G 0.01689 0.01284 0.007529 59 640: 97%|#########7| 163/168 [00:31<00:00, 5.19it/s] 21/499 4.32G 0.0169 0.01288 0.007554 91 640: 97%|#########7| 163/168 [00:31<00:00, 5.19it/s] 21/499 4.32G 0.0169 0.01288 0.007554 91 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s] 21/499 4.32G 0.0169 0.01291 0.007548 85 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s] 21/499 4.32G 0.0169 0.01291 0.007548 85 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s] 21/499 4.32G 0.01691 0.01292 0.007547 64 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s] 21/499 4.32G 0.01691 0.01292 0.007547 64 640: 99%|#########8| 166/168 [00:31<00:00, 5.16it/s] 21/499 4.32G 0.01691 0.01293 0.007547 81 640: 99%|#########8| 166/168 [00:31<00:00, 5.16it/s] 21/499 4.32G 0.01691 0.01293 0.007547 81 640: 99%|#########9| 167/168 [00:31<00:00, 5.26it/s] 21/499 4.32G 0.01691 0.01294 0.007542 33 640: 99%|#########9| 167/168 [00:31<00:00, 5.26it/s] 21/499 4.32G 0.01691 0.01294 0.007542 33 640: 100%|##########| 168/168 [00:31<00:00, 5.45it/s] 21/499 4.32G 0.01691 0.01294 0.007542 33 640: 100%|##########| 168/168 [00:31<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.97it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s] all 132 263 0.83 0.867 0.873 0.719 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 22/499 4.32G 0.01607 0.01453 0.005194 82 640: 0%| | 0/168 [00:00<?, ?it/s] 22/499 4.32G 0.01607 0.01453 0.005194 82 640: 1%| | 1/168 [00:00<00:34, 4.85it/s] 22/499 4.32G 0.01703 0.01467 0.00647 82 640: 1%| | 1/168 [00:00<00:34, 4.85it/s] 22/499 4.32G 0.01703 0.01467 0.00647 82 640: 1%|1 | 2/168 [00:00<00:32, 5.14it/s] 22/499 4.32G 0.01701 0.01396 0.005295 73 640: 1%|1 | 2/168 [00:00<00:32, 5.14it/s] 22/499 4.32G 0.01701 0.01396 0.005295 73 640: 2%|1 | 3/168 [00:00<00:31, 5.31it/s] 22/499 4.32G 0.0173 0.014 0.005867 72 640: 2%|1 | 3/168 [00:00<00:31, 5.31it/s] 22/499 4.32G 0.0173 0.014 0.005867 72 640: 2%|2 | 4/168 [00:00<00:31, 5.13it/s] 22/499 4.32G 0.01675 0.01342 0.006186 65 640: 2%|2 | 4/168 [00:00<00:31, 5.13it/s] 22/499 4.32G 0.01675 0.01342 0.006186 65 640: 3%|2 | 5/168 [00:00<00:31, 5.18it/s] 22/499 4.32G 0.01704 0.01318 0.006033 59 640: 3%|2 | 5/168 [00:01<00:31, 5.18it/s] 22/499 4.32G 0.01704 0.01318 0.006033 59 640: 4%|3 | 6/168 [00:01<00:30, 5.28it/s] 22/499 4.32G 0.01719 0.01342 0.006132 80 640: 4%|3 | 6/168 [00:01<00:30, 5.28it/s] 22/499 4.32G 0.01719 0.01342 0.006132 80 640: 4%|4 | 7/168 [00:01<00:31, 5.12it/s] 22/499 4.32G 0.01751 0.01337 0.006573 55 640: 4%|4 | 7/168 [00:01<00:31, 5.12it/s] 22/499 4.32G 0.01751 0.01337 0.006573 55 640: 5%|4 | 8/168 [00:01<00:30, 5.23it/s] 22/499 4.32G 0.0176 0.0134 0.007235 73 640: 5%|4 | 8/168 [00:01<00:30, 5.23it/s] 22/499 4.32G 0.0176 0.0134 0.007235 73 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s] 22/499 4.32G 0.01743 0.01354 0.007259 73 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s] 22/499 4.32G 0.01743 0.01354 0.007259 73 640: 6%|5 | 10/168 [00:01<00:31, 5.10it/s] 22/499 4.32G 0.01736 0.01334 0.007337 74 640: 6%|5 | 10/168 [00:02<00:31, 5.10it/s] 22/499 4.32G 0.01736 0.01334 0.007337 74 640: 7%|6 | 11/168 [00:02<00:30, 5.20it/s] 22/499 4.32G 0.01736 0.01321 0.007722 70 640: 7%|6 | 11/168 [00:02<00:30, 5.20it/s] 22/499 4.32G 0.01736 0.01321 0.007722 70 640: 7%|7 | 12/168 [00:02<00:29, 5.27it/s] 22/499 4.32G 0.01734 0.01322 0.007818 77 640: 7%|7 | 12/168 [00:02<00:29, 5.27it/s] 22/499 4.32G 0.01734 0.01322 0.007818 77 640: 8%|7 | 13/168 [00:02<00:30, 5.15it/s] 22/499 4.32G 0.01735 0.01321 0.007765 66 640: 8%|7 | 13/168 [00:02<00:30, 5.15it/s] 22/499 4.32G 0.01735 0.01321 0.007765 66 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s] 22/499 4.32G 0.01729 0.01325 0.007513 69 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s] 22/499 4.32G 0.01729 0.01325 0.007513 69 640: 9%|8 | 15/168 [00:02<00:28, 5.29it/s] 22/499 4.32G 0.01736 0.01342 0.007275 87 640: 9%|8 | 15/168 [00:03<00:28, 5.29it/s] 22/499 4.32G 0.01736 0.01342 0.007275 87 640: 10%|9 | 16/168 [00:03<00:29, 5.16it/s] 22/499 4.32G 0.01728 0.01347 0.00778 73 640: 10%|9 | 16/168 [00:03<00:29, 5.16it/s] 22/499 4.32G 0.01728 0.01347 0.00778 73 640: 10%|# | 17/168 [00:03<00:28, 5.25it/s] 22/499 4.32G 0.01736 0.01346 0.007969 77 640: 10%|# | 17/168 [00:03<00:28, 5.25it/s] 22/499 4.32G 0.01736 0.01346 0.007969 77 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s] 22/499 4.32G 0.01737 0.01356 0.008043 80 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s] 22/499 4.32G 0.01737 0.01356 0.008043 80 640: 11%|#1 | 19/168 [00:03<00:28, 5.17it/s] 22/499 4.32G 0.01731 0.01353 0.007893 67 640: 11%|#1 | 19/168 [00:03<00:28, 5.17it/s] 22/499 4.32G 0.01731 0.01353 0.007893 67 640: 12%|#1 | 20/168 [00:03<00:28, 5.26it/s] 22/499 4.32G 0.01731 0.01346 0.007897 64 640: 12%|#1 | 20/168 [00:04<00:28, 5.26it/s] 22/499 4.32G 0.01731 0.01346 0.007897 64 640: 12%|#2 | 21/168 [00:04<00:27, 5.31it/s] 22/499 4.32G 0.0172 0.01347 0.007983 76 640: 12%|#2 | 21/168 [00:04<00:27, 5.31it/s] 22/499 4.32G 0.0172 0.01347 0.007983 76 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s] 22/499 4.32G 0.01716 0.01337 0.007732 58 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s] 22/499 4.32G 0.01716 0.01337 0.007732 58 640: 14%|#3 | 23/168 [00:04<00:27, 5.26it/s] 22/499 4.32G 0.01705 0.01327 0.007642 66 640: 14%|#3 | 23/168 [00:04<00:27, 5.26it/s] 22/499 4.32G 0.01705 0.01327 0.007642 66 640: 14%|#4 | 24/168 [00:04<00:27, 5.33it/s] 22/499 4.32G 0.01709 0.01321 0.007558 64 640: 14%|#4 | 24/168 [00:04<00:27, 5.33it/s] 22/499 4.32G 0.01709 0.01321 0.007558 64 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s] 22/499 4.32G 0.01715 0.01316 0.007735 64 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s] 22/499 4.32G 0.01715 0.01316 0.007735 64 640: 15%|#5 | 26/168 [00:04<00:26, 5.26it/s] 22/499 4.32G 0.01712 0.01317 0.007707 77 640: 15%|#5 | 26/168 [00:05<00:26, 5.26it/s] 22/499 4.32G 0.01712 0.01317 0.007707 77 640: 16%|#6 | 27/168 [00:05<00:26, 5.31it/s] 22/499 4.32G 0.01706 0.01306 0.007641 52 640: 16%|#6 | 27/168 [00:05<00:26, 5.31it/s] 22/499 4.32G 0.01706 0.01306 0.007641 52 640: 17%|#6 | 28/168 [00:05<00:27, 5.15it/s] 22/499 4.32G 0.01709 0.01309 0.007719 77 640: 17%|#6 | 28/168 [00:05<00:27, 5.15it/s] 22/499 4.32G 0.01709 0.01309 0.007719 77 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s] 22/499 4.32G 0.01707 0.01309 0.007691 74 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s] 22/499 4.32G 0.01707 0.01309 0.007691 74 640: 18%|#7 | 30/168 [00:05<00:26, 5.31it/s] 22/499 4.32G 0.01696 0.01302 0.007721 66 640: 18%|#7 | 30/168 [00:05<00:26, 5.31it/s] 22/499 4.32G 0.01696 0.01302 0.007721 66 640: 18%|#8 | 31/168 [00:05<00:26, 5.18it/s] 22/499 4.32G 0.01702 0.01306 0.007558 70 640: 18%|#8 | 31/168 [00:06<00:26, 5.18it/s] 22/499 4.32G 0.01702 0.01306 0.007558 70 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s] 22/499 4.32G 0.01704 0.01309 0.007516 74 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s] 22/499 4.32G 0.01704 0.01309 0.007516 74 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s] 22/499 4.32G 0.01703 0.0131 0.007407 71 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s] 22/499 4.32G 0.01703 0.0131 0.007407 71 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s] 22/499 4.32G 0.01696 0.01304 0.007367 68 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s] 22/499 4.32G 0.01696 0.01304 0.007367 68 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s] 22/499 4.32G 0.01694 0.01297 0.007415 65 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s] 22/499 4.32G 0.01694 0.01297 0.007415 65 640: 21%|##1 | 36/168 [00:06<00:24, 5.38it/s] 22/499 4.32G 0.01695 0.01286 0.007339 53 640: 21%|##1 | 36/168 [00:07<00:24, 5.38it/s] 22/499 4.32G 0.01695 0.01286 0.007339 53 640: 22%|##2 | 37/168 [00:07<00:25, 5.23it/s] 22/499 4.32G 0.017 0.01285 0.007337 64 640: 22%|##2 | 37/168 [00:07<00:25, 5.23it/s] 22/499 4.32G 0.017 0.01285 0.007337 64 640: 23%|##2 | 38/168 [00:07<00:24, 5.32it/s] 22/499 4.32G 0.017 0.01282 0.007341 56 640: 23%|##2 | 38/168 [00:07<00:24, 5.32it/s] 22/499 4.32G 0.017 0.01282 0.007341 56 640: 23%|##3 | 39/168 [00:07<00:24, 5.37it/s] 22/499 4.32G 0.017 0.01284 0.007346 69 640: 23%|##3 | 39/168 [00:07<00:24, 5.37it/s] 22/499 4.32G 0.017 0.01284 0.007346 69 640: 24%|##3 | 40/168 [00:07<00:24, 5.24it/s] 22/499 4.32G 0.01698 0.01282 0.007359 66 640: 24%|##3 | 40/168 [00:07<00:24, 5.24it/s] 22/499 4.32G 0.01698 0.01282 0.007359 66 640: 24%|##4 | 41/168 [00:07<00:23, 5.33it/s] 22/499 4.32G 0.01693 0.01281 0.007324 75 640: 24%|##4 | 41/168 [00:07<00:23, 5.33it/s] 22/499 4.32G 0.01693 0.01281 0.007324 75 640: 25%|##5 | 42/168 [00:07<00:23, 5.37it/s] 22/499 4.32G 0.0169 0.0128 0.007297 71 640: 25%|##5 | 42/168 [00:08<00:23, 5.37it/s] 22/499 4.32G 0.0169 0.0128 0.007297 71 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s] 22/499 4.32G 0.01696 0.01274 0.007253 45 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s] 22/499 4.32G 0.01696 0.01274 0.007253 45 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s] 22/499 4.32G 0.01695 0.01275 0.007275 63 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s] 22/499 4.32G 0.01695 0.01275 0.007275 63 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s] 22/499 4.32G 0.01701 0.01272 0.007325 65 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s] 22/499 4.32G 0.01701 0.01272 0.007325 65 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s] 22/499 4.32G 0.01707 0.01273 0.007333 67 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s] 22/499 4.32G 0.01707 0.01273 0.007333 67 640: 28%|##7 | 47/168 [00:08<00:22, 5.29it/s] 22/499 4.32G 0.01707 0.01272 0.007298 67 640: 28%|##7 | 47/168 [00:09<00:22, 5.29it/s] 22/499 4.32G 0.01707 0.01272 0.007298 67 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s] 22/499 4.32G 0.01702 0.01269 0.007248 64 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s] 22/499 4.32G 0.01702 0.01269 0.007248 64 640: 29%|##9 | 49/168 [00:09<00:22, 5.23it/s] 22/499 4.32G 0.01702 0.01269 0.007275 67 640: 29%|##9 | 49/168 [00:09<00:22, 5.23it/s] 22/499 4.32G 0.01702 0.01269 0.007275 67 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s] 22/499 4.32G 0.01701 0.01266 0.007311 62 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s] 22/499 4.32G 0.01701 0.01266 0.007311 62 640: 30%|### | 51/168 [00:09<00:21, 5.32it/s] 22/499 4.32G 0.01703 0.01263 0.00737 51 640: 30%|### | 51/168 [00:09<00:21, 5.32it/s] 22/499 4.32G 0.01703 0.01263 0.00737 51 640: 31%|### | 52/168 [00:09<00:22, 5.20it/s] 22/499 4.32G 0.01705 0.01262 0.007294 59 640: 31%|### | 52/168 [00:10<00:22, 5.20it/s] 22/499 4.32G 0.01705 0.01262 0.007294 59 640: 32%|###1 | 53/168 [00:10<00:21, 5.31it/s] 22/499 4.32G 0.01705 0.01263 0.007325 63 640: 32%|###1 | 53/168 [00:10<00:21, 5.31it/s] 22/499 4.32G 0.01705 0.01263 0.007325 63 640: 32%|###2 | 54/168 [00:10<00:21, 5.36it/s] 22/499 4.32G 0.01706 0.01268 0.007292 73 640: 32%|###2 | 54/168 [00:10<00:21, 5.36it/s] 22/499 4.32G 0.01706 0.01268 0.007292 73 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s] 22/499 4.32G 0.01709 0.01267 0.00732 61 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s] 22/499 4.32G 0.01709 0.01267 0.00732 61 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s] 22/499 4.32G 0.01712 0.01264 0.007247 56 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s] 22/499 4.32G 0.01712 0.01264 0.007247 56 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s] 22/499 4.32G 0.01713 0.01264 0.007236 75 640: 34%|###3 | 57/168 [00:11<00:20, 5.35it/s] 22/499 4.32G 0.01713 0.01264 0.007236 75 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s] 22/499 4.32G 0.01711 0.01264 0.007213 69 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s] 22/499 4.32G 0.01711 0.01264 0.007213 69 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s] 22/499 4.32G 0.0171 0.01265 0.007203 75 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s] 22/499 4.32G 0.0171 0.01265 0.007203 75 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s] 22/499 4.32G 0.01706 0.01263 0.007288 67 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s] 22/499 4.32G 0.01706 0.01263 0.007288 67 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s] 22/499 4.32G 0.01706 0.01269 0.007305 79 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s] 22/499 4.32G 0.01706 0.01269 0.007305 79 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s] 22/499 4.32G 0.01707 0.01265 0.007286 58 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s] 22/499 4.32G 0.01707 0.01265 0.007286 58 640: 38%|###7 | 63/168 [00:11<00:19, 5.29it/s] 22/499 4.32G 0.01709 0.01271 0.007268 77 640: 38%|###7 | 63/168 [00:12<00:19, 5.29it/s] 22/499 4.32G 0.01709 0.01271 0.007268 77 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s] 22/499 4.32G 0.01707 0.01278 0.007237 89 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s] 22/499 4.32G 0.01707 0.01278 0.007237 89 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s] 22/499 4.32G 0.0171 0.01282 0.007244 78 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s] 22/499 4.32G 0.0171 0.01282 0.007244 78 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s] 22/499 4.32G 0.01709 0.01284 0.007244 63 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s] 22/499 4.32G 0.01709 0.01284 0.007244 63 640: 40%|###9 | 67/168 [00:12<00:19, 5.16it/s] 22/499 4.32G 0.0171 0.01287 0.007232 80 640: 40%|###9 | 67/168 [00:12<00:19, 5.16it/s] 22/499 4.32G 0.0171 0.01287 0.007232 80 640: 40%|#### | 68/168 [00:12<00:19, 5.24it/s] 22/499 4.32G 0.01707 0.01282 0.007186 54 640: 40%|#### | 68/168 [00:13<00:19, 5.24it/s] 22/499 4.32G 0.01707 0.01282 0.007186 54 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s] 22/499 4.32G 0.01707 0.01283 0.007139 63 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s] 22/499 4.32G 0.01707 0.01283 0.007139 63 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s] 22/499 4.32G 0.01705 0.01286 0.007117 88 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s] 22/499 4.32G 0.01705 0.01286 0.007117 88 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s] 22/499 4.32G 0.01704 0.01285 0.007136 67 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s] 22/499 4.32G 0.01704 0.01285 0.007136 67 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s] 22/499 4.32G 0.01705 0.01286 0.007167 67 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s] 22/499 4.32G 0.01705 0.01286 0.007167 67 640: 43%|####3 | 73/168 [00:13<00:18, 5.18it/s] 22/499 4.32G 0.01702 0.01286 0.007155 74 640: 43%|####3 | 73/168 [00:14<00:18, 5.18it/s] 22/499 4.32G 0.01702 0.01286 0.007155 74 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s] 22/499 4.32G 0.01702 0.01282 0.007251 59 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s] 22/499 4.32G 0.01702 0.01282 0.007251 59 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 22/499 4.32G 0.01702 0.01281 0.007255 60 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 22/499 4.32G 0.01702 0.01281 0.007255 60 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s] 22/499 4.32G 0.017 0.01281 0.007283 66 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s] 22/499 4.32G 0.017 0.01281 0.007283 66 640: 46%|####5 | 77/168 [00:14<00:17, 5.24it/s] 22/499 4.32G 0.017 0.01281 0.007283 68 640: 46%|####5 | 77/168 [00:14<00:17, 5.24it/s] 22/499 4.32G 0.017 0.01281 0.007283 68 640: 46%|####6 | 78/168 [00:14<00:16, 5.30it/s] 22/499 4.32G 0.01697 0.01277 0.007289 65 640: 46%|####6 | 78/168 [00:15<00:16, 5.30it/s] 22/499 4.32G 0.01697 0.01277 0.007289 65 640: 47%|####7 | 79/168 [00:15<00:17, 5.17it/s] 22/499 4.32G 0.01697 0.01281 0.007297 81 640: 47%|####7 | 79/168 [00:15<00:17, 5.17it/s] 22/499 4.32G 0.01697 0.01281 0.007297 81 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s] 22/499 4.32G 0.01699 0.01285 0.007252 84 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s] 22/499 4.32G 0.01699 0.01285 0.007252 84 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s] 22/499 4.32G 0.017 0.01284 0.007252 68 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s] 22/499 4.32G 0.017 0.01284 0.007252 68 640: 49%|####8 | 82/168 [00:15<00:16, 5.19it/s] 22/499 4.32G 0.01698 0.01284 0.007249 74 640: 49%|####8 | 82/168 [00:15<00:16, 5.19it/s] 22/499 4.32G 0.01698 0.01284 0.007249 74 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s] 22/499 4.32G 0.01697 0.01284 0.007218 72 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s] 22/499 4.32G 0.01697 0.01284 0.007218 72 640: 50%|##### | 84/168 [00:15<00:15, 5.34it/s] 22/499 4.32G 0.01694 0.01284 0.007175 67 640: 50%|##### | 84/168 [00:16<00:15, 5.34it/s] 22/499 4.32G 0.01694 0.01284 0.007175 67 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s] 22/499 4.32G 0.01695 0.01283 0.007144 70 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s] 22/499 4.32G 0.01695 0.01283 0.007144 70 640: 51%|#####1 | 86/168 [00:16<00:15, 5.23it/s] 22/499 4.32G 0.01694 0.01283 0.007207 70 640: 51%|#####1 | 86/168 [00:16<00:15, 5.23it/s] 22/499 4.32G 0.01694 0.01283 0.007207 70 640: 52%|#####1 | 87/168 [00:16<00:15, 5.25it/s] 22/499 4.32G 0.01693 0.01282 0.007225 70 640: 52%|#####1 | 87/168 [00:16<00:15, 5.25it/s] 22/499 4.32G 0.01693 0.01282 0.007225 70 640: 52%|#####2 | 88/168 [00:16<00:15, 5.14it/s] 22/499 4.32G 0.01689 0.01279 0.007233 63 640: 52%|#####2 | 88/168 [00:16<00:15, 5.14it/s] 22/499 4.32G 0.01689 0.01279 0.007233 63 640: 53%|#####2 | 89/168 [00:16<00:15, 5.23it/s] 22/499 4.32G 0.01689 0.0128 0.007241 77 640: 53%|#####2 | 89/168 [00:17<00:15, 5.23it/s] 22/499 4.32G 0.01689 0.0128 0.007241 77 640: 54%|#####3 | 90/168 [00:17<00:14, 5.31it/s] 22/499 4.32G 0.01689 0.01278 0.007249 63 640: 54%|#####3 | 90/168 [00:17<00:14, 5.31it/s] 22/499 4.32G 0.01689 0.01278 0.007249 63 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s] 22/499 4.32G 0.0169 0.01279 0.00727 71 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s] 22/499 4.32G 0.0169 0.01279 0.00727 71 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s] 22/499 4.32G 0.01689 0.01279 0.00725 70 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s] 22/499 4.32G 0.01689 0.01279 0.00725 70 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s] 22/499 4.32G 0.01691 0.01282 0.007235 82 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s] 22/499 4.32G 0.01691 0.01282 0.007235 82 640: 56%|#####5 | 94/168 [00:17<00:14, 5.24it/s] 22/499 4.32G 0.01688 0.0128 0.007269 63 640: 56%|#####5 | 94/168 [00:18<00:14, 5.24it/s] 22/499 4.32G 0.01688 0.0128 0.007269 63 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s] 22/499 4.32G 0.01689 0.0128 0.007227 64 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s] 22/499 4.32G 0.01689 0.0128 0.007227 64 640: 57%|#####7 | 96/168 [00:18<00:13, 5.35it/s] 22/499 4.32G 0.01689 0.0128 0.007187 63 640: 57%|#####7 | 96/168 [00:18<00:13, 5.35it/s] 22/499 4.32G 0.01689 0.0128 0.007187 63 640: 58%|#####7 | 97/168 [00:18<00:13, 5.21it/s] 22/499 4.32G 0.01687 0.0128 0.007171 64 640: 58%|#####7 | 97/168 [00:18<00:13, 5.21it/s] 22/499 4.32G 0.01687 0.0128 0.007171 64 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s] 22/499 4.32G 0.01686 0.01279 0.007163 74 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s] 22/499 4.32G 0.01686 0.01279 0.007163 74 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s] 22/499 4.32G 0.01685 0.01279 0.007136 68 640: 59%|#####8 | 99/168 [00:19<00:12, 5.33it/s] 22/499 4.32G 0.01685 0.01279 0.007136 68 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s] 22/499 4.32G 0.01686 0.01282 0.007167 76 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s] 22/499 4.32G 0.01686 0.01282 0.007167 76 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s] 22/499 4.32G 0.01685 0.01281 0.007176 57 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s] 22/499 4.32G 0.01685 0.01281 0.007176 57 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s] 22/499 4.32G 0.01684 0.01279 0.007153 58 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s] 22/499 4.32G 0.01684 0.01279 0.007153 58 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s] 22/499 4.32G 0.01683 0.01276 0.007165 63 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s] 22/499 4.32G 0.01683 0.01276 0.007165 63 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s] 22/499 4.32G 0.01683 0.01276 0.007191 69 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s] 22/499 4.32G 0.01683 0.01276 0.007191 69 640: 62%|######2 | 105/168 [00:19<00:11, 5.31it/s] 22/499 4.32G 0.01684 0.01277 0.007216 76 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s] 22/499 4.32G 0.01684 0.01277 0.007216 76 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s] 22/499 4.32G 0.01684 0.01277 0.007179 72 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s] 22/499 4.32G 0.01684 0.01277 0.007179 72 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s] 22/499 4.32G 0.01684 0.01278 0.007213 65 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s] 22/499 4.32G 0.01684 0.01278 0.007213 65 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s] 22/499 4.32G 0.01685 0.01279 0.007244 62 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s] 22/499 4.32G 0.01685 0.01279 0.007244 62 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s] 22/499 4.32G 0.01685 0.01278 0.00723 66 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s] 22/499 4.32G 0.01685 0.01278 0.00723 66 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s] 22/499 4.32G 0.01684 0.01279 0.007235 81 640: 65%|######5 | 110/168 [00:21<00:10, 5.30it/s] 22/499 4.32G 0.01684 0.01279 0.007235 81 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s] 22/499 4.32G 0.01682 0.01278 0.007251 61 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s] 22/499 4.32G 0.01682 0.01278 0.007251 61 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s] 22/499 4.32G 0.01681 0.01278 0.007285 57 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s] 22/499 4.32G 0.01681 0.01278 0.007285 57 640: 67%|######7 | 113/168 [00:21<00:10, 5.18it/s] 22/499 4.32G 0.0168 0.01275 0.007327 57 640: 67%|######7 | 113/168 [00:21<00:10, 5.18it/s] 22/499 4.32G 0.0168 0.01275 0.007327 57 640: 68%|######7 | 114/168 [00:21<00:10, 5.26it/s] 22/499 4.32G 0.0168 0.01272 0.007343 57 640: 68%|######7 | 114/168 [00:21<00:10, 5.26it/s] 22/499 4.32G 0.0168 0.01272 0.007343 57 640: 68%|######8 | 115/168 [00:21<00:10, 5.17it/s] 22/499 4.32G 0.01679 0.01272 0.007352 65 640: 68%|######8 | 115/168 [00:22<00:10, 5.17it/s] 22/499 4.32G 0.01679 0.01272 0.007352 65 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s] 22/499 4.32G 0.01678 0.01272 0.007362 64 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s] 22/499 4.32G 0.01678 0.01272 0.007362 64 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s] 22/499 4.32G 0.01678 0.01273 0.007369 68 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s] 22/499 4.32G 0.01678 0.01273 0.007369 68 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s] 22/499 4.32G 0.01678 0.01272 0.00735 59 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s] 22/499 4.32G 0.01678 0.01272 0.00735 59 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s] 22/499 4.32G 0.01677 0.01271 0.007351 75 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s] 22/499 4.32G 0.01677 0.01271 0.007351 75 640: 71%|#######1 | 120/168 [00:22<00:08, 5.35it/s] 22/499 4.32G 0.01677 0.01271 0.007351 59 640: 71%|#######1 | 120/168 [00:23<00:08, 5.35it/s] 22/499 4.32G 0.01677 0.01271 0.007351 59 640: 72%|#######2 | 121/168 [00:23<00:09, 5.22it/s] 22/499 4.32G 0.01676 0.01268 0.007327 52 640: 72%|#######2 | 121/168 [00:23<00:09, 5.22it/s] 22/499 4.32G 0.01676 0.01268 0.007327 52 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s] 22/499 4.32G 0.01676 0.01267 0.007325 60 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s] 22/499 4.32G 0.01676 0.01267 0.007325 60 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s] 22/499 4.32G 0.0168 0.01267 0.007361 61 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s] 22/499 4.32G 0.0168 0.01267 0.007361 61 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s] 22/499 4.32G 0.0168 0.01268 0.007352 67 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s] 22/499 4.32G 0.0168 0.01268 0.007352 67 640: 74%|#######4 | 125/168 [00:23<00:08, 5.29it/s] 22/499 4.32G 0.0168 0.01267 0.007385 73 640: 74%|#######4 | 125/168 [00:23<00:08, 5.29it/s] 22/499 4.32G 0.0168 0.01267 0.007385 73 640: 75%|#######5 | 126/168 [00:23<00:07, 5.33it/s] 22/499 4.32G 0.01679 0.01268 0.007392 70 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s] 22/499 4.32G 0.01679 0.01268 0.007392 70 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s] 22/499 4.32G 0.01678 0.01267 0.007363 63 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s] 22/499 4.32G 0.01678 0.01267 0.007363 63 640: 76%|#######6 | 128/168 [00:24<00:07, 5.20it/s] 22/499 4.32G 0.01678 0.01265 0.007365 60 640: 76%|#######6 | 128/168 [00:24<00:07, 5.20it/s] 22/499 4.32G 0.01678 0.01265 0.007365 60 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s] 22/499 4.32G 0.01677 0.01265 0.007369 76 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s] 22/499 4.32G 0.01677 0.01265 0.007369 76 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s] 22/499 4.32G 0.01679 0.01268 0.007381 79 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s] 22/499 4.32G 0.01679 0.01268 0.007381 79 640: 78%|#######7 | 131/168 [00:24<00:07, 5.25it/s] 22/499 4.32G 0.01678 0.01266 0.007467 58 640: 78%|#######7 | 131/168 [00:25<00:07, 5.25it/s] 22/499 4.32G 0.01678 0.01266 0.007467 58 640: 79%|#######8 | 132/168 [00:25<00:06, 5.33it/s] 22/499 4.32G 0.01677 0.01266 0.007478 68 640: 79%|#######8 | 132/168 [00:25<00:06, 5.33it/s] 22/499 4.32G 0.01677 0.01266 0.007478 68 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s] 22/499 4.32G 0.01678 0.01268 0.007497 74 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s] 22/499 4.32G 0.01678 0.01268 0.007497 74 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s] 22/499 4.32G 0.01676 0.01266 0.007491 56 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s] 22/499 4.32G 0.01676 0.01266 0.007491 56 640: 80%|######## | 135/168 [00:25<00:06, 5.38it/s] 22/499 4.32G 0.01677 0.01266 0.007508 69 640: 80%|######## | 135/168 [00:25<00:06, 5.38it/s] 22/499 4.32G 0.01677 0.01266 0.007508 69 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s] 22/499 4.32G 0.01679 0.01267 0.007497 74 640: 81%|######## | 136/168 [00:26<00:06, 5.23it/s] 22/499 4.32G 0.01679 0.01267 0.007497 74 640: 82%|########1 | 137/168 [00:26<00:05, 5.31it/s] 22/499 4.32G 0.01678 0.01268 0.007554 74 640: 82%|########1 | 137/168 [00:26<00:05, 5.31it/s] 22/499 4.32G 0.01678 0.01268 0.007554 74 640: 82%|########2 | 138/168 [00:26<00:05, 5.36it/s] 22/499 4.32G 0.0168 0.01268 0.007567 58 640: 82%|########2 | 138/168 [00:26<00:05, 5.36it/s] 22/499 4.32G 0.0168 0.01268 0.007567 58 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s] 22/499 4.32G 0.0168 0.01269 0.00756 65 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s] 22/499 4.32G 0.0168 0.01269 0.00756 65 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s] 22/499 4.32G 0.0168 0.01269 0.007548 73 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s] 22/499 4.32G 0.0168 0.01269 0.007548 73 640: 84%|########3 | 141/168 [00:26<00:05, 5.36it/s] 22/499 4.32G 0.0168 0.01269 0.00758 69 640: 84%|########3 | 141/168 [00:27<00:05, 5.36it/s] 22/499 4.32G 0.0168 0.01269 0.00758 69 640: 85%|########4 | 142/168 [00:27<00:04, 5.22it/s] 22/499 4.32G 0.01679 0.01269 0.007578 77 640: 85%|########4 | 142/168 [00:27<00:04, 5.22it/s] 22/499 4.32G 0.01679 0.01269 0.007578 77 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s] 22/499 4.32G 0.01677 0.01269 0.007552 78 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s] 22/499 4.32G 0.01677 0.01269 0.007552 78 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s] 22/499 4.32G 0.01677 0.01271 0.007526 78 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s] 22/499 4.32G 0.01677 0.01271 0.007526 78 640: 86%|########6 | 145/168 [00:27<00:04, 5.23it/s] 22/499 4.32G 0.01676 0.0127 0.007522 74 640: 86%|########6 | 145/168 [00:27<00:04, 5.23it/s] 22/499 4.32G 0.01676 0.0127 0.007522 74 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s] 22/499 4.32G 0.01676 0.01269 0.007528 65 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s] 22/499 4.32G 0.01676 0.01269 0.007528 65 640: 88%|########7 | 147/168 [00:27<00:03, 5.33it/s] 22/499 4.32G 0.01678 0.01269 0.007497 60 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s] 22/499 4.32G 0.01678 0.01269 0.007497 60 640: 88%|########8 | 148/168 [00:28<00:03, 5.17it/s] 22/499 4.32G 0.01678 0.01269 0.007486 68 640: 88%|########8 | 148/168 [00:28<00:03, 5.17it/s] 22/499 4.32G 0.01678 0.01269 0.007486 68 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s] 22/499 4.32G 0.01677 0.0127 0.007492 74 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s] 22/499 4.32G 0.01677 0.0127 0.007492 74 640: 89%|########9 | 150/168 [00:28<00:03, 5.29it/s] 22/499 4.32G 0.01677 0.0127 0.00747 66 640: 89%|########9 | 150/168 [00:28<00:03, 5.29it/s] 22/499 4.32G 0.01677 0.0127 0.00747 66 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s] 22/499 4.32G 0.01676 0.0127 0.007444 74 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s] 22/499 4.32G 0.01676 0.0127 0.007444 74 640: 90%|######### | 152/168 [00:28<00:03, 5.25it/s] 22/499 4.32G 0.01676 0.0127 0.007439 68 640: 90%|######### | 152/168 [00:29<00:03, 5.25it/s] 22/499 4.32G 0.01676 0.0127 0.007439 68 640: 91%|#########1| 153/168 [00:29<00:02, 5.33it/s] 22/499 4.32G 0.01677 0.01272 0.007434 68 640: 91%|#########1| 153/168 [00:29<00:02, 5.33it/s] 22/499 4.32G 0.01677 0.01272 0.007434 68 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s] 22/499 4.32G 0.01676 0.01272 0.007434 72 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s] 22/499 4.32G 0.01676 0.01272 0.007434 72 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s] 22/499 4.32G 0.01675 0.01272 0.007432 77 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s] 22/499 4.32G 0.01675 0.01272 0.007432 77 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s] 22/499 4.32G 0.01674 0.01272 0.007418 75 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s] 22/499 4.32G 0.01674 0.01272 0.007418 75 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s] 22/499 4.32G 0.01673 0.01271 0.007439 71 640: 93%|#########3| 157/168 [00:30<00:02, 5.22it/s] 22/499 4.32G 0.01673 0.01271 0.007439 71 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s] 22/499 4.32G 0.01675 0.01272 0.007479 72 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s] 22/499 4.32G 0.01675 0.01272 0.007479 72 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s] 22/499 4.32G 0.01675 0.01271 0.007505 61 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s] 22/499 4.32G 0.01675 0.01271 0.007505 61 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s] 22/499 4.32G 0.01676 0.0127 0.007547 62 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s] 22/499 4.32G 0.01676 0.0127 0.007547 62 640: 96%|#########5| 161/168 [00:30<00:01, 5.23it/s] 22/499 4.32G 0.01676 0.01269 0.007579 67 640: 96%|#########5| 161/168 [00:30<00:01, 5.23it/s] 22/499 4.32G 0.01676 0.01269 0.007579 67 640: 96%|#########6| 162/168 [00:30<00:01, 5.31it/s] 22/499 4.32G 0.01675 0.01269 0.007553 75 640: 96%|#########6| 162/168 [00:30<00:01, 5.31it/s] 22/499 4.32G 0.01675 0.01269 0.007553 75 640: 97%|#########7| 163/168 [00:30<00:00, 5.16it/s] 22/499 4.32G 0.01674 0.01268 0.00759 67 640: 97%|#########7| 163/168 [00:31<00:00, 5.16it/s] 22/499 4.32G 0.01674 0.01268 0.00759 67 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s] 22/499 4.32G 0.01673 0.01268 0.007578 71 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s] 22/499 4.32G 0.01673 0.01268 0.007578 71 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s] 22/499 4.32G 0.01672 0.0127 0.00757 85 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s] 22/499 4.32G 0.01672 0.0127 0.00757 85 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s] 22/499 4.32G 0.01675 0.01269 0.007589 54 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s] 22/499 4.32G 0.01675 0.01269 0.007589 54 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s] 22/499 4.32G 0.01675 0.01268 0.007589 32 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s] 22/499 4.32G 0.01675 0.01268 0.007589 32 640: 100%|##########| 168/168 [00:31<00:00, 5.46it/s] 22/499 4.32G 0.01675 0.01268 0.007589 32 640: 100%|##########| 168/168 [00:31<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s] all 132 263 0.802 0.783 0.824 0.673 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 23/499 4.32G 0.01831 0.01247 0.01042 74 640: 0%| | 0/168 [00:00<?, ?it/s] 23/499 4.32G 0.01831 0.01247 0.01042 74 640: 1%| | 1/168 [00:00<00:33, 4.95it/s] 23/499 4.32G 0.01785 0.01232 0.009526 56 640: 1%| | 1/168 [00:00<00:33, 4.95it/s] 23/499 4.32G 0.01785 0.01232 0.009526 56 640: 1%|1 | 2/168 [00:00<00:31, 5.28it/s] 23/499 4.32G 0.01814 0.01276 0.008996 72 640: 1%|1 | 2/168 [00:00<00:31, 5.28it/s] 23/499 4.32G 0.01814 0.01276 0.008996 72 640: 2%|1 | 3/168 [00:00<00:30, 5.37it/s] 23/499 4.32G 0.01755 0.01263 0.009319 66 640: 2%|1 | 3/168 [00:00<00:30, 5.37it/s] 23/499 4.32G 0.01755 0.01263 0.009319 66 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s] 23/499 4.32G 0.01745 0.0127 0.009696 67 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s] 23/499 4.32G 0.01745 0.0127 0.009696 67 640: 3%|2 | 5/168 [00:00<00:31, 5.23it/s] 23/499 4.32G 0.01714 0.01241 0.009583 63 640: 3%|2 | 5/168 [00:01<00:31, 5.23it/s] 23/499 4.32G 0.01714 0.01241 0.009583 63 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s] 23/499 4.32G 0.01705 0.01249 0.008968 67 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s] 23/499 4.32G 0.01705 0.01249 0.008968 67 640: 4%|4 | 7/168 [00:01<00:30, 5.19it/s] 23/499 4.32G 0.01704 0.01217 0.009022 69 640: 4%|4 | 7/168 [00:01<00:30, 5.19it/s] 23/499 4.32G 0.01704 0.01217 0.009022 69 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s] 23/499 4.32G 0.01696 0.01208 0.008914 61 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s] 23/499 4.32G 0.01696 0.01208 0.008914 61 640: 5%|5 | 9/168 [00:01<00:29, 5.39it/s] 23/499 4.32G 0.01699 0.0124 0.008472 83 640: 5%|5 | 9/168 [00:01<00:29, 5.39it/s] 23/499 4.32G 0.01699 0.0124 0.008472 83 640: 6%|5 | 10/168 [00:01<00:30, 5.22it/s] 23/499 4.32G 0.01689 0.01218 0.008682 55 640: 6%|5 | 10/168 [00:02<00:30, 5.22it/s] 23/499 4.32G 0.01689 0.01218 0.008682 55 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s] 23/499 4.32G 0.01693 0.01245 0.008561 74 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s] 23/499 4.32G 0.01693 0.01245 0.008561 74 640: 7%|7 | 12/168 [00:02<00:29, 5.29it/s] 23/499 4.32G 0.01679 0.01252 0.008408 75 640: 7%|7 | 12/168 [00:02<00:29, 5.29it/s] 23/499 4.32G 0.01679 0.01252 0.008408 75 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s] 23/499 4.32G 0.01673 0.01231 0.008287 52 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s] 23/499 4.32G 0.01673 0.01231 0.008287 52 640: 8%|8 | 14/168 [00:02<00:29, 5.29it/s] 23/499 4.32G 0.0166 0.0124 0.008092 71 640: 8%|8 | 14/168 [00:02<00:29, 5.29it/s] 23/499 4.32G 0.0166 0.0124 0.008092 71 640: 9%|8 | 15/168 [00:02<00:28, 5.29it/s] 23/499 4.32G 0.0165 0.0124 0.008092 67 640: 9%|8 | 15/168 [00:03<00:28, 5.29it/s] 23/499 4.32G 0.0165 0.0124 0.008092 67 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s] 23/499 4.32G 0.01665 0.01259 0.007863 90 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s] 23/499 4.32G 0.01665 0.01259 0.007863 90 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s] 23/499 4.32G 0.0167 0.01287 0.008032 82 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s] 23/499 4.32G 0.0167 0.01287 0.008032 82 640: 11%|# | 18/168 [00:03<00:28, 5.31it/s] 23/499 4.32G 0.01664 0.01288 0.008036 83 640: 11%|# | 18/168 [00:03<00:28, 5.31it/s] 23/499 4.32G 0.01664 0.01288 0.008036 83 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s] 23/499 4.32G 0.01662 0.01282 0.008196 66 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s] 23/499 4.32G 0.01662 0.01282 0.008196 66 640: 12%|#1 | 20/168 [00:03<00:27, 5.29it/s] 23/499 4.32G 0.01663 0.01292 0.008235 69 640: 12%|#1 | 20/168 [00:03<00:27, 5.29it/s] 23/499 4.32G 0.01663 0.01292 0.008235 69 640: 12%|#2 | 21/168 [00:03<00:27, 5.28it/s] 23/499 4.32G 0.01657 0.01283 0.007999 61 640: 12%|#2 | 21/168 [00:04<00:27, 5.28it/s] 23/499 4.32G 0.01657 0.01283 0.007999 61 640: 13%|#3 | 22/168 [00:04<00:28, 5.13it/s] 23/499 4.32G 0.01665 0.01285 0.008008 70 640: 13%|#3 | 22/168 [00:04<00:28, 5.13it/s] 23/499 4.32G 0.01665 0.01285 0.008008 70 640: 14%|#3 | 23/168 [00:04<00:27, 5.23it/s] 23/499 4.32G 0.01667 0.01282 0.0079 58 640: 14%|#3 | 23/168 [00:04<00:27, 5.23it/s] 23/499 4.32G 0.01667 0.01282 0.0079 58 640: 14%|#4 | 24/168 [00:04<00:27, 5.30it/s] 23/499 4.32G 0.01659 0.01272 0.007885 61 640: 14%|#4 | 24/168 [00:04<00:27, 5.30it/s] 23/499 4.32G 0.01659 0.01272 0.007885 61 640: 15%|#4 | 25/168 [00:04<00:27, 5.17it/s] 23/499 4.32G 0.01652 0.01272 0.007909 68 640: 15%|#4 | 25/168 [00:04<00:27, 5.17it/s] 23/499 4.32G 0.01652 0.01272 0.007909 68 640: 15%|#5 | 26/168 [00:04<00:26, 5.27it/s] 23/499 4.32G 0.01658 0.01281 0.007893 78 640: 15%|#5 | 26/168 [00:05<00:26, 5.27it/s] 23/499 4.32G 0.01658 0.01281 0.007893 78 640: 16%|#6 | 27/168 [00:05<00:26, 5.32it/s] 23/499 4.32G 0.0166 0.0128 0.007858 64 640: 16%|#6 | 27/168 [00:05<00:26, 5.32it/s] 23/499 4.32G 0.0166 0.0128 0.007858 64 640: 17%|#6 | 28/168 [00:05<00:27, 5.12it/s] 23/499 4.32G 0.01661 0.01276 0.007946 57 640: 17%|#6 | 28/168 [00:05<00:27, 5.12it/s] 23/499 4.32G 0.01661 0.01276 0.007946 57 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s] 23/499 4.32G 0.01663 0.01269 0.007795 48 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s] 23/499 4.32G 0.01663 0.01269 0.007795 48 640: 18%|#7 | 30/168 [00:05<00:25, 5.31it/s] 23/499 4.32G 0.01663 0.01265 0.007787 58 640: 18%|#7 | 30/168 [00:05<00:25, 5.31it/s] 23/499 4.32G 0.01663 0.01265 0.007787 58 640: 18%|#8 | 31/168 [00:05<00:26, 5.17it/s] 23/499 4.32G 0.01665 0.01261 0.007861 57 640: 18%|#8 | 31/168 [00:06<00:26, 5.17it/s] 23/499 4.32G 0.01665 0.01261 0.007861 57 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s] 23/499 4.32G 0.01659 0.01252 0.007732 60 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s] 23/499 4.32G 0.01659 0.01252 0.007732 60 640: 20%|#9 | 33/168 [00:06<00:25, 5.26it/s] 23/499 4.32G 0.01657 0.01256 0.00775 85 640: 20%|#9 | 33/168 [00:06<00:25, 5.26it/s] 23/499 4.32G 0.01657 0.01256 0.00775 85 640: 20%|## | 34/168 [00:06<00:26, 5.15it/s] 23/499 4.32G 0.0166 0.01261 0.007612 74 640: 20%|## | 34/168 [00:06<00:26, 5.15it/s] 23/499 4.32G 0.0166 0.01261 0.007612 74 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s] 23/499 4.32G 0.01664 0.01256 0.007621 58 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s] 23/499 4.32G 0.01664 0.01256 0.007621 58 640: 21%|##1 | 36/168 [00:06<00:24, 5.30it/s] 23/499 4.32G 0.01663 0.01253 0.007569 63 640: 21%|##1 | 36/168 [00:07<00:24, 5.30it/s] 23/499 4.32G 0.01663 0.01253 0.007569 63 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s] 23/499 4.32G 0.01663 0.01262 0.007527 84 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s] 23/499 4.32G 0.01663 0.01262 0.007527 84 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s] 23/499 4.32G 0.01658 0.01255 0.007463 60 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s] 23/499 4.32G 0.01658 0.01255 0.007463 60 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s] 23/499 4.32G 0.01664 0.01255 0.007686 60 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s] 23/499 4.32G 0.01664 0.01255 0.007686 60 640: 24%|##3 | 40/168 [00:07<00:24, 5.23it/s] 23/499 4.32G 0.01666 0.01256 0.007616 72 640: 24%|##3 | 40/168 [00:07<00:24, 5.23it/s] 23/499 4.32G 0.01666 0.01256 0.007616 72 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s] 23/499 4.32G 0.01662 0.01252 0.007662 55 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s] 23/499 4.32G 0.01662 0.01252 0.007662 55 640: 25%|##5 | 42/168 [00:07<00:23, 5.35it/s] 23/499 4.32G 0.01664 0.01256 0.00765 69 640: 25%|##5 | 42/168 [00:08<00:23, 5.35it/s] 23/499 4.32G 0.01664 0.01256 0.00765 69 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s] 23/499 4.32G 0.01665 0.01257 0.007657 71 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s] 23/499 4.32G 0.01665 0.01257 0.007657 71 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s] 23/499 4.32G 0.01667 0.01262 0.007652 66 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s] 23/499 4.32G 0.01667 0.01262 0.007652 66 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s] 23/499 4.32G 0.01676 0.01263 0.007639 72 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s] 23/499 4.32G 0.01676 0.01263 0.007639 72 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s] 23/499 4.32G 0.01675 0.01263 0.00762 69 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s] 23/499 4.32G 0.01675 0.01263 0.00762 69 640: 28%|##7 | 47/168 [00:08<00:22, 5.30it/s] 23/499 4.32G 0.01675 0.01265 0.007676 73 640: 28%|##7 | 47/168 [00:09<00:22, 5.30it/s] 23/499 4.32G 0.01675 0.01265 0.007676 73 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s] 23/499 4.32G 0.01676 0.01266 0.007707 72 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s] 23/499 4.32G 0.01676 0.01266 0.007707 72 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s] 23/499 4.32G 0.01675 0.01263 0.007644 61 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s] 23/499 4.32G 0.01675 0.01263 0.007644 61 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s] 23/499 4.32G 0.01672 0.0126 0.007579 67 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s] 23/499 4.32G 0.01672 0.0126 0.007579 67 640: 30%|### | 51/168 [00:09<00:21, 5.37it/s] 23/499 4.32G 0.01672 0.01257 0.007521 61 640: 30%|### | 51/168 [00:09<00:21, 5.37it/s] 23/499 4.32G 0.01672 0.01257 0.007521 61 640: 31%|### | 52/168 [00:09<00:22, 5.17it/s] 23/499 4.32G 0.0167 0.01255 0.007539 58 640: 31%|### | 52/168 [00:10<00:22, 5.17it/s] 23/499 4.32G 0.0167 0.01255 0.007539 58 640: 32%|###1 | 53/168 [00:10<00:21, 5.27it/s] 23/499 4.32G 0.01671 0.01253 0.007582 59 640: 32%|###1 | 53/168 [00:10<00:21, 5.27it/s] 23/499 4.32G 0.01671 0.01253 0.007582 59 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s] 23/499 4.32G 0.01675 0.01262 0.007618 75 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s] 23/499 4.32G 0.01675 0.01262 0.007618 75 640: 33%|###2 | 55/168 [00:10<00:21, 5.23it/s] 23/499 4.32G 0.01676 0.0126 0.00774 56 640: 33%|###2 | 55/168 [00:10<00:21, 5.23it/s] 23/499 4.32G 0.01676 0.0126 0.00774 56 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s] 23/499 4.32G 0.01673 0.01258 0.007707 62 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s] 23/499 4.32G 0.01673 0.01258 0.007707 62 640: 34%|###3 | 57/168 [00:10<00:20, 5.36it/s] 23/499 4.32G 0.01671 0.01255 0.007739 59 640: 34%|###3 | 57/168 [00:11<00:20, 5.36it/s] 23/499 4.32G 0.01671 0.01255 0.007739 59 640: 35%|###4 | 58/168 [00:11<00:21, 5.23it/s] 23/499 4.32G 0.01668 0.01257 0.007807 79 640: 35%|###4 | 58/168 [00:11<00:21, 5.23it/s] 23/499 4.32G 0.01668 0.01257 0.007807 79 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s] 23/499 4.32G 0.01666 0.01258 0.007767 81 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s] 23/499 4.32G 0.01666 0.01258 0.007767 81 640: 36%|###5 | 60/168 [00:11<00:20, 5.38it/s] 23/499 4.32G 0.0167 0.01254 0.007783 54 640: 36%|###5 | 60/168 [00:11<00:20, 5.38it/s] 23/499 4.32G 0.0167 0.01254 0.007783 54 640: 36%|###6 | 61/168 [00:11<00:20, 5.23it/s] 23/499 4.32G 0.0167 0.01256 0.007739 72 640: 36%|###6 | 61/168 [00:11<00:20, 5.23it/s] 23/499 4.32G 0.0167 0.01256 0.007739 72 640: 37%|###6 | 62/168 [00:11<00:19, 5.30it/s] 23/499 4.32G 0.01667 0.01255 0.007748 65 640: 37%|###6 | 62/168 [00:11<00:19, 5.30it/s] 23/499 4.32G 0.01667 0.01255 0.007748 65 640: 38%|###7 | 63/168 [00:11<00:19, 5.37it/s] 23/499 4.32G 0.01667 0.01257 0.007696 80 640: 38%|###7 | 63/168 [00:12<00:19, 5.37it/s] 23/499 4.32G 0.01667 0.01257 0.007696 80 640: 38%|###8 | 64/168 [00:12<00:19, 5.23it/s] 23/499 4.32G 0.0167 0.01261 0.007758 61 640: 38%|###8 | 64/168 [00:12<00:19, 5.23it/s] 23/499 4.32G 0.0167 0.01261 0.007758 61 640: 39%|###8 | 65/168 [00:12<00:19, 5.32it/s] 23/499 4.32G 0.01669 0.01262 0.007747 73 640: 39%|###8 | 65/168 [00:12<00:19, 5.32it/s] 23/499 4.32G 0.01669 0.01262 0.007747 73 640: 39%|###9 | 66/168 [00:12<00:18, 5.39it/s] 23/499 4.32G 0.01672 0.01266 0.007736 76 640: 39%|###9 | 66/168 [00:12<00:18, 5.39it/s] 23/499 4.32G 0.01672 0.01266 0.007736 76 640: 40%|###9 | 67/168 [00:12<00:19, 5.26it/s] 23/499 4.32G 0.01672 0.01262 0.007712 59 640: 40%|###9 | 67/168 [00:12<00:19, 5.26it/s] 23/499 4.32G 0.01672 0.01262 0.007712 59 640: 40%|#### | 68/168 [00:12<00:18, 5.32it/s] 23/499 4.32G 0.0167 0.0126 0.007747 61 640: 40%|#### | 68/168 [00:13<00:18, 5.32it/s] 23/499 4.32G 0.0167 0.0126 0.007747 61 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s] 23/499 4.32G 0.01674 0.01263 0.007876 70 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s] 23/499 4.32G 0.01674 0.01263 0.007876 70 640: 42%|####1 | 70/168 [00:13<00:18, 5.16it/s] 23/499 4.32G 0.01672 0.01262 0.007919 70 640: 42%|####1 | 70/168 [00:13<00:18, 5.16it/s] 23/499 4.32G 0.01672 0.01262 0.007919 70 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s] 23/499 4.32G 0.0167 0.01263 0.007927 68 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s] 23/499 4.32G 0.0167 0.01263 0.007927 68 640: 43%|####2 | 72/168 [00:13<00:18, 5.23it/s] 23/499 4.32G 0.01668 0.01261 0.007911 62 640: 43%|####2 | 72/168 [00:13<00:18, 5.23it/s] 23/499 4.32G 0.01668 0.01261 0.007911 62 640: 43%|####3 | 73/168 [00:13<00:18, 5.08it/s] 23/499 4.32G 0.0167 0.0126 0.007966 62 640: 43%|####3 | 73/168 [00:14<00:18, 5.08it/s] 23/499 4.32G 0.0167 0.0126 0.007966 62 640: 44%|####4 | 74/168 [00:14<00:18, 5.17it/s] 23/499 4.32G 0.0167 0.01263 0.007944 75 640: 44%|####4 | 74/168 [00:14<00:18, 5.17it/s] 23/499 4.32G 0.0167 0.01263 0.007944 75 640: 45%|####4 | 75/168 [00:14<00:17, 5.28it/s] 23/499 4.32G 0.0167 0.01263 0.007957 64 640: 45%|####4 | 75/168 [00:14<00:17, 5.28it/s] 23/499 4.32G 0.0167 0.01263 0.007957 64 640: 45%|####5 | 76/168 [00:14<00:17, 5.16it/s] 23/499 4.32G 0.01671 0.01263 0.007925 68 640: 45%|####5 | 76/168 [00:14<00:17, 5.16it/s] 23/499 4.32G 0.01671 0.01263 0.007925 68 640: 46%|####5 | 77/168 [00:14<00:17, 5.23it/s] 23/499 4.32G 0.01668 0.0126 0.007928 56 640: 46%|####5 | 77/168 [00:14<00:17, 5.23it/s] 23/499 4.32G 0.01668 0.0126 0.007928 56 640: 46%|####6 | 78/168 [00:14<00:17, 5.25it/s] 23/499 4.32G 0.01666 0.01257 0.007928 63 640: 46%|####6 | 78/168 [00:15<00:17, 5.25it/s] 23/499 4.32G 0.01666 0.01257 0.007928 63 640: 47%|####7 | 79/168 [00:15<00:17, 5.09it/s] 23/499 4.32G 0.01666 0.01256 0.007933 65 640: 47%|####7 | 79/168 [00:15<00:17, 5.09it/s] 23/499 4.32G 0.01666 0.01256 0.007933 65 640: 48%|####7 | 80/168 [00:15<00:16, 5.22it/s] 23/499 4.32G 0.01665 0.01256 0.007898 66 640: 48%|####7 | 80/168 [00:15<00:16, 5.22it/s] 23/499 4.32G 0.01665 0.01256 0.007898 66 640: 48%|####8 | 81/168 [00:15<00:16, 5.29it/s] 23/499 4.32G 0.01665 0.01255 0.007864 69 640: 48%|####8 | 81/168 [00:15<00:16, 5.29it/s] 23/499 4.32G 0.01665 0.01255 0.007864 69 640: 49%|####8 | 82/168 [00:15<00:16, 5.13it/s] 23/499 4.32G 0.01664 0.01254 0.007803 60 640: 49%|####8 | 82/168 [00:15<00:16, 5.13it/s] 23/499 4.32G 0.01664 0.01254 0.007803 60 640: 49%|####9 | 83/168 [00:15<00:16, 5.23it/s] 23/499 4.32G 0.01664 0.01253 0.00781 76 640: 49%|####9 | 83/168 [00:15<00:16, 5.23it/s] 23/499 4.32G 0.01664 0.01253 0.00781 76 640: 50%|##### | 84/168 [00:15<00:15, 5.32it/s] 23/499 4.32G 0.01661 0.0125 0.007792 52 640: 50%|##### | 84/168 [00:16<00:15, 5.32it/s] 23/499 4.32G 0.01661 0.0125 0.007792 52 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s] 23/499 4.32G 0.01663 0.01251 0.007816 65 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s] 23/499 4.32G 0.01663 0.01251 0.007816 65 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s] 23/499 4.32G 0.01663 0.0125 0.007819 66 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s] 23/499 4.32G 0.01663 0.0125 0.007819 66 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s] 23/499 4.32G 0.01663 0.01253 0.007784 85 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s] 23/499 4.32G 0.01663 0.01253 0.007784 85 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s] 23/499 4.32G 0.01664 0.01253 0.00776 66 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s] 23/499 4.32G 0.01664 0.01253 0.00776 66 640: 53%|#####2 | 89/168 [00:16<00:15, 5.26it/s] 23/499 4.32G 0.01662 0.01252 0.00774 66 640: 53%|#####2 | 89/168 [00:17<00:15, 5.26it/s] 23/499 4.32G 0.01662 0.01252 0.00774 66 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s] 23/499 4.32G 0.01663 0.01254 0.007732 75 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s] 23/499 4.32G 0.01663 0.01254 0.007732 75 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s] 23/499 4.32G 0.01661 0.01253 0.007724 64 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s] 23/499 4.32G 0.01661 0.01253 0.007724 64 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s] 23/499 4.32G 0.01658 0.01248 0.007705 48 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s] 23/499 4.32G 0.01658 0.01248 0.007705 48 640: 55%|#####5 | 93/168 [00:17<00:14, 5.36it/s] 23/499 4.32G 0.01658 0.01251 0.007713 78 640: 55%|#####5 | 93/168 [00:17<00:14, 5.36it/s] 23/499 4.32G 0.01658 0.01251 0.007713 78 640: 56%|#####5 | 94/168 [00:17<00:14, 5.21it/s] 23/499 4.32G 0.01658 0.01253 0.007696 75 640: 56%|#####5 | 94/168 [00:18<00:14, 5.21it/s] 23/499 4.32G 0.01658 0.01253 0.007696 75 640: 57%|#####6 | 95/168 [00:18<00:13, 5.30it/s] 23/499 4.32G 0.01658 0.01255 0.007683 76 640: 57%|#####6 | 95/168 [00:18<00:13, 5.30it/s] 23/499 4.32G 0.01658 0.01255 0.007683 76 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s] 23/499 4.32G 0.01658 0.01253 0.007672 69 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s] 23/499 4.32G 0.01658 0.01253 0.007672 69 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s] 23/499 4.32G 0.01656 0.01253 0.007663 67 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s] 23/499 4.32G 0.01656 0.01253 0.007663 67 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s] 23/499 4.32G 0.01656 0.01252 0.00768 56 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s] 23/499 4.32G 0.01656 0.01252 0.00768 56 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s] 23/499 4.32G 0.01653 0.01253 0.007673 78 640: 59%|#####8 | 99/168 [00:19<00:12, 5.37it/s] 23/499 4.32G 0.01653 0.01253 0.007673 78 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s] 23/499 4.32G 0.01653 0.01253 0.007642 72 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s] 23/499 4.32G 0.01653 0.01253 0.007642 72 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s] 23/499 4.32G 0.01653 0.01252 0.007653 64 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s] 23/499 4.32G 0.01653 0.01252 0.007653 64 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s] 23/499 4.32G 0.01654 0.0125 0.007642 57 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s] 23/499 4.32G 0.01654 0.0125 0.007642 57 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s] 23/499 4.32G 0.01652 0.01249 0.00761 66 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s] 23/499 4.32G 0.01652 0.01249 0.00761 66 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s] 23/499 4.32G 0.01651 0.01249 0.007594 63 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s] 23/499 4.32G 0.01651 0.01249 0.007594 63 640: 62%|######2 | 105/168 [00:19<00:11, 5.35it/s] 23/499 4.32G 0.01654 0.01253 0.007629 80 640: 62%|######2 | 105/168 [00:20<00:11, 5.35it/s] 23/499 4.32G 0.01654 0.01253 0.007629 80 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s] 23/499 4.32G 0.01656 0.01251 0.007608 58 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s] 23/499 4.32G 0.01656 0.01251 0.007608 58 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s] 23/499 4.32G 0.01655 0.01251 0.007613 62 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s] 23/499 4.32G 0.01655 0.01251 0.007613 62 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s] 23/499 4.32G 0.01653 0.01252 0.007596 73 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s] 23/499 4.32G 0.01653 0.01252 0.007596 73 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s] 23/499 4.32G 0.01655 0.01252 0.0076 74 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s] 23/499 4.32G 0.01655 0.01252 0.0076 74 640: 65%|######5 | 110/168 [00:20<00:11, 5.27it/s] 23/499 4.32G 0.01656 0.01252 0.007608 67 640: 65%|######5 | 110/168 [00:21<00:11, 5.27it/s] 23/499 4.32G 0.01656 0.01252 0.007608 67 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s] 23/499 4.32G 0.01656 0.01251 0.00761 66 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s] 23/499 4.32G 0.01656 0.01251 0.00761 66 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s] 23/499 4.32G 0.01654 0.0125 0.007591 72 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s] 23/499 4.32G 0.01654 0.0125 0.007591 72 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s] 23/499 4.32G 0.01655 0.0125 0.007589 74 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s] 23/499 4.32G 0.01655 0.0125 0.007589 74 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s] 23/499 4.32G 0.01654 0.01251 0.007607 69 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s] 23/499 4.32G 0.01654 0.01251 0.007607 69 640: 68%|######8 | 115/168 [00:21<00:10, 5.19it/s] 23/499 4.32G 0.01651 0.0125 0.007594 81 640: 68%|######8 | 115/168 [00:22<00:10, 5.19it/s] 23/499 4.32G 0.01651 0.0125 0.007594 81 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s] 23/499 4.32G 0.01653 0.01254 0.007579 85 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s] 23/499 4.32G 0.01653 0.01254 0.007579 85 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s] 23/499 4.32G 0.01652 0.01253 0.007559 61 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s] 23/499 4.32G 0.01652 0.01253 0.007559 61 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s] 23/499 4.32G 0.01652 0.01254 0.00755 70 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s] 23/499 4.32G 0.01652 0.01254 0.00755 70 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s] 23/499 4.32G 0.01653 0.01254 0.007538 64 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s] 23/499 4.32G 0.01653 0.01254 0.007538 64 640: 71%|#######1 | 120/168 [00:22<00:09, 5.32it/s] 23/499 4.32G 0.01653 0.01254 0.007521 72 640: 71%|#######1 | 120/168 [00:23<00:09, 5.32it/s] 23/499 4.32G 0.01653 0.01254 0.007521 72 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s] 23/499 4.32G 0.01653 0.01258 0.007518 91 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s] 23/499 4.32G 0.01653 0.01258 0.007518 91 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s] 23/499 4.32G 0.01654 0.01257 0.007544 68 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s] 23/499 4.32G 0.01654 0.01257 0.007544 68 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s] 23/499 4.32G 0.01654 0.01257 0.007516 63 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s] 23/499 4.32G 0.01654 0.01257 0.007516 63 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s] 23/499 4.32G 0.01653 0.01258 0.007498 77 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s] 23/499 4.32G 0.01653 0.01258 0.007498 77 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s] 23/499 4.32G 0.01652 0.01256 0.007472 58 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s] 23/499 4.32G 0.01652 0.01256 0.007472 58 640: 75%|#######5 | 126/168 [00:23<00:07, 5.33it/s] 23/499 4.32G 0.01654 0.01256 0.007499 63 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s] 23/499 4.32G 0.01654 0.01256 0.007499 63 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s] 23/499 4.32G 0.01655 0.01256 0.007509 63 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s] 23/499 4.32G 0.01655 0.01256 0.007509 63 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s] 23/499 4.32G 0.01655 0.01255 0.007531 62 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s] 23/499 4.32G 0.01655 0.01255 0.007531 62 640: 77%|#######6 | 129/168 [00:24<00:07, 5.33it/s] 23/499 4.32G 0.01653 0.01253 0.007532 55 640: 77%|#######6 | 129/168 [00:24<00:07, 5.33it/s] 23/499 4.32G 0.01653 0.01253 0.007532 55 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s] 23/499 4.32G 0.01651 0.01251 0.007509 51 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s] 23/499 4.32G 0.01651 0.01251 0.007509 51 640: 78%|#######7 | 131/168 [00:24<00:07, 5.29it/s] 23/499 4.32G 0.01651 0.01251 0.007513 62 640: 78%|#######7 | 131/168 [00:25<00:07, 5.29it/s] 23/499 4.32G 0.01651 0.01251 0.007513 62 640: 79%|#######8 | 132/168 [00:25<00:06, 5.35it/s] 23/499 4.32G 0.01651 0.01251 0.007493 73 640: 79%|#######8 | 132/168 [00:25<00:06, 5.35it/s] 23/499 4.32G 0.01651 0.01251 0.007493 73 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s] 23/499 4.32G 0.01652 0.01251 0.00748 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s] 23/499 4.32G 0.01652 0.01251 0.00748 65 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s] 23/499 4.32G 0.01651 0.01249 0.007456 57 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s] 23/499 4.32G 0.01651 0.01249 0.007456 57 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s] 23/499 4.32G 0.01651 0.01251 0.007476 80 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s] 23/499 4.32G 0.01651 0.01251 0.007476 80 640: 81%|######## | 136/168 [00:25<00:06, 5.22it/s] 23/499 4.32G 0.01651 0.01251 0.007471 81 640: 81%|######## | 136/168 [00:26<00:06, 5.22it/s] 23/499 4.32G 0.01651 0.01251 0.007471 81 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s] 23/499 4.32G 0.01652 0.01252 0.007451 62 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s] 23/499 4.32G 0.01652 0.01252 0.007451 62 640: 82%|########2 | 138/168 [00:26<00:05, 5.28it/s] 23/499 4.32G 0.01652 0.0125 0.007421 58 640: 82%|########2 | 138/168 [00:26<00:05, 5.28it/s] 23/499 4.32G 0.01652 0.0125 0.007421 58 640: 83%|########2 | 139/168 [00:26<00:05, 5.11it/s] 23/499 4.32G 0.01651 0.01251 0.007399 77 640: 83%|########2 | 139/168 [00:26<00:05, 5.11it/s] 23/499 4.32G 0.01651 0.01251 0.007399 77 640: 83%|########3 | 140/168 [00:26<00:05, 5.19it/s] 23/499 4.32G 0.01652 0.01253 0.007381 73 640: 83%|########3 | 140/168 [00:26<00:05, 5.19it/s] 23/499 4.32G 0.01652 0.01253 0.007381 73 640: 84%|########3 | 141/168 [00:26<00:05, 5.30it/s] 23/499 4.32G 0.01651 0.01254 0.007357 73 640: 84%|########3 | 141/168 [00:27<00:05, 5.30it/s] 23/499 4.32G 0.01651 0.01254 0.007357 73 640: 85%|########4 | 142/168 [00:27<00:05, 5.15it/s] 23/499 4.32G 0.01651 0.01254 0.007328 62 640: 85%|########4 | 142/168 [00:27<00:05, 5.15it/s] 23/499 4.32G 0.01651 0.01254 0.007328 62 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s] 23/499 4.32G 0.01653 0.01255 0.007314 66 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s] 23/499 4.32G 0.01653 0.01255 0.007314 66 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s] 23/499 4.32G 0.01654 0.01258 0.007326 75 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s] 23/499 4.32G 0.01654 0.01258 0.007326 75 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s] 23/499 4.32G 0.01654 0.01257 0.007322 66 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s] 23/499 4.32G 0.01654 0.01257 0.007322 66 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s] 23/499 4.32G 0.01654 0.01256 0.007336 70 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s] 23/499 4.32G 0.01654 0.01256 0.007336 70 640: 88%|########7 | 147/168 [00:27<00:03, 5.30it/s] 23/499 4.32G 0.01654 0.01256 0.007338 62 640: 88%|########7 | 147/168 [00:28<00:03, 5.30it/s] 23/499 4.32G 0.01654 0.01256 0.007338 62 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s] 23/499 4.32G 0.01656 0.01256 0.007365 59 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s] 23/499 4.32G 0.01656 0.01256 0.007365 59 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s] 23/499 4.32G 0.01654 0.01254 0.007372 66 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s] 23/499 4.32G 0.01654 0.01254 0.007372 66 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s] 23/499 4.32G 0.01654 0.01253 0.007372 61 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s] 23/499 4.32G 0.01654 0.01253 0.007372 61 640: 90%|########9 | 151/168 [00:28<00:03, 5.22it/s] 23/499 4.32G 0.01655 0.01253 0.007394 66 640: 90%|########9 | 151/168 [00:28<00:03, 5.22it/s] 23/499 4.32G 0.01655 0.01253 0.007394 66 640: 90%|######### | 152/168 [00:28<00:03, 5.29it/s] 23/499 4.32G 0.01654 0.01251 0.007381 56 640: 90%|######### | 152/168 [00:29<00:03, 5.29it/s] 23/499 4.32G 0.01654 0.01251 0.007381 56 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s] 23/499 4.32G 0.01653 0.01251 0.007375 62 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s] 23/499 4.32G 0.01653 0.01251 0.007375 62 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s] 23/499 4.32G 0.01654 0.01251 0.00735 60 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s] 23/499 4.32G 0.01654 0.01251 0.00735 60 640: 92%|#########2| 155/168 [00:29<00:02, 5.33it/s] 23/499 4.32G 0.01654 0.01251 0.007342 68 640: 92%|#########2| 155/168 [00:29<00:02, 5.33it/s] 23/499 4.32G 0.01654 0.01251 0.007342 68 640: 93%|#########2| 156/168 [00:29<00:02, 5.36it/s] 23/499 4.32G 0.01654 0.01251 0.007332 72 640: 93%|#########2| 156/168 [00:29<00:02, 5.36it/s] 23/499 4.32G 0.01654 0.01251 0.007332 72 640: 93%|#########3| 157/168 [00:29<00:02, 5.18it/s] 23/499 4.32G 0.01653 0.01253 0.007308 85 640: 93%|#########3| 157/168 [00:30<00:02, 5.18it/s] 23/499 4.32G 0.01653 0.01253 0.007308 85 640: 94%|#########4| 158/168 [00:30<00:01, 5.21it/s] 23/499 4.32G 0.01653 0.01252 0.007338 70 640: 94%|#########4| 158/168 [00:30<00:01, 5.21it/s] 23/499 4.32G 0.01653 0.01252 0.007338 70 640: 95%|#########4| 159/168 [00:30<00:01, 5.30it/s] 23/499 4.32G 0.01654 0.01253 0.007336 76 640: 95%|#########4| 159/168 [00:30<00:01, 5.30it/s] 23/499 4.32G 0.01654 0.01253 0.007336 76 640: 95%|#########5| 160/168 [00:30<00:01, 5.15it/s] 23/499 4.32G 0.01653 0.01253 0.007343 57 640: 95%|#########5| 160/168 [00:30<00:01, 5.15it/s] 23/499 4.32G 0.01653 0.01253 0.007343 57 640: 96%|#########5| 161/168 [00:30<00:01, 5.25it/s] 23/499 4.32G 0.01652 0.01253 0.007314 66 640: 96%|#########5| 161/168 [00:30<00:01, 5.25it/s] 23/499 4.32G 0.01652 0.01253 0.007314 66 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s] 23/499 4.32G 0.01653 0.01256 0.007325 76 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s] 23/499 4.32G 0.01653 0.01256 0.007325 76 640: 97%|#########7| 163/168 [00:30<00:00, 5.19it/s] 23/499 4.32G 0.01654 0.01256 0.007334 59 640: 97%|#########7| 163/168 [00:31<00:00, 5.19it/s] 23/499 4.32G 0.01654 0.01256 0.007334 59 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s] 23/499 4.32G 0.01654 0.01257 0.00734 78 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s] 23/499 4.32G 0.01654 0.01257 0.00734 78 640: 98%|#########8| 165/168 [00:31<00:00, 5.30it/s] 23/499 4.32G 0.01653 0.01256 0.007338 66 640: 98%|#########8| 165/168 [00:31<00:00, 5.30it/s] 23/499 4.32G 0.01653 0.01256 0.007338 66 640: 99%|#########8| 166/168 [00:31<00:00, 5.18it/s] 23/499 4.32G 0.01653 0.01257 0.007326 70 640: 99%|#########8| 166/168 [00:31<00:00, 5.18it/s] 23/499 4.32G 0.01653 0.01257 0.007326 70 640: 99%|#########9| 167/168 [00:31<00:00, 5.26it/s] 23/499 4.32G 0.01653 0.01259 0.007317 33 640: 99%|#########9| 167/168 [00:31<00:00, 5.26it/s] 23/499 4.32G 0.01653 0.01259 0.007317 33 640: 100%|##########| 168/168 [00:31<00:00, 5.42it/s] 23/499 4.32G 0.01653 0.01259 0.007317 33 640: 100%|##########| 168/168 [00:31<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.80it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.46it/s] all 132 263 0.806 0.872 0.871 0.707 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 24/499 4.32G 0.01655 0.01355 0.01266 65 640: 0%| | 0/168 [00:00<?, ?it/s] 24/499 4.32G 0.01655 0.01355 0.01266 65 640: 1%| | 1/168 [00:00<00:33, 5.02it/s] 24/499 4.32G 0.01624 0.01455 0.009396 82 640: 1%| | 1/168 [00:00<00:33, 5.02it/s] 24/499 4.32G 0.01624 0.01455 0.009396 82 640: 1%|1 | 2/168 [00:00<00:31, 5.34it/s] 24/499 4.32G 0.01621 0.01414 0.008438 80 640: 1%|1 | 2/168 [00:00<00:31, 5.34it/s] 24/499 4.32G 0.01621 0.01414 0.008438 80 640: 2%|1 | 3/168 [00:00<00:30, 5.42it/s] 24/499 4.32G 0.01611 0.01415 0.008514 73 640: 2%|1 | 3/168 [00:00<00:30, 5.42it/s] 24/499 4.32G 0.01611 0.01415 0.008514 73 640: 2%|2 | 4/168 [00:00<00:31, 5.23it/s] 24/499 4.32G 0.01602 0.01362 0.008327 64 640: 2%|2 | 4/168 [00:00<00:31, 5.23it/s] 24/499 4.32G 0.01602 0.01362 0.008327 64 640: 3%|2 | 5/168 [00:00<00:30, 5.33it/s] 24/499 4.32G 0.01568 0.01308 0.007399 56 640: 3%|2 | 5/168 [00:01<00:30, 5.33it/s] 24/499 4.32G 0.01568 0.01308 0.007399 56 640: 4%|3 | 6/168 [00:01<00:29, 5.40it/s] 24/499 4.32G 0.01544 0.01263 0.007091 61 640: 4%|3 | 6/168 [00:01<00:29, 5.40it/s] 24/499 4.32G 0.01544 0.01263 0.007091 61 640: 4%|4 | 7/168 [00:01<00:30, 5.24it/s] 24/499 4.32G 0.01551 0.01309 0.006595 75 640: 4%|4 | 7/168 [00:01<00:30, 5.24it/s] 24/499 4.32G 0.01551 0.01309 0.006595 75 640: 5%|4 | 8/168 [00:01<00:30, 5.32it/s] 24/499 4.32G 0.01555 0.01277 0.006104 53 640: 5%|4 | 8/168 [00:01<00:30, 5.32it/s] 24/499 4.32G 0.01555 0.01277 0.006104 53 640: 5%|5 | 9/168 [00:01<00:29, 5.33it/s] 24/499 4.32G 0.01582 0.01277 0.006021 67 640: 5%|5 | 9/168 [00:01<00:29, 5.33it/s] 24/499 4.32G 0.01582 0.01277 0.006021 67 640: 6%|5 | 10/168 [00:01<00:30, 5.23it/s] 24/499 4.32G 0.01593 0.01275 0.005816 65 640: 6%|5 | 10/168 [00:02<00:30, 5.23it/s] 24/499 4.32G 0.01593 0.01275 0.005816 65 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s] 24/499 4.32G 0.01602 0.01258 0.006007 59 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s] 24/499 4.32G 0.01602 0.01258 0.006007 59 640: 7%|7 | 12/168 [00:02<00:29, 5.38it/s] 24/499 4.32G 0.01586 0.01246 0.005866 63 640: 7%|7 | 12/168 [00:02<00:29, 5.38it/s] 24/499 4.32G 0.01586 0.01246 0.005866 63 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s] 24/499 4.32G 0.01584 0.01251 0.005838 62 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s] 24/499 4.32G 0.01584 0.01251 0.005838 62 640: 8%|8 | 14/168 [00:02<00:28, 5.34it/s] 24/499 4.32G 0.01576 0.01247 0.005985 67 640: 8%|8 | 14/168 [00:02<00:28, 5.34it/s] 24/499 4.32G 0.01576 0.01247 0.005985 67 640: 9%|8 | 15/168 [00:02<00:28, 5.41it/s] 24/499 4.32G 0.01576 0.01232 0.00609 55 640: 9%|8 | 15/168 [00:03<00:28, 5.41it/s] 24/499 4.32G 0.01576 0.01232 0.00609 55 640: 10%|9 | 16/168 [00:03<00:28, 5.25it/s] 24/499 4.32G 0.01571 0.01227 0.006298 68 640: 10%|9 | 16/168 [00:03<00:28, 5.25it/s] 24/499 4.32G 0.01571 0.01227 0.006298 68 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s] 24/499 4.32G 0.01556 0.01231 0.006525 74 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s] 24/499 4.32G 0.01556 0.01231 0.006525 74 640: 11%|# | 18/168 [00:03<00:27, 5.38it/s] 24/499 4.32G 0.01562 0.01236 0.00648 69 640: 11%|# | 18/168 [00:03<00:27, 5.38it/s] 24/499 4.32G 0.01562 0.01236 0.00648 69 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s] 24/499 4.32G 0.01563 0.01224 0.006354 53 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s] 24/499 4.32G 0.01563 0.01224 0.006354 53 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s] 24/499 4.32G 0.01563 0.01216 0.006538 58 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s] 24/499 4.32G 0.01563 0.01216 0.006538 58 640: 12%|#2 | 21/168 [00:03<00:27, 5.37it/s] 24/499 4.32G 0.01565 0.01221 0.006661 65 640: 12%|#2 | 21/168 [00:04<00:27, 5.37it/s] 24/499 4.32G 0.01565 0.01221 0.006661 65 640: 13%|#3 | 22/168 [00:04<00:27, 5.24it/s] 24/499 4.32G 0.01562 0.01223 0.006617 75 640: 13%|#3 | 22/168 [00:04<00:27, 5.24it/s] 24/499 4.32G 0.01562 0.01223 0.006617 75 640: 14%|#3 | 23/168 [00:04<00:27, 5.32it/s] 24/499 4.32G 0.01558 0.01211 0.006643 56 640: 14%|#3 | 23/168 [00:04<00:27, 5.32it/s] 24/499 4.32G 0.01558 0.01211 0.006643 56 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s] 24/499 4.32G 0.01568 0.01209 0.006908 62 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s] 24/499 4.32G 0.01568 0.01209 0.006908 62 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s] 24/499 4.32G 0.01567 0.01201 0.006886 61 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s] 24/499 4.32G 0.01567 0.01201 0.006886 61 640: 15%|#5 | 26/168 [00:04<00:26, 5.32it/s] 24/499 4.32G 0.01577 0.01199 0.007017 62 640: 15%|#5 | 26/168 [00:05<00:26, 5.32it/s] 24/499 4.32G 0.01577 0.01199 0.007017 62 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s] 24/499 4.32G 0.01576 0.01198 0.007088 76 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s] 24/499 4.32G 0.01576 0.01198 0.007088 76 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s] 24/499 4.32G 0.01578 0.01213 0.007026 84 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s] 24/499 4.32G 0.01578 0.01213 0.007026 84 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s] 24/499 4.32G 0.01576 0.01212 0.007067 66 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s] 24/499 4.32G 0.01576 0.01212 0.007067 66 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s] 24/499 4.32G 0.01578 0.01205 0.007057 63 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s] 24/499 4.32G 0.01578 0.01205 0.007057 63 640: 18%|#8 | 31/168 [00:05<00:26, 5.17it/s] 24/499 4.32G 0.01576 0.01204 0.006898 64 640: 18%|#8 | 31/168 [00:06<00:26, 5.17it/s] 24/499 4.32G 0.01576 0.01204 0.006898 64 640: 19%|#9 | 32/168 [00:06<00:25, 5.24it/s] 24/499 4.32G 0.01574 0.01199 0.006855 63 640: 19%|#9 | 32/168 [00:06<00:25, 5.24it/s] 24/499 4.32G 0.01574 0.01199 0.006855 63 640: 20%|#9 | 33/168 [00:06<00:25, 5.30it/s] 24/499 4.32G 0.01579 0.01201 0.007043 64 640: 20%|#9 | 33/168 [00:06<00:25, 5.30it/s] 24/499 4.32G 0.01579 0.01201 0.007043 64 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s] 24/499 4.32G 0.01575 0.01198 0.007114 69 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s] 24/499 4.32G 0.01575 0.01198 0.007114 69 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s] 24/499 4.32G 0.01578 0.01204 0.007125 77 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s] 24/499 4.32G 0.01578 0.01204 0.007125 77 640: 21%|##1 | 36/168 [00:06<00:24, 5.35it/s] 24/499 4.32G 0.01581 0.01208 0.00727 72 640: 21%|##1 | 36/168 [00:06<00:24, 5.35it/s] 24/499 4.32G 0.01581 0.01208 0.00727 72 640: 22%|##2 | 37/168 [00:06<00:25, 5.22it/s] 24/499 4.32G 0.01591 0.0121 0.007292 67 640: 22%|##2 | 37/168 [00:07<00:25, 5.22it/s] 24/499 4.32G 0.01591 0.0121 0.007292 67 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s] 24/499 4.32G 0.01592 0.01211 0.007359 73 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s] 24/499 4.32G 0.01592 0.01211 0.007359 73 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s] 24/499 4.32G 0.0159 0.01214 0.007363 67 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s] 24/499 4.32G 0.0159 0.01214 0.007363 67 640: 24%|##3 | 40/168 [00:07<00:24, 5.24it/s] 24/499 4.32G 0.01585 0.01211 0.007433 69 640: 24%|##3 | 40/168 [00:07<00:24, 5.24it/s] 24/499 4.32G 0.01585 0.01211 0.007433 69 640: 24%|##4 | 41/168 [00:07<00:23, 5.29it/s] 24/499 4.32G 0.01582 0.01213 0.007322 70 640: 24%|##4 | 41/168 [00:07<00:23, 5.29it/s] 24/499 4.32G 0.01582 0.01213 0.007322 70 640: 25%|##5 | 42/168 [00:07<00:23, 5.37it/s] 24/499 4.32G 0.0158 0.01212 0.007304 59 640: 25%|##5 | 42/168 [00:08<00:23, 5.37it/s] 24/499 4.32G 0.0158 0.01212 0.007304 59 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s] 24/499 4.32G 0.01581 0.01215 0.007264 77 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s] 24/499 4.32G 0.01581 0.01215 0.007264 77 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s] 24/499 4.32G 0.01576 0.01215 0.007338 73 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s] 24/499 4.32G 0.01576 0.01215 0.007338 73 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s] 24/499 4.32G 0.01576 0.01212 0.007386 58 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s] 24/499 4.32G 0.01576 0.01212 0.007386 58 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s] 24/499 4.32G 0.0158 0.01221 0.007312 83 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s] 24/499 4.32G 0.0158 0.01221 0.007312 83 640: 28%|##7 | 47/168 [00:08<00:22, 5.29it/s] 24/499 4.32G 0.01575 0.01217 0.007336 55 640: 28%|##7 | 47/168 [00:09<00:22, 5.29it/s] 24/499 4.32G 0.01575 0.01217 0.007336 55 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s] 24/499 4.32G 0.01579 0.01221 0.007321 73 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s] 24/499 4.32G 0.01579 0.01221 0.007321 73 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s] 24/499 4.32G 0.01575 0.01223 0.007373 74 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s] 24/499 4.32G 0.01575 0.01223 0.007373 74 640: 30%|##9 | 50/168 [00:09<00:22, 5.30it/s] 24/499 4.32G 0.01579 0.01221 0.007432 56 640: 30%|##9 | 50/168 [00:09<00:22, 5.30it/s] 24/499 4.32G 0.01579 0.01221 0.007432 56 640: 30%|### | 51/168 [00:09<00:21, 5.38it/s] 24/499 4.32G 0.01574 0.01218 0.007413 59 640: 30%|### | 51/168 [00:09<00:21, 5.38it/s] 24/499 4.32G 0.01574 0.01218 0.007413 59 640: 31%|### | 52/168 [00:09<00:22, 5.23it/s] 24/499 4.32G 0.0158 0.01228 0.007372 75 640: 31%|### | 52/168 [00:10<00:22, 5.23it/s] 24/499 4.32G 0.0158 0.01228 0.007372 75 640: 32%|###1 | 53/168 [00:10<00:21, 5.31it/s] 24/499 4.32G 0.01577 0.0123 0.007334 76 640: 32%|###1 | 53/168 [00:10<00:21, 5.31it/s] 24/499 4.32G 0.01577 0.0123 0.007334 76 640: 32%|###2 | 54/168 [00:10<00:21, 5.36it/s] 24/499 4.32G 0.01578 0.01233 0.007321 78 640: 32%|###2 | 54/168 [00:10<00:21, 5.36it/s] 24/499 4.32G 0.01578 0.01233 0.007321 78 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s] 24/499 4.32G 0.0158 0.01232 0.007253 55 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s] 24/499 4.32G 0.0158 0.01232 0.007253 55 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s] 24/499 4.32G 0.01582 0.01234 0.00728 68 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s] 24/499 4.32G 0.01582 0.01234 0.00728 68 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s] 24/499 4.32G 0.01584 0.01231 0.007266 54 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s] 24/499 4.32G 0.01584 0.01231 0.007266 54 640: 35%|###4 | 58/168 [00:10<00:21, 5.20it/s] 24/499 4.32G 0.01586 0.01229 0.007255 57 640: 35%|###4 | 58/168 [00:11<00:21, 5.20it/s] 24/499 4.32G 0.01586 0.01229 0.007255 57 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s] 24/499 4.32G 0.01589 0.01233 0.007297 81 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s] 24/499 4.32G 0.01589 0.01233 0.007297 81 640: 36%|###5 | 60/168 [00:11<00:20, 5.36it/s] 24/499 4.32G 0.01597 0.01237 0.007421 69 640: 36%|###5 | 60/168 [00:11<00:20, 5.36it/s] 24/499 4.32G 0.01597 0.01237 0.007421 69 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s] 24/499 4.32G 0.016 0.01235 0.007386 66 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s] 24/499 4.32G 0.016 0.01235 0.007386 66 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s] 24/499 4.32G 0.01603 0.01236 0.00735 68 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s] 24/499 4.32G 0.01603 0.01236 0.00735 68 640: 38%|###7 | 63/168 [00:11<00:19, 5.34it/s] 24/499 4.32G 0.016 0.01237 0.007289 66 640: 38%|###7 | 63/168 [00:12<00:19, 5.34it/s] 24/499 4.32G 0.016 0.01237 0.007289 66 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s] 24/499 4.32G 0.01597 0.01239 0.007216 74 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s] 24/499 4.32G 0.01597 0.01239 0.007216 74 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s] 24/499 4.32G 0.01603 0.01246 0.007188 81 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s] 24/499 4.32G 0.01603 0.01246 0.007188 81 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s] 24/499 4.32G 0.01606 0.01246 0.007208 58 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s] 24/499 4.32G 0.01606 0.01246 0.007208 58 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s] 24/499 4.32G 0.01609 0.01248 0.007232 78 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s] 24/499 4.32G 0.01609 0.01248 0.007232 78 640: 40%|#### | 68/168 [00:12<00:18, 5.28it/s] 24/499 4.32G 0.01609 0.01253 0.007233 82 640: 40%|#### | 68/168 [00:13<00:18, 5.28it/s] 24/499 4.32G 0.01609 0.01253 0.007233 82 640: 41%|####1 | 69/168 [00:13<00:18, 5.35it/s] 24/499 4.32G 0.01607 0.01255 0.007243 76 640: 41%|####1 | 69/168 [00:13<00:18, 5.35it/s] 24/499 4.32G 0.01607 0.01255 0.007243 76 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s] 24/499 4.32G 0.01608 0.01255 0.007262 70 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s] 24/499 4.32G 0.01608 0.01255 0.007262 70 640: 42%|####2 | 71/168 [00:13<00:18, 5.31it/s] 24/499 4.32G 0.01608 0.01256 0.007249 69 640: 42%|####2 | 71/168 [00:13<00:18, 5.31it/s] 24/499 4.32G 0.01608 0.01256 0.007249 69 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s] 24/499 4.32G 0.01609 0.01254 0.007194 67 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s] 24/499 4.32G 0.01609 0.01254 0.007194 67 640: 43%|####3 | 73/168 [00:13<00:18, 5.23it/s] 24/499 4.32G 0.01608 0.01255 0.007221 72 640: 43%|####3 | 73/168 [00:13<00:18, 5.23it/s] 24/499 4.32G 0.01608 0.01255 0.007221 72 640: 44%|####4 | 74/168 [00:13<00:17, 5.30it/s] 24/499 4.32G 0.01609 0.01254 0.007254 68 640: 44%|####4 | 74/168 [00:14<00:17, 5.30it/s] 24/499 4.32G 0.01609 0.01254 0.007254 68 640: 45%|####4 | 75/168 [00:14<00:17, 5.37it/s] 24/499 4.32G 0.01606 0.01253 0.007216 66 640: 45%|####4 | 75/168 [00:14<00:17, 5.37it/s] 24/499 4.32G 0.01606 0.01253 0.007216 66 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s] 24/499 4.32G 0.01604 0.01252 0.007283 70 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s] 24/499 4.32G 0.01604 0.01252 0.007283 70 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s] 24/499 4.32G 0.01605 0.01252 0.007323 64 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s] 24/499 4.32G 0.01605 0.01252 0.007323 64 640: 46%|####6 | 78/168 [00:14<00:16, 5.32it/s] 24/499 4.32G 0.01605 0.01249 0.007308 63 640: 46%|####6 | 78/168 [00:14<00:16, 5.32it/s] 24/499 4.32G 0.01605 0.01249 0.007308 63 640: 47%|####7 | 79/168 [00:14<00:17, 5.19it/s] 24/499 4.32G 0.01605 0.01245 0.007367 46 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s] 24/499 4.32G 0.01605 0.01245 0.007367 46 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s] 24/499 4.32G 0.01607 0.01247 0.007427 74 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s] 24/499 4.32G 0.01607 0.01247 0.007427 74 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s] 24/499 4.32G 0.01605 0.01248 0.007413 77 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s] 24/499 4.32G 0.01605 0.01248 0.007413 77 640: 49%|####8 | 82/168 [00:15<00:16, 5.19it/s] 24/499 4.32G 0.01606 0.01255 0.007409 105 640: 49%|####8 | 82/168 [00:15<00:16, 5.19it/s] 24/499 4.32G 0.01606 0.01255 0.007409 105 640: 49%|####9 | 83/168 [00:15<00:16, 5.25it/s] 24/499 4.32G 0.01605 0.01257 0.007377 82 640: 49%|####9 | 83/168 [00:15<00:16, 5.25it/s] 24/499 4.32G 0.01605 0.01257 0.007377 82 640: 50%|##### | 84/168 [00:15<00:15, 5.32it/s] 24/499 4.32G 0.01607 0.01256 0.007407 59 640: 50%|##### | 84/168 [00:16<00:15, 5.32it/s] 24/499 4.32G 0.01607 0.01256 0.007407 59 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s] 24/499 4.32G 0.01605 0.01259 0.00741 81 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s] 24/499 4.32G 0.01605 0.01259 0.00741 81 640: 51%|#####1 | 86/168 [00:16<00:15, 5.26it/s] 24/499 4.32G 0.01606 0.01256 0.00749 57 640: 51%|#####1 | 86/168 [00:16<00:15, 5.26it/s] 24/499 4.32G 0.01606 0.01256 0.00749 57 640: 52%|#####1 | 87/168 [00:16<00:15, 5.30it/s] 24/499 4.32G 0.01608 0.01256 0.007574 68 640: 52%|#####1 | 87/168 [00:16<00:15, 5.30it/s] 24/499 4.32G 0.01608 0.01256 0.007574 68 640: 52%|#####2 | 88/168 [00:16<00:15, 5.17it/s] 24/499 4.32G 0.0161 0.01254 0.007586 50 640: 52%|#####2 | 88/168 [00:16<00:15, 5.17it/s] 24/499 4.32G 0.0161 0.01254 0.007586 50 640: 53%|#####2 | 89/168 [00:16<00:15, 5.25it/s] 24/499 4.32G 0.01607 0.01251 0.007562 59 640: 53%|#####2 | 89/168 [00:17<00:15, 5.25it/s] 24/499 4.32G 0.01607 0.01251 0.007562 59 640: 54%|#####3 | 90/168 [00:17<00:14, 5.28it/s] 24/499 4.32G 0.01606 0.0125 0.007572 67 640: 54%|#####3 | 90/168 [00:17<00:14, 5.28it/s] 24/499 4.32G 0.01606 0.0125 0.007572 67 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s] 24/499 4.32G 0.01606 0.0125 0.007534 71 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s] 24/499 4.32G 0.01606 0.0125 0.007534 71 640: 55%|#####4 | 92/168 [00:17<00:14, 5.21it/s] 24/499 4.32G 0.01607 0.0125 0.007544 61 640: 55%|#####4 | 92/168 [00:17<00:14, 5.21it/s] 24/499 4.32G 0.01607 0.0125 0.007544 61 640: 55%|#####5 | 93/168 [00:17<00:14, 5.30it/s] 24/499 4.32G 0.01608 0.01253 0.007542 84 640: 55%|#####5 | 93/168 [00:17<00:14, 5.30it/s] 24/499 4.32G 0.01608 0.01253 0.007542 84 640: 56%|#####5 | 94/168 [00:17<00:14, 5.17it/s] 24/499 4.32G 0.01607 0.01253 0.007507 67 640: 56%|#####5 | 94/168 [00:17<00:14, 5.17it/s] 24/499 4.32G 0.01607 0.01253 0.007507 67 640: 57%|#####6 | 95/168 [00:17<00:13, 5.27it/s] 24/499 4.32G 0.01607 0.01254 0.007574 69 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s] 24/499 4.32G 0.01607 0.01254 0.007574 69 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s] 24/499 4.32G 0.01608 0.01258 0.007537 85 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s] 24/499 4.32G 0.01608 0.01258 0.007537 85 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s] 24/499 4.32G 0.01607 0.01258 0.007552 80 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s] 24/499 4.32G 0.01607 0.01258 0.007552 80 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s] 24/499 4.32G 0.01608 0.01258 0.007574 63 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s] 24/499 4.32G 0.01608 0.01258 0.007574 63 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s] 24/499 4.32G 0.01606 0.01258 0.007576 81 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s] 24/499 4.32G 0.01606 0.01258 0.007576 81 640: 60%|#####9 | 100/168 [00:18<00:13, 5.23it/s] 24/499 4.32G 0.01608 0.01258 0.007561 55 640: 60%|#####9 | 100/168 [00:19<00:13, 5.23it/s] 24/499 4.32G 0.01608 0.01258 0.007561 55 640: 60%|###### | 101/168 [00:19<00:12, 5.31it/s] 24/499 4.32G 0.01608 0.01258 0.007551 62 640: 60%|###### | 101/168 [00:19<00:12, 5.31it/s] 24/499 4.32G 0.01608 0.01258 0.007551 62 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s] 24/499 4.32G 0.01606 0.01259 0.007558 72 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s] 24/499 4.32G 0.01606 0.01259 0.007558 72 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s] 24/499 4.32G 0.01607 0.0126 0.007529 71 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s] 24/499 4.32G 0.01607 0.0126 0.007529 71 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s] 24/499 4.32G 0.01606 0.01259 0.007515 65 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s] 24/499 4.32G 0.01606 0.01259 0.007515 65 640: 62%|######2 | 105/168 [00:19<00:11, 5.27it/s] 24/499 4.32G 0.01606 0.01259 0.007556 83 640: 62%|######2 | 105/168 [00:20<00:11, 5.27it/s] 24/499 4.32G 0.01606 0.01259 0.007556 83 640: 63%|######3 | 106/168 [00:20<00:12, 5.17it/s] 24/499 4.32G 0.01606 0.01255 0.007559 55 640: 63%|######3 | 106/168 [00:20<00:12, 5.17it/s] 24/499 4.32G 0.01606 0.01255 0.007559 55 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 24/499 4.32G 0.01606 0.01253 0.007544 59 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 24/499 4.32G 0.01606 0.01253 0.007544 59 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s] 24/499 4.32G 0.01605 0.01252 0.007553 63 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s] 24/499 4.32G 0.01605 0.01252 0.007553 63 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s] 24/499 4.32G 0.01606 0.01252 0.007567 74 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s] 24/499 4.32G 0.01606 0.01252 0.007567 74 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s] 24/499 4.32G 0.01606 0.01249 0.007594 54 640: 65%|######5 | 110/168 [00:21<00:10, 5.30it/s] 24/499 4.32G 0.01606 0.01249 0.007594 54 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s] 24/499 4.32G 0.01605 0.01251 0.007596 86 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s] 24/499 4.32G 0.01605 0.01251 0.007596 86 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s] 24/499 4.32G 0.01605 0.01255 0.007589 95 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s] 24/499 4.32G 0.01605 0.01255 0.007589 95 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s] 24/499 4.32G 0.01606 0.01256 0.007606 75 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s] 24/499 4.32G 0.01606 0.01256 0.007606 75 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s] 24/499 4.32G 0.01605 0.01256 0.007585 71 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s] 24/499 4.32G 0.01605 0.01256 0.007585 71 640: 68%|######8 | 115/168 [00:21<00:10, 5.19it/s] 24/499 4.32G 0.01604 0.01255 0.007618 73 640: 68%|######8 | 115/168 [00:21<00:10, 5.19it/s] 24/499 4.32G 0.01604 0.01255 0.007618 73 640: 69%|######9 | 116/168 [00:21<00:09, 5.28it/s] 24/499 4.32G 0.01604 0.01257 0.007613 62 640: 69%|######9 | 116/168 [00:22<00:09, 5.28it/s] 24/499 4.32G 0.01604 0.01257 0.007613 62 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s] 24/499 4.32G 0.01606 0.01261 0.007587 85 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s] 24/499 4.32G 0.01606 0.01261 0.007587 85 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s] 24/499 4.32G 0.01608 0.01262 0.007565 67 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s] 24/499 4.32G 0.01608 0.01262 0.007565 67 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s] 24/499 4.32G 0.01608 0.01261 0.007553 68 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s] 24/499 4.32G 0.01608 0.01261 0.007553 68 640: 71%|#######1 | 120/168 [00:22<00:08, 5.38it/s] 24/499 4.32G 0.0161 0.01263 0.007549 75 640: 71%|#######1 | 120/168 [00:22<00:08, 5.38it/s] 24/499 4.32G 0.0161 0.01263 0.007549 75 640: 72%|#######2 | 121/168 [00:22<00:09, 5.19it/s] 24/499 4.32G 0.01608 0.01262 0.007537 64 640: 72%|#######2 | 121/168 [00:23<00:09, 5.19it/s] 24/499 4.32G 0.01608 0.01262 0.007537 64 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s] 24/499 4.32G 0.01607 0.0126 0.007522 70 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s] 24/499 4.32G 0.01607 0.0126 0.007522 70 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s] 24/499 4.32G 0.01607 0.01259 0.007546 59 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s] 24/499 4.32G 0.01607 0.01259 0.007546 59 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s] 24/499 4.32G 0.01608 0.01257 0.00755 60 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s] 24/499 4.32G 0.01608 0.01257 0.00755 60 640: 74%|#######4 | 125/168 [00:23<00:08, 5.25it/s] 24/499 4.32G 0.01608 0.01259 0.007553 74 640: 74%|#######4 | 125/168 [00:23<00:08, 5.25it/s] 24/499 4.32G 0.01608 0.01259 0.007553 74 640: 75%|#######5 | 126/168 [00:23<00:07, 5.28it/s] 24/499 4.32G 0.0161 0.01258 0.00757 60 640: 75%|#######5 | 126/168 [00:24<00:07, 5.28it/s] 24/499 4.32G 0.0161 0.01258 0.00757 60 640: 76%|#######5 | 127/168 [00:24<00:07, 5.15it/s] 24/499 4.32G 0.01609 0.01261 0.007558 80 640: 76%|#######5 | 127/168 [00:24<00:07, 5.15it/s] 24/499 4.32G 0.01609 0.01261 0.007558 80 640: 76%|#######6 | 128/168 [00:24<00:07, 5.23it/s] 24/499 4.32G 0.01609 0.0126 0.007585 59 640: 76%|#######6 | 128/168 [00:24<00:07, 5.23it/s] 24/499 4.32G 0.01609 0.0126 0.007585 59 640: 77%|#######6 | 129/168 [00:24<00:07, 5.24it/s] 24/499 4.32G 0.01609 0.01259 0.007618 63 640: 77%|#######6 | 129/168 [00:24<00:07, 5.24it/s] 24/499 4.32G 0.01609 0.01259 0.007618 63 640: 77%|#######7 | 130/168 [00:24<00:07, 5.15it/s] 24/499 4.32G 0.01609 0.01258 0.007598 63 640: 77%|#######7 | 130/168 [00:24<00:07, 5.15it/s] 24/499 4.32G 0.01609 0.01258 0.007598 63 640: 78%|#######7 | 131/168 [00:24<00:07, 5.25it/s] 24/499 4.32G 0.01607 0.01259 0.007618 77 640: 78%|#######7 | 131/168 [00:25<00:07, 5.25it/s] 24/499 4.32G 0.01607 0.01259 0.007618 77 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s] 24/499 4.32G 0.01608 0.0126 0.007635 64 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s] 24/499 4.32G 0.01608 0.0126 0.007635 64 640: 79%|#######9 | 133/168 [00:25<00:06, 5.16it/s] 24/499 4.32G 0.01609 0.01258 0.007676 50 640: 79%|#######9 | 133/168 [00:25<00:06, 5.16it/s] 24/499 4.32G 0.01609 0.01258 0.007676 50 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s] 24/499 4.32G 0.01608 0.01255 0.007687 60 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s] 24/499 4.32G 0.01608 0.01255 0.007687 60 640: 80%|######## | 135/168 [00:25<00:06, 5.32it/s] 24/499 4.32G 0.01609 0.01258 0.007685 73 640: 80%|######## | 135/168 [00:25<00:06, 5.32it/s] 24/499 4.32G 0.01609 0.01258 0.007685 73 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s] 24/499 4.32G 0.01612 0.01258 0.00772 64 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s] 24/499 4.32G 0.01612 0.01258 0.00772 64 640: 82%|########1 | 137/168 [00:25<00:05, 5.28it/s] 24/499 4.32G 0.01613 0.01259 0.007722 65 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s] 24/499 4.32G 0.01613 0.01259 0.007722 65 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s] 24/499 4.32G 0.01613 0.01256 0.007727 56 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s] 24/499 4.32G 0.01613 0.01256 0.007727 56 640: 83%|########2 | 139/168 [00:26<00:05, 5.20it/s] 24/499 4.32G 0.01615 0.0126 0.007707 80 640: 83%|########2 | 139/168 [00:26<00:05, 5.20it/s] 24/499 4.32G 0.01615 0.0126 0.007707 80 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s] 24/499 4.32G 0.01616 0.01261 0.007702 73 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s] 24/499 4.32G 0.01616 0.01261 0.007702 73 640: 84%|########3 | 141/168 [00:26<00:05, 5.37it/s] 24/499 4.32G 0.01616 0.01263 0.007707 82 640: 84%|########3 | 141/168 [00:26<00:05, 5.37it/s] 24/499 4.32G 0.01616 0.01263 0.007707 82 640: 85%|########4 | 142/168 [00:26<00:04, 5.23it/s] 24/499 4.32G 0.01617 0.01263 0.007699 69 640: 85%|########4 | 142/168 [00:27<00:04, 5.23it/s] 24/499 4.32G 0.01617 0.01263 0.007699 69 640: 85%|########5 | 143/168 [00:27<00:04, 5.33it/s] 24/499 4.32G 0.01617 0.01266 0.007717 73 640: 85%|########5 | 143/168 [00:27<00:04, 5.33it/s] 24/499 4.32G 0.01617 0.01266 0.007717 73 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s] 24/499 4.32G 0.01617 0.01266 0.007701 77 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s] 24/499 4.32G 0.01617 0.01266 0.007701 77 640: 86%|########6 | 145/168 [00:27<00:04, 5.23it/s] 24/499 4.32G 0.01619 0.01265 0.00769 67 640: 86%|########6 | 145/168 [00:27<00:04, 5.23it/s] 24/499 4.32G 0.01619 0.01265 0.00769 67 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s] 24/499 4.32G 0.01618 0.01264 0.0077 64 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s] 24/499 4.32G 0.01618 0.01264 0.0077 64 640: 88%|########7 | 147/168 [00:27<00:03, 5.37it/s] 24/499 4.32G 0.0162 0.01265 0.007741 71 640: 88%|########7 | 147/168 [00:28<00:03, 5.37it/s] 24/499 4.32G 0.0162 0.01265 0.007741 71 640: 88%|########8 | 148/168 [00:28<00:03, 5.23it/s] 24/499 4.32G 0.01621 0.01268 0.00774 80 640: 88%|########8 | 148/168 [00:28<00:03, 5.23it/s] 24/499 4.32G 0.01621 0.01268 0.00774 80 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s] 24/499 4.32G 0.01623 0.01268 0.007753 67 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s] 24/499 4.32G 0.01623 0.01268 0.007753 67 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s] 24/499 4.32G 0.01625 0.01269 0.007737 64 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s] 24/499 4.32G 0.01625 0.01269 0.007737 64 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s] 24/499 4.32G 0.01624 0.01271 0.00772 79 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s] 24/499 4.32G 0.01624 0.01271 0.00772 79 640: 90%|######### | 152/168 [00:28<00:03, 5.25it/s] 24/499 4.32G 0.01624 0.01269 0.007711 64 640: 90%|######### | 152/168 [00:28<00:03, 5.25it/s] 24/499 4.32G 0.01624 0.01269 0.007711 64 640: 91%|#########1| 153/168 [00:28<00:02, 5.34it/s] 24/499 4.32G 0.01622 0.0127 0.007708 81 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s] 24/499 4.32G 0.01622 0.0127 0.007708 81 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s] 24/499 4.32G 0.01622 0.01269 0.007712 60 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s] 24/499 4.32G 0.01622 0.01269 0.007712 60 640: 92%|#########2| 155/168 [00:29<00:02, 5.26it/s] 24/499 4.32G 0.01623 0.01267 0.007704 64 640: 92%|#########2| 155/168 [00:29<00:02, 5.26it/s] 24/499 4.32G 0.01623 0.01267 0.007704 64 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s] 24/499 4.32G 0.01623 0.01267 0.007684 65 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s] 24/499 4.32G 0.01623 0.01267 0.007684 65 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s] 24/499 4.32G 0.01625 0.01268 0.007682 75 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s] 24/499 4.32G 0.01625 0.01268 0.007682 75 640: 94%|#########4| 158/168 [00:29<00:01, 5.31it/s] 24/499 4.32G 0.01624 0.01269 0.007682 69 640: 94%|#########4| 158/168 [00:30<00:01, 5.31it/s] 24/499 4.32G 0.01624 0.01269 0.007682 69 640: 95%|#########4| 159/168 [00:30<00:01, 5.37it/s] 24/499 4.32G 0.01624 0.01271 0.00766 75 640: 95%|#########4| 159/168 [00:30<00:01, 5.37it/s] 24/499 4.32G 0.01624 0.01271 0.00766 75 640: 95%|#########5| 160/168 [00:30<00:01, 5.24it/s] 24/499 4.32G 0.01624 0.01271 0.007662 64 640: 95%|#########5| 160/168 [00:30<00:01, 5.24it/s] 24/499 4.32G 0.01624 0.01271 0.007662 64 640: 96%|#########5| 161/168 [00:30<00:01, 5.31it/s] 24/499 4.32G 0.01624 0.01272 0.007644 74 640: 96%|#########5| 161/168 [00:30<00:01, 5.31it/s] 24/499 4.32G 0.01624 0.01272 0.007644 74 640: 96%|#########6| 162/168 [00:30<00:01, 5.38it/s] 24/499 4.32G 0.01622 0.01272 0.007643 75 640: 96%|#########6| 162/168 [00:30<00:01, 5.38it/s] 24/499 4.32G 0.01622 0.01272 0.007643 75 640: 97%|#########7| 163/168 [00:30<00:00, 5.23it/s] 24/499 4.32G 0.01622 0.01273 0.007665 76 640: 97%|#########7| 163/168 [00:31<00:00, 5.23it/s] 24/499 4.32G 0.01622 0.01273 0.007665 76 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s] 24/499 4.32G 0.01623 0.01274 0.007645 76 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s] 24/499 4.32G 0.01623 0.01274 0.007645 76 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s] 24/499 4.32G 0.01622 0.01272 0.007634 58 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s] 24/499 4.32G 0.01622 0.01272 0.007634 58 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s] 24/499 4.32G 0.01621 0.01273 0.007661 75 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s] 24/499 4.32G 0.01621 0.01273 0.007661 75 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s] 24/499 4.32G 0.01621 0.01275 0.00764 41 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s] 24/499 4.32G 0.01621 0.01275 0.00764 41 640: 100%|##########| 168/168 [00:31<00:00, 5.44it/s] 24/499 4.32G 0.01621 0.01275 0.00764 41 640: 100%|##########| 168/168 [00:31<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.86it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.85it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.44it/s] all 132 263 0.847 0.868 0.891 0.724 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 25/499 4.32G 0.01514 0.01141 0.00723 64 640: 0%| | 0/168 [00:00<?, ?it/s] 25/499 4.32G 0.01514 0.01141 0.00723 64 640: 1%| | 1/168 [00:00<00:33, 4.96it/s] 25/499 4.32G 0.01682 0.01276 0.006477 70 640: 1%| | 1/168 [00:00<00:33, 4.96it/s] 25/499 4.32G 0.01682 0.01276 0.006477 70 640: 1%|1 | 2/168 [00:00<00:31, 5.28it/s] 25/499 4.32G 0.01653 0.01301 0.007515 72 640: 1%|1 | 2/168 [00:00<00:31, 5.28it/s] 25/499 4.32G 0.01653 0.01301 0.007515 72 640: 2%|1 | 3/168 [00:00<00:31, 5.32it/s] 25/499 4.32G 0.01661 0.01271 0.007786 67 640: 2%|1 | 3/168 [00:00<00:31, 5.32it/s] 25/499 4.32G 0.01661 0.01271 0.007786 67 640: 2%|2 | 4/168 [00:00<00:31, 5.14it/s] 25/499 4.32G 0.01674 0.01271 0.007372 61 640: 2%|2 | 4/168 [00:00<00:31, 5.14it/s] 25/499 4.32G 0.01674 0.01271 0.007372 61 640: 3%|2 | 5/168 [00:00<00:31, 5.21it/s] 25/499 4.32G 0.01679 0.01299 0.00749 79 640: 3%|2 | 5/168 [00:01<00:31, 5.21it/s] 25/499 4.32G 0.01679 0.01299 0.00749 79 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s] 25/499 4.32G 0.01672 0.01332 0.00761 73 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s] 25/499 4.32G 0.01672 0.01332 0.00761 73 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s] 25/499 4.32G 0.01674 0.01332 0.007773 62 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s] 25/499 4.32G 0.01674 0.01332 0.007773 62 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s] 25/499 4.32G 0.01676 0.01333 0.007822 74 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s] 25/499 4.32G 0.01676 0.01333 0.007822 74 640: 5%|5 | 9/168 [00:01<00:29, 5.34it/s] 25/499 4.32G 0.01687 0.01326 0.008249 64 640: 5%|5 | 9/168 [00:01<00:29, 5.34it/s] 25/499 4.32G 0.01687 0.01326 0.008249 64 640: 6%|5 | 10/168 [00:01<00:30, 5.21it/s] 25/499 4.32G 0.0168 0.013 0.007885 61 640: 6%|5 | 10/168 [00:02<00:30, 5.21it/s] 25/499 4.32G 0.0168 0.013 0.007885 61 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s] 25/499 4.32G 0.01669 0.01301 0.007645 80 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s] 25/499 4.32G 0.01669 0.01301 0.007645 80 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s] 25/499 4.32G 0.01661 0.01292 0.007681 61 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s] 25/499 4.32G 0.01661 0.01292 0.007681 61 640: 8%|7 | 13/168 [00:02<00:29, 5.18it/s] 25/499 4.32G 0.01643 0.01286 0.007578 70 640: 8%|7 | 13/168 [00:02<00:29, 5.18it/s] 25/499 4.32G 0.01643 0.01286 0.007578 70 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s] 25/499 4.32G 0.0163 0.01278 0.00746 73 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s] 25/499 4.32G 0.0163 0.01278 0.00746 73 640: 9%|8 | 15/168 [00:02<00:28, 5.36it/s] 25/499 4.32G 0.01632 0.01299 0.007524 72 640: 9%|8 | 15/168 [00:03<00:28, 5.36it/s] 25/499 4.32G 0.01632 0.01299 0.007524 72 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s] 25/499 4.32G 0.01631 0.01297 0.007538 75 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s] 25/499 4.32G 0.01631 0.01297 0.007538 75 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s] 25/499 4.32G 0.01645 0.01293 0.007889 62 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s] 25/499 4.32G 0.01645 0.01293 0.007889 62 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s] 25/499 4.32G 0.01654 0.01291 0.008095 70 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s] 25/499 4.32G 0.01654 0.01291 0.008095 70 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s] 25/499 4.32G 0.01651 0.01284 0.008096 58 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s] 25/499 4.32G 0.01651 0.01284 0.008096 58 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s] 25/499 4.32G 0.01644 0.01271 0.008066 64 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s] 25/499 4.32G 0.01644 0.01271 0.008066 64 640: 12%|#2 | 21/168 [00:03<00:27, 5.37it/s] 25/499 4.32G 0.01638 0.01264 0.0082 64 640: 12%|#2 | 21/168 [00:04<00:27, 5.37it/s] 25/499 4.32G 0.01638 0.01264 0.0082 64 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s] 25/499 4.32G 0.01639 0.01263 0.008236 67 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s] 25/499 4.32G 0.01639 0.01263 0.008236 67 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s] 25/499 4.32G 0.01641 0.01263 0.00839 67 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s] 25/499 4.32G 0.01641 0.01263 0.00839 67 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s] 25/499 4.32G 0.01643 0.0126 0.008477 60 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s] 25/499 4.32G 0.01643 0.0126 0.008477 60 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s] 25/499 4.32G 0.01646 0.01253 0.008448 61 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s] 25/499 4.32G 0.01646 0.01253 0.008448 61 640: 15%|#5 | 26/168 [00:04<00:26, 5.31it/s] 25/499 4.32G 0.0164 0.01243 0.008298 56 640: 15%|#5 | 26/168 [00:05<00:26, 5.31it/s] 25/499 4.32G 0.0164 0.01243 0.008298 56 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s] 25/499 4.32G 0.01645 0.01234 0.00839 53 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s] 25/499 4.32G 0.01645 0.01234 0.00839 53 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s] 25/499 4.32G 0.01638 0.01231 0.008377 65 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s] 25/499 4.32G 0.01638 0.01231 0.008377 65 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s] 25/499 4.32G 0.01634 0.01224 0.008213 48 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s] 25/499 4.32G 0.01634 0.01224 0.008213 48 640: 18%|#7 | 30/168 [00:05<00:25, 5.39it/s] 25/499 4.32G 0.01636 0.01226 0.0082 62 640: 18%|#7 | 30/168 [00:05<00:25, 5.39it/s] 25/499 4.32G 0.01636 0.01226 0.0082 62 640: 18%|#8 | 31/168 [00:05<00:26, 5.22it/s] 25/499 4.32G 0.01632 0.01221 0.008046 64 640: 18%|#8 | 31/168 [00:06<00:26, 5.22it/s] 25/499 4.32G 0.01632 0.01221 0.008046 64 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s] 25/499 4.32G 0.01638 0.01226 0.008122 73 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s] 25/499 4.32G 0.01638 0.01226 0.008122 73 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s] 25/499 4.32G 0.01636 0.01226 0.008129 62 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s] 25/499 4.32G 0.01636 0.01226 0.008129 62 640: 20%|## | 34/168 [00:06<00:25, 5.24it/s] 25/499 4.32G 0.01637 0.01226 0.008089 58 640: 20%|## | 34/168 [00:06<00:25, 5.24it/s] 25/499 4.32G 0.01637 0.01226 0.008089 58 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s] 25/499 4.32G 0.01632 0.01222 0.007984 66 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s] 25/499 4.32G 0.01632 0.01222 0.007984 66 640: 21%|##1 | 36/168 [00:06<00:24, 5.38it/s] 25/499 4.32G 0.01632 0.01227 0.007939 75 640: 21%|##1 | 36/168 [00:07<00:24, 5.38it/s] 25/499 4.32G 0.01632 0.01227 0.007939 75 640: 22%|##2 | 37/168 [00:07<00:24, 5.25it/s] 25/499 4.32G 0.01626 0.01226 0.007919 71 640: 22%|##2 | 37/168 [00:07<00:24, 5.25it/s] 25/499 4.32G 0.01626 0.01226 0.007919 71 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s] 25/499 4.32G 0.01626 0.01222 0.007897 63 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s] 25/499 4.32G 0.01626 0.01222 0.007897 63 640: 23%|##3 | 39/168 [00:07<00:24, 5.33it/s] 25/499 4.32G 0.01623 0.0122 0.007898 63 640: 23%|##3 | 39/168 [00:07<00:24, 5.33it/s] 25/499 4.32G 0.01623 0.0122 0.007898 63 640: 24%|##3 | 40/168 [00:07<00:24, 5.14it/s] 25/499 4.32G 0.01623 0.01224 0.007893 69 640: 24%|##3 | 40/168 [00:07<00:24, 5.14it/s] 25/499 4.32G 0.01623 0.01224 0.007893 69 640: 24%|##4 | 41/168 [00:07<00:24, 5.23it/s] 25/499 4.32G 0.01618 0.01223 0.007809 76 640: 24%|##4 | 41/168 [00:07<00:24, 5.23it/s] 25/499 4.32G 0.01618 0.01223 0.007809 76 640: 25%|##5 | 42/168 [00:07<00:23, 5.30it/s] 25/499 4.32G 0.01619 0.01229 0.007758 83 640: 25%|##5 | 42/168 [00:08<00:23, 5.30it/s] 25/499 4.32G 0.01619 0.01229 0.007758 83 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s] 25/499 4.32G 0.01623 0.01225 0.00779 54 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s] 25/499 4.32G 0.01623 0.01225 0.00779 54 640: 26%|##6 | 44/168 [00:08<00:23, 5.22it/s] 25/499 4.32G 0.01623 0.01228 0.007766 72 640: 26%|##6 | 44/168 [00:08<00:23, 5.22it/s] 25/499 4.32G 0.01623 0.01228 0.007766 72 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s] 25/499 4.32G 0.01622 0.01236 0.007743 89 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s] 25/499 4.32G 0.01622 0.01236 0.007743 89 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s] 25/499 4.32G 0.01622 0.0123 0.00776 48 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s] 25/499 4.32G 0.01622 0.0123 0.00776 48 640: 28%|##7 | 47/168 [00:08<00:22, 5.28it/s] 25/499 4.32G 0.01624 0.01232 0.007819 78 640: 28%|##7 | 47/168 [00:09<00:22, 5.28it/s] 25/499 4.32G 0.01624 0.01232 0.007819 78 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s] 25/499 4.32G 0.01618 0.01228 0.007741 68 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s] 25/499 4.32G 0.01618 0.01228 0.007741 68 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s] 25/499 4.32G 0.01616 0.01229 0.007682 74 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s] 25/499 4.32G 0.01616 0.01229 0.007682 74 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s] 25/499 4.32G 0.0161 0.01228 0.007687 71 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s] 25/499 4.32G 0.0161 0.01228 0.007687 71 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s] 25/499 4.32G 0.01609 0.01234 0.007717 81 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s] 25/499 4.32G 0.01609 0.01234 0.007717 81 640: 31%|### | 52/168 [00:09<00:22, 5.21it/s] 25/499 4.32G 0.01608 0.01232 0.007713 64 640: 31%|### | 52/168 [00:10<00:22, 5.21it/s] 25/499 4.32G 0.01608 0.01232 0.007713 64 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s] 25/499 4.32G 0.01606 0.01233 0.007666 76 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s] 25/499 4.32G 0.01606 0.01233 0.007666 76 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s] 25/499 4.32G 0.01603 0.01231 0.007639 71 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s] 25/499 4.32G 0.01603 0.01231 0.007639 71 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s] 25/499 4.32G 0.01605 0.01232 0.007643 67 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s] 25/499 4.32G 0.01605 0.01232 0.007643 67 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s] 25/499 4.32G 0.01603 0.01227 0.007718 58 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s] 25/499 4.32G 0.01603 0.01227 0.007718 58 640: 34%|###3 | 57/168 [00:10<00:20, 5.36it/s] 25/499 4.32G 0.01602 0.01229 0.007643 75 640: 34%|###3 | 57/168 [00:11<00:20, 5.36it/s] 25/499 4.32G 0.01602 0.01229 0.007643 75 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s] 25/499 4.32G 0.01602 0.01232 0.007606 81 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s] 25/499 4.32G 0.01602 0.01232 0.007606 81 640: 35%|###5 | 59/168 [00:11<00:20, 5.25it/s] 25/499 4.32G 0.01602 0.01237 0.007544 69 640: 35%|###5 | 59/168 [00:11<00:20, 5.25it/s] 25/499 4.32G 0.01602 0.01237 0.007544 69 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s] 25/499 4.32G 0.016 0.01239 0.007492 82 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s] 25/499 4.32G 0.016 0.01239 0.007492 82 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s] 25/499 4.32G 0.01599 0.01237 0.007468 60 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s] 25/499 4.32G 0.01599 0.01237 0.007468 60 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s] 25/499 4.32G 0.01601 0.01238 0.00747 63 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s] 25/499 4.32G 0.01601 0.01238 0.00747 63 640: 38%|###7 | 63/168 [00:11<00:19, 5.35it/s] 25/499 4.32G 0.01598 0.01235 0.007387 54 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s] 25/499 4.32G 0.01598 0.01235 0.007387 54 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s] 25/499 4.32G 0.01602 0.01235 0.007398 72 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s] 25/499 4.32G 0.01602 0.01235 0.007398 72 640: 39%|###8 | 65/168 [00:12<00:19, 5.30it/s] 25/499 4.32G 0.01601 0.01237 0.007362 81 640: 39%|###8 | 65/168 [00:12<00:19, 5.30it/s] 25/499 4.32G 0.01601 0.01237 0.007362 81 640: 39%|###9 | 66/168 [00:12<00:18, 5.37it/s] 25/499 4.32G 0.01598 0.01234 0.007362 69 640: 39%|###9 | 66/168 [00:12<00:18, 5.37it/s] 25/499 4.32G 0.01598 0.01234 0.007362 69 640: 40%|###9 | 67/168 [00:12<00:19, 5.24it/s] 25/499 4.32G 0.01601 0.01233 0.007393 62 640: 40%|###9 | 67/168 [00:12<00:19, 5.24it/s] 25/499 4.32G 0.01601 0.01233 0.007393 62 640: 40%|#### | 68/168 [00:12<00:18, 5.33it/s] 25/499 4.32G 0.01604 0.01231 0.007406 57 640: 40%|#### | 68/168 [00:13<00:18, 5.33it/s] 25/499 4.32G 0.01604 0.01231 0.007406 57 640: 41%|####1 | 69/168 [00:13<00:18, 5.38it/s] 25/499 4.32G 0.01605 0.01229 0.007419 64 640: 41%|####1 | 69/168 [00:13<00:18, 5.38it/s] 25/499 4.32G 0.01605 0.01229 0.007419 64 640: 42%|####1 | 70/168 [00:13<00:18, 5.24it/s] 25/499 4.32G 0.01603 0.01231 0.00742 78 640: 42%|####1 | 70/168 [00:13<00:18, 5.24it/s] 25/499 4.32G 0.01603 0.01231 0.00742 78 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s] 25/499 4.32G 0.01604 0.01232 0.007397 68 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s] 25/499 4.32G 0.01604 0.01232 0.007397 68 640: 43%|####2 | 72/168 [00:13<00:17, 5.40it/s] 25/499 4.32G 0.01601 0.01231 0.007351 64 640: 43%|####2 | 72/168 [00:13<00:17, 5.40it/s] 25/499 4.32G 0.01601 0.01231 0.007351 64 640: 43%|####3 | 73/168 [00:13<00:18, 5.25it/s] 25/499 4.32G 0.01597 0.01228 0.007317 60 640: 43%|####3 | 73/168 [00:14<00:18, 5.25it/s] 25/499 4.32G 0.01597 0.01228 0.007317 60 640: 44%|####4 | 74/168 [00:14<00:17, 5.33it/s] 25/499 4.32G 0.01598 0.01227 0.007255 61 640: 44%|####4 | 74/168 [00:14<00:17, 5.33it/s] 25/499 4.32G 0.01598 0.01227 0.007255 61 640: 45%|####4 | 75/168 [00:14<00:17, 5.39it/s] 25/499 4.32G 0.016 0.01228 0.007238 75 640: 45%|####4 | 75/168 [00:14<00:17, 5.39it/s] 25/499 4.32G 0.016 0.01228 0.007238 75 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s] 25/499 4.32G 0.01601 0.0123 0.007223 70 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s] 25/499 4.32G 0.01601 0.0123 0.007223 70 640: 46%|####5 | 77/168 [00:14<00:17, 5.33it/s] 25/499 4.32G 0.01604 0.0123 0.007236 56 640: 46%|####5 | 77/168 [00:14<00:17, 5.33it/s] 25/499 4.32G 0.01604 0.0123 0.007236 56 640: 46%|####6 | 78/168 [00:14<00:16, 5.37it/s] 25/499 4.32G 0.01601 0.01233 0.007208 80 640: 46%|####6 | 78/168 [00:14<00:16, 5.37it/s] 25/499 4.32G 0.01601 0.01233 0.007208 80 640: 47%|####7 | 79/168 [00:14<00:16, 5.24it/s] 25/499 4.32G 0.01601 0.01234 0.007197 69 640: 47%|####7 | 79/168 [00:15<00:16, 5.24it/s] 25/499 4.32G 0.01601 0.01234 0.007197 69 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s] 25/499 4.32G 0.01599 0.01233 0.007239 61 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s] 25/499 4.32G 0.01599 0.01233 0.007239 61 640: 48%|####8 | 81/168 [00:15<00:16, 5.39it/s] 25/499 4.32G 0.016 0.01232 0.007209 62 640: 48%|####8 | 81/168 [00:15<00:16, 5.39it/s] 25/499 4.32G 0.016 0.01232 0.007209 62 640: 49%|####8 | 82/168 [00:15<00:16, 5.17it/s] 25/499 4.32G 0.01599 0.0123 0.007184 64 640: 49%|####8 | 82/168 [00:15<00:16, 5.17it/s] 25/499 4.32G 0.01599 0.0123 0.007184 64 640: 49%|####9 | 83/168 [00:15<00:16, 5.26it/s] 25/499 4.32G 0.01598 0.01228 0.007217 74 640: 49%|####9 | 83/168 [00:15<00:16, 5.26it/s] 25/499 4.32G 0.01598 0.01228 0.007217 74 640: 50%|##### | 84/168 [00:15<00:15, 5.33it/s] 25/499 4.32G 0.01599 0.01229 0.007173 68 640: 50%|##### | 84/168 [00:16<00:15, 5.33it/s] 25/499 4.32G 0.01599 0.01229 0.007173 68 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s] 25/499 4.32G 0.01596 0.01225 0.007183 58 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s] 25/499 4.32G 0.01596 0.01225 0.007183 58 640: 51%|#####1 | 86/168 [00:16<00:15, 5.26it/s] 25/499 4.32G 0.01595 0.01223 0.007168 69 640: 51%|#####1 | 86/168 [00:16<00:15, 5.26it/s] 25/499 4.32G 0.01595 0.01223 0.007168 69 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s] 25/499 4.32G 0.01596 0.01224 0.007161 56 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s] 25/499 4.32G 0.01596 0.01224 0.007161 56 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 25/499 4.32G 0.01593 0.01223 0.007158 67 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 25/499 4.32G 0.01593 0.01223 0.007158 67 640: 53%|#####2 | 89/168 [00:16<00:15, 5.23it/s] 25/499 4.32G 0.01593 0.01225 0.007171 71 640: 53%|#####2 | 89/168 [00:17<00:15, 5.23it/s] 25/499 4.32G 0.01593 0.01225 0.007171 71 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s] 25/499 4.32G 0.01591 0.01226 0.007134 75 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s] 25/499 4.32G 0.01591 0.01226 0.007134 75 640: 54%|#####4 | 91/168 [00:17<00:14, 5.18it/s] 25/499 4.32G 0.01594 0.01225 0.007122 57 640: 54%|#####4 | 91/168 [00:17<00:14, 5.18it/s] 25/499 4.32G 0.01594 0.01225 0.007122 57 640: 55%|#####4 | 92/168 [00:17<00:14, 5.25it/s] 25/499 4.32G 0.01595 0.01223 0.007088 56 640: 55%|#####4 | 92/168 [00:17<00:14, 5.25it/s] 25/499 4.32G 0.01595 0.01223 0.007088 56 640: 55%|#####5 | 93/168 [00:17<00:14, 5.29it/s] 25/499 4.32G 0.01592 0.01221 0.007063 67 640: 55%|#####5 | 93/168 [00:17<00:14, 5.29it/s] 25/499 4.32G 0.01592 0.01221 0.007063 67 640: 56%|#####5 | 94/168 [00:17<00:14, 5.16it/s] 25/499 4.32G 0.01592 0.01219 0.007032 67 640: 56%|#####5 | 94/168 [00:18<00:14, 5.16it/s] 25/499 4.32G 0.01592 0.01219 0.007032 67 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s] 25/499 4.32G 0.01593 0.01218 0.007017 55 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s] 25/499 4.32G 0.01593 0.01218 0.007017 55 640: 57%|#####7 | 96/168 [00:18<00:13, 5.30it/s] 25/499 4.32G 0.01591 0.01218 0.006973 59 640: 57%|#####7 | 96/168 [00:18<00:13, 5.30it/s] 25/499 4.32G 0.01591 0.01218 0.006973 59 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s] 25/499 4.32G 0.01592 0.01219 0.00698 73 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s] 25/499 4.32G 0.01592 0.01219 0.00698 73 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s] 25/499 4.32G 0.01589 0.0122 0.006971 75 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s] 25/499 4.32G 0.01589 0.0122 0.006971 75 640: 59%|#####8 | 99/168 [00:18<00:12, 5.31it/s] 25/499 4.32G 0.0159 0.01222 0.006942 74 640: 59%|#####8 | 99/168 [00:18<00:12, 5.31it/s] 25/499 4.32G 0.0159 0.01222 0.006942 74 640: 60%|#####9 | 100/168 [00:18<00:13, 5.17it/s] 25/499 4.32G 0.01588 0.01223 0.006913 69 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s] 25/499 4.32G 0.01588 0.01223 0.006913 69 640: 60%|###### | 101/168 [00:19<00:12, 5.25it/s] 25/499 4.32G 0.0159 0.01224 0.006939 63 640: 60%|###### | 101/168 [00:19<00:12, 5.25it/s] 25/499 4.32G 0.0159 0.01224 0.006939 63 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s] 25/499 4.32G 0.01592 0.01224 0.006944 60 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s] 25/499 4.32G 0.01592 0.01224 0.006944 60 640: 61%|######1 | 103/168 [00:19<00:12, 5.17it/s] 25/499 4.32G 0.01592 0.01227 0.006952 77 640: 61%|######1 | 103/168 [00:19<00:12, 5.17it/s] 25/499 4.32G 0.01592 0.01227 0.006952 77 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s] 25/499 4.32G 0.0159 0.01226 0.006962 75 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s] 25/499 4.32G 0.0159 0.01226 0.006962 75 640: 62%|######2 | 105/168 [00:19<00:11, 5.34it/s] 25/499 4.32G 0.01594 0.01226 0.006972 71 640: 62%|######2 | 105/168 [00:20<00:11, 5.34it/s] 25/499 4.32G 0.01594 0.01226 0.006972 71 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s] 25/499 4.32G 0.01593 0.01225 0.006992 68 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s] 25/499 4.32G 0.01593 0.01225 0.006992 68 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 25/499 4.32G 0.01594 0.01225 0.007002 63 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 25/499 4.32G 0.01594 0.01225 0.007002 63 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s] 25/499 4.32G 0.01591 0.01223 0.006995 54 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s] 25/499 4.32G 0.01591 0.01223 0.006995 54 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s] 25/499 4.32G 0.01591 0.01223 0.006979 71 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s] 25/499 4.32G 0.01591 0.01223 0.006979 71 640: 65%|######5 | 110/168 [00:20<00:11, 5.23it/s] 25/499 4.32G 0.01591 0.01222 0.006947 72 640: 65%|######5 | 110/168 [00:21<00:11, 5.23it/s] 25/499 4.32G 0.01591 0.01222 0.006947 72 640: 66%|######6 | 111/168 [00:21<00:10, 5.30it/s] 25/499 4.32G 0.01593 0.01229 0.006945 90 640: 66%|######6 | 111/168 [00:21<00:10, 5.30it/s] 25/499 4.32G 0.01593 0.01229 0.006945 90 640: 67%|######6 | 112/168 [00:21<00:10, 5.19it/s] 25/499 4.32G 0.01593 0.01232 0.006911 91 640: 67%|######6 | 112/168 [00:21<00:10, 5.19it/s] 25/499 4.32G 0.01593 0.01232 0.006911 91 640: 67%|######7 | 113/168 [00:21<00:10, 5.23it/s] 25/499 4.32G 0.01595 0.01231 0.006931 64 640: 67%|######7 | 113/168 [00:21<00:10, 5.23it/s] 25/499 4.32G 0.01595 0.01231 0.006931 64 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s] 25/499 4.32G 0.01596 0.01233 0.006921 75 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s] 25/499 4.32G 0.01596 0.01233 0.006921 75 640: 68%|######8 | 115/168 [00:21<00:10, 5.19it/s] 25/499 4.32G 0.016 0.01233 0.006964 61 640: 68%|######8 | 115/168 [00:22<00:10, 5.19it/s] 25/499 4.32G 0.016 0.01233 0.006964 61 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s] 25/499 4.32G 0.01599 0.01233 0.00693 60 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s] 25/499 4.32G 0.01599 0.01233 0.00693 60 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s] 25/499 4.32G 0.016 0.01235 0.006944 76 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s] 25/499 4.32G 0.016 0.01235 0.006944 76 640: 70%|####### | 118/168 [00:22<00:09, 5.23it/s] 25/499 4.32G 0.01601 0.01235 0.006959 70 640: 70%|####### | 118/168 [00:22<00:09, 5.23it/s] 25/499 4.32G 0.01601 0.01235 0.006959 70 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s] 25/499 4.32G 0.01602 0.01236 0.006943 71 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s] 25/499 4.32G 0.01602 0.01236 0.006943 71 640: 71%|#######1 | 120/168 [00:22<00:08, 5.37it/s] 25/499 4.32G 0.01601 0.01235 0.00693 69 640: 71%|#######1 | 120/168 [00:22<00:08, 5.37it/s] 25/499 4.32G 0.01601 0.01235 0.00693 69 640: 72%|#######2 | 121/168 [00:22<00:08, 5.25it/s] 25/499 4.32G 0.01601 0.01234 0.006939 53 640: 72%|#######2 | 121/168 [00:23<00:08, 5.25it/s] 25/499 4.32G 0.01601 0.01234 0.006939 53 640: 73%|#######2 | 122/168 [00:23<00:08, 5.34it/s] 25/499 4.32G 0.01601 0.01231 0.006901 50 640: 73%|#######2 | 122/168 [00:23<00:08, 5.34it/s] 25/499 4.32G 0.01601 0.01231 0.006901 50 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s] 25/499 4.32G 0.01601 0.0123 0.006916 71 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s] 25/499 4.32G 0.01601 0.0123 0.006916 71 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s] 25/499 4.32G 0.01599 0.01227 0.006919 52 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s] 25/499 4.32G 0.01599 0.01227 0.006919 52 640: 74%|#######4 | 125/168 [00:23<00:08, 5.27it/s] 25/499 4.32G 0.01601 0.01228 0.006958 69 640: 74%|#######4 | 125/168 [00:23<00:08, 5.27it/s] 25/499 4.32G 0.01601 0.01228 0.006958 69 640: 75%|#######5 | 126/168 [00:23<00:07, 5.36it/s] 25/499 4.32G 0.01602 0.01226 0.006986 57 640: 75%|#######5 | 126/168 [00:24<00:07, 5.36it/s] 25/499 4.32G 0.01602 0.01226 0.006986 57 640: 76%|#######5 | 127/168 [00:24<00:07, 5.22it/s] 25/499 4.32G 0.01602 0.01227 0.007017 78 640: 76%|#######5 | 127/168 [00:24<00:07, 5.22it/s] 25/499 4.32G 0.01602 0.01227 0.007017 78 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s] 25/499 4.32G 0.01601 0.01225 0.007069 63 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s] 25/499 4.32G 0.01601 0.01225 0.007069 63 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s] 25/499 4.32G 0.01602 0.01228 0.007083 90 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s] 25/499 4.32G 0.01602 0.01228 0.007083 90 640: 77%|#######7 | 130/168 [00:24<00:07, 5.23it/s] 25/499 4.32G 0.01602 0.01231 0.007056 74 640: 77%|#######7 | 130/168 [00:24<00:07, 5.23it/s] 25/499 4.32G 0.01602 0.01231 0.007056 74 640: 78%|#######7 | 131/168 [00:24<00:06, 5.30it/s] 25/499 4.32G 0.01602 0.01232 0.007055 69 640: 78%|#######7 | 131/168 [00:25<00:06, 5.30it/s] 25/499 4.32G 0.01602 0.01232 0.007055 69 640: 79%|#######8 | 132/168 [00:25<00:06, 5.37it/s] 25/499 4.32G 0.01601 0.01231 0.007033 66 640: 79%|#######8 | 132/168 [00:25<00:06, 5.37it/s] 25/499 4.32G 0.01601 0.01231 0.007033 66 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s] 25/499 4.32G 0.016 0.01229 0.007038 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s] 25/499 4.32G 0.016 0.01229 0.007038 65 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s] 25/499 4.32G 0.01599 0.0123 0.007044 74 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s] 25/499 4.32G 0.01599 0.0123 0.007044 74 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s] 25/499 4.32G 0.01601 0.01232 0.007052 75 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s] 25/499 4.32G 0.01601 0.01232 0.007052 75 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s] 25/499 4.32G 0.01602 0.01235 0.007053 89 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s] 25/499 4.32G 0.01602 0.01235 0.007053 89 640: 82%|########1 | 137/168 [00:25<00:05, 5.29it/s] 25/499 4.32G 0.01603 0.01234 0.0071 50 640: 82%|########1 | 137/168 [00:26<00:05, 5.29it/s] 25/499 4.32G 0.01603 0.01234 0.0071 50 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s] 25/499 4.32G 0.01603 0.01234 0.007111 64 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s] 25/499 4.32G 0.01603 0.01234 0.007111 64 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s] 25/499 4.32G 0.01603 0.01234 0.007103 69 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s] 25/499 4.32G 0.01603 0.01234 0.007103 69 640: 83%|########3 | 140/168 [00:26<00:05, 5.25it/s] 25/499 4.32G 0.01604 0.01234 0.007101 64 640: 83%|########3 | 140/168 [00:26<00:05, 5.25it/s] 25/499 4.32G 0.01604 0.01234 0.007101 64 640: 84%|########3 | 141/168 [00:26<00:05, 5.25it/s] 25/499 4.32G 0.01603 0.01233 0.00711 64 640: 84%|########3 | 141/168 [00:26<00:05, 5.25it/s] 25/499 4.32G 0.01603 0.01233 0.00711 64 640: 85%|########4 | 142/168 [00:26<00:05, 5.03it/s] 25/499 4.32G 0.01602 0.01233 0.00711 69 640: 85%|########4 | 142/168 [00:27<00:05, 5.03it/s] 25/499 4.32G 0.01602 0.01233 0.00711 69 640: 85%|########5 | 143/168 [00:27<00:04, 5.16it/s] 25/499 4.32G 0.01603 0.01234 0.007126 72 640: 85%|########5 | 143/168 [00:27<00:04, 5.16it/s] 25/499 4.32G 0.01603 0.01234 0.007126 72 640: 86%|########5 | 144/168 [00:27<00:04, 5.26it/s] 25/499 4.32G 0.01602 0.01233 0.007112 65 640: 86%|########5 | 144/168 [00:27<00:04, 5.26it/s] 25/499 4.32G 0.01602 0.01233 0.007112 65 640: 86%|########6 | 145/168 [00:27<00:04, 5.14it/s] 25/499 4.32G 0.01603 0.01233 0.007113 64 640: 86%|########6 | 145/168 [00:27<00:04, 5.14it/s] 25/499 4.32G 0.01603 0.01233 0.007113 64 640: 87%|########6 | 146/168 [00:27<00:04, 5.24it/s] 25/499 4.32G 0.01603 0.01231 0.007095 57 640: 87%|########6 | 146/168 [00:27<00:04, 5.24it/s] 25/499 4.32G 0.01603 0.01231 0.007095 57 640: 88%|########7 | 147/168 [00:27<00:03, 5.33it/s] 25/499 4.32G 0.01604 0.01231 0.007093 64 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s] 25/499 4.32G 0.01604 0.01231 0.007093 64 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s] 25/499 4.32G 0.01604 0.01231 0.007112 59 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s] 25/499 4.32G 0.01604 0.01231 0.007112 59 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s] 25/499 4.32G 0.01602 0.01231 0.007117 81 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s] 25/499 4.32G 0.01602 0.01231 0.007117 81 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s] 25/499 4.32G 0.01603 0.01233 0.007091 80 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s] 25/499 4.32G 0.01603 0.01233 0.007091 80 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s] 25/499 4.32G 0.01602 0.01233 0.007082 65 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s] 25/499 4.32G 0.01602 0.01233 0.007082 65 640: 90%|######### | 152/168 [00:28<00:03, 5.32it/s] 25/499 4.32G 0.01601 0.01234 0.007077 79 640: 90%|######### | 152/168 [00:29<00:03, 5.32it/s] 25/499 4.32G 0.01601 0.01234 0.007077 79 640: 91%|#########1| 153/168 [00:29<00:02, 5.41it/s] 25/499 4.32G 0.01601 0.01233 0.007094 69 640: 91%|#########1| 153/168 [00:29<00:02, 5.41it/s] 25/499 4.32G 0.01601 0.01233 0.007094 69 640: 92%|#########1| 154/168 [00:29<00:02, 5.27it/s] 25/499 4.32G 0.01601 0.01233 0.007081 77 640: 92%|#########1| 154/168 [00:29<00:02, 5.27it/s] 25/499 4.32G 0.01601 0.01233 0.007081 77 640: 92%|#########2| 155/168 [00:29<00:02, 5.35it/s] 25/499 4.32G 0.01603 0.01232 0.0071 54 640: 92%|#########2| 155/168 [00:29<00:02, 5.35it/s] 25/499 4.32G 0.01603 0.01232 0.0071 54 640: 93%|#########2| 156/168 [00:29<00:02, 5.40it/s] 25/499 4.32G 0.01603 0.01232 0.007105 62 640: 93%|#########2| 156/168 [00:29<00:02, 5.40it/s] 25/499 4.32G 0.01603 0.01232 0.007105 62 640: 93%|#########3| 157/168 [00:29<00:02, 5.25it/s] 25/499 4.32G 0.01604 0.01233 0.007108 78 640: 93%|#########3| 157/168 [00:29<00:02, 5.25it/s] 25/499 4.32G 0.01604 0.01233 0.007108 78 640: 94%|#########4| 158/168 [00:29<00:01, 5.35it/s] 25/499 4.32G 0.01603 0.01233 0.007103 62 640: 94%|#########4| 158/168 [00:30<00:01, 5.35it/s] 25/499 4.32G 0.01603 0.01233 0.007103 62 640: 95%|#########4| 159/168 [00:30<00:01, 5.39it/s] 25/499 4.32G 0.01603 0.01233 0.007099 71 640: 95%|#########4| 159/168 [00:30<00:01, 5.39it/s] 25/499 4.32G 0.01603 0.01233 0.007099 71 640: 95%|#########5| 160/168 [00:30<00:01, 5.25it/s] 25/499 4.32G 0.01602 0.01231 0.007106 56 640: 95%|#########5| 160/168 [00:30<00:01, 5.25it/s] 25/499 4.32G 0.01602 0.01231 0.007106 56 640: 96%|#########5| 161/168 [00:30<00:01, 5.32it/s] 25/499 4.32G 0.01602 0.01231 0.007102 69 640: 96%|#########5| 161/168 [00:30<00:01, 5.32it/s] 25/499 4.32G 0.01602 0.01231 0.007102 69 640: 96%|#########6| 162/168 [00:30<00:01, 5.38it/s] 25/499 4.32G 0.01603 0.01232 0.007128 62 640: 96%|#########6| 162/168 [00:30<00:01, 5.38it/s] 25/499 4.32G 0.01603 0.01232 0.007128 62 640: 97%|#########7| 163/168 [00:30<00:00, 5.25it/s] 25/499 4.32G 0.01604 0.01232 0.007129 65 640: 97%|#########7| 163/168 [00:31<00:00, 5.25it/s] 25/499 4.32G 0.01604 0.01232 0.007129 65 640: 98%|#########7| 164/168 [00:31<00:00, 5.33it/s] 25/499 4.32G 0.01604 0.01233 0.00715 75 640: 98%|#########7| 164/168 [00:31<00:00, 5.33it/s] 25/499 4.32G 0.01604 0.01233 0.00715 75 640: 98%|#########8| 165/168 [00:31<00:00, 5.38it/s] 25/499 4.32G 0.01606 0.01233 0.007147 65 640: 98%|#########8| 165/168 [00:31<00:00, 5.38it/s] 25/499 4.32G 0.01606 0.01233 0.007147 65 640: 99%|#########8| 166/168 [00:31<00:00, 5.26it/s] 25/499 4.32G 0.01605 0.01234 0.007157 73 640: 99%|#########8| 166/168 [00:31<00:00, 5.26it/s] 25/499 4.32G 0.01605 0.01234 0.007157 73 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s] 25/499 4.32G 0.01608 0.01232 0.007162 19 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s] 25/499 4.32G 0.01608 0.01232 0.007162 19 640: 100%|##########| 168/168 [00:31<00:00, 5.52it/s] 25/499 4.32G 0.01608 0.01232 0.007162 19 640: 100%|##########| 168/168 [00:31<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.01it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.99it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.00it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.99it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.58it/s] all 132 263 0.794 0.857 0.891 0.693 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 26/499 4.32G 0.01849 0.01478 0.005545 72 640: 0%| | 0/168 [00:00<?, ?it/s] 26/499 4.32G 0.01849 0.01478 0.005545 72 640: 1%| | 1/168 [00:00<00:33, 4.97it/s] 26/499 4.32G 0.01769 0.01456 0.006395 76 640: 1%| | 1/168 [00:00<00:33, 4.97it/s] 26/499 4.32G 0.01769 0.01456 0.006395 76 640: 1%|1 | 2/168 [00:00<00:31, 5.27it/s] 26/499 4.32G 0.01693 0.01289 0.006385 52 640: 1%|1 | 2/168 [00:00<00:31, 5.27it/s] 26/499 4.32G 0.01693 0.01289 0.006385 52 640: 2%|1 | 3/168 [00:00<00:30, 5.37it/s] 26/499 4.32G 0.01628 0.01261 0.005774 69 640: 2%|1 | 3/168 [00:00<00:30, 5.37it/s] 26/499 4.32G 0.01628 0.01261 0.005774 69 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s] 26/499 4.32G 0.01602 0.01209 0.007184 60 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s] 26/499 4.32G 0.01602 0.01209 0.007184 60 640: 3%|2 | 5/168 [00:00<00:31, 5.24it/s] 26/499 4.32G 0.01661 0.01221 0.00775 53 640: 3%|2 | 5/168 [00:01<00:31, 5.24it/s] 26/499 4.32G 0.01661 0.01221 0.00775 53 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s] 26/499 4.32G 0.01692 0.01233 0.007531 64 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s] 26/499 4.32G 0.01692 0.01233 0.007531 64 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s] 26/499 4.32G 0.01706 0.0127 0.007752 69 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s] 26/499 4.32G 0.01706 0.0127 0.007752 69 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s] 26/499 4.32G 0.0171 0.01259 0.007677 60 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s] 26/499 4.32G 0.0171 0.01259 0.007677 60 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s] 26/499 4.32G 0.01717 0.01261 0.007622 59 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s] 26/499 4.32G 0.01717 0.01261 0.007622 59 640: 6%|5 | 10/168 [00:01<00:30, 5.14it/s] 26/499 4.32G 0.01701 0.0125 0.007773 57 640: 6%|5 | 10/168 [00:02<00:30, 5.14it/s] 26/499 4.32G 0.01701 0.0125 0.007773 57 640: 7%|6 | 11/168 [00:02<00:29, 5.25it/s] 26/499 4.32G 0.01708 0.01244 0.00776 51 640: 7%|6 | 11/168 [00:02<00:29, 5.25it/s] 26/499 4.32G 0.01708 0.01244 0.00776 51 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s] 26/499 4.32G 0.01706 0.01254 0.007834 71 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s] 26/499 4.32G 0.01706 0.01254 0.007834 71 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s] 26/499 4.32G 0.01692 0.01239 0.007806 57 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s] 26/499 4.32G 0.01692 0.01239 0.007806 57 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s] 26/499 4.32G 0.01704 0.01244 0.007628 60 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s] 26/499 4.32G 0.01704 0.01244 0.007628 60 640: 9%|8 | 15/168 [00:02<00:28, 5.34it/s] 26/499 4.32G 0.017 0.01231 0.007641 52 640: 9%|8 | 15/168 [00:03<00:28, 5.34it/s] 26/499 4.32G 0.017 0.01231 0.007641 52 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s] 26/499 4.32G 0.01698 0.01219 0.007762 48 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s] 26/499 4.32G 0.01698 0.01219 0.007762 48 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s] 26/499 4.32G 0.01696 0.01232 0.007812 83 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s] 26/499 4.32G 0.01696 0.01232 0.007812 83 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s] 26/499 4.32G 0.017 0.01231 0.007661 62 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s] 26/499 4.32G 0.017 0.01231 0.007661 62 640: 11%|#1 | 19/168 [00:03<00:28, 5.17it/s] 26/499 4.32G 0.01701 0.01226 0.007593 53 640: 11%|#1 | 19/168 [00:03<00:28, 5.17it/s] 26/499 4.32G 0.01701 0.01226 0.007593 53 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s] 26/499 4.32G 0.01698 0.01222 0.007636 59 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s] 26/499 4.32G 0.01698 0.01222 0.007636 59 640: 12%|#2 | 21/168 [00:03<00:27, 5.36it/s] 26/499 4.32G 0.01708 0.01227 0.007797 68 640: 12%|#2 | 21/168 [00:04<00:27, 5.36it/s] 26/499 4.32G 0.01708 0.01227 0.007797 68 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s] 26/499 4.32G 0.01708 0.01233 0.00774 71 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s] 26/499 4.32G 0.01708 0.01233 0.00774 71 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s] 26/499 4.32G 0.01705 0.01226 0.007694 61 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s] 26/499 4.32G 0.01705 0.01226 0.007694 61 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 26/499 4.32G 0.01698 0.01225 0.007805 76 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 26/499 4.32G 0.01698 0.01225 0.007805 76 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s] 26/499 4.32G 0.01698 0.01229 0.007909 66 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s] 26/499 4.32G 0.01698 0.01229 0.007909 66 640: 15%|#5 | 26/168 [00:04<00:26, 5.29it/s] 26/499 4.32G 0.01704 0.01243 0.008005 82 640: 15%|#5 | 26/168 [00:05<00:26, 5.29it/s] 26/499 4.32G 0.01704 0.01243 0.008005 82 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s] 26/499 4.32G 0.017 0.01238 0.007937 59 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s] 26/499 4.32G 0.017 0.01238 0.007937 59 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s] 26/499 4.32G 0.01696 0.01239 0.00793 72 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s] 26/499 4.32G 0.01696 0.01239 0.00793 72 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s] 26/499 4.32G 0.01691 0.01245 0.007845 77 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s] 26/499 4.32G 0.01691 0.01245 0.007845 77 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s] 26/499 4.32G 0.01699 0.01248 0.007847 73 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s] 26/499 4.32G 0.01699 0.01248 0.007847 73 640: 18%|#8 | 31/168 [00:05<00:26, 5.21it/s] 26/499 4.32G 0.01691 0.01244 0.007753 64 640: 18%|#8 | 31/168 [00:06<00:26, 5.21it/s] 26/499 4.32G 0.01691 0.01244 0.007753 64 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s] 26/499 4.32G 0.01697 0.01242 0.007843 60 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s] 26/499 4.32G 0.01697 0.01242 0.007843 60 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s] 26/499 4.32G 0.01698 0.01246 0.007942 77 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s] 26/499 4.32G 0.01698 0.01246 0.007942 77 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s] 26/499 4.32G 0.01693 0.01246 0.008065 65 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s] 26/499 4.32G 0.01693 0.01246 0.008065 65 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s] 26/499 4.32G 0.01694 0.01251 0.007912 69 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s] 26/499 4.32G 0.01694 0.01251 0.007912 69 640: 21%|##1 | 36/168 [00:06<00:24, 5.36it/s] 26/499 4.32G 0.01689 0.01263 0.007895 101 640: 21%|##1 | 36/168 [00:07<00:24, 5.36it/s] 26/499 4.32G 0.01689 0.01263 0.007895 101 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s] 26/499 4.32G 0.01688 0.01258 0.007859 70 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s] 26/499 4.32G 0.01688 0.01258 0.007859 70 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s] 26/499 4.32G 0.01686 0.01256 0.007855 63 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s] 26/499 4.32G 0.01686 0.01256 0.007855 63 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s] 26/499 4.32G 0.01681 0.01254 0.007817 71 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s] 26/499 4.32G 0.01681 0.01254 0.007817 71 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s] 26/499 4.32G 0.01678 0.01253 0.007804 57 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s] 26/499 4.32G 0.01678 0.01253 0.007804 57 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s] 26/499 4.32G 0.01678 0.01258 0.00784 80 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s] 26/499 4.32G 0.01678 0.01258 0.00784 80 640: 25%|##5 | 42/168 [00:07<00:23, 5.37it/s] 26/499 4.32G 0.01674 0.01256 0.007854 66 640: 25%|##5 | 42/168 [00:08<00:23, 5.37it/s] 26/499 4.32G 0.01674 0.01256 0.007854 66 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s] 26/499 4.32G 0.01671 0.01254 0.007879 63 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s] 26/499 4.32G 0.01671 0.01254 0.007879 63 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s] 26/499 4.32G 0.01672 0.01255 0.007931 67 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s] 26/499 4.32G 0.01672 0.01255 0.007931 67 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s] 26/499 4.32G 0.01677 0.01258 0.007929 69 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s] 26/499 4.32G 0.01677 0.01258 0.007929 69 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s] 26/499 4.32G 0.0168 0.01256 0.007881 54 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s] 26/499 4.32G 0.0168 0.01256 0.007881 54 640: 28%|##7 | 47/168 [00:08<00:22, 5.29it/s] 26/499 4.32G 0.0168 0.01254 0.007805 62 640: 28%|##7 | 47/168 [00:09<00:22, 5.29it/s] 26/499 4.32G 0.0168 0.01254 0.007805 62 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s] 26/499 4.32G 0.01683 0.01257 0.007831 68 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s] 26/499 4.32G 0.01683 0.01257 0.007831 68 640: 29%|##9 | 49/168 [00:09<00:22, 5.22it/s] 26/499 4.32G 0.01682 0.01257 0.007778 65 640: 29%|##9 | 49/168 [00:09<00:22, 5.22it/s] 26/499 4.32G 0.01682 0.01257 0.007778 65 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s] 26/499 4.32G 0.0168 0.01254 0.007737 61 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s] 26/499 4.32G 0.0168 0.01254 0.007737 61 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s] 26/499 4.32G 0.0168 0.01251 0.007673 58 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s] 26/499 4.32G 0.0168 0.01251 0.007673 58 640: 31%|### | 52/168 [00:09<00:22, 5.19it/s] 26/499 4.32G 0.01678 0.0125 0.007646 64 640: 31%|### | 52/168 [00:10<00:22, 5.19it/s] 26/499 4.32G 0.01678 0.0125 0.007646 64 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s] 26/499 4.32G 0.01678 0.01248 0.007658 68 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s] 26/499 4.32G 0.01678 0.01248 0.007658 68 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s] 26/499 4.32G 0.01674 0.01246 0.007593 64 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s] 26/499 4.32G 0.01674 0.01246 0.007593 64 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s] 26/499 4.32G 0.01675 0.01253 0.007625 80 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s] 26/499 4.32G 0.01675 0.01253 0.007625 80 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s] 26/499 4.32G 0.01673 0.01255 0.007548 70 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s] 26/499 4.32G 0.01673 0.01255 0.007548 70 640: 34%|###3 | 57/168 [00:10<00:20, 5.32it/s] 26/499 4.32G 0.01673 0.01254 0.007537 67 640: 34%|###3 | 57/168 [00:11<00:20, 5.32it/s] 26/499 4.32G 0.01673 0.01254 0.007537 67 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s] 26/499 4.32G 0.01672 0.01252 0.007526 69 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s] 26/499 4.32G 0.01672 0.01252 0.007526 69 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s] 26/499 4.32G 0.01671 0.01249 0.007568 61 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s] 26/499 4.32G 0.01671 0.01249 0.007568 61 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s] 26/499 4.32G 0.01675 0.01251 0.007717 63 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s] 26/499 4.32G 0.01675 0.01251 0.007717 63 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s] 26/499 4.32G 0.01676 0.0126 0.007737 91 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s] 26/499 4.32G 0.01676 0.0126 0.007737 91 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s] 26/499 4.32G 0.01676 0.01258 0.007715 61 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s] 26/499 4.32G 0.01676 0.01258 0.007715 61 640: 38%|###7 | 63/168 [00:11<00:19, 5.36it/s] 26/499 4.32G 0.01677 0.01256 0.007726 63 640: 38%|###7 | 63/168 [00:12<00:19, 5.36it/s] 26/499 4.32G 0.01677 0.01256 0.007726 63 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s] 26/499 4.32G 0.01675 0.01258 0.007723 70 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s] 26/499 4.32G 0.01675 0.01258 0.007723 70 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s] 26/499 4.32G 0.01675 0.01261 0.007745 83 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s] 26/499 4.32G 0.01675 0.01261 0.007745 83 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s] 26/499 4.32G 0.01675 0.01261 0.007734 66 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s] 26/499 4.32G 0.01675 0.01261 0.007734 66 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s] 26/499 4.32G 0.01679 0.01263 0.007803 83 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s] 26/499 4.32G 0.01679 0.01263 0.007803 83 640: 40%|#### | 68/168 [00:12<00:18, 5.30it/s] 26/499 4.32G 0.01675 0.01265 0.007805 86 640: 40%|#### | 68/168 [00:13<00:18, 5.30it/s] 26/499 4.32G 0.01675 0.01265 0.007805 86 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s] 26/499 4.32G 0.01675 0.01267 0.007784 79 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s] 26/499 4.32G 0.01675 0.01267 0.007784 79 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s] 26/499 4.32G 0.01674 0.01266 0.007731 55 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s] 26/499 4.32G 0.01674 0.01266 0.007731 55 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s] 26/499 4.32G 0.01672 0.01262 0.007727 57 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s] 26/499 4.32G 0.01672 0.01262 0.007727 57 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s] 26/499 4.32G 0.0167 0.01263 0.0078 72 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s] 26/499 4.32G 0.0167 0.01263 0.0078 72 640: 43%|####3 | 73/168 [00:13<00:18, 5.17it/s] 26/499 4.32G 0.01673 0.01264 0.007814 68 640: 43%|####3 | 73/168 [00:14<00:18, 5.17it/s] 26/499 4.32G 0.01673 0.01264 0.007814 68 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s] 26/499 4.32G 0.01672 0.01262 0.007908 56 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s] 26/499 4.32G 0.01672 0.01262 0.007908 56 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 26/499 4.32G 0.01671 0.01263 0.00792 77 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 26/499 4.32G 0.01671 0.01263 0.00792 77 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s] 26/499 4.32G 0.01669 0.01261 0.007938 55 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s] 26/499 4.32G 0.01669 0.01261 0.007938 55 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s] 26/499 4.32G 0.01665 0.01259 0.007895 70 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s] 26/499 4.32G 0.01665 0.01259 0.007895 70 640: 46%|####6 | 78/168 [00:14<00:16, 5.33it/s] 26/499 4.32G 0.01664 0.0126 0.00792 79 640: 46%|####6 | 78/168 [00:14<00:16, 5.33it/s] 26/499 4.32G 0.01664 0.0126 0.00792 79 640: 47%|####7 | 79/168 [00:14<00:17, 5.19it/s] 26/499 4.32G 0.01662 0.01263 0.00792 90 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s] 26/499 4.32G 0.01662 0.01263 0.00792 90 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s] 26/499 4.32G 0.01662 0.01264 0.007972 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s] 26/499 4.32G 0.01662 0.01264 0.007972 70 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s] 26/499 4.32G 0.01661 0.01263 0.007982 67 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s] 26/499 4.32G 0.01661 0.01263 0.007982 67 640: 49%|####8 | 82/168 [00:15<00:16, 5.23it/s] 26/499 4.32G 0.0166 0.01264 0.008027 82 640: 49%|####8 | 82/168 [00:15<00:16, 5.23it/s] 26/499 4.32G 0.0166 0.01264 0.008027 82 640: 49%|####9 | 83/168 [00:15<00:16, 5.31it/s] 26/499 4.32G 0.01661 0.01265 0.008029 74 640: 49%|####9 | 83/168 [00:15<00:16, 5.31it/s] 26/499 4.32G 0.01661 0.01265 0.008029 74 640: 50%|##### | 84/168 [00:15<00:15, 5.35it/s] 26/499 4.32G 0.01659 0.01267 0.00801 66 640: 50%|##### | 84/168 [00:16<00:15, 5.35it/s] 26/499 4.32G 0.01659 0.01267 0.00801 66 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s] 26/499 4.32G 0.01659 0.01268 0.008021 65 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s] 26/499 4.32G 0.01659 0.01268 0.008021 65 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s] 26/499 4.32G 0.0166 0.01267 0.00804 57 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s] 26/499 4.32G 0.0166 0.01267 0.00804 57 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s] 26/499 4.32G 0.01659 0.01267 0.007998 61 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s] 26/499 4.32G 0.01659 0.01267 0.007998 61 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s] 26/499 4.32G 0.01662 0.01264 0.008049 53 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s] 26/499 4.32G 0.01662 0.01264 0.008049 53 640: 53%|#####2 | 89/168 [00:16<00:14, 5.30it/s] 26/499 4.32G 0.0166 0.01262 0.008037 61 640: 53%|#####2 | 89/168 [00:17<00:14, 5.30it/s] 26/499 4.32G 0.0166 0.01262 0.008037 61 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s] 26/499 4.32G 0.01657 0.01262 0.008009 71 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s] 26/499 4.32G 0.01657 0.01262 0.008009 71 640: 54%|#####4 | 91/168 [00:17<00:14, 5.24it/s] 26/499 4.32G 0.01658 0.01261 0.008058 63 640: 54%|#####4 | 91/168 [00:17<00:14, 5.24it/s] 26/499 4.32G 0.01658 0.01261 0.008058 63 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s] 26/499 4.32G 0.0166 0.01261 0.008098 63 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s] 26/499 4.32G 0.0166 0.01261 0.008098 63 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s] 26/499 4.32G 0.0166 0.01262 0.008094 72 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s] 26/499 4.32G 0.0166 0.01262 0.008094 72 640: 56%|#####5 | 94/168 [00:17<00:14, 5.20it/s] 26/499 4.32G 0.01661 0.01261 0.008063 54 640: 56%|#####5 | 94/168 [00:18<00:14, 5.20it/s] 26/499 4.32G 0.01661 0.01261 0.008063 54 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s] 26/499 4.32G 0.01659 0.0126 0.008068 69 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s] 26/499 4.32G 0.01659 0.0126 0.008068 69 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s] 26/499 4.32G 0.01657 0.0126 0.008017 69 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s] 26/499 4.32G 0.01657 0.0126 0.008017 69 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s] 26/499 4.32G 0.01655 0.01258 0.008017 63 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s] 26/499 4.32G 0.01655 0.01258 0.008017 63 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s] 26/499 4.32G 0.01657 0.01259 0.007991 70 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s] 26/499 4.32G 0.01657 0.01259 0.007991 70 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s] 26/499 4.32G 0.01657 0.01256 0.007943 58 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s] 26/499 4.32G 0.01657 0.01256 0.007943 58 640: 60%|#####9 | 100/168 [00:18<00:13, 5.19it/s] 26/499 4.32G 0.01656 0.01255 0.007966 69 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s] 26/499 4.32G 0.01656 0.01255 0.007966 69 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s] 26/499 4.32G 0.01655 0.01255 0.007931 64 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s] 26/499 4.32G 0.01655 0.01255 0.007931 64 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s] 26/499 4.32G 0.01655 0.0126 0.007927 90 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s] 26/499 4.32G 0.01655 0.0126 0.007927 90 640: 61%|######1 | 103/168 [00:19<00:12, 5.14it/s] 26/499 4.32G 0.01653 0.01256 0.007925 59 640: 61%|######1 | 103/168 [00:19<00:12, 5.14it/s] 26/499 4.32G 0.01653 0.01256 0.007925 59 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s] 26/499 4.32G 0.01654 0.01259 0.007928 87 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s] 26/499 4.32G 0.01654 0.01259 0.007928 87 640: 62%|######2 | 105/168 [00:19<00:11, 5.29it/s] 26/499 4.32G 0.01655 0.01259 0.007916 58 640: 62%|######2 | 105/168 [00:20<00:11, 5.29it/s] 26/499 4.32G 0.01655 0.01259 0.007916 58 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s] 26/499 4.32G 0.01657 0.0126 0.007888 63 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s] 26/499 4.32G 0.01657 0.0126 0.007888 63 640: 64%|######3 | 107/168 [00:20<00:11, 5.23it/s] 26/499 4.32G 0.01656 0.0126 0.007936 67 640: 64%|######3 | 107/168 [00:20<00:11, 5.23it/s] 26/499 4.32G 0.01656 0.0126 0.007936 67 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s] 26/499 4.32G 0.01654 0.01259 0.007936 62 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s] 26/499 4.32G 0.01654 0.01259 0.007936 62 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s] 26/499 4.32G 0.01655 0.0126 0.007926 76 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s] 26/499 4.32G 0.01655 0.0126 0.007926 76 640: 65%|######5 | 110/168 [00:20<00:10, 5.27it/s] 26/499 4.32G 0.01653 0.01261 0.007949 82 640: 65%|######5 | 110/168 [00:21<00:10, 5.27it/s] 26/499 4.32G 0.01653 0.01261 0.007949 82 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s] 26/499 4.32G 0.01651 0.01259 0.007952 58 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s] 26/499 4.32G 0.01651 0.01259 0.007952 58 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s] 26/499 4.32G 0.01651 0.01261 0.007954 90 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s] 26/499 4.32G 0.01651 0.01261 0.007954 90 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s] 26/499 4.32G 0.01649 0.01259 0.007962 65 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s] 26/499 4.32G 0.01649 0.01259 0.007962 65 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s] 26/499 4.32G 0.0165 0.0126 0.007977 64 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s] 26/499 4.32G 0.0165 0.0126 0.007977 64 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s] 26/499 4.32G 0.01652 0.01262 0.007975 63 640: 68%|######8 | 115/168 [00:22<00:10, 5.21it/s] 26/499 4.32G 0.01652 0.01262 0.007975 63 640: 69%|######9 | 116/168 [00:22<00:09, 5.29it/s] 26/499 4.32G 0.01652 0.01263 0.007972 76 640: 69%|######9 | 116/168 [00:22<00:09, 5.29it/s] 26/499 4.32G 0.01652 0.01263 0.007972 76 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s] 26/499 4.32G 0.01652 0.01263 0.007975 71 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s] 26/499 4.32G 0.01652 0.01263 0.007975 71 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s] 26/499 4.32G 0.01652 0.01263 0.007968 66 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s] 26/499 4.32G 0.01652 0.01263 0.007968 66 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s] 26/499 4.32G 0.01652 0.01262 0.007956 67 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s] 26/499 4.32G 0.01652 0.01262 0.007956 67 640: 71%|#######1 | 120/168 [00:22<00:08, 5.37it/s] 26/499 4.32G 0.01654 0.01263 0.007958 66 640: 71%|#######1 | 120/168 [00:22<00:08, 5.37it/s] 26/499 4.32G 0.01654 0.01263 0.007958 66 640: 72%|#######2 | 121/168 [00:22<00:09, 5.16it/s] 26/499 4.32G 0.01653 0.01263 0.00793 76 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s] 26/499 4.32G 0.01653 0.01263 0.00793 76 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s] 26/499 4.32G 0.01652 0.01265 0.007893 74 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s] 26/499 4.32G 0.01652 0.01265 0.007893 74 640: 73%|#######3 | 123/168 [00:23<00:08, 5.28it/s] 26/499 4.32G 0.01652 0.01266 0.007895 82 640: 73%|#######3 | 123/168 [00:23<00:08, 5.28it/s] 26/499 4.32G 0.01652 0.01266 0.007895 82 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s] 26/499 4.32G 0.01653 0.01268 0.007892 79 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s] 26/499 4.32G 0.01653 0.01268 0.007892 79 640: 74%|#######4 | 125/168 [00:23<00:08, 5.29it/s] 26/499 4.32G 0.01654 0.01268 0.007883 68 640: 74%|#######4 | 125/168 [00:23<00:08, 5.29it/s] 26/499 4.32G 0.01654 0.01268 0.007883 68 640: 75%|#######5 | 126/168 [00:23<00:07, 5.31it/s] 26/499 4.32G 0.01653 0.01266 0.007928 65 640: 75%|#######5 | 126/168 [00:24<00:07, 5.31it/s] 26/499 4.32G 0.01653 0.01266 0.007928 65 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s] 26/499 4.32G 0.01652 0.01266 0.007952 71 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s] 26/499 4.32G 0.01652 0.01266 0.007952 71 640: 76%|#######6 | 128/168 [00:24<00:07, 5.23it/s] 26/499 4.32G 0.01653 0.01265 0.00796 53 640: 76%|#######6 | 128/168 [00:24<00:07, 5.23it/s] 26/499 4.32G 0.01653 0.01265 0.00796 53 640: 77%|#######6 | 129/168 [00:24<00:07, 5.32it/s] 26/499 4.32G 0.01653 0.01264 0.007948 56 640: 77%|#######6 | 129/168 [00:24<00:07, 5.32it/s] 26/499 4.32G 0.01653 0.01264 0.007948 56 640: 77%|#######7 | 130/168 [00:24<00:07, 5.15it/s] 26/499 4.32G 0.01652 0.01264 0.007947 74 640: 77%|#######7 | 130/168 [00:24<00:07, 5.15it/s] 26/499 4.32G 0.01652 0.01264 0.007947 74 640: 78%|#######7 | 131/168 [00:24<00:07, 5.25it/s] 26/499 4.32G 0.01652 0.01263 0.00796 52 640: 78%|#######7 | 131/168 [00:25<00:07, 5.25it/s] 26/499 4.32G 0.01652 0.01263 0.00796 52 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s] 26/499 4.32G 0.01651 0.01263 0.007944 53 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s] 26/499 4.32G 0.01651 0.01263 0.007944 53 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s] 26/499 4.32G 0.01649 0.01263 0.007936 67 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s] 26/499 4.32G 0.01649 0.01263 0.007936 67 640: 80%|#######9 | 134/168 [00:25<00:06, 5.33it/s] 26/499 4.32G 0.01648 0.01262 0.007922 57 640: 80%|#######9 | 134/168 [00:25<00:06, 5.33it/s] 26/499 4.32G 0.01648 0.01262 0.007922 57 640: 80%|######## | 135/168 [00:25<00:06, 5.40it/s] 26/499 4.32G 0.01647 0.01261 0.007899 52 640: 80%|######## | 135/168 [00:25<00:06, 5.40it/s] 26/499 4.32G 0.01647 0.01261 0.007899 52 640: 81%|######## | 136/168 [00:25<00:06, 5.25it/s] 26/499 4.32G 0.01648 0.01261 0.007895 74 640: 81%|######## | 136/168 [00:25<00:06, 5.25it/s] 26/499 4.32G 0.01648 0.01261 0.007895 74 640: 82%|########1 | 137/168 [00:25<00:05, 5.33it/s] 26/499 4.32G 0.01648 0.0126 0.007868 55 640: 82%|########1 | 137/168 [00:26<00:05, 5.33it/s] 26/499 4.32G 0.01648 0.0126 0.007868 55 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s] 26/499 4.32G 0.01649 0.0126 0.007849 63 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s] 26/499 4.32G 0.01649 0.0126 0.007849 63 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s] 26/499 4.32G 0.01649 0.01258 0.007842 57 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s] 26/499 4.32G 0.01649 0.01258 0.007842 57 640: 83%|########3 | 140/168 [00:26<00:05, 5.27it/s] 26/499 4.32G 0.0165 0.01257 0.007868 62 640: 83%|########3 | 140/168 [00:26<00:05, 5.27it/s] 26/499 4.32G 0.0165 0.01257 0.007868 62 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s] 26/499 4.32G 0.0165 0.01257 0.00788 70 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s] 26/499 4.32G 0.0165 0.01257 0.00788 70 640: 85%|########4 | 142/168 [00:26<00:05, 5.17it/s] 26/499 4.32G 0.01651 0.01259 0.007901 77 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s] 26/499 4.32G 0.01651 0.01259 0.007901 77 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s] 26/499 4.32G 0.0165 0.01259 0.007902 75 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s] 26/499 4.32G 0.0165 0.01259 0.007902 75 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s] 26/499 4.32G 0.01651 0.0126 0.007888 72 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s] 26/499 4.32G 0.01651 0.0126 0.007888 72 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s] 26/499 4.32G 0.0165 0.0126 0.007883 71 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s] 26/499 4.32G 0.0165 0.0126 0.007883 71 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s] 26/499 4.32G 0.0165 0.0126 0.00791 60 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s] 26/499 4.32G 0.0165 0.0126 0.00791 60 640: 88%|########7 | 147/168 [00:27<00:03, 5.34it/s] 26/499 4.32G 0.01649 0.01261 0.007947 73 640: 88%|########7 | 147/168 [00:28<00:03, 5.34it/s] 26/499 4.32G 0.01649 0.01261 0.007947 73 640: 88%|########8 | 148/168 [00:28<00:03, 5.22it/s] 26/499 4.32G 0.01648 0.01262 0.007933 85 640: 88%|########8 | 148/168 [00:28<00:03, 5.22it/s] 26/499 4.32G 0.01648 0.01262 0.007933 85 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s] 26/499 4.32G 0.01649 0.01262 0.007944 59 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s] 26/499 4.32G 0.01649 0.01262 0.007944 59 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s] 26/499 4.32G 0.01649 0.01264 0.007961 87 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s] 26/499 4.32G 0.01649 0.01264 0.007961 87 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s] 26/499 4.32G 0.01648 0.01265 0.007951 68 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s] 26/499 4.32G 0.01648 0.01265 0.007951 68 640: 90%|######### | 152/168 [00:28<00:03, 5.22it/s] 26/499 4.32G 0.01647 0.01266 0.007937 87 640: 90%|######### | 152/168 [00:29<00:03, 5.22it/s] 26/499 4.32G 0.01647 0.01266 0.007937 87 640: 91%|#########1| 153/168 [00:29<00:02, 5.32it/s] 26/499 4.32G 0.01647 0.01265 0.007929 59 640: 91%|#########1| 153/168 [00:29<00:02, 5.32it/s] 26/499 4.32G 0.01647 0.01265 0.007929 59 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s] 26/499 4.32G 0.01646 0.01263 0.007909 56 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s] 26/499 4.32G 0.01646 0.01263 0.007909 56 640: 92%|#########2| 155/168 [00:29<00:02, 5.26it/s] 26/499 4.32G 0.01645 0.01264 0.007916 74 640: 92%|#########2| 155/168 [00:29<00:02, 5.26it/s] 26/499 4.32G 0.01645 0.01264 0.007916 74 640: 93%|#########2| 156/168 [00:29<00:02, 5.29it/s] 26/499 4.32G 0.01645 0.01263 0.007908 64 640: 93%|#########2| 156/168 [00:29<00:02, 5.29it/s] 26/499 4.32G 0.01645 0.01263 0.007908 64 640: 93%|#########3| 157/168 [00:29<00:02, 5.14it/s] 26/499 4.32G 0.01644 0.01263 0.007909 62 640: 93%|#########3| 157/168 [00:29<00:02, 5.14it/s] 26/499 4.32G 0.01644 0.01263 0.007909 62 640: 94%|#########4| 158/168 [00:29<00:01, 5.26it/s] 26/499 4.32G 0.01645 0.01264 0.007938 66 640: 94%|#########4| 158/168 [00:30<00:01, 5.26it/s] 26/499 4.32G 0.01645 0.01264 0.007938 66 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s] 26/499 4.32G 0.01644 0.01263 0.007919 62 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s] 26/499 4.32G 0.01644 0.01263 0.007919 62 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s] 26/499 4.32G 0.01646 0.01264 0.007894 72 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s] 26/499 4.32G 0.01646 0.01264 0.007894 72 640: 96%|#########5| 161/168 [00:30<00:01, 5.25it/s] 26/499 4.32G 0.01646 0.01264 0.007874 71 640: 96%|#########5| 161/168 [00:30<00:01, 5.25it/s] 26/499 4.32G 0.01646 0.01264 0.007874 71 640: 96%|#########6| 162/168 [00:30<00:01, 5.31it/s] 26/499 4.32G 0.01646 0.01263 0.007871 64 640: 96%|#########6| 162/168 [00:30<00:01, 5.31it/s] 26/499 4.32G 0.01646 0.01263 0.007871 64 640: 97%|#########7| 163/168 [00:30<00:00, 5.15it/s] 26/499 4.32G 0.01647 0.01265 0.00789 68 640: 97%|#########7| 163/168 [00:31<00:00, 5.15it/s] 26/499 4.32G 0.01647 0.01265 0.00789 68 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s] 26/499 4.32G 0.01647 0.01265 0.007861 76 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s] 26/499 4.32G 0.01647 0.01265 0.007861 76 640: 98%|#########8| 165/168 [00:31<00:00, 5.37it/s] 26/499 4.32G 0.01647 0.01268 0.007856 84 640: 98%|#########8| 165/168 [00:31<00:00, 5.37it/s] 26/499 4.32G 0.01647 0.01268 0.007856 84 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s] 26/499 4.32G 0.01647 0.01267 0.007855 63 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s] 26/499 4.32G 0.01647 0.01267 0.007855 63 640: 99%|#########9| 167/168 [00:31<00:00, 5.31it/s] 26/499 4.32G 0.01647 0.01267 0.007857 35 640: 99%|#########9| 167/168 [00:31<00:00, 5.31it/s] 26/499 4.32G 0.01647 0.01267 0.007857 35 640: 100%|##########| 168/168 [00:31<00:00, 5.48it/s] 26/499 4.32G 0.01647 0.01267 0.007857 35 640: 100%|##########| 168/168 [00:31<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.68it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.86it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.46it/s] all 132 263 0.847 0.857 0.89 0.721 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 27/499 4.32G 0.0168 0.01569 0.007926 79 640: 0%| | 0/168 [00:00<?, ?it/s] 27/499 4.32G 0.0168 0.01569 0.007926 79 640: 1%| | 1/168 [00:00<00:36, 4.57it/s] 27/499 4.32G 0.01665 0.01455 0.01034 77 640: 1%| | 1/168 [00:00<00:36, 4.57it/s] 27/499 4.32G 0.01665 0.01455 0.01034 77 640: 1%|1 | 2/168 [00:00<00:32, 5.07it/s] 27/499 4.32G 0.01641 0.01324 0.009234 59 640: 1%|1 | 2/168 [00:00<00:32, 5.07it/s] 27/499 4.32G 0.01641 0.01324 0.009234 59 640: 2%|1 | 3/168 [00:00<00:31, 5.27it/s] 27/499 4.32G 0.01622 0.01271 0.008573 66 640: 2%|1 | 3/168 [00:00<00:31, 5.27it/s] 27/499 4.32G 0.01622 0.01271 0.008573 66 640: 2%|2 | 4/168 [00:00<00:31, 5.15it/s] 27/499 4.32G 0.01631 0.01206 0.008089 54 640: 2%|2 | 4/168 [00:00<00:31, 5.15it/s] 27/499 4.32G 0.01631 0.01206 0.008089 54 640: 3%|2 | 5/168 [00:00<00:30, 5.29it/s] 27/499 4.32G 0.0158 0.01191 0.007678 68 640: 3%|2 | 5/168 [00:01<00:30, 5.29it/s] 27/499 4.32G 0.0158 0.01191 0.007678 68 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s] 27/499 4.32G 0.01581 0.01195 0.007918 67 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s] 27/499 4.32G 0.01581 0.01195 0.007918 67 640: 4%|4 | 7/168 [00:01<00:31, 5.10it/s] 27/499 4.32G 0.01577 0.01192 0.007476 69 640: 4%|4 | 7/168 [00:01<00:31, 5.10it/s] 27/499 4.32G 0.01577 0.01192 0.007476 69 640: 5%|4 | 8/168 [00:01<00:30, 5.24it/s] 27/499 4.32G 0.01575 0.01186 0.007596 69 640: 5%|4 | 8/168 [00:01<00:30, 5.24it/s] 27/499 4.32G 0.01575 0.01186 0.007596 69 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s] 27/499 4.32G 0.01571 0.01206 0.007397 80 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s] 27/499 4.32G 0.01571 0.01206 0.007397 80 640: 6%|5 | 10/168 [00:01<00:30, 5.19it/s] 27/499 4.32G 0.01573 0.01218 0.007338 76 640: 6%|5 | 10/168 [00:02<00:30, 5.19it/s] 27/499 4.32G 0.01573 0.01218 0.007338 76 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s] 27/499 4.32G 0.01569 0.01221 0.007478 64 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s] 27/499 4.32G 0.01569 0.01221 0.007478 64 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s] 27/499 4.32G 0.01564 0.01213 0.007293 53 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s] 27/499 4.32G 0.01564 0.01213 0.007293 53 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s] 27/499 4.32G 0.01573 0.01227 0.007302 74 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s] 27/499 4.32G 0.01573 0.01227 0.007302 74 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s] 27/499 4.32G 0.01569 0.01214 0.007217 61 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s] 27/499 4.32G 0.01569 0.01214 0.007217 61 640: 9%|8 | 15/168 [00:02<00:28, 5.36it/s] 27/499 4.32G 0.01584 0.01224 0.00718 71 640: 9%|8 | 15/168 [00:03<00:28, 5.36it/s] 27/499 4.32G 0.01584 0.01224 0.00718 71 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s] 27/499 4.32G 0.01568 0.01218 0.007198 65 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s] 27/499 4.32G 0.01568 0.01218 0.007198 65 640: 10%|# | 17/168 [00:03<00:28, 5.29it/s] 27/499 4.32G 0.01569 0.01211 0.007233 64 640: 10%|# | 17/168 [00:03<00:28, 5.29it/s] 27/499 4.32G 0.01569 0.01211 0.007233 64 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s] 27/499 4.32G 0.01555 0.01204 0.007174 67 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s] 27/499 4.32G 0.01555 0.01204 0.007174 67 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s] 27/499 4.32G 0.0156 0.01207 0.007294 71 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s] 27/499 4.32G 0.0156 0.01207 0.007294 71 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s] 27/499 4.32G 0.01567 0.0123 0.007232 81 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s] 27/499 4.32G 0.01567 0.0123 0.007232 81 640: 12%|#2 | 21/168 [00:03<00:27, 5.33it/s] 27/499 4.32G 0.01575 0.01236 0.007206 69 640: 12%|#2 | 21/168 [00:04<00:27, 5.33it/s] 27/499 4.32G 0.01575 0.01236 0.007206 69 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s] 27/499 4.32G 0.01573 0.01232 0.007354 74 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s] 27/499 4.32G 0.01573 0.01232 0.007354 74 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s] 27/499 4.32G 0.01579 0.01227 0.007422 63 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s] 27/499 4.32G 0.01579 0.01227 0.007422 63 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s] 27/499 4.32G 0.01573 0.01226 0.007367 63 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s] 27/499 4.32G 0.01573 0.01226 0.007367 63 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s] 27/499 4.32G 0.01573 0.01221 0.007443 60 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s] 27/499 4.32G 0.01573 0.01221 0.007443 60 640: 15%|#5 | 26/168 [00:04<00:26, 5.27it/s] 27/499 4.32G 0.01575 0.01217 0.007401 65 640: 15%|#5 | 26/168 [00:05<00:26, 5.27it/s] 27/499 4.32G 0.01575 0.01217 0.007401 65 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s] 27/499 4.32G 0.01581 0.01221 0.007408 69 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s] 27/499 4.32G 0.01581 0.01221 0.007408 69 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s] 27/499 4.32G 0.01581 0.01226 0.007287 77 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s] 27/499 4.32G 0.01581 0.01226 0.007287 77 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s] 27/499 4.32G 0.01586 0.01226 0.007368 67 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s] 27/499 4.32G 0.01586 0.01226 0.007368 67 640: 18%|#7 | 30/168 [00:05<00:25, 5.33it/s] 27/499 4.32G 0.01589 0.0123 0.00737 68 640: 18%|#7 | 30/168 [00:05<00:25, 5.33it/s] 27/499 4.32G 0.01589 0.0123 0.00737 68 640: 18%|#8 | 31/168 [00:05<00:26, 5.21it/s] 27/499 4.32G 0.01585 0.01233 0.007399 87 640: 18%|#8 | 31/168 [00:06<00:26, 5.21it/s] 27/499 4.32G 0.01585 0.01233 0.007399 87 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s] 27/499 4.32G 0.01585 0.01239 0.007426 72 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s] 27/499 4.32G 0.01585 0.01239 0.007426 72 640: 20%|#9 | 33/168 [00:06<00:25, 5.38it/s] 27/499 4.32G 0.01582 0.01243 0.007476 71 640: 20%|#9 | 33/168 [00:06<00:25, 5.38it/s] 27/499 4.32G 0.01582 0.01243 0.007476 71 640: 20%|## | 34/168 [00:06<00:25, 5.25it/s] 27/499 4.32G 0.01581 0.01243 0.007439 73 640: 20%|## | 34/168 [00:06<00:25, 5.25it/s] 27/499 4.32G 0.01581 0.01243 0.007439 73 640: 21%|## | 35/168 [00:06<00:24, 5.32it/s] 27/499 4.32G 0.01576 0.01242 0.007437 70 640: 21%|## | 35/168 [00:06<00:24, 5.32it/s] 27/499 4.32G 0.01576 0.01242 0.007437 70 640: 21%|##1 | 36/168 [00:06<00:24, 5.36it/s] 27/499 4.32G 0.0158 0.01248 0.007436 76 640: 21%|##1 | 36/168 [00:07<00:24, 5.36it/s] 27/499 4.32G 0.0158 0.01248 0.007436 76 640: 22%|##2 | 37/168 [00:07<00:25, 5.22it/s] 27/499 4.32G 0.0158 0.0125 0.007429 72 640: 22%|##2 | 37/168 [00:07<00:25, 5.22it/s] 27/499 4.32G 0.0158 0.0125 0.007429 72 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s] 27/499 4.32G 0.01576 0.01246 0.007356 58 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s] 27/499 4.32G 0.01576 0.01246 0.007356 58 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s] 27/499 4.32G 0.01579 0.0124 0.007281 55 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s] 27/499 4.32G 0.01579 0.0124 0.007281 55 640: 24%|##3 | 40/168 [00:07<00:24, 5.23it/s] 27/499 4.32G 0.01582 0.01242 0.007232 72 640: 24%|##3 | 40/168 [00:07<00:24, 5.23it/s] 27/499 4.32G 0.01582 0.01242 0.007232 72 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s] 27/499 4.32G 0.01587 0.01242 0.007194 57 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s] 27/499 4.32G 0.01587 0.01242 0.007194 57 640: 25%|##5 | 42/168 [00:07<00:23, 5.36it/s] 27/499 4.32G 0.0159 0.01236 0.00716 58 640: 25%|##5 | 42/168 [00:08<00:23, 5.36it/s] 27/499 4.32G 0.0159 0.01236 0.00716 58 640: 26%|##5 | 43/168 [00:08<00:23, 5.21it/s] 27/499 4.32G 0.01596 0.01237 0.007159 67 640: 26%|##5 | 43/168 [00:08<00:23, 5.21it/s] 27/499 4.32G 0.01596 0.01237 0.007159 67 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s] 27/499 4.32G 0.01599 0.01241 0.007193 66 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s] 27/499 4.32G 0.01599 0.01241 0.007193 66 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s] 27/499 4.32G 0.01601 0.01245 0.007171 69 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s] 27/499 4.32G 0.01601 0.01245 0.007171 69 640: 27%|##7 | 46/168 [00:08<00:23, 5.24it/s] 27/499 4.32G 0.01606 0.01248 0.007179 69 640: 27%|##7 | 46/168 [00:08<00:23, 5.24it/s] 27/499 4.32G 0.01606 0.01248 0.007179 69 640: 28%|##7 | 47/168 [00:08<00:22, 5.31it/s] 27/499 4.32G 0.01606 0.01252 0.007165 74 640: 28%|##7 | 47/168 [00:09<00:22, 5.31it/s] 27/499 4.32G 0.01606 0.01252 0.007165 74 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s] 27/499 4.32G 0.01599 0.0125 0.007197 80 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s] 27/499 4.32G 0.01599 0.0125 0.007197 80 640: 29%|##9 | 49/168 [00:09<00:22, 5.25it/s] 27/499 4.32G 0.01596 0.01249 0.007187 70 640: 29%|##9 | 49/168 [00:09<00:22, 5.25it/s] 27/499 4.32G 0.01596 0.01249 0.007187 70 640: 30%|##9 | 50/168 [00:09<00:22, 5.33it/s] 27/499 4.32G 0.01598 0.01253 0.007155 79 640: 30%|##9 | 50/168 [00:09<00:22, 5.33it/s] 27/499 4.32G 0.01598 0.01253 0.007155 79 640: 30%|### | 51/168 [00:09<00:21, 5.40it/s] 27/499 4.32G 0.01598 0.01254 0.007229 66 640: 30%|### | 51/168 [00:09<00:21, 5.40it/s] 27/499 4.32G 0.01598 0.01254 0.007229 66 640: 31%|### | 52/168 [00:09<00:22, 5.24it/s] 27/499 4.32G 0.016 0.01256 0.007258 61 640: 31%|### | 52/168 [00:10<00:22, 5.24it/s] 27/499 4.32G 0.016 0.01256 0.007258 61 640: 32%|###1 | 53/168 [00:10<00:21, 5.32it/s] 27/499 4.32G 0.01602 0.0126 0.007214 77 640: 32%|###1 | 53/168 [00:10<00:21, 5.32it/s] 27/499 4.32G 0.01602 0.0126 0.007214 77 640: 32%|###2 | 54/168 [00:10<00:21, 5.37it/s] 27/499 4.32G 0.01604 0.01258 0.007282 60 640: 32%|###2 | 54/168 [00:10<00:21, 5.37it/s] 27/499 4.32G 0.01604 0.01258 0.007282 60 640: 33%|###2 | 55/168 [00:10<00:21, 5.23it/s] 27/499 4.32G 0.01603 0.01252 0.007235 54 640: 33%|###2 | 55/168 [00:10<00:21, 5.23it/s] 27/499 4.32G 0.01603 0.01252 0.007235 54 640: 33%|###3 | 56/168 [00:10<00:21, 5.32it/s] 27/499 4.32G 0.01606 0.01252 0.007216 76 640: 33%|###3 | 56/168 [00:10<00:21, 5.32it/s] 27/499 4.32G 0.01606 0.01252 0.007216 76 640: 34%|###3 | 57/168 [00:10<00:20, 5.38it/s] 27/499 4.32G 0.01607 0.01246 0.007187 46 640: 34%|###3 | 57/168 [00:10<00:20, 5.38it/s] 27/499 4.32G 0.01607 0.01246 0.007187 46 640: 35%|###4 | 58/168 [00:10<00:21, 5.23it/s] 27/499 4.32G 0.01605 0.01248 0.007167 83 640: 35%|###4 | 58/168 [00:11<00:21, 5.23it/s] 27/499 4.32G 0.01605 0.01248 0.007167 83 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s] 27/499 4.32G 0.01604 0.01251 0.007147 76 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s] 27/499 4.32G 0.01604 0.01251 0.007147 76 640: 36%|###5 | 60/168 [00:11<00:20, 5.36it/s] 27/499 4.32G 0.01603 0.0125 0.007099 65 640: 36%|###5 | 60/168 [00:11<00:20, 5.36it/s] 27/499 4.32G 0.01603 0.0125 0.007099 65 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s] 27/499 4.32G 0.01601 0.0125 0.007064 78 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s] 27/499 4.32G 0.01601 0.0125 0.007064 78 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s] 27/499 4.32G 0.01601 0.01244 0.00707 43 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s] 27/499 4.32G 0.01601 0.01244 0.00707 43 640: 38%|###7 | 63/168 [00:11<00:19, 5.33it/s] 27/499 4.32G 0.01602 0.01246 0.007077 60 640: 38%|###7 | 63/168 [00:12<00:19, 5.33it/s] 27/499 4.32G 0.01602 0.01246 0.007077 60 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s] 27/499 4.32G 0.01602 0.01246 0.007037 66 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s] 27/499 4.32G 0.01602 0.01246 0.007037 66 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s] 27/499 4.32G 0.01599 0.01249 0.00703 88 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s] 27/499 4.32G 0.01599 0.01249 0.00703 88 640: 39%|###9 | 66/168 [00:12<00:19, 5.33it/s] 27/499 4.32G 0.01599 0.01251 0.007018 75 640: 39%|###9 | 66/168 [00:12<00:19, 5.33it/s] 27/499 4.32G 0.01599 0.01251 0.007018 75 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s] 27/499 4.32G 0.01596 0.0125 0.00701 72 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s] 27/499 4.32G 0.01596 0.0125 0.00701 72 640: 40%|#### | 68/168 [00:12<00:18, 5.27it/s] 27/499 4.32G 0.01596 0.01247 0.006966 65 640: 40%|#### | 68/168 [00:13<00:18, 5.27it/s] 27/499 4.32G 0.01596 0.01247 0.006966 65 640: 41%|####1 | 69/168 [00:13<00:18, 5.34it/s] 27/499 4.32G 0.01596 0.01245 0.006997 63 640: 41%|####1 | 69/168 [00:13<00:18, 5.34it/s] 27/499 4.32G 0.01596 0.01245 0.006997 63 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s] 27/499 4.32G 0.01599 0.01251 0.007019 78 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s] 27/499 4.32G 0.01599 0.01251 0.007019 78 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s] 27/499 4.32G 0.01597 0.01249 0.007001 75 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s] 27/499 4.32G 0.01597 0.01249 0.007001 75 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s] 27/499 4.32G 0.01598 0.01253 0.007037 86 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s] 27/499 4.32G 0.01598 0.01253 0.007037 86 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s] 27/499 4.32G 0.016 0.01256 0.007021 76 640: 43%|####3 | 73/168 [00:14<00:18, 5.21it/s] 27/499 4.32G 0.016 0.01256 0.007021 76 640: 44%|####4 | 74/168 [00:14<00:17, 5.30it/s] 27/499 4.32G 0.01602 0.01258 0.007025 72 640: 44%|####4 | 74/168 [00:14<00:17, 5.30it/s] 27/499 4.32G 0.01602 0.01258 0.007025 72 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s] 27/499 4.32G 0.01605 0.01261 0.007023 73 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s] 27/499 4.32G 0.01605 0.01261 0.007023 73 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s] 27/499 4.32G 0.01605 0.01262 0.007065 76 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s] 27/499 4.32G 0.01605 0.01262 0.007065 76 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s] 27/499 4.32G 0.01604 0.01264 0.007054 80 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s] 27/499 4.32G 0.01604 0.01264 0.007054 80 640: 46%|####6 | 78/168 [00:14<00:16, 5.37it/s] 27/499 4.32G 0.01605 0.01263 0.007063 64 640: 46%|####6 | 78/168 [00:14<00:16, 5.37it/s] 27/499 4.32G 0.01605 0.01263 0.007063 64 640: 47%|####7 | 79/168 [00:14<00:17, 5.22it/s] 27/499 4.32G 0.01606 0.01261 0.007084 66 640: 47%|####7 | 79/168 [00:15<00:17, 5.22it/s] 27/499 4.32G 0.01606 0.01261 0.007084 66 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s] 27/499 4.32G 0.01606 0.01265 0.007057 80 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s] 27/499 4.32G 0.01606 0.01265 0.007057 80 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s] 27/499 4.32G 0.01607 0.01265 0.00709 70 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s] 27/499 4.32G 0.01607 0.01265 0.00709 70 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s] 27/499 4.32G 0.01605 0.01265 0.007117 72 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s] 27/499 4.32G 0.01605 0.01265 0.007117 72 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s] 27/499 4.32G 0.01605 0.01271 0.007129 89 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s] 27/499 4.32G 0.01605 0.01271 0.007129 89 640: 50%|##### | 84/168 [00:15<00:15, 5.31it/s] 27/499 4.32G 0.01607 0.01271 0.007195 69 640: 50%|##### | 84/168 [00:16<00:15, 5.31it/s] 27/499 4.32G 0.01607 0.01271 0.007195 69 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s] 27/499 4.32G 0.01606 0.01272 0.00721 73 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s] 27/499 4.32G 0.01606 0.01272 0.00721 73 640: 51%|#####1 | 86/168 [00:16<00:15, 5.31it/s] 27/499 4.32G 0.01608 0.01275 0.00726 78 640: 51%|#####1 | 86/168 [00:16<00:15, 5.31it/s] 27/499 4.32G 0.01608 0.01275 0.00726 78 640: 52%|#####1 | 87/168 [00:16<00:15, 5.38it/s] 27/499 4.32G 0.0161 0.01273 0.007305 55 640: 52%|#####1 | 87/168 [00:16<00:15, 5.38it/s] 27/499 4.32G 0.0161 0.01273 0.007305 55 640: 52%|#####2 | 88/168 [00:16<00:15, 5.25it/s] 27/499 4.32G 0.0161 0.01271 0.007297 61 640: 52%|#####2 | 88/168 [00:16<00:15, 5.25it/s] 27/499 4.32G 0.0161 0.01271 0.007297 61 640: 53%|#####2 | 89/168 [00:16<00:14, 5.31it/s] 27/499 4.32G 0.01609 0.01271 0.007296 80 640: 53%|#####2 | 89/168 [00:17<00:14, 5.31it/s] 27/499 4.32G 0.01609 0.01271 0.007296 80 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s] 27/499 4.32G 0.01607 0.01271 0.007278 74 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s] 27/499 4.32G 0.01607 0.01271 0.007278 74 640: 54%|#####4 | 91/168 [00:17<00:14, 5.25it/s] 27/499 4.32G 0.01607 0.0127 0.007313 76 640: 54%|#####4 | 91/168 [00:17<00:14, 5.25it/s] 27/499 4.32G 0.01607 0.0127 0.007313 76 640: 55%|#####4 | 92/168 [00:17<00:14, 5.33it/s] 27/499 4.32G 0.01606 0.0127 0.007282 71 640: 55%|#####4 | 92/168 [00:17<00:14, 5.33it/s] 27/499 4.32G 0.01606 0.0127 0.007282 71 640: 55%|#####5 | 93/168 [00:17<00:13, 5.40it/s] 27/499 4.32G 0.01603 0.01267 0.007232 56 640: 55%|#####5 | 93/168 [00:17<00:13, 5.40it/s] 27/499 4.32G 0.01603 0.01267 0.007232 56 640: 56%|#####5 | 94/168 [00:17<00:14, 5.28it/s] 27/499 4.32G 0.01601 0.01265 0.00719 59 640: 56%|#####5 | 94/168 [00:17<00:14, 5.28it/s] 27/499 4.32G 0.01601 0.01265 0.00719 59 640: 57%|#####6 | 95/168 [00:17<00:13, 5.36it/s] 27/499 4.32G 0.016 0.01265 0.007173 72 640: 57%|#####6 | 95/168 [00:18<00:13, 5.36it/s] 27/499 4.32G 0.016 0.01265 0.007173 72 640: 57%|#####7 | 96/168 [00:18<00:13, 5.44it/s] 27/499 4.32G 0.01598 0.01263 0.007191 71 640: 57%|#####7 | 96/168 [00:18<00:13, 5.44it/s] 27/499 4.32G 0.01598 0.01263 0.007191 71 640: 58%|#####7 | 97/168 [00:18<00:13, 5.28it/s] 27/499 4.32G 0.01597 0.01264 0.00717 81 640: 58%|#####7 | 97/168 [00:18<00:13, 5.28it/s] 27/499 4.32G 0.01597 0.01264 0.00717 81 640: 58%|#####8 | 98/168 [00:18<00:13, 5.34it/s] 27/499 4.32G 0.01599 0.01269 0.007156 83 640: 58%|#####8 | 98/168 [00:18<00:13, 5.34it/s] 27/499 4.32G 0.01599 0.01269 0.007156 83 640: 59%|#####8 | 99/168 [00:18<00:12, 5.42it/s] 27/499 4.32G 0.016 0.01272 0.007152 85 640: 59%|#####8 | 99/168 [00:18<00:12, 5.42it/s] 27/499 4.32G 0.016 0.01272 0.007152 85 640: 60%|#####9 | 100/168 [00:18<00:12, 5.28it/s] 27/499 4.32G 0.01601 0.01272 0.007141 63 640: 60%|#####9 | 100/168 [00:19<00:12, 5.28it/s] 27/499 4.32G 0.01601 0.01272 0.007141 63 640: 60%|###### | 101/168 [00:19<00:12, 5.34it/s] 27/499 4.32G 0.01604 0.01273 0.007147 68 640: 60%|###### | 101/168 [00:19<00:12, 5.34it/s] 27/499 4.32G 0.01604 0.01273 0.007147 68 640: 61%|###### | 102/168 [00:19<00:12, 5.38it/s] 27/499 4.32G 0.01606 0.01274 0.007162 68 640: 61%|###### | 102/168 [00:19<00:12, 5.38it/s] 27/499 4.32G 0.01606 0.01274 0.007162 68 640: 61%|######1 | 103/168 [00:19<00:12, 5.25it/s] 27/499 4.32G 0.01605 0.01273 0.007148 62 640: 61%|######1 | 103/168 [00:19<00:12, 5.25it/s] 27/499 4.32G 0.01605 0.01273 0.007148 62 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s] 27/499 4.32G 0.01604 0.01274 0.007127 80 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s] 27/499 4.32G 0.01604 0.01274 0.007127 80 640: 62%|######2 | 105/168 [00:19<00:11, 5.36it/s] 27/499 4.32G 0.01604 0.01274 0.0071 72 640: 62%|######2 | 105/168 [00:20<00:11, 5.36it/s] 27/499 4.32G 0.01604 0.01274 0.0071 72 640: 63%|######3 | 106/168 [00:20<00:11, 5.21it/s] 27/499 4.32G 0.01602 0.01275 0.007111 73 640: 63%|######3 | 106/168 [00:20<00:11, 5.21it/s] 27/499 4.32G 0.01602 0.01275 0.007111 73 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s] 27/499 4.32G 0.01604 0.01276 0.007117 75 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s] 27/499 4.32G 0.01604 0.01276 0.007117 75 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s] 27/499 4.32G 0.01606 0.01276 0.007108 62 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s] 27/499 4.32G 0.01606 0.01276 0.007108 62 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s] 27/499 4.32G 0.01606 0.01276 0.007089 75 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s] 27/499 4.32G 0.01606 0.01276 0.007089 75 640: 65%|######5 | 110/168 [00:20<00:10, 5.28it/s] 27/499 4.32G 0.01606 0.01278 0.007087 83 640: 65%|######5 | 110/168 [00:20<00:10, 5.28it/s] 27/499 4.32G 0.01606 0.01278 0.007087 83 640: 66%|######6 | 111/168 [00:20<00:10, 5.34it/s] 27/499 4.32G 0.01607 0.01277 0.007119 62 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s] 27/499 4.32G 0.01607 0.01277 0.007119 62 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s] 27/499 4.32G 0.01608 0.01279 0.007171 74 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s] 27/499 4.32G 0.01608 0.01279 0.007171 74 640: 67%|######7 | 113/168 [00:21<00:10, 5.33it/s] 27/499 4.32G 0.01608 0.01277 0.007167 55 640: 67%|######7 | 113/168 [00:21<00:10, 5.33it/s] 27/499 4.32G 0.01608 0.01277 0.007167 55 640: 68%|######7 | 114/168 [00:21<00:10, 5.39it/s] 27/499 4.32G 0.01607 0.01279 0.007163 86 640: 68%|######7 | 114/168 [00:21<00:10, 5.39it/s] 27/499 4.32G 0.01607 0.01279 0.007163 86 640: 68%|######8 | 115/168 [00:21<00:10, 5.25it/s] 27/499 4.32G 0.01609 0.01279 0.007163 76 640: 68%|######8 | 115/168 [00:21<00:10, 5.25it/s] 27/499 4.32G 0.01609 0.01279 0.007163 76 640: 69%|######9 | 116/168 [00:21<00:09, 5.32it/s] 27/499 4.32G 0.01607 0.01278 0.007162 66 640: 69%|######9 | 116/168 [00:22<00:09, 5.32it/s] 27/499 4.32G 0.01607 0.01278 0.007162 66 640: 70%|######9 | 117/168 [00:22<00:09, 5.40it/s] 27/499 4.32G 0.01606 0.01278 0.007174 75 640: 70%|######9 | 117/168 [00:22<00:09, 5.40it/s] 27/499 4.32G 0.01606 0.01278 0.007174 75 640: 70%|####### | 118/168 [00:22<00:09, 5.26it/s] 27/499 4.32G 0.01605 0.01276 0.007176 60 640: 70%|####### | 118/168 [00:22<00:09, 5.26it/s] 27/499 4.32G 0.01605 0.01276 0.007176 60 640: 71%|####### | 119/168 [00:22<00:09, 5.34it/s] 27/499 4.32G 0.01606 0.01278 0.007157 83 640: 71%|####### | 119/168 [00:22<00:09, 5.34it/s] 27/499 4.32G 0.01606 0.01278 0.007157 83 640: 71%|#######1 | 120/168 [00:22<00:08, 5.42it/s] 27/499 4.32G 0.01606 0.01276 0.00719 54 640: 71%|#######1 | 120/168 [00:22<00:08, 5.42it/s] 27/499 4.32G 0.01606 0.01276 0.00719 54 640: 72%|#######2 | 121/168 [00:22<00:08, 5.26it/s] 27/499 4.32G 0.01603 0.01275 0.007199 61 640: 72%|#######2 | 121/168 [00:23<00:08, 5.26it/s] 27/499 4.32G 0.01603 0.01275 0.007199 61 640: 73%|#######2 | 122/168 [00:23<00:08, 5.34it/s] 27/499 4.32G 0.01603 0.01275 0.007184 67 640: 73%|#######2 | 122/168 [00:23<00:08, 5.34it/s] 27/499 4.32G 0.01603 0.01275 0.007184 67 640: 73%|#######3 | 123/168 [00:23<00:08, 5.41it/s] 27/499 4.32G 0.01604 0.01275 0.007188 63 640: 73%|#######3 | 123/168 [00:23<00:08, 5.41it/s] 27/499 4.32G 0.01604 0.01275 0.007188 63 640: 74%|#######3 | 124/168 [00:23<00:08, 5.29it/s] 27/499 4.32G 0.01603 0.01274 0.007156 63 640: 74%|#######3 | 124/168 [00:23<00:08, 5.29it/s] 27/499 4.32G 0.01603 0.01274 0.007156 63 640: 74%|#######4 | 125/168 [00:23<00:07, 5.38it/s] 27/499 4.32G 0.01605 0.01272 0.007122 50 640: 74%|#######4 | 125/168 [00:23<00:07, 5.38it/s] 27/499 4.32G 0.01605 0.01272 0.007122 50 640: 75%|#######5 | 126/168 [00:23<00:07, 5.37it/s] 27/499 4.32G 0.01604 0.01269 0.007105 56 640: 75%|#######5 | 126/168 [00:23<00:07, 5.37it/s] 27/499 4.32G 0.01604 0.01269 0.007105 56 640: 76%|#######5 | 127/168 [00:23<00:07, 5.23it/s] 27/499 4.32G 0.01604 0.01271 0.007099 75 640: 76%|#######5 | 127/168 [00:24<00:07, 5.23it/s] 27/499 4.32G 0.01604 0.01271 0.007099 75 640: 76%|#######6 | 128/168 [00:24<00:07, 5.33it/s] 27/499 4.32G 0.01603 0.01269 0.007093 62 640: 76%|#######6 | 128/168 [00:24<00:07, 5.33it/s] 27/499 4.32G 0.01603 0.01269 0.007093 62 640: 77%|#######6 | 129/168 [00:24<00:07, 5.40it/s] 27/499 4.32G 0.01603 0.01268 0.007082 62 640: 77%|#######6 | 129/168 [00:24<00:07, 5.40it/s] 27/499 4.32G 0.01603 0.01268 0.007082 62 640: 77%|#######7 | 130/168 [00:24<00:07, 5.24it/s] 27/499 4.32G 0.01603 0.01268 0.00712 59 640: 77%|#######7 | 130/168 [00:24<00:07, 5.24it/s] 27/499 4.32G 0.01603 0.01268 0.00712 59 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s] 27/499 4.32G 0.01603 0.01268 0.007124 67 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s] 27/499 4.32G 0.01603 0.01268 0.007124 67 640: 79%|#######8 | 132/168 [00:24<00:06, 5.40it/s] 27/499 4.32G 0.01603 0.01269 0.007128 69 640: 79%|#######8 | 132/168 [00:25<00:06, 5.40it/s] 27/499 4.32G 0.01603 0.01269 0.007128 69 640: 79%|#######9 | 133/168 [00:25<00:06, 5.26it/s] 27/499 4.32G 0.01604 0.01268 0.00713 60 640: 79%|#######9 | 133/168 [00:25<00:06, 5.26it/s] 27/499 4.32G 0.01604 0.01268 0.00713 60 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s] 27/499 4.32G 0.01604 0.01269 0.007114 71 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s] 27/499 4.32G 0.01604 0.01269 0.007114 71 640: 80%|######## | 135/168 [00:25<00:06, 5.39it/s] 27/499 4.32G 0.01603 0.0127 0.007104 85 640: 80%|######## | 135/168 [00:25<00:06, 5.39it/s] 27/499 4.32G 0.01603 0.0127 0.007104 85 640: 81%|######## | 136/168 [00:25<00:06, 5.24it/s] 27/499 4.32G 0.01604 0.01272 0.007139 77 640: 81%|######## | 136/168 [00:25<00:06, 5.24it/s] 27/499 4.32G 0.01604 0.01272 0.007139 77 640: 82%|########1 | 137/168 [00:25<00:05, 5.32it/s] 27/499 4.32G 0.01603 0.01271 0.007145 69 640: 82%|########1 | 137/168 [00:26<00:05, 5.32it/s] 27/499 4.32G 0.01603 0.01271 0.007145 69 640: 82%|########2 | 138/168 [00:26<00:05, 5.39it/s] 27/499 4.32G 0.01602 0.01269 0.007163 57 640: 82%|########2 | 138/168 [00:26<00:05, 5.39it/s] 27/499 4.32G 0.01602 0.01269 0.007163 57 640: 83%|########2 | 139/168 [00:26<00:05, 5.25it/s] 27/499 4.32G 0.01602 0.01269 0.007137 77 640: 83%|########2 | 139/168 [00:26<00:05, 5.25it/s] 27/499 4.32G 0.01602 0.01269 0.007137 77 640: 83%|########3 | 140/168 [00:26<00:05, 5.36it/s] 27/499 4.32G 0.01602 0.01269 0.00714 75 640: 83%|########3 | 140/168 [00:26<00:05, 5.36it/s] 27/499 4.32G 0.01602 0.01269 0.00714 75 640: 84%|########3 | 141/168 [00:26<00:04, 5.42it/s] 27/499 4.32G 0.01601 0.01268 0.007127 77 640: 84%|########3 | 141/168 [00:26<00:04, 5.42it/s] 27/499 4.32G 0.01601 0.01268 0.007127 77 640: 85%|########4 | 142/168 [00:26<00:04, 5.26it/s] 27/499 4.32G 0.01601 0.01267 0.007117 55 640: 85%|########4 | 142/168 [00:26<00:04, 5.26it/s] 27/499 4.32G 0.01601 0.01267 0.007117 55 640: 85%|########5 | 143/168 [00:26<00:04, 5.34it/s] 27/499 4.32G 0.016 0.01266 0.007089 63 640: 85%|########5 | 143/168 [00:27<00:04, 5.34it/s] 27/499 4.32G 0.016 0.01266 0.007089 63 640: 86%|########5 | 144/168 [00:27<00:04, 5.42it/s] 27/499 4.32G 0.016 0.01266 0.007096 74 640: 86%|########5 | 144/168 [00:27<00:04, 5.42it/s] 27/499 4.32G 0.016 0.01266 0.007096 74 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s] 27/499 4.32G 0.016 0.01266 0.007074 69 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s] 27/499 4.32G 0.016 0.01266 0.007074 69 640: 87%|########6 | 146/168 [00:27<00:04, 5.31it/s] 27/499 4.32G 0.016 0.01266 0.007056 67 640: 87%|########6 | 146/168 [00:27<00:04, 5.31it/s] 27/499 4.32G 0.016 0.01266 0.007056 67 640: 88%|########7 | 147/168 [00:27<00:03, 5.38it/s] 27/499 4.32G 0.016 0.01265 0.007063 73 640: 88%|########7 | 147/168 [00:27<00:03, 5.38it/s] 27/499 4.32G 0.016 0.01265 0.007063 73 640: 88%|########8 | 148/168 [00:27<00:03, 5.22it/s] 27/499 4.32G 0.016 0.01266 0.007066 75 640: 88%|########8 | 148/168 [00:28<00:03, 5.22it/s] 27/499 4.32G 0.016 0.01266 0.007066 75 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s] 27/499 4.32G 0.01599 0.01265 0.007051 64 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s] 27/499 4.32G 0.01599 0.01265 0.007051 64 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s] 27/499 4.32G 0.016 0.01264 0.007049 67 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s] 27/499 4.32G 0.016 0.01264 0.007049 67 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s] 27/499 4.32G 0.01601 0.01263 0.007065 55 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s] 27/499 4.32G 0.01601 0.01263 0.007065 55 640: 90%|######### | 152/168 [00:28<00:03, 5.25it/s] 27/499 4.32G 0.01601 0.01263 0.007083 70 640: 90%|######### | 152/168 [00:28<00:03, 5.25it/s] 27/499 4.32G 0.01601 0.01263 0.007083 70 640: 91%|#########1| 153/168 [00:28<00:02, 5.35it/s] 27/499 4.32G 0.01601 0.01262 0.007091 60 640: 91%|#########1| 153/168 [00:29<00:02, 5.35it/s] 27/499 4.32G 0.01601 0.01262 0.007091 60 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s] 27/499 4.32G 0.01599 0.0126 0.0071 56 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s] 27/499 4.32G 0.01599 0.0126 0.0071 56 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s] 27/499 4.32G 0.01599 0.01259 0.007087 67 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s] 27/499 4.32G 0.01599 0.01259 0.007087 67 640: 93%|#########2| 156/168 [00:29<00:02, 5.32it/s] 27/499 4.32G 0.01598 0.01258 0.007071 55 640: 93%|#########2| 156/168 [00:29<00:02, 5.32it/s] 27/499 4.32G 0.01598 0.01258 0.007071 55 640: 93%|#########3| 157/168 [00:29<00:02, 5.07it/s] 27/499 4.32G 0.01597 0.01256 0.007076 64 640: 93%|#########3| 157/168 [00:29<00:02, 5.07it/s] 27/499 4.32G 0.01597 0.01256 0.007076 64 640: 94%|#########4| 158/168 [00:29<00:01, 5.15it/s] 27/499 4.32G 0.01598 0.01257 0.007069 66 640: 94%|#########4| 158/168 [00:30<00:01, 5.15it/s] 27/499 4.32G 0.01598 0.01257 0.007069 66 640: 95%|#########4| 159/168 [00:30<00:01, 5.23it/s] 27/499 4.32G 0.01599 0.01258 0.007059 72 640: 95%|#########4| 159/168 [00:30<00:01, 5.23it/s] 27/499 4.32G 0.01599 0.01258 0.007059 72 640: 95%|#########5| 160/168 [00:30<00:01, 5.14it/s] 27/499 4.32G 0.016 0.01257 0.007081 65 640: 95%|#########5| 160/168 [00:30<00:01, 5.14it/s] 27/499 4.32G 0.016 0.01257 0.007081 65 640: 96%|#########5| 161/168 [00:30<00:01, 5.23it/s] 27/499 4.32G 0.01599 0.01256 0.007088 71 640: 96%|#########5| 161/168 [00:30<00:01, 5.23it/s] 27/499 4.32G 0.01599 0.01256 0.007088 71 640: 96%|#########6| 162/168 [00:30<00:01, 5.30it/s] 27/499 4.32G 0.016 0.01257 0.007084 75 640: 96%|#########6| 162/168 [00:30<00:01, 5.30it/s] 27/499 4.32G 0.016 0.01257 0.007084 75 640: 97%|#########7| 163/168 [00:30<00:00, 5.19it/s] 27/499 4.32G 0.01601 0.01259 0.007075 77 640: 97%|#########7| 163/168 [00:30<00:00, 5.19it/s] 27/499 4.32G 0.01601 0.01259 0.007075 77 640: 98%|#########7| 164/168 [00:30<00:00, 5.26it/s] 27/499 4.32G 0.016 0.01259 0.007073 74 640: 98%|#########7| 164/168 [00:31<00:00, 5.26it/s] 27/499 4.32G 0.016 0.01259 0.007073 74 640: 98%|#########8| 165/168 [00:31<00:00, 5.31it/s] 27/499 4.32G 0.016 0.0126 0.007048 74 640: 98%|#########8| 165/168 [00:31<00:00, 5.31it/s] 27/499 4.32G 0.016 0.0126 0.007048 74 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s] 27/499 4.32G 0.01602 0.0126 0.007031 64 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s] 27/499 4.32G 0.01602 0.0126 0.007031 64 640: 99%|#########9| 167/168 [00:31<00:00, 5.25it/s] 27/499 4.32G 0.01602 0.01258 0.007093 30 640: 99%|#########9| 167/168 [00:31<00:00, 5.25it/s] 27/499 4.32G 0.01602 0.01258 0.007093 30 640: 100%|##########| 168/168 [00:31<00:00, 5.41it/s] 27/499 4.32G 0.01602 0.01258 0.007093 30 640: 100%|##########| 168/168 [00:31<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.98it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.54it/s] all 132 263 0.863 0.86 0.869 0.71 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 28/499 4.32G 0.01614 0.01187 0.007921 68 640: 0%| | 0/168 [00:00<?, ?it/s] 28/499 4.32G 0.01614 0.01187 0.007921 68 640: 1%| | 1/168 [00:00<00:34, 4.87it/s] 28/499 4.32G 0.01693 0.01281 0.007306 71 640: 1%| | 1/168 [00:00<00:34, 4.87it/s] 28/499 4.32G 0.01693 0.01281 0.007306 71 640: 1%|1 | 2/168 [00:00<00:32, 5.14it/s] 28/499 4.32G 0.01677 0.01326 0.007412 80 640: 1%|1 | 2/168 [00:00<00:32, 5.14it/s] 28/499 4.32G 0.01677 0.01326 0.007412 80 640: 2%|1 | 3/168 [00:00<00:31, 5.25it/s] 28/499 4.32G 0.01654 0.01331 0.007424 77 640: 2%|1 | 3/168 [00:00<00:31, 5.25it/s] 28/499 4.32G 0.01654 0.01331 0.007424 77 640: 2%|2 | 4/168 [00:00<00:32, 5.04it/s] 28/499 4.32G 0.01658 0.01307 0.007287 63 640: 2%|2 | 4/168 [00:00<00:32, 5.04it/s] 28/499 4.32G 0.01658 0.01307 0.007287 63 640: 3%|2 | 5/168 [00:00<00:31, 5.20it/s] 28/499 4.32G 0.01701 0.0131 0.006923 72 640: 3%|2 | 5/168 [00:01<00:31, 5.20it/s] 28/499 4.32G 0.01701 0.0131 0.006923 72 640: 4%|3 | 6/168 [00:01<00:30, 5.29it/s] 28/499 4.32G 0.01694 0.0131 0.006636 70 640: 4%|3 | 6/168 [00:01<00:30, 5.29it/s] 28/499 4.32G 0.01694 0.0131 0.006636 70 640: 4%|4 | 7/168 [00:01<00:31, 5.12it/s] 28/499 4.32G 0.01691 0.0132 0.007179 78 640: 4%|4 | 7/168 [00:01<00:31, 5.12it/s] 28/499 4.32G 0.01691 0.0132 0.007179 78 640: 5%|4 | 8/168 [00:01<00:30, 5.22it/s] 28/499 4.32G 0.01671 0.01334 0.007305 77 640: 5%|4 | 8/168 [00:01<00:30, 5.22it/s] 28/499 4.32G 0.01671 0.01334 0.007305 77 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s] 28/499 4.32G 0.01656 0.01333 0.007102 70 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s] 28/499 4.32G 0.01656 0.01333 0.007102 70 640: 6%|5 | 10/168 [00:01<00:30, 5.20it/s] 28/499 4.32G 0.01656 0.01312 0.007458 70 640: 6%|5 | 10/168 [00:02<00:30, 5.20it/s] 28/499 4.32G 0.01656 0.01312 0.007458 70 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s] 28/499 4.32G 0.01657 0.01323 0.007169 86 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s] 28/499 4.32G 0.01657 0.01323 0.007169 86 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s] 28/499 4.32G 0.01658 0.01324 0.007065 72 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s] 28/499 4.32G 0.01658 0.01324 0.007065 72 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s] 28/499 4.32G 0.01648 0.01331 0.006943 76 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s] 28/499 4.32G 0.01648 0.01331 0.006943 76 640: 8%|8 | 14/168 [00:02<00:29, 5.31it/s] 28/499 4.32G 0.01629 0.01308 0.006846 60 640: 8%|8 | 14/168 [00:02<00:29, 5.31it/s] 28/499 4.32G 0.01629 0.01308 0.006846 60 640: 9%|8 | 15/168 [00:02<00:28, 5.38it/s] 28/499 4.32G 0.01611 0.01297 0.006752 69 640: 9%|8 | 15/168 [00:03<00:28, 5.38it/s] 28/499 4.32G 0.01611 0.01297 0.006752 69 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s] 28/499 4.32G 0.01617 0.01299 0.006836 70 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s] 28/499 4.32G 0.01617 0.01299 0.006836 70 640: 10%|# | 17/168 [00:03<00:28, 5.30it/s] 28/499 4.32G 0.01615 0.01303 0.006694 79 640: 10%|# | 17/168 [00:03<00:28, 5.30it/s] 28/499 4.32G 0.01615 0.01303 0.006694 79 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s] 28/499 4.32G 0.01618 0.01306 0.006735 82 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s] 28/499 4.32G 0.01618 0.01306 0.006735 82 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s] 28/499 4.32G 0.01614 0.01288 0.006952 56 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s] 28/499 4.32G 0.01614 0.01288 0.006952 56 640: 12%|#1 | 20/168 [00:03<00:27, 5.29it/s] 28/499 4.32G 0.016 0.01273 0.006848 56 640: 12%|#1 | 20/168 [00:03<00:27, 5.29it/s] 28/499 4.32G 0.016 0.01273 0.006848 56 640: 12%|#2 | 21/168 [00:03<00:27, 5.34it/s] 28/499 4.32G 0.016 0.01274 0.006964 76 640: 12%|#2 | 21/168 [00:04<00:27, 5.34it/s] 28/499 4.32G 0.016 0.01274 0.006964 76 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s] 28/499 4.32G 0.01599 0.01267 0.006964 67 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s] 28/499 4.32G 0.01599 0.01267 0.006964 67 640: 14%|#3 | 23/168 [00:04<00:27, 5.30it/s] 28/499 4.32G 0.01603 0.01263 0.006848 63 640: 14%|#3 | 23/168 [00:04<00:27, 5.30it/s] 28/499 4.32G 0.01603 0.01263 0.006848 63 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s] 28/499 4.32G 0.01595 0.01268 0.006872 90 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s] 28/499 4.32G 0.01595 0.01268 0.006872 90 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s] 28/499 4.32G 0.01587 0.01263 0.006932 68 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s] 28/499 4.32G 0.01587 0.01263 0.006932 68 640: 15%|#5 | 26/168 [00:04<00:26, 5.29it/s] 28/499 4.32G 0.01586 0.01273 0.006827 90 640: 15%|#5 | 26/168 [00:05<00:26, 5.29it/s] 28/499 4.32G 0.01586 0.01273 0.006827 90 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s] 28/499 4.32G 0.01584 0.01266 0.006723 62 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s] 28/499 4.32G 0.01584 0.01266 0.006723 62 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s] 28/499 4.32G 0.01583 0.01268 0.006804 84 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s] 28/499 4.32G 0.01583 0.01268 0.006804 84 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s] 28/499 4.32G 0.01588 0.01269 0.006732 64 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s] 28/499 4.32G 0.01588 0.01269 0.006732 64 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s] 28/499 4.32G 0.01589 0.0127 0.006803 64 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s] 28/499 4.32G 0.01589 0.0127 0.006803 64 640: 18%|#8 | 31/168 [00:05<00:26, 5.21it/s] 28/499 4.32G 0.01591 0.01266 0.007116 58 640: 18%|#8 | 31/168 [00:06<00:26, 5.21it/s] 28/499 4.32G 0.01591 0.01266 0.007116 58 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s] 28/499 4.32G 0.01588 0.01271 0.007153 81 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s] 28/499 4.32G 0.01588 0.01271 0.007153 81 640: 20%|#9 | 33/168 [00:06<00:25, 5.27it/s] 28/499 4.32G 0.01589 0.01271 0.007153 68 640: 20%|#9 | 33/168 [00:06<00:25, 5.27it/s] 28/499 4.32G 0.01589 0.01271 0.007153 68 640: 20%|## | 34/168 [00:06<00:26, 5.15it/s] 28/499 4.32G 0.01588 0.01268 0.007192 66 640: 20%|## | 34/168 [00:06<00:26, 5.15it/s] 28/499 4.32G 0.01588 0.01268 0.007192 66 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s] 28/499 4.32G 0.01589 0.01262 0.00715 58 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s] 28/499 4.32G 0.01589 0.01262 0.00715 58 640: 21%|##1 | 36/168 [00:06<00:24, 5.32it/s] 28/499 4.32G 0.01586 0.01251 0.007159 59 640: 21%|##1 | 36/168 [00:07<00:24, 5.32it/s] 28/499 4.32G 0.01586 0.01251 0.007159 59 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s] 28/499 4.32G 0.01584 0.0125 0.007183 69 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s] 28/499 4.32G 0.01584 0.0125 0.007183 69 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s] 28/499 4.32G 0.01583 0.01248 0.007064 64 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s] 28/499 4.32G 0.01583 0.01248 0.007064 64 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s] 28/499 4.32G 0.01582 0.01249 0.00699 68 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s] 28/499 4.32G 0.01582 0.01249 0.00699 68 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s] 28/499 4.32G 0.01581 0.01251 0.006933 75 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s] 28/499 4.32G 0.01581 0.01251 0.006933 75 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s] 28/499 4.32G 0.01583 0.01255 0.007034 65 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s] 28/499 4.32G 0.01583 0.01255 0.007034 65 640: 25%|##5 | 42/168 [00:07<00:23, 5.36it/s] 28/499 4.32G 0.01581 0.01254 0.006948 62 640: 25%|##5 | 42/168 [00:08<00:23, 5.36it/s] 28/499 4.32G 0.01581 0.01254 0.006948 62 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s] 28/499 4.32G 0.0158 0.01256 0.006981 72 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s] 28/499 4.32G 0.0158 0.01256 0.006981 72 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s] 28/499 4.32G 0.01582 0.01256 0.006948 66 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s] 28/499 4.32G 0.01582 0.01256 0.006948 66 640: 27%|##6 | 45/168 [00:08<00:23, 5.35it/s] 28/499 4.32G 0.01578 0.01255 0.006855 67 640: 27%|##6 | 45/168 [00:08<00:23, 5.35it/s] 28/499 4.32G 0.01578 0.01255 0.006855 67 640: 27%|##7 | 46/168 [00:08<00:23, 5.23it/s] 28/499 4.32G 0.01581 0.01259 0.006763 74 640: 27%|##7 | 46/168 [00:08<00:23, 5.23it/s] 28/499 4.32G 0.01581 0.01259 0.006763 74 640: 28%|##7 | 47/168 [00:08<00:22, 5.30it/s] 28/499 4.32G 0.01578 0.01257 0.006747 58 640: 28%|##7 | 47/168 [00:09<00:22, 5.30it/s] 28/499 4.32G 0.01578 0.01257 0.006747 58 640: 29%|##8 | 48/168 [00:09<00:22, 5.37it/s] 28/499 4.32G 0.0158 0.01259 0.006713 61 640: 29%|##8 | 48/168 [00:09<00:22, 5.37it/s] 28/499 4.32G 0.0158 0.01259 0.006713 61 640: 29%|##9 | 49/168 [00:09<00:22, 5.25it/s] 28/499 4.32G 0.01575 0.01254 0.006813 61 640: 29%|##9 | 49/168 [00:09<00:22, 5.25it/s] 28/499 4.32G 0.01575 0.01254 0.006813 61 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s] 28/499 4.32G 0.01573 0.01251 0.006734 66 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s] 28/499 4.32G 0.01573 0.01251 0.006734 66 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s] 28/499 4.32G 0.01571 0.0126 0.006674 107 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s] 28/499 4.32G 0.01571 0.0126 0.006674 107 640: 31%|### | 52/168 [00:09<00:22, 5.21it/s] 28/499 4.32G 0.01571 0.01262 0.006621 86 640: 31%|### | 52/168 [00:10<00:22, 5.21it/s] 28/499 4.32G 0.01571 0.01262 0.006621 86 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s] 28/499 4.32G 0.01568 0.0126 0.006655 70 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s] 28/499 4.32G 0.01568 0.0126 0.006655 70 640: 32%|###2 | 54/168 [00:10<00:21, 5.37it/s] 28/499 4.32G 0.01568 0.01258 0.006642 64 640: 32%|###2 | 54/168 [00:10<00:21, 5.37it/s] 28/499 4.32G 0.01568 0.01258 0.006642 64 640: 33%|###2 | 55/168 [00:10<00:21, 5.22it/s] 28/499 4.32G 0.01573 0.01263 0.006659 69 640: 33%|###2 | 55/168 [00:10<00:21, 5.22it/s] 28/499 4.32G 0.01573 0.01263 0.006659 69 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s] 28/499 4.32G 0.01576 0.0126 0.00667 56 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s] 28/499 4.32G 0.01576 0.0126 0.00667 56 640: 34%|###3 | 57/168 [00:10<00:20, 5.39it/s] 28/499 4.32G 0.01575 0.01263 0.006626 69 640: 34%|###3 | 57/168 [00:11<00:20, 5.39it/s] 28/499 4.32G 0.01575 0.01263 0.006626 69 640: 35%|###4 | 58/168 [00:11<00:21, 5.23it/s] 28/499 4.32G 0.01573 0.01262 0.006581 66 640: 35%|###4 | 58/168 [00:11<00:21, 5.23it/s] 28/499 4.32G 0.01573 0.01262 0.006581 66 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s] 28/499 4.32G 0.01572 0.01264 0.006597 76 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s] 28/499 4.32G 0.01572 0.01264 0.006597 76 640: 36%|###5 | 60/168 [00:11<00:20, 5.38it/s] 28/499 4.32G 0.01574 0.01264 0.006523 61 640: 36%|###5 | 60/168 [00:11<00:20, 5.38it/s] 28/499 4.32G 0.01574 0.01264 0.006523 61 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s] 28/499 4.32G 0.01573 0.01265 0.006507 72 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s] 28/499 4.32G 0.01573 0.01265 0.006507 72 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s] 28/499 4.32G 0.01569 0.01263 0.00654 63 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s] 28/499 4.32G 0.01569 0.01263 0.00654 63 640: 38%|###7 | 63/168 [00:11<00:19, 5.35it/s] 28/499 4.32G 0.01569 0.01263 0.006508 73 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s] 28/499 4.32G 0.01569 0.01263 0.006508 73 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s] 28/499 4.32G 0.01569 0.01263 0.00643 69 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s] 28/499 4.32G 0.01569 0.01263 0.00643 69 640: 39%|###8 | 65/168 [00:12<00:19, 5.31it/s] 28/499 4.32G 0.0157 0.01262 0.006451 63 640: 39%|###8 | 65/168 [00:12<00:19, 5.31it/s] 28/499 4.32G 0.0157 0.01262 0.006451 63 640: 39%|###9 | 66/168 [00:12<00:18, 5.37it/s] 28/499 4.32G 0.01569 0.01263 0.006523 74 640: 39%|###9 | 66/168 [00:12<00:18, 5.37it/s] 28/499 4.32G 0.01569 0.01263 0.006523 74 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s] 28/499 4.32G 0.01568 0.01264 0.006501 66 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s] 28/499 4.32G 0.01568 0.01264 0.006501 66 640: 40%|#### | 68/168 [00:12<00:18, 5.27it/s] 28/499 4.32G 0.01569 0.01262 0.006485 66 640: 40%|#### | 68/168 [00:13<00:18, 5.27it/s] 28/499 4.32G 0.01569 0.01262 0.006485 66 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s] 28/499 4.32G 0.0157 0.01264 0.006474 73 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s] 28/499 4.32G 0.0157 0.01264 0.006474 73 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s] 28/499 4.32G 0.01569 0.01264 0.006458 68 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s] 28/499 4.32G 0.01569 0.01264 0.006458 68 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s] 28/499 4.32G 0.01565 0.01262 0.006464 71 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s] 28/499 4.32G 0.01565 0.01262 0.006464 71 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s] 28/499 4.32G 0.01565 0.01266 0.006447 88 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s] 28/499 4.32G 0.01565 0.01266 0.006447 88 640: 43%|####3 | 73/168 [00:13<00:18, 5.19it/s] 28/499 4.32G 0.01564 0.01264 0.00652 62 640: 43%|####3 | 73/168 [00:14<00:18, 5.19it/s] 28/499 4.32G 0.01564 0.01264 0.00652 62 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s] 28/499 4.32G 0.01563 0.01265 0.006472 81 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s] 28/499 4.32G 0.01563 0.01265 0.006472 81 640: 45%|####4 | 75/168 [00:14<00:17, 5.26it/s] 28/499 4.32G 0.01563 0.01264 0.006466 71 640: 45%|####4 | 75/168 [00:14<00:17, 5.26it/s] 28/499 4.32G 0.01563 0.01264 0.006466 71 640: 45%|####5 | 76/168 [00:14<00:18, 5.09it/s] 28/499 4.32G 0.01563 0.01263 0.006435 70 640: 45%|####5 | 76/168 [00:14<00:18, 5.09it/s] 28/499 4.32G 0.01563 0.01263 0.006435 70 640: 46%|####5 | 77/168 [00:14<00:17, 5.19it/s] 28/499 4.32G 0.01562 0.01264 0.006426 82 640: 46%|####5 | 77/168 [00:14<00:17, 5.19it/s] 28/499 4.32G 0.01562 0.01264 0.006426 82 640: 46%|####6 | 78/168 [00:14<00:17, 5.27it/s] 28/499 4.32G 0.01561 0.01262 0.006436 66 640: 46%|####6 | 78/168 [00:15<00:17, 5.27it/s] 28/499 4.32G 0.01561 0.01262 0.006436 66 640: 47%|####7 | 79/168 [00:15<00:17, 5.16it/s] 28/499 4.32G 0.01558 0.01258 0.006403 58 640: 47%|####7 | 79/168 [00:15<00:17, 5.16it/s] 28/499 4.32G 0.01558 0.01258 0.006403 58 640: 48%|####7 | 80/168 [00:15<00:16, 5.26it/s] 28/499 4.32G 0.01559 0.01258 0.006436 64 640: 48%|####7 | 80/168 [00:15<00:16, 5.26it/s] 28/499 4.32G 0.01559 0.01258 0.006436 64 640: 48%|####8 | 81/168 [00:15<00:16, 5.30it/s] 28/499 4.32G 0.01557 0.01257 0.006404 68 640: 48%|####8 | 81/168 [00:15<00:16, 5.30it/s] 28/499 4.32G 0.01557 0.01257 0.006404 68 640: 49%|####8 | 82/168 [00:15<00:16, 5.19it/s] 28/499 4.32G 0.01556 0.01254 0.006398 57 640: 49%|####8 | 82/168 [00:15<00:16, 5.19it/s] 28/499 4.32G 0.01556 0.01254 0.006398 57 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s] 28/499 4.32G 0.01557 0.01252 0.006418 62 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s] 28/499 4.32G 0.01557 0.01252 0.006418 62 640: 50%|##### | 84/168 [00:15<00:15, 5.38it/s] 28/499 4.32G 0.01559 0.01251 0.006468 68 640: 50%|##### | 84/168 [00:16<00:15, 5.38it/s] 28/499 4.32G 0.01559 0.01251 0.006468 68 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s] 28/499 4.32G 0.01559 0.01251 0.006428 59 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s] 28/499 4.32G 0.01559 0.01251 0.006428 59 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s] 28/499 4.32G 0.01559 0.01252 0.006444 74 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s] 28/499 4.32G 0.01559 0.01252 0.006444 74 640: 52%|#####1 | 87/168 [00:16<00:15, 5.37it/s] 28/499 4.32G 0.01559 0.01252 0.006458 60 640: 52%|#####1 | 87/168 [00:16<00:15, 5.37it/s] 28/499 4.32G 0.01559 0.01252 0.006458 60 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 28/499 4.32G 0.01561 0.01255 0.006512 82 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 28/499 4.32G 0.01561 0.01255 0.006512 82 640: 53%|#####2 | 89/168 [00:16<00:14, 5.30it/s] 28/499 4.32G 0.01561 0.0125 0.006502 48 640: 53%|#####2 | 89/168 [00:17<00:14, 5.30it/s] 28/499 4.32G 0.01561 0.0125 0.006502 48 640: 54%|#####3 | 90/168 [00:17<00:14, 5.39it/s] 28/499 4.32G 0.01561 0.01251 0.006465 64 640: 54%|#####3 | 90/168 [00:17<00:14, 5.39it/s] 28/499 4.32G 0.01561 0.01251 0.006465 64 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s] 28/499 4.32G 0.0156 0.01251 0.00649 71 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s] 28/499 4.32G 0.0156 0.01251 0.00649 71 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s] 28/499 4.32G 0.01559 0.0125 0.006449 71 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s] 28/499 4.32G 0.01559 0.0125 0.006449 71 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s] 28/499 4.32G 0.01558 0.01249 0.006458 71 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s] 28/499 4.32G 0.01558 0.01249 0.006458 71 640: 56%|#####5 | 94/168 [00:17<00:14, 5.22it/s] 28/499 4.32G 0.01557 0.01248 0.006458 56 640: 56%|#####5 | 94/168 [00:18<00:14, 5.22it/s] 28/499 4.32G 0.01557 0.01248 0.006458 56 640: 57%|#####6 | 95/168 [00:18<00:13, 5.31it/s] 28/499 4.32G 0.01556 0.01247 0.006469 62 640: 57%|#####6 | 95/168 [00:18<00:13, 5.31it/s] 28/499 4.32G 0.01556 0.01247 0.006469 62 640: 57%|#####7 | 96/168 [00:18<00:13, 5.41it/s] 28/499 4.32G 0.0156 0.01247 0.006471 67 640: 57%|#####7 | 96/168 [00:18<00:13, 5.41it/s] 28/499 4.32G 0.0156 0.01247 0.006471 67 640: 58%|#####7 | 97/168 [00:18<00:13, 5.25it/s] 28/499 4.32G 0.0156 0.01247 0.006468 71 640: 58%|#####7 | 97/168 [00:18<00:13, 5.25it/s] 28/499 4.32G 0.0156 0.01247 0.006468 71 640: 58%|#####8 | 98/168 [00:18<00:13, 5.35it/s] 28/499 4.32G 0.01559 0.01246 0.006504 69 640: 58%|#####8 | 98/168 [00:18<00:13, 5.35it/s] 28/499 4.32G 0.01559 0.01246 0.006504 69 640: 59%|#####8 | 99/168 [00:18<00:12, 5.39it/s] 28/499 4.32G 0.01559 0.01246 0.006475 70 640: 59%|#####8 | 99/168 [00:18<00:12, 5.39it/s] 28/499 4.32G 0.01559 0.01246 0.006475 70 640: 60%|#####9 | 100/168 [00:18<00:12, 5.25it/s] 28/499 4.32G 0.01558 0.01249 0.006511 77 640: 60%|#####9 | 100/168 [00:19<00:12, 5.25it/s] 28/499 4.32G 0.01558 0.01249 0.006511 77 640: 60%|###### | 101/168 [00:19<00:12, 5.33it/s] 28/499 4.32G 0.01559 0.01249 0.006523 57 640: 60%|###### | 101/168 [00:19<00:12, 5.33it/s] 28/499 4.32G 0.01559 0.01249 0.006523 57 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s] 28/499 4.32G 0.01562 0.01249 0.006522 62 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s] 28/499 4.32G 0.01562 0.01249 0.006522 62 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s] 28/499 4.32G 0.01562 0.0125 0.006533 77 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s] 28/499 4.32G 0.01562 0.0125 0.006533 77 640: 62%|######1 | 104/168 [00:19<00:12, 5.31it/s] 28/499 4.32G 0.01563 0.01248 0.006535 59 640: 62%|######1 | 104/168 [00:19<00:12, 5.31it/s] 28/499 4.32G 0.01563 0.01248 0.006535 59 640: 62%|######2 | 105/168 [00:19<00:11, 5.38it/s] 28/499 4.32G 0.01561 0.01248 0.006527 67 640: 62%|######2 | 105/168 [00:20<00:11, 5.38it/s] 28/499 4.32G 0.01561 0.01248 0.006527 67 640: 63%|######3 | 106/168 [00:20<00:11, 5.23it/s] 28/499 4.32G 0.0156 0.01245 0.006543 64 640: 63%|######3 | 106/168 [00:20<00:11, 5.23it/s] 28/499 4.32G 0.0156 0.01245 0.006543 64 640: 64%|######3 | 107/168 [00:20<00:11, 5.25it/s] 28/499 4.32G 0.0156 0.01244 0.006556 50 640: 64%|######3 | 107/168 [00:20<00:11, 5.25it/s] 28/499 4.32G 0.0156 0.01244 0.006556 50 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s] 28/499 4.32G 0.0156 0.01245 0.00653 73 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s] 28/499 4.32G 0.0156 0.01245 0.00653 73 640: 65%|######4 | 109/168 [00:20<00:11, 5.16it/s] 28/499 4.32G 0.01561 0.01246 0.006527 79 640: 65%|######4 | 109/168 [00:20<00:11, 5.16it/s] 28/499 4.32G 0.01561 0.01246 0.006527 79 640: 65%|######5 | 110/168 [00:20<00:11, 5.26it/s] 28/499 4.32G 0.0156 0.01247 0.006523 71 640: 65%|######5 | 110/168 [00:21<00:11, 5.26it/s] 28/499 4.32G 0.0156 0.01247 0.006523 71 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s] 28/499 4.32G 0.01559 0.01247 0.006517 65 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s] 28/499 4.32G 0.01559 0.01247 0.006517 65 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s] 28/499 4.32G 0.01559 0.01248 0.006485 71 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s] 28/499 4.32G 0.01559 0.01248 0.006485 71 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s] 28/499 4.32G 0.0156 0.01252 0.006502 82 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s] 28/499 4.32G 0.0156 0.01252 0.006502 82 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s] 28/499 4.32G 0.01558 0.01251 0.006485 67 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s] 28/499 4.32G 0.01558 0.01251 0.006485 67 640: 68%|######8 | 115/168 [00:21<00:10, 5.24it/s] 28/499 4.32G 0.01559 0.0125 0.006487 64 640: 68%|######8 | 115/168 [00:21<00:10, 5.24it/s] 28/499 4.32G 0.01559 0.0125 0.006487 64 640: 69%|######9 | 116/168 [00:21<00:09, 5.28it/s] 28/499 4.32G 0.01558 0.01249 0.006506 57 640: 69%|######9 | 116/168 [00:22<00:09, 5.28it/s] 28/499 4.32G 0.01558 0.01249 0.006506 57 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s] 28/499 4.32G 0.01559 0.01251 0.00652 79 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s] 28/499 4.32G 0.01559 0.01251 0.00652 79 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s] 28/499 4.32G 0.0156 0.0125 0.006488 66 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s] 28/499 4.32G 0.0156 0.0125 0.006488 66 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s] 28/499 4.32G 0.0156 0.01249 0.006476 67 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s] 28/499 4.32G 0.0156 0.01249 0.006476 67 640: 71%|#######1 | 120/168 [00:22<00:08, 5.35it/s] 28/499 4.32G 0.0156 0.0125 0.006454 80 640: 71%|#######1 | 120/168 [00:22<00:08, 5.35it/s] 28/499 4.32G 0.0156 0.0125 0.006454 80 640: 72%|#######2 | 121/168 [00:22<00:09, 5.18it/s] 28/499 4.32G 0.0156 0.01248 0.006432 58 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s] 28/499 4.32G 0.0156 0.01248 0.006432 58 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s] 28/499 4.32G 0.01562 0.0125 0.006448 81 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s] 28/499 4.32G 0.01562 0.0125 0.006448 81 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s] 28/499 4.32G 0.01562 0.01249 0.006444 56 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s] 28/499 4.32G 0.01562 0.01249 0.006444 56 640: 74%|#######3 | 124/168 [00:23<00:08, 5.24it/s] 28/499 4.32G 0.01561 0.01249 0.006443 69 640: 74%|#######3 | 124/168 [00:23<00:08, 5.24it/s] 28/499 4.32G 0.01561 0.01249 0.006443 69 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s] 28/499 4.32G 0.01564 0.01249 0.006427 65 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s] 28/499 4.32G 0.01564 0.01249 0.006427 65 640: 75%|#######5 | 126/168 [00:23<00:07, 5.34it/s] 28/499 4.32G 0.01563 0.01249 0.006412 69 640: 75%|#######5 | 126/168 [00:24<00:07, 5.34it/s] 28/499 4.32G 0.01563 0.01249 0.006412 69 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s] 28/499 4.32G 0.01564 0.0125 0.006437 82 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s] 28/499 4.32G 0.01564 0.0125 0.006437 82 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s] 28/499 4.32G 0.01563 0.01248 0.006409 60 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s] 28/499 4.32G 0.01563 0.01248 0.006409 60 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s] 28/499 4.32G 0.01564 0.01248 0.006401 68 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s] 28/499 4.32G 0.01564 0.01248 0.006401 68 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s] 28/499 4.32G 0.01565 0.0125 0.006415 73 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s] 28/499 4.32G 0.01565 0.0125 0.006415 73 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s] 28/499 4.32G 0.01566 0.01249 0.006402 64 640: 78%|#######7 | 131/168 [00:25<00:06, 5.31it/s] 28/499 4.32G 0.01566 0.01249 0.006402 64 640: 79%|#######8 | 132/168 [00:25<00:06, 5.38it/s] 28/499 4.32G 0.01566 0.0125 0.006416 75 640: 79%|#######8 | 132/168 [00:25<00:06, 5.38it/s] 28/499 4.32G 0.01566 0.0125 0.006416 75 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s] 28/499 4.32G 0.01566 0.01249 0.006411 77 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s] 28/499 4.32G 0.01566 0.01249 0.006411 77 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s] 28/499 4.32G 0.01566 0.01252 0.006423 80 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s] 28/499 4.32G 0.01566 0.01252 0.006423 80 640: 80%|######## | 135/168 [00:25<00:06, 5.39it/s] 28/499 4.32G 0.01567 0.01251 0.006391 66 640: 80%|######## | 135/168 [00:25<00:06, 5.39it/s] 28/499 4.32G 0.01567 0.01251 0.006391 66 640: 81%|######## | 136/168 [00:25<00:06, 5.24it/s] 28/499 4.32G 0.01566 0.01253 0.006398 85 640: 81%|######## | 136/168 [00:25<00:06, 5.24it/s] 28/499 4.32G 0.01566 0.01253 0.006398 85 640: 82%|########1 | 137/168 [00:25<00:05, 5.33it/s] 28/499 4.32G 0.01566 0.01254 0.006393 73 640: 82%|########1 | 137/168 [00:26<00:05, 5.33it/s] 28/499 4.32G 0.01566 0.01254 0.006393 73 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s] 28/499 4.32G 0.01569 0.01256 0.006385 69 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s] 28/499 4.32G 0.01569 0.01256 0.006385 69 640: 83%|########2 | 139/168 [00:26<00:05, 5.24it/s] 28/499 4.32G 0.01568 0.01255 0.006384 64 640: 83%|########2 | 139/168 [00:26<00:05, 5.24it/s] 28/499 4.32G 0.01568 0.01255 0.006384 64 640: 83%|########3 | 140/168 [00:26<00:05, 5.32it/s] 28/499 4.32G 0.01567 0.01254 0.006357 61 640: 83%|########3 | 140/168 [00:26<00:05, 5.32it/s] 28/499 4.32G 0.01567 0.01254 0.006357 61 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s] 28/499 4.32G 0.01567 0.01253 0.006349 63 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s] 28/499 4.32G 0.01567 0.01253 0.006349 63 640: 85%|########4 | 142/168 [00:26<00:05, 5.19it/s] 28/499 4.32G 0.01566 0.01252 0.006349 73 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s] 28/499 4.32G 0.01566 0.01252 0.006349 73 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s] 28/499 4.32G 0.01567 0.01254 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0.01569 0.01248 0.006351 62 640: 95%|#########4| 159/168 [00:30<00:01, 5.23it/s] 28/499 4.32G 0.01569 0.01248 0.006351 62 640: 95%|#########5| 160/168 [00:30<00:01, 5.13it/s] 28/499 4.32G 0.0157 0.01248 0.006344 65 640: 95%|#########5| 160/168 [00:30<00:01, 5.13it/s] 28/499 4.32G 0.0157 0.01248 0.006344 65 640: 96%|#########5| 161/168 [00:30<00:01, 5.24it/s] 28/499 4.32G 0.01569 0.01248 0.006338 66 640: 96%|#########5| 161/168 [00:30<00:01, 5.24it/s] 28/499 4.32G 0.01569 0.01248 0.006338 66 640: 96%|#########6| 162/168 [00:30<00:01, 5.26it/s] 28/499 4.32G 0.0157 0.01248 0.006346 59 640: 96%|#########6| 162/168 [00:30<00:01, 5.26it/s] 28/499 4.32G 0.0157 0.01248 0.006346 59 640: 97%|#########7| 163/168 [00:30<00:00, 5.16it/s] 28/499 4.32G 0.0157 0.01248 0.00634 73 640: 97%|#########7| 163/168 [00:31<00:00, 5.16it/s] 28/499 4.32G 0.0157 0.01248 0.00634 73 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s] 28/499 4.32G 0.01569 0.01247 0.00634 61 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s] 28/499 4.32G 0.01569 0.01247 0.00634 61 640: 98%|#########8| 165/168 [00:31<00:00, 5.30it/s] 28/499 4.32G 0.01571 0.01247 0.006317 57 640: 98%|#########8| 165/168 [00:31<00:00, 5.30it/s] 28/499 4.32G 0.01571 0.01247 0.006317 57 640: 99%|#########8| 166/168 [00:31<00:00, 5.13it/s] 28/499 4.32G 0.01571 0.01248 0.00633 78 640: 99%|#########8| 166/168 [00:31<00:00, 5.13it/s] 28/499 4.32G 0.01571 0.01248 0.00633 78 640: 99%|#########9| 167/168 [00:31<00:00, 5.22it/s] 28/499 4.32G 0.0157 0.01247 0.006309 27 640: 99%|#########9| 167/168 [00:31<00:00, 5.22it/s] 28/499 4.32G 0.0157 0.01247 0.006309 27 640: 100%|##########| 168/168 [00:31<00:00, 5.42it/s] 28/499 4.32G 0.0157 0.01247 0.006309 27 640: 100%|##########| 168/168 [00:31<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.818 0.846 0.877 0.721 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 29/499 4.32G 0.01519 0.01523 0.006014 76 640: 0%| | 0/168 [00:00<?, ?it/s] 29/499 4.32G 0.01519 0.01523 0.006014 76 640: 1%| | 1/168 [00:00<00:34, 4.90it/s] 29/499 4.32G 0.01551 0.01379 0.006709 69 640: 1%| | 1/168 [00:00<00:34, 4.90it/s] 29/499 4.32G 0.01551 0.01379 0.006709 69 640: 1%|1 | 2/168 [00:00<00:32, 5.16it/s] 29/499 4.32G 0.01545 0.01304 0.006653 66 640: 1%|1 | 2/168 [00:00<00:32, 5.16it/s] 29/499 4.32G 0.01545 0.01304 0.006653 66 640: 2%|1 | 3/168 [00:00<00:30, 5.32it/s] 29/499 4.32G 0.01568 0.0122 0.007215 61 640: 2%|1 | 3/168 [00:00<00:30, 5.32it/s] 29/499 4.32G 0.01568 0.0122 0.007215 61 640: 2%|2 | 4/168 [00:00<00:31, 5.15it/s] 29/499 4.32G 0.01542 0.01179 0.007071 71 640: 2%|2 | 4/168 [00:00<00:31, 5.15it/s] 29/499 4.32G 0.01542 0.01179 0.007071 71 640: 3%|2 | 5/168 [00:00<00:31, 5.20it/s] 29/499 4.32G 0.01555 0.01218 0.006877 77 640: 3%|2 | 5/168 [00:01<00:31, 5.20it/s] 29/499 4.32G 0.01555 0.01218 0.006877 77 640: 4%|3 | 6/168 [00:01<00:30, 5.28it/s] 29/499 4.32G 0.01554 0.01221 0.00682 69 640: 4%|3 | 6/168 [00:01<00:30, 5.28it/s] 29/499 4.32G 0.01554 0.01221 0.00682 69 640: 4%|4 | 7/168 [00:01<00:31, 5.16it/s] 29/499 4.32G 0.01567 0.01237 0.006587 69 640: 4%|4 | 7/168 [00:01<00:31, 5.16it/s] 29/499 4.32G 0.01567 0.01237 0.006587 69 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s] 29/499 4.32G 0.01554 0.01193 0.007303 48 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s] 29/499 4.32G 0.01554 0.01193 0.007303 48 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s] 29/499 4.32G 0.01552 0.01199 0.007432 68 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s] 29/499 4.32G 0.01552 0.01199 0.007432 68 640: 6%|5 | 10/168 [00:01<00:30, 5.17it/s] 29/499 4.32G 0.01557 0.01186 0.00781 54 640: 6%|5 | 10/168 [00:02<00:30, 5.17it/s] 29/499 4.32G 0.01557 0.01186 0.00781 54 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s] 29/499 4.32G 0.01565 0.01195 0.007868 65 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s] 29/499 4.32G 0.01565 0.01195 0.007868 65 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s] 29/499 4.32G 0.01581 0.01221 0.007932 82 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s] 29/499 4.32G 0.01581 0.01221 0.007932 82 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s] 29/499 4.32G 0.01578 0.01229 0.007763 78 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s] 29/499 4.32G 0.01578 0.01229 0.007763 78 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s] 29/499 4.32G 0.01578 0.01215 0.007517 59 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s] 29/499 4.32G 0.01578 0.01215 0.007517 59 640: 9%|8 | 15/168 [00:02<00:28, 5.34it/s] 29/499 4.32G 0.01568 0.01222 0.007325 85 640: 9%|8 | 15/168 [00:03<00:28, 5.34it/s] 29/499 4.32G 0.01568 0.01222 0.007325 85 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s] 29/499 4.32G 0.01584 0.01222 0.007128 59 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s] 29/499 4.32G 0.01584 0.01222 0.007128 59 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s] 29/499 4.32G 0.01594 0.01217 0.006995 50 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s] 29/499 4.32G 0.01594 0.01217 0.006995 50 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s] 29/499 4.32G 0.01603 0.01223 0.007015 76 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s] 29/499 4.32G 0.01603 0.01223 0.007015 76 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s] 29/499 4.32G 0.0162 0.01235 0.00705 75 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s] 29/499 4.32G 0.0162 0.01235 0.00705 75 640: 12%|#1 | 20/168 [00:03<00:28, 5.24it/s] 29/499 4.32G 0.01625 0.0124 0.00687 77 640: 12%|#1 | 20/168 [00:03<00:28, 5.24it/s] 29/499 4.32G 0.01625 0.0124 0.00687 77 640: 12%|#2 | 21/168 [00:03<00:27, 5.33it/s] 29/499 4.32G 0.01627 0.01243 0.006934 73 640: 12%|#2 | 21/168 [00:04<00:27, 5.33it/s] 29/499 4.32G 0.01627 0.01243 0.006934 73 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s] 29/499 4.32G 0.01625 0.01248 0.006869 77 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s] 29/499 4.32G 0.01625 0.01248 0.006869 77 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s] 29/499 4.32G 0.01625 0.01245 0.006828 61 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s] 29/499 4.32G 0.01625 0.01245 0.006828 61 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 29/499 4.32G 0.01623 0.01244 0.006907 77 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 29/499 4.32G 0.01623 0.01244 0.006907 77 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s] 29/499 4.32G 0.01621 0.01238 0.00688 63 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s] 29/499 4.32G 0.01621 0.01238 0.00688 63 640: 15%|#5 | 26/168 [00:04<00:26, 5.30it/s] 29/499 4.32G 0.01627 0.01243 0.00684 72 640: 15%|#5 | 26/168 [00:05<00:26, 5.30it/s] 29/499 4.32G 0.01627 0.01243 0.00684 72 640: 16%|#6 | 27/168 [00:05<00:26, 5.32it/s] 29/499 4.32G 0.01624 0.01248 0.006912 78 640: 16%|#6 | 27/168 [00:05<00:26, 5.32it/s] 29/499 4.32G 0.01624 0.01248 0.006912 78 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s] 29/499 4.32G 0.01618 0.01243 0.006872 63 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s] 29/499 4.32G 0.01618 0.01243 0.006872 63 640: 17%|#7 | 29/168 [00:05<00:26, 5.25it/s] 29/499 4.32G 0.01623 0.01238 0.00693 71 640: 17%|#7 | 29/168 [00:05<00:26, 5.25it/s] 29/499 4.32G 0.01623 0.01238 0.00693 71 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s] 29/499 4.32G 0.01622 0.01232 0.00704 57 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s] 29/499 4.32G 0.01622 0.01232 0.00704 57 640: 18%|#8 | 31/168 [00:05<00:26, 5.20it/s] 29/499 4.32G 0.01615 0.01222 0.006906 46 640: 18%|#8 | 31/168 [00:06<00:26, 5.20it/s] 29/499 4.32G 0.01615 0.01222 0.006906 46 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s] 29/499 4.32G 0.01607 0.01221 0.006791 68 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s] 29/499 4.32G 0.01607 0.01221 0.006791 68 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s] 29/499 4.32G 0.01604 0.01222 0.006799 69 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s] 29/499 4.32G 0.01604 0.01222 0.006799 69 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s] 29/499 4.32G 0.01606 0.01218 0.006885 56 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s] 29/499 4.32G 0.01606 0.01218 0.006885 56 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s] 29/499 4.32G 0.0161 0.01217 0.006922 61 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s] 29/499 4.32G 0.0161 0.01217 0.006922 61 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s] 29/499 4.32G 0.01612 0.01214 0.006934 60 640: 21%|##1 | 36/168 [00:07<00:24, 5.33it/s] 29/499 4.32G 0.01612 0.01214 0.006934 60 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s] 29/499 4.32G 0.01621 0.01219 0.007025 58 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s] 29/499 4.32G 0.01621 0.01219 0.007025 58 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s] 29/499 4.32G 0.01622 0.01233 0.007028 95 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s] 29/499 4.32G 0.01622 0.01233 0.007028 95 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s] 29/499 4.32G 0.01617 0.01233 0.006972 58 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s] 29/499 4.32G 0.01617 0.01233 0.006972 58 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s] 29/499 4.32G 0.01612 0.01232 0.006972 63 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s] 29/499 4.32G 0.01612 0.01232 0.006972 63 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s] 29/499 4.32G 0.01611 0.01232 0.00699 63 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s] 29/499 4.32G 0.01611 0.01232 0.00699 63 640: 25%|##5 | 42/168 [00:07<00:23, 5.35it/s] 29/499 4.32G 0.01612 0.01235 0.006997 78 640: 25%|##5 | 42/168 [00:08<00:23, 5.35it/s] 29/499 4.32G 0.01612 0.01235 0.006997 78 640: 26%|##5 | 43/168 [00:08<00:24, 5.21it/s] 29/499 4.32G 0.01618 0.01233 0.006945 61 640: 26%|##5 | 43/168 [00:08<00:24, 5.21it/s] 29/499 4.32G 0.01618 0.01233 0.006945 61 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s] 29/499 4.32G 0.01618 0.01229 0.006891 64 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s] 29/499 4.32G 0.01618 0.01229 0.006891 64 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s] 29/499 4.32G 0.01619 0.01228 0.006837 61 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s] 29/499 4.32G 0.01619 0.01228 0.006837 61 640: 27%|##7 | 46/168 [00:08<00:23, 5.18it/s] 29/499 4.32G 0.01619 0.0123 0.006854 75 640: 27%|##7 | 46/168 [00:08<00:23, 5.18it/s] 29/499 4.32G 0.01619 0.0123 0.006854 75 640: 28%|##7 | 47/168 [00:08<00:22, 5.26it/s] 29/499 4.32G 0.01617 0.01229 0.006877 65 640: 28%|##7 | 47/168 [00:09<00:22, 5.26it/s] 29/499 4.32G 0.01617 0.01229 0.006877 65 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s] 29/499 4.32G 0.01616 0.01235 0.006853 84 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s] 29/499 4.32G 0.01616 0.01235 0.006853 84 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s] 29/499 4.32G 0.01614 0.01233 0.006858 63 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s] 29/499 4.32G 0.01614 0.01233 0.006858 63 640: 30%|##9 | 50/168 [00:09<00:22, 5.30it/s] 29/499 4.32G 0.01612 0.01226 0.006974 54 640: 30%|##9 | 50/168 [00:09<00:22, 5.30it/s] 29/499 4.32G 0.01612 0.01226 0.006974 54 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s] 29/499 4.32G 0.0161 0.01226 0.006968 63 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s] 29/499 4.32G 0.0161 0.01226 0.006968 63 640: 31%|### | 52/168 [00:09<00:22, 5.20it/s] 29/499 4.32G 0.0161 0.01228 0.007025 75 640: 31%|### | 52/168 [00:10<00:22, 5.20it/s] 29/499 4.32G 0.0161 0.01228 0.007025 75 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s] 29/499 4.32G 0.01606 0.01228 0.007029 80 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s] 29/499 4.32G 0.01606 0.01228 0.007029 80 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s] 29/499 4.32G 0.01604 0.01224 0.007024 55 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s] 29/499 4.32G 0.01604 0.01224 0.007024 55 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s] 29/499 4.32G 0.01606 0.01231 0.007017 92 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s] 29/499 4.32G 0.01606 0.01231 0.007017 92 640: 33%|###3 | 56/168 [00:10<00:21, 5.26it/s] 29/499 4.32G 0.01606 0.01231 0.006975 69 640: 33%|###3 | 56/168 [00:10<00:21, 5.26it/s] 29/499 4.32G 0.01606 0.01231 0.006975 69 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s] 29/499 4.32G 0.01607 0.01234 0.00696 74 640: 34%|###3 | 57/168 [00:11<00:20, 5.35it/s] 29/499 4.32G 0.01607 0.01234 0.00696 74 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s] 29/499 4.32G 0.01608 0.01233 0.006946 77 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s] 29/499 4.32G 0.01608 0.01233 0.006946 77 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s] 29/499 4.32G 0.01606 0.01234 0.006933 68 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s] 29/499 4.32G 0.01606 0.01234 0.006933 68 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s] 29/499 4.32G 0.0161 0.01232 0.00708 60 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s] 29/499 4.32G 0.0161 0.01232 0.00708 60 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s] 29/499 4.32G 0.0161 0.01233 0.007027 75 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s] 29/499 4.32G 0.0161 0.01233 0.007027 75 640: 37%|###6 | 62/168 [00:11<00:20, 5.25it/s] 29/499 4.32G 0.01608 0.01237 0.006968 88 640: 37%|###6 | 62/168 [00:11<00:20, 5.25it/s] 29/499 4.32G 0.01608 0.01237 0.006968 88 640: 38%|###7 | 63/168 [00:11<00:19, 5.33it/s] 29/499 4.32G 0.01611 0.01238 0.006943 70 640: 38%|###7 | 63/168 [00:12<00:19, 5.33it/s] 29/499 4.32G 0.01611 0.01238 0.006943 70 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s] 29/499 4.32G 0.01611 0.01239 0.006917 71 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s] 29/499 4.32G 0.01611 0.01239 0.006917 71 640: 39%|###8 | 65/168 [00:12<00:19, 5.31it/s] 29/499 4.32G 0.0161 0.0124 0.00694 74 640: 39%|###8 | 65/168 [00:12<00:19, 5.31it/s] 29/499 4.32G 0.0161 0.0124 0.00694 74 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s] 29/499 4.32G 0.0161 0.01242 0.006979 70 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s] 29/499 4.32G 0.0161 0.01242 0.006979 70 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s] 29/499 4.32G 0.01608 0.0124 0.006981 66 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s] 29/499 4.32G 0.01608 0.0124 0.006981 66 640: 40%|#### | 68/168 [00:12<00:19, 5.24it/s] 29/499 4.32G 0.01606 0.01238 0.006959 53 640: 40%|#### | 68/168 [00:13<00:19, 5.24it/s] 29/499 4.32G 0.01606 0.01238 0.006959 53 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s] 29/499 4.32G 0.01605 0.01235 0.006948 67 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s] 29/499 4.32G 0.01605 0.01235 0.006948 67 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s] 29/499 4.32G 0.01604 0.01228 0.007053 46 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s] 29/499 4.32G 0.01604 0.01228 0.007053 46 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s] 29/499 4.32G 0.016 0.01226 0.007133 73 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s] 29/499 4.32G 0.016 0.01226 0.007133 73 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s] 29/499 4.32G 0.01601 0.01229 0.007138 81 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s] 29/499 4.32G 0.01601 0.01229 0.007138 81 640: 43%|####3 | 73/168 [00:13<00:18, 5.20it/s] 29/499 4.32G 0.01602 0.01228 0.007175 55 640: 43%|####3 | 73/168 [00:14<00:18, 5.20it/s] 29/499 4.32G 0.01602 0.01228 0.007175 55 640: 44%|####4 | 74/168 [00:14<00:17, 5.23it/s] 29/499 4.32G 0.01601 0.01227 0.007289 65 640: 44%|####4 | 74/168 [00:14<00:17, 5.23it/s] 29/499 4.32G 0.01601 0.01227 0.007289 65 640: 45%|####4 | 75/168 [00:14<00:17, 5.32it/s] 29/499 4.32G 0.01599 0.01228 0.007242 63 640: 45%|####4 | 75/168 [00:14<00:17, 5.32it/s] 29/499 4.32G 0.01599 0.01228 0.007242 63 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s] 29/499 4.32G 0.01598 0.0123 0.007251 81 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s] 29/499 4.32G 0.01598 0.0123 0.007251 81 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s] 29/499 4.32G 0.01599 0.01231 0.00722 69 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s] 29/499 4.32G 0.01599 0.01231 0.00722 69 640: 46%|####6 | 78/168 [00:14<00:16, 5.35it/s] 29/499 4.32G 0.01599 0.01231 0.007212 67 640: 46%|####6 | 78/168 [00:15<00:16, 5.35it/s] 29/499 4.32G 0.01599 0.01231 0.007212 67 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s] 29/499 4.32G 0.016 0.01232 0.00719 77 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s] 29/499 4.32G 0.016 0.01232 0.00719 77 640: 48%|####7 | 80/168 [00:15<00:16, 5.22it/s] 29/499 4.32G 0.01604 0.0123 0.00721 61 640: 48%|####7 | 80/168 [00:15<00:16, 5.22it/s] 29/499 4.32G 0.01604 0.0123 0.00721 61 640: 48%|####8 | 81/168 [00:15<00:16, 5.30it/s] 29/499 4.32G 0.01603 0.01232 0.007184 76 640: 48%|####8 | 81/168 [00:15<00:16, 5.30it/s] 29/499 4.32G 0.01603 0.01232 0.007184 76 640: 49%|####8 | 82/168 [00:15<00:16, 5.17it/s] 29/499 4.32G 0.01601 0.01233 0.007227 72 640: 49%|####8 | 82/168 [00:15<00:16, 5.17it/s] 29/499 4.32G 0.01601 0.01233 0.007227 72 640: 49%|####9 | 83/168 [00:15<00:16, 5.25it/s] 29/499 4.32G 0.016 0.01233 0.007174 64 640: 49%|####9 | 83/168 [00:15<00:16, 5.25it/s] 29/499 4.32G 0.016 0.01233 0.007174 64 640: 50%|##### | 84/168 [00:15<00:15, 5.32it/s] 29/499 4.32G 0.01603 0.01234 0.007156 62 640: 50%|##### | 84/168 [00:16<00:15, 5.32it/s] 29/499 4.32G 0.01603 0.01234 0.007156 62 640: 51%|##### | 85/168 [00:16<00:16, 5.15it/s] 29/499 4.32G 0.01605 0.01232 0.007127 62 640: 51%|##### | 85/168 [00:16<00:16, 5.15it/s] 29/499 4.32G 0.01605 0.01232 0.007127 62 640: 51%|#####1 | 86/168 [00:16<00:15, 5.24it/s] 29/499 4.32G 0.01605 0.01234 0.007112 68 640: 51%|#####1 | 86/168 [00:16<00:15, 5.24it/s] 29/499 4.32G 0.01605 0.01234 0.007112 68 640: 52%|#####1 | 87/168 [00:16<00:15, 5.28it/s] 29/499 4.32G 0.01602 0.01232 0.00716 70 640: 52%|#####1 | 87/168 [00:16<00:15, 5.28it/s] 29/499 4.32G 0.01602 0.01232 0.00716 70 640: 52%|#####2 | 88/168 [00:16<00:15, 5.17it/s] 29/499 4.32G 0.016 0.01231 0.007134 55 640: 52%|#####2 | 88/168 [00:16<00:15, 5.17it/s] 29/499 4.32G 0.016 0.01231 0.007134 55 640: 53%|#####2 | 89/168 [00:16<00:15, 5.25it/s] 29/499 4.32G 0.016 0.01234 0.007088 81 640: 53%|#####2 | 89/168 [00:17<00:15, 5.25it/s] 29/499 4.32G 0.016 0.01234 0.007088 81 640: 54%|#####3 | 90/168 [00:17<00:14, 5.29it/s] 29/499 4.32G 0.01604 0.01235 0.007099 62 640: 54%|#####3 | 90/168 [00:17<00:14, 5.29it/s] 29/499 4.32G 0.01604 0.01235 0.007099 62 640: 54%|#####4 | 91/168 [00:17<00:14, 5.17it/s] 29/499 4.32G 0.01603 0.01232 0.007069 58 640: 54%|#####4 | 91/168 [00:17<00:14, 5.17it/s] 29/499 4.32G 0.01603 0.01232 0.007069 58 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s] 29/499 4.32G 0.01606 0.01232 0.007107 67 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s] 29/499 4.32G 0.01606 0.01232 0.007107 67 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s] 29/499 4.32G 0.01606 0.01235 0.007081 76 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s] 29/499 4.32G 0.01606 0.01235 0.007081 76 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s] 29/499 4.32G 0.01608 0.01237 0.007078 89 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s] 29/499 4.32G 0.01608 0.01237 0.007078 89 640: 57%|#####6 | 95/168 [00:18<00:13, 5.28it/s] 29/499 4.32G 0.01607 0.01237 0.007075 72 640: 57%|#####6 | 95/168 [00:18<00:13, 5.28it/s] 29/499 4.32G 0.01607 0.01237 0.007075 72 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s] 29/499 4.32G 0.01608 0.01237 0.007069 68 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s] 29/499 4.32G 0.01608 0.01237 0.007069 68 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s] 29/499 4.32G 0.01607 0.01238 0.007069 71 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s] 29/499 4.32G 0.01607 0.01238 0.007069 71 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s] 29/499 4.32G 0.01607 0.01236 0.00706 65 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s] 29/499 4.32G 0.01607 0.01236 0.00706 65 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s] 29/499 4.32G 0.01605 0.01235 0.007038 71 640: 59%|#####8 | 99/168 [00:19<00:12, 5.35it/s] 29/499 4.32G 0.01605 0.01235 0.007038 71 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s] 29/499 4.32G 0.01605 0.01235 0.007038 63 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s] 29/499 4.32G 0.01605 0.01235 0.007038 63 640: 60%|###### | 101/168 [00:19<00:12, 5.24it/s] 29/499 4.32G 0.01604 0.01237 0.007054 78 640: 60%|###### | 101/168 [00:19<00:12, 5.24it/s] 29/499 4.32G 0.01604 0.01237 0.007054 78 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s] 29/499 4.32G 0.01605 0.01239 0.00704 77 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s] 29/499 4.32G 0.01605 0.01239 0.00704 77 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s] 29/499 4.32G 0.01604 0.0124 0.00705 61 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s] 29/499 4.32G 0.01604 0.0124 0.00705 61 640: 62%|######1 | 104/168 [00:19<00:12, 5.26it/s] 29/499 4.32G 0.01604 0.0124 0.007063 65 640: 62%|######1 | 104/168 [00:19<00:12, 5.26it/s] 29/499 4.32G 0.01604 0.0124 0.007063 65 640: 62%|######2 | 105/168 [00:19<00:11, 5.30it/s] 29/499 4.32G 0.01602 0.01238 0.00705 62 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s] 29/499 4.32G 0.01602 0.01238 0.00705 62 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s] 29/499 4.32G 0.01602 0.01238 0.007049 63 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s] 29/499 4.32G 0.01602 0.01238 0.007049 63 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 29/499 4.32G 0.01604 0.01241 0.007044 74 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 29/499 4.32G 0.01604 0.01241 0.007044 74 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s] 29/499 4.32G 0.01605 0.01242 0.007012 77 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s] 29/499 4.32G 0.01605 0.01242 0.007012 77 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s] 29/499 4.32G 0.01605 0.01241 0.007049 59 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s] 29/499 4.32G 0.01605 0.01241 0.007049 59 640: 65%|######5 | 110/168 [00:20<00:10, 5.31it/s] 29/499 4.32G 0.01605 0.0124 0.00702 74 640: 65%|######5 | 110/168 [00:21<00:10, 5.31it/s] 29/499 4.32G 0.01605 0.0124 0.00702 74 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s] 29/499 4.32G 0.01604 0.0124 0.007046 71 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s] 29/499 4.32G 0.01604 0.0124 0.007046 71 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s] 29/499 4.32G 0.01604 0.01239 0.007065 57 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s] 29/499 4.32G 0.01604 0.01239 0.007065 57 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s] 29/499 4.32G 0.01604 0.01241 0.007064 77 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s] 29/499 4.32G 0.01604 0.01241 0.007064 77 640: 68%|######7 | 114/168 [00:21<00:10, 5.31it/s] 29/499 4.32G 0.01603 0.01239 0.00711 67 640: 68%|######7 | 114/168 [00:21<00:10, 5.31it/s] 29/499 4.32G 0.01603 0.01239 0.00711 67 640: 68%|######8 | 115/168 [00:21<00:10, 5.20it/s] 29/499 4.32G 0.01604 0.01239 0.0071 67 640: 68%|######8 | 115/168 [00:22<00:10, 5.20it/s] 29/499 4.32G 0.01604 0.01239 0.0071 67 640: 69%|######9 | 116/168 [00:22<00:09, 5.31it/s] 29/499 4.32G 0.01605 0.01238 0.007063 67 640: 69%|######9 | 116/168 [00:22<00:09, 5.31it/s] 29/499 4.32G 0.01605 0.01238 0.007063 67 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s] 29/499 4.32G 0.01609 0.01238 0.007087 61 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s] 29/499 4.32G 0.01609 0.01238 0.007087 61 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s] 29/499 4.32G 0.01608 0.0124 0.007089 84 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s] 29/499 4.32G 0.01608 0.0124 0.007089 84 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s] 29/499 4.32G 0.0161 0.0124 0.00708 66 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s] 29/499 4.32G 0.0161 0.0124 0.00708 66 640: 71%|#######1 | 120/168 [00:22<00:08, 5.37it/s] 29/499 4.32G 0.01609 0.01239 0.007073 62 640: 71%|#######1 | 120/168 [00:23<00:08, 5.37it/s] 29/499 4.32G 0.01609 0.01239 0.007073 62 640: 72%|#######2 | 121/168 [00:23<00:08, 5.23it/s] 29/499 4.32G 0.01609 0.01239 0.007081 64 640: 72%|#######2 | 121/168 [00:23<00:08, 5.23it/s] 29/499 4.32G 0.01609 0.01239 0.007081 64 640: 73%|#######2 | 122/168 [00:23<00:08, 5.31it/s] 29/499 4.32G 0.01607 0.01239 0.007038 73 640: 73%|#######2 | 122/168 [00:23<00:08, 5.31it/s] 29/499 4.32G 0.01607 0.01239 0.007038 73 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s] 29/499 4.32G 0.01608 0.01238 0.007029 63 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s] 29/499 4.32G 0.01608 0.01238 0.007029 63 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s] 29/499 4.32G 0.01609 0.01238 0.007021 59 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s] 29/499 4.32G 0.01609 0.01238 0.007021 59 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s] 29/499 4.32G 0.01607 0.01239 0.007021 72 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s] 29/499 4.32G 0.01607 0.01239 0.007021 72 640: 75%|#######5 | 126/168 [00:23<00:07, 5.33it/s] 29/499 4.32G 0.01608 0.01237 0.007026 61 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s] 29/499 4.32G 0.01608 0.01237 0.007026 61 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s] 29/499 4.32G 0.01606 0.01235 0.007037 59 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s] 29/499 4.32G 0.01606 0.01235 0.007037 59 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s] 29/499 4.32G 0.01606 0.01235 0.007042 65 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s] 29/499 4.32G 0.01606 0.01235 0.007042 65 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s] 29/499 4.32G 0.01605 0.01235 0.007062 68 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s] 29/499 4.32G 0.01605 0.01235 0.007062 68 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s] 29/499 4.32G 0.01604 0.01235 0.007036 63 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s] 29/499 4.32G 0.01604 0.01235 0.007036 63 640: 78%|#######7 | 131/168 [00:24<00:07, 5.25it/s] 29/499 4.32G 0.01604 0.01236 0.007044 69 640: 78%|#######7 | 131/168 [00:25<00:07, 5.25it/s] 29/499 4.32G 0.01604 0.01236 0.007044 69 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s] 29/499 4.32G 0.01605 0.01236 0.007047 75 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s] 29/499 4.32G 0.01605 0.01236 0.007047 75 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s] 29/499 4.32G 0.01604 0.01236 0.007019 69 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s] 29/499 4.32G 0.01604 0.01236 0.007019 69 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s] 29/499 4.32G 0.01604 0.01238 0.007028 79 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s] 29/499 4.32G 0.01604 0.01238 0.007028 79 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s] 29/499 4.32G 0.01604 0.01239 0.007057 72 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s] 29/499 4.32G 0.01604 0.01239 0.007057 72 640: 81%|######## | 136/168 [00:25<00:06, 5.18it/s] 29/499 4.32G 0.01603 0.01239 0.007043 66 640: 81%|######## | 136/168 [00:26<00:06, 5.18it/s] 29/499 4.32G 0.01603 0.01239 0.007043 66 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s] 29/499 4.32G 0.01603 0.01238 0.007033 71 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s] 29/499 4.32G 0.01603 0.01238 0.007033 71 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s] 29/499 4.32G 0.01603 0.01237 0.00703 57 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s] 29/499 4.32G 0.01603 0.01237 0.00703 57 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s] 29/499 4.32G 0.01601 0.01237 0.007015 74 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s] 29/499 4.32G 0.01601 0.01237 0.007015 74 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s] 29/499 4.32G 0.01603 0.0124 0.007009 86 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s] 29/499 4.32G 0.01603 0.0124 0.007009 86 640: 84%|########3 | 141/168 [00:26<00:05, 5.37it/s] 29/499 4.32G 0.01603 0.0124 0.007008 66 640: 84%|########3 | 141/168 [00:26<00:05, 5.37it/s] 29/499 4.32G 0.01603 0.0124 0.007008 66 640: 85%|########4 | 142/168 [00:26<00:04, 5.22it/s] 29/499 4.32G 0.01603 0.01241 0.007012 69 640: 85%|########4 | 142/168 [00:27<00:04, 5.22it/s] 29/499 4.32G 0.01603 0.01241 0.007012 69 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s] 29/499 4.32G 0.01602 0.01241 0.007023 84 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s] 29/499 4.32G 0.01602 0.01241 0.007023 84 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s] 29/499 4.32G 0.01603 0.01241 0.007019 67 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s] 29/499 4.32G 0.01603 0.01241 0.007019 67 640: 86%|########6 | 145/168 [00:27<00:04, 5.23it/s] 29/499 4.32G 0.01602 0.01241 0.007005 71 640: 86%|########6 | 145/168 [00:27<00:04, 5.23it/s] 29/499 4.32G 0.01602 0.01241 0.007005 71 640: 87%|########6 | 146/168 [00:27<00:04, 5.33it/s] 29/499 4.32G 0.01601 0.01241 0.007024 78 640: 87%|########6 | 146/168 [00:27<00:04, 5.33it/s] 29/499 4.32G 0.01601 0.01241 0.007024 78 640: 88%|########7 | 147/168 [00:27<00:03, 5.40it/s] 29/499 4.32G 0.01601 0.01241 0.00702 69 640: 88%|########7 | 147/168 [00:28<00:03, 5.40it/s] 29/499 4.32G 0.01601 0.01241 0.00702 69 640: 88%|########8 | 148/168 [00:28<00:03, 5.24it/s] 29/499 4.32G 0.016 0.01241 0.00699 69 640: 88%|########8 | 148/168 [00:28<00:03, 5.24it/s] 29/499 4.32G 0.016 0.01241 0.00699 69 640: 89%|########8 | 149/168 [00:28<00:03, 5.32it/s] 29/499 4.32G 0.016 0.01239 0.00701 52 640: 89%|########8 | 149/168 [00:28<00:03, 5.32it/s] 29/499 4.32G 0.016 0.01239 0.00701 52 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s] 29/499 4.32G 0.01599 0.01239 0.007014 67 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s] 29/499 4.32G 0.01599 0.01239 0.007014 67 640: 90%|########9 | 151/168 [00:28<00:03, 5.22it/s] 29/499 4.32G 0.01597 0.01237 0.007028 77 640: 90%|########9 | 151/168 [00:28<00:03, 5.22it/s] 29/499 4.32G 0.01597 0.01237 0.007028 77 640: 90%|######### | 152/168 [00:28<00:03, 5.31it/s] 29/499 4.32G 0.01596 0.01236 0.007028 68 640: 90%|######### | 152/168 [00:29<00:03, 5.31it/s] 29/499 4.32G 0.01596 0.01236 0.007028 68 640: 91%|#########1| 153/168 [00:29<00:02, 5.37it/s] 29/499 4.32G 0.01595 0.01235 0.006996 59 640: 91%|#########1| 153/168 [00:29<00:02, 5.37it/s] 29/499 4.32G 0.01595 0.01235 0.006996 59 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s] 29/499 4.32G 0.01595 0.01234 0.007004 61 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s] 29/499 4.32G 0.01595 0.01234 0.007004 61 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s] 29/499 4.32G 0.01593 0.01232 0.006993 58 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s] 29/499 4.32G 0.01593 0.01232 0.006993 58 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s] 29/499 4.32G 0.01593 0.01231 0.006959 59 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s] 29/499 4.32G 0.01593 0.01231 0.006959 59 640: 93%|#########3| 157/168 [00:29<00:02, 5.23it/s] 29/499 4.32G 0.01593 0.01232 0.006931 74 640: 93%|#########3| 157/168 [00:29<00:02, 5.23it/s] 29/499 4.32G 0.01593 0.01232 0.006931 74 640: 94%|#########4| 158/168 [00:29<00:01, 5.32it/s] 29/499 4.32G 0.01592 0.01231 0.006918 52 640: 94%|#########4| 158/168 [00:30<00:01, 5.32it/s] 29/499 4.32G 0.01592 0.01231 0.006918 52 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s] 29/499 4.32G 0.01592 0.0123 0.006932 67 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s] 29/499 4.32G 0.01592 0.0123 0.006932 67 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s] 29/499 4.32G 0.01589 0.01229 0.006936 55 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s] 29/499 4.32G 0.01589 0.01229 0.006936 55 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s] 29/499 4.32G 0.01589 0.01227 0.006922 51 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s] 29/499 4.32G 0.01589 0.01227 0.006922 51 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s] 29/499 4.32G 0.01587 0.01225 0.006912 52 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s] 29/499 4.32G 0.01587 0.01225 0.006912 52 640: 97%|#########7| 163/168 [00:30<00:00, 5.24it/s] 29/499 4.32G 0.01587 0.01227 0.006924 77 640: 97%|#########7| 163/168 [00:31<00:00, 5.24it/s] 29/499 4.32G 0.01587 0.01227 0.006924 77 640: 98%|#########7| 164/168 [00:31<00:00, 5.31it/s] 29/499 4.32G 0.01588 0.01228 0.006946 74 640: 98%|#########7| 164/168 [00:31<00:00, 5.31it/s] 29/499 4.32G 0.01588 0.01228 0.006946 74 640: 98%|#########8| 165/168 [00:31<00:00, 5.39it/s] 29/499 4.32G 0.01587 0.01229 0.006952 75 640: 98%|#########8| 165/168 [00:31<00:00, 5.39it/s] 29/499 4.32G 0.01587 0.01229 0.006952 75 640: 99%|#########8| 166/168 [00:31<00:00, 5.24it/s] 29/499 4.32G 0.01586 0.0123 0.006949 83 640: 99%|#########8| 166/168 [00:31<00:00, 5.24it/s] 29/499 4.32G 0.01586 0.0123 0.006949 83 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s] 29/499 4.32G 0.01585 0.01231 0.00697 39 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s] 29/499 4.32G 0.01585 0.01231 0.00697 39 640: 100%|##########| 168/168 [00:31<00:00, 5.49it/s] 29/499 4.32G 0.01585 0.01231 0.00697 39 640: 100%|##########| 168/168 [00:31<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.85it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.44it/s] all 132 263 0.803 0.828 0.86 0.703 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 30/499 4.32G 0.01473 0.01318 0.005299 72 640: 0%| | 0/168 [00:00<?, ?it/s] 30/499 4.32G 0.01473 0.01318 0.005299 72 640: 1%| | 1/168 [00:00<00:33, 4.95it/s] 30/499 4.32G 0.01562 0.01245 0.00441 70 640: 1%| | 1/168 [00:00<00:33, 4.95it/s] 30/499 4.32G 0.01562 0.01245 0.00441 70 640: 1%|1 | 2/168 [00:00<00:31, 5.27it/s] 30/499 4.32G 0.01531 0.01218 0.007496 72 640: 1%|1 | 2/168 [00:00<00:31, 5.27it/s] 30/499 4.32G 0.01531 0.01218 0.007496 72 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s] 30/499 4.32G 0.01582 0.01251 0.006069 69 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s] 30/499 4.32G 0.01582 0.01251 0.006069 69 640: 2%|2 | 4/168 [00:00<00:31, 5.22it/s] 30/499 4.32G 0.01605 0.01297 0.00702 78 640: 2%|2 | 4/168 [00:00<00:31, 5.22it/s] 30/499 4.32G 0.01605 0.01297 0.00702 78 640: 3%|2 | 5/168 [00:00<00:30, 5.32it/s] 30/499 4.32G 0.01613 0.01255 0.007526 60 640: 3%|2 | 5/168 [00:01<00:30, 5.32it/s] 30/499 4.32G 0.01613 0.01255 0.007526 60 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s] 30/499 4.32G 0.01614 0.01263 0.007411 64 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s] 30/499 4.32G 0.01614 0.01263 0.007411 64 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s] 30/499 4.32G 0.01596 0.01272 0.007494 68 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s] 30/499 4.32G 0.01596 0.01272 0.007494 68 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s] 30/499 4.32G 0.01577 0.01256 0.007451 71 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s] 30/499 4.32G 0.01577 0.01256 0.007451 71 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s] 30/499 4.32G 0.01612 0.01256 0.007541 59 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s] 30/499 4.32G 0.01612 0.01256 0.007541 59 640: 6%|5 | 10/168 [00:01<00:30, 5.22it/s] 30/499 4.32G 0.01619 0.01273 0.007628 71 640: 6%|5 | 10/168 [00:02<00:30, 5.22it/s] 30/499 4.32G 0.01619 0.01273 0.007628 71 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s] 30/499 4.32G 0.0162 0.01268 0.007706 76 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s] 30/499 4.32G 0.0162 0.01268 0.007706 76 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s] 30/499 4.32G 0.01619 0.01258 0.00727 61 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s] 30/499 4.32G 0.01619 0.01258 0.00727 61 640: 8%|7 | 13/168 [00:02<00:29, 5.23it/s] 30/499 4.32G 0.01637 0.01246 0.007188 55 640: 8%|7 | 13/168 [00:02<00:29, 5.23it/s] 30/499 4.32G 0.01637 0.01246 0.007188 55 640: 8%|8 | 14/168 [00:02<00:28, 5.32it/s] 30/499 4.32G 0.01638 0.01237 0.007154 62 640: 8%|8 | 14/168 [00:02<00:28, 5.32it/s] 30/499 4.32G 0.01638 0.01237 0.007154 62 640: 9%|8 | 15/168 [00:02<00:28, 5.38it/s] 30/499 4.32G 0.01629 0.01224 0.00704 56 640: 9%|8 | 15/168 [00:03<00:28, 5.38it/s] 30/499 4.32G 0.01629 0.01224 0.00704 56 640: 10%|9 | 16/168 [00:03<00:28, 5.26it/s] 30/499 4.32G 0.01621 0.01218 0.007108 70 640: 10%|9 | 16/168 [00:03<00:28, 5.26it/s] 30/499 4.32G 0.01621 0.01218 0.007108 70 640: 10%|# | 17/168 [00:03<00:28, 5.33it/s] 30/499 4.32G 0.01619 0.01211 0.007242 54 640: 10%|# | 17/168 [00:03<00:28, 5.33it/s] 30/499 4.32G 0.01619 0.01211 0.007242 54 640: 11%|# | 18/168 [00:03<00:27, 5.39it/s] 30/499 4.32G 0.01614 0.01209 0.007348 73 640: 11%|# | 18/168 [00:03<00:27, 5.39it/s] 30/499 4.32G 0.01614 0.01209 0.007348 73 640: 11%|#1 | 19/168 [00:03<00:28, 5.25it/s] 30/499 4.32G 0.01615 0.01218 0.007323 71 640: 11%|#1 | 19/168 [00:03<00:28, 5.25it/s] 30/499 4.32G 0.01615 0.01218 0.007323 71 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s] 30/499 4.32G 0.01607 0.01214 0.00713 64 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s] 30/499 4.32G 0.01607 0.01214 0.00713 64 640: 12%|#2 | 21/168 [00:03<00:27, 5.35it/s] 30/499 4.32G 0.0161 0.01208 0.007041 54 640: 12%|#2 | 21/168 [00:04<00:27, 5.35it/s] 30/499 4.32G 0.0161 0.01208 0.007041 54 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s] 30/499 4.32G 0.01609 0.01219 0.006956 76 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s] 30/499 4.32G 0.01609 0.01219 0.006956 76 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s] 30/499 4.32G 0.01607 0.01221 0.006948 74 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s] 30/499 4.32G 0.01607 0.01221 0.006948 74 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s] 30/499 4.32G 0.0161 0.01229 0.006918 77 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s] 30/499 4.32G 0.0161 0.01229 0.006918 77 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s] 30/499 4.32G 0.01605 0.01228 0.006962 64 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s] 30/499 4.32G 0.01605 0.01228 0.006962 64 640: 15%|#5 | 26/168 [00:04<00:26, 5.28it/s] 30/499 4.32G 0.01602 0.01226 0.006929 64 640: 15%|#5 | 26/168 [00:05<00:26, 5.28it/s] 30/499 4.32G 0.01602 0.01226 0.006929 64 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s] 30/499 4.32G 0.01598 0.01227 0.006815 60 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s] 30/499 4.32G 0.01598 0.01227 0.006815 60 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s] 30/499 4.32G 0.016 0.0122 0.006886 56 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s] 30/499 4.32G 0.016 0.0122 0.006886 56 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s] 30/499 4.32G 0.01602 0.01222 0.006828 63 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s] 30/499 4.32G 0.01602 0.01222 0.006828 63 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s] 30/499 4.32G 0.01599 0.01214 0.006749 64 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s] 30/499 4.32G 0.01599 0.01214 0.006749 64 640: 18%|#8 | 31/168 [00:05<00:26, 5.18it/s] 30/499 4.32G 0.01591 0.01213 0.006734 69 640: 18%|#8 | 31/168 [00:06<00:26, 5.18it/s] 30/499 4.32G 0.01591 0.01213 0.006734 69 640: 19%|#9 | 32/168 [00:06<00:25, 5.24it/s] 30/499 4.32G 0.01592 0.01214 0.006696 65 640: 19%|#9 | 32/168 [00:06<00:25, 5.24it/s] 30/499 4.32G 0.01592 0.01214 0.006696 65 640: 20%|#9 | 33/168 [00:06<00:25, 5.27it/s] 30/499 4.32G 0.01587 0.01212 0.00668 71 640: 20%|#9 | 33/168 [00:06<00:25, 5.27it/s] 30/499 4.32G 0.01587 0.01212 0.00668 71 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s] 30/499 4.32G 0.01586 0.01214 0.006674 76 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s] 30/499 4.32G 0.01586 0.01214 0.006674 76 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s] 30/499 4.32G 0.01582 0.0121 0.006626 63 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s] 30/499 4.32G 0.01582 0.0121 0.006626 63 640: 21%|##1 | 36/168 [00:06<00:24, 5.31it/s] 30/499 4.32G 0.01578 0.01203 0.006732 57 640: 21%|##1 | 36/168 [00:07<00:24, 5.31it/s] 30/499 4.32G 0.01578 0.01203 0.006732 57 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s] 30/499 4.32G 0.01574 0.01198 0.00668 59 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s] 30/499 4.32G 0.01574 0.01198 0.00668 59 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s] 30/499 4.32G 0.01572 0.01197 0.006664 58 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s] 30/499 4.32G 0.01572 0.01197 0.006664 58 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s] 30/499 4.32G 0.01574 0.01196 0.006645 69 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s] 30/499 4.32G 0.01574 0.01196 0.006645 69 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s] 30/499 4.32G 0.01574 0.01194 0.006613 58 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s] 30/499 4.32G 0.01574 0.01194 0.006613 58 640: 24%|##4 | 41/168 [00:07<00:24, 5.27it/s] 30/499 4.32G 0.01571 0.01191 0.006631 63 640: 24%|##4 | 41/168 [00:07<00:24, 5.27it/s] 30/499 4.32G 0.01571 0.01191 0.006631 63 640: 25%|##5 | 42/168 [00:07<00:23, 5.37it/s] 30/499 4.32G 0.01571 0.01197 0.006653 73 640: 25%|##5 | 42/168 [00:08<00:23, 5.37it/s] 30/499 4.32G 0.01571 0.01197 0.006653 73 640: 26%|##5 | 43/168 [00:08<00:23, 5.22it/s] 30/499 4.32G 0.01571 0.01195 0.006676 68 640: 26%|##5 | 43/168 [00:08<00:23, 5.22it/s] 30/499 4.32G 0.01571 0.01195 0.006676 68 640: 26%|##6 | 44/168 [00:08<00:23, 5.24it/s] 30/499 4.32G 0.01569 0.0119 0.00663 64 640: 26%|##6 | 44/168 [00:08<00:23, 5.24it/s] 30/499 4.32G 0.01569 0.0119 0.00663 64 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s] 30/499 4.32G 0.01568 0.01194 0.006613 79 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s] 30/499 4.32G 0.01568 0.01194 0.006613 79 640: 27%|##7 | 46/168 [00:08<00:23, 5.20it/s] 30/499 4.32G 0.01568 0.01196 0.006589 74 640: 27%|##7 | 46/168 [00:08<00:23, 5.20it/s] 30/499 4.32G 0.01568 0.01196 0.006589 74 640: 28%|##7 | 47/168 [00:08<00:22, 5.28it/s] 30/499 4.32G 0.0157 0.01191 0.006594 60 640: 28%|##7 | 47/168 [00:09<00:22, 5.28it/s] 30/499 4.32G 0.0157 0.01191 0.006594 60 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s] 30/499 4.32G 0.01567 0.01188 0.006549 58 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s] 30/499 4.32G 0.01567 0.01188 0.006549 58 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s] 30/499 4.32G 0.01564 0.01188 0.006549 70 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s] 30/499 4.32G 0.01564 0.01188 0.006549 70 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s] 30/499 4.32G 0.01562 0.01186 0.00654 57 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s] 30/499 4.32G 0.01562 0.01186 0.00654 57 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s] 30/499 4.32G 0.01559 0.01187 0.006556 66 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s] 30/499 4.32G 0.01559 0.01187 0.006556 66 640: 31%|### | 52/168 [00:09<00:22, 5.18it/s] 30/499 4.32G 0.01555 0.01183 0.006586 64 640: 31%|### | 52/168 [00:10<00:22, 5.18it/s] 30/499 4.32G 0.01555 0.01183 0.006586 64 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s] 30/499 4.32G 0.01557 0.01183 0.006563 69 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s] 30/499 4.32G 0.01557 0.01183 0.006563 69 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s] 30/499 4.32G 0.01555 0.01183 0.006522 62 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s] 30/499 4.32G 0.01555 0.01183 0.006522 62 640: 33%|###2 | 55/168 [00:10<00:22, 5.12it/s] 30/499 4.32G 0.01557 0.01186 0.00658 63 640: 33%|###2 | 55/168 [00:10<00:22, 5.12it/s] 30/499 4.32G 0.01557 0.01186 0.00658 63 640: 33%|###3 | 56/168 [00:10<00:21, 5.21it/s] 30/499 4.32G 0.01553 0.01184 0.0066 66 640: 33%|###3 | 56/168 [00:10<00:21, 5.21it/s] 30/499 4.32G 0.01553 0.01184 0.0066 66 640: 34%|###3 | 57/168 [00:10<00:20, 5.30it/s] 30/499 4.32G 0.01551 0.01183 0.00657 69 640: 34%|###3 | 57/168 [00:11<00:20, 5.30it/s] 30/499 4.32G 0.01551 0.01183 0.00657 69 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s] 30/499 4.32G 0.01553 0.01187 0.006558 79 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s] 30/499 4.32G 0.01553 0.01187 0.006558 79 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s] 30/499 4.32G 0.01552 0.01187 0.006496 70 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s] 30/499 4.32G 0.01552 0.01187 0.006496 70 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s] 30/499 4.32G 0.0155 0.01188 0.0065 75 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s] 30/499 4.32G 0.0155 0.01188 0.0065 75 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s] 30/499 4.32G 0.01549 0.01184 0.006491 67 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s] 30/499 4.32G 0.01549 0.01184 0.006491 67 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s] 30/499 4.32G 0.01551 0.01185 0.006433 68 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s] 30/499 4.32G 0.01551 0.01185 0.006433 68 640: 38%|###7 | 63/168 [00:11<00:19, 5.35it/s] 30/499 4.32G 0.01557 0.01192 0.006445 78 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s] 30/499 4.32G 0.01557 0.01192 0.006445 78 640: 38%|###8 | 64/168 [00:12<00:19, 5.23it/s] 30/499 4.32G 0.01556 0.01189 0.006489 51 640: 38%|###8 | 64/168 [00:12<00:19, 5.23it/s] 30/499 4.32G 0.01556 0.01189 0.006489 51 640: 39%|###8 | 65/168 [00:12<00:19, 5.30it/s] 30/499 4.32G 0.01556 0.01189 0.006506 58 640: 39%|###8 | 65/168 [00:12<00:19, 5.30it/s] 30/499 4.32G 0.01556 0.01189 0.006506 58 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s] 30/499 4.32G 0.01558 0.01188 0.006478 58 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s] 30/499 4.32G 0.01558 0.01188 0.006478 58 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s] 30/499 4.32G 0.01558 0.01189 0.006434 72 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s] 30/499 4.32G 0.01558 0.01189 0.006434 72 640: 40%|#### | 68/168 [00:12<00:18, 5.32it/s] 30/499 4.32G 0.01557 0.01191 0.00643 78 640: 40%|#### | 68/168 [00:13<00:18, 5.32it/s] 30/499 4.32G 0.01557 0.01191 0.00643 78 640: 41%|####1 | 69/168 [00:13<00:18, 5.38it/s] 30/499 4.32G 0.01556 0.01196 0.006454 85 640: 41%|####1 | 69/168 [00:13<00:18, 5.38it/s] 30/499 4.32G 0.01556 0.01196 0.006454 85 640: 42%|####1 | 70/168 [00:13<00:18, 5.24it/s] 30/499 4.32G 0.01558 0.01201 0.006414 84 640: 42%|####1 | 70/168 [00:13<00:18, 5.24it/s] 30/499 4.32G 0.01558 0.01201 0.006414 84 640: 42%|####2 | 71/168 [00:13<00:18, 5.33it/s] 30/499 4.32G 0.01559 0.01203 0.006369 68 640: 42%|####2 | 71/168 [00:13<00:18, 5.33it/s] 30/499 4.32G 0.01559 0.01203 0.006369 68 640: 43%|####2 | 72/168 [00:13<00:17, 5.40it/s] 30/499 4.32G 0.01559 0.01199 0.006325 49 640: 43%|####2 | 72/168 [00:13<00:17, 5.40it/s] 30/499 4.32G 0.01559 0.01199 0.006325 49 640: 43%|####3 | 73/168 [00:13<00:18, 5.25it/s] 30/499 4.32G 0.01561 0.01205 0.006326 91 640: 43%|####3 | 73/168 [00:14<00:18, 5.25it/s] 30/499 4.32G 0.01561 0.01205 0.006326 91 640: 44%|####4 | 74/168 [00:14<00:17, 5.31it/s] 30/499 4.32G 0.01564 0.01207 0.006354 77 640: 44%|####4 | 74/168 [00:14<00:17, 5.31it/s] 30/499 4.32G 0.01564 0.01207 0.006354 77 640: 45%|####4 | 75/168 [00:14<00:17, 5.37it/s] 30/499 4.32G 0.01562 0.01205 0.006314 64 640: 45%|####4 | 75/168 [00:14<00:17, 5.37it/s] 30/499 4.32G 0.01562 0.01205 0.006314 64 640: 45%|####5 | 76/168 [00:14<00:17, 5.24it/s] 30/499 4.32G 0.01563 0.01202 0.006325 57 640: 45%|####5 | 76/168 [00:14<00:17, 5.24it/s] 30/499 4.32G 0.01563 0.01202 0.006325 57 640: 46%|####5 | 77/168 [00:14<00:17, 5.33it/s] 30/499 4.32G 0.01565 0.01202 0.006305 59 640: 46%|####5 | 77/168 [00:14<00:17, 5.33it/s] 30/499 4.32G 0.01565 0.01202 0.006305 59 640: 46%|####6 | 78/168 [00:14<00:16, 5.36it/s] 30/499 4.32G 0.01564 0.01203 0.006312 71 640: 46%|####6 | 78/168 [00:14<00:16, 5.36it/s] 30/499 4.32G 0.01564 0.01203 0.006312 71 640: 47%|####7 | 79/168 [00:14<00:17, 5.21it/s] 30/499 4.32G 0.01565 0.01203 0.006273 64 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s] 30/499 4.32G 0.01565 0.01203 0.006273 64 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s] 30/499 4.32G 0.01566 0.01205 0.006263 68 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s] 30/499 4.32G 0.01566 0.01205 0.006263 68 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s] 30/499 4.32G 0.01566 0.01207 0.006284 74 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s] 30/499 4.32G 0.01566 0.01207 0.006284 74 640: 49%|####8 | 82/168 [00:15<00:16, 5.17it/s] 30/499 4.32G 0.01564 0.01209 0.006303 74 640: 49%|####8 | 82/168 [00:15<00:16, 5.17it/s] 30/499 4.32G 0.01564 0.01209 0.006303 74 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s] 30/499 4.32G 0.01565 0.01211 0.006264 74 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s] 30/499 4.32G 0.01565 0.01211 0.006264 74 640: 50%|##### | 84/168 [00:15<00:15, 5.32it/s] 30/499 4.32G 0.01565 0.01212 0.006261 82 640: 50%|##### | 84/168 [00:16<00:15, 5.32it/s] 30/499 4.32G 0.01565 0.01212 0.006261 82 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s] 30/499 4.32G 0.01565 0.01212 0.00622 68 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s] 30/499 4.32G 0.01565 0.01212 0.00622 68 640: 51%|#####1 | 86/168 [00:16<00:15, 5.26it/s] 30/499 4.32G 0.01564 0.01212 0.006238 63 640: 51%|#####1 | 86/168 [00:16<00:15, 5.26it/s] 30/499 4.32G 0.01564 0.01212 0.006238 63 640: 52%|#####1 | 87/168 [00:16<00:15, 5.20it/s] 30/499 4.32G 0.01562 0.01212 0.006209 73 640: 52%|#####1 | 87/168 [00:16<00:15, 5.20it/s] 30/499 4.32G 0.01562 0.01212 0.006209 73 640: 52%|#####2 | 88/168 [00:16<00:15, 5.10it/s] 30/499 4.32G 0.01562 0.0121 0.006202 69 640: 52%|#####2 | 88/168 [00:16<00:15, 5.10it/s] 30/499 4.32G 0.01562 0.0121 0.006202 69 640: 53%|#####2 | 89/168 [00:16<00:15, 5.21it/s] 30/499 4.32G 0.01562 0.01215 0.006191 83 640: 53%|#####2 | 89/168 [00:17<00:15, 5.21it/s] 30/499 4.32G 0.01562 0.01215 0.006191 83 640: 54%|#####3 | 90/168 [00:17<00:14, 5.27it/s] 30/499 4.32G 0.01563 0.01212 0.006171 56 640: 54%|#####3 | 90/168 [00:17<00:14, 5.27it/s] 30/499 4.32G 0.01563 0.01212 0.006171 56 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s] 30/499 4.32G 0.01564 0.0121 0.006226 53 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s] 30/499 4.32G 0.01564 0.0121 0.006226 53 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s] 30/499 4.32G 0.01566 0.01211 0.006298 60 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s] 30/499 4.32G 0.01566 0.01211 0.006298 60 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s] 30/499 4.32G 0.01567 0.01211 0.006295 75 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s] 30/499 4.32G 0.01567 0.01211 0.006295 75 640: 56%|#####5 | 94/168 [00:17<00:14, 5.18it/s] 30/499 4.32G 0.01567 0.01211 0.006317 68 640: 56%|#####5 | 94/168 [00:18<00:14, 5.18it/s] 30/499 4.32G 0.01567 0.01211 0.006317 68 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s] 30/499 4.32G 0.01568 0.01208 0.006297 55 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s] 30/499 4.32G 0.01568 0.01208 0.006297 55 640: 57%|#####7 | 96/168 [00:18<00:13, 5.35it/s] 30/499 4.32G 0.01567 0.01208 0.00631 68 640: 57%|#####7 | 96/168 [00:18<00:13, 5.35it/s] 30/499 4.32G 0.01567 0.01208 0.00631 68 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s] 30/499 4.32G 0.01566 0.01208 0.006304 73 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s] 30/499 4.32G 0.01566 0.01208 0.006304 73 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s] 30/499 4.32G 0.01565 0.01208 0.006377 61 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s] 30/499 4.32G 0.01565 0.01208 0.006377 61 640: 59%|#####8 | 99/168 [00:18<00:12, 5.31it/s] 30/499 4.32G 0.01567 0.0121 0.006373 70 640: 59%|#####8 | 99/168 [00:18<00:12, 5.31it/s] 30/499 4.32G 0.01567 0.0121 0.006373 70 640: 60%|#####9 | 100/168 [00:18<00:13, 5.16it/s] 30/499 4.32G 0.01565 0.0121 0.006368 77 640: 60%|#####9 | 100/168 [00:19<00:13, 5.16it/s] 30/499 4.32G 0.01565 0.0121 0.006368 77 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s] 30/499 4.32G 0.01565 0.01212 0.006369 79 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s] 30/499 4.32G 0.01565 0.01212 0.006369 79 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s] 30/499 4.32G 0.01564 0.01213 0.006424 83 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s] 30/499 4.32G 0.01564 0.01213 0.006424 83 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s] 30/499 4.32G 0.01565 0.01214 0.006424 68 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s] 30/499 4.32G 0.01565 0.01214 0.006424 68 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s] 30/499 4.32G 0.01565 0.01213 0.006386 69 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s] 30/499 4.32G 0.01565 0.01213 0.006386 69 640: 62%|######2 | 105/168 [00:19<00:11, 5.36it/s] 30/499 4.32G 0.01566 0.01211 0.006402 54 640: 62%|######2 | 105/168 [00:20<00:11, 5.36it/s] 30/499 4.32G 0.01566 0.01211 0.006402 54 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s] 30/499 4.32G 0.01564 0.01211 0.006382 82 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s] 30/499 4.32G 0.01564 0.01211 0.006382 82 640: 64%|######3 | 107/168 [00:20<00:11, 5.31it/s] 30/499 4.32G 0.01566 0.01211 0.006397 69 640: 64%|######3 | 107/168 [00:20<00:11, 5.31it/s] 30/499 4.32G 0.01566 0.01211 0.006397 69 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s] 30/499 4.32G 0.01565 0.01214 0.006411 82 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s] 30/499 4.32G 0.01565 0.01214 0.006411 82 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s] 30/499 4.32G 0.01564 0.01212 0.006405 65 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s] 30/499 4.32G 0.01564 0.01212 0.006405 65 640: 65%|######5 | 110/168 [00:20<00:11, 5.27it/s] 30/499 4.32G 0.01564 0.01212 0.0064 65 640: 65%|######5 | 110/168 [00:21<00:11, 5.27it/s] 30/499 4.32G 0.01564 0.01212 0.0064 65 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s] 30/499 4.32G 0.01563 0.01212 0.006389 61 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s] 30/499 4.32G 0.01563 0.01212 0.006389 61 640: 67%|######6 | 112/168 [00:21<00:10, 5.20it/s] 30/499 4.32G 0.01562 0.01213 0.006395 76 640: 67%|######6 | 112/168 [00:21<00:10, 5.20it/s] 30/499 4.32G 0.01562 0.01213 0.006395 76 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s] 30/499 4.32G 0.01563 0.01213 0.006412 63 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s] 30/499 4.32G 0.01563 0.01213 0.006412 63 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s] 30/499 4.32G 0.01563 0.01211 0.006427 58 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s] 30/499 4.32G 0.01563 0.01211 0.006427 58 640: 68%|######8 | 115/168 [00:21<00:10, 5.20it/s] 30/499 4.32G 0.01562 0.01211 0.006415 72 640: 68%|######8 | 115/168 [00:22<00:10, 5.20it/s] 30/499 4.32G 0.01562 0.01211 0.006415 72 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s] 30/499 4.32G 0.0156 0.0121 0.006403 66 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s] 30/499 4.32G 0.0156 0.0121 0.006403 66 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s] 30/499 4.32G 0.01561 0.0121 0.006389 70 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s] 30/499 4.32G 0.01561 0.0121 0.006389 70 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s] 30/499 4.32G 0.0156 0.01209 0.006413 70 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s] 30/499 4.32G 0.0156 0.01209 0.006413 70 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s] 30/499 4.32G 0.01558 0.01206 0.006455 49 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s] 30/499 4.32G 0.01558 0.01206 0.006455 49 640: 71%|#######1 | 120/168 [00:22<00:09, 5.25it/s] 30/499 4.32G 0.01556 0.01208 0.006487 81 640: 71%|#######1 | 120/168 [00:22<00:09, 5.25it/s] 30/499 4.32G 0.01556 0.01208 0.006487 81 640: 72%|#######2 | 121/168 [00:22<00:09, 5.14it/s] 30/499 4.32G 0.01558 0.01208 0.006488 68 640: 72%|#######2 | 121/168 [00:23<00:09, 5.14it/s] 30/499 4.32G 0.01558 0.01208 0.006488 68 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s] 30/499 4.32G 0.01559 0.01209 0.006472 74 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s] 30/499 4.32G 0.01559 0.01209 0.006472 74 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 30/499 4.32G 0.01559 0.01206 0.006505 49 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 30/499 4.32G 0.01559 0.01206 0.006505 49 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s] 30/499 4.32G 0.01559 0.01207 0.00649 84 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s] 30/499 4.32G 0.01559 0.01207 0.00649 84 640: 74%|#######4 | 125/168 [00:23<00:08, 5.20it/s] 30/499 4.32G 0.01559 0.01208 0.006466 71 640: 74%|#######4 | 125/168 [00:23<00:08, 5.20it/s] 30/499 4.32G 0.01559 0.01208 0.006466 71 640: 75%|#######5 | 126/168 [00:23<00:07, 5.29it/s] 30/499 4.32G 0.0156 0.01208 0.006447 75 640: 75%|#######5 | 126/168 [00:24<00:07, 5.29it/s] 30/499 4.32G 0.0156 0.01208 0.006447 75 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s] 30/499 4.32G 0.01559 0.01206 0.006425 54 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s] 30/499 4.32G 0.01559 0.01206 0.006425 54 640: 76%|#######6 | 128/168 [00:24<00:07, 5.25it/s] 30/499 4.32G 0.01558 0.01207 0.006432 80 640: 76%|#######6 | 128/168 [00:24<00:07, 5.25it/s] 30/499 4.32G 0.01558 0.01207 0.006432 80 640: 77%|#######6 | 129/168 [00:24<00:07, 5.33it/s] 30/499 4.32G 0.01557 0.01204 0.006421 50 640: 77%|#######6 | 129/168 [00:24<00:07, 5.33it/s] 30/499 4.32G 0.01557 0.01204 0.006421 50 640: 77%|#######7 | 130/168 [00:24<00:07, 5.19it/s] 30/499 4.32G 0.01557 0.01203 0.006461 64 640: 77%|#######7 | 130/168 [00:24<00:07, 5.19it/s] 30/499 4.32G 0.01557 0.01203 0.006461 64 640: 78%|#######7 | 131/168 [00:24<00:07, 5.27it/s] 30/499 4.32G 0.01556 0.01204 0.00644 63 640: 78%|#######7 | 131/168 [00:25<00:07, 5.27it/s] 30/499 4.32G 0.01556 0.01204 0.00644 63 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s] 30/499 4.32G 0.01555 0.01202 0.006473 54 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s] 30/499 4.32G 0.01555 0.01202 0.006473 54 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s] 30/499 4.32G 0.01555 0.01202 0.0065 63 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s] 30/499 4.32G 0.01555 0.01202 0.0065 63 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s] 30/499 4.32G 0.01556 0.01205 0.006515 86 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s] 30/499 4.32G 0.01556 0.01205 0.006515 86 640: 80%|######## | 135/168 [00:25<00:06, 5.31it/s] 30/499 4.32G 0.01556 0.01204 0.00652 64 640: 80%|######## | 135/168 [00:25<00:06, 5.31it/s] 30/499 4.32G 0.01556 0.01204 0.00652 64 640: 81%|######## | 136/168 [00:25<00:06, 5.17it/s] 30/499 4.32G 0.01555 0.01205 0.006523 81 640: 81%|######## | 136/168 [00:26<00:06, 5.17it/s] 30/499 4.32G 0.01555 0.01205 0.006523 81 640: 82%|########1 | 137/168 [00:26<00:05, 5.21it/s] 30/499 4.32G 0.01556 0.01205 0.006499 62 640: 82%|########1 | 137/168 [00:26<00:05, 5.21it/s] 30/499 4.32G 0.01556 0.01205 0.006499 62 640: 82%|########2 | 138/168 [00:26<00:05, 5.20it/s] 30/499 4.32G 0.01558 0.01209 0.006538 84 640: 82%|########2 | 138/168 [00:26<00:05, 5.20it/s] 30/499 4.32G 0.01558 0.01209 0.006538 84 640: 83%|########2 | 139/168 [00:26<00:05, 5.11it/s] 30/499 4.32G 0.0156 0.01209 0.006521 68 640: 83%|########2 | 139/168 [00:26<00:05, 5.11it/s] 30/499 4.32G 0.0156 0.01209 0.006521 68 640: 83%|########3 | 140/168 [00:26<00:05, 5.22it/s] 30/499 4.32G 0.01558 0.01207 0.006532 54 640: 83%|########3 | 140/168 [00:26<00:05, 5.22it/s] 30/499 4.32G 0.01558 0.01207 0.006532 54 640: 84%|########3 | 141/168 [00:26<00:05, 5.30it/s] 30/499 4.32G 0.01559 0.01205 0.006555 56 640: 84%|########3 | 141/168 [00:26<00:05, 5.30it/s] 30/499 4.32G 0.01559 0.01205 0.006555 56 640: 85%|########4 | 142/168 [00:26<00:05, 5.15it/s] 30/499 4.32G 0.01559 0.01203 0.006539 55 640: 85%|########4 | 142/168 [00:27<00:05, 5.15it/s] 30/499 4.32G 0.01559 0.01203 0.006539 55 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s] 30/499 4.32G 0.01559 0.01203 0.006516 63 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s] 30/499 4.32G 0.01559 0.01203 0.006516 63 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s] 30/499 4.32G 0.01561 0.01204 0.006522 70 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s] 30/499 4.32G 0.01561 0.01204 0.006522 70 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s] 30/499 4.32G 0.01562 0.01204 0.006525 58 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s] 30/499 4.32G 0.01562 0.01204 0.006525 58 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s] 30/499 4.32G 0.01563 0.01206 0.006541 84 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s] 30/499 4.32G 0.01563 0.01206 0.006541 84 640: 88%|########7 | 147/168 [00:27<00:03, 5.35it/s] 30/499 4.32G 0.01563 0.01208 0.006541 73 640: 88%|########7 | 147/168 [00:28<00:03, 5.35it/s] 30/499 4.32G 0.01563 0.01208 0.006541 73 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s] 30/499 4.32G 0.01562 0.01209 0.006566 78 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s] 30/499 4.32G 0.01562 0.01209 0.006566 78 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s] 30/499 4.32G 0.01562 0.01208 0.006601 60 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s] 30/499 4.32G 0.01562 0.01208 0.006601 60 640: 89%|########9 | 150/168 [00:28<00:03, 5.28it/s] 30/499 4.32G 0.01562 0.01208 0.006605 68 640: 89%|########9 | 150/168 [00:28<00:03, 5.28it/s] 30/499 4.32G 0.01562 0.01208 0.006605 68 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s] 30/499 4.32G 0.01561 0.01208 0.006599 62 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s] 30/499 4.32G 0.01561 0.01208 0.006599 62 640: 90%|######### | 152/168 [00:28<00:03, 5.25it/s] 30/499 4.32G 0.01562 0.01208 0.006622 66 640: 90%|######### | 152/168 [00:29<00:03, 5.25it/s] 30/499 4.32G 0.01562 0.01208 0.006622 66 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s] 30/499 4.32G 0.01562 0.01207 0.006612 65 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s] 30/499 4.32G 0.01562 0.01207 0.006612 65 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s] 30/499 4.32G 0.0156 0.01207 0.006585 64 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s] 30/499 4.32G 0.0156 0.01207 0.006585 64 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s] 30/499 4.32G 0.0156 0.01207 0.00659 72 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s] 30/499 4.32G 0.0156 0.01207 0.00659 72 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s] 30/499 4.32G 0.0156 0.01208 0.006585 73 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s] 30/499 4.32G 0.0156 0.01208 0.006585 73 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s] 30/499 4.32G 0.01561 0.01211 0.006599 83 640: 93%|#########3| 157/168 [00:30<00:02, 5.21it/s] 30/499 4.32G 0.01561 0.01211 0.006599 83 640: 94%|#########4| 158/168 [00:30<00:01, 5.30it/s] 30/499 4.32G 0.01561 0.01212 0.006616 73 640: 94%|#########4| 158/168 [00:30<00:01, 5.30it/s] 30/499 4.32G 0.01561 0.01212 0.006616 73 640: 95%|#########4| 159/168 [00:30<00:01, 5.30it/s] 30/499 4.32G 0.01561 0.01213 0.006624 76 640: 95%|#########4| 159/168 [00:30<00:01, 5.30it/s] 30/499 4.32G 0.01561 0.01213 0.006624 76 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s] 30/499 4.32G 0.01561 0.01214 0.006619 87 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s] 30/499 4.32G 0.01561 0.01214 0.006619 87 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s] 30/499 4.32G 0.01562 0.01215 0.006599 70 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s] 30/499 4.32G 0.01562 0.01215 0.006599 70 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s] 30/499 4.32G 0.01562 0.01214 0.006618 65 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s] 30/499 4.32G 0.01562 0.01214 0.006618 65 640: 97%|#########7| 163/168 [00:30<00:00, 5.21it/s] 30/499 4.32G 0.01563 0.01216 0.00661 69 640: 97%|#########7| 163/168 [00:31<00:00, 5.21it/s] 30/499 4.32G 0.01563 0.01216 0.00661 69 640: 98%|#########7| 164/168 [00:31<00:00, 5.24it/s] 30/499 4.32G 0.01563 0.01216 0.006664 70 640: 98%|#########7| 164/168 [00:31<00:00, 5.24it/s] 30/499 4.32G 0.01563 0.01216 0.006664 70 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s] 30/499 4.32G 0.01564 0.01216 0.006691 66 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s] 30/499 4.32G 0.01564 0.01216 0.006691 66 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s] 30/499 4.32G 0.01563 0.01216 0.006669 61 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s] 30/499 4.32G 0.01563 0.01216 0.006669 61 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s] 30/499 4.32G 0.01562 0.01215 0.006658 27 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s] 30/499 4.32G 0.01562 0.01215 0.006658 27 640: 100%|##########| 168/168 [00:31<00:00, 5.39it/s] 30/499 4.32G 0.01562 0.01215 0.006658 27 640: 100%|##########| 168/168 [00:31<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.801 0.892 0.866 0.704 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 31/499 4.32G 0.0139 0.01301 0.007846 67 640: 0%| | 0/168 [00:00<?, ?it/s] 31/499 4.32G 0.0139 0.01301 0.007846 67 640: 1%| | 1/168 [00:00<00:33, 4.98it/s] 31/499 4.32G 0.01519 0.01269 0.007684 70 640: 1%| | 1/168 [00:00<00:33, 4.98it/s] 31/499 4.32G 0.01519 0.01269 0.007684 70 640: 1%|1 | 2/168 [00:00<00:31, 5.30it/s] 31/499 4.32G 0.01588 0.01242 0.008937 64 640: 1%|1 | 2/168 [00:00<00:31, 5.30it/s] 31/499 4.32G 0.01588 0.01242 0.008937 64 640: 2%|1 | 3/168 [00:00<00:30, 5.41it/s] 31/499 4.32G 0.01635 0.01216 0.008293 54 640: 2%|1 | 3/168 [00:00<00:30, 5.41it/s] 31/499 4.32G 0.01635 0.01216 0.008293 54 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s] 31/499 4.32G 0.01604 0.01248 0.008483 86 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s] 31/499 4.32G 0.01604 0.01248 0.008483 86 640: 3%|2 | 5/168 [00:00<00:30, 5.31it/s] 31/499 4.32G 0.0161 0.01251 0.007617 68 640: 3%|2 | 5/168 [00:01<00:30, 5.31it/s] 31/499 4.32G 0.0161 0.01251 0.007617 68 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s] 31/499 4.32G 0.01607 0.01263 0.007274 75 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s] 31/499 4.32G 0.01607 0.01263 0.007274 75 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s] 31/499 4.32G 0.0162 0.0128 0.007017 74 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s] 31/499 4.32G 0.0162 0.0128 0.007017 74 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s] 31/499 4.32G 0.01609 0.0128 0.007598 64 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s] 31/499 4.32G 0.01609 0.0128 0.007598 64 640: 5%|5 | 9/168 [00:01<00:29, 5.33it/s] 31/499 4.32G 0.01629 0.013 0.007557 79 640: 5%|5 | 9/168 [00:01<00:29, 5.33it/s] 31/499 4.32G 0.01629 0.013 0.007557 79 640: 6%|5 | 10/168 [00:01<00:30, 5.17it/s] 31/499 4.32G 0.01614 0.01306 0.007253 83 640: 6%|5 | 10/168 [00:02<00:30, 5.17it/s] 31/499 4.32G 0.01614 0.01306 0.007253 83 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s] 31/499 4.32G 0.01625 0.013 0.007768 67 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s] 31/499 4.32G 0.01625 0.013 0.007768 67 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s] 31/499 4.32G 0.01619 0.01299 0.007843 72 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s] 31/499 4.32G 0.01619 0.01299 0.007843 72 640: 8%|7 | 13/168 [00:02<00:30, 5.15it/s] 31/499 4.32G 0.01626 0.01297 0.007821 70 640: 8%|7 | 13/168 [00:02<00:30, 5.15it/s] 31/499 4.32G 0.01626 0.01297 0.007821 70 640: 8%|8 | 14/168 [00:02<00:29, 5.24it/s] 31/499 4.32G 0.01611 0.01298 0.007904 83 640: 8%|8 | 14/168 [00:02<00:29, 5.24it/s] 31/499 4.32G 0.01611 0.01298 0.007904 83 640: 9%|8 | 15/168 [00:02<00:28, 5.30it/s] 31/499 4.32G 0.01616 0.01306 0.007817 67 640: 9%|8 | 15/168 [00:03<00:28, 5.30it/s] 31/499 4.32G 0.01616 0.01306 0.007817 67 640: 10%|9 | 16/168 [00:03<00:29, 5.16it/s] 31/499 4.32G 0.01631 0.0131 0.007874 72 640: 10%|9 | 16/168 [00:03<00:29, 5.16it/s] 31/499 4.32G 0.01631 0.0131 0.007874 72 640: 10%|# | 17/168 [00:03<00:28, 5.21it/s] 31/499 4.32G 0.01638 0.01293 0.007826 51 640: 10%|# | 17/168 [00:03<00:28, 5.21it/s] 31/499 4.32G 0.01638 0.01293 0.007826 51 640: 11%|# | 18/168 [00:03<00:28, 5.32it/s] 31/499 4.32G 0.0163 0.01291 0.00776 73 640: 11%|# | 18/168 [00:03<00:28, 5.32it/s] 31/499 4.32G 0.0163 0.01291 0.00776 73 640: 11%|#1 | 19/168 [00:03<00:28, 5.17it/s] 31/499 4.32G 0.01634 0.01299 0.007572 79 640: 11%|#1 | 19/168 [00:03<00:28, 5.17it/s] 31/499 4.32G 0.01634 0.01299 0.007572 79 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s] 31/499 4.32G 0.0164 0.01317 0.007512 83 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s] 31/499 4.32G 0.0164 0.01317 0.007512 83 640: 12%|#2 | 21/168 [00:03<00:27, 5.33it/s] 31/499 4.32G 0.01631 0.01307 0.00734 61 640: 12%|#2 | 21/168 [00:04<00:27, 5.33it/s] 31/499 4.32G 0.01631 0.01307 0.00734 61 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s] 31/499 4.32G 0.01636 0.01304 0.007303 60 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s] 31/499 4.32G 0.01636 0.01304 0.007303 60 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s] 31/499 4.32G 0.01623 0.01298 0.007181 69 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s] 31/499 4.32G 0.01623 0.01298 0.007181 69 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s] 31/499 4.32G 0.01628 0.01298 0.007088 72 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s] 31/499 4.32G 0.01628 0.01298 0.007088 72 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s] 31/499 4.32G 0.01629 0.01294 0.007084 67 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s] 31/499 4.32G 0.01629 0.01294 0.007084 67 640: 15%|#5 | 26/168 [00:04<00:26, 5.32it/s] 31/499 4.32G 0.01624 0.013 0.007189 70 640: 15%|#5 | 26/168 [00:05<00:26, 5.32it/s] 31/499 4.32G 0.01624 0.013 0.007189 70 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s] 31/499 4.32G 0.01627 0.01293 0.007222 65 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s] 31/499 4.32G 0.01627 0.01293 0.007222 65 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s] 31/499 4.32G 0.01631 0.0129 0.007173 62 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s] 31/499 4.32G 0.01631 0.0129 0.007173 62 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s] 31/499 4.32G 0.01624 0.01293 0.007071 76 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s] 31/499 4.32G 0.01624 0.01293 0.007071 76 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s] 31/499 4.32G 0.01618 0.01274 0.007003 45 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s] 31/499 4.32G 0.01618 0.01274 0.007003 45 640: 18%|#8 | 31/168 [00:05<00:26, 5.21it/s] 31/499 4.32G 0.01614 0.01273 0.00707 65 640: 18%|#8 | 31/168 [00:06<00:26, 5.21it/s] 31/499 4.32G 0.01614 0.01273 0.00707 65 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s] 31/499 4.32G 0.01613 0.01261 0.007129 54 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s] 31/499 4.32G 0.01613 0.01261 0.007129 54 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s] 31/499 4.32G 0.01602 0.0125 0.007022 61 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s] 31/499 4.32G 0.01602 0.0125 0.007022 61 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s] 31/499 4.32G 0.016 0.01246 0.007088 54 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s] 31/499 4.32G 0.016 0.01246 0.007088 54 640: 21%|## | 35/168 [00:06<00:25, 5.24it/s] 31/499 4.32G 0.016 0.01247 0.006968 63 640: 21%|## | 35/168 [00:06<00:25, 5.24it/s] 31/499 4.32G 0.016 0.01247 0.006968 63 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s] 31/499 4.32G 0.01604 0.01247 0.007055 69 640: 21%|##1 | 36/168 [00:07<00:24, 5.33it/s] 31/499 4.32G 0.01604 0.01247 0.007055 69 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s] 31/499 4.32G 0.01598 0.01239 0.007059 60 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s] 31/499 4.32G 0.01598 0.01239 0.007059 60 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s] 31/499 4.32G 0.01594 0.01245 0.007008 79 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s] 31/499 4.32G 0.01594 0.01245 0.007008 79 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s] 31/499 4.32G 0.01589 0.01242 0.006982 59 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s] 31/499 4.32G 0.01589 0.01242 0.006982 59 640: 24%|##3 | 40/168 [00:07<00:24, 5.25it/s] 31/499 4.32G 0.01591 0.0125 0.006937 85 640: 24%|##3 | 40/168 [00:07<00:24, 5.25it/s] 31/499 4.32G 0.01591 0.0125 0.006937 85 640: 24%|##4 | 41/168 [00:07<00:23, 5.34it/s] 31/499 4.32G 0.01591 0.01253 0.006964 71 640: 24%|##4 | 41/168 [00:07<00:23, 5.34it/s] 31/499 4.32G 0.01591 0.01253 0.006964 71 640: 25%|##5 | 42/168 [00:07<00:23, 5.34it/s] 31/499 4.32G 0.0159 0.01254 0.006964 79 640: 25%|##5 | 42/168 [00:08<00:23, 5.34it/s] 31/499 4.32G 0.0159 0.01254 0.006964 79 640: 26%|##5 | 43/168 [00:08<00:24, 5.16it/s] 31/499 4.32G 0.01586 0.0125 0.00705 64 640: 26%|##5 | 43/168 [00:08<00:24, 5.16it/s] 31/499 4.32G 0.01586 0.0125 0.00705 64 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s] 31/499 4.32G 0.01582 0.01247 0.007009 72 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s] 31/499 4.32G 0.01582 0.01247 0.007009 72 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s] 31/499 4.32G 0.01582 0.01244 0.006945 65 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s] 31/499 4.32G 0.01582 0.01244 0.006945 65 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s] 31/499 4.32G 0.01581 0.01245 0.006897 73 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s] 31/499 4.32G 0.01581 0.01245 0.006897 73 640: 28%|##7 | 47/168 [00:08<00:22, 5.31it/s] 31/499 4.32G 0.01579 0.01247 0.006885 80 640: 28%|##7 | 47/168 [00:09<00:22, 5.31it/s] 31/499 4.32G 0.01579 0.01247 0.006885 80 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s] 31/499 4.32G 0.01577 0.01246 0.006842 70 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s] 31/499 4.32G 0.01577 0.01246 0.006842 70 640: 29%|##9 | 49/168 [00:09<00:22, 5.23it/s] 31/499 4.32G 0.01577 0.01242 0.006844 62 640: 29%|##9 | 49/168 [00:09<00:22, 5.23it/s] 31/499 4.32G 0.01577 0.01242 0.006844 62 640: 30%|##9 | 50/168 [00:09<00:22, 5.32it/s] 31/499 4.32G 0.01575 0.0124 0.006804 71 640: 30%|##9 | 50/168 [00:09<00:22, 5.32it/s] 31/499 4.32G 0.01575 0.0124 0.006804 71 640: 30%|### | 51/168 [00:09<00:21, 5.37it/s] 31/499 4.32G 0.01573 0.01241 0.006795 83 640: 30%|### | 51/168 [00:09<00:21, 5.37it/s] 31/499 4.32G 0.01573 0.01241 0.006795 83 640: 31%|### | 52/168 [00:09<00:22, 5.22it/s] 31/499 4.32G 0.01573 0.01242 0.006795 65 640: 31%|### | 52/168 [00:10<00:22, 5.22it/s] 31/499 4.32G 0.01573 0.01242 0.006795 65 640: 32%|###1 | 53/168 [00:10<00:21, 5.31it/s] 31/499 4.32G 0.01576 0.01238 0.006812 59 640: 32%|###1 | 53/168 [00:10<00:21, 5.31it/s] 31/499 4.32G 0.01576 0.01238 0.006812 59 640: 32%|###2 | 54/168 [00:10<00:21, 5.36it/s] 31/499 4.32G 0.01574 0.01233 0.006788 61 640: 32%|###2 | 54/168 [00:10<00:21, 5.36it/s] 31/499 4.32G 0.01574 0.01233 0.006788 61 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s] 31/499 4.32G 0.01571 0.0123 0.006726 64 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s] 31/499 4.32G 0.01571 0.0123 0.006726 64 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s] 31/499 4.32G 0.01573 0.01234 0.006694 79 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s] 31/499 4.32G 0.01573 0.01234 0.006694 79 640: 34%|###3 | 57/168 [00:10<00:20, 5.36it/s] 31/499 4.32G 0.01573 0.01235 0.006667 69 640: 34%|###3 | 57/168 [00:10<00:20, 5.36it/s] 31/499 4.32G 0.01573 0.01235 0.006667 69 640: 35%|###4 | 58/168 [00:10<00:21, 5.21it/s] 31/499 4.32G 0.01576 0.0123 0.006657 58 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s] 31/499 4.32G 0.01576 0.0123 0.006657 58 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s] 31/499 4.32G 0.01578 0.01226 0.006688 58 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s] 31/499 4.32G 0.01578 0.01226 0.006688 58 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s] 31/499 4.32G 0.0158 0.01228 0.006678 72 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s] 31/499 4.32G 0.0158 0.01228 0.006678 72 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s] 31/499 4.32G 0.01583 0.01227 0.006667 58 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s] 31/499 4.32G 0.01583 0.01227 0.006667 58 640: 37%|###6 | 62/168 [00:11<00:19, 5.31it/s] 31/499 4.32G 0.01583 0.01227 0.006614 72 640: 37%|###6 | 62/168 [00:11<00:19, 5.31it/s] 31/499 4.32G 0.01583 0.01227 0.006614 72 640: 38%|###7 | 63/168 [00:11<00:19, 5.33it/s] 31/499 4.32G 0.01583 0.01227 0.006586 64 640: 38%|###7 | 63/168 [00:12<00:19, 5.33it/s] 31/499 4.32G 0.01583 0.01227 0.006586 64 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s] 31/499 4.32G 0.01583 0.01235 0.006538 88 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s] 31/499 4.32G 0.01583 0.01235 0.006538 88 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s] 31/499 4.32G 0.01586 0.01234 0.006528 65 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s] 31/499 4.32G 0.01586 0.01234 0.006528 65 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s] 31/499 4.32G 0.01582 0.01232 0.006525 62 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s] 31/499 4.32G 0.01582 0.01232 0.006525 62 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s] 31/499 4.32G 0.01583 0.01231 0.00657 60 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s] 31/499 4.32G 0.01583 0.01231 0.00657 60 640: 40%|#### | 68/168 [00:12<00:18, 5.27it/s] 31/499 4.32G 0.01582 0.0123 0.006621 62 640: 40%|#### | 68/168 [00:13<00:18, 5.27it/s] 31/499 4.32G 0.01582 0.0123 0.006621 62 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s] 31/499 4.32G 0.01579 0.01229 0.006632 70 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s] 31/499 4.32G 0.01579 0.01229 0.006632 70 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s] 31/499 4.32G 0.01577 0.0123 0.006595 75 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s] 31/499 4.32G 0.01577 0.0123 0.006595 75 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s] 31/499 4.32G 0.01577 0.01232 0.006577 80 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s] 31/499 4.32G 0.01577 0.01232 0.006577 80 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s] 31/499 4.32G 0.01574 0.01229 0.006607 59 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s] 31/499 4.32G 0.01574 0.01229 0.006607 59 640: 43%|####3 | 73/168 [00:13<00:18, 5.20it/s] 31/499 4.32G 0.01578 0.01229 0.006675 61 640: 43%|####3 | 73/168 [00:14<00:18, 5.20it/s] 31/499 4.32G 0.01578 0.01229 0.006675 61 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s] 31/499 4.32G 0.01578 0.01228 0.006709 72 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s] 31/499 4.32G 0.01578 0.01228 0.006709 72 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s] 31/499 4.32G 0.01578 0.0123 0.006729 79 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s] 31/499 4.32G 0.01578 0.0123 0.006729 79 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s] 31/499 4.32G 0.01577 0.01235 0.006732 85 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s] 31/499 4.32G 0.01577 0.01235 0.006732 85 640: 46%|####5 | 77/168 [00:14<00:17, 5.25it/s] 31/499 4.32G 0.01576 0.01237 0.006698 79 640: 46%|####5 | 77/168 [00:14<00:17, 5.25it/s] 31/499 4.32G 0.01576 0.01237 0.006698 79 640: 46%|####6 | 78/168 [00:14<00:17, 5.25it/s] 31/499 4.32G 0.01575 0.01235 0.00666 68 640: 46%|####6 | 78/168 [00:14<00:17, 5.25it/s] 31/499 4.32G 0.01575 0.01235 0.00666 68 640: 47%|####7 | 79/168 [00:14<00:17, 5.16it/s] 31/499 4.32G 0.01577 0.01242 0.006676 84 640: 47%|####7 | 79/168 [00:15<00:17, 5.16it/s] 31/499 4.32G 0.01577 0.01242 0.006676 84 640: 48%|####7 | 80/168 [00:15<00:16, 5.25it/s] 31/499 4.32G 0.01577 0.01243 0.006692 77 640: 48%|####7 | 80/168 [00:15<00:16, 5.25it/s] 31/499 4.32G 0.01577 0.01243 0.006692 77 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s] 31/499 4.32G 0.01575 0.01238 0.006657 56 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s] 31/499 4.32G 0.01575 0.01238 0.006657 56 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s] 31/499 4.32G 0.01574 0.0124 0.006652 82 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s] 31/499 4.32G 0.01574 0.0124 0.006652 82 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s] 31/499 4.32G 0.01574 0.0124 0.006614 68 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s] 31/499 4.32G 0.01574 0.0124 0.006614 68 640: 50%|##### | 84/168 [00:15<00:15, 5.36it/s] 31/499 4.32G 0.01578 0.01239 0.006677 60 640: 50%|##### | 84/168 [00:16<00:15, 5.36it/s] 31/499 4.32G 0.01578 0.01239 0.006677 60 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s] 31/499 4.32G 0.01579 0.01238 0.006661 65 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s] 31/499 4.32G 0.01579 0.01238 0.006661 65 640: 51%|#####1 | 86/168 [00:16<00:15, 5.31it/s] 31/499 4.32G 0.01578 0.01241 0.006682 86 640: 51%|#####1 | 86/168 [00:16<00:15, 5.31it/s] 31/499 4.32G 0.01578 0.01241 0.006682 86 640: 52%|#####1 | 87/168 [00:16<00:15, 5.37it/s] 31/499 4.32G 0.01576 0.01241 0.006707 78 640: 52%|#####1 | 87/168 [00:16<00:15, 5.37it/s] 31/499 4.32G 0.01576 0.01241 0.006707 78 640: 52%|#####2 | 88/168 [00:16<00:15, 5.22it/s] 31/499 4.32G 0.01573 0.01242 0.006685 83 640: 52%|#####2 | 88/168 [00:16<00:15, 5.22it/s] 31/499 4.32G 0.01573 0.01242 0.006685 83 640: 53%|#####2 | 89/168 [00:16<00:14, 5.32it/s] 31/499 4.32G 0.01571 0.0124 0.006711 63 640: 53%|#####2 | 89/168 [00:17<00:14, 5.32it/s] 31/499 4.32G 0.01571 0.0124 0.006711 63 640: 54%|#####3 | 90/168 [00:17<00:14, 5.38it/s] 31/499 4.32G 0.01573 0.01241 0.006691 61 640: 54%|#####3 | 90/168 [00:17<00:14, 5.38it/s] 31/499 4.32G 0.01573 0.01241 0.006691 61 640: 54%|#####4 | 91/168 [00:17<00:14, 5.24it/s] 31/499 4.32G 0.01571 0.01237 0.006659 56 640: 54%|#####4 | 91/168 [00:17<00:14, 5.24it/s] 31/499 4.32G 0.01571 0.01237 0.006659 56 640: 55%|#####4 | 92/168 [00:17<00:14, 5.33it/s] 31/499 4.32G 0.01571 0.01238 0.006685 74 640: 55%|#####4 | 92/168 [00:17<00:14, 5.33it/s] 31/499 4.32G 0.01571 0.01238 0.006685 74 640: 55%|#####5 | 93/168 [00:17<00:13, 5.38it/s] 31/499 4.32G 0.0157 0.01243 0.006644 90 640: 55%|#####5 | 93/168 [00:17<00:13, 5.38it/s] 31/499 4.32G 0.0157 0.01243 0.006644 90 640: 56%|#####5 | 94/168 [00:17<00:14, 5.24it/s] 31/499 4.32G 0.01568 0.01242 0.006658 69 640: 56%|#####5 | 94/168 [00:17<00:14, 5.24it/s] 31/499 4.32G 0.01568 0.01242 0.006658 69 640: 57%|#####6 | 95/168 [00:17<00:13, 5.31it/s] 31/499 4.32G 0.01568 0.01246 0.006627 80 640: 57%|#####6 | 95/168 [00:18<00:13, 5.31it/s] 31/499 4.32G 0.01568 0.01246 0.006627 80 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s] 31/499 4.32G 0.01567 0.01245 0.006618 58 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s] 31/499 4.32G 0.01567 0.01245 0.006618 58 640: 58%|#####7 | 97/168 [00:18<00:13, 5.21it/s] 31/499 4.32G 0.01567 0.01244 0.006609 74 640: 58%|#####7 | 97/168 [00:18<00:13, 5.21it/s] 31/499 4.32G 0.01567 0.01244 0.006609 74 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s] 31/499 4.32G 0.01566 0.01242 0.0066 57 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s] 31/499 4.32G 0.01566 0.01242 0.0066 57 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s] 31/499 4.32G 0.01565 0.01242 0.006595 80 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s] 31/499 4.32G 0.01565 0.01242 0.006595 80 640: 60%|#####9 | 100/168 [00:18<00:13, 5.21it/s] 31/499 4.32G 0.01564 0.01241 0.006572 67 640: 60%|#####9 | 100/168 [00:19<00:13, 5.21it/s] 31/499 4.32G 0.01564 0.01241 0.006572 67 640: 60%|###### | 101/168 [00:19<00:12, 5.23it/s] 31/499 4.32G 0.01563 0.01239 0.006561 60 640: 60%|###### | 101/168 [00:19<00:12, 5.23it/s] 31/499 4.32G 0.01563 0.01239 0.006561 60 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s] 31/499 4.32G 0.01561 0.01236 0.006571 66 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s] 31/499 4.32G 0.01561 0.01236 0.006571 66 640: 61%|######1 | 103/168 [00:19<00:12, 5.17it/s] 31/499 4.32G 0.01559 0.01236 0.006548 70 640: 61%|######1 | 103/168 [00:19<00:12, 5.17it/s] 31/499 4.32G 0.01559 0.01236 0.006548 70 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s] 31/499 4.32G 0.01558 0.01235 0.006569 65 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s] 31/499 4.32G 0.01558 0.01235 0.006569 65 640: 62%|######2 | 105/168 [00:19<00:11, 5.31it/s] 31/499 4.32G 0.01562 0.01235 0.006562 52 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s] 31/499 4.32G 0.01562 0.01235 0.006562 52 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s] 31/499 4.32G 0.01561 0.01234 0.006534 67 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s] 31/499 4.32G 0.01561 0.01234 0.006534 67 640: 64%|######3 | 107/168 [00:20<00:11, 5.23it/s] 31/499 4.32G 0.0156 0.01233 0.006517 69 640: 64%|######3 | 107/168 [00:20<00:11, 5.23it/s] 31/499 4.32G 0.0156 0.01233 0.006517 69 640: 64%|######4 | 108/168 [00:20<00:11, 5.27it/s] 31/499 4.32G 0.01562 0.01231 0.006489 53 640: 64%|######4 | 108/168 [00:20<00:11, 5.27it/s] 31/499 4.32G 0.01562 0.01231 0.006489 53 640: 65%|######4 | 109/168 [00:20<00:11, 5.09it/s] 31/499 4.32G 0.0156 0.01229 0.006481 60 640: 65%|######4 | 109/168 [00:20<00:11, 5.09it/s] 31/499 4.32G 0.0156 0.01229 0.006481 60 640: 65%|######5 | 110/168 [00:20<00:11, 5.21it/s] 31/499 4.32G 0.01562 0.01229 0.006457 59 640: 65%|######5 | 110/168 [00:21<00:11, 5.21it/s] 31/499 4.32G 0.01562 0.01229 0.006457 59 640: 66%|######6 | 111/168 [00:21<00:10, 5.29it/s] 31/499 4.32G 0.0156 0.01226 0.006431 59 640: 66%|######6 | 111/168 [00:21<00:10, 5.29it/s] 31/499 4.32G 0.0156 0.01226 0.006431 59 640: 67%|######6 | 112/168 [00:21<00:10, 5.13it/s] 31/499 4.32G 0.01558 0.01227 0.006428 79 640: 67%|######6 | 112/168 [00:21<00:10, 5.13it/s] 31/499 4.32G 0.01558 0.01227 0.006428 79 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s] 31/499 4.32G 0.01558 0.01224 0.006416 49 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s] 31/499 4.32G 0.01558 0.01224 0.006416 49 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s] 31/499 4.32G 0.01558 0.01222 0.006397 61 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s] 31/499 4.32G 0.01558 0.01222 0.006397 61 640: 68%|######8 | 115/168 [00:21<00:10, 5.20it/s] 31/499 4.32G 0.01557 0.01222 0.006386 65 640: 68%|######8 | 115/168 [00:22<00:10, 5.20it/s] 31/499 4.32G 0.01557 0.01222 0.006386 65 640: 69%|######9 | 116/168 [00:22<00:09, 5.23it/s] 31/499 4.32G 0.01558 0.01222 0.006395 68 640: 69%|######9 | 116/168 [00:22<00:09, 5.23it/s] 31/499 4.32G 0.01558 0.01222 0.006395 68 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s] 31/499 4.32G 0.01555 0.01221 0.006386 70 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s] 31/499 4.32G 0.01555 0.01221 0.006386 70 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s] 31/499 4.32G 0.01554 0.01222 0.00636 74 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s] 31/499 4.32G 0.01554 0.01222 0.00636 74 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s] 31/499 4.32G 0.01554 0.01221 0.006337 62 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s] 31/499 4.32G 0.01554 0.01221 0.006337 62 640: 71%|#######1 | 120/168 [00:22<00:09, 5.32it/s] 31/499 4.32G 0.01554 0.01222 0.006325 71 640: 71%|#######1 | 120/168 [00:22<00:09, 5.32it/s] 31/499 4.32G 0.01554 0.01222 0.006325 71 640: 72%|#######2 | 121/168 [00:22<00:09, 5.18it/s] 31/499 4.32G 0.01553 0.01221 0.00635 67 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s] 31/499 4.32G 0.01553 0.01221 0.00635 67 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s] 31/499 4.32G 0.01553 0.01222 0.006364 85 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s] 31/499 4.32G 0.01553 0.01222 0.006364 85 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 31/499 4.32G 0.01551 0.01222 0.006372 64 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 31/499 4.32G 0.01551 0.01222 0.006372 64 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s] 31/499 4.32G 0.0155 0.01221 0.006347 70 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s] 31/499 4.32G 0.0155 0.01221 0.006347 70 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s] 31/499 4.32G 0.01548 0.0122 0.006376 71 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s] 31/499 4.32G 0.01548 0.0122 0.006376 71 640: 75%|#######5 | 126/168 [00:23<00:07, 5.36it/s] 31/499 4.32G 0.01548 0.01221 0.006351 72 640: 75%|#######5 | 126/168 [00:24<00:07, 5.36it/s] 31/499 4.32G 0.01548 0.01221 0.006351 72 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s] 31/499 4.32G 0.01547 0.01221 0.00634 75 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s] 31/499 4.32G 0.01547 0.01221 0.00634 75 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s] 31/499 4.32G 0.01547 0.01222 0.006327 70 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s] 31/499 4.32G 0.01547 0.01222 0.006327 70 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s] 31/499 4.32G 0.01544 0.01219 0.006319 59 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s] 31/499 4.32G 0.01544 0.01219 0.006319 59 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s] 31/499 4.32G 0.01544 0.01217 0.006341 68 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s] 31/499 4.32G 0.01544 0.01217 0.006341 68 640: 78%|#######7 | 131/168 [00:24<00:06, 5.30it/s] 31/499 4.32G 0.01542 0.01217 0.006337 70 640: 78%|#######7 | 131/168 [00:25<00:06, 5.30it/s] 31/499 4.32G 0.01542 0.01217 0.006337 70 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s] 31/499 4.32G 0.0154 0.01217 0.006329 72 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s] 31/499 4.32G 0.0154 0.01217 0.006329 72 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s] 31/499 4.32G 0.0154 0.01216 0.006353 64 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s] 31/499 4.32G 0.0154 0.01216 0.006353 64 640: 80%|#######9 | 134/168 [00:25<00:06, 5.30it/s] 31/499 4.32G 0.01539 0.01215 0.006339 65 640: 80%|#######9 | 134/168 [00:25<00:06, 5.30it/s] 31/499 4.32G 0.01539 0.01215 0.006339 65 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s] 31/499 4.32G 0.01537 0.01214 0.006314 72 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s] 31/499 4.32G 0.01537 0.01214 0.006314 72 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s] 31/499 4.32G 0.01537 0.01212 0.006316 56 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s] 31/499 4.32G 0.01537 0.01212 0.006316 56 640: 82%|########1 | 137/168 [00:25<00:05, 5.32it/s] 31/499 4.32G 0.01538 0.01212 0.006319 55 640: 82%|########1 | 137/168 [00:26<00:05, 5.32it/s] 31/499 4.32G 0.01538 0.01212 0.006319 55 640: 82%|########2 | 138/168 [00:26<00:05, 5.39it/s] 31/499 4.32G 0.01537 0.01211 0.006306 64 640: 82%|########2 | 138/168 [00:26<00:05, 5.39it/s] 31/499 4.32G 0.01537 0.01211 0.006306 64 640: 83%|########2 | 139/168 [00:26<00:05, 5.25it/s] 31/499 4.32G 0.01537 0.01211 0.006304 74 640: 83%|########2 | 139/168 [00:26<00:05, 5.25it/s] 31/499 4.32G 0.01537 0.01211 0.006304 74 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s] 31/499 4.32G 0.01537 0.0121 0.006312 60 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s] 31/499 4.32G 0.01537 0.0121 0.006312 60 640: 84%|########3 | 141/168 [00:26<00:05, 5.34it/s] 31/499 4.32G 0.01537 0.01211 0.006302 82 640: 84%|########3 | 141/168 [00:26<00:05, 5.34it/s] 31/499 4.32G 0.01537 0.01211 0.006302 82 640: 85%|########4 | 142/168 [00:26<00:05, 5.20it/s] 31/499 4.32G 0.01536 0.01211 0.006306 69 640: 85%|########4 | 142/168 [00:27<00:05, 5.20it/s] 31/499 4.32G 0.01536 0.01211 0.006306 69 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s] 31/499 4.32G 0.01536 0.01211 0.00629 56 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s] 31/499 4.32G 0.01536 0.01211 0.00629 56 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s] 31/499 4.32G 0.01536 0.01209 0.006284 61 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s] 31/499 4.32G 0.01536 0.01209 0.006284 61 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s] 31/499 4.32G 0.01536 0.01209 0.00628 73 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s] 31/499 4.32G 0.01536 0.01209 0.00628 73 640: 87%|########6 | 146/168 [00:27<00:04, 5.27it/s] 31/499 4.32G 0.01538 0.01208 0.006319 58 640: 87%|########6 | 146/168 [00:27<00:04, 5.27it/s] 31/499 4.32G 0.01538 0.01208 0.006319 58 640: 88%|########7 | 147/168 [00:27<00:03, 5.34it/s] 31/499 4.32G 0.01537 0.01209 0.006317 79 640: 88%|########7 | 147/168 [00:28<00:03, 5.34it/s] 31/499 4.32G 0.01537 0.01209 0.006317 79 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s] 31/499 4.32G 0.01536 0.01209 0.006299 75 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s] 31/499 4.32G 0.01536 0.01209 0.006299 75 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s] 31/499 4.32G 0.01535 0.01209 0.006303 64 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s] 31/499 4.32G 0.01535 0.01209 0.006303 64 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s] 31/499 4.32G 0.01538 0.01209 0.006305 52 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s] 31/499 4.32G 0.01538 0.01209 0.006305 52 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s] 31/499 4.32G 0.01537 0.01208 0.006282 70 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s] 31/499 4.32G 0.01537 0.01208 0.006282 70 640: 90%|######### | 152/168 [00:28<00:03, 5.26it/s] 31/499 4.32G 0.01537 0.01208 0.006287 65 640: 90%|######### | 152/168 [00:29<00:03, 5.26it/s] 31/499 4.32G 0.01537 0.01208 0.006287 65 640: 91%|#########1| 153/168 [00:29<00:02, 5.33it/s] 31/499 4.32G 0.01536 0.01207 0.006278 55 640: 91%|#########1| 153/168 [00:29<00:02, 5.33it/s] 31/499 4.32G 0.01536 0.01207 0.006278 55 640: 92%|#########1| 154/168 [00:29<00:02, 5.16it/s] 31/499 4.32G 0.01535 0.01208 0.006263 75 640: 92%|#########1| 154/168 [00:29<00:02, 5.16it/s] 31/499 4.32G 0.01535 0.01208 0.006263 75 640: 92%|#########2| 155/168 [00:29<00:02, 5.25it/s] 31/499 4.32G 0.01536 0.01207 0.006257 64 640: 92%|#########2| 155/168 [00:29<00:02, 5.25it/s] 31/499 4.32G 0.01536 0.01207 0.006257 64 640: 93%|#########2| 156/168 [00:29<00:02, 5.28it/s] 31/499 4.32G 0.01536 0.01207 0.006271 59 640: 93%|#########2| 156/168 [00:29<00:02, 5.28it/s] 31/499 4.32G 0.01536 0.01207 0.006271 59 640: 93%|#########3| 157/168 [00:29<00:02, 5.15it/s] 31/499 4.32G 0.01536 0.01206 0.006271 57 640: 93%|#########3| 157/168 [00:29<00:02, 5.15it/s] 31/499 4.32G 0.01536 0.01206 0.006271 57 640: 94%|#########4| 158/168 [00:29<00:01, 5.25it/s] 31/499 4.32G 0.01536 0.01207 0.006245 65 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s] 31/499 4.32G 0.01536 0.01207 0.006245 65 640: 95%|#########4| 159/168 [00:30<00:01, 5.31it/s] 31/499 4.32G 0.01534 0.01205 0.006219 61 640: 95%|#########4| 159/168 [00:30<00:01, 5.31it/s] 31/499 4.32G 0.01534 0.01205 0.006219 61 640: 95%|#########5| 160/168 [00:30<00:01, 5.09it/s] 31/499 4.32G 0.01535 0.01206 0.00623 67 640: 95%|#########5| 160/168 [00:30<00:01, 5.09it/s] 31/499 4.32G 0.01535 0.01206 0.00623 67 640: 96%|#########5| 161/168 [00:30<00:01, 5.21it/s] 31/499 4.32G 0.01534 0.01206 0.006237 72 640: 96%|#########5| 161/168 [00:30<00:01, 5.21it/s] 31/499 4.32G 0.01534 0.01206 0.006237 72 640: 96%|#########6| 162/168 [00:30<00:01, 5.30it/s] 31/499 4.32G 0.01534 0.01205 0.006262 59 640: 96%|#########6| 162/168 [00:30<00:01, 5.30it/s] 31/499 4.32G 0.01534 0.01205 0.006262 59 640: 97%|#########7| 163/168 [00:30<00:00, 5.20it/s] 31/499 4.32G 0.01534 0.01205 0.006262 63 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s] 31/499 4.32G 0.01534 0.01205 0.006262 63 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s] 31/499 4.32G 0.01537 0.01207 0.006277 67 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s] 31/499 4.32G 0.01537 0.01207 0.006277 67 640: 98%|#########8| 165/168 [00:31<00:00, 5.37it/s] 31/499 4.32G 0.01536 0.01206 0.006293 66 640: 98%|#########8| 165/168 [00:31<00:00, 5.37it/s] 31/499 4.32G 0.01536 0.01206 0.006293 66 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s] 31/499 4.32G 0.01536 0.01207 0.006276 86 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s] 31/499 4.32G 0.01536 0.01207 0.006276 86 640: 99%|#########9| 167/168 [00:31<00:00, 5.31it/s] 31/499 4.32G 0.01536 0.01209 0.006276 34 640: 99%|#########9| 167/168 [00:31<00:00, 5.31it/s] 31/499 4.32G 0.01536 0.01209 0.006276 34 640: 100%|##########| 168/168 [00:31<00:00, 5.47it/s] 31/499 4.32G 0.01536 0.01209 0.006276 34 640: 100%|##########| 168/168 [00:31<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.755 0.88 0.83 0.697 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 32/499 4.32G 0.01437 0.01056 0.01402 68 640: 0%| | 0/168 [00:00<?, ?it/s] 32/499 4.32G 0.01437 0.01056 0.01402 68 640: 1%| | 1/168 [00:00<00:33, 4.93it/s] 32/499 4.32G 0.01427 0.01204 0.01102 77 640: 1%| | 1/168 [00:00<00:33, 4.93it/s] 32/499 4.32G 0.01427 0.01204 0.01102 77 640: 1%|1 | 2/168 [00:00<00:31, 5.30it/s] 32/499 4.32G 0.01421 0.01118 0.009728 59 640: 1%|1 | 2/168 [00:00<00:31, 5.30it/s] 32/499 4.32G 0.01421 0.01118 0.009728 59 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s] 32/499 4.32G 0.01445 0.01123 0.009535 64 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s] 32/499 4.32G 0.01445 0.01123 0.009535 64 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s] 32/499 4.32G 0.01458 0.01164 0.008676 78 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s] 32/499 4.32G 0.01458 0.01164 0.008676 78 640: 3%|2 | 5/168 [00:00<00:30, 5.28it/s] 32/499 4.32G 0.01546 0.01214 0.00809 65 640: 3%|2 | 5/168 [00:01<00:30, 5.28it/s] 32/499 4.32G 0.01546 0.01214 0.00809 65 640: 4%|3 | 6/168 [00:01<00:30, 5.37it/s] 32/499 4.32G 0.01561 0.01232 0.007799 73 640: 4%|3 | 6/168 [00:01<00:30, 5.37it/s] 32/499 4.32G 0.01561 0.01232 0.007799 73 640: 4%|4 | 7/168 [00:01<00:30, 5.23it/s] 32/499 4.32G 0.0153 0.01199 0.007718 63 640: 4%|4 | 7/168 [00:01<00:30, 5.23it/s] 32/499 4.32G 0.0153 0.01199 0.007718 63 640: 5%|4 | 8/168 [00:01<00:29, 5.34it/s] 32/499 4.32G 0.01577 0.0121 0.007337 63 640: 5%|4 | 8/168 [00:01<00:29, 5.34it/s] 32/499 4.32G 0.01577 0.0121 0.007337 63 640: 5%|5 | 9/168 [00:01<00:29, 5.39it/s] 32/499 4.32G 0.01557 0.01214 0.007398 61 640: 5%|5 | 9/168 [00:01<00:29, 5.39it/s] 32/499 4.32G 0.01557 0.01214 0.007398 61 640: 6%|5 | 10/168 [00:01<00:30, 5.22it/s] 32/499 4.32G 0.01554 0.01205 0.007034 64 640: 6%|5 | 10/168 [00:02<00:30, 5.22it/s] 32/499 4.32G 0.01554 0.01205 0.007034 64 640: 7%|6 | 11/168 [00:02<00:29, 5.32it/s] 32/499 4.32G 0.0154 0.0118 0.00705 54 640: 7%|6 | 11/168 [00:02<00:29, 5.32it/s] 32/499 4.32G 0.0154 0.0118 0.00705 54 640: 7%|7 | 12/168 [00:02<00:29, 5.28it/s] 32/499 4.32G 0.01564 0.01183 0.007495 55 640: 7%|7 | 12/168 [00:02<00:29, 5.28it/s] 32/499 4.32G 0.01564 0.01183 0.007495 55 640: 8%|7 | 13/168 [00:02<00:30, 5.12it/s] 32/499 4.32G 0.01564 0.01191 0.007401 74 640: 8%|7 | 13/168 [00:02<00:30, 5.12it/s] 32/499 4.32G 0.01564 0.01191 0.007401 74 640: 8%|8 | 14/168 [00:02<00:29, 5.22it/s] 32/499 4.32G 0.01545 0.01196 0.007281 67 640: 8%|8 | 14/168 [00:02<00:29, 5.22it/s] 32/499 4.32G 0.01545 0.01196 0.007281 67 640: 9%|8 | 15/168 [00:02<00:29, 5.26it/s] 32/499 4.32G 0.01536 0.01182 0.007067 57 640: 9%|8 | 15/168 [00:03<00:29, 5.26it/s] 32/499 4.32G 0.01536 0.01182 0.007067 57 640: 10%|9 | 16/168 [00:03<00:29, 5.15it/s] 32/499 4.32G 0.01537 0.01186 0.007231 73 640: 10%|9 | 16/168 [00:03<00:29, 5.15it/s] 32/499 4.32G 0.01537 0.01186 0.007231 73 640: 10%|# | 17/168 [00:03<00:28, 5.24it/s] 32/499 4.32G 0.01544 0.01202 0.007172 88 640: 10%|# | 17/168 [00:03<00:28, 5.24it/s] 32/499 4.32G 0.01544 0.01202 0.007172 88 640: 11%|# | 18/168 [00:03<00:28, 5.29it/s] 32/499 4.32G 0.01537 0.01195 0.007091 60 640: 11%|# | 18/168 [00:03<00:28, 5.29it/s] 32/499 4.32G 0.01537 0.01195 0.007091 60 640: 11%|#1 | 19/168 [00:03<00:28, 5.15it/s] 32/499 4.32G 0.01527 0.01195 0.006992 74 640: 11%|#1 | 19/168 [00:03<00:28, 5.15it/s] 32/499 4.32G 0.01527 0.01195 0.006992 74 640: 12%|#1 | 20/168 [00:03<00:28, 5.25it/s] 32/499 4.32G 0.01528 0.01183 0.006974 62 640: 12%|#1 | 20/168 [00:03<00:28, 5.25it/s] 32/499 4.32G 0.01528 0.01183 0.006974 62 640: 12%|#2 | 21/168 [00:03<00:27, 5.30it/s] 32/499 4.32G 0.01529 0.01208 0.006919 85 640: 12%|#2 | 21/168 [00:04<00:27, 5.30it/s] 32/499 4.32G 0.01529 0.01208 0.006919 85 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s] 32/499 4.32G 0.01536 0.01214 0.006862 74 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s] 32/499 4.32G 0.01536 0.01214 0.006862 74 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s] 32/499 4.32G 0.01529 0.0121 0.006977 62 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s] 32/499 4.32G 0.01529 0.0121 0.006977 62 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s] 32/499 4.32G 0.0154 0.01209 0.007088 67 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s] 32/499 4.32G 0.0154 0.01209 0.007088 67 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s] 32/499 4.32G 0.01537 0.01215 0.007126 79 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s] 32/499 4.32G 0.01537 0.01215 0.007126 79 640: 15%|#5 | 26/168 [00:04<00:26, 5.29it/s] 32/499 4.32G 0.01531 0.01212 0.007137 66 640: 15%|#5 | 26/168 [00:05<00:26, 5.29it/s] 32/499 4.32G 0.01531 0.01212 0.007137 66 640: 16%|#6 | 27/168 [00:05<00:26, 5.32it/s] 32/499 4.32G 0.01528 0.01219 0.007052 81 640: 16%|#6 | 27/168 [00:05<00:26, 5.32it/s] 32/499 4.32G 0.01528 0.01219 0.007052 81 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s] 32/499 4.32G 0.01525 0.0122 0.006997 71 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s] 32/499 4.32G 0.01525 0.0122 0.006997 71 640: 17%|#7 | 29/168 [00:05<00:26, 5.25it/s] 32/499 4.32G 0.01526 0.01218 0.006989 74 640: 17%|#7 | 29/168 [00:05<00:26, 5.25it/s] 32/499 4.32G 0.01526 0.01218 0.006989 74 640: 18%|#7 | 30/168 [00:05<00:26, 5.28it/s] 32/499 4.32G 0.01528 0.01225 0.006946 81 640: 18%|#7 | 30/168 [00:05<00:26, 5.28it/s] 32/499 4.32G 0.01528 0.01225 0.006946 81 640: 18%|#8 | 31/168 [00:05<00:26, 5.12it/s] 32/499 4.32G 0.01521 0.01227 0.00696 83 640: 18%|#8 | 31/168 [00:06<00:26, 5.12it/s] 32/499 4.32G 0.01521 0.01227 0.00696 83 640: 19%|#9 | 32/168 [00:06<00:26, 5.20it/s] 32/499 4.32G 0.01526 0.01228 0.006961 65 640: 19%|#9 | 32/168 [00:06<00:26, 5.20it/s] 32/499 4.32G 0.01526 0.01228 0.006961 65 640: 20%|#9 | 33/168 [00:06<00:25, 5.29it/s] 32/499 4.32G 0.01524 0.01228 0.006894 67 640: 20%|#9 | 33/168 [00:06<00:25, 5.29it/s] 32/499 4.32G 0.01524 0.01228 0.006894 67 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s] 32/499 4.32G 0.01528 0.01229 0.006902 73 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s] 32/499 4.32G 0.01528 0.01229 0.006902 73 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s] 32/499 4.32G 0.01527 0.01237 0.006879 74 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s] 32/499 4.32G 0.01527 0.01237 0.006879 74 640: 21%|##1 | 36/168 [00:06<00:24, 5.30it/s] 32/499 4.32G 0.01525 0.01237 0.006778 65 640: 21%|##1 | 36/168 [00:07<00:24, 5.30it/s] 32/499 4.32G 0.01525 0.01237 0.006778 65 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s] 32/499 4.32G 0.01525 0.01238 0.006735 74 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s] 32/499 4.32G 0.01525 0.01238 0.006735 74 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s] 32/499 4.32G 0.01522 0.01236 0.006724 66 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s] 32/499 4.32G 0.01522 0.01236 0.006724 66 640: 23%|##3 | 39/168 [00:07<00:24, 5.33it/s] 32/499 4.32G 0.01516 0.01231 0.006695 56 640: 23%|##3 | 39/168 [00:07<00:24, 5.33it/s] 32/499 4.32G 0.01516 0.01231 0.006695 56 640: 24%|##3 | 40/168 [00:07<00:24, 5.15it/s] 32/499 4.32G 0.01516 0.0123 0.006691 71 640: 24%|##3 | 40/168 [00:07<00:24, 5.15it/s] 32/499 4.32G 0.01516 0.0123 0.006691 71 640: 24%|##4 | 41/168 [00:07<00:24, 5.25it/s] 32/499 4.32G 0.01517 0.0123 0.006656 73 640: 24%|##4 | 41/168 [00:07<00:24, 5.25it/s] 32/499 4.32G 0.01517 0.0123 0.006656 73 640: 25%|##5 | 42/168 [00:07<00:23, 5.33it/s] 32/499 4.32G 0.01513 0.01225 0.006605 67 640: 25%|##5 | 42/168 [00:08<00:23, 5.33it/s] 32/499 4.32G 0.01513 0.01225 0.006605 67 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s] 32/499 4.32G 0.01515 0.01222 0.006604 63 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s] 32/499 4.32G 0.01515 0.01222 0.006604 63 640: 26%|##6 | 44/168 [00:08<00:23, 5.24it/s] 32/499 4.32G 0.01514 0.01222 0.006611 61 640: 26%|##6 | 44/168 [00:08<00:23, 5.24it/s] 32/499 4.32G 0.01514 0.01222 0.006611 61 640: 27%|##6 | 45/168 [00:08<00:23, 5.32it/s] 32/499 4.32G 0.01511 0.01227 0.006614 86 640: 27%|##6 | 45/168 [00:08<00:23, 5.32it/s] 32/499 4.32G 0.01511 0.01227 0.006614 86 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s] 32/499 4.32G 0.0151 0.01233 0.006563 79 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s] 32/499 4.32G 0.0151 0.01233 0.006563 79 640: 28%|##7 | 47/168 [00:08<00:22, 5.30it/s] 32/499 4.32G 0.01513 0.01238 0.006578 67 640: 28%|##7 | 47/168 [00:09<00:22, 5.30it/s] 32/499 4.32G 0.01513 0.01238 0.006578 67 640: 29%|##8 | 48/168 [00:09<00:22, 5.38it/s] 32/499 4.32G 0.01517 0.0124 0.006569 61 640: 29%|##8 | 48/168 [00:09<00:22, 5.38it/s] 32/499 4.32G 0.01517 0.0124 0.006569 61 640: 29%|##9 | 49/168 [00:09<00:22, 5.17it/s] 32/499 4.32G 0.01514 0.01241 0.006593 81 640: 29%|##9 | 49/168 [00:09<00:22, 5.17it/s] 32/499 4.32G 0.01514 0.01241 0.006593 81 640: 30%|##9 | 50/168 [00:09<00:22, 5.26it/s] 32/499 4.32G 0.01517 0.01244 0.00663 82 640: 30%|##9 | 50/168 [00:09<00:22, 5.26it/s] 32/499 4.32G 0.01517 0.01244 0.00663 82 640: 30%|### | 51/168 [00:09<00:21, 5.32it/s] 32/499 4.32G 0.0152 0.01239 0.006619 55 640: 30%|### | 51/168 [00:09<00:21, 5.32it/s] 32/499 4.32G 0.0152 0.01239 0.006619 55 640: 31%|### | 52/168 [00:09<00:22, 5.21it/s] 32/499 4.32G 0.0152 0.01243 0.006564 81 640: 31%|### | 52/168 [00:10<00:22, 5.21it/s] 32/499 4.32G 0.0152 0.01243 0.006564 81 640: 32%|###1 | 53/168 [00:10<00:21, 5.31it/s] 32/499 4.32G 0.01523 0.01243 0.00658 72 640: 32%|###1 | 53/168 [00:10<00:21, 5.31it/s] 32/499 4.32G 0.01523 0.01243 0.00658 72 640: 32%|###2 | 54/168 [00:10<00:21, 5.39it/s] 32/499 4.32G 0.01523 0.01247 0.006521 84 640: 32%|###2 | 54/168 [00:10<00:21, 5.39it/s] 32/499 4.32G 0.01523 0.01247 0.006521 84 640: 33%|###2 | 55/168 [00:10<00:21, 5.24it/s] 32/499 4.32G 0.01523 0.01246 0.006518 73 640: 33%|###2 | 55/168 [00:10<00:21, 5.24it/s] 32/499 4.32G 0.01523 0.01246 0.006518 73 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s] 32/499 4.32G 0.0152 0.01248 0.006446 79 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s] 32/499 4.32G 0.0152 0.01248 0.006446 79 640: 34%|###3 | 57/168 [00:10<00:21, 5.25it/s] 32/499 4.32G 0.01516 0.01248 0.00646 72 640: 34%|###3 | 57/168 [00:11<00:21, 5.25it/s] 32/499 4.32G 0.01516 0.01248 0.00646 72 640: 35%|###4 | 58/168 [00:11<00:21, 5.16it/s] 32/499 4.32G 0.01514 0.01252 0.006493 78 640: 35%|###4 | 58/168 [00:11<00:21, 5.16it/s] 32/499 4.32G 0.01514 0.01252 0.006493 78 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s] 32/499 4.32G 0.01512 0.01248 0.006456 59 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s] 32/499 4.32G 0.01512 0.01248 0.006456 59 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s] 32/499 4.32G 0.01508 0.01246 0.006437 62 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s] 32/499 4.32G 0.01508 0.01246 0.006437 62 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s] 32/499 4.32G 0.01507 0.01243 0.006417 65 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s] 32/499 4.32G 0.01507 0.01243 0.006417 65 640: 37%|###6 | 62/168 [00:11<00:20, 5.23it/s] 32/499 4.32G 0.01505 0.01244 0.006347 68 640: 37%|###6 | 62/168 [00:11<00:20, 5.23it/s] 32/499 4.32G 0.01505 0.01244 0.006347 68 640: 38%|###7 | 63/168 [00:11<00:19, 5.31it/s] 32/499 4.32G 0.01505 0.01243 0.006356 67 640: 38%|###7 | 63/168 [00:12<00:19, 5.31it/s] 32/499 4.32G 0.01505 0.01243 0.006356 67 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s] 32/499 4.32G 0.01503 0.01244 0.006341 78 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s] 32/499 4.32G 0.01503 0.01244 0.006341 78 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s] 32/499 4.32G 0.01503 0.01245 0.006381 80 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s] 32/499 4.32G 0.01503 0.01245 0.006381 80 640: 39%|###9 | 66/168 [00:12<00:19, 5.33it/s] 32/499 4.32G 0.01501 0.01244 0.006376 80 640: 39%|###9 | 66/168 [00:12<00:19, 5.33it/s] 32/499 4.32G 0.01501 0.01244 0.006376 80 640: 40%|###9 | 67/168 [00:12<00:19, 5.18it/s] 32/499 4.32G 0.01501 0.01243 0.006343 66 640: 40%|###9 | 67/168 [00:12<00:19, 5.18it/s] 32/499 4.32G 0.01501 0.01243 0.006343 66 640: 40%|#### | 68/168 [00:12<00:19, 5.25it/s] 32/499 4.32G 0.015 0.01242 0.006371 67 640: 40%|#### | 68/168 [00:13<00:19, 5.25it/s] 32/499 4.32G 0.015 0.01242 0.006371 67 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s] 32/499 4.32G 0.015 0.01242 0.006327 78 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s] 32/499 4.32G 0.015 0.01242 0.006327 78 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s] 32/499 4.32G 0.01501 0.01242 0.006335 69 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s] 32/499 4.32G 0.01501 0.01242 0.006335 69 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s] 32/499 4.32G 0.01499 0.01243 0.006375 70 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s] 32/499 4.32G 0.01499 0.01243 0.006375 70 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s] 32/499 4.32G 0.01504 0.01241 0.006456 53 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s] 32/499 4.32G 0.01504 0.01241 0.006456 53 640: 43%|####3 | 73/168 [00:13<00:18, 5.18it/s] 32/499 4.32G 0.01503 0.01242 0.006427 86 640: 43%|####3 | 73/168 [00:14<00:18, 5.18it/s] 32/499 4.32G 0.01503 0.01242 0.006427 86 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s] 32/499 4.32G 0.01505 0.01245 0.006465 72 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s] 32/499 4.32G 0.01505 0.01245 0.006465 72 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s] 32/499 4.32G 0.01503 0.01245 0.006452 66 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s] 32/499 4.32G 0.01503 0.01245 0.006452 66 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s] 32/499 4.32G 0.01502 0.01245 0.006408 80 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s] 32/499 4.32G 0.01502 0.01245 0.006408 80 640: 46%|####5 | 77/168 [00:14<00:17, 5.30it/s] 32/499 4.32G 0.015 0.01242 0.006411 66 640: 46%|####5 | 77/168 [00:14<00:17, 5.30it/s] 32/499 4.32G 0.015 0.01242 0.006411 66 640: 46%|####6 | 78/168 [00:14<00:16, 5.35it/s] 32/499 4.32G 0.01501 0.0124 0.006406 63 640: 46%|####6 | 78/168 [00:15<00:16, 5.35it/s] 32/499 4.32G 0.01501 0.0124 0.006406 63 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s] 32/499 4.32G 0.015 0.01235 0.006504 61 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s] 32/499 4.32G 0.015 0.01235 0.006504 61 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s] 32/499 4.32G 0.01503 0.01238 0.006491 73 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s] 32/499 4.32G 0.01503 0.01238 0.006491 73 640: 48%|####8 | 81/168 [00:15<00:16, 5.31it/s] 32/499 4.32G 0.01503 0.01236 0.006493 60 640: 48%|####8 | 81/168 [00:15<00:16, 5.31it/s] 32/499 4.32G 0.01503 0.01236 0.006493 60 640: 49%|####8 | 82/168 [00:15<00:16, 5.16it/s] 32/499 4.32G 0.01504 0.01234 0.006457 55 640: 49%|####8 | 82/168 [00:15<00:16, 5.16it/s] 32/499 4.32G 0.01504 0.01234 0.006457 55 640: 49%|####9 | 83/168 [00:15<00:16, 5.24it/s] 32/499 4.32G 0.01505 0.01233 0.006471 61 640: 49%|####9 | 83/168 [00:15<00:16, 5.24it/s] 32/499 4.32G 0.01505 0.01233 0.006471 61 640: 50%|##### | 84/168 [00:15<00:15, 5.29it/s] 32/499 4.32G 0.01504 0.01234 0.006462 67 640: 50%|##### | 84/168 [00:16<00:15, 5.29it/s] 32/499 4.32G 0.01504 0.01234 0.006462 67 640: 51%|##### | 85/168 [00:16<00:16, 5.17it/s] 32/499 4.32G 0.01504 0.01234 0.006463 76 640: 51%|##### | 85/168 [00:16<00:16, 5.17it/s] 32/499 4.32G 0.01504 0.01234 0.006463 76 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s] 32/499 4.32G 0.01505 0.01233 0.006487 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s] 32/499 4.32G 0.01505 0.01233 0.006487 67 640: 52%|#####1 | 87/168 [00:16<00:15, 5.28it/s] 32/499 4.32G 0.01506 0.01234 0.006468 78 640: 52%|#####1 | 87/168 [00:16<00:15, 5.28it/s] 32/499 4.32G 0.01506 0.01234 0.006468 78 640: 52%|#####2 | 88/168 [00:16<00:15, 5.14it/s] 32/499 4.32G 0.01509 0.01233 0.006534 55 640: 52%|#####2 | 88/168 [00:16<00:15, 5.14it/s] 32/499 4.32G 0.01509 0.01233 0.006534 55 640: 53%|#####2 | 89/168 [00:16<00:15, 5.23it/s] 32/499 4.32G 0.01508 0.01234 0.006518 76 640: 53%|#####2 | 89/168 [00:17<00:15, 5.23it/s] 32/499 4.32G 0.01508 0.01234 0.006518 76 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s] 32/499 4.32G 0.01506 0.01233 0.006527 67 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s] 32/499 4.32G 0.01506 0.01233 0.006527 67 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s] 32/499 4.32G 0.01506 0.01229 0.006543 50 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s] 32/499 4.32G 0.01506 0.01229 0.006543 50 640: 55%|#####4 | 92/168 [00:17<00:14, 5.25it/s] 32/499 4.32G 0.01509 0.0123 0.006554 67 640: 55%|#####4 | 92/168 [00:17<00:14, 5.25it/s] 32/499 4.32G 0.01509 0.0123 0.006554 67 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s] 32/499 4.32G 0.01508 0.01227 0.006588 69 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s] 32/499 4.32G 0.01508 0.01227 0.006588 69 640: 56%|#####5 | 94/168 [00:17<00:14, 5.18it/s] 32/499 4.32G 0.01507 0.01226 0.006579 62 640: 56%|#####5 | 94/168 [00:18<00:14, 5.18it/s] 32/499 4.32G 0.01507 0.01226 0.006579 62 640: 57%|#####6 | 95/168 [00:18<00:13, 5.25it/s] 32/499 4.32G 0.0151 0.0123 0.0066 77 640: 57%|#####6 | 95/168 [00:18<00:13, 5.25it/s] 32/499 4.32G 0.0151 0.0123 0.0066 77 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s] 32/499 4.32G 0.01511 0.01235 0.006598 96 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s] 32/499 4.32G 0.01511 0.01235 0.006598 96 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s] 32/499 4.32G 0.01511 0.01237 0.006556 92 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s] 32/499 4.32G 0.01511 0.01237 0.006556 92 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s] 32/499 4.32G 0.0151 0.01235 0.006555 58 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s] 32/499 4.32G 0.0151 0.01235 0.006555 58 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s] 32/499 4.32G 0.01509 0.01235 0.006531 64 640: 59%|#####8 | 99/168 [00:19<00:12, 5.35it/s] 32/499 4.32G 0.01509 0.01235 0.006531 64 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s] 32/499 4.32G 0.01511 0.01232 0.006527 44 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s] 32/499 4.32G 0.01511 0.01232 0.006527 44 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s] 32/499 4.32G 0.01511 0.01229 0.006509 54 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s] 32/499 4.32G 0.01511 0.01229 0.006509 54 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s] 32/499 4.32G 0.0151 0.01231 0.006493 85 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s] 32/499 4.32G 0.0151 0.01231 0.006493 85 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s] 32/499 4.32G 0.0151 0.01233 0.006471 75 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s] 32/499 4.32G 0.0151 0.01233 0.006471 75 640: 62%|######1 | 104/168 [00:19<00:12, 5.28it/s] 32/499 4.32G 0.01511 0.01233 0.006488 77 640: 62%|######1 | 104/168 [00:19<00:12, 5.28it/s] 32/499 4.32G 0.01511 0.01233 0.006488 77 640: 62%|######2 | 105/168 [00:19<00:11, 5.35it/s] 32/499 4.32G 0.01511 0.01235 0.006491 62 640: 62%|######2 | 105/168 [00:20<00:11, 5.35it/s] 32/499 4.32G 0.01511 0.01235 0.006491 62 640: 63%|######3 | 106/168 [00:20<00:11, 5.21it/s] 32/499 4.32G 0.01511 0.01234 0.006458 64 640: 63%|######3 | 106/168 [00:20<00:11, 5.21it/s] 32/499 4.32G 0.01511 0.01234 0.006458 64 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s] 32/499 4.32G 0.01511 0.01234 0.006461 68 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s] 32/499 4.32G 0.01511 0.01234 0.006461 68 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s] 32/499 4.32G 0.01513 0.01233 0.006474 55 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s] 32/499 4.32G 0.01513 0.01233 0.006474 55 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s] 32/499 4.32G 0.01512 0.01232 0.006433 62 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s] 32/499 4.32G 0.01512 0.01232 0.006433 62 640: 65%|######5 | 110/168 [00:20<00:11, 5.26it/s] 32/499 4.32G 0.01512 0.01236 0.006442 82 640: 65%|######5 | 110/168 [00:21<00:11, 5.26it/s] 32/499 4.32G 0.01512 0.01236 0.006442 82 640: 66%|######6 | 111/168 [00:21<00:10, 5.32it/s] 32/499 4.32G 0.01511 0.01235 0.006419 66 640: 66%|######6 | 111/168 [00:21<00:10, 5.32it/s] 32/499 4.32G 0.01511 0.01235 0.006419 66 640: 67%|######6 | 112/168 [00:21<00:10, 5.19it/s] 32/499 4.32G 0.01511 0.01237 0.006423 68 640: 67%|######6 | 112/168 [00:21<00:10, 5.19it/s] 32/499 4.32G 0.01511 0.01237 0.006423 68 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s] 32/499 4.32G 0.01512 0.01237 0.006455 76 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s] 32/499 4.32G 0.01512 0.01237 0.006455 76 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s] 32/499 4.32G 0.01511 0.01237 0.006484 67 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s] 32/499 4.32G 0.01511 0.01237 0.006484 67 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s] 32/499 4.32G 0.01512 0.01238 0.006497 75 640: 68%|######8 | 115/168 [00:22<00:10, 5.21it/s] 32/499 4.32G 0.01512 0.01238 0.006497 75 640: 69%|######9 | 116/168 [00:22<00:09, 5.29it/s] 32/499 4.32G 0.01512 0.01239 0.006496 69 640: 69%|######9 | 116/168 [00:22<00:09, 5.29it/s] 32/499 4.32G 0.01512 0.01239 0.006496 69 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s] 32/499 4.32G 0.01511 0.01236 0.00647 54 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s] 32/499 4.32G 0.01511 0.01236 0.00647 54 640: 70%|####### | 118/168 [00:22<00:09, 5.17it/s] 32/499 4.32G 0.01512 0.01236 0.006477 72 640: 70%|####### | 118/168 [00:22<00:09, 5.17it/s] 32/499 4.32G 0.01512 0.01236 0.006477 72 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s] 32/499 4.32G 0.01512 0.01236 0.00647 71 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s] 32/499 4.32G 0.01512 0.01236 0.00647 71 640: 71%|#######1 | 120/168 [00:22<00:08, 5.35it/s] 32/499 4.32G 0.01515 0.01236 0.006484 75 640: 71%|#######1 | 120/168 [00:23<00:08, 5.35it/s] 32/499 4.32G 0.01515 0.01236 0.006484 75 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s] 32/499 4.32G 0.01515 0.01236 0.006508 70 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s] 32/499 4.32G 0.01515 0.01236 0.006508 70 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s] 32/499 4.32G 0.01516 0.01241 0.006494 94 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s] 32/499 4.32G 0.01516 0.01241 0.006494 94 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 32/499 4.32G 0.01517 0.01242 0.006501 81 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 32/499 4.32G 0.01517 0.01242 0.006501 81 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s] 32/499 4.32G 0.01517 0.01244 0.00653 83 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s] 32/499 4.32G 0.01517 0.01244 0.00653 83 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s] 32/499 4.32G 0.01518 0.01245 0.006524 77 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s] 32/499 4.32G 0.01518 0.01245 0.006524 77 640: 75%|#######5 | 126/168 [00:23<00:07, 5.35it/s] 32/499 4.32G 0.01517 0.01245 0.006501 74 640: 75%|#######5 | 126/168 [00:24<00:07, 5.35it/s] 32/499 4.32G 0.01517 0.01245 0.006501 74 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s] 32/499 4.32G 0.01516 0.01245 0.006497 79 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s] 32/499 4.32G 0.01516 0.01245 0.006497 79 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s] 32/499 4.32G 0.01515 0.01245 0.006514 75 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s] 32/499 4.32G 0.01515 0.01245 0.006514 75 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s] 32/499 4.32G 0.01514 0.01244 0.00652 63 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s] 32/499 4.32G 0.01514 0.01244 0.00652 63 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s] 32/499 4.32G 0.01513 0.01242 0.006528 64 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s] 32/499 4.32G 0.01513 0.01242 0.006528 64 640: 78%|#######7 | 131/168 [00:24<00:07, 5.25it/s] 32/499 4.32G 0.01514 0.01243 0.006532 90 640: 78%|#######7 | 131/168 [00:25<00:07, 5.25it/s] 32/499 4.32G 0.01514 0.01243 0.006532 90 640: 79%|#######8 | 132/168 [00:25<00:06, 5.30it/s] 32/499 4.32G 0.01515 0.01244 0.006544 72 640: 79%|#######8 | 132/168 [00:25<00:06, 5.30it/s] 32/499 4.32G 0.01515 0.01244 0.006544 72 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s] 32/499 4.32G 0.01516 0.01245 0.006531 64 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s] 32/499 4.32G 0.01516 0.01245 0.006531 64 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s] 32/499 4.32G 0.01515 0.01244 0.006526 71 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s] 32/499 4.32G 0.01515 0.01244 0.006526 71 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s] 32/499 4.32G 0.01515 0.01243 0.00653 64 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s] 32/499 4.32G 0.01515 0.01243 0.00653 64 640: 81%|######## | 136/168 [00:25<00:06, 5.24it/s] 32/499 4.32G 0.01515 0.01241 0.006545 52 640: 81%|######## | 136/168 [00:26<00:06, 5.24it/s] 32/499 4.32G 0.01515 0.01241 0.006545 52 640: 82%|########1 | 137/168 [00:26<00:05, 5.32it/s] 32/499 4.32G 0.01514 0.01241 0.006534 74 640: 82%|########1 | 137/168 [00:26<00:05, 5.32it/s] 32/499 4.32G 0.01514 0.01241 0.006534 74 640: 82%|########2 | 138/168 [00:26<00:05, 5.40it/s] 32/499 4.32G 0.01512 0.01242 0.006512 87 640: 82%|########2 | 138/168 [00:26<00:05, 5.40it/s] 32/499 4.32G 0.01512 0.01242 0.006512 87 640: 83%|########2 | 139/168 [00:26<00:05, 5.27it/s] 32/499 4.32G 0.01513 0.01243 0.006517 75 640: 83%|########2 | 139/168 [00:26<00:05, 5.27it/s] 32/499 4.32G 0.01513 0.01243 0.006517 75 640: 83%|########3 | 140/168 [00:26<00:05, 5.35it/s] 32/499 4.32G 0.01513 0.01244 0.006501 78 640: 83%|########3 | 140/168 [00:26<00:05, 5.35it/s] 32/499 4.32G 0.01513 0.01244 0.006501 78 640: 84%|########3 | 141/168 [00:26<00:05, 5.39it/s] 32/499 4.32G 0.01513 0.01243 0.006507 63 640: 84%|########3 | 141/168 [00:27<00:05, 5.39it/s] 32/499 4.32G 0.01513 0.01243 0.006507 63 640: 85%|########4 | 142/168 [00:27<00:04, 5.22it/s] 32/499 4.32G 0.01513 0.01243 0.006515 69 640: 85%|########4 | 142/168 [00:27<00:04, 5.22it/s] 32/499 4.32G 0.01513 0.01243 0.006515 69 640: 85%|########5 | 143/168 [00:27<00:04, 5.32it/s] 32/499 4.32G 0.01513 0.01243 0.006536 68 640: 85%|########5 | 143/168 [00:27<00:04, 5.32it/s] 32/499 4.32G 0.01513 0.01243 0.006536 68 640: 86%|########5 | 144/168 [00:27<00:04, 5.39it/s] 32/499 4.32G 0.01512 0.01243 0.006573 73 640: 86%|########5 | 144/168 [00:27<00:04, 5.39it/s] 32/499 4.32G 0.01512 0.01243 0.006573 73 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s] 32/499 4.32G 0.01512 0.01243 0.006588 76 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s] 32/499 4.32G 0.01512 0.01243 0.006588 76 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s] 32/499 4.32G 0.01512 0.01242 0.006585 67 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s] 32/499 4.32G 0.01512 0.01242 0.006585 67 640: 88%|########7 | 147/168 [00:27<00:03, 5.35it/s] 32/499 4.32G 0.01511 0.01243 0.006581 81 640: 88%|########7 | 147/168 [00:28<00:03, 5.35it/s] 32/499 4.32G 0.01511 0.01243 0.006581 81 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s] 32/499 4.32G 0.0151 0.01241 0.006576 52 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s] 32/499 4.32G 0.0151 0.01241 0.006576 52 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s] 32/499 4.32G 0.01509 0.0124 0.006579 62 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s] 32/499 4.32G 0.01509 0.0124 0.006579 62 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s] 32/499 4.32G 0.01508 0.0124 0.006581 74 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s] 32/499 4.32G 0.01508 0.0124 0.006581 74 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s] 32/499 4.32G 0.01507 0.01239 0.006583 65 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s] 32/499 4.32G 0.01507 0.01239 0.006583 65 640: 90%|######### | 152/168 [00:28<00:03, 5.28it/s] 32/499 4.32G 0.01506 0.01238 0.00659 66 640: 90%|######### | 152/168 [00:29<00:03, 5.28it/s] 32/499 4.32G 0.01506 0.01238 0.00659 66 640: 91%|#########1| 153/168 [00:29<00:02, 5.37it/s] 32/499 4.32G 0.01505 0.01239 0.006603 59 640: 91%|#########1| 153/168 [00:29<00:02, 5.37it/s] 32/499 4.32G 0.01505 0.01239 0.006603 59 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s] 32/499 4.32G 0.01505 0.01237 0.006587 61 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s] 32/499 4.32G 0.01505 0.01237 0.006587 61 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s] 32/499 4.32G 0.01505 0.01236 0.00657 65 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s] 32/499 4.32G 0.01505 0.01236 0.00657 65 640: 93%|#########2| 156/168 [00:29<00:02, 5.33it/s] 32/499 4.32G 0.01503 0.01236 0.006575 72 640: 93%|#########2| 156/168 [00:29<00:02, 5.33it/s] 32/499 4.32G 0.01503 0.01236 0.006575 72 640: 93%|#########3| 157/168 [00:29<00:02, 5.18it/s] 32/499 4.32G 0.01503 0.01235 0.006587 61 640: 93%|#########3| 157/168 [00:30<00:02, 5.18it/s] 32/499 4.32G 0.01503 0.01235 0.006587 61 640: 94%|#########4| 158/168 [00:30<00:01, 5.27it/s] 32/499 4.32G 0.01502 0.01234 0.006586 66 640: 94%|#########4| 158/168 [00:30<00:01, 5.27it/s] 32/499 4.32G 0.01502 0.01234 0.006586 66 640: 95%|#########4| 159/168 [00:30<00:01, 5.31it/s] 32/499 4.32G 0.01502 0.01236 0.006594 84 640: 95%|#########4| 159/168 [00:30<00:01, 5.31it/s] 32/499 4.32G 0.01502 0.01236 0.006594 84 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s] 32/499 4.32G 0.01501 0.01235 0.006582 70 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s] 32/499 4.32G 0.01501 0.01235 0.006582 70 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s] 32/499 4.32G 0.015 0.01236 0.006606 82 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s] 32/499 4.32G 0.015 0.01236 0.006606 82 640: 96%|#########6| 162/168 [00:30<00:01, 5.27it/s] 32/499 4.32G 0.015 0.01237 0.006608 84 640: 96%|#########6| 162/168 [00:30<00:01, 5.27it/s] 32/499 4.32G 0.015 0.01237 0.006608 84 640: 97%|#########7| 163/168 [00:30<00:00, 5.13it/s] 32/499 4.32G 0.01501 0.01238 0.006624 63 640: 97%|#########7| 163/168 [00:31<00:00, 5.13it/s] 32/499 4.32G 0.01501 0.01238 0.006624 63 640: 98%|#########7| 164/168 [00:31<00:00, 5.24it/s] 32/499 4.32G 0.01501 0.01238 0.006641 71 640: 98%|#########7| 164/168 [00:31<00:00, 5.24it/s] 32/499 4.32G 0.01501 0.01238 0.006641 71 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s] 32/499 4.32G 0.01502 0.01238 0.00664 65 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s] 32/499 4.32G 0.01502 0.01238 0.00664 65 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s] 32/499 4.32G 0.01502 0.01239 0.006621 81 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s] 32/499 4.32G 0.01502 0.01239 0.006621 81 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s] 32/499 4.32G 0.01499 0.01237 0.006655 25 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s] 32/499 4.32G 0.01499 0.01237 0.006655 25 640: 100%|##########| 168/168 [00:31<00:00, 5.46it/s] 32/499 4.32G 0.01499 0.01237 0.006655 25 640: 100%|##########| 168/168 [00:31<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.54it/s] all 132 263 0.797 0.857 0.867 0.717 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 33/499 4.32G 0.01481 0.01072 0.004796 66 640: 0%| | 0/168 [00:00<?, ?it/s] 33/499 4.32G 0.01481 0.01072 0.004796 66 640: 1%| | 1/168 [00:00<00:33, 5.01it/s] 33/499 4.32G 0.01477 0.01141 0.007398 77 640: 1%| | 1/168 [00:00<00:33, 5.01it/s] 33/499 4.32G 0.01477 0.01141 0.007398 77 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s] 33/499 4.32G 0.01518 0.01197 0.008423 73 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s] 33/499 4.32G 0.01518 0.01197 0.008423 73 640: 2%|1 | 3/168 [00:00<00:31, 5.31it/s] 33/499 4.32G 0.01527 0.01208 0.007935 66 640: 2%|1 | 3/168 [00:00<00:31, 5.31it/s] 33/499 4.32G 0.01527 0.01208 0.007935 66 640: 2%|2 | 4/168 [00:00<00:31, 5.15it/s] 33/499 4.32G 0.01467 0.01168 0.007686 68 640: 2%|2 | 4/168 [00:00<00:31, 5.15it/s] 33/499 4.32G 0.01467 0.01168 0.007686 68 640: 3%|2 | 5/168 [00:00<00:31, 5.24it/s] 33/499 4.32G 0.01467 0.0122 0.007276 79 640: 3%|2 | 5/168 [00:01<00:31, 5.24it/s] 33/499 4.32G 0.01467 0.0122 0.007276 79 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s] 33/499 4.32G 0.01504 0.01231 0.007083 71 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s] 33/499 4.32G 0.01504 0.01231 0.007083 71 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s] 33/499 4.32G 0.01507 0.01237 0.007031 57 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s] 33/499 4.32G 0.01507 0.01237 0.007031 57 640: 5%|4 | 8/168 [00:01<00:30, 5.32it/s] 33/499 4.32G 0.01507 0.01211 0.007132 51 640: 5%|4 | 8/168 [00:01<00:30, 5.32it/s] 33/499 4.32G 0.01507 0.01211 0.007132 51 640: 5%|5 | 9/168 [00:01<00:29, 5.37it/s] 33/499 4.32G 0.01516 0.0125 0.006702 78 640: 5%|5 | 9/168 [00:01<00:29, 5.37it/s] 33/499 4.32G 0.01516 0.0125 0.006702 78 640: 6%|5 | 10/168 [00:01<00:30, 5.22it/s] 33/499 4.32G 0.01497 0.01274 0.006782 91 640: 6%|5 | 10/168 [00:02<00:30, 5.22it/s] 33/499 4.32G 0.01497 0.01274 0.006782 91 640: 7%|6 | 11/168 [00:02<00:29, 5.32it/s] 33/499 4.32G 0.01485 0.01252 0.006605 60 640: 7%|6 | 11/168 [00:02<00:29, 5.32it/s] 33/499 4.32G 0.01485 0.01252 0.006605 60 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s] 33/499 4.32G 0.01483 0.01249 0.006494 65 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s] 33/499 4.32G 0.01483 0.01249 0.006494 65 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s] 33/499 4.32G 0.01476 0.01246 0.006529 79 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s] 33/499 4.32G 0.01476 0.01246 0.006529 79 640: 8%|8 | 14/168 [00:02<00:29, 5.29it/s] 33/499 4.32G 0.01484 0.01256 0.006574 69 640: 8%|8 | 14/168 [00:02<00:29, 5.29it/s] 33/499 4.32G 0.01484 0.01256 0.006574 69 640: 9%|8 | 15/168 [00:02<00:28, 5.35it/s] 33/499 4.32G 0.01474 0.01255 0.006553 74 640: 9%|8 | 15/168 [00:03<00:28, 5.35it/s] 33/499 4.32G 0.01474 0.01255 0.006553 74 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s] 33/499 4.32G 0.01485 0.01277 0.006811 78 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s] 33/499 4.32G 0.01485 0.01277 0.006811 78 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s] 33/499 4.32G 0.01488 0.01296 0.006634 75 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s] 33/499 4.32G 0.01488 0.01296 0.006634 75 640: 11%|# | 18/168 [00:03<00:27, 5.38it/s] 33/499 4.32G 0.01483 0.01292 0.006497 76 640: 11%|# | 18/168 [00:03<00:27, 5.38it/s] 33/499 4.32G 0.01483 0.01292 0.006497 76 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s] 33/499 4.32G 0.01479 0.01294 0.006325 69 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s] 33/499 4.32G 0.01479 0.01294 0.006325 69 640: 12%|#1 | 20/168 [00:03<00:27, 5.29it/s] 33/499 4.32G 0.01481 0.0129 0.006316 67 640: 12%|#1 | 20/168 [00:03<00:27, 5.29it/s] 33/499 4.32G 0.01481 0.0129 0.006316 67 640: 12%|#2 | 21/168 [00:03<00:27, 5.35it/s] 33/499 4.32G 0.01469 0.01282 0.006323 67 640: 12%|#2 | 21/168 [00:04<00:27, 5.35it/s] 33/499 4.32G 0.01469 0.01282 0.006323 67 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s] 33/499 4.32G 0.01476 0.01285 0.006405 65 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s] 33/499 4.32G 0.01476 0.01285 0.006405 65 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s] 33/499 4.32G 0.01473 0.01282 0.006294 70 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s] 33/499 4.32G 0.01473 0.01282 0.006294 70 640: 14%|#4 | 24/168 [00:04<00:27, 5.33it/s] 33/499 4.32G 0.0148 0.01281 0.006344 73 640: 14%|#4 | 24/168 [00:04<00:27, 5.33it/s] 33/499 4.32G 0.0148 0.01281 0.006344 73 640: 15%|#4 | 25/168 [00:04<00:27, 5.16it/s] 33/499 4.32G 0.01477 0.01279 0.006221 72 640: 15%|#4 | 25/168 [00:04<00:27, 5.16it/s] 33/499 4.32G 0.01477 0.01279 0.006221 72 640: 15%|#5 | 26/168 [00:04<00:27, 5.25it/s] 33/499 4.32G 0.0147 0.01272 0.006094 74 640: 15%|#5 | 26/168 [00:05<00:27, 5.25it/s] 33/499 4.32G 0.0147 0.01272 0.006094 74 640: 16%|#6 | 27/168 [00:05<00:26, 5.31it/s] 33/499 4.32G 0.01467 0.01275 0.006172 72 640: 16%|#6 | 27/168 [00:05<00:26, 5.31it/s] 33/499 4.32G 0.01467 0.01275 0.006172 72 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s] 33/499 4.32G 0.01466 0.01272 0.006128 69 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s] 33/499 4.32G 0.01466 0.01272 0.006128 69 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s] 33/499 4.32G 0.0147 0.01278 0.006089 83 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s] 33/499 4.32G 0.0147 0.01278 0.006089 83 640: 18%|#7 | 30/168 [00:05<00:25, 5.31it/s] 33/499 4.32G 0.0147 0.01279 0.006228 78 640: 18%|#7 | 30/168 [00:05<00:25, 5.31it/s] 33/499 4.32G 0.0147 0.01279 0.006228 78 640: 18%|#8 | 31/168 [00:05<00:26, 5.17it/s] 33/499 4.32G 0.01468 0.01276 0.006125 68 640: 18%|#8 | 31/168 [00:06<00:26, 5.17it/s] 33/499 4.32G 0.01468 0.01276 0.006125 68 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s] 33/499 4.32G 0.01475 0.01276 0.006264 73 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s] 33/499 4.32G 0.01475 0.01276 0.006264 73 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s] 33/499 4.32G 0.01472 0.01275 0.006193 73 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s] 33/499 4.32G 0.01472 0.01275 0.006193 73 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s] 33/499 4.32G 0.01471 0.01262 0.006108 44 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s] 33/499 4.32G 0.01471 0.01262 0.006108 44 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s] 33/499 4.32G 0.01469 0.0126 0.006148 63 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s] 33/499 4.32G 0.01469 0.0126 0.006148 63 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s] 33/499 4.32G 0.01464 0.01252 0.006156 54 640: 21%|##1 | 36/168 [00:07<00:24, 5.33it/s] 33/499 4.32G 0.01464 0.01252 0.006156 54 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s] 33/499 4.32G 0.01462 0.01251 0.006182 74 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s] 33/499 4.32G 0.01462 0.01251 0.006182 74 640: 23%|##2 | 38/168 [00:07<00:24, 5.23it/s] 33/499 4.32G 0.0146 0.01241 0.006204 55 640: 23%|##2 | 38/168 [00:07<00:24, 5.23it/s] 33/499 4.32G 0.0146 0.01241 0.006204 55 640: 23%|##3 | 39/168 [00:07<00:24, 5.29it/s] 33/499 4.32G 0.01461 0.01239 0.006245 78 640: 23%|##3 | 39/168 [00:07<00:24, 5.29it/s] 33/499 4.32G 0.01461 0.01239 0.006245 78 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s] 33/499 4.32G 0.01462 0.01239 0.006231 63 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s] 33/499 4.32G 0.01462 0.01239 0.006231 63 640: 24%|##4 | 41/168 [00:07<00:24, 5.21it/s] 33/499 4.32G 0.01464 0.0124 0.006215 68 640: 24%|##4 | 41/168 [00:07<00:24, 5.21it/s] 33/499 4.32G 0.01464 0.0124 0.006215 68 640: 25%|##5 | 42/168 [00:07<00:23, 5.31it/s] 33/499 4.32G 0.0147 0.01241 0.006243 74 640: 25%|##5 | 42/168 [00:08<00:23, 5.31it/s] 33/499 4.32G 0.0147 0.01241 0.006243 74 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s] 33/499 4.32G 0.01472 0.01237 0.006306 57 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s] 33/499 4.32G 0.01472 0.01237 0.006306 57 640: 26%|##6 | 44/168 [00:08<00:23, 5.22it/s] 33/499 4.32G 0.01476 0.0124 0.006457 77 640: 26%|##6 | 44/168 [00:08<00:23, 5.22it/s] 33/499 4.32G 0.01476 0.0124 0.006457 77 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s] 33/499 4.32G 0.01472 0.01239 0.006452 77 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s] 33/499 4.32G 0.01472 0.01239 0.006452 77 640: 27%|##7 | 46/168 [00:08<00:23, 5.16it/s] 33/499 4.32G 0.01465 0.01233 0.006432 49 640: 27%|##7 | 46/168 [00:08<00:23, 5.16it/s] 33/499 4.32G 0.01465 0.01233 0.006432 49 640: 28%|##7 | 47/168 [00:08<00:22, 5.27it/s] 33/499 4.32G 0.01468 0.01232 0.006414 63 640: 28%|##7 | 47/168 [00:09<00:22, 5.27it/s] 33/499 4.32G 0.01468 0.01232 0.006414 63 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s] 33/499 4.32G 0.01467 0.01226 0.006331 45 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s] 33/499 4.32G 0.01467 0.01226 0.006331 45 640: 29%|##9 | 49/168 [00:09<00:22, 5.22it/s] 33/499 4.32G 0.01465 0.01222 0.006282 55 640: 29%|##9 | 49/168 [00:09<00:22, 5.22it/s] 33/499 4.32G 0.01465 0.01222 0.006282 55 640: 30%|##9 | 50/168 [00:09<00:22, 5.32it/s] 33/499 4.32G 0.01466 0.01219 0.006215 70 640: 30%|##9 | 50/168 [00:09<00:22, 5.32it/s] 33/499 4.32G 0.01466 0.01219 0.006215 70 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s] 33/499 4.32G 0.01467 0.0122 0.006236 71 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s] 33/499 4.32G 0.01467 0.0122 0.006236 71 640: 31%|### | 52/168 [00:09<00:22, 5.21it/s] 33/499 4.32G 0.0147 0.01221 0.006328 71 640: 31%|### | 52/168 [00:10<00:22, 5.21it/s] 33/499 4.32G 0.0147 0.01221 0.006328 71 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s] 33/499 4.32G 0.01468 0.01219 0.006306 63 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s] 33/499 4.32G 0.01468 0.01219 0.006306 63 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s] 33/499 4.32G 0.01468 0.01218 0.006289 63 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s] 33/499 4.32G 0.01468 0.01218 0.006289 63 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s] 33/499 4.32G 0.01466 0.01214 0.006253 62 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s] 33/499 4.32G 0.01466 0.01214 0.006253 62 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s] 33/499 4.32G 0.01466 0.01216 0.006281 81 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s] 33/499 4.32G 0.01466 0.01216 0.006281 81 640: 34%|###3 | 57/168 [00:10<00:20, 5.37it/s] 33/499 4.32G 0.01464 0.01216 0.006239 66 640: 34%|###3 | 57/168 [00:11<00:20, 5.37it/s] 33/499 4.32G 0.01464 0.01216 0.006239 66 640: 35%|###4 | 58/168 [00:11<00:21, 5.23it/s] 33/499 4.32G 0.01466 0.01214 0.006245 70 640: 35%|###4 | 58/168 [00:11<00:21, 5.23it/s] 33/499 4.32G 0.01466 0.01214 0.006245 70 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s] 33/499 4.32G 0.01463 0.01214 0.006197 71 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s] 33/499 4.32G 0.01463 0.01214 0.006197 71 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s] 33/499 4.32G 0.01465 0.01216 0.006185 82 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s] 33/499 4.32G 0.01465 0.01216 0.006185 82 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s] 33/499 4.32G 0.01468 0.0122 0.006213 72 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s] 33/499 4.32G 0.01468 0.0122 0.006213 72 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s] 33/499 4.32G 0.01469 0.01218 0.006238 63 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s] 33/499 4.32G 0.01469 0.01218 0.006238 63 640: 38%|###7 | 63/168 [00:11<00:19, 5.34it/s] 33/499 4.32G 0.01466 0.01219 0.006263 80 640: 38%|###7 | 63/168 [00:12<00:19, 5.34it/s] 33/499 4.32G 0.01466 0.01219 0.006263 80 640: 38%|###8 | 64/168 [00:12<00:20, 5.20it/s] 33/499 4.32G 0.01466 0.01217 0.006275 62 640: 38%|###8 | 64/168 [00:12<00:20, 5.20it/s] 33/499 4.32G 0.01466 0.01217 0.006275 62 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s] 33/499 4.32G 0.01467 0.01218 0.006268 74 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s] 33/499 4.32G 0.01467 0.01218 0.006268 74 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s] 33/499 4.32G 0.01466 0.01217 0.006258 68 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s] 33/499 4.32G 0.01466 0.01217 0.006258 68 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s] 33/499 4.32G 0.01467 0.01215 0.006211 67 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s] 33/499 4.32G 0.01467 0.01215 0.006211 67 640: 40%|#### | 68/168 [00:12<00:18, 5.30it/s] 33/499 4.32G 0.01465 0.01218 0.006164 85 640: 40%|#### | 68/168 [00:13<00:18, 5.30it/s] 33/499 4.32G 0.01465 0.01218 0.006164 85 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s] 33/499 4.32G 0.01464 0.01216 0.006163 69 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s] 33/499 4.32G 0.01464 0.01216 0.006163 69 640: 42%|####1 | 70/168 [00:13<00:18, 5.16it/s] 33/499 4.32G 0.01463 0.01216 0.006224 69 640: 42%|####1 | 70/168 [00:13<00:18, 5.16it/s] 33/499 4.32G 0.01463 0.01216 0.006224 69 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s] 33/499 4.32G 0.01464 0.01217 0.006189 68 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s] 33/499 4.32G 0.01464 0.01217 0.006189 68 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s] 33/499 4.32G 0.01466 0.01218 0.006256 67 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s] 33/499 4.32G 0.01466 0.01218 0.006256 67 640: 43%|####3 | 73/168 [00:13<00:18, 5.19it/s] 33/499 4.32G 0.01468 0.01217 0.006249 61 640: 43%|####3 | 73/168 [00:14<00:18, 5.19it/s] 33/499 4.32G 0.01468 0.01217 0.006249 61 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s] 33/499 4.32G 0.01471 0.01216 0.00628 65 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s] 33/499 4.32G 0.01471 0.01216 0.00628 65 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 33/499 4.32G 0.01472 0.01219 0.006287 79 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 33/499 4.32G 0.01472 0.01219 0.006287 79 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s] 33/499 4.32G 0.01472 0.01219 0.006254 75 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s] 33/499 4.32G 0.01472 0.01219 0.006254 75 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s] 33/499 4.32G 0.01473 0.0122 0.006231 63 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s] 33/499 4.32G 0.01473 0.0122 0.006231 63 640: 46%|####6 | 78/168 [00:14<00:16, 5.36it/s] 33/499 4.32G 0.01476 0.01224 0.006204 77 640: 46%|####6 | 78/168 [00:15<00:16, 5.36it/s] 33/499 4.32G 0.01476 0.01224 0.006204 77 640: 47%|####7 | 79/168 [00:15<00:17, 5.15it/s] 33/499 4.32G 0.01477 0.01222 0.006177 65 640: 47%|####7 | 79/168 [00:15<00:17, 5.15it/s] 33/499 4.32G 0.01477 0.01222 0.006177 65 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s] 33/499 4.32G 0.01475 0.01223 0.006146 90 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s] 33/499 4.32G 0.01475 0.01223 0.006146 90 640: 48%|####8 | 81/168 [00:15<00:16, 5.32it/s] 33/499 4.32G 0.01477 0.01224 0.006207 74 640: 48%|####8 | 81/168 [00:15<00:16, 5.32it/s] 33/499 4.32G 0.01477 0.01224 0.006207 74 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s] 33/499 4.32G 0.01474 0.01223 0.006197 72 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s] 33/499 4.32G 0.01474 0.01223 0.006197 72 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s] 33/499 4.32G 0.01474 0.01223 0.006236 64 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s] 33/499 4.32G 0.01474 0.01223 0.006236 64 640: 50%|##### | 84/168 [00:15<00:15, 5.33it/s] 33/499 4.32G 0.01475 0.0122 0.006288 54 640: 50%|##### | 84/168 [00:16<00:15, 5.33it/s] 33/499 4.32G 0.01475 0.0122 0.006288 54 640: 51%|##### | 85/168 [00:16<00:15, 5.19it/s] 33/499 4.32G 0.01471 0.01217 0.006275 65 640: 51%|##### | 85/168 [00:16<00:15, 5.19it/s] 33/499 4.32G 0.01471 0.01217 0.006275 65 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s] 33/499 4.32G 0.01472 0.01219 0.006286 70 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s] 33/499 4.32G 0.01472 0.01219 0.006286 70 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s] 33/499 4.32G 0.01473 0.01221 0.006284 79 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s] 33/499 4.32G 0.01473 0.01221 0.006284 79 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s] 33/499 4.32G 0.01472 0.01221 0.006327 72 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s] 33/499 4.32G 0.01472 0.01221 0.006327 72 640: 53%|#####2 | 89/168 [00:16<00:14, 5.29it/s] 33/499 4.32G 0.01473 0.01222 0.006334 75 640: 53%|#####2 | 89/168 [00:17<00:14, 5.29it/s] 33/499 4.32G 0.01473 0.01222 0.006334 75 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s] 33/499 4.32G 0.01476 0.01219 0.006324 55 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s] 33/499 4.32G 0.01476 0.01219 0.006324 55 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s] 33/499 4.32G 0.01475 0.01219 0.006294 69 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s] 33/499 4.32G 0.01475 0.01219 0.006294 69 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s] 33/499 4.32G 0.01474 0.01218 0.006295 66 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s] 33/499 4.32G 0.01474 0.01218 0.006295 66 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s] 33/499 4.32G 0.01474 0.01217 0.006283 71 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s] 33/499 4.32G 0.01474 0.01217 0.006283 71 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s] 33/499 4.32G 0.01475 0.01219 0.006294 68 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s] 33/499 4.32G 0.01475 0.01219 0.006294 68 640: 57%|#####6 | 95/168 [00:18<00:13, 5.22it/s] 33/499 4.32G 0.01474 0.01221 0.006307 81 640: 57%|#####6 | 95/168 [00:18<00:13, 5.22it/s] 33/499 4.32G 0.01474 0.01221 0.006307 81 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s] 33/499 4.32G 0.01473 0.0122 0.006299 68 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s] 33/499 4.32G 0.01473 0.0122 0.006299 68 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s] 33/499 4.32G 0.01473 0.01221 0.006288 73 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s] 33/499 4.32G 0.01473 0.01221 0.006288 73 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s] 33/499 4.32G 0.01474 0.0122 0.006324 62 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s] 33/499 4.32G 0.01474 0.0122 0.006324 62 640: 59%|#####8 | 99/168 [00:18<00:12, 5.36it/s] 33/499 4.32G 0.01475 0.01222 0.006337 78 640: 59%|#####8 | 99/168 [00:18<00:12, 5.36it/s] 33/499 4.32G 0.01475 0.01222 0.006337 78 640: 60%|#####9 | 100/168 [00:18<00:13, 5.23it/s] 33/499 4.32G 0.01473 0.01219 0.006319 64 640: 60%|#####9 | 100/168 [00:19<00:13, 5.23it/s] 33/499 4.32G 0.01473 0.01219 0.006319 64 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s] 33/499 4.32G 0.01474 0.01219 0.006294 62 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s] 33/499 4.32G 0.01474 0.01219 0.006294 62 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s] 33/499 4.32G 0.01473 0.01219 0.006273 74 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s] 33/499 4.32G 0.01473 0.01219 0.006273 74 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s] 33/499 4.32G 0.01471 0.01219 0.006302 78 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s] 33/499 4.32G 0.01471 0.01219 0.006302 78 640: 62%|######1 | 104/168 [00:19<00:12, 5.31it/s] 33/499 4.32G 0.01471 0.0122 0.006298 82 640: 62%|######1 | 104/168 [00:19<00:12, 5.31it/s] 33/499 4.32G 0.01471 0.0122 0.006298 82 640: 62%|######2 | 105/168 [00:19<00:11, 5.36it/s] 33/499 4.32G 0.01472 0.01222 0.006327 80 640: 62%|######2 | 105/168 [00:20<00:11, 5.36it/s] 33/499 4.32G 0.01472 0.01222 0.006327 80 640: 63%|######3 | 106/168 [00:20<00:11, 5.23it/s] 33/499 4.32G 0.01473 0.01221 0.00632 66 640: 63%|######3 | 106/168 [00:20<00:11, 5.23it/s] 33/499 4.32G 0.01473 0.01221 0.00632 66 640: 64%|######3 | 107/168 [00:20<00:11, 5.31it/s] 33/499 4.32G 0.01474 0.01217 0.006345 49 640: 64%|######3 | 107/168 [00:20<00:11, 5.31it/s] 33/499 4.32G 0.01474 0.01217 0.006345 49 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s] 33/499 4.32G 0.01473 0.01215 0.006344 65 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s] 33/499 4.32G 0.01473 0.01215 0.006344 65 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s] 33/499 4.32G 0.01473 0.01213 0.006353 49 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s] 33/499 4.32G 0.01473 0.01213 0.006353 49 640: 65%|######5 | 110/168 [00:20<00:10, 5.32it/s] 33/499 4.32G 0.01472 0.0121 0.006351 51 640: 65%|######5 | 110/168 [00:21<00:10, 5.32it/s] 33/499 4.32G 0.01472 0.0121 0.006351 51 640: 66%|######6 | 111/168 [00:21<00:10, 5.39it/s] 33/499 4.32G 0.01473 0.0121 0.006358 71 640: 66%|######6 | 111/168 [00:21<00:10, 5.39it/s] 33/499 4.32G 0.01473 0.0121 0.006358 71 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s] 33/499 4.32G 0.01476 0.01211 0.006405 80 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s] 33/499 4.32G 0.01476 0.01211 0.006405 80 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s] 33/499 4.32G 0.01475 0.01211 0.006384 74 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s] 33/499 4.32G 0.01475 0.01211 0.006384 74 640: 68%|######7 | 114/168 [00:21<00:10, 5.38it/s] 33/499 4.32G 0.01474 0.01209 0.006372 67 640: 68%|######7 | 114/168 [00:21<00:10, 5.38it/s] 33/499 4.32G 0.01474 0.01209 0.006372 67 640: 68%|######8 | 115/168 [00:21<00:10, 5.23it/s] 33/499 4.32G 0.01474 0.01209 0.006357 66 640: 68%|######8 | 115/168 [00:22<00:10, 5.23it/s] 33/499 4.32G 0.01474 0.01209 0.006357 66 640: 69%|######9 | 116/168 [00:22<00:09, 5.29it/s] 33/499 4.32G 0.01472 0.01208 0.006353 72 640: 69%|######9 | 116/168 [00:22<00:09, 5.29it/s] 33/499 4.32G 0.01472 0.01208 0.006353 72 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s] 33/499 4.32G 0.01473 0.0121 0.006379 78 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s] 33/499 4.32G 0.01473 0.0121 0.006379 78 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s] 33/499 4.32G 0.01473 0.0121 0.006365 64 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s] 33/499 4.32G 0.01473 0.0121 0.006365 64 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s] 33/499 4.32G 0.01471 0.01211 0.006359 75 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s] 33/499 4.32G 0.01471 0.01211 0.006359 75 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s] 33/499 4.32G 0.01472 0.01213 0.00637 94 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s] 33/499 4.32G 0.01472 0.01213 0.00637 94 640: 72%|#######2 | 121/168 [00:22<00:09, 5.19it/s] 33/499 4.32G 0.01473 0.01212 0.006371 70 640: 72%|#######2 | 121/168 [00:23<00:09, 5.19it/s] 33/499 4.32G 0.01473 0.01212 0.006371 70 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s] 33/499 4.32G 0.01471 0.0121 0.006362 55 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s] 33/499 4.32G 0.01471 0.0121 0.006362 55 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s] 33/499 4.32G 0.01471 0.01212 0.006355 81 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s] 33/499 4.32G 0.01471 0.01212 0.006355 81 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s] 33/499 4.32G 0.01473 0.01212 0.006341 69 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s] 33/499 4.32G 0.01473 0.01212 0.006341 69 640: 74%|#######4 | 125/168 [00:23<00:08, 5.29it/s] 33/499 4.32G 0.01473 0.01214 0.006325 78 640: 74%|#######4 | 125/168 [00:23<00:08, 5.29it/s] 33/499 4.32G 0.01473 0.01214 0.006325 78 640: 75%|#######5 | 126/168 [00:23<00:07, 5.34it/s] 33/499 4.32G 0.01474 0.01217 0.006295 84 640: 75%|#######5 | 126/168 [00:24<00:07, 5.34it/s] 33/499 4.32G 0.01474 0.01217 0.006295 84 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s] 33/499 4.32G 0.01472 0.01215 0.006289 58 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s] 33/499 4.32G 0.01472 0.01215 0.006289 58 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s] 33/499 4.32G 0.01471 0.01213 0.006286 55 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s] 33/499 4.32G 0.01471 0.01213 0.006286 55 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s] 33/499 4.32G 0.01471 0.01215 0.006261 72 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s] 33/499 4.32G 0.01471 0.01215 0.006261 72 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s] 33/499 4.32G 0.01472 0.01215 0.006255 68 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s] 33/499 4.32G 0.01472 0.01215 0.006255 68 640: 78%|#######7 | 131/168 [00:24<00:06, 5.30it/s] 33/499 4.32G 0.01471 0.01214 0.006242 69 640: 78%|#######7 | 131/168 [00:25<00:06, 5.30it/s] 33/499 4.32G 0.01471 0.01214 0.006242 69 640: 79%|#######8 | 132/168 [00:25<00:06, 5.34it/s] 33/499 4.32G 0.01473 0.01216 0.006244 75 640: 79%|#######8 | 132/168 [00:25<00:06, 5.34it/s] 33/499 4.32G 0.01473 0.01216 0.006244 75 640: 79%|#######9 | 133/168 [00:25<00:06, 5.23it/s] 33/499 4.32G 0.01473 0.01215 0.00626 62 640: 79%|#######9 | 133/168 [00:25<00:06, 5.23it/s] 33/499 4.32G 0.01473 0.01215 0.00626 62 640: 80%|#######9 | 134/168 [00:25<00:06, 5.33it/s] 33/499 4.32G 0.01473 0.01215 0.006274 67 640: 80%|#######9 | 134/168 [00:25<00:06, 5.33it/s] 33/499 4.32G 0.01473 0.01215 0.006274 67 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s] 33/499 4.32G 0.01473 0.01216 0.006271 72 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s] 33/499 4.32G 0.01473 0.01216 0.006271 72 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s] 33/499 4.32G 0.01473 0.01215 0.006258 69 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s] 33/499 4.32G 0.01473 0.01215 0.006258 69 640: 82%|########1 | 137/168 [00:25<00:05, 5.33it/s] 33/499 4.32G 0.01475 0.01215 0.00624 74 640: 82%|########1 | 137/168 [00:26<00:05, 5.33it/s] 33/499 4.32G 0.01475 0.01215 0.00624 74 640: 82%|########2 | 138/168 [00:26<00:05, 5.38it/s] 33/499 4.32G 0.01474 0.01216 0.006215 70 640: 82%|########2 | 138/168 [00:26<00:05, 5.38it/s] 33/499 4.32G 0.01474 0.01216 0.006215 70 640: 83%|########2 | 139/168 [00:26<00:05, 5.26it/s] 33/499 4.32G 0.01473 0.01216 0.006196 61 640: 83%|########2 | 139/168 [00:26<00:05, 5.26it/s] 33/499 4.32G 0.01473 0.01216 0.006196 61 640: 83%|########3 | 140/168 [00:26<00:05, 5.35it/s] 33/499 4.32G 0.01473 0.01216 0.006198 70 640: 83%|########3 | 140/168 [00:26<00:05, 5.35it/s] 33/499 4.32G 0.01473 0.01216 0.006198 70 640: 84%|########3 | 141/168 [00:26<00:04, 5.41it/s] 33/499 4.32G 0.01475 0.01216 0.006246 71 640: 84%|########3 | 141/168 [00:26<00:04, 5.41it/s] 33/499 4.32G 0.01475 0.01216 0.006246 71 640: 85%|########4 | 142/168 [00:26<00:04, 5.23it/s] 33/499 4.32G 0.01475 0.01218 0.006239 85 640: 85%|########4 | 142/168 [00:27<00:04, 5.23it/s] 33/499 4.32G 0.01475 0.01218 0.006239 85 640: 85%|########5 | 143/168 [00:27<00:04, 5.32it/s] 33/499 4.32G 0.01476 0.01221 0.006222 88 640: 85%|########5 | 143/168 [00:27<00:04, 5.32it/s] 33/499 4.32G 0.01476 0.01221 0.006222 88 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s] 33/499 4.32G 0.01476 0.01222 0.006219 81 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s] 33/499 4.32G 0.01476 0.01222 0.006219 81 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s] 33/499 4.32G 0.01475 0.01224 0.00622 92 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s] 33/499 4.32G 0.01475 0.01224 0.00622 92 640: 87%|########6 | 146/168 [00:27<00:04, 5.31it/s] 33/499 4.32G 0.01474 0.01222 0.006222 63 640: 87%|########6 | 146/168 [00:27<00:04, 5.31it/s] 33/499 4.32G 0.01474 0.01222 0.006222 63 640: 88%|########7 | 147/168 [00:27<00:03, 5.38it/s] 33/499 4.32G 0.01473 0.01222 0.006215 68 640: 88%|########7 | 147/168 [00:28<00:03, 5.38it/s] 33/499 4.32G 0.01473 0.01222 0.006215 68 640: 88%|########8 | 148/168 [00:28<00:03, 5.24it/s] 33/499 4.32G 0.01473 0.01222 0.006216 78 640: 88%|########8 | 148/168 [00:28<00:03, 5.24it/s] 33/499 4.32G 0.01473 0.01222 0.006216 78 640: 89%|########8 | 149/168 [00:28<00:03, 5.32it/s] 33/499 4.32G 0.01472 0.01221 0.006215 67 640: 89%|########8 | 149/168 [00:28<00:03, 5.32it/s] 33/499 4.32G 0.01472 0.01221 0.006215 67 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s] 33/499 4.32G 0.01471 0.01221 0.006192 61 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s] 33/499 4.32G 0.01471 0.01221 0.006192 61 640: 90%|########9 | 151/168 [00:28<00:03, 5.24it/s] 33/499 4.32G 0.01472 0.0122 0.006203 66 640: 90%|########9 | 151/168 [00:28<00:03, 5.24it/s] 33/499 4.32G 0.01472 0.0122 0.006203 66 640: 90%|######### | 152/168 [00:28<00:03, 5.32it/s] 33/499 4.32G 0.01473 0.01219 0.006195 69 640: 90%|######### | 152/168 [00:28<00:03, 5.32it/s] 33/499 4.32G 0.01473 0.01219 0.006195 69 640: 91%|#########1| 153/168 [00:28<00:02, 5.41it/s] 33/499 4.32G 0.01472 0.01221 0.006176 70 640: 91%|#########1| 153/168 [00:29<00:02, 5.41it/s] 33/499 4.32G 0.01472 0.01221 0.006176 70 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s] 33/499 4.32G 0.01474 0.01222 0.006169 73 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s] 33/499 4.32G 0.01474 0.01222 0.006169 73 640: 92%|#########2| 155/168 [00:29<00:02, 5.29it/s] 33/499 4.32G 0.01475 0.01223 0.006143 68 640: 92%|#########2| 155/168 [00:29<00:02, 5.29it/s] 33/499 4.32G 0.01475 0.01223 0.006143 68 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s] 33/499 4.32G 0.01476 0.01222 0.006125 56 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s] 33/499 4.32G 0.01476 0.01222 0.006125 56 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s] 33/499 4.32G 0.01476 0.01222 0.006105 66 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s] 33/499 4.32G 0.01476 0.01222 0.006105 66 640: 94%|#########4| 158/168 [00:29<00:01, 5.28it/s] 33/499 4.32G 0.01475 0.01221 0.006097 65 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s] 33/499 4.32G 0.01475 0.01221 0.006097 65 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s] 33/499 4.32G 0.01475 0.0122 0.006114 74 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s] 33/499 4.32G 0.01475 0.0122 0.006114 74 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s] 33/499 4.32G 0.01475 0.01222 0.00614 75 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s] 33/499 4.32G 0.01475 0.01222 0.00614 75 640: 96%|#########5| 161/168 [00:30<00:01, 5.31it/s] 33/499 4.32G 0.01475 0.0122 0.006115 55 640: 96%|#########5| 161/168 [00:30<00:01, 5.31it/s] 33/499 4.32G 0.01475 0.0122 0.006115 55 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s] 33/499 4.32G 0.01474 0.01221 0.006108 73 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s] 33/499 4.32G 0.01474 0.01221 0.006108 73 640: 97%|#########7| 163/168 [00:30<00:00, 5.17it/s] 33/499 4.32G 0.01474 0.01222 0.00609 78 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s] 33/499 4.32G 0.01474 0.01222 0.00609 78 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s] 33/499 4.32G 0.01473 0.01221 0.006107 69 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s] 33/499 4.32G 0.01473 0.01221 0.006107 69 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s] 33/499 4.32G 0.01473 0.01219 0.006126 65 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s] 33/499 4.32G 0.01473 0.01219 0.006126 65 640: 99%|#########8| 166/168 [00:31<00:00, 5.16it/s] 33/499 4.32G 0.01474 0.0122 0.006128 69 640: 99%|#########8| 166/168 [00:31<00:00, 5.16it/s] 33/499 4.32G 0.01474 0.0122 0.006128 69 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s] 33/499 4.32G 0.01472 0.01219 0.006143 33 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s] 33/499 4.32G 0.01472 0.01219 0.006143 33 640: 100%|##########| 168/168 [00:31<00:00, 5.46it/s] 33/499 4.32G 0.01472 0.01219 0.006143 33 640: 100%|##########| 168/168 [00:31<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.81it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.86it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.44it/s] all 132 263 0.75 0.848 0.841 0.706 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 34/499 4.32G 0.01433 0.01102 0.009025 67 640: 0%| | 0/168 [00:00<?, ?it/s] 34/499 4.32G 0.01433 0.01102 0.009025 67 640: 1%| | 1/168 [00:00<00:34, 4.89it/s] 34/499 4.32G 0.01471 0.0107 0.01011 58 640: 1%| | 1/168 [00:00<00:34, 4.89it/s] 34/499 4.32G 0.01471 0.0107 0.01011 58 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s] 34/499 4.32G 0.01534 0.01218 0.009284 80 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s] 34/499 4.32G 0.01534 0.01218 0.009284 80 640: 2%|1 | 3/168 [00:00<00:30, 5.36it/s] 34/499 4.32G 0.01526 0.01172 0.007618 60 640: 2%|1 | 3/168 [00:00<00:30, 5.36it/s] 34/499 4.32G 0.01526 0.01172 0.007618 60 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s] 34/499 4.32G 0.01539 0.01168 0.007431 74 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s] 34/499 4.32G 0.01539 0.01168 0.007431 74 640: 3%|2 | 5/168 [00:00<00:30, 5.29it/s] 34/499 4.32G 0.01546 0.01198 0.006988 67 640: 3%|2 | 5/168 [00:01<00:30, 5.29it/s] 34/499 4.32G 0.01546 0.01198 0.006988 67 640: 4%|3 | 6/168 [00:01<00:30, 5.34it/s] 34/499 4.32G 0.01536 0.01224 0.006717 84 640: 4%|3 | 6/168 [00:01<00:30, 5.34it/s] 34/499 4.32G 0.01536 0.01224 0.006717 84 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s] 34/499 4.32G 0.01523 0.0122 0.006302 60 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s] 34/499 4.32G 0.01523 0.0122 0.006302 60 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s] 34/499 4.32G 0.01505 0.01204 0.006076 61 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s] 34/499 4.32G 0.01505 0.01204 0.006076 61 640: 5%|5 | 9/168 [00:01<00:29, 5.37it/s] 34/499 4.32G 0.01487 0.0118 0.005689 57 640: 5%|5 | 9/168 [00:01<00:29, 5.37it/s] 34/499 4.32G 0.01487 0.0118 0.005689 57 640: 6%|5 | 10/168 [00:01<00:30, 5.23it/s] 34/499 4.32G 0.01479 0.01195 0.006339 82 640: 6%|5 | 10/168 [00:02<00:30, 5.23it/s] 34/499 4.32G 0.01479 0.01195 0.006339 82 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s] 34/499 4.32G 0.01467 0.01171 0.00629 57 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s] 34/499 4.32G 0.01467 0.01171 0.00629 57 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s] 34/499 4.32G 0.01471 0.01151 0.006362 54 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s] 34/499 4.32G 0.01471 0.01151 0.006362 54 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s] 34/499 4.32G 0.01479 0.01167 0.006173 82 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s] 34/499 4.32G 0.01479 0.01167 0.006173 82 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s] 34/499 4.32G 0.0149 0.01168 0.005996 60 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s] 34/499 4.32G 0.0149 0.01168 0.005996 60 640: 9%|8 | 15/168 [00:02<00:28, 5.35it/s] 34/499 4.32G 0.01485 0.01183 0.005918 78 640: 9%|8 | 15/168 [00:03<00:28, 5.35it/s] 34/499 4.32G 0.01485 0.01183 0.005918 78 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s] 34/499 4.32G 0.01496 0.01183 0.006096 61 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s] 34/499 4.32G 0.01496 0.01183 0.006096 61 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s] 34/499 4.32G 0.0149 0.01179 0.006192 58 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s] 34/499 4.32G 0.0149 0.01179 0.006192 58 640: 11%|# | 18/168 [00:03<00:27, 5.38it/s] 34/499 4.32G 0.01486 0.01178 0.006262 73 640: 11%|# | 18/168 [00:03<00:27, 5.38it/s] 34/499 4.32G 0.01486 0.01178 0.006262 73 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s] 34/499 4.32G 0.01478 0.0117 0.006529 65 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s] 34/499 4.32G 0.01478 0.0117 0.006529 65 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s] 34/499 4.32G 0.01484 0.01167 0.006359 61 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s] 34/499 4.32G 0.01484 0.01167 0.006359 61 640: 12%|#2 | 21/168 [00:03<00:27, 5.35it/s] 34/499 4.32G 0.01484 0.0117 0.006279 67 640: 12%|#2 | 21/168 [00:04<00:27, 5.35it/s] 34/499 4.32G 0.01484 0.0117 0.006279 67 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s] 34/499 4.32G 0.01485 0.01179 0.006272 83 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s] 34/499 4.32G 0.01485 0.01179 0.006272 83 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s] 34/499 4.32G 0.01482 0.0118 0.006262 63 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s] 34/499 4.32G 0.01482 0.0118 0.006262 63 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s] 34/499 4.32G 0.01483 0.01185 0.00617 77 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s] 34/499 4.32G 0.01483 0.01185 0.00617 77 640: 15%|#4 | 25/168 [00:04<00:27, 5.14it/s] 34/499 4.32G 0.01477 0.01185 0.006149 60 640: 15%|#4 | 25/168 [00:04<00:27, 5.14it/s] 34/499 4.32G 0.01477 0.01185 0.006149 60 640: 15%|#5 | 26/168 [00:04<00:27, 5.25it/s] 34/499 4.32G 0.01478 0.01177 0.006078 64 640: 15%|#5 | 26/168 [00:05<00:27, 5.25it/s] 34/499 4.32G 0.01478 0.01177 0.006078 64 640: 16%|#6 | 27/168 [00:05<00:26, 5.27it/s] 34/499 4.32G 0.01483 0.01177 0.006136 62 640: 16%|#6 | 27/168 [00:05<00:26, 5.27it/s] 34/499 4.32G 0.01483 0.01177 0.006136 62 640: 17%|#6 | 28/168 [00:05<00:27, 5.17it/s] 34/499 4.32G 0.01482 0.01176 0.006048 59 640: 17%|#6 | 28/168 [00:05<00:27, 5.17it/s] 34/499 4.32G 0.01482 0.01176 0.006048 59 640: 17%|#7 | 29/168 [00:05<00:26, 5.28it/s] 34/499 4.32G 0.01485 0.01183 0.006052 74 640: 17%|#7 | 29/168 [00:05<00:26, 5.28it/s] 34/499 4.32G 0.01485 0.01183 0.006052 74 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s] 34/499 4.32G 0.01483 0.01184 0.006064 64 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s] 34/499 4.32G 0.01483 0.01184 0.006064 64 640: 18%|#8 | 31/168 [00:05<00:26, 5.20it/s] 34/499 4.32G 0.01482 0.0118 0.006119 59 640: 18%|#8 | 31/168 [00:06<00:26, 5.20it/s] 34/499 4.32G 0.01482 0.0118 0.006119 59 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s] 34/499 4.32G 0.01485 0.0118 0.006072 61 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s] 34/499 4.32G 0.01485 0.0118 0.006072 61 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s] 34/499 4.32G 0.01484 0.01189 0.006046 76 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s] 34/499 4.32G 0.01484 0.01189 0.006046 76 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s] 34/499 4.32G 0.01481 0.01194 0.005956 87 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s] 34/499 4.32G 0.01481 0.01194 0.005956 87 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s] 34/499 4.32G 0.01486 0.01194 0.005898 60 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s] 34/499 4.32G 0.01486 0.01194 0.005898 60 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s] 34/499 4.32G 0.01482 0.01186 0.005928 59 640: 21%|##1 | 36/168 [00:07<00:24, 5.33it/s] 34/499 4.32G 0.01482 0.01186 0.005928 59 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s] 34/499 4.32G 0.01479 0.01181 0.005902 64 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s] 34/499 4.32G 0.01479 0.01181 0.005902 64 640: 23%|##2 | 38/168 [00:07<00:24, 5.22it/s] 34/499 4.32G 0.01476 0.01179 0.005898 62 640: 23%|##2 | 38/168 [00:07<00:24, 5.22it/s] 34/499 4.32G 0.01476 0.01179 0.005898 62 640: 23%|##3 | 39/168 [00:07<00:24, 5.24it/s] 34/499 4.32G 0.01479 0.01175 0.005881 59 640: 23%|##3 | 39/168 [00:07<00:24, 5.24it/s] 34/499 4.32G 0.01479 0.01175 0.005881 59 640: 24%|##3 | 40/168 [00:07<00:24, 5.14it/s] 34/499 4.32G 0.01476 0.01175 0.00582 64 640: 24%|##3 | 40/168 [00:07<00:24, 5.14it/s] 34/499 4.32G 0.01476 0.01175 0.00582 64 640: 24%|##4 | 41/168 [00:07<00:24, 5.23it/s] 34/499 4.32G 0.01478 0.01182 0.005807 79 640: 24%|##4 | 41/168 [00:07<00:24, 5.23it/s] 34/499 4.32G 0.01478 0.01182 0.005807 79 640: 25%|##5 | 42/168 [00:07<00:23, 5.30it/s] 34/499 4.32G 0.01477 0.01188 0.005793 77 640: 25%|##5 | 42/168 [00:08<00:23, 5.30it/s] 34/499 4.32G 0.01477 0.01188 0.005793 77 640: 26%|##5 | 43/168 [00:08<00:24, 5.16it/s] 34/499 4.32G 0.01477 0.0119 0.005768 74 640: 26%|##5 | 43/168 [00:08<00:24, 5.16it/s] 34/499 4.32G 0.01477 0.0119 0.005768 74 640: 26%|##6 | 44/168 [00:08<00:23, 5.24it/s] 34/499 4.32G 0.0148 0.01194 0.005859 71 640: 26%|##6 | 44/168 [00:08<00:23, 5.24it/s] 34/499 4.32G 0.0148 0.01194 0.005859 71 640: 27%|##6 | 45/168 [00:08<00:23, 5.32it/s] 34/499 4.32G 0.01475 0.0119 0.005863 65 640: 27%|##6 | 45/168 [00:08<00:23, 5.32it/s] 34/499 4.32G 0.01475 0.0119 0.005863 65 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s] 34/499 4.32G 0.01478 0.01192 0.005832 66 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s] 34/499 4.32G 0.01478 0.01192 0.005832 66 640: 28%|##7 | 47/168 [00:08<00:22, 5.28it/s] 34/499 4.32G 0.01474 0.01191 0.00588 72 640: 28%|##7 | 47/168 [00:09<00:22, 5.28it/s] 34/499 4.32G 0.01474 0.01191 0.00588 72 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s] 34/499 4.32G 0.0147 0.01184 0.005855 53 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s] 34/499 4.32G 0.0147 0.01184 0.005855 53 640: 29%|##9 | 49/168 [00:09<00:23, 5.13it/s] 34/499 4.32G 0.01467 0.01182 0.005858 71 640: 29%|##9 | 49/168 [00:09<00:23, 5.13it/s] 34/499 4.32G 0.01467 0.01182 0.005858 71 640: 30%|##9 | 50/168 [00:09<00:22, 5.21it/s] 34/499 4.32G 0.01469 0.01178 0.005838 62 640: 30%|##9 | 50/168 [00:09<00:22, 5.21it/s] 34/499 4.32G 0.01469 0.01178 0.005838 62 640: 30%|### | 51/168 [00:09<00:22, 5.30it/s] 34/499 4.32G 0.01473 0.0118 0.005883 72 640: 30%|### | 51/168 [00:09<00:22, 5.30it/s] 34/499 4.32G 0.01473 0.0118 0.005883 72 640: 31%|### | 52/168 [00:09<00:22, 5.18it/s] 34/499 4.32G 0.01471 0.01175 0.005886 59 640: 31%|### | 52/168 [00:10<00:22, 5.18it/s] 34/499 4.32G 0.01471 0.01175 0.005886 59 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s] 34/499 4.32G 0.01472 0.01173 0.005865 62 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s] 34/499 4.32G 0.01472 0.01173 0.005865 62 640: 32%|###2 | 54/168 [00:10<00:22, 5.11it/s] 34/499 4.32G 0.01474 0.01175 0.005854 69 640: 32%|###2 | 54/168 [00:10<00:22, 5.11it/s] 34/499 4.32G 0.01474 0.01175 0.005854 69 640: 33%|###2 | 55/168 [00:10<00:22, 5.05it/s] 34/499 4.32G 0.01475 0.01174 0.005917 59 640: 33%|###2 | 55/168 [00:10<00:22, 5.05it/s] 34/499 4.32G 0.01475 0.01174 0.005917 59 640: 33%|###3 | 56/168 [00:10<00:21, 5.17it/s] 34/499 4.32G 0.01473 0.01175 0.005898 74 640: 33%|###3 | 56/168 [00:10<00:21, 5.17it/s] 34/499 4.32G 0.01473 0.01175 0.005898 74 640: 34%|###3 | 57/168 [00:10<00:21, 5.26it/s] 34/499 4.32G 0.01473 0.01176 0.005898 75 640: 34%|###3 | 57/168 [00:11<00:21, 5.26it/s] 34/499 4.32G 0.01473 0.01176 0.005898 75 640: 35%|###4 | 58/168 [00:11<00:21, 5.16it/s] 34/499 4.32G 0.01471 0.01174 0.005867 59 640: 35%|###4 | 58/168 [00:11<00:21, 5.16it/s] 34/499 4.32G 0.01471 0.01174 0.005867 59 640: 35%|###5 | 59/168 [00:11<00:20, 5.25it/s] 34/499 4.32G 0.0147 0.01178 0.005862 86 640: 35%|###5 | 59/168 [00:11<00:20, 5.25it/s] 34/499 4.32G 0.0147 0.01178 0.005862 86 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s] 34/499 4.32G 0.01471 0.01176 0.005964 61 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s] 34/499 4.32G 0.01471 0.01176 0.005964 61 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s] 34/499 4.32G 0.01469 0.01178 0.00595 76 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s] 34/499 4.32G 0.01469 0.01178 0.00595 76 640: 37%|###6 | 62/168 [00:11<00:20, 5.19it/s] 34/499 4.32G 0.01468 0.01177 0.006029 57 640: 37%|###6 | 62/168 [00:12<00:20, 5.19it/s] 34/499 4.32G 0.01468 0.01177 0.006029 57 640: 38%|###7 | 63/168 [00:12<00:19, 5.29it/s] 34/499 4.32G 0.01472 0.01184 0.006035 95 640: 38%|###7 | 63/168 [00:12<00:19, 5.29it/s] 34/499 4.32G 0.01472 0.01184 0.006035 95 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s] 34/499 4.32G 0.01474 0.01189 0.006003 78 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s] 34/499 4.32G 0.01474 0.01189 0.006003 78 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s] 34/499 4.32G 0.01476 0.01187 0.005967 57 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s] 34/499 4.32G 0.01476 0.01187 0.005967 57 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s] 34/499 4.32G 0.01479 0.01185 0.006025 60 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s] 34/499 4.32G 0.01479 0.01185 0.006025 60 640: 40%|###9 | 67/168 [00:12<00:19, 5.18it/s] 34/499 4.32G 0.01476 0.01185 0.006017 65 640: 40%|###9 | 67/168 [00:12<00:19, 5.18it/s] 34/499 4.32G 0.01476 0.01185 0.006017 65 640: 40%|#### | 68/168 [00:12<00:19, 5.24it/s] 34/499 4.32G 0.01478 0.01186 0.005998 72 640: 40%|#### | 68/168 [00:13<00:19, 5.24it/s] 34/499 4.32G 0.01478 0.01186 0.005998 72 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s] 34/499 4.32G 0.01479 0.01187 0.005987 70 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s] 34/499 4.32G 0.01479 0.01187 0.005987 70 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s] 34/499 4.32G 0.01481 0.01189 0.005945 69 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s] 34/499 4.32G 0.01481 0.01189 0.005945 69 640: 42%|####2 | 71/168 [00:13<00:18, 5.22it/s] 34/499 4.32G 0.01481 0.0119 0.005943 71 640: 42%|####2 | 71/168 [00:13<00:18, 5.22it/s] 34/499 4.32G 0.01481 0.0119 0.005943 71 640: 43%|####2 | 72/168 [00:13<00:18, 5.30it/s] 34/499 4.32G 0.01481 0.01193 0.005971 86 640: 43%|####2 | 72/168 [00:13<00:18, 5.30it/s] 34/499 4.32G 0.01481 0.01193 0.005971 86 640: 43%|####3 | 73/168 [00:13<00:18, 5.18it/s] 34/499 4.32G 0.01479 0.01193 0.005952 69 640: 43%|####3 | 73/168 [00:14<00:18, 5.18it/s] 34/499 4.32G 0.01479 0.01193 0.005952 69 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s] 34/499 4.32G 0.01476 0.0119 0.00598 58 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s] 34/499 4.32G 0.01476 0.0119 0.00598 58 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s] 34/499 4.32G 0.01476 0.01189 0.005976 62 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s] 34/499 4.32G 0.01476 0.01189 0.005976 62 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s] 34/499 4.32G 0.01475 0.01189 0.00597 75 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s] 34/499 4.32G 0.01475 0.01189 0.00597 75 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s] 34/499 4.32G 0.01478 0.01192 0.005944 83 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s] 34/499 4.32G 0.01478 0.01192 0.005944 83 640: 46%|####6 | 78/168 [00:14<00:16, 5.36it/s] 34/499 4.32G 0.01477 0.01191 0.005937 76 640: 46%|####6 | 78/168 [00:15<00:16, 5.36it/s] 34/499 4.32G 0.01477 0.01191 0.005937 76 640: 47%|####7 | 79/168 [00:15<00:17, 5.22it/s] 34/499 4.32G 0.01478 0.0119 0.005989 67 640: 47%|####7 | 79/168 [00:15<00:17, 5.22it/s] 34/499 4.32G 0.01478 0.0119 0.005989 67 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s] 34/499 4.32G 0.01477 0.01186 0.005974 53 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s] 34/499 4.32G 0.01477 0.01186 0.005974 53 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s] 34/499 4.32G 0.01478 0.01186 0.005944 72 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s] 34/499 4.32G 0.01478 0.01186 0.005944 72 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s] 34/499 4.32G 0.01481 0.01184 0.005913 51 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s] 34/499 4.32G 0.01481 0.01184 0.005913 51 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s] 34/499 4.32G 0.01482 0.01185 0.005921 77 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s] 34/499 4.32G 0.01482 0.01185 0.005921 77 640: 50%|##### | 84/168 [00:15<00:15, 5.36it/s] 34/499 4.32G 0.01482 0.01183 0.005895 57 640: 50%|##### | 84/168 [00:16<00:15, 5.36it/s] 34/499 4.32G 0.01482 0.01183 0.005895 57 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s] 34/499 4.32G 0.01483 0.01183 0.005944 61 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s] 34/499 4.32G 0.01483 0.01183 0.005944 61 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s] 34/499 4.32G 0.01484 0.01182 0.005927 71 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s] 34/499 4.32G 0.01484 0.01182 0.005927 71 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s] 34/499 4.32G 0.01487 0.01185 0.005929 75 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s] 34/499 4.32G 0.01487 0.01185 0.005929 75 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 34/499 4.32G 0.01489 0.01186 0.005971 78 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 34/499 4.32G 0.01489 0.01186 0.005971 78 640: 53%|#####2 | 89/168 [00:16<00:14, 5.28it/s] 34/499 4.32G 0.01488 0.01188 0.005969 74 640: 53%|#####2 | 89/168 [00:17<00:14, 5.28it/s] 34/499 4.32G 0.01488 0.01188 0.005969 74 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s] 34/499 4.32G 0.01489 0.0119 0.006042 68 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s] 34/499 4.32G 0.01489 0.0119 0.006042 68 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s] 34/499 4.32G 0.01486 0.01187 0.006026 63 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s] 34/499 4.32G 0.01486 0.01187 0.006026 63 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s] 34/499 4.32G 0.01484 0.01184 0.005991 50 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s] 34/499 4.32G 0.01484 0.01184 0.005991 50 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s] 34/499 4.32G 0.01482 0.01185 0.005969 87 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s] 34/499 4.32G 0.01482 0.01185 0.005969 87 640: 56%|#####5 | 94/168 [00:17<00:14, 5.14it/s] 34/499 4.32G 0.01482 0.01188 0.005971 88 640: 56%|#####5 | 94/168 [00:18<00:14, 5.14it/s] 34/499 4.32G 0.01482 0.01188 0.005971 88 640: 57%|#####6 | 95/168 [00:18<00:13, 5.25it/s] 34/499 4.32G 0.01482 0.01187 0.005941 62 640: 57%|#####6 | 95/168 [00:18<00:13, 5.25it/s] 34/499 4.32G 0.01482 0.01187 0.005941 62 640: 57%|#####7 | 96/168 [00:18<00:13, 5.22it/s] 34/499 4.32G 0.01483 0.01187 0.005957 65 640: 57%|#####7 | 96/168 [00:18<00:13, 5.22it/s] 34/499 4.32G 0.01483 0.01187 0.005957 65 640: 58%|#####7 | 97/168 [00:18<00:13, 5.09it/s] 34/499 4.32G 0.01482 0.01186 0.006017 73 640: 58%|#####7 | 97/168 [00:18<00:13, 5.09it/s] 34/499 4.32G 0.01482 0.01186 0.006017 73 640: 58%|#####8 | 98/168 [00:18<00:13, 5.21it/s] 34/499 4.32G 0.01486 0.01187 0.00604 68 640: 58%|#####8 | 98/168 [00:18<00:13, 5.21it/s] 34/499 4.32G 0.01486 0.01187 0.00604 68 640: 59%|#####8 | 99/168 [00:18<00:13, 5.24it/s] 34/499 4.32G 0.01486 0.01189 0.006035 80 640: 59%|#####8 | 99/168 [00:19<00:13, 5.24it/s] 34/499 4.32G 0.01486 0.01189 0.006035 80 640: 60%|#####9 | 100/168 [00:19<00:13, 5.11it/s] 34/499 4.32G 0.01486 0.01188 0.006066 56 640: 60%|#####9 | 100/168 [00:19<00:13, 5.11it/s] 34/499 4.32G 0.01486 0.01188 0.006066 56 640: 60%|###### | 101/168 [00:19<00:12, 5.23it/s] 34/499 4.32G 0.01486 0.01188 0.006124 66 640: 60%|###### | 101/168 [00:19<00:12, 5.23it/s] 34/499 4.32G 0.01486 0.01188 0.006124 66 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s] 34/499 4.32G 0.01487 0.01191 0.00614 95 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s] 34/499 4.32G 0.01487 0.01191 0.00614 95 640: 61%|######1 | 103/168 [00:19<00:12, 5.16it/s] 34/499 4.32G 0.01486 0.01191 0.006158 66 640: 61%|######1 | 103/168 [00:19<00:12, 5.16it/s] 34/499 4.32G 0.01486 0.01191 0.006158 66 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s] 34/499 4.32G 0.01485 0.01188 0.006142 61 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s] 34/499 4.32G 0.01485 0.01188 0.006142 61 640: 62%|######2 | 105/168 [00:19<00:11, 5.33it/s] 34/499 4.32G 0.01486 0.0119 0.006146 73 640: 62%|######2 | 105/168 [00:20<00:11, 5.33it/s] 34/499 4.32G 0.01486 0.0119 0.006146 73 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s] 34/499 4.32G 0.01486 0.01193 0.006157 92 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s] 34/499 4.32G 0.01486 0.01193 0.006157 92 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s] 34/499 4.32G 0.01485 0.01193 0.006183 75 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s] 34/499 4.32G 0.01485 0.01193 0.006183 75 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s] 34/499 4.32G 0.01485 0.01191 0.006254 62 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s] 34/499 4.32G 0.01485 0.01191 0.006254 62 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s] 34/499 4.32G 0.01487 0.0119 0.00625 57 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s] 34/499 4.32G 0.01487 0.0119 0.00625 57 640: 65%|######5 | 110/168 [00:20<00:10, 5.34it/s] 34/499 4.32G 0.01487 0.01189 0.006264 61 640: 65%|######5 | 110/168 [00:21<00:10, 5.34it/s] 34/499 4.32G 0.01487 0.01189 0.006264 61 640: 66%|######6 | 111/168 [00:21<00:10, 5.42it/s] 34/499 4.32G 0.01487 0.01189 0.006283 65 640: 66%|######6 | 111/168 [00:21<00:10, 5.42it/s] 34/499 4.32G 0.01487 0.01189 0.006283 65 640: 67%|######6 | 112/168 [00:21<00:10, 5.29it/s] 34/499 4.32G 0.01487 0.01191 0.006284 67 640: 67%|######6 | 112/168 [00:21<00:10, 5.29it/s] 34/499 4.32G 0.01487 0.01191 0.006284 67 640: 67%|######7 | 113/168 [00:21<00:10, 5.38it/s] 34/499 4.32G 0.01489 0.01191 0.006275 67 640: 67%|######7 | 113/168 [00:21<00:10, 5.38it/s] 34/499 4.32G 0.01489 0.01191 0.006275 67 640: 68%|######7 | 114/168 [00:21<00:09, 5.41it/s] 34/499 4.32G 0.01489 0.01191 0.006268 70 640: 68%|######7 | 114/168 [00:21<00:09, 5.41it/s] 34/499 4.32G 0.01489 0.01191 0.006268 70 640: 68%|######8 | 115/168 [00:21<00:10, 5.26it/s] 34/499 4.32G 0.01488 0.01188 0.006249 49 640: 68%|######8 | 115/168 [00:22<00:10, 5.26it/s] 34/499 4.32G 0.01488 0.01188 0.006249 49 640: 69%|######9 | 116/168 [00:22<00:09, 5.33it/s] 34/499 4.32G 0.01487 0.0119 0.006234 79 640: 69%|######9 | 116/168 [00:22<00:09, 5.33it/s] 34/499 4.32G 0.01487 0.0119 0.006234 79 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s] 34/499 4.32G 0.01486 0.01192 0.006225 79 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s] 34/499 4.32G 0.01486 0.01192 0.006225 79 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s] 34/499 4.32G 0.01486 0.01192 0.006212 71 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s] 34/499 4.32G 0.01486 0.01192 0.006212 71 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s] 34/499 4.32G 0.01487 0.01193 0.006215 69 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s] 34/499 4.32G 0.01487 0.01193 0.006215 69 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s] 34/499 4.32G 0.01487 0.01192 0.006204 70 640: 71%|#######1 | 120/168 [00:23<00:08, 5.36it/s] 34/499 4.32G 0.01487 0.01192 0.006204 70 640: 72%|#######2 | 121/168 [00:23<00:09, 5.17it/s] 34/499 4.32G 0.01486 0.01191 0.006209 57 640: 72%|#######2 | 121/168 [00:23<00:09, 5.17it/s] 34/499 4.32G 0.01486 0.01191 0.006209 57 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s] 34/499 4.32G 0.01485 0.01191 0.006199 67 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s] 34/499 4.32G 0.01485 0.01191 0.006199 67 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s] 34/499 4.32G 0.01484 0.01192 0.006208 77 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s] 34/499 4.32G 0.01484 0.01192 0.006208 77 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s] 34/499 4.32G 0.01483 0.0119 0.006213 63 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s] 34/499 4.32G 0.01483 0.0119 0.006213 63 640: 74%|#######4 | 125/168 [00:23<00:08, 5.29it/s] 34/499 4.32G 0.01484 0.01189 0.006206 52 640: 74%|#######4 | 125/168 [00:23<00:08, 5.29it/s] 34/499 4.32G 0.01484 0.01189 0.006206 52 640: 75%|#######5 | 126/168 [00:23<00:07, 5.36it/s] 34/499 4.32G 0.01485 0.01189 0.006242 62 640: 75%|#######5 | 126/168 [00:24<00:07, 5.36it/s] 34/499 4.32G 0.01485 0.01189 0.006242 62 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s] 34/499 4.32G 0.01483 0.01187 0.006249 73 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s] 34/499 4.32G 0.01483 0.01187 0.006249 73 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s] 34/499 4.32G 0.01483 0.01189 0.006233 77 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s] 34/499 4.32G 0.01483 0.01189 0.006233 77 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s] 34/499 4.32G 0.01482 0.01189 0.006234 64 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s] 34/499 4.32G 0.01482 0.01189 0.006234 64 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s] 34/499 4.32G 0.01482 0.01189 0.006229 74 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s] 34/499 4.32G 0.01482 0.01189 0.006229 74 640: 78%|#######7 | 131/168 [00:24<00:07, 5.24it/s] 34/499 4.32G 0.01482 0.01191 0.006209 82 640: 78%|#######7 | 131/168 [00:25<00:07, 5.24it/s] 34/499 4.32G 0.01482 0.01191 0.006209 82 640: 79%|#######8 | 132/168 [00:25<00:06, 5.30it/s] 34/499 4.32G 0.01483 0.0119 0.006227 56 640: 79%|#######8 | 132/168 [00:25<00:06, 5.30it/s] 34/499 4.32G 0.01483 0.0119 0.006227 56 640: 79%|#######9 | 133/168 [00:25<00:06, 5.15it/s] 34/499 4.32G 0.01483 0.0119 0.0062 64 640: 79%|#######9 | 133/168 [00:25<00:06, 5.15it/s] 34/499 4.32G 0.01483 0.0119 0.0062 64 640: 80%|#######9 | 134/168 [00:25<00:06, 5.24it/s] 34/499 4.32G 0.01483 0.01188 0.006181 48 640: 80%|#######9 | 134/168 [00:25<00:06, 5.24it/s] 34/499 4.32G 0.01483 0.01188 0.006181 48 640: 80%|######## | 135/168 [00:25<00:06, 5.27it/s] 34/499 4.32G 0.01483 0.01189 0.006167 71 640: 80%|######## | 135/168 [00:25<00:06, 5.27it/s] 34/499 4.32G 0.01483 0.01189 0.006167 71 640: 81%|######## | 136/168 [00:25<00:06, 5.16it/s] 34/499 4.32G 0.01482 0.01188 0.006222 59 640: 81%|######## | 136/168 [00:26<00:06, 5.16it/s] 34/499 4.32G 0.01482 0.01188 0.006222 59 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s] 34/499 4.32G 0.01484 0.01186 0.006251 67 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s] 34/499 4.32G 0.01484 0.01186 0.006251 67 640: 82%|########2 | 138/168 [00:26<00:05, 5.32it/s] 34/499 4.32G 0.01484 0.01187 0.006257 64 640: 82%|########2 | 138/168 [00:26<00:05, 5.32it/s] 34/499 4.32G 0.01484 0.01187 0.006257 64 640: 83%|########2 | 139/168 [00:26<00:05, 5.16it/s] 34/499 4.32G 0.01484 0.01188 0.006265 72 640: 83%|########2 | 139/168 [00:26<00:05, 5.16it/s] 34/499 4.32G 0.01484 0.01188 0.006265 72 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s] 34/499 4.32G 0.01485 0.0119 0.006266 84 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s] 34/499 4.32G 0.01485 0.0119 0.006266 84 640: 84%|########3 | 141/168 [00:26<00:05, 5.31it/s] 34/499 4.32G 0.01485 0.01192 0.006252 73 640: 84%|########3 | 141/168 [00:27<00:05, 5.31it/s] 34/499 4.32G 0.01485 0.01192 0.006252 73 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s] 34/499 4.32G 0.01486 0.01191 0.006283 56 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s] 34/499 4.32G 0.01486 0.01191 0.006283 56 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s] 34/499 4.32G 0.01486 0.01192 0.006271 72 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s] 34/499 4.32G 0.01486 0.01192 0.006271 72 640: 86%|########5 | 144/168 [00:27<00:04, 5.34it/s] 34/499 4.32G 0.01487 0.01191 0.006267 66 640: 86%|########5 | 144/168 [00:27<00:04, 5.34it/s] 34/499 4.32G 0.01487 0.01191 0.006267 66 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s] 34/499 4.32G 0.01488 0.01191 0.006287 57 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s] 34/499 4.32G 0.01488 0.01191 0.006287 57 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s] 34/499 4.32G 0.01488 0.01191 0.006275 60 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s] 34/499 4.32G 0.01488 0.01191 0.006275 60 640: 88%|########7 | 147/168 [00:27<00:03, 5.33it/s] 34/499 4.32G 0.01488 0.01191 0.006274 61 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s] 34/499 4.32G 0.01488 0.01191 0.006274 61 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s] 34/499 4.32G 0.01488 0.0119 0.006266 67 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s] 34/499 4.32G 0.01488 0.0119 0.006266 67 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s] 34/499 4.32G 0.01489 0.0119 0.006278 65 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s] 34/499 4.32G 0.01489 0.0119 0.006278 65 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s] 34/499 4.32G 0.01492 0.01191 0.006293 64 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s] 34/499 4.32G 0.01492 0.01191 0.006293 64 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s] 34/499 4.32G 0.01492 0.01191 0.006309 68 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s] 34/499 4.32G 0.01492 0.01191 0.006309 68 640: 90%|######### | 152/168 [00:28<00:03, 5.33it/s] 34/499 4.32G 0.01492 0.01191 0.006304 69 640: 90%|######### | 152/168 [00:29<00:03, 5.33it/s] 34/499 4.32G 0.01492 0.01191 0.006304 69 640: 91%|#########1| 153/168 [00:29<00:02, 5.40it/s] 34/499 4.32G 0.01494 0.01191 0.0063 70 640: 91%|#########1| 153/168 [00:29<00:02, 5.40it/s] 34/499 4.32G 0.01494 0.01191 0.0063 70 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s] 34/499 4.32G 0.01494 0.01191 0.006337 75 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s] 34/499 4.32G 0.01494 0.01191 0.006337 75 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s] 34/499 4.32G 0.01495 0.0119 0.006331 49 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s] 34/499 4.32G 0.01495 0.0119 0.006331 49 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s] 34/499 4.32G 0.01496 0.0119 0.006341 71 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s] 34/499 4.32G 0.01496 0.0119 0.006341 71 640: 93%|#########3| 157/168 [00:29<00:02, 5.24it/s] 34/499 4.32G 0.01496 0.01191 0.006335 70 640: 93%|#########3| 157/168 [00:30<00:02, 5.24it/s] 34/499 4.32G 0.01496 0.01191 0.006335 70 640: 94%|#########4| 158/168 [00:30<00:01, 5.26it/s] 34/499 4.32G 0.01497 0.0119 0.006332 63 640: 94%|#########4| 158/168 [00:30<00:01, 5.26it/s] 34/499 4.32G 0.01497 0.0119 0.006332 63 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s] 34/499 4.32G 0.01497 0.0119 0.006326 71 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s] 34/499 4.32G 0.01497 0.0119 0.006326 71 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s] 34/499 4.32G 0.01498 0.0119 0.006332 72 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s] 34/499 4.32G 0.01498 0.0119 0.006332 72 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s] 34/499 4.32G 0.01497 0.0119 0.006343 64 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s] 34/499 4.32G 0.01497 0.0119 0.006343 64 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s] 34/499 4.32G 0.01498 0.01191 0.006365 63 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s] 34/499 4.32G 0.01498 0.01191 0.006365 63 640: 97%|#########7| 163/168 [00:30<00:00, 5.22it/s] 34/499 4.32G 0.01499 0.01188 0.006393 45 640: 97%|#########7| 163/168 [00:31<00:00, 5.22it/s] 34/499 4.32G 0.01499 0.01188 0.006393 45 640: 98%|#########7| 164/168 [00:31<00:00, 5.31it/s] 34/499 4.32G 0.01499 0.01189 0.006388 68 640: 98%|#########7| 164/168 [00:31<00:00, 5.31it/s] 34/499 4.32G 0.01499 0.01189 0.006388 68 640: 98%|#########8| 165/168 [00:31<00:00, 5.37it/s] 34/499 4.32G 0.01499 0.01188 0.006387 57 640: 98%|#########8| 165/168 [00:31<00:00, 5.37it/s] 34/499 4.32G 0.01499 0.01188 0.006387 57 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s] 34/499 4.32G 0.015 0.01188 0.006401 61 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s] 34/499 4.32G 0.015 0.01188 0.006401 61 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s] 34/499 4.32G 0.01499 0.01189 0.006399 38 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s] 34/499 4.32G 0.01499 0.01189 0.006399 38 640: 100%|##########| 168/168 [00:31<00:00, 5.48it/s] 34/499 4.32G 0.01499 0.01189 0.006399 38 640: 100%|##########| 168/168 [00:31<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.823 0.856 0.835 0.692 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 35/499 4.32G 0.01349 0.01122 0.006892 64 640: 0%| | 0/168 [00:00<?, ?it/s] 35/499 4.32G 0.01349 0.01122 0.006892 64 640: 1%| | 1/168 [00:00<00:33, 4.97it/s] 35/499 4.32G 0.01557 0.0129 0.00915 75 640: 1%| | 1/168 [00:00<00:33, 4.97it/s] 35/499 4.32G 0.01557 0.0129 0.00915 75 640: 1%|1 | 2/168 [00:00<00:31, 5.29it/s] 35/499 4.32G 0.01509 0.01186 0.008174 61 640: 1%|1 | 2/168 [00:00<00:31, 5.29it/s] 35/499 4.32G 0.01509 0.01186 0.008174 61 640: 2%|1 | 3/168 [00:00<00:30, 5.41it/s] 35/499 4.32G 0.01541 0.01247 0.007815 77 640: 2%|1 | 3/168 [00:00<00:30, 5.41it/s] 35/499 4.32G 0.01541 0.01247 0.007815 77 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s] 35/499 4.32G 0.01546 0.01191 0.008246 57 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s] 35/499 4.32G 0.01546 0.01191 0.008246 57 640: 3%|2 | 5/168 [00:00<00:30, 5.29it/s] 35/499 4.32G 0.01571 0.01217 0.008247 70 640: 3%|2 | 5/168 [00:01<00:30, 5.29it/s] 35/499 4.32G 0.01571 0.01217 0.008247 70 640: 4%|3 | 6/168 [00:01<00:30, 5.38it/s] 35/499 4.32G 0.01588 0.01232 0.008305 73 640: 4%|3 | 6/168 [00:01<00:30, 5.38it/s] 35/499 4.32G 0.01588 0.01232 0.008305 73 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s] 35/499 4.32G 0.016 0.01236 0.007947 62 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s] 35/499 4.32G 0.016 0.01236 0.007947 62 640: 5%|4 | 8/168 [00:01<00:30, 5.28it/s] 35/499 4.32G 0.01604 0.01263 0.008193 85 640: 5%|4 | 8/168 [00:01<00:30, 5.28it/s] 35/499 4.32G 0.01604 0.01263 0.008193 85 640: 5%|5 | 9/168 [00:01<00:29, 5.35it/s] 35/499 4.32G 0.01606 0.01245 0.008002 64 640: 5%|5 | 9/168 [00:01<00:29, 5.35it/s] 35/499 4.32G 0.01606 0.01245 0.008002 64 640: 6%|5 | 10/168 [00:01<00:30, 5.22it/s] 35/499 4.32G 0.01603 0.01262 0.007673 78 640: 6%|5 | 10/168 [00:02<00:30, 5.22it/s] 35/499 4.32G 0.01603 0.01262 0.007673 78 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s] 35/499 4.32G 0.01603 0.01261 0.007421 65 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s] 35/499 4.32G 0.01603 0.01261 0.007421 65 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s] 35/499 4.32G 0.01594 0.01271 0.007197 82 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s] 35/499 4.32G 0.01594 0.01271 0.007197 82 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s] 35/499 4.32G 0.01578 0.01271 0.007234 87 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s] 35/499 4.32G 0.01578 0.01271 0.007234 87 640: 8%|8 | 14/168 [00:02<00:29, 5.29it/s] 35/499 4.32G 0.01572 0.01268 0.007393 78 640: 8%|8 | 14/168 [00:02<00:29, 5.29it/s] 35/499 4.32G 0.01572 0.01268 0.007393 78 640: 9%|8 | 15/168 [00:02<00:28, 5.35it/s] 35/499 4.32G 0.01594 0.01259 0.007408 64 640: 9%|8 | 15/168 [00:03<00:28, 5.35it/s] 35/499 4.32G 0.01594 0.01259 0.007408 64 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s] 35/499 4.32G 0.01607 0.01243 0.007569 54 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s] 35/499 4.32G 0.01607 0.01243 0.007569 54 640: 10%|# | 17/168 [00:03<00:28, 5.30it/s] 35/499 4.32G 0.0161 0.01252 0.007609 68 640: 10%|# | 17/168 [00:03<00:28, 5.30it/s] 35/499 4.32G 0.0161 0.01252 0.007609 68 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s] 35/499 4.32G 0.0161 0.01249 0.007393 67 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s] 35/499 4.32G 0.0161 0.01249 0.007393 67 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s] 35/499 4.32G 0.01604 0.01236 0.007257 59 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s] 35/499 4.32G 0.01604 0.01236 0.007257 59 640: 12%|#1 | 20/168 [00:03<00:27, 5.33it/s] 35/499 4.32G 0.01602 0.01233 0.007153 71 640: 12%|#1 | 20/168 [00:03<00:27, 5.33it/s] 35/499 4.32G 0.01602 0.01233 0.007153 71 640: 12%|#2 | 21/168 [00:03<00:27, 5.38it/s] 35/499 4.32G 0.01598 0.0123 0.006943 59 640: 12%|#2 | 21/168 [00:04<00:27, 5.38it/s] 35/499 4.32G 0.01598 0.0123 0.006943 59 640: 13%|#3 | 22/168 [00:04<00:27, 5.23it/s] 35/499 4.32G 0.01595 0.01235 0.006939 71 640: 13%|#3 | 22/168 [00:04<00:27, 5.23it/s] 35/499 4.32G 0.01595 0.01235 0.006939 71 640: 14%|#3 | 23/168 [00:04<00:27, 5.23it/s] 35/499 4.32G 0.01595 0.01221 0.0071 53 640: 14%|#3 | 23/168 [00:04<00:27, 5.23it/s] 35/499 4.32G 0.01595 0.01221 0.0071 53 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s] 35/499 4.32G 0.01595 0.01226 0.00711 73 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s] 35/499 4.32G 0.01595 0.01226 0.00711 73 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s] 35/499 4.32G 0.01591 0.01226 0.007017 69 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s] 35/499 4.32G 0.01591 0.01226 0.007017 69 640: 15%|#5 | 26/168 [00:04<00:26, 5.30it/s] 35/499 4.32G 0.01592 0.01229 0.006992 67 640: 15%|#5 | 26/168 [00:05<00:26, 5.30it/s] 35/499 4.32G 0.01592 0.01229 0.006992 67 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s] 35/499 4.32G 0.01589 0.01231 0.007063 67 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s] 35/499 4.32G 0.01589 0.01231 0.007063 67 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s] 35/499 4.32G 0.01588 0.01232 0.006971 66 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s] 35/499 4.32G 0.01588 0.01232 0.006971 66 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s] 35/499 4.32G 0.01581 0.01226 0.006929 64 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s] 35/499 4.32G 0.01581 0.01226 0.006929 64 640: 18%|#7 | 30/168 [00:05<00:25, 5.38it/s] 35/499 4.32G 0.01583 0.01233 0.006859 75 640: 18%|#7 | 30/168 [00:05<00:25, 5.38it/s] 35/499 4.32G 0.01583 0.01233 0.006859 75 640: 18%|#8 | 31/168 [00:05<00:26, 5.23it/s] 35/499 4.32G 0.01584 0.01237 0.006769 67 640: 18%|#8 | 31/168 [00:06<00:26, 5.23it/s] 35/499 4.32G 0.01584 0.01237 0.006769 67 640: 19%|#9 | 32/168 [00:06<00:25, 5.33it/s] 35/499 4.32G 0.01583 0.01237 0.006726 64 640: 19%|#9 | 32/168 [00:06<00:25, 5.33it/s] 35/499 4.32G 0.01583 0.01237 0.006726 64 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s] 35/499 4.32G 0.01579 0.01235 0.006694 64 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s] 35/499 4.32G 0.01579 0.01235 0.006694 64 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s] 35/499 4.32G 0.01581 0.01228 0.006769 56 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s] 35/499 4.32G 0.01581 0.01228 0.006769 56 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s] 35/499 4.32G 0.01576 0.01229 0.006636 72 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s] 35/499 4.32G 0.01576 0.01229 0.006636 72 640: 21%|##1 | 36/168 [00:06<00:24, 5.29it/s] 35/499 4.32G 0.0158 0.01231 0.006566 70 640: 21%|##1 | 36/168 [00:07<00:24, 5.29it/s] 35/499 4.32G 0.0158 0.01231 0.006566 70 640: 22%|##2 | 37/168 [00:07<00:25, 5.15it/s] 35/499 4.32G 0.01575 0.0123 0.006571 70 640: 22%|##2 | 37/168 [00:07<00:25, 5.15it/s] 35/499 4.32G 0.01575 0.0123 0.006571 70 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s] 35/499 4.32G 0.01571 0.01223 0.006674 62 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s] 35/499 4.32G 0.01571 0.01223 0.006674 62 640: 23%|##3 | 39/168 [00:07<00:24, 5.33it/s] 35/499 4.32G 0.01569 0.01218 0.006679 65 640: 23%|##3 | 39/168 [00:07<00:24, 5.33it/s] 35/499 4.32G 0.01569 0.01218 0.006679 65 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s] 35/499 4.32G 0.01567 0.01213 0.006615 53 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s] 35/499 4.32G 0.01567 0.01213 0.006615 53 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s] 35/499 4.32G 0.01564 0.0121 0.006622 66 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s] 35/499 4.32G 0.01564 0.0121 0.006622 66 640: 25%|##5 | 42/168 [00:07<00:23, 5.38it/s] 35/499 4.32G 0.01567 0.01202 0.006599 54 640: 25%|##5 | 42/168 [00:08<00:23, 5.38it/s] 35/499 4.32G 0.01567 0.01202 0.006599 54 640: 26%|##5 | 43/168 [00:08<00:23, 5.22it/s] 35/499 4.32G 0.01562 0.01205 0.006578 78 640: 26%|##5 | 43/168 [00:08<00:23, 5.22it/s] 35/499 4.32G 0.01562 0.01205 0.006578 78 640: 26%|##6 | 44/168 [00:08<00:23, 5.23it/s] 35/499 4.32G 0.01559 0.01206 0.006522 72 640: 26%|##6 | 44/168 [00:08<00:23, 5.23it/s] 35/499 4.32G 0.01559 0.01206 0.006522 72 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s] 35/499 4.32G 0.01556 0.01206 0.006461 72 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s] 35/499 4.32G 0.01556 0.01206 0.006461 72 640: 27%|##7 | 46/168 [00:08<00:23, 5.18it/s] 35/499 4.32G 0.01553 0.01206 0.006449 76 640: 27%|##7 | 46/168 [00:08<00:23, 5.18it/s] 35/499 4.32G 0.01553 0.01206 0.006449 76 640: 28%|##7 | 47/168 [00:08<00:22, 5.26it/s] 35/499 4.32G 0.01554 0.01206 0.006391 68 640: 28%|##7 | 47/168 [00:09<00:22, 5.26it/s] 35/499 4.32G 0.01554 0.01206 0.006391 68 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s] 35/499 4.32G 0.0155 0.01202 0.006412 69 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s] 35/499 4.32G 0.0155 0.01202 0.006412 69 640: 29%|##9 | 49/168 [00:09<00:23, 5.17it/s] 35/499 4.32G 0.01548 0.01201 0.006355 62 640: 29%|##9 | 49/168 [00:09<00:23, 5.17it/s] 35/499 4.32G 0.01548 0.01201 0.006355 62 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s] 35/499 4.32G 0.01548 0.01205 0.006327 64 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s] 35/499 4.32G 0.01548 0.01205 0.006327 64 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s] 35/499 4.32G 0.01548 0.01209 0.006301 82 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s] 35/499 4.32G 0.01548 0.01209 0.006301 82 640: 31%|### | 52/168 [00:09<00:22, 5.20it/s] 35/499 4.32G 0.01547 0.01208 0.00628 64 640: 31%|### | 52/168 [00:10<00:22, 5.20it/s] 35/499 4.32G 0.01547 0.01208 0.00628 64 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s] 35/499 4.32G 0.01546 0.01209 0.006252 65 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s] 35/499 4.32G 0.01546 0.01209 0.006252 65 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s] 35/499 4.32G 0.01541 0.01202 0.006241 66 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s] 35/499 4.32G 0.01541 0.01202 0.006241 66 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s] 35/499 4.32G 0.01535 0.01201 0.006234 69 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s] 35/499 4.32G 0.01535 0.01201 0.006234 69 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s] 35/499 4.32G 0.01531 0.01203 0.00623 83 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s] 35/499 4.32G 0.01531 0.01203 0.00623 83 640: 34%|###3 | 57/168 [00:10<00:20, 5.34it/s] 35/499 4.32G 0.01528 0.012 0.006245 67 640: 34%|###3 | 57/168 [00:10<00:20, 5.34it/s] 35/499 4.32G 0.01528 0.012 0.006245 67 640: 35%|###4 | 58/168 [00:10<00:21, 5.22it/s] 35/499 4.32G 0.01528 0.01203 0.006224 81 640: 35%|###4 | 58/168 [00:11<00:21, 5.22it/s] 35/499 4.32G 0.01528 0.01203 0.006224 81 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s] 35/499 4.32G 0.01525 0.01201 0.006244 61 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s] 35/499 4.32G 0.01525 0.01201 0.006244 61 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s] 35/499 4.32G 0.01519 0.01197 0.006216 62 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s] 35/499 4.32G 0.01519 0.01197 0.006216 62 640: 36%|###6 | 61/168 [00:11<00:20, 5.15it/s] 35/499 4.32G 0.01518 0.01199 0.006167 74 640: 36%|###6 | 61/168 [00:11<00:20, 5.15it/s] 35/499 4.32G 0.01518 0.01199 0.006167 74 640: 37%|###6 | 62/168 [00:11<00:20, 5.25it/s] 35/499 4.32G 0.01518 0.01201 0.006165 63 640: 37%|###6 | 62/168 [00:11<00:20, 5.25it/s] 35/499 4.32G 0.01518 0.01201 0.006165 63 640: 38%|###7 | 63/168 [00:11<00:19, 5.34it/s] 35/499 4.32G 0.01522 0.01208 0.006182 78 640: 38%|###7 | 63/168 [00:12<00:19, 5.34it/s] 35/499 4.32G 0.01522 0.01208 0.006182 78 640: 38%|###8 | 64/168 [00:12<00:19, 5.23it/s] 35/499 4.32G 0.01518 0.0121 0.006115 75 640: 38%|###8 | 64/168 [00:12<00:19, 5.23it/s] 35/499 4.32G 0.01518 0.0121 0.006115 75 640: 39%|###8 | 65/168 [00:12<00:19, 5.33it/s] 35/499 4.32G 0.01516 0.01212 0.006156 68 640: 39%|###8 | 65/168 [00:12<00:19, 5.33it/s] 35/499 4.32G 0.01516 0.01212 0.006156 68 640: 39%|###9 | 66/168 [00:12<00:18, 5.37it/s] 35/499 4.32G 0.01515 0.01211 0.006199 73 640: 39%|###9 | 66/168 [00:12<00:18, 5.37it/s] 35/499 4.32G 0.01515 0.01211 0.006199 73 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s] 35/499 4.32G 0.01514 0.01207 0.006202 57 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s] 35/499 4.32G 0.01514 0.01207 0.006202 57 640: 40%|#### | 68/168 [00:12<00:18, 5.28it/s] 35/499 4.32G 0.01513 0.01202 0.006149 53 640: 40%|#### | 68/168 [00:13<00:18, 5.28it/s] 35/499 4.32G 0.01513 0.01202 0.006149 53 640: 41%|####1 | 69/168 [00:13<00:18, 5.34it/s] 35/499 4.32G 0.01513 0.01203 0.006151 65 640: 41%|####1 | 69/168 [00:13<00:18, 5.34it/s] 35/499 4.32G 0.01513 0.01203 0.006151 65 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s] 35/499 4.32G 0.01513 0.01208 0.006148 86 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s] 35/499 4.32G 0.01513 0.01208 0.006148 86 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s] 35/499 4.32G 0.01511 0.01208 0.006109 63 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s] 35/499 4.32G 0.01511 0.01208 0.006109 63 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s] 35/499 4.32G 0.01511 0.01206 0.00617 56 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s] 35/499 4.32G 0.01511 0.01206 0.00617 56 640: 43%|####3 | 73/168 [00:13<00:18, 5.20it/s] 35/499 4.32G 0.0151 0.01207 0.006159 78 640: 43%|####3 | 73/168 [00:14<00:18, 5.20it/s] 35/499 4.32G 0.0151 0.01207 0.006159 78 640: 44%|####4 | 74/168 [00:14<00:17, 5.30it/s] 35/499 4.32G 0.01506 0.01207 0.006148 75 640: 44%|####4 | 74/168 [00:14<00:17, 5.30it/s] 35/499 4.32G 0.01506 0.01207 0.006148 75 640: 45%|####4 | 75/168 [00:14<00:17, 5.31it/s] 35/499 4.32G 0.01511 0.01205 0.006157 60 640: 45%|####4 | 75/168 [00:14<00:17, 5.31it/s] 35/499 4.32G 0.01511 0.01205 0.006157 60 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s] 35/499 4.32G 0.01509 0.01207 0.006167 69 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s] 35/499 4.32G 0.01509 0.01207 0.006167 69 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s] 35/499 4.32G 0.01507 0.01207 0.006161 62 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s] 35/499 4.32G 0.01507 0.01207 0.006161 62 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s] 35/499 4.32G 0.01506 0.01209 0.00612 73 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s] 35/499 4.32G 0.01506 0.01209 0.00612 73 640: 47%|####7 | 79/168 [00:14<00:17, 5.16it/s] 35/499 4.32G 0.01507 0.01209 0.006108 73 640: 47%|####7 | 79/168 [00:15<00:17, 5.16it/s] 35/499 4.32G 0.01507 0.01209 0.006108 73 640: 48%|####7 | 80/168 [00:15<00:16, 5.28it/s] 35/499 4.32G 0.01505 0.01211 0.006084 71 640: 48%|####7 | 80/168 [00:15<00:16, 5.28it/s] 35/499 4.32G 0.01505 0.01211 0.006084 71 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s] 35/499 4.32G 0.01504 0.01211 0.006064 66 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s] 35/499 4.32G 0.01504 0.01211 0.006064 66 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s] 35/499 4.32G 0.01503 0.01211 0.006029 76 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s] 35/499 4.32G 0.01503 0.01211 0.006029 76 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s] 35/499 4.32G 0.01501 0.01211 0.006048 69 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s] 35/499 4.32G 0.01501 0.01211 0.006048 69 640: 50%|##### | 84/168 [00:15<00:15, 5.34it/s] 35/499 4.32G 0.01498 0.01208 0.006091 60 640: 50%|##### | 84/168 [00:16<00:15, 5.34it/s] 35/499 4.32G 0.01498 0.01208 0.006091 60 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s] 35/499 4.32G 0.01495 0.01207 0.006045 61 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s] 35/499 4.32G 0.01495 0.01207 0.006045 61 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s] 35/499 4.32G 0.01493 0.01203 0.006064 58 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s] 35/499 4.32G 0.01493 0.01203 0.006064 58 640: 52%|#####1 | 87/168 [00:16<00:15, 5.38it/s] 35/499 4.32G 0.01491 0.01203 0.006099 68 640: 52%|#####1 | 87/168 [00:16<00:15, 5.38it/s] 35/499 4.32G 0.01491 0.01203 0.006099 68 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s] 35/499 4.32G 0.0149 0.01202 0.006096 65 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s] 35/499 4.32G 0.0149 0.01202 0.006096 65 640: 53%|#####2 | 89/168 [00:16<00:14, 5.31it/s] 35/499 4.32G 0.01491 0.01203 0.006108 77 640: 53%|#####2 | 89/168 [00:17<00:14, 5.31it/s] 35/499 4.32G 0.01491 0.01203 0.006108 77 640: 54%|#####3 | 90/168 [00:17<00:14, 5.36it/s] 35/499 4.32G 0.01491 0.01205 0.006096 74 640: 54%|#####3 | 90/168 [00:17<00:14, 5.36it/s] 35/499 4.32G 0.01491 0.01205 0.006096 74 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s] 35/499 4.32G 0.01491 0.01202 0.006114 58 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s] 35/499 4.32G 0.01491 0.01202 0.006114 58 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s] 35/499 4.32G 0.01492 0.01203 0.006137 67 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s] 35/499 4.32G 0.01492 0.01203 0.006137 67 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s] 35/499 4.32G 0.01493 0.01202 0.006125 59 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s] 35/499 4.32G 0.01493 0.01202 0.006125 59 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s] 35/499 4.32G 0.0149 0.01199 0.006128 60 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s] 35/499 4.32G 0.0149 0.01199 0.006128 60 640: 57%|#####6 | 95/168 [00:17<00:13, 5.26it/s] 35/499 4.32G 0.01489 0.01199 0.006114 73 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s] 35/499 4.32G 0.01489 0.01199 0.006114 73 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s] 35/499 4.32G 0.0149 0.012 0.006098 82 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s] 35/499 4.32G 0.0149 0.012 0.006098 82 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s] 35/499 4.32G 0.0149 0.01202 0.006122 77 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s] 35/499 4.32G 0.0149 0.01202 0.006122 77 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s] 35/499 4.32G 0.01492 0.01202 0.006093 64 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s] 35/499 4.32G 0.01492 0.01202 0.006093 64 640: 59%|#####8 | 99/168 [00:18<00:12, 5.31it/s] 35/499 4.32G 0.01493 0.01204 0.006103 79 640: 59%|#####8 | 99/168 [00:18<00:12, 5.31it/s] 35/499 4.32G 0.01493 0.01204 0.006103 79 640: 60%|#####9 | 100/168 [00:18<00:13, 5.12it/s] 35/499 4.32G 0.01493 0.01202 0.006082 56 640: 60%|#####9 | 100/168 [00:19<00:13, 5.12it/s] 35/499 4.32G 0.01493 0.01202 0.006082 56 640: 60%|###### | 101/168 [00:19<00:12, 5.17it/s] 35/499 4.32G 0.01492 0.01203 0.006066 74 640: 60%|###### | 101/168 [00:19<00:12, 5.17it/s] 35/499 4.32G 0.01492 0.01203 0.006066 74 640: 61%|###### | 102/168 [00:19<00:12, 5.26it/s] 35/499 4.32G 0.01491 0.01204 0.006058 74 640: 61%|###### | 102/168 [00:19<00:12, 5.26it/s] 35/499 4.32G 0.01491 0.01204 0.006058 74 640: 61%|######1 | 103/168 [00:19<00:12, 5.08it/s] 35/499 4.32G 0.01492 0.01204 0.006041 73 640: 61%|######1 | 103/168 [00:19<00:12, 5.08it/s] 35/499 4.32G 0.01492 0.01204 0.006041 73 640: 62%|######1 | 104/168 [00:19<00:12, 5.21it/s] 35/499 4.32G 0.01491 0.01204 0.006059 77 640: 62%|######1 | 104/168 [00:19<00:12, 5.21it/s] 35/499 4.32G 0.01491 0.01204 0.006059 77 640: 62%|######2 | 105/168 [00:19<00:11, 5.28it/s] 35/499 4.32G 0.0149 0.01204 0.00605 65 640: 62%|######2 | 105/168 [00:20<00:11, 5.28it/s] 35/499 4.32G 0.0149 0.01204 0.00605 65 640: 63%|######3 | 106/168 [00:20<00:12, 5.15it/s] 35/499 4.32G 0.01489 0.01204 0.006047 67 640: 63%|######3 | 106/168 [00:20<00:12, 5.15it/s] 35/499 4.32G 0.01489 0.01204 0.006047 67 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 35/499 4.32G 0.01488 0.01204 0.006038 76 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 35/499 4.32G 0.01488 0.01204 0.006038 76 640: 64%|######4 | 108/168 [00:20<00:11, 5.25it/s] 35/499 4.32G 0.01488 0.01205 0.006022 78 640: 64%|######4 | 108/168 [00:20<00:11, 5.25it/s] 35/499 4.32G 0.01488 0.01205 0.006022 78 640: 65%|######4 | 109/168 [00:20<00:11, 5.14it/s] 35/499 4.32G 0.01487 0.01202 0.00611 56 640: 65%|######4 | 109/168 [00:20<00:11, 5.14it/s] 35/499 4.32G 0.01487 0.01202 0.00611 56 640: 65%|######5 | 110/168 [00:20<00:11, 5.23it/s] 35/499 4.32G 0.01488 0.01203 0.006118 74 640: 65%|######5 | 110/168 [00:21<00:11, 5.23it/s] 35/499 4.32G 0.01488 0.01203 0.006118 74 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s] 35/499 4.32G 0.01488 0.01203 0.006128 63 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s] 35/499 4.32G 0.01488 0.01203 0.006128 63 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s] 35/499 4.32G 0.01489 0.01202 0.006118 59 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s] 35/499 4.32G 0.01489 0.01202 0.006118 59 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s] 35/499 4.32G 0.0149 0.01201 0.006138 60 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s] 35/499 4.32G 0.0149 0.01201 0.006138 60 640: 68%|######7 | 114/168 [00:21<00:10, 5.38it/s] 35/499 4.32G 0.01489 0.01201 0.006144 64 640: 68%|######7 | 114/168 [00:21<00:10, 5.38it/s] 35/499 4.32G 0.01489 0.01201 0.006144 64 640: 68%|######8 | 115/168 [00:21<00:10, 5.22it/s] 35/499 4.32G 0.01489 0.01201 0.006141 68 640: 68%|######8 | 115/168 [00:22<00:10, 5.22it/s] 35/499 4.32G 0.01489 0.01201 0.006141 68 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s] 35/499 4.32G 0.01487 0.01201 0.006112 63 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s] 35/499 4.32G 0.01487 0.01201 0.006112 63 640: 70%|######9 | 117/168 [00:22<00:09, 5.37it/s] 35/499 4.32G 0.01488 0.01201 0.006136 75 640: 70%|######9 | 117/168 [00:22<00:09, 5.37it/s] 35/499 4.32G 0.01488 0.01201 0.006136 75 640: 70%|####### | 118/168 [00:22<00:09, 5.23it/s] 35/499 4.32G 0.01487 0.01199 0.006175 59 640: 70%|####### | 118/168 [00:22<00:09, 5.23it/s] 35/499 4.32G 0.01487 0.01199 0.006175 59 640: 71%|####### | 119/168 [00:22<00:09, 5.33it/s] 35/499 4.32G 0.01487 0.01198 0.006147 54 640: 71%|####### | 119/168 [00:22<00:09, 5.33it/s] 35/499 4.32G 0.01487 0.01198 0.006147 54 640: 71%|#######1 | 120/168 [00:22<00:08, 5.40it/s] 35/499 4.32G 0.01488 0.01198 0.006161 70 640: 71%|#######1 | 120/168 [00:22<00:08, 5.40it/s] 35/499 4.32G 0.01488 0.01198 0.006161 70 640: 72%|#######2 | 121/168 [00:22<00:08, 5.26it/s] 35/499 4.32G 0.01486 0.01197 0.006155 64 640: 72%|#######2 | 121/168 [00:23<00:08, 5.26it/s] 35/499 4.32G 0.01486 0.01197 0.006155 64 640: 73%|#######2 | 122/168 [00:23<00:08, 5.34it/s] 35/499 4.32G 0.01487 0.01198 0.006153 68 640: 73%|#######2 | 122/168 [00:23<00:08, 5.34it/s] 35/499 4.32G 0.01487 0.01198 0.006153 68 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s] 35/499 4.32G 0.01486 0.01197 0.006127 70 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s] 35/499 4.32G 0.01486 0.01197 0.006127 70 640: 74%|#######3 | 124/168 [00:23<00:08, 5.23it/s] 35/499 4.32G 0.01485 0.01198 0.006127 85 640: 74%|#######3 | 124/168 [00:23<00:08, 5.23it/s] 35/499 4.32G 0.01485 0.01198 0.006127 85 640: 74%|#######4 | 125/168 [00:23<00:08, 5.32it/s] 35/499 4.32G 0.01486 0.01199 0.006119 63 640: 74%|#######4 | 125/168 [00:23<00:08, 5.32it/s] 35/499 4.32G 0.01486 0.01199 0.006119 63 640: 75%|#######5 | 126/168 [00:23<00:07, 5.40it/s] 35/499 4.32G 0.01485 0.01197 0.006104 55 640: 75%|#######5 | 126/168 [00:24<00:07, 5.40it/s] 35/499 4.32G 0.01485 0.01197 0.006104 55 640: 76%|#######5 | 127/168 [00:24<00:07, 5.26it/s] 35/499 4.32G 0.01485 0.01198 0.006112 86 640: 76%|#######5 | 127/168 [00:24<00:07, 5.26it/s] 35/499 4.32G 0.01485 0.01198 0.006112 86 640: 76%|#######6 | 128/168 [00:24<00:07, 5.34it/s] 35/499 4.32G 0.01484 0.01201 0.006109 90 640: 76%|#######6 | 128/168 [00:24<00:07, 5.34it/s] 35/499 4.32G 0.01484 0.01201 0.006109 90 640: 77%|#######6 | 129/168 [00:24<00:07, 5.41it/s] 35/499 4.32G 0.01485 0.01203 0.006126 94 640: 77%|#######6 | 129/168 [00:24<00:07, 5.41it/s] 35/499 4.32G 0.01485 0.01203 0.006126 94 640: 77%|#######7 | 130/168 [00:24<00:07, 5.25it/s] 35/499 4.32G 0.01486 0.01201 0.006201 61 640: 77%|#######7 | 130/168 [00:24<00:07, 5.25it/s] 35/499 4.32G 0.01486 0.01201 0.006201 61 640: 78%|#######7 | 131/168 [00:24<00:06, 5.33it/s] 35/499 4.32G 0.01485 0.01199 0.00618 55 640: 78%|#######7 | 131/168 [00:25<00:06, 5.33it/s] 35/499 4.32G 0.01485 0.01199 0.00618 55 640: 79%|#######8 | 132/168 [00:25<00:06, 5.39it/s] 35/499 4.32G 0.01485 0.01199 0.006179 70 640: 79%|#######8 | 132/168 [00:25<00:06, 5.39it/s] 35/499 4.32G 0.01485 0.01199 0.006179 70 640: 79%|#######9 | 133/168 [00:25<00:06, 5.25it/s] 35/499 4.32G 0.01485 0.01198 0.006175 62 640: 79%|#######9 | 133/168 [00:25<00:06, 5.25it/s] 35/499 4.32G 0.01485 0.01198 0.006175 62 640: 80%|#######9 | 134/168 [00:25<00:06, 5.33it/s] 35/499 4.32G 0.01485 0.01198 0.006189 71 640: 80%|#######9 | 134/168 [00:25<00:06, 5.33it/s] 35/499 4.32G 0.01485 0.01198 0.006189 71 640: 80%|######## | 135/168 [00:25<00:06, 5.35it/s] 35/499 4.32G 0.01484 0.01198 0.00618 66 640: 80%|######## | 135/168 [00:25<00:06, 5.35it/s] 35/499 4.32G 0.01484 0.01198 0.00618 66 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s] 35/499 4.32G 0.01483 0.01195 0.006173 55 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s] 35/499 4.32G 0.01483 0.01195 0.006173 55 640: 82%|########1 | 137/168 [00:25<00:05, 5.28it/s] 35/499 4.32G 0.01483 0.01196 0.006156 74 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s] 35/499 4.32G 0.01483 0.01196 0.006156 74 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s] 35/499 4.32G 0.01481 0.01196 0.00618 71 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s] 35/499 4.32G 0.01481 0.01196 0.00618 71 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s] 35/499 4.32G 0.01481 0.01198 0.006171 79 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s] 35/499 4.32G 0.01481 0.01198 0.006171 79 640: 83%|########3 | 140/168 [00:26<00:05, 5.28it/s] 35/499 4.32G 0.0148 0.01198 0.006167 67 640: 83%|########3 | 140/168 [00:26<00:05, 5.28it/s] 35/499 4.32G 0.0148 0.01198 0.006167 67 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s] 35/499 4.32G 0.01481 0.01198 0.006162 53 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s] 35/499 4.32G 0.01481 0.01198 0.006162 53 640: 85%|########4 | 142/168 [00:26<00:05, 5.09it/s] 35/499 4.32G 0.01481 0.01197 0.006172 64 640: 85%|########4 | 142/168 [00:27<00:05, 5.09it/s] 35/499 4.32G 0.01481 0.01197 0.006172 64 640: 85%|########5 | 143/168 [00:27<00:04, 5.21it/s] 35/499 4.32G 0.0148 0.01197 0.00617 74 640: 85%|########5 | 143/168 [00:27<00:04, 5.21it/s] 35/499 4.32G 0.0148 0.01197 0.00617 74 640: 86%|########5 | 144/168 [00:27<00:04, 5.31it/s] 35/499 4.32G 0.01481 0.01199 0.006189 90 640: 86%|########5 | 144/168 [00:27<00:04, 5.31it/s] 35/499 4.32G 0.01481 0.01199 0.006189 90 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s] 35/499 4.32G 0.0148 0.01198 0.006213 67 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s] 35/499 4.32G 0.0148 0.01198 0.006213 67 640: 87%|########6 | 146/168 [00:27<00:04, 5.26it/s] 35/499 4.32G 0.01479 0.01199 0.006204 77 640: 87%|########6 | 146/168 [00:27<00:04, 5.26it/s] 35/499 4.32G 0.01479 0.01199 0.006204 77 640: 88%|########7 | 147/168 [00:27<00:03, 5.33it/s] 35/499 4.32G 0.01479 0.012 0.006236 65 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s] 35/499 4.32G 0.01479 0.012 0.006236 65 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s] 35/499 4.32G 0.01477 0.01199 0.006228 74 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s] 35/499 4.32G 0.01477 0.01199 0.006228 74 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s] 35/499 4.32G 0.01476 0.012 0.006249 70 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s] 35/499 4.32G 0.01476 0.012 0.006249 70 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s] 35/499 4.32G 0.01476 0.01203 0.006257 94 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s] 35/499 4.32G 0.01476 0.01203 0.006257 94 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s] 35/499 4.32G 0.01475 0.01202 0.006261 69 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s] 35/499 4.32G 0.01475 0.01202 0.006261 69 640: 90%|######### | 152/168 [00:28<00:03, 5.28it/s] 35/499 4.32G 0.01476 0.01202 0.006273 65 640: 90%|######### | 152/168 [00:28<00:03, 5.28it/s] 35/499 4.32G 0.01476 0.01202 0.006273 65 640: 91%|#########1| 153/168 [00:28<00:02, 5.37it/s] 35/499 4.32G 0.01476 0.01202 0.006261 78 640: 91%|#########1| 153/168 [00:29<00:02, 5.37it/s] 35/499 4.32G 0.01476 0.01202 0.006261 78 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s] 35/499 4.32G 0.01477 0.01204 0.006258 82 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s] 35/499 4.32G 0.01477 0.01204 0.006258 82 640: 92%|#########2| 155/168 [00:29<00:02, 5.25it/s] 35/499 4.32G 0.01476 0.01203 0.006243 63 640: 92%|#########2| 155/168 [00:29<00:02, 5.25it/s] 35/499 4.32G 0.01476 0.01203 0.006243 63 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s] 35/499 4.32G 0.01476 0.01203 0.006265 74 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s] 35/499 4.32G 0.01476 0.01203 0.006265 74 640: 93%|#########3| 157/168 [00:29<00:02, 5.20it/s] 35/499 4.32G 0.01476 0.01203 0.006262 72 640: 93%|#########3| 157/168 [00:29<00:02, 5.20it/s] 35/499 4.32G 0.01476 0.01203 0.006262 72 640: 94%|#########4| 158/168 [00:29<00:01, 5.24it/s] 35/499 4.32G 0.01477 0.01203 0.006253 71 640: 94%|#########4| 158/168 [00:30<00:01, 5.24it/s] 35/499 4.32G 0.01477 0.01203 0.006253 71 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s] 35/499 4.32G 0.01477 0.01205 0.006247 67 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s] 35/499 4.32G 0.01477 0.01205 0.006247 67 640: 95%|#########5| 160/168 [00:30<00:01, 5.13it/s] 35/499 4.32G 0.01477 0.01204 0.006242 68 640: 95%|#########5| 160/168 [00:30<00:01, 5.13it/s] 35/499 4.32G 0.01477 0.01204 0.006242 68 640: 96%|#########5| 161/168 [00:30<00:01, 5.24it/s] 35/499 4.32G 0.01478 0.01204 0.006243 64 640: 96%|#########5| 161/168 [00:30<00:01, 5.24it/s] 35/499 4.32G 0.01478 0.01204 0.006243 64 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s] 35/499 4.32G 0.01477 0.01204 0.006235 66 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s] 35/499 4.32G 0.01477 0.01204 0.006235 66 640: 97%|#########7| 163/168 [00:30<00:00, 5.22it/s] 35/499 4.32G 0.01477 0.01203 0.006258 61 640: 97%|#########7| 163/168 [00:31<00:00, 5.22it/s] 35/499 4.32G 0.01477 0.01203 0.006258 61 640: 98%|#########7| 164/168 [00:31<00:00, 5.31it/s] 35/499 4.32G 0.01477 0.01207 0.006252 99 640: 98%|#########7| 164/168 [00:31<00:00, 5.31it/s] 35/499 4.32G 0.01477 0.01207 0.006252 99 640: 98%|#########8| 165/168 [00:31<00:00, 5.37it/s] 35/499 4.32G 0.01477 0.01207 0.00626 62 640: 98%|#########8| 165/168 [00:31<00:00, 5.37it/s] 35/499 4.32G 0.01477 0.01207 0.00626 62 640: 99%|#########8| 166/168 [00:31<00:00, 5.23it/s] 35/499 4.32G 0.01478 0.01206 0.006262 60 640: 99%|#########8| 166/168 [00:31<00:00, 5.23it/s] 35/499 4.32G 0.01478 0.01206 0.006262 60 640: 99%|#########9| 167/168 [00:31<00:00, 5.31it/s] 35/499 4.32G 0.01479 0.01206 0.006239 31 640: 99%|#########9| 167/168 [00:31<00:00, 5.31it/s] 35/499 4.32G 0.01479 0.01206 0.006239 31 640: 100%|##########| 168/168 [00:31<00:00, 5.50it/s] 35/499 4.32G 0.01479 0.01206 0.006239 31 640: 100%|##########| 168/168 [00:31<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.98it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.54it/s] all 132 263 0.821 0.856 0.875 0.73 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 36/499 4.32G 0.01708 0.01257 0.006179 63 640: 0%| | 0/168 [00:00<?, ?it/s] 36/499 4.32G 0.01708 0.01257 0.006179 63 640: 1%| | 1/168 [00:00<00:34, 4.91it/s] 36/499 4.32G 0.01661 0.01331 0.00583 69 640: 1%| | 1/168 [00:00<00:34, 4.91it/s] 36/499 4.32G 0.01661 0.01331 0.00583 69 640: 1%|1 | 2/168 [00:00<00:31, 5.20it/s] 36/499 4.32G 0.01553 0.01226 0.00467 66 640: 1%|1 | 2/168 [00:00<00:31, 5.20it/s] 36/499 4.32G 0.01553 0.01226 0.00467 66 640: 2%|1 | 3/168 [00:00<00:30, 5.35it/s] 36/499 4.32G 0.01592 0.01153 0.006745 51 640: 2%|1 | 3/168 [00:00<00:30, 5.35it/s] 36/499 4.32G 0.01592 0.01153 0.006745 51 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s] 36/499 4.32G 0.01591 0.01186 0.007324 71 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s] 36/499 4.32G 0.01591 0.01186 0.007324 71 640: 3%|2 | 5/168 [00:00<00:30, 5.29it/s] 36/499 4.32G 0.01595 0.01135 0.007042 45 640: 3%|2 | 5/168 [00:01<00:30, 5.29it/s] 36/499 4.32G 0.01595 0.01135 0.007042 45 640: 4%|3 | 6/168 [00:01<00:30, 5.34it/s] 36/499 4.32G 0.01579 0.0112 0.007246 66 640: 4%|3 | 6/168 [00:01<00:30, 5.34it/s] 36/499 4.32G 0.01579 0.0112 0.007246 66 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s] 36/499 4.32G 0.01559 0.01106 0.006922 64 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s] 36/499 4.32G 0.01559 0.01106 0.006922 64 640: 5%|4 | 8/168 [00:01<00:30, 5.31it/s] 36/499 4.32G 0.01536 0.0111 0.006724 66 640: 5%|4 | 8/168 [00:01<00:30, 5.31it/s] 36/499 4.32G 0.01536 0.0111 0.006724 66 640: 5%|5 | 9/168 [00:01<00:29, 5.37it/s] 36/499 4.32G 0.01517 0.01112 0.006416 67 640: 5%|5 | 9/168 [00:01<00:29, 5.37it/s] 36/499 4.32G 0.01517 0.01112 0.006416 67 640: 6%|5 | 10/168 [00:01<00:30, 5.22it/s] 36/499 4.32G 0.01526 0.01133 0.006372 74 640: 6%|5 | 10/168 [00:02<00:30, 5.22it/s] 36/499 4.32G 0.01526 0.01133 0.006372 74 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s] 36/499 4.32G 0.01534 0.01145 0.00654 78 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s] 36/499 4.32G 0.01534 0.01145 0.00654 78 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s] 36/499 4.32G 0.01546 0.01143 0.006458 64 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s] 36/499 4.32G 0.01546 0.01143 0.006458 64 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s] 36/499 4.32G 0.01532 0.01142 0.006548 64 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s] 36/499 4.32G 0.01532 0.01142 0.006548 64 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s] 36/499 4.32G 0.0155 0.01154 0.006477 73 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s] 36/499 4.32G 0.0155 0.01154 0.006477 73 640: 9%|8 | 15/168 [00:02<00:28, 5.36it/s] 36/499 4.32G 0.01557 0.01146 0.006579 60 640: 9%|8 | 15/168 [00:03<00:28, 5.36it/s] 36/499 4.32G 0.01557 0.01146 0.006579 60 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s] 36/499 4.32G 0.01554 0.01139 0.00665 61 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s] 36/499 4.32G 0.01554 0.01139 0.00665 61 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s] 36/499 4.32G 0.01544 0.01146 0.006591 70 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s] 36/499 4.32G 0.01544 0.01146 0.006591 70 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s] 36/499 4.32G 0.0154 0.01151 0.006522 72 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s] 36/499 4.32G 0.0154 0.01151 0.006522 72 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s] 36/499 4.32G 0.01528 0.01135 0.006415 59 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s] 36/499 4.32G 0.01528 0.01135 0.006415 59 640: 12%|#1 | 20/168 [00:03<00:28, 5.23it/s] 36/499 4.32G 0.01532 0.01147 0.006426 90 640: 12%|#1 | 20/168 [00:03<00:28, 5.23it/s] 36/499 4.32G 0.01532 0.01147 0.006426 90 640: 12%|#2 | 21/168 [00:03<00:27, 5.32it/s] 36/499 4.32G 0.01531 0.01146 0.006631 62 640: 12%|#2 | 21/168 [00:04<00:27, 5.32it/s] 36/499 4.32G 0.01531 0.01146 0.006631 62 640: 13%|#3 | 22/168 [00:04<00:28, 5.17it/s] 36/499 4.32G 0.01532 0.01144 0.006581 62 640: 13%|#3 | 22/168 [00:04<00:28, 5.17it/s] 36/499 4.32G 0.01532 0.01144 0.006581 62 640: 14%|#3 | 23/168 [00:04<00:27, 5.22it/s] 36/499 4.32G 0.01528 0.01139 0.006514 57 640: 14%|#3 | 23/168 [00:04<00:27, 5.22it/s] 36/499 4.32G 0.01528 0.01139 0.006514 57 640: 14%|#4 | 24/168 [00:04<00:27, 5.28it/s] 36/499 4.32G 0.01519 0.0114 0.006374 65 640: 14%|#4 | 24/168 [00:04<00:27, 5.28it/s] 36/499 4.32G 0.01519 0.0114 0.006374 65 640: 15%|#4 | 25/168 [00:04<00:27, 5.17it/s] 36/499 4.32G 0.01517 0.01139 0.00637 63 640: 15%|#4 | 25/168 [00:04<00:27, 5.17it/s] 36/499 4.32G 0.01517 0.01139 0.00637 63 640: 15%|#5 | 26/168 [00:04<00:26, 5.27it/s] 36/499 4.32G 0.01523 0.01149 0.006317 75 640: 15%|#5 | 26/168 [00:05<00:26, 5.27it/s] 36/499 4.32G 0.01523 0.01149 0.006317 75 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s] 36/499 4.32G 0.01531 0.01156 0.00637 69 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s] 36/499 4.32G 0.01531 0.01156 0.00637 69 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s] 36/499 4.32G 0.01528 0.01163 0.00623 70 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s] 36/499 4.32G 0.01528 0.01163 0.00623 70 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s] 36/499 4.32G 0.01527 0.01172 0.006445 79 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s] 36/499 4.32G 0.01527 0.01172 0.006445 79 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s] 36/499 4.32G 0.01536 0.01178 0.006579 72 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s] 36/499 4.32G 0.01536 0.01178 0.006579 72 640: 18%|#8 | 31/168 [00:05<00:26, 5.22it/s] 36/499 4.32G 0.01538 0.01188 0.006472 73 640: 18%|#8 | 31/168 [00:06<00:26, 5.22it/s] 36/499 4.32G 0.01538 0.01188 0.006472 73 640: 19%|#9 | 32/168 [00:06<00:25, 5.34it/s] 36/499 4.32G 0.01539 0.01195 0.006416 76 640: 19%|#9 | 32/168 [00:06<00:25, 5.34it/s] 36/499 4.32G 0.01539 0.01195 0.006416 76 640: 20%|#9 | 33/168 [00:06<00:24, 5.40it/s] 36/499 4.32G 0.01539 0.01197 0.006517 77 640: 20%|#9 | 33/168 [00:06<00:24, 5.40it/s] 36/499 4.32G 0.01539 0.01197 0.006517 77 640: 20%|## | 34/168 [00:06<00:25, 5.26it/s] 36/499 4.32G 0.01543 0.01196 0.006518 61 640: 20%|## | 34/168 [00:06<00:25, 5.26it/s] 36/499 4.32G 0.01543 0.01196 0.006518 61 640: 21%|## | 35/168 [00:06<00:24, 5.34it/s] 36/499 4.32G 0.01537 0.01198 0.006492 67 640: 21%|## | 35/168 [00:06<00:24, 5.34it/s] 36/499 4.32G 0.01537 0.01198 0.006492 67 640: 21%|##1 | 36/168 [00:06<00:24, 5.39it/s] 36/499 4.32G 0.0154 0.01197 0.006443 61 640: 21%|##1 | 36/168 [00:07<00:24, 5.39it/s] 36/499 4.32G 0.0154 0.01197 0.006443 61 640: 22%|##2 | 37/168 [00:07<00:25, 5.22it/s] 36/499 4.32G 0.01545 0.01195 0.006406 64 640: 22%|##2 | 37/168 [00:07<00:25, 5.22it/s] 36/499 4.32G 0.01545 0.01195 0.006406 64 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s] 36/499 4.32G 0.0155 0.01196 0.006541 67 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s] 36/499 4.32G 0.0155 0.01196 0.006541 67 640: 23%|##3 | 39/168 [00:07<00:24, 5.37it/s] 36/499 4.32G 0.01546 0.01193 0.006474 57 640: 23%|##3 | 39/168 [00:07<00:24, 5.37it/s] 36/499 4.32G 0.01546 0.01193 0.006474 57 640: 24%|##3 | 40/168 [00:07<00:24, 5.23it/s] 36/499 4.32G 0.01543 0.01192 0.006498 62 640: 24%|##3 | 40/168 [00:07<00:24, 5.23it/s] 36/499 4.32G 0.01543 0.01192 0.006498 62 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s] 36/499 4.32G 0.01539 0.01192 0.006456 71 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s] 36/499 4.32G 0.01539 0.01192 0.006456 71 640: 25%|##5 | 42/168 [00:07<00:23, 5.32it/s] 36/499 4.32G 0.0154 0.01191 0.00638 61 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s] 36/499 4.32G 0.0154 0.01191 0.00638 61 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s] 36/499 4.32G 0.0154 0.01193 0.006311 69 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s] 36/499 4.32G 0.0154 0.01193 0.006311 69 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s] 36/499 4.32G 0.01536 0.01186 0.006354 58 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s] 36/499 4.32G 0.01536 0.01186 0.006354 58 640: 27%|##6 | 45/168 [00:08<00:23, 5.21it/s] 36/499 4.32G 0.01534 0.01189 0.006381 78 640: 27%|##6 | 45/168 [00:08<00:23, 5.21it/s] 36/499 4.32G 0.01534 0.01189 0.006381 78 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s] 36/499 4.32G 0.01531 0.01187 0.00635 59 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s] 36/499 4.32G 0.01531 0.01187 0.00635 59 640: 28%|##7 | 47/168 [00:08<00:23, 5.24it/s] 36/499 4.32G 0.01535 0.01189 0.006407 61 640: 28%|##7 | 47/168 [00:09<00:23, 5.24it/s] 36/499 4.32G 0.01535 0.01189 0.006407 61 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s] 36/499 4.32G 0.01536 0.01186 0.006344 59 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s] 36/499 4.32G 0.01536 0.01186 0.006344 59 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s] 36/499 4.32G 0.01534 0.01185 0.006401 61 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s] 36/499 4.32G 0.01534 0.01185 0.006401 61 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s] 36/499 4.32G 0.01534 0.01183 0.00638 73 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s] 36/499 4.32G 0.01534 0.01183 0.00638 73 640: 30%|### | 51/168 [00:09<00:21, 5.37it/s] 36/499 4.32G 0.01535 0.01186 0.006493 68 640: 30%|### | 51/168 [00:09<00:21, 5.37it/s] 36/499 4.32G 0.01535 0.01186 0.006493 68 640: 31%|### | 52/168 [00:09<00:22, 5.20it/s] 36/499 4.32G 0.01539 0.01189 0.006468 58 640: 31%|### | 52/168 [00:10<00:22, 5.20it/s] 36/499 4.32G 0.01539 0.01189 0.006468 58 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s] 36/499 4.32G 0.01538 0.0119 0.006456 68 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s] 36/499 4.32G 0.01538 0.0119 0.006456 68 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s] 36/499 4.32G 0.01535 0.01194 0.006459 88 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s] 36/499 4.32G 0.01535 0.01194 0.006459 88 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s] 36/499 4.32G 0.01538 0.01199 0.0064 78 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s] 36/499 4.32G 0.01538 0.01199 0.0064 78 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s] 36/499 4.32G 0.01533 0.012 0.006357 78 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s] 36/499 4.32G 0.01533 0.012 0.006357 78 640: 34%|###3 | 57/168 [00:10<00:20, 5.32it/s] 36/499 4.32G 0.0153 0.01201 0.006304 69 640: 34%|###3 | 57/168 [00:11<00:20, 5.32it/s] 36/499 4.32G 0.0153 0.01201 0.006304 69 640: 35%|###4 | 58/168 [00:11<00:21, 5.15it/s] 36/499 4.32G 0.01528 0.01198 0.006292 61 640: 35%|###4 | 58/168 [00:11<00:21, 5.15it/s] 36/499 4.32G 0.01528 0.01198 0.006292 61 640: 35%|###5 | 59/168 [00:11<00:20, 5.21it/s] 36/499 4.32G 0.01524 0.01196 0.006348 62 640: 35%|###5 | 59/168 [00:11<00:20, 5.21it/s] 36/499 4.32G 0.01524 0.01196 0.006348 62 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s] 36/499 4.32G 0.01523 0.01195 0.006366 66 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s] 36/499 4.32G 0.01523 0.01195 0.006366 66 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s] 36/499 4.32G 0.01523 0.01194 0.006403 68 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s] 36/499 4.32G 0.01523 0.01194 0.006403 68 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s] 36/499 4.32G 0.01525 0.01194 0.006402 75 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s] 36/499 4.32G 0.01525 0.01194 0.006402 75 640: 38%|###7 | 63/168 [00:11<00:19, 5.32it/s] 36/499 4.32G 0.01527 0.01194 0.006422 69 640: 38%|###7 | 63/168 [00:12<00:19, 5.32it/s] 36/499 4.32G 0.01527 0.01194 0.006422 69 640: 38%|###8 | 64/168 [00:12<00:20, 5.20it/s] 36/499 4.32G 0.01526 0.0119 0.006406 66 640: 38%|###8 | 64/168 [00:12<00:20, 5.20it/s] 36/499 4.32G 0.01526 0.0119 0.006406 66 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s] 36/499 4.32G 0.01527 0.01194 0.006446 69 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s] 36/499 4.32G 0.01527 0.01194 0.006446 69 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s] 36/499 4.32G 0.0153 0.01195 0.00644 67 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s] 36/499 4.32G 0.0153 0.01195 0.00644 67 640: 40%|###9 | 67/168 [00:12<00:19, 5.18it/s] 36/499 4.32G 0.01534 0.0119 0.006434 45 640: 40%|###9 | 67/168 [00:12<00:19, 5.18it/s] 36/499 4.32G 0.01534 0.0119 0.006434 45 640: 40%|#### | 68/168 [00:12<00:19, 5.21it/s] 36/499 4.32G 0.01532 0.01187 0.006396 59 640: 40%|#### | 68/168 [00:13<00:19, 5.21it/s] 36/499 4.32G 0.01532 0.01187 0.006396 59 640: 41%|####1 | 69/168 [00:13<00:18, 5.28it/s] 36/499 4.32G 0.01532 0.01189 0.006377 66 640: 41%|####1 | 69/168 [00:13<00:18, 5.28it/s] 36/499 4.32G 0.01532 0.01189 0.006377 66 640: 42%|####1 | 70/168 [00:13<00:19, 5.15it/s] 36/499 4.32G 0.01529 0.01187 0.006423 62 640: 42%|####1 | 70/168 [00:13<00:19, 5.15it/s] 36/499 4.32G 0.01529 0.01187 0.006423 62 640: 42%|####2 | 71/168 [00:13<00:18, 5.17it/s] 36/499 4.32G 0.01525 0.01184 0.006391 62 640: 42%|####2 | 71/168 [00:13<00:18, 5.17it/s] 36/499 4.32G 0.01525 0.01184 0.006391 62 640: 43%|####2 | 72/168 [00:13<00:18, 5.29it/s] 36/499 4.32G 0.01521 0.01182 0.006367 66 640: 43%|####2 | 72/168 [00:13<00:18, 5.29it/s] 36/499 4.32G 0.01521 0.01182 0.006367 66 640: 43%|####3 | 73/168 [00:13<00:18, 5.18it/s] 36/499 4.32G 0.01522 0.01187 0.006338 78 640: 43%|####3 | 73/168 [00:14<00:18, 5.18it/s] 36/499 4.32G 0.01522 0.01187 0.006338 78 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s] 36/499 4.32G 0.01521 0.01187 0.006286 69 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s] 36/499 4.32G 0.01521 0.01187 0.006286 69 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 36/499 4.32G 0.01522 0.01186 0.006267 69 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 36/499 4.32G 0.01522 0.01186 0.006267 69 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s] 36/499 4.32G 0.01522 0.01184 0.006263 64 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s] 36/499 4.32G 0.01522 0.01184 0.006263 64 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s] 36/499 4.32G 0.0152 0.01184 0.006255 72 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s] 36/499 4.32G 0.0152 0.01184 0.006255 72 640: 46%|####6 | 78/168 [00:14<00:16, 5.32it/s] 36/499 4.32G 0.0152 0.01184 0.006255 68 640: 46%|####6 | 78/168 [00:15<00:16, 5.32it/s] 36/499 4.32G 0.0152 0.01184 0.006255 68 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s] 36/499 4.32G 0.01519 0.01183 0.006256 66 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s] 36/499 4.32G 0.01519 0.01183 0.006256 66 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s] 36/499 4.32G 0.01517 0.01185 0.006262 81 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s] 36/499 4.32G 0.01517 0.01185 0.006262 81 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s] 36/499 4.32G 0.0152 0.01187 0.006286 65 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s] 36/499 4.32G 0.0152 0.01187 0.006286 65 640: 49%|####8 | 82/168 [00:15<00:16, 5.23it/s] 36/499 4.32G 0.01519 0.01184 0.006284 59 640: 49%|####8 | 82/168 [00:15<00:16, 5.23it/s] 36/499 4.32G 0.01519 0.01184 0.006284 59 640: 49%|####9 | 83/168 [00:15<00:16, 5.22it/s] 36/499 4.32G 0.01519 0.01183 0.006273 61 640: 49%|####9 | 83/168 [00:15<00:16, 5.22it/s] 36/499 4.32G 0.01519 0.01183 0.006273 61 640: 50%|##### | 84/168 [00:15<00:15, 5.30it/s] 36/499 4.32G 0.01518 0.01184 0.006297 80 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s] 36/499 4.32G 0.01518 0.01184 0.006297 80 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s] 36/499 4.32G 0.0152 0.01185 0.006298 69 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s] 36/499 4.32G 0.0152 0.01185 0.006298 69 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s] 36/499 4.32G 0.0152 0.01185 0.006264 69 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s] 36/499 4.32G 0.0152 0.01185 0.006264 69 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s] 36/499 4.32G 0.01519 0.01183 0.006254 66 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s] 36/499 4.32G 0.01519 0.01183 0.006254 66 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s] 36/499 4.32G 0.01521 0.01185 0.006274 75 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s] 36/499 4.32G 0.01521 0.01185 0.006274 75 640: 53%|#####2 | 89/168 [00:16<00:14, 5.30it/s] 36/499 4.32G 0.01521 0.01183 0.00624 58 640: 53%|#####2 | 89/168 [00:17<00:14, 5.30it/s] 36/499 4.32G 0.01521 0.01183 0.00624 58 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s] 36/499 4.32G 0.0152 0.01187 0.006216 92 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s] 36/499 4.32G 0.0152 0.01187 0.006216 92 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s] 36/499 4.32G 0.01518 0.01188 0.006228 77 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s] 36/499 4.32G 0.01518 0.01188 0.006228 77 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s] 36/499 4.32G 0.01517 0.01187 0.006216 72 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s] 36/499 4.32G 0.01517 0.01187 0.006216 72 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s] 36/499 4.32G 0.0152 0.0119 0.006234 77 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s] 36/499 4.32G 0.0152 0.0119 0.006234 77 640: 56%|#####5 | 94/168 [00:17<00:14, 5.18it/s] 36/499 4.32G 0.01519 0.01188 0.006254 61 640: 56%|#####5 | 94/168 [00:18<00:14, 5.18it/s] 36/499 4.32G 0.01519 0.01188 0.006254 61 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s] 36/499 4.32G 0.01521 0.01187 0.00629 55 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s] 36/499 4.32G 0.01521 0.01187 0.00629 55 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s] 36/499 4.32G 0.0152 0.01186 0.006275 67 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s] 36/499 4.32G 0.0152 0.01186 0.006275 67 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s] 36/499 4.32G 0.01516 0.01186 0.006275 84 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s] 36/499 4.32G 0.01516 0.01186 0.006275 84 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s] 36/499 4.32G 0.01516 0.01185 0.006295 59 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s] 36/499 4.32G 0.01516 0.01185 0.006295 59 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s] 36/499 4.32G 0.01517 0.01184 0.006323 64 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s] 36/499 4.32G 0.01517 0.01184 0.006323 64 640: 60%|#####9 | 100/168 [00:18<00:13, 5.19it/s] 36/499 4.32G 0.01516 0.01181 0.006305 50 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s] 36/499 4.32G 0.01516 0.01181 0.006305 50 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s] 36/499 4.32G 0.01516 0.01181 0.006356 61 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s] 36/499 4.32G 0.01516 0.01181 0.006356 61 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s] 36/499 4.32G 0.01517 0.01181 0.006342 73 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s] 36/499 4.32G 0.01517 0.01181 0.006342 73 640: 61%|######1 | 103/168 [00:19<00:12, 5.17it/s] 36/499 4.32G 0.01518 0.01179 0.006333 57 640: 61%|######1 | 103/168 [00:19<00:12, 5.17it/s] 36/499 4.32G 0.01518 0.01179 0.006333 57 640: 62%|######1 | 104/168 [00:19<00:12, 5.26it/s] 36/499 4.32G 0.01517 0.0118 0.006326 77 640: 62%|######1 | 104/168 [00:19<00:12, 5.26it/s] 36/499 4.32G 0.01517 0.0118 0.006326 77 640: 62%|######2 | 105/168 [00:19<00:11, 5.32it/s] 36/499 4.32G 0.01517 0.01179 0.006323 70 640: 62%|######2 | 105/168 [00:20<00:11, 5.32it/s] 36/499 4.32G 0.01517 0.01179 0.006323 70 640: 63%|######3 | 106/168 [00:20<00:12, 5.13it/s] 36/499 4.32G 0.01516 0.01179 0.006295 70 640: 63%|######3 | 106/168 [00:20<00:12, 5.13it/s] 36/499 4.32G 0.01516 0.01179 0.006295 70 640: 64%|######3 | 107/168 [00:20<00:11, 5.23it/s] 36/499 4.32G 0.01516 0.01178 0.00627 57 640: 64%|######3 | 107/168 [00:20<00:11, 5.23it/s] 36/499 4.32G 0.01516 0.01178 0.00627 57 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s] 36/499 4.32G 0.01516 0.01176 0.006237 56 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s] 36/499 4.32G 0.01516 0.01176 0.006237 56 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s] 36/499 4.32G 0.01516 0.0118 0.006215 97 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s] 36/499 4.32G 0.01516 0.0118 0.006215 97 640: 65%|######5 | 110/168 [00:20<00:11, 5.26it/s] 36/499 4.32G 0.01516 0.01182 0.00622 86 640: 65%|######5 | 110/168 [00:21<00:11, 5.26it/s] 36/499 4.32G 0.01516 0.01182 0.00622 86 640: 66%|######6 | 111/168 [00:21<00:10, 5.23it/s] 36/499 4.32G 0.01515 0.01183 0.00623 80 640: 66%|######6 | 111/168 [00:21<00:10, 5.23it/s] 36/499 4.32G 0.01515 0.01183 0.00623 80 640: 67%|######6 | 112/168 [00:21<00:10, 5.12it/s] 36/499 4.32G 0.01516 0.01184 0.006254 89 640: 67%|######6 | 112/168 [00:21<00:10, 5.12it/s] 36/499 4.32G 0.01516 0.01184 0.006254 89 640: 67%|######7 | 113/168 [00:21<00:10, 5.19it/s] 36/499 4.32G 0.01514 0.01185 0.00623 89 640: 67%|######7 | 113/168 [00:21<00:10, 5.19it/s] 36/499 4.32G 0.01514 0.01185 0.00623 89 640: 68%|######7 | 114/168 [00:21<00:10, 5.27it/s] 36/499 4.32G 0.01514 0.01184 0.00623 64 640: 68%|######7 | 114/168 [00:21<00:10, 5.27it/s] 36/499 4.32G 0.01514 0.01184 0.00623 64 640: 68%|######8 | 115/168 [00:21<00:10, 5.15it/s] 36/499 4.32G 0.01514 0.01185 0.006208 63 640: 68%|######8 | 115/168 [00:22<00:10, 5.15it/s] 36/499 4.32G 0.01514 0.01185 0.006208 63 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s] 36/499 4.32G 0.01517 0.01183 0.006173 48 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s] 36/499 4.32G 0.01517 0.01183 0.006173 48 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s] 36/499 4.32G 0.01518 0.01184 0.006184 76 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s] 36/499 4.32G 0.01518 0.01184 0.006184 76 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s] 36/499 4.32G 0.01516 0.01187 0.006207 84 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s] 36/499 4.32G 0.01516 0.01187 0.006207 84 640: 71%|####### | 119/168 [00:22<00:09, 5.24it/s] 36/499 4.32G 0.01516 0.01189 0.006218 96 640: 71%|####### | 119/168 [00:22<00:09, 5.24it/s] 36/499 4.32G 0.01516 0.01189 0.006218 96 640: 71%|#######1 | 120/168 [00:22<00:09, 5.30it/s] 36/499 4.32G 0.01517 0.01189 0.00621 73 640: 71%|#######1 | 120/168 [00:23<00:09, 5.30it/s] 36/499 4.32G 0.01517 0.01189 0.00621 73 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s] 36/499 4.32G 0.01516 0.01188 0.006201 60 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s] 36/499 4.32G 0.01516 0.01188 0.006201 60 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s] 36/499 4.32G 0.01514 0.01186 0.006184 62 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s] 36/499 4.32G 0.01514 0.01186 0.006184 62 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s] 36/499 4.32G 0.01513 0.01188 0.006159 66 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s] 36/499 4.32G 0.01513 0.01188 0.006159 66 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s] 36/499 4.32G 0.01513 0.01188 0.006144 51 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s] 36/499 4.32G 0.01513 0.01188 0.006144 51 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s] 36/499 4.32G 0.01514 0.01189 0.006142 82 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s] 36/499 4.32G 0.01514 0.01189 0.006142 82 640: 75%|#######5 | 126/168 [00:23<00:07, 5.34it/s] 36/499 4.32G 0.01515 0.01189 0.006119 63 640: 75%|#######5 | 126/168 [00:24<00:07, 5.34it/s] 36/499 4.32G 0.01515 0.01189 0.006119 63 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s] 36/499 4.32G 0.01514 0.01188 0.006127 73 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s] 36/499 4.32G 0.01514 0.01188 0.006127 73 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s] 36/499 4.32G 0.01513 0.01188 0.006108 75 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s] 36/499 4.32G 0.01513 0.01188 0.006108 75 640: 77%|#######6 | 129/168 [00:24<00:07, 5.36it/s] 36/499 4.32G 0.01513 0.01189 0.006113 77 640: 77%|#######6 | 129/168 [00:24<00:07, 5.36it/s] 36/499 4.32G 0.01513 0.01189 0.006113 77 640: 77%|#######7 | 130/168 [00:24<00:07, 5.12it/s] 36/499 4.32G 0.01513 0.01189 0.006085 66 640: 77%|#######7 | 130/168 [00:24<00:07, 5.12it/s] 36/499 4.32G 0.01513 0.01189 0.006085 66 640: 78%|#######7 | 131/168 [00:24<00:07, 5.22it/s] 36/499 4.32G 0.01512 0.01187 0.00607 60 640: 78%|#######7 | 131/168 [00:25<00:07, 5.22it/s] 36/499 4.32G 0.01512 0.01187 0.00607 60 640: 79%|#######8 | 132/168 [00:25<00:06, 5.29it/s] 36/499 4.32G 0.01512 0.01188 0.006086 72 640: 79%|#######8 | 132/168 [00:25<00:06, 5.29it/s] 36/499 4.32G 0.01512 0.01188 0.006086 72 640: 79%|#######9 | 133/168 [00:25<00:06, 5.15it/s] 36/499 4.32G 0.01512 0.01187 0.006074 66 640: 79%|#######9 | 133/168 [00:25<00:06, 5.15it/s] 36/499 4.32G 0.01512 0.01187 0.006074 66 640: 80%|#######9 | 134/168 [00:25<00:06, 5.26it/s] 36/499 4.32G 0.01512 0.01188 0.00608 72 640: 80%|#######9 | 134/168 [00:25<00:06, 5.26it/s] 36/499 4.32G 0.01512 0.01188 0.00608 72 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s] 36/499 4.32G 0.01512 0.01189 0.006062 67 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s] 36/499 4.32G 0.01512 0.01189 0.006062 67 640: 81%|######## | 136/168 [00:25<00:06, 5.18it/s] 36/499 4.32G 0.01511 0.01188 0.006059 65 640: 81%|######## | 136/168 [00:26<00:06, 5.18it/s] 36/499 4.32G 0.01511 0.01188 0.006059 65 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s] 36/499 4.32G 0.01512 0.0119 0.006062 73 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s] 36/499 4.32G 0.01512 0.0119 0.006062 73 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s] 36/499 4.32G 0.01512 0.01188 0.006069 53 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s] 36/499 4.32G 0.01512 0.01188 0.006069 53 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s] 36/499 4.32G 0.01513 0.01188 0.006062 63 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s] 36/499 4.32G 0.01513 0.01188 0.006062 63 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s] 36/499 4.32G 0.01512 0.01188 0.006096 61 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s] 36/499 4.32G 0.01512 0.01188 0.006096 61 640: 84%|########3 | 141/168 [00:26<00:05, 5.34it/s] 36/499 4.32G 0.01511 0.01187 0.006124 68 640: 84%|########3 | 141/168 [00:27<00:05, 5.34it/s] 36/499 4.32G 0.01511 0.01187 0.006124 68 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s] 36/499 4.32G 0.01512 0.01188 0.006103 74 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s] 36/499 4.32G 0.01512 0.01188 0.006103 74 640: 85%|########5 | 143/168 [00:27<00:04, 5.24it/s] 36/499 4.32G 0.01511 0.01187 0.006105 54 640: 85%|########5 | 143/168 [00:27<00:04, 5.24it/s] 36/499 4.32G 0.01511 0.01187 0.006105 54 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s] 36/499 4.32G 0.01511 0.01187 0.006118 70 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s] 36/499 4.32G 0.01511 0.01187 0.006118 70 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s] 36/499 4.32G 0.01511 0.01189 0.00613 83 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s] 36/499 4.32G 0.01511 0.01189 0.00613 83 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s] 36/499 4.32G 0.01511 0.01189 0.006136 76 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s] 36/499 4.32G 0.01511 0.01189 0.006136 76 640: 88%|########7 | 147/168 [00:27<00:03, 5.33it/s] 36/499 4.32G 0.0151 0.0119 0.006118 83 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s] 36/499 4.32G 0.0151 0.0119 0.006118 83 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s] 36/499 4.32G 0.01509 0.0119 0.006115 75 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s] 36/499 4.32G 0.01509 0.0119 0.006115 75 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s] 36/499 4.32G 0.01509 0.01188 0.006108 62 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s] 36/499 4.32G 0.01509 0.01188 0.006108 62 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s] 36/499 4.32G 0.0151 0.01188 0.0061 63 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s] 36/499 4.32G 0.0151 0.01188 0.0061 63 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s] 36/499 4.32G 0.01509 0.01188 0.006104 67 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s] 36/499 4.32G 0.01509 0.01188 0.006104 67 640: 90%|######### | 152/168 [00:28<00:03, 5.29it/s] 36/499 4.32G 0.01509 0.01188 0.006089 58 640: 90%|######### | 152/168 [00:29<00:03, 5.29it/s] 36/499 4.32G 0.01509 0.01188 0.006089 58 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s] 36/499 4.32G 0.01509 0.01189 0.00607 81 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s] 36/499 4.32G 0.01509 0.01189 0.00607 81 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s] 36/499 4.32G 0.01508 0.01189 0.006059 75 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s] 36/499 4.32G 0.01508 0.01189 0.006059 75 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s] 36/499 4.32G 0.01506 0.01189 0.006049 69 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s] 36/499 4.32G 0.01506 0.01189 0.006049 69 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s] 36/499 4.32G 0.01506 0.01187 0.006081 55 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s] 36/499 4.32G 0.01506 0.01187 0.006081 55 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s] 36/499 4.32G 0.01505 0.01187 0.006071 70 640: 93%|#########3| 157/168 [00:30<00:02, 5.21it/s] 36/499 4.32G 0.01505 0.01187 0.006071 70 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s] 36/499 4.32G 0.01505 0.01187 0.006088 69 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s] 36/499 4.32G 0.01505 0.01187 0.006088 69 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s] 36/499 4.32G 0.01506 0.01186 0.0061 61 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s] 36/499 4.32G 0.01506 0.01186 0.0061 61 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s] 36/499 4.32G 0.01506 0.01185 0.006098 55 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s] 36/499 4.32G 0.01506 0.01185 0.006098 55 640: 96%|#########5| 161/168 [00:30<00:01, 5.25it/s] 36/499 4.32G 0.01505 0.01185 0.0061 71 640: 96%|#########5| 161/168 [00:30<00:01, 5.25it/s] 36/499 4.32G 0.01505 0.01185 0.0061 71 640: 96%|#########6| 162/168 [00:30<00:01, 5.29it/s] 36/499 4.32G 0.01505 0.01187 0.006078 77 640: 96%|#########6| 162/168 [00:30<00:01, 5.29it/s] 36/499 4.32G 0.01505 0.01187 0.006078 77 640: 97%|#########7| 163/168 [00:30<00:00, 5.17it/s] 36/499 4.32G 0.01506 0.01185 0.006069 68 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s] 36/499 4.32G 0.01506 0.01185 0.006069 68 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s] 36/499 4.32G 0.01506 0.01185 0.006057 73 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s] 36/499 4.32G 0.01506 0.01185 0.006057 73 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s] 36/499 4.32G 0.01505 0.01186 0.006045 71 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s] 36/499 4.32G 0.01505 0.01186 0.006045 71 640: 99%|#########8| 166/168 [00:31<00:00, 5.11it/s] 36/499 4.32G 0.01505 0.01187 0.006038 80 640: 99%|#########8| 166/168 [00:31<00:00, 5.11it/s] 36/499 4.32G 0.01505 0.01187 0.006038 80 640: 99%|#########9| 167/168 [00:31<00:00, 5.23it/s] 36/499 4.32G 0.01505 0.01187 0.00604 28 640: 99%|#########9| 167/168 [00:31<00:00, 5.23it/s] 36/499 4.32G 0.01505 0.01187 0.00604 28 640: 100%|##########| 168/168 [00:31<00:00, 5.43it/s] 36/499 4.32G 0.01505 0.01187 0.00604 28 640: 100%|##########| 168/168 [00:31<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.99it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.01it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.00it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.99it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.58it/s] all 132 263 0.791 0.866 0.843 0.701 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 37/499 4.32G 0.01438 0.01183 0.002515 64 640: 0%| | 0/168 [00:00<?, ?it/s] 37/499 4.32G 0.01438 0.01183 0.002515 64 640: 1%| | 1/168 [00:00<00:33, 4.96it/s] 37/499 4.32G 0.01378 0.01172 0.003492 71 640: 1%| | 1/168 [00:00<00:33, 4.96it/s] 37/499 4.32G 0.01378 0.01172 0.003492 71 640: 1%|1 | 2/168 [00:00<00:31, 5.28it/s] 37/499 4.32G 0.01399 0.01213 0.005264 71 640: 1%|1 | 2/168 [00:00<00:31, 5.28it/s] 37/499 4.32G 0.01399 0.01213 0.005264 71 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s] 37/499 4.32G 0.01413 0.01207 0.005636 74 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s] 37/499 4.32G 0.01413 0.01207 0.005636 74 640: 2%|2 | 4/168 [00:00<00:31, 5.21it/s] 37/499 4.32G 0.01421 0.01178 0.005804 67 640: 2%|2 | 4/168 [00:00<00:31, 5.21it/s] 37/499 4.32G 0.01421 0.01178 0.005804 67 640: 3%|2 | 5/168 [00:00<00:30, 5.32it/s] 37/499 4.32G 0.01397 0.01202 0.005825 76 640: 3%|2 | 5/168 [00:01<00:30, 5.32it/s] 37/499 4.32G 0.01397 0.01202 0.005825 76 640: 4%|3 | 6/168 [00:01<00:30, 5.38it/s] 37/499 4.32G 0.01411 0.01212 0.005651 60 640: 4%|3 | 6/168 [00:01<00:30, 5.38it/s] 37/499 4.32G 0.01411 0.01212 0.005651 60 640: 4%|4 | 7/168 [00:01<00:30, 5.24it/s] 37/499 4.32G 0.01427 0.01207 0.005509 68 640: 4%|4 | 7/168 [00:01<00:30, 5.24it/s] 37/499 4.32G 0.01427 0.01207 0.005509 68 640: 5%|4 | 8/168 [00:01<00:29, 5.37it/s] 37/499 4.32G 0.01432 0.01194 0.005126 61 640: 5%|4 | 8/168 [00:01<00:29, 5.37it/s] 37/499 4.32G 0.01432 0.01194 0.005126 61 640: 5%|5 | 9/168 [00:01<00:29, 5.40it/s] 37/499 4.32G 0.01427 0.01182 0.005058 65 640: 5%|5 | 9/168 [00:01<00:29, 5.40it/s] 37/499 4.32G 0.01427 0.01182 0.005058 65 640: 6%|5 | 10/168 [00:01<00:30, 5.22it/s] 37/499 4.32G 0.01421 0.01165 0.00509 65 640: 6%|5 | 10/168 [00:02<00:30, 5.22it/s] 37/499 4.32G 0.01421 0.01165 0.00509 65 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s] 37/499 4.32G 0.0142 0.0115 0.005058 48 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s] 37/499 4.32G 0.0142 0.0115 0.005058 48 640: 7%|7 | 12/168 [00:02<00:28, 5.38it/s] 37/499 4.32G 0.01438 0.01178 0.00547 68 640: 7%|7 | 12/168 [00:02<00:28, 5.38it/s] 37/499 4.32G 0.01438 0.01178 0.00547 68 640: 8%|7 | 13/168 [00:02<00:29, 5.25it/s] 37/499 4.32G 0.01449 0.01185 0.005377 70 640: 8%|7 | 13/168 [00:02<00:29, 5.25it/s] 37/499 4.32G 0.01449 0.01185 0.005377 70 640: 8%|8 | 14/168 [00:02<00:28, 5.32it/s] 37/499 4.32G 0.0144 0.01183 0.005195 72 640: 8%|8 | 14/168 [00:02<00:28, 5.32it/s] 37/499 4.32G 0.0144 0.01183 0.005195 72 640: 9%|8 | 15/168 [00:02<00:28, 5.32it/s] 37/499 4.32G 0.0144 0.01166 0.005594 53 640: 9%|8 | 15/168 [00:03<00:28, 5.32it/s] 37/499 4.32G 0.0144 0.01166 0.005594 53 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s] 37/499 4.32G 0.01434 0.01147 0.005575 65 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s] 37/499 4.32G 0.01434 0.01147 0.005575 65 640: 10%|# | 17/168 [00:03<00:28, 5.29it/s] 37/499 4.32G 0.01436 0.01152 0.005744 69 640: 10%|# | 17/168 [00:03<00:28, 5.29it/s] 37/499 4.32G 0.01436 0.01152 0.005744 69 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s] 37/499 4.32G 0.01426 0.01146 0.005632 63 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s] 37/499 4.32G 0.01426 0.01146 0.005632 63 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s] 37/499 4.32G 0.01426 0.01139 0.005525 59 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s] 37/499 4.32G 0.01426 0.01139 0.005525 59 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s] 37/499 4.32G 0.0143 0.0113 0.005521 61 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s] 37/499 4.32G 0.0143 0.0113 0.005521 61 640: 12%|#2 | 21/168 [00:03<00:27, 5.34it/s] 37/499 4.32G 0.01426 0.01128 0.005569 73 640: 12%|#2 | 21/168 [00:04<00:27, 5.34it/s] 37/499 4.32G 0.01426 0.01128 0.005569 73 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s] 37/499 4.32G 0.01428 0.01121 0.005414 60 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s] 37/499 4.32G 0.01428 0.01121 0.005414 60 640: 14%|#3 | 23/168 [00:04<00:27, 5.30it/s] 37/499 4.32G 0.01432 0.01128 0.005751 74 640: 14%|#3 | 23/168 [00:04<00:27, 5.30it/s] 37/499 4.32G 0.01432 0.01128 0.005751 74 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s] 37/499 4.32G 0.0142 0.01124 0.005695 63 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s] 37/499 4.32G 0.0142 0.01124 0.005695 63 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s] 37/499 4.32G 0.01426 0.01126 0.005695 67 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s] 37/499 4.32G 0.01426 0.01126 0.005695 67 640: 15%|#5 | 26/168 [00:04<00:26, 5.26it/s] 37/499 4.32G 0.0143 0.01126 0.005651 59 640: 15%|#5 | 26/168 [00:05<00:26, 5.26it/s] 37/499 4.32G 0.0143 0.01126 0.005651 59 640: 16%|#6 | 27/168 [00:05<00:26, 5.32it/s] 37/499 4.32G 0.01427 0.01125 0.005605 71 640: 16%|#6 | 27/168 [00:05<00:26, 5.32it/s] 37/499 4.32G 0.01427 0.01125 0.005605 71 640: 17%|#6 | 28/168 [00:05<00:27, 5.14it/s] 37/499 4.32G 0.01425 0.01116 0.005614 54 640: 17%|#6 | 28/168 [00:05<00:27, 5.14it/s] 37/499 4.32G 0.01425 0.01116 0.005614 54 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s] 37/499 4.32G 0.01429 0.01117 0.005577 67 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s] 37/499 4.32G 0.01429 0.01117 0.005577 67 640: 18%|#7 | 30/168 [00:05<00:25, 5.32it/s] 37/499 4.32G 0.01424 0.01114 0.005599 74 640: 18%|#7 | 30/168 [00:05<00:25, 5.32it/s] 37/499 4.32G 0.01424 0.01114 0.005599 74 640: 18%|#8 | 31/168 [00:05<00:26, 5.18it/s] 37/499 4.32G 0.01427 0.01125 0.005576 82 640: 18%|#8 | 31/168 [00:06<00:26, 5.18it/s] 37/499 4.32G 0.01427 0.01125 0.005576 82 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s] 37/499 4.32G 0.01437 0.01119 0.005665 52 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s] 37/499 4.32G 0.01437 0.01119 0.005665 52 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s] 37/499 4.32G 0.01436 0.01118 0.005596 57 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s] 37/499 4.32G 0.01436 0.01118 0.005596 57 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s] 37/499 4.32G 0.01433 0.01116 0.005685 71 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s] 37/499 4.32G 0.01433 0.01116 0.005685 71 640: 21%|## | 35/168 [00:06<00:25, 5.24it/s] 37/499 4.32G 0.01431 0.01124 0.005622 66 640: 21%|## | 35/168 [00:06<00:25, 5.24it/s] 37/499 4.32G 0.01431 0.01124 0.005622 66 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s] 37/499 4.32G 0.01429 0.01122 0.005654 73 640: 21%|##1 | 36/168 [00:07<00:24, 5.33it/s] 37/499 4.32G 0.01429 0.01122 0.005654 73 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s] 37/499 4.32G 0.01427 0.01131 0.005583 75 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s] 37/499 4.32G 0.01427 0.01131 0.005583 75 640: 23%|##2 | 38/168 [00:07<00:24, 5.32it/s] 37/499 4.32G 0.01425 0.0113 0.005617 69 640: 23%|##2 | 38/168 [00:07<00:24, 5.32it/s] 37/499 4.32G 0.01425 0.0113 0.005617 69 640: 23%|##3 | 39/168 [00:07<00:24, 5.37it/s] 37/499 4.32G 0.01428 0.01127 0.00559 52 640: 23%|##3 | 39/168 [00:07<00:24, 5.37it/s] 37/499 4.32G 0.01428 0.01127 0.00559 52 640: 24%|##3 | 40/168 [00:07<00:24, 5.25it/s] 37/499 4.32G 0.0143 0.01128 0.005632 71 640: 24%|##3 | 40/168 [00:07<00:24, 5.25it/s] 37/499 4.32G 0.0143 0.01128 0.005632 71 640: 24%|##4 | 41/168 [00:07<00:23, 5.34it/s] 37/499 4.32G 0.01431 0.01133 0.005637 75 640: 24%|##4 | 41/168 [00:07<00:23, 5.34it/s] 37/499 4.32G 0.01431 0.01133 0.005637 75 640: 25%|##5 | 42/168 [00:07<00:23, 5.41it/s] 37/499 4.32G 0.0143 0.01135 0.005617 77 640: 25%|##5 | 42/168 [00:08<00:23, 5.41it/s] 37/499 4.32G 0.0143 0.01135 0.005617 77 640: 26%|##5 | 43/168 [00:08<00:23, 5.27it/s] 37/499 4.32G 0.01422 0.0113 0.005617 64 640: 26%|##5 | 43/168 [00:08<00:23, 5.27it/s] 37/499 4.32G 0.01422 0.0113 0.005617 64 640: 26%|##6 | 44/168 [00:08<00:23, 5.34it/s] 37/499 4.32G 0.01427 0.01135 0.005643 73 640: 26%|##6 | 44/168 [00:08<00:23, 5.34it/s] 37/499 4.32G 0.01427 0.01135 0.005643 73 640: 27%|##6 | 45/168 [00:08<00:22, 5.41it/s] 37/499 4.32G 0.01433 0.01142 0.005616 71 640: 27%|##6 | 45/168 [00:08<00:22, 5.41it/s] 37/499 4.32G 0.01433 0.01142 0.005616 71 640: 27%|##7 | 46/168 [00:08<00:23, 5.26it/s] 37/499 4.32G 0.01432 0.01137 0.00558 50 640: 27%|##7 | 46/168 [00:08<00:23, 5.26it/s] 37/499 4.32G 0.01432 0.01137 0.00558 50 640: 28%|##7 | 47/168 [00:08<00:22, 5.34it/s] 37/499 4.32G 0.01435 0.01133 0.005625 49 640: 28%|##7 | 47/168 [00:09<00:22, 5.34it/s] 37/499 4.32G 0.01435 0.01133 0.005625 49 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s] 37/499 4.32G 0.01435 0.01137 0.005634 77 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s] 37/499 4.32G 0.01435 0.01137 0.005634 77 640: 29%|##9 | 49/168 [00:09<00:22, 5.23it/s] 37/499 4.32G 0.01435 0.0114 0.005553 75 640: 29%|##9 | 49/168 [00:09<00:22, 5.23it/s] 37/499 4.32G 0.01435 0.0114 0.005553 75 640: 30%|##9 | 50/168 [00:09<00:22, 5.32it/s] 37/499 4.32G 0.01438 0.01142 0.005615 73 640: 30%|##9 | 50/168 [00:09<00:22, 5.32it/s] 37/499 4.32G 0.01438 0.01142 0.005615 73 640: 30%|### | 51/168 [00:09<00:21, 5.36it/s] 37/499 4.32G 0.0144 0.0114 0.005629 56 640: 30%|### | 51/168 [00:09<00:21, 5.36it/s] 37/499 4.32G 0.0144 0.0114 0.005629 56 640: 31%|### | 52/168 [00:09<00:22, 5.23it/s] 37/499 4.32G 0.0144 0.01142 0.005645 72 640: 31%|### | 52/168 [00:10<00:22, 5.23it/s] 37/499 4.32G 0.0144 0.01142 0.005645 72 640: 32%|###1 | 53/168 [00:10<00:21, 5.30it/s] 37/499 4.32G 0.01433 0.0114 0.005632 68 640: 32%|###1 | 53/168 [00:10<00:21, 5.30it/s] 37/499 4.32G 0.01433 0.0114 0.005632 68 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s] 37/499 4.32G 0.01432 0.01139 0.005555 65 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s] 37/499 4.32G 0.01432 0.01139 0.005555 65 640: 33%|###2 | 55/168 [00:10<00:21, 5.24it/s] 37/499 4.32G 0.01435 0.01139 0.005548 60 640: 33%|###2 | 55/168 [00:10<00:21, 5.24it/s] 37/499 4.32G 0.01435 0.01139 0.005548 60 640: 33%|###3 | 56/168 [00:10<00:20, 5.34it/s] 37/499 4.32G 0.01434 0.01137 0.005547 62 640: 33%|###3 | 56/168 [00:10<00:20, 5.34it/s] 37/499 4.32G 0.01434 0.01137 0.005547 62 640: 34%|###3 | 57/168 [00:10<00:20, 5.40it/s] 37/499 4.32G 0.01435 0.01134 0.005578 65 640: 34%|###3 | 57/168 [00:10<00:20, 5.40it/s] 37/499 4.32G 0.01435 0.01134 0.005578 65 640: 35%|###4 | 58/168 [00:10<00:21, 5.24it/s] 37/499 4.32G 0.01435 0.01137 0.005568 80 640: 35%|###4 | 58/168 [00:11<00:21, 5.24it/s] 37/499 4.32G 0.01435 0.01137 0.005568 80 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s] 37/499 4.32G 0.01438 0.01134 0.005574 52 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s] 37/499 4.32G 0.01438 0.01134 0.005574 52 640: 36%|###5 | 60/168 [00:11<00:20, 5.38it/s] 37/499 4.32G 0.01436 0.01134 0.005572 75 640: 36%|###5 | 60/168 [00:11<00:20, 5.38it/s] 37/499 4.32G 0.01436 0.01134 0.005572 75 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s] 37/499 4.32G 0.01434 0.01133 0.00559 72 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s] 37/499 4.32G 0.01434 0.01133 0.00559 72 640: 37%|###6 | 62/168 [00:11<00:19, 5.30it/s] 37/499 4.32G 0.01437 0.01134 0.005653 66 640: 37%|###6 | 62/168 [00:11<00:19, 5.30it/s] 37/499 4.32G 0.01437 0.01134 0.005653 66 640: 38%|###7 | 63/168 [00:11<00:19, 5.37it/s] 37/499 4.32G 0.01438 0.01133 0.005689 55 640: 38%|###7 | 63/168 [00:12<00:19, 5.37it/s] 37/499 4.32G 0.01438 0.01133 0.005689 55 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s] 37/499 4.32G 0.01438 0.01135 0.005652 76 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s] 37/499 4.32G 0.01438 0.01135 0.005652 76 640: 39%|###8 | 65/168 [00:12<00:19, 5.31it/s] 37/499 4.32G 0.01437 0.01134 0.005635 73 640: 39%|###8 | 65/168 [00:12<00:19, 5.31it/s] 37/499 4.32G 0.01437 0.01134 0.005635 73 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s] 37/499 4.32G 0.01435 0.01131 0.00558 67 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s] 37/499 4.32G 0.01435 0.01131 0.00558 67 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s] 37/499 4.32G 0.01433 0.01129 0.005532 65 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s] 37/499 4.32G 0.01433 0.01129 0.005532 65 640: 40%|#### | 68/168 [00:12<00:18, 5.33it/s] 37/499 4.32G 0.01433 0.01129 0.005571 68 640: 40%|#### | 68/168 [00:13<00:18, 5.33it/s] 37/499 4.32G 0.01433 0.01129 0.005571 68 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s] 37/499 4.32G 0.01435 0.01127 0.00558 52 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s] 37/499 4.32G 0.01435 0.01127 0.00558 52 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s] 37/499 4.32G 0.01439 0.01129 0.005604 70 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s] 37/499 4.32G 0.01439 0.01129 0.005604 70 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s] 37/499 4.32G 0.01437 0.01132 0.00559 81 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s] 37/499 4.32G 0.01437 0.01132 0.00559 81 640: 43%|####2 | 72/168 [00:13<00:18, 5.31it/s] 37/499 4.32G 0.01439 0.01132 0.005541 58 640: 43%|####2 | 72/168 [00:13<00:18, 5.31it/s] 37/499 4.32G 0.01439 0.01132 0.005541 58 640: 43%|####3 | 73/168 [00:13<00:18, 5.17it/s] 37/499 4.32G 0.0144 0.01129 0.005527 57 640: 43%|####3 | 73/168 [00:13<00:18, 5.17it/s] 37/499 4.32G 0.0144 0.01129 0.005527 57 640: 44%|####4 | 74/168 [00:13<00:17, 5.27it/s] 37/499 4.32G 0.01442 0.01131 0.005546 74 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s] 37/499 4.32G 0.01442 0.01131 0.005546 74 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 37/499 4.32G 0.01443 0.01133 0.005576 73 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 37/499 4.32G 0.01443 0.01133 0.005576 73 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s] 37/499 4.32G 0.01444 0.01129 0.005576 50 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s] 37/499 4.32G 0.01444 0.01129 0.005576 50 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s] 37/499 4.32G 0.01444 0.01127 0.005583 53 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s] 37/499 4.32G 0.01444 0.01127 0.005583 53 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s] 37/499 4.32G 0.01443 0.01131 0.005541 75 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s] 37/499 4.32G 0.01443 0.01131 0.005541 75 640: 47%|####7 | 79/168 [00:14<00:17, 5.20it/s] 37/499 4.32G 0.01443 0.01134 0.005521 82 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s] 37/499 4.32G 0.01443 0.01134 0.005521 82 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s] 37/499 4.32G 0.01445 0.01137 0.005515 88 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s] 37/499 4.32G 0.01445 0.01137 0.005515 88 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s] 37/499 4.32G 0.01443 0.01138 0.00554 76 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s] 37/499 4.32G 0.01443 0.01138 0.00554 76 640: 49%|####8 | 82/168 [00:15<00:16, 5.24it/s] 37/499 4.32G 0.01448 0.01137 0.005587 56 640: 49%|####8 | 82/168 [00:15<00:16, 5.24it/s] 37/499 4.32G 0.01448 0.01137 0.005587 56 640: 49%|####9 | 83/168 [00:15<00:16, 5.31it/s] 37/499 4.32G 0.01449 0.01138 0.005596 77 640: 49%|####9 | 83/168 [00:15<00:16, 5.31it/s] 37/499 4.32G 0.01449 0.01138 0.005596 77 640: 50%|##### | 84/168 [00:15<00:15, 5.38it/s] 37/499 4.32G 0.01447 0.01137 0.005581 62 640: 50%|##### | 84/168 [00:16<00:15, 5.38it/s] 37/499 4.32G 0.01447 0.01137 0.005581 62 640: 51%|##### | 85/168 [00:16<00:16, 5.13it/s] 37/499 4.32G 0.0145 0.01141 0.005599 77 640: 51%|##### | 85/168 [00:16<00:16, 5.13it/s] 37/499 4.32G 0.0145 0.01141 0.005599 77 640: 51%|#####1 | 86/168 [00:16<00:15, 5.22it/s] 37/499 4.32G 0.01449 0.01138 0.005607 55 640: 51%|#####1 | 86/168 [00:16<00:15, 5.22it/s] 37/499 4.32G 0.01449 0.01138 0.005607 55 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s] 37/499 4.32G 0.01449 0.01136 0.005633 55 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s] 37/499 4.32G 0.01449 0.01136 0.005633 55 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s] 37/499 4.32G 0.01448 0.01139 0.005665 72 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s] 37/499 4.32G 0.01448 0.01139 0.005665 72 640: 53%|#####2 | 89/168 [00:16<00:14, 5.31it/s] 37/499 4.32G 0.01451 0.01139 0.005685 67 640: 53%|#####2 | 89/168 [00:17<00:14, 5.31it/s] 37/499 4.32G 0.01451 0.01139 0.005685 67 640: 54%|#####3 | 90/168 [00:17<00:14, 5.38it/s] 37/499 4.32G 0.01449 0.01141 0.005684 81 640: 54%|#####3 | 90/168 [00:17<00:14, 5.38it/s] 37/499 4.32G 0.01449 0.01141 0.005684 81 640: 54%|#####4 | 91/168 [00:17<00:14, 5.24it/s] 37/499 4.32G 0.01452 0.01141 0.005697 56 640: 54%|#####4 | 91/168 [00:17<00:14, 5.24it/s] 37/499 4.32G 0.01452 0.01141 0.005697 56 640: 55%|#####4 | 92/168 [00:17<00:14, 5.32it/s] 37/499 4.32G 0.01452 0.01141 0.00577 59 640: 55%|#####4 | 92/168 [00:17<00:14, 5.32it/s] 37/499 4.32G 0.01452 0.01141 0.00577 59 640: 55%|#####5 | 93/168 [00:17<00:13, 5.39it/s] 37/499 4.32G 0.01453 0.01143 0.005747 79 640: 55%|#####5 | 93/168 [00:17<00:13, 5.39it/s] 37/499 4.32G 0.01453 0.01143 0.005747 79 640: 56%|#####5 | 94/168 [00:17<00:14, 5.14it/s] 37/499 4.32G 0.01454 0.01142 0.005736 56 640: 56%|#####5 | 94/168 [00:17<00:14, 5.14it/s] 37/499 4.32G 0.01454 0.01142 0.005736 56 640: 57%|#####6 | 95/168 [00:17<00:13, 5.26it/s] 37/499 4.32G 0.01455 0.01144 0.00575 75 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s] 37/499 4.32G 0.01455 0.01144 0.00575 75 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s] 37/499 4.32G 0.01454 0.01144 0.005757 64 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s] 37/499 4.32G 0.01454 0.01144 0.005757 64 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s] 37/499 4.32G 0.01455 0.01147 0.005735 78 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s] 37/499 4.32G 0.01455 0.01147 0.005735 78 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s] 37/499 4.32G 0.01455 0.01146 0.005745 60 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s] 37/499 4.32G 0.01455 0.01146 0.005745 60 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s] 37/499 4.32G 0.01455 0.01147 0.005732 76 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s] 37/499 4.32G 0.01455 0.01147 0.005732 76 640: 60%|#####9 | 100/168 [00:18<00:12, 5.23it/s] 37/499 4.32G 0.01455 0.01148 0.005727 80 640: 60%|#####9 | 100/168 [00:19<00:12, 5.23it/s] 37/499 4.32G 0.01455 0.01148 0.005727 80 640: 60%|###### | 101/168 [00:19<00:12, 5.32it/s] 37/499 4.32G 0.01455 0.01145 0.005713 65 640: 60%|###### | 101/168 [00:19<00:12, 5.32it/s] 37/499 4.32G 0.01455 0.01145 0.005713 65 640: 61%|###### | 102/168 [00:19<00:12, 5.38it/s] 37/499 4.32G 0.01457 0.01148 0.005723 78 640: 61%|###### | 102/168 [00:19<00:12, 5.38it/s] 37/499 4.32G 0.01457 0.01148 0.005723 78 640: 61%|######1 | 103/168 [00:19<00:12, 5.24it/s] 37/499 4.32G 0.01459 0.01148 0.005724 61 640: 61%|######1 | 103/168 [00:19<00:12, 5.24it/s] 37/499 4.32G 0.01459 0.01148 0.005724 61 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s] 37/499 4.32G 0.01459 0.01149 0.005716 69 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s] 37/499 4.32G 0.01459 0.01149 0.005716 69 640: 62%|######2 | 105/168 [00:19<00:11, 5.40it/s] 37/499 4.32G 0.0146 0.01148 0.005719 68 640: 62%|######2 | 105/168 [00:20<00:11, 5.40it/s] 37/499 4.32G 0.0146 0.01148 0.005719 68 640: 63%|######3 | 106/168 [00:20<00:11, 5.26it/s] 37/499 4.32G 0.0146 0.01146 0.005747 57 640: 63%|######3 | 106/168 [00:20<00:11, 5.26it/s] 37/499 4.32G 0.0146 0.01146 0.005747 57 640: 64%|######3 | 107/168 [00:20<00:11, 5.34it/s] 37/499 4.32G 0.0146 0.01145 0.005758 65 640: 64%|######3 | 107/168 [00:20<00:11, 5.34it/s] 37/499 4.32G 0.0146 0.01145 0.005758 65 640: 64%|######4 | 108/168 [00:20<00:11, 5.40it/s] 37/499 4.32G 0.0146 0.01147 0.005745 83 640: 64%|######4 | 108/168 [00:20<00:11, 5.40it/s] 37/499 4.32G 0.0146 0.01147 0.005745 83 640: 65%|######4 | 109/168 [00:20<00:11, 5.24it/s] 37/499 4.32G 0.0146 0.01149 0.005726 72 640: 65%|######4 | 109/168 [00:20<00:11, 5.24it/s] 37/499 4.32G 0.0146 0.01149 0.005726 72 640: 65%|######5 | 110/168 [00:20<00:10, 5.28it/s] 37/499 4.32G 0.01462 0.01149 0.005735 71 640: 65%|######5 | 110/168 [00:20<00:10, 5.28it/s] 37/499 4.32G 0.01462 0.01149 0.005735 71 640: 66%|######6 | 111/168 [00:20<00:10, 5.33it/s] 37/499 4.32G 0.01462 0.0115 0.005732 67 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s] 37/499 4.32G 0.01462 0.0115 0.005732 67 640: 67%|######6 | 112/168 [00:21<00:10, 5.20it/s] 37/499 4.32G 0.01462 0.01149 0.005713 64 640: 67%|######6 | 112/168 [00:21<00:10, 5.20it/s] 37/499 4.32G 0.01462 0.01149 0.005713 64 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s] 37/499 4.32G 0.0146 0.01149 0.005708 73 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s] 37/499 4.32G 0.0146 0.01149 0.005708 73 640: 68%|######7 | 114/168 [00:21<00:10, 5.27it/s] 37/499 4.32G 0.01462 0.01148 0.005724 63 640: 68%|######7 | 114/168 [00:21<00:10, 5.27it/s] 37/499 4.32G 0.01462 0.01148 0.005724 63 640: 68%|######8 | 115/168 [00:21<00:10, 5.15it/s] 37/499 4.32G 0.01462 0.01147 0.00571 59 640: 68%|######8 | 115/168 [00:21<00:10, 5.15it/s] 37/499 4.32G 0.01462 0.01147 0.00571 59 640: 69%|######9 | 116/168 [00:21<00:09, 5.25it/s] 37/499 4.32G 0.01462 0.01149 0.00571 75 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s] 37/499 4.32G 0.01462 0.01149 0.00571 75 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s] 37/499 4.32G 0.01461 0.01148 0.005701 65 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s] 37/499 4.32G 0.01461 0.01148 0.005701 65 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s] 37/499 4.32G 0.01461 0.01147 0.005723 59 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s] 37/499 4.32G 0.01461 0.01147 0.005723 59 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s] 37/499 4.32G 0.01462 0.01146 0.005707 64 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s] 37/499 4.32G 0.01462 0.01146 0.005707 64 640: 71%|#######1 | 120/168 [00:22<00:08, 5.35it/s] 37/499 4.32G 0.01463 0.01148 0.005694 80 640: 71%|#######1 | 120/168 [00:22<00:08, 5.35it/s] 37/499 4.32G 0.01463 0.01148 0.005694 80 640: 72%|#######2 | 121/168 [00:22<00:09, 5.19it/s] 37/499 4.32G 0.01463 0.01147 0.005717 60 640: 72%|#######2 | 121/168 [00:23<00:09, 5.19it/s] 37/499 4.32G 0.01463 0.01147 0.005717 60 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s] 37/499 4.32G 0.01464 0.01147 0.00578 57 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s] 37/499 4.32G 0.01464 0.01147 0.00578 57 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s] 37/499 4.32G 0.01464 0.01147 0.005783 76 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s] 37/499 4.32G 0.01464 0.01147 0.005783 76 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s] 37/499 4.32G 0.01464 0.01147 0.005793 70 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s] 37/499 4.32G 0.01464 0.01147 0.005793 70 640: 74%|#######4 | 125/168 [00:23<00:08, 5.29it/s] 37/499 4.32G 0.01465 0.01148 0.005791 81 640: 74%|#######4 | 125/168 [00:23<00:08, 5.29it/s] 37/499 4.32G 0.01465 0.01148 0.005791 81 640: 75%|#######5 | 126/168 [00:23<00:07, 5.31it/s] 37/499 4.32G 0.01464 0.01149 0.005765 76 640: 75%|#######5 | 126/168 [00:24<00:07, 5.31it/s] 37/499 4.32G 0.01464 0.01149 0.005765 76 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s] 37/499 4.32G 0.01465 0.01148 0.005804 70 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s] 37/499 4.32G 0.01465 0.01148 0.005804 70 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s] 37/499 4.32G 0.01465 0.01148 0.005788 67 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s] 37/499 4.32G 0.01465 0.01148 0.005788 67 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s] 37/499 4.32G 0.01467 0.01149 0.005785 69 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s] 37/499 4.32G 0.01467 0.01149 0.005785 69 640: 77%|#######7 | 130/168 [00:24<00:07, 5.23it/s] 37/499 4.32G 0.01468 0.01149 0.005799 69 640: 77%|#######7 | 130/168 [00:24<00:07, 5.23it/s] 37/499 4.32G 0.01468 0.01149 0.005799 69 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s] 37/499 4.32G 0.01468 0.0115 0.005787 75 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s] 37/499 4.32G 0.01468 0.0115 0.005787 75 640: 79%|#######8 | 132/168 [00:24<00:06, 5.37it/s] 37/499 4.32G 0.01468 0.01151 0.005788 72 640: 79%|#######8 | 132/168 [00:25<00:06, 5.37it/s] 37/499 4.32G 0.01468 0.01151 0.005788 72 640: 79%|#######9 | 133/168 [00:25<00:06, 5.23it/s] 37/499 4.32G 0.01467 0.01153 0.00577 73 640: 79%|#######9 | 133/168 [00:25<00:06, 5.23it/s] 37/499 4.32G 0.01467 0.01153 0.00577 73 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s] 37/499 4.32G 0.01468 0.01152 0.005767 57 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s] 37/499 4.32G 0.01468 0.01152 0.005767 57 640: 80%|######## | 135/168 [00:25<00:06, 5.31it/s] 37/499 4.32G 0.01469 0.01154 0.005765 81 640: 80%|######## | 135/168 [00:25<00:06, 5.31it/s] 37/499 4.32G 0.01469 0.01154 0.005765 81 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s] 37/499 4.32G 0.0147 0.01155 0.005747 72 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s] 37/499 4.32G 0.0147 0.01155 0.005747 72 640: 82%|########1 | 137/168 [00:25<00:05, 5.30it/s] 37/499 4.32G 0.01471 0.01157 0.005738 79 640: 82%|########1 | 137/168 [00:26<00:05, 5.30it/s] 37/499 4.32G 0.01471 0.01157 0.005738 79 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s] 37/499 4.32G 0.01471 0.01158 0.00573 73 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s] 37/499 4.32G 0.01471 0.01158 0.00573 73 640: 83%|########2 | 139/168 [00:26<00:05, 5.24it/s] 37/499 4.32G 0.01473 0.01161 0.005729 78 640: 83%|########2 | 139/168 [00:26<00:05, 5.24it/s] 37/499 4.32G 0.01473 0.01161 0.005729 78 640: 83%|########3 | 140/168 [00:26<00:05, 5.32it/s] 37/499 4.32G 0.01473 0.0116 0.005731 69 640: 83%|########3 | 140/168 [00:26<00:05, 5.32it/s] 37/499 4.32G 0.01473 0.0116 0.005731 69 640: 84%|########3 | 141/168 [00:26<00:05, 5.31it/s] 37/499 4.32G 0.01471 0.01161 0.00571 74 640: 84%|########3 | 141/168 [00:26<00:05, 5.31it/s] 37/499 4.32G 0.01471 0.01161 0.00571 74 640: 85%|########4 | 142/168 [00:26<00:05, 5.16it/s] 37/499 4.32G 0.01472 0.01162 0.005719 75 640: 85%|########4 | 142/168 [00:27<00:05, 5.16it/s] 37/499 4.32G 0.01472 0.01162 0.005719 75 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s] 37/499 4.32G 0.0147 0.01162 0.005721 81 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s] 37/499 4.32G 0.0147 0.01162 0.005721 81 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s] 37/499 4.32G 0.0147 0.01161 0.005714 65 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s] 37/499 4.32G 0.0147 0.01161 0.005714 65 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s] 37/499 4.32G 0.0147 0.01161 0.005702 71 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s] 37/499 4.32G 0.0147 0.01161 0.005702 71 640: 87%|########6 | 146/168 [00:27<00:04, 5.27it/s] 37/499 4.32G 0.0147 0.01163 0.005702 67 640: 87%|########6 | 146/168 [00:27<00:04, 5.27it/s] 37/499 4.32G 0.0147 0.01163 0.005702 67 640: 88%|########7 | 147/168 [00:27<00:03, 5.29it/s] 37/499 4.32G 0.01472 0.01163 0.005715 60 640: 88%|########7 | 147/168 [00:28<00:03, 5.29it/s] 37/499 4.32G 0.01472 0.01163 0.005715 60 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s] 37/499 4.32G 0.01473 0.01163 0.005714 59 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s] 37/499 4.32G 0.01473 0.01163 0.005714 59 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s] 37/499 4.32G 0.01472 0.01163 0.005712 82 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s] 37/499 4.32G 0.01472 0.01163 0.005712 82 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s] 37/499 4.32G 0.01472 0.01162 0.005694 58 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s] 37/499 4.32G 0.01472 0.01162 0.005694 58 640: 90%|########9 | 151/168 [00:28<00:03, 5.22it/s] 37/499 4.32G 0.01471 0.01162 0.005697 71 640: 90%|########9 | 151/168 [00:28<00:03, 5.22it/s] 37/499 4.32G 0.01471 0.01162 0.005697 71 640: 90%|######### | 152/168 [00:28<00:03, 5.31it/s] 37/499 4.32G 0.01472 0.01163 0.005702 81 640: 90%|######### | 152/168 [00:28<00:03, 5.31it/s] 37/499 4.32G 0.01472 0.01163 0.005702 81 640: 91%|#########1| 153/168 [00:28<00:02, 5.37it/s] 37/499 4.32G 0.01473 0.01163 0.005707 59 640: 91%|#########1| 153/168 [00:29<00:02, 5.37it/s] 37/499 4.32G 0.01473 0.01163 0.005707 59 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s] 37/499 4.32G 0.01474 0.01164 0.005694 66 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s] 37/499 4.32G 0.01474 0.01164 0.005694 66 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s] 37/499 4.32G 0.01474 0.01164 0.005692 64 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s] 37/499 4.32G 0.01474 0.01164 0.005692 64 640: 93%|#########2| 156/168 [00:29<00:02, 5.27it/s] 37/499 4.32G 0.01474 0.01164 0.00568 63 640: 93%|#########2| 156/168 [00:29<00:02, 5.27it/s] 37/499 4.32G 0.01474 0.01164 0.00568 63 640: 93%|#########3| 157/168 [00:29<00:02, 5.14it/s] 37/499 4.32G 0.01474 0.01162 0.005669 57 640: 93%|#########3| 157/168 [00:29<00:02, 5.14it/s] 37/499 4.32G 0.01474 0.01162 0.005669 57 640: 94%|#########4| 158/168 [00:29<00:01, 5.25it/s] 37/499 4.32G 0.01473 0.01165 0.005657 103 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s] 37/499 4.32G 0.01473 0.01165 0.005657 103 640: 95%|#########4| 159/168 [00:30<00:01, 5.31it/s] 37/499 4.32G 0.01472 0.01164 0.005654 58 640: 95%|#########4| 159/168 [00:30<00:01, 5.31it/s] 37/499 4.32G 0.01472 0.01164 0.005654 58 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s] 37/499 4.32G 0.01472 0.01163 0.005641 52 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s] 37/499 4.32G 0.01472 0.01163 0.005641 52 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s] 37/499 4.32G 0.01472 0.01163 0.005632 64 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s] 37/499 4.32G 0.01472 0.01163 0.005632 64 640: 96%|#########6| 162/168 [00:30<00:01, 5.23it/s] 37/499 4.32G 0.01471 0.01162 0.005624 58 640: 96%|#########6| 162/168 [00:30<00:01, 5.23it/s] 37/499 4.32G 0.01471 0.01162 0.005624 58 640: 97%|#########7| 163/168 [00:30<00:00, 5.12it/s] 37/499 4.32G 0.01471 0.01163 0.00563 73 640: 97%|#########7| 163/168 [00:31<00:00, 5.12it/s] 37/499 4.32G 0.01471 0.01163 0.00563 73 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s] 37/499 4.32G 0.01469 0.01161 0.005627 77 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s] 37/499 4.32G 0.01469 0.01161 0.005627 77 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s] 37/499 4.32G 0.01469 0.01162 0.005613 76 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s] 37/499 4.32G 0.01469 0.01162 0.005613 76 640: 99%|#########8| 166/168 [00:31<00:00, 5.18it/s] 37/499 4.32G 0.01468 0.01161 0.00561 60 640: 99%|#########8| 166/168 [00:31<00:00, 5.18it/s] 37/499 4.32G 0.01468 0.01161 0.00561 60 640: 99%|#########9| 167/168 [00:31<00:00, 5.28it/s] 37/499 4.32G 0.01467 0.01163 0.005631 40 640: 99%|#########9| 167/168 [00:31<00:00, 5.28it/s] 37/499 4.32G 0.01467 0.01163 0.005631 40 640: 100%|##########| 168/168 [00:31<00:00, 5.46it/s] 37/499 4.32G 0.01467 0.01163 0.005631 40 640: 100%|##########| 168/168 [00:31<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.81it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.46it/s] all 132 263 0.846 0.841 0.86 0.719 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 38/499 4.32G 0.01196 0.01016 0.005099 65 640: 0%| | 0/168 [00:00<?, ?it/s] 38/499 4.32G 0.01196 0.01016 0.005099 65 640: 1%| | 1/168 [00:00<00:33, 4.97it/s] 38/499 4.32G 0.01353 0.01133 0.005449 68 640: 1%| | 1/168 [00:00<00:33, 4.97it/s] 38/499 4.32G 0.01353 0.01133 0.005449 68 640: 1%|1 | 2/168 [00:00<00:31, 5.28it/s] 38/499 4.32G 0.0138 0.01199 0.005819 77 640: 1%|1 | 2/168 [00:00<00:31, 5.28it/s] 38/499 4.32G 0.0138 0.01199 0.005819 77 640: 2%|1 | 3/168 [00:00<00:30, 5.43it/s] 38/499 4.32G 0.01375 0.01124 0.005854 60 640: 2%|1 | 3/168 [00:00<00:30, 5.43it/s] 38/499 4.32G 0.01375 0.01124 0.005854 60 640: 2%|2 | 4/168 [00:00<00:31, 5.24it/s] 38/499 4.32G 0.01365 0.01168 0.005899 76 640: 2%|2 | 4/168 [00:00<00:31, 5.24it/s] 38/499 4.32G 0.01365 0.01168 0.005899 76 640: 3%|2 | 5/168 [00:00<00:30, 5.35it/s] 38/499 4.32G 0.0137 0.01135 0.00559 56 640: 3%|2 | 5/168 [00:01<00:30, 5.35it/s] 38/499 4.32G 0.0137 0.01135 0.00559 56 640: 4%|3 | 6/168 [00:01<00:29, 5.41it/s] 38/499 4.32G 0.01358 0.01117 0.005521 60 640: 4%|3 | 6/168 [00:01<00:29, 5.41it/s] 38/499 4.32G 0.01358 0.01117 0.005521 60 640: 4%|4 | 7/168 [00:01<00:30, 5.25it/s] 38/499 4.32G 0.01341 0.01118 0.005295 65 640: 4%|4 | 7/168 [00:01<00:30, 5.25it/s] 38/499 4.32G 0.01341 0.01118 0.005295 65 640: 5%|4 | 8/168 [00:01<00:30, 5.32it/s] 38/499 4.32G 0.01369 0.01138 0.005366 81 640: 5%|4 | 8/168 [00:01<00:30, 5.32it/s] 38/499 4.32G 0.01369 0.01138 0.005366 81 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s] 38/499 4.32G 0.01386 0.01143 0.005747 59 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s] 38/499 4.32G 0.01386 0.01143 0.005747 59 640: 6%|5 | 10/168 [00:01<00:30, 5.23it/s] 38/499 4.32G 0.0138 0.01136 0.005857 70 640: 6%|5 | 10/168 [00:02<00:30, 5.23it/s] 38/499 4.32G 0.0138 0.01136 0.005857 70 640: 7%|6 | 11/168 [00:02<00:29, 5.32it/s] 38/499 4.32G 0.0139 0.01135 0.0058 57 640: 7%|6 | 11/168 [00:02<00:29, 5.32it/s] 38/499 4.32G 0.0139 0.01135 0.0058 57 640: 7%|7 | 12/168 [00:02<00:28, 5.39it/s] 38/499 4.32G 0.01396 0.01145 0.00579 70 640: 7%|7 | 12/168 [00:02<00:28, 5.39it/s] 38/499 4.32G 0.01396 0.01145 0.00579 70 640: 8%|7 | 13/168 [00:02<00:29, 5.25it/s] 38/499 4.32G 0.01389 0.01158 0.005826 85 640: 8%|7 | 13/168 [00:02<00:29, 5.25it/s] 38/499 4.32G 0.01389 0.01158 0.005826 85 640: 8%|8 | 14/168 [00:02<00:28, 5.32it/s] 38/499 4.32G 0.01386 0.01173 0.005643 78 640: 8%|8 | 14/168 [00:02<00:28, 5.32it/s] 38/499 4.32G 0.01386 0.01173 0.005643 78 640: 9%|8 | 15/168 [00:02<00:28, 5.39it/s] 38/499 4.32G 0.01393 0.01183 0.005718 72 640: 9%|8 | 15/168 [00:03<00:28, 5.39it/s] 38/499 4.32G 0.01393 0.01183 0.005718 72 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s] 38/499 4.32G 0.01393 0.01183 0.005737 70 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s] 38/499 4.32G 0.01393 0.01183 0.005737 70 640: 10%|# | 17/168 [00:03<00:28, 5.33it/s] 38/499 4.32G 0.01393 0.01175 0.005827 49 640: 10%|# | 17/168 [00:03<00:28, 5.33it/s] 38/499 4.32G 0.01393 0.01175 0.005827 49 640: 11%|# | 18/168 [00:03<00:27, 5.38it/s] 38/499 4.32G 0.01401 0.01176 0.005873 64 640: 11%|# | 18/168 [00:03<00:27, 5.38it/s] 38/499 4.32G 0.01401 0.01176 0.005873 64 640: 11%|#1 | 19/168 [00:03<00:28, 5.26it/s] 38/499 4.32G 0.01404 0.01186 0.005667 71 640: 11%|#1 | 19/168 [00:03<00:28, 5.26it/s] 38/499 4.32G 0.01404 0.01186 0.005667 71 640: 12%|#1 | 20/168 [00:03<00:27, 5.36it/s] 38/499 4.32G 0.01401 0.01178 0.005688 69 640: 12%|#1 | 20/168 [00:03<00:27, 5.36it/s] 38/499 4.32G 0.01401 0.01178 0.005688 69 640: 12%|#2 | 21/168 [00:03<00:27, 5.42it/s] 38/499 4.32G 0.0141 0.01175 0.005773 67 640: 12%|#2 | 21/168 [00:04<00:27, 5.42it/s] 38/499 4.32G 0.0141 0.01175 0.005773 67 640: 13%|#3 | 22/168 [00:04<00:27, 5.26it/s] 38/499 4.32G 0.0142 0.0117 0.005725 59 640: 13%|#3 | 22/168 [00:04<00:27, 5.26it/s] 38/499 4.32G 0.0142 0.0117 0.005725 59 640: 14%|#3 | 23/168 [00:04<00:27, 5.36it/s] 38/499 4.32G 0.01421 0.01167 0.005745 72 640: 14%|#3 | 23/168 [00:04<00:27, 5.36it/s] 38/499 4.32G 0.01421 0.01167 0.005745 72 640: 14%|#4 | 24/168 [00:04<00:26, 5.42it/s] 38/499 4.32G 0.01424 0.01162 0.005702 62 640: 14%|#4 | 24/168 [00:04<00:26, 5.42it/s] 38/499 4.32G 0.01424 0.01162 0.005702 62 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s] 38/499 4.32G 0.01427 0.01162 0.00559 67 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s] 38/499 4.32G 0.01427 0.01162 0.00559 67 640: 15%|#5 | 26/168 [00:04<00:26, 5.31it/s] 38/499 4.32G 0.01424 0.01158 0.005491 62 640: 15%|#5 | 26/168 [00:05<00:26, 5.31it/s] 38/499 4.32G 0.01424 0.01158 0.005491 62 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s] 38/499 4.32G 0.01426 0.01155 0.005565 68 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s] 38/499 4.32G 0.01426 0.01155 0.005565 68 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s] 38/499 4.32G 0.01425 0.0115 0.005745 69 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s] 38/499 4.32G 0.01425 0.0115 0.005745 69 640: 17%|#7 | 29/168 [00:05<00:26, 5.28it/s] 38/499 4.32G 0.01434 0.01154 0.005734 66 640: 17%|#7 | 29/168 [00:05<00:26, 5.28it/s] 38/499 4.32G 0.01434 0.01154 0.005734 66 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s] 38/499 4.32G 0.01437 0.01157 0.005737 69 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s] 38/499 4.32G 0.01437 0.01157 0.005737 69 640: 18%|#8 | 31/168 [00:05<00:26, 5.22it/s] 38/499 4.32G 0.01434 0.01155 0.005764 52 640: 18%|#8 | 31/168 [00:06<00:26, 5.22it/s] 38/499 4.32G 0.01434 0.01155 0.005764 52 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s] 38/499 4.32G 0.01434 0.01155 0.005647 64 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s] 38/499 4.32G 0.01434 0.01155 0.005647 64 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s] 38/499 4.32G 0.01436 0.01147 0.005795 54 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s] 38/499 4.32G 0.01436 0.01147 0.005795 54 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s] 38/499 4.32G 0.01439 0.01151 0.005788 76 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s] 38/499 4.32G 0.01439 0.01151 0.005788 76 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s] 38/499 4.32G 0.01439 0.01151 0.005943 66 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s] 38/499 4.32G 0.01439 0.01151 0.005943 66 640: 21%|##1 | 36/168 [00:06<00:24, 5.31it/s] 38/499 4.32G 0.01443 0.01161 0.005902 76 640: 21%|##1 | 36/168 [00:06<00:24, 5.31it/s] 38/499 4.32G 0.01443 0.01161 0.005902 76 640: 22%|##2 | 37/168 [00:06<00:25, 5.18it/s] 38/499 4.32G 0.01443 0.01157 0.005882 60 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s] 38/499 4.32G 0.01443 0.01157 0.005882 60 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s] 38/499 4.32G 0.01446 0.01154 0.006052 58 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s] 38/499 4.32G 0.01446 0.01154 0.006052 58 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s] 38/499 4.32G 0.01448 0.01151 0.006046 56 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s] 38/499 4.32G 0.01448 0.01151 0.006046 56 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s] 38/499 4.32G 0.0145 0.01153 0.006043 68 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s] 38/499 4.32G 0.0145 0.01153 0.006043 68 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s] 38/499 4.32G 0.0145 0.01151 0.006042 65 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s] 38/499 4.32G 0.0145 0.01151 0.006042 65 640: 25%|##5 | 42/168 [00:07<00:23, 5.31it/s] 38/499 4.32G 0.01448 0.01146 0.005978 52 640: 25%|##5 | 42/168 [00:08<00:23, 5.31it/s] 38/499 4.32G 0.01448 0.01146 0.005978 52 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s] 38/499 4.32G 0.01447 0.0114 0.005898 57 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s] 38/499 4.32G 0.01447 0.0114 0.005898 57 640: 26%|##6 | 44/168 [00:08<00:23, 5.26it/s] 38/499 4.32G 0.01446 0.01144 0.005954 90 640: 26%|##6 | 44/168 [00:08<00:23, 5.26it/s] 38/499 4.32G 0.01446 0.01144 0.005954 90 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s] 38/499 4.32G 0.01446 0.01143 0.005984 74 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s] 38/499 4.32G 0.01446 0.01143 0.005984 74 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s] 38/499 4.32G 0.01447 0.01139 0.00599 58 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s] 38/499 4.32G 0.01447 0.01139 0.00599 58 640: 28%|##7 | 47/168 [00:08<00:22, 5.31it/s] 38/499 4.32G 0.0145 0.01134 0.005988 52 640: 28%|##7 | 47/168 [00:09<00:22, 5.31it/s] 38/499 4.32G 0.0145 0.01134 0.005988 52 640: 29%|##8 | 48/168 [00:09<00:22, 5.38it/s] 38/499 4.32G 0.0145 0.01137 0.005953 73 640: 29%|##8 | 48/168 [00:09<00:22, 5.38it/s] 38/499 4.32G 0.0145 0.01137 0.005953 73 640: 29%|##9 | 49/168 [00:09<00:22, 5.22it/s] 38/499 4.32G 0.01447 0.01132 0.005889 57 640: 29%|##9 | 49/168 [00:09<00:22, 5.22it/s] 38/499 4.32G 0.01447 0.01132 0.005889 57 640: 30%|##9 | 50/168 [00:09<00:22, 5.32it/s] 38/499 4.32G 0.01449 0.01133 0.005903 73 640: 30%|##9 | 50/168 [00:09<00:22, 5.32it/s] 38/499 4.32G 0.01449 0.01133 0.005903 73 640: 30%|### | 51/168 [00:09<00:21, 5.40it/s] 38/499 4.32G 0.01452 0.01133 0.005963 67 640: 30%|### | 51/168 [00:09<00:21, 5.40it/s] 38/499 4.32G 0.01452 0.01133 0.005963 67 640: 31%|### | 52/168 [00:09<00:22, 5.24it/s] 38/499 4.32G 0.01453 0.01139 0.006034 73 640: 31%|### | 52/168 [00:10<00:22, 5.24it/s] 38/499 4.32G 0.01453 0.01139 0.006034 73 640: 32%|###1 | 53/168 [00:10<00:21, 5.32it/s] 38/499 4.32G 0.01452 0.01143 0.006065 82 640: 32%|###1 | 53/168 [00:10<00:21, 5.32it/s] 38/499 4.32G 0.01452 0.01143 0.006065 82 640: 32%|###2 | 54/168 [00:10<00:21, 5.39it/s] 38/499 4.32G 0.01451 0.01137 0.006107 57 640: 32%|###2 | 54/168 [00:10<00:21, 5.39it/s] 38/499 4.32G 0.01451 0.01137 0.006107 57 640: 33%|###2 | 55/168 [00:10<00:21, 5.24it/s] 38/499 4.32G 0.01449 0.01141 0.00611 78 640: 33%|###2 | 55/168 [00:10<00:21, 5.24it/s] 38/499 4.32G 0.01449 0.01141 0.00611 78 640: 33%|###3 | 56/168 [00:10<00:20, 5.35it/s] 38/499 4.32G 0.01448 0.01142 0.006068 76 640: 33%|###3 | 56/168 [00:10<00:20, 5.35it/s] 38/499 4.32G 0.01448 0.01142 0.006068 76 640: 34%|###3 | 57/168 [00:10<00:20, 5.40it/s] 38/499 4.32G 0.01449 0.01139 0.006021 62 640: 34%|###3 | 57/168 [00:10<00:20, 5.40it/s] 38/499 4.32G 0.01449 0.01139 0.006021 62 640: 35%|###4 | 58/168 [00:10<00:20, 5.24it/s] 38/499 4.32G 0.01447 0.01138 0.006055 64 640: 35%|###4 | 58/168 [00:11<00:20, 5.24it/s] 38/499 4.32G 0.01447 0.01138 0.006055 64 640: 35%|###5 | 59/168 [00:11<00:20, 5.33it/s] 38/499 4.32G 0.01443 0.01136 0.006063 72 640: 35%|###5 | 59/168 [00:11<00:20, 5.33it/s] 38/499 4.32G 0.01443 0.01136 0.006063 72 640: 36%|###5 | 60/168 [00:11<00:20, 5.38it/s] 38/499 4.32G 0.01446 0.01135 0.006043 66 640: 36%|###5 | 60/168 [00:11<00:20, 5.38it/s] 38/499 4.32G 0.01446 0.01135 0.006043 66 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s] 38/499 4.32G 0.01445 0.01135 0.006092 64 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s] 38/499 4.32G 0.01445 0.01135 0.006092 64 640: 37%|###6 | 62/168 [00:11<00:19, 5.30it/s] 38/499 4.32G 0.01443 0.01132 0.006085 48 640: 37%|###6 | 62/168 [00:11<00:19, 5.30it/s] 38/499 4.32G 0.01443 0.01132 0.006085 48 640: 38%|###7 | 63/168 [00:11<00:19, 5.35it/s] 38/499 4.32G 0.0144 0.01132 0.006086 76 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s] 38/499 4.32G 0.0144 0.01132 0.006086 76 640: 38%|###8 | 64/168 [00:12<00:20, 5.20it/s] 38/499 4.32G 0.01441 0.01136 0.006037 75 640: 38%|###8 | 64/168 [00:12<00:20, 5.20it/s] 38/499 4.32G 0.01441 0.01136 0.006037 75 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s] 38/499 4.32G 0.01438 0.01135 0.006058 70 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s] 38/499 4.32G 0.01438 0.01135 0.006058 70 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s] 38/499 4.32G 0.0144 0.01138 0.006134 66 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s] 38/499 4.32G 0.0144 0.01138 0.006134 66 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s] 38/499 4.32G 0.0144 0.01136 0.006181 57 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s] 38/499 4.32G 0.0144 0.01136 0.006181 57 640: 40%|#### | 68/168 [00:12<00:18, 5.29it/s] 38/499 4.32G 0.01443 0.01137 0.006197 74 640: 40%|#### | 68/168 [00:13<00:18, 5.29it/s] 38/499 4.32G 0.01443 0.01137 0.006197 74 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s] 38/499 4.32G 0.01445 0.01141 0.006178 79 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s] 38/499 4.32G 0.01445 0.01141 0.006178 79 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s] 38/499 4.32G 0.01446 0.01145 0.006168 91 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s] 38/499 4.32G 0.01446 0.01145 0.006168 91 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s] 38/499 4.32G 0.01444 0.01148 0.006207 76 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s] 38/499 4.32G 0.01444 0.01148 0.006207 76 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s] 38/499 4.32G 0.01441 0.01146 0.0062 61 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s] 38/499 4.32G 0.01441 0.01146 0.0062 61 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s] 38/499 4.32G 0.01444 0.01148 0.006259 75 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s] 38/499 4.32G 0.01444 0.01148 0.006259 75 640: 44%|####4 | 74/168 [00:13<00:17, 5.31it/s] 38/499 4.32G 0.01444 0.01148 0.006205 67 640: 44%|####4 | 74/168 [00:14<00:17, 5.31it/s] 38/499 4.32G 0.01444 0.01148 0.006205 67 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s] 38/499 4.32G 0.01444 0.01148 0.006177 72 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s] 38/499 4.32G 0.01444 0.01148 0.006177 72 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s] 38/499 4.32G 0.01442 0.01148 0.006187 77 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s] 38/499 4.32G 0.01442 0.01148 0.006187 77 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s] 38/499 4.32G 0.01443 0.01147 0.006128 66 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s] 38/499 4.32G 0.01443 0.01147 0.006128 66 640: 46%|####6 | 78/168 [00:14<00:17, 5.29it/s] 38/499 4.32G 0.01441 0.01145 0.006094 61 640: 46%|####6 | 78/168 [00:14<00:17, 5.29it/s] 38/499 4.32G 0.01441 0.01145 0.006094 61 640: 47%|####7 | 79/168 [00:14<00:17, 5.15it/s] 38/499 4.32G 0.0144 0.01144 0.006062 63 640: 47%|####7 | 79/168 [00:15<00:17, 5.15it/s] 38/499 4.32G 0.0144 0.01144 0.006062 63 640: 48%|####7 | 80/168 [00:15<00:16, 5.22it/s] 38/499 4.32G 0.01437 0.01143 0.006081 73 640: 48%|####7 | 80/168 [00:15<00:16, 5.22it/s] 38/499 4.32G 0.01437 0.01143 0.006081 73 640: 48%|####8 | 81/168 [00:15<00:16, 5.21it/s] 38/499 4.32G 0.01437 0.01141 0.006055 61 640: 48%|####8 | 81/168 [00:15<00:16, 5.21it/s] 38/499 4.32G 0.01437 0.01141 0.006055 61 640: 49%|####8 | 82/168 [00:15<00:16, 5.12it/s] 38/499 4.32G 0.01435 0.0114 0.006049 66 640: 49%|####8 | 82/168 [00:15<00:16, 5.12it/s] 38/499 4.32G 0.01435 0.0114 0.006049 66 640: 49%|####9 | 83/168 [00:15<00:16, 5.22it/s] 38/499 4.32G 0.01435 0.0114 0.006019 61 640: 49%|####9 | 83/168 [00:15<00:16, 5.22it/s] 38/499 4.32G 0.01435 0.0114 0.006019 61 640: 50%|##### | 84/168 [00:15<00:15, 5.31it/s] 38/499 4.32G 0.01436 0.0114 0.006024 59 640: 50%|##### | 84/168 [00:16<00:15, 5.31it/s] 38/499 4.32G 0.01436 0.0114 0.006024 59 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s] 38/499 4.32G 0.01437 0.01141 0.00601 81 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s] 38/499 4.32G 0.01437 0.01141 0.00601 81 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s] 38/499 4.32G 0.01438 0.01143 0.006038 71 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s] 38/499 4.32G 0.01438 0.01143 0.006038 71 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s] 38/499 4.32G 0.01439 0.01142 0.006063 62 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s] 38/499 4.32G 0.01439 0.01142 0.006063 62 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 38/499 4.32G 0.01437 0.01138 0.006068 53 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 38/499 4.32G 0.01437 0.01138 0.006068 53 640: 53%|#####2 | 89/168 [00:16<00:15, 5.24it/s] 38/499 4.32G 0.01436 0.01137 0.006056 54 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s] 38/499 4.32G 0.01436 0.01137 0.006056 54 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s] 38/499 4.32G 0.01436 0.01136 0.006089 69 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s] 38/499 4.32G 0.01436 0.01136 0.006089 69 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s] 38/499 4.32G 0.01437 0.01136 0.006089 73 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s] 38/499 4.32G 0.01437 0.01136 0.006089 73 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s] 38/499 4.32G 0.01438 0.01137 0.006086 72 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s] 38/499 4.32G 0.01438 0.01137 0.006086 72 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s] 38/499 4.32G 0.01437 0.01139 0.006101 74 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s] 38/499 4.32G 0.01437 0.01139 0.006101 74 640: 56%|#####5 | 94/168 [00:17<00:14, 5.22it/s] 38/499 4.32G 0.01436 0.01136 0.006113 55 640: 56%|#####5 | 94/168 [00:17<00:14, 5.22it/s] 38/499 4.32G 0.01436 0.01136 0.006113 55 640: 57%|#####6 | 95/168 [00:17<00:13, 5.31it/s] 38/499 4.32G 0.01435 0.01134 0.00611 62 640: 57%|#####6 | 95/168 [00:18<00:13, 5.31it/s] 38/499 4.32G 0.01435 0.01134 0.00611 62 640: 57%|#####7 | 96/168 [00:18<00:13, 5.38it/s] 38/499 4.32G 0.01434 0.01133 0.006088 63 640: 57%|#####7 | 96/168 [00:18<00:13, 5.38it/s] 38/499 4.32G 0.01434 0.01133 0.006088 63 640: 58%|#####7 | 97/168 [00:18<00:13, 5.23it/s] 38/499 4.32G 0.01433 0.01132 0.006149 70 640: 58%|#####7 | 97/168 [00:18<00:13, 5.23it/s] 38/499 4.32G 0.01433 0.01132 0.006149 70 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s] 38/499 4.32G 0.01436 0.01137 0.006135 72 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s] 38/499 4.32G 0.01436 0.01137 0.006135 72 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s] 38/499 4.32G 0.01435 0.01139 0.006167 80 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s] 38/499 4.32G 0.01435 0.01139 0.006167 80 640: 60%|#####9 | 100/168 [00:18<00:13, 5.22it/s] 38/499 4.32G 0.01435 0.0114 0.006131 65 640: 60%|#####9 | 100/168 [00:19<00:13, 5.22it/s] 38/499 4.32G 0.01435 0.0114 0.006131 65 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s] 38/499 4.32G 0.01434 0.01138 0.006155 62 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s] 38/499 4.32G 0.01434 0.01138 0.006155 62 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s] 38/499 4.32G 0.01434 0.01138 0.00614 62 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s] 38/499 4.32G 0.01434 0.01138 0.00614 62 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s] 38/499 4.32G 0.01433 0.01139 0.006131 78 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s] 38/499 4.32G 0.01433 0.01139 0.006131 78 640: 62%|######1 | 104/168 [00:19<00:12, 5.28it/s] 38/499 4.32G 0.01433 0.01139 0.006131 63 640: 62%|######1 | 104/168 [00:19<00:12, 5.28it/s] 38/499 4.32G 0.01433 0.01139 0.006131 63 640: 62%|######2 | 105/168 [00:19<00:11, 5.35it/s] 38/499 4.32G 0.01432 0.01137 0.006157 73 640: 62%|######2 | 105/168 [00:20<00:11, 5.35it/s] 38/499 4.32G 0.01432 0.01137 0.006157 73 640: 63%|######3 | 106/168 [00:20<00:11, 5.23it/s] 38/499 4.32G 0.01433 0.01135 0.006151 56 640: 63%|######3 | 106/168 [00:20<00:11, 5.23it/s] 38/499 4.32G 0.01433 0.01135 0.006151 56 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s] 38/499 4.32G 0.01435 0.01135 0.00619 65 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s] 38/499 4.32G 0.01435 0.01135 0.00619 65 640: 64%|######4 | 108/168 [00:20<00:11, 5.38it/s] 38/499 4.32G 0.01437 0.01136 0.006173 62 640: 64%|######4 | 108/168 [00:20<00:11, 5.38it/s] 38/499 4.32G 0.01437 0.01136 0.006173 62 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s] 38/499 4.32G 0.01436 0.01135 0.00616 70 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s] 38/499 4.32G 0.01436 0.01135 0.00616 70 640: 65%|######5 | 110/168 [00:20<00:10, 5.32it/s] 38/499 4.32G 0.01436 0.01135 0.006135 78 640: 65%|######5 | 110/168 [00:20<00:10, 5.32it/s] 38/499 4.32G 0.01436 0.01135 0.006135 78 640: 66%|######6 | 111/168 [00:20<00:10, 5.33it/s] 38/499 4.32G 0.01436 0.01132 0.006087 47 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s] 38/499 4.32G 0.01436 0.01132 0.006087 47 640: 67%|######6 | 112/168 [00:21<00:10, 5.19it/s] 38/499 4.32G 0.01439 0.01133 0.006132 67 640: 67%|######6 | 112/168 [00:21<00:10, 5.19it/s] 38/499 4.32G 0.01439 0.01133 0.006132 67 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s] 38/499 4.32G 0.01438 0.01133 0.006127 72 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s] 38/499 4.32G 0.01438 0.01133 0.006127 72 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s] 38/499 4.32G 0.01436 0.01135 0.006124 84 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s] 38/499 4.32G 0.01436 0.01135 0.006124 84 640: 68%|######8 | 115/168 [00:21<00:10, 5.23it/s] 38/499 4.32G 0.01436 0.01137 0.006105 78 640: 68%|######8 | 115/168 [00:21<00:10, 5.23it/s] 38/499 4.32G 0.01436 0.01137 0.006105 78 640: 69%|######9 | 116/168 [00:21<00:09, 5.30it/s] 38/499 4.32G 0.01435 0.01137 0.006097 69 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s] 38/499 4.32G 0.01435 0.01137 0.006097 69 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s] 38/499 4.32G 0.01434 0.01138 0.006098 84 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s] 38/499 4.32G 0.01434 0.01138 0.006098 84 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s] 38/499 4.32G 0.01434 0.01142 0.006094 88 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s] 38/499 4.32G 0.01434 0.01142 0.006094 88 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s] 38/499 4.32G 0.01433 0.01143 0.006067 90 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s] 38/499 4.32G 0.01433 0.01143 0.006067 90 640: 71%|#######1 | 120/168 [00:22<00:09, 5.33it/s] 38/499 4.32G 0.01431 0.01144 0.006046 71 640: 71%|#######1 | 120/168 [00:22<00:09, 5.33it/s] 38/499 4.32G 0.01431 0.01144 0.006046 71 640: 72%|#######2 | 121/168 [00:22<00:09, 5.20it/s] 38/499 4.32G 0.01432 0.01145 0.006027 61 640: 72%|#######2 | 121/168 [00:23<00:09, 5.20it/s] 38/499 4.32G 0.01432 0.01145 0.006027 61 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s] 38/499 4.32G 0.01432 0.01147 0.006012 82 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s] 38/499 4.32G 0.01432 0.01147 0.006012 82 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 38/499 4.32G 0.01433 0.01148 0.005992 69 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 38/499 4.32G 0.01433 0.01148 0.005992 69 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s] 38/499 4.32G 0.01433 0.01147 0.006026 61 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s] 38/499 4.32G 0.01433 0.01147 0.006026 61 640: 74%|#######4 | 125/168 [00:23<00:08, 5.29it/s] 38/499 4.32G 0.01434 0.01148 0.006057 69 640: 74%|#######4 | 125/168 [00:23<00:08, 5.29it/s] 38/499 4.32G 0.01434 0.01148 0.006057 69 640: 75%|#######5 | 126/168 [00:23<00:07, 5.34it/s] 38/499 4.32G 0.01436 0.01146 0.006083 63 640: 75%|#######5 | 126/168 [00:24<00:07, 5.34it/s] 38/499 4.32G 0.01436 0.01146 0.006083 63 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s] 38/499 4.32G 0.01436 0.01148 0.006092 78 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s] 38/499 4.32G 0.01436 0.01148 0.006092 78 640: 76%|#######6 | 128/168 [00:24<00:07, 5.23it/s] 38/499 4.32G 0.01435 0.01147 0.006123 67 640: 76%|#######6 | 128/168 [00:24<00:07, 5.23it/s] 38/499 4.32G 0.01435 0.01147 0.006123 67 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s] 38/499 4.32G 0.01434 0.01145 0.006105 46 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s] 38/499 4.32G 0.01434 0.01145 0.006105 46 640: 77%|#######7 | 130/168 [00:24<00:07, 5.18it/s] 38/499 4.32G 0.01434 0.01144 0.006108 67 640: 77%|#######7 | 130/168 [00:24<00:07, 5.18it/s] 38/499 4.32G 0.01434 0.01144 0.006108 67 640: 78%|#######7 | 131/168 [00:24<00:07, 5.27it/s] 38/499 4.32G 0.01435 0.01145 0.006105 63 640: 78%|#######7 | 131/168 [00:24<00:07, 5.27it/s] 38/499 4.32G 0.01435 0.01145 0.006105 63 640: 79%|#######8 | 132/168 [00:24<00:06, 5.34it/s] 38/499 4.32G 0.01435 0.01145 0.006076 72 640: 79%|#######8 | 132/168 [00:25<00:06, 5.34it/s] 38/499 4.32G 0.01435 0.01145 0.006076 72 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s] 38/499 4.32G 0.01435 0.01146 0.006067 72 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s] 38/499 4.32G 0.01435 0.01146 0.006067 72 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s] 38/499 4.32G 0.01434 0.01147 0.006058 69 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s] 38/499 4.32G 0.01434 0.01147 0.006058 69 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s] 38/499 4.32G 0.01433 0.01145 0.006048 57 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s] 38/499 4.32G 0.01433 0.01145 0.006048 57 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s] 38/499 4.32G 0.01433 0.01145 0.006039 73 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s] 38/499 4.32G 0.01433 0.01145 0.006039 73 640: 82%|########1 | 137/168 [00:25<00:05, 5.30it/s] 38/499 4.32G 0.01433 0.01145 0.006041 68 640: 82%|########1 | 137/168 [00:26<00:05, 5.30it/s] 38/499 4.32G 0.01433 0.01145 0.006041 68 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s] 38/499 4.32G 0.01432 0.01145 0.006029 71 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s] 38/499 4.32G 0.01432 0.01145 0.006029 71 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s] 38/499 4.32G 0.01432 0.01146 0.006032 68 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s] 38/499 4.32G 0.01432 0.01146 0.006032 68 640: 83%|########3 | 140/168 [00:26<00:05, 5.27it/s] 38/499 4.32G 0.01432 0.01147 0.006023 75 640: 83%|########3 | 140/168 [00:26<00:05, 5.27it/s] 38/499 4.32G 0.01432 0.01147 0.006023 75 640: 84%|########3 | 141/168 [00:26<00:05, 5.32it/s] 38/499 4.32G 0.01431 0.01146 0.006018 69 640: 84%|########3 | 141/168 [00:26<00:05, 5.32it/s] 38/499 4.32G 0.01431 0.01146 0.006018 69 640: 85%|########4 | 142/168 [00:26<00:05, 5.18it/s] 38/499 4.32G 0.01431 0.01149 0.006024 94 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s] 38/499 4.32G 0.01431 0.01149 0.006024 94 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s] 38/499 4.32G 0.01431 0.01148 0.006024 58 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s] 38/499 4.32G 0.01431 0.01148 0.006024 58 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s] 38/499 4.32G 0.01429 0.01147 0.006028 76 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s] 38/499 4.32G 0.01429 0.01147 0.006028 76 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s] 38/499 4.32G 0.01428 0.01146 0.006013 77 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s] 38/499 4.32G 0.01428 0.01146 0.006013 77 640: 87%|########6 | 146/168 [00:27<00:04, 5.31it/s] 38/499 4.32G 0.01426 0.01145 0.006 76 640: 87%|########6 | 146/168 [00:27<00:04, 5.31it/s] 38/499 4.32G 0.01426 0.01145 0.006 76 640: 88%|########7 | 147/168 [00:27<00:03, 5.37it/s] 38/499 4.32G 0.01426 0.01145 0.006001 79 640: 88%|########7 | 147/168 [00:28<00:03, 5.37it/s] 38/499 4.32G 0.01426 0.01145 0.006001 79 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s] 38/499 4.32G 0.01427 0.01146 0.005997 69 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s] 38/499 4.32G 0.01427 0.01146 0.005997 69 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s] 38/499 4.32G 0.01426 0.01144 0.005974 47 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s] 38/499 4.32G 0.01426 0.01144 0.005974 47 640: 89%|########9 | 150/168 [00:28<00:03, 5.23it/s] 38/499 4.32G 0.01426 0.01145 0.005968 82 640: 89%|########9 | 150/168 [00:28<00:03, 5.23it/s] 38/499 4.32G 0.01426 0.01145 0.005968 82 640: 90%|########9 | 151/168 [00:28<00:03, 5.11it/s] 38/499 4.32G 0.01425 0.01144 0.005967 59 640: 90%|########9 | 151/168 [00:28<00:03, 5.11it/s] 38/499 4.32G 0.01425 0.01144 0.005967 59 640: 90%|######### | 152/168 [00:28<00:03, 5.19it/s] 38/499 4.32G 0.01425 0.01145 0.005974 76 640: 90%|######### | 152/168 [00:28<00:03, 5.19it/s] 38/499 4.32G 0.01425 0.01145 0.005974 76 640: 91%|#########1| 153/168 [00:28<00:02, 5.30it/s] 38/499 4.32G 0.01425 0.01145 0.005987 72 640: 91%|#########1| 153/168 [00:29<00:02, 5.30it/s] 38/499 4.32G 0.01425 0.01145 0.005987 72 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s] 38/499 4.32G 0.01424 0.01145 0.005972 70 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s] 38/499 4.32G 0.01424 0.01145 0.005972 70 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s] 38/499 4.32G 0.01424 0.01145 0.006009 63 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s] 38/499 4.32G 0.01424 0.01145 0.006009 63 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s] 38/499 4.32G 0.01423 0.01145 0.005998 71 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s] 38/499 4.32G 0.01423 0.01145 0.005998 71 640: 93%|#########3| 157/168 [00:29<00:02, 5.17it/s] 38/499 4.32G 0.01423 0.01145 0.006026 80 640: 93%|#########3| 157/168 [00:29<00:02, 5.17it/s] 38/499 4.32G 0.01423 0.01145 0.006026 80 640: 94%|#########4| 158/168 [00:29<00:01, 5.22it/s] 38/499 4.32G 0.01422 0.01145 0.00604 69 640: 94%|#########4| 158/168 [00:30<00:01, 5.22it/s] 38/499 4.32G 0.01422 0.01145 0.00604 69 640: 95%|#########4| 159/168 [00:30<00:01, 5.28it/s] 38/499 4.32G 0.01422 0.01145 0.00603 67 640: 95%|#########4| 159/168 [00:30<00:01, 5.28it/s] 38/499 4.32G 0.01422 0.01145 0.00603 67 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s] 38/499 4.32G 0.01423 0.01144 0.006064 60 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s] 38/499 4.32G 0.01423 0.01144 0.006064 60 640: 96%|#########5| 161/168 [00:30<00:01, 5.27it/s] 38/499 4.32G 0.01422 0.01144 0.006052 72 640: 96%|#########5| 161/168 [00:30<00:01, 5.27it/s] 38/499 4.32G 0.01422 0.01144 0.006052 72 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s] 38/499 4.32G 0.01423 0.01145 0.00606 77 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s] 38/499 4.32G 0.01423 0.01145 0.00606 77 640: 97%|#########7| 163/168 [00:30<00:00, 5.07it/s] 38/499 4.32G 0.01424 0.01146 0.006049 68 640: 97%|#########7| 163/168 [00:31<00:00, 5.07it/s] 38/499 4.32G 0.01424 0.01146 0.006049 68 640: 98%|#########7| 164/168 [00:31<00:00, 4.97it/s] 38/499 4.32G 0.01423 0.01146 0.006031 69 640: 98%|#########7| 164/168 [00:31<00:00, 4.97it/s] 38/499 4.32G 0.01423 0.01146 0.006031 69 640: 98%|#########8| 165/168 [00:31<00:00, 4.92it/s] 38/499 4.32G 0.01423 0.01146 0.006028 61 640: 98%|#########8| 165/168 [00:31<00:00, 4.92it/s] 38/499 4.32G 0.01423 0.01146 0.006028 61 640: 99%|#########8| 166/168 [00:31<00:00, 4.88it/s] 38/499 4.32G 0.01424 0.01144 0.006076 57 640: 99%|#########8| 166/168 [00:31<00:00, 4.88it/s] 38/499 4.32G 0.01424 0.01144 0.006076 57 640: 99%|#########9| 167/168 [00:31<00:00, 4.99it/s] 38/499 4.32G 0.01424 0.01143 0.006055 25 640: 99%|#########9| 167/168 [00:31<00:00, 4.99it/s] 38/499 4.32G 0.01424 0.01143 0.006055 25 640: 100%|##########| 168/168 [00:31<00:00, 5.24it/s] 38/499 4.32G 0.01424 0.01143 0.006055 25 640: 100%|##########| 168/168 [00:31<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.78it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.77it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.78it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.77it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.35it/s] all 132 263 0.774 0.807 0.816 0.706 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 39/499 4.32G 0.01497 0.01034 0.007586 54 640: 0%| | 0/168 [00:00<?, ?it/s] 39/499 4.32G 0.01497 0.01034 0.007586 54 640: 1%| | 1/168 [00:00<00:33, 4.98it/s] 39/499 4.32G 0.0142 0.01065 0.005394 72 640: 1%| | 1/168 [00:00<00:33, 4.98it/s] 39/499 4.32G 0.0142 0.01065 0.005394 72 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s] 39/499 4.32G 0.01375 0.01052 0.004594 62 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s] 39/499 4.32G 0.01375 0.01052 0.004594 62 640: 2%|1 | 3/168 [00:00<00:31, 5.24it/s] 39/499 4.32G 0.0142 0.01037 0.004478 58 640: 2%|1 | 3/168 [00:00<00:31, 5.24it/s] 39/499 4.32G 0.0142 0.01037 0.004478 58 640: 2%|2 | 4/168 [00:00<00:32, 5.04it/s] 39/499 4.32G 0.01451 0.01079 0.004812 70 640: 2%|2 | 4/168 [00:00<00:32, 5.04it/s] 39/499 4.32G 0.01451 0.01079 0.004812 70 640: 3%|2 | 5/168 [00:00<00:31, 5.17it/s] 39/499 4.32G 0.01469 0.01079 0.005191 63 640: 3%|2 | 5/168 [00:01<00:31, 5.17it/s] 39/499 4.32G 0.01469 0.01079 0.005191 63 640: 4%|3 | 6/168 [00:01<00:30, 5.27it/s] 39/499 4.32G 0.0147 0.01085 0.005251 69 640: 4%|3 | 6/168 [00:01<00:30, 5.27it/s] 39/499 4.32G 0.0147 0.01085 0.005251 69 640: 4%|4 | 7/168 [00:01<00:31, 5.16it/s] 39/499 4.32G 0.01454 0.01091 0.005233 68 640: 4%|4 | 7/168 [00:01<00:31, 5.16it/s] 39/499 4.32G 0.01454 0.01091 0.005233 68 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s] 39/499 4.32G 0.01471 0.01104 0.00544 70 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s] 39/499 4.32G 0.01471 0.01104 0.00544 70 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s] 39/499 4.32G 0.01447 0.01123 0.005457 77 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s] 39/499 4.32G 0.01447 0.01123 0.005457 77 640: 6%|5 | 10/168 [00:01<00:30, 5.24it/s] 39/499 4.32G 0.01458 0.01116 0.005463 60 640: 6%|5 | 10/168 [00:02<00:30, 5.24it/s] 39/499 4.32G 0.01458 0.01116 0.005463 60 640: 7%|6 | 11/168 [00:02<00:29, 5.33it/s] 39/499 4.32G 0.01461 0.01149 0.005473 86 640: 7%|6 | 11/168 [00:02<00:29, 5.33it/s] 39/499 4.32G 0.01461 0.01149 0.005473 86 640: 7%|7 | 12/168 [00:02<00:28, 5.41it/s] 39/499 4.32G 0.01454 0.01183 0.00544 95 640: 7%|7 | 12/168 [00:02<00:28, 5.41it/s] 39/499 4.32G 0.01454 0.01183 0.00544 95 640: 8%|7 | 13/168 [00:02<00:29, 5.23it/s] 39/499 4.32G 0.01454 0.01184 0.005293 63 640: 8%|7 | 13/168 [00:02<00:29, 5.23it/s] 39/499 4.32G 0.01454 0.01184 0.005293 63 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s] 39/499 4.32G 0.0146 0.01177 0.005346 66 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s] 39/499 4.32G 0.0146 0.01177 0.005346 66 640: 9%|8 | 15/168 [00:02<00:28, 5.38it/s] 39/499 4.32G 0.0145 0.01177 0.005404 76 640: 9%|8 | 15/168 [00:03<00:28, 5.38it/s] 39/499 4.32G 0.0145 0.01177 0.005404 76 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s] 39/499 4.32G 0.01446 0.01176 0.005402 72 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s] 39/499 4.32G 0.01446 0.01176 0.005402 72 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s] 39/499 4.32G 0.01436 0.01163 0.00532 63 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s] 39/499 4.32G 0.01436 0.01163 0.00532 63 640: 11%|# | 18/168 [00:03<00:27, 5.39it/s] 39/499 4.32G 0.0142 0.01153 0.005251 52 640: 11%|# | 18/168 [00:03<00:27, 5.39it/s] 39/499 4.32G 0.0142 0.01153 0.005251 52 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s] 39/499 4.32G 0.0141 0.01149 0.005223 64 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s] 39/499 4.32G 0.0141 0.01149 0.005223 64 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s] 39/499 4.32G 0.01409 0.01139 0.005154 56 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s] 39/499 4.32G 0.01409 0.01139 0.005154 56 640: 12%|#2 | 21/168 [00:03<00:27, 5.35it/s] 39/499 4.32G 0.01404 0.01136 0.005026 67 640: 12%|#2 | 21/168 [00:04<00:27, 5.35it/s] 39/499 4.32G 0.01404 0.01136 0.005026 67 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s] 39/499 4.32G 0.01411 0.01141 0.005162 57 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s] 39/499 4.32G 0.01411 0.01141 0.005162 57 640: 14%|#3 | 23/168 [00:04<00:27, 5.30it/s] 39/499 4.32G 0.01417 0.01135 0.005186 58 640: 14%|#3 | 23/168 [00:04<00:27, 5.30it/s] 39/499 4.32G 0.01417 0.01135 0.005186 58 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 39/499 4.32G 0.01421 0.01131 0.005298 67 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 39/499 4.32G 0.01421 0.01131 0.005298 67 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s] 39/499 4.32G 0.01419 0.01123 0.005221 56 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s] 39/499 4.32G 0.01419 0.01123 0.005221 56 640: 15%|#5 | 26/168 [00:04<00:26, 5.32it/s] 39/499 4.32G 0.01422 0.01123 0.005274 67 640: 15%|#5 | 26/168 [00:05<00:26, 5.32it/s] 39/499 4.32G 0.01422 0.01123 0.005274 67 640: 16%|#6 | 27/168 [00:05<00:26, 5.41it/s] 39/499 4.32G 0.01425 0.0113 0.005263 70 640: 16%|#6 | 27/168 [00:05<00:26, 5.41it/s] 39/499 4.32G 0.01425 0.0113 0.005263 70 640: 17%|#6 | 28/168 [00:05<00:26, 5.27it/s] 39/499 4.32G 0.01423 0.01124 0.005269 59 640: 17%|#6 | 28/168 [00:05<00:26, 5.27it/s] 39/499 4.32G 0.01423 0.01124 0.005269 59 640: 17%|#7 | 29/168 [00:05<00:25, 5.35it/s] 39/499 4.32G 0.01425 0.01131 0.005285 80 640: 17%|#7 | 29/168 [00:05<00:25, 5.35it/s] 39/499 4.32G 0.01425 0.01131 0.005285 80 640: 18%|#7 | 30/168 [00:05<00:25, 5.39it/s] 39/499 4.32G 0.01422 0.0114 0.005393 91 640: 18%|#7 | 30/168 [00:05<00:25, 5.39it/s] 39/499 4.32G 0.01422 0.0114 0.005393 91 640: 18%|#8 | 31/168 [00:05<00:26, 5.22it/s] 39/499 4.32G 0.01417 0.01126 0.005306 45 640: 18%|#8 | 31/168 [00:06<00:26, 5.22it/s] 39/499 4.32G 0.01417 0.01126 0.005306 45 640: 19%|#9 | 32/168 [00:06<00:25, 5.32it/s] 39/499 4.32G 0.01415 0.01125 0.00529 68 640: 19%|#9 | 32/168 [00:06<00:25, 5.32it/s] 39/499 4.32G 0.01415 0.01125 0.00529 68 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s] 39/499 4.32G 0.01418 0.01133 0.005355 82 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s] 39/499 4.32G 0.01418 0.01133 0.005355 82 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s] 39/499 4.32G 0.01414 0.01134 0.005433 79 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s] 39/499 4.32G 0.01414 0.01134 0.005433 79 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s] 39/499 4.32G 0.01414 0.01136 0.005492 69 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s] 39/499 4.32G 0.01414 0.01136 0.005492 69 640: 21%|##1 | 36/168 [00:06<00:24, 5.31it/s] 39/499 4.32G 0.0141 0.01128 0.005567 51 640: 21%|##1 | 36/168 [00:07<00:24, 5.31it/s] 39/499 4.32G 0.0141 0.01128 0.005567 51 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s] 39/499 4.32G 0.01413 0.01123 0.005607 53 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s] 39/499 4.32G 0.01413 0.01123 0.005607 53 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s] 39/499 4.32G 0.01416 0.01124 0.005537 72 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s] 39/499 4.32G 0.01416 0.01124 0.005537 72 640: 23%|##3 | 39/168 [00:07<00:24, 5.25it/s] 39/499 4.32G 0.01417 0.01127 0.005534 74 640: 23%|##3 | 39/168 [00:07<00:24, 5.25it/s] 39/499 4.32G 0.01417 0.01127 0.005534 74 640: 24%|##3 | 40/168 [00:07<00:24, 5.13it/s] 39/499 4.32G 0.01416 0.01124 0.005581 67 640: 24%|##3 | 40/168 [00:07<00:24, 5.13it/s] 39/499 4.32G 0.01416 0.01124 0.005581 67 640: 24%|##4 | 41/168 [00:07<00:24, 5.23it/s] 39/499 4.32G 0.01422 0.01125 0.0056 73 640: 24%|##4 | 41/168 [00:07<00:24, 5.23it/s] 39/499 4.32G 0.01422 0.01125 0.0056 73 640: 25%|##5 | 42/168 [00:07<00:23, 5.32it/s] 39/499 4.32G 0.01417 0.0112 0.005525 59 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s] 39/499 4.32G 0.01417 0.0112 0.005525 59 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s] 39/499 4.32G 0.01419 0.01117 0.005497 52 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s] 39/499 4.32G 0.01419 0.01117 0.005497 52 640: 26%|##6 | 44/168 [00:08<00:23, 5.19it/s] 39/499 4.32G 0.01418 0.01119 0.005575 68 640: 26%|##6 | 44/168 [00:08<00:23, 5.19it/s] 39/499 4.32G 0.01418 0.01119 0.005575 68 640: 27%|##6 | 45/168 [00:08<00:23, 5.24it/s] 39/499 4.32G 0.01416 0.01117 0.00554 67 640: 27%|##6 | 45/168 [00:08<00:23, 5.24it/s] 39/499 4.32G 0.01416 0.01117 0.00554 67 640: 27%|##7 | 46/168 [00:08<00:23, 5.11it/s] 39/499 4.32G 0.01419 0.01116 0.005499 65 640: 27%|##7 | 46/168 [00:08<00:23, 5.11it/s] 39/499 4.32G 0.01419 0.01116 0.005499 65 640: 28%|##7 | 47/168 [00:08<00:23, 5.19it/s] 39/499 4.32G 0.01418 0.01112 0.005533 71 640: 28%|##7 | 47/168 [00:09<00:23, 5.19it/s] 39/499 4.32G 0.01418 0.01112 0.005533 71 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s] 39/499 4.32G 0.01417 0.01115 0.005558 68 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s] 39/499 4.32G 0.01417 0.01115 0.005558 68 640: 29%|##9 | 49/168 [00:09<00:23, 5.14it/s] 39/499 4.32G 0.01416 0.01119 0.005536 70 640: 29%|##9 | 49/168 [00:09<00:23, 5.14it/s] 39/499 4.32G 0.01416 0.01119 0.005536 70 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s] 39/499 4.32G 0.01417 0.01122 0.005523 69 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s] 39/499 4.32G 0.01417 0.01122 0.005523 69 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s] 39/499 4.32G 0.01414 0.01121 0.005539 63 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s] 39/499 4.32G 0.01414 0.01121 0.005539 63 640: 31%|### | 52/168 [00:09<00:22, 5.19it/s] 39/499 4.32G 0.01409 0.01114 0.005556 53 640: 31%|### | 52/168 [00:10<00:22, 5.19it/s] 39/499 4.32G 0.01409 0.01114 0.005556 53 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s] 39/499 4.32G 0.01411 0.01112 0.005596 54 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s] 39/499 4.32G 0.01411 0.01112 0.005596 54 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s] 39/499 4.32G 0.01407 0.01111 0.005572 66 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s] 39/499 4.32G 0.01407 0.01111 0.005572 66 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s] 39/499 4.32G 0.01407 0.0111 0.005621 68 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s] 39/499 4.32G 0.01407 0.0111 0.005621 68 640: 33%|###3 | 56/168 [00:10<00:21, 5.32it/s] 39/499 4.32G 0.01406 0.0111 0.005591 71 640: 33%|###3 | 56/168 [00:10<00:21, 5.32it/s] 39/499 4.32G 0.01406 0.0111 0.005591 71 640: 34%|###3 | 57/168 [00:10<00:20, 5.34it/s] 39/499 4.32G 0.01412 0.01114 0.005621 71 640: 34%|###3 | 57/168 [00:11<00:20, 5.34it/s] 39/499 4.32G 0.01412 0.01114 0.005621 71 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s] 39/499 4.32G 0.01412 0.01116 0.005583 66 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s] 39/499 4.32G 0.01412 0.01116 0.005583 66 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s] 39/499 4.32G 0.01415 0.01118 0.005583 76 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s] 39/499 4.32G 0.01415 0.01118 0.005583 76 640: 36%|###5 | 60/168 [00:11<00:20, 5.38it/s] 39/499 4.32G 0.01413 0.01117 0.005584 68 640: 36%|###5 | 60/168 [00:11<00:20, 5.38it/s] 39/499 4.32G 0.01413 0.01117 0.005584 68 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s] 39/499 4.32G 0.01411 0.0112 0.005553 80 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s] 39/499 4.32G 0.01411 0.0112 0.005553 80 640: 37%|###6 | 62/168 [00:11<00:19, 5.30it/s] 39/499 4.32G 0.01409 0.0112 0.005556 71 640: 37%|###6 | 62/168 [00:11<00:19, 5.30it/s] 39/499 4.32G 0.01409 0.0112 0.005556 71 640: 38%|###7 | 63/168 [00:11<00:19, 5.36it/s] 39/499 4.32G 0.01408 0.01124 0.005567 75 640: 38%|###7 | 63/168 [00:12<00:19, 5.36it/s] 39/499 4.32G 0.01408 0.01124 0.005567 75 640: 38%|###8 | 64/168 [00:12<00:19, 5.22it/s] 39/499 4.32G 0.01413 0.01128 0.005545 73 640: 38%|###8 | 64/168 [00:12<00:19, 5.22it/s] 39/499 4.32G 0.01413 0.01128 0.005545 73 640: 39%|###8 | 65/168 [00:12<00:19, 5.33it/s] 39/499 4.32G 0.01415 0.01127 0.005518 66 640: 39%|###8 | 65/168 [00:12<00:19, 5.33it/s] 39/499 4.32G 0.01415 0.01127 0.005518 66 640: 39%|###9 | 66/168 [00:12<00:19, 5.37it/s] 39/499 4.32G 0.01416 0.01128 0.005539 71 640: 39%|###9 | 66/168 [00:12<00:19, 5.37it/s] 39/499 4.32G 0.01416 0.01128 0.005539 71 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s] 39/499 4.32G 0.01417 0.01131 0.005525 86 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s] 39/499 4.32G 0.01417 0.01131 0.005525 86 640: 40%|#### | 68/168 [00:12<00:18, 5.33it/s] 39/499 4.32G 0.01417 0.01132 0.005524 68 640: 40%|#### | 68/168 [00:13<00:18, 5.33it/s] 39/499 4.32G 0.01417 0.01132 0.005524 68 640: 41%|####1 | 69/168 [00:13<00:18, 5.40it/s] 39/499 4.32G 0.01419 0.01133 0.005514 64 640: 41%|####1 | 69/168 [00:13<00:18, 5.40it/s] 39/499 4.32G 0.01419 0.01133 0.005514 64 640: 42%|####1 | 70/168 [00:13<00:18, 5.27it/s] 39/499 4.32G 0.0142 0.01135 0.005541 87 640: 42%|####1 | 70/168 [00:13<00:18, 5.27it/s] 39/499 4.32G 0.0142 0.01135 0.005541 87 640: 42%|####2 | 71/168 [00:13<00:18, 5.34it/s] 39/499 4.32G 0.01418 0.01137 0.005531 73 640: 42%|####2 | 71/168 [00:13<00:18, 5.34it/s] 39/499 4.32G 0.01418 0.01137 0.005531 73 640: 43%|####2 | 72/168 [00:13<00:17, 5.40it/s] 39/499 4.32G 0.0142 0.01137 0.005603 66 640: 43%|####2 | 72/168 [00:13<00:17, 5.40it/s] 39/499 4.32G 0.0142 0.01137 0.005603 66 640: 43%|####3 | 73/168 [00:13<00:18, 5.25it/s] 39/499 4.32G 0.0142 0.01137 0.00561 59 640: 43%|####3 | 73/168 [00:14<00:18, 5.25it/s] 39/499 4.32G 0.0142 0.01137 0.00561 59 640: 44%|####4 | 74/168 [00:14<00:17, 5.32it/s] 39/499 4.32G 0.0142 0.0114 0.005568 70 640: 44%|####4 | 74/168 [00:14<00:17, 5.32it/s] 39/499 4.32G 0.0142 0.0114 0.005568 70 640: 45%|####4 | 75/168 [00:14<00:17, 5.39it/s] 39/499 4.32G 0.0142 0.01143 0.005528 86 640: 45%|####4 | 75/168 [00:14<00:17, 5.39it/s] 39/499 4.32G 0.0142 0.01143 0.005528 86 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s] 39/499 4.32G 0.01418 0.01141 0.00556 68 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s] 39/499 4.32G 0.01418 0.01141 0.00556 68 640: 46%|####5 | 77/168 [00:14<00:17, 5.25it/s] 39/499 4.32G 0.01417 0.01141 0.005598 69 640: 46%|####5 | 77/168 [00:14<00:17, 5.25it/s] 39/499 4.32G 0.01417 0.01141 0.005598 69 640: 46%|####6 | 78/168 [00:14<00:16, 5.32it/s] 39/499 4.32G 0.01417 0.0114 0.005589 62 640: 46%|####6 | 78/168 [00:14<00:16, 5.32it/s] 39/499 4.32G 0.01417 0.0114 0.005589 62 640: 47%|####7 | 79/168 [00:14<00:17, 5.16it/s] 39/499 4.32G 0.01416 0.01138 0.005595 69 640: 47%|####7 | 79/168 [00:15<00:17, 5.16it/s] 39/499 4.32G 0.01416 0.01138 0.005595 69 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s] 39/499 4.32G 0.01417 0.01142 0.0056 62 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s] 39/499 4.32G 0.01417 0.01142 0.0056 62 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s] 39/499 4.32G 0.01419 0.01142 0.005576 71 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s] 39/499 4.32G 0.01419 0.01142 0.005576 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s] 39/499 4.32G 0.0142 0.01141 0.005598 61 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s] 39/499 4.32G 0.0142 0.01141 0.005598 61 640: 49%|####9 | 83/168 [00:15<00:16, 5.31it/s] 39/499 4.32G 0.01419 0.01144 0.00562 84 640: 49%|####9 | 83/168 [00:15<00:16, 5.31it/s] 39/499 4.32G 0.01419 0.01144 0.00562 84 640: 50%|##### | 84/168 [00:15<00:15, 5.37it/s] 39/499 4.32G 0.01417 0.01141 0.005631 65 640: 50%|##### | 84/168 [00:16<00:15, 5.37it/s] 39/499 4.32G 0.01417 0.01141 0.005631 65 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s] 39/499 4.32G 0.01418 0.01146 0.005632 84 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s] 39/499 4.32G 0.01418 0.01146 0.005632 84 640: 51%|#####1 | 86/168 [00:16<00:15, 5.26it/s] 39/499 4.32G 0.0142 0.01146 0.005629 61 640: 51%|#####1 | 86/168 [00:16<00:15, 5.26it/s] 39/499 4.32G 0.0142 0.01146 0.005629 61 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s] 39/499 4.32G 0.01419 0.01146 0.005604 61 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s] 39/499 4.32G 0.01419 0.01146 0.005604 61 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s] 39/499 4.32G 0.01422 0.01145 0.005609 68 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s] 39/499 4.32G 0.01422 0.01145 0.005609 68 640: 53%|#####2 | 89/168 [00:16<00:14, 5.30it/s] 39/499 4.32G 0.01422 0.01147 0.005606 77 640: 53%|#####2 | 89/168 [00:17<00:14, 5.30it/s] 39/499 4.32G 0.01422 0.01147 0.005606 77 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s] 39/499 4.32G 0.0142 0.01146 0.005618 76 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s] 39/499 4.32G 0.0142 0.01146 0.005618 76 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s] 39/499 4.32G 0.01421 0.01147 0.005621 72 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s] 39/499 4.32G 0.01421 0.01147 0.005621 72 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s] 39/499 4.32G 0.01422 0.01149 0.005653 79 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s] 39/499 4.32G 0.01422 0.01149 0.005653 79 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s] 39/499 4.32G 0.01421 0.01147 0.005628 71 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s] 39/499 4.32G 0.01421 0.01147 0.005628 71 640: 56%|#####5 | 94/168 [00:17<00:14, 5.20it/s] 39/499 4.32G 0.0142 0.01145 0.005626 51 640: 56%|#####5 | 94/168 [00:18<00:14, 5.20it/s] 39/499 4.32G 0.0142 0.01145 0.005626 51 640: 57%|#####6 | 95/168 [00:18<00:13, 5.28it/s] 39/499 4.32G 0.0142 0.01142 0.005618 60 640: 57%|#####6 | 95/168 [00:18<00:13, 5.28it/s] 39/499 4.32G 0.0142 0.01142 0.005618 60 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s] 39/499 4.32G 0.0142 0.01142 0.005638 74 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s] 39/499 4.32G 0.0142 0.01142 0.005638 74 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s] 39/499 4.32G 0.0142 0.01141 0.00564 80 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s] 39/499 4.32G 0.0142 0.01141 0.00564 80 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s] 39/499 4.32G 0.01423 0.01142 0.005658 68 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s] 39/499 4.32G 0.01423 0.01142 0.005658 68 640: 59%|#####8 | 99/168 [00:18<00:12, 5.36it/s] 39/499 4.32G 0.01421 0.01141 0.00564 67 640: 59%|#####8 | 99/168 [00:18<00:12, 5.36it/s] 39/499 4.32G 0.01421 0.01141 0.00564 67 640: 60%|#####9 | 100/168 [00:18<00:12, 5.23it/s] 39/499 4.32G 0.01419 0.01138 0.005616 60 640: 60%|#####9 | 100/168 [00:19<00:12, 5.23it/s] 39/499 4.32G 0.01419 0.01138 0.005616 60 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s] 39/499 4.32G 0.01418 0.01138 0.005633 71 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s] 39/499 4.32G 0.01418 0.01138 0.005633 71 640: 61%|###### | 102/168 [00:19<00:12, 5.37it/s] 39/499 4.32G 0.01414 0.01135 0.005641 61 640: 61%|###### | 102/168 [00:19<00:12, 5.37it/s] 39/499 4.32G 0.01414 0.01135 0.005641 61 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s] 39/499 4.32G 0.01414 0.01134 0.005643 60 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s] 39/499 4.32G 0.01414 0.01134 0.005643 60 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s] 39/499 4.32G 0.01414 0.01135 0.005653 56 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s] 39/499 4.32G 0.01414 0.01135 0.005653 56 640: 62%|######2 | 105/168 [00:19<00:11, 5.38it/s] 39/499 4.32G 0.01413 0.01131 0.005639 54 640: 62%|######2 | 105/168 [00:20<00:11, 5.38it/s] 39/499 4.32G 0.01413 0.01131 0.005639 54 640: 63%|######3 | 106/168 [00:20<00:11, 5.23it/s] 39/499 4.32G 0.01415 0.0113 0.00567 66 640: 63%|######3 | 106/168 [00:20<00:11, 5.23it/s] 39/499 4.32G 0.01415 0.0113 0.00567 66 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s] 39/499 4.32G 0.01415 0.01132 0.005702 73 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s] 39/499 4.32G 0.01415 0.01132 0.005702 73 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s] 39/499 4.32G 0.01416 0.01131 0.005721 58 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s] 39/499 4.32G 0.01416 0.01131 0.005721 58 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s] 39/499 4.32G 0.01416 0.01132 0.005707 76 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s] 39/499 4.32G 0.01416 0.01132 0.005707 76 640: 65%|######5 | 110/168 [00:20<00:10, 5.32it/s] 39/499 4.32G 0.01415 0.01132 0.005707 77 640: 65%|######5 | 110/168 [00:21<00:10, 5.32it/s] 39/499 4.32G 0.01415 0.01132 0.005707 77 640: 66%|######6 | 111/168 [00:21<00:10, 5.37it/s] 39/499 4.32G 0.01416 0.0113 0.005721 49 640: 66%|######6 | 111/168 [00:21<00:10, 5.37it/s] 39/499 4.32G 0.01416 0.0113 0.005721 49 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s] 39/499 4.32G 0.01415 0.01129 0.005713 69 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s] 39/499 4.32G 0.01415 0.01129 0.005713 69 640: 67%|######7 | 113/168 [00:21<00:10, 5.33it/s] 39/499 4.32G 0.01415 0.01128 0.005714 62 640: 67%|######7 | 113/168 [00:21<00:10, 5.33it/s] 39/499 4.32G 0.01415 0.01128 0.005714 62 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s] 39/499 4.32G 0.01415 0.01127 0.005707 73 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s] 39/499 4.32G 0.01415 0.01127 0.005707 73 640: 68%|######8 | 115/168 [00:21<00:10, 5.25it/s] 39/499 4.32G 0.01417 0.01129 0.005732 64 640: 68%|######8 | 115/168 [00:21<00:10, 5.25it/s] 39/499 4.32G 0.01417 0.01129 0.005732 64 640: 69%|######9 | 116/168 [00:21<00:09, 5.34it/s] 39/499 4.32G 0.01416 0.01126 0.005729 56 640: 69%|######9 | 116/168 [00:22<00:09, 5.34it/s] 39/499 4.32G 0.01416 0.01126 0.005729 56 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s] 39/499 4.32G 0.01419 0.01126 0.005717 62 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s] 39/499 4.32G 0.01419 0.01126 0.005717 62 640: 70%|####### | 118/168 [00:22<00:09, 5.27it/s] 39/499 4.32G 0.01418 0.01126 0.005715 64 640: 70%|####### | 118/168 [00:22<00:09, 5.27it/s] 39/499 4.32G 0.01418 0.01126 0.005715 64 640: 71%|####### | 119/168 [00:22<00:09, 5.35it/s] 39/499 4.32G 0.01417 0.01126 0.005703 71 640: 71%|####### | 119/168 [00:22<00:09, 5.35it/s] 39/499 4.32G 0.01417 0.01126 0.005703 71 640: 71%|#######1 | 120/168 [00:22<00:08, 5.43it/s] 39/499 4.32G 0.01416 0.01128 0.005675 67 640: 71%|#######1 | 120/168 [00:22<00:08, 5.43it/s] 39/499 4.32G 0.01416 0.01128 0.005675 67 640: 72%|#######2 | 121/168 [00:22<00:08, 5.26it/s] 39/499 4.32G 0.01418 0.01129 0.005679 67 640: 72%|#######2 | 121/168 [00:23<00:08, 5.26it/s] 39/499 4.32G 0.01418 0.01129 0.005679 67 640: 73%|#######2 | 122/168 [00:23<00:08, 5.36it/s] 39/499 4.32G 0.01417 0.0113 0.005679 75 640: 73%|#######2 | 122/168 [00:23<00:08, 5.36it/s] 39/499 4.32G 0.01417 0.0113 0.005679 75 640: 73%|#######3 | 123/168 [00:23<00:08, 5.41it/s] 39/499 4.32G 0.01418 0.01132 0.005677 75 640: 73%|#######3 | 123/168 [00:23<00:08, 5.41it/s] 39/499 4.32G 0.01418 0.01132 0.005677 75 640: 74%|#######3 | 124/168 [00:23<00:08, 5.25it/s] 39/499 4.32G 0.01417 0.01131 0.005681 60 640: 74%|#######3 | 124/168 [00:23<00:08, 5.25it/s] 39/499 4.32G 0.01417 0.01131 0.005681 60 640: 74%|#######4 | 125/168 [00:23<00:08, 5.35it/s] 39/499 4.32G 0.01418 0.01131 0.005678 65 640: 74%|#######4 | 125/168 [00:23<00:08, 5.35it/s] 39/499 4.32G 0.01418 0.01131 0.005678 65 640: 75%|#######5 | 126/168 [00:23<00:07, 5.40it/s] 39/499 4.32G 0.01417 0.0113 0.005659 60 640: 75%|#######5 | 126/168 [00:24<00:07, 5.40it/s] 39/499 4.32G 0.01417 0.0113 0.005659 60 640: 76%|#######5 | 127/168 [00:24<00:07, 5.25it/s] 39/499 4.32G 0.01417 0.01129 0.005643 61 640: 76%|#######5 | 127/168 [00:24<00:07, 5.25it/s] 39/499 4.32G 0.01417 0.01129 0.005643 61 640: 76%|#######6 | 128/168 [00:24<00:07, 5.35it/s] 39/499 4.32G 0.01418 0.01131 0.005698 82 640: 76%|#######6 | 128/168 [00:24<00:07, 5.35it/s] 39/499 4.32G 0.01418 0.01131 0.005698 82 640: 77%|#######6 | 129/168 [00:24<00:07, 5.40it/s] 39/499 4.32G 0.01417 0.0113 0.005694 69 640: 77%|#######6 | 129/168 [00:24<00:07, 5.40it/s] 39/499 4.32G 0.01417 0.0113 0.005694 69 640: 77%|#######7 | 130/168 [00:24<00:07, 5.23it/s] 39/499 4.32G 0.01417 0.01132 0.005708 64 640: 77%|#######7 | 130/168 [00:24<00:07, 5.23it/s] 39/499 4.32G 0.01417 0.01132 0.005708 64 640: 78%|#######7 | 131/168 [00:24<00:06, 5.33it/s] 39/499 4.32G 0.01417 0.01133 0.005725 78 640: 78%|#######7 | 131/168 [00:24<00:06, 5.33it/s] 39/499 4.32G 0.01417 0.01133 0.005725 78 640: 79%|#######8 | 132/168 [00:24<00:06, 5.38it/s] 39/499 4.32G 0.01417 0.01133 0.005715 68 640: 79%|#######8 | 132/168 [00:25<00:06, 5.38it/s] 39/499 4.32G 0.01417 0.01133 0.005715 68 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s] 39/499 4.32G 0.01417 0.01136 0.005684 82 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s] 39/499 4.32G 0.01417 0.01136 0.005684 82 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s] 39/499 4.32G 0.01416 0.01136 0.005674 75 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s] 39/499 4.32G 0.01416 0.01136 0.005674 75 640: 80%|######## | 135/168 [00:25<00:06, 5.38it/s] 39/499 4.32G 0.01416 0.01136 0.005693 64 640: 80%|######## | 135/168 [00:25<00:06, 5.38it/s] 39/499 4.32G 0.01416 0.01136 0.005693 64 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s] 39/499 4.32G 0.01417 0.01137 0.005671 69 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s] 39/499 4.32G 0.01417 0.01137 0.005671 69 640: 82%|########1 | 137/168 [00:25<00:05, 5.30it/s] 39/499 4.32G 0.01417 0.01136 0.005664 67 640: 82%|########1 | 137/168 [00:26<00:05, 5.30it/s] 39/499 4.32G 0.01417 0.01136 0.005664 67 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s] 39/499 4.32G 0.01417 0.01136 0.005649 65 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s] 39/499 4.32G 0.01417 0.01136 0.005649 65 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s] 39/499 4.32G 0.01418 0.01138 0.005646 74 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s] 39/499 4.32G 0.01418 0.01138 0.005646 74 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s] 39/499 4.32G 0.01417 0.01135 0.005678 53 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s] 39/499 4.32G 0.01417 0.01135 0.005678 53 640: 84%|########3 | 141/168 [00:26<00:05, 5.36it/s] 39/499 4.32G 0.01416 0.01137 0.005672 74 640: 84%|########3 | 141/168 [00:26<00:05, 5.36it/s] 39/499 4.32G 0.01416 0.01137 0.005672 74 640: 85%|########4 | 142/168 [00:26<00:05, 5.18it/s] 39/499 4.32G 0.01416 0.01136 0.005666 71 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s] 39/499 4.32G 0.01416 0.01136 0.005666 71 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s] 39/499 4.32G 0.01413 0.01133 0.005662 45 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s] 39/499 4.32G 0.01413 0.01133 0.005662 45 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s] 39/499 4.32G 0.01414 0.01133 0.005657 61 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s] 39/499 4.32G 0.01414 0.01133 0.005657 61 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s] 39/499 4.32G 0.01414 0.01135 0.005666 85 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s] 39/499 4.32G 0.01414 0.01135 0.005666 85 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s] 39/499 4.32G 0.01414 0.01136 0.005674 73 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s] 39/499 4.32G 0.01414 0.01136 0.005674 73 640: 88%|########7 | 147/168 [00:27<00:03, 5.31it/s] 39/499 4.32G 0.01414 0.01138 0.005662 84 640: 88%|########7 | 147/168 [00:28<00:03, 5.31it/s] 39/499 4.32G 0.01414 0.01138 0.005662 84 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s] 39/499 4.32G 0.01414 0.01138 0.005668 63 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s] 39/499 4.32G 0.01414 0.01138 0.005668 63 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s] 39/499 4.32G 0.01412 0.01139 0.005664 80 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s] 39/499 4.32G 0.01412 0.01139 0.005664 80 640: 89%|########9 | 150/168 [00:28<00:03, 5.38it/s] 39/499 4.32G 0.01412 0.0114 0.005668 65 640: 89%|########9 | 150/168 [00:28<00:03, 5.38it/s] 39/499 4.32G 0.01412 0.0114 0.005668 65 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s] 39/499 4.32G 0.01412 0.01139 0.005691 60 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s] 39/499 4.32G 0.01412 0.01139 0.005691 60 640: 90%|######### | 152/168 [00:28<00:03, 5.28it/s] 39/499 4.32G 0.01413 0.01138 0.005679 66 640: 90%|######### | 152/168 [00:28<00:03, 5.28it/s] 39/499 4.32G 0.01413 0.01138 0.005679 66 640: 91%|#########1| 153/168 [00:28<00:02, 5.38it/s] 39/499 4.32G 0.01413 0.01141 0.005663 86 640: 91%|#########1| 153/168 [00:29<00:02, 5.38it/s] 39/499 4.32G 0.01413 0.01141 0.005663 86 640: 92%|#########1| 154/168 [00:29<00:02, 5.13it/s] 39/499 4.32G 0.01412 0.01141 0.005648 68 640: 92%|#########1| 154/168 [00:29<00:02, 5.13it/s] 39/499 4.32G 0.01412 0.01141 0.005648 68 640: 92%|#########2| 155/168 [00:29<00:02, 5.24it/s] 39/499 4.32G 0.01411 0.01141 0.005644 67 640: 92%|#########2| 155/168 [00:29<00:02, 5.24it/s] 39/499 4.32G 0.01411 0.01141 0.005644 67 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s] 39/499 4.32G 0.0141 0.0114 0.005644 61 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s] 39/499 4.32G 0.0141 0.0114 0.005644 61 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s] 39/499 4.32G 0.01411 0.01141 0.005638 77 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s] 39/499 4.32G 0.01411 0.01141 0.005638 77 640: 94%|#########4| 158/168 [00:29<00:01, 5.32it/s] 39/499 4.32G 0.01411 0.01142 0.005639 74 640: 94%|#########4| 158/168 [00:30<00:01, 5.32it/s] 39/499 4.32G 0.01411 0.01142 0.005639 74 640: 95%|#########4| 159/168 [00:30<00:01, 5.38it/s] 39/499 4.32G 0.01412 0.01143 0.005653 69 640: 95%|#########4| 159/168 [00:30<00:01, 5.38it/s] 39/499 4.32G 0.01412 0.01143 0.005653 69 640: 95%|#########5| 160/168 [00:30<00:01, 5.25it/s] 39/499 4.32G 0.01411 0.01142 0.005646 66 640: 95%|#########5| 160/168 [00:30<00:01, 5.25it/s] 39/499 4.32G 0.01411 0.01142 0.005646 66 640: 96%|#########5| 161/168 [00:30<00:01, 5.33it/s] 39/499 4.32G 0.01409 0.01141 0.005638 69 640: 96%|#########5| 161/168 [00:30<00:01, 5.33it/s] 39/499 4.32G 0.01409 0.01141 0.005638 69 640: 96%|#########6| 162/168 [00:30<00:01, 5.37it/s] 39/499 4.32G 0.01409 0.01141 0.00564 61 640: 96%|#########6| 162/168 [00:30<00:01, 5.37it/s] 39/499 4.32G 0.01409 0.01141 0.00564 61 640: 97%|#########7| 163/168 [00:30<00:00, 5.24it/s] 39/499 4.32G 0.01408 0.01141 0.005615 60 640: 97%|#########7| 163/168 [00:31<00:00, 5.24it/s] 39/499 4.32G 0.01408 0.01141 0.005615 60 640: 98%|#########7| 164/168 [00:31<00:00, 5.34it/s] 39/499 4.32G 0.01407 0.0114 0.00561 63 640: 98%|#########7| 164/168 [00:31<00:00, 5.34it/s] 39/499 4.32G 0.01407 0.0114 0.00561 63 640: 98%|#########8| 165/168 [00:31<00:00, 5.41it/s] 39/499 4.32G 0.01406 0.01138 0.005611 66 640: 98%|#########8| 165/168 [00:31<00:00, 5.41it/s] 39/499 4.32G 0.01406 0.01138 0.005611 66 640: 99%|#########8| 166/168 [00:31<00:00, 5.27it/s] 39/499 4.32G 0.01405 0.01139 0.005619 77 640: 99%|#########8| 166/168 [00:31<00:00, 5.27it/s] 39/499 4.32G 0.01405 0.01139 0.005619 77 640: 99%|#########9| 167/168 [00:31<00:00, 5.37it/s] 39/499 4.32G 0.01406 0.01139 0.005599 30 640: 99%|#########9| 167/168 [00:31<00:00, 5.37it/s] 39/499 4.32G 0.01406 0.01139 0.005599 30 640: 100%|##########| 168/168 [00:31<00:00, 5.52it/s] 39/499 4.32G 0.01406 0.01139 0.005599 30 640: 100%|##########| 168/168 [00:31<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.98it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s] all 132 263 0.864 0.841 0.863 0.726 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 40/499 4.32G 0.01343 0.007485 0.008045 51 640: 0%| | 0/168 [00:00<?, ?it/s] 40/499 4.32G 0.01343 0.007485 0.008045 51 640: 1%| | 1/168 [00:00<00:35, 4.72it/s] 40/499 4.32G 0.01343 0.007864 0.00662 61 640: 1%| | 1/168 [00:00<00:35, 4.72it/s] 40/499 4.32G 0.01343 0.007864 0.00662 61 640: 1%|1 | 2/168 [00:00<00:32, 5.15it/s] 40/499 4.32G 0.01321 0.008834 0.007226 59 640: 1%|1 | 2/168 [00:00<00:32, 5.15it/s] 40/499 4.32G 0.01321 0.008834 0.007226 59 640: 2%|1 | 3/168 [00:00<00:31, 5.26it/s] 40/499 4.32G 0.013 0.009404 0.006658 72 640: 2%|1 | 3/168 [00:00<00:31, 5.26it/s] 40/499 4.32G 0.013 0.009404 0.006658 72 640: 2%|2 | 4/168 [00:00<00:32, 5.11it/s] 40/499 4.32G 0.01339 0.01008 0.006243 70 640: 2%|2 | 4/168 [00:00<00:32, 5.11it/s] 40/499 4.32G 0.01339 0.01008 0.006243 70 640: 3%|2 | 5/168 [00:00<00:31, 5.24it/s] 40/499 4.32G 0.01376 0.009929 0.006267 56 640: 3%|2 | 5/168 [00:01<00:31, 5.24it/s] 40/499 4.32G 0.01376 0.009929 0.006267 56 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s] 40/499 4.32G 0.01365 0.0104 0.005918 84 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s] 40/499 4.32G 0.01365 0.0104 0.005918 84 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s] 40/499 4.32G 0.01349 0.01042 0.0061 56 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s] 40/499 4.32G 0.01349 0.01042 0.0061 56 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s] 40/499 4.32G 0.01348 0.01046 0.00631 59 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s] 40/499 4.32G 0.01348 0.01046 0.00631 59 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s] 40/499 4.32G 0.01366 0.01073 0.006262 69 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s] 40/499 4.32G 0.01366 0.01073 0.006262 69 640: 6%|5 | 10/168 [00:01<00:30, 5.20it/s] 40/499 4.32G 0.01361 0.01052 0.006256 55 640: 6%|5 | 10/168 [00:02<00:30, 5.20it/s] 40/499 4.32G 0.01361 0.01052 0.006256 55 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s] 40/499 4.32G 0.01364 0.01036 0.006534 64 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s] 40/499 4.32G 0.01364 0.01036 0.006534 64 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s] 40/499 4.32G 0.01376 0.01034 0.006258 60 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s] 40/499 4.32G 0.01376 0.01034 0.006258 60 640: 8%|7 | 13/168 [00:02<00:29, 5.17it/s] 40/499 4.32G 0.01377 0.01036 0.006013 62 640: 8%|7 | 13/168 [00:02<00:29, 5.17it/s] 40/499 4.32G 0.01377 0.01036 0.006013 62 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s] 40/499 4.32G 0.01406 0.01045 0.006174 65 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s] 40/499 4.32G 0.01406 0.01045 0.006174 65 640: 9%|8 | 15/168 [00:02<00:28, 5.34it/s] 40/499 4.32G 0.01409 0.01064 0.006135 81 640: 9%|8 | 15/168 [00:03<00:28, 5.34it/s] 40/499 4.32G 0.01409 0.01064 0.006135 81 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s] 40/499 4.32G 0.01403 0.0106 0.005948 77 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s] 40/499 4.32G 0.01403 0.0106 0.005948 77 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s] 40/499 4.32G 0.01398 0.0106 0.005805 67 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s] 40/499 4.32G 0.01398 0.0106 0.005805 67 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s] 40/499 4.32G 0.01402 0.01061 0.005975 68 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s] 40/499 4.32G 0.01402 0.01061 0.005975 68 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s] 40/499 4.32G 0.01404 0.01084 0.005884 87 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s] 40/499 4.32G 0.01404 0.01084 0.005884 87 640: 12%|#1 | 20/168 [00:03<00:27, 5.33it/s] 40/499 4.32G 0.01406 0.01084 0.005912 72 640: 12%|#1 | 20/168 [00:03<00:27, 5.33it/s] 40/499 4.32G 0.01406 0.01084 0.005912 72 640: 12%|#2 | 21/168 [00:03<00:27, 5.39it/s] 40/499 4.32G 0.01406 0.01073 0.005887 58 640: 12%|#2 | 21/168 [00:04<00:27, 5.39it/s] 40/499 4.32G 0.01406 0.01073 0.005887 58 640: 13%|#3 | 22/168 [00:04<00:27, 5.25it/s] 40/499 4.32G 0.01401 0.01066 0.005813 53 640: 13%|#3 | 22/168 [00:04<00:27, 5.25it/s] 40/499 4.32G 0.01401 0.01066 0.005813 53 640: 14%|#3 | 23/168 [00:04<00:27, 5.33it/s] 40/499 4.32G 0.01404 0.01072 0.005793 71 640: 14%|#3 | 23/168 [00:04<00:27, 5.33it/s] 40/499 4.32G 0.01404 0.01072 0.005793 71 640: 14%|#4 | 24/168 [00:04<00:26, 5.38it/s] 40/499 4.32G 0.01404 0.01072 0.005799 65 640: 14%|#4 | 24/168 [00:04<00:26, 5.38it/s] 40/499 4.32G 0.01404 0.01072 0.005799 65 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s] 40/499 4.32G 0.01398 0.01069 0.005882 67 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s] 40/499 4.32G 0.01398 0.01069 0.005882 67 640: 15%|#5 | 26/168 [00:04<00:26, 5.32it/s] 40/499 4.32G 0.01399 0.01084 0.005853 88 640: 15%|#5 | 26/168 [00:05<00:26, 5.32it/s] 40/499 4.32G 0.01399 0.01084 0.005853 88 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s] 40/499 4.32G 0.01405 0.01075 0.005918 49 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s] 40/499 4.32G 0.01405 0.01075 0.005918 49 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s] 40/499 4.32G 0.01412 0.01074 0.005876 63 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s] 40/499 4.32G 0.01412 0.01074 0.005876 63 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s] 40/499 4.32G 0.01411 0.01086 0.00585 79 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s] 40/499 4.32G 0.01411 0.01086 0.00585 79 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s] 40/499 4.32G 0.01414 0.01091 0.005829 69 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s] 40/499 4.32G 0.01414 0.01091 0.005829 69 640: 18%|#8 | 31/168 [00:05<00:26, 5.23it/s] 40/499 4.32G 0.01424 0.01088 0.005849 50 640: 18%|#8 | 31/168 [00:06<00:26, 5.23it/s] 40/499 4.32G 0.01424 0.01088 0.005849 50 640: 19%|#9 | 32/168 [00:06<00:25, 5.33it/s] 40/499 4.32G 0.01427 0.01093 0.005871 65 640: 19%|#9 | 32/168 [00:06<00:25, 5.33it/s] 40/499 4.32G 0.01427 0.01093 0.005871 65 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s] 40/499 4.32G 0.01423 0.01097 0.005842 76 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s] 40/499 4.32G 0.01423 0.01097 0.005842 76 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s] 40/499 4.32G 0.01425 0.01097 0.005892 62 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s] 40/499 4.32G 0.01425 0.01097 0.005892 62 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s] 40/499 4.32G 0.0143 0.01097 0.005963 66 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s] 40/499 4.32G 0.0143 0.01097 0.005963 66 640: 21%|##1 | 36/168 [00:06<00:24, 5.39it/s] 40/499 4.32G 0.01428 0.01099 0.005945 73 640: 21%|##1 | 36/168 [00:07<00:24, 5.39it/s] 40/499 4.32G 0.01428 0.01099 0.005945 73 640: 22%|##2 | 37/168 [00:07<00:24, 5.26it/s] 40/499 4.32G 0.01423 0.01094 0.005965 60 640: 22%|##2 | 37/168 [00:07<00:24, 5.26it/s] 40/499 4.32G 0.01423 0.01094 0.005965 60 640: 23%|##2 | 38/168 [00:07<00:24, 5.34it/s] 40/499 4.32G 0.01422 0.01096 0.005955 75 640: 23%|##2 | 38/168 [00:07<00:24, 5.34it/s] 40/499 4.32G 0.01422 0.01096 0.005955 75 640: 23%|##3 | 39/168 [00:07<00:23, 5.40it/s] 40/499 4.32G 0.01421 0.01092 0.005957 62 640: 23%|##3 | 39/168 [00:07<00:23, 5.40it/s] 40/499 4.32G 0.01421 0.01092 0.005957 62 640: 24%|##3 | 40/168 [00:07<00:25, 5.09it/s] 40/499 4.32G 0.01424 0.01097 0.005904 67 640: 24%|##3 | 40/168 [00:07<00:25, 5.09it/s] 40/499 4.32G 0.01424 0.01097 0.005904 67 640: 24%|##4 | 41/168 [00:07<00:24, 5.21it/s] 40/499 4.32G 0.01425 0.011 0.00594 63 640: 24%|##4 | 41/168 [00:07<00:24, 5.21it/s] 40/499 4.32G 0.01425 0.011 0.00594 63 640: 25%|##5 | 42/168 [00:07<00:23, 5.31it/s] 40/499 4.32G 0.01424 0.01098 0.005986 72 640: 25%|##5 | 42/168 [00:08<00:23, 5.31it/s] 40/499 4.32G 0.01424 0.01098 0.005986 72 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s] 40/499 4.32G 0.01416 0.01089 0.00603 60 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s] 40/499 4.32G 0.01416 0.01089 0.00603 60 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s] 40/499 4.32G 0.01413 0.01095 0.006002 76 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s] 40/499 4.32G 0.01413 0.01095 0.006002 76 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s] 40/499 4.32G 0.01413 0.01095 0.006029 63 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s] 40/499 4.32G 0.01413 0.01095 0.006029 63 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s] 40/499 4.32G 0.01412 0.01103 0.005992 82 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s] 40/499 4.32G 0.01412 0.01103 0.005992 82 640: 28%|##7 | 47/168 [00:08<00:22, 5.32it/s] 40/499 4.32G 0.01411 0.01104 0.005996 64 640: 28%|##7 | 47/168 [00:09<00:22, 5.32it/s] 40/499 4.32G 0.01411 0.01104 0.005996 64 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s] 40/499 4.32G 0.01412 0.01106 0.006053 70 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s] 40/499 4.32G 0.01412 0.01106 0.006053 70 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s] 40/499 4.32G 0.01409 0.01107 0.006031 70 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s] 40/499 4.32G 0.01409 0.01107 0.006031 70 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s] 40/499 4.32G 0.0141 0.01111 0.005971 69 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s] 40/499 4.32G 0.0141 0.01111 0.005971 69 640: 30%|### | 51/168 [00:09<00:22, 5.31it/s] 40/499 4.32G 0.01412 0.01108 0.005937 54 640: 30%|### | 51/168 [00:09<00:22, 5.31it/s] 40/499 4.32G 0.01412 0.01108 0.005937 54 640: 31%|### | 52/168 [00:09<00:22, 5.18it/s] 40/499 4.32G 0.0141 0.01107 0.005868 70 640: 31%|### | 52/168 [00:10<00:22, 5.18it/s] 40/499 4.32G 0.0141 0.01107 0.005868 70 640: 32%|###1 | 53/168 [00:10<00:21, 5.27it/s] 40/499 4.32G 0.01407 0.01104 0.005877 54 640: 32%|###1 | 53/168 [00:10<00:21, 5.27it/s] 40/499 4.32G 0.01407 0.01104 0.005877 54 640: 32%|###2 | 54/168 [00:10<00:21, 5.25it/s] 40/499 4.32G 0.01407 0.01098 0.005868 50 640: 32%|###2 | 54/168 [00:10<00:21, 5.25it/s] 40/499 4.32G 0.01407 0.01098 0.005868 50 640: 33%|###2 | 55/168 [00:10<00:21, 5.14it/s] 40/499 4.32G 0.0141 0.011 0.005845 77 640: 33%|###2 | 55/168 [00:10<00:21, 5.14it/s] 40/499 4.32G 0.0141 0.011 0.005845 77 640: 33%|###3 | 56/168 [00:10<00:21, 5.24it/s] 40/499 4.32G 0.01413 0.01102 0.005794 65 640: 33%|###3 | 56/168 [00:10<00:21, 5.24it/s] 40/499 4.32G 0.01413 0.01102 0.005794 65 640: 34%|###3 | 57/168 [00:10<00:20, 5.33it/s] 40/499 4.32G 0.01414 0.01103 0.005756 70 640: 34%|###3 | 57/168 [00:11<00:20, 5.33it/s] 40/499 4.32G 0.01414 0.01103 0.005756 70 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s] 40/499 4.32G 0.01413 0.01102 0.005712 60 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s] 40/499 4.32G 0.01413 0.01102 0.005712 60 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s] 40/499 4.32G 0.0142 0.01108 0.005682 67 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s] 40/499 4.32G 0.0142 0.01108 0.005682 67 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s] 40/499 4.32G 0.0142 0.01111 0.005624 62 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s] 40/499 4.32G 0.0142 0.01111 0.005624 62 640: 36%|###6 | 61/168 [00:11<00:20, 5.23it/s] 40/499 4.32G 0.01419 0.01114 0.005589 70 640: 36%|###6 | 61/168 [00:11<00:20, 5.23it/s] 40/499 4.32G 0.01419 0.01114 0.005589 70 640: 37%|###6 | 62/168 [00:11<00:19, 5.31it/s] 40/499 4.32G 0.01419 0.01116 0.005592 75 640: 37%|###6 | 62/168 [00:11<00:19, 5.31it/s] 40/499 4.32G 0.01419 0.01116 0.005592 75 640: 38%|###7 | 63/168 [00:11<00:19, 5.38it/s] 40/499 4.32G 0.0142 0.0112 0.005579 82 640: 38%|###7 | 63/168 [00:12<00:19, 5.38it/s] 40/499 4.32G 0.0142 0.0112 0.005579 82 640: 38%|###8 | 64/168 [00:12<00:19, 5.23it/s] 40/499 4.32G 0.01419 0.01122 0.005564 67 640: 38%|###8 | 64/168 [00:12<00:19, 5.23it/s] 40/499 4.32G 0.01419 0.01122 0.005564 67 640: 39%|###8 | 65/168 [00:12<00:19, 5.31it/s] 40/499 4.32G 0.01416 0.01121 0.005535 66 640: 39%|###8 | 65/168 [00:12<00:19, 5.31it/s] 40/499 4.32G 0.01416 0.01121 0.005535 66 640: 39%|###9 | 66/168 [00:12<00:18, 5.38it/s] 40/499 4.32G 0.01416 0.01121 0.005545 58 640: 39%|###9 | 66/168 [00:12<00:18, 5.38it/s] 40/499 4.32G 0.01416 0.01121 0.005545 58 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s] 40/499 4.32G 0.01417 0.01124 0.005606 68 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s] 40/499 4.32G 0.01417 0.01124 0.005606 68 640: 40%|#### | 68/168 [00:12<00:18, 5.32it/s] 40/499 4.32G 0.01413 0.01123 0.005596 66 640: 40%|#### | 68/168 [00:13<00:18, 5.32it/s] 40/499 4.32G 0.01413 0.01123 0.005596 66 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s] 40/499 4.32G 0.01415 0.01125 0.005577 68 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s] 40/499 4.32G 0.01415 0.01125 0.005577 68 640: 42%|####1 | 70/168 [00:13<00:18, 5.24it/s] 40/499 4.32G 0.01413 0.01122 0.005568 51 640: 42%|####1 | 70/168 [00:13<00:18, 5.24it/s] 40/499 4.32G 0.01413 0.01122 0.005568 51 640: 42%|####2 | 71/168 [00:13<00:18, 5.33it/s] 40/499 4.32G 0.01411 0.01122 0.005542 71 640: 42%|####2 | 71/168 [00:13<00:18, 5.33it/s] 40/499 4.32G 0.01411 0.01122 0.005542 71 640: 43%|####2 | 72/168 [00:13<00:17, 5.40it/s] 40/499 4.32G 0.01411 0.01118 0.005613 47 640: 43%|####2 | 72/168 [00:13<00:17, 5.40it/s] 40/499 4.32G 0.01411 0.01118 0.005613 47 640: 43%|####3 | 73/168 [00:13<00:18, 5.25it/s] 40/499 4.32G 0.01409 0.01121 0.005609 76 640: 43%|####3 | 73/168 [00:14<00:18, 5.25it/s] 40/499 4.32G 0.01409 0.01121 0.005609 76 640: 44%|####4 | 74/168 [00:14<00:17, 5.34it/s] 40/499 4.32G 0.01407 0.01119 0.00558 59 640: 44%|####4 | 74/168 [00:14<00:17, 5.34it/s] 40/499 4.32G 0.01407 0.01119 0.00558 59 640: 45%|####4 | 75/168 [00:14<00:17, 5.42it/s] 40/499 4.32G 0.01407 0.01118 0.005653 66 640: 45%|####4 | 75/168 [00:14<00:17, 5.42it/s] 40/499 4.32G 0.01407 0.01118 0.005653 66 640: 45%|####5 | 76/168 [00:14<00:17, 5.25it/s] 40/499 4.32G 0.01404 0.01115 0.005648 65 640: 45%|####5 | 76/168 [00:14<00:17, 5.25it/s] 40/499 4.32G 0.01404 0.01115 0.005648 65 640: 46%|####5 | 77/168 [00:14<00:17, 5.34it/s] 40/499 4.32G 0.01405 0.01112 0.005638 64 640: 46%|####5 | 77/168 [00:14<00:17, 5.34it/s] 40/499 4.32G 0.01405 0.01112 0.005638 64 640: 46%|####6 | 78/168 [00:14<00:16, 5.42it/s] 40/499 4.32G 0.01407 0.01114 0.00567 73 640: 46%|####6 | 78/168 [00:14<00:16, 5.42it/s] 40/499 4.32G 0.01407 0.01114 0.00567 73 640: 47%|####7 | 79/168 [00:14<00:17, 5.23it/s] 40/499 4.32G 0.01407 0.01114 0.005692 77 640: 47%|####7 | 79/168 [00:15<00:17, 5.23it/s] 40/499 4.32G 0.01407 0.01114 0.005692 77 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s] 40/499 4.32G 0.01406 0.01114 0.005659 67 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s] 40/499 4.32G 0.01406 0.01114 0.005659 67 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s] 40/499 4.32G 0.01406 0.01116 0.005672 72 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s] 40/499 4.32G 0.01406 0.01116 0.005672 72 640: 49%|####8 | 82/168 [00:15<00:16, 5.25it/s] 40/499 4.32G 0.01407 0.01119 0.005667 90 640: 49%|####8 | 82/168 [00:15<00:16, 5.25it/s] 40/499 4.32G 0.01407 0.01119 0.005667 90 640: 49%|####9 | 83/168 [00:15<00:15, 5.35it/s] 40/499 4.32G 0.01408 0.01125 0.005653 91 640: 49%|####9 | 83/168 [00:15<00:15, 5.35it/s] 40/499 4.32G 0.01408 0.01125 0.005653 91 640: 50%|##### | 84/168 [00:15<00:15, 5.41it/s] 40/499 4.32G 0.01407 0.01123 0.005636 66 640: 50%|##### | 84/168 [00:16<00:15, 5.41it/s] 40/499 4.32G 0.01407 0.01123 0.005636 66 640: 51%|##### | 85/168 [00:16<00:15, 5.27it/s] 40/499 4.32G 0.01406 0.0112 0.00564 60 640: 51%|##### | 85/168 [00:16<00:15, 5.27it/s] 40/499 4.32G 0.01406 0.0112 0.00564 60 640: 51%|#####1 | 86/168 [00:16<00:15, 5.31it/s] 40/499 4.32G 0.01408 0.01117 0.005625 55 640: 51%|#####1 | 86/168 [00:16<00:15, 5.31it/s] 40/499 4.32G 0.01408 0.01117 0.005625 55 640: 52%|#####1 | 87/168 [00:16<00:15, 5.38it/s] 40/499 4.32G 0.01408 0.01117 0.005642 66 640: 52%|#####1 | 87/168 [00:16<00:15, 5.38it/s] 40/499 4.32G 0.01408 0.01117 0.005642 66 640: 52%|#####2 | 88/168 [00:16<00:15, 5.25it/s] 40/499 4.32G 0.01406 0.01116 0.005605 68 640: 52%|#####2 | 88/168 [00:16<00:15, 5.25it/s] 40/499 4.32G 0.01406 0.01116 0.005605 68 640: 53%|#####2 | 89/168 [00:16<00:14, 5.35it/s] 40/499 4.32G 0.01404 0.01117 0.005581 79 640: 53%|#####2 | 89/168 [00:17<00:14, 5.35it/s] 40/499 4.32G 0.01404 0.01117 0.005581 79 640: 54%|#####3 | 90/168 [00:17<00:14, 5.41it/s] 40/499 4.32G 0.01404 0.01117 0.005583 68 640: 54%|#####3 | 90/168 [00:17<00:14, 5.41it/s] 40/499 4.32G 0.01404 0.01117 0.005583 68 640: 54%|#####4 | 91/168 [00:17<00:14, 5.26it/s] 40/499 4.32G 0.01404 0.01117 0.005575 70 640: 54%|#####4 | 91/168 [00:17<00:14, 5.26it/s] 40/499 4.32G 0.01404 0.01117 0.005575 70 640: 55%|#####4 | 92/168 [00:17<00:14, 5.35it/s] 40/499 4.32G 0.01404 0.01115 0.005579 68 640: 55%|#####4 | 92/168 [00:17<00:14, 5.35it/s] 40/499 4.32G 0.01404 0.01115 0.005579 68 640: 55%|#####5 | 93/168 [00:17<00:13, 5.39it/s] 40/499 4.32G 0.01405 0.01114 0.005555 55 640: 55%|#####5 | 93/168 [00:17<00:13, 5.39it/s] 40/499 4.32G 0.01405 0.01114 0.005555 55 640: 56%|#####5 | 94/168 [00:17<00:14, 5.25it/s] 40/499 4.32G 0.01406 0.01116 0.005564 75 640: 56%|#####5 | 94/168 [00:17<00:14, 5.25it/s] 40/499 4.32G 0.01406 0.01116 0.005564 75 640: 57%|#####6 | 95/168 [00:17<00:13, 5.33it/s] 40/499 4.32G 0.01406 0.01118 0.005526 73 640: 57%|#####6 | 95/168 [00:18<00:13, 5.33it/s] 40/499 4.32G 0.01406 0.01118 0.005526 73 640: 57%|#####7 | 96/168 [00:18<00:13, 5.41it/s] 40/499 4.32G 0.01406 0.01118 0.005533 67 640: 57%|#####7 | 96/168 [00:18<00:13, 5.41it/s] 40/499 4.32G 0.01406 0.01118 0.005533 67 640: 58%|#####7 | 97/168 [00:18<00:13, 5.23it/s] 40/499 4.32G 0.01405 0.01119 0.005538 61 640: 58%|#####7 | 97/168 [00:18<00:13, 5.23it/s] 40/499 4.32G 0.01405 0.01119 0.005538 61 640: 58%|#####8 | 98/168 [00:18<00:13, 5.33it/s] 40/499 4.32G 0.01403 0.01121 0.005527 88 640: 58%|#####8 | 98/168 [00:18<00:13, 5.33it/s] 40/499 4.32G 0.01403 0.01121 0.005527 88 640: 59%|#####8 | 99/168 [00:18<00:12, 5.38it/s] 40/499 4.32G 0.01402 0.01121 0.005533 76 640: 59%|#####8 | 99/168 [00:18<00:12, 5.38it/s] 40/499 4.32G 0.01402 0.01121 0.005533 76 640: 60%|#####9 | 100/168 [00:18<00:13, 5.23it/s] 40/499 4.32G 0.01401 0.01121 0.005536 70 640: 60%|#####9 | 100/168 [00:19<00:13, 5.23it/s] 40/499 4.32G 0.01401 0.01121 0.005536 70 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s] 40/499 4.32G 0.01402 0.01121 0.005534 78 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s] 40/499 4.32G 0.01402 0.01121 0.005534 78 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s] 40/499 4.32G 0.01401 0.01119 0.005534 46 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s] 40/499 4.32G 0.01401 0.01119 0.005534 46 640: 61%|######1 | 103/168 [00:19<00:12, 5.12it/s] 40/499 4.32G 0.01401 0.0112 0.005515 62 640: 61%|######1 | 103/168 [00:19<00:12, 5.12it/s] 40/499 4.32G 0.01401 0.0112 0.005515 62 640: 62%|######1 | 104/168 [00:19<00:12, 5.23it/s] 40/499 4.32G 0.01402 0.01121 0.005509 80 640: 62%|######1 | 104/168 [00:19<00:12, 5.23it/s] 40/499 4.32G 0.01402 0.01121 0.005509 80 640: 62%|######2 | 105/168 [00:19<00:11, 5.30it/s] 40/499 4.32G 0.01402 0.01125 0.005474 89 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s] 40/499 4.32G 0.01402 0.01125 0.005474 89 640: 63%|######3 | 106/168 [00:20<00:11, 5.17it/s] 40/499 4.32G 0.01403 0.01124 0.005463 68 640: 63%|######3 | 106/168 [00:20<00:11, 5.17it/s] 40/499 4.32G 0.01403 0.01124 0.005463 68 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 40/499 4.32G 0.01402 0.01124 0.005442 72 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 40/499 4.32G 0.01402 0.01124 0.005442 72 640: 64%|######4 | 108/168 [00:20<00:11, 5.27it/s] 40/499 4.32G 0.01401 0.01125 0.005405 80 640: 64%|######4 | 108/168 [00:20<00:11, 5.27it/s] 40/499 4.32G 0.01401 0.01125 0.005405 80 640: 65%|######4 | 109/168 [00:20<00:11, 5.16it/s] 40/499 4.32G 0.01401 0.01125 0.005424 56 640: 65%|######4 | 109/168 [00:20<00:11, 5.16it/s] 40/499 4.32G 0.01401 0.01125 0.005424 56 640: 65%|######5 | 110/168 [00:20<00:11, 5.26it/s] 40/499 4.32G 0.014 0.01127 0.005417 86 640: 65%|######5 | 110/168 [00:20<00:11, 5.26it/s] 40/499 4.32G 0.014 0.01127 0.005417 86 640: 66%|######6 | 111/168 [00:20<00:10, 5.35it/s] 40/499 4.32G 0.01399 0.01125 0.005419 60 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s] 40/499 4.32G 0.01399 0.01125 0.005419 60 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s] 40/499 4.32G 0.01397 0.01124 0.005426 67 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s] 40/499 4.32G 0.01397 0.01124 0.005426 67 640: 67%|######7 | 113/168 [00:21<00:10, 5.26it/s] 40/499 4.32G 0.01396 0.01125 0.005441 71 640: 67%|######7 | 113/168 [00:21<00:10, 5.26it/s] 40/499 4.32G 0.01396 0.01125 0.005441 71 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s] 40/499 4.32G 0.01396 0.01125 0.00541 73 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s] 40/499 4.32G 0.01396 0.01125 0.00541 73 640: 68%|######8 | 115/168 [00:21<00:10, 5.19it/s] 40/499 4.32G 0.01398 0.01124 0.005436 60 640: 68%|######8 | 115/168 [00:21<00:10, 5.19it/s] 40/499 4.32G 0.01398 0.01124 0.005436 60 640: 69%|######9 | 116/168 [00:21<00:09, 5.30it/s] 40/499 4.32G 0.01396 0.01124 0.005437 57 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s] 40/499 4.32G 0.01396 0.01124 0.005437 57 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s] 40/499 4.32G 0.01397 0.01125 0.005429 71 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s] 40/499 4.32G 0.01397 0.01125 0.005429 71 640: 70%|####### | 118/168 [00:22<00:09, 5.24it/s] 40/499 4.32G 0.01395 0.01124 0.005447 77 640: 70%|####### | 118/168 [00:22<00:09, 5.24it/s] 40/499 4.32G 0.01395 0.01124 0.005447 77 640: 71%|####### | 119/168 [00:22<00:09, 5.32it/s] 40/499 4.32G 0.01395 0.01124 0.005422 68 640: 71%|####### | 119/168 [00:22<00:09, 5.32it/s] 40/499 4.32G 0.01395 0.01124 0.005422 68 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s] 40/499 4.32G 0.01394 0.01127 0.005412 92 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s] 40/499 4.32G 0.01394 0.01127 0.005412 92 640: 72%|#######2 | 121/168 [00:22<00:09, 5.21it/s] 40/499 4.32G 0.01393 0.01127 0.005433 78 640: 72%|#######2 | 121/168 [00:23<00:09, 5.21it/s] 40/499 4.32G 0.01393 0.01127 0.005433 78 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s] 40/499 4.32G 0.01394 0.0113 0.005418 92 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s] 40/499 4.32G 0.01394 0.0113 0.005418 92 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s] 40/499 4.32G 0.01392 0.01131 0.005405 79 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s] 40/499 4.32G 0.01392 0.01131 0.005405 79 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s] 40/499 4.32G 0.01392 0.0113 0.005401 53 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s] 40/499 4.32G 0.01392 0.0113 0.005401 53 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s] 40/499 4.32G 0.01394 0.0113 0.005453 65 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s] 40/499 4.32G 0.01394 0.0113 0.005453 65 640: 75%|#######5 | 126/168 [00:23<00:07, 5.34it/s] 40/499 4.32G 0.01394 0.0113 0.005456 73 640: 75%|#######5 | 126/168 [00:24<00:07, 5.34it/s] 40/499 4.32G 0.01394 0.0113 0.005456 73 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s] 40/499 4.32G 0.01394 0.01129 0.005442 69 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s] 40/499 4.32G 0.01394 0.01129 0.005442 69 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s] 40/499 4.32G 0.01393 0.01131 0.005428 70 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s] 40/499 4.32G 0.01393 0.01131 0.005428 70 640: 77%|#######6 | 129/168 [00:24<00:07, 5.36it/s] 40/499 4.32G 0.01393 0.0113 0.005453 56 640: 77%|#######6 | 129/168 [00:24<00:07, 5.36it/s] 40/499 4.32G 0.01393 0.0113 0.005453 56 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s] 40/499 4.32G 0.01393 0.01129 0.005435 65 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s] 40/499 4.32G 0.01393 0.01129 0.005435 65 640: 78%|#######7 | 131/168 [00:24<00:06, 5.30it/s] 40/499 4.32G 0.01393 0.01131 0.005414 82 640: 78%|#######7 | 131/168 [00:24<00:06, 5.30it/s] 40/499 4.32G 0.01393 0.01131 0.005414 82 640: 79%|#######8 | 132/168 [00:24<00:06, 5.36it/s] 40/499 4.32G 0.01393 0.01131 0.005436 64 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s] 40/499 4.32G 0.01393 0.01131 0.005436 64 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s] 40/499 4.32G 0.01395 0.01131 0.005454 58 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s] 40/499 4.32G 0.01395 0.01131 0.005454 58 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s] 40/499 4.32G 0.01395 0.01133 0.005466 83 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s] 40/499 4.32G 0.01395 0.01133 0.005466 83 640: 80%|######## | 135/168 [00:25<00:06, 5.38it/s] 40/499 4.32G 0.01394 0.01132 0.005481 76 640: 80%|######## | 135/168 [00:25<00:06, 5.38it/s] 40/499 4.32G 0.01394 0.01132 0.005481 76 640: 81%|######## | 136/168 [00:25<00:06, 5.24it/s] 40/499 4.32G 0.01393 0.01132 0.005488 72 640: 81%|######## | 136/168 [00:25<00:06, 5.24it/s] 40/499 4.32G 0.01393 0.01132 0.005488 72 640: 82%|########1 | 137/168 [00:25<00:05, 5.34it/s] 40/499 4.32G 0.01393 0.01131 0.005479 60 640: 82%|########1 | 137/168 [00:26<00:05, 5.34it/s] 40/499 4.32G 0.01393 0.01131 0.005479 60 640: 82%|########2 | 138/168 [00:26<00:05, 5.39it/s] 40/499 4.32G 0.01392 0.0113 0.00547 67 640: 82%|########2 | 138/168 [00:26<00:05, 5.39it/s] 40/499 4.32G 0.01392 0.0113 0.00547 67 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s] 40/499 4.32G 0.01392 0.0113 0.005502 67 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s] 40/499 4.32G 0.01392 0.0113 0.005502 67 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s] 40/499 4.32G 0.01392 0.01129 0.005506 60 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s] 40/499 4.32G 0.01392 0.01129 0.005506 60 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s] 40/499 4.32G 0.01392 0.0113 0.005525 78 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s] 40/499 4.32G 0.01392 0.0113 0.005525 78 640: 85%|########4 | 142/168 [00:26<00:04, 5.22it/s] 40/499 4.32G 0.01392 0.0113 0.005553 74 640: 85%|########4 | 142/168 [00:27<00:04, 5.22it/s] 40/499 4.32G 0.01392 0.0113 0.005553 74 640: 85%|########5 | 143/168 [00:27<00:04, 5.31it/s] 40/499 4.32G 0.01393 0.01129 0.005576 55 640: 85%|########5 | 143/168 [00:27<00:04, 5.31it/s] 40/499 4.32G 0.01393 0.01129 0.005576 55 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s] 40/499 4.32G 0.01394 0.0113 0.00556 72 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s] 40/499 4.32G 0.01394 0.0113 0.00556 72 640: 86%|########6 | 145/168 [00:27<00:04, 5.23it/s] 40/499 4.32G 0.01393 0.01128 0.005555 66 640: 86%|########6 | 145/168 [00:27<00:04, 5.23it/s] 40/499 4.32G 0.01393 0.01128 0.005555 66 640: 87%|########6 | 146/168 [00:27<00:04, 5.32it/s] 40/499 4.32G 0.01395 0.0113 0.005576 68 640: 87%|########6 | 146/168 [00:27<00:04, 5.32it/s] 40/499 4.32G 0.01395 0.0113 0.005576 68 640: 88%|########7 | 147/168 [00:27<00:03, 5.38it/s] 40/499 4.32G 0.01394 0.0113 0.005575 67 640: 88%|########7 | 147/168 [00:27<00:03, 5.38it/s] 40/499 4.32G 0.01394 0.0113 0.005575 67 640: 88%|########8 | 148/168 [00:27<00:03, 5.24it/s] 40/499 4.32G 0.01394 0.01128 0.005586 64 640: 88%|########8 | 148/168 [00:28<00:03, 5.24it/s] 40/499 4.32G 0.01394 0.01128 0.005586 64 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s] 40/499 4.32G 0.01395 0.01129 0.005613 76 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s] 40/499 4.32G 0.01395 0.01129 0.005613 76 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s] 40/499 4.32G 0.01395 0.01128 0.00561 62 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s] 40/499 4.32G 0.01395 0.01128 0.00561 62 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s] 40/499 4.32G 0.01394 0.01128 0.005644 69 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s] 40/499 4.32G 0.01394 0.01128 0.005644 69 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s] 40/499 4.32G 0.01394 0.0113 0.00564 86 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s] 40/499 4.32G 0.01394 0.0113 0.00564 86 640: 91%|#########1| 153/168 [00:28<00:02, 5.37it/s] 40/499 4.32G 0.01394 0.0113 0.005644 79 640: 91%|#########1| 153/168 [00:29<00:02, 5.37it/s] 40/499 4.32G 0.01394 0.0113 0.005644 79 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s] 40/499 4.32G 0.01394 0.01131 0.005643 74 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s] 40/499 4.32G 0.01394 0.01131 0.005643 74 640: 92%|#########2| 155/168 [00:29<00:02, 5.29it/s] 40/499 4.32G 0.01393 0.01131 0.005668 63 640: 92%|#########2| 155/168 [00:29<00:02, 5.29it/s] 40/499 4.32G 0.01393 0.01131 0.005668 63 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s] 40/499 4.32G 0.01395 0.01132 0.005673 78 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s] 40/499 4.32G 0.01395 0.01132 0.005673 78 640: 93%|#########3| 157/168 [00:29<00:02, 5.19it/s] 40/499 4.32G 0.01395 0.0113 0.005694 67 640: 93%|#########3| 157/168 [00:29<00:02, 5.19it/s] 40/499 4.32G 0.01395 0.0113 0.005694 67 640: 94%|#########4| 158/168 [00:29<00:01, 5.24it/s] 40/499 4.32G 0.01394 0.01131 0.005701 77 640: 94%|#########4| 158/168 [00:30<00:01, 5.24it/s] 40/499 4.32G 0.01394 0.01131 0.005701 77 640: 95%|#########4| 159/168 [00:30<00:01, 5.29it/s] 40/499 4.32G 0.01394 0.01131 0.005712 68 640: 95%|#########4| 159/168 [00:30<00:01, 5.29it/s] 40/499 4.32G 0.01394 0.01131 0.005712 68 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s] 40/499 4.32G 0.01395 0.01131 0.005706 62 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s] 40/499 4.32G 0.01395 0.01131 0.005706 62 640: 96%|#########5| 161/168 [00:30<00:01, 5.27it/s] 40/499 4.32G 0.01395 0.0113 0.005714 67 640: 96%|#########5| 161/168 [00:30<00:01, 5.27it/s] 40/499 4.32G 0.01395 0.0113 0.005714 67 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s] 40/499 4.32G 0.01397 0.01131 0.005728 78 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s] 40/499 4.32G 0.01397 0.01131 0.005728 78 640: 97%|#########7| 163/168 [00:30<00:00, 5.20it/s] 40/499 4.32G 0.01397 0.01131 0.005737 63 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s] 40/499 4.32G 0.01397 0.01131 0.005737 63 640: 98%|#########7| 164/168 [00:31<00:00, 5.30it/s] 40/499 4.32G 0.01396 0.0113 0.005734 74 640: 98%|#########7| 164/168 [00:31<00:00, 5.30it/s] 40/499 4.32G 0.01396 0.0113 0.005734 74 640: 98%|#########8| 165/168 [00:31<00:00, 5.38it/s] 40/499 4.32G 0.01397 0.01132 0.005738 68 640: 98%|#########8| 165/168 [00:31<00:00, 5.38it/s] 40/499 4.32G 0.01397 0.01132 0.005738 68 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s] 40/499 4.32G 0.01396 0.01131 0.005739 68 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s] 40/499 4.32G 0.01396 0.01131 0.005739 68 640: 99%|#########9| 167/168 [00:31<00:00, 5.24it/s] 40/499 4.32G 0.01396 0.0113 0.005753 25 640: 99%|#########9| 167/168 [00:31<00:00, 5.24it/s] 40/499 4.32G 0.01396 0.0113 0.005753 25 640: 100%|##########| 168/168 [00:31<00:00, 5.41it/s] 40/499 4.32G 0.01396 0.0113 0.005753 25 640: 100%|##########| 168/168 [00:31<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.798 0.879 0.888 0.739 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 41/499 4.32G 0.01282 0.01155 0.007329 65 640: 0%| | 0/168 [00:00<?, ?it/s] 41/499 4.32G 0.01282 0.01155 0.007329 65 640: 1%| | 1/168 [00:00<00:33, 4.95it/s] 41/499 4.32G 0.01434 0.01091 0.005635 60 640: 1%| | 1/168 [00:00<00:33, 4.95it/s] 41/499 4.32G 0.01434 0.01091 0.005635 60 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s] 41/499 4.32G 0.01427 0.01113 0.0067 76 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s] 41/499 4.32G 0.01427 0.01113 0.0067 76 640: 2%|1 | 3/168 [00:00<00:31, 5.31it/s] 41/499 4.32G 0.01459 0.01133 0.006459 67 640: 2%|1 | 3/168 [00:00<00:31, 5.31it/s] 41/499 4.32G 0.01459 0.01133 0.006459 67 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s] 41/499 4.32G 0.01464 0.01163 0.006975 75 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s] 41/499 4.32G 0.01464 0.01163 0.006975 75 640: 3%|2 | 5/168 [00:00<00:30, 5.28it/s] 41/499 4.32G 0.01464 0.01203 0.006665 82 640: 3%|2 | 5/168 [00:01<00:30, 5.28it/s] 41/499 4.32G 0.01464 0.01203 0.006665 82 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s] 41/499 4.32G 0.01455 0.01229 0.006262 85 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s] 41/499 4.32G 0.01455 0.01229 0.006262 85 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s] 41/499 4.32G 0.01426 0.01187 0.006502 56 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s] 41/499 4.32G 0.01426 0.01187 0.006502 56 640: 5%|4 | 8/168 [00:01<00:30, 5.32it/s] 41/499 4.32G 0.01422 0.01182 0.00652 74 640: 5%|4 | 8/168 [00:01<00:30, 5.32it/s] 41/499 4.32G 0.01422 0.01182 0.00652 74 640: 5%|5 | 9/168 [00:01<00:30, 5.29it/s] 41/499 4.32G 0.01423 0.01177 0.006381 78 640: 5%|5 | 9/168 [00:01<00:30, 5.29it/s] 41/499 4.32G 0.01423 0.01177 0.006381 78 640: 6%|5 | 10/168 [00:01<00:30, 5.13it/s] 41/499 4.32G 0.01414 0.01179 0.006379 68 640: 6%|5 | 10/168 [00:02<00:30, 5.13it/s] 41/499 4.32G 0.01414 0.01179 0.006379 68 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s] 41/499 4.32G 0.01405 0.01171 0.006509 63 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s] 41/499 4.32G 0.01405 0.01171 0.006509 63 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s] 41/499 4.32G 0.014 0.01175 0.00626 75 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s] 41/499 4.32G 0.014 0.01175 0.00626 75 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s] 41/499 4.32G 0.01398 0.01154 0.006512 66 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s] 41/499 4.32G 0.01398 0.01154 0.006512 66 640: 8%|8 | 14/168 [00:02<00:29, 5.20it/s] 41/499 4.32G 0.01411 0.01156 0.006749 79 640: 8%|8 | 14/168 [00:02<00:29, 5.20it/s] 41/499 4.32G 0.01411 0.01156 0.006749 79 640: 9%|8 | 15/168 [00:02<00:29, 5.26it/s] 41/499 4.32G 0.01397 0.01142 0.006576 63 640: 9%|8 | 15/168 [00:03<00:29, 5.26it/s] 41/499 4.32G 0.01397 0.01142 0.006576 63 640: 10%|9 | 16/168 [00:03<00:29, 5.14it/s] 41/499 4.32G 0.01392 0.01137 0.006702 61 640: 10%|9 | 16/168 [00:03<00:29, 5.14it/s] 41/499 4.32G 0.01392 0.01137 0.006702 61 640: 10%|# | 17/168 [00:03<00:29, 5.17it/s] 41/499 4.32G 0.01395 0.01131 0.00663 55 640: 10%|# | 17/168 [00:03<00:29, 5.17it/s] 41/499 4.32G 0.01395 0.01131 0.00663 55 640: 11%|# | 18/168 [00:03<00:28, 5.20it/s] 41/499 4.32G 0.01382 0.01128 0.006597 66 640: 11%|# | 18/168 [00:03<00:28, 5.20it/s] 41/499 4.32G 0.01382 0.01128 0.006597 66 640: 11%|#1 | 19/168 [00:03<00:29, 5.11it/s] 41/499 4.32G 0.01383 0.01124 0.006524 68 640: 11%|#1 | 19/168 [00:03<00:29, 5.11it/s] 41/499 4.32G 0.01383 0.01124 0.006524 68 640: 12%|#1 | 20/168 [00:03<00:28, 5.23it/s] 41/499 4.32G 0.01379 0.01128 0.006446 70 640: 12%|#1 | 20/168 [00:04<00:28, 5.23it/s] 41/499 4.32G 0.01379 0.01128 0.006446 70 640: 12%|#2 | 21/168 [00:04<00:27, 5.29it/s] 41/499 4.32G 0.01375 0.01122 0.006242 55 640: 12%|#2 | 21/168 [00:04<00:27, 5.29it/s] 41/499 4.32G 0.01375 0.01122 0.006242 55 640: 13%|#3 | 22/168 [00:04<00:28, 5.13it/s] 41/499 4.32G 0.01391 0.01113 0.006326 50 640: 13%|#3 | 22/168 [00:04<00:28, 5.13it/s] 41/499 4.32G 0.01391 0.01113 0.006326 50 640: 14%|#3 | 23/168 [00:04<00:27, 5.22it/s] 41/499 4.32G 0.01392 0.01113 0.006252 62 640: 14%|#3 | 23/168 [00:04<00:27, 5.22it/s] 41/499 4.32G 0.01392 0.01113 0.006252 62 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s] 41/499 4.32G 0.01391 0.01112 0.006198 77 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s] 41/499 4.32G 0.01391 0.01112 0.006198 77 640: 15%|#4 | 25/168 [00:04<00:27, 5.17it/s] 41/499 4.32G 0.01392 0.01113 0.006287 71 640: 15%|#4 | 25/168 [00:04<00:27, 5.17it/s] 41/499 4.32G 0.01392 0.01113 0.006287 71 640: 15%|#5 | 26/168 [00:04<00:26, 5.27it/s] 41/499 4.32G 0.01386 0.01109 0.006245 72 640: 15%|#5 | 26/168 [00:05<00:26, 5.27it/s] 41/499 4.32G 0.01386 0.01109 0.006245 72 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s] 41/499 4.32G 0.01382 0.01105 0.006232 65 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s] 41/499 4.32G 0.01382 0.01105 0.006232 65 640: 17%|#6 | 28/168 [00:05<00:27, 5.15it/s] 41/499 4.32G 0.01388 0.01109 0.006272 64 640: 17%|#6 | 28/168 [00:05<00:27, 5.15it/s] 41/499 4.32G 0.01388 0.01109 0.006272 64 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s] 41/499 4.32G 0.01381 0.01108 0.006237 70 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s] 41/499 4.32G 0.01381 0.01108 0.006237 70 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s] 41/499 4.32G 0.01379 0.01114 0.0062 78 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s] 41/499 4.32G 0.01379 0.01114 0.0062 78 640: 18%|#8 | 31/168 [00:05<00:26, 5.19it/s] 41/499 4.32G 0.0138 0.01115 0.006073 65 640: 18%|#8 | 31/168 [00:06<00:26, 5.19it/s] 41/499 4.32G 0.0138 0.01115 0.006073 65 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s] 41/499 4.32G 0.0138 0.01114 0.006064 64 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s] 41/499 4.32G 0.0138 0.01114 0.006064 64 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s] 41/499 4.32G 0.0138 0.01111 0.006022 68 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s] 41/499 4.32G 0.0138 0.01111 0.006022 68 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s] 41/499 4.32G 0.01378 0.01113 0.006133 76 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s] 41/499 4.32G 0.01378 0.01113 0.006133 76 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s] 41/499 4.32G 0.01379 0.01112 0.006023 75 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s] 41/499 4.32G 0.01379 0.01112 0.006023 75 640: 21%|##1 | 36/168 [00:06<00:24, 5.38it/s] 41/499 4.32G 0.01383 0.01111 0.005997 70 640: 21%|##1 | 36/168 [00:07<00:24, 5.38it/s] 41/499 4.32G 0.01383 0.01111 0.005997 70 640: 22%|##2 | 37/168 [00:07<00:24, 5.25it/s] 41/499 4.32G 0.01381 0.01109 0.005985 69 640: 22%|##2 | 37/168 [00:07<00:24, 5.25it/s] 41/499 4.32G 0.01381 0.01109 0.005985 69 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s] 41/499 4.32G 0.01379 0.01108 0.005997 64 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s] 41/499 4.32G 0.01379 0.01108 0.005997 64 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s] 41/499 4.32G 0.01372 0.01105 0.005945 66 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s] 41/499 4.32G 0.01372 0.01105 0.005945 66 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s] 41/499 4.32G 0.0137 0.01105 0.005912 71 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s] 41/499 4.32G 0.0137 0.01105 0.005912 71 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s] 41/499 4.32G 0.01369 0.01105 0.005883 60 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s] 41/499 4.32G 0.01369 0.01105 0.005883 60 640: 25%|##5 | 42/168 [00:07<00:23, 5.38it/s] 41/499 4.32G 0.0137 0.01103 0.005798 59 640: 25%|##5 | 42/168 [00:08<00:23, 5.38it/s] 41/499 4.32G 0.0137 0.01103 0.005798 59 640: 26%|##5 | 43/168 [00:08<00:23, 5.25it/s] 41/499 4.32G 0.01366 0.01099 0.005804 69 640: 26%|##5 | 43/168 [00:08<00:23, 5.25it/s] 41/499 4.32G 0.01366 0.01099 0.005804 69 640: 26%|##6 | 44/168 [00:08<00:23, 5.32it/s] 41/499 4.32G 0.01365 0.01101 0.005781 63 640: 26%|##6 | 44/168 [00:08<00:23, 5.32it/s] 41/499 4.32G 0.01365 0.01101 0.005781 63 640: 27%|##6 | 45/168 [00:08<00:22, 5.38it/s] 41/499 4.32G 0.01368 0.01101 0.005786 57 640: 27%|##6 | 45/168 [00:08<00:22, 5.38it/s] 41/499 4.32G 0.01368 0.01101 0.005786 57 640: 27%|##7 | 46/168 [00:08<00:23, 5.24it/s] 41/499 4.32G 0.01365 0.01099 0.00585 64 640: 27%|##7 | 46/168 [00:08<00:23, 5.24it/s] 41/499 4.32G 0.01365 0.01099 0.00585 64 640: 28%|##7 | 47/168 [00:08<00:22, 5.34it/s] 41/499 4.32G 0.01365 0.01101 0.00578 72 640: 28%|##7 | 47/168 [00:09<00:22, 5.34it/s] 41/499 4.32G 0.01365 0.01101 0.00578 72 640: 29%|##8 | 48/168 [00:09<00:22, 5.40it/s] 41/499 4.32G 0.01364 0.01098 0.005721 57 640: 29%|##8 | 48/168 [00:09<00:22, 5.40it/s] 41/499 4.32G 0.01364 0.01098 0.005721 57 640: 29%|##9 | 49/168 [00:09<00:22, 5.23it/s] 41/499 4.32G 0.01364 0.01095 0.005692 63 640: 29%|##9 | 49/168 [00:09<00:22, 5.23it/s] 41/499 4.32G 0.01364 0.01095 0.005692 63 640: 30%|##9 | 50/168 [00:09<00:22, 5.33it/s] 41/499 4.32G 0.01363 0.01094 0.005652 73 640: 30%|##9 | 50/168 [00:09<00:22, 5.33it/s] 41/499 4.32G 0.01363 0.01094 0.005652 73 640: 30%|### | 51/168 [00:09<00:21, 5.39it/s] 41/499 4.32G 0.01368 0.011 0.005643 78 640: 30%|### | 51/168 [00:09<00:21, 5.39it/s] 41/499 4.32G 0.01368 0.011 0.005643 78 640: 31%|### | 52/168 [00:09<00:22, 5.25it/s] 41/499 4.32G 0.01369 0.01096 0.005617 52 640: 31%|### | 52/168 [00:10<00:22, 5.25it/s] 41/499 4.32G 0.01369 0.01096 0.005617 52 640: 32%|###1 | 53/168 [00:10<00:21, 5.33it/s] 41/499 4.32G 0.01373 0.01098 0.00559 82 640: 32%|###1 | 53/168 [00:10<00:21, 5.33it/s] 41/499 4.32G 0.01373 0.01098 0.00559 82 640: 32%|###2 | 54/168 [00:10<00:21, 5.40it/s] 41/499 4.32G 0.01376 0.01099 0.005601 70 640: 32%|###2 | 54/168 [00:10<00:21, 5.40it/s] 41/499 4.32G 0.01376 0.01099 0.005601 70 640: 33%|###2 | 55/168 [00:10<00:21, 5.25it/s] 41/499 4.32G 0.01378 0.01101 0.005624 77 640: 33%|###2 | 55/168 [00:10<00:21, 5.25it/s] 41/499 4.32G 0.01378 0.01101 0.005624 77 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s] 41/499 4.32G 0.0138 0.01105 0.005665 72 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s] 41/499 4.32G 0.0138 0.01105 0.005665 72 640: 34%|###3 | 57/168 [00:10<00:20, 5.38it/s] 41/499 4.32G 0.01381 0.01107 0.005631 78 640: 34%|###3 | 57/168 [00:11<00:20, 5.38it/s] 41/499 4.32G 0.01381 0.01107 0.005631 78 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s] 41/499 4.32G 0.01382 0.01105 0.005587 60 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s] 41/499 4.32G 0.01382 0.01105 0.005587 60 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s] 41/499 4.32G 0.01382 0.01103 0.005624 62 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s] 41/499 4.32G 0.01382 0.01103 0.005624 62 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s] 41/499 4.32G 0.01384 0.01104 0.005603 62 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s] 41/499 4.32G 0.01384 0.01104 0.005603 62 640: 36%|###6 | 61/168 [00:11<00:20, 5.15it/s] 41/499 4.32G 0.01385 0.01102 0.005615 59 640: 36%|###6 | 61/168 [00:11<00:20, 5.15it/s] 41/499 4.32G 0.01385 0.01102 0.005615 59 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s] 41/499 4.32G 0.01385 0.01101 0.00562 55 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s] 41/499 4.32G 0.01385 0.01101 0.00562 55 640: 38%|###7 | 63/168 [00:11<00:19, 5.33it/s] 41/499 4.32G 0.01387 0.01104 0.005596 74 640: 38%|###7 | 63/168 [00:12<00:19, 5.33it/s] 41/499 4.32G 0.01387 0.01104 0.005596 74 640: 38%|###8 | 64/168 [00:12<00:20, 5.20it/s] 41/499 4.32G 0.01385 0.01104 0.005593 68 640: 38%|###8 | 64/168 [00:12<00:20, 5.20it/s] 41/499 4.32G 0.01385 0.01104 0.005593 68 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s] 41/499 4.32G 0.01386 0.01106 0.00559 72 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s] 41/499 4.32G 0.01386 0.01106 0.00559 72 640: 39%|###9 | 66/168 [00:12<00:18, 5.37it/s] 41/499 4.32G 0.01385 0.01103 0.005663 60 640: 39%|###9 | 66/168 [00:12<00:18, 5.37it/s] 41/499 4.32G 0.01385 0.01103 0.005663 60 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s] 41/499 4.32G 0.01384 0.01105 0.00569 77 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s] 41/499 4.32G 0.01384 0.01105 0.00569 77 640: 40%|#### | 68/168 [00:12<00:18, 5.32it/s] 41/499 4.32G 0.01384 0.01108 0.00568 78 640: 40%|#### | 68/168 [00:13<00:18, 5.32it/s] 41/499 4.32G 0.01384 0.01108 0.00568 78 640: 41%|####1 | 69/168 [00:13<00:18, 5.39it/s] 41/499 4.32G 0.01386 0.01107 0.005665 67 640: 41%|####1 | 69/168 [00:13<00:18, 5.39it/s] 41/499 4.32G 0.01386 0.01107 0.005665 67 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s] 41/499 4.32G 0.01386 0.01109 0.005655 75 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s] 41/499 4.32G 0.01386 0.01109 0.005655 75 640: 42%|####2 | 71/168 [00:13<00:18, 5.33it/s] 41/499 4.32G 0.01386 0.01109 0.005676 80 640: 42%|####2 | 71/168 [00:13<00:18, 5.33it/s] 41/499 4.32G 0.01386 0.01109 0.005676 80 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s] 41/499 4.32G 0.01385 0.01107 0.005717 67 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s] 41/499 4.32G 0.01385 0.01107 0.005717 67 640: 43%|####3 | 73/168 [00:13<00:18, 5.19it/s] 41/499 4.32G 0.01385 0.01107 0.005692 68 640: 43%|####3 | 73/168 [00:14<00:18, 5.19it/s] 41/499 4.32G 0.01385 0.01107 0.005692 68 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s] 41/499 4.32G 0.01384 0.01106 0.005687 71 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s] 41/499 4.32G 0.01384 0.01106 0.005687 71 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 41/499 4.32G 0.01385 0.01103 0.005697 52 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 41/499 4.32G 0.01385 0.01103 0.005697 52 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s] 41/499 4.32G 0.01383 0.01101 0.005725 60 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s] 41/499 4.32G 0.01383 0.01101 0.005725 60 640: 46%|####5 | 77/168 [00:14<00:17, 5.20it/s] 41/499 4.32G 0.0138 0.011 0.005735 69 640: 46%|####5 | 77/168 [00:14<00:17, 5.20it/s] 41/499 4.32G 0.0138 0.011 0.005735 69 640: 46%|####6 | 78/168 [00:14<00:16, 5.30it/s] 41/499 4.32G 0.01381 0.01103 0.005741 71 640: 46%|####6 | 78/168 [00:15<00:16, 5.30it/s] 41/499 4.32G 0.01381 0.01103 0.005741 71 640: 47%|####7 | 79/168 [00:15<00:17, 5.18it/s] 41/499 4.32G 0.0138 0.01101 0.005722 71 640: 47%|####7 | 79/168 [00:15<00:17, 5.18it/s] 41/499 4.32G 0.0138 0.01101 0.005722 71 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s] 41/499 4.32G 0.0138 0.01102 0.005729 78 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s] 41/499 4.32G 0.0138 0.01102 0.005729 78 640: 48%|####8 | 81/168 [00:15<00:16, 5.37it/s] 41/499 4.32G 0.01381 0.01105 0.005704 65 640: 48%|####8 | 81/168 [00:15<00:16, 5.37it/s] 41/499 4.32G 0.01381 0.01105 0.005704 65 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s] 41/499 4.32G 0.01382 0.01106 0.005695 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s] 41/499 4.32G 0.01382 0.01106 0.005695 71 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s] 41/499 4.32G 0.01381 0.01107 0.005707 71 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s] 41/499 4.32G 0.01381 0.01107 0.005707 71 640: 50%|##### | 84/168 [00:15<00:15, 5.38it/s] 41/499 4.32G 0.01381 0.01109 0.005682 68 640: 50%|##### | 84/168 [00:16<00:15, 5.38it/s] 41/499 4.32G 0.01381 0.01109 0.005682 68 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s] 41/499 4.32G 0.01381 0.01111 0.005703 85 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s] 41/499 4.32G 0.01381 0.01111 0.005703 85 640: 51%|#####1 | 86/168 [00:16<00:15, 5.31it/s] 41/499 4.32G 0.01383 0.01111 0.005707 66 640: 51%|#####1 | 86/168 [00:16<00:15, 5.31it/s] 41/499 4.32G 0.01383 0.01111 0.005707 66 640: 52%|#####1 | 87/168 [00:16<00:15, 5.38it/s] 41/499 4.32G 0.01383 0.01111 0.005714 63 640: 52%|#####1 | 87/168 [00:16<00:15, 5.38it/s] 41/499 4.32G 0.01383 0.01111 0.005714 63 640: 52%|#####2 | 88/168 [00:16<00:15, 5.24it/s] 41/499 4.32G 0.01385 0.01116 0.005773 85 640: 52%|#####2 | 88/168 [00:16<00:15, 5.24it/s] 41/499 4.32G 0.01385 0.01116 0.005773 85 640: 53%|#####2 | 89/168 [00:16<00:14, 5.33it/s] 41/499 4.32G 0.01385 0.01113 0.005777 62 640: 53%|#####2 | 89/168 [00:17<00:14, 5.33it/s] 41/499 4.32G 0.01385 0.01113 0.005777 62 640: 54%|#####3 | 90/168 [00:17<00:14, 5.40it/s] 41/499 4.32G 0.01384 0.01115 0.005789 83 640: 54%|#####3 | 90/168 [00:17<00:14, 5.40it/s] 41/499 4.32G 0.01384 0.01115 0.005789 83 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s] 41/499 4.32G 0.01385 0.01116 0.00583 72 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s] 41/499 4.32G 0.01385 0.01116 0.00583 72 640: 55%|#####4 | 92/168 [00:17<00:14, 5.32it/s] 41/499 4.32G 0.01388 0.01117 0.005801 66 640: 55%|#####4 | 92/168 [00:17<00:14, 5.32it/s] 41/499 4.32G 0.01388 0.01117 0.005801 66 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s] 41/499 4.32G 0.01387 0.01116 0.005814 65 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s] 41/499 4.32G 0.01387 0.01116 0.005814 65 640: 56%|#####5 | 94/168 [00:17<00:14, 5.20it/s] 41/499 4.32G 0.0139 0.01116 0.00586 67 640: 56%|#####5 | 94/168 [00:18<00:14, 5.20it/s] 41/499 4.32G 0.0139 0.01116 0.00586 67 640: 57%|#####6 | 95/168 [00:18<00:13, 5.30it/s] 41/499 4.32G 0.01391 0.01118 0.005857 72 640: 57%|#####6 | 95/168 [00:18<00:13, 5.30it/s] 41/499 4.32G 0.01391 0.01118 0.005857 72 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s] 41/499 4.32G 0.01394 0.01119 0.005905 72 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s] 41/499 4.32G 0.01394 0.01119 0.005905 72 640: 58%|#####7 | 97/168 [00:18<00:13, 5.25it/s] 41/499 4.32G 0.01395 0.01118 0.005947 51 640: 58%|#####7 | 97/168 [00:18<00:13, 5.25it/s] 41/499 4.32G 0.01395 0.01118 0.005947 51 640: 58%|#####8 | 98/168 [00:18<00:13, 5.32it/s] 41/499 4.32G 0.01395 0.0112 0.005936 77 640: 58%|#####8 | 98/168 [00:18<00:13, 5.32it/s] 41/499 4.32G 0.01395 0.0112 0.005936 77 640: 59%|#####8 | 99/168 [00:18<00:12, 5.38it/s] 41/499 4.32G 0.01394 0.01121 0.005925 71 640: 59%|#####8 | 99/168 [00:18<00:12, 5.38it/s] 41/499 4.32G 0.01394 0.01121 0.005925 71 640: 60%|#####9 | 100/168 [00:18<00:13, 5.23it/s] 41/499 4.32G 0.01395 0.0112 0.005938 68 640: 60%|#####9 | 100/168 [00:19<00:13, 5.23it/s] 41/499 4.32G 0.01395 0.0112 0.005938 68 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s] 41/499 4.32G 0.01394 0.01121 0.005947 80 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s] 41/499 4.32G 0.01394 0.01121 0.005947 80 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s] 41/499 4.32G 0.01394 0.01121 0.005922 76 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s] 41/499 4.32G 0.01394 0.01121 0.005922 76 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s] 41/499 4.32G 0.01395 0.0112 0.005905 61 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s] 41/499 4.32G 0.01395 0.0112 0.005905 61 640: 62%|######1 | 104/168 [00:19<00:12, 5.31it/s] 41/499 4.32G 0.01396 0.01119 0.005891 63 640: 62%|######1 | 104/168 [00:19<00:12, 5.31it/s] 41/499 4.32G 0.01396 0.01119 0.005891 63 640: 62%|######2 | 105/168 [00:19<00:11, 5.34it/s] 41/499 4.32G 0.01397 0.0112 0.005889 67 640: 62%|######2 | 105/168 [00:20<00:11, 5.34it/s] 41/499 4.32G 0.01397 0.0112 0.005889 67 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s] 41/499 4.32G 0.01397 0.01118 0.005909 55 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s] 41/499 4.32G 0.01397 0.01118 0.005909 55 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s] 41/499 4.32G 0.01397 0.01119 0.005898 74 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s] 41/499 4.32G 0.01397 0.01119 0.005898 74 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s] 41/499 4.32G 0.01397 0.01118 0.0059 68 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s] 41/499 4.32G 0.01397 0.01118 0.0059 68 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s] 41/499 4.32G 0.01397 0.01118 0.005907 77 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s] 41/499 4.32G 0.01397 0.01118 0.005907 77 640: 65%|######5 | 110/168 [00:20<00:10, 5.28it/s] 41/499 4.32G 0.01399 0.01118 0.005954 65 640: 65%|######5 | 110/168 [00:21<00:10, 5.28it/s] 41/499 4.32G 0.01399 0.01118 0.005954 65 640: 66%|######6 | 111/168 [00:21<00:10, 5.29it/s] 41/499 4.32G 0.01399 0.01119 0.005927 72 640: 66%|######6 | 111/168 [00:21<00:10, 5.29it/s] 41/499 4.32G 0.01399 0.01119 0.005927 72 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s] 41/499 4.32G 0.01398 0.0112 0.005911 79 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s] 41/499 4.32G 0.01398 0.0112 0.005911 79 640: 67%|######7 | 113/168 [00:21<00:10, 5.27it/s] 41/499 4.32G 0.014 0.0112 0.005931 64 640: 67%|######7 | 113/168 [00:21<00:10, 5.27it/s] 41/499 4.32G 0.014 0.0112 0.005931 64 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s] 41/499 4.32G 0.014 0.0112 0.005918 71 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s] 41/499 4.32G 0.014 0.0112 0.005918 71 640: 68%|######8 | 115/168 [00:21<00:10, 5.20it/s] 41/499 4.32G 0.014 0.0112 0.00594 60 640: 68%|######8 | 115/168 [00:21<00:10, 5.20it/s] 41/499 4.32G 0.014 0.0112 0.00594 60 640: 69%|######9 | 116/168 [00:21<00:09, 5.28it/s] 41/499 4.32G 0.01399 0.0112 0.005931 74 640: 69%|######9 | 116/168 [00:22<00:09, 5.28it/s] 41/499 4.32G 0.01399 0.0112 0.005931 74 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s] 41/499 4.32G 0.01399 0.01119 0.005945 59 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s] 41/499 4.32G 0.01399 0.01119 0.005945 59 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s] 41/499 4.32G 0.01399 0.0112 0.005985 77 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s] 41/499 4.32G 0.01399 0.0112 0.005985 77 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s] 41/499 4.32G 0.01398 0.01119 0.005963 68 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s] 41/499 4.32G 0.01398 0.01119 0.005963 68 640: 71%|#######1 | 120/168 [00:22<00:08, 5.35it/s] 41/499 4.32G 0.01398 0.01123 0.005933 88 640: 71%|#######1 | 120/168 [00:22<00:08, 5.35it/s] 41/499 4.32G 0.01398 0.01123 0.005933 88 640: 72%|#######2 | 121/168 [00:22<00:09, 5.22it/s] 41/499 4.32G 0.01397 0.01124 0.005941 72 640: 72%|#######2 | 121/168 [00:23<00:09, 5.22it/s] 41/499 4.32G 0.01397 0.01124 0.005941 72 640: 73%|#######2 | 122/168 [00:23<00:08, 5.33it/s] 41/499 4.32G 0.01396 0.01124 0.005929 73 640: 73%|#######2 | 122/168 [00:23<00:08, 5.33it/s] 41/499 4.32G 0.01396 0.01124 0.005929 73 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s] 41/499 4.32G 0.01396 0.01124 0.00592 65 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s] 41/499 4.32G 0.01396 0.01124 0.00592 65 640: 74%|#######3 | 124/168 [00:23<00:08, 5.23it/s] 41/499 4.32G 0.01398 0.01123 0.005912 63 640: 74%|#######3 | 124/168 [00:23<00:08, 5.23it/s] 41/499 4.32G 0.01398 0.01123 0.005912 63 640: 74%|#######4 | 125/168 [00:23<00:08, 5.33it/s] 41/499 4.32G 0.01399 0.01123 0.005922 62 640: 74%|#######4 | 125/168 [00:23<00:08, 5.33it/s] 41/499 4.32G 0.01399 0.01123 0.005922 62 640: 75%|#######5 | 126/168 [00:23<00:07, 5.39it/s] 41/499 4.32G 0.014 0.01123 0.005955 64 640: 75%|#######5 | 126/168 [00:24<00:07, 5.39it/s] 41/499 4.32G 0.014 0.01123 0.005955 64 640: 76%|#######5 | 127/168 [00:24<00:07, 5.24it/s] 41/499 4.32G 0.01398 0.01124 0.005948 86 640: 76%|#######5 | 127/168 [00:24<00:07, 5.24it/s] 41/499 4.32G 0.01398 0.01124 0.005948 86 640: 76%|#######6 | 128/168 [00:24<00:07, 5.31it/s] 41/499 4.32G 0.01397 0.01123 0.005936 68 640: 76%|#######6 | 128/168 [00:24<00:07, 5.31it/s] 41/499 4.32G 0.01397 0.01123 0.005936 68 640: 77%|#######6 | 129/168 [00:24<00:07, 5.39it/s] 41/499 4.32G 0.01397 0.01123 0.005935 69 640: 77%|#######6 | 129/168 [00:24<00:07, 5.39it/s] 41/499 4.32G 0.01397 0.01123 0.005935 69 640: 77%|#######7 | 130/168 [00:24<00:07, 5.24it/s] 41/499 4.32G 0.01396 0.01124 0.005975 67 640: 77%|#######7 | 130/168 [00:24<00:07, 5.24it/s] 41/499 4.32G 0.01396 0.01124 0.005975 67 640: 78%|#######7 | 131/168 [00:24<00:06, 5.32it/s] 41/499 4.32G 0.01396 0.01123 0.005965 66 640: 78%|#######7 | 131/168 [00:25<00:06, 5.32it/s] 41/499 4.32G 0.01396 0.01123 0.005965 66 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s] 41/499 4.32G 0.01395 0.01126 0.005963 79 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s] 41/499 4.32G 0.01395 0.01126 0.005963 79 640: 79%|#######9 | 133/168 [00:25<00:06, 5.12it/s] 41/499 4.32G 0.01395 0.01127 0.00595 70 640: 79%|#######9 | 133/168 [00:25<00:06, 5.12it/s] 41/499 4.32G 0.01395 0.01127 0.00595 70 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s] 41/499 4.32G 0.01396 0.01128 0.00593 69 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s] 41/499 4.32G 0.01396 0.01128 0.00593 69 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s] 41/499 4.32G 0.01396 0.01127 0.005966 58 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s] 41/499 4.32G 0.01396 0.01127 0.005966 58 640: 81%|######## | 136/168 [00:25<00:06, 5.22it/s] 41/499 4.32G 0.01397 0.01128 0.005977 62 640: 81%|######## | 136/168 [00:25<00:06, 5.22it/s] 41/499 4.32G 0.01397 0.01128 0.005977 62 640: 82%|########1 | 137/168 [00:25<00:05, 5.31it/s] 41/499 4.32G 0.01397 0.01131 0.005969 90 640: 82%|########1 | 137/168 [00:26<00:05, 5.31it/s] 41/499 4.32G 0.01397 0.01131 0.005969 90 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s] 41/499 4.32G 0.01397 0.01132 0.005941 70 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s] 41/499 4.32G 0.01397 0.01132 0.005941 70 640: 83%|########2 | 139/168 [00:26<00:05, 5.24it/s] 41/499 4.32G 0.014 0.01131 0.00596 56 640: 83%|########2 | 139/168 [00:26<00:05, 5.24it/s] 41/499 4.32G 0.014 0.01131 0.00596 56 640: 83%|########3 | 140/168 [00:26<00:05, 5.33it/s] 41/499 4.32G 0.01399 0.01131 0.005961 61 640: 83%|########3 | 140/168 [00:26<00:05, 5.33it/s] 41/499 4.32G 0.01399 0.01131 0.005961 61 640: 84%|########3 | 141/168 [00:26<00:05, 5.39it/s] 41/499 4.32G 0.014 0.01133 0.005941 65 640: 84%|########3 | 141/168 [00:26<00:05, 5.39it/s] 41/499 4.32G 0.014 0.01133 0.005941 65 640: 85%|########4 | 142/168 [00:26<00:04, 5.27it/s] 41/499 4.32G 0.014 0.01131 0.005929 61 640: 85%|########4 | 142/168 [00:27<00:04, 5.27it/s] 41/499 4.32G 0.014 0.01131 0.005929 61 640: 85%|########5 | 143/168 [00:27<00:04, 5.34it/s] 41/499 4.32G 0.01401 0.0113 0.005935 54 640: 85%|########5 | 143/168 [00:27<00:04, 5.34it/s] 41/499 4.32G 0.01401 0.0113 0.005935 54 640: 86%|########5 | 144/168 [00:27<00:04, 5.41it/s] 41/499 4.32G 0.01402 0.0113 0.005953 66 640: 86%|########5 | 144/168 [00:27<00:04, 5.41it/s] 41/499 4.32G 0.01402 0.0113 0.005953 66 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s] 41/499 4.32G 0.01403 0.0113 0.005976 62 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s] 41/499 4.32G 0.01403 0.0113 0.005976 62 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s] 41/499 4.32G 0.01404 0.0113 0.005969 66 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s] 41/499 4.32G 0.01404 0.0113 0.005969 66 640: 88%|########7 | 147/168 [00:27<00:03, 5.38it/s] 41/499 4.32G 0.01404 0.01131 0.005948 71 640: 88%|########7 | 147/168 [00:28<00:03, 5.38it/s] 41/499 4.32G 0.01404 0.01131 0.005948 71 640: 88%|########8 | 148/168 [00:28<00:03, 5.24it/s] 41/499 4.32G 0.01404 0.01129 0.005953 56 640: 88%|########8 | 148/168 [00:28<00:03, 5.24it/s] 41/499 4.32G 0.01404 0.01129 0.005953 56 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s] 41/499 4.32G 0.01406 0.0113 0.005978 67 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s] 41/499 4.32G 0.01406 0.0113 0.005978 67 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s] 41/499 4.32G 0.01405 0.01131 0.005972 69 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s] 41/499 4.32G 0.01405 0.01131 0.005972 69 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s] 41/499 4.32G 0.01406 0.01129 0.005968 70 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s] 41/499 4.32G 0.01406 0.01129 0.005968 70 640: 90%|######### | 152/168 [00:28<00:03, 5.32it/s] 41/499 4.32G 0.01404 0.01129 0.005977 65 640: 90%|######### | 152/168 [00:28<00:03, 5.32it/s] 41/499 4.32G 0.01404 0.01129 0.005977 65 640: 91%|#########1| 153/168 [00:28<00:02, 5.38it/s] 41/499 4.32G 0.01404 0.01129 0.005971 67 640: 91%|#########1| 153/168 [00:29<00:02, 5.38it/s] 41/499 4.32G 0.01404 0.01129 0.005971 67 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s] 41/499 4.32G 0.01403 0.0113 0.00596 88 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s] 41/499 4.32G 0.01403 0.0113 0.00596 88 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s] 41/499 4.32G 0.01402 0.0113 0.005981 73 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s] 41/499 4.32G 0.01402 0.0113 0.005981 73 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s] 41/499 4.32G 0.01403 0.01129 0.005963 55 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s] 41/499 4.32G 0.01403 0.01129 0.005963 55 640: 93%|#########3| 157/168 [00:29<00:02, 5.23it/s] 41/499 4.32G 0.01404 0.01128 0.005953 54 640: 93%|#########3| 157/168 [00:29<00:02, 5.23it/s] 41/499 4.32G 0.01404 0.01128 0.005953 54 640: 94%|#########4| 158/168 [00:29<00:01, 5.30it/s] 41/499 4.32G 0.01404 0.0113 0.005951 66 640: 94%|#########4| 158/168 [00:30<00:01, 5.30it/s] 41/499 4.32G 0.01404 0.0113 0.005951 66 640: 95%|#########4| 159/168 [00:30<00:01, 5.36it/s] 41/499 4.32G 0.01404 0.01133 0.005928 82 640: 95%|#########4| 159/168 [00:30<00:01, 5.36it/s] 41/499 4.32G 0.01404 0.01133 0.005928 82 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s] 41/499 4.32G 0.01403 0.01131 0.005915 54 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s] 41/499 4.32G 0.01403 0.01131 0.005915 54 640: 96%|#########5| 161/168 [00:30<00:01, 5.22it/s] 41/499 4.32G 0.01404 0.01131 0.005915 60 640: 96%|#########5| 161/168 [00:30<00:01, 5.22it/s] 41/499 4.32G 0.01404 0.01131 0.005915 60 640: 96%|#########6| 162/168 [00:30<00:01, 5.30it/s] 41/499 4.32G 0.01404 0.01133 0.005907 100 640: 96%|#########6| 162/168 [00:30<00:01, 5.30it/s] 41/499 4.32G 0.01404 0.01133 0.005907 100 640: 97%|#########7| 163/168 [00:30<00:00, 5.17it/s] 41/499 4.32G 0.01405 0.01135 0.005895 78 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s] 41/499 4.32G 0.01405 0.01135 0.005895 78 640: 98%|#########7| 164/168 [00:31<00:00, 5.20it/s] 41/499 4.32G 0.01405 0.01135 0.005896 66 640: 98%|#########7| 164/168 [00:31<00:00, 5.20it/s] 41/499 4.32G 0.01405 0.01135 0.005896 66 640: 98%|#########8| 165/168 [00:31<00:00, 5.25it/s] 41/499 4.32G 0.01405 0.01136 0.00588 71 640: 98%|#########8| 165/168 [00:31<00:00, 5.25it/s] 41/499 4.32G 0.01405 0.01136 0.00588 71 640: 99%|#########8| 166/168 [00:31<00:00, 5.14it/s] 41/499 4.32G 0.01407 0.01135 0.0059 69 640: 99%|#########8| 166/168 [00:31<00:00, 5.14it/s] 41/499 4.32G 0.01407 0.01135 0.0059 69 640: 99%|#########9| 167/168 [00:31<00:00, 5.21it/s] 41/499 4.32G 0.01408 0.01136 0.005895 29 640: 99%|#########9| 167/168 [00:31<00:00, 5.21it/s] 41/499 4.32G 0.01408 0.01136 0.005895 29 640: 100%|##########| 168/168 [00:31<00:00, 5.42it/s] 41/499 4.32G 0.01408 0.01136 0.005895 29 640: 100%|##########| 168/168 [00:31<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.54it/s] all 132 263 0.855 0.841 0.859 0.717 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 42/499 4.32G 0.01323 0.01112 0.004962 71 640: 0%| | 0/168 [00:00<?, ?it/s] 42/499 4.32G 0.01323 0.01112 0.004962 71 640: 1%| | 1/168 [00:00<00:33, 5.01it/s] 42/499 4.32G 0.01465 0.01179 0.005394 72 640: 1%| | 1/168 [00:00<00:33, 5.01it/s] 42/499 4.32G 0.01465 0.01179 0.005394 72 640: 1%|1 | 2/168 [00:00<00:31, 5.28it/s] 42/499 4.32G 0.0149 0.01214 0.005592 59 640: 1%|1 | 2/168 [00:00<00:31, 5.28it/s] 42/499 4.32G 0.0149 0.01214 0.005592 59 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s] 42/499 4.32G 0.0147 0.01151 0.005447 57 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s] 42/499 4.32G 0.0147 0.01151 0.005447 57 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s] 42/499 4.32G 0.01511 0.0121 0.005229 75 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s] 42/499 4.32G 0.01511 0.0121 0.005229 75 640: 3%|2 | 5/168 [00:00<00:31, 5.24it/s] 42/499 4.32G 0.01473 0.01202 0.005415 76 640: 3%|2 | 5/168 [00:01<00:31, 5.24it/s] 42/499 4.32G 0.01473 0.01202 0.005415 76 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s] 42/499 4.32G 0.01457 0.01205 0.005507 71 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s] 42/499 4.32G 0.01457 0.01205 0.005507 71 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s] 42/499 4.32G 0.0146 0.0119 0.005524 71 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s] 42/499 4.32G 0.0146 0.0119 0.005524 71 640: 5%|4 | 8/168 [00:01<00:30, 5.28it/s] 42/499 4.32G 0.01497 0.01182 0.005703 58 640: 5%|4 | 8/168 [00:01<00:30, 5.28it/s] 42/499 4.32G 0.01497 0.01182 0.005703 58 640: 5%|5 | 9/168 [00:01<00:29, 5.37it/s] 42/499 4.32G 0.01475 0.01178 0.006198 74 640: 5%|5 | 9/168 [00:01<00:29, 5.37it/s] 42/499 4.32G 0.01475 0.01178 0.006198 74 640: 6%|5 | 10/168 [00:01<00:30, 5.23it/s] 42/499 4.32G 0.01486 0.01204 0.006135 87 640: 6%|5 | 10/168 [00:02<00:30, 5.23it/s] 42/499 4.32G 0.01486 0.01204 0.006135 87 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s] 42/499 4.32G 0.01488 0.01191 0.005985 61 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s] 42/499 4.32G 0.01488 0.01191 0.005985 61 640: 7%|7 | 12/168 [00:02<00:29, 5.37it/s] 42/499 4.32G 0.01475 0.01166 0.005924 55 640: 7%|7 | 12/168 [00:02<00:29, 5.37it/s] 42/499 4.32G 0.01475 0.01166 0.005924 55 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s] 42/499 4.32G 0.01471 0.01174 0.005923 69 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s] 42/499 4.32G 0.01471 0.01174 0.005923 69 640: 8%|8 | 14/168 [00:02<00:29, 5.29it/s] 42/499 4.32G 0.01449 0.01168 0.006143 70 640: 8%|8 | 14/168 [00:02<00:29, 5.29it/s] 42/499 4.32G 0.01449 0.01168 0.006143 70 640: 9%|8 | 15/168 [00:02<00:28, 5.36it/s] 42/499 4.32G 0.01445 0.01168 0.006044 60 640: 9%|8 | 15/168 [00:03<00:28, 5.36it/s] 42/499 4.32G 0.01445 0.01168 0.006044 60 640: 10%|9 | 16/168 [00:03<00:29, 5.24it/s] 42/499 4.32G 0.01444 0.01173 0.005942 75 640: 10%|9 | 16/168 [00:03<00:29, 5.24it/s] 42/499 4.32G 0.01444 0.01173 0.005942 75 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s] 42/499 4.32G 0.01442 0.01166 0.00609 61 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s] 42/499 4.32G 0.01442 0.01166 0.00609 61 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s] 42/499 4.32G 0.01437 0.01172 0.005943 78 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s] 42/499 4.32G 0.01437 0.01172 0.005943 78 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s] 42/499 4.32G 0.01438 0.01176 0.005924 73 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s] 42/499 4.32G 0.01438 0.01176 0.005924 73 640: 12%|#1 | 20/168 [00:03<00:27, 5.33it/s] 42/499 4.32G 0.01444 0.01188 0.00595 78 640: 12%|#1 | 20/168 [00:03<00:27, 5.33it/s] 42/499 4.32G 0.01444 0.01188 0.00595 78 640: 12%|#2 | 21/168 [00:03<00:27, 5.34it/s] 42/499 4.32G 0.0145 0.01181 0.006106 59 640: 12%|#2 | 21/168 [00:04<00:27, 5.34it/s] 42/499 4.32G 0.0145 0.01181 0.006106 59 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s] 42/499 4.32G 0.01453 0.01187 0.006199 77 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s] 42/499 4.32G 0.01453 0.01187 0.006199 77 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s] 42/499 4.32G 0.01457 0.01187 0.006057 66 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s] 42/499 4.32G 0.01457 0.01187 0.006057 66 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 42/499 4.32G 0.0145 0.01192 0.005994 77 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 42/499 4.32G 0.0145 0.01192 0.005994 77 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s] 42/499 4.32G 0.01449 0.01205 0.006019 91 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s] 42/499 4.32G 0.01449 0.01205 0.006019 91 640: 15%|#5 | 26/168 [00:04<00:26, 5.28it/s] 42/499 4.32G 0.01448 0.01201 0.005918 66 640: 15%|#5 | 26/168 [00:05<00:26, 5.28it/s] 42/499 4.32G 0.01448 0.01201 0.005918 66 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s] 42/499 4.32G 0.01443 0.01197 0.005858 69 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s] 42/499 4.32G 0.01443 0.01197 0.005858 69 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s] 42/499 4.32G 0.01438 0.01196 0.005708 60 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s] 42/499 4.32G 0.01438 0.01196 0.005708 60 640: 17%|#7 | 29/168 [00:05<00:26, 5.19it/s] 42/499 4.32G 0.01437 0.01186 0.005851 50 640: 17%|#7 | 29/168 [00:05<00:26, 5.19it/s] 42/499 4.32G 0.01437 0.01186 0.005851 50 640: 18%|#7 | 30/168 [00:05<00:26, 5.28it/s] 42/499 4.32G 0.0144 0.01195 0.00584 75 640: 18%|#7 | 30/168 [00:05<00:26, 5.28it/s] 42/499 4.32G 0.0144 0.01195 0.00584 75 640: 18%|#8 | 31/168 [00:05<00:26, 5.17it/s] 42/499 4.32G 0.01452 0.01193 0.00578 52 640: 18%|#8 | 31/168 [00:06<00:26, 5.17it/s] 42/499 4.32G 0.01452 0.01193 0.00578 52 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s] 42/499 4.32G 0.01456 0.01189 0.005689 57 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s] 42/499 4.32G 0.01456 0.01189 0.005689 57 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s] 42/499 4.32G 0.01456 0.01189 0.005704 67 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s] 42/499 4.32G 0.01456 0.01189 0.005704 67 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s] 42/499 4.32G 0.0145 0.01187 0.005646 69 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s] 42/499 4.32G 0.0145 0.01187 0.005646 69 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s] 42/499 4.32G 0.0145 0.01182 0.005658 60 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s] 42/499 4.32G 0.0145 0.01182 0.005658 60 640: 21%|##1 | 36/168 [00:06<00:24, 5.36it/s] 42/499 4.32G 0.0145 0.01183 0.005633 65 640: 21%|##1 | 36/168 [00:07<00:24, 5.36it/s] 42/499 4.32G 0.0145 0.01183 0.005633 65 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s] 42/499 4.32G 0.01453 0.01186 0.00566 78 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s] 42/499 4.32G 0.01453 0.01186 0.00566 78 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s] 42/499 4.32G 0.01452 0.01185 0.005605 67 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s] 42/499 4.32G 0.01452 0.01185 0.005605 67 640: 23%|##3 | 39/168 [00:07<00:24, 5.27it/s] 42/499 4.32G 0.01451 0.01188 0.005604 84 640: 23%|##3 | 39/168 [00:07<00:24, 5.27it/s] 42/499 4.32G 0.01451 0.01188 0.005604 84 640: 24%|##3 | 40/168 [00:07<00:24, 5.18it/s] 42/499 4.32G 0.01449 0.01189 0.00557 72 640: 24%|##3 | 40/168 [00:07<00:24, 5.18it/s] 42/499 4.32G 0.01449 0.01189 0.00557 72 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s] 42/499 4.32G 0.01448 0.01188 0.0057 71 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s] 42/499 4.32G 0.01448 0.01188 0.0057 71 640: 25%|##5 | 42/168 [00:07<00:23, 5.37it/s] 42/499 4.32G 0.01448 0.01185 0.00588 74 640: 25%|##5 | 42/168 [00:08<00:23, 5.37it/s] 42/499 4.32G 0.01448 0.01185 0.00588 74 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s] 42/499 4.32G 0.01449 0.01187 0.005813 68 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s] 42/499 4.32G 0.01449 0.01187 0.005813 68 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s] 42/499 4.32G 0.01447 0.01184 0.005778 55 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s] 42/499 4.32G 0.01447 0.01184 0.005778 55 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s] 42/499 4.32G 0.01445 0.01179 0.005807 67 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s] 42/499 4.32G 0.01445 0.01179 0.005807 67 640: 27%|##7 | 46/168 [00:08<00:23, 5.23it/s] 42/499 4.32G 0.01446 0.01179 0.005739 67 640: 27%|##7 | 46/168 [00:08<00:23, 5.23it/s] 42/499 4.32G 0.01446 0.01179 0.005739 67 640: 28%|##7 | 47/168 [00:08<00:22, 5.32it/s] 42/499 4.32G 0.01444 0.01176 0.005796 61 640: 28%|##7 | 47/168 [00:09<00:22, 5.32it/s] 42/499 4.32G 0.01444 0.01176 0.005796 61 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s] 42/499 4.32G 0.01447 0.01173 0.0059 62 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s] 42/499 4.32G 0.01447 0.01173 0.0059 62 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s] 42/499 4.32G 0.0145 0.01173 0.005848 63 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s] 42/499 4.32G 0.0145 0.01173 0.005848 63 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s] 42/499 4.32G 0.01455 0.01171 0.005825 61 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s] 42/499 4.32G 0.01455 0.01171 0.005825 61 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s] 42/499 4.32G 0.01454 0.01173 0.005815 78 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s] 42/499 4.32G 0.01454 0.01173 0.005815 78 640: 31%|### | 52/168 [00:09<00:22, 5.25it/s] 42/499 4.32G 0.01455 0.01174 0.005788 69 640: 31%|### | 52/168 [00:10<00:22, 5.25it/s] 42/499 4.32G 0.01455 0.01174 0.005788 69 640: 32%|###1 | 53/168 [00:10<00:21, 5.33it/s] 42/499 4.32G 0.01456 0.01172 0.00575 53 640: 32%|###1 | 53/168 [00:10<00:21, 5.33it/s] 42/499 4.32G 0.01456 0.01172 0.00575 53 640: 32%|###2 | 54/168 [00:10<00:21, 5.41it/s] 42/499 4.32G 0.01455 0.01169 0.005737 63 640: 32%|###2 | 54/168 [00:10<00:21, 5.41it/s] 42/499 4.32G 0.01455 0.01169 0.005737 63 640: 33%|###2 | 55/168 [00:10<00:21, 5.25it/s] 42/499 4.32G 0.01453 0.01164 0.00571 58 640: 33%|###2 | 55/168 [00:10<00:21, 5.25it/s] 42/499 4.32G 0.01453 0.01164 0.00571 58 640: 33%|###3 | 56/168 [00:10<00:20, 5.35it/s] 42/499 4.32G 0.01449 0.01158 0.005694 53 640: 33%|###3 | 56/168 [00:10<00:20, 5.35it/s] 42/499 4.32G 0.01449 0.01158 0.005694 53 640: 34%|###3 | 57/168 [00:10<00:20, 5.43it/s] 42/499 4.32G 0.01447 0.01159 0.005633 71 640: 34%|###3 | 57/168 [00:10<00:20, 5.43it/s] 42/499 4.32G 0.01447 0.01159 0.005633 71 640: 35%|###4 | 58/168 [00:10<00:21, 5.24it/s] 42/499 4.32G 0.01447 0.01158 0.005589 61 640: 35%|###4 | 58/168 [00:11<00:21, 5.24it/s] 42/499 4.32G 0.01447 0.01158 0.005589 61 640: 35%|###5 | 59/168 [00:11<00:20, 5.32it/s] 42/499 4.32G 0.0145 0.01165 0.005606 88 640: 35%|###5 | 59/168 [00:11<00:20, 5.32it/s] 42/499 4.32G 0.0145 0.01165 0.005606 88 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s] 42/499 4.32G 0.01448 0.01165 0.005642 74 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s] 42/499 4.32G 0.01448 0.01165 0.005642 74 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s] 42/499 4.32G 0.01449 0.01161 0.005625 55 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s] 42/499 4.32G 0.01449 0.01161 0.005625 55 640: 37%|###6 | 62/168 [00:11<00:19, 5.32it/s] 42/499 4.32G 0.01448 0.01157 0.005622 52 640: 37%|###6 | 62/168 [00:11<00:19, 5.32it/s] 42/499 4.32G 0.01448 0.01157 0.005622 52 640: 38%|###7 | 63/168 [00:11<00:19, 5.38it/s] 42/499 4.32G 0.01446 0.01157 0.005638 83 640: 38%|###7 | 63/168 [00:12<00:19, 5.38it/s] 42/499 4.32G 0.01446 0.01157 0.005638 83 640: 38%|###8 | 64/168 [00:12<00:19, 5.26it/s] 42/499 4.32G 0.01446 0.0116 0.005585 81 640: 38%|###8 | 64/168 [00:12<00:19, 5.26it/s] 42/499 4.32G 0.01446 0.0116 0.005585 81 640: 39%|###8 | 65/168 [00:12<00:19, 5.34it/s] 42/499 4.32G 0.01447 0.01159 0.005567 68 640: 39%|###8 | 65/168 [00:12<00:19, 5.34it/s] 42/499 4.32G 0.01447 0.01159 0.005567 68 640: 39%|###9 | 66/168 [00:12<00:18, 5.42it/s] 42/499 4.32G 0.01448 0.01161 0.005533 72 640: 39%|###9 | 66/168 [00:12<00:18, 5.42it/s] 42/499 4.32G 0.01448 0.01161 0.005533 72 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s] 42/499 4.32G 0.01447 0.0116 0.005576 69 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s] 42/499 4.32G 0.01447 0.0116 0.005576 69 640: 40%|#### | 68/168 [00:12<00:18, 5.27it/s] 42/499 4.32G 0.01448 0.01158 0.005557 58 640: 40%|#### | 68/168 [00:13<00:18, 5.27it/s] 42/499 4.32G 0.01448 0.01158 0.005557 58 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s] 42/499 4.32G 0.01448 0.0116 0.005566 70 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s] 42/499 4.32G 0.01448 0.0116 0.005566 70 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s] 42/499 4.32G 0.0145 0.01158 0.005627 58 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s] 42/499 4.32G 0.0145 0.01158 0.005627 58 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s] 42/499 4.32G 0.01453 0.01158 0.00563 60 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s] 42/499 4.32G 0.01453 0.01158 0.00563 60 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s] 42/499 4.32G 0.01453 0.01161 0.005632 82 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s] 42/499 4.32G 0.01453 0.01161 0.005632 82 640: 43%|####3 | 73/168 [00:13<00:18, 5.18it/s] 42/499 4.32G 0.01453 0.01161 0.005582 66 640: 43%|####3 | 73/168 [00:13<00:18, 5.18it/s] 42/499 4.32G 0.01453 0.01161 0.005582 66 640: 44%|####4 | 74/168 [00:13<00:17, 5.27it/s] 42/499 4.32G 0.01453 0.01161 0.00555 66 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s] 42/499 4.32G 0.01453 0.01161 0.00555 66 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 42/499 4.32G 0.01453 0.01159 0.005543 65 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 42/499 4.32G 0.01453 0.01159 0.005543 65 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s] 42/499 4.32G 0.01451 0.01157 0.005529 78 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s] 42/499 4.32G 0.01451 0.01157 0.005529 78 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s] 42/499 4.32G 0.01448 0.01155 0.005492 63 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s] 42/499 4.32G 0.01448 0.01155 0.005492 63 640: 46%|####6 | 78/168 [00:14<00:16, 5.31it/s] 42/499 4.32G 0.01447 0.01154 0.005482 72 640: 46%|####6 | 78/168 [00:14<00:16, 5.31it/s] 42/499 4.32G 0.01447 0.01154 0.005482 72 640: 47%|####7 | 79/168 [00:14<00:17, 5.19it/s] 42/499 4.32G 0.01447 0.01153 0.005468 69 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s] 42/499 4.32G 0.01447 0.01153 0.005468 69 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s] 42/499 4.32G 0.01449 0.01154 0.005475 63 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s] 42/499 4.32G 0.01449 0.01154 0.005475 63 640: 48%|####8 | 81/168 [00:15<00:16, 5.32it/s] 42/499 4.32G 0.01448 0.01153 0.005478 68 640: 48%|####8 | 81/168 [00:15<00:16, 5.32it/s] 42/499 4.32G 0.01448 0.01153 0.005478 68 640: 49%|####8 | 82/168 [00:15<00:16, 5.17it/s] 42/499 4.32G 0.01449 0.01153 0.005556 66 640: 49%|####8 | 82/168 [00:15<00:16, 5.17it/s] 42/499 4.32G 0.01449 0.01153 0.005556 66 640: 49%|####9 | 83/168 [00:15<00:16, 5.26it/s] 42/499 4.32G 0.01449 0.01156 0.005584 86 640: 49%|####9 | 83/168 [00:15<00:16, 5.26it/s] 42/499 4.32G 0.01449 0.01156 0.005584 86 640: 50%|##### | 84/168 [00:15<00:15, 5.35it/s] 42/499 4.32G 0.01448 0.01157 0.005566 72 640: 50%|##### | 84/168 [00:16<00:15, 5.35it/s] 42/499 4.32G 0.01448 0.01157 0.005566 72 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s] 42/499 4.32G 0.01447 0.01154 0.005599 59 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s] 42/499 4.32G 0.01447 0.01154 0.005599 59 640: 51%|#####1 | 86/168 [00:16<00:15, 5.33it/s] 42/499 4.32G 0.01444 0.01152 0.005595 61 640: 51%|#####1 | 86/168 [00:16<00:15, 5.33it/s] 42/499 4.32G 0.01444 0.01152 0.005595 61 640: 52%|#####1 | 87/168 [00:16<00:15, 5.38it/s] 42/499 4.32G 0.01443 0.01149 0.005634 51 640: 52%|#####1 | 87/168 [00:16<00:15, 5.38it/s] 42/499 4.32G 0.01443 0.01149 0.005634 51 640: 52%|#####2 | 88/168 [00:16<00:15, 5.25it/s] 42/499 4.32G 0.01444 0.01147 0.005635 46 640: 52%|#####2 | 88/168 [00:16<00:15, 5.25it/s] 42/499 4.32G 0.01444 0.01147 0.005635 46 640: 53%|#####2 | 89/168 [00:16<00:14, 5.33it/s] 42/499 4.32G 0.01446 0.01148 0.00563 75 640: 53%|#####2 | 89/168 [00:17<00:14, 5.33it/s] 42/499 4.32G 0.01446 0.01148 0.00563 75 640: 54%|#####3 | 90/168 [00:17<00:14, 5.38it/s] 42/499 4.32G 0.01447 0.01149 0.005609 70 640: 54%|#####3 | 90/168 [00:17<00:14, 5.38it/s] 42/499 4.32G 0.01447 0.01149 0.005609 70 640: 54%|#####4 | 91/168 [00:17<00:14, 5.18it/s] 42/499 4.32G 0.01448 0.01148 0.005594 62 640: 54%|#####4 | 91/168 [00:17<00:14, 5.18it/s] 42/499 4.32G 0.01448 0.01148 0.005594 62 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s] 42/499 4.32G 0.01449 0.0115 0.005595 74 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s] 42/499 4.32G 0.01449 0.0115 0.005595 74 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s] 42/499 4.32G 0.01449 0.01148 0.005595 63 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s] 42/499 4.32G 0.01449 0.01148 0.005595 63 640: 56%|#####5 | 94/168 [00:17<00:14, 5.24it/s] 42/499 4.32G 0.01451 0.0115 0.005588 71 640: 56%|#####5 | 94/168 [00:17<00:14, 5.24it/s] 42/499 4.32G 0.01451 0.0115 0.005588 71 640: 57%|#####6 | 95/168 [00:17<00:13, 5.31it/s] 42/499 4.32G 0.01453 0.01151 0.005585 61 640: 57%|#####6 | 95/168 [00:18<00:13, 5.31it/s] 42/499 4.32G 0.01453 0.01151 0.005585 61 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s] 42/499 4.32G 0.01454 0.0115 0.005548 65 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s] 42/499 4.32G 0.01454 0.0115 0.005548 65 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s] 42/499 4.32G 0.01454 0.01151 0.005515 77 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s] 42/499 4.32G 0.01454 0.01151 0.005515 77 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s] 42/499 4.32G 0.01454 0.01151 0.005488 64 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s] 42/499 4.32G 0.01454 0.01151 0.005488 64 640: 59%|#####8 | 99/168 [00:18<00:12, 5.38it/s] 42/499 4.32G 0.01457 0.01153 0.005472 68 640: 59%|#####8 | 99/168 [00:18<00:12, 5.38it/s] 42/499 4.32G 0.01457 0.01153 0.005472 68 640: 60%|#####9 | 100/168 [00:18<00:12, 5.24it/s] 42/499 4.32G 0.01455 0.01153 0.005482 59 640: 60%|#####9 | 100/168 [00:19<00:12, 5.24it/s] 42/499 4.32G 0.01455 0.01153 0.005482 59 640: 60%|###### | 101/168 [00:19<00:12, 5.34it/s] 42/499 4.32G 0.01454 0.01151 0.005473 66 640: 60%|###### | 101/168 [00:19<00:12, 5.34it/s] 42/499 4.32G 0.01454 0.01151 0.005473 66 640: 61%|###### | 102/168 [00:19<00:12, 5.38it/s] 42/499 4.32G 0.01453 0.01153 0.005476 71 640: 61%|###### | 102/168 [00:19<00:12, 5.38it/s] 42/499 4.32G 0.01453 0.01153 0.005476 71 640: 61%|######1 | 103/168 [00:19<00:12, 5.24it/s] 42/499 4.32G 0.01451 0.01151 0.005452 64 640: 61%|######1 | 103/168 [00:19<00:12, 5.24it/s] 42/499 4.32G 0.01451 0.01151 0.005452 64 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s] 42/499 4.32G 0.0145 0.01152 0.005435 78 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s] 42/499 4.32G 0.0145 0.01152 0.005435 78 640: 62%|######2 | 105/168 [00:19<00:11, 5.30it/s] 42/499 4.32G 0.0145 0.0115 0.005426 68 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s] 42/499 4.32G 0.0145 0.0115 0.005426 68 640: 63%|######3 | 106/168 [00:20<00:12, 5.13it/s] 42/499 4.32G 0.01451 0.01152 0.005455 76 640: 63%|######3 | 106/168 [00:20<00:12, 5.13it/s] 42/499 4.32G 0.01451 0.01152 0.005455 76 640: 64%|######3 | 107/168 [00:20<00:11, 5.20it/s] 42/499 4.32G 0.0145 0.01152 0.005421 63 640: 64%|######3 | 107/168 [00:20<00:11, 5.20it/s] 42/499 4.32G 0.0145 0.01152 0.005421 63 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s] 42/499 4.32G 0.01452 0.01152 0.005399 67 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s] 42/499 4.32G 0.01452 0.01152 0.005399 67 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s] 42/499 4.32G 0.01452 0.0115 0.005387 52 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s] 42/499 4.32G 0.01452 0.0115 0.005387 52 640: 65%|######5 | 110/168 [00:20<00:11, 5.27it/s] 42/499 4.32G 0.01453 0.01152 0.005368 75 640: 65%|######5 | 110/168 [00:20<00:11, 5.27it/s] 42/499 4.32G 0.01453 0.01152 0.005368 75 640: 66%|######6 | 111/168 [00:20<00:10, 5.33it/s] 42/499 4.32G 0.01454 0.0115 0.005446 57 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s] 42/499 4.32G 0.01454 0.0115 0.005446 57 640: 67%|######6 | 112/168 [00:21<00:10, 5.20it/s] 42/499 4.32G 0.01453 0.0115 0.005439 68 640: 67%|######6 | 112/168 [00:21<00:10, 5.20it/s] 42/499 4.32G 0.01453 0.0115 0.005439 68 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s] 42/499 4.32G 0.01455 0.0115 0.005448 69 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s] 42/499 4.32G 0.01455 0.0115 0.005448 69 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s] 42/499 4.32G 0.01455 0.0115 0.005462 68 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s] 42/499 4.32G 0.01455 0.0115 0.005462 68 640: 68%|######8 | 115/168 [00:21<00:10, 5.22it/s] 42/499 4.32G 0.01453 0.01151 0.005454 83 640: 68%|######8 | 115/168 [00:21<00:10, 5.22it/s] 42/499 4.32G 0.01453 0.01151 0.005454 83 640: 69%|######9 | 116/168 [00:21<00:09, 5.29it/s] 42/499 4.32G 0.01452 0.0115 0.005435 60 640: 69%|######9 | 116/168 [00:22<00:09, 5.29it/s] 42/499 4.32G 0.01452 0.0115 0.005435 60 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s] 42/499 4.32G 0.01452 0.01149 0.00543 64 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s] 42/499 4.32G 0.01452 0.01149 0.00543 64 640: 70%|####### | 118/168 [00:22<00:09, 5.24it/s] 42/499 4.32G 0.01452 0.01149 0.005407 71 640: 70%|####### | 118/168 [00:22<00:09, 5.24it/s] 42/499 4.32G 0.01452 0.01149 0.005407 71 640: 71%|####### | 119/168 [00:22<00:09, 5.34it/s] 42/499 4.32G 0.0145 0.01148 0.005454 65 640: 71%|####### | 119/168 [00:22<00:09, 5.34it/s] 42/499 4.32G 0.0145 0.01148 0.005454 65 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s] 42/499 4.32G 0.01449 0.0115 0.00543 80 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s] 42/499 4.32G 0.01449 0.0115 0.00543 80 640: 72%|#######2 | 121/168 [00:22<00:08, 5.24it/s] 42/499 4.32G 0.01449 0.01149 0.005422 56 640: 72%|#######2 | 121/168 [00:23<00:08, 5.24it/s] 42/499 4.32G 0.01449 0.01149 0.005422 56 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s] 42/499 4.32G 0.01446 0.01149 0.005398 71 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s] 42/499 4.32G 0.01446 0.01149 0.005398 71 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s] 42/499 4.32G 0.01448 0.01149 0.005421 64 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s] 42/499 4.32G 0.01448 0.01149 0.005421 64 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s] 42/499 4.32G 0.01449 0.0115 0.005415 73 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s] 42/499 4.32G 0.01449 0.0115 0.005415 73 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s] 42/499 4.32G 0.01449 0.0115 0.005426 66 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s] 42/499 4.32G 0.01449 0.0115 0.005426 66 640: 75%|#######5 | 126/168 [00:23<00:07, 5.36it/s] 42/499 4.32G 0.01449 0.01149 0.005429 58 640: 75%|#######5 | 126/168 [00:24<00:07, 5.36it/s] 42/499 4.32G 0.01449 0.01149 0.005429 58 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s] 42/499 4.32G 0.01451 0.01147 0.005421 54 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s] 42/499 4.32G 0.01451 0.01147 0.005421 54 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s] 42/499 4.32G 0.01449 0.01145 0.005427 52 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s] 42/499 4.32G 0.01449 0.01145 0.005427 52 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s] 42/499 4.32G 0.01449 0.01144 0.005402 59 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s] 42/499 4.32G 0.01449 0.01144 0.005402 59 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s] 42/499 4.32G 0.01448 0.01143 0.005446 74 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s] 42/499 4.32G 0.01448 0.01143 0.005446 74 640: 78%|#######7 | 131/168 [00:24<00:06, 5.29it/s] 42/499 4.32G 0.01449 0.01143 0.005513 56 640: 78%|#######7 | 131/168 [00:24<00:06, 5.29it/s] 42/499 4.32G 0.01449 0.01143 0.005513 56 640: 79%|#######8 | 132/168 [00:24<00:06, 5.35it/s] 42/499 4.32G 0.01449 0.01145 0.005503 85 640: 79%|#######8 | 132/168 [00:25<00:06, 5.35it/s] 42/499 4.32G 0.01449 0.01145 0.005503 85 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s] 42/499 4.32G 0.0145 0.01147 0.005526 78 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s] 42/499 4.32G 0.0145 0.01147 0.005526 78 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s] 42/499 4.32G 0.01449 0.01149 0.005512 91 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s] 42/499 4.32G 0.01449 0.01149 0.005512 91 640: 80%|######## | 135/168 [00:25<00:06, 5.38it/s] 42/499 4.32G 0.01449 0.01149 0.005516 63 640: 80%|######## | 135/168 [00:25<00:06, 5.38it/s] 42/499 4.32G 0.01449 0.01149 0.005516 63 640: 81%|######## | 136/168 [00:25<00:06, 5.24it/s] 42/499 4.32G 0.01448 0.01148 0.005547 70 640: 81%|######## | 136/168 [00:25<00:06, 5.24it/s] 42/499 4.32G 0.01448 0.01148 0.005547 70 640: 82%|########1 | 137/168 [00:25<00:05, 5.34it/s] 42/499 4.32G 0.01447 0.01147 0.005551 60 640: 82%|########1 | 137/168 [00:26<00:05, 5.34it/s] 42/499 4.32G 0.01447 0.01147 0.005551 60 640: 82%|########2 | 138/168 [00:26<00:05, 5.39it/s] 42/499 4.32G 0.01447 0.01145 0.005557 57 640: 82%|########2 | 138/168 [00:26<00:05, 5.39it/s] 42/499 4.32G 0.01447 0.01145 0.005557 57 640: 83%|########2 | 139/168 [00:26<00:05, 5.24it/s] 42/499 4.32G 0.01448 0.01144 0.005536 56 640: 83%|########2 | 139/168 [00:26<00:05, 5.24it/s] 42/499 4.32G 0.01448 0.01144 0.005536 56 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s] 42/499 4.32G 0.01447 0.01146 0.005546 81 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s] 42/499 4.32G 0.01447 0.01146 0.005546 81 640: 84%|########3 | 141/168 [00:26<00:05, 5.34it/s] 42/499 4.32G 0.01447 0.01146 0.005566 70 640: 84%|########3 | 141/168 [00:26<00:05, 5.34it/s] 42/499 4.32G 0.01447 0.01146 0.005566 70 640: 85%|########4 | 142/168 [00:26<00:05, 5.19it/s] 42/499 4.32G 0.01449 0.01146 0.005553 64 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s] 42/499 4.32G 0.01449 0.01146 0.005553 64 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s] 42/499 4.32G 0.01449 0.01145 0.005564 64 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s] 42/499 4.32G 0.01449 0.01145 0.005564 64 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s] 42/499 4.32G 0.01449 0.01146 0.005557 79 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s] 42/499 4.32G 0.01449 0.01146 0.005557 79 640: 86%|########6 | 145/168 [00:27<00:04, 5.24it/s] 42/499 4.32G 0.01449 0.01146 0.005553 61 640: 86%|########6 | 145/168 [00:27<00:04, 5.24it/s] 42/499 4.32G 0.01449 0.01146 0.005553 61 640: 87%|########6 | 146/168 [00:27<00:04, 5.34it/s] 42/499 4.32G 0.01449 0.01146 0.005549 74 640: 87%|########6 | 146/168 [00:27<00:04, 5.34it/s] 42/499 4.32G 0.01449 0.01146 0.005549 74 640: 88%|########7 | 147/168 [00:27<00:03, 5.41it/s] 42/499 4.32G 0.01448 0.01147 0.005552 68 640: 88%|########7 | 147/168 [00:27<00:03, 5.41it/s] 42/499 4.32G 0.01448 0.01147 0.005552 68 640: 88%|########8 | 148/168 [00:27<00:03, 5.27it/s] 42/499 4.32G 0.01447 0.01146 0.005553 59 640: 88%|########8 | 148/168 [00:28<00:03, 5.27it/s] 42/499 4.32G 0.01447 0.01146 0.005553 59 640: 89%|########8 | 149/168 [00:28<00:03, 5.37it/s] 42/499 4.32G 0.01448 0.01145 0.005554 58 640: 89%|########8 | 149/168 [00:28<00:03, 5.37it/s] 42/499 4.32G 0.01448 0.01145 0.005554 58 640: 89%|########9 | 150/168 [00:28<00:03, 5.41it/s] 42/499 4.32G 0.01449 0.01145 0.005569 63 640: 89%|########9 | 150/168 [00:28<00:03, 5.41it/s] 42/499 4.32G 0.01449 0.01145 0.005569 63 640: 90%|########9 | 151/168 [00:28<00:03, 5.24it/s] 42/499 4.32G 0.01448 0.01145 0.005571 61 640: 90%|########9 | 151/168 [00:28<00:03, 5.24it/s] 42/499 4.32G 0.01448 0.01145 0.005571 61 640: 90%|######### | 152/168 [00:28<00:03, 5.33it/s] 42/499 4.32G 0.01448 0.01144 0.005558 70 640: 90%|######### | 152/168 [00:28<00:03, 5.33it/s] 42/499 4.32G 0.01448 0.01144 0.005558 70 640: 91%|#########1| 153/168 [00:28<00:02, 5.40it/s] 42/499 4.32G 0.01448 0.01144 0.005556 63 640: 91%|#########1| 153/168 [00:29<00:02, 5.40it/s] 42/499 4.32G 0.01448 0.01144 0.005556 63 640: 92%|#########1| 154/168 [00:29<00:02, 5.27it/s] 42/499 4.32G 0.01447 0.01145 0.005553 72 640: 92%|#########1| 154/168 [00:29<00:02, 5.27it/s] 42/499 4.32G 0.01447 0.01145 0.005553 72 640: 92%|#########2| 155/168 [00:29<00:02, 5.34it/s] 42/499 4.32G 0.01447 0.01143 0.005556 54 640: 92%|#########2| 155/168 [00:29<00:02, 5.34it/s] 42/499 4.32G 0.01447 0.01143 0.005556 54 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s] 42/499 4.32G 0.01448 0.01145 0.005553 72 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s] 42/499 4.32G 0.01448 0.01145 0.005553 72 640: 93%|#########3| 157/168 [00:29<00:02, 5.23it/s] 42/499 4.32G 0.01449 0.01145 0.005543 63 640: 93%|#########3| 157/168 [00:29<00:02, 5.23it/s] 42/499 4.32G 0.01449 0.01145 0.005543 63 640: 94%|#########4| 158/168 [00:29<00:01, 5.31it/s] 42/499 4.32G 0.01449 0.01145 0.005528 63 640: 94%|#########4| 158/168 [00:30<00:01, 5.31it/s] 42/499 4.32G 0.01449 0.01145 0.005528 63 640: 95%|#########4| 159/168 [00:30<00:01, 5.38it/s] 42/499 4.32G 0.01447 0.01143 0.005519 55 640: 95%|#########4| 159/168 [00:30<00:01, 5.38it/s] 42/499 4.32G 0.01447 0.01143 0.005519 55 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s] 42/499 4.32G 0.01447 0.01145 0.005507 76 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s] 42/499 4.32G 0.01447 0.01145 0.005507 76 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s] 42/499 4.32G 0.01446 0.01144 0.005504 68 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s] 42/499 4.32G 0.01446 0.01144 0.005504 68 640: 96%|#########6| 162/168 [00:30<00:01, 5.32it/s] 42/499 4.32G 0.01445 0.01143 0.00548 62 640: 96%|#########6| 162/168 [00:30<00:01, 5.32it/s] 42/499 4.32G 0.01445 0.01143 0.00548 62 640: 97%|#########7| 163/168 [00:30<00:00, 5.20it/s] 42/499 4.32G 0.01447 0.01144 0.005486 69 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s] 42/499 4.32G 0.01447 0.01144 0.005486 69 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s] 42/499 4.32G 0.01447 0.01145 0.005489 63 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s] 42/499 4.32G 0.01447 0.01145 0.005489 63 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s] 42/499 4.32G 0.01447 0.01145 0.005506 67 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s] 42/499 4.32G 0.01447 0.01145 0.005506 67 640: 99%|#########8| 166/168 [00:31<00:00, 5.23it/s] 42/499 4.32G 0.01448 0.01143 0.005497 48 640: 99%|#########8| 166/168 [00:31<00:00, 5.23it/s] 42/499 4.32G 0.01448 0.01143 0.005497 48 640: 99%|#########9| 167/168 [00:31<00:00, 5.26it/s] 42/499 4.32G 0.01446 0.01142 0.005485 27 640: 99%|#########9| 167/168 [00:31<00:00, 5.26it/s] 42/499 4.32G 0.01446 0.01142 0.005485 27 640: 100%|##########| 168/168 [00:31<00:00, 5.45it/s] 42/499 4.32G 0.01446 0.01142 0.005485 27 640: 100%|##########| 168/168 [00:31<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.83it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.86it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.83it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.42it/s] all 132 263 0.826 0.877 0.882 0.752 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 43/499 4.32G 0.01275 0.01101 0.007372 70 640: 0%| | 0/168 [00:00<?, ?it/s] 43/499 4.32G 0.01275 0.01101 0.007372 70 640: 1%| | 1/168 [00:00<00:33, 4.96it/s] 43/499 4.32G 0.0138 0.012 0.005667 74 640: 1%| | 1/168 [00:00<00:33, 4.96it/s] 43/499 4.32G 0.0138 0.012 0.005667 74 640: 1%|1 | 2/168 [00:00<00:31, 5.30it/s] 43/499 4.32G 0.01326 0.01217 0.005823 78 640: 1%|1 | 2/168 [00:00<00:31, 5.30it/s] 43/499 4.32G 0.01326 0.01217 0.005823 78 640: 2%|1 | 3/168 [00:00<00:30, 5.43it/s] 43/499 4.32G 0.0138 0.01192 0.005689 58 640: 2%|1 | 3/168 [00:00<00:30, 5.43it/s] 43/499 4.32G 0.0138 0.01192 0.005689 58 640: 2%|2 | 4/168 [00:00<00:31, 5.24it/s] 43/499 4.32G 0.01387 0.01175 0.005654 59 640: 2%|2 | 4/168 [00:00<00:31, 5.24it/s] 43/499 4.32G 0.01387 0.01175 0.005654 59 640: 3%|2 | 5/168 [00:00<00:30, 5.34it/s] 43/499 4.32G 0.01438 0.01214 0.005827 76 640: 3%|2 | 5/168 [00:01<00:30, 5.34it/s] 43/499 4.32G 0.01438 0.01214 0.005827 76 640: 4%|3 | 6/168 [00:01<00:29, 5.43it/s] 43/499 4.32G 0.01431 0.01197 0.005459 60 640: 4%|3 | 6/168 [00:01<00:29, 5.43it/s] 43/499 4.32G 0.01431 0.01197 0.005459 60 640: 4%|4 | 7/168 [00:01<00:30, 5.26it/s] 43/499 4.32G 0.01403 0.01155 0.005263 49 640: 4%|4 | 7/168 [00:01<00:30, 5.26it/s] 43/499 4.32G 0.01403 0.01155 0.005263 49 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s] 43/499 4.32G 0.01387 0.01127 0.005147 48 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s] 43/499 4.32G 0.01387 0.01127 0.005147 48 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s] 43/499 4.32G 0.01391 0.01102 0.005446 56 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s] 43/499 4.32G 0.01391 0.01102 0.005446 56 640: 6%|5 | 10/168 [00:01<00:30, 5.20it/s] 43/499 4.32G 0.01371 0.01087 0.005501 65 640: 6%|5 | 10/168 [00:02<00:30, 5.20it/s] 43/499 4.32G 0.01371 0.01087 0.005501 65 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s] 43/499 4.32G 0.01375 0.01095 0.005362 69 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s] 43/499 4.32G 0.01375 0.01095 0.005362 69 640: 7%|7 | 12/168 [00:02<00:28, 5.38it/s] 43/499 4.32G 0.01366 0.01078 0.00546 66 640: 7%|7 | 12/168 [00:02<00:28, 5.38it/s] 43/499 4.32G 0.01366 0.01078 0.00546 66 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s] 43/499 4.32G 0.01353 0.01069 0.005394 69 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s] 43/499 4.32G 0.01353 0.01069 0.005394 69 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s] 43/499 4.32G 0.01361 0.0109 0.005319 81 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s] 43/499 4.32G 0.01361 0.0109 0.005319 81 640: 9%|8 | 15/168 [00:02<00:28, 5.37it/s] 43/499 4.32G 0.01361 0.01092 0.005311 76 640: 9%|8 | 15/168 [00:03<00:28, 5.37it/s] 43/499 4.32G 0.01361 0.01092 0.005311 76 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s] 43/499 4.32G 0.01364 0.01086 0.00536 61 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s] 43/499 4.32G 0.01364 0.01086 0.00536 61 640: 10%|# | 17/168 [00:03<00:28, 5.33it/s] 43/499 4.32G 0.01373 0.01092 0.005235 70 640: 10%|# | 17/168 [00:03<00:28, 5.33it/s] 43/499 4.32G 0.01373 0.01092 0.005235 70 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s] 43/499 4.32G 0.01382 0.0111 0.005337 84 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s] 43/499 4.32G 0.01382 0.0111 0.005337 84 640: 11%|#1 | 19/168 [00:03<00:28, 5.25it/s] 43/499 4.32G 0.01384 0.01112 0.005406 62 640: 11%|#1 | 19/168 [00:03<00:28, 5.25it/s] 43/499 4.32G 0.01384 0.01112 0.005406 62 640: 12%|#1 | 20/168 [00:03<00:27, 5.35it/s] 43/499 4.32G 0.01379 0.0111 0.005459 69 640: 12%|#1 | 20/168 [00:03<00:27, 5.35it/s] 43/499 4.32G 0.01379 0.0111 0.005459 69 640: 12%|#2 | 21/168 [00:03<00:27, 5.40it/s] 43/499 4.32G 0.01392 0.01117 0.005569 66 640: 12%|#2 | 21/168 [00:04<00:27, 5.40it/s] 43/499 4.32G 0.01392 0.01117 0.005569 66 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s] 43/499 4.32G 0.01397 0.01121 0.005515 73 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s] 43/499 4.32G 0.01397 0.01121 0.005515 73 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s] 43/499 4.32G 0.01399 0.01116 0.005522 60 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s] 43/499 4.32G 0.01399 0.01116 0.005522 60 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s] 43/499 4.32G 0.01397 0.0112 0.00537 73 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s] 43/499 4.32G 0.01397 0.0112 0.00537 73 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s] 43/499 4.32G 0.0139 0.01119 0.00544 67 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s] 43/499 4.32G 0.0139 0.01119 0.00544 67 640: 15%|#5 | 26/168 [00:04<00:26, 5.30it/s] 43/499 4.32G 0.01388 0.01119 0.00537 57 640: 15%|#5 | 26/168 [00:05<00:26, 5.30it/s] 43/499 4.32G 0.01388 0.01119 0.00537 57 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s] 43/499 4.32G 0.01385 0.0112 0.005264 70 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s] 43/499 4.32G 0.01385 0.0112 0.005264 70 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s] 43/499 4.32G 0.01384 0.01111 0.005156 46 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s] 43/499 4.32G 0.01384 0.01111 0.005156 46 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s] 43/499 4.32G 0.01383 0.01106 0.005133 58 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s] 43/499 4.32G 0.01383 0.01106 0.005133 58 640: 18%|#7 | 30/168 [00:05<00:25, 5.38it/s] 43/499 4.32G 0.01385 0.01106 0.005139 71 640: 18%|#7 | 30/168 [00:05<00:25, 5.38it/s] 43/499 4.32G 0.01385 0.01106 0.005139 71 640: 18%|#8 | 31/168 [00:05<00:26, 5.23it/s] 43/499 4.32G 0.01377 0.01097 0.005351 61 640: 18%|#8 | 31/168 [00:06<00:26, 5.23it/s] 43/499 4.32G 0.01377 0.01097 0.005351 61 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s] 43/499 4.32G 0.0138 0.01115 0.005395 95 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s] 43/499 4.32G 0.0138 0.01115 0.005395 95 640: 20%|#9 | 33/168 [00:06<00:25, 5.38it/s] 43/499 4.32G 0.01378 0.01116 0.005402 67 640: 20%|#9 | 33/168 [00:06<00:25, 5.38it/s] 43/499 4.32G 0.01378 0.01116 0.005402 67 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s] 43/499 4.32G 0.01385 0.01114 0.005398 70 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s] 43/499 4.32G 0.01385 0.01114 0.005398 70 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s] 43/499 4.32G 0.01386 0.01111 0.00546 59 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s] 43/499 4.32G 0.01386 0.01111 0.00546 59 640: 21%|##1 | 36/168 [00:06<00:24, 5.35it/s] 43/499 4.32G 0.01384 0.0111 0.005473 70 640: 21%|##1 | 36/168 [00:06<00:24, 5.35it/s] 43/499 4.32G 0.01384 0.0111 0.005473 70 640: 22%|##2 | 37/168 [00:06<00:25, 5.22it/s] 43/499 4.32G 0.01385 0.01112 0.005435 69 640: 22%|##2 | 37/168 [00:07<00:25, 5.22it/s] 43/499 4.32G 0.01385 0.01112 0.005435 69 640: 23%|##2 | 38/168 [00:07<00:24, 5.32it/s] 43/499 4.32G 0.01387 0.01111 0.005521 61 640: 23%|##2 | 38/168 [00:07<00:24, 5.32it/s] 43/499 4.32G 0.01387 0.01111 0.005521 61 640: 23%|##3 | 39/168 [00:07<00:24, 5.37it/s] 43/499 4.32G 0.01386 0.01111 0.005515 74 640: 23%|##3 | 39/168 [00:07<00:24, 5.37it/s] 43/499 4.32G 0.01386 0.01111 0.005515 74 640: 24%|##3 | 40/168 [00:07<00:24, 5.16it/s] 43/499 4.32G 0.01381 0.01105 0.005514 59 640: 24%|##3 | 40/168 [00:07<00:24, 5.16it/s] 43/499 4.32G 0.01381 0.01105 0.005514 59 640: 24%|##4 | 41/168 [00:07<00:24, 5.27it/s] 43/499 4.32G 0.01384 0.01116 0.005541 85 640: 24%|##4 | 41/168 [00:07<00:24, 5.27it/s] 43/499 4.32G 0.01384 0.01116 0.005541 85 640: 25%|##5 | 42/168 [00:07<00:23, 5.36it/s] 43/499 4.32G 0.01381 0.01113 0.005515 58 640: 25%|##5 | 42/168 [00:08<00:23, 5.36it/s] 43/499 4.32G 0.01381 0.01113 0.005515 58 640: 26%|##5 | 43/168 [00:08<00:23, 5.21it/s] 43/499 4.32G 0.01379 0.01104 0.005563 50 640: 26%|##5 | 43/168 [00:08<00:23, 5.21it/s] 43/499 4.32G 0.01379 0.01104 0.005563 50 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s] 43/499 4.32G 0.01375 0.01108 0.005551 68 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s] 43/499 4.32G 0.01375 0.01108 0.005551 68 640: 27%|##6 | 45/168 [00:08<00:23, 5.27it/s] 43/499 4.32G 0.01375 0.01113 0.005572 76 640: 27%|##6 | 45/168 [00:08<00:23, 5.27it/s] 43/499 4.32G 0.01375 0.01113 0.005572 76 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s] 43/499 4.32G 0.01374 0.01114 0.005589 74 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s] 43/499 4.32G 0.01374 0.01114 0.005589 74 640: 28%|##7 | 47/168 [00:08<00:23, 5.20it/s] 43/499 4.32G 0.01376 0.0112 0.005554 77 640: 28%|##7 | 47/168 [00:09<00:23, 5.20it/s] 43/499 4.32G 0.01376 0.0112 0.005554 77 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s] 43/499 4.32G 0.01374 0.01117 0.005566 74 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s] 43/499 4.32G 0.01374 0.01117 0.005566 74 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s] 43/499 4.32G 0.01381 0.01116 0.005578 53 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s] 43/499 4.32G 0.01381 0.01116 0.005578 53 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s] 43/499 4.32G 0.01382 0.0112 0.005569 73 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s] 43/499 4.32G 0.01382 0.0112 0.005569 73 640: 30%|### | 51/168 [00:09<00:21, 5.36it/s] 43/499 4.32G 0.01381 0.01122 0.005628 72 640: 30%|### | 51/168 [00:09<00:21, 5.36it/s] 43/499 4.32G 0.01381 0.01122 0.005628 72 640: 31%|### | 52/168 [00:09<00:22, 5.22it/s] 43/499 4.32G 0.01381 0.01125 0.005667 82 640: 31%|### | 52/168 [00:10<00:22, 5.22it/s] 43/499 4.32G 0.01381 0.01125 0.005667 82 640: 32%|###1 | 53/168 [00:10<00:21, 5.32it/s] 43/499 4.32G 0.01384 0.01125 0.005695 68 640: 32%|###1 | 53/168 [00:10<00:21, 5.32it/s] 43/499 4.32G 0.01384 0.01125 0.005695 68 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s] 43/499 4.32G 0.01387 0.01125 0.005676 60 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s] 43/499 4.32G 0.01387 0.01125 0.005676 60 640: 33%|###2 | 55/168 [00:10<00:21, 5.24it/s] 43/499 4.32G 0.01389 0.01123 0.005773 60 640: 33%|###2 | 55/168 [00:10<00:21, 5.24it/s] 43/499 4.32G 0.01389 0.01123 0.005773 60 640: 33%|###3 | 56/168 [00:10<00:21, 5.33it/s] 43/499 4.32G 0.0139 0.01125 0.005738 78 640: 33%|###3 | 56/168 [00:10<00:21, 5.33it/s] 43/499 4.32G 0.0139 0.01125 0.005738 78 640: 34%|###3 | 57/168 [00:10<00:20, 5.39it/s] 43/499 4.32G 0.0139 0.01129 0.005697 75 640: 34%|###3 | 57/168 [00:10<00:20, 5.39it/s] 43/499 4.32G 0.0139 0.01129 0.005697 75 640: 35%|###4 | 58/168 [00:10<00:21, 5.23it/s] 43/499 4.32G 0.01392 0.01132 0.00571 81 640: 35%|###4 | 58/168 [00:11<00:21, 5.23it/s] 43/499 4.32G 0.01392 0.01132 0.00571 81 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s] 43/499 4.32G 0.01391 0.01131 0.005753 68 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s] 43/499 4.32G 0.01391 0.01131 0.005753 68 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s] 43/499 4.32G 0.01389 0.01131 0.00571 80 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s] 43/499 4.32G 0.01389 0.01131 0.00571 80 640: 36%|###6 | 61/168 [00:11<00:20, 5.24it/s] 43/499 4.32G 0.01389 0.01133 0.005717 74 640: 36%|###6 | 61/168 [00:11<00:20, 5.24it/s] 43/499 4.32G 0.01389 0.01133 0.005717 74 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s] 43/499 4.32G 0.01388 0.01136 0.005715 78 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s] 43/499 4.32G 0.01388 0.01136 0.005715 78 640: 38%|###7 | 63/168 [00:11<00:19, 5.37it/s] 43/499 4.32G 0.01388 0.01138 0.0057 71 640: 38%|###7 | 63/168 [00:12<00:19, 5.37it/s] 43/499 4.32G 0.01388 0.01138 0.0057 71 640: 38%|###8 | 64/168 [00:12<00:19, 5.26it/s] 43/499 4.32G 0.01387 0.01134 0.005701 61 640: 38%|###8 | 64/168 [00:12<00:19, 5.26it/s] 43/499 4.32G 0.01387 0.01134 0.005701 61 640: 39%|###8 | 65/168 [00:12<00:19, 5.34it/s] 43/499 4.32G 0.01391 0.01133 0.005705 54 640: 39%|###8 | 65/168 [00:12<00:19, 5.34it/s] 43/499 4.32G 0.01391 0.01133 0.005705 54 640: 39%|###9 | 66/168 [00:12<00:18, 5.38it/s] 43/499 4.32G 0.01391 0.01129 0.005651 53 640: 39%|###9 | 66/168 [00:12<00:18, 5.38it/s] 43/499 4.32G 0.01391 0.01129 0.005651 53 640: 40%|###9 | 67/168 [00:12<00:19, 5.25it/s] 43/499 4.32G 0.01392 0.0113 0.00565 86 640: 40%|###9 | 67/168 [00:12<00:19, 5.25it/s] 43/499 4.32G 0.01392 0.0113 0.00565 86 640: 40%|#### | 68/168 [00:12<00:18, 5.35it/s] 43/499 4.32G 0.01391 0.01132 0.005616 74 640: 40%|#### | 68/168 [00:13<00:18, 5.35it/s] 43/499 4.32G 0.01391 0.01132 0.005616 74 640: 41%|####1 | 69/168 [00:13<00:18, 5.40it/s] 43/499 4.32G 0.01393 0.01133 0.005583 70 640: 41%|####1 | 69/168 [00:13<00:18, 5.40it/s] 43/499 4.32G 0.01393 0.01133 0.005583 70 640: 42%|####1 | 70/168 [00:13<00:18, 5.25it/s] 43/499 4.32G 0.01391 0.0113 0.005572 65 640: 42%|####1 | 70/168 [00:13<00:18, 5.25it/s] 43/499 4.32G 0.01391 0.0113 0.005572 65 640: 42%|####2 | 71/168 [00:13<00:18, 5.35it/s] 43/499 4.32G 0.0139 0.01129 0.005583 77 640: 42%|####2 | 71/168 [00:13<00:18, 5.35it/s] 43/499 4.32G 0.0139 0.01129 0.005583 77 640: 43%|####2 | 72/168 [00:13<00:17, 5.43it/s] 43/499 4.32G 0.0139 0.01126 0.005627 61 640: 43%|####2 | 72/168 [00:13<00:17, 5.43it/s] 43/499 4.32G 0.0139 0.01126 0.005627 61 640: 43%|####3 | 73/168 [00:13<00:17, 5.29it/s] 43/499 4.32G 0.0139 0.01125 0.005664 62 640: 43%|####3 | 73/168 [00:13<00:17, 5.29it/s] 43/499 4.32G 0.0139 0.01125 0.005664 62 640: 44%|####4 | 74/168 [00:13<00:17, 5.37it/s] 43/499 4.32G 0.0139 0.01125 0.005658 61 640: 44%|####4 | 74/168 [00:14<00:17, 5.37it/s] 43/499 4.32G 0.0139 0.01125 0.005658 61 640: 45%|####4 | 75/168 [00:14<00:17, 5.40it/s] 43/499 4.32G 0.01391 0.01125 0.00564 63 640: 45%|####4 | 75/168 [00:14<00:17, 5.40it/s] 43/499 4.32G 0.01391 0.01125 0.00564 63 640: 45%|####5 | 76/168 [00:14<00:17, 5.28it/s] 43/499 4.32G 0.01392 0.01125 0.005632 71 640: 45%|####5 | 76/168 [00:14<00:17, 5.28it/s] 43/499 4.32G 0.01392 0.01125 0.005632 71 640: 46%|####5 | 77/168 [00:14<00:16, 5.35it/s] 43/499 4.32G 0.01392 0.01123 0.00562 54 640: 46%|####5 | 77/168 [00:14<00:16, 5.35it/s] 43/499 4.32G 0.01392 0.01123 0.00562 54 640: 46%|####6 | 78/168 [00:14<00:16, 5.41it/s] 43/499 4.32G 0.01389 0.01123 0.005609 74 640: 46%|####6 | 78/168 [00:14<00:16, 5.41it/s] 43/499 4.32G 0.01389 0.01123 0.005609 74 640: 47%|####7 | 79/168 [00:14<00:17, 5.23it/s] 43/499 4.32G 0.0139 0.01125 0.005623 82 640: 47%|####7 | 79/168 [00:15<00:17, 5.23it/s] 43/499 4.32G 0.0139 0.01125 0.005623 82 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s] 43/499 4.32G 0.0139 0.01126 0.005599 84 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s] 43/499 4.32G 0.0139 0.01126 0.005599 84 640: 48%|####8 | 81/168 [00:15<00:16, 5.37it/s] 43/499 4.32G 0.0139 0.01124 0.005654 69 640: 48%|####8 | 81/168 [00:15<00:16, 5.37it/s] 43/499 4.32G 0.0139 0.01124 0.005654 69 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s] 43/499 4.32G 0.01388 0.01124 0.005633 59 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s] 43/499 4.32G 0.01388 0.01124 0.005633 59 640: 49%|####9 | 83/168 [00:15<00:16, 5.31it/s] 43/499 4.32G 0.01386 0.01123 0.005613 60 640: 49%|####9 | 83/168 [00:15<00:16, 5.31it/s] 43/499 4.32G 0.01386 0.01123 0.005613 60 640: 50%|##### | 84/168 [00:15<00:15, 5.33it/s] 43/499 4.32G 0.01389 0.01123 0.005659 59 640: 50%|##### | 84/168 [00:16<00:15, 5.33it/s] 43/499 4.32G 0.01389 0.01123 0.005659 59 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s] 43/499 4.32G 0.0139 0.01122 0.00563 59 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s] 43/499 4.32G 0.0139 0.01122 0.00563 59 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s] 43/499 4.32G 0.01392 0.01122 0.005668 71 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s] 43/499 4.32G 0.01392 0.01122 0.005668 71 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s] 43/499 4.32G 0.01392 0.01124 0.005627 78 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s] 43/499 4.32G 0.01392 0.01124 0.005627 78 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s] 43/499 4.32G 0.01392 0.01126 0.00565 76 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s] 43/499 4.32G 0.01392 0.01126 0.00565 76 640: 53%|#####2 | 89/168 [00:16<00:15, 5.25it/s] 43/499 4.32G 0.0139 0.01125 0.005649 71 640: 53%|#####2 | 89/168 [00:16<00:15, 5.25it/s] 43/499 4.32G 0.0139 0.01125 0.005649 71 640: 54%|#####3 | 90/168 [00:16<00:14, 5.32it/s] 43/499 4.32G 0.01392 0.01126 0.005646 65 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s] 43/499 4.32G 0.01392 0.01126 0.005646 65 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s] 43/499 4.32G 0.01392 0.01127 0.005651 68 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s] 43/499 4.32G 0.01392 0.01127 0.005651 68 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s] 43/499 4.32G 0.01392 0.01128 0.005639 72 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s] 43/499 4.32G 0.01392 0.01128 0.005639 72 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s] 43/499 4.32G 0.01392 0.01126 0.005649 63 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s] 43/499 4.32G 0.01392 0.01126 0.005649 63 640: 56%|#####5 | 94/168 [00:17<00:14, 5.18it/s] 43/499 4.32G 0.01393 0.0113 0.005639 82 640: 56%|#####5 | 94/168 [00:17<00:14, 5.18it/s] 43/499 4.32G 0.01393 0.0113 0.005639 82 640: 57%|#####6 | 95/168 [00:17<00:13, 5.24it/s] 43/499 4.32G 0.01394 0.0113 0.00567 63 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s] 43/499 4.32G 0.01394 0.0113 0.00567 63 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s] 43/499 4.32G 0.01393 0.01129 0.005663 66 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s] 43/499 4.32G 0.01393 0.01129 0.005663 66 640: 58%|#####7 | 97/168 [00:18<00:13, 5.21it/s] 43/499 4.32G 0.01394 0.01128 0.00564 47 640: 58%|#####7 | 97/168 [00:18<00:13, 5.21it/s] 43/499 4.32G 0.01394 0.01128 0.00564 47 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s] 43/499 4.32G 0.01395 0.01129 0.005635 77 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s] 43/499 4.32G 0.01395 0.01129 0.005635 77 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s] 43/499 4.32G 0.01397 0.0113 0.005622 70 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s] 43/499 4.32G 0.01397 0.0113 0.005622 70 640: 60%|#####9 | 100/168 [00:18<00:12, 5.23it/s] 43/499 4.32G 0.01397 0.01131 0.0056 84 640: 60%|#####9 | 100/168 [00:19<00:12, 5.23it/s] 43/499 4.32G 0.01397 0.01131 0.0056 84 640: 60%|###### | 101/168 [00:19<00:12, 5.32it/s] 43/499 4.32G 0.01398 0.0113 0.005604 58 640: 60%|###### | 101/168 [00:19<00:12, 5.32it/s] 43/499 4.32G 0.01398 0.0113 0.005604 58 640: 61%|###### | 102/168 [00:19<00:12, 5.39it/s] 43/499 4.32G 0.01401 0.01134 0.005619 82 640: 61%|###### | 102/168 [00:19<00:12, 5.39it/s] 43/499 4.32G 0.01401 0.01134 0.005619 82 640: 61%|######1 | 103/168 [00:19<00:12, 5.25it/s] 43/499 4.32G 0.01403 0.01135 0.005615 77 640: 61%|######1 | 103/168 [00:19<00:12, 5.25it/s] 43/499 4.32G 0.01403 0.01135 0.005615 77 640: 62%|######1 | 104/168 [00:19<00:11, 5.35it/s] 43/499 4.32G 0.01402 0.01135 0.00562 73 640: 62%|######1 | 104/168 [00:19<00:11, 5.35it/s] 43/499 4.32G 0.01402 0.01135 0.00562 73 640: 62%|######2 | 105/168 [00:19<00:11, 5.42it/s] 43/499 4.32G 0.01401 0.01136 0.005616 77 640: 62%|######2 | 105/168 [00:20<00:11, 5.42it/s] 43/499 4.32G 0.01401 0.01136 0.005616 77 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s] 43/499 4.32G 0.01402 0.01138 0.005629 81 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s] 43/499 4.32G 0.01402 0.01138 0.005629 81 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s] 43/499 4.32G 0.01401 0.01139 0.005606 72 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s] 43/499 4.32G 0.01401 0.01139 0.005606 72 640: 64%|######4 | 108/168 [00:20<00:11, 5.38it/s] 43/499 4.32G 0.01403 0.01138 0.005601 58 640: 64%|######4 | 108/168 [00:20<00:11, 5.38it/s] 43/499 4.32G 0.01403 0.01138 0.005601 58 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s] 43/499 4.32G 0.01403 0.01138 0.005589 69 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s] 43/499 4.32G 0.01403 0.01138 0.005589 69 640: 65%|######5 | 110/168 [00:20<00:10, 5.33it/s] 43/499 4.32G 0.01402 0.01138 0.005591 65 640: 65%|######5 | 110/168 [00:20<00:10, 5.33it/s] 43/499 4.32G 0.01402 0.01138 0.005591 65 640: 66%|######6 | 111/168 [00:20<00:10, 5.38it/s] 43/499 4.32G 0.01403 0.01139 0.005608 72 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s] 43/499 4.32G 0.01403 0.01139 0.005608 72 640: 67%|######6 | 112/168 [00:21<00:10, 5.26it/s] 43/499 4.32G 0.01404 0.01139 0.005605 65 640: 67%|######6 | 112/168 [00:21<00:10, 5.26it/s] 43/499 4.32G 0.01404 0.01139 0.005605 65 640: 67%|######7 | 113/168 [00:21<00:10, 5.35it/s] 43/499 4.32G 0.01404 0.01139 0.005652 61 640: 67%|######7 | 113/168 [00:21<00:10, 5.35it/s] 43/499 4.32G 0.01404 0.01139 0.005652 61 640: 68%|######7 | 114/168 [00:21<00:10, 5.31it/s] 43/499 4.32G 0.01405 0.01137 0.005673 59 640: 68%|######7 | 114/168 [00:21<00:10, 5.31it/s] 43/499 4.32G 0.01405 0.01137 0.005673 59 640: 68%|######8 | 115/168 [00:21<00:10, 5.11it/s] 43/499 4.32G 0.01404 0.01135 0.005658 57 640: 68%|######8 | 115/168 [00:21<00:10, 5.11it/s] 43/499 4.32G 0.01404 0.01135 0.005658 57 640: 69%|######9 | 116/168 [00:21<00:09, 5.22it/s] 43/499 4.32G 0.01406 0.01135 0.005668 59 640: 69%|######9 | 116/168 [00:22<00:09, 5.22it/s] 43/499 4.32G 0.01406 0.01135 0.005668 59 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s] 43/499 4.32G 0.01407 0.01135 0.00565 56 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s] 43/499 4.32G 0.01407 0.01135 0.00565 56 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s] 43/499 4.32G 0.01408 0.01133 0.005641 62 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s] 43/499 4.32G 0.01408 0.01133 0.005641 62 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s] 43/499 4.32G 0.01409 0.01133 0.005654 70 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s] 43/499 4.32G 0.01409 0.01133 0.005654 70 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s] 43/499 4.32G 0.01408 0.01134 0.005646 71 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s] 43/499 4.32G 0.01408 0.01134 0.005646 71 640: 72%|#######2 | 121/168 [00:22<00:09, 5.20it/s] 43/499 4.32G 0.01408 0.01134 0.005636 65 640: 72%|#######2 | 121/168 [00:23<00:09, 5.20it/s] 43/499 4.32G 0.01408 0.01134 0.005636 65 640: 73%|#######2 | 122/168 [00:23<00:08, 5.16it/s] 43/499 4.32G 0.01408 0.01134 0.005644 74 640: 73%|#######2 | 122/168 [00:23<00:08, 5.16it/s] 43/499 4.32G 0.01408 0.01134 0.005644 74 640: 73%|#######3 | 123/168 [00:23<00:08, 5.25it/s] 43/499 4.32G 0.01409 0.01136 0.005646 77 640: 73%|#######3 | 123/168 [00:23<00:08, 5.25it/s] 43/499 4.32G 0.01409 0.01136 0.005646 77 640: 74%|#######3 | 124/168 [00:23<00:08, 5.14it/s] 43/499 4.32G 0.01408 0.01135 0.005637 66 640: 74%|#######3 | 124/168 [00:23<00:08, 5.14it/s] 43/499 4.32G 0.01408 0.01135 0.005637 66 640: 74%|#######4 | 125/168 [00:23<00:08, 5.25it/s] 43/499 4.32G 0.01409 0.01137 0.005619 73 640: 74%|#######4 | 125/168 [00:23<00:08, 5.25it/s] 43/499 4.32G 0.01409 0.01137 0.005619 73 640: 75%|#######5 | 126/168 [00:23<00:07, 5.31it/s] 43/499 4.32G 0.01408 0.01134 0.005591 49 640: 75%|#######5 | 126/168 [00:24<00:07, 5.31it/s] 43/499 4.32G 0.01408 0.01134 0.005591 49 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s] 43/499 4.32G 0.01411 0.01135 0.005572 69 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s] 43/499 4.32G 0.01411 0.01135 0.005572 69 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s] 43/499 4.32G 0.01411 0.01135 0.005595 72 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s] 43/499 4.32G 0.01411 0.01135 0.005595 72 640: 77%|#######6 | 129/168 [00:24<00:07, 5.33it/s] 43/499 4.32G 0.01412 0.01133 0.005585 52 640: 77%|#######6 | 129/168 [00:24<00:07, 5.33it/s] 43/499 4.32G 0.01412 0.01133 0.005585 52 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s] 43/499 4.32G 0.01412 0.01134 0.005581 73 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s] 43/499 4.32G 0.01412 0.01134 0.005581 73 640: 78%|#######7 | 131/168 [00:24<00:07, 5.23it/s] 43/499 4.32G 0.01412 0.01132 0.005563 55 640: 78%|#######7 | 131/168 [00:24<00:07, 5.23it/s] 43/499 4.32G 0.01412 0.01132 0.005563 55 640: 79%|#######8 | 132/168 [00:24<00:06, 5.31it/s] 43/499 4.32G 0.01413 0.01131 0.005602 59 640: 79%|#######8 | 132/168 [00:25<00:06, 5.31it/s] 43/499 4.32G 0.01413 0.01131 0.005602 59 640: 79%|#######9 | 133/168 [00:25<00:06, 5.16it/s] 43/499 4.32G 0.01415 0.01133 0.005647 75 640: 79%|#######9 | 133/168 [00:25<00:06, 5.16it/s] 43/499 4.32G 0.01415 0.01133 0.005647 75 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s] 43/499 4.32G 0.01414 0.01132 0.005647 69 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s] 43/499 4.32G 0.01414 0.01132 0.005647 69 640: 80%|######## | 135/168 [00:25<00:06, 5.31it/s] 43/499 4.32G 0.01415 0.01132 0.005639 65 640: 80%|######## | 135/168 [00:25<00:06, 5.31it/s] 43/499 4.32G 0.01415 0.01132 0.005639 65 640: 81%|######## | 136/168 [00:25<00:06, 5.19it/s] 43/499 4.32G 0.01416 0.01132 0.005624 72 640: 81%|######## | 136/168 [00:25<00:06, 5.19it/s] 43/499 4.32G 0.01416 0.01132 0.005624 72 640: 82%|########1 | 137/168 [00:25<00:05, 5.27it/s] 43/499 4.32G 0.01415 0.01133 0.005609 86 640: 82%|########1 | 137/168 [00:26<00:05, 5.27it/s] 43/499 4.32G 0.01415 0.01133 0.005609 86 640: 82%|########2 | 138/168 [00:26<00:05, 5.32it/s] 43/499 4.32G 0.01417 0.01133 0.005608 69 640: 82%|########2 | 138/168 [00:26<00:05, 5.32it/s] 43/499 4.32G 0.01417 0.01133 0.005608 69 640: 83%|########2 | 139/168 [00:26<00:05, 5.10it/s] 43/499 4.32G 0.01417 0.01133 0.005605 74 640: 83%|########2 | 139/168 [00:26<00:05, 5.10it/s] 43/499 4.32G 0.01417 0.01133 0.005605 74 640: 83%|########3 | 140/168 [00:26<00:05, 5.21it/s] 43/499 4.32G 0.01417 0.01133 0.005592 74 640: 83%|########3 | 140/168 [00:26<00:05, 5.21it/s] 43/499 4.32G 0.01417 0.01133 0.005592 74 640: 84%|########3 | 141/168 [00:26<00:05, 5.32it/s] 43/499 4.32G 0.01417 0.01132 0.005586 71 640: 84%|########3 | 141/168 [00:26<00:05, 5.32it/s] 43/499 4.32G 0.01417 0.01132 0.005586 71 640: 85%|########4 | 142/168 [00:26<00:05, 5.20it/s] 43/499 4.32G 0.01416 0.01134 0.005592 84 640: 85%|########4 | 142/168 [00:27<00:05, 5.20it/s] 43/499 4.32G 0.01416 0.01134 0.005592 84 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s] 43/499 4.32G 0.01417 0.01133 0.005605 61 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s] 43/499 4.32G 0.01417 0.01133 0.005605 61 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s] 43/499 4.32G 0.01415 0.01131 0.005604 64 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s] 43/499 4.32G 0.01415 0.01131 0.005604 64 640: 86%|########6 | 145/168 [00:27<00:04, 5.24it/s] 43/499 4.32G 0.01414 0.0113 0.0056 67 640: 86%|########6 | 145/168 [00:27<00:04, 5.24it/s] 43/499 4.32G 0.01414 0.0113 0.0056 67 640: 87%|########6 | 146/168 [00:27<00:04, 5.35it/s] 43/499 4.32G 0.01413 0.01129 0.00559 62 640: 87%|########6 | 146/168 [00:27<00:04, 5.35it/s] 43/499 4.32G 0.01413 0.01129 0.00559 62 640: 88%|########7 | 147/168 [00:27<00:03, 5.39it/s] 43/499 4.32G 0.01413 0.01128 0.005585 67 640: 88%|########7 | 147/168 [00:27<00:03, 5.39it/s] 43/499 4.32G 0.01413 0.01128 0.005585 67 640: 88%|########8 | 148/168 [00:27<00:03, 5.25it/s] 43/499 4.32G 0.01411 0.01125 0.005616 55 640: 88%|########8 | 148/168 [00:28<00:03, 5.25it/s] 43/499 4.32G 0.01411 0.01125 0.005616 55 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s] 43/499 4.32G 0.01411 0.01125 0.005635 66 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s] 43/499 4.32G 0.01411 0.01125 0.005635 66 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s] 43/499 4.32G 0.01411 0.01126 0.005628 63 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s] 43/499 4.32G 0.01411 0.01126 0.005628 63 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s] 43/499 4.32G 0.0141 0.01125 0.005643 68 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s] 43/499 4.32G 0.0141 0.01125 0.005643 68 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s] 43/499 4.32G 0.0141 0.01126 0.005636 75 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s] 43/499 4.32G 0.0141 0.01126 0.005636 75 640: 91%|#########1| 153/168 [00:28<00:02, 5.39it/s] 43/499 4.32G 0.0141 0.01126 0.005646 61 640: 91%|#########1| 153/168 [00:29<00:02, 5.39it/s] 43/499 4.32G 0.0141 0.01126 0.005646 61 640: 92%|#########1| 154/168 [00:29<00:02, 5.27it/s] 43/499 4.32G 0.0141 0.01125 0.005669 69 640: 92%|#########1| 154/168 [00:29<00:02, 5.27it/s] 43/499 4.32G 0.0141 0.01125 0.005669 69 640: 92%|#########2| 155/168 [00:29<00:02, 5.34it/s] 43/499 4.32G 0.01411 0.01126 0.005666 71 640: 92%|#########2| 155/168 [00:29<00:02, 5.34it/s] 43/499 4.32G 0.01411 0.01126 0.005666 71 640: 93%|#########2| 156/168 [00:29<00:02, 5.41it/s] 43/499 4.32G 0.0141 0.01125 0.005685 64 640: 93%|#########2| 156/168 [00:29<00:02, 5.41it/s] 43/499 4.32G 0.0141 0.01125 0.005685 64 640: 93%|#########3| 157/168 [00:29<00:02, 5.26it/s] 43/499 4.32G 0.0141 0.01124 0.005703 58 640: 93%|#########3| 157/168 [00:29<00:02, 5.26it/s] 43/499 4.32G 0.0141 0.01124 0.005703 58 640: 94%|#########4| 158/168 [00:29<00:01, 5.32it/s] 43/499 4.32G 0.01411 0.01125 0.005697 66 640: 94%|#########4| 158/168 [00:30<00:01, 5.32it/s] 43/499 4.32G 0.01411 0.01125 0.005697 66 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s] 43/499 4.32G 0.01412 0.01126 0.005716 76 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s] 43/499 4.32G 0.01412 0.01126 0.005716 76 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s] 43/499 4.32G 0.01412 0.01126 0.005705 66 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s] 43/499 4.32G 0.01412 0.01126 0.005705 66 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s] 43/499 4.32G 0.01412 0.01125 0.005704 55 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s] 43/499 4.32G 0.01412 0.01125 0.005704 55 640: 96%|#########6| 162/168 [00:30<00:01, 5.37it/s] 43/499 4.32G 0.01412 0.01125 0.005727 59 640: 96%|#########6| 162/168 [00:30<00:01, 5.37it/s] 43/499 4.32G 0.01412 0.01125 0.005727 59 640: 97%|#########7| 163/168 [00:30<00:00, 5.23it/s] 43/499 4.32G 0.01411 0.01125 0.005713 74 640: 97%|#########7| 163/168 [00:31<00:00, 5.23it/s] 43/499 4.32G 0.01411 0.01125 0.005713 74 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s] 43/499 4.32G 0.01411 0.01124 0.005693 68 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s] 43/499 4.32G 0.01411 0.01124 0.005693 68 640: 98%|#########8| 165/168 [00:31<00:00, 5.26it/s] 43/499 4.32G 0.01411 0.01124 0.005715 72 640: 98%|#########8| 165/168 [00:31<00:00, 5.26it/s] 43/499 4.32G 0.01411 0.01124 0.005715 72 640: 99%|#########8| 166/168 [00:31<00:00, 5.13it/s] 43/499 4.32G 0.01412 0.01125 0.005721 75 640: 99%|#########8| 166/168 [00:31<00:00, 5.13it/s] 43/499 4.32G 0.01412 0.01125 0.005721 75 640: 99%|#########9| 167/168 [00:31<00:00, 5.22it/s] 43/499 4.32G 0.01412 0.01127 0.005718 38 640: 99%|#########9| 167/168 [00:31<00:00, 5.22it/s] 43/499 4.32G 0.01412 0.01127 0.005718 38 640: 100%|##########| 168/168 [00:31<00:00, 5.43it/s] 43/499 4.32G 0.01412 0.01127 0.005718 38 640: 100%|##########| 168/168 [00:31<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.805 0.871 0.846 0.706 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 44/499 4.32G 0.01583 0.01064 0.004609 55 640: 0%| | 0/168 [00:00<?, ?it/s] 44/499 4.32G 0.01583 0.01064 0.004609 55 640: 1%| | 1/168 [00:00<00:33, 4.95it/s] 44/499 4.32G 0.01557 0.01193 0.004442 76 640: 1%| | 1/168 [00:00<00:33, 4.95it/s] 44/499 4.32G 0.01557 0.01193 0.004442 76 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s] 44/499 4.32G 0.01585 0.01183 0.004047 59 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s] 44/499 4.32G 0.01585 0.01183 0.004047 59 640: 2%|1 | 3/168 [00:00<00:30, 5.35it/s] 44/499 4.32G 0.01565 0.01176 0.004102 72 640: 2%|1 | 3/168 [00:00<00:30, 5.35it/s] 44/499 4.32G 0.01565 0.01176 0.004102 72 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s] 44/499 4.32G 0.01556 0.01166 0.00446 70 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s] 44/499 4.32G 0.01556 0.01166 0.00446 70 640: 3%|2 | 5/168 [00:00<00:30, 5.31it/s] 44/499 4.32G 0.0152 0.01137 0.00447 61 640: 3%|2 | 5/168 [00:01<00:30, 5.31it/s] 44/499 4.32G 0.0152 0.01137 0.00447 61 640: 4%|3 | 6/168 [00:01<00:30, 5.37it/s] 44/499 4.32G 0.01524 0.01158 0.005051 71 640: 4%|3 | 6/168 [00:01<00:30, 5.37it/s] 44/499 4.32G 0.01524 0.01158 0.005051 71 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s] 44/499 4.32G 0.01502 0.01134 0.005152 63 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s] 44/499 4.32G 0.01502 0.01134 0.005152 63 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s] 44/499 4.32G 0.01477 0.01137 0.005097 68 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s] 44/499 4.32G 0.01477 0.01137 0.005097 68 640: 5%|5 | 9/168 [00:01<00:29, 5.37it/s] 44/499 4.32G 0.01466 0.01131 0.004996 67 640: 5%|5 | 9/168 [00:01<00:29, 5.37it/s] 44/499 4.32G 0.01466 0.01131 0.004996 67 640: 6%|5 | 10/168 [00:01<00:30, 5.22it/s] 44/499 4.32G 0.01466 0.0114 0.004878 71 640: 6%|5 | 10/168 [00:02<00:30, 5.22it/s] 44/499 4.32G 0.01466 0.0114 0.004878 71 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s] 44/499 4.32G 0.01473 0.0112 0.004962 61 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s] 44/499 4.32G 0.01473 0.0112 0.004962 61 640: 7%|7 | 12/168 [00:02<00:29, 5.37it/s] 44/499 4.32G 0.01465 0.01098 0.005447 53 640: 7%|7 | 12/168 [00:02<00:29, 5.37it/s] 44/499 4.32G 0.01465 0.01098 0.005447 53 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s] 44/499 4.32G 0.01459 0.011 0.005352 68 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s] 44/499 4.32G 0.01459 0.011 0.005352 68 640: 8%|8 | 14/168 [00:02<00:28, 5.31it/s] 44/499 4.32G 0.0147 0.01098 0.005272 58 640: 8%|8 | 14/168 [00:02<00:28, 5.31it/s] 44/499 4.32G 0.0147 0.01098 0.005272 58 640: 9%|8 | 15/168 [00:02<00:28, 5.34it/s] 44/499 4.32G 0.01455 0.01087 0.005443 60 640: 9%|8 | 15/168 [00:03<00:28, 5.34it/s] 44/499 4.32G 0.01455 0.01087 0.005443 60 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s] 44/499 4.32G 0.01468 0.01089 0.005326 62 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s] 44/499 4.32G 0.01468 0.01089 0.005326 62 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s] 44/499 4.32G 0.01469 0.01087 0.005345 65 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s] 44/499 4.32G 0.01469 0.01087 0.005345 65 640: 11%|# | 18/168 [00:03<00:27, 5.40it/s] 44/499 4.32G 0.01469 0.01078 0.005588 43 640: 11%|# | 18/168 [00:03<00:27, 5.40it/s] 44/499 4.32G 0.01469 0.01078 0.005588 43 640: 11%|#1 | 19/168 [00:03<00:28, 5.26it/s] 44/499 4.32G 0.01472 0.01085 0.005799 77 640: 11%|#1 | 19/168 [00:03<00:28, 5.26it/s] 44/499 4.32G 0.01472 0.01085 0.005799 77 640: 12%|#1 | 20/168 [00:03<00:28, 5.25it/s] 44/499 4.32G 0.01473 0.01094 0.005683 74 640: 12%|#1 | 20/168 [00:03<00:28, 5.25it/s] 44/499 4.32G 0.01473 0.01094 0.005683 74 640: 12%|#2 | 21/168 [00:03<00:27, 5.35it/s] 44/499 4.32G 0.01479 0.01096 0.005631 57 640: 12%|#2 | 21/168 [00:04<00:27, 5.35it/s] 44/499 4.32G 0.01479 0.01096 0.005631 57 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s] 44/499 4.32G 0.01466 0.01095 0.005706 77 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s] 44/499 4.32G 0.01466 0.01095 0.005706 77 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s] 44/499 4.32G 0.01465 0.01103 0.005607 77 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s] 44/499 4.32G 0.01465 0.01103 0.005607 77 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s] 44/499 4.32G 0.01455 0.01101 0.005541 76 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s] 44/499 4.32G 0.01455 0.01101 0.005541 76 640: 15%|#4 | 25/168 [00:04<00:27, 5.24it/s] 44/499 4.32G 0.01446 0.01097 0.005482 63 640: 15%|#4 | 25/168 [00:04<00:27, 5.24it/s] 44/499 4.32G 0.01446 0.01097 0.005482 63 640: 15%|#5 | 26/168 [00:04<00:26, 5.34it/s] 44/499 4.32G 0.01444 0.01113 0.005464 79 640: 15%|#5 | 26/168 [00:05<00:26, 5.34it/s] 44/499 4.32G 0.01444 0.01113 0.005464 79 640: 16%|#6 | 27/168 [00:05<00:26, 5.40it/s] 44/499 4.32G 0.01458 0.01102 0.005698 50 640: 16%|#6 | 27/168 [00:05<00:26, 5.40it/s] 44/499 4.32G 0.01458 0.01102 0.005698 50 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s] 44/499 4.32G 0.0146 0.01095 0.005631 63 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s] 44/499 4.32G 0.0146 0.01095 0.005631 63 640: 17%|#7 | 29/168 [00:05<00:26, 5.33it/s] 44/499 4.32G 0.01461 0.01099 0.0056 73 640: 17%|#7 | 29/168 [00:05<00:26, 5.33it/s] 44/499 4.32G 0.01461 0.01099 0.0056 73 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s] 44/499 4.32G 0.01457 0.0111 0.005645 96 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s] 44/499 4.32G 0.01457 0.0111 0.005645 96 640: 18%|#8 | 31/168 [00:05<00:26, 5.24it/s] 44/499 4.32G 0.01459 0.01113 0.005582 70 640: 18%|#8 | 31/168 [00:06<00:26, 5.24it/s] 44/499 4.32G 0.01459 0.01113 0.005582 70 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s] 44/499 4.32G 0.01457 0.0111 0.005554 69 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s] 44/499 4.32G 0.01457 0.0111 0.005554 69 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s] 44/499 4.32G 0.01454 0.01108 0.005611 68 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s] 44/499 4.32G 0.01454 0.01108 0.005611 68 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s] 44/499 4.32G 0.01455 0.01119 0.005581 82 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s] 44/499 4.32G 0.01455 0.01119 0.005581 82 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s] 44/499 4.32G 0.01454 0.01122 0.005577 71 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s] 44/499 4.32G 0.01454 0.01122 0.005577 71 640: 21%|##1 | 36/168 [00:06<00:24, 5.40it/s] 44/499 4.32G 0.01455 0.01124 0.005573 75 640: 21%|##1 | 36/168 [00:06<00:24, 5.40it/s] 44/499 4.32G 0.01455 0.01124 0.005573 75 640: 22%|##2 | 37/168 [00:06<00:24, 5.25it/s] 44/499 4.32G 0.01452 0.01118 0.005529 57 640: 22%|##2 | 37/168 [00:07<00:24, 5.25it/s] 44/499 4.32G 0.01452 0.01118 0.005529 57 640: 23%|##2 | 38/168 [00:07<00:24, 5.35it/s] 44/499 4.32G 0.01456 0.01122 0.005497 71 640: 23%|##2 | 38/168 [00:07<00:24, 5.35it/s] 44/499 4.32G 0.01456 0.01122 0.005497 71 640: 23%|##3 | 39/168 [00:07<00:23, 5.41it/s] 44/499 4.32G 0.01456 0.01123 0.005485 66 640: 23%|##3 | 39/168 [00:07<00:23, 5.41it/s] 44/499 4.32G 0.01456 0.01123 0.005485 66 640: 24%|##3 | 40/168 [00:07<00:24, 5.25it/s] 44/499 4.32G 0.01459 0.01127 0.005476 75 640: 24%|##3 | 40/168 [00:07<00:24, 5.25it/s] 44/499 4.32G 0.01459 0.01127 0.005476 75 640: 24%|##4 | 41/168 [00:07<00:23, 5.35it/s] 44/499 4.32G 0.0146 0.01123 0.005437 55 640: 24%|##4 | 41/168 [00:07<00:23, 5.35it/s] 44/499 4.32G 0.0146 0.01123 0.005437 55 640: 25%|##5 | 42/168 [00:07<00:23, 5.43it/s] 44/499 4.32G 0.01458 0.01128 0.005445 69 640: 25%|##5 | 42/168 [00:08<00:23, 5.43it/s] 44/499 4.32G 0.01458 0.01128 0.005445 69 640: 26%|##5 | 43/168 [00:08<00:23, 5.24it/s] 44/499 4.32G 0.01464 0.01132 0.005488 72 640: 26%|##5 | 43/168 [00:08<00:23, 5.24it/s] 44/499 4.32G 0.01464 0.01132 0.005488 72 640: 26%|##6 | 44/168 [00:08<00:23, 5.33it/s] 44/499 4.32G 0.01461 0.01127 0.005452 58 640: 26%|##6 | 44/168 [00:08<00:23, 5.33it/s] 44/499 4.32G 0.01461 0.01127 0.005452 58 640: 27%|##6 | 45/168 [00:08<00:22, 5.38it/s] 44/499 4.32G 0.0146 0.01131 0.005464 77 640: 27%|##6 | 45/168 [00:08<00:22, 5.38it/s] 44/499 4.32G 0.0146 0.01131 0.005464 77 640: 27%|##7 | 46/168 [00:08<00:23, 5.25it/s] 44/499 4.32G 0.01454 0.01127 0.005431 60 640: 27%|##7 | 46/168 [00:08<00:23, 5.25it/s] 44/499 4.32G 0.01454 0.01127 0.005431 60 640: 28%|##7 | 47/168 [00:08<00:22, 5.33it/s] 44/499 4.32G 0.01453 0.01131 0.005487 74 640: 28%|##7 | 47/168 [00:09<00:22, 5.33it/s] 44/499 4.32G 0.01453 0.01131 0.005487 74 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s] 44/499 4.32G 0.01453 0.01143 0.005495 90 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s] 44/499 4.32G 0.01453 0.01143 0.005495 90 640: 29%|##9 | 49/168 [00:09<00:23, 5.12it/s] 44/499 4.32G 0.01459 0.0114 0.005521 60 640: 29%|##9 | 49/168 [00:09<00:23, 5.12it/s] 44/499 4.32G 0.01459 0.0114 0.005521 60 640: 30%|##9 | 50/168 [00:09<00:22, 5.21it/s] 44/499 4.32G 0.01459 0.01142 0.005525 72 640: 30%|##9 | 50/168 [00:09<00:22, 5.21it/s] 44/499 4.32G 0.01459 0.01142 0.005525 72 640: 30%|### | 51/168 [00:09<00:22, 5.23it/s] 44/499 4.32G 0.0146 0.01143 0.005511 71 640: 30%|### | 51/168 [00:09<00:22, 5.23it/s] 44/499 4.32G 0.0146 0.01143 0.005511 71 640: 31%|### | 52/168 [00:09<00:22, 5.13it/s] 44/499 4.32G 0.01459 0.01149 0.005586 89 640: 31%|### | 52/168 [00:10<00:22, 5.13it/s] 44/499 4.32G 0.01459 0.01149 0.005586 89 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s] 44/499 4.32G 0.01458 0.01147 0.005601 58 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s] 44/499 4.32G 0.01458 0.01147 0.005601 58 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s] 44/499 4.32G 0.01457 0.01148 0.00558 75 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s] 44/499 4.32G 0.01457 0.01148 0.00558 75 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s] 44/499 4.32G 0.01453 0.01147 0.005572 72 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s] 44/499 4.32G 0.01453 0.01147 0.005572 72 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s] 44/499 4.32G 0.01453 0.01142 0.005611 45 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s] 44/499 4.32G 0.01453 0.01142 0.005611 45 640: 34%|###3 | 57/168 [00:10<00:20, 5.37it/s] 44/499 4.32G 0.01451 0.01142 0.005609 81 640: 34%|###3 | 57/168 [00:10<00:20, 5.37it/s] 44/499 4.32G 0.01451 0.01142 0.005609 81 640: 35%|###4 | 58/168 [00:10<00:21, 5.19it/s] 44/499 4.32G 0.01448 0.01142 0.00561 70 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s] 44/499 4.32G 0.01448 0.01142 0.00561 70 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s] 44/499 4.32G 0.01445 0.0114 0.005615 67 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s] 44/499 4.32G 0.01445 0.0114 0.005615 67 640: 36%|###5 | 60/168 [00:11<00:20, 5.36it/s] 44/499 4.32G 0.01446 0.01141 0.005634 73 640: 36%|###5 | 60/168 [00:11<00:20, 5.36it/s] 44/499 4.32G 0.01446 0.01141 0.005634 73 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s] 44/499 4.32G 0.01445 0.01147 0.0056 84 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s] 44/499 4.32G 0.01445 0.01147 0.0056 84 640: 37%|###6 | 62/168 [00:11<00:19, 5.31it/s] 44/499 4.32G 0.01445 0.01151 0.005572 77 640: 37%|###6 | 62/168 [00:11<00:19, 5.31it/s] 44/499 4.32G 0.01445 0.01151 0.005572 77 640: 38%|###7 | 63/168 [00:11<00:19, 5.37it/s] 44/499 4.32G 0.01445 0.01152 0.005551 61 640: 38%|###7 | 63/168 [00:12<00:19, 5.37it/s] 44/499 4.32G 0.01445 0.01152 0.005551 61 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s] 44/499 4.32G 0.01445 0.01156 0.005566 81 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s] 44/499 4.32G 0.01445 0.01156 0.005566 81 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s] 44/499 4.32G 0.01446 0.01154 0.005543 63 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s] 44/499 4.32G 0.01446 0.01154 0.005543 63 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s] 44/499 4.32G 0.0145 0.01153 0.005541 60 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s] 44/499 4.32G 0.0145 0.01153 0.005541 60 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s] 44/499 4.32G 0.01451 0.01152 0.005531 62 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s] 44/499 4.32G 0.01451 0.01152 0.005531 62 640: 40%|#### | 68/168 [00:12<00:18, 5.30it/s] 44/499 4.32G 0.01451 0.01149 0.005515 64 640: 40%|#### | 68/168 [00:13<00:18, 5.30it/s] 44/499 4.32G 0.01451 0.01149 0.005515 64 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s] 44/499 4.32G 0.01449 0.01146 0.005579 64 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s] 44/499 4.32G 0.01449 0.01146 0.005579 64 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s] 44/499 4.32G 0.01449 0.01148 0.005564 82 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s] 44/499 4.32G 0.01449 0.01148 0.005564 82 640: 42%|####2 | 71/168 [00:13<00:18, 5.33it/s] 44/499 4.32G 0.01448 0.01148 0.005538 76 640: 42%|####2 | 71/168 [00:13<00:18, 5.33it/s] 44/499 4.32G 0.01448 0.01148 0.005538 76 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s] 44/499 4.32G 0.01447 0.01145 0.005518 59 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s] 44/499 4.32G 0.01447 0.01145 0.005518 59 640: 43%|####3 | 73/168 [00:13<00:18, 5.19it/s] 44/499 4.32G 0.01448 0.01146 0.005503 66 640: 43%|####3 | 73/168 [00:13<00:18, 5.19it/s] 44/499 4.32G 0.01448 0.01146 0.005503 66 640: 44%|####4 | 74/168 [00:13<00:17, 5.29it/s] 44/499 4.32G 0.01448 0.01147 0.005487 65 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s] 44/499 4.32G 0.01448 0.01147 0.005487 65 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s] 44/499 4.32G 0.01445 0.01147 0.005558 73 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s] 44/499 4.32G 0.01445 0.01147 0.005558 73 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s] 44/499 4.32G 0.01445 0.0115 0.005572 72 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s] 44/499 4.32G 0.01445 0.0115 0.005572 72 640: 46%|####5 | 77/168 [00:14<00:17, 5.32it/s] 44/499 4.32G 0.01446 0.01155 0.005548 81 640: 46%|####5 | 77/168 [00:14<00:17, 5.32it/s] 44/499 4.32G 0.01446 0.01155 0.005548 81 640: 46%|####6 | 78/168 [00:14<00:16, 5.36it/s] 44/499 4.32G 0.01446 0.01153 0.005576 54 640: 46%|####6 | 78/168 [00:14<00:16, 5.36it/s] 44/499 4.32G 0.01446 0.01153 0.005576 54 640: 47%|####7 | 79/168 [00:14<00:17, 5.23it/s] 44/499 4.32G 0.01445 0.01153 0.005559 65 640: 47%|####7 | 79/168 [00:15<00:17, 5.23it/s] 44/499 4.32G 0.01445 0.01153 0.005559 65 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s] 44/499 4.32G 0.01444 0.0115 0.005587 60 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s] 44/499 4.32G 0.01444 0.0115 0.005587 60 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s] 44/499 4.32G 0.01445 0.01151 0.005586 73 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s] 44/499 4.32G 0.01445 0.01151 0.005586 73 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s] 44/499 4.32G 0.01444 0.01151 0.005589 72 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s] 44/499 4.32G 0.01444 0.01151 0.005589 72 640: 49%|####9 | 83/168 [00:15<00:15, 5.32it/s] 44/499 4.32G 0.01443 0.0115 0.005564 64 640: 49%|####9 | 83/168 [00:15<00:15, 5.32it/s] 44/499 4.32G 0.01443 0.0115 0.005564 64 640: 50%|##### | 84/168 [00:15<00:15, 5.36it/s] 44/499 4.32G 0.01444 0.01149 0.005581 66 640: 50%|##### | 84/168 [00:16<00:15, 5.36it/s] 44/499 4.32G 0.01444 0.01149 0.005581 66 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s] 44/499 4.32G 0.01442 0.01148 0.005559 60 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s] 44/499 4.32G 0.01442 0.01148 0.005559 60 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s] 44/499 4.32G 0.01442 0.01146 0.005596 57 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s] 44/499 4.32G 0.01442 0.01146 0.005596 57 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s] 44/499 4.32G 0.01442 0.01146 0.005629 65 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s] 44/499 4.32G 0.01442 0.01146 0.005629 65 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s] 44/499 4.32G 0.01441 0.01145 0.005654 69 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s] 44/499 4.32G 0.01441 0.01145 0.005654 69 640: 53%|#####2 | 89/168 [00:16<00:14, 5.32it/s] 44/499 4.32G 0.0144 0.01146 0.005649 60 640: 53%|#####2 | 89/168 [00:16<00:14, 5.32it/s] 44/499 4.32G 0.0144 0.01146 0.005649 60 640: 54%|#####3 | 90/168 [00:16<00:14, 5.39it/s] 44/499 4.32G 0.01439 0.01147 0.005689 87 640: 54%|#####3 | 90/168 [00:17<00:14, 5.39it/s] 44/499 4.32G 0.01439 0.01147 0.005689 87 640: 54%|#####4 | 91/168 [00:17<00:14, 5.24it/s] 44/499 4.32G 0.01439 0.01147 0.005674 66 640: 54%|#####4 | 91/168 [00:17<00:14, 5.24it/s] 44/499 4.32G 0.01439 0.01147 0.005674 66 640: 55%|#####4 | 92/168 [00:17<00:14, 5.33it/s] 44/499 4.32G 0.01436 0.01146 0.005663 68 640: 55%|#####4 | 92/168 [00:17<00:14, 5.33it/s] 44/499 4.32G 0.01436 0.01146 0.005663 68 640: 55%|#####5 | 93/168 [00:17<00:13, 5.37it/s] 44/499 4.32G 0.01436 0.01146 0.005645 68 640: 55%|#####5 | 93/168 [00:17<00:13, 5.37it/s] 44/499 4.32G 0.01436 0.01146 0.005645 68 640: 56%|#####5 | 94/168 [00:17<00:14, 5.22it/s] 44/499 4.32G 0.01434 0.01146 0.005671 72 640: 56%|#####5 | 94/168 [00:17<00:14, 5.22it/s] 44/499 4.32G 0.01434 0.01146 0.005671 72 640: 57%|#####6 | 95/168 [00:17<00:13, 5.29it/s] 44/499 4.32G 0.01436 0.01147 0.00568 71 640: 57%|#####6 | 95/168 [00:18<00:13, 5.29it/s] 44/499 4.32G 0.01436 0.01147 0.00568 71 640: 57%|#####7 | 96/168 [00:18<00:13, 5.35it/s] 44/499 4.32G 0.01435 0.01144 0.005662 63 640: 57%|#####7 | 96/168 [00:18<00:13, 5.35it/s] 44/499 4.32G 0.01435 0.01144 0.005662 63 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s] 44/499 4.32G 0.01436 0.01142 0.005625 65 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s] 44/499 4.32G 0.01436 0.01142 0.005625 65 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s] 44/499 4.32G 0.01436 0.01145 0.005628 78 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s] 44/499 4.32G 0.01436 0.01145 0.005628 78 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s] 44/499 4.32G 0.01436 0.01144 0.005645 75 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s] 44/499 4.32G 0.01436 0.01144 0.005645 75 640: 60%|#####9 | 100/168 [00:18<00:13, 5.16it/s] 44/499 4.32G 0.01435 0.01143 0.005634 61 640: 60%|#####9 | 100/168 [00:19<00:13, 5.16it/s] 44/499 4.32G 0.01435 0.01143 0.005634 61 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s] 44/499 4.32G 0.01435 0.01145 0.005629 71 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s] 44/499 4.32G 0.01435 0.01145 0.005629 71 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s] 44/499 4.32G 0.01434 0.01145 0.005616 74 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s] 44/499 4.32G 0.01434 0.01145 0.005616 74 640: 61%|######1 | 103/168 [00:19<00:12, 5.14it/s] 44/499 4.32G 0.01433 0.01143 0.005608 57 640: 61%|######1 | 103/168 [00:19<00:12, 5.14it/s] 44/499 4.32G 0.01433 0.01143 0.005608 57 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s] 44/499 4.32G 0.01433 0.01145 0.00564 80 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s] 44/499 4.32G 0.01433 0.01145 0.00564 80 640: 62%|######2 | 105/168 [00:19<00:11, 5.34it/s] 44/499 4.32G 0.01432 0.01147 0.00563 87 640: 62%|######2 | 105/168 [00:20<00:11, 5.34it/s] 44/499 4.32G 0.01432 0.01147 0.00563 87 640: 63%|######3 | 106/168 [00:20<00:11, 5.21it/s] 44/499 4.32G 0.01434 0.01145 0.005665 47 640: 63%|######3 | 106/168 [00:20<00:11, 5.21it/s] 44/499 4.32G 0.01434 0.01145 0.005665 47 640: 64%|######3 | 107/168 [00:20<00:11, 5.31it/s] 44/499 4.32G 0.01434 0.01147 0.005668 71 640: 64%|######3 | 107/168 [00:20<00:11, 5.31it/s] 44/499 4.32G 0.01434 0.01147 0.005668 71 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s] 44/499 4.32G 0.01433 0.01145 0.005694 60 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s] 44/499 4.32G 0.01433 0.01145 0.005694 60 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s] 44/499 4.32G 0.01431 0.01146 0.005697 78 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s] 44/499 4.32G 0.01431 0.01146 0.005697 78 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s] 44/499 4.32G 0.01431 0.01146 0.005688 55 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s] 44/499 4.32G 0.01431 0.01146 0.005688 55 640: 66%|######6 | 111/168 [00:20<00:10, 5.36it/s] 44/499 4.32G 0.01432 0.01146 0.005711 72 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s] 44/499 4.32G 0.01432 0.01146 0.005711 72 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s] 44/499 4.32G 0.01432 0.01147 0.005724 75 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s] 44/499 4.32G 0.01432 0.01147 0.005724 75 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s] 44/499 4.32G 0.01431 0.01144 0.005711 51 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s] 44/499 4.32G 0.01431 0.01144 0.005711 51 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s] 44/499 4.32G 0.01431 0.01145 0.005689 78 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s] 44/499 4.32G 0.01431 0.01145 0.005689 78 640: 68%|######8 | 115/168 [00:21<00:10, 5.23it/s] 44/499 4.32G 0.01431 0.01147 0.005705 71 640: 68%|######8 | 115/168 [00:21<00:10, 5.23it/s] 44/499 4.32G 0.01431 0.01147 0.005705 71 640: 69%|######9 | 116/168 [00:21<00:09, 5.31it/s] 44/499 4.32G 0.01433 0.01146 0.005709 65 640: 69%|######9 | 116/168 [00:22<00:09, 5.31it/s] 44/499 4.32G 0.01433 0.01146 0.005709 65 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s] 44/499 4.32G 0.01433 0.01147 0.005702 68 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s] 44/499 4.32G 0.01433 0.01147 0.005702 68 640: 70%|####### | 118/168 [00:22<00:09, 5.24it/s] 44/499 4.32G 0.01432 0.01148 0.005677 73 640: 70%|####### | 118/168 [00:22<00:09, 5.24it/s] 44/499 4.32G 0.01432 0.01148 0.005677 73 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s] 44/499 4.32G 0.01431 0.01147 0.005688 63 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s] 44/499 4.32G 0.01431 0.01147 0.005688 63 640: 71%|#######1 | 120/168 [00:22<00:09, 5.30it/s] 44/499 4.32G 0.01431 0.01145 0.005659 45 640: 71%|#######1 | 120/168 [00:22<00:09, 5.30it/s] 44/499 4.32G 0.01431 0.01145 0.005659 45 640: 72%|#######2 | 121/168 [00:22<00:09, 5.18it/s] 44/499 4.32G 0.01431 0.01147 0.00565 89 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s] 44/499 4.32G 0.01431 0.01147 0.00565 89 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s] 44/499 4.32G 0.01431 0.01147 0.005653 56 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s] 44/499 4.32G 0.01431 0.01147 0.005653 56 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s] 44/499 4.32G 0.01432 0.01145 0.005681 60 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s] 44/499 4.32G 0.01432 0.01145 0.005681 60 640: 74%|#######3 | 124/168 [00:23<00:08, 5.22it/s] 44/499 4.32G 0.01432 0.01148 0.005653 82 640: 74%|#######3 | 124/168 [00:23<00:08, 5.22it/s] 44/499 4.32G 0.01432 0.01148 0.005653 82 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s] 44/499 4.32G 0.01432 0.01148 0.005635 66 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s] 44/499 4.32G 0.01432 0.01148 0.005635 66 640: 75%|#######5 | 126/168 [00:23<00:07, 5.37it/s] 44/499 4.32G 0.01432 0.01148 0.005638 61 640: 75%|#######5 | 126/168 [00:24<00:07, 5.37it/s] 44/499 4.32G 0.01432 0.01148 0.005638 61 640: 76%|#######5 | 127/168 [00:24<00:07, 5.23it/s] 44/499 4.32G 0.01433 0.01151 0.00562 82 640: 76%|#######5 | 127/168 [00:24<00:07, 5.23it/s] 44/499 4.32G 0.01433 0.01151 0.00562 82 640: 76%|#######6 | 128/168 [00:24<00:07, 5.32it/s] 44/499 4.32G 0.01431 0.0115 0.005625 71 640: 76%|#######6 | 128/168 [00:24<00:07, 5.32it/s] 44/499 4.32G 0.01431 0.0115 0.005625 71 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s] 44/499 4.32G 0.0143 0.01148 0.005614 62 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s] 44/499 4.32G 0.0143 0.01148 0.005614 62 640: 77%|#######7 | 130/168 [00:24<00:07, 5.26it/s] 44/499 4.32G 0.01428 0.01148 0.005602 68 640: 77%|#######7 | 130/168 [00:24<00:07, 5.26it/s] 44/499 4.32G 0.01428 0.01148 0.005602 68 640: 78%|#######7 | 131/168 [00:24<00:06, 5.34it/s] 44/499 4.32G 0.01428 0.01147 0.005658 58 640: 78%|#######7 | 131/168 [00:24<00:06, 5.34it/s] 44/499 4.32G 0.01428 0.01147 0.005658 58 640: 79%|#######8 | 132/168 [00:24<00:06, 5.37it/s] 44/499 4.32G 0.01428 0.01148 0.005678 70 640: 79%|#######8 | 132/168 [00:25<00:06, 5.37it/s] 44/499 4.32G 0.01428 0.01148 0.005678 70 640: 79%|#######9 | 133/168 [00:25<00:06, 5.23it/s] 44/499 4.32G 0.01428 0.01148 0.005661 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.23it/s] 44/499 4.32G 0.01428 0.01148 0.005661 65 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s] 44/499 4.32G 0.01428 0.01148 0.005659 59 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s] 44/499 4.32G 0.01428 0.01148 0.005659 59 640: 80%|######## | 135/168 [00:25<00:06, 5.35it/s] 44/499 4.32G 0.01427 0.01147 0.005665 70 640: 80%|######## | 135/168 [00:25<00:06, 5.35it/s] 44/499 4.32G 0.01427 0.01147 0.005665 70 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s] 44/499 4.32G 0.01427 0.01146 0.005675 52 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s] 44/499 4.32G 0.01427 0.01146 0.005675 52 640: 82%|########1 | 137/168 [00:25<00:05, 5.29it/s] 44/499 4.32G 0.01426 0.01146 0.00565 72 640: 82%|########1 | 137/168 [00:26<00:05, 5.29it/s] 44/499 4.32G 0.01426 0.01146 0.00565 72 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s] 44/499 4.32G 0.01425 0.01146 0.005625 63 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s] 44/499 4.32G 0.01425 0.01146 0.005625 63 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s] 44/499 4.32G 0.01426 0.01146 0.005606 72 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s] 44/499 4.32G 0.01426 0.01146 0.005606 72 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s] 44/499 4.32G 0.01427 0.01145 0.00562 68 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s] 44/499 4.32G 0.01427 0.01145 0.00562 68 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s] 44/499 4.32G 0.01426 0.01143 0.005597 72 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s] 44/499 4.32G 0.01426 0.01143 0.005597 72 640: 85%|########4 | 142/168 [00:26<00:04, 5.22it/s] 44/499 4.32G 0.01426 0.01144 0.005584 70 640: 85%|########4 | 142/168 [00:27<00:04, 5.22it/s] 44/499 4.32G 0.01426 0.01144 0.005584 70 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s] 44/499 4.32G 0.01426 0.01145 0.005593 82 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s] 44/499 4.32G 0.01426 0.01145 0.005593 82 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s] 44/499 4.32G 0.01426 0.01145 0.005605 71 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s] 44/499 4.32G 0.01426 0.01145 0.005605 71 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s] 44/499 4.32G 0.01425 0.01145 0.005592 69 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s] 44/499 4.32G 0.01425 0.01145 0.005592 69 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s] 44/499 4.32G 0.01425 0.01144 0.005608 55 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s] 44/499 4.32G 0.01425 0.01144 0.005608 55 640: 88%|########7 | 147/168 [00:27<00:03, 5.31it/s] 44/499 4.32G 0.01424 0.01144 0.005605 68 640: 88%|########7 | 147/168 [00:27<00:03, 5.31it/s] 44/499 4.32G 0.01424 0.01144 0.005605 68 640: 88%|########8 | 148/168 [00:27<00:03, 5.18it/s] 44/499 4.32G 0.01426 0.01145 0.00561 72 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s] 44/499 4.32G 0.01426 0.01145 0.00561 72 640: 89%|########8 | 149/168 [00:28<00:03, 5.20it/s] 44/499 4.32G 0.01426 0.01145 0.005604 62 640: 89%|########8 | 149/168 [00:28<00:03, 5.20it/s] 44/499 4.32G 0.01426 0.01145 0.005604 62 640: 89%|########9 | 150/168 [00:28<00:03, 5.28it/s] 44/499 4.32G 0.01427 0.01148 0.005628 82 640: 89%|########9 | 150/168 [00:28<00:03, 5.28it/s] 44/499 4.32G 0.01427 0.01148 0.005628 82 640: 90%|########9 | 151/168 [00:28<00:03, 5.15it/s] 44/499 4.32G 0.01428 0.01147 0.005617 75 640: 90%|########9 | 151/168 [00:28<00:03, 5.15it/s] 44/499 4.32G 0.01428 0.01147 0.005617 75 640: 90%|######### | 152/168 [00:28<00:03, 5.25it/s] 44/499 4.32G 0.01427 0.01146 0.0056 56 640: 90%|######### | 152/168 [00:28<00:03, 5.25it/s] 44/499 4.32G 0.01427 0.01146 0.0056 56 640: 91%|#########1| 153/168 [00:28<00:02, 5.34it/s] 44/499 4.32G 0.01429 0.01146 0.005604 57 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s] 44/499 4.32G 0.01429 0.01146 0.005604 57 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s] 44/499 4.32G 0.01429 0.01146 0.005619 66 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s] 44/499 4.32G 0.01429 0.01146 0.005619 66 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s] 44/499 4.32G 0.01428 0.01146 0.0056 68 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s] 44/499 4.32G 0.01428 0.01146 0.0056 68 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s] 44/499 4.32G 0.01429 0.01146 0.005599 67 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s] 44/499 4.32G 0.01429 0.01146 0.005599 67 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s] 44/499 4.32G 0.01429 0.01147 0.005603 86 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s] 44/499 4.32G 0.01429 0.01147 0.005603 86 640: 94%|#########4| 158/168 [00:29<00:01, 5.29it/s] 44/499 4.32G 0.01429 0.01144 0.005618 54 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s] 44/499 4.32G 0.01429 0.01144 0.005618 54 640: 95%|#########4| 159/168 [00:30<00:01, 5.36it/s] 44/499 4.32G 0.01429 0.01146 0.00565 78 640: 95%|#########4| 159/168 [00:30<00:01, 5.36it/s] 44/499 4.32G 0.01429 0.01146 0.00565 78 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s] 44/499 4.32G 0.01429 0.01145 0.005653 66 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s] 44/499 4.32G 0.01429 0.01145 0.005653 66 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s] 44/499 4.32G 0.0143 0.01146 0.005642 72 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s] 44/499 4.32G 0.0143 0.01146 0.005642 72 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s] 44/499 4.32G 0.0143 0.01145 0.00564 58 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s] 44/499 4.32G 0.0143 0.01145 0.00564 58 640: 97%|#########7| 163/168 [00:30<00:00, 5.19it/s] 44/499 4.32G 0.0143 0.01145 0.005651 68 640: 97%|#########7| 163/168 [00:31<00:00, 5.19it/s] 44/499 4.32G 0.0143 0.01145 0.005651 68 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s] 44/499 4.32G 0.0143 0.01145 0.005649 70 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s] 44/499 4.32G 0.0143 0.01145 0.005649 70 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s] 44/499 4.32G 0.01431 0.01146 0.005634 56 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s] 44/499 4.32G 0.01431 0.01146 0.005634 56 640: 99%|#########8| 166/168 [00:31<00:00, 5.23it/s] 44/499 4.32G 0.01431 0.01145 0.005636 67 640: 99%|#########8| 166/168 [00:31<00:00, 5.23it/s] 44/499 4.32G 0.01431 0.01145 0.005636 67 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s] 44/499 4.32G 0.0143 0.01145 0.00563 42 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s] 44/499 4.32G 0.0143 0.01145 0.00563 42 640: 100%|##########| 168/168 [00:31<00:00, 5.48it/s] 44/499 4.32G 0.0143 0.01145 0.00563 42 640: 100%|##########| 168/168 [00:31<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s] all 132 263 0.768 0.824 0.863 0.722 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 45/499 4.32G 0.01318 0.01036 0.006561 60 640: 0%| | 0/168 [00:00<?, ?it/s] 45/499 4.32G 0.01318 0.01036 0.006561 60 640: 1%| | 1/168 [00:00<00:33, 4.96it/s] 45/499 4.32G 0.01458 0.01059 0.006433 65 640: 1%| | 1/168 [00:00<00:33, 4.96it/s] 45/499 4.32G 0.01458 0.01059 0.006433 65 640: 1%|1 | 2/168 [00:00<00:31, 5.28it/s] 45/499 4.32G 0.01453 0.01006 0.007013 64 640: 1%|1 | 2/168 [00:00<00:31, 5.28it/s] 45/499 4.32G 0.01453 0.01006 0.007013 64 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s] 45/499 4.32G 0.01446 0.01077 0.006474 80 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s] 45/499 4.32G 0.01446 0.01077 0.006474 80 640: 2%|2 | 4/168 [00:00<00:31, 5.20it/s] 45/499 4.32G 0.01479 0.01153 0.006888 74 640: 2%|2 | 4/168 [00:00<00:31, 5.20it/s] 45/499 4.32G 0.01479 0.01153 0.006888 74 640: 3%|2 | 5/168 [00:00<00:30, 5.32it/s] 45/499 4.32G 0.01438 0.01131 0.006646 61 640: 3%|2 | 5/168 [00:01<00:30, 5.32it/s] 45/499 4.32G 0.01438 0.01131 0.006646 61 640: 4%|3 | 6/168 [00:01<00:30, 5.40it/s] 45/499 4.32G 0.01451 0.01158 0.00624 68 640: 4%|3 | 6/168 [00:01<00:30, 5.40it/s] 45/499 4.32G 0.01451 0.01158 0.00624 68 640: 4%|4 | 7/168 [00:01<00:30, 5.23it/s] 45/499 4.32G 0.0146 0.01136 0.005978 53 640: 4%|4 | 7/168 [00:01<00:30, 5.23it/s] 45/499 4.32G 0.0146 0.01136 0.005978 53 640: 5%|4 | 8/168 [00:01<00:29, 5.33it/s] 45/499 4.32G 0.01454 0.01109 0.005776 63 640: 5%|4 | 8/168 [00:01<00:29, 5.33it/s] 45/499 4.32G 0.01454 0.01109 0.005776 63 640: 5%|5 | 9/168 [00:01<00:29, 5.39it/s] 45/499 4.32G 0.01485 0.01107 0.005813 57 640: 5%|5 | 9/168 [00:01<00:29, 5.39it/s] 45/499 4.32G 0.01485 0.01107 0.005813 57 640: 6%|5 | 10/168 [00:01<00:30, 5.23it/s] 45/499 4.32G 0.01492 0.0111 0.005817 73 640: 6%|5 | 10/168 [00:02<00:30, 5.23it/s] 45/499 4.32G 0.01492 0.0111 0.005817 73 640: 7%|6 | 11/168 [00:02<00:29, 5.32it/s] 45/499 4.32G 0.01494 0.01106 0.00561 64 640: 7%|6 | 11/168 [00:02<00:29, 5.32it/s] 45/499 4.32G 0.01494 0.01106 0.00561 64 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s] 45/499 4.32G 0.01476 0.01086 0.005463 57 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s] 45/499 4.32G 0.01476 0.01086 0.005463 57 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s] 45/499 4.32G 0.01479 0.01095 0.005362 69 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s] 45/499 4.32G 0.01479 0.01095 0.005362 69 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s] 45/499 4.32G 0.01475 0.0112 0.005255 91 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s] 45/499 4.32G 0.01475 0.0112 0.005255 91 640: 9%|8 | 15/168 [00:02<00:28, 5.35it/s] 45/499 4.32G 0.01472 0.01119 0.005315 66 640: 9%|8 | 15/168 [00:03<00:28, 5.35it/s] 45/499 4.32G 0.01472 0.01119 0.005315 66 640: 10%|9 | 16/168 [00:03<00:29, 5.24it/s] 45/499 4.32G 0.01476 0.0111 0.005375 54 640: 10%|9 | 16/168 [00:03<00:29, 5.24it/s] 45/499 4.32G 0.01476 0.0111 0.005375 54 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s] 45/499 4.32G 0.0148 0.01118 0.005784 67 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s] 45/499 4.32G 0.0148 0.01118 0.005784 67 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s] 45/499 4.32G 0.01471 0.01108 0.005611 63 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s] 45/499 4.32G 0.01471 0.01108 0.005611 63 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s] 45/499 4.32G 0.01466 0.01115 0.00559 74 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s] 45/499 4.32G 0.01466 0.01115 0.00559 74 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s] 45/499 4.32G 0.01472 0.01112 0.00539 65 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s] 45/499 4.32G 0.01472 0.01112 0.00539 65 640: 12%|#2 | 21/168 [00:03<00:27, 5.32it/s] 45/499 4.32G 0.01469 0.01106 0.005389 61 640: 12%|#2 | 21/168 [00:04<00:27, 5.32it/s] 45/499 4.32G 0.01469 0.01106 0.005389 61 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s] 45/499 4.32G 0.01475 0.01116 0.005516 74 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s] 45/499 4.32G 0.01475 0.01116 0.005516 74 640: 14%|#3 | 23/168 [00:04<00:27, 5.30it/s] 45/499 4.32G 0.01471 0.0111 0.005501 58 640: 14%|#3 | 23/168 [00:04<00:27, 5.30it/s] 45/499 4.32G 0.01471 0.0111 0.005501 58 640: 14%|#4 | 24/168 [00:04<00:26, 5.38it/s] 45/499 4.32G 0.01472 0.01107 0.005478 61 640: 14%|#4 | 24/168 [00:04<00:26, 5.38it/s] 45/499 4.32G 0.01472 0.01107 0.005478 61 640: 15%|#4 | 25/168 [00:04<00:27, 5.27it/s] 45/499 4.32G 0.01473 0.01107 0.005462 68 640: 15%|#4 | 25/168 [00:04<00:27, 5.27it/s] 45/499 4.32G 0.01473 0.01107 0.005462 68 640: 15%|#5 | 26/168 [00:04<00:26, 5.31it/s] 45/499 4.32G 0.01474 0.01112 0.005409 67 640: 15%|#5 | 26/168 [00:05<00:26, 5.31it/s] 45/499 4.32G 0.01474 0.01112 0.005409 67 640: 16%|#6 | 27/168 [00:05<00:26, 5.40it/s] 45/499 4.32G 0.01477 0.01109 0.005428 56 640: 16%|#6 | 27/168 [00:05<00:26, 5.40it/s] 45/499 4.32G 0.01477 0.01109 0.005428 56 640: 17%|#6 | 28/168 [00:05<00:26, 5.26it/s] 45/499 4.32G 0.01476 0.01108 0.00555 61 640: 17%|#6 | 28/168 [00:05<00:26, 5.26it/s] 45/499 4.32G 0.01476 0.01108 0.00555 61 640: 17%|#7 | 29/168 [00:05<00:26, 5.35it/s] 45/499 4.32G 0.01472 0.01103 0.005439 63 640: 17%|#7 | 29/168 [00:05<00:26, 5.35it/s] 45/499 4.32G 0.01472 0.01103 0.005439 63 640: 18%|#7 | 30/168 [00:05<00:25, 5.40it/s] 45/499 4.32G 0.01466 0.01094 0.00548 64 640: 18%|#7 | 30/168 [00:05<00:25, 5.40it/s] 45/499 4.32G 0.01466 0.01094 0.00548 64 640: 18%|#8 | 31/168 [00:05<00:26, 5.25it/s] 45/499 4.32G 0.01465 0.01098 0.005469 76 640: 18%|#8 | 31/168 [00:06<00:26, 5.25it/s] 45/499 4.32G 0.01465 0.01098 0.005469 76 640: 19%|#9 | 32/168 [00:06<00:25, 5.33it/s] 45/499 4.32G 0.01471 0.01099 0.005569 59 640: 19%|#9 | 32/168 [00:06<00:25, 5.33it/s] 45/499 4.32G 0.01471 0.01099 0.005569 59 640: 20%|#9 | 33/168 [00:06<00:24, 5.42it/s] 45/499 4.32G 0.01468 0.01091 0.005608 52 640: 20%|#9 | 33/168 [00:06<00:24, 5.42it/s] 45/499 4.32G 0.01468 0.01091 0.005608 52 640: 20%|## | 34/168 [00:06<00:25, 5.25it/s] 45/499 4.32G 0.0147 0.01097 0.005609 74 640: 20%|## | 34/168 [00:06<00:25, 5.25it/s] 45/499 4.32G 0.0147 0.01097 0.005609 74 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s] 45/499 4.32G 0.01463 0.01092 0.005584 65 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s] 45/499 4.32G 0.01463 0.01092 0.005584 65 640: 21%|##1 | 36/168 [00:06<00:24, 5.36it/s] 45/499 4.32G 0.01464 0.01098 0.005534 71 640: 21%|##1 | 36/168 [00:06<00:24, 5.36it/s] 45/499 4.32G 0.01464 0.01098 0.005534 71 640: 22%|##2 | 37/168 [00:06<00:24, 5.24it/s] 45/499 4.32G 0.0146 0.01098 0.005458 72 640: 22%|##2 | 37/168 [00:07<00:24, 5.24it/s] 45/499 4.32G 0.0146 0.01098 0.005458 72 640: 23%|##2 | 38/168 [00:07<00:24, 5.36it/s] 45/499 4.32G 0.01463 0.01097 0.005438 68 640: 23%|##2 | 38/168 [00:07<00:24, 5.36it/s] 45/499 4.32G 0.01463 0.01097 0.005438 68 640: 23%|##3 | 39/168 [00:07<00:23, 5.41it/s] 45/499 4.32G 0.01465 0.01096 0.005392 62 640: 23%|##3 | 39/168 [00:07<00:23, 5.41it/s] 45/499 4.32G 0.01465 0.01096 0.005392 62 640: 24%|##3 | 40/168 [00:07<00:24, 5.26it/s] 45/499 4.32G 0.01461 0.0109 0.005345 54 640: 24%|##3 | 40/168 [00:07<00:24, 5.26it/s] 45/499 4.32G 0.01461 0.0109 0.005345 54 640: 24%|##4 | 41/168 [00:07<00:23, 5.34it/s] 45/499 4.32G 0.01461 0.01089 0.0054 60 640: 24%|##4 | 41/168 [00:07<00:23, 5.34it/s] 45/499 4.32G 0.01461 0.01089 0.0054 60 640: 25%|##5 | 42/168 [00:07<00:23, 5.43it/s] 45/499 4.32G 0.01461 0.0109 0.005374 67 640: 25%|##5 | 42/168 [00:08<00:23, 5.43it/s] 45/499 4.32G 0.01461 0.0109 0.005374 67 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s] 45/499 4.32G 0.01459 0.01092 0.005316 69 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s] 45/499 4.32G 0.01459 0.01092 0.005316 69 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s] 45/499 4.32G 0.01461 0.01092 0.005354 71 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s] 45/499 4.32G 0.01461 0.01092 0.005354 71 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s] 45/499 4.32G 0.01459 0.01094 0.005309 65 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s] 45/499 4.32G 0.01459 0.01094 0.005309 65 640: 27%|##7 | 46/168 [00:08<00:23, 5.20it/s] 45/499 4.32G 0.0146 0.01093 0.005368 60 640: 27%|##7 | 46/168 [00:08<00:23, 5.20it/s] 45/499 4.32G 0.0146 0.01093 0.005368 60 640: 28%|##7 | 47/168 [00:08<00:22, 5.31it/s] 45/499 4.32G 0.0146 0.01095 0.005387 68 640: 28%|##7 | 47/168 [00:09<00:22, 5.31it/s] 45/499 4.32G 0.0146 0.01095 0.005387 68 640: 29%|##8 | 48/168 [00:09<00:22, 5.38it/s] 45/499 4.32G 0.01455 0.0109 0.005411 65 640: 29%|##8 | 48/168 [00:09<00:22, 5.38it/s] 45/499 4.32G 0.01455 0.0109 0.005411 65 640: 29%|##9 | 49/168 [00:09<00:22, 5.24it/s] 45/499 4.32G 0.01459 0.01091 0.005475 62 640: 29%|##9 | 49/168 [00:09<00:22, 5.24it/s] 45/499 4.32G 0.01459 0.01091 0.005475 62 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s] 45/499 4.32G 0.01457 0.01092 0.005434 71 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s] 45/499 4.32G 0.01457 0.01092 0.005434 71 640: 30%|### | 51/168 [00:09<00:21, 5.39it/s] 45/499 4.32G 0.01457 0.01094 0.00539 74 640: 30%|### | 51/168 [00:09<00:21, 5.39it/s] 45/499 4.32G 0.01457 0.01094 0.00539 74 640: 31%|### | 52/168 [00:09<00:22, 5.24it/s] 45/499 4.32G 0.01454 0.01088 0.005423 61 640: 31%|### | 52/168 [00:09<00:22, 5.24it/s] 45/499 4.32G 0.01454 0.01088 0.005423 61 640: 32%|###1 | 53/168 [00:09<00:21, 5.31it/s] 45/499 4.32G 0.01453 0.01093 0.005356 79 640: 32%|###1 | 53/168 [00:10<00:21, 5.31it/s] 45/499 4.32G 0.01453 0.01093 0.005356 79 640: 32%|###2 | 54/168 [00:10<00:21, 5.28it/s] 45/499 4.32G 0.01452 0.01093 0.005372 67 640: 32%|###2 | 54/168 [00:10<00:21, 5.28it/s] 45/499 4.32G 0.01452 0.01093 0.005372 67 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s] 45/499 4.32G 0.0145 0.01094 0.005314 66 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s] 45/499 4.32G 0.0145 0.01094 0.005314 66 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s] 45/499 4.32G 0.01453 0.01099 0.005291 72 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s] 45/499 4.32G 0.01453 0.01099 0.005291 72 640: 34%|###3 | 57/168 [00:10<00:20, 5.37it/s] 45/499 4.32G 0.01453 0.01106 0.005261 87 640: 34%|###3 | 57/168 [00:10<00:20, 5.37it/s] 45/499 4.32G 0.01453 0.01106 0.005261 87 640: 35%|###4 | 58/168 [00:10<00:21, 5.22it/s] 45/499 4.32G 0.01456 0.01103 0.005252 59 640: 35%|###4 | 58/168 [00:11<00:21, 5.22it/s] 45/499 4.32G 0.01456 0.01103 0.005252 59 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s] 45/499 4.32G 0.01453 0.01101 0.005298 70 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s] 45/499 4.32G 0.01453 0.01101 0.005298 70 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s] 45/499 4.32G 0.01455 0.01101 0.005259 65 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s] 45/499 4.32G 0.01455 0.01101 0.005259 65 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s] 45/499 4.32G 0.01458 0.01097 0.00525 63 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s] 45/499 4.32G 0.01458 0.01097 0.00525 63 640: 37%|###6 | 62/168 [00:11<00:19, 5.31it/s] 45/499 4.32G 0.01461 0.01098 0.00524 68 640: 37%|###6 | 62/168 [00:11<00:19, 5.31it/s] 45/499 4.32G 0.01461 0.01098 0.00524 68 640: 38%|###7 | 63/168 [00:11<00:19, 5.37it/s] 45/499 4.32G 0.01461 0.01098 0.005253 66 640: 38%|###7 | 63/168 [00:12<00:19, 5.37it/s] 45/499 4.32G 0.01461 0.01098 0.005253 66 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s] 45/499 4.32G 0.01459 0.01097 0.005241 63 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s] 45/499 4.32G 0.01459 0.01097 0.005241 63 640: 39%|###8 | 65/168 [00:12<00:19, 5.30it/s] 45/499 4.32G 0.01457 0.01097 0.005202 74 640: 39%|###8 | 65/168 [00:12<00:19, 5.30it/s] 45/499 4.32G 0.01457 0.01097 0.005202 74 640: 39%|###9 | 66/168 [00:12<00:18, 5.38it/s] 45/499 4.32G 0.01456 0.011 0.005205 73 640: 39%|###9 | 66/168 [00:12<00:18, 5.38it/s] 45/499 4.32G 0.01456 0.011 0.005205 73 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s] 45/499 4.32G 0.01454 0.01102 0.005159 75 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s] 45/499 4.32G 0.01454 0.01102 0.005159 75 640: 40%|#### | 68/168 [00:12<00:19, 5.26it/s] 45/499 4.32G 0.01454 0.01102 0.005143 60 640: 40%|#### | 68/168 [00:13<00:19, 5.26it/s] 45/499 4.32G 0.01454 0.01102 0.005143 60 640: 41%|####1 | 69/168 [00:13<00:18, 5.27it/s] 45/499 4.32G 0.01452 0.01102 0.005195 62 640: 41%|####1 | 69/168 [00:13<00:18, 5.27it/s] 45/499 4.32G 0.01452 0.01102 0.005195 62 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s] 45/499 4.32G 0.01451 0.011 0.005165 62 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s] 45/499 4.32G 0.01451 0.011 0.005165 62 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s] 45/499 4.32G 0.0145 0.011 0.005174 61 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s] 45/499 4.32G 0.0145 0.011 0.005174 61 640: 43%|####2 | 72/168 [00:13<00:18, 5.33it/s] 45/499 4.32G 0.0145 0.01103 0.005154 72 640: 43%|####2 | 72/168 [00:13<00:18, 5.33it/s] 45/499 4.32G 0.0145 0.01103 0.005154 72 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s] 45/499 4.32G 0.0145 0.01104 0.005137 58 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s] 45/499 4.32G 0.0145 0.01104 0.005137 58 640: 44%|####4 | 74/168 [00:13<00:17, 5.31it/s] 45/499 4.32G 0.01448 0.01104 0.005132 73 640: 44%|####4 | 74/168 [00:14<00:17, 5.31it/s] 45/499 4.32G 0.01448 0.01104 0.005132 73 640: 45%|####4 | 75/168 [00:14<00:17, 5.37it/s] 45/499 4.32G 0.0145 0.01102 0.005192 56 640: 45%|####4 | 75/168 [00:14<00:17, 5.37it/s] 45/499 4.32G 0.0145 0.01102 0.005192 56 640: 45%|####5 | 76/168 [00:14<00:17, 5.24it/s] 45/499 4.32G 0.01448 0.01102 0.005205 62 640: 45%|####5 | 76/168 [00:14<00:17, 5.24it/s] 45/499 4.32G 0.01448 0.01102 0.005205 62 640: 46%|####5 | 77/168 [00:14<00:17, 5.34it/s] 45/499 4.32G 0.01446 0.01102 0.005222 75 640: 46%|####5 | 77/168 [00:14<00:17, 5.34it/s] 45/499 4.32G 0.01446 0.01102 0.005222 75 640: 46%|####6 | 78/168 [00:14<00:16, 5.41it/s] 45/499 4.32G 0.01449 0.01101 0.005186 57 640: 46%|####6 | 78/168 [00:14<00:16, 5.41it/s] 45/499 4.32G 0.01449 0.01101 0.005186 57 640: 47%|####7 | 79/168 [00:14<00:16, 5.27it/s] 45/499 4.32G 0.01446 0.01103 0.005176 71 640: 47%|####7 | 79/168 [00:15<00:16, 5.27it/s] 45/499 4.32G 0.01446 0.01103 0.005176 71 640: 48%|####7 | 80/168 [00:15<00:16, 5.36it/s] 45/499 4.32G 0.01446 0.01107 0.005218 75 640: 48%|####7 | 80/168 [00:15<00:16, 5.36it/s] 45/499 4.32G 0.01446 0.01107 0.005218 75 640: 48%|####8 | 81/168 [00:15<00:16, 5.42it/s] 45/499 4.32G 0.01445 0.01106 0.005227 72 640: 48%|####8 | 81/168 [00:15<00:16, 5.42it/s] 45/499 4.32G 0.01445 0.01106 0.005227 72 640: 49%|####8 | 82/168 [00:15<00:16, 5.27it/s] 45/499 4.32G 0.01445 0.01105 0.005335 59 640: 49%|####8 | 82/168 [00:15<00:16, 5.27it/s] 45/499 4.32G 0.01445 0.01105 0.005335 59 640: 49%|####9 | 83/168 [00:15<00:15, 5.34it/s] 45/499 4.32G 0.01446 0.01108 0.005328 70 640: 49%|####9 | 83/168 [00:15<00:15, 5.34it/s] 45/499 4.32G 0.01446 0.01108 0.005328 70 640: 50%|##### | 84/168 [00:15<00:15, 5.39it/s] 45/499 4.32G 0.01443 0.01109 0.005342 71 640: 50%|##### | 84/168 [00:16<00:15, 5.39it/s] 45/499 4.32G 0.01443 0.01109 0.005342 71 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s] 45/499 4.32G 0.01442 0.01106 0.005411 54 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s] 45/499 4.32G 0.01442 0.01106 0.005411 54 640: 51%|#####1 | 86/168 [00:16<00:15, 5.31it/s] 45/499 4.32G 0.01441 0.01105 0.00538 60 640: 51%|#####1 | 86/168 [00:16<00:15, 5.31it/s] 45/499 4.32G 0.01441 0.01105 0.00538 60 640: 52%|#####1 | 87/168 [00:16<00:15, 5.38it/s] 45/499 4.32G 0.0144 0.01104 0.005335 65 640: 52%|#####1 | 87/168 [00:16<00:15, 5.38it/s] 45/499 4.32G 0.0144 0.01104 0.005335 65 640: 52%|#####2 | 88/168 [00:16<00:15, 5.24it/s] 45/499 4.32G 0.01437 0.01102 0.005329 65 640: 52%|#####2 | 88/168 [00:16<00:15, 5.24it/s] 45/499 4.32G 0.01437 0.01102 0.005329 65 640: 53%|#####2 | 89/168 [00:16<00:14, 5.33it/s] 45/499 4.32G 0.01435 0.01102 0.005316 66 640: 53%|#####2 | 89/168 [00:16<00:14, 5.33it/s] 45/499 4.32G 0.01435 0.01102 0.005316 66 640: 54%|#####3 | 90/168 [00:16<00:14, 5.39it/s] 45/499 4.32G 0.01434 0.01101 0.005304 64 640: 54%|#####3 | 90/168 [00:17<00:14, 5.39it/s] 45/499 4.32G 0.01434 0.01101 0.005304 64 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s] 45/499 4.32G 0.01434 0.01102 0.005333 64 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s] 45/499 4.32G 0.01434 0.01102 0.005333 64 640: 55%|#####4 | 92/168 [00:17<00:14, 5.24it/s] 45/499 4.32G 0.01435 0.01104 0.005374 74 640: 55%|#####4 | 92/168 [00:17<00:14, 5.24it/s] 45/499 4.32G 0.01435 0.01104 0.005374 74 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s] 45/499 4.32G 0.01434 0.01101 0.005405 66 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s] 45/499 4.32G 0.01434 0.01101 0.005405 66 640: 56%|#####5 | 94/168 [00:17<00:14, 5.17it/s] 45/499 4.32G 0.01434 0.01101 0.005415 58 640: 56%|#####5 | 94/168 [00:17<00:14, 5.17it/s] 45/499 4.32G 0.01434 0.01101 0.005415 58 640: 57%|#####6 | 95/168 [00:17<00:13, 5.27it/s] 45/499 4.32G 0.01433 0.01103 0.005412 76 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s] 45/499 4.32G 0.01433 0.01103 0.005412 76 640: 57%|#####7 | 96/168 [00:18<00:13, 5.35it/s] 45/499 4.32G 0.01431 0.011 0.005394 53 640: 57%|#####7 | 96/168 [00:18<00:13, 5.35it/s] 45/499 4.32G 0.01431 0.011 0.005394 53 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s] 45/499 4.32G 0.01431 0.011 0.005377 69 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s] 45/499 4.32G 0.01431 0.011 0.005377 69 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s] 45/499 4.32G 0.0143 0.011 0.005374 69 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s] 45/499 4.32G 0.0143 0.011 0.005374 69 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s] 45/499 4.32G 0.01428 0.01101 0.005368 74 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s] 45/499 4.32G 0.01428 0.01101 0.005368 74 640: 60%|#####9 | 100/168 [00:18<00:12, 5.24it/s] 45/499 4.32G 0.01426 0.01099 0.005376 59 640: 60%|#####9 | 100/168 [00:19<00:12, 5.24it/s] 45/499 4.32G 0.01426 0.01099 0.005376 59 640: 60%|###### | 101/168 [00:19<00:12, 5.31it/s] 45/499 4.32G 0.01425 0.01101 0.005403 72 640: 60%|###### | 101/168 [00:19<00:12, 5.31it/s] 45/499 4.32G 0.01425 0.01101 0.005403 72 640: 61%|###### | 102/168 [00:19<00:12, 5.38it/s] 45/499 4.32G 0.01425 0.01101 0.005398 70 640: 61%|###### | 102/168 [00:19<00:12, 5.38it/s] 45/499 4.32G 0.01425 0.01101 0.005398 70 640: 61%|######1 | 103/168 [00:19<00:12, 5.23it/s] 45/499 4.32G 0.01424 0.01104 0.005396 82 640: 61%|######1 | 103/168 [00:19<00:12, 5.23it/s] 45/499 4.32G 0.01424 0.01104 0.005396 82 640: 62%|######1 | 104/168 [00:19<00:12, 5.25it/s] 45/499 4.32G 0.01424 0.01103 0.005373 55 640: 62%|######1 | 104/168 [00:19<00:12, 5.25it/s] 45/499 4.32G 0.01424 0.01103 0.005373 55 640: 62%|######2 | 105/168 [00:19<00:11, 5.30it/s] 45/499 4.32G 0.01423 0.01101 0.005403 54 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s] 45/499 4.32G 0.01423 0.01101 0.005403 54 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s] 45/499 4.32G 0.01421 0.011 0.0054 63 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s] 45/499 4.32G 0.01421 0.011 0.0054 63 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s] 45/499 4.32G 0.01425 0.01099 0.005404 52 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s] 45/499 4.32G 0.01425 0.01099 0.005404 52 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s] 45/499 4.32G 0.01423 0.01099 0.005434 63 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s] 45/499 4.32G 0.01423 0.01099 0.005434 63 640: 65%|######4 | 109/168 [00:20<00:11, 5.17it/s] 45/499 4.32G 0.01422 0.01099 0.005437 68 640: 65%|######4 | 109/168 [00:20<00:11, 5.17it/s] 45/499 4.32G 0.01422 0.01099 0.005437 68 640: 65%|######5 | 110/168 [00:20<00:11, 5.27it/s] 45/499 4.32G 0.01421 0.01098 0.005413 62 640: 65%|######5 | 110/168 [00:20<00:11, 5.27it/s] 45/499 4.32G 0.01421 0.01098 0.005413 62 640: 66%|######6 | 111/168 [00:20<00:10, 5.35it/s] 45/499 4.32G 0.01422 0.011 0.005419 69 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s] 45/499 4.32G 0.01422 0.011 0.005419 69 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s] 45/499 4.32G 0.01421 0.01103 0.005417 84 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s] 45/499 4.32G 0.01421 0.01103 0.005417 84 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s] 45/499 4.32G 0.01421 0.01106 0.005413 80 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s] 45/499 4.32G 0.01421 0.01106 0.005413 80 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s] 45/499 4.32G 0.0142 0.01105 0.005424 59 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s] 45/499 4.32G 0.0142 0.01105 0.005424 59 640: 68%|######8 | 115/168 [00:21<00:10, 5.20it/s] 45/499 4.32G 0.01419 0.01104 0.005398 68 640: 68%|######8 | 115/168 [00:21<00:10, 5.20it/s] 45/499 4.32G 0.01419 0.01104 0.005398 68 640: 69%|######9 | 116/168 [00:21<00:09, 5.30it/s] 45/499 4.32G 0.01417 0.01104 0.005401 61 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s] 45/499 4.32G 0.01417 0.01104 0.005401 61 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s] 45/499 4.32G 0.01415 0.01103 0.005381 67 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s] 45/499 4.32G 0.01415 0.01103 0.005381 67 640: 70%|####### | 118/168 [00:22<00:09, 5.23it/s] 45/499 4.32G 0.01414 0.01103 0.005386 78 640: 70%|####### | 118/168 [00:22<00:09, 5.23it/s] 45/499 4.32G 0.01414 0.01103 0.005386 78 640: 71%|####### | 119/168 [00:22<00:09, 5.33it/s] 45/499 4.32G 0.01413 0.01102 0.005398 66 640: 71%|####### | 119/168 [00:22<00:09, 5.33it/s] 45/499 4.32G 0.01413 0.01102 0.005398 66 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s] 45/499 4.32G 0.01413 0.01106 0.005399 91 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s] 45/499 4.32G 0.01413 0.01106 0.005399 91 640: 72%|#######2 | 121/168 [00:22<00:08, 5.23it/s] 45/499 4.32G 0.01412 0.01108 0.005394 84 640: 72%|#######2 | 121/168 [00:23<00:08, 5.23it/s] 45/499 4.32G 0.01412 0.01108 0.005394 84 640: 73%|#######2 | 122/168 [00:23<00:08, 5.31it/s] 45/499 4.32G 0.01412 0.01108 0.00542 57 640: 73%|#######2 | 122/168 [00:23<00:08, 5.31it/s] 45/499 4.32G 0.01412 0.01108 0.00542 57 640: 73%|#######3 | 123/168 [00:23<00:08, 5.39it/s] 45/499 4.32G 0.01412 0.01108 0.005392 71 640: 73%|#######3 | 123/168 [00:23<00:08, 5.39it/s] 45/499 4.32G 0.01412 0.01108 0.005392 71 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s] 45/499 4.32G 0.01411 0.01106 0.005416 55 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s] 45/499 4.32G 0.01411 0.01106 0.005416 55 640: 74%|#######4 | 125/168 [00:23<00:08, 5.24it/s] 45/499 4.32G 0.01409 0.01106 0.005409 58 640: 74%|#######4 | 125/168 [00:23<00:08, 5.24it/s] 45/499 4.32G 0.01409 0.01106 0.005409 58 640: 75%|#######5 | 126/168 [00:23<00:07, 5.32it/s] 45/499 4.32G 0.0141 0.01106 0.005414 66 640: 75%|#######5 | 126/168 [00:23<00:07, 5.32it/s] 45/499 4.32G 0.0141 0.01106 0.005414 66 640: 76%|#######5 | 127/168 [00:23<00:07, 5.21it/s] 45/499 4.32G 0.01411 0.01107 0.005425 76 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s] 45/499 4.32G 0.01411 0.01107 0.005425 76 640: 76%|#######6 | 128/168 [00:24<00:07, 5.32it/s] 45/499 4.32G 0.0141 0.01105 0.00542 54 640: 76%|#######6 | 128/168 [00:24<00:07, 5.32it/s] 45/499 4.32G 0.0141 0.01105 0.00542 54 640: 77%|#######6 | 129/168 [00:24<00:07, 5.40it/s] 45/499 4.32G 0.01411 0.01104 0.0054 60 640: 77%|#######6 | 129/168 [00:24<00:07, 5.40it/s] 45/499 4.32G 0.01411 0.01104 0.0054 60 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s] 45/499 4.32G 0.01411 0.01103 0.005419 58 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s] 45/499 4.32G 0.01411 0.01103 0.005419 58 640: 78%|#######7 | 131/168 [00:24<00:06, 5.30it/s] 45/499 4.32G 0.01411 0.01101 0.005446 52 640: 78%|#######7 | 131/168 [00:24<00:06, 5.30it/s] 45/499 4.32G 0.01411 0.01101 0.005446 52 640: 79%|#######8 | 132/168 [00:24<00:06, 5.39it/s] 45/499 4.32G 0.0141 0.01102 0.005451 80 640: 79%|#######8 | 132/168 [00:25<00:06, 5.39it/s] 45/499 4.32G 0.0141 0.01102 0.005451 80 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s] 45/499 4.32G 0.0141 0.01103 0.005445 71 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s] 45/499 4.32G 0.0141 0.01103 0.005445 71 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s] 45/499 4.32G 0.01408 0.01105 0.005435 82 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s] 45/499 4.32G 0.01408 0.01105 0.005435 82 640: 80%|######## | 135/168 [00:25<00:06, 5.39it/s] 45/499 4.32G 0.01408 0.01107 0.005432 72 640: 80%|######## | 135/168 [00:25<00:06, 5.39it/s] 45/499 4.32G 0.01408 0.01107 0.005432 72 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s] 45/499 4.32G 0.01407 0.01107 0.005437 63 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s] 45/499 4.32G 0.01407 0.01107 0.005437 63 640: 82%|########1 | 137/168 [00:25<00:05, 5.29it/s] 45/499 4.32G 0.01406 0.01107 0.005424 69 640: 82%|########1 | 137/168 [00:26<00:05, 5.29it/s] 45/499 4.32G 0.01406 0.01107 0.005424 69 640: 82%|########2 | 138/168 [00:26<00:05, 5.38it/s] 45/499 4.32G 0.01406 0.01107 0.005453 68 640: 82%|########2 | 138/168 [00:26<00:05, 5.38it/s] 45/499 4.32G 0.01406 0.01107 0.005453 68 640: 83%|########2 | 139/168 [00:26<00:05, 5.26it/s] 45/499 4.32G 0.01405 0.01107 0.005443 68 640: 83%|########2 | 139/168 [00:26<00:05, 5.26it/s] 45/499 4.32G 0.01405 0.01107 0.005443 68 640: 83%|########3 | 140/168 [00:26<00:05, 5.35it/s] 45/499 4.32G 0.01406 0.01108 0.005446 71 640: 83%|########3 | 140/168 [00:26<00:05, 5.35it/s] 45/499 4.32G 0.01406 0.01108 0.005446 71 640: 84%|########3 | 141/168 [00:26<00:04, 5.42it/s] 45/499 4.32G 0.01406 0.01109 0.005443 77 640: 84%|########3 | 141/168 [00:26<00:04, 5.42it/s] 45/499 4.32G 0.01406 0.01109 0.005443 77 640: 85%|########4 | 142/168 [00:26<00:04, 5.27it/s] 45/499 4.32G 0.01407 0.0111 0.005452 67 640: 85%|########4 | 142/168 [00:26<00:04, 5.27it/s] 45/499 4.32G 0.01407 0.0111 0.005452 67 640: 85%|########5 | 143/168 [00:26<00:04, 5.35it/s] 45/499 4.32G 0.01408 0.01112 0.005474 79 640: 85%|########5 | 143/168 [00:27<00:04, 5.35it/s] 45/499 4.32G 0.01408 0.01112 0.005474 79 640: 86%|########5 | 144/168 [00:27<00:04, 5.42it/s] 45/499 4.32G 0.01408 0.01112 0.005456 73 640: 86%|########5 | 144/168 [00:27<00:04, 5.42it/s] 45/499 4.32G 0.01408 0.01112 0.005456 73 640: 86%|########6 | 145/168 [00:27<00:04, 5.26it/s] 45/499 4.32G 0.01407 0.01113 0.005484 73 640: 86%|########6 | 145/168 [00:27<00:04, 5.26it/s] 45/499 4.32G 0.01407 0.01113 0.005484 73 640: 87%|########6 | 146/168 [00:27<00:04, 5.34it/s] 45/499 4.32G 0.01407 0.01113 0.005487 72 640: 87%|########6 | 146/168 [00:27<00:04, 5.34it/s] 45/499 4.32G 0.01407 0.01113 0.005487 72 640: 88%|########7 | 147/168 [00:27<00:03, 5.40it/s] 45/499 4.32G 0.01407 0.01112 0.005464 62 640: 88%|########7 | 147/168 [00:27<00:03, 5.40it/s] 45/499 4.32G 0.01407 0.01112 0.005464 62 640: 88%|########8 | 148/168 [00:27<00:03, 5.17it/s] 45/499 4.32G 0.01407 0.01114 0.005461 76 640: 88%|########8 | 148/168 [00:28<00:03, 5.17it/s] 45/499 4.32G 0.01407 0.01114 0.005461 76 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s] 45/499 4.32G 0.01407 0.01113 0.005502 55 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s] 45/499 4.32G 0.01407 0.01113 0.005502 55 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s] 45/499 4.32G 0.01408 0.01114 0.005504 72 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s] 45/499 4.32G 0.01408 0.01114 0.005504 72 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s] 45/499 4.32G 0.01408 0.01113 0.005515 61 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s] 45/499 4.32G 0.01408 0.01113 0.005515 61 640: 90%|######### | 152/168 [00:28<00:03, 5.28it/s] 45/499 4.32G 0.0141 0.01112 0.005506 42 640: 90%|######### | 152/168 [00:28<00:03, 5.28it/s] 45/499 4.32G 0.0141 0.01112 0.005506 42 640: 91%|#########1| 153/168 [00:28<00:02, 5.35it/s] 45/499 4.32G 0.01409 0.01112 0.005505 76 640: 91%|#########1| 153/168 [00:29<00:02, 5.35it/s] 45/499 4.32G 0.01409 0.01112 0.005505 76 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s] 45/499 4.32G 0.01408 0.01115 0.005499 88 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s] 45/499 4.32G 0.01408 0.01115 0.005499 88 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s] 45/499 4.32G 0.0141 0.01114 0.005505 53 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s] 45/499 4.32G 0.0141 0.01114 0.005505 53 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s] 45/499 4.32G 0.01409 0.01113 0.005528 61 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s] 45/499 4.32G 0.01409 0.01113 0.005528 61 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s] 45/499 4.32G 0.01409 0.01114 0.005535 78 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s] 45/499 4.32G 0.01409 0.01114 0.005535 78 640: 94%|#########4| 158/168 [00:29<00:01, 5.31it/s] 45/499 4.32G 0.0141 0.01113 0.005514 59 640: 94%|#########4| 158/168 [00:30<00:01, 5.31it/s] 45/499 4.32G 0.0141 0.01113 0.005514 59 640: 95%|#########4| 159/168 [00:30<00:01, 5.37it/s] 45/499 4.32G 0.01409 0.01113 0.005518 69 640: 95%|#########4| 159/168 [00:30<00:01, 5.37it/s] 45/499 4.32G 0.01409 0.01113 0.005518 69 640: 95%|#########5| 160/168 [00:30<00:01, 5.23it/s] 45/499 4.32G 0.01409 0.01114 0.00551 70 640: 95%|#########5| 160/168 [00:30<00:01, 5.23it/s] 45/499 4.32G 0.01409 0.01114 0.00551 70 640: 96%|#########5| 161/168 [00:30<00:01, 5.32it/s] 45/499 4.32G 0.0141 0.01113 0.005533 63 640: 96%|#########5| 161/168 [00:30<00:01, 5.32it/s] 45/499 4.32G 0.0141 0.01113 0.005533 63 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s] 45/499 4.32G 0.01409 0.01114 0.005525 66 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s] 45/499 4.32G 0.01409 0.01114 0.005525 66 640: 97%|#########7| 163/168 [00:30<00:00, 5.24it/s] 45/499 4.32G 0.0141 0.01113 0.005525 58 640: 97%|#########7| 163/168 [00:30<00:00, 5.24it/s] 45/499 4.32G 0.0141 0.01113 0.005525 58 640: 98%|#########7| 164/168 [00:30<00:00, 5.33it/s] 45/499 4.32G 0.01411 0.01113 0.005564 55 640: 98%|#########7| 164/168 [00:31<00:00, 5.33it/s] 45/499 4.32G 0.01411 0.01113 0.005564 55 640: 98%|#########8| 165/168 [00:31<00:00, 5.39it/s] 45/499 4.32G 0.01412 0.01113 0.005556 62 640: 98%|#########8| 165/168 [00:31<00:00, 5.39it/s] 45/499 4.32G 0.01412 0.01113 0.005556 62 640: 99%|#########8| 166/168 [00:31<00:00, 5.26it/s] 45/499 4.32G 0.01412 0.01113 0.005557 68 640: 99%|#########8| 166/168 [00:31<00:00, 5.26it/s] 45/499 4.32G 0.01412 0.01113 0.005557 68 640: 99%|#########9| 167/168 [00:31<00:00, 5.34it/s] 45/499 4.32G 0.01412 0.01113 0.005554 35 640: 99%|#########9| 167/168 [00:31<00:00, 5.34it/s] 45/499 4.32G 0.01412 0.01113 0.005554 35 640: 100%|##########| 168/168 [00:31<00:00, 5.52it/s] 45/499 4.32G 0.01412 0.01113 0.005554 35 640: 100%|##########| 168/168 [00:31<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.99it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.55it/s] all 132 263 0.762 0.816 0.818 0.705 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 46/499 4.32G 0.01243 0.01103 0.005038 73 640: 0%| | 0/168 [00:00<?, ?it/s] 46/499 4.32G 0.01243 0.01103 0.005038 73 640: 1%| | 1/168 [00:00<00:33, 5.01it/s] 46/499 4.32G 0.01409 0.01078 0.006317 61 640: 1%| | 1/168 [00:00<00:33, 5.01it/s] 46/499 4.32G 0.01409 0.01078 0.006317 61 640: 1%|1 | 2/168 [00:00<00:31, 5.30it/s] 46/499 4.32G 0.0142 0.01075 0.006308 70 640: 1%|1 | 2/168 [00:00<00:31, 5.30it/s] 46/499 4.32G 0.0142 0.01075 0.006308 70 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s] 46/499 4.32G 0.01411 0.01031 0.00673 55 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s] 46/499 4.32G 0.01411 0.01031 0.00673 55 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s] 46/499 4.32G 0.01384 0.009963 0.00696 60 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s] 46/499 4.32G 0.01384 0.009963 0.00696 60 640: 3%|2 | 5/168 [00:00<00:30, 5.30it/s] 46/499 4.32G 0.01388 0.009899 0.006872 69 640: 3%|2 | 5/168 [00:01<00:30, 5.30it/s] 46/499 4.32G 0.01388 0.009899 0.006872 69 640: 4%|3 | 6/168 [00:01<00:30, 5.38it/s] 46/499 4.32G 0.01394 0.009925 0.006608 60 640: 4%|3 | 6/168 [00:01<00:30, 5.38it/s] 46/499 4.32G 0.01394 0.009925 0.006608 60 640: 4%|4 | 7/168 [00:01<00:30, 5.23it/s] 46/499 4.32G 0.01462 0.01005 0.007102 54 640: 4%|4 | 7/168 [00:01<00:30, 5.23it/s] 46/499 4.32G 0.01462 0.01005 0.007102 54 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s] 46/499 4.32G 0.01455 0.01017 0.00702 74 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s] 46/499 4.32G 0.01455 0.01017 0.00702 74 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s] 46/499 4.32G 0.01442 0.01023 0.007142 66 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s] 46/499 4.32G 0.01442 0.01023 0.007142 66 640: 6%|5 | 10/168 [00:01<00:30, 5.16it/s] 46/499 4.32G 0.01421 0.01018 0.006714 68 640: 6%|5 | 10/168 [00:02<00:30, 5.16it/s] 46/499 4.32G 0.01421 0.01018 0.006714 68 640: 7%|6 | 11/168 [00:02<00:30, 5.22it/s] 46/499 4.32G 0.01437 0.0103 0.006839 64 640: 7%|6 | 11/168 [00:02<00:30, 5.22it/s] 46/499 4.32G 0.01437 0.0103 0.006839 64 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s] 46/499 4.32G 0.01439 0.01048 0.006885 76 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s] 46/499 4.32G 0.01439 0.01048 0.006885 76 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s] 46/499 4.32G 0.01436 0.01054 0.006769 76 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s] 46/499 4.32G 0.01436 0.01054 0.006769 76 640: 8%|8 | 14/168 [00:02<00:29, 5.25it/s] 46/499 4.32G 0.01434 0.01064 0.006744 68 640: 8%|8 | 14/168 [00:02<00:29, 5.25it/s] 46/499 4.32G 0.01434 0.01064 0.006744 68 640: 9%|8 | 15/168 [00:02<00:28, 5.28it/s] 46/499 4.32G 0.01429 0.01072 0.006859 75 640: 9%|8 | 15/168 [00:03<00:28, 5.28it/s] 46/499 4.32G 0.01429 0.01072 0.006859 75 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s] 46/499 4.32G 0.01441 0.01096 0.006705 74 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s] 46/499 4.32G 0.01441 0.01096 0.006705 74 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s] 46/499 4.32G 0.0144 0.01094 0.006601 69 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s] 46/499 4.32G 0.0144 0.01094 0.006601 69 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s] 46/499 4.32G 0.01443 0.01095 0.006701 65 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s] 46/499 4.32G 0.01443 0.01095 0.006701 65 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s] 46/499 4.32G 0.01436 0.01101 0.006565 74 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s] 46/499 4.32G 0.01436 0.01101 0.006565 74 640: 12%|#1 | 20/168 [00:03<00:27, 5.32it/s] 46/499 4.32G 0.0143 0.01113 0.006459 83 640: 12%|#1 | 20/168 [00:03<00:27, 5.32it/s] 46/499 4.32G 0.0143 0.01113 0.006459 83 640: 12%|#2 | 21/168 [00:03<00:27, 5.39it/s] 46/499 4.32G 0.01424 0.01116 0.006517 71 640: 12%|#2 | 21/168 [00:04<00:27, 5.39it/s] 46/499 4.32G 0.01424 0.01116 0.006517 71 640: 13%|#3 | 22/168 [00:04<00:27, 5.24it/s] 46/499 4.32G 0.01412 0.01121 0.006469 63 640: 13%|#3 | 22/168 [00:04<00:27, 5.24it/s] 46/499 4.32G 0.01412 0.01121 0.006469 63 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s] 46/499 4.32G 0.01413 0.01117 0.00641 66 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s] 46/499 4.32G 0.01413 0.01117 0.00641 66 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s] 46/499 4.32G 0.01404 0.01116 0.006225 64 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s] 46/499 4.32G 0.01404 0.01116 0.006225 64 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s] 46/499 4.32G 0.01398 0.01121 0.006251 72 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s] 46/499 4.32G 0.01398 0.01121 0.006251 72 640: 15%|#5 | 26/168 [00:04<00:26, 5.30it/s] 46/499 4.32G 0.01402 0.01129 0.006224 74 640: 15%|#5 | 26/168 [00:05<00:26, 5.30it/s] 46/499 4.32G 0.01402 0.01129 0.006224 74 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s] 46/499 4.32G 0.014 0.0113 0.006208 75 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s] 46/499 4.32G 0.014 0.0113 0.006208 75 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s] 46/499 4.32G 0.01403 0.01126 0.006211 59 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s] 46/499 4.32G 0.01403 0.01126 0.006211 59 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s] 46/499 4.32G 0.01401 0.01127 0.00612 69 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s] 46/499 4.32G 0.01401 0.01127 0.00612 69 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s] 46/499 4.32G 0.01399 0.01132 0.006171 80 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s] 46/499 4.32G 0.01399 0.01132 0.006171 80 640: 18%|#8 | 31/168 [00:05<00:26, 5.20it/s] 46/499 4.32G 0.01394 0.01129 0.006201 75 640: 18%|#8 | 31/168 [00:06<00:26, 5.20it/s] 46/499 4.32G 0.01394 0.01129 0.006201 75 640: 19%|#9 | 32/168 [00:06<00:26, 5.21it/s] 46/499 4.32G 0.01394 0.01134 0.006158 70 640: 19%|#9 | 32/168 [00:06<00:26, 5.21it/s] 46/499 4.32G 0.01394 0.01134 0.006158 70 640: 20%|#9 | 33/168 [00:06<00:25, 5.28it/s] 46/499 4.32G 0.01397 0.01127 0.006079 52 640: 20%|#9 | 33/168 [00:06<00:25, 5.28it/s] 46/499 4.32G 0.01397 0.01127 0.006079 52 640: 20%|## | 34/168 [00:06<00:26, 5.14it/s] 46/499 4.32G 0.01393 0.01125 0.006191 67 640: 20%|## | 34/168 [00:06<00:26, 5.14it/s] 46/499 4.32G 0.01393 0.01125 0.006191 67 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s] 46/499 4.32G 0.01392 0.0113 0.006077 74 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s] 46/499 4.32G 0.01392 0.0113 0.006077 74 640: 21%|##1 | 36/168 [00:06<00:24, 5.30it/s] 46/499 4.32G 0.0139 0.01131 0.006061 69 640: 21%|##1 | 36/168 [00:07<00:24, 5.30it/s] 46/499 4.32G 0.0139 0.01131 0.006061 69 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s] 46/499 4.32G 0.01388 0.01138 0.005998 78 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s] 46/499 4.32G 0.01388 0.01138 0.005998 78 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s] 46/499 4.32G 0.01385 0.01138 0.005941 63 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s] 46/499 4.32G 0.01385 0.01138 0.005941 63 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s] 46/499 4.32G 0.01386 0.01134 0.005843 62 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s] 46/499 4.32G 0.01386 0.01134 0.005843 62 640: 24%|##3 | 40/168 [00:07<00:24, 5.25it/s] 46/499 4.32G 0.01382 0.01132 0.005887 59 640: 24%|##3 | 40/168 [00:07<00:24, 5.25it/s] 46/499 4.32G 0.01382 0.01132 0.005887 59 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s] 46/499 4.32G 0.0139 0.01133 0.00594 65 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s] 46/499 4.32G 0.0139 0.01133 0.00594 65 640: 25%|##5 | 42/168 [00:07<00:23, 5.40it/s] 46/499 4.32G 0.0139 0.01129 0.005889 59 640: 25%|##5 | 42/168 [00:08<00:23, 5.40it/s] 46/499 4.32G 0.0139 0.01129 0.005889 59 640: 26%|##5 | 43/168 [00:08<00:23, 5.26it/s] 46/499 4.32G 0.01386 0.01125 0.005785 54 640: 26%|##5 | 43/168 [00:08<00:23, 5.26it/s] 46/499 4.32G 0.01386 0.01125 0.005785 54 640: 26%|##6 | 44/168 [00:08<00:23, 5.32it/s] 46/499 4.32G 0.01381 0.01123 0.005765 66 640: 26%|##6 | 44/168 [00:08<00:23, 5.32it/s] 46/499 4.32G 0.01381 0.01123 0.005765 66 640: 27%|##6 | 45/168 [00:08<00:22, 5.38it/s] 46/499 4.32G 0.01383 0.01124 0.005796 72 640: 27%|##6 | 45/168 [00:08<00:22, 5.38it/s] 46/499 4.32G 0.01383 0.01124 0.005796 72 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s] 46/499 4.32G 0.01384 0.01128 0.005774 75 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s] 46/499 4.32G 0.01384 0.01128 0.005774 75 640: 28%|##7 | 47/168 [00:08<00:22, 5.31it/s] 46/499 4.32G 0.01386 0.01132 0.005807 83 640: 28%|##7 | 47/168 [00:09<00:22, 5.31it/s] 46/499 4.32G 0.01386 0.01132 0.005807 83 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s] 46/499 4.32G 0.01386 0.01136 0.005797 76 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s] 46/499 4.32G 0.01386 0.01136 0.005797 76 640: 29%|##9 | 49/168 [00:09<00:22, 5.25it/s] 46/499 4.32G 0.01388 0.01134 0.005754 66 640: 29%|##9 | 49/168 [00:09<00:22, 5.25it/s] 46/499 4.32G 0.01388 0.01134 0.005754 66 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s] 46/499 4.32G 0.01387 0.01136 0.005817 66 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s] 46/499 4.32G 0.01387 0.01136 0.005817 66 640: 30%|### | 51/168 [00:09<00:21, 5.36it/s] 46/499 4.32G 0.01387 0.01136 0.005824 79 640: 30%|### | 51/168 [00:09<00:21, 5.36it/s] 46/499 4.32G 0.01387 0.01136 0.005824 79 640: 31%|### | 52/168 [00:09<00:22, 5.22it/s] 46/499 4.32G 0.01387 0.01141 0.005814 72 640: 31%|### | 52/168 [00:10<00:22, 5.22it/s] 46/499 4.32G 0.01387 0.01141 0.005814 72 640: 32%|###1 | 53/168 [00:10<00:21, 5.32it/s] 46/499 4.32G 0.01388 0.01139 0.005841 63 640: 32%|###1 | 53/168 [00:10<00:21, 5.32it/s] 46/499 4.32G 0.01388 0.01139 0.005841 63 640: 32%|###2 | 54/168 [00:10<00:21, 5.37it/s] 46/499 4.32G 0.01389 0.01137 0.005774 60 640: 32%|###2 | 54/168 [00:10<00:21, 5.37it/s] 46/499 4.32G 0.01389 0.01137 0.005774 60 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s] 46/499 4.32G 0.01385 0.01135 0.00577 58 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s] 46/499 4.32G 0.01385 0.01135 0.00577 58 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s] 46/499 4.32G 0.01385 0.01139 0.005755 82 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s] 46/499 4.32G 0.01385 0.01139 0.005755 82 640: 34%|###3 | 57/168 [00:10<00:20, 5.30it/s] 46/499 4.32G 0.01386 0.01143 0.005739 65 640: 34%|###3 | 57/168 [00:11<00:20, 5.30it/s] 46/499 4.32G 0.01386 0.01143 0.005739 65 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s] 46/499 4.32G 0.01386 0.01144 0.005821 81 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s] 46/499 4.32G 0.01386 0.01144 0.005821 81 640: 35%|###5 | 59/168 [00:11<00:20, 5.20it/s] 46/499 4.32G 0.01389 0.01142 0.005785 62 640: 35%|###5 | 59/168 [00:11<00:20, 5.20it/s] 46/499 4.32G 0.01389 0.01142 0.005785 62 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s] 46/499 4.32G 0.01389 0.01139 0.005827 48 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s] 46/499 4.32G 0.01389 0.01139 0.005827 48 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s] 46/499 4.32G 0.01388 0.01139 0.005856 77 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s] 46/499 4.32G 0.01388 0.01139 0.005856 77 640: 37%|###6 | 62/168 [00:11<00:20, 5.20it/s] 46/499 4.32G 0.01392 0.01143 0.005873 79 640: 37%|###6 | 62/168 [00:11<00:20, 5.20it/s] 46/499 4.32G 0.01392 0.01143 0.005873 79 640: 38%|###7 | 63/168 [00:11<00:19, 5.28it/s] 46/499 4.32G 0.01391 0.01143 0.005829 67 640: 38%|###7 | 63/168 [00:12<00:19, 5.28it/s] 46/499 4.32G 0.01391 0.01143 0.005829 67 640: 38%|###8 | 64/168 [00:12<00:20, 5.07it/s] 46/499 4.32G 0.01394 0.01141 0.005841 60 640: 38%|###8 | 64/168 [00:12<00:20, 5.07it/s] 46/499 4.32G 0.01394 0.01141 0.005841 60 640: 39%|###8 | 65/168 [00:12<00:19, 5.17it/s] 46/499 4.32G 0.01392 0.01138 0.005844 69 640: 39%|###8 | 65/168 [00:12<00:19, 5.17it/s] 46/499 4.32G 0.01392 0.01138 0.005844 69 640: 39%|###9 | 66/168 [00:12<00:19, 5.27it/s] 46/499 4.32G 0.01393 0.0114 0.005825 80 640: 39%|###9 | 66/168 [00:12<00:19, 5.27it/s] 46/499 4.32G 0.01393 0.0114 0.005825 80 640: 40%|###9 | 67/168 [00:12<00:19, 5.14it/s] 46/499 4.32G 0.01393 0.01143 0.005799 73 640: 40%|###9 | 67/168 [00:12<00:19, 5.14it/s] 46/499 4.32G 0.01393 0.01143 0.005799 73 640: 40%|#### | 68/168 [00:12<00:19, 5.21it/s] 46/499 4.32G 0.01394 0.01141 0.005795 61 640: 40%|#### | 68/168 [00:13<00:19, 5.21it/s] 46/499 4.32G 0.01394 0.01141 0.005795 61 640: 41%|####1 | 69/168 [00:13<00:18, 5.22it/s] 46/499 4.32G 0.01393 0.01137 0.00575 54 640: 41%|####1 | 69/168 [00:13<00:18, 5.22it/s] 46/499 4.32G 0.01393 0.01137 0.00575 54 640: 42%|####1 | 70/168 [00:13<00:19, 5.11it/s] 46/499 4.32G 0.01391 0.01136 0.005697 67 640: 42%|####1 | 70/168 [00:13<00:19, 5.11it/s] 46/499 4.32G 0.01391 0.01136 0.005697 67 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s] 46/499 4.32G 0.01392 0.01136 0.005649 57 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s] 46/499 4.32G 0.01392 0.01136 0.005649 57 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s] 46/499 4.32G 0.01395 0.01133 0.005634 57 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s] 46/499 4.32G 0.01395 0.01133 0.005634 57 640: 43%|####3 | 73/168 [00:13<00:18, 5.11it/s] 46/499 4.32G 0.01395 0.01133 0.0056 73 640: 43%|####3 | 73/168 [00:14<00:18, 5.11it/s] 46/499 4.32G 0.01395 0.01133 0.0056 73 640: 44%|####4 | 74/168 [00:14<00:18, 5.18it/s] 46/499 4.32G 0.01395 0.01133 0.00559 67 640: 44%|####4 | 74/168 [00:14<00:18, 5.18it/s] 46/499 4.32G 0.01395 0.01133 0.00559 67 640: 45%|####4 | 75/168 [00:14<00:17, 5.25it/s] 46/499 4.32G 0.01392 0.01132 0.005616 83 640: 45%|####4 | 75/168 [00:14<00:17, 5.25it/s] 46/499 4.32G 0.01392 0.01132 0.005616 83 640: 45%|####5 | 76/168 [00:14<00:17, 5.12it/s] 46/499 4.32G 0.01392 0.01132 0.005598 72 640: 45%|####5 | 76/168 [00:14<00:17, 5.12it/s] 46/499 4.32G 0.01392 0.01132 0.005598 72 640: 46%|####5 | 77/168 [00:14<00:17, 5.23it/s] 46/499 4.32G 0.01394 0.01132 0.005591 57 640: 46%|####5 | 77/168 [00:14<00:17, 5.23it/s] 46/499 4.32G 0.01394 0.01132 0.005591 57 640: 46%|####6 | 78/168 [00:14<00:16, 5.30it/s] 46/499 4.32G 0.01393 0.01134 0.005552 74 640: 46%|####6 | 78/168 [00:15<00:16, 5.30it/s] 46/499 4.32G 0.01393 0.01134 0.005552 74 640: 47%|####7 | 79/168 [00:15<00:17, 5.17it/s] 46/499 4.32G 0.01392 0.01133 0.005607 60 640: 47%|####7 | 79/168 [00:15<00:17, 5.17it/s] 46/499 4.32G 0.01392 0.01133 0.005607 60 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s] 46/499 4.32G 0.01391 0.01132 0.005652 63 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s] 46/499 4.32G 0.01391 0.01132 0.005652 63 640: 48%|####8 | 81/168 [00:15<00:16, 5.31it/s] 46/499 4.32G 0.01392 0.01131 0.005628 68 640: 48%|####8 | 81/168 [00:15<00:16, 5.31it/s] 46/499 4.32G 0.01392 0.01131 0.005628 68 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s] 46/499 4.32G 0.01392 0.01132 0.005633 72 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s] 46/499 4.32G 0.01392 0.01132 0.005633 72 640: 49%|####9 | 83/168 [00:15<00:16, 5.24it/s] 46/499 4.32G 0.01391 0.01131 0.005616 65 640: 49%|####9 | 83/168 [00:15<00:16, 5.24it/s] 46/499 4.32G 0.01391 0.01131 0.005616 65 640: 50%|##### | 84/168 [00:15<00:15, 5.32it/s] 46/499 4.32G 0.01391 0.0113 0.005606 61 640: 50%|##### | 84/168 [00:16<00:15, 5.32it/s] 46/499 4.32G 0.01391 0.0113 0.005606 61 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s] 46/499 4.32G 0.0139 0.0113 0.005569 67 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s] 46/499 4.32G 0.0139 0.0113 0.005569 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s] 46/499 4.32G 0.01391 0.01129 0.005611 62 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s] 46/499 4.32G 0.01391 0.01129 0.005611 62 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s] 46/499 4.32G 0.01392 0.01127 0.00559 61 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s] 46/499 4.32G 0.01392 0.01127 0.00559 61 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s] 46/499 4.32G 0.0139 0.01126 0.005567 65 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s] 46/499 4.32G 0.0139 0.01126 0.005567 65 640: 53%|#####2 | 89/168 [00:16<00:14, 5.31it/s] 46/499 4.32G 0.0139 0.01125 0.005568 54 640: 53%|#####2 | 89/168 [00:17<00:14, 5.31it/s] 46/499 4.32G 0.0139 0.01125 0.005568 54 640: 54%|#####3 | 90/168 [00:17<00:14, 5.36it/s] 46/499 4.32G 0.0139 0.01124 0.005564 69 640: 54%|#####3 | 90/168 [00:17<00:14, 5.36it/s] 46/499 4.32G 0.0139 0.01124 0.005564 69 640: 54%|#####4 | 91/168 [00:17<00:14, 5.17it/s] 46/499 4.32G 0.01391 0.01125 0.00554 73 640: 54%|#####4 | 91/168 [00:17<00:14, 5.17it/s] 46/499 4.32G 0.01391 0.01125 0.00554 73 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s] 46/499 4.32G 0.01388 0.0112 0.005516 44 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s] 46/499 4.32G 0.01388 0.0112 0.005516 44 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s] 46/499 4.32G 0.01388 0.01123 0.00548 77 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s] 46/499 4.32G 0.01388 0.01123 0.00548 77 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s] 46/499 4.32G 0.01386 0.01123 0.005454 73 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s] 46/499 4.32G 0.01386 0.01123 0.005454 73 640: 57%|#####6 | 95/168 [00:18<00:13, 5.22it/s] 46/499 4.32G 0.01388 0.01125 0.00544 72 640: 57%|#####6 | 95/168 [00:18<00:13, 5.22it/s] 46/499 4.32G 0.01388 0.01125 0.00544 72 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s] 46/499 4.32G 0.01387 0.01123 0.005414 61 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s] 46/499 4.32G 0.01387 0.01123 0.005414 61 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s] 46/499 4.32G 0.01386 0.01123 0.005409 80 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s] 46/499 4.32G 0.01386 0.01123 0.005409 80 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s] 46/499 4.32G 0.01385 0.01124 0.005406 86 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s] 46/499 4.32G 0.01385 0.01124 0.005406 86 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s] 46/499 4.32G 0.01385 0.01124 0.00543 66 640: 59%|#####8 | 99/168 [00:19<00:12, 5.35it/s] 46/499 4.32G 0.01385 0.01124 0.00543 66 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s] 46/499 4.32G 0.01385 0.01124 0.005441 75 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s] 46/499 4.32G 0.01385 0.01124 0.005441 75 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s] 46/499 4.32G 0.01387 0.01126 0.005421 72 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s] 46/499 4.32G 0.01387 0.01126 0.005421 72 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s] 46/499 4.32G 0.0139 0.01126 0.0055 57 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s] 46/499 4.32G 0.0139 0.01126 0.0055 57 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s] 46/499 4.32G 0.01387 0.01124 0.005461 60 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s] 46/499 4.32G 0.01387 0.01124 0.005461 60 640: 62%|######1 | 104/168 [00:19<00:12, 5.28it/s] 46/499 4.32G 0.01387 0.01125 0.005426 76 640: 62%|######1 | 104/168 [00:19<00:12, 5.28it/s] 46/499 4.32G 0.01387 0.01125 0.005426 76 640: 62%|######2 | 105/168 [00:19<00:11, 5.30it/s] 46/499 4.32G 0.01387 0.01123 0.005454 65 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s] 46/499 4.32G 0.01387 0.01123 0.005454 65 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s] 46/499 4.32G 0.01387 0.01125 0.005452 73 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s] 46/499 4.32G 0.01387 0.01125 0.005452 73 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s] 46/499 4.32G 0.01386 0.01124 0.005496 68 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s] 46/499 4.32G 0.01386 0.01124 0.005496 68 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s] 46/499 4.32G 0.01384 0.01122 0.00546 47 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s] 46/499 4.32G 0.01384 0.01122 0.00546 47 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s] 46/499 4.32G 0.01383 0.0112 0.005459 62 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s] 46/499 4.32G 0.01383 0.0112 0.005459 62 640: 65%|######5 | 110/168 [00:20<00:10, 5.29it/s] 46/499 4.32G 0.01383 0.01122 0.005465 77 640: 65%|######5 | 110/168 [00:21<00:10, 5.29it/s] 46/499 4.32G 0.01383 0.01122 0.005465 77 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s] 46/499 4.32G 0.01382 0.01122 0.005455 74 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s] 46/499 4.32G 0.01382 0.01122 0.005455 74 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s] 46/499 4.32G 0.01381 0.01122 0.00547 70 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s] 46/499 4.32G 0.01381 0.01122 0.00547 70 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s] 46/499 4.32G 0.01381 0.01122 0.005446 71 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s] 46/499 4.32G 0.01381 0.01122 0.005446 71 640: 68%|######7 | 114/168 [00:21<00:10, 5.33it/s] 46/499 4.32G 0.0138 0.0112 0.005427 55 640: 68%|######7 | 114/168 [00:21<00:10, 5.33it/s] 46/499 4.32G 0.0138 0.0112 0.005427 55 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s] 46/499 4.32G 0.01384 0.01117 0.00545 44 640: 68%|######8 | 115/168 [00:22<00:10, 5.21it/s] 46/499 4.32G 0.01384 0.01117 0.00545 44 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s] 46/499 4.32G 0.01383 0.01117 0.005435 61 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s] 46/499 4.32G 0.01383 0.01117 0.005435 61 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s] 46/499 4.32G 0.01383 0.01115 0.005417 59 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s] 46/499 4.32G 0.01383 0.01115 0.005417 59 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s] 46/499 4.32G 0.01382 0.01117 0.005438 91 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s] 46/499 4.32G 0.01382 0.01117 0.005438 91 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s] 46/499 4.32G 0.01384 0.01118 0.005451 72 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s] 46/499 4.32G 0.01384 0.01118 0.005451 72 640: 71%|#######1 | 120/168 [00:22<00:08, 5.37it/s] 46/499 4.32G 0.01382 0.01118 0.005436 67 640: 71%|#######1 | 120/168 [00:23<00:08, 5.37it/s] 46/499 4.32G 0.01382 0.01118 0.005436 67 640: 72%|#######2 | 121/168 [00:23<00:09, 5.14it/s] 46/499 4.32G 0.01384 0.01119 0.005454 76 640: 72%|#######2 | 121/168 [00:23<00:09, 5.14it/s] 46/499 4.32G 0.01384 0.01119 0.005454 76 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s] 46/499 4.32G 0.01384 0.01118 0.005475 63 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s] 46/499 4.32G 0.01384 0.01118 0.005475 63 640: 73%|#######3 | 123/168 [00:23<00:08, 5.30it/s] 46/499 4.32G 0.01385 0.01119 0.005481 80 640: 73%|#######3 | 123/168 [00:23<00:08, 5.30it/s] 46/499 4.32G 0.01385 0.01119 0.005481 80 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s] 46/499 4.32G 0.01385 0.01118 0.005479 61 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s] 46/499 4.32G 0.01385 0.01118 0.005479 61 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s] 46/499 4.32G 0.01387 0.0112 0.005466 69 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s] 46/499 4.32G 0.01387 0.0112 0.005466 69 640: 75%|#######5 | 126/168 [00:23<00:07, 5.30it/s] 46/499 4.32G 0.01387 0.0112 0.00546 63 640: 75%|#######5 | 126/168 [00:24<00:07, 5.30it/s] 46/499 4.32G 0.01387 0.0112 0.00546 63 640: 76%|#######5 | 127/168 [00:24<00:07, 5.14it/s] 46/499 4.32G 0.01388 0.0112 0.005456 61 640: 76%|#######5 | 127/168 [00:24<00:07, 5.14it/s] 46/499 4.32G 0.01388 0.0112 0.005456 61 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s] 46/499 4.32G 0.01389 0.0112 0.005455 59 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s] 46/499 4.32G 0.01389 0.0112 0.005455 59 640: 77%|#######6 | 129/168 [00:24<00:07, 5.33it/s] 46/499 4.32G 0.0139 0.01121 0.005427 65 640: 77%|#######6 | 129/168 [00:24<00:07, 5.33it/s] 46/499 4.32G 0.0139 0.01121 0.005427 65 640: 77%|#######7 | 130/168 [00:24<00:07, 5.14it/s] 46/499 4.32G 0.0139 0.0112 0.005426 54 640: 77%|#######7 | 130/168 [00:24<00:07, 5.14it/s] 46/499 4.32G 0.0139 0.0112 0.005426 54 640: 78%|#######7 | 131/168 [00:24<00:07, 5.19it/s] 46/499 4.32G 0.01389 0.01118 0.005425 50 640: 78%|#######7 | 131/168 [00:25<00:07, 5.19it/s] 46/499 4.32G 0.01389 0.01118 0.005425 50 640: 79%|#######8 | 132/168 [00:25<00:06, 5.30it/s] 46/499 4.32G 0.01389 0.01116 0.005436 56 640: 79%|#######8 | 132/168 [00:25<00:06, 5.30it/s] 46/499 4.32G 0.01389 0.01116 0.005436 56 640: 79%|#######9 | 133/168 [00:25<00:06, 5.11it/s] 46/499 4.32G 0.01387 0.01115 0.005424 52 640: 79%|#######9 | 133/168 [00:25<00:06, 5.11it/s] 46/499 4.32G 0.01387 0.01115 0.005424 52 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s] 46/499 4.32G 0.01387 0.01115 0.005427 58 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s] 46/499 4.32G 0.01387 0.01115 0.005427 58 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s] 46/499 4.32G 0.01386 0.01113 0.005429 48 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s] 46/499 4.32G 0.01386 0.01113 0.005429 48 640: 81%|######## | 136/168 [00:25<00:06, 5.19it/s] 46/499 4.32G 0.01386 0.01111 0.005434 59 640: 81%|######## | 136/168 [00:26<00:06, 5.19it/s] 46/499 4.32G 0.01386 0.01111 0.005434 59 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s] 46/499 4.32G 0.01387 0.01112 0.005443 70 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s] 46/499 4.32G 0.01387 0.01112 0.005443 70 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s] 46/499 4.32G 0.01387 0.01112 0.005434 65 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s] 46/499 4.32G 0.01387 0.01112 0.005434 65 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s] 46/499 4.32G 0.01387 0.0111 0.005446 52 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s] 46/499 4.32G 0.01387 0.0111 0.005446 52 640: 83%|########3 | 140/168 [00:26<00:05, 5.32it/s] 46/499 4.32G 0.01388 0.01113 0.005435 84 640: 83%|########3 | 140/168 [00:26<00:05, 5.32it/s] 46/499 4.32G 0.01388 0.01113 0.005435 84 640: 84%|########3 | 141/168 [00:26<00:05, 5.37it/s] 46/499 4.32G 0.01387 0.01111 0.005413 52 640: 84%|########3 | 141/168 [00:27<00:05, 5.37it/s] 46/499 4.32G 0.01387 0.01111 0.005413 52 640: 85%|########4 | 142/168 [00:27<00:04, 5.21it/s] 46/499 4.32G 0.01389 0.0111 0.005421 61 640: 85%|########4 | 142/168 [00:27<00:04, 5.21it/s] 46/499 4.32G 0.01389 0.0111 0.005421 61 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s] 46/499 4.32G 0.01389 0.01111 0.005429 78 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s] 46/499 4.32G 0.01389 0.01111 0.005429 78 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s] 46/499 4.32G 0.01389 0.0111 0.005465 62 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s] 46/499 4.32G 0.01389 0.0111 0.005465 62 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s] 46/499 4.32G 0.0139 0.0111 0.005552 65 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s] 46/499 4.32G 0.0139 0.0111 0.005552 65 640: 87%|########6 | 146/168 [00:27<00:04, 5.23it/s] 46/499 4.32G 0.0139 0.0111 0.005559 75 640: 87%|########6 | 146/168 [00:27<00:04, 5.23it/s] 46/499 4.32G 0.0139 0.0111 0.005559 75 640: 88%|########7 | 147/168 [00:27<00:03, 5.31it/s] 46/499 4.32G 0.0139 0.01109 0.005559 66 640: 88%|########7 | 147/168 [00:28<00:03, 5.31it/s] 46/499 4.32G 0.0139 0.01109 0.005559 66 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s] 46/499 4.32G 0.01388 0.0111 0.005558 92 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s] 46/499 4.32G 0.01388 0.0111 0.005558 92 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s] 46/499 4.32G 0.01389 0.01111 0.005576 65 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s] 46/499 4.32G 0.01389 0.01111 0.005576 65 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s] 46/499 4.32G 0.01389 0.01111 0.005564 57 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s] 46/499 4.32G 0.01389 0.01111 0.005564 57 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s] 46/499 4.32G 0.0139 0.01112 0.00555 78 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s] 46/499 4.32G 0.0139 0.01112 0.00555 78 640: 90%|######### | 152/168 [00:28<00:03, 5.29it/s] 46/499 4.32G 0.01391 0.01114 0.005555 90 640: 90%|######### | 152/168 [00:29<00:03, 5.29it/s] 46/499 4.32G 0.01391 0.01114 0.005555 90 640: 91%|#########1| 153/168 [00:29<00:02, 5.38it/s] 46/499 4.32G 0.01391 0.01116 0.005572 69 640: 91%|#########1| 153/168 [00:29<00:02, 5.38it/s] 46/499 4.32G 0.01391 0.01116 0.005572 69 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s] 46/499 4.32G 0.01391 0.01116 0.005577 71 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s] 46/499 4.32G 0.01391 0.01116 0.005577 71 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s] 46/499 4.32G 0.01391 0.01116 0.005556 53 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s] 46/499 4.32G 0.01391 0.01116 0.005556 53 640: 93%|#########2| 156/168 [00:29<00:02, 5.36it/s] 46/499 4.32G 0.01391 0.01117 0.005554 87 640: 93%|#########2| 156/168 [00:29<00:02, 5.36it/s] 46/499 4.32G 0.01391 0.01117 0.005554 87 640: 93%|#########3| 157/168 [00:29<00:02, 5.19it/s] 46/499 4.32G 0.0139 0.01117 0.005571 72 640: 93%|#########3| 157/168 [00:30<00:02, 5.19it/s] 46/499 4.32G 0.0139 0.01117 0.005571 72 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s] 46/499 4.32G 0.01391 0.01116 0.005593 61 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s] 46/499 4.32G 0.01391 0.01116 0.005593 61 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s] 46/499 4.32G 0.0139 0.01117 0.005595 85 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s] 46/499 4.32G 0.0139 0.01117 0.005595 85 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s] 46/499 4.32G 0.0139 0.01117 0.005633 52 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s] 46/499 4.32G 0.0139 0.01117 0.005633 52 640: 96%|#########5| 161/168 [00:30<00:01, 5.31it/s] 46/499 4.32G 0.0139 0.01116 0.005625 63 640: 96%|#########5| 161/168 [00:30<00:01, 5.31it/s] 46/499 4.32G 0.0139 0.01116 0.005625 63 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s] 46/499 4.32G 0.0139 0.01116 0.00561 70 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s] 46/499 4.32G 0.0139 0.01116 0.00561 70 640: 97%|#########7| 163/168 [00:30<00:00, 5.20it/s] 46/499 4.32G 0.0139 0.01117 0.005597 79 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s] 46/499 4.32G 0.0139 0.01117 0.005597 79 640: 98%|#########7| 164/168 [00:31<00:00, 5.31it/s] 46/499 4.32G 0.01391 0.01118 0.005579 69 640: 98%|#########7| 164/168 [00:31<00:00, 5.31it/s] 46/499 4.32G 0.01391 0.01118 0.005579 69 640: 98%|#########8| 165/168 [00:31<00:00, 5.37it/s] 46/499 4.32G 0.01391 0.01118 0.005568 64 640: 98%|#########8| 165/168 [00:31<00:00, 5.37it/s] 46/499 4.32G 0.01391 0.01118 0.005568 64 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s] 46/499 4.32G 0.01392 0.01116 0.005573 57 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s] 46/499 4.32G 0.01392 0.01116 0.005573 57 640: 99%|#########9| 167/168 [00:31<00:00, 5.24it/s] 46/499 4.32G 0.01391 0.01115 0.005577 28 640: 99%|#########9| 167/168 [00:31<00:00, 5.24it/s] 46/499 4.32G 0.01391 0.01115 0.005577 28 640: 100%|##########| 168/168 [00:31<00:00, 5.44it/s] 46/499 4.32G 0.01391 0.01115 0.005577 28 640: 100%|##########| 168/168 [00:31<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.54it/s] all 132 263 0.801 0.829 0.856 0.702 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 47/499 4.32G 0.01607 0.01389 0.00705 79 640: 0%| | 0/168 [00:00<?, ?it/s] 47/499 4.32G 0.01607 0.01389 0.00705 79 640: 1%| | 1/168 [00:00<00:33, 4.93it/s] 47/499 4.32G 0.0161 0.01261 0.008728 60 640: 1%| | 1/168 [00:00<00:33, 4.93it/s] 47/499 4.32G 0.0161 0.01261 0.008728 60 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s] 47/499 4.32G 0.0143 0.01091 0.007307 53 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s] 47/499 4.32G 0.0143 0.01091 0.007307 53 640: 2%|1 | 3/168 [00:00<00:30, 5.39it/s] 47/499 4.32G 0.0144 0.01141 0.007018 81 640: 2%|1 | 3/168 [00:00<00:30, 5.39it/s] 47/499 4.32G 0.0144 0.01141 0.007018 81 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s] 47/499 4.32G 0.01459 0.0121 0.006869 80 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s] 47/499 4.32G 0.01459 0.0121 0.006869 80 640: 3%|2 | 5/168 [00:00<00:30, 5.28it/s] 47/499 4.32G 0.01468 0.01216 0.006886 75 640: 3%|2 | 5/168 [00:01<00:30, 5.28it/s] 47/499 4.32G 0.01468 0.01216 0.006886 75 640: 4%|3 | 6/168 [00:01<00:30, 5.34it/s] 47/499 4.32G 0.01447 0.01229 0.006252 80 640: 4%|3 | 6/168 [00:01<00:30, 5.34it/s] 47/499 4.32G 0.01447 0.01229 0.006252 80 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s] 47/499 4.32G 0.0143 0.0119 0.006093 67 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s] 47/499 4.32G 0.0143 0.0119 0.006093 67 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s] 47/499 4.32G 0.01395 0.01157 0.006062 64 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s] 47/499 4.32G 0.01395 0.01157 0.006062 64 640: 5%|5 | 9/168 [00:01<00:29, 5.35it/s] 47/499 4.32G 0.01399 0.01173 0.006034 84 640: 5%|5 | 9/168 [00:01<00:29, 5.35it/s] 47/499 4.32G 0.01399 0.01173 0.006034 84 640: 6%|5 | 10/168 [00:01<00:30, 5.18it/s] 47/499 4.32G 0.01401 0.01163 0.006106 62 640: 6%|5 | 10/168 [00:02<00:30, 5.18it/s] 47/499 4.32G 0.01401 0.01163 0.006106 62 640: 7%|6 | 11/168 [00:02<00:30, 5.11it/s] 47/499 4.32G 0.014 0.01141 0.006029 63 640: 7%|6 | 11/168 [00:02<00:30, 5.11it/s] 47/499 4.32G 0.014 0.01141 0.006029 63 640: 7%|7 | 12/168 [00:02<00:29, 5.23it/s] 47/499 4.32G 0.01403 0.01152 0.006366 82 640: 7%|7 | 12/168 [00:02<00:29, 5.23it/s] 47/499 4.32G 0.01403 0.01152 0.006366 82 640: 8%|7 | 13/168 [00:02<00:30, 5.15it/s] 47/499 4.32G 0.01402 0.01164 0.00615 84 640: 8%|7 | 13/168 [00:02<00:30, 5.15it/s] 47/499 4.32G 0.01402 0.01164 0.00615 84 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s] 47/499 4.32G 0.01399 0.01164 0.006113 62 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s] 47/499 4.32G 0.01399 0.01164 0.006113 62 640: 9%|8 | 15/168 [00:02<00:28, 5.31it/s] 47/499 4.32G 0.01396 0.01153 0.005914 62 640: 9%|8 | 15/168 [00:03<00:28, 5.31it/s] 47/499 4.32G 0.01396 0.01153 0.005914 62 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s] 47/499 4.32G 0.01405 0.01166 0.005859 75 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s] 47/499 4.32G 0.01405 0.01166 0.005859 75 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s] 47/499 4.32G 0.014 0.01164 0.00584 77 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s] 47/499 4.32G 0.014 0.01164 0.00584 77 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s] 47/499 4.32G 0.01401 0.01166 0.006012 74 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s] 47/499 4.32G 0.01401 0.01166 0.006012 74 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s] 47/499 4.32G 0.01399 0.01177 0.005945 81 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s] 47/499 4.32G 0.01399 0.01177 0.005945 81 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s] 47/499 4.32G 0.01404 0.01188 0.006106 82 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s] 47/499 4.32G 0.01404 0.01188 0.006106 82 640: 12%|#2 | 21/168 [00:03<00:27, 5.38it/s] 47/499 4.32G 0.01406 0.01194 0.006205 74 640: 12%|#2 | 21/168 [00:04<00:27, 5.38it/s] 47/499 4.32G 0.01406 0.01194 0.006205 74 640: 13%|#3 | 22/168 [00:04<00:27, 5.26it/s] 47/499 4.32G 0.01398 0.0118 0.00622 60 640: 13%|#3 | 22/168 [00:04<00:27, 5.26it/s] 47/499 4.32G 0.01398 0.0118 0.00622 60 640: 14%|#3 | 23/168 [00:04<00:27, 5.35it/s] 47/499 4.32G 0.01404 0.01181 0.006298 71 640: 14%|#3 | 23/168 [00:04<00:27, 5.35it/s] 47/499 4.32G 0.01404 0.01181 0.006298 71 640: 14%|#4 | 24/168 [00:04<00:26, 5.39it/s] 47/499 4.32G 0.01397 0.01165 0.006225 55 640: 14%|#4 | 24/168 [00:04<00:26, 5.39it/s] 47/499 4.32G 0.01397 0.01165 0.006225 55 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s] 47/499 4.32G 0.01398 0.01169 0.006086 75 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s] 47/499 4.32G 0.01398 0.01169 0.006086 75 640: 15%|#5 | 26/168 [00:04<00:26, 5.30it/s] 47/499 4.32G 0.014 0.01168 0.006121 55 640: 15%|#5 | 26/168 [00:05<00:26, 5.30it/s] 47/499 4.32G 0.014 0.01168 0.006121 55 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s] 47/499 4.32G 0.01401 0.01169 0.006165 70 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s] 47/499 4.32G 0.01401 0.01169 0.006165 70 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s] 47/499 4.32G 0.01396 0.01161 0.006022 63 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s] 47/499 4.32G 0.01396 0.01161 0.006022 63 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s] 47/499 4.32G 0.01396 0.01162 0.006054 74 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s] 47/499 4.32G 0.01396 0.01162 0.006054 74 640: 18%|#7 | 30/168 [00:05<00:25, 5.38it/s] 47/499 4.32G 0.01395 0.01161 0.005981 65 640: 18%|#7 | 30/168 [00:05<00:25, 5.38it/s] 47/499 4.32G 0.01395 0.01161 0.005981 65 640: 18%|#8 | 31/168 [00:05<00:26, 5.24it/s] 47/499 4.32G 0.01387 0.01157 0.00592 74 640: 18%|#8 | 31/168 [00:06<00:26, 5.24it/s] 47/499 4.32G 0.01387 0.01157 0.00592 74 640: 19%|#9 | 32/168 [00:06<00:25, 5.33it/s] 47/499 4.32G 0.01382 0.01156 0.005871 61 640: 19%|#9 | 32/168 [00:06<00:25, 5.33it/s] 47/499 4.32G 0.01382 0.01156 0.005871 61 640: 20%|#9 | 33/168 [00:06<00:25, 5.40it/s] 47/499 4.32G 0.0138 0.01153 0.005854 62 640: 20%|#9 | 33/168 [00:06<00:25, 5.40it/s] 47/499 4.32G 0.0138 0.01153 0.005854 62 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s] 47/499 4.32G 0.01377 0.01156 0.00586 74 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s] 47/499 4.32G 0.01377 0.01156 0.00586 74 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s] 47/499 4.32G 0.01377 0.01155 0.005847 77 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s] 47/499 4.32G 0.01377 0.01155 0.005847 77 640: 21%|##1 | 36/168 [00:06<00:24, 5.37it/s] 47/499 4.32G 0.01379 0.01153 0.005767 51 640: 21%|##1 | 36/168 [00:07<00:24, 5.37it/s] 47/499 4.32G 0.01379 0.01153 0.005767 51 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s] 47/499 4.32G 0.01373 0.01148 0.00574 67 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s] 47/499 4.32G 0.01373 0.01148 0.00574 67 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s] 47/499 4.32G 0.01374 0.01147 0.005736 70 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s] 47/499 4.32G 0.01374 0.01147 0.005736 70 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s] 47/499 4.32G 0.01371 0.01154 0.005795 83 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s] 47/499 4.32G 0.01371 0.01154 0.005795 83 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s] 47/499 4.32G 0.01371 0.01154 0.005706 67 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s] 47/499 4.32G 0.01371 0.01154 0.005706 67 640: 24%|##4 | 41/168 [00:07<00:24, 5.25it/s] 47/499 4.32G 0.01372 0.01153 0.005645 71 640: 24%|##4 | 41/168 [00:07<00:24, 5.25it/s] 47/499 4.32G 0.01372 0.01153 0.005645 71 640: 25%|##5 | 42/168 [00:07<00:23, 5.32it/s] 47/499 4.32G 0.01371 0.01155 0.005682 72 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s] 47/499 4.32G 0.01371 0.01155 0.005682 72 640: 26%|##5 | 43/168 [00:08<00:24, 5.21it/s] 47/499 4.32G 0.01371 0.01152 0.005647 61 640: 26%|##5 | 43/168 [00:08<00:24, 5.21it/s] 47/499 4.32G 0.01371 0.01152 0.005647 61 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s] 47/499 4.32G 0.01368 0.01148 0.005641 61 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s] 47/499 4.32G 0.01368 0.01148 0.005641 61 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s] 47/499 4.32G 0.01369 0.01149 0.005617 70 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s] 47/499 4.32G 0.01369 0.01149 0.005617 70 640: 27%|##7 | 46/168 [00:08<00:23, 5.24it/s] 47/499 4.32G 0.01367 0.01149 0.005712 71 640: 27%|##7 | 46/168 [00:08<00:23, 5.24it/s] 47/499 4.32G 0.01367 0.01149 0.005712 71 640: 28%|##7 | 47/168 [00:08<00:22, 5.34it/s] 47/499 4.32G 0.01364 0.01148 0.005711 59 640: 28%|##7 | 47/168 [00:09<00:22, 5.34it/s] 47/499 4.32G 0.01364 0.01148 0.005711 59 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s] 47/499 4.32G 0.01362 0.01149 0.005735 80 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s] 47/499 4.32G 0.01362 0.01149 0.005735 80 640: 29%|##9 | 49/168 [00:09<00:22, 5.26it/s] 47/499 4.32G 0.01359 0.01141 0.005726 57 640: 29%|##9 | 49/168 [00:09<00:22, 5.26it/s] 47/499 4.32G 0.01359 0.01141 0.005726 57 640: 30%|##9 | 50/168 [00:09<00:22, 5.34it/s] 47/499 4.32G 0.0136 0.01144 0.005734 68 640: 30%|##9 | 50/168 [00:09<00:22, 5.34it/s] 47/499 4.32G 0.0136 0.01144 0.005734 68 640: 30%|### | 51/168 [00:09<00:21, 5.40it/s] 47/499 4.32G 0.0136 0.01146 0.005698 68 640: 30%|### | 51/168 [00:09<00:21, 5.40it/s] 47/499 4.32G 0.0136 0.01146 0.005698 68 640: 31%|### | 52/168 [00:09<00:22, 5.25it/s] 47/499 4.32G 0.01358 0.01149 0.005704 80 640: 31%|### | 52/168 [00:10<00:22, 5.25it/s] 47/499 4.32G 0.01358 0.01149 0.005704 80 640: 32%|###1 | 53/168 [00:10<00:21, 5.33it/s] 47/499 4.32G 0.01354 0.01145 0.005698 62 640: 32%|###1 | 53/168 [00:10<00:21, 5.33it/s] 47/499 4.32G 0.01354 0.01145 0.005698 62 640: 32%|###2 | 54/168 [00:10<00:21, 5.37it/s] 47/499 4.32G 0.01355 0.01149 0.005691 78 640: 32%|###2 | 54/168 [00:10<00:21, 5.37it/s] 47/499 4.32G 0.01355 0.01149 0.005691 78 640: 33%|###2 | 55/168 [00:10<00:21, 5.23it/s] 47/499 4.32G 0.01358 0.01149 0.005714 68 640: 33%|###2 | 55/168 [00:10<00:21, 5.23it/s] 47/499 4.32G 0.01358 0.01149 0.005714 68 640: 33%|###3 | 56/168 [00:10<00:21, 5.33it/s] 47/499 4.32G 0.01361 0.01148 0.005743 65 640: 33%|###3 | 56/168 [00:10<00:21, 5.33it/s] 47/499 4.32G 0.01361 0.01148 0.005743 65 640: 34%|###3 | 57/168 [00:10<00:20, 5.36it/s] 47/499 4.32G 0.01364 0.01149 0.005797 66 640: 34%|###3 | 57/168 [00:10<00:20, 5.36it/s] 47/499 4.32G 0.01364 0.01149 0.005797 66 640: 35%|###4 | 58/168 [00:10<00:21, 5.22it/s] 47/499 4.32G 0.01367 0.01148 0.005807 74 640: 35%|###4 | 58/168 [00:11<00:21, 5.22it/s] 47/499 4.32G 0.01367 0.01148 0.005807 74 640: 35%|###5 | 59/168 [00:11<00:20, 5.34it/s] 47/499 4.32G 0.01367 0.0115 0.005765 75 640: 35%|###5 | 59/168 [00:11<00:20, 5.34it/s] 47/499 4.32G 0.01367 0.0115 0.005765 75 640: 36%|###5 | 60/168 [00:11<00:20, 5.38it/s] 47/499 4.32G 0.01365 0.01144 0.005691 51 640: 36%|###5 | 60/168 [00:11<00:20, 5.38it/s] 47/499 4.32G 0.01365 0.01144 0.005691 51 640: 36%|###6 | 61/168 [00:11<00:20, 5.25it/s] 47/499 4.32G 0.01365 0.01146 0.005685 73 640: 36%|###6 | 61/168 [00:11<00:20, 5.25it/s] 47/499 4.32G 0.01365 0.01146 0.005685 73 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s] 47/499 4.32G 0.01365 0.01146 0.005623 65 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s] 47/499 4.32G 0.01365 0.01146 0.005623 65 640: 38%|###7 | 63/168 [00:11<00:19, 5.37it/s] 47/499 4.32G 0.01363 0.01141 0.005602 58 640: 38%|###7 | 63/168 [00:12<00:19, 5.37it/s] 47/499 4.32G 0.01363 0.01141 0.005602 58 640: 38%|###8 | 64/168 [00:12<00:19, 5.24it/s] 47/499 4.32G 0.01362 0.01138 0.00561 63 640: 38%|###8 | 64/168 [00:12<00:19, 5.24it/s] 47/499 4.32G 0.01362 0.01138 0.00561 63 640: 39%|###8 | 65/168 [00:12<00:19, 5.33it/s] 47/499 4.32G 0.01364 0.01137 0.005621 65 640: 39%|###8 | 65/168 [00:12<00:19, 5.33it/s] 47/499 4.32G 0.01364 0.01137 0.005621 65 640: 39%|###9 | 66/168 [00:12<00:18, 5.41it/s] 47/499 4.32G 0.01366 0.01134 0.005644 63 640: 39%|###9 | 66/168 [00:12<00:18, 5.41it/s] 47/499 4.32G 0.01366 0.01134 0.005644 63 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s] 47/499 4.32G 0.01366 0.01134 0.005664 69 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s] 47/499 4.32G 0.01366 0.01134 0.005664 69 640: 40%|#### | 68/168 [00:12<00:18, 5.32it/s] 47/499 4.32G 0.01366 0.01132 0.005657 66 640: 40%|#### | 68/168 [00:13<00:18, 5.32it/s] 47/499 4.32G 0.01366 0.01132 0.005657 66 640: 41%|####1 | 69/168 [00:13<00:18, 5.40it/s] 47/499 4.32G 0.01364 0.01132 0.005635 63 640: 41%|####1 | 69/168 [00:13<00:18, 5.40it/s] 47/499 4.32G 0.01364 0.01132 0.005635 63 640: 42%|####1 | 70/168 [00:13<00:18, 5.27it/s] 47/499 4.32G 0.01365 0.01132 0.005687 68 640: 42%|####1 | 70/168 [00:13<00:18, 5.27it/s] 47/499 4.32G 0.01365 0.01132 0.005687 68 640: 42%|####2 | 71/168 [00:13<00:18, 5.35it/s] 47/499 4.32G 0.01365 0.01134 0.005669 78 640: 42%|####2 | 71/168 [00:13<00:18, 5.35it/s] 47/499 4.32G 0.01365 0.01134 0.005669 78 640: 43%|####2 | 72/168 [00:13<00:17, 5.41it/s] 47/499 4.32G 0.01363 0.01132 0.005636 70 640: 43%|####2 | 72/168 [00:13<00:17, 5.41it/s] 47/499 4.32G 0.01363 0.01132 0.005636 70 640: 43%|####3 | 73/168 [00:13<00:18, 5.17it/s] 47/499 4.32G 0.01364 0.01134 0.005636 75 640: 43%|####3 | 73/168 [00:13<00:18, 5.17it/s] 47/499 4.32G 0.01364 0.01134 0.005636 75 640: 44%|####4 | 74/168 [00:13<00:17, 5.26it/s] 47/499 4.32G 0.01364 0.01132 0.005597 58 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s] 47/499 4.32G 0.01364 0.01132 0.005597 58 640: 45%|####4 | 75/168 [00:14<00:17, 5.32it/s] 47/499 4.32G 0.01363 0.01135 0.005593 91 640: 45%|####4 | 75/168 [00:14<00:17, 5.32it/s] 47/499 4.32G 0.01363 0.01135 0.005593 91 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s] 47/499 4.32G 0.01363 0.01136 0.005582 76 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s] 47/499 4.32G 0.01363 0.01136 0.005582 76 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s] 47/499 4.32G 0.01364 0.01136 0.005562 62 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s] 47/499 4.32G 0.01364 0.01136 0.005562 62 640: 46%|####6 | 78/168 [00:14<00:16, 5.36it/s] 47/499 4.32G 0.01361 0.01136 0.005565 69 640: 46%|####6 | 78/168 [00:14<00:16, 5.36it/s] 47/499 4.32G 0.01361 0.01136 0.005565 69 640: 47%|####7 | 79/168 [00:14<00:17, 5.19it/s] 47/499 4.32G 0.01363 0.01137 0.005577 70 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s] 47/499 4.32G 0.01363 0.01137 0.005577 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.25it/s] 47/499 4.32G 0.01362 0.01135 0.005555 61 640: 48%|####7 | 80/168 [00:15<00:16, 5.25it/s] 47/499 4.32G 0.01362 0.01135 0.005555 61 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s] 47/499 4.32G 0.01361 0.01133 0.005562 66 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s] 47/499 4.32G 0.01361 0.01133 0.005562 66 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s] 47/499 4.32G 0.01362 0.01131 0.005586 59 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s] 47/499 4.32G 0.01362 0.01131 0.005586 59 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s] 47/499 4.32G 0.01362 0.01133 0.005544 83 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s] 47/499 4.32G 0.01362 0.01133 0.005544 83 640: 50%|##### | 84/168 [00:15<00:16, 5.24it/s] 47/499 4.32G 0.01361 0.01131 0.005599 56 640: 50%|##### | 84/168 [00:16<00:16, 5.24it/s] 47/499 4.32G 0.01361 0.01131 0.005599 56 640: 51%|##### | 85/168 [00:16<00:16, 5.12it/s] 47/499 4.32G 0.01362 0.01131 0.005555 64 640: 51%|##### | 85/168 [00:16<00:16, 5.12it/s] 47/499 4.32G 0.01362 0.01131 0.005555 64 640: 51%|#####1 | 86/168 [00:16<00:15, 5.22it/s] 47/499 4.32G 0.01363 0.01132 0.005523 79 640: 51%|#####1 | 86/168 [00:16<00:15, 5.22it/s] 47/499 4.32G 0.01363 0.01132 0.005523 79 640: 52%|#####1 | 87/168 [00:16<00:15, 5.30it/s] 47/499 4.32G 0.01362 0.01132 0.00552 78 640: 52%|#####1 | 87/168 [00:16<00:15, 5.30it/s] 47/499 4.32G 0.01362 0.01132 0.00552 78 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s] 47/499 4.32G 0.01362 0.01133 0.005561 75 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s] 47/499 4.32G 0.01362 0.01133 0.005561 75 640: 53%|#####2 | 89/168 [00:16<00:14, 5.28it/s] 47/499 4.32G 0.01361 0.01131 0.005531 60 640: 53%|#####2 | 89/168 [00:17<00:14, 5.28it/s] 47/499 4.32G 0.01361 0.01131 0.005531 60 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s] 47/499 4.32G 0.01359 0.01128 0.005516 58 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s] 47/499 4.32G 0.01359 0.01128 0.005516 58 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s] 47/499 4.32G 0.01359 0.01128 0.005489 64 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s] 47/499 4.32G 0.01359 0.01128 0.005489 64 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s] 47/499 4.32G 0.01357 0.01126 0.005479 62 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s] 47/499 4.32G 0.01357 0.01126 0.005479 62 640: 55%|#####5 | 93/168 [00:17<00:13, 5.38it/s] 47/499 4.32G 0.01356 0.01125 0.005472 70 640: 55%|#####5 | 93/168 [00:17<00:13, 5.38it/s] 47/499 4.32G 0.01356 0.01125 0.005472 70 640: 56%|#####5 | 94/168 [00:17<00:14, 5.24it/s] 47/499 4.32G 0.01353 0.01123 0.005474 69 640: 56%|#####5 | 94/168 [00:17<00:14, 5.24it/s] 47/499 4.32G 0.01353 0.01123 0.005474 69 640: 57%|#####6 | 95/168 [00:17<00:13, 5.32it/s] 47/499 4.32G 0.01352 0.0112 0.005472 56 640: 57%|#####6 | 95/168 [00:18<00:13, 5.32it/s] 47/499 4.32G 0.01352 0.0112 0.005472 56 640: 57%|#####7 | 96/168 [00:18<00:13, 5.39it/s] 47/499 4.32G 0.01352 0.01118 0.005467 57 640: 57%|#####7 | 96/168 [00:18<00:13, 5.39it/s] 47/499 4.32G 0.01352 0.01118 0.005467 57 640: 58%|#####7 | 97/168 [00:18<00:13, 5.24it/s] 47/499 4.32G 0.01352 0.01119 0.005473 68 640: 58%|#####7 | 97/168 [00:18<00:13, 5.24it/s] 47/499 4.32G 0.01352 0.01119 0.005473 68 640: 58%|#####8 | 98/168 [00:18<00:13, 5.32it/s] 47/499 4.32G 0.01354 0.01117 0.005477 72 640: 58%|#####8 | 98/168 [00:18<00:13, 5.32it/s] 47/499 4.32G 0.01354 0.01117 0.005477 72 640: 59%|#####8 | 99/168 [00:18<00:13, 5.25it/s] 47/499 4.32G 0.01355 0.01117 0.005484 70 640: 59%|#####8 | 99/168 [00:18<00:13, 5.25it/s] 47/499 4.32G 0.01355 0.01117 0.005484 70 640: 60%|#####9 | 100/168 [00:18<00:13, 5.17it/s] 47/499 4.32G 0.01359 0.01115 0.005473 55 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s] 47/499 4.32G 0.01359 0.01115 0.005473 55 640: 60%|###### | 101/168 [00:19<00:12, 5.23it/s] 47/499 4.32G 0.01361 0.01113 0.005466 55 640: 60%|###### | 101/168 [00:19<00:12, 5.23it/s] 47/499 4.32G 0.01361 0.01113 0.005466 55 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s] 47/499 4.32G 0.01361 0.01115 0.005484 80 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s] 47/499 4.32G 0.01361 0.01115 0.005484 80 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s] 47/499 4.32G 0.01361 0.01113 0.005489 59 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s] 47/499 4.32G 0.01361 0.01113 0.005489 59 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s] 47/499 4.32G 0.0136 0.01112 0.005482 73 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s] 47/499 4.32G 0.0136 0.01112 0.005482 73 640: 62%|######2 | 105/168 [00:19<00:11, 5.35it/s] 47/499 4.32G 0.0136 0.01111 0.005457 60 640: 62%|######2 | 105/168 [00:20<00:11, 5.35it/s] 47/499 4.32G 0.0136 0.01111 0.005457 60 640: 63%|######3 | 106/168 [00:20<00:11, 5.17it/s] 47/499 4.32G 0.0136 0.01112 0.005447 74 640: 63%|######3 | 106/168 [00:20<00:11, 5.17it/s] 47/499 4.32G 0.0136 0.01112 0.005447 74 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s] 47/499 4.32G 0.01359 0.0111 0.005421 52 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s] 47/499 4.32G 0.01359 0.0111 0.005421 52 640: 64%|######4 | 108/168 [00:20<00:11, 5.30it/s] 47/499 4.32G 0.01361 0.01107 0.005447 50 640: 64%|######4 | 108/168 [00:20<00:11, 5.30it/s] 47/499 4.32G 0.01361 0.01107 0.005447 50 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s] 47/499 4.32G 0.01361 0.01107 0.005466 63 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s] 47/499 4.32G 0.01361 0.01107 0.005466 63 640: 65%|######5 | 110/168 [00:20<00:10, 5.28it/s] 47/499 4.32G 0.0136 0.01107 0.005444 72 640: 65%|######5 | 110/168 [00:21<00:10, 5.28it/s] 47/499 4.32G 0.0136 0.01107 0.005444 72 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s] 47/499 4.32G 0.01361 0.01106 0.005431 67 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s] 47/499 4.32G 0.01361 0.01106 0.005431 67 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s] 47/499 4.32G 0.01362 0.01107 0.005417 63 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s] 47/499 4.32G 0.01362 0.01107 0.005417 63 640: 67%|######7 | 113/168 [00:21<00:10, 5.32it/s] 47/499 4.32G 0.01362 0.01104 0.005413 55 640: 67%|######7 | 113/168 [00:21<00:10, 5.32it/s] 47/499 4.32G 0.01362 0.01104 0.005413 55 640: 68%|######7 | 114/168 [00:21<00:10, 5.39it/s] 47/499 4.32G 0.01363 0.01106 0.005408 69 640: 68%|######7 | 114/168 [00:21<00:10, 5.39it/s] 47/499 4.32G 0.01363 0.01106 0.005408 69 640: 68%|######8 | 115/168 [00:21<00:10, 5.18it/s] 47/499 4.32G 0.01364 0.01105 0.005407 56 640: 68%|######8 | 115/168 [00:21<00:10, 5.18it/s] 47/499 4.32G 0.01364 0.01105 0.005407 56 640: 69%|######9 | 116/168 [00:21<00:09, 5.28it/s] 47/499 4.32G 0.01363 0.01102 0.005449 52 640: 69%|######9 | 116/168 [00:22<00:09, 5.28it/s] 47/499 4.32G 0.01363 0.01102 0.005449 52 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s] 47/499 4.32G 0.01363 0.011 0.005459 55 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s] 47/499 4.32G 0.01363 0.011 0.005459 55 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s] 47/499 4.32G 0.01364 0.011 0.005469 77 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s] 47/499 4.32G 0.01364 0.011 0.005469 77 640: 71%|####### | 119/168 [00:22<00:09, 5.31it/s] 47/499 4.32G 0.01365 0.01101 0.005452 70 640: 71%|####### | 119/168 [00:22<00:09, 5.31it/s] 47/499 4.32G 0.01365 0.01101 0.005452 70 640: 71%|#######1 | 120/168 [00:22<00:08, 5.37it/s] 47/499 4.32G 0.01365 0.01101 0.00546 61 640: 71%|#######1 | 120/168 [00:22<00:08, 5.37it/s] 47/499 4.32G 0.01365 0.01101 0.00546 61 640: 72%|#######2 | 121/168 [00:22<00:09, 5.16it/s] 47/499 4.32G 0.01368 0.01101 0.005451 68 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s] 47/499 4.32G 0.01368 0.01101 0.005451 68 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s] 47/499 4.32G 0.01367 0.01102 0.005439 81 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s] 47/499 4.32G 0.01367 0.01102 0.005439 81 640: 73%|#######3 | 123/168 [00:23<00:08, 5.23it/s] 47/499 4.32G 0.01369 0.01104 0.005451 72 640: 73%|#######3 | 123/168 [00:23<00:08, 5.23it/s] 47/499 4.32G 0.01369 0.01104 0.005451 72 640: 74%|#######3 | 124/168 [00:23<00:08, 5.12it/s] 47/499 4.32G 0.0137 0.01105 0.005508 73 640: 74%|#######3 | 124/168 [00:23<00:08, 5.12it/s] 47/499 4.32G 0.0137 0.01105 0.005508 73 640: 74%|#######4 | 125/168 [00:23<00:08, 5.18it/s] 47/499 4.32G 0.01371 0.01104 0.00554 58 640: 74%|#######4 | 125/168 [00:23<00:08, 5.18it/s] 47/499 4.32G 0.01371 0.01104 0.00554 58 640: 75%|#######5 | 126/168 [00:23<00:07, 5.26it/s] 47/499 4.32G 0.01371 0.01104 0.005537 65 640: 75%|#######5 | 126/168 [00:24<00:07, 5.26it/s] 47/499 4.32G 0.01371 0.01104 0.005537 65 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s] 47/499 4.32G 0.0137 0.01103 0.005528 69 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s] 47/499 4.32G 0.0137 0.01103 0.005528 69 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s] 47/499 4.32G 0.01371 0.01101 0.005557 49 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s] 47/499 4.32G 0.01371 0.01101 0.005557 49 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s] 47/499 4.32G 0.01372 0.01102 0.005563 72 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s] 47/499 4.32G 0.01372 0.01102 0.005563 72 640: 77%|#######7 | 130/168 [00:24<00:07, 5.18it/s] 47/499 4.32G 0.01371 0.01101 0.005561 60 640: 77%|#######7 | 130/168 [00:24<00:07, 5.18it/s] 47/499 4.32G 0.01371 0.01101 0.005561 60 640: 78%|#######7 | 131/168 [00:24<00:07, 5.28it/s] 47/499 4.32G 0.0137 0.01099 0.005555 66 640: 78%|#######7 | 131/168 [00:25<00:07, 5.28it/s] 47/499 4.32G 0.0137 0.01099 0.005555 66 640: 79%|#######8 | 132/168 [00:25<00:06, 5.34it/s] 47/499 4.32G 0.0137 0.01098 0.005533 58 640: 79%|#######8 | 132/168 [00:25<00:06, 5.34it/s] 47/499 4.32G 0.0137 0.01098 0.005533 58 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s] 47/499 4.32G 0.0137 0.01099 0.005517 76 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s] 47/499 4.32G 0.0137 0.01099 0.005517 76 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s] 47/499 4.32G 0.0137 0.01098 0.005518 60 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s] 47/499 4.32G 0.0137 0.01098 0.005518 60 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s] 47/499 4.32G 0.01373 0.01102 0.00551 96 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s] 47/499 4.32G 0.01373 0.01102 0.00551 96 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s] 47/499 4.32G 0.01373 0.011 0.005517 54 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s] 47/499 4.32G 0.01373 0.011 0.005517 54 640: 82%|########1 | 137/168 [00:25<00:05, 5.25it/s] 47/499 4.32G 0.01373 0.01101 0.005511 72 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s] 47/499 4.32G 0.01373 0.01101 0.005511 72 640: 82%|########2 | 138/168 [00:26<00:05, 5.31it/s] 47/499 4.32G 0.01374 0.01101 0.005515 67 640: 82%|########2 | 138/168 [00:26<00:05, 5.31it/s] 47/499 4.32G 0.01374 0.01101 0.005515 67 640: 83%|########2 | 139/168 [00:26<00:05, 5.20it/s] 47/499 4.32G 0.01374 0.01101 0.005518 68 640: 83%|########2 | 139/168 [00:26<00:05, 5.20it/s] 47/499 4.32G 0.01374 0.01101 0.005518 68 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s] 47/499 4.32G 0.01374 0.01101 0.00553 67 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s] 47/499 4.32G 0.01374 0.01101 0.00553 67 640: 84%|########3 | 141/168 [00:26<00:05, 5.34it/s] 47/499 4.32G 0.01374 0.011 0.005527 67 640: 84%|########3 | 141/168 [00:26<00:05, 5.34it/s] 47/499 4.32G 0.01374 0.011 0.005527 67 640: 85%|########4 | 142/168 [00:26<00:05, 5.20it/s] 47/499 4.32G 0.01374 0.01102 0.005524 84 640: 85%|########4 | 142/168 [00:27<00:05, 5.20it/s] 47/499 4.32G 0.01374 0.01102 0.005524 84 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s] 47/499 4.32G 0.01376 0.01103 0.005517 77 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s] 47/499 4.32G 0.01376 0.01103 0.005517 77 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s] 47/499 4.32G 0.01375 0.01102 0.005525 59 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s] 47/499 4.32G 0.01375 0.01102 0.005525 59 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s] 47/499 4.32G 0.01376 0.01102 0.005524 51 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s] 47/499 4.32G 0.01376 0.01102 0.005524 51 640: 87%|########6 | 146/168 [00:27<00:04, 5.31it/s] 47/499 4.32G 0.01376 0.01101 0.005522 59 640: 87%|########6 | 146/168 [00:27<00:04, 5.31it/s] 47/499 4.32G 0.01376 0.01101 0.005522 59 640: 88%|########7 | 147/168 [00:27<00:03, 5.36it/s] 47/499 4.32G 0.01375 0.01101 0.005541 58 640: 88%|########7 | 147/168 [00:28<00:03, 5.36it/s] 47/499 4.32G 0.01375 0.01101 0.005541 58 640: 88%|########8 | 148/168 [00:28<00:03, 5.24it/s] 47/499 4.32G 0.01376 0.01101 0.005525 57 640: 88%|########8 | 148/168 [00:28<00:03, 5.24it/s] 47/499 4.32G 0.01376 0.01101 0.005525 57 640: 89%|########8 | 149/168 [00:28<00:03, 5.33it/s] 47/499 4.32G 0.01376 0.011 0.005521 55 640: 89%|########8 | 149/168 [00:28<00:03, 5.33it/s] 47/499 4.32G 0.01376 0.011 0.005521 55 640: 89%|########9 | 150/168 [00:28<00:03, 5.41it/s] 47/499 4.32G 0.01376 0.01099 0.005527 70 640: 89%|########9 | 150/168 [00:28<00:03, 5.41it/s] 47/499 4.32G 0.01376 0.01099 0.005527 70 640: 90%|########9 | 151/168 [00:28<00:03, 5.26it/s] 47/499 4.32G 0.01375 0.01098 0.005563 54 640: 90%|########9 | 151/168 [00:28<00:03, 5.26it/s] 47/499 4.32G 0.01375 0.01098 0.005563 54 640: 90%|######### | 152/168 [00:28<00:03, 5.31it/s] 47/499 4.32G 0.01377 0.01096 0.005596 57 640: 90%|######### | 152/168 [00:28<00:03, 5.31it/s] 47/499 4.32G 0.01377 0.01096 0.005596 57 640: 91%|#########1| 153/168 [00:28<00:02, 5.39it/s] 47/499 4.32G 0.01377 0.01097 0.005576 69 640: 91%|#########1| 153/168 [00:29<00:02, 5.39it/s] 47/499 4.32G 0.01377 0.01097 0.005576 69 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s] 47/499 4.32G 0.01377 0.01096 0.00558 61 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s] 47/499 4.32G 0.01377 0.01096 0.00558 61 640: 92%|#########2| 155/168 [00:29<00:02, 5.32it/s] 47/499 4.32G 0.01377 0.01095 0.005575 58 640: 92%|#########2| 155/168 [00:29<00:02, 5.32it/s] 47/499 4.32G 0.01377 0.01095 0.005575 58 640: 93%|#########2| 156/168 [00:29<00:02, 5.39it/s] 47/499 4.32G 0.01378 0.01097 0.005584 85 640: 93%|#########2| 156/168 [00:29<00:02, 5.39it/s] 47/499 4.32G 0.01378 0.01097 0.005584 85 640: 93%|#########3| 157/168 [00:29<00:02, 5.25it/s] 47/499 4.32G 0.01378 0.01098 0.005583 69 640: 93%|#########3| 157/168 [00:29<00:02, 5.25it/s] 47/499 4.32G 0.01378 0.01098 0.005583 69 640: 94%|#########4| 158/168 [00:29<00:01, 5.29it/s] 47/499 4.32G 0.01378 0.01098 0.00558 66 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s] 47/499 4.32G 0.01378 0.01098 0.00558 66 640: 95%|#########4| 159/168 [00:30<00:01, 5.37it/s] 47/499 4.32G 0.01381 0.01098 0.005597 64 640: 95%|#########4| 159/168 [00:30<00:01, 5.37it/s] 47/499 4.32G 0.01381 0.01098 0.005597 64 640: 95%|#########5| 160/168 [00:30<00:01, 5.25it/s] 47/499 4.32G 0.01382 0.01098 0.005625 64 640: 95%|#########5| 160/168 [00:30<00:01, 5.25it/s] 47/499 4.32G 0.01382 0.01098 0.005625 64 640: 96%|#########5| 161/168 [00:30<00:01, 5.34it/s] 47/499 4.32G 0.01381 0.01098 0.005628 64 640: 96%|#########5| 161/168 [00:30<00:01, 5.34it/s] 47/499 4.32G 0.01381 0.01098 0.005628 64 640: 96%|#########6| 162/168 [00:30<00:01, 5.40it/s] 47/499 4.32G 0.0138 0.01096 0.005637 49 640: 96%|#########6| 162/168 [00:30<00:01, 5.40it/s] 47/499 4.32G 0.0138 0.01096 0.005637 49 640: 97%|#########7| 163/168 [00:30<00:00, 5.23it/s] 47/499 4.32G 0.0138 0.01096 0.005634 65 640: 97%|#########7| 163/168 [00:31<00:00, 5.23it/s] 47/499 4.32G 0.0138 0.01096 0.005634 65 640: 98%|#########7| 164/168 [00:31<00:00, 5.32it/s] 47/499 4.32G 0.01379 0.01097 0.005611 74 640: 98%|#########7| 164/168 [00:31<00:00, 5.32it/s] 47/499 4.32G 0.01379 0.01097 0.005611 74 640: 98%|#########8| 165/168 [00:31<00:00, 5.38it/s] 47/499 4.32G 0.0138 0.01099 0.005595 85 640: 98%|#########8| 165/168 [00:31<00:00, 5.38it/s] 47/499 4.32G 0.0138 0.01099 0.005595 85 640: 99%|#########8| 166/168 [00:31<00:00, 5.25it/s] 47/499 4.32G 0.01381 0.01097 0.005585 57 640: 99%|#########8| 166/168 [00:31<00:00, 5.25it/s] 47/499 4.32G 0.01381 0.01097 0.005585 57 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s] 47/499 4.32G 0.01382 0.01101 0.005585 45 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s] 47/499 4.32G 0.01382 0.01101 0.005585 45 640: 100%|##########| 168/168 [00:31<00:00, 5.48it/s] 47/499 4.32G 0.01382 0.01101 0.005585 45 640: 100%|##########| 168/168 [00:31<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.739 0.79 0.811 0.694 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 48/499 4.32G 0.01509 0.01473 0.002481 87 640: 0%| | 0/168 [00:00<?, ?it/s] 48/499 4.32G 0.01509 0.01473 0.002481 87 640: 1%| | 1/168 [00:00<00:33, 4.92it/s] 48/499 4.32G 0.01487 0.01207 0.004823 59 640: 1%| | 1/168 [00:00<00:33, 4.92it/s] 48/499 4.32G 0.01487 0.01207 0.004823 59 640: 1%|1 | 2/168 [00:00<00:31, 5.22it/s] 48/499 4.32G 0.01467 0.01097 0.005102 53 640: 1%|1 | 2/168 [00:00<00:31, 5.22it/s] 48/499 4.32G 0.01467 0.01097 0.005102 53 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s] 48/499 4.32G 0.01447 0.01145 0.005147 79 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s] 48/499 4.32G 0.01447 0.01145 0.005147 79 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s] 48/499 4.32G 0.01443 0.01138 0.005227 72 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s] 48/499 4.32G 0.01443 0.01138 0.005227 72 640: 3%|2 | 5/168 [00:00<00:30, 5.26it/s] 48/499 4.32G 0.01435 0.01175 0.005321 77 640: 3%|2 | 5/168 [00:01<00:30, 5.26it/s] 48/499 4.32G 0.01435 0.01175 0.005321 77 640: 4%|3 | 6/168 [00:01<00:30, 5.34it/s] 48/499 4.32G 0.01436 0.01166 0.005563 66 640: 4%|3 | 6/168 [00:01<00:30, 5.34it/s] 48/499 4.32G 0.01436 0.01166 0.005563 66 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s] 48/499 4.32G 0.01427 0.0114 0.005247 60 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s] 48/499 4.32G 0.01427 0.0114 0.005247 60 640: 5%|4 | 8/168 [00:01<00:30, 5.31it/s] 48/499 4.32G 0.0144 0.0118 0.005395 87 640: 5%|4 | 8/168 [00:01<00:30, 5.31it/s] 48/499 4.32G 0.0144 0.0118 0.005395 87 640: 5%|5 | 9/168 [00:01<00:29, 5.39it/s] 48/499 4.32G 0.01427 0.01178 0.005713 79 640: 5%|5 | 9/168 [00:01<00:29, 5.39it/s] 48/499 4.32G 0.01427 0.01178 0.005713 79 640: 6%|5 | 10/168 [00:01<00:30, 5.26it/s] 48/499 4.32G 0.01426 0.01178 0.005754 67 640: 6%|5 | 10/168 [00:02<00:30, 5.26it/s] 48/499 4.32G 0.01426 0.01178 0.005754 67 640: 7%|6 | 11/168 [00:02<00:29, 5.35it/s] 48/499 4.32G 0.01429 0.01183 0.005796 74 640: 7%|6 | 11/168 [00:02<00:29, 5.35it/s] 48/499 4.32G 0.01429 0.01183 0.005796 74 640: 7%|7 | 12/168 [00:02<00:28, 5.41it/s] 48/499 4.32G 0.01428 0.01191 0.005585 87 640: 7%|7 | 12/168 [00:02<00:28, 5.41it/s] 48/499 4.32G 0.01428 0.01191 0.005585 87 640: 8%|7 | 13/168 [00:02<00:29, 5.23it/s] 48/499 4.32G 0.01428 0.01185 0.005604 72 640: 8%|7 | 13/168 [00:02<00:29, 5.23it/s] 48/499 4.32G 0.01428 0.01185 0.005604 72 640: 8%|8 | 14/168 [00:02<00:28, 5.34it/s] 48/499 4.32G 0.01427 0.01176 0.005661 67 640: 8%|8 | 14/168 [00:02<00:28, 5.34it/s] 48/499 4.32G 0.01427 0.01176 0.005661 67 640: 9%|8 | 15/168 [00:02<00:28, 5.39it/s] 48/499 4.32G 0.01425 0.01181 0.005908 84 640: 9%|8 | 15/168 [00:03<00:28, 5.39it/s] 48/499 4.32G 0.01425 0.01181 0.005908 84 640: 10%|9 | 16/168 [00:03<00:28, 5.24it/s] 48/499 4.32G 0.01419 0.0117 0.006084 62 640: 10%|9 | 16/168 [00:03<00:28, 5.24it/s] 48/499 4.32G 0.01419 0.0117 0.006084 62 640: 10%|# | 17/168 [00:03<00:28, 5.33it/s] 48/499 4.32G 0.01421 0.01187 0.006128 84 640: 10%|# | 17/168 [00:03<00:28, 5.33it/s] 48/499 4.32G 0.01421 0.01187 0.006128 84 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s] 48/499 4.32G 0.01421 0.01181 0.005877 56 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s] 48/499 4.32G 0.01421 0.01181 0.005877 56 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s] 48/499 4.32G 0.01414 0.01182 0.00578 78 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s] 48/499 4.32G 0.01414 0.01182 0.00578 78 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s] 48/499 4.32G 0.01411 0.01175 0.005791 63 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s] 48/499 4.32G 0.01411 0.01175 0.005791 63 640: 12%|#2 | 21/168 [00:03<00:27, 5.36it/s] 48/499 4.32G 0.01414 0.01169 0.005651 64 640: 12%|#2 | 21/168 [00:04<00:27, 5.36it/s] 48/499 4.32G 0.01414 0.01169 0.005651 64 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s] 48/499 4.32G 0.01425 0.01161 0.005678 53 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s] 48/499 4.32G 0.01425 0.01161 0.005678 53 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s] 48/499 4.32G 0.01424 0.01158 0.005608 73 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s] 48/499 4.32G 0.01424 0.01158 0.005608 73 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s] 48/499 4.32G 0.0142 0.01155 0.005508 70 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s] 48/499 4.32G 0.0142 0.01155 0.005508 70 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s] 48/499 4.32G 0.01421 0.01148 0.005536 57 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s] 48/499 4.32G 0.01421 0.01148 0.005536 57 640: 15%|#5 | 26/168 [00:04<00:26, 5.31it/s] 48/499 4.32G 0.01419 0.01155 0.005581 77 640: 15%|#5 | 26/168 [00:05<00:26, 5.31it/s] 48/499 4.32G 0.01419 0.01155 0.005581 77 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s] 48/499 4.32G 0.01424 0.0115 0.005642 60 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s] 48/499 4.32G 0.01424 0.0115 0.005642 60 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s] 48/499 4.32G 0.0142 0.01141 0.005749 48 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s] 48/499 4.32G 0.0142 0.01141 0.005749 48 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s] 48/499 4.32G 0.01418 0.01141 0.00578 65 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s] 48/499 4.32G 0.01418 0.01141 0.00578 65 640: 18%|#7 | 30/168 [00:05<00:25, 5.39it/s] 48/499 4.32G 0.01418 0.01148 0.00569 77 640: 18%|#7 | 30/168 [00:05<00:25, 5.39it/s] 48/499 4.32G 0.01418 0.01148 0.00569 77 640: 18%|#8 | 31/168 [00:05<00:26, 5.18it/s] 48/499 4.32G 0.01419 0.01149 0.005692 75 640: 18%|#8 | 31/168 [00:06<00:26, 5.18it/s] 48/499 4.32G 0.01419 0.01149 0.005692 75 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s] 48/499 4.32G 0.0142 0.01146 0.005806 64 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s] 48/499 4.32G 0.0142 0.01146 0.005806 64 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s] 48/499 4.32G 0.01419 0.01151 0.005817 88 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s] 48/499 4.32G 0.01419 0.01151 0.005817 88 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s] 48/499 4.32G 0.01419 0.01156 0.005802 74 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s] 48/499 4.32G 0.01419 0.01156 0.005802 74 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s] 48/499 4.32G 0.01423 0.01157 0.005815 61 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s] 48/499 4.32G 0.01423 0.01157 0.005815 61 640: 21%|##1 | 36/168 [00:06<00:24, 5.32it/s] 48/499 4.32G 0.01432 0.01159 0.00579 72 640: 21%|##1 | 36/168 [00:07<00:24, 5.32it/s] 48/499 4.32G 0.01432 0.01159 0.00579 72 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s] 48/499 4.32G 0.01429 0.01161 0.005802 74 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s] 48/499 4.32G 0.01429 0.01161 0.005802 74 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s] 48/499 4.32G 0.01427 0.01151 0.00584 50 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s] 48/499 4.32G 0.01427 0.01151 0.00584 50 640: 23%|##3 | 39/168 [00:07<00:24, 5.33it/s] 48/499 4.32G 0.01434 0.01145 0.005834 53 640: 23%|##3 | 39/168 [00:07<00:24, 5.33it/s] 48/499 4.32G 0.01434 0.01145 0.005834 53 640: 24%|##3 | 40/168 [00:07<00:24, 5.16it/s] 48/499 4.32G 0.01433 0.01145 0.005893 69 640: 24%|##3 | 40/168 [00:07<00:24, 5.16it/s] 48/499 4.32G 0.01433 0.01145 0.005893 69 640: 24%|##4 | 41/168 [00:07<00:24, 5.27it/s] 48/499 4.32G 0.01434 0.01138 0.005943 52 640: 24%|##4 | 41/168 [00:07<00:24, 5.27it/s] 48/499 4.32G 0.01434 0.01138 0.005943 52 640: 25%|##5 | 42/168 [00:07<00:23, 5.32it/s] 48/499 4.32G 0.01436 0.01141 0.005866 72 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s] 48/499 4.32G 0.01436 0.01141 0.005866 72 640: 26%|##5 | 43/168 [00:08<00:24, 5.16it/s] 48/499 4.32G 0.01434 0.01139 0.005834 67 640: 26%|##5 | 43/168 [00:08<00:24, 5.16it/s] 48/499 4.32G 0.01434 0.01139 0.005834 67 640: 26%|##6 | 44/168 [00:08<00:23, 5.26it/s] 48/499 4.32G 0.01434 0.0114 0.005798 70 640: 26%|##6 | 44/168 [00:08<00:23, 5.26it/s] 48/499 4.32G 0.01434 0.0114 0.005798 70 640: 27%|##6 | 45/168 [00:08<00:23, 5.32it/s] 48/499 4.32G 0.01433 0.01134 0.005805 58 640: 27%|##6 | 45/168 [00:08<00:23, 5.32it/s] 48/499 4.32G 0.01433 0.01134 0.005805 58 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s] 48/499 4.32G 0.01434 0.01137 0.005808 66 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s] 48/499 4.32G 0.01434 0.01137 0.005808 66 640: 28%|##7 | 47/168 [00:08<00:23, 5.26it/s] 48/499 4.32G 0.01433 0.01136 0.00589 67 640: 28%|##7 | 47/168 [00:09<00:23, 5.26it/s] 48/499 4.32G 0.01433 0.01136 0.00589 67 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s] 48/499 4.32G 0.01431 0.01137 0.005849 75 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s] 48/499 4.32G 0.01431 0.01137 0.005849 75 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s] 48/499 4.32G 0.01426 0.01131 0.00582 52 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s] 48/499 4.32G 0.01426 0.01131 0.00582 52 640: 30%|##9 | 50/168 [00:09<00:22, 5.25it/s] 48/499 4.32G 0.01424 0.01129 0.005835 68 640: 30%|##9 | 50/168 [00:09<00:22, 5.25it/s] 48/499 4.32G 0.01424 0.01129 0.005835 68 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s] 48/499 4.32G 0.01423 0.01132 0.005897 71 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s] 48/499 4.32G 0.01423 0.01132 0.005897 71 640: 31%|### | 52/168 [00:09<00:22, 5.19it/s] 48/499 4.32G 0.01419 0.01129 0.005853 73 640: 31%|### | 52/168 [00:10<00:22, 5.19it/s] 48/499 4.32G 0.01419 0.01129 0.005853 73 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s] 48/499 4.32G 0.01418 0.01134 0.005849 84 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s] 48/499 4.32G 0.01418 0.01134 0.005849 84 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s] 48/499 4.32G 0.01416 0.0113 0.005826 60 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s] 48/499 4.32G 0.01416 0.0113 0.005826 60 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s] 48/499 4.32G 0.01412 0.01129 0.005805 78 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s] 48/499 4.32G 0.01412 0.01129 0.005805 78 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s] 48/499 4.32G 0.01408 0.01128 0.005825 76 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s] 48/499 4.32G 0.01408 0.01128 0.005825 76 640: 34%|###3 | 57/168 [00:10<00:20, 5.34it/s] 48/499 4.32G 0.01406 0.01125 0.005825 62 640: 34%|###3 | 57/168 [00:11<00:20, 5.34it/s] 48/499 4.32G 0.01406 0.01125 0.005825 62 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s] 48/499 4.32G 0.0141 0.01128 0.005848 78 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s] 48/499 4.32G 0.0141 0.01128 0.005848 78 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s] 48/499 4.32G 0.01414 0.01126 0.005863 63 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s] 48/499 4.32G 0.01414 0.01126 0.005863 63 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s] 48/499 4.32G 0.01412 0.01126 0.005836 72 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s] 48/499 4.32G 0.01412 0.01126 0.005836 72 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s] 48/499 4.32G 0.0141 0.01124 0.005821 66 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s] 48/499 4.32G 0.0141 0.01124 0.005821 66 640: 37%|###6 | 62/168 [00:11<00:19, 5.30it/s] 48/499 4.32G 0.0141 0.01125 0.0059 81 640: 37%|###6 | 62/168 [00:11<00:19, 5.30it/s] 48/499 4.32G 0.0141 0.01125 0.0059 81 640: 38%|###7 | 63/168 [00:11<00:19, 5.37it/s] 48/499 4.32G 0.01413 0.01127 0.005916 73 640: 38%|###7 | 63/168 [00:12<00:19, 5.37it/s] 48/499 4.32G 0.01413 0.01127 0.005916 73 640: 38%|###8 | 64/168 [00:12<00:19, 5.24it/s] 48/499 4.32G 0.01411 0.01126 0.005922 68 640: 38%|###8 | 64/168 [00:12<00:19, 5.24it/s] 48/499 4.32G 0.01411 0.01126 0.005922 68 640: 39%|###8 | 65/168 [00:12<00:19, 5.32it/s] 48/499 4.32G 0.0141 0.01128 0.005922 74 640: 39%|###8 | 65/168 [00:12<00:19, 5.32it/s] 48/499 4.32G 0.0141 0.01128 0.005922 74 640: 39%|###9 | 66/168 [00:12<00:18, 5.39it/s] 48/499 4.32G 0.01414 0.01129 0.005946 58 640: 39%|###9 | 66/168 [00:12<00:18, 5.39it/s] 48/499 4.32G 0.01414 0.01129 0.005946 58 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s] 48/499 4.32G 0.01416 0.0113 0.005988 65 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s] 48/499 4.32G 0.01416 0.0113 0.005988 65 640: 40%|#### | 68/168 [00:12<00:18, 5.31it/s] 48/499 4.32G 0.01415 0.0113 0.005955 70 640: 40%|#### | 68/168 [00:13<00:18, 5.31it/s] 48/499 4.32G 0.01415 0.0113 0.005955 70 640: 41%|####1 | 69/168 [00:13<00:18, 5.34it/s] 48/499 4.32G 0.01416 0.01129 0.00599 60 640: 41%|####1 | 69/168 [00:13<00:18, 5.34it/s] 48/499 4.32G 0.01416 0.01129 0.00599 60 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s] 48/499 4.32G 0.01416 0.01128 0.006008 77 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s] 48/499 4.32G 0.01416 0.01128 0.006008 77 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s] 48/499 4.32G 0.01413 0.01125 0.006017 66 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s] 48/499 4.32G 0.01413 0.01125 0.006017 66 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s] 48/499 4.32G 0.01411 0.01129 0.005978 88 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s] 48/499 4.32G 0.01411 0.01129 0.005978 88 640: 43%|####3 | 73/168 [00:13<00:18, 5.23it/s] 48/499 4.32G 0.01412 0.01128 0.005987 60 640: 43%|####3 | 73/168 [00:14<00:18, 5.23it/s] 48/499 4.32G 0.01412 0.01128 0.005987 60 640: 44%|####4 | 74/168 [00:14<00:17, 5.32it/s] 48/499 4.32G 0.01412 0.01129 0.005962 79 640: 44%|####4 | 74/168 [00:14<00:17, 5.32it/s] 48/499 4.32G 0.01412 0.01129 0.005962 79 640: 45%|####4 | 75/168 [00:14<00:17, 5.38it/s] 48/499 4.32G 0.01412 0.01129 0.005969 71 640: 45%|####4 | 75/168 [00:14<00:17, 5.38it/s] 48/499 4.32G 0.01412 0.01129 0.005969 71 640: 45%|####5 | 76/168 [00:14<00:17, 5.25it/s] 48/499 4.32G 0.01412 0.01131 0.005984 79 640: 45%|####5 | 76/168 [00:14<00:17, 5.25it/s] 48/499 4.32G 0.01412 0.01131 0.005984 79 640: 46%|####5 | 77/168 [00:14<00:17, 5.32it/s] 48/499 4.32G 0.0141 0.01128 0.005976 61 640: 46%|####5 | 77/168 [00:14<00:17, 5.32it/s] 48/499 4.32G 0.0141 0.01128 0.005976 61 640: 46%|####6 | 78/168 [00:14<00:16, 5.38it/s] 48/499 4.32G 0.01409 0.01127 0.005983 75 640: 46%|####6 | 78/168 [00:14<00:16, 5.38it/s] 48/499 4.32G 0.01409 0.01127 0.005983 75 640: 47%|####7 | 79/168 [00:14<00:17, 5.23it/s] 48/499 4.32G 0.01411 0.01129 0.005975 72 640: 47%|####7 | 79/168 [00:15<00:17, 5.23it/s] 48/499 4.32G 0.01411 0.01129 0.005975 72 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s] 48/499 4.32G 0.01412 0.01128 0.006044 57 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s] 48/499 4.32G 0.01412 0.01128 0.006044 57 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s] 48/499 4.32G 0.01411 0.01127 0.006017 71 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s] 48/499 4.32G 0.01411 0.01127 0.006017 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.24it/s] 48/499 4.32G 0.01412 0.01127 0.006063 59 640: 49%|####8 | 82/168 [00:15<00:16, 5.24it/s] 48/499 4.32G 0.01412 0.01127 0.006063 59 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s] 48/499 4.32G 0.01412 0.01125 0.006079 61 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s] 48/499 4.32G 0.01412 0.01125 0.006079 61 640: 50%|##### | 84/168 [00:15<00:15, 5.36it/s] 48/499 4.32G 0.01411 0.01125 0.006087 73 640: 50%|##### | 84/168 [00:16<00:15, 5.36it/s] 48/499 4.32G 0.01411 0.01125 0.006087 73 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s] 48/499 4.32G 0.0141 0.01125 0.006097 73 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s] 48/499 4.32G 0.0141 0.01125 0.006097 73 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s] 48/499 4.32G 0.01409 0.01126 0.006077 70 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s] 48/499 4.32G 0.01409 0.01126 0.006077 70 640: 52%|#####1 | 87/168 [00:16<00:15, 5.30it/s] 48/499 4.32G 0.01411 0.01128 0.006066 75 640: 52%|#####1 | 87/168 [00:16<00:15, 5.30it/s] 48/499 4.32G 0.01411 0.01128 0.006066 75 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 48/499 4.32G 0.01411 0.01128 0.006041 63 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 48/499 4.32G 0.01411 0.01128 0.006041 63 640: 53%|#####2 | 89/168 [00:16<00:15, 5.27it/s] 48/499 4.32G 0.01409 0.01129 0.006068 74 640: 53%|#####2 | 89/168 [00:17<00:15, 5.27it/s] 48/499 4.32G 0.01409 0.01129 0.006068 74 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s] 48/499 4.32G 0.0141 0.01131 0.006041 79 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s] 48/499 4.32G 0.0141 0.01131 0.006041 79 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s] 48/499 4.32G 0.01408 0.01128 0.006069 68 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s] 48/499 4.32G 0.01408 0.01128 0.006069 68 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s] 48/499 4.32G 0.01406 0.01125 0.006067 68 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s] 48/499 4.32G 0.01406 0.01125 0.006067 68 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s] 48/499 4.32G 0.01406 0.01122 0.006096 52 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s] 48/499 4.32G 0.01406 0.01122 0.006096 52 640: 56%|#####5 | 94/168 [00:17<00:14, 5.18it/s] 48/499 4.32G 0.01407 0.0112 0.006084 55 640: 56%|#####5 | 94/168 [00:17<00:14, 5.18it/s] 48/499 4.32G 0.01407 0.0112 0.006084 55 640: 57%|#####6 | 95/168 [00:17<00:13, 5.25it/s] 48/499 4.32G 0.01405 0.01119 0.006062 55 640: 57%|#####6 | 95/168 [00:18<00:13, 5.25it/s] 48/499 4.32G 0.01405 0.01119 0.006062 55 640: 57%|#####7 | 96/168 [00:18<00:13, 5.30it/s] 48/499 4.32G 0.01409 0.01121 0.006071 60 640: 57%|#####7 | 96/168 [00:18<00:13, 5.30it/s] 48/499 4.32G 0.01409 0.01121 0.006071 60 640: 58%|#####7 | 97/168 [00:18<00:13, 5.12it/s] 48/499 4.32G 0.01409 0.01123 0.006054 68 640: 58%|#####7 | 97/168 [00:18<00:13, 5.12it/s] 48/499 4.32G 0.01409 0.01123 0.006054 68 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s] 48/499 4.32G 0.01409 0.01123 0.006051 66 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s] 48/499 4.32G 0.01409 0.01123 0.006051 66 640: 59%|#####8 | 99/168 [00:18<00:13, 5.30it/s] 48/499 4.32G 0.01411 0.01122 0.006094 64 640: 59%|#####8 | 99/168 [00:18<00:13, 5.30it/s] 48/499 4.32G 0.01411 0.01122 0.006094 64 640: 60%|#####9 | 100/168 [00:18<00:13, 5.15it/s] 48/499 4.32G 0.01409 0.01123 0.006067 66 640: 60%|#####9 | 100/168 [00:19<00:13, 5.15it/s] 48/499 4.32G 0.01409 0.01123 0.006067 66 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s] 48/499 4.32G 0.01408 0.01124 0.006073 77 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s] 48/499 4.32G 0.01408 0.01124 0.006073 77 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s] 48/499 4.32G 0.01406 0.01122 0.006054 59 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s] 48/499 4.32G 0.01406 0.01122 0.006054 59 640: 61%|######1 | 103/168 [00:19<00:12, 5.17it/s] 48/499 4.32G 0.01406 0.01124 0.006029 79 640: 61%|######1 | 103/168 [00:19<00:12, 5.17it/s] 48/499 4.32G 0.01406 0.01124 0.006029 79 640: 62%|######1 | 104/168 [00:19<00:12, 5.26it/s] 48/499 4.32G 0.01405 0.01127 0.006034 82 640: 62%|######1 | 104/168 [00:19<00:12, 5.26it/s] 48/499 4.32G 0.01405 0.01127 0.006034 82 640: 62%|######2 | 105/168 [00:19<00:11, 5.34it/s] 48/499 4.32G 0.01403 0.01125 0.006039 61 640: 62%|######2 | 105/168 [00:20<00:11, 5.34it/s] 48/499 4.32G 0.01403 0.01125 0.006039 61 640: 63%|######3 | 106/168 [00:20<00:11, 5.21it/s] 48/499 4.32G 0.014 0.01125 0.00603 81 640: 63%|######3 | 106/168 [00:20<00:11, 5.21it/s] 48/499 4.32G 0.014 0.01125 0.00603 81 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s] 48/499 4.32G 0.014 0.01125 0.006043 68 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s] 48/499 4.32G 0.014 0.01125 0.006043 68 640: 64%|######4 | 108/168 [00:20<00:11, 5.38it/s] 48/499 4.32G 0.01399 0.01125 0.006018 65 640: 64%|######4 | 108/168 [00:20<00:11, 5.38it/s] 48/499 4.32G 0.01399 0.01125 0.006018 65 640: 65%|######4 | 109/168 [00:20<00:11, 5.24it/s] 48/499 4.32G 0.01397 0.01127 0.005991 91 640: 65%|######4 | 109/168 [00:20<00:11, 5.24it/s] 48/499 4.32G 0.01397 0.01127 0.005991 91 640: 65%|######5 | 110/168 [00:20<00:10, 5.31it/s] 48/499 4.32G 0.01397 0.01126 0.00598 58 640: 65%|######5 | 110/168 [00:21<00:10, 5.31it/s] 48/499 4.32G 0.01397 0.01126 0.00598 58 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s] 48/499 4.32G 0.01397 0.01125 0.005982 59 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s] 48/499 4.32G 0.01397 0.01125 0.005982 59 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s] 48/499 4.32G 0.01399 0.01125 0.005975 61 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s] 48/499 4.32G 0.01399 0.01125 0.005975 61 640: 67%|######7 | 113/168 [00:21<00:10, 5.33it/s] 48/499 4.32G 0.01399 0.01124 0.005953 64 640: 67%|######7 | 113/168 [00:21<00:10, 5.33it/s] 48/499 4.32G 0.01399 0.01124 0.005953 64 640: 68%|######7 | 114/168 [00:21<00:09, 5.40it/s] 48/499 4.32G 0.014 0.01126 0.005934 80 640: 68%|######7 | 114/168 [00:21<00:09, 5.40it/s] 48/499 4.32G 0.014 0.01126 0.005934 80 640: 68%|######8 | 115/168 [00:21<00:10, 5.24it/s] 48/499 4.32G 0.01399 0.01129 0.005929 77 640: 68%|######8 | 115/168 [00:21<00:10, 5.24it/s] 48/499 4.32G 0.01399 0.01129 0.005929 77 640: 69%|######9 | 116/168 [00:21<00:09, 5.32it/s] 48/499 4.32G 0.01401 0.01128 0.005928 56 640: 69%|######9 | 116/168 [00:22<00:09, 5.32it/s] 48/499 4.32G 0.01401 0.01128 0.005928 56 640: 70%|######9 | 117/168 [00:22<00:09, 5.37it/s] 48/499 4.32G 0.01402 0.01126 0.005928 57 640: 70%|######9 | 117/168 [00:22<00:09, 5.37it/s] 48/499 4.32G 0.01402 0.01126 0.005928 57 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s] 48/499 4.32G 0.01401 0.01126 0.005928 71 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s] 48/499 4.32G 0.01401 0.01126 0.005928 71 640: 71%|####### | 119/168 [00:22<00:09, 5.25it/s] 48/499 4.32G 0.01401 0.01124 0.005894 58 640: 71%|####### | 119/168 [00:22<00:09, 5.25it/s] 48/499 4.32G 0.01401 0.01124 0.005894 58 640: 71%|#######1 | 120/168 [00:22<00:09, 5.33it/s] 48/499 4.32G 0.01402 0.01122 0.005881 52 640: 71%|#######1 | 120/168 [00:22<00:09, 5.33it/s] 48/499 4.32G 0.01402 0.01122 0.005881 52 640: 72%|#######2 | 121/168 [00:22<00:09, 5.18it/s] 48/499 4.32G 0.01401 0.01122 0.005871 77 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s] 48/499 4.32G 0.01401 0.01122 0.005871 77 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s] 48/499 4.32G 0.01401 0.01123 0.005862 64 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s] 48/499 4.32G 0.01401 0.01123 0.005862 64 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s] 48/499 4.32G 0.01403 0.01122 0.005865 64 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s] 48/499 4.32G 0.01403 0.01122 0.005865 64 640: 74%|#######3 | 124/168 [00:23<00:08, 5.22it/s] 48/499 4.32G 0.01403 0.01121 0.005882 60 640: 74%|#######3 | 124/168 [00:23<00:08, 5.22it/s] 48/499 4.32G 0.01403 0.01121 0.005882 60 640: 74%|#######4 | 125/168 [00:23<00:08, 5.32it/s] 48/499 4.32G 0.01402 0.01122 0.005872 90 640: 74%|#######4 | 125/168 [00:23<00:08, 5.32it/s] 48/499 4.32G 0.01402 0.01122 0.005872 90 640: 75%|#######5 | 126/168 [00:23<00:07, 5.34it/s] 48/499 4.32G 0.01402 0.01122 0.005861 62 640: 75%|#######5 | 126/168 [00:24<00:07, 5.34it/s] 48/499 4.32G 0.01402 0.01122 0.005861 62 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s] 48/499 4.32G 0.01401 0.01124 0.005857 71 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s] 48/499 4.32G 0.01401 0.01124 0.005857 71 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s] 48/499 4.32G 0.014 0.01124 0.005845 75 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s] 48/499 4.32G 0.014 0.01124 0.005845 75 640: 77%|#######6 | 129/168 [00:24<00:07, 5.33it/s] 48/499 4.32G 0.014 0.01125 0.005832 78 640: 77%|#######6 | 129/168 [00:24<00:07, 5.33it/s] 48/499 4.32G 0.014 0.01125 0.005832 78 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s] 48/499 4.32G 0.01398 0.01123 0.005804 54 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s] 48/499 4.32G 0.01398 0.01123 0.005804 54 640: 78%|#######7 | 131/168 [00:24<00:07, 5.28it/s] 48/499 4.32G 0.01399 0.01123 0.005791 79 640: 78%|#######7 | 131/168 [00:25<00:07, 5.28it/s] 48/499 4.32G 0.01399 0.01123 0.005791 79 640: 79%|#######8 | 132/168 [00:25<00:06, 5.34it/s] 48/499 4.32G 0.01398 0.01122 0.005804 67 640: 79%|#######8 | 132/168 [00:25<00:06, 5.34it/s] 48/499 4.32G 0.01398 0.01122 0.005804 67 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s] 48/499 4.32G 0.01398 0.01123 0.005802 73 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s] 48/499 4.32G 0.01398 0.01123 0.005802 73 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s] 48/499 4.32G 0.01397 0.0112 0.005808 58 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s] 48/499 4.32G 0.01397 0.0112 0.005808 58 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s] 48/499 4.32G 0.01394 0.01118 0.005791 51 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s] 48/499 4.32G 0.01394 0.01118 0.005791 51 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s] 48/499 4.32G 0.01394 0.01118 0.005783 80 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s] 48/499 4.32G 0.01394 0.01118 0.005783 80 640: 82%|########1 | 137/168 [00:25<00:05, 5.24it/s] 48/499 4.32G 0.01393 0.01116 0.005795 43 640: 82%|########1 | 137/168 [00:26<00:05, 5.24it/s] 48/499 4.32G 0.01393 0.01116 0.005795 43 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s] 48/499 4.32G 0.01393 0.01118 0.00581 71 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s] 48/499 4.32G 0.01393 0.01118 0.00581 71 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s] 48/499 4.32G 0.01395 0.01119 0.005808 79 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s] 48/499 4.32G 0.01395 0.01119 0.005808 79 640: 83%|########3 | 140/168 [00:26<00:05, 5.25it/s] 48/499 4.32G 0.01394 0.01119 0.005812 76 640: 83%|########3 | 140/168 [00:26<00:05, 5.25it/s] 48/499 4.32G 0.01394 0.01119 0.005812 76 640: 84%|########3 | 141/168 [00:26<00:05, 5.31it/s] 48/499 4.32G 0.01394 0.01119 0.005808 68 640: 84%|########3 | 141/168 [00:26<00:05, 5.31it/s] 48/499 4.32G 0.01394 0.01119 0.005808 68 640: 85%|########4 | 142/168 [00:26<00:05, 5.18it/s] 48/499 4.32G 0.01394 0.0112 0.005807 73 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s] 48/499 4.32G 0.01394 0.0112 0.005807 73 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s] 48/499 4.32G 0.01394 0.0112 0.005797 65 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s] 48/499 4.32G 0.01394 0.0112 0.005797 65 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s] 48/499 4.32G 0.01393 0.0112 0.005775 77 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s] 48/499 4.32G 0.01393 0.0112 0.005775 77 640: 86%|########6 | 145/168 [00:27<00:04, 5.23it/s] 48/499 4.32G 0.01393 0.01119 0.005774 66 640: 86%|########6 | 145/168 [00:27<00:04, 5.23it/s] 48/499 4.32G 0.01393 0.01119 0.005774 66 640: 87%|########6 | 146/168 [00:27<00:04, 5.33it/s] 48/499 4.32G 0.01393 0.0112 0.005754 71 640: 87%|########6 | 146/168 [00:27<00:04, 5.33it/s] 48/499 4.32G 0.01393 0.0112 0.005754 71 640: 88%|########7 | 147/168 [00:27<00:03, 5.39it/s] 48/499 4.32G 0.01392 0.01118 0.005737 51 640: 88%|########7 | 147/168 [00:28<00:03, 5.39it/s] 48/499 4.32G 0.01392 0.01118 0.005737 51 640: 88%|########8 | 148/168 [00:28<00:03, 5.25it/s] 48/499 4.32G 0.01391 0.01117 0.00575 54 640: 88%|########8 | 148/168 [00:28<00:03, 5.25it/s] 48/499 4.32G 0.01391 0.01117 0.00575 54 640: 89%|########8 | 149/168 [00:28<00:03, 5.34it/s] 48/499 4.32G 0.01391 0.01117 0.005747 65 640: 89%|########8 | 149/168 [00:28<00:03, 5.34it/s] 48/499 4.32G 0.01391 0.01117 0.005747 65 640: 89%|########9 | 150/168 [00:28<00:03, 5.41it/s] 48/499 4.32G 0.0139 0.01117 0.005724 65 640: 89%|########9 | 150/168 [00:28<00:03, 5.41it/s] 48/499 4.32G 0.0139 0.01117 0.005724 65 640: 90%|########9 | 151/168 [00:28<00:03, 5.27it/s] 48/499 4.32G 0.01391 0.01119 0.005723 80 640: 90%|########9 | 151/168 [00:28<00:03, 5.27it/s] 48/499 4.32G 0.01391 0.01119 0.005723 80 640: 90%|######### | 152/168 [00:28<00:02, 5.34it/s] 48/499 4.32G 0.01391 0.01121 0.005724 72 640: 90%|######### | 152/168 [00:28<00:02, 5.34it/s] 48/499 4.32G 0.01391 0.01121 0.005724 72 640: 91%|#########1| 153/168 [00:28<00:02, 5.40it/s] 48/499 4.32G 0.01391 0.01121 0.005741 67 640: 91%|#########1| 153/168 [00:29<00:02, 5.40it/s] 48/499 4.32G 0.01391 0.01121 0.005741 67 640: 92%|#########1| 154/168 [00:29<00:02, 5.26it/s] 48/499 4.32G 0.01391 0.0112 0.005743 73 640: 92%|#########1| 154/168 [00:29<00:02, 5.26it/s] 48/499 4.32G 0.01391 0.0112 0.005743 73 640: 92%|#########2| 155/168 [00:29<00:02, 5.32it/s] 48/499 4.32G 0.0139 0.01118 0.005756 56 640: 92%|#########2| 155/168 [00:29<00:02, 5.32it/s] 48/499 4.32G 0.0139 0.01118 0.005756 56 640: 93%|#########2| 156/168 [00:29<00:02, 5.39it/s] 48/499 4.32G 0.0139 0.01117 0.005754 53 640: 93%|#########2| 156/168 [00:29<00:02, 5.39it/s] 48/499 4.32G 0.0139 0.01117 0.005754 53 640: 93%|#########3| 157/168 [00:29<00:02, 5.13it/s] 48/499 4.32G 0.01389 0.01117 0.005771 72 640: 93%|#########3| 157/168 [00:29<00:02, 5.13it/s] 48/499 4.32G 0.01389 0.01117 0.005771 72 640: 94%|#########4| 158/168 [00:29<00:01, 5.23it/s] 48/499 4.32G 0.01388 0.01117 0.005767 74 640: 94%|#########4| 158/168 [00:30<00:01, 5.23it/s] 48/499 4.32G 0.01388 0.01117 0.005767 74 640: 95%|#########4| 159/168 [00:30<00:01, 5.31it/s] 48/499 4.32G 0.01388 0.0112 0.005767 86 640: 95%|#########4| 159/168 [00:30<00:01, 5.31it/s] 48/499 4.32G 0.01388 0.0112 0.005767 86 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s] 48/499 4.32G 0.01388 0.01119 0.005754 54 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s] 48/499 4.32G 0.01388 0.01119 0.005754 54 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s] 48/499 4.32G 0.01387 0.01119 0.005739 63 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s] 48/499 4.32G 0.01387 0.01119 0.005739 63 640: 96%|#########6| 162/168 [00:30<00:01, 5.37it/s] 48/499 4.32G 0.01386 0.01118 0.005734 70 640: 96%|#########6| 162/168 [00:30<00:01, 5.37it/s] 48/499 4.32G 0.01386 0.01118 0.005734 70 640: 97%|#########7| 163/168 [00:30<00:01, 4.87it/s] 48/499 4.32G 0.01385 0.0112 0.005726 87 640: 97%|#########7| 163/168 [00:31<00:01, 4.87it/s] 48/499 4.32G 0.01385 0.0112 0.005726 87 640: 98%|#########7| 164/168 [00:31<00:00, 5.03it/s] 48/499 4.32G 0.01384 0.01119 0.005739 62 640: 98%|#########7| 164/168 [00:31<00:00, 5.03it/s] 48/499 4.32G 0.01384 0.01119 0.005739 62 640: 98%|#########8| 165/168 [00:31<00:00, 5.17it/s] 48/499 4.32G 0.01385 0.01119 0.005729 56 640: 98%|#########8| 165/168 [00:31<00:00, 5.17it/s] 48/499 4.32G 0.01385 0.01119 0.005729 56 640: 99%|#########8| 166/168 [00:31<00:00, 5.10it/s] 48/499 4.32G 0.01384 0.01118 0.005716 67 640: 99%|#########8| 166/168 [00:31<00:00, 5.10it/s] 48/499 4.32G 0.01384 0.01118 0.005716 67 640: 99%|#########9| 167/168 [00:31<00:00, 5.23it/s] 48/499 4.32G 0.01385 0.0112 0.005723 45 640: 99%|#########9| 167/168 [00:31<00:00, 5.23it/s] 48/499 4.32G 0.01385 0.0112 0.005723 45 640: 100%|##########| 168/168 [00:31<00:00, 5.43it/s] 48/499 4.32G 0.01385 0.0112 0.005723 45 640: 100%|##########| 168/168 [00:31<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.86it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.816 0.866 0.877 0.745 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 49/499 4.32G 0.01244 0.0108 0.006735 66 640: 0%| | 0/168 [00:00<?, ?it/s] 49/499 4.32G 0.01244 0.0108 0.006735 66 640: 1%| | 1/168 [00:00<00:33, 5.00it/s] 49/499 4.32G 0.01282 0.01062 0.005715 66 640: 1%| | 1/168 [00:00<00:33, 5.00it/s] 49/499 4.32G 0.01282 0.01062 0.005715 66 640: 1%|1 | 2/168 [00:00<00:31, 5.30it/s] 49/499 4.32G 0.01296 0.0112 0.007211 73 640: 1%|1 | 2/168 [00:00<00:31, 5.30it/s] 49/499 4.32G 0.01296 0.0112 0.007211 73 640: 2%|1 | 3/168 [00:00<00:30, 5.42it/s] 49/499 4.32G 0.01327 0.01166 0.006731 83 640: 2%|1 | 3/168 [00:00<00:30, 5.42it/s] 49/499 4.32G 0.01327 0.01166 0.006731 83 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s] 49/499 4.32G 0.01316 0.01165 0.007097 74 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s] 49/499 4.32G 0.01316 0.01165 0.007097 74 640: 3%|2 | 5/168 [00:00<00:30, 5.28it/s] 49/499 4.32G 0.01294 0.01116 0.007046 62 640: 3%|2 | 5/168 [00:01<00:30, 5.28it/s] 49/499 4.32G 0.01294 0.01116 0.007046 62 640: 4%|3 | 6/168 [00:01<00:30, 5.34it/s] 49/499 4.32G 0.01307 0.01138 0.006928 60 640: 4%|3 | 6/168 [00:01<00:30, 5.34it/s] 49/499 4.32G 0.01307 0.01138 0.006928 60 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s] 49/499 4.32G 0.01311 0.01128 0.006568 67 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s] 49/499 4.32G 0.01311 0.01128 0.006568 67 640: 5%|4 | 8/168 [00:01<00:30, 5.31it/s] 49/499 4.32G 0.01304 0.01122 0.006492 72 640: 5%|4 | 8/168 [00:01<00:30, 5.31it/s] 49/499 4.32G 0.01304 0.01122 0.006492 72 640: 5%|5 | 9/168 [00:01<00:29, 5.34it/s] 49/499 4.32G 0.01295 0.0111 0.006306 66 640: 5%|5 | 9/168 [00:01<00:29, 5.34it/s] 49/499 4.32G 0.01295 0.0111 0.006306 66 640: 6%|5 | 10/168 [00:01<00:30, 5.19it/s] 49/499 4.32G 0.01296 0.01115 0.006509 60 640: 6%|5 | 10/168 [00:02<00:30, 5.19it/s] 49/499 4.32G 0.01296 0.01115 0.006509 60 640: 7%|6 | 11/168 [00:02<00:30, 5.11it/s] 49/499 4.32G 0.01299 0.01108 0.006581 62 640: 7%|6 | 11/168 [00:02<00:30, 5.11it/s] 49/499 4.32G 0.01299 0.01108 0.006581 62 640: 7%|7 | 12/168 [00:02<00:29, 5.21it/s] 49/499 4.32G 0.01298 0.01113 0.006504 68 640: 7%|7 | 12/168 [00:02<00:29, 5.21it/s] 49/499 4.32G 0.01298 0.01113 0.006504 68 640: 8%|7 | 13/168 [00:02<00:30, 5.09it/s] 49/499 4.32G 0.01306 0.01105 0.006467 54 640: 8%|7 | 13/168 [00:02<00:30, 5.09it/s] 49/499 4.32G 0.01306 0.01105 0.006467 54 640: 8%|8 | 14/168 [00:02<00:29, 5.19it/s] 49/499 4.32G 0.01308 0.01084 0.006136 44 640: 8%|8 | 14/168 [00:02<00:29, 5.19it/s] 49/499 4.32G 0.01308 0.01084 0.006136 44 640: 9%|8 | 15/168 [00:02<00:29, 5.25it/s] 49/499 4.32G 0.01299 0.01074 0.006182 68 640: 9%|8 | 15/168 [00:03<00:29, 5.25it/s] 49/499 4.32G 0.01299 0.01074 0.006182 68 640: 10%|9 | 16/168 [00:03<00:29, 5.08it/s] 49/499 4.32G 0.01317 0.01069 0.0062 56 640: 10%|9 | 16/168 [00:03<00:29, 5.08it/s] 49/499 4.32G 0.01317 0.01069 0.0062 56 640: 10%|# | 17/168 [00:03<00:29, 5.20it/s] 49/499 4.32G 0.01312 0.01073 0.006147 77 640: 10%|# | 17/168 [00:03<00:29, 5.20it/s] 49/499 4.32G 0.01312 0.01073 0.006147 77 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s] 49/499 4.32G 0.01309 0.01069 0.005998 70 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s] 49/499 4.32G 0.01309 0.01069 0.005998 70 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s] 49/499 4.32G 0.01308 0.01058 0.006104 54 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s] 49/499 4.32G 0.01308 0.01058 0.006104 54 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s] 49/499 4.32G 0.01307 0.01062 0.006036 70 640: 12%|#1 | 20/168 [00:04<00:28, 5.28it/s] 49/499 4.32G 0.01307 0.01062 0.006036 70 640: 12%|#2 | 21/168 [00:04<00:27, 5.34it/s] 49/499 4.32G 0.01316 0.01065 0.005991 61 640: 12%|#2 | 21/168 [00:04<00:27, 5.34it/s] 49/499 4.32G 0.01316 0.01065 0.005991 61 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s] 49/499 4.32G 0.01324 0.0107 0.005964 73 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s] 49/499 4.32G 0.01324 0.0107 0.005964 73 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s] 49/499 4.32G 0.0133 0.01068 0.005919 61 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s] 49/499 4.32G 0.0133 0.01068 0.005919 61 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s] 49/499 4.32G 0.01337 0.0108 0.005807 77 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s] 49/499 4.32G 0.01337 0.0108 0.005807 77 640: 15%|#4 | 25/168 [00:04<00:27, 5.25it/s] 49/499 4.32G 0.01338 0.01087 0.005844 81 640: 15%|#4 | 25/168 [00:04<00:27, 5.25it/s] 49/499 4.32G 0.01338 0.01087 0.005844 81 640: 15%|#5 | 26/168 [00:04<00:26, 5.34it/s] 49/499 4.32G 0.01335 0.01086 0.006219 60 640: 15%|#5 | 26/168 [00:05<00:26, 5.34it/s] 49/499 4.32G 0.01335 0.01086 0.006219 60 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s] 49/499 4.32G 0.01341 0.01088 0.006271 60 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s] 49/499 4.32G 0.01341 0.01088 0.006271 60 640: 17%|#6 | 28/168 [00:05<00:26, 5.24it/s] 49/499 4.32G 0.01348 0.01092 0.00624 69 640: 17%|#6 | 28/168 [00:05<00:26, 5.24it/s] 49/499 4.32G 0.01348 0.01092 0.00624 69 640: 17%|#7 | 29/168 [00:05<00:25, 5.35it/s] 49/499 4.32G 0.01356 0.0109 0.006143 51 640: 17%|#7 | 29/168 [00:05<00:25, 5.35it/s] 49/499 4.32G 0.01356 0.0109 0.006143 51 640: 18%|#7 | 30/168 [00:05<00:25, 5.39it/s] 49/499 4.32G 0.01357 0.01092 0.006302 70 640: 18%|#7 | 30/168 [00:05<00:25, 5.39it/s] 49/499 4.32G 0.01357 0.01092 0.006302 70 640: 18%|#8 | 31/168 [00:05<00:26, 5.25it/s] 49/499 4.32G 0.0136 0.01092 0.006205 63 640: 18%|#8 | 31/168 [00:06<00:26, 5.25it/s] 49/499 4.32G 0.0136 0.01092 0.006205 63 640: 19%|#9 | 32/168 [00:06<00:25, 5.37it/s] 49/499 4.32G 0.01359 0.01095 0.00628 60 640: 19%|#9 | 32/168 [00:06<00:25, 5.37it/s] 49/499 4.32G 0.01359 0.01095 0.00628 60 640: 20%|#9 | 33/168 [00:06<00:24, 5.42it/s] 49/499 4.32G 0.01352 0.01086 0.006238 56 640: 20%|#9 | 33/168 [00:06<00:24, 5.42it/s] 49/499 4.32G 0.01352 0.01086 0.006238 56 640: 20%|## | 34/168 [00:06<00:25, 5.27it/s] 49/499 4.32G 0.01358 0.01096 0.006187 74 640: 20%|## | 34/168 [00:06<00:25, 5.27it/s] 49/499 4.32G 0.01358 0.01096 0.006187 74 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s] 49/499 4.32G 0.01361 0.011 0.006177 73 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s] 49/499 4.32G 0.01361 0.011 0.006177 73 640: 21%|##1 | 36/168 [00:06<00:24, 5.40it/s] 49/499 4.32G 0.0136 0.01099 0.006158 65 640: 21%|##1 | 36/168 [00:07<00:24, 5.40it/s] 49/499 4.32G 0.0136 0.01099 0.006158 65 640: 22%|##2 | 37/168 [00:07<00:24, 5.25it/s] 49/499 4.32G 0.01357 0.01098 0.006103 68 640: 22%|##2 | 37/168 [00:07<00:24, 5.25it/s] 49/499 4.32G 0.01357 0.01098 0.006103 68 640: 23%|##2 | 38/168 [00:07<00:24, 5.33it/s] 49/499 4.32G 0.01352 0.0109 0.0061 51 640: 23%|##2 | 38/168 [00:07<00:24, 5.33it/s] 49/499 4.32G 0.01352 0.0109 0.0061 51 640: 23%|##3 | 39/168 [00:07<00:23, 5.39it/s] 49/499 4.32G 0.01352 0.01088 0.00605 65 640: 23%|##3 | 39/168 [00:07<00:23, 5.39it/s] 49/499 4.32G 0.01352 0.01088 0.00605 65 640: 24%|##3 | 40/168 [00:07<00:24, 5.25it/s] 49/499 4.32G 0.01351 0.01089 0.005993 66 640: 24%|##3 | 40/168 [00:07<00:24, 5.25it/s] 49/499 4.32G 0.01351 0.01089 0.005993 66 640: 24%|##4 | 41/168 [00:07<00:23, 5.35it/s] 49/499 4.32G 0.01354 0.01091 0.006013 66 640: 24%|##4 | 41/168 [00:07<00:23, 5.35it/s] 49/499 4.32G 0.01354 0.01091 0.006013 66 640: 25%|##5 | 42/168 [00:07<00:23, 5.38it/s] 49/499 4.32G 0.01351 0.01093 0.005975 81 640: 25%|##5 | 42/168 [00:08<00:23, 5.38it/s] 49/499 4.32G 0.01351 0.01093 0.005975 81 640: 26%|##5 | 43/168 [00:08<00:23, 5.24it/s] 49/499 4.32G 0.01345 0.0109 0.005953 61 640: 26%|##5 | 43/168 [00:08<00:23, 5.24it/s] 49/499 4.32G 0.01345 0.0109 0.005953 61 640: 26%|##6 | 44/168 [00:08<00:23, 5.23it/s] 49/499 4.32G 0.01347 0.0109 0.005904 66 640: 26%|##6 | 44/168 [00:08<00:23, 5.23it/s] 49/499 4.32G 0.01347 0.0109 0.005904 66 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s] 49/499 4.32G 0.01343 0.01089 0.005976 76 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s] 49/499 4.32G 0.01343 0.01089 0.005976 76 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s] 49/499 4.32G 0.01348 0.01096 0.006063 92 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s] 49/499 4.32G 0.01348 0.01096 0.006063 92 640: 28%|##7 | 47/168 [00:08<00:23, 5.26it/s] 49/499 4.32G 0.01346 0.01096 0.006104 66 640: 28%|##7 | 47/168 [00:09<00:23, 5.26it/s] 49/499 4.32G 0.01346 0.01096 0.006104 66 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s] 49/499 4.32G 0.01351 0.011 0.006052 71 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s] 49/499 4.32G 0.01351 0.011 0.006052 71 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s] 49/499 4.32G 0.01351 0.01097 0.006046 49 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s] 49/499 4.32G 0.01351 0.01097 0.006046 49 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s] 49/499 4.32G 0.0135 0.01096 0.006036 66 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s] 49/499 4.32G 0.0135 0.01096 0.006036 66 640: 30%|### | 51/168 [00:09<00:21, 5.38it/s] 49/499 4.32G 0.01351 0.01094 0.006183 59 640: 30%|### | 51/168 [00:09<00:21, 5.38it/s] 49/499 4.32G 0.01351 0.01094 0.006183 59 640: 31%|### | 52/168 [00:09<00:22, 5.24it/s] 49/499 4.32G 0.01352 0.011 0.006151 81 640: 31%|### | 52/168 [00:10<00:22, 5.24it/s] 49/499 4.32G 0.01352 0.011 0.006151 81 640: 32%|###1 | 53/168 [00:10<00:21, 5.31it/s] 49/499 4.32G 0.01348 0.01098 0.006057 60 640: 32%|###1 | 53/168 [00:10<00:21, 5.31it/s] 49/499 4.32G 0.01348 0.01098 0.006057 60 640: 32%|###2 | 54/168 [00:10<00:21, 5.37it/s] 49/499 4.32G 0.01344 0.01095 0.006038 69 640: 32%|###2 | 54/168 [00:10<00:21, 5.37it/s] 49/499 4.32G 0.01344 0.01095 0.006038 69 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s] 49/499 4.32G 0.01345 0.01097 0.006039 71 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s] 49/499 4.32G 0.01345 0.01097 0.006039 71 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s] 49/499 4.32G 0.01348 0.01094 0.005991 56 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s] 49/499 4.32G 0.01348 0.01094 0.005991 56 640: 34%|###3 | 57/168 [00:10<00:20, 5.34it/s] 49/499 4.32G 0.01352 0.01096 0.005994 68 640: 34%|###3 | 57/168 [00:10<00:20, 5.34it/s] 49/499 4.32G 0.01352 0.01096 0.005994 68 640: 35%|###4 | 58/168 [00:10<00:21, 5.20it/s] 49/499 4.32G 0.01353 0.011 0.006049 78 640: 35%|###4 | 58/168 [00:11<00:21, 5.20it/s] 49/499 4.32G 0.01353 0.011 0.006049 78 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s] 49/499 4.32G 0.0135 0.01097 0.006039 60 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s] 49/499 4.32G 0.0135 0.01097 0.006039 60 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s] 49/499 4.32G 0.01349 0.01097 0.00606 72 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s] 49/499 4.32G 0.01349 0.01097 0.00606 72 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s] 49/499 4.32G 0.01347 0.01095 0.006059 54 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s] 49/499 4.32G 0.01347 0.01095 0.006059 54 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s] 49/499 4.32G 0.01345 0.01097 0.00602 77 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s] 49/499 4.32G 0.01345 0.01097 0.00602 77 640: 38%|###7 | 63/168 [00:11<00:19, 5.36it/s] 49/499 4.32G 0.01346 0.01101 0.005981 76 640: 38%|###7 | 63/168 [00:12<00:19, 5.36it/s] 49/499 4.32G 0.01346 0.01101 0.005981 76 640: 38%|###8 | 64/168 [00:12<00:19, 5.22it/s] 49/499 4.32G 0.01344 0.01106 0.005983 84 640: 38%|###8 | 64/168 [00:12<00:19, 5.22it/s] 49/499 4.32G 0.01344 0.01106 0.005983 84 640: 39%|###8 | 65/168 [00:12<00:19, 5.31it/s] 49/499 4.32G 0.01341 0.01105 0.005961 67 640: 39%|###8 | 65/168 [00:12<00:19, 5.31it/s] 49/499 4.32G 0.01341 0.01105 0.005961 67 640: 39%|###9 | 66/168 [00:12<00:18, 5.37it/s] 49/499 4.32G 0.0134 0.01104 0.005974 67 640: 39%|###9 | 66/168 [00:12<00:18, 5.37it/s] 49/499 4.32G 0.0134 0.01104 0.005974 67 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s] 49/499 4.32G 0.01342 0.01105 0.005991 75 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s] 49/499 4.32G 0.01342 0.01105 0.005991 75 640: 40%|#### | 68/168 [00:12<00:18, 5.33it/s] 49/499 4.32G 0.01338 0.01105 0.005978 77 640: 40%|#### | 68/168 [00:13<00:18, 5.33it/s] 49/499 4.32G 0.01338 0.01105 0.005978 77 640: 41%|####1 | 69/168 [00:13<00:18, 5.40it/s] 49/499 4.32G 0.01336 0.01106 0.005964 70 640: 41%|####1 | 69/168 [00:13<00:18, 5.40it/s] 49/499 4.32G 0.01336 0.01106 0.005964 70 640: 42%|####1 | 70/168 [00:13<00:18, 5.24it/s] 49/499 4.32G 0.01338 0.01109 0.006046 77 640: 42%|####1 | 70/168 [00:13<00:18, 5.24it/s] 49/499 4.32G 0.01338 0.01109 0.006046 77 640: 42%|####2 | 71/168 [00:13<00:18, 5.33it/s] 49/499 4.32G 0.01337 0.01109 0.006035 67 640: 42%|####2 | 71/168 [00:13<00:18, 5.33it/s] 49/499 4.32G 0.01337 0.01109 0.006035 67 640: 43%|####2 | 72/168 [00:13<00:17, 5.41it/s] 49/499 4.32G 0.01335 0.01106 0.006008 59 640: 43%|####2 | 72/168 [00:13<00:17, 5.41it/s] 49/499 4.32G 0.01335 0.01106 0.006008 59 640: 43%|####3 | 73/168 [00:13<00:18, 5.26it/s] 49/499 4.32G 0.01339 0.0111 0.006016 72 640: 43%|####3 | 73/168 [00:14<00:18, 5.26it/s] 49/499 4.32G 0.01339 0.0111 0.006016 72 640: 44%|####4 | 74/168 [00:14<00:17, 5.34it/s] 49/499 4.32G 0.01341 0.01108 0.006035 68 640: 44%|####4 | 74/168 [00:14<00:17, 5.34it/s] 49/499 4.32G 0.01341 0.01108 0.006035 68 640: 45%|####4 | 75/168 [00:14<00:17, 5.42it/s] 49/499 4.32G 0.0134 0.01112 0.00601 85 640: 45%|####4 | 75/168 [00:14<00:17, 5.42it/s] 49/499 4.32G 0.0134 0.01112 0.00601 85 640: 45%|####5 | 76/168 [00:14<00:17, 5.27it/s] 49/499 4.32G 0.01338 0.0111 0.005981 59 640: 45%|####5 | 76/168 [00:14<00:17, 5.27it/s] 49/499 4.32G 0.01338 0.0111 0.005981 59 640: 46%|####5 | 77/168 [00:14<00:17, 5.35it/s] 49/499 4.32G 0.01339 0.01112 0.006037 62 640: 46%|####5 | 77/168 [00:14<00:17, 5.35it/s] 49/499 4.32G 0.01339 0.01112 0.006037 62 640: 46%|####6 | 78/168 [00:14<00:16, 5.38it/s] 49/499 4.32G 0.01345 0.01113 0.006032 60 640: 46%|####6 | 78/168 [00:14<00:16, 5.38it/s] 49/499 4.32G 0.01345 0.01113 0.006032 60 640: 47%|####7 | 79/168 [00:14<00:16, 5.25it/s] 49/499 4.32G 0.01345 0.01111 0.006087 57 640: 47%|####7 | 79/168 [00:15<00:16, 5.25it/s] 49/499 4.32G 0.01345 0.01111 0.006087 57 640: 48%|####7 | 80/168 [00:15<00:16, 5.34it/s] 49/499 4.32G 0.01344 0.01111 0.006056 69 640: 48%|####7 | 80/168 [00:15<00:16, 5.34it/s] 49/499 4.32G 0.01344 0.01111 0.006056 69 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s] 49/499 4.32G 0.01341 0.01109 0.006024 66 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s] 49/499 4.32G 0.01341 0.01109 0.006024 66 640: 49%|####8 | 82/168 [00:15<00:16, 5.23it/s] 49/499 4.32G 0.01339 0.01108 0.006019 65 640: 49%|####8 | 82/168 [00:15<00:16, 5.23it/s] 49/499 4.32G 0.01339 0.01108 0.006019 65 640: 49%|####9 | 83/168 [00:15<00:15, 5.32it/s] 49/499 4.32G 0.01338 0.0111 0.00597 77 640: 49%|####9 | 83/168 [00:15<00:15, 5.32it/s] 49/499 4.32G 0.01338 0.0111 0.00597 77 640: 50%|##### | 84/168 [00:15<00:15, 5.39it/s] 49/499 4.32G 0.01339 0.0111 0.005971 72 640: 50%|##### | 84/168 [00:16<00:15, 5.39it/s] 49/499 4.32G 0.01339 0.0111 0.005971 72 640: 51%|##### | 85/168 [00:16<00:15, 5.25it/s] 49/499 4.32G 0.01339 0.01109 0.005952 68 640: 51%|##### | 85/168 [00:16<00:15, 5.25it/s] 49/499 4.32G 0.01339 0.01109 0.005952 68 640: 51%|#####1 | 86/168 [00:16<00:15, 5.33it/s] 49/499 4.32G 0.01338 0.01112 0.005941 83 640: 51%|#####1 | 86/168 [00:16<00:15, 5.33it/s] 49/499 4.32G 0.01338 0.01112 0.005941 83 640: 52%|#####1 | 87/168 [00:16<00:14, 5.40it/s] 49/499 4.32G 0.01344 0.01111 0.005927 51 640: 52%|#####1 | 87/168 [00:16<00:14, 5.40it/s] 49/499 4.32G 0.01344 0.01111 0.005927 51 640: 52%|#####2 | 88/168 [00:16<00:15, 5.27it/s] 49/499 4.32G 0.01343 0.01111 0.005945 74 640: 52%|#####2 | 88/168 [00:16<00:15, 5.27it/s] 49/499 4.32G 0.01343 0.01111 0.005945 74 640: 53%|#####2 | 89/168 [00:16<00:14, 5.36it/s] 49/499 4.32G 0.01344 0.01114 0.005913 74 640: 53%|#####2 | 89/168 [00:16<00:14, 5.36it/s] 49/499 4.32G 0.01344 0.01114 0.005913 74 640: 54%|#####3 | 90/168 [00:16<00:14, 5.42it/s] 49/499 4.32G 0.01346 0.0111 0.005902 56 640: 54%|#####3 | 90/168 [00:17<00:14, 5.42it/s] 49/499 4.32G 0.01346 0.0111 0.005902 56 640: 54%|#####4 | 91/168 [00:17<00:14, 5.27it/s] 49/499 4.32G 0.01344 0.01109 0.005939 65 640: 54%|#####4 | 91/168 [00:17<00:14, 5.27it/s] 49/499 4.32G 0.01344 0.01109 0.005939 65 640: 55%|#####4 | 92/168 [00:17<00:14, 5.33it/s] 49/499 4.32G 0.01345 0.0111 0.005936 65 640: 55%|#####4 | 92/168 [00:17<00:14, 5.33it/s] 49/499 4.32G 0.01345 0.0111 0.005936 65 640: 55%|#####5 | 93/168 [00:17<00:13, 5.39it/s] 49/499 4.32G 0.01344 0.01113 0.005938 80 640: 55%|#####5 | 93/168 [00:17<00:13, 5.39it/s] 49/499 4.32G 0.01344 0.01113 0.005938 80 640: 56%|#####5 | 94/168 [00:17<00:14, 5.25it/s] 49/499 4.32G 0.01344 0.01111 0.00592 62 640: 56%|#####5 | 94/168 [00:17<00:14, 5.25it/s] 49/499 4.32G 0.01344 0.01111 0.00592 62 640: 57%|#####6 | 95/168 [00:17<00:13, 5.33it/s] 49/499 4.32G 0.01344 0.01111 0.005882 65 640: 57%|#####6 | 95/168 [00:18<00:13, 5.33it/s] 49/499 4.32G 0.01344 0.01111 0.005882 65 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s] 49/499 4.32G 0.01344 0.01111 0.005898 71 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s] 49/499 4.32G 0.01344 0.01111 0.005898 71 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s] 49/499 4.32G 0.01344 0.01112 0.005853 73 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s] 49/499 4.32G 0.01344 0.01112 0.005853 73 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s] 49/499 4.32G 0.01342 0.01111 0.005846 70 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s] 49/499 4.32G 0.01342 0.01111 0.005846 70 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s] 49/499 4.32G 0.01342 0.0111 0.005834 61 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s] 49/499 4.32G 0.01342 0.0111 0.005834 61 640: 60%|#####9 | 100/168 [00:18<00:13, 5.23it/s] 49/499 4.32G 0.01341 0.0111 0.005839 75 640: 60%|#####9 | 100/168 [00:19<00:13, 5.23it/s] 49/499 4.32G 0.01341 0.0111 0.005839 75 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s] 49/499 4.32G 0.01341 0.01108 0.005846 52 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s] 49/499 4.32G 0.01341 0.01108 0.005846 52 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s] 49/499 4.32G 0.0134 0.01107 0.005823 69 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s] 49/499 4.32G 0.0134 0.01107 0.005823 69 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s] 49/499 4.32G 0.0134 0.01106 0.00586 68 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s] 49/499 4.32G 0.0134 0.01106 0.00586 68 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s] 49/499 4.32G 0.01341 0.0111 0.005911 82 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s] 49/499 4.32G 0.01341 0.0111 0.005911 82 640: 62%|######2 | 105/168 [00:19<00:11, 5.36it/s] 49/499 4.32G 0.01341 0.01112 0.005946 87 640: 62%|######2 | 105/168 [00:20<00:11, 5.36it/s] 49/499 4.32G 0.01341 0.01112 0.005946 87 640: 63%|######3 | 106/168 [00:20<00:11, 5.24it/s] 49/499 4.32G 0.01342 0.01113 0.005915 64 640: 63%|######3 | 106/168 [00:20<00:11, 5.24it/s] 49/499 4.32G 0.01342 0.01113 0.005915 64 640: 64%|######3 | 107/168 [00:20<00:11, 5.33it/s] 49/499 4.32G 0.01342 0.01115 0.005876 74 640: 64%|######3 | 107/168 [00:20<00:11, 5.33it/s] 49/499 4.32G 0.01342 0.01115 0.005876 74 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s] 49/499 4.32G 0.0134 0.01115 0.005872 69 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s] 49/499 4.32G 0.0134 0.01115 0.005872 69 640: 65%|######4 | 109/168 [00:20<00:11, 5.24it/s] 49/499 4.32G 0.01341 0.01115 0.005886 68 640: 65%|######4 | 109/168 [00:20<00:11, 5.24it/s] 49/499 4.32G 0.01341 0.01115 0.005886 68 640: 65%|######5 | 110/168 [00:20<00:10, 5.33it/s] 49/499 4.32G 0.0134 0.01115 0.005899 67 640: 65%|######5 | 110/168 [00:20<00:10, 5.33it/s] 49/499 4.32G 0.0134 0.01115 0.005899 67 640: 66%|######6 | 111/168 [00:20<00:10, 5.38it/s] 49/499 4.32G 0.01339 0.01114 0.005854 64 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s] 49/499 4.32G 0.01339 0.01114 0.005854 64 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s] 49/499 4.32G 0.01339 0.01114 0.005888 69 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s] 49/499 4.32G 0.01339 0.01114 0.005888 69 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s] 49/499 4.32G 0.01338 0.01114 0.005908 67 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s] 49/499 4.32G 0.01338 0.01114 0.005908 67 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s] 49/499 4.32G 0.01337 0.0111 0.00592 47 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s] 49/499 4.32G 0.01337 0.0111 0.00592 47 640: 68%|######8 | 115/168 [00:21<00:10, 5.22it/s] 49/499 4.32G 0.01336 0.01109 0.005912 54 640: 68%|######8 | 115/168 [00:21<00:10, 5.22it/s] 49/499 4.32G 0.01336 0.01109 0.005912 54 640: 69%|######9 | 116/168 [00:21<00:09, 5.31it/s] 49/499 4.32G 0.01336 0.01111 0.00588 82 640: 69%|######9 | 116/168 [00:22<00:09, 5.31it/s] 49/499 4.32G 0.01336 0.01111 0.00588 82 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s] 49/499 4.32G 0.01336 0.01111 0.005868 70 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s] 49/499 4.32G 0.01336 0.01111 0.005868 70 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s] 49/499 4.32G 0.01335 0.01112 0.005856 75 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s] 49/499 4.32G 0.01335 0.01112 0.005856 75 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s] 49/499 4.32G 0.01334 0.01115 0.005835 80 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s] 49/499 4.32G 0.01334 0.01115 0.005835 80 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s] 49/499 4.32G 0.01334 0.01114 0.005819 65 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s] 49/499 4.32G 0.01334 0.01114 0.005819 65 640: 72%|#######2 | 121/168 [00:22<00:09, 5.22it/s] 49/499 4.32G 0.01333 0.01112 0.005864 60 640: 72%|#######2 | 121/168 [00:23<00:09, 5.22it/s] 49/499 4.32G 0.01333 0.01112 0.005864 60 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s] 49/499 4.32G 0.01331 0.0111 0.00584 59 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s] 49/499 4.32G 0.01331 0.0111 0.00584 59 640: 73%|#######3 | 123/168 [00:23<00:08, 5.39it/s] 49/499 4.32G 0.01331 0.01109 0.005836 57 640: 73%|#######3 | 123/168 [00:23<00:08, 5.39it/s] 49/499 4.32G 0.01331 0.01109 0.005836 57 640: 74%|#######3 | 124/168 [00:23<00:08, 5.25it/s] 49/499 4.32G 0.01332 0.0111 0.005823 65 640: 74%|#######3 | 124/168 [00:23<00:08, 5.25it/s] 49/499 4.32G 0.01332 0.0111 0.005823 65 640: 74%|#######4 | 125/168 [00:23<00:08, 5.33it/s] 49/499 4.32G 0.01334 0.01108 0.005821 54 640: 74%|#######4 | 125/168 [00:23<00:08, 5.33it/s] 49/499 4.32G 0.01334 0.01108 0.005821 54 640: 75%|#######5 | 126/168 [00:23<00:07, 5.40it/s] 49/499 4.32G 0.01334 0.01107 0.005842 64 640: 75%|#######5 | 126/168 [00:23<00:07, 5.40it/s] 49/499 4.32G 0.01334 0.01107 0.005842 64 640: 76%|#######5 | 127/168 [00:23<00:07, 5.25it/s] 49/499 4.32G 0.01332 0.01105 0.005824 64 640: 76%|#######5 | 127/168 [00:24<00:07, 5.25it/s] 49/499 4.32G 0.01332 0.01105 0.005824 64 640: 76%|#######6 | 128/168 [00:24<00:07, 5.33it/s] 49/499 4.32G 0.01331 0.01105 0.005817 79 640: 76%|#######6 | 128/168 [00:24<00:07, 5.33it/s] 49/499 4.32G 0.01331 0.01105 0.005817 79 640: 77%|#######6 | 129/168 [00:24<00:07, 5.39it/s] 49/499 4.32G 0.01332 0.01107 0.005807 68 640: 77%|#######6 | 129/168 [00:24<00:07, 5.39it/s] 49/499 4.32G 0.01332 0.01107 0.005807 68 640: 77%|#######7 | 130/168 [00:24<00:07, 5.24it/s] 49/499 4.32G 0.01331 0.01106 0.00581 73 640: 77%|#######7 | 130/168 [00:24<00:07, 5.24it/s] 49/499 4.32G 0.01331 0.01106 0.00581 73 640: 78%|#######7 | 131/168 [00:24<00:06, 5.34it/s] 49/499 4.32G 0.01331 0.01106 0.00582 73 640: 78%|#######7 | 131/168 [00:24<00:06, 5.34it/s] 49/499 4.32G 0.01331 0.01106 0.00582 73 640: 79%|#######8 | 132/168 [00:24<00:06, 5.40it/s] 49/499 4.32G 0.0133 0.01105 0.005851 67 640: 79%|#######8 | 132/168 [00:25<00:06, 5.40it/s] 49/499 4.32G 0.0133 0.01105 0.005851 67 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s] 49/499 4.32G 0.01331 0.01107 0.005851 63 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s] 49/499 4.32G 0.01331 0.01107 0.005851 63 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s] 49/499 4.32G 0.01331 0.01106 0.005839 58 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s] 49/499 4.32G 0.01331 0.01106 0.005839 58 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s] 49/499 4.32G 0.01331 0.01108 0.005831 67 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s] 49/499 4.32G 0.01331 0.01108 0.005831 67 640: 81%|######## | 136/168 [00:25<00:06, 5.24it/s] 49/499 4.32G 0.0133 0.01107 0.00583 60 640: 81%|######## | 136/168 [00:25<00:06, 5.24it/s] 49/499 4.32G 0.0133 0.01107 0.00583 60 640: 82%|########1 | 137/168 [00:25<00:05, 5.32it/s] 49/499 4.32G 0.0133 0.01107 0.005826 73 640: 82%|########1 | 137/168 [00:26<00:05, 5.32it/s] 49/499 4.32G 0.0133 0.01107 0.005826 73 640: 82%|########2 | 138/168 [00:26<00:05, 5.39it/s] 49/499 4.32G 0.01329 0.01107 0.005831 62 640: 82%|########2 | 138/168 [00:26<00:05, 5.39it/s] 49/499 4.32G 0.01329 0.01107 0.005831 62 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s] 49/499 4.32G 0.0133 0.01106 0.005818 73 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s] 49/499 4.32G 0.0133 0.01106 0.005818 73 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s] 49/499 4.32G 0.0133 0.01106 0.005806 74 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s] 49/499 4.32G 0.0133 0.01106 0.005806 74 640: 84%|########3 | 141/168 [00:26<00:05, 5.38it/s] 49/499 4.32G 0.0133 0.01106 0.005796 60 640: 84%|########3 | 141/168 [00:26<00:05, 5.38it/s] 49/499 4.32G 0.0133 0.01106 0.005796 60 640: 85%|########4 | 142/168 [00:26<00:05, 5.20it/s] 49/499 4.32G 0.0133 0.01107 0.005794 69 640: 85%|########4 | 142/168 [00:27<00:05, 5.20it/s] 49/499 4.32G 0.0133 0.01107 0.005794 69 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s] 49/499 4.32G 0.01332 0.01107 0.005784 65 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s] 49/499 4.32G 0.01332 0.01107 0.005784 65 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s] 49/499 4.32G 0.01332 0.01108 0.005765 69 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s] 49/499 4.32G 0.01332 0.01108 0.005765 69 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s] 49/499 4.32G 0.01332 0.01108 0.005764 73 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s] 49/499 4.32G 0.01332 0.01108 0.005764 73 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s] 49/499 4.32G 0.01333 0.01108 0.005765 70 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s] 49/499 4.32G 0.01333 0.01108 0.005765 70 640: 88%|########7 | 147/168 [00:27<00:03, 5.34it/s] 49/499 4.32G 0.01334 0.01109 0.005771 71 640: 88%|########7 | 147/168 [00:27<00:03, 5.34it/s] 49/499 4.32G 0.01334 0.01109 0.005771 71 640: 88%|########8 | 148/168 [00:27<00:03, 5.17it/s] 49/499 4.32G 0.01335 0.01112 0.005774 82 640: 88%|########8 | 148/168 [00:28<00:03, 5.17it/s] 49/499 4.32G 0.01335 0.01112 0.005774 82 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s] 49/499 4.32G 0.01335 0.01111 0.00577 65 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s] 49/499 4.32G 0.01335 0.01111 0.00577 65 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s] 49/499 4.32G 0.01335 0.0111 0.005786 58 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s] 49/499 4.32G 0.01335 0.0111 0.005786 58 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s] 49/499 4.32G 0.01335 0.01111 0.005782 71 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s] 49/499 4.32G 0.01335 0.01111 0.005782 71 640: 90%|######### | 152/168 [00:28<00:03, 5.28it/s] 49/499 4.32G 0.01334 0.01111 0.005783 64 640: 90%|######### | 152/168 [00:28<00:03, 5.28it/s] 49/499 4.32G 0.01334 0.01111 0.005783 64 640: 91%|#########1| 153/168 [00:28<00:02, 5.36it/s] 49/499 4.32G 0.01335 0.01112 0.005795 70 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s] 49/499 4.32G 0.01335 0.01112 0.005795 70 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s] 49/499 4.32G 0.01335 0.01112 0.005777 56 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s] 49/499 4.32G 0.01335 0.01112 0.005777 56 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s] 49/499 4.32G 0.01338 0.01111 0.005774 48 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s] 49/499 4.32G 0.01338 0.01111 0.005774 48 640: 93%|#########2| 156/168 [00:29<00:02, 5.30it/s] 49/499 4.32G 0.01337 0.01109 0.0058 61 640: 93%|#########2| 156/168 [00:29<00:02, 5.30it/s] 49/499 4.32G 0.01337 0.01109 0.0058 61 640: 93%|#########3| 157/168 [00:29<00:02, 5.19it/s] 49/499 4.32G 0.01337 0.01109 0.00581 65 640: 93%|#########3| 157/168 [00:29<00:02, 5.19it/s] 49/499 4.32G 0.01337 0.01109 0.00581 65 640: 94%|#########4| 158/168 [00:29<00:01, 5.28it/s] 49/499 4.32G 0.01337 0.0111 0.005796 74 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s] 49/499 4.32G 0.01337 0.0111 0.005796 74 640: 95%|#########4| 159/168 [00:30<00:01, 5.36it/s] 49/499 4.32G 0.01337 0.01109 0.005794 51 640: 95%|#########4| 159/168 [00:30<00:01, 5.36it/s] 49/499 4.32G 0.01337 0.01109 0.005794 51 640: 95%|#########5| 160/168 [00:30<00:01, 5.23it/s] 49/499 4.32G 0.01336 0.0111 0.005778 73 640: 95%|#########5| 160/168 [00:30<00:01, 5.23it/s] 49/499 4.32G 0.01336 0.0111 0.005778 73 640: 96%|#########5| 161/168 [00:30<00:01, 5.33it/s] 49/499 4.32G 0.01336 0.01109 0.00577 64 640: 96%|#########5| 161/168 [00:30<00:01, 5.33it/s] 49/499 4.32G 0.01336 0.01109 0.00577 64 640: 96%|#########6| 162/168 [00:30<00:01, 5.39it/s] 49/499 4.32G 0.01336 0.0111 0.005762 79 640: 96%|#########6| 162/168 [00:30<00:01, 5.39it/s] 49/499 4.32G 0.01336 0.0111 0.005762 79 640: 97%|#########7| 163/168 [00:30<00:00, 5.25it/s] 49/499 4.32G 0.01335 0.0111 0.005751 59 640: 97%|#########7| 163/168 [00:30<00:00, 5.25it/s] 49/499 4.32G 0.01335 0.0111 0.005751 59 640: 98%|#########7| 164/168 [00:30<00:00, 5.35it/s] 49/499 4.32G 0.01335 0.01109 0.00574 63 640: 98%|#########7| 164/168 [00:31<00:00, 5.35it/s] 49/499 4.32G 0.01335 0.01109 0.00574 63 640: 98%|#########8| 165/168 [00:31<00:00, 5.31it/s] 49/499 4.32G 0.01336 0.0111 0.005731 73 640: 98%|#########8| 165/168 [00:31<00:00, 5.31it/s] 49/499 4.32G 0.01336 0.0111 0.005731 73 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s] 49/499 4.32G 0.01336 0.01109 0.005714 57 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s] 49/499 4.32G 0.01336 0.01109 0.005714 57 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s] 49/499 4.32G 0.01335 0.01112 0.005714 42 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s] 49/499 4.32G 0.01335 0.01112 0.005714 42 640: 100%|##########| 168/168 [00:31<00:00, 5.50it/s] 49/499 4.32G 0.01335 0.01112 0.005714 42 640: 100%|##########| 168/168 [00:31<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.00it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.99it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.98it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.56it/s] all 132 263 0.802 0.789 0.827 0.689 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 50/499 4.32G 0.01256 0.01218 0.009036 66 640: 0%| | 0/168 [00:00<?, ?it/s] 50/499 4.32G 0.01256 0.01218 0.009036 66 640: 1%| | 1/168 [00:00<00:33, 5.00it/s] 50/499 4.32G 0.0125 0.01212 0.007304 79 640: 1%| | 1/168 [00:00<00:33, 5.00it/s] 50/499 4.32G 0.0125 0.01212 0.007304 79 640: 1%|1 | 2/168 [00:00<00:31, 5.35it/s] 50/499 4.32G 0.01317 0.01271 0.006477 86 640: 1%|1 | 2/168 [00:00<00:31, 5.35it/s] 50/499 4.32G 0.01317 0.01271 0.006477 86 640: 2%|1 | 3/168 [00:00<00:30, 5.43it/s] 50/499 4.32G 0.01323 0.0126 0.005582 78 640: 2%|1 | 3/168 [00:00<00:30, 5.43it/s] 50/499 4.32G 0.01323 0.0126 0.005582 78 640: 2%|2 | 4/168 [00:00<00:33, 4.96it/s] 50/499 4.32G 0.01328 0.01227 0.005764 68 640: 2%|2 | 4/168 [00:00<00:33, 4.96it/s] 50/499 4.32G 0.01328 0.01227 0.005764 68 640: 3%|2 | 5/168 [00:00<00:31, 5.18it/s] 50/499 4.32G 0.01334 0.01187 0.005616 68 640: 3%|2 | 5/168 [00:01<00:31, 5.18it/s] 50/499 4.32G 0.01334 0.01187 0.005616 68 640: 4%|3 | 6/168 [00:01<00:30, 5.30it/s] 50/499 4.32G 0.01328 0.01199 0.005327 80 640: 4%|3 | 6/168 [00:01<00:30, 5.30it/s] 50/499 4.32G 0.01328 0.01199 0.005327 80 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s] 50/499 4.32G 0.01321 0.01184 0.005167 64 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s] 50/499 4.32G 0.01321 0.01184 0.005167 64 640: 5%|4 | 8/168 [00:01<00:30, 5.28it/s] 50/499 4.32G 0.01322 0.01154 0.005547 56 640: 5%|4 | 8/168 [00:01<00:30, 5.28it/s] 50/499 4.32G 0.01322 0.01154 0.005547 56 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s] 50/499 4.32G 0.0133 0.01174 0.005722 77 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s] 50/499 4.32G 0.0133 0.01174 0.005722 77 640: 6%|5 | 10/168 [00:01<00:30, 5.22it/s] 50/499 4.32G 0.0133 0.01171 0.005783 72 640: 6%|5 | 10/168 [00:02<00:30, 5.22it/s] 50/499 4.32G 0.0133 0.01171 0.005783 72 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s] 50/499 4.32G 0.01332 0.0116 0.005929 68 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s] 50/499 4.32G 0.01332 0.0116 0.005929 68 640: 7%|7 | 12/168 [00:02<00:29, 5.38it/s] 50/499 4.32G 0.01347 0.01153 0.005768 67 640: 7%|7 | 12/168 [00:02<00:29, 5.38it/s] 50/499 4.32G 0.01347 0.01153 0.005768 67 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s] 50/499 4.32G 0.01349 0.01169 0.005648 75 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s] 50/499 4.32G 0.01349 0.01169 0.005648 75 640: 8%|8 | 14/168 [00:02<00:28, 5.31it/s] 50/499 4.32G 0.01349 0.01172 0.005611 73 640: 8%|8 | 14/168 [00:02<00:28, 5.31it/s] 50/499 4.32G 0.01349 0.01172 0.005611 73 640: 9%|8 | 15/168 [00:02<00:28, 5.38it/s] 50/499 4.32G 0.01342 0.01175 0.005524 78 640: 9%|8 | 15/168 [00:03<00:28, 5.38it/s] 50/499 4.32G 0.01342 0.01175 0.005524 78 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s] 50/499 4.32G 0.01346 0.01178 0.005524 67 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s] 50/499 4.32G 0.01346 0.01178 0.005524 67 640: 10%|# | 17/168 [00:03<00:28, 5.30it/s] 50/499 4.32G 0.01339 0.01171 0.005463 66 640: 10%|# | 17/168 [00:03<00:28, 5.30it/s] 50/499 4.32G 0.01339 0.01171 0.005463 66 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s] 50/499 4.32G 0.01329 0.01158 0.005397 61 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s] 50/499 4.32G 0.01329 0.01158 0.005397 61 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s] 50/499 4.32G 0.01335 0.01159 0.005592 76 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s] 50/499 4.32G 0.01335 0.01159 0.005592 76 640: 12%|#1 | 20/168 [00:03<00:27, 5.29it/s] 50/499 4.32G 0.01349 0.01156 0.005555 61 640: 12%|#1 | 20/168 [00:03<00:27, 5.29it/s] 50/499 4.32G 0.01349 0.01156 0.005555 61 640: 12%|#2 | 21/168 [00:03<00:27, 5.38it/s] 50/499 4.32G 0.01354 0.01156 0.005738 74 640: 12%|#2 | 21/168 [00:04<00:27, 5.38it/s] 50/499 4.32G 0.01354 0.01156 0.005738 74 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s] 50/499 4.32G 0.01357 0.01155 0.005793 73 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s] 50/499 4.32G 0.01357 0.01155 0.005793 73 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s] 50/499 4.32G 0.01353 0.01157 0.005731 77 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s] 50/499 4.32G 0.01353 0.01157 0.005731 77 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s] 50/499 4.32G 0.01358 0.0116 0.005617 68 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s] 50/499 4.32G 0.01358 0.0116 0.005617 68 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s] 50/499 4.32G 0.01357 0.01154 0.005528 63 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s] 50/499 4.32G 0.01357 0.01154 0.005528 63 640: 15%|#5 | 26/168 [00:04<00:26, 5.29it/s] 50/499 4.32G 0.01361 0.0115 0.005471 61 640: 15%|#5 | 26/168 [00:05<00:26, 5.29it/s] 50/499 4.32G 0.01361 0.0115 0.005471 61 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s] 50/499 4.32G 0.01358 0.01142 0.005653 61 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s] 50/499 4.32G 0.01358 0.01142 0.005653 61 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s] 50/499 4.32G 0.01355 0.01141 0.00576 64 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s] 50/499 4.32G 0.01355 0.01141 0.00576 64 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s] 50/499 4.32G 0.01354 0.01147 0.005786 74 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s] 50/499 4.32G 0.01354 0.01147 0.005786 74 640: 18%|#7 | 30/168 [00:05<00:25, 5.33it/s] 50/499 4.32G 0.01357 0.01154 0.005909 76 640: 18%|#7 | 30/168 [00:05<00:25, 5.33it/s] 50/499 4.32G 0.01357 0.01154 0.005909 76 640: 18%|#8 | 31/168 [00:05<00:26, 5.19it/s] 50/499 4.32G 0.01358 0.01153 0.005822 61 640: 18%|#8 | 31/168 [00:06<00:26, 5.19it/s] 50/499 4.32G 0.01358 0.01153 0.005822 61 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s] 50/499 4.32G 0.01359 0.01154 0.005833 81 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s] 50/499 4.32G 0.01359 0.01154 0.005833 81 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s] 50/499 4.32G 0.01358 0.01157 0.00582 87 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s] 50/499 4.32G 0.01358 0.01157 0.00582 87 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s] 50/499 4.32G 0.01358 0.01159 0.005824 61 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s] 50/499 4.32G 0.01358 0.01159 0.005824 61 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s] 50/499 4.32G 0.01353 0.01151 0.005797 64 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s] 50/499 4.32G 0.01353 0.01151 0.005797 64 640: 21%|##1 | 36/168 [00:06<00:24, 5.30it/s] 50/499 4.32G 0.01356 0.01153 0.005735 76 640: 21%|##1 | 36/168 [00:07<00:24, 5.30it/s] 50/499 4.32G 0.01356 0.01153 0.005735 76 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s] 50/499 4.32G 0.01355 0.01156 0.005723 86 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s] 50/499 4.32G 0.01355 0.01156 0.005723 86 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s] 50/499 4.32G 0.01353 0.0115 0.005715 60 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s] 50/499 4.32G 0.01353 0.0115 0.005715 60 640: 23%|##3 | 39/168 [00:07<00:24, 5.30it/s] 50/499 4.32G 0.01356 0.01146 0.00567 50 640: 23%|##3 | 39/168 [00:07<00:24, 5.30it/s] 50/499 4.32G 0.01356 0.01146 0.00567 50 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s] 50/499 4.32G 0.01365 0.01152 0.005648 74 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s] 50/499 4.32G 0.01365 0.01152 0.005648 74 640: 24%|##4 | 41/168 [00:07<00:24, 5.26it/s] 50/499 4.32G 0.01369 0.01153 0.005577 63 640: 24%|##4 | 41/168 [00:07<00:24, 5.26it/s] 50/499 4.32G 0.01369 0.01153 0.005577 63 640: 25%|##5 | 42/168 [00:07<00:23, 5.33it/s] 50/499 4.32G 0.01366 0.01149 0.005514 58 640: 25%|##5 | 42/168 [00:08<00:23, 5.33it/s] 50/499 4.32G 0.01366 0.01149 0.005514 58 640: 26%|##5 | 43/168 [00:08<00:24, 5.21it/s] 50/499 4.32G 0.01363 0.01149 0.00545 69 640: 26%|##5 | 43/168 [00:08<00:24, 5.21it/s] 50/499 4.32G 0.01363 0.01149 0.00545 69 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s] 50/499 4.32G 0.0136 0.01143 0.005372 62 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s] 50/499 4.32G 0.0136 0.01143 0.005372 62 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s] 50/499 4.32G 0.01359 0.01143 0.005351 69 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s] 50/499 4.32G 0.01359 0.01143 0.005351 69 640: 27%|##7 | 46/168 [00:08<00:23, 5.16it/s] 50/499 4.32G 0.01358 0.01141 0.005422 69 640: 27%|##7 | 46/168 [00:08<00:23, 5.16it/s] 50/499 4.32G 0.01358 0.01141 0.005422 69 640: 28%|##7 | 47/168 [00:08<00:22, 5.28it/s] 50/499 4.32G 0.01355 0.0114 0.005361 70 640: 28%|##7 | 47/168 [00:09<00:22, 5.28it/s] 50/499 4.32G 0.01355 0.0114 0.005361 70 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s] 50/499 4.32G 0.01353 0.01139 0.005465 69 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s] 50/499 4.32G 0.01353 0.01139 0.005465 69 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s] 50/499 4.32G 0.01355 0.0114 0.005485 74 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s] 50/499 4.32G 0.01355 0.0114 0.005485 74 640: 30%|##9 | 50/168 [00:09<00:22, 5.26it/s] 50/499 4.32G 0.01356 0.0114 0.005437 63 640: 30%|##9 | 50/168 [00:09<00:22, 5.26it/s] 50/499 4.32G 0.01356 0.0114 0.005437 63 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s] 50/499 4.32G 0.01357 0.01143 0.005488 80 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s] 50/499 4.32G 0.01357 0.01143 0.005488 80 640: 31%|### | 52/168 [00:09<00:22, 5.20it/s] 50/499 4.32G 0.01357 0.01143 0.005569 64 640: 31%|### | 52/168 [00:10<00:22, 5.20it/s] 50/499 4.32G 0.01357 0.01143 0.005569 64 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s] 50/499 4.32G 0.01355 0.0114 0.005556 64 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s] 50/499 4.32G 0.01355 0.0114 0.005556 64 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s] 50/499 4.32G 0.01354 0.0114 0.005528 70 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s] 50/499 4.32G 0.01354 0.0114 0.005528 70 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s] 50/499 4.32G 0.01351 0.01135 0.005492 56 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s] 50/499 4.32G 0.01351 0.01135 0.005492 56 640: 33%|###3 | 56/168 [00:10<00:21, 5.26it/s] 50/499 4.32G 0.01349 0.01132 0.005452 63 640: 33%|###3 | 56/168 [00:10<00:21, 5.26it/s] 50/499 4.32G 0.01349 0.01132 0.005452 63 640: 34%|###3 | 57/168 [00:10<00:20, 5.33it/s] 50/499 4.32G 0.01353 0.01137 0.005461 72 640: 34%|###3 | 57/168 [00:11<00:20, 5.33it/s] 50/499 4.32G 0.01353 0.01137 0.005461 72 640: 35%|###4 | 58/168 [00:11<00:21, 5.08it/s] 50/499 4.32G 0.01354 0.01137 0.005446 62 640: 35%|###4 | 58/168 [00:11<00:21, 5.08it/s] 50/499 4.32G 0.01354 0.01137 0.005446 62 640: 35%|###5 | 59/168 [00:11<00:20, 5.19it/s] 50/499 4.32G 0.01356 0.0114 0.005454 75 640: 35%|###5 | 59/168 [00:11<00:20, 5.19it/s] 50/499 4.32G 0.01356 0.0114 0.005454 75 640: 36%|###5 | 60/168 [00:11<00:20, 5.26it/s] 50/499 4.32G 0.01355 0.01135 0.005466 46 640: 36%|###5 | 60/168 [00:11<00:20, 5.26it/s] 50/499 4.32G 0.01355 0.01135 0.005466 46 640: 36%|###6 | 61/168 [00:11<00:20, 5.13it/s] 50/499 4.32G 0.01354 0.01131 0.005477 64 640: 36%|###6 | 61/168 [00:11<00:20, 5.13it/s] 50/499 4.32G 0.01354 0.01131 0.005477 64 640: 37%|###6 | 62/168 [00:11<00:20, 5.22it/s] 50/499 4.32G 0.01352 0.0113 0.005559 64 640: 37%|###6 | 62/168 [00:11<00:20, 5.22it/s] 50/499 4.32G 0.01352 0.0113 0.005559 64 640: 38%|###7 | 63/168 [00:11<00:19, 5.33it/s] 50/499 4.32G 0.01349 0.01128 0.005548 65 640: 38%|###7 | 63/168 [00:12<00:19, 5.33it/s] 50/499 4.32G 0.01349 0.01128 0.005548 65 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s] 50/499 4.32G 0.01352 0.01127 0.005544 65 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s] 50/499 4.32G 0.01352 0.01127 0.005544 65 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s] 50/499 4.32G 0.0135 0.01124 0.005521 62 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s] 50/499 4.32G 0.0135 0.01124 0.005521 62 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s] 50/499 4.32G 0.01349 0.01122 0.005521 65 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s] 50/499 4.32G 0.01349 0.01122 0.005521 65 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s] 50/499 4.32G 0.01348 0.01122 0.005535 68 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s] 50/499 4.32G 0.01348 0.01122 0.005535 68 640: 40%|#### | 68/168 [00:12<00:19, 5.26it/s] 50/499 4.32G 0.0135 0.01121 0.005539 64 640: 40%|#### | 68/168 [00:13<00:19, 5.26it/s] 50/499 4.32G 0.0135 0.01121 0.005539 64 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s] 50/499 4.32G 0.01348 0.01116 0.005531 61 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s] 50/499 4.32G 0.01348 0.01116 0.005531 61 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s] 50/499 4.32G 0.01349 0.01113 0.00555 53 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s] 50/499 4.32G 0.01349 0.01113 0.00555 53 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s] 50/499 4.32G 0.01346 0.01111 0.005584 66 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s] 50/499 4.32G 0.01346 0.01111 0.005584 66 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s] 50/499 4.32G 0.01345 0.01109 0.00556 67 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s] 50/499 4.32G 0.01345 0.01109 0.00556 67 640: 43%|####3 | 73/168 [00:13<00:18, 5.20it/s] 50/499 4.32G 0.01344 0.01107 0.005515 64 640: 43%|####3 | 73/168 [00:14<00:18, 5.20it/s] 50/499 4.32G 0.01344 0.01107 0.005515 64 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s] 50/499 4.32G 0.01345 0.01107 0.00549 56 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s] 50/499 4.32G 0.01345 0.01107 0.00549 56 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 50/499 4.32G 0.01345 0.01106 0.005478 72 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 50/499 4.32G 0.01345 0.01106 0.005478 72 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s] 50/499 4.32G 0.01343 0.01106 0.005437 66 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s] 50/499 4.32G 0.01343 0.01106 0.005437 66 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s] 50/499 4.32G 0.01343 0.01108 0.005383 75 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s] 50/499 4.32G 0.01343 0.01108 0.005383 75 640: 46%|####6 | 78/168 [00:14<00:16, 5.35it/s] 50/499 4.32G 0.01344 0.01106 0.005345 64 640: 46%|####6 | 78/168 [00:15<00:16, 5.35it/s] 50/499 4.32G 0.01344 0.01106 0.005345 64 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s] 50/499 4.32G 0.01343 0.01108 0.005333 77 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s] 50/499 4.32G 0.01343 0.01108 0.005333 77 640: 48%|####7 | 80/168 [00:15<00:16, 5.25it/s] 50/499 4.32G 0.01342 0.01107 0.005349 68 640: 48%|####7 | 80/168 [00:15<00:16, 5.25it/s] 50/499 4.32G 0.01342 0.01107 0.005349 68 640: 48%|####8 | 81/168 [00:15<00:16, 5.32it/s] 50/499 4.32G 0.0134 0.01108 0.00535 78 640: 48%|####8 | 81/168 [00:15<00:16, 5.32it/s] 50/499 4.32G 0.0134 0.01108 0.00535 78 640: 49%|####8 | 82/168 [00:15<00:16, 5.17it/s] 50/499 4.32G 0.01339 0.01108 0.005352 51 640: 49%|####8 | 82/168 [00:15<00:16, 5.17it/s] 50/499 4.32G 0.01339 0.01108 0.005352 51 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s] 50/499 4.32G 0.01337 0.01108 0.005384 76 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s] 50/499 4.32G 0.01337 0.01108 0.005384 76 640: 50%|##### | 84/168 [00:15<00:15, 5.35it/s] 50/499 4.32G 0.01336 0.01108 0.005355 68 640: 50%|##### | 84/168 [00:16<00:15, 5.35it/s] 50/499 4.32G 0.01336 0.01108 0.005355 68 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s] 50/499 4.32G 0.01337 0.01109 0.005329 66 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s] 50/499 4.32G 0.01337 0.01109 0.005329 66 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s] 50/499 4.32G 0.01337 0.01109 0.005354 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s] 50/499 4.32G 0.01337 0.01109 0.005354 67 640: 52%|#####1 | 87/168 [00:16<00:15, 5.28it/s] 50/499 4.32G 0.01339 0.01109 0.005376 81 640: 52%|#####1 | 87/168 [00:16<00:15, 5.28it/s] 50/499 4.32G 0.01339 0.01109 0.005376 81 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 50/499 4.32G 0.01339 0.01109 0.005381 60 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 50/499 4.32G 0.01339 0.01109 0.005381 60 640: 53%|#####2 | 89/168 [00:16<00:15, 5.22it/s] 50/499 4.32G 0.01338 0.01108 0.005355 57 640: 53%|#####2 | 89/168 [00:17<00:15, 5.22it/s] 50/499 4.32G 0.01338 0.01108 0.005355 57 640: 54%|#####3 | 90/168 [00:17<00:14, 5.31it/s] 50/499 4.32G 0.01337 0.01107 0.005346 73 640: 54%|#####3 | 90/168 [00:17<00:14, 5.31it/s] 50/499 4.32G 0.01337 0.01107 0.005346 73 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s] 50/499 4.32G 0.01337 0.01108 0.005315 64 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s] 50/499 4.32G 0.01337 0.01108 0.005315 64 640: 55%|#####4 | 92/168 [00:17<00:14, 5.23it/s] 50/499 4.32G 0.01336 0.01106 0.00535 57 640: 55%|#####4 | 92/168 [00:17<00:14, 5.23it/s] 50/499 4.32G 0.01336 0.01106 0.00535 57 640: 55%|#####5 | 93/168 [00:17<00:14, 5.30it/s] 50/499 4.32G 0.01333 0.01104 0.005337 66 640: 55%|#####5 | 93/168 [00:17<00:14, 5.30it/s] 50/499 4.32G 0.01333 0.01104 0.005337 66 640: 56%|#####5 | 94/168 [00:17<00:14, 5.16it/s] 50/499 4.32G 0.01333 0.01102 0.005339 57 640: 56%|#####5 | 94/168 [00:18<00:14, 5.16it/s] 50/499 4.32G 0.01333 0.01102 0.005339 57 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s] 50/499 4.32G 0.01333 0.01105 0.005347 89 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s] 50/499 4.32G 0.01333 0.01105 0.005347 89 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s] 50/499 4.32G 0.01334 0.01107 0.005375 82 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s] 50/499 4.32G 0.01334 0.01107 0.005375 82 640: 58%|#####7 | 97/168 [00:18<00:13, 5.14it/s] 50/499 4.32G 0.01335 0.01108 0.005413 73 640: 58%|#####7 | 97/168 [00:18<00:13, 5.14it/s] 50/499 4.32G 0.01335 0.01108 0.005413 73 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s] 50/499 4.32G 0.01335 0.01109 0.005442 71 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s] 50/499 4.32G 0.01335 0.01109 0.005442 71 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s] 50/499 4.32G 0.01338 0.01109 0.005413 64 640: 59%|#####8 | 99/168 [00:19<00:12, 5.35it/s] 50/499 4.32G 0.01338 0.01109 0.005413 64 640: 60%|#####9 | 100/168 [00:19<00:13, 5.22it/s] 50/499 4.32G 0.01338 0.01109 0.005457 67 640: 60%|#####9 | 100/168 [00:19<00:13, 5.22it/s] 50/499 4.32G 0.01338 0.01109 0.005457 67 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s] 50/499 4.32G 0.01337 0.01108 0.005443 70 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s] 50/499 4.32G 0.01337 0.01108 0.005443 70 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s] 50/499 4.32G 0.01336 0.01109 0.005458 65 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s] 50/499 4.32G 0.01336 0.01109 0.005458 65 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s] 50/499 4.32G 0.01334 0.01111 0.005448 77 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s] 50/499 4.32G 0.01334 0.01111 0.005448 77 640: 62%|######1 | 104/168 [00:19<00:12, 5.30it/s] 50/499 4.32G 0.01335 0.01111 0.005463 61 640: 62%|######1 | 104/168 [00:19<00:12, 5.30it/s] 50/499 4.32G 0.01335 0.01111 0.005463 61 640: 62%|######2 | 105/168 [00:19<00:11, 5.35it/s] 50/499 4.32G 0.01337 0.01112 0.005463 71 640: 62%|######2 | 105/168 [00:20<00:11, 5.35it/s] 50/499 4.32G 0.01337 0.01112 0.005463 71 640: 63%|######3 | 106/168 [00:20<00:12, 5.15it/s] 50/499 4.32G 0.01337 0.01113 0.005436 70 640: 63%|######3 | 106/168 [00:20<00:12, 5.15it/s] 50/499 4.32G 0.01337 0.01113 0.005436 70 640: 64%|######3 | 107/168 [00:20<00:11, 5.21it/s] 50/499 4.32G 0.01338 0.01114 0.005419 69 640: 64%|######3 | 107/168 [00:20<00:11, 5.21it/s] 50/499 4.32G 0.01338 0.01114 0.005419 69 640: 64%|######4 | 108/168 [00:20<00:11, 5.25it/s] 50/499 4.32G 0.01339 0.01116 0.005435 79 640: 64%|######4 | 108/168 [00:20<00:11, 5.25it/s] 50/499 4.32G 0.01339 0.01116 0.005435 79 640: 65%|######4 | 109/168 [00:20<00:11, 5.16it/s] 50/499 4.32G 0.01338 0.01114 0.005425 64 640: 65%|######4 | 109/168 [00:20<00:11, 5.16it/s] 50/499 4.32G 0.01338 0.01114 0.005425 64 640: 65%|######5 | 110/168 [00:20<00:11, 5.22it/s] 50/499 4.32G 0.01336 0.01113 0.005446 62 640: 65%|######5 | 110/168 [00:21<00:11, 5.22it/s] 50/499 4.32G 0.01336 0.01113 0.005446 62 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s] 50/499 4.32G 0.01337 0.01113 0.005446 75 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s] 50/499 4.32G 0.01337 0.01113 0.005446 75 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s] 50/499 4.32G 0.01335 0.01112 0.005427 68 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s] 50/499 4.32G 0.01335 0.01112 0.005427 68 640: 67%|######7 | 113/168 [00:21<00:10, 5.27it/s] 50/499 4.32G 0.01335 0.01112 0.005418 63 640: 67%|######7 | 113/168 [00:21<00:10, 5.27it/s] 50/499 4.32G 0.01335 0.01112 0.005418 63 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s] 50/499 4.32G 0.01336 0.01112 0.00542 75 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s] 50/499 4.32G 0.01336 0.01112 0.00542 75 640: 68%|######8 | 115/168 [00:21<00:10, 5.20it/s] 50/499 4.32G 0.01336 0.01112 0.005392 61 640: 68%|######8 | 115/168 [00:22<00:10, 5.20it/s] 50/499 4.32G 0.01336 0.01112 0.005392 61 640: 69%|######9 | 116/168 [00:22<00:09, 5.29it/s] 50/499 4.32G 0.01336 0.01114 0.00538 67 640: 69%|######9 | 116/168 [00:22<00:09, 5.29it/s] 50/499 4.32G 0.01336 0.01114 0.00538 67 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s] 50/499 4.32G 0.01337 0.01113 0.005384 70 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s] 50/499 4.32G 0.01337 0.01113 0.005384 70 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s] 50/499 4.32G 0.01337 0.01113 0.00536 74 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s] 50/499 4.32G 0.01337 0.01113 0.00536 74 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s] 50/499 4.32G 0.01336 0.01113 0.005365 69 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s] 50/499 4.32G 0.01336 0.01113 0.005365 69 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s] 50/499 4.32G 0.01335 0.01111 0.005376 61 640: 71%|#######1 | 120/168 [00:23<00:08, 5.36it/s] 50/499 4.32G 0.01335 0.01111 0.005376 61 640: 72%|#######2 | 121/168 [00:23<00:09, 5.22it/s] 50/499 4.32G 0.01336 0.01111 0.005366 55 640: 72%|#######2 | 121/168 [00:23<00:09, 5.22it/s] 50/499 4.32G 0.01336 0.01111 0.005366 55 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s] 50/499 4.32G 0.01335 0.01111 0.005354 72 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s] 50/499 4.32G 0.01335 0.01111 0.005354 72 640: 73%|#######3 | 123/168 [00:23<00:08, 5.38it/s] 50/499 4.32G 0.01336 0.01112 0.005336 70 640: 73%|#######3 | 123/168 [00:23<00:08, 5.38it/s] 50/499 4.32G 0.01336 0.01112 0.005336 70 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s] 50/499 4.32G 0.01337 0.01115 0.005353 79 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s] 50/499 4.32G 0.01337 0.01115 0.005353 79 640: 74%|#######4 | 125/168 [00:23<00:08, 5.27it/s] 50/499 4.32G 0.01336 0.01113 0.005358 66 640: 74%|#######4 | 125/168 [00:23<00:08, 5.27it/s] 50/499 4.32G 0.01336 0.01113 0.005358 66 640: 75%|#######5 | 126/168 [00:23<00:07, 5.36it/s] 50/499 4.32G 0.01335 0.01113 0.005329 72 640: 75%|#######5 | 126/168 [00:24<00:07, 5.36it/s] 50/499 4.32G 0.01335 0.01113 0.005329 72 640: 76%|#######5 | 127/168 [00:24<00:07, 5.24it/s] 50/499 4.32G 0.01334 0.01113 0.005326 61 640: 76%|#######5 | 127/168 [00:24<00:07, 5.24it/s] 50/499 4.32G 0.01334 0.01113 0.005326 61 640: 76%|#######6 | 128/168 [00:24<00:07, 5.35it/s] 50/499 4.32G 0.01334 0.01113 0.005331 75 640: 76%|#######6 | 128/168 [00:24<00:07, 5.35it/s] 50/499 4.32G 0.01334 0.01113 0.005331 75 640: 77%|#######6 | 129/168 [00:24<00:07, 5.36it/s] 50/499 4.32G 0.01333 0.01114 0.005358 64 640: 77%|#######6 | 129/168 [00:24<00:07, 5.36it/s] 50/499 4.32G 0.01333 0.01114 0.005358 64 640: 77%|#######7 | 130/168 [00:24<00:07, 5.25it/s] 50/499 4.32G 0.01335 0.01113 0.005375 64 640: 77%|#######7 | 130/168 [00:24<00:07, 5.25it/s] 50/499 4.32G 0.01335 0.01113 0.005375 64 640: 78%|#######7 | 131/168 [00:24<00:06, 5.30it/s] 50/499 4.32G 0.01335 0.01114 0.005347 75 640: 78%|#######7 | 131/168 [00:25<00:06, 5.30it/s] 50/499 4.32G 0.01335 0.01114 0.005347 75 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s] 50/499 4.32G 0.01334 0.01115 0.005358 84 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s] 50/499 4.32G 0.01334 0.01115 0.005358 84 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s] 50/499 4.32G 0.01334 0.01115 0.005379 73 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s] 50/499 4.32G 0.01334 0.01115 0.005379 73 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s] 50/499 4.32G 0.01332 0.01115 0.005376 60 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s] 50/499 4.32G 0.01332 0.01115 0.005376 60 640: 80%|######## | 135/168 [00:25<00:06, 5.35it/s] 50/499 4.32G 0.01333 0.01117 0.005366 84 640: 80%|######## | 135/168 [00:25<00:06, 5.35it/s] 50/499 4.32G 0.01333 0.01117 0.005366 84 640: 81%|######## | 136/168 [00:25<00:06, 5.22it/s] 50/499 4.32G 0.01334 0.01118 0.005354 70 640: 81%|######## | 136/168 [00:26<00:06, 5.22it/s] 50/499 4.32G 0.01334 0.01118 0.005354 70 640: 82%|########1 | 137/168 [00:26<00:05, 5.31it/s] 50/499 4.32G 0.01333 0.01118 0.005351 76 640: 82%|########1 | 137/168 [00:26<00:05, 5.31it/s] 50/499 4.32G 0.01333 0.01118 0.005351 76 640: 82%|########2 | 138/168 [00:26<00:05, 5.38it/s] 50/499 4.32G 0.01334 0.01119 0.005363 66 640: 82%|########2 | 138/168 [00:26<00:05, 5.38it/s] 50/499 4.32G 0.01334 0.01119 0.005363 66 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s] 50/499 4.32G 0.01333 0.01118 0.005396 79 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s] 50/499 4.32G 0.01333 0.01118 0.005396 79 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s] 50/499 4.32G 0.01334 0.0112 0.005373 70 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s] 50/499 4.32G 0.01334 0.0112 0.005373 70 640: 84%|########3 | 141/168 [00:26<00:05, 5.34it/s] 50/499 4.32G 0.01335 0.01118 0.005366 54 640: 84%|########3 | 141/168 [00:26<00:05, 5.34it/s] 50/499 4.32G 0.01335 0.01118 0.005366 54 640: 85%|########4 | 142/168 [00:26<00:04, 5.22it/s] 50/499 4.32G 0.01335 0.01117 0.005368 66 640: 85%|########4 | 142/168 [00:27<00:04, 5.22it/s] 50/499 4.32G 0.01335 0.01117 0.005368 66 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s] 50/499 4.32G 0.01336 0.01118 0.005377 80 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s] 50/499 4.32G 0.01336 0.01118 0.005377 80 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s] 50/499 4.32G 0.01335 0.01117 0.005373 51 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s] 50/499 4.32G 0.01335 0.01117 0.005373 51 640: 86%|########6 | 145/168 [00:27<00:04, 5.24it/s] 50/499 4.32G 0.01335 0.01117 0.005388 70 640: 86%|########6 | 145/168 [00:27<00:04, 5.24it/s] 50/499 4.32G 0.01335 0.01117 0.005388 70 640: 87%|########6 | 146/168 [00:27<00:04, 5.34it/s] 50/499 4.32G 0.01335 0.01121 0.005379 94 640: 87%|########6 | 146/168 [00:27<00:04, 5.34it/s] 50/499 4.32G 0.01335 0.01121 0.005379 94 640: 88%|########7 | 147/168 [00:27<00:03, 5.38it/s] 50/499 4.32G 0.01335 0.01122 0.005407 74 640: 88%|########7 | 147/168 [00:28<00:03, 5.38it/s] 50/499 4.32G 0.01335 0.01122 0.005407 74 640: 88%|########8 | 148/168 [00:28<00:03, 5.22it/s] 50/499 4.32G 0.01334 0.01122 0.005406 69 640: 88%|########8 | 148/168 [00:28<00:03, 5.22it/s] 50/499 4.32G 0.01334 0.01122 0.005406 69 640: 89%|########8 | 149/168 [00:28<00:03, 5.32it/s] 50/499 4.32G 0.01334 0.01123 0.005439 72 640: 89%|########8 | 149/168 [00:28<00:03, 5.32it/s] 50/499 4.32G 0.01334 0.01123 0.005439 72 640: 89%|########9 | 150/168 [00:28<00:03, 5.38it/s] 50/499 4.32G 0.01335 0.01124 0.005423 74 640: 89%|########9 | 150/168 [00:28<00:03, 5.38it/s] 50/499 4.32G 0.01335 0.01124 0.005423 74 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s] 50/499 4.32G 0.01334 0.01124 0.005406 67 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s] 50/499 4.32G 0.01334 0.01124 0.005406 67 640: 90%|######### | 152/168 [00:28<00:03, 5.28it/s] 50/499 4.32G 0.01335 0.01123 0.005393 60 640: 90%|######### | 152/168 [00:29<00:03, 5.28it/s] 50/499 4.32G 0.01335 0.01123 0.005393 60 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s] 50/499 4.32G 0.01336 0.01124 0.005387 82 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s] 50/499 4.32G 0.01336 0.01124 0.005387 82 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s] 50/499 4.32G 0.01338 0.01123 0.005401 62 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s] 50/499 4.32G 0.01338 0.01123 0.005401 62 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s] 50/499 4.32G 0.01339 0.01123 0.005404 68 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s] 50/499 4.32G 0.01339 0.01123 0.005404 68 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s] 50/499 4.32G 0.0134 0.01124 0.005399 71 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s] 50/499 4.32G 0.0134 0.01124 0.005399 71 640: 93%|#########3| 157/168 [00:29<00:02, 5.20it/s] 50/499 4.32G 0.01339 0.01123 0.00538 61 640: 93%|#########3| 157/168 [00:29<00:02, 5.20it/s] 50/499 4.32G 0.01339 0.01123 0.00538 61 640: 94%|#########4| 158/168 [00:29<00:01, 5.29it/s] 50/499 4.32G 0.01339 0.01122 0.005388 65 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s] 50/499 4.32G 0.01339 0.01122 0.005388 65 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s] 50/499 4.32G 0.01338 0.01121 0.005378 69 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s] 50/499 4.32G 0.01338 0.01121 0.005378 69 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s] 50/499 4.32G 0.01339 0.01123 0.005362 71 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s] 50/499 4.32G 0.01339 0.01123 0.005362 71 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s] 50/499 4.32G 0.01338 0.01122 0.005398 78 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s] 50/499 4.32G 0.01338 0.01122 0.005398 78 640: 96%|#########6| 162/168 [00:30<00:01, 5.32it/s] 50/499 4.32G 0.01338 0.01121 0.005404 52 640: 96%|#########6| 162/168 [00:30<00:01, 5.32it/s] 50/499 4.32G 0.01338 0.01121 0.005404 52 640: 97%|#########7| 163/168 [00:30<00:00, 5.18it/s] 50/499 4.32G 0.01338 0.01119 0.005398 64 640: 97%|#########7| 163/168 [00:31<00:00, 5.18it/s] 50/499 4.32G 0.01338 0.01119 0.005398 64 640: 98%|#########7| 164/168 [00:31<00:00, 5.21it/s] 50/499 4.32G 0.01338 0.01119 0.005372 61 640: 98%|#########7| 164/168 [00:31<00:00, 5.21it/s] 50/499 4.32G 0.01338 0.01119 0.005372 61 640: 98%|#########8| 165/168 [00:31<00:00, 5.30it/s] 50/499 4.32G 0.01337 0.01119 0.00536 68 640: 98%|#########8| 165/168 [00:31<00:00, 5.30it/s] 50/499 4.32G 0.01337 0.01119 0.00536 68 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s] 50/499 4.32G 0.01337 0.01119 0.005364 74 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s] 50/499 4.32G 0.01337 0.01119 0.005364 74 640: 99%|#########9| 167/168 [00:31<00:00, 5.25it/s] 50/499 4.32G 0.01336 0.01117 0.005342 26 640: 99%|#########9| 167/168 [00:31<00:00, 5.25it/s] 50/499 4.32G 0.01336 0.01117 0.005342 26 640: 100%|##########| 168/168 [00:31<00:00, 5.48it/s] 50/499 4.32G 0.01336 0.01117 0.005342 26 640: 100%|##########| 168/168 [00:31<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s] all 132 263 0.855 0.829 0.87 0.735 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 51/499 4.32G 0.01544 0.0096 0.007402 68 640: 0%| | 0/168 [00:00<?, ?it/s] 51/499 4.32G 0.01544 0.0096 0.007402 68 640: 1%| | 1/168 [00:00<00:34, 4.78it/s] 51/499 4.32G 0.0143 0.01147 0.007474 74 640: 1%| | 1/168 [00:00<00:34, 4.78it/s] 51/499 4.32G 0.0143 0.01147 0.007474 74 640: 1%|1 | 2/168 [00:00<00:31, 5.19it/s] 51/499 4.32G 0.01389 0.01125 0.006069 57 640: 1%|1 | 2/168 [00:00<00:31, 5.19it/s] 51/499 4.32G 0.01389 0.01125 0.006069 57 640: 2%|1 | 3/168 [00:00<00:31, 5.28it/s] 51/499 4.32G 0.01347 0.01138 0.005672 69 640: 2%|1 | 3/168 [00:00<00:31, 5.28it/s] 51/499 4.32G 0.01347 0.01138 0.005672 69 640: 2%|2 | 4/168 [00:00<00:32, 5.06it/s] 51/499 4.32G 0.01369 0.0115 0.005316 70 640: 2%|2 | 4/168 [00:00<00:32, 5.06it/s] 51/499 4.32G 0.01369 0.0115 0.005316 70 640: 3%|2 | 5/168 [00:00<00:31, 5.13it/s] 51/499 4.32G 0.01397 0.01145 0.005202 74 640: 3%|2 | 5/168 [00:01<00:31, 5.13it/s] 51/499 4.32G 0.01397 0.01145 0.005202 74 640: 4%|3 | 6/168 [00:01<00:30, 5.24it/s] 51/499 4.32G 0.01409 0.01173 0.005239 86 640: 4%|3 | 6/168 [00:01<00:30, 5.24it/s] 51/499 4.32G 0.01409 0.01173 0.005239 86 640: 4%|4 | 7/168 [00:01<00:31, 5.15it/s] 51/499 4.32G 0.01388 0.0119 0.005222 82 640: 4%|4 | 7/168 [00:01<00:31, 5.15it/s] 51/499 4.32G 0.01388 0.0119 0.005222 82 640: 5%|4 | 8/168 [00:01<00:30, 5.28it/s] 51/499 4.32G 0.01396 0.01182 0.005241 64 640: 5%|4 | 8/168 [00:01<00:30, 5.28it/s] 51/499 4.32G 0.01396 0.01182 0.005241 64 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s] 51/499 4.32G 0.01385 0.01185 0.00531 69 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s] 51/499 4.32G 0.01385 0.01185 0.00531 69 640: 6%|5 | 10/168 [00:01<00:30, 5.21it/s] 51/499 4.32G 0.01371 0.01166 0.005398 61 640: 6%|5 | 10/168 [00:02<00:30, 5.21it/s] 51/499 4.32G 0.01371 0.01166 0.005398 61 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s] 51/499 4.32G 0.01385 0.01167 0.005555 69 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s] 51/499 4.32G 0.01385 0.01167 0.005555 69 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s] 51/499 4.32G 0.01368 0.01162 0.005446 67 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s] 51/499 4.32G 0.01368 0.01162 0.005446 67 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s] 51/499 4.32G 0.01373 0.01161 0.005257 75 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s] 51/499 4.32G 0.01373 0.01161 0.005257 75 640: 8%|8 | 14/168 [00:02<00:29, 5.31it/s] 51/499 4.32G 0.0138 0.01172 0.005391 77 640: 8%|8 | 14/168 [00:02<00:29, 5.31it/s] 51/499 4.32G 0.0138 0.01172 0.005391 77 640: 9%|8 | 15/168 [00:02<00:28, 5.38it/s] 51/499 4.32G 0.0138 0.01177 0.005395 77 640: 9%|8 | 15/168 [00:03<00:28, 5.38it/s] 51/499 4.32G 0.0138 0.01177 0.005395 77 640: 10%|9 | 16/168 [00:03<00:28, 5.25it/s] 51/499 4.32G 0.01371 0.01163 0.005304 62 640: 10%|9 | 16/168 [00:03<00:28, 5.25it/s] 51/499 4.32G 0.01371 0.01163 0.005304 62 640: 10%|# | 17/168 [00:03<00:28, 5.30it/s] 51/499 4.32G 0.01376 0.01173 0.005353 81 640: 10%|# | 17/168 [00:03<00:28, 5.30it/s] 51/499 4.32G 0.01376 0.01173 0.005353 81 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s] 51/499 4.32G 0.01379 0.01181 0.005221 67 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s] 51/499 4.32G 0.01379 0.01181 0.005221 67 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s] 51/499 4.32G 0.01373 0.01183 0.005109 78 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s] 51/499 4.32G 0.01373 0.01183 0.005109 78 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s] 51/499 4.32G 0.01368 0.01169 0.005017 55 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s] 51/499 4.32G 0.01368 0.01169 0.005017 55 640: 12%|#2 | 21/168 [00:03<00:27, 5.30it/s] 51/499 4.32G 0.01356 0.01163 0.004971 66 640: 12%|#2 | 21/168 [00:04<00:27, 5.30it/s] 51/499 4.32G 0.01356 0.01163 0.004971 66 640: 13%|#3 | 22/168 [00:04<00:28, 5.14it/s] 51/499 4.32G 0.01365 0.01172 0.004968 79 640: 13%|#3 | 22/168 [00:04<00:28, 5.14it/s] 51/499 4.32G 0.01365 0.01172 0.004968 79 640: 14%|#3 | 23/168 [00:04<00:27, 5.21it/s] 51/499 4.32G 0.01361 0.01171 0.004936 67 640: 14%|#3 | 23/168 [00:04<00:27, 5.21it/s] 51/499 4.32G 0.01361 0.01171 0.004936 67 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s] 51/499 4.32G 0.01363 0.01179 0.004967 93 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s] 51/499 4.32G 0.01363 0.01179 0.004967 93 640: 15%|#4 | 25/168 [00:04<00:27, 5.16it/s] 51/499 4.32G 0.01373 0.01176 0.00504 51 640: 15%|#4 | 25/168 [00:04<00:27, 5.16it/s] 51/499 4.32G 0.01373 0.01176 0.00504 51 640: 15%|#5 | 26/168 [00:04<00:26, 5.27it/s] 51/499 4.32G 0.0138 0.01165 0.005125 62 640: 15%|#5 | 26/168 [00:05<00:26, 5.27it/s] 51/499 4.32G 0.0138 0.01165 0.005125 62 640: 16%|#6 | 27/168 [00:05<00:26, 5.32it/s] 51/499 4.32G 0.01376 0.01159 0.005092 63 640: 16%|#6 | 27/168 [00:05<00:26, 5.32it/s] 51/499 4.32G 0.01376 0.01159 0.005092 63 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s] 51/499 4.32G 0.01373 0.01158 0.005057 72 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s] 51/499 4.32G 0.01373 0.01158 0.005057 72 640: 17%|#7 | 29/168 [00:05<00:26, 5.25it/s] 51/499 4.32G 0.01372 0.01164 0.005026 88 640: 17%|#7 | 29/168 [00:05<00:26, 5.25it/s] 51/499 4.32G 0.01372 0.01164 0.005026 88 640: 18%|#7 | 30/168 [00:05<00:25, 5.33it/s] 51/499 4.32G 0.01366 0.01166 0.005 92 640: 18%|#7 | 30/168 [00:05<00:25, 5.33it/s] 51/499 4.32G 0.01366 0.01166 0.005 92 640: 18%|#8 | 31/168 [00:05<00:26, 5.19it/s] 51/499 4.32G 0.01359 0.0116 0.004955 56 640: 18%|#8 | 31/168 [00:06<00:26, 5.19it/s] 51/499 4.32G 0.01359 0.0116 0.004955 56 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s] 51/499 4.32G 0.01356 0.01163 0.004917 81 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s] 51/499 4.32G 0.01356 0.01163 0.004917 81 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s] 51/499 4.32G 0.01356 0.0116 0.004896 60 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s] 51/499 4.32G 0.01356 0.0116 0.004896 60 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s] 51/499 4.32G 0.01354 0.01152 0.00495 65 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s] 51/499 4.32G 0.01354 0.01152 0.00495 65 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s] 51/499 4.32G 0.01355 0.01159 0.004928 79 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s] 51/499 4.32G 0.01355 0.01159 0.004928 79 640: 21%|##1 | 36/168 [00:06<00:24, 5.35it/s] 51/499 4.32G 0.01358 0.01159 0.004927 65 640: 21%|##1 | 36/168 [00:07<00:24, 5.35it/s] 51/499 4.32G 0.01358 0.01159 0.004927 65 640: 22%|##2 | 37/168 [00:07<00:25, 5.22it/s] 51/499 4.32G 0.01362 0.01163 0.004977 80 640: 22%|##2 | 37/168 [00:07<00:25, 5.22it/s] 51/499 4.32G 0.01362 0.01163 0.004977 80 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s] 51/499 4.32G 0.01368 0.01165 0.004937 70 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s] 51/499 4.32G 0.01368 0.01165 0.004937 70 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s] 51/499 4.32G 0.01368 0.01162 0.004858 68 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s] 51/499 4.32G 0.01368 0.01162 0.004858 68 640: 24%|##3 | 40/168 [00:07<00:24, 5.23it/s] 51/499 4.32G 0.01366 0.01158 0.004842 57 640: 24%|##3 | 40/168 [00:07<00:24, 5.23it/s] 51/499 4.32G 0.01366 0.01158 0.004842 57 640: 24%|##4 | 41/168 [00:07<00:23, 5.33it/s] 51/499 4.32G 0.01367 0.01159 0.004877 72 640: 24%|##4 | 41/168 [00:07<00:23, 5.33it/s] 51/499 4.32G 0.01367 0.01159 0.004877 72 640: 25%|##5 | 42/168 [00:07<00:23, 5.41it/s] 51/499 4.32G 0.01365 0.01156 0.00488 58 640: 25%|##5 | 42/168 [00:08<00:23, 5.41it/s] 51/499 4.32G 0.01365 0.01156 0.00488 58 640: 26%|##5 | 43/168 [00:08<00:23, 5.25it/s] 51/499 4.32G 0.01365 0.01155 0.00485 66 640: 26%|##5 | 43/168 [00:08<00:23, 5.25it/s] 51/499 4.32G 0.01365 0.01155 0.00485 66 640: 26%|##6 | 44/168 [00:08<00:23, 5.32it/s] 51/499 4.32G 0.01369 0.01153 0.004818 51 640: 26%|##6 | 44/168 [00:08<00:23, 5.32it/s] 51/499 4.32G 0.01369 0.01153 0.004818 51 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s] 51/499 4.32G 0.01363 0.01154 0.004788 67 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s] 51/499 4.32G 0.01363 0.01154 0.004788 67 640: 27%|##7 | 46/168 [00:08<00:23, 5.18it/s] 51/499 4.32G 0.01363 0.01154 0.004824 62 640: 27%|##7 | 46/168 [00:08<00:23, 5.18it/s] 51/499 4.32G 0.01363 0.01154 0.004824 62 640: 28%|##7 | 47/168 [00:08<00:22, 5.28it/s] 51/499 4.32G 0.01363 0.01152 0.004847 67 640: 28%|##7 | 47/168 [00:09<00:22, 5.28it/s] 51/499 4.32G 0.01363 0.01152 0.004847 67 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s] 51/499 4.32G 0.01366 0.01147 0.004845 55 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s] 51/499 4.32G 0.01366 0.01147 0.004845 55 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s] 51/499 4.32G 0.01369 0.01147 0.004854 67 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s] 51/499 4.32G 0.01369 0.01147 0.004854 67 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s] 51/499 4.32G 0.01366 0.01147 0.00484 75 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s] 51/499 4.32G 0.01366 0.01147 0.00484 75 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s] 51/499 4.32G 0.01365 0.01151 0.004851 75 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s] 51/499 4.32G 0.01365 0.01151 0.004851 75 640: 31%|### | 52/168 [00:09<00:22, 5.17it/s] 51/499 4.32G 0.01369 0.01149 0.004917 70 640: 31%|### | 52/168 [00:10<00:22, 5.17it/s] 51/499 4.32G 0.01369 0.01149 0.004917 70 640: 32%|###1 | 53/168 [00:10<00:21, 5.27it/s] 51/499 4.32G 0.01372 0.01149 0.004929 69 640: 32%|###1 | 53/168 [00:10<00:21, 5.27it/s] 51/499 4.32G 0.01372 0.01149 0.004929 69 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s] 51/499 4.32G 0.01371 0.01146 0.004933 61 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s] 51/499 4.32G 0.01371 0.01146 0.004933 61 640: 33%|###2 | 55/168 [00:10<00:22, 5.11it/s] 51/499 4.32G 0.01371 0.01148 0.004903 69 640: 33%|###2 | 55/168 [00:10<00:22, 5.11it/s] 51/499 4.32G 0.01371 0.01148 0.004903 69 640: 33%|###3 | 56/168 [00:10<00:21, 5.22it/s] 51/499 4.32G 0.01373 0.01151 0.005003 69 640: 33%|###3 | 56/168 [00:10<00:21, 5.22it/s] 51/499 4.32G 0.01373 0.01151 0.005003 69 640: 34%|###3 | 57/168 [00:10<00:20, 5.32it/s] 51/499 4.32G 0.01375 0.01154 0.004969 78 640: 34%|###3 | 57/168 [00:11<00:20, 5.32it/s] 51/499 4.32G 0.01375 0.01154 0.004969 78 640: 35%|###4 | 58/168 [00:11<00:21, 5.16it/s] 51/499 4.32G 0.01372 0.01148 0.00496 64 640: 35%|###4 | 58/168 [00:11<00:21, 5.16it/s] 51/499 4.32G 0.01372 0.01148 0.00496 64 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s] 51/499 4.32G 0.0137 0.01148 0.004889 68 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s] 51/499 4.32G 0.0137 0.01148 0.004889 68 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s] 51/499 4.32G 0.01373 0.01151 0.004895 66 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s] 51/499 4.32G 0.01373 0.01151 0.004895 66 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s] 51/499 4.32G 0.01373 0.01149 0.004866 65 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s] 51/499 4.32G 0.01373 0.01149 0.004866 65 640: 37%|###6 | 62/168 [00:11<00:20, 5.21it/s] 51/499 4.32G 0.01375 0.01152 0.00491 75 640: 37%|###6 | 62/168 [00:11<00:20, 5.21it/s] 51/499 4.32G 0.01375 0.01152 0.00491 75 640: 38%|###7 | 63/168 [00:11<00:19, 5.28it/s] 51/499 4.32G 0.01374 0.0115 0.004886 66 640: 38%|###7 | 63/168 [00:12<00:19, 5.28it/s] 51/499 4.32G 0.01374 0.0115 0.004886 66 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s] 51/499 4.32G 0.01375 0.01147 0.004926 51 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s] 51/499 4.32G 0.01375 0.01147 0.004926 51 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s] 51/499 4.32G 0.01374 0.01144 0.004924 69 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s] 51/499 4.32G 0.01374 0.01144 0.004924 69 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s] 51/499 4.32G 0.01371 0.01146 0.004932 68 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s] 51/499 4.32G 0.01371 0.01146 0.004932 68 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s] 51/499 4.32G 0.01373 0.01143 0.004908 70 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s] 51/499 4.32G 0.01373 0.01143 0.004908 70 640: 40%|#### | 68/168 [00:12<00:18, 5.31it/s] 51/499 4.32G 0.01375 0.0114 0.005031 58 640: 40%|#### | 68/168 [00:13<00:18, 5.31it/s] 51/499 4.32G 0.01375 0.0114 0.005031 58 640: 41%|####1 | 69/168 [00:13<00:18, 5.34it/s] 51/499 4.32G 0.01374 0.01142 0.004999 66 640: 41%|####1 | 69/168 [00:13<00:18, 5.34it/s] 51/499 4.32G 0.01374 0.01142 0.004999 66 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s] 51/499 4.32G 0.01374 0.01139 0.005012 58 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s] 51/499 4.32G 0.01374 0.01139 0.005012 58 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s] 51/499 4.32G 0.01375 0.01138 0.004962 67 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s] 51/499 4.32G 0.01375 0.01138 0.004962 67 640: 43%|####2 | 72/168 [00:13<00:17, 5.33it/s] 51/499 4.32G 0.01375 0.01141 0.00498 93 640: 43%|####2 | 72/168 [00:13<00:17, 5.33it/s] 51/499 4.32G 0.01375 0.01141 0.00498 93 640: 43%|####3 | 73/168 [00:13<00:18, 5.22it/s] 51/499 4.32G 0.01378 0.0114 0.004937 58 640: 43%|####3 | 73/168 [00:14<00:18, 5.22it/s] 51/499 4.32G 0.01378 0.0114 0.004937 58 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s] 51/499 4.32G 0.01379 0.01138 0.005011 63 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s] 51/499 4.32G 0.01379 0.01138 0.005011 63 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 51/499 4.32G 0.0138 0.01138 0.004996 56 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 51/499 4.32G 0.0138 0.01138 0.004996 56 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s] 51/499 4.32G 0.01379 0.01142 0.004976 93 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s] 51/499 4.32G 0.01379 0.01142 0.004976 93 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s] 51/499 4.32G 0.0138 0.0114 0.005009 60 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s] 51/499 4.32G 0.0138 0.0114 0.005009 60 640: 46%|####6 | 78/168 [00:14<00:16, 5.33it/s] 51/499 4.32G 0.01382 0.01141 0.005013 73 640: 46%|####6 | 78/168 [00:15<00:16, 5.33it/s] 51/499 4.32G 0.01382 0.01141 0.005013 73 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s] 51/499 4.32G 0.01383 0.01145 0.005006 80 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s] 51/499 4.32G 0.01383 0.01145 0.005006 80 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s] 51/499 4.32G 0.01383 0.01143 0.005076 58 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s] 51/499 4.32G 0.01383 0.01143 0.005076 58 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s] 51/499 4.32G 0.01383 0.01143 0.005096 67 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s] 51/499 4.32G 0.01383 0.01143 0.005096 67 640: 49%|####8 | 82/168 [00:15<00:16, 5.23it/s] 51/499 4.32G 0.01382 0.01146 0.005102 74 640: 49%|####8 | 82/168 [00:15<00:16, 5.23it/s] 51/499 4.32G 0.01382 0.01146 0.005102 74 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s] 51/499 4.32G 0.01381 0.01142 0.005152 58 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s] 51/499 4.32G 0.01381 0.01142 0.005152 58 640: 50%|##### | 84/168 [00:15<00:15, 5.34it/s] 51/499 4.32G 0.0138 0.01144 0.005164 87 640: 50%|##### | 84/168 [00:16<00:15, 5.34it/s] 51/499 4.32G 0.0138 0.01144 0.005164 87 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s] 51/499 4.32G 0.01381 0.01144 0.005166 59 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s] 51/499 4.32G 0.01381 0.01144 0.005166 59 640: 51%|#####1 | 86/168 [00:16<00:15, 5.24it/s] 51/499 4.32G 0.01384 0.01144 0.005228 68 640: 51%|#####1 | 86/168 [00:16<00:15, 5.24it/s] 51/499 4.32G 0.01384 0.01144 0.005228 68 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s] 51/499 4.32G 0.01385 0.01143 0.005238 67 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s] 51/499 4.32G 0.01385 0.01143 0.005238 67 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s] 51/499 4.32G 0.01385 0.01144 0.00525 82 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s] 51/499 4.32G 0.01385 0.01144 0.00525 82 640: 53%|#####2 | 89/168 [00:16<00:14, 5.31it/s] 51/499 4.32G 0.01384 0.0114 0.005263 58 640: 53%|#####2 | 89/168 [00:17<00:14, 5.31it/s] 51/499 4.32G 0.01384 0.0114 0.005263 58 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s] 51/499 4.32G 0.01383 0.01139 0.005235 63 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s] 51/499 4.32G 0.01383 0.01139 0.005235 63 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s] 51/499 4.32G 0.01385 0.01139 0.005238 65 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s] 51/499 4.32G 0.01385 0.01139 0.005238 65 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s] 51/499 4.32G 0.01385 0.01139 0.005208 79 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s] 51/499 4.32G 0.01385 0.01139 0.005208 79 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s] 51/499 4.32G 0.01385 0.0114 0.005191 67 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s] 51/499 4.32G 0.01385 0.0114 0.005191 67 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s] 51/499 4.32G 0.01385 0.01141 0.005189 74 640: 56%|#####5 | 94/168 [00:18<00:14, 5.23it/s] 51/499 4.32G 0.01385 0.01141 0.005189 74 640: 57%|#####6 | 95/168 [00:18<00:13, 5.32it/s] 51/499 4.32G 0.01386 0.01139 0.005154 74 640: 57%|#####6 | 95/168 [00:18<00:13, 5.32it/s] 51/499 4.32G 0.01386 0.01139 0.005154 74 640: 57%|#####7 | 96/168 [00:18<00:13, 5.39it/s] 51/499 4.32G 0.01385 0.01138 0.005151 73 640: 57%|#####7 | 96/168 [00:18<00:13, 5.39it/s] 51/499 4.32G 0.01385 0.01138 0.005151 73 640: 58%|#####7 | 97/168 [00:18<00:13, 5.24it/s] 51/499 4.32G 0.01384 0.01139 0.00514 82 640: 58%|#####7 | 97/168 [00:18<00:13, 5.24it/s] 51/499 4.32G 0.01384 0.01139 0.00514 82 640: 58%|#####8 | 98/168 [00:18<00:13, 5.33it/s] 51/499 4.32G 0.01384 0.01139 0.005134 80 640: 58%|#####8 | 98/168 [00:18<00:13, 5.33it/s] 51/499 4.32G 0.01384 0.01139 0.005134 80 640: 59%|#####8 | 99/168 [00:18<00:12, 5.38it/s] 51/499 4.32G 0.0138 0.01137 0.005093 62 640: 59%|#####8 | 99/168 [00:18<00:12, 5.38it/s] 51/499 4.32G 0.0138 0.01137 0.005093 62 640: 60%|#####9 | 100/168 [00:18<00:13, 5.22it/s] 51/499 4.32G 0.01379 0.01137 0.005098 79 640: 60%|#####9 | 100/168 [00:19<00:13, 5.22it/s] 51/499 4.32G 0.01379 0.01137 0.005098 79 640: 60%|###### | 101/168 [00:19<00:12, 5.24it/s] 51/499 4.32G 0.01378 0.01136 0.005079 80 640: 60%|###### | 101/168 [00:19<00:12, 5.24it/s] 51/499 4.32G 0.01378 0.01136 0.005079 80 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s] 51/499 4.32G 0.01378 0.01136 0.005104 70 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s] 51/499 4.32G 0.01378 0.01136 0.005104 70 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s] 51/499 4.32G 0.01379 0.01136 0.005091 63 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s] 51/499 4.32G 0.01379 0.01136 0.005091 63 640: 62%|######1 | 104/168 [00:19<00:12, 5.30it/s] 51/499 4.32G 0.01378 0.01134 0.005097 58 640: 62%|######1 | 104/168 [00:19<00:12, 5.30it/s] 51/499 4.32G 0.01378 0.01134 0.005097 58 640: 62%|######2 | 105/168 [00:19<00:11, 5.35it/s] 51/499 4.32G 0.01379 0.01133 0.005104 52 640: 62%|######2 | 105/168 [00:20<00:11, 5.35it/s] 51/499 4.32G 0.01379 0.01133 0.005104 52 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s] 51/499 4.32G 0.01379 0.01134 0.005099 72 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s] 51/499 4.32G 0.01379 0.01134 0.005099 72 640: 64%|######3 | 107/168 [00:20<00:11, 5.23it/s] 51/499 4.32G 0.01379 0.01133 0.005086 63 640: 64%|######3 | 107/168 [00:20<00:11, 5.23it/s] 51/499 4.32G 0.01379 0.01133 0.005086 63 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s] 51/499 4.32G 0.01377 0.01131 0.005071 63 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s] 51/499 4.32G 0.01377 0.01131 0.005071 63 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s] 51/499 4.32G 0.01376 0.01129 0.005091 60 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s] 51/499 4.32G 0.01376 0.01129 0.005091 60 640: 65%|######5 | 110/168 [00:20<00:10, 5.29it/s] 51/499 4.32G 0.01377 0.01131 0.005116 71 640: 65%|######5 | 110/168 [00:21<00:10, 5.29it/s] 51/499 4.32G 0.01377 0.01131 0.005116 71 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s] 51/499 4.32G 0.01377 0.0113 0.005101 66 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s] 51/499 4.32G 0.01377 0.0113 0.005101 66 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s] 51/499 4.32G 0.01376 0.01127 0.005106 60 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s] 51/499 4.32G 0.01376 0.01127 0.005106 60 640: 67%|######7 | 113/168 [00:21<00:10, 5.27it/s] 51/499 4.32G 0.01375 0.01127 0.005107 70 640: 67%|######7 | 113/168 [00:21<00:10, 5.27it/s] 51/499 4.32G 0.01375 0.01127 0.005107 70 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s] 51/499 4.32G 0.01376 0.01128 0.005104 71 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s] 51/499 4.32G 0.01376 0.01128 0.005104 71 640: 68%|######8 | 115/168 [00:21<00:10, 5.19it/s] 51/499 4.32G 0.01375 0.01126 0.00511 60 640: 68%|######8 | 115/168 [00:22<00:10, 5.19it/s] 51/499 4.32G 0.01375 0.01126 0.00511 60 640: 69%|######9 | 116/168 [00:22<00:09, 5.29it/s] 51/499 4.32G 0.01374 0.01125 0.005101 63 640: 69%|######9 | 116/168 [00:22<00:09, 5.29it/s] 51/499 4.32G 0.01374 0.01125 0.005101 63 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s] 51/499 4.32G 0.01373 0.01122 0.005086 59 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s] 51/499 4.32G 0.01373 0.01122 0.005086 59 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s] 51/499 4.32G 0.01376 0.01122 0.005099 60 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s] 51/499 4.32G 0.01376 0.01122 0.005099 60 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s] 51/499 4.32G 0.01375 0.01122 0.005081 68 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s] 51/499 4.32G 0.01375 0.01122 0.005081 68 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s] 51/499 4.32G 0.01374 0.01121 0.005068 65 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s] 51/499 4.32G 0.01374 0.01121 0.005068 65 640: 72%|#######2 | 121/168 [00:22<00:09, 5.15it/s] 51/499 4.32G 0.01376 0.01121 0.005119 67 640: 72%|#######2 | 121/168 [00:23<00:09, 5.15it/s] 51/499 4.32G 0.01376 0.01121 0.005119 67 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s] 51/499 4.32G 0.01376 0.01121 0.005103 78 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s] 51/499 4.32G 0.01376 0.01121 0.005103 78 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s] 51/499 4.32G 0.01377 0.01122 0.005104 74 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s] 51/499 4.32G 0.01377 0.01122 0.005104 74 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s] 51/499 4.32G 0.01376 0.01122 0.005111 69 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s] 51/499 4.32G 0.01376 0.01122 0.005111 69 640: 74%|#######4 | 125/168 [00:23<00:08, 5.24it/s] 51/499 4.32G 0.01375 0.01121 0.005086 66 640: 74%|#######4 | 125/168 [00:23<00:08, 5.24it/s] 51/499 4.32G 0.01375 0.01121 0.005086 66 640: 75%|#######5 | 126/168 [00:23<00:07, 5.30it/s] 51/499 4.32G 0.01375 0.01122 0.005091 74 640: 75%|#######5 | 126/168 [00:24<00:07, 5.30it/s] 51/499 4.32G 0.01375 0.01122 0.005091 74 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s] 51/499 4.32G 0.01375 0.01121 0.005097 66 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s] 51/499 4.32G 0.01375 0.01121 0.005097 66 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s] 51/499 4.32G 0.01375 0.0112 0.005074 60 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s] 51/499 4.32G 0.01375 0.0112 0.005074 60 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s] 51/499 4.32G 0.01373 0.0112 0.005109 64 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s] 51/499 4.32G 0.01373 0.0112 0.005109 64 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s] 51/499 4.32G 0.01371 0.01119 0.005119 69 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s] 51/499 4.32G 0.01371 0.01119 0.005119 69 640: 78%|#######7 | 131/168 [00:24<00:06, 5.30it/s] 51/499 4.32G 0.01371 0.01118 0.005122 73 640: 78%|#######7 | 131/168 [00:25<00:06, 5.30it/s] 51/499 4.32G 0.01371 0.01118 0.005122 73 640: 79%|#######8 | 132/168 [00:25<00:06, 5.39it/s] 51/499 4.32G 0.01372 0.01118 0.005093 57 640: 79%|#######8 | 132/168 [00:25<00:06, 5.39it/s] 51/499 4.32G 0.01372 0.01118 0.005093 57 640: 79%|#######9 | 133/168 [00:25<00:06, 5.25it/s] 51/499 4.32G 0.0137 0.0112 0.005092 87 640: 79%|#######9 | 133/168 [00:25<00:06, 5.25it/s] 51/499 4.32G 0.0137 0.0112 0.005092 87 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s] 51/499 4.32G 0.01369 0.01119 0.005106 66 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s] 51/499 4.32G 0.01369 0.01119 0.005106 66 640: 80%|######## | 135/168 [00:25<00:06, 5.39it/s] 51/499 4.32G 0.0137 0.01122 0.005101 87 640: 80%|######## | 135/168 [00:25<00:06, 5.39it/s] 51/499 4.32G 0.0137 0.01122 0.005101 87 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s] 51/499 4.32G 0.01369 0.01123 0.005087 84 640: 81%|######## | 136/168 [00:26<00:06, 5.23it/s] 51/499 4.32G 0.01369 0.01123 0.005087 84 640: 82%|########1 | 137/168 [00:26<00:05, 5.34it/s] 51/499 4.32G 0.01369 0.01123 0.005089 66 640: 82%|########1 | 137/168 [00:26<00:05, 5.34it/s] 51/499 4.32G 0.01369 0.01123 0.005089 66 640: 82%|########2 | 138/168 [00:26<00:05, 5.42it/s] 51/499 4.32G 0.0137 0.01122 0.005083 58 640: 82%|########2 | 138/168 [00:26<00:05, 5.42it/s] 51/499 4.32G 0.0137 0.01122 0.005083 58 640: 83%|########2 | 139/168 [00:26<00:05, 5.28it/s] 51/499 4.32G 0.0137 0.01121 0.005081 53 640: 83%|########2 | 139/168 [00:26<00:05, 5.28it/s] 51/499 4.32G 0.0137 0.01121 0.005081 53 640: 83%|########3 | 140/168 [00:26<00:05, 5.36it/s] 51/499 4.32G 0.0137 0.01122 0.005099 82 640: 83%|########3 | 140/168 [00:26<00:05, 5.36it/s] 51/499 4.32G 0.0137 0.01122 0.005099 82 640: 84%|########3 | 141/168 [00:26<00:05, 5.39it/s] 51/499 4.32G 0.01369 0.01123 0.005105 86 640: 84%|########3 | 141/168 [00:26<00:05, 5.39it/s] 51/499 4.32G 0.01369 0.01123 0.005105 86 640: 85%|########4 | 142/168 [00:26<00:04, 5.23it/s] 51/499 4.32G 0.0137 0.01122 0.005147 56 640: 85%|########4 | 142/168 [00:27<00:04, 5.23it/s] 51/499 4.32G 0.0137 0.01122 0.005147 56 640: 85%|########5 | 143/168 [00:27<00:04, 5.34it/s] 51/499 4.32G 0.01369 0.01121 0.00516 60 640: 85%|########5 | 143/168 [00:27<00:04, 5.34it/s] 51/499 4.32G 0.01369 0.01121 0.00516 60 640: 86%|########5 | 144/168 [00:27<00:04, 5.44it/s] 51/499 4.32G 0.01369 0.01119 0.005148 63 640: 86%|########5 | 144/168 [00:27<00:04, 5.44it/s] 51/499 4.32G 0.01369 0.01119 0.005148 63 640: 86%|########6 | 145/168 [00:27<00:04, 5.27it/s] 51/499 4.32G 0.01368 0.01121 0.005141 83 640: 86%|########6 | 145/168 [00:27<00:04, 5.27it/s] 51/499 4.32G 0.01368 0.01121 0.005141 83 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s] 51/499 4.32G 0.01367 0.01121 0.005141 68 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s] 51/499 4.32G 0.01367 0.01121 0.005141 68 640: 88%|########7 | 147/168 [00:27<00:03, 5.40it/s] 51/499 4.32G 0.01366 0.0112 0.005128 70 640: 88%|########7 | 147/168 [00:28<00:03, 5.40it/s] 51/499 4.32G 0.01366 0.0112 0.005128 70 640: 88%|########8 | 148/168 [00:28<00:03, 5.26it/s] 51/499 4.32G 0.01365 0.01119 0.0051 66 640: 88%|########8 | 148/168 [00:28<00:03, 5.26it/s] 51/499 4.32G 0.01365 0.01119 0.0051 66 640: 89%|########8 | 149/168 [00:28<00:03, 5.36it/s] 51/499 4.32G 0.01365 0.01119 0.005117 67 640: 89%|########8 | 149/168 [00:28<00:03, 5.36it/s] 51/499 4.32G 0.01365 0.01119 0.005117 67 640: 89%|########9 | 150/168 [00:28<00:03, 5.42it/s] 51/499 4.32G 0.01363 0.01117 0.005105 59 640: 89%|########9 | 150/168 [00:28<00:03, 5.42it/s] 51/499 4.32G 0.01363 0.01117 0.005105 59 640: 90%|########9 | 151/168 [00:28<00:03, 5.27it/s] 51/499 4.32G 0.01364 0.01117 0.005119 73 640: 90%|########9 | 151/168 [00:28<00:03, 5.27it/s] 51/499 4.32G 0.01364 0.01117 0.005119 73 640: 90%|######### | 152/168 [00:28<00:02, 5.36it/s] 51/499 4.32G 0.01363 0.01117 0.005132 69 640: 90%|######### | 152/168 [00:28<00:02, 5.36it/s] 51/499 4.32G 0.01363 0.01117 0.005132 69 640: 91%|#########1| 153/168 [00:28<00:02, 5.43it/s] 51/499 4.32G 0.01363 0.01118 0.005142 72 640: 91%|#########1| 153/168 [00:29<00:02, 5.43it/s] 51/499 4.32G 0.01363 0.01118 0.005142 72 640: 92%|#########1| 154/168 [00:29<00:02, 5.29it/s] 51/499 4.32G 0.01363 0.01118 0.005149 76 640: 92%|#########1| 154/168 [00:29<00:02, 5.29it/s] 51/499 4.32G 0.01363 0.01118 0.005149 76 640: 92%|#########2| 155/168 [00:29<00:02, 5.35it/s] 51/499 4.32G 0.01364 0.01119 0.005159 81 640: 92%|#########2| 155/168 [00:29<00:02, 5.35it/s] 51/499 4.32G 0.01364 0.01119 0.005159 81 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s] 51/499 4.32G 0.01366 0.0112 0.005155 78 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s] 51/499 4.32G 0.01366 0.0112 0.005155 78 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s] 51/499 4.32G 0.01366 0.01119 0.005178 62 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s] 51/499 4.32G 0.01366 0.01119 0.005178 62 640: 94%|#########4| 158/168 [00:29<00:01, 5.29it/s] 51/499 4.32G 0.01365 0.01119 0.005189 71 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s] 51/499 4.32G 0.01365 0.01119 0.005189 71 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s] 51/499 4.32G 0.01365 0.01117 0.005172 55 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s] 51/499 4.32G 0.01365 0.01117 0.005172 55 640: 95%|#########5| 160/168 [00:30<00:01, 5.23it/s] 51/499 4.32G 0.01364 0.01115 0.005193 45 640: 95%|#########5| 160/168 [00:30<00:01, 5.23it/s] 51/499 4.32G 0.01364 0.01115 0.005193 45 640: 96%|#########5| 161/168 [00:30<00:01, 5.32it/s] 51/499 4.32G 0.01364 0.01115 0.005212 54 640: 96%|#########5| 161/168 [00:30<00:01, 5.32it/s] 51/499 4.32G 0.01364 0.01115 0.005212 54 640: 96%|#########6| 162/168 [00:30<00:01, 5.37it/s] 51/499 4.32G 0.01365 0.01115 0.005206 60 640: 96%|#########6| 162/168 [00:30<00:01, 5.37it/s] 51/499 4.32G 0.01365 0.01115 0.005206 60 640: 97%|#########7| 163/168 [00:30<00:00, 5.22it/s] 51/499 4.32G 0.01364 0.01116 0.005194 70 640: 97%|#########7| 163/168 [00:31<00:00, 5.22it/s] 51/499 4.32G 0.01364 0.01116 0.005194 70 640: 98%|#########7| 164/168 [00:31<00:00, 5.31it/s] 51/499 4.32G 0.01365 0.01116 0.005215 64 640: 98%|#########7| 164/168 [00:31<00:00, 5.31it/s] 51/499 4.32G 0.01365 0.01116 0.005215 64 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s] 51/499 4.32G 0.01366 0.01117 0.005217 74 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s] 51/499 4.32G 0.01366 0.01117 0.005217 74 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s] 51/499 4.32G 0.01366 0.01115 0.005234 46 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s] 51/499 4.32G 0.01366 0.01115 0.005234 46 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s] 51/499 4.32G 0.01365 0.01114 0.005225 28 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s] 51/499 4.32G 0.01365 0.01114 0.005225 28 640: 100%|##########| 168/168 [00:31<00:00, 5.48it/s] 51/499 4.32G 0.01365 0.01114 0.005225 28 640: 100%|##########| 168/168 [00:31<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.81it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.86it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.45it/s] all 132 263 0.829 0.837 0.884 0.731 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 52/499 4.32G 0.01211 0.009898 0.007161 66 640: 0%| | 0/168 [00:00<?, ?it/s] 52/499 4.32G 0.01211 0.009898 0.007161 66 640: 1%| | 1/168 [00:00<00:33, 4.92it/s] 52/499 4.32G 0.01359 0.009962 0.008221 59 640: 1%| | 1/168 [00:00<00:33, 4.92it/s] 52/499 4.32G 0.01359 0.009962 0.008221 59 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s] 52/499 4.32G 0.0132 0.01038 0.007275 69 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s] 52/499 4.32G 0.0132 0.01038 0.007275 69 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s] 52/499 4.32G 0.01352 0.01012 0.006479 54 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s] 52/499 4.32G 0.01352 0.01012 0.006479 54 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s] 52/499 4.32G 0.01339 0.009779 0.00656 59 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s] 52/499 4.32G 0.01339 0.009779 0.00656 59 640: 3%|2 | 5/168 [00:00<00:30, 5.31it/s] 52/499 4.32G 0.01329 0.01019 0.006434 77 640: 3%|2 | 5/168 [00:01<00:30, 5.31it/s] 52/499 4.32G 0.01329 0.01019 0.006434 77 640: 4%|3 | 6/168 [00:01<00:30, 5.37it/s] 52/499 4.32G 0.01346 0.01024 0.006366 64 640: 4%|3 | 6/168 [00:01<00:30, 5.37it/s] 52/499 4.32G 0.01346 0.01024 0.006366 64 640: 4%|4 | 7/168 [00:01<00:30, 5.23it/s] 52/499 4.32G 0.01352 0.01048 0.006259 69 640: 4%|4 | 7/168 [00:01<00:30, 5.23it/s] 52/499 4.32G 0.01352 0.01048 0.006259 69 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s] 52/499 4.32G 0.01377 0.01107 0.006048 82 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s] 52/499 4.32G 0.01377 0.01107 0.006048 82 640: 5%|5 | 9/168 [00:01<00:29, 5.39it/s] 52/499 4.32G 0.01376 0.01108 0.005827 64 640: 5%|5 | 9/168 [00:01<00:29, 5.39it/s] 52/499 4.32G 0.01376 0.01108 0.005827 64 640: 6%|5 | 10/168 [00:01<00:30, 5.22it/s] 52/499 4.32G 0.01375 0.01107 0.005612 83 640: 6%|5 | 10/168 [00:02<00:30, 5.22it/s] 52/499 4.32G 0.01375 0.01107 0.005612 83 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s] 52/499 4.32G 0.01359 0.01112 0.00546 72 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s] 52/499 4.32G 0.01359 0.01112 0.00546 72 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s] 52/499 4.32G 0.0136 0.01112 0.005509 62 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s] 52/499 4.32G 0.0136 0.01112 0.005509 62 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s] 52/499 4.32G 0.01363 0.01096 0.005311 57 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s] 52/499 4.32G 0.01363 0.01096 0.005311 57 640: 8%|8 | 14/168 [00:02<00:29, 5.29it/s] 52/499 4.32G 0.0136 0.01093 0.005176 71 640: 8%|8 | 14/168 [00:02<00:29, 5.29it/s] 52/499 4.32G 0.0136 0.01093 0.005176 71 640: 9%|8 | 15/168 [00:02<00:28, 5.33it/s] 52/499 4.32G 0.01346 0.01086 0.005361 53 640: 9%|8 | 15/168 [00:03<00:28, 5.33it/s] 52/499 4.32G 0.01346 0.01086 0.005361 53 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s] 52/499 4.32G 0.01348 0.01095 0.0053 78 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s] 52/499 4.32G 0.01348 0.01095 0.0053 78 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s] 52/499 4.32G 0.01358 0.01098 0.005127 65 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s] 52/499 4.32G 0.01358 0.01098 0.005127 65 640: 11%|# | 18/168 [00:03<00:28, 5.36it/s] 52/499 4.32G 0.01355 0.01101 0.005151 69 640: 11%|# | 18/168 [00:03<00:28, 5.36it/s] 52/499 4.32G 0.01355 0.01101 0.005151 69 640: 11%|#1 | 19/168 [00:03<00:28, 5.23it/s] 52/499 4.32G 0.01354 0.01097 0.005093 64 640: 11%|#1 | 19/168 [00:03<00:28, 5.23it/s] 52/499 4.32G 0.01354 0.01097 0.005093 64 640: 12%|#1 | 20/168 [00:03<00:27, 5.29it/s] 52/499 4.32G 0.01357 0.01096 0.005203 68 640: 12%|#1 | 20/168 [00:03<00:27, 5.29it/s] 52/499 4.32G 0.01357 0.01096 0.005203 68 640: 12%|#2 | 21/168 [00:03<00:27, 5.36it/s] 52/499 4.32G 0.01373 0.011 0.005142 62 640: 12%|#2 | 21/168 [00:04<00:27, 5.36it/s] 52/499 4.32G 0.01373 0.011 0.005142 62 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s] 52/499 4.32G 0.01378 0.01106 0.005096 71 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s] 52/499 4.32G 0.01378 0.01106 0.005096 71 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s] 52/499 4.32G 0.01382 0.01113 0.005239 75 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s] 52/499 4.32G 0.01382 0.01113 0.005239 75 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 52/499 4.32G 0.01393 0.01124 0.005344 79 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 52/499 4.32G 0.01393 0.01124 0.005344 79 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s] 52/499 4.32G 0.01393 0.01125 0.005382 66 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s] 52/499 4.32G 0.01393 0.01125 0.005382 66 640: 15%|#5 | 26/168 [00:04<00:26, 5.33it/s] 52/499 4.32G 0.01389 0.01119 0.00534 54 640: 15%|#5 | 26/168 [00:05<00:26, 5.33it/s] 52/499 4.32G 0.01389 0.01119 0.00534 54 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s] 52/499 4.32G 0.01386 0.01125 0.005398 82 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s] 52/499 4.32G 0.01386 0.01125 0.005398 82 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s] 52/499 4.32G 0.01383 0.01136 0.005367 89 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s] 52/499 4.32G 0.01383 0.01136 0.005367 89 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s] 52/499 4.32G 0.01385 0.01148 0.005316 74 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s] 52/499 4.32G 0.01385 0.01148 0.005316 74 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s] 52/499 4.32G 0.0138 0.01146 0.005268 63 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s] 52/499 4.32G 0.0138 0.01146 0.005268 63 640: 18%|#8 | 31/168 [00:05<00:26, 5.19it/s] 52/499 4.32G 0.01374 0.01137 0.00525 63 640: 18%|#8 | 31/168 [00:06<00:26, 5.19it/s] 52/499 4.32G 0.01374 0.01137 0.00525 63 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s] 52/499 4.32G 0.01379 0.01129 0.005193 62 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s] 52/499 4.32G 0.01379 0.01129 0.005193 62 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s] 52/499 4.32G 0.0137 0.01122 0.005186 62 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s] 52/499 4.32G 0.0137 0.01122 0.005186 62 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s] 52/499 4.32G 0.01374 0.0113 0.005199 73 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s] 52/499 4.32G 0.01374 0.0113 0.005199 73 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s] 52/499 4.32G 0.01369 0.01123 0.005173 59 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s] 52/499 4.32G 0.01369 0.01123 0.005173 59 640: 21%|##1 | 36/168 [00:06<00:24, 5.34it/s] 52/499 4.32G 0.01371 0.01118 0.005134 59 640: 21%|##1 | 36/168 [00:07<00:24, 5.34it/s] 52/499 4.32G 0.01371 0.01118 0.005134 59 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s] 52/499 4.32G 0.01372 0.01116 0.005145 59 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s] 52/499 4.32G 0.01372 0.01116 0.005145 59 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s] 52/499 4.32G 0.01368 0.01115 0.005109 79 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s] 52/499 4.32G 0.01368 0.01115 0.005109 79 640: 23%|##3 | 39/168 [00:07<00:24, 5.31it/s] 52/499 4.32G 0.01368 0.01114 0.005088 64 640: 23%|##3 | 39/168 [00:07<00:24, 5.31it/s] 52/499 4.32G 0.01368 0.01114 0.005088 64 640: 24%|##3 | 40/168 [00:07<00:24, 5.18it/s] 52/499 4.32G 0.01367 0.01115 0.005067 74 640: 24%|##3 | 40/168 [00:07<00:24, 5.18it/s] 52/499 4.32G 0.01367 0.01115 0.005067 74 640: 24%|##4 | 41/168 [00:07<00:24, 5.26it/s] 52/499 4.32G 0.0136 0.01113 0.005105 68 640: 24%|##4 | 41/168 [00:07<00:24, 5.26it/s] 52/499 4.32G 0.0136 0.01113 0.005105 68 640: 25%|##5 | 42/168 [00:07<00:23, 5.29it/s] 52/499 4.32G 0.0136 0.01114 0.005186 77 640: 25%|##5 | 42/168 [00:08<00:23, 5.29it/s] 52/499 4.32G 0.0136 0.01114 0.005186 77 640: 26%|##5 | 43/168 [00:08<00:24, 5.12it/s] 52/499 4.32G 0.01362 0.01118 0.005219 86 640: 26%|##5 | 43/168 [00:08<00:24, 5.12it/s] 52/499 4.32G 0.01362 0.01118 0.005219 86 640: 26%|##6 | 44/168 [00:08<00:23, 5.22it/s] 52/499 4.32G 0.0136 0.01118 0.00518 74 640: 26%|##6 | 44/168 [00:08<00:23, 5.22it/s] 52/499 4.32G 0.0136 0.01118 0.00518 74 640: 27%|##6 | 45/168 [00:08<00:23, 5.30it/s] 52/499 4.32G 0.0136 0.01118 0.005179 63 640: 27%|##6 | 45/168 [00:08<00:23, 5.30it/s] 52/499 4.32G 0.0136 0.01118 0.005179 63 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s] 52/499 4.32G 0.0136 0.0112 0.005213 73 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s] 52/499 4.32G 0.0136 0.0112 0.005213 73 640: 28%|##7 | 47/168 [00:08<00:22, 5.27it/s] 52/499 4.32G 0.0136 0.01113 0.005247 57 640: 28%|##7 | 47/168 [00:09<00:22, 5.27it/s] 52/499 4.32G 0.0136 0.01113 0.005247 57 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s] 52/499 4.32G 0.01363 0.01111 0.005291 64 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s] 52/499 4.32G 0.01363 0.01111 0.005291 64 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s] 52/499 4.32G 0.01362 0.01112 0.005286 68 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s] 52/499 4.32G 0.01362 0.01112 0.005286 68 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s] 52/499 4.32G 0.01359 0.01112 0.00524 68 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s] 52/499 4.32G 0.01359 0.01112 0.00524 68 640: 30%|### | 51/168 [00:09<00:21, 5.36it/s] 52/499 4.32G 0.01362 0.01108 0.005294 56 640: 30%|### | 51/168 [00:09<00:21, 5.36it/s] 52/499 4.32G 0.01362 0.01108 0.005294 56 640: 31%|### | 52/168 [00:09<00:22, 5.23it/s] 52/499 4.32G 0.01362 0.01109 0.005311 77 640: 31%|### | 52/168 [00:10<00:22, 5.23it/s] 52/499 4.32G 0.01362 0.01109 0.005311 77 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s] 52/499 4.32G 0.01366 0.01104 0.00541 57 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s] 52/499 4.32G 0.01366 0.01104 0.00541 57 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s] 52/499 4.32G 0.01363 0.01099 0.005388 58 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s] 52/499 4.32G 0.01363 0.01099 0.005388 58 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s] 52/499 4.32G 0.01363 0.01097 0.005361 52 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s] 52/499 4.32G 0.01363 0.01097 0.005361 52 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s] 52/499 4.32G 0.0136 0.01097 0.005343 69 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s] 52/499 4.32G 0.0136 0.01097 0.005343 69 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s] 52/499 4.32G 0.0136 0.011 0.005318 81 640: 34%|###3 | 57/168 [00:11<00:20, 5.35it/s] 52/499 4.32G 0.0136 0.011 0.005318 81 640: 35%|###4 | 58/168 [00:11<00:21, 5.23it/s] 52/499 4.32G 0.0136 0.01103 0.005276 71 640: 35%|###4 | 58/168 [00:11<00:21, 5.23it/s] 52/499 4.32G 0.0136 0.01103 0.005276 71 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s] 52/499 4.32G 0.01357 0.01102 0.005284 61 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s] 52/499 4.32G 0.01357 0.01102 0.005284 61 640: 36%|###5 | 60/168 [00:11<00:20, 5.36it/s] 52/499 4.32G 0.01357 0.01102 0.005251 64 640: 36%|###5 | 60/168 [00:11<00:20, 5.36it/s] 52/499 4.32G 0.01357 0.01102 0.005251 64 640: 36%|###6 | 61/168 [00:11<00:20, 5.23it/s] 52/499 4.32G 0.01358 0.01102 0.005249 57 640: 36%|###6 | 61/168 [00:11<00:20, 5.23it/s] 52/499 4.32G 0.01358 0.01102 0.005249 57 640: 37%|###6 | 62/168 [00:11<00:19, 5.32it/s] 52/499 4.32G 0.01359 0.01108 0.005211 82 640: 37%|###6 | 62/168 [00:11<00:19, 5.32it/s] 52/499 4.32G 0.01359 0.01108 0.005211 82 640: 38%|###7 | 63/168 [00:11<00:19, 5.32it/s] 52/499 4.32G 0.01355 0.01107 0.005254 80 640: 38%|###7 | 63/168 [00:12<00:19, 5.32it/s] 52/499 4.32G 0.01355 0.01107 0.005254 80 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s] 52/499 4.32G 0.01352 0.01104 0.005264 57 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s] 52/499 4.32G 0.01352 0.01104 0.005264 57 640: 39%|###8 | 65/168 [00:12<00:19, 5.23it/s] 52/499 4.32G 0.01352 0.01108 0.005283 82 640: 39%|###8 | 65/168 [00:12<00:19, 5.23it/s] 52/499 4.32G 0.01352 0.01108 0.005283 82 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s] 52/499 4.32G 0.01349 0.01105 0.005269 63 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s] 52/499 4.32G 0.01349 0.01105 0.005269 63 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s] 52/499 4.32G 0.01351 0.01106 0.005259 67 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s] 52/499 4.32G 0.01351 0.01106 0.005259 67 640: 40%|#### | 68/168 [00:12<00:18, 5.30it/s] 52/499 4.32G 0.01348 0.01103 0.005278 55 640: 40%|#### | 68/168 [00:13<00:18, 5.30it/s] 52/499 4.32G 0.01348 0.01103 0.005278 55 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s] 52/499 4.32G 0.01346 0.01101 0.005252 61 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s] 52/499 4.32G 0.01346 0.01101 0.005252 61 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s] 52/499 4.32G 0.01345 0.01099 0.005241 60 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s] 52/499 4.32G 0.01345 0.01099 0.005241 60 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s] 52/499 4.32G 0.01343 0.01098 0.005219 74 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s] 52/499 4.32G 0.01343 0.01098 0.005219 74 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s] 52/499 4.32G 0.01344 0.01099 0.005207 77 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s] 52/499 4.32G 0.01344 0.01099 0.005207 77 640: 43%|####3 | 73/168 [00:13<00:18, 5.24it/s] 52/499 4.32G 0.01348 0.011 0.00518 62 640: 43%|####3 | 73/168 [00:14<00:18, 5.24it/s] 52/499 4.32G 0.01348 0.011 0.00518 62 640: 44%|####4 | 74/168 [00:14<00:17, 5.33it/s] 52/499 4.32G 0.01349 0.01099 0.005149 60 640: 44%|####4 | 74/168 [00:14<00:17, 5.33it/s] 52/499 4.32G 0.01349 0.01099 0.005149 60 640: 45%|####4 | 75/168 [00:14<00:17, 5.38it/s] 52/499 4.32G 0.01347 0.01099 0.005168 75 640: 45%|####4 | 75/168 [00:14<00:17, 5.38it/s] 52/499 4.32G 0.01347 0.01099 0.005168 75 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s] 52/499 4.32G 0.01348 0.01102 0.005137 76 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s] 52/499 4.32G 0.01348 0.01102 0.005137 76 640: 46%|####5 | 77/168 [00:14<00:17, 5.21it/s] 52/499 4.32G 0.01349 0.01104 0.005119 73 640: 46%|####5 | 77/168 [00:14<00:17, 5.21it/s] 52/499 4.32G 0.01349 0.01104 0.005119 73 640: 46%|####6 | 78/168 [00:14<00:16, 5.30it/s] 52/499 4.32G 0.0135 0.01099 0.00512 53 640: 46%|####6 | 78/168 [00:14<00:16, 5.30it/s] 52/499 4.32G 0.0135 0.01099 0.00512 53 640: 47%|####7 | 79/168 [00:14<00:17, 5.19it/s] 52/499 4.32G 0.01349 0.011 0.005168 61 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s] 52/499 4.32G 0.01349 0.011 0.005168 61 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s] 52/499 4.32G 0.01351 0.01099 0.00521 54 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s] 52/499 4.32G 0.01351 0.01099 0.00521 54 640: 48%|####8 | 81/168 [00:15<00:16, 5.31it/s] 52/499 4.32G 0.0135 0.011 0.005211 68 640: 48%|####8 | 81/168 [00:15<00:16, 5.31it/s] 52/499 4.32G 0.0135 0.011 0.005211 68 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s] 52/499 4.32G 0.01348 0.01098 0.005199 54 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s] 52/499 4.32G 0.01348 0.01098 0.005199 54 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s] 52/499 4.32G 0.01346 0.01099 0.005172 66 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s] 52/499 4.32G 0.01346 0.01099 0.005172 66 640: 50%|##### | 84/168 [00:15<00:15, 5.32it/s] 52/499 4.32G 0.01347 0.01098 0.005224 59 640: 50%|##### | 84/168 [00:16<00:15, 5.32it/s] 52/499 4.32G 0.01347 0.01098 0.005224 59 640: 51%|##### | 85/168 [00:16<00:16, 5.12it/s] 52/499 4.32G 0.01345 0.01096 0.005189 60 640: 51%|##### | 85/168 [00:16<00:16, 5.12it/s] 52/499 4.32G 0.01345 0.01096 0.005189 60 640: 51%|#####1 | 86/168 [00:16<00:15, 5.21it/s] 52/499 4.32G 0.01346 0.01093 0.005182 46 640: 51%|#####1 | 86/168 [00:16<00:15, 5.21it/s] 52/499 4.32G 0.01346 0.01093 0.005182 46 640: 52%|#####1 | 87/168 [00:16<00:15, 5.29it/s] 52/499 4.32G 0.01348 0.01093 0.005189 61 640: 52%|#####1 | 87/168 [00:16<00:15, 5.29it/s] 52/499 4.32G 0.01348 0.01093 0.005189 61 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 52/499 4.32G 0.01347 0.01091 0.005164 56 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 52/499 4.32G 0.01347 0.01091 0.005164 56 640: 53%|#####2 | 89/168 [00:16<00:14, 5.27it/s] 52/499 4.32G 0.0135 0.01092 0.005151 65 640: 53%|#####2 | 89/168 [00:17<00:14, 5.27it/s] 52/499 4.32G 0.0135 0.01092 0.005151 65 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s] 52/499 4.32G 0.01351 0.01091 0.005143 63 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s] 52/499 4.32G 0.01351 0.01091 0.005143 63 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s] 52/499 4.32G 0.01351 0.01092 0.005106 65 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s] 52/499 4.32G 0.01351 0.01092 0.005106 65 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s] 52/499 4.32G 0.01352 0.01093 0.005094 64 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s] 52/499 4.32G 0.01352 0.01093 0.005094 64 640: 55%|#####5 | 93/168 [00:17<00:14, 5.23it/s] 52/499 4.32G 0.01351 0.01091 0.005082 69 640: 55%|#####5 | 93/168 [00:17<00:14, 5.23it/s] 52/499 4.32G 0.01351 0.01091 0.005082 69 640: 56%|#####5 | 94/168 [00:17<00:14, 5.07it/s] 52/499 4.32G 0.01352 0.01095 0.005101 75 640: 56%|#####5 | 94/168 [00:18<00:14, 5.07it/s] 52/499 4.32G 0.01352 0.01095 0.005101 75 640: 57%|#####6 | 95/168 [00:18<00:14, 5.21it/s] 52/499 4.32G 0.01355 0.01095 0.005128 67 640: 57%|#####6 | 95/168 [00:18<00:14, 5.21it/s] 52/499 4.32G 0.01355 0.01095 0.005128 67 640: 57%|#####7 | 96/168 [00:18<00:13, 5.30it/s] 52/499 4.32G 0.01354 0.01095 0.005128 66 640: 57%|#####7 | 96/168 [00:18<00:13, 5.30it/s] 52/499 4.32G 0.01354 0.01095 0.005128 66 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s] 52/499 4.32G 0.01356 0.01093 0.005165 55 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s] 52/499 4.32G 0.01356 0.01093 0.005165 55 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s] 52/499 4.32G 0.01356 0.01093 0.005168 62 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s] 52/499 4.32G 0.01356 0.01093 0.005168 62 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s] 52/499 4.32G 0.01355 0.01092 0.005182 65 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s] 52/499 4.32G 0.01355 0.01092 0.005182 65 640: 60%|#####9 | 100/168 [00:18<00:13, 5.23it/s] 52/499 4.32G 0.01355 0.01092 0.005224 65 640: 60%|#####9 | 100/168 [00:19<00:13, 5.23it/s] 52/499 4.32G 0.01355 0.01092 0.005224 65 640: 60%|###### | 101/168 [00:19<00:12, 5.32it/s] 52/499 4.32G 0.01356 0.01094 0.00523 86 640: 60%|###### | 101/168 [00:19<00:12, 5.32it/s] 52/499 4.32G 0.01356 0.01094 0.00523 86 640: 61%|###### | 102/168 [00:19<00:12, 5.39it/s] 52/499 4.32G 0.01358 0.01095 0.00524 67 640: 61%|###### | 102/168 [00:19<00:12, 5.39it/s] 52/499 4.32G 0.01358 0.01095 0.00524 67 640: 61%|######1 | 103/168 [00:19<00:12, 5.24it/s] 52/499 4.32G 0.01358 0.01095 0.005247 64 640: 61%|######1 | 103/168 [00:19<00:12, 5.24it/s] 52/499 4.32G 0.01358 0.01095 0.005247 64 640: 62%|######1 | 104/168 [00:19<00:11, 5.34it/s] 52/499 4.32G 0.01359 0.01095 0.005216 64 640: 62%|######1 | 104/168 [00:19<00:11, 5.34it/s] 52/499 4.32G 0.01359 0.01095 0.005216 64 640: 62%|######2 | 105/168 [00:19<00:11, 5.41it/s] 52/499 4.32G 0.01361 0.01099 0.005193 70 640: 62%|######2 | 105/168 [00:20<00:11, 5.41it/s] 52/499 4.32G 0.01361 0.01099 0.005193 70 640: 63%|######3 | 106/168 [00:20<00:11, 5.17it/s] 52/499 4.32G 0.01359 0.01098 0.005225 62 640: 63%|######3 | 106/168 [00:20<00:11, 5.17it/s] 52/499 4.32G 0.01359 0.01098 0.005225 62 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s] 52/499 4.32G 0.01359 0.01098 0.00525 75 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s] 52/499 4.32G 0.01359 0.01098 0.00525 75 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s] 52/499 4.32G 0.0136 0.011 0.005258 64 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s] 52/499 4.32G 0.0136 0.011 0.005258 64 640: 65%|######4 | 109/168 [00:20<00:11, 5.25it/s] 52/499 4.32G 0.01358 0.011 0.005262 71 640: 65%|######4 | 109/168 [00:20<00:11, 5.25it/s] 52/499 4.32G 0.01358 0.011 0.005262 71 640: 65%|######5 | 110/168 [00:20<00:10, 5.34it/s] 52/499 4.32G 0.01359 0.011 0.005258 68 640: 65%|######5 | 110/168 [00:21<00:10, 5.34it/s] 52/499 4.32G 0.01359 0.011 0.005258 68 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s] 52/499 4.32G 0.0136 0.01101 0.005267 75 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s] 52/499 4.32G 0.0136 0.01101 0.005267 75 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s] 52/499 4.32G 0.01361 0.01101 0.005277 73 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s] 52/499 4.32G 0.01361 0.01101 0.005277 73 640: 67%|######7 | 113/168 [00:21<00:10, 5.33it/s] 52/499 4.32G 0.01359 0.011 0.005309 59 640: 67%|######7 | 113/168 [00:21<00:10, 5.33it/s] 52/499 4.32G 0.01359 0.011 0.005309 59 640: 68%|######7 | 114/168 [00:21<00:10, 5.38it/s] 52/499 4.32G 0.01359 0.01099 0.005333 61 640: 68%|######7 | 114/168 [00:21<00:10, 5.38it/s] 52/499 4.32G 0.01359 0.01099 0.005333 61 640: 68%|######8 | 115/168 [00:21<00:10, 5.23it/s] 52/499 4.32G 0.0136 0.011 0.005305 57 640: 68%|######8 | 115/168 [00:22<00:10, 5.23it/s] 52/499 4.32G 0.0136 0.011 0.005305 57 640: 69%|######9 | 116/168 [00:22<00:09, 5.21it/s] 52/499 4.32G 0.01359 0.011 0.005309 64 640: 69%|######9 | 116/168 [00:22<00:09, 5.21it/s] 52/499 4.32G 0.01359 0.011 0.005309 64 640: 70%|######9 | 117/168 [00:22<00:09, 5.27it/s] 52/499 4.32G 0.0136 0.01104 0.005315 87 640: 70%|######9 | 117/168 [00:22<00:09, 5.27it/s] 52/499 4.32G 0.0136 0.01104 0.005315 87 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s] 52/499 4.32G 0.01358 0.01102 0.005336 62 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s] 52/499 4.32G 0.01358 0.01102 0.005336 62 640: 71%|####### | 119/168 [00:22<00:09, 5.19it/s] 52/499 4.32G 0.01358 0.01101 0.005352 68 640: 71%|####### | 119/168 [00:22<00:09, 5.19it/s] 52/499 4.32G 0.01358 0.01101 0.005352 68 640: 71%|#######1 | 120/168 [00:22<00:09, 5.30it/s] 52/499 4.32G 0.01358 0.01101 0.005335 65 640: 71%|#######1 | 120/168 [00:22<00:09, 5.30it/s] 52/499 4.32G 0.01358 0.01101 0.005335 65 640: 72%|#######2 | 121/168 [00:22<00:09, 5.17it/s] 52/499 4.32G 0.01357 0.011 0.00534 60 640: 72%|#######2 | 121/168 [00:23<00:09, 5.17it/s] 52/499 4.32G 0.01357 0.011 0.00534 60 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s] 52/499 4.32G 0.01357 0.011 0.005327 54 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s] 52/499 4.32G 0.01357 0.011 0.005327 54 640: 73%|#######3 | 123/168 [00:23<00:08, 5.30it/s] 52/499 4.32G 0.01355 0.01099 0.005317 67 640: 73%|#######3 | 123/168 [00:23<00:08, 5.30it/s] 52/499 4.32G 0.01355 0.01099 0.005317 67 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s] 52/499 4.32G 0.01353 0.01099 0.005322 69 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s] 52/499 4.32G 0.01353 0.01099 0.005322 69 640: 74%|#######4 | 125/168 [00:23<00:08, 5.18it/s] 52/499 4.32G 0.01353 0.01098 0.00532 71 640: 74%|#######4 | 125/168 [00:23<00:08, 5.18it/s] 52/499 4.32G 0.01353 0.01098 0.00532 71 640: 75%|#######5 | 126/168 [00:23<00:07, 5.26it/s] 52/499 4.32G 0.01352 0.01095 0.005358 55 640: 75%|#######5 | 126/168 [00:24<00:07, 5.26it/s] 52/499 4.32G 0.01352 0.01095 0.005358 55 640: 76%|#######5 | 127/168 [00:24<00:08, 5.12it/s] 52/499 4.32G 0.01352 0.01094 0.005366 67 640: 76%|#######5 | 127/168 [00:24<00:08, 5.12it/s] 52/499 4.32G 0.01352 0.01094 0.005366 67 640: 76%|#######6 | 128/168 [00:24<00:07, 5.21it/s] 52/499 4.32G 0.01351 0.01094 0.005391 61 640: 76%|#######6 | 128/168 [00:24<00:07, 5.21it/s] 52/499 4.32G 0.01351 0.01094 0.005391 61 640: 77%|#######6 | 129/168 [00:24<00:07, 5.29it/s] 52/499 4.32G 0.01351 0.01095 0.005389 81 640: 77%|#######6 | 129/168 [00:24<00:07, 5.29it/s] 52/499 4.32G 0.01351 0.01095 0.005389 81 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s] 52/499 4.32G 0.0135 0.01095 0.005363 81 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s] 52/499 4.32G 0.0135 0.01095 0.005363 81 640: 78%|#######7 | 131/168 [00:24<00:07, 5.25it/s] 52/499 4.32G 0.0135 0.01095 0.005354 69 640: 78%|#######7 | 131/168 [00:25<00:07, 5.25it/s] 52/499 4.32G 0.0135 0.01095 0.005354 69 640: 79%|#######8 | 132/168 [00:25<00:06, 5.31it/s] 52/499 4.32G 0.01349 0.01095 0.005398 66 640: 79%|#######8 | 132/168 [00:25<00:06, 5.31it/s] 52/499 4.32G 0.01349 0.01095 0.005398 66 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s] 52/499 4.32G 0.0135 0.01096 0.005402 69 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s] 52/499 4.32G 0.0135 0.01096 0.005402 69 640: 80%|#######9 | 134/168 [00:25<00:06, 5.24it/s] 52/499 4.32G 0.0135 0.01097 0.005383 69 640: 80%|#######9 | 134/168 [00:25<00:06, 5.24it/s] 52/499 4.32G 0.0135 0.01097 0.005383 69 640: 80%|######## | 135/168 [00:25<00:06, 5.29it/s] 52/499 4.32G 0.01348 0.01097 0.005396 69 640: 80%|######## | 135/168 [00:25<00:06, 5.29it/s] 52/499 4.32G 0.01348 0.01097 0.005396 69 640: 81%|######## | 136/168 [00:25<00:06, 5.13it/s] 52/499 4.32G 0.01349 0.01097 0.005385 72 640: 81%|######## | 136/168 [00:26<00:06, 5.13it/s] 52/499 4.32G 0.01349 0.01097 0.005385 72 640: 82%|########1 | 137/168 [00:26<00:05, 5.17it/s] 52/499 4.32G 0.01347 0.01095 0.005377 53 640: 82%|########1 | 137/168 [00:26<00:05, 5.17it/s] 52/499 4.32G 0.01347 0.01095 0.005377 53 640: 82%|########2 | 138/168 [00:26<00:05, 5.23it/s] 52/499 4.32G 0.01346 0.01094 0.005368 59 640: 82%|########2 | 138/168 [00:26<00:05, 5.23it/s] 52/499 4.32G 0.01346 0.01094 0.005368 59 640: 83%|########2 | 139/168 [00:26<00:05, 5.14it/s] 52/499 4.32G 0.01345 0.01095 0.00535 70 640: 83%|########2 | 139/168 [00:26<00:05, 5.14it/s] 52/499 4.32G 0.01345 0.01095 0.00535 70 640: 83%|########3 | 140/168 [00:26<00:05, 5.25it/s] 52/499 4.32G 0.01345 0.01096 0.005339 76 640: 83%|########3 | 140/168 [00:26<00:05, 5.25it/s] 52/499 4.32G 0.01345 0.01096 0.005339 76 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s] 52/499 4.32G 0.01346 0.01097 0.005354 65 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s] 52/499 4.32G 0.01346 0.01097 0.005354 65 640: 85%|########4 | 142/168 [00:26<00:04, 5.20it/s] 52/499 4.32G 0.01346 0.01097 0.005359 67 640: 85%|########4 | 142/168 [00:27<00:04, 5.20it/s] 52/499 4.32G 0.01346 0.01097 0.005359 67 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s] 52/499 4.32G 0.01346 0.01098 0.005345 70 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s] 52/499 4.32G 0.01346 0.01098 0.005345 70 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s] 52/499 4.32G 0.01345 0.01098 0.005338 69 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s] 52/499 4.32G 0.01345 0.01098 0.005338 69 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s] 52/499 4.32G 0.01345 0.011 0.005319 74 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s] 52/499 4.32G 0.01345 0.011 0.005319 74 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s] 52/499 4.32G 0.01346 0.01102 0.005316 74 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s] 52/499 4.32G 0.01346 0.01102 0.005316 74 640: 88%|########7 | 147/168 [00:27<00:03, 5.38it/s] 52/499 4.32G 0.01345 0.011 0.005297 53 640: 88%|########7 | 147/168 [00:28<00:03, 5.38it/s] 52/499 4.32G 0.01345 0.011 0.005297 53 640: 88%|########8 | 148/168 [00:28<00:03, 5.24it/s] 52/499 4.32G 0.01344 0.01101 0.005281 75 640: 88%|########8 | 148/168 [00:28<00:03, 5.24it/s] 52/499 4.32G 0.01344 0.01101 0.005281 75 640: 89%|########8 | 149/168 [00:28<00:03, 5.33it/s] 52/499 4.32G 0.01345 0.01101 0.005273 76 640: 89%|########8 | 149/168 [00:28<00:03, 5.33it/s] 52/499 4.32G 0.01345 0.01101 0.005273 76 640: 89%|########9 | 150/168 [00:28<00:03, 5.39it/s] 52/499 4.32G 0.01345 0.01103 0.005266 76 640: 89%|########9 | 150/168 [00:28<00:03, 5.39it/s] 52/499 4.32G 0.01345 0.01103 0.005266 76 640: 90%|########9 | 151/168 [00:28<00:03, 5.24it/s] 52/499 4.32G 0.01346 0.01104 0.005275 72 640: 90%|########9 | 151/168 [00:28<00:03, 5.24it/s] 52/499 4.32G 0.01346 0.01104 0.005275 72 640: 90%|######### | 152/168 [00:28<00:02, 5.34it/s] 52/499 4.32G 0.01346 0.01103 0.00526 64 640: 90%|######### | 152/168 [00:29<00:02, 5.34it/s] 52/499 4.32G 0.01346 0.01103 0.00526 64 640: 91%|#########1| 153/168 [00:29<00:02, 5.41it/s] 52/499 4.32G 0.01346 0.01103 0.005253 67 640: 91%|#########1| 153/168 [00:29<00:02, 5.41it/s] 52/499 4.32G 0.01346 0.01103 0.005253 67 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s] 52/499 4.32G 0.01346 0.01104 0.005227 69 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s] 52/499 4.32G 0.01346 0.01104 0.005227 69 640: 92%|#########2| 155/168 [00:29<00:02, 5.24it/s] 52/499 4.32G 0.01345 0.01105 0.005225 69 640: 92%|#########2| 155/168 [00:29<00:02, 5.24it/s] 52/499 4.32G 0.01345 0.01105 0.005225 69 640: 93%|#########2| 156/168 [00:29<00:02, 5.30it/s] 52/499 4.32G 0.01347 0.01105 0.005237 67 640: 93%|#########2| 156/168 [00:29<00:02, 5.30it/s] 52/499 4.32G 0.01347 0.01105 0.005237 67 640: 93%|#########3| 157/168 [00:29<00:02, 5.19it/s] 52/499 4.32G 0.01348 0.01104 0.005247 61 640: 93%|#########3| 157/168 [00:30<00:02, 5.19it/s] 52/499 4.32G 0.01348 0.01104 0.005247 61 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s] 52/499 4.32G 0.01349 0.01103 0.005263 63 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s] 52/499 4.32G 0.01349 0.01103 0.005263 63 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s] 52/499 4.32G 0.01349 0.01103 0.005264 70 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s] 52/499 4.32G 0.01349 0.01103 0.005264 70 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s] 52/499 4.32G 0.01348 0.01103 0.005262 62 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s] 52/499 4.32G 0.01348 0.01103 0.005262 62 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s] 52/499 4.32G 0.01348 0.01103 0.00526 61 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s] 52/499 4.32G 0.01348 0.01103 0.00526 61 640: 96%|#########6| 162/168 [00:30<00:01, 5.31it/s] 52/499 4.32G 0.01349 0.01103 0.005257 73 640: 96%|#########6| 162/168 [00:30<00:01, 5.31it/s] 52/499 4.32G 0.01349 0.01103 0.005257 73 640: 97%|#########7| 163/168 [00:30<00:00, 5.19it/s] 52/499 4.32G 0.0135 0.01105 0.005247 69 640: 97%|#########7| 163/168 [00:31<00:00, 5.19it/s] 52/499 4.32G 0.0135 0.01105 0.005247 69 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s] 52/499 4.32G 0.0135 0.01104 0.005234 60 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s] 52/499 4.32G 0.0135 0.01104 0.005234 60 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s] 52/499 4.32G 0.01351 0.01104 0.005236 81 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s] 52/499 4.32G 0.01351 0.01104 0.005236 81 640: 99%|#########8| 166/168 [00:31<00:00, 5.23it/s] 52/499 4.32G 0.01351 0.01103 0.005248 62 640: 99%|#########8| 166/168 [00:31<00:00, 5.23it/s] 52/499 4.32G 0.01351 0.01103 0.005248 62 640: 99%|#########9| 167/168 [00:31<00:00, 5.31it/s] 52/499 4.32G 0.0135 0.01103 0.005247 31 640: 99%|#########9| 167/168 [00:31<00:00, 5.31it/s] 52/499 4.32G 0.0135 0.01103 0.005247 31 640: 100%|##########| 168/168 [00:31<00:00, 5.49it/s] 52/499 4.32G 0.0135 0.01103 0.005247 31 640: 100%|##########| 168/168 [00:31<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.86it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.85it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.44it/s] all 132 263 0.772 0.879 0.833 0.722 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 53/499 4.32G 0.01479 0.01094 0.004074 71 640: 0%| | 0/168 [00:00<?, ?it/s] 53/499 4.32G 0.01479 0.01094 0.004074 71 640: 1%| | 1/168 [00:00<00:34, 4.89it/s] 53/499 4.32G 0.01395 0.01179 0.005052 78 640: 1%| | 1/168 [00:00<00:34, 4.89it/s] 53/499 4.32G 0.01395 0.01179 0.005052 78 640: 1%|1 | 2/168 [00:00<00:31, 5.21it/s] 53/499 4.32G 0.01425 0.01155 0.006544 66 640: 1%|1 | 2/168 [00:00<00:31, 5.21it/s] 53/499 4.32G 0.01425 0.01155 0.006544 66 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s] 53/499 4.32G 0.01376 0.011 0.006577 61 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s] 53/499 4.32G 0.01376 0.011 0.006577 61 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s] 53/499 4.32G 0.01334 0.01078 0.006179 70 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s] 53/499 4.32G 0.01334 0.01078 0.006179 70 640: 3%|2 | 5/168 [00:00<00:30, 5.28it/s] 53/499 4.32G 0.01347 0.01068 0.005677 66 640: 3%|2 | 5/168 [00:01<00:30, 5.28it/s] 53/499 4.32G 0.01347 0.01068 0.005677 66 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s] 53/499 4.32G 0.01365 0.01066 0.005414 65 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s] 53/499 4.32G 0.01365 0.01066 0.005414 65 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s] 53/499 4.32G 0.01373 0.01059 0.004917 65 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s] 53/499 4.32G 0.01373 0.01059 0.004917 65 640: 5%|4 | 8/168 [00:01<00:30, 5.28it/s] 53/499 4.32G 0.01373 0.0105 0.004865 55 640: 5%|4 | 8/168 [00:01<00:30, 5.28it/s] 53/499 4.32G 0.01373 0.0105 0.004865 55 640: 5%|5 | 9/168 [00:01<00:29, 5.34it/s] 53/499 4.32G 0.01382 0.01078 0.005 79 640: 5%|5 | 9/168 [00:01<00:29, 5.34it/s] 53/499 4.32G 0.01382 0.01078 0.005 79 640: 6%|5 | 10/168 [00:01<00:30, 5.19it/s] 53/499 4.32G 0.01393 0.01074 0.005222 70 640: 6%|5 | 10/168 [00:02<00:30, 5.19it/s] 53/499 4.32G 0.01393 0.01074 0.005222 70 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s] 53/499 4.32G 0.01386 0.01081 0.005132 83 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s] 53/499 4.32G 0.01386 0.01081 0.005132 83 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s] 53/499 4.32G 0.01397 0.011 0.005553 75 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s] 53/499 4.32G 0.01397 0.011 0.005553 75 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s] 53/499 4.32G 0.0141 0.01109 0.00569 75 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s] 53/499 4.32G 0.0141 0.01109 0.00569 75 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s] 53/499 4.32G 0.01412 0.01123 0.005685 68 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s] 53/499 4.32G 0.01412 0.01123 0.005685 68 640: 9%|8 | 15/168 [00:02<00:28, 5.36it/s] 53/499 4.32G 0.01396 0.01113 0.005757 72 640: 9%|8 | 15/168 [00:03<00:28, 5.36it/s] 53/499 4.32G 0.01396 0.01113 0.005757 72 640: 10%|9 | 16/168 [00:03<00:29, 5.24it/s] 53/499 4.32G 0.01388 0.01097 0.005831 59 640: 10%|9 | 16/168 [00:03<00:29, 5.24it/s] 53/499 4.32G 0.01388 0.01097 0.005831 59 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s] 53/499 4.32G 0.01387 0.01096 0.006016 63 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s] 53/499 4.32G 0.01387 0.01096 0.006016 63 640: 11%|# | 18/168 [00:03<00:27, 5.38it/s] 53/499 4.32G 0.01382 0.01089 0.006104 67 640: 11%|# | 18/168 [00:03<00:27, 5.38it/s] 53/499 4.32G 0.01382 0.01089 0.006104 67 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s] 53/499 4.32G 0.01379 0.01095 0.00588 73 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s] 53/499 4.32G 0.01379 0.01095 0.00588 73 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s] 53/499 4.32G 0.01372 0.01085 0.005837 61 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s] 53/499 4.32G 0.01372 0.01085 0.005837 61 640: 12%|#2 | 21/168 [00:03<00:27, 5.38it/s] 53/499 4.32G 0.0136 0.01083 0.005703 75 640: 12%|#2 | 21/168 [00:04<00:27, 5.38it/s] 53/499 4.32G 0.0136 0.01083 0.005703 75 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s] 53/499 4.32G 0.01358 0.01084 0.005715 73 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s] 53/499 4.32G 0.01358 0.01084 0.005715 73 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s] 53/499 4.32G 0.01351 0.01087 0.005623 72 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s] 53/499 4.32G 0.01351 0.01087 0.005623 72 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 53/499 4.32G 0.0135 0.01089 0.005661 59 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 53/499 4.32G 0.0135 0.01089 0.005661 59 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s] 53/499 4.32G 0.01341 0.0108 0.005735 60 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s] 53/499 4.32G 0.01341 0.0108 0.005735 60 640: 15%|#5 | 26/168 [00:04<00:26, 5.27it/s] 53/499 4.32G 0.0134 0.01093 0.005694 84 640: 15%|#5 | 26/168 [00:05<00:26, 5.27it/s] 53/499 4.32G 0.0134 0.01093 0.005694 84 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s] 53/499 4.32G 0.0134 0.01088 0.005731 57 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s] 53/499 4.32G 0.0134 0.01088 0.005731 57 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s] 53/499 4.32G 0.0134 0.01097 0.005781 79 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s] 53/499 4.32G 0.0134 0.01097 0.005781 79 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s] 53/499 4.32G 0.01343 0.01104 0.005765 84 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s] 53/499 4.32G 0.01343 0.01104 0.005765 84 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s] 53/499 4.32G 0.01334 0.01101 0.005726 58 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s] 53/499 4.32G 0.01334 0.01101 0.005726 58 640: 18%|#8 | 31/168 [00:05<00:26, 5.25it/s] 53/499 4.32G 0.01335 0.01108 0.005781 77 640: 18%|#8 | 31/168 [00:06<00:26, 5.25it/s] 53/499 4.32G 0.01335 0.01108 0.005781 77 640: 19%|#9 | 32/168 [00:06<00:25, 5.35it/s] 53/499 4.32G 0.01335 0.01103 0.005867 58 640: 19%|#9 | 32/168 [00:06<00:25, 5.35it/s] 53/499 4.32G 0.01335 0.01103 0.005867 58 640: 20%|#9 | 33/168 [00:06<00:24, 5.40it/s] 53/499 4.32G 0.01334 0.01103 0.00574 75 640: 20%|#9 | 33/168 [00:06<00:24, 5.40it/s] 53/499 4.32G 0.01334 0.01103 0.00574 75 640: 20%|## | 34/168 [00:06<00:25, 5.26it/s] 53/499 4.32G 0.01341 0.01103 0.005738 65 640: 20%|## | 34/168 [00:06<00:25, 5.26it/s] 53/499 4.32G 0.01341 0.01103 0.005738 65 640: 21%|## | 35/168 [00:06<00:24, 5.35it/s] 53/499 4.32G 0.01344 0.011 0.005795 58 640: 21%|## | 35/168 [00:06<00:24, 5.35it/s] 53/499 4.32G 0.01344 0.011 0.005795 58 640: 21%|##1 | 36/168 [00:06<00:24, 5.41it/s] 53/499 4.32G 0.01338 0.01095 0.005745 62 640: 21%|##1 | 36/168 [00:06<00:24, 5.41it/s] 53/499 4.32G 0.01338 0.01095 0.005745 62 640: 22%|##2 | 37/168 [00:06<00:24, 5.27it/s] 53/499 4.32G 0.01337 0.01097 0.00579 72 640: 22%|##2 | 37/168 [00:07<00:24, 5.27it/s] 53/499 4.32G 0.01337 0.01097 0.00579 72 640: 23%|##2 | 38/168 [00:07<00:24, 5.33it/s] 53/499 4.32G 0.01337 0.01097 0.005796 66 640: 23%|##2 | 38/168 [00:07<00:24, 5.33it/s] 53/499 4.32G 0.01337 0.01097 0.005796 66 640: 23%|##3 | 39/168 [00:07<00:23, 5.38it/s] 53/499 4.32G 0.01333 0.01091 0.005937 60 640: 23%|##3 | 39/168 [00:07<00:23, 5.38it/s] 53/499 4.32G 0.01333 0.01091 0.005937 60 640: 24%|##3 | 40/168 [00:07<00:24, 5.24it/s] 53/499 4.32G 0.01335 0.01086 0.005962 54 640: 24%|##3 | 40/168 [00:07<00:24, 5.24it/s] 53/499 4.32G 0.01335 0.01086 0.005962 54 640: 24%|##4 | 41/168 [00:07<00:23, 5.34it/s] 53/499 4.32G 0.0134 0.01091 0.005972 75 640: 24%|##4 | 41/168 [00:07<00:23, 5.34it/s] 53/499 4.32G 0.0134 0.01091 0.005972 75 640: 25%|##5 | 42/168 [00:07<00:23, 5.39it/s] 53/499 4.32G 0.01343 0.01092 0.005994 63 640: 25%|##5 | 42/168 [00:08<00:23, 5.39it/s] 53/499 4.32G 0.01343 0.01092 0.005994 63 640: 26%|##5 | 43/168 [00:08<00:23, 5.24it/s] 53/499 4.32G 0.01337 0.01086 0.005895 54 640: 26%|##5 | 43/168 [00:08<00:23, 5.24it/s] 53/499 4.32G 0.01337 0.01086 0.005895 54 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s] 53/499 4.32G 0.01333 0.01087 0.005871 78 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s] 53/499 4.32G 0.01333 0.01087 0.005871 78 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s] 53/499 4.32G 0.0133 0.01088 0.005802 81 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s] 53/499 4.32G 0.0133 0.01088 0.005802 81 640: 27%|##7 | 46/168 [00:08<00:23, 5.18it/s] 53/499 4.32G 0.01325 0.01079 0.005926 44 640: 27%|##7 | 46/168 [00:08<00:23, 5.18it/s] 53/499 4.32G 0.01325 0.01079 0.005926 44 640: 28%|##7 | 47/168 [00:08<00:22, 5.27it/s] 53/499 4.32G 0.01323 0.01077 0.005875 73 640: 28%|##7 | 47/168 [00:09<00:22, 5.27it/s] 53/499 4.32G 0.01323 0.01077 0.005875 73 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s] 53/499 4.32G 0.01325 0.01076 0.005852 63 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s] 53/499 4.32G 0.01325 0.01076 0.005852 63 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s] 53/499 4.32G 0.01328 0.01083 0.005906 81 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s] 53/499 4.32G 0.01328 0.01083 0.005906 81 640: 30%|##9 | 50/168 [00:09<00:22, 5.30it/s] 53/499 4.32G 0.01332 0.01087 0.005864 76 640: 30%|##9 | 50/168 [00:09<00:22, 5.30it/s] 53/499 4.32G 0.01332 0.01087 0.005864 76 640: 30%|### | 51/168 [00:09<00:22, 5.26it/s] 53/499 4.32G 0.01335 0.01086 0.005852 57 640: 30%|### | 51/168 [00:09<00:22, 5.26it/s] 53/499 4.32G 0.01335 0.01086 0.005852 57 640: 31%|### | 52/168 [00:09<00:22, 5.15it/s] 53/499 4.32G 0.01333 0.01095 0.005843 84 640: 31%|### | 52/168 [00:10<00:22, 5.15it/s] 53/499 4.32G 0.01333 0.01095 0.005843 84 640: 32%|###1 | 53/168 [00:10<00:21, 5.23it/s] 53/499 4.32G 0.01333 0.01094 0.005812 59 640: 32%|###1 | 53/168 [00:10<00:21, 5.23it/s] 53/499 4.32G 0.01333 0.01094 0.005812 59 640: 32%|###2 | 54/168 [00:10<00:21, 5.28it/s] 53/499 4.32G 0.01333 0.01093 0.005766 66 640: 32%|###2 | 54/168 [00:10<00:21, 5.28it/s] 53/499 4.32G 0.01333 0.01093 0.005766 66 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s] 53/499 4.32G 0.01334 0.01099 0.005731 91 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s] 53/499 4.32G 0.01334 0.01099 0.005731 91 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s] 53/499 4.32G 0.01334 0.011 0.005718 70 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s] 53/499 4.32G 0.01334 0.011 0.005718 70 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s] 53/499 4.32G 0.01336 0.01098 0.005832 66 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s] 53/499 4.32G 0.01336 0.01098 0.005832 66 640: 35%|###4 | 58/168 [00:10<00:21, 5.21it/s] 53/499 4.32G 0.01336 0.01101 0.005807 67 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s] 53/499 4.32G 0.01336 0.01101 0.005807 67 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s] 53/499 4.32G 0.01336 0.01097 0.005846 51 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s] 53/499 4.32G 0.01336 0.01097 0.005846 51 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s] 53/499 4.32G 0.01335 0.01095 0.00583 62 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s] 53/499 4.32G 0.01335 0.01095 0.00583 62 640: 36%|###6 | 61/168 [00:11<00:20, 5.23it/s] 53/499 4.32G 0.01337 0.01098 0.005804 63 640: 36%|###6 | 61/168 [00:11<00:20, 5.23it/s] 53/499 4.32G 0.01337 0.01098 0.005804 63 640: 37%|###6 | 62/168 [00:11<00:19, 5.33it/s] 53/499 4.32G 0.01336 0.01098 0.005753 69 640: 37%|###6 | 62/168 [00:11<00:19, 5.33it/s] 53/499 4.32G 0.01336 0.01098 0.005753 69 640: 38%|###7 | 63/168 [00:11<00:19, 5.39it/s] 53/499 4.32G 0.01336 0.011 0.005709 74 640: 38%|###7 | 63/168 [00:12<00:19, 5.39it/s] 53/499 4.32G 0.01336 0.011 0.005709 74 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s] 53/499 4.32G 0.01335 0.01095 0.005721 58 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s] 53/499 4.32G 0.01335 0.01095 0.005721 58 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s] 53/499 4.32G 0.01334 0.01095 0.005697 76 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s] 53/499 4.32G 0.01334 0.01095 0.005697 76 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s] 53/499 4.32G 0.01334 0.01093 0.005769 68 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s] 53/499 4.32G 0.01334 0.01093 0.005769 68 640: 40%|###9 | 67/168 [00:12<00:19, 5.24it/s] 53/499 4.32G 0.01334 0.01098 0.005738 84 640: 40%|###9 | 67/168 [00:12<00:19, 5.24it/s] 53/499 4.32G 0.01334 0.01098 0.005738 84 640: 40%|#### | 68/168 [00:12<00:18, 5.33it/s] 53/499 4.32G 0.01336 0.01096 0.005748 58 640: 40%|#### | 68/168 [00:13<00:18, 5.33it/s] 53/499 4.32G 0.01336 0.01096 0.005748 58 640: 41%|####1 | 69/168 [00:13<00:18, 5.40it/s] 53/499 4.32G 0.01337 0.01095 0.00569 56 640: 41%|####1 | 69/168 [00:13<00:18, 5.40it/s] 53/499 4.32G 0.01337 0.01095 0.00569 56 640: 42%|####1 | 70/168 [00:13<00:18, 5.25it/s] 53/499 4.32G 0.01338 0.01094 0.005723 59 640: 42%|####1 | 70/168 [00:13<00:18, 5.25it/s] 53/499 4.32G 0.01338 0.01094 0.005723 59 640: 42%|####2 | 71/168 [00:13<00:18, 5.33it/s] 53/499 4.32G 0.01337 0.01093 0.005683 59 640: 42%|####2 | 71/168 [00:13<00:18, 5.33it/s] 53/499 4.32G 0.01337 0.01093 0.005683 59 640: 43%|####2 | 72/168 [00:13<00:17, 5.41it/s] 53/499 4.32G 0.01336 0.01091 0.005682 58 640: 43%|####2 | 72/168 [00:13<00:17, 5.41it/s] 53/499 4.32G 0.01336 0.01091 0.005682 58 640: 43%|####3 | 73/168 [00:13<00:18, 5.24it/s] 53/499 4.32G 0.01335 0.01089 0.005704 66 640: 43%|####3 | 73/168 [00:13<00:18, 5.24it/s] 53/499 4.32G 0.01335 0.01089 0.005704 66 640: 44%|####4 | 74/168 [00:13<00:17, 5.31it/s] 53/499 4.32G 0.01334 0.0109 0.005705 73 640: 44%|####4 | 74/168 [00:14<00:17, 5.31it/s] 53/499 4.32G 0.01334 0.0109 0.005705 73 640: 45%|####4 | 75/168 [00:14<00:17, 5.40it/s] 53/499 4.32G 0.01331 0.01089 0.005697 77 640: 45%|####4 | 75/168 [00:14<00:17, 5.40it/s] 53/499 4.32G 0.01331 0.01089 0.005697 77 640: 45%|####5 | 76/168 [00:14<00:17, 5.26it/s] 53/499 4.32G 0.01329 0.01087 0.00568 69 640: 45%|####5 | 76/168 [00:14<00:17, 5.26it/s] 53/499 4.32G 0.01329 0.01087 0.00568 69 640: 46%|####5 | 77/168 [00:14<00:17, 5.33it/s] 53/499 4.32G 0.01326 0.01085 0.005657 56 640: 46%|####5 | 77/168 [00:14<00:17, 5.33it/s] 53/499 4.32G 0.01326 0.01085 0.005657 56 640: 46%|####6 | 78/168 [00:14<00:16, 5.37it/s] 53/499 4.32G 0.01325 0.01086 0.00566 76 640: 46%|####6 | 78/168 [00:14<00:16, 5.37it/s] 53/499 4.32G 0.01325 0.01086 0.00566 76 640: 47%|####7 | 79/168 [00:14<00:16, 5.25it/s] 53/499 4.32G 0.01325 0.01089 0.005636 72 640: 47%|####7 | 79/168 [00:15<00:16, 5.25it/s] 53/499 4.32G 0.01325 0.01089 0.005636 72 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s] 53/499 4.32G 0.01325 0.01086 0.005621 62 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s] 53/499 4.32G 0.01325 0.01086 0.005621 62 640: 48%|####8 | 81/168 [00:15<00:16, 5.37it/s] 53/499 4.32G 0.01326 0.01086 0.005616 71 640: 48%|####8 | 81/168 [00:15<00:16, 5.37it/s] 53/499 4.32G 0.01326 0.01086 0.005616 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s] 53/499 4.32G 0.01327 0.01088 0.005614 74 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s] 53/499 4.32G 0.01327 0.01088 0.005614 74 640: 49%|####9 | 83/168 [00:15<00:16, 5.31it/s] 53/499 4.32G 0.01329 0.01087 0.005567 61 640: 49%|####9 | 83/168 [00:15<00:16, 5.31it/s] 53/499 4.32G 0.01329 0.01087 0.005567 61 640: 50%|##### | 84/168 [00:15<00:15, 5.40it/s] 53/499 4.32G 0.01328 0.01088 0.005581 72 640: 50%|##### | 84/168 [00:16<00:15, 5.40it/s] 53/499 4.32G 0.01328 0.01088 0.005581 72 640: 51%|##### | 85/168 [00:16<00:15, 5.26it/s] 53/499 4.32G 0.01329 0.0109 0.005576 70 640: 51%|##### | 85/168 [00:16<00:15, 5.26it/s] 53/499 4.32G 0.01329 0.0109 0.005576 70 640: 51%|#####1 | 86/168 [00:16<00:15, 5.33it/s] 53/499 4.32G 0.01329 0.0109 0.005594 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.33it/s] 53/499 4.32G 0.01329 0.0109 0.005594 67 640: 52%|#####1 | 87/168 [00:16<00:15, 5.39it/s] 53/499 4.32G 0.01328 0.01088 0.005594 58 640: 52%|#####1 | 87/168 [00:16<00:15, 5.39it/s] 53/499 4.32G 0.01328 0.01088 0.005594 58 640: 52%|#####2 | 88/168 [00:16<00:15, 5.24it/s] 53/499 4.32G 0.0133 0.01087 0.005598 51 640: 52%|#####2 | 88/168 [00:16<00:15, 5.24it/s] 53/499 4.32G 0.0133 0.01087 0.005598 51 640: 53%|#####2 | 89/168 [00:16<00:14, 5.33it/s] 53/499 4.32G 0.01329 0.01087 0.005611 84 640: 53%|#####2 | 89/168 [00:16<00:14, 5.33it/s] 53/499 4.32G 0.01329 0.01087 0.005611 84 640: 54%|#####3 | 90/168 [00:16<00:14, 5.38it/s] 53/499 4.32G 0.01328 0.01088 0.005615 75 640: 54%|#####3 | 90/168 [00:17<00:14, 5.38it/s] 53/499 4.32G 0.01328 0.01088 0.005615 75 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s] 53/499 4.32G 0.01327 0.01089 0.005634 69 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s] 53/499 4.32G 0.01327 0.01089 0.005634 69 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s] 53/499 4.32G 0.01327 0.01087 0.005622 66 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s] 53/499 4.32G 0.01327 0.01087 0.005622 66 640: 55%|#####5 | 93/168 [00:17<00:13, 5.37it/s] 53/499 4.32G 0.01327 0.01086 0.005672 65 640: 55%|#####5 | 93/168 [00:17<00:13, 5.37it/s] 53/499 4.32G 0.01327 0.01086 0.005672 65 640: 56%|#####5 | 94/168 [00:17<00:14, 5.21it/s] 53/499 4.32G 0.01326 0.01085 0.005717 57 640: 56%|#####5 | 94/168 [00:17<00:14, 5.21it/s] 53/499 4.32G 0.01326 0.01085 0.005717 57 640: 57%|#####6 | 95/168 [00:17<00:13, 5.29it/s] 53/499 4.32G 0.01326 0.01087 0.005708 73 640: 57%|#####6 | 95/168 [00:18<00:13, 5.29it/s] 53/499 4.32G 0.01326 0.01087 0.005708 73 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s] 53/499 4.32G 0.01328 0.01089 0.005697 78 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s] 53/499 4.32G 0.01328 0.01089 0.005697 78 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s] 53/499 4.32G 0.01328 0.01088 0.005669 69 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s] 53/499 4.32G 0.01328 0.01088 0.005669 69 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s] 53/499 4.32G 0.01326 0.01087 0.005655 63 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s] 53/499 4.32G 0.01326 0.01087 0.005655 63 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s] 53/499 4.32G 0.01325 0.01086 0.005633 65 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s] 53/499 4.32G 0.01325 0.01086 0.005633 65 640: 60%|#####9 | 100/168 [00:18<00:13, 5.18it/s] 53/499 4.32G 0.01323 0.01086 0.005622 74 640: 60%|#####9 | 100/168 [00:19<00:13, 5.18it/s] 53/499 4.32G 0.01323 0.01086 0.005622 74 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s] 53/499 4.32G 0.01325 0.01088 0.005654 72 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s] 53/499 4.32G 0.01325 0.01088 0.005654 72 640: 61%|###### | 102/168 [00:19<00:12, 5.28it/s] 53/499 4.32G 0.01327 0.01088 0.005621 60 640: 61%|###### | 102/168 [00:19<00:12, 5.28it/s] 53/499 4.32G 0.01327 0.01088 0.005621 60 640: 61%|######1 | 103/168 [00:19<00:12, 5.14it/s] 53/499 4.32G 0.01327 0.01088 0.005614 67 640: 61%|######1 | 103/168 [00:19<00:12, 5.14it/s] 53/499 4.32G 0.01327 0.01088 0.005614 67 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s] 53/499 4.32G 0.01328 0.01086 0.005624 55 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s] 53/499 4.32G 0.01328 0.01086 0.005624 55 640: 62%|######2 | 105/168 [00:19<00:11, 5.32it/s] 53/499 4.32G 0.01327 0.01086 0.005623 60 640: 62%|######2 | 105/168 [00:20<00:11, 5.32it/s] 53/499 4.32G 0.01327 0.01086 0.005623 60 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s] 53/499 4.32G 0.01326 0.01084 0.005654 58 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s] 53/499 4.32G 0.01326 0.01084 0.005654 58 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s] 53/499 4.32G 0.01325 0.01085 0.00563 66 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s] 53/499 4.32G 0.01325 0.01085 0.00563 66 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s] 53/499 4.32G 0.01323 0.01085 0.005589 64 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s] 53/499 4.32G 0.01323 0.01085 0.005589 64 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s] 53/499 4.32G 0.01323 0.01083 0.005578 56 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s] 53/499 4.32G 0.01323 0.01083 0.005578 56 640: 65%|######5 | 110/168 [00:20<00:10, 5.32it/s] 53/499 4.32G 0.01323 0.01082 0.005565 64 640: 65%|######5 | 110/168 [00:20<00:10, 5.32it/s] 53/499 4.32G 0.01323 0.01082 0.005565 64 640: 66%|######6 | 111/168 [00:20<00:10, 5.36it/s] 53/499 4.32G 0.01324 0.01082 0.005562 60 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s] 53/499 4.32G 0.01324 0.01082 0.005562 60 640: 67%|######6 | 112/168 [00:21<00:10, 5.15it/s] 53/499 4.32G 0.01324 0.01082 0.005578 76 640: 67%|######6 | 112/168 [00:21<00:10, 5.15it/s] 53/499 4.32G 0.01324 0.01082 0.005578 76 640: 67%|######7 | 113/168 [00:21<00:10, 5.20it/s] 53/499 4.32G 0.01325 0.01083 0.005558 72 640: 67%|######7 | 113/168 [00:21<00:10, 5.20it/s] 53/499 4.32G 0.01325 0.01083 0.005558 72 640: 68%|######7 | 114/168 [00:21<00:10, 5.28it/s] 53/499 4.32G 0.01325 0.01083 0.005525 64 640: 68%|######7 | 114/168 [00:21<00:10, 5.28it/s] 53/499 4.32G 0.01325 0.01083 0.005525 64 640: 68%|######8 | 115/168 [00:21<00:10, 5.18it/s] 53/499 4.32G 0.01326 0.01083 0.005556 69 640: 68%|######8 | 115/168 [00:21<00:10, 5.18it/s] 53/499 4.32G 0.01326 0.01083 0.005556 69 640: 69%|######9 | 116/168 [00:21<00:09, 5.27it/s] 53/499 4.32G 0.01325 0.01084 0.005531 87 640: 69%|######9 | 116/168 [00:22<00:09, 5.27it/s] 53/499 4.32G 0.01325 0.01084 0.005531 87 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s] 53/499 4.32G 0.01325 0.01085 0.00552 72 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s] 53/499 4.32G 0.01325 0.01085 0.00552 72 640: 70%|####### | 118/168 [00:22<00:09, 5.23it/s] 53/499 4.32G 0.01326 0.01086 0.005538 63 640: 70%|####### | 118/168 [00:22<00:09, 5.23it/s] 53/499 4.32G 0.01326 0.01086 0.005538 63 640: 71%|####### | 119/168 [00:22<00:09, 5.32it/s] 53/499 4.32G 0.01326 0.01086 0.005542 73 640: 71%|####### | 119/168 [00:22<00:09, 5.32it/s] 53/499 4.32G 0.01326 0.01086 0.005542 73 640: 71%|#######1 | 120/168 [00:22<00:08, 5.38it/s] 53/499 4.32G 0.01327 0.01086 0.005529 71 640: 71%|#######1 | 120/168 [00:22<00:08, 5.38it/s] 53/499 4.32G 0.01327 0.01086 0.005529 71 640: 72%|#######2 | 121/168 [00:22<00:09, 5.18it/s] 53/499 4.32G 0.01329 0.01089 0.005536 92 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s] 53/499 4.32G 0.01329 0.01089 0.005536 92 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s] 53/499 4.32G 0.01329 0.0109 0.005543 75 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s] 53/499 4.32G 0.01329 0.0109 0.005543 75 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s] 53/499 4.32G 0.01329 0.0109 0.005535 77 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s] 53/499 4.32G 0.01329 0.0109 0.005535 77 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s] 53/499 4.32G 0.01328 0.01089 0.005527 61 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s] 53/499 4.32G 0.01328 0.01089 0.005527 61 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s] 53/499 4.32G 0.01328 0.01091 0.00553 69 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s] 53/499 4.32G 0.01328 0.01091 0.00553 69 640: 75%|#######5 | 126/168 [00:23<00:07, 5.35it/s] 53/499 4.32G 0.01328 0.01092 0.005507 80 640: 75%|#######5 | 126/168 [00:24<00:07, 5.35it/s] 53/499 4.32G 0.01328 0.01092 0.005507 80 640: 76%|#######5 | 127/168 [00:24<00:07, 5.23it/s] 53/499 4.32G 0.01327 0.01092 0.005503 61 640: 76%|#######5 | 127/168 [00:24<00:07, 5.23it/s] 53/499 4.32G 0.01327 0.01092 0.005503 61 640: 76%|#######6 | 128/168 [00:24<00:07, 5.33it/s] 53/499 4.32G 0.01328 0.01092 0.005503 64 640: 76%|#######6 | 128/168 [00:24<00:07, 5.33it/s] 53/499 4.32G 0.01328 0.01092 0.005503 64 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s] 53/499 4.32G 0.01328 0.01092 0.005495 71 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s] 53/499 4.32G 0.01328 0.01092 0.005495 71 640: 77%|#######7 | 130/168 [00:24<00:07, 5.23it/s] 53/499 4.32G 0.01328 0.01093 0.005482 81 640: 77%|#######7 | 130/168 [00:24<00:07, 5.23it/s] 53/499 4.32G 0.01328 0.01093 0.005482 81 640: 78%|#######7 | 131/168 [00:24<00:06, 5.32it/s] 53/499 4.32G 0.0133 0.01093 0.005501 59 640: 78%|#######7 | 131/168 [00:24<00:06, 5.32it/s] 53/499 4.32G 0.0133 0.01093 0.005501 59 640: 79%|#######8 | 132/168 [00:24<00:06, 5.38it/s] 53/499 4.32G 0.0133 0.01094 0.005491 75 640: 79%|#######8 | 132/168 [00:25<00:06, 5.38it/s] 53/499 4.32G 0.0133 0.01094 0.005491 75 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s] 53/499 4.32G 0.01331 0.01096 0.005482 78 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s] 53/499 4.32G 0.01331 0.01096 0.005482 78 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s] 53/499 4.32G 0.01329 0.01095 0.005467 67 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s] 53/499 4.32G 0.01329 0.01095 0.005467 67 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s] 53/499 4.32G 0.0133 0.01094 0.005458 59 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s] 53/499 4.32G 0.0133 0.01094 0.005458 59 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s] 53/499 4.32G 0.01329 0.01095 0.005451 79 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s] 53/499 4.32G 0.01329 0.01095 0.005451 79 640: 82%|########1 | 137/168 [00:25<00:05, 5.29it/s] 53/499 4.32G 0.0133 0.01096 0.005444 66 640: 82%|########1 | 137/168 [00:26<00:05, 5.29it/s] 53/499 4.32G 0.0133 0.01096 0.005444 66 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s] 53/499 4.32G 0.01332 0.01095 0.005454 55 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s] 53/499 4.32G 0.01332 0.01095 0.005454 55 640: 83%|########2 | 139/168 [00:26<00:05, 5.20it/s] 53/499 4.32G 0.01333 0.01097 0.005451 84 640: 83%|########2 | 139/168 [00:26<00:05, 5.20it/s] 53/499 4.32G 0.01333 0.01097 0.005451 84 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s] 53/499 4.32G 0.01333 0.01099 0.005431 81 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s] 53/499 4.32G 0.01333 0.01099 0.005431 81 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s] 53/499 4.32G 0.01334 0.01102 0.005406 97 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s] 53/499 4.32G 0.01334 0.01102 0.005406 97 640: 85%|########4 | 142/168 [00:26<00:05, 5.16it/s] 53/499 4.32G 0.01335 0.01103 0.005423 62 640: 85%|########4 | 142/168 [00:27<00:05, 5.16it/s] 53/499 4.32G 0.01335 0.01103 0.005423 62 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s] 53/499 4.32G 0.01335 0.01103 0.00542 83 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s] 53/499 4.32G 0.01335 0.01103 0.00542 83 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s] 53/499 4.32G 0.01335 0.01103 0.005404 64 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s] 53/499 4.32G 0.01335 0.01103 0.005404 64 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s] 53/499 4.32G 0.01335 0.01103 0.0054 71 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s] 53/499 4.32G 0.01335 0.01103 0.0054 71 640: 87%|########6 | 146/168 [00:27<00:04, 5.26it/s] 53/499 4.32G 0.01336 0.01105 0.005385 63 640: 87%|########6 | 146/168 [00:27<00:04, 5.26it/s] 53/499 4.32G 0.01336 0.01105 0.005385 63 640: 88%|########7 | 147/168 [00:27<00:03, 5.34it/s] 53/499 4.32G 0.01335 0.01106 0.005378 82 640: 88%|########7 | 147/168 [00:28<00:03, 5.34it/s] 53/499 4.32G 0.01335 0.01106 0.005378 82 640: 88%|########8 | 148/168 [00:28<00:03, 5.11it/s] 53/499 4.32G 0.01335 0.01106 0.005372 66 640: 88%|########8 | 148/168 [00:28<00:03, 5.11it/s] 53/499 4.32G 0.01335 0.01106 0.005372 66 640: 89%|########8 | 149/168 [00:28<00:03, 5.22it/s] 53/499 4.32G 0.01337 0.01107 0.005383 66 640: 89%|########8 | 149/168 [00:28<00:03, 5.22it/s] 53/499 4.32G 0.01337 0.01107 0.005383 66 640: 89%|########9 | 150/168 [00:28<00:03, 5.28it/s] 53/499 4.32G 0.01337 0.01108 0.005381 67 640: 89%|########9 | 150/168 [00:28<00:03, 5.28it/s] 53/499 4.32G 0.01337 0.01108 0.005381 67 640: 90%|########9 | 151/168 [00:28<00:03, 5.16it/s] 53/499 4.32G 0.01336 0.01108 0.00537 75 640: 90%|########9 | 151/168 [00:28<00:03, 5.16it/s] 53/499 4.32G 0.01336 0.01108 0.00537 75 640: 90%|######### | 152/168 [00:28<00:03, 5.29it/s] 53/499 4.32G 0.01337 0.0111 0.00537 81 640: 90%|######### | 152/168 [00:28<00:03, 5.29it/s] 53/499 4.32G 0.01337 0.0111 0.00537 81 640: 91%|#########1| 153/168 [00:28<00:02, 5.38it/s] 53/499 4.32G 0.01337 0.01108 0.005378 64 640: 91%|#########1| 153/168 [00:29<00:02, 5.38it/s] 53/499 4.32G 0.01337 0.01108 0.005378 64 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s] 53/499 4.32G 0.01337 0.0111 0.005378 68 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s] 53/499 4.32G 0.01337 0.0111 0.005378 68 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s] 53/499 4.32G 0.01336 0.01109 0.005376 77 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s] 53/499 4.32G 0.01336 0.01109 0.005376 77 640: 93%|#########2| 156/168 [00:29<00:02, 5.36it/s] 53/499 4.32G 0.01335 0.01109 0.005385 66 640: 93%|#########2| 156/168 [00:29<00:02, 5.36it/s] 53/499 4.32G 0.01335 0.01109 0.005385 66 640: 93%|#########3| 157/168 [00:29<00:02, 5.23it/s] 53/499 4.32G 0.01337 0.01107 0.005417 56 640: 93%|#########3| 157/168 [00:29<00:02, 5.23it/s] 53/499 4.32G 0.01337 0.01107 0.005417 56 640: 94%|#########4| 158/168 [00:29<00:01, 5.32it/s] 53/499 4.32G 0.01338 0.01108 0.005458 71 640: 94%|#########4| 158/168 [00:30<00:01, 5.32it/s] 53/499 4.32G 0.01338 0.01108 0.005458 71 640: 95%|#########4| 159/168 [00:30<00:01, 5.37it/s] 53/499 4.32G 0.01339 0.01106 0.00546 54 640: 95%|#########4| 159/168 [00:30<00:01, 5.37it/s] 53/499 4.32G 0.01339 0.01106 0.00546 54 640: 95%|#########5| 160/168 [00:30<00:01, 5.23it/s] 53/499 4.32G 0.0134 0.01107 0.005475 75 640: 95%|#########5| 160/168 [00:30<00:01, 5.23it/s] 53/499 4.32G 0.0134 0.01107 0.005475 75 640: 96%|#########5| 161/168 [00:30<00:01, 5.32it/s] 53/499 4.32G 0.01341 0.01106 0.00546 60 640: 96%|#########5| 161/168 [00:30<00:01, 5.32it/s] 53/499 4.32G 0.01341 0.01106 0.00546 60 640: 96%|#########6| 162/168 [00:30<00:01, 5.39it/s] 53/499 4.32G 0.01341 0.01105 0.005454 51 640: 96%|#########6| 162/168 [00:30<00:01, 5.39it/s] 53/499 4.32G 0.01341 0.01105 0.005454 51 640: 97%|#########7| 163/168 [00:30<00:00, 5.24it/s] 53/499 4.32G 0.01341 0.01105 0.005501 70 640: 97%|#########7| 163/168 [00:31<00:00, 5.24it/s] 53/499 4.32G 0.01341 0.01105 0.005501 70 640: 98%|#########7| 164/168 [00:31<00:00, 5.33it/s] 53/499 4.32G 0.01341 0.01105 0.005508 65 640: 98%|#########7| 164/168 [00:31<00:00, 5.33it/s] 53/499 4.32G 0.01341 0.01105 0.005508 65 640: 98%|#########8| 165/168 [00:31<00:00, 5.38it/s] 53/499 4.32G 0.01341 0.01104 0.00551 54 640: 98%|#########8| 165/168 [00:31<00:00, 5.38it/s] 53/499 4.32G 0.01341 0.01104 0.00551 54 640: 99%|#########8| 166/168 [00:31<00:00, 5.25it/s] 53/499 4.32G 0.01343 0.01104 0.005518 80 640: 99%|#########8| 166/168 [00:31<00:00, 5.25it/s] 53/499 4.32G 0.01343 0.01104 0.005518 80 640: 99%|#########9| 167/168 [00:31<00:00, 5.31it/s] 53/499 4.32G 0.01343 0.01106 0.005509 38 640: 99%|#########9| 167/168 [00:31<00:00, 5.31it/s] 53/499 4.32G 0.01343 0.01106 0.005509 38 640: 100%|##########| 168/168 [00:31<00:00, 5.49it/s] 53/499 4.32G 0.01343 0.01106 0.005509 38 640: 100%|##########| 168/168 [00:31<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.97it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.98it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.55it/s] all 132 263 0.781 0.818 0.841 0.701 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 54/499 4.32G 0.01454 0.01184 0.004987 69 640: 0%| | 0/168 [00:00<?, ?it/s] 54/499 4.32G 0.01454 0.01184 0.004987 69 640: 1%| | 1/168 [00:00<00:33, 4.97it/s] 54/499 4.32G 0.01417 0.01098 0.005781 65 640: 1%| | 1/168 [00:00<00:33, 4.97it/s] 54/499 4.32G 0.01417 0.01098 0.005781 65 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s] 54/499 4.32G 0.01443 0.01161 0.006364 70 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s] 54/499 4.32G 0.01443 0.01161 0.006364 70 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s] 54/499 4.32G 0.01453 0.01211 0.006288 83 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s] 54/499 4.32G 0.01453 0.01211 0.006288 83 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s] 54/499 4.32G 0.01437 0.01191 0.005952 69 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s] 54/499 4.32G 0.01437 0.01191 0.005952 69 640: 3%|2 | 5/168 [00:00<00:30, 5.29it/s] 54/499 4.32G 0.01424 0.01188 0.005713 65 640: 3%|2 | 5/168 [00:01<00:30, 5.29it/s] 54/499 4.32G 0.01424 0.01188 0.005713 65 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s] 54/499 4.32G 0.0145 0.01159 0.005624 54 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s] 54/499 4.32G 0.0145 0.01159 0.005624 54 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s] 54/499 4.32G 0.01439 0.01151 0.005438 68 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s] 54/499 4.32G 0.01439 0.01151 0.005438 68 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s] 54/499 4.32G 0.0148 0.012 0.005418 63 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s] 54/499 4.32G 0.0148 0.012 0.005418 63 640: 5%|5 | 9/168 [00:01<00:29, 5.34it/s] 54/499 4.32G 0.0146 0.01193 0.005361 69 640: 5%|5 | 9/168 [00:01<00:29, 5.34it/s] 54/499 4.32G 0.0146 0.01193 0.005361 69 640: 6%|5 | 10/168 [00:01<00:30, 5.20it/s] 54/499 4.32G 0.01458 0.01187 0.005151 69 640: 6%|5 | 10/168 [00:02<00:30, 5.20it/s] 54/499 4.32G 0.01458 0.01187 0.005151 69 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s] 54/499 4.32G 0.01446 0.01186 0.005132 66 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s] 54/499 4.32G 0.01446 0.01186 0.005132 66 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s] 54/499 4.32G 0.01459 0.01202 0.005111 76 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s] 54/499 4.32G 0.01459 0.01202 0.005111 76 640: 8%|7 | 13/168 [00:02<00:30, 5.15it/s] 54/499 4.32G 0.01464 0.01225 0.005049 75 640: 8%|7 | 13/168 [00:02<00:30, 5.15it/s] 54/499 4.32G 0.01464 0.01225 0.005049 75 640: 8%|8 | 14/168 [00:02<00:29, 5.24it/s] 54/499 4.32G 0.01459 0.01228 0.004875 68 640: 8%|8 | 14/168 [00:02<00:29, 5.24it/s] 54/499 4.32G 0.01459 0.01228 0.004875 68 640: 9%|8 | 15/168 [00:02<00:28, 5.30it/s] 54/499 4.32G 0.01467 0.01225 0.005019 77 640: 9%|8 | 15/168 [00:03<00:28, 5.30it/s] 54/499 4.32G 0.01467 0.01225 0.005019 77 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s] 54/499 4.32G 0.01461 0.01227 0.00543 70 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s] 54/499 4.32G 0.01461 0.01227 0.00543 70 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s] 54/499 4.32G 0.01459 0.01236 0.005394 83 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s] 54/499 4.32G 0.01459 0.01236 0.005394 83 640: 11%|# | 18/168 [00:03<00:28, 5.31it/s] 54/499 4.32G 0.01458 0.01222 0.005278 57 640: 11%|# | 18/168 [00:03<00:28, 5.31it/s] 54/499 4.32G 0.01458 0.01222 0.005278 57 640: 11%|#1 | 19/168 [00:03<00:28, 5.18it/s] 54/499 4.32G 0.01455 0.01218 0.005351 69 640: 11%|#1 | 19/168 [00:03<00:28, 5.18it/s] 54/499 4.32G 0.01455 0.01218 0.005351 69 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s] 54/499 4.32G 0.01451 0.0121 0.005214 68 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s] 54/499 4.32G 0.01451 0.0121 0.005214 68 640: 12%|#2 | 21/168 [00:03<00:27, 5.34it/s] 54/499 4.32G 0.01452 0.01219 0.005227 64 640: 12%|#2 | 21/168 [00:04<00:27, 5.34it/s] 54/499 4.32G 0.01452 0.01219 0.005227 64 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s] 54/499 4.32G 0.01451 0.01215 0.005266 56 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s] 54/499 4.32G 0.01451 0.01215 0.005266 56 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s] 54/499 4.32G 0.01453 0.0121 0.005381 70 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s] 54/499 4.32G 0.01453 0.0121 0.005381 70 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s] 54/499 4.32G 0.01456 0.01212 0.005427 70 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s] 54/499 4.32G 0.01456 0.01212 0.005427 70 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s] 54/499 4.32G 0.01461 0.01212 0.005509 74 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s] 54/499 4.32G 0.01461 0.01212 0.005509 74 640: 15%|#5 | 26/168 [00:04<00:27, 5.26it/s] 54/499 4.32G 0.01466 0.01213 0.005563 62 640: 15%|#5 | 26/168 [00:05<00:27, 5.26it/s] 54/499 4.32G 0.01466 0.01213 0.005563 62 640: 16%|#6 | 27/168 [00:05<00:26, 5.32it/s] 54/499 4.32G 0.01476 0.01213 0.005532 64 640: 16%|#6 | 27/168 [00:05<00:26, 5.32it/s] 54/499 4.32G 0.01476 0.01213 0.005532 64 640: 17%|#6 | 28/168 [00:05<00:27, 5.15it/s] 54/499 4.32G 0.01478 0.01204 0.005632 61 640: 17%|#6 | 28/168 [00:05<00:27, 5.15it/s] 54/499 4.32G 0.01478 0.01204 0.005632 61 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s] 54/499 4.32G 0.01474 0.01196 0.00565 59 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s] 54/499 4.32G 0.01474 0.01196 0.00565 59 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s] 54/499 4.32G 0.01468 0.0119 0.005662 57 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s] 54/499 4.32G 0.01468 0.0119 0.005662 57 640: 18%|#8 | 31/168 [00:05<00:26, 5.22it/s] 54/499 4.32G 0.01461 0.01189 0.005652 73 640: 18%|#8 | 31/168 [00:06<00:26, 5.22it/s] 54/499 4.32G 0.01461 0.01189 0.005652 73 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s] 54/499 4.32G 0.01458 0.01183 0.00572 59 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s] 54/499 4.32G 0.01458 0.01183 0.00572 59 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s] 54/499 4.32G 0.01456 0.01183 0.005673 70 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s] 54/499 4.32G 0.01456 0.01183 0.005673 70 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s] 54/499 4.32G 0.01456 0.01177 0.005675 53 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s] 54/499 4.32G 0.01456 0.01177 0.005675 53 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s] 54/499 4.32G 0.01453 0.0118 0.005604 76 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s] 54/499 4.32G 0.01453 0.0118 0.005604 76 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s] 54/499 4.32G 0.01451 0.01177 0.005569 62 640: 21%|##1 | 36/168 [00:07<00:24, 5.33it/s] 54/499 4.32G 0.01451 0.01177 0.005569 62 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s] 54/499 4.32G 0.01453 0.01176 0.005582 67 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s] 54/499 4.32G 0.01453 0.01176 0.005582 67 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s] 54/499 4.32G 0.01452 0.01179 0.005604 81 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s] 54/499 4.32G 0.01452 0.01179 0.005604 81 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s] 54/499 4.32G 0.01447 0.01171 0.005583 58 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s] 54/499 4.32G 0.01447 0.01171 0.005583 58 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s] 54/499 4.32G 0.01445 0.01167 0.005537 58 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s] 54/499 4.32G 0.01445 0.01167 0.005537 58 640: 24%|##4 | 41/168 [00:07<00:23, 5.29it/s] 54/499 4.32G 0.01436 0.01163 0.005511 71 640: 24%|##4 | 41/168 [00:07<00:23, 5.29it/s] 54/499 4.32G 0.01436 0.01163 0.005511 71 640: 25%|##5 | 42/168 [00:07<00:23, 5.37it/s] 54/499 4.32G 0.01431 0.01162 0.005499 80 640: 25%|##5 | 42/168 [00:08<00:23, 5.37it/s] 54/499 4.32G 0.01431 0.01162 0.005499 80 640: 26%|##5 | 43/168 [00:08<00:23, 5.21it/s] 54/499 4.32G 0.01427 0.0116 0.005586 60 640: 26%|##5 | 43/168 [00:08<00:23, 5.21it/s] 54/499 4.32G 0.01427 0.0116 0.005586 60 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s] 54/499 4.32G 0.01429 0.01164 0.005552 74 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s] 54/499 4.32G 0.01429 0.01164 0.005552 74 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s] 54/499 4.32G 0.01426 0.01164 0.005511 71 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s] 54/499 4.32G 0.01426 0.01164 0.005511 71 640: 27%|##7 | 46/168 [00:08<00:23, 5.20it/s] 54/499 4.32G 0.01424 0.01166 0.005496 87 640: 27%|##7 | 46/168 [00:08<00:23, 5.20it/s] 54/499 4.32G 0.01424 0.01166 0.005496 87 640: 28%|##7 | 47/168 [00:08<00:22, 5.29it/s] 54/499 4.32G 0.01422 0.01163 0.005427 58 640: 28%|##7 | 47/168 [00:09<00:22, 5.29it/s] 54/499 4.32G 0.01422 0.01163 0.005427 58 640: 29%|##8 | 48/168 [00:09<00:22, 5.38it/s] 54/499 4.32G 0.01417 0.0116 0.005423 62 640: 29%|##8 | 48/168 [00:09<00:22, 5.38it/s] 54/499 4.32G 0.01417 0.0116 0.005423 62 640: 29%|##9 | 49/168 [00:09<00:22, 5.22it/s] 54/499 4.32G 0.01418 0.01158 0.005398 64 640: 29%|##9 | 49/168 [00:09<00:22, 5.22it/s] 54/499 4.32G 0.01418 0.01158 0.005398 64 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s] 54/499 4.32G 0.01417 0.01169 0.005406 86 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s] 54/499 4.32G 0.01417 0.01169 0.005406 86 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s] 54/499 4.32G 0.0142 0.01167 0.005507 64 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s] 54/499 4.32G 0.0142 0.01167 0.005507 64 640: 31%|### | 52/168 [00:09<00:22, 5.20it/s] 54/499 4.32G 0.01415 0.01164 0.005558 75 640: 31%|### | 52/168 [00:10<00:22, 5.20it/s] 54/499 4.32G 0.01415 0.01164 0.005558 75 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s] 54/499 4.32G 0.01412 0.01161 0.005568 78 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s] 54/499 4.32G 0.01412 0.01161 0.005568 78 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s] 54/499 4.32G 0.01415 0.01175 0.005524 102 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s] 54/499 4.32G 0.01415 0.01175 0.005524 102 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s] 54/499 4.32G 0.01412 0.01175 0.005494 63 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s] 54/499 4.32G 0.01412 0.01175 0.005494 63 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s] 54/499 4.32G 0.01409 0.0117 0.005592 49 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s] 54/499 4.32G 0.01409 0.0117 0.005592 49 640: 34%|###3 | 57/168 [00:10<00:20, 5.31it/s] 54/499 4.32G 0.01406 0.01168 0.005569 69 640: 34%|###3 | 57/168 [00:11<00:20, 5.31it/s] 54/499 4.32G 0.01406 0.01168 0.005569 69 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s] 54/499 4.32G 0.01408 0.01169 0.005532 81 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s] 54/499 4.32G 0.01408 0.01169 0.005532 81 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s] 54/499 4.32G 0.01409 0.01173 0.005521 76 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s] 54/499 4.32G 0.01409 0.01173 0.005521 76 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s] 54/499 4.32G 0.01407 0.01172 0.005469 58 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s] 54/499 4.32G 0.01407 0.01172 0.005469 58 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s] 54/499 4.32G 0.01411 0.01168 0.005448 52 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s] 54/499 4.32G 0.01411 0.01168 0.005448 52 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s] 54/499 4.32G 0.0141 0.01165 0.005476 60 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s] 54/499 4.32G 0.0141 0.01165 0.005476 60 640: 38%|###7 | 63/168 [00:11<00:19, 5.33it/s] 54/499 4.32G 0.01413 0.01164 0.00545 51 640: 38%|###7 | 63/168 [00:12<00:19, 5.33it/s] 54/499 4.32G 0.01413 0.01164 0.00545 51 640: 38%|###8 | 64/168 [00:12<00:19, 5.20it/s] 54/499 4.32G 0.01413 0.01165 0.005456 69 640: 38%|###8 | 64/168 [00:12<00:19, 5.20it/s] 54/499 4.32G 0.01413 0.01165 0.005456 69 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s] 54/499 4.32G 0.01412 0.01165 0.005424 73 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s] 54/499 4.32G 0.01412 0.01165 0.005424 73 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s] 54/499 4.32G 0.0141 0.01164 0.00545 67 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s] 54/499 4.32G 0.0141 0.01164 0.00545 67 640: 40%|###9 | 67/168 [00:12<00:19, 5.16it/s] 54/499 4.32G 0.01411 0.01161 0.005491 51 640: 40%|###9 | 67/168 [00:12<00:19, 5.16it/s] 54/499 4.32G 0.01411 0.01161 0.005491 51 640: 40%|#### | 68/168 [00:12<00:19, 5.25it/s] 54/499 4.32G 0.01407 0.01158 0.005516 64 640: 40%|#### | 68/168 [00:13<00:19, 5.25it/s] 54/499 4.32G 0.01407 0.01158 0.005516 64 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s] 54/499 4.32G 0.01407 0.01159 0.005485 75 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s] 54/499 4.32G 0.01407 0.01159 0.005485 75 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s] 54/499 4.32G 0.01406 0.01162 0.005462 73 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s] 54/499 4.32G 0.01406 0.01162 0.005462 73 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s] 54/499 4.32G 0.01404 0.01161 0.005476 71 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s] 54/499 4.32G 0.01404 0.01161 0.005476 71 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s] 54/499 4.32G 0.01402 0.0116 0.005472 66 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s] 54/499 4.32G 0.01402 0.0116 0.005472 66 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s] 54/499 4.32G 0.01404 0.0116 0.005482 65 640: 43%|####3 | 73/168 [00:14<00:18, 5.21it/s] 54/499 4.32G 0.01404 0.0116 0.005482 65 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s] 54/499 4.32G 0.01403 0.01159 0.005494 64 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s] 54/499 4.32G 0.01403 0.01159 0.005494 64 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 54/499 4.32G 0.01402 0.01159 0.005515 64 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 54/499 4.32G 0.01402 0.01159 0.005515 64 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s] 54/499 4.32G 0.01402 0.01162 0.005496 77 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s] 54/499 4.32G 0.01402 0.01162 0.005496 77 640: 46%|####5 | 77/168 [00:14<00:17, 5.30it/s] 54/499 4.32G 0.01401 0.01159 0.005491 68 640: 46%|####5 | 77/168 [00:14<00:17, 5.30it/s] 54/499 4.32G 0.01401 0.01159 0.005491 68 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s] 54/499 4.32G 0.01399 0.0116 0.005478 76 640: 46%|####6 | 78/168 [00:15<00:16, 5.34it/s] 54/499 4.32G 0.01399 0.0116 0.005478 76 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s] 54/499 4.32G 0.01399 0.0116 0.005478 65 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s] 54/499 4.32G 0.01399 0.0116 0.005478 65 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s] 54/499 4.32G 0.01399 0.01162 0.005519 74 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s] 54/499 4.32G 0.01399 0.01162 0.005519 74 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s] 54/499 4.32G 0.01398 0.01161 0.005598 67 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s] 54/499 4.32G 0.01398 0.01161 0.005598 67 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s] 54/499 4.32G 0.01398 0.01161 0.005606 84 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s] 54/499 4.32G 0.01398 0.01161 0.005606 84 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s] 54/499 4.32G 0.01398 0.01163 0.005589 72 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s] 54/499 4.32G 0.01398 0.01163 0.005589 72 640: 50%|##### | 84/168 [00:15<00:15, 5.35it/s] 54/499 4.32G 0.014 0.0116 0.005589 46 640: 50%|##### | 84/168 [00:16<00:15, 5.35it/s] 54/499 4.32G 0.014 0.0116 0.005589 46 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s] 54/499 4.32G 0.01397 0.01158 0.00556 67 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s] 54/499 4.32G 0.01397 0.01158 0.00556 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s] 54/499 4.32G 0.01397 0.01156 0.005573 68 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s] 54/499 4.32G 0.01397 0.01156 0.005573 68 640: 52%|#####1 | 87/168 [00:16<00:15, 5.31it/s] 54/499 4.32G 0.01398 0.01152 0.005554 57 640: 52%|#####1 | 87/168 [00:16<00:15, 5.31it/s] 54/499 4.32G 0.01398 0.01152 0.005554 57 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 54/499 4.32G 0.01396 0.01148 0.005585 60 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 54/499 4.32G 0.01396 0.01148 0.005585 60 640: 53%|#####2 | 89/168 [00:16<00:14, 5.29it/s] 54/499 4.32G 0.01395 0.01148 0.005546 72 640: 53%|#####2 | 89/168 [00:17<00:14, 5.29it/s] 54/499 4.32G 0.01395 0.01148 0.005546 72 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s] 54/499 4.32G 0.01396 0.01145 0.005591 55 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s] 54/499 4.32G 0.01396 0.01145 0.005591 55 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s] 54/499 4.32G 0.01398 0.01146 0.005578 61 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s] 54/499 4.32G 0.01398 0.01146 0.005578 61 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s] 54/499 4.32G 0.01398 0.01144 0.005559 64 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s] 54/499 4.32G 0.01398 0.01144 0.005559 64 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s] 54/499 4.32G 0.01397 0.01143 0.005555 68 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s] 54/499 4.32G 0.01397 0.01143 0.005555 68 640: 56%|#####5 | 94/168 [00:17<00:14, 5.22it/s] 54/499 4.32G 0.01396 0.01143 0.005562 80 640: 56%|#####5 | 94/168 [00:18<00:14, 5.22it/s] 54/499 4.32G 0.01396 0.01143 0.005562 80 640: 57%|#####6 | 95/168 [00:18<00:13, 5.30it/s] 54/499 4.32G 0.01395 0.01144 0.005578 76 640: 57%|#####6 | 95/168 [00:18<00:13, 5.30it/s] 54/499 4.32G 0.01395 0.01144 0.005578 76 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s] 54/499 4.32G 0.01394 0.01145 0.00556 74 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s] 54/499 4.32G 0.01394 0.01145 0.00556 74 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s] 54/499 4.32G 0.01394 0.01145 0.005612 61 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s] 54/499 4.32G 0.01394 0.01145 0.005612 61 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s] 54/499 4.32G 0.01394 0.01145 0.005622 71 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s] 54/499 4.32G 0.01394 0.01145 0.005622 71 640: 59%|#####8 | 99/168 [00:18<00:12, 5.32it/s] 54/499 4.32G 0.01391 0.01144 0.005643 81 640: 59%|#####8 | 99/168 [00:18<00:12, 5.32it/s] 54/499 4.32G 0.01391 0.01144 0.005643 81 640: 60%|#####9 | 100/168 [00:18<00:13, 5.18it/s] 54/499 4.32G 0.01391 0.01143 0.005625 77 640: 60%|#####9 | 100/168 [00:19<00:13, 5.18it/s] 54/499 4.32G 0.01391 0.01143 0.005625 77 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s] 54/499 4.32G 0.0139 0.01142 0.0056 56 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s] 54/499 4.32G 0.0139 0.01142 0.0056 56 640: 61%|###### | 102/168 [00:19<00:12, 5.27it/s] 54/499 4.32G 0.01392 0.01145 0.005604 72 640: 61%|###### | 102/168 [00:19<00:12, 5.27it/s] 54/499 4.32G 0.01392 0.01145 0.005604 72 640: 61%|######1 | 103/168 [00:19<00:12, 5.14it/s] 54/499 4.32G 0.01392 0.01145 0.005577 71 640: 61%|######1 | 103/168 [00:19<00:12, 5.14it/s] 54/499 4.32G 0.01392 0.01145 0.005577 71 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s] 54/499 4.32G 0.01393 0.01145 0.005579 64 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s] 54/499 4.32G 0.01393 0.01145 0.005579 64 640: 62%|######2 | 105/168 [00:19<00:11, 5.33it/s] 54/499 4.32G 0.01392 0.01144 0.005583 74 640: 62%|######2 | 105/168 [00:20<00:11, 5.33it/s] 54/499 4.32G 0.01392 0.01144 0.005583 74 640: 63%|######3 | 106/168 [00:20<00:12, 5.12it/s] 54/499 4.32G 0.01393 0.01145 0.005547 61 640: 63%|######3 | 106/168 [00:20<00:12, 5.12it/s] 54/499 4.32G 0.01393 0.01145 0.005547 61 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s] 54/499 4.32G 0.01394 0.01145 0.005563 76 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s] 54/499 4.32G 0.01394 0.01145 0.005563 76 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s] 54/499 4.32G 0.01393 0.01146 0.005543 78 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s] 54/499 4.32G 0.01393 0.01146 0.005543 78 640: 65%|######4 | 109/168 [00:20<00:11, 5.17it/s] 54/499 4.32G 0.01392 0.01145 0.005535 67 640: 65%|######4 | 109/168 [00:20<00:11, 5.17it/s] 54/499 4.32G 0.01392 0.01145 0.005535 67 640: 65%|######5 | 110/168 [00:20<00:10, 5.27it/s] 54/499 4.32G 0.0139 0.01144 0.005502 69 640: 65%|######5 | 110/168 [00:21<00:10, 5.27it/s] 54/499 4.32G 0.0139 0.01144 0.005502 69 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s] 54/499 4.32G 0.0139 0.01145 0.005495 70 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s] 54/499 4.32G 0.0139 0.01145 0.005495 70 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s] 54/499 4.32G 0.0139 0.01144 0.005501 72 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s] 54/499 4.32G 0.0139 0.01144 0.005501 72 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s] 54/499 4.32G 0.01389 0.01142 0.005469 57 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s] 54/499 4.32G 0.01389 0.01142 0.005469 57 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s] 54/499 4.32G 0.01387 0.0114 0.005465 65 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s] 54/499 4.32G 0.01387 0.0114 0.005465 65 640: 68%|######8 | 115/168 [00:21<00:10, 5.22it/s] 54/499 4.32G 0.01388 0.01137 0.005446 55 640: 68%|######8 | 115/168 [00:22<00:10, 5.22it/s] 54/499 4.32G 0.01388 0.01137 0.005446 55 640: 69%|######9 | 116/168 [00:22<00:09, 5.31it/s] 54/499 4.32G 0.01387 0.01136 0.005444 65 640: 69%|######9 | 116/168 [00:22<00:09, 5.31it/s] 54/499 4.32G 0.01387 0.01136 0.005444 65 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s] 54/499 4.32G 0.01388 0.01135 0.00544 63 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s] 54/499 4.32G 0.01388 0.01135 0.00544 63 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s] 54/499 4.32G 0.01388 0.01136 0.005418 62 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s] 54/499 4.32G 0.01388 0.01136 0.005418 62 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s] 54/499 4.32G 0.01387 0.01136 0.005401 74 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s] 54/499 4.32G 0.01387 0.01136 0.005401 74 640: 71%|#######1 | 120/168 [00:22<00:09, 5.33it/s] 54/499 4.32G 0.01387 0.01134 0.005384 49 640: 71%|#######1 | 120/168 [00:22<00:09, 5.33it/s] 54/499 4.32G 0.01387 0.01134 0.005384 49 640: 72%|#######2 | 121/168 [00:22<00:09, 5.20it/s] 54/499 4.32G 0.01386 0.01134 0.005364 74 640: 72%|#######2 | 121/168 [00:23<00:09, 5.20it/s] 54/499 4.32G 0.01386 0.01134 0.005364 74 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s] 54/499 4.32G 0.01385 0.01134 0.005374 67 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s] 54/499 4.32G 0.01385 0.01134 0.005374 67 640: 73%|#######3 | 123/168 [00:23<00:08, 5.39it/s] 54/499 4.32G 0.01386 0.01133 0.005384 56 640: 73%|#######3 | 123/168 [00:23<00:08, 5.39it/s] 54/499 4.32G 0.01386 0.01133 0.005384 56 640: 74%|#######3 | 124/168 [00:23<00:08, 5.25it/s] 54/499 4.32G 0.01386 0.01132 0.00537 61 640: 74%|#######3 | 124/168 [00:23<00:08, 5.25it/s] 54/499 4.32G 0.01386 0.01132 0.00537 61 640: 74%|#######4 | 125/168 [00:23<00:08, 5.34it/s] 54/499 4.32G 0.01386 0.01131 0.005389 53 640: 74%|#######4 | 125/168 [00:23<00:08, 5.34it/s] 54/499 4.32G 0.01386 0.01131 0.005389 53 640: 75%|#######5 | 126/168 [00:23<00:07, 5.39it/s] 54/499 4.32G 0.01386 0.01132 0.005382 83 640: 75%|#######5 | 126/168 [00:24<00:07, 5.39it/s] 54/499 4.32G 0.01386 0.01132 0.005382 83 640: 76%|#######5 | 127/168 [00:24<00:07, 5.22it/s] 54/499 4.32G 0.01385 0.01132 0.005357 65 640: 76%|#######5 | 127/168 [00:24<00:07, 5.22it/s] 54/499 4.32G 0.01385 0.01132 0.005357 65 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s] 54/499 4.32G 0.01384 0.01132 0.00538 73 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s] 54/499 4.32G 0.01384 0.01132 0.00538 73 640: 77%|#######6 | 129/168 [00:24<00:07, 5.36it/s] 54/499 4.32G 0.01385 0.01131 0.005394 59 640: 77%|#######6 | 129/168 [00:24<00:07, 5.36it/s] 54/499 4.32G 0.01385 0.01131 0.005394 59 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s] 54/499 4.32G 0.01384 0.0113 0.005381 57 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s] 54/499 4.32G 0.01384 0.0113 0.005381 57 640: 78%|#######7 | 131/168 [00:24<00:06, 5.34it/s] 54/499 4.32G 0.01383 0.01129 0.005404 72 640: 78%|#######7 | 131/168 [00:25<00:06, 5.34it/s] 54/499 4.32G 0.01383 0.01129 0.005404 72 640: 79%|#######8 | 132/168 [00:25<00:06, 5.38it/s] 54/499 4.32G 0.01383 0.01132 0.005403 91 640: 79%|#######8 | 132/168 [00:25<00:06, 5.38it/s] 54/499 4.32G 0.01383 0.01132 0.005403 91 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s] 54/499 4.32G 0.01382 0.01132 0.005409 80 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s] 54/499 4.32G 0.01382 0.01132 0.005409 80 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s] 54/499 4.32G 0.01381 0.01131 0.005418 67 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s] 54/499 4.32G 0.01381 0.01131 0.005418 67 640: 80%|######## | 135/168 [00:25<00:06, 5.38it/s] 54/499 4.32G 0.0138 0.01131 0.005452 71 640: 80%|######## | 135/168 [00:25<00:06, 5.38it/s] 54/499 4.32G 0.0138 0.01131 0.005452 71 640: 81%|######## | 136/168 [00:25<00:06, 5.17it/s] 54/499 4.32G 0.0138 0.01129 0.005456 59 640: 81%|######## | 136/168 [00:25<00:06, 5.17it/s] 54/499 4.32G 0.0138 0.01129 0.005456 59 640: 82%|########1 | 137/168 [00:25<00:05, 5.28it/s] 54/499 4.32G 0.0138 0.01128 0.005438 56 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s] 54/499 4.32G 0.0138 0.01128 0.005438 56 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s] 54/499 4.32G 0.0138 0.01128 0.005429 78 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s] 54/499 4.32G 0.0138 0.01128 0.005429 78 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s] 54/499 4.32G 0.01379 0.01128 0.005426 68 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s] 54/499 4.32G 0.01379 0.01128 0.005426 68 640: 83%|########3 | 140/168 [00:26<00:05, 5.32it/s] 54/499 4.32G 0.01379 0.01126 0.005441 52 640: 83%|########3 | 140/168 [00:26<00:05, 5.32it/s] 54/499 4.32G 0.01379 0.01126 0.005441 52 640: 84%|########3 | 141/168 [00:26<00:05, 5.31it/s] 54/499 4.32G 0.0138 0.01125 0.00545 64 640: 84%|########3 | 141/168 [00:26<00:05, 5.31it/s] 54/499 4.32G 0.0138 0.01125 0.00545 64 640: 85%|########4 | 142/168 [00:26<00:05, 5.17it/s] 54/499 4.32G 0.0138 0.01126 0.005438 75 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s] 54/499 4.32G 0.0138 0.01126 0.005438 75 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s] 54/499 4.32G 0.0138 0.01126 0.005448 77 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s] 54/499 4.32G 0.0138 0.01126 0.005448 77 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s] 54/499 4.32G 0.01379 0.01126 0.005452 67 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s] 54/499 4.32G 0.01379 0.01126 0.005452 67 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s] 54/499 4.32G 0.01377 0.01124 0.005453 57 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s] 54/499 4.32G 0.01377 0.01124 0.005453 57 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s] 54/499 4.32G 0.01377 0.01124 0.005464 69 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s] 54/499 4.32G 0.01377 0.01124 0.005464 69 640: 88%|########7 | 147/168 [00:27<00:03, 5.37it/s] 54/499 4.32G 0.01376 0.01123 0.005456 73 640: 88%|########7 | 147/168 [00:28<00:03, 5.37it/s] 54/499 4.32G 0.01376 0.01123 0.005456 73 640: 88%|########8 | 148/168 [00:28<00:03, 5.23it/s] 54/499 4.32G 0.01377 0.01123 0.005502 57 640: 88%|########8 | 148/168 [00:28<00:03, 5.23it/s] 54/499 4.32G 0.01377 0.01123 0.005502 57 640: 89%|########8 | 149/168 [00:28<00:03, 5.32it/s] 54/499 4.32G 0.01376 0.01123 0.005502 70 640: 89%|########8 | 149/168 [00:28<00:03, 5.32it/s] 54/499 4.32G 0.01376 0.01123 0.005502 70 640: 89%|########9 | 150/168 [00:28<00:03, 5.38it/s] 54/499 4.32G 0.01376 0.01122 0.005523 64 640: 89%|########9 | 150/168 [00:28<00:03, 5.38it/s] 54/499 4.32G 0.01376 0.01122 0.005523 64 640: 90%|########9 | 151/168 [00:28<00:03, 5.22it/s] 54/499 4.32G 0.01374 0.01122 0.0055 71 640: 90%|########9 | 151/168 [00:28<00:03, 5.22it/s] 54/499 4.32G 0.01374 0.01122 0.0055 71 640: 90%|######### | 152/168 [00:28<00:03, 5.24it/s] 54/499 4.32G 0.01374 0.01122 0.005525 72 640: 90%|######### | 152/168 [00:29<00:03, 5.24it/s] 54/499 4.32G 0.01374 0.01122 0.005525 72 640: 91%|#########1| 153/168 [00:29<00:02, 5.35it/s] 54/499 4.32G 0.01372 0.0112 0.005502 50 640: 91%|#########1| 153/168 [00:29<00:02, 5.35it/s] 54/499 4.32G 0.01372 0.0112 0.005502 50 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s] 54/499 4.32G 0.01371 0.01119 0.00549 60 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s] 54/499 4.32G 0.01371 0.01119 0.00549 60 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s] 54/499 4.32G 0.01372 0.01117 0.00548 62 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s] 54/499 4.32G 0.01372 0.01117 0.00548 62 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s] 54/499 4.32G 0.01371 0.01117 0.005485 72 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s] 54/499 4.32G 0.01371 0.01117 0.005485 72 640: 93%|#########3| 157/168 [00:29<00:02, 5.24it/s] 54/499 4.32G 0.0137 0.01118 0.005488 68 640: 93%|#########3| 157/168 [00:29<00:02, 5.24it/s] 54/499 4.32G 0.0137 0.01118 0.005488 68 640: 94%|#########4| 158/168 [00:29<00:01, 5.30it/s] 54/499 4.32G 0.0137 0.01117 0.005494 69 640: 94%|#########4| 158/168 [00:30<00:01, 5.30it/s] 54/499 4.32G 0.0137 0.01117 0.005494 69 640: 95%|#########4| 159/168 [00:30<00:01, 5.37it/s] 54/499 4.32G 0.01369 0.01118 0.005486 88 640: 95%|#########4| 159/168 [00:30<00:01, 5.37it/s] 54/499 4.32G 0.01369 0.01118 0.005486 88 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s] 54/499 4.32G 0.0137 0.0112 0.005496 84 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s] 54/499 4.32G 0.0137 0.0112 0.005496 84 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s] 54/499 4.32G 0.01369 0.01119 0.005497 60 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s] 54/499 4.32G 0.01369 0.01119 0.005497 60 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s] 54/499 4.32G 0.01369 0.01119 0.005475 55 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s] 54/499 4.32G 0.01369 0.01119 0.005475 55 640: 97%|#########7| 163/168 [00:30<00:00, 5.23it/s] 54/499 4.32G 0.01369 0.01118 0.005455 48 640: 97%|#########7| 163/168 [00:31<00:00, 5.23it/s] 54/499 4.32G 0.01369 0.01118 0.005455 48 640: 98%|#########7| 164/168 [00:31<00:00, 5.31it/s] 54/499 4.32G 0.01368 0.01118 0.005456 74 640: 98%|#########7| 164/168 [00:31<00:00, 5.31it/s] 54/499 4.32G 0.01368 0.01118 0.005456 74 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s] 54/499 4.32G 0.01368 0.01119 0.005445 93 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s] 54/499 4.32G 0.01368 0.01119 0.005445 93 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s] 54/499 4.32G 0.01367 0.01119 0.005437 74 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s] 54/499 4.32G 0.01367 0.01119 0.005437 74 640: 99%|#########9| 167/168 [00:31<00:00, 5.18it/s] 54/499 4.32G 0.01367 0.0112 0.00542 28 640: 99%|#########9| 167/168 [00:31<00:00, 5.18it/s] 54/499 4.32G 0.01367 0.0112 0.00542 28 640: 100%|##########| 168/168 [00:31<00:00, 5.40it/s] 54/499 4.32G 0.01367 0.0112 0.00542 28 640: 100%|##########| 168/168 [00:31<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s] all 132 263 0.775 0.877 0.863 0.728 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 55/499 4.32G 0.01222 0.009731 0.006511 63 640: 0%| | 0/168 [00:00<?, ?it/s] 55/499 4.32G 0.01222 0.009731 0.006511 63 640: 1%| | 1/168 [00:00<00:33, 4.98it/s] 55/499 4.32G 0.01269 0.009878 0.004589 64 640: 1%| | 1/168 [00:00<00:33, 4.98it/s] 55/499 4.32G 0.01269 0.009878 0.004589 64 640: 1%|1 | 2/168 [00:00<00:31, 5.32it/s] 55/499 4.32G 0.01253 0.01061 0.00465 78 640: 1%|1 | 2/168 [00:00<00:31, 5.32it/s] 55/499 4.32G 0.01253 0.01061 0.00465 78 640: 2%|1 | 3/168 [00:00<00:30, 5.42it/s] 55/499 4.32G 0.01295 0.01087 0.004111 70 640: 2%|1 | 3/168 [00:00<00:30, 5.42it/s] 55/499 4.32G 0.01295 0.01087 0.004111 70 640: 2%|2 | 4/168 [00:00<00:31, 5.23it/s] 55/499 4.32G 0.01304 0.01077 0.004339 61 640: 2%|2 | 4/168 [00:00<00:31, 5.23it/s] 55/499 4.32G 0.01304 0.01077 0.004339 61 640: 3%|2 | 5/168 [00:00<00:30, 5.28it/s] 55/499 4.32G 0.01346 0.01095 0.004203 63 640: 3%|2 | 5/168 [00:01<00:30, 5.28it/s] 55/499 4.32G 0.01346 0.01095 0.004203 63 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s] 55/499 4.32G 0.01325 0.01087 0.004416 68 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s] 55/499 4.32G 0.01325 0.01087 0.004416 68 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s] 55/499 4.32G 0.01296 0.01063 0.004377 64 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s] 55/499 4.32G 0.01296 0.01063 0.004377 64 640: 5%|4 | 8/168 [00:01<00:30, 5.31it/s] 55/499 4.32G 0.01316 0.01042 0.004439 51 640: 5%|4 | 8/168 [00:01<00:30, 5.31it/s] 55/499 4.32G 0.01316 0.01042 0.004439 51 640: 5%|5 | 9/168 [00:01<00:29, 5.35it/s] 55/499 4.32G 0.01316 0.0105 0.004124 72 640: 5%|5 | 9/168 [00:01<00:29, 5.35it/s] 55/499 4.32G 0.01316 0.0105 0.004124 72 640: 6%|5 | 10/168 [00:01<00:30, 5.21it/s] 55/499 4.32G 0.01308 0.01035 0.004289 57 640: 6%|5 | 10/168 [00:02<00:30, 5.21it/s] 55/499 4.32G 0.01308 0.01035 0.004289 57 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s] 55/499 4.32G 0.01325 0.01013 0.004574 51 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s] 55/499 4.32G 0.01325 0.01013 0.004574 51 640: 7%|7 | 12/168 [00:02<00:29, 5.37it/s] 55/499 4.32G 0.01317 0.0102 0.004669 82 640: 7%|7 | 12/168 [00:02<00:29, 5.37it/s] 55/499 4.32G 0.01317 0.0102 0.004669 82 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s] 55/499 4.32G 0.01318 0.01018 0.004809 76 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s] 55/499 4.32G 0.01318 0.01018 0.004809 76 640: 8%|8 | 14/168 [00:02<00:29, 5.24it/s] 55/499 4.32G 0.01328 0.01019 0.004855 69 640: 8%|8 | 14/168 [00:02<00:29, 5.24it/s] 55/499 4.32G 0.01328 0.01019 0.004855 69 640: 9%|8 | 15/168 [00:02<00:28, 5.32it/s] 55/499 4.32G 0.01326 0.01017 0.004903 64 640: 9%|8 | 15/168 [00:03<00:28, 5.32it/s] 55/499 4.32G 0.01326 0.01017 0.004903 64 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s] 55/499 4.32G 0.01331 0.01027 0.004939 67 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s] 55/499 4.32G 0.01331 0.01027 0.004939 67 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s] 55/499 4.32G 0.01335 0.01032 0.005002 71 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s] 55/499 4.32G 0.01335 0.01032 0.005002 71 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s] 55/499 4.32G 0.01331 0.01038 0.005231 71 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s] 55/499 4.32G 0.01331 0.01038 0.005231 71 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s] 55/499 4.32G 0.01321 0.01039 0.005254 65 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s] 55/499 4.32G 0.01321 0.01039 0.005254 65 640: 12%|#1 | 20/168 [00:03<00:28, 5.21it/s] 55/499 4.32G 0.01316 0.01039 0.005346 69 640: 12%|#1 | 20/168 [00:03<00:28, 5.21it/s] 55/499 4.32G 0.01316 0.01039 0.005346 69 640: 12%|#2 | 21/168 [00:03<00:28, 5.22it/s] 55/499 4.32G 0.01317 0.01046 0.005458 74 640: 12%|#2 | 21/168 [00:04<00:28, 5.22it/s] 55/499 4.32G 0.01317 0.01046 0.005458 74 640: 13%|#3 | 22/168 [00:04<00:28, 5.11it/s] 55/499 4.32G 0.01314 0.01037 0.005291 57 640: 13%|#3 | 22/168 [00:04<00:28, 5.11it/s] 55/499 4.32G 0.01314 0.01037 0.005291 57 640: 14%|#3 | 23/168 [00:04<00:28, 5.16it/s] 55/499 4.32G 0.01314 0.01039 0.005295 70 640: 14%|#3 | 23/168 [00:04<00:28, 5.16it/s] 55/499 4.32G 0.01314 0.01039 0.005295 70 640: 14%|#4 | 24/168 [00:04<00:27, 5.27it/s] 55/499 4.32G 0.01326 0.01048 0.005353 63 640: 14%|#4 | 24/168 [00:04<00:27, 5.27it/s] 55/499 4.32G 0.01326 0.01048 0.005353 63 640: 15%|#4 | 25/168 [00:04<00:27, 5.17it/s] 55/499 4.32G 0.01326 0.01049 0.005327 70 640: 15%|#4 | 25/168 [00:04<00:27, 5.17it/s] 55/499 4.32G 0.01326 0.01049 0.005327 70 640: 15%|#5 | 26/168 [00:04<00:27, 5.26it/s] 55/499 4.32G 0.01327 0.01056 0.005326 81 640: 15%|#5 | 26/168 [00:05<00:27, 5.26it/s] 55/499 4.32G 0.01327 0.01056 0.005326 81 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s] 55/499 4.32G 0.01322 0.01048 0.005251 51 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s] 55/499 4.32G 0.01322 0.01048 0.005251 51 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s] 55/499 4.32G 0.01317 0.01045 0.005198 65 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s] 55/499 4.32G 0.01317 0.01045 0.005198 65 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s] 55/499 4.32G 0.01311 0.01038 0.005239 76 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s] 55/499 4.32G 0.01311 0.01038 0.005239 76 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s] 55/499 4.32G 0.01313 0.01041 0.005163 70 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s] 55/499 4.32G 0.01313 0.01041 0.005163 70 640: 18%|#8 | 31/168 [00:05<00:26, 5.21it/s] 55/499 4.32G 0.01314 0.01036 0.005187 58 640: 18%|#8 | 31/168 [00:06<00:26, 5.21it/s] 55/499 4.32G 0.01314 0.01036 0.005187 58 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s] 55/499 4.32G 0.01314 0.01027 0.005274 55 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s] 55/499 4.32G 0.01314 0.01027 0.005274 55 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s] 55/499 4.32G 0.01312 0.01024 0.00517 62 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s] 55/499 4.32G 0.01312 0.01024 0.00517 62 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s] 55/499 4.32G 0.01314 0.01028 0.005137 74 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s] 55/499 4.32G 0.01314 0.01028 0.005137 74 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s] 55/499 4.32G 0.01312 0.01022 0.00513 56 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s] 55/499 4.32G 0.01312 0.01022 0.00513 56 640: 21%|##1 | 36/168 [00:06<00:24, 5.32it/s] 55/499 4.32G 0.01313 0.01024 0.005152 69 640: 21%|##1 | 36/168 [00:07<00:24, 5.32it/s] 55/499 4.32G 0.01313 0.01024 0.005152 69 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s] 55/499 4.32G 0.01314 0.01029 0.005198 71 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s] 55/499 4.32G 0.01314 0.01029 0.005198 71 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s] 55/499 4.32G 0.01312 0.01028 0.005173 66 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s] 55/499 4.32G 0.01312 0.01028 0.005173 66 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s] 55/499 4.32G 0.01307 0.01026 0.005173 70 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s] 55/499 4.32G 0.01307 0.01026 0.005173 70 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s] 55/499 4.32G 0.01307 0.01026 0.005217 66 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s] 55/499 4.32G 0.01307 0.01026 0.005217 66 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s] 55/499 4.32G 0.01308 0.01022 0.00517 56 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s] 55/499 4.32G 0.01308 0.01022 0.00517 56 640: 25%|##5 | 42/168 [00:07<00:23, 5.39it/s] 55/499 4.32G 0.01312 0.01022 0.005149 68 640: 25%|##5 | 42/168 [00:08<00:23, 5.39it/s] 55/499 4.32G 0.01312 0.01022 0.005149 68 640: 26%|##5 | 43/168 [00:08<00:23, 5.26it/s] 55/499 4.32G 0.0131 0.01026 0.005101 73 640: 26%|##5 | 43/168 [00:08<00:23, 5.26it/s] 55/499 4.32G 0.0131 0.01026 0.005101 73 640: 26%|##6 | 44/168 [00:08<00:23, 5.33it/s] 55/499 4.32G 0.01311 0.01031 0.005104 80 640: 26%|##6 | 44/168 [00:08<00:23, 5.33it/s] 55/499 4.32G 0.01311 0.01031 0.005104 80 640: 27%|##6 | 45/168 [00:08<00:22, 5.39it/s] 55/499 4.32G 0.01309 0.0103 0.00517 65 640: 27%|##6 | 45/168 [00:08<00:22, 5.39it/s] 55/499 4.32G 0.01309 0.0103 0.00517 65 640: 27%|##7 | 46/168 [00:08<00:23, 5.25it/s] 55/499 4.32G 0.01313 0.01031 0.005159 68 640: 27%|##7 | 46/168 [00:08<00:23, 5.25it/s] 55/499 4.32G 0.01313 0.01031 0.005159 68 640: 28%|##7 | 47/168 [00:08<00:22, 5.34it/s] 55/499 4.32G 0.0131 0.01026 0.00508 56 640: 28%|##7 | 47/168 [00:09<00:22, 5.34it/s] 55/499 4.32G 0.0131 0.01026 0.00508 56 640: 29%|##8 | 48/168 [00:09<00:22, 5.40it/s] 55/499 4.32G 0.01308 0.01027 0.005069 65 640: 29%|##8 | 48/168 [00:09<00:22, 5.40it/s] 55/499 4.32G 0.01308 0.01027 0.005069 65 640: 29%|##9 | 49/168 [00:09<00:22, 5.25it/s] 55/499 4.32G 0.01306 0.01023 0.005086 53 640: 29%|##9 | 49/168 [00:09<00:22, 5.25it/s] 55/499 4.32G 0.01306 0.01023 0.005086 53 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s] 55/499 4.32G 0.01306 0.01026 0.00508 74 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s] 55/499 4.32G 0.01306 0.01026 0.00508 74 640: 30%|### | 51/168 [00:09<00:21, 5.32it/s] 55/499 4.32G 0.01306 0.01025 0.005056 70 640: 30%|### | 51/168 [00:09<00:21, 5.32it/s] 55/499 4.32G 0.01306 0.01025 0.005056 70 640: 31%|### | 52/168 [00:09<00:22, 5.20it/s] 55/499 4.32G 0.01308 0.01025 0.005073 62 640: 31%|### | 52/168 [00:10<00:22, 5.20it/s] 55/499 4.32G 0.01308 0.01025 0.005073 62 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s] 55/499 4.32G 0.01311 0.01027 0.005042 75 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s] 55/499 4.32G 0.01311 0.01027 0.005042 75 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s] 55/499 4.32G 0.01314 0.01027 0.005019 63 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s] 55/499 4.32G 0.01314 0.01027 0.005019 63 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s] 55/499 4.32G 0.01314 0.01032 0.005078 72 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s] 55/499 4.32G 0.01314 0.01032 0.005078 72 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s] 55/499 4.32G 0.01315 0.01033 0.005047 68 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s] 55/499 4.32G 0.01315 0.01033 0.005047 68 640: 34%|###3 | 57/168 [00:10<00:20, 5.32it/s] 55/499 4.32G 0.01315 0.01039 0.005069 78 640: 34%|###3 | 57/168 [00:11<00:20, 5.32it/s] 55/499 4.32G 0.01315 0.01039 0.005069 78 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s] 55/499 4.32G 0.01317 0.01038 0.005193 71 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s] 55/499 4.32G 0.01317 0.01038 0.005193 71 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s] 55/499 4.32G 0.01317 0.01044 0.005181 86 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s] 55/499 4.32G 0.01317 0.01044 0.005181 86 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s] 55/499 4.32G 0.01321 0.01046 0.005194 67 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s] 55/499 4.32G 0.01321 0.01046 0.005194 67 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s] 55/499 4.32G 0.01322 0.01046 0.005236 58 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s] 55/499 4.32G 0.01322 0.01046 0.005236 58 640: 37%|###6 | 62/168 [00:11<00:19, 5.30it/s] 55/499 4.32G 0.01319 0.01044 0.005273 61 640: 37%|###6 | 62/168 [00:11<00:19, 5.30it/s] 55/499 4.32G 0.01319 0.01044 0.005273 61 640: 38%|###7 | 63/168 [00:11<00:19, 5.34it/s] 55/499 4.32G 0.01318 0.01044 0.005241 67 640: 38%|###7 | 63/168 [00:12<00:19, 5.34it/s] 55/499 4.32G 0.01318 0.01044 0.005241 67 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s] 55/499 4.32G 0.01319 0.01045 0.005225 69 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s] 55/499 4.32G 0.01319 0.01045 0.005225 69 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s] 55/499 4.32G 0.01317 0.01046 0.005262 70 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s] 55/499 4.32G 0.01317 0.01046 0.005262 70 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s] 55/499 4.32G 0.01315 0.01046 0.005224 68 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s] 55/499 4.32G 0.01315 0.01046 0.005224 68 640: 40%|###9 | 67/168 [00:12<00:19, 5.18it/s] 55/499 4.32G 0.01317 0.01045 0.005299 60 640: 40%|###9 | 67/168 [00:12<00:19, 5.18it/s] 55/499 4.32G 0.01317 0.01045 0.005299 60 640: 40%|#### | 68/168 [00:12<00:18, 5.28it/s] 55/499 4.32G 0.01319 0.01047 0.00526 61 640: 40%|#### | 68/168 [00:13<00:18, 5.28it/s] 55/499 4.32G 0.01319 0.01047 0.00526 61 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s] 55/499 4.32G 0.01322 0.01049 0.005349 65 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s] 55/499 4.32G 0.01322 0.01049 0.005349 65 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s] 55/499 4.32G 0.01325 0.01051 0.005337 64 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s] 55/499 4.32G 0.01325 0.01051 0.005337 64 640: 42%|####2 | 71/168 [00:13<00:18, 5.26it/s] 55/499 4.32G 0.01331 0.0105 0.005339 48 640: 42%|####2 | 71/168 [00:13<00:18, 5.26it/s] 55/499 4.32G 0.01331 0.0105 0.005339 48 640: 43%|####2 | 72/168 [00:13<00:18, 5.33it/s] 55/499 4.32G 0.01331 0.01054 0.005354 87 640: 43%|####2 | 72/168 [00:13<00:18, 5.33it/s] 55/499 4.32G 0.01331 0.01054 0.005354 87 640: 43%|####3 | 73/168 [00:13<00:18, 5.18it/s] 55/499 4.32G 0.01332 0.01056 0.005395 77 640: 43%|####3 | 73/168 [00:14<00:18, 5.18it/s] 55/499 4.32G 0.01332 0.01056 0.005395 77 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s] 55/499 4.32G 0.01331 0.01056 0.005384 75 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s] 55/499 4.32G 0.01331 0.01056 0.005384 75 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s] 55/499 4.32G 0.0133 0.01057 0.00535 77 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s] 55/499 4.32G 0.0133 0.01057 0.00535 77 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s] 55/499 4.32G 0.01329 0.01055 0.005342 61 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s] 55/499 4.32G 0.01329 0.01055 0.005342 61 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s] 55/499 4.32G 0.01332 0.01054 0.005386 60 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s] 55/499 4.32G 0.01332 0.01054 0.005386 60 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s] 55/499 4.32G 0.01331 0.01057 0.005377 77 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s] 55/499 4.32G 0.01331 0.01057 0.005377 77 640: 47%|####7 | 79/168 [00:14<00:17, 5.23it/s] 55/499 4.32G 0.01334 0.0106 0.005406 70 640: 47%|####7 | 79/168 [00:15<00:17, 5.23it/s] 55/499 4.32G 0.01334 0.0106 0.005406 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s] 55/499 4.32G 0.01338 0.01058 0.005392 60 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s] 55/499 4.32G 0.01338 0.01058 0.005392 60 640: 48%|####8 | 81/168 [00:15<00:16, 5.39it/s] 55/499 4.32G 0.01335 0.0106 0.005378 80 640: 48%|####8 | 81/168 [00:15<00:16, 5.39it/s] 55/499 4.32G 0.01335 0.0106 0.005378 80 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s] 55/499 4.32G 0.01335 0.01062 0.005363 85 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s] 55/499 4.32G 0.01335 0.01062 0.005363 85 640: 49%|####9 | 83/168 [00:15<00:16, 5.31it/s] 55/499 4.32G 0.01335 0.01062 0.005356 70 640: 49%|####9 | 83/168 [00:15<00:16, 5.31it/s] 55/499 4.32G 0.01335 0.01062 0.005356 70 640: 50%|##### | 84/168 [00:15<00:15, 5.39it/s] 55/499 4.32G 0.01335 0.01061 0.005383 66 640: 50%|##### | 84/168 [00:16<00:15, 5.39it/s] 55/499 4.32G 0.01335 0.01061 0.005383 66 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s] 55/499 4.32G 0.01334 0.01065 0.005365 78 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s] 55/499 4.32G 0.01334 0.01065 0.005365 78 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s] 55/499 4.32G 0.01337 0.01065 0.005347 65 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s] 55/499 4.32G 0.01337 0.01065 0.005347 65 640: 52%|#####1 | 87/168 [00:16<00:15, 5.37it/s] 55/499 4.32G 0.01338 0.01065 0.005323 74 640: 52%|#####1 | 87/168 [00:16<00:15, 5.37it/s] 55/499 4.32G 0.01338 0.01065 0.005323 74 640: 52%|#####2 | 88/168 [00:16<00:15, 5.27it/s] 55/499 4.32G 0.01341 0.0107 0.005351 83 640: 52%|#####2 | 88/168 [00:16<00:15, 5.27it/s] 55/499 4.32G 0.01341 0.0107 0.005351 83 640: 53%|#####2 | 89/168 [00:16<00:14, 5.35it/s] 55/499 4.32G 0.01342 0.01068 0.005369 51 640: 53%|#####2 | 89/168 [00:17<00:14, 5.35it/s] 55/499 4.32G 0.01342 0.01068 0.005369 51 640: 54%|#####3 | 90/168 [00:17<00:14, 5.40it/s] 55/499 4.32G 0.01342 0.01072 0.005346 84 640: 54%|#####3 | 90/168 [00:17<00:14, 5.40it/s] 55/499 4.32G 0.01342 0.01072 0.005346 84 640: 54%|#####4 | 91/168 [00:17<00:14, 5.28it/s] 55/499 4.32G 0.0134 0.01072 0.005348 75 640: 54%|#####4 | 91/168 [00:17<00:14, 5.28it/s] 55/499 4.32G 0.0134 0.01072 0.005348 75 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s] 55/499 4.32G 0.0134 0.01075 0.005352 80 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s] 55/499 4.32G 0.0134 0.01075 0.005352 80 640: 55%|#####5 | 93/168 [00:17<00:13, 5.40it/s] 55/499 4.32G 0.01339 0.01074 0.005318 60 640: 55%|#####5 | 93/168 [00:17<00:13, 5.40it/s] 55/499 4.32G 0.01339 0.01074 0.005318 60 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s] 55/499 4.32G 0.01338 0.01071 0.005317 61 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s] 55/499 4.32G 0.01338 0.01071 0.005317 61 640: 57%|#####6 | 95/168 [00:17<00:13, 5.30it/s] 55/499 4.32G 0.01337 0.01072 0.005309 72 640: 57%|#####6 | 95/168 [00:18<00:13, 5.30it/s] 55/499 4.32G 0.01337 0.01072 0.005309 72 640: 57%|#####7 | 96/168 [00:18<00:13, 5.39it/s] 55/499 4.32G 0.01336 0.0107 0.005297 63 640: 57%|#####7 | 96/168 [00:18<00:13, 5.39it/s] 55/499 4.32G 0.01336 0.0107 0.005297 63 640: 58%|#####7 | 97/168 [00:18<00:13, 5.24it/s] 55/499 4.32G 0.01337 0.01071 0.005282 70 640: 58%|#####7 | 97/168 [00:18<00:13, 5.24it/s] 55/499 4.32G 0.01337 0.01071 0.005282 70 640: 58%|#####8 | 98/168 [00:18<00:13, 5.33it/s] 55/499 4.32G 0.01338 0.0107 0.005271 59 640: 58%|#####8 | 98/168 [00:18<00:13, 5.33it/s] 55/499 4.32G 0.01338 0.0107 0.005271 59 640: 59%|#####8 | 99/168 [00:18<00:12, 5.40it/s] 55/499 4.32G 0.01338 0.01069 0.005262 67 640: 59%|#####8 | 99/168 [00:18<00:12, 5.40it/s] 55/499 4.32G 0.01338 0.01069 0.005262 67 640: 60%|#####9 | 100/168 [00:18<00:12, 5.26it/s] 55/499 4.32G 0.0134 0.01069 0.005296 71 640: 60%|#####9 | 100/168 [00:19<00:12, 5.26it/s] 55/499 4.32G 0.0134 0.01069 0.005296 71 640: 60%|###### | 101/168 [00:19<00:12, 5.34it/s] 55/499 4.32G 0.01341 0.01072 0.005306 67 640: 60%|###### | 101/168 [00:19<00:12, 5.34it/s] 55/499 4.32G 0.01341 0.01072 0.005306 67 640: 61%|###### | 102/168 [00:19<00:12, 5.37it/s] 55/499 4.32G 0.0134 0.0107 0.005292 64 640: 61%|###### | 102/168 [00:19<00:12, 5.37it/s] 55/499 4.32G 0.0134 0.0107 0.005292 64 640: 61%|######1 | 103/168 [00:19<00:12, 5.24it/s] 55/499 4.32G 0.01342 0.01069 0.005299 64 640: 61%|######1 | 103/168 [00:19<00:12, 5.24it/s] 55/499 4.32G 0.01342 0.01069 0.005299 64 640: 62%|######1 | 104/168 [00:19<00:12, 5.28it/s] 55/499 4.32G 0.01344 0.01069 0.005273 64 640: 62%|######1 | 104/168 [00:19<00:12, 5.28it/s] 55/499 4.32G 0.01344 0.01069 0.005273 64 640: 62%|######2 | 105/168 [00:19<00:11, 5.36it/s] 55/499 4.32G 0.01343 0.01071 0.005279 80 640: 62%|######2 | 105/168 [00:20<00:11, 5.36it/s] 55/499 4.32G 0.01343 0.01071 0.005279 80 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s] 55/499 4.32G 0.01342 0.01073 0.005283 76 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s] 55/499 4.32G 0.01342 0.01073 0.005283 76 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s] 55/499 4.32G 0.01345 0.01076 0.005293 78 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s] 55/499 4.32G 0.01345 0.01076 0.005293 78 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s] 55/499 4.32G 0.01344 0.01076 0.005316 60 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s] 55/499 4.32G 0.01344 0.01076 0.005316 60 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s] 55/499 4.32G 0.01342 0.01075 0.005314 65 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s] 55/499 4.32G 0.01342 0.01075 0.005314 65 640: 65%|######5 | 110/168 [00:20<00:10, 5.32it/s] 55/499 4.32G 0.01341 0.01075 0.005324 69 640: 65%|######5 | 110/168 [00:20<00:10, 5.32it/s] 55/499 4.32G 0.01341 0.01075 0.005324 69 640: 66%|######6 | 111/168 [00:20<00:10, 5.38it/s] 55/499 4.32G 0.0134 0.01076 0.005315 76 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s] 55/499 4.32G 0.0134 0.01076 0.005315 76 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s] 55/499 4.32G 0.01341 0.01075 0.005288 51 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s] 55/499 4.32G 0.01341 0.01075 0.005288 51 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s] 55/499 4.32G 0.01341 0.01076 0.005274 80 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s] 55/499 4.32G 0.01341 0.01076 0.005274 80 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s] 55/499 4.32G 0.0134 0.01075 0.005251 71 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s] 55/499 4.32G 0.0134 0.01075 0.005251 71 640: 68%|######8 | 115/168 [00:21<00:10, 5.20it/s] 55/499 4.32G 0.01341 0.01075 0.00525 63 640: 68%|######8 | 115/168 [00:21<00:10, 5.20it/s] 55/499 4.32G 0.01341 0.01075 0.00525 63 640: 69%|######9 | 116/168 [00:21<00:09, 5.29it/s] 55/499 4.32G 0.01341 0.01073 0.005298 62 640: 69%|######9 | 116/168 [00:22<00:09, 5.29it/s] 55/499 4.32G 0.01341 0.01073 0.005298 62 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s] 55/499 4.32G 0.01342 0.01075 0.005293 76 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s] 55/499 4.32G 0.01342 0.01075 0.005293 76 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s] 55/499 4.32G 0.01342 0.01078 0.005296 88 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s] 55/499 4.32G 0.01342 0.01078 0.005296 88 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s] 55/499 4.32G 0.01341 0.01077 0.005326 52 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s] 55/499 4.32G 0.01341 0.01077 0.005326 52 640: 71%|#######1 | 120/168 [00:22<00:08, 5.38it/s] 55/499 4.32G 0.01341 0.01079 0.005329 80 640: 71%|#######1 | 120/168 [00:22<00:08, 5.38it/s] 55/499 4.32G 0.01341 0.01079 0.005329 80 640: 72%|#######2 | 121/168 [00:22<00:09, 5.22it/s] 55/499 4.32G 0.01341 0.01077 0.005336 64 640: 72%|#######2 | 121/168 [00:23<00:09, 5.22it/s] 55/499 4.32G 0.01341 0.01077 0.005336 64 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s] 55/499 4.32G 0.01342 0.01078 0.005346 74 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s] 55/499 4.32G 0.01342 0.01078 0.005346 74 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s] 55/499 4.32G 0.0134 0.01075 0.005333 60 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s] 55/499 4.32G 0.0134 0.01075 0.005333 60 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s] 55/499 4.32G 0.01338 0.01074 0.005326 62 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s] 55/499 4.32G 0.01338 0.01074 0.005326 62 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s] 55/499 4.32G 0.01338 0.01074 0.005306 73 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s] 55/499 4.32G 0.01338 0.01074 0.005306 73 640: 75%|#######5 | 126/168 [00:23<00:07, 5.36it/s] 55/499 4.32G 0.01338 0.01076 0.005289 70 640: 75%|#######5 | 126/168 [00:24<00:07, 5.36it/s] 55/499 4.32G 0.01338 0.01076 0.005289 70 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s] 55/499 4.32G 0.01336 0.01078 0.005267 74 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s] 55/499 4.32G 0.01336 0.01078 0.005267 74 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s] 55/499 4.32G 0.01337 0.01079 0.005269 81 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s] 55/499 4.32G 0.01337 0.01079 0.005269 81 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s] 55/499 4.32G 0.01335 0.01079 0.005277 69 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s] 55/499 4.32G 0.01335 0.01079 0.005277 69 640: 77%|#######7 | 130/168 [00:24<00:07, 5.23it/s] 55/499 4.32G 0.01334 0.01077 0.00528 68 640: 77%|#######7 | 130/168 [00:24<00:07, 5.23it/s] 55/499 4.32G 0.01334 0.01077 0.00528 68 640: 78%|#######7 | 131/168 [00:24<00:06, 5.32it/s] 55/499 4.32G 0.01332 0.01078 0.005254 59 640: 78%|#######7 | 131/168 [00:24<00:06, 5.32it/s] 55/499 4.32G 0.01332 0.01078 0.005254 59 640: 79%|#######8 | 132/168 [00:24<00:06, 5.40it/s] 55/499 4.32G 0.01332 0.01079 0.005241 85 640: 79%|#######8 | 132/168 [00:25<00:06, 5.40it/s] 55/499 4.32G 0.01332 0.01079 0.005241 85 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s] 55/499 4.32G 0.01332 0.01077 0.005229 60 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s] 55/499 4.32G 0.01332 0.01077 0.005229 60 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s] 55/499 4.32G 0.01331 0.01076 0.005216 64 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s] 55/499 4.32G 0.01331 0.01076 0.005216 64 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s] 55/499 4.32G 0.01329 0.01075 0.005204 57 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s] 55/499 4.32G 0.01329 0.01075 0.005204 57 640: 81%|######## | 136/168 [00:25<00:06, 5.25it/s] 55/499 4.32G 0.01328 0.01076 0.005192 76 640: 81%|######## | 136/168 [00:25<00:06, 5.25it/s] 55/499 4.32G 0.01328 0.01076 0.005192 76 640: 82%|########1 | 137/168 [00:25<00:05, 5.34it/s] 55/499 4.32G 0.01329 0.01077 0.005188 78 640: 82%|########1 | 137/168 [00:26<00:05, 5.34it/s] 55/499 4.32G 0.01329 0.01077 0.005188 78 640: 82%|########2 | 138/168 [00:26<00:05, 5.38it/s] 55/499 4.32G 0.01329 0.01076 0.00519 61 640: 82%|########2 | 138/168 [00:26<00:05, 5.38it/s] 55/499 4.32G 0.01329 0.01076 0.00519 61 640: 83%|########2 | 139/168 [00:26<00:05, 5.25it/s] 55/499 4.32G 0.01329 0.0108 0.00517 84 640: 83%|########2 | 139/168 [00:26<00:05, 5.25it/s] 55/499 4.32G 0.01329 0.0108 0.00517 84 640: 83%|########3 | 140/168 [00:26<00:05, 5.34it/s] 55/499 4.32G 0.0133 0.01081 0.005168 67 640: 83%|########3 | 140/168 [00:26<00:05, 5.34it/s] 55/499 4.32G 0.0133 0.01081 0.005168 67 640: 84%|########3 | 141/168 [00:26<00:04, 5.40it/s] 55/499 4.32G 0.01329 0.01081 0.005182 74 640: 84%|########3 | 141/168 [00:26<00:04, 5.40it/s] 55/499 4.32G 0.01329 0.01081 0.005182 74 640: 85%|########4 | 142/168 [00:26<00:04, 5.21it/s] 55/499 4.32G 0.0133 0.01082 0.005168 74 640: 85%|########4 | 142/168 [00:27<00:04, 5.21it/s] 55/499 4.32G 0.0133 0.01082 0.005168 74 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s] 55/499 4.32G 0.01331 0.01084 0.005166 75 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s] 55/499 4.32G 0.01331 0.01084 0.005166 75 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s] 55/499 4.32G 0.0133 0.01084 0.005157 68 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s] 55/499 4.32G 0.0133 0.01084 0.005157 68 640: 86%|########6 | 145/168 [00:27<00:04, 5.24it/s] 55/499 4.32G 0.01331 0.01084 0.005168 70 640: 86%|########6 | 145/168 [00:27<00:04, 5.24it/s] 55/499 4.32G 0.01331 0.01084 0.005168 70 640: 87%|########6 | 146/168 [00:27<00:04, 5.34it/s] 55/499 4.32G 0.01329 0.01084 0.005149 67 640: 87%|########6 | 146/168 [00:27<00:04, 5.34it/s] 55/499 4.32G 0.01329 0.01084 0.005149 67 640: 88%|########7 | 147/168 [00:27<00:03, 5.41it/s] 55/499 4.32G 0.01328 0.01084 0.005175 60 640: 88%|########7 | 147/168 [00:27<00:03, 5.41it/s] 55/499 4.32G 0.01328 0.01084 0.005175 60 640: 88%|########8 | 148/168 [00:27<00:03, 5.28it/s] 55/499 4.32G 0.01327 0.01085 0.005162 77 640: 88%|########8 | 148/168 [00:28<00:03, 5.28it/s] 55/499 4.32G 0.01327 0.01085 0.005162 77 640: 89%|########8 | 149/168 [00:28<00:03, 5.35it/s] 55/499 4.32G 0.01327 0.01085 0.00516 80 640: 89%|########8 | 149/168 [00:28<00:03, 5.35it/s] 55/499 4.32G 0.01327 0.01085 0.00516 80 640: 89%|########9 | 150/168 [00:28<00:03, 5.40it/s] 55/499 4.32G 0.01327 0.01085 0.005153 58 640: 89%|########9 | 150/168 [00:28<00:03, 5.40it/s] 55/499 4.32G 0.01327 0.01085 0.005153 58 640: 90%|########9 | 151/168 [00:28<00:03, 5.24it/s] 55/499 4.32G 0.01327 0.01087 0.005132 86 640: 90%|########9 | 151/168 [00:28<00:03, 5.24it/s] 55/499 4.32G 0.01327 0.01087 0.005132 86 640: 90%|######### | 152/168 [00:28<00:03, 5.33it/s] 55/499 4.32G 0.01328 0.01086 0.005129 77 640: 90%|######### | 152/168 [00:28<00:03, 5.33it/s] 55/499 4.32G 0.01328 0.01086 0.005129 77 640: 91%|#########1| 153/168 [00:28<00:02, 5.37it/s] 55/499 4.32G 0.01327 0.01088 0.005124 85 640: 91%|#########1| 153/168 [00:29<00:02, 5.37it/s] 55/499 4.32G 0.01327 0.01088 0.005124 85 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s] 55/499 4.32G 0.01326 0.01087 0.005109 61 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s] 55/499 4.32G 0.01326 0.01087 0.005109 61 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s] 55/499 4.32G 0.01326 0.01087 0.005098 79 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s] 55/499 4.32G 0.01326 0.01087 0.005098 79 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s] 55/499 4.32G 0.01326 0.01087 0.005102 61 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s] 55/499 4.32G 0.01326 0.01087 0.005102 61 640: 93%|#########3| 157/168 [00:29<00:02, 5.20it/s] 55/499 4.32G 0.01326 0.01087 0.005107 71 640: 93%|#########3| 157/168 [00:29<00:02, 5.20it/s] 55/499 4.32G 0.01326 0.01087 0.005107 71 640: 94%|#########4| 158/168 [00:29<00:01, 5.24it/s] 55/499 4.32G 0.01327 0.01089 0.005114 87 640: 94%|#########4| 158/168 [00:30<00:01, 5.24it/s] 55/499 4.32G 0.01327 0.01089 0.005114 87 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s] 55/499 4.32G 0.01327 0.01089 0.005122 62 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s] 55/499 4.32G 0.01327 0.01089 0.005122 62 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s] 55/499 4.32G 0.01327 0.01089 0.005134 71 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s] 55/499 4.32G 0.01327 0.01089 0.005134 71 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s] 55/499 4.32G 0.01328 0.01089 0.005147 76 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s] 55/499 4.32G 0.01328 0.01089 0.005147 76 640: 96%|#########6| 162/168 [00:30<00:01, 5.33it/s] 55/499 4.32G 0.01328 0.01089 0.00516 56 640: 96%|#########6| 162/168 [00:30<00:01, 5.33it/s] 55/499 4.32G 0.01328 0.01089 0.00516 56 640: 97%|#########7| 163/168 [00:30<00:00, 5.20it/s] 55/499 4.32G 0.01328 0.01088 0.005165 56 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s] 55/499 4.32G 0.01328 0.01088 0.005165 56 640: 98%|#########7| 164/168 [00:31<00:00, 5.26it/s] 55/499 4.32G 0.01327 0.01088 0.005165 66 640: 98%|#########7| 164/168 [00:31<00:00, 5.26it/s] 55/499 4.32G 0.01327 0.01088 0.005165 66 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s] 55/499 4.32G 0.01327 0.01088 0.005182 67 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s] 55/499 4.32G 0.01327 0.01088 0.005182 67 640: 99%|#########8| 166/168 [00:31<00:00, 5.16it/s] 55/499 4.32G 0.01328 0.01088 0.005184 68 640: 99%|#########8| 166/168 [00:31<00:00, 5.16it/s] 55/499 4.32G 0.01328 0.01088 0.005184 68 640: 99%|#########9| 167/168 [00:31<00:00, 5.25it/s] 55/499 4.32G 0.0133 0.01086 0.005217 24 640: 99%|#########9| 167/168 [00:31<00:00, 5.25it/s] 55/499 4.32G 0.0133 0.01086 0.005217 24 640: 100%|##########| 168/168 [00:31<00:00, 5.45it/s] 55/499 4.32G 0.0133 0.01086 0.005217 24 640: 100%|##########| 168/168 [00:31<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s] all 132 263 0.772 0.85 0.85 0.722 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 56/499 4.32G 0.01227 0.009859 0.003307 65 640: 0%| | 0/168 [00:00<?, ?it/s] 56/499 4.32G 0.01227 0.009859 0.003307 65 640: 1%| | 1/168 [00:00<00:33, 4.98it/s] 56/499 4.32G 0.01318 0.01031 0.004109 66 640: 1%| | 1/168 [00:00<00:33, 4.98it/s] 56/499 4.32G 0.01318 0.01031 0.004109 66 640: 1%|1 | 2/168 [00:00<00:31, 5.31it/s] 56/499 4.32G 0.01329 0.01099 0.003778 82 640: 1%|1 | 2/168 [00:00<00:31, 5.31it/s] 56/499 4.32G 0.01329 0.01099 0.003778 82 640: 2%|1 | 3/168 [00:00<00:30, 5.36it/s] 56/499 4.32G 0.01319 0.0115 0.003262 77 640: 2%|1 | 3/168 [00:00<00:30, 5.36it/s] 56/499 4.32G 0.01319 0.0115 0.003262 77 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s] 56/499 4.32G 0.01292 0.01115 0.003851 70 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s] 56/499 4.32G 0.01292 0.01115 0.003851 70 640: 3%|2 | 5/168 [00:00<00:30, 5.28it/s] 56/499 4.32G 0.01296 0.01119 0.004081 68 640: 3%|2 | 5/168 [00:01<00:30, 5.28it/s] 56/499 4.32G 0.01296 0.01119 0.004081 68 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s] 56/499 4.32G 0.01289 0.01126 0.004609 78 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s] 56/499 4.32G 0.01289 0.01126 0.004609 78 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s] 56/499 4.32G 0.01292 0.01139 0.004373 74 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s] 56/499 4.32G 0.01292 0.01139 0.004373 74 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s] 56/499 4.32G 0.01259 0.01129 0.00469 80 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s] 56/499 4.32G 0.01259 0.01129 0.00469 80 640: 5%|5 | 9/168 [00:01<00:29, 5.40it/s] 56/499 4.32G 0.0125 0.01124 0.004509 83 640: 5%|5 | 9/168 [00:01<00:29, 5.40it/s] 56/499 4.32G 0.0125 0.01124 0.004509 83 640: 6%|5 | 10/168 [00:01<00:30, 5.26it/s] 56/499 4.32G 0.01262 0.01118 0.004572 60 640: 6%|5 | 10/168 [00:02<00:30, 5.26it/s] 56/499 4.32G 0.01262 0.01118 0.004572 60 640: 7%|6 | 11/168 [00:02<00:29, 5.34it/s] 56/499 4.32G 0.01272 0.01119 0.004513 69 640: 7%|6 | 11/168 [00:02<00:29, 5.34it/s] 56/499 4.32G 0.01272 0.01119 0.004513 69 640: 7%|7 | 12/168 [00:02<00:28, 5.42it/s] 56/499 4.32G 0.01276 0.01104 0.004415 59 640: 7%|7 | 12/168 [00:02<00:28, 5.42it/s] 56/499 4.32G 0.01276 0.01104 0.004415 59 640: 8%|7 | 13/168 [00:02<00:29, 5.25it/s] 56/499 4.32G 0.01281 0.01086 0.004508 54 640: 8%|7 | 13/168 [00:02<00:29, 5.25it/s] 56/499 4.32G 0.01281 0.01086 0.004508 54 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s] 56/499 4.32G 0.01284 0.01095 0.004865 79 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s] 56/499 4.32G 0.01284 0.01095 0.004865 79 640: 9%|8 | 15/168 [00:02<00:28, 5.35it/s] 56/499 4.32G 0.01276 0.01092 0.004695 79 640: 9%|8 | 15/168 [00:03<00:28, 5.35it/s] 56/499 4.32G 0.01276 0.01092 0.004695 79 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s] 56/499 4.32G 0.01281 0.01113 0.00471 76 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s] 56/499 4.32G 0.01281 0.01113 0.00471 76 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s] 56/499 4.32G 0.01285 0.01123 0.004729 81 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s] 56/499 4.32G 0.01285 0.01123 0.004729 81 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s] 56/499 4.32G 0.01289 0.01128 0.004658 70 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s] 56/499 4.32G 0.01289 0.01128 0.004658 70 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s] 56/499 4.32G 0.01289 0.01135 0.004779 81 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s] 56/499 4.32G 0.01289 0.01135 0.004779 81 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s] 56/499 4.32G 0.01289 0.01133 0.004688 59 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s] 56/499 4.32G 0.01289 0.01133 0.004688 59 640: 12%|#2 | 21/168 [00:03<00:27, 5.32it/s] 56/499 4.32G 0.01289 0.01143 0.004659 93 640: 12%|#2 | 21/168 [00:04<00:27, 5.32it/s] 56/499 4.32G 0.01289 0.01143 0.004659 93 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s] 56/499 4.32G 0.01288 0.01136 0.004717 64 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s] 56/499 4.32G 0.01288 0.01136 0.004717 64 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s] 56/499 4.32G 0.01287 0.0114 0.004754 72 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s] 56/499 4.32G 0.01287 0.0114 0.004754 72 640: 14%|#4 | 24/168 [00:04<00:27, 5.28it/s] 56/499 4.32G 0.01292 0.01132 0.004823 67 640: 14%|#4 | 24/168 [00:04<00:27, 5.28it/s] 56/499 4.32G 0.01292 0.01132 0.004823 67 640: 15%|#4 | 25/168 [00:04<00:27, 5.15it/s] 56/499 4.32G 0.01289 0.01129 0.004734 80 640: 15%|#4 | 25/168 [00:04<00:27, 5.15it/s] 56/499 4.32G 0.01289 0.01129 0.004734 80 640: 15%|#5 | 26/168 [00:04<00:27, 5.26it/s] 56/499 4.32G 0.01297 0.01122 0.004709 53 640: 15%|#5 | 26/168 [00:05<00:27, 5.26it/s] 56/499 4.32G 0.01297 0.01122 0.004709 53 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s] 56/499 4.32G 0.01294 0.01128 0.004651 73 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s] 56/499 4.32G 0.01294 0.01128 0.004651 73 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s] 56/499 4.32G 0.01293 0.01131 0.004743 89 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s] 56/499 4.32G 0.01293 0.01131 0.004743 89 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s] 56/499 4.32G 0.013 0.01139 0.004792 76 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s] 56/499 4.32G 0.013 0.01139 0.004792 76 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s] 56/499 4.32G 0.01301 0.01141 0.004713 71 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s] 56/499 4.32G 0.01301 0.01141 0.004713 71 640: 18%|#8 | 31/168 [00:05<00:26, 5.19it/s] 56/499 4.32G 0.01294 0.01138 0.004802 85 640: 18%|#8 | 31/168 [00:06<00:26, 5.19it/s] 56/499 4.32G 0.01294 0.01138 0.004802 85 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s] 56/499 4.32G 0.01294 0.01145 0.004754 79 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s] 56/499 4.32G 0.01294 0.01145 0.004754 79 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s] 56/499 4.32G 0.01293 0.0114 0.004752 56 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s] 56/499 4.32G 0.01293 0.0114 0.004752 56 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s] 56/499 4.32G 0.01294 0.0114 0.00476 74 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s] 56/499 4.32G 0.01294 0.0114 0.00476 74 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s] 56/499 4.32G 0.0129 0.01133 0.004734 65 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s] 56/499 4.32G 0.0129 0.01133 0.004734 65 640: 21%|##1 | 36/168 [00:06<00:24, 5.34it/s] 56/499 4.32G 0.01287 0.01136 0.004699 87 640: 21%|##1 | 36/168 [00:07<00:24, 5.34it/s] 56/499 4.32G 0.01287 0.01136 0.004699 87 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s] 56/499 4.32G 0.01281 0.01126 0.004653 55 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s] 56/499 4.32G 0.01281 0.01126 0.004653 55 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s] 56/499 4.32G 0.0128 0.01119 0.00462 55 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s] 56/499 4.32G 0.0128 0.01119 0.00462 55 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s] 56/499 4.32G 0.01284 0.01124 0.00462 73 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s] 56/499 4.32G 0.01284 0.01124 0.00462 73 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s] 56/499 4.32G 0.01279 0.01125 0.00455 68 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s] 56/499 4.32G 0.01279 0.01125 0.00455 68 640: 24%|##4 | 41/168 [00:07<00:23, 5.29it/s] 56/499 4.32G 0.01279 0.01125 0.004533 75 640: 24%|##4 | 41/168 [00:07<00:23, 5.29it/s] 56/499 4.32G 0.01279 0.01125 0.004533 75 640: 25%|##5 | 42/168 [00:07<00:23, 5.35it/s] 56/499 4.32G 0.01284 0.01132 0.004494 85 640: 25%|##5 | 42/168 [00:08<00:23, 5.35it/s] 56/499 4.32G 0.01284 0.01132 0.004494 85 640: 26%|##5 | 43/168 [00:08<00:23, 5.21it/s] 56/499 4.32G 0.01287 0.0113 0.004449 63 640: 26%|##5 | 43/168 [00:08<00:23, 5.21it/s] 56/499 4.32G 0.01287 0.0113 0.004449 63 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s] 56/499 4.32G 0.0129 0.01126 0.004455 67 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s] 56/499 4.32G 0.0129 0.01126 0.004455 67 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s] 56/499 4.32G 0.01293 0.01131 0.004443 73 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s] 56/499 4.32G 0.01293 0.01131 0.004443 73 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s] 56/499 4.32G 0.01293 0.01129 0.004437 70 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s] 56/499 4.32G 0.01293 0.01129 0.004437 70 640: 28%|##7 | 47/168 [00:08<00:22, 5.29it/s] 56/499 4.32G 0.01292 0.01127 0.004429 63 640: 28%|##7 | 47/168 [00:09<00:22, 5.29it/s] 56/499 4.32G 0.01292 0.01127 0.004429 63 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s] 56/499 4.32G 0.0129 0.01121 0.004387 64 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s] 56/499 4.32G 0.0129 0.01121 0.004387 64 640: 29%|##9 | 49/168 [00:09<00:22, 5.18it/s] 56/499 4.32G 0.01289 0.01124 0.004364 68 640: 29%|##9 | 49/168 [00:09<00:22, 5.18it/s] 56/499 4.32G 0.01289 0.01124 0.004364 68 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s] 56/499 4.32G 0.01285 0.0112 0.004349 63 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s] 56/499 4.32G 0.01285 0.0112 0.004349 63 640: 30%|### | 51/168 [00:09<00:21, 5.37it/s] 56/499 4.32G 0.01289 0.0113 0.004324 69 640: 30%|### | 51/168 [00:09<00:21, 5.37it/s] 56/499 4.32G 0.01289 0.0113 0.004324 69 640: 31%|### | 52/168 [00:09<00:22, 5.24it/s] 56/499 4.32G 0.01286 0.01131 0.004335 70 640: 31%|### | 52/168 [00:10<00:22, 5.24it/s] 56/499 4.32G 0.01286 0.01131 0.004335 70 640: 32%|###1 | 53/168 [00:10<00:21, 5.34it/s] 56/499 4.32G 0.01286 0.01131 0.004283 66 640: 32%|###1 | 53/168 [00:10<00:21, 5.34it/s] 56/499 4.32G 0.01286 0.01131 0.004283 66 640: 32%|###2 | 54/168 [00:10<00:21, 5.39it/s] 56/499 4.32G 0.01286 0.01129 0.004342 60 640: 32%|###2 | 54/168 [00:10<00:21, 5.39it/s] 56/499 4.32G 0.01286 0.01129 0.004342 60 640: 33%|###2 | 55/168 [00:10<00:21, 5.23it/s] 56/499 4.32G 0.01285 0.01128 0.004396 71 640: 33%|###2 | 55/168 [00:10<00:21, 5.23it/s] 56/499 4.32G 0.01285 0.01128 0.004396 71 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s] 56/499 4.32G 0.01282 0.0113 0.004373 74 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s] 56/499 4.32G 0.01282 0.0113 0.004373 74 640: 34%|###3 | 57/168 [00:10<00:20, 5.36it/s] 56/499 4.32G 0.0128 0.01127 0.004333 65 640: 34%|###3 | 57/168 [00:10<00:20, 5.36it/s] 56/499 4.32G 0.0128 0.01127 0.004333 65 640: 35%|###4 | 58/168 [00:10<00:21, 5.22it/s] 56/499 4.32G 0.01282 0.01126 0.004371 63 640: 35%|###4 | 58/168 [00:11<00:21, 5.22it/s] 56/499 4.32G 0.01282 0.01126 0.004371 63 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s] 56/499 4.32G 0.01284 0.01125 0.004365 61 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s] 56/499 4.32G 0.01284 0.01125 0.004365 61 640: 36%|###5 | 60/168 [00:11<00:20, 5.38it/s] 56/499 4.32G 0.01281 0.0112 0.004345 62 640: 36%|###5 | 60/168 [00:11<00:20, 5.38it/s] 56/499 4.32G 0.01281 0.0112 0.004345 62 640: 36%|###6 | 61/168 [00:11<00:20, 5.24it/s] 56/499 4.32G 0.01278 0.01116 0.004426 62 640: 36%|###6 | 61/168 [00:11<00:20, 5.24it/s] 56/499 4.32G 0.01278 0.01116 0.004426 62 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s] 56/499 4.32G 0.01279 0.01114 0.004449 64 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s] 56/499 4.32G 0.01279 0.01114 0.004449 64 640: 38%|###7 | 63/168 [00:11<00:19, 5.33it/s] 56/499 4.32G 0.01275 0.01109 0.004482 50 640: 38%|###7 | 63/168 [00:12<00:19, 5.33it/s] 56/499 4.32G 0.01275 0.01109 0.004482 50 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s] 56/499 4.32G 0.01273 0.0111 0.004511 82 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s] 56/499 4.32G 0.01273 0.0111 0.004511 82 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s] 56/499 4.32G 0.01274 0.01109 0.004488 68 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s] 56/499 4.32G 0.01274 0.01109 0.004488 68 640: 39%|###9 | 66/168 [00:12<00:19, 5.29it/s] 56/499 4.32G 0.01273 0.01111 0.004507 78 640: 39%|###9 | 66/168 [00:12<00:19, 5.29it/s] 56/499 4.32G 0.01273 0.01111 0.004507 78 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s] 56/499 4.32G 0.01274 0.01109 0.004486 62 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s] 56/499 4.32G 0.01274 0.01109 0.004486 62 640: 40%|#### | 68/168 [00:12<00:19, 5.25it/s] 56/499 4.32G 0.01275 0.01109 0.004464 56 640: 40%|#### | 68/168 [00:13<00:19, 5.25it/s] 56/499 4.32G 0.01275 0.01109 0.004464 56 640: 41%|####1 | 69/168 [00:13<00:18, 5.35it/s] 56/499 4.32G 0.01275 0.01108 0.004468 60 640: 41%|####1 | 69/168 [00:13<00:18, 5.35it/s] 56/499 4.32G 0.01275 0.01108 0.004468 60 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s] 56/499 4.32G 0.01276 0.01106 0.004478 65 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s] 56/499 4.32G 0.01276 0.01106 0.004478 65 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s] 56/499 4.32G 0.01276 0.01103 0.00446 56 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s] 56/499 4.32G 0.01276 0.01103 0.00446 56 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s] 56/499 4.32G 0.01276 0.01102 0.004458 67 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s] 56/499 4.32G 0.01276 0.01102 0.004458 67 640: 43%|####3 | 73/168 [00:13<00:18, 5.19it/s] 56/499 4.32G 0.01276 0.01103 0.004464 74 640: 43%|####3 | 73/168 [00:14<00:18, 5.19it/s] 56/499 4.32G 0.01276 0.01103 0.004464 74 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s] 56/499 4.32G 0.01274 0.01103 0.004483 81 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s] 56/499 4.32G 0.01274 0.01103 0.004483 81 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 56/499 4.32G 0.01274 0.01102 0.004494 70 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 56/499 4.32G 0.01274 0.01102 0.004494 70 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s] 56/499 4.32G 0.01274 0.01102 0.004503 75 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s] 56/499 4.32G 0.01274 0.01102 0.004503 75 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s] 56/499 4.32G 0.01273 0.01101 0.004479 70 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s] 56/499 4.32G 0.01273 0.01101 0.004479 70 640: 46%|####6 | 78/168 [00:14<00:16, 5.35it/s] 56/499 4.32G 0.01273 0.011 0.004462 68 640: 46%|####6 | 78/168 [00:14<00:16, 5.35it/s] 56/499 4.32G 0.01273 0.011 0.004462 68 640: 47%|####7 | 79/168 [00:14<00:17, 5.21it/s] 56/499 4.32G 0.0127 0.01103 0.004483 89 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s] 56/499 4.32G 0.0127 0.01103 0.004483 89 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s] 56/499 4.32G 0.01271 0.01103 0.004455 66 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s] 56/499 4.32G 0.01271 0.01103 0.004455 66 640: 48%|####8 | 81/168 [00:15<00:16, 5.37it/s] 56/499 4.32G 0.01274 0.01106 0.004426 69 640: 48%|####8 | 81/168 [00:15<00:16, 5.37it/s] 56/499 4.32G 0.01274 0.01106 0.004426 69 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s] 56/499 4.32G 0.01274 0.01108 0.004443 70 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s] 56/499 4.32G 0.01274 0.01108 0.004443 70 640: 49%|####9 | 83/168 [00:15<00:16, 5.23it/s] 56/499 4.32G 0.01274 0.01106 0.004427 58 640: 49%|####9 | 83/168 [00:15<00:16, 5.23it/s] 56/499 4.32G 0.01274 0.01106 0.004427 58 640: 50%|##### | 84/168 [00:15<00:15, 5.33it/s] 56/499 4.32G 0.01273 0.01105 0.004422 67 640: 50%|##### | 84/168 [00:16<00:15, 5.33it/s] 56/499 4.32G 0.01273 0.01105 0.004422 67 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s] 56/499 4.32G 0.01272 0.01104 0.0044 74 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s] 56/499 4.32G 0.01272 0.01104 0.0044 74 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s] 56/499 4.32G 0.01275 0.01106 0.004407 74 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s] 56/499 4.32G 0.01275 0.01106 0.004407 74 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s] 56/499 4.32G 0.01274 0.01105 0.00438 71 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s] 56/499 4.32G 0.01274 0.01105 0.00438 71 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 56/499 4.32G 0.01275 0.01105 0.004392 64 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 56/499 4.32G 0.01275 0.01105 0.004392 64 640: 53%|#####2 | 89/168 [00:16<00:14, 5.29it/s] 56/499 4.32G 0.01277 0.01104 0.0044 67 640: 53%|#####2 | 89/168 [00:17<00:14, 5.29it/s] 56/499 4.32G 0.01277 0.01104 0.0044 67 640: 54%|#####3 | 90/168 [00:17<00:14, 5.26it/s] 56/499 4.32G 0.01279 0.01103 0.004397 64 640: 54%|#####3 | 90/168 [00:17<00:14, 5.26it/s] 56/499 4.32G 0.01279 0.01103 0.004397 64 640: 54%|#####4 | 91/168 [00:17<00:14, 5.14it/s] 56/499 4.32G 0.0128 0.01106 0.004395 91 640: 54%|#####4 | 91/168 [00:17<00:14, 5.14it/s] 56/499 4.32G 0.0128 0.01106 0.004395 91 640: 55%|#####4 | 92/168 [00:17<00:14, 5.23it/s] 56/499 4.32G 0.01279 0.01105 0.004406 79 640: 55%|#####4 | 92/168 [00:17<00:14, 5.23it/s] 56/499 4.32G 0.01279 0.01105 0.004406 79 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s] 56/499 4.32G 0.0128 0.01103 0.004419 63 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s] 56/499 4.32G 0.0128 0.01103 0.004419 63 640: 56%|#####5 | 94/168 [00:17<00:14, 5.16it/s] 56/499 4.32G 0.01279 0.01102 0.00443 78 640: 56%|#####5 | 94/168 [00:17<00:14, 5.16it/s] 56/499 4.32G 0.01279 0.01102 0.00443 78 640: 57%|#####6 | 95/168 [00:17<00:13, 5.27it/s] 56/499 4.32G 0.0128 0.01101 0.004475 73 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s] 56/499 4.32G 0.0128 0.01101 0.004475 73 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s] 56/499 4.32G 0.01279 0.01098 0.004478 51 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s] 56/499 4.32G 0.01279 0.01098 0.004478 51 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s] 56/499 4.32G 0.01278 0.01098 0.004479 76 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s] 56/499 4.32G 0.01278 0.01098 0.004479 76 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s] 56/499 4.32G 0.01279 0.01098 0.004485 61 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s] 56/499 4.32G 0.01279 0.01098 0.004485 61 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s] 56/499 4.32G 0.01279 0.01098 0.004469 68 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s] 56/499 4.32G 0.01279 0.01098 0.004469 68 640: 60%|#####9 | 100/168 [00:18<00:12, 5.23it/s] 56/499 4.32G 0.01277 0.01098 0.004468 64 640: 60%|#####9 | 100/168 [00:19<00:12, 5.23it/s] 56/499 4.32G 0.01277 0.01098 0.004468 64 640: 60%|###### | 101/168 [00:19<00:12, 5.34it/s] 56/499 4.32G 0.01276 0.01097 0.004445 72 640: 60%|###### | 101/168 [00:19<00:12, 5.34it/s] 56/499 4.32G 0.01276 0.01097 0.004445 72 640: 61%|###### | 102/168 [00:19<00:12, 5.37it/s] 56/499 4.32G 0.01276 0.01097 0.004441 62 640: 61%|###### | 102/168 [00:19<00:12, 5.37it/s] 56/499 4.32G 0.01276 0.01097 0.004441 62 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s] 56/499 4.32G 0.01273 0.01094 0.004456 60 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s] 56/499 4.32G 0.01273 0.01094 0.004456 60 640: 62%|######1 | 104/168 [00:19<00:12, 5.31it/s] 56/499 4.32G 0.01273 0.01095 0.004468 70 640: 62%|######1 | 104/168 [00:19<00:12, 5.31it/s] 56/499 4.32G 0.01273 0.01095 0.004468 70 640: 62%|######2 | 105/168 [00:19<00:11, 5.39it/s] 56/499 4.32G 0.01272 0.01096 0.004531 71 640: 62%|######2 | 105/168 [00:20<00:11, 5.39it/s] 56/499 4.32G 0.01272 0.01096 0.004531 71 640: 63%|######3 | 106/168 [00:20<00:11, 5.23it/s] 56/499 4.32G 0.01271 0.01095 0.004534 69 640: 63%|######3 | 106/168 [00:20<00:11, 5.23it/s] 56/499 4.32G 0.01271 0.01095 0.004534 69 640: 64%|######3 | 107/168 [00:20<00:11, 5.34it/s] 56/499 4.32G 0.01272 0.01095 0.004524 58 640: 64%|######3 | 107/168 [00:20<00:11, 5.34it/s] 56/499 4.32G 0.01272 0.01095 0.004524 58 640: 64%|######4 | 108/168 [00:20<00:11, 5.39it/s] 56/499 4.32G 0.01272 0.01094 0.004543 68 640: 64%|######4 | 108/168 [00:20<00:11, 5.39it/s] 56/499 4.32G 0.01272 0.01094 0.004543 68 640: 65%|######4 | 109/168 [00:20<00:11, 5.24it/s] 56/499 4.32G 0.01271 0.01091 0.004511 52 640: 65%|######4 | 109/168 [00:20<00:11, 5.24it/s] 56/499 4.32G 0.01271 0.01091 0.004511 52 640: 65%|######5 | 110/168 [00:20<00:10, 5.31it/s] 56/499 4.32G 0.01273 0.0109 0.004518 60 640: 65%|######5 | 110/168 [00:21<00:10, 5.31it/s] 56/499 4.32G 0.01273 0.0109 0.004518 60 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s] 56/499 4.32G 0.01273 0.01089 0.004514 66 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s] 56/499 4.32G 0.01273 0.01089 0.004514 66 640: 67%|######6 | 112/168 [00:21<00:10, 5.25it/s] 56/499 4.32G 0.01272 0.0109 0.004518 79 640: 67%|######6 | 112/168 [00:21<00:10, 5.25it/s] 56/499 4.32G 0.01272 0.0109 0.004518 79 640: 67%|######7 | 113/168 [00:21<00:10, 5.34it/s] 56/499 4.32G 0.01273 0.0109 0.004521 73 640: 67%|######7 | 113/168 [00:21<00:10, 5.34it/s] 56/499 4.32G 0.01273 0.0109 0.004521 73 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s] 56/499 4.32G 0.01272 0.0109 0.004515 66 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s] 56/499 4.32G 0.01272 0.0109 0.004515 66 640: 68%|######8 | 115/168 [00:21<00:10, 5.18it/s] 56/499 4.32G 0.01272 0.01091 0.004524 76 640: 68%|######8 | 115/168 [00:21<00:10, 5.18it/s] 56/499 4.32G 0.01272 0.01091 0.004524 76 640: 69%|######9 | 116/168 [00:21<00:09, 5.30it/s] 56/499 4.32G 0.01273 0.0109 0.004535 59 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s] 56/499 4.32G 0.01273 0.0109 0.004535 59 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s] 56/499 4.32G 0.01274 0.01089 0.004554 62 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s] 56/499 4.32G 0.01274 0.01089 0.004554 62 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s] 56/499 4.32G 0.01275 0.0109 0.00458 68 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s] 56/499 4.32G 0.01275 0.0109 0.00458 68 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s] 56/499 4.32G 0.01274 0.01091 0.004606 78 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s] 56/499 4.32G 0.01274 0.01091 0.004606 78 640: 71%|#######1 | 120/168 [00:22<00:09, 5.33it/s] 56/499 4.32G 0.01274 0.01091 0.004664 72 640: 71%|#######1 | 120/168 [00:22<00:09, 5.33it/s] 56/499 4.32G 0.01274 0.01091 0.004664 72 640: 72%|#######2 | 121/168 [00:22<00:09, 5.19it/s] 56/499 4.32G 0.01273 0.01091 0.004662 79 640: 72%|#######2 | 121/168 [00:23<00:09, 5.19it/s] 56/499 4.32G 0.01273 0.01091 0.004662 79 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s] 56/499 4.32G 0.01273 0.01089 0.004667 62 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s] 56/499 4.32G 0.01273 0.01089 0.004667 62 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s] 56/499 4.32G 0.01272 0.01087 0.004653 58 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s] 56/499 4.32G 0.01272 0.01087 0.004653 58 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s] 56/499 4.32G 0.01273 0.01089 0.004643 81 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s] 56/499 4.32G 0.01273 0.01089 0.004643 81 640: 74%|#######4 | 125/168 [00:23<00:08, 5.19it/s] 56/499 4.32G 0.01273 0.01088 0.004662 68 640: 74%|#######4 | 125/168 [00:23<00:08, 5.19it/s] 56/499 4.32G 0.01273 0.01088 0.004662 68 640: 75%|#######5 | 126/168 [00:23<00:07, 5.26it/s] 56/499 4.32G 0.01276 0.01091 0.004671 69 640: 75%|#######5 | 126/168 [00:24<00:07, 5.26it/s] 56/499 4.32G 0.01276 0.01091 0.004671 69 640: 76%|#######5 | 127/168 [00:24<00:07, 5.14it/s] 56/499 4.32G 0.01274 0.0109 0.004691 79 640: 76%|#######5 | 127/168 [00:24<00:07, 5.14it/s] 56/499 4.32G 0.01274 0.0109 0.004691 79 640: 76%|#######6 | 128/168 [00:24<00:07, 5.25it/s] 56/499 4.32G 0.01275 0.01092 0.004681 82 640: 76%|#######6 | 128/168 [00:24<00:07, 5.25it/s] 56/499 4.32G 0.01275 0.01092 0.004681 82 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s] 56/499 4.32G 0.01277 0.01093 0.004687 64 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s] 56/499 4.32G 0.01277 0.01093 0.004687 64 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s] 56/499 4.32G 0.01277 0.01095 0.004689 85 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s] 56/499 4.32G 0.01277 0.01095 0.004689 85 640: 78%|#######7 | 131/168 [00:24<00:07, 5.27it/s] 56/499 4.32G 0.01278 0.01094 0.004681 72 640: 78%|#######7 | 131/168 [00:25<00:07, 5.27it/s] 56/499 4.32G 0.01278 0.01094 0.004681 72 640: 79%|#######8 | 132/168 [00:25<00:06, 5.37it/s] 56/499 4.32G 0.01278 0.01095 0.004669 76 640: 79%|#######8 | 132/168 [00:25<00:06, 5.37it/s] 56/499 4.32G 0.01278 0.01095 0.004669 76 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s] 56/499 4.32G 0.01279 0.01096 0.004667 67 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s] 56/499 4.32G 0.01279 0.01096 0.004667 67 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s] 56/499 4.32G 0.01279 0.01094 0.004646 58 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s] 56/499 4.32G 0.01279 0.01094 0.004646 58 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s] 56/499 4.32G 0.01281 0.01092 0.004679 49 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s] 56/499 4.32G 0.01281 0.01092 0.004679 49 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s] 56/499 4.32G 0.01279 0.0109 0.004673 59 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s] 56/499 4.32G 0.01279 0.0109 0.004673 59 640: 82%|########1 | 137/168 [00:25<00:05, 5.30it/s] 56/499 4.32G 0.01279 0.0109 0.00466 76 640: 82%|########1 | 137/168 [00:26<00:05, 5.30it/s] 56/499 4.32G 0.01279 0.0109 0.00466 76 640: 82%|########2 | 138/168 [00:26<00:05, 5.36it/s] 56/499 4.32G 0.01279 0.01091 0.00467 77 640: 82%|########2 | 138/168 [00:26<00:05, 5.36it/s] 56/499 4.32G 0.01279 0.01091 0.00467 77 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s] 56/499 4.32G 0.0128 0.01091 0.004689 59 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s] 56/499 4.32G 0.0128 0.01091 0.004689 59 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s] 56/499 4.32G 0.01282 0.0109 0.004698 57 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s] 56/499 4.32G 0.01282 0.0109 0.004698 57 640: 84%|########3 | 141/168 [00:26<00:05, 5.37it/s] 56/499 4.32G 0.01282 0.0109 0.004715 69 640: 84%|########3 | 141/168 [00:26<00:05, 5.37it/s] 56/499 4.32G 0.01282 0.0109 0.004715 69 640: 85%|########4 | 142/168 [00:26<00:04, 5.21it/s] 56/499 4.32G 0.01281 0.0109 0.0047 68 640: 85%|########4 | 142/168 [00:27<00:04, 5.21it/s] 56/499 4.32G 0.01281 0.0109 0.0047 68 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s] 56/499 4.32G 0.01281 0.0109 0.004703 67 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s] 56/499 4.32G 0.01281 0.0109 0.004703 67 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s] 56/499 4.32G 0.01281 0.01092 0.004694 81 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s] 56/499 4.32G 0.01281 0.01092 0.004694 81 640: 86%|########6 | 145/168 [00:27<00:04, 5.24it/s] 56/499 4.32G 0.01282 0.01093 0.0047 64 640: 86%|########6 | 145/168 [00:27<00:04, 5.24it/s] 56/499 4.32G 0.01282 0.01093 0.0047 64 640: 87%|########6 | 146/168 [00:27<00:04, 5.34it/s] 56/499 4.32G 0.01282 0.01094 0.004704 66 640: 87%|########6 | 146/168 [00:27<00:04, 5.34it/s] 56/499 4.32G 0.01282 0.01094 0.004704 66 640: 88%|########7 | 147/168 [00:27<00:03, 5.40it/s] 56/499 4.32G 0.01282 0.01094 0.004697 66 640: 88%|########7 | 147/168 [00:28<00:03, 5.40it/s] 56/499 4.32G 0.01282 0.01094 0.004697 66 640: 88%|########8 | 148/168 [00:28<00:03, 5.26it/s] 56/499 4.32G 0.01282 0.01094 0.004704 62 640: 88%|########8 | 148/168 [00:28<00:03, 5.26it/s] 56/499 4.32G 0.01282 0.01094 0.004704 62 640: 89%|########8 | 149/168 [00:28<00:03, 5.24it/s] 56/499 4.32G 0.01282 0.01094 0.004715 83 640: 89%|########8 | 149/168 [00:28<00:03, 5.24it/s] 56/499 4.32G 0.01282 0.01094 0.004715 83 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s] 56/499 4.32G 0.01283 0.01095 0.00472 72 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s] 56/499 4.32G 0.01283 0.01095 0.00472 72 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s] 56/499 4.32G 0.01283 0.01094 0.004716 60 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s] 56/499 4.32G 0.01283 0.01094 0.004716 60 640: 90%|######### | 152/168 [00:28<00:03, 5.27it/s] 56/499 4.32G 0.01284 0.01094 0.004729 70 640: 90%|######### | 152/168 [00:28<00:03, 5.27it/s] 56/499 4.32G 0.01284 0.01094 0.004729 70 640: 91%|#########1| 153/168 [00:28<00:02, 5.37it/s] 56/499 4.32G 0.01285 0.01095 0.004734 86 640: 91%|#########1| 153/168 [00:29<00:02, 5.37it/s] 56/499 4.32G 0.01285 0.01095 0.004734 86 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s] 56/499 4.32G 0.01286 0.01097 0.004736 72 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s] 56/499 4.32G 0.01286 0.01097 0.004736 72 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s] 56/499 4.32G 0.01286 0.01098 0.00477 69 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s] 56/499 4.32G 0.01286 0.01098 0.00477 69 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s] 56/499 4.32G 0.01286 0.01097 0.004773 75 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s] 56/499 4.32G 0.01286 0.01097 0.004773 75 640: 93%|#########3| 157/168 [00:29<00:02, 5.15it/s] 56/499 4.32G 0.01285 0.01098 0.004774 61 640: 93%|#########3| 157/168 [00:29<00:02, 5.15it/s] 56/499 4.32G 0.01285 0.01098 0.004774 61 640: 94%|#########4| 158/168 [00:29<00:01, 5.27it/s] 56/499 4.32G 0.01286 0.01098 0.004779 65 640: 94%|#########4| 158/168 [00:30<00:01, 5.27it/s] 56/499 4.32G 0.01286 0.01098 0.004779 65 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s] 56/499 4.32G 0.01286 0.01097 0.004761 59 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s] 56/499 4.32G 0.01286 0.01097 0.004761 59 640: 95%|#########5| 160/168 [00:30<00:01, 5.23it/s] 56/499 4.32G 0.01286 0.01096 0.004747 66 640: 95%|#########5| 160/168 [00:30<00:01, 5.23it/s] 56/499 4.32G 0.01286 0.01096 0.004747 66 640: 96%|#########5| 161/168 [00:30<00:01, 5.33it/s] 56/499 4.32G 0.01285 0.01095 0.004748 60 640: 96%|#########5| 161/168 [00:30<00:01, 5.33it/s] 56/499 4.32G 0.01285 0.01095 0.004748 60 640: 96%|#########6| 162/168 [00:30<00:01, 5.39it/s] 56/499 4.32G 0.01285 0.01096 0.004746 74 640: 96%|#########6| 162/168 [00:30<00:01, 5.39it/s] 56/499 4.32G 0.01285 0.01096 0.004746 74 640: 97%|#########7| 163/168 [00:30<00:00, 5.23it/s] 56/499 4.32G 0.01284 0.01095 0.004751 61 640: 97%|#########7| 163/168 [00:31<00:00, 5.23it/s] 56/499 4.32G 0.01284 0.01095 0.004751 61 640: 98%|#########7| 164/168 [00:31<00:00, 5.32it/s] 56/499 4.32G 0.01285 0.01096 0.004743 80 640: 98%|#########7| 164/168 [00:31<00:00, 5.32it/s] 56/499 4.32G 0.01285 0.01096 0.004743 80 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s] 56/499 4.32G 0.01283 0.01094 0.004762 58 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s] 56/499 4.32G 0.01283 0.01094 0.004762 58 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s] 56/499 4.32G 0.01284 0.01095 0.004753 73 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s] 56/499 4.32G 0.01284 0.01095 0.004753 73 640: 99%|#########9| 167/168 [00:31<00:00, 5.28it/s] 56/499 4.32G 0.01285 0.01095 0.004779 30 640: 99%|#########9| 167/168 [00:31<00:00, 5.28it/s] 56/499 4.32G 0.01285 0.01095 0.004779 30 640: 100%|##########| 168/168 [00:31<00:00, 5.40it/s] 56/499 4.32G 0.01285 0.01095 0.004779 30 640: 100%|##########| 168/168 [00:31<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.776 0.839 0.84 0.708 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 57/499 4.32G 0.0122 0.01061 0.003855 76 640: 0%| | 0/168 [00:00<?, ?it/s] 57/499 4.32G 0.0122 0.01061 0.003855 76 640: 1%| | 1/168 [00:00<00:33, 4.93it/s] 57/499 4.32G 0.01344 0.01281 0.003526 92 640: 1%| | 1/168 [00:00<00:33, 4.93it/s] 57/499 4.32G 0.01344 0.01281 0.003526 92 640: 1%|1 | 2/168 [00:00<00:31, 5.25it/s] 57/499 4.32G 0.01374 0.01337 0.004389 84 640: 1%|1 | 2/168 [00:00<00:31, 5.25it/s] 57/499 4.32G 0.01374 0.01337 0.004389 84 640: 2%|1 | 3/168 [00:00<00:30, 5.39it/s] 57/499 4.32G 0.01349 0.01264 0.004679 68 640: 2%|1 | 3/168 [00:00<00:30, 5.39it/s] 57/499 4.32G 0.01349 0.01264 0.004679 68 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s] 57/499 4.32G 0.01332 0.01251 0.005013 85 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s] 57/499 4.32G 0.01332 0.01251 0.005013 85 640: 3%|2 | 5/168 [00:00<00:30, 5.28it/s] 57/499 4.32G 0.01328 0.01199 0.005977 55 640: 3%|2 | 5/168 [00:01<00:30, 5.28it/s] 57/499 4.32G 0.01328 0.01199 0.005977 55 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s] 57/499 4.32G 0.01355 0.01191 0.006364 70 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s] 57/499 4.32G 0.01355 0.01191 0.006364 70 640: 4%|4 | 7/168 [00:01<00:31, 5.13it/s] 57/499 4.32G 0.01349 0.01206 0.006639 79 640: 4%|4 | 7/168 [00:01<00:31, 5.13it/s] 57/499 4.32G 0.01349 0.01206 0.006639 79 640: 5%|4 | 8/168 [00:01<00:30, 5.24it/s] 57/499 4.32G 0.01344 0.01182 0.007082 68 640: 5%|4 | 8/168 [00:01<00:30, 5.24it/s] 57/499 4.32G 0.01344 0.01182 0.007082 68 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s] 57/499 4.32G 0.01339 0.01142 0.006786 56 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s] 57/499 4.32G 0.01339 0.01142 0.006786 56 640: 6%|5 | 10/168 [00:01<00:30, 5.18it/s] 57/499 4.32G 0.01359 0.01161 0.006651 64 640: 6%|5 | 10/168 [00:02<00:30, 5.18it/s] 57/499 4.32G 0.01359 0.01161 0.006651 64 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s] 57/499 4.32G 0.01362 0.01137 0.006214 51 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s] 57/499 4.32G 0.01362 0.01137 0.006214 51 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s] 57/499 4.32G 0.0135 0.01127 0.006137 57 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s] 57/499 4.32G 0.0135 0.01127 0.006137 57 640: 8%|7 | 13/168 [00:02<00:29, 5.18it/s] 57/499 4.32G 0.01349 0.01143 0.00598 76 640: 8%|7 | 13/168 [00:02<00:29, 5.18it/s] 57/499 4.32G 0.01349 0.01143 0.00598 76 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s] 57/499 4.32G 0.01354 0.01144 0.005968 71 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s] 57/499 4.32G 0.01354 0.01144 0.005968 71 640: 9%|8 | 15/168 [00:02<00:28, 5.34it/s] 57/499 4.32G 0.01346 0.0113 0.006102 61 640: 9%|8 | 15/168 [00:03<00:28, 5.34it/s] 57/499 4.32G 0.01346 0.0113 0.006102 61 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s] 57/499 4.32G 0.01352 0.01123 0.005938 60 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s] 57/499 4.32G 0.01352 0.01123 0.005938 60 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s] 57/499 4.32G 0.01344 0.01115 0.005884 63 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s] 57/499 4.32G 0.01344 0.01115 0.005884 63 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s] 57/499 4.32G 0.01338 0.01105 0.005777 62 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s] 57/499 4.32G 0.01338 0.01105 0.005777 62 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s] 57/499 4.32G 0.01337 0.011 0.005921 60 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s] 57/499 4.32G 0.01337 0.011 0.005921 60 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s] 57/499 4.32G 0.01335 0.01102 0.005873 78 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s] 57/499 4.32G 0.01335 0.01102 0.005873 78 640: 12%|#2 | 21/168 [00:03<00:27, 5.31it/s] 57/499 4.32G 0.01335 0.01098 0.005804 68 640: 12%|#2 | 21/168 [00:04<00:27, 5.31it/s] 57/499 4.32G 0.01335 0.01098 0.005804 68 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s] 57/499 4.32G 0.01341 0.01101 0.005699 68 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s] 57/499 4.32G 0.01341 0.01101 0.005699 68 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s] 57/499 4.32G 0.01343 0.01099 0.005661 70 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s] 57/499 4.32G 0.01343 0.01099 0.005661 70 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s] 57/499 4.32G 0.01346 0.01105 0.005547 69 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s] 57/499 4.32G 0.01346 0.01105 0.005547 69 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s] 57/499 4.32G 0.01349 0.01112 0.005627 84 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s] 57/499 4.32G 0.01349 0.01112 0.005627 84 640: 15%|#5 | 26/168 [00:04<00:26, 5.30it/s] 57/499 4.32G 0.01352 0.01105 0.005611 58 640: 15%|#5 | 26/168 [00:05<00:26, 5.30it/s] 57/499 4.32G 0.01352 0.01105 0.005611 58 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s] 57/499 4.32G 0.01349 0.01107 0.005552 67 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s] 57/499 4.32G 0.01349 0.01107 0.005552 67 640: 17%|#6 | 28/168 [00:05<00:26, 5.25it/s] 57/499 4.32G 0.01345 0.01108 0.00542 70 640: 17%|#6 | 28/168 [00:05<00:26, 5.25it/s] 57/499 4.32G 0.01345 0.01108 0.00542 70 640: 17%|#7 | 29/168 [00:05<00:26, 5.33it/s] 57/499 4.32G 0.01347 0.01105 0.00539 68 640: 17%|#7 | 29/168 [00:05<00:26, 5.33it/s] 57/499 4.32G 0.01347 0.01105 0.00539 68 640: 18%|#7 | 30/168 [00:05<00:25, 5.38it/s] 57/499 4.32G 0.01347 0.01106 0.005385 65 640: 18%|#7 | 30/168 [00:05<00:25, 5.38it/s] 57/499 4.32G 0.01347 0.01106 0.005385 65 640: 18%|#8 | 31/168 [00:05<00:26, 5.24it/s] 57/499 4.32G 0.01345 0.0111 0.005371 83 640: 18%|#8 | 31/168 [00:06<00:26, 5.24it/s] 57/499 4.32G 0.01345 0.0111 0.005371 83 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s] 57/499 4.32G 0.0134 0.01105 0.005334 51 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s] 57/499 4.32G 0.0134 0.01105 0.005334 51 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s] 57/499 4.32G 0.01341 0.01104 0.005404 65 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s] 57/499 4.32G 0.01341 0.01104 0.005404 65 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s] 57/499 4.32G 0.01338 0.01098 0.005402 63 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s] 57/499 4.32G 0.01338 0.01098 0.005402 63 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s] 57/499 4.32G 0.01333 0.01095 0.00534 75 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s] 57/499 4.32G 0.01333 0.01095 0.00534 75 640: 21%|##1 | 36/168 [00:06<00:24, 5.34it/s] 57/499 4.32G 0.01332 0.01094 0.005259 65 640: 21%|##1 | 36/168 [00:07<00:24, 5.34it/s] 57/499 4.32G 0.01332 0.01094 0.005259 65 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s] 57/499 4.32G 0.01334 0.01095 0.005284 75 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s] 57/499 4.32G 0.01334 0.01095 0.005284 75 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s] 57/499 4.32G 0.01336 0.01094 0.005307 63 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s] 57/499 4.32G 0.01336 0.01094 0.005307 63 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s] 57/499 4.32G 0.01334 0.01095 0.005296 73 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s] 57/499 4.32G 0.01334 0.01095 0.005296 73 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s] 57/499 4.32G 0.01333 0.01094 0.005353 74 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s] 57/499 4.32G 0.01333 0.01094 0.005353 74 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s] 57/499 4.32G 0.01332 0.01093 0.005291 65 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s] 57/499 4.32G 0.01332 0.01093 0.005291 65 640: 25%|##5 | 42/168 [00:07<00:23, 5.35it/s] 57/499 4.32G 0.0133 0.01104 0.005288 95 640: 25%|##5 | 42/168 [00:08<00:23, 5.35it/s] 57/499 4.32G 0.0133 0.01104 0.005288 95 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s] 57/499 4.32G 0.01329 0.01099 0.005275 61 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s] 57/499 4.32G 0.01329 0.01099 0.005275 61 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s] 57/499 4.32G 0.01334 0.01106 0.005309 69 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s] 57/499 4.32G 0.01334 0.01106 0.005309 69 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s] 57/499 4.32G 0.01336 0.01113 0.005261 80 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s] 57/499 4.32G 0.01336 0.01113 0.005261 80 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s] 57/499 4.32G 0.01335 0.01113 0.005218 75 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s] 57/499 4.32G 0.01335 0.01113 0.005218 75 640: 28%|##7 | 47/168 [00:08<00:22, 5.31it/s] 57/499 4.32G 0.01332 0.01112 0.005152 75 640: 28%|##7 | 47/168 [00:09<00:22, 5.31it/s] 57/499 4.32G 0.01332 0.01112 0.005152 75 640: 29%|##8 | 48/168 [00:09<00:22, 5.37it/s] 57/499 4.32G 0.01334 0.0111 0.005183 65 640: 29%|##8 | 48/168 [00:09<00:22, 5.37it/s] 57/499 4.32G 0.01334 0.0111 0.005183 65 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s] 57/499 4.32G 0.01332 0.01109 0.00516 62 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s] 57/499 4.32G 0.01332 0.01109 0.00516 62 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s] 57/499 4.32G 0.0133 0.01106 0.005122 69 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s] 57/499 4.32G 0.0133 0.01106 0.005122 69 640: 30%|### | 51/168 [00:09<00:22, 5.29it/s] 57/499 4.32G 0.01327 0.01109 0.005091 79 640: 30%|### | 51/168 [00:09<00:22, 5.29it/s] 57/499 4.32G 0.01327 0.01109 0.005091 79 640: 31%|### | 52/168 [00:09<00:22, 5.07it/s] 57/499 4.32G 0.01326 0.0111 0.005045 83 640: 31%|### | 52/168 [00:10<00:22, 5.07it/s] 57/499 4.32G 0.01326 0.0111 0.005045 83 640: 32%|###1 | 53/168 [00:10<00:22, 5.20it/s] 57/499 4.32G 0.01326 0.01109 0.005057 62 640: 32%|###1 | 53/168 [00:10<00:22, 5.20it/s] 57/499 4.32G 0.01326 0.01109 0.005057 62 640: 32%|###2 | 54/168 [00:10<00:21, 5.29it/s] 57/499 4.32G 0.01323 0.0111 0.005006 71 640: 32%|###2 | 54/168 [00:10<00:21, 5.29it/s] 57/499 4.32G 0.01323 0.0111 0.005006 71 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s] 57/499 4.32G 0.0132 0.01108 0.005006 78 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s] 57/499 4.32G 0.0132 0.01108 0.005006 78 640: 33%|###3 | 56/168 [00:10<00:21, 5.26it/s] 57/499 4.32G 0.01322 0.01109 0.005011 79 640: 33%|###3 | 56/168 [00:10<00:21, 5.26it/s] 57/499 4.32G 0.01322 0.01109 0.005011 79 640: 34%|###3 | 57/168 [00:10<00:20, 5.34it/s] 57/499 4.32G 0.01319 0.01104 0.005051 60 640: 34%|###3 | 57/168 [00:11<00:20, 5.34it/s] 57/499 4.32G 0.01319 0.01104 0.005051 60 640: 35%|###4 | 58/168 [00:11<00:21, 5.22it/s] 57/499 4.32G 0.01319 0.01099 0.005063 59 640: 35%|###4 | 58/168 [00:11<00:21, 5.22it/s] 57/499 4.32G 0.01319 0.01099 0.005063 59 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s] 57/499 4.32G 0.01321 0.01101 0.005054 69 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s] 57/499 4.32G 0.01321 0.01101 0.005054 69 640: 36%|###5 | 60/168 [00:11<00:20, 5.36it/s] 57/499 4.32G 0.01317 0.01103 0.005019 77 640: 36%|###5 | 60/168 [00:11<00:20, 5.36it/s] 57/499 4.32G 0.01317 0.01103 0.005019 77 640: 36%|###6 | 61/168 [00:11<00:20, 5.24it/s] 57/499 4.32G 0.0132 0.01102 0.005105 70 640: 36%|###6 | 61/168 [00:11<00:20, 5.24it/s] 57/499 4.32G 0.0132 0.01102 0.005105 70 640: 37%|###6 | 62/168 [00:11<00:19, 5.34it/s] 57/499 4.32G 0.01319 0.01103 0.00508 79 640: 37%|###6 | 62/168 [00:11<00:19, 5.34it/s] 57/499 4.32G 0.01319 0.01103 0.00508 79 640: 38%|###7 | 63/168 [00:11<00:19, 5.38it/s] 57/499 4.32G 0.01319 0.01105 0.005075 77 640: 38%|###7 | 63/168 [00:12<00:19, 5.38it/s] 57/499 4.32G 0.01319 0.01105 0.005075 77 640: 38%|###8 | 64/168 [00:12<00:19, 5.24it/s] 57/499 4.32G 0.01319 0.01104 0.005067 72 640: 38%|###8 | 64/168 [00:12<00:19, 5.24it/s] 57/499 4.32G 0.01319 0.01104 0.005067 72 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s] 57/499 4.32G 0.01319 0.01102 0.005088 56 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s] 57/499 4.32G 0.01319 0.01102 0.005088 56 640: 39%|###9 | 66/168 [00:12<00:18, 5.37it/s] 57/499 4.32G 0.01323 0.01102 0.005121 68 640: 39%|###9 | 66/168 [00:12<00:18, 5.37it/s] 57/499 4.32G 0.01323 0.01102 0.005121 68 640: 40%|###9 | 67/168 [00:12<00:19, 5.16it/s] 57/499 4.32G 0.01321 0.01101 0.00521 66 640: 40%|###9 | 67/168 [00:12<00:19, 5.16it/s] 57/499 4.32G 0.01321 0.01101 0.00521 66 640: 40%|#### | 68/168 [00:12<00:19, 5.26it/s] 57/499 4.32G 0.01319 0.01098 0.005215 62 640: 40%|#### | 68/168 [00:13<00:19, 5.26it/s] 57/499 4.32G 0.01319 0.01098 0.005215 62 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s] 57/499 4.32G 0.0132 0.01102 0.005204 73 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s] 57/499 4.32G 0.0132 0.01102 0.005204 73 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s] 57/499 4.32G 0.01319 0.01101 0.0052 67 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s] 57/499 4.32G 0.01319 0.01101 0.0052 67 640: 42%|####2 | 71/168 [00:13<00:18, 5.33it/s] 57/499 4.32G 0.01318 0.01099 0.005211 71 640: 42%|####2 | 71/168 [00:13<00:18, 5.33it/s] 57/499 4.32G 0.01318 0.01099 0.005211 71 640: 43%|####2 | 72/168 [00:13<00:17, 5.40it/s] 57/499 4.32G 0.01322 0.01102 0.005208 64 640: 43%|####2 | 72/168 [00:13<00:17, 5.40it/s] 57/499 4.32G 0.01322 0.01102 0.005208 64 640: 43%|####3 | 73/168 [00:13<00:18, 5.22it/s] 57/499 4.32G 0.01319 0.011 0.005198 65 640: 43%|####3 | 73/168 [00:14<00:18, 5.22it/s] 57/499 4.32G 0.01319 0.011 0.005198 65 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s] 57/499 4.32G 0.0132 0.01105 0.005218 77 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s] 57/499 4.32G 0.0132 0.01105 0.005218 77 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s] 57/499 4.32G 0.0132 0.01103 0.005237 65 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s] 57/499 4.32G 0.0132 0.01103 0.005237 65 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s] 57/499 4.32G 0.01319 0.01098 0.005282 57 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s] 57/499 4.32G 0.01319 0.01098 0.005282 57 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s] 57/499 4.32G 0.01321 0.01099 0.005233 63 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s] 57/499 4.32G 0.01321 0.01099 0.005233 63 640: 46%|####6 | 78/168 [00:14<00:17, 5.26it/s] 57/499 4.32G 0.01321 0.011 0.005231 74 640: 46%|####6 | 78/168 [00:15<00:17, 5.26it/s] 57/499 4.32G 0.01321 0.011 0.005231 74 640: 47%|####7 | 79/168 [00:15<00:17, 5.13it/s] 57/499 4.32G 0.01319 0.011 0.005226 69 640: 47%|####7 | 79/168 [00:15<00:17, 5.13it/s] 57/499 4.32G 0.01319 0.011 0.005226 69 640: 48%|####7 | 80/168 [00:15<00:16, 5.24it/s] 57/499 4.32G 0.01317 0.01099 0.005267 60 640: 48%|####7 | 80/168 [00:15<00:16, 5.24it/s] 57/499 4.32G 0.01317 0.01099 0.005267 60 640: 48%|####8 | 81/168 [00:15<00:16, 5.25it/s] 57/499 4.32G 0.01319 0.011 0.005281 70 640: 48%|####8 | 81/168 [00:15<00:16, 5.25it/s] 57/499 4.32G 0.01319 0.011 0.005281 70 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s] 57/499 4.32G 0.01318 0.011 0.005257 69 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s] 57/499 4.32G 0.01318 0.011 0.005257 69 640: 49%|####9 | 83/168 [00:15<00:16, 5.25it/s] 57/499 4.32G 0.01321 0.01099 0.005272 66 640: 49%|####9 | 83/168 [00:15<00:16, 5.25it/s] 57/499 4.32G 0.01321 0.01099 0.005272 66 640: 50%|##### | 84/168 [00:15<00:15, 5.32it/s] 57/499 4.32G 0.01319 0.01097 0.005252 65 640: 50%|##### | 84/168 [00:16<00:15, 5.32it/s] 57/499 4.32G 0.01319 0.01097 0.005252 65 640: 51%|##### | 85/168 [00:16<00:16, 5.17it/s] 57/499 4.32G 0.01319 0.011 0.005248 80 640: 51%|##### | 85/168 [00:16<00:16, 5.17it/s] 57/499 4.32G 0.01319 0.011 0.005248 80 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s] 57/499 4.32G 0.01319 0.01098 0.005232 58 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s] 57/499 4.32G 0.01319 0.01098 0.005232 58 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s] 57/499 4.32G 0.01317 0.01098 0.005202 68 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s] 57/499 4.32G 0.01317 0.01098 0.005202 68 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s] 57/499 4.32G 0.01316 0.01098 0.005187 66 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s] 57/499 4.32G 0.01316 0.01098 0.005187 66 640: 53%|#####2 | 89/168 [00:16<00:14, 5.30it/s] 57/499 4.32G 0.01315 0.01098 0.005189 77 640: 53%|#####2 | 89/168 [00:17<00:14, 5.30it/s] 57/499 4.32G 0.01315 0.01098 0.005189 77 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s] 57/499 4.32G 0.01313 0.01097 0.005186 62 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s] 57/499 4.32G 0.01313 0.01097 0.005186 62 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s] 57/499 4.32G 0.01313 0.01097 0.005182 62 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s] 57/499 4.32G 0.01313 0.01097 0.005182 62 640: 55%|#####4 | 92/168 [00:17<00:14, 5.22it/s] 57/499 4.32G 0.01314 0.01099 0.00517 74 640: 55%|#####4 | 92/168 [00:17<00:14, 5.22it/s] 57/499 4.32G 0.01314 0.01099 0.00517 74 640: 55%|#####5 | 93/168 [00:17<00:14, 5.27it/s] 57/499 4.32G 0.01313 0.01101 0.005164 82 640: 55%|#####5 | 93/168 [00:17<00:14, 5.27it/s] 57/499 4.32G 0.01313 0.01101 0.005164 82 640: 56%|#####5 | 94/168 [00:17<00:14, 5.13it/s] 57/499 4.32G 0.01317 0.01101 0.005154 53 640: 56%|#####5 | 94/168 [00:18<00:14, 5.13it/s] 57/499 4.32G 0.01317 0.01101 0.005154 53 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s] 57/499 4.32G 0.01315 0.01099 0.005144 65 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s] 57/499 4.32G 0.01315 0.01099 0.005144 65 640: 57%|#####7 | 96/168 [00:18<00:13, 5.30it/s] 57/499 4.32G 0.01316 0.011 0.005144 69 640: 57%|#####7 | 96/168 [00:18<00:13, 5.30it/s] 57/499 4.32G 0.01316 0.011 0.005144 69 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s] 57/499 4.32G 0.01317 0.01102 0.005113 71 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s] 57/499 4.32G 0.01317 0.01102 0.005113 71 640: 58%|#####8 | 98/168 [00:18<00:13, 5.25it/s] 57/499 4.32G 0.01315 0.01102 0.005136 69 640: 58%|#####8 | 98/168 [00:18<00:13, 5.25it/s] 57/499 4.32G 0.01315 0.01102 0.005136 69 640: 59%|#####8 | 99/168 [00:18<00:12, 5.32it/s] 57/499 4.32G 0.01316 0.01104 0.005149 87 640: 59%|#####8 | 99/168 [00:19<00:12, 5.32it/s] 57/499 4.32G 0.01316 0.01104 0.005149 87 640: 60%|#####9 | 100/168 [00:19<00:13, 5.18it/s] 57/499 4.32G 0.01316 0.01104 0.005162 66 640: 60%|#####9 | 100/168 [00:19<00:13, 5.18it/s] 57/499 4.32G 0.01316 0.01104 0.005162 66 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s] 57/499 4.32G 0.01316 0.01104 0.005201 65 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s] 57/499 4.32G 0.01316 0.01104 0.005201 65 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s] 57/499 4.32G 0.01317 0.01102 0.005167 56 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s] 57/499 4.32G 0.01317 0.01102 0.005167 56 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s] 57/499 4.32G 0.01316 0.01099 0.005155 51 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s] 57/499 4.32G 0.01316 0.01099 0.005155 51 640: 62%|######1 | 104/168 [00:19<00:12, 5.30it/s] 57/499 4.32G 0.01316 0.01097 0.005158 58 640: 62%|######1 | 104/168 [00:19<00:12, 5.30it/s] 57/499 4.32G 0.01316 0.01097 0.005158 58 640: 62%|######2 | 105/168 [00:19<00:11, 5.36it/s] 57/499 4.32G 0.01314 0.01097 0.005128 75 640: 62%|######2 | 105/168 [00:20<00:11, 5.36it/s] 57/499 4.32G 0.01314 0.01097 0.005128 75 640: 63%|######3 | 106/168 [00:20<00:11, 5.23it/s] 57/499 4.32G 0.01314 0.01096 0.005115 63 640: 63%|######3 | 106/168 [00:20<00:11, 5.23it/s] 57/499 4.32G 0.01314 0.01096 0.005115 63 640: 64%|######3 | 107/168 [00:20<00:11, 5.32it/s] 57/499 4.32G 0.01314 0.01097 0.005107 68 640: 64%|######3 | 107/168 [00:20<00:11, 5.32it/s] 57/499 4.32G 0.01314 0.01097 0.005107 68 640: 64%|######4 | 108/168 [00:20<00:11, 5.38it/s] 57/499 4.32G 0.01313 0.01097 0.00508 69 640: 64%|######4 | 108/168 [00:20<00:11, 5.38it/s] 57/499 4.32G 0.01313 0.01097 0.00508 69 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s] 57/499 4.32G 0.01313 0.01098 0.005051 62 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s] 57/499 4.32G 0.01313 0.01098 0.005051 62 640: 65%|######5 | 110/168 [00:20<00:10, 5.32it/s] 57/499 4.32G 0.0131 0.01096 0.005047 63 640: 65%|######5 | 110/168 [00:21<00:10, 5.32it/s] 57/499 4.32G 0.0131 0.01096 0.005047 63 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s] 57/499 4.32G 0.01312 0.01097 0.005038 77 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s] 57/499 4.32G 0.01312 0.01097 0.005038 77 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s] 57/499 4.32G 0.0131 0.01096 0.005072 80 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s] 57/499 4.32G 0.0131 0.01096 0.005072 80 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s] 57/499 4.32G 0.0131 0.01098 0.005063 81 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s] 57/499 4.32G 0.0131 0.01098 0.005063 81 640: 68%|######7 | 114/168 [00:21<00:10, 5.30it/s] 57/499 4.32G 0.01311 0.01098 0.005051 64 640: 68%|######7 | 114/168 [00:21<00:10, 5.30it/s] 57/499 4.32G 0.01311 0.01098 0.005051 64 640: 68%|######8 | 115/168 [00:21<00:10, 5.15it/s] 57/499 4.32G 0.01311 0.01096 0.005065 61 640: 68%|######8 | 115/168 [00:22<00:10, 5.15it/s] 57/499 4.32G 0.01311 0.01096 0.005065 61 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s] 57/499 4.32G 0.01314 0.01093 0.005119 53 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s] 57/499 4.32G 0.01314 0.01093 0.005119 53 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s] 57/499 4.32G 0.01315 0.01094 0.005117 61 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s] 57/499 4.32G 0.01315 0.01094 0.005117 61 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s] 57/499 4.32G 0.01315 0.01096 0.005105 72 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s] 57/499 4.32G 0.01315 0.01096 0.005105 72 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s] 57/499 4.32G 0.01315 0.01096 0.005103 72 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s] 57/499 4.32G 0.01315 0.01096 0.005103 72 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s] 57/499 4.32G 0.01316 0.01096 0.005124 70 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s] 57/499 4.32G 0.01316 0.01096 0.005124 70 640: 72%|#######2 | 121/168 [00:22<00:09, 5.19it/s] 57/499 4.32G 0.01315 0.01096 0.005124 58 640: 72%|#######2 | 121/168 [00:23<00:09, 5.19it/s] 57/499 4.32G 0.01315 0.01096 0.005124 58 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s] 57/499 4.32G 0.01316 0.01095 0.005143 61 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s] 57/499 4.32G 0.01316 0.01095 0.005143 61 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 57/499 4.32G 0.01316 0.01094 0.00514 69 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 57/499 4.32G 0.01316 0.01094 0.00514 69 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s] 57/499 4.32G 0.01315 0.01093 0.005134 72 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s] 57/499 4.32G 0.01315 0.01093 0.005134 72 640: 74%|#######4 | 125/168 [00:23<00:08, 5.25it/s] 57/499 4.32G 0.01315 0.0109 0.005179 50 640: 74%|#######4 | 125/168 [00:23<00:08, 5.25it/s] 57/499 4.32G 0.01315 0.0109 0.005179 50 640: 75%|#######5 | 126/168 [00:23<00:07, 5.32it/s] 57/499 4.32G 0.01316 0.01088 0.005176 52 640: 75%|#######5 | 126/168 [00:24<00:07, 5.32it/s] 57/499 4.32G 0.01316 0.01088 0.005176 52 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s] 57/499 4.32G 0.01316 0.01088 0.005186 73 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s] 57/499 4.32G 0.01316 0.01088 0.005186 73 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s] 57/499 4.32G 0.01317 0.01087 0.005194 61 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s] 57/499 4.32G 0.01317 0.01087 0.005194 61 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s] 57/499 4.32G 0.01316 0.01085 0.005194 58 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s] 57/499 4.32G 0.01316 0.01085 0.005194 58 640: 77%|#######7 | 130/168 [00:24<00:07, 5.15it/s] 57/499 4.32G 0.01315 0.01084 0.005221 61 640: 77%|#######7 | 130/168 [00:24<00:07, 5.15it/s] 57/499 4.32G 0.01315 0.01084 0.005221 61 640: 78%|#######7 | 131/168 [00:24<00:07, 5.22it/s] 57/499 4.32G 0.01317 0.01082 0.005229 38 640: 78%|#######7 | 131/168 [00:25<00:07, 5.22it/s] 57/499 4.32G 0.01317 0.01082 0.005229 38 640: 79%|#######8 | 132/168 [00:25<00:06, 5.30it/s] 57/499 4.32G 0.01316 0.01083 0.005218 74 640: 79%|#######8 | 132/168 [00:25<00:06, 5.30it/s] 57/499 4.32G 0.01316 0.01083 0.005218 74 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s] 57/499 4.32G 0.01316 0.01083 0.00519 70 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s] 57/499 4.32G 0.01316 0.01083 0.00519 70 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s] 57/499 4.32G 0.01316 0.01083 0.005197 76 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s] 57/499 4.32G 0.01316 0.01083 0.005197 76 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s] 57/499 4.32G 0.01317 0.01083 0.005207 68 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s] 57/499 4.32G 0.01317 0.01083 0.005207 68 640: 81%|######## | 136/168 [00:25<00:06, 5.19it/s] 57/499 4.32G 0.01316 0.01082 0.005202 70 640: 81%|######## | 136/168 [00:26<00:06, 5.19it/s] 57/499 4.32G 0.01316 0.01082 0.005202 70 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s] 57/499 4.32G 0.01315 0.01081 0.005182 63 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s] 57/499 4.32G 0.01315 0.01081 0.005182 63 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s] 57/499 4.32G 0.01314 0.0108 0.005178 62 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s] 57/499 4.32G 0.01314 0.0108 0.005178 62 640: 83%|########2 | 139/168 [00:26<00:05, 5.20it/s] 57/499 4.32G 0.01312 0.0108 0.00517 67 640: 83%|########2 | 139/168 [00:26<00:05, 5.20it/s] 57/499 4.32G 0.01312 0.0108 0.00517 67 640: 83%|########3 | 140/168 [00:26<00:05, 5.28it/s] 57/499 4.32G 0.01312 0.0108 0.005183 73 640: 83%|########3 | 140/168 [00:26<00:05, 5.28it/s] 57/499 4.32G 0.01312 0.0108 0.005183 73 640: 84%|########3 | 141/168 [00:26<00:05, 5.32it/s] 57/499 4.32G 0.01311 0.0108 0.005206 75 640: 84%|########3 | 141/168 [00:26<00:05, 5.32it/s] 57/499 4.32G 0.01311 0.0108 0.005206 75 640: 85%|########4 | 142/168 [00:26<00:05, 5.18it/s] 57/499 4.32G 0.01311 0.01079 0.00521 58 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s] 57/499 4.32G 0.01311 0.01079 0.00521 58 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s] 57/499 4.32G 0.01311 0.01078 0.005181 59 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s] 57/499 4.32G 0.01311 0.01078 0.005181 59 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s] 57/499 4.32G 0.01309 0.01078 0.005177 74 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s] 57/499 4.32G 0.01309 0.01078 0.005177 74 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s] 57/499 4.32G 0.01309 0.0108 0.005182 73 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s] 57/499 4.32G 0.01309 0.0108 0.005182 73 640: 87%|########6 | 146/168 [00:27<00:04, 5.27it/s] 57/499 4.32G 0.01309 0.0108 0.005174 83 640: 87%|########6 | 146/168 [00:27<00:04, 5.27it/s] 57/499 4.32G 0.01309 0.0108 0.005174 83 640: 88%|########7 | 147/168 [00:27<00:03, 5.35it/s] 57/499 4.32G 0.01308 0.01081 0.005156 71 640: 88%|########7 | 147/168 [00:28<00:03, 5.35it/s] 57/499 4.32G 0.01308 0.01081 0.005156 71 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s] 57/499 4.32G 0.01308 0.01079 0.005143 55 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s] 57/499 4.32G 0.01308 0.01079 0.005143 55 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s] 57/499 4.32G 0.01307 0.0108 0.005138 70 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s] 57/499 4.32G 0.01307 0.0108 0.005138 70 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s] 57/499 4.32G 0.01308 0.0108 0.005188 68 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s] 57/499 4.32G 0.01308 0.0108 0.005188 68 640: 90%|########9 | 151/168 [00:28<00:03, 5.22it/s] 57/499 4.32G 0.01308 0.0108 0.005197 63 640: 90%|########9 | 151/168 [00:28<00:03, 5.22it/s] 57/499 4.32G 0.01308 0.0108 0.005197 63 640: 90%|######### | 152/168 [00:28<00:03, 5.31it/s] 57/499 4.32G 0.01308 0.0108 0.005197 74 640: 90%|######### | 152/168 [00:29<00:03, 5.31it/s] 57/499 4.32G 0.01308 0.0108 0.005197 74 640: 91%|#########1| 153/168 [00:29<00:02, 5.31it/s] 57/499 4.32G 0.01308 0.0108 0.005227 56 640: 91%|#########1| 153/168 [00:29<00:02, 5.31it/s] 57/499 4.32G 0.01308 0.0108 0.005227 56 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s] 57/499 4.32G 0.0131 0.01082 0.00523 78 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s] 57/499 4.32G 0.0131 0.01082 0.00523 78 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s] 57/499 4.32G 0.01309 0.01082 0.005215 75 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s] 57/499 4.32G 0.01309 0.01082 0.005215 75 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s] 57/499 4.32G 0.01309 0.01083 0.00521 82 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s] 57/499 4.32G 0.01309 0.01083 0.00521 82 640: 93%|#########3| 157/168 [00:29<00:02, 5.20it/s] 57/499 4.32G 0.01309 0.01083 0.005219 73 640: 93%|#########3| 157/168 [00:29<00:02, 5.20it/s] 57/499 4.32G 0.01309 0.01083 0.005219 73 640: 94%|#########4| 158/168 [00:29<00:01, 5.29it/s] 57/499 4.32G 0.01309 0.01083 0.005218 71 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s] 57/499 4.32G 0.01309 0.01083 0.005218 71 640: 95%|#########4| 159/168 [00:30<00:01, 5.37it/s] 57/499 4.32G 0.01309 0.01083 0.005246 71 640: 95%|#########4| 159/168 [00:30<00:01, 5.37it/s] 57/499 4.32G 0.01309 0.01083 0.005246 71 640: 95%|#########5| 160/168 [00:30<00:01, 5.24it/s] 57/499 4.32G 0.01309 0.01081 0.005249 62 640: 95%|#########5| 160/168 [00:30<00:01, 5.24it/s] 57/499 4.32G 0.01309 0.01081 0.005249 62 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s] 57/499 4.32G 0.01308 0.01081 0.005227 58 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s] 57/499 4.32G 0.01308 0.01081 0.005227 58 640: 96%|#########6| 162/168 [00:30<00:01, 5.33it/s] 57/499 4.32G 0.01307 0.0108 0.005215 57 640: 96%|#########6| 162/168 [00:30<00:01, 5.33it/s] 57/499 4.32G 0.01307 0.0108 0.005215 57 640: 97%|#########7| 163/168 [00:30<00:00, 5.22it/s] 57/499 4.32G 0.01308 0.01082 0.005213 91 640: 97%|#########7| 163/168 [00:31<00:00, 5.22it/s] 57/499 4.32G 0.01308 0.01082 0.005213 91 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s] 57/499 4.32G 0.01307 0.0108 0.005222 64 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s] 57/499 4.32G 0.01307 0.0108 0.005222 64 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s] 57/499 4.32G 0.01306 0.0108 0.005219 64 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s] 57/499 4.32G 0.01306 0.0108 0.005219 64 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s] 57/499 4.32G 0.01306 0.01081 0.005215 86 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s] 57/499 4.32G 0.01306 0.01081 0.005215 86 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s] 57/499 4.32G 0.01307 0.01084 0.00523 40 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s] 57/499 4.32G 0.01307 0.01084 0.00523 40 640: 100%|##########| 168/168 [00:31<00:00, 5.46it/s] 57/499 4.32G 0.01307 0.01084 0.00523 40 640: 100%|##########| 168/168 [00:31<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s] all 132 263 0.822 0.833 0.846 0.727 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 58/499 4.32G 0.01059 0.009571 0.004527 71 640: 0%| | 0/168 [00:00<?, ?it/s] 58/499 4.32G 0.01059 0.009571 0.004527 71 640: 1%| | 1/168 [00:00<00:34, 4.87it/s] 58/499 4.32G 0.01239 0.01077 0.005941 61 640: 1%| | 1/168 [00:00<00:34, 4.87it/s] 58/499 4.32G 0.01239 0.01077 0.005941 61 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s] 58/499 4.32G 0.01345 0.01109 0.006606 70 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s] 58/499 4.32G 0.01345 0.01109 0.006606 70 640: 2%|1 | 3/168 [00:00<00:30, 5.36it/s] 58/499 4.32G 0.01318 0.0105 0.00638 60 640: 2%|1 | 3/168 [00:00<00:30, 5.36it/s] 58/499 4.32G 0.01318 0.0105 0.00638 60 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s] 58/499 4.32G 0.01298 0.01094 0.005906 81 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s] 58/499 4.32G 0.01298 0.01094 0.005906 81 640: 3%|2 | 5/168 [00:00<00:30, 5.29it/s] 58/499 4.32G 0.01277 0.01113 0.005369 81 640: 3%|2 | 5/168 [00:01<00:30, 5.29it/s] 58/499 4.32G 0.01277 0.01113 0.005369 81 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s] 58/499 4.32G 0.0126 0.01117 0.005645 80 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s] 58/499 4.32G 0.0126 0.01117 0.005645 80 640: 4%|4 | 7/168 [00:01<00:30, 5.23it/s] 58/499 4.32G 0.01268 0.01117 0.005448 65 640: 4%|4 | 7/168 [00:01<00:30, 5.23it/s] 58/499 4.32G 0.01268 0.01117 0.005448 65 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s] 58/499 4.32G 0.01293 0.01112 0.00541 65 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s] 58/499 4.32G 0.01293 0.01112 0.00541 65 640: 5%|5 | 9/168 [00:01<00:29, 5.35it/s] 58/499 4.32G 0.01319 0.01107 0.006272 65 640: 5%|5 | 9/168 [00:01<00:29, 5.35it/s] 58/499 4.32G 0.01319 0.01107 0.006272 65 640: 6%|5 | 10/168 [00:01<00:30, 5.22it/s] 58/499 4.32G 0.01313 0.011 0.006359 72 640: 6%|5 | 10/168 [00:02<00:30, 5.22it/s] 58/499 4.32G 0.01313 0.011 0.006359 72 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s] 58/499 4.32G 0.01321 0.01102 0.006199 69 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s] 58/499 4.32G 0.01321 0.01102 0.006199 69 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s] 58/499 4.32G 0.01299 0.01101 0.006249 76 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s] 58/499 4.32G 0.01299 0.01101 0.006249 76 640: 8%|7 | 13/168 [00:02<00:29, 5.23it/s] 58/499 4.32G 0.01305 0.01119 0.006296 76 640: 8%|7 | 13/168 [00:02<00:29, 5.23it/s] 58/499 4.32G 0.01305 0.01119 0.006296 76 640: 8%|8 | 14/168 [00:02<00:29, 5.29it/s] 58/499 4.32G 0.01312 0.01127 0.006159 60 640: 8%|8 | 14/168 [00:02<00:29, 5.29it/s] 58/499 4.32G 0.01312 0.01127 0.006159 60 640: 9%|8 | 15/168 [00:02<00:28, 5.37it/s] 58/499 4.32G 0.01303 0.01126 0.005997 70 640: 9%|8 | 15/168 [00:03<00:28, 5.37it/s] 58/499 4.32G 0.01303 0.01126 0.005997 70 640: 10%|9 | 16/168 [00:03<00:28, 5.24it/s] 58/499 4.32G 0.01309 0.01134 0.005833 83 640: 10%|9 | 16/168 [00:03<00:28, 5.24it/s] 58/499 4.32G 0.01309 0.01134 0.005833 83 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s] 58/499 4.32G 0.01305 0.01126 0.005722 70 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s] 58/499 4.32G 0.01305 0.01126 0.005722 70 640: 11%|# | 18/168 [00:03<00:27, 5.39it/s] 58/499 4.32G 0.01311 0.01129 0.005674 69 640: 11%|# | 18/168 [00:03<00:27, 5.39it/s] 58/499 4.32G 0.01311 0.01129 0.005674 69 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s] 58/499 4.32G 0.01306 0.01125 0.005604 68 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s] 58/499 4.32G 0.01306 0.01125 0.005604 68 640: 12%|#1 | 20/168 [00:03<00:27, 5.32it/s] 58/499 4.32G 0.013 0.01124 0.005451 69 640: 12%|#1 | 20/168 [00:03<00:27, 5.32it/s] 58/499 4.32G 0.013 0.01124 0.005451 69 640: 12%|#2 | 21/168 [00:03<00:27, 5.36it/s] 58/499 4.32G 0.01301 0.01119 0.005351 68 640: 12%|#2 | 21/168 [00:04<00:27, 5.36it/s] 58/499 4.32G 0.01301 0.01119 0.005351 68 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s] 58/499 4.32G 0.01303 0.01115 0.005256 62 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s] 58/499 4.32G 0.01303 0.01115 0.005256 62 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s] 58/499 4.32G 0.013 0.01116 0.005249 70 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s] 58/499 4.32G 0.013 0.01116 0.005249 70 640: 14%|#4 | 24/168 [00:04<00:26, 5.38it/s] 58/499 4.32G 0.01301 0.01117 0.005272 68 640: 14%|#4 | 24/168 [00:04<00:26, 5.38it/s] 58/499 4.32G 0.01301 0.01117 0.005272 68 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s] 58/499 4.32G 0.01298 0.01119 0.005387 77 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s] 58/499 4.32G 0.01298 0.01119 0.005387 77 640: 15%|#5 | 26/168 [00:04<00:26, 5.35it/s] 58/499 4.32G 0.01288 0.0111 0.005355 71 640: 15%|#5 | 26/168 [00:05<00:26, 5.35it/s] 58/499 4.32G 0.01288 0.0111 0.005355 71 640: 16%|#6 | 27/168 [00:05<00:26, 5.40it/s] 58/499 4.32G 0.01294 0.01104 0.005377 53 640: 16%|#6 | 27/168 [00:05<00:26, 5.40it/s] 58/499 4.32G 0.01294 0.01104 0.005377 53 640: 17%|#6 | 28/168 [00:05<00:26, 5.26it/s] 58/499 4.32G 0.01291 0.01101 0.005341 66 640: 17%|#6 | 28/168 [00:05<00:26, 5.26it/s] 58/499 4.32G 0.01291 0.01101 0.005341 66 640: 17%|#7 | 29/168 [00:05<00:26, 5.34it/s] 58/499 4.32G 0.01296 0.01115 0.005387 88 640: 17%|#7 | 29/168 [00:05<00:26, 5.34it/s] 58/499 4.32G 0.01296 0.01115 0.005387 88 640: 18%|#7 | 30/168 [00:05<00:25, 5.40it/s] 58/499 4.32G 0.01297 0.01111 0.00546 64 640: 18%|#7 | 30/168 [00:05<00:25, 5.40it/s] 58/499 4.32G 0.01297 0.01111 0.00546 64 640: 18%|#8 | 31/168 [00:05<00:26, 5.25it/s] 58/499 4.32G 0.01293 0.01107 0.005463 62 640: 18%|#8 | 31/168 [00:06<00:26, 5.25it/s] 58/499 4.32G 0.01293 0.01107 0.005463 62 640: 19%|#9 | 32/168 [00:06<00:25, 5.34it/s] 58/499 4.32G 0.0129 0.01103 0.005367 67 640: 19%|#9 | 32/168 [00:06<00:25, 5.34it/s] 58/499 4.32G 0.0129 0.01103 0.005367 67 640: 20%|#9 | 33/168 [00:06<00:25, 5.39it/s] 58/499 4.32G 0.01294 0.01099 0.005356 58 640: 20%|#9 | 33/168 [00:06<00:25, 5.39it/s] 58/499 4.32G 0.01294 0.01099 0.005356 58 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s] 58/499 4.32G 0.01297 0.01098 0.005287 70 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s] 58/499 4.32G 0.01297 0.01098 0.005287 70 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s] 58/499 4.32G 0.01292 0.01095 0.005251 66 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s] 58/499 4.32G 0.01292 0.01095 0.005251 66 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s] 58/499 4.32G 0.01286 0.01096 0.005268 68 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s] 58/499 4.32G 0.01286 0.01096 0.005268 68 640: 22%|##2 | 37/168 [00:06<00:25, 5.22it/s] 58/499 4.32G 0.01286 0.01097 0.005245 69 640: 22%|##2 | 37/168 [00:07<00:25, 5.22it/s] 58/499 4.32G 0.01286 0.01097 0.005245 69 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s] 58/499 4.32G 0.01284 0.011 0.005224 84 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s] 58/499 4.32G 0.01284 0.011 0.005224 84 640: 23%|##3 | 39/168 [00:07<00:23, 5.39it/s] 58/499 4.32G 0.01285 0.01104 0.005242 78 640: 23%|##3 | 39/168 [00:07<00:23, 5.39it/s] 58/499 4.32G 0.01285 0.01104 0.005242 78 640: 24%|##3 | 40/168 [00:07<00:24, 5.26it/s] 58/499 4.32G 0.01285 0.01102 0.005216 58 640: 24%|##3 | 40/168 [00:07<00:24, 5.26it/s] 58/499 4.32G 0.01285 0.01102 0.005216 58 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s] 58/499 4.32G 0.01285 0.01106 0.005189 76 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s] 58/499 4.32G 0.01285 0.01106 0.005189 76 640: 25%|##5 | 42/168 [00:07<00:23, 5.39it/s] 58/499 4.32G 0.01281 0.01111 0.005138 83 640: 25%|##5 | 42/168 [00:08<00:23, 5.39it/s] 58/499 4.32G 0.01281 0.01111 0.005138 83 640: 26%|##5 | 43/168 [00:08<00:23, 5.24it/s] 58/499 4.32G 0.01281 0.01116 0.005104 75 640: 26%|##5 | 43/168 [00:08<00:23, 5.24it/s] 58/499 4.32G 0.01281 0.01116 0.005104 75 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s] 58/499 4.32G 0.01279 0.01114 0.00508 65 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s] 58/499 4.32G 0.01279 0.01114 0.00508 65 640: 27%|##6 | 45/168 [00:08<00:22, 5.37it/s] 58/499 4.32G 0.01278 0.01113 0.005022 70 640: 27%|##6 | 45/168 [00:08<00:22, 5.37it/s] 58/499 4.32G 0.01278 0.01113 0.005022 70 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s] 58/499 4.32G 0.01277 0.01109 0.005137 59 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s] 58/499 4.32G 0.01277 0.01109 0.005137 59 640: 28%|##7 | 47/168 [00:08<00:22, 5.30it/s] 58/499 4.32G 0.01272 0.01104 0.0051 65 640: 28%|##7 | 47/168 [00:09<00:22, 5.30it/s] 58/499 4.32G 0.01272 0.01104 0.0051 65 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s] 58/499 4.32G 0.01267 0.01102 0.005111 72 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s] 58/499 4.32G 0.01267 0.01102 0.005111 72 640: 29%|##9 | 49/168 [00:09<00:22, 5.18it/s] 58/499 4.32G 0.01268 0.011 0.005044 60 640: 29%|##9 | 49/168 [00:09<00:22, 5.18it/s] 58/499 4.32G 0.01268 0.011 0.005044 60 640: 30%|##9 | 50/168 [00:09<00:22, 5.25it/s] 58/499 4.32G 0.01267 0.01099 0.005059 62 640: 30%|##9 | 50/168 [00:09<00:22, 5.25it/s] 58/499 4.32G 0.01267 0.01099 0.005059 62 640: 30%|### | 51/168 [00:09<00:22, 5.28it/s] 58/499 4.32G 0.01267 0.01101 0.005134 70 640: 30%|### | 51/168 [00:09<00:22, 5.28it/s] 58/499 4.32G 0.01267 0.01101 0.005134 70 640: 31%|### | 52/168 [00:09<00:22, 5.13it/s] 58/499 4.32G 0.0127 0.01099 0.005106 70 640: 31%|### | 52/168 [00:10<00:22, 5.13it/s] 58/499 4.32G 0.0127 0.01099 0.005106 70 640: 32%|###1 | 53/168 [00:10<00:21, 5.23it/s] 58/499 4.32G 0.01268 0.01101 0.005107 74 640: 32%|###1 | 53/168 [00:10<00:21, 5.23it/s] 58/499 4.32G 0.01268 0.01101 0.005107 74 640: 32%|###2 | 54/168 [00:10<00:21, 5.25it/s] 58/499 4.32G 0.01269 0.01103 0.005047 62 640: 32%|###2 | 54/168 [00:10<00:21, 5.25it/s] 58/499 4.32G 0.01269 0.01103 0.005047 62 640: 33%|###2 | 55/168 [00:10<00:21, 5.15it/s] 58/499 4.32G 0.01266 0.01105 0.005033 84 640: 33%|###2 | 55/168 [00:10<00:21, 5.15it/s] 58/499 4.32G 0.01266 0.01105 0.005033 84 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s] 58/499 4.32G 0.01265 0.01105 0.00502 70 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s] 58/499 4.32G 0.01265 0.01105 0.00502 70 640: 34%|###3 | 57/168 [00:10<00:20, 5.33it/s] 58/499 4.32G 0.01265 0.01105 0.005025 69 640: 34%|###3 | 57/168 [00:10<00:20, 5.33it/s] 58/499 4.32G 0.01265 0.01105 0.005025 69 640: 35%|###4 | 58/168 [00:10<00:21, 5.18it/s] 58/499 4.32G 0.01267 0.01104 0.005033 61 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s] 58/499 4.32G 0.01267 0.01104 0.005033 61 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s] 58/499 4.32G 0.01267 0.01099 0.004985 57 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s] 58/499 4.32G 0.01267 0.01099 0.004985 57 640: 36%|###5 | 60/168 [00:11<00:20, 5.27it/s] 58/499 4.32G 0.01269 0.01097 0.004951 58 640: 36%|###5 | 60/168 [00:11<00:20, 5.27it/s] 58/499 4.32G 0.01269 0.01097 0.004951 58 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s] 58/499 4.32G 0.01269 0.01093 0.00494 62 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s] 58/499 4.32G 0.01269 0.01093 0.00494 62 640: 37%|###6 | 62/168 [00:11<00:20, 5.25it/s] 58/499 4.32G 0.0127 0.01098 0.004911 84 640: 37%|###6 | 62/168 [00:11<00:20, 5.25it/s] 58/499 4.32G 0.0127 0.01098 0.004911 84 640: 38%|###7 | 63/168 [00:11<00:19, 5.32it/s] 58/499 4.32G 0.01273 0.01103 0.004893 79 640: 38%|###7 | 63/168 [00:12<00:19, 5.32it/s] 58/499 4.32G 0.01273 0.01103 0.004893 79 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s] 58/499 4.32G 0.01273 0.01106 0.004888 82 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s] 58/499 4.32G 0.01273 0.01106 0.004888 82 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s] 58/499 4.32G 0.01271 0.01107 0.004863 76 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s] 58/499 4.32G 0.01271 0.01107 0.004863 76 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s] 58/499 4.32G 0.0127 0.01107 0.004854 76 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s] 58/499 4.32G 0.0127 0.01107 0.004854 76 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s] 58/499 4.32G 0.0127 0.01106 0.004842 63 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s] 58/499 4.32G 0.0127 0.01106 0.004842 63 640: 40%|#### | 68/168 [00:12<00:19, 5.26it/s] 58/499 4.32G 0.01269 0.01103 0.004849 53 640: 40%|#### | 68/168 [00:13<00:19, 5.26it/s] 58/499 4.32G 0.01269 0.01103 0.004849 53 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s] 58/499 4.32G 0.0127 0.01101 0.004815 61 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s] 58/499 4.32G 0.0127 0.01101 0.004815 61 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s] 58/499 4.32G 0.01269 0.01099 0.004837 77 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s] 58/499 4.32G 0.01269 0.01099 0.004837 77 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s] 58/499 4.32G 0.01271 0.01096 0.004838 61 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s] 58/499 4.32G 0.01271 0.01096 0.004838 61 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s] 58/499 4.32G 0.01274 0.01097 0.004849 79 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s] 58/499 4.32G 0.01274 0.01097 0.004849 79 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s] 58/499 4.32G 0.01277 0.01096 0.00485 64 640: 43%|####3 | 73/168 [00:14<00:18, 5.21it/s] 58/499 4.32G 0.01277 0.01096 0.00485 64 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s] 58/499 4.32G 0.01278 0.01096 0.004871 69 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s] 58/499 4.32G 0.01278 0.01096 0.004871 69 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 58/499 4.32G 0.01278 0.01094 0.004897 61 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 58/499 4.32G 0.01278 0.01094 0.004897 61 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s] 58/499 4.32G 0.01277 0.01094 0.004873 79 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s] 58/499 4.32G 0.01277 0.01094 0.004873 79 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s] 58/499 4.32G 0.01277 0.01092 0.004872 61 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s] 58/499 4.32G 0.01277 0.01092 0.004872 61 640: 46%|####6 | 78/168 [00:14<00:16, 5.33it/s] 58/499 4.32G 0.01276 0.01093 0.004865 79 640: 46%|####6 | 78/168 [00:14<00:16, 5.33it/s] 58/499 4.32G 0.01276 0.01093 0.004865 79 640: 47%|####7 | 79/168 [00:14<00:17, 5.21it/s] 58/499 4.32G 0.01276 0.01087 0.004854 46 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s] 58/499 4.32G 0.01276 0.01087 0.004854 46 640: 48%|####7 | 80/168 [00:15<00:16, 5.26it/s] 58/499 4.32G 0.01279 0.01089 0.004879 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.26it/s] 58/499 4.32G 0.01279 0.01089 0.004879 70 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s] 58/499 4.32G 0.01281 0.01091 0.004879 65 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s] 58/499 4.32G 0.01281 0.01091 0.004879 65 640: 49%|####8 | 82/168 [00:15<00:16, 5.23it/s] 58/499 4.32G 0.01281 0.01091 0.004878 68 640: 49%|####8 | 82/168 [00:15<00:16, 5.23it/s] 58/499 4.32G 0.01281 0.01091 0.004878 68 640: 49%|####9 | 83/168 [00:15<00:15, 5.32it/s] 58/499 4.32G 0.01282 0.01091 0.004872 66 640: 49%|####9 | 83/168 [00:15<00:15, 5.32it/s] 58/499 4.32G 0.01282 0.01091 0.004872 66 640: 50%|##### | 84/168 [00:15<00:15, 5.36it/s] 58/499 4.32G 0.01281 0.0109 0.00485 63 640: 50%|##### | 84/168 [00:16<00:15, 5.36it/s] 58/499 4.32G 0.01281 0.0109 0.00485 63 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s] 58/499 4.32G 0.01278 0.01087 0.004869 60 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s] 58/499 4.32G 0.01278 0.01087 0.004869 60 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s] 58/499 4.32G 0.01277 0.01087 0.00485 61 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s] 58/499 4.32G 0.01277 0.01087 0.00485 61 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s] 58/499 4.32G 0.01277 0.01089 0.004876 71 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s] 58/499 4.32G 0.01277 0.01089 0.004876 71 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s] 58/499 4.32G 0.01277 0.01091 0.004887 75 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s] 58/499 4.32G 0.01277 0.01091 0.004887 75 640: 53%|#####2 | 89/168 [00:16<00:14, 5.27it/s] 58/499 4.32G 0.01277 0.01088 0.004932 56 640: 53%|#####2 | 89/168 [00:17<00:14, 5.27it/s] 58/499 4.32G 0.01277 0.01088 0.004932 56 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s] 58/499 4.32G 0.01277 0.01087 0.004911 61 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s] 58/499 4.32G 0.01277 0.01087 0.004911 61 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s] 58/499 4.32G 0.01277 0.01086 0.004903 69 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s] 58/499 4.32G 0.01277 0.01086 0.004903 69 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s] 58/499 4.32G 0.01279 0.01087 0.00489 66 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s] 58/499 4.32G 0.01279 0.01087 0.00489 66 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s] 58/499 4.32G 0.01284 0.01092 0.004908 86 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s] 58/499 4.32G 0.01284 0.01092 0.004908 86 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s] 58/499 4.32G 0.01286 0.01095 0.004884 68 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s] 58/499 4.32G 0.01286 0.01095 0.004884 68 640: 57%|#####6 | 95/168 [00:17<00:13, 5.23it/s] 58/499 4.32G 0.01284 0.01095 0.004883 73 640: 57%|#####6 | 95/168 [00:18<00:13, 5.23it/s] 58/499 4.32G 0.01284 0.01095 0.004883 73 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s] 58/499 4.32G 0.01284 0.01093 0.004906 62 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s] 58/499 4.32G 0.01284 0.01093 0.004906 62 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s] 58/499 4.32G 0.01285 0.01091 0.004908 61 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s] 58/499 4.32G 0.01285 0.01091 0.004908 61 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s] 58/499 4.32G 0.01286 0.01089 0.004904 60 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s] 58/499 4.32G 0.01286 0.01089 0.004904 60 640: 59%|#####8 | 99/168 [00:18<00:12, 5.36it/s] 58/499 4.32G 0.01287 0.01091 0.004908 85 640: 59%|#####8 | 99/168 [00:18<00:12, 5.36it/s] 58/499 4.32G 0.01287 0.01091 0.004908 85 640: 60%|#####9 | 100/168 [00:18<00:13, 5.22it/s] 58/499 4.32G 0.01288 0.01091 0.004912 65 640: 60%|#####9 | 100/168 [00:19<00:13, 5.22it/s] 58/499 4.32G 0.01288 0.01091 0.004912 65 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s] 58/499 4.32G 0.01288 0.01093 0.004903 78 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s] 58/499 4.32G 0.01288 0.01093 0.004903 78 640: 61%|###### | 102/168 [00:19<00:12, 5.38it/s] 58/499 4.32G 0.0129 0.01094 0.004899 64 640: 61%|###### | 102/168 [00:19<00:12, 5.38it/s] 58/499 4.32G 0.0129 0.01094 0.004899 64 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s] 58/499 4.32G 0.01291 0.01095 0.004892 71 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s] 58/499 4.32G 0.01291 0.01095 0.004892 71 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s] 58/499 4.32G 0.0129 0.01093 0.004892 68 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s] 58/499 4.32G 0.0129 0.01093 0.004892 68 640: 62%|######2 | 105/168 [00:19<00:11, 5.29it/s] 58/499 4.32G 0.01289 0.01093 0.004904 72 640: 62%|######2 | 105/168 [00:20<00:11, 5.29it/s] 58/499 4.32G 0.01289 0.01093 0.004904 72 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s] 58/499 4.32G 0.0129 0.01093 0.004897 64 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s] 58/499 4.32G 0.0129 0.01093 0.004897 64 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s] 58/499 4.32G 0.0129 0.01092 0.004895 66 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s] 58/499 4.32G 0.0129 0.01092 0.004895 66 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s] 58/499 4.32G 0.01289 0.01091 0.004933 69 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s] 58/499 4.32G 0.01289 0.01091 0.004933 69 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s] 58/499 4.32G 0.01289 0.01089 0.004928 51 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s] 58/499 4.32G 0.01289 0.01089 0.004928 51 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s] 58/499 4.32G 0.01288 0.01089 0.004919 75 640: 65%|######5 | 110/168 [00:21<00:10, 5.30it/s] 58/499 4.32G 0.01288 0.01089 0.004919 75 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s] 58/499 4.32G 0.01288 0.01091 0.004908 79 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s] 58/499 4.32G 0.01288 0.01091 0.004908 79 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s] 58/499 4.32G 0.01288 0.01094 0.00492 88 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s] 58/499 4.32G 0.01288 0.01094 0.00492 88 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s] 58/499 4.32G 0.0129 0.01094 0.004937 62 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s] 58/499 4.32G 0.0129 0.01094 0.004937 62 640: 68%|######7 | 114/168 [00:21<00:10, 5.38it/s] 58/499 4.32G 0.01291 0.01094 0.004944 65 640: 68%|######7 | 114/168 [00:21<00:10, 5.38it/s] 58/499 4.32G 0.01291 0.01094 0.004944 65 640: 68%|######8 | 115/168 [00:21<00:10, 5.25it/s] 58/499 4.32G 0.01293 0.01094 0.004941 64 640: 68%|######8 | 115/168 [00:21<00:10, 5.25it/s] 58/499 4.32G 0.01293 0.01094 0.004941 64 640: 69%|######9 | 116/168 [00:21<00:09, 5.35it/s] 58/499 4.32G 0.01292 0.01094 0.004922 71 640: 69%|######9 | 116/168 [00:22<00:09, 5.35it/s] 58/499 4.32G 0.01292 0.01094 0.004922 71 640: 70%|######9 | 117/168 [00:22<00:09, 5.40it/s] 58/499 4.32G 0.01295 0.01096 0.004936 62 640: 70%|######9 | 117/168 [00:22<00:09, 5.40it/s] 58/499 4.32G 0.01295 0.01096 0.004936 62 640: 70%|####### | 118/168 [00:22<00:09, 5.26it/s] 58/499 4.32G 0.01293 0.01093 0.004914 60 640: 70%|####### | 118/168 [00:22<00:09, 5.26it/s] 58/499 4.32G 0.01293 0.01093 0.004914 60 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s] 58/499 4.32G 0.01294 0.01092 0.00489 59 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s] 58/499 4.32G 0.01294 0.01092 0.00489 59 640: 71%|#######1 | 120/168 [00:22<00:08, 5.38it/s] 58/499 4.32G 0.01294 0.01095 0.004865 82 640: 71%|#######1 | 120/168 [00:22<00:08, 5.38it/s] 58/499 4.32G 0.01294 0.01095 0.004865 82 640: 72%|#######2 | 121/168 [00:22<00:08, 5.24it/s] 58/499 4.32G 0.01293 0.01093 0.004856 59 640: 72%|#######2 | 121/168 [00:23<00:08, 5.24it/s] 58/499 4.32G 0.01293 0.01093 0.004856 59 640: 73%|#######2 | 122/168 [00:23<00:08, 5.33it/s] 58/499 4.32G 0.01293 0.01094 0.004841 65 640: 73%|#######2 | 122/168 [00:23<00:08, 5.33it/s] 58/499 4.32G 0.01293 0.01094 0.004841 65 640: 73%|#######3 | 123/168 [00:23<00:08, 5.39it/s] 58/499 4.32G 0.01292 0.01092 0.004855 55 640: 73%|#######3 | 123/168 [00:23<00:08, 5.39it/s] 58/499 4.32G 0.01292 0.01092 0.004855 55 640: 74%|#######3 | 124/168 [00:23<00:08, 5.22it/s] 58/499 4.32G 0.01293 0.01094 0.00485 80 640: 74%|#######3 | 124/168 [00:23<00:08, 5.22it/s] 58/499 4.32G 0.01293 0.01094 0.00485 80 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s] 58/499 4.32G 0.01292 0.01094 0.004857 70 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s] 58/499 4.32G 0.01292 0.01094 0.004857 70 640: 75%|#######5 | 126/168 [00:23<00:07, 5.36it/s] 58/499 4.32G 0.01292 0.01093 0.004853 62 640: 75%|#######5 | 126/168 [00:24<00:07, 5.36it/s] 58/499 4.32G 0.01292 0.01093 0.004853 62 640: 76%|#######5 | 127/168 [00:24<00:07, 5.23it/s] 58/499 4.32G 0.01293 0.01093 0.004827 78 640: 76%|#######5 | 127/168 [00:24<00:07, 5.23it/s] 58/499 4.32G 0.01293 0.01093 0.004827 78 640: 76%|#######6 | 128/168 [00:24<00:07, 5.34it/s] 58/499 4.32G 0.01292 0.01094 0.004806 79 640: 76%|#######6 | 128/168 [00:24<00:07, 5.34it/s] 58/499 4.32G 0.01292 0.01094 0.004806 79 640: 77%|#######6 | 129/168 [00:24<00:07, 5.40it/s] 58/499 4.32G 0.01292 0.01094 0.004821 70 640: 77%|#######6 | 129/168 [00:24<00:07, 5.40it/s] 58/499 4.32G 0.01292 0.01094 0.004821 70 640: 77%|#######7 | 130/168 [00:24<00:07, 5.26it/s] 58/499 4.32G 0.01294 0.01094 0.004819 69 640: 77%|#######7 | 130/168 [00:24<00:07, 5.26it/s] 58/499 4.32G 0.01294 0.01094 0.004819 69 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s] 58/499 4.32G 0.01294 0.01094 0.004827 73 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s] 58/499 4.32G 0.01294 0.01094 0.004827 73 640: 79%|#######8 | 132/168 [00:24<00:06, 5.38it/s] 58/499 4.32G 0.01294 0.01095 0.004845 64 640: 79%|#######8 | 132/168 [00:25<00:06, 5.38it/s] 58/499 4.32G 0.01294 0.01095 0.004845 64 640: 79%|#######9 | 133/168 [00:25<00:06, 5.25it/s] 58/499 4.32G 0.01293 0.01094 0.004861 70 640: 79%|#######9 | 133/168 [00:25<00:06, 5.25it/s] 58/499 4.32G 0.01293 0.01094 0.004861 70 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s] 58/499 4.32G 0.01294 0.01093 0.004872 62 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s] 58/499 4.32G 0.01294 0.01093 0.004872 62 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s] 58/499 4.32G 0.01294 0.01092 0.004863 62 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s] 58/499 4.32G 0.01294 0.01092 0.004863 62 640: 81%|######## | 136/168 [00:25<00:06, 5.22it/s] 58/499 4.32G 0.01296 0.01093 0.004849 71 640: 81%|######## | 136/168 [00:25<00:06, 5.22it/s] 58/499 4.32G 0.01296 0.01093 0.004849 71 640: 82%|########1 | 137/168 [00:25<00:05, 5.31it/s] 58/499 4.32G 0.01295 0.01092 0.004916 53 640: 82%|########1 | 137/168 [00:26<00:05, 5.31it/s] 58/499 4.32G 0.01295 0.01092 0.004916 53 640: 82%|########2 | 138/168 [00:26<00:05, 5.39it/s] 58/499 4.32G 0.01295 0.01093 0.004903 91 640: 82%|########2 | 138/168 [00:26<00:05, 5.39it/s] 58/499 4.32G 0.01295 0.01093 0.004903 91 640: 83%|########2 | 139/168 [00:26<00:05, 5.24it/s] 58/499 4.32G 0.01295 0.01093 0.004884 70 640: 83%|########2 | 139/168 [00:26<00:05, 5.24it/s] 58/499 4.32G 0.01295 0.01093 0.004884 70 640: 83%|########3 | 140/168 [00:26<00:05, 5.32it/s] 58/499 4.32G 0.01297 0.01094 0.004874 67 640: 83%|########3 | 140/168 [00:26<00:05, 5.32it/s] 58/499 4.32G 0.01297 0.01094 0.004874 67 640: 84%|########3 | 141/168 [00:26<00:05, 5.29it/s] 58/499 4.32G 0.01297 0.01094 0.004864 63 640: 84%|########3 | 141/168 [00:26<00:05, 5.29it/s] 58/499 4.32G 0.01297 0.01094 0.004864 63 640: 85%|########4 | 142/168 [00:26<00:05, 5.16it/s] 58/499 4.32G 0.01298 0.01093 0.004848 55 640: 85%|########4 | 142/168 [00:27<00:05, 5.16it/s] 58/499 4.32G 0.01298 0.01093 0.004848 55 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s] 58/499 4.32G 0.013 0.01095 0.00485 79 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s] 58/499 4.32G 0.013 0.01095 0.00485 79 640: 86%|########5 | 144/168 [00:27<00:04, 5.34it/s] 58/499 4.32G 0.01302 0.01097 0.004843 77 640: 86%|########5 | 144/168 [00:27<00:04, 5.34it/s] 58/499 4.32G 0.01302 0.01097 0.004843 77 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s] 58/499 4.32G 0.01301 0.01096 0.00484 68 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s] 58/499 4.32G 0.01301 0.01096 0.00484 68 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s] 58/499 4.32G 0.01302 0.01099 0.004836 71 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s] 58/499 4.32G 0.01302 0.01099 0.004836 71 640: 88%|########7 | 147/168 [00:27<00:03, 5.37it/s] 58/499 4.32G 0.01302 0.011 0.004838 87 640: 88%|########7 | 147/168 [00:28<00:03, 5.37it/s] 58/499 4.32G 0.01302 0.011 0.004838 87 640: 88%|########8 | 148/168 [00:28<00:03, 5.22it/s] 58/499 4.32G 0.01301 0.011 0.004829 68 640: 88%|########8 | 148/168 [00:28<00:03, 5.22it/s] 58/499 4.32G 0.01301 0.011 0.004829 68 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s] 58/499 4.32G 0.01301 0.01101 0.004826 72 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s] 58/499 4.32G 0.01301 0.01101 0.004826 72 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s] 58/499 4.32G 0.01302 0.011 0.004844 65 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s] 58/499 4.32G 0.01302 0.011 0.004844 65 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s] 58/499 4.32G 0.01302 0.01102 0.004841 82 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s] 58/499 4.32G 0.01302 0.01102 0.004841 82 640: 90%|######### | 152/168 [00:28<00:03, 5.27it/s] 58/499 4.32G 0.01302 0.01101 0.004848 59 640: 90%|######### | 152/168 [00:28<00:03, 5.27it/s] 58/499 4.32G 0.01302 0.01101 0.004848 59 640: 91%|#########1| 153/168 [00:28<00:02, 5.36it/s] 58/499 4.32G 0.01304 0.01102 0.004855 65 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s] 58/499 4.32G 0.01304 0.01102 0.004855 65 640: 92%|#########1| 154/168 [00:29<00:02, 5.18it/s] 58/499 4.32G 0.01304 0.01102 0.004854 61 640: 92%|#########1| 154/168 [00:29<00:02, 5.18it/s] 58/499 4.32G 0.01304 0.01102 0.004854 61 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s] 58/499 4.32G 0.01305 0.01101 0.004845 60 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s] 58/499 4.32G 0.01305 0.01101 0.004845 60 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s] 58/499 4.32G 0.01307 0.01101 0.004847 62 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s] 58/499 4.32G 0.01307 0.01101 0.004847 62 640: 93%|#########3| 157/168 [00:29<00:02, 5.20it/s] 58/499 4.32G 0.01306 0.01101 0.004871 70 640: 93%|#########3| 157/168 [00:29<00:02, 5.20it/s] 58/499 4.32G 0.01306 0.01101 0.004871 70 640: 94%|#########4| 158/168 [00:29<00:01, 5.29it/s] 58/499 4.32G 0.01306 0.01101 0.004876 69 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s] 58/499 4.32G 0.01306 0.01101 0.004876 69 640: 95%|#########4| 159/168 [00:30<00:01, 5.37it/s] 58/499 4.32G 0.01306 0.01101 0.004877 64 640: 95%|#########4| 159/168 [00:30<00:01, 5.37it/s] 58/499 4.32G 0.01306 0.01101 0.004877 64 640: 95%|#########5| 160/168 [00:30<00:01, 5.25it/s] 58/499 4.32G 0.01307 0.01101 0.004877 64 640: 95%|#########5| 160/168 [00:30<00:01, 5.25it/s] 58/499 4.32G 0.01307 0.01101 0.004877 64 640: 96%|#########5| 161/168 [00:30<00:01, 5.34it/s] 58/499 4.32G 0.01307 0.01103 0.004872 66 640: 96%|#########5| 161/168 [00:30<00:01, 5.34it/s] 58/499 4.32G 0.01307 0.01103 0.004872 66 640: 96%|#########6| 162/168 [00:30<00:01, 5.38it/s] 58/499 4.32G 0.01308 0.01102 0.004867 57 640: 96%|#########6| 162/168 [00:30<00:01, 5.38it/s] 58/499 4.32G 0.01308 0.01102 0.004867 57 640: 97%|#########7| 163/168 [00:30<00:00, 5.26it/s] 58/499 4.32G 0.01308 0.01102 0.004852 66 640: 97%|#########7| 163/168 [00:31<00:00, 5.26it/s] 58/499 4.32G 0.01308 0.01102 0.004852 66 640: 98%|#########7| 164/168 [00:31<00:00, 5.35it/s] 58/499 4.32G 0.01309 0.011 0.004857 64 640: 98%|#########7| 164/168 [00:31<00:00, 5.35it/s] 58/499 4.32G 0.01309 0.011 0.004857 64 640: 98%|#########8| 165/168 [00:31<00:00, 5.42it/s] 58/499 4.32G 0.01309 0.01101 0.004846 70 640: 98%|#########8| 165/168 [00:31<00:00, 5.42it/s] 58/499 4.32G 0.01309 0.01101 0.004846 70 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s] 58/499 4.32G 0.01308 0.01101 0.004836 68 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s] 58/499 4.32G 0.01308 0.01101 0.004836 68 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s] 58/499 4.32G 0.0131 0.01103 0.00484 34 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s] 58/499 4.32G 0.0131 0.01103 0.00484 34 640: 100%|##########| 168/168 [00:31<00:00, 5.49it/s] 58/499 4.32G 0.0131 0.01103 0.00484 34 640: 100%|##########| 168/168 [00:31<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.791 0.88 0.896 0.756 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 59/499 4.32G 0.01284 0.01427 0.004185 87 640: 0%| | 0/168 [00:00<?, ?it/s] 59/499 4.32G 0.01284 0.01427 0.004185 87 640: 1%| | 1/168 [00:00<00:33, 4.96it/s] 59/499 4.32G 0.01322 0.01237 0.004467 69 640: 1%| | 1/168 [00:00<00:33, 4.96it/s] 59/499 4.32G 0.01322 0.01237 0.004467 69 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s] 59/499 4.32G 0.01292 0.0115 0.005955 48 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s] 59/499 4.32G 0.01292 0.0115 0.005955 48 640: 2%|1 | 3/168 [00:00<00:30, 5.35it/s] 59/499 4.32G 0.01353 0.01086 0.005229 54 640: 2%|1 | 3/168 [00:00<00:30, 5.35it/s] 59/499 4.32G 0.01353 0.01086 0.005229 54 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s] 59/499 4.32G 0.01348 0.01104 0.004936 73 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s] 59/499 4.32G 0.01348 0.01104 0.004936 73 640: 3%|2 | 5/168 [00:00<00:30, 5.31it/s] 59/499 4.32G 0.01359 0.01107 0.00532 69 640: 3%|2 | 5/168 [00:01<00:30, 5.31it/s] 59/499 4.32G 0.01359 0.01107 0.00532 69 640: 4%|3 | 6/168 [00:01<00:30, 5.40it/s] 59/499 4.32G 0.01364 0.01047 0.00564 49 640: 4%|3 | 6/168 [00:01<00:30, 5.40it/s] 59/499 4.32G 0.01364 0.01047 0.00564 49 640: 4%|4 | 7/168 [00:01<00:30, 5.24it/s] 59/499 4.32G 0.01347 0.01045 0.005678 78 640: 4%|4 | 7/168 [00:01<00:30, 5.24it/s] 59/499 4.32G 0.01347 0.01045 0.005678 78 640: 5%|4 | 8/168 [00:01<00:30, 5.32it/s] 59/499 4.32G 0.0135 0.01058 0.005664 70 640: 5%|4 | 8/168 [00:01<00:30, 5.32it/s] 59/499 4.32G 0.0135 0.01058 0.005664 70 640: 5%|5 | 9/168 [00:01<00:29, 5.34it/s] 59/499 4.32G 0.01332 0.01028 0.005863 49 640: 5%|5 | 9/168 [00:01<00:29, 5.34it/s] 59/499 4.32G 0.01332 0.01028 0.005863 49 640: 6%|5 | 10/168 [00:01<00:30, 5.20it/s] 59/499 4.32G 0.01329 0.01034 0.005711 73 640: 6%|5 | 10/168 [00:02<00:30, 5.20it/s] 59/499 4.32G 0.01329 0.01034 0.005711 73 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s] 59/499 4.32G 0.01335 0.0102 0.00602 60 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s] 59/499 4.32G 0.01335 0.0102 0.00602 60 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s] 59/499 4.32G 0.01334 0.01031 0.005983 81 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s] 59/499 4.32G 0.01334 0.01031 0.005983 81 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s] 59/499 4.32G 0.01339 0.01026 0.005727 60 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s] 59/499 4.32G 0.01339 0.01026 0.005727 60 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s] 59/499 4.32G 0.01333 0.01046 0.005623 80 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s] 59/499 4.32G 0.01333 0.01046 0.005623 80 640: 9%|8 | 15/168 [00:02<00:28, 5.33it/s] 59/499 4.32G 0.01345 0.01052 0.005958 60 640: 9%|8 | 15/168 [00:03<00:28, 5.33it/s] 59/499 4.32G 0.01345 0.01052 0.005958 60 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s] 59/499 4.32G 0.01349 0.0106 0.005905 66 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s] 59/499 4.32G 0.01349 0.0106 0.005905 66 640: 10%|# | 17/168 [00:03<00:28, 5.24it/s] 59/499 4.32G 0.0135 0.01061 0.006131 65 640: 10%|# | 17/168 [00:03<00:28, 5.24it/s] 59/499 4.32G 0.0135 0.01061 0.006131 65 640: 11%|# | 18/168 [00:03<00:28, 5.24it/s] 59/499 4.32G 0.01344 0.01052 0.006026 66 640: 11%|# | 18/168 [00:03<00:28, 5.24it/s] 59/499 4.32G 0.01344 0.01052 0.006026 66 640: 11%|#1 | 19/168 [00:03<00:29, 5.13it/s] 59/499 4.32G 0.01339 0.01053 0.006002 64 640: 11%|#1 | 19/168 [00:03<00:29, 5.13it/s] 59/499 4.32G 0.01339 0.01053 0.006002 64 640: 12%|#1 | 20/168 [00:03<00:28, 5.17it/s] 59/499 4.32G 0.01326 0.01055 0.005922 75 640: 12%|#1 | 20/168 [00:03<00:28, 5.17it/s] 59/499 4.32G 0.01326 0.01055 0.005922 75 640: 12%|#2 | 21/168 [00:03<00:27, 5.27it/s] 59/499 4.32G 0.01327 0.01049 0.00591 65 640: 12%|#2 | 21/168 [00:04<00:27, 5.27it/s] 59/499 4.32G 0.01327 0.01049 0.00591 65 640: 13%|#3 | 22/168 [00:04<00:28, 5.15it/s] 59/499 4.32G 0.0133 0.01066 0.005858 71 640: 13%|#3 | 22/168 [00:04<00:28, 5.15it/s] 59/499 4.32G 0.0133 0.01066 0.005858 71 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s] 59/499 4.32G 0.01322 0.01071 0.005718 71 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s] 59/499 4.32G 0.01322 0.01071 0.005718 71 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 59/499 4.32G 0.01315 0.01069 0.005591 65 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 59/499 4.32G 0.01315 0.01069 0.005591 65 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s] 59/499 4.32G 0.01321 0.01073 0.005719 76 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s] 59/499 4.32G 0.01321 0.01073 0.005719 76 640: 15%|#5 | 26/168 [00:04<00:26, 5.29it/s] 59/499 4.32G 0.01315 0.01073 0.005661 67 640: 15%|#5 | 26/168 [00:05<00:26, 5.29it/s] 59/499 4.32G 0.01315 0.01073 0.005661 67 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s] 59/499 4.32G 0.01312 0.0107 0.005567 70 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s] 59/499 4.32G 0.01312 0.0107 0.005567 70 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s] 59/499 4.32G 0.01315 0.0107 0.005661 72 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s] 59/499 4.32G 0.01315 0.0107 0.005661 72 640: 17%|#7 | 29/168 [00:05<00:26, 5.28it/s] 59/499 4.32G 0.01314 0.01069 0.005645 72 640: 17%|#7 | 29/168 [00:05<00:26, 5.28it/s] 59/499 4.32G 0.01314 0.01069 0.005645 72 640: 18%|#7 | 30/168 [00:05<00:26, 5.31it/s] 59/499 4.32G 0.01307 0.01065 0.005752 59 640: 18%|#7 | 30/168 [00:05<00:26, 5.31it/s] 59/499 4.32G 0.01307 0.01065 0.005752 59 640: 18%|#8 | 31/168 [00:05<00:26, 5.21it/s] 59/499 4.32G 0.01315 0.01067 0.005697 59 640: 18%|#8 | 31/168 [00:06<00:26, 5.21it/s] 59/499 4.32G 0.01315 0.01067 0.005697 59 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s] 59/499 4.32G 0.01319 0.01068 0.00587 62 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s] 59/499 4.32G 0.01319 0.01068 0.00587 62 640: 20%|#9 | 33/168 [00:06<00:25, 5.30it/s] 59/499 4.32G 0.01318 0.01065 0.005866 65 640: 20%|#9 | 33/168 [00:06<00:25, 5.30it/s] 59/499 4.32G 0.01318 0.01065 0.005866 65 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s] 59/499 4.32G 0.01314 0.01064 0.005848 72 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s] 59/499 4.32G 0.01314 0.01064 0.005848 72 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s] 59/499 4.32G 0.0131 0.01059 0.005939 57 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s] 59/499 4.32G 0.0131 0.01059 0.005939 57 640: 21%|##1 | 36/168 [00:06<00:24, 5.35it/s] 59/499 4.32G 0.0131 0.0106 0.005901 73 640: 21%|##1 | 36/168 [00:07<00:24, 5.35it/s] 59/499 4.32G 0.0131 0.0106 0.005901 73 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s] 59/499 4.32G 0.01311 0.01058 0.005949 63 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s] 59/499 4.32G 0.01311 0.01058 0.005949 63 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s] 59/499 4.32G 0.0131 0.01058 0.005993 80 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s] 59/499 4.32G 0.0131 0.01058 0.005993 80 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s] 59/499 4.32G 0.01315 0.01059 0.005988 69 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s] 59/499 4.32G 0.01315 0.01059 0.005988 69 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s] 59/499 4.32G 0.01318 0.01061 0.006029 73 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s] 59/499 4.32G 0.01318 0.01061 0.006029 73 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s] 59/499 4.32G 0.01315 0.01065 0.006042 80 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s] 59/499 4.32G 0.01315 0.01065 0.006042 80 640: 25%|##5 | 42/168 [00:07<00:23, 5.37it/s] 59/499 4.32G 0.01315 0.01065 0.006026 69 640: 25%|##5 | 42/168 [00:08<00:23, 5.37it/s] 59/499 4.32G 0.01315 0.01065 0.006026 69 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s] 59/499 4.32G 0.01311 0.0106 0.006034 52 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s] 59/499 4.32G 0.01311 0.0106 0.006034 52 640: 26%|##6 | 44/168 [00:08<00:23, 5.32it/s] 59/499 4.32G 0.01309 0.01059 0.006058 77 640: 26%|##6 | 44/168 [00:08<00:23, 5.32it/s] 59/499 4.32G 0.01309 0.01059 0.006058 77 640: 27%|##6 | 45/168 [00:08<00:22, 5.39it/s] 59/499 4.32G 0.01308 0.01061 0.006066 80 640: 27%|##6 | 45/168 [00:08<00:22, 5.39it/s] 59/499 4.32G 0.01308 0.01061 0.006066 80 640: 27%|##7 | 46/168 [00:08<00:23, 5.24it/s] 59/499 4.32G 0.01307 0.01064 0.006044 84 640: 27%|##7 | 46/168 [00:08<00:23, 5.24it/s] 59/499 4.32G 0.01307 0.01064 0.006044 84 640: 28%|##7 | 47/168 [00:08<00:22, 5.34it/s] 59/499 4.32G 0.01306 0.01074 0.006018 99 640: 28%|##7 | 47/168 [00:09<00:22, 5.34it/s] 59/499 4.32G 0.01306 0.01074 0.006018 99 640: 29%|##8 | 48/168 [00:09<00:22, 5.41it/s] 59/499 4.32G 0.01303 0.01075 0.005975 76 640: 29%|##8 | 48/168 [00:09<00:22, 5.41it/s] 59/499 4.32G 0.01303 0.01075 0.005975 76 640: 29%|##9 | 49/168 [00:09<00:22, 5.25it/s] 59/499 4.32G 0.01302 0.01078 0.005926 89 640: 29%|##9 | 49/168 [00:09<00:22, 5.25it/s] 59/499 4.32G 0.01302 0.01078 0.005926 89 640: 30%|##9 | 50/168 [00:09<00:22, 5.33it/s] 59/499 4.32G 0.01302 0.01078 0.005885 62 640: 30%|##9 | 50/168 [00:09<00:22, 5.33it/s] 59/499 4.32G 0.01302 0.01078 0.005885 62 640: 30%|### | 51/168 [00:09<00:21, 5.39it/s] 59/499 4.32G 0.01299 0.01076 0.005869 63 640: 30%|### | 51/168 [00:09<00:21, 5.39it/s] 59/499 4.32G 0.01299 0.01076 0.005869 63 640: 31%|### | 52/168 [00:09<00:22, 5.26it/s] 59/499 4.32G 0.01297 0.01076 0.005888 62 640: 31%|### | 52/168 [00:10<00:22, 5.26it/s] 59/499 4.32G 0.01297 0.01076 0.005888 62 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s] 59/499 4.32G 0.013 0.01077 0.005853 70 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s] 59/499 4.32G 0.013 0.01077 0.005853 70 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s] 59/499 4.32G 0.01297 0.01075 0.005832 71 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s] 59/499 4.32G 0.01297 0.01075 0.005832 71 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s] 59/499 4.32G 0.01295 0.01077 0.005756 78 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s] 59/499 4.32G 0.01295 0.01077 0.005756 78 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s] 59/499 4.32G 0.01297 0.0108 0.005735 69 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s] 59/499 4.32G 0.01297 0.0108 0.005735 69 640: 34%|###3 | 57/168 [00:10<00:20, 5.37it/s] 59/499 4.32G 0.01296 0.01081 0.005721 68 640: 34%|###3 | 57/168 [00:10<00:20, 5.37it/s] 59/499 4.32G 0.01296 0.01081 0.005721 68 640: 35%|###4 | 58/168 [00:10<00:21, 5.23it/s] 59/499 4.32G 0.01298 0.01084 0.005724 78 640: 35%|###4 | 58/168 [00:11<00:21, 5.23it/s] 59/499 4.32G 0.01298 0.01084 0.005724 78 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s] 59/499 4.32G 0.01298 0.01081 0.00574 68 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s] 59/499 4.32G 0.01298 0.01081 0.00574 68 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s] 59/499 4.32G 0.01297 0.01082 0.005733 76 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s] 59/499 4.32G 0.01297 0.01082 0.005733 76 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s] 59/499 4.32G 0.01298 0.01081 0.005696 70 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s] 59/499 4.32G 0.01298 0.01081 0.005696 70 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s] 59/499 4.32G 0.01296 0.01081 0.005651 83 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s] 59/499 4.32G 0.01296 0.01081 0.005651 83 640: 38%|###7 | 63/168 [00:11<00:19, 5.33it/s] 59/499 4.32G 0.01295 0.0108 0.005649 77 640: 38%|###7 | 63/168 [00:12<00:19, 5.33it/s] 59/499 4.32G 0.01295 0.0108 0.005649 77 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s] 59/499 4.32G 0.01297 0.01079 0.005634 68 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s] 59/499 4.32G 0.01297 0.01079 0.005634 68 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s] 59/499 4.32G 0.01298 0.01081 0.005605 77 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s] 59/499 4.32G 0.01298 0.01081 0.005605 77 640: 39%|###9 | 66/168 [00:12<00:19, 5.33it/s] 59/499 4.32G 0.013 0.01081 0.005619 63 640: 39%|###9 | 66/168 [00:12<00:19, 5.33it/s] 59/499 4.32G 0.013 0.01081 0.005619 63 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s] 59/499 4.32G 0.013 0.01082 0.005576 61 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s] 59/499 4.32G 0.013 0.01082 0.005576 61 640: 40%|#### | 68/168 [00:12<00:18, 5.26it/s] 59/499 4.32G 0.01299 0.01085 0.005563 80 640: 40%|#### | 68/168 [00:13<00:18, 5.26it/s] 59/499 4.32G 0.01299 0.01085 0.005563 80 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s] 59/499 4.32G 0.01299 0.01085 0.005523 68 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s] 59/499 4.32G 0.01299 0.01085 0.005523 68 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s] 59/499 4.32G 0.013 0.01085 0.005512 72 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s] 59/499 4.32G 0.013 0.01085 0.005512 72 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s] 59/499 4.32G 0.01303 0.01085 0.005502 51 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s] 59/499 4.32G 0.01303 0.01085 0.005502 51 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s] 59/499 4.32G 0.01301 0.0109 0.005484 87 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s] 59/499 4.32G 0.01301 0.0109 0.005484 87 640: 43%|####3 | 73/168 [00:13<00:18, 5.18it/s] 59/499 4.32G 0.01302 0.01089 0.005439 59 640: 43%|####3 | 73/168 [00:14<00:18, 5.18it/s] 59/499 4.32G 0.01302 0.01089 0.005439 59 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s] 59/499 4.32G 0.013 0.01088 0.005422 67 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s] 59/499 4.32G 0.013 0.01088 0.005422 67 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 59/499 4.32G 0.01299 0.01087 0.005455 63 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 59/499 4.32G 0.01299 0.01087 0.005455 63 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s] 59/499 4.32G 0.01296 0.01084 0.005435 53 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s] 59/499 4.32G 0.01296 0.01084 0.005435 53 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s] 59/499 4.32G 0.01296 0.01084 0.005442 64 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s] 59/499 4.32G 0.01296 0.01084 0.005442 64 640: 46%|####6 | 78/168 [00:14<00:16, 5.33it/s] 59/499 4.32G 0.01296 0.01086 0.005428 80 640: 46%|####6 | 78/168 [00:14<00:16, 5.33it/s] 59/499 4.32G 0.01296 0.01086 0.005428 80 640: 47%|####7 | 79/168 [00:14<00:17, 5.15it/s] 59/499 4.32G 0.01297 0.01086 0.005425 63 640: 47%|####7 | 79/168 [00:15<00:17, 5.15it/s] 59/499 4.32G 0.01297 0.01086 0.005425 63 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s] 59/499 4.32G 0.01295 0.01084 0.005414 57 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s] 59/499 4.32G 0.01295 0.01084 0.005414 57 640: 48%|####8 | 81/168 [00:15<00:16, 5.30it/s] 59/499 4.32G 0.01294 0.01084 0.005439 71 640: 48%|####8 | 81/168 [00:15<00:16, 5.30it/s] 59/499 4.32G 0.01294 0.01084 0.005439 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s] 59/499 4.32G 0.01293 0.01085 0.005447 84 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s] 59/499 4.32G 0.01293 0.01085 0.005447 84 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s] 59/499 4.32G 0.01294 0.01086 0.005408 67 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s] 59/499 4.32G 0.01294 0.01086 0.005408 67 640: 50%|##### | 84/168 [00:15<00:15, 5.35it/s] 59/499 4.32G 0.01295 0.01085 0.005394 76 640: 50%|##### | 84/168 [00:16<00:15, 5.35it/s] 59/499 4.32G 0.01295 0.01085 0.005394 76 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s] 59/499 4.32G 0.01293 0.01083 0.005384 66 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s] 59/499 4.32G 0.01293 0.01083 0.005384 66 640: 51%|#####1 | 86/168 [00:16<00:15, 5.31it/s] 59/499 4.32G 0.01295 0.01082 0.005388 62 640: 51%|#####1 | 86/168 [00:16<00:15, 5.31it/s] 59/499 4.32G 0.01295 0.01082 0.005388 62 640: 52%|#####1 | 87/168 [00:16<00:15, 5.37it/s] 59/499 4.32G 0.01296 0.01081 0.005357 61 640: 52%|#####1 | 87/168 [00:16<00:15, 5.37it/s] 59/499 4.32G 0.01296 0.01081 0.005357 61 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s] 59/499 4.32G 0.01294 0.01079 0.005366 63 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s] 59/499 4.32G 0.01294 0.01079 0.005366 63 640: 53%|#####2 | 89/168 [00:16<00:14, 5.32it/s] 59/499 4.32G 0.01293 0.01078 0.005397 64 640: 53%|#####2 | 89/168 [00:17<00:14, 5.32it/s] 59/499 4.32G 0.01293 0.01078 0.005397 64 640: 54%|#####3 | 90/168 [00:17<00:14, 5.38it/s] 59/499 4.32G 0.01296 0.0108 0.005403 74 640: 54%|#####3 | 90/168 [00:17<00:14, 5.38it/s] 59/499 4.32G 0.01296 0.0108 0.005403 74 640: 54%|#####4 | 91/168 [00:17<00:14, 5.24it/s] 59/499 4.32G 0.01296 0.0108 0.005385 71 640: 54%|#####4 | 91/168 [00:17<00:14, 5.24it/s] 59/499 4.32G 0.01296 0.0108 0.005385 71 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s] 59/499 4.32G 0.01296 0.01083 0.005358 81 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s] 59/499 4.32G 0.01296 0.01083 0.005358 81 640: 55%|#####5 | 93/168 [00:17<00:13, 5.37it/s] 59/499 4.32G 0.01295 0.01081 0.005404 63 640: 55%|#####5 | 93/168 [00:17<00:13, 5.37it/s] 59/499 4.32G 0.01295 0.01081 0.005404 63 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s] 59/499 4.32G 0.01294 0.01079 0.005397 65 640: 56%|#####5 | 94/168 [00:18<00:14, 5.23it/s] 59/499 4.32G 0.01294 0.01079 0.005397 65 640: 57%|#####6 | 95/168 [00:18<00:13, 5.32it/s] 59/499 4.32G 0.01292 0.01082 0.005371 95 640: 57%|#####6 | 95/168 [00:18<00:13, 5.32it/s] 59/499 4.32G 0.01292 0.01082 0.005371 95 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s] 59/499 4.32G 0.01291 0.01082 0.005362 63 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s] 59/499 4.32G 0.01291 0.01082 0.005362 63 640: 58%|#####7 | 97/168 [00:18<00:13, 5.24it/s] 59/499 4.32G 0.01291 0.01083 0.005337 67 640: 58%|#####7 | 97/168 [00:18<00:13, 5.24it/s] 59/499 4.32G 0.01291 0.01083 0.005337 67 640: 58%|#####8 | 98/168 [00:18<00:13, 5.32it/s] 59/499 4.32G 0.01292 0.01083 0.005329 74 640: 58%|#####8 | 98/168 [00:18<00:13, 5.32it/s] 59/499 4.32G 0.01292 0.01083 0.005329 74 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s] 59/499 4.32G 0.01292 0.01083 0.005346 62 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s] 59/499 4.32G 0.01292 0.01083 0.005346 62 640: 60%|#####9 | 100/168 [00:18<00:13, 5.20it/s] 59/499 4.32G 0.01291 0.01082 0.005318 71 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s] 59/499 4.32G 0.01291 0.01082 0.005318 71 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s] 59/499 4.32G 0.01289 0.01084 0.005308 70 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s] 59/499 4.32G 0.01289 0.01084 0.005308 70 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s] 59/499 4.32G 0.01288 0.01083 0.005292 61 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s] 59/499 4.32G 0.01288 0.01083 0.005292 61 640: 61%|######1 | 103/168 [00:19<00:12, 5.17it/s] 59/499 4.32G 0.0129 0.01083 0.005274 59 640: 61%|######1 | 103/168 [00:19<00:12, 5.17it/s] 59/499 4.32G 0.0129 0.01083 0.005274 59 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s] 59/499 4.32G 0.01289 0.01083 0.005292 75 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s] 59/499 4.32G 0.01289 0.01083 0.005292 75 640: 62%|######2 | 105/168 [00:19<00:11, 5.33it/s] 59/499 4.32G 0.01289 0.01084 0.005278 80 640: 62%|######2 | 105/168 [00:20<00:11, 5.33it/s] 59/499 4.32G 0.01289 0.01084 0.005278 80 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s] 59/499 4.32G 0.01288 0.01083 0.00526 65 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s] 59/499 4.32G 0.01288 0.01083 0.00526 65 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s] 59/499 4.32G 0.01288 0.01082 0.00524 59 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s] 59/499 4.32G 0.01288 0.01082 0.00524 59 640: 64%|######4 | 108/168 [00:20<00:11, 5.28it/s] 59/499 4.32G 0.01287 0.01082 0.005273 66 640: 64%|######4 | 108/168 [00:20<00:11, 5.28it/s] 59/499 4.32G 0.01287 0.01082 0.005273 66 640: 65%|######4 | 109/168 [00:20<00:11, 5.13it/s] 59/499 4.32G 0.01288 0.01083 0.005302 63 640: 65%|######4 | 109/168 [00:20<00:11, 5.13it/s] 59/499 4.32G 0.01288 0.01083 0.005302 63 640: 65%|######5 | 110/168 [00:20<00:11, 5.19it/s] 59/499 4.32G 0.01289 0.01083 0.005279 64 640: 65%|######5 | 110/168 [00:21<00:11, 5.19it/s] 59/499 4.32G 0.01289 0.01083 0.005279 64 640: 66%|######6 | 111/168 [00:21<00:10, 5.28it/s] 59/499 4.32G 0.01287 0.01083 0.005278 75 640: 66%|######6 | 111/168 [00:21<00:10, 5.28it/s] 59/499 4.32G 0.01287 0.01083 0.005278 75 640: 67%|######6 | 112/168 [00:21<00:10, 5.16it/s] 59/499 4.32G 0.01287 0.01084 0.005262 72 640: 67%|######6 | 112/168 [00:21<00:10, 5.16it/s] 59/499 4.32G 0.01287 0.01084 0.005262 72 640: 67%|######7 | 113/168 [00:21<00:10, 5.19it/s] 59/499 4.32G 0.01288 0.01085 0.005275 70 640: 67%|######7 | 113/168 [00:21<00:10, 5.19it/s] 59/499 4.32G 0.01288 0.01085 0.005275 70 640: 68%|######7 | 114/168 [00:21<00:10, 5.28it/s] 59/499 4.32G 0.01287 0.01083 0.005271 64 640: 68%|######7 | 114/168 [00:21<00:10, 5.28it/s] 59/499 4.32G 0.01287 0.01083 0.005271 64 640: 68%|######8 | 115/168 [00:21<00:10, 5.17it/s] 59/499 4.32G 0.01287 0.01082 0.005259 59 640: 68%|######8 | 115/168 [00:22<00:10, 5.17it/s] 59/499 4.32G 0.01287 0.01082 0.005259 59 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s] 59/499 4.32G 0.01286 0.01082 0.005267 70 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s] 59/499 4.32G 0.01286 0.01082 0.005267 70 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s] 59/499 4.32G 0.01286 0.01081 0.00526 65 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s] 59/499 4.32G 0.01286 0.01081 0.00526 65 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s] 59/499 4.32G 0.01286 0.01083 0.005261 78 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s] 59/499 4.32G 0.01286 0.01083 0.005261 78 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s] 59/499 4.32G 0.01285 0.01083 0.005235 70 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s] 59/499 4.32G 0.01285 0.01083 0.005235 70 640: 71%|#######1 | 120/168 [00:22<00:09, 5.32it/s] 59/499 4.32G 0.01288 0.01084 0.005234 76 640: 71%|#######1 | 120/168 [00:22<00:09, 5.32it/s] 59/499 4.32G 0.01288 0.01084 0.005234 76 640: 72%|#######2 | 121/168 [00:22<00:09, 5.17it/s] 59/499 4.32G 0.0129 0.01083 0.005222 60 640: 72%|#######2 | 121/168 [00:23<00:09, 5.17it/s] 59/499 4.32G 0.0129 0.01083 0.005222 60 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s] 59/499 4.32G 0.0129 0.01083 0.005207 63 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s] 59/499 4.32G 0.0129 0.01083 0.005207 63 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s] 59/499 4.32G 0.01292 0.01082 0.005261 62 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s] 59/499 4.32G 0.01292 0.01082 0.005261 62 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s] 59/499 4.32G 0.01292 0.01081 0.005252 60 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s] 59/499 4.32G 0.01292 0.01081 0.005252 60 640: 74%|#######4 | 125/168 [00:23<00:08, 5.29it/s] 59/499 4.32G 0.01292 0.01081 0.005243 69 640: 74%|#######4 | 125/168 [00:23<00:08, 5.29it/s] 59/499 4.32G 0.01292 0.01081 0.005243 69 640: 75%|#######5 | 126/168 [00:23<00:07, 5.36it/s] 59/499 4.32G 0.0129 0.0108 0.005221 61 640: 75%|#######5 | 126/168 [00:24<00:07, 5.36it/s] 59/499 4.32G 0.0129 0.0108 0.005221 61 640: 76%|#######5 | 127/168 [00:24<00:07, 5.25it/s] 59/499 4.32G 0.01291 0.0108 0.005228 69 640: 76%|#######5 | 127/168 [00:24<00:07, 5.25it/s] 59/499 4.32G 0.01291 0.0108 0.005228 69 640: 76%|#######6 | 128/168 [00:24<00:07, 5.35it/s] 59/499 4.32G 0.01291 0.01078 0.005236 60 640: 76%|#######6 | 128/168 [00:24<00:07, 5.35it/s] 59/499 4.32G 0.01291 0.01078 0.005236 60 640: 77%|#######6 | 129/168 [00:24<00:07, 5.40it/s] 59/499 4.32G 0.01291 0.01077 0.005211 67 640: 77%|#######6 | 129/168 [00:24<00:07, 5.40it/s] 59/499 4.32G 0.01291 0.01077 0.005211 67 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s] 59/499 4.32G 0.01292 0.01079 0.005192 61 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s] 59/499 4.32G 0.01292 0.01079 0.005192 61 640: 78%|#######7 | 131/168 [00:24<00:06, 5.30it/s] 59/499 4.32G 0.01292 0.01077 0.005194 48 640: 78%|#######7 | 131/168 [00:25<00:06, 5.30it/s] 59/499 4.32G 0.01292 0.01077 0.005194 48 640: 79%|#######8 | 132/168 [00:25<00:06, 5.37it/s] 59/499 4.32G 0.01294 0.01079 0.005191 74 640: 79%|#######8 | 132/168 [00:25<00:06, 5.37it/s] 59/499 4.32G 0.01294 0.01079 0.005191 74 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s] 59/499 4.32G 0.01293 0.01079 0.005216 71 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s] 59/499 4.32G 0.01293 0.01079 0.005216 71 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s] 59/499 4.32G 0.01295 0.01078 0.00522 58 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s] 59/499 4.32G 0.01295 0.01078 0.00522 58 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s] 59/499 4.32G 0.01295 0.01078 0.005196 66 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s] 59/499 4.32G 0.01295 0.01078 0.005196 66 640: 81%|######## | 136/168 [00:25<00:06, 5.22it/s] 59/499 4.32G 0.01296 0.01078 0.005212 65 640: 81%|######## | 136/168 [00:25<00:06, 5.22it/s] 59/499 4.32G 0.01296 0.01078 0.005212 65 640: 82%|########1 | 137/168 [00:25<00:05, 5.31it/s] 59/499 4.32G 0.01295 0.01078 0.005241 72 640: 82%|########1 | 137/168 [00:26<00:05, 5.31it/s] 59/499 4.32G 0.01295 0.01078 0.005241 72 640: 82%|########2 | 138/168 [00:26<00:05, 5.36it/s] 59/499 4.32G 0.01296 0.01077 0.005244 58 640: 82%|########2 | 138/168 [00:26<00:05, 5.36it/s] 59/499 4.32G 0.01296 0.01077 0.005244 58 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s] 59/499 4.32G 0.01296 0.01078 0.005272 72 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s] 59/499 4.32G 0.01296 0.01078 0.005272 72 640: 83%|########3 | 140/168 [00:26<00:05, 5.24it/s] 59/499 4.32G 0.01298 0.01078 0.005268 67 640: 83%|########3 | 140/168 [00:26<00:05, 5.24it/s] 59/499 4.32G 0.01298 0.01078 0.005268 67 640: 84%|########3 | 141/168 [00:26<00:05, 5.32it/s] 59/499 4.32G 0.01296 0.0108 0.00527 80 640: 84%|########3 | 141/168 [00:26<00:05, 5.32it/s] 59/499 4.32G 0.01296 0.0108 0.00527 80 640: 85%|########4 | 142/168 [00:26<00:05, 5.16it/s] 59/499 4.32G 0.01296 0.01079 0.005257 58 640: 85%|########4 | 142/168 [00:27<00:05, 5.16it/s] 59/499 4.32G 0.01296 0.01079 0.005257 58 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s] 59/499 4.32G 0.01297 0.01078 0.005266 59 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s] 59/499 4.32G 0.01297 0.01078 0.005266 59 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s] 59/499 4.32G 0.01297 0.01077 0.005251 56 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s] 59/499 4.32G 0.01297 0.01077 0.005251 56 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s] 59/499 4.32G 0.01297 0.01076 0.005298 67 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s] 59/499 4.32G 0.01297 0.01076 0.005298 67 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s] 59/499 4.32G 0.01296 0.01078 0.00529 81 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s] 59/499 4.32G 0.01296 0.01078 0.00529 81 640: 88%|########7 | 147/168 [00:27<00:03, 5.35it/s] 59/499 4.32G 0.01296 0.01077 0.00529 59 640: 88%|########7 | 147/168 [00:28<00:03, 5.35it/s] 59/499 4.32G 0.01296 0.01077 0.00529 59 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s] 59/499 4.32G 0.01296 0.01078 0.005286 76 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s] 59/499 4.32G 0.01296 0.01078 0.005286 76 640: 89%|########8 | 149/168 [00:28<00:03, 5.21it/s] 59/499 4.32G 0.01295 0.01077 0.005308 62 640: 89%|########8 | 149/168 [00:28<00:03, 5.21it/s] 59/499 4.32G 0.01295 0.01077 0.005308 62 640: 89%|########9 | 150/168 [00:28<00:03, 5.26it/s] 59/499 4.32G 0.01294 0.01077 0.005301 77 640: 89%|########9 | 150/168 [00:28<00:03, 5.26it/s] 59/499 4.32G 0.01294 0.01077 0.005301 77 640: 90%|########9 | 151/168 [00:28<00:03, 5.14it/s] 59/499 4.32G 0.01294 0.01076 0.005303 58 640: 90%|########9 | 151/168 [00:28<00:03, 5.14it/s] 59/499 4.32G 0.01294 0.01076 0.005303 58 640: 90%|######### | 152/168 [00:28<00:03, 5.26it/s] 59/499 4.32G 0.01294 0.01078 0.005284 82 640: 90%|######### | 152/168 [00:29<00:03, 5.26it/s] 59/499 4.32G 0.01294 0.01078 0.005284 82 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s] 59/499 4.32G 0.01294 0.01078 0.005297 73 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s] 59/499 4.32G 0.01294 0.01078 0.005297 73 640: 92%|#########1| 154/168 [00:29<00:02, 5.18it/s] 59/499 4.32G 0.01294 0.01079 0.005281 77 640: 92%|#########1| 154/168 [00:29<00:02, 5.18it/s] 59/499 4.32G 0.01294 0.01079 0.005281 77 640: 92%|#########2| 155/168 [00:29<00:02, 5.18it/s] 59/499 4.32G 0.01294 0.0108 0.005269 77 640: 92%|#########2| 155/168 [00:29<00:02, 5.18it/s] 59/499 4.32G 0.01294 0.0108 0.005269 77 640: 93%|#########2| 156/168 [00:29<00:02, 5.27it/s] 59/499 4.32G 0.01293 0.01081 0.005289 89 640: 93%|#########2| 156/168 [00:29<00:02, 5.27it/s] 59/499 4.32G 0.01293 0.01081 0.005289 89 640: 93%|#########3| 157/168 [00:29<00:02, 5.15it/s] 59/499 4.32G 0.01292 0.01082 0.005267 69 640: 93%|#########3| 157/168 [00:29<00:02, 5.15it/s] 59/499 4.32G 0.01292 0.01082 0.005267 69 640: 94%|#########4| 158/168 [00:29<00:01, 5.26it/s] 59/499 4.32G 0.01293 0.01083 0.005269 70 640: 94%|#########4| 158/168 [00:30<00:01, 5.26it/s] 59/499 4.32G 0.01293 0.01083 0.005269 70 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s] 59/499 4.32G 0.01292 0.01082 0.005271 62 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s] 59/499 4.32G 0.01292 0.01082 0.005271 62 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s] 59/499 4.32G 0.01292 0.01082 0.005259 65 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s] 59/499 4.32G 0.01292 0.01082 0.005259 65 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s] 59/499 4.32G 0.01293 0.01083 0.005247 78 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s] 59/499 4.32G 0.01293 0.01083 0.005247 78 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s] 59/499 4.32G 0.01293 0.01084 0.005242 81 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s] 59/499 4.32G 0.01293 0.01084 0.005242 81 640: 97%|#########7| 163/168 [00:30<00:00, 5.23it/s] 59/499 4.32G 0.01292 0.01082 0.005235 66 640: 97%|#########7| 163/168 [00:31<00:00, 5.23it/s] 59/499 4.32G 0.01292 0.01082 0.005235 66 640: 98%|#########7| 164/168 [00:31<00:00, 5.32it/s] 59/499 4.32G 0.01292 0.01082 0.005244 72 640: 98%|#########7| 164/168 [00:31<00:00, 5.32it/s] 59/499 4.32G 0.01292 0.01082 0.005244 72 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s] 59/499 4.32G 0.01293 0.01083 0.005276 73 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s] 59/499 4.32G 0.01293 0.01083 0.005276 73 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s] 59/499 4.32G 0.01292 0.01082 0.005269 60 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s] 59/499 4.32G 0.01292 0.01082 0.005269 60 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s] 59/499 4.32G 0.01293 0.01081 0.005284 36 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s] 59/499 4.32G 0.01293 0.01081 0.005284 36 640: 100%|##########| 168/168 [00:31<00:00, 5.49it/s] 59/499 4.32G 0.01293 0.01081 0.005284 36 640: 100%|##########| 168/168 [00:31<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.98it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.54it/s] all 132 263 0.786 0.84 0.844 0.72 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 60/499 4.32G 0.01464 0.01161 0.004167 66 640: 0%| | 0/168 [00:00<?, ?it/s] 60/499 4.32G 0.01464 0.01161 0.004167 66 640: 1%| | 1/168 [00:00<00:33, 4.96it/s] 60/499 4.32G 0.01388 0.01047 0.003803 65 640: 1%| | 1/168 [00:00<00:33, 4.96it/s] 60/499 4.32G 0.01388 0.01047 0.003803 65 640: 1%|1 | 2/168 [00:00<00:31, 5.28it/s] 60/499 4.32G 0.0134 0.01037 0.004327 59 640: 1%|1 | 2/168 [00:00<00:31, 5.28it/s] 60/499 4.32G 0.0134 0.01037 0.004327 59 640: 2%|1 | 3/168 [00:00<00:31, 5.26it/s] 60/499 4.32G 0.01303 0.01017 0.004583 66 640: 2%|1 | 3/168 [00:00<00:31, 5.26it/s] 60/499 4.32G 0.01303 0.01017 0.004583 66 640: 2%|2 | 4/168 [00:00<00:31, 5.13it/s] 60/499 4.32G 0.01345 0.01075 0.004693 78 640: 2%|2 | 4/168 [00:00<00:31, 5.13it/s] 60/499 4.32G 0.01345 0.01075 0.004693 78 640: 3%|2 | 5/168 [00:00<00:30, 5.27it/s] 60/499 4.32G 0.01354 0.01037 0.005384 56 640: 3%|2 | 5/168 [00:01<00:30, 5.27it/s] 60/499 4.32G 0.01354 0.01037 0.005384 56 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s] 60/499 4.32G 0.01342 0.01061 0.005043 78 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s] 60/499 4.32G 0.01342 0.01061 0.005043 78 640: 4%|4 | 7/168 [00:01<00:30, 5.22it/s] 60/499 4.32G 0.01338 0.01074 0.005692 62 640: 4%|4 | 7/168 [00:01<00:30, 5.22it/s] 60/499 4.32G 0.01338 0.01074 0.005692 62 640: 5%|4 | 8/168 [00:01<00:29, 5.33it/s] 60/499 4.32G 0.0135 0.01105 0.005515 72 640: 5%|4 | 8/168 [00:01<00:29, 5.33it/s] 60/499 4.32G 0.0135 0.01105 0.005515 72 640: 5%|5 | 9/168 [00:01<00:29, 5.40it/s] 60/499 4.32G 0.01317 0.01085 0.005497 62 640: 5%|5 | 9/168 [00:01<00:29, 5.40it/s] 60/499 4.32G 0.01317 0.01085 0.005497 62 640: 6%|5 | 10/168 [00:01<00:30, 5.26it/s] 60/499 4.32G 0.01329 0.01108 0.005404 80 640: 6%|5 | 10/168 [00:02<00:30, 5.26it/s] 60/499 4.32G 0.01329 0.01108 0.005404 80 640: 7%|6 | 11/168 [00:02<00:29, 5.33it/s] 60/499 4.32G 0.01313 0.01102 0.005235 68 640: 7%|6 | 11/168 [00:02<00:29, 5.33it/s] 60/499 4.32G 0.01313 0.01102 0.005235 68 640: 7%|7 | 12/168 [00:02<00:28, 5.40it/s] 60/499 4.32G 0.01317 0.01101 0.005581 65 640: 7%|7 | 12/168 [00:02<00:28, 5.40it/s] 60/499 4.32G 0.01317 0.01101 0.005581 65 640: 8%|7 | 13/168 [00:02<00:29, 5.25it/s] 60/499 4.32G 0.01315 0.01115 0.005472 78 640: 8%|7 | 13/168 [00:02<00:29, 5.25it/s] 60/499 4.32G 0.01315 0.01115 0.005472 78 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s] 60/499 4.32G 0.01313 0.01108 0.005442 65 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s] 60/499 4.32G 0.01313 0.01108 0.005442 65 640: 9%|8 | 15/168 [00:02<00:28, 5.36it/s] 60/499 4.32G 0.01314 0.01112 0.005461 73 640: 9%|8 | 15/168 [00:03<00:28, 5.36it/s] 60/499 4.32G 0.01314 0.01112 0.005461 73 640: 10%|9 | 16/168 [00:03<00:29, 5.24it/s] 60/499 4.32G 0.01314 0.01117 0.005383 78 640: 10%|9 | 16/168 [00:03<00:29, 5.24it/s] 60/499 4.32G 0.01314 0.01117 0.005383 78 640: 10%|# | 17/168 [00:03<00:28, 5.29it/s] 60/499 4.32G 0.01313 0.01107 0.005328 67 640: 10%|# | 17/168 [00:03<00:28, 5.29it/s] 60/499 4.32G 0.01313 0.01107 0.005328 67 640: 11%|# | 18/168 [00:03<00:27, 5.38it/s] 60/499 4.32G 0.01308 0.01101 0.005282 74 640: 11%|# | 18/168 [00:03<00:27, 5.38it/s] 60/499 4.32G 0.01308 0.01101 0.005282 74 640: 11%|#1 | 19/168 [00:03<00:28, 5.23it/s] 60/499 4.32G 0.01313 0.01092 0.005188 63 640: 11%|#1 | 19/168 [00:03<00:28, 5.23it/s] 60/499 4.32G 0.01313 0.01092 0.005188 63 640: 12%|#1 | 20/168 [00:03<00:27, 5.33it/s] 60/499 4.32G 0.01322 0.01094 0.00538 66 640: 12%|#1 | 20/168 [00:03<00:27, 5.33it/s] 60/499 4.32G 0.01322 0.01094 0.00538 66 640: 12%|#2 | 21/168 [00:03<00:27, 5.38it/s] 60/499 4.32G 0.01328 0.01101 0.005421 80 640: 12%|#2 | 21/168 [00:04<00:27, 5.38it/s] 60/499 4.32G 0.01328 0.01101 0.005421 80 640: 13%|#3 | 22/168 [00:04<00:27, 5.23it/s] 60/499 4.32G 0.01322 0.01092 0.005419 64 640: 13%|#3 | 22/168 [00:04<00:27, 5.23it/s] 60/499 4.32G 0.01322 0.01092 0.005419 64 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s] 60/499 4.32G 0.0132 0.01086 0.005449 57 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s] 60/499 4.32G 0.0132 0.01086 0.005449 57 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s] 60/499 4.32G 0.01325 0.01094 0.00546 81 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s] 60/499 4.32G 0.01325 0.01094 0.00546 81 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s] 60/499 4.32G 0.01328 0.01092 0.005371 75 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s] 60/499 4.32G 0.01328 0.01092 0.005371 75 640: 15%|#5 | 26/168 [00:04<00:26, 5.31it/s] 60/499 4.32G 0.01331 0.01093 0.005374 71 640: 15%|#5 | 26/168 [00:05<00:26, 5.31it/s] 60/499 4.32G 0.01331 0.01093 0.005374 71 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s] 60/499 4.32G 0.01324 0.01086 0.005278 62 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s] 60/499 4.32G 0.01324 0.01086 0.005278 62 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s] 60/499 4.32G 0.01321 0.01094 0.00519 92 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s] 60/499 4.32G 0.01321 0.01094 0.00519 92 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s] 60/499 4.32G 0.01318 0.01092 0.00536 73 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s] 60/499 4.32G 0.01318 0.01092 0.00536 73 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s] 60/499 4.32G 0.01308 0.01086 0.005349 57 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s] 60/499 4.32G 0.01308 0.01086 0.005349 57 640: 18%|#8 | 31/168 [00:05<00:26, 5.19it/s] 60/499 4.32G 0.0131 0.01087 0.005359 74 640: 18%|#8 | 31/168 [00:06<00:26, 5.19it/s] 60/499 4.32G 0.0131 0.01087 0.005359 74 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s] 60/499 4.32G 0.01308 0.01088 0.005378 77 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s] 60/499 4.32G 0.01308 0.01088 0.005378 77 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s] 60/499 4.32G 0.01305 0.01086 0.005337 59 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s] 60/499 4.32G 0.01305 0.01086 0.005337 59 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s] 60/499 4.32G 0.01302 0.01081 0.005209 51 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s] 60/499 4.32G 0.01302 0.01081 0.005209 51 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s] 60/499 4.32G 0.01302 0.01079 0.00512 67 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s] 60/499 4.32G 0.01302 0.01079 0.00512 67 640: 21%|##1 | 36/168 [00:06<00:24, 5.32it/s] 60/499 4.32G 0.01303 0.01081 0.005129 77 640: 21%|##1 | 36/168 [00:07<00:24, 5.32it/s] 60/499 4.32G 0.01303 0.01081 0.005129 77 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s] 60/499 4.32G 0.01303 0.01081 0.005224 53 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s] 60/499 4.32G 0.01303 0.01081 0.005224 53 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s] 60/499 4.32G 0.01301 0.01083 0.005278 81 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s] 60/499 4.32G 0.01301 0.01083 0.005278 81 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s] 60/499 4.32G 0.01298 0.01088 0.005239 78 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s] 60/499 4.32G 0.01298 0.01088 0.005239 78 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s] 60/499 4.32G 0.01293 0.01078 0.005225 57 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s] 60/499 4.32G 0.01293 0.01078 0.005225 57 640: 24%|##4 | 41/168 [00:07<00:24, 5.29it/s] 60/499 4.32G 0.01297 0.01076 0.005184 57 640: 24%|##4 | 41/168 [00:07<00:24, 5.29it/s] 60/499 4.32G 0.01297 0.01076 0.005184 57 640: 25%|##5 | 42/168 [00:07<00:23, 5.32it/s] 60/499 4.32G 0.01295 0.01075 0.005159 65 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s] 60/499 4.32G 0.01295 0.01075 0.005159 65 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s] 60/499 4.32G 0.01293 0.01075 0.005171 78 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s] 60/499 4.32G 0.01293 0.01075 0.005171 78 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s] 60/499 4.32G 0.0129 0.01073 0.005151 74 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s] 60/499 4.32G 0.0129 0.01073 0.005151 74 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s] 60/499 4.32G 0.01287 0.01074 0.005121 84 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s] 60/499 4.32G 0.01287 0.01074 0.005121 84 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s] 60/499 4.32G 0.01286 0.01074 0.005128 65 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s] 60/499 4.32G 0.01286 0.01074 0.005128 65 640: 28%|##7 | 47/168 [00:08<00:22, 5.29it/s] 60/499 4.32G 0.01288 0.01074 0.005087 65 640: 28%|##7 | 47/168 [00:09<00:22, 5.29it/s] 60/499 4.32G 0.01288 0.01074 0.005087 65 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s] 60/499 4.32G 0.01285 0.01074 0.00512 69 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s] 60/499 4.32G 0.01285 0.01074 0.00512 69 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s] 60/499 4.32G 0.01286 0.01077 0.005079 71 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s] 60/499 4.32G 0.01286 0.01077 0.005079 71 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s] 60/499 4.32G 0.01287 0.01076 0.005049 59 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s] 60/499 4.32G 0.01287 0.01076 0.005049 59 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s] 60/499 4.32G 0.01286 0.01076 0.005111 75 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s] 60/499 4.32G 0.01286 0.01076 0.005111 75 640: 31%|### | 52/168 [00:09<00:22, 5.11it/s] 60/499 4.32G 0.01296 0.0107 0.005133 49 640: 31%|### | 52/168 [00:10<00:22, 5.11it/s] 60/499 4.32G 0.01296 0.0107 0.005133 49 640: 32%|###1 | 53/168 [00:10<00:22, 5.22it/s] 60/499 4.32G 0.01301 0.01074 0.005087 73 640: 32%|###1 | 53/168 [00:10<00:22, 5.22it/s] 60/499 4.32G 0.01301 0.01074 0.005087 73 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s] 60/499 4.32G 0.01303 0.01081 0.005122 73 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s] 60/499 4.32G 0.01303 0.01081 0.005122 73 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s] 60/499 4.32G 0.01302 0.01084 0.005138 92 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s] 60/499 4.32G 0.01302 0.01084 0.005138 92 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s] 60/499 4.32G 0.01301 0.01079 0.005167 52 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s] 60/499 4.32G 0.01301 0.01079 0.005167 52 640: 34%|###3 | 57/168 [00:10<00:20, 5.33it/s] 60/499 4.32G 0.01305 0.01084 0.005209 77 640: 34%|###3 | 57/168 [00:10<00:20, 5.33it/s] 60/499 4.32G 0.01305 0.01084 0.005209 77 640: 35%|###4 | 58/168 [00:10<00:21, 5.20it/s] 60/499 4.32G 0.01305 0.01084 0.00525 73 640: 35%|###4 | 58/168 [00:11<00:21, 5.20it/s] 60/499 4.32G 0.01305 0.01084 0.00525 73 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s] 60/499 4.32G 0.01305 0.01085 0.005204 71 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s] 60/499 4.32G 0.01305 0.01085 0.005204 71 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s] 60/499 4.32G 0.01304 0.01083 0.005225 74 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s] 60/499 4.32G 0.01304 0.01083 0.005225 74 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s] 60/499 4.32G 0.01304 0.01085 0.005247 80 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s] 60/499 4.32G 0.01304 0.01085 0.005247 80 640: 37%|###6 | 62/168 [00:11<00:20, 5.25it/s] 60/499 4.32G 0.01304 0.01091 0.005243 91 640: 37%|###6 | 62/168 [00:11<00:20, 5.25it/s] 60/499 4.32G 0.01304 0.01091 0.005243 91 640: 38%|###7 | 63/168 [00:11<00:19, 5.34it/s] 60/499 4.32G 0.01306 0.01089 0.005276 62 640: 38%|###7 | 63/168 [00:12<00:19, 5.34it/s] 60/499 4.32G 0.01306 0.01089 0.005276 62 640: 38%|###8 | 64/168 [00:12<00:20, 5.20it/s] 60/499 4.32G 0.01304 0.01088 0.00528 80 640: 38%|###8 | 64/168 [00:12<00:20, 5.20it/s] 60/499 4.32G 0.01304 0.01088 0.00528 80 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s] 60/499 4.32G 0.01301 0.01085 0.005232 66 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s] 60/499 4.32G 0.01301 0.01085 0.005232 66 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s] 60/499 4.32G 0.013 0.01089 0.005217 82 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s] 60/499 4.32G 0.013 0.01089 0.005217 82 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s] 60/499 4.32G 0.01299 0.01086 0.005231 53 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s] 60/499 4.32G 0.01299 0.01086 0.005231 53 640: 40%|#### | 68/168 [00:12<00:18, 5.29it/s] 60/499 4.32G 0.01299 0.01085 0.005255 64 640: 40%|#### | 68/168 [00:13<00:18, 5.29it/s] 60/499 4.32G 0.01299 0.01085 0.005255 64 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s] 60/499 4.32G 0.01299 0.01087 0.005283 85 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s] 60/499 4.32G 0.01299 0.01087 0.005283 85 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s] 60/499 4.32G 0.01298 0.01088 0.005273 69 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s] 60/499 4.32G 0.01298 0.01088 0.005273 69 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s] 60/499 4.32G 0.01299 0.01086 0.005244 57 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s] 60/499 4.32G 0.01299 0.01086 0.005244 57 640: 43%|####2 | 72/168 [00:13<00:18, 5.31it/s] 60/499 4.32G 0.01301 0.01084 0.005207 57 640: 43%|####2 | 72/168 [00:13<00:18, 5.31it/s] 60/499 4.32G 0.01301 0.01084 0.005207 57 640: 43%|####3 | 73/168 [00:13<00:18, 5.10it/s] 60/499 4.32G 0.013 0.01084 0.005206 78 640: 43%|####3 | 73/168 [00:14<00:18, 5.10it/s] 60/499 4.32G 0.013 0.01084 0.005206 78 640: 44%|####4 | 74/168 [00:14<00:17, 5.23it/s] 60/499 4.32G 0.013 0.01086 0.005181 69 640: 44%|####4 | 74/168 [00:14<00:17, 5.23it/s] 60/499 4.32G 0.013 0.01086 0.005181 69 640: 45%|####4 | 75/168 [00:14<00:17, 5.30it/s] 60/499 4.32G 0.013 0.01088 0.005189 78 640: 45%|####4 | 75/168 [00:14<00:17, 5.30it/s] 60/499 4.32G 0.013 0.01088 0.005189 78 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s] 60/499 4.32G 0.01303 0.01094 0.005211 80 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s] 60/499 4.32G 0.01303 0.01094 0.005211 80 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s] 60/499 4.32G 0.01306 0.01096 0.005202 73 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s] 60/499 4.32G 0.01306 0.01096 0.005202 73 640: 46%|####6 | 78/168 [00:14<00:16, 5.30it/s] 60/499 4.32G 0.01307 0.01096 0.005261 62 640: 46%|####6 | 78/168 [00:14<00:16, 5.30it/s] 60/499 4.32G 0.01307 0.01096 0.005261 62 640: 47%|####7 | 79/168 [00:14<00:17, 5.17it/s] 60/499 4.32G 0.01307 0.01093 0.005263 62 640: 47%|####7 | 79/168 [00:15<00:17, 5.17it/s] 60/499 4.32G 0.01307 0.01093 0.005263 62 640: 48%|####7 | 80/168 [00:15<00:16, 5.28it/s] 60/499 4.32G 0.01306 0.01093 0.005251 57 640: 48%|####7 | 80/168 [00:15<00:16, 5.28it/s] 60/499 4.32G 0.01306 0.01093 0.005251 57 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s] 60/499 4.32G 0.01305 0.01093 0.005255 73 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s] 60/499 4.32G 0.01305 0.01093 0.005255 73 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s] 60/499 4.32G 0.01304 0.01092 0.005238 69 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s] 60/499 4.32G 0.01304 0.01092 0.005238 69 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s] 60/499 4.32G 0.01304 0.01092 0.005232 75 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s] 60/499 4.32G 0.01304 0.01092 0.005232 75 640: 50%|##### | 84/168 [00:15<00:15, 5.38it/s] 60/499 4.32G 0.01304 0.0109 0.005229 59 640: 50%|##### | 84/168 [00:16<00:15, 5.38it/s] 60/499 4.32G 0.01304 0.0109 0.005229 59 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s] 60/499 4.32G 0.01305 0.01089 0.005268 67 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s] 60/499 4.32G 0.01305 0.01089 0.005268 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.33it/s] 60/499 4.32G 0.01305 0.01087 0.005277 62 640: 51%|#####1 | 86/168 [00:16<00:15, 5.33it/s] 60/499 4.32G 0.01305 0.01087 0.005277 62 640: 52%|#####1 | 87/168 [00:16<00:14, 5.41it/s] 60/499 4.32G 0.01305 0.01087 0.005265 77 640: 52%|#####1 | 87/168 [00:16<00:14, 5.41it/s] 60/499 4.32G 0.01305 0.01087 0.005265 77 640: 52%|#####2 | 88/168 [00:16<00:15, 5.25it/s] 60/499 4.32G 0.01306 0.01084 0.005274 46 640: 52%|#####2 | 88/168 [00:16<00:15, 5.25it/s] 60/499 4.32G 0.01306 0.01084 0.005274 46 640: 53%|#####2 | 89/168 [00:16<00:14, 5.34it/s] 60/499 4.32G 0.01306 0.01082 0.005314 70 640: 53%|#####2 | 89/168 [00:17<00:14, 5.34it/s] 60/499 4.32G 0.01306 0.01082 0.005314 70 640: 54%|#####3 | 90/168 [00:17<00:14, 5.41it/s] 60/499 4.32G 0.01306 0.01082 0.005314 70 640: 54%|#####3 | 90/168 [00:17<00:14, 5.41it/s] 60/499 4.32G 0.01306 0.01082 0.005314 70 640: 54%|#####4 | 91/168 [00:17<00:14, 5.24it/s] 60/499 4.32G 0.01309 0.0108 0.005297 49 640: 54%|#####4 | 91/168 [00:17<00:14, 5.24it/s] 60/499 4.32G 0.01309 0.0108 0.005297 49 640: 55%|#####4 | 92/168 [00:17<00:14, 5.32it/s] 60/499 4.32G 0.01311 0.01078 0.005303 64 640: 55%|#####4 | 92/168 [00:17<00:14, 5.32it/s] 60/499 4.32G 0.01311 0.01078 0.005303 64 640: 55%|#####5 | 93/168 [00:17<00:13, 5.39it/s] 60/499 4.32G 0.0131 0.0108 0.005273 91 640: 55%|#####5 | 93/168 [00:17<00:13, 5.39it/s] 60/499 4.32G 0.0131 0.0108 0.005273 91 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s] 60/499 4.32G 0.01309 0.0108 0.00529 71 640: 56%|#####5 | 94/168 [00:18<00:14, 5.23it/s] 60/499 4.32G 0.01309 0.0108 0.00529 71 640: 57%|#####6 | 95/168 [00:18<00:13, 5.28it/s] 60/499 4.32G 0.01308 0.01078 0.005312 66 640: 57%|#####6 | 95/168 [00:18<00:13, 5.28it/s] 60/499 4.32G 0.01308 0.01078 0.005312 66 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s] 60/499 4.32G 0.01309 0.01077 0.005337 63 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s] 60/499 4.32G 0.01309 0.01077 0.005337 63 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s] 60/499 4.32G 0.0131 0.01077 0.005319 68 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s] 60/499 4.32G 0.0131 0.01077 0.005319 68 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s] 60/499 4.32G 0.01312 0.01077 0.005294 56 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s] 60/499 4.32G 0.01312 0.01077 0.005294 56 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s] 60/499 4.32G 0.01313 0.01076 0.005286 64 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s] 60/499 4.32G 0.01313 0.01076 0.005286 64 640: 60%|#####9 | 100/168 [00:18<00:13, 5.18it/s] 60/499 4.32G 0.01314 0.01074 0.005278 63 640: 60%|#####9 | 100/168 [00:19<00:13, 5.18it/s] 60/499 4.32G 0.01314 0.01074 0.005278 63 640: 60%|###### | 101/168 [00:19<00:12, 5.25it/s] 60/499 4.32G 0.01314 0.01072 0.005248 53 640: 60%|###### | 101/168 [00:19<00:12, 5.25it/s] 60/499 4.32G 0.01314 0.01072 0.005248 53 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s] 60/499 4.32G 0.01317 0.01075 0.00522 68 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s] 60/499 4.32G 0.01317 0.01075 0.00522 68 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s] 60/499 4.32G 0.01316 0.01073 0.005212 58 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s] 60/499 4.32G 0.01316 0.01073 0.005212 58 640: 62%|######1 | 104/168 [00:19<00:12, 5.26it/s] 60/499 4.32G 0.01316 0.01076 0.005223 73 640: 62%|######1 | 104/168 [00:19<00:12, 5.26it/s] 60/499 4.32G 0.01316 0.01076 0.005223 73 640: 62%|######2 | 105/168 [00:19<00:11, 5.35it/s] 60/499 4.32G 0.01317 0.0108 0.005243 76 640: 62%|######2 | 105/168 [00:20<00:11, 5.35it/s] 60/499 4.32G 0.01317 0.0108 0.005243 76 640: 63%|######3 | 106/168 [00:20<00:11, 5.23it/s] 60/499 4.32G 0.01316 0.01082 0.005255 82 640: 63%|######3 | 106/168 [00:20<00:11, 5.23it/s] 60/499 4.32G 0.01316 0.01082 0.005255 82 640: 64%|######3 | 107/168 [00:20<00:11, 5.31it/s] 60/499 4.32G 0.01314 0.01079 0.005261 63 640: 64%|######3 | 107/168 [00:20<00:11, 5.31it/s] 60/499 4.32G 0.01314 0.01079 0.005261 63 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s] 60/499 4.32G 0.01314 0.01077 0.005255 54 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s] 60/499 4.32G 0.01314 0.01077 0.005255 54 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s] 60/499 4.32G 0.01316 0.01078 0.005238 73 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s] 60/499 4.32G 0.01316 0.01078 0.005238 73 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s] 60/499 4.32G 0.01315 0.01077 0.005223 63 640: 65%|######5 | 110/168 [00:21<00:10, 5.30it/s] 60/499 4.32G 0.01315 0.01077 0.005223 63 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s] 60/499 4.32G 0.01313 0.01078 0.005202 85 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s] 60/499 4.32G 0.01313 0.01078 0.005202 85 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s] 60/499 4.32G 0.01313 0.01077 0.005198 62 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s] 60/499 4.32G 0.01313 0.01077 0.005198 62 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s] 60/499 4.32G 0.01313 0.01078 0.005187 82 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s] 60/499 4.32G 0.01313 0.01078 0.005187 82 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s] 60/499 4.32G 0.01314 0.01078 0.005178 70 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s] 60/499 4.32G 0.01314 0.01078 0.005178 70 640: 68%|######8 | 115/168 [00:21<00:10, 5.22it/s] 60/499 4.32G 0.01313 0.01078 0.005175 72 640: 68%|######8 | 115/168 [00:21<00:10, 5.22it/s] 60/499 4.32G 0.01313 0.01078 0.005175 72 640: 69%|######9 | 116/168 [00:21<00:09, 5.31it/s] 60/499 4.32G 0.01312 0.01077 0.005154 74 640: 69%|######9 | 116/168 [00:22<00:09, 5.31it/s] 60/499 4.32G 0.01312 0.01077 0.005154 74 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s] 60/499 4.32G 0.01312 0.01077 0.005162 65 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s] 60/499 4.32G 0.01312 0.01077 0.005162 65 640: 70%|####### | 118/168 [00:22<00:09, 5.17it/s] 60/499 4.32G 0.01312 0.01076 0.005157 61 640: 70%|####### | 118/168 [00:22<00:09, 5.17it/s] 60/499 4.32G 0.01312 0.01076 0.005157 61 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s] 60/499 4.32G 0.01313 0.01075 0.005205 60 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s] 60/499 4.32G 0.01313 0.01075 0.005205 60 640: 71%|#######1 | 120/168 [00:22<00:08, 5.33it/s] 60/499 4.32G 0.01311 0.01074 0.005227 63 640: 71%|#######1 | 120/168 [00:22<00:08, 5.33it/s] 60/499 4.32G 0.01311 0.01074 0.005227 63 640: 72%|#######2 | 121/168 [00:22<00:09, 5.20it/s] 60/499 4.32G 0.01312 0.01074 0.005262 66 640: 72%|#######2 | 121/168 [00:23<00:09, 5.20it/s] 60/499 4.32G 0.01312 0.01074 0.005262 66 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s] 60/499 4.32G 0.01315 0.01075 0.005252 68 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s] 60/499 4.32G 0.01315 0.01075 0.005252 68 640: 73%|#######3 | 123/168 [00:23<00:08, 5.26it/s] 60/499 4.32G 0.01315 0.01077 0.005264 79 640: 73%|#######3 | 123/168 [00:23<00:08, 5.26it/s] 60/499 4.32G 0.01315 0.01077 0.005264 79 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s] 60/499 4.32G 0.01316 0.01079 0.005251 75 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s] 60/499 4.32G 0.01316 0.01079 0.005251 75 640: 74%|#######4 | 125/168 [00:23<00:08, 5.24it/s] 60/499 4.32G 0.01316 0.01079 0.005243 76 640: 74%|#######4 | 125/168 [00:23<00:08, 5.24it/s] 60/499 4.32G 0.01316 0.01079 0.005243 76 640: 75%|#######5 | 126/168 [00:23<00:07, 5.28it/s] 60/499 4.32G 0.01318 0.01078 0.005241 63 640: 75%|#######5 | 126/168 [00:24<00:07, 5.28it/s] 60/499 4.32G 0.01318 0.01078 0.005241 63 640: 76%|#######5 | 127/168 [00:24<00:07, 5.15it/s] 60/499 4.32G 0.0132 0.0108 0.005213 82 640: 76%|#######5 | 127/168 [00:24<00:07, 5.15it/s] 60/499 4.32G 0.0132 0.0108 0.005213 82 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s] 60/499 4.32G 0.01318 0.0108 0.005201 75 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s] 60/499 4.32G 0.01318 0.0108 0.005201 75 640: 77%|#######6 | 129/168 [00:24<00:07, 5.33it/s] 60/499 4.32G 0.01318 0.01079 0.005167 55 640: 77%|#######6 | 129/168 [00:24<00:07, 5.33it/s] 60/499 4.32G 0.01318 0.01079 0.005167 55 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s] 60/499 4.32G 0.0132 0.01079 0.005193 70 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s] 60/499 4.32G 0.0132 0.01079 0.005193 70 640: 78%|#######7 | 131/168 [00:24<00:07, 5.27it/s] 60/499 4.32G 0.0132 0.01078 0.005205 66 640: 78%|#######7 | 131/168 [00:25<00:07, 5.27it/s] 60/499 4.32G 0.0132 0.01078 0.005205 66 640: 79%|#######8 | 132/168 [00:25<00:06, 5.34it/s] 60/499 4.32G 0.01319 0.01077 0.005214 65 640: 79%|#######8 | 132/168 [00:25<00:06, 5.34it/s] 60/499 4.32G 0.01319 0.01077 0.005214 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s] 60/499 4.32G 0.01319 0.01077 0.005195 71 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s] 60/499 4.32G 0.01319 0.01077 0.005195 71 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s] 60/499 4.32G 0.01317 0.01076 0.005202 60 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s] 60/499 4.32G 0.01317 0.01076 0.005202 60 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s] 60/499 4.32G 0.01317 0.01077 0.00521 84 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s] 60/499 4.32G 0.01317 0.01077 0.00521 84 640: 81%|######## | 136/168 [00:25<00:06, 5.22it/s] 60/499 4.32G 0.01317 0.01075 0.005203 53 640: 81%|######## | 136/168 [00:25<00:06, 5.22it/s] 60/499 4.32G 0.01317 0.01075 0.005203 53 640: 82%|########1 | 137/168 [00:25<00:05, 5.30it/s] 60/499 4.32G 0.01316 0.01075 0.005184 64 640: 82%|########1 | 137/168 [00:26<00:05, 5.30it/s] 60/499 4.32G 0.01316 0.01075 0.005184 64 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s] 60/499 4.32G 0.01315 0.01073 0.005173 64 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s] 60/499 4.32G 0.01315 0.01073 0.005173 64 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s] 60/499 4.32G 0.01315 0.01072 0.005186 56 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s] 60/499 4.32G 0.01315 0.01072 0.005186 56 640: 83%|########3 | 140/168 [00:26<00:05, 5.33it/s] 60/499 4.32G 0.01316 0.01072 0.005181 63 640: 83%|########3 | 140/168 [00:26<00:05, 5.33it/s] 60/499 4.32G 0.01316 0.01072 0.005181 63 640: 84%|########3 | 141/168 [00:26<00:05, 5.39it/s] 60/499 4.32G 0.01317 0.01072 0.005167 72 640: 84%|########3 | 141/168 [00:26<00:05, 5.39it/s] 60/499 4.32G 0.01317 0.01072 0.005167 72 640: 85%|########4 | 142/168 [00:26<00:04, 5.26it/s] 60/499 4.32G 0.01317 0.0107 0.005153 53 640: 85%|########4 | 142/168 [00:27<00:04, 5.26it/s] 60/499 4.32G 0.01317 0.0107 0.005153 53 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s] 60/499 4.32G 0.01318 0.01074 0.005152 75 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s] 60/499 4.32G 0.01318 0.01074 0.005152 75 640: 86%|########5 | 144/168 [00:27<00:04, 5.39it/s] 60/499 4.32G 0.01317 0.01073 0.005149 74 640: 86%|########5 | 144/168 [00:27<00:04, 5.39it/s] 60/499 4.32G 0.01317 0.01073 0.005149 74 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s] 60/499 4.32G 0.01316 0.01073 0.005146 75 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s] 60/499 4.32G 0.01316 0.01073 0.005146 75 640: 87%|########6 | 146/168 [00:27<00:04, 5.31it/s] 60/499 4.32G 0.01316 0.01072 0.005142 60 640: 87%|########6 | 146/168 [00:27<00:04, 5.31it/s] 60/499 4.32G 0.01316 0.01072 0.005142 60 640: 88%|########7 | 147/168 [00:27<00:03, 5.38it/s] 60/499 4.32G 0.01317 0.01071 0.005149 59 640: 88%|########7 | 147/168 [00:28<00:03, 5.38it/s] 60/499 4.32G 0.01317 0.01071 0.005149 59 640: 88%|########8 | 148/168 [00:28<00:03, 5.24it/s] 60/499 4.32G 0.01317 0.01071 0.005167 72 640: 88%|########8 | 148/168 [00:28<00:03, 5.24it/s] 60/499 4.32G 0.01317 0.01071 0.005167 72 640: 89%|########8 | 149/168 [00:28<00:03, 5.33it/s] 60/499 4.32G 0.01319 0.01071 0.00519 66 640: 89%|########8 | 149/168 [00:28<00:03, 5.33it/s] 60/499 4.32G 0.01319 0.01071 0.00519 66 640: 89%|########9 | 150/168 [00:28<00:03, 5.38it/s] 60/499 4.32G 0.01319 0.01071 0.005191 69 640: 89%|########9 | 150/168 [00:28<00:03, 5.38it/s] 60/499 4.32G 0.01319 0.01071 0.005191 69 640: 90%|########9 | 151/168 [00:28<00:03, 5.24it/s] 60/499 4.32G 0.01318 0.01071 0.005168 69 640: 90%|########9 | 151/168 [00:28<00:03, 5.24it/s] 60/499 4.32G 0.01318 0.01071 0.005168 69 640: 90%|######### | 152/168 [00:28<00:03, 5.28it/s] 60/499 4.32G 0.01317 0.0107 0.005159 64 640: 90%|######### | 152/168 [00:28<00:03, 5.28it/s] 60/499 4.32G 0.01317 0.0107 0.005159 64 640: 91%|#########1| 153/168 [00:28<00:02, 5.31it/s] 60/499 4.32G 0.01316 0.01069 0.005152 69 640: 91%|#########1| 153/168 [00:29<00:02, 5.31it/s] 60/499 4.32G 0.01316 0.01069 0.005152 69 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s] 60/499 4.32G 0.01315 0.01069 0.005155 66 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s] 60/499 4.32G 0.01315 0.01069 0.005155 66 640: 92%|#########2| 155/168 [00:29<00:02, 5.26it/s] 60/499 4.32G 0.01316 0.0107 0.005149 84 640: 92%|#########2| 155/168 [00:29<00:02, 5.26it/s] 60/499 4.32G 0.01316 0.0107 0.005149 84 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s] 60/499 4.32G 0.01314 0.0107 0.005163 66 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s] 60/499 4.32G 0.01314 0.0107 0.005163 66 640: 93%|#########3| 157/168 [00:29<00:02, 5.20it/s] 60/499 4.32G 0.01315 0.01068 0.005172 63 640: 93%|#########3| 157/168 [00:29<00:02, 5.20it/s] 60/499 4.32G 0.01315 0.01068 0.005172 63 640: 94%|#########4| 158/168 [00:29<00:01, 5.29it/s] 60/499 4.32G 0.01315 0.01068 0.005182 64 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s] 60/499 4.32G 0.01315 0.01068 0.005182 64 640: 95%|#########4| 159/168 [00:30<00:01, 5.36it/s] 60/499 4.32G 0.01315 0.01069 0.005171 70 640: 95%|#########4| 159/168 [00:30<00:01, 5.36it/s] 60/499 4.32G 0.01315 0.01069 0.005171 70 640: 95%|#########5| 160/168 [00:30<00:01, 5.23it/s] 60/499 4.32G 0.01316 0.01072 0.005168 77 640: 95%|#########5| 160/168 [00:30<00:01, 5.23it/s] 60/499 4.32G 0.01316 0.01072 0.005168 77 640: 96%|#########5| 161/168 [00:30<00:01, 5.32it/s] 60/499 4.32G 0.01315 0.01071 0.005162 66 640: 96%|#########5| 161/168 [00:30<00:01, 5.32it/s] 60/499 4.32G 0.01315 0.01071 0.005162 66 640: 96%|#########6| 162/168 [00:30<00:01, 5.41it/s] 60/499 4.32G 0.01315 0.01073 0.005144 74 640: 96%|#########6| 162/168 [00:30<00:01, 5.41it/s] 60/499 4.32G 0.01315 0.01073 0.005144 74 640: 97%|#########7| 163/168 [00:30<00:00, 5.25it/s] 60/499 4.32G 0.01315 0.01073 0.005158 67 640: 97%|#########7| 163/168 [00:31<00:00, 5.25it/s] 60/499 4.32G 0.01315 0.01073 0.005158 67 640: 98%|#########7| 164/168 [00:31<00:00, 5.31it/s] 60/499 4.32G 0.01315 0.01074 0.005142 74 640: 98%|#########7| 164/168 [00:31<00:00, 5.31it/s] 60/499 4.32G 0.01315 0.01074 0.005142 74 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s] 60/499 4.32G 0.01315 0.01073 0.005135 61 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s] 60/499 4.32G 0.01315 0.01073 0.005135 61 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s] 60/499 4.32G 0.01316 0.01076 0.005149 80 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s] 60/499 4.32G 0.01316 0.01076 0.005149 80 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s] 60/499 4.32G 0.01317 0.01076 0.005171 30 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s] 60/499 4.32G 0.01317 0.01076 0.005171 30 640: 100%|##########| 168/168 [00:31<00:00, 5.44it/s] 60/499 4.32G 0.01317 0.01076 0.005171 30 640: 100%|##########| 168/168 [00:31<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.66it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.78it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.80it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.79it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.35it/s] all 132 263 0.821 0.853 0.867 0.739 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 61/499 4.32G 0.01507 0.009485 0.003748 61 640: 0%| | 0/168 [00:00<?, ?it/s] 61/499 4.32G 0.01507 0.009485 0.003748 61 640: 1%| | 1/168 [00:00<00:33, 4.95it/s] 61/499 4.32G 0.01404 0.01016 0.004855 71 640: 1%| | 1/168 [00:00<00:33, 4.95it/s] 61/499 4.32G 0.01404 0.01016 0.004855 71 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s] 61/499 4.32G 0.01384 0.0108 0.005018 75 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s] 61/499 4.32G 0.01384 0.0108 0.005018 75 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s] 61/499 4.32G 0.01323 0.01079 0.004969 70 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s] 61/499 4.32G 0.01323 0.01079 0.004969 70 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s] 61/499 4.32G 0.0133 0.01065 0.006273 69 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s] 61/499 4.32G 0.0133 0.01065 0.006273 69 640: 3%|2 | 5/168 [00:00<00:30, 5.29it/s] 61/499 4.32G 0.0135 0.0109 0.005847 72 640: 3%|2 | 5/168 [00:01<00:30, 5.29it/s] 61/499 4.32G 0.0135 0.0109 0.005847 72 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s] 61/499 4.32G 0.01334 0.01108 0.005671 66 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s] 61/499 4.32G 0.01334 0.01108 0.005671 66 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s] 61/499 4.32G 0.01323 0.01137 0.005414 79 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s] 61/499 4.32G 0.01323 0.01137 0.005414 79 640: 5%|4 | 8/168 [00:01<00:30, 5.32it/s] 61/499 4.32G 0.01313 0.01141 0.005585 74 640: 5%|4 | 8/168 [00:01<00:30, 5.32it/s] 61/499 4.32G 0.01313 0.01141 0.005585 74 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s] 61/499 4.32G 0.01316 0.01121 0.00563 65 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s] 61/499 4.32G 0.01316 0.01121 0.00563 65 640: 6%|5 | 10/168 [00:01<00:30, 5.21it/s] 61/499 4.32G 0.01305 0.0112 0.005871 77 640: 6%|5 | 10/168 [00:02<00:30, 5.21it/s] 61/499 4.32G 0.01305 0.0112 0.005871 77 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s] 61/499 4.32G 0.0131 0.01119 0.005753 68 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s] 61/499 4.32G 0.0131 0.01119 0.005753 68 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s] 61/499 4.32G 0.01306 0.01095 0.00553 57 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s] 61/499 4.32G 0.01306 0.01095 0.00553 57 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s] 61/499 4.32G 0.01302 0.0109 0.005626 68 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s] 61/499 4.32G 0.01302 0.0109 0.005626 68 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s] 61/499 4.32G 0.01308 0.01087 0.005776 59 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s] 61/499 4.32G 0.01308 0.01087 0.005776 59 640: 9%|8 | 15/168 [00:02<00:28, 5.35it/s] 61/499 4.32G 0.01315 0.01099 0.005745 79 640: 9%|8 | 15/168 [00:03<00:28, 5.35it/s] 61/499 4.32G 0.01315 0.01099 0.005745 79 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s] 61/499 4.32G 0.01306 0.01105 0.005543 73 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s] 61/499 4.32G 0.01306 0.01105 0.005543 73 640: 10%|# | 17/168 [00:03<00:28, 5.22it/s] 61/499 4.32G 0.013 0.01107 0.005421 59 640: 10%|# | 17/168 [00:03<00:28, 5.22it/s] 61/499 4.32G 0.013 0.01107 0.005421 59 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s] 61/499 4.32G 0.0129 0.01103 0.005266 66 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s] 61/499 4.32G 0.0129 0.01103 0.005266 66 640: 11%|#1 | 19/168 [00:03<00:28, 5.16it/s] 61/499 4.32G 0.01295 0.01092 0.005225 54 640: 11%|#1 | 19/168 [00:03<00:28, 5.16it/s] 61/499 4.32G 0.01295 0.01092 0.005225 54 640: 12%|#1 | 20/168 [00:03<00:28, 5.25it/s] 61/499 4.32G 0.01297 0.01089 0.00523 66 640: 12%|#1 | 20/168 [00:03<00:28, 5.25it/s] 61/499 4.32G 0.01297 0.01089 0.00523 66 640: 12%|#2 | 21/168 [00:03<00:27, 5.32it/s] 61/499 4.32G 0.01291 0.01091 0.005186 81 640: 12%|#2 | 21/168 [00:04<00:27, 5.32it/s] 61/499 4.32G 0.01291 0.01091 0.005186 81 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s] 61/499 4.32G 0.01298 0.01089 0.005323 61 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s] 61/499 4.32G 0.01298 0.01089 0.005323 61 640: 14%|#3 | 23/168 [00:04<00:28, 5.17it/s] 61/499 4.32G 0.01295 0.01084 0.005306 60 640: 14%|#3 | 23/168 [00:04<00:28, 5.17it/s] 61/499 4.32G 0.01295 0.01084 0.005306 60 640: 14%|#4 | 24/168 [00:04<00:27, 5.28it/s] 61/499 4.32G 0.01298 0.01094 0.00526 80 640: 14%|#4 | 24/168 [00:04<00:27, 5.28it/s] 61/499 4.32G 0.01298 0.01094 0.00526 80 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s] 61/499 4.32G 0.01306 0.01104 0.005266 73 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s] 61/499 4.32G 0.01306 0.01104 0.005266 73 640: 15%|#5 | 26/168 [00:04<00:27, 5.24it/s] 61/499 4.32G 0.01306 0.01101 0.005179 61 640: 15%|#5 | 26/168 [00:05<00:27, 5.24it/s] 61/499 4.32G 0.01306 0.01101 0.005179 61 640: 16%|#6 | 27/168 [00:05<00:26, 5.28it/s] 61/499 4.32G 0.01308 0.01096 0.005166 61 640: 16%|#6 | 27/168 [00:05<00:26, 5.28it/s] 61/499 4.32G 0.01308 0.01096 0.005166 61 640: 17%|#6 | 28/168 [00:05<00:27, 5.13it/s] 61/499 4.32G 0.01311 0.01099 0.005178 70 640: 17%|#6 | 28/168 [00:05<00:27, 5.13it/s] 61/499 4.32G 0.01311 0.01099 0.005178 70 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s] 61/499 4.32G 0.01311 0.01096 0.005192 66 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s] 61/499 4.32G 0.01311 0.01096 0.005192 66 640: 18%|#7 | 30/168 [00:05<00:26, 5.22it/s] 61/499 4.32G 0.01306 0.01089 0.005177 57 640: 18%|#7 | 30/168 [00:05<00:26, 5.22it/s] 61/499 4.32G 0.01306 0.01089 0.005177 57 640: 18%|#8 | 31/168 [00:05<00:26, 5.13it/s] 61/499 4.32G 0.01315 0.01095 0.00517 74 640: 18%|#8 | 31/168 [00:06<00:26, 5.13it/s] 61/499 4.32G 0.01315 0.01095 0.00517 74 640: 19%|#9 | 32/168 [00:06<00:25, 5.24it/s] 61/499 4.32G 0.01315 0.01099 0.005112 73 640: 19%|#9 | 32/168 [00:06<00:25, 5.24it/s] 61/499 4.32G 0.01315 0.01099 0.005112 73 640: 20%|#9 | 33/168 [00:06<00:25, 5.31it/s] 61/499 4.32G 0.01317 0.01111 0.005069 82 640: 20%|#9 | 33/168 [00:06<00:25, 5.31it/s] 61/499 4.32G 0.01317 0.01111 0.005069 82 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s] 61/499 4.32G 0.01318 0.01107 0.005042 59 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s] 61/499 4.32G 0.01318 0.01107 0.005042 59 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s] 61/499 4.32G 0.01309 0.011 0.005046 64 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s] 61/499 4.32G 0.01309 0.011 0.005046 64 640: 21%|##1 | 36/168 [00:06<00:24, 5.31it/s] 61/499 4.32G 0.01308 0.01106 0.005076 85 640: 21%|##1 | 36/168 [00:07<00:24, 5.31it/s] 61/499 4.32G 0.01308 0.01106 0.005076 85 640: 22%|##2 | 37/168 [00:07<00:25, 5.15it/s] 61/499 4.32G 0.01305 0.01101 0.005118 65 640: 22%|##2 | 37/168 [00:07<00:25, 5.15it/s] 61/499 4.32G 0.01305 0.01101 0.005118 65 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s] 61/499 4.32G 0.01306 0.01106 0.005093 77 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s] 61/499 4.32G 0.01306 0.01106 0.005093 77 640: 23%|##3 | 39/168 [00:07<00:24, 5.33it/s] 61/499 4.32G 0.01303 0.01102 0.00505 60 640: 23%|##3 | 39/168 [00:07<00:24, 5.33it/s] 61/499 4.32G 0.01303 0.01102 0.00505 60 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s] 61/499 4.32G 0.01301 0.01101 0.005149 74 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s] 61/499 4.32G 0.01301 0.01101 0.005149 74 640: 24%|##4 | 41/168 [00:07<00:24, 5.27it/s] 61/499 4.32G 0.01304 0.01095 0.005109 62 640: 24%|##4 | 41/168 [00:07<00:24, 5.27it/s] 61/499 4.32G 0.01304 0.01095 0.005109 62 640: 25%|##5 | 42/168 [00:07<00:23, 5.33it/s] 61/499 4.32G 0.01303 0.01092 0.005068 62 640: 25%|##5 | 42/168 [00:08<00:23, 5.33it/s] 61/499 4.32G 0.01303 0.01092 0.005068 62 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s] 61/499 4.32G 0.01305 0.01092 0.005117 69 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s] 61/499 4.32G 0.01305 0.01092 0.005117 69 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s] 61/499 4.32G 0.01304 0.01095 0.005158 73 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s] 61/499 4.32G 0.01304 0.01095 0.005158 73 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s] 61/499 4.32G 0.01304 0.01092 0.005192 59 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s] 61/499 4.32G 0.01304 0.01092 0.005192 59 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s] 61/499 4.32G 0.01307 0.01092 0.005285 66 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s] 61/499 4.32G 0.01307 0.01092 0.005285 66 640: 28%|##7 | 47/168 [00:08<00:22, 5.27it/s] 61/499 4.32G 0.01301 0.01088 0.005248 66 640: 28%|##7 | 47/168 [00:09<00:22, 5.27it/s] 61/499 4.32G 0.01301 0.01088 0.005248 66 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s] 61/499 4.32G 0.01299 0.01084 0.005237 66 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s] 61/499 4.32G 0.01299 0.01084 0.005237 66 640: 29%|##9 | 49/168 [00:09<00:23, 5.14it/s] 61/499 4.32G 0.01299 0.01083 0.005218 71 640: 29%|##9 | 49/168 [00:09<00:23, 5.14it/s] 61/499 4.32G 0.01299 0.01083 0.005218 71 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s] 61/499 4.32G 0.01297 0.01081 0.005328 56 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s] 61/499 4.32G 0.01297 0.01081 0.005328 56 640: 30%|### | 51/168 [00:09<00:22, 5.25it/s] 61/499 4.32G 0.01297 0.01079 0.005274 58 640: 30%|### | 51/168 [00:09<00:22, 5.25it/s] 61/499 4.32G 0.01297 0.01079 0.005274 58 640: 31%|### | 52/168 [00:09<00:22, 5.15it/s] 61/499 4.32G 0.013 0.01076 0.005245 61 640: 31%|### | 52/168 [00:10<00:22, 5.15it/s] 61/499 4.32G 0.013 0.01076 0.005245 61 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s] 61/499 4.32G 0.01302 0.01073 0.005216 65 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s] 61/499 4.32G 0.01302 0.01073 0.005216 65 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s] 61/499 4.32G 0.013 0.01076 0.005248 79 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s] 61/499 4.32G 0.013 0.01076 0.005248 79 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s] 61/499 4.32G 0.01298 0.01073 0.00523 65 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s] 61/499 4.32G 0.01298 0.01073 0.00523 65 640: 33%|###3 | 56/168 [00:10<00:21, 5.26it/s] 61/499 4.32G 0.01298 0.01074 0.005255 69 640: 33%|###3 | 56/168 [00:10<00:21, 5.26it/s] 61/499 4.32G 0.01298 0.01074 0.005255 69 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s] 61/499 4.32G 0.013 0.01074 0.005237 70 640: 34%|###3 | 57/168 [00:11<00:20, 5.35it/s] 61/499 4.32G 0.013 0.01074 0.005237 70 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s] 61/499 4.32G 0.01301 0.01074 0.005245 67 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s] 61/499 4.32G 0.01301 0.01074 0.005245 67 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s] 61/499 4.32G 0.01299 0.01073 0.005248 68 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s] 61/499 4.32G 0.01299 0.01073 0.005248 68 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s] 61/499 4.32G 0.01301 0.01072 0.005292 65 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s] 61/499 4.32G 0.01301 0.01072 0.005292 65 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s] 61/499 4.32G 0.01297 0.01072 0.005316 78 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s] 61/499 4.32G 0.01297 0.01072 0.005316 78 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s] 61/499 4.32G 0.01298 0.01074 0.005273 76 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s] 61/499 4.32G 0.01298 0.01074 0.005273 76 640: 38%|###7 | 63/168 [00:11<00:19, 5.35it/s] 61/499 4.32G 0.01295 0.01075 0.00522 70 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s] 61/499 4.32G 0.01295 0.01075 0.00522 70 640: 38%|###8 | 64/168 [00:12<00:19, 5.22it/s] 61/499 4.32G 0.01298 0.01078 0.005186 77 640: 38%|###8 | 64/168 [00:12<00:19, 5.22it/s] 61/499 4.32G 0.01298 0.01078 0.005186 77 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s] 61/499 4.32G 0.01298 0.01075 0.005194 58 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s] 61/499 4.32G 0.01298 0.01075 0.005194 58 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s] 61/499 4.32G 0.013 0.01075 0.00518 64 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s] 61/499 4.32G 0.013 0.01075 0.00518 64 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s] 61/499 4.32G 0.01299 0.01073 0.005179 56 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s] 61/499 4.32G 0.01299 0.01073 0.005179 56 640: 40%|#### | 68/168 [00:12<00:18, 5.32it/s] 61/499 4.32G 0.01302 0.01071 0.005245 56 640: 40%|#### | 68/168 [00:13<00:18, 5.32it/s] 61/499 4.32G 0.01302 0.01071 0.005245 56 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s] 61/499 4.32G 0.01302 0.01074 0.005291 81 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s] 61/499 4.32G 0.01302 0.01074 0.005291 81 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s] 61/499 4.32G 0.01301 0.01075 0.0053 74 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s] 61/499 4.32G 0.01301 0.01075 0.0053 74 640: 42%|####2 | 71/168 [00:13<00:18, 5.31it/s] 61/499 4.32G 0.01301 0.01076 0.005421 66 640: 42%|####2 | 71/168 [00:13<00:18, 5.31it/s] 61/499 4.32G 0.01301 0.01076 0.005421 66 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s] 61/499 4.32G 0.01302 0.01076 0.005449 71 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s] 61/499 4.32G 0.01302 0.01076 0.005449 71 640: 43%|####3 | 73/168 [00:13<00:18, 5.23it/s] 61/499 4.32G 0.013 0.01076 0.005434 69 640: 43%|####3 | 73/168 [00:14<00:18, 5.23it/s] 61/499 4.32G 0.013 0.01076 0.005434 69 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s] 61/499 4.32G 0.01298 0.01074 0.005407 59 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s] 61/499 4.32G 0.01298 0.01074 0.005407 59 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s] 61/499 4.32G 0.01298 0.01077 0.00544 68 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s] 61/499 4.32G 0.01298 0.01077 0.00544 68 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s] 61/499 4.32G 0.01297 0.01076 0.005467 78 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s] 61/499 4.32G 0.01297 0.01076 0.005467 78 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s] 61/499 4.32G 0.01293 0.01073 0.005475 63 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s] 61/499 4.32G 0.01293 0.01073 0.005475 63 640: 46%|####6 | 78/168 [00:14<00:16, 5.37it/s] 61/499 4.32G 0.01292 0.01076 0.005516 85 640: 46%|####6 | 78/168 [00:15<00:16, 5.37it/s] 61/499 4.32G 0.01292 0.01076 0.005516 85 640: 47%|####7 | 79/168 [00:15<00:17, 5.23it/s] 61/499 4.32G 0.01293 0.01078 0.005479 66 640: 47%|####7 | 79/168 [00:15<00:17, 5.23it/s] 61/499 4.32G 0.01293 0.01078 0.005479 66 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s] 61/499 4.32G 0.01297 0.01079 0.005461 57 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s] 61/499 4.32G 0.01297 0.01079 0.005461 57 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s] 61/499 4.32G 0.01295 0.01079 0.005439 77 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s] 61/499 4.32G 0.01295 0.01079 0.005439 77 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s] 61/499 4.32G 0.013 0.01081 0.005425 57 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s] 61/499 4.32G 0.013 0.01081 0.005425 57 640: 49%|####9 | 83/168 [00:15<00:16, 5.19it/s] 61/499 4.32G 0.01301 0.01081 0.005449 73 640: 49%|####9 | 83/168 [00:15<00:16, 5.19it/s] 61/499 4.32G 0.01301 0.01081 0.005449 73 640: 50%|##### | 84/168 [00:15<00:15, 5.27it/s] 61/499 4.32G 0.013 0.01083 0.005436 67 640: 50%|##### | 84/168 [00:16<00:15, 5.27it/s] 61/499 4.32G 0.013 0.01083 0.005436 67 640: 51%|##### | 85/168 [00:16<00:16, 5.15it/s] 61/499 4.32G 0.013 0.01085 0.005418 79 640: 51%|##### | 85/168 [00:16<00:16, 5.15it/s] 61/499 4.32G 0.013 0.01085 0.005418 79 640: 51%|#####1 | 86/168 [00:16<00:15, 5.20it/s] 61/499 4.32G 0.01299 0.01086 0.005392 75 640: 51%|#####1 | 86/168 [00:16<00:15, 5.20it/s] 61/499 4.32G 0.01299 0.01086 0.005392 75 640: 52%|#####1 | 87/168 [00:16<00:15, 5.27it/s] 61/499 4.32G 0.01299 0.01091 0.005412 90 640: 52%|#####1 | 87/168 [00:16<00:15, 5.27it/s] 61/499 4.32G 0.01299 0.01091 0.005412 90 640: 52%|#####2 | 88/168 [00:16<00:15, 5.17it/s] 61/499 4.32G 0.01299 0.0109 0.005421 75 640: 52%|#####2 | 88/168 [00:16<00:15, 5.17it/s] 61/499 4.32G 0.01299 0.0109 0.005421 75 640: 53%|#####2 | 89/168 [00:16<00:15, 5.26it/s] 61/499 4.32G 0.013 0.01092 0.005452 72 640: 53%|#####2 | 89/168 [00:17<00:15, 5.26it/s] 61/499 4.32G 0.013 0.01092 0.005452 72 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s] 61/499 4.32G 0.01301 0.01093 0.005432 77 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s] 61/499 4.32G 0.01301 0.01093 0.005432 77 640: 54%|#####4 | 91/168 [00:17<00:14, 5.18it/s] 61/499 4.32G 0.013 0.01092 0.005443 62 640: 54%|#####4 | 91/168 [00:17<00:14, 5.18it/s] 61/499 4.32G 0.013 0.01092 0.005443 62 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s] 61/499 4.32G 0.013 0.01092 0.005449 68 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s] 61/499 4.32G 0.013 0.01092 0.005449 68 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s] 61/499 4.32G 0.01302 0.01097 0.005429 80 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s] 61/499 4.32G 0.01302 0.01097 0.005429 80 640: 56%|#####5 | 94/168 [00:17<00:14, 5.20it/s] 61/499 4.32G 0.01303 0.01097 0.00545 73 640: 56%|#####5 | 94/168 [00:18<00:14, 5.20it/s] 61/499 4.32G 0.01303 0.01097 0.00545 73 640: 57%|#####6 | 95/168 [00:18<00:13, 5.25it/s] 61/499 4.32G 0.013 0.01097 0.00542 67 640: 57%|#####6 | 95/168 [00:18<00:13, 5.25it/s] 61/499 4.32G 0.013 0.01097 0.00542 67 640: 57%|#####7 | 96/168 [00:18<00:13, 5.29it/s] 61/499 4.32G 0.01298 0.01096 0.005443 74 640: 57%|#####7 | 96/168 [00:18<00:13, 5.29it/s] 61/499 4.32G 0.01298 0.01096 0.005443 74 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s] 61/499 4.32G 0.01299 0.01096 0.005474 59 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s] 61/499 4.32G 0.01299 0.01096 0.005474 59 640: 58%|#####8 | 98/168 [00:18<00:13, 5.25it/s] 61/499 4.32G 0.01297 0.01094 0.00549 61 640: 58%|#####8 | 98/168 [00:18<00:13, 5.25it/s] 61/499 4.32G 0.01297 0.01094 0.00549 61 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s] 61/499 4.32G 0.01297 0.01091 0.00545 57 640: 59%|#####8 | 99/168 [00:19<00:12, 5.33it/s] 61/499 4.32G 0.01297 0.01091 0.00545 57 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s] 61/499 4.32G 0.01298 0.01093 0.005454 59 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s] 61/499 4.32G 0.01298 0.01093 0.005454 59 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s] 61/499 4.32G 0.01299 0.01094 0.005445 64 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s] 61/499 4.32G 0.01299 0.01094 0.005445 64 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s] 61/499 4.32G 0.01297 0.01094 0.005426 78 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s] 61/499 4.32G 0.01297 0.01094 0.005426 78 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s] 61/499 4.32G 0.01298 0.01093 0.005476 61 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s] 61/499 4.32G 0.01298 0.01093 0.005476 61 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s] 61/499 4.32G 0.01297 0.01092 0.005446 54 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s] 61/499 4.32G 0.01297 0.01092 0.005446 54 640: 62%|######2 | 105/168 [00:19<00:11, 5.35it/s] 61/499 4.32G 0.01297 0.0109 0.005464 58 640: 62%|######2 | 105/168 [00:20<00:11, 5.35it/s] 61/499 4.32G 0.01297 0.0109 0.005464 58 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s] 61/499 4.32G 0.01298 0.01092 0.005483 72 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s] 61/499 4.32G 0.01298 0.01092 0.005483 72 640: 64%|######3 | 107/168 [00:20<00:11, 5.32it/s] 61/499 4.32G 0.01296 0.0109 0.005476 63 640: 64%|######3 | 107/168 [00:20<00:11, 5.32it/s] 61/499 4.32G 0.01296 0.0109 0.005476 63 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s] 61/499 4.32G 0.01297 0.01092 0.005464 81 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s] 61/499 4.32G 0.01297 0.01092 0.005464 81 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s] 61/499 4.32G 0.01297 0.01091 0.005458 63 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s] 61/499 4.32G 0.01297 0.01091 0.005458 63 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s] 61/499 4.32G 0.01298 0.01093 0.005441 76 640: 65%|######5 | 110/168 [00:21<00:10, 5.30it/s] 61/499 4.32G 0.01298 0.01093 0.005441 76 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s] 61/499 4.32G 0.01299 0.01096 0.005421 75 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s] 61/499 4.32G 0.01299 0.01096 0.005421 75 640: 67%|######6 | 112/168 [00:21<00:10, 5.26it/s] 61/499 4.32G 0.01296 0.01095 0.005414 71 640: 67%|######6 | 112/168 [00:21<00:10, 5.26it/s] 61/499 4.32G 0.01296 0.01095 0.005414 71 640: 67%|######7 | 113/168 [00:21<00:10, 5.34it/s] 61/499 4.32G 0.01296 0.01095 0.005389 72 640: 67%|######7 | 113/168 [00:21<00:10, 5.34it/s] 61/499 4.32G 0.01296 0.01095 0.005389 72 640: 68%|######7 | 114/168 [00:21<00:10, 5.40it/s] 61/499 4.32G 0.01296 0.01096 0.005369 72 640: 68%|######7 | 114/168 [00:21<00:10, 5.40it/s] 61/499 4.32G 0.01296 0.01096 0.005369 72 640: 68%|######8 | 115/168 [00:21<00:10, 5.25it/s] 61/499 4.32G 0.01295 0.01095 0.005362 58 640: 68%|######8 | 115/168 [00:22<00:10, 5.25it/s] 61/499 4.32G 0.01295 0.01095 0.005362 58 640: 69%|######9 | 116/168 [00:22<00:09, 5.34it/s] 61/499 4.32G 0.01294 0.01095 0.005368 89 640: 69%|######9 | 116/168 [00:22<00:09, 5.34it/s] 61/499 4.32G 0.01294 0.01095 0.005368 89 640: 70%|######9 | 117/168 [00:22<00:09, 5.39it/s] 61/499 4.32G 0.01295 0.01095 0.00535 57 640: 70%|######9 | 117/168 [00:22<00:09, 5.39it/s] 61/499 4.32G 0.01295 0.01095 0.00535 57 640: 70%|####### | 118/168 [00:22<00:09, 5.24it/s] 61/499 4.32G 0.01295 0.01095 0.005335 70 640: 70%|####### | 118/168 [00:22<00:09, 5.24it/s] 61/499 4.32G 0.01295 0.01095 0.005335 70 640: 71%|####### | 119/168 [00:22<00:09, 5.31it/s] 61/499 4.32G 0.01296 0.01095 0.005347 73 640: 71%|####### | 119/168 [00:22<00:09, 5.31it/s] 61/499 4.32G 0.01296 0.01095 0.005347 73 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s] 61/499 4.32G 0.01296 0.01093 0.005363 62 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s] 61/499 4.32G 0.01296 0.01093 0.005363 62 640: 72%|#######2 | 121/168 [00:22<00:09, 5.22it/s] 61/499 4.32G 0.01297 0.01094 0.005377 65 640: 72%|#######2 | 121/168 [00:23<00:09, 5.22it/s] 61/499 4.32G 0.01297 0.01094 0.005377 65 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s] 61/499 4.32G 0.01297 0.01094 0.005357 59 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s] 61/499 4.32G 0.01297 0.01094 0.005357 59 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 61/499 4.32G 0.01298 0.01092 0.005335 57 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 61/499 4.32G 0.01298 0.01092 0.005335 57 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s] 61/499 4.32G 0.01298 0.01092 0.005343 72 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s] 61/499 4.32G 0.01298 0.01092 0.005343 72 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s] 61/499 4.32G 0.01298 0.01092 0.005332 68 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s] 61/499 4.32G 0.01298 0.01092 0.005332 68 640: 75%|#######5 | 126/168 [00:23<00:07, 5.35it/s] 61/499 4.32G 0.01299 0.01093 0.005357 65 640: 75%|#######5 | 126/168 [00:24<00:07, 5.35it/s] 61/499 4.32G 0.01299 0.01093 0.005357 65 640: 76%|#######5 | 127/168 [00:24<00:07, 5.16it/s] 61/499 4.32G 0.01301 0.01095 0.005378 73 640: 76%|#######5 | 127/168 [00:24<00:07, 5.16it/s] 61/499 4.32G 0.01301 0.01095 0.005378 73 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s] 61/499 4.32G 0.01301 0.01092 0.00539 51 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s] 61/499 4.32G 0.01301 0.01092 0.00539 51 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s] 61/499 4.32G 0.01302 0.01092 0.00539 63 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s] 61/499 4.32G 0.01302 0.01092 0.00539 63 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s] 61/499 4.32G 0.01301 0.01091 0.005378 59 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s] 61/499 4.32G 0.01301 0.01091 0.005378 59 640: 78%|#######7 | 131/168 [00:24<00:07, 5.27it/s] 61/499 4.32G 0.01301 0.0109 0.005368 66 640: 78%|#######7 | 131/168 [00:25<00:07, 5.27it/s] 61/499 4.32G 0.01301 0.0109 0.005368 66 640: 79%|#######8 | 132/168 [00:25<00:06, 5.31it/s] 61/499 4.32G 0.01301 0.01091 0.0054 76 640: 79%|#######8 | 132/168 [00:25<00:06, 5.31it/s] 61/499 4.32G 0.01301 0.01091 0.0054 76 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s] 61/499 4.32G 0.01301 0.01092 0.005413 77 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s] 61/499 4.32G 0.01301 0.01092 0.005413 77 640: 80%|#######9 | 134/168 [00:25<00:06, 5.26it/s] 61/499 4.32G 0.013 0.0109 0.005416 67 640: 80%|#######9 | 134/168 [00:25<00:06, 5.26it/s] 61/499 4.32G 0.013 0.0109 0.005416 67 640: 80%|######## | 135/168 [00:25<00:06, 5.31it/s] 61/499 4.32G 0.01301 0.01091 0.005414 68 640: 80%|######## | 135/168 [00:25<00:06, 5.31it/s] 61/499 4.32G 0.01301 0.01091 0.005414 68 640: 81%|######## | 136/168 [00:25<00:06, 5.17it/s] 61/499 4.32G 0.013 0.01092 0.005422 88 640: 81%|######## | 136/168 [00:26<00:06, 5.17it/s] 61/499 4.32G 0.013 0.01092 0.005422 88 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s] 61/499 4.32G 0.013 0.01092 0.005436 69 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s] 61/499 4.32G 0.013 0.01092 0.005436 69 640: 82%|########2 | 138/168 [00:26<00:05, 5.31it/s] 61/499 4.32G 0.01299 0.01092 0.005459 69 640: 82%|########2 | 138/168 [00:26<00:05, 5.31it/s] 61/499 4.32G 0.01299 0.01092 0.005459 69 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s] 61/499 4.32G 0.01298 0.01092 0.005443 76 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s] 61/499 4.32G 0.01298 0.01092 0.005443 76 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s] 61/499 4.32G 0.01296 0.01092 0.005427 73 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s] 61/499 4.32G 0.01296 0.01092 0.005427 73 640: 84%|########3 | 141/168 [00:26<00:05, 5.37it/s] 61/499 4.32G 0.01296 0.0109 0.005403 55 640: 84%|########3 | 141/168 [00:26<00:05, 5.37it/s] 61/499 4.32G 0.01296 0.0109 0.005403 55 640: 85%|########4 | 142/168 [00:26<00:04, 5.23it/s] 61/499 4.32G 0.01296 0.0109 0.005394 60 640: 85%|########4 | 142/168 [00:27<00:04, 5.23it/s] 61/499 4.32G 0.01296 0.0109 0.005394 60 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s] 61/499 4.32G 0.01297 0.0109 0.005395 73 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s] 61/499 4.32G 0.01297 0.0109 0.005395 73 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s] 61/499 4.32G 0.01296 0.0109 0.005382 68 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s] 61/499 4.32G 0.01296 0.0109 0.005382 68 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s] 61/499 4.32G 0.01294 0.0109 0.005373 67 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s] 61/499 4.32G 0.01294 0.0109 0.005373 67 640: 87%|########6 | 146/168 [00:27<00:04, 5.31it/s] 61/499 4.32G 0.01296 0.0109 0.005368 69 640: 87%|########6 | 146/168 [00:27<00:04, 5.31it/s] 61/499 4.32G 0.01296 0.0109 0.005368 69 640: 88%|########7 | 147/168 [00:27<00:03, 5.38it/s] 61/499 4.32G 0.01295 0.01091 0.005355 72 640: 88%|########7 | 147/168 [00:28<00:03, 5.38it/s] 61/499 4.32G 0.01295 0.01091 0.005355 72 640: 88%|########8 | 148/168 [00:28<00:03, 5.23it/s] 61/499 4.32G 0.01295 0.01091 0.005346 71 640: 88%|########8 | 148/168 [00:28<00:03, 5.23it/s] 61/499 4.32G 0.01295 0.01091 0.005346 71 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s] 61/499 4.32G 0.01295 0.01092 0.005344 58 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s] 61/499 4.32G 0.01295 0.01092 0.005344 58 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s] 61/499 4.32G 0.01295 0.01093 0.005341 78 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s] 61/499 4.32G 0.01295 0.01093 0.005341 78 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s] 61/499 4.32G 0.01295 0.01094 0.005357 73 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s] 61/499 4.32G 0.01295 0.01094 0.005357 73 640: 90%|######### | 152/168 [00:28<00:03, 5.31it/s] 61/499 4.32G 0.01295 0.01093 0.005346 70 640: 90%|######### | 152/168 [00:29<00:03, 5.31it/s] 61/499 4.32G 0.01295 0.01093 0.005346 70 640: 91%|#########1| 153/168 [00:29<00:02, 5.39it/s] 61/499 4.32G 0.01294 0.01093 0.005346 65 640: 91%|#########1| 153/168 [00:29<00:02, 5.39it/s] 61/499 4.32G 0.01294 0.01093 0.005346 65 640: 92%|#########1| 154/168 [00:29<00:02, 5.25it/s] 61/499 4.32G 0.01294 0.01091 0.005341 66 640: 92%|#########1| 154/168 [00:29<00:02, 5.25it/s] 61/499 4.32G 0.01294 0.01091 0.005341 66 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s] 61/499 4.32G 0.01293 0.01092 0.005342 69 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s] 61/499 4.32G 0.01293 0.01092 0.005342 69 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s] 61/499 4.32G 0.01294 0.01092 0.005335 73 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s] 61/499 4.32G 0.01294 0.01092 0.005335 73 640: 93%|#########3| 157/168 [00:29<00:02, 5.15it/s] 61/499 4.32G 0.01293 0.01093 0.005326 81 640: 93%|#########3| 157/168 [00:30<00:02, 5.15it/s] 61/499 4.32G 0.01293 0.01093 0.005326 81 640: 94%|#########4| 158/168 [00:30<00:01, 5.26it/s] 61/499 4.32G 0.01292 0.01093 0.005322 81 640: 94%|#########4| 158/168 [00:30<00:01, 5.26it/s] 61/499 4.32G 0.01292 0.01093 0.005322 81 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s] 61/499 4.32G 0.01291 0.01092 0.005332 78 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s] 61/499 4.32G 0.01291 0.01092 0.005332 78 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s] 61/499 4.32G 0.01291 0.01092 0.005321 68 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s] 61/499 4.32G 0.01291 0.01092 0.005321 68 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s] 61/499 4.32G 0.0129 0.01091 0.005323 72 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s] 61/499 4.32G 0.0129 0.01091 0.005323 72 640: 96%|#########6| 162/168 [00:30<00:01, 5.38it/s] 61/499 4.32G 0.0129 0.01088 0.00536 51 640: 96%|#########6| 162/168 [00:30<00:01, 5.38it/s] 61/499 4.32G 0.0129 0.01088 0.00536 51 640: 97%|#########7| 163/168 [00:30<00:00, 5.21it/s] 61/499 4.32G 0.0129 0.01089 0.005357 67 640: 97%|#########7| 163/168 [00:31<00:00, 5.21it/s] 61/499 4.32G 0.0129 0.01089 0.005357 67 640: 98%|#########7| 164/168 [00:31<00:00, 5.31it/s] 61/499 4.32G 0.0129 0.01088 0.00535 60 640: 98%|#########7| 164/168 [00:31<00:00, 5.31it/s] 61/499 4.32G 0.0129 0.01088 0.00535 60 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s] 61/499 4.32G 0.01289 0.01088 0.005348 72 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s] 61/499 4.32G 0.01289 0.01088 0.005348 72 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s] 61/499 4.32G 0.01289 0.01089 0.005375 76 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s] 61/499 4.32G 0.01289 0.01089 0.005375 76 640: 99%|#########9| 167/168 [00:31<00:00, 5.22it/s] 61/499 4.32G 0.01291 0.01092 0.005379 37 640: 99%|#########9| 167/168 [00:31<00:00, 5.22it/s] 61/499 4.32G 0.01291 0.01092 0.005379 37 640: 100%|##########| 168/168 [00:31<00:00, 5.40it/s] 61/499 4.32G 0.01291 0.01092 0.005379 37 640: 100%|##########| 168/168 [00:31<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.70it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.85it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.44it/s] all 132 263 0.851 0.873 0.885 0.733 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 62/499 4.32G 0.01336 0.01031 0.002292 69 640: 0%| | 0/168 [00:00<?, ?it/s] 62/499 4.32G 0.01336 0.01031 0.002292 69 640: 1%| | 1/168 [00:00<00:33, 4.96it/s] 62/499 4.32G 0.01421 0.01165 0.002485 70 640: 1%| | 1/168 [00:00<00:33, 4.96it/s] 62/499 4.32G 0.01421 0.01165 0.002485 70 640: 1%|1 | 2/168 [00:00<00:32, 5.10it/s] 62/499 4.32G 0.01412 0.01163 0.00271 72 640: 1%|1 | 2/168 [00:00<00:32, 5.10it/s] 62/499 4.32G 0.01412 0.01163 0.00271 72 640: 2%|1 | 3/168 [00:00<00:31, 5.27it/s] 62/499 4.32G 0.01396 0.0117 0.002337 66 640: 2%|1 | 3/168 [00:00<00:31, 5.27it/s] 62/499 4.32G 0.01396 0.0117 0.002337 66 640: 2%|2 | 4/168 [00:00<00:32, 5.11it/s] 62/499 4.32G 0.01369 0.01171 0.003189 73 640: 2%|2 | 4/168 [00:00<00:32, 5.11it/s] 62/499 4.32G 0.01369 0.01171 0.003189 73 640: 3%|2 | 5/168 [00:00<00:31, 5.15it/s] 62/499 4.32G 0.01362 0.01168 0.003187 68 640: 3%|2 | 5/168 [00:01<00:31, 5.15it/s] 62/499 4.32G 0.01362 0.01168 0.003187 68 640: 4%|3 | 6/168 [00:01<00:30, 5.25it/s] 62/499 4.32G 0.01349 0.01128 0.003893 70 640: 4%|3 | 6/168 [00:01<00:30, 5.25it/s] 62/499 4.32G 0.01349 0.01128 0.003893 70 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s] 62/499 4.32G 0.01355 0.01122 0.004033 70 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s] 62/499 4.32G 0.01355 0.01122 0.004033 70 640: 5%|4 | 8/168 [00:01<00:30, 5.25it/s] 62/499 4.32G 0.01335 0.01117 0.003919 73 640: 5%|4 | 8/168 [00:01<00:30, 5.25it/s] 62/499 4.32G 0.01335 0.01117 0.003919 73 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s] 62/499 4.32G 0.01327 0.01118 0.004038 70 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s] 62/499 4.32G 0.01327 0.01118 0.004038 70 640: 6%|5 | 10/168 [00:01<00:30, 5.13it/s] 62/499 4.32G 0.01331 0.01119 0.004215 76 640: 6%|5 | 10/168 [00:02<00:30, 5.13it/s] 62/499 4.32G 0.01331 0.01119 0.004215 76 640: 7%|6 | 11/168 [00:02<00:29, 5.25it/s] 62/499 4.32G 0.01332 0.01123 0.004343 62 640: 7%|6 | 11/168 [00:02<00:29, 5.25it/s] 62/499 4.32G 0.01332 0.01123 0.004343 62 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s] 62/499 4.32G 0.01347 0.01148 0.004335 78 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s] 62/499 4.32G 0.01347 0.01148 0.004335 78 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s] 62/499 4.32G 0.01335 0.01145 0.004337 73 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s] 62/499 4.32G 0.01335 0.01145 0.004337 73 640: 8%|8 | 14/168 [00:02<00:29, 5.16it/s] 62/499 4.32G 0.01347 0.01141 0.004111 58 640: 8%|8 | 14/168 [00:02<00:29, 5.16it/s] 62/499 4.32G 0.01347 0.01141 0.004111 58 640: 9%|8 | 15/168 [00:02<00:29, 5.27it/s] 62/499 4.32G 0.01347 0.01143 0.004147 70 640: 9%|8 | 15/168 [00:03<00:29, 5.27it/s] 62/499 4.32G 0.01347 0.01143 0.004147 70 640: 10%|9 | 16/168 [00:03<00:29, 5.10it/s] 62/499 4.32G 0.01341 0.01156 0.004156 87 640: 10%|9 | 16/168 [00:03<00:29, 5.10it/s] 62/499 4.32G 0.01341 0.01156 0.004156 87 640: 10%|# | 17/168 [00:03<00:28, 5.22it/s] 62/499 4.32G 0.01342 0.01146 0.004216 61 640: 10%|# | 17/168 [00:03<00:28, 5.22it/s] 62/499 4.32G 0.01342 0.01146 0.004216 61 640: 11%|# | 18/168 [00:03<00:28, 5.29it/s] 62/499 4.32G 0.01334 0.01127 0.004189 61 640: 11%|# | 18/168 [00:03<00:28, 5.29it/s] 62/499 4.32G 0.01334 0.01127 0.004189 61 640: 11%|#1 | 19/168 [00:03<00:28, 5.15it/s] 62/499 4.32G 0.01334 0.01122 0.004205 72 640: 11%|#1 | 19/168 [00:03<00:28, 5.15it/s] 62/499 4.32G 0.01334 0.01122 0.004205 72 640: 12%|#1 | 20/168 [00:03<00:28, 5.25it/s] 62/499 4.32G 0.01332 0.01132 0.004189 88 640: 12%|#1 | 20/168 [00:04<00:28, 5.25it/s] 62/499 4.32G 0.01332 0.01132 0.004189 88 640: 12%|#2 | 21/168 [00:04<00:27, 5.32it/s] 62/499 4.32G 0.0134 0.01122 0.00427 49 640: 12%|#2 | 21/168 [00:04<00:27, 5.32it/s] 62/499 4.32G 0.0134 0.01122 0.00427 49 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s] 62/499 4.32G 0.01345 0.01122 0.004319 60 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s] 62/499 4.32G 0.01345 0.01122 0.004319 60 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s] 62/499 4.32G 0.01338 0.01117 0.004378 69 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s] 62/499 4.32G 0.01338 0.01117 0.004378 69 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s] 62/499 4.32G 0.01337 0.01119 0.004371 78 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s] 62/499 4.32G 0.01337 0.01119 0.004371 78 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s] 62/499 4.32G 0.0134 0.0112 0.004328 78 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s] 62/499 4.32G 0.0134 0.0112 0.004328 78 640: 15%|#5 | 26/168 [00:04<00:26, 5.32it/s] 62/499 4.32G 0.0134 0.0112 0.004336 76 640: 15%|#5 | 26/168 [00:05<00:26, 5.32it/s] 62/499 4.32G 0.0134 0.0112 0.004336 76 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s] 62/499 4.32G 0.01338 0.01118 0.004316 63 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s] 62/499 4.32G 0.01338 0.01118 0.004316 63 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s] 62/499 4.32G 0.01337 0.01115 0.004369 67 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s] 62/499 4.32G 0.01337 0.01115 0.004369 67 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s] 62/499 4.32G 0.01335 0.01115 0.004321 82 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s] 62/499 4.32G 0.01335 0.01115 0.004321 82 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s] 62/499 4.32G 0.01326 0.01112 0.004286 70 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s] 62/499 4.32G 0.01326 0.01112 0.004286 70 640: 18%|#8 | 31/168 [00:05<00:26, 5.23it/s] 62/499 4.32G 0.01326 0.0112 0.004316 81 640: 18%|#8 | 31/168 [00:06<00:26, 5.23it/s] 62/499 4.32G 0.01326 0.0112 0.004316 81 640: 19%|#9 | 32/168 [00:06<00:25, 5.32it/s] 62/499 4.32G 0.01325 0.01124 0.0043 76 640: 19%|#9 | 32/168 [00:06<00:25, 5.32it/s] 62/499 4.32G 0.01325 0.01124 0.0043 76 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s] 62/499 4.32G 0.01329 0.0112 0.004372 58 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s] 62/499 4.32G 0.01329 0.0112 0.004372 58 640: 20%|## | 34/168 [00:06<00:25, 5.24it/s] 62/499 4.32G 0.01329 0.01119 0.004354 59 640: 20%|## | 34/168 [00:06<00:25, 5.24it/s] 62/499 4.32G 0.01329 0.01119 0.004354 59 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s] 62/499 4.32G 0.01329 0.01115 0.004325 57 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s] 62/499 4.32G 0.01329 0.01115 0.004325 57 640: 21%|##1 | 36/168 [00:06<00:24, 5.32it/s] 62/499 4.32G 0.01328 0.01111 0.004312 67 640: 21%|##1 | 36/168 [00:07<00:24, 5.32it/s] 62/499 4.32G 0.01328 0.01111 0.004312 67 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s] 62/499 4.32G 0.01322 0.01108 0.004323 66 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s] 62/499 4.32G 0.01322 0.01108 0.004323 66 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s] 62/499 4.32G 0.01321 0.0111 0.004307 73 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s] 62/499 4.32G 0.01321 0.0111 0.004307 73 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s] 62/499 4.32G 0.01318 0.01109 0.004262 75 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s] 62/499 4.32G 0.01318 0.01109 0.004262 75 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s] 62/499 4.32G 0.01318 0.01125 0.004318 98 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s] 62/499 4.32G 0.01318 0.01125 0.004318 98 640: 24%|##4 | 41/168 [00:07<00:24, 5.24it/s] 62/499 4.32G 0.01318 0.01118 0.004496 51 640: 24%|##4 | 41/168 [00:07<00:24, 5.24it/s] 62/499 4.32G 0.01318 0.01118 0.004496 51 640: 25%|##5 | 42/168 [00:07<00:23, 5.31it/s] 62/499 4.32G 0.01315 0.01115 0.004487 69 640: 25%|##5 | 42/168 [00:08<00:23, 5.31it/s] 62/499 4.32G 0.01315 0.01115 0.004487 69 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s] 62/499 4.32G 0.01312 0.01115 0.00447 74 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s] 62/499 4.32G 0.01312 0.01115 0.00447 74 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s] 62/499 4.32G 0.01313 0.01114 0.004549 64 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s] 62/499 4.32G 0.01313 0.01114 0.004549 64 640: 27%|##6 | 45/168 [00:08<00:23, 5.35it/s] 62/499 4.32G 0.01316 0.01114 0.004591 74 640: 27%|##6 | 45/168 [00:08<00:23, 5.35it/s] 62/499 4.32G 0.01316 0.01114 0.004591 74 640: 27%|##7 | 46/168 [00:08<00:23, 5.20it/s] 62/499 4.32G 0.01316 0.01112 0.004545 64 640: 27%|##7 | 46/168 [00:08<00:23, 5.20it/s] 62/499 4.32G 0.01316 0.01112 0.004545 64 640: 28%|##7 | 47/168 [00:08<00:22, 5.30it/s] 62/499 4.32G 0.01317 0.0111 0.004526 55 640: 28%|##7 | 47/168 [00:09<00:22, 5.30it/s] 62/499 4.32G 0.01317 0.0111 0.004526 55 640: 29%|##8 | 48/168 [00:09<00:22, 5.37it/s] 62/499 4.32G 0.01316 0.01108 0.004482 68 640: 29%|##8 | 48/168 [00:09<00:22, 5.37it/s] 62/499 4.32G 0.01316 0.01108 0.004482 68 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s] 62/499 4.32G 0.01314 0.01108 0.004488 79 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s] 62/499 4.32G 0.01314 0.01108 0.004488 79 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s] 62/499 4.32G 0.01312 0.01106 0.004448 75 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s] 62/499 4.32G 0.01312 0.01106 0.004448 75 640: 30%|### | 51/168 [00:09<00:21, 5.36it/s] 62/499 4.32G 0.01313 0.01106 0.004438 68 640: 30%|### | 51/168 [00:09<00:21, 5.36it/s] 62/499 4.32G 0.01313 0.01106 0.004438 68 640: 31%|### | 52/168 [00:09<00:22, 5.18it/s] 62/499 4.32G 0.01308 0.011 0.004515 67 640: 31%|### | 52/168 [00:10<00:22, 5.18it/s] 62/499 4.32G 0.01308 0.011 0.004515 67 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s] 62/499 4.32G 0.01305 0.01099 0.004513 77 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s] 62/499 4.32G 0.01305 0.01099 0.004513 77 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s] 62/499 4.32G 0.01303 0.01099 0.004535 78 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s] 62/499 4.32G 0.01303 0.01099 0.004535 78 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s] 62/499 4.32G 0.01301 0.01098 0.004543 71 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s] 62/499 4.32G 0.01301 0.01098 0.004543 71 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s] 62/499 4.32G 0.013 0.01099 0.004539 70 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s] 62/499 4.32G 0.013 0.01099 0.004539 70 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s] 62/499 4.32G 0.013 0.01094 0.004561 53 640: 34%|###3 | 57/168 [00:11<00:20, 5.35it/s] 62/499 4.32G 0.013 0.01094 0.004561 53 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s] 62/499 4.32G 0.01299 0.01091 0.004542 74 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s] 62/499 4.32G 0.01299 0.01091 0.004542 74 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s] 62/499 4.32G 0.01298 0.01092 0.004514 82 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s] 62/499 4.32G 0.01298 0.01092 0.004514 82 640: 36%|###5 | 60/168 [00:11<00:20, 5.36it/s] 62/499 4.32G 0.01294 0.01089 0.004477 65 640: 36%|###5 | 60/168 [00:11<00:20, 5.36it/s] 62/499 4.32G 0.01294 0.01089 0.004477 65 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s] 62/499 4.32G 0.01291 0.0109 0.004522 68 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s] 62/499 4.32G 0.01291 0.0109 0.004522 68 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s] 62/499 4.32G 0.01289 0.01091 0.004533 68 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s] 62/499 4.32G 0.01289 0.01091 0.004533 68 640: 38%|###7 | 63/168 [00:11<00:19, 5.35it/s] 62/499 4.32G 0.01291 0.0109 0.004488 69 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s] 62/499 4.32G 0.01291 0.0109 0.004488 69 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s] 62/499 4.32G 0.01289 0.01091 0.004485 79 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s] 62/499 4.32G 0.01289 0.01091 0.004485 79 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s] 62/499 4.32G 0.0129 0.01091 0.004443 70 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s] 62/499 4.32G 0.0129 0.01091 0.004443 70 640: 39%|###9 | 66/168 [00:12<00:19, 5.33it/s] 62/499 4.32G 0.0129 0.01094 0.004461 80 640: 39%|###9 | 66/168 [00:12<00:19, 5.33it/s] 62/499 4.32G 0.0129 0.01094 0.004461 80 640: 40%|###9 | 67/168 [00:12<00:19, 5.20it/s] 62/499 4.32G 0.0129 0.01091 0.004488 63 640: 40%|###9 | 67/168 [00:12<00:19, 5.20it/s] 62/499 4.32G 0.0129 0.01091 0.004488 63 640: 40%|#### | 68/168 [00:12<00:18, 5.30it/s] 62/499 4.32G 0.01286 0.01091 0.004469 71 640: 40%|#### | 68/168 [00:13<00:18, 5.30it/s] 62/499 4.32G 0.01286 0.01091 0.004469 71 640: 41%|####1 | 69/168 [00:13<00:18, 5.38it/s] 62/499 4.32G 0.01286 0.01086 0.004521 54 640: 41%|####1 | 69/168 [00:13<00:18, 5.38it/s] 62/499 4.32G 0.01286 0.01086 0.004521 54 640: 42%|####1 | 70/168 [00:13<00:18, 5.25it/s] 62/499 4.32G 0.01289 0.01087 0.004509 73 640: 42%|####1 | 70/168 [00:13<00:18, 5.25it/s] 62/499 4.32G 0.01289 0.01087 0.004509 73 640: 42%|####2 | 71/168 [00:13<00:18, 5.26it/s] 62/499 4.32G 0.01288 0.01086 0.004526 77 640: 42%|####2 | 71/168 [00:13<00:18, 5.26it/s] 62/499 4.32G 0.01288 0.01086 0.004526 77 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s] 62/499 4.32G 0.0129 0.01083 0.004485 56 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s] 62/499 4.32G 0.0129 0.01083 0.004485 56 640: 43%|####3 | 73/168 [00:13<00:18, 5.19it/s] 62/499 4.32G 0.01291 0.01085 0.004461 69 640: 43%|####3 | 73/168 [00:14<00:18, 5.19it/s] 62/499 4.32G 0.01291 0.01085 0.004461 69 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s] 62/499 4.32G 0.01291 0.01084 0.004468 66 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s] 62/499 4.32G 0.01291 0.01084 0.004468 66 640: 45%|####4 | 75/168 [00:14<00:17, 5.32it/s] 62/499 4.32G 0.01289 0.01083 0.004442 64 640: 45%|####4 | 75/168 [00:14<00:17, 5.32it/s] 62/499 4.32G 0.01289 0.01083 0.004442 64 640: 45%|####5 | 76/168 [00:14<00:17, 5.13it/s] 62/499 4.32G 0.01289 0.01084 0.004426 74 640: 45%|####5 | 76/168 [00:14<00:17, 5.13it/s] 62/499 4.32G 0.01289 0.01084 0.004426 74 640: 46%|####5 | 77/168 [00:14<00:17, 5.24it/s] 62/499 4.32G 0.01295 0.01082 0.004433 56 640: 46%|####5 | 77/168 [00:14<00:17, 5.24it/s] 62/499 4.32G 0.01295 0.01082 0.004433 56 640: 46%|####6 | 78/168 [00:14<00:16, 5.30it/s] 62/499 4.32G 0.01295 0.01083 0.004418 69 640: 46%|####6 | 78/168 [00:15<00:16, 5.30it/s] 62/499 4.32G 0.01295 0.01083 0.004418 69 640: 47%|####7 | 79/168 [00:15<00:17, 5.18it/s] 62/499 4.32G 0.01293 0.01085 0.004399 76 640: 47%|####7 | 79/168 [00:15<00:17, 5.18it/s] 62/499 4.32G 0.01293 0.01085 0.004399 76 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s] 62/499 4.32G 0.01294 0.01087 0.004393 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s] 62/499 4.32G 0.01294 0.01087 0.004393 70 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s] 62/499 4.32G 0.01294 0.01085 0.00439 71 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s] 62/499 4.32G 0.01294 0.01085 0.00439 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.19it/s] 62/499 4.32G 0.01294 0.01084 0.004397 62 640: 49%|####8 | 82/168 [00:15<00:16, 5.19it/s] 62/499 4.32G 0.01294 0.01084 0.004397 62 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s] 62/499 4.32G 0.01295 0.01087 0.004405 72 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s] 62/499 4.32G 0.01295 0.01087 0.004405 72 640: 50%|##### | 84/168 [00:15<00:15, 5.32it/s] 62/499 4.32G 0.01298 0.01085 0.004414 63 640: 50%|##### | 84/168 [00:16<00:15, 5.32it/s] 62/499 4.32G 0.01298 0.01085 0.004414 63 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s] 62/499 4.32G 0.01298 0.01085 0.004444 63 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s] 62/499 4.32G 0.01298 0.01085 0.004444 63 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s] 62/499 4.32G 0.01298 0.01084 0.004444 71 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s] 62/499 4.32G 0.01298 0.01084 0.004444 71 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s] 62/499 4.32G 0.01299 0.01087 0.004427 85 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s] 62/499 4.32G 0.01299 0.01087 0.004427 85 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 62/499 4.32G 0.01299 0.01085 0.004429 62 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 62/499 4.32G 0.01299 0.01085 0.004429 62 640: 53%|#####2 | 89/168 [00:16<00:15, 5.27it/s] 62/499 4.32G 0.01297 0.01084 0.00444 61 640: 53%|#####2 | 89/168 [00:17<00:15, 5.27it/s] 62/499 4.32G 0.01297 0.01084 0.00444 61 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s] 62/499 4.32G 0.01295 0.01083 0.004405 67 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s] 62/499 4.32G 0.01295 0.01083 0.004405 67 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s] 62/499 4.32G 0.01293 0.01081 0.004388 70 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s] 62/499 4.32G 0.01293 0.01081 0.004388 70 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s] 62/499 4.32G 0.01292 0.01083 0.004412 98 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s] 62/499 4.32G 0.01292 0.01083 0.004412 98 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s] 62/499 4.32G 0.01291 0.01083 0.004399 70 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s] 62/499 4.32G 0.01291 0.01083 0.004399 70 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s] 62/499 4.32G 0.01292 0.01085 0.004388 74 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s] 62/499 4.32G 0.01292 0.01085 0.004388 74 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s] 62/499 4.32G 0.0129 0.01084 0.004386 72 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s] 62/499 4.32G 0.0129 0.01084 0.004386 72 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s] 62/499 4.32G 0.01291 0.01086 0.004405 66 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s] 62/499 4.32G 0.01291 0.01086 0.004405 66 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s] 62/499 4.32G 0.01288 0.01084 0.00441 67 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s] 62/499 4.32G 0.01288 0.01084 0.00441 67 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s] 62/499 4.32G 0.01287 0.01084 0.004432 70 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s] 62/499 4.32G 0.01287 0.01084 0.004432 70 640: 59%|#####8 | 99/168 [00:18<00:12, 5.32it/s] 62/499 4.32G 0.01285 0.01082 0.004425 64 640: 59%|#####8 | 99/168 [00:19<00:12, 5.32it/s] 62/499 4.32G 0.01285 0.01082 0.004425 64 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s] 62/499 4.32G 0.01284 0.01084 0.004465 88 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s] 62/499 4.32G 0.01284 0.01084 0.004465 88 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s] 62/499 4.32G 0.01284 0.01083 0.004471 63 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s] 62/499 4.32G 0.01284 0.01083 0.004471 63 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s] 62/499 4.32G 0.01282 0.01081 0.004456 64 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s] 62/499 4.32G 0.01282 0.01081 0.004456 64 640: 61%|######1 | 103/168 [00:19<00:12, 5.13it/s] 62/499 4.32G 0.01282 0.01083 0.0045 72 640: 61%|######1 | 103/168 [00:19<00:12, 5.13it/s] 62/499 4.32G 0.01282 0.01083 0.0045 72 640: 62%|######1 | 104/168 [00:19<00:12, 5.21it/s] 62/499 4.32G 0.01282 0.01084 0.00448 75 640: 62%|######1 | 104/168 [00:19<00:12, 5.21it/s] 62/499 4.32G 0.01282 0.01084 0.00448 75 640: 62%|######2 | 105/168 [00:19<00:11, 5.26it/s] 62/499 4.32G 0.01281 0.01082 0.004464 52 640: 62%|######2 | 105/168 [00:20<00:11, 5.26it/s] 62/499 4.32G 0.01281 0.01082 0.004464 52 640: 63%|######3 | 106/168 [00:20<00:12, 5.14it/s] 62/499 4.32G 0.01281 0.01081 0.004465 62 640: 63%|######3 | 106/168 [00:20<00:12, 5.14it/s] 62/499 4.32G 0.01281 0.01081 0.004465 62 640: 64%|######3 | 107/168 [00:20<00:11, 5.16it/s] 62/499 4.32G 0.01282 0.0108 0.004479 58 640: 64%|######3 | 107/168 [00:20<00:11, 5.16it/s] 62/499 4.32G 0.01282 0.0108 0.004479 58 640: 64%|######4 | 108/168 [00:20<00:11, 5.22it/s] 62/499 4.32G 0.01283 0.01079 0.004476 73 640: 64%|######4 | 108/168 [00:20<00:11, 5.22it/s] 62/499 4.32G 0.01283 0.01079 0.004476 73 640: 65%|######4 | 109/168 [00:20<00:11, 5.12it/s] 62/499 4.32G 0.01283 0.01081 0.004459 89 640: 65%|######4 | 109/168 [00:20<00:11, 5.12it/s] 62/499 4.32G 0.01283 0.01081 0.004459 89 640: 65%|######5 | 110/168 [00:20<00:11, 5.20it/s] 62/499 4.32G 0.01282 0.01082 0.004464 70 640: 65%|######5 | 110/168 [00:21<00:11, 5.20it/s] 62/499 4.32G 0.01282 0.01082 0.004464 70 640: 66%|######6 | 111/168 [00:21<00:10, 5.28it/s] 62/499 4.32G 0.0128 0.0108 0.004437 63 640: 66%|######6 | 111/168 [00:21<00:10, 5.28it/s] 62/499 4.32G 0.0128 0.0108 0.004437 63 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s] 62/499 4.32G 0.01282 0.01081 0.004468 64 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s] 62/499 4.32G 0.01282 0.01081 0.004468 64 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s] 62/499 4.32G 0.01283 0.01083 0.004459 71 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s] 62/499 4.32G 0.01283 0.01083 0.004459 71 640: 68%|######7 | 114/168 [00:21<00:10, 5.38it/s] 62/499 4.32G 0.01281 0.01082 0.004483 70 640: 68%|######7 | 114/168 [00:21<00:10, 5.38it/s] 62/499 4.32G 0.01281 0.01082 0.004483 70 640: 68%|######8 | 115/168 [00:21<00:10, 5.18it/s] 62/499 4.32G 0.01281 0.01081 0.004475 74 640: 68%|######8 | 115/168 [00:22<00:10, 5.18it/s] 62/499 4.32G 0.01281 0.01081 0.004475 74 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s] 62/499 4.32G 0.01281 0.0108 0.00447 58 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s] 62/499 4.32G 0.01281 0.0108 0.00447 58 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s] 62/499 4.32G 0.01281 0.0108 0.004446 69 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s] 62/499 4.32G 0.01281 0.0108 0.004446 69 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s] 62/499 4.32G 0.0128 0.0108 0.004446 66 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s] 62/499 4.32G 0.0128 0.0108 0.004446 66 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s] 62/499 4.32G 0.0128 0.01083 0.004441 79 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s] 62/499 4.32G 0.0128 0.01083 0.004441 79 640: 71%|#######1 | 120/168 [00:22<00:09, 5.32it/s] 62/499 4.32G 0.01281 0.01083 0.004419 58 640: 71%|#######1 | 120/168 [00:23<00:09, 5.32it/s] 62/499 4.32G 0.01281 0.01083 0.004419 58 640: 72%|#######2 | 121/168 [00:23<00:09, 5.17it/s] 62/499 4.32G 0.0128 0.01084 0.004411 67 640: 72%|#######2 | 121/168 [00:23<00:09, 5.17it/s] 62/499 4.32G 0.0128 0.01084 0.004411 67 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s] 62/499 4.32G 0.01279 0.01083 0.004438 60 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s] 62/499 4.32G 0.01279 0.01083 0.004438 60 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s] 62/499 4.32G 0.0128 0.01083 0.004443 62 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s] 62/499 4.32G 0.0128 0.01083 0.004443 62 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s] 62/499 4.32G 0.0128 0.01086 0.004437 91 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s] 62/499 4.32G 0.0128 0.01086 0.004437 91 640: 74%|#######4 | 125/168 [00:23<00:08, 5.29it/s] 62/499 4.32G 0.01279 0.01084 0.004446 69 640: 74%|#######4 | 125/168 [00:23<00:08, 5.29it/s] 62/499 4.32G 0.01279 0.01084 0.004446 69 640: 75%|#######5 | 126/168 [00:23<00:07, 5.33it/s] 62/499 4.32G 0.01278 0.01085 0.004461 74 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s] 62/499 4.32G 0.01278 0.01085 0.004461 74 640: 76%|#######5 | 127/168 [00:24<00:07, 5.22it/s] 62/499 4.32G 0.01278 0.01085 0.004483 72 640: 76%|#######5 | 127/168 [00:24<00:07, 5.22it/s] 62/499 4.32G 0.01278 0.01085 0.004483 72 640: 76%|#######6 | 128/168 [00:24<00:07, 5.33it/s] 62/499 4.32G 0.0128 0.01083 0.004511 49 640: 76%|#######6 | 128/168 [00:24<00:07, 5.33it/s] 62/499 4.32G 0.0128 0.01083 0.004511 49 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s] 62/499 4.32G 0.01281 0.01083 0.004512 70 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s] 62/499 4.32G 0.01281 0.01083 0.004512 70 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s] 62/499 4.32G 0.01281 0.01083 0.004532 66 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s] 62/499 4.32G 0.01281 0.01083 0.004532 66 640: 78%|#######7 | 131/168 [00:24<00:07, 5.27it/s] 62/499 4.32G 0.0128 0.01081 0.00454 63 640: 78%|#######7 | 131/168 [00:25<00:07, 5.27it/s] 62/499 4.32G 0.0128 0.01081 0.00454 63 640: 79%|#######8 | 132/168 [00:25<00:06, 5.33it/s] 62/499 4.32G 0.01281 0.01084 0.004532 83 640: 79%|#######8 | 132/168 [00:25<00:06, 5.33it/s] 62/499 4.32G 0.01281 0.01084 0.004532 83 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s] 62/499 4.32G 0.01281 0.01083 0.004548 70 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s] 62/499 4.32G 0.01281 0.01083 0.004548 70 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s] 62/499 4.32G 0.0128 0.01085 0.004558 71 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s] 62/499 4.32G 0.0128 0.01085 0.004558 71 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s] 62/499 4.32G 0.0128 0.01084 0.004581 69 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s] 62/499 4.32G 0.0128 0.01084 0.004581 69 640: 81%|######## | 136/168 [00:25<00:06, 5.18it/s] 62/499 4.32G 0.01281 0.01084 0.004588 71 640: 81%|######## | 136/168 [00:26<00:06, 5.18it/s] 62/499 4.32G 0.01281 0.01084 0.004588 71 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s] 62/499 4.32G 0.0128 0.01084 0.004576 73 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s] 62/499 4.32G 0.0128 0.01084 0.004576 73 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s] 62/499 4.32G 0.01279 0.01084 0.004588 69 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s] 62/499 4.32G 0.01279 0.01084 0.004588 69 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s] 62/499 4.32G 0.01279 0.01085 0.004606 81 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s] 62/499 4.32G 0.01279 0.01085 0.004606 81 640: 83%|########3 | 140/168 [00:26<00:05, 5.18it/s] 62/499 4.32G 0.01279 0.01083 0.004601 67 640: 83%|########3 | 140/168 [00:26<00:05, 5.18it/s] 62/499 4.32G 0.01279 0.01083 0.004601 67 640: 84%|########3 | 141/168 [00:26<00:05, 5.26it/s] 62/499 4.32G 0.0128 0.01083 0.004606 64 640: 84%|########3 | 141/168 [00:27<00:05, 5.26it/s] 62/499 4.32G 0.0128 0.01083 0.004606 64 640: 85%|########4 | 142/168 [00:27<00:05, 5.14it/s] 62/499 4.32G 0.0128 0.01084 0.004594 75 640: 85%|########4 | 142/168 [00:27<00:05, 5.14it/s] 62/499 4.32G 0.0128 0.01084 0.004594 75 640: 85%|########5 | 143/168 [00:27<00:04, 5.24it/s] 62/499 4.32G 0.01279 0.01083 0.004599 66 640: 85%|########5 | 143/168 [00:27<00:04, 5.24it/s] 62/499 4.32G 0.01279 0.01083 0.004599 66 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s] 62/499 4.32G 0.0128 0.01084 0.004625 67 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s] 62/499 4.32G 0.0128 0.01084 0.004625 67 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s] 62/499 4.32G 0.01281 0.01085 0.004641 79 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s] 62/499 4.32G 0.01281 0.01085 0.004641 79 640: 87%|########6 | 146/168 [00:27<00:04, 5.22it/s] 62/499 4.32G 0.0128 0.01086 0.004656 70 640: 87%|########6 | 146/168 [00:27<00:04, 5.22it/s] 62/499 4.32G 0.0128 0.01086 0.004656 70 640: 88%|########7 | 147/168 [00:27<00:03, 5.30it/s] 62/499 4.32G 0.01279 0.01086 0.004657 69 640: 88%|########7 | 147/168 [00:28<00:03, 5.30it/s] 62/499 4.32G 0.01279 0.01086 0.004657 69 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s] 62/499 4.32G 0.0128 0.01088 0.004655 78 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s] 62/499 4.32G 0.0128 0.01088 0.004655 78 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s] 62/499 4.32G 0.01278 0.01087 0.004638 71 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s] 62/499 4.32G 0.01278 0.01087 0.004638 71 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s] 62/499 4.32G 0.01277 0.01087 0.004632 73 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s] 62/499 4.32G 0.01277 0.01087 0.004632 73 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s] 62/499 4.32G 0.01277 0.01085 0.004656 54 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s] 62/499 4.32G 0.01277 0.01085 0.004656 54 640: 90%|######### | 152/168 [00:28<00:03, 5.29it/s] 62/499 4.32G 0.01276 0.01085 0.004644 76 640: 90%|######### | 152/168 [00:29<00:03, 5.29it/s] 62/499 4.32G 0.01276 0.01085 0.004644 76 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s] 62/499 4.32G 0.01275 0.01084 0.004667 68 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s] 62/499 4.32G 0.01275 0.01084 0.004667 68 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s] 62/499 4.32G 0.01273 0.01081 0.004648 46 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s] 62/499 4.32G 0.01273 0.01081 0.004648 46 640: 92%|#########2| 155/168 [00:29<00:02, 5.32it/s] 62/499 4.32G 0.01272 0.0108 0.004649 65 640: 92%|#########2| 155/168 [00:29<00:02, 5.32it/s] 62/499 4.32G 0.01272 0.0108 0.004649 65 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s] 62/499 4.32G 0.01273 0.0108 0.004642 71 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s] 62/499 4.32G 0.01273 0.0108 0.004642 71 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s] 62/499 4.32G 0.01272 0.01079 0.004635 51 640: 93%|#########3| 157/168 [00:30<00:02, 5.22it/s] 62/499 4.32G 0.01272 0.01079 0.004635 51 640: 94%|#########4| 158/168 [00:30<00:01, 5.32it/s] 62/499 4.32G 0.01272 0.01079 0.004633 73 640: 94%|#########4| 158/168 [00:30<00:01, 5.32it/s] 62/499 4.32G 0.01272 0.01079 0.004633 73 640: 95%|#########4| 159/168 [00:30<00:01, 5.39it/s] 62/499 4.32G 0.01272 0.01079 0.004638 73 640: 95%|#########4| 159/168 [00:30<00:01, 5.39it/s] 62/499 4.32G 0.01272 0.01079 0.004638 73 640: 95%|#########5| 160/168 [00:30<00:01, 5.25it/s] 62/499 4.32G 0.01272 0.01081 0.004637 81 640: 95%|#########5| 160/168 [00:30<00:01, 5.25it/s] 62/499 4.32G 0.01272 0.01081 0.004637 81 640: 96%|#########5| 161/168 [00:30<00:01, 5.32it/s] 62/499 4.32G 0.01272 0.0108 0.004663 75 640: 96%|#########5| 161/168 [00:30<00:01, 5.32it/s] 62/499 4.32G 0.01272 0.0108 0.004663 75 640: 96%|#########6| 162/168 [00:30<00:01, 5.38it/s] 62/499 4.32G 0.0127 0.0108 0.004654 69 640: 96%|#########6| 162/168 [00:31<00:01, 5.38it/s] 62/499 4.32G 0.0127 0.0108 0.004654 69 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s] 62/499 4.32G 0.01269 0.01081 0.00465 70 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s] 62/499 4.32G 0.01269 0.01081 0.00465 70 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s] 62/499 4.32G 0.01268 0.01079 0.004632 60 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s] 62/499 4.32G 0.01268 0.01079 0.004632 60 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s] 62/499 4.32G 0.01268 0.01079 0.004623 63 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s] 62/499 4.32G 0.01268 0.01079 0.004623 63 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s] 62/499 4.32G 0.01268 0.01079 0.00461 59 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s] 62/499 4.32G 0.01268 0.01079 0.00461 59 640: 99%|#########9| 167/168 [00:31<00:00, 5.28it/s] 62/499 4.32G 0.01266 0.01077 0.004607 31 640: 99%|#########9| 167/168 [00:31<00:00, 5.28it/s] 62/499 4.32G 0.01266 0.01077 0.004607 31 640: 100%|##########| 168/168 [00:31<00:00, 5.43it/s] 62/499 4.32G 0.01266 0.01077 0.004607 31 640: 100%|##########| 168/168 [00:31<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.838 0.848 0.872 0.747 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 63/499 4.32G 0.01256 0.01155 0.008033 66 640: 0%| | 0/168 [00:00<?, ?it/s] 63/499 4.32G 0.01256 0.01155 0.008033 66 640: 1%| | 1/168 [00:00<00:33, 5.00it/s] 63/499 4.32G 0.01381 0.01299 0.007741 80 640: 1%| | 1/168 [00:00<00:33, 5.00it/s] 63/499 4.32G 0.01381 0.01299 0.007741 80 640: 1%|1 | 2/168 [00:00<00:31, 5.33it/s] 63/499 4.32G 0.01419 0.01313 0.006714 71 640: 1%|1 | 2/168 [00:00<00:31, 5.33it/s] 63/499 4.32G 0.01419 0.01313 0.006714 71 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s] 63/499 4.32G 0.01399 0.01253 0.006157 76 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s] 63/499 4.32G 0.01399 0.01253 0.006157 76 640: 2%|2 | 4/168 [00:00<00:31, 5.15it/s] 63/499 4.32G 0.01379 0.01196 0.006031 60 640: 2%|2 | 4/168 [00:00<00:31, 5.15it/s] 63/499 4.32G 0.01379 0.01196 0.006031 60 640: 3%|2 | 5/168 [00:00<00:31, 5.19it/s] 63/499 4.32G 0.01357 0.0114 0.006064 67 640: 3%|2 | 5/168 [00:01<00:31, 5.19it/s] 63/499 4.32G 0.01357 0.0114 0.006064 67 640: 4%|3 | 6/168 [00:01<00:30, 5.30it/s] 63/499 4.32G 0.01353 0.01146 0.005779 73 640: 4%|3 | 6/168 [00:01<00:30, 5.30it/s] 63/499 4.32G 0.01353 0.01146 0.005779 73 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s] 63/499 4.32G 0.01313 0.01133 0.005594 76 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s] 63/499 4.32G 0.01313 0.01133 0.005594 76 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s] 63/499 4.32G 0.01301 0.01123 0.005899 71 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s] 63/499 4.32G 0.01301 0.01123 0.005899 71 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s] 63/499 4.32G 0.01322 0.01106 0.005492 59 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s] 63/499 4.32G 0.01322 0.01106 0.005492 59 640: 6%|5 | 10/168 [00:01<00:30, 5.17it/s] 63/499 4.32G 0.01309 0.01092 0.005289 65 640: 6%|5 | 10/168 [00:02<00:30, 5.17it/s] 63/499 4.32G 0.01309 0.01092 0.005289 65 640: 7%|6 | 11/168 [00:02<00:30, 5.22it/s] 63/499 4.32G 0.01287 0.0109 0.005137 76 640: 7%|6 | 11/168 [00:02<00:30, 5.22it/s] 63/499 4.32G 0.01287 0.0109 0.005137 76 640: 7%|7 | 12/168 [00:02<00:29, 5.30it/s] 63/499 4.32G 0.0129 0.01081 0.005027 62 640: 7%|7 | 12/168 [00:02<00:29, 5.30it/s] 63/499 4.32G 0.0129 0.01081 0.005027 62 640: 8%|7 | 13/168 [00:02<00:30, 5.10it/s] 63/499 4.32G 0.01281 0.01067 0.005249 58 640: 8%|7 | 13/168 [00:02<00:30, 5.10it/s] 63/499 4.32G 0.01281 0.01067 0.005249 58 640: 8%|8 | 14/168 [00:02<00:29, 5.21it/s] 63/499 4.32G 0.01272 0.01076 0.005166 75 640: 8%|8 | 14/168 [00:02<00:29, 5.21it/s] 63/499 4.32G 0.01272 0.01076 0.005166 75 640: 9%|8 | 15/168 [00:02<00:28, 5.30it/s] 63/499 4.32G 0.01275 0.01094 0.005098 86 640: 9%|8 | 15/168 [00:03<00:28, 5.30it/s] 63/499 4.32G 0.01275 0.01094 0.005098 86 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s] 63/499 4.32G 0.01277 0.01101 0.004902 71 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s] 63/499 4.32G 0.01277 0.01101 0.004902 71 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s] 63/499 4.32G 0.01282 0.01098 0.004916 61 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s] 63/499 4.32G 0.01282 0.01098 0.004916 61 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s] 63/499 4.32G 0.01285 0.01105 0.004941 88 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s] 63/499 4.32G 0.01285 0.01105 0.004941 88 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s] 63/499 4.32G 0.01285 0.01105 0.005013 64 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s] 63/499 4.32G 0.01285 0.01105 0.005013 64 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s] 63/499 4.32G 0.01278 0.011 0.005046 64 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s] 63/499 4.32G 0.01278 0.011 0.005046 64 640: 12%|#2 | 21/168 [00:03<00:27, 5.35it/s] 63/499 4.32G 0.01279 0.01093 0.004857 54 640: 12%|#2 | 21/168 [00:04<00:27, 5.35it/s] 63/499 4.32G 0.01279 0.01093 0.004857 54 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s] 63/499 4.32G 0.0127 0.01083 0.005136 68 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s] 63/499 4.32G 0.0127 0.01083 0.005136 68 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s] 63/499 4.32G 0.01277 0.01088 0.005153 76 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s] 63/499 4.32G 0.01277 0.01088 0.005153 76 640: 14%|#4 | 24/168 [00:04<00:27, 5.33it/s] 63/499 4.32G 0.01274 0.01086 0.005099 66 640: 14%|#4 | 24/168 [00:04<00:27, 5.33it/s] 63/499 4.32G 0.01274 0.01086 0.005099 66 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s] 63/499 4.32G 0.01274 0.01085 0.00515 70 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s] 63/499 4.32G 0.01274 0.01085 0.00515 70 640: 15%|#5 | 26/168 [00:04<00:26, 5.27it/s] 63/499 4.32G 0.01274 0.01101 0.00512 95 640: 15%|#5 | 26/168 [00:05<00:26, 5.27it/s] 63/499 4.32G 0.01274 0.01101 0.00512 95 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s] 63/499 4.32G 0.01279 0.01104 0.005129 78 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s] 63/499 4.32G 0.01279 0.01104 0.005129 78 640: 17%|#6 | 28/168 [00:05<00:26, 5.24it/s] 63/499 4.32G 0.0128 0.01102 0.005249 75 640: 17%|#6 | 28/168 [00:05<00:26, 5.24it/s] 63/499 4.32G 0.0128 0.01102 0.005249 75 640: 17%|#7 | 29/168 [00:05<00:26, 5.33it/s] 63/499 4.32G 0.01287 0.01107 0.005244 80 640: 17%|#7 | 29/168 [00:05<00:26, 5.33it/s] 63/499 4.32G 0.01287 0.01107 0.005244 80 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s] 63/499 4.32G 0.0128 0.011 0.005153 60 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s] 63/499 4.32G 0.0128 0.011 0.005153 60 640: 18%|#8 | 31/168 [00:05<00:26, 5.24it/s] 63/499 4.32G 0.01281 0.011 0.005166 77 640: 18%|#8 | 31/168 [00:06<00:26, 5.24it/s] 63/499 4.32G 0.01281 0.011 0.005166 77 640: 19%|#9 | 32/168 [00:06<00:25, 5.34it/s] 63/499 4.32G 0.01281 0.01097 0.005198 70 640: 19%|#9 | 32/168 [00:06<00:25, 5.34it/s] 63/499 4.32G 0.01281 0.01097 0.005198 70 640: 20%|#9 | 33/168 [00:06<00:24, 5.42it/s] 63/499 4.32G 0.01284 0.01098 0.005151 71 640: 20%|#9 | 33/168 [00:06<00:24, 5.42it/s] 63/499 4.32G 0.01284 0.01098 0.005151 71 640: 20%|## | 34/168 [00:06<00:25, 5.27it/s] 63/499 4.32G 0.01279 0.01094 0.005077 69 640: 20%|## | 34/168 [00:06<00:25, 5.27it/s] 63/499 4.32G 0.01279 0.01094 0.005077 69 640: 21%|## | 35/168 [00:06<00:24, 5.36it/s] 63/499 4.32G 0.01281 0.01091 0.004983 56 640: 21%|## | 35/168 [00:06<00:24, 5.36it/s] 63/499 4.32G 0.01281 0.01091 0.004983 56 640: 21%|##1 | 36/168 [00:06<00:24, 5.40it/s] 63/499 4.32G 0.01283 0.01093 0.005061 75 640: 21%|##1 | 36/168 [00:07<00:24, 5.40it/s] 63/499 4.32G 0.01283 0.01093 0.005061 75 640: 22%|##2 | 37/168 [00:07<00:24, 5.25it/s] 63/499 4.32G 0.01279 0.01091 0.00507 76 640: 22%|##2 | 37/168 [00:07<00:24, 5.25it/s] 63/499 4.32G 0.01279 0.01091 0.00507 76 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s] 63/499 4.32G 0.01274 0.01087 0.004953 60 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s] 63/499 4.32G 0.01274 0.01087 0.004953 60 640: 23%|##3 | 39/168 [00:07<00:23, 5.38it/s] 63/499 4.32G 0.0127 0.01082 0.004932 65 640: 23%|##3 | 39/168 [00:07<00:23, 5.38it/s] 63/499 4.32G 0.0127 0.01082 0.004932 65 640: 24%|##3 | 40/168 [00:07<00:24, 5.24it/s] 63/499 4.32G 0.01264 0.01076 0.004939 57 640: 24%|##3 | 40/168 [00:07<00:24, 5.24it/s] 63/499 4.32G 0.01264 0.01076 0.004939 57 640: 24%|##4 | 41/168 [00:07<00:23, 5.33it/s] 63/499 4.32G 0.01267 0.01084 0.004917 86 640: 24%|##4 | 41/168 [00:07<00:23, 5.33it/s] 63/499 4.32G 0.01267 0.01084 0.004917 86 640: 25%|##5 | 42/168 [00:07<00:23, 5.39it/s] 63/499 4.32G 0.01265 0.01078 0.004871 61 640: 25%|##5 | 42/168 [00:08<00:23, 5.39it/s] 63/499 4.32G 0.01265 0.01078 0.004871 61 640: 26%|##5 | 43/168 [00:08<00:23, 5.25it/s] 63/499 4.32G 0.01259 0.01074 0.004879 63 640: 26%|##5 | 43/168 [00:08<00:23, 5.25it/s] 63/499 4.32G 0.01259 0.01074 0.004879 63 640: 26%|##6 | 44/168 [00:08<00:23, 5.34it/s] 63/499 4.32G 0.01259 0.01073 0.004891 67 640: 26%|##6 | 44/168 [00:08<00:23, 5.34it/s] 63/499 4.32G 0.01259 0.01073 0.004891 67 640: 27%|##6 | 45/168 [00:08<00:22, 5.40it/s] 63/499 4.32G 0.01261 0.01075 0.004872 66 640: 27%|##6 | 45/168 [00:08<00:22, 5.40it/s] 63/499 4.32G 0.01261 0.01075 0.004872 66 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s] 63/499 4.32G 0.0126 0.01077 0.004862 71 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s] 63/499 4.32G 0.0126 0.01077 0.004862 71 640: 28%|##7 | 47/168 [00:08<00:22, 5.26it/s] 63/499 4.32G 0.01262 0.01083 0.004824 89 640: 28%|##7 | 47/168 [00:09<00:22, 5.26it/s] 63/499 4.32G 0.01262 0.01083 0.004824 89 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s] 63/499 4.32G 0.01264 0.01085 0.004857 75 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s] 63/499 4.32G 0.01264 0.01085 0.004857 75 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s] 63/499 4.32G 0.01262 0.01086 0.004851 69 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s] 63/499 4.32G 0.01262 0.01086 0.004851 69 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s] 63/499 4.32G 0.01262 0.01088 0.00482 80 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s] 63/499 4.32G 0.01262 0.01088 0.00482 80 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s] 63/499 4.32G 0.0126 0.01087 0.004869 66 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s] 63/499 4.32G 0.0126 0.01087 0.004869 66 640: 31%|### | 52/168 [00:09<00:22, 5.18it/s] 63/499 4.32G 0.01262 0.0109 0.004894 76 640: 31%|### | 52/168 [00:10<00:22, 5.18it/s] 63/499 4.32G 0.01262 0.0109 0.004894 76 640: 32%|###1 | 53/168 [00:10<00:21, 5.24it/s] 63/499 4.32G 0.01262 0.01089 0.004919 75 640: 32%|###1 | 53/168 [00:10<00:21, 5.24it/s] 63/499 4.32G 0.01262 0.01089 0.004919 75 640: 32%|###2 | 54/168 [00:10<00:21, 5.29it/s] 63/499 4.32G 0.01261 0.01084 0.004924 63 640: 32%|###2 | 54/168 [00:10<00:21, 5.29it/s] 63/499 4.32G 0.01261 0.01084 0.004924 63 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s] 63/499 4.32G 0.01261 0.01087 0.004949 81 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s] 63/499 4.32G 0.01261 0.01087 0.004949 81 640: 33%|###3 | 56/168 [00:10<00:21, 5.23it/s] 63/499 4.32G 0.01259 0.01088 0.004913 76 640: 33%|###3 | 56/168 [00:10<00:21, 5.23it/s] 63/499 4.32G 0.01259 0.01088 0.004913 76 640: 34%|###3 | 57/168 [00:10<00:20, 5.32it/s] 63/499 4.32G 0.01254 0.01079 0.004878 51 640: 34%|###3 | 57/168 [00:11<00:20, 5.32it/s] 63/499 4.32G 0.01254 0.01079 0.004878 51 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s] 63/499 4.32G 0.01252 0.01076 0.004842 64 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s] 63/499 4.32G 0.01252 0.01076 0.004842 64 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s] 63/499 4.32G 0.01251 0.01075 0.004825 56 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s] 63/499 4.32G 0.01251 0.01075 0.004825 56 640: 36%|###5 | 60/168 [00:11<00:20, 5.26it/s] 63/499 4.32G 0.01248 0.01074 0.004787 74 640: 36%|###5 | 60/168 [00:11<00:20, 5.26it/s] 63/499 4.32G 0.01248 0.01074 0.004787 74 640: 36%|###6 | 61/168 [00:11<00:20, 5.13it/s] 63/499 4.32G 0.01245 0.01075 0.00479 78 640: 36%|###6 | 61/168 [00:11<00:20, 5.13it/s] 63/499 4.32G 0.01245 0.01075 0.00479 78 640: 37%|###6 | 62/168 [00:11<00:20, 5.24it/s] 63/499 4.32G 0.01246 0.01072 0.004853 64 640: 37%|###6 | 62/168 [00:11<00:20, 5.24it/s] 63/499 4.32G 0.01246 0.01072 0.004853 64 640: 38%|###7 | 63/168 [00:11<00:19, 5.31it/s] 63/499 4.32G 0.01247 0.01073 0.004877 79 640: 38%|###7 | 63/168 [00:12<00:19, 5.31it/s] 63/499 4.32G 0.01247 0.01073 0.004877 79 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s] 63/499 4.32G 0.01248 0.01074 0.0049 71 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s] 63/499 4.32G 0.01248 0.01074 0.0049 71 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s] 63/499 4.32G 0.01249 0.01076 0.004897 80 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s] 63/499 4.32G 0.01249 0.01076 0.004897 80 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s] 63/499 4.32G 0.01246 0.01074 0.004894 63 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s] 63/499 4.32G 0.01246 0.01074 0.004894 63 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s] 63/499 4.32G 0.01245 0.01076 0.004859 76 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s] 63/499 4.32G 0.01245 0.01076 0.004859 76 640: 40%|#### | 68/168 [00:12<00:18, 5.29it/s] 63/499 4.32G 0.01246 0.01077 0.004851 67 640: 40%|#### | 68/168 [00:13<00:18, 5.29it/s] 63/499 4.32G 0.01246 0.01077 0.004851 67 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s] 63/499 4.32G 0.01243 0.01071 0.004819 48 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s] 63/499 4.32G 0.01243 0.01071 0.004819 48 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s] 63/499 4.32G 0.01242 0.01071 0.004845 75 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s] 63/499 4.32G 0.01242 0.01071 0.004845 75 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s] 63/499 4.32G 0.01239 0.01069 0.004845 72 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s] 63/499 4.32G 0.01239 0.01069 0.004845 72 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s] 63/499 4.32G 0.01237 0.01069 0.004854 59 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s] 63/499 4.32G 0.01237 0.01069 0.004854 59 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s] 63/499 4.32G 0.01235 0.01067 0.004864 60 640: 43%|####3 | 73/168 [00:14<00:18, 5.21it/s] 63/499 4.32G 0.01235 0.01067 0.004864 60 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s] 63/499 4.32G 0.01234 0.01066 0.004838 60 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s] 63/499 4.32G 0.01234 0.01066 0.004838 60 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s] 63/499 4.32G 0.01232 0.01061 0.004813 53 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s] 63/499 4.32G 0.01232 0.01061 0.004813 53 640: 45%|####5 | 76/168 [00:14<00:17, 5.15it/s] 63/499 4.32G 0.01229 0.01061 0.004816 80 640: 45%|####5 | 76/168 [00:14<00:17, 5.15it/s] 63/499 4.32G 0.01229 0.01061 0.004816 80 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s] 63/499 4.32G 0.01229 0.01063 0.004785 75 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s] 63/499 4.32G 0.01229 0.01063 0.004785 75 640: 46%|####6 | 78/168 [00:14<00:16, 5.33it/s] 63/499 4.32G 0.01231 0.01065 0.004767 69 640: 46%|####6 | 78/168 [00:14<00:16, 5.33it/s] 63/499 4.32G 0.01231 0.01065 0.004767 69 640: 47%|####7 | 79/168 [00:14<00:17, 5.21it/s] 63/499 4.32G 0.01231 0.01065 0.004744 75 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s] 63/499 4.32G 0.01231 0.01065 0.004744 75 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s] 63/499 4.32G 0.01234 0.01063 0.004738 52 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s] 63/499 4.32G 0.01234 0.01063 0.004738 52 640: 48%|####8 | 81/168 [00:15<00:16, 5.37it/s] 63/499 4.32G 0.01233 0.0106 0.00473 62 640: 48%|####8 | 81/168 [00:15<00:16, 5.37it/s] 63/499 4.32G 0.01233 0.0106 0.00473 62 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s] 63/499 4.32G 0.01231 0.01061 0.00473 90 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s] 63/499 4.32G 0.01231 0.01061 0.00473 90 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s] 63/499 4.32G 0.01233 0.0106 0.004701 53 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s] 63/499 4.32G 0.01233 0.0106 0.004701 53 640: 50%|##### | 84/168 [00:15<00:15, 5.32it/s] 63/499 4.32G 0.01233 0.01055 0.004671 42 640: 50%|##### | 84/168 [00:16<00:15, 5.32it/s] 63/499 4.32G 0.01233 0.01055 0.004671 42 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s] 63/499 4.32G 0.01233 0.01057 0.004669 67 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s] 63/499 4.32G 0.01233 0.01057 0.004669 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s] 63/499 4.32G 0.01232 0.01057 0.00468 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s] 63/499 4.32G 0.01232 0.01057 0.00468 67 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s] 63/499 4.32G 0.01232 0.01057 0.004679 77 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s] 63/499 4.32G 0.01232 0.01057 0.004679 77 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 63/499 4.32G 0.0123 0.01055 0.004703 63 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 63/499 4.32G 0.0123 0.01055 0.004703 63 640: 53%|#####2 | 89/168 [00:16<00:14, 5.29it/s] 63/499 4.32G 0.01232 0.01053 0.004681 65 640: 53%|#####2 | 89/168 [00:17<00:14, 5.29it/s] 63/499 4.32G 0.01232 0.01053 0.004681 65 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s] 63/499 4.32G 0.01232 0.01054 0.004672 77 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s] 63/499 4.32G 0.01232 0.01054 0.004672 77 640: 54%|#####4 | 91/168 [00:17<00:14, 5.14it/s] 63/499 4.32G 0.01233 0.01054 0.004695 70 640: 54%|#####4 | 91/168 [00:17<00:14, 5.14it/s] 63/499 4.32G 0.01233 0.01054 0.004695 70 640: 55%|#####4 | 92/168 [00:17<00:14, 5.25it/s] 63/499 4.32G 0.01231 0.01054 0.004684 72 640: 55%|#####4 | 92/168 [00:17<00:14, 5.25it/s] 63/499 4.32G 0.01231 0.01054 0.004684 72 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s] 63/499 4.32G 0.01231 0.01054 0.004723 75 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s] 63/499 4.32G 0.01231 0.01054 0.004723 75 640: 56%|#####5 | 94/168 [00:17<00:14, 5.16it/s] 63/499 4.32G 0.01233 0.01052 0.004726 56 640: 56%|#####5 | 94/168 [00:18<00:14, 5.16it/s] 63/499 4.32G 0.01233 0.01052 0.004726 56 640: 57%|#####6 | 95/168 [00:18<00:13, 5.25it/s] 63/499 4.32G 0.01233 0.01051 0.004738 60 640: 57%|#####6 | 95/168 [00:18<00:13, 5.25it/s] 63/499 4.32G 0.01233 0.01051 0.004738 60 640: 57%|#####7 | 96/168 [00:18<00:13, 5.30it/s] 63/499 4.32G 0.01232 0.01049 0.004759 60 640: 57%|#####7 | 96/168 [00:18<00:13, 5.30it/s] 63/499 4.32G 0.01232 0.01049 0.004759 60 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s] 63/499 4.32G 0.01231 0.01048 0.004773 75 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s] 63/499 4.32G 0.01231 0.01048 0.004773 75 640: 58%|#####8 | 98/168 [00:18<00:13, 5.23it/s] 63/499 4.32G 0.01232 0.01045 0.004778 46 640: 58%|#####8 | 98/168 [00:18<00:13, 5.23it/s] 63/499 4.32G 0.01232 0.01045 0.004778 46 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s] 63/499 4.32G 0.01231 0.01045 0.004749 69 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s] 63/499 4.32G 0.01231 0.01045 0.004749 69 640: 60%|#####9 | 100/168 [00:18<00:13, 5.20it/s] 63/499 4.32G 0.01231 0.01045 0.004743 69 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s] 63/499 4.32G 0.01231 0.01045 0.004743 69 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s] 63/499 4.32G 0.0123 0.01043 0.004733 54 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s] 63/499 4.32G 0.0123 0.01043 0.004733 54 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s] 63/499 4.32G 0.01232 0.01045 0.00472 82 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s] 63/499 4.32G 0.01232 0.01045 0.00472 82 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s] 63/499 4.32G 0.01231 0.01044 0.004724 70 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s] 63/499 4.32G 0.01231 0.01044 0.004724 70 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s] 63/499 4.32G 0.01234 0.01044 0.004716 67 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s] 63/499 4.32G 0.01234 0.01044 0.004716 67 640: 62%|######2 | 105/168 [00:19<00:11, 5.33it/s] 63/499 4.32G 0.01234 0.01045 0.004692 64 640: 62%|######2 | 105/168 [00:20<00:11, 5.33it/s] 63/499 4.32G 0.01234 0.01045 0.004692 64 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s] 63/499 4.32G 0.01234 0.01042 0.004694 61 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s] 63/499 4.32G 0.01234 0.01042 0.004694 61 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 63/499 4.32G 0.01234 0.01043 0.004707 71 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 63/499 4.32G 0.01234 0.01043 0.004707 71 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s] 63/499 4.32G 0.01234 0.01043 0.004714 66 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s] 63/499 4.32G 0.01234 0.01043 0.004714 66 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s] 63/499 4.32G 0.01234 0.01043 0.004702 66 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s] 63/499 4.32G 0.01234 0.01043 0.004702 66 640: 65%|######5 | 110/168 [00:20<00:10, 5.29it/s] 63/499 4.32G 0.01232 0.01042 0.004691 72 640: 65%|######5 | 110/168 [00:21<00:10, 5.29it/s] 63/499 4.32G 0.01232 0.01042 0.004691 72 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s] 63/499 4.32G 0.01231 0.01042 0.004684 74 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s] 63/499 4.32G 0.01231 0.01042 0.004684 74 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s] 63/499 4.32G 0.01231 0.01042 0.004659 70 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s] 63/499 4.32G 0.01231 0.01042 0.004659 70 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s] 63/499 4.32G 0.0123 0.01042 0.004639 56 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s] 63/499 4.32G 0.0123 0.01042 0.004639 56 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s] 63/499 4.32G 0.0123 0.01043 0.004616 66 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s] 63/499 4.32G 0.0123 0.01043 0.004616 66 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s] 63/499 4.32G 0.01229 0.01043 0.004608 63 640: 68%|######8 | 115/168 [00:22<00:10, 5.21it/s] 63/499 4.32G 0.01229 0.01043 0.004608 63 640: 69%|######9 | 116/168 [00:22<00:09, 5.31it/s] 63/499 4.32G 0.01229 0.01043 0.004605 66 640: 69%|######9 | 116/168 [00:22<00:09, 5.31it/s] 63/499 4.32G 0.01229 0.01043 0.004605 66 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s] 63/499 4.32G 0.0123 0.01043 0.004595 71 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s] 63/499 4.32G 0.0123 0.01043 0.004595 71 640: 70%|####### | 118/168 [00:22<00:09, 5.24it/s] 63/499 4.32G 0.0123 0.01042 0.004579 53 640: 70%|####### | 118/168 [00:22<00:09, 5.24it/s] 63/499 4.32G 0.0123 0.01042 0.004579 53 640: 71%|####### | 119/168 [00:22<00:09, 5.31it/s] 63/499 4.32G 0.0123 0.01041 0.004601 60 640: 71%|####### | 119/168 [00:22<00:09, 5.31it/s] 63/499 4.32G 0.0123 0.01041 0.004601 60 640: 71%|#######1 | 120/168 [00:22<00:08, 5.37it/s] 63/499 4.32G 0.0123 0.01043 0.00459 89 640: 71%|#######1 | 120/168 [00:22<00:08, 5.37it/s] 63/499 4.32G 0.0123 0.01043 0.00459 89 640: 72%|#######2 | 121/168 [00:22<00:08, 5.24it/s] 63/499 4.32G 0.0123 0.01043 0.00461 76 640: 72%|#######2 | 121/168 [00:23<00:08, 5.24it/s] 63/499 4.32G 0.0123 0.01043 0.00461 76 640: 73%|#######2 | 122/168 [00:23<00:08, 5.33it/s] 63/499 4.32G 0.0123 0.01045 0.004607 76 640: 73%|#######2 | 122/168 [00:23<00:08, 5.33it/s] 63/499 4.32G 0.0123 0.01045 0.004607 76 640: 73%|#######3 | 123/168 [00:23<00:08, 5.39it/s] 63/499 4.32G 0.01229 0.01045 0.0046 81 640: 73%|#######3 | 123/168 [00:23<00:08, 5.39it/s] 63/499 4.32G 0.01229 0.01045 0.0046 81 640: 74%|#######3 | 124/168 [00:23<00:08, 5.24it/s] 63/499 4.32G 0.01228 0.01046 0.004594 74 640: 74%|#######3 | 124/168 [00:23<00:08, 5.24it/s] 63/499 4.32G 0.01228 0.01046 0.004594 74 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s] 63/499 4.32G 0.0123 0.01048 0.004587 67 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s] 63/499 4.32G 0.0123 0.01048 0.004587 67 640: 75%|#######5 | 126/168 [00:23<00:07, 5.36it/s] 63/499 4.32G 0.01229 0.01047 0.004568 70 640: 75%|#######5 | 126/168 [00:24<00:07, 5.36it/s] 63/499 4.32G 0.01229 0.01047 0.004568 70 640: 76%|#######5 | 127/168 [00:24<00:07, 5.16it/s] 63/499 4.32G 0.01229 0.01046 0.004576 63 640: 76%|#######5 | 127/168 [00:24<00:07, 5.16it/s] 63/499 4.32G 0.01229 0.01046 0.004576 63 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s] 63/499 4.32G 0.0123 0.01044 0.004561 57 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s] 63/499 4.32G 0.0123 0.01044 0.004561 57 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s] 63/499 4.32G 0.0123 0.01046 0.004542 77 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s] 63/499 4.32G 0.0123 0.01046 0.004542 77 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s] 63/499 4.32G 0.01231 0.01045 0.004546 57 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s] 63/499 4.32G 0.01231 0.01045 0.004546 57 640: 78%|#######7 | 131/168 [00:24<00:07, 5.24it/s] 63/499 4.32G 0.01231 0.01047 0.004538 75 640: 78%|#######7 | 131/168 [00:25<00:07, 5.24it/s] 63/499 4.32G 0.01231 0.01047 0.004538 75 640: 79%|#######8 | 132/168 [00:25<00:06, 5.29it/s] 63/499 4.32G 0.0123 0.01047 0.004543 78 640: 79%|#######8 | 132/168 [00:25<00:06, 5.29it/s] 63/499 4.32G 0.0123 0.01047 0.004543 78 640: 79%|#######9 | 133/168 [00:25<00:06, 5.12it/s] 63/499 4.32G 0.0123 0.01046 0.004532 55 640: 79%|#######9 | 133/168 [00:25<00:06, 5.12it/s] 63/499 4.32G 0.0123 0.01046 0.004532 55 640: 80%|#######9 | 134/168 [00:25<00:06, 5.17it/s] 63/499 4.32G 0.0123 0.01047 0.004522 64 640: 80%|#######9 | 134/168 [00:25<00:06, 5.17it/s] 63/499 4.32G 0.0123 0.01047 0.004522 64 640: 80%|######## | 135/168 [00:25<00:06, 5.24it/s] 63/499 4.32G 0.01229 0.01047 0.004513 75 640: 80%|######## | 135/168 [00:25<00:06, 5.24it/s] 63/499 4.32G 0.01229 0.01047 0.004513 75 640: 81%|######## | 136/168 [00:25<00:06, 5.14it/s] 63/499 4.32G 0.01229 0.01046 0.004507 62 640: 81%|######## | 136/168 [00:26<00:06, 5.14it/s] 63/499 4.32G 0.01229 0.01046 0.004507 62 640: 82%|########1 | 137/168 [00:26<00:05, 5.27it/s] 63/499 4.32G 0.01228 0.01046 0.004502 64 640: 82%|########1 | 137/168 [00:26<00:05, 5.27it/s] 63/499 4.32G 0.01228 0.01046 0.004502 64 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s] 63/499 4.32G 0.01227 0.01046 0.0045 74 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s] 63/499 4.32G 0.01227 0.01046 0.0045 74 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s] 63/499 4.32G 0.01228 0.01045 0.004512 51 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s] 63/499 4.32G 0.01228 0.01045 0.004512 51 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s] 63/499 4.32G 0.01228 0.01046 0.004497 77 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s] 63/499 4.32G 0.01228 0.01046 0.004497 77 640: 84%|########3 | 141/168 [00:26<00:05, 5.27it/s] 63/499 4.32G 0.0123 0.01047 0.004492 72 640: 84%|########3 | 141/168 [00:26<00:05, 5.27it/s] 63/499 4.32G 0.0123 0.01047 0.004492 72 640: 85%|########4 | 142/168 [00:26<00:05, 5.15it/s] 63/499 4.32G 0.0123 0.01048 0.004513 79 640: 85%|########4 | 142/168 [00:27<00:05, 5.15it/s] 63/499 4.32G 0.0123 0.01048 0.004513 79 640: 85%|########5 | 143/168 [00:27<00:04, 5.20it/s] 63/499 4.32G 0.0123 0.01049 0.004513 78 640: 85%|########5 | 143/168 [00:27<00:04, 5.20it/s] 63/499 4.32G 0.0123 0.01049 0.004513 78 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s] 63/499 4.32G 0.01231 0.01049 0.004541 61 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s] 63/499 4.32G 0.01231 0.01049 0.004541 61 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s] 63/499 4.32G 0.01231 0.01049 0.004532 75 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s] 63/499 4.32G 0.01231 0.01049 0.004532 75 640: 87%|########6 | 146/168 [00:27<00:04, 5.22it/s] 63/499 4.32G 0.01231 0.0105 0.00453 74 640: 87%|########6 | 146/168 [00:27<00:04, 5.22it/s] 63/499 4.32G 0.01231 0.0105 0.00453 74 640: 88%|########7 | 147/168 [00:27<00:03, 5.30it/s] 63/499 4.32G 0.01231 0.01052 0.004526 88 640: 88%|########7 | 147/168 [00:28<00:03, 5.30it/s] 63/499 4.32G 0.01231 0.01052 0.004526 88 640: 88%|########8 | 148/168 [00:28<00:03, 5.13it/s] 63/499 4.32G 0.01231 0.01052 0.004534 67 640: 88%|########8 | 148/168 [00:28<00:03, 5.13it/s] 63/499 4.32G 0.01231 0.01052 0.004534 67 640: 89%|########8 | 149/168 [00:28<00:03, 5.22it/s] 63/499 4.32G 0.01231 0.0105 0.004532 62 640: 89%|########8 | 149/168 [00:28<00:03, 5.22it/s] 63/499 4.32G 0.01231 0.0105 0.004532 62 640: 89%|########9 | 150/168 [00:28<00:03, 5.30it/s] 63/499 4.32G 0.01232 0.0105 0.00455 66 640: 89%|########9 | 150/168 [00:28<00:03, 5.30it/s] 63/499 4.32G 0.01232 0.0105 0.00455 66 640: 90%|########9 | 151/168 [00:28<00:03, 5.12it/s] 63/499 4.32G 0.01232 0.0105 0.004558 69 640: 90%|########9 | 151/168 [00:28<00:03, 5.12it/s] 63/499 4.32G 0.01232 0.0105 0.004558 69 640: 90%|######### | 152/168 [00:28<00:03, 5.20it/s] 63/499 4.32G 0.01232 0.01049 0.004566 59 640: 90%|######### | 152/168 [00:29<00:03, 5.20it/s] 63/499 4.32G 0.01232 0.01049 0.004566 59 640: 91%|#########1| 153/168 [00:29<00:02, 5.30it/s] 63/499 4.32G 0.01232 0.01049 0.004576 67 640: 91%|#########1| 153/168 [00:29<00:02, 5.30it/s] 63/499 4.32G 0.01232 0.01049 0.004576 67 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s] 63/499 4.32G 0.01231 0.01049 0.004582 73 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s] 63/499 4.32G 0.01231 0.01049 0.004582 73 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s] 63/499 4.32G 0.0123 0.0105 0.004583 79 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s] 63/499 4.32G 0.0123 0.0105 0.004583 79 640: 93%|#########2| 156/168 [00:29<00:02, 5.32it/s] 63/499 4.32G 0.01232 0.0105 0.004574 67 640: 93%|#########2| 156/168 [00:29<00:02, 5.32it/s] 63/499 4.32G 0.01232 0.0105 0.004574 67 640: 93%|#########3| 157/168 [00:29<00:02, 5.19it/s] 63/499 4.32G 0.01231 0.01049 0.004579 52 640: 93%|#########3| 157/168 [00:30<00:02, 5.19it/s] 63/499 4.32G 0.01231 0.01049 0.004579 52 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s] 63/499 4.32G 0.01231 0.01046 0.004571 55 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s] 63/499 4.32G 0.01231 0.01046 0.004571 55 640: 95%|#########4| 159/168 [00:30<00:01, 5.36it/s] 63/499 4.32G 0.0123 0.01046 0.004589 76 640: 95%|#########4| 159/168 [00:30<00:01, 5.36it/s] 63/499 4.32G 0.0123 0.01046 0.004589 76 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s] 63/499 4.32G 0.0123 0.01047 0.004594 75 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s] 63/499 4.32G 0.0123 0.01047 0.004594 75 640: 96%|#########5| 161/168 [00:30<00:01, 5.27it/s] 63/499 4.32G 0.01231 0.01049 0.004598 69 640: 96%|#########5| 161/168 [00:30<00:01, 5.27it/s] 63/499 4.32G 0.01231 0.01049 0.004598 69 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s] 63/499 4.32G 0.01231 0.01049 0.004588 73 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s] 63/499 4.32G 0.01231 0.01049 0.004588 73 640: 97%|#########7| 163/168 [00:30<00:00, 5.21it/s] 63/499 4.32G 0.0123 0.01049 0.004575 69 640: 97%|#########7| 163/168 [00:31<00:00, 5.21it/s] 63/499 4.32G 0.0123 0.01049 0.004575 69 640: 98%|#########7| 164/168 [00:31<00:00, 5.30it/s] 63/499 4.32G 0.0123 0.01051 0.004553 85 640: 98%|#########7| 164/168 [00:31<00:00, 5.30it/s] 63/499 4.32G 0.0123 0.01051 0.004553 85 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s] 63/499 4.32G 0.0123 0.01051 0.004542 66 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s] 63/499 4.32G 0.0123 0.01051 0.004542 66 640: 99%|#########8| 166/168 [00:31<00:00, 5.23it/s] 63/499 4.32G 0.01229 0.01049 0.004554 57 640: 99%|#########8| 166/168 [00:31<00:00, 5.23it/s] 63/499 4.32G 0.01229 0.01049 0.004554 57 640: 99%|#########9| 167/168 [00:31<00:00, 5.31it/s] 63/499 4.32G 0.01229 0.0105 0.004556 39 640: 99%|#########9| 167/168 [00:31<00:00, 5.31it/s] 63/499 4.32G 0.01229 0.0105 0.004556 39 640: 100%|##########| 168/168 [00:31<00:00, 5.47it/s] 63/499 4.32G 0.01229 0.0105 0.004556 39 640: 100%|##########| 168/168 [00:31<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.97it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.54it/s] all 132 263 0.859 0.841 0.855 0.745 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 64/499 4.32G 0.01091 0.01199 0.003882 87 640: 0%| | 0/168 [00:00<?, ?it/s] 64/499 4.32G 0.01091 0.01199 0.003882 87 640: 1%| | 1/168 [00:00<00:33, 4.93it/s] 64/499 4.32G 0.01255 0.0124 0.003437 73 640: 1%| | 1/168 [00:00<00:33, 4.93it/s] 64/499 4.32G 0.01255 0.0124 0.003437 73 640: 1%|1 | 2/168 [00:00<00:32, 5.18it/s] 64/499 4.32G 0.01286 0.01172 0.00445 63 640: 1%|1 | 2/168 [00:00<00:32, 5.18it/s] 64/499 4.32G 0.01286 0.01172 0.00445 63 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s] 64/499 4.32G 0.01304 0.01119 0.004123 66 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s] 64/499 4.32G 0.01304 0.01119 0.004123 66 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s] 64/499 4.32G 0.01278 0.01072 0.004491 61 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s] 64/499 4.32G 0.01278 0.01072 0.004491 61 640: 3%|2 | 5/168 [00:00<00:30, 5.28it/s] 64/499 4.32G 0.01251 0.01085 0.004724 73 640: 3%|2 | 5/168 [00:01<00:30, 5.28it/s] 64/499 4.32G 0.01251 0.01085 0.004724 73 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s] 64/499 4.32G 0.0124 0.0113 0.004591 84 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s] 64/499 4.32G 0.0124 0.0113 0.004591 84 640: 4%|4 | 7/168 [00:01<00:30, 5.19it/s] 64/499 4.32G 0.01213 0.01105 0.004609 68 640: 4%|4 | 7/168 [00:01<00:30, 5.19it/s] 64/499 4.32G 0.01213 0.01105 0.004609 68 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s] 64/499 4.32G 0.01223 0.01089 0.004729 52 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s] 64/499 4.32G 0.01223 0.01089 0.004729 52 640: 5%|5 | 9/168 [00:01<00:29, 5.33it/s] 64/499 4.32G 0.0122 0.01099 0.004977 70 640: 5%|5 | 9/168 [00:01<00:29, 5.33it/s] 64/499 4.32G 0.0122 0.01099 0.004977 70 640: 6%|5 | 10/168 [00:01<00:30, 5.20it/s] 64/499 4.32G 0.0123 0.01083 0.004973 63 640: 6%|5 | 10/168 [00:02<00:30, 5.20it/s] 64/499 4.32G 0.0123 0.01083 0.004973 63 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s] 64/499 4.32G 0.01239 0.01081 0.004984 58 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s] 64/499 4.32G 0.01239 0.01081 0.004984 58 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s] 64/499 4.32G 0.01231 0.01086 0.004975 76 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s] 64/499 4.32G 0.01231 0.01086 0.004975 76 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s] 64/499 4.32G 0.0124 0.01092 0.005167 68 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s] 64/499 4.32G 0.0124 0.01092 0.005167 68 640: 8%|8 | 14/168 [00:02<00:29, 5.31it/s] 64/499 4.32G 0.01237 0.0109 0.005171 73 640: 8%|8 | 14/168 [00:02<00:29, 5.31it/s] 64/499 4.32G 0.01237 0.0109 0.005171 73 640: 9%|8 | 15/168 [00:02<00:28, 5.34it/s] 64/499 4.32G 0.01235 0.0108 0.005069 71 640: 9%|8 | 15/168 [00:03<00:28, 5.34it/s] 64/499 4.32G 0.01235 0.0108 0.005069 71 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s] 64/499 4.32G 0.01228 0.01058 0.005054 55 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s] 64/499 4.32G 0.01228 0.01058 0.005054 55 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s] 64/499 4.32G 0.01232 0.01055 0.005144 63 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s] 64/499 4.32G 0.01232 0.01055 0.005144 63 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s] 64/499 4.32G 0.01233 0.01064 0.00514 76 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s] 64/499 4.32G 0.01233 0.01064 0.00514 76 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s] 64/499 4.32G 0.01233 0.01059 0.005058 56 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s] 64/499 4.32G 0.01233 0.01059 0.005058 56 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s] 64/499 4.32G 0.0124 0.01065 0.005054 78 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s] 64/499 4.32G 0.0124 0.01065 0.005054 78 640: 12%|#2 | 21/168 [00:03<00:27, 5.32it/s] 64/499 4.32G 0.01247 0.01066 0.005038 63 640: 12%|#2 | 21/168 [00:04<00:27, 5.32it/s] 64/499 4.32G 0.01247 0.01066 0.005038 63 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s] 64/499 4.32G 0.01248 0.01067 0.004894 66 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s] 64/499 4.32G 0.01248 0.01067 0.004894 66 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s] 64/499 4.32G 0.01244 0.01064 0.004925 71 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s] 64/499 4.32G 0.01244 0.01064 0.004925 71 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 64/499 4.32G 0.01244 0.01055 0.00493 61 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 64/499 4.32G 0.01244 0.01055 0.00493 61 640: 15%|#4 | 25/168 [00:04<00:27, 5.16it/s] 64/499 4.32G 0.0124 0.01052 0.004882 65 640: 15%|#4 | 25/168 [00:04<00:27, 5.16it/s] 64/499 4.32G 0.0124 0.01052 0.004882 65 640: 15%|#5 | 26/168 [00:04<00:27, 5.24it/s] 64/499 4.32G 0.01245 0.01054 0.00497 78 640: 15%|#5 | 26/168 [00:05<00:27, 5.24it/s] 64/499 4.32G 0.01245 0.01054 0.00497 78 640: 16%|#6 | 27/168 [00:05<00:26, 5.31it/s] 64/499 4.32G 0.01244 0.01053 0.004991 69 640: 16%|#6 | 27/168 [00:05<00:26, 5.31it/s] 64/499 4.32G 0.01244 0.01053 0.004991 69 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s] 64/499 4.32G 0.01246 0.01058 0.004984 82 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s] 64/499 4.32G 0.01246 0.01058 0.004984 82 640: 17%|#7 | 29/168 [00:05<00:26, 5.28it/s] 64/499 4.32G 0.01244 0.01059 0.004946 71 640: 17%|#7 | 29/168 [00:05<00:26, 5.28it/s] 64/499 4.32G 0.01244 0.01059 0.004946 71 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s] 64/499 4.32G 0.0124 0.01059 0.00493 69 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s] 64/499 4.32G 0.0124 0.01059 0.00493 69 640: 18%|#8 | 31/168 [00:05<00:26, 5.22it/s] 64/499 4.32G 0.01238 0.01058 0.00486 61 640: 18%|#8 | 31/168 [00:06<00:26, 5.22it/s] 64/499 4.32G 0.01238 0.01058 0.00486 61 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s] 64/499 4.32G 0.01238 0.01058 0.004837 65 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s] 64/499 4.32G 0.01238 0.01058 0.004837 65 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s] 64/499 4.32G 0.01242 0.01059 0.00489 59 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s] 64/499 4.32G 0.01242 0.01059 0.00489 59 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s] 64/499 4.32G 0.01239 0.01057 0.004876 64 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s] 64/499 4.32G 0.01239 0.01057 0.004876 64 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s] 64/499 4.32G 0.01239 0.01056 0.004777 66 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s] 64/499 4.32G 0.01239 0.01056 0.004777 66 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s] 64/499 4.32G 0.01236 0.01057 0.004743 64 640: 21%|##1 | 36/168 [00:07<00:24, 5.33it/s] 64/499 4.32G 0.01236 0.01057 0.004743 64 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s] 64/499 4.32G 0.01231 0.01053 0.004803 68 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s] 64/499 4.32G 0.01231 0.01053 0.004803 68 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s] 64/499 4.32G 0.01233 0.01055 0.004886 72 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s] 64/499 4.32G 0.01233 0.01055 0.004886 72 640: 23%|##3 | 39/168 [00:07<00:24, 5.37it/s] 64/499 4.32G 0.0123 0.01055 0.004853 73 640: 23%|##3 | 39/168 [00:07<00:24, 5.37it/s] 64/499 4.32G 0.0123 0.01055 0.004853 73 640: 24%|##3 | 40/168 [00:07<00:24, 5.24it/s] 64/499 4.32G 0.01233 0.01053 0.0049 65 640: 24%|##3 | 40/168 [00:07<00:24, 5.24it/s] 64/499 4.32G 0.01233 0.01053 0.0049 65 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s] 64/499 4.32G 0.01233 0.01052 0.004888 66 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s] 64/499 4.32G 0.01233 0.01052 0.004888 66 640: 25%|##5 | 42/168 [00:07<00:23, 5.39it/s] 64/499 4.32G 0.01234 0.01051 0.004811 62 640: 25%|##5 | 42/168 [00:08<00:23, 5.39it/s] 64/499 4.32G 0.01234 0.01051 0.004811 62 640: 26%|##5 | 43/168 [00:08<00:23, 5.25it/s] 64/499 4.32G 0.01235 0.01054 0.004812 75 640: 26%|##5 | 43/168 [00:08<00:23, 5.25it/s] 64/499 4.32G 0.01235 0.01054 0.004812 75 640: 26%|##6 | 44/168 [00:08<00:23, 5.32it/s] 64/499 4.32G 0.01242 0.01054 0.00485 69 640: 26%|##6 | 44/168 [00:08<00:23, 5.32it/s] 64/499 4.32G 0.01242 0.01054 0.00485 69 640: 27%|##6 | 45/168 [00:08<00:22, 5.39it/s] 64/499 4.32G 0.0124 0.01049 0.004836 69 640: 27%|##6 | 45/168 [00:08<00:22, 5.39it/s] 64/499 4.32G 0.0124 0.01049 0.004836 69 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s] 64/499 4.32G 0.01243 0.01051 0.004809 81 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s] 64/499 4.32G 0.01243 0.01051 0.004809 81 640: 28%|##7 | 47/168 [00:08<00:22, 5.28it/s] 64/499 4.32G 0.0124 0.01051 0.004891 78 640: 28%|##7 | 47/168 [00:09<00:22, 5.28it/s] 64/499 4.32G 0.0124 0.01051 0.004891 78 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s] 64/499 4.32G 0.01235 0.01052 0.004848 73 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s] 64/499 4.32G 0.01235 0.01052 0.004848 73 640: 29%|##9 | 49/168 [00:09<00:22, 5.22it/s] 64/499 4.32G 0.01235 0.01045 0.004808 49 640: 29%|##9 | 49/168 [00:09<00:22, 5.22it/s] 64/499 4.32G 0.01235 0.01045 0.004808 49 640: 30%|##9 | 50/168 [00:09<00:22, 5.30it/s] 64/499 4.32G 0.01233 0.01043 0.004762 71 640: 30%|##9 | 50/168 [00:09<00:22, 5.30it/s] 64/499 4.32G 0.01233 0.01043 0.004762 71 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s] 64/499 4.32G 0.01234 0.01044 0.00481 71 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s] 64/499 4.32G 0.01234 0.01044 0.00481 71 640: 31%|### | 52/168 [00:09<00:22, 5.19it/s] 64/499 4.32G 0.01241 0.01045 0.004857 64 640: 31%|### | 52/168 [00:10<00:22, 5.19it/s] 64/499 4.32G 0.01241 0.01045 0.004857 64 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s] 64/499 4.32G 0.01242 0.01045 0.004926 77 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s] 64/499 4.32G 0.01242 0.01045 0.004926 77 640: 32%|###2 | 54/168 [00:10<00:21, 5.36it/s] 64/499 4.32G 0.01241 0.01045 0.00492 72 640: 32%|###2 | 54/168 [00:10<00:21, 5.36it/s] 64/499 4.32G 0.01241 0.01045 0.00492 72 640: 33%|###2 | 55/168 [00:10<00:21, 5.22it/s] 64/499 4.32G 0.01242 0.01045 0.004939 76 640: 33%|###2 | 55/168 [00:10<00:21, 5.22it/s] 64/499 4.32G 0.01242 0.01045 0.004939 76 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s] 64/499 4.32G 0.01242 0.01043 0.00492 64 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s] 64/499 4.32G 0.01242 0.01043 0.00492 64 640: 34%|###3 | 57/168 [00:10<00:20, 5.33it/s] 64/499 4.32G 0.01242 0.01039 0.004886 54 640: 34%|###3 | 57/168 [00:11<00:20, 5.33it/s] 64/499 4.32G 0.01242 0.01039 0.004886 54 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s] 64/499 4.32G 0.01241 0.01043 0.004846 80 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s] 64/499 4.32G 0.01241 0.01043 0.004846 80 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s] 64/499 4.32G 0.01239 0.01041 0.004881 73 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s] 64/499 4.32G 0.01239 0.01041 0.004881 73 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s] 64/499 4.32G 0.01237 0.01042 0.004871 71 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s] 64/499 4.32G 0.01237 0.01042 0.004871 71 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s] 64/499 4.32G 0.01239 0.01039 0.004877 52 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s] 64/499 4.32G 0.01239 0.01039 0.004877 52 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s] 64/499 4.32G 0.01242 0.0104 0.004843 69 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s] 64/499 4.32G 0.01242 0.0104 0.004843 69 640: 38%|###7 | 63/168 [00:11<00:19, 5.33it/s] 64/499 4.32G 0.01242 0.0104 0.004834 73 640: 38%|###7 | 63/168 [00:12<00:19, 5.33it/s] 64/499 4.32G 0.01242 0.0104 0.004834 73 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s] 64/499 4.32G 0.0124 0.01039 0.004842 74 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s] 64/499 4.32G 0.0124 0.01039 0.004842 74 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s] 64/499 4.32G 0.0124 0.01041 0.004814 76 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s] 64/499 4.32G 0.0124 0.01041 0.004814 76 640: 39%|###9 | 66/168 [00:12<00:19, 5.33it/s] 64/499 4.32G 0.01237 0.0104 0.004825 71 640: 39%|###9 | 66/168 [00:12<00:19, 5.33it/s] 64/499 4.32G 0.01237 0.0104 0.004825 71 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s] 64/499 4.32G 0.01236 0.0104 0.00481 72 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s] 64/499 4.32G 0.01236 0.0104 0.00481 72 640: 40%|#### | 68/168 [00:12<00:19, 5.26it/s] 64/499 4.32G 0.01234 0.01037 0.00477 63 640: 40%|#### | 68/168 [00:13<00:19, 5.26it/s] 64/499 4.32G 0.01234 0.01037 0.00477 63 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s] 64/499 4.32G 0.01234 0.01038 0.004734 68 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s] 64/499 4.32G 0.01234 0.01038 0.004734 68 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s] 64/499 4.32G 0.01233 0.01041 0.004732 76 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s] 64/499 4.32G 0.01233 0.01041 0.004732 76 640: 42%|####2 | 71/168 [00:13<00:18, 5.26it/s] 64/499 4.32G 0.01236 0.0104 0.00472 59 640: 42%|####2 | 71/168 [00:13<00:18, 5.26it/s] 64/499 4.32G 0.01236 0.0104 0.00472 59 640: 43%|####2 | 72/168 [00:13<00:18, 5.31it/s] 64/499 4.32G 0.01236 0.0104 0.004719 65 640: 43%|####2 | 72/168 [00:13<00:18, 5.31it/s] 64/499 4.32G 0.01236 0.0104 0.004719 65 640: 43%|####3 | 73/168 [00:13<00:18, 5.07it/s] 64/499 4.32G 0.01234 0.01038 0.004725 64 640: 43%|####3 | 73/168 [00:14<00:18, 5.07it/s] 64/499 4.32G 0.01234 0.01038 0.004725 64 640: 44%|####4 | 74/168 [00:14<00:18, 5.18it/s] 64/499 4.32G 0.01236 0.01039 0.004768 65 640: 44%|####4 | 74/168 [00:14<00:18, 5.18it/s] 64/499 4.32G 0.01236 0.01039 0.004768 65 640: 45%|####4 | 75/168 [00:14<00:17, 5.27it/s] 64/499 4.32G 0.01234 0.01035 0.00489 50 640: 45%|####4 | 75/168 [00:14<00:17, 5.27it/s] 64/499 4.32G 0.01234 0.01035 0.00489 50 640: 45%|####5 | 76/168 [00:14<00:17, 5.16it/s] 64/499 4.32G 0.01234 0.01034 0.004858 66 640: 45%|####5 | 76/168 [00:14<00:17, 5.16it/s] 64/499 4.32G 0.01234 0.01034 0.004858 66 640: 46%|####5 | 77/168 [00:14<00:17, 5.21it/s] 64/499 4.32G 0.01233 0.01034 0.004878 70 640: 46%|####5 | 77/168 [00:14<00:17, 5.21it/s] 64/499 4.32G 0.01233 0.01034 0.004878 70 640: 46%|####6 | 78/168 [00:14<00:16, 5.30it/s] 64/499 4.32G 0.01234 0.01034 0.004943 61 640: 46%|####6 | 78/168 [00:15<00:16, 5.30it/s] 64/499 4.32G 0.01234 0.01034 0.004943 61 640: 47%|####7 | 79/168 [00:15<00:19, 4.58it/s] 64/499 4.32G 0.01237 0.01035 0.004948 78 640: 47%|####7 | 79/168 [00:15<00:19, 4.58it/s] 64/499 4.32G 0.01237 0.01035 0.004948 78 640: 48%|####7 | 80/168 [00:15<00:18, 4.83it/s] 64/499 4.32G 0.01235 0.01033 0.004955 69 640: 48%|####7 | 80/168 [00:15<00:18, 4.83it/s] 64/499 4.32G 0.01235 0.01033 0.004955 69 640: 48%|####8 | 81/168 [00:15<00:17, 5.02it/s] 64/499 4.32G 0.01233 0.01034 0.004919 71 640: 48%|####8 | 81/168 [00:15<00:17, 5.02it/s] 64/499 4.32G 0.01233 0.01034 0.004919 71 640: 49%|####8 | 82/168 [00:15<00:17, 5.00it/s] 64/499 4.32G 0.01233 0.01034 0.004941 66 640: 49%|####8 | 82/168 [00:15<00:17, 5.00it/s] 64/499 4.32G 0.01233 0.01034 0.004941 66 640: 49%|####9 | 83/168 [00:15<00:16, 5.15it/s] 64/499 4.32G 0.01232 0.01032 0.004951 68 640: 49%|####9 | 83/168 [00:16<00:16, 5.15it/s] 64/499 4.32G 0.01232 0.01032 0.004951 68 640: 50%|##### | 84/168 [00:16<00:16, 5.25it/s] 64/499 4.32G 0.01234 0.01038 0.004942 86 640: 50%|##### | 84/168 [00:16<00:16, 5.25it/s] 64/499 4.32G 0.01234 0.01038 0.004942 86 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s] 64/499 4.32G 0.01234 0.01037 0.004956 74 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s] 64/499 4.32G 0.01234 0.01037 0.004956 74 640: 51%|#####1 | 86/168 [00:16<00:15, 5.26it/s] 64/499 4.32G 0.01234 0.01039 0.004957 66 640: 51%|#####1 | 86/168 [00:16<00:15, 5.26it/s] 64/499 4.32G 0.01234 0.01039 0.004957 66 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s] 64/499 4.32G 0.01235 0.01036 0.004939 54 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s] 64/499 4.32G 0.01235 0.01036 0.004939 54 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 64/499 4.32G 0.01234 0.01036 0.004925 71 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 64/499 4.32G 0.01234 0.01036 0.004925 71 640: 53%|#####2 | 89/168 [00:16<00:14, 5.30it/s] 64/499 4.32G 0.01234 0.01035 0.004916 73 640: 53%|#####2 | 89/168 [00:17<00:14, 5.30it/s] 64/499 4.32G 0.01234 0.01035 0.004916 73 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s] 64/499 4.32G 0.01236 0.01035 0.004931 72 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s] 64/499 4.32G 0.01236 0.01035 0.004931 72 640: 54%|#####4 | 91/168 [00:17<00:14, 5.24it/s] 64/499 4.32G 0.01236 0.01038 0.004898 91 640: 54%|#####4 | 91/168 [00:17<00:14, 5.24it/s] 64/499 4.32G 0.01236 0.01038 0.004898 91 640: 55%|#####4 | 92/168 [00:17<00:14, 5.32it/s] 64/499 4.32G 0.01235 0.01041 0.004892 63 640: 55%|#####4 | 92/168 [00:17<00:14, 5.32it/s] 64/499 4.32G 0.01235 0.01041 0.004892 63 640: 55%|#####5 | 93/168 [00:17<00:14, 5.30it/s] 64/499 4.32G 0.01236 0.01043 0.004896 82 640: 55%|#####5 | 93/168 [00:17<00:14, 5.30it/s] 64/499 4.32G 0.01236 0.01043 0.004896 82 640: 56%|#####5 | 94/168 [00:17<00:14, 5.18it/s] 64/499 4.32G 0.01237 0.01043 0.004887 66 640: 56%|#####5 | 94/168 [00:18<00:14, 5.18it/s] 64/499 4.32G 0.01237 0.01043 0.004887 66 640: 57%|#####6 | 95/168 [00:18<00:14, 5.21it/s] 64/499 4.32G 0.01237 0.01044 0.00488 76 640: 57%|#####6 | 95/168 [00:18<00:14, 5.21it/s] 64/499 4.32G 0.01237 0.01044 0.00488 76 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s] 64/499 4.32G 0.01239 0.01046 0.004931 75 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s] 64/499 4.32G 0.01239 0.01046 0.004931 75 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s] 64/499 4.32G 0.0124 0.01045 0.004935 47 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s] 64/499 4.32G 0.0124 0.01045 0.004935 47 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s] 64/499 4.32G 0.01238 0.01043 0.004925 65 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s] 64/499 4.32G 0.01238 0.01043 0.004925 65 640: 59%|#####8 | 99/168 [00:18<00:12, 5.31it/s] 64/499 4.32G 0.01238 0.01045 0.004904 70 640: 59%|#####8 | 99/168 [00:19<00:12, 5.31it/s] 64/499 4.32G 0.01238 0.01045 0.004904 70 640: 60%|#####9 | 100/168 [00:19<00:13, 5.18it/s] 64/499 4.32G 0.01237 0.01046 0.004927 78 640: 60%|#####9 | 100/168 [00:19<00:13, 5.18it/s] 64/499 4.32G 0.01237 0.01046 0.004927 78 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s] 64/499 4.32G 0.01238 0.01047 0.004963 76 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s] 64/499 4.32G 0.01238 0.01047 0.004963 76 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s] 64/499 4.32G 0.01239 0.01047 0.004977 60 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s] 64/499 4.32G 0.01239 0.01047 0.004977 60 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s] 64/499 4.32G 0.01239 0.01049 0.004993 80 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s] 64/499 4.32G 0.01239 0.01049 0.004993 80 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s] 64/499 4.32G 0.0124 0.0105 0.005032 85 640: 62%|######1 | 104/168 [00:20<00:12, 5.27it/s] 64/499 4.32G 0.0124 0.0105 0.005032 85 640: 62%|######2 | 105/168 [00:20<00:11, 5.35it/s] 64/499 4.32G 0.01241 0.0105 0.005004 67 640: 62%|######2 | 105/168 [00:20<00:11, 5.35it/s] 64/499 4.32G 0.01241 0.0105 0.005004 67 640: 63%|######3 | 106/168 [00:20<00:12, 5.15it/s] 64/499 4.32G 0.01242 0.0105 0.005025 69 640: 63%|######3 | 106/168 [00:20<00:12, 5.15it/s] 64/499 4.32G 0.01242 0.0105 0.005025 69 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 64/499 4.32G 0.0124 0.01048 0.005009 57 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 64/499 4.32G 0.0124 0.01048 0.005009 57 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s] 64/499 4.32G 0.01239 0.01046 0.005032 57 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s] 64/499 4.32G 0.01239 0.01046 0.005032 57 640: 65%|######4 | 109/168 [00:20<00:11, 5.17it/s] 64/499 4.32G 0.01238 0.01046 0.005049 78 640: 65%|######4 | 109/168 [00:20<00:11, 5.17it/s] 64/499 4.32G 0.01238 0.01046 0.005049 78 640: 65%|######5 | 110/168 [00:20<00:11, 5.26it/s] 64/499 4.32G 0.01238 0.01046 0.005023 63 640: 65%|######5 | 110/168 [00:21<00:11, 5.26it/s] 64/499 4.32G 0.01238 0.01046 0.005023 63 640: 66%|######6 | 111/168 [00:21<00:10, 5.30it/s] 64/499 4.32G 0.01238 0.01047 0.00502 74 640: 66%|######6 | 111/168 [00:21<00:10, 5.30it/s] 64/499 4.32G 0.01238 0.01047 0.00502 74 640: 67%|######6 | 112/168 [00:21<00:10, 5.16it/s] 64/499 4.32G 0.01237 0.01048 0.005041 67 640: 67%|######6 | 112/168 [00:21<00:10, 5.16it/s] 64/499 4.32G 0.01237 0.01048 0.005041 67 640: 67%|######7 | 113/168 [00:21<00:10, 5.26it/s] 64/499 4.32G 0.01236 0.01047 0.005044 62 640: 67%|######7 | 113/168 [00:21<00:10, 5.26it/s] 64/499 4.32G 0.01236 0.01047 0.005044 62 640: 68%|######7 | 114/168 [00:21<00:10, 5.31it/s] 64/499 4.32G 0.01234 0.01046 0.005027 59 640: 68%|######7 | 114/168 [00:21<00:10, 5.31it/s] 64/499 4.32G 0.01234 0.01046 0.005027 59 640: 68%|######8 | 115/168 [00:21<00:10, 5.17it/s] 64/499 4.32G 0.01236 0.01046 0.005034 65 640: 68%|######8 | 115/168 [00:22<00:10, 5.17it/s] 64/499 4.32G 0.01236 0.01046 0.005034 65 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s] 64/499 4.32G 0.01236 0.01046 0.005035 68 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s] 64/499 4.32G 0.01236 0.01046 0.005035 68 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s] 64/499 4.32G 0.01237 0.01046 0.00506 77 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s] 64/499 4.32G 0.01237 0.01046 0.00506 77 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s] 64/499 4.32G 0.01235 0.01046 0.005051 64 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s] 64/499 4.32G 0.01235 0.01046 0.005051 64 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s] 64/499 4.32G 0.01236 0.01045 0.005048 64 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s] 64/499 4.32G 0.01236 0.01045 0.005048 64 640: 71%|#######1 | 120/168 [00:22<00:09, 5.32it/s] 64/499 4.32G 0.01236 0.01047 0.005027 79 640: 71%|#######1 | 120/168 [00:23<00:09, 5.32it/s] 64/499 4.32G 0.01236 0.01047 0.005027 79 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s] 64/499 4.32G 0.01238 0.01049 0.005012 69 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s] 64/499 4.32G 0.01238 0.01049 0.005012 69 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s] 64/499 4.32G 0.01238 0.01048 0.005048 68 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s] 64/499 4.32G 0.01238 0.01048 0.005048 68 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s] 64/499 4.32G 0.01237 0.01047 0.005037 60 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s] 64/499 4.32G 0.01237 0.01047 0.005037 60 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s] 64/499 4.32G 0.01237 0.01046 0.005028 60 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s] 64/499 4.32G 0.01237 0.01046 0.005028 60 640: 74%|#######4 | 125/168 [00:23<00:08, 5.25it/s] 64/499 4.32G 0.01238 0.01047 0.005007 71 640: 74%|#######4 | 125/168 [00:24<00:08, 5.25it/s] 64/499 4.32G 0.01238 0.01047 0.005007 71 640: 75%|#######5 | 126/168 [00:24<00:07, 5.30it/s] 64/499 4.32G 0.01238 0.01047 0.004988 69 640: 75%|#######5 | 126/168 [00:24<00:07, 5.30it/s] 64/499 4.32G 0.01238 0.01047 0.004988 69 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s] 64/499 4.32G 0.01239 0.01048 0.004994 70 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s] 64/499 4.32G 0.01239 0.01048 0.004994 70 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s] 64/499 4.32G 0.01239 0.01048 0.004995 76 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s] 64/499 4.32G 0.01239 0.01048 0.004995 76 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s] 64/499 4.32G 0.01239 0.01048 0.004991 70 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s] 64/499 4.32G 0.01239 0.01048 0.004991 70 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s] 64/499 4.32G 0.01238 0.01048 0.004972 71 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s] 64/499 4.32G 0.01238 0.01048 0.004972 71 640: 78%|#######7 | 131/168 [00:24<00:06, 5.29it/s] 64/499 4.32G 0.01239 0.0105 0.00498 71 640: 78%|#######7 | 131/168 [00:25<00:06, 5.29it/s] 64/499 4.32G 0.01239 0.0105 0.00498 71 640: 79%|#######8 | 132/168 [00:25<00:06, 5.34it/s] 64/499 4.32G 0.0124 0.01049 0.004978 67 640: 79%|#######8 | 132/168 [00:25<00:06, 5.34it/s] 64/499 4.32G 0.0124 0.01049 0.004978 67 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s] 64/499 4.32G 0.01239 0.01048 0.004984 68 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s] 64/499 4.32G 0.01239 0.01048 0.004984 68 640: 80%|#######9 | 134/168 [00:25<00:06, 5.30it/s] 64/499 4.32G 0.01238 0.01048 0.004969 70 640: 80%|#######9 | 134/168 [00:25<00:06, 5.30it/s] 64/499 4.32G 0.01238 0.01048 0.004969 70 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s] 64/499 4.32G 0.01239 0.01051 0.004958 101 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s] 64/499 4.32G 0.01239 0.01051 0.004958 101 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s] 64/499 4.32G 0.01241 0.0105 0.004945 63 640: 81%|######## | 136/168 [00:26<00:06, 5.23it/s] 64/499 4.32G 0.01241 0.0105 0.004945 63 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s] 64/499 4.32G 0.0124 0.01051 0.004942 83 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s] 64/499 4.32G 0.0124 0.01051 0.004942 83 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s] 64/499 4.32G 0.01241 0.01055 0.004971 95 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s] 64/499 4.32G 0.01241 0.01055 0.004971 95 640: 83%|########2 | 139/168 [00:26<00:05, 5.13it/s] 64/499 4.32G 0.0124 0.01052 0.004967 55 640: 83%|########2 | 139/168 [00:26<00:05, 5.13it/s] 64/499 4.32G 0.0124 0.01052 0.004967 55 640: 83%|########3 | 140/168 [00:26<00:05, 5.20it/s] 64/499 4.32G 0.01241 0.01053 0.004939 72 640: 83%|########3 | 140/168 [00:26<00:05, 5.20it/s] 64/499 4.32G 0.01241 0.01053 0.004939 72 640: 84%|########3 | 141/168 [00:26<00:05, 5.28it/s] 64/499 4.32G 0.01241 0.01051 0.004945 53 640: 84%|########3 | 141/168 [00:27<00:05, 5.28it/s] 64/499 4.32G 0.01241 0.01051 0.004945 53 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s] 64/499 4.32G 0.01242 0.01052 0.004961 79 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s] 64/499 4.32G 0.01242 0.01052 0.004961 79 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s] 64/499 4.32G 0.01242 0.01053 0.004942 75 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s] 64/499 4.32G 0.01242 0.01053 0.004942 75 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s] 64/499 4.32G 0.01243 0.01054 0.00496 63 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s] 64/499 4.32G 0.01243 0.01054 0.00496 63 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s] 64/499 4.32G 0.01244 0.01054 0.004972 66 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s] 64/499 4.32G 0.01244 0.01054 0.004972 66 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s] 64/499 4.32G 0.01242 0.01053 0.004968 72 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s] 64/499 4.32G 0.01242 0.01053 0.004968 72 640: 88%|########7 | 147/168 [00:27<00:03, 5.36it/s] 64/499 4.32G 0.01243 0.01054 0.004965 61 640: 88%|########7 | 147/168 [00:28<00:03, 5.36it/s] 64/499 4.32G 0.01243 0.01054 0.004965 61 640: 88%|########8 | 148/168 [00:28<00:03, 5.22it/s] 64/499 4.32G 0.01244 0.01053 0.004962 55 640: 88%|########8 | 148/168 [00:28<00:03, 5.22it/s] 64/499 4.32G 0.01244 0.01053 0.004962 55 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s] 64/499 4.32G 0.01243 0.01053 0.004966 82 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s] 64/499 4.32G 0.01243 0.01053 0.004966 82 640: 89%|########9 | 150/168 [00:28<00:03, 5.28it/s] 64/499 4.32G 0.01242 0.01052 0.004959 63 640: 89%|########9 | 150/168 [00:28<00:03, 5.28it/s] 64/499 4.32G 0.01242 0.01052 0.004959 63 640: 90%|########9 | 151/168 [00:28<00:03, 5.13it/s] 64/499 4.32G 0.01244 0.01051 0.004965 53 640: 90%|########9 | 151/168 [00:28<00:03, 5.13it/s] 64/499 4.32G 0.01244 0.01051 0.004965 53 640: 90%|######### | 152/168 [00:28<00:03, 5.24it/s] 64/499 4.32G 0.01244 0.01052 0.00497 88 640: 90%|######### | 152/168 [00:29<00:03, 5.24it/s] 64/499 4.32G 0.01244 0.01052 0.00497 88 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s] 64/499 4.32G 0.01245 0.01051 0.004965 61 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s] 64/499 4.32G 0.01245 0.01051 0.004965 61 640: 92%|#########1| 154/168 [00:29<00:02, 5.18it/s] 64/499 4.32G 0.01245 0.01051 0.004955 69 640: 92%|#########1| 154/168 [00:29<00:02, 5.18it/s] 64/499 4.32G 0.01245 0.01051 0.004955 69 640: 92%|#########2| 155/168 [00:29<00:02, 5.18it/s] 64/499 4.32G 0.01245 0.01051 0.004953 66 640: 92%|#########2| 155/168 [00:29<00:02, 5.18it/s] 64/499 4.32G 0.01245 0.01051 0.004953 66 640: 93%|#########2| 156/168 [00:29<00:02, 5.26it/s] 64/499 4.32G 0.01246 0.01053 0.004953 83 640: 93%|#########2| 156/168 [00:29<00:02, 5.26it/s] 64/499 4.32G 0.01246 0.01053 0.004953 83 640: 93%|#########3| 157/168 [00:29<00:02, 5.15it/s] 64/499 4.32G 0.01247 0.01053 0.004951 65 640: 93%|#########3| 157/168 [00:30<00:02, 5.15it/s] 64/499 4.32G 0.01247 0.01053 0.004951 65 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s] 64/499 4.32G 0.01246 0.01052 0.004937 62 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s] 64/499 4.32G 0.01246 0.01052 0.004937 62 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s] 64/499 4.32G 0.01246 0.01051 0.004942 71 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s] 64/499 4.32G 0.01246 0.01051 0.004942 71 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s] 64/499 4.32G 0.01246 0.01051 0.004937 74 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s] 64/499 4.32G 0.01246 0.01051 0.004937 74 640: 96%|#########5| 161/168 [00:30<00:01, 5.27it/s] 64/499 4.32G 0.01245 0.01051 0.004954 69 640: 96%|#########5| 161/168 [00:30<00:01, 5.27it/s] 64/499 4.32G 0.01245 0.01051 0.004954 69 640: 96%|#########6| 162/168 [00:30<00:01, 5.29it/s] 64/499 4.32G 0.01245 0.01052 0.004945 74 640: 96%|#########6| 162/168 [00:31<00:01, 5.29it/s] 64/499 4.32G 0.01245 0.01052 0.004945 74 640: 97%|#########7| 163/168 [00:31<00:00, 5.16it/s] 64/499 4.32G 0.01245 0.01052 0.004967 73 640: 97%|#########7| 163/168 [00:31<00:00, 5.16it/s] 64/499 4.32G 0.01245 0.01052 0.004967 73 640: 98%|#########7| 164/168 [00:31<00:00, 5.26it/s] 64/499 4.32G 0.01248 0.01052 0.004963 62 640: 98%|#########7| 164/168 [00:31<00:00, 5.26it/s] 64/499 4.32G 0.01248 0.01052 0.004963 62 640: 98%|#########8| 165/168 [00:31<00:00, 5.30it/s] 64/499 4.32G 0.01247 0.01051 0.004964 70 640: 98%|#########8| 165/168 [00:31<00:00, 5.30it/s] 64/499 4.32G 0.01247 0.01051 0.004964 70 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s] 64/499 4.32G 0.01247 0.0105 0.004948 55 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s] 64/499 4.32G 0.01247 0.0105 0.004948 55 640: 99%|#########9| 167/168 [00:31<00:00, 5.25it/s] 64/499 4.32G 0.01248 0.01048 0.004939 26 640: 99%|#########9| 167/168 [00:31<00:00, 5.25it/s] 64/499 4.32G 0.01248 0.01048 0.004939 26 640: 100%|##########| 168/168 [00:31<00:00, 5.43it/s] 64/499 4.32G 0.01248 0.01048 0.004939 26 640: 100%|##########| 168/168 [00:31<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.97it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.852 0.828 0.852 0.727 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 65/499 4.32G 0.01259 0.009753 0.002601 65 640: 0%| | 0/168 [00:00<?, ?it/s] 65/499 4.32G 0.01259 0.009753 0.002601 65 640: 1%| | 1/168 [00:00<00:33, 4.96it/s] 65/499 4.32G 0.01361 0.00985 0.002952 69 640: 1%| | 1/168 [00:00<00:33, 4.96it/s] 65/499 4.32G 0.01361 0.00985 0.002952 69 640: 1%|1 | 2/168 [00:00<00:31, 5.27it/s] 65/499 4.32G 0.01297 0.01038 0.002759 66 640: 1%|1 | 2/168 [00:00<00:31, 5.27it/s] 65/499 4.32G 0.01297 0.01038 0.002759 66 640: 2%|1 | 3/168 [00:00<00:30, 5.33it/s] 65/499 4.32G 0.01265 0.01063 0.00402 66 640: 2%|1 | 3/168 [00:00<00:30, 5.33it/s] 65/499 4.32G 0.01265 0.01063 0.00402 66 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s] 65/499 4.32G 0.01296 0.01117 0.003557 68 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s] 65/499 4.32G 0.01296 0.01117 0.003557 68 640: 3%|2 | 5/168 [00:00<00:31, 5.22it/s] 65/499 4.32G 0.01332 0.01054 0.004062 49 640: 3%|2 | 5/168 [00:01<00:31, 5.22it/s] 65/499 4.32G 0.01332 0.01054 0.004062 49 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s] 65/499 4.32G 0.01334 0.01042 0.004422 67 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s] 65/499 4.32G 0.01334 0.01042 0.004422 67 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s] 65/499 4.32G 0.01315 0.01036 0.004142 60 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s] 65/499 4.32G 0.01315 0.01036 0.004142 60 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s] 65/499 4.32G 0.01331 0.01045 0.004614 77 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s] 65/499 4.32G 0.01331 0.01045 0.004614 77 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s] 65/499 4.32G 0.01343 0.01035 0.004722 59 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s] 65/499 4.32G 0.01343 0.01035 0.004722 59 640: 6%|5 | 10/168 [00:01<00:30, 5.16it/s] 65/499 4.32G 0.01329 0.01015 0.005028 62 640: 6%|5 | 10/168 [00:02<00:30, 5.16it/s] 65/499 4.32G 0.01329 0.01015 0.005028 62 640: 7%|6 | 11/168 [00:02<00:29, 5.26it/s] 65/499 4.32G 0.01326 0.01009 0.005057 78 640: 7%|6 | 11/168 [00:02<00:29, 5.26it/s] 65/499 4.32G 0.01326 0.01009 0.005057 78 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s] 65/499 4.32G 0.01326 0.009949 0.005062 54 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s] 65/499 4.32G 0.01326 0.009949 0.005062 54 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s] 65/499 4.32G 0.0131 0.01 0.004896 76 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s] 65/499 4.32G 0.0131 0.01 0.004896 76 640: 8%|8 | 14/168 [00:02<00:29, 5.29it/s] 65/499 4.32G 0.01317 0.009979 0.004946 53 640: 8%|8 | 14/168 [00:02<00:29, 5.29it/s] 65/499 4.32G 0.01317 0.009979 0.004946 53 640: 9%|8 | 15/168 [00:02<00:28, 5.36it/s] 65/499 4.32G 0.01323 0.01001 0.004776 75 640: 9%|8 | 15/168 [00:03<00:28, 5.36it/s] 65/499 4.32G 0.01323 0.01001 0.004776 75 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s] 65/499 4.32G 0.01333 0.01011 0.00469 69 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s] 65/499 4.32G 0.01333 0.01011 0.00469 69 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s] 65/499 4.32G 0.01343 0.0102 0.004787 69 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s] 65/499 4.32G 0.01343 0.0102 0.004787 69 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s] 65/499 4.32G 0.01335 0.01024 0.004676 71 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s] 65/499 4.32G 0.01335 0.01024 0.004676 71 640: 11%|#1 | 19/168 [00:03<00:28, 5.18it/s] 65/499 4.32G 0.01325 0.01025 0.00453 69 640: 11%|#1 | 19/168 [00:03<00:28, 5.18it/s] 65/499 4.32G 0.01325 0.01025 0.00453 69 640: 12%|#1 | 20/168 [00:03<00:28, 5.25it/s] 65/499 4.32G 0.01321 0.01026 0.004599 78 640: 12%|#1 | 20/168 [00:03<00:28, 5.25it/s] 65/499 4.32G 0.01321 0.01026 0.004599 78 640: 12%|#2 | 21/168 [00:03<00:27, 5.31it/s] 65/499 4.32G 0.01314 0.01041 0.004485 91 640: 12%|#2 | 21/168 [00:04<00:27, 5.31it/s] 65/499 4.32G 0.01314 0.01041 0.004485 91 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s] 65/499 4.32G 0.01316 0.01048 0.004483 71 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s] 65/499 4.32G 0.01316 0.01048 0.004483 71 640: 14%|#3 | 23/168 [00:04<00:27, 5.21it/s] 65/499 4.32G 0.01302 0.01037 0.004401 67 640: 14%|#3 | 23/168 [00:04<00:27, 5.21it/s] 65/499 4.32G 0.01302 0.01037 0.004401 67 640: 14%|#4 | 24/168 [00:04<00:27, 5.26it/s] 65/499 4.32G 0.01307 0.01043 0.004307 68 640: 14%|#4 | 24/168 [00:04<00:27, 5.26it/s] 65/499 4.32G 0.01307 0.01043 0.004307 68 640: 15%|#4 | 25/168 [00:04<00:27, 5.12it/s] 65/499 4.32G 0.01306 0.01044 0.004305 73 640: 15%|#4 | 25/168 [00:04<00:27, 5.12it/s] 65/499 4.32G 0.01306 0.01044 0.004305 73 640: 15%|#5 | 26/168 [00:04<00:27, 5.21it/s] 65/499 4.32G 0.01303 0.01049 0.004459 93 640: 15%|#5 | 26/168 [00:05<00:27, 5.21it/s] 65/499 4.32G 0.01303 0.01049 0.004459 93 640: 16%|#6 | 27/168 [00:05<00:26, 5.28it/s] 65/499 4.32G 0.01295 0.01042 0.004443 62 640: 16%|#6 | 27/168 [00:05<00:26, 5.28it/s] 65/499 4.32G 0.01295 0.01042 0.004443 62 640: 17%|#6 | 28/168 [00:05<00:27, 5.15it/s] 65/499 4.32G 0.01295 0.01043 0.004346 72 640: 17%|#6 | 28/168 [00:05<00:27, 5.15it/s] 65/499 4.32G 0.01295 0.01043 0.004346 72 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s] 65/499 4.32G 0.01296 0.01039 0.004303 65 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s] 65/499 4.32G 0.01296 0.01039 0.004303 65 640: 18%|#7 | 30/168 [00:05<00:26, 5.29it/s] 65/499 4.32G 0.01291 0.01032 0.004319 67 640: 18%|#7 | 30/168 [00:05<00:26, 5.29it/s] 65/499 4.32G 0.01291 0.01032 0.004319 67 640: 18%|#8 | 31/168 [00:05<00:26, 5.16it/s] 65/499 4.32G 0.01294 0.01029 0.004368 59 640: 18%|#8 | 31/168 [00:06<00:26, 5.16it/s] 65/499 4.32G 0.01294 0.01029 0.004368 59 640: 19%|#9 | 32/168 [00:06<00:26, 5.23it/s] 65/499 4.32G 0.01302 0.01039 0.004409 74 640: 19%|#9 | 32/168 [00:06<00:26, 5.23it/s] 65/499 4.32G 0.01302 0.01039 0.004409 74 640: 20%|#9 | 33/168 [00:06<00:25, 5.29it/s] 65/499 4.32G 0.01298 0.01038 0.004392 68 640: 20%|#9 | 33/168 [00:06<00:25, 5.29it/s] 65/499 4.32G 0.01298 0.01038 0.004392 68 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s] 65/499 4.32G 0.01299 0.01037 0.004305 56 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s] 65/499 4.32G 0.01299 0.01037 0.004305 56 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s] 65/499 4.32G 0.013 0.01035 0.004401 66 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s] 65/499 4.32G 0.013 0.01035 0.004401 66 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s] 65/499 4.32G 0.01299 0.01036 0.004368 74 640: 21%|##1 | 36/168 [00:07<00:24, 5.33it/s] 65/499 4.32G 0.01299 0.01036 0.004368 74 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s] 65/499 4.32G 0.01296 0.01043 0.004404 90 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s] 65/499 4.32G 0.01296 0.01043 0.004404 90 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s] 65/499 4.32G 0.01291 0.01039 0.004395 61 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s] 65/499 4.32G 0.01291 0.01039 0.004395 61 640: 23%|##3 | 39/168 [00:07<00:24, 5.33it/s] 65/499 4.32G 0.01292 0.01038 0.004437 66 640: 23%|##3 | 39/168 [00:07<00:24, 5.33it/s] 65/499 4.32G 0.01292 0.01038 0.004437 66 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s] 65/499 4.32G 0.01293 0.01045 0.004434 81 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s] 65/499 4.32G 0.01293 0.01045 0.004434 81 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s] 65/499 4.32G 0.01291 0.01048 0.004433 72 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s] 65/499 4.32G 0.01291 0.01048 0.004433 72 640: 25%|##5 | 42/168 [00:07<00:23, 5.34it/s] 65/499 4.32G 0.01289 0.01047 0.004459 79 640: 25%|##5 | 42/168 [00:08<00:23, 5.34it/s] 65/499 4.32G 0.01289 0.01047 0.004459 79 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s] 65/499 4.32G 0.01284 0.01047 0.004482 77 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s] 65/499 4.32G 0.01284 0.01047 0.004482 77 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s] 65/499 4.32G 0.01284 0.01048 0.00449 69 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s] 65/499 4.32G 0.01284 0.01048 0.00449 69 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s] 65/499 4.32G 0.01278 0.01044 0.004462 70 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s] 65/499 4.32G 0.01278 0.01044 0.004462 70 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s] 65/499 4.32G 0.01282 0.01045 0.004446 51 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s] 65/499 4.32G 0.01282 0.01045 0.004446 51 640: 28%|##7 | 47/168 [00:08<00:22, 5.28it/s] 65/499 4.32G 0.01279 0.01042 0.0044 60 640: 28%|##7 | 47/168 [00:09<00:22, 5.28it/s] 65/499 4.32G 0.01279 0.01042 0.0044 60 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s] 65/499 4.32G 0.01281 0.01045 0.00441 79 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s] 65/499 4.32G 0.01281 0.01045 0.00441 79 640: 29%|##9 | 49/168 [00:09<00:22, 5.22it/s] 65/499 4.32G 0.01283 0.01046 0.004368 65 640: 29%|##9 | 49/168 [00:09<00:22, 5.22it/s] 65/499 4.32G 0.01283 0.01046 0.004368 65 640: 30%|##9 | 50/168 [00:09<00:22, 5.26it/s] 65/499 4.32G 0.01281 0.01048 0.004346 77 640: 30%|##9 | 50/168 [00:09<00:22, 5.26it/s] 65/499 4.32G 0.01281 0.01048 0.004346 77 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s] 65/499 4.32G 0.01279 0.01051 0.004338 81 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s] 65/499 4.32G 0.01279 0.01051 0.004338 81 640: 31%|### | 52/168 [00:09<00:22, 5.21it/s] 65/499 4.32G 0.01275 0.01051 0.004336 75 640: 31%|### | 52/168 [00:10<00:22, 5.21it/s] 65/499 4.32G 0.01275 0.01051 0.004336 75 640: 32%|###1 | 53/168 [00:10<00:22, 5.23it/s] 65/499 4.32G 0.01274 0.01049 0.004329 72 640: 32%|###1 | 53/168 [00:10<00:22, 5.23it/s] 65/499 4.32G 0.01274 0.01049 0.004329 72 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s] 65/499 4.32G 0.0127 0.01046 0.004313 54 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s] 65/499 4.32G 0.0127 0.01046 0.004313 54 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s] 65/499 4.32G 0.01268 0.01048 0.004284 72 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s] 65/499 4.32G 0.01268 0.01048 0.004284 72 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s] 65/499 4.32G 0.01267 0.01051 0.004286 85 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s] 65/499 4.32G 0.01267 0.01051 0.004286 85 640: 34%|###3 | 57/168 [00:10<00:20, 5.33it/s] 65/499 4.32G 0.01268 0.0105 0.004266 59 640: 34%|###3 | 57/168 [00:11<00:20, 5.33it/s] 65/499 4.32G 0.01268 0.0105 0.004266 59 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s] 65/499 4.32G 0.01269 0.01045 0.004231 46 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s] 65/499 4.32G 0.01269 0.01045 0.004231 46 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s] 65/499 4.32G 0.01266 0.01045 0.004203 75 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s] 65/499 4.32G 0.01266 0.01045 0.004203 75 640: 36%|###5 | 60/168 [00:11<00:20, 5.36it/s] 65/499 4.32G 0.01264 0.01042 0.004275 61 640: 36%|###5 | 60/168 [00:11<00:20, 5.36it/s] 65/499 4.32G 0.01264 0.01042 0.004275 61 640: 36%|###6 | 61/168 [00:11<00:20, 5.23it/s] 65/499 4.32G 0.01263 0.01038 0.004267 48 640: 36%|###6 | 61/168 [00:11<00:20, 5.23it/s] 65/499 4.32G 0.01263 0.01038 0.004267 48 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s] 65/499 4.32G 0.01262 0.0104 0.004241 73 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s] 65/499 4.32G 0.01262 0.0104 0.004241 73 640: 38%|###7 | 63/168 [00:11<00:19, 5.31it/s] 65/499 4.32G 0.0126 0.0104 0.004223 72 640: 38%|###7 | 63/168 [00:12<00:19, 5.31it/s] 65/499 4.32G 0.0126 0.0104 0.004223 72 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s] 65/499 4.32G 0.01259 0.0104 0.004215 62 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s] 65/499 4.32G 0.01259 0.0104 0.004215 62 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s] 65/499 4.32G 0.01256 0.01037 0.004205 61 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s] 65/499 4.32G 0.01256 0.01037 0.004205 61 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s] 65/499 4.32G 0.01258 0.01038 0.004196 72 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s] 65/499 4.32G 0.01258 0.01038 0.004196 72 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s] 65/499 4.32G 0.01254 0.01035 0.004174 53 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s] 65/499 4.32G 0.01254 0.01035 0.004174 53 640: 40%|#### | 68/168 [00:12<00:18, 5.27it/s] 65/499 4.32G 0.01251 0.01036 0.004178 80 640: 40%|#### | 68/168 [00:13<00:18, 5.27it/s] 65/499 4.32G 0.01251 0.01036 0.004178 80 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s] 65/499 4.32G 0.01248 0.01035 0.004165 69 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s] 65/499 4.32G 0.01248 0.01035 0.004165 69 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s] 65/499 4.32G 0.01246 0.01034 0.004207 73 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s] 65/499 4.32G 0.01246 0.01034 0.004207 73 640: 42%|####2 | 71/168 [00:13<00:18, 5.26it/s] 65/499 4.32G 0.0125 0.01035 0.004214 61 640: 42%|####2 | 71/168 [00:13<00:18, 5.26it/s] 65/499 4.32G 0.0125 0.01035 0.004214 61 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s] 65/499 4.32G 0.01252 0.01038 0.004213 68 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s] 65/499 4.32G 0.01252 0.01038 0.004213 68 640: 43%|####3 | 73/168 [00:13<00:18, 5.20it/s] 65/499 4.32G 0.01252 0.01039 0.004196 69 640: 43%|####3 | 73/168 [00:14<00:18, 5.20it/s] 65/499 4.32G 0.01252 0.01039 0.004196 69 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s] 65/499 4.32G 0.01252 0.01041 0.00419 88 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s] 65/499 4.32G 0.01252 0.01041 0.00419 88 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 65/499 4.32G 0.01253 0.01042 0.00418 76 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 65/499 4.32G 0.01253 0.01042 0.00418 76 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s] 65/499 4.32G 0.01252 0.0104 0.004197 60 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s] 65/499 4.32G 0.01252 0.0104 0.004197 60 640: 46%|####5 | 77/168 [00:14<00:17, 5.23it/s] 65/499 4.32G 0.01252 0.0104 0.004214 73 640: 46%|####5 | 77/168 [00:14<00:17, 5.23it/s] 65/499 4.32G 0.01252 0.0104 0.004214 73 640: 46%|####6 | 78/168 [00:14<00:17, 5.28it/s] 65/499 4.32G 0.01251 0.01039 0.004248 64 640: 46%|####6 | 78/168 [00:15<00:17, 5.28it/s] 65/499 4.32G 0.01251 0.01039 0.004248 64 640: 47%|####7 | 79/168 [00:15<00:17, 5.16it/s] 65/499 4.32G 0.0125 0.01036 0.004317 50 640: 47%|####7 | 79/168 [00:15<00:17, 5.16it/s] 65/499 4.32G 0.0125 0.01036 0.004317 50 640: 48%|####7 | 80/168 [00:15<00:16, 5.26it/s] 65/499 4.32G 0.0125 0.01038 0.004308 82 640: 48%|####7 | 80/168 [00:15<00:16, 5.26it/s] 65/499 4.32G 0.0125 0.01038 0.004308 82 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s] 65/499 4.32G 0.01251 0.01041 0.004304 81 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s] 65/499 4.32G 0.01251 0.01041 0.004304 81 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s] 65/499 4.32G 0.01251 0.01045 0.004307 81 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s] 65/499 4.32G 0.01251 0.01045 0.004307 81 640: 49%|####9 | 83/168 [00:15<00:16, 5.21it/s] 65/499 4.32G 0.01251 0.01046 0.004314 70 640: 49%|####9 | 83/168 [00:15<00:16, 5.21it/s] 65/499 4.32G 0.01251 0.01046 0.004314 70 640: 50%|##### | 84/168 [00:15<00:15, 5.28it/s] 65/499 4.32G 0.01249 0.01044 0.004287 64 640: 50%|##### | 84/168 [00:16<00:15, 5.28it/s] 65/499 4.32G 0.01249 0.01044 0.004287 64 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s] 65/499 4.32G 0.01251 0.01044 0.00428 66 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s] 65/499 4.32G 0.01251 0.01044 0.00428 66 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s] 65/499 4.32G 0.01249 0.01044 0.004286 77 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s] 65/499 4.32G 0.01249 0.01044 0.004286 77 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s] 65/499 4.32G 0.01249 0.01042 0.004291 54 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s] 65/499 4.32G 0.01249 0.01042 0.004291 54 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s] 65/499 4.32G 0.0125 0.01042 0.004324 61 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s] 65/499 4.32G 0.0125 0.01042 0.004324 61 640: 53%|#####2 | 89/168 [00:16<00:14, 5.30it/s] 65/499 4.32G 0.01251 0.01044 0.004313 78 640: 53%|#####2 | 89/168 [00:17<00:14, 5.30it/s] 65/499 4.32G 0.01251 0.01044 0.004313 78 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s] 65/499 4.32G 0.01252 0.01043 0.004321 66 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s] 65/499 4.32G 0.01252 0.01043 0.004321 66 640: 54%|#####4 | 91/168 [00:17<00:14, 5.24it/s] 65/499 4.32G 0.01253 0.01045 0.004304 71 640: 54%|#####4 | 91/168 [00:17<00:14, 5.24it/s] 65/499 4.32G 0.01253 0.01045 0.004304 71 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s] 65/499 4.32G 0.01253 0.01046 0.004315 80 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s] 65/499 4.32G 0.01253 0.01046 0.004315 80 640: 55%|#####5 | 93/168 [00:17<00:13, 5.37it/s] 65/499 4.32G 0.01254 0.01047 0.004287 80 640: 55%|#####5 | 93/168 [00:17<00:13, 5.37it/s] 65/499 4.32G 0.01254 0.01047 0.004287 80 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s] 65/499 4.32G 0.01253 0.01046 0.004292 60 640: 56%|#####5 | 94/168 [00:18<00:14, 5.23it/s] 65/499 4.32G 0.01253 0.01046 0.004292 60 640: 57%|#####6 | 95/168 [00:18<00:13, 5.32it/s] 65/499 4.32G 0.01252 0.01044 0.004286 60 640: 57%|#####6 | 95/168 [00:18<00:13, 5.32it/s] 65/499 4.32G 0.01252 0.01044 0.004286 60 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s] 65/499 4.32G 0.01253 0.01043 0.004278 58 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s] 65/499 4.32G 0.01253 0.01043 0.004278 58 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s] 65/499 4.32G 0.01253 0.01043 0.004306 62 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s] 65/499 4.32G 0.01253 0.01043 0.004306 62 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s] 65/499 4.32G 0.0125 0.01041 0.004306 60 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s] 65/499 4.32G 0.0125 0.01041 0.004306 60 640: 59%|#####8 | 99/168 [00:18<00:12, 5.34it/s] 65/499 4.32G 0.01251 0.0104 0.004302 53 640: 59%|#####8 | 99/168 [00:19<00:12, 5.34it/s] 65/499 4.32G 0.01251 0.0104 0.004302 53 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s] 65/499 4.32G 0.01251 0.01039 0.004292 68 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s] 65/499 4.32G 0.01251 0.01039 0.004292 68 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s] 65/499 4.32G 0.01252 0.01038 0.004296 53 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s] 65/499 4.32G 0.01252 0.01038 0.004296 53 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s] 65/499 4.32G 0.0125 0.01035 0.004291 56 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s] 65/499 4.32G 0.0125 0.01035 0.004291 56 640: 61%|######1 | 103/168 [00:19<00:12, 5.13it/s] 65/499 4.32G 0.01248 0.01035 0.004319 63 640: 61%|######1 | 103/168 [00:19<00:12, 5.13it/s] 65/499 4.32G 0.01248 0.01035 0.004319 63 640: 62%|######1 | 104/168 [00:19<00:12, 5.14it/s] 65/499 4.32G 0.01247 0.01034 0.004287 63 640: 62%|######1 | 104/168 [00:19<00:12, 5.14it/s] 65/499 4.32G 0.01247 0.01034 0.004287 63 640: 62%|######2 | 105/168 [00:19<00:12, 5.24it/s] 65/499 4.32G 0.01246 0.01033 0.004284 61 640: 62%|######2 | 105/168 [00:20<00:12, 5.24it/s] 65/499 4.32G 0.01246 0.01033 0.004284 61 640: 63%|######3 | 106/168 [00:20<00:12, 5.14it/s] 65/499 4.32G 0.01245 0.01031 0.004278 61 640: 63%|######3 | 106/168 [00:20<00:12, 5.14it/s] 65/499 4.32G 0.01245 0.01031 0.004278 61 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s] 65/499 4.32G 0.01243 0.0103 0.004271 66 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s] 65/499 4.32G 0.01243 0.0103 0.004271 66 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s] 65/499 4.32G 0.01243 0.01029 0.004285 67 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s] 65/499 4.32G 0.01243 0.01029 0.004285 67 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s] 65/499 4.32G 0.01244 0.01028 0.004302 52 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s] 65/499 4.32G 0.01244 0.01028 0.004302 52 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s] 65/499 4.32G 0.01244 0.01027 0.004298 65 640: 65%|######5 | 110/168 [00:21<00:10, 5.30it/s] 65/499 4.32G 0.01244 0.01027 0.004298 65 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s] 65/499 4.32G 0.01244 0.0103 0.004293 85 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s] 65/499 4.32G 0.01244 0.0103 0.004293 85 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s] 65/499 4.32G 0.01243 0.01028 0.004316 56 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s] 65/499 4.32G 0.01243 0.01028 0.004316 56 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s] 65/499 4.32G 0.01244 0.01029 0.00434 75 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s] 65/499 4.32G 0.01244 0.01029 0.00434 75 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s] 65/499 4.32G 0.01242 0.0103 0.004356 75 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s] 65/499 4.32G 0.01242 0.0103 0.004356 75 640: 68%|######8 | 115/168 [00:21<00:10, 5.17it/s] 65/499 4.32G 0.01243 0.0103 0.004463 66 640: 68%|######8 | 115/168 [00:22<00:10, 5.17it/s] 65/499 4.32G 0.01243 0.0103 0.004463 66 640: 69%|######9 | 116/168 [00:22<00:09, 5.27it/s] 65/499 4.32G 0.01243 0.01029 0.004463 64 640: 69%|######9 | 116/168 [00:22<00:09, 5.27it/s] 65/499 4.32G 0.01243 0.01029 0.004463 64 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s] 65/499 4.32G 0.01241 0.0103 0.004445 74 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s] 65/499 4.32G 0.01241 0.0103 0.004445 74 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s] 65/499 4.32G 0.01241 0.0103 0.004436 71 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s] 65/499 4.32G 0.01241 0.0103 0.004436 71 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s] 65/499 4.32G 0.01242 0.01028 0.004495 52 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s] 65/499 4.32G 0.01242 0.01028 0.004495 52 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s] 65/499 4.32G 0.01242 0.0103 0.00451 86 640: 71%|#######1 | 120/168 [00:23<00:08, 5.34it/s] 65/499 4.32G 0.01242 0.0103 0.00451 86 640: 72%|#######2 | 121/168 [00:23<00:09, 5.14it/s] 65/499 4.32G 0.01243 0.01031 0.004511 73 640: 72%|#######2 | 121/168 [00:23<00:09, 5.14it/s] 65/499 4.32G 0.01243 0.01031 0.004511 73 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s] 65/499 4.32G 0.01243 0.0103 0.004529 60 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s] 65/499 4.32G 0.01243 0.0103 0.004529 60 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 65/499 4.32G 0.01243 0.01028 0.0045 57 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 65/499 4.32G 0.01243 0.01028 0.0045 57 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s] 65/499 4.32G 0.01242 0.01029 0.004496 74 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s] 65/499 4.32G 0.01242 0.01029 0.004496 74 640: 74%|#######4 | 125/168 [00:23<00:08, 5.29it/s] 65/499 4.32G 0.01241 0.01027 0.004496 54 640: 74%|#######4 | 125/168 [00:23<00:08, 5.29it/s] 65/499 4.32G 0.01241 0.01027 0.004496 54 640: 75%|#######5 | 126/168 [00:23<00:07, 5.34it/s] 65/499 4.32G 0.01241 0.01029 0.004482 83 640: 75%|#######5 | 126/168 [00:24<00:07, 5.34it/s] 65/499 4.32G 0.01241 0.01029 0.004482 83 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s] 65/499 4.32G 0.0124 0.01028 0.004458 62 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s] 65/499 4.32G 0.0124 0.01028 0.004458 62 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s] 65/499 4.32G 0.01244 0.01028 0.004477 62 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s] 65/499 4.32G 0.01244 0.01028 0.004477 62 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s] 65/499 4.32G 0.01245 0.01029 0.004499 73 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s] 65/499 4.32G 0.01245 0.01029 0.004499 73 640: 77%|#######7 | 130/168 [00:24<00:07, 5.11it/s] 65/499 4.32G 0.01243 0.01031 0.004512 74 640: 77%|#######7 | 130/168 [00:24<00:07, 5.11it/s] 65/499 4.32G 0.01243 0.01031 0.004512 74 640: 78%|#######7 | 131/168 [00:24<00:07, 5.23it/s] 65/499 4.32G 0.01243 0.01031 0.004515 59 640: 78%|#######7 | 131/168 [00:25<00:07, 5.23it/s] 65/499 4.32G 0.01243 0.01031 0.004515 59 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s] 65/499 4.32G 0.01241 0.01028 0.004547 52 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s] 65/499 4.32G 0.01241 0.01028 0.004547 52 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s] 65/499 4.32G 0.01242 0.01028 0.004562 70 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s] 65/499 4.32G 0.01242 0.01028 0.004562 70 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s] 65/499 4.32G 0.01243 0.01029 0.004559 69 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s] 65/499 4.32G 0.01243 0.01029 0.004559 69 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s] 65/499 4.32G 0.01242 0.01028 0.004542 68 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s] 65/499 4.32G 0.01242 0.01028 0.004542 68 640: 81%|######## | 136/168 [00:25<00:06, 5.22it/s] 65/499 4.32G 0.01241 0.01028 0.004537 71 640: 81%|######## | 136/168 [00:26<00:06, 5.22it/s] 65/499 4.32G 0.01241 0.01028 0.004537 71 640: 82%|########1 | 137/168 [00:26<00:05, 5.30it/s] 65/499 4.32G 0.01239 0.01028 0.004547 73 640: 82%|########1 | 137/168 [00:26<00:05, 5.30it/s] 65/499 4.32G 0.01239 0.01028 0.004547 73 640: 82%|########2 | 138/168 [00:26<00:05, 5.36it/s] 65/499 4.32G 0.01241 0.0103 0.004573 73 640: 82%|########2 | 138/168 [00:26<00:05, 5.36it/s] 65/499 4.32G 0.01241 0.0103 0.004573 73 640: 83%|########2 | 139/168 [00:26<00:05, 5.24it/s] 65/499 4.32G 0.01241 0.01031 0.004585 65 640: 83%|########2 | 139/168 [00:26<00:05, 5.24it/s] 65/499 4.32G 0.01241 0.01031 0.004585 65 640: 83%|########3 | 140/168 [00:26<00:05, 5.32it/s] 65/499 4.32G 0.01242 0.01032 0.004665 73 640: 83%|########3 | 140/168 [00:26<00:05, 5.32it/s] 65/499 4.32G 0.01242 0.01032 0.004665 73 640: 84%|########3 | 141/168 [00:26<00:05, 5.36it/s] 65/499 4.32G 0.0124 0.01031 0.004644 68 640: 84%|########3 | 141/168 [00:27<00:05, 5.36it/s] 65/499 4.32G 0.0124 0.01031 0.004644 68 640: 85%|########4 | 142/168 [00:27<00:04, 5.23it/s] 65/499 4.32G 0.0124 0.01032 0.004647 87 640: 85%|########4 | 142/168 [00:27<00:04, 5.23it/s] 65/499 4.32G 0.0124 0.01032 0.004647 87 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s] 65/499 4.32G 0.01238 0.01031 0.004638 71 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s] 65/499 4.32G 0.01238 0.01031 0.004638 71 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s] 65/499 4.32G 0.01239 0.01031 0.00463 65 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s] 65/499 4.32G 0.01239 0.01031 0.00463 65 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s] 65/499 4.32G 0.01238 0.01032 0.004621 79 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s] 65/499 4.32G 0.01238 0.01032 0.004621 79 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s] 65/499 4.32G 0.01238 0.01032 0.004609 55 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s] 65/499 4.32G 0.01238 0.01032 0.004609 55 640: 88%|########7 | 147/168 [00:27<00:03, 5.36it/s] 65/499 4.32G 0.01238 0.01033 0.0046 79 640: 88%|########7 | 147/168 [00:28<00:03, 5.36it/s] 65/499 4.32G 0.01238 0.01033 0.0046 79 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s] 65/499 4.32G 0.0124 0.01034 0.004612 76 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s] 65/499 4.32G 0.0124 0.01034 0.004612 76 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s] 65/499 4.32G 0.0124 0.01033 0.004601 64 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s] 65/499 4.32G 0.0124 0.01033 0.004601 64 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s] 65/499 4.32G 0.01241 0.01033 0.004589 81 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s] 65/499 4.32G 0.01241 0.01033 0.004589 81 640: 90%|########9 | 151/168 [00:28<00:03, 5.18it/s] 65/499 4.32G 0.01243 0.01032 0.004642 48 640: 90%|########9 | 151/168 [00:28<00:03, 5.18it/s] 65/499 4.32G 0.01243 0.01032 0.004642 48 640: 90%|######### | 152/168 [00:28<00:03, 5.26it/s] 65/499 4.32G 0.01244 0.01031 0.00465 63 640: 90%|######### | 152/168 [00:29<00:03, 5.26it/s] 65/499 4.32G 0.01244 0.01031 0.00465 63 640: 91%|#########1| 153/168 [00:29<00:02, 5.35it/s] 65/499 4.32G 0.01244 0.01031 0.004649 64 640: 91%|#########1| 153/168 [00:29<00:02, 5.35it/s] 65/499 4.32G 0.01244 0.01031 0.004649 64 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s] 65/499 4.32G 0.01244 0.01031 0.004638 58 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s] 65/499 4.32G 0.01244 0.01031 0.004638 58 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s] 65/499 4.32G 0.01244 0.01029 0.004642 64 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s] 65/499 4.32G 0.01244 0.01029 0.004642 64 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s] 65/499 4.32G 0.01245 0.01029 0.004629 47 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s] 65/499 4.32G 0.01245 0.01029 0.004629 47 640: 93%|#########3| 157/168 [00:29<00:02, 5.20it/s] 65/499 4.32G 0.01244 0.01029 0.004616 82 640: 93%|#########3| 157/168 [00:30<00:02, 5.20it/s] 65/499 4.32G 0.01244 0.01029 0.004616 82 640: 94%|#########4| 158/168 [00:30<00:01, 5.30it/s] 65/499 4.32G 0.01244 0.01029 0.00462 78 640: 94%|#########4| 158/168 [00:30<00:01, 5.30it/s] 65/499 4.32G 0.01244 0.01029 0.00462 78 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s] 65/499 4.32G 0.01244 0.01029 0.004609 66 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s] 65/499 4.32G 0.01244 0.01029 0.004609 66 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s] 65/499 4.32G 0.01244 0.0103 0.00461 69 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s] 65/499 4.32G 0.01244 0.0103 0.00461 69 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s] 65/499 4.32G 0.01243 0.0103 0.004606 72 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s] 65/499 4.32G 0.01243 0.0103 0.004606 72 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s] 65/499 4.32G 0.01243 0.0103 0.004614 72 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s] 65/499 4.32G 0.01243 0.0103 0.004614 72 640: 97%|#########7| 163/168 [00:30<00:00, 5.20it/s] 65/499 4.32G 0.01244 0.01031 0.004609 69 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s] 65/499 4.32G 0.01244 0.01031 0.004609 69 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s] 65/499 4.32G 0.01243 0.01031 0.004614 85 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s] 65/499 4.32G 0.01243 0.01031 0.004614 85 640: 98%|#########8| 165/168 [00:31<00:00, 5.31it/s] 65/499 4.32G 0.01242 0.01031 0.004616 64 640: 98%|#########8| 165/168 [00:31<00:00, 5.31it/s] 65/499 4.32G 0.01242 0.01031 0.004616 64 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s] 65/499 4.32G 0.01242 0.01031 0.004615 56 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s] 65/499 4.32G 0.01242 0.01031 0.004615 56 640: 99%|#########9| 167/168 [00:31<00:00, 5.24it/s] 65/499 4.32G 0.01243 0.01032 0.004622 41 640: 99%|#########9| 167/168 [00:31<00:00, 5.24it/s] 65/499 4.32G 0.01243 0.01032 0.004622 41 640: 100%|##########| 168/168 [00:31<00:00, 5.43it/s] 65/499 4.32G 0.01243 0.01032 0.004622 41 640: 100%|##########| 168/168 [00:31<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.85it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.85it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.44it/s] all 132 263 0.843 0.866 0.857 0.721 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 66/499 4.32G 0.01182 0.00864 0.004013 62 640: 0%| | 0/168 [00:00<?, ?it/s] 66/499 4.32G 0.01182 0.00864 0.004013 62 640: 1%| | 1/168 [00:00<00:34, 4.87it/s] 66/499 4.32G 0.01245 0.00959 0.003391 70 640: 1%| | 1/168 [00:00<00:34, 4.87it/s] 66/499 4.32G 0.01245 0.00959 0.003391 70 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s] 66/499 4.32G 0.01246 0.009342 0.004748 60 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s] 66/499 4.32G 0.01246 0.009342 0.004748 60 640: 2%|1 | 3/168 [00:00<00:31, 5.32it/s] 66/499 4.32G 0.01231 0.009543 0.004751 62 640: 2%|1 | 3/168 [00:00<00:31, 5.32it/s] 66/499 4.32G 0.01231 0.009543 0.004751 62 640: 2%|2 | 4/168 [00:00<00:31, 5.13it/s] 66/499 4.32G 0.01236 0.01009 0.004304 81 640: 2%|2 | 4/168 [00:00<00:31, 5.13it/s] 66/499 4.32G 0.01236 0.01009 0.004304 81 640: 3%|2 | 5/168 [00:00<00:30, 5.26it/s] 66/499 4.32G 0.01256 0.01054 0.004714 76 640: 3%|2 | 5/168 [00:01<00:30, 5.26it/s] 66/499 4.32G 0.01256 0.01054 0.004714 76 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s] 66/499 4.32G 0.01267 0.01065 0.004655 66 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s] 66/499 4.32G 0.01267 0.01065 0.004655 66 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s] 66/499 4.32G 0.01266 0.01067 0.005054 61 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s] 66/499 4.32G 0.01266 0.01067 0.005054 61 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s] 66/499 4.32G 0.01267 0.01087 0.005379 74 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s] 66/499 4.32G 0.01267 0.01087 0.005379 74 640: 5%|5 | 9/168 [00:01<00:30, 5.26it/s] 66/499 4.32G 0.01271 0.01078 0.005079 65 640: 5%|5 | 9/168 [00:01<00:30, 5.26it/s] 66/499 4.32G 0.01271 0.01078 0.005079 65 640: 6%|5 | 10/168 [00:01<00:30, 5.11it/s] 66/499 4.32G 0.01294 0.01101 0.005032 79 640: 6%|5 | 10/168 [00:02<00:30, 5.11it/s] 66/499 4.32G 0.01294 0.01101 0.005032 79 640: 7%|6 | 11/168 [00:02<00:30, 5.23it/s] 66/499 4.32G 0.01298 0.01097 0.005027 64 640: 7%|6 | 11/168 [00:02<00:30, 5.23it/s] 66/499 4.32G 0.01298 0.01097 0.005027 64 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s] 66/499 4.32G 0.01287 0.01091 0.004759 59 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s] 66/499 4.32G 0.01287 0.01091 0.004759 59 640: 8%|7 | 13/168 [00:02<00:29, 5.18it/s] 66/499 4.32G 0.01294 0.01112 0.00474 81 640: 8%|7 | 13/168 [00:02<00:29, 5.18it/s] 66/499 4.32G 0.01294 0.01112 0.00474 81 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s] 66/499 4.32G 0.01297 0.01104 0.004732 76 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s] 66/499 4.32G 0.01297 0.01104 0.004732 76 640: 9%|8 | 15/168 [00:02<00:28, 5.34it/s] 66/499 4.32G 0.013 0.0113 0.004665 89 640: 9%|8 | 15/168 [00:03<00:28, 5.34it/s] 66/499 4.32G 0.013 0.0113 0.004665 89 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s] 66/499 4.32G 0.01289 0.0113 0.004754 69 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s] 66/499 4.32G 0.01289 0.0113 0.004754 69 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s] 66/499 4.32G 0.01275 0.01115 0.004776 66 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s] 66/499 4.32G 0.01275 0.01115 0.004776 66 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s] 66/499 4.32G 0.01269 0.01103 0.004713 65 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s] 66/499 4.32G 0.01269 0.01103 0.004713 65 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s] 66/499 4.32G 0.01266 0.01093 0.004677 61 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s] 66/499 4.32G 0.01266 0.01093 0.004677 61 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s] 66/499 4.32G 0.01265 0.0109 0.004763 64 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s] 66/499 4.32G 0.01265 0.0109 0.004763 64 640: 12%|#2 | 21/168 [00:03<00:27, 5.37it/s] 66/499 4.32G 0.0126 0.01087 0.004808 74 640: 12%|#2 | 21/168 [00:04<00:27, 5.37it/s] 66/499 4.32G 0.0126 0.01087 0.004808 74 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s] 66/499 4.32G 0.01262 0.01082 0.004776 67 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s] 66/499 4.32G 0.01262 0.01082 0.004776 67 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s] 66/499 4.32G 0.01265 0.01083 0.004703 68 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s] 66/499 4.32G 0.01265 0.01083 0.004703 68 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 66/499 4.32G 0.01261 0.01079 0.004661 69 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 66/499 4.32G 0.01261 0.01079 0.004661 69 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s] 66/499 4.32G 0.0126 0.01082 0.004615 72 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s] 66/499 4.32G 0.0126 0.01082 0.004615 72 640: 15%|#5 | 26/168 [00:04<00:26, 5.27it/s] 66/499 4.32G 0.01261 0.01079 0.004571 63 640: 15%|#5 | 26/168 [00:05<00:26, 5.27it/s] 66/499 4.32G 0.01261 0.01079 0.004571 63 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s] 66/499 4.32G 0.01264 0.01072 0.004625 55 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s] 66/499 4.32G 0.01264 0.01072 0.004625 55 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s] 66/499 4.32G 0.01261 0.01071 0.004585 72 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s] 66/499 4.32G 0.01261 0.01071 0.004585 72 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s] 66/499 4.32G 0.01261 0.01074 0.004579 64 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s] 66/499 4.32G 0.01261 0.01074 0.004579 64 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s] 66/499 4.32G 0.01261 0.01074 0.004629 69 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s] 66/499 4.32G 0.01261 0.01074 0.004629 69 640: 18%|#8 | 31/168 [00:05<00:26, 5.19it/s] 66/499 4.32G 0.01262 0.0107 0.004606 60 640: 18%|#8 | 31/168 [00:06<00:26, 5.19it/s] 66/499 4.32G 0.01262 0.0107 0.004606 60 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s] 66/499 4.32G 0.01262 0.01079 0.004572 90 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s] 66/499 4.32G 0.01262 0.01079 0.004572 90 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s] 66/499 4.32G 0.01262 0.01076 0.004546 74 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s] 66/499 4.32G 0.01262 0.01076 0.004546 74 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s] 66/499 4.32G 0.01255 0.01068 0.004582 53 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s] 66/499 4.32G 0.01255 0.01068 0.004582 53 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s] 66/499 4.32G 0.01252 0.01065 0.004481 59 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s] 66/499 4.32G 0.01252 0.01065 0.004481 59 640: 21%|##1 | 36/168 [00:06<00:24, 5.32it/s] 66/499 4.32G 0.01249 0.01064 0.004458 63 640: 21%|##1 | 36/168 [00:07<00:24, 5.32it/s] 66/499 4.32G 0.01249 0.01064 0.004458 63 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s] 66/499 4.32G 0.01247 0.0106 0.004429 57 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s] 66/499 4.32G 0.01247 0.0106 0.004429 57 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s] 66/499 4.32G 0.01245 0.01054 0.004428 61 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s] 66/499 4.32G 0.01245 0.01054 0.004428 61 640: 23%|##3 | 39/168 [00:07<00:24, 5.33it/s] 66/499 4.32G 0.0124 0.01051 0.004414 74 640: 23%|##3 | 39/168 [00:07<00:24, 5.33it/s] 66/499 4.32G 0.0124 0.01051 0.004414 74 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s] 66/499 4.32G 0.01237 0.0105 0.004409 76 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s] 66/499 4.32G 0.01237 0.0105 0.004409 76 640: 24%|##4 | 41/168 [00:07<00:24, 5.23it/s] 66/499 4.32G 0.01237 0.01051 0.004411 69 640: 24%|##4 | 41/168 [00:07<00:24, 5.23it/s] 66/499 4.32G 0.01237 0.01051 0.004411 69 640: 25%|##5 | 42/168 [00:07<00:24, 5.23it/s] 66/499 4.32G 0.01238 0.0106 0.004388 71 640: 25%|##5 | 42/168 [00:08<00:24, 5.23it/s] 66/499 4.32G 0.01238 0.0106 0.004388 71 640: 26%|##5 | 43/168 [00:08<00:24, 5.11it/s] 66/499 4.32G 0.0124 0.01058 0.00441 70 640: 26%|##5 | 43/168 [00:08<00:24, 5.11it/s] 66/499 4.32G 0.0124 0.01058 0.00441 70 640: 26%|##6 | 44/168 [00:08<00:23, 5.20it/s] 66/499 4.32G 0.01239 0.01059 0.004392 69 640: 26%|##6 | 44/168 [00:08<00:23, 5.20it/s] 66/499 4.32G 0.01239 0.01059 0.004392 69 640: 27%|##6 | 45/168 [00:08<00:23, 5.27it/s] 66/499 4.32G 0.01241 0.01059 0.004383 71 640: 27%|##6 | 45/168 [00:08<00:23, 5.27it/s] 66/499 4.32G 0.01241 0.01059 0.004383 71 640: 27%|##7 | 46/168 [00:08<00:23, 5.13it/s] 66/499 4.32G 0.01241 0.01059 0.004406 75 640: 27%|##7 | 46/168 [00:08<00:23, 5.13it/s] 66/499 4.32G 0.01241 0.01059 0.004406 75 640: 28%|##7 | 47/168 [00:08<00:23, 5.21it/s] 66/499 4.32G 0.01238 0.01056 0.004383 55 640: 28%|##7 | 47/168 [00:09<00:23, 5.21it/s] 66/499 4.32G 0.01238 0.01056 0.004383 55 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s] 66/499 4.32G 0.01235 0.01052 0.004381 68 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s] 66/499 4.32G 0.01235 0.01052 0.004381 68 640: 29%|##9 | 49/168 [00:09<00:23, 5.14it/s] 66/499 4.32G 0.01237 0.01054 0.004397 78 640: 29%|##9 | 49/168 [00:09<00:23, 5.14it/s] 66/499 4.32G 0.01237 0.01054 0.004397 78 640: 30%|##9 | 50/168 [00:09<00:22, 5.22it/s] 66/499 4.32G 0.01236 0.01051 0.004398 64 640: 30%|##9 | 50/168 [00:09<00:22, 5.22it/s] 66/499 4.32G 0.01236 0.01051 0.004398 64 640: 30%|### | 51/168 [00:09<00:22, 5.23it/s] 66/499 4.32G 0.0124 0.0105 0.004382 58 640: 30%|### | 51/168 [00:09<00:22, 5.23it/s] 66/499 4.32G 0.0124 0.0105 0.004382 58 640: 31%|### | 52/168 [00:09<00:22, 5.11it/s] 66/499 4.32G 0.01237 0.01051 0.004338 74 640: 31%|### | 52/168 [00:10<00:22, 5.11it/s] 66/499 4.32G 0.01237 0.01051 0.004338 74 640: 32%|###1 | 53/168 [00:10<00:22, 5.22it/s] 66/499 4.32G 0.01236 0.0105 0.004296 68 640: 32%|###1 | 53/168 [00:10<00:22, 5.22it/s] 66/499 4.32G 0.01236 0.0105 0.004296 68 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s] 66/499 4.32G 0.01236 0.01045 0.004311 66 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s] 66/499 4.32G 0.01236 0.01045 0.004311 66 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s] 66/499 4.32G 0.01237 0.01047 0.004253 61 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s] 66/499 4.32G 0.01237 0.01047 0.004253 61 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s] 66/499 4.32G 0.01237 0.01046 0.004294 71 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s] 66/499 4.32G 0.01237 0.01046 0.004294 71 640: 34%|###3 | 57/168 [00:10<00:21, 5.27it/s] 66/499 4.32G 0.01237 0.01051 0.004261 76 640: 34%|###3 | 57/168 [00:11<00:21, 5.27it/s] 66/499 4.32G 0.01237 0.01051 0.004261 76 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s] 66/499 4.32G 0.01234 0.01047 0.004304 71 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s] 66/499 4.32G 0.01234 0.01047 0.004304 71 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s] 66/499 4.32G 0.01233 0.01046 0.004321 63 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s] 66/499 4.32G 0.01233 0.01046 0.004321 63 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s] 66/499 4.32G 0.01234 0.01044 0.004328 58 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s] 66/499 4.32G 0.01234 0.01044 0.004328 58 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s] 66/499 4.32G 0.01235 0.01041 0.004291 61 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s] 66/499 4.32G 0.01235 0.01041 0.004291 61 640: 37%|###6 | 62/168 [00:11<00:20, 5.30it/s] 66/499 4.32G 0.01236 0.01042 0.004325 61 640: 37%|###6 | 62/168 [00:11<00:20, 5.30it/s] 66/499 4.32G 0.01236 0.01042 0.004325 61 640: 38%|###7 | 63/168 [00:11<00:19, 5.33it/s] 66/499 4.32G 0.01233 0.01041 0.004292 69 640: 38%|###7 | 63/168 [00:12<00:19, 5.33it/s] 66/499 4.32G 0.01233 0.01041 0.004292 69 640: 38%|###8 | 64/168 [00:12<00:20, 5.20it/s] 66/499 4.32G 0.01232 0.01043 0.004299 69 640: 38%|###8 | 64/168 [00:12<00:20, 5.20it/s] 66/499 4.32G 0.01232 0.01043 0.004299 69 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s] 66/499 4.32G 0.01231 0.01044 0.004296 70 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s] 66/499 4.32G 0.01231 0.01044 0.004296 70 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s] 66/499 4.32G 0.01231 0.01042 0.004304 59 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s] 66/499 4.32G 0.01231 0.01042 0.004304 59 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s] 66/499 4.32G 0.01232 0.01043 0.004292 68 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s] 66/499 4.32G 0.01232 0.01043 0.004292 68 640: 40%|#### | 68/168 [00:12<00:18, 5.28it/s] 66/499 4.32G 0.01232 0.01042 0.004285 61 640: 40%|#### | 68/168 [00:13<00:18, 5.28it/s] 66/499 4.32G 0.01232 0.01042 0.004285 61 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s] 66/499 4.32G 0.0123 0.01044 0.004252 86 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s] 66/499 4.32G 0.0123 0.01044 0.004252 86 640: 42%|####1 | 70/168 [00:13<00:18, 5.16it/s] 66/499 4.32G 0.0123 0.01045 0.004253 58 640: 42%|####1 | 70/168 [00:13<00:18, 5.16it/s] 66/499 4.32G 0.0123 0.01045 0.004253 58 640: 42%|####2 | 71/168 [00:13<00:18, 5.20it/s] 66/499 4.32G 0.01229 0.01049 0.004263 91 640: 42%|####2 | 71/168 [00:13<00:18, 5.20it/s] 66/499 4.32G 0.01229 0.01049 0.004263 91 640: 43%|####2 | 72/168 [00:13<00:18, 5.29it/s] 66/499 4.32G 0.01228 0.01047 0.004284 60 640: 43%|####2 | 72/168 [00:13<00:18, 5.29it/s] 66/499 4.32G 0.01228 0.01047 0.004284 60 640: 43%|####3 | 73/168 [00:13<00:18, 5.17it/s] 66/499 4.32G 0.01229 0.01049 0.004274 76 640: 43%|####3 | 73/168 [00:14<00:18, 5.17it/s] 66/499 4.32G 0.01229 0.01049 0.004274 76 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s] 66/499 4.32G 0.01226 0.01046 0.004318 68 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s] 66/499 4.32G 0.01226 0.01046 0.004318 68 640: 45%|####4 | 75/168 [00:14<00:17, 5.31it/s] 66/499 4.32G 0.01225 0.01046 0.004346 74 640: 45%|####4 | 75/168 [00:14<00:17, 5.31it/s] 66/499 4.32G 0.01225 0.01046 0.004346 74 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s] 66/499 4.32G 0.01227 0.01043 0.004335 60 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s] 66/499 4.32G 0.01227 0.01043 0.004335 60 640: 46%|####5 | 77/168 [00:14<00:17, 5.24it/s] 66/499 4.32G 0.01225 0.01041 0.004371 70 640: 46%|####5 | 77/168 [00:14<00:17, 5.24it/s] 66/499 4.32G 0.01225 0.01041 0.004371 70 640: 46%|####6 | 78/168 [00:14<00:16, 5.31it/s] 66/499 4.32G 0.01226 0.01041 0.004368 62 640: 46%|####6 | 78/168 [00:15<00:16, 5.31it/s] 66/499 4.32G 0.01226 0.01041 0.004368 62 640: 47%|####7 | 79/168 [00:15<00:17, 5.17it/s] 66/499 4.32G 0.01226 0.01041 0.004367 80 640: 47%|####7 | 79/168 [00:15<00:17, 5.17it/s] 66/499 4.32G 0.01226 0.01041 0.004367 80 640: 48%|####7 | 80/168 [00:15<00:16, 5.25it/s] 66/499 4.32G 0.01225 0.01039 0.004363 60 640: 48%|####7 | 80/168 [00:15<00:16, 5.25it/s] 66/499 4.32G 0.01225 0.01039 0.004363 60 640: 48%|####8 | 81/168 [00:15<00:16, 5.31it/s] 66/499 4.32G 0.01224 0.01037 0.004386 60 640: 48%|####8 | 81/168 [00:15<00:16, 5.31it/s] 66/499 4.32G 0.01224 0.01037 0.004386 60 640: 49%|####8 | 82/168 [00:15<00:16, 5.16it/s] 66/499 4.32G 0.01225 0.01042 0.00445 86 640: 49%|####8 | 82/168 [00:15<00:16, 5.16it/s] 66/499 4.32G 0.01225 0.01042 0.00445 86 640: 49%|####9 | 83/168 [00:15<00:16, 5.24it/s] 66/499 4.32G 0.01226 0.01043 0.00443 75 640: 49%|####9 | 83/168 [00:16<00:16, 5.24it/s] 66/499 4.32G 0.01226 0.01043 0.00443 75 640: 50%|##### | 84/168 [00:16<00:15, 5.31it/s] 66/499 4.32G 0.01226 0.01042 0.004383 69 640: 50%|##### | 84/168 [00:16<00:15, 5.31it/s] 66/499 4.32G 0.01226 0.01042 0.004383 69 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s] 66/499 4.32G 0.01228 0.01042 0.004415 61 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s] 66/499 4.32G 0.01228 0.01042 0.004415 61 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s] 66/499 4.32G 0.01229 0.01043 0.004411 70 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s] 66/499 4.32G 0.01229 0.01043 0.004411 70 640: 52%|#####1 | 87/168 [00:16<00:15, 5.31it/s] 66/499 4.32G 0.01227 0.01045 0.004394 74 640: 52%|#####1 | 87/168 [00:16<00:15, 5.31it/s] 66/499 4.32G 0.01227 0.01045 0.004394 74 640: 52%|#####2 | 88/168 [00:16<00:15, 5.18it/s] 66/499 4.32G 0.01226 0.01044 0.004397 64 640: 52%|#####2 | 88/168 [00:16<00:15, 5.18it/s] 66/499 4.32G 0.01226 0.01044 0.004397 64 640: 53%|#####2 | 89/168 [00:16<00:15, 5.23it/s] 66/499 4.32G 0.01227 0.01044 0.004375 62 640: 53%|#####2 | 89/168 [00:17<00:15, 5.23it/s] 66/499 4.32G 0.01227 0.01044 0.004375 62 640: 54%|#####3 | 90/168 [00:17<00:14, 5.30it/s] 66/499 4.32G 0.01224 0.0104 0.004358 71 640: 54%|#####3 | 90/168 [00:17<00:14, 5.30it/s] 66/499 4.32G 0.01224 0.0104 0.004358 71 640: 54%|#####4 | 91/168 [00:17<00:14, 5.18it/s] 66/499 4.32G 0.01224 0.01042 0.004357 72 640: 54%|#####4 | 91/168 [00:17<00:14, 5.18it/s] 66/499 4.32G 0.01224 0.01042 0.004357 72 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s] 66/499 4.32G 0.01224 0.01042 0.00435 67 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s] 66/499 4.32G 0.01224 0.01042 0.00435 67 640: 55%|#####5 | 93/168 [00:17<00:14, 5.28it/s] 66/499 4.32G 0.01224 0.01038 0.004368 42 640: 55%|#####5 | 93/168 [00:17<00:14, 5.28it/s] 66/499 4.32G 0.01224 0.01038 0.004368 42 640: 56%|#####5 | 94/168 [00:17<00:14, 5.15it/s] 66/499 4.32G 0.01224 0.0104 0.004406 86 640: 56%|#####5 | 94/168 [00:18<00:14, 5.15it/s] 66/499 4.32G 0.01224 0.0104 0.004406 86 640: 57%|#####6 | 95/168 [00:18<00:14, 5.20it/s] 66/499 4.32G 0.01224 0.01041 0.004397 65 640: 57%|#####6 | 95/168 [00:18<00:14, 5.20it/s] 66/499 4.32G 0.01224 0.01041 0.004397 65 640: 57%|#####7 | 96/168 [00:18<00:13, 5.27it/s] 66/499 4.32G 0.01223 0.0104 0.004378 77 640: 57%|#####7 | 96/168 [00:18<00:13, 5.27it/s] 66/499 4.32G 0.01223 0.0104 0.004378 77 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s] 66/499 4.32G 0.01224 0.0104 0.004365 65 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s] 66/499 4.32G 0.01224 0.0104 0.004365 65 640: 58%|#####8 | 98/168 [00:18<00:13, 5.23it/s] 66/499 4.32G 0.01225 0.0104 0.004349 59 640: 58%|#####8 | 98/168 [00:18<00:13, 5.23it/s] 66/499 4.32G 0.01225 0.0104 0.004349 59 640: 59%|#####8 | 99/168 [00:18<00:12, 5.31it/s] 66/499 4.32G 0.01225 0.01038 0.004359 51 640: 59%|#####8 | 99/168 [00:19<00:12, 5.31it/s] 66/499 4.32G 0.01225 0.01038 0.004359 51 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s] 66/499 4.32G 0.01222 0.01039 0.004364 82 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s] 66/499 4.32G 0.01222 0.01039 0.004364 82 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s] 66/499 4.32G 0.01222 0.01041 0.004357 73 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s] 66/499 4.32G 0.01222 0.01041 0.004357 73 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s] 66/499 4.32G 0.01222 0.0104 0.004353 70 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s] 66/499 4.32G 0.01222 0.0104 0.004353 70 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s] 66/499 4.32G 0.01222 0.01041 0.004339 69 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s] 66/499 4.32G 0.01222 0.01041 0.004339 69 640: 62%|######1 | 104/168 [00:19<00:12, 5.28it/s] 66/499 4.32G 0.01222 0.0104 0.00436 69 640: 62%|######1 | 104/168 [00:20<00:12, 5.28it/s] 66/499 4.32G 0.01222 0.0104 0.00436 69 640: 62%|######2 | 105/168 [00:20<00:11, 5.34it/s] 66/499 4.32G 0.01221 0.01041 0.004357 77 640: 62%|######2 | 105/168 [00:20<00:11, 5.34it/s] 66/499 4.32G 0.01221 0.01041 0.004357 77 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s] 66/499 4.32G 0.0122 0.01042 0.004368 69 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s] 66/499 4.32G 0.0122 0.01042 0.004368 69 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s] 66/499 4.32G 0.0122 0.01042 0.004371 69 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s] 66/499 4.32G 0.0122 0.01042 0.004371 69 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s] 66/499 4.32G 0.01221 0.01042 0.004408 64 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s] 66/499 4.32G 0.01221 0.01042 0.004408 64 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s] 66/499 4.32G 0.01221 0.01041 0.004396 55 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s] 66/499 4.32G 0.01221 0.01041 0.004396 55 640: 65%|######5 | 110/168 [00:20<00:11, 5.26it/s] 66/499 4.32G 0.01222 0.0104 0.00444 62 640: 65%|######5 | 110/168 [00:21<00:11, 5.26it/s] 66/499 4.32G 0.01222 0.0104 0.00444 62 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s] 66/499 4.32G 0.01221 0.01038 0.004424 57 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s] 66/499 4.32G 0.01221 0.01038 0.004424 57 640: 67%|######6 | 112/168 [00:21<00:10, 5.15it/s] 66/499 4.32G 0.0122 0.01039 0.004419 64 640: 67%|######6 | 112/168 [00:21<00:10, 5.15it/s] 66/499 4.32G 0.0122 0.01039 0.004419 64 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s] 66/499 4.32G 0.0122 0.01038 0.004393 72 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s] 66/499 4.32G 0.0122 0.01038 0.004393 72 640: 68%|######7 | 114/168 [00:21<00:10, 5.33it/s] 66/499 4.32G 0.01221 0.01038 0.004388 63 640: 68%|######7 | 114/168 [00:21<00:10, 5.33it/s] 66/499 4.32G 0.01221 0.01038 0.004388 63 640: 68%|######8 | 115/168 [00:21<00:10, 5.19it/s] 66/499 4.32G 0.01222 0.0104 0.004405 82 640: 68%|######8 | 115/168 [00:22<00:10, 5.19it/s] 66/499 4.32G 0.01222 0.0104 0.004405 82 640: 69%|######9 | 116/168 [00:22<00:09, 5.28it/s] 66/499 4.32G 0.01221 0.01041 0.004401 74 640: 69%|######9 | 116/168 [00:22<00:09, 5.28it/s] 66/499 4.32G 0.01221 0.01041 0.004401 74 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s] 66/499 4.32G 0.01221 0.0104 0.004382 58 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s] 66/499 4.32G 0.01221 0.0104 0.004382 58 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s] 66/499 4.32G 0.0122 0.01041 0.004378 79 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s] 66/499 4.32G 0.0122 0.01041 0.004378 79 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s] 66/499 4.32G 0.0122 0.01044 0.004388 73 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s] 66/499 4.32G 0.0122 0.01044 0.004388 73 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s] 66/499 4.32G 0.0122 0.01043 0.004402 63 640: 71%|#######1 | 120/168 [00:23<00:08, 5.36it/s] 66/499 4.32G 0.0122 0.01043 0.004402 63 640: 72%|#######2 | 121/168 [00:23<00:09, 5.20it/s] 66/499 4.32G 0.01221 0.01043 0.004412 54 640: 72%|#######2 | 121/168 [00:23<00:09, 5.20it/s] 66/499 4.32G 0.01221 0.01043 0.004412 54 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s] 66/499 4.32G 0.0122 0.01042 0.004395 66 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s] 66/499 4.32G 0.0122 0.01042 0.004395 66 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s] 66/499 4.32G 0.0122 0.01043 0.004379 71 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s] 66/499 4.32G 0.0122 0.01043 0.004379 71 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s] 66/499 4.32G 0.01219 0.01042 0.004374 72 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s] 66/499 4.32G 0.01219 0.01042 0.004374 72 640: 74%|#######4 | 125/168 [00:23<00:08, 5.29it/s] 66/499 4.32G 0.01219 0.01042 0.004363 60 640: 74%|#######4 | 125/168 [00:23<00:08, 5.29it/s] 66/499 4.32G 0.01219 0.01042 0.004363 60 640: 75%|#######5 | 126/168 [00:23<00:07, 5.33it/s] 66/499 4.32G 0.01218 0.01042 0.004341 69 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s] 66/499 4.32G 0.01218 0.01042 0.004341 69 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s] 66/499 4.32G 0.01221 0.01043 0.00432 71 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s] 66/499 4.32G 0.01221 0.01043 0.00432 71 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s] 66/499 4.32G 0.0122 0.01044 0.004318 83 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s] 66/499 4.32G 0.0122 0.01044 0.004318 83 640: 77%|#######6 | 129/168 [00:24<00:07, 5.27it/s] 66/499 4.32G 0.01221 0.01045 0.004303 67 640: 77%|#######6 | 129/168 [00:24<00:07, 5.27it/s] 66/499 4.32G 0.01221 0.01045 0.004303 67 640: 77%|#######7 | 130/168 [00:24<00:07, 5.13it/s] 66/499 4.32G 0.01221 0.01044 0.004336 55 640: 77%|#######7 | 130/168 [00:24<00:07, 5.13it/s] 66/499 4.32G 0.01221 0.01044 0.004336 55 640: 78%|#######7 | 131/168 [00:24<00:07, 5.22it/s] 66/499 4.32G 0.01221 0.01045 0.004315 73 640: 78%|#######7 | 131/168 [00:25<00:07, 5.22it/s] 66/499 4.32G 0.01221 0.01045 0.004315 73 640: 79%|#######8 | 132/168 [00:25<00:06, 5.29it/s] 66/499 4.32G 0.0122 0.01044 0.00431 60 640: 79%|#######8 | 132/168 [00:25<00:06, 5.29it/s] 66/499 4.32G 0.0122 0.01044 0.00431 60 640: 79%|#######9 | 133/168 [00:25<00:06, 5.12it/s] 66/499 4.32G 0.0122 0.01043 0.004311 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.12it/s] 66/499 4.32G 0.0122 0.01043 0.004311 65 640: 80%|#######9 | 134/168 [00:25<00:06, 5.21it/s] 66/499 4.32G 0.0122 0.01042 0.004297 71 640: 80%|#######9 | 134/168 [00:25<00:06, 5.21it/s] 66/499 4.32G 0.0122 0.01042 0.004297 71 640: 80%|######## | 135/168 [00:25<00:06, 5.27it/s] 66/499 4.32G 0.01219 0.01043 0.004293 85 640: 80%|######## | 135/168 [00:25<00:06, 5.27it/s] 66/499 4.32G 0.01219 0.01043 0.004293 85 640: 81%|######## | 136/168 [00:25<00:06, 5.16it/s] 66/499 4.32G 0.01219 0.01043 0.004283 70 640: 81%|######## | 136/168 [00:26<00:06, 5.16it/s] 66/499 4.32G 0.01219 0.01043 0.004283 70 640: 82%|########1 | 137/168 [00:26<00:05, 5.18it/s] 66/499 4.32G 0.01219 0.01043 0.004304 68 640: 82%|########1 | 137/168 [00:26<00:05, 5.18it/s] 66/499 4.32G 0.01219 0.01043 0.004304 68 640: 82%|########2 | 138/168 [00:26<00:05, 5.28it/s] 66/499 4.32G 0.0122 0.01043 0.004286 69 640: 82%|########2 | 138/168 [00:26<00:05, 5.28it/s] 66/499 4.32G 0.0122 0.01043 0.004286 69 640: 83%|########2 | 139/168 [00:26<00:05, 5.17it/s] 66/499 4.32G 0.0122 0.01042 0.00427 68 640: 83%|########2 | 139/168 [00:26<00:05, 5.17it/s] 66/499 4.32G 0.0122 0.01042 0.00427 68 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s] 66/499 4.32G 0.0122 0.01043 0.00426 80 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s] 66/499 4.32G 0.0122 0.01043 0.00426 80 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s] 66/499 4.32G 0.01221 0.01044 0.00426 72 640: 84%|########3 | 141/168 [00:27<00:05, 5.33it/s] 66/499 4.32G 0.01221 0.01044 0.00426 72 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s] 66/499 4.32G 0.0122 0.01042 0.004247 51 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s] 66/499 4.32G 0.0122 0.01042 0.004247 51 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s] 66/499 4.32G 0.0122 0.01042 0.004272 74 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s] 66/499 4.32G 0.0122 0.01042 0.004272 74 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s] 66/499 4.32G 0.0122 0.0104 0.004279 63 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s] 66/499 4.32G 0.0122 0.0104 0.004279 63 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s] 66/499 4.32G 0.0122 0.01041 0.004304 58 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s] 66/499 4.32G 0.0122 0.01041 0.004304 58 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s] 66/499 4.32G 0.01219 0.0104 0.004304 66 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s] 66/499 4.32G 0.01219 0.0104 0.004304 66 640: 88%|########7 | 147/168 [00:27<00:03, 5.37it/s] 66/499 4.32G 0.0122 0.01039 0.004316 65 640: 88%|########7 | 147/168 [00:28<00:03, 5.37it/s] 66/499 4.32G 0.0122 0.01039 0.004316 65 640: 88%|########8 | 148/168 [00:28<00:03, 5.23it/s] 66/499 4.32G 0.0122 0.01039 0.004318 72 640: 88%|########8 | 148/168 [00:28<00:03, 5.23it/s] 66/499 4.32G 0.0122 0.01039 0.004318 72 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s] 66/499 4.32G 0.01221 0.01038 0.004314 56 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s] 66/499 4.32G 0.01221 0.01038 0.004314 56 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s] 66/499 4.32G 0.0122 0.01038 0.004303 71 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s] 66/499 4.32G 0.0122 0.01038 0.004303 71 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s] 66/499 4.32G 0.0122 0.01037 0.004318 72 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s] 66/499 4.32G 0.0122 0.01037 0.004318 72 640: 90%|######### | 152/168 [00:28<00:03, 5.29it/s] 66/499 4.32G 0.01219 0.01037 0.004325 86 640: 90%|######### | 152/168 [00:29<00:03, 5.29it/s] 66/499 4.32G 0.01219 0.01037 0.004325 86 640: 91%|#########1| 153/168 [00:29<00:02, 5.35it/s] 66/499 4.32G 0.01219 0.01036 0.004319 60 640: 91%|#########1| 153/168 [00:29<00:02, 5.35it/s] 66/499 4.32G 0.01219 0.01036 0.004319 60 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s] 66/499 4.32G 0.01218 0.01036 0.004327 68 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s] 66/499 4.32G 0.01218 0.01036 0.004327 68 640: 92%|#########2| 155/168 [00:29<00:02, 5.32it/s] 66/499 4.32G 0.01218 0.01037 0.004327 76 640: 92%|#########2| 155/168 [00:29<00:02, 5.32it/s] 66/499 4.32G 0.01218 0.01037 0.004327 76 640: 93%|#########2| 156/168 [00:29<00:02, 5.33it/s] 66/499 4.32G 0.01218 0.01038 0.004346 72 640: 93%|#########2| 156/168 [00:29<00:02, 5.33it/s] 66/499 4.32G 0.01218 0.01038 0.004346 72 640: 93%|#########3| 157/168 [00:29<00:02, 5.19it/s] 66/499 4.32G 0.01218 0.01037 0.00433 59 640: 93%|#########3| 157/168 [00:30<00:02, 5.19it/s] 66/499 4.32G 0.01218 0.01037 0.00433 59 640: 94%|#########4| 158/168 [00:30<00:01, 5.27it/s] 66/499 4.32G 0.01218 0.01036 0.004314 69 640: 94%|#########4| 158/168 [00:30<00:01, 5.27it/s] 66/499 4.32G 0.01218 0.01036 0.004314 69 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s] 66/499 4.32G 0.01217 0.01036 0.004316 66 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s] 66/499 4.32G 0.01217 0.01036 0.004316 66 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s] 66/499 4.32G 0.01219 0.01035 0.004314 48 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s] 66/499 4.32G 0.01219 0.01035 0.004314 48 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s] 66/499 4.32G 0.01218 0.01033 0.004316 55 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s] 66/499 4.32G 0.01218 0.01033 0.004316 55 640: 96%|#########6| 162/168 [00:30<00:01, 5.25it/s] 66/499 4.32G 0.01219 0.01032 0.004325 60 640: 96%|#########6| 162/168 [00:31<00:01, 5.25it/s] 66/499 4.32G 0.01219 0.01032 0.004325 60 640: 97%|#########7| 163/168 [00:31<00:00, 5.15it/s] 66/499 4.32G 0.01219 0.01033 0.004339 85 640: 97%|#########7| 163/168 [00:31<00:00, 5.15it/s] 66/499 4.32G 0.01219 0.01033 0.004339 85 640: 98%|#########7| 164/168 [00:31<00:00, 5.21it/s] 66/499 4.32G 0.0122 0.01033 0.004322 61 640: 98%|#########7| 164/168 [00:31<00:00, 5.21it/s] 66/499 4.32G 0.0122 0.01033 0.004322 61 640: 98%|#########8| 165/168 [00:31<00:00, 5.29it/s] 66/499 4.32G 0.01219 0.01032 0.004325 62 640: 98%|#########8| 165/168 [00:31<00:00, 5.29it/s] 66/499 4.32G 0.01219 0.01032 0.004325 62 640: 99%|#########8| 166/168 [00:31<00:00, 5.18it/s] 66/499 4.32G 0.0122 0.01031 0.004342 65 640: 99%|#########8| 166/168 [00:31<00:00, 5.18it/s] 66/499 4.32G 0.0122 0.01031 0.004342 65 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s] 66/499 4.32G 0.0122 0.01031 0.00435 31 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s] 66/499 4.32G 0.0122 0.01031 0.00435 31 640: 100%|##########| 168/168 [00:31<00:00, 5.45it/s] 66/499 4.32G 0.0122 0.01031 0.00435 31 640: 100%|##########| 168/168 [00:31<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.807 0.832 0.841 0.725 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 67/499 4.32G 0.01158 0.00942 0.002268 69 640: 0%| | 0/168 [00:00<?, ?it/s] 67/499 4.32G 0.01158 0.00942 0.002268 69 640: 1%| | 1/168 [00:00<00:33, 4.95it/s] 67/499 4.32G 0.01277 0.01049 0.003422 70 640: 1%| | 1/168 [00:00<00:33, 4.95it/s] 67/499 4.32G 0.01277 0.01049 0.003422 70 640: 1%|1 | 2/168 [00:00<00:31, 5.20it/s] 67/499 4.32G 0.01206 0.01094 0.003925 80 640: 1%|1 | 2/168 [00:00<00:31, 5.20it/s] 67/499 4.32G 0.01206 0.01094 0.003925 80 640: 2%|1 | 3/168 [00:00<00:31, 5.29it/s] 67/499 4.32G 0.01243 0.01043 0.004466 64 640: 2%|1 | 3/168 [00:00<00:31, 5.29it/s] 67/499 4.32G 0.01243 0.01043 0.004466 64 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s] 67/499 4.32G 0.01277 0.01067 0.004717 71 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s] 67/499 4.32G 0.01277 0.01067 0.004717 71 640: 3%|2 | 5/168 [00:00<00:31, 5.24it/s] 67/499 4.32G 0.01253 0.01078 0.004491 75 640: 3%|2 | 5/168 [00:01<00:31, 5.24it/s] 67/499 4.32G 0.01253 0.01078 0.004491 75 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s] 67/499 4.32G 0.01258 0.01093 0.004481 72 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s] 67/499 4.32G 0.01258 0.01093 0.004481 72 640: 4%|4 | 7/168 [00:01<00:31, 5.12it/s] 67/499 4.32G 0.01267 0.01113 0.004309 80 640: 4%|4 | 7/168 [00:01<00:31, 5.12it/s] 67/499 4.32G 0.01267 0.01113 0.004309 80 640: 5%|4 | 8/168 [00:01<00:30, 5.19it/s] 67/499 4.32G 0.01265 0.01094 0.004895 62 640: 5%|4 | 8/168 [00:01<00:30, 5.19it/s] 67/499 4.32G 0.01265 0.01094 0.004895 62 640: 5%|5 | 9/168 [00:01<00:30, 5.28it/s] 67/499 4.32G 0.01266 0.01104 0.004824 60 640: 5%|5 | 9/168 [00:01<00:30, 5.28it/s] 67/499 4.32G 0.01266 0.01104 0.004824 60 640: 6%|5 | 10/168 [00:01<00:30, 5.13it/s] 67/499 4.32G 0.01271 0.01085 0.00459 59 640: 6%|5 | 10/168 [00:02<00:30, 5.13it/s] 67/499 4.32G 0.01271 0.01085 0.00459 59 640: 7%|6 | 11/168 [00:02<00:29, 5.23it/s] 67/499 4.32G 0.01273 0.01124 0.004471 89 640: 7%|6 | 11/168 [00:02<00:29, 5.23it/s] 67/499 4.32G 0.01273 0.01124 0.004471 89 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s] 67/499 4.32G 0.01254 0.01118 0.004327 65 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s] 67/499 4.32G 0.01254 0.01118 0.004327 65 640: 8%|7 | 13/168 [00:02<00:29, 5.17it/s] 67/499 4.32G 0.01244 0.011 0.004193 67 640: 8%|7 | 13/168 [00:02<00:29, 5.17it/s] 67/499 4.32G 0.01244 0.011 0.004193 67 640: 8%|8 | 14/168 [00:02<00:29, 5.25it/s] 67/499 4.32G 0.01237 0.01099 0.004123 77 640: 8%|8 | 14/168 [00:02<00:29, 5.25it/s] 67/499 4.32G 0.01237 0.01099 0.004123 77 640: 9%|8 | 15/168 [00:02<00:28, 5.32it/s] 67/499 4.32G 0.01243 0.01081 0.00444 65 640: 9%|8 | 15/168 [00:03<00:28, 5.32it/s] 67/499 4.32G 0.01243 0.01081 0.00444 65 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s] 67/499 4.32G 0.01245 0.01088 0.00445 70 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s] 67/499 4.32G 0.01245 0.01088 0.00445 70 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s] 67/499 4.32G 0.01241 0.0108 0.00446 72 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s] 67/499 4.32G 0.01241 0.0108 0.00446 72 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s] 67/499 4.32G 0.01239 0.01086 0.004564 72 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s] 67/499 4.32G 0.01239 0.01086 0.004564 72 640: 11%|#1 | 19/168 [00:03<00:28, 5.17it/s] 67/499 4.32G 0.01246 0.0108 0.004452 65 640: 11%|#1 | 19/168 [00:03<00:28, 5.17it/s] 67/499 4.32G 0.01246 0.0108 0.004452 65 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s] 67/499 4.32G 0.01244 0.01093 0.004477 86 640: 12%|#1 | 20/168 [00:04<00:28, 5.28it/s] 67/499 4.32G 0.01244 0.01093 0.004477 86 640: 12%|#2 | 21/168 [00:04<00:27, 5.36it/s] 67/499 4.32G 0.01242 0.01085 0.004578 66 640: 12%|#2 | 21/168 [00:04<00:27, 5.36it/s] 67/499 4.32G 0.01242 0.01085 0.004578 66 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s] 67/499 4.32G 0.01234 0.01079 0.004565 60 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s] 67/499 4.32G 0.01234 0.01079 0.004565 60 640: 14%|#3 | 23/168 [00:04<00:27, 5.30it/s] 67/499 4.32G 0.01233 0.0107 0.004416 60 640: 14%|#3 | 23/168 [00:04<00:27, 5.30it/s] 67/499 4.32G 0.01233 0.0107 0.004416 60 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 67/499 4.32G 0.01234 0.01066 0.004336 67 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 67/499 4.32G 0.01234 0.01066 0.004336 67 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s] 67/499 4.32G 0.01226 0.01059 0.004379 63 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s] 67/499 4.32G 0.01226 0.01059 0.004379 63 640: 15%|#5 | 26/168 [00:04<00:26, 5.28it/s] 67/499 4.32G 0.01233 0.01062 0.004388 74 640: 15%|#5 | 26/168 [00:05<00:26, 5.28it/s] 67/499 4.32G 0.01233 0.01062 0.004388 74 640: 16%|#6 | 27/168 [00:05<00:26, 5.25it/s] 67/499 4.32G 0.01239 0.01068 0.004459 75 640: 16%|#6 | 27/168 [00:05<00:26, 5.25it/s] 67/499 4.32G 0.01239 0.01068 0.004459 75 640: 17%|#6 | 28/168 [00:05<00:27, 5.14it/s] 67/499 4.32G 0.0124 0.01066 0.004454 69 640: 17%|#6 | 28/168 [00:05<00:27, 5.14it/s] 67/499 4.32G 0.0124 0.01066 0.004454 69 640: 17%|#7 | 29/168 [00:05<00:26, 5.21it/s] 67/499 4.32G 0.01241 0.01068 0.004454 77 640: 17%|#7 | 29/168 [00:05<00:26, 5.21it/s] 67/499 4.32G 0.01241 0.01068 0.004454 77 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s] 67/499 4.32G 0.01238 0.01062 0.004552 57 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s] 67/499 4.32G 0.01238 0.01062 0.004552 57 640: 18%|#8 | 31/168 [00:05<00:26, 5.18it/s] 67/499 4.32G 0.01233 0.01062 0.004492 76 640: 18%|#8 | 31/168 [00:06<00:26, 5.18it/s] 67/499 4.32G 0.01233 0.01062 0.004492 76 640: 19%|#9 | 32/168 [00:06<00:25, 5.24it/s] 67/499 4.32G 0.01234 0.01065 0.004519 84 640: 19%|#9 | 32/168 [00:06<00:25, 5.24it/s] 67/499 4.32G 0.01234 0.01065 0.004519 84 640: 20%|#9 | 33/168 [00:06<00:25, 5.27it/s] 67/499 4.32G 0.01235 0.01062 0.004432 63 640: 20%|#9 | 33/168 [00:06<00:25, 5.27it/s] 67/499 4.32G 0.01235 0.01062 0.004432 63 640: 20%|## | 34/168 [00:06<00:26, 5.14it/s] 67/499 4.32G 0.01241 0.01064 0.00447 74 640: 20%|## | 34/168 [00:06<00:26, 5.14it/s] 67/499 4.32G 0.01241 0.01064 0.00447 74 640: 21%|## | 35/168 [00:06<00:25, 5.23it/s] 67/499 4.32G 0.01239 0.01066 0.004476 84 640: 21%|## | 35/168 [00:06<00:25, 5.23it/s] 67/499 4.32G 0.01239 0.01066 0.004476 84 640: 21%|##1 | 36/168 [00:06<00:24, 5.28it/s] 67/499 4.32G 0.01238 0.01063 0.004471 68 640: 21%|##1 | 36/168 [00:07<00:24, 5.28it/s] 67/499 4.32G 0.01238 0.01063 0.004471 68 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s] 67/499 4.32G 0.0125 0.01064 0.004488 58 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s] 67/499 4.32G 0.0125 0.01064 0.004488 58 640: 23%|##2 | 38/168 [00:07<00:24, 5.21it/s] 67/499 4.32G 0.0125 0.01069 0.004513 80 640: 23%|##2 | 38/168 [00:07<00:24, 5.21it/s] 67/499 4.32G 0.0125 0.01069 0.004513 80 640: 23%|##3 | 39/168 [00:07<00:24, 5.29it/s] 67/499 4.32G 0.01249 0.01073 0.004479 78 640: 23%|##3 | 39/168 [00:07<00:24, 5.29it/s] 67/499 4.32G 0.01249 0.01073 0.004479 78 640: 24%|##3 | 40/168 [00:07<00:24, 5.15it/s] 67/499 4.32G 0.01253 0.01069 0.00444 61 640: 24%|##3 | 40/168 [00:07<00:24, 5.15it/s] 67/499 4.32G 0.01253 0.01069 0.00444 61 640: 24%|##4 | 41/168 [00:07<00:24, 5.24it/s] 67/499 4.32G 0.01252 0.0107 0.004419 77 640: 24%|##4 | 41/168 [00:08<00:24, 5.24it/s] 67/499 4.32G 0.01252 0.0107 0.004419 77 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s] 67/499 4.32G 0.01255 0.01064 0.004393 56 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s] 67/499 4.32G 0.01255 0.01064 0.004393 56 640: 26%|##5 | 43/168 [00:08<00:24, 5.17it/s] 67/499 4.32G 0.01254 0.01064 0.004358 69 640: 26%|##5 | 43/168 [00:08<00:24, 5.17it/s] 67/499 4.32G 0.01254 0.01064 0.004358 69 640: 26%|##6 | 44/168 [00:08<00:23, 5.25it/s] 67/499 4.32G 0.01256 0.01063 0.004414 65 640: 26%|##6 | 44/168 [00:08<00:23, 5.25it/s] 67/499 4.32G 0.01256 0.01063 0.004414 65 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s] 67/499 4.32G 0.01254 0.01066 0.004355 74 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s] 67/499 4.32G 0.01254 0.01066 0.004355 74 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s] 67/499 4.32G 0.01254 0.01068 0.004299 71 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s] 67/499 4.32G 0.01254 0.01068 0.004299 71 640: 28%|##7 | 47/168 [00:08<00:23, 5.21it/s] 67/499 4.32G 0.01254 0.01067 0.004387 71 640: 28%|##7 | 47/168 [00:09<00:23, 5.21it/s] 67/499 4.32G 0.01254 0.01067 0.004387 71 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s] 67/499 4.32G 0.01252 0.01071 0.004404 79 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s] 67/499 4.32G 0.01252 0.01071 0.004404 79 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s] 67/499 4.32G 0.01248 0.01064 0.004371 55 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s] 67/499 4.32G 0.01248 0.01064 0.004371 55 640: 30%|##9 | 50/168 [00:09<00:22, 5.22it/s] 67/499 4.32G 0.01247 0.01062 0.004401 64 640: 30%|##9 | 50/168 [00:09<00:22, 5.22it/s] 67/499 4.32G 0.01247 0.01062 0.004401 64 640: 30%|### | 51/168 [00:09<00:22, 5.28it/s] 67/499 4.32G 0.01245 0.01059 0.004364 55 640: 30%|### | 51/168 [00:09<00:22, 5.28it/s] 67/499 4.32G 0.01245 0.01059 0.004364 55 640: 31%|### | 52/168 [00:09<00:22, 5.10it/s] 67/499 4.32G 0.01244 0.0106 0.004465 66 640: 31%|### | 52/168 [00:10<00:22, 5.10it/s] 67/499 4.32G 0.01244 0.0106 0.004465 66 640: 32%|###1 | 53/168 [00:10<00:22, 5.20it/s] 67/499 4.32G 0.01246 0.01064 0.004531 85 640: 32%|###1 | 53/168 [00:10<00:22, 5.20it/s] 67/499 4.32G 0.01246 0.01064 0.004531 85 640: 32%|###2 | 54/168 [00:10<00:21, 5.25it/s] 67/499 4.32G 0.01247 0.01065 0.004572 72 640: 32%|###2 | 54/168 [00:10<00:21, 5.25it/s] 67/499 4.32G 0.01247 0.01065 0.004572 72 640: 33%|###2 | 55/168 [00:10<00:22, 5.13it/s] 67/499 4.32G 0.01243 0.01062 0.004568 67 640: 33%|###2 | 55/168 [00:10<00:22, 5.13it/s] 67/499 4.32G 0.01243 0.01062 0.004568 67 640: 33%|###3 | 56/168 [00:10<00:21, 5.23it/s] 67/499 4.32G 0.01239 0.01061 0.004537 61 640: 33%|###3 | 56/168 [00:10<00:21, 5.23it/s] 67/499 4.32G 0.01239 0.01061 0.004537 61 640: 34%|###3 | 57/168 [00:10<00:21, 5.28it/s] 67/499 4.32G 0.01238 0.01064 0.004535 80 640: 34%|###3 | 57/168 [00:11<00:21, 5.28it/s] 67/499 4.32G 0.01238 0.01064 0.004535 80 640: 35%|###4 | 58/168 [00:11<00:21, 5.12it/s] 67/499 4.32G 0.0124 0.01064 0.004498 70 640: 35%|###4 | 58/168 [00:11<00:21, 5.12it/s] 67/499 4.32G 0.0124 0.01064 0.004498 70 640: 35%|###5 | 59/168 [00:11<00:20, 5.22it/s] 67/499 4.32G 0.01241 0.01066 0.004496 71 640: 35%|###5 | 59/168 [00:11<00:20, 5.22it/s] 67/499 4.32G 0.01241 0.01066 0.004496 71 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s] 67/499 4.32G 0.01239 0.01065 0.004486 74 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s] 67/499 4.32G 0.01239 0.01065 0.004486 74 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s] 67/499 4.32G 0.01239 0.01071 0.004481 98 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s] 67/499 4.32G 0.01239 0.01071 0.004481 98 640: 37%|###6 | 62/168 [00:11<00:20, 5.20it/s] 67/499 4.32G 0.0124 0.01071 0.004449 76 640: 37%|###6 | 62/168 [00:12<00:20, 5.20it/s] 67/499 4.32G 0.0124 0.01071 0.004449 76 640: 38%|###7 | 63/168 [00:12<00:19, 5.29it/s] 67/499 4.32G 0.01238 0.01066 0.004472 55 640: 38%|###7 | 63/168 [00:12<00:19, 5.29it/s] 67/499 4.32G 0.01238 0.01066 0.004472 55 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s] 67/499 4.32G 0.01237 0.01065 0.004434 67 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s] 67/499 4.32G 0.01237 0.01065 0.004434 67 640: 39%|###8 | 65/168 [00:12<00:19, 5.24it/s] 67/499 4.32G 0.01236 0.01069 0.004437 77 640: 39%|###8 | 65/168 [00:12<00:19, 5.24it/s] 67/499 4.32G 0.01236 0.01069 0.004437 77 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s] 67/499 4.32G 0.01235 0.01068 0.004427 65 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s] 67/499 4.32G 0.01235 0.01068 0.004427 65 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s] 67/499 4.32G 0.0124 0.01065 0.004442 64 640: 40%|###9 | 67/168 [00:13<00:19, 5.17it/s] 67/499 4.32G 0.0124 0.01065 0.004442 64 640: 40%|#### | 68/168 [00:13<00:19, 5.26it/s] 67/499 4.32G 0.01239 0.01067 0.004423 68 640: 40%|#### | 68/168 [00:13<00:19, 5.26it/s] 67/499 4.32G 0.01239 0.01067 0.004423 68 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s] 67/499 4.32G 0.01236 0.01069 0.004379 75 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s] 67/499 4.32G 0.01236 0.01069 0.004379 75 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s] 67/499 4.32G 0.01235 0.01066 0.004366 54 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s] 67/499 4.32G 0.01235 0.01066 0.004366 54 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s] 67/499 4.32G 0.01234 0.01065 0.004356 59 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s] 67/499 4.32G 0.01234 0.01065 0.004356 59 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s] 67/499 4.32G 0.01233 0.01064 0.004335 71 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s] 67/499 4.32G 0.01233 0.01064 0.004335 71 640: 43%|####3 | 73/168 [00:13<00:18, 5.20it/s] 67/499 4.32G 0.01233 0.01062 0.00436 66 640: 43%|####3 | 73/168 [00:14<00:18, 5.20it/s] 67/499 4.32G 0.01233 0.01062 0.00436 66 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s] 67/499 4.32G 0.01232 0.01062 0.00433 70 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s] 67/499 4.32G 0.01232 0.01062 0.00433 70 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s] 67/499 4.32G 0.01232 0.01062 0.004359 70 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s] 67/499 4.32G 0.01232 0.01062 0.004359 70 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s] 67/499 4.32G 0.0123 0.01059 0.004361 60 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s] 67/499 4.32G 0.0123 0.01059 0.004361 60 640: 46%|####5 | 77/168 [00:14<00:17, 5.30it/s] 67/499 4.32G 0.01232 0.01062 0.004373 83 640: 46%|####5 | 77/168 [00:14<00:17, 5.30it/s] 67/499 4.32G 0.01232 0.01062 0.004373 83 640: 46%|####6 | 78/168 [00:14<00:16, 5.36it/s] 67/499 4.32G 0.01232 0.01061 0.004373 68 640: 46%|####6 | 78/168 [00:15<00:16, 5.36it/s] 67/499 4.32G 0.01232 0.01061 0.004373 68 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s] 67/499 4.32G 0.0123 0.01058 0.004349 58 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s] 67/499 4.32G 0.0123 0.01058 0.004349 58 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s] 67/499 4.32G 0.01231 0.0106 0.004378 74 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s] 67/499 4.32G 0.01231 0.0106 0.004378 74 640: 48%|####8 | 81/168 [00:15<00:16, 5.37it/s] 67/499 4.32G 0.01232 0.0106 0.004368 86 640: 48%|####8 | 81/168 [00:15<00:16, 5.37it/s] 67/499 4.32G 0.01232 0.0106 0.004368 86 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s] 67/499 4.32G 0.01234 0.01059 0.004383 59 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s] 67/499 4.32G 0.01234 0.01059 0.004383 59 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s] 67/499 4.32G 0.01234 0.0106 0.004388 70 640: 49%|####9 | 83/168 [00:16<00:16, 5.28it/s] 67/499 4.32G 0.01234 0.0106 0.004388 70 640: 50%|##### | 84/168 [00:16<00:15, 5.35it/s] 67/499 4.32G 0.01234 0.01061 0.004414 71 640: 50%|##### | 84/168 [00:16<00:15, 5.35it/s] 67/499 4.32G 0.01234 0.01061 0.004414 71 640: 51%|##### | 85/168 [00:16<00:15, 5.19it/s] 67/499 4.32G 0.01233 0.01062 0.004382 72 640: 51%|##### | 85/168 [00:16<00:15, 5.19it/s] 67/499 4.32G 0.01233 0.01062 0.004382 72 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s] 67/499 4.32G 0.01234 0.01063 0.004376 63 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s] 67/499 4.32G 0.01234 0.01063 0.004376 63 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s] 67/499 4.32G 0.01234 0.01062 0.004374 61 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s] 67/499 4.32G 0.01234 0.01062 0.004374 61 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 67/499 4.32G 0.01233 0.01065 0.004342 89 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s] 67/499 4.32G 0.01233 0.01065 0.004342 89 640: 53%|#####2 | 89/168 [00:16<00:14, 5.27it/s] 67/499 4.32G 0.01235 0.01066 0.004324 74 640: 53%|#####2 | 89/168 [00:17<00:14, 5.27it/s] 67/499 4.32G 0.01235 0.01066 0.004324 74 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s] 67/499 4.32G 0.01236 0.01067 0.004325 73 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s] 67/499 4.32G 0.01236 0.01067 0.004325 73 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s] 67/499 4.32G 0.01235 0.01066 0.004344 64 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s] 67/499 4.32G 0.01235 0.01066 0.004344 64 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s] 67/499 4.32G 0.01234 0.01065 0.004329 76 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s] 67/499 4.32G 0.01234 0.01065 0.004329 76 640: 55%|#####5 | 93/168 [00:17<00:14, 5.29it/s] 67/499 4.32G 0.01234 0.01064 0.004342 65 640: 55%|#####5 | 93/168 [00:17<00:14, 5.29it/s] 67/499 4.32G 0.01234 0.01064 0.004342 65 640: 56%|#####5 | 94/168 [00:17<00:14, 5.14it/s] 67/499 4.32G 0.01234 0.01064 0.004336 77 640: 56%|#####5 | 94/168 [00:18<00:14, 5.14it/s] 67/499 4.32G 0.01234 0.01064 0.004336 77 640: 57%|#####6 | 95/168 [00:18<00:13, 5.22it/s] 67/499 4.32G 0.01231 0.01062 0.004346 75 640: 57%|#####6 | 95/168 [00:18<00:13, 5.22it/s] 67/499 4.32G 0.01231 0.01062 0.004346 75 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s] 67/499 4.32G 0.01231 0.01063 0.004339 82 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s] 67/499 4.32G 0.01231 0.01063 0.004339 82 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s] 67/499 4.32G 0.01231 0.01064 0.004361 79 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s] 67/499 4.32G 0.01231 0.01064 0.004361 79 640: 58%|#####8 | 98/168 [00:18<00:13, 5.23it/s] 67/499 4.32G 0.01231 0.01064 0.004375 64 640: 58%|#####8 | 98/168 [00:18<00:13, 5.23it/s] 67/499 4.32G 0.01231 0.01064 0.004375 64 640: 59%|#####8 | 99/168 [00:18<00:13, 5.29it/s] 67/499 4.32G 0.01231 0.01064 0.004388 61 640: 59%|#####8 | 99/168 [00:19<00:13, 5.29it/s] 67/499 4.32G 0.01231 0.01064 0.004388 61 640: 60%|#####9 | 100/168 [00:19<00:13, 5.16it/s] 67/499 4.32G 0.01231 0.01063 0.004371 71 640: 60%|#####9 | 100/168 [00:19<00:13, 5.16it/s] 67/499 4.32G 0.01231 0.01063 0.004371 71 640: 60%|###### | 101/168 [00:19<00:12, 5.24it/s] 67/499 4.32G 0.0123 0.01061 0.004345 59 640: 60%|###### | 101/168 [00:19<00:12, 5.24it/s] 67/499 4.32G 0.0123 0.01061 0.004345 59 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s] 67/499 4.32G 0.0123 0.0106 0.004352 70 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s] 67/499 4.32G 0.0123 0.0106 0.004352 70 640: 61%|######1 | 103/168 [00:19<00:12, 5.16it/s] 67/499 4.32G 0.01229 0.01061 0.004349 63 640: 61%|######1 | 103/168 [00:19<00:12, 5.16it/s] 67/499 4.32G 0.01229 0.01061 0.004349 63 640: 62%|######1 | 104/168 [00:19<00:12, 5.25it/s] 67/499 4.32G 0.01228 0.0106 0.004345 68 640: 62%|######1 | 104/168 [00:20<00:12, 5.25it/s] 67/499 4.32G 0.01228 0.0106 0.004345 68 640: 62%|######2 | 105/168 [00:20<00:11, 5.33it/s] 67/499 4.32G 0.01228 0.0106 0.004342 69 640: 62%|######2 | 105/168 [00:20<00:11, 5.33it/s] 67/499 4.32G 0.01228 0.0106 0.004342 69 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s] 67/499 4.32G 0.0123 0.01059 0.004326 54 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s] 67/499 4.32G 0.0123 0.01059 0.004326 54 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s] 67/499 4.32G 0.0123 0.01061 0.004308 74 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s] 67/499 4.32G 0.0123 0.01061 0.004308 74 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s] 67/499 4.32G 0.01231 0.0106 0.0043 68 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s] 67/499 4.32G 0.01231 0.0106 0.0043 68 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s] 67/499 4.32G 0.01228 0.01058 0.004307 57 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s] 67/499 4.32G 0.01228 0.01058 0.004307 57 640: 65%|######5 | 110/168 [00:20<00:10, 5.28it/s] 67/499 4.32G 0.01228 0.01057 0.004286 63 640: 65%|######5 | 110/168 [00:21<00:10, 5.28it/s] 67/499 4.32G 0.01228 0.01057 0.004286 63 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s] 67/499 4.32G 0.01228 0.01057 0.004278 67 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s] 67/499 4.32G 0.01228 0.01057 0.004278 67 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s] 67/499 4.32G 0.01227 0.01056 0.004253 59 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s] 67/499 4.32G 0.01227 0.01056 0.004253 59 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s] 67/499 4.32G 0.01228 0.01054 0.004262 48 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s] 67/499 4.32G 0.01228 0.01054 0.004262 48 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s] 67/499 4.32G 0.01227 0.01054 0.004232 60 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s] 67/499 4.32G 0.01227 0.01054 0.004232 60 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s] 67/499 4.32G 0.0123 0.01053 0.004212 56 640: 68%|######8 | 115/168 [00:22<00:10, 5.21it/s] 67/499 4.32G 0.0123 0.01053 0.004212 56 640: 69%|######9 | 116/168 [00:22<00:09, 5.27it/s] 67/499 4.32G 0.01231 0.01053 0.004258 63 640: 69%|######9 | 116/168 [00:22<00:09, 5.27it/s] 67/499 4.32G 0.01231 0.01053 0.004258 63 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s] 67/499 4.32G 0.01231 0.01053 0.004251 69 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s] 67/499 4.32G 0.01231 0.01053 0.004251 69 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s] 67/499 4.32G 0.01232 0.01054 0.004241 65 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s] 67/499 4.32G 0.01232 0.01054 0.004241 65 640: 71%|####### | 119/168 [00:22<00:09, 5.24it/s] 67/499 4.32G 0.01231 0.01053 0.004233 69 640: 71%|####### | 119/168 [00:22<00:09, 5.24it/s] 67/499 4.32G 0.01231 0.01053 0.004233 69 640: 71%|#######1 | 120/168 [00:22<00:09, 5.31it/s] 67/499 4.32G 0.0123 0.01054 0.004223 71 640: 71%|#######1 | 120/168 [00:23<00:09, 5.31it/s] 67/499 4.32G 0.0123 0.01054 0.004223 71 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s] 67/499 4.32G 0.0123 0.01054 0.004235 69 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s] 67/499 4.32G 0.0123 0.01054 0.004235 69 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s] 67/499 4.32G 0.01229 0.01056 0.004222 78 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s] 67/499 4.32G 0.01229 0.01056 0.004222 78 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 67/499 4.32G 0.01227 0.01054 0.00423 65 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s] 67/499 4.32G 0.01227 0.01054 0.00423 65 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s] 67/499 4.32G 0.01227 0.01055 0.004247 79 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s] 67/499 4.32G 0.01227 0.01055 0.004247 79 640: 74%|#######4 | 125/168 [00:23<00:08, 5.27it/s] 67/499 4.32G 0.0123 0.01057 0.004274 69 640: 74%|#######4 | 125/168 [00:24<00:08, 5.27it/s] 67/499 4.32G 0.0123 0.01057 0.004274 69 640: 75%|#######5 | 126/168 [00:24<00:07, 5.34it/s] 67/499 4.32G 0.01229 0.01055 0.004275 60 640: 75%|#######5 | 126/168 [00:24<00:07, 5.34it/s] 67/499 4.32G 0.01229 0.01055 0.004275 60 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s] 67/499 4.32G 0.01229 0.01057 0.004268 78 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s] 67/499 4.32G 0.01229 0.01057 0.004268 78 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s] 67/499 4.32G 0.01229 0.01056 0.004263 74 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s] 67/499 4.32G 0.01229 0.01056 0.004263 74 640: 77%|#######6 | 129/168 [00:24<00:07, 5.29it/s] 67/499 4.32G 0.01228 0.01056 0.004248 64 640: 77%|#######6 | 129/168 [00:24<00:07, 5.29it/s] 67/499 4.32G 0.01228 0.01056 0.004248 64 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s] 67/499 4.32G 0.01228 0.01057 0.004241 83 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s] 67/499 4.32G 0.01228 0.01057 0.004241 83 640: 78%|#######7 | 131/168 [00:24<00:07, 5.25it/s] 67/499 4.32G 0.01227 0.01059 0.004247 95 640: 78%|#######7 | 131/168 [00:25<00:07, 5.25it/s] 67/499 4.32G 0.01227 0.01059 0.004247 95 640: 79%|#######8 | 132/168 [00:25<00:06, 5.30it/s] 67/499 4.32G 0.01228 0.01062 0.004255 90 640: 79%|#######8 | 132/168 [00:25<00:06, 5.30it/s] 67/499 4.32G 0.01228 0.01062 0.004255 90 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s] 67/499 4.32G 0.01227 0.01062 0.004258 82 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s] 67/499 4.32G 0.01227 0.01062 0.004258 82 640: 80%|#######9 | 134/168 [00:25<00:06, 5.26it/s] 67/499 4.32G 0.01226 0.01062 0.004244 67 640: 80%|#######9 | 134/168 [00:25<00:06, 5.26it/s] 67/499 4.32G 0.01226 0.01062 0.004244 67 640: 80%|######## | 135/168 [00:25<00:06, 5.25it/s] 67/499 4.32G 0.01226 0.01061 0.004237 69 640: 80%|######## | 135/168 [00:25<00:06, 5.25it/s] 67/499 4.32G 0.01226 0.01061 0.004237 69 640: 81%|######## | 136/168 [00:25<00:06, 5.12it/s] 67/499 4.32G 0.01225 0.01061 0.004257 68 640: 81%|######## | 136/168 [00:26<00:06, 5.12it/s] 67/499 4.32G 0.01225 0.01061 0.004257 68 640: 82%|########1 | 137/168 [00:26<00:05, 5.18it/s] 67/499 4.32G 0.01225 0.0106 0.004281 68 640: 82%|########1 | 137/168 [00:26<00:05, 5.18it/s] 67/499 4.32G 0.01225 0.0106 0.004281 68 640: 82%|########2 | 138/168 [00:26<00:05, 5.21it/s] 67/499 4.32G 0.01225 0.0106 0.00428 76 640: 82%|########2 | 138/168 [00:26<00:05, 5.21it/s] 67/499 4.32G 0.01225 0.0106 0.00428 76 640: 83%|########2 | 139/168 [00:26<00:05, 5.10it/s] 67/499 4.32G 0.01223 0.01059 0.004269 64 640: 83%|########2 | 139/168 [00:26<00:05, 5.10it/s] 67/499 4.32G 0.01223 0.01059 0.004269 64 640: 83%|########3 | 140/168 [00:26<00:05, 5.18it/s] 67/499 4.32G 0.01224 0.0106 0.004273 78 640: 83%|########3 | 140/168 [00:26<00:05, 5.18it/s] 67/499 4.32G 0.01224 0.0106 0.004273 78 640: 84%|########3 | 141/168 [00:26<00:05, 5.26it/s] 67/499 4.32G 0.01225 0.0106 0.00429 63 640: 84%|########3 | 141/168 [00:27<00:05, 5.26it/s] 67/499 4.32G 0.01225 0.0106 0.00429 63 640: 85%|########4 | 142/168 [00:27<00:05, 5.13it/s] 67/499 4.32G 0.01224 0.01059 0.004272 63 640: 85%|########4 | 142/168 [00:27<00:05, 5.13it/s] 67/499 4.32G 0.01224 0.01059 0.004272 63 640: 85%|########5 | 143/168 [00:27<00:04, 5.22it/s] 67/499 4.32G 0.01222 0.01056 0.004277 60 640: 85%|########5 | 143/168 [00:27<00:04, 5.22it/s] 67/499 4.32G 0.01222 0.01056 0.004277 60 640: 86%|########5 | 144/168 [00:27<00:04, 5.28it/s] 67/499 4.32G 0.01222 0.01057 0.004284 68 640: 86%|########5 | 144/168 [00:27<00:04, 5.28it/s] 67/499 4.32G 0.01222 0.01057 0.004284 68 640: 86%|########6 | 145/168 [00:27<00:04, 5.15it/s] 67/499 4.32G 0.01221 0.01055 0.004288 59 640: 86%|########6 | 145/168 [00:27<00:04, 5.15it/s] 67/499 4.32G 0.01221 0.01055 0.004288 59 640: 87%|########6 | 146/168 [00:27<00:04, 5.24it/s] 67/499 4.32G 0.0122 0.01055 0.00429 85 640: 87%|########6 | 146/168 [00:28<00:04, 5.24it/s] 67/499 4.32G 0.0122 0.01055 0.00429 85 640: 88%|########7 | 147/168 [00:28<00:03, 5.32it/s] 67/499 4.32G 0.0122 0.01054 0.004279 64 640: 88%|########7 | 147/168 [00:28<00:03, 5.32it/s] 67/499 4.32G 0.0122 0.01054 0.004279 64 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s] 67/499 4.32G 0.0122 0.01053 0.004302 71 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s] 67/499 4.32G 0.0122 0.01053 0.004302 71 640: 89%|########8 | 149/168 [00:28<00:03, 5.25it/s] 67/499 4.32G 0.01219 0.01052 0.004298 66 640: 89%|########8 | 149/168 [00:28<00:03, 5.25it/s] 67/499 4.32G 0.01219 0.01052 0.004298 66 640: 89%|########9 | 150/168 [00:28<00:03, 5.30it/s] 67/499 4.32G 0.01219 0.01053 0.004308 83 640: 89%|########9 | 150/168 [00:28<00:03, 5.30it/s] 67/499 4.32G 0.01219 0.01053 0.004308 83 640: 90%|########9 | 151/168 [00:28<00:03, 5.18it/s] 67/499 4.32G 0.01219 0.01052 0.004328 70 640: 90%|########9 | 151/168 [00:29<00:03, 5.18it/s] 67/499 4.32G 0.01219 0.01052 0.004328 70 640: 90%|######### | 152/168 [00:29<00:03, 5.20it/s] 67/499 4.32G 0.01218 0.01052 0.004308 55 640: 90%|######### | 152/168 [00:29<00:03, 5.20it/s] 67/499 4.32G 0.01218 0.01052 0.004308 55 640: 91%|#########1| 153/168 [00:29<00:02, 5.28it/s] 67/499 4.32G 0.01218 0.01051 0.00432 68 640: 91%|#########1| 153/168 [00:29<00:02, 5.28it/s] 67/499 4.32G 0.01218 0.01051 0.00432 68 640: 92%|#########1| 154/168 [00:29<00:02, 5.16it/s] 67/499 4.32G 0.01216 0.01051 0.004306 70 640: 92%|#########1| 154/168 [00:29<00:02, 5.16it/s] 67/499 4.32G 0.01216 0.01051 0.004306 70 640: 92%|#########2| 155/168 [00:29<00:02, 5.25it/s] 67/499 4.32G 0.01217 0.01053 0.004318 78 640: 92%|#########2| 155/168 [00:29<00:02, 5.25it/s] 67/499 4.32G 0.01217 0.01053 0.004318 78 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s] 67/499 4.32G 0.01217 0.01054 0.004316 74 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s] 67/499 4.32G 0.01217 0.01054 0.004316 74 640: 93%|#########3| 157/168 [00:29<00:02, 5.17it/s] 67/499 4.32G 0.01216 0.01054 0.004304 80 640: 93%|#########3| 157/168 [00:30<00:02, 5.17it/s] 67/499 4.32G 0.01216 0.01054 0.004304 80 640: 94%|#########4| 158/168 [00:30<00:01, 5.27it/s] 67/499 4.32G 0.01216 0.01055 0.004333 89 640: 94%|#########4| 158/168 [00:30<00:01, 5.27it/s] 67/499 4.32G 0.01216 0.01055 0.004333 89 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s] 67/499 4.32G 0.01217 0.01056 0.004316 78 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s] 67/499 4.32G 0.01217 0.01056 0.004316 78 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s] 67/499 4.32G 0.01217 0.01056 0.004315 68 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s] 67/499 4.32G 0.01217 0.01056 0.004315 68 640: 96%|#########5| 161/168 [00:30<00:01, 5.23it/s] 67/499 4.32G 0.01216 0.01056 0.004323 72 640: 96%|#########5| 161/168 [00:30<00:01, 5.23it/s] 67/499 4.32G 0.01216 0.01056 0.004323 72 640: 96%|#########6| 162/168 [00:30<00:01, 5.32it/s] 67/499 4.32G 0.01216 0.01056 0.004323 66 640: 96%|#########6| 162/168 [00:31<00:01, 5.32it/s] 67/499 4.32G 0.01216 0.01056 0.004323 66 640: 97%|#########7| 163/168 [00:31<00:00, 5.16it/s] 67/499 4.32G 0.01215 0.01055 0.004334 72 640: 97%|#########7| 163/168 [00:31<00:00, 5.16it/s] 67/499 4.32G 0.01215 0.01055 0.004334 72 640: 98%|#########7| 164/168 [00:31<00:00, 5.24it/s] 67/499 4.32G 0.01215 0.01054 0.004347 61 640: 98%|#########7| 164/168 [00:31<00:00, 5.24it/s] 67/499 4.32G 0.01215 0.01054 0.004347 61 640: 98%|#########8| 165/168 [00:31<00:00, 5.31it/s] 67/499 4.32G 0.01216 0.01053 0.004367 57 640: 98%|#########8| 165/168 [00:31<00:00, 5.31it/s] 67/499 4.32G 0.01216 0.01053 0.004367 57 640: 99%|#########8| 166/168 [00:31<00:00, 5.18it/s] 67/499 4.32G 0.01215 0.01053 0.004359 71 640: 99%|#########8| 166/168 [00:31<00:00, 5.18it/s] 67/499 4.32G 0.01215 0.01053 0.004359 71 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s] 67/499 4.32G 0.01215 0.01054 0.004351 36 640: 99%|#########9| 167/168 [00:32<00:00, 5.27it/s] 67/499 4.32G 0.01215 0.01054 0.004351 36 640: 100%|##########| 168/168 [00:32<00:00, 5.45it/s] 67/499 4.32G 0.01215 0.01054 0.004351 36 640: 100%|##########| 168/168 [00:32<00:00, 5.24it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.804 0.826 0.844 0.721 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 68/499 4.32G 0.01446 0.009441 0.001055 59 640: 0%| | 0/168 [00:00<?, ?it/s] 68/499 4.32G 0.01446 0.009441 0.001055 59 640: 1%| | 1/168 [00:00<00:33, 5.00it/s] 68/499 4.32G 0.01324 0.009636 0.003489 79 640: 1%| | 1/168 [00:00<00:33, 5.00it/s] 68/499 4.32G 0.01324 0.009636 0.003489 79 640: 1%|1 | 2/168 [00:00<00:31, 5.25it/s] 68/499 4.32G 0.01332 0.01036 0.003815 61 640: 1%|1 | 2/168 [00:00<00:31, 5.25it/s] 68/499 4.32G 0.01332 0.01036 0.003815 61 640: 2%|1 | 3/168 [00:00<00:30, 5.36it/s] 68/499 4.32G 0.01304 0.0097 0.004382 60 640: 2%|1 | 3/168 [00:00<00:30, 5.36it/s] 68/499 4.32G 0.01304 0.0097 0.004382 60 640: 2%|2 | 4/168 [00:00<00:32, 5.10it/s] 68/499 4.32G 0.01277 0.009798 0.004185 71 640: 2%|2 | 4/168 [00:00<00:32, 5.10it/s] 68/499 4.32G 0.01277 0.009798 0.004185 71 640: 3%|2 | 5/168 [00:00<00:31, 5.21it/s] 68/499 4.32G 0.01261 0.009738 0.004398 67 640: 3%|2 | 5/168 [00:01<00:31, 5.21it/s] 68/499 4.32G 0.01261 0.009738 0.004398 67 640: 4%|3 | 6/168 [00:01<00:30, 5.26it/s] 68/499 4.32G 0.01272 0.009805 0.004448 62 640: 4%|3 | 6/168 [00:01<00:30, 5.26it/s] 68/499 4.32G 0.01272 0.009805 0.004448 62 640: 4%|4 | 7/168 [00:01<00:31, 5.11it/s] 68/499 4.32G 0.01284 0.009796 0.004652 57 640: 4%|4 | 7/168 [00:01<00:31, 5.11it/s] 68/499 4.32G 0.01284 0.009796 0.004652 57 640: 5%|4 | 8/168 [00:01<00:30, 5.20it/s] 68/499 4.32G 0.0128 0.009765 0.004794 61 640: 5%|4 | 8/168 [00:01<00:30, 5.20it/s] 68/499 4.32G 0.0128 0.009765 0.004794 61 640: 5%|5 | 9/168 [00:01<00:30, 5.28it/s] 68/499 4.32G 0.01275 0.01005 0.004785 95 640: 5%|5 | 9/168 [00:01<00:30, 5.28it/s] 68/499 4.32G 0.01275 0.01005 0.004785 95 640: 6%|5 | 10/168 [00:01<00:30, 5.14it/s] 68/499 4.32G 0.01293 0.01019 0.004651 58 640: 6%|5 | 10/168 [00:02<00:30, 5.14it/s] 68/499 4.32G 0.01293 0.01019 0.004651 58 640: 7%|6 | 11/168 [00:02<00:29, 5.25it/s] 68/499 4.32G 0.01277 0.0099 0.004407 51 640: 7%|6 | 11/168 [00:02<00:29, 5.25it/s] 68/499 4.32G 0.01277 0.0099 0.004407 51 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s] 68/499 4.32G 0.01299 0.009926 0.004432 65 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s] 68/499 4.32G 0.01299 0.009926 0.004432 65 640: 8%|7 | 13/168 [00:02<00:30, 5.15it/s] 68/499 4.32G 0.01296 0.009915 0.004584 64 640: 8%|7 | 13/168 [00:02<00:30, 5.15it/s] 68/499 4.32G 0.01296 0.009915 0.004584 64 640: 8%|8 | 14/168 [00:02<00:29, 5.25it/s] 68/499 4.32G 0.01298 0.009987 0.00452 71 640: 8%|8 | 14/168 [00:02<00:29, 5.25it/s] 68/499 4.32G 0.01298 0.009987 0.00452 71 640: 9%|8 | 15/168 [00:02<00:28, 5.29it/s] 68/499 4.32G 0.0129 0.01011 0.004438 66 640: 9%|8 | 15/168 [00:03<00:28, 5.29it/s] 68/499 4.32G 0.0129 0.01011 0.004438 66 640: 10%|9 | 16/168 [00:03<00:29, 5.08it/s] 68/499 4.32G 0.01286 0.01018 0.004477 69 640: 10%|9 | 16/168 [00:03<00:29, 5.08it/s] 68/499 4.32G 0.01286 0.01018 0.004477 69 640: 10%|# | 17/168 [00:03<00:29, 5.20it/s] 68/499 4.32G 0.01286 0.01018 0.004516 62 640: 10%|# | 17/168 [00:03<00:29, 5.20it/s] 68/499 4.32G 0.01286 0.01018 0.004516 62 640: 11%|# | 18/168 [00:03<00:28, 5.27it/s] 68/499 4.32G 0.01276 0.01033 0.004471 82 640: 11%|# | 18/168 [00:03<00:28, 5.27it/s] 68/499 4.32G 0.01276 0.01033 0.004471 82 640: 11%|#1 | 19/168 [00:03<00:28, 5.15it/s] 68/499 4.32G 0.01281 0.01018 0.004564 61 640: 11%|#1 | 19/168 [00:03<00:28, 5.15it/s] 68/499 4.32G 0.01281 0.01018 0.004564 61 640: 12%|#1 | 20/168 [00:03<00:28, 5.23it/s] 68/499 4.32G 0.01274 0.01016 0.004491 63 640: 12%|#1 | 20/168 [00:04<00:28, 5.23it/s] 68/499 4.32G 0.01274 0.01016 0.004491 63 640: 12%|#2 | 21/168 [00:04<00:27, 5.30it/s] 68/499 4.32G 0.01267 0.0101 0.004391 63 640: 12%|#2 | 21/168 [00:04<00:27, 5.30it/s] 68/499 4.32G 0.01267 0.0101 0.004391 63 640: 13%|#3 | 22/168 [00:04<00:28, 5.17it/s] 68/499 4.32G 0.0127 0.01019 0.00435 72 640: 13%|#3 | 22/168 [00:04<00:28, 5.17it/s] 68/499 4.32G 0.0127 0.01019 0.00435 72 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s] 68/499 4.32G 0.01262 0.01013 0.004325 66 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s] 68/499 4.32G 0.01262 0.01013 0.004325 66 640: 14%|#4 | 24/168 [00:04<00:27, 5.32it/s] 68/499 4.32G 0.01257 0.01009 0.004372 65 640: 14%|#4 | 24/168 [00:04<00:27, 5.32it/s] 68/499 4.32G 0.01257 0.01009 0.004372 65 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s] 68/499 4.32G 0.01258 0.009997 0.00441 59 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s] 68/499 4.32G 0.01258 0.009997 0.00441 59 640: 15%|#5 | 26/168 [00:04<00:26, 5.27it/s] 68/499 4.32G 0.01263 0.01006 0.004486 72 640: 15%|#5 | 26/168 [00:05<00:26, 5.27it/s] 68/499 4.32G 0.01263 0.01006 0.004486 72 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s] 68/499 4.32G 0.01261 0.01004 0.004601 63 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s] 68/499 4.32G 0.01261 0.01004 0.004601 63 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s] 68/499 4.32G 0.01263 0.01003 0.004463 56 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s] 68/499 4.32G 0.01263 0.01003 0.004463 56 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s] 68/499 4.32G 0.01259 0.01002 0.004551 70 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s] 68/499 4.32G 0.01259 0.01002 0.004551 70 640: 18%|#7 | 30/168 [00:05<00:25, 5.33it/s] 68/499 4.32G 0.01259 0.01002 0.004545 68 640: 18%|#7 | 30/168 [00:05<00:25, 5.33it/s] 68/499 4.32G 0.01259 0.01002 0.004545 68 640: 18%|#8 | 31/168 [00:05<00:26, 5.15it/s] 68/499 4.32G 0.01264 0.01005 0.004593 73 640: 18%|#8 | 31/168 [00:06<00:26, 5.15it/s] 68/499 4.32G 0.01264 0.01005 0.004593 73 640: 19%|#9 | 32/168 [00:06<00:25, 5.24it/s] 68/499 4.32G 0.01267 0.01002 0.004618 63 640: 19%|#9 | 32/168 [00:06<00:25, 5.24it/s] 68/499 4.32G 0.01267 0.01002 0.004618 63 640: 20%|#9 | 33/168 [00:06<00:25, 5.30it/s] 68/499 4.32G 0.01268 0.009984 0.004616 56 640: 20%|#9 | 33/168 [00:06<00:25, 5.30it/s] 68/499 4.32G 0.01268 0.009984 0.004616 56 640: 20%|## | 34/168 [00:06<00:26, 5.09it/s] 68/499 4.32G 0.01266 0.009896 0.004611 61 640: 20%|## | 34/168 [00:06<00:26, 5.09it/s] 68/499 4.32G 0.01266 0.009896 0.004611 61 640: 21%|## | 35/168 [00:06<00:25, 5.20it/s] 68/499 4.32G 0.01258 0.009867 0.00456 76 640: 21%|## | 35/168 [00:06<00:25, 5.20it/s] 68/499 4.32G 0.01258 0.009867 0.00456 76 640: 21%|##1 | 36/168 [00:06<00:24, 5.29it/s] 68/499 4.32G 0.01255 0.009864 0.004615 66 640: 21%|##1 | 36/168 [00:07<00:24, 5.29it/s] 68/499 4.32G 0.01255 0.009864 0.004615 66 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s] 68/499 4.32G 0.01248 0.009822 0.004626 77 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s] 68/499 4.32G 0.01248 0.009822 0.004626 77 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s] 68/499 4.32G 0.01247 0.009866 0.004656 78 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s] 68/499 4.32G 0.01247 0.009866 0.004656 78 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s] 68/499 4.32G 0.01247 0.009878 0.004676 69 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s] 68/499 4.32G 0.01247 0.009878 0.004676 69 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s] 68/499 4.32G 0.01251 0.009818 0.004698 56 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s] 68/499 4.32G 0.01251 0.009818 0.004698 56 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s] 68/499 4.32G 0.01253 0.009838 0.00467 56 640: 24%|##4 | 41/168 [00:08<00:24, 5.28it/s] 68/499 4.32G 0.01253 0.009838 0.00467 56 640: 25%|##5 | 42/168 [00:08<00:23, 5.27it/s] 68/499 4.32G 0.01254 0.009813 0.004674 63 640: 25%|##5 | 42/168 [00:08<00:23, 5.27it/s] 68/499 4.32G 0.01254 0.009813 0.004674 63 640: 26%|##5 | 43/168 [00:08<00:24, 5.16it/s] 68/499 4.32G 0.0125 0.009761 0.004644 57 640: 26%|##5 | 43/168 [00:08<00:24, 5.16it/s] 68/499 4.32G 0.0125 0.009761 0.004644 57 640: 26%|##6 | 44/168 [00:08<00:23, 5.24it/s] 68/499 4.32G 0.01248 0.009777 0.004705 63 640: 26%|##6 | 44/168 [00:08<00:23, 5.24it/s] 68/499 4.32G 0.01248 0.009777 0.004705 63 640: 27%|##6 | 45/168 [00:08<00:23, 5.30it/s] 68/499 4.32G 0.01245 0.009834 0.004652 82 640: 27%|##6 | 45/168 [00:08<00:23, 5.30it/s] 68/499 4.32G 0.01245 0.009834 0.004652 82 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s] 68/499 4.32G 0.0124 0.009833 0.004626 72 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s] 68/499 4.32G 0.0124 0.009833 0.004626 72 640: 28%|##7 | 47/168 [00:08<00:23, 5.25it/s] 68/499 4.32G 0.01239 0.009844 0.004659 71 640: 28%|##7 | 47/168 [00:09<00:23, 5.25it/s] 68/499 4.32G 0.01239 0.009844 0.004659 71 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s] 68/499 4.32G 0.01237 0.009816 0.004611 65 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s] 68/499 4.32G 0.01237 0.009816 0.004611 65 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s] 68/499 4.32G 0.01236 0.009837 0.004646 75 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s] 68/499 4.32G 0.01236 0.009837 0.004646 75 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s] 68/499 4.32G 0.01231 0.009807 0.004645 62 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s] 68/499 4.32G 0.01231 0.009807 0.004645 62 640: 30%|### | 51/168 [00:09<00:22, 5.29it/s] 68/499 4.32G 0.01233 0.009816 0.00474 63 640: 30%|### | 51/168 [00:09<00:22, 5.29it/s] 68/499 4.32G 0.01233 0.009816 0.00474 63 640: 31%|### | 52/168 [00:09<00:22, 5.13it/s] 68/499 4.32G 0.01234 0.009824 0.004742 54 640: 31%|### | 52/168 [00:10<00:22, 5.13it/s] 68/499 4.32G 0.01234 0.009824 0.004742 54 640: 32%|###1 | 53/168 [00:10<00:22, 5.20it/s] 68/499 4.32G 0.01234 0.009853 0.004766 69 640: 32%|###1 | 53/168 [00:10<00:22, 5.20it/s] 68/499 4.32G 0.01234 0.009853 0.004766 69 640: 32%|###2 | 54/168 [00:10<00:22, 5.13it/s] 68/499 4.32G 0.01233 0.009888 0.004759 76 640: 32%|###2 | 54/168 [00:10<00:22, 5.13it/s] 68/499 4.32G 0.01233 0.009888 0.004759 76 640: 33%|###2 | 55/168 [00:10<00:22, 5.05it/s] 68/499 4.32G 0.01232 0.009884 0.004795 65 640: 33%|###2 | 55/168 [00:10<00:22, 5.05it/s] 68/499 4.32G 0.01232 0.009884 0.004795 65 640: 33%|###3 | 56/168 [00:10<00:21, 5.18it/s] 68/499 4.32G 0.01232 0.009857 0.004756 66 640: 33%|###3 | 56/168 [00:10<00:21, 5.18it/s] 68/499 4.32G 0.01232 0.009857 0.004756 66 640: 34%|###3 | 57/168 [00:10<00:21, 5.23it/s] 68/499 4.32G 0.01228 0.00983 0.004743 54 640: 34%|###3 | 57/168 [00:11<00:21, 5.23it/s] 68/499 4.32G 0.01228 0.00983 0.004743 54 640: 35%|###4 | 58/168 [00:11<00:21, 5.09it/s] 68/499 4.32G 0.01228 0.009832 0.004837 64 640: 35%|###4 | 58/168 [00:11<00:21, 5.09it/s] 68/499 4.32G 0.01228 0.009832 0.004837 64 640: 35%|###5 | 59/168 [00:11<00:20, 5.20it/s] 68/499 4.32G 0.0123 0.009854 0.004865 80 640: 35%|###5 | 59/168 [00:11<00:20, 5.20it/s] 68/499 4.32G 0.0123 0.009854 0.004865 80 640: 36%|###5 | 60/168 [00:11<00:20, 5.28it/s] 68/499 4.32G 0.01226 0.009823 0.004863 56 640: 36%|###5 | 60/168 [00:11<00:20, 5.28it/s] 68/499 4.32G 0.01226 0.009823 0.004863 56 640: 36%|###6 | 61/168 [00:11<00:20, 5.14it/s] 68/499 4.32G 0.01225 0.009835 0.00487 71 640: 36%|###6 | 61/168 [00:11<00:20, 5.14it/s] 68/499 4.32G 0.01225 0.009835 0.00487 71 640: 37%|###6 | 62/168 [00:11<00:20, 5.23it/s] 68/499 4.32G 0.01224 0.009857 0.00483 68 640: 37%|###6 | 62/168 [00:12<00:20, 5.23it/s] 68/499 4.32G 0.01224 0.009857 0.00483 68 640: 38%|###7 | 63/168 [00:12<00:19, 5.30it/s] 68/499 4.32G 0.01222 0.009867 0.004822 81 640: 38%|###7 | 63/168 [00:12<00:19, 5.30it/s] 68/499 4.32G 0.01222 0.009867 0.004822 81 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s] 68/499 4.32G 0.01222 0.009849 0.00479 51 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s] 68/499 4.32G 0.01222 0.009849 0.00479 51 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s] 68/499 4.32G 0.01224 0.009905 0.004774 83 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s] 68/499 4.32G 0.01224 0.009905 0.004774 83 640: 39%|###9 | 66/168 [00:12<00:19, 5.29it/s] 68/499 4.32G 0.01222 0.009917 0.004782 70 640: 39%|###9 | 66/168 [00:12<00:19, 5.29it/s] 68/499 4.32G 0.01222 0.009917 0.004782 70 640: 40%|###9 | 67/168 [00:12<00:19, 5.16it/s] 68/499 4.32G 0.0122 0.009916 0.004801 71 640: 40%|###9 | 67/168 [00:13<00:19, 5.16it/s] 68/499 4.32G 0.0122 0.009916 0.004801 71 640: 40%|#### | 68/168 [00:13<00:19, 5.21it/s] 68/499 4.32G 0.01219 0.009923 0.004791 75 640: 40%|#### | 68/168 [00:13<00:19, 5.21it/s] 68/499 4.32G 0.01219 0.009923 0.004791 75 640: 41%|####1 | 69/168 [00:13<00:18, 5.23it/s] 68/499 4.32G 0.01217 0.009922 0.004742 75 640: 41%|####1 | 69/168 [00:13<00:18, 5.23it/s] 68/499 4.32G 0.01217 0.009922 0.004742 75 640: 42%|####1 | 70/168 [00:13<00:19, 5.12it/s] 68/499 4.32G 0.01216 0.009947 0.004734 62 640: 42%|####1 | 70/168 [00:13<00:19, 5.12it/s] 68/499 4.32G 0.01216 0.009947 0.004734 62 640: 42%|####2 | 71/168 [00:13<00:18, 5.22it/s] 68/499 4.32G 0.01217 0.009975 0.00475 71 640: 42%|####2 | 71/168 [00:13<00:18, 5.22it/s] 68/499 4.32G 0.01217 0.009975 0.00475 71 640: 43%|####2 | 72/168 [00:13<00:18, 5.31it/s] 68/499 4.32G 0.0122 0.009986 0.004767 65 640: 43%|####2 | 72/168 [00:13<00:18, 5.31it/s] 68/499 4.32G 0.0122 0.009986 0.004767 65 640: 43%|####3 | 73/168 [00:13<00:18, 5.20it/s] 68/499 4.32G 0.01223 0.009994 0.004773 70 640: 43%|####3 | 73/168 [00:14<00:18, 5.20it/s] 68/499 4.32G 0.01223 0.009994 0.004773 70 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s] 68/499 4.32G 0.01223 0.01002 0.004809 67 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s] 68/499 4.32G 0.01223 0.01002 0.004809 67 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 68/499 4.32G 0.01222 0.01002 0.004799 66 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 68/499 4.32G 0.01222 0.01002 0.004799 66 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s] 68/499 4.32G 0.01225 0.01003 0.004782 68 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s] 68/499 4.32G 0.01225 0.01003 0.004782 68 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s] 68/499 4.32G 0.01225 0.01004 0.004834 72 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s] 68/499 4.32G 0.01225 0.01004 0.004834 72 640: 46%|####6 | 78/168 [00:14<00:16, 5.31it/s] 68/499 4.32G 0.01227 0.01003 0.004841 65 640: 46%|####6 | 78/168 [00:15<00:16, 5.31it/s] 68/499 4.32G 0.01227 0.01003 0.004841 65 640: 47%|####7 | 79/168 [00:15<00:17, 5.17it/s] 68/499 4.32G 0.01227 0.01004 0.004845 71 640: 47%|####7 | 79/168 [00:15<00:17, 5.17it/s] 68/499 4.32G 0.01227 0.01004 0.004845 71 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s] 68/499 4.32G 0.01226 0.01007 0.004841 75 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s] 68/499 4.32G 0.01226 0.01007 0.004841 75 640: 48%|####8 | 81/168 [00:15<00:16, 5.32it/s] 68/499 4.32G 0.01226 0.01008 0.004962 81 640: 48%|####8 | 81/168 [00:15<00:16, 5.32it/s] 68/499 4.32G 0.01226 0.01008 0.004962 81 640: 49%|####8 | 82/168 [00:15<00:16, 5.17it/s] 68/499 4.32G 0.01227 0.01011 0.004959 68 640: 49%|####8 | 82/168 [00:15<00:16, 5.17it/s] 68/499 4.32G 0.01227 0.01011 0.004959 68 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s] 68/499 4.32G 0.01226 0.01013 0.004951 75 640: 49%|####9 | 83/168 [00:16<00:16, 5.28it/s] 68/499 4.32G 0.01226 0.01013 0.004951 75 640: 50%|##### | 84/168 [00:16<00:15, 5.32it/s] 68/499 4.32G 0.0123 0.01013 0.004941 67 640: 50%|##### | 84/168 [00:16<00:15, 5.32it/s] 68/499 4.32G 0.0123 0.01013 0.004941 67 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s] 68/499 4.32G 0.0123 0.01012 0.004931 59 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s] 68/499 4.32G 0.0123 0.01012 0.004931 59 640: 51%|#####1 | 86/168 [00:16<00:15, 5.22it/s] 68/499 4.32G 0.01229 0.01013 0.004962 80 640: 51%|#####1 | 86/168 [00:16<00:15, 5.22it/s] 68/499 4.32G 0.01229 0.01013 0.004962 80 640: 52%|#####1 | 87/168 [00:16<00:15, 5.31it/s] 68/499 4.32G 0.01231 0.01015 0.004932 70 640: 52%|#####1 | 87/168 [00:16<00:15, 5.31it/s] 68/499 4.32G 0.01231 0.01015 0.004932 70 640: 52%|#####2 | 88/168 [00:16<00:15, 5.18it/s] 68/499 4.32G 0.01234 0.01012 0.004963 42 640: 52%|#####2 | 88/168 [00:17<00:15, 5.18it/s] 68/499 4.32G 0.01234 0.01012 0.004963 42 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s] 68/499 4.32G 0.01232 0.01013 0.004933 72 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s] 68/499 4.32G 0.01232 0.01013 0.004933 72 640: 54%|#####3 | 90/168 [00:17<00:14, 5.29it/s] 68/499 4.32G 0.01233 0.01012 0.004935 73 640: 54%|#####3 | 90/168 [00:17<00:14, 5.29it/s] 68/499 4.32G 0.01233 0.01012 0.004935 73 640: 54%|#####4 | 91/168 [00:17<00:14, 5.17it/s] 68/499 4.32G 0.01232 0.01014 0.004946 77 640: 54%|#####4 | 91/168 [00:17<00:14, 5.17it/s] 68/499 4.32G 0.01232 0.01014 0.004946 77 640: 55%|#####4 | 92/168 [00:17<00:14, 5.25it/s] 68/499 4.32G 0.01234 0.01015 0.00492 66 640: 55%|#####4 | 92/168 [00:17<00:14, 5.25it/s] 68/499 4.32G 0.01234 0.01015 0.00492 66 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s] 68/499 4.32G 0.01233 0.01019 0.004911 76 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s] 68/499 4.32G 0.01233 0.01019 0.004911 76 640: 56%|#####5 | 94/168 [00:17<00:14, 5.17it/s] 68/499 4.32G 0.01236 0.0102 0.004907 65 640: 56%|#####5 | 94/168 [00:18<00:14, 5.17it/s] 68/499 4.32G 0.01236 0.0102 0.004907 65 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s] 68/499 4.32G 0.01236 0.01021 0.004879 63 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s] 68/499 4.32G 0.01236 0.01021 0.004879 63 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s] 68/499 4.32G 0.01238 0.01021 0.004897 64 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s] 68/499 4.32G 0.01238 0.01021 0.004897 64 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s] 68/499 4.32G 0.01238 0.01021 0.004906 68 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s] 68/499 4.32G 0.01238 0.01021 0.004906 68 640: 58%|#####8 | 98/168 [00:18<00:13, 5.25it/s] 68/499 4.32G 0.01237 0.0102 0.0049 66 640: 58%|#####8 | 98/168 [00:18<00:13, 5.25it/s] 68/499 4.32G 0.01237 0.0102 0.0049 66 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s] 68/499 4.32G 0.01236 0.01019 0.004901 65 640: 59%|#####8 | 99/168 [00:19<00:12, 5.33it/s] 68/499 4.32G 0.01236 0.01019 0.004901 65 640: 60%|#####9 | 100/168 [00:19<00:13, 5.18it/s] 68/499 4.32G 0.01235 0.01021 0.004888 70 640: 60%|#####9 | 100/168 [00:19<00:13, 5.18it/s] 68/499 4.32G 0.01235 0.01021 0.004888 70 640: 60%|###### | 101/168 [00:19<00:12, 5.25it/s] 68/499 4.32G 0.01235 0.0102 0.004875 67 640: 60%|###### | 101/168 [00:19<00:12, 5.25it/s] 68/499 4.32G 0.01235 0.0102 0.004875 67 640: 61%|###### | 102/168 [00:19<00:12, 5.24it/s] 68/499 4.32G 0.01236 0.0102 0.004886 66 640: 61%|###### | 102/168 [00:19<00:12, 5.24it/s] 68/499 4.32G 0.01236 0.0102 0.004886 66 640: 61%|######1 | 103/168 [00:19<00:12, 5.13it/s] 68/499 4.32G 0.01235 0.01019 0.004885 73 640: 61%|######1 | 103/168 [00:19<00:12, 5.13it/s] 68/499 4.32G 0.01235 0.01019 0.004885 73 640: 62%|######1 | 104/168 [00:19<00:12, 5.23it/s] 68/499 4.32G 0.01234 0.0102 0.004878 73 640: 62%|######1 | 104/168 [00:20<00:12, 5.23it/s] 68/499 4.32G 0.01234 0.0102 0.004878 73 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s] 68/499 4.32G 0.01235 0.01021 0.004871 73 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s] 68/499 4.32G 0.01235 0.01021 0.004871 73 640: 63%|######3 | 106/168 [00:20<00:12, 5.13it/s] 68/499 4.32G 0.01234 0.0102 0.004878 61 640: 63%|######3 | 106/168 [00:20<00:12, 5.13it/s] 68/499 4.32G 0.01234 0.0102 0.004878 61 640: 64%|######3 | 107/168 [00:20<00:11, 5.17it/s] 68/499 4.32G 0.01233 0.01018 0.004889 64 640: 64%|######3 | 107/168 [00:20<00:11, 5.17it/s] 68/499 4.32G 0.01233 0.01018 0.004889 64 640: 64%|######4 | 108/168 [00:20<00:11, 5.24it/s] 68/499 4.32G 0.01233 0.01019 0.004882 75 640: 64%|######4 | 108/168 [00:20<00:11, 5.24it/s] 68/499 4.32G 0.01233 0.01019 0.004882 75 640: 65%|######4 | 109/168 [00:20<00:11, 5.14it/s] 68/499 4.32G 0.01232 0.0102 0.004846 72 640: 65%|######4 | 109/168 [00:21<00:11, 5.14it/s] 68/499 4.32G 0.01232 0.0102 0.004846 72 640: 65%|######5 | 110/168 [00:21<00:11, 5.23it/s] 68/499 4.32G 0.01231 0.0102 0.004836 73 640: 65%|######5 | 110/168 [00:21<00:11, 5.23it/s] 68/499 4.32G 0.01231 0.0102 0.004836 73 640: 66%|######6 | 111/168 [00:21<00:10, 5.28it/s] 68/499 4.32G 0.01231 0.01019 0.004845 65 640: 66%|######6 | 111/168 [00:21<00:10, 5.28it/s] 68/499 4.32G 0.01231 0.01019 0.004845 65 640: 67%|######6 | 112/168 [00:21<00:10, 5.11it/s] 68/499 4.32G 0.01233 0.01019 0.004877 60 640: 67%|######6 | 112/168 [00:21<00:10, 5.11it/s] 68/499 4.32G 0.01233 0.01019 0.004877 60 640: 67%|######7 | 113/168 [00:21<00:10, 5.20it/s] 68/499 4.32G 0.01232 0.01019 0.004876 76 640: 67%|######7 | 113/168 [00:21<00:10, 5.20it/s] 68/499 4.32G 0.01232 0.01019 0.004876 76 640: 68%|######7 | 114/168 [00:21<00:10, 5.26it/s] 68/499 4.32G 0.01231 0.01019 0.004862 61 640: 68%|######7 | 114/168 [00:22<00:10, 5.26it/s] 68/499 4.32G 0.01231 0.01019 0.004862 61 640: 68%|######8 | 115/168 [00:22<00:10, 5.13it/s] 68/499 4.32G 0.01232 0.01022 0.004858 91 640: 68%|######8 | 115/168 [00:22<00:10, 5.13it/s] 68/499 4.32G 0.01232 0.01022 0.004858 91 640: 69%|######9 | 116/168 [00:22<00:09, 5.23it/s] 68/499 4.32G 0.01232 0.01024 0.004858 89 640: 69%|######9 | 116/168 [00:22<00:09, 5.23it/s] 68/499 4.32G 0.01232 0.01024 0.004858 89 640: 70%|######9 | 117/168 [00:22<00:09, 5.31it/s] 68/499 4.32G 0.01233 0.01022 0.004854 49 640: 70%|######9 | 117/168 [00:22<00:09, 5.31it/s] 68/499 4.32G 0.01233 0.01022 0.004854 49 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s] 68/499 4.32G 0.01232 0.01021 0.004862 78 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s] 68/499 4.32G 0.01232 0.01021 0.004862 78 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s] 68/499 4.32G 0.01233 0.01025 0.004866 96 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s] 68/499 4.32G 0.01233 0.01025 0.004866 96 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s] 68/499 4.32G 0.01233 0.01021 0.004922 38 640: 71%|#######1 | 120/168 [00:23<00:08, 5.34it/s] 68/499 4.32G 0.01233 0.01021 0.004922 38 640: 72%|#######2 | 121/168 [00:23<00:09, 5.20it/s] 68/499 4.32G 0.01232 0.01019 0.004917 57 640: 72%|#######2 | 121/168 [00:23<00:09, 5.20it/s] 68/499 4.32G 0.01232 0.01019 0.004917 57 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s] 68/499 4.32G 0.01233 0.01019 0.004902 58 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s] 68/499 4.32G 0.01233 0.01019 0.004902 58 640: 73%|#######3 | 123/168 [00:23<00:08, 5.27it/s] 68/499 4.32G 0.01232 0.0102 0.004893 76 640: 73%|#######3 | 123/168 [00:23<00:08, 5.27it/s] 68/499 4.32G 0.01232 0.0102 0.004893 76 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s] 68/499 4.32G 0.01232 0.01019 0.004886 53 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s] 68/499 4.32G 0.01232 0.01019 0.004886 53 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s] 68/499 4.32G 0.01232 0.01017 0.00489 59 640: 74%|#######4 | 125/168 [00:24<00:08, 5.26it/s] 68/499 4.32G 0.01232 0.01017 0.00489 59 640: 75%|#######5 | 126/168 [00:24<00:07, 5.31it/s] 68/499 4.32G 0.01231 0.01016 0.004883 67 640: 75%|#######5 | 126/168 [00:24<00:07, 5.31it/s] 68/499 4.32G 0.01231 0.01016 0.004883 67 640: 76%|#######5 | 127/168 [00:24<00:07, 5.16it/s] 68/499 4.32G 0.0123 0.01017 0.004872 71 640: 76%|#######5 | 127/168 [00:24<00:07, 5.16it/s] 68/499 4.32G 0.0123 0.01017 0.004872 71 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s] 68/499 4.32G 0.01231 0.0102 0.004852 94 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s] 68/499 4.32G 0.01231 0.0102 0.004852 94 640: 77%|#######6 | 129/168 [00:24<00:07, 5.32it/s] 68/499 4.32G 0.01229 0.01018 0.004851 67 640: 77%|#######6 | 129/168 [00:24<00:07, 5.32it/s] 68/499 4.32G 0.01229 0.01018 0.004851 67 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s] 68/499 4.32G 0.01229 0.01019 0.004855 80 640: 77%|#######7 | 130/168 [00:25<00:07, 5.17it/s] 68/499 4.32G 0.01229 0.01019 0.004855 80 640: 78%|#######7 | 131/168 [00:25<00:07, 5.24it/s] 68/499 4.32G 0.0123 0.01019 0.004851 65 640: 78%|#######7 | 131/168 [00:25<00:07, 5.24it/s] 68/499 4.32G 0.0123 0.01019 0.004851 65 640: 79%|#######8 | 132/168 [00:25<00:06, 5.31it/s] 68/499 4.32G 0.01229 0.01018 0.00484 58 640: 79%|#######8 | 132/168 [00:25<00:06, 5.31it/s] 68/499 4.32G 0.01229 0.01018 0.00484 58 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s] 68/499 4.32G 0.01229 0.01019 0.004835 69 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s] 68/499 4.32G 0.01229 0.01019 0.004835 69 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s] 68/499 4.32G 0.01229 0.01019 0.004834 68 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s] 68/499 4.32G 0.01229 0.01019 0.004834 68 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s] 68/499 4.32G 0.0123 0.01019 0.004831 69 640: 80%|######## | 135/168 [00:26<00:06, 5.34it/s] 68/499 4.32G 0.0123 0.01019 0.004831 69 640: 81%|######## | 136/168 [00:26<00:06, 5.21it/s] 68/499 4.32G 0.0123 0.0102 0.004819 79 640: 81%|######## | 136/168 [00:26<00:06, 5.21it/s] 68/499 4.32G 0.0123 0.0102 0.004819 79 640: 82%|########1 | 137/168 [00:26<00:05, 5.30it/s] 68/499 4.32G 0.01231 0.0102 0.00486 65 640: 82%|########1 | 137/168 [00:26<00:05, 5.30it/s] 68/499 4.32G 0.01231 0.0102 0.00486 65 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s] 68/499 4.32G 0.01229 0.01019 0.00484 54 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s] 68/499 4.32G 0.01229 0.01019 0.00484 54 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s] 68/499 4.32G 0.0123 0.01018 0.004855 63 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s] 68/499 4.32G 0.0123 0.01018 0.004855 63 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s] 68/499 4.32G 0.01229 0.01018 0.00486 63 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s] 68/499 4.32G 0.01229 0.01018 0.00486 63 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s] 68/499 4.32G 0.01229 0.01019 0.004862 80 640: 84%|########3 | 141/168 [00:27<00:05, 5.33it/s] 68/499 4.32G 0.01229 0.01019 0.004862 80 640: 85%|########4 | 142/168 [00:27<00:04, 5.21it/s] 68/499 4.32G 0.01228 0.01018 0.004865 69 640: 85%|########4 | 142/168 [00:27<00:04, 5.21it/s] 68/499 4.32G 0.01228 0.01018 0.004865 69 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s] 68/499 4.32G 0.0123 0.01019 0.004868 66 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s] 68/499 4.32G 0.0123 0.01019 0.004868 66 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s] 68/499 4.32G 0.01229 0.01018 0.004851 66 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s] 68/499 4.32G 0.01229 0.01018 0.004851 66 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s] 68/499 4.32G 0.01228 0.01018 0.004853 57 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s] 68/499 4.32G 0.01228 0.01018 0.004853 57 640: 87%|########6 | 146/168 [00:27<00:04, 5.24it/s] 68/499 4.32G 0.01229 0.01018 0.004874 59 640: 87%|########6 | 146/168 [00:28<00:04, 5.24it/s] 68/499 4.32G 0.01229 0.01018 0.004874 59 640: 88%|########7 | 147/168 [00:28<00:03, 5.32it/s] 68/499 4.32G 0.0123 0.01018 0.004891 71 640: 88%|########7 | 147/168 [00:28<00:03, 5.32it/s] 68/499 4.32G 0.0123 0.01018 0.004891 71 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s] 68/499 4.32G 0.0123 0.01018 0.004892 78 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s] 68/499 4.32G 0.0123 0.01018 0.004892 78 640: 89%|########8 | 149/168 [00:28<00:03, 5.22it/s] 68/499 4.32G 0.01231 0.0102 0.00488 69 640: 89%|########8 | 149/168 [00:28<00:03, 5.22it/s] 68/499 4.32G 0.01231 0.0102 0.00488 69 640: 89%|########9 | 150/168 [00:28<00:03, 5.26it/s] 68/499 4.32G 0.01231 0.01019 0.004901 61 640: 89%|########9 | 150/168 [00:28<00:03, 5.26it/s] 68/499 4.32G 0.01231 0.01019 0.004901 61 640: 90%|########9 | 151/168 [00:28<00:03, 5.13it/s] 68/499 4.32G 0.01232 0.01019 0.004894 50 640: 90%|########9 | 151/168 [00:29<00:03, 5.13it/s] 68/499 4.32G 0.01232 0.01019 0.004894 50 640: 90%|######### | 152/168 [00:29<00:03, 5.24it/s] 68/499 4.32G 0.01231 0.01019 0.00489 66 640: 90%|######### | 152/168 [00:29<00:03, 5.24it/s] 68/499 4.32G 0.01231 0.01019 0.00489 66 640: 91%|#########1| 153/168 [00:29<00:02, 5.33it/s] 68/499 4.32G 0.0123 0.01019 0.004875 73 640: 91%|#########1| 153/168 [00:29<00:02, 5.33it/s] 68/499 4.32G 0.0123 0.01019 0.004875 73 640: 92%|#########1| 154/168 [00:29<00:02, 5.17it/s] 68/499 4.32G 0.01231 0.01019 0.004875 58 640: 92%|#########1| 154/168 [00:29<00:02, 5.17it/s] 68/499 4.32G 0.01231 0.01019 0.004875 58 640: 92%|#########2| 155/168 [00:29<00:02, 5.27it/s] 68/499 4.32G 0.0123 0.01018 0.004865 73 640: 92%|#########2| 155/168 [00:29<00:02, 5.27it/s] 68/499 4.32G 0.0123 0.01018 0.004865 73 640: 93%|#########2| 156/168 [00:29<00:02, 5.32it/s] 68/499 4.32G 0.01229 0.01019 0.004877 81 640: 93%|#########2| 156/168 [00:30<00:02, 5.32it/s] 68/499 4.32G 0.01229 0.01019 0.004877 81 640: 93%|#########3| 157/168 [00:30<00:02, 5.18it/s] 68/499 4.32G 0.01231 0.01018 0.004868 54 640: 93%|#########3| 157/168 [00:30<00:02, 5.18it/s] 68/499 4.32G 0.01231 0.01018 0.004868 54 640: 94%|#########4| 158/168 [00:30<00:01, 5.27it/s] 68/499 4.32G 0.01232 0.01018 0.004849 61 640: 94%|#########4| 158/168 [00:30<00:01, 5.27it/s] 68/499 4.32G 0.01232 0.01018 0.004849 61 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s] 68/499 4.32G 0.01231 0.01017 0.004853 63 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s] 68/499 4.32G 0.01231 0.01017 0.004853 63 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s] 68/499 4.32G 0.0123 0.01017 0.004862 87 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s] 68/499 4.32G 0.0123 0.01017 0.004862 87 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s] 68/499 4.32G 0.01229 0.01017 0.004872 65 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s] 68/499 4.32G 0.01229 0.01017 0.004872 65 640: 96%|#########6| 162/168 [00:30<00:01, 5.32it/s] 68/499 4.32G 0.01228 0.01016 0.004902 72 640: 96%|#########6| 162/168 [00:31<00:01, 5.32it/s] 68/499 4.32G 0.01228 0.01016 0.004902 72 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s] 68/499 4.32G 0.01227 0.01016 0.004898 73 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s] 68/499 4.32G 0.01227 0.01016 0.004898 73 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s] 68/499 4.32G 0.01228 0.01016 0.004892 62 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s] 68/499 4.32G 0.01228 0.01016 0.004892 62 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s] 68/499 4.32G 0.01228 0.01015 0.004927 61 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s] 68/499 4.32G 0.01228 0.01015 0.004927 61 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s] 68/499 4.32G 0.01227 0.01014 0.004925 60 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s] 68/499 4.32G 0.01227 0.01014 0.004925 60 640: 99%|#########9| 167/168 [00:31<00:00, 5.28it/s] 68/499 4.32G 0.01226 0.01013 0.004915 31 640: 99%|#########9| 167/168 [00:32<00:00, 5.28it/s] 68/499 4.32G 0.01226 0.01013 0.004915 31 640: 100%|##########| 168/168 [00:32<00:00, 5.47it/s] 68/499 4.32G 0.01226 0.01013 0.004915 31 640: 100%|##########| 168/168 [00:32<00:00, 5.24it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.774 0.857 0.852 0.73 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 69/499 4.32G 0.01241 0.007865 0.007312 57 640: 0%| | 0/168 [00:00<?, ?it/s] 69/499 4.32G 0.01241 0.007865 0.007312 57 640: 1%| | 1/168 [00:00<00:33, 4.92it/s] 69/499 4.32G 0.01211 0.007979 0.005451 61 640: 1%| | 1/168 [00:00<00:33, 4.92it/s] 69/499 4.32G 0.01211 0.007979 0.005451 61 640: 1%|1 | 2/168 [00:00<00:31, 5.19it/s] 69/499 4.32G 0.01266 0.008812 0.005207 61 640: 1%|1 | 2/168 [00:00<00:31, 5.19it/s] 69/499 4.32G 0.01266 0.008812 0.005207 61 640: 2%|1 | 3/168 [00:00<00:30, 5.36it/s] 69/499 4.32G 0.01246 0.009069 0.005434 79 640: 2%|1 | 3/168 [00:00<00:30, 5.36it/s] 69/499 4.32G 0.01246 0.009069 0.005434 79 640: 2%|2 | 4/168 [00:00<00:31, 5.15it/s] 69/499 4.32G 0.01242 0.009576 0.005555 74 640: 2%|2 | 4/168 [00:00<00:31, 5.15it/s] 69/499 4.32G 0.01242 0.009576 0.005555 74 640: 3%|2 | 5/168 [00:00<00:30, 5.28it/s] 69/499 4.32G 0.01239 0.009607 0.00589 61 640: 3%|2 | 5/168 [00:01<00:30, 5.28it/s] 69/499 4.32G 0.01239 0.009607 0.00589 61 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s] 69/499 4.32G 0.01233 0.009802 0.005549 77 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s] 69/499 4.32G 0.01233 0.009802 0.005549 77 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s] 69/499 4.32G 0.0124 0.009786 0.005634 59 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s] 69/499 4.32G 0.0124 0.009786 0.005634 59 640: 5%|4 | 8/168 [00:01<00:30, 5.31it/s] 69/499 4.32G 0.01231 0.009802 0.005496 69 640: 5%|4 | 8/168 [00:01<00:30, 5.31it/s] 69/499 4.32G 0.01231 0.009802 0.005496 69 640: 5%|5 | 9/168 [00:01<00:29, 5.35it/s] 69/499 4.32G 0.01219 0.009865 0.005552 68 640: 5%|5 | 9/168 [00:01<00:29, 5.35it/s] 69/499 4.32G 0.01219 0.009865 0.005552 68 640: 6%|5 | 10/168 [00:01<00:30, 5.21it/s] 69/499 4.32G 0.0121 0.009939 0.005559 74 640: 6%|5 | 10/168 [00:02<00:30, 5.21it/s] 69/499 4.32G 0.0121 0.009939 0.005559 74 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s] 69/499 4.32G 0.01214 0.009767 0.005337 45 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s] 69/499 4.32G 0.01214 0.009767 0.005337 45 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s] 69/499 4.32G 0.01217 0.009724 0.005177 67 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s] 69/499 4.32G 0.01217 0.009724 0.005177 67 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s] 69/499 4.32G 0.01227 0.009872 0.004974 71 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s] 69/499 4.32G 0.01227 0.009872 0.004974 71 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s] 69/499 4.32G 0.01221 0.009909 0.004959 82 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s] 69/499 4.32G 0.01221 0.009909 0.004959 82 640: 9%|8 | 15/168 [00:02<00:28, 5.34it/s] 69/499 4.32G 0.01215 0.009876 0.004826 64 640: 9%|8 | 15/168 [00:03<00:28, 5.34it/s] 69/499 4.32G 0.01215 0.009876 0.004826 64 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s] 69/499 4.32G 0.01215 0.009863 0.004816 63 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s] 69/499 4.32G 0.01215 0.009863 0.004816 63 640: 10%|# | 17/168 [00:03<00:28, 5.24it/s] 69/499 4.32G 0.01212 0.009864 0.004659 65 640: 10%|# | 17/168 [00:03<00:28, 5.24it/s] 69/499 4.32G 0.01212 0.009864 0.004659 65 640: 11%|# | 18/168 [00:03<00:28, 5.32it/s] 69/499 4.32G 0.01217 0.009872 0.00449 66 640: 11%|# | 18/168 [00:03<00:28, 5.32it/s] 69/499 4.32G 0.01217 0.009872 0.00449 66 640: 11%|#1 | 19/168 [00:03<00:28, 5.18it/s] 69/499 4.32G 0.01218 0.009937 0.00452 72 640: 11%|#1 | 19/168 [00:03<00:28, 5.18it/s] 69/499 4.32G 0.01218 0.009937 0.00452 72 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s] 69/499 4.32G 0.01222 0.01005 0.004551 81 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s] 69/499 4.32G 0.01222 0.01005 0.004551 81 640: 12%|#2 | 21/168 [00:03<00:27, 5.32it/s] 69/499 4.32G 0.01224 0.01001 0.004753 69 640: 12%|#2 | 21/168 [00:04<00:27, 5.32it/s] 69/499 4.32G 0.01224 0.01001 0.004753 69 640: 13%|#3 | 22/168 [00:04<00:28, 5.15it/s] 69/499 4.32G 0.01232 0.01009 0.004696 75 640: 13%|#3 | 22/168 [00:04<00:28, 5.15it/s] 69/499 4.32G 0.01232 0.01009 0.004696 75 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s] 69/499 4.32G 0.01237 0.01007 0.00469 56 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s] 69/499 4.32G 0.01237 0.01007 0.00469 56 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s] 69/499 4.32G 0.01236 0.01006 0.004718 70 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s] 69/499 4.32G 0.01236 0.01006 0.004718 70 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s] 69/499 4.32G 0.01241 0.01007 0.004739 63 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s] 69/499 4.32G 0.01241 0.01007 0.004739 63 640: 15%|#5 | 26/168 [00:04<00:27, 5.25it/s] 69/499 4.32G 0.01242 0.01005 0.004699 67 640: 15%|#5 | 26/168 [00:05<00:27, 5.25it/s] 69/499 4.32G 0.01242 0.01005 0.004699 67 640: 16%|#6 | 27/168 [00:05<00:26, 5.32it/s] 69/499 4.32G 0.01233 0.01002 0.004569 56 640: 16%|#6 | 27/168 [00:05<00:26, 5.32it/s] 69/499 4.32G 0.01233 0.01002 0.004569 56 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s] 69/499 4.32G 0.01232 0.009993 0.00468 56 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s] 69/499 4.32G 0.01232 0.009993 0.00468 56 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s] 69/499 4.32G 0.01235 0.009958 0.004696 53 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s] 69/499 4.32G 0.01235 0.009958 0.004696 53 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s] 69/499 4.32G 0.01233 0.009896 0.004681 62 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s] 69/499 4.32G 0.01233 0.009896 0.004681 62 640: 18%|#8 | 31/168 [00:05<00:26, 5.20it/s] 69/499 4.32G 0.0124 0.009901 0.004666 71 640: 18%|#8 | 31/168 [00:06<00:26, 5.20it/s] 69/499 4.32G 0.0124 0.009901 0.004666 71 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s] 69/499 4.32G 0.01245 0.009936 0.00468 66 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s] 69/499 4.32G 0.01245 0.009936 0.00468 66 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s] 69/499 4.32G 0.01244 0.0099 0.004617 70 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s] 69/499 4.32G 0.01244 0.0099 0.004617 70 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s] 69/499 4.32G 0.01243 0.009867 0.004559 56 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s] 69/499 4.32G 0.01243 0.009867 0.004559 56 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s] 69/499 4.32G 0.01243 0.009857 0.004627 64 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s] 69/499 4.32G 0.01243 0.009857 0.004627 64 640: 21%|##1 | 36/168 [00:06<00:24, 5.32it/s] 69/499 4.32G 0.01244 0.009949 0.004636 82 640: 21%|##1 | 36/168 [00:07<00:24, 5.32it/s] 69/499 4.32G 0.01244 0.009949 0.004636 82 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s] 69/499 4.32G 0.01241 0.00992 0.004633 69 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s] 69/499 4.32G 0.01241 0.00992 0.004633 69 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s] 69/499 4.32G 0.01244 0.009933 0.004627 63 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s] 69/499 4.32G 0.01244 0.009933 0.004627 63 640: 23%|##3 | 39/168 [00:07<00:24, 5.31it/s] 69/499 4.32G 0.01242 0.009913 0.004588 54 640: 23%|##3 | 39/168 [00:07<00:24, 5.31it/s] 69/499 4.32G 0.01242 0.009913 0.004588 54 640: 24%|##3 | 40/168 [00:07<00:24, 5.18it/s] 69/499 4.32G 0.01242 0.009994 0.004622 90 640: 24%|##3 | 40/168 [00:07<00:24, 5.18it/s] 69/499 4.32G 0.01242 0.009994 0.004622 90 640: 24%|##4 | 41/168 [00:07<00:24, 5.24it/s] 69/499 4.32G 0.01243 0.01004 0.004765 76 640: 24%|##4 | 41/168 [00:07<00:24, 5.24it/s] 69/499 4.32G 0.01243 0.01004 0.004765 76 640: 25%|##5 | 42/168 [00:07<00:23, 5.31it/s] 69/499 4.32G 0.01242 0.01003 0.004793 66 640: 25%|##5 | 42/168 [00:08<00:23, 5.31it/s] 69/499 4.32G 0.01242 0.01003 0.004793 66 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s] 69/499 4.32G 0.01242 0.01 0.004723 57 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s] 69/499 4.32G 0.01242 0.01 0.004723 57 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s] 69/499 4.32G 0.01245 0.009971 0.004708 58 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s] 69/499 4.32G 0.01245 0.009971 0.004708 58 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s] 69/499 4.32G 0.01245 0.009978 0.00469 69 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s] 69/499 4.32G 0.01245 0.009978 0.00469 69 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s] 69/499 4.32G 0.01247 0.00999 0.004735 72 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s] 69/499 4.32G 0.01247 0.00999 0.004735 72 640: 28%|##7 | 47/168 [00:08<00:22, 5.27it/s] 69/499 4.32G 0.01246 0.01 0.004754 65 640: 28%|##7 | 47/168 [00:09<00:22, 5.27it/s] 69/499 4.32G 0.01246 0.01 0.004754 65 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s] 69/499 4.32G 0.01248 0.01002 0.004703 71 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s] 69/499 4.32G 0.01248 0.01002 0.004703 71 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s] 69/499 4.32G 0.01247 0.01005 0.004706 74 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s] 69/499 4.32G 0.01247 0.01005 0.004706 74 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s] 69/499 4.32G 0.01243 0.01005 0.004682 75 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s] 69/499 4.32G 0.01243 0.01005 0.004682 75 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s] 69/499 4.32G 0.01243 0.01006 0.004668 80 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s] 69/499 4.32G 0.01243 0.01006 0.004668 80 640: 31%|### | 52/168 [00:09<00:22, 5.19it/s] 69/499 4.32G 0.01242 0.01003 0.004675 61 640: 31%|### | 52/168 [00:10<00:22, 5.19it/s] 69/499 4.32G 0.01242 0.01003 0.004675 61 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s] 69/499 4.32G 0.01242 0.01003 0.004764 68 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s] 69/499 4.32G 0.01242 0.01003 0.004764 68 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s] 69/499 4.32G 0.01242 0.01002 0.004764 62 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s] 69/499 4.32G 0.01242 0.01002 0.004764 62 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s] 69/499 4.32G 0.0124 0.01003 0.004751 73 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s] 69/499 4.32G 0.0124 0.01003 0.004751 73 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s] 69/499 4.32G 0.01238 0.01003 0.004715 68 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s] 69/499 4.32G 0.01238 0.01003 0.004715 68 640: 34%|###3 | 57/168 [00:10<00:20, 5.34it/s] 69/499 4.32G 0.01237 0.01006 0.004727 68 640: 34%|###3 | 57/168 [00:11<00:20, 5.34it/s] 69/499 4.32G 0.01237 0.01006 0.004727 68 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s] 69/499 4.32G 0.01238 0.01007 0.004724 70 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s] 69/499 4.32G 0.01238 0.01007 0.004724 70 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s] 69/499 4.32G 0.01238 0.01004 0.004708 53 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s] 69/499 4.32G 0.01238 0.01004 0.004708 53 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s] 69/499 4.32G 0.01239 0.01004 0.004677 70 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s] 69/499 4.32G 0.01239 0.01004 0.004677 70 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s] 69/499 4.32G 0.01243 0.01004 0.004667 52 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s] 69/499 4.32G 0.01243 0.01004 0.004667 52 640: 37%|###6 | 62/168 [00:11<00:20, 5.24it/s] 69/499 4.32G 0.01243 0.01008 0.00465 73 640: 37%|###6 | 62/168 [00:11<00:20, 5.24it/s] 69/499 4.32G 0.01243 0.01008 0.00465 73 640: 38%|###7 | 63/168 [00:11<00:19, 5.32it/s] 69/499 4.32G 0.01244 0.01006 0.004648 65 640: 38%|###7 | 63/168 [00:12<00:19, 5.32it/s] 69/499 4.32G 0.01244 0.01006 0.004648 65 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s] 69/499 4.32G 0.01243 0.01011 0.004604 73 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s] 69/499 4.32G 0.01243 0.01011 0.004604 73 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s] 69/499 4.32G 0.01243 0.01011 0.0046 68 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s] 69/499 4.32G 0.01243 0.01011 0.0046 68 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s] 69/499 4.32G 0.01245 0.01011 0.004594 66 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s] 69/499 4.32G 0.01245 0.01011 0.004594 66 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s] 69/499 4.32G 0.01245 0.01012 0.004556 69 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s] 69/499 4.32G 0.01245 0.01012 0.004556 69 640: 40%|#### | 68/168 [00:12<00:18, 5.27it/s] 69/499 4.32G 0.01245 0.01015 0.004523 78 640: 40%|#### | 68/168 [00:13<00:18, 5.27it/s] 69/499 4.32G 0.01245 0.01015 0.004523 78 640: 41%|####1 | 69/168 [00:13<00:18, 5.34it/s] 69/499 4.32G 0.01243 0.01014 0.004511 57 640: 41%|####1 | 69/168 [00:13<00:18, 5.34it/s] 69/499 4.32G 0.01243 0.01014 0.004511 57 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s] 69/499 4.32G 0.01246 0.01015 0.004591 64 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s] 69/499 4.32G 0.01246 0.01015 0.004591 64 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s] 69/499 4.32G 0.01245 0.01017 0.004627 81 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s] 69/499 4.32G 0.01245 0.01017 0.004627 81 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s] 69/499 4.32G 0.01246 0.01017 0.004603 67 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s] 69/499 4.32G 0.01246 0.01017 0.004603 67 640: 43%|####3 | 73/168 [00:13<00:18, 5.18it/s] 69/499 4.32G 0.01245 0.01015 0.004656 66 640: 43%|####3 | 73/168 [00:14<00:18, 5.18it/s] 69/499 4.32G 0.01245 0.01015 0.004656 66 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s] 69/499 4.32G 0.01244 0.01018 0.004658 74 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s] 69/499 4.32G 0.01244 0.01018 0.004658 74 640: 45%|####4 | 75/168 [00:14<00:17, 5.32it/s] 69/499 4.32G 0.01241 0.01016 0.004637 63 640: 45%|####4 | 75/168 [00:14<00:17, 5.32it/s] 69/499 4.32G 0.01241 0.01016 0.004637 63 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s] 69/499 4.32G 0.01239 0.01015 0.004648 69 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s] 69/499 4.32G 0.01239 0.01015 0.004648 69 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s] 69/499 4.32G 0.01241 0.01017 0.00463 72 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s] 69/499 4.32G 0.01241 0.01017 0.00463 72 640: 46%|####6 | 78/168 [00:14<00:16, 5.33it/s] 69/499 4.32G 0.01241 0.01018 0.004693 76 640: 46%|####6 | 78/168 [00:15<00:16, 5.33it/s] 69/499 4.32G 0.01241 0.01018 0.004693 76 640: 47%|####7 | 79/168 [00:15<00:17, 5.22it/s] 69/499 4.32G 0.01244 0.0102 0.004698 70 640: 47%|####7 | 79/168 [00:15<00:17, 5.22it/s] 69/499 4.32G 0.01244 0.0102 0.004698 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s] 69/499 4.32G 0.01243 0.01019 0.004709 66 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s] 69/499 4.32G 0.01243 0.01019 0.004709 66 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s] 69/499 4.32G 0.01242 0.01017 0.004701 57 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s] 69/499 4.32G 0.01242 0.01017 0.004701 57 640: 49%|####8 | 82/168 [00:15<00:16, 5.12it/s] 69/499 4.32G 0.01243 0.01019 0.004712 72 640: 49%|####8 | 82/168 [00:15<00:16, 5.12it/s] 69/499 4.32G 0.01243 0.01019 0.004712 72 640: 49%|####9 | 83/168 [00:15<00:16, 5.23it/s] 69/499 4.32G 0.01244 0.01019 0.004691 66 640: 49%|####9 | 83/168 [00:15<00:16, 5.23it/s] 69/499 4.32G 0.01244 0.01019 0.004691 66 640: 50%|##### | 84/168 [00:15<00:15, 5.29it/s] 69/499 4.32G 0.01244 0.01019 0.00468 62 640: 50%|##### | 84/168 [00:16<00:15, 5.29it/s] 69/499 4.32G 0.01244 0.01019 0.00468 62 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s] 69/499 4.32G 0.01244 0.01018 0.004727 55 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s] 69/499 4.32G 0.01244 0.01018 0.004727 55 640: 51%|#####1 | 86/168 [00:16<00:15, 5.20it/s] 69/499 4.32G 0.01241 0.01015 0.004717 54 640: 51%|#####1 | 86/168 [00:16<00:15, 5.20it/s] 69/499 4.32G 0.01241 0.01015 0.004717 54 640: 52%|#####1 | 87/168 [00:16<00:15, 5.29it/s] 69/499 4.32G 0.01243 0.01014 0.004749 59 640: 52%|#####1 | 87/168 [00:16<00:15, 5.29it/s] 69/499 4.32G 0.01243 0.01014 0.004749 59 640: 52%|#####2 | 88/168 [00:16<00:15, 5.15it/s] 69/499 4.32G 0.01243 0.01012 0.00476 56 640: 52%|#####2 | 88/168 [00:16<00:15, 5.15it/s] 69/499 4.32G 0.01243 0.01012 0.00476 56 640: 53%|#####2 | 89/168 [00:16<00:15, 5.25it/s] 69/499 4.32G 0.01244 0.01013 0.004766 75 640: 53%|#####2 | 89/168 [00:17<00:15, 5.25it/s] 69/499 4.32G 0.01244 0.01013 0.004766 75 640: 54%|#####3 | 90/168 [00:17<00:14, 5.31it/s] 69/499 4.32G 0.01243 0.01011 0.004735 58 640: 54%|#####3 | 90/168 [00:17<00:14, 5.31it/s] 69/499 4.32G 0.01243 0.01011 0.004735 58 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s] 69/499 4.32G 0.01242 0.01009 0.004757 72 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s] 69/499 4.32G 0.01242 0.01009 0.004757 72 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s] 69/499 4.32G 0.01241 0.01009 0.00475 78 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s] 69/499 4.32G 0.01241 0.01009 0.00475 78 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s] 69/499 4.32G 0.01241 0.01011 0.004734 61 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s] 69/499 4.32G 0.01241 0.01011 0.004734 61 640: 56%|#####5 | 94/168 [00:17<00:14, 5.21it/s] 69/499 4.32G 0.01241 0.01012 0.004734 76 640: 56%|#####5 | 94/168 [00:18<00:14, 5.21it/s] 69/499 4.32G 0.01241 0.01012 0.004734 76 640: 57%|#####6 | 95/168 [00:18<00:13, 5.29it/s] 69/499 4.32G 0.01242 0.01013 0.004742 64 640: 57%|#####6 | 95/168 [00:18<00:13, 5.29it/s] 69/499 4.32G 0.01242 0.01013 0.004742 64 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s] 69/499 4.32G 0.0124 0.01013 0.004749 74 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s] 69/499 4.32G 0.0124 0.01013 0.004749 74 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s] 69/499 4.32G 0.0124 0.01013 0.004736 72 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s] 69/499 4.32G 0.0124 0.01013 0.004736 72 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s] 69/499 4.32G 0.0124 0.01012 0.004742 56 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s] 69/499 4.32G 0.0124 0.01012 0.004742 56 640: 59%|#####8 | 99/168 [00:18<00:12, 5.32it/s] 69/499 4.32G 0.0124 0.01013 0.004737 62 640: 59%|#####8 | 99/168 [00:19<00:12, 5.32it/s] 69/499 4.32G 0.0124 0.01013 0.004737 62 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s] 69/499 4.32G 0.0124 0.01014 0.004703 65 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s] 69/499 4.32G 0.0124 0.01014 0.004703 65 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s] 69/499 4.32G 0.01239 0.01013 0.004677 65 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s] 69/499 4.32G 0.01239 0.01013 0.004677 65 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s] 69/499 4.32G 0.01237 0.01012 0.004666 63 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s] 69/499 4.32G 0.01237 0.01012 0.004666 63 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s] 69/499 4.32G 0.01238 0.01014 0.004692 79 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s] 69/499 4.32G 0.01238 0.01014 0.004692 79 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s] 69/499 4.32G 0.01237 0.01016 0.004668 83 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s] 69/499 4.32G 0.01237 0.01016 0.004668 83 640: 62%|######2 | 105/168 [00:19<00:11, 5.35it/s] 69/499 4.32G 0.01235 0.01014 0.004659 63 640: 62%|######2 | 105/168 [00:20<00:11, 5.35it/s] 69/499 4.32G 0.01235 0.01014 0.004659 63 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s] 69/499 4.32G 0.01236 0.01016 0.004652 74 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s] 69/499 4.32G 0.01236 0.01016 0.004652 74 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s] 69/499 4.32G 0.01235 0.01013 0.004629 50 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s] 69/499 4.32G 0.01235 0.01013 0.004629 50 640: 64%|######4 | 108/168 [00:20<00:11, 5.29it/s] 69/499 4.32G 0.01234 0.01013 0.004649 71 640: 64%|######4 | 108/168 [00:20<00:11, 5.29it/s] 69/499 4.32G 0.01234 0.01013 0.004649 71 640: 65%|######4 | 109/168 [00:20<00:11, 5.15it/s] 69/499 4.32G 0.01232 0.01012 0.004648 61 640: 65%|######4 | 109/168 [00:20<00:11, 5.15it/s] 69/499 4.32G 0.01232 0.01012 0.004648 61 640: 65%|######5 | 110/168 [00:20<00:11, 5.16it/s] 69/499 4.32G 0.01232 0.0101 0.004694 71 640: 65%|######5 | 110/168 [00:21<00:11, 5.16it/s] 69/499 4.32G 0.01232 0.0101 0.004694 71 640: 66%|######6 | 111/168 [00:21<00:10, 5.24it/s] 69/499 4.32G 0.0123 0.01009 0.004706 67 640: 66%|######6 | 111/168 [00:21<00:10, 5.24it/s] 69/499 4.32G 0.0123 0.01009 0.004706 67 640: 67%|######6 | 112/168 [00:21<00:10, 5.10it/s] 69/499 4.32G 0.01231 0.01008 0.004705 58 640: 67%|######6 | 112/168 [00:21<00:10, 5.10it/s] 69/499 4.32G 0.01231 0.01008 0.004705 58 640: 67%|######7 | 113/168 [00:21<00:10, 5.20it/s] 69/499 4.32G 0.01231 0.01006 0.004699 50 640: 67%|######7 | 113/168 [00:21<00:10, 5.20it/s] 69/499 4.32G 0.01231 0.01006 0.004699 50 640: 68%|######7 | 114/168 [00:21<00:10, 5.29it/s] 69/499 4.32G 0.0123 0.01004 0.004712 59 640: 68%|######7 | 114/168 [00:21<00:10, 5.29it/s] 69/499 4.32G 0.0123 0.01004 0.004712 59 640: 68%|######8 | 115/168 [00:21<00:10, 5.17it/s] 69/499 4.32G 0.01229 0.01006 0.004709 71 640: 68%|######8 | 115/168 [00:22<00:10, 5.17it/s] 69/499 4.32G 0.01229 0.01006 0.004709 71 640: 69%|######9 | 116/168 [00:22<00:09, 5.23it/s] 69/499 4.32G 0.01232 0.01005 0.004725 57 640: 69%|######9 | 116/168 [00:22<00:09, 5.23it/s] 69/499 4.32G 0.01232 0.01005 0.004725 57 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s] 69/499 4.32G 0.01231 0.01007 0.00472 80 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s] 69/499 4.32G 0.01231 0.01007 0.00472 80 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s] 69/499 4.32G 0.01231 0.01008 0.004695 71 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s] 69/499 4.32G 0.01231 0.01008 0.004695 71 640: 71%|####### | 119/168 [00:22<00:09, 5.24it/s] 69/499 4.32G 0.01232 0.0101 0.004711 77 640: 71%|####### | 119/168 [00:22<00:09, 5.24it/s] 69/499 4.32G 0.01232 0.0101 0.004711 77 640: 71%|#######1 | 120/168 [00:22<00:09, 5.31it/s] 69/499 4.32G 0.01233 0.01011 0.004766 71 640: 71%|#######1 | 120/168 [00:23<00:09, 5.31it/s] 69/499 4.32G 0.01233 0.01011 0.004766 71 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s] 69/499 4.32G 0.01233 0.01012 0.004771 60 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s] 69/499 4.32G 0.01233 0.01012 0.004771 60 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s] 69/499 4.32G 0.01233 0.01011 0.004802 66 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s] 69/499 4.32G 0.01233 0.01011 0.004802 66 640: 73%|#######3 | 123/168 [00:23<00:08, 5.27it/s] 69/499 4.32G 0.01234 0.0101 0.004808 61 640: 73%|#######3 | 123/168 [00:23<00:08, 5.27it/s] 69/499 4.32G 0.01234 0.0101 0.004808 61 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s] 69/499 4.32G 0.01235 0.01009 0.004816 56 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s] 69/499 4.32G 0.01235 0.01009 0.004816 56 640: 74%|#######4 | 125/168 [00:23<00:08, 5.24it/s] 69/499 4.32G 0.01237 0.0101 0.004819 70 640: 74%|#######4 | 125/168 [00:23<00:08, 5.24it/s] 69/499 4.32G 0.01237 0.0101 0.004819 70 640: 75%|#######5 | 126/168 [00:23<00:07, 5.31it/s] 69/499 4.32G 0.01237 0.01012 0.004838 86 640: 75%|#######5 | 126/168 [00:24<00:07, 5.31it/s] 69/499 4.32G 0.01237 0.01012 0.004838 86 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s] 69/499 4.32G 0.01237 0.01013 0.004826 69 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s] 69/499 4.32G 0.01237 0.01013 0.004826 69 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s] 69/499 4.32G 0.01236 0.01013 0.004831 81 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s] 69/499 4.32G 0.01236 0.01013 0.004831 81 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s] 69/499 4.32G 0.01236 0.01015 0.004831 75 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s] 69/499 4.32G 0.01236 0.01015 0.004831 75 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s] 69/499 4.32G 0.01237 0.01015 0.004824 65 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s] 69/499 4.32G 0.01237 0.01015 0.004824 65 640: 78%|#######7 | 131/168 [00:24<00:07, 5.28it/s] 69/499 4.32G 0.01236 0.01016 0.004825 72 640: 78%|#######7 | 131/168 [00:25<00:07, 5.28it/s] 69/499 4.32G 0.01236 0.01016 0.004825 72 640: 79%|#######8 | 132/168 [00:25<00:06, 5.33it/s] 69/499 4.32G 0.01236 0.01017 0.004822 80 640: 79%|#######8 | 132/168 [00:25<00:06, 5.33it/s] 69/499 4.32G 0.01236 0.01017 0.004822 80 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s] 69/499 4.32G 0.01236 0.01017 0.004829 68 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s] 69/499 4.32G 0.01236 0.01017 0.004829 68 640: 80%|#######9 | 134/168 [00:25<00:06, 5.22it/s] 69/499 4.32G 0.01236 0.01015 0.004832 65 640: 80%|#######9 | 134/168 [00:25<00:06, 5.22it/s] 69/499 4.32G 0.01236 0.01015 0.004832 65 640: 80%|######## | 135/168 [00:25<00:06, 5.30it/s] 69/499 4.32G 0.01236 0.01018 0.00483 84 640: 80%|######## | 135/168 [00:25<00:06, 5.30it/s] 69/499 4.32G 0.01236 0.01018 0.00483 84 640: 81%|######## | 136/168 [00:25<00:06, 5.17it/s] 69/499 4.32G 0.01236 0.01019 0.00482 72 640: 81%|######## | 136/168 [00:26<00:06, 5.17it/s] 69/499 4.32G 0.01236 0.01019 0.00482 72 640: 82%|########1 | 137/168 [00:26<00:05, 5.20it/s] 69/499 4.32G 0.01235 0.01018 0.004809 53 640: 82%|########1 | 137/168 [00:26<00:05, 5.20it/s] 69/499 4.32G 0.01235 0.01018 0.004809 53 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s] 69/499 4.32G 0.01236 0.01018 0.004835 61 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s] 69/499 4.32G 0.01236 0.01018 0.004835 61 640: 83%|########2 | 139/168 [00:26<00:05, 5.13it/s] 69/499 4.32G 0.01235 0.01017 0.004826 63 640: 83%|########2 | 139/168 [00:26<00:05, 5.13it/s] 69/499 4.32G 0.01235 0.01017 0.004826 63 640: 83%|########3 | 140/168 [00:26<00:05, 5.24it/s] 69/499 4.32G 0.01236 0.01014 0.004805 47 640: 83%|########3 | 140/168 [00:26<00:05, 5.24it/s] 69/499 4.32G 0.01236 0.01014 0.004805 47 640: 84%|########3 | 141/168 [00:26<00:05, 5.31it/s] 69/499 4.32G 0.01235 0.01014 0.004812 68 640: 84%|########3 | 141/168 [00:27<00:05, 5.31it/s] 69/499 4.32G 0.01235 0.01014 0.004812 68 640: 85%|########4 | 142/168 [00:27<00:04, 5.20it/s] 69/499 4.32G 0.01236 0.01016 0.004811 83 640: 85%|########4 | 142/168 [00:27<00:04, 5.20it/s] 69/499 4.32G 0.01236 0.01016 0.004811 83 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s] 69/499 4.32G 0.01237 0.01016 0.00482 72 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s] 69/499 4.32G 0.01237 0.01016 0.00482 72 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s] 69/499 4.32G 0.01237 0.01016 0.004815 65 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s] 69/499 4.32G 0.01237 0.01016 0.004815 65 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s] 69/499 4.32G 0.01238 0.01016 0.004816 67 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s] 69/499 4.32G 0.01238 0.01016 0.004816 67 640: 87%|########6 | 146/168 [00:27<00:04, 5.24it/s] 69/499 4.32G 0.01238 0.01018 0.004805 74 640: 87%|########6 | 146/168 [00:27<00:04, 5.24it/s] 69/499 4.32G 0.01238 0.01018 0.004805 74 640: 88%|########7 | 147/168 [00:27<00:03, 5.26it/s] 69/499 4.32G 0.01239 0.01019 0.00486 72 640: 88%|########7 | 147/168 [00:28<00:03, 5.26it/s] 69/499 4.32G 0.01239 0.01019 0.00486 72 640: 88%|########8 | 148/168 [00:28<00:03, 5.12it/s] 69/499 4.32G 0.0124 0.0102 0.004888 84 640: 88%|########8 | 148/168 [00:28<00:03, 5.12it/s] 69/499 4.32G 0.0124 0.0102 0.004888 84 640: 89%|########8 | 149/168 [00:28<00:03, 5.22it/s] 69/499 4.32G 0.0124 0.01022 0.004886 80 640: 89%|########8 | 149/168 [00:28<00:03, 5.22it/s] 69/499 4.32G 0.0124 0.01022 0.004886 80 640: 89%|########9 | 150/168 [00:28<00:03, 5.28it/s] 69/499 4.32G 0.01241 0.01022 0.004894 63 640: 89%|########9 | 150/168 [00:28<00:03, 5.28it/s] 69/499 4.32G 0.01241 0.01022 0.004894 63 640: 90%|########9 | 151/168 [00:28<00:03, 5.15it/s] 69/499 4.32G 0.01241 0.01022 0.004899 59 640: 90%|########9 | 151/168 [00:28<00:03, 5.15it/s] 69/499 4.32G 0.01241 0.01022 0.004899 59 640: 90%|######### | 152/168 [00:28<00:03, 5.24it/s] 69/499 4.32G 0.01241 0.01021 0.004907 53 640: 90%|######### | 152/168 [00:29<00:03, 5.24it/s] 69/499 4.32G 0.01241 0.01021 0.004907 53 640: 91%|#########1| 153/168 [00:29<00:02, 5.33it/s] 69/499 4.32G 0.01242 0.01021 0.004907 70 640: 91%|#########1| 153/168 [00:29<00:02, 5.33it/s] 69/499 4.32G 0.01242 0.01021 0.004907 70 640: 92%|#########1| 154/168 [00:29<00:02, 5.18it/s] 69/499 4.32G 0.01243 0.01022 0.004904 65 640: 92%|#########1| 154/168 [00:29<00:02, 5.18it/s] 69/499 4.32G 0.01243 0.01022 0.004904 65 640: 92%|#########2| 155/168 [00:29<00:02, 5.25it/s] 69/499 4.32G 0.01243 0.01022 0.004928 75 640: 92%|#########2| 155/168 [00:29<00:02, 5.25it/s] 69/499 4.32G 0.01243 0.01022 0.004928 75 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s] 69/499 4.32G 0.01244 0.01023 0.004906 68 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s] 69/499 4.32G 0.01244 0.01023 0.004906 68 640: 93%|#########3| 157/168 [00:29<00:02, 5.17it/s] 69/499 4.32G 0.01245 0.01023 0.004919 67 640: 93%|#########3| 157/168 [00:30<00:02, 5.17it/s] 69/499 4.32G 0.01245 0.01023 0.004919 67 640: 94%|#########4| 158/168 [00:30<00:01, 5.21it/s] 69/499 4.32G 0.01245 0.01024 0.004913 75 640: 94%|#########4| 158/168 [00:30<00:01, 5.21it/s] 69/499 4.32G 0.01245 0.01024 0.004913 75 640: 95%|#########4| 159/168 [00:30<00:01, 5.28it/s] 69/499 4.32G 0.01245 0.01024 0.004904 59 640: 95%|#########4| 159/168 [00:30<00:01, 5.28it/s] 69/499 4.32G 0.01245 0.01024 0.004904 59 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s] 69/499 4.32G 0.01245 0.01024 0.004904 63 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s] 69/499 4.32G 0.01245 0.01024 0.004904 63 640: 96%|#########5| 161/168 [00:30<00:01, 5.23it/s] 69/499 4.32G 0.01245 0.01023 0.00491 59 640: 96%|#########5| 161/168 [00:30<00:01, 5.23it/s] 69/499 4.32G 0.01245 0.01023 0.00491 59 640: 96%|#########6| 162/168 [00:30<00:01, 5.29it/s] 69/499 4.32G 0.01245 0.01024 0.004907 60 640: 96%|#########6| 162/168 [00:31<00:01, 5.29it/s] 69/499 4.32G 0.01245 0.01024 0.004907 60 640: 97%|#########7| 163/168 [00:31<00:00, 5.15it/s] 69/499 4.32G 0.01244 0.01024 0.004899 69 640: 97%|#########7| 163/168 [00:31<00:00, 5.15it/s] 69/499 4.32G 0.01244 0.01024 0.004899 69 640: 98%|#########7| 164/168 [00:31<00:00, 5.23it/s] 69/499 4.32G 0.01245 0.01024 0.00488 53 640: 98%|#########7| 164/168 [00:31<00:00, 5.23it/s] 69/499 4.32G 0.01245 0.01024 0.00488 53 640: 98%|#########8| 165/168 [00:31<00:00, 5.31it/s] 69/499 4.32G 0.01245 0.01025 0.004864 66 640: 98%|#########8| 165/168 [00:31<00:00, 5.31it/s] 69/499 4.32G 0.01245 0.01025 0.004864 66 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s] 69/499 4.32G 0.01244 0.01023 0.00487 69 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s] 69/499 4.32G 0.01244 0.01023 0.00487 69 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s] 69/499 4.32G 0.01245 0.01024 0.004864 27 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s] 69/499 4.32G 0.01245 0.01024 0.004864 27 640: 100%|##########| 168/168 [00:31<00:00, 5.45it/s] 69/499 4.32G 0.01245 0.01024 0.004864 27 640: 100%|##########| 168/168 [00:31<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.817 0.808 0.846 0.732 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 70/499 4.32G 0.01453 0.0118 0.001579 66 640: 0%| | 0/168 [00:00<?, ?it/s] 70/499 4.32G 0.01453 0.0118 0.001579 66 640: 1%| | 1/168 [00:00<00:35, 4.69it/s] 70/499 4.32G 0.01376 0.01138 0.002396 70 640: 1%| | 1/168 [00:00<00:35, 4.69it/s] 70/499 4.32G 0.01376 0.01138 0.002396 70 640: 1%|1 | 2/168 [00:00<00:32, 5.13it/s] 70/499 4.32G 0.01274 0.01082 0.003207 77 640: 1%|1 | 2/168 [00:00<00:32, 5.13it/s] 70/499 4.32G 0.01274 0.01082 0.003207 77 640: 2%|1 | 3/168 [00:00<00:31, 5.30it/s] 70/499 4.32G 0.01258 0.01016 0.003471 57 640: 2%|1 | 3/168 [00:00<00:31, 5.30it/s] 70/499 4.32G 0.01258 0.01016 0.003471 57 640: 2%|2 | 4/168 [00:00<00:31, 5.15it/s] 70/499 4.32G 0.01266 0.01073 0.003554 76 640: 2%|2 | 4/168 [00:00<00:31, 5.15it/s] 70/499 4.32G 0.01266 0.01073 0.003554 76 640: 3%|2 | 5/168 [00:00<00:31, 5.23it/s] 70/499 4.32G 0.0128 0.01058 0.003478 64 640: 3%|2 | 5/168 [00:01<00:31, 5.23it/s] 70/499 4.32G 0.0128 0.01058 0.003478 64 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s] 70/499 4.32G 0.01262 0.01055 0.004126 71 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s] 70/499 4.32G 0.01262 0.01055 0.004126 71 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s] 70/499 4.32G 0.01293 0.01027 0.004384 55 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s] 70/499 4.32G 0.01293 0.01027 0.004384 55 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s] 70/499 4.32G 0.01296 0.01045 0.004488 79 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s] 70/499 4.32G 0.01296 0.01045 0.004488 79 640: 5%|5 | 9/168 [00:01<00:29, 5.33it/s] 70/499 4.32G 0.01291 0.01056 0.004576 70 640: 5%|5 | 9/168 [00:01<00:29, 5.33it/s] 70/499 4.32G 0.01291 0.01056 0.004576 70 640: 6%|5 | 10/168 [00:01<00:30, 5.18it/s] 70/499 4.32G 0.01301 0.01044 0.004603 53 640: 6%|5 | 10/168 [00:02<00:30, 5.18it/s] 70/499 4.32G 0.01301 0.01044 0.004603 53 640: 7%|6 | 11/168 [00:02<00:30, 5.23it/s] 70/499 4.32G 0.0129 0.01056 0.004589 80 640: 7%|6 | 11/168 [00:02<00:30, 5.23it/s] 70/499 4.32G 0.0129 0.01056 0.004589 80 640: 7%|7 | 12/168 [00:02<00:29, 5.28it/s] 70/499 4.32G 0.01301 0.01047 0.005306 51 640: 7%|7 | 12/168 [00:02<00:29, 5.28it/s] 70/499 4.32G 0.01301 0.01047 0.005306 51 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s] 70/499 4.32G 0.01304 0.01054 0.005195 67 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s] 70/499 4.32G 0.01304 0.01054 0.005195 67 640: 8%|8 | 14/168 [00:02<00:29, 5.24it/s] 70/499 4.32G 0.01287 0.01058 0.005076 64 640: 8%|8 | 14/168 [00:02<00:29, 5.24it/s] 70/499 4.32G 0.01287 0.01058 0.005076 64 640: 9%|8 | 15/168 [00:02<00:28, 5.31it/s] 70/499 4.32G 0.01281 0.01047 0.004998 64 640: 9%|8 | 15/168 [00:03<00:28, 5.31it/s] 70/499 4.32G 0.01281 0.01047 0.004998 64 640: 10%|9 | 16/168 [00:03<00:29, 5.15it/s] 70/499 4.32G 0.01272 0.01043 0.004887 70 640: 10%|9 | 16/168 [00:03<00:29, 5.15it/s] 70/499 4.32G 0.01272 0.01043 0.004887 70 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s] 70/499 4.32G 0.01283 0.01051 0.004756 74 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s] 70/499 4.32G 0.01283 0.01051 0.004756 74 640: 11%|# | 18/168 [00:03<00:28, 5.28it/s] 70/499 4.32G 0.01278 0.01048 0.00473 65 640: 11%|# | 18/168 [00:03<00:28, 5.28it/s] 70/499 4.32G 0.01278 0.01048 0.00473 65 640: 11%|#1 | 19/168 [00:03<00:29, 5.12it/s] 70/499 4.32G 0.01282 0.01059 0.004622 71 640: 11%|#1 | 19/168 [00:03<00:29, 5.12it/s] 70/499 4.32G 0.01282 0.01059 0.004622 71 640: 12%|#1 | 20/168 [00:03<00:28, 5.20it/s] 70/499 4.32G 0.0128 0.01052 0.004625 61 640: 12%|#1 | 20/168 [00:04<00:28, 5.20it/s] 70/499 4.32G 0.0128 0.01052 0.004625 61 640: 12%|#2 | 21/168 [00:04<00:27, 5.26it/s] 70/499 4.32G 0.01279 0.01046 0.004577 57 640: 12%|#2 | 21/168 [00:04<00:27, 5.26it/s] 70/499 4.32G 0.01279 0.01046 0.004577 57 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s] 70/499 4.32G 0.01273 0.01047 0.004465 72 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s] 70/499 4.32G 0.01273 0.01047 0.004465 72 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s] 70/499 4.32G 0.01279 0.01047 0.004434 72 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s] 70/499 4.32G 0.01279 0.01047 0.004434 72 640: 14%|#4 | 24/168 [00:04<00:27, 5.27it/s] 70/499 4.32G 0.01277 0.01041 0.004485 66 640: 14%|#4 | 24/168 [00:04<00:27, 5.27it/s] 70/499 4.32G 0.01277 0.01041 0.004485 66 640: 15%|#4 | 25/168 [00:04<00:27, 5.12it/s] 70/499 4.32G 0.0127 0.01031 0.004474 61 640: 15%|#4 | 25/168 [00:04<00:27, 5.12it/s] 70/499 4.32G 0.0127 0.01031 0.004474 61 640: 15%|#5 | 26/168 [00:04<00:27, 5.15it/s] 70/499 4.32G 0.01267 0.01035 0.004377 70 640: 15%|#5 | 26/168 [00:05<00:27, 5.15it/s] 70/499 4.32G 0.01267 0.01035 0.004377 70 640: 16%|#6 | 27/168 [00:05<00:26, 5.23it/s] 70/499 4.32G 0.01263 0.01035 0.004385 74 640: 16%|#6 | 27/168 [00:05<00:26, 5.23it/s] 70/499 4.32G 0.01263 0.01035 0.004385 74 640: 17%|#6 | 28/168 [00:05<00:27, 5.10it/s] 70/499 4.32G 0.01265 0.01037 0.004558 69 640: 17%|#6 | 28/168 [00:05<00:27, 5.10it/s] 70/499 4.32G 0.01265 0.01037 0.004558 69 640: 17%|#7 | 29/168 [00:05<00:26, 5.16it/s] 70/499 4.32G 0.01267 0.01033 0.004624 66 640: 17%|#7 | 29/168 [00:05<00:26, 5.16it/s] 70/499 4.32G 0.01267 0.01033 0.004624 66 640: 18%|#7 | 30/168 [00:05<00:26, 5.24it/s] 70/499 4.32G 0.01267 0.01034 0.00455 69 640: 18%|#7 | 30/168 [00:05<00:26, 5.24it/s] 70/499 4.32G 0.01267 0.01034 0.00455 69 640: 18%|#8 | 31/168 [00:05<00:26, 5.12it/s] 70/499 4.32G 0.01276 0.01042 0.004616 77 640: 18%|#8 | 31/168 [00:06<00:26, 5.12it/s] 70/499 4.32G 0.01276 0.01042 0.004616 77 640: 19%|#9 | 32/168 [00:06<00:26, 5.21it/s] 70/499 4.32G 0.01279 0.01045 0.004652 72 640: 19%|#9 | 32/168 [00:06<00:26, 5.21it/s] 70/499 4.32G 0.01279 0.01045 0.004652 72 640: 20%|#9 | 33/168 [00:06<00:25, 5.26it/s] 70/499 4.32G 0.01281 0.0105 0.004635 82 640: 20%|#9 | 33/168 [00:06<00:25, 5.26it/s] 70/499 4.32G 0.01281 0.0105 0.004635 82 640: 20%|## | 34/168 [00:06<00:25, 5.16it/s] 70/499 4.32G 0.01281 0.01047 0.004607 58 640: 20%|## | 34/168 [00:06<00:25, 5.16it/s] 70/499 4.32G 0.01281 0.01047 0.004607 58 640: 21%|## | 35/168 [00:06<00:25, 5.22it/s] 70/499 4.32G 0.01283 0.01048 0.004517 65 640: 21%|## | 35/168 [00:06<00:25, 5.22it/s] 70/499 4.32G 0.01283 0.01048 0.004517 65 640: 21%|##1 | 36/168 [00:06<00:25, 5.27it/s] 70/499 4.32G 0.01282 0.01052 0.004577 75 640: 21%|##1 | 36/168 [00:07<00:25, 5.27it/s] 70/499 4.32G 0.01282 0.01052 0.004577 75 640: 22%|##2 | 37/168 [00:07<00:25, 5.12it/s] 70/499 4.32G 0.01279 0.01053 0.004585 82 640: 22%|##2 | 37/168 [00:07<00:25, 5.12it/s] 70/499 4.32G 0.01279 0.01053 0.004585 82 640: 23%|##2 | 38/168 [00:07<00:24, 5.23it/s] 70/499 4.32G 0.0128 0.01054 0.004565 53 640: 23%|##2 | 38/168 [00:07<00:24, 5.23it/s] 70/499 4.32G 0.0128 0.01054 0.004565 53 640: 23%|##3 | 39/168 [00:07<00:24, 5.29it/s] 70/499 4.32G 0.01281 0.0106 0.004508 84 640: 23%|##3 | 39/168 [00:07<00:24, 5.29it/s] 70/499 4.32G 0.01281 0.0106 0.004508 84 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s] 70/499 4.32G 0.0128 0.01059 0.004456 62 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s] 70/499 4.32G 0.0128 0.01059 0.004456 62 640: 24%|##4 | 41/168 [00:07<00:24, 5.26it/s] 70/499 4.32G 0.01282 0.01055 0.00451 58 640: 24%|##4 | 41/168 [00:08<00:24, 5.26it/s] 70/499 4.32G 0.01282 0.01055 0.00451 58 640: 25%|##5 | 42/168 [00:08<00:23, 5.33it/s] 70/499 4.32G 0.0128 0.01059 0.004528 81 640: 25%|##5 | 42/168 [00:08<00:23, 5.33it/s] 70/499 4.32G 0.0128 0.01059 0.004528 81 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s] 70/499 4.32G 0.01283 0.01063 0.004568 79 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s] 70/499 4.32G 0.01283 0.01063 0.004568 79 640: 26%|##6 | 44/168 [00:08<00:23, 5.25it/s] 70/499 4.32G 0.01281 0.01069 0.004547 86 640: 26%|##6 | 44/168 [00:08<00:23, 5.25it/s] 70/499 4.32G 0.01281 0.01069 0.004547 86 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s] 70/499 4.32G 0.01282 0.01078 0.00457 82 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s] 70/499 4.32G 0.01282 0.01078 0.00457 82 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s] 70/499 4.32G 0.01284 0.0108 0.004566 61 640: 27%|##7 | 46/168 [00:09<00:23, 5.19it/s] 70/499 4.32G 0.01284 0.0108 0.004566 61 640: 28%|##7 | 47/168 [00:09<00:22, 5.26it/s] 70/499 4.32G 0.01283 0.01078 0.004588 60 640: 28%|##7 | 47/168 [00:09<00:22, 5.26it/s] 70/499 4.32G 0.01283 0.01078 0.004588 60 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s] 70/499 4.32G 0.01283 0.01079 0.004591 78 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s] 70/499 4.32G 0.01283 0.01079 0.004591 78 640: 29%|##9 | 49/168 [00:09<00:23, 5.08it/s] 70/499 4.32G 0.01276 0.01073 0.004612 54 640: 29%|##9 | 49/168 [00:09<00:23, 5.08it/s] 70/499 4.32G 0.01276 0.01073 0.004612 54 640: 30%|##9 | 50/168 [00:09<00:22, 5.20it/s] 70/499 4.32G 0.01279 0.01074 0.004738 60 640: 30%|##9 | 50/168 [00:09<00:22, 5.20it/s] 70/499 4.32G 0.01279 0.01074 0.004738 60 640: 30%|### | 51/168 [00:09<00:22, 5.28it/s] 70/499 4.32G 0.01281 0.01076 0.004712 73 640: 30%|### | 51/168 [00:09<00:22, 5.28it/s] 70/499 4.32G 0.01281 0.01076 0.004712 73 640: 31%|### | 52/168 [00:09<00:22, 5.15it/s] 70/499 4.32G 0.01282 0.01078 0.004691 80 640: 31%|### | 52/168 [00:10<00:22, 5.15it/s] 70/499 4.32G 0.01282 0.01078 0.004691 80 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s] 70/499 4.32G 0.01281 0.0108 0.004663 73 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s] 70/499 4.32G 0.01281 0.0108 0.004663 73 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s] 70/499 4.32G 0.01285 0.01073 0.00464 50 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s] 70/499 4.32G 0.01285 0.01073 0.00464 50 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s] 70/499 4.32G 0.01283 0.01075 0.004684 66 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s] 70/499 4.32G 0.01283 0.01075 0.004684 66 640: 33%|###3 | 56/168 [00:10<00:21, 5.26it/s] 70/499 4.32G 0.01283 0.01077 0.004728 73 640: 33%|###3 | 56/168 [00:10<00:21, 5.26it/s] 70/499 4.32G 0.01283 0.01077 0.004728 73 640: 34%|###3 | 57/168 [00:10<00:20, 5.30it/s] 70/499 4.32G 0.01283 0.01074 0.004732 61 640: 34%|###3 | 57/168 [00:11<00:20, 5.30it/s] 70/499 4.32G 0.01283 0.01074 0.004732 61 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s] 70/499 4.32G 0.01281 0.01072 0.004779 64 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s] 70/499 4.32G 0.01281 0.01072 0.004779 64 640: 35%|###5 | 59/168 [00:11<00:20, 5.25it/s] 70/499 4.32G 0.01282 0.01073 0.004799 77 640: 35%|###5 | 59/168 [00:11<00:20, 5.25it/s] 70/499 4.32G 0.01282 0.01073 0.004799 77 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s] 70/499 4.32G 0.01281 0.01075 0.004786 78 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s] 70/499 4.32G 0.01281 0.01075 0.004786 78 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s] 70/499 4.32G 0.0128 0.01071 0.004763 57 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s] 70/499 4.32G 0.0128 0.01071 0.004763 57 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s] 70/499 4.32G 0.01279 0.01068 0.004734 67 640: 37%|###6 | 62/168 [00:12<00:20, 5.26it/s] 70/499 4.32G 0.01279 0.01068 0.004734 67 640: 38%|###7 | 63/168 [00:12<00:19, 5.33it/s] 70/499 4.32G 0.01276 0.01067 0.004739 76 640: 38%|###7 | 63/168 [00:12<00:19, 5.33it/s] 70/499 4.32G 0.01276 0.01067 0.004739 76 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s] 70/499 4.32G 0.01279 0.01071 0.004746 80 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s] 70/499 4.32G 0.01279 0.01071 0.004746 80 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s] 70/499 4.32G 0.01278 0.01071 0.004756 69 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s] 70/499 4.32G 0.01278 0.01071 0.004756 69 640: 39%|###9 | 66/168 [00:12<00:19, 5.30it/s] 70/499 4.32G 0.01281 0.01071 0.004759 58 640: 39%|###9 | 66/168 [00:12<00:19, 5.30it/s] 70/499 4.32G 0.01281 0.01071 0.004759 58 640: 40%|###9 | 67/168 [00:12<00:19, 5.18it/s] 70/499 4.32G 0.01285 0.01072 0.004807 73 640: 40%|###9 | 67/168 [00:13<00:19, 5.18it/s] 70/499 4.32G 0.01285 0.01072 0.004807 73 640: 40%|#### | 68/168 [00:13<00:18, 5.28it/s] 70/499 4.32G 0.01283 0.01075 0.004804 83 640: 40%|#### | 68/168 [00:13<00:18, 5.28it/s] 70/499 4.32G 0.01283 0.01075 0.004804 83 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s] 70/499 4.32G 0.01283 0.01077 0.004832 85 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s] 70/499 4.32G 0.01283 0.01077 0.004832 85 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s] 70/499 4.32G 0.01285 0.01079 0.004865 65 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s] 70/499 4.32G 0.01285 0.01079 0.004865 65 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s] 70/499 4.32G 0.01286 0.01077 0.004876 65 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s] 70/499 4.32G 0.01286 0.01077 0.004876 65 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s] 70/499 4.32G 0.01289 0.01078 0.004853 68 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s] 70/499 4.32G 0.01289 0.01078 0.004853 68 640: 43%|####3 | 73/168 [00:13<00:18, 5.13it/s] 70/499 4.32G 0.01287 0.01077 0.004819 59 640: 43%|####3 | 73/168 [00:14<00:18, 5.13it/s] 70/499 4.32G 0.01287 0.01077 0.004819 59 640: 44%|####4 | 74/168 [00:14<00:17, 5.23it/s] 70/499 4.32G 0.0129 0.01079 0.004828 67 640: 44%|####4 | 74/168 [00:14<00:17, 5.23it/s] 70/499 4.32G 0.0129 0.01079 0.004828 67 640: 45%|####4 | 75/168 [00:14<00:17, 5.27it/s] 70/499 4.32G 0.01288 0.0108 0.004812 66 640: 45%|####4 | 75/168 [00:14<00:17, 5.27it/s] 70/499 4.32G 0.01288 0.0108 0.004812 66 640: 45%|####5 | 76/168 [00:14<00:17, 5.13it/s] 70/499 4.32G 0.0129 0.0108 0.004829 66 640: 45%|####5 | 76/168 [00:14<00:17, 5.13it/s] 70/499 4.32G 0.0129 0.0108 0.004829 66 640: 46%|####5 | 77/168 [00:14<00:17, 5.18it/s] 70/499 4.32G 0.01288 0.01078 0.004811 56 640: 46%|####5 | 77/168 [00:14<00:17, 5.18it/s] 70/499 4.32G 0.01288 0.01078 0.004811 56 640: 46%|####6 | 78/168 [00:14<00:17, 5.26it/s] 70/499 4.32G 0.01289 0.01078 0.004786 69 640: 46%|####6 | 78/168 [00:15<00:17, 5.26it/s] 70/499 4.32G 0.01289 0.01078 0.004786 69 640: 47%|####7 | 79/168 [00:15<00:17, 5.13it/s] 70/499 4.32G 0.01291 0.01077 0.004766 63 640: 47%|####7 | 79/168 [00:15<00:17, 5.13it/s] 70/499 4.32G 0.01291 0.01077 0.004766 63 640: 48%|####7 | 80/168 [00:15<00:16, 5.22it/s] 70/499 4.32G 0.01292 0.01077 0.004805 64 640: 48%|####7 | 80/168 [00:15<00:16, 5.22it/s] 70/499 4.32G 0.01292 0.01077 0.004805 64 640: 48%|####8 | 81/168 [00:15<00:16, 5.28it/s] 70/499 4.32G 0.0129 0.01076 0.004866 67 640: 48%|####8 | 81/168 [00:15<00:16, 5.28it/s] 70/499 4.32G 0.0129 0.01076 0.004866 67 640: 49%|####8 | 82/168 [00:15<00:16, 5.13it/s] 70/499 4.32G 0.0129 0.01077 0.004891 73 640: 49%|####8 | 82/168 [00:15<00:16, 5.13it/s] 70/499 4.32G 0.0129 0.01077 0.004891 73 640: 49%|####9 | 83/168 [00:15<00:16, 5.23it/s] 70/499 4.32G 0.01292 0.01078 0.004931 66 640: 49%|####9 | 83/168 [00:16<00:16, 5.23it/s] 70/499 4.32G 0.01292 0.01078 0.004931 66 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s] 70/499 4.32G 0.01294 0.0108 0.004916 64 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s] 70/499 4.32G 0.01294 0.0108 0.004916 64 640: 51%|##### | 85/168 [00:16<00:16, 5.14it/s] 70/499 4.32G 0.01295 0.01077 0.004864 54 640: 51%|##### | 85/168 [00:16<00:16, 5.14it/s] 70/499 4.32G 0.01295 0.01077 0.004864 54 640: 51%|#####1 | 86/168 [00:16<00:15, 5.19it/s] 70/499 4.32G 0.01295 0.01076 0.004844 53 640: 51%|#####1 | 86/168 [00:16<00:15, 5.19it/s] 70/499 4.32G 0.01295 0.01076 0.004844 53 640: 52%|#####1 | 87/168 [00:16<00:15, 5.29it/s] 70/499 4.32G 0.01297 0.01078 0.004842 78 640: 52%|#####1 | 87/168 [00:16<00:15, 5.29it/s] 70/499 4.32G 0.01297 0.01078 0.004842 78 640: 52%|#####2 | 88/168 [00:16<00:15, 5.13it/s] 70/499 4.32G 0.01299 0.01081 0.004853 67 640: 52%|#####2 | 88/168 [00:17<00:15, 5.13it/s] 70/499 4.32G 0.01299 0.01081 0.004853 67 640: 53%|#####2 | 89/168 [00:17<00:15, 5.23it/s] 70/499 4.32G 0.01297 0.0108 0.004866 75 640: 53%|#####2 | 89/168 [00:17<00:15, 5.23it/s] 70/499 4.32G 0.01297 0.0108 0.004866 75 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s] 70/499 4.32G 0.01297 0.01079 0.004853 65 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s] 70/499 4.32G 0.01297 0.01079 0.004853 65 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s] 70/499 4.32G 0.01298 0.01079 0.004857 58 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s] 70/499 4.32G 0.01298 0.01079 0.004857 58 640: 55%|#####4 | 92/168 [00:17<00:14, 5.21it/s] 70/499 4.32G 0.01297 0.01076 0.004817 51 640: 55%|#####4 | 92/168 [00:17<00:14, 5.21it/s] 70/499 4.32G 0.01297 0.01076 0.004817 51 640: 55%|#####5 | 93/168 [00:17<00:14, 5.28it/s] 70/499 4.32G 0.01294 0.01076 0.004803 71 640: 55%|#####5 | 93/168 [00:18<00:14, 5.28it/s] 70/499 4.32G 0.01294 0.01076 0.004803 71 640: 56%|#####5 | 94/168 [00:18<00:14, 5.15it/s] 70/499 4.32G 0.01293 0.01075 0.004779 71 640: 56%|#####5 | 94/168 [00:18<00:14, 5.15it/s] 70/499 4.32G 0.01293 0.01075 0.004779 71 640: 57%|#####6 | 95/168 [00:18<00:13, 5.25it/s] 70/499 4.32G 0.01292 0.01074 0.00479 60 640: 57%|#####6 | 95/168 [00:18<00:13, 5.25it/s] 70/499 4.32G 0.01292 0.01074 0.00479 60 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s] 70/499 4.32G 0.01291 0.01072 0.00478 60 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s] 70/499 4.32G 0.01291 0.01072 0.00478 60 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s] 70/499 4.32G 0.01292 0.01074 0.004758 62 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s] 70/499 4.32G 0.01292 0.01074 0.004758 62 640: 58%|#####8 | 98/168 [00:18<00:13, 5.25it/s] 70/499 4.32G 0.01292 0.01076 0.00475 77 640: 58%|#####8 | 98/168 [00:18<00:13, 5.25it/s] 70/499 4.32G 0.01292 0.01076 0.00475 77 640: 59%|#####8 | 99/168 [00:18<00:13, 5.30it/s] 70/499 4.32G 0.01292 0.01074 0.004755 55 640: 59%|#####8 | 99/168 [00:19<00:13, 5.30it/s] 70/499 4.32G 0.01292 0.01074 0.004755 55 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s] 70/499 4.32G 0.01292 0.01075 0.004746 67 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s] 70/499 4.32G 0.01292 0.01075 0.004746 67 640: 60%|###### | 101/168 [00:19<00:12, 5.25it/s] 70/499 4.32G 0.0129 0.01074 0.004743 70 640: 60%|###### | 101/168 [00:19<00:12, 5.25it/s] 70/499 4.32G 0.0129 0.01074 0.004743 70 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s] 70/499 4.32G 0.0129 0.01073 0.004727 70 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s] 70/499 4.32G 0.0129 0.01073 0.004727 70 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s] 70/499 4.32G 0.01291 0.01072 0.00473 69 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s] 70/499 4.32G 0.01291 0.01072 0.00473 69 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s] 70/499 4.32G 0.01293 0.01074 0.004751 72 640: 62%|######1 | 104/168 [00:20<00:12, 5.27it/s] 70/499 4.32G 0.01293 0.01074 0.004751 72 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s] 70/499 4.32G 0.01292 0.01074 0.004743 64 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s] 70/499 4.32G 0.01292 0.01074 0.004743 64 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s] 70/499 4.32G 0.01293 0.01073 0.004749 60 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s] 70/499 4.32G 0.01293 0.01073 0.004749 60 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 70/499 4.32G 0.01291 0.01072 0.004736 67 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 70/499 4.32G 0.01291 0.01072 0.004736 67 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s] 70/499 4.32G 0.01292 0.01073 0.004745 76 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s] 70/499 4.32G 0.01292 0.01073 0.004745 76 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s] 70/499 4.32G 0.01293 0.01077 0.004731 86 640: 65%|######4 | 109/168 [00:21<00:11, 5.19it/s] 70/499 4.32G 0.01293 0.01077 0.004731 86 640: 65%|######5 | 110/168 [00:21<00:11, 5.19it/s] 70/499 4.32G 0.01292 0.01076 0.00474 73 640: 65%|######5 | 110/168 [00:21<00:11, 5.19it/s] 70/499 4.32G 0.01292 0.01076 0.00474 73 640: 66%|######6 | 111/168 [00:21<00:10, 5.25it/s] 70/499 4.32G 0.01292 0.01076 0.004746 62 640: 66%|######6 | 111/168 [00:21<00:10, 5.25it/s] 70/499 4.32G 0.01292 0.01076 0.004746 62 640: 67%|######6 | 112/168 [00:21<00:10, 5.14it/s] 70/499 4.32G 0.01292 0.01075 0.004752 74 640: 67%|######6 | 112/168 [00:21<00:10, 5.14it/s] 70/499 4.32G 0.01292 0.01075 0.004752 74 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s] 70/499 4.32G 0.01292 0.01075 0.004744 61 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s] 70/499 4.32G 0.01292 0.01075 0.004744 61 640: 68%|######7 | 114/168 [00:21<00:10, 5.22it/s] 70/499 4.32G 0.01294 0.01077 0.004753 78 640: 68%|######7 | 114/168 [00:22<00:10, 5.22it/s] 70/499 4.32G 0.01294 0.01077 0.004753 78 640: 68%|######8 | 115/168 [00:22<00:10, 5.10it/s] 70/499 4.32G 0.01295 0.01075 0.00477 60 640: 68%|######8 | 115/168 [00:22<00:10, 5.10it/s] 70/499 4.32G 0.01295 0.01075 0.00477 60 640: 69%|######9 | 116/168 [00:22<00:10, 5.16it/s] 70/499 4.32G 0.01294 0.01074 0.004789 74 640: 69%|######9 | 116/168 [00:22<00:10, 5.16it/s] 70/499 4.32G 0.01294 0.01074 0.004789 74 640: 70%|######9 | 117/168 [00:22<00:09, 5.25it/s] 70/499 4.32G 0.01294 0.01075 0.00481 62 640: 70%|######9 | 117/168 [00:22<00:09, 5.25it/s] 70/499 4.32G 0.01294 0.01075 0.00481 62 640: 70%|####### | 118/168 [00:22<00:09, 5.11it/s] 70/499 4.32G 0.01295 0.01076 0.00486 75 640: 70%|####### | 118/168 [00:22<00:09, 5.11it/s] 70/499 4.32G 0.01295 0.01076 0.00486 75 640: 71%|####### | 119/168 [00:22<00:09, 5.22it/s] 70/499 4.32G 0.01295 0.01075 0.004856 57 640: 71%|####### | 119/168 [00:22<00:09, 5.22it/s] 70/499 4.32G 0.01295 0.01075 0.004856 57 640: 71%|#######1 | 120/168 [00:22<00:09, 5.24it/s] 70/499 4.32G 0.01298 0.01075 0.004857 58 640: 71%|#######1 | 120/168 [00:23<00:09, 5.24it/s] 70/499 4.32G 0.01298 0.01075 0.004857 58 640: 72%|#######2 | 121/168 [00:23<00:09, 5.11it/s] 70/499 4.32G 0.01298 0.01074 0.004865 68 640: 72%|#######2 | 121/168 [00:23<00:09, 5.11it/s] 70/499 4.32G 0.01298 0.01074 0.004865 68 640: 73%|#######2 | 122/168 [00:23<00:08, 5.20it/s] 70/499 4.32G 0.01298 0.01075 0.004862 77 640: 73%|#######2 | 122/168 [00:23<00:08, 5.20it/s] 70/499 4.32G 0.01298 0.01075 0.004862 77 640: 73%|#######3 | 123/168 [00:23<00:08, 5.27it/s] 70/499 4.32G 0.01298 0.01077 0.004864 83 640: 73%|#######3 | 123/168 [00:23<00:08, 5.27it/s] 70/499 4.32G 0.01298 0.01077 0.004864 83 640: 74%|#######3 | 124/168 [00:23<00:08, 5.12it/s] 70/499 4.32G 0.01298 0.01078 0.004873 72 640: 74%|#######3 | 124/168 [00:23<00:08, 5.12it/s] 70/499 4.32G 0.01298 0.01078 0.004873 72 640: 74%|#######4 | 125/168 [00:23<00:08, 5.21it/s] 70/499 4.32G 0.01299 0.01078 0.004938 72 640: 74%|#######4 | 125/168 [00:24<00:08, 5.21it/s] 70/499 4.32G 0.01299 0.01078 0.004938 72 640: 75%|#######5 | 126/168 [00:24<00:07, 5.26it/s] 70/499 4.32G 0.01299 0.01076 0.004941 56 640: 75%|#######5 | 126/168 [00:24<00:07, 5.26it/s] 70/499 4.32G 0.01299 0.01076 0.004941 56 640: 76%|#######5 | 127/168 [00:24<00:07, 5.15it/s] 70/499 4.32G 0.01298 0.01075 0.004935 61 640: 76%|#######5 | 127/168 [00:24<00:07, 5.15it/s] 70/499 4.32G 0.01298 0.01075 0.004935 61 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s] 70/499 4.32G 0.01299 0.01076 0.004923 79 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s] 70/499 4.32G 0.01299 0.01076 0.004923 79 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s] 70/499 4.32G 0.01298 0.01076 0.004909 71 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s] 70/499 4.32G 0.01298 0.01076 0.004909 71 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s] 70/499 4.32G 0.01296 0.01075 0.004894 73 640: 77%|#######7 | 130/168 [00:25<00:07, 5.17it/s] 70/499 4.32G 0.01296 0.01075 0.004894 73 640: 78%|#######7 | 131/168 [00:25<00:07, 5.23it/s] 70/499 4.32G 0.01296 0.01076 0.004894 82 640: 78%|#######7 | 131/168 [00:25<00:07, 5.23it/s] 70/499 4.32G 0.01296 0.01076 0.004894 82 640: 79%|#######8 | 132/168 [00:25<00:06, 5.26it/s] 70/499 4.32G 0.01297 0.01077 0.004875 70 640: 79%|#######8 | 132/168 [00:25<00:06, 5.26it/s] 70/499 4.32G 0.01297 0.01077 0.004875 70 640: 79%|#######9 | 133/168 [00:25<00:06, 5.15it/s] 70/499 4.32G 0.01296 0.01077 0.00486 66 640: 79%|#######9 | 133/168 [00:25<00:06, 5.15it/s] 70/499 4.32G 0.01296 0.01077 0.00486 66 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s] 70/499 4.32G 0.01296 0.01076 0.004855 59 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s] 70/499 4.32G 0.01296 0.01076 0.004855 59 640: 80%|######## | 135/168 [00:25<00:06, 5.31it/s] 70/499 4.32G 0.01296 0.01075 0.004855 62 640: 80%|######## | 135/168 [00:26<00:06, 5.31it/s] 70/499 4.32G 0.01296 0.01075 0.004855 62 640: 81%|######## | 136/168 [00:26<00:06, 5.18it/s] 70/499 4.32G 0.01295 0.01075 0.004852 80 640: 81%|######## | 136/168 [00:26<00:06, 5.18it/s] 70/499 4.32G 0.01295 0.01075 0.004852 80 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s] 70/499 4.32G 0.01295 0.01076 0.004849 68 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s] 70/499 4.32G 0.01295 0.01076 0.004849 68 640: 82%|########2 | 138/168 [00:26<00:05, 5.31it/s] 70/499 4.32G 0.01294 0.01074 0.004845 54 640: 82%|########2 | 138/168 [00:26<00:05, 5.31it/s] 70/499 4.32G 0.01294 0.01074 0.004845 54 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s] 70/499 4.32G 0.01294 0.01072 0.00485 62 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s] 70/499 4.32G 0.01294 0.01072 0.00485 62 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s] 70/499 4.32G 0.01293 0.01072 0.004829 58 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s] 70/499 4.32G 0.01293 0.01072 0.004829 58 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s] 70/499 4.32G 0.01292 0.01073 0.004809 73 640: 84%|########3 | 141/168 [00:27<00:05, 5.33it/s] 70/499 4.32G 0.01292 0.01073 0.004809 73 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s] 70/499 4.32G 0.01292 0.01075 0.004808 76 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s] 70/499 4.32G 0.01292 0.01075 0.004808 76 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s] 70/499 4.32G 0.0129 0.01074 0.004804 65 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s] 70/499 4.32G 0.0129 0.01074 0.004804 65 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s] 70/499 4.32G 0.01289 0.01072 0.004803 61 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s] 70/499 4.32G 0.01289 0.01072 0.004803 61 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s] 70/499 4.32G 0.01288 0.01072 0.004796 73 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s] 70/499 4.32G 0.01288 0.01072 0.004796 73 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s] 70/499 4.32G 0.01288 0.01073 0.004786 73 640: 87%|########6 | 146/168 [00:28<00:04, 5.28it/s] 70/499 4.32G 0.01288 0.01073 0.004786 73 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s] 70/499 4.32G 0.01287 0.01072 0.004784 71 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s] 70/499 4.32G 0.01287 0.01072 0.004784 71 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s] 70/499 4.32G 0.01289 0.01073 0.004784 70 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s] 70/499 4.32G 0.01289 0.01073 0.004784 70 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s] 70/499 4.32G 0.01289 0.01072 0.004803 77 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s] 70/499 4.32G 0.01289 0.01072 0.004803 77 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s] 70/499 4.32G 0.01288 0.01071 0.004814 62 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s] 70/499 4.32G 0.01288 0.01071 0.004814 62 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s] 70/499 4.32G 0.01288 0.01072 0.004802 87 640: 90%|########9 | 151/168 [00:29<00:03, 5.20it/s] 70/499 4.32G 0.01288 0.01072 0.004802 87 640: 90%|######### | 152/168 [00:29<00:03, 5.24it/s] 70/499 4.32G 0.01288 0.01072 0.004833 68 640: 90%|######### | 152/168 [00:29<00:03, 5.24it/s] 70/499 4.32G 0.01288 0.01072 0.004833 68 640: 91%|#########1| 153/168 [00:29<00:02, 5.33it/s] 70/499 4.32G 0.01287 0.0107 0.004836 65 640: 91%|#########1| 153/168 [00:29<00:02, 5.33it/s] 70/499 4.32G 0.01287 0.0107 0.004836 65 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s] 70/499 4.32G 0.01288 0.0107 0.00487 73 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s] 70/499 4.32G 0.01288 0.0107 0.00487 73 640: 92%|#########2| 155/168 [00:29<00:02, 5.25it/s] 70/499 4.32G 0.01289 0.01071 0.004876 79 640: 92%|#########2| 155/168 [00:29<00:02, 5.25it/s] 70/499 4.32G 0.01289 0.01071 0.004876 79 640: 93%|#########2| 156/168 [00:29<00:02, 5.29it/s] 70/499 4.32G 0.01287 0.0107 0.004861 57 640: 93%|#########2| 156/168 [00:30<00:02, 5.29it/s] 70/499 4.32G 0.01287 0.0107 0.004861 57 640: 93%|#########3| 157/168 [00:30<00:02, 5.17it/s] 70/499 4.32G 0.01285 0.0107 0.00486 71 640: 93%|#########3| 157/168 [00:30<00:02, 5.17it/s] 70/499 4.32G 0.01285 0.0107 0.00486 71 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s] 70/499 4.32G 0.01284 0.0107 0.004859 76 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s] 70/499 4.32G 0.01284 0.0107 0.004859 76 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s] 70/499 4.32G 0.01283 0.0107 0.004873 62 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s] 70/499 4.32G 0.01283 0.0107 0.004873 62 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s] 70/499 4.32G 0.01285 0.01071 0.004887 78 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s] 70/499 4.32G 0.01285 0.01071 0.004887 78 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s] 70/499 4.32G 0.01285 0.01071 0.004896 64 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s] 70/499 4.32G 0.01285 0.01071 0.004896 64 640: 96%|#########6| 162/168 [00:30<00:01, 5.33it/s] 70/499 4.32G 0.01285 0.0107 0.004904 52 640: 96%|#########6| 162/168 [00:31<00:01, 5.33it/s] 70/499 4.32G 0.01285 0.0107 0.004904 52 640: 97%|#########7| 163/168 [00:31<00:00, 5.15it/s] 70/499 4.32G 0.01283 0.01069 0.004897 59 640: 97%|#########7| 163/168 [00:31<00:00, 5.15it/s] 70/499 4.32G 0.01283 0.01069 0.004897 59 640: 98%|#########7| 164/168 [00:31<00:00, 5.12it/s] 70/499 4.32G 0.01283 0.01069 0.004889 53 640: 98%|#########7| 164/168 [00:31<00:00, 5.12it/s] 70/499 4.32G 0.01283 0.01069 0.004889 53 640: 98%|#########8| 165/168 [00:31<00:00, 5.22it/s] 70/499 4.32G 0.01283 0.01069 0.004905 75 640: 98%|#########8| 165/168 [00:31<00:00, 5.22it/s] 70/499 4.32G 0.01283 0.01069 0.004905 75 640: 99%|#########8| 166/168 [00:31<00:00, 5.11it/s] 70/499 4.32G 0.01282 0.01068 0.004934 68 640: 99%|#########8| 166/168 [00:31<00:00, 5.11it/s] 70/499 4.32G 0.01282 0.01068 0.004934 68 640: 99%|#########9| 167/168 [00:31<00:00, 5.22it/s] 70/499 4.32G 0.01281 0.0107 0.004941 41 640: 99%|#########9| 167/168 [00:32<00:00, 5.22it/s] 70/499 4.32G 0.01281 0.0107 0.004941 41 640: 100%|##########| 168/168 [00:32<00:00, 5.37it/s] 70/499 4.32G 0.01281 0.0107 0.004941 41 640: 100%|##########| 168/168 [00:32<00:00, 5.23it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.82it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.86it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.83it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.42it/s] all 132 263 0.832 0.856 0.862 0.745 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 71/499 4.32G 0.01445 0.01129 0.004297 78 640: 0%| | 0/168 [00:00<?, ?it/s] 71/499 4.32G 0.01445 0.01129 0.004297 78 640: 1%| | 1/168 [00:00<00:34, 4.87it/s] 71/499 4.32G 0.01366 0.01098 0.00464 71 640: 1%| | 1/168 [00:00<00:34, 4.87it/s] 71/499 4.32G 0.01366 0.01098 0.00464 71 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s] 71/499 4.32G 0.01345 0.01075 0.00448 73 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s] 71/499 4.32G 0.01345 0.01075 0.00448 73 640: 2%|1 | 3/168 [00:00<00:31, 5.31it/s] 71/499 4.32G 0.01325 0.01115 0.005054 75 640: 2%|1 | 3/168 [00:00<00:31, 5.31it/s] 71/499 4.32G 0.01325 0.01115 0.005054 75 640: 2%|2 | 4/168 [00:00<00:31, 5.13it/s] 71/499 4.32G 0.01298 0.01116 0.00509 65 640: 2%|2 | 4/168 [00:00<00:31, 5.13it/s] 71/499 4.32G 0.01298 0.01116 0.00509 65 640: 3%|2 | 5/168 [00:00<00:31, 5.23it/s] 71/499 4.32G 0.01296 0.0111 0.005318 75 640: 3%|2 | 5/168 [00:01<00:31, 5.23it/s] 71/499 4.32G 0.01296 0.0111 0.005318 75 640: 4%|3 | 6/168 [00:01<00:30, 5.30it/s] 71/499 4.32G 0.01327 0.01116 0.005904 67 640: 4%|3 | 6/168 [00:01<00:30, 5.30it/s] 71/499 4.32G 0.01327 0.01116 0.005904 67 640: 4%|4 | 7/168 [00:01<00:31, 5.15it/s] 71/499 4.32G 0.0133 0.01114 0.00568 64 640: 4%|4 | 7/168 [00:01<00:31, 5.15it/s] 71/499 4.32G 0.0133 0.01114 0.00568 64 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s] 71/499 4.32G 0.0134 0.01123 0.005693 81 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s] 71/499 4.32G 0.0134 0.01123 0.005693 81 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s] 71/499 4.32G 0.01342 0.01144 0.005715 72 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s] 71/499 4.32G 0.01342 0.01144 0.005715 72 640: 6%|5 | 10/168 [00:01<00:30, 5.17it/s] 71/499 4.32G 0.01344 0.01131 0.006029 63 640: 6%|5 | 10/168 [00:02<00:30, 5.17it/s] 71/499 4.32G 0.01344 0.01131 0.006029 63 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s] 71/499 4.32G 0.01349 0.01145 0.005946 68 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s] 71/499 4.32G 0.01349 0.01145 0.005946 68 640: 7%|7 | 12/168 [00:02<00:29, 5.22it/s] 71/499 4.32G 0.01343 0.01136 0.005965 56 640: 7%|7 | 12/168 [00:02<00:29, 5.22it/s] 71/499 4.32G 0.01343 0.01136 0.005965 56 640: 8%|7 | 13/168 [00:02<00:30, 5.06it/s] 71/499 4.32G 0.01329 0.01111 0.00579 48 640: 8%|7 | 13/168 [00:02<00:30, 5.06it/s] 71/499 4.32G 0.01329 0.01111 0.00579 48 640: 8%|8 | 14/168 [00:02<00:29, 5.18it/s] 71/499 4.32G 0.01338 0.01112 0.00569 67 640: 8%|8 | 14/168 [00:02<00:29, 5.18it/s] 71/499 4.32G 0.01338 0.01112 0.00569 67 640: 9%|8 | 15/168 [00:02<00:29, 5.25it/s] 71/499 4.32G 0.01329 0.01096 0.005686 49 640: 9%|8 | 15/168 [00:03<00:29, 5.25it/s] 71/499 4.32G 0.01329 0.01096 0.005686 49 640: 10%|9 | 16/168 [00:03<00:29, 5.15it/s] 71/499 4.32G 0.01332 0.01096 0.005603 66 640: 10%|9 | 16/168 [00:03<00:29, 5.15it/s] 71/499 4.32G 0.01332 0.01096 0.005603 66 640: 10%|# | 17/168 [00:03<00:28, 5.25it/s] 71/499 4.32G 0.01325 0.01103 0.005551 79 640: 10%|# | 17/168 [00:03<00:28, 5.25it/s] 71/499 4.32G 0.01325 0.01103 0.005551 79 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s] 71/499 4.32G 0.01321 0.01087 0.005429 50 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s] 71/499 4.32G 0.01321 0.01087 0.005429 50 640: 11%|#1 | 19/168 [00:03<00:29, 5.12it/s] 71/499 4.32G 0.0133 0.01091 0.005348 70 640: 11%|#1 | 19/168 [00:03<00:29, 5.12it/s] 71/499 4.32G 0.0133 0.01091 0.005348 70 640: 12%|#1 | 20/168 [00:03<00:28, 5.20it/s] 71/499 4.32G 0.0134 0.01099 0.00537 68 640: 12%|#1 | 20/168 [00:04<00:28, 5.20it/s] 71/499 4.32G 0.0134 0.01099 0.00537 68 640: 12%|#2 | 21/168 [00:04<00:27, 5.28it/s] 71/499 4.32G 0.01337 0.01105 0.005356 77 640: 12%|#2 | 21/168 [00:04<00:27, 5.28it/s] 71/499 4.32G 0.01337 0.01105 0.005356 77 640: 13%|#3 | 22/168 [00:04<00:28, 5.13it/s] 71/499 4.32G 0.01329 0.01094 0.005216 65 640: 13%|#3 | 22/168 [00:04<00:28, 5.13it/s] 71/499 4.32G 0.01329 0.01094 0.005216 65 640: 14%|#3 | 23/168 [00:04<00:27, 5.19it/s] 71/499 4.32G 0.01338 0.01087 0.005136 49 640: 14%|#3 | 23/168 [00:04<00:27, 5.19it/s] 71/499 4.32G 0.01338 0.01087 0.005136 49 640: 14%|#4 | 24/168 [00:04<00:27, 5.28it/s] 71/499 4.32G 0.01333 0.01076 0.005077 50 640: 14%|#4 | 24/168 [00:04<00:27, 5.28it/s] 71/499 4.32G 0.01333 0.01076 0.005077 50 640: 15%|#4 | 25/168 [00:04<00:28, 5.09it/s] 71/499 4.32G 0.01329 0.0108 0.004996 70 640: 15%|#4 | 25/168 [00:04<00:28, 5.09it/s] 71/499 4.32G 0.01329 0.0108 0.004996 70 640: 15%|#5 | 26/168 [00:04<00:27, 5.19it/s] 71/499 4.32G 0.01327 0.01072 0.004933 50 640: 15%|#5 | 26/168 [00:05<00:27, 5.19it/s] 71/499 4.32G 0.01327 0.01072 0.004933 50 640: 16%|#6 | 27/168 [00:05<00:26, 5.27it/s] 71/499 4.32G 0.01326 0.01078 0.004957 94 640: 16%|#6 | 27/168 [00:05<00:26, 5.27it/s] 71/499 4.32G 0.01326 0.01078 0.004957 94 640: 17%|#6 | 28/168 [00:05<00:27, 5.13it/s] 71/499 4.32G 0.01323 0.01073 0.004936 57 640: 17%|#6 | 28/168 [00:05<00:27, 5.13it/s] 71/499 4.32G 0.01323 0.01073 0.004936 57 640: 17%|#7 | 29/168 [00:05<00:26, 5.22it/s] 71/499 4.32G 0.0132 0.0107 0.004945 66 640: 17%|#7 | 29/168 [00:05<00:26, 5.22it/s] 71/499 4.32G 0.0132 0.0107 0.004945 66 640: 18%|#7 | 30/168 [00:05<00:26, 5.28it/s] 71/499 4.32G 0.0132 0.01068 0.00497 67 640: 18%|#7 | 30/168 [00:05<00:26, 5.28it/s] 71/499 4.32G 0.0132 0.01068 0.00497 67 640: 18%|#8 | 31/168 [00:05<00:26, 5.11it/s] 71/499 4.32G 0.01324 0.01066 0.004908 59 640: 18%|#8 | 31/168 [00:06<00:26, 5.11it/s] 71/499 4.32G 0.01324 0.01066 0.004908 59 640: 19%|#9 | 32/168 [00:06<00:26, 5.18it/s] 71/499 4.32G 0.0132 0.01068 0.004959 65 640: 19%|#9 | 32/168 [00:06<00:26, 5.18it/s] 71/499 4.32G 0.0132 0.01068 0.004959 65 640: 20%|#9 | 33/168 [00:06<00:25, 5.21it/s] 71/499 4.32G 0.01318 0.01079 0.005012 99 640: 20%|#9 | 33/168 [00:06<00:25, 5.21it/s] 71/499 4.32G 0.01318 0.01079 0.005012 99 640: 20%|## | 34/168 [00:06<00:26, 5.07it/s] 71/499 4.32G 0.01313 0.01074 0.00502 58 640: 20%|## | 34/168 [00:06<00:26, 5.07it/s] 71/499 4.32G 0.01313 0.01074 0.00502 58 640: 21%|## | 35/168 [00:06<00:25, 5.18it/s] 71/499 4.32G 0.01315 0.01077 0.00499 78 640: 21%|## | 35/168 [00:06<00:25, 5.18it/s] 71/499 4.32G 0.01315 0.01077 0.00499 78 640: 21%|##1 | 36/168 [00:06<00:25, 5.18it/s] 71/499 4.32G 0.01314 0.01074 0.005064 65 640: 21%|##1 | 36/168 [00:07<00:25, 5.18it/s] 71/499 4.32G 0.01314 0.01074 0.005064 65 640: 22%|##2 | 37/168 [00:07<00:25, 5.07it/s] 71/499 4.32G 0.01315 0.01077 0.00504 69 640: 22%|##2 | 37/168 [00:07<00:25, 5.07it/s] 71/499 4.32G 0.01315 0.01077 0.00504 69 640: 23%|##2 | 38/168 [00:07<00:25, 5.18it/s] 71/499 4.32G 0.01312 0.01073 0.004967 60 640: 23%|##2 | 38/168 [00:07<00:25, 5.18it/s] 71/499 4.32G 0.01312 0.01073 0.004967 60 640: 23%|##3 | 39/168 [00:07<00:24, 5.26it/s] 71/499 4.32G 0.01312 0.01071 0.005025 65 640: 23%|##3 | 39/168 [00:07<00:24, 5.26it/s] 71/499 4.32G 0.01312 0.01071 0.005025 65 640: 24%|##3 | 40/168 [00:07<00:25, 5.10it/s] 71/499 4.32G 0.01312 0.0107 0.005064 69 640: 24%|##3 | 40/168 [00:07<00:25, 5.10it/s] 71/499 4.32G 0.01312 0.0107 0.005064 69 640: 24%|##4 | 41/168 [00:07<00:24, 5.19it/s] 71/499 4.32G 0.01312 0.01073 0.005052 66 640: 24%|##4 | 41/168 [00:08<00:24, 5.19it/s] 71/499 4.32G 0.01312 0.01073 0.005052 66 640: 25%|##5 | 42/168 [00:08<00:23, 5.27it/s] 71/499 4.32G 0.0131 0.01071 0.005084 64 640: 25%|##5 | 42/168 [00:08<00:23, 5.27it/s] 71/499 4.32G 0.0131 0.01071 0.005084 64 640: 26%|##5 | 43/168 [00:08<00:24, 5.13it/s] 71/499 4.32G 0.01311 0.01075 0.00508 73 640: 26%|##5 | 43/168 [00:08<00:24, 5.13it/s] 71/499 4.32G 0.01311 0.01075 0.00508 73 640: 26%|##6 | 44/168 [00:08<00:23, 5.24it/s] 71/499 4.32G 0.0131 0.01075 0.005061 72 640: 26%|##6 | 44/168 [00:08<00:23, 5.24it/s] 71/499 4.32G 0.0131 0.01075 0.005061 72 640: 27%|##6 | 45/168 [00:08<00:23, 5.30it/s] 71/499 4.32G 0.01313 0.01069 0.005058 56 640: 27%|##6 | 45/168 [00:08<00:23, 5.30it/s] 71/499 4.32G 0.01313 0.01069 0.005058 56 640: 27%|##7 | 46/168 [00:08<00:23, 5.12it/s] 71/499 4.32G 0.01315 0.0107 0.00503 73 640: 27%|##7 | 46/168 [00:09<00:23, 5.12it/s] 71/499 4.32G 0.01315 0.0107 0.00503 73 640: 28%|##7 | 47/168 [00:09<00:23, 5.20it/s] 71/499 4.32G 0.01314 0.01066 0.00496 63 640: 28%|##7 | 47/168 [00:09<00:23, 5.20it/s] 71/499 4.32G 0.01314 0.01066 0.00496 63 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s] 71/499 4.32G 0.01314 0.01067 0.004996 72 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s] 71/499 4.32G 0.01314 0.01067 0.004996 72 640: 29%|##9 | 49/168 [00:09<00:23, 5.13it/s] 71/499 4.32G 0.01312 0.01066 0.004949 61 640: 29%|##9 | 49/168 [00:09<00:23, 5.13it/s] 71/499 4.32G 0.01312 0.01066 0.004949 61 640: 30%|##9 | 50/168 [00:09<00:22, 5.22it/s] 71/499 4.32G 0.01311 0.01065 0.004996 67 640: 30%|##9 | 50/168 [00:09<00:22, 5.22it/s] 71/499 4.32G 0.01311 0.01065 0.004996 67 640: 30%|### | 51/168 [00:09<00:22, 5.28it/s] 71/499 4.32G 0.0131 0.0106 0.005018 61 640: 30%|### | 51/168 [00:10<00:22, 5.28it/s] 71/499 4.32G 0.0131 0.0106 0.005018 61 640: 31%|### | 52/168 [00:10<00:22, 5.10it/s] 71/499 4.32G 0.01312 0.01061 0.00498 69 640: 31%|### | 52/168 [00:10<00:22, 5.10it/s] 71/499 4.32G 0.01312 0.01061 0.00498 69 640: 32%|###1 | 53/168 [00:10<00:22, 5.19it/s] 71/499 4.32G 0.01313 0.0106 0.004935 60 640: 32%|###1 | 53/168 [00:10<00:22, 5.19it/s] 71/499 4.32G 0.01313 0.0106 0.004935 60 640: 32%|###2 | 54/168 [00:10<00:21, 5.27it/s] 71/499 4.32G 0.01312 0.01059 0.004893 69 640: 32%|###2 | 54/168 [00:10<00:21, 5.27it/s] 71/499 4.32G 0.01312 0.01059 0.004893 69 640: 33%|###2 | 55/168 [00:10<00:21, 5.15it/s] 71/499 4.32G 0.01312 0.01059 0.004932 64 640: 33%|###2 | 55/168 [00:10<00:21, 5.15it/s] 71/499 4.32G 0.01312 0.01059 0.004932 64 640: 33%|###3 | 56/168 [00:10<00:21, 5.16it/s] 71/499 4.32G 0.01311 0.01058 0.004872 69 640: 33%|###3 | 56/168 [00:10<00:21, 5.16it/s] 71/499 4.32G 0.01311 0.01058 0.004872 69 640: 34%|###3 | 57/168 [00:10<00:21, 5.21it/s] 71/499 4.32G 0.01313 0.01057 0.004876 65 640: 34%|###3 | 57/168 [00:11<00:21, 5.21it/s] 71/499 4.32G 0.01313 0.01057 0.004876 65 640: 35%|###4 | 58/168 [00:11<00:21, 5.06it/s] 71/499 4.32G 0.01313 0.0106 0.004817 62 640: 35%|###4 | 58/168 [00:11<00:21, 5.06it/s] 71/499 4.32G 0.01313 0.0106 0.004817 62 640: 35%|###5 | 59/168 [00:11<00:21, 5.12it/s] 71/499 4.32G 0.01313 0.01058 0.004822 59 640: 35%|###5 | 59/168 [00:11<00:21, 5.12it/s] 71/499 4.32G 0.01313 0.01058 0.004822 59 640: 36%|###5 | 60/168 [00:11<00:20, 5.20it/s] 71/499 4.32G 0.01312 0.01059 0.004785 78 640: 36%|###5 | 60/168 [00:11<00:20, 5.20it/s] 71/499 4.32G 0.01312 0.01059 0.004785 78 640: 36%|###6 | 61/168 [00:11<00:21, 5.02it/s] 71/499 4.32G 0.01311 0.01058 0.00475 65 640: 36%|###6 | 61/168 [00:11<00:21, 5.02it/s] 71/499 4.32G 0.01311 0.01058 0.00475 65 640: 37%|###6 | 62/168 [00:11<00:20, 5.15it/s] 71/499 4.32G 0.01309 0.01055 0.004743 69 640: 37%|###6 | 62/168 [00:12<00:20, 5.15it/s] 71/499 4.32G 0.01309 0.01055 0.004743 69 640: 38%|###7 | 63/168 [00:12<00:20, 5.24it/s] 71/499 4.32G 0.01305 0.01056 0.004741 74 640: 38%|###7 | 63/168 [00:12<00:20, 5.24it/s] 71/499 4.32G 0.01305 0.01056 0.004741 74 640: 38%|###8 | 64/168 [00:12<00:20, 5.07it/s] 71/499 4.32G 0.01305 0.01056 0.004715 59 640: 38%|###8 | 64/168 [00:12<00:20, 5.07it/s] 71/499 4.32G 0.01305 0.01056 0.004715 59 640: 39%|###8 | 65/168 [00:12<00:19, 5.19it/s] 71/499 4.32G 0.01307 0.01051 0.004717 55 640: 39%|###8 | 65/168 [00:12<00:19, 5.19it/s] 71/499 4.32G 0.01307 0.01051 0.004717 55 640: 39%|###9 | 66/168 [00:12<00:19, 5.23it/s] 71/499 4.32G 0.01307 0.01052 0.004747 65 640: 39%|###9 | 66/168 [00:12<00:19, 5.23it/s] 71/499 4.32G 0.01307 0.01052 0.004747 65 640: 40%|###9 | 67/168 [00:12<00:19, 5.06it/s] 71/499 4.32G 0.01307 0.01052 0.004745 68 640: 40%|###9 | 67/168 [00:13<00:19, 5.06it/s] 71/499 4.32G 0.01307 0.01052 0.004745 68 640: 40%|#### | 68/168 [00:13<00:19, 5.10it/s] 71/499 4.32G 0.01307 0.01053 0.004744 72 640: 40%|#### | 68/168 [00:13<00:19, 5.10it/s] 71/499 4.32G 0.01307 0.01053 0.004744 72 640: 41%|####1 | 69/168 [00:13<00:19, 5.18it/s] 71/499 4.32G 0.0131 0.01053 0.004748 69 640: 41%|####1 | 69/168 [00:13<00:19, 5.18it/s] 71/499 4.32G 0.0131 0.01053 0.004748 69 640: 42%|####1 | 70/168 [00:13<00:19, 5.04it/s] 71/499 4.32G 0.01312 0.01054 0.004761 76 640: 42%|####1 | 70/168 [00:13<00:19, 5.04it/s] 71/499 4.32G 0.01312 0.01054 0.004761 76 640: 42%|####2 | 71/168 [00:13<00:18, 5.17it/s] 71/499 4.32G 0.01309 0.01051 0.004789 54 640: 42%|####2 | 71/168 [00:13<00:18, 5.17it/s] 71/499 4.32G 0.01309 0.01051 0.004789 54 640: 43%|####2 | 72/168 [00:13<00:18, 5.25it/s] 71/499 4.32G 0.01309 0.01052 0.004775 80 640: 43%|####2 | 72/168 [00:14<00:18, 5.25it/s] 71/499 4.32G 0.01309 0.01052 0.004775 80 640: 43%|####3 | 73/168 [00:14<00:18, 5.09it/s] 71/499 4.32G 0.01312 0.0105 0.004811 58 640: 43%|####3 | 73/168 [00:14<00:18, 5.09it/s] 71/499 4.32G 0.01312 0.0105 0.004811 58 640: 44%|####4 | 74/168 [00:14<00:18, 5.18it/s] 71/499 4.32G 0.01312 0.01052 0.004813 77 640: 44%|####4 | 74/168 [00:14<00:18, 5.18it/s] 71/499 4.32G 0.01312 0.01052 0.004813 77 640: 45%|####4 | 75/168 [00:14<00:17, 5.24it/s] 71/499 4.32G 0.01312 0.01054 0.004817 76 640: 45%|####4 | 75/168 [00:14<00:17, 5.24it/s] 71/499 4.32G 0.01312 0.01054 0.004817 76 640: 45%|####5 | 76/168 [00:14<00:18, 5.05it/s] 71/499 4.32G 0.01309 0.0105 0.004824 54 640: 45%|####5 | 76/168 [00:14<00:18, 5.05it/s] 71/499 4.32G 0.01309 0.0105 0.004824 54 640: 46%|####5 | 77/168 [00:14<00:17, 5.13it/s] 71/499 4.32G 0.01308 0.01048 0.00484 63 640: 46%|####5 | 77/168 [00:15<00:17, 5.13it/s] 71/499 4.32G 0.01308 0.01048 0.00484 63 640: 46%|####6 | 78/168 [00:15<00:17, 5.22it/s] 71/499 4.32G 0.01305 0.01045 0.00481 50 640: 46%|####6 | 78/168 [00:15<00:17, 5.22it/s] 71/499 4.32G 0.01305 0.01045 0.00481 50 640: 47%|####7 | 79/168 [00:15<00:17, 5.10it/s] 71/499 4.32G 0.01306 0.01046 0.004807 65 640: 47%|####7 | 79/168 [00:15<00:17, 5.10it/s] 71/499 4.32G 0.01306 0.01046 0.004807 65 640: 48%|####7 | 80/168 [00:15<00:16, 5.21it/s] 71/499 4.32G 0.01304 0.01046 0.004814 60 640: 48%|####7 | 80/168 [00:15<00:16, 5.21it/s] 71/499 4.32G 0.01304 0.01046 0.004814 60 640: 48%|####8 | 81/168 [00:15<00:16, 5.28it/s] 71/499 4.32G 0.01306 0.01046 0.004816 65 640: 48%|####8 | 81/168 [00:15<00:16, 5.28it/s] 71/499 4.32G 0.01306 0.01046 0.004816 65 640: 49%|####8 | 82/168 [00:15<00:16, 5.14it/s] 71/499 4.32G 0.01305 0.01043 0.004819 60 640: 49%|####8 | 82/168 [00:16<00:16, 5.14it/s] 71/499 4.32G 0.01305 0.01043 0.004819 60 640: 49%|####9 | 83/168 [00:16<00:16, 5.22it/s] 71/499 4.32G 0.01303 0.01039 0.004846 50 640: 49%|####9 | 83/168 [00:16<00:16, 5.22it/s] 71/499 4.32G 0.01303 0.01039 0.004846 50 640: 50%|##### | 84/168 [00:16<00:15, 5.26it/s] 71/499 4.32G 0.01305 0.01039 0.004847 67 640: 50%|##### | 84/168 [00:16<00:15, 5.26it/s] 71/499 4.32G 0.01305 0.01039 0.004847 67 640: 51%|##### | 85/168 [00:16<00:16, 5.12it/s] 71/499 4.32G 0.01305 0.0104 0.004841 78 640: 51%|##### | 85/168 [00:16<00:16, 5.12it/s] 71/499 4.32G 0.01305 0.0104 0.004841 78 640: 51%|#####1 | 86/168 [00:16<00:15, 5.18it/s] 71/499 4.32G 0.01303 0.01041 0.00482 76 640: 51%|#####1 | 86/168 [00:16<00:15, 5.18it/s] 71/499 4.32G 0.01303 0.01041 0.00482 76 640: 52%|#####1 | 87/168 [00:16<00:15, 5.25it/s] 71/499 4.32G 0.01302 0.01041 0.004842 77 640: 52%|#####1 | 87/168 [00:16<00:15, 5.25it/s] 71/499 4.32G 0.01302 0.01041 0.004842 77 640: 52%|#####2 | 88/168 [00:16<00:15, 5.13it/s] 71/499 4.32G 0.01303 0.01042 0.004865 70 640: 52%|#####2 | 88/168 [00:17<00:15, 5.13it/s] 71/499 4.32G 0.01303 0.01042 0.004865 70 640: 53%|#####2 | 89/168 [00:17<00:15, 5.17it/s] 71/499 4.32G 0.01304 0.01041 0.004862 75 640: 53%|#####2 | 89/168 [00:17<00:15, 5.17it/s] 71/499 4.32G 0.01304 0.01041 0.004862 75 640: 54%|#####3 | 90/168 [00:17<00:14, 5.26it/s] 71/499 4.32G 0.01304 0.01039 0.004859 51 640: 54%|#####3 | 90/168 [00:17<00:14, 5.26it/s] 71/499 4.32G 0.01304 0.01039 0.004859 51 640: 54%|#####4 | 91/168 [00:17<00:15, 5.12it/s] 71/499 4.32G 0.01305 0.0104 0.004849 66 640: 54%|#####4 | 91/168 [00:17<00:15, 5.12it/s] 71/499 4.32G 0.01305 0.0104 0.004849 66 640: 55%|#####4 | 92/168 [00:17<00:14, 5.21it/s] 71/499 4.32G 0.01304 0.0104 0.004842 71 640: 55%|#####4 | 92/168 [00:17<00:14, 5.21it/s] 71/499 4.32G 0.01304 0.0104 0.004842 71 640: 55%|#####5 | 93/168 [00:17<00:14, 5.26it/s] 71/499 4.32G 0.01306 0.0104 0.004837 79 640: 55%|#####5 | 93/168 [00:18<00:14, 5.26it/s] 71/499 4.32G 0.01306 0.0104 0.004837 79 640: 56%|#####5 | 94/168 [00:18<00:14, 5.11it/s] 71/499 4.32G 0.01305 0.01041 0.00485 69 640: 56%|#####5 | 94/168 [00:18<00:14, 5.11it/s] 71/499 4.32G 0.01305 0.01041 0.00485 69 640: 57%|#####6 | 95/168 [00:18<00:14, 5.21it/s] 71/499 4.32G 0.01303 0.01039 0.004838 62 640: 57%|#####6 | 95/168 [00:18<00:14, 5.21it/s] 71/499 4.32G 0.01303 0.01039 0.004838 62 640: 57%|#####7 | 96/168 [00:18<00:13, 5.28it/s] 71/499 4.32G 0.01304 0.01042 0.00483 81 640: 57%|#####7 | 96/168 [00:18<00:13, 5.28it/s] 71/499 4.32G 0.01304 0.01042 0.00483 81 640: 58%|#####7 | 97/168 [00:18<00:13, 5.14it/s] 71/499 4.32G 0.01304 0.01044 0.004854 74 640: 58%|#####7 | 97/168 [00:18<00:13, 5.14it/s] 71/499 4.32G 0.01304 0.01044 0.004854 74 640: 58%|#####8 | 98/168 [00:18<00:13, 5.21it/s] 71/499 4.32G 0.01304 0.01044 0.004861 62 640: 58%|#####8 | 98/168 [00:19<00:13, 5.21it/s] 71/499 4.32G 0.01304 0.01044 0.004861 62 640: 59%|#####8 | 99/168 [00:19<00:13, 5.28it/s] 71/499 4.32G 0.01305 0.01046 0.004844 77 640: 59%|#####8 | 99/168 [00:19<00:13, 5.28it/s] 71/499 4.32G 0.01305 0.01046 0.004844 77 640: 60%|#####9 | 100/168 [00:19<00:13, 5.14it/s] 71/499 4.32G 0.01306 0.01049 0.004874 86 640: 60%|#####9 | 100/168 [00:19<00:13, 5.14it/s] 71/499 4.32G 0.01306 0.01049 0.004874 86 640: 60%|###### | 101/168 [00:19<00:12, 5.21it/s] 71/499 4.32G 0.01304 0.01049 0.004849 74 640: 60%|###### | 101/168 [00:19<00:12, 5.21it/s] 71/499 4.32G 0.01304 0.01049 0.004849 74 640: 61%|###### | 102/168 [00:19<00:12, 5.27it/s] 71/499 4.32G 0.01305 0.01049 0.004838 65 640: 61%|###### | 102/168 [00:19<00:12, 5.27it/s] 71/499 4.32G 0.01305 0.01049 0.004838 65 640: 61%|######1 | 103/168 [00:19<00:12, 5.15it/s] 71/499 4.32G 0.01304 0.0105 0.004829 87 640: 61%|######1 | 103/168 [00:20<00:12, 5.15it/s] 71/499 4.32G 0.01304 0.0105 0.004829 87 640: 62%|######1 | 104/168 [00:20<00:12, 5.24it/s] 71/499 4.32G 0.01303 0.01049 0.004819 70 640: 62%|######1 | 104/168 [00:20<00:12, 5.24it/s] 71/499 4.32G 0.01303 0.01049 0.004819 70 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s] 71/499 4.32G 0.01301 0.01048 0.004818 58 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s] 71/499 4.32G 0.01301 0.01048 0.004818 58 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s] 71/499 4.32G 0.013 0.01047 0.004814 62 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s] 71/499 4.32G 0.013 0.01047 0.004814 62 640: 64%|######3 | 107/168 [00:20<00:11, 5.25it/s] 71/499 4.32G 0.01301 0.01047 0.004792 64 640: 64%|######3 | 107/168 [00:20<00:11, 5.25it/s] 71/499 4.32G 0.01301 0.01047 0.004792 64 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s] 71/499 4.32G 0.01301 0.01049 0.004794 81 640: 64%|######4 | 108/168 [00:21<00:11, 5.31it/s] 71/499 4.32G 0.01301 0.01049 0.004794 81 640: 65%|######4 | 109/168 [00:21<00:11, 5.15it/s] 71/499 4.32G 0.013 0.01048 0.004798 62 640: 65%|######4 | 109/168 [00:21<00:11, 5.15it/s] 71/499 4.32G 0.013 0.01048 0.004798 62 640: 65%|######5 | 110/168 [00:21<00:11, 5.17it/s] 71/499 4.32G 0.01301 0.01048 0.00479 59 640: 65%|######5 | 110/168 [00:21<00:11, 5.17it/s] 71/499 4.32G 0.01301 0.01048 0.00479 59 640: 66%|######6 | 111/168 [00:21<00:10, 5.28it/s] 71/499 4.32G 0.01302 0.01047 0.004778 67 640: 66%|######6 | 111/168 [00:21<00:10, 5.28it/s] 71/499 4.32G 0.01302 0.01047 0.004778 67 640: 67%|######6 | 112/168 [00:21<00:10, 5.16it/s] 71/499 4.32G 0.01303 0.01048 0.004752 75 640: 67%|######6 | 112/168 [00:21<00:10, 5.16it/s] 71/499 4.32G 0.01303 0.01048 0.004752 75 640: 67%|######7 | 113/168 [00:21<00:10, 5.23it/s] 71/499 4.32G 0.01303 0.01051 0.004776 73 640: 67%|######7 | 113/168 [00:21<00:10, 5.23it/s] 71/499 4.32G 0.01303 0.01051 0.004776 73 640: 68%|######7 | 114/168 [00:21<00:10, 5.30it/s] 71/499 4.32G 0.01304 0.01051 0.004804 69 640: 68%|######7 | 114/168 [00:22<00:10, 5.30it/s] 71/499 4.32G 0.01304 0.01051 0.004804 69 640: 68%|######8 | 115/168 [00:22<00:10, 5.16it/s] 71/499 4.32G 0.01304 0.01052 0.004815 75 640: 68%|######8 | 115/168 [00:22<00:10, 5.16it/s] 71/499 4.32G 0.01304 0.01052 0.004815 75 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s] 71/499 4.32G 0.01304 0.01052 0.004812 64 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s] 71/499 4.32G 0.01304 0.01052 0.004812 64 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s] 71/499 4.32G 0.01307 0.01053 0.004815 70 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s] 71/499 4.32G 0.01307 0.01053 0.004815 70 640: 70%|####### | 118/168 [00:22<00:09, 5.12it/s] 71/499 4.32G 0.01309 0.01054 0.004814 71 640: 70%|####### | 118/168 [00:22<00:09, 5.12it/s] 71/499 4.32G 0.01309 0.01054 0.004814 71 640: 71%|####### | 119/168 [00:22<00:09, 5.15it/s] 71/499 4.32G 0.0131 0.01055 0.004803 81 640: 71%|####### | 119/168 [00:23<00:09, 5.15it/s] 71/499 4.32G 0.0131 0.01055 0.004803 81 640: 71%|#######1 | 120/168 [00:23<00:09, 5.20it/s] 71/499 4.32G 0.01311 0.01055 0.00479 71 640: 71%|#######1 | 120/168 [00:23<00:09, 5.20it/s] 71/499 4.32G 0.01311 0.01055 0.00479 71 640: 72%|#######2 | 121/168 [00:23<00:09, 5.07it/s] 71/499 4.32G 0.0131 0.01055 0.004769 61 640: 72%|#######2 | 121/168 [00:23<00:09, 5.07it/s] 71/499 4.32G 0.0131 0.01055 0.004769 61 640: 73%|#######2 | 122/168 [00:23<00:09, 5.10it/s] 71/499 4.32G 0.0131 0.01056 0.004753 76 640: 73%|#######2 | 122/168 [00:23<00:09, 5.10it/s] 71/499 4.32G 0.0131 0.01056 0.004753 76 640: 73%|#######3 | 123/168 [00:23<00:08, 5.13it/s] 71/499 4.32G 0.01308 0.01055 0.004744 70 640: 73%|#######3 | 123/168 [00:23<00:08, 5.13it/s] 71/499 4.32G 0.01308 0.01055 0.004744 70 640: 74%|#######3 | 124/168 [00:23<00:08, 5.01it/s] 71/499 4.32G 0.01307 0.01056 0.004733 65 640: 74%|#######3 | 124/168 [00:24<00:08, 5.01it/s] 71/499 4.32G 0.01307 0.01056 0.004733 65 640: 74%|#######4 | 125/168 [00:24<00:08, 5.15it/s] 71/499 4.32G 0.01307 0.01055 0.004732 68 640: 74%|#######4 | 125/168 [00:24<00:08, 5.15it/s] 71/499 4.32G 0.01307 0.01055 0.004732 68 640: 75%|#######5 | 126/168 [00:24<00:07, 5.25it/s] 71/499 4.32G 0.01307 0.01056 0.004728 71 640: 75%|#######5 | 126/168 [00:24<00:07, 5.25it/s] 71/499 4.32G 0.01307 0.01056 0.004728 71 640: 76%|#######5 | 127/168 [00:24<00:08, 5.10it/s] 71/499 4.32G 0.01308 0.01056 0.004738 57 640: 76%|#######5 | 127/168 [00:24<00:08, 5.10it/s] 71/499 4.32G 0.01308 0.01056 0.004738 57 640: 76%|#######6 | 128/168 [00:24<00:07, 5.19it/s] 71/499 4.32G 0.01308 0.01056 0.004743 75 640: 76%|#######6 | 128/168 [00:24<00:07, 5.19it/s] 71/499 4.32G 0.01308 0.01056 0.004743 75 640: 77%|#######6 | 129/168 [00:24<00:07, 5.24it/s] 71/499 4.32G 0.01308 0.01054 0.004735 57 640: 77%|#######6 | 129/168 [00:25<00:07, 5.24it/s] 71/499 4.32G 0.01308 0.01054 0.004735 57 640: 77%|#######7 | 130/168 [00:25<00:07, 5.10it/s] 71/499 4.32G 0.01307 0.01055 0.004722 77 640: 77%|#######7 | 130/168 [00:25<00:07, 5.10it/s] 71/499 4.32G 0.01307 0.01055 0.004722 77 640: 78%|#######7 | 131/168 [00:25<00:07, 5.20it/s] 71/499 4.32G 0.01306 0.01055 0.004702 74 640: 78%|#######7 | 131/168 [00:25<00:07, 5.20it/s] 71/499 4.32G 0.01306 0.01055 0.004702 74 640: 79%|#######8 | 132/168 [00:25<00:06, 5.24it/s] 71/499 4.32G 0.01307 0.01056 0.004734 66 640: 79%|#######8 | 132/168 [00:25<00:06, 5.24it/s] 71/499 4.32G 0.01307 0.01056 0.004734 66 640: 79%|#######9 | 133/168 [00:25<00:06, 5.10it/s] 71/499 4.32G 0.01306 0.01056 0.004719 74 640: 79%|#######9 | 133/168 [00:25<00:06, 5.10it/s] 71/499 4.32G 0.01306 0.01056 0.004719 74 640: 80%|#######9 | 134/168 [00:25<00:06, 5.12it/s] 71/499 4.32G 0.01308 0.01056 0.004696 54 640: 80%|#######9 | 134/168 [00:26<00:06, 5.12it/s] 71/499 4.32G 0.01308 0.01056 0.004696 54 640: 80%|######## | 135/168 [00:26<00:06, 5.23it/s] 71/499 4.32G 0.01307 0.01056 0.004696 56 640: 80%|######## | 135/168 [00:26<00:06, 5.23it/s] 71/499 4.32G 0.01307 0.01056 0.004696 56 640: 81%|######## | 136/168 [00:26<00:06, 5.08it/s] 71/499 4.32G 0.01306 0.01057 0.004711 73 640: 81%|######## | 136/168 [00:26<00:06, 5.08it/s] 71/499 4.32G 0.01306 0.01057 0.004711 73 640: 82%|########1 | 137/168 [00:26<00:05, 5.18it/s] 71/499 4.32G 0.01306 0.01057 0.004726 73 640: 82%|########1 | 137/168 [00:26<00:05, 5.18it/s] 71/499 4.32G 0.01306 0.01057 0.004726 73 640: 82%|########2 | 138/168 [00:26<00:05, 5.26it/s] 71/499 4.32G 0.01305 0.01055 0.004735 59 640: 82%|########2 | 138/168 [00:26<00:05, 5.26it/s] 71/499 4.32G 0.01305 0.01055 0.004735 59 640: 83%|########2 | 139/168 [00:26<00:05, 5.12it/s] 71/499 4.32G 0.01305 0.01055 0.004715 57 640: 83%|########2 | 139/168 [00:27<00:05, 5.12it/s] 71/499 4.32G 0.01305 0.01055 0.004715 57 640: 83%|########3 | 140/168 [00:27<00:05, 5.17it/s] 71/499 4.32G 0.01305 0.01055 0.004701 63 640: 83%|########3 | 140/168 [00:27<00:05, 5.17it/s] 71/499 4.32G 0.01305 0.01055 0.004701 63 640: 84%|########3 | 141/168 [00:27<00:05, 5.24it/s] 71/499 4.32G 0.01304 0.01055 0.004694 71 640: 84%|########3 | 141/168 [00:27<00:05, 5.24it/s] 71/499 4.32G 0.01304 0.01055 0.004694 71 640: 85%|########4 | 142/168 [00:27<00:05, 5.12it/s] 71/499 4.32G 0.01302 0.01052 0.004692 51 640: 85%|########4 | 142/168 [00:27<00:05, 5.12it/s] 71/499 4.32G 0.01302 0.01052 0.004692 51 640: 85%|########5 | 143/168 [00:27<00:04, 5.23it/s] 71/499 4.32G 0.01304 0.01053 0.004702 79 640: 85%|########5 | 143/168 [00:27<00:04, 5.23it/s] 71/499 4.32G 0.01304 0.01053 0.004702 79 640: 86%|########5 | 144/168 [00:27<00:04, 5.31it/s] 71/499 4.32G 0.01301 0.01051 0.004688 62 640: 86%|########5 | 144/168 [00:27<00:04, 5.31it/s] 71/499 4.32G 0.01301 0.01051 0.004688 62 640: 86%|########6 | 145/168 [00:27<00:04, 5.14it/s] 71/499 4.32G 0.01302 0.01051 0.00469 61 640: 86%|########6 | 145/168 [00:28<00:04, 5.14it/s] 71/499 4.32G 0.01302 0.01051 0.00469 61 640: 87%|########6 | 146/168 [00:28<00:04, 5.24it/s] 71/499 4.32G 0.01302 0.0105 0.004688 62 640: 87%|########6 | 146/168 [00:28<00:04, 5.24it/s] 71/499 4.32G 0.01302 0.0105 0.004688 62 640: 88%|########7 | 147/168 [00:28<00:03, 5.31it/s] 71/499 4.32G 0.01304 0.01051 0.004705 70 640: 88%|########7 | 147/168 [00:28<00:03, 5.31it/s] 71/499 4.32G 0.01304 0.01051 0.004705 70 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s] 71/499 4.32G 0.01303 0.01053 0.004717 79 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s] 71/499 4.32G 0.01303 0.01053 0.004717 79 640: 89%|########8 | 149/168 [00:28<00:03, 5.24it/s] 71/499 4.32G 0.01303 0.01053 0.004744 64 640: 89%|########8 | 149/168 [00:28<00:03, 5.24it/s] 71/499 4.32G 0.01303 0.01053 0.004744 64 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s] 71/499 4.32G 0.01304 0.01055 0.004769 80 640: 89%|########9 | 150/168 [00:29<00:03, 5.34it/s] 71/499 4.32G 0.01304 0.01055 0.004769 80 640: 90%|########9 | 151/168 [00:29<00:03, 5.12it/s] 71/499 4.32G 0.01304 0.01055 0.004775 79 640: 90%|########9 | 151/168 [00:29<00:03, 5.12it/s] 71/499 4.32G 0.01304 0.01055 0.004775 79 640: 90%|######### | 152/168 [00:29<00:03, 5.22it/s] 71/499 4.32G 0.01303 0.01056 0.004752 61 640: 90%|######### | 152/168 [00:29<00:03, 5.22it/s] 71/499 4.32G 0.01303 0.01056 0.004752 61 640: 91%|#########1| 153/168 [00:29<00:02, 5.31it/s] 71/499 4.32G 0.01304 0.01055 0.004754 65 640: 91%|#########1| 153/168 [00:29<00:02, 5.31it/s] 71/499 4.32G 0.01304 0.01055 0.004754 65 640: 92%|#########1| 154/168 [00:29<00:02, 5.12it/s] 71/499 4.32G 0.01305 0.01054 0.004804 65 640: 92%|#########1| 154/168 [00:29<00:02, 5.12it/s] 71/499 4.32G 0.01305 0.01054 0.004804 65 640: 92%|#########2| 155/168 [00:29<00:02, 5.20it/s] 71/499 4.32G 0.01305 0.01055 0.004814 65 640: 92%|#########2| 155/168 [00:30<00:02, 5.20it/s] 71/499 4.32G 0.01305 0.01055 0.004814 65 640: 93%|#########2| 156/168 [00:30<00:02, 5.27it/s] 71/499 4.32G 0.01305 0.01053 0.004822 57 640: 93%|#########2| 156/168 [00:30<00:02, 5.27it/s] 71/499 4.32G 0.01305 0.01053 0.004822 57 640: 93%|#########3| 157/168 [00:30<00:02, 5.12it/s] 71/499 4.32G 0.01304 0.01054 0.00481 76 640: 93%|#########3| 157/168 [00:30<00:02, 5.12it/s] 71/499 4.32G 0.01304 0.01054 0.00481 76 640: 94%|#########4| 158/168 [00:30<00:01, 5.23it/s] 71/499 4.32G 0.01304 0.01053 0.004827 71 640: 94%|#########4| 158/168 [00:30<00:01, 5.23it/s] 71/499 4.32G 0.01304 0.01053 0.004827 71 640: 95%|#########4| 159/168 [00:30<00:01, 5.26it/s] 71/499 4.32G 0.01304 0.01052 0.004823 55 640: 95%|#########4| 159/168 [00:30<00:01, 5.26it/s] 71/499 4.32G 0.01304 0.01052 0.004823 55 640: 95%|#########5| 160/168 [00:30<00:01, 5.09it/s] 71/499 4.32G 0.01303 0.01054 0.004825 67 640: 95%|#########5| 160/168 [00:31<00:01, 5.09it/s] 71/499 4.32G 0.01303 0.01054 0.004825 67 640: 96%|#########5| 161/168 [00:31<00:01, 5.20it/s] 71/499 4.32G 0.01303 0.01054 0.004826 70 640: 96%|#########5| 161/168 [00:31<00:01, 5.20it/s] 71/499 4.32G 0.01303 0.01054 0.004826 70 640: 96%|#########6| 162/168 [00:31<00:01, 5.29it/s] 71/499 4.32G 0.01303 0.01053 0.004833 59 640: 96%|#########6| 162/168 [00:31<00:01, 5.29it/s] 71/499 4.32G 0.01303 0.01053 0.004833 59 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s] 71/499 4.32G 0.01303 0.01055 0.00483 94 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s] 71/499 4.32G 0.01303 0.01055 0.00483 94 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s] 71/499 4.32G 0.01302 0.01056 0.004827 88 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s] 71/499 4.32G 0.01302 0.01056 0.004827 88 640: 98%|#########8| 165/168 [00:31<00:00, 5.29it/s] 71/499 4.32G 0.01302 0.01055 0.004847 48 640: 98%|#########8| 165/168 [00:31<00:00, 5.29it/s] 71/499 4.32G 0.01302 0.01055 0.004847 48 640: 99%|#########8| 166/168 [00:31<00:00, 5.14it/s] 71/499 4.32G 0.01303 0.01056 0.004834 76 640: 99%|#########8| 166/168 [00:32<00:00, 5.14it/s] 71/499 4.32G 0.01303 0.01056 0.004834 76 640: 99%|#########9| 167/168 [00:32<00:00, 5.21it/s] 71/499 4.32G 0.01303 0.01056 0.004853 31 640: 99%|#########9| 167/168 [00:32<00:00, 5.21it/s] 71/499 4.32G 0.01303 0.01056 0.004853 31 640: 100%|##########| 168/168 [00:32<00:00, 5.40it/s] 71/499 4.32G 0.01303 0.01056 0.004853 31 640: 100%|##########| 168/168 [00:32<00:00, 5.19it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.74it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.83it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.80it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.38it/s] all 132 263 0.855 0.876 0.876 0.743 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 72/499 4.32G 0.01319 0.0118 0.004331 83 640: 0%| | 0/168 [00:00<?, ?it/s] 72/499 4.32G 0.01319 0.0118 0.004331 83 640: 1%| | 1/168 [00:00<00:34, 4.89it/s] 72/499 4.32G 0.01408 0.01213 0.004616 59 640: 1%| | 1/168 [00:00<00:34, 4.89it/s] 72/499 4.32G 0.01408 0.01213 0.004616 59 640: 1%|1 | 2/168 [00:00<00:31, 5.19it/s] 72/499 4.32G 0.01361 0.01114 0.006707 57 640: 1%|1 | 2/168 [00:00<00:31, 5.19it/s] 72/499 4.32G 0.01361 0.01114 0.006707 57 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s] 72/499 4.32G 0.01402 0.01113 0.005679 64 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s] 72/499 4.32G 0.01402 0.01113 0.005679 64 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s] 72/499 4.32G 0.01394 0.01131 0.005237 67 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s] 72/499 4.32G 0.01394 0.01131 0.005237 67 640: 3%|2 | 5/168 [00:00<00:31, 5.20it/s] 72/499 4.32G 0.01368 0.01157 0.005015 82 640: 3%|2 | 5/168 [00:01<00:31, 5.20it/s] 72/499 4.32G 0.01368 0.01157 0.005015 82 640: 4%|3 | 6/168 [00:01<00:30, 5.27it/s] 72/499 4.32G 0.01373 0.0116 0.004868 71 640: 4%|3 | 6/168 [00:01<00:30, 5.27it/s] 72/499 4.32G 0.01373 0.0116 0.004868 71 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s] 72/499 4.32G 0.01377 0.01189 0.0049 79 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s] 72/499 4.32G 0.01377 0.01189 0.0049 79 640: 5%|4 | 8/168 [00:01<00:30, 5.21it/s] 72/499 4.32G 0.01348 0.01151 0.004851 63 640: 5%|4 | 8/168 [00:01<00:30, 5.21it/s] 72/499 4.32G 0.01348 0.01151 0.004851 63 640: 5%|5 | 9/168 [00:01<00:30, 5.21it/s] 72/499 4.32G 0.01347 0.01157 0.005044 70 640: 5%|5 | 9/168 [00:01<00:30, 5.21it/s] 72/499 4.32G 0.01347 0.01157 0.005044 70 640: 6%|5 | 10/168 [00:01<00:30, 5.11it/s] 72/499 4.32G 0.01349 0.01144 0.005295 62 640: 6%|5 | 10/168 [00:02<00:30, 5.11it/s] 72/499 4.32G 0.01349 0.01144 0.005295 62 640: 7%|6 | 11/168 [00:02<00:30, 5.21it/s] 72/499 4.32G 0.01347 0.0113 0.005051 62 640: 7%|6 | 11/168 [00:02<00:30, 5.21it/s] 72/499 4.32G 0.01347 0.0113 0.005051 62 640: 7%|7 | 12/168 [00:02<00:29, 5.27it/s] 72/499 4.32G 0.01348 0.01117 0.004868 67 640: 7%|7 | 12/168 [00:02<00:29, 5.27it/s] 72/499 4.32G 0.01348 0.01117 0.004868 67 640: 8%|7 | 13/168 [00:02<00:30, 5.12it/s] 72/499 4.32G 0.01345 0.01122 0.0047 78 640: 8%|7 | 13/168 [00:02<00:30, 5.12it/s] 72/499 4.32G 0.01345 0.01122 0.0047 78 640: 8%|8 | 14/168 [00:02<00:29, 5.21it/s] 72/499 4.32G 0.01339 0.01123 0.004807 82 640: 8%|8 | 14/168 [00:02<00:29, 5.21it/s] 72/499 4.32G 0.01339 0.01123 0.004807 82 640: 9%|8 | 15/168 [00:02<00:28, 5.28it/s] 72/499 4.32G 0.01339 0.01142 0.004981 89 640: 9%|8 | 15/168 [00:03<00:28, 5.28it/s] 72/499 4.32G 0.01339 0.01142 0.004981 89 640: 10%|9 | 16/168 [00:03<00:29, 5.11it/s] 72/499 4.32G 0.01331 0.01138 0.004858 73 640: 10%|9 | 16/168 [00:03<00:29, 5.11it/s] 72/499 4.32G 0.01331 0.01138 0.004858 73 640: 10%|# | 17/168 [00:03<00:29, 5.18it/s] 72/499 4.32G 0.01335 0.01137 0.00495 70 640: 10%|# | 17/168 [00:03<00:29, 5.18it/s] 72/499 4.32G 0.01335 0.01137 0.00495 70 640: 11%|# | 18/168 [00:03<00:28, 5.26it/s] 72/499 4.32G 0.01335 0.01155 0.004874 88 640: 11%|# | 18/168 [00:03<00:28, 5.26it/s] 72/499 4.32G 0.01335 0.01155 0.004874 88 640: 11%|#1 | 19/168 [00:03<00:29, 5.14it/s] 72/499 4.32G 0.01326 0.01148 0.004855 71 640: 11%|#1 | 19/168 [00:03<00:29, 5.14it/s] 72/499 4.32G 0.01326 0.01148 0.004855 71 640: 12%|#1 | 20/168 [00:03<00:28, 5.20it/s] 72/499 4.32G 0.01318 0.01141 0.004732 72 640: 12%|#1 | 20/168 [00:04<00:28, 5.20it/s] 72/499 4.32G 0.01318 0.01141 0.004732 72 640: 12%|#2 | 21/168 [00:04<00:27, 5.27it/s] 72/499 4.32G 0.01311 0.01141 0.004736 64 640: 12%|#2 | 21/168 [00:04<00:27, 5.27it/s] 72/499 4.32G 0.01311 0.01141 0.004736 64 640: 13%|#3 | 22/168 [00:04<00:28, 5.14it/s] 72/499 4.32G 0.01314 0.01145 0.004765 80 640: 13%|#3 | 22/168 [00:04<00:28, 5.14it/s] 72/499 4.32G 0.01314 0.01145 0.004765 80 640: 14%|#3 | 23/168 [00:04<00:28, 5.08it/s] 72/499 4.32G 0.01313 0.01129 0.004802 56 640: 14%|#3 | 23/168 [00:04<00:28, 5.08it/s] 72/499 4.32G 0.01313 0.01129 0.004802 56 640: 14%|#4 | 24/168 [00:04<00:27, 5.19it/s] 72/499 4.32G 0.01305 0.01129 0.004929 77 640: 14%|#4 | 24/168 [00:04<00:27, 5.19it/s] 72/499 4.32G 0.01305 0.01129 0.004929 77 640: 15%|#4 | 25/168 [00:04<00:28, 5.08it/s] 72/499 4.32G 0.01301 0.01129 0.004857 76 640: 15%|#4 | 25/168 [00:05<00:28, 5.08it/s] 72/499 4.32G 0.01301 0.01129 0.004857 76 640: 15%|#5 | 26/168 [00:05<00:27, 5.20it/s] 72/499 4.32G 0.013 0.01129 0.004822 68 640: 15%|#5 | 26/168 [00:05<00:27, 5.20it/s] 72/499 4.32G 0.013 0.01129 0.004822 68 640: 16%|#6 | 27/168 [00:05<00:26, 5.26it/s] 72/499 4.32G 0.01296 0.01125 0.004753 70 640: 16%|#6 | 27/168 [00:05<00:26, 5.26it/s] 72/499 4.32G 0.01296 0.01125 0.004753 70 640: 17%|#6 | 28/168 [00:05<00:27, 5.13it/s] 72/499 4.32G 0.01293 0.0113 0.004675 83 640: 17%|#6 | 28/168 [00:05<00:27, 5.13it/s] 72/499 4.32G 0.01293 0.0113 0.004675 83 640: 17%|#7 | 29/168 [00:05<00:26, 5.21it/s] 72/499 4.32G 0.01295 0.0113 0.004588 72 640: 17%|#7 | 29/168 [00:05<00:26, 5.21it/s] 72/499 4.32G 0.01295 0.0113 0.004588 72 640: 18%|#7 | 30/168 [00:05<00:26, 5.26it/s] 72/499 4.32G 0.01299 0.01119 0.004627 50 640: 18%|#7 | 30/168 [00:05<00:26, 5.26it/s] 72/499 4.32G 0.01299 0.01119 0.004627 50 640: 18%|#8 | 31/168 [00:05<00:26, 5.14it/s] 72/499 4.32G 0.01301 0.01119 0.004642 74 640: 18%|#8 | 31/168 [00:06<00:26, 5.14it/s] 72/499 4.32G 0.01301 0.01119 0.004642 74 640: 19%|#9 | 32/168 [00:06<00:26, 5.17it/s] 72/499 4.32G 0.01301 0.01107 0.004619 48 640: 19%|#9 | 32/168 [00:06<00:26, 5.17it/s] 72/499 4.32G 0.01301 0.01107 0.004619 48 640: 20%|#9 | 33/168 [00:06<00:25, 5.22it/s] 72/499 4.32G 0.01297 0.01101 0.004717 67 640: 20%|#9 | 33/168 [00:06<00:25, 5.22it/s] 72/499 4.32G 0.01297 0.01101 0.004717 67 640: 20%|## | 34/168 [00:06<00:26, 5.12it/s] 72/499 4.32G 0.01295 0.01101 0.004808 69 640: 20%|## | 34/168 [00:06<00:26, 5.12it/s] 72/499 4.32G 0.01295 0.01101 0.004808 69 640: 21%|## | 35/168 [00:06<00:25, 5.21it/s] 72/499 4.32G 0.01291 0.01096 0.004887 62 640: 21%|## | 35/168 [00:06<00:25, 5.21it/s] 72/499 4.32G 0.01291 0.01096 0.004887 62 640: 21%|##1 | 36/168 [00:06<00:24, 5.29it/s] 72/499 4.32G 0.01287 0.01095 0.004977 72 640: 21%|##1 | 36/168 [00:07<00:24, 5.29it/s] 72/499 4.32G 0.01287 0.01095 0.004977 72 640: 22%|##2 | 37/168 [00:07<00:25, 5.11it/s] 72/499 4.32G 0.01285 0.01087 0.004994 60 640: 22%|##2 | 37/168 [00:07<00:25, 5.11it/s] 72/499 4.32G 0.01285 0.01087 0.004994 60 640: 23%|##2 | 38/168 [00:07<00:25, 5.16it/s] 72/499 4.32G 0.0128 0.01081 0.004968 57 640: 23%|##2 | 38/168 [00:07<00:25, 5.16it/s] 72/499 4.32G 0.0128 0.01081 0.004968 57 640: 23%|##3 | 39/168 [00:07<00:24, 5.24it/s] 72/499 4.32G 0.01282 0.01081 0.004943 64 640: 23%|##3 | 39/168 [00:07<00:24, 5.24it/s] 72/499 4.32G 0.01282 0.01081 0.004943 64 640: 24%|##3 | 40/168 [00:07<00:24, 5.14it/s] 72/499 4.32G 0.01281 0.01083 0.00497 75 640: 24%|##3 | 40/168 [00:07<00:24, 5.14it/s] 72/499 4.32G 0.01281 0.01083 0.00497 75 640: 24%|##4 | 41/168 [00:07<00:24, 5.20it/s] 72/499 4.32G 0.01279 0.01077 0.004937 58 640: 24%|##4 | 41/168 [00:08<00:24, 5.20it/s] 72/499 4.32G 0.01279 0.01077 0.004937 58 640: 25%|##5 | 42/168 [00:08<00:23, 5.28it/s] 72/499 4.32G 0.01281 0.01076 0.004897 64 640: 25%|##5 | 42/168 [00:08<00:23, 5.28it/s] 72/499 4.32G 0.01281 0.01076 0.004897 64 640: 26%|##5 | 43/168 [00:08<00:24, 5.06it/s] 72/499 4.32G 0.01277 0.01075 0.004845 71 640: 26%|##5 | 43/168 [00:08<00:24, 5.06it/s] 72/499 4.32G 0.01277 0.01075 0.004845 71 640: 26%|##6 | 44/168 [00:08<00:24, 5.14it/s] 72/499 4.32G 0.01273 0.01076 0.004811 74 640: 26%|##6 | 44/168 [00:08<00:24, 5.14it/s] 72/499 4.32G 0.01273 0.01076 0.004811 74 640: 27%|##6 | 45/168 [00:08<00:23, 5.24it/s] 72/499 4.32G 0.01272 0.01074 0.004884 56 640: 27%|##6 | 45/168 [00:08<00:23, 5.24it/s] 72/499 4.32G 0.01272 0.01074 0.004884 56 640: 27%|##7 | 46/168 [00:08<00:23, 5.12it/s] 72/499 4.32G 0.01268 0.01072 0.004883 63 640: 27%|##7 | 46/168 [00:09<00:23, 5.12it/s] 72/499 4.32G 0.01268 0.01072 0.004883 63 640: 28%|##7 | 47/168 [00:09<00:23, 5.21it/s] 72/499 4.32G 0.01266 0.01074 0.004874 77 640: 28%|##7 | 47/168 [00:09<00:23, 5.21it/s] 72/499 4.32G 0.01266 0.01074 0.004874 77 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s] 72/499 4.32G 0.01267 0.01077 0.004863 68 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s] 72/499 4.32G 0.01267 0.01077 0.004863 68 640: 29%|##9 | 49/168 [00:09<00:23, 5.17it/s] 72/499 4.32G 0.01268 0.01076 0.004855 63 640: 29%|##9 | 49/168 [00:09<00:23, 5.17it/s] 72/499 4.32G 0.01268 0.01076 0.004855 63 640: 30%|##9 | 50/168 [00:09<00:22, 5.21it/s] 72/499 4.32G 0.01273 0.01076 0.004851 61 640: 30%|##9 | 50/168 [00:09<00:22, 5.21it/s] 72/499 4.32G 0.01273 0.01076 0.004851 61 640: 30%|### | 51/168 [00:09<00:22, 5.26it/s] 72/499 4.32G 0.01271 0.01075 0.004877 74 640: 30%|### | 51/168 [00:10<00:22, 5.26it/s] 72/499 4.32G 0.01271 0.01075 0.004877 74 640: 31%|### | 52/168 [00:10<00:22, 5.14it/s] 72/499 4.32G 0.0127 0.0108 0.004906 73 640: 31%|### | 52/168 [00:10<00:22, 5.14it/s] 72/499 4.32G 0.0127 0.0108 0.004906 73 640: 32%|###1 | 53/168 [00:10<00:21, 5.23it/s] 72/499 4.32G 0.01272 0.01082 0.004902 63 640: 32%|###1 | 53/168 [00:10<00:21, 5.23it/s] 72/499 4.32G 0.01272 0.01082 0.004902 63 640: 32%|###2 | 54/168 [00:10<00:21, 5.28it/s] 72/499 4.32G 0.01273 0.01083 0.004941 75 640: 32%|###2 | 54/168 [00:10<00:21, 5.28it/s] 72/499 4.32G 0.01273 0.01083 0.004941 75 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s] 72/499 4.32G 0.01271 0.01083 0.00498 74 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s] 72/499 4.32G 0.01271 0.01083 0.00498 74 640: 33%|###3 | 56/168 [00:10<00:21, 5.23it/s] 72/499 4.32G 0.01273 0.01079 0.005029 62 640: 33%|###3 | 56/168 [00:10<00:21, 5.23it/s] 72/499 4.32G 0.01273 0.01079 0.005029 62 640: 34%|###3 | 57/168 [00:10<00:21, 5.29it/s] 72/499 4.32G 0.01272 0.01077 0.005011 74 640: 34%|###3 | 57/168 [00:11<00:21, 5.29it/s] 72/499 4.32G 0.01272 0.01077 0.005011 74 640: 35%|###4 | 58/168 [00:11<00:21, 5.13it/s] 72/499 4.32G 0.01271 0.01075 0.005004 61 640: 35%|###4 | 58/168 [00:11<00:21, 5.13it/s] 72/499 4.32G 0.01271 0.01075 0.005004 61 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s] 72/499 4.32G 0.01272 0.01071 0.005009 55 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s] 72/499 4.32G 0.01272 0.01071 0.005009 55 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s] 72/499 4.32G 0.0127 0.01068 0.004957 57 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s] 72/499 4.32G 0.0127 0.01068 0.004957 57 640: 36%|###6 | 61/168 [00:11<00:21, 5.08it/s] 72/499 4.32G 0.01269 0.01066 0.004939 53 640: 36%|###6 | 61/168 [00:11<00:21, 5.08it/s] 72/499 4.32G 0.01269 0.01066 0.004939 53 640: 37%|###6 | 62/168 [00:11<00:20, 5.15it/s] 72/499 4.32G 0.01271 0.01067 0.004887 64 640: 37%|###6 | 62/168 [00:12<00:20, 5.15it/s] 72/499 4.32G 0.01271 0.01067 0.004887 64 640: 38%|###7 | 63/168 [00:12<00:19, 5.26it/s] 72/499 4.32G 0.01271 0.01067 0.004876 63 640: 38%|###7 | 63/168 [00:12<00:19, 5.26it/s] 72/499 4.32G 0.01271 0.01067 0.004876 63 640: 38%|###8 | 64/168 [00:12<00:20, 5.14it/s] 72/499 4.32G 0.01271 0.01064 0.004849 65 640: 38%|###8 | 64/168 [00:12<00:20, 5.14it/s] 72/499 4.32G 0.01271 0.01064 0.004849 65 640: 39%|###8 | 65/168 [00:12<00:19, 5.18it/s] 72/499 4.32G 0.01274 0.01061 0.004832 54 640: 39%|###8 | 65/168 [00:12<00:19, 5.18it/s] 72/499 4.32G 0.01274 0.01061 0.004832 54 640: 39%|###9 | 66/168 [00:12<00:19, 5.27it/s] 72/499 4.32G 0.01274 0.01063 0.004838 78 640: 39%|###9 | 66/168 [00:12<00:19, 5.27it/s] 72/499 4.32G 0.01274 0.01063 0.004838 78 640: 40%|###9 | 67/168 [00:12<00:19, 5.07it/s] 72/499 4.32G 0.01274 0.01062 0.004817 61 640: 40%|###9 | 67/168 [00:13<00:19, 5.07it/s] 72/499 4.32G 0.01274 0.01062 0.004817 61 640: 40%|#### | 68/168 [00:13<00:19, 5.19it/s] 72/499 4.32G 0.01274 0.01061 0.004826 62 640: 40%|#### | 68/168 [00:13<00:19, 5.19it/s] 72/499 4.32G 0.01274 0.01061 0.004826 62 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s] 72/499 4.32G 0.01273 0.01066 0.004834 79 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s] 72/499 4.32G 0.01273 0.01066 0.004834 79 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s] 72/499 4.32G 0.01269 0.01067 0.004833 62 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s] 72/499 4.32G 0.01269 0.01067 0.004833 62 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s] 72/499 4.32G 0.01268 0.01064 0.004816 65 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s] 72/499 4.32G 0.01268 0.01064 0.004816 65 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s] 72/499 4.32G 0.01266 0.0106 0.004869 65 640: 43%|####2 | 72/168 [00:14<00:17, 5.34it/s] 72/499 4.32G 0.01266 0.0106 0.004869 65 640: 43%|####3 | 73/168 [00:14<00:18, 5.18it/s] 72/499 4.32G 0.01264 0.01057 0.004875 59 640: 43%|####3 | 73/168 [00:14<00:18, 5.18it/s] 72/499 4.32G 0.01264 0.01057 0.004875 59 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s] 72/499 4.32G 0.01263 0.01055 0.004864 59 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s] 72/499 4.32G 0.01263 0.01055 0.004864 59 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s] 72/499 4.32G 0.01264 0.01059 0.004833 80 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s] 72/499 4.32G 0.01264 0.01059 0.004833 80 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s] 72/499 4.32G 0.01263 0.01063 0.004821 81 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s] 72/499 4.32G 0.01263 0.01063 0.004821 81 640: 46%|####5 | 77/168 [00:14<00:17, 5.25it/s] 72/499 4.32G 0.01262 0.01061 0.004802 67 640: 46%|####5 | 77/168 [00:14<00:17, 5.25it/s] 72/499 4.32G 0.01262 0.01061 0.004802 67 640: 46%|####6 | 78/168 [00:14<00:16, 5.33it/s] 72/499 4.32G 0.0126 0.01061 0.004794 73 640: 46%|####6 | 78/168 [00:15<00:16, 5.33it/s] 72/499 4.32G 0.0126 0.01061 0.004794 73 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s] 72/499 4.32G 0.01262 0.0106 0.00481 62 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s] 72/499 4.32G 0.01262 0.0106 0.00481 62 640: 48%|####7 | 80/168 [00:15<00:16, 5.28it/s] 72/499 4.32G 0.01261 0.01062 0.004806 89 640: 48%|####7 | 80/168 [00:15<00:16, 5.28it/s] 72/499 4.32G 0.01261 0.01062 0.004806 89 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s] 72/499 4.32G 0.0126 0.01062 0.004782 68 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s] 72/499 4.32G 0.0126 0.01062 0.004782 68 640: 49%|####8 | 82/168 [00:15<00:16, 5.17it/s] 72/499 4.32G 0.01261 0.01062 0.004762 61 640: 49%|####8 | 82/168 [00:15<00:16, 5.17it/s] 72/499 4.32G 0.01261 0.01062 0.004762 61 640: 49%|####9 | 83/168 [00:15<00:16, 5.23it/s] 72/499 4.32G 0.0126 0.01062 0.004769 73 640: 49%|####9 | 83/168 [00:16<00:16, 5.23it/s] 72/499 4.32G 0.0126 0.01062 0.004769 73 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s] 72/499 4.32G 0.01262 0.01061 0.004814 71 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s] 72/499 4.32G 0.01262 0.01061 0.004814 71 640: 51%|##### | 85/168 [00:16<00:16, 5.13it/s] 72/499 4.32G 0.01261 0.0106 0.004831 68 640: 51%|##### | 85/168 [00:16<00:16, 5.13it/s] 72/499 4.32G 0.01261 0.0106 0.004831 68 640: 51%|#####1 | 86/168 [00:16<00:15, 5.22it/s] 72/499 4.32G 0.0126 0.01058 0.004794 65 640: 51%|#####1 | 86/168 [00:16<00:15, 5.22it/s] 72/499 4.32G 0.0126 0.01058 0.004794 65 640: 52%|#####1 | 87/168 [00:16<00:15, 5.29it/s] 72/499 4.32G 0.0126 0.01059 0.00479 62 640: 52%|#####1 | 87/168 [00:16<00:15, 5.29it/s] 72/499 4.32G 0.0126 0.01059 0.00479 62 640: 52%|#####2 | 88/168 [00:16<00:15, 5.16it/s] 72/499 4.32G 0.01261 0.01058 0.004764 63 640: 52%|#####2 | 88/168 [00:17<00:15, 5.16it/s] 72/499 4.32G 0.01261 0.01058 0.004764 63 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s] 72/499 4.32G 0.01262 0.01057 0.004831 60 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s] 72/499 4.32G 0.01262 0.01057 0.004831 60 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s] 72/499 4.32G 0.01261 0.01058 0.004834 70 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s] 72/499 4.32G 0.01261 0.01058 0.004834 70 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s] 72/499 4.32G 0.01261 0.01062 0.004811 75 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s] 72/499 4.32G 0.01261 0.01062 0.004811 75 640: 55%|#####4 | 92/168 [00:17<00:14, 5.22it/s] 72/499 4.32G 0.01263 0.01065 0.004805 75 640: 55%|#####4 | 92/168 [00:17<00:14, 5.22it/s] 72/499 4.32G 0.01263 0.01065 0.004805 75 640: 55%|#####5 | 93/168 [00:17<00:14, 5.29it/s] 72/499 4.32G 0.01262 0.01062 0.004795 62 640: 55%|#####5 | 93/168 [00:18<00:14, 5.29it/s] 72/499 4.32G 0.01262 0.01062 0.004795 62 640: 56%|#####5 | 94/168 [00:18<00:14, 5.16it/s] 72/499 4.32G 0.0126 0.01063 0.004829 66 640: 56%|#####5 | 94/168 [00:18<00:14, 5.16it/s] 72/499 4.32G 0.0126 0.01063 0.004829 66 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s] 72/499 4.32G 0.01259 0.01063 0.004876 73 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s] 72/499 4.32G 0.01259 0.01063 0.004876 73 640: 57%|#####7 | 96/168 [00:18<00:13, 5.30it/s] 72/499 4.32G 0.0126 0.01061 0.004898 60 640: 57%|#####7 | 96/168 [00:18<00:13, 5.30it/s] 72/499 4.32G 0.0126 0.01061 0.004898 60 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s] 72/499 4.32G 0.0126 0.01059 0.004894 57 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s] 72/499 4.32G 0.0126 0.01059 0.004894 57 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s] 72/499 4.32G 0.01258 0.01059 0.004906 80 640: 58%|#####8 | 98/168 [00:19<00:13, 5.26it/s] 72/499 4.32G 0.01258 0.01059 0.004906 80 640: 59%|#####8 | 99/168 [00:19<00:12, 5.32it/s] 72/499 4.32G 0.01256 0.01057 0.004898 66 640: 59%|#####8 | 99/168 [00:19<00:12, 5.32it/s] 72/499 4.32G 0.01256 0.01057 0.004898 66 640: 60%|#####9 | 100/168 [00:19<00:13, 5.11it/s] 72/499 4.32G 0.01254 0.01056 0.004878 68 640: 60%|#####9 | 100/168 [00:19<00:13, 5.11it/s] 72/499 4.32G 0.01254 0.01056 0.004878 68 640: 60%|###### | 101/168 [00:19<00:12, 5.19it/s] 72/499 4.32G 0.01252 0.01055 0.004892 62 640: 60%|###### | 101/168 [00:19<00:12, 5.19it/s] 72/499 4.32G 0.01252 0.01055 0.004892 62 640: 61%|###### | 102/168 [00:19<00:12, 5.27it/s] 72/499 4.32G 0.01253 0.01054 0.004892 64 640: 61%|###### | 102/168 [00:19<00:12, 5.27it/s] 72/499 4.32G 0.01253 0.01054 0.004892 64 640: 61%|######1 | 103/168 [00:19<00:12, 5.15it/s] 72/499 4.32G 0.01252 0.01057 0.004899 69 640: 61%|######1 | 103/168 [00:19<00:12, 5.15it/s] 72/499 4.32G 0.01252 0.01057 0.004899 69 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s] 72/499 4.32G 0.0125 0.01054 0.004892 57 640: 62%|######1 | 104/168 [00:20<00:12, 5.24it/s] 72/499 4.32G 0.0125 0.01054 0.004892 57 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s] 72/499 4.32G 0.01249 0.01055 0.004878 79 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s] 72/499 4.32G 0.01249 0.01055 0.004878 79 640: 63%|######3 | 106/168 [00:20<00:12, 5.09it/s] 72/499 4.32G 0.01252 0.01058 0.004905 81 640: 63%|######3 | 106/168 [00:20<00:12, 5.09it/s] 72/499 4.32G 0.01252 0.01058 0.004905 81 640: 64%|######3 | 107/168 [00:20<00:11, 5.19it/s] 72/499 4.32G 0.0125 0.01057 0.004879 68 640: 64%|######3 | 107/168 [00:20<00:11, 5.19it/s] 72/499 4.32G 0.0125 0.01057 0.004879 68 640: 64%|######4 | 108/168 [00:20<00:11, 5.27it/s] 72/499 4.32G 0.0125 0.01056 0.004883 62 640: 64%|######4 | 108/168 [00:20<00:11, 5.27it/s] 72/499 4.32G 0.0125 0.01056 0.004883 62 640: 65%|######4 | 109/168 [00:20<00:11, 5.16it/s] 72/499 4.32G 0.0125 0.01056 0.004871 73 640: 65%|######4 | 109/168 [00:21<00:11, 5.16it/s] 72/499 4.32G 0.0125 0.01056 0.004871 73 640: 65%|######5 | 110/168 [00:21<00:11, 5.25it/s] 72/499 4.32G 0.0125 0.01057 0.004869 74 640: 65%|######5 | 110/168 [00:21<00:11, 5.25it/s] 72/499 4.32G 0.0125 0.01057 0.004869 74 640: 66%|######6 | 111/168 [00:21<00:10, 5.32it/s] 72/499 4.32G 0.01249 0.01058 0.004858 82 640: 66%|######6 | 111/168 [00:21<00:10, 5.32it/s] 72/499 4.32G 0.01249 0.01058 0.004858 82 640: 67%|######6 | 112/168 [00:21<00:10, 5.20it/s] 72/499 4.32G 0.01248 0.01057 0.004857 64 640: 67%|######6 | 112/168 [00:21<00:10, 5.20it/s] 72/499 4.32G 0.01248 0.01057 0.004857 64 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s] 72/499 4.32G 0.01247 0.01055 0.004878 66 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s] 72/499 4.32G 0.01247 0.01055 0.004878 66 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s] 72/499 4.32G 0.01246 0.01052 0.004905 52 640: 68%|######7 | 114/168 [00:22<00:10, 5.35it/s] 72/499 4.32G 0.01246 0.01052 0.004905 52 640: 68%|######8 | 115/168 [00:22<00:10, 5.21it/s] 72/499 4.32G 0.01246 0.01052 0.004886 68 640: 68%|######8 | 115/168 [00:22<00:10, 5.21it/s] 72/499 4.32G 0.01246 0.01052 0.004886 68 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s] 72/499 4.32G 0.01245 0.01051 0.004903 63 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s] 72/499 4.32G 0.01245 0.01051 0.004903 63 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s] 72/499 4.32G 0.01244 0.01051 0.004911 73 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s] 72/499 4.32G 0.01244 0.01051 0.004911 73 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s] 72/499 4.32G 0.01243 0.01052 0.004885 63 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s] 72/499 4.32G 0.01243 0.01052 0.004885 63 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s] 72/499 4.32G 0.01242 0.0105 0.004883 71 640: 71%|####### | 119/168 [00:23<00:09, 5.29it/s] 72/499 4.32G 0.01242 0.0105 0.004883 71 640: 71%|#######1 | 120/168 [00:23<00:09, 5.26it/s] 72/499 4.32G 0.01241 0.01051 0.004858 79 640: 71%|#######1 | 120/168 [00:23<00:09, 5.26it/s] 72/499 4.32G 0.01241 0.01051 0.004858 79 640: 72%|#######2 | 121/168 [00:23<00:09, 5.15it/s] 72/499 4.32G 0.01242 0.01052 0.004852 75 640: 72%|#######2 | 121/168 [00:23<00:09, 5.15it/s] 72/499 4.32G 0.01242 0.01052 0.004852 75 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s] 72/499 4.32G 0.01242 0.01051 0.004856 77 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s] 72/499 4.32G 0.01242 0.01051 0.004856 77 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s] 72/499 4.32G 0.01242 0.0105 0.004854 60 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s] 72/499 4.32G 0.01242 0.0105 0.004854 60 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s] 72/499 4.32G 0.01241 0.0105 0.004839 66 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s] 72/499 4.32G 0.01241 0.0105 0.004839 66 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s] 72/499 4.32G 0.01241 0.01052 0.004847 82 640: 74%|#######4 | 125/168 [00:24<00:08, 5.28it/s] 72/499 4.32G 0.01241 0.01052 0.004847 82 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s] 72/499 4.32G 0.01241 0.01049 0.004832 53 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s] 72/499 4.32G 0.01241 0.01049 0.004832 53 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s] 72/499 4.32G 0.0124 0.01048 0.004847 68 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s] 72/499 4.32G 0.0124 0.01048 0.004847 68 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s] 72/499 4.32G 0.01239 0.01047 0.004849 59 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s] 72/499 4.32G 0.01239 0.01047 0.004849 59 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s] 72/499 4.32G 0.01239 0.01047 0.004845 74 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s] 72/499 4.32G 0.01239 0.01047 0.004845 74 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s] 72/499 4.32G 0.01238 0.01048 0.004844 71 640: 77%|#######7 | 130/168 [00:25<00:07, 5.21it/s] 72/499 4.32G 0.01238 0.01048 0.004844 71 640: 78%|#######7 | 131/168 [00:25<00:07, 5.27it/s] 72/499 4.32G 0.01238 0.01047 0.00486 59 640: 78%|#######7 | 131/168 [00:25<00:07, 5.27it/s] 72/499 4.32G 0.01238 0.01047 0.00486 59 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s] 72/499 4.32G 0.01238 0.01047 0.004856 64 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s] 72/499 4.32G 0.01238 0.01047 0.004856 64 640: 79%|#######9 | 133/168 [00:25<00:06, 5.14it/s] 72/499 4.32G 0.01239 0.01047 0.004841 66 640: 79%|#######9 | 133/168 [00:25<00:06, 5.14it/s] 72/499 4.32G 0.01239 0.01047 0.004841 66 640: 80%|#######9 | 134/168 [00:25<00:06, 5.21it/s] 72/499 4.32G 0.01239 0.01049 0.004821 81 640: 80%|#######9 | 134/168 [00:25<00:06, 5.21it/s] 72/499 4.32G 0.01239 0.01049 0.004821 81 640: 80%|######## | 135/168 [00:25<00:06, 5.27it/s] 72/499 4.32G 0.01239 0.01049 0.004828 68 640: 80%|######## | 135/168 [00:26<00:06, 5.27it/s] 72/499 4.32G 0.01239 0.01049 0.004828 68 640: 81%|######## | 136/168 [00:26<00:06, 5.16it/s] 72/499 4.32G 0.01239 0.01046 0.004835 49 640: 81%|######## | 136/168 [00:26<00:06, 5.16it/s] 72/499 4.32G 0.01239 0.01046 0.004835 49 640: 82%|########1 | 137/168 [00:26<00:05, 5.24it/s] 72/499 4.32G 0.01238 0.01045 0.004835 73 640: 82%|########1 | 137/168 [00:26<00:05, 5.24it/s] 72/499 4.32G 0.01238 0.01045 0.004835 73 640: 82%|########2 | 138/168 [00:26<00:05, 5.23it/s] 72/499 4.32G 0.01238 0.01046 0.004835 75 640: 82%|########2 | 138/168 [00:26<00:05, 5.23it/s] 72/499 4.32G 0.01238 0.01046 0.004835 75 640: 83%|########2 | 139/168 [00:26<00:05, 5.14it/s] 72/499 4.32G 0.01238 0.01048 0.004832 68 640: 83%|########2 | 139/168 [00:26<00:05, 5.14it/s] 72/499 4.32G 0.01238 0.01048 0.004832 68 640: 83%|########3 | 140/168 [00:26<00:05, 5.23it/s] 72/499 4.32G 0.01238 0.01048 0.004839 81 640: 83%|########3 | 140/168 [00:27<00:05, 5.23it/s] 72/499 4.32G 0.01238 0.01048 0.004839 81 640: 84%|########3 | 141/168 [00:27<00:05, 5.28it/s] 72/499 4.32G 0.01237 0.01047 0.004857 59 640: 84%|########3 | 141/168 [00:27<00:05, 5.28it/s] 72/499 4.32G 0.01237 0.01047 0.004857 59 640: 85%|########4 | 142/168 [00:27<00:05, 5.15it/s] 72/499 4.32G 0.01236 0.01046 0.004842 61 640: 85%|########4 | 142/168 [00:27<00:05, 5.15it/s] 72/499 4.32G 0.01236 0.01046 0.004842 61 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s] 72/499 4.32G 0.01237 0.01048 0.00484 73 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s] 72/499 4.32G 0.01237 0.01048 0.00484 73 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s] 72/499 4.32G 0.01237 0.01048 0.004824 69 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s] 72/499 4.32G 0.01237 0.01048 0.004824 69 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s] 72/499 4.32G 0.01236 0.01047 0.004827 57 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s] 72/499 4.32G 0.01236 0.01047 0.004827 57 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s] 72/499 4.32G 0.01236 0.01047 0.00483 68 640: 87%|########6 | 146/168 [00:28<00:04, 5.25it/s] 72/499 4.32G 0.01236 0.01047 0.00483 68 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s] 72/499 4.32G 0.01238 0.01046 0.004873 51 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s] 72/499 4.32G 0.01238 0.01046 0.004873 51 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s] 72/499 4.32G 0.01238 0.01046 0.004862 63 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s] 72/499 4.32G 0.01238 0.01046 0.004862 63 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s] 72/499 4.32G 0.01238 0.01044 0.004872 59 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s] 72/499 4.32G 0.01238 0.01044 0.004872 59 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s] 72/499 4.32G 0.01238 0.01046 0.004876 69 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s] 72/499 4.32G 0.01238 0.01046 0.004876 69 640: 90%|########9 | 151/168 [00:28<00:03, 5.18it/s] 72/499 4.32G 0.01237 0.01045 0.004871 50 640: 90%|########9 | 151/168 [00:29<00:03, 5.18it/s] 72/499 4.32G 0.01237 0.01045 0.004871 50 640: 90%|######### | 152/168 [00:29<00:03, 5.28it/s] 72/499 4.32G 0.01237 0.01043 0.004858 51 640: 90%|######### | 152/168 [00:29<00:03, 5.28it/s] 72/499 4.32G 0.01237 0.01043 0.004858 51 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s] 72/499 4.32G 0.01236 0.01044 0.004849 76 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s] 72/499 4.32G 0.01236 0.01044 0.004849 76 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s] 72/499 4.32G 0.01236 0.01043 0.004848 72 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s] 72/499 4.32G 0.01236 0.01043 0.004848 72 640: 92%|#########2| 155/168 [00:29<00:02, 5.27it/s] 72/499 4.32G 0.01235 0.01043 0.004845 79 640: 92%|#########2| 155/168 [00:29<00:02, 5.27it/s] 72/499 4.32G 0.01235 0.01043 0.004845 79 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s] 72/499 4.32G 0.01234 0.01041 0.004848 53 640: 93%|#########2| 156/168 [00:30<00:02, 5.35it/s] 72/499 4.32G 0.01234 0.01041 0.004848 53 640: 93%|#########3| 157/168 [00:30<00:02, 5.20it/s] 72/499 4.32G 0.01234 0.01041 0.004832 72 640: 93%|#########3| 157/168 [00:30<00:02, 5.20it/s] 72/499 4.32G 0.01234 0.01041 0.004832 72 640: 94%|#########4| 158/168 [00:30<00:01, 5.27it/s] 72/499 4.32G 0.01235 0.01042 0.004827 73 640: 94%|#########4| 158/168 [00:30<00:01, 5.27it/s] 72/499 4.32G 0.01235 0.01042 0.004827 73 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s] 72/499 4.32G 0.01235 0.01041 0.004822 57 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s] 72/499 4.32G 0.01235 0.01041 0.004822 57 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s] 72/499 4.32G 0.01233 0.01041 0.00483 78 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s] 72/499 4.32G 0.01233 0.01041 0.00483 78 640: 96%|#########5| 161/168 [00:30<00:01, 5.24it/s] 72/499 4.32G 0.01232 0.01041 0.004831 70 640: 96%|#########5| 161/168 [00:31<00:01, 5.24it/s] 72/499 4.32G 0.01232 0.01041 0.004831 70 640: 96%|#########6| 162/168 [00:31<00:01, 5.33it/s] 72/499 4.32G 0.01231 0.01042 0.004829 87 640: 96%|#########6| 162/168 [00:31<00:01, 5.33it/s] 72/499 4.32G 0.01231 0.01042 0.004829 87 640: 97%|#########7| 163/168 [00:31<00:00, 5.21it/s] 72/499 4.32G 0.01232 0.01041 0.004819 58 640: 97%|#########7| 163/168 [00:31<00:00, 5.21it/s] 72/499 4.32G 0.01232 0.01041 0.004819 58 640: 98%|#########7| 164/168 [00:31<00:00, 5.26it/s] 72/499 4.32G 0.01231 0.0104 0.004816 59 640: 98%|#########7| 164/168 [00:31<00:00, 5.26it/s] 72/499 4.32G 0.01231 0.0104 0.004816 59 640: 98%|#########8| 165/168 [00:31<00:00, 5.31it/s] 72/499 4.32G 0.0123 0.0104 0.004814 78 640: 98%|#########8| 165/168 [00:31<00:00, 5.31it/s] 72/499 4.32G 0.0123 0.0104 0.004814 78 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s] 72/499 4.32G 0.01229 0.01039 0.004802 68 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s] 72/499 4.32G 0.01229 0.01039 0.004802 68 640: 99%|#########9| 167/168 [00:31<00:00, 5.26it/s] 72/499 4.32G 0.01229 0.01041 0.004804 49 640: 99%|#########9| 167/168 [00:32<00:00, 5.26it/s] 72/499 4.32G 0.01229 0.01041 0.004804 49 640: 100%|##########| 168/168 [00:32<00:00, 5.43it/s] 72/499 4.32G 0.01229 0.01041 0.004804 49 640: 100%|##########| 168/168 [00:32<00:00, 5.23it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s] all 132 263 0.811 0.836 0.834 0.725 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 73/499 4.32G 0.01272 0.009709 0.006541 66 640: 0%| | 0/168 [00:00<?, ?it/s] 73/499 4.32G 0.01272 0.009709 0.006541 66 640: 1%| | 1/168 [00:00<00:34, 4.87it/s] 73/499 4.32G 0.01294 0.009431 0.006576 55 640: 1%| | 1/168 [00:00<00:34, 4.87it/s] 73/499 4.32G 0.01294 0.009431 0.006576 55 640: 1%|1 | 2/168 [00:00<00:31, 5.27it/s] 73/499 4.32G 0.01246 0.009716 0.005026 60 640: 1%|1 | 2/168 [00:00<00:31, 5.27it/s] 73/499 4.32G 0.01246 0.009716 0.005026 60 640: 2%|1 | 3/168 [00:00<00:30, 5.39it/s] 73/499 4.32G 0.01269 0.01025 0.005084 74 640: 2%|1 | 3/168 [00:00<00:30, 5.39it/s] 73/499 4.32G 0.01269 0.01025 0.005084 74 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s] 73/499 4.32G 0.0127 0.01083 0.00508 91 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s] 73/499 4.32G 0.0127 0.01083 0.00508 91 640: 3%|2 | 5/168 [00:00<00:31, 5.24it/s] 73/499 4.32G 0.01252 0.01074 0.004621 64 640: 3%|2 | 5/168 [00:01<00:31, 5.24it/s] 73/499 4.32G 0.01252 0.01074 0.004621 64 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s] 73/499 4.32G 0.01243 0.0107 0.004442 63 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s] 73/499 4.32G 0.01243 0.0107 0.004442 63 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s] 73/499 4.32G 0.01259 0.01073 0.0044 68 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s] 73/499 4.32G 0.01259 0.01073 0.0044 68 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s] 73/499 4.32G 0.01251 0.01064 0.00466 59 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s] 73/499 4.32G 0.01251 0.01064 0.00466 59 640: 5%|5 | 9/168 [00:01<00:30, 5.30it/s] 73/499 4.32G 0.01253 0.01063 0.004845 76 640: 5%|5 | 9/168 [00:01<00:30, 5.30it/s] 73/499 4.32G 0.01253 0.01063 0.004845 76 640: 6%|5 | 10/168 [00:01<00:30, 5.17it/s] 73/499 4.32G 0.01255 0.01059 0.005371 61 640: 6%|5 | 10/168 [00:02<00:30, 5.17it/s] 73/499 4.32G 0.01255 0.01059 0.005371 61 640: 7%|6 | 11/168 [00:02<00:29, 5.27it/s] 73/499 4.32G 0.01251 0.01052 0.005264 67 640: 7%|6 | 11/168 [00:02<00:29, 5.27it/s] 73/499 4.32G 0.01251 0.01052 0.005264 67 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s] 73/499 4.32G 0.01243 0.01041 0.005172 55 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s] 73/499 4.32G 0.01243 0.01041 0.005172 55 640: 8%|7 | 13/168 [00:02<00:29, 5.17it/s] 73/499 4.32G 0.01238 0.01029 0.005027 56 640: 8%|7 | 13/168 [00:02<00:29, 5.17it/s] 73/499 4.32G 0.01238 0.01029 0.005027 56 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s] 73/499 4.32G 0.01245 0.0105 0.005022 83 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s] 73/499 4.32G 0.01245 0.0105 0.005022 83 640: 9%|8 | 15/168 [00:02<00:28, 5.29it/s] 73/499 4.32G 0.01238 0.01039 0.005026 53 640: 9%|8 | 15/168 [00:03<00:28, 5.29it/s] 73/499 4.32G 0.01238 0.01039 0.005026 53 640: 10%|9 | 16/168 [00:03<00:29, 5.16it/s] 73/499 4.32G 0.01234 0.01038 0.005059 74 640: 10%|9 | 16/168 [00:03<00:29, 5.16it/s] 73/499 4.32G 0.01234 0.01038 0.005059 74 640: 10%|# | 17/168 [00:03<00:28, 5.21it/s] 73/499 4.32G 0.01246 0.0104 0.005027 66 640: 10%|# | 17/168 [00:03<00:28, 5.21it/s] 73/499 4.32G 0.01246 0.0104 0.005027 66 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s] 73/499 4.32G 0.01242 0.01036 0.005016 69 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s] 73/499 4.32G 0.01242 0.01036 0.005016 69 640: 11%|#1 | 19/168 [00:03<00:29, 5.13it/s] 73/499 4.32G 0.01241 0.01032 0.005104 70 640: 11%|#1 | 19/168 [00:03<00:29, 5.13it/s] 73/499 4.32G 0.01241 0.01032 0.005104 70 640: 12%|#1 | 20/168 [00:03<00:28, 5.17it/s] 73/499 4.32G 0.01239 0.01034 0.005207 78 640: 12%|#1 | 20/168 [00:04<00:28, 5.17it/s] 73/499 4.32G 0.01239 0.01034 0.005207 78 640: 12%|#2 | 21/168 [00:04<00:27, 5.27it/s] 73/499 4.32G 0.01237 0.01038 0.005039 75 640: 12%|#2 | 21/168 [00:04<00:27, 5.27it/s] 73/499 4.32G 0.01237 0.01038 0.005039 75 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s] 73/499 4.32G 0.01236 0.0104 0.005023 72 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s] 73/499 4.32G 0.01236 0.0104 0.005023 72 640: 14%|#3 | 23/168 [00:04<00:27, 5.26it/s] 73/499 4.32G 0.01235 0.01037 0.004948 64 640: 14%|#3 | 23/168 [00:04<00:27, 5.26it/s] 73/499 4.32G 0.01235 0.01037 0.004948 64 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 73/499 4.32G 0.01228 0.01043 0.004866 80 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s] 73/499 4.32G 0.01228 0.01043 0.004866 80 640: 15%|#4 | 25/168 [00:04<00:27, 5.12it/s] 73/499 4.32G 0.0122 0.01043 0.004857 75 640: 15%|#4 | 25/168 [00:04<00:27, 5.12it/s] 73/499 4.32G 0.0122 0.01043 0.004857 75 640: 15%|#5 | 26/168 [00:04<00:27, 5.25it/s] 73/499 4.32G 0.01222 0.01033 0.004715 54 640: 15%|#5 | 26/168 [00:05<00:27, 5.25it/s] 73/499 4.32G 0.01222 0.01033 0.004715 54 640: 16%|#6 | 27/168 [00:05<00:26, 5.32it/s] 73/499 4.32G 0.01228 0.01034 0.00479 67 640: 16%|#6 | 27/168 [00:05<00:26, 5.32it/s] 73/499 4.32G 0.01228 0.01034 0.00479 67 640: 17%|#6 | 28/168 [00:05<00:27, 5.16it/s] 73/499 4.32G 0.01231 0.01038 0.004712 62 640: 17%|#6 | 28/168 [00:05<00:27, 5.16it/s] 73/499 4.32G 0.01231 0.01038 0.004712 62 640: 17%|#7 | 29/168 [00:05<00:26, 5.25it/s] 73/499 4.32G 0.01231 0.01044 0.004613 80 640: 17%|#7 | 29/168 [00:05<00:26, 5.25it/s] 73/499 4.32G 0.01231 0.01044 0.004613 80 640: 18%|#7 | 30/168 [00:05<00:25, 5.32it/s] 73/499 4.32G 0.01227 0.01045 0.004611 72 640: 18%|#7 | 30/168 [00:05<00:25, 5.32it/s] 73/499 4.32G 0.01227 0.01045 0.004611 72 640: 18%|#8 | 31/168 [00:05<00:26, 5.19it/s] 73/499 4.32G 0.01224 0.0104 0.004611 64 640: 18%|#8 | 31/168 [00:06<00:26, 5.19it/s] 73/499 4.32G 0.01224 0.0104 0.004611 64 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s] 73/499 4.32G 0.01225 0.01045 0.004522 78 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s] 73/499 4.32G 0.01225 0.01045 0.004522 78 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s] 73/499 4.32G 0.01222 0.01043 0.004562 65 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s] 73/499 4.32G 0.01222 0.01043 0.004562 65 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s] 73/499 4.32G 0.01229 0.01045 0.004568 84 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s] 73/499 4.32G 0.01229 0.01045 0.004568 84 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s] 73/499 4.32G 0.01222 0.01041 0.004525 63 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s] 73/499 4.32G 0.01222 0.01041 0.004525 63 640: 21%|##1 | 36/168 [00:06<00:25, 5.27it/s] 73/499 4.32G 0.01226 0.01043 0.004475 69 640: 21%|##1 | 36/168 [00:07<00:25, 5.27it/s] 73/499 4.32G 0.01226 0.01043 0.004475 69 640: 22%|##2 | 37/168 [00:07<00:25, 5.15it/s] 73/499 4.32G 0.01225 0.01043 0.004499 66 640: 22%|##2 | 37/168 [00:07<00:25, 5.15it/s] 73/499 4.32G 0.01225 0.01043 0.004499 66 640: 23%|##2 | 38/168 [00:07<00:24, 5.24it/s] 73/499 4.32G 0.01224 0.01048 0.004656 77 640: 23%|##2 | 38/168 [00:07<00:24, 5.24it/s] 73/499 4.32G 0.01224 0.01048 0.004656 77 640: 23%|##3 | 39/168 [00:07<00:24, 5.29it/s] 73/499 4.32G 0.01227 0.01046 0.00483 74 640: 23%|##3 | 39/168 [00:07<00:24, 5.29it/s] 73/499 4.32G 0.01227 0.01046 0.00483 74 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s] 73/499 4.32G 0.01236 0.01052 0.004743 75 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s] 73/499 4.32G 0.01236 0.01052 0.004743 75 640: 24%|##4 | 41/168 [00:07<00:24, 5.24it/s] 73/499 4.32G 0.01232 0.01052 0.004797 72 640: 24%|##4 | 41/168 [00:08<00:24, 5.24it/s] 73/499 4.32G 0.01232 0.01052 0.004797 72 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s] 73/499 4.32G 0.01237 0.01054 0.004821 56 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s] 73/499 4.32G 0.01237 0.01054 0.004821 56 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s] 73/499 4.32G 0.0124 0.01064 0.004861 84 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s] 73/499 4.32G 0.0124 0.01064 0.004861 84 640: 26%|##6 | 44/168 [00:08<00:23, 5.24it/s] 73/499 4.32G 0.01241 0.01061 0.004868 57 640: 26%|##6 | 44/168 [00:08<00:23, 5.24it/s] 73/499 4.32G 0.01241 0.01061 0.004868 57 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s] 73/499 4.32G 0.01242 0.01064 0.004821 72 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s] 73/499 4.32G 0.01242 0.01064 0.004821 72 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s] 73/499 4.32G 0.01241 0.01066 0.004807 76 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s] 73/499 4.32G 0.01241 0.01066 0.004807 76 640: 28%|##7 | 47/168 [00:08<00:23, 5.25it/s] 73/499 4.32G 0.01239 0.01064 0.004867 68 640: 28%|##7 | 47/168 [00:09<00:23, 5.25it/s] 73/499 4.32G 0.01239 0.01064 0.004867 68 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s] 73/499 4.32G 0.01235 0.01062 0.004839 63 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s] 73/499 4.32G 0.01235 0.01062 0.004839 63 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s] 73/499 4.32G 0.01232 0.01061 0.004872 77 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s] 73/499 4.32G 0.01232 0.01061 0.004872 77 640: 30%|##9 | 50/168 [00:09<00:22, 5.18it/s] 73/499 4.32G 0.01233 0.01065 0.004894 71 640: 30%|##9 | 50/168 [00:09<00:22, 5.18it/s] 73/499 4.32G 0.01233 0.01065 0.004894 71 640: 30%|### | 51/168 [00:09<00:22, 5.26it/s] 73/499 4.32G 0.01231 0.01065 0.004861 67 640: 30%|### | 51/168 [00:09<00:22, 5.26it/s] 73/499 4.32G 0.01231 0.01065 0.004861 67 640: 31%|### | 52/168 [00:09<00:22, 5.15it/s] 73/499 4.32G 0.0123 0.01062 0.004841 64 640: 31%|### | 52/168 [00:10<00:22, 5.15it/s] 73/499 4.32G 0.0123 0.01062 0.004841 64 640: 32%|###1 | 53/168 [00:10<00:21, 5.23it/s] 73/499 4.32G 0.0123 0.01063 0.004856 68 640: 32%|###1 | 53/168 [00:10<00:21, 5.23it/s] 73/499 4.32G 0.0123 0.01063 0.004856 68 640: 32%|###2 | 54/168 [00:10<00:21, 5.28it/s] 73/499 4.32G 0.01234 0.01064 0.004978 67 640: 32%|###2 | 54/168 [00:10<00:21, 5.28it/s] 73/499 4.32G 0.01234 0.01064 0.004978 67 640: 33%|###2 | 55/168 [00:10<00:22, 5.13it/s] 73/499 4.32G 0.01231 0.01066 0.004925 81 640: 33%|###2 | 55/168 [00:10<00:22, 5.13it/s] 73/499 4.32G 0.01231 0.01066 0.004925 81 640: 33%|###3 | 56/168 [00:10<00:21, 5.24it/s] 73/499 4.32G 0.01228 0.01065 0.004928 60 640: 33%|###3 | 56/168 [00:10<00:21, 5.24it/s] 73/499 4.32G 0.01228 0.01065 0.004928 60 640: 34%|###3 | 57/168 [00:10<00:20, 5.30it/s] 73/499 4.32G 0.01229 0.01066 0.004922 67 640: 34%|###3 | 57/168 [00:11<00:20, 5.30it/s] 73/499 4.32G 0.01229 0.01066 0.004922 67 640: 35%|###4 | 58/168 [00:11<00:21, 5.10it/s] 73/499 4.32G 0.01232 0.01064 0.004944 52 640: 35%|###4 | 58/168 [00:11<00:21, 5.10it/s] 73/499 4.32G 0.01232 0.01064 0.004944 52 640: 35%|###5 | 59/168 [00:11<00:20, 5.19it/s] 73/499 4.32G 0.01232 0.01064 0.004959 78 640: 35%|###5 | 59/168 [00:11<00:20, 5.19it/s] 73/499 4.32G 0.01232 0.01064 0.004959 78 640: 36%|###5 | 60/168 [00:11<00:20, 5.28it/s] 73/499 4.32G 0.01232 0.01059 0.004955 48 640: 36%|###5 | 60/168 [00:11<00:20, 5.28it/s] 73/499 4.32G 0.01232 0.01059 0.004955 48 640: 36%|###6 | 61/168 [00:11<00:21, 5.09it/s] 73/499 4.32G 0.0123 0.01056 0.004939 63 640: 36%|###6 | 61/168 [00:11<00:21, 5.09it/s] 73/499 4.32G 0.0123 0.01056 0.004939 63 640: 37%|###6 | 62/168 [00:11<00:20, 5.18it/s] 73/499 4.32G 0.01233 0.01057 0.004918 59 640: 37%|###6 | 62/168 [00:12<00:20, 5.18it/s] 73/499 4.32G 0.01233 0.01057 0.004918 59 640: 38%|###7 | 63/168 [00:12<00:19, 5.26it/s] 73/499 4.32G 0.01233 0.01055 0.004899 55 640: 38%|###7 | 63/168 [00:12<00:19, 5.26it/s] 73/499 4.32G 0.01233 0.01055 0.004899 55 640: 38%|###8 | 64/168 [00:12<00:20, 5.09it/s] 73/499 4.32G 0.01236 0.01051 0.004875 57 640: 38%|###8 | 64/168 [00:12<00:20, 5.09it/s] 73/499 4.32G 0.01236 0.01051 0.004875 57 640: 39%|###8 | 65/168 [00:12<00:19, 5.21it/s] 73/499 4.32G 0.01236 0.01052 0.004849 69 640: 39%|###8 | 65/168 [00:12<00:19, 5.21it/s] 73/499 4.32G 0.01236 0.01052 0.004849 69 640: 39%|###9 | 66/168 [00:12<00:19, 5.22it/s] 73/499 4.32G 0.01237 0.01054 0.004837 80 640: 39%|###9 | 66/168 [00:12<00:19, 5.22it/s] 73/499 4.32G 0.01237 0.01054 0.004837 80 640: 40%|###9 | 67/168 [00:12<00:19, 5.11it/s] 73/499 4.32G 0.01238 0.01056 0.004872 73 640: 40%|###9 | 67/168 [00:13<00:19, 5.11it/s] 73/499 4.32G 0.01238 0.01056 0.004872 73 640: 40%|#### | 68/168 [00:13<00:19, 5.22it/s] 73/499 4.32G 0.01238 0.01055 0.004841 64 640: 40%|#### | 68/168 [00:13<00:19, 5.22it/s] 73/499 4.32G 0.01238 0.01055 0.004841 64 640: 41%|####1 | 69/168 [00:13<00:18, 5.28it/s] 73/499 4.32G 0.01234 0.01055 0.004871 67 640: 41%|####1 | 69/168 [00:13<00:18, 5.28it/s] 73/499 4.32G 0.01234 0.01055 0.004871 67 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s] 73/499 4.32G 0.01236 0.01054 0.004853 60 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s] 73/499 4.32G 0.01236 0.01054 0.004853 60 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s] 73/499 4.32G 0.01237 0.01054 0.004842 65 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s] 73/499 4.32G 0.01237 0.01054 0.004842 65 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s] 73/499 4.32G 0.01235 0.01054 0.004841 70 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s] 73/499 4.32G 0.01235 0.01054 0.004841 70 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s] 73/499 4.32G 0.01238 0.01051 0.004813 51 640: 43%|####3 | 73/168 [00:14<00:18, 5.21it/s] 73/499 4.32G 0.01238 0.01051 0.004813 51 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s] 73/499 4.32G 0.0124 0.0105 0.004809 63 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s] 73/499 4.32G 0.0124 0.0105 0.004809 63 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 73/499 4.32G 0.0124 0.0105 0.004789 71 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s] 73/499 4.32G 0.0124 0.0105 0.004789 71 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s] 73/499 4.32G 0.01239 0.0105 0.004805 63 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s] 73/499 4.32G 0.01239 0.0105 0.004805 63 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s] 73/499 4.32G 0.01236 0.0105 0.004837 77 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s] 73/499 4.32G 0.01236 0.0105 0.004837 77 640: 46%|####6 | 78/168 [00:14<00:16, 5.36it/s] 73/499 4.32G 0.01237 0.01048 0.004835 57 640: 46%|####6 | 78/168 [00:15<00:16, 5.36it/s] 73/499 4.32G 0.01237 0.01048 0.004835 57 640: 47%|####7 | 79/168 [00:15<00:17, 5.22it/s] 73/499 4.32G 0.01238 0.01047 0.004814 59 640: 47%|####7 | 79/168 [00:15<00:17, 5.22it/s] 73/499 4.32G 0.01238 0.01047 0.004814 59 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s] 73/499 4.32G 0.01235 0.01044 0.004791 60 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s] 73/499 4.32G 0.01235 0.01044 0.004791 60 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s] 73/499 4.32G 0.01234 0.01045 0.004769 76 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s] 73/499 4.32G 0.01234 0.01045 0.004769 76 640: 49%|####8 | 82/168 [00:15<00:16, 5.23it/s] 73/499 4.32G 0.01235 0.01046 0.004757 66 640: 49%|####8 | 82/168 [00:15<00:16, 5.23it/s] 73/499 4.32G 0.01235 0.01046 0.004757 66 640: 49%|####9 | 83/168 [00:15<00:15, 5.32it/s] 73/499 4.32G 0.01235 0.01043 0.00473 49 640: 49%|####9 | 83/168 [00:16<00:15, 5.32it/s] 73/499 4.32G 0.01235 0.01043 0.00473 49 640: 50%|##### | 84/168 [00:16<00:15, 5.39it/s] 73/499 4.32G 0.01234 0.01043 0.004738 76 640: 50%|##### | 84/168 [00:16<00:15, 5.39it/s] 73/499 4.32G 0.01234 0.01043 0.004738 76 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s] 73/499 4.32G 0.01235 0.01044 0.004718 67 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s] 73/499 4.32G 0.01235 0.01044 0.004718 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s] 73/499 4.32G 0.01235 0.01047 0.004682 81 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s] 73/499 4.32G 0.01235 0.01047 0.004682 81 640: 52%|#####1 | 87/168 [00:16<00:15, 5.38it/s] 73/499 4.32G 0.01236 0.01053 0.004653 93 640: 52%|#####1 | 87/168 [00:16<00:15, 5.38it/s] 73/499 4.32G 0.01236 0.01053 0.004653 93 640: 52%|#####2 | 88/168 [00:16<00:15, 5.24it/s] 73/499 4.32G 0.01235 0.01051 0.004673 57 640: 52%|#####2 | 88/168 [00:16<00:15, 5.24it/s] 73/499 4.32G 0.01235 0.01051 0.004673 57 640: 53%|#####2 | 89/168 [00:16<00:14, 5.31it/s] 73/499 4.32G 0.01237 0.01051 0.004661 63 640: 53%|#####2 | 89/168 [00:17<00:14, 5.31it/s] 73/499 4.32G 0.01237 0.01051 0.004661 63 640: 54%|#####3 | 90/168 [00:17<00:14, 5.36it/s] 73/499 4.32G 0.01235 0.0105 0.004639 78 640: 54%|#####3 | 90/168 [00:17<00:14, 5.36it/s] 73/499 4.32G 0.01235 0.0105 0.004639 78 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s] 73/499 4.32G 0.01237 0.01049 0.004665 62 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s] 73/499 4.32G 0.01237 0.01049 0.004665 62 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s] 73/499 4.32G 0.0124 0.01051 0.004676 73 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s] 73/499 4.32G 0.0124 0.01051 0.004676 73 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s] 73/499 4.32G 0.01241 0.01054 0.00468 70 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s] 73/499 4.32G 0.01241 0.01054 0.00468 70 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s] 73/499 4.32G 0.01241 0.01053 0.004664 68 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s] 73/499 4.32G 0.01241 0.01053 0.004664 68 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s] 73/499 4.32G 0.01238 0.01053 0.004663 74 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s] 73/499 4.32G 0.01238 0.01053 0.004663 74 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s] 73/499 4.32G 0.01237 0.01052 0.004652 64 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s] 73/499 4.32G 0.01237 0.01052 0.004652 64 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s] 73/499 4.32G 0.01237 0.01053 0.004647 64 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s] 73/499 4.32G 0.01237 0.01053 0.004647 64 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s] 73/499 4.32G 0.01237 0.01053 0.004646 68 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s] 73/499 4.32G 0.01237 0.01053 0.004646 68 640: 59%|#####8 | 99/168 [00:18<00:12, 5.32it/s] 73/499 4.32G 0.01235 0.01051 0.004643 66 640: 59%|#####8 | 99/168 [00:19<00:12, 5.32it/s] 73/499 4.32G 0.01235 0.01051 0.004643 66 640: 60%|#####9 | 100/168 [00:19<00:13, 5.12it/s] 73/499 4.32G 0.01233 0.01051 0.004657 75 640: 60%|#####9 | 100/168 [00:19<00:13, 5.12it/s] 73/499 4.32G 0.01233 0.01051 0.004657 75 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s] 73/499 4.32G 0.01232 0.01049 0.004644 61 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s] 73/499 4.32G 0.01232 0.01049 0.004644 61 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s] 73/499 4.32G 0.01231 0.01051 0.00465 71 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s] 73/499 4.32G 0.01231 0.01051 0.00465 71 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s] 73/499 4.32G 0.0123 0.01047 0.004633 42 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s] 73/499 4.32G 0.0123 0.01047 0.004633 42 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s] 73/499 4.32G 0.0123 0.01048 0.004665 85 640: 62%|######1 | 104/168 [00:20<00:12, 5.27it/s] 73/499 4.32G 0.0123 0.01048 0.004665 85 640: 62%|######2 | 105/168 [00:20<00:11, 5.33it/s] 73/499 4.32G 0.01231 0.01049 0.004668 72 640: 62%|######2 | 105/168 [00:20<00:11, 5.33it/s] 73/499 4.32G 0.01231 0.01049 0.004668 72 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s] 73/499 4.32G 0.01229 0.01047 0.004661 60 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s] 73/499 4.32G 0.01229 0.01047 0.004661 60 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 73/499 4.32G 0.01227 0.01046 0.004662 69 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 73/499 4.32G 0.01227 0.01046 0.004662 69 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s] 73/499 4.32G 0.01227 0.01047 0.004664 79 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s] 73/499 4.32G 0.01227 0.01047 0.004664 79 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s] 73/499 4.32G 0.01226 0.01045 0.004634 59 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s] 73/499 4.32G 0.01226 0.01045 0.004634 59 640: 65%|######5 | 110/168 [00:20<00:11, 5.27it/s] 73/499 4.32G 0.01226 0.01044 0.00464 66 640: 65%|######5 | 110/168 [00:21<00:11, 5.27it/s] 73/499 4.32G 0.01226 0.01044 0.00464 66 640: 66%|######6 | 111/168 [00:21<00:10, 5.32it/s] 73/499 4.32G 0.01226 0.01046 0.004639 72 640: 66%|######6 | 111/168 [00:21<00:10, 5.32it/s] 73/499 4.32G 0.01226 0.01046 0.004639 72 640: 67%|######6 | 112/168 [00:21<00:10, 5.19it/s] 73/499 4.32G 0.01227 0.01045 0.00469 67 640: 67%|######6 | 112/168 [00:21<00:10, 5.19it/s] 73/499 4.32G 0.01227 0.01045 0.00469 67 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s] 73/499 4.32G 0.01225 0.01045 0.004698 81 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s] 73/499 4.32G 0.01225 0.01045 0.004698 81 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s] 73/499 4.32G 0.01224 0.01043 0.004677 61 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s] 73/499 4.32G 0.01224 0.01043 0.004677 61 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s] 73/499 4.32G 0.01223 0.01044 0.00469 81 640: 68%|######8 | 115/168 [00:22<00:10, 5.21it/s] 73/499 4.32G 0.01223 0.01044 0.00469 81 640: 69%|######9 | 116/168 [00:22<00:09, 5.28it/s] 73/499 4.32G 0.01223 0.01042 0.004663 56 640: 69%|######9 | 116/168 [00:22<00:09, 5.28it/s] 73/499 4.32G 0.01223 0.01042 0.004663 56 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s] 73/499 4.32G 0.01222 0.01041 0.004643 56 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s] 73/499 4.32G 0.01222 0.01041 0.004643 56 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s] 73/499 4.32G 0.01223 0.01041 0.004631 67 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s] 73/499 4.32G 0.01223 0.01041 0.004631 67 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s] 73/499 4.32G 0.01222 0.01042 0.004634 65 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s] 73/499 4.32G 0.01222 0.01042 0.004634 65 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s] 73/499 4.32G 0.01221 0.01043 0.00464 77 640: 71%|#######1 | 120/168 [00:23<00:08, 5.36it/s] 73/499 4.32G 0.01221 0.01043 0.00464 77 640: 72%|#######2 | 121/168 [00:23<00:09, 5.20it/s] 73/499 4.32G 0.01222 0.01043 0.004625 62 640: 72%|#######2 | 121/168 [00:23<00:09, 5.20it/s] 73/499 4.32G 0.01222 0.01043 0.004625 62 640: 73%|#######2 | 122/168 [00:23<00:09, 4.98it/s] 73/499 4.32G 0.01222 0.01044 0.004612 82 640: 73%|#######2 | 122/168 [00:23<00:09, 4.98it/s] 73/499 4.32G 0.01222 0.01044 0.004612 82 640: 73%|#######3 | 123/168 [00:23<00:08, 5.12it/s] 73/499 4.32G 0.0122 0.01042 0.004605 54 640: 73%|#######3 | 123/168 [00:23<00:08, 5.12it/s] 73/499 4.32G 0.0122 0.01042 0.004605 54 640: 74%|#######3 | 124/168 [00:23<00:08, 5.04it/s] 73/499 4.32G 0.01221 0.01042 0.004613 63 640: 74%|#######3 | 124/168 [00:23<00:08, 5.04it/s] 73/499 4.32G 0.01221 0.01042 0.004613 63 640: 74%|#######4 | 125/168 [00:23<00:08, 5.16it/s] 73/499 4.32G 0.0122 0.01041 0.004587 60 640: 74%|#######4 | 125/168 [00:24<00:08, 5.16it/s] 73/499 4.32G 0.0122 0.01041 0.004587 60 640: 75%|#######5 | 126/168 [00:24<00:08, 5.25it/s] 73/499 4.32G 0.01219 0.0104 0.004606 67 640: 75%|#######5 | 126/168 [00:24<00:08, 5.25it/s] 73/499 4.32G 0.01219 0.0104 0.004606 67 640: 76%|#######5 | 127/168 [00:24<00:07, 5.15it/s] 73/499 4.32G 0.01218 0.01039 0.004647 65 640: 76%|#######5 | 127/168 [00:24<00:07, 5.15it/s] 73/499 4.32G 0.01218 0.01039 0.004647 65 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s] 73/499 4.32G 0.01218 0.0104 0.004663 80 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s] 73/499 4.32G 0.01218 0.0104 0.004663 80 640: 77%|#######6 | 129/168 [00:24<00:07, 5.33it/s] 73/499 4.32G 0.01217 0.01039 0.004674 60 640: 77%|#######6 | 129/168 [00:24<00:07, 5.33it/s] 73/499 4.32G 0.01217 0.01039 0.004674 60 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s] 73/499 4.32G 0.01217 0.01039 0.004661 57 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s] 73/499 4.32G 0.01217 0.01039 0.004661 57 640: 78%|#######7 | 131/168 [00:24<00:07, 5.25it/s] 73/499 4.32G 0.01217 0.01038 0.004662 61 640: 78%|#######7 | 131/168 [00:25<00:07, 5.25it/s] 73/499 4.32G 0.01217 0.01038 0.004662 61 640: 79%|#######8 | 132/168 [00:25<00:06, 5.28it/s] 73/499 4.32G 0.01217 0.01038 0.004714 65 640: 79%|#######8 | 132/168 [00:25<00:06, 5.28it/s] 73/499 4.32G 0.01217 0.01038 0.004714 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.14it/s] 73/499 4.32G 0.01217 0.01038 0.004732 60 640: 79%|#######9 | 133/168 [00:25<00:06, 5.14it/s] 73/499 4.32G 0.01217 0.01038 0.004732 60 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s] 73/499 4.32G 0.01218 0.01037 0.004749 57 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s] 73/499 4.32G 0.01218 0.01037 0.004749 57 640: 80%|######## | 135/168 [00:25<00:06, 5.31it/s] 73/499 4.32G 0.01217 0.01038 0.004744 76 640: 80%|######## | 135/168 [00:25<00:06, 5.31it/s] 73/499 4.32G 0.01217 0.01038 0.004744 76 640: 81%|######## | 136/168 [00:25<00:06, 5.19it/s] 73/499 4.32G 0.01217 0.01038 0.004732 64 640: 81%|######## | 136/168 [00:26<00:06, 5.19it/s] 73/499 4.32G 0.01217 0.01038 0.004732 64 640: 82%|########1 | 137/168 [00:26<00:05, 5.23it/s] 73/499 4.32G 0.01216 0.01037 0.004711 70 640: 82%|########1 | 137/168 [00:26<00:05, 5.23it/s] 73/499 4.32G 0.01216 0.01037 0.004711 70 640: 82%|########2 | 138/168 [00:26<00:05, 5.30it/s] 73/499 4.32G 0.01214 0.01038 0.004702 77 640: 82%|########2 | 138/168 [00:26<00:05, 5.30it/s] 73/499 4.32G 0.01214 0.01038 0.004702 77 640: 83%|########2 | 139/168 [00:26<00:05, 5.16it/s] 73/499 4.32G 0.01215 0.01036 0.004698 62 640: 83%|########2 | 139/168 [00:26<00:05, 5.16it/s] 73/499 4.32G 0.01215 0.01036 0.004698 62 640: 83%|########3 | 140/168 [00:26<00:05, 5.24it/s] 73/499 4.32G 0.01215 0.01037 0.004695 69 640: 83%|########3 | 140/168 [00:26<00:05, 5.24it/s] 73/499 4.32G 0.01215 0.01037 0.004695 69 640: 84%|########3 | 141/168 [00:26<00:05, 5.28it/s] 73/499 4.32G 0.01216 0.01038 0.004698 75 640: 84%|########3 | 141/168 [00:27<00:05, 5.28it/s] 73/499 4.32G 0.01216 0.01038 0.004698 75 640: 85%|########4 | 142/168 [00:27<00:05, 5.14it/s] 73/499 4.32G 0.01216 0.01041 0.004679 94 640: 85%|########4 | 142/168 [00:27<00:05, 5.14it/s] 73/499 4.32G 0.01216 0.01041 0.004679 94 640: 85%|########5 | 143/168 [00:27<00:04, 5.24it/s] 73/499 4.32G 0.01217 0.01041 0.004677 75 640: 85%|########5 | 143/168 [00:27<00:04, 5.24it/s] 73/499 4.32G 0.01217 0.01041 0.004677 75 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s] 73/499 4.32G 0.01216 0.01041 0.00468 55 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s] 73/499 4.32G 0.01216 0.01041 0.00468 55 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s] 73/499 4.32G 0.01216 0.01043 0.0047 76 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s] 73/499 4.32G 0.01216 0.01043 0.0047 76 640: 87%|########6 | 146/168 [00:27<00:04, 5.27it/s] 73/499 4.32G 0.01216 0.01044 0.004692 74 640: 87%|########6 | 146/168 [00:28<00:04, 5.27it/s] 73/499 4.32G 0.01216 0.01044 0.004692 74 640: 88%|########7 | 147/168 [00:28<00:03, 5.34it/s] 73/499 4.32G 0.01215 0.01043 0.004698 65 640: 88%|########7 | 147/168 [00:28<00:03, 5.34it/s] 73/499 4.32G 0.01215 0.01043 0.004698 65 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s] 73/499 4.32G 0.01214 0.01042 0.004681 62 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s] 73/499 4.32G 0.01214 0.01042 0.004681 62 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s] 73/499 4.32G 0.01213 0.01042 0.004682 85 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s] 73/499 4.32G 0.01213 0.01042 0.004682 85 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s] 73/499 4.32G 0.01216 0.01042 0.004695 68 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s] 73/499 4.32G 0.01216 0.01042 0.004695 68 640: 90%|########9 | 151/168 [00:28<00:03, 5.16it/s] 73/499 4.32G 0.01216 0.01043 0.004692 76 640: 90%|########9 | 151/168 [00:29<00:03, 5.16it/s] 73/499 4.32G 0.01216 0.01043 0.004692 76 640: 90%|######### | 152/168 [00:29<00:03, 5.23it/s] 73/499 4.32G 0.01215 0.01042 0.004712 67 640: 90%|######### | 152/168 [00:29<00:03, 5.23it/s] 73/499 4.32G 0.01215 0.01042 0.004712 67 640: 91%|#########1| 153/168 [00:29<00:02, 5.31it/s] 73/499 4.32G 0.01215 0.01042 0.004715 76 640: 91%|#########1| 153/168 [00:29<00:02, 5.31it/s] 73/499 4.32G 0.01215 0.01042 0.004715 76 640: 92%|#########1| 154/168 [00:29<00:02, 5.18it/s] 73/499 4.32G 0.01215 0.01041 0.004709 65 640: 92%|#########1| 154/168 [00:29<00:02, 5.18it/s] 73/499 4.32G 0.01215 0.01041 0.004709 65 640: 92%|#########2| 155/168 [00:29<00:02, 5.27it/s] 73/499 4.32G 0.01215 0.01043 0.004704 70 640: 92%|#########2| 155/168 [00:29<00:02, 5.27it/s] 73/499 4.32G 0.01215 0.01043 0.004704 70 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s] 73/499 4.32G 0.01214 0.01041 0.004706 59 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s] 73/499 4.32G 0.01214 0.01041 0.004706 59 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s] 73/499 4.32G 0.01214 0.01041 0.004694 67 640: 93%|#########3| 157/168 [00:30<00:02, 5.21it/s] 73/499 4.32G 0.01214 0.01041 0.004694 67 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s] 73/499 4.32G 0.01214 0.01042 0.004695 69 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s] 73/499 4.32G 0.01214 0.01042 0.004695 69 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s] 73/499 4.32G 0.01215 0.01041 0.00468 61 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s] 73/499 4.32G 0.01215 0.01041 0.00468 61 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s] 73/499 4.32G 0.01214 0.0104 0.004689 74 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s] 73/499 4.32G 0.01214 0.0104 0.004689 74 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s] 73/499 4.32G 0.01214 0.0104 0.004677 68 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s] 73/499 4.32G 0.01214 0.0104 0.004677 68 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s] 73/499 4.32G 0.01213 0.0104 0.004682 82 640: 96%|#########6| 162/168 [00:31<00:01, 5.36it/s] 73/499 4.32G 0.01213 0.0104 0.004682 82 640: 97%|#########7| 163/168 [00:31<00:00, 5.22it/s] 73/499 4.32G 0.01213 0.01039 0.004679 57 640: 97%|#########7| 163/168 [00:31<00:00, 5.22it/s] 73/499 4.32G 0.01213 0.01039 0.004679 57 640: 98%|#########7| 164/168 [00:31<00:00, 5.30it/s] 73/499 4.32G 0.01214 0.0104 0.004678 67 640: 98%|#########7| 164/168 [00:31<00:00, 5.30it/s] 73/499 4.32G 0.01214 0.0104 0.004678 67 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s] 73/499 4.32G 0.01214 0.01039 0.004699 71 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s] 73/499 4.32G 0.01214 0.01039 0.004699 71 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s] 73/499 4.32G 0.01214 0.01038 0.004703 59 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s] 73/499 4.32G 0.01214 0.01038 0.004703 59 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s] 73/499 4.32G 0.01214 0.01038 0.004678 28 640: 99%|#########9| 167/168 [00:32<00:00, 5.29it/s] 73/499 4.32G 0.01214 0.01038 0.004678 28 640: 100%|##########| 168/168 [00:32<00:00, 5.47it/s] 73/499 4.32G 0.01214 0.01038 0.004678 28 640: 100%|##########| 168/168 [00:32<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s] all 132 263 0.838 0.852 0.873 0.737 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 74/499 4.32G 0.01093 0.008498 0.004996 66 640: 0%| | 0/168 [00:00<?, ?it/s] 74/499 4.32G 0.01093 0.008498 0.004996 66 640: 1%| | 1/168 [00:00<00:34, 4.91it/s] 74/499 4.32G 0.01169 0.009083 0.003821 67 640: 1%| | 1/168 [00:00<00:34, 4.91it/s] 74/499 4.32G 0.01169 0.009083 0.003821 67 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s] 74/499 4.32G 0.01187 0.009853 0.003899 87 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s] 74/499 4.32G 0.01187 0.009853 0.003899 87 640: 2%|1 | 3/168 [00:00<00:31, 5.32it/s] 74/499 4.32G 0.01154 0.009828 0.003849 74 640: 2%|1 | 3/168 [00:00<00:31, 5.32it/s] 74/499 4.32G 0.01154 0.009828 0.003849 74 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s] 74/499 4.32G 0.01173 0.009603 0.003475 57 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s] 74/499 4.32G 0.01173 0.009603 0.003475 57 640: 3%|2 | 5/168 [00:00<00:30, 5.27it/s] 74/499 4.32G 0.01187 0.009505 0.003095 58 640: 3%|2 | 5/168 [00:01<00:30, 5.27it/s] 74/499 4.32G 0.01187 0.009505 0.003095 58 640: 4%|3 | 6/168 [00:01<00:30, 5.34it/s] 74/499 4.32G 0.01194 0.009503 0.003451 63 640: 4%|3 | 6/168 [00:01<00:30, 5.34it/s] 74/499 4.32G 0.01194 0.009503 0.003451 63 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s] 74/499 4.32G 0.01207 0.009694 0.003531 57 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s] 74/499 4.32G 0.01207 0.009694 0.003531 57 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s] 74/499 4.32G 0.0121 0.009753 0.003468 67 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s] 74/499 4.32G 0.0121 0.009753 0.003468 67 640: 5%|5 | 9/168 [00:01<00:29, 5.35it/s] 74/499 4.32G 0.01213 0.01031 0.003357 92 640: 5%|5 | 9/168 [00:01<00:29, 5.35it/s] 74/499 4.32G 0.01213 0.01031 0.003357 92 640: 6%|5 | 10/168 [00:01<00:30, 5.18it/s] 74/499 4.32G 0.01232 0.0105 0.003633 88 640: 6%|5 | 10/168 [00:02<00:30, 5.18it/s] 74/499 4.32G 0.01232 0.0105 0.003633 88 640: 7%|6 | 11/168 [00:02<00:30, 5.23it/s] 74/499 4.32G 0.01233 0.01019 0.003449 46 640: 7%|6 | 11/168 [00:02<00:30, 5.23it/s] 74/499 4.32G 0.01233 0.01019 0.003449 46 640: 7%|7 | 12/168 [00:02<00:29, 5.29it/s] 74/499 4.32G 0.01243 0.01033 0.0034 81 640: 7%|7 | 12/168 [00:02<00:29, 5.29it/s] 74/499 4.32G 0.01243 0.01033 0.0034 81 640: 8%|7 | 13/168 [00:02<00:29, 5.17it/s] 74/499 4.32G 0.01239 0.01028 0.003207 73 640: 8%|7 | 13/168 [00:02<00:29, 5.17it/s] 74/499 4.32G 0.01239 0.01028 0.003207 73 640: 8%|8 | 14/168 [00:02<00:29, 5.22it/s] 74/499 4.32G 0.01239 0.01036 0.003246 83 640: 8%|8 | 14/168 [00:02<00:29, 5.22it/s] 74/499 4.32G 0.01239 0.01036 0.003246 83 640: 9%|8 | 15/168 [00:02<00:28, 5.29it/s] 74/499 4.32G 0.01249 0.01034 0.003282 66 640: 9%|8 | 15/168 [00:03<00:28, 5.29it/s] 74/499 4.32G 0.01249 0.01034 0.003282 66 640: 10%|9 | 16/168 [00:03<00:29, 5.13it/s] 74/499 4.32G 0.01245 0.01029 0.003358 71 640: 10%|9 | 16/168 [00:03<00:29, 5.13it/s] 74/499 4.32G 0.01245 0.01029 0.003358 71 640: 10%|# | 17/168 [00:03<00:28, 5.22it/s] 74/499 4.32G 0.01238 0.0103 0.003416 75 640: 10%|# | 17/168 [00:03<00:28, 5.22it/s] 74/499 4.32G 0.01238 0.0103 0.003416 75 640: 11%|# | 18/168 [00:03<00:28, 5.28it/s] 74/499 4.32G 0.01238 0.01017 0.003428 52 640: 11%|# | 18/168 [00:03<00:28, 5.28it/s] 74/499 4.32G 0.01238 0.01017 0.003428 52 640: 11%|#1 | 19/168 [00:03<00:28, 5.16it/s] 74/499 4.32G 0.01226 0.01007 0.003741 70 640: 11%|#1 | 19/168 [00:03<00:28, 5.16it/s] 74/499 4.32G 0.01226 0.01007 0.003741 70 640: 12%|#1 | 20/168 [00:03<00:28, 5.23it/s] 74/499 4.32G 0.01228 0.01002 0.003835 73 640: 12%|#1 | 20/168 [00:04<00:28, 5.23it/s] 74/499 4.32G 0.01228 0.01002 0.003835 73 640: 12%|#2 | 21/168 [00:04<00:27, 5.28it/s] 74/499 4.32G 0.01223 0.01002 0.003838 74 640: 12%|#2 | 21/168 [00:04<00:27, 5.28it/s] 74/499 4.32G 0.01223 0.01002 0.003838 74 640: 13%|#3 | 22/168 [00:04<00:28, 5.15it/s] 74/499 4.32G 0.0122 0.009958 0.003802 56 640: 13%|#3 | 22/168 [00:04<00:28, 5.15it/s] 74/499 4.32G 0.0122 0.009958 0.003802 56 640: 14%|#3 | 23/168 [00:04<00:27, 5.22it/s] 74/499 4.32G 0.01224 0.01006 0.003683 78 640: 14%|#3 | 23/168 [00:04<00:27, 5.22it/s] 74/499 4.32G 0.01224 0.01006 0.003683 78 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s] 74/499 4.32G 0.01233 0.01005 0.00384 59 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s] 74/499 4.32G 0.01233 0.01005 0.00384 59 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s] 74/499 4.32G 0.01235 0.01006 0.004011 64 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s] 74/499 4.32G 0.01235 0.01006 0.004011 64 640: 15%|#5 | 26/168 [00:04<00:27, 5.25it/s] 74/499 4.32G 0.01231 0.01004 0.004039 61 640: 15%|#5 | 26/168 [00:05<00:27, 5.25it/s] 74/499 4.32G 0.01231 0.01004 0.004039 61 640: 16%|#6 | 27/168 [00:05<00:26, 5.31it/s] 74/499 4.32G 0.01235 0.009975 0.004021 58 640: 16%|#6 | 27/168 [00:05<00:26, 5.31it/s] 74/499 4.32G 0.01235 0.009975 0.004021 58 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s] 74/499 4.32G 0.01241 0.01008 0.00409 78 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s] 74/499 4.32G 0.01241 0.01008 0.00409 78 640: 17%|#7 | 29/168 [00:05<00:26, 5.22it/s] 74/499 4.32G 0.01244 0.01001 0.004131 54 640: 17%|#7 | 29/168 [00:05<00:26, 5.22it/s] 74/499 4.32G 0.01244 0.01001 0.004131 54 640: 18%|#7 | 30/168 [00:05<00:25, 5.31it/s] 74/499 4.32G 0.01242 0.01003 0.004116 66 640: 18%|#7 | 30/168 [00:05<00:25, 5.31it/s] 74/499 4.32G 0.01242 0.01003 0.004116 66 640: 18%|#8 | 31/168 [00:05<00:26, 5.16it/s] 74/499 4.32G 0.0124 0.01008 0.004174 74 640: 18%|#8 | 31/168 [00:06<00:26, 5.16it/s] 74/499 4.32G 0.0124 0.01008 0.004174 74 640: 19%|#9 | 32/168 [00:06<00:26, 5.22it/s] 74/499 4.32G 0.01236 0.01006 0.004175 64 640: 19%|#9 | 32/168 [00:06<00:26, 5.22it/s] 74/499 4.32G 0.01236 0.01006 0.004175 64 640: 20%|#9 | 33/168 [00:06<00:25, 5.29it/s] 74/499 4.32G 0.01232 0.01008 0.004212 71 640: 20%|#9 | 33/168 [00:06<00:25, 5.29it/s] 74/499 4.32G 0.01232 0.01008 0.004212 71 640: 20%|## | 34/168 [00:06<00:26, 5.13it/s] 74/499 4.32G 0.01238 0.01016 0.004279 64 640: 20%|## | 34/168 [00:06<00:26, 5.13it/s] 74/499 4.32G 0.01238 0.01016 0.004279 64 640: 21%|## | 35/168 [00:06<00:25, 5.22it/s] 74/499 4.32G 0.01246 0.01018 0.00425 72 640: 21%|## | 35/168 [00:06<00:25, 5.22it/s] 74/499 4.32G 0.01246 0.01018 0.00425 72 640: 21%|##1 | 36/168 [00:06<00:24, 5.31it/s] 74/499 4.32G 0.01248 0.01022 0.004192 69 640: 21%|##1 | 36/168 [00:07<00:24, 5.31it/s] 74/499 4.32G 0.01248 0.01022 0.004192 69 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s] 74/499 4.32G 0.01246 0.01028 0.004157 78 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s] 74/499 4.32G 0.01246 0.01028 0.004157 78 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s] 74/499 4.32G 0.01238 0.01026 0.004191 66 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s] 74/499 4.32G 0.01238 0.01026 0.004191 66 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s] 74/499 4.32G 0.01236 0.01025 0.004133 64 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s] 74/499 4.32G 0.01236 0.01025 0.004133 64 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s] 74/499 4.32G 0.01235 0.01021 0.004219 52 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s] 74/499 4.32G 0.01235 0.01021 0.004219 52 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s] 74/499 4.32G 0.01237 0.01017 0.004244 56 640: 24%|##4 | 41/168 [00:08<00:23, 5.31it/s] 74/499 4.32G 0.01237 0.01017 0.004244 56 640: 25%|##5 | 42/168 [00:08<00:23, 5.33it/s] 74/499 4.32G 0.01239 0.01015 0.004232 62 640: 25%|##5 | 42/168 [00:08<00:23, 5.33it/s] 74/499 4.32G 0.01239 0.01015 0.004232 62 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s] 74/499 4.32G 0.01241 0.01011 0.004222 52 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s] 74/499 4.32G 0.01241 0.01011 0.004222 52 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s] 74/499 4.32G 0.01237 0.01013 0.004165 59 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s] 74/499 4.32G 0.01237 0.01013 0.004165 59 640: 27%|##6 | 45/168 [00:08<00:23, 5.32it/s] 74/499 4.32G 0.01236 0.01013 0.004252 61 640: 27%|##6 | 45/168 [00:08<00:23, 5.32it/s] 74/499 4.32G 0.01236 0.01013 0.004252 61 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s] 74/499 4.32G 0.01236 0.01009 0.004224 59 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s] 74/499 4.32G 0.01236 0.01009 0.004224 59 640: 28%|##7 | 47/168 [00:08<00:22, 5.28it/s] 74/499 4.32G 0.01235 0.01012 0.004327 71 640: 28%|##7 | 47/168 [00:09<00:22, 5.28it/s] 74/499 4.32G 0.01235 0.01012 0.004327 71 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s] 74/499 4.32G 0.01235 0.0101 0.004364 69 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s] 74/499 4.32G 0.01235 0.0101 0.004364 69 640: 29%|##9 | 49/168 [00:09<00:22, 5.18it/s] 74/499 4.32G 0.01233 0.01006 0.004319 60 640: 29%|##9 | 49/168 [00:09<00:22, 5.18it/s] 74/499 4.32G 0.01233 0.01006 0.004319 60 640: 30%|##9 | 50/168 [00:09<00:22, 5.26it/s] 74/499 4.32G 0.01234 0.01011 0.004279 72 640: 30%|##9 | 50/168 [00:09<00:22, 5.26it/s] 74/499 4.32G 0.01234 0.01011 0.004279 72 640: 30%|### | 51/168 [00:09<00:22, 5.29it/s] 74/499 4.32G 0.01234 0.01011 0.004247 65 640: 30%|### | 51/168 [00:09<00:22, 5.29it/s] 74/499 4.32G 0.01234 0.01011 0.004247 65 640: 31%|### | 52/168 [00:09<00:22, 5.15it/s] 74/499 4.32G 0.01228 0.01009 0.004285 71 640: 31%|### | 52/168 [00:10<00:22, 5.15it/s] 74/499 4.32G 0.01228 0.01009 0.004285 71 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s] 74/499 4.32G 0.0123 0.01012 0.004238 69 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s] 74/499 4.32G 0.0123 0.01012 0.004238 69 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s] 74/499 4.32G 0.01227 0.0101 0.004269 70 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s] 74/499 4.32G 0.01227 0.0101 0.004269 70 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s] 74/499 4.32G 0.01227 0.01014 0.004429 78 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s] 74/499 4.32G 0.01227 0.01014 0.004429 78 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s] 74/499 4.32G 0.01224 0.01016 0.004436 74 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s] 74/499 4.32G 0.01224 0.01016 0.004436 74 640: 34%|###3 | 57/168 [00:10<00:20, 5.31it/s] 74/499 4.32G 0.01222 0.01014 0.004501 61 640: 34%|###3 | 57/168 [00:11<00:20, 5.31it/s] 74/499 4.32G 0.01222 0.01014 0.004501 61 640: 35%|###4 | 58/168 [00:11<00:21, 5.15it/s] 74/499 4.32G 0.01221 0.01018 0.004517 76 640: 35%|###4 | 58/168 [00:11<00:21, 5.15it/s] 74/499 4.32G 0.01221 0.01018 0.004517 76 640: 35%|###5 | 59/168 [00:11<00:20, 5.25it/s] 74/499 4.32G 0.01221 0.01014 0.004518 54 640: 35%|###5 | 59/168 [00:11<00:20, 5.25it/s] 74/499 4.32G 0.01221 0.01014 0.004518 54 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s] 74/499 4.32G 0.01222 0.01018 0.0045 76 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s] 74/499 4.32G 0.01222 0.01018 0.0045 76 640: 36%|###6 | 61/168 [00:11<00:20, 5.13it/s] 74/499 4.32G 0.01223 0.01017 0.004459 59 640: 36%|###6 | 61/168 [00:11<00:20, 5.13it/s] 74/499 4.32G 0.01223 0.01017 0.004459 59 640: 37%|###6 | 62/168 [00:11<00:20, 5.23it/s] 74/499 4.32G 0.01224 0.01017 0.00445 64 640: 37%|###6 | 62/168 [00:12<00:20, 5.23it/s] 74/499 4.32G 0.01224 0.01017 0.00445 64 640: 38%|###7 | 63/168 [00:12<00:19, 5.26it/s] 74/499 4.32G 0.01222 0.01015 0.004448 62 640: 38%|###7 | 63/168 [00:12<00:19, 5.26it/s] 74/499 4.32G 0.01222 0.01015 0.004448 62 640: 38%|###8 | 64/168 [00:12<00:20, 5.15it/s] 74/499 4.32G 0.01222 0.01014 0.004475 74 640: 38%|###8 | 64/168 [00:12<00:20, 5.15it/s] 74/499 4.32G 0.01222 0.01014 0.004475 74 640: 39%|###8 | 65/168 [00:12<00:19, 5.25it/s] 74/499 4.32G 0.01223 0.01013 0.004432 67 640: 39%|###8 | 65/168 [00:12<00:19, 5.25it/s] 74/499 4.32G 0.01223 0.01013 0.004432 67 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s] 74/499 4.32G 0.01224 0.01018 0.004467 79 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s] 74/499 4.32G 0.01224 0.01018 0.004467 79 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s] 74/499 4.32G 0.01226 0.01021 0.004445 72 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s] 74/499 4.32G 0.01226 0.01021 0.004445 72 640: 40%|#### | 68/168 [00:12<00:19, 5.18it/s] 74/499 4.32G 0.01228 0.01023 0.004436 76 640: 40%|#### | 68/168 [00:13<00:19, 5.18it/s] 74/499 4.32G 0.01228 0.01023 0.004436 76 640: 41%|####1 | 69/168 [00:13<00:18, 5.26it/s] 74/499 4.32G 0.01232 0.01022 0.004445 72 640: 41%|####1 | 69/168 [00:13<00:18, 5.26it/s] 74/499 4.32G 0.01232 0.01022 0.004445 72 640: 42%|####1 | 70/168 [00:13<00:18, 5.16it/s] 74/499 4.32G 0.0123 0.0102 0.004421 63 640: 42%|####1 | 70/168 [00:13<00:18, 5.16it/s] 74/499 4.32G 0.0123 0.0102 0.004421 63 640: 42%|####2 | 71/168 [00:13<00:18, 5.18it/s] 74/499 4.32G 0.01228 0.01018 0.004455 74 640: 42%|####2 | 71/168 [00:13<00:18, 5.18it/s] 74/499 4.32G 0.01228 0.01018 0.004455 74 640: 43%|####2 | 72/168 [00:13<00:18, 5.27it/s] 74/499 4.32G 0.01229 0.01021 0.004463 73 640: 43%|####2 | 72/168 [00:13<00:18, 5.27it/s] 74/499 4.32G 0.01229 0.01021 0.004463 73 640: 43%|####3 | 73/168 [00:13<00:18, 5.15it/s] 74/499 4.32G 0.01229 0.01022 0.004473 74 640: 43%|####3 | 73/168 [00:14<00:18, 5.15it/s] 74/499 4.32G 0.01229 0.01022 0.004473 74 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s] 74/499 4.32G 0.01228 0.01021 0.004452 59 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s] 74/499 4.32G 0.01228 0.01021 0.004452 59 640: 45%|####4 | 75/168 [00:14<00:17, 5.32it/s] 74/499 4.32G 0.01228 0.01021 0.004453 65 640: 45%|####4 | 75/168 [00:14<00:17, 5.32it/s] 74/499 4.32G 0.01228 0.01021 0.004453 65 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s] 74/499 4.32G 0.01228 0.01019 0.004444 58 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s] 74/499 4.32G 0.01228 0.01019 0.004444 58 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s] 74/499 4.32G 0.01229 0.01017 0.004517 60 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s] 74/499 4.32G 0.01229 0.01017 0.004517 60 640: 46%|####6 | 78/168 [00:14<00:16, 5.31it/s] 74/499 4.32G 0.01229 0.01015 0.004505 62 640: 46%|####6 | 78/168 [00:15<00:16, 5.31it/s] 74/499 4.32G 0.01229 0.01015 0.004505 62 640: 47%|####7 | 79/168 [00:15<00:17, 5.18it/s] 74/499 4.32G 0.0123 0.01012 0.004487 49 640: 47%|####7 | 79/168 [00:15<00:17, 5.18it/s] 74/499 4.32G 0.0123 0.01012 0.004487 49 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s] 74/499 4.32G 0.01231 0.01013 0.004517 76 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s] 74/499 4.32G 0.01231 0.01013 0.004517 76 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s] 74/499 4.32G 0.01233 0.01017 0.004493 71 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s] 74/499 4.32G 0.01233 0.01017 0.004493 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.19it/s] 74/499 4.32G 0.01234 0.01013 0.004513 56 640: 49%|####8 | 82/168 [00:15<00:16, 5.19it/s] 74/499 4.32G 0.01234 0.01013 0.004513 56 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s] 74/499 4.32G 0.01237 0.01015 0.004508 58 640: 49%|####9 | 83/168 [00:16<00:16, 5.27it/s] 74/499 4.32G 0.01237 0.01015 0.004508 58 640: 50%|##### | 84/168 [00:16<00:15, 5.31it/s] 74/499 4.32G 0.01237 0.01017 0.004499 65 640: 50%|##### | 84/168 [00:16<00:15, 5.31it/s] 74/499 4.32G 0.01237 0.01017 0.004499 65 640: 51%|##### | 85/168 [00:16<00:16, 5.17it/s] 74/499 4.32G 0.01239 0.01019 0.004476 80 640: 51%|##### | 85/168 [00:16<00:16, 5.17it/s] 74/499 4.32G 0.01239 0.01019 0.004476 80 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s] 74/499 4.32G 0.01238 0.01019 0.004457 71 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s] 74/499 4.32G 0.01238 0.01019 0.004457 71 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s] 74/499 4.32G 0.01239 0.01019 0.004467 70 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s] 74/499 4.32G 0.01239 0.01019 0.004467 70 640: 52%|#####2 | 88/168 [00:16<00:15, 5.17it/s] 74/499 4.32G 0.0124 0.01018 0.004489 67 640: 52%|#####2 | 88/168 [00:16<00:15, 5.17it/s] 74/499 4.32G 0.0124 0.01018 0.004489 67 640: 53%|#####2 | 89/168 [00:16<00:14, 5.27it/s] 74/499 4.32G 0.01239 0.01017 0.00451 67 640: 53%|#####2 | 89/168 [00:17<00:14, 5.27it/s] 74/499 4.32G 0.01239 0.01017 0.00451 67 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s] 74/499 4.32G 0.01241 0.01018 0.004537 71 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s] 74/499 4.32G 0.01241 0.01018 0.004537 71 640: 54%|#####4 | 91/168 [00:17<00:15, 5.11it/s] 74/499 4.32G 0.01243 0.0102 0.004551 64 640: 54%|#####4 | 91/168 [00:17<00:15, 5.11it/s] 74/499 4.32G 0.01243 0.0102 0.004551 64 640: 55%|#####4 | 92/168 [00:17<00:14, 5.24it/s] 74/499 4.32G 0.01243 0.01019 0.004547 60 640: 55%|#####4 | 92/168 [00:17<00:14, 5.24it/s] 74/499 4.32G 0.01243 0.01019 0.004547 60 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s] 74/499 4.32G 0.01243 0.01018 0.004509 73 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s] 74/499 4.32G 0.01243 0.01018 0.004509 73 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s] 74/499 4.32G 0.01244 0.01017 0.004487 58 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s] 74/499 4.32G 0.01244 0.01017 0.004487 58 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s] 74/499 4.32G 0.01243 0.01019 0.004468 81 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s] 74/499 4.32G 0.01243 0.01019 0.004468 81 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s] 74/499 4.32G 0.01242 0.01018 0.004455 68 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s] 74/499 4.32G 0.01242 0.01018 0.004455 68 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s] 74/499 4.32G 0.01244 0.01021 0.004454 75 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s] 74/499 4.32G 0.01244 0.01021 0.004454 75 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s] 74/499 4.32G 0.01243 0.0102 0.004451 73 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s] 74/499 4.32G 0.01243 0.0102 0.004451 73 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s] 74/499 4.32G 0.01243 0.01021 0.004469 77 640: 59%|#####8 | 99/168 [00:19<00:12, 5.33it/s] 74/499 4.32G 0.01243 0.01021 0.004469 77 640: 60%|#####9 | 100/168 [00:19<00:13, 5.16it/s] 74/499 4.32G 0.01243 0.01023 0.004447 78 640: 60%|#####9 | 100/168 [00:19<00:13, 5.16it/s] 74/499 4.32G 0.01243 0.01023 0.004447 78 640: 60%|###### | 101/168 [00:19<00:12, 5.25it/s] 74/499 4.32G 0.01241 0.01023 0.004432 79 640: 60%|###### | 101/168 [00:19<00:12, 5.25it/s] 74/499 4.32G 0.01241 0.01023 0.004432 79 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s] 74/499 4.32G 0.01242 0.01023 0.00444 71 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s] 74/499 4.32G 0.01242 0.01023 0.00444 71 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s] 74/499 4.32G 0.01242 0.01023 0.004444 74 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s] 74/499 4.32G 0.01242 0.01023 0.004444 74 640: 62%|######1 | 104/168 [00:19<00:12, 5.25it/s] 74/499 4.32G 0.01243 0.01021 0.004428 50 640: 62%|######1 | 104/168 [00:20<00:12, 5.25it/s] 74/499 4.32G 0.01243 0.01021 0.004428 50 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s] 74/499 4.32G 0.01241 0.0102 0.004457 73 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s] 74/499 4.32G 0.01241 0.0102 0.004457 73 640: 63%|######3 | 106/168 [00:20<00:12, 5.12it/s] 74/499 4.32G 0.01242 0.0102 0.004491 71 640: 63%|######3 | 106/168 [00:20<00:12, 5.12it/s] 74/499 4.32G 0.01242 0.0102 0.004491 71 640: 64%|######3 | 107/168 [00:20<00:11, 5.22it/s] 74/499 4.32G 0.01241 0.01021 0.004485 72 640: 64%|######3 | 107/168 [00:20<00:11, 5.22it/s] 74/499 4.32G 0.01241 0.01021 0.004485 72 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s] 74/499 4.32G 0.01241 0.01023 0.004469 91 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s] 74/499 4.32G 0.01241 0.01023 0.004469 91 640: 65%|######4 | 109/168 [00:20<00:11, 5.17it/s] 74/499 4.32G 0.01241 0.01021 0.004467 60 640: 65%|######4 | 109/168 [00:20<00:11, 5.17it/s] 74/499 4.32G 0.01241 0.01021 0.004467 60 640: 65%|######5 | 110/168 [00:20<00:11, 5.25it/s] 74/499 4.32G 0.01241 0.01019 0.004473 58 640: 65%|######5 | 110/168 [00:21<00:11, 5.25it/s] 74/499 4.32G 0.01241 0.01019 0.004473 58 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s] 74/499 4.32G 0.01239 0.01019 0.004471 66 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s] 74/499 4.32G 0.01239 0.01019 0.004471 66 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s] 74/499 4.32G 0.0124 0.01023 0.004487 85 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s] 74/499 4.32G 0.0124 0.01023 0.004487 85 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s] 74/499 4.32G 0.0124 0.01025 0.004488 79 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s] 74/499 4.32G 0.0124 0.01025 0.004488 79 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s] 74/499 4.32G 0.0124 0.01024 0.004487 72 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s] 74/499 4.32G 0.0124 0.01024 0.004487 72 640: 68%|######8 | 115/168 [00:21<00:10, 5.19it/s] 74/499 4.32G 0.01241 0.01022 0.004502 59 640: 68%|######8 | 115/168 [00:22<00:10, 5.19it/s] 74/499 4.32G 0.01241 0.01022 0.004502 59 640: 69%|######9 | 116/168 [00:22<00:09, 5.22it/s] 74/499 4.32G 0.01241 0.01024 0.004518 91 640: 69%|######9 | 116/168 [00:22<00:09, 5.22it/s] 74/499 4.32G 0.01241 0.01024 0.004518 91 640: 70%|######9 | 117/168 [00:22<00:09, 5.25it/s] 74/499 4.32G 0.01241 0.01026 0.00451 72 640: 70%|######9 | 117/168 [00:22<00:09, 5.25it/s] 74/499 4.32G 0.01241 0.01026 0.00451 72 640: 70%|####### | 118/168 [00:22<00:09, 5.12it/s] 74/499 4.32G 0.01241 0.01028 0.004528 83 640: 70%|####### | 118/168 [00:22<00:09, 5.12it/s] 74/499 4.32G 0.01241 0.01028 0.004528 83 640: 71%|####### | 119/168 [00:22<00:09, 5.23it/s] 74/499 4.32G 0.01239 0.01028 0.00454 81 640: 71%|####### | 119/168 [00:22<00:09, 5.23it/s] 74/499 4.32G 0.01239 0.01028 0.00454 81 640: 71%|#######1 | 120/168 [00:22<00:09, 5.30it/s] 74/499 4.32G 0.01238 0.01027 0.004541 68 640: 71%|#######1 | 120/168 [00:23<00:09, 5.30it/s] 74/499 4.32G 0.01238 0.01027 0.004541 68 640: 72%|#######2 | 121/168 [00:23<00:09, 5.10it/s] 74/499 4.32G 0.01237 0.01028 0.004537 77 640: 72%|#######2 | 121/168 [00:23<00:09, 5.10it/s] 74/499 4.32G 0.01237 0.01028 0.004537 77 640: 73%|#######2 | 122/168 [00:23<00:08, 5.21it/s] 74/499 4.32G 0.01237 0.0103 0.004549 81 640: 73%|#######2 | 122/168 [00:23<00:08, 5.21it/s] 74/499 4.32G 0.01237 0.0103 0.004549 81 640: 73%|#######3 | 123/168 [00:23<00:08, 5.27it/s] 74/499 4.32G 0.01238 0.01031 0.004545 79 640: 73%|#######3 | 123/168 [00:23<00:08, 5.27it/s] 74/499 4.32G 0.01238 0.01031 0.004545 79 640: 74%|#######3 | 124/168 [00:23<00:08, 5.15it/s] 74/499 4.32G 0.0124 0.0103 0.004547 52 640: 74%|#######3 | 124/168 [00:23<00:08, 5.15it/s] 74/499 4.32G 0.0124 0.0103 0.004547 52 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s] 74/499 4.32G 0.01239 0.01028 0.004536 61 640: 74%|#######4 | 125/168 [00:24<00:08, 5.26it/s] 74/499 4.32G 0.01239 0.01028 0.004536 61 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s] 74/499 4.32G 0.01239 0.01027 0.004525 51 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s] 74/499 4.32G 0.01239 0.01027 0.004525 51 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s] 74/499 4.32G 0.01239 0.01026 0.004512 52 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s] 74/499 4.32G 0.01239 0.01026 0.004512 52 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s] 74/499 4.32G 0.0124 0.01027 0.004525 74 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s] 74/499 4.32G 0.0124 0.01027 0.004525 74 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s] 74/499 4.32G 0.01239 0.01026 0.004513 74 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s] 74/499 4.32G 0.01239 0.01026 0.004513 74 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s] 74/499 4.32G 0.01238 0.01026 0.004506 81 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s] 74/499 4.32G 0.01238 0.01026 0.004506 81 640: 78%|#######7 | 131/168 [00:24<00:06, 5.30it/s] 74/499 4.32G 0.01237 0.01025 0.004486 66 640: 78%|#######7 | 131/168 [00:25<00:06, 5.30it/s] 74/499 4.32G 0.01237 0.01025 0.004486 66 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s] 74/499 4.32G 0.01237 0.01025 0.004468 53 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s] 74/499 4.32G 0.01237 0.01025 0.004468 53 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s] 74/499 4.32G 0.01236 0.01027 0.004462 90 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s] 74/499 4.32G 0.01236 0.01027 0.004462 90 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s] 74/499 4.32G 0.01235 0.01027 0.004461 77 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s] 74/499 4.32G 0.01235 0.01027 0.004461 77 640: 80%|######## | 135/168 [00:25<00:06, 5.28it/s] 74/499 4.32G 0.01235 0.01026 0.004461 62 640: 80%|######## | 135/168 [00:25<00:06, 5.28it/s] 74/499 4.32G 0.01235 0.01026 0.004461 62 640: 81%|######## | 136/168 [00:25<00:06, 5.14it/s] 74/499 4.32G 0.01236 0.01028 0.004453 74 640: 81%|######## | 136/168 [00:26<00:06, 5.14it/s] 74/499 4.32G 0.01236 0.01028 0.004453 74 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s] 74/499 4.32G 0.01235 0.01028 0.004456 74 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s] 74/499 4.32G 0.01235 0.01028 0.004456 74 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s] 74/499 4.32G 0.01234 0.01027 0.004453 63 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s] 74/499 4.32G 0.01234 0.01027 0.004453 63 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s] 74/499 4.32G 0.01233 0.01027 0.004443 72 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s] 74/499 4.32G 0.01233 0.01027 0.004443 72 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s] 74/499 4.32G 0.01233 0.01027 0.004426 70 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s] 74/499 4.32G 0.01233 0.01027 0.004426 70 640: 84%|########3 | 141/168 [00:26<00:05, 5.36it/s] 74/499 4.32G 0.01232 0.01025 0.004428 70 640: 84%|########3 | 141/168 [00:27<00:05, 5.36it/s] 74/499 4.32G 0.01232 0.01025 0.004428 70 640: 85%|########4 | 142/168 [00:27<00:05, 5.20it/s] 74/499 4.32G 0.01232 0.01026 0.004431 75 640: 85%|########4 | 142/168 [00:27<00:05, 5.20it/s] 74/499 4.32G 0.01232 0.01026 0.004431 75 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s] 74/499 4.32G 0.01232 0.01027 0.00443 73 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s] 74/499 4.32G 0.01232 0.01027 0.00443 73 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s] 74/499 4.32G 0.01231 0.01026 0.004445 63 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s] 74/499 4.32G 0.01231 0.01026 0.004445 63 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s] 74/499 4.32G 0.01231 0.01025 0.004438 62 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s] 74/499 4.32G 0.01231 0.01025 0.004438 62 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s] 74/499 4.32G 0.0123 0.01026 0.004456 71 640: 87%|########6 | 146/168 [00:28<00:04, 5.28it/s] 74/499 4.32G 0.0123 0.01026 0.004456 71 640: 88%|########7 | 147/168 [00:28<00:03, 5.35it/s] 74/499 4.32G 0.0123 0.01027 0.004472 69 640: 88%|########7 | 147/168 [00:28<00:03, 5.35it/s] 74/499 4.32G 0.0123 0.01027 0.004472 69 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s] 74/499 4.32G 0.0123 0.01025 0.004506 56 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s] 74/499 4.32G 0.0123 0.01025 0.004506 56 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s] 74/499 4.32G 0.0123 0.01024 0.004516 59 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s] 74/499 4.32G 0.0123 0.01024 0.004516 59 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s] 74/499 4.32G 0.0123 0.01022 0.004508 58 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s] 74/499 4.32G 0.0123 0.01022 0.004508 58 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s] 74/499 4.32G 0.0123 0.01023 0.004514 85 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s] 74/499 4.32G 0.0123 0.01023 0.004514 85 640: 90%|######### | 152/168 [00:28<00:03, 5.27it/s] 74/499 4.32G 0.0123 0.01022 0.004517 53 640: 90%|######### | 152/168 [00:29<00:03, 5.27it/s] 74/499 4.32G 0.0123 0.01022 0.004517 53 640: 91%|#########1| 153/168 [00:29<00:02, 5.35it/s] 74/499 4.32G 0.0123 0.01023 0.004552 65 640: 91%|#########1| 153/168 [00:29<00:02, 5.35it/s] 74/499 4.32G 0.0123 0.01023 0.004552 65 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s] 74/499 4.32G 0.0123 0.01025 0.004541 86 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s] 74/499 4.32G 0.0123 0.01025 0.004541 86 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s] 74/499 4.32G 0.01229 0.01022 0.004563 57 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s] 74/499 4.32G 0.01229 0.01022 0.004563 57 640: 93%|#########2| 156/168 [00:29<00:02, 5.33it/s] 74/499 4.32G 0.01229 0.01022 0.004553 63 640: 93%|#########2| 156/168 [00:29<00:02, 5.33it/s] 74/499 4.32G 0.01229 0.01022 0.004553 63 640: 93%|#########3| 157/168 [00:29<00:02, 5.15it/s] 74/499 4.32G 0.01229 0.01021 0.004546 52 640: 93%|#########3| 157/168 [00:30<00:02, 5.15it/s] 74/499 4.32G 0.01229 0.01021 0.004546 52 640: 94%|#########4| 158/168 [00:30<00:01, 5.23it/s] 74/499 4.32G 0.01229 0.01022 0.004534 74 640: 94%|#########4| 158/168 [00:30<00:01, 5.23it/s] 74/499 4.32G 0.01229 0.01022 0.004534 74 640: 95%|#########4| 159/168 [00:30<00:01, 5.29it/s] 74/499 4.32G 0.01229 0.01022 0.004572 64 640: 95%|#########4| 159/168 [00:30<00:01, 5.29it/s] 74/499 4.32G 0.01229 0.01022 0.004572 64 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s] 74/499 4.32G 0.0123 0.01021 0.004556 56 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s] 74/499 4.32G 0.0123 0.01021 0.004556 56 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s] 74/499 4.32G 0.01231 0.0102 0.004577 57 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s] 74/499 4.32G 0.01231 0.0102 0.004577 57 640: 96%|#########6| 162/168 [00:30<00:01, 5.32it/s] 74/499 4.32G 0.01232 0.01019 0.004574 59 640: 96%|#########6| 162/168 [00:31<00:01, 5.32it/s] 74/499 4.32G 0.01232 0.01019 0.004574 59 640: 97%|#########7| 163/168 [00:31<00:00, 5.18it/s] 74/499 4.32G 0.01234 0.01018 0.00464 51 640: 97%|#########7| 163/168 [00:31<00:00, 5.18it/s] 74/499 4.32G 0.01234 0.01018 0.00464 51 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s] 74/499 4.32G 0.01235 0.01018 0.004638 69 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s] 74/499 4.32G 0.01235 0.01018 0.004638 69 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s] 74/499 4.32G 0.01234 0.01019 0.004628 82 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s] 74/499 4.32G 0.01234 0.01019 0.004628 82 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s] 74/499 4.32G 0.01233 0.01019 0.004623 70 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s] 74/499 4.32G 0.01233 0.01019 0.004623 70 640: 99%|#########9| 167/168 [00:31<00:00, 5.26it/s] 74/499 4.32G 0.01234 0.0102 0.004624 30 640: 99%|#########9| 167/168 [00:32<00:00, 5.26it/s] 74/499 4.32G 0.01234 0.0102 0.004624 30 640: 100%|##########| 168/168 [00:32<00:00, 5.40it/s] 74/499 4.32G 0.01234 0.0102 0.004624 30 640: 100%|##########| 168/168 [00:32<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s] all 132 263 0.837 0.847 0.879 0.753 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 75/499 4.32G 0.01121 0.007485 0.003355 59 640: 0%| | 0/168 [00:00<?, ?it/s] 75/499 4.32G 0.01121 0.007485 0.003355 59 640: 1%| | 1/168 [00:00<00:34, 4.89it/s] 75/499 4.32G 0.01161 0.01018 0.003631 88 640: 1%| | 1/168 [00:00<00:34, 4.89it/s] 75/499 4.32G 0.01161 0.01018 0.003631 88 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s] 75/499 4.32G 0.01208 0.01102 0.003194 73 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s] 75/499 4.32G 0.01208 0.01102 0.003194 73 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s] 75/499 4.32G 0.01218 0.01086 0.003667 72 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s] 75/499 4.32G 0.01218 0.01086 0.003667 72 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s] 75/499 4.32G 0.01208 0.0105 0.004079 66 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s] 75/499 4.32G 0.01208 0.0105 0.004079 66 640: 3%|2 | 5/168 [00:00<00:30, 5.29it/s] 75/499 4.32G 0.0121 0.01054 0.003884 66 640: 3%|2 | 5/168 [00:01<00:30, 5.29it/s] 75/499 4.32G 0.0121 0.01054 0.003884 66 640: 4%|3 | 6/168 [00:01<00:30, 5.37it/s] 75/499 4.32G 0.01202 0.0102 0.004173 62 640: 4%|3 | 6/168 [00:01<00:30, 5.37it/s] 75/499 4.32G 0.01202 0.0102 0.004173 62 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s] 75/499 4.32G 0.01189 0.01019 0.004118 77 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s] 75/499 4.32G 0.01189 0.01019 0.004118 77 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s] 75/499 4.32G 0.01205 0.01005 0.004024 59 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s] 75/499 4.32G 0.01205 0.01005 0.004024 59 640: 5%|5 | 9/168 [00:01<00:29, 5.34it/s] 75/499 4.32G 0.01199 0.009977 0.003983 58 640: 5%|5 | 9/168 [00:01<00:29, 5.34it/s] 75/499 4.32G 0.01199 0.009977 0.003983 58 640: 6%|5 | 10/168 [00:01<00:30, 5.19it/s] 75/499 4.32G 0.01199 0.009976 0.004205 75 640: 6%|5 | 10/168 [00:02<00:30, 5.19it/s] 75/499 4.32G 0.01199 0.009976 0.004205 75 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s] 75/499 4.32G 0.012 0.01002 0.004161 78 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s] 75/499 4.32G 0.012 0.01002 0.004161 78 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s] 75/499 4.32G 0.01204 0.01018 0.004101 80 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s] 75/499 4.32G 0.01204 0.01018 0.004101 80 640: 8%|7 | 13/168 [00:02<00:29, 5.18it/s] 75/499 4.32G 0.01204 0.01006 0.004115 57 640: 8%|7 | 13/168 [00:02<00:29, 5.18it/s] 75/499 4.32G 0.01204 0.01006 0.004115 57 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s] 75/499 4.32G 0.01208 0.01004 0.004196 62 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s] 75/499 4.32G 0.01208 0.01004 0.004196 62 640: 9%|8 | 15/168 [00:02<00:28, 5.32it/s] 75/499 4.32G 0.01208 0.01004 0.004301 73 640: 9%|8 | 15/168 [00:03<00:28, 5.32it/s] 75/499 4.32G 0.01208 0.01004 0.004301 73 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s] 75/499 4.32G 0.01208 0.009971 0.004282 63 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s] 75/499 4.32G 0.01208 0.009971 0.004282 63 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s] 75/499 4.32G 0.01225 0.009867 0.004493 48 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s] 75/499 4.32G 0.01225 0.009867 0.004493 48 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s] 75/499 4.32G 0.01225 0.009872 0.004387 72 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s] 75/499 4.32G 0.01225 0.009872 0.004387 72 640: 11%|#1 | 19/168 [00:03<00:28, 5.17it/s] 75/499 4.32G 0.0122 0.009917 0.00443 78 640: 11%|#1 | 19/168 [00:03<00:28, 5.17it/s] 75/499 4.32G 0.0122 0.009917 0.00443 78 640: 12%|#1 | 20/168 [00:03<00:28, 5.24it/s] 75/499 4.32G 0.01215 0.00985 0.004564 66 640: 12%|#1 | 20/168 [00:03<00:28, 5.24it/s] 75/499 4.32G 0.01215 0.00985 0.004564 66 640: 12%|#2 | 21/168 [00:03<00:27, 5.28it/s] 75/499 4.32G 0.01218 0.009857 0.004789 72 640: 12%|#2 | 21/168 [00:04<00:27, 5.28it/s] 75/499 4.32G 0.01218 0.009857 0.004789 72 640: 13%|#3 | 22/168 [00:04<00:28, 5.11it/s] 75/499 4.32G 0.01218 0.009895 0.004932 67 640: 13%|#3 | 22/168 [00:04<00:28, 5.11it/s] 75/499 4.32G 0.01218 0.009895 0.004932 67 640: 14%|#3 | 23/168 [00:04<00:27, 5.20it/s] 75/499 4.32G 0.01215 0.009922 0.005201 65 640: 14%|#3 | 23/168 [00:04<00:27, 5.20it/s] 75/499 4.32G 0.01215 0.009922 0.005201 65 640: 14%|#4 | 24/168 [00:04<00:27, 5.29it/s] 75/499 4.32G 0.01212 0.009915 0.005118 68 640: 14%|#4 | 24/168 [00:04<00:27, 5.29it/s] 75/499 4.32G 0.01212 0.009915 0.005118 68 640: 15%|#4 | 25/168 [00:04<00:27, 5.12it/s] 75/499 4.32G 0.01213 0.009963 0.00514 73 640: 15%|#4 | 25/168 [00:04<00:27, 5.12it/s] 75/499 4.32G 0.01213 0.009963 0.00514 73 640: 15%|#5 | 26/168 [00:04<00:27, 5.16it/s] 75/499 4.32G 0.01207 0.009811 0.005031 40 640: 15%|#5 | 26/168 [00:05<00:27, 5.16it/s] 75/499 4.32G 0.01207 0.009811 0.005031 40 640: 16%|#6 | 27/168 [00:05<00:27, 5.22it/s] 75/499 4.32G 0.01212 0.009839 0.005098 79 640: 16%|#6 | 27/168 [00:05<00:27, 5.22it/s] 75/499 4.32G 0.01212 0.009839 0.005098 79 640: 17%|#6 | 28/168 [00:05<00:27, 5.13it/s] 75/499 4.32G 0.01208 0.009841 0.00502 67 640: 17%|#6 | 28/168 [00:05<00:27, 5.13it/s] 75/499 4.32G 0.01208 0.009841 0.00502 67 640: 17%|#7 | 29/168 [00:05<00:26, 5.22it/s] 75/499 4.32G 0.01207 0.009909 0.005032 84 640: 17%|#7 | 29/168 [00:05<00:26, 5.22it/s] 75/499 4.32G 0.01207 0.009909 0.005032 84 640: 18%|#7 | 30/168 [00:05<00:26, 5.28it/s] 75/499 4.32G 0.01211 0.009999 0.005136 79 640: 18%|#7 | 30/168 [00:05<00:26, 5.28it/s] 75/499 4.32G 0.01211 0.009999 0.005136 79 640: 18%|#8 | 31/168 [00:05<00:26, 5.11it/s] 75/499 4.32G 0.01214 0.01005 0.005145 76 640: 18%|#8 | 31/168 [00:06<00:26, 5.11it/s] 75/499 4.32G 0.01214 0.01005 0.005145 76 640: 19%|#9 | 32/168 [00:06<00:26, 5.21it/s] 75/499 4.32G 0.01221 0.01006 0.005095 55 640: 19%|#9 | 32/168 [00:06<00:26, 5.21it/s] 75/499 4.32G 0.01221 0.01006 0.005095 55 640: 20%|#9 | 33/168 [00:06<00:25, 5.27it/s] 75/499 4.32G 0.0122 0.01013 0.005038 80 640: 20%|#9 | 33/168 [00:06<00:25, 5.27it/s] 75/499 4.32G 0.0122 0.01013 0.005038 80 640: 20%|## | 34/168 [00:06<00:26, 5.13it/s] 75/499 4.32G 0.01222 0.01007 0.005034 62 640: 20%|## | 34/168 [00:06<00:26, 5.13it/s] 75/499 4.32G 0.01222 0.01007 0.005034 62 640: 21%|## | 35/168 [00:06<00:25, 5.22it/s] 75/499 4.32G 0.01219 0.01011 0.00502 79 640: 21%|## | 35/168 [00:06<00:25, 5.22it/s] 75/499 4.32G 0.01219 0.01011 0.00502 79 640: 21%|##1 | 36/168 [00:06<00:24, 5.30it/s] 75/499 4.32G 0.01217 0.01006 0.004902 59 640: 21%|##1 | 36/168 [00:07<00:24, 5.30it/s] 75/499 4.32G 0.01217 0.01006 0.004902 59 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s] 75/499 4.32G 0.01215 0.01009 0.004853 79 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s] 75/499 4.32G 0.01215 0.01009 0.004853 79 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s] 75/499 4.32G 0.0121 0.01006 0.004816 63 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s] 75/499 4.32G 0.0121 0.01006 0.004816 63 640: 23%|##3 | 39/168 [00:07<00:24, 5.31it/s] 75/499 4.32G 0.01214 0.01003 0.004789 55 640: 23%|##3 | 39/168 [00:07<00:24, 5.31it/s] 75/499 4.32G 0.01214 0.01003 0.004789 55 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s] 75/499 4.32G 0.01219 0.01003 0.004834 64 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s] 75/499 4.32G 0.01219 0.01003 0.004834 64 640: 24%|##4 | 41/168 [00:07<00:24, 5.25it/s] 75/499 4.32G 0.01216 0.00999 0.004856 53 640: 24%|##4 | 41/168 [00:08<00:24, 5.25it/s] 75/499 4.32G 0.01216 0.00999 0.004856 53 640: 25%|##5 | 42/168 [00:08<00:23, 5.33it/s] 75/499 4.32G 0.0122 0.01005 0.004842 71 640: 25%|##5 | 42/168 [00:08<00:23, 5.33it/s] 75/499 4.32G 0.0122 0.01005 0.004842 71 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s] 75/499 4.32G 0.01222 0.01001 0.004882 59 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s] 75/499 4.32G 0.01222 0.01001 0.004882 59 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s] 75/499 4.32G 0.01229 0.01006 0.004984 70 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s] 75/499 4.32G 0.01229 0.01006 0.004984 70 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s] 75/499 4.32G 0.01233 0.01005 0.005027 63 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s] 75/499 4.32G 0.01233 0.01005 0.005027 63 640: 27%|##7 | 46/168 [00:08<00:23, 5.18it/s] 75/499 4.32G 0.01234 0.01006 0.004989 74 640: 27%|##7 | 46/168 [00:08<00:23, 5.18it/s] 75/499 4.32G 0.01234 0.01006 0.004989 74 640: 28%|##7 | 47/168 [00:08<00:22, 5.27it/s] 75/499 4.32G 0.01231 0.01001 0.004998 67 640: 28%|##7 | 47/168 [00:09<00:22, 5.27it/s] 75/499 4.32G 0.01231 0.01001 0.004998 67 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s] 75/499 4.32G 0.0123 0.01 0.004974 54 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s] 75/499 4.32G 0.0123 0.01 0.004974 54 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s] 75/499 4.32G 0.01226 0.009981 0.00504 62 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s] 75/499 4.32G 0.01226 0.009981 0.00504 62 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s] 75/499 4.32G 0.01229 0.009994 0.005009 65 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s] 75/499 4.32G 0.01229 0.009994 0.005009 65 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s] 75/499 4.32G 0.01227 0.01003 0.005025 89 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s] 75/499 4.32G 0.01227 0.01003 0.005025 89 640: 31%|### | 52/168 [00:09<00:22, 5.19it/s] 75/499 4.32G 0.01225 0.01002 0.005021 67 640: 31%|### | 52/168 [00:10<00:22, 5.19it/s] 75/499 4.32G 0.01225 0.01002 0.005021 67 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s] 75/499 4.32G 0.01227 0.009969 0.004979 51 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s] 75/499 4.32G 0.01227 0.009969 0.004979 51 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s] 75/499 4.32G 0.01226 0.009953 0.004974 65 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s] 75/499 4.32G 0.01226 0.009953 0.004974 65 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s] 75/499 4.32G 0.01225 0.009953 0.00493 70 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s] 75/499 4.32G 0.01225 0.009953 0.00493 70 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s] 75/499 4.32G 0.01224 0.009956 0.004933 75 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s] 75/499 4.32G 0.01224 0.009956 0.004933 75 640: 34%|###3 | 57/168 [00:10<00:21, 5.27it/s] 75/499 4.32G 0.0122 0.009966 0.004938 81 640: 34%|###3 | 57/168 [00:11<00:21, 5.27it/s] 75/499 4.32G 0.0122 0.009966 0.004938 81 640: 35%|###4 | 58/168 [00:11<00:21, 5.11it/s] 75/499 4.32G 0.0122 0.01 0.00489 86 640: 35%|###4 | 58/168 [00:11<00:21, 5.11it/s] 75/499 4.32G 0.0122 0.01 0.00489 86 640: 35%|###5 | 59/168 [00:11<00:20, 5.22it/s] 75/499 4.32G 0.01218 0.009985 0.004888 64 640: 35%|###5 | 59/168 [00:11<00:20, 5.22it/s] 75/499 4.32G 0.01218 0.009985 0.004888 64 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s] 75/499 4.32G 0.01219 0.01004 0.004867 79 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s] 75/499 4.32G 0.01219 0.01004 0.004867 79 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s] 75/499 4.32G 0.01219 0.01004 0.004876 62 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s] 75/499 4.32G 0.01219 0.01004 0.004876 62 640: 37%|###6 | 62/168 [00:11<00:20, 5.25it/s] 75/499 4.32G 0.01217 0.01001 0.004868 57 640: 37%|###6 | 62/168 [00:12<00:20, 5.25it/s] 75/499 4.32G 0.01217 0.01001 0.004868 57 640: 38%|###7 | 63/168 [00:12<00:19, 5.30it/s] 75/499 4.32G 0.01217 0.01 0.004849 69 640: 38%|###7 | 63/168 [00:12<00:19, 5.30it/s] 75/499 4.32G 0.01217 0.01 0.004849 69 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s] 75/499 4.32G 0.01214 0.00995 0.00487 53 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s] 75/499 4.32G 0.01214 0.00995 0.00487 53 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s] 75/499 4.32G 0.01213 0.00994 0.004848 60 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s] 75/499 4.32G 0.01213 0.00994 0.004848 60 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s] 75/499 4.32G 0.01214 0.009958 0.004831 71 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s] 75/499 4.32G 0.01214 0.009958 0.004831 71 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s] 75/499 4.32G 0.01213 0.009945 0.004884 62 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s] 75/499 4.32G 0.01213 0.009945 0.004884 62 640: 40%|#### | 68/168 [00:12<00:19, 5.25it/s] 75/499 4.32G 0.01211 0.009966 0.004854 77 640: 40%|#### | 68/168 [00:13<00:19, 5.25it/s] 75/499 4.32G 0.01211 0.009966 0.004854 77 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s] 75/499 4.32G 0.01214 0.009978 0.004902 68 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s] 75/499 4.32G 0.01214 0.009978 0.004902 68 640: 42%|####1 | 70/168 [00:13<00:19, 5.13it/s] 75/499 4.32G 0.01214 0.01003 0.004866 88 640: 42%|####1 | 70/168 [00:13<00:19, 5.13it/s] 75/499 4.32G 0.01214 0.01003 0.004866 88 640: 42%|####2 | 71/168 [00:13<00:18, 5.22it/s] 75/499 4.32G 0.01212 0.01004 0.004862 80 640: 42%|####2 | 71/168 [00:13<00:18, 5.22it/s] 75/499 4.32G 0.01212 0.01004 0.004862 80 640: 43%|####2 | 72/168 [00:13<00:18, 5.31it/s] 75/499 4.32G 0.0121 0.01 0.004883 61 640: 43%|####2 | 72/168 [00:13<00:18, 5.31it/s] 75/499 4.32G 0.0121 0.01 0.004883 61 640: 43%|####3 | 73/168 [00:13<00:18, 5.14it/s] 75/499 4.32G 0.01208 0.01001 0.004909 81 640: 43%|####3 | 73/168 [00:14<00:18, 5.14it/s] 75/499 4.32G 0.01208 0.01001 0.004909 81 640: 44%|####4 | 74/168 [00:14<00:17, 5.23it/s] 75/499 4.32G 0.01208 0.009998 0.00493 59 640: 44%|####4 | 74/168 [00:14<00:17, 5.23it/s] 75/499 4.32G 0.01208 0.009998 0.00493 59 640: 45%|####4 | 75/168 [00:14<00:17, 5.31it/s] 75/499 4.32G 0.01206 0.009972 0.004897 58 640: 45%|####4 | 75/168 [00:14<00:17, 5.31it/s] 75/499 4.32G 0.01206 0.009972 0.004897 58 640: 45%|####5 | 76/168 [00:14<00:18, 5.10it/s] 75/499 4.32G 0.01206 0.009986 0.00487 72 640: 45%|####5 | 76/168 [00:14<00:18, 5.10it/s] 75/499 4.32G 0.01206 0.009986 0.00487 72 640: 46%|####5 | 77/168 [00:14<00:17, 5.19it/s] 75/499 4.32G 0.01206 0.009971 0.004853 57 640: 46%|####5 | 77/168 [00:14<00:17, 5.19it/s] 75/499 4.32G 0.01206 0.009971 0.004853 57 640: 46%|####6 | 78/168 [00:14<00:17, 5.22it/s] 75/499 4.32G 0.01208 0.009983 0.004866 72 640: 46%|####6 | 78/168 [00:15<00:17, 5.22it/s] 75/499 4.32G 0.01208 0.009983 0.004866 72 640: 47%|####7 | 79/168 [00:15<00:17, 5.10it/s] 75/499 4.32G 0.01205 0.009986 0.00485 73 640: 47%|####7 | 79/168 [00:15<00:17, 5.10it/s] 75/499 4.32G 0.01205 0.009986 0.00485 73 640: 48%|####7 | 80/168 [00:15<00:16, 5.20it/s] 75/499 4.32G 0.01204 0.009965 0.004858 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.20it/s] 75/499 4.32G 0.01204 0.009965 0.004858 70 640: 48%|####8 | 81/168 [00:15<00:16, 5.28it/s] 75/499 4.32G 0.01203 0.009974 0.004838 71 640: 48%|####8 | 81/168 [00:15<00:16, 5.28it/s] 75/499 4.32G 0.01203 0.009974 0.004838 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s] 75/499 4.32G 0.01203 0.009982 0.00481 76 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s] 75/499 4.32G 0.01203 0.009982 0.00481 76 640: 49%|####9 | 83/168 [00:15<00:16, 5.22it/s] 75/499 4.32G 0.01203 0.009988 0.004816 63 640: 49%|####9 | 83/168 [00:16<00:16, 5.22it/s] 75/499 4.32G 0.01203 0.009988 0.004816 63 640: 50%|##### | 84/168 [00:16<00:15, 5.27it/s] 75/499 4.32G 0.01202 0.01 0.004817 72 640: 50%|##### | 84/168 [00:16<00:15, 5.27it/s] 75/499 4.32G 0.01202 0.01 0.004817 72 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s] 75/499 4.32G 0.01204 0.01001 0.004843 58 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s] 75/499 4.32G 0.01204 0.01001 0.004843 58 640: 51%|#####1 | 86/168 [00:16<00:15, 5.26it/s] 75/499 4.32G 0.01203 0.01001 0.004815 70 640: 51%|#####1 | 86/168 [00:16<00:15, 5.26it/s] 75/499 4.32G 0.01203 0.01001 0.004815 70 640: 52%|#####1 | 87/168 [00:16<00:15, 5.30it/s] 75/499 4.32G 0.01203 0.01002 0.004821 84 640: 52%|#####1 | 87/168 [00:16<00:15, 5.30it/s] 75/499 4.32G 0.01203 0.01002 0.004821 84 640: 52%|#####2 | 88/168 [00:16<00:15, 5.16it/s] 75/499 4.32G 0.01205 0.01003 0.0048 64 640: 52%|#####2 | 88/168 [00:17<00:15, 5.16it/s] 75/499 4.32G 0.01205 0.01003 0.0048 64 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s] 75/499 4.32G 0.01204 0.01003 0.004779 64 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s] 75/499 4.32G 0.01204 0.01003 0.004779 64 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s] 75/499 4.32G 0.01203 0.01003 0.00478 77 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s] 75/499 4.32G 0.01203 0.01003 0.00478 77 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s] 75/499 4.32G 0.01201 0.01003 0.004751 66 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s] 75/499 4.32G 0.01201 0.01003 0.004751 66 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s] 75/499 4.32G 0.012 0.01004 0.004785 75 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s] 75/499 4.32G 0.012 0.01004 0.004785 75 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s] 75/499 4.32G 0.01199 0.01004 0.004779 71 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s] 75/499 4.32G 0.01199 0.01004 0.004779 71 640: 56%|#####5 | 94/168 [00:17<00:14, 5.17it/s] 75/499 4.32G 0.01198 0.01006 0.004771 77 640: 56%|#####5 | 94/168 [00:18<00:14, 5.17it/s] 75/499 4.32G 0.01198 0.01006 0.004771 77 640: 57%|#####6 | 95/168 [00:18<00:13, 5.23it/s] 75/499 4.32G 0.01197 0.01007 0.004765 71 640: 57%|#####6 | 95/168 [00:18<00:13, 5.23it/s] 75/499 4.32G 0.01197 0.01007 0.004765 71 640: 57%|#####7 | 96/168 [00:18<00:13, 5.29it/s] 75/499 4.32G 0.01197 0.01006 0.004756 66 640: 57%|#####7 | 96/168 [00:18<00:13, 5.29it/s] 75/499 4.32G 0.01197 0.01006 0.004756 66 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s] 75/499 4.32G 0.01197 0.01006 0.004751 65 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s] 75/499 4.32G 0.01197 0.01006 0.004751 65 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s] 75/499 4.32G 0.01198 0.01006 0.004754 72 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s] 75/499 4.32G 0.01198 0.01006 0.004754 72 640: 59%|#####8 | 99/168 [00:18<00:12, 5.32it/s] 75/499 4.32G 0.01196 0.01006 0.004772 72 640: 59%|#####8 | 99/168 [00:19<00:12, 5.32it/s] 75/499 4.32G 0.01196 0.01006 0.004772 72 640: 60%|#####9 | 100/168 [00:19<00:13, 5.18it/s] 75/499 4.32G 0.01199 0.01005 0.004811 67 640: 60%|#####9 | 100/168 [00:19<00:13, 5.18it/s] 75/499 4.32G 0.01199 0.01005 0.004811 67 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s] 75/499 4.32G 0.012 0.01004 0.00478 53 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s] 75/499 4.32G 0.012 0.01004 0.00478 53 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s] 75/499 4.32G 0.012 0.01003 0.004782 53 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s] 75/499 4.32G 0.012 0.01003 0.004782 53 640: 61%|######1 | 103/168 [00:19<00:12, 5.16it/s] 75/499 4.32G 0.012 0.01005 0.004769 79 640: 61%|######1 | 103/168 [00:19<00:12, 5.16it/s] 75/499 4.32G 0.012 0.01005 0.004769 79 640: 62%|######1 | 104/168 [00:19<00:12, 5.23it/s] 75/499 4.32G 0.012 0.01006 0.004751 75 640: 62%|######1 | 104/168 [00:20<00:12, 5.23it/s] 75/499 4.32G 0.012 0.01006 0.004751 75 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s] 75/499 4.32G 0.01202 0.01007 0.004768 68 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s] 75/499 4.32G 0.01202 0.01007 0.004768 68 640: 63%|######3 | 106/168 [00:20<00:12, 5.17it/s] 75/499 4.32G 0.01202 0.01007 0.004751 63 640: 63%|######3 | 106/168 [00:20<00:12, 5.17it/s] 75/499 4.32G 0.01202 0.01007 0.004751 63 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s] 75/499 4.32G 0.01202 0.01008 0.004736 67 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s] 75/499 4.32G 0.01202 0.01008 0.004736 67 640: 64%|######4 | 108/168 [00:20<00:11, 5.30it/s] 75/499 4.32G 0.01203 0.01009 0.004718 68 640: 64%|######4 | 108/168 [00:20<00:11, 5.30it/s] 75/499 4.32G 0.01203 0.01009 0.004718 68 640: 65%|######4 | 109/168 [00:20<00:11, 5.15it/s] 75/499 4.32G 0.01203 0.01007 0.004687 65 640: 65%|######4 | 109/168 [00:21<00:11, 5.15it/s] 75/499 4.32G 0.01203 0.01007 0.004687 65 640: 65%|######5 | 110/168 [00:21<00:11, 5.24it/s] 75/499 4.32G 0.01204 0.01008 0.00468 68 640: 65%|######5 | 110/168 [00:21<00:11, 5.24it/s] 75/499 4.32G 0.01204 0.01008 0.00468 68 640: 66%|######6 | 111/168 [00:21<00:10, 5.28it/s] 75/499 4.32G 0.01203 0.01008 0.004681 79 640: 66%|######6 | 111/168 [00:21<00:10, 5.28it/s] 75/499 4.32G 0.01203 0.01008 0.004681 79 640: 67%|######6 | 112/168 [00:21<00:10, 5.14it/s] 75/499 4.32G 0.01202 0.01008 0.004652 62 640: 67%|######6 | 112/168 [00:21<00:10, 5.14it/s] 75/499 4.32G 0.01202 0.01008 0.004652 62 640: 67%|######7 | 113/168 [00:21<00:10, 5.22it/s] 75/499 4.32G 0.012 0.01006 0.004671 69 640: 67%|######7 | 113/168 [00:21<00:10, 5.22it/s] 75/499 4.32G 0.012 0.01006 0.004671 69 640: 68%|######7 | 114/168 [00:21<00:10, 5.30it/s] 75/499 4.32G 0.01201 0.01005 0.004649 59 640: 68%|######7 | 114/168 [00:21<00:10, 5.30it/s] 75/499 4.32G 0.01201 0.01005 0.004649 59 640: 68%|######8 | 115/168 [00:21<00:10, 5.14it/s] 75/499 4.32G 0.012 0.01005 0.004672 69 640: 68%|######8 | 115/168 [00:22<00:10, 5.14it/s] 75/499 4.32G 0.012 0.01005 0.004672 69 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s] 75/499 4.32G 0.012 0.01004 0.004669 57 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s] 75/499 4.32G 0.012 0.01004 0.004669 57 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s] 75/499 4.32G 0.01201 0.01006 0.004669 82 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s] 75/499 4.32G 0.01201 0.01006 0.004669 82 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s] 75/499 4.32G 0.01201 0.01008 0.004672 73 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s] 75/499 4.32G 0.01201 0.01008 0.004672 73 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s] 75/499 4.32G 0.01201 0.01008 0.004656 61 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s] 75/499 4.32G 0.01201 0.01008 0.004656 61 640: 71%|#######1 | 120/168 [00:22<00:09, 4.97it/s] 75/499 4.32G 0.01203 0.01008 0.004644 68 640: 71%|#######1 | 120/168 [00:23<00:09, 4.97it/s] 75/499 4.32G 0.01203 0.01008 0.004644 68 640: 72%|#######2 | 121/168 [00:23<00:09, 4.93it/s] 75/499 4.32G 0.01202 0.0101 0.004645 82 640: 72%|#######2 | 121/168 [00:23<00:09, 4.93it/s] 75/499 4.32G 0.01202 0.0101 0.004645 82 640: 73%|#######2 | 122/168 [00:23<00:09, 5.08it/s] 75/499 4.32G 0.01202 0.01013 0.004637 78 640: 73%|#######2 | 122/168 [00:23<00:09, 5.08it/s] 75/499 4.32G 0.01202 0.01013 0.004637 78 640: 73%|#######3 | 123/168 [00:23<00:08, 5.19it/s] 75/499 4.32G 0.01201 0.01015 0.004655 85 640: 73%|#######3 | 123/168 [00:23<00:08, 5.19it/s] 75/499 4.32G 0.01201 0.01015 0.004655 85 640: 74%|#######3 | 124/168 [00:23<00:08, 5.10it/s] 75/499 4.32G 0.012 0.01016 0.004652 76 640: 74%|#######3 | 124/168 [00:23<00:08, 5.10it/s] 75/499 4.32G 0.012 0.01016 0.004652 76 640: 74%|#######4 | 125/168 [00:23<00:08, 5.21it/s] 75/499 4.32G 0.012 0.01019 0.004661 85 640: 74%|#######4 | 125/168 [00:24<00:08, 5.21it/s] 75/499 4.32G 0.012 0.01019 0.004661 85 640: 75%|#######5 | 126/168 [00:24<00:07, 5.29it/s] 75/499 4.32G 0.01201 0.01022 0.004649 81 640: 75%|#######5 | 126/168 [00:24<00:07, 5.29it/s] 75/499 4.32G 0.01201 0.01022 0.004649 81 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s] 75/499 4.32G 0.01203 0.01022 0.004635 58 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s] 75/499 4.32G 0.01203 0.01022 0.004635 58 640: 76%|#######6 | 128/168 [00:24<00:07, 5.18it/s] 75/499 4.32G 0.01204 0.01025 0.004632 90 640: 76%|#######6 | 128/168 [00:24<00:07, 5.18it/s] 75/499 4.32G 0.01204 0.01025 0.004632 90 640: 77%|#######6 | 129/168 [00:24<00:07, 5.27it/s] 75/499 4.32G 0.01205 0.01026 0.004622 75 640: 77%|#######6 | 129/168 [00:24<00:07, 5.27it/s] 75/499 4.32G 0.01205 0.01026 0.004622 75 640: 77%|#######7 | 130/168 [00:24<00:07, 5.13it/s] 75/499 4.32G 0.01205 0.01026 0.00461 76 640: 77%|#######7 | 130/168 [00:25<00:07, 5.13it/s] 75/499 4.32G 0.01205 0.01026 0.00461 76 640: 78%|#######7 | 131/168 [00:25<00:07, 5.24it/s] 75/499 4.32G 0.01206 0.01026 0.004592 62 640: 78%|#######7 | 131/168 [00:25<00:07, 5.24it/s] 75/499 4.32G 0.01206 0.01026 0.004592 62 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s] 75/499 4.32G 0.01206 0.01025 0.00458 70 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s] 75/499 4.32G 0.01206 0.01025 0.00458 70 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s] 75/499 4.32G 0.01205 0.01025 0.004585 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s] 75/499 4.32G 0.01205 0.01025 0.004585 65 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s] 75/499 4.32G 0.01205 0.01026 0.004593 90 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s] 75/499 4.32G 0.01205 0.01026 0.004593 90 640: 80%|######## | 135/168 [00:25<00:06, 5.32it/s] 75/499 4.32G 0.01204 0.01025 0.004598 63 640: 80%|######## | 135/168 [00:26<00:06, 5.32it/s] 75/499 4.32G 0.01204 0.01025 0.004598 63 640: 81%|######## | 136/168 [00:26<00:06, 5.18it/s] 75/499 4.32G 0.01204 0.01026 0.004602 73 640: 81%|######## | 136/168 [00:26<00:06, 5.18it/s] 75/499 4.32G 0.01204 0.01026 0.004602 73 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s] 75/499 4.32G 0.01203 0.01026 0.004611 68 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s] 75/499 4.32G 0.01203 0.01026 0.004611 68 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s] 75/499 4.32G 0.01203 0.01025 0.004591 63 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s] 75/499 4.32G 0.01203 0.01025 0.004591 63 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s] 75/499 4.32G 0.01201 0.01024 0.004593 77 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s] 75/499 4.32G 0.01201 0.01024 0.004593 77 640: 83%|########3 | 140/168 [00:26<00:05, 5.25it/s] 75/499 4.32G 0.012 0.01025 0.004595 82 640: 83%|########3 | 140/168 [00:26<00:05, 5.25it/s] 75/499 4.32G 0.012 0.01025 0.004595 82 640: 84%|########3 | 141/168 [00:26<00:05, 5.31it/s] 75/499 4.32G 0.012 0.01024 0.004588 54 640: 84%|########3 | 141/168 [00:27<00:05, 5.31it/s] 75/499 4.32G 0.012 0.01024 0.004588 54 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s] 75/499 4.32G 0.01199 0.01025 0.004576 70 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s] 75/499 4.32G 0.01199 0.01025 0.004576 70 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s] 75/499 4.32G 0.01199 0.01024 0.004575 64 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s] 75/499 4.32G 0.01199 0.01024 0.004575 64 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s] 75/499 4.32G 0.01199 0.01025 0.004563 71 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s] 75/499 4.32G 0.01199 0.01025 0.004563 71 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s] 75/499 4.32G 0.01199 0.01026 0.004562 76 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s] 75/499 4.32G 0.01199 0.01026 0.004562 76 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s] 75/499 4.32G 0.01199 0.01024 0.004553 53 640: 87%|########6 | 146/168 [00:28<00:04, 5.28it/s] 75/499 4.32G 0.01199 0.01024 0.004553 53 640: 88%|########7 | 147/168 [00:28<00:03, 5.25it/s] 75/499 4.32G 0.01199 0.01024 0.004552 82 640: 88%|########7 | 147/168 [00:28<00:03, 5.25it/s] 75/499 4.32G 0.01199 0.01024 0.004552 82 640: 88%|########8 | 148/168 [00:28<00:03, 5.15it/s] 75/499 4.32G 0.01198 0.01024 0.004524 56 640: 88%|########8 | 148/168 [00:28<00:03, 5.15it/s] 75/499 4.32G 0.01198 0.01024 0.004524 56 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s] 75/499 4.32G 0.01198 0.01023 0.004495 59 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s] 75/499 4.32G 0.01198 0.01023 0.004495 59 640: 89%|########9 | 150/168 [00:28<00:03, 5.30it/s] 75/499 4.32G 0.01197 0.01023 0.004485 73 640: 89%|########9 | 150/168 [00:28<00:03, 5.30it/s] 75/499 4.32G 0.01197 0.01023 0.004485 73 640: 90%|########9 | 151/168 [00:28<00:03, 5.16it/s] 75/499 4.32G 0.01199 0.0102 0.004526 45 640: 90%|########9 | 151/168 [00:29<00:03, 5.16it/s] 75/499 4.32G 0.01199 0.0102 0.004526 45 640: 90%|######### | 152/168 [00:29<00:03, 5.26it/s] 75/499 4.32G 0.01198 0.0102 0.004519 67 640: 90%|######### | 152/168 [00:29<00:03, 5.26it/s] 75/499 4.32G 0.01198 0.0102 0.004519 67 640: 91%|#########1| 153/168 [00:29<00:02, 5.26it/s] 75/499 4.32G 0.01199 0.01021 0.00451 67 640: 91%|#########1| 153/168 [00:29<00:02, 5.26it/s] 75/499 4.32G 0.01199 0.01021 0.00451 67 640: 92%|#########1| 154/168 [00:29<00:02, 5.13it/s] 75/499 4.32G 0.01198 0.01022 0.004496 80 640: 92%|#########1| 154/168 [00:29<00:02, 5.13it/s] 75/499 4.32G 0.01198 0.01022 0.004496 80 640: 92%|#########2| 155/168 [00:29<00:02, 5.16it/s] 75/499 4.32G 0.01198 0.01021 0.0045 64 640: 92%|#########2| 155/168 [00:29<00:02, 5.16it/s] 75/499 4.32G 0.01198 0.01021 0.0045 64 640: 93%|#########2| 156/168 [00:29<00:02, 5.22it/s] 75/499 4.32G 0.01198 0.01022 0.00448 71 640: 93%|#########2| 156/168 [00:30<00:02, 5.22it/s] 75/499 4.32G 0.01198 0.01022 0.00448 71 640: 93%|#########3| 157/168 [00:30<00:02, 5.13it/s] 75/499 4.32G 0.01198 0.01022 0.004489 67 640: 93%|#########3| 157/168 [00:30<00:02, 5.13it/s] 75/499 4.32G 0.01198 0.01022 0.004489 67 640: 94%|#########4| 158/168 [00:30<00:01, 5.23it/s] 75/499 4.32G 0.01198 0.01021 0.004491 65 640: 94%|#########4| 158/168 [00:30<00:01, 5.23it/s] 75/499 4.32G 0.01198 0.01021 0.004491 65 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s] 75/499 4.32G 0.01198 0.01022 0.004485 71 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s] 75/499 4.32G 0.01198 0.01022 0.004485 71 640: 95%|#########5| 160/168 [00:30<00:01, 5.13it/s] 75/499 4.32G 0.01198 0.01021 0.004473 69 640: 95%|#########5| 160/168 [00:30<00:01, 5.13it/s] 75/499 4.32G 0.01198 0.01021 0.004473 69 640: 96%|#########5| 161/168 [00:30<00:01, 5.14it/s] 75/499 4.32G 0.01198 0.01022 0.004469 69 640: 96%|#########5| 161/168 [00:30<00:01, 5.14it/s] 75/499 4.32G 0.01198 0.01022 0.004469 69 640: 96%|#########6| 162/168 [00:30<00:01, 5.21it/s] 75/499 4.32G 0.01199 0.01023 0.004486 73 640: 96%|#########6| 162/168 [00:31<00:01, 5.21it/s] 75/499 4.32G 0.01199 0.01023 0.004486 73 640: 97%|#########7| 163/168 [00:31<00:00, 5.05it/s] 75/499 4.32G 0.01198 0.01022 0.004479 56 640: 97%|#########7| 163/168 [00:31<00:00, 5.05it/s] 75/499 4.32G 0.01198 0.01022 0.004479 56 640: 98%|#########7| 164/168 [00:31<00:00, 5.18it/s] 75/499 4.32G 0.01199 0.01024 0.004493 81 640: 98%|#########7| 164/168 [00:31<00:00, 5.18it/s] 75/499 4.32G 0.01199 0.01024 0.004493 81 640: 98%|#########8| 165/168 [00:31<00:00, 5.26it/s] 75/499 4.32G 0.01198 0.01025 0.004493 92 640: 98%|#########8| 165/168 [00:31<00:00, 5.26it/s] 75/499 4.32G 0.01198 0.01025 0.004493 92 640: 99%|#########8| 166/168 [00:31<00:00, 5.13it/s] 75/499 4.32G 0.01198 0.01026 0.004486 85 640: 99%|#########8| 166/168 [00:31<00:00, 5.13it/s] 75/499 4.32G 0.01198 0.01026 0.004486 85 640: 99%|#########9| 167/168 [00:31<00:00, 5.18it/s] 75/499 4.32G 0.01198 0.01026 0.004486 35 640: 99%|#########9| 167/168 [00:32<00:00, 5.18it/s] 75/499 4.32G 0.01198 0.01026 0.004486 35 640: 100%|##########| 168/168 [00:32<00:00, 5.39it/s] 75/499 4.32G 0.01198 0.01026 0.004486 35 640: 100%|##########| 168/168 [00:32<00:00, 5.23it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.81it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s] all 132 263 0.822 0.858 0.865 0.747 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 76/499 4.32G 0.009224 0.01022 0.003872 78 640: 0%| | 0/168 [00:00<?, ?it/s] 76/499 4.32G 0.009224 0.01022 0.003872 78 640: 1%| | 1/168 [00:00<00:34, 4.78it/s] 76/499 4.32G 0.00951 0.008645 0.003952 51 640: 1%| | 1/168 [00:00<00:34, 4.78it/s] 76/499 4.32G 0.00951 0.008645 0.003952 51 640: 1%|1 | 2/168 [00:00<00:31, 5.21it/s] 76/499 4.32G 0.01021 0.008853 0.003852 62 640: 1%|1 | 2/168 [00:00<00:31, 5.21it/s] 76/499 4.32G 0.01021 0.008853 0.003852 62 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s] 76/499 4.32G 0.01072 0.009604 0.004662 73 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s] 76/499 4.32G 0.01072 0.009604 0.004662 73 640: 2%|2 | 4/168 [00:00<00:31, 5.15it/s] 76/499 4.32G 0.01068 0.009844 0.004404 76 640: 2%|2 | 4/168 [00:00<00:31, 5.15it/s] 76/499 4.32G 0.01068 0.009844 0.004404 76 640: 3%|2 | 5/168 [00:00<00:30, 5.29it/s] 76/499 4.32G 0.01107 0.009887 0.004409 63 640: 3%|2 | 5/168 [00:01<00:30, 5.29it/s] 76/499 4.32G 0.01107 0.009887 0.004409 63 640: 4%|3 | 6/168 [00:01<00:30, 5.27it/s] 76/499 4.32G 0.01152 0.009941 0.004451 60 640: 4%|3 | 6/168 [00:01<00:30, 5.27it/s] 76/499 4.32G 0.01152 0.009941 0.004451 60 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s] 76/499 4.32G 0.01177 0.01007 0.004402 76 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s] 76/499 4.32G 0.01177 0.01007 0.004402 76 640: 5%|4 | 8/168 [00:01<00:30, 5.22it/s] 76/499 4.32G 0.01191 0.01034 0.004353 80 640: 5%|4 | 8/168 [00:01<00:30, 5.22it/s] 76/499 4.32G 0.01191 0.01034 0.004353 80 640: 5%|5 | 9/168 [00:01<00:30, 5.30it/s] 76/499 4.32G 0.01175 0.01023 0.004329 65 640: 5%|5 | 9/168 [00:01<00:30, 5.30it/s] 76/499 4.32G 0.01175 0.01023 0.004329 65 640: 6%|5 | 10/168 [00:01<00:30, 5.16it/s] 76/499 4.32G 0.012 0.0101 0.00417 51 640: 6%|5 | 10/168 [00:02<00:30, 5.16it/s] 76/499 4.32G 0.012 0.0101 0.00417 51 640: 7%|6 | 11/168 [00:02<00:30, 5.23it/s] 76/499 4.32G 0.01192 0.01021 0.004042 75 640: 7%|6 | 11/168 [00:02<00:30, 5.23it/s] 76/499 4.32G 0.01192 0.01021 0.004042 75 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s] 76/499 4.32G 0.01181 0.01015 0.004083 70 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s] 76/499 4.32G 0.01181 0.01015 0.004083 70 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s] 76/499 4.32G 0.01173 0.01023 0.004039 80 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s] 76/499 4.32G 0.01173 0.01023 0.004039 80 640: 8%|8 | 14/168 [00:02<00:29, 5.29it/s] 76/499 4.32G 0.01166 0.0102 0.004039 60 640: 8%|8 | 14/168 [00:02<00:29, 5.29it/s] 76/499 4.32G 0.01166 0.0102 0.004039 60 640: 9%|8 | 15/168 [00:02<00:28, 5.36it/s] 76/499 4.32G 0.01155 0.01029 0.004091 81 640: 9%|8 | 15/168 [00:03<00:28, 5.36it/s] 76/499 4.32G 0.01155 0.01029 0.004091 81 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s] 76/499 4.32G 0.01147 0.01023 0.004266 64 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s] 76/499 4.32G 0.01147 0.01023 0.004266 64 640: 10%|# | 17/168 [00:03<00:28, 5.33it/s] 76/499 4.32G 0.01156 0.01023 0.004313 69 640: 10%|# | 17/168 [00:03<00:28, 5.33it/s] 76/499 4.32G 0.01156 0.01023 0.004313 69 640: 11%|# | 18/168 [00:03<00:27, 5.38it/s] 76/499 4.32G 0.01158 0.0102 0.004273 64 640: 11%|# | 18/168 [00:03<00:27, 5.38it/s] 76/499 4.32G 0.01158 0.0102 0.004273 64 640: 11%|#1 | 19/168 [00:03<00:28, 5.25it/s] 76/499 4.32G 0.01169 0.01025 0.004204 71 640: 11%|#1 | 19/168 [00:03<00:28, 5.25it/s] 76/499 4.32G 0.01169 0.01025 0.004204 71 640: 12%|#1 | 20/168 [00:03<00:27, 5.33it/s] 76/499 4.32G 0.01165 0.01032 0.004152 77 640: 12%|#1 | 20/168 [00:03<00:27, 5.33it/s] 76/499 4.32G 0.01165 0.01032 0.004152 77 640: 12%|#2 | 21/168 [00:03<00:27, 5.38it/s] 76/499 4.32G 0.01162 0.01026 0.004082 69 640: 12%|#2 | 21/168 [00:04<00:27, 5.38it/s] 76/499 4.32G 0.01162 0.01026 0.004082 69 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s] 76/499 4.32G 0.01163 0.01036 0.003988 79 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s] 76/499 4.32G 0.01163 0.01036 0.003988 79 640: 14%|#3 | 23/168 [00:04<00:27, 5.30it/s] 76/499 4.32G 0.01168 0.01049 0.004089 75 640: 14%|#3 | 23/168 [00:04<00:27, 5.30it/s] 76/499 4.32G 0.01168 0.01049 0.004089 75 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s] 76/499 4.32G 0.01164 0.01043 0.004206 61 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s] 76/499 4.32G 0.01164 0.01043 0.004206 61 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s] 76/499 4.32G 0.01166 0.01036 0.004387 50 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s] 76/499 4.32G 0.01166 0.01036 0.004387 50 640: 15%|#5 | 26/168 [00:04<00:26, 5.27it/s] 76/499 4.32G 0.01168 0.01044 0.004344 76 640: 15%|#5 | 26/168 [00:05<00:26, 5.27it/s] 76/499 4.32G 0.01168 0.01044 0.004344 76 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s] 76/499 4.32G 0.01169 0.01038 0.004366 60 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s] 76/499 4.32G 0.01169 0.01038 0.004366 60 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s] 76/499 4.32G 0.01169 0.01032 0.004422 63 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s] 76/499 4.32G 0.01169 0.01032 0.004422 63 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s] 76/499 4.32G 0.0117 0.01025 0.004297 43 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s] 76/499 4.32G 0.0117 0.01025 0.004297 43 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s] 76/499 4.32G 0.01172 0.01028 0.004282 70 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s] 76/499 4.32G 0.01172 0.01028 0.004282 70 640: 18%|#8 | 31/168 [00:05<00:26, 5.21it/s] 76/499 4.32G 0.01174 0.01028 0.004259 69 640: 18%|#8 | 31/168 [00:06<00:26, 5.21it/s] 76/499 4.32G 0.01174 0.01028 0.004259 69 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s] 76/499 4.32G 0.01173 0.01039 0.004308 97 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s] 76/499 4.32G 0.01173 0.01039 0.004308 97 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s] 76/499 4.32G 0.01172 0.0104 0.004283 67 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s] 76/499 4.32G 0.01172 0.0104 0.004283 67 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s] 76/499 4.32G 0.01177 0.01042 0.004263 68 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s] 76/499 4.32G 0.01177 0.01042 0.004263 68 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s] 76/499 4.32G 0.01176 0.01041 0.004216 74 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s] 76/499 4.32G 0.01176 0.01041 0.004216 74 640: 21%|##1 | 36/168 [00:06<00:24, 5.32it/s] 76/499 4.32G 0.01175 0.01044 0.004281 70 640: 21%|##1 | 36/168 [00:07<00:24, 5.32it/s] 76/499 4.32G 0.01175 0.01044 0.004281 70 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s] 76/499 4.32G 0.01178 0.01047 0.004351 70 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s] 76/499 4.32G 0.01178 0.01047 0.004351 70 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s] 76/499 4.32G 0.01176 0.01044 0.004287 70 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s] 76/499 4.32G 0.01176 0.01044 0.004287 70 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s] 76/499 4.32G 0.0118 0.01041 0.004256 57 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s] 76/499 4.32G 0.0118 0.01041 0.004256 57 640: 24%|##3 | 40/168 [00:07<00:24, 5.16it/s] 76/499 4.32G 0.0118 0.01035 0.004315 62 640: 24%|##3 | 40/168 [00:07<00:24, 5.16it/s] 76/499 4.32G 0.0118 0.01035 0.004315 62 640: 24%|##4 | 41/168 [00:07<00:24, 5.25it/s] 76/499 4.32G 0.01177 0.0103 0.004378 76 640: 24%|##4 | 41/168 [00:07<00:24, 5.25it/s] 76/499 4.32G 0.01177 0.0103 0.004378 76 640: 25%|##5 | 42/168 [00:07<00:23, 5.34it/s] 76/499 4.32G 0.01179 0.01032 0.004339 76 640: 25%|##5 | 42/168 [00:08<00:23, 5.34it/s] 76/499 4.32G 0.01179 0.01032 0.004339 76 640: 26%|##5 | 43/168 [00:08<00:23, 5.21it/s] 76/499 4.32G 0.01181 0.01029 0.004326 55 640: 26%|##5 | 43/168 [00:08<00:23, 5.21it/s] 76/499 4.32G 0.01181 0.01029 0.004326 55 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s] 76/499 4.32G 0.01178 0.01029 0.004334 74 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s] 76/499 4.32G 0.01178 0.01029 0.004334 74 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s] 76/499 4.32G 0.01182 0.01028 0.004345 62 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s] 76/499 4.32G 0.01182 0.01028 0.004345 62 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s] 76/499 4.32G 0.01183 0.01032 0.004337 74 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s] 76/499 4.32G 0.01183 0.01032 0.004337 74 640: 28%|##7 | 47/168 [00:08<00:22, 5.30it/s] 76/499 4.32G 0.01186 0.01032 0.00431 61 640: 28%|##7 | 47/168 [00:09<00:22, 5.30it/s] 76/499 4.32G 0.01186 0.01032 0.00431 61 640: 29%|##8 | 48/168 [00:09<00:22, 5.37it/s] 76/499 4.32G 0.01185 0.0103 0.004297 65 640: 29%|##8 | 48/168 [00:09<00:22, 5.37it/s] 76/499 4.32G 0.01185 0.0103 0.004297 65 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s] 76/499 4.32G 0.01183 0.0103 0.00429 70 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s] 76/499 4.32G 0.01183 0.0103 0.00429 70 640: 30%|##9 | 50/168 [00:09<00:22, 5.20it/s] 76/499 4.32G 0.01185 0.0103 0.004282 70 640: 30%|##9 | 50/168 [00:09<00:22, 5.20it/s] 76/499 4.32G 0.01185 0.0103 0.004282 70 640: 30%|### | 51/168 [00:09<00:22, 5.28it/s] 76/499 4.32G 0.01183 0.01028 0.004279 66 640: 30%|### | 51/168 [00:09<00:22, 5.28it/s] 76/499 4.32G 0.01183 0.01028 0.004279 66 640: 31%|### | 52/168 [00:09<00:22, 5.15it/s] 76/499 4.32G 0.01182 0.01027 0.004276 69 640: 31%|### | 52/168 [00:10<00:22, 5.15it/s] 76/499 4.32G 0.01182 0.01027 0.004276 69 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s] 76/499 4.32G 0.01184 0.01028 0.004287 75 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s] 76/499 4.32G 0.01184 0.01028 0.004287 75 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s] 76/499 4.32G 0.01182 0.01031 0.004283 79 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s] 76/499 4.32G 0.01182 0.01031 0.004283 79 640: 33%|###2 | 55/168 [00:10<00:22, 5.11it/s] 76/499 4.32G 0.01179 0.01031 0.004266 76 640: 33%|###2 | 55/168 [00:10<00:22, 5.11it/s] 76/499 4.32G 0.01179 0.01031 0.004266 76 640: 33%|###3 | 56/168 [00:10<00:21, 5.23it/s] 76/499 4.32G 0.01181 0.01031 0.004231 71 640: 33%|###3 | 56/168 [00:10<00:21, 5.23it/s] 76/499 4.32G 0.01181 0.01031 0.004231 71 640: 34%|###3 | 57/168 [00:10<00:21, 5.28it/s] 76/499 4.32G 0.0118 0.01028 0.004215 62 640: 34%|###3 | 57/168 [00:11<00:21, 5.28it/s] 76/499 4.32G 0.0118 0.01028 0.004215 62 640: 35%|###4 | 58/168 [00:11<00:21, 5.14it/s] 76/499 4.32G 0.01179 0.01029 0.004182 74 640: 35%|###4 | 58/168 [00:11<00:21, 5.14it/s] 76/499 4.32G 0.01179 0.01029 0.004182 74 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s] 76/499 4.32G 0.01181 0.01027 0.004195 58 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s] 76/499 4.32G 0.01181 0.01027 0.004195 58 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s] 76/499 4.32G 0.0118 0.01028 0.004156 85 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s] 76/499 4.32G 0.0118 0.01028 0.004156 85 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s] 76/499 4.32G 0.01181 0.01028 0.004186 66 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s] 76/499 4.32G 0.01181 0.01028 0.004186 66 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s] 76/499 4.32G 0.01181 0.01027 0.004202 70 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s] 76/499 4.32G 0.01181 0.01027 0.004202 70 640: 38%|###7 | 63/168 [00:11<00:19, 5.35it/s] 76/499 4.32G 0.01183 0.01029 0.004164 61 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s] 76/499 4.32G 0.01183 0.01029 0.004164 61 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s] 76/499 4.32G 0.01181 0.01024 0.004219 64 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s] 76/499 4.32G 0.01181 0.01024 0.004219 64 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s] 76/499 4.32G 0.01182 0.01027 0.004198 75 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s] 76/499 4.32G 0.01182 0.01027 0.004198 75 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s] 76/499 4.32G 0.01181 0.01026 0.004228 78 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s] 76/499 4.32G 0.01181 0.01026 0.004228 78 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s] 76/499 4.32G 0.01178 0.01021 0.004223 43 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s] 76/499 4.32G 0.01178 0.01021 0.004223 43 640: 40%|#### | 68/168 [00:12<00:18, 5.29it/s] 76/499 4.32G 0.01177 0.0102 0.004191 64 640: 40%|#### | 68/168 [00:13<00:18, 5.29it/s] 76/499 4.32G 0.01177 0.0102 0.004191 64 640: 41%|####1 | 69/168 [00:13<00:18, 5.26it/s] 76/499 4.32G 0.01176 0.01018 0.004191 70 640: 41%|####1 | 69/168 [00:13<00:18, 5.26it/s] 76/499 4.32G 0.01176 0.01018 0.004191 70 640: 42%|####1 | 70/168 [00:13<00:19, 5.10it/s] 76/499 4.32G 0.01178 0.01015 0.004192 55 640: 42%|####1 | 70/168 [00:13<00:19, 5.10it/s] 76/499 4.32G 0.01178 0.01015 0.004192 55 640: 42%|####2 | 71/168 [00:13<00:18, 5.22it/s] 76/499 4.32G 0.01178 0.01017 0.004254 68 640: 42%|####2 | 71/168 [00:13<00:18, 5.22it/s] 76/499 4.32G 0.01178 0.01017 0.004254 68 640: 43%|####2 | 72/168 [00:13<00:18, 5.31it/s] 76/499 4.32G 0.01177 0.01017 0.004259 67 640: 43%|####2 | 72/168 [00:13<00:18, 5.31it/s] 76/499 4.32G 0.01177 0.01017 0.004259 67 640: 43%|####3 | 73/168 [00:13<00:18, 5.13it/s] 76/499 4.32G 0.01176 0.01015 0.004258 62 640: 43%|####3 | 73/168 [00:14<00:18, 5.13it/s] 76/499 4.32G 0.01176 0.01015 0.004258 62 640: 44%|####4 | 74/168 [00:14<00:17, 5.24it/s] 76/499 4.32G 0.01176 0.01013 0.004285 61 640: 44%|####4 | 74/168 [00:14<00:17, 5.24it/s] 76/499 4.32G 0.01176 0.01013 0.004285 61 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s] 76/499 4.32G 0.01178 0.01014 0.004304 67 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s] 76/499 4.32G 0.01178 0.01014 0.004304 67 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s] 76/499 4.32G 0.01178 0.01016 0.004302 81 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s] 76/499 4.32G 0.01178 0.01016 0.004302 81 640: 46%|####5 | 77/168 [00:14<00:17, 5.21it/s] 76/499 4.32G 0.01175 0.01015 0.004303 74 640: 46%|####5 | 77/168 [00:14<00:17, 5.21it/s] 76/499 4.32G 0.01175 0.01015 0.004303 74 640: 46%|####6 | 78/168 [00:14<00:16, 5.31it/s] 76/499 4.32G 0.01173 0.01013 0.004295 60 640: 46%|####6 | 78/168 [00:15<00:16, 5.31it/s] 76/499 4.32G 0.01173 0.01013 0.004295 60 640: 47%|####7 | 79/168 [00:15<00:17, 5.15it/s] 76/499 4.32G 0.01175 0.01012 0.004291 61 640: 47%|####7 | 79/168 [00:15<00:17, 5.15it/s] 76/499 4.32G 0.01175 0.01012 0.004291 61 640: 48%|####7 | 80/168 [00:15<00:16, 5.25it/s] 76/499 4.32G 0.01173 0.01009 0.004285 62 640: 48%|####7 | 80/168 [00:15<00:16, 5.25it/s] 76/499 4.32G 0.01173 0.01009 0.004285 62 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s] 76/499 4.32G 0.01175 0.01009 0.004271 73 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s] 76/499 4.32G 0.01175 0.01009 0.004271 73 640: 49%|####8 | 82/168 [00:15<00:16, 5.17it/s] 76/499 4.32G 0.01175 0.0101 0.004255 61 640: 49%|####8 | 82/168 [00:15<00:16, 5.17it/s] 76/499 4.32G 0.01175 0.0101 0.004255 61 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s] 76/499 4.32G 0.01174 0.01009 0.00424 72 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s] 76/499 4.32G 0.01174 0.01009 0.00424 72 640: 50%|##### | 84/168 [00:15<00:15, 5.34it/s] 76/499 4.32G 0.01174 0.0101 0.004201 61 640: 50%|##### | 84/168 [00:16<00:15, 5.34it/s] 76/499 4.32G 0.01174 0.0101 0.004201 61 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s] 76/499 4.32G 0.01173 0.0101 0.00417 64 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s] 76/499 4.32G 0.01173 0.0101 0.00417 64 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s] 76/499 4.32G 0.01173 0.0101 0.004141 71 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s] 76/499 4.32G 0.01173 0.0101 0.004141 71 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s] 76/499 4.32G 0.01172 0.01008 0.004134 62 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s] 76/499 4.32G 0.01172 0.01008 0.004134 62 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s] 76/499 4.32G 0.01173 0.01007 0.004173 52 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s] 76/499 4.32G 0.01173 0.01007 0.004173 52 640: 53%|#####2 | 89/168 [00:16<00:14, 5.29it/s] 76/499 4.32G 0.01172 0.01007 0.004185 68 640: 53%|#####2 | 89/168 [00:17<00:14, 5.29it/s] 76/499 4.32G 0.01172 0.01007 0.004185 68 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s] 76/499 4.32G 0.01173 0.01007 0.004158 74 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s] 76/499 4.32G 0.01173 0.01007 0.004158 74 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s] 76/499 4.32G 0.01171 0.01006 0.00418 62 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s] 76/499 4.32G 0.01171 0.01006 0.00418 62 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s] 76/499 4.32G 0.01174 0.01006 0.00419 61 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s] 76/499 4.32G 0.01174 0.01006 0.00419 61 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s] 76/499 4.32G 0.01174 0.01004 0.004184 66 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s] 76/499 4.32G 0.01174 0.01004 0.004184 66 640: 56%|#####5 | 94/168 [00:17<00:14, 5.14it/s] 76/499 4.32G 0.01175 0.01005 0.004207 64 640: 56%|#####5 | 94/168 [00:18<00:14, 5.14it/s] 76/499 4.32G 0.01175 0.01005 0.004207 64 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s] 76/499 4.32G 0.01175 0.01006 0.004225 65 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s] 76/499 4.32G 0.01175 0.01006 0.004225 65 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s] 76/499 4.32G 0.01175 0.01006 0.004218 68 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s] 76/499 4.32G 0.01175 0.01006 0.004218 68 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s] 76/499 4.32G 0.01174 0.01007 0.004208 73 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s] 76/499 4.32G 0.01174 0.01007 0.004208 73 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s] 76/499 4.32G 0.01177 0.01007 0.004241 64 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s] 76/499 4.32G 0.01177 0.01007 0.004241 64 640: 59%|#####8 | 99/168 [00:18<00:12, 5.36it/s] 76/499 4.32G 0.01175 0.01005 0.004228 53 640: 59%|#####8 | 99/168 [00:19<00:12, 5.36it/s] 76/499 4.32G 0.01175 0.01005 0.004228 53 640: 60%|#####9 | 100/168 [00:19<00:13, 5.23it/s] 76/499 4.32G 0.01173 0.01005 0.004225 68 640: 60%|#####9 | 100/168 [00:19<00:13, 5.23it/s] 76/499 4.32G 0.01173 0.01005 0.004225 68 640: 60%|###### | 101/168 [00:19<00:12, 5.32it/s] 76/499 4.32G 0.01173 0.01005 0.004221 66 640: 60%|###### | 101/168 [00:19<00:12, 5.32it/s] 76/499 4.32G 0.01173 0.01005 0.004221 66 640: 61%|###### | 102/168 [00:19<00:12, 5.39it/s] 76/499 4.32G 0.01173 0.01005 0.004218 65 640: 61%|###### | 102/168 [00:19<00:12, 5.39it/s] 76/499 4.32G 0.01173 0.01005 0.004218 65 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s] 76/499 4.32G 0.01171 0.01005 0.004223 66 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s] 76/499 4.32G 0.01171 0.01005 0.004223 66 640: 62%|######1 | 104/168 [00:19<00:12, 5.30it/s] 76/499 4.32G 0.01174 0.01007 0.004224 70 640: 62%|######1 | 104/168 [00:19<00:12, 5.30it/s] 76/499 4.32G 0.01174 0.01007 0.004224 70 640: 62%|######2 | 105/168 [00:19<00:11, 5.37it/s] 76/499 4.32G 0.01175 0.01008 0.004232 67 640: 62%|######2 | 105/168 [00:20<00:11, 5.37it/s] 76/499 4.32G 0.01175 0.01008 0.004232 67 640: 63%|######3 | 106/168 [00:20<00:11, 5.24it/s] 76/499 4.32G 0.01176 0.01008 0.004219 65 640: 63%|######3 | 106/168 [00:20<00:11, 5.24it/s] 76/499 4.32G 0.01176 0.01008 0.004219 65 640: 64%|######3 | 107/168 [00:20<00:11, 5.32it/s] 76/499 4.32G 0.01176 0.01007 0.004187 55 640: 64%|######3 | 107/168 [00:20<00:11, 5.32it/s] 76/499 4.32G 0.01176 0.01007 0.004187 55 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s] 76/499 4.32G 0.01176 0.01009 0.004202 84 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s] 76/499 4.32G 0.01176 0.01009 0.004202 84 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s] 76/499 4.32G 0.01175 0.01008 0.004208 60 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s] 76/499 4.32G 0.01175 0.01008 0.004208 60 640: 65%|######5 | 110/168 [00:20<00:10, 5.31it/s] 76/499 4.32G 0.01174 0.01006 0.004228 59 640: 65%|######5 | 110/168 [00:21<00:10, 5.31it/s] 76/499 4.32G 0.01174 0.01006 0.004228 59 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s] 76/499 4.32G 0.01175 0.01008 0.004209 67 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s] 76/499 4.32G 0.01175 0.01008 0.004209 67 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s] 76/499 4.32G 0.01175 0.01006 0.004219 55 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s] 76/499 4.32G 0.01175 0.01006 0.004219 55 640: 67%|######7 | 113/168 [00:21<00:10, 5.32it/s] 76/499 4.32G 0.01175 0.01005 0.004234 57 640: 67%|######7 | 113/168 [00:21<00:10, 5.32it/s] 76/499 4.32G 0.01175 0.01005 0.004234 57 640: 68%|######7 | 114/168 [00:21<00:10, 5.38it/s] 76/499 4.32G 0.01174 0.01003 0.004233 60 640: 68%|######7 | 114/168 [00:21<00:10, 5.38it/s] 76/499 4.32G 0.01174 0.01003 0.004233 60 640: 68%|######8 | 115/168 [00:21<00:10, 5.24it/s] 76/499 4.32G 0.01174 0.01001 0.004236 56 640: 68%|######8 | 115/168 [00:22<00:10, 5.24it/s] 76/499 4.32G 0.01174 0.01001 0.004236 56 640: 69%|######9 | 116/168 [00:22<00:09, 5.32it/s] 76/499 4.32G 0.01175 0.01002 0.004261 69 640: 69%|######9 | 116/168 [00:22<00:09, 5.32it/s] 76/499 4.32G 0.01175 0.01002 0.004261 69 640: 70%|######9 | 117/168 [00:22<00:09, 5.37it/s] 76/499 4.32G 0.01175 0.01005 0.004255 85 640: 70%|######9 | 117/168 [00:22<00:09, 5.37it/s] 76/499 4.32G 0.01175 0.01005 0.004255 85 640: 70%|####### | 118/168 [00:22<00:09, 5.23it/s] 76/499 4.32G 0.01176 0.01004 0.004235 61 640: 70%|####### | 118/168 [00:22<00:09, 5.23it/s] 76/499 4.32G 0.01176 0.01004 0.004235 61 640: 71%|####### | 119/168 [00:22<00:09, 5.31it/s] 76/499 4.32G 0.01175 0.01003 0.004213 69 640: 71%|####### | 119/168 [00:22<00:09, 5.31it/s] 76/499 4.32G 0.01175 0.01003 0.004213 69 640: 71%|#######1 | 120/168 [00:22<00:08, 5.35it/s] 76/499 4.32G 0.01175 0.01001 0.004196 55 640: 71%|#######1 | 120/168 [00:22<00:08, 5.35it/s] 76/499 4.32G 0.01175 0.01001 0.004196 55 640: 72%|#######2 | 121/168 [00:22<00:09, 5.15it/s] 76/499 4.32G 0.01176 0.009985 0.004221 52 640: 72%|#######2 | 121/168 [00:23<00:09, 5.15it/s] 76/499 4.32G 0.01176 0.009985 0.004221 52 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s] 76/499 4.32G 0.01176 0.009995 0.004223 74 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s] 76/499 4.32G 0.01176 0.009995 0.004223 74 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s] 76/499 4.32G 0.01176 0.01001 0.004234 70 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s] 76/499 4.32G 0.01176 0.01001 0.004234 70 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s] 76/499 4.32G 0.01176 0.01001 0.004224 66 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s] 76/499 4.32G 0.01176 0.01001 0.004224 66 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s] 76/499 4.32G 0.01175 0.01001 0.004224 77 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s] 76/499 4.32G 0.01175 0.01001 0.004224 77 640: 75%|#######5 | 126/168 [00:23<00:07, 5.34it/s] 76/499 4.32G 0.01177 0.009998 0.004286 60 640: 75%|#######5 | 126/168 [00:24<00:07, 5.34it/s] 76/499 4.32G 0.01177 0.009998 0.004286 60 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s] 76/499 4.32G 0.01176 0.009996 0.004276 65 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s] 76/499 4.32G 0.01176 0.009996 0.004276 65 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s] 76/499 4.32G 0.01177 0.01001 0.004288 80 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s] 76/499 4.32G 0.01177 0.01001 0.004288 80 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s] 76/499 4.32G 0.01176 0.01002 0.004302 73 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s] 76/499 4.32G 0.01176 0.01002 0.004302 73 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s] 76/499 4.32G 0.01176 0.01002 0.004289 61 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s] 76/499 4.32G 0.01176 0.01002 0.004289 61 640: 78%|#######7 | 131/168 [00:24<00:07, 5.25it/s] 76/499 4.32G 0.01177 0.01 0.004312 61 640: 78%|#######7 | 131/168 [00:25<00:07, 5.25it/s] 76/499 4.32G 0.01177 0.01 0.004312 61 640: 79%|#######8 | 132/168 [00:25<00:06, 5.31it/s] 76/499 4.32G 0.01178 0.01 0.004295 66 640: 79%|#######8 | 132/168 [00:25<00:06, 5.31it/s] 76/499 4.32G 0.01178 0.01 0.004295 66 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s] 76/499 4.32G 0.01177 0.01002 0.004283 69 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s] 76/499 4.32G 0.01177 0.01002 0.004283 69 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s] 76/499 4.32G 0.01176 0.009997 0.004278 49 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s] 76/499 4.32G 0.01176 0.009997 0.004278 49 640: 80%|######## | 135/168 [00:25<00:06, 5.32it/s] 76/499 4.32G 0.01177 0.01001 0.004275 72 640: 80%|######## | 135/168 [00:25<00:06, 5.32it/s] 76/499 4.32G 0.01177 0.01001 0.004275 72 640: 81%|######## | 136/168 [00:25<00:06, 5.17it/s] 76/499 4.32G 0.01179 0.01002 0.00427 69 640: 81%|######## | 136/168 [00:26<00:06, 5.17it/s] 76/499 4.32G 0.01179 0.01002 0.00427 69 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s] 76/499 4.32G 0.01179 0.01001 0.004264 61 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s] 76/499 4.32G 0.01179 0.01001 0.004264 61 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s] 76/499 4.32G 0.01178 0.009995 0.004268 62 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s] 76/499 4.32G 0.01178 0.009995 0.004268 62 640: 83%|########2 | 139/168 [00:26<00:05, 5.20it/s] 76/499 4.32G 0.01179 0.00999 0.004279 64 640: 83%|########2 | 139/168 [00:26<00:05, 5.20it/s] 76/499 4.32G 0.01179 0.00999 0.004279 64 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s] 76/499 4.32G 0.01179 0.009978 0.004286 61 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s] 76/499 4.32G 0.01179 0.009978 0.004286 61 640: 84%|########3 | 141/168 [00:26<00:05, 5.36it/s] 76/499 4.32G 0.0118 0.009963 0.004276 59 640: 84%|########3 | 141/168 [00:26<00:05, 5.36it/s] 76/499 4.32G 0.0118 0.009963 0.004276 59 640: 85%|########4 | 142/168 [00:26<00:04, 5.23it/s] 76/499 4.32G 0.01179 0.009963 0.004274 64 640: 85%|########4 | 142/168 [00:27<00:04, 5.23it/s] 76/499 4.32G 0.01179 0.009963 0.004274 64 640: 85%|########5 | 143/168 [00:27<00:04, 5.31it/s] 76/499 4.32G 0.0118 0.009992 0.004301 102 640: 85%|########5 | 143/168 [00:27<00:04, 5.31it/s] 76/499 4.32G 0.0118 0.009992 0.004301 102 640: 86%|########5 | 144/168 [00:27<00:04, 5.39it/s] 76/499 4.32G 0.0118 0.01002 0.004313 82 640: 86%|########5 | 144/168 [00:27<00:04, 5.39it/s] 76/499 4.32G 0.0118 0.01002 0.004313 82 640: 86%|########6 | 145/168 [00:27<00:04, 5.23it/s] 76/499 4.32G 0.01181 0.01003 0.004307 73 640: 86%|########6 | 145/168 [00:27<00:04, 5.23it/s] 76/499 4.32G 0.01181 0.01003 0.004307 73 640: 87%|########6 | 146/168 [00:27<00:04, 5.24it/s] 76/499 4.32G 0.01181 0.01003 0.004326 72 640: 87%|########6 | 146/168 [00:27<00:04, 5.24it/s] 76/499 4.32G 0.01181 0.01003 0.004326 72 640: 88%|########7 | 147/168 [00:27<00:03, 5.35it/s] 76/499 4.32G 0.01182 0.01004 0.004314 78 640: 88%|########7 | 147/168 [00:28<00:03, 5.35it/s] 76/499 4.32G 0.01182 0.01004 0.004314 78 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s] 76/499 4.32G 0.01182 0.01005 0.004312 68 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s] 76/499 4.32G 0.01182 0.01005 0.004312 68 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s] 76/499 4.32G 0.01182 0.01006 0.004331 75 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s] 76/499 4.32G 0.01182 0.01006 0.004331 75 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s] 76/499 4.32G 0.01182 0.01006 0.004344 65 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s] 76/499 4.32G 0.01182 0.01006 0.004344 65 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s] 76/499 4.32G 0.01182 0.01006 0.004343 71 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s] 76/499 4.32G 0.01182 0.01006 0.004343 71 640: 90%|######### | 152/168 [00:28<00:03, 5.21it/s] 76/499 4.32G 0.01182 0.01006 0.004341 59 640: 90%|######### | 152/168 [00:29<00:03, 5.21it/s] 76/499 4.32G 0.01182 0.01006 0.004341 59 640: 91%|#########1| 153/168 [00:29<00:02, 5.31it/s] 76/499 4.32G 0.01184 0.01003 0.004331 48 640: 91%|#########1| 153/168 [00:29<00:02, 5.31it/s] 76/499 4.32G 0.01184 0.01003 0.004331 48 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s] 76/499 4.32G 0.01184 0.01003 0.004324 80 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s] 76/499 4.32G 0.01184 0.01003 0.004324 80 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s] 76/499 4.32G 0.01184 0.01005 0.004316 75 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s] 76/499 4.32G 0.01184 0.01005 0.004316 75 640: 93%|#########2| 156/168 [00:29<00:02, 5.33it/s] 76/499 4.32G 0.01185 0.01005 0.004314 60 640: 93%|#########2| 156/168 [00:29<00:02, 5.33it/s] 76/499 4.32G 0.01185 0.01005 0.004314 60 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s] 76/499 4.32G 0.01185 0.01005 0.004315 73 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s] 76/499 4.32G 0.01185 0.01005 0.004315 73 640: 94%|#########4| 158/168 [00:29<00:01, 5.31it/s] 76/499 4.32G 0.01185 0.01006 0.004303 78 640: 94%|#########4| 158/168 [00:30<00:01, 5.31it/s] 76/499 4.32G 0.01185 0.01006 0.004303 78 640: 95%|#########4| 159/168 [00:30<00:01, 5.36it/s] 76/499 4.32G 0.01187 0.01005 0.00432 59 640: 95%|#########4| 159/168 [00:30<00:01, 5.36it/s] 76/499 4.32G 0.01187 0.01005 0.00432 59 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s] 76/499 4.32G 0.01187 0.01006 0.004331 67 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s] 76/499 4.32G 0.01187 0.01006 0.004331 67 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s] 76/499 4.32G 0.01187 0.01007 0.004349 72 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s] 76/499 4.32G 0.01187 0.01007 0.004349 72 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s] 76/499 4.32G 0.01187 0.01008 0.004344 71 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s] 76/499 4.32G 0.01187 0.01008 0.004344 71 640: 97%|#########7| 163/168 [00:30<00:00, 5.21it/s] 76/499 4.32G 0.01187 0.01007 0.004361 68 640: 97%|#########7| 163/168 [00:31<00:00, 5.21it/s] 76/499 4.32G 0.01187 0.01007 0.004361 68 640: 98%|#########7| 164/168 [00:31<00:00, 5.30it/s] 76/499 4.32G 0.01187 0.01005 0.004369 53 640: 98%|#########7| 164/168 [00:31<00:00, 5.30it/s] 76/499 4.32G 0.01187 0.01005 0.004369 53 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s] 76/499 4.32G 0.01187 0.01006 0.004397 73 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s] 76/499 4.32G 0.01187 0.01006 0.004397 73 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s] 76/499 4.32G 0.01187 0.01007 0.004403 75 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s] 76/499 4.32G 0.01187 0.01007 0.004403 75 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s] 76/499 4.32G 0.01186 0.01007 0.004411 32 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s] 76/499 4.32G 0.01186 0.01007 0.004411 32 640: 100%|##########| 168/168 [00:31<00:00, 5.45it/s] 76/499 4.32G 0.01186 0.01007 0.004411 32 640: 100%|##########| 168/168 [00:31<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.86it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.87it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.45it/s] all 132 263 0.826 0.858 0.86 0.746 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/168 [00:00<?, ?it/s] 77/499 4.32G 0.01182 0.01141 0.002497 73 640: 0%| | 0/168 [00:00<?, ?it/s] 77/499 4.32G 0.01182 0.01141 0.002497 73 640: 1%| | 1/168 [00:00<00:33, 4.96it/s] 77/499 4.32G 0.01205 0.01077 0.003263 65 640: 1%| | 1/168 [00:00<00:33, 4.96it/s] 77/499 4.32G 0.01205 0.01077 0.003263 65 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s] 77/499 4.32G 0.01246 0.009667 0.003417 48 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s] 77/499 4.32G 0.01246 0.009667 0.003417 48 640: 2%|1 | 3/168 [00:00<00:31, 5.32it/s] 77/499 4.32G 0.01242 0.009947 0.003161 80 640: 2%|1 | 3/168 [00:00<00:31, 5.32it/s] 77/499 4.32G 0.01242 0.009947 0.003161 80 640: 2%|2 | 4/168 [00:00<00:31, 5.15it/s] 77/499 4.32G 0.01245 0.009626 0.003177 59 640: 2%|2 | 4/168 [00:00<00:31, 5.15it/s] 77/499 4.32G 0.01245 0.009626 0.003177 59 640: 3%|2 | 5/168 [00:00<00:31, 5.25it/s] 77/499 4.32G 0.01243 0.00979 0.003299 60 640: 3%|2 | 5/168 [00:01<00:31, 5.25it/s] 77/499 4.32G 0.01243 0.00979 0.003299 60 640: 4%|3 | 6/168 [00:01<00:30, 5.34it/s] 77/499 4.32G 0.01239 0.009768 0.003496 77 640: 4%|3 | 6/168 [00:01<00:30, 5.34it/s] 77/499 4.32G 0.01239 0.009768 0.003496 77 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s] 77/499 4.32G 0.01244 0.00968 0.004031 63 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s] 77/499 4.32G 0.01244 0.00968 0.004031 63 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s] 77/499 4.32G 0.01232 0.009848 0.003814 81 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s] 77/499 4.32G 0.01232 0.009848 0.003814 81 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s] 77/499 4.32G 0.01247 0.009886 0.004018 66 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s] 77/499 4.32G 0.01247 0.009886 0.004018 66 640: 6%|5 | 10/168 [00:01<00:30, 5.19it/s] 77/499 4.32G 0.0124 0.009987 0.003909 75 640: 6%|5 | 10/168 [00:02<00:30, 5.19it/s] 77/499 4.32G 0.0124 0.009987 0.003909 75 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s] 77/499 4.32G 0.01253 0.01017 0.003674 74 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s] 77/499 4.32G 0.01253 0.01017 0.003674 74 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s] 77/499 4.32G 0.01241 0.01015 0.003731 76 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s] 77/499 4.32G 0.01241 0.01015 0.003731 76 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s] 77/499 4.32G 0.01256 0.01017 0.00376 59 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s] 77/499 4.32G 0.01256 0.01017 0.00376 59 640: 8%|8 | 14/168 [00:02<00:29, 5.29it/s] 77/499 4.32G 0.01254 0.0101 0.003583 63 640: 8%|8 | 14/168 [00:02<00:29, 5.29it/s] 77/499 4.32G 0.01254 0.0101 0.003583 63 640: 9%|8 | 15/168 [00:02<00:28, 5.33it/s] 77/499 4.32G 0.01253 0.01008 0.00392 66 640: 9%|8 | 15/168 [00:03<00:28, 5.33it/s] 77/499 4.32G 0.01253 0.01008 0.00392 66 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s] 77/499 4.32G 0.01241 0.01003 0.004011 66 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s] 77/499 4.32G 0.01241 0.01003 0.004011 66 640: 10%|# | 17/168 [00:03<00:28, 5.25it/s] 77/499 4.32G 0.01227 0.009906 0.004073 58 640: 10%|# | 17/168 [00:03<00:28, 5.25it/s] 77/499 4.32G 0.01227 0.009906 0.004073 58 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s] 77/499 4.32G 0.01216 0.009896 0.004057 77 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s] 77/499 4.32G 0.01216 0.009896 0.004057 77 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s] 77/499 4.32G 0.01215 0.009856 0.0044 64 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s] 77/499 4.32G 0.01215 0.009856 0.0044 64 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s] 77/499 4.32G 0.01216 0.009975 0.00442 74 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s] 77/499 4.32G 0.01216 0.009975 0.00442 74 640: 12%|#2 | 21/168 [00:03<00:27, 5.38it/s] 77/499 4.32G 0.01207 0.009891 0.004378 68 640: 12%|#2 | 21/168 [00:04<00:27, 5.38it/s] 77/499 4.32G 0.01207 0.009891 0.004378 68 640: 13%|#3 | 22/168 [00:04<00:27, 5.25it/s] 77/499 4.32G 0.01208 0.009904 0.00433 68 640: 13%|#3 | 22/168 [00:04<00:27, 5.25it/s] 77/499 4.32G 0.01208 0.009904 0.00433 68 640: 14%|#3 | 23/168 [00:04<00:27, 5.32it/s] 77/499 4.32G 0.01198 0.009839 0.00431 60 640: 14%|#3 | 23/168 [00:04<00:27, 5.32it/s] 77/499 4.32G 0.01198 0.009839 0.00431 60 640: 14%|#4 | 24/168 [00:04<00:26, 5.39it/s] 77/499 4.32G 0.01197 0.009911 0.004354 70 640: 14%|#4 | 24/168 [00:04<00:26, 5.39it/s] 77/499 4.32G 0.01197 0.009911 0.004354 70 640: 15%|#4 | 25/168 [00:04<00:27, 5.24it/s] 77/499 4.32G 0.01188 0.009913 0.004388 73 640: 15%|#4 | 25/168 [00:04<00:27, 5.24it/s] 77/499 4.32G 0.01188 0.009913 0.004388 73 640: 15%|#5 | 26/168 [00:04<00:26, 5.33it/s] 77/499 4.32G 0.0118 0.009838 0.004453 57 640: 15%|#5 | 26/168 [00:05<00:26, 5.33it/s] 77/499 4.32G 0.0118 0.009838 0.004453 57 640: 16%|#6 | 27/168 [00:05<00:26, 5.32it/s] 77/499 4.32G 0.0118 0.009777 0.004383 64 640: 16%|#6 | 27/168 [00:05<00:26, 5.32it/s] 77/499 4.32G 0.0118 0.009777 0.004383 64 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s] 77/499 4.32G 0.01181 0.009779 0.004348 59 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s] 77/499 4.32G 0.01181 0.009779 0.004348 59 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s] 77/499 4.32G 0.01184 0.009781 0.004298 65 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s] 77/499 4.32G 0.01184 0.009781 0.004298 65 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s] 77/499 4.32G 0.01187 0.009795 0.00422 76 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s] 77/499 4.32G 0.01187 0.009795 0.00422 76 640: 18%|#8 | 31/168 [00:05<00:26, 5.22it/s] 77/499 4.32G 0.01194 0.009821 0.004419 52 640: 18%|#8 | 31/168 [00:06<00:26, 5.22it/s] 77/499 4.32G 0.01194 0.009821 0.004419 52 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s] 77/499 4.32G 0.0119 0.009806 0.004454 68 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s] 77/499 4.32G 0.0119 0.009806 0.004454 68 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s] 77/499 4.32G 0.0119 0.009761 0.004503 69 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s] 77/499 4.32G 0.0119 0.009761 0.004503 69 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s] 77/499 4.32G 0.01191 0.009748 0.004518 70 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s] 77/499 4.32G 0.01191 0.009748 0.004518 70 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s] 77/499 4.32G 0.01188 0.009765 0.00448 70 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s] 77/499 4.32G 0.01188 0.009765 0.00448 70 640: 21%|##1 | 36/168 [00:06<00:24, 5.34it/s] 77/499 4.32G 0.01191 0.009845 0.004525 75 640: 21%|##1 | 36/168 [00:07<00:24, 5.34it/s] 77/499 4.32G 0.01191 0.009845 0.004525 75 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s] 77/499 4.32G 0.01192 0.009915 0.00451 80 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s] 77/499 4.32G 0.01192 0.009915 0.00451 80 640: 23%|##2 | 38/168 [00:07<00:24, 5.31it/s] 77/499 4.32G 0.01188 0.009865 0.004473 53 640: 23%|##2 | 38/168 [00:07<00:24, 5.31it/s] 77/499 4.32G 0.01188 0.009865 0.004473 53 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s] 77/499 4.32G 0.01188 0.009896 0.004497 84 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s] 77/499 4.32G 0.01188 0.009896 0.004497 84 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s] 77/499 4.32G 0.01184 0.009856 0.004459 59 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s] 77/499 4.32G 0.01184 0.009856 0.004459 59 640: 24%|##4 | 41/168 [00:07<00:23, 5.29it/s] 77/499 4.32G 0.01181 0.00989 0.004407 77 640: 24%|##4 | 41/168 [00:07<00:23, 5.29it/s] 77/499 4.32G 0.01181 0.00989 0.004407 77 640: 25%|##5 | 42/168 [00:07<00:23, 5.38it/s] 77/499 4.32G 0.01179 0.009874 0.004342 60 640: 25%|##5 | 42/168 [00:08<00:23, 5.38it/s] 77/499 4.32G 0.01179 0.009874 0.004342 60 640: 26%|##5 | 43/168 [00:08<00:24, 5.15it/s] 77/499 4.32G 0.01176 0.009845 0.004264 55 640: 26%|##5 | 43/168 [00:08<00:24, 5.15it/s] 77/499 4.32G 0.01176 0.009845 0.004264 55 640: 26%|##6 | 44/168 [00:08<00:23, 5.25it/s] 77/499 4.32G 0.01178 0.009953 0.004316 89 640: 26%|##6 | 44/168 [00:08<00:23, 5.25it/s] 77/499 4.32G 0.01178 0.009953 0.004316 89 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s] 77/499 4.32G 0.01173 0.009896 0.004282 55 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s] 77/499 4.32G 0.01173 0.009896 0.004282 55 640: 27%|##7 | 46/168 [00:08<00:23, 5.11it/s] 77/499 4.32G 0.01174 0.009964 0.004249 79 640: 27%|##7 | 46/168 [00:08<00:23, 5.11it/s] 77/499 4.32G 0.01174 0.009964 0.004249 79 640: 28%|##7 | 47/168 [00:08<00:23, 5.22it/s] 77/499 4.32G 0.0117 0.009951 0.004295 72 640: 28%|##7 | 47/168 [00:09<00:23, 5.22it/s] 77/499 4.32G 0.0117 0.009951 0.004295 72 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s] 77/499 4.32G 0.0117 0.009934 0.004302 69 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s] 77/499 4.32G 0.0117 0.009934 0.004302 69 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s] 77/499 4.32G 0.01171 0.009922 0.004329 60 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s] 77/499 4.32G 0.01171 0.009922 0.004329 60 640: 30%|##9 | 50/168 [00:09<00:22, 5.25it/s] 77/499 4.32G 0.01175 0.009972 0.004407 74 640: 30%|##9 | 50/168 [00:09<00:22, 5.25it/s] 77/499 4.32G 0.01175 0.009972 0.004407 74 640: 30%|### | 51/168 [00:09<00:22, 5.27it/s] 77/499 4.32G 0.0118 0.009992 0.004435 63 640: 30%|### | 51/168 [00:09<00:22, 5.27it/s] 77/499 4.32G 0.0118 0.009992 0.004435 63 640: 31%|### | 52/168 [00:09<00:22, 5.16it/s] 77/499 4.32G 0.0118 0.01 0.004446 58 640: 31%|### | 52/168 [00:10<00:22, 5.16it/s] 77/499 4.32G 0.0118 0.01 0.004446 58 640: 32%|###1 | 53/168 [00:10<00:21, 5.27it/s] 77/499 4.32G 0.01179 0.01001 0.00439 65 640: 32%|###1 | 53/168 [00:10<00:21, 5.27it/s] 77/499 4.32G 0.01179 0.01001 0.00439 65 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s] 77/499 4.32G 0.0118 0.01002 0.00441 64 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s] 77/499 4.32G 0.0118 0.01002 0.00441 64 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s] 77/499 4.32G 0.0118 0.009984 0.004384 49 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s] 77/499 4.32G 0.0118 0.009984 0.004384 49 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s] 77/499 4.32G 0.0118 0.009987 0.004373 58 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s] 77/499 4.32G 0.0118 0.009987 0.004373 58 640: 34%|###3 | 57/168 [00:10<00:20, 5.37it/s] 77/499 4.32G 0.01181 0.009981 0.00432 55 640: 34%|###3 | 57/168 [00:11<00:20, 5.37it/s] 77/499 4.32G 0.01181 0.009981 0.00432 55 640: 35%|###4 | 58/168 [00:11<00:21, 5.23it/s] 77/499 4.32G 0.01179 0.009985 0.004307 62 640: 35%|###4 | 58/168 [00:11<00:21, 5.23it/s] 77/499 4.32G 0.01179 0.009985 0.004307 62 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s] 77/499 4.32G 0.0118 0.009981 0.004293 62 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s] 77/499 4.32G 0.0118 0.009981 0.004293 62 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s] 77/499 4.32G 0.01181 0.009955 0.004241 59 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s] 77/499 4.32G 0.01181 0.009955 0.004241 59 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s] 77/499 4.32G 0.01181 0.009968 0.004243 81 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s] 77/499 4.32G 0.01181 0.009968 0.004243 81 640: 37%|###6 | 62/168 [00:11<00:19, 5.30it/s] 77/499 4.32G 0.0118 0.009929 0.004231 51 640: 37%|###6 | 62/168 [00:11<00:19, 5.30it/s] 77/499 4.32G 0.0118 0.009929 0.004231 51 640: 38%|###7 | 63/168 [00:11<00:19, 5.37it/s] 77/499 4.32G 0.01183 0.009918 0.004208 57 640: 38%|###7 | 63/168 [00:12<00:19, 5.37it/s] 77/499 4.32G 0.01183 0.009918 0.004208 57 640: 38%|###8 | 64/168 [00:12<00:19, 5.25it/s] 77/499 4.32G 0.01184 0.009882 0.004265 49 640: 38%|###8 | 64/168 [00:12<00:19, 5.25it/s] 77/499 4.32G 0.01184 0.009882 0.004265 49 640: 39%|###8 | 65/168 [00:12<00:19, 5.33it/s] 77/499 4.32G 0.01186 0.009873 0.004247 63 640: 39%|###8 | 65/168 [00:12<00:19, 5.33it/s] 77/499 4.32G 0.01186 0.009873 0.004247 63 640: 39%|###9 | 66/168 [00:12<00:18, 5.39it/s] 77/499 4.32G 0.01189 0.009852 0.004214 52 640: 39%|###9 | 66/168 [00:12<00:18, 5.39it/s] 77/499 4.32G 0.01189 0.009852 0.004214 52 640: 40%|###9 | 67/168 [00:12<00:19, 5.24it/s] 77/499 4.32G 0.01189 0.009847 0.004233 59 640: 40%|###9 | 67/168 [00:12<00:19, 5.24it/s] 77/499 4.32G 0.01189 0.009847 0.004233 59 640: 40%|#### | 68/168 [00:12<00:18, 5.32it/s] 77/499 4.32G 0.0119 0.009857 0.004217 65 640: 40%|#### | 68/168 [00:13<00:18, 5.32it/s] 77/499 4.32G 0.0119 0.009857 0.004217 65 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s] 77/499 4.32G 0.01192 0.009888 0.004227 67 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s] 77/499 4.32G 0.01192 0.009888 0.004227 67 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s] 77/499 4.32G 0.01191 0.009868 0.004247 61 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s] 77/499 4.32G 0.01191 0.009868 0.004247 61 640: 42%|####2 | 71/168 [00:13<00:18, 5.31it/s] 77/499 4.32G 0.01192 0.009865 0.00427 62 640: 42%|####2 | 71/168 [00:13<00:18, 5.31it/s] 77/499 4.32G 0.01192 0.009865 0.00427 62 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s] 77/499 4.32G 0.01192 0.009841 0.004303 69 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s] 77/499 4.32G 0.01192 0.009841 0.004303 69 640: 43%|####3 | 73/168 [00:13<00:18, 5.24it/s] 77/499 4.32G 0.01194 0.009851 0.004283 59 640: 43%|####3 | 73/168 [00:14<00:18, 5.24it/s] 77/499 4.32G 0.01194 0.009851 0.004283 59 640: 44%|####4 | 74/168 [00:14<00:17, 5.32it/s] 77/499 4.32G 0.01191 0.00983 0.004306 68 640: 44%|####4 | 74/168 [00:14<00:17, 5.32it/s] 77/499 4.32G 0.01191 0.00983 0.004306 68 640: 45%|####4 | 75/168 [00:14<00:17, 5.39it/s] 77/499 4.32G 0.01191 0.009853 0.004312 85 640: 45%|####4 | 75/168 [00:14<00:17, 5.39it/s] 77/499 4.32G 0.01191 0.009853 0.004312 85 640: 45%|####5 | 76/168 [00:14<00:17, 5.24it/s] 77/499 4.32G 0.01191 0.00989 0.004304 71 640: 45%|####5 | 76/168 [00:14<00:17, 5.24it/s] 77/499 4.32G 0.01191 0.00989 0.004304 71 640: 46%|####5 | 77/168 [00:14<00:17, 5.32it/s] 77/499 4.32G 0.01191 0.009889 0.004291 64 640: 46%|####5 | 77/168 [00:14<00:17, 5.32it/s] 77/499 4.32G 0.01191 0.009889 0.004291 64 640: 46%|####6 | 78/168 [00:14<00:16, 5.39it/s] 77/499 4.32G 0.01191 0.00988 0.004249 66 640: 46%|####6 | 78/168 [00:14<00:16, 5.39it/s] 77/499 4.32G 0.01191 0.00988 0.004249 66 640: 47%|####7 | 79/168 [00:14<00:16, 5.25it/s] 77/499 4.32G 0.01189 0.009899 0.004223 74 640: 47%|####7 | 79/168 [00:15<00:16, 5.25it/s] 77/499 4.32G 0.01189 0.009899 0.004223 74 640: 48%|####7 | 80/168 [00:15<00:16, 5.33it/s] 77/499 4.32G 0.01189 0.009907 0.004224 77 640: 48%|####7 | 80/168 [00:15<00:16, 5.33it/s] 77/499 4.32G 0.01189 0.009907 0.004224 77 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s] 77/499 4.32G 0.01189 0.009915 0.004221 73 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s] 77/499 4.32G 0.01189 0.009915 0.004221 73 640: 49%|####8 | 82/168 [00:15<00:16, 5.23it/s] 77/499 4.32G 0.01189 0.0099 0.004192 59 640: 49%|####8 | 82/168 [00:15<00:16, 5.23it/s] 77/499 4.32G 0.01189 0.0099 0.004192 59 640: 49%|####9 | 83/168 [00:15<00:15, 5.33it/s] 77/499 4.32G 0.0119 0.009926 0.004212 64 640: 49%|####9 | 83/168 [00:15<00:15, 5.33it/s] 77/499 4.32G 0.0119 0.009926 0.004212 64 640: 50%|##### | 84/168 [00:15<00:15, 5.38it/s] 77/499 4.32G 0.01193 0.009937 0.004212 71 640: 50%|##### | 84/168 [00:16<00:15, 5.38it/s] 77/499 4.32G 0.01193 0.009937 0.004212 71 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s] 77/499 4.32G 0.01191 0.009959 0.004213 72 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s] 77/499 4.32G 0.01191 0.009959 0.004213 72 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s] 77/499 4.32G 0.01191 0.009934 0.004216 61 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s] 77/499 4.32G 0.01191 0.009934 0.004216 61 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s] 77/499 4.32G 0.01191 0.009942 0.004195 77 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s] 77/499 4.32G 0.01191 0.009942 0.004195 77 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s] 77/499 4.32G 0.01191 0.009939 0.004188 61 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s] 77/499 4.32G 0.01191 0.009939 0.004188 61 640: 53%|#####2 | 89/168 [00:16<00:15, 5.24it/s] 77/499 4.32G 0.01191 0.009934 0.004158 63 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s] 77/499 4.32G 0.01191 0.009934 0.004158 63 640: 54%|#####3 | 90/168 [00:17<00:14, 5.29it/s] 77/499 4.32G 0.01192 0.009945 0.004151 82 640: 54%|#####3 | 90/168 [00:17<00:14, 5.29it/s] 77/499 4.32G 0.01192 0.009945 0.004151 82 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s] 77/499 4.32G 0.01193 0.009948 0.004159 68 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s] 77/499 4.32G 0.01193 0.009948 0.004159 68 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s] 77/499 4.32G 0.01194 0.00997 0.004214 93 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s] 77/499 4.32G 0.01194 0.00997 0.004214 93 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s] 77/499 4.32G 0.01192 0.009968 0.004185 77 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s] 77/499 4.32G 0.01192 0.009968 0.004185 77 640: 56%|#####5 | 94/168 [00:17<00:14, 5.20it/s] 77/499 4.32G 0.01191 0.009935 0.004187 50 640: 56%|#####5 | 94/168 [00:17<00:14, 5.20it/s] 77/499 4.32G 0.01191 0.009935 0.004187 50 640: 57%|#####6 | 95/168 [00:17<00:13, 5.28it/s] 77/499 4.32G 0.01191 0.009952 0.004199 80 640: 57%|#####6 | 95/168 [00:18<00:13, 5.28it/s] 77/499 4.32G 0.01191 0.009952 0.004199 80 640: 57%|#####7 | 96/168 [00:18<00:13, 5.28it/s] 77/499 4.32G 0.01191 0.009947 0.004197 65 640: 57%|#####7 | 96/168 [00:18<00:13, 5.28it/s] 77/499 4.32G 0.01191 0.009947 0.004197 65 640: 58%|#####7 | 97/168 [00:18<00:13, 5.14it/s] 77/499 4.32G 0.01192 0.009945 0.004226 71 640: 58%|#####7 | 97/168 [00:18<00:13, 5.14it/s] 77/499 4.32G 0.01192 0.009945 0.004226 71 640: 58%|#####8 | 98/168 [00:18<00:13, 5.23it/s] 77/499 4.32G 0.01196 0.009931 0.004191 55 640: 58%|#####8 | 98/168 [00:18<00:13, 5.23it/s] 77/499 4.32G 0.01196 0.009931 0.004191 55 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s] 77/499 4.32G 0.01196 0.009943 0.004182 72 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s] 77/499 4.32G 0.01196 0.009943 0.004182 72 640: 60%|#####9 | 100/168 [00:18<00:13, 5.20it/s] 77/499 4.32G 0.01194 0.009961 0.00419 83 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s] 77/499 4.32G 0.01194 0.009961 0.00419 83 640: 60%|###### | 101/168 [00:19<00:12, 5.23it/s] 77/499 4.32G 0.01196 0.009964 0.004207 61 640: 60%|###### | 101/168 [00:19<00:12, 5.23it/s] 77/499 4.32G 0.01196 0.009964 0.004207 61 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s] 77/499 4.32G 0.01196 0.009963 0.004197 66 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s] 77/499 4.32G 0.01196 0.009963 0.004197 66 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s] 77/499 4.32G 0.01197 0.00997 0.004218 76 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s] 77/499 4.32G 0.01197 0.00997 0.004218 76 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s] 77/499 4.32G 0.01197 0.009986 0.004247 84 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s] 77/499 4.32G 0.01197 0.009986 0.004247 84 640: 62%|######2 | 105/168 [00:19<00:11, 5.36it/s] 77/499 4.32G 0.01196 0.009991 0.004248 69 640: 62%|######2 | 105/168 [00:20<00:11, 5.36it/s] 77/499 4.32G 0.01196 0.009991 0.004248 69 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s] 77/499 4.32G 0.01197 0.009996 0.004229 73 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s] 77/499 4.32G 0.01197 0.009996 0.004229 73 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 77/499 4.32G 0.01196 0.009979 0.004219 55 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s] 77/499 4.32G 0.01196 0.009979 0.004219 55 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s] 77/499 4.32G 0.01198 0.009987 0.004236 69 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s] 77/499 4.32G 0.01198 0.009987 0.004236 69 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s] 77/499 4.32G 0.01197 0.009973 0.004233 52 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s] 77/499 4.32G 0.01197 0.009973 0.004233 52 640: 65%|######5 | 110/168 [00:20<00:10, 5.29it/s] 77/499 4.32G 0.01196 0.009963 0.00422 52 640: 65%|######5 | 110/168 [00:21<00:10, 5.29it/s] 77/499 4.32G 0.01196 0.009963 0.00422 52 640: 66%|######6 | 111/168 [00:21<00:10, 5.37it/s] 77/499 4.32G 0.01195 0.009982 0.00421 84 640: 66%|######6 | 111/168 [00:21<00:10, 5.37it/s] 77/499 4.32G 0.01195 0.009982 0.00421 84 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s] 77/499 4.32G 0.01196 0.009981 0.004211 69 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s] 77/499 4.32G 0.01196 0.009981 0.004211 69 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s] 77/499 4.32G 0.01196 0.009979 0.004221 73 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s] 77/499 4.32G 0.01196 0.009979 0.004221 73 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s] 77/499 4.32G 0.01196 0.009974 0.00422 62 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s] 77/499 4.32G 0.01196 0.009974 0.00422 62 640: 68%|######8 | 115/168 [00:21<00:10, 5.23it/s] 77/499 4.32G 0.01197 0.01 0.004256 80 640: 68%|######8 | 115/168 [00:21<00:10, 5.23it/s] 77/499 4.32G 0.01197 0.01 0.004256 80 640: 69%|######9 | 116/168 [00:21<00:09, 5.32it/s] 77/499 4.32G 0.01195 0.009983 0.004259 55 640: 69%|######9 | 116/168 [00:22<00:09, 5.32it/s] 77/499 4.32G 0.01195 0.009983 0.004259 55 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s] 77/499 4.32G 0.01196 0.009991 0.004261 75 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s] 77/499 4.32G 0.01196 0.009991 0.004261 75 640: 70%|####### | 118/168 [00:22<00:09, 5.24it/s] 77/499 4.32G 0.01197 0.009998 0.004261 58 640: 70%|####### | 118/168 [00:22<00:09, 5.24it/s] 77/499 4.32G 0.01197 0.009998 0.004261 58 640: 71%|####### | 119/168 [00:22<00:09, 5.32it/s] 77/499 4.32G 0.01198 0.01002 0.004266 86 640: 71%|####### | 119/168 [00:22<00:09, 5.32it/s] 77/499 4.32G 0.01198 0.01002 0.004266 86 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s] 77/499 4.32G 0.01197 0.01002 0.00428 81 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s] 77/499 4.32G 0.01197 0.01002 0.00428 81 640: 72%|#######2 | 121/168 [00:22<00:08, 5.25it/s] 77/499 4.32G 0.01198 0.01001 0.004259 59 640: 72%|#######2 | 121/168 [00:23<00:08, 5.25it/s] 77/499 4.32G 0.01198 0.01001 0.004259 59 640: 73%|#######2 | 122/168 [00:23<00:08, 5.33it/s] 77/499 4.32G 0.01197 0.01 0.004259 62 640: 73%|#######2 | 122/168 [00:23<00:08, 5.33it/s] 77/499 4.32G 0.01197 0.01 0.004259 62 640: 73%|#######3 | 123/168 [00:23<00:08, 5.40it/s] 77/499 4.32G 0.01198 0.01002 0.004244 82 640: 73%|#######3 | 123/168 [00:23<00:08, 5.40it/s] 77/499 4.32G 0.01198 0.01002 0.004244 82 640: 74%|#######3 | 124/168 [00:23<00:08, 5.25it/s] 77/499 4.32G 0.01197 0.01003 0.00423 67 640: 74%|#######3 | 124/168 [00:23<00:08, 5.25it/s] 77/499 4.32G 0.01197 0.01003 0.00423 67 640: 74%|#######4 | 125/168 [00:23<00:08, 5.33it/s] 77/499 4.32G 0.01197 0.01003 0.004227 61 640: 74%|#######4 | 125/168 [00:23<00:08, 5.33it/s] 77/499 4.32G 0.01197 0.01003 0.004227 61 640: 75%|#######5 | 126/168 [00:23<00:07, 5.40it/s] 77/499 4.32G 0.01197 0.01005 0.004249 87 640: 75%|#######5 | 126/168 [00:24<00:07, 5.40it/s] 77/499 4.32G 0.01197 0.01005 0.004249 87 640: 76%|#######5 | 127/168 [00:24<00:07, 5.24it/s] 77/499 4.32G 0.012 0.01004 0.00426 55 640: 76%|#######5 | 127/168 [00:24<00:07, 5.24it/s] 77/499 4.32G 0.012 0.01004 0.00426 55 640: 76%|#######6 | 128/168 [00:24<00:07, 5.33it/s] 77/499 4.32G 0.012 0.01004 0.004248 64 640: 76%|#######6 | 128/168 [00:24<00:07, 5.33it/s] 77/499 4.32G 0.012 0.01004 0.004248 64 640: 77%|#######6 | 129/168 [00:24<00:07, 5.40it/s] 77/499 4.32G 0.01201 0.01008 0.004236 105 640: 77%|#######6 | 129/168 [00:24<00:07, 5.40it/s] 77/499 4.32G 0.01201 0.01008 0.004236 105 640: 77%|#######7 | 130/168 [00:24<00:07, 5.25it/s] 77/499 4.32G 0.01202 0.01011 0.004241 79 640: 77%|#######7 | 130/168 [00:24<00:07, 5.25it/s] 77/499 4.32G 0.01202 0.01011 0.004241 79 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s] 77/499 4.32G 0.01203 0.01013 0.004237 69 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s] 77/499 4.32G 0.01203 0.01013 0.004237 69 640: 79%|#######8 | 132/168 [00:24<00:06, 5.36it/s] 77/499 4.32G 0.01203 0.01014 0.004237 71 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s] 77/499 4.32G 0.01203 0.01014 0.004237 71 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
77/499 4.32G 0.01203 0.01014 0.004223 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
77/499 4.32G 0.01203 0.01014 0.004223 65 640: 80%|#######9 | 134/168 [00:25<00:06, 5.30it/s]
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77/499 4.32G 0.01205 0.01013 0.004259 51 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s]
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77/499 4.32G 0.01204 0.01012 0.004276 52 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s]
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77/499 4.32G 0.01205 0.01014 0.004271 71 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s]
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77/499 4.32G 0.01205 0.01013 0.004277 65 640: 86%|########5 | 144/168 [00:27<00:04, 5.34it/s]
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77/499 4.32G 0.01207 0.01014 0.004314 66 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s]
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Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s]
all 132 263 0.829 0.83 0.855 0.729
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
78/499 4.32G 0.01285 0.01202 0.004572 65 640: 0%| | 0/168 [00:00<?, ?it/s]
78/499 4.32G 0.01285 0.01202 0.004572 65 640: 1%| | 1/168 [00:00<00:34, 4.91it/s]
78/499 4.32G 0.01289 0.01095 0.003567 59 640: 1%| | 1/168 [00:00<00:34, 4.91it/s]
78/499 4.32G 0.01289 0.01095 0.003567 59 640: 1%|1 | 2/168 [00:00<00:31, 5.25it/s]
78/499 4.32G 0.01289 0.01072 0.003438 66 640: 1%|1 | 2/168 [00:00<00:31, 5.25it/s]
78/499 4.32G 0.01289 0.01072 0.003438 66 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s]
78/499 4.32G 0.01274 0.01047 0.00385 68 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s]
78/499 4.32G 0.01274 0.01047 0.00385 68 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s]
78/499 4.32G 0.01296 0.0108 0.003511 71 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s]
78/499 4.32G 0.01296 0.0108 0.003511 71 640: 3%|2 | 5/168 [00:00<00:30, 5.31it/s]
78/499 4.32G 0.01323 0.01065 0.003616 68 640: 3%|2 | 5/168 [00:01<00:30, 5.31it/s]
78/499 4.32G 0.01323 0.01065 0.003616 68 640: 4%|3 | 6/168 [00:01<00:30, 5.37it/s]
78/499 4.32G 0.01272 0.0101 0.003239 54 640: 4%|3 | 6/168 [00:01<00:30, 5.37it/s]
78/499 4.32G 0.01272 0.0101 0.003239 54 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s]
78/499 4.32G 0.01256 0.01019 0.003325 67 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s]
78/499 4.32G 0.01256 0.01019 0.003325 67 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s]
78/499 4.32G 0.01237 0.01045 0.003302 83 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s]
78/499 4.32G 0.01237 0.01045 0.003302 83 640: 5%|5 | 9/168 [00:01<00:29, 5.34it/s]
78/499 4.32G 0.0124 0.01066 0.003878 71 640: 5%|5 | 9/168 [00:01<00:29, 5.34it/s]
78/499 4.32G 0.0124 0.01066 0.003878 71 640: 6%|5 | 10/168 [00:01<00:30, 5.20it/s]
78/499 4.32G 0.01237 0.01054 0.004278 70 640: 6%|5 | 10/168 [00:02<00:30, 5.20it/s]
78/499 4.32G 0.01237 0.01054 0.004278 70 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s]
78/499 4.32G 0.0123 0.0105 0.004128 74 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s]
78/499 4.32G 0.0123 0.0105 0.004128 74 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s]
78/499 4.32G 0.0122 0.01026 0.004095 55 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s]
78/499 4.32G 0.0122 0.01026 0.004095 55 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s]
78/499 4.32G 0.01224 0.01029 0.004183 67 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s]
78/499 4.32G 0.01224 0.01029 0.004183 67 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s]
78/499 4.32G 0.01233 0.01048 0.004146 73 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s]
78/499 4.32G 0.01233 0.01048 0.004146 73 640: 9%|8 | 15/168 [00:02<00:28, 5.36it/s]
78/499 4.32G 0.01227 0.01034 0.004324 57 640: 9%|8 | 15/168 [00:03<00:28, 5.36it/s]
78/499 4.32G 0.01227 0.01034 0.004324 57 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s]
78/499 4.32G 0.01214 0.01018 0.004411 53 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s]
78/499 4.32G 0.01214 0.01018 0.004411 53 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s]
78/499 4.32G 0.01209 0.01001 0.004302 51 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s]
78/499 4.32G 0.01209 0.01001 0.004302 51 640: 11%|# | 18/168 [00:03<00:28, 5.32it/s]
78/499 4.32G 0.01199 0.01015 0.00426 76 640: 11%|# | 18/168 [00:03<00:28, 5.32it/s]
78/499 4.32G 0.01199 0.01015 0.00426 76 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s]
78/499 4.32G 0.01189 0.009999 0.004107 45 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s]
78/499 4.32G 0.01189 0.009999 0.004107 45 640: 12%|#1 | 20/168 [00:03<00:28, 5.26it/s]
78/499 4.32G 0.01185 0.009964 0.00405 60 640: 12%|#1 | 20/168 [00:03<00:28, 5.26it/s]
78/499 4.32G 0.01185 0.009964 0.00405 60 640: 12%|#2 | 21/168 [00:03<00:27, 5.33it/s]
78/499 4.32G 0.01188 0.009939 0.004148 59 640: 12%|#2 | 21/168 [00:04<00:27, 5.33it/s]
78/499 4.32G 0.01188 0.009939 0.004148 59 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s]
78/499 4.32G 0.01196 0.009936 0.004296 66 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s]
78/499 4.32G 0.01196 0.009936 0.004296 66 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s]
78/499 4.32G 0.01198 0.009957 0.004306 70 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s]
78/499 4.32G 0.01198 0.009957 0.004306 70 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s]
78/499 4.32G 0.01203 0.009996 0.004314 78 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s]
78/499 4.32G 0.01203 0.009996 0.004314 78 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s]
78/499 4.32G 0.01203 0.01011 0.004267 67 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s]
78/499 4.32G 0.01203 0.01011 0.004267 67 640: 15%|#5 | 26/168 [00:04<00:26, 5.32it/s]
78/499 4.32G 0.01203 0.01016 0.004283 68 640: 15%|#5 | 26/168 [00:05<00:26, 5.32it/s]
78/499 4.32G 0.01203 0.01016 0.004283 68 640: 16%|#6 | 27/168 [00:05<00:26, 5.39it/s]
78/499 4.32G 0.01202 0.01018 0.00435 63 640: 16%|#6 | 27/168 [00:05<00:26, 5.39it/s]
78/499 4.32G 0.01202 0.01018 0.00435 63 640: 17%|#6 | 28/168 [00:05<00:26, 5.25it/s]
78/499 4.32G 0.01204 0.01023 0.004334 71 640: 17%|#6 | 28/168 [00:05<00:26, 5.25it/s]
78/499 4.32G 0.01204 0.01023 0.004334 71 640: 17%|#7 | 29/168 [00:05<00:26, 5.33it/s]
78/499 4.32G 0.01203 0.01026 0.00426 67 640: 17%|#7 | 29/168 [00:05<00:26, 5.33it/s]
78/499 4.32G 0.01203 0.01026 0.00426 67 640: 18%|#7 | 30/168 [00:05<00:25, 5.38it/s]
78/499 4.32G 0.01198 0.01025 0.004246 74 640: 18%|#7 | 30/168 [00:05<00:25, 5.38it/s]
78/499 4.32G 0.01198 0.01025 0.004246 74 640: 18%|#8 | 31/168 [00:05<00:26, 5.21it/s]
78/499 4.32G 0.01206 0.01019 0.00422 50 640: 18%|#8 | 31/168 [00:06<00:26, 5.21it/s]
78/499 4.32G 0.01206 0.01019 0.00422 50 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s]
78/499 4.32G 0.01204 0.01026 0.004142 80 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s]
78/499 4.32G 0.01204 0.01026 0.004142 80 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s]
78/499 4.32G 0.01207 0.01023 0.00413 57 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s]
78/499 4.32G 0.01207 0.01023 0.00413 57 640: 20%|## | 34/168 [00:06<00:25, 5.24it/s]
78/499 4.32G 0.01208 0.01022 0.004144 77 640: 20%|## | 34/168 [00:06<00:25, 5.24it/s]
78/499 4.32G 0.01208 0.01022 0.004144 77 640: 21%|## | 35/168 [00:06<00:25, 5.32it/s]
78/499 4.32G 0.01207 0.0102 0.004145 69 640: 21%|## | 35/168 [00:06<00:25, 5.32it/s]
78/499 4.32G 0.01207 0.0102 0.004145 69 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s]
78/499 4.32G 0.01205 0.01016 0.004175 59 640: 21%|##1 | 36/168 [00:07<00:24, 5.33it/s]
78/499 4.32G 0.01205 0.01016 0.004175 59 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s]
78/499 4.32G 0.01207 0.01019 0.004356 79 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s]
78/499 4.32G 0.01207 0.01019 0.004356 79 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s]
78/499 4.32G 0.01206 0.01018 0.004309 64 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s]
78/499 4.32G 0.01206 0.01018 0.004309 64 640: 23%|##3 | 39/168 [00:07<00:24, 5.37it/s]
78/499 4.32G 0.01208 0.01016 0.00425 53 640: 23%|##3 | 39/168 [00:07<00:24, 5.37it/s]
78/499 4.32G 0.01208 0.01016 0.00425 53 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
78/499 4.32G 0.01206 0.01016 0.004263 73 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
78/499 4.32G 0.01206 0.01016 0.004263 73 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
78/499 4.32G 0.0121 0.01011 0.004274 62 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
78/499 4.32G 0.0121 0.01011 0.004274 62 640: 25%|##5 | 42/168 [00:07<00:23, 5.35it/s]
78/499 4.32G 0.01206 0.01009 0.004216 67 640: 25%|##5 | 42/168 [00:08<00:23, 5.35it/s]
78/499 4.32G 0.01206 0.01009 0.004216 67 640: 26%|##5 | 43/168 [00:08<00:23, 5.21it/s]
78/499 4.32G 0.01204 0.01005 0.004217 56 640: 26%|##5 | 43/168 [00:08<00:23, 5.21it/s]
78/499 4.32G 0.01204 0.01005 0.004217 56 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s]
78/499 4.32G 0.01203 0.01004 0.004292 59 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s]
78/499 4.32G 0.01203 0.01004 0.004292 59 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s]
78/499 4.32G 0.01204 0.01006 0.004269 66 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s]
78/499 4.32G 0.01204 0.01006 0.004269 66 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s]
78/499 4.32G 0.01201 0.01001 0.004226 65 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s]
78/499 4.32G 0.01201 0.01001 0.004226 65 640: 28%|##7 | 47/168 [00:08<00:23, 5.25it/s]
78/499 4.32G 0.01202 0.01001 0.004168 69 640: 28%|##7 | 47/168 [00:09<00:23, 5.25it/s]
78/499 4.32G 0.01202 0.01001 0.004168 69 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s]
78/499 4.32G 0.01201 0.009982 0.004189 65 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s]
78/499 4.32G 0.01201 0.009982 0.004189 65 640: 29%|##9 | 49/168 [00:09<00:22, 5.18it/s]
78/499 4.32G 0.01198 0.009962 0.004143 63 640: 29%|##9 | 49/168 [00:09<00:22, 5.18it/s]
78/499 4.32G 0.01198 0.009962 0.004143 63 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
78/499 4.32G 0.01194 0.009974 0.004157 76 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
78/499 4.32G 0.01194 0.009974 0.004157 76 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s]
78/499 4.32G 0.01193 0.009948 0.00414 58 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s]
78/499 4.32G 0.01193 0.009948 0.00414 58 640: 31%|### | 52/168 [00:09<00:22, 5.20it/s]
78/499 4.32G 0.01194 0.009979 0.004136 71 640: 31%|### | 52/168 [00:10<00:22, 5.20it/s]
78/499 4.32G 0.01194 0.009979 0.004136 71 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s]
78/499 4.32G 0.01194 0.009969 0.004124 56 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s]
78/499 4.32G 0.01194 0.009969 0.004124 56 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s]
78/499 4.32G 0.01196 0.009964 0.00409 67 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s]
78/499 4.32G 0.01196 0.009964 0.00409 67 640: 33%|###2 | 55/168 [00:10<00:21, 5.22it/s]
78/499 4.32G 0.01203 0.01001 0.004063 75 640: 33%|###2 | 55/168 [00:10<00:21, 5.22it/s]
78/499 4.32G 0.01203 0.01001 0.004063 75 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s]
78/499 4.32G 0.01208 0.01002 0.004063 60 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s]
78/499 4.32G 0.01208 0.01002 0.004063 60 640: 34%|###3 | 57/168 [00:10<00:20, 5.34it/s]
78/499 4.32G 0.01209 0.01002 0.00404 66 640: 34%|###3 | 57/168 [00:10<00:20, 5.34it/s]
78/499 4.32G 0.01209 0.01002 0.00404 66 640: 35%|###4 | 58/168 [00:10<00:21, 5.19it/s]
78/499 4.32G 0.01213 0.01003 0.004063 68 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s]
78/499 4.32G 0.01213 0.01003 0.004063 68 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s]
78/499 4.32G 0.01211 0.01 0.004018 66 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s]
78/499 4.32G 0.01211 0.01 0.004018 66 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s]
78/499 4.32G 0.01211 0.009998 0.004011 63 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s]
78/499 4.32G 0.01211 0.009998 0.004011 63 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
78/499 4.32G 0.0121 0.01001 0.004018 73 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
78/499 4.32G 0.0121 0.01001 0.004018 73 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s]
78/499 4.32G 0.01209 0.01005 0.004031 82 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s]
78/499 4.32G 0.01209 0.01005 0.004031 82 640: 38%|###7 | 63/168 [00:11<00:19, 5.33it/s]
78/499 4.32G 0.01206 0.01004 0.004044 69 640: 38%|###7 | 63/168 [00:12<00:19, 5.33it/s]
78/499 4.32G 0.01206 0.01004 0.004044 69 640: 38%|###8 | 64/168 [00:12<00:19, 5.20it/s]
78/499 4.32G 0.01205 0.01002 0.004008 61 640: 38%|###8 | 64/168 [00:12<00:19, 5.20it/s]
78/499 4.32G 0.01205 0.01002 0.004008 61 640: 39%|###8 | 65/168 [00:12<00:19, 5.30it/s]
78/499 4.32G 0.01204 0.01002 0.004024 74 640: 39%|###8 | 65/168 [00:12<00:19, 5.30it/s]
78/499 4.32G 0.01204 0.01002 0.004024 74 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
78/499 4.32G 0.01204 0.01004 0.004044 84 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
78/499 4.32G 0.01204 0.01004 0.004044 84 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s]
78/499 4.32G 0.01207 0.0101 0.004024 87 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s]
78/499 4.32G 0.01207 0.0101 0.004024 87 640: 40%|#### | 68/168 [00:12<00:18, 5.28it/s]
78/499 4.32G 0.01206 0.01009 0.003979 66 640: 40%|#### | 68/168 [00:13<00:18, 5.28it/s]
78/499 4.32G 0.01206 0.01009 0.003979 66 640: 41%|####1 | 69/168 [00:13<00:18, 5.34it/s]
78/499 4.32G 0.01204 0.01009 0.003991 65 640: 41%|####1 | 69/168 [00:13<00:18, 5.34it/s]
78/499 4.32G 0.01204 0.01009 0.003991 65 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s]
78/499 4.32G 0.01203 0.0101 0.003996 74 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s]
78/499 4.32G 0.01203 0.0101 0.003996 74 640: 42%|####2 | 71/168 [00:13<00:18, 5.31it/s]
78/499 4.32G 0.01202 0.01009 0.004013 70 640: 42%|####2 | 71/168 [00:13<00:18, 5.31it/s]
78/499 4.32G 0.01202 0.01009 0.004013 70 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s]
78/499 4.32G 0.01202 0.01013 0.004056 84 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s]
78/499 4.32G 0.01202 0.01013 0.004056 84 640: 43%|####3 | 73/168 [00:13<00:18, 5.24it/s]
78/499 4.32G 0.01199 0.01012 0.004061 76 640: 43%|####3 | 73/168 [00:14<00:18, 5.24it/s]
78/499 4.32G 0.01199 0.01012 0.004061 76 640: 44%|####4 | 74/168 [00:14<00:17, 5.32it/s]
78/499 4.32G 0.01201 0.01012 0.004097 63 640: 44%|####4 | 74/168 [00:14<00:17, 5.32it/s]
78/499 4.32G 0.01201 0.01012 0.004097 63 640: 45%|####4 | 75/168 [00:14<00:17, 5.39it/s]
78/499 4.32G 0.01199 0.01009 0.004061 53 640: 45%|####4 | 75/168 [00:14<00:17, 5.39it/s]
78/499 4.32G 0.01199 0.01009 0.004061 53 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s]
78/499 4.32G 0.01198 0.01005 0.004037 55 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s]
78/499 4.32G 0.01198 0.01005 0.004037 55 640: 46%|####5 | 77/168 [00:14<00:17, 5.32it/s]
78/499 4.32G 0.01198 0.01002 0.00404 62 640: 46%|####5 | 77/168 [00:14<00:17, 5.32it/s]
78/499 4.32G 0.01198 0.01002 0.00404 62 640: 46%|####6 | 78/168 [00:14<00:16, 5.38it/s]
78/499 4.32G 0.01197 0.01004 0.004048 69 640: 46%|####6 | 78/168 [00:14<00:16, 5.38it/s]
78/499 4.32G 0.01197 0.01004 0.004048 69 640: 47%|####7 | 79/168 [00:14<00:17, 5.22it/s]
78/499 4.32G 0.01197 0.01005 0.004052 71 640: 47%|####7 | 79/168 [00:15<00:17, 5.22it/s]
78/499 4.32G 0.01197 0.01005 0.004052 71 640: 48%|####7 | 80/168 [00:15<00:16, 5.33it/s]
78/499 4.32G 0.01197 0.01003 0.004072 52 640: 48%|####7 | 80/168 [00:15<00:16, 5.33it/s]
78/499 4.32G 0.01197 0.01003 0.004072 52 640: 48%|####8 | 81/168 [00:15<00:16, 5.39it/s]
78/499 4.32G 0.01196 0.01004 0.004081 79 640: 48%|####8 | 81/168 [00:15<00:16, 5.39it/s]
78/499 4.32G 0.01196 0.01004 0.004081 79 640: 49%|####8 | 82/168 [00:15<00:16, 5.26it/s]
78/499 4.32G 0.01196 0.01002 0.004095 61 640: 49%|####8 | 82/168 [00:15<00:16, 5.26it/s]
78/499 4.32G 0.01196 0.01002 0.004095 61 640: 49%|####9 | 83/168 [00:15<00:15, 5.35it/s]
78/499 4.32G 0.01197 0.01002 0.004094 69 640: 49%|####9 | 83/168 [00:15<00:15, 5.35it/s]
78/499 4.32G 0.01197 0.01002 0.004094 69 640: 50%|##### | 84/168 [00:15<00:15, 5.38it/s]
78/499 4.32G 0.01197 0.01004 0.004065 67 640: 50%|##### | 84/168 [00:16<00:15, 5.38it/s]
78/499 4.32G 0.01197 0.01004 0.004065 67 640: 51%|##### | 85/168 [00:16<00:15, 5.24it/s]
78/499 4.32G 0.01198 0.01004 0.004027 61 640: 51%|##### | 85/168 [00:16<00:15, 5.24it/s]
78/499 4.32G 0.01198 0.01004 0.004027 61 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s]
78/499 4.32G 0.01196 0.01005 0.004058 70 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s]
78/499 4.32G 0.01196 0.01005 0.004058 70 640: 52%|#####1 | 87/168 [00:16<00:15, 5.37it/s]
78/499 4.32G 0.01197 0.01003 0.004053 73 640: 52%|#####1 | 87/168 [00:16<00:15, 5.37it/s]
78/499 4.32G 0.01197 0.01003 0.004053 73 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s]
78/499 4.32G 0.01199 0.01002 0.00405 66 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s]
78/499 4.32G 0.01199 0.01002 0.00405 66 640: 53%|#####2 | 89/168 [00:16<00:14, 5.30it/s]
78/499 4.32G 0.01198 0.01004 0.004022 70 640: 53%|#####2 | 89/168 [00:17<00:14, 5.30it/s]
78/499 4.32G 0.01198 0.01004 0.004022 70 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s]
78/499 4.32G 0.01198 0.01002 0.004029 57 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s]
78/499 4.32G 0.01198 0.01002 0.004029 57 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
78/499 4.32G 0.01197 0.01 0.004017 62 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
78/499 4.32G 0.01197 0.01 0.004017 62 640: 55%|#####4 | 92/168 [00:17<00:14, 5.24it/s]
78/499 4.32G 0.01196 0.009999 0.004014 66 640: 55%|#####4 | 92/168 [00:17<00:14, 5.24it/s]
78/499 4.32G 0.01196 0.009999 0.004014 66 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s]
78/499 4.32G 0.01196 0.009989 0.004 55 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s]
78/499 4.32G 0.01196 0.009989 0.004 55 640: 56%|#####5 | 94/168 [00:17<00:14, 5.17it/s]
78/499 4.32G 0.01195 0.009984 0.004026 73 640: 56%|#####5 | 94/168 [00:17<00:14, 5.17it/s]
78/499 4.32G 0.01195 0.009984 0.004026 73 640: 57%|#####6 | 95/168 [00:17<00:13, 5.26it/s]
78/499 4.32G 0.01193 0.009971 0.00403 73 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s]
78/499 4.32G 0.01193 0.009971 0.00403 73 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s]
78/499 4.32G 0.01193 0.009963 0.004018 51 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s]
78/499 4.32G 0.01193 0.009963 0.004018 51 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s]
78/499 4.32G 0.01193 0.009975 0.004048 71 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s]
78/499 4.32G 0.01193 0.009975 0.004048 71 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s]
78/499 4.32G 0.01192 0.009988 0.004022 74 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s]
78/499 4.32G 0.01192 0.009988 0.004022 74 640: 59%|#####8 | 99/168 [00:18<00:12, 5.34it/s]
78/499 4.32G 0.01191 0.00996 0.00402 59 640: 59%|#####8 | 99/168 [00:18<00:12, 5.34it/s]
78/499 4.32G 0.01191 0.00996 0.00402 59 640: 60%|#####9 | 100/168 [00:18<00:13, 5.21it/s]
78/499 4.32G 0.01191 0.009957 0.004021 64 640: 60%|#####9 | 100/168 [00:19<00:13, 5.21it/s]
78/499 4.32G 0.01191 0.009957 0.004021 64 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s]
78/499 4.32G 0.01191 0.009963 0.004004 68 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s]
78/499 4.32G 0.01191 0.009963 0.004004 68 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
78/499 4.32G 0.01191 0.009967 0.004002 71 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
78/499 4.32G 0.01191 0.009967 0.004002 71 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s]
78/499 4.32G 0.01191 0.009994 0.004017 77 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s]
78/499 4.32G 0.01191 0.009994 0.004017 77 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s]
78/499 4.32G 0.0119 0.009994 0.004007 68 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s]
78/499 4.32G 0.0119 0.009994 0.004007 68 640: 62%|######2 | 105/168 [00:19<00:11, 5.32it/s]
78/499 4.32G 0.01191 0.009999 0.004031 70 640: 62%|######2 | 105/168 [00:20<00:11, 5.32it/s]
78/499 4.32G 0.01191 0.009999 0.004031 70 640: 63%|######3 | 106/168 [00:20<00:12, 5.14it/s]
78/499 4.32G 0.01192 0.01 0.004036 79 640: 63%|######3 | 106/168 [00:20<00:12, 5.14it/s]
78/499 4.32G 0.01192 0.01 0.004036 79 640: 64%|######3 | 107/168 [00:20<00:11, 5.25it/s]
78/499 4.32G 0.01191 0.009991 0.004075 56 640: 64%|######3 | 107/168 [00:20<00:11, 5.25it/s]
78/499 4.32G 0.01191 0.009991 0.004075 56 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s]
78/499 4.32G 0.01191 0.009992 0.004077 65 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s]
78/499 4.32G 0.01191 0.009992 0.004077 65 640: 65%|######4 | 109/168 [00:20<00:11, 5.15it/s]
78/499 4.32G 0.01191 0.01002 0.004063 84 640: 65%|######4 | 109/168 [00:20<00:11, 5.15it/s]
78/499 4.32G 0.01191 0.01002 0.004063 84 640: 65%|######5 | 110/168 [00:20<00:11, 5.22it/s]
78/499 4.32G 0.01191 0.01 0.00407 60 640: 65%|######5 | 110/168 [00:21<00:11, 5.22it/s]
78/499 4.32G 0.01191 0.01 0.00407 60 640: 66%|######6 | 111/168 [00:21<00:10, 5.28it/s]
78/499 4.32G 0.01191 0.01001 0.004075 71 640: 66%|######6 | 111/168 [00:21<00:10, 5.28it/s]
78/499 4.32G 0.01191 0.01001 0.004075 71 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s]
78/499 4.32G 0.01194 0.01002 0.004092 66 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s]
78/499 4.32G 0.01194 0.01002 0.004092 66 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s]
78/499 4.32G 0.01194 0.01003 0.004106 71 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s]
78/499 4.32G 0.01194 0.01003 0.004106 71 640: 68%|######7 | 114/168 [00:21<00:10, 5.33it/s]
78/499 4.32G 0.01192 0.01003 0.004108 62 640: 68%|######7 | 114/168 [00:21<00:10, 5.33it/s]
78/499 4.32G 0.01192 0.01003 0.004108 62 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s]
78/499 4.32G 0.01191 0.01002 0.004126 69 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s]
78/499 4.32G 0.01191 0.01002 0.004126 69 640: 69%|######9 | 116/168 [00:21<00:09, 5.25it/s]
78/499 4.32G 0.0119 0.01001 0.004127 56 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
78/499 4.32G 0.0119 0.01001 0.004127 56 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
78/499 4.32G 0.01193 0.01001 0.004127 72 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
78/499 4.32G 0.01193 0.01001 0.004127 72 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s]
78/499 4.32G 0.01193 0.009998 0.004138 56 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s]
78/499 4.32G 0.01193 0.009998 0.004138 56 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s]
78/499 4.32G 0.01193 0.009997 0.004149 72 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s]
78/499 4.32G 0.01193 0.009997 0.004149 72 640: 71%|#######1 | 120/168 [00:22<00:08, 5.37it/s]
78/499 4.32G 0.01192 0.009991 0.004143 64 640: 71%|#######1 | 120/168 [00:22<00:08, 5.37it/s]
78/499 4.32G 0.01192 0.009991 0.004143 64 640: 72%|#######2 | 121/168 [00:22<00:08, 5.23it/s]
78/499 4.32G 0.01191 0.009991 0.00412 62 640: 72%|#######2 | 121/168 [00:23<00:08, 5.23it/s]
78/499 4.32G 0.01191 0.009991 0.00412 62 640: 73%|#######2 | 122/168 [00:23<00:08, 5.31it/s]
78/499 4.32G 0.01191 0.009998 0.004108 72 640: 73%|#######2 | 122/168 [00:23<00:08, 5.31it/s]
78/499 4.32G 0.01191 0.009998 0.004108 72 640: 73%|#######3 | 123/168 [00:23<00:08, 5.38it/s]
78/499 4.32G 0.01193 0.01001 0.004113 65 640: 73%|#######3 | 123/168 [00:23<00:08, 5.38it/s]
78/499 4.32G 0.01193 0.01001 0.004113 65 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s]
78/499 4.32G 0.01192 0.01002 0.004113 77 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s]
78/499 4.32G 0.01192 0.01002 0.004113 77 640: 74%|#######4 | 125/168 [00:23<00:08, 5.29it/s]
78/499 4.32G 0.01191 0.01001 0.004148 63 640: 74%|#######4 | 125/168 [00:23<00:08, 5.29it/s]
78/499 4.32G 0.01191 0.01001 0.004148 63 640: 75%|#######5 | 126/168 [00:23<00:07, 5.30it/s]
78/499 4.32G 0.01191 0.01002 0.004148 80 640: 75%|#######5 | 126/168 [00:24<00:07, 5.30it/s]
78/499 4.32G 0.01191 0.01002 0.004148 80 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s]
78/499 4.32G 0.01191 0.01003 0.004158 83 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s]
78/499 4.32G 0.01191 0.01003 0.004158 83 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s]
78/499 4.32G 0.01191 0.01004 0.004147 71 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s]
78/499 4.32G 0.01191 0.01004 0.004147 71 640: 77%|#######6 | 129/168 [00:24<00:07, 5.36it/s]
78/499 4.32G 0.01191 0.01003 0.004156 61 640: 77%|#######6 | 129/168 [00:24<00:07, 5.36it/s]
78/499 4.32G 0.01191 0.01003 0.004156 61 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s]
78/499 4.32G 0.0119 0.01001 0.004153 49 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s]
78/499 4.32G 0.0119 0.01001 0.004153 49 640: 78%|#######7 | 131/168 [00:24<00:06, 5.32it/s]
78/499 4.32G 0.01191 0.01003 0.004154 64 640: 78%|#######7 | 131/168 [00:24<00:06, 5.32it/s]
78/499 4.32G 0.01191 0.01003 0.004154 64 640: 79%|#######8 | 132/168 [00:24<00:06, 5.38it/s]
78/499 4.32G 0.01192 0.01003 0.004151 66 640: 79%|#######8 | 132/168 [00:25<00:06, 5.38it/s]
78/499 4.32G 0.01192 0.01003 0.004151 66 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s]
78/499 4.32G 0.01192 0.01004 0.004136 75 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s]
78/499 4.32G 0.01192 0.01004 0.004136 75 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s]
78/499 4.32G 0.01192 0.01006 0.004131 87 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s]
78/499 4.32G 0.01192 0.01006 0.004131 87 640: 80%|######## | 135/168 [00:25<00:06, 5.39it/s]
78/499 4.32G 0.01192 0.01003 0.004149 55 640: 80%|######## | 135/168 [00:25<00:06, 5.39it/s]
78/499 4.32G 0.01192 0.01003 0.004149 55 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s]
78/499 4.32G 0.01191 0.01002 0.004151 62 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s]
78/499 4.32G 0.01191 0.01002 0.004151 62 640: 82%|########1 | 137/168 [00:25<00:05, 5.31it/s]
78/499 4.32G 0.01191 0.01002 0.004148 60 640: 82%|########1 | 137/168 [00:26<00:05, 5.31it/s]
78/499 4.32G 0.01191 0.01002 0.004148 60 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s]
78/499 4.32G 0.0119 0.01001 0.00414 57 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s]
78/499 4.32G 0.0119 0.01001 0.00414 57 640: 83%|########2 | 139/168 [00:26<00:05, 5.24it/s]
78/499 4.32G 0.0119 0.01001 0.004131 65 640: 83%|########2 | 139/168 [00:26<00:05, 5.24it/s]
78/499 4.32G 0.0119 0.01001 0.004131 65 640: 83%|########3 | 140/168 [00:26<00:05, 5.32it/s]
78/499 4.32G 0.01189 0.009992 0.004154 66 640: 83%|########3 | 140/168 [00:26<00:05, 5.32it/s]
78/499 4.32G 0.01189 0.009992 0.004154 66 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s]
78/499 4.32G 0.01188 0.01001 0.00415 76 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s]
78/499 4.32G 0.01188 0.01001 0.00415 76 640: 85%|########4 | 142/168 [00:26<00:05, 5.17it/s]
78/499 4.32G 0.0119 0.01 0.004137 60 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s]
78/499 4.32G 0.0119 0.01 0.004137 60 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s]
78/499 4.32G 0.01189 0.01001 0.00415 78 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s]
78/499 4.32G 0.01189 0.01001 0.00415 78 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s]
78/499 4.32G 0.01189 0.01003 0.004137 81 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s]
78/499 4.32G 0.01189 0.01003 0.004137 81 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s]
78/499 4.32G 0.01189 0.01004 0.004124 66 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s]
78/499 4.32G 0.01189 0.01004 0.004124 66 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s]
78/499 4.32G 0.01189 0.01002 0.004127 67 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s]
78/499 4.32G 0.01189 0.01002 0.004127 67 640: 88%|########7 | 147/168 [00:27<00:03, 5.35it/s]
78/499 4.32G 0.01188 0.01002 0.004125 63 640: 88%|########7 | 147/168 [00:28<00:03, 5.35it/s]
78/499 4.32G 0.01188 0.01002 0.004125 63 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s]
78/499 4.32G 0.01188 0.01003 0.004128 77 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s]
78/499 4.32G 0.01188 0.01003 0.004128 77 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
78/499 4.32G 0.01188 0.01002 0.004112 57 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
78/499 4.32G 0.01188 0.01002 0.004112 57 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s]
78/499 4.32G 0.0119 0.01003 0.004099 80 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s]
78/499 4.32G 0.0119 0.01003 0.004099 80 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s]
78/499 4.32G 0.0119 0.01003 0.004112 66 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s]
78/499 4.32G 0.0119 0.01003 0.004112 66 640: 90%|######### | 152/168 [00:28<00:03, 5.28it/s]
78/499 4.32G 0.0119 0.01003 0.004111 66 640: 90%|######### | 152/168 [00:28<00:03, 5.28it/s]
78/499 4.32G 0.0119 0.01003 0.004111 66 640: 91%|#########1| 153/168 [00:28<00:02, 5.35it/s]
78/499 4.32G 0.0119 0.01004 0.0041 63 640: 91%|#########1| 153/168 [00:29<00:02, 5.35it/s]
78/499 4.32G 0.0119 0.01004 0.0041 63 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s]
78/499 4.32G 0.0119 0.01003 0.004084 59 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s]
78/499 4.32G 0.0119 0.01003 0.004084 59 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s]
78/499 4.32G 0.0119 0.01003 0.004072 68 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s]
78/499 4.32G 0.0119 0.01003 0.004072 68 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s]
78/499 4.32G 0.01189 0.01002 0.004067 64 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s]
78/499 4.32G 0.01189 0.01002 0.004067 64 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s]
78/499 4.32G 0.01189 0.01003 0.004062 59 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s]
78/499 4.32G 0.01189 0.01003 0.004062 59 640: 94%|#########4| 158/168 [00:29<00:01, 5.27it/s]
78/499 4.32G 0.01188 0.01002 0.004064 68 640: 94%|#########4| 158/168 [00:30<00:01, 5.27it/s]
78/499 4.32G 0.01188 0.01002 0.004064 68 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s]
78/499 4.32G 0.01188 0.01001 0.004068 61 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s]
78/499 4.32G 0.01188 0.01001 0.004068 61 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s]
78/499 4.32G 0.01188 0.01003 0.004075 93 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s]
78/499 4.32G 0.01188 0.01003 0.004075 93 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s]
78/499 4.32G 0.01188 0.01002 0.004081 66 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s]
78/499 4.32G 0.01188 0.01002 0.004081 66 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s]
78/499 4.32G 0.01188 0.01001 0.004114 64 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s]
78/499 4.32G 0.01188 0.01001 0.004114 64 640: 97%|#########7| 163/168 [00:30<00:00, 5.22it/s]
78/499 4.32G 0.01188 0.01 0.004094 60 640: 97%|#########7| 163/168 [00:31<00:00, 5.22it/s]
78/499 4.32G 0.01188 0.01 0.004094 60 640: 98%|#########7| 164/168 [00:31<00:00, 5.30it/s]
78/499 4.32G 0.01189 0.009991 0.004114 55 640: 98%|#########7| 164/168 [00:31<00:00, 5.30it/s]
78/499 4.32G 0.01189 0.009991 0.004114 55 640: 98%|#########8| 165/168 [00:31<00:00, 5.37it/s]
78/499 4.32G 0.01188 0.009983 0.004111 59 640: 98%|#########8| 165/168 [00:31<00:00, 5.37it/s]
78/499 4.32G 0.01188 0.009983 0.004111 59 640: 99%|#########8| 166/168 [00:31<00:00, 5.23it/s]
78/499 4.32G 0.01187 0.009989 0.004113 78 640: 99%|#########8| 166/168 [00:31<00:00, 5.23it/s]
78/499 4.32G 0.01187 0.009989 0.004113 78 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s]
78/499 4.32G 0.01187 0.009979 0.004108 25 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s]
78/499 4.32G 0.01187 0.009979 0.004108 25 640: 100%|##########| 168/168 [00:31<00:00, 5.49it/s]
78/499 4.32G 0.01187 0.009979 0.004108 25 640: 100%|##########| 168/168 [00:31<00:00, 5.29it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s]
all 132 263 0.817 0.861 0.849 0.732
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
79/499 4.32G 0.01157 0.01315 0.002638 78 640: 0%| | 0/168 [00:00<?, ?it/s]
79/499 4.32G 0.01157 0.01315 0.002638 78 640: 1%| | 1/168 [00:00<00:35, 4.75it/s]
79/499 4.32G 0.01149 0.01121 0.002626 67 640: 1%| | 1/168 [00:00<00:35, 4.75it/s]
79/499 4.32G 0.01149 0.01121 0.002626 67 640: 1%|1 | 2/168 [00:00<00:32, 5.14it/s]
79/499 4.32G 0.01169 0.01154 0.002647 83 640: 1%|1 | 2/168 [00:00<00:32, 5.14it/s]
79/499 4.32G 0.01169 0.01154 0.002647 83 640: 2%|1 | 3/168 [00:00<00:31, 5.32it/s]
79/499 4.32G 0.01195 0.01132 0.00241 67 640: 2%|1 | 3/168 [00:00<00:31, 5.32it/s]
79/499 4.32G 0.01195 0.01132 0.00241 67 640: 2%|2 | 4/168 [00:00<00:32, 5.11it/s]
79/499 4.32G 0.01193 0.01114 0.002385 83 640: 2%|2 | 4/168 [00:00<00:32, 5.11it/s]
79/499 4.32G 0.01193 0.01114 0.002385 83 640: 3%|2 | 5/168 [00:00<00:31, 5.21it/s]
79/499 4.32G 0.01214 0.011 0.003094 71 640: 3%|2 | 5/168 [00:01<00:31, 5.21it/s]
79/499 4.32G 0.01214 0.011 0.003094 71 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s]
79/499 4.32G 0.01202 0.01073 0.003549 63 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s]
79/499 4.32G 0.01202 0.01073 0.003549 63 640: 4%|4 | 7/168 [00:01<00:30, 5.22it/s]
79/499 4.32G 0.01208 0.01056 0.003793 60 640: 4%|4 | 7/168 [00:01<00:30, 5.22it/s]
79/499 4.32G 0.01208 0.01056 0.003793 60 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s]
79/499 4.32G 0.01206 0.0105 0.003788 61 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s]
79/499 4.32G 0.01206 0.0105 0.003788 61 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s]
79/499 4.32G 0.01223 0.01042 0.004336 68 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s]
79/499 4.32G 0.01223 0.01042 0.004336 68 640: 6%|5 | 10/168 [00:01<00:30, 5.24it/s]
79/499 4.32G 0.01227 0.01054 0.004621 74 640: 6%|5 | 10/168 [00:02<00:30, 5.24it/s]
79/499 4.32G 0.01227 0.01054 0.004621 74 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s]
79/499 4.32G 0.01255 0.01061 0.004722 62 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s]
79/499 4.32G 0.01255 0.01061 0.004722 62 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s]
79/499 4.32G 0.01241 0.01074 0.004842 93 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s]
79/499 4.32G 0.01241 0.01074 0.004842 93 640: 8%|7 | 13/168 [00:02<00:29, 5.17it/s]
79/499 4.32G 0.01232 0.01067 0.004916 69 640: 8%|7 | 13/168 [00:02<00:29, 5.17it/s]
79/499 4.32G 0.01232 0.01067 0.004916 69 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s]
79/499 4.32G 0.0123 0.01055 0.004921 54 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s]
79/499 4.32G 0.0123 0.01055 0.004921 54 640: 9%|8 | 15/168 [00:02<00:28, 5.33it/s]
79/499 4.32G 0.01225 0.01059 0.004897 91 640: 9%|8 | 15/168 [00:03<00:28, 5.33it/s]
79/499 4.32G 0.01225 0.01059 0.004897 91 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s]
79/499 4.32G 0.01219 0.01061 0.004765 72 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s]
79/499 4.32G 0.01219 0.01061 0.004765 72 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s]
79/499 4.32G 0.01221 0.01068 0.004713 79 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s]
79/499 4.32G 0.01221 0.01068 0.004713 79 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
79/499 4.32G 0.01224 0.01071 0.004942 69 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
79/499 4.32G 0.01224 0.01071 0.004942 69 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s]
79/499 4.32G 0.01217 0.01065 0.004963 70 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s]
79/499 4.32G 0.01217 0.01065 0.004963 70 640: 12%|#1 | 20/168 [00:03<00:28, 5.26it/s]
79/499 4.32G 0.01218 0.01055 0.004869 60 640: 12%|#1 | 20/168 [00:03<00:28, 5.26it/s]
79/499 4.32G 0.01218 0.01055 0.004869 60 640: 12%|#2 | 21/168 [00:03<00:27, 5.33it/s]
79/499 4.32G 0.01212 0.01056 0.004792 75 640: 12%|#2 | 21/168 [00:04<00:27, 5.33it/s]
79/499 4.32G 0.01212 0.01056 0.004792 75 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s]
79/499 4.32G 0.01214 0.0106 0.004737 70 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s]
79/499 4.32G 0.01214 0.0106 0.004737 70 640: 14%|#3 | 23/168 [00:04<00:27, 5.30it/s]
79/499 4.32G 0.01221 0.01057 0.004937 53 640: 14%|#3 | 23/168 [00:04<00:27, 5.30it/s]
79/499 4.32G 0.01221 0.01057 0.004937 53 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s]
79/499 4.32G 0.01222 0.01056 0.00489 65 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s]
79/499 4.32G 0.01222 0.01056 0.00489 65 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
79/499 4.32G 0.01225 0.01051 0.004804 57 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
79/499 4.32G 0.01225 0.01051 0.004804 57 640: 15%|#5 | 26/168 [00:04<00:26, 5.26it/s]
79/499 4.32G 0.0122 0.01051 0.004734 71 640: 15%|#5 | 26/168 [00:05<00:26, 5.26it/s]
79/499 4.32G 0.0122 0.01051 0.004734 71 640: 16%|#6 | 27/168 [00:05<00:26, 5.32it/s]
79/499 4.32G 0.01217 0.01043 0.004707 60 640: 16%|#6 | 27/168 [00:05<00:26, 5.32it/s]
79/499 4.32G 0.01217 0.01043 0.004707 60 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s]
79/499 4.32G 0.01215 0.01046 0.004722 73 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s]
79/499 4.32G 0.01215 0.01046 0.004722 73 640: 17%|#7 | 29/168 [00:05<00:26, 5.28it/s]
79/499 4.32G 0.01214 0.01045 0.00466 65 640: 17%|#7 | 29/168 [00:05<00:26, 5.28it/s]
79/499 4.32G 0.01214 0.01045 0.00466 65 640: 18%|#7 | 30/168 [00:05<00:25, 5.31it/s]
79/499 4.32G 0.0121 0.0104 0.004659 69 640: 18%|#7 | 30/168 [00:05<00:25, 5.31it/s]
79/499 4.32G 0.0121 0.0104 0.004659 69 640: 18%|#8 | 31/168 [00:05<00:26, 5.20it/s]
79/499 4.32G 0.01207 0.01038 0.0046 71 640: 18%|#8 | 31/168 [00:06<00:26, 5.20it/s]
79/499 4.32G 0.01207 0.01038 0.0046 71 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s]
79/499 4.32G 0.01205 0.01041 0.004591 74 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s]
79/499 4.32G 0.01205 0.01041 0.004591 74 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
79/499 4.32G 0.01206 0.01042 0.004649 70 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
79/499 4.32G 0.01206 0.01042 0.004649 70 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
79/499 4.32G 0.01204 0.01051 0.004597 71 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
79/499 4.32G 0.01204 0.01051 0.004597 71 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s]
79/499 4.32G 0.01205 0.01053 0.004564 74 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s]
79/499 4.32G 0.01205 0.01053 0.004564 74 640: 21%|##1 | 36/168 [00:06<00:24, 5.36it/s]
79/499 4.32G 0.01204 0.01046 0.004558 63 640: 21%|##1 | 36/168 [00:07<00:24, 5.36it/s]
79/499 4.32G 0.01204 0.01046 0.004558 63 640: 22%|##2 | 37/168 [00:07<00:25, 5.23it/s]
79/499 4.32G 0.01203 0.01049 0.004526 71 640: 22%|##2 | 37/168 [00:07<00:25, 5.23it/s]
79/499 4.32G 0.01203 0.01049 0.004526 71 640: 23%|##2 | 38/168 [00:07<00:24, 5.31it/s]
79/499 4.32G 0.01209 0.01045 0.004532 58 640: 23%|##2 | 38/168 [00:07<00:24, 5.31it/s]
79/499 4.32G 0.01209 0.01045 0.004532 58 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
79/499 4.32G 0.01207 0.01046 0.004496 79 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
79/499 4.32G 0.01207 0.01046 0.004496 79 640: 24%|##3 | 40/168 [00:07<00:24, 5.23it/s]
79/499 4.32G 0.0121 0.01052 0.004536 71 640: 24%|##3 | 40/168 [00:07<00:24, 5.23it/s]
79/499 4.32G 0.0121 0.01052 0.004536 71 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
79/499 4.32G 0.01206 0.01053 0.004554 80 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
79/499 4.32G 0.01206 0.01053 0.004554 80 640: 25%|##5 | 42/168 [00:07<00:23, 5.34it/s]
79/499 4.32G 0.01207 0.01052 0.004504 64 640: 25%|##5 | 42/168 [00:08<00:23, 5.34it/s]
79/499 4.32G 0.01207 0.01052 0.004504 64 640: 26%|##5 | 43/168 [00:08<00:23, 5.22it/s]
79/499 4.32G 0.01207 0.01049 0.004513 70 640: 26%|##5 | 43/168 [00:08<00:23, 5.22it/s]
79/499 4.32G 0.01207 0.01049 0.004513 70 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s]
79/499 4.32G 0.01203 0.01047 0.004455 70 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s]
79/499 4.32G 0.01203 0.01047 0.004455 70 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s]
79/499 4.32G 0.01201 0.01044 0.004416 59 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s]
79/499 4.32G 0.01201 0.01044 0.004416 59 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s]
79/499 4.32G 0.01198 0.0104 0.004455 67 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s]
79/499 4.32G 0.01198 0.0104 0.004455 67 640: 28%|##7 | 47/168 [00:08<00:22, 5.32it/s]
79/499 4.32G 0.01198 0.01041 0.004448 65 640: 28%|##7 | 47/168 [00:09<00:22, 5.32it/s]
79/499 4.32G 0.01198 0.01041 0.004448 65 640: 29%|##8 | 48/168 [00:09<00:22, 5.38it/s]
79/499 4.32G 0.01199 0.01041 0.004457 72 640: 29%|##8 | 48/168 [00:09<00:22, 5.38it/s]
79/499 4.32G 0.01199 0.01041 0.004457 72 640: 29%|##9 | 49/168 [00:09<00:22, 5.24it/s]
79/499 4.32G 0.01197 0.01042 0.004403 74 640: 29%|##9 | 49/168 [00:09<00:22, 5.24it/s]
79/499 4.32G 0.01197 0.01042 0.004403 74 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
79/499 4.32G 0.012 0.01038 0.004418 53 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
79/499 4.32G 0.012 0.01038 0.004418 53 640: 30%|### | 51/168 [00:09<00:22, 5.27it/s]
79/499 4.32G 0.01201 0.01037 0.004431 68 640: 30%|### | 51/168 [00:09<00:22, 5.27it/s]
79/499 4.32G 0.01201 0.01037 0.004431 68 640: 31%|### | 52/168 [00:09<00:22, 5.16it/s]
79/499 4.32G 0.01197 0.01037 0.004452 71 640: 31%|### | 52/168 [00:10<00:22, 5.16it/s]
79/499 4.32G 0.01197 0.01037 0.004452 71 640: 32%|###1 | 53/168 [00:10<00:22, 5.22it/s]
79/499 4.32G 0.01196 0.01038 0.004438 73 640: 32%|###1 | 53/168 [00:10<00:22, 5.22it/s]
79/499 4.32G 0.01196 0.01038 0.004438 73 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s]
79/499 4.32G 0.01199 0.0104 0.00446 68 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s]
79/499 4.32G 0.01199 0.0104 0.00446 68 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s]
79/499 4.32G 0.01197 0.01046 0.004432 95 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s]
79/499 4.32G 0.01197 0.01046 0.004432 95 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s]
79/499 4.32G 0.01197 0.01045 0.004423 69 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s]
79/499 4.32G 0.01197 0.01045 0.004423 69 640: 34%|###3 | 57/168 [00:10<00:20, 5.33it/s]
79/499 4.32G 0.01195 0.01043 0.004432 70 640: 34%|###3 | 57/168 [00:11<00:20, 5.33it/s]
79/499 4.32G 0.01195 0.01043 0.004432 70 640: 35%|###4 | 58/168 [00:11<00:21, 5.22it/s]
79/499 4.32G 0.01193 0.01039 0.004487 61 640: 35%|###4 | 58/168 [00:11<00:21, 5.22it/s]
79/499 4.32G 0.01193 0.01039 0.004487 61 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s]
79/499 4.32G 0.01193 0.01036 0.00447 56 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s]
79/499 4.32G 0.01193 0.01036 0.00447 56 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s]
79/499 4.32G 0.01194 0.01035 0.004494 58 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s]
79/499 4.32G 0.01194 0.01035 0.004494 58 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s]
79/499 4.32G 0.01193 0.01036 0.004479 70 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s]
79/499 4.32G 0.01193 0.01036 0.004479 70 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s]
79/499 4.32G 0.01192 0.01033 0.004428 54 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s]
79/499 4.32G 0.01192 0.01033 0.004428 54 640: 38%|###7 | 63/168 [00:11<00:19, 5.34it/s]
79/499 4.32G 0.01192 0.01033 0.004414 74 640: 38%|###7 | 63/168 [00:12<00:19, 5.34it/s]
79/499 4.32G 0.01192 0.01033 0.004414 74 640: 38%|###8 | 64/168 [00:12<00:19, 5.20it/s]
79/499 4.32G 0.01194 0.01032 0.004419 63 640: 38%|###8 | 64/168 [00:12<00:19, 5.20it/s]
79/499 4.32G 0.01194 0.01032 0.004419 63 640: 39%|###8 | 65/168 [00:12<00:19, 5.25it/s]
79/499 4.32G 0.01194 0.01032 0.00441 68 640: 39%|###8 | 65/168 [00:12<00:19, 5.25it/s]
79/499 4.32G 0.01194 0.01032 0.00441 68 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s]
79/499 4.32G 0.01193 0.01032 0.004384 60 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s]
79/499 4.32G 0.01193 0.01032 0.004384 60 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
79/499 4.32G 0.0119 0.01034 0.004376 70 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
79/499 4.32G 0.0119 0.01034 0.004376 70 640: 40%|#### | 68/168 [00:12<00:19, 5.26it/s]
79/499 4.32G 0.01187 0.01029 0.0044 55 640: 40%|#### | 68/168 [00:13<00:19, 5.26it/s]
79/499 4.32G 0.01187 0.01029 0.0044 55 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
79/499 4.32G 0.01187 0.01028 0.004405 81 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
79/499 4.32G 0.01187 0.01028 0.004405 81 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s]
79/499 4.32G 0.01186 0.01026 0.004394 65 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s]
79/499 4.32G 0.01186 0.01026 0.004394 65 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s]
79/499 4.32G 0.01186 0.01027 0.00443 70 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s]
79/499 4.32G 0.01186 0.01027 0.00443 70 640: 43%|####2 | 72/168 [00:13<00:18, 5.33it/s]
79/499 4.32G 0.01187 0.01027 0.004417 60 640: 43%|####2 | 72/168 [00:13<00:18, 5.33it/s]
79/499 4.32G 0.01187 0.01027 0.004417 60 640: 43%|####3 | 73/168 [00:13<00:18, 5.17it/s]
79/499 4.32G 0.0119 0.01023 0.004377 44 640: 43%|####3 | 73/168 [00:14<00:18, 5.17it/s]
79/499 4.32G 0.0119 0.01023 0.004377 44 640: 44%|####4 | 74/168 [00:14<00:17, 5.23it/s]
79/499 4.32G 0.01188 0.01019 0.004387 62 640: 44%|####4 | 74/168 [00:14<00:17, 5.23it/s]
79/499 4.32G 0.01188 0.01019 0.004387 62 640: 45%|####4 | 75/168 [00:14<00:17, 5.30it/s]
79/499 4.32G 0.01188 0.01022 0.004377 85 640: 45%|####4 | 75/168 [00:14<00:17, 5.30it/s]
79/499 4.32G 0.01188 0.01022 0.004377 85 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s]
79/499 4.32G 0.01187 0.01022 0.004354 76 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s]
79/499 4.32G 0.01187 0.01022 0.004354 76 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
79/499 4.32G 0.01186 0.01021 0.004324 68 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
79/499 4.32G 0.01186 0.01021 0.004324 68 640: 46%|####6 | 78/168 [00:14<00:16, 5.33it/s]
79/499 4.32G 0.01186 0.01023 0.004296 65 640: 46%|####6 | 78/168 [00:15<00:16, 5.33it/s]
79/499 4.32G 0.01186 0.01023 0.004296 65 640: 47%|####7 | 79/168 [00:15<00:17, 5.18it/s]
79/499 4.32G 0.01185 0.01022 0.004292 68 640: 47%|####7 | 79/168 [00:15<00:17, 5.18it/s]
79/499 4.32G 0.01185 0.01022 0.004292 68 640: 48%|####7 | 80/168 [00:15<00:16, 5.28it/s]
79/499 4.32G 0.01184 0.01021 0.004275 67 640: 48%|####7 | 80/168 [00:15<00:16, 5.28it/s]
79/499 4.32G 0.01184 0.01021 0.004275 67 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s]
79/499 4.32G 0.01183 0.01021 0.004277 75 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s]
79/499 4.32G 0.01183 0.01021 0.004277 75 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s]
79/499 4.32G 0.01182 0.01022 0.004289 76 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s]
79/499 4.32G 0.01182 0.01022 0.004289 76 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s]
79/499 4.32G 0.01181 0.01021 0.004252 65 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s]
79/499 4.32G 0.01181 0.01021 0.004252 65 640: 50%|##### | 84/168 [00:15<00:15, 5.29it/s]
79/499 4.32G 0.01183 0.01019 0.00426 59 640: 50%|##### | 84/168 [00:16<00:15, 5.29it/s]
79/499 4.32G 0.01183 0.01019 0.00426 59 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s]
79/499 4.32G 0.01182 0.01018 0.004271 74 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s]
79/499 4.32G 0.01182 0.01018 0.004271 74 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
79/499 4.32G 0.01182 0.01018 0.004275 63 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
79/499 4.32G 0.01182 0.01018 0.004275 63 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s]
79/499 4.32G 0.01182 0.0102 0.004235 70 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s]
79/499 4.32G 0.01182 0.0102 0.004235 70 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s]
79/499 4.32G 0.01182 0.01021 0.00423 74 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s]
79/499 4.32G 0.01182 0.01021 0.00423 74 640: 53%|#####2 | 89/168 [00:16<00:14, 5.28it/s]
79/499 4.32G 0.01182 0.01021 0.004217 56 640: 53%|#####2 | 89/168 [00:17<00:14, 5.28it/s]
79/499 4.32G 0.01182 0.01021 0.004217 56 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
79/499 4.32G 0.01183 0.0102 0.004193 62 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
79/499 4.32G 0.01183 0.0102 0.004193 62 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
79/499 4.32G 0.01185 0.0102 0.00419 64 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
79/499 4.32G 0.01185 0.0102 0.00419 64 640: 55%|#####4 | 92/168 [00:17<00:14, 5.22it/s]
79/499 4.32G 0.01185 0.01021 0.004184 80 640: 55%|#####4 | 92/168 [00:17<00:14, 5.22it/s]
79/499 4.32G 0.01185 0.01021 0.004184 80 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s]
79/499 4.32G 0.01187 0.01024 0.004199 67 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s]
79/499 4.32G 0.01187 0.01024 0.004199 67 640: 56%|#####5 | 94/168 [00:17<00:14, 5.20it/s]
79/499 4.32G 0.01187 0.01022 0.004197 58 640: 56%|#####5 | 94/168 [00:18<00:14, 5.20it/s]
79/499 4.32G 0.01187 0.01022 0.004197 58 640: 57%|#####6 | 95/168 [00:18<00:13, 5.29it/s]
79/499 4.32G 0.01187 0.01021 0.004186 59 640: 57%|#####6 | 95/168 [00:18<00:13, 5.29it/s]
79/499 4.32G 0.01187 0.01021 0.004186 59 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
79/499 4.32G 0.01187 0.01021 0.004204 61 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
79/499 4.32G 0.01187 0.01021 0.004204 61 640: 58%|#####7 | 97/168 [00:18<00:13, 5.23it/s]
79/499 4.32G 0.01188 0.01023 0.004208 73 640: 58%|#####7 | 97/168 [00:18<00:13, 5.23it/s]
79/499 4.32G 0.01188 0.01023 0.004208 73 640: 58%|#####8 | 98/168 [00:18<00:13, 5.33it/s]
79/499 4.32G 0.01188 0.01024 0.004212 66 640: 58%|#####8 | 98/168 [00:18<00:13, 5.33it/s]
79/499 4.32G 0.01188 0.01024 0.004212 66 640: 59%|#####8 | 99/168 [00:18<00:12, 5.39it/s]
79/499 4.32G 0.01188 0.01022 0.004219 59 640: 59%|#####8 | 99/168 [00:18<00:12, 5.39it/s]
79/499 4.32G 0.01188 0.01022 0.004219 59 640: 60%|#####9 | 100/168 [00:18<00:12, 5.24it/s]
79/499 4.32G 0.01187 0.0102 0.004209 65 640: 60%|#####9 | 100/168 [00:19<00:12, 5.24it/s]
79/499 4.32G 0.01187 0.0102 0.004209 65 640: 60%|###### | 101/168 [00:19<00:12, 5.31it/s]
79/499 4.32G 0.01186 0.01021 0.004216 75 640: 60%|###### | 101/168 [00:19<00:12, 5.31it/s]
79/499 4.32G 0.01186 0.01021 0.004216 75 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s]
79/499 4.32G 0.01185 0.01021 0.004212 79 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s]
79/499 4.32G 0.01185 0.01021 0.004212 79 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s]
79/499 4.32G 0.01184 0.01023 0.004228 82 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s]
79/499 4.32G 0.01184 0.01023 0.004228 82 640: 62%|######1 | 104/168 [00:19<00:12, 5.31it/s]
79/499 4.32G 0.01183 0.01023 0.004205 62 640: 62%|######1 | 104/168 [00:19<00:12, 5.31it/s]
79/499 4.32G 0.01183 0.01023 0.004205 62 640: 62%|######2 | 105/168 [00:19<00:11, 5.37it/s]
79/499 4.32G 0.01182 0.01024 0.004183 67 640: 62%|######2 | 105/168 [00:20<00:11, 5.37it/s]
79/499 4.32G 0.01182 0.01024 0.004183 67 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s]
79/499 4.32G 0.01182 0.01025 0.004202 70 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s]
79/499 4.32G 0.01182 0.01025 0.004202 70 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s]
79/499 4.32G 0.01182 0.01026 0.004191 79 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s]
79/499 4.32G 0.01182 0.01026 0.004191 79 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s]
79/499 4.32G 0.01184 0.01028 0.004188 72 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s]
79/499 4.32G 0.01184 0.01028 0.004188 72 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s]
79/499 4.32G 0.01184 0.0103 0.004173 81 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s]
79/499 4.32G 0.01184 0.0103 0.004173 81 640: 65%|######5 | 110/168 [00:20<00:10, 5.28it/s]
79/499 4.32G 0.01182 0.01028 0.004185 70 640: 65%|######5 | 110/168 [00:21<00:10, 5.28it/s]
79/499 4.32G 0.01182 0.01028 0.004185 70 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s]
79/499 4.32G 0.01181 0.01027 0.004204 62 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s]
79/499 4.32G 0.01181 0.01027 0.004204 62 640: 67%|######6 | 112/168 [00:21<00:10, 5.19it/s]
79/499 4.32G 0.01181 0.01028 0.004217 78 640: 67%|######6 | 112/168 [00:21<00:10, 5.19it/s]
79/499 4.32G 0.01181 0.01028 0.004217 78 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s]
79/499 4.32G 0.01184 0.01027 0.004269 66 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s]
79/499 4.32G 0.01184 0.01027 0.004269 66 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s]
79/499 4.32G 0.01184 0.01026 0.004264 73 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s]
79/499 4.32G 0.01184 0.01026 0.004264 73 640: 68%|######8 | 115/168 [00:21<00:10, 5.18it/s]
79/499 4.32G 0.01184 0.01025 0.004274 63 640: 68%|######8 | 115/168 [00:22<00:10, 5.18it/s]
79/499 4.32G 0.01184 0.01025 0.004274 63 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
79/499 4.32G 0.01183 0.01026 0.004294 80 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
79/499 4.32G 0.01183 0.01026 0.004294 80 640: 70%|######9 | 117/168 [00:22<00:09, 5.26it/s]
79/499 4.32G 0.01184 0.01027 0.004291 63 640: 70%|######9 | 117/168 [00:22<00:09, 5.26it/s]
79/499 4.32G 0.01184 0.01027 0.004291 63 640: 70%|####### | 118/168 [00:22<00:09, 5.12it/s]
79/499 4.32G 0.01184 0.01027 0.004267 58 640: 70%|####### | 118/168 [00:22<00:09, 5.12it/s]
79/499 4.32G 0.01184 0.01027 0.004267 58 640: 71%|####### | 119/168 [00:22<00:09, 5.23it/s]
79/499 4.32G 0.01183 0.01026 0.004273 84 640: 71%|####### | 119/168 [00:22<00:09, 5.23it/s]
79/499 4.32G 0.01183 0.01026 0.004273 84 640: 71%|#######1 | 120/168 [00:22<00:09, 5.32it/s]
79/499 4.32G 0.01182 0.01028 0.004273 85 640: 71%|#######1 | 120/168 [00:22<00:09, 5.32it/s]
79/499 4.32G 0.01182 0.01028 0.004273 85 640: 72%|#######2 | 121/168 [00:22<00:09, 5.18it/s]
79/499 4.32G 0.0118 0.01027 0.004264 73 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s]
79/499 4.32G 0.0118 0.01027 0.004264 73 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
79/499 4.32G 0.0118 0.01026 0.004259 63 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
79/499 4.32G 0.0118 0.01026 0.004259 63 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s]
79/499 4.32G 0.01179 0.01025 0.004256 63 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s]
79/499 4.32G 0.01179 0.01025 0.004256 63 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
79/499 4.32G 0.01179 0.01025 0.00425 70 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
79/499 4.32G 0.01179 0.01025 0.00425 70 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
79/499 4.32G 0.0118 0.01024 0.004259 65 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
79/499 4.32G 0.0118 0.01024 0.004259 65 640: 75%|#######5 | 126/168 [00:23<00:07, 5.36it/s]
79/499 4.32G 0.01181 0.01023 0.00426 57 640: 75%|#######5 | 126/168 [00:24<00:07, 5.36it/s]
79/499 4.32G 0.01181 0.01023 0.00426 57 640: 76%|#######5 | 127/168 [00:24<00:07, 5.23it/s]
79/499 4.32G 0.01182 0.01022 0.004284 74 640: 76%|#######5 | 127/168 [00:24<00:07, 5.23it/s]
79/499 4.32G 0.01182 0.01022 0.004284 74 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s]
79/499 4.32G 0.01181 0.0102 0.004292 64 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s]
79/499 4.32G 0.01181 0.0102 0.004292 64 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s]
79/499 4.32G 0.01181 0.01021 0.004312 72 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s]
79/499 4.32G 0.01181 0.01021 0.004312 72 640: 77%|#######7 | 130/168 [00:24<00:07, 5.23it/s]
79/499 4.32G 0.01181 0.01021 0.004294 71 640: 77%|#######7 | 130/168 [00:24<00:07, 5.23it/s]
79/499 4.32G 0.01181 0.01021 0.004294 71 640: 78%|#######7 | 131/168 [00:24<00:06, 5.32it/s]
79/499 4.32G 0.0118 0.01022 0.004292 82 640: 78%|#######7 | 131/168 [00:25<00:06, 5.32it/s]
79/499 4.32G 0.0118 0.01022 0.004292 82 640: 79%|#######8 | 132/168 [00:25<00:06, 5.37it/s]
79/499 4.32G 0.01179 0.01021 0.004292 64 640: 79%|#######8 | 132/168 [00:25<00:06, 5.37it/s]
79/499 4.32G 0.01179 0.01021 0.004292 64 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
79/499 4.32G 0.0118 0.01022 0.004281 76 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
79/499 4.32G 0.0118 0.01022 0.004281 76 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s]
79/499 4.32G 0.01178 0.0102 0.004306 54 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s]
79/499 4.32G 0.01178 0.0102 0.004306 54 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s]
79/499 4.32G 0.01178 0.01021 0.004296 79 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s]
79/499 4.32G 0.01178 0.01021 0.004296 79 640: 81%|######## | 136/168 [00:25<00:06, 5.22it/s]
79/499 4.32G 0.01177 0.0102 0.004289 52 640: 81%|######## | 136/168 [00:25<00:06, 5.22it/s]
79/499 4.32G 0.01177 0.0102 0.004289 52 640: 82%|########1 | 137/168 [00:26<00:05, 5.27it/s]
79/499 4.32G 0.01177 0.01019 0.004293 63 640: 82%|########1 | 137/168 [00:26<00:05, 5.27it/s]
79/499 4.32G 0.01177 0.01019 0.004293 63 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s]
79/499 4.32G 0.01176 0.01019 0.004276 72 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s]
79/499 4.32G 0.01176 0.01019 0.004276 72 640: 83%|########2 | 139/168 [00:26<00:05, 5.20it/s]
79/499 4.32G 0.01176 0.01019 0.004265 70 640: 83%|########2 | 139/168 [00:26<00:05, 5.20it/s]
79/499 4.32G 0.01176 0.01019 0.004265 70 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s]
79/499 4.32G 0.01175 0.01018 0.004254 58 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s]
79/499 4.32G 0.01175 0.01018 0.004254 58 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s]
79/499 4.32G 0.01174 0.01017 0.004257 62 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s]
79/499 4.32G 0.01174 0.01017 0.004257 62 640: 85%|########4 | 142/168 [00:26<00:05, 5.18it/s]
79/499 4.32G 0.01173 0.01017 0.004247 56 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s]
79/499 4.32G 0.01173 0.01017 0.004247 56 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s]
79/499 4.32G 0.01172 0.01016 0.00423 64 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s]
79/499 4.32G 0.01172 0.01016 0.00423 64 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s]
79/499 4.32G 0.01171 0.01018 0.004224 85 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s]
79/499 4.32G 0.01171 0.01018 0.004224 85 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s]
79/499 4.32G 0.01172 0.01018 0.004242 65 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s]
79/499 4.32G 0.01172 0.01018 0.004242 65 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s]
79/499 4.32G 0.01173 0.01018 0.004219 62 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s]
79/499 4.32G 0.01173 0.01018 0.004219 62 640: 88%|########7 | 147/168 [00:27<00:03, 5.36it/s]
79/499 4.32G 0.01173 0.01017 0.00422 66 640: 88%|########7 | 147/168 [00:28<00:03, 5.36it/s]
79/499 4.32G 0.01173 0.01017 0.00422 66 640: 88%|########8 | 148/168 [00:28<00:03, 5.22it/s]
79/499 4.32G 0.01173 0.01017 0.004216 60 640: 88%|########8 | 148/168 [00:28<00:03, 5.22it/s]
79/499 4.32G 0.01173 0.01017 0.004216 60 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
79/499 4.32G 0.01175 0.01019 0.004211 81 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
79/499 4.32G 0.01175 0.01019 0.004211 81 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s]
79/499 4.32G 0.01174 0.01018 0.004193 75 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s]
79/499 4.32G 0.01174 0.01018 0.004193 75 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s]
79/499 4.32G 0.01175 0.01018 0.004206 66 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s]
79/499 4.32G 0.01175 0.01018 0.004206 66 640: 90%|######### | 152/168 [00:28<00:03, 5.27it/s]
79/499 4.32G 0.01177 0.0102 0.004225 77 640: 90%|######### | 152/168 [00:29<00:03, 5.27it/s]
79/499 4.32G 0.01177 0.0102 0.004225 77 640: 91%|#########1| 153/168 [00:29<00:02, 5.35it/s]
79/499 4.32G 0.01176 0.0102 0.00423 62 640: 91%|#########1| 153/168 [00:29<00:02, 5.35it/s]
79/499 4.32G 0.01176 0.0102 0.00423 62 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s]
79/499 4.32G 0.01177 0.01019 0.004216 66 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s]
79/499 4.32G 0.01177 0.01019 0.004216 66 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s]
79/499 4.32G 0.01176 0.01019 0.004213 70 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s]
79/499 4.32G 0.01176 0.01019 0.004213 70 640: 93%|#########2| 156/168 [00:29<00:02, 5.27it/s]
79/499 4.32G 0.01176 0.01019 0.004203 59 640: 93%|#########2| 156/168 [00:29<00:02, 5.27it/s]
79/499 4.32G 0.01176 0.01019 0.004203 59 640: 93%|#########3| 157/168 [00:29<00:02, 5.14it/s]
79/499 4.32G 0.01175 0.01019 0.004218 65 640: 93%|#########3| 157/168 [00:29<00:02, 5.14it/s]
79/499 4.32G 0.01175 0.01019 0.004218 65 640: 94%|#########4| 158/168 [00:29<00:01, 5.23it/s]
79/499 4.32G 0.01175 0.01018 0.004219 48 640: 94%|#########4| 158/168 [00:30<00:01, 5.23it/s]
79/499 4.32G 0.01175 0.01018 0.004219 48 640: 95%|#########4| 159/168 [00:30<00:01, 5.30it/s]
79/499 4.32G 0.01175 0.01018 0.004215 60 640: 95%|#########4| 159/168 [00:30<00:01, 5.30it/s]
79/499 4.32G 0.01175 0.01018 0.004215 60 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s]
79/499 4.32G 0.01175 0.01018 0.00422 69 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s]
79/499 4.32G 0.01175 0.01018 0.00422 69 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
79/499 4.32G 0.01176 0.01017 0.00423 72 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
79/499 4.32G 0.01176 0.01017 0.00423 72 640: 96%|#########6| 162/168 [00:30<00:01, 5.31it/s]
79/499 4.32G 0.01177 0.01018 0.004214 70 640: 96%|#########6| 162/168 [00:30<00:01, 5.31it/s]
79/499 4.32G 0.01177 0.01018 0.004214 70 640: 97%|#########7| 163/168 [00:30<00:00, 5.17it/s]
79/499 4.32G 0.01178 0.0102 0.004233 75 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s]
79/499 4.32G 0.01178 0.0102 0.004233 75 640: 98%|#########7| 164/168 [00:31<00:00, 5.21it/s]
79/499 4.32G 0.01179 0.01021 0.00423 59 640: 98%|#########7| 164/168 [00:31<00:00, 5.21it/s]
79/499 4.32G 0.01179 0.01021 0.00423 59 640: 98%|#########8| 165/168 [00:31<00:00, 5.27it/s]
79/499 4.32G 0.01178 0.01021 0.004224 70 640: 98%|#########8| 165/168 [00:31<00:00, 5.27it/s]
79/499 4.32G 0.01178 0.01021 0.004224 70 640: 99%|#########8| 166/168 [00:31<00:00, 5.14it/s]
79/499 4.32G 0.01178 0.01019 0.004229 54 640: 99%|#########8| 166/168 [00:31<00:00, 5.14it/s]
79/499 4.32G 0.01178 0.01019 0.004229 54 640: 99%|#########9| 167/168 [00:31<00:00, 5.24it/s]
79/499 4.32G 0.01179 0.0102 0.00421 24 640: 99%|#########9| 167/168 [00:31<00:00, 5.24it/s]
79/499 4.32G 0.01179 0.0102 0.00421 24 640: 100%|##########| 168/168 [00:31<00:00, 5.42it/s]
79/499 4.32G 0.01179 0.0102 0.00421 24 640: 100%|##########| 168/168 [00:31<00:00, 5.27it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s]
all 132 263 0.808 0.896 0.857 0.736
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
80/499 4.32G 0.0137 0.007681 0.00304 53 640: 0%| | 0/168 [00:00<?, ?it/s]
80/499 4.32G 0.0137 0.007681 0.00304 53 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
80/499 4.32G 0.01294 0.009382 0.004011 71 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
80/499 4.32G 0.01294 0.009382 0.004011 71 640: 1%|1 | 2/168 [00:00<00:31, 5.20it/s]
80/499 4.32G 0.01242 0.009948 0.003733 75 640: 1%|1 | 2/168 [00:00<00:31, 5.20it/s]
80/499 4.32G 0.01242 0.009948 0.003733 75 640: 2%|1 | 3/168 [00:00<00:31, 5.29it/s]
80/499 4.32G 0.01271 0.01015 0.003975 64 640: 2%|1 | 3/168 [00:00<00:31, 5.29it/s]
80/499 4.32G 0.01271 0.01015 0.003975 64 640: 2%|2 | 4/168 [00:00<00:31, 5.13it/s]
80/499 4.32G 0.01243 0.01007 0.003988 68 640: 2%|2 | 4/168 [00:00<00:31, 5.13it/s]
80/499 4.32G 0.01243 0.01007 0.003988 68 640: 3%|2 | 5/168 [00:00<00:31, 5.25it/s]
80/499 4.32G 0.01241 0.009888 0.003858 64 640: 3%|2 | 5/168 [00:01<00:31, 5.25it/s]
80/499 4.32G 0.01241 0.009888 0.003858 64 640: 4%|3 | 6/168 [00:01<00:30, 5.34it/s]
80/499 4.32G 0.01229 0.009896 0.004319 72 640: 4%|3 | 6/168 [00:01<00:30, 5.34it/s]
80/499 4.32G 0.01229 0.009896 0.004319 72 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s]
80/499 4.32G 0.01232 0.01005 0.004049 69 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s]
80/499 4.32G 0.01232 0.01005 0.004049 69 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s]
80/499 4.32G 0.01221 0.009987 0.003918 63 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s]
80/499 4.32G 0.01221 0.009987 0.003918 63 640: 5%|5 | 9/168 [00:01<00:29, 5.33it/s]
80/499 4.32G 0.01228 0.009755 0.003731 46 640: 5%|5 | 9/168 [00:01<00:29, 5.33it/s]
80/499 4.32G 0.01228 0.009755 0.003731 46 640: 6%|5 | 10/168 [00:01<00:30, 5.18it/s]
80/499 4.32G 0.01227 0.00956 0.003952 59 640: 6%|5 | 10/168 [00:02<00:30, 5.18it/s]
80/499 4.32G 0.01227 0.00956 0.003952 59 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s]
80/499 4.32G 0.01228 0.009541 0.003985 70 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s]
80/499 4.32G 0.01228 0.009541 0.003985 70 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s]
80/499 4.32G 0.01224 0.009628 0.003937 73 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s]
80/499 4.32G 0.01224 0.009628 0.003937 73 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s]
80/499 4.32G 0.01219 0.009757 0.004174 85 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s]
80/499 4.32G 0.01219 0.009757 0.004174 85 640: 8%|8 | 14/168 [00:02<00:28, 5.31it/s]
80/499 4.32G 0.0121 0.009765 0.004239 66 640: 8%|8 | 14/168 [00:02<00:28, 5.31it/s]
80/499 4.32G 0.0121 0.009765 0.004239 66 640: 9%|8 | 15/168 [00:02<00:28, 5.38it/s]
80/499 4.32G 0.01192 0.009792 0.004192 76 640: 9%|8 | 15/168 [00:03<00:28, 5.38it/s]
80/499 4.32G 0.01192 0.009792 0.004192 76 640: 10%|9 | 16/168 [00:03<00:28, 5.24it/s]
80/499 4.32G 0.01193 0.009654 0.004322 57 640: 10%|9 | 16/168 [00:03<00:28, 5.24it/s]
80/499 4.32G 0.01193 0.009654 0.004322 57 640: 10%|# | 17/168 [00:03<00:28, 5.29it/s]
80/499 4.32G 0.01193 0.009776 0.004284 73 640: 10%|# | 17/168 [00:03<00:28, 5.29it/s]
80/499 4.32G 0.01193 0.009776 0.004284 73 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s]
80/499 4.32G 0.01188 0.009762 0.004314 69 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s]
80/499 4.32G 0.01188 0.009762 0.004314 69 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s]
80/499 4.32G 0.01192 0.009771 0.004344 60 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s]
80/499 4.32G 0.01192 0.009771 0.004344 60 640: 12%|#1 | 20/168 [00:03<00:27, 5.29it/s]
80/499 4.32G 0.01189 0.009771 0.00425 68 640: 12%|#1 | 20/168 [00:03<00:27, 5.29it/s]
80/499 4.32G 0.01189 0.009771 0.00425 68 640: 12%|#2 | 21/168 [00:03<00:27, 5.36it/s]
80/499 4.32G 0.01186 0.009846 0.004142 73 640: 12%|#2 | 21/168 [00:04<00:27, 5.36it/s]
80/499 4.32G 0.01186 0.009846 0.004142 73 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s]
80/499 4.32G 0.01187 0.009845 0.004174 69 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s]
80/499 4.32G 0.01187 0.009845 0.004174 69 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s]
80/499 4.32G 0.01185 0.009884 0.004288 70 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s]
80/499 4.32G 0.01185 0.009884 0.004288 70 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s]
80/499 4.32G 0.01183 0.009855 0.004158 66 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s]
80/499 4.32G 0.01183 0.009855 0.004158 66 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
80/499 4.32G 0.01184 0.009817 0.004226 56 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
80/499 4.32G 0.01184 0.009817 0.004226 56 640: 15%|#5 | 26/168 [00:04<00:26, 5.30it/s]
80/499 4.32G 0.01186 0.009744 0.004256 58 640: 15%|#5 | 26/168 [00:05<00:26, 5.30it/s]
80/499 4.32G 0.01186 0.009744 0.004256 58 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s]
80/499 4.32G 0.01188 0.009748 0.00425 66 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s]
80/499 4.32G 0.01188 0.009748 0.00425 66 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s]
80/499 4.32G 0.01189 0.009801 0.004161 65 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s]
80/499 4.32G 0.01189 0.009801 0.004161 65 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s]
80/499 4.32G 0.01197 0.009807 0.004129 57 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s]
80/499 4.32G 0.01197 0.009807 0.004129 57 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s]
80/499 4.32G 0.01198 0.009812 0.004187 67 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s]
80/499 4.32G 0.01198 0.009812 0.004187 67 640: 18%|#8 | 31/168 [00:05<00:26, 5.17it/s]
80/499 4.32G 0.01195 0.009791 0.004201 63 640: 18%|#8 | 31/168 [00:06<00:26, 5.17it/s]
80/499 4.32G 0.01195 0.009791 0.004201 63 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s]
80/499 4.32G 0.01195 0.009865 0.004226 81 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s]
80/499 4.32G 0.01195 0.009865 0.004226 81 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s]
80/499 4.32G 0.01202 0.009865 0.004183 57 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s]
80/499 4.32G 0.01202 0.009865 0.004183 57 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s]
80/499 4.32G 0.01204 0.00985 0.004285 66 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s]
80/499 4.32G 0.01204 0.00985 0.004285 66 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s]
80/499 4.32G 0.01204 0.009901 0.004357 64 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s]
80/499 4.32G 0.01204 0.009901 0.004357 64 640: 21%|##1 | 36/168 [00:06<00:24, 5.30it/s]
80/499 4.32G 0.01203 0.00993 0.004337 76 640: 21%|##1 | 36/168 [00:07<00:24, 5.30it/s]
80/499 4.32G 0.01203 0.00993 0.004337 76 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
80/499 4.32G 0.01204 0.009947 0.004306 65 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
80/499 4.32G 0.01204 0.009947 0.004306 65 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s]
80/499 4.32G 0.01208 0.01001 0.00425 64 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s]
80/499 4.32G 0.01208 0.01001 0.00425 64 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
80/499 4.32G 0.01212 0.009996 0.004256 68 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
80/499 4.32G 0.01212 0.009996 0.004256 68 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
80/499 4.32G 0.01208 0.009965 0.004258 63 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
80/499 4.32G 0.01208 0.009965 0.004258 63 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s]
80/499 4.32G 0.01211 0.009923 0.004294 62 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s]
80/499 4.32G 0.01211 0.009923 0.004294 62 640: 25%|##5 | 42/168 [00:07<00:23, 5.38it/s]
80/499 4.32G 0.01211 0.009948 0.004372 77 640: 25%|##5 | 42/168 [00:08<00:23, 5.38it/s]
80/499 4.32G 0.01211 0.009948 0.004372 77 640: 26%|##5 | 43/168 [00:08<00:23, 5.22it/s]
80/499 4.32G 0.01209 0.009967 0.004365 72 640: 26%|##5 | 43/168 [00:08<00:23, 5.22it/s]
80/499 4.32G 0.01209 0.009967 0.004365 72 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s]
80/499 4.32G 0.01208 0.009972 0.004415 60 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s]
80/499 4.32G 0.01208 0.009972 0.004415 60 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s]
80/499 4.32G 0.01208 0.009967 0.004411 59 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s]
80/499 4.32G 0.01208 0.009967 0.004411 59 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s]
80/499 4.32G 0.01203 0.009985 0.004348 77 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s]
80/499 4.32G 0.01203 0.009985 0.004348 77 640: 28%|##7 | 47/168 [00:08<00:22, 5.30it/s]
80/499 4.32G 0.01208 0.009939 0.0043 54 640: 28%|##7 | 47/168 [00:09<00:22, 5.30it/s]
80/499 4.32G 0.01208 0.009939 0.0043 54 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s]
80/499 4.32G 0.01207 0.009955 0.004309 63 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s]
80/499 4.32G 0.01207 0.009955 0.004309 63 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s]
80/499 4.32G 0.01208 0.009994 0.004305 74 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s]
80/499 4.32G 0.01208 0.009994 0.004305 74 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s]
80/499 4.32G 0.01204 0.009945 0.004301 53 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s]
80/499 4.32G 0.01204 0.009945 0.004301 53 640: 30%|### | 51/168 [00:09<00:21, 5.37it/s]
80/499 4.32G 0.01202 0.009958 0.00435 78 640: 30%|### | 51/168 [00:09<00:21, 5.37it/s]
80/499 4.32G 0.01202 0.009958 0.00435 78 640: 31%|### | 52/168 [00:09<00:22, 5.24it/s]
80/499 4.32G 0.01199 0.009927 0.004332 59 640: 31%|### | 52/168 [00:10<00:22, 5.24it/s]
80/499 4.32G 0.01199 0.009927 0.004332 59 640: 32%|###1 | 53/168 [00:10<00:21, 5.33it/s]
80/499 4.32G 0.01199 0.009955 0.004318 81 640: 32%|###1 | 53/168 [00:10<00:21, 5.33it/s]
80/499 4.32G 0.01199 0.009955 0.004318 81 640: 32%|###2 | 54/168 [00:10<00:21, 5.39it/s]
80/499 4.32G 0.012 0.009938 0.004366 57 640: 32%|###2 | 54/168 [00:10<00:21, 5.39it/s]
80/499 4.32G 0.012 0.009938 0.004366 57 640: 33%|###2 | 55/168 [00:10<00:21, 5.22it/s]
80/499 4.32G 0.012 0.009903 0.004306 59 640: 33%|###2 | 55/168 [00:10<00:21, 5.22it/s]
80/499 4.32G 0.012 0.009903 0.004306 59 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s]
80/499 4.32G 0.01201 0.009874 0.004352 55 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s]
80/499 4.32G 0.01201 0.009874 0.004352 55 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s]
80/499 4.32G 0.012 0.009846 0.004368 62 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s]
80/499 4.32G 0.012 0.009846 0.004368 62 640: 35%|###4 | 58/168 [00:10<00:21, 5.19it/s]
80/499 4.32G 0.01205 0.009884 0.004368 77 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s]
80/499 4.32G 0.01205 0.009884 0.004368 77 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s]
80/499 4.32G 0.01204 0.009855 0.00449 60 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s]
80/499 4.32G 0.01204 0.009855 0.00449 60 640: 36%|###5 | 60/168 [00:11<00:20, 5.36it/s]
80/499 4.32G 0.01207 0.009884 0.004486 74 640: 36%|###5 | 60/168 [00:11<00:20, 5.36it/s]
80/499 4.32G 0.01207 0.009884 0.004486 74 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s]
80/499 4.32G 0.0121 0.00992 0.004468 71 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s]
80/499 4.32G 0.0121 0.00992 0.004468 71 640: 37%|###6 | 62/168 [00:11<00:20, 5.23it/s]
80/499 4.32G 0.01211 0.00992 0.004444 65 640: 37%|###6 | 62/168 [00:11<00:20, 5.23it/s]
80/499 4.32G 0.01211 0.00992 0.004444 65 640: 38%|###7 | 63/168 [00:11<00:19, 5.30it/s]
80/499 4.32G 0.01212 0.009957 0.004489 85 640: 38%|###7 | 63/168 [00:12<00:19, 5.30it/s]
80/499 4.32G 0.01212 0.009957 0.004489 85 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s]
80/499 4.32G 0.01213 0.009953 0.004477 58 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s]
80/499 4.32G 0.01213 0.009953 0.004477 58 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s]
80/499 4.32G 0.01215 0.01004 0.004462 84 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s]
80/499 4.32G 0.01215 0.01004 0.004462 84 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s]
80/499 4.32G 0.01213 0.01004 0.004418 74 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s]
80/499 4.32G 0.01213 0.01004 0.004418 74 640: 40%|###9 | 67/168 [00:12<00:19, 5.20it/s]
80/499 4.32G 0.01212 0.01004 0.004388 72 640: 40%|###9 | 67/168 [00:12<00:19, 5.20it/s]
80/499 4.32G 0.01212 0.01004 0.004388 72 640: 40%|#### | 68/168 [00:12<00:18, 5.28it/s]
80/499 4.32G 0.01212 0.01002 0.004388 56 640: 40%|#### | 68/168 [00:13<00:18, 5.28it/s]
80/499 4.32G 0.01212 0.01002 0.004388 56 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
80/499 4.32G 0.0121 0.009972 0.004388 53 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
80/499 4.32G 0.0121 0.009972 0.004388 53 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s]
80/499 4.32G 0.01209 0.009991 0.004355 81 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s]
80/499 4.32G 0.01209 0.009991 0.004355 81 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s]
80/499 4.32G 0.01214 0.01004 0.004419 64 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s]
80/499 4.32G 0.01214 0.01004 0.004419 64 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
80/499 4.32G 0.01214 0.01002 0.004445 57 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
80/499 4.32G 0.01214 0.01002 0.004445 57 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s]
80/499 4.32G 0.01212 0.01001 0.004403 68 640: 43%|####3 | 73/168 [00:14<00:18, 5.21it/s]
80/499 4.32G 0.01212 0.01001 0.004403 68 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s]
80/499 4.32G 0.01214 0.01005 0.004407 75 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s]
80/499 4.32G 0.01214 0.01005 0.004407 75 640: 45%|####4 | 75/168 [00:14<00:17, 5.32it/s]
80/499 4.32G 0.01217 0.01006 0.00442 65 640: 45%|####4 | 75/168 [00:14<00:17, 5.32it/s]
80/499 4.32G 0.01217 0.01006 0.00442 65 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s]
80/499 4.32G 0.01217 0.01008 0.004411 73 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s]
80/499 4.32G 0.01217 0.01008 0.004411 73 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s]
80/499 4.32G 0.01216 0.01005 0.004403 64 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s]
80/499 4.32G 0.01216 0.01005 0.004403 64 640: 46%|####6 | 78/168 [00:14<00:16, 5.32it/s]
80/499 4.32G 0.01213 0.01004 0.0044 61 640: 46%|####6 | 78/168 [00:14<00:16, 5.32it/s]
80/499 4.32G 0.01213 0.01004 0.0044 61 640: 47%|####7 | 79/168 [00:14<00:17, 5.15it/s]
80/499 4.32G 0.01213 0.01006 0.004418 80 640: 47%|####7 | 79/168 [00:15<00:17, 5.15it/s]
80/499 4.32G 0.01213 0.01006 0.004418 80 640: 48%|####7 | 80/168 [00:15<00:16, 5.25it/s]
80/499 4.32G 0.01213 0.01006 0.004447 67 640: 48%|####7 | 80/168 [00:15<00:16, 5.25it/s]
80/499 4.32G 0.01213 0.01006 0.004447 67 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s]
80/499 4.32G 0.01212 0.01005 0.004444 57 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s]
80/499 4.32G 0.01212 0.01005 0.004444 57 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s]
80/499 4.32G 0.01211 0.01006 0.004446 72 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s]
80/499 4.32G 0.01211 0.01006 0.004446 72 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s]
80/499 4.32G 0.01211 0.01003 0.004442 51 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s]
80/499 4.32G 0.01211 0.01003 0.004442 51 640: 50%|##### | 84/168 [00:15<00:15, 5.33it/s]
80/499 4.32G 0.01212 0.01004 0.004452 78 640: 50%|##### | 84/168 [00:16<00:15, 5.33it/s]
80/499 4.32G 0.01212 0.01004 0.004452 78 640: 51%|##### | 85/168 [00:16<00:16, 5.17it/s]
80/499 4.32G 0.01211 0.01004 0.004457 67 640: 51%|##### | 85/168 [00:16<00:16, 5.17it/s]
80/499 4.32G 0.01211 0.01004 0.004457 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s]
80/499 4.32G 0.01211 0.01005 0.004462 73 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s]
80/499 4.32G 0.01211 0.01005 0.004462 73 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s]
80/499 4.32G 0.01211 0.01006 0.0045 72 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s]
80/499 4.32G 0.01211 0.01006 0.0045 72 640: 52%|#####2 | 88/168 [00:16<00:15, 5.22it/s]
80/499 4.32G 0.01211 0.01006 0.004495 71 640: 52%|#####2 | 88/168 [00:16<00:15, 5.22it/s]
80/499 4.32G 0.01211 0.01006 0.004495 71 640: 53%|#####2 | 89/168 [00:16<00:14, 5.30it/s]
80/499 4.32G 0.0121 0.01004 0.00446 60 640: 53%|#####2 | 89/168 [00:17<00:14, 5.30it/s]
80/499 4.32G 0.0121 0.01004 0.00446 60 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
80/499 4.32G 0.0121 0.01006 0.004489 68 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
80/499 4.32G 0.0121 0.01006 0.004489 68 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s]
80/499 4.32G 0.0121 0.01007 0.004461 65 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s]
80/499 4.32G 0.0121 0.01007 0.004461 65 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s]
80/499 4.32G 0.0121 0.01005 0.00451 50 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s]
80/499 4.32G 0.0121 0.01005 0.00451 50 640: 55%|#####5 | 93/168 [00:17<00:13, 5.38it/s]
80/499 4.32G 0.01211 0.01007 0.004558 76 640: 55%|#####5 | 93/168 [00:17<00:13, 5.38it/s]
80/499 4.32G 0.01211 0.01007 0.004558 76 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
80/499 4.32G 0.0121 0.01006 0.00456 59 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s]
80/499 4.32G 0.0121 0.01006 0.00456 59 640: 57%|#####6 | 95/168 [00:18<00:13, 5.22it/s]
80/499 4.32G 0.01209 0.01004 0.004549 59 640: 57%|#####6 | 95/168 [00:18<00:13, 5.22it/s]
80/499 4.32G 0.01209 0.01004 0.004549 59 640: 57%|#####7 | 96/168 [00:18<00:13, 5.30it/s]
80/499 4.32G 0.01207 0.01005 0.004535 67 640: 57%|#####7 | 96/168 [00:18<00:13, 5.30it/s]
80/499 4.32G 0.01207 0.01005 0.004535 67 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s]
80/499 4.32G 0.01206 0.01006 0.004534 75 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s]
80/499 4.32G 0.01206 0.01006 0.004534 75 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s]
80/499 4.32G 0.01204 0.01005 0.004529 61 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s]
80/499 4.32G 0.01204 0.01005 0.004529 61 640: 59%|#####8 | 99/168 [00:18<00:12, 5.32it/s]
80/499 4.32G 0.01203 0.01004 0.00453 67 640: 59%|#####8 | 99/168 [00:18<00:12, 5.32it/s]
80/499 4.32G 0.01203 0.01004 0.00453 67 640: 60%|#####9 | 100/168 [00:18<00:13, 5.20it/s]
80/499 4.32G 0.01203 0.01003 0.004547 68 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s]
80/499 4.32G 0.01203 0.01003 0.004547 68 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s]
80/499 4.32G 0.01202 0.01005 0.004541 77 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s]
80/499 4.32G 0.01202 0.01005 0.004541 77 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s]
80/499 4.32G 0.012 0.01006 0.004534 72 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s]
80/499 4.32G 0.012 0.01006 0.004534 72 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s]
80/499 4.32G 0.01201 0.01006 0.004525 66 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s]
80/499 4.32G 0.01201 0.01006 0.004525 66 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s]
80/499 4.32G 0.01199 0.01006 0.004573 74 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s]
80/499 4.32G 0.01199 0.01006 0.004573 74 640: 62%|######2 | 105/168 [00:19<00:11, 5.28it/s]
80/499 4.32G 0.01199 0.01008 0.004573 80 640: 62%|######2 | 105/168 [00:20<00:11, 5.28it/s]
80/499 4.32G 0.01199 0.01008 0.004573 80 640: 63%|######3 | 106/168 [00:20<00:12, 5.13it/s]
80/499 4.32G 0.01199 0.01009 0.004569 72 640: 63%|######3 | 106/168 [00:20<00:12, 5.13it/s]
80/499 4.32G 0.01199 0.01009 0.004569 72 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s]
80/499 4.32G 0.01198 0.01009 0.00455 65 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s]
80/499 4.32G 0.01198 0.01009 0.00455 65 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s]
80/499 4.32G 0.01199 0.01009 0.004558 66 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s]
80/499 4.32G 0.01199 0.01009 0.004558 66 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s]
80/499 4.32G 0.01197 0.01008 0.004549 64 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s]
80/499 4.32G 0.01197 0.01008 0.004549 64 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s]
80/499 4.32G 0.01196 0.01008 0.004531 65 640: 65%|######5 | 110/168 [00:21<00:10, 5.30it/s]
80/499 4.32G 0.01196 0.01008 0.004531 65 640: 66%|######6 | 111/168 [00:21<00:10, 5.37it/s]
80/499 4.32G 0.01196 0.01008 0.004551 69 640: 66%|######6 | 111/168 [00:21<00:10, 5.37it/s]
80/499 4.32G 0.01196 0.01008 0.004551 69 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s]
80/499 4.32G 0.01196 0.01007 0.004577 61 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s]
80/499 4.32G 0.01196 0.01007 0.004577 61 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s]
80/499 4.32G 0.01195 0.01009 0.004584 88 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s]
80/499 4.32G 0.01195 0.01009 0.004584 88 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s]
80/499 4.32G 0.01196 0.01008 0.004578 64 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s]
80/499 4.32G 0.01196 0.01008 0.004578 64 640: 68%|######8 | 115/168 [00:21<00:10, 5.20it/s]
80/499 4.32G 0.01195 0.01008 0.004573 60 640: 68%|######8 | 115/168 [00:21<00:10, 5.20it/s]
80/499 4.32G 0.01195 0.01008 0.004573 60 640: 69%|######9 | 116/168 [00:21<00:09, 5.29it/s]
80/499 4.32G 0.01194 0.01006 0.004565 52 640: 69%|######9 | 116/168 [00:22<00:09, 5.29it/s]
80/499 4.32G 0.01194 0.01006 0.004565 52 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s]
80/499 4.32G 0.01194 0.01004 0.004588 50 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s]
80/499 4.32G 0.01194 0.01004 0.004588 50 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s]
80/499 4.32G 0.01193 0.01003 0.004574 65 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s]
80/499 4.32G 0.01193 0.01003 0.004574 65 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s]
80/499 4.32G 0.01193 0.01003 0.004586 60 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s]
80/499 4.32G 0.01193 0.01003 0.004586 60 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s]
80/499 4.32G 0.01193 0.01003 0.004585 76 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s]
80/499 4.32G 0.01193 0.01003 0.004585 76 640: 72%|#######2 | 121/168 [00:22<00:09, 5.21it/s]
80/499 4.32G 0.01191 0.01003 0.004563 70 640: 72%|#######2 | 121/168 [00:23<00:09, 5.21it/s]
80/499 4.32G 0.01191 0.01003 0.004563 70 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s]
80/499 4.32G 0.01192 0.01004 0.00456 77 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s]
80/499 4.32G 0.01192 0.01004 0.00456 77 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s]
80/499 4.32G 0.01192 0.01006 0.004545 73 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s]
80/499 4.32G 0.01192 0.01006 0.004545 73 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
80/499 4.32G 0.01192 0.01006 0.004556 80 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
80/499 4.32G 0.01192 0.01006 0.004556 80 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s]
80/499 4.32G 0.01193 0.01007 0.004555 69 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s]
80/499 4.32G 0.01193 0.01007 0.004555 69 640: 75%|#######5 | 126/168 [00:23<00:07, 5.31it/s]
80/499 4.32G 0.01194 0.01008 0.004575 63 640: 75%|#######5 | 126/168 [00:24<00:07, 5.31it/s]
80/499 4.32G 0.01194 0.01008 0.004575 63 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
80/499 4.32G 0.01194 0.01006 0.004573 62 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
80/499 4.32G 0.01194 0.01006 0.004573 62 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s]
80/499 4.32G 0.01193 0.01008 0.004559 80 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s]
80/499 4.32G 0.01193 0.01008 0.004559 80 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s]
80/499 4.32G 0.01194 0.01008 0.00455 52 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s]
80/499 4.32G 0.01194 0.01008 0.00455 52 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s]
80/499 4.32G 0.01194 0.01008 0.004547 76 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s]
80/499 4.32G 0.01194 0.01008 0.004547 76 640: 78%|#######7 | 131/168 [00:24<00:07, 5.28it/s]
80/499 4.32G 0.01196 0.0101 0.004536 76 640: 78%|#######7 | 131/168 [00:25<00:07, 5.28it/s]
80/499 4.32G 0.01196 0.0101 0.004536 76 640: 79%|#######8 | 132/168 [00:25<00:06, 5.35it/s]
80/499 4.32G 0.01195 0.01008 0.004523 47 640: 79%|#######8 | 132/168 [00:25<00:06, 5.35it/s]
80/499 4.32G 0.01195 0.01008 0.004523 47 640: 79%|#######9 | 133/168 [00:25<00:06, 5.23it/s]
80/499 4.32G 0.01195 0.01008 0.004532 71 640: 79%|#######9 | 133/168 [00:25<00:06, 5.23it/s]
80/499 4.32G 0.01195 0.01008 0.004532 71 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s]
80/499 4.32G 0.01196 0.01007 0.004548 60 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s]
80/499 4.32G 0.01196 0.01007 0.004548 60 640: 80%|######## | 135/168 [00:25<00:06, 5.31it/s]
80/499 4.32G 0.01196 0.01006 0.004597 59 640: 80%|######## | 135/168 [00:25<00:06, 5.31it/s]
80/499 4.32G 0.01196 0.01006 0.004597 59 640: 81%|######## | 136/168 [00:25<00:06, 5.19it/s]
80/499 4.32G 0.01196 0.01006 0.004627 72 640: 81%|######## | 136/168 [00:25<00:06, 5.19it/s]
80/499 4.32G 0.01196 0.01006 0.004627 72 640: 82%|########1 | 137/168 [00:25<00:05, 5.30it/s]
80/499 4.32G 0.01197 0.01006 0.004682 63 640: 82%|########1 | 137/168 [00:26<00:05, 5.30it/s]
80/499 4.32G 0.01197 0.01006 0.004682 63 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s]
80/499 4.32G 0.01199 0.01007 0.004672 73 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s]
80/499 4.32G 0.01199 0.01007 0.004672 73 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
80/499 4.32G 0.01199 0.01009 0.004679 76 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
80/499 4.32G 0.01199 0.01009 0.004679 76 640: 83%|########3 | 140/168 [00:26<00:05, 5.32it/s]
80/499 4.32G 0.01198 0.01008 0.004724 67 640: 83%|########3 | 140/168 [00:26<00:05, 5.32it/s]
80/499 4.32G 0.01198 0.01008 0.004724 67 640: 84%|########3 | 141/168 [00:26<00:05, 5.39it/s]
80/499 4.32G 0.01198 0.01008 0.004726 60 640: 84%|########3 | 141/168 [00:26<00:05, 5.39it/s]
80/499 4.32G 0.01198 0.01008 0.004726 60 640: 85%|########4 | 142/168 [00:26<00:04, 5.21it/s]
80/499 4.32G 0.012 0.0101 0.004715 61 640: 85%|########4 | 142/168 [00:27<00:04, 5.21it/s]
80/499 4.32G 0.012 0.0101 0.004715 61 640: 85%|########5 | 143/168 [00:27<00:04, 5.31it/s]
80/499 4.32G 0.012 0.0101 0.00471 74 640: 85%|########5 | 143/168 [00:27<00:04, 5.31it/s]
80/499 4.32G 0.012 0.0101 0.00471 74 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s]
80/499 4.32G 0.01199 0.01008 0.004725 57 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s]
80/499 4.32G 0.01199 0.01008 0.004725 57 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s]
80/499 4.32G 0.01199 0.01008 0.004727 68 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s]
80/499 4.32G 0.01199 0.01008 0.004727 68 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s]
80/499 4.32G 0.01199 0.01009 0.004737 67 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s]
80/499 4.32G 0.01199 0.01009 0.004737 67 640: 88%|########7 | 147/168 [00:27<00:03, 5.37it/s]
80/499 4.32G 0.012 0.01009 0.004773 56 640: 88%|########7 | 147/168 [00:28<00:03, 5.37it/s]
80/499 4.32G 0.012 0.01009 0.004773 56 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s]
80/499 4.32G 0.01201 0.01009 0.004765 62 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s]
80/499 4.32G 0.01201 0.01009 0.004765 62 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
80/499 4.32G 0.01201 0.01009 0.004757 71 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
80/499 4.32G 0.01201 0.01009 0.004757 71 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s]
80/499 4.32G 0.01201 0.01009 0.004744 60 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s]
80/499 4.32G 0.01201 0.01009 0.004744 60 640: 90%|########9 | 151/168 [00:28<00:03, 5.22it/s]
80/499 4.32G 0.01202 0.01009 0.004742 64 640: 90%|########9 | 151/168 [00:28<00:03, 5.22it/s]
80/499 4.32G 0.01202 0.01009 0.004742 64 640: 90%|######### | 152/168 [00:28<00:03, 5.29it/s]
80/499 4.32G 0.01202 0.01009 0.004726 72 640: 90%|######### | 152/168 [00:28<00:03, 5.29it/s]
80/499 4.32G 0.01202 0.01009 0.004726 72 640: 91%|#########1| 153/168 [00:28<00:02, 5.36it/s]
80/499 4.32G 0.01202 0.01009 0.004703 61 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s]
80/499 4.32G 0.01202 0.01009 0.004703 61 640: 92%|#########1| 154/168 [00:29<00:02, 5.17it/s]
80/499 4.32G 0.01203 0.01009 0.004705 75 640: 92%|#########1| 154/168 [00:29<00:02, 5.17it/s]
80/499 4.32G 0.01203 0.01009 0.004705 75 640: 92%|#########2| 155/168 [00:29<00:02, 5.26it/s]
80/499 4.32G 0.01203 0.01008 0.004697 66 640: 92%|#########2| 155/168 [00:29<00:02, 5.26it/s]
80/499 4.32G 0.01203 0.01008 0.004697 66 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s]
80/499 4.32G 0.01202 0.01007 0.00471 65 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s]
80/499 4.32G 0.01202 0.01007 0.00471 65 640: 93%|#########3| 157/168 [00:29<00:02, 5.16it/s]
80/499 4.32G 0.01201 0.01008 0.0047 73 640: 93%|#########3| 157/168 [00:29<00:02, 5.16it/s]
80/499 4.32G 0.01201 0.01008 0.0047 73 640: 94%|#########4| 158/168 [00:29<00:01, 5.26it/s]
80/499 4.32G 0.01202 0.01008 0.004698 64 640: 94%|#########4| 158/168 [00:30<00:01, 5.26it/s]
80/499 4.32G 0.01202 0.01008 0.004698 64 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s]
80/499 4.32G 0.01201 0.01008 0.004681 60 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s]
80/499 4.32G 0.01201 0.01008 0.004681 60 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s]
80/499 4.32G 0.01201 0.01007 0.004665 57 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s]
80/499 4.32G 0.01201 0.01007 0.004665 57 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
80/499 4.32G 0.012 0.01007 0.004664 67 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
80/499 4.32G 0.012 0.01007 0.004664 67 640: 96%|#########6| 162/168 [00:30<00:01, 5.31it/s]
80/499 4.32G 0.01201 0.01008 0.004685 76 640: 96%|#########6| 162/168 [00:30<00:01, 5.31it/s]
80/499 4.32G 0.01201 0.01008 0.004685 76 640: 97%|#########7| 163/168 [00:30<00:00, 5.16it/s]
80/499 4.32G 0.01201 0.01008 0.004687 77 640: 97%|#########7| 163/168 [00:31<00:00, 5.16it/s]
80/499 4.32G 0.01201 0.01008 0.004687 77 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s]
80/499 4.32G 0.012 0.01007 0.004694 65 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s]
80/499 4.32G 0.012 0.01007 0.004694 65 640: 98%|#########8| 165/168 [00:31<00:00, 5.26it/s]
80/499 4.32G 0.012 0.01008 0.0047 80 640: 98%|#########8| 165/168 [00:31<00:00, 5.26it/s]
80/499 4.32G 0.012 0.01008 0.0047 80 640: 99%|#########8| 166/168 [00:31<00:00, 5.13it/s]
80/499 4.32G 0.01199 0.01008 0.004697 73 640: 99%|#########8| 166/168 [00:31<00:00, 5.13it/s]
80/499 4.32G 0.01199 0.01008 0.004697 73 640: 99%|#########9| 167/168 [00:31<00:00, 5.21it/s]
80/499 4.32G 0.01199 0.01008 0.004675 28 640: 99%|#########9| 167/168 [00:31<00:00, 5.21it/s]
80/499 4.32G 0.01199 0.01008 0.004675 28 640: 100%|##########| 168/168 [00:31<00:00, 5.39it/s]
80/499 4.32G 0.01199 0.01008 0.004675 28 640: 100%|##########| 168/168 [00:31<00:00, 5.27it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.86it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.46it/s]
all 132 263 0.808 0.845 0.845 0.723
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
81/499 4.32G 0.01326 0.007921 0.00343 61 640: 0%| | 0/168 [00:00<?, ?it/s]
81/499 4.32G 0.01326 0.007921 0.00343 61 640: 1%| | 1/168 [00:00<00:34, 4.85it/s]
81/499 4.32G 0.01251 0.007819 0.004649 56 640: 1%| | 1/168 [00:00<00:34, 4.85it/s]
81/499 4.32G 0.01251 0.007819 0.004649 56 640: 1%|1 | 2/168 [00:00<00:31, 5.20it/s]
81/499 4.32G 0.01196 0.008356 0.003744 61 640: 1%|1 | 2/168 [00:00<00:31, 5.20it/s]
81/499 4.32G 0.01196 0.008356 0.003744 61 640: 2%|1 | 3/168 [00:00<00:31, 5.30it/s]
81/499 4.32G 0.01175 0.008254 0.003438 51 640: 2%|1 | 3/168 [00:00<00:31, 5.30it/s]
81/499 4.32G 0.01175 0.008254 0.003438 51 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s]
81/499 4.32G 0.01171 0.008613 0.003219 56 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s]
81/499 4.32G 0.01171 0.008613 0.003219 56 640: 3%|2 | 5/168 [00:00<00:31, 5.22it/s]
81/499 4.32G 0.0119 0.009484 0.003344 68 640: 3%|2 | 5/168 [00:01<00:31, 5.22it/s]
81/499 4.32G 0.0119 0.009484 0.003344 68 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s]
81/499 4.32G 0.0118 0.009548 0.003585 73 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s]
81/499 4.32G 0.0118 0.009548 0.003585 73 640: 4%|4 | 7/168 [00:01<00:31, 5.15it/s]
81/499 4.32G 0.01158 0.009438 0.003617 76 640: 4%|4 | 7/168 [00:01<00:31, 5.15it/s]
81/499 4.32G 0.01158 0.009438 0.003617 76 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s]
81/499 4.32G 0.01165 0.009709 0.003697 74 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s]
81/499 4.32G 0.01165 0.009709 0.003697 74 640: 5%|5 | 9/168 [00:01<00:29, 5.33it/s]
81/499 4.32G 0.01181 0.009734 0.003582 59 640: 5%|5 | 9/168 [00:01<00:29, 5.33it/s]
81/499 4.32G 0.01181 0.009734 0.003582 59 640: 6%|5 | 10/168 [00:01<00:30, 5.12it/s]
81/499 4.32G 0.01173 0.009683 0.003787 72 640: 6%|5 | 10/168 [00:02<00:30, 5.12it/s]
81/499 4.32G 0.01173 0.009683 0.003787 72 640: 7%|6 | 11/168 [00:02<00:30, 5.20it/s]
81/499 4.32G 0.01181 0.009793 0.004084 65 640: 7%|6 | 11/168 [00:02<00:30, 5.20it/s]
81/499 4.32G 0.01181 0.009793 0.004084 65 640: 7%|7 | 12/168 [00:02<00:29, 5.30it/s]
81/499 4.32G 0.01186 0.009711 0.003902 56 640: 7%|7 | 12/168 [00:02<00:29, 5.30it/s]
81/499 4.32G 0.01186 0.009711 0.003902 56 640: 8%|7 | 13/168 [00:02<00:30, 5.15it/s]
81/499 4.32G 0.0119 0.009758 0.003919 68 640: 8%|7 | 13/168 [00:02<00:30, 5.15it/s]
81/499 4.32G 0.0119 0.009758 0.003919 68 640: 8%|8 | 14/168 [00:02<00:29, 5.25it/s]
81/499 4.32G 0.01197 0.009739 0.00419 55 640: 8%|8 | 14/168 [00:02<00:29, 5.25it/s]
81/499 4.32G 0.01197 0.009739 0.00419 55 640: 9%|8 | 15/168 [00:02<00:28, 5.30it/s]
81/499 4.32G 0.01189 0.009569 0.00417 58 640: 9%|8 | 15/168 [00:03<00:28, 5.30it/s]
81/499 4.32G 0.01189 0.009569 0.00417 58 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s]
81/499 4.32G 0.01187 0.009727 0.004312 78 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s]
81/499 4.32G 0.01187 0.009727 0.004312 78 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s]
81/499 4.32G 0.01187 0.009748 0.00436 77 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s]
81/499 4.32G 0.01187 0.009748 0.00436 77 640: 11%|# | 18/168 [00:03<00:28, 5.28it/s]
81/499 4.32G 0.01188 0.009685 0.004588 65 640: 11%|# | 18/168 [00:03<00:28, 5.28it/s]
81/499 4.32G 0.01188 0.009685 0.004588 65 640: 11%|#1 | 19/168 [00:03<00:28, 5.14it/s]
81/499 4.32G 0.01197 0.009575 0.004542 50 640: 11%|#1 | 19/168 [00:03<00:28, 5.14it/s]
81/499 4.32G 0.01197 0.009575 0.004542 50 640: 12%|#1 | 20/168 [00:03<00:28, 5.23it/s]
81/499 4.32G 0.01199 0.009584 0.004547 71 640: 12%|#1 | 20/168 [00:04<00:28, 5.23it/s]
81/499 4.32G 0.01199 0.009584 0.004547 71 640: 12%|#2 | 21/168 [00:04<00:27, 5.31it/s]
81/499 4.32G 0.01202 0.009717 0.004511 77 640: 12%|#2 | 21/168 [00:04<00:27, 5.31it/s]
81/499 4.32G 0.01202 0.009717 0.004511 77 640: 13%|#3 | 22/168 [00:04<00:28, 5.14it/s]
81/499 4.32G 0.01197 0.009631 0.004521 57 640: 13%|#3 | 22/168 [00:04<00:28, 5.14it/s]
81/499 4.32G 0.01197 0.009631 0.004521 57 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s]
81/499 4.32G 0.012 0.009683 0.004473 68 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s]
81/499 4.32G 0.012 0.009683 0.004473 68 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
81/499 4.32G 0.01203 0.009674 0.004541 63 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
81/499 4.32G 0.01203 0.009674 0.004541 63 640: 15%|#4 | 25/168 [00:04<00:27, 5.14it/s]
81/499 4.32G 0.01203 0.009666 0.004629 61 640: 15%|#4 | 25/168 [00:04<00:27, 5.14it/s]
81/499 4.32G 0.01203 0.009666 0.004629 61 640: 15%|#5 | 26/168 [00:04<00:27, 5.24it/s]
81/499 4.32G 0.01198 0.00969 0.004538 72 640: 15%|#5 | 26/168 [00:05<00:27, 5.24it/s]
81/499 4.32G 0.01198 0.00969 0.004538 72 640: 16%|#6 | 27/168 [00:05<00:26, 5.30it/s]
81/499 4.32G 0.01199 0.009774 0.004522 87 640: 16%|#6 | 27/168 [00:05<00:26, 5.30it/s]
81/499 4.32G 0.01199 0.009774 0.004522 87 640: 17%|#6 | 28/168 [00:05<00:27, 5.16it/s]
81/499 4.32G 0.01201 0.009889 0.004604 93 640: 17%|#6 | 28/168 [00:05<00:27, 5.16it/s]
81/499 4.32G 0.01201 0.009889 0.004604 93 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s]
81/499 4.32G 0.01206 0.009908 0.004572 52 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s]
81/499 4.32G 0.01206 0.009908 0.004572 52 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s]
81/499 4.32G 0.01208 0.009968 0.004583 64 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s]
81/499 4.32G 0.01208 0.009968 0.004583 64 640: 18%|#8 | 31/168 [00:05<00:26, 5.18it/s]
81/499 4.32G 0.01204 0.00997 0.004532 71 640: 18%|#8 | 31/168 [00:06<00:26, 5.18it/s]
81/499 4.32G 0.01204 0.00997 0.004532 71 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s]
81/499 4.32G 0.01203 0.009992 0.004489 72 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s]
81/499 4.32G 0.01203 0.009992 0.004489 72 640: 20%|#9 | 33/168 [00:06<00:25, 5.29it/s]
81/499 4.32G 0.01201 0.01004 0.004449 67 640: 20%|#9 | 33/168 [00:06<00:25, 5.29it/s]
81/499 4.32G 0.01201 0.01004 0.004449 67 640: 20%|## | 34/168 [00:06<00:25, 5.16it/s]
81/499 4.32G 0.01204 0.009967 0.004399 39 640: 20%|## | 34/168 [00:06<00:25, 5.16it/s]
81/499 4.32G 0.01204 0.009967 0.004399 39 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s]
81/499 4.32G 0.01203 0.009941 0.00436 60 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s]
81/499 4.32G 0.01203 0.009941 0.00436 60 640: 21%|##1 | 36/168 [00:06<00:25, 5.27it/s]
81/499 4.32G 0.01198 0.009921 0.00441 70 640: 21%|##1 | 36/168 [00:07<00:25, 5.27it/s]
81/499 4.32G 0.01198 0.009921 0.00441 70 640: 22%|##2 | 37/168 [00:07<00:25, 5.13it/s]
81/499 4.32G 0.01198 0.009902 0.004394 63 640: 22%|##2 | 37/168 [00:07<00:25, 5.13it/s]
81/499 4.32G 0.01198 0.009902 0.004394 63 640: 23%|##2 | 38/168 [00:07<00:24, 5.22it/s]
81/499 4.32G 0.01198 0.00988 0.004323 64 640: 23%|##2 | 38/168 [00:07<00:24, 5.22it/s]
81/499 4.32G 0.01198 0.00988 0.004323 64 640: 23%|##3 | 39/168 [00:07<00:24, 5.30it/s]
81/499 4.32G 0.01196 0.009938 0.004311 74 640: 23%|##3 | 39/168 [00:07<00:24, 5.30it/s]
81/499 4.32G 0.01196 0.009938 0.004311 74 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s]
81/499 4.32G 0.01198 0.009954 0.004298 69 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s]
81/499 4.32G 0.01198 0.009954 0.004298 69 640: 24%|##4 | 41/168 [00:07<00:24, 5.26it/s]
81/499 4.32G 0.01194 0.009941 0.00435 74 640: 24%|##4 | 41/168 [00:08<00:24, 5.26it/s]
81/499 4.32G 0.01194 0.009941 0.00435 74 640: 25%|##5 | 42/168 [00:08<00:23, 5.27it/s]
81/499 4.32G 0.01191 0.009932 0.004347 70 640: 25%|##5 | 42/168 [00:08<00:23, 5.27it/s]
81/499 4.32G 0.01191 0.009932 0.004347 70 640: 26%|##5 | 43/168 [00:08<00:24, 5.13it/s]
81/499 4.32G 0.01192 0.009913 0.004342 53 640: 26%|##5 | 43/168 [00:08<00:24, 5.13it/s]
81/499 4.32G 0.01192 0.009913 0.004342 53 640: 26%|##6 | 44/168 [00:08<00:23, 5.23it/s]
81/499 4.32G 0.01189 0.00994 0.004381 68 640: 26%|##6 | 44/168 [00:08<00:23, 5.23it/s]
81/499 4.32G 0.01189 0.00994 0.004381 68 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s]
81/499 4.32G 0.01192 0.009898 0.004386 56 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s]
81/499 4.32G 0.01192 0.009898 0.004386 56 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s]
81/499 4.32G 0.0119 0.009897 0.004372 64 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s]
81/499 4.32G 0.0119 0.009897 0.004372 64 640: 28%|##7 | 47/168 [00:08<00:23, 5.20it/s]
81/499 4.32G 0.01192 0.01002 0.004369 108 640: 28%|##7 | 47/168 [00:09<00:23, 5.20it/s]
81/499 4.32G 0.01192 0.01002 0.004369 108 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s]
81/499 4.32G 0.01192 0.01004 0.004339 67 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s]
81/499 4.32G 0.01192 0.01004 0.004339 67 640: 29%|##9 | 49/168 [00:09<00:23, 5.13it/s]
81/499 4.32G 0.01193 0.01008 0.004293 80 640: 29%|##9 | 49/168 [00:09<00:23, 5.13it/s]
81/499 4.32G 0.01193 0.01008 0.004293 80 640: 30%|##9 | 50/168 [00:09<00:22, 5.18it/s]
81/499 4.32G 0.01196 0.0101 0.004321 74 640: 30%|##9 | 50/168 [00:09<00:22, 5.18it/s]
81/499 4.32G 0.01196 0.0101 0.004321 74 640: 30%|### | 51/168 [00:09<00:22, 5.26it/s]
81/499 4.32G 0.01195 0.01008 0.004337 69 640: 30%|### | 51/168 [00:09<00:22, 5.26it/s]
81/499 4.32G 0.01195 0.01008 0.004337 69 640: 31%|### | 52/168 [00:09<00:22, 5.15it/s]
81/499 4.32G 0.01196 0.01009 0.004369 62 640: 31%|### | 52/168 [00:10<00:22, 5.15it/s]
81/499 4.32G 0.01196 0.01009 0.004369 62 640: 32%|###1 | 53/168 [00:10<00:21, 5.24it/s]
81/499 4.32G 0.01199 0.0101 0.00437 71 640: 32%|###1 | 53/168 [00:10<00:21, 5.24it/s]
81/499 4.32G 0.01199 0.0101 0.00437 71 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s]
81/499 4.32G 0.01197 0.01012 0.004376 85 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s]
81/499 4.32G 0.01197 0.01012 0.004376 85 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s]
81/499 4.32G 0.01197 0.01011 0.004337 70 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s]
81/499 4.32G 0.01197 0.01011 0.004337 70 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s]
81/499 4.32G 0.01194 0.01009 0.004349 66 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s]
81/499 4.32G 0.01194 0.01009 0.004349 66 640: 34%|###3 | 57/168 [00:10<00:20, 5.30it/s]
81/499 4.32G 0.01194 0.0101 0.004324 75 640: 34%|###3 | 57/168 [00:11<00:20, 5.30it/s]
81/499 4.32G 0.01194 0.0101 0.004324 75 640: 35%|###4 | 58/168 [00:11<00:21, 5.10it/s]
81/499 4.32G 0.01193 0.01011 0.004327 61 640: 35%|###4 | 58/168 [00:11<00:21, 5.10it/s]
81/499 4.32G 0.01193 0.01011 0.004327 61 640: 35%|###5 | 59/168 [00:11<00:20, 5.22it/s]
81/499 4.32G 0.01191 0.01011 0.004292 73 640: 35%|###5 | 59/168 [00:11<00:20, 5.22it/s]
81/499 4.32G 0.01191 0.01011 0.004292 73 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
81/499 4.32G 0.01191 0.01014 0.004272 72 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
81/499 4.32G 0.01191 0.01014 0.004272 72 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s]
81/499 4.32G 0.01187 0.0101 0.004301 56 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s]
81/499 4.32G 0.01187 0.0101 0.004301 56 640: 37%|###6 | 62/168 [00:11<00:20, 5.25it/s]
81/499 4.32G 0.01186 0.01004 0.004359 55 640: 37%|###6 | 62/168 [00:12<00:20, 5.25it/s]
81/499 4.32G 0.01186 0.01004 0.004359 55 640: 38%|###7 | 63/168 [00:12<00:19, 5.31it/s]
81/499 4.32G 0.01184 0.01008 0.004329 86 640: 38%|###7 | 63/168 [00:12<00:19, 5.31it/s]
81/499 4.32G 0.01184 0.01008 0.004329 86 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s]
81/499 4.32G 0.01184 0.01008 0.004349 66 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s]
81/499 4.32G 0.01184 0.01008 0.004349 66 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s]
81/499 4.32G 0.01185 0.01007 0.004316 60 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s]
81/499 4.32G 0.01185 0.01007 0.004316 60 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s]
81/499 4.32G 0.01183 0.01015 0.004276 90 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s]
81/499 4.32G 0.01183 0.01015 0.004276 90 640: 40%|###9 | 67/168 [00:12<00:19, 5.20it/s]
81/499 4.32G 0.01182 0.01015 0.004306 76 640: 40%|###9 | 67/168 [00:13<00:19, 5.20it/s]
81/499 4.32G 0.01182 0.01015 0.004306 76 640: 40%|#### | 68/168 [00:13<00:18, 5.30it/s]
81/499 4.32G 0.01183 0.01013 0.004354 63 640: 40%|#### | 68/168 [00:13<00:18, 5.30it/s]
81/499 4.32G 0.01183 0.01013 0.004354 63 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s]
81/499 4.32G 0.01184 0.01013 0.004376 69 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s]
81/499 4.32G 0.01184 0.01013 0.004376 69 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s]
81/499 4.32G 0.01187 0.01018 0.004368 79 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s]
81/499 4.32G 0.01187 0.01018 0.004368 79 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s]
81/499 4.32G 0.01185 0.01014 0.004389 54 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s]
81/499 4.32G 0.01185 0.01014 0.004389 54 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s]
81/499 4.32G 0.01183 0.01011 0.004374 57 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s]
81/499 4.32G 0.01183 0.01011 0.004374 57 640: 43%|####3 | 73/168 [00:13<00:18, 5.19it/s]
81/499 4.32G 0.01182 0.0101 0.004355 67 640: 43%|####3 | 73/168 [00:14<00:18, 5.19it/s]
81/499 4.32G 0.01182 0.0101 0.004355 67 640: 44%|####4 | 74/168 [00:14<00:17, 5.25it/s]
81/499 4.32G 0.01182 0.0101 0.004347 58 640: 44%|####4 | 74/168 [00:14<00:17, 5.25it/s]
81/499 4.32G 0.01182 0.0101 0.004347 58 640: 45%|####4 | 75/168 [00:14<00:17, 5.32it/s]
81/499 4.32G 0.01181 0.01007 0.004322 60 640: 45%|####4 | 75/168 [00:14<00:17, 5.32it/s]
81/499 4.32G 0.01181 0.01007 0.004322 60 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s]
81/499 4.32G 0.01179 0.01011 0.004348 87 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s]
81/499 4.32G 0.01179 0.01011 0.004348 87 640: 46%|####5 | 77/168 [00:14<00:17, 5.24it/s]
81/499 4.32G 0.01178 0.01012 0.004386 75 640: 46%|####5 | 77/168 [00:14<00:17, 5.24it/s]
81/499 4.32G 0.01178 0.01012 0.004386 75 640: 46%|####6 | 78/168 [00:14<00:17, 5.28it/s]
81/499 4.32G 0.01179 0.01014 0.004367 68 640: 46%|####6 | 78/168 [00:15<00:17, 5.28it/s]
81/499 4.32G 0.01179 0.01014 0.004367 68 640: 47%|####7 | 79/168 [00:15<00:17, 5.04it/s]
81/499 4.32G 0.0118 0.01014 0.004387 79 640: 47%|####7 | 79/168 [00:15<00:17, 5.04it/s]
81/499 4.32G 0.0118 0.01014 0.004387 79 640: 48%|####7 | 80/168 [00:15<00:17, 5.16it/s]
81/499 4.32G 0.01178 0.01013 0.004401 59 640: 48%|####7 | 80/168 [00:15<00:17, 5.16it/s]
81/499 4.32G 0.01178 0.01013 0.004401 59 640: 48%|####8 | 81/168 [00:15<00:16, 5.25it/s]
81/499 4.32G 0.01178 0.01013 0.004441 71 640: 48%|####8 | 81/168 [00:15<00:16, 5.25it/s]
81/499 4.32G 0.01178 0.01013 0.004441 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.13it/s]
81/499 4.32G 0.01179 0.01012 0.004436 70 640: 49%|####8 | 82/168 [00:15<00:16, 5.13it/s]
81/499 4.32G 0.01179 0.01012 0.004436 70 640: 49%|####9 | 83/168 [00:15<00:16, 5.22it/s]
81/499 4.32G 0.01178 0.01013 0.004416 74 640: 49%|####9 | 83/168 [00:16<00:16, 5.22it/s]
81/499 4.32G 0.01178 0.01013 0.004416 74 640: 50%|##### | 84/168 [00:16<00:16, 5.25it/s]
81/499 4.32G 0.01178 0.01011 0.004413 55 640: 50%|##### | 84/168 [00:16<00:16, 5.25it/s]
81/499 4.32G 0.01178 0.01011 0.004413 55 640: 51%|##### | 85/168 [00:16<00:16, 5.13it/s]
81/499 4.32G 0.01177 0.01012 0.004431 75 640: 51%|##### | 85/168 [00:16<00:16, 5.13it/s]
81/499 4.32G 0.01177 0.01012 0.004431 75 640: 51%|#####1 | 86/168 [00:16<00:15, 5.24it/s]
81/499 4.32G 0.01176 0.01012 0.004394 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.24it/s]
81/499 4.32G 0.01176 0.01012 0.004394 67 640: 52%|#####1 | 87/168 [00:16<00:15, 5.28it/s]
81/499 4.32G 0.01179 0.01009 0.004459 46 640: 52%|#####1 | 87/168 [00:16<00:15, 5.28it/s]
81/499 4.32G 0.01179 0.01009 0.004459 46 640: 52%|#####2 | 88/168 [00:16<00:15, 5.11it/s]
81/499 4.32G 0.01179 0.01008 0.00444 72 640: 52%|#####2 | 88/168 [00:17<00:15, 5.11it/s]
81/499 4.32G 0.01179 0.01008 0.00444 72 640: 53%|#####2 | 89/168 [00:17<00:15, 5.20it/s]
81/499 4.32G 0.01178 0.01004 0.004424 47 640: 53%|#####2 | 89/168 [00:17<00:15, 5.20it/s]
81/499 4.32G 0.01178 0.01004 0.004424 47 640: 54%|#####3 | 90/168 [00:17<00:14, 5.26it/s]
81/499 4.32G 0.01179 0.01007 0.004443 81 640: 54%|#####3 | 90/168 [00:17<00:14, 5.26it/s]
81/499 4.32G 0.01179 0.01007 0.004443 81 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s]
81/499 4.32G 0.0118 0.0101 0.004428 83 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s]
81/499 4.32G 0.0118 0.0101 0.004428 83 640: 55%|#####4 | 92/168 [00:17<00:14, 5.24it/s]
81/499 4.32G 0.01178 0.01007 0.004407 61 640: 55%|#####4 | 92/168 [00:17<00:14, 5.24it/s]
81/499 4.32G 0.01178 0.01007 0.004407 61 640: 55%|#####5 | 93/168 [00:17<00:14, 5.28it/s]
81/499 4.32G 0.01179 0.01011 0.004427 87 640: 55%|#####5 | 93/168 [00:17<00:14, 5.28it/s]
81/499 4.32G 0.01179 0.01011 0.004427 87 640: 56%|#####5 | 94/168 [00:17<00:14, 5.14it/s]
81/499 4.32G 0.0118 0.01009 0.004442 65 640: 56%|#####5 | 94/168 [00:18<00:14, 5.14it/s]
81/499 4.32G 0.0118 0.01009 0.004442 65 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s]
81/499 4.32G 0.01182 0.01012 0.004463 87 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s]
81/499 4.32G 0.01182 0.01012 0.004463 87 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s]
81/499 4.32G 0.01183 0.01012 0.004477 76 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s]
81/499 4.32G 0.01183 0.01012 0.004477 76 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s]
81/499 4.32G 0.01182 0.01012 0.004464 70 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s]
81/499 4.32G 0.01182 0.01012 0.004464 70 640: 58%|#####8 | 98/168 [00:18<00:13, 5.23it/s]
81/499 4.32G 0.01181 0.01011 0.004492 67 640: 58%|#####8 | 98/168 [00:18<00:13, 5.23it/s]
81/499 4.32G 0.01181 0.01011 0.004492 67 640: 59%|#####8 | 99/168 [00:18<00:13, 5.28it/s]
81/499 4.32G 0.0118 0.0101 0.004495 70 640: 59%|#####8 | 99/168 [00:19<00:13, 5.28it/s]
81/499 4.32G 0.0118 0.0101 0.004495 70 640: 60%|#####9 | 100/168 [00:19<00:13, 5.16it/s]
81/499 4.32G 0.01179 0.01012 0.004481 80 640: 60%|#####9 | 100/168 [00:19<00:13, 5.16it/s]
81/499 4.32G 0.01179 0.01012 0.004481 80 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
81/499 4.32G 0.01178 0.0101 0.004456 67 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
81/499 4.32G 0.01178 0.0101 0.004456 67 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s]
81/499 4.32G 0.01178 0.01011 0.004483 76 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s]
81/499 4.32G 0.01178 0.01011 0.004483 76 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s]
81/499 4.32G 0.01177 0.0101 0.004483 68 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s]
81/499 4.32G 0.01177 0.0101 0.004483 68 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s]
81/499 4.32G 0.01178 0.01011 0.00447 63 640: 62%|######1 | 104/168 [00:20<00:12, 5.27it/s]
81/499 4.32G 0.01178 0.01011 0.00447 63 640: 62%|######2 | 105/168 [00:20<00:11, 5.32it/s]
81/499 4.32G 0.01181 0.0101 0.004447 72 640: 62%|######2 | 105/168 [00:20<00:11, 5.32it/s]
81/499 4.32G 0.01181 0.0101 0.004447 72 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s]
81/499 4.32G 0.01181 0.0101 0.004457 76 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s]
81/499 4.32G 0.01181 0.0101 0.004457 76 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s]
81/499 4.32G 0.01178 0.01008 0.004425 51 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s]
81/499 4.32G 0.01178 0.01008 0.004425 51 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s]
81/499 4.32G 0.01178 0.01009 0.004431 74 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s]
81/499 4.32G 0.01178 0.01009 0.004431 74 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s]
81/499 4.32G 0.01178 0.01011 0.004424 78 640: 65%|######4 | 109/168 [00:21<00:11, 5.19it/s]
81/499 4.32G 0.01178 0.01011 0.004424 78 640: 65%|######5 | 110/168 [00:21<00:10, 5.28it/s]
81/499 4.32G 0.01179 0.01013 0.004424 80 640: 65%|######5 | 110/168 [00:21<00:10, 5.28it/s]
81/499 4.32G 0.01179 0.01013 0.004424 80 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s]
81/499 4.32G 0.01178 0.01013 0.004409 70 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s]
81/499 4.32G 0.01178 0.01013 0.004409 70 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
81/499 4.32G 0.01179 0.01012 0.004398 63 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
81/499 4.32G 0.01179 0.01012 0.004398 63 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s]
81/499 4.32G 0.01181 0.01015 0.004405 78 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s]
81/499 4.32G 0.01181 0.01015 0.004405 78 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s]
81/499 4.32G 0.01181 0.01018 0.004406 86 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s]
81/499 4.32G 0.01181 0.01018 0.004406 86 640: 68%|######8 | 115/168 [00:21<00:10, 5.23it/s]
81/499 4.32G 0.0118 0.01018 0.004392 78 640: 68%|######8 | 115/168 [00:22<00:10, 5.23it/s]
81/499 4.32G 0.0118 0.01018 0.004392 78 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s]
81/499 4.32G 0.0118 0.01018 0.004371 70 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s]
81/499 4.32G 0.0118 0.01018 0.004371 70 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
81/499 4.32G 0.0118 0.01017 0.004405 71 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
81/499 4.32G 0.0118 0.01017 0.004405 71 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s]
81/499 4.32G 0.01178 0.01017 0.004405 77 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s]
81/499 4.32G 0.01178 0.01017 0.004405 77 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s]
81/499 4.32G 0.01178 0.01017 0.0044 71 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s]
81/499 4.32G 0.01178 0.01017 0.0044 71 640: 71%|#######1 | 120/168 [00:22<00:09, 5.32it/s]
81/499 4.32G 0.01178 0.01018 0.004392 63 640: 71%|#######1 | 120/168 [00:23<00:09, 5.32it/s]
81/499 4.32G 0.01178 0.01018 0.004392 63 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s]
81/499 4.32G 0.01178 0.01017 0.004427 61 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s]
81/499 4.32G 0.01178 0.01017 0.004427 61 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s]
81/499 4.32G 0.01177 0.01017 0.004444 74 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s]
81/499 4.32G 0.01177 0.01017 0.004444 74 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
81/499 4.32G 0.01178 0.01015 0.004458 72 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
81/499 4.32G 0.01178 0.01015 0.004458 72 640: 74%|#######3 | 124/168 [00:23<00:08, 5.11it/s]
81/499 4.32G 0.01179 0.01017 0.004449 70 640: 74%|#######3 | 124/168 [00:23<00:08, 5.11it/s]
81/499 4.32G 0.01179 0.01017 0.004449 70 640: 74%|#######4 | 125/168 [00:23<00:08, 5.20it/s]
81/499 4.32G 0.01177 0.01015 0.004445 51 640: 74%|#######4 | 125/168 [00:24<00:08, 5.20it/s]
81/499 4.32G 0.01177 0.01015 0.004445 51 640: 75%|#######5 | 126/168 [00:24<00:07, 5.27it/s]
81/499 4.32G 0.01176 0.01013 0.004436 51 640: 75%|#######5 | 126/168 [00:24<00:07, 5.27it/s]
81/499 4.32G 0.01176 0.01013 0.004436 51 640: 76%|#######5 | 127/168 [00:24<00:07, 5.14it/s]
81/499 4.32G 0.01177 0.01011 0.004421 65 640: 76%|#######5 | 127/168 [00:24<00:07, 5.14it/s]
81/499 4.32G 0.01177 0.01011 0.004421 65 640: 76%|#######6 | 128/168 [00:24<00:07, 5.23it/s]
81/499 4.32G 0.01177 0.01014 0.004441 83 640: 76%|#######6 | 128/168 [00:24<00:07, 5.23it/s]
81/499 4.32G 0.01177 0.01014 0.004441 83 640: 77%|#######6 | 129/168 [00:24<00:07, 5.24it/s]
81/499 4.32G 0.01177 0.01015 0.004425 82 640: 77%|#######6 | 129/168 [00:24<00:07, 5.24it/s]
81/499 4.32G 0.01177 0.01015 0.004425 82 640: 77%|#######7 | 130/168 [00:24<00:07, 5.11it/s]
81/499 4.32G 0.01176 0.01015 0.004441 73 640: 77%|#######7 | 130/168 [00:25<00:07, 5.11it/s]
81/499 4.32G 0.01176 0.01015 0.004441 73 640: 78%|#######7 | 131/168 [00:25<00:07, 5.19it/s]
81/499 4.32G 0.01176 0.01015 0.004445 60 640: 78%|#######7 | 131/168 [00:25<00:07, 5.19it/s]
81/499 4.32G 0.01176 0.01015 0.004445 60 640: 79%|#######8 | 132/168 [00:25<00:06, 5.24it/s]
81/499 4.32G 0.01176 0.01015 0.004449 64 640: 79%|#######8 | 132/168 [00:25<00:06, 5.24it/s]
81/499 4.32G 0.01176 0.01015 0.004449 64 640: 79%|#######9 | 133/168 [00:25<00:06, 5.11it/s]
81/499 4.32G 0.01177 0.01014 0.004467 58 640: 79%|#######9 | 133/168 [00:25<00:06, 5.11it/s]
81/499 4.32G 0.01177 0.01014 0.004467 58 640: 80%|#######9 | 134/168 [00:25<00:06, 5.16it/s]
81/499 4.32G 0.01176 0.01014 0.004463 70 640: 80%|#######9 | 134/168 [00:25<00:06, 5.16it/s]
81/499 4.32G 0.01176 0.01014 0.004463 70 640: 80%|######## | 135/168 [00:25<00:06, 5.22it/s]
81/499 4.32G 0.01175 0.01015 0.004452 81 640: 80%|######## | 135/168 [00:26<00:06, 5.22it/s]
81/499 4.32G 0.01175 0.01015 0.004452 81 640: 81%|######## | 136/168 [00:26<00:06, 5.10it/s]
81/499 4.32G 0.01175 0.01013 0.00446 58 640: 81%|######## | 136/168 [00:26<00:06, 5.10it/s]
81/499 4.32G 0.01175 0.01013 0.00446 58 640: 82%|########1 | 137/168 [00:26<00:06, 5.16it/s]
81/499 4.32G 0.01175 0.01013 0.004447 55 640: 82%|########1 | 137/168 [00:26<00:06, 5.16it/s]
81/499 4.32G 0.01175 0.01013 0.004447 55 640: 82%|########2 | 138/168 [00:26<00:05, 5.24it/s]
81/499 4.32G 0.01176 0.01011 0.004459 65 640: 82%|########2 | 138/168 [00:26<00:05, 5.24it/s]
81/499 4.32G 0.01176 0.01011 0.004459 65 640: 83%|########2 | 139/168 [00:26<00:05, 5.11it/s]
81/499 4.32G 0.01175 0.0101 0.00445 58 640: 83%|########2 | 139/168 [00:26<00:05, 5.11it/s]
81/499 4.32G 0.01175 0.0101 0.00445 58 640: 83%|########3 | 140/168 [00:26<00:05, 5.21it/s]
81/499 4.32G 0.01173 0.01008 0.00444 56 640: 83%|########3 | 140/168 [00:26<00:05, 5.21it/s]
81/499 4.32G 0.01173 0.01008 0.00444 56 640: 84%|########3 | 141/168 [00:26<00:05, 5.21it/s]
81/499 4.32G 0.01172 0.01007 0.00443 71 640: 84%|########3 | 141/168 [00:27<00:05, 5.21it/s]
81/499 4.32G 0.01172 0.01007 0.00443 71 640: 85%|########4 | 142/168 [00:27<00:05, 5.08it/s]
81/499 4.32G 0.01172 0.01007 0.004421 64 640: 85%|########4 | 142/168 [00:27<00:05, 5.08it/s]
81/499 4.32G 0.01172 0.01007 0.004421 64 640: 85%|########5 | 143/168 [00:27<00:04, 5.20it/s]
81/499 4.32G 0.01171 0.01007 0.004405 70 640: 85%|########5 | 143/168 [00:27<00:04, 5.20it/s]
81/499 4.32G 0.01171 0.01007 0.004405 70 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s]
81/499 4.32G 0.0117 0.0101 0.004394 104 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s]
81/499 4.32G 0.0117 0.0101 0.004394 104 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s]
81/499 4.32G 0.0117 0.01011 0.00439 81 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s]
81/499 4.32G 0.0117 0.01011 0.00439 81 640: 87%|########6 | 146/168 [00:27<00:04, 5.23it/s]
81/499 4.32G 0.01172 0.01012 0.004402 70 640: 87%|########6 | 146/168 [00:28<00:04, 5.23it/s]
81/499 4.32G 0.01172 0.01012 0.004402 70 640: 88%|########7 | 147/168 [00:28<00:03, 5.32it/s]
81/499 4.32G 0.01172 0.01011 0.004408 61 640: 88%|########7 | 147/168 [00:28<00:03, 5.32it/s]
81/499 4.32G 0.01172 0.01011 0.004408 61 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s]
81/499 4.32G 0.01171 0.01011 0.004407 64 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s]
81/499 4.32G 0.01171 0.01011 0.004407 64 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s]
81/499 4.32G 0.01171 0.0101 0.00441 63 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s]
81/499 4.32G 0.01171 0.0101 0.00441 63 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s]
81/499 4.32G 0.01171 0.0101 0.004404 61 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s]
81/499 4.32G 0.01171 0.0101 0.004404 61 640: 90%|########9 | 151/168 [00:28<00:03, 5.13it/s]
81/499 4.32G 0.01171 0.0101 0.004413 66 640: 90%|########9 | 151/168 [00:29<00:03, 5.13it/s]
81/499 4.32G 0.01171 0.0101 0.004413 66 640: 90%|######### | 152/168 [00:29<00:03, 5.23it/s]
81/499 4.32G 0.01171 0.01011 0.004433 64 640: 90%|######### | 152/168 [00:29<00:03, 5.23it/s]
81/499 4.32G 0.01171 0.01011 0.004433 64 640: 91%|#########1| 153/168 [00:29<00:02, 5.33it/s]
81/499 4.32G 0.01171 0.0101 0.004419 66 640: 91%|#########1| 153/168 [00:29<00:02, 5.33it/s]
81/499 4.32G 0.01171 0.0101 0.004419 66 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s]
81/499 4.32G 0.0117 0.0101 0.004418 66 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s]
81/499 4.32G 0.0117 0.0101 0.004418 66 640: 92%|#########2| 155/168 [00:29<00:02, 5.27it/s]
81/499 4.32G 0.0117 0.01009 0.004397 67 640: 92%|#########2| 155/168 [00:29<00:02, 5.27it/s]
81/499 4.32G 0.0117 0.01009 0.004397 67 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s]
81/499 4.32G 0.01171 0.01011 0.004384 69 640: 93%|#########2| 156/168 [00:30<00:02, 5.34it/s]
81/499 4.32G 0.01171 0.01011 0.004384 69 640: 93%|#########3| 157/168 [00:30<00:02, 5.21it/s]
81/499 4.32G 0.01171 0.01011 0.004411 71 640: 93%|#########3| 157/168 [00:30<00:02, 5.21it/s]
81/499 4.32G 0.01171 0.01011 0.004411 71 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s]
81/499 4.32G 0.01173 0.01009 0.004409 53 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s]
81/499 4.32G 0.01173 0.01009 0.004409 53 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s]
81/499 4.32G 0.01172 0.01008 0.004387 58 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s]
81/499 4.32G 0.01172 0.01008 0.004387 58 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
81/499 4.32G 0.01172 0.01007 0.00439 63 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
81/499 4.32G 0.01172 0.01007 0.00439 63 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
81/499 4.32G 0.01173 0.01008 0.004389 68 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
81/499 4.32G 0.01173 0.01008 0.004389 68 640: 96%|#########6| 162/168 [00:30<00:01, 5.33it/s]
81/499 4.32G 0.01172 0.01007 0.004391 59 640: 96%|#########6| 162/168 [00:31<00:01, 5.33it/s]
81/499 4.32G 0.01172 0.01007 0.004391 59 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s]
81/499 4.32G 0.01172 0.01008 0.004387 75 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s]
81/499 4.32G 0.01172 0.01008 0.004387 75 640: 98%|#########7| 164/168 [00:31<00:00, 5.26it/s]
81/499 4.32G 0.01171 0.01007 0.004386 57 640: 98%|#########7| 164/168 [00:31<00:00, 5.26it/s]
81/499 4.32G 0.01171 0.01007 0.004386 57 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s]
81/499 4.32G 0.01172 0.01008 0.004376 71 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s]
81/499 4.32G 0.01172 0.01008 0.004376 71 640: 99%|#########8| 166/168 [00:31<00:00, 5.16it/s]
81/499 4.32G 0.01172 0.01008 0.004388 62 640: 99%|#########8| 166/168 [00:31<00:00, 5.16it/s]
81/499 4.32G 0.01172 0.01008 0.004388 62 640: 99%|#########9| 167/168 [00:31<00:00, 5.23it/s]
81/499 4.32G 0.01171 0.01007 0.004382 33 640: 99%|#########9| 167/168 [00:32<00:00, 5.23it/s]
81/499 4.32G 0.01171 0.01007 0.004382 33 640: 100%|##########| 168/168 [00:32<00:00, 5.41it/s]
81/499 4.32G 0.01171 0.01007 0.004382 33 640: 100%|##########| 168/168 [00:32<00:00, 5.23it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s]
all 132 263 0.807 0.856 0.847 0.73
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
82/499 4.32G 0.01157 0.006649 0.009162 59 640: 0%| | 0/168 [00:00<?, ?it/s]
82/499 4.32G 0.01157 0.006649 0.009162 59 640: 1%| | 1/168 [00:00<00:34, 4.86it/s]
82/499 4.32G 0.0122 0.007108 0.00741 51 640: 1%| | 1/168 [00:00<00:34, 4.86it/s]
82/499 4.32G 0.0122 0.007108 0.00741 51 640: 1%|1 | 2/168 [00:00<00:31, 5.21it/s]
82/499 4.32G 0.01189 0.008669 0.00656 83 640: 1%|1 | 2/168 [00:00<00:31, 5.21it/s]
82/499 4.32G 0.01189 0.008669 0.00656 83 640: 2%|1 | 3/168 [00:00<00:31, 5.21it/s]
82/499 4.32G 0.01198 0.008923 0.005536 73 640: 2%|1 | 3/168 [00:00<00:31, 5.21it/s]
82/499 4.32G 0.01198 0.008923 0.005536 73 640: 2%|2 | 4/168 [00:00<00:32, 5.07it/s]
82/499 4.32G 0.01161 0.009165 0.00511 78 640: 2%|2 | 4/168 [00:00<00:32, 5.07it/s]
82/499 4.32G 0.01161 0.009165 0.00511 78 640: 3%|2 | 5/168 [00:00<00:31, 5.21it/s]
82/499 4.32G 0.01167 0.009651 0.005184 81 640: 3%|2 | 5/168 [00:01<00:31, 5.21it/s]
82/499 4.32G 0.01167 0.009651 0.005184 81 640: 4%|3 | 6/168 [00:01<00:30, 5.30it/s]
82/499 4.32G 0.0118 0.00976 0.004762 73 640: 4%|3 | 6/168 [00:01<00:30, 5.30it/s]
82/499 4.32G 0.0118 0.00976 0.004762 73 640: 4%|4 | 7/168 [00:01<00:31, 5.16it/s]
82/499 4.32G 0.01161 0.009512 0.004817 55 640: 4%|4 | 7/168 [00:01<00:31, 5.16it/s]
82/499 4.32G 0.01161 0.009512 0.004817 55 640: 5%|4 | 8/168 [00:01<00:30, 5.25it/s]
82/499 4.32G 0.01141 0.009515 0.004373 67 640: 5%|4 | 8/168 [00:01<00:30, 5.25it/s]
82/499 4.32G 0.01141 0.009515 0.004373 67 640: 5%|5 | 9/168 [00:01<00:30, 5.29it/s]
82/499 4.32G 0.01135 0.009608 0.004316 69 640: 5%|5 | 9/168 [00:01<00:30, 5.29it/s]
82/499 4.32G 0.01135 0.009608 0.004316 69 640: 6%|5 | 10/168 [00:01<00:30, 5.16it/s]
82/499 4.32G 0.01156 0.009729 0.004388 77 640: 6%|5 | 10/168 [00:02<00:30, 5.16it/s]
82/499 4.32G 0.01156 0.009729 0.004388 77 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
82/499 4.32G 0.01156 0.01001 0.004197 78 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
82/499 4.32G 0.01156 0.01001 0.004197 78 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s]
82/499 4.32G 0.01172 0.01007 0.004086 78 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s]
82/499 4.32G 0.01172 0.01007 0.004086 78 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s]
82/499 4.32G 0.01163 0.01002 0.004029 70 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s]
82/499 4.32G 0.01163 0.01002 0.004029 70 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s]
82/499 4.32G 0.01172 0.01001 0.004179 72 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s]
82/499 4.32G 0.01172 0.01001 0.004179 72 640: 9%|8 | 15/168 [00:02<00:28, 5.35it/s]
82/499 4.32G 0.01172 0.009849 0.004226 50 640: 9%|8 | 15/168 [00:03<00:28, 5.35it/s]
82/499 4.32G 0.01172 0.009849 0.004226 50 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s]
82/499 4.32G 0.0116 0.009847 0.004295 61 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s]
82/499 4.32G 0.0116 0.009847 0.004295 61 640: 10%|# | 17/168 [00:03<00:28, 5.30it/s]
82/499 4.32G 0.01163 0.0098 0.004493 58 640: 10%|# | 17/168 [00:03<00:28, 5.30it/s]
82/499 4.32G 0.01163 0.0098 0.004493 58 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s]
82/499 4.32G 0.01167 0.009777 0.004422 69 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s]
82/499 4.32G 0.01167 0.009777 0.004422 69 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s]
82/499 4.32G 0.01164 0.009758 0.004411 66 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s]
82/499 4.32G 0.01164 0.009758 0.004411 66 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
82/499 4.32G 0.01176 0.009749 0.004363 66 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
82/499 4.32G 0.01176 0.009749 0.004363 66 640: 12%|#2 | 21/168 [00:03<00:27, 5.37it/s]
82/499 4.32G 0.01182 0.009816 0.004453 69 640: 12%|#2 | 21/168 [00:04<00:27, 5.37it/s]
82/499 4.32G 0.01182 0.009816 0.004453 69 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s]
82/499 4.32G 0.01176 0.009741 0.004511 71 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s]
82/499 4.32G 0.01176 0.009741 0.004511 71 640: 14%|#3 | 23/168 [00:04<00:27, 5.30it/s]
82/499 4.32G 0.01171 0.0097 0.004579 69 640: 14%|#3 | 23/168 [00:04<00:27, 5.30it/s]
82/499 4.32G 0.01171 0.0097 0.004579 69 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s]
82/499 4.32G 0.01166 0.009648 0.004734 65 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s]
82/499 4.32G 0.01166 0.009648 0.004734 65 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
82/499 4.32G 0.01163 0.009644 0.004813 52 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
82/499 4.32G 0.01163 0.009644 0.004813 52 640: 15%|#5 | 26/168 [00:04<00:26, 5.28it/s]
82/499 4.32G 0.01153 0.009565 0.004977 68 640: 15%|#5 | 26/168 [00:05<00:26, 5.28it/s]
82/499 4.32G 0.01153 0.009565 0.004977 68 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s]
82/499 4.32G 0.01151 0.009614 0.005025 82 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s]
82/499 4.32G 0.01151 0.009614 0.005025 82 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s]
82/499 4.32G 0.0116 0.009676 0.005187 66 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s]
82/499 4.32G 0.0116 0.009676 0.005187 66 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
82/499 4.32G 0.01156 0.009774 0.005179 90 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
82/499 4.32G 0.01156 0.009774 0.005179 90 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
82/499 4.32G 0.0115 0.009718 0.005204 70 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
82/499 4.32G 0.0115 0.009718 0.005204 70 640: 18%|#8 | 31/168 [00:05<00:26, 5.19it/s]
82/499 4.32G 0.01151 0.009708 0.005241 71 640: 18%|#8 | 31/168 [00:06<00:26, 5.19it/s]
82/499 4.32G 0.01151 0.009708 0.005241 71 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s]
82/499 4.32G 0.01146 0.009703 0.005217 78 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s]
82/499 4.32G 0.01146 0.009703 0.005217 78 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s]
82/499 4.32G 0.01149 0.009721 0.005337 73 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s]
82/499 4.32G 0.01149 0.009721 0.005337 73 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s]
82/499 4.32G 0.01147 0.009751 0.005253 72 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s]
82/499 4.32G 0.01147 0.009751 0.005253 72 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s]
82/499 4.32G 0.01143 0.009697 0.005179 59 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s]
82/499 4.32G 0.01143 0.009697 0.005179 59 640: 21%|##1 | 36/168 [00:06<00:24, 5.34it/s]
82/499 4.32G 0.01142 0.009699 0.005179 71 640: 21%|##1 | 36/168 [00:07<00:24, 5.34it/s]
82/499 4.32G 0.01142 0.009699 0.005179 71 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s]
82/499 4.32G 0.01147 0.009701 0.005097 61 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s]
82/499 4.32G 0.01147 0.009701 0.005097 61 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s]
82/499 4.32G 0.01145 0.009689 0.005091 68 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s]
82/499 4.32G 0.01145 0.009689 0.005091 68 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s]
82/499 4.32G 0.01154 0.009655 0.005087 50 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s]
82/499 4.32G 0.01154 0.009655 0.005087 50 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s]
82/499 4.32G 0.0115 0.009655 0.005086 68 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s]
82/499 4.32G 0.0115 0.009655 0.005086 68 640: 24%|##4 | 41/168 [00:07<00:24, 5.26it/s]
82/499 4.32G 0.01146 0.009615 0.005068 55 640: 24%|##4 | 41/168 [00:07<00:24, 5.26it/s]
82/499 4.32G 0.01146 0.009615 0.005068 55 640: 25%|##5 | 42/168 [00:07<00:23, 5.29it/s]
82/499 4.32G 0.01142 0.009621 0.005031 69 640: 25%|##5 | 42/168 [00:08<00:23, 5.29it/s]
82/499 4.32G 0.01142 0.009621 0.005031 69 640: 26%|##5 | 43/168 [00:08<00:24, 5.15it/s]
82/499 4.32G 0.01147 0.009626 0.004942 56 640: 26%|##5 | 43/168 [00:08<00:24, 5.15it/s]
82/499 4.32G 0.01147 0.009626 0.004942 56 640: 26%|##6 | 44/168 [00:08<00:23, 5.21it/s]
82/499 4.32G 0.0115 0.009593 0.004913 54 640: 26%|##6 | 44/168 [00:08<00:23, 5.21it/s]
82/499 4.32G 0.0115 0.009593 0.004913 54 640: 27%|##6 | 45/168 [00:08<00:23, 5.28it/s]
82/499 4.32G 0.01147 0.009628 0.004889 77 640: 27%|##6 | 45/168 [00:08<00:23, 5.28it/s]
82/499 4.32G 0.01147 0.009628 0.004889 77 640: 27%|##7 | 46/168 [00:08<00:23, 5.12it/s]
82/499 4.32G 0.01144 0.0096 0.004884 50 640: 27%|##7 | 46/168 [00:08<00:23, 5.12it/s]
82/499 4.32G 0.01144 0.0096 0.004884 50 640: 28%|##7 | 47/168 [00:08<00:23, 5.20it/s]
82/499 4.32G 0.01143 0.009585 0.00481 52 640: 28%|##7 | 47/168 [00:09<00:23, 5.20it/s]
82/499 4.32G 0.01143 0.009585 0.00481 52 640: 29%|##8 | 48/168 [00:09<00:22, 5.28it/s]
82/499 4.32G 0.01142 0.009589 0.004839 67 640: 29%|##8 | 48/168 [00:09<00:22, 5.28it/s]
82/499 4.32G 0.01142 0.009589 0.004839 67 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s]
82/499 4.32G 0.0114 0.009574 0.004796 65 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s]
82/499 4.32G 0.0114 0.009574 0.004796 65 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s]
82/499 4.32G 0.01141 0.009591 0.004783 54 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s]
82/499 4.32G 0.01141 0.009591 0.004783 54 640: 30%|### | 51/168 [00:09<00:22, 5.28it/s]
82/499 4.32G 0.01142 0.009581 0.004752 55 640: 30%|### | 51/168 [00:09<00:22, 5.28it/s]
82/499 4.32G 0.01142 0.009581 0.004752 55 640: 31%|### | 52/168 [00:09<00:22, 5.13it/s]
82/499 4.32G 0.0114 0.0096 0.004778 73 640: 31%|### | 52/168 [00:10<00:22, 5.13it/s]
82/499 4.32G 0.0114 0.0096 0.004778 73 640: 32%|###1 | 53/168 [00:10<00:21, 5.23it/s]
82/499 4.32G 0.01138 0.009595 0.004758 72 640: 32%|###1 | 53/168 [00:10<00:21, 5.23it/s]
82/499 4.32G 0.01138 0.009595 0.004758 72 640: 32%|###2 | 54/168 [00:10<00:21, 5.29it/s]
82/499 4.32G 0.01141 0.009649 0.004709 80 640: 32%|###2 | 54/168 [00:10<00:21, 5.29it/s]
82/499 4.32G 0.01141 0.009649 0.004709 80 640: 33%|###2 | 55/168 [00:10<00:22, 5.14it/s]
82/499 4.32G 0.01141 0.009615 0.004648 48 640: 33%|###2 | 55/168 [00:10<00:22, 5.14it/s]
82/499 4.32G 0.01141 0.009615 0.004648 48 640: 33%|###3 | 56/168 [00:10<00:21, 5.24it/s]
82/499 4.32G 0.01141 0.009625 0.004598 63 640: 33%|###3 | 56/168 [00:10<00:21, 5.24it/s]
82/499 4.32G 0.01141 0.009625 0.004598 63 640: 34%|###3 | 57/168 [00:10<00:20, 5.31it/s]
82/499 4.32G 0.01141 0.009667 0.004568 83 640: 34%|###3 | 57/168 [00:11<00:20, 5.31it/s]
82/499 4.32G 0.01141 0.009667 0.004568 83 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s]
82/499 4.32G 0.0114 0.009675 0.004584 72 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s]
82/499 4.32G 0.0114 0.009675 0.004584 72 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
82/499 4.32G 0.01141 0.009723 0.00457 86 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
82/499 4.32G 0.01141 0.009723 0.00457 86 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s]
82/499 4.32G 0.01144 0.009724 0.004575 53 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s]
82/499 4.32G 0.01144 0.009724 0.004575 53 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s]
82/499 4.32G 0.01144 0.009734 0.004606 66 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s]
82/499 4.32G 0.01144 0.009734 0.004606 66 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s]
82/499 4.32G 0.01144 0.00977 0.004606 78 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s]
82/499 4.32G 0.01144 0.00977 0.004606 78 640: 38%|###7 | 63/168 [00:11<00:19, 5.36it/s]
82/499 4.32G 0.01148 0.009761 0.004651 58 640: 38%|###7 | 63/168 [00:12<00:19, 5.36it/s]
82/499 4.32G 0.01148 0.009761 0.004651 58 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
82/499 4.32G 0.01147 0.00975 0.004677 70 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
82/499 4.32G 0.01147 0.00975 0.004677 70 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s]
82/499 4.32G 0.01149 0.009762 0.004691 70 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s]
82/499 4.32G 0.01149 0.009762 0.004691 70 640: 39%|###9 | 66/168 [00:12<00:19, 5.37it/s]
82/499 4.32G 0.01149 0.009774 0.004703 76 640: 39%|###9 | 66/168 [00:12<00:19, 5.37it/s]
82/499 4.32G 0.01149 0.009774 0.004703 76 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s]
82/499 4.32G 0.01148 0.009779 0.004708 70 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s]
82/499 4.32G 0.01148 0.009779 0.004708 70 640: 40%|#### | 68/168 [00:12<00:18, 5.31it/s]
82/499 4.32G 0.01149 0.009768 0.004672 57 640: 40%|#### | 68/168 [00:13<00:18, 5.31it/s]
82/499 4.32G 0.01149 0.009768 0.004672 57 640: 41%|####1 | 69/168 [00:13<00:18, 5.38it/s]
82/499 4.32G 0.01149 0.009782 0.004661 81 640: 41%|####1 | 69/168 [00:13<00:18, 5.38it/s]
82/499 4.32G 0.01149 0.009782 0.004661 81 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s]
82/499 4.32G 0.01148 0.009776 0.004651 62 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s]
82/499 4.32G 0.01148 0.009776 0.004651 62 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s]
82/499 4.32G 0.01147 0.00978 0.004683 72 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s]
82/499 4.32G 0.01147 0.00978 0.004683 72 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
82/499 4.32G 0.01148 0.009781 0.004722 71 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
82/499 4.32G 0.01148 0.009781 0.004722 71 640: 43%|####3 | 73/168 [00:13<00:18, 5.23it/s]
82/499 4.32G 0.0115 0.009789 0.004725 58 640: 43%|####3 | 73/168 [00:14<00:18, 5.23it/s]
82/499 4.32G 0.0115 0.009789 0.004725 58 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s]
82/499 4.32G 0.01147 0.009809 0.004762 74 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s]
82/499 4.32G 0.01147 0.009809 0.004762 74 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s]
82/499 4.32G 0.01149 0.009826 0.004768 72 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s]
82/499 4.32G 0.01149 0.009826 0.004768 72 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s]
82/499 4.32G 0.01149 0.009806 0.004728 60 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s]
82/499 4.32G 0.01149 0.009806 0.004728 60 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
82/499 4.32G 0.01148 0.009799 0.004739 64 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
82/499 4.32G 0.01148 0.009799 0.004739 64 640: 46%|####6 | 78/168 [00:14<00:16, 5.35it/s]
82/499 4.32G 0.01151 0.009809 0.004775 69 640: 46%|####6 | 78/168 [00:15<00:16, 5.35it/s]
82/499 4.32G 0.01151 0.009809 0.004775 69 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s]
82/499 4.32G 0.01151 0.009841 0.004777 75 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s]
82/499 4.32G 0.01151 0.009841 0.004777 75 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
82/499 4.32G 0.01152 0.009841 0.004761 69 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
82/499 4.32G 0.01152 0.009841 0.004761 69 640: 48%|####8 | 81/168 [00:15<00:16, 5.37it/s]
82/499 4.32G 0.0115 0.009851 0.00475 88 640: 48%|####8 | 81/168 [00:15<00:16, 5.37it/s]
82/499 4.32G 0.0115 0.009851 0.00475 88 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s]
82/499 4.32G 0.01149 0.009872 0.004709 83 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s]
82/499 4.32G 0.01149 0.009872 0.004709 83 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s]
82/499 4.32G 0.01149 0.009871 0.004697 65 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s]
82/499 4.32G 0.01149 0.009871 0.004697 65 640: 50%|##### | 84/168 [00:15<00:15, 5.37it/s]
82/499 4.32G 0.01148 0.009863 0.004694 64 640: 50%|##### | 84/168 [00:16<00:15, 5.37it/s]
82/499 4.32G 0.01148 0.009863 0.004694 64 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
82/499 4.32G 0.01149 0.009846 0.00471 55 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
82/499 4.32G 0.01149 0.009846 0.00471 55 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s]
82/499 4.32G 0.01148 0.009839 0.004687 72 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s]
82/499 4.32G 0.01148 0.009839 0.004687 72 640: 52%|#####1 | 87/168 [00:16<00:15, 5.28it/s]
82/499 4.32G 0.01149 0.009843 0.004716 61 640: 52%|#####1 | 87/168 [00:16<00:15, 5.28it/s]
82/499 4.32G 0.01149 0.009843 0.004716 61 640: 52%|#####2 | 88/168 [00:16<00:15, 5.15it/s]
82/499 4.32G 0.01149 0.009846 0.004693 67 640: 52%|#####2 | 88/168 [00:16<00:15, 5.15it/s]
82/499 4.32G 0.01149 0.009846 0.004693 67 640: 53%|#####2 | 89/168 [00:16<00:15, 5.23it/s]
82/499 4.32G 0.0115 0.009858 0.004697 78 640: 53%|#####2 | 89/168 [00:17<00:15, 5.23it/s]
82/499 4.32G 0.0115 0.009858 0.004697 78 640: 54%|#####3 | 90/168 [00:17<00:14, 5.31it/s]
82/499 4.32G 0.01152 0.009879 0.004689 85 640: 54%|#####3 | 90/168 [00:17<00:14, 5.31it/s]
82/499 4.32G 0.01152 0.009879 0.004689 85 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s]
82/499 4.32G 0.01152 0.009904 0.004696 76 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s]
82/499 4.32G 0.01152 0.009904 0.004696 76 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s]
82/499 4.32G 0.01149 0.009895 0.00472 64 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s]
82/499 4.32G 0.01149 0.009895 0.00472 64 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s]
82/499 4.32G 0.0115 0.009905 0.004718 71 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s]
82/499 4.32G 0.0115 0.009905 0.004718 71 640: 56%|#####5 | 94/168 [00:17<00:14, 5.14it/s]
82/499 4.32G 0.01153 0.009935 0.004725 74 640: 56%|#####5 | 94/168 [00:18<00:14, 5.14it/s]
82/499 4.32G 0.01153 0.009935 0.004725 74 640: 57%|#####6 | 95/168 [00:18<00:13, 5.22it/s]
82/499 4.32G 0.01157 0.009937 0.00475 69 640: 57%|#####6 | 95/168 [00:18<00:13, 5.22it/s]
82/499 4.32G 0.01157 0.009937 0.00475 69 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s]
82/499 4.32G 0.01157 0.009954 0.004741 83 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s]
82/499 4.32G 0.01157 0.009954 0.004741 83 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s]
82/499 4.32G 0.01159 0.009969 0.004762 73 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s]
82/499 4.32G 0.01159 0.009969 0.004762 73 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s]
82/499 4.32G 0.01157 0.009957 0.004753 64 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s]
82/499 4.32G 0.01157 0.009957 0.004753 64 640: 59%|#####8 | 99/168 [00:18<00:13, 5.29it/s]
82/499 4.32G 0.01156 0.00996 0.004785 75 640: 59%|#####8 | 99/168 [00:19<00:13, 5.29it/s]
82/499 4.32G 0.01156 0.00996 0.004785 75 640: 60%|#####9 | 100/168 [00:19<00:13, 5.15it/s]
82/499 4.32G 0.01156 0.009949 0.004807 70 640: 60%|#####9 | 100/168 [00:19<00:13, 5.15it/s]
82/499 4.32G 0.01156 0.009949 0.004807 70 640: 60%|###### | 101/168 [00:19<00:12, 5.23it/s]
82/499 4.32G 0.01156 0.009934 0.004797 70 640: 60%|###### | 101/168 [00:19<00:12, 5.23it/s]
82/499 4.32G 0.01156 0.009934 0.004797 70 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s]
82/499 4.32G 0.01155 0.009939 0.004785 60 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s]
82/499 4.32G 0.01155 0.009939 0.004785 60 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s]
82/499 4.32G 0.01158 0.009976 0.004784 81 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s]
82/499 4.32G 0.01158 0.009976 0.004784 81 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s]
82/499 4.32G 0.01158 0.01 0.00477 78 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s]
82/499 4.32G 0.01158 0.01 0.00477 78 640: 62%|######2 | 105/168 [00:19<00:11, 5.27it/s]
82/499 4.32G 0.01158 0.01002 0.004753 73 640: 62%|######2 | 105/168 [00:20<00:11, 5.27it/s]
82/499 4.32G 0.01158 0.01002 0.004753 73 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s]
82/499 4.32G 0.01157 0.01001 0.004737 66 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s]
82/499 4.32G 0.01157 0.01001 0.004737 66 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s]
82/499 4.32G 0.01158 0.01002 0.00473 69 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s]
82/499 4.32G 0.01158 0.01002 0.00473 69 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s]
82/499 4.32G 0.01158 0.01001 0.004727 53 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s]
82/499 4.32G 0.01158 0.01001 0.004727 53 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s]
82/499 4.32G 0.0116 0.01002 0.00471 55 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s]
82/499 4.32G 0.0116 0.01002 0.00471 55 640: 65%|######5 | 110/168 [00:20<00:11, 5.22it/s]
82/499 4.32G 0.01161 0.01002 0.004726 62 640: 65%|######5 | 110/168 [00:21<00:11, 5.22it/s]
82/499 4.32G 0.01161 0.01002 0.004726 62 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
82/499 4.32G 0.01161 0.01003 0.00471 59 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
82/499 4.32G 0.01161 0.01003 0.00471 59 640: 67%|######6 | 112/168 [00:21<00:10, 5.19it/s]
82/499 4.32G 0.01162 0.01004 0.004723 68 640: 67%|######6 | 112/168 [00:21<00:10, 5.19it/s]
82/499 4.32G 0.01162 0.01004 0.004723 68 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s]
82/499 4.32G 0.01162 0.01003 0.004737 63 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s]
82/499 4.32G 0.01162 0.01003 0.004737 63 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s]
82/499 4.32G 0.01163 0.01003 0.00475 77 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s]
82/499 4.32G 0.01163 0.01003 0.00475 77 640: 68%|######8 | 115/168 [00:21<00:10, 5.18it/s]
82/499 4.32G 0.01164 0.01005 0.004752 81 640: 68%|######8 | 115/168 [00:22<00:10, 5.18it/s]
82/499 4.32G 0.01164 0.01005 0.004752 81 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s]
82/499 4.32G 0.01165 0.01006 0.004762 70 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s]
82/499 4.32G 0.01165 0.01006 0.004762 70 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s]
82/499 4.32G 0.01165 0.01008 0.004763 76 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s]
82/499 4.32G 0.01165 0.01008 0.004763 76 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s]
82/499 4.32G 0.01166 0.01009 0.004758 69 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s]
82/499 4.32G 0.01166 0.01009 0.004758 69 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s]
82/499 4.32G 0.01166 0.0101 0.004735 82 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s]
82/499 4.32G 0.01166 0.0101 0.004735 82 640: 71%|#######1 | 120/168 [00:22<00:08, 5.35it/s]
82/499 4.32G 0.01166 0.01011 0.004713 76 640: 71%|#######1 | 120/168 [00:23<00:08, 5.35it/s]
82/499 4.32G 0.01166 0.01011 0.004713 76 640: 72%|#######2 | 121/168 [00:23<00:09, 5.20it/s]
82/499 4.32G 0.01166 0.01011 0.004728 77 640: 72%|#######2 | 121/168 [00:23<00:09, 5.20it/s]
82/499 4.32G 0.01166 0.01011 0.004728 77 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s]
82/499 4.32G 0.01165 0.01012 0.004713 73 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s]
82/499 4.32G 0.01165 0.01012 0.004713 73 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s]
82/499 4.32G 0.01165 0.01013 0.004702 81 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s]
82/499 4.32G 0.01165 0.01013 0.004702 81 640: 74%|#######3 | 124/168 [00:23<00:08, 5.22it/s]
82/499 4.32G 0.01165 0.01013 0.00471 62 640: 74%|#######3 | 124/168 [00:23<00:08, 5.22it/s]
82/499 4.32G 0.01165 0.01013 0.00471 62 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
82/499 4.32G 0.01165 0.01013 0.004712 62 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
82/499 4.32G 0.01165 0.01013 0.004712 62 640: 75%|#######5 | 126/168 [00:23<00:07, 5.35it/s]
82/499 4.32G 0.01166 0.01012 0.004729 60 640: 75%|#######5 | 126/168 [00:24<00:07, 5.35it/s]
82/499 4.32G 0.01166 0.01012 0.004729 60 640: 76%|#######5 | 127/168 [00:24<00:07, 5.22it/s]
82/499 4.32G 0.01167 0.01013 0.004728 73 640: 76%|#######5 | 127/168 [00:24<00:07, 5.22it/s]
82/499 4.32G 0.01167 0.01013 0.004728 73 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s]
82/499 4.32G 0.01168 0.01011 0.004747 56 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s]
82/499 4.32G 0.01168 0.01011 0.004747 56 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s]
82/499 4.32G 0.01169 0.0101 0.004754 64 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s]
82/499 4.32G 0.01169 0.0101 0.004754 64 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s]
82/499 4.32G 0.0117 0.01008 0.00475 48 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s]
82/499 4.32G 0.0117 0.01008 0.00475 48 640: 78%|#######7 | 131/168 [00:24<00:06, 5.30it/s]
82/499 4.32G 0.01169 0.01009 0.00474 69 640: 78%|#######7 | 131/168 [00:25<00:06, 5.30it/s]
82/499 4.32G 0.01169 0.01009 0.00474 69 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s]
82/499 4.32G 0.01169 0.01007 0.004734 54 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s]
82/499 4.32G 0.01169 0.01007 0.004734 54 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
82/499 4.32G 0.0117 0.01006 0.004728 61 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
82/499 4.32G 0.0117 0.01006 0.004728 61 640: 80%|#######9 | 134/168 [00:25<00:06, 5.30it/s]
82/499 4.32G 0.01171 0.01007 0.004729 69 640: 80%|#######9 | 134/168 [00:25<00:06, 5.30it/s]
82/499 4.32G 0.01171 0.01007 0.004729 69 640: 80%|######## | 135/168 [00:25<00:06, 5.32it/s]
82/499 4.32G 0.01172 0.01006 0.004716 59 640: 80%|######## | 135/168 [00:25<00:06, 5.32it/s]
82/499 4.32G 0.01172 0.01006 0.004716 59 640: 81%|######## | 136/168 [00:25<00:06, 5.19it/s]
82/499 4.32G 0.01172 0.01005 0.004715 69 640: 81%|######## | 136/168 [00:26<00:06, 5.19it/s]
82/499 4.32G 0.01172 0.01005 0.004715 69 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s]
82/499 4.32G 0.01172 0.01005 0.004709 64 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s]
82/499 4.32G 0.01172 0.01005 0.004709 64 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s]
82/499 4.32G 0.01172 0.01005 0.004689 67 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s]
82/499 4.32G 0.01172 0.01005 0.004689 67 640: 83%|########2 | 139/168 [00:26<00:05, 5.20it/s]
82/499 4.32G 0.01172 0.01006 0.004691 79 640: 83%|########2 | 139/168 [00:26<00:05, 5.20it/s]
82/499 4.32G 0.01172 0.01006 0.004691 79 640: 83%|########3 | 140/168 [00:26<00:05, 5.28it/s]
82/499 4.32G 0.01172 0.01007 0.004687 72 640: 83%|########3 | 140/168 [00:26<00:05, 5.28it/s]
82/499 4.32G 0.01172 0.01007 0.004687 72 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s]
82/499 4.32G 0.01172 0.01008 0.004688 62 640: 84%|########3 | 141/168 [00:27<00:05, 5.35it/s]
82/499 4.32G 0.01172 0.01008 0.004688 62 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s]
82/499 4.32G 0.01173 0.01008 0.004705 79 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s]
82/499 4.32G 0.01173 0.01008 0.004705 79 640: 85%|########5 | 143/168 [00:27<00:04, 5.24it/s]
82/499 4.32G 0.01173 0.01007 0.004749 60 640: 85%|########5 | 143/168 [00:27<00:04, 5.24it/s]
82/499 4.32G 0.01173 0.01007 0.004749 60 640: 86%|########5 | 144/168 [00:27<00:04, 5.29it/s]
82/499 4.32G 0.01173 0.01008 0.004731 68 640: 86%|########5 | 144/168 [00:27<00:04, 5.29it/s]
82/499 4.32G 0.01173 0.01008 0.004731 68 640: 86%|########6 | 145/168 [00:27<00:04, 5.15it/s]
82/499 4.32G 0.01173 0.01005 0.004734 53 640: 86%|########6 | 145/168 [00:27<00:04, 5.15it/s]
82/499 4.32G 0.01173 0.01005 0.004734 53 640: 87%|########6 | 146/168 [00:27<00:04, 5.23it/s]
82/499 4.32G 0.01175 0.01007 0.00474 74 640: 87%|########6 | 146/168 [00:27<00:04, 5.23it/s]
82/499 4.32G 0.01175 0.01007 0.00474 74 640: 88%|########7 | 147/168 [00:27<00:03, 5.28it/s]
82/499 4.32G 0.01175 0.01007 0.004738 69 640: 88%|########7 | 147/168 [00:28<00:03, 5.28it/s]
82/499 4.32G 0.01175 0.01007 0.004738 69 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s]
82/499 4.32G 0.01174 0.01006 0.004725 60 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s]
82/499 4.32G 0.01174 0.01006 0.004725 60 640: 89%|########8 | 149/168 [00:28<00:03, 5.25it/s]
82/499 4.32G 0.01174 0.01007 0.004708 79 640: 89%|########8 | 149/168 [00:28<00:03, 5.25it/s]
82/499 4.32G 0.01174 0.01007 0.004708 79 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
82/499 4.32G 0.01175 0.01006 0.004695 62 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
82/499 4.32G 0.01175 0.01006 0.004695 62 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s]
82/499 4.32G 0.01175 0.01006 0.004688 67 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s]
82/499 4.32G 0.01175 0.01006 0.004688 67 640: 90%|######### | 152/168 [00:28<00:03, 5.27it/s]
82/499 4.32G 0.01174 0.01005 0.004669 61 640: 90%|######### | 152/168 [00:29<00:03, 5.27it/s]
82/499 4.32G 0.01174 0.01005 0.004669 61 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s]
82/499 4.32G 0.01175 0.01004 0.004685 62 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s]
82/499 4.32G 0.01175 0.01004 0.004685 62 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s]
82/499 4.32G 0.01177 0.01004 0.004675 68 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s]
82/499 4.32G 0.01177 0.01004 0.004675 68 640: 92%|#########2| 155/168 [00:29<00:02, 5.27it/s]
82/499 4.32G 0.01177 0.01004 0.004659 78 640: 92%|#########2| 155/168 [00:29<00:02, 5.27it/s]
82/499 4.32G 0.01177 0.01004 0.004659 78 640: 93%|#########2| 156/168 [00:29<00:02, 5.33it/s]
82/499 4.32G 0.01177 0.01005 0.004649 63 640: 93%|#########2| 156/168 [00:29<00:02, 5.33it/s]
82/499 4.32G 0.01177 0.01005 0.004649 63 640: 93%|#########3| 157/168 [00:29<00:02, 5.15it/s]
82/499 4.32G 0.01177 0.01006 0.004649 87 640: 93%|#########3| 157/168 [00:30<00:02, 5.15it/s]
82/499 4.32G 0.01177 0.01006 0.004649 87 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s]
82/499 4.32G 0.01177 0.01006 0.004633 65 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s]
82/499 4.32G 0.01177 0.01006 0.004633 65 640: 95%|#########4| 159/168 [00:30<00:01, 5.31it/s]
82/499 4.32G 0.01177 0.01006 0.004619 78 640: 95%|#########4| 159/168 [00:30<00:01, 5.31it/s]
82/499 4.32G 0.01177 0.01006 0.004619 78 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s]
82/499 4.32G 0.01178 0.01007 0.004609 83 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s]
82/499 4.32G 0.01178 0.01007 0.004609 83 640: 96%|#########5| 161/168 [00:30<00:01, 5.25it/s]
82/499 4.32G 0.01178 0.01007 0.004601 69 640: 96%|#########5| 161/168 [00:30<00:01, 5.25it/s]
82/499 4.32G 0.01178 0.01007 0.004601 69 640: 96%|#########6| 162/168 [00:30<00:01, 5.32it/s]
82/499 4.32G 0.01179 0.01007 0.004614 65 640: 96%|#########6| 162/168 [00:31<00:01, 5.32it/s]
82/499 4.32G 0.01179 0.01007 0.004614 65 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s]
82/499 4.32G 0.01178 0.01006 0.004607 64 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s]
82/499 4.32G 0.01178 0.01006 0.004607 64 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s]
82/499 4.32G 0.01178 0.01006 0.004616 65 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s]
82/499 4.32G 0.01178 0.01006 0.004616 65 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s]
82/499 4.32G 0.01178 0.01007 0.004617 68 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s]
82/499 4.32G 0.01178 0.01007 0.004617 68 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s]
82/499 4.32G 0.01178 0.01009 0.004613 82 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s]
82/499 4.32G 0.01178 0.01009 0.004613 82 640: 99%|#########9| 167/168 [00:31<00:00, 5.28it/s]
82/499 4.32G 0.01178 0.01008 0.004659 22 640: 99%|#########9| 167/168 [00:31<00:00, 5.28it/s]
82/499 4.32G 0.01178 0.01008 0.004659 22 640: 100%|##########| 168/168 [00:31<00:00, 5.45it/s]
82/499 4.32G 0.01178 0.01008 0.004659 22 640: 100%|##########| 168/168 [00:31<00:00, 5.26it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s]
all 132 263 0.803 0.891 0.877 0.75
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
83/499 4.32G 0.01163 0.01099 0.005736 78 640: 0%| | 0/168 [00:00<?, ?it/s]
83/499 4.32G 0.01163 0.01099 0.005736 78 640: 1%| | 1/168 [00:00<00:34, 4.84it/s]
83/499 4.32G 0.01213 0.009913 0.004696 56 640: 1%| | 1/168 [00:00<00:34, 4.84it/s]
83/499 4.32G 0.01213 0.009913 0.004696 56 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s]
83/499 4.32G 0.01172 0.01011 0.005046 85 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s]
83/499 4.32G 0.01172 0.01011 0.005046 85 640: 2%|1 | 3/168 [00:00<00:31, 5.32it/s]
83/499 4.32G 0.01179 0.01006 0.005263 74 640: 2%|1 | 3/168 [00:00<00:31, 5.32it/s]
83/499 4.32G 0.01179 0.01006 0.005263 74 640: 2%|2 | 4/168 [00:00<00:32, 5.09it/s]
83/499 4.32G 0.01175 0.01025 0.004871 74 640: 2%|2 | 4/168 [00:00<00:32, 5.09it/s]
83/499 4.32G 0.01175 0.01025 0.004871 74 640: 3%|2 | 5/168 [00:00<00:31, 5.18it/s]
83/499 4.32G 0.01146 0.009997 0.004735 64 640: 3%|2 | 5/168 [00:01<00:31, 5.18it/s]
83/499 4.32G 0.01146 0.009997 0.004735 64 640: 4%|3 | 6/168 [00:01<00:30, 5.24it/s]
83/499 4.32G 0.01165 0.009936 0.004669 53 640: 4%|3 | 6/168 [00:01<00:30, 5.24it/s]
83/499 4.32G 0.01165 0.009936 0.004669 53 640: 4%|4 | 7/168 [00:01<00:31, 5.11it/s]
83/499 4.32G 0.01167 0.009877 0.004612 73 640: 4%|4 | 7/168 [00:01<00:31, 5.11it/s]
83/499 4.32G 0.01167 0.009877 0.004612 73 640: 5%|4 | 8/168 [00:01<00:30, 5.23it/s]
83/499 4.32G 0.01154 0.00984 0.004366 71 640: 5%|4 | 8/168 [00:01<00:30, 5.23it/s]
83/499 4.32G 0.01154 0.00984 0.004366 71 640: 5%|5 | 9/168 [00:01<00:30, 5.29it/s]
83/499 4.32G 0.01143 0.009663 0.004062 61 640: 5%|5 | 9/168 [00:01<00:30, 5.29it/s]
83/499 4.32G 0.01143 0.009663 0.004062 61 640: 6%|5 | 10/168 [00:01<00:30, 5.16it/s]
83/499 4.32G 0.01147 0.009814 0.004327 76 640: 6%|5 | 10/168 [00:02<00:30, 5.16it/s]
83/499 4.32G 0.01147 0.009814 0.004327 76 640: 7%|6 | 11/168 [00:02<00:29, 5.25it/s]
83/499 4.32G 0.01153 0.009701 0.004261 68 640: 7%|6 | 11/168 [00:02<00:29, 5.25it/s]
83/499 4.32G 0.01153 0.009701 0.004261 68 640: 7%|7 | 12/168 [00:02<00:29, 5.27it/s]
83/499 4.32G 0.01162 0.00949 0.004206 56 640: 7%|7 | 12/168 [00:02<00:29, 5.27it/s]
83/499 4.32G 0.01162 0.00949 0.004206 56 640: 8%|7 | 13/168 [00:02<00:30, 5.15it/s]
83/499 4.32G 0.01171 0.009428 0.004135 67 640: 8%|7 | 13/168 [00:02<00:30, 5.15it/s]
83/499 4.32G 0.01171 0.009428 0.004135 67 640: 8%|8 | 14/168 [00:02<00:29, 5.24it/s]
83/499 4.32G 0.01186 0.00951 0.004285 56 640: 8%|8 | 14/168 [00:02<00:29, 5.24it/s]
83/499 4.32G 0.01186 0.00951 0.004285 56 640: 9%|8 | 15/168 [00:02<00:28, 5.32it/s]
83/499 4.32G 0.01194 0.009696 0.004306 77 640: 9%|8 | 15/168 [00:03<00:28, 5.32it/s]
83/499 4.32G 0.01194 0.009696 0.004306 77 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s]
83/499 4.32G 0.01193 0.009679 0.004298 65 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s]
83/499 4.32G 0.01193 0.009679 0.004298 65 640: 10%|# | 17/168 [00:03<00:28, 5.24it/s]
83/499 4.32G 0.01199 0.009829 0.00421 74 640: 10%|# | 17/168 [00:03<00:28, 5.24it/s]
83/499 4.32G 0.01199 0.009829 0.00421 74 640: 11%|# | 18/168 [00:03<00:28, 5.32it/s]
83/499 4.32G 0.01194 0.009926 0.004056 83 640: 11%|# | 18/168 [00:03<00:28, 5.32it/s]
83/499 4.32G 0.01194 0.009926 0.004056 83 640: 11%|#1 | 19/168 [00:03<00:28, 5.18it/s]
83/499 4.32G 0.01192 0.009977 0.00399 80 640: 11%|#1 | 19/168 [00:03<00:28, 5.18it/s]
83/499 4.32G 0.01192 0.009977 0.00399 80 640: 12%|#1 | 20/168 [00:03<00:28, 5.25it/s]
83/499 4.32G 0.0119 0.009929 0.003937 67 640: 12%|#1 | 20/168 [00:04<00:28, 5.25it/s]
83/499 4.32G 0.0119 0.009929 0.003937 67 640: 12%|#2 | 21/168 [00:04<00:27, 5.32it/s]
83/499 4.32G 0.0119 0.01002 0.004084 83 640: 12%|#2 | 21/168 [00:04<00:27, 5.32it/s]
83/499 4.32G 0.0119 0.01002 0.004084 83 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
83/499 4.32G 0.01192 0.01001 0.004039 64 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
83/499 4.32G 0.01192 0.01001 0.004039 64 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s]
83/499 4.32G 0.01189 0.009922 0.004258 75 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s]
83/499 4.32G 0.01189 0.009922 0.004258 75 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s]
83/499 4.32G 0.01189 0.009984 0.004262 73 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s]
83/499 4.32G 0.01189 0.009984 0.004262 73 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
83/499 4.32G 0.01194 0.00997 0.004347 58 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
83/499 4.32G 0.01194 0.00997 0.004347 58 640: 15%|#5 | 26/168 [00:04<00:26, 5.28it/s]
83/499 4.32G 0.01204 0.01009 0.004425 77 640: 15%|#5 | 26/168 [00:05<00:26, 5.28it/s]
83/499 4.32G 0.01204 0.01009 0.004425 77 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s]
83/499 4.32G 0.01204 0.01011 0.004351 76 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s]
83/499 4.32G 0.01204 0.01011 0.004351 76 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s]
83/499 4.32G 0.01205 0.01006 0.004326 62 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s]
83/499 4.32G 0.01205 0.01006 0.004326 62 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
83/499 4.32G 0.01201 0.01006 0.004304 77 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
83/499 4.32G 0.01201 0.01006 0.004304 77 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
83/499 4.32G 0.01198 0.01008 0.004218 73 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
83/499 4.32G 0.01198 0.01008 0.004218 73 640: 18%|#8 | 31/168 [00:05<00:26, 5.21it/s]
83/499 4.32G 0.012 0.01018 0.004182 85 640: 18%|#8 | 31/168 [00:06<00:26, 5.21it/s]
83/499 4.32G 0.012 0.01018 0.004182 85 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s]
83/499 4.32G 0.01199 0.01018 0.004313 73 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s]
83/499 4.32G 0.01199 0.01018 0.004313 73 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s]
83/499 4.32G 0.01198 0.01013 0.004376 67 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s]
83/499 4.32G 0.01198 0.01013 0.004376 67 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
83/499 4.32G 0.01198 0.01009 0.004361 63 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
83/499 4.32G 0.01198 0.01009 0.004361 63 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s]
83/499 4.32G 0.01196 0.01006 0.004397 57 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s]
83/499 4.32G 0.01196 0.01006 0.004397 57 640: 21%|##1 | 36/168 [00:06<00:24, 5.35it/s]
83/499 4.32G 0.01199 0.0101 0.004371 78 640: 21%|##1 | 36/168 [00:07<00:24, 5.35it/s]
83/499 4.32G 0.01199 0.0101 0.004371 78 640: 22%|##2 | 37/168 [00:07<00:25, 5.22it/s]
83/499 4.32G 0.01198 0.01011 0.004325 72 640: 22%|##2 | 37/168 [00:07<00:25, 5.22it/s]
83/499 4.32G 0.01198 0.01011 0.004325 72 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s]
83/499 4.32G 0.01199 0.01008 0.004435 60 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s]
83/499 4.32G 0.01199 0.01008 0.004435 60 640: 23%|##3 | 39/168 [00:07<00:24, 5.33it/s]
83/499 4.32G 0.01197 0.01008 0.004374 63 640: 23%|##3 | 39/168 [00:07<00:24, 5.33it/s]
83/499 4.32G 0.01197 0.01008 0.004374 63 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
83/499 4.32G 0.01199 0.01006 0.004448 72 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
83/499 4.32G 0.01199 0.01006 0.004448 72 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s]
83/499 4.32G 0.01203 0.01012 0.004477 77 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s]
83/499 4.32G 0.01203 0.01012 0.004477 77 640: 25%|##5 | 42/168 [00:07<00:23, 5.30it/s]
83/499 4.32G 0.012 0.01017 0.004441 71 640: 25%|##5 | 42/168 [00:08<00:23, 5.30it/s]
83/499 4.32G 0.012 0.01017 0.004441 71 640: 26%|##5 | 43/168 [00:08<00:24, 5.16it/s]
83/499 4.32G 0.01199 0.01014 0.004446 66 640: 26%|##5 | 43/168 [00:08<00:24, 5.16it/s]
83/499 4.32G 0.01199 0.01014 0.004446 66 640: 26%|##6 | 44/168 [00:08<00:23, 5.21it/s]
83/499 4.32G 0.01198 0.01015 0.004451 74 640: 26%|##6 | 44/168 [00:08<00:23, 5.21it/s]
83/499 4.32G 0.01198 0.01015 0.004451 74 640: 27%|##6 | 45/168 [00:08<00:23, 5.30it/s]
83/499 4.32G 0.01193 0.01007 0.004405 48 640: 27%|##6 | 45/168 [00:08<00:23, 5.30it/s]
83/499 4.32G 0.01193 0.01007 0.004405 48 640: 27%|##7 | 46/168 [00:08<00:24, 5.08it/s]
83/499 4.32G 0.0119 0.01004 0.004399 60 640: 27%|##7 | 46/168 [00:08<00:24, 5.08it/s]
83/499 4.32G 0.0119 0.01004 0.004399 60 640: 28%|##7 | 47/168 [00:08<00:23, 5.19it/s]
83/499 4.32G 0.0119 0.01003 0.004435 64 640: 28%|##7 | 47/168 [00:09<00:23, 5.19it/s]
83/499 4.32G 0.0119 0.01003 0.004435 64 640: 29%|##8 | 48/168 [00:09<00:22, 5.27it/s]
83/499 4.32G 0.01189 0.009999 0.004426 61 640: 29%|##8 | 48/168 [00:09<00:22, 5.27it/s]
83/499 4.32G 0.01189 0.009999 0.004426 61 640: 29%|##9 | 49/168 [00:09<00:23, 5.10it/s]
83/499 4.32G 0.01188 0.01003 0.004349 74 640: 29%|##9 | 49/168 [00:09<00:23, 5.10it/s]
83/499 4.32G 0.01188 0.01003 0.004349 74 640: 30%|##9 | 50/168 [00:09<00:22, 5.21it/s]
83/499 4.32G 0.01187 0.009989 0.004311 69 640: 30%|##9 | 50/168 [00:09<00:22, 5.21it/s]
83/499 4.32G 0.01187 0.009989 0.004311 69 640: 30%|### | 51/168 [00:09<00:22, 5.29it/s]
83/499 4.32G 0.01185 0.009984 0.004244 62 640: 30%|### | 51/168 [00:09<00:22, 5.29it/s]
83/499 4.32G 0.01185 0.009984 0.004244 62 640: 31%|### | 52/168 [00:09<00:22, 5.16it/s]
83/499 4.32G 0.01185 0.01004 0.004268 88 640: 31%|### | 52/168 [00:10<00:22, 5.16it/s]
83/499 4.32G 0.01185 0.01004 0.004268 88 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
83/499 4.32G 0.01189 0.01006 0.004313 71 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
83/499 4.32G 0.01189 0.01006 0.004313 71 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s]
83/499 4.32G 0.01189 0.01008 0.004292 75 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s]
83/499 4.32G 0.01189 0.01008 0.004292 75 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s]
83/499 4.32G 0.01187 0.01002 0.004272 50 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s]
83/499 4.32G 0.01187 0.01002 0.004272 50 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s]
83/499 4.32G 0.01187 0.009993 0.004262 57 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s]
83/499 4.32G 0.01187 0.009993 0.004262 57 640: 34%|###3 | 57/168 [00:10<00:21, 5.23it/s]
83/499 4.32G 0.01187 0.009997 0.004249 74 640: 34%|###3 | 57/168 [00:11<00:21, 5.23it/s]
83/499 4.32G 0.01187 0.009997 0.004249 74 640: 35%|###4 | 58/168 [00:11<00:21, 5.02it/s]
83/499 4.32G 0.01187 0.01004 0.004264 81 640: 35%|###4 | 58/168 [00:11<00:21, 5.02it/s]
83/499 4.32G 0.01187 0.01004 0.004264 81 640: 35%|###5 | 59/168 [00:11<00:21, 5.15it/s]
83/499 4.32G 0.01187 0.01004 0.004265 73 640: 35%|###5 | 59/168 [00:11<00:21, 5.15it/s]
83/499 4.32G 0.01187 0.01004 0.004265 73 640: 36%|###5 | 60/168 [00:11<00:20, 5.23it/s]
83/499 4.32G 0.01188 0.01001 0.004242 54 640: 36%|###5 | 60/168 [00:11<00:20, 5.23it/s]
83/499 4.32G 0.01188 0.01001 0.004242 54 640: 36%|###6 | 61/168 [00:11<00:21, 5.09it/s]
83/499 4.32G 0.01186 0.009996 0.00425 70 640: 36%|###6 | 61/168 [00:11<00:21, 5.09it/s]
83/499 4.32G 0.01186 0.009996 0.00425 70 640: 37%|###6 | 62/168 [00:11<00:20, 5.19it/s]
83/499 4.32G 0.01183 0.01001 0.004272 72 640: 37%|###6 | 62/168 [00:12<00:20, 5.19it/s]
83/499 4.32G 0.01183 0.01001 0.004272 72 640: 38%|###7 | 63/168 [00:12<00:19, 5.25it/s]
83/499 4.32G 0.01189 0.01002 0.004259 66 640: 38%|###7 | 63/168 [00:12<00:19, 5.25it/s]
83/499 4.32G 0.01189 0.01002 0.004259 66 640: 38%|###8 | 64/168 [00:12<00:20, 5.11it/s]
83/499 4.32G 0.01187 0.01004 0.004277 90 640: 38%|###8 | 64/168 [00:12<00:20, 5.11it/s]
83/499 4.32G 0.01187 0.01004 0.004277 90 640: 39%|###8 | 65/168 [00:12<00:19, 5.21it/s]
83/499 4.32G 0.01185 0.01006 0.004239 73 640: 39%|###8 | 65/168 [00:12<00:19, 5.21it/s]
83/499 4.32G 0.01185 0.01006 0.004239 73 640: 39%|###9 | 66/168 [00:12<00:19, 5.27it/s]
83/499 4.32G 0.01182 0.01004 0.004252 64 640: 39%|###9 | 66/168 [00:12<00:19, 5.27it/s]
83/499 4.32G 0.01182 0.01004 0.004252 64 640: 40%|###9 | 67/168 [00:12<00:19, 5.15it/s]
83/499 4.32G 0.0118 0.01005 0.004265 82 640: 40%|###9 | 67/168 [00:13<00:19, 5.15it/s]
83/499 4.32G 0.0118 0.01005 0.004265 82 640: 40%|#### | 68/168 [00:13<00:19, 5.23it/s]
83/499 4.32G 0.01177 0.01004 0.004267 78 640: 40%|#### | 68/168 [00:13<00:19, 5.23it/s]
83/499 4.32G 0.01177 0.01004 0.004267 78 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s]
83/499 4.32G 0.01182 0.01006 0.004246 65 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s]
83/499 4.32G 0.01182 0.01006 0.004246 65 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s]
83/499 4.32G 0.01182 0.01011 0.004235 90 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s]
83/499 4.32G 0.01182 0.01011 0.004235 90 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s]
83/499 4.32G 0.01182 0.01009 0.004212 61 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s]
83/499 4.32G 0.01182 0.01009 0.004212 61 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s]
83/499 4.32G 0.01183 0.01011 0.004188 73 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s]
83/499 4.32G 0.01183 0.01011 0.004188 73 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s]
83/499 4.32G 0.01181 0.01012 0.004185 76 640: 43%|####3 | 73/168 [00:14<00:18, 5.21it/s]
83/499 4.32G 0.01181 0.01012 0.004185 76 640: 44%|####4 | 74/168 [00:14<00:17, 5.30it/s]
83/499 4.32G 0.0118 0.01009 0.004161 60 640: 44%|####4 | 74/168 [00:14<00:17, 5.30it/s]
83/499 4.32G 0.0118 0.01009 0.004161 60 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s]
83/499 4.32G 0.01181 0.01009 0.004202 62 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s]
83/499 4.32G 0.01181 0.01009 0.004202 62 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s]
83/499 4.32G 0.01182 0.01009 0.004186 73 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s]
83/499 4.32G 0.01182 0.01009 0.004186 73 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s]
83/499 4.32G 0.01182 0.01011 0.00415 73 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s]
83/499 4.32G 0.01182 0.01011 0.00415 73 640: 46%|####6 | 78/168 [00:14<00:16, 5.32it/s]
83/499 4.32G 0.01181 0.01011 0.004138 71 640: 46%|####6 | 78/168 [00:15<00:16, 5.32it/s]
83/499 4.32G 0.01181 0.01011 0.004138 71 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s]
83/499 4.32G 0.01181 0.01013 0.004112 64 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s]
83/499 4.32G 0.01181 0.01013 0.004112 64 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
83/499 4.32G 0.01181 0.01014 0.004111 68 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
83/499 4.32G 0.01181 0.01014 0.004111 68 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s]
83/499 4.32G 0.01181 0.01012 0.004105 65 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s]
83/499 4.32G 0.01181 0.01012 0.004105 65 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
83/499 4.32G 0.01181 0.01012 0.004081 75 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
83/499 4.32G 0.01181 0.01012 0.004081 75 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s]
83/499 4.32G 0.0118 0.01014 0.004113 84 640: 49%|####9 | 83/168 [00:16<00:16, 5.28it/s]
83/499 4.32G 0.0118 0.01014 0.004113 84 640: 50%|##### | 84/168 [00:16<00:15, 5.35it/s]
83/499 4.32G 0.01179 0.01013 0.004152 65 640: 50%|##### | 84/168 [00:16<00:15, 5.35it/s]
83/499 4.32G 0.01179 0.01013 0.004152 65 640: 51%|##### | 85/168 [00:16<00:16, 5.17it/s]
83/499 4.32G 0.0118 0.01018 0.004155 75 640: 51%|##### | 85/168 [00:16<00:16, 5.17it/s]
83/499 4.32G 0.0118 0.01018 0.004155 75 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s]
83/499 4.32G 0.0118 0.01021 0.004168 71 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s]
83/499 4.32G 0.0118 0.01021 0.004168 71 640: 52%|#####1 | 87/168 [00:16<00:15, 5.30it/s]
83/499 4.32G 0.01181 0.0102 0.004196 53 640: 52%|#####1 | 87/168 [00:16<00:15, 5.30it/s]
83/499 4.32G 0.01181 0.0102 0.004196 53 640: 52%|#####2 | 88/168 [00:16<00:15, 5.17it/s]
83/499 4.32G 0.01181 0.01019 0.004181 59 640: 52%|#####2 | 88/168 [00:16<00:15, 5.17it/s]
83/499 4.32G 0.01181 0.01019 0.004181 59 640: 53%|#####2 | 89/168 [00:16<00:15, 5.23it/s]
83/499 4.32G 0.01179 0.01016 0.004183 52 640: 53%|#####2 | 89/168 [00:17<00:15, 5.23it/s]
83/499 4.32G 0.01179 0.01016 0.004183 52 640: 54%|#####3 | 90/168 [00:17<00:14, 5.28it/s]
83/499 4.32G 0.01178 0.01013 0.00421 47 640: 54%|#####3 | 90/168 [00:17<00:14, 5.28it/s]
83/499 4.32G 0.01178 0.01013 0.00421 47 640: 54%|#####4 | 91/168 [00:17<00:15, 5.10it/s]
83/499 4.32G 0.01176 0.01011 0.004193 61 640: 54%|#####4 | 91/168 [00:17<00:15, 5.10it/s]
83/499 4.32G 0.01176 0.01011 0.004193 61 640: 55%|#####4 | 92/168 [00:17<00:14, 5.15it/s]
83/499 4.32G 0.01178 0.01011 0.004273 65 640: 55%|#####4 | 92/168 [00:17<00:14, 5.15it/s]
83/499 4.32G 0.01178 0.01011 0.004273 65 640: 55%|#####5 | 93/168 [00:17<00:14, 5.24it/s]
83/499 4.32G 0.01178 0.01012 0.004301 76 640: 55%|#####5 | 93/168 [00:17<00:14, 5.24it/s]
83/499 4.32G 0.01178 0.01012 0.004301 76 640: 56%|#####5 | 94/168 [00:17<00:14, 5.13it/s]
83/499 4.32G 0.01178 0.0101 0.004315 56 640: 56%|#####5 | 94/168 [00:18<00:14, 5.13it/s]
83/499 4.32G 0.01178 0.0101 0.004315 56 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s]
83/499 4.32G 0.01177 0.0101 0.004322 71 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s]
83/499 4.32G 0.01177 0.0101 0.004322 71 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s]
83/499 4.32G 0.01177 0.0101 0.004327 60 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s]
83/499 4.32G 0.01177 0.0101 0.004327 60 640: 58%|#####7 | 97/168 [00:18<00:13, 5.13it/s]
83/499 4.32G 0.01177 0.01011 0.004341 78 640: 58%|#####7 | 97/168 [00:18<00:13, 5.13it/s]
83/499 4.32G 0.01177 0.01011 0.004341 78 640: 58%|#####8 | 98/168 [00:18<00:13, 5.20it/s]
83/499 4.32G 0.01176 0.01011 0.004314 77 640: 58%|#####8 | 98/168 [00:18<00:13, 5.20it/s]
83/499 4.32G 0.01176 0.01011 0.004314 77 640: 59%|#####8 | 99/168 [00:18<00:13, 5.28it/s]
83/499 4.32G 0.01176 0.01011 0.004309 74 640: 59%|#####8 | 99/168 [00:19<00:13, 5.28it/s]
83/499 4.32G 0.01176 0.01011 0.004309 74 640: 60%|#####9 | 100/168 [00:19<00:13, 5.15it/s]
83/499 4.32G 0.01177 0.01012 0.00429 75 640: 60%|#####9 | 100/168 [00:19<00:13, 5.15it/s]
83/499 4.32G 0.01177 0.01012 0.00429 75 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s]
83/499 4.32G 0.01178 0.01015 0.004279 78 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s]
83/499 4.32G 0.01178 0.01015 0.004279 78 640: 61%|###### | 102/168 [00:19<00:12, 5.28it/s]
83/499 4.32G 0.01179 0.01014 0.004303 57 640: 61%|###### | 102/168 [00:19<00:12, 5.28it/s]
83/499 4.32G 0.01179 0.01014 0.004303 57 640: 61%|######1 | 103/168 [00:19<00:12, 5.16it/s]
83/499 4.32G 0.01179 0.01015 0.004341 70 640: 61%|######1 | 103/168 [00:19<00:12, 5.16it/s]
83/499 4.32G 0.01179 0.01015 0.004341 70 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s]
83/499 4.32G 0.01179 0.01014 0.004362 72 640: 62%|######1 | 104/168 [00:20<00:12, 5.24it/s]
83/499 4.32G 0.01179 0.01014 0.004362 72 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s]
83/499 4.32G 0.01179 0.01014 0.004352 78 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s]
83/499 4.32G 0.01179 0.01014 0.004352 78 640: 63%|######3 | 106/168 [00:20<00:12, 5.14it/s]
83/499 4.32G 0.01178 0.01013 0.004369 63 640: 63%|######3 | 106/168 [00:20<00:12, 5.14it/s]
83/499 4.32G 0.01178 0.01013 0.004369 63 640: 64%|######3 | 107/168 [00:20<00:11, 5.21it/s]
83/499 4.32G 0.01179 0.01014 0.004355 76 640: 64%|######3 | 107/168 [00:20<00:11, 5.21it/s]
83/499 4.32G 0.01179 0.01014 0.004355 76 640: 64%|######4 | 108/168 [00:20<00:11, 5.29it/s]
83/499 4.32G 0.01177 0.01014 0.004388 66 640: 64%|######4 | 108/168 [00:20<00:11, 5.29it/s]
83/499 4.32G 0.01177 0.01014 0.004388 66 640: 65%|######4 | 109/168 [00:20<00:11, 5.16it/s]
83/499 4.32G 0.01178 0.01014 0.004386 74 640: 65%|######4 | 109/168 [00:21<00:11, 5.16it/s]
83/499 4.32G 0.01178 0.01014 0.004386 74 640: 65%|######5 | 110/168 [00:21<00:11, 5.25it/s]
83/499 4.32G 0.01179 0.01016 0.004369 69 640: 65%|######5 | 110/168 [00:21<00:11, 5.25it/s]
83/499 4.32G 0.01179 0.01016 0.004369 69 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
83/499 4.32G 0.01178 0.01016 0.004361 73 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
83/499 4.32G 0.01178 0.01016 0.004361 73 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s]
83/499 4.32G 0.01177 0.01016 0.004354 75 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s]
83/499 4.32G 0.01177 0.01016 0.004354 75 640: 67%|######7 | 113/168 [00:21<00:10, 5.27it/s]
83/499 4.32G 0.01178 0.01016 0.004365 59 640: 67%|######7 | 113/168 [00:21<00:10, 5.27it/s]
83/499 4.32G 0.01178 0.01016 0.004365 59 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s]
83/499 4.32G 0.01179 0.01017 0.004351 84 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s]
83/499 4.32G 0.01179 0.01017 0.004351 84 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s]
83/499 4.32G 0.0118 0.01016 0.00433 54 640: 68%|######8 | 115/168 [00:22<00:10, 5.21it/s]
83/499 4.32G 0.0118 0.01016 0.00433 54 640: 69%|######9 | 116/168 [00:22<00:09, 5.28it/s]
83/499 4.32G 0.01179 0.01017 0.004322 66 640: 69%|######9 | 116/168 [00:22<00:09, 5.28it/s]
83/499 4.32G 0.01179 0.01017 0.004322 66 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s]
83/499 4.32G 0.01179 0.01016 0.004315 71 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s]
83/499 4.32G 0.01179 0.01016 0.004315 71 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s]
83/499 4.32G 0.0118 0.01016 0.00432 50 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s]
83/499 4.32G 0.0118 0.01016 0.00432 50 640: 71%|####### | 119/168 [00:22<00:09, 5.21it/s]
83/499 4.32G 0.01179 0.01015 0.004304 68 640: 71%|####### | 119/168 [00:22<00:09, 5.21it/s]
83/499 4.32G 0.01179 0.01015 0.004304 68 640: 71%|#######1 | 120/168 [00:22<00:09, 5.32it/s]
83/499 4.32G 0.01178 0.01015 0.004279 64 640: 71%|#######1 | 120/168 [00:23<00:09, 5.32it/s]
83/499 4.32G 0.01178 0.01015 0.004279 64 640: 72%|#######2 | 121/168 [00:23<00:09, 5.19it/s]
83/499 4.32G 0.01176 0.01014 0.004267 62 640: 72%|#######2 | 121/168 [00:23<00:09, 5.19it/s]
83/499 4.32G 0.01176 0.01014 0.004267 62 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s]
83/499 4.32G 0.01177 0.01013 0.004279 57 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s]
83/499 4.32G 0.01177 0.01013 0.004279 57 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s]
83/499 4.32G 0.01177 0.01011 0.004293 59 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s]
83/499 4.32G 0.01177 0.01011 0.004293 59 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
83/499 4.32G 0.01176 0.01008 0.004299 58 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
83/499 4.32G 0.01176 0.01008 0.004299 58 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s]
83/499 4.32G 0.01177 0.01007 0.004325 48 640: 74%|#######4 | 125/168 [00:24<00:08, 5.26it/s]
83/499 4.32G 0.01177 0.01007 0.004325 48 640: 75%|#######5 | 126/168 [00:24<00:07, 5.31it/s]
83/499 4.32G 0.01178 0.01008 0.0043 67 640: 75%|#######5 | 126/168 [00:24<00:07, 5.31it/s]
83/499 4.32G 0.01178 0.01008 0.0043 67 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
83/499 4.32G 0.01178 0.01008 0.00429 69 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
83/499 4.32G 0.01178 0.01008 0.00429 69 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s]
83/499 4.32G 0.01178 0.01008 0.004307 68 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s]
83/499 4.32G 0.01178 0.01008 0.004307 68 640: 77%|#######6 | 129/168 [00:24<00:07, 5.16it/s]
83/499 4.32G 0.01178 0.01008 0.004322 67 640: 77%|#######6 | 129/168 [00:24<00:07, 5.16it/s]
83/499 4.32G 0.01178 0.01008 0.004322 67 640: 77%|#######7 | 130/168 [00:24<00:07, 5.08it/s]
83/499 4.32G 0.01177 0.01008 0.004321 51 640: 77%|#######7 | 130/168 [00:25<00:07, 5.08it/s]
83/499 4.32G 0.01177 0.01008 0.004321 51 640: 78%|#######7 | 131/168 [00:25<00:07, 5.19it/s]
83/499 4.32G 0.01177 0.01011 0.004313 79 640: 78%|#######7 | 131/168 [00:25<00:07, 5.19it/s]
83/499 4.32G 0.01177 0.01011 0.004313 79 640: 79%|#######8 | 132/168 [00:25<00:06, 5.27it/s]
83/499 4.32G 0.01176 0.01011 0.004341 78 640: 79%|#######8 | 132/168 [00:25<00:06, 5.27it/s]
83/499 4.32G 0.01176 0.01011 0.004341 78 640: 79%|#######9 | 133/168 [00:25<00:06, 5.14it/s]
83/499 4.32G 0.01175 0.0101 0.004367 67 640: 79%|#######9 | 133/168 [00:25<00:06, 5.14it/s]
83/499 4.32G 0.01175 0.0101 0.004367 67 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s]
83/499 4.32G 0.01175 0.01013 0.004367 87 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s]
83/499 4.32G 0.01175 0.01013 0.004367 87 640: 80%|######## | 135/168 [00:25<00:06, 5.31it/s]
83/499 4.32G 0.01174 0.01013 0.004362 65 640: 80%|######## | 135/168 [00:25<00:06, 5.31it/s]
83/499 4.32G 0.01174 0.01013 0.004362 65 640: 81%|######## | 136/168 [00:25<00:06, 5.17it/s]
83/499 4.32G 0.01175 0.01014 0.004374 64 640: 81%|######## | 136/168 [00:26<00:06, 5.17it/s]
83/499 4.32G 0.01175 0.01014 0.004374 64 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s]
83/499 4.32G 0.01174 0.01016 0.004374 92 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s]
83/499 4.32G 0.01174 0.01016 0.004374 92 640: 82%|########2 | 138/168 [00:26<00:05, 5.31it/s]
83/499 4.32G 0.01174 0.01016 0.004357 67 640: 82%|########2 | 138/168 [00:26<00:05, 5.31it/s]
83/499 4.32G 0.01174 0.01016 0.004357 67 640: 83%|########2 | 139/168 [00:26<00:05, 5.16it/s]
83/499 4.32G 0.01174 0.01017 0.004376 63 640: 83%|########2 | 139/168 [00:26<00:05, 5.16it/s]
83/499 4.32G 0.01174 0.01017 0.004376 63 640: 83%|########3 | 140/168 [00:26<00:05, 5.24it/s]
83/499 4.32G 0.01174 0.01016 0.004369 69 640: 83%|########3 | 140/168 [00:26<00:05, 5.24it/s]
83/499 4.32G 0.01174 0.01016 0.004369 69 640: 84%|########3 | 141/168 [00:26<00:05, 5.30it/s]
83/499 4.32G 0.01173 0.01017 0.004399 84 640: 84%|########3 | 141/168 [00:27<00:05, 5.30it/s]
83/499 4.32G 0.01173 0.01017 0.004399 84 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s]
83/499 4.32G 0.01173 0.01018 0.004393 69 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s]
83/499 4.32G 0.01173 0.01018 0.004393 69 640: 85%|########5 | 143/168 [00:27<00:04, 5.23it/s]
83/499 4.32G 0.01173 0.01018 0.004395 74 640: 85%|########5 | 143/168 [00:27<00:04, 5.23it/s]
83/499 4.32G 0.01173 0.01018 0.004395 74 640: 86%|########5 | 144/168 [00:27<00:04, 5.29it/s]
83/499 4.32G 0.01173 0.01018 0.004396 80 640: 86%|########5 | 144/168 [00:27<00:04, 5.29it/s]
83/499 4.32G 0.01173 0.01018 0.004396 80 640: 86%|########6 | 145/168 [00:27<00:04, 5.15it/s]
83/499 4.32G 0.01173 0.01018 0.004385 64 640: 86%|########6 | 145/168 [00:27<00:04, 5.15it/s]
83/499 4.32G 0.01173 0.01018 0.004385 64 640: 87%|########6 | 146/168 [00:27<00:04, 5.24it/s]
83/499 4.32G 0.01173 0.01017 0.004375 59 640: 87%|########6 | 146/168 [00:28<00:04, 5.24it/s]
83/499 4.32G 0.01173 0.01017 0.004375 59 640: 88%|########7 | 147/168 [00:28<00:03, 5.32it/s]
83/499 4.32G 0.01173 0.01017 0.004376 72 640: 88%|########7 | 147/168 [00:28<00:03, 5.32it/s]
83/499 4.32G 0.01173 0.01017 0.004376 72 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s]
83/499 4.32G 0.01173 0.01016 0.004371 64 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s]
83/499 4.32G 0.01173 0.01016 0.004371 64 640: 89%|########8 | 149/168 [00:28<00:03, 5.25it/s]
83/499 4.32G 0.01173 0.01019 0.004367 89 640: 89%|########8 | 149/168 [00:28<00:03, 5.25it/s]
83/499 4.32G 0.01173 0.01019 0.004367 89 640: 89%|########9 | 150/168 [00:28<00:03, 5.28it/s]
83/499 4.32G 0.01172 0.01018 0.004383 58 640: 89%|########9 | 150/168 [00:28<00:03, 5.28it/s]
83/499 4.32G 0.01172 0.01018 0.004383 58 640: 90%|########9 | 151/168 [00:28<00:03, 5.15it/s]
83/499 4.32G 0.01172 0.01018 0.004376 79 640: 90%|########9 | 151/168 [00:29<00:03, 5.15it/s]
83/499 4.32G 0.01172 0.01018 0.004376 79 640: 90%|######### | 152/168 [00:29<00:03, 5.24it/s]
83/499 4.32G 0.01172 0.01019 0.00438 75 640: 90%|######### | 152/168 [00:29<00:03, 5.24it/s]
83/499 4.32G 0.01172 0.01019 0.00438 75 640: 91%|#########1| 153/168 [00:29<00:02, 5.33it/s]
83/499 4.32G 0.01172 0.01019 0.00439 63 640: 91%|#########1| 153/168 [00:29<00:02, 5.33it/s]
83/499 4.32G 0.01172 0.01019 0.00439 63 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s]
83/499 4.32G 0.01171 0.01019 0.004391 80 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s]
83/499 4.32G 0.01171 0.01019 0.004391 80 640: 92%|#########2| 155/168 [00:29<00:02, 5.27it/s]
83/499 4.32G 0.0117 0.01019 0.004389 67 640: 92%|#########2| 155/168 [00:29<00:02, 5.27it/s]
83/499 4.32G 0.0117 0.01019 0.004389 67 640: 93%|#########2| 156/168 [00:29<00:02, 5.33it/s]
83/499 4.32G 0.0117 0.01019 0.0044 69 640: 93%|#########2| 156/168 [00:30<00:02, 5.33it/s]
83/499 4.32G 0.0117 0.01019 0.0044 69 640: 93%|#########3| 157/168 [00:30<00:02, 5.20it/s]
83/499 4.32G 0.0117 0.01018 0.004413 70 640: 93%|#########3| 157/168 [00:30<00:02, 5.20it/s]
83/499 4.32G 0.0117 0.01018 0.004413 70 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s]
83/499 4.32G 0.01169 0.01018 0.004407 64 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s]
83/499 4.32G 0.01169 0.01018 0.004407 64 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s]
83/499 4.32G 0.0117 0.01017 0.004436 54 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s]
83/499 4.32G 0.0117 0.01017 0.004436 54 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s]
83/499 4.32G 0.01171 0.01017 0.004425 73 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s]
83/499 4.32G 0.01171 0.01017 0.004425 73 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
83/499 4.32G 0.0117 0.01019 0.004426 88 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
83/499 4.32G 0.0117 0.01019 0.004426 88 640: 96%|#########6| 162/168 [00:30<00:01, 5.33it/s]
83/499 4.32G 0.01171 0.0102 0.004452 69 640: 96%|#########6| 162/168 [00:31<00:01, 5.33it/s]
83/499 4.32G 0.01171 0.0102 0.004452 69 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s]
83/499 4.32G 0.01171 0.01022 0.004458 82 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s]
83/499 4.32G 0.01171 0.01022 0.004458 82 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s]
83/499 4.32G 0.0117 0.01021 0.004465 66 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s]
83/499 4.32G 0.0117 0.01021 0.004465 66 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s]
83/499 4.32G 0.01171 0.01022 0.004476 74 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s]
83/499 4.32G 0.01171 0.01022 0.004476 74 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s]
83/499 4.32G 0.0117 0.01021 0.004494 66 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s]
83/499 4.32G 0.0117 0.01021 0.004494 66 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s]
83/499 4.32G 0.0117 0.01022 0.004491 39 640: 99%|#########9| 167/168 [00:32<00:00, 5.30it/s]
83/499 4.32G 0.0117 0.01022 0.004491 39 640: 100%|##########| 168/168 [00:32<00:00, 5.48it/s]
83/499 4.32G 0.0117 0.01022 0.004491 39 640: 100%|##########| 168/168 [00:32<00:00, 5.24it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s]
all 132 263 0.877 0.89 0.91 0.77
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
84/499 4.32G 0.01022 0.009354 0.005113 73 640: 0%| | 0/168 [00:00<?, ?it/s]
84/499 4.32G 0.01022 0.009354 0.005113 73 640: 1%| | 1/168 [00:00<00:33, 4.95it/s]
84/499 4.32G 0.01054 0.009627 0.004114 68 640: 1%| | 1/168 [00:00<00:33, 4.95it/s]
84/499 4.32G 0.01054 0.009627 0.004114 68 640: 1%|1 | 2/168 [00:00<00:31, 5.28it/s]
84/499 4.32G 0.01077 0.009506 0.003857 57 640: 1%|1 | 2/168 [00:00<00:31, 5.28it/s]
84/499 4.32G 0.01077 0.009506 0.003857 57 640: 2%|1 | 3/168 [00:00<00:30, 5.37it/s]
84/499 4.32G 0.01118 0.01023 0.004328 79 640: 2%|1 | 3/168 [00:00<00:30, 5.37it/s]
84/499 4.32G 0.01118 0.01023 0.004328 79 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s]
84/499 4.32G 0.01127 0.01047 0.00436 79 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s]
84/499 4.32G 0.01127 0.01047 0.00436 79 640: 3%|2 | 5/168 [00:00<00:30, 5.27it/s]
84/499 4.32G 0.01132 0.01038 0.004482 74 640: 3%|2 | 5/168 [00:01<00:30, 5.27it/s]
84/499 4.32G 0.01132 0.01038 0.004482 74 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s]
84/499 4.32G 0.01139 0.01053 0.004582 72 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s]
84/499 4.32G 0.01139 0.01053 0.004582 72 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s]
84/499 4.32G 0.01149 0.01047 0.004877 72 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s]
84/499 4.32G 0.01149 0.01047 0.004877 72 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s]
84/499 4.32G 0.01157 0.01067 0.004804 77 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s]
84/499 4.32G 0.01157 0.01067 0.004804 77 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s]
84/499 4.32G 0.01153 0.01052 0.005082 64 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s]
84/499 4.32G 0.01153 0.01052 0.005082 64 640: 6%|5 | 10/168 [00:01<00:30, 5.22it/s]
84/499 4.32G 0.01166 0.01062 0.005232 72 640: 6%|5 | 10/168 [00:02<00:30, 5.22it/s]
84/499 4.32G 0.01166 0.01062 0.005232 72 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s]
84/499 4.32G 0.01151 0.01038 0.005366 51 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s]
84/499 4.32G 0.01151 0.01038 0.005366 51 640: 7%|7 | 12/168 [00:02<00:29, 5.30it/s]
84/499 4.32G 0.01131 0.01023 0.005226 66 640: 7%|7 | 12/168 [00:02<00:29, 5.30it/s]
84/499 4.32G 0.01131 0.01023 0.005226 66 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s]
84/499 4.32G 0.01138 0.01012 0.005066 53 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s]
84/499 4.32G 0.01138 0.01012 0.005066 53 640: 8%|8 | 14/168 [00:02<00:29, 5.26it/s]
84/499 4.32G 0.01138 0.01008 0.00507 68 640: 8%|8 | 14/168 [00:02<00:29, 5.26it/s]
84/499 4.32G 0.01138 0.01008 0.00507 68 640: 9%|8 | 15/168 [00:02<00:28, 5.32it/s]
84/499 4.32G 0.01128 0.01005 0.005007 62 640: 9%|8 | 15/168 [00:03<00:28, 5.32it/s]
84/499 4.32G 0.01128 0.01005 0.005007 62 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s]
84/499 4.32G 0.01129 0.009986 0.005146 78 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s]
84/499 4.32G 0.01129 0.009986 0.005146 78 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
84/499 4.32G 0.0113 0.009975 0.005079 62 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
84/499 4.32G 0.0113 0.009975 0.005079 62 640: 11%|# | 18/168 [00:03<00:28, 5.31it/s]
84/499 4.32G 0.01129 0.01009 0.005115 84 640: 11%|# | 18/168 [00:03<00:28, 5.31it/s]
84/499 4.32G 0.01129 0.01009 0.005115 84 640: 11%|#1 | 19/168 [00:03<00:28, 5.17it/s]
84/499 4.32G 0.01132 0.01004 0.004967 61 640: 11%|#1 | 19/168 [00:03<00:28, 5.17it/s]
84/499 4.32G 0.01132 0.01004 0.004967 61 640: 12%|#1 | 20/168 [00:03<00:28, 5.25it/s]
84/499 4.32G 0.01139 0.01009 0.004983 79 640: 12%|#1 | 20/168 [00:03<00:28, 5.25it/s]
84/499 4.32G 0.01139 0.01009 0.004983 79 640: 12%|#2 | 21/168 [00:03<00:27, 5.29it/s]
84/499 4.32G 0.01135 0.01005 0.004838 64 640: 12%|#2 | 21/168 [00:04<00:27, 5.29it/s]
84/499 4.32G 0.01135 0.01005 0.004838 64 640: 13%|#3 | 22/168 [00:04<00:28, 5.15it/s]
84/499 4.32G 0.01138 0.009997 0.004775 56 640: 13%|#3 | 22/168 [00:04<00:28, 5.15it/s]
84/499 4.32G 0.01138 0.009997 0.004775 56 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s]
84/499 4.32G 0.01133 0.009959 0.004765 68 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s]
84/499 4.32G 0.01133 0.009959 0.004765 68 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
84/499 4.32G 0.01132 0.009937 0.004793 74 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
84/499 4.32G 0.01132 0.009937 0.004793 74 640: 15%|#4 | 25/168 [00:04<00:27, 5.12it/s]
84/499 4.32G 0.01137 0.01001 0.004811 68 640: 15%|#4 | 25/168 [00:04<00:27, 5.12it/s]
84/499 4.32G 0.01137 0.01001 0.004811 68 640: 15%|#5 | 26/168 [00:04<00:27, 5.23it/s]
84/499 4.32G 0.01143 0.009875 0.004757 44 640: 15%|#5 | 26/168 [00:05<00:27, 5.23it/s]
84/499 4.32G 0.01143 0.009875 0.004757 44 640: 16%|#6 | 27/168 [00:05<00:26, 5.31it/s]
84/499 4.32G 0.01141 0.009824 0.004754 59 640: 16%|#6 | 27/168 [00:05<00:26, 5.31it/s]
84/499 4.32G 0.01141 0.009824 0.004754 59 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s]
84/499 4.32G 0.01136 0.009893 0.004858 77 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s]
84/499 4.32G 0.01136 0.009893 0.004858 77 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s]
84/499 4.32G 0.01137 0.009967 0.004782 73 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s]
84/499 4.32G 0.01137 0.009967 0.004782 73 640: 18%|#7 | 30/168 [00:05<00:25, 5.31it/s]
84/499 4.32G 0.01134 0.009862 0.00479 53 640: 18%|#7 | 30/168 [00:05<00:25, 5.31it/s]
84/499 4.32G 0.01134 0.009862 0.00479 53 640: 18%|#8 | 31/168 [00:05<00:26, 5.17it/s]
84/499 4.32G 0.0114 0.009895 0.004759 68 640: 18%|#8 | 31/168 [00:06<00:26, 5.17it/s]
84/499 4.32G 0.0114 0.009895 0.004759 68 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s]
84/499 4.32G 0.01141 0.009893 0.004723 68 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s]
84/499 4.32G 0.01141 0.009893 0.004723 68 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s]
84/499 4.32G 0.0114 0.009896 0.004677 70 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s]
84/499 4.32G 0.0114 0.009896 0.004677 70 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s]
84/499 4.32G 0.01142 0.009958 0.004634 77 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s]
84/499 4.32G 0.01142 0.009958 0.004634 77 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
84/499 4.32G 0.0114 0.009945 0.004642 61 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
84/499 4.32G 0.0114 0.009945 0.004642 61 640: 21%|##1 | 36/168 [00:06<00:24, 5.30it/s]
84/499 4.32G 0.01137 0.009958 0.004683 82 640: 21%|##1 | 36/168 [00:07<00:24, 5.30it/s]
84/499 4.32G 0.01137 0.009958 0.004683 82 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s]
84/499 4.32G 0.01142 0.00995 0.004658 57 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s]
84/499 4.32G 0.01142 0.00995 0.004658 57 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s]
84/499 4.32G 0.01145 0.00992 0.00458 57 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s]
84/499 4.32G 0.01145 0.00992 0.00458 57 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s]
84/499 4.32G 0.01143 0.009894 0.00456 58 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s]
84/499 4.32G 0.01143 0.009894 0.00456 58 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
84/499 4.32G 0.01141 0.009901 0.00457 71 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
84/499 4.32G 0.01141 0.009901 0.00457 71 640: 24%|##4 | 41/168 [00:07<00:24, 5.27it/s]
84/499 4.32G 0.01141 0.009887 0.004489 60 640: 24%|##4 | 41/168 [00:07<00:24, 5.27it/s]
84/499 4.32G 0.01141 0.009887 0.004489 60 640: 25%|##5 | 42/168 [00:07<00:23, 5.34it/s]
84/499 4.32G 0.01142 0.009864 0.004419 57 640: 25%|##5 | 42/168 [00:08<00:23, 5.34it/s]
84/499 4.32G 0.01142 0.009864 0.004419 57 640: 26%|##5 | 43/168 [00:08<00:24, 5.21it/s]
84/499 4.32G 0.01142 0.009844 0.00441 70 640: 26%|##5 | 43/168 [00:08<00:24, 5.21it/s]
84/499 4.32G 0.01142 0.009844 0.00441 70 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s]
84/499 4.32G 0.01143 0.009943 0.004439 96 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s]
84/499 4.32G 0.01143 0.009943 0.004439 96 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s]
84/499 4.32G 0.01142 0.009926 0.00442 65 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s]
84/499 4.32G 0.01142 0.009926 0.00442 65 640: 27%|##7 | 46/168 [00:08<00:23, 5.20it/s]
84/499 4.32G 0.01141 0.009982 0.004369 77 640: 27%|##7 | 46/168 [00:08<00:23, 5.20it/s]
84/499 4.32G 0.01141 0.009982 0.004369 77 640: 28%|##7 | 47/168 [00:08<00:22, 5.29it/s]
84/499 4.32G 0.01143 0.009954 0.004363 62 640: 28%|##7 | 47/168 [00:09<00:22, 5.29it/s]
84/499 4.32G 0.01143 0.009954 0.004363 62 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s]
84/499 4.32G 0.01145 0.009952 0.004378 67 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s]
84/499 4.32G 0.01145 0.009952 0.004378 67 640: 29%|##9 | 49/168 [00:09<00:23, 5.10it/s]
84/499 4.32G 0.01142 0.009919 0.004352 56 640: 29%|##9 | 49/168 [00:09<00:23, 5.10it/s]
84/499 4.32G 0.01142 0.009919 0.004352 56 640: 30%|##9 | 50/168 [00:09<00:22, 5.22it/s]
84/499 4.32G 0.0114 0.009905 0.004351 60 640: 30%|##9 | 50/168 [00:09<00:22, 5.22it/s]
84/499 4.32G 0.0114 0.009905 0.004351 60 640: 30%|### | 51/168 [00:09<00:22, 5.29it/s]
84/499 4.32G 0.01138 0.009878 0.004386 66 640: 30%|### | 51/168 [00:09<00:22, 5.29it/s]
84/499 4.32G 0.01138 0.009878 0.004386 66 640: 31%|### | 52/168 [00:09<00:22, 5.16it/s]
84/499 4.32G 0.01139 0.009895 0.004381 74 640: 31%|### | 52/168 [00:10<00:22, 5.16it/s]
84/499 4.32G 0.01139 0.009895 0.004381 74 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
84/499 4.32G 0.01138 0.009891 0.004343 77 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
84/499 4.32G 0.01138 0.009891 0.004343 77 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s]
84/499 4.32G 0.01136 0.009863 0.004404 61 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s]
84/499 4.32G 0.01136 0.009863 0.004404 61 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s]
84/499 4.32G 0.01134 0.009841 0.00442 65 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s]
84/499 4.32G 0.01134 0.009841 0.00442 65 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s]
84/499 4.32G 0.01135 0.00979 0.004413 53 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s]
84/499 4.32G 0.01135 0.00979 0.004413 53 640: 34%|###3 | 57/168 [00:10<00:20, 5.34it/s]
84/499 4.32G 0.01135 0.00978 0.00437 64 640: 34%|###3 | 57/168 [00:11<00:20, 5.34it/s]
84/499 4.32G 0.01135 0.00978 0.00437 64 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s]
84/499 4.32G 0.01136 0.009803 0.00436 70 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s]
84/499 4.32G 0.01136 0.009803 0.00436 70 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
84/499 4.32G 0.01135 0.009778 0.004333 58 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
84/499 4.32G 0.01135 0.009778 0.004333 58 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s]
84/499 4.32G 0.01138 0.009826 0.004342 84 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s]
84/499 4.32G 0.01138 0.009826 0.004342 84 640: 36%|###6 | 61/168 [00:11<00:20, 5.15it/s]
84/499 4.32G 0.01138 0.009845 0.004353 73 640: 36%|###6 | 61/168 [00:11<00:20, 5.15it/s]
84/499 4.32G 0.01138 0.009845 0.004353 73 640: 37%|###6 | 62/168 [00:11<00:20, 5.25it/s]
84/499 4.32G 0.01139 0.009874 0.004325 73 640: 37%|###6 | 62/168 [00:11<00:20, 5.25it/s]
84/499 4.32G 0.01139 0.009874 0.004325 73 640: 38%|###7 | 63/168 [00:11<00:19, 5.32it/s]
84/499 4.32G 0.01138 0.009848 0.004354 67 640: 38%|###7 | 63/168 [00:12<00:19, 5.32it/s]
84/499 4.32G 0.01138 0.009848 0.004354 67 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s]
84/499 4.32G 0.01139 0.009854 0.004379 73 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s]
84/499 4.32G 0.01139 0.009854 0.004379 73 640: 39%|###8 | 65/168 [00:12<00:19, 5.25it/s]
84/499 4.32G 0.01141 0.009841 0.004403 64 640: 39%|###8 | 65/168 [00:12<00:19, 5.25it/s]
84/499 4.32G 0.01141 0.009841 0.004403 64 640: 39%|###9 | 66/168 [00:12<00:19, 5.29it/s]
84/499 4.32G 0.01142 0.009818 0.004361 63 640: 39%|###9 | 66/168 [00:12<00:19, 5.29it/s]
84/499 4.32G 0.01142 0.009818 0.004361 63 640: 40%|###9 | 67/168 [00:12<00:19, 5.14it/s]
84/499 4.32G 0.01143 0.009816 0.004388 68 640: 40%|###9 | 67/168 [00:12<00:19, 5.14it/s]
84/499 4.32G 0.01143 0.009816 0.004388 68 640: 40%|#### | 68/168 [00:12<00:19, 5.21it/s]
84/499 4.32G 0.01143 0.009773 0.00438 51 640: 40%|#### | 68/168 [00:13<00:19, 5.21it/s]
84/499 4.32G 0.01143 0.009773 0.00438 51 640: 41%|####1 | 69/168 [00:13<00:18, 5.28it/s]
84/499 4.32G 0.01143 0.009768 0.00439 64 640: 41%|####1 | 69/168 [00:13<00:18, 5.28it/s]
84/499 4.32G 0.01143 0.009768 0.00439 64 640: 42%|####1 | 70/168 [00:13<00:19, 5.14it/s]
84/499 4.32G 0.01145 0.009762 0.004414 63 640: 42%|####1 | 70/168 [00:13<00:19, 5.14it/s]
84/499 4.32G 0.01145 0.009762 0.004414 63 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s]
84/499 4.32G 0.01145 0.009787 0.004413 65 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s]
84/499 4.32G 0.01145 0.009787 0.004413 65 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s]
84/499 4.32G 0.01145 0.009768 0.004393 59 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s]
84/499 4.32G 0.01145 0.009768 0.004393 59 640: 43%|####3 | 73/168 [00:13<00:18, 5.17it/s]
84/499 4.32G 0.01143 0.009759 0.004371 83 640: 43%|####3 | 73/168 [00:14<00:18, 5.17it/s]
84/499 4.32G 0.01143 0.009759 0.004371 83 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s]
84/499 4.32G 0.01143 0.009743 0.004356 59 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s]
84/499 4.32G 0.01143 0.009743 0.004356 59 640: 45%|####4 | 75/168 [00:14<00:17, 5.30it/s]
84/499 4.32G 0.01145 0.009758 0.004392 73 640: 45%|####4 | 75/168 [00:14<00:17, 5.30it/s]
84/499 4.32G 0.01145 0.009758 0.004392 73 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s]
84/499 4.32G 0.01144 0.009762 0.004376 71 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s]
84/499 4.32G 0.01144 0.009762 0.004376 71 640: 46%|####5 | 77/168 [00:14<00:17, 5.25it/s]
84/499 4.32G 0.01141 0.009764 0.0044 79 640: 46%|####5 | 77/168 [00:14<00:17, 5.25it/s]
84/499 4.32G 0.01141 0.009764 0.0044 79 640: 46%|####6 | 78/168 [00:14<00:16, 5.32it/s]
84/499 4.32G 0.01143 0.009771 0.004374 63 640: 46%|####6 | 78/168 [00:15<00:16, 5.32it/s]
84/499 4.32G 0.01143 0.009771 0.004374 63 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s]
84/499 4.32G 0.01141 0.009777 0.004382 72 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s]
84/499 4.32G 0.01141 0.009777 0.004382 72 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s]
84/499 4.32G 0.0114 0.009754 0.004371 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s]
84/499 4.32G 0.0114 0.009754 0.004371 70 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s]
84/499 4.32G 0.0114 0.009759 0.00435 67 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s]
84/499 4.32G 0.0114 0.009759 0.00435 67 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s]
84/499 4.32G 0.01139 0.009755 0.004368 62 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s]
84/499 4.32G 0.01139 0.009755 0.004368 62 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s]
84/499 4.32G 0.01141 0.009782 0.004359 73 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s]
84/499 4.32G 0.01141 0.009782 0.004359 73 640: 50%|##### | 84/168 [00:15<00:15, 5.33it/s]
84/499 4.32G 0.01141 0.009808 0.004353 77 640: 50%|##### | 84/168 [00:16<00:15, 5.33it/s]
84/499 4.32G 0.01141 0.009808 0.004353 77 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
84/499 4.32G 0.01141 0.009842 0.004345 79 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
84/499 4.32G 0.01141 0.009842 0.004345 79 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s]
84/499 4.32G 0.0114 0.009836 0.004323 70 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s]
84/499 4.32G 0.0114 0.009836 0.004323 70 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s]
84/499 4.32G 0.0114 0.009829 0.00433 68 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s]
84/499 4.32G 0.0114 0.009829 0.00433 68 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
84/499 4.32G 0.01142 0.00982 0.004347 58 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
84/499 4.32G 0.01142 0.00982 0.004347 58 640: 53%|#####2 | 89/168 [00:16<00:14, 5.28it/s]
84/499 4.32G 0.01141 0.009844 0.004345 82 640: 53%|#####2 | 89/168 [00:17<00:14, 5.28it/s]
84/499 4.32G 0.01141 0.009844 0.004345 82 640: 54%|#####3 | 90/168 [00:17<00:14, 5.36it/s]
84/499 4.32G 0.0114 0.009824 0.00436 67 640: 54%|#####3 | 90/168 [00:17<00:14, 5.36it/s]
84/499 4.32G 0.0114 0.009824 0.00436 67 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s]
84/499 4.32G 0.0114 0.009817 0.004348 54 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s]
84/499 4.32G 0.0114 0.009817 0.004348 54 640: 55%|#####4 | 92/168 [00:17<00:14, 5.24it/s]
84/499 4.32G 0.01142 0.009827 0.004321 61 640: 55%|#####4 | 92/168 [00:17<00:14, 5.24it/s]
84/499 4.32G 0.01142 0.009827 0.004321 61 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s]
84/499 4.32G 0.01142 0.009804 0.004309 53 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s]
84/499 4.32G 0.01142 0.009804 0.004309 53 640: 56%|#####5 | 94/168 [00:17<00:14, 5.11it/s]
84/499 4.32G 0.01142 0.009842 0.004292 94 640: 56%|#####5 | 94/168 [00:18<00:14, 5.11it/s]
84/499 4.32G 0.01142 0.009842 0.004292 94 640: 57%|#####6 | 95/168 [00:18<00:13, 5.23it/s]
84/499 4.32G 0.01142 0.009841 0.004286 63 640: 57%|#####6 | 95/168 [00:18<00:13, 5.23it/s]
84/499 4.32G 0.01142 0.009841 0.004286 63 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s]
84/499 4.32G 0.01142 0.009833 0.00427 63 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s]
84/499 4.32G 0.01142 0.009833 0.00427 63 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s]
84/499 4.32G 0.01142 0.009857 0.004268 73 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s]
84/499 4.32G 0.01142 0.009857 0.004268 73 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s]
84/499 4.32G 0.01145 0.009841 0.004242 48 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s]
84/499 4.32G 0.01145 0.009841 0.004242 48 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s]
84/499 4.32G 0.01144 0.009823 0.004254 57 640: 59%|#####8 | 99/168 [00:19<00:12, 5.35it/s]
84/499 4.32G 0.01144 0.009823 0.004254 57 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s]
84/499 4.32G 0.01144 0.009835 0.004273 77 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s]
84/499 4.32G 0.01144 0.009835 0.004273 77 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s]
84/499 4.32G 0.01143 0.009846 0.004286 74 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s]
84/499 4.32G 0.01143 0.009846 0.004286 74 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s]
84/499 4.32G 0.01142 0.009839 0.004298 60 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s]
84/499 4.32G 0.01142 0.009839 0.004298 60 640: 61%|######1 | 103/168 [00:19<00:12, 5.16it/s]
84/499 4.32G 0.01143 0.009864 0.004319 80 640: 61%|######1 | 103/168 [00:19<00:12, 5.16it/s]
84/499 4.32G 0.01143 0.009864 0.004319 80 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s]
84/499 4.32G 0.01144 0.00984 0.004307 49 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s]
84/499 4.32G 0.01144 0.00984 0.004307 49 640: 62%|######2 | 105/168 [00:19<00:11, 5.30it/s]
84/499 4.32G 0.01145 0.009826 0.004369 57 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s]
84/499 4.32G 0.01145 0.009826 0.004369 57 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s]
84/499 4.32G 0.01145 0.009816 0.004375 52 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s]
84/499 4.32G 0.01145 0.009816 0.004375 52 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s]
84/499 4.32G 0.01147 0.009825 0.004381 69 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s]
84/499 4.32G 0.01147 0.009825 0.004381 69 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s]
84/499 4.32G 0.01147 0.009835 0.004392 83 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s]
84/499 4.32G 0.01147 0.009835 0.004392 83 640: 65%|######4 | 109/168 [00:20<00:11, 5.15it/s]
84/499 4.32G 0.01148 0.009844 0.004385 60 640: 65%|######4 | 109/168 [00:20<00:11, 5.15it/s]
84/499 4.32G 0.01148 0.009844 0.004385 60 640: 65%|######5 | 110/168 [00:20<00:11, 5.23it/s]
84/499 4.32G 0.01149 0.009852 0.004377 65 640: 65%|######5 | 110/168 [00:21<00:11, 5.23it/s]
84/499 4.32G 0.01149 0.009852 0.004377 65 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
84/499 4.32G 0.01149 0.009843 0.004404 56 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
84/499 4.32G 0.01149 0.009843 0.004404 56 640: 67%|######6 | 112/168 [00:21<00:10, 5.16it/s]
84/499 4.32G 0.01149 0.00986 0.004391 85 640: 67%|######6 | 112/168 [00:21<00:10, 5.16it/s]
84/499 4.32G 0.01149 0.00986 0.004391 85 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s]
84/499 4.32G 0.01149 0.009881 0.004382 74 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s]
84/499 4.32G 0.01149 0.009881 0.004382 74 640: 68%|######7 | 114/168 [00:21<00:10, 5.31it/s]
84/499 4.32G 0.0115 0.009891 0.00438 77 640: 68%|######7 | 114/168 [00:21<00:10, 5.31it/s]
84/499 4.32G 0.0115 0.009891 0.00438 77 640: 68%|######8 | 115/168 [00:21<00:10, 5.17it/s]
84/499 4.32G 0.01149 0.009893 0.004373 74 640: 68%|######8 | 115/168 [00:22<00:10, 5.17it/s]
84/499 4.32G 0.01149 0.009893 0.004373 74 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
84/499 4.32G 0.01149 0.009892 0.004341 72 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
84/499 4.32G 0.01149 0.009892 0.004341 72 640: 70%|######9 | 117/168 [00:22<00:09, 5.30it/s]
84/499 4.32G 0.0115 0.009896 0.00432 60 640: 70%|######9 | 117/168 [00:22<00:09, 5.30it/s]
84/499 4.32G 0.0115 0.009896 0.00432 60 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s]
84/499 4.32G 0.01149 0.009881 0.004309 62 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s]
84/499 4.32G 0.01149 0.009881 0.004309 62 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s]
84/499 4.32G 0.01149 0.009891 0.004313 75 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s]
84/499 4.32G 0.01149 0.009891 0.004313 75 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s]
84/499 4.32G 0.0115 0.009882 0.004319 56 640: 71%|#######1 | 120/168 [00:23<00:08, 5.34it/s]
84/499 4.32G 0.0115 0.009882 0.004319 56 640: 72%|#######2 | 121/168 [00:23<00:09, 5.13it/s]
84/499 4.32G 0.0115 0.009901 0.004324 93 640: 72%|#######2 | 121/168 [00:23<00:09, 5.13it/s]
84/499 4.32G 0.0115 0.009901 0.004324 93 640: 73%|#######2 | 122/168 [00:23<00:08, 5.22it/s]
84/499 4.32G 0.01149 0.009908 0.004364 82 640: 73%|#######2 | 122/168 [00:23<00:08, 5.22it/s]
84/499 4.32G 0.01149 0.009908 0.004364 82 640: 73%|#######3 | 123/168 [00:23<00:08, 5.29it/s]
84/499 4.32G 0.0115 0.009911 0.004412 77 640: 73%|#######3 | 123/168 [00:23<00:08, 5.29it/s]
84/499 4.32G 0.0115 0.009911 0.004412 77 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s]
84/499 4.32G 0.01149 0.009891 0.004415 51 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s]
84/499 4.32G 0.01149 0.009891 0.004415 51 640: 74%|#######4 | 125/168 [00:23<00:08, 5.23it/s]
84/499 4.32G 0.01148 0.009905 0.004428 90 640: 74%|#######4 | 125/168 [00:24<00:08, 5.23it/s]
84/499 4.32G 0.01148 0.009905 0.004428 90 640: 75%|#######5 | 126/168 [00:24<00:07, 5.29it/s]
84/499 4.32G 0.01149 0.009901 0.004423 56 640: 75%|#######5 | 126/168 [00:24<00:07, 5.29it/s]
84/499 4.32G 0.01149 0.009901 0.004423 56 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
84/499 4.32G 0.01149 0.009897 0.004417 65 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
84/499 4.32G 0.01149 0.009897 0.004417 65 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s]
84/499 4.32G 0.01148 0.009892 0.004409 59 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s]
84/499 4.32G 0.01148 0.009892 0.004409 59 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s]
84/499 4.32G 0.0115 0.009886 0.00442 60 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s]
84/499 4.32G 0.0115 0.009886 0.00442 60 640: 77%|#######7 | 130/168 [00:24<00:07, 5.19it/s]
84/499 4.32G 0.01149 0.009874 0.004402 59 640: 77%|#######7 | 130/168 [00:24<00:07, 5.19it/s]
84/499 4.32G 0.01149 0.009874 0.004402 59 640: 78%|#######7 | 131/168 [00:24<00:07, 5.23it/s]
84/499 4.32G 0.01147 0.009863 0.004399 72 640: 78%|#######7 | 131/168 [00:25<00:07, 5.23it/s]
84/499 4.32G 0.01147 0.009863 0.004399 72 640: 79%|#######8 | 132/168 [00:25<00:06, 5.29it/s]
84/499 4.32G 0.01147 0.009857 0.004399 72 640: 79%|#######8 | 132/168 [00:25<00:06, 5.29it/s]
84/499 4.32G 0.01147 0.009857 0.004399 72 640: 79%|#######9 | 133/168 [00:25<00:06, 5.16it/s]
84/499 4.32G 0.01147 0.009843 0.004409 50 640: 79%|#######9 | 133/168 [00:25<00:06, 5.16it/s]
84/499 4.32G 0.01147 0.009843 0.004409 50 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s]
84/499 4.32G 0.01145 0.009843 0.004402 63 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s]
84/499 4.32G 0.01145 0.009843 0.004402 63 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s]
84/499 4.32G 0.01144 0.009827 0.004406 54 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s]
84/499 4.32G 0.01144 0.009827 0.004406 54 640: 81%|######## | 136/168 [00:25<00:06, 5.18it/s]
84/499 4.32G 0.01145 0.00983 0.004389 65 640: 81%|######## | 136/168 [00:26<00:06, 5.18it/s]
84/499 4.32G 0.01145 0.00983 0.004389 65 640: 82%|########1 | 137/168 [00:26<00:05, 5.27it/s]
84/499 4.32G 0.01145 0.00983 0.004372 65 640: 82%|########1 | 137/168 [00:26<00:05, 5.27it/s]
84/499 4.32G 0.01145 0.00983 0.004372 65 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
84/499 4.32G 0.01144 0.009832 0.004357 66 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
84/499 4.32G 0.01144 0.009832 0.004357 66 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
84/499 4.32G 0.01144 0.009834 0.004368 73 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
84/499 4.32G 0.01144 0.009834 0.004368 73 640: 83%|########3 | 140/168 [00:26<00:05, 5.28it/s]
84/499 4.32G 0.01144 0.00984 0.00437 81 640: 83%|########3 | 140/168 [00:26<00:05, 5.28it/s]
84/499 4.32G 0.01144 0.00984 0.00437 81 640: 84%|########3 | 141/168 [00:26<00:05, 5.34it/s]
84/499 4.32G 0.01143 0.009842 0.004356 78 640: 84%|########3 | 141/168 [00:27<00:05, 5.34it/s]
84/499 4.32G 0.01143 0.009842 0.004356 78 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s]
84/499 4.32G 0.01143 0.009834 0.004339 63 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s]
84/499 4.32G 0.01143 0.009834 0.004339 63 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s]
84/499 4.32G 0.01142 0.009832 0.004342 71 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s]
84/499 4.32G 0.01142 0.009832 0.004342 71 640: 86%|########5 | 144/168 [00:27<00:04, 5.34it/s]
84/499 4.32G 0.01142 0.009825 0.004347 64 640: 86%|########5 | 144/168 [00:27<00:04, 5.34it/s]
84/499 4.32G 0.01142 0.009825 0.004347 64 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s]
84/499 4.32G 0.01141 0.009826 0.004347 76 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s]
84/499 4.32G 0.01141 0.009826 0.004347 76 640: 87%|########6 | 146/168 [00:27<00:04, 5.23it/s]
84/499 4.32G 0.01141 0.00982 0.004369 75 640: 87%|########6 | 146/168 [00:27<00:04, 5.23it/s]
84/499 4.32G 0.01141 0.00982 0.004369 75 640: 88%|########7 | 147/168 [00:27<00:03, 5.29it/s]
84/499 4.32G 0.01141 0.00983 0.004361 72 640: 88%|########7 | 147/168 [00:28<00:03, 5.29it/s]
84/499 4.32G 0.01141 0.00983 0.004361 72 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s]
84/499 4.32G 0.0114 0.009829 0.004358 82 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s]
84/499 4.32G 0.0114 0.009829 0.004358 82 640: 89%|########8 | 149/168 [00:28<00:03, 5.19it/s]
84/499 4.32G 0.01139 0.009844 0.004363 85 640: 89%|########8 | 149/168 [00:28<00:03, 5.19it/s]
84/499 4.32G 0.01139 0.009844 0.004363 85 640: 89%|########9 | 150/168 [00:28<00:03, 5.26it/s]
84/499 4.32G 0.0114 0.009843 0.00436 71 640: 89%|########9 | 150/168 [00:28<00:03, 5.26it/s]
84/499 4.32G 0.0114 0.009843 0.00436 71 640: 90%|########9 | 151/168 [00:28<00:03, 5.15it/s]
84/499 4.32G 0.01139 0.009837 0.00434 65 640: 90%|########9 | 151/168 [00:28<00:03, 5.15it/s]
84/499 4.32G 0.01139 0.009837 0.00434 65 640: 90%|######### | 152/168 [00:28<00:03, 5.24it/s]
84/499 4.32G 0.01139 0.009852 0.004359 82 640: 90%|######### | 152/168 [00:29<00:03, 5.24it/s]
84/499 4.32G 0.01139 0.009852 0.004359 82 640: 91%|#########1| 153/168 [00:29<00:02, 5.26it/s]
84/499 4.32G 0.01138 0.009852 0.004346 75 640: 91%|#########1| 153/168 [00:29<00:02, 5.26it/s]
84/499 4.32G 0.01138 0.009852 0.004346 75 640: 92%|#########1| 154/168 [00:29<00:02, 5.13it/s]
84/499 4.32G 0.01138 0.009862 0.004331 67 640: 92%|#########1| 154/168 [00:29<00:02, 5.13it/s]
84/499 4.32G 0.01138 0.009862 0.004331 67 640: 92%|#########2| 155/168 [00:29<00:02, 5.21it/s]
84/499 4.32G 0.01139 0.009875 0.004332 72 640: 92%|#########2| 155/168 [00:29<00:02, 5.21it/s]
84/499 4.32G 0.01139 0.009875 0.004332 72 640: 93%|#########2| 156/168 [00:29<00:02, 5.28it/s]
84/499 4.32G 0.0114 0.00988 0.004317 63 640: 93%|#########2| 156/168 [00:29<00:02, 5.28it/s]
84/499 4.32G 0.0114 0.00988 0.004317 63 640: 93%|#########3| 157/168 [00:29<00:02, 5.15it/s]
84/499 4.32G 0.01141 0.009875 0.004341 62 640: 93%|#########3| 157/168 [00:30<00:02, 5.15it/s]
84/499 4.32G 0.01141 0.009875 0.004341 62 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s]
84/499 4.32G 0.01142 0.009892 0.004346 72 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s]
84/499 4.32G 0.01142 0.009892 0.004346 72 640: 95%|#########4| 159/168 [00:30<00:01, 5.29it/s]
84/499 4.32G 0.01142 0.009896 0.004356 78 640: 95%|#########4| 159/168 [00:30<00:01, 5.29it/s]
84/499 4.32G 0.01142 0.009896 0.004356 78 640: 95%|#########5| 160/168 [00:30<00:01, 5.11it/s]
84/499 4.32G 0.01141 0.009892 0.004342 66 640: 95%|#########5| 160/168 [00:30<00:01, 5.11it/s]
84/499 4.32G 0.01141 0.009892 0.004342 66 640: 96%|#########5| 161/168 [00:30<00:01, 5.22it/s]
84/499 4.32G 0.01142 0.009906 0.004341 72 640: 96%|#########5| 161/168 [00:30<00:01, 5.22it/s]
84/499 4.32G 0.01142 0.009906 0.004341 72 640: 96%|#########6| 162/168 [00:30<00:01, 5.29it/s]
84/499 4.32G 0.01143 0.009909 0.004354 69 640: 96%|#########6| 162/168 [00:31<00:01, 5.29it/s]
84/499 4.32G 0.01143 0.009909 0.004354 69 640: 97%|#########7| 163/168 [00:31<00:00, 5.13it/s]
84/499 4.32G 0.01143 0.009921 0.004372 78 640: 97%|#########7| 163/168 [00:31<00:00, 5.13it/s]
84/499 4.32G 0.01143 0.009921 0.004372 78 640: 98%|#########7| 164/168 [00:31<00:00, 5.23it/s]
84/499 4.32G 0.01143 0.009923 0.004359 78 640: 98%|#########7| 164/168 [00:31<00:00, 5.23it/s]
84/499 4.32G 0.01143 0.009923 0.004359 78 640: 98%|#########8| 165/168 [00:31<00:00, 5.31it/s]
84/499 4.32G 0.01143 0.00993 0.00436 65 640: 98%|#########8| 165/168 [00:31<00:00, 5.31it/s]
84/499 4.32G 0.01143 0.00993 0.00436 65 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s]
84/499 4.32G 0.01143 0.009947 0.004349 64 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s]
84/499 4.32G 0.01143 0.009947 0.004349 64 640: 99%|#########9| 167/168 [00:31<00:00, 5.21it/s]
84/499 4.32G 0.01143 0.00996 0.004331 35 640: 99%|#########9| 167/168 [00:32<00:00, 5.21it/s]
84/499 4.32G 0.01143 0.00996 0.004331 35 640: 100%|##########| 168/168 [00:32<00:00, 5.41it/s]
84/499 4.32G 0.01143 0.00996 0.004331 35 640: 100%|##########| 168/168 [00:32<00:00, 5.25it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s]
all 132 263 0.804 0.894 0.882 0.752
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
85/499 4.32G 0.01041 0.009147 0.003234 60 640: 0%| | 0/168 [00:00<?, ?it/s]
85/499 4.32G 0.01041 0.009147 0.003234 60 640: 1%| | 1/168 [00:00<00:33, 5.01it/s]
85/499 4.32G 0.01114 0.01072 0.003516 63 640: 1%| | 1/168 [00:00<00:33, 5.01it/s]
85/499 4.32G 0.01114 0.01072 0.003516 63 640: 1%|1 | 2/168 [00:00<00:31, 5.31it/s]
85/499 4.32G 0.01162 0.01086 0.003582 71 640: 1%|1 | 2/168 [00:00<00:31, 5.31it/s]
85/499 4.32G 0.01162 0.01086 0.003582 71 640: 2%|1 | 3/168 [00:00<00:30, 5.42it/s]
85/499 4.32G 0.01202 0.01088 0.00435 68 640: 2%|1 | 3/168 [00:00<00:30, 5.42it/s]
85/499 4.32G 0.01202 0.01088 0.00435 68 640: 2%|2 | 4/168 [00:00<00:31, 5.21it/s]
85/499 4.32G 0.01168 0.01082 0.003646 69 640: 2%|2 | 4/168 [00:00<00:31, 5.21it/s]
85/499 4.32G 0.01168 0.01082 0.003646 69 640: 3%|2 | 5/168 [00:00<00:30, 5.33it/s]
85/499 4.32G 0.01156 0.01044 0.003612 65 640: 3%|2 | 5/168 [00:01<00:30, 5.33it/s]
85/499 4.32G 0.01156 0.01044 0.003612 65 640: 4%|3 | 6/168 [00:01<00:30, 5.39it/s]
85/499 4.32G 0.01178 0.01054 0.003973 69 640: 4%|3 | 6/168 [00:01<00:30, 5.39it/s]
85/499 4.32G 0.01178 0.01054 0.003973 69 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s]
85/499 4.32G 0.01166 0.01044 0.003655 65 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s]
85/499 4.32G 0.01166 0.01044 0.003655 65 640: 5%|4 | 8/168 [00:01<00:30, 5.31it/s]
85/499 4.32G 0.01152 0.01037 0.003414 80 640: 5%|4 | 8/168 [00:01<00:30, 5.31it/s]
85/499 4.32G 0.01152 0.01037 0.003414 80 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s]
85/499 4.32G 0.01159 0.01047 0.003261 79 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s]
85/499 4.32G 0.01159 0.01047 0.003261 79 640: 6%|5 | 10/168 [00:01<00:30, 5.22it/s]
85/499 4.32G 0.01142 0.01034 0.00325 65 640: 6%|5 | 10/168 [00:02<00:30, 5.22it/s]
85/499 4.32G 0.01142 0.01034 0.00325 65 640: 7%|6 | 11/168 [00:02<00:29, 5.25it/s]
85/499 4.32G 0.0118 0.01029 0.003474 59 640: 7%|6 | 11/168 [00:02<00:29, 5.25it/s]
85/499 4.32G 0.0118 0.01029 0.003474 59 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s]
85/499 4.32G 0.01177 0.01042 0.00346 83 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s]
85/499 4.32G 0.01177 0.01042 0.00346 83 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s]
85/499 4.32G 0.0117 0.01024 0.003342 53 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s]
85/499 4.32G 0.0117 0.01024 0.003342 53 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s]
85/499 4.32G 0.01178 0.01009 0.003321 57 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s]
85/499 4.32G 0.01178 0.01009 0.003321 57 640: 9%|8 | 15/168 [00:02<00:28, 5.36it/s]
85/499 4.32G 0.01162 0.009997 0.003416 64 640: 9%|8 | 15/168 [00:03<00:28, 5.36it/s]
85/499 4.32G 0.01162 0.009997 0.003416 64 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s]
85/499 4.32G 0.0115 0.009898 0.003643 63 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s]
85/499 4.32G 0.0115 0.009898 0.003643 63 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s]
85/499 4.32G 0.01164 0.009969 0.003775 68 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s]
85/499 4.32G 0.01164 0.009969 0.003775 68 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s]
85/499 4.32G 0.01158 0.009966 0.004112 76 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s]
85/499 4.32G 0.01158 0.009966 0.004112 76 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
85/499 4.32G 0.01158 0.009985 0.004107 71 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
85/499 4.32G 0.01158 0.009985 0.004107 71 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s]
85/499 4.32G 0.01159 0.01005 0.004052 72 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s]
85/499 4.32G 0.01159 0.01005 0.004052 72 640: 12%|#2 | 21/168 [00:03<00:27, 5.35it/s]
85/499 4.32G 0.01161 0.01005 0.00415 74 640: 12%|#2 | 21/168 [00:04<00:27, 5.35it/s]
85/499 4.32G 0.01161 0.01005 0.00415 74 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
85/499 4.32G 0.01166 0.01014 0.004194 74 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
85/499 4.32G 0.01166 0.01014 0.004194 74 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s]
85/499 4.32G 0.0116 0.01008 0.004167 63 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s]
85/499 4.32G 0.0116 0.01008 0.004167 63 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s]
85/499 4.32G 0.01158 0.01014 0.0041 69 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s]
85/499 4.32G 0.01158 0.01014 0.0041 69 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
85/499 4.32G 0.01164 0.01011 0.004016 64 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
85/499 4.32G 0.01164 0.01011 0.004016 64 640: 15%|#5 | 26/168 [00:04<00:26, 5.30it/s]
85/499 4.32G 0.01166 0.01011 0.004047 62 640: 15%|#5 | 26/168 [00:05<00:26, 5.30it/s]
85/499 4.32G 0.01166 0.01011 0.004047 62 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s]
85/499 4.32G 0.01162 0.01005 0.004095 65 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s]
85/499 4.32G 0.01162 0.01005 0.004095 65 640: 17%|#6 | 28/168 [00:05<00:28, 4.85it/s]
85/499 4.32G 0.01154 0.01003 0.004123 76 640: 17%|#6 | 28/168 [00:05<00:28, 4.85it/s]
85/499 4.32G 0.01154 0.01003 0.004123 76 640: 17%|#7 | 29/168 [00:05<00:28, 4.92it/s]
85/499 4.32G 0.01152 0.01001 0.004075 61 640: 17%|#7 | 29/168 [00:05<00:28, 4.92it/s]
85/499 4.32G 0.01152 0.01001 0.004075 61 640: 18%|#7 | 30/168 [00:05<00:27, 5.08it/s]
85/499 4.32G 0.0116 0.009949 0.00415 56 640: 18%|#7 | 30/168 [00:05<00:27, 5.08it/s]
85/499 4.32G 0.0116 0.009949 0.00415 56 640: 18%|#8 | 31/168 [00:05<00:27, 5.03it/s]
85/499 4.32G 0.01157 0.009957 0.004115 64 640: 18%|#8 | 31/168 [00:06<00:27, 5.03it/s]
85/499 4.32G 0.01157 0.009957 0.004115 64 640: 19%|#9 | 32/168 [00:06<00:26, 5.16it/s]
85/499 4.32G 0.01156 0.009965 0.004065 77 640: 19%|#9 | 32/168 [00:06<00:26, 5.16it/s]
85/499 4.32G 0.01156 0.009965 0.004065 77 640: 20%|#9 | 33/168 [00:06<00:25, 5.24it/s]
85/499 4.32G 0.01157 0.009977 0.004209 74 640: 20%|#9 | 33/168 [00:06<00:25, 5.24it/s]
85/499 4.32G 0.01157 0.009977 0.004209 74 640: 20%|## | 34/168 [00:06<00:26, 5.14it/s]
85/499 4.32G 0.01155 0.01 0.004177 59 640: 20%|## | 34/168 [00:06<00:26, 5.14it/s]
85/499 4.32G 0.01155 0.01 0.004177 59 640: 21%|## | 35/168 [00:06<00:25, 5.23it/s]
85/499 4.32G 0.01161 0.01002 0.00416 67 640: 21%|## | 35/168 [00:06<00:25, 5.23it/s]
85/499 4.32G 0.01161 0.01002 0.00416 67 640: 21%|##1 | 36/168 [00:06<00:24, 5.29it/s]
85/499 4.32G 0.01163 0.01 0.004094 61 640: 21%|##1 | 36/168 [00:07<00:24, 5.29it/s]
85/499 4.32G 0.01163 0.01 0.004094 61 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
85/499 4.32G 0.01162 0.01003 0.004011 82 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
85/499 4.32G 0.01162 0.01003 0.004011 82 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
85/499 4.32G 0.01159 0.01002 0.004013 69 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
85/499 4.32G 0.01159 0.01002 0.004013 69 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
85/499 4.32G 0.01154 0.009967 0.004043 71 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
85/499 4.32G 0.01154 0.009967 0.004043 71 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
85/499 4.32G 0.01153 0.009985 0.0041 75 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
85/499 4.32G 0.01153 0.009985 0.0041 75 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
85/499 4.32G 0.01154 0.01 0.004113 68 640: 24%|##4 | 41/168 [00:08<00:23, 5.30it/s]
85/499 4.32G 0.01154 0.01 0.004113 68 640: 25%|##5 | 42/168 [00:08<00:23, 5.38it/s]
85/499 4.32G 0.0115 0.01002 0.004149 82 640: 25%|##5 | 42/168 [00:08<00:23, 5.38it/s]
85/499 4.32G 0.0115 0.01002 0.004149 82 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
85/499 4.32G 0.01148 0.01003 0.004107 77 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
85/499 4.32G 0.01148 0.01003 0.004107 77 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s]
85/499 4.32G 0.01146 0.01001 0.004111 60 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s]
85/499 4.32G 0.01146 0.01001 0.004111 60 640: 27%|##6 | 45/168 [00:08<00:22, 5.37it/s]
85/499 4.32G 0.01145 0.01 0.004094 71 640: 27%|##6 | 45/168 [00:08<00:22, 5.37it/s]
85/499 4.32G 0.01145 0.01 0.004094 71 640: 27%|##7 | 46/168 [00:08<00:23, 5.23it/s]
85/499 4.32G 0.01142 0.01007 0.004055 87 640: 27%|##7 | 46/168 [00:08<00:23, 5.23it/s]
85/499 4.32G 0.01142 0.01007 0.004055 87 640: 28%|##7 | 47/168 [00:08<00:22, 5.31it/s]
85/499 4.32G 0.01142 0.01003 0.004067 68 640: 28%|##7 | 47/168 [00:09<00:22, 5.31it/s]
85/499 4.32G 0.01142 0.01003 0.004067 68 640: 29%|##8 | 48/168 [00:09<00:22, 5.38it/s]
85/499 4.32G 0.01147 0.01008 0.004089 69 640: 29%|##8 | 48/168 [00:09<00:22, 5.38it/s]
85/499 4.32G 0.01147 0.01008 0.004089 69 640: 29%|##9 | 49/168 [00:09<00:22, 5.22it/s]
85/499 4.32G 0.01149 0.01008 0.004076 67 640: 29%|##9 | 49/168 [00:09<00:22, 5.22it/s]
85/499 4.32G 0.01149 0.01008 0.004076 67 640: 30%|##9 | 50/168 [00:09<00:22, 5.25it/s]
85/499 4.32G 0.01149 0.01005 0.004146 60 640: 30%|##9 | 50/168 [00:09<00:22, 5.25it/s]
85/499 4.32G 0.01149 0.01005 0.004146 60 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
85/499 4.32G 0.01148 0.01006 0.004148 77 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
85/499 4.32G 0.01148 0.01006 0.004148 77 640: 31%|### | 52/168 [00:09<00:22, 5.22it/s]
85/499 4.32G 0.01153 0.01005 0.004183 55 640: 31%|### | 52/168 [00:10<00:22, 5.22it/s]
85/499 4.32G 0.01153 0.01005 0.004183 55 640: 32%|###1 | 53/168 [00:10<00:21, 5.31it/s]
85/499 4.32G 0.01149 0.01004 0.004174 69 640: 32%|###1 | 53/168 [00:10<00:21, 5.31it/s]
85/499 4.32G 0.01149 0.01004 0.004174 69 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s]
85/499 4.32G 0.01149 0.01002 0.004145 66 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s]
85/499 4.32G 0.01149 0.01002 0.004145 66 640: 33%|###2 | 55/168 [00:10<00:21, 5.22it/s]
85/499 4.32G 0.01148 0.01003 0.004151 65 640: 33%|###2 | 55/168 [00:10<00:21, 5.22it/s]
85/499 4.32G 0.01148 0.01003 0.004151 65 640: 33%|###3 | 56/168 [00:10<00:21, 5.32it/s]
85/499 4.32G 0.01146 0.01001 0.004186 63 640: 33%|###3 | 56/168 [00:10<00:21, 5.32it/s]
85/499 4.32G 0.01146 0.01001 0.004186 63 640: 34%|###3 | 57/168 [00:10<00:20, 5.37it/s]
85/499 4.32G 0.01156 0.009976 0.004213 49 640: 34%|###3 | 57/168 [00:11<00:20, 5.37it/s]
85/499 4.32G 0.01156 0.009976 0.004213 49 640: 35%|###4 | 58/168 [00:11<00:20, 5.25it/s]
85/499 4.32G 0.01154 0.009956 0.0042 68 640: 35%|###4 | 58/168 [00:11<00:20, 5.25it/s]
85/499 4.32G 0.01154 0.009956 0.0042 68 640: 35%|###5 | 59/168 [00:11<00:20, 5.32it/s]
85/499 4.32G 0.01154 0.009955 0.004181 73 640: 35%|###5 | 59/168 [00:11<00:20, 5.32it/s]
85/499 4.32G 0.01154 0.009955 0.004181 73 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s]
85/499 4.32G 0.01152 0.009914 0.004151 59 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s]
85/499 4.32G 0.01152 0.009914 0.004151 59 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s]
85/499 4.32G 0.01152 0.009918 0.004134 64 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s]
85/499 4.32G 0.01152 0.009918 0.004134 64 640: 37%|###6 | 62/168 [00:11<00:19, 5.30it/s]
85/499 4.32G 0.01153 0.009926 0.004179 72 640: 37%|###6 | 62/168 [00:11<00:19, 5.30it/s]
85/499 4.32G 0.01153 0.009926 0.004179 72 640: 38%|###7 | 63/168 [00:11<00:19, 5.35it/s]
85/499 4.32G 0.01152 0.009927 0.004185 74 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s]
85/499 4.32G 0.01152 0.009927 0.004185 74 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s]
85/499 4.32G 0.01154 0.009913 0.004202 51 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s]
85/499 4.32G 0.01154 0.009913 0.004202 51 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
85/499 4.32G 0.01153 0.009949 0.004212 79 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
85/499 4.32G 0.01153 0.009949 0.004212 79 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
85/499 4.32G 0.01156 0.009959 0.004211 66 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
85/499 4.32G 0.01156 0.009959 0.004211 66 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
85/499 4.32G 0.01156 0.009951 0.004261 69 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
85/499 4.32G 0.01156 0.009951 0.004261 69 640: 40%|#### | 68/168 [00:12<00:19, 5.25it/s]
85/499 4.32G 0.01155 0.009988 0.004236 79 640: 40%|#### | 68/168 [00:13<00:19, 5.25it/s]
85/499 4.32G 0.01155 0.009988 0.004236 79 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s]
85/499 4.32G 0.01157 0.01001 0.004319 61 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s]
85/499 4.32G 0.01157 0.01001 0.004319 61 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s]
85/499 4.32G 0.01158 0.01003 0.004314 68 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s]
85/499 4.32G 0.01158 0.01003 0.004314 68 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s]
85/499 4.32G 0.01157 0.01003 0.004305 78 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s]
85/499 4.32G 0.01157 0.01003 0.004305 78 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s]
85/499 4.32G 0.01156 0.01002 0.004261 61 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s]
85/499 4.32G 0.01156 0.01002 0.004261 61 640: 43%|####3 | 73/168 [00:13<00:18, 5.22it/s]
85/499 4.32G 0.01154 0.01001 0.004251 76 640: 43%|####3 | 73/168 [00:14<00:18, 5.22it/s]
85/499 4.32G 0.01154 0.01001 0.004251 76 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s]
85/499 4.32G 0.01156 0.01003 0.004274 68 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s]
85/499 4.32G 0.01156 0.01003 0.004274 68 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s]
85/499 4.32G 0.01158 0.01003 0.004293 74 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s]
85/499 4.32G 0.01158 0.01003 0.004293 74 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s]
85/499 4.32G 0.01159 0.01006 0.00428 78 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s]
85/499 4.32G 0.01159 0.01006 0.00428 78 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s]
85/499 4.32G 0.01158 0.01005 0.004269 59 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s]
85/499 4.32G 0.01158 0.01005 0.004269 59 640: 46%|####6 | 78/168 [00:14<00:16, 5.35it/s]
85/499 4.32G 0.01156 0.01007 0.004265 79 640: 46%|####6 | 78/168 [00:15<00:16, 5.35it/s]
85/499 4.32G 0.01156 0.01007 0.004265 79 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s]
85/499 4.32G 0.01155 0.01009 0.004227 81 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s]
85/499 4.32G 0.01155 0.01009 0.004227 81 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s]
85/499 4.32G 0.01157 0.01012 0.004206 72 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s]
85/499 4.32G 0.01157 0.01012 0.004206 72 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s]
85/499 4.32G 0.01157 0.01012 0.004206 75 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s]
85/499 4.32G 0.01157 0.01012 0.004206 75 640: 49%|####8 | 82/168 [00:15<00:16, 5.17it/s]
85/499 4.32G 0.01157 0.01011 0.004192 58 640: 49%|####8 | 82/168 [00:15<00:16, 5.17it/s]
85/499 4.32G 0.01157 0.01011 0.004192 58 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s]
85/499 4.32G 0.01157 0.01011 0.004175 52 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s]
85/499 4.32G 0.01157 0.01011 0.004175 52 640: 50%|##### | 84/168 [00:15<00:15, 5.36it/s]
85/499 4.32G 0.0116 0.01012 0.004181 63 640: 50%|##### | 84/168 [00:16<00:15, 5.36it/s]
85/499 4.32G 0.0116 0.01012 0.004181 63 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s]
85/499 4.32G 0.0116 0.01012 0.004169 71 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s]
85/499 4.32G 0.0116 0.01012 0.004169 71 640: 51%|#####1 | 86/168 [00:16<00:15, 5.26it/s]
85/499 4.32G 0.01159 0.0101 0.00418 63 640: 51%|#####1 | 86/168 [00:16<00:15, 5.26it/s]
85/499 4.32G 0.01159 0.0101 0.00418 63 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s]
85/499 4.32G 0.01159 0.0101 0.00417 67 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s]
85/499 4.32G 0.01159 0.0101 0.00417 67 640: 52%|#####2 | 88/168 [00:16<00:15, 5.22it/s]
85/499 4.32G 0.01157 0.0101 0.004172 74 640: 52%|#####2 | 88/168 [00:16<00:15, 5.22it/s]
85/499 4.32G 0.01157 0.0101 0.004172 74 640: 53%|#####2 | 89/168 [00:16<00:14, 5.27it/s]
85/499 4.32G 0.01157 0.01009 0.004172 59 640: 53%|#####2 | 89/168 [00:17<00:14, 5.27it/s]
85/499 4.32G 0.01157 0.01009 0.004172 59 640: 54%|#####3 | 90/168 [00:17<00:14, 5.31it/s]
85/499 4.32G 0.01156 0.01012 0.004151 80 640: 54%|#####3 | 90/168 [00:17<00:14, 5.31it/s]
85/499 4.32G 0.01156 0.01012 0.004151 80 640: 54%|#####4 | 91/168 [00:17<00:14, 5.17it/s]
85/499 4.32G 0.01158 0.01013 0.004129 71 640: 54%|#####4 | 91/168 [00:17<00:14, 5.17it/s]
85/499 4.32G 0.01158 0.01013 0.004129 71 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
85/499 4.32G 0.01159 0.01016 0.004133 73 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
85/499 4.32G 0.01159 0.01016 0.004133 73 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s]
85/499 4.32G 0.01158 0.01016 0.004127 79 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s]
85/499 4.32G 0.01158 0.01016 0.004127 79 640: 56%|#####5 | 94/168 [00:17<00:14, 5.20it/s]
85/499 4.32G 0.01158 0.01015 0.004108 68 640: 56%|#####5 | 94/168 [00:18<00:14, 5.20it/s]
85/499 4.32G 0.01158 0.01015 0.004108 68 640: 57%|#####6 | 95/168 [00:18<00:13, 5.22it/s]
85/499 4.32G 0.01158 0.01015 0.004124 73 640: 57%|#####6 | 95/168 [00:18<00:13, 5.22it/s]
85/499 4.32G 0.01158 0.01015 0.004124 73 640: 57%|#####7 | 96/168 [00:18<00:13, 5.30it/s]
85/499 4.32G 0.01159 0.01015 0.004106 66 640: 57%|#####7 | 96/168 [00:18<00:13, 5.30it/s]
85/499 4.32G 0.01159 0.01015 0.004106 66 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s]
85/499 4.32G 0.0116 0.01018 0.004113 77 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s]
85/499 4.32G 0.0116 0.01018 0.004113 77 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s]
85/499 4.32G 0.01161 0.01017 0.004092 53 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s]
85/499 4.32G 0.01161 0.01017 0.004092 53 640: 59%|#####8 | 99/168 [00:18<00:12, 5.36it/s]
85/499 4.32G 0.0116 0.01016 0.00408 63 640: 59%|#####8 | 99/168 [00:19<00:12, 5.36it/s]
85/499 4.32G 0.0116 0.01016 0.00408 63 640: 60%|#####9 | 100/168 [00:19<00:13, 5.21it/s]
85/499 4.32G 0.01159 0.01013 0.004075 49 640: 60%|#####9 | 100/168 [00:19<00:13, 5.21it/s]
85/499 4.32G 0.01159 0.01013 0.004075 49 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s]
85/499 4.32G 0.0116 0.01014 0.004081 66 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s]
85/499 4.32G 0.0116 0.01014 0.004081 66 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
85/499 4.32G 0.01158 0.01011 0.00407 45 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
85/499 4.32G 0.01158 0.01011 0.00407 45 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s]
85/499 4.32G 0.01159 0.0101 0.004065 58 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s]
85/499 4.32G 0.01159 0.0101 0.004065 58 640: 62%|######1 | 104/168 [00:19<00:12, 5.31it/s]
85/499 4.32G 0.0116 0.0101 0.004075 65 640: 62%|######1 | 104/168 [00:19<00:12, 5.31it/s]
85/499 4.32G 0.0116 0.0101 0.004075 65 640: 62%|######2 | 105/168 [00:19<00:11, 5.37it/s]
85/499 4.32G 0.0116 0.01011 0.004066 69 640: 62%|######2 | 105/168 [00:20<00:11, 5.37it/s]
85/499 4.32G 0.0116 0.01011 0.004066 69 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s]
85/499 4.32G 0.01161 0.01012 0.004053 73 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s]
85/499 4.32G 0.01161 0.01012 0.004053 73 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s]
85/499 4.32G 0.01161 0.01013 0.004066 80 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s]
85/499 4.32G 0.01161 0.01013 0.004066 80 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s]
85/499 4.32G 0.0116 0.01012 0.004071 60 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s]
85/499 4.32G 0.0116 0.01012 0.004071 60 640: 65%|######4 | 109/168 [00:20<00:11, 5.24it/s]
85/499 4.32G 0.01159 0.01012 0.004071 79 640: 65%|######4 | 109/168 [00:20<00:11, 5.24it/s]
85/499 4.32G 0.01159 0.01012 0.004071 79 640: 65%|######5 | 110/168 [00:20<00:10, 5.32it/s]
85/499 4.32G 0.01158 0.01011 0.00408 73 640: 65%|######5 | 110/168 [00:21<00:10, 5.32it/s]
85/499 4.32G 0.01158 0.01011 0.00408 73 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s]
85/499 4.32G 0.01157 0.01009 0.004059 51 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s]
85/499 4.32G 0.01157 0.01009 0.004059 51 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s]
85/499 4.32G 0.01159 0.01007 0.00406 55 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s]
85/499 4.32G 0.01159 0.01007 0.00406 55 640: 67%|######7 | 113/168 [00:21<00:10, 5.20it/s]
85/499 4.32G 0.01158 0.01005 0.004099 56 640: 67%|######7 | 113/168 [00:21<00:10, 5.20it/s]
85/499 4.32G 0.01158 0.01005 0.004099 56 640: 68%|######7 | 114/168 [00:21<00:10, 5.27it/s]
85/499 4.32G 0.01157 0.01003 0.004074 65 640: 68%|######7 | 114/168 [00:21<00:10, 5.27it/s]
85/499 4.32G 0.01157 0.01003 0.004074 65 640: 68%|######8 | 115/168 [00:21<00:10, 5.16it/s]
85/499 4.32G 0.01157 0.01003 0.004054 74 640: 68%|######8 | 115/168 [00:22<00:10, 5.16it/s]
85/499 4.32G 0.01157 0.01003 0.004054 74 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
85/499 4.32G 0.01157 0.01004 0.004056 83 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
85/499 4.32G 0.01157 0.01004 0.004056 83 640: 70%|######9 | 117/168 [00:22<00:09, 5.30it/s]
85/499 4.32G 0.01157 0.01004 0.004051 71 640: 70%|######9 | 117/168 [00:22<00:09, 5.30it/s]
85/499 4.32G 0.01157 0.01004 0.004051 71 640: 70%|####### | 118/168 [00:22<00:09, 5.10it/s]
85/499 4.32G 0.01157 0.01004 0.004075 73 640: 70%|####### | 118/168 [00:22<00:09, 5.10it/s]
85/499 4.32G 0.01157 0.01004 0.004075 73 640: 71%|####### | 119/168 [00:22<00:09, 5.21it/s]
85/499 4.32G 0.01158 0.01004 0.00405 72 640: 71%|####### | 119/168 [00:22<00:09, 5.21it/s]
85/499 4.32G 0.01158 0.01004 0.00405 72 640: 71%|#######1 | 120/168 [00:22<00:09, 5.30it/s]
85/499 4.32G 0.0116 0.01004 0.004047 66 640: 71%|#######1 | 120/168 [00:23<00:09, 5.30it/s]
85/499 4.32G 0.0116 0.01004 0.004047 66 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
85/499 4.32G 0.01159 0.01003 0.004036 55 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
85/499 4.32G 0.01159 0.01003 0.004036 55 640: 73%|#######2 | 122/168 [00:23<00:08, 5.20it/s]
85/499 4.32G 0.01158 0.01004 0.004042 79 640: 73%|#######2 | 122/168 [00:23<00:08, 5.20it/s]
85/499 4.32G 0.01158 0.01004 0.004042 79 640: 73%|#######3 | 123/168 [00:23<00:08, 5.27it/s]
85/499 4.32G 0.01156 0.01003 0.004059 67 640: 73%|#######3 | 123/168 [00:23<00:08, 5.27it/s]
85/499 4.32G 0.01156 0.01003 0.004059 67 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s]
85/499 4.32G 0.01156 0.01002 0.004114 57 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s]
85/499 4.32G 0.01156 0.01002 0.004114 57 640: 74%|#######4 | 125/168 [00:23<00:08, 5.25it/s]
85/499 4.32G 0.01157 0.01001 0.004089 56 640: 74%|#######4 | 125/168 [00:23<00:08, 5.25it/s]
85/499 4.32G 0.01157 0.01001 0.004089 56 640: 75%|#######5 | 126/168 [00:23<00:07, 5.33it/s]
85/499 4.32G 0.01157 0.01003 0.004115 86 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s]
85/499 4.32G 0.01157 0.01003 0.004115 86 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s]
85/499 4.32G 0.01156 0.01002 0.004101 62 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s]
85/499 4.32G 0.01156 0.01002 0.004101 62 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s]
85/499 4.32G 0.01157 0.01003 0.004099 71 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s]
85/499 4.32G 0.01157 0.01003 0.004099 71 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s]
85/499 4.32G 0.01157 0.01003 0.004128 70 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s]
85/499 4.32G 0.01157 0.01003 0.004128 70 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s]
85/499 4.32G 0.01156 0.01003 0.004155 74 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s]
85/499 4.32G 0.01156 0.01003 0.004155 74 640: 78%|#######7 | 131/168 [00:24<00:07, 5.25it/s]
85/499 4.32G 0.01156 0.01002 0.004165 57 640: 78%|#######7 | 131/168 [00:25<00:07, 5.25it/s]
85/499 4.32G 0.01156 0.01002 0.004165 57 640: 79%|#######8 | 132/168 [00:25<00:06, 5.28it/s]
85/499 4.32G 0.01157 0.01002 0.004194 64 640: 79%|#######8 | 132/168 [00:25<00:06, 5.28it/s]
85/499 4.32G 0.01157 0.01002 0.004194 64 640: 79%|#######9 | 133/168 [00:25<00:06, 5.14it/s]
85/499 4.32G 0.01156 0.01002 0.004201 69 640: 79%|#######9 | 133/168 [00:25<00:06, 5.14it/s]
85/499 4.32G 0.01156 0.01002 0.004201 69 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s]
85/499 4.32G 0.01156 0.01002 0.004186 59 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s]
85/499 4.32G 0.01156 0.01002 0.004186 59 640: 80%|######## | 135/168 [00:25<00:06, 5.30it/s]
85/499 4.32G 0.01156 0.01001 0.004204 65 640: 80%|######## | 135/168 [00:25<00:06, 5.30it/s]
85/499 4.32G 0.01156 0.01001 0.004204 65 640: 81%|######## | 136/168 [00:25<00:06, 5.10it/s]
85/499 4.32G 0.01156 0.01001 0.004205 73 640: 81%|######## | 136/168 [00:26<00:06, 5.10it/s]
85/499 4.32G 0.01156 0.01001 0.004205 73 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s]
85/499 4.32G 0.01156 0.01 0.004207 69 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s]
85/499 4.32G 0.01156 0.01 0.004207 69 640: 82%|########2 | 138/168 [00:26<00:05, 5.31it/s]
85/499 4.32G 0.01154 0.009998 0.004197 71 640: 82%|########2 | 138/168 [00:26<00:05, 5.31it/s]
85/499 4.32G 0.01154 0.009998 0.004197 71 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s]
85/499 4.32G 0.01154 0.009995 0.004209 64 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s]
85/499 4.32G 0.01154 0.009995 0.004209 64 640: 83%|########3 | 140/168 [00:26<00:05, 5.27it/s]
85/499 4.32G 0.01153 0.009974 0.004212 55 640: 83%|########3 | 140/168 [00:26<00:05, 5.27it/s]
85/499 4.32G 0.01153 0.009974 0.004212 55 640: 84%|########3 | 141/168 [00:26<00:05, 5.34it/s]
85/499 4.32G 0.01154 0.009961 0.004204 52 640: 84%|########3 | 141/168 [00:27<00:05, 5.34it/s]
85/499 4.32G 0.01154 0.009961 0.004204 52 640: 85%|########4 | 142/168 [00:27<00:04, 5.20it/s]
85/499 4.32G 0.01153 0.009945 0.0042 60 640: 85%|########4 | 142/168 [00:27<00:04, 5.20it/s]
85/499 4.32G 0.01153 0.009945 0.0042 60 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s]
85/499 4.32G 0.01153 0.009943 0.004183 75 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s]
85/499 4.32G 0.01153 0.009943 0.004183 75 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s]
85/499 4.32G 0.01152 0.009938 0.004182 59 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s]
85/499 4.32G 0.01152 0.009938 0.004182 59 640: 86%|########6 | 145/168 [00:27<00:04, 5.13it/s]
85/499 4.32G 0.01151 0.009928 0.004181 65 640: 86%|########6 | 145/168 [00:27<00:04, 5.13it/s]
85/499 4.32G 0.01151 0.009928 0.004181 65 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s]
85/499 4.32G 0.01153 0.009949 0.004211 85 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s]
85/499 4.32G 0.01153 0.009949 0.004211 85 640: 88%|########7 | 147/168 [00:27<00:03, 5.30it/s]
85/499 4.32G 0.01152 0.009946 0.004209 81 640: 88%|########7 | 147/168 [00:28<00:03, 5.30it/s]
85/499 4.32G 0.01152 0.009946 0.004209 81 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s]
85/499 4.32G 0.01151 0.009951 0.004192 67 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s]
85/499 4.32G 0.01151 0.009951 0.004192 67 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
85/499 4.32G 0.0115 0.009946 0.004214 65 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
85/499 4.32G 0.0115 0.009946 0.004214 65 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s]
85/499 4.32G 0.0115 0.009937 0.00422 61 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s]
85/499 4.32G 0.0115 0.009937 0.00422 61 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s]
85/499 4.32G 0.01148 0.009936 0.004216 79 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s]
85/499 4.32G 0.01148 0.009936 0.004216 79 640: 90%|######### | 152/168 [00:28<00:03, 5.27it/s]
85/499 4.32G 0.01148 0.009949 0.004228 77 640: 90%|######### | 152/168 [00:29<00:03, 5.27it/s]
85/499 4.32G 0.01148 0.009949 0.004228 77 640: 91%|#########1| 153/168 [00:29<00:02, 5.29it/s]
85/499 4.32G 0.01146 0.009942 0.004231 62 640: 91%|#########1| 153/168 [00:29<00:02, 5.29it/s]
85/499 4.32G 0.01146 0.009942 0.004231 62 640: 92%|#########1| 154/168 [00:29<00:02, 5.17it/s]
85/499 4.32G 0.01146 0.00994 0.00422 73 640: 92%|#########1| 154/168 [00:29<00:02, 5.17it/s]
85/499 4.32G 0.01146 0.00994 0.00422 73 640: 92%|#########2| 155/168 [00:29<00:02, 5.26it/s]
85/499 4.32G 0.01146 0.009941 0.004231 67 640: 92%|#########2| 155/168 [00:29<00:02, 5.26it/s]
85/499 4.32G 0.01146 0.009941 0.004231 67 640: 93%|#########2| 156/168 [00:29<00:02, 5.33it/s]
85/499 4.32G 0.01146 0.009932 0.004234 71 640: 93%|#########2| 156/168 [00:29<00:02, 5.33it/s]
85/499 4.32G 0.01146 0.009932 0.004234 71 640: 93%|#########3| 157/168 [00:29<00:02, 5.18it/s]
85/499 4.32G 0.01145 0.009936 0.004217 85 640: 93%|#########3| 157/168 [00:30<00:02, 5.18it/s]
85/499 4.32G 0.01145 0.009936 0.004217 85 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s]
85/499 4.32G 0.01145 0.009931 0.004208 57 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s]
85/499 4.32G 0.01145 0.009931 0.004208 57 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s]
85/499 4.32G 0.01144 0.009935 0.004225 76 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s]
85/499 4.32G 0.01144 0.009935 0.004225 76 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s]
85/499 4.32G 0.01144 0.009945 0.004217 70 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s]
85/499 4.32G 0.01144 0.009945 0.004217 70 640: 96%|#########5| 161/168 [00:30<00:01, 5.24it/s]
85/499 4.32G 0.01143 0.00996 0.004204 81 640: 96%|#########5| 161/168 [00:30<00:01, 5.24it/s]
85/499 4.32G 0.01143 0.00996 0.004204 81 640: 96%|#########6| 162/168 [00:30<00:01, 5.32it/s]
85/499 4.32G 0.01142 0.009951 0.004194 60 640: 96%|#########6| 162/168 [00:31<00:01, 5.32it/s]
85/499 4.32G 0.01142 0.009951 0.004194 60 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s]
85/499 4.32G 0.01143 0.009964 0.004214 71 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s]
85/499 4.32G 0.01143 0.009964 0.004214 71 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s]
85/499 4.32G 0.01143 0.009959 0.00421 67 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s]
85/499 4.32G 0.01143 0.009959 0.00421 67 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s]
85/499 4.32G 0.01143 0.009952 0.004202 64 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s]
85/499 4.32G 0.01143 0.009952 0.004202 64 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s]
85/499 4.32G 0.01144 0.009967 0.004204 79 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s]
85/499 4.32G 0.01144 0.009967 0.004204 79 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s]
85/499 4.32G 0.01144 0.009961 0.004204 27 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s]
85/499 4.32G 0.01144 0.009961 0.004204 27 640: 100%|##########| 168/168 [00:31<00:00, 5.49it/s]
85/499 4.32G 0.01144 0.009961 0.004204 27 640: 100%|##########| 168/168 [00:31<00:00, 5.26it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.85it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s]
all 132 263 0.832 0.827 0.866 0.729
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
86/499 4.32G 0.01175 0.01184 0.002077 88 640: 0%| | 0/168 [00:00<?, ?it/s]
86/499 4.32G 0.01175 0.01184 0.002077 88 640: 1%| | 1/168 [00:00<00:33, 4.96it/s]
86/499 4.32G 0.01202 0.01172 0.003673 68 640: 1%| | 1/168 [00:00<00:33, 4.96it/s]
86/499 4.32G 0.01202 0.01172 0.003673 68 640: 1%|1 | 2/168 [00:00<00:31, 5.27it/s]
86/499 4.32G 0.0121 0.01135 0.004138 64 640: 1%|1 | 2/168 [00:00<00:31, 5.27it/s]
86/499 4.32G 0.0121 0.01135 0.004138 64 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s]
86/499 4.32G 0.01171 0.01073 0.004662 68 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s]
86/499 4.32G 0.01171 0.01073 0.004662 68 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s]
86/499 4.32G 0.01191 0.01035 0.004551 68 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s]
86/499 4.32G 0.01191 0.01035 0.004551 68 640: 3%|2 | 5/168 [00:00<00:31, 5.25it/s]
86/499 4.32G 0.01207 0.01031 0.004311 64 640: 3%|2 | 5/168 [00:01<00:31, 5.25it/s]
86/499 4.32G 0.01207 0.01031 0.004311 64 640: 4%|3 | 6/168 [00:01<00:30, 5.29it/s]
86/499 4.32G 0.01205 0.01015 0.004321 59 640: 4%|3 | 6/168 [00:01<00:30, 5.29it/s]
86/499 4.32G 0.01205 0.01015 0.004321 59 640: 4%|4 | 7/168 [00:01<00:31, 5.15it/s]
86/499 4.32G 0.01182 0.00995 0.00414 58 640: 4%|4 | 7/168 [00:01<00:31, 5.15it/s]
86/499 4.32G 0.01182 0.00995 0.00414 58 640: 5%|4 | 8/168 [00:01<00:30, 5.21it/s]
86/499 4.32G 0.01179 0.00997 0.004022 64 640: 5%|4 | 8/168 [00:01<00:30, 5.21it/s]
86/499 4.32G 0.01179 0.00997 0.004022 64 640: 5%|5 | 9/168 [00:01<00:30, 5.27it/s]
86/499 4.32G 0.01173 0.01002 0.004058 75 640: 5%|5 | 9/168 [00:01<00:30, 5.27it/s]
86/499 4.32G 0.01173 0.01002 0.004058 75 640: 6%|5 | 10/168 [00:01<00:31, 5.09it/s]
86/499 4.32G 0.01166 0.00988 0.00416 52 640: 6%|5 | 10/168 [00:02<00:31, 5.09it/s]
86/499 4.32G 0.01166 0.00988 0.00416 52 640: 7%|6 | 11/168 [00:02<00:30, 5.13it/s]
86/499 4.32G 0.01162 0.009674 0.004 46 640: 7%|6 | 11/168 [00:02<00:30, 5.13it/s]
86/499 4.32G 0.01162 0.009674 0.004 46 640: 7%|7 | 12/168 [00:02<00:29, 5.22it/s]
86/499 4.32G 0.01157 0.009493 0.003825 58 640: 7%|7 | 12/168 [00:02<00:29, 5.22it/s]
86/499 4.32G 0.01157 0.009493 0.003825 58 640: 8%|7 | 13/168 [00:02<00:30, 5.08it/s]
86/499 4.32G 0.01164 0.009445 0.003835 62 640: 8%|7 | 13/168 [00:02<00:30, 5.08it/s]
86/499 4.32G 0.01164 0.009445 0.003835 62 640: 8%|8 | 14/168 [00:02<00:29, 5.15it/s]
86/499 4.32G 0.01162 0.009385 0.003875 58 640: 8%|8 | 14/168 [00:02<00:29, 5.15it/s]
86/499 4.32G 0.01162 0.009385 0.003875 58 640: 9%|8 | 15/168 [00:02<00:29, 5.22it/s]
86/499 4.32G 0.01155 0.009472 0.00377 71 640: 9%|8 | 15/168 [00:03<00:29, 5.22it/s]
86/499 4.32G 0.01155 0.009472 0.00377 71 640: 10%|9 | 16/168 [00:03<00:29, 5.10it/s]
86/499 4.32G 0.01159 0.009529 0.003646 61 640: 10%|9 | 16/168 [00:03<00:29, 5.10it/s]
86/499 4.32G 0.01159 0.009529 0.003646 61 640: 10%|# | 17/168 [00:03<00:29, 5.15it/s]
86/499 4.32G 0.01153 0.00959 0.003806 73 640: 10%|# | 17/168 [00:03<00:29, 5.15it/s]
86/499 4.32G 0.01153 0.00959 0.003806 73 640: 11%|# | 18/168 [00:03<00:28, 5.21it/s]
86/499 4.32G 0.01149 0.009682 0.003813 84 640: 11%|# | 18/168 [00:03<00:28, 5.21it/s]
86/499 4.32G 0.01149 0.009682 0.003813 84 640: 11%|#1 | 19/168 [00:03<00:29, 5.09it/s]
86/499 4.32G 0.01144 0.009614 0.00385 60 640: 11%|#1 | 19/168 [00:03<00:29, 5.09it/s]
86/499 4.32G 0.01144 0.009614 0.00385 60 640: 12%|#1 | 20/168 [00:03<00:28, 5.17it/s]
86/499 4.32G 0.01143 0.009647 0.003998 68 640: 12%|#1 | 20/168 [00:04<00:28, 5.17it/s]
86/499 4.32G 0.01143 0.009647 0.003998 68 640: 12%|#2 | 21/168 [00:04<00:27, 5.25it/s]
86/499 4.32G 0.01149 0.009697 0.004128 66 640: 12%|#2 | 21/168 [00:04<00:27, 5.25it/s]
86/499 4.32G 0.01149 0.009697 0.004128 66 640: 13%|#3 | 22/168 [00:04<00:28, 5.12it/s]
86/499 4.32G 0.01145 0.009715 0.004162 76 640: 13%|#3 | 22/168 [00:04<00:28, 5.12it/s]
86/499 4.32G 0.01145 0.009715 0.004162 76 640: 14%|#3 | 23/168 [00:04<00:27, 5.18it/s]
86/499 4.32G 0.01145 0.009679 0.004315 60 640: 14%|#3 | 23/168 [00:04<00:27, 5.18it/s]
86/499 4.32G 0.01145 0.009679 0.004315 60 640: 14%|#4 | 24/168 [00:04<00:27, 5.27it/s]
86/499 4.32G 0.01141 0.009617 0.004277 58 640: 14%|#4 | 24/168 [00:04<00:27, 5.27it/s]
86/499 4.32G 0.01141 0.009617 0.004277 58 640: 15%|#4 | 25/168 [00:04<00:27, 5.14it/s]
86/499 4.32G 0.01138 0.009659 0.004288 66 640: 15%|#4 | 25/168 [00:05<00:27, 5.14it/s]
86/499 4.32G 0.01138 0.009659 0.004288 66 640: 15%|#5 | 26/168 [00:05<00:27, 5.23it/s]
86/499 4.32G 0.01147 0.009669 0.004398 75 640: 15%|#5 | 26/168 [00:05<00:27, 5.23it/s]
86/499 4.32G 0.01147 0.009669 0.004398 75 640: 16%|#6 | 27/168 [00:05<00:26, 5.29it/s]
86/499 4.32G 0.01151 0.009683 0.004427 65 640: 16%|#6 | 27/168 [00:05<00:26, 5.29it/s]
86/499 4.32G 0.01151 0.009683 0.004427 65 640: 17%|#6 | 28/168 [00:05<00:27, 5.17it/s]
86/499 4.32G 0.01149 0.009655 0.004404 52 640: 17%|#6 | 28/168 [00:05<00:27, 5.17it/s]
86/499 4.32G 0.01149 0.009655 0.004404 52 640: 17%|#7 | 29/168 [00:05<00:26, 5.25it/s]
86/499 4.32G 0.01145 0.009684 0.00434 76 640: 17%|#7 | 29/168 [00:05<00:26, 5.25it/s]
86/499 4.32G 0.01145 0.009684 0.00434 76 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s]
86/499 4.32G 0.01141 0.009679 0.004425 70 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s]
86/499 4.32G 0.01141 0.009679 0.004425 70 640: 18%|#8 | 31/168 [00:05<00:26, 5.16it/s]
86/499 4.32G 0.01139 0.009642 0.004402 65 640: 18%|#8 | 31/168 [00:06<00:26, 5.16it/s]
86/499 4.32G 0.01139 0.009642 0.004402 65 640: 19%|#9 | 32/168 [00:06<00:26, 5.21it/s]
86/499 4.32G 0.01133 0.00956 0.004364 59 640: 19%|#9 | 32/168 [00:06<00:26, 5.21it/s]
86/499 4.32G 0.01133 0.00956 0.004364 59 640: 20%|#9 | 33/168 [00:06<00:25, 5.27it/s]
86/499 4.32G 0.01133 0.009608 0.004344 72 640: 20%|#9 | 33/168 [00:06<00:25, 5.27it/s]
86/499 4.32G 0.01133 0.009608 0.004344 72 640: 20%|## | 34/168 [00:06<00:26, 5.12it/s]
86/499 4.32G 0.01134 0.009546 0.004417 57 640: 20%|## | 34/168 [00:06<00:26, 5.12it/s]
86/499 4.32G 0.01134 0.009546 0.004417 57 640: 21%|## | 35/168 [00:06<00:25, 5.20it/s]
86/499 4.32G 0.01137 0.009526 0.0045 61 640: 21%|## | 35/168 [00:06<00:25, 5.20it/s]
86/499 4.32G 0.01137 0.009526 0.0045 61 640: 21%|##1 | 36/168 [00:06<00:25, 5.25it/s]
86/499 4.32G 0.01138 0.009494 0.004509 60 640: 21%|##1 | 36/168 [00:07<00:25, 5.25it/s]
86/499 4.32G 0.01138 0.009494 0.004509 60 640: 22%|##2 | 37/168 [00:07<00:25, 5.11it/s]
86/499 4.32G 0.01134 0.009442 0.004513 60 640: 22%|##2 | 37/168 [00:07<00:25, 5.11it/s]
86/499 4.32G 0.01134 0.009442 0.004513 60 640: 23%|##2 | 38/168 [00:07<00:24, 5.21it/s]
86/499 4.32G 0.01129 0.009389 0.004466 55 640: 23%|##2 | 38/168 [00:07<00:24, 5.21it/s]
86/499 4.32G 0.01129 0.009389 0.004466 55 640: 23%|##3 | 39/168 [00:07<00:25, 5.06it/s]
86/499 4.32G 0.01129 0.009387 0.00446 62 640: 23%|##3 | 39/168 [00:07<00:25, 5.06it/s]
86/499 4.32G 0.01129 0.009387 0.00446 62 640: 24%|##3 | 40/168 [00:07<00:25, 5.00it/s]
86/499 4.32G 0.01127 0.00939 0.004431 69 640: 24%|##3 | 40/168 [00:07<00:25, 5.00it/s]
86/499 4.32G 0.01127 0.00939 0.004431 69 640: 24%|##4 | 41/168 [00:07<00:24, 5.09it/s]
86/499 4.32G 0.01122 0.009403 0.004469 78 640: 24%|##4 | 41/168 [00:08<00:24, 5.09it/s]
86/499 4.32G 0.01122 0.009403 0.004469 78 640: 25%|##5 | 42/168 [00:08<00:24, 5.19it/s]
86/499 4.32G 0.01121 0.009413 0.004461 71 640: 25%|##5 | 42/168 [00:08<00:24, 5.19it/s]
86/499 4.32G 0.01121 0.009413 0.004461 71 640: 26%|##5 | 43/168 [00:08<00:24, 5.06it/s]
86/499 4.32G 0.01122 0.00946 0.004438 79 640: 26%|##5 | 43/168 [00:08<00:24, 5.06it/s]
86/499 4.32G 0.01122 0.00946 0.004438 79 640: 26%|##6 | 44/168 [00:08<00:24, 5.14it/s]
86/499 4.32G 0.01124 0.009511 0.004455 73 640: 26%|##6 | 44/168 [00:08<00:24, 5.14it/s]
86/499 4.32G 0.01124 0.009511 0.004455 73 640: 27%|##6 | 45/168 [00:08<00:23, 5.24it/s]
86/499 4.32G 0.01122 0.009482 0.004507 53 640: 27%|##6 | 45/168 [00:08<00:23, 5.24it/s]
86/499 4.32G 0.01122 0.009482 0.004507 53 640: 27%|##7 | 46/168 [00:08<00:23, 5.13it/s]
86/499 4.32G 0.0112 0.009488 0.004501 68 640: 27%|##7 | 46/168 [00:09<00:23, 5.13it/s]
86/499 4.32G 0.0112 0.009488 0.004501 68 640: 28%|##7 | 47/168 [00:09<00:23, 5.24it/s]
86/499 4.32G 0.01123 0.009494 0.004507 62 640: 28%|##7 | 47/168 [00:09<00:23, 5.24it/s]
86/499 4.32G 0.01123 0.009494 0.004507 62 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s]
86/499 4.32G 0.01126 0.009503 0.00453 70 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s]
86/499 4.32G 0.01126 0.009503 0.00453 70 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s]
86/499 4.32G 0.01124 0.00955 0.004638 72 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s]
86/499 4.32G 0.01124 0.00955 0.004638 72 640: 30%|##9 | 50/168 [00:09<00:22, 5.25it/s]
86/499 4.32G 0.01123 0.009594 0.004602 65 640: 30%|##9 | 50/168 [00:09<00:22, 5.25it/s]
86/499 4.32G 0.01123 0.009594 0.004602 65 640: 30%|### | 51/168 [00:09<00:22, 5.25it/s]
86/499 4.32G 0.01127 0.009602 0.004561 60 640: 30%|### | 51/168 [00:10<00:22, 5.25it/s]
86/499 4.32G 0.01127 0.009602 0.004561 60 640: 31%|### | 52/168 [00:10<00:22, 5.12it/s]
86/499 4.32G 0.01127 0.00963 0.004596 75 640: 31%|### | 52/168 [00:10<00:22, 5.12it/s]
86/499 4.32G 0.01127 0.00963 0.004596 75 640: 32%|###1 | 53/168 [00:10<00:22, 5.20it/s]
86/499 4.32G 0.01128 0.009654 0.00458 66 640: 32%|###1 | 53/168 [00:10<00:22, 5.20it/s]
86/499 4.32G 0.01128 0.009654 0.00458 66 640: 32%|###2 | 54/168 [00:10<00:21, 5.27it/s]
86/499 4.32G 0.01129 0.009619 0.004581 62 640: 32%|###2 | 54/168 [00:10<00:21, 5.27it/s]
86/499 4.32G 0.01129 0.009619 0.004581 62 640: 33%|###2 | 55/168 [00:10<00:21, 5.14it/s]
86/499 4.32G 0.0113 0.009603 0.004584 61 640: 33%|###2 | 55/168 [00:10<00:21, 5.14it/s]
86/499 4.32G 0.0113 0.009603 0.004584 61 640: 33%|###3 | 56/168 [00:10<00:21, 5.24it/s]
86/499 4.32G 0.0113 0.009591 0.004582 67 640: 33%|###3 | 56/168 [00:10<00:21, 5.24it/s]
86/499 4.32G 0.0113 0.009591 0.004582 67 640: 34%|###3 | 57/168 [00:10<00:20, 5.31it/s]
86/499 4.32G 0.01129 0.009601 0.004609 73 640: 34%|###3 | 57/168 [00:11<00:20, 5.31it/s]
86/499 4.32G 0.01129 0.009601 0.004609 73 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s]
86/499 4.32G 0.01129 0.009631 0.004637 78 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s]
86/499 4.32G 0.01129 0.009631 0.004637 78 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s]
86/499 4.32G 0.01131 0.009626 0.004641 70 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s]
86/499 4.32G 0.01131 0.009626 0.004641 70 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
86/499 4.32G 0.01132 0.009608 0.004647 59 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
86/499 4.32G 0.01132 0.009608 0.004647 59 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
86/499 4.32G 0.01136 0.009583 0.004684 54 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
86/499 4.32G 0.01136 0.009583 0.004684 54 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s]
86/499 4.32G 0.01134 0.00955 0.004664 63 640: 37%|###6 | 62/168 [00:12<00:20, 5.26it/s]
86/499 4.32G 0.01134 0.00955 0.004664 63 640: 38%|###7 | 63/168 [00:12<00:19, 5.28it/s]
86/499 4.32G 0.01131 0.0095 0.004649 57 640: 38%|###7 | 63/168 [00:12<00:19, 5.28it/s]
86/499 4.32G 0.01131 0.0095 0.004649 57 640: 38%|###8 | 64/168 [00:12<00:20, 5.14it/s]
86/499 4.32G 0.01133 0.009525 0.004682 70 640: 38%|###8 | 64/168 [00:12<00:20, 5.14it/s]
86/499 4.32G 0.01133 0.009525 0.004682 70 640: 39%|###8 | 65/168 [00:12<00:19, 5.23it/s]
86/499 4.32G 0.0113 0.009511 0.004696 71 640: 39%|###8 | 65/168 [00:12<00:19, 5.23it/s]
86/499 4.32G 0.0113 0.009511 0.004696 71 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s]
86/499 4.32G 0.01129 0.009556 0.00469 76 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s]
86/499 4.32G 0.01129 0.009556 0.00469 76 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
86/499 4.32G 0.01128 0.009576 0.004726 74 640: 40%|###9 | 67/168 [00:13<00:19, 5.19it/s]
86/499 4.32G 0.01128 0.009576 0.004726 74 640: 40%|#### | 68/168 [00:13<00:18, 5.26it/s]
86/499 4.32G 0.01128 0.009553 0.004759 60 640: 40%|#### | 68/168 [00:13<00:18, 5.26it/s]
86/499 4.32G 0.01128 0.009553 0.004759 60 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s]
86/499 4.32G 0.0113 0.00957 0.004707 67 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s]
86/499 4.32G 0.0113 0.00957 0.004707 67 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s]
86/499 4.32G 0.01133 0.009617 0.004725 69 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s]
86/499 4.32G 0.01133 0.009617 0.004725 69 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s]
86/499 4.32G 0.01134 0.009635 0.004718 73 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s]
86/499 4.32G 0.01134 0.009635 0.004718 73 640: 43%|####2 | 72/168 [00:13<00:18, 5.33it/s]
86/499 4.32G 0.01134 0.009642 0.004708 76 640: 43%|####2 | 72/168 [00:14<00:18, 5.33it/s]
86/499 4.32G 0.01134 0.009642 0.004708 76 640: 43%|####3 | 73/168 [00:14<00:18, 5.19it/s]
86/499 4.32G 0.01133 0.009634 0.004732 70 640: 43%|####3 | 73/168 [00:14<00:18, 5.19it/s]
86/499 4.32G 0.01133 0.009634 0.004732 70 640: 44%|####4 | 74/168 [00:14<00:17, 5.24it/s]
86/499 4.32G 0.01141 0.009681 0.004721 65 640: 44%|####4 | 74/168 [00:14<00:17, 5.24it/s]
86/499 4.32G 0.01141 0.009681 0.004721 65 640: 45%|####4 | 75/168 [00:14<00:17, 5.32it/s]
86/499 4.32G 0.01142 0.009678 0.004702 60 640: 45%|####4 | 75/168 [00:14<00:17, 5.32it/s]
86/499 4.32G 0.01142 0.009678 0.004702 60 640: 45%|####5 | 76/168 [00:14<00:17, 5.16it/s]
86/499 4.32G 0.01141 0.009661 0.004697 54 640: 45%|####5 | 76/168 [00:14<00:17, 5.16it/s]
86/499 4.32G 0.01141 0.009661 0.004697 54 640: 46%|####5 | 77/168 [00:14<00:17, 5.25it/s]
86/499 4.32G 0.01145 0.009667 0.004706 64 640: 46%|####5 | 77/168 [00:14<00:17, 5.25it/s]
86/499 4.32G 0.01145 0.009667 0.004706 64 640: 46%|####6 | 78/168 [00:14<00:16, 5.30it/s]
86/499 4.32G 0.01145 0.009654 0.004736 57 640: 46%|####6 | 78/168 [00:15<00:16, 5.30it/s]
86/499 4.32G 0.01145 0.009654 0.004736 57 640: 47%|####7 | 79/168 [00:15<00:17, 5.14it/s]
86/499 4.32G 0.01144 0.009687 0.004706 89 640: 47%|####7 | 79/168 [00:15<00:17, 5.14it/s]
86/499 4.32G 0.01144 0.009687 0.004706 89 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s]
86/499 4.32G 0.01143 0.009688 0.004692 65 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s]
86/499 4.32G 0.01143 0.009688 0.004692 65 640: 48%|####8 | 81/168 [00:15<00:16, 5.31it/s]
86/499 4.32G 0.01144 0.009711 0.004667 75 640: 48%|####8 | 81/168 [00:15<00:16, 5.31it/s]
86/499 4.32G 0.01144 0.009711 0.004667 75 640: 49%|####8 | 82/168 [00:15<00:16, 5.17it/s]
86/499 4.32G 0.01143 0.009688 0.004673 65 640: 49%|####8 | 82/168 [00:15<00:16, 5.17it/s]
86/499 4.32G 0.01143 0.009688 0.004673 65 640: 49%|####9 | 83/168 [00:15<00:16, 5.25it/s]
86/499 4.32G 0.01144 0.009709 0.004647 69 640: 49%|####9 | 83/168 [00:16<00:16, 5.25it/s]
86/499 4.32G 0.01144 0.009709 0.004647 69 640: 50%|##### | 84/168 [00:16<00:15, 5.34it/s]
86/499 4.32G 0.01144 0.009705 0.004697 64 640: 50%|##### | 84/168 [00:16<00:15, 5.34it/s]
86/499 4.32G 0.01144 0.009705 0.004697 64 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
86/499 4.32G 0.01144 0.009751 0.004685 103 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
86/499 4.32G 0.01144 0.009751 0.004685 103 640: 51%|#####1 | 86/168 [00:16<00:15, 5.26it/s]
86/499 4.32G 0.01144 0.009774 0.004671 75 640: 51%|#####1 | 86/168 [00:16<00:15, 5.26it/s]
86/499 4.32G 0.01144 0.009774 0.004671 75 640: 52%|#####1 | 87/168 [00:16<00:15, 5.29it/s]
86/499 4.32G 0.01144 0.009773 0.004645 62 640: 52%|#####1 | 87/168 [00:16<00:15, 5.29it/s]
86/499 4.32G 0.01144 0.009773 0.004645 62 640: 52%|#####2 | 88/168 [00:16<00:15, 5.14it/s]
86/499 4.32G 0.01144 0.009774 0.004619 70 640: 52%|#####2 | 88/168 [00:17<00:15, 5.14it/s]
86/499 4.32G 0.01144 0.009774 0.004619 70 640: 53%|#####2 | 89/168 [00:17<00:15, 5.23it/s]
86/499 4.32G 0.01144 0.009772 0.00462 73 640: 53%|#####2 | 89/168 [00:17<00:15, 5.23it/s]
86/499 4.32G 0.01144 0.009772 0.00462 73 640: 54%|#####3 | 90/168 [00:17<00:14, 5.28it/s]
86/499 4.32G 0.01143 0.009808 0.004611 74 640: 54%|#####3 | 90/168 [00:17<00:14, 5.28it/s]
86/499 4.32G 0.01143 0.009808 0.004611 74 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s]
86/499 4.32G 0.01144 0.009857 0.004589 87 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s]
86/499 4.32G 0.01144 0.009857 0.004589 87 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
86/499 4.32G 0.01143 0.009864 0.004577 69 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
86/499 4.32G 0.01143 0.009864 0.004577 69 640: 55%|#####5 | 93/168 [00:17<00:14, 5.30it/s]
86/499 4.32G 0.01147 0.009875 0.004641 59 640: 55%|#####5 | 93/168 [00:18<00:14, 5.30it/s]
86/499 4.32G 0.01147 0.009875 0.004641 59 640: 56%|#####5 | 94/168 [00:18<00:14, 5.18it/s]
86/499 4.32G 0.01147 0.009874 0.004617 74 640: 56%|#####5 | 94/168 [00:18<00:14, 5.18it/s]
86/499 4.32G 0.01147 0.009874 0.004617 74 640: 57%|#####6 | 95/168 [00:18<00:13, 5.25it/s]
86/499 4.32G 0.01147 0.00988 0.004612 77 640: 57%|#####6 | 95/168 [00:18<00:13, 5.25it/s]
86/499 4.32G 0.01147 0.00988 0.004612 77 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s]
86/499 4.32G 0.01149 0.009871 0.004623 59 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s]
86/499 4.32G 0.01149 0.009871 0.004623 59 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s]
86/499 4.32G 0.01149 0.009891 0.004613 76 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s]
86/499 4.32G 0.01149 0.009891 0.004613 76 640: 58%|#####8 | 98/168 [00:18<00:13, 5.19it/s]
86/499 4.32G 0.01148 0.009875 0.004587 59 640: 58%|#####8 | 98/168 [00:18<00:13, 5.19it/s]
86/499 4.32G 0.01148 0.009875 0.004587 59 640: 59%|#####8 | 99/168 [00:18<00:13, 5.29it/s]
86/499 4.32G 0.01148 0.009878 0.004604 64 640: 59%|#####8 | 99/168 [00:19<00:13, 5.29it/s]
86/499 4.32G 0.01148 0.009878 0.004604 64 640: 60%|#####9 | 100/168 [00:19<00:13, 5.16it/s]
86/499 4.32G 0.01147 0.009867 0.004587 64 640: 60%|#####9 | 100/168 [00:19<00:13, 5.16it/s]
86/499 4.32G 0.01147 0.009867 0.004587 64 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s]
86/499 4.32G 0.01148 0.009885 0.004551 71 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s]
86/499 4.32G 0.01148 0.009885 0.004551 71 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s]
86/499 4.32G 0.01147 0.009881 0.004531 59 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s]
86/499 4.32G 0.01147 0.009881 0.004531 59 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s]
86/499 4.32G 0.01148 0.009901 0.004522 84 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s]
86/499 4.32G 0.01148 0.009901 0.004522 84 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s]
86/499 4.32G 0.01147 0.009902 0.004537 72 640: 62%|######1 | 104/168 [00:20<00:12, 5.24it/s]
86/499 4.32G 0.01147 0.009902 0.004537 72 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s]
86/499 4.32G 0.01146 0.009895 0.004535 73 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s]
86/499 4.32G 0.01146 0.009895 0.004535 73 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s]
86/499 4.32G 0.01145 0.009867 0.004554 57 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s]
86/499 4.32G 0.01145 0.009867 0.004554 57 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s]
86/499 4.32G 0.01145 0.009877 0.004535 63 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s]
86/499 4.32G 0.01145 0.009877 0.004535 63 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s]
86/499 4.32G 0.01145 0.009871 0.004544 70 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s]
86/499 4.32G 0.01145 0.009871 0.004544 70 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s]
86/499 4.32G 0.01144 0.009878 0.004557 63 640: 65%|######4 | 109/168 [00:21<00:11, 5.19it/s]
86/499 4.32G 0.01144 0.009878 0.004557 63 640: 65%|######5 | 110/168 [00:21<00:11, 5.24it/s]
86/499 4.32G 0.01142 0.009868 0.004525 68 640: 65%|######5 | 110/168 [00:21<00:11, 5.24it/s]
86/499 4.32G 0.01142 0.009868 0.004525 68 640: 66%|######6 | 111/168 [00:21<00:10, 5.32it/s]
86/499 4.32G 0.01141 0.009884 0.004522 83 640: 66%|######6 | 111/168 [00:21<00:10, 5.32it/s]
86/499 4.32G 0.01141 0.009884 0.004522 83 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s]
86/499 4.32G 0.0114 0.009868 0.004518 59 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s]
86/499 4.32G 0.0114 0.009868 0.004518 59 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s]
86/499 4.32G 0.01141 0.009853 0.004519 56 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s]
86/499 4.32G 0.01141 0.009853 0.004519 56 640: 68%|######7 | 114/168 [00:21<00:10, 5.29it/s]
86/499 4.32G 0.01141 0.009854 0.004551 70 640: 68%|######7 | 114/168 [00:22<00:10, 5.29it/s]
86/499 4.32G 0.01141 0.009854 0.004551 70 640: 68%|######8 | 115/168 [00:22<00:10, 5.12it/s]
86/499 4.32G 0.01142 0.009876 0.004527 84 640: 68%|######8 | 115/168 [00:22<00:10, 5.12it/s]
86/499 4.32G 0.01142 0.009876 0.004527 84 640: 69%|######9 | 116/168 [00:22<00:10, 5.16it/s]
86/499 4.32G 0.01141 0.009872 0.004529 70 640: 69%|######9 | 116/168 [00:22<00:10, 5.16it/s]
86/499 4.32G 0.01141 0.009872 0.004529 70 640: 70%|######9 | 117/168 [00:22<00:09, 5.24it/s]
86/499 4.32G 0.01141 0.009882 0.00455 83 640: 70%|######9 | 117/168 [00:22<00:09, 5.24it/s]
86/499 4.32G 0.01141 0.009882 0.00455 83 640: 70%|####### | 118/168 [00:22<00:09, 5.11it/s]
86/499 4.32G 0.01141 0.009863 0.004534 64 640: 70%|####### | 118/168 [00:22<00:09, 5.11it/s]
86/499 4.32G 0.01141 0.009863 0.004534 64 640: 71%|####### | 119/168 [00:22<00:09, 5.21it/s]
86/499 4.32G 0.0114 0.009857 0.004521 58 640: 71%|####### | 119/168 [00:23<00:09, 5.21it/s]
86/499 4.32G 0.0114 0.009857 0.004521 58 640: 71%|#######1 | 120/168 [00:23<00:09, 5.27it/s]
86/499 4.32G 0.01141 0.009857 0.004517 68 640: 71%|#######1 | 120/168 [00:23<00:09, 5.27it/s]
86/499 4.32G 0.01141 0.009857 0.004517 68 640: 72%|#######2 | 121/168 [00:23<00:09, 5.14it/s]
86/499 4.32G 0.01139 0.009832 0.004515 55 640: 72%|#######2 | 121/168 [00:23<00:09, 5.14it/s]
86/499 4.32G 0.01139 0.009832 0.004515 55 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
86/499 4.32G 0.01139 0.009841 0.004487 80 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
86/499 4.32G 0.01139 0.009841 0.004487 80 640: 73%|#######3 | 123/168 [00:23<00:08, 5.27it/s]
86/499 4.32G 0.01141 0.009859 0.004491 78 640: 73%|#######3 | 123/168 [00:23<00:08, 5.27it/s]
86/499 4.32G 0.01141 0.009859 0.004491 78 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s]
86/499 4.32G 0.01141 0.009851 0.00447 61 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s]
86/499 4.32G 0.01141 0.009851 0.00447 61 640: 74%|#######4 | 125/168 [00:23<00:08, 5.15it/s]
86/499 4.32G 0.0114 0.009841 0.004492 74 640: 74%|#######4 | 125/168 [00:24<00:08, 5.15it/s]
86/499 4.32G 0.0114 0.009841 0.004492 74 640: 75%|#######5 | 126/168 [00:24<00:08, 5.22it/s]
86/499 4.32G 0.01139 0.009846 0.004471 68 640: 75%|#######5 | 126/168 [00:24<00:08, 5.22it/s]
86/499 4.32G 0.01139 0.009846 0.004471 68 640: 76%|#######5 | 127/168 [00:24<00:08, 5.06it/s]
86/499 4.32G 0.01139 0.009861 0.004468 80 640: 76%|#######5 | 127/168 [00:24<00:08, 5.06it/s]
86/499 4.32G 0.01139 0.009861 0.004468 80 640: 76%|#######6 | 128/168 [00:24<00:07, 5.15it/s]
86/499 4.32G 0.0114 0.009863 0.00446 72 640: 76%|#######6 | 128/168 [00:24<00:07, 5.15it/s]
86/499 4.32G 0.0114 0.009863 0.00446 72 640: 77%|#######6 | 129/168 [00:24<00:07, 5.25it/s]
86/499 4.32G 0.01141 0.009856 0.004449 62 640: 77%|#######6 | 129/168 [00:24<00:07, 5.25it/s]
86/499 4.32G 0.01141 0.009856 0.004449 62 640: 77%|#######7 | 130/168 [00:24<00:07, 5.12it/s]
86/499 4.32G 0.01141 0.009854 0.004443 73 640: 77%|#######7 | 130/168 [00:25<00:07, 5.12it/s]
86/499 4.32G 0.01141 0.009854 0.004443 73 640: 78%|#######7 | 131/168 [00:25<00:07, 5.14it/s]
86/499 4.32G 0.01139 0.009847 0.004463 66 640: 78%|#######7 | 131/168 [00:25<00:07, 5.14it/s]
86/499 4.32G 0.01139 0.009847 0.004463 66 640: 79%|#######8 | 132/168 [00:25<00:06, 5.24it/s]
86/499 4.32G 0.01139 0.009841 0.004496 68 640: 79%|#######8 | 132/168 [00:25<00:06, 5.24it/s]
86/499 4.32G 0.01139 0.009841 0.004496 68 640: 79%|#######9 | 133/168 [00:25<00:06, 5.14it/s]
86/499 4.32G 0.01138 0.009844 0.004495 72 640: 79%|#######9 | 133/168 [00:25<00:06, 5.14it/s]
86/499 4.32G 0.01138 0.009844 0.004495 72 640: 80%|#######9 | 134/168 [00:25<00:06, 5.20it/s]
86/499 4.32G 0.01138 0.009833 0.004482 58 640: 80%|#######9 | 134/168 [00:25<00:06, 5.20it/s]
86/499 4.32G 0.01138 0.009833 0.004482 58 640: 80%|######## | 135/168 [00:25<00:06, 5.26it/s]
86/499 4.32G 0.01138 0.009832 0.004491 73 640: 80%|######## | 135/168 [00:26<00:06, 5.26it/s]
86/499 4.32G 0.01138 0.009832 0.004491 73 640: 81%|######## | 136/168 [00:26<00:06, 5.11it/s]
86/499 4.32G 0.01138 0.009829 0.004492 64 640: 81%|######## | 136/168 [00:26<00:06, 5.11it/s]
86/499 4.32G 0.01138 0.009829 0.004492 64 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s]
86/499 4.32G 0.01139 0.009819 0.004473 59 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s]
86/499 4.32G 0.01139 0.009819 0.004473 59 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s]
86/499 4.32G 0.01141 0.009823 0.004458 72 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s]
86/499 4.32G 0.01141 0.009823 0.004458 72 640: 83%|########2 | 139/168 [00:26<00:05, 5.17it/s]
86/499 4.32G 0.0114 0.009829 0.004465 71 640: 83%|########2 | 139/168 [00:26<00:05, 5.17it/s]
86/499 4.32G 0.0114 0.009829 0.004465 71 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
86/499 4.32G 0.01141 0.009843 0.004478 74 640: 83%|########3 | 140/168 [00:27<00:05, 5.26it/s]
86/499 4.32G 0.01141 0.009843 0.004478 74 640: 84%|########3 | 141/168 [00:27<00:05, 5.33it/s]
86/499 4.32G 0.01141 0.009836 0.004454 55 640: 84%|########3 | 141/168 [00:27<00:05, 5.33it/s]
86/499 4.32G 0.01141 0.009836 0.004454 55 640: 85%|########4 | 142/168 [00:27<00:05, 5.20it/s]
86/499 4.32G 0.01144 0.009837 0.004435 53 640: 85%|########4 | 142/168 [00:27<00:05, 5.20it/s]
86/499 4.32G 0.01144 0.009837 0.004435 53 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s]
86/499 4.32G 0.01144 0.00986 0.004421 78 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s]
86/499 4.32G 0.01144 0.00986 0.004421 78 640: 86%|########5 | 144/168 [00:27<00:04, 5.29it/s]
86/499 4.32G 0.01145 0.009844 0.004435 56 640: 86%|########5 | 144/168 [00:27<00:04, 5.29it/s]
86/499 4.32G 0.01145 0.009844 0.004435 56 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s]
86/499 4.32G 0.01146 0.009839 0.004426 55 640: 86%|########6 | 145/168 [00:28<00:04, 5.18it/s]
86/499 4.32G 0.01146 0.009839 0.004426 55 640: 87%|########6 | 146/168 [00:28<00:04, 5.28it/s]
86/499 4.32G 0.01145 0.009823 0.004435 62 640: 87%|########6 | 146/168 [00:28<00:04, 5.28it/s]
86/499 4.32G 0.01145 0.009823 0.004435 62 640: 88%|########7 | 147/168 [00:28<00:03, 5.35it/s]
86/499 4.32G 0.01145 0.009834 0.00443 78 640: 88%|########7 | 147/168 [00:28<00:03, 5.35it/s]
86/499 4.32G 0.01145 0.009834 0.00443 78 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s]
86/499 4.32G 0.01145 0.00982 0.004431 65 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s]
86/499 4.32G 0.01145 0.00982 0.004431 65 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s]
86/499 4.32G 0.01146 0.009841 0.004417 78 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s]
86/499 4.32G 0.01146 0.009841 0.004417 78 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s]
86/499 4.32G 0.01146 0.009847 0.004424 72 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s]
86/499 4.32G 0.01146 0.009847 0.004424 72 640: 90%|########9 | 151/168 [00:28<00:03, 5.14it/s]
86/499 4.32G 0.01147 0.009859 0.00441 73 640: 90%|########9 | 151/168 [00:29<00:03, 5.14it/s]
86/499 4.32G 0.01147 0.009859 0.00441 73 640: 90%|######### | 152/168 [00:29<00:03, 5.19it/s]
86/499 4.32G 0.01147 0.009845 0.00442 61 640: 90%|######### | 152/168 [00:29<00:03, 5.19it/s]
86/499 4.32G 0.01147 0.009845 0.00442 61 640: 91%|#########1| 153/168 [00:29<00:02, 5.29it/s]
86/499 4.32G 0.01148 0.009867 0.004415 79 640: 91%|#########1| 153/168 [00:29<00:02, 5.29it/s]
86/499 4.32G 0.01148 0.009867 0.004415 79 640: 92%|#########1| 154/168 [00:29<00:02, 5.17it/s]
86/499 4.32G 0.01147 0.009863 0.004412 67 640: 92%|#########1| 154/168 [00:29<00:02, 5.17it/s]
86/499 4.32G 0.01147 0.009863 0.004412 67 640: 92%|#########2| 155/168 [00:29<00:02, 5.24it/s]
86/499 4.32G 0.01148 0.009865 0.004418 71 640: 92%|#########2| 155/168 [00:29<00:02, 5.24it/s]
86/499 4.32G 0.01148 0.009865 0.004418 71 640: 93%|#########2| 156/168 [00:29<00:02, 5.29it/s]
86/499 4.32G 0.01149 0.009862 0.004425 59 640: 93%|#########2| 156/168 [00:30<00:02, 5.29it/s]
86/499 4.32G 0.01149 0.009862 0.004425 59 640: 93%|#########3| 157/168 [00:30<00:02, 5.10it/s]
86/499 4.32G 0.01149 0.009868 0.004436 63 640: 93%|#########3| 157/168 [00:30<00:02, 5.10it/s]
86/499 4.32G 0.01149 0.009868 0.004436 63 640: 94%|#########4| 158/168 [00:30<00:01, 5.22it/s]
86/499 4.32G 0.0115 0.009867 0.004426 70 640: 94%|#########4| 158/168 [00:30<00:01, 5.22it/s]
86/499 4.32G 0.0115 0.009867 0.004426 70 640: 95%|#########4| 159/168 [00:30<00:01, 5.26it/s]
86/499 4.32G 0.0115 0.009882 0.004414 79 640: 95%|#########4| 159/168 [00:30<00:01, 5.26it/s]
86/499 4.32G 0.0115 0.009882 0.004414 79 640: 95%|#########5| 160/168 [00:30<00:01, 5.14it/s]
86/499 4.32G 0.01149 0.009877 0.004415 68 640: 95%|#########5| 160/168 [00:30<00:01, 5.14it/s]
86/499 4.32G 0.01149 0.009877 0.004415 68 640: 96%|#########5| 161/168 [00:30<00:01, 5.24it/s]
86/499 4.32G 0.01151 0.009884 0.00442 63 640: 96%|#########5| 161/168 [00:31<00:01, 5.24it/s]
86/499 4.32G 0.01151 0.009884 0.00442 63 640: 96%|#########6| 162/168 [00:31<00:01, 5.25it/s]
86/499 4.32G 0.01151 0.009881 0.004411 66 640: 96%|#########6| 162/168 [00:31<00:01, 5.25it/s]
86/499 4.32G 0.01151 0.009881 0.004411 66 640: 97%|#########7| 163/168 [00:31<00:00, 5.12it/s]
86/499 4.32G 0.01151 0.009867 0.004396 59 640: 97%|#########7| 163/168 [00:31<00:00, 5.12it/s]
86/499 4.32G 0.01151 0.009867 0.004396 59 640: 98%|#########7| 164/168 [00:31<00:00, 5.22it/s]
86/499 4.32G 0.01151 0.009853 0.004407 57 640: 98%|#########7| 164/168 [00:31<00:00, 5.22it/s]
86/499 4.32G 0.01151 0.009853 0.004407 57 640: 98%|#########8| 165/168 [00:31<00:00, 5.30it/s]
86/499 4.32G 0.01151 0.00984 0.004402 60 640: 98%|#########8| 165/168 [00:31<00:00, 5.30it/s]
86/499 4.32G 0.01151 0.00984 0.004402 60 640: 99%|#########8| 166/168 [00:31<00:00, 5.14it/s]
86/499 4.32G 0.01151 0.009845 0.004396 72 640: 99%|#########8| 166/168 [00:32<00:00, 5.14it/s]
86/499 4.32G 0.01151 0.009845 0.004396 72 640: 99%|#########9| 167/168 [00:32<00:00, 5.22it/s]
86/499 4.32G 0.01152 0.009859 0.00438 31 640: 99%|#########9| 167/168 [00:32<00:00, 5.22it/s]
86/499 4.32G 0.01152 0.009859 0.00438 31 640: 100%|##########| 168/168 [00:32<00:00, 5.26it/s]
86/499 4.32G 0.01152 0.009859 0.00438 31 640: 100%|##########| 168/168 [00:32<00:00, 5.21it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.88it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.88it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.86it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.44it/s]
all 132 263 0.917 0.843 0.896 0.755
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
87/499 4.32G 0.01127 0.0113 0.004259 80 640: 0%| | 0/168 [00:00<?, ?it/s]
87/499 4.32G 0.01127 0.0113 0.004259 80 640: 1%| | 1/168 [00:00<00:35, 4.67it/s]
87/499 4.32G 0.01237 0.01014 0.005228 71 640: 1%| | 1/168 [00:00<00:35, 4.67it/s]
87/499 4.32G 0.01237 0.01014 0.005228 71 640: 1%|1 | 2/168 [00:00<00:32, 5.10it/s]
87/499 4.32G 0.01298 0.01077 0.004415 74 640: 1%|1 | 2/168 [00:00<00:32, 5.10it/s]
87/499 4.32G 0.01298 0.01077 0.004415 74 640: 2%|1 | 3/168 [00:00<00:31, 5.26it/s]
87/499 4.32G 0.01248 0.01022 0.005103 55 640: 2%|1 | 3/168 [00:00<00:31, 5.26it/s]
87/499 4.32G 0.01248 0.01022 0.005103 55 640: 2%|2 | 4/168 [00:00<00:32, 5.07it/s]
87/499 4.32G 0.0125 0.01066 0.004488 79 640: 2%|2 | 4/168 [00:00<00:32, 5.07it/s]
87/499 4.32G 0.0125 0.01066 0.004488 79 640: 3%|2 | 5/168 [00:00<00:31, 5.19it/s]
87/499 4.32G 0.01276 0.01085 0.004602 75 640: 3%|2 | 5/168 [00:01<00:31, 5.19it/s]
87/499 4.32G 0.01276 0.01085 0.004602 75 640: 4%|3 | 6/168 [00:01<00:30, 5.29it/s]
87/499 4.32G 0.0127 0.01066 0.004276 63 640: 4%|3 | 6/168 [00:01<00:30, 5.29it/s]
87/499 4.32G 0.0127 0.01066 0.004276 63 640: 4%|4 | 7/168 [00:01<00:31, 5.15it/s]
87/499 4.32G 0.01231 0.01058 0.004664 73 640: 4%|4 | 7/168 [00:01<00:31, 5.15it/s]
87/499 4.32G 0.01231 0.01058 0.004664 73 640: 5%|4 | 8/168 [00:01<00:30, 5.18it/s]
87/499 4.32G 0.01222 0.0105 0.004502 71 640: 5%|4 | 8/168 [00:01<00:30, 5.18it/s]
87/499 4.32G 0.01222 0.0105 0.004502 71 640: 5%|5 | 9/168 [00:01<00:30, 5.27it/s]
87/499 4.32G 0.01202 0.01042 0.004463 71 640: 5%|5 | 9/168 [00:01<00:30, 5.27it/s]
87/499 4.32G 0.01202 0.01042 0.004463 71 640: 6%|5 | 10/168 [00:01<00:30, 5.13it/s]
87/499 4.32G 0.01189 0.01022 0.00418 57 640: 6%|5 | 10/168 [00:02<00:30, 5.13it/s]
87/499 4.32G 0.01189 0.01022 0.00418 57 640: 7%|6 | 11/168 [00:02<00:30, 5.23it/s]
87/499 4.32G 0.01199 0.01026 0.004257 72 640: 7%|6 | 11/168 [00:02<00:30, 5.23it/s]
87/499 4.32G 0.01199 0.01026 0.004257 72 640: 7%|7 | 12/168 [00:02<00:29, 5.27it/s]
87/499 4.32G 0.01185 0.01018 0.004372 67 640: 7%|7 | 12/168 [00:02<00:29, 5.27it/s]
87/499 4.32G 0.01185 0.01018 0.004372 67 640: 8%|7 | 13/168 [00:02<00:30, 5.11it/s]
87/499 4.32G 0.01183 0.01009 0.004642 63 640: 8%|7 | 13/168 [00:02<00:30, 5.11it/s]
87/499 4.32G 0.01183 0.01009 0.004642 63 640: 8%|8 | 14/168 [00:02<00:29, 5.18it/s]
87/499 4.32G 0.01188 0.009952 0.004737 59 640: 8%|8 | 14/168 [00:02<00:29, 5.18it/s]
87/499 4.32G 0.01188 0.009952 0.004737 59 640: 9%|8 | 15/168 [00:02<00:29, 5.25it/s]
87/499 4.32G 0.0119 0.009938 0.004559 62 640: 9%|8 | 15/168 [00:03<00:29, 5.25it/s]
87/499 4.32G 0.0119 0.009938 0.004559 62 640: 10%|9 | 16/168 [00:03<00:29, 5.13it/s]
87/499 4.32G 0.01184 0.009905 0.004431 55 640: 10%|9 | 16/168 [00:03<00:29, 5.13it/s]
87/499 4.32G 0.01184 0.009905 0.004431 55 640: 10%|# | 17/168 [00:03<00:28, 5.21it/s]
87/499 4.32G 0.01178 0.009852 0.004469 67 640: 10%|# | 17/168 [00:03<00:28, 5.21it/s]
87/499 4.32G 0.01178 0.009852 0.004469 67 640: 11%|# | 18/168 [00:03<00:28, 5.29it/s]
87/499 4.32G 0.01167 0.009949 0.004432 71 640: 11%|# | 18/168 [00:03<00:28, 5.29it/s]
87/499 4.32G 0.01167 0.009949 0.004432 71 640: 11%|#1 | 19/168 [00:03<00:28, 5.15it/s]
87/499 4.32G 0.01162 0.009833 0.004339 39 640: 11%|#1 | 19/168 [00:03<00:28, 5.15it/s]
87/499 4.32G 0.01162 0.009833 0.004339 39 640: 12%|#1 | 20/168 [00:03<00:28, 5.23it/s]
87/499 4.32G 0.01163 0.009813 0.004235 71 640: 12%|#1 | 20/168 [00:04<00:28, 5.23it/s]
87/499 4.32G 0.01163 0.009813 0.004235 71 640: 12%|#2 | 21/168 [00:04<00:27, 5.28it/s]
87/499 4.32G 0.01166 0.009988 0.004236 84 640: 12%|#2 | 21/168 [00:04<00:27, 5.28it/s]
87/499 4.32G 0.01166 0.009988 0.004236 84 640: 13%|#3 | 22/168 [00:04<00:28, 5.13it/s]
87/499 4.32G 0.01172 0.01001 0.004208 63 640: 13%|#3 | 22/168 [00:04<00:28, 5.13it/s]
87/499 4.32G 0.01172 0.01001 0.004208 63 640: 14%|#3 | 23/168 [00:04<00:27, 5.22it/s]
87/499 4.32G 0.01169 0.01008 0.004277 68 640: 14%|#3 | 23/168 [00:04<00:27, 5.22it/s]
87/499 4.32G 0.01169 0.01008 0.004277 68 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
87/499 4.32G 0.01167 0.0101 0.00436 71 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
87/499 4.32G 0.01167 0.0101 0.00436 71 640: 15%|#4 | 25/168 [00:04<00:27, 5.17it/s]
87/499 4.32G 0.01168 0.01015 0.004353 77 640: 15%|#4 | 25/168 [00:04<00:27, 5.17it/s]
87/499 4.32G 0.01168 0.01015 0.004353 77 640: 15%|#5 | 26/168 [00:04<00:26, 5.26it/s]
87/499 4.32G 0.01166 0.01012 0.004295 65 640: 15%|#5 | 26/168 [00:05<00:26, 5.26it/s]
87/499 4.32G 0.01166 0.01012 0.004295 65 640: 16%|#6 | 27/168 [00:05<00:26, 5.27it/s]
87/499 4.32G 0.01167 0.01009 0.004333 75 640: 16%|#6 | 27/168 [00:05<00:26, 5.27it/s]
87/499 4.32G 0.01167 0.01009 0.004333 75 640: 17%|#6 | 28/168 [00:05<00:27, 5.16it/s]
87/499 4.32G 0.01165 0.0101 0.004525 73 640: 17%|#6 | 28/168 [00:05<00:27, 5.16it/s]
87/499 4.32G 0.01165 0.0101 0.004525 73 640: 17%|#7 | 29/168 [00:05<00:26, 5.25it/s]
87/499 4.32G 0.01166 0.01016 0.004534 77 640: 17%|#7 | 29/168 [00:05<00:26, 5.25it/s]
87/499 4.32G 0.01166 0.01016 0.004534 77 640: 18%|#7 | 30/168 [00:05<00:25, 5.33it/s]
87/499 4.32G 0.01169 0.01015 0.004472 57 640: 18%|#7 | 30/168 [00:05<00:25, 5.33it/s]
87/499 4.32G 0.01169 0.01015 0.004472 57 640: 18%|#8 | 31/168 [00:05<00:26, 5.20it/s]
87/499 4.32G 0.01169 0.01021 0.004393 79 640: 18%|#8 | 31/168 [00:06<00:26, 5.20it/s]
87/499 4.32G 0.01169 0.01021 0.004393 79 640: 19%|#9 | 32/168 [00:06<00:25, 5.26it/s]
87/499 4.32G 0.0117 0.01018 0.004422 61 640: 19%|#9 | 32/168 [00:06<00:25, 5.26it/s]
87/499 4.32G 0.0117 0.01018 0.004422 61 640: 20%|#9 | 33/168 [00:06<00:25, 5.31it/s]
87/499 4.32G 0.01163 0.01019 0.004401 71 640: 20%|#9 | 33/168 [00:06<00:25, 5.31it/s]
87/499 4.32G 0.01163 0.01019 0.004401 71 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s]
87/499 4.32G 0.01162 0.01019 0.004382 74 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s]
87/499 4.32G 0.01162 0.01019 0.004382 74 640: 21%|## | 35/168 [00:06<00:25, 5.24it/s]
87/499 4.32G 0.01164 0.01017 0.004374 56 640: 21%|## | 35/168 [00:06<00:25, 5.24it/s]
87/499 4.32G 0.01164 0.01017 0.004374 56 640: 21%|##1 | 36/168 [00:06<00:24, 5.30it/s]
87/499 4.32G 0.01165 0.0102 0.004324 75 640: 21%|##1 | 36/168 [00:07<00:24, 5.30it/s]
87/499 4.32G 0.01165 0.0102 0.004324 75 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s]
87/499 4.32G 0.01164 0.01013 0.004436 48 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s]
87/499 4.32G 0.01164 0.01013 0.004436 48 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
87/499 4.32G 0.01173 0.01013 0.004515 56 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
87/499 4.32G 0.01173 0.01013 0.004515 56 640: 23%|##3 | 39/168 [00:07<00:24, 5.25it/s]
87/499 4.32G 0.01171 0.01013 0.004471 73 640: 23%|##3 | 39/168 [00:07<00:24, 5.25it/s]
87/499 4.32G 0.01171 0.01013 0.004471 73 640: 24%|##3 | 40/168 [00:07<00:25, 5.11it/s]
87/499 4.32G 0.01168 0.01009 0.004452 70 640: 24%|##3 | 40/168 [00:07<00:25, 5.11it/s]
87/499 4.32G 0.01168 0.01009 0.004452 70 640: 24%|##4 | 41/168 [00:07<00:24, 5.19it/s]
87/499 4.32G 0.01168 0.01011 0.004452 76 640: 24%|##4 | 41/168 [00:08<00:24, 5.19it/s]
87/499 4.32G 0.01168 0.01011 0.004452 76 640: 25%|##5 | 42/168 [00:08<00:24, 5.24it/s]
87/499 4.32G 0.01169 0.01008 0.004508 70 640: 25%|##5 | 42/168 [00:08<00:24, 5.24it/s]
87/499 4.32G 0.01169 0.01008 0.004508 70 640: 26%|##5 | 43/168 [00:08<00:24, 5.13it/s]
87/499 4.32G 0.01169 0.01008 0.004447 67 640: 26%|##5 | 43/168 [00:08<00:24, 5.13it/s]
87/499 4.32G 0.01169 0.01008 0.004447 67 640: 26%|##6 | 44/168 [00:08<00:23, 5.19it/s]
87/499 4.32G 0.01168 0.01011 0.004399 73 640: 26%|##6 | 44/168 [00:08<00:23, 5.19it/s]
87/499 4.32G 0.01168 0.01011 0.004399 73 640: 27%|##6 | 45/168 [00:08<00:23, 5.27it/s]
87/499 4.32G 0.01169 0.01008 0.004407 59 640: 27%|##6 | 45/168 [00:08<00:23, 5.27it/s]
87/499 4.32G 0.01169 0.01008 0.004407 59 640: 27%|##7 | 46/168 [00:08<00:23, 5.13it/s]
87/499 4.32G 0.01169 0.01008 0.004371 64 640: 27%|##7 | 46/168 [00:09<00:23, 5.13it/s]
87/499 4.32G 0.01169 0.01008 0.004371 64 640: 28%|##7 | 47/168 [00:09<00:23, 5.22it/s]
87/499 4.32G 0.01168 0.01007 0.00435 70 640: 28%|##7 | 47/168 [00:09<00:23, 5.22it/s]
87/499 4.32G 0.01168 0.01007 0.00435 70 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s]
87/499 4.32G 0.01173 0.01008 0.004367 65 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s]
87/499 4.32G 0.01173 0.01008 0.004367 65 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s]
87/499 4.32G 0.01175 0.01011 0.00434 74 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s]
87/499 4.32G 0.01175 0.01011 0.00434 74 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s]
87/499 4.32G 0.01176 0.01013 0.004341 74 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s]
87/499 4.32G 0.01176 0.01013 0.004341 74 640: 30%|### | 51/168 [00:09<00:22, 5.27it/s]
87/499 4.32G 0.01176 0.01012 0.004393 66 640: 30%|### | 51/168 [00:09<00:22, 5.27it/s]
87/499 4.32G 0.01176 0.01012 0.004393 66 640: 31%|### | 52/168 [00:09<00:22, 5.16it/s]
87/499 4.32G 0.01178 0.01012 0.004464 65 640: 31%|### | 52/168 [00:10<00:22, 5.16it/s]
87/499 4.32G 0.01178 0.01012 0.004464 65 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
87/499 4.32G 0.01178 0.01012 0.00444 68 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
87/499 4.32G 0.01178 0.01012 0.00444 68 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s]
87/499 4.32G 0.01177 0.0101 0.004455 64 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s]
87/499 4.32G 0.01177 0.0101 0.004455 64 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s]
87/499 4.32G 0.01175 0.01007 0.004435 61 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s]
87/499 4.32G 0.01175 0.01007 0.004435 61 640: 33%|###3 | 56/168 [00:10<00:21, 5.22it/s]
87/499 4.32G 0.01176 0.0101 0.004443 72 640: 33%|###3 | 56/168 [00:10<00:21, 5.22it/s]
87/499 4.32G 0.01176 0.0101 0.004443 72 640: 34%|###3 | 57/168 [00:10<00:20, 5.31it/s]
87/499 4.32G 0.01172 0.01008 0.004428 71 640: 34%|###3 | 57/168 [00:11<00:20, 5.31it/s]
87/499 4.32G 0.01172 0.01008 0.004428 71 640: 35%|###4 | 58/168 [00:11<00:21, 5.15it/s]
87/499 4.32G 0.01172 0.01011 0.004432 72 640: 35%|###4 | 58/168 [00:11<00:21, 5.15it/s]
87/499 4.32G 0.01172 0.01011 0.004432 72 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s]
87/499 4.32G 0.01171 0.01011 0.004472 78 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s]
87/499 4.32G 0.01171 0.01011 0.004472 78 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s]
87/499 4.32G 0.0117 0.01012 0.004467 71 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s]
87/499 4.32G 0.0117 0.01012 0.004467 71 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
87/499 4.32G 0.01169 0.01013 0.004428 78 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
87/499 4.32G 0.01169 0.01013 0.004428 78 640: 37%|###6 | 62/168 [00:11<00:20, 5.17it/s]
87/499 4.32G 0.01168 0.01013 0.004438 72 640: 37%|###6 | 62/168 [00:12<00:20, 5.17it/s]
87/499 4.32G 0.01168 0.01013 0.004438 72 640: 38%|###7 | 63/168 [00:12<00:20, 5.18it/s]
87/499 4.32G 0.0117 0.01017 0.0045 90 640: 38%|###7 | 63/168 [00:12<00:20, 5.18it/s]
87/499 4.32G 0.0117 0.01017 0.0045 90 640: 38%|###8 | 64/168 [00:12<00:20, 5.08it/s]
87/499 4.32G 0.01168 0.0102 0.00448 74 640: 38%|###8 | 64/168 [00:12<00:20, 5.08it/s]
87/499 4.32G 0.01168 0.0102 0.00448 74 640: 39%|###8 | 65/168 [00:12<00:19, 5.19it/s]
87/499 4.32G 0.01169 0.01018 0.004505 63 640: 39%|###8 | 65/168 [00:12<00:19, 5.19it/s]
87/499 4.32G 0.01169 0.01018 0.004505 63 640: 39%|###9 | 66/168 [00:12<00:19, 5.29it/s]
87/499 4.32G 0.01168 0.0102 0.004502 77 640: 39%|###9 | 66/168 [00:12<00:19, 5.29it/s]
87/499 4.32G 0.01168 0.0102 0.004502 77 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s]
87/499 4.32G 0.01166 0.0102 0.004486 65 640: 40%|###9 | 67/168 [00:13<00:19, 5.17it/s]
87/499 4.32G 0.01166 0.0102 0.004486 65 640: 40%|#### | 68/168 [00:13<00:19, 5.25it/s]
87/499 4.32G 0.01164 0.0102 0.004484 87 640: 40%|#### | 68/168 [00:13<00:19, 5.25it/s]
87/499 4.32G 0.01164 0.0102 0.004484 87 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s]
87/499 4.32G 0.01163 0.0102 0.004492 75 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s]
87/499 4.32G 0.01163 0.0102 0.004492 75 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s]
87/499 4.32G 0.01161 0.0102 0.004475 63 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s]
87/499 4.32G 0.01161 0.0102 0.004475 63 640: 42%|####2 | 71/168 [00:13<00:18, 5.26it/s]
87/499 4.32G 0.0116 0.01021 0.004447 81 640: 42%|####2 | 71/168 [00:13<00:18, 5.26it/s]
87/499 4.32G 0.0116 0.01021 0.004447 81 640: 43%|####2 | 72/168 [00:13<00:18, 5.33it/s]
87/499 4.32G 0.01161 0.01024 0.004435 84 640: 43%|####2 | 72/168 [00:14<00:18, 5.33it/s]
87/499 4.32G 0.01161 0.01024 0.004435 84 640: 43%|####3 | 73/168 [00:14<00:18, 5.12it/s]
87/499 4.32G 0.01165 0.01022 0.004501 61 640: 43%|####3 | 73/168 [00:14<00:18, 5.12it/s]
87/499 4.32G 0.01165 0.01022 0.004501 61 640: 44%|####4 | 74/168 [00:14<00:18, 5.19it/s]
87/499 4.32G 0.01163 0.01021 0.00448 64 640: 44%|####4 | 74/168 [00:14<00:18, 5.19it/s]
87/499 4.32G 0.01163 0.01021 0.00448 64 640: 45%|####4 | 75/168 [00:14<00:17, 5.27it/s]
87/499 4.32G 0.01163 0.01024 0.004474 98 640: 45%|####4 | 75/168 [00:14<00:17, 5.27it/s]
87/499 4.32G 0.01163 0.01024 0.004474 98 640: 45%|####5 | 76/168 [00:14<00:17, 5.14it/s]
87/499 4.32G 0.01163 0.01026 0.004491 75 640: 45%|####5 | 76/168 [00:14<00:17, 5.14it/s]
87/499 4.32G 0.01163 0.01026 0.004491 75 640: 46%|####5 | 77/168 [00:14<00:17, 5.23it/s]
87/499 4.32G 0.01161 0.01025 0.004482 72 640: 46%|####5 | 77/168 [00:14<00:17, 5.23it/s]
87/499 4.32G 0.01161 0.01025 0.004482 72 640: 46%|####6 | 78/168 [00:14<00:17, 5.27it/s]
87/499 4.32G 0.0116 0.01022 0.00447 63 640: 46%|####6 | 78/168 [00:15<00:17, 5.27it/s]
87/499 4.32G 0.0116 0.01022 0.00447 63 640: 47%|####7 | 79/168 [00:15<00:17, 5.16it/s]
87/499 4.32G 0.01163 0.01027 0.004466 77 640: 47%|####7 | 79/168 [00:15<00:17, 5.16it/s]
87/499 4.32G 0.01163 0.01027 0.004466 77 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s]
87/499 4.32G 0.01166 0.01029 0.004464 84 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s]
87/499 4.32G 0.01166 0.01029 0.004464 84 640: 48%|####8 | 81/168 [00:15<00:16, 5.32it/s]
87/499 4.32G 0.01167 0.01029 0.004443 70 640: 48%|####8 | 81/168 [00:15<00:16, 5.32it/s]
87/499 4.32G 0.01167 0.01029 0.004443 70 640: 49%|####8 | 82/168 [00:15<00:16, 5.14it/s]
87/499 4.32G 0.01165 0.01027 0.004407 66 640: 49%|####8 | 82/168 [00:15<00:16, 5.14it/s]
87/499 4.32G 0.01165 0.01027 0.004407 66 640: 49%|####9 | 83/168 [00:15<00:16, 5.21it/s]
87/499 4.32G 0.01167 0.01028 0.004433 67 640: 49%|####9 | 83/168 [00:16<00:16, 5.21it/s]
87/499 4.32G 0.01167 0.01028 0.004433 67 640: 50%|##### | 84/168 [00:16<00:15, 5.29it/s]
87/499 4.32G 0.0117 0.0103 0.004468 81 640: 50%|##### | 84/168 [00:16<00:15, 5.29it/s]
87/499 4.32G 0.0117 0.0103 0.004468 81 640: 51%|##### | 85/168 [00:16<00:16, 5.14it/s]
87/499 4.32G 0.0117 0.01027 0.004457 56 640: 51%|##### | 85/168 [00:16<00:16, 5.14it/s]
87/499 4.32G 0.0117 0.01027 0.004457 56 640: 51%|#####1 | 86/168 [00:16<00:15, 5.23it/s]
87/499 4.32G 0.0117 0.01028 0.004444 83 640: 51%|#####1 | 86/168 [00:16<00:15, 5.23it/s]
87/499 4.32G 0.0117 0.01028 0.004444 83 640: 52%|#####1 | 87/168 [00:16<00:15, 5.27it/s]
87/499 4.32G 0.01169 0.01029 0.00442 60 640: 52%|#####1 | 87/168 [00:16<00:15, 5.27it/s]
87/499 4.32G 0.01169 0.01029 0.00442 60 640: 52%|#####2 | 88/168 [00:16<00:15, 5.11it/s]
87/499 4.32G 0.01169 0.01027 0.00439 58 640: 52%|#####2 | 88/168 [00:17<00:15, 5.11it/s]
87/499 4.32G 0.01169 0.01027 0.00439 58 640: 53%|#####2 | 89/168 [00:17<00:15, 5.21it/s]
87/499 4.32G 0.0117 0.01027 0.004429 64 640: 53%|#####2 | 89/168 [00:17<00:15, 5.21it/s]
87/499 4.32G 0.0117 0.01027 0.004429 64 640: 54%|#####3 | 90/168 [00:17<00:14, 5.22it/s]
87/499 4.32G 0.01169 0.01026 0.004419 74 640: 54%|#####3 | 90/168 [00:17<00:14, 5.22it/s]
87/499 4.32G 0.01169 0.01026 0.004419 74 640: 54%|#####4 | 91/168 [00:17<00:15, 5.07it/s]
87/499 4.32G 0.0117 0.01029 0.004418 90 640: 54%|#####4 | 91/168 [00:17<00:15, 5.07it/s]
87/499 4.32G 0.0117 0.01029 0.004418 90 640: 55%|#####4 | 92/168 [00:17<00:14, 5.19it/s]
87/499 4.32G 0.01168 0.01029 0.004463 65 640: 55%|#####4 | 92/168 [00:17<00:14, 5.19it/s]
87/499 4.32G 0.01168 0.01029 0.004463 65 640: 55%|#####5 | 93/168 [00:17<00:14, 5.27it/s]
87/499 4.32G 0.0117 0.01027 0.004484 64 640: 55%|#####5 | 93/168 [00:18<00:14, 5.27it/s]
87/499 4.32G 0.0117 0.01027 0.004484 64 640: 56%|#####5 | 94/168 [00:18<00:14, 5.10it/s]
87/499 4.32G 0.01169 0.01025 0.00444 66 640: 56%|#####5 | 94/168 [00:18<00:14, 5.10it/s]
87/499 4.32G 0.01169 0.01025 0.00444 66 640: 57%|#####6 | 95/168 [00:18<00:14, 5.18it/s]
87/499 4.32G 0.01169 0.01027 0.004451 85 640: 57%|#####6 | 95/168 [00:18<00:14, 5.18it/s]
87/499 4.32G 0.01169 0.01027 0.004451 85 640: 57%|#####7 | 96/168 [00:18<00:13, 5.24it/s]
87/499 4.32G 0.01169 0.01027 0.004447 68 640: 57%|#####7 | 96/168 [00:18<00:13, 5.24it/s]
87/499 4.32G 0.01169 0.01027 0.004447 68 640: 58%|#####7 | 97/168 [00:18<00:13, 5.11it/s]
87/499 4.32G 0.01169 0.01028 0.004431 92 640: 58%|#####7 | 97/168 [00:18<00:13, 5.11it/s]
87/499 4.32G 0.01169 0.01028 0.004431 92 640: 58%|#####8 | 98/168 [00:18<00:13, 5.18it/s]
87/499 4.32G 0.01167 0.01026 0.004412 58 640: 58%|#####8 | 98/168 [00:18<00:13, 5.18it/s]
87/499 4.32G 0.01167 0.01026 0.004412 58 640: 59%|#####8 | 99/168 [00:18<00:13, 5.27it/s]
87/499 4.32G 0.01168 0.01024 0.004427 59 640: 59%|#####8 | 99/168 [00:19<00:13, 5.27it/s]
87/499 4.32G 0.01168 0.01024 0.004427 59 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s]
87/499 4.32G 0.01166 0.01024 0.004416 78 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s]
87/499 4.32G 0.01166 0.01024 0.004416 78 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s]
87/499 4.32G 0.01166 0.01021 0.004444 61 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s]
87/499 4.32G 0.01166 0.01021 0.004444 61 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s]
87/499 4.32G 0.01164 0.0102 0.004442 72 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s]
87/499 4.32G 0.01164 0.0102 0.004442 72 640: 61%|######1 | 103/168 [00:19<00:12, 5.15it/s]
87/499 4.32G 0.01164 0.0102 0.004441 76 640: 61%|######1 | 103/168 [00:19<00:12, 5.15it/s]
87/499 4.32G 0.01164 0.0102 0.004441 76 640: 62%|######1 | 104/168 [00:19<00:12, 5.25it/s]
87/499 4.32G 0.01163 0.01019 0.004432 60 640: 62%|######1 | 104/168 [00:20<00:12, 5.25it/s]
87/499 4.32G 0.01163 0.01019 0.004432 60 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s]
87/499 4.32G 0.01161 0.01018 0.004402 57 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s]
87/499 4.32G 0.01161 0.01018 0.004402 57 640: 63%|######3 | 106/168 [00:20<00:11, 5.17it/s]
87/499 4.32G 0.0116 0.01019 0.004399 90 640: 63%|######3 | 106/168 [00:20<00:11, 5.17it/s]
87/499 4.32G 0.0116 0.01019 0.004399 90 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s]
87/499 4.32G 0.01159 0.01019 0.00437 60 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s]
87/499 4.32G 0.01159 0.01019 0.00437 60 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s]
87/499 4.32G 0.0116 0.0102 0.004348 79 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s]
87/499 4.32G 0.0116 0.0102 0.004348 79 640: 65%|######4 | 109/168 [00:20<00:11, 5.17it/s]
87/499 4.32G 0.01161 0.01019 0.004331 72 640: 65%|######4 | 109/168 [00:21<00:11, 5.17it/s]
87/499 4.32G 0.01161 0.01019 0.004331 72 640: 65%|######5 | 110/168 [00:21<00:11, 5.27it/s]
87/499 4.32G 0.01161 0.01021 0.004322 75 640: 65%|######5 | 110/168 [00:21<00:11, 5.27it/s]
87/499 4.32G 0.01161 0.01021 0.004322 75 640: 66%|######6 | 111/168 [00:21<00:10, 5.32it/s]
87/499 4.32G 0.01162 0.01022 0.004314 70 640: 66%|######6 | 111/168 [00:21<00:10, 5.32it/s]
87/499 4.32G 0.01162 0.01022 0.004314 70 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s]
87/499 4.32G 0.01164 0.01022 0.004362 65 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s]
87/499 4.32G 0.01164 0.01022 0.004362 65 640: 67%|######7 | 113/168 [00:21<00:10, 5.27it/s]
87/499 4.32G 0.01164 0.01023 0.004355 87 640: 67%|######7 | 113/168 [00:21<00:10, 5.27it/s]
87/499 4.32G 0.01164 0.01023 0.004355 87 640: 68%|######7 | 114/168 [00:21<00:10, 5.33it/s]
87/499 4.32G 0.01165 0.01024 0.00436 81 640: 68%|######7 | 114/168 [00:22<00:10, 5.33it/s]
87/499 4.32G 0.01165 0.01024 0.00436 81 640: 68%|######8 | 115/168 [00:22<00:10, 5.18it/s]
87/499 4.32G 0.01165 0.01023 0.004374 66 640: 68%|######8 | 115/168 [00:22<00:10, 5.18it/s]
87/499 4.32G 0.01165 0.01023 0.004374 66 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s]
87/499 4.32G 0.01166 0.01023 0.004366 66 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s]
87/499 4.32G 0.01166 0.01023 0.004366 66 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
87/499 4.32G 0.01165 0.01023 0.004361 65 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
87/499 4.32G 0.01165 0.01023 0.004361 65 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s]
87/499 4.32G 0.01167 0.01024 0.004384 73 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s]
87/499 4.32G 0.01167 0.01024 0.004384 73 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s]
87/499 4.32G 0.01166 0.01027 0.00438 101 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s]
87/499 4.32G 0.01166 0.01027 0.00438 101 640: 71%|#######1 | 120/168 [00:22<00:09, 5.33it/s]
87/499 4.32G 0.01165 0.01027 0.004403 66 640: 71%|#######1 | 120/168 [00:23<00:09, 5.33it/s]
87/499 4.32G 0.01165 0.01027 0.004403 66 640: 72%|#######2 | 121/168 [00:23<00:09, 5.19it/s]
87/499 4.32G 0.01166 0.01027 0.004389 73 640: 72%|#######2 | 121/168 [00:23<00:09, 5.19it/s]
87/499 4.32G 0.01166 0.01027 0.004389 73 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s]
87/499 4.32G 0.01167 0.01026 0.004371 58 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s]
87/499 4.32G 0.01167 0.01026 0.004371 58 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s]
87/499 4.32G 0.01167 0.01026 0.004371 71 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s]
87/499 4.32G 0.01167 0.01026 0.004371 71 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
87/499 4.32G 0.01168 0.01024 0.004381 56 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
87/499 4.32G 0.01168 0.01024 0.004381 56 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s]
87/499 4.32G 0.01167 0.01023 0.00437 69 640: 74%|#######4 | 125/168 [00:24<00:08, 5.28it/s]
87/499 4.32G 0.01167 0.01023 0.00437 69 640: 75%|#######5 | 126/168 [00:24<00:07, 5.34it/s]
87/499 4.32G 0.01166 0.01023 0.004373 65 640: 75%|#######5 | 126/168 [00:24<00:07, 5.34it/s]
87/499 4.32G 0.01166 0.01023 0.004373 65 640: 76%|#######5 | 127/168 [00:24<00:07, 5.16it/s]
87/499 4.32G 0.01165 0.01023 0.004364 72 640: 76%|#######5 | 127/168 [00:24<00:07, 5.16it/s]
87/499 4.32G 0.01165 0.01023 0.004364 72 640: 76%|#######6 | 128/168 [00:24<00:07, 5.19it/s]
87/499 4.32G 0.01164 0.0102 0.00435 50 640: 76%|#######6 | 128/168 [00:24<00:07, 5.19it/s]
87/499 4.32G 0.01164 0.0102 0.00435 50 640: 77%|#######6 | 129/168 [00:24<00:07, 5.27it/s]
87/499 4.32G 0.01165 0.01019 0.004338 67 640: 77%|#######6 | 129/168 [00:24<00:07, 5.27it/s]
87/499 4.32G 0.01165 0.01019 0.004338 67 640: 77%|#######7 | 130/168 [00:24<00:07, 5.12it/s]
87/499 4.32G 0.01166 0.0102 0.004324 71 640: 77%|#######7 | 130/168 [00:25<00:07, 5.12it/s]
87/499 4.32G 0.01166 0.0102 0.004324 71 640: 78%|#######7 | 131/168 [00:25<00:07, 5.21it/s]
87/499 4.32G 0.01165 0.01019 0.004362 62 640: 78%|#######7 | 131/168 [00:25<00:07, 5.21it/s]
87/499 4.32G 0.01165 0.01019 0.004362 62 640: 79%|#######8 | 132/168 [00:25<00:06, 5.25it/s]
87/499 4.32G 0.01165 0.01018 0.004387 60 640: 79%|#######8 | 132/168 [00:25<00:06, 5.25it/s]
87/499 4.32G 0.01165 0.01018 0.004387 60 640: 79%|#######9 | 133/168 [00:25<00:06, 5.14it/s]
87/499 4.32G 0.01165 0.01018 0.004404 72 640: 79%|#######9 | 133/168 [00:25<00:06, 5.14it/s]
87/499 4.32G 0.01165 0.01018 0.004404 72 640: 80%|#######9 | 134/168 [00:25<00:06, 5.22it/s]
87/499 4.32G 0.01165 0.01018 0.004405 70 640: 80%|#######9 | 134/168 [00:25<00:06, 5.22it/s]
87/499 4.32G 0.01165 0.01018 0.004405 70 640: 80%|######## | 135/168 [00:25<00:06, 5.28it/s]
87/499 4.32G 0.01164 0.01018 0.004391 69 640: 80%|######## | 135/168 [00:26<00:06, 5.28it/s]
87/499 4.32G 0.01164 0.01018 0.004391 69 640: 81%|######## | 136/168 [00:26<00:06, 5.15it/s]
87/499 4.32G 0.01164 0.01019 0.004383 71 640: 81%|######## | 136/168 [00:26<00:06, 5.15it/s]
87/499 4.32G 0.01164 0.01019 0.004383 71 640: 82%|########1 | 137/168 [00:26<00:05, 5.18it/s]
87/499 4.32G 0.01165 0.0102 0.00437 59 640: 82%|########1 | 137/168 [00:26<00:05, 5.18it/s]
87/499 4.32G 0.01165 0.0102 0.00437 59 640: 82%|########2 | 138/168 [00:26<00:05, 5.26it/s]
87/499 4.32G 0.01165 0.01018 0.004362 57 640: 82%|########2 | 138/168 [00:26<00:05, 5.26it/s]
87/499 4.32G 0.01165 0.01018 0.004362 57 640: 83%|########2 | 139/168 [00:26<00:05, 5.14it/s]
87/499 4.32G 0.01164 0.01019 0.004393 79 640: 83%|########2 | 139/168 [00:26<00:05, 5.14it/s]
87/499 4.32G 0.01164 0.01019 0.004393 79 640: 83%|########3 | 140/168 [00:26<00:05, 5.18it/s]
87/499 4.32G 0.01164 0.01018 0.004386 60 640: 83%|########3 | 140/168 [00:27<00:05, 5.18it/s]
87/499 4.32G 0.01164 0.01018 0.004386 60 640: 84%|########3 | 141/168 [00:27<00:05, 5.24it/s]
87/499 4.32G 0.01165 0.01017 0.004374 54 640: 84%|########3 | 141/168 [00:27<00:05, 5.24it/s]
87/499 4.32G 0.01165 0.01017 0.004374 54 640: 85%|########4 | 142/168 [00:27<00:05, 5.13it/s]
87/499 4.32G 0.01164 0.01018 0.00436 82 640: 85%|########4 | 142/168 [00:27<00:05, 5.13it/s]
87/499 4.32G 0.01164 0.01018 0.00436 82 640: 85%|########5 | 143/168 [00:27<00:04, 5.20it/s]
87/499 4.32G 0.01165 0.01016 0.004399 50 640: 85%|########5 | 143/168 [00:27<00:04, 5.20it/s]
87/499 4.32G 0.01165 0.01016 0.004399 50 640: 86%|########5 | 144/168 [00:27<00:04, 5.28it/s]
87/499 4.32G 0.01165 0.01015 0.004392 66 640: 86%|########5 | 144/168 [00:27<00:04, 5.28it/s]
87/499 4.32G 0.01165 0.01015 0.004392 66 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s]
87/499 4.32G 0.01165 0.01014 0.004376 72 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s]
87/499 4.32G 0.01165 0.01014 0.004376 72 640: 87%|########6 | 146/168 [00:27<00:04, 5.20it/s]
87/499 4.32G 0.01164 0.01015 0.004391 77 640: 87%|########6 | 146/168 [00:28<00:04, 5.20it/s]
87/499 4.32G 0.01164 0.01015 0.004391 77 640: 88%|########7 | 147/168 [00:28<00:03, 5.29it/s]
87/499 4.32G 0.01163 0.01013 0.004385 69 640: 88%|########7 | 147/168 [00:28<00:03, 5.29it/s]
87/499 4.32G 0.01163 0.01013 0.004385 69 640: 88%|########8 | 148/168 [00:28<00:03, 5.15it/s]
87/499 4.32G 0.01162 0.01013 0.004365 67 640: 88%|########8 | 148/168 [00:28<00:03, 5.15it/s]
87/499 4.32G 0.01162 0.01013 0.004365 67 640: 89%|########8 | 149/168 [00:28<00:03, 5.24it/s]
87/499 4.32G 0.01162 0.01011 0.004362 55 640: 89%|########8 | 149/168 [00:28<00:03, 5.24it/s]
87/499 4.32G 0.01162 0.01011 0.004362 55 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
87/499 4.32G 0.01161 0.01011 0.004355 66 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
87/499 4.32G 0.01161 0.01011 0.004355 66 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s]
87/499 4.32G 0.01161 0.01013 0.004354 84 640: 90%|########9 | 151/168 [00:29<00:03, 5.19it/s]
87/499 4.32G 0.01161 0.01013 0.004354 84 640: 90%|######### | 152/168 [00:29<00:03, 5.28it/s]
87/499 4.32G 0.0116 0.01013 0.004358 79 640: 90%|######### | 152/168 [00:29<00:03, 5.28it/s]
87/499 4.32G 0.0116 0.01013 0.004358 79 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s]
87/499 4.32G 0.0116 0.01012 0.004372 74 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s]
87/499 4.32G 0.0116 0.01012 0.004372 74 640: 92%|#########1| 154/168 [00:29<00:02, 5.13it/s]
87/499 4.32G 0.01159 0.01011 0.00437 73 640: 92%|#########1| 154/168 [00:29<00:02, 5.13it/s]
87/499 4.32G 0.01159 0.01011 0.00437 73 640: 92%|#########2| 155/168 [00:29<00:02, 5.23it/s]
87/499 4.32G 0.0116 0.01012 0.004375 72 640: 92%|#########2| 155/168 [00:29<00:02, 5.23it/s]
87/499 4.32G 0.0116 0.01012 0.004375 72 640: 93%|#########2| 156/168 [00:29<00:02, 5.30it/s]
87/499 4.32G 0.01159 0.01011 0.004371 65 640: 93%|#########2| 156/168 [00:30<00:02, 5.30it/s]
87/499 4.32G 0.01159 0.01011 0.004371 65 640: 93%|#########3| 157/168 [00:30<00:02, 5.17it/s]
87/499 4.32G 0.01159 0.01011 0.004379 64 640: 93%|#########3| 157/168 [00:30<00:02, 5.17it/s]
87/499 4.32G 0.01159 0.01011 0.004379 64 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s]
87/499 4.32G 0.01158 0.0101 0.004379 66 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s]
87/499 4.32G 0.01158 0.0101 0.004379 66 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s]
87/499 4.32G 0.01158 0.0101 0.004417 59 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s]
87/499 4.32G 0.01158 0.0101 0.004417 59 640: 95%|#########5| 160/168 [00:30<00:01, 5.14it/s]
87/499 4.32G 0.01159 0.01011 0.004427 76 640: 95%|#########5| 160/168 [00:30<00:01, 5.14it/s]
87/499 4.32G 0.01159 0.01011 0.004427 76 640: 96%|#########5| 161/168 [00:30<00:01, 5.22it/s]
87/499 4.32G 0.01158 0.0101 0.00444 68 640: 96%|#########5| 161/168 [00:31<00:01, 5.22it/s]
87/499 4.32G 0.01158 0.0101 0.00444 68 640: 96%|#########6| 162/168 [00:31<00:01, 5.30it/s]
87/499 4.32G 0.01158 0.01008 0.004438 62 640: 96%|#########6| 162/168 [00:31<00:01, 5.30it/s]
87/499 4.32G 0.01158 0.01008 0.004438 62 640: 97%|#########7| 163/168 [00:31<00:00, 5.16it/s]
87/499 4.32G 0.01161 0.0101 0.004449 59 640: 97%|#########7| 163/168 [00:31<00:00, 5.16it/s]
87/499 4.32G 0.01161 0.0101 0.004449 59 640: 98%|#########7| 164/168 [00:31<00:00, 5.26it/s]
87/499 4.32G 0.0116 0.0101 0.004459 77 640: 98%|#########7| 164/168 [00:31<00:00, 5.26it/s]
87/499 4.32G 0.0116 0.0101 0.004459 77 640: 98%|#########8| 165/168 [00:31<00:00, 5.31it/s]
87/499 4.32G 0.01161 0.0101 0.004448 63 640: 98%|#########8| 165/168 [00:31<00:00, 5.31it/s]
87/499 4.32G 0.01161 0.0101 0.004448 63 640: 99%|#########8| 166/168 [00:31<00:00, 5.14it/s]
87/499 4.32G 0.01161 0.01009 0.00447 61 640: 99%|#########8| 166/168 [00:31<00:00, 5.14it/s]
87/499 4.32G 0.01161 0.01009 0.00447 61 640: 99%|#########9| 167/168 [00:31<00:00, 5.25it/s]
87/499 4.32G 0.01161 0.01009 0.004492 27 640: 99%|#########9| 167/168 [00:32<00:00, 5.25it/s]
87/499 4.32G 0.01161 0.01009 0.004492 27 640: 100%|##########| 168/168 [00:32<00:00, 5.45it/s]
87/499 4.32G 0.01161 0.01009 0.004492 27 640: 100%|##########| 168/168 [00:32<00:00, 5.22it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.88it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.86it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.45it/s]
all 132 263 0.835 0.865 0.881 0.755
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
88/499 4.32G 0.01284 0.01177 0.005131 71 640: 0%| | 0/168 [00:00<?, ?it/s]
88/499 4.32G 0.01284 0.01177 0.005131 71 640: 1%| | 1/168 [00:00<00:35, 4.77it/s]
88/499 4.32G 0.01281 0.01127 0.004419 68 640: 1%| | 1/168 [00:00<00:35, 4.77it/s]
88/499 4.32G 0.01281 0.01127 0.004419 68 640: 1%|1 | 2/168 [00:00<00:32, 5.07it/s]
88/499 4.32G 0.01305 0.01138 0.004466 81 640: 1%|1 | 2/168 [00:00<00:32, 5.07it/s]
88/499 4.32G 0.01305 0.01138 0.004466 81 640: 2%|1 | 3/168 [00:00<00:31, 5.26it/s]
88/499 4.32G 0.01295 0.01156 0.00456 76 640: 2%|1 | 3/168 [00:00<00:31, 5.26it/s]
88/499 4.32G 0.01295 0.01156 0.00456 76 640: 2%|2 | 4/168 [00:00<00:32, 5.09it/s]
88/499 4.32G 0.01233 0.01109 0.004269 59 640: 2%|2 | 4/168 [00:00<00:32, 5.09it/s]
88/499 4.32G 0.01233 0.01109 0.004269 59 640: 3%|2 | 5/168 [00:00<00:31, 5.22it/s]
88/499 4.32G 0.01222 0.01074 0.003922 61 640: 3%|2 | 5/168 [00:01<00:31, 5.22it/s]
88/499 4.32G 0.01222 0.01074 0.003922 61 640: 4%|3 | 6/168 [00:01<00:30, 5.27it/s]
88/499 4.32G 0.01228 0.011 0.003942 75 640: 4%|3 | 6/168 [00:01<00:30, 5.27it/s]
88/499 4.32G 0.01228 0.011 0.003942 75 640: 4%|4 | 7/168 [00:01<00:31, 5.12it/s]
88/499 4.32G 0.01193 0.01057 0.003881 61 640: 4%|4 | 7/168 [00:01<00:31, 5.12it/s]
88/499 4.32G 0.01193 0.01057 0.003881 61 640: 5%|4 | 8/168 [00:01<00:30, 5.19it/s]
88/499 4.32G 0.01172 0.0104 0.003529 55 640: 5%|4 | 8/168 [00:01<00:30, 5.19it/s]
88/499 4.32G 0.01172 0.0104 0.003529 55 640: 5%|5 | 9/168 [00:01<00:30, 5.28it/s]
88/499 4.32G 0.01165 0.01046 0.003491 85 640: 5%|5 | 9/168 [00:01<00:30, 5.28it/s]
88/499 4.32G 0.01165 0.01046 0.003491 85 640: 6%|5 | 10/168 [00:01<00:30, 5.13it/s]
88/499 4.32G 0.01168 0.0103 0.003307 66 640: 6%|5 | 10/168 [00:02<00:30, 5.13it/s]
88/499 4.32G 0.01168 0.0103 0.003307 66 640: 7%|6 | 11/168 [00:02<00:30, 5.20it/s]
88/499 4.32G 0.01171 0.01012 0.003439 55 640: 7%|6 | 11/168 [00:02<00:30, 5.20it/s]
88/499 4.32G 0.01171 0.01012 0.003439 55 640: 7%|7 | 12/168 [00:02<00:29, 5.27it/s]
88/499 4.32G 0.01164 0.01019 0.003524 88 640: 7%|7 | 12/168 [00:02<00:29, 5.27it/s]
88/499 4.32G 0.01164 0.01019 0.003524 88 640: 8%|7 | 13/168 [00:02<00:30, 5.11it/s]
88/499 4.32G 0.01178 0.01022 0.003751 60 640: 8%|7 | 13/168 [00:02<00:30, 5.11it/s]
88/499 4.32G 0.01178 0.01022 0.003751 60 640: 8%|8 | 14/168 [00:02<00:29, 5.21it/s]
88/499 4.32G 0.0117 0.0102 0.003683 73 640: 8%|8 | 14/168 [00:02<00:29, 5.21it/s]
88/499 4.32G 0.0117 0.0102 0.003683 73 640: 9%|8 | 15/168 [00:02<00:28, 5.29it/s]
88/499 4.32G 0.01178 0.01019 0.003604 59 640: 9%|8 | 15/168 [00:03<00:28, 5.29it/s]
88/499 4.32G 0.01178 0.01019 0.003604 59 640: 10%|9 | 16/168 [00:03<00:29, 5.10it/s]
88/499 4.32G 0.0118 0.009978 0.003707 53 640: 10%|9 | 16/168 [00:03<00:29, 5.10it/s]
88/499 4.32G 0.0118 0.009978 0.003707 53 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
88/499 4.32G 0.01175 0.009908 0.00378 57 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
88/499 4.32G 0.01175 0.009908 0.00378 57 640: 11%|# | 18/168 [00:03<00:28, 5.27it/s]
88/499 4.32G 0.0119 0.01004 0.003793 72 640: 11%|# | 18/168 [00:03<00:28, 5.27it/s]
88/499 4.32G 0.0119 0.01004 0.003793 72 640: 11%|#1 | 19/168 [00:03<00:28, 5.16it/s]
88/499 4.32G 0.01181 0.009993 0.00382 66 640: 11%|#1 | 19/168 [00:03<00:28, 5.16it/s]
88/499 4.32G 0.01181 0.009993 0.00382 66 640: 12%|#1 | 20/168 [00:03<00:28, 5.24it/s]
88/499 4.32G 0.01173 0.009991 0.003905 61 640: 12%|#1 | 20/168 [00:04<00:28, 5.24it/s]
88/499 4.32G 0.01173 0.009991 0.003905 61 640: 12%|#2 | 21/168 [00:04<00:27, 5.31it/s]
88/499 4.32G 0.01166 0.009974 0.003943 68 640: 12%|#2 | 21/168 [00:04<00:27, 5.31it/s]
88/499 4.32G 0.01166 0.009974 0.003943 68 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
88/499 4.32G 0.01161 0.009843 0.003856 47 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
88/499 4.32G 0.01161 0.009843 0.003856 47 640: 14%|#3 | 23/168 [00:04<00:27, 5.26it/s]
88/499 4.32G 0.01155 0.009849 0.003882 70 640: 14%|#3 | 23/168 [00:04<00:27, 5.26it/s]
88/499 4.32G 0.01155 0.009849 0.003882 70 640: 14%|#4 | 24/168 [00:04<00:27, 5.33it/s]
88/499 4.32G 0.01152 0.009866 0.003814 67 640: 14%|#4 | 24/168 [00:04<00:27, 5.33it/s]
88/499 4.32G 0.01152 0.009866 0.003814 67 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
88/499 4.32G 0.01151 0.009847 0.003875 78 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
88/499 4.32G 0.01151 0.009847 0.003875 78 640: 15%|#5 | 26/168 [00:04<00:26, 5.30it/s]
88/499 4.32G 0.01149 0.00984 0.00383 62 640: 15%|#5 | 26/168 [00:05<00:26, 5.30it/s]
88/499 4.32G 0.01149 0.00984 0.00383 62 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s]
88/499 4.32G 0.01143 0.009833 0.003832 68 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s]
88/499 4.32G 0.01143 0.009833 0.003832 68 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s]
88/499 4.32G 0.01142 0.009801 0.003885 62 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s]
88/499 4.32G 0.01142 0.009801 0.003885 62 640: 17%|#7 | 29/168 [00:05<00:26, 5.17it/s]
88/499 4.32G 0.01144 0.009782 0.003862 63 640: 17%|#7 | 29/168 [00:05<00:26, 5.17it/s]
88/499 4.32G 0.01144 0.009782 0.003862 63 640: 18%|#7 | 30/168 [00:05<00:26, 5.22it/s]
88/499 4.32G 0.01143 0.009808 0.00386 76 640: 18%|#7 | 30/168 [00:05<00:26, 5.22it/s]
88/499 4.32G 0.01143 0.009808 0.00386 76 640: 18%|#8 | 31/168 [00:05<00:26, 5.11it/s]
88/499 4.32G 0.01148 0.009882 0.003849 76 640: 18%|#8 | 31/168 [00:06<00:26, 5.11it/s]
88/499 4.32G 0.01148 0.009882 0.003849 76 640: 19%|#9 | 32/168 [00:06<00:26, 5.22it/s]
88/499 4.32G 0.0115 0.009909 0.003856 75 640: 19%|#9 | 32/168 [00:06<00:26, 5.22it/s]
88/499 4.32G 0.0115 0.009909 0.003856 75 640: 20%|#9 | 33/168 [00:06<00:25, 5.27it/s]
88/499 4.32G 0.01151 0.009908 0.003923 66 640: 20%|#9 | 33/168 [00:06<00:25, 5.27it/s]
88/499 4.32G 0.01151 0.009908 0.003923 66 640: 20%|## | 34/168 [00:06<00:26, 5.13it/s]
88/499 4.32G 0.0115 0.0099 0.003941 60 640: 20%|## | 34/168 [00:06<00:26, 5.13it/s]
88/499 4.32G 0.0115 0.0099 0.003941 60 640: 21%|## | 35/168 [00:06<00:25, 5.21it/s]
88/499 4.32G 0.01149 0.009885 0.004028 76 640: 21%|## | 35/168 [00:06<00:25, 5.21it/s]
88/499 4.32G 0.01149 0.009885 0.004028 76 640: 21%|##1 | 36/168 [00:06<00:25, 5.23it/s]
88/499 4.32G 0.01152 0.009975 0.004081 78 640: 21%|##1 | 36/168 [00:07<00:25, 5.23it/s]
88/499 4.32G 0.01152 0.009975 0.004081 78 640: 22%|##2 | 37/168 [00:07<00:25, 5.13it/s]
88/499 4.32G 0.01148 0.01003 0.004121 85 640: 22%|##2 | 37/168 [00:07<00:25, 5.13it/s]
88/499 4.32G 0.01148 0.01003 0.004121 85 640: 23%|##2 | 38/168 [00:07<00:24, 5.24it/s]
88/499 4.32G 0.01146 0.01004 0.004145 77 640: 23%|##2 | 38/168 [00:07<00:24, 5.24it/s]
88/499 4.32G 0.01146 0.01004 0.004145 77 640: 23%|##3 | 39/168 [00:07<00:24, 5.27it/s]
88/499 4.32G 0.01144 0.01001 0.00418 58 640: 23%|##3 | 39/168 [00:07<00:24, 5.27it/s]
88/499 4.32G 0.01144 0.01001 0.00418 58 640: 24%|##3 | 40/168 [00:07<00:24, 5.16it/s]
88/499 4.32G 0.01145 0.01 0.004154 69 640: 24%|##3 | 40/168 [00:07<00:24, 5.16it/s]
88/499 4.32G 0.01145 0.01 0.004154 69 640: 24%|##4 | 41/168 [00:07<00:24, 5.26it/s]
88/499 4.32G 0.01141 0.009931 0.004157 53 640: 24%|##4 | 41/168 [00:08<00:24, 5.26it/s]
88/499 4.32G 0.01141 0.009931 0.004157 53 640: 25%|##5 | 42/168 [00:08<00:23, 5.34it/s]
88/499 4.32G 0.0114 0.009903 0.004183 65 640: 25%|##5 | 42/168 [00:08<00:23, 5.34it/s]
88/499 4.32G 0.0114 0.009903 0.004183 65 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
88/499 4.32G 0.01136 0.009827 0.004182 45 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
88/499 4.32G 0.01136 0.009827 0.004182 45 640: 26%|##6 | 44/168 [00:08<00:23, 5.21it/s]
88/499 4.32G 0.01132 0.009792 0.004133 69 640: 26%|##6 | 44/168 [00:08<00:23, 5.21it/s]
88/499 4.32G 0.01132 0.009792 0.004133 69 640: 27%|##6 | 45/168 [00:08<00:23, 5.23it/s]
88/499 4.32G 0.01131 0.009767 0.004171 66 640: 27%|##6 | 45/168 [00:08<00:23, 5.23it/s]
88/499 4.32G 0.01131 0.009767 0.004171 66 640: 27%|##7 | 46/168 [00:08<00:23, 5.11it/s]
88/499 4.32G 0.01133 0.009744 0.004144 57 640: 27%|##7 | 46/168 [00:09<00:23, 5.11it/s]
88/499 4.32G 0.01133 0.009744 0.004144 57 640: 28%|##7 | 47/168 [00:09<00:23, 5.21it/s]
88/499 4.32G 0.01133 0.009715 0.004185 59 640: 28%|##7 | 47/168 [00:09<00:23, 5.21it/s]
88/499 4.32G 0.01133 0.009715 0.004185 59 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s]
88/499 4.32G 0.01131 0.009676 0.004205 63 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s]
88/499 4.32G 0.01131 0.009676 0.004205 63 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s]
88/499 4.32G 0.0113 0.009674 0.004189 55 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s]
88/499 4.32G 0.0113 0.009674 0.004189 55 640: 30%|##9 | 50/168 [00:09<00:22, 5.14it/s]
88/499 4.32G 0.01131 0.009686 0.004144 80 640: 30%|##9 | 50/168 [00:09<00:22, 5.14it/s]
88/499 4.32G 0.01131 0.009686 0.004144 80 640: 30%|### | 51/168 [00:09<00:22, 5.19it/s]
88/499 4.32G 0.01131 0.009649 0.004136 64 640: 30%|### | 51/168 [00:09<00:22, 5.19it/s]
88/499 4.32G 0.01131 0.009649 0.004136 64 640: 31%|### | 52/168 [00:09<00:22, 5.10it/s]
88/499 4.32G 0.0113 0.009678 0.004117 73 640: 31%|### | 52/168 [00:10<00:22, 5.10it/s]
88/499 4.32G 0.0113 0.009678 0.004117 73 640: 32%|###1 | 53/168 [00:10<00:22, 5.18it/s]
88/499 4.32G 0.01131 0.009741 0.004136 84 640: 32%|###1 | 53/168 [00:10<00:22, 5.18it/s]
88/499 4.32G 0.01131 0.009741 0.004136 84 640: 32%|###2 | 54/168 [00:10<00:21, 5.26it/s]
88/499 4.32G 0.01132 0.009727 0.004115 56 640: 32%|###2 | 54/168 [00:10<00:21, 5.26it/s]
88/499 4.32G 0.01132 0.009727 0.004115 56 640: 33%|###2 | 55/168 [00:10<00:22, 5.13it/s]
88/499 4.32G 0.0113 0.009698 0.004161 69 640: 33%|###2 | 55/168 [00:10<00:22, 5.13it/s]
88/499 4.32G 0.0113 0.009698 0.004161 69 640: 33%|###3 | 56/168 [00:10<00:21, 5.18it/s]
88/499 4.32G 0.01131 0.009724 0.004181 68 640: 33%|###3 | 56/168 [00:10<00:21, 5.18it/s]
88/499 4.32G 0.01131 0.009724 0.004181 68 640: 34%|###3 | 57/168 [00:10<00:21, 5.27it/s]
88/499 4.32G 0.01136 0.009686 0.004148 46 640: 34%|###3 | 57/168 [00:11<00:21, 5.27it/s]
88/499 4.32G 0.01136 0.009686 0.004148 46 640: 35%|###4 | 58/168 [00:11<00:21, 5.15it/s]
88/499 4.32G 0.01134 0.009661 0.004152 68 640: 35%|###4 | 58/168 [00:11<00:21, 5.15it/s]
88/499 4.32G 0.01134 0.009661 0.004152 68 640: 35%|###5 | 59/168 [00:11<00:20, 5.20it/s]
88/499 4.32G 0.01133 0.009675 0.004131 83 640: 35%|###5 | 59/168 [00:11<00:20, 5.20it/s]
88/499 4.32G 0.01133 0.009675 0.004131 83 640: 36%|###5 | 60/168 [00:11<00:20, 5.24it/s]
88/499 4.32G 0.01134 0.009674 0.004119 66 640: 36%|###5 | 60/168 [00:11<00:20, 5.24it/s]
88/499 4.32G 0.01134 0.009674 0.004119 66 640: 36%|###6 | 61/168 [00:11<00:20, 5.14it/s]
88/499 4.32G 0.01132 0.009675 0.004119 76 640: 36%|###6 | 61/168 [00:11<00:20, 5.14it/s]
88/499 4.32G 0.01132 0.009675 0.004119 76 640: 37%|###6 | 62/168 [00:11<00:20, 5.22it/s]
88/499 4.32G 0.01132 0.009654 0.004123 63 640: 37%|###6 | 62/168 [00:12<00:20, 5.22it/s]
88/499 4.32G 0.01132 0.009654 0.004123 63 640: 38%|###7 | 63/168 [00:12<00:19, 5.28it/s]
88/499 4.32G 0.01133 0.009644 0.004226 69 640: 38%|###7 | 63/168 [00:12<00:19, 5.28it/s]
88/499 4.32G 0.01133 0.009644 0.004226 69 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s]
88/499 4.32G 0.01135 0.009646 0.004205 58 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s]
88/499 4.32G 0.01135 0.009646 0.004205 58 640: 39%|###8 | 65/168 [00:12<00:19, 5.24it/s]
88/499 4.32G 0.01136 0.009639 0.004172 56 640: 39%|###8 | 65/168 [00:12<00:19, 5.24it/s]
88/499 4.32G 0.01136 0.009639 0.004172 56 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s]
88/499 4.32G 0.01135 0.009621 0.004184 66 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s]
88/499 4.32G 0.01135 0.009621 0.004184 66 640: 40%|###9 | 67/168 [00:12<00:19, 5.18it/s]
88/499 4.32G 0.01138 0.009595 0.004197 61 640: 40%|###9 | 67/168 [00:13<00:19, 5.18it/s]
88/499 4.32G 0.01138 0.009595 0.004197 61 640: 40%|#### | 68/168 [00:13<00:19, 5.25it/s]
88/499 4.32G 0.01139 0.009597 0.004173 63 640: 40%|#### | 68/168 [00:13<00:19, 5.25it/s]
88/499 4.32G 0.01139 0.009597 0.004173 63 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
88/499 4.32G 0.01136 0.009597 0.004145 67 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
88/499 4.32G 0.01136 0.009597 0.004145 67 640: 42%|####1 | 70/168 [00:13<00:18, 5.16it/s]
88/499 4.32G 0.01138 0.009604 0.004193 67 640: 42%|####1 | 70/168 [00:13<00:18, 5.16it/s]
88/499 4.32G 0.01138 0.009604 0.004193 67 640: 42%|####2 | 71/168 [00:13<00:18, 5.24it/s]
88/499 4.32G 0.01137 0.009622 0.004195 81 640: 42%|####2 | 71/168 [00:13<00:18, 5.24it/s]
88/499 4.32G 0.01137 0.009622 0.004195 81 640: 43%|####2 | 72/168 [00:13<00:18, 5.30it/s]
88/499 4.32G 0.01137 0.009615 0.004187 65 640: 43%|####2 | 72/168 [00:14<00:18, 5.30it/s]
88/499 4.32G 0.01137 0.009615 0.004187 65 640: 43%|####3 | 73/168 [00:14<00:18, 5.15it/s]
88/499 4.32G 0.01135 0.009607 0.004195 60 640: 43%|####3 | 73/168 [00:14<00:18, 5.15it/s]
88/499 4.32G 0.01135 0.009607 0.004195 60 640: 44%|####4 | 74/168 [00:14<00:17, 5.23it/s]
88/499 4.32G 0.01134 0.009604 0.004152 62 640: 44%|####4 | 74/168 [00:14<00:17, 5.23it/s]
88/499 4.32G 0.01134 0.009604 0.004152 62 640: 45%|####4 | 75/168 [00:14<00:17, 5.29it/s]
88/499 4.32G 0.01135 0.009621 0.00417 69 640: 45%|####4 | 75/168 [00:14<00:17, 5.29it/s]
88/499 4.32G 0.01135 0.009621 0.00417 69 640: 45%|####5 | 76/168 [00:14<00:17, 5.15it/s]
88/499 4.32G 0.01135 0.009645 0.004185 87 640: 45%|####5 | 76/168 [00:14<00:17, 5.15it/s]
88/499 4.32G 0.01135 0.009645 0.004185 87 640: 46%|####5 | 77/168 [00:14<00:17, 5.24it/s]
88/499 4.32G 0.01133 0.009635 0.00418 76 640: 46%|####5 | 77/168 [00:14<00:17, 5.24it/s]
88/499 4.32G 0.01133 0.009635 0.00418 76 640: 46%|####6 | 78/168 [00:14<00:16, 5.32it/s]
88/499 4.32G 0.01134 0.009672 0.004192 73 640: 46%|####6 | 78/168 [00:15<00:16, 5.32it/s]
88/499 4.32G 0.01134 0.009672 0.004192 73 640: 47%|####7 | 79/168 [00:15<00:17, 5.15it/s]
88/499 4.32G 0.01131 0.009656 0.004245 68 640: 47%|####7 | 79/168 [00:15<00:17, 5.15it/s]
88/499 4.32G 0.01131 0.009656 0.004245 68 640: 48%|####7 | 80/168 [00:15<00:16, 5.24it/s]
88/499 4.32G 0.01132 0.00963 0.004381 60 640: 48%|####7 | 80/168 [00:15<00:16, 5.24it/s]
88/499 4.32G 0.01132 0.00963 0.004381 60 640: 48%|####8 | 81/168 [00:15<00:16, 5.28it/s]
88/499 4.32G 0.0113 0.00962 0.004421 68 640: 48%|####8 | 81/168 [00:15<00:16, 5.28it/s]
88/499 4.32G 0.0113 0.00962 0.004421 68 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s]
88/499 4.32G 0.0113 0.009633 0.00441 64 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s]
88/499 4.32G 0.0113 0.009633 0.00441 64 640: 49%|####9 | 83/168 [00:15<00:16, 5.21it/s]
88/499 4.32G 0.0113 0.009625 0.004393 76 640: 49%|####9 | 83/168 [00:16<00:16, 5.21it/s]
88/499 4.32G 0.0113 0.009625 0.004393 76 640: 50%|##### | 84/168 [00:16<00:15, 5.27it/s]
88/499 4.32G 0.01131 0.009605 0.004432 60 640: 50%|##### | 84/168 [00:16<00:15, 5.27it/s]
88/499 4.32G 0.01131 0.009605 0.004432 60 640: 51%|##### | 85/168 [00:16<00:16, 5.11it/s]
88/499 4.32G 0.01131 0.009603 0.004437 77 640: 51%|##### | 85/168 [00:16<00:16, 5.11it/s]
88/499 4.32G 0.01131 0.009603 0.004437 77 640: 51%|#####1 | 86/168 [00:16<00:15, 5.14it/s]
88/499 4.32G 0.01129 0.009612 0.004422 77 640: 51%|#####1 | 86/168 [00:16<00:15, 5.14it/s]
88/499 4.32G 0.01129 0.009612 0.004422 77 640: 52%|#####1 | 87/168 [00:16<00:15, 5.22it/s]
88/499 4.32G 0.0113 0.009608 0.004421 60 640: 52%|#####1 | 87/168 [00:16<00:15, 5.22it/s]
88/499 4.32G 0.0113 0.009608 0.004421 60 640: 52%|#####2 | 88/168 [00:16<00:15, 5.10it/s]
88/499 4.32G 0.01131 0.009598 0.004426 61 640: 52%|#####2 | 88/168 [00:17<00:15, 5.10it/s]
88/499 4.32G 0.01131 0.009598 0.004426 61 640: 53%|#####2 | 89/168 [00:17<00:15, 5.21it/s]
88/499 4.32G 0.01129 0.009581 0.004438 72 640: 53%|#####2 | 89/168 [00:17<00:15, 5.21it/s]
88/499 4.32G 0.01129 0.009581 0.004438 72 640: 54%|#####3 | 90/168 [00:17<00:14, 5.29it/s]
88/499 4.32G 0.01128 0.00957 0.004463 66 640: 54%|#####3 | 90/168 [00:17<00:14, 5.29it/s]
88/499 4.32G 0.01128 0.00957 0.004463 66 640: 54%|#####4 | 91/168 [00:17<00:14, 5.14it/s]
88/499 4.32G 0.01129 0.009591 0.00445 71 640: 54%|#####4 | 91/168 [00:17<00:14, 5.14it/s]
88/499 4.32G 0.01129 0.009591 0.00445 71 640: 55%|#####4 | 92/168 [00:17<00:14, 5.22it/s]
88/499 4.32G 0.01131 0.009588 0.004437 71 640: 55%|#####4 | 92/168 [00:17<00:14, 5.22it/s]
88/499 4.32G 0.01131 0.009588 0.004437 71 640: 55%|#####5 | 93/168 [00:17<00:14, 5.30it/s]
88/499 4.32G 0.01133 0.009599 0.004438 80 640: 55%|#####5 | 93/168 [00:18<00:14, 5.30it/s]
88/499 4.32G 0.01133 0.009599 0.004438 80 640: 56%|#####5 | 94/168 [00:18<00:14, 5.08it/s]
88/499 4.32G 0.01132 0.009586 0.004429 67 640: 56%|#####5 | 94/168 [00:18<00:14, 5.08it/s]
88/499 4.32G 0.01132 0.009586 0.004429 67 640: 57%|#####6 | 95/168 [00:18<00:14, 5.18it/s]
88/499 4.32G 0.01133 0.009596 0.004413 69 640: 57%|#####6 | 95/168 [00:18<00:14, 5.18it/s]
88/499 4.32G 0.01133 0.009596 0.004413 69 640: 57%|#####7 | 96/168 [00:18<00:13, 5.26it/s]
88/499 4.32G 0.01133 0.009593 0.004426 68 640: 57%|#####7 | 96/168 [00:18<00:13, 5.26it/s]
88/499 4.32G 0.01133 0.009593 0.004426 68 640: 58%|#####7 | 97/168 [00:18<00:13, 5.13it/s]
88/499 4.32G 0.01131 0.009577 0.004419 77 640: 58%|#####7 | 97/168 [00:18<00:13, 5.13it/s]
88/499 4.32G 0.01131 0.009577 0.004419 77 640: 58%|#####8 | 98/168 [00:18<00:13, 5.19it/s]
88/499 4.32G 0.0113 0.009547 0.004399 53 640: 58%|#####8 | 98/168 [00:19<00:13, 5.19it/s]
88/499 4.32G 0.0113 0.009547 0.004399 53 640: 59%|#####8 | 99/168 [00:19<00:13, 5.27it/s]
88/499 4.32G 0.01132 0.009528 0.004411 62 640: 59%|#####8 | 99/168 [00:19<00:13, 5.27it/s]
88/499 4.32G 0.01132 0.009528 0.004411 62 640: 60%|#####9 | 100/168 [00:19<00:13, 5.11it/s]
88/499 4.32G 0.0113 0.009545 0.004394 83 640: 60%|#####9 | 100/168 [00:19<00:13, 5.11it/s]
88/499 4.32G 0.0113 0.009545 0.004394 83 640: 60%|###### | 101/168 [00:19<00:12, 5.21it/s]
88/499 4.32G 0.01128 0.009551 0.004384 81 640: 60%|###### | 101/168 [00:19<00:12, 5.21it/s]
88/499 4.32G 0.01128 0.009551 0.004384 81 640: 61%|###### | 102/168 [00:19<00:12, 5.26it/s]
88/499 4.32G 0.01127 0.009545 0.004349 58 640: 61%|###### | 102/168 [00:19<00:12, 5.26it/s]
88/499 4.32G 0.01127 0.009545 0.004349 58 640: 61%|######1 | 103/168 [00:19<00:12, 5.13it/s]
88/499 4.32G 0.01128 0.00957 0.004348 77 640: 61%|######1 | 103/168 [00:19<00:12, 5.13it/s]
88/499 4.32G 0.01128 0.00957 0.004348 77 640: 62%|######1 | 104/168 [00:19<00:12, 5.22it/s]
88/499 4.32G 0.0113 0.00956 0.004363 59 640: 62%|######1 | 104/168 [00:20<00:12, 5.22it/s]
88/499 4.32G 0.0113 0.00956 0.004363 59 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s]
88/499 4.32G 0.0113 0.009534 0.004356 51 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s]
88/499 4.32G 0.0113 0.009534 0.004356 51 640: 63%|######3 | 106/168 [00:20<00:12, 5.15it/s]
88/499 4.32G 0.01129 0.009545 0.00436 77 640: 63%|######3 | 106/168 [00:20<00:12, 5.15it/s]
88/499 4.32G 0.01129 0.009545 0.00436 77 640: 64%|######3 | 107/168 [00:20<00:11, 5.22it/s]
88/499 4.32G 0.01131 0.009564 0.004375 72 640: 64%|######3 | 107/168 [00:20<00:11, 5.22it/s]
88/499 4.32G 0.01131 0.009564 0.004375 72 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s]
88/499 4.32G 0.0113 0.009545 0.004389 59 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s]
88/499 4.32G 0.0113 0.009545 0.004389 59 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s]
88/499 4.32G 0.0113 0.009543 0.004399 77 640: 65%|######4 | 109/168 [00:21<00:11, 5.19it/s]
88/499 4.32G 0.0113 0.009543 0.004399 77 640: 65%|######5 | 110/168 [00:21<00:11, 5.24it/s]
88/499 4.32G 0.0113 0.009534 0.004392 60 640: 65%|######5 | 110/168 [00:21<00:11, 5.24it/s]
88/499 4.32G 0.0113 0.009534 0.004392 60 640: 66%|######6 | 111/168 [00:21<00:10, 5.27it/s]
88/499 4.32G 0.01131 0.009548 0.004395 68 640: 66%|######6 | 111/168 [00:21<00:10, 5.27it/s]
88/499 4.32G 0.01131 0.009548 0.004395 68 640: 67%|######6 | 112/168 [00:21<00:10, 5.14it/s]
88/499 4.32G 0.01131 0.009556 0.004403 69 640: 67%|######6 | 112/168 [00:21<00:10, 5.14it/s]
88/499 4.32G 0.01131 0.009556 0.004403 69 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s]
88/499 4.32G 0.01129 0.009545 0.004383 55 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s]
88/499 4.32G 0.01129 0.009545 0.004383 55 640: 68%|######7 | 114/168 [00:21<00:10, 5.30it/s]
88/499 4.32G 0.01129 0.009565 0.004401 78 640: 68%|######7 | 114/168 [00:22<00:10, 5.30it/s]
88/499 4.32G 0.01129 0.009565 0.004401 78 640: 68%|######8 | 115/168 [00:22<00:10, 5.16it/s]
88/499 4.32G 0.01128 0.009561 0.004402 72 640: 68%|######8 | 115/168 [00:22<00:10, 5.16it/s]
88/499 4.32G 0.01128 0.009561 0.004402 72 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
88/499 4.32G 0.0113 0.009568 0.004385 60 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
88/499 4.32G 0.0113 0.009568 0.004385 60 640: 70%|######9 | 117/168 [00:22<00:09, 5.28it/s]
88/499 4.32G 0.0113 0.009591 0.004379 90 640: 70%|######9 | 117/168 [00:22<00:09, 5.28it/s]
88/499 4.32G 0.0113 0.009591 0.004379 90 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s]
88/499 4.32G 0.01129 0.009583 0.00437 63 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s]
88/499 4.32G 0.01129 0.009583 0.00437 63 640: 71%|####### | 119/168 [00:22<00:09, 5.25it/s]
88/499 4.32G 0.01128 0.009589 0.004393 73 640: 71%|####### | 119/168 [00:23<00:09, 5.25it/s]
88/499 4.32G 0.01128 0.009589 0.004393 73 640: 71%|#######1 | 120/168 [00:23<00:09, 5.30it/s]
88/499 4.32G 0.01129 0.009604 0.004368 70 640: 71%|#######1 | 120/168 [00:23<00:09, 5.30it/s]
88/499 4.32G 0.01129 0.009604 0.004368 70 640: 72%|#######2 | 121/168 [00:23<00:09, 5.14it/s]
88/499 4.32G 0.01129 0.009605 0.004361 66 640: 72%|#######2 | 121/168 [00:23<00:09, 5.14it/s]
88/499 4.32G 0.01129 0.009605 0.004361 66 640: 73%|#######2 | 122/168 [00:23<00:08, 5.21it/s]
88/499 4.32G 0.01128 0.009598 0.004381 54 640: 73%|#######2 | 122/168 [00:23<00:08, 5.21it/s]
88/499 4.32G 0.01128 0.009598 0.004381 54 640: 73%|#######3 | 123/168 [00:23<00:08, 5.25it/s]
88/499 4.32G 0.01129 0.009598 0.004408 65 640: 73%|#######3 | 123/168 [00:23<00:08, 5.25it/s]
88/499 4.32G 0.01129 0.009598 0.004408 65 640: 74%|#######3 | 124/168 [00:23<00:08, 5.11it/s]
88/499 4.32G 0.0113 0.009616 0.004397 78 640: 74%|#######3 | 124/168 [00:23<00:08, 5.11it/s]
88/499 4.32G 0.0113 0.009616 0.004397 78 640: 74%|#######4 | 125/168 [00:23<00:08, 5.16it/s]
88/499 4.32G 0.01131 0.009621 0.004412 60 640: 74%|#######4 | 125/168 [00:24<00:08, 5.16it/s]
88/499 4.32G 0.01131 0.009621 0.004412 60 640: 75%|#######5 | 126/168 [00:24<00:07, 5.25it/s]
88/499 4.32G 0.01131 0.009637 0.004418 83 640: 75%|#######5 | 126/168 [00:24<00:07, 5.25it/s]
88/499 4.32G 0.01131 0.009637 0.004418 83 640: 76%|#######5 | 127/168 [00:24<00:08, 5.11it/s]
88/499 4.32G 0.0113 0.009625 0.004399 61 640: 76%|#######5 | 127/168 [00:24<00:08, 5.11it/s]
88/499 4.32G 0.0113 0.009625 0.004399 61 640: 76%|#######6 | 128/168 [00:24<00:07, 5.22it/s]
88/499 4.32G 0.01131 0.009623 0.004407 71 640: 76%|#######6 | 128/168 [00:24<00:07, 5.22it/s]
88/499 4.32G 0.01131 0.009623 0.004407 71 640: 77%|#######6 | 129/168 [00:24<00:07, 5.28it/s]
88/499 4.32G 0.01131 0.009653 0.004417 88 640: 77%|#######6 | 129/168 [00:24<00:07, 5.28it/s]
88/499 4.32G 0.01131 0.009653 0.004417 88 640: 77%|#######7 | 130/168 [00:24<00:07, 5.10it/s]
88/499 4.32G 0.01132 0.009654 0.004411 69 640: 77%|#######7 | 130/168 [00:25<00:07, 5.10it/s]
88/499 4.32G 0.01132 0.009654 0.004411 69 640: 78%|#######7 | 131/168 [00:25<00:07, 5.20it/s]
88/499 4.32G 0.01133 0.00964 0.004401 55 640: 78%|#######7 | 131/168 [00:25<00:07, 5.20it/s]
88/499 4.32G 0.01133 0.00964 0.004401 55 640: 79%|#######8 | 132/168 [00:25<00:06, 5.26it/s]
88/499 4.32G 0.01134 0.00965 0.004396 79 640: 79%|#######8 | 132/168 [00:25<00:06, 5.26it/s]
88/499 4.32G 0.01134 0.00965 0.004396 79 640: 79%|#######9 | 133/168 [00:25<00:06, 5.11it/s]
88/499 4.32G 0.01133 0.009652 0.004396 71 640: 79%|#######9 | 133/168 [00:25<00:06, 5.11it/s]
88/499 4.32G 0.01133 0.009652 0.004396 71 640: 80%|#######9 | 134/168 [00:25<00:06, 5.17it/s]
88/499 4.32G 0.01135 0.009669 0.004403 74 640: 80%|#######9 | 134/168 [00:25<00:06, 5.17it/s]
88/499 4.32G 0.01135 0.009669 0.004403 74 640: 80%|######## | 135/168 [00:25<00:06, 5.25it/s]
88/499 4.32G 0.01135 0.009662 0.004403 59 640: 80%|######## | 135/168 [00:26<00:06, 5.25it/s]
88/499 4.32G 0.01135 0.009662 0.004403 59 640: 81%|######## | 136/168 [00:26<00:06, 5.13it/s]
88/499 4.32G 0.01134 0.009659 0.004407 65 640: 81%|######## | 136/168 [00:26<00:06, 5.13it/s]
88/499 4.32G 0.01134 0.009659 0.004407 65 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s]
88/499 4.32G 0.01134 0.009652 0.004394 59 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s]
88/499 4.32G 0.01134 0.009652 0.004394 59 640: 82%|########2 | 138/168 [00:26<00:05, 5.26it/s]
88/499 4.32G 0.01134 0.009651 0.004403 65 640: 82%|########2 | 138/168 [00:26<00:05, 5.26it/s]
88/499 4.32G 0.01134 0.009651 0.004403 65 640: 83%|########2 | 139/168 [00:26<00:05, 5.12it/s]
88/499 4.32G 0.01133 0.00965 0.004398 78 640: 83%|########2 | 139/168 [00:26<00:05, 5.12it/s]
88/499 4.32G 0.01133 0.00965 0.004398 78 640: 83%|########3 | 140/168 [00:26<00:05, 5.18it/s]
88/499 4.32G 0.01134 0.009669 0.004417 80 640: 83%|########3 | 140/168 [00:27<00:05, 5.18it/s]
88/499 4.32G 0.01134 0.009669 0.004417 80 640: 84%|########3 | 141/168 [00:27<00:05, 5.26it/s]
88/499 4.32G 0.01134 0.009687 0.004401 73 640: 84%|########3 | 141/168 [00:27<00:05, 5.26it/s]
88/499 4.32G 0.01134 0.009687 0.004401 73 640: 85%|########4 | 142/168 [00:27<00:05, 5.14it/s]
88/499 4.32G 0.01134 0.009692 0.004396 79 640: 85%|########4 | 142/168 [00:27<00:05, 5.14it/s]
88/499 4.32G 0.01134 0.009692 0.004396 79 640: 85%|########5 | 143/168 [00:27<00:04, 5.16it/s]
88/499 4.32G 0.01135 0.009685 0.004446 51 640: 85%|########5 | 143/168 [00:27<00:04, 5.16it/s]
88/499 4.32G 0.01135 0.009685 0.004446 51 640: 86%|########5 | 144/168 [00:27<00:04, 5.25it/s]
88/499 4.32G 0.01135 0.009681 0.004442 67 640: 86%|########5 | 144/168 [00:27<00:04, 5.25it/s]
88/499 4.32G 0.01135 0.009681 0.004442 67 640: 86%|########6 | 145/168 [00:27<00:04, 5.13it/s]
88/499 4.32G 0.01134 0.009676 0.004435 82 640: 86%|########6 | 145/168 [00:28<00:04, 5.13it/s]
88/499 4.32G 0.01134 0.009676 0.004435 82 640: 87%|########6 | 146/168 [00:28<00:04, 5.22it/s]
88/499 4.32G 0.01133 0.009676 0.004419 71 640: 87%|########6 | 146/168 [00:28<00:04, 5.22it/s]
88/499 4.32G 0.01133 0.009676 0.004419 71 640: 88%|########7 | 147/168 [00:28<00:03, 5.30it/s]
88/499 4.32G 0.01134 0.009685 0.004422 60 640: 88%|########7 | 147/168 [00:28<00:03, 5.30it/s]
88/499 4.32G 0.01134 0.009685 0.004422 60 640: 88%|########8 | 148/168 [00:28<00:03, 5.17it/s]
88/499 4.32G 0.01134 0.009677 0.004399 61 640: 88%|########8 | 148/168 [00:28<00:03, 5.17it/s]
88/499 4.32G 0.01134 0.009677 0.004399 61 640: 89%|########8 | 149/168 [00:28<00:03, 5.25it/s]
88/499 4.32G 0.01134 0.009682 0.004399 68 640: 89%|########8 | 149/168 [00:28<00:03, 5.25it/s]
88/499 4.32G 0.01134 0.009682 0.004399 68 640: 89%|########9 | 150/168 [00:28<00:03, 5.29it/s]
88/499 4.32G 0.01133 0.009673 0.004385 58 640: 89%|########9 | 150/168 [00:29<00:03, 5.29it/s]
88/499 4.32G 0.01133 0.009673 0.004385 58 640: 90%|########9 | 151/168 [00:29<00:03, 5.16it/s]
88/499 4.32G 0.01134 0.00968 0.004396 68 640: 90%|########9 | 151/168 [00:29<00:03, 5.16it/s]
88/499 4.32G 0.01134 0.00968 0.004396 68 640: 90%|######### | 152/168 [00:29<00:03, 5.25it/s]
88/499 4.32G 0.01133 0.009686 0.004378 83 640: 90%|######### | 152/168 [00:29<00:03, 5.25it/s]
88/499 4.32G 0.01133 0.009686 0.004378 83 640: 91%|#########1| 153/168 [00:29<00:02, 5.29it/s]
88/499 4.32G 0.01133 0.009704 0.004369 76 640: 91%|#########1| 153/168 [00:29<00:02, 5.29it/s]
88/499 4.32G 0.01133 0.009704 0.004369 76 640: 92%|#########1| 154/168 [00:29<00:02, 5.15it/s]
88/499 4.32G 0.01133 0.009702 0.004364 59 640: 92%|#########1| 154/168 [00:29<00:02, 5.15it/s]
88/499 4.32G 0.01133 0.009702 0.004364 59 640: 92%|#########2| 155/168 [00:29<00:02, 5.25it/s]
88/499 4.32G 0.01133 0.009705 0.004372 67 640: 92%|#########2| 155/168 [00:29<00:02, 5.25it/s]
88/499 4.32G 0.01133 0.009705 0.004372 67 640: 93%|#########2| 156/168 [00:29<00:02, 5.29it/s]
88/499 4.32G 0.01134 0.009711 0.004369 76 640: 93%|#########2| 156/168 [00:30<00:02, 5.29it/s]
88/499 4.32G 0.01134 0.009711 0.004369 76 640: 93%|#########3| 157/168 [00:30<00:02, 5.08it/s]
88/499 4.32G 0.01134 0.009713 0.004377 61 640: 93%|#########3| 157/168 [00:30<00:02, 5.08it/s]
88/499 4.32G 0.01134 0.009713 0.004377 61 640: 94%|#########4| 158/168 [00:30<00:01, 5.19it/s]
88/499 4.32G 0.01134 0.009716 0.004397 65 640: 94%|#########4| 158/168 [00:30<00:01, 5.19it/s]
88/499 4.32G 0.01134 0.009716 0.004397 65 640: 95%|#########4| 159/168 [00:30<00:01, 5.22it/s]
88/499 4.32G 0.01133 0.009723 0.004386 86 640: 95%|#########4| 159/168 [00:30<00:01, 5.22it/s]
88/499 4.32G 0.01133 0.009723 0.004386 86 640: 95%|#########5| 160/168 [00:30<00:01, 5.09it/s]
88/499 4.32G 0.01132 0.009722 0.00438 77 640: 95%|#########5| 160/168 [00:30<00:01, 5.09it/s]
88/499 4.32G 0.01132 0.009722 0.00438 77 640: 96%|#########5| 161/168 [00:30<00:01, 5.13it/s]
88/499 4.32G 0.01132 0.009728 0.004382 67 640: 96%|#########5| 161/168 [00:31<00:01, 5.13it/s]
88/499 4.32G 0.01132 0.009728 0.004382 67 640: 96%|#########6| 162/168 [00:31<00:01, 5.21it/s]
88/499 4.32G 0.01132 0.00974 0.004377 90 640: 96%|#########6| 162/168 [00:31<00:01, 5.21it/s]
88/499 4.32G 0.01132 0.00974 0.004377 90 640: 97%|#########7| 163/168 [00:31<00:00, 5.07it/s]
88/499 4.32G 0.01132 0.009732 0.004369 68 640: 97%|#########7| 163/168 [00:31<00:00, 5.07it/s]
88/499 4.32G 0.01132 0.009732 0.004369 68 640: 98%|#########7| 164/168 [00:31<00:00, 5.13it/s]
88/499 4.32G 0.01132 0.009736 0.004362 72 640: 98%|#########7| 164/168 [00:31<00:00, 5.13it/s]
88/499 4.32G 0.01132 0.009736 0.004362 72 640: 98%|#########8| 165/168 [00:31<00:00, 5.21it/s]
88/499 4.32G 0.01131 0.009723 0.004355 60 640: 98%|#########8| 165/168 [00:31<00:00, 5.21it/s]
88/499 4.32G 0.01131 0.009723 0.004355 60 640: 99%|#########8| 166/168 [00:31<00:00, 5.08it/s]
88/499 4.32G 0.0113 0.009726 0.004366 72 640: 99%|#########8| 166/168 [00:32<00:00, 5.08it/s]
88/499 4.32G 0.0113 0.009726 0.004366 72 640: 99%|#########9| 167/168 [00:32<00:00, 5.17it/s]
88/499 4.32G 0.01131 0.009718 0.004372 22 640: 99%|#########9| 167/168 [00:32<00:00, 5.17it/s]
88/499 4.32G 0.01131 0.009718 0.004372 22 640: 100%|##########| 168/168 [00:32<00:00, 5.37it/s]
88/499 4.32G 0.01131 0.009718 0.004372 22 640: 100%|##########| 168/168 [00:32<00:00, 5.21it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.80it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s]
all 132 263 0.829 0.872 0.874 0.744
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
89/499 4.32G 0.01086 0.009436 0.003812 66 640: 0%| | 0/168 [00:00<?, ?it/s]
89/499 4.32G 0.01086 0.009436 0.003812 66 640: 1%| | 1/168 [00:00<00:33, 4.93it/s]
89/499 4.32G 0.0109 0.01015 0.003988 73 640: 1%| | 1/168 [00:00<00:33, 4.93it/s]
89/499 4.32G 0.0109 0.01015 0.003988 73 640: 1%|1 | 2/168 [00:00<00:31, 5.25it/s]
89/499 4.32G 0.01048 0.009241 0.003252 56 640: 1%|1 | 2/168 [00:00<00:31, 5.25it/s]
89/499 4.32G 0.01048 0.009241 0.003252 56 640: 2%|1 | 3/168 [00:00<00:30, 5.36it/s]
89/499 4.32G 0.01079 0.009682 0.003353 70 640: 2%|1 | 3/168 [00:00<00:30, 5.36it/s]
89/499 4.32G 0.01079 0.009682 0.003353 70 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s]
89/499 4.32G 0.01084 0.01022 0.003907 83 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s]
89/499 4.32G 0.01084 0.01022 0.003907 83 640: 3%|2 | 5/168 [00:00<00:31, 5.16it/s]
89/499 4.32G 0.01102 0.009841 0.004585 67 640: 3%|2 | 5/168 [00:01<00:31, 5.16it/s]
89/499 4.32G 0.01102 0.009841 0.004585 67 640: 4%|3 | 6/168 [00:01<00:31, 5.21it/s]
89/499 4.32G 0.01116 0.009483 0.004848 50 640: 4%|3 | 6/168 [00:01<00:31, 5.21it/s]
89/499 4.32G 0.01116 0.009483 0.004848 50 640: 4%|4 | 7/168 [00:01<00:31, 5.04it/s]
89/499 4.32G 0.01141 0.009746 0.005214 66 640: 4%|4 | 7/168 [00:01<00:31, 5.04it/s]
89/499 4.32G 0.01141 0.009746 0.005214 66 640: 5%|4 | 8/168 [00:01<00:31, 5.16it/s]
89/499 4.32G 0.01147 0.009839 0.005257 66 640: 5%|4 | 8/168 [00:01<00:31, 5.16it/s]
89/499 4.32G 0.01147 0.009839 0.005257 66 640: 5%|5 | 9/168 [00:01<00:30, 5.23it/s]
89/499 4.32G 0.01139 0.009818 0.005132 71 640: 5%|5 | 9/168 [00:01<00:30, 5.23it/s]
89/499 4.32G 0.01139 0.009818 0.005132 71 640: 6%|5 | 10/168 [00:01<00:30, 5.10it/s]
89/499 4.32G 0.01143 0.009986 0.005164 63 640: 6%|5 | 10/168 [00:02<00:30, 5.10it/s]
89/499 4.32G 0.01143 0.009986 0.005164 63 640: 7%|6 | 11/168 [00:02<00:30, 5.14it/s]
89/499 4.32G 0.01141 0.01017 0.00504 80 640: 7%|6 | 11/168 [00:02<00:30, 5.14it/s]
89/499 4.32G 0.01141 0.01017 0.00504 80 640: 7%|7 | 12/168 [00:02<00:29, 5.22it/s]
89/499 4.32G 0.01143 0.01016 0.004735 63 640: 7%|7 | 12/168 [00:02<00:29, 5.22it/s]
89/499 4.32G 0.01143 0.01016 0.004735 63 640: 8%|7 | 13/168 [00:02<00:30, 5.12it/s]
89/499 4.32G 0.0114 0.01014 0.004533 71 640: 8%|7 | 13/168 [00:02<00:30, 5.12it/s]
89/499 4.32G 0.0114 0.01014 0.004533 71 640: 8%|8 | 14/168 [00:02<00:29, 5.20it/s]
89/499 4.32G 0.01148 0.01003 0.004484 60 640: 8%|8 | 14/168 [00:02<00:29, 5.20it/s]
89/499 4.32G 0.01148 0.01003 0.004484 60 640: 9%|8 | 15/168 [00:02<00:29, 5.26it/s]
89/499 4.32G 0.01143 0.01006 0.004595 78 640: 9%|8 | 15/168 [00:03<00:29, 5.26it/s]
89/499 4.32G 0.01143 0.01006 0.004595 78 640: 10%|9 | 16/168 [00:03<00:29, 5.13it/s]
89/499 4.32G 0.01141 0.01011 0.004661 72 640: 10%|9 | 16/168 [00:03<00:29, 5.13it/s]
89/499 4.32G 0.01141 0.01011 0.004661 72 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
89/499 4.32G 0.01142 0.01016 0.004616 82 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
89/499 4.32G 0.01142 0.01016 0.004616 82 640: 11%|# | 18/168 [00:03<00:28, 5.24it/s]
89/499 4.32G 0.01138 0.01019 0.004564 83 640: 11%|# | 18/168 [00:03<00:28, 5.24it/s]
89/499 4.32G 0.01138 0.01019 0.004564 83 640: 11%|#1 | 19/168 [00:03<00:29, 5.09it/s]
89/499 4.32G 0.01138 0.01008 0.004552 65 640: 11%|#1 | 19/168 [00:03<00:29, 5.09it/s]
89/499 4.32G 0.01138 0.01008 0.004552 65 640: 12%|#1 | 20/168 [00:03<00:28, 5.19it/s]
89/499 4.32G 0.01135 0.0101 0.00468 69 640: 12%|#1 | 20/168 [00:04<00:28, 5.19it/s]
89/499 4.32G 0.01135 0.0101 0.00468 69 640: 12%|#2 | 21/168 [00:04<00:27, 5.26it/s]
89/499 4.32G 0.01135 0.01011 0.004577 67 640: 12%|#2 | 21/168 [00:04<00:27, 5.26it/s]
89/499 4.32G 0.01135 0.01011 0.004577 67 640: 13%|#3 | 22/168 [00:04<00:28, 5.04it/s]
89/499 4.32G 0.01128 0.0101 0.004437 71 640: 13%|#3 | 22/168 [00:04<00:28, 5.04it/s]
89/499 4.32G 0.01128 0.0101 0.004437 71 640: 14%|#3 | 23/168 [00:04<00:28, 5.15it/s]
89/499 4.32G 0.01124 0.01006 0.004391 71 640: 14%|#3 | 23/168 [00:04<00:28, 5.15it/s]
89/499 4.32G 0.01124 0.01006 0.004391 71 640: 14%|#4 | 24/168 [00:04<00:27, 5.26it/s]
89/499 4.32G 0.01123 0.01002 0.004253 67 640: 14%|#4 | 24/168 [00:04<00:27, 5.26it/s]
89/499 4.32G 0.01123 0.01002 0.004253 67 640: 15%|#4 | 25/168 [00:04<00:28, 5.10it/s]
89/499 4.32G 0.01116 0.009967 0.00414 54 640: 15%|#4 | 25/168 [00:05<00:28, 5.10it/s]
89/499 4.32G 0.01116 0.009967 0.00414 54 640: 15%|#5 | 26/168 [00:05<00:27, 5.19it/s]
89/499 4.32G 0.01112 0.009978 0.004133 73 640: 15%|#5 | 26/168 [00:05<00:27, 5.19it/s]
89/499 4.32G 0.01112 0.009978 0.004133 73 640: 16%|#6 | 27/168 [00:05<00:26, 5.25it/s]
89/499 4.32G 0.0111 0.009981 0.004129 70 640: 16%|#6 | 27/168 [00:05<00:26, 5.25it/s]
89/499 4.32G 0.0111 0.009981 0.004129 70 640: 17%|#6 | 28/168 [00:05<00:27, 5.12it/s]
89/499 4.32G 0.01102 0.009891 0.004053 64 640: 17%|#6 | 28/168 [00:05<00:27, 5.12it/s]
89/499 4.32G 0.01102 0.009891 0.004053 64 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s]
89/499 4.32G 0.01097 0.009951 0.004059 83 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s]
89/499 4.32G 0.01097 0.009951 0.004059 83 640: 18%|#7 | 30/168 [00:05<00:26, 5.29it/s]
89/499 4.32G 0.01093 0.009922 0.004116 67 640: 18%|#7 | 30/168 [00:05<00:26, 5.29it/s]
89/499 4.32G 0.01093 0.009922 0.004116 67 640: 18%|#8 | 31/168 [00:05<00:26, 5.14it/s]
89/499 4.32G 0.01094 0.009901 0.004194 63 640: 18%|#8 | 31/168 [00:06<00:26, 5.14it/s]
89/499 4.32G 0.01094 0.009901 0.004194 63 640: 19%|#9 | 32/168 [00:06<00:26, 5.21it/s]
89/499 4.32G 0.01095 0.009934 0.004121 68 640: 19%|#9 | 32/168 [00:06<00:26, 5.21it/s]
89/499 4.32G 0.01095 0.009934 0.004121 68 640: 20%|#9 | 33/168 [00:06<00:25, 5.26it/s]
89/499 4.32G 0.01092 0.009877 0.004077 56 640: 20%|#9 | 33/168 [00:06<00:25, 5.26it/s]
89/499 4.32G 0.01092 0.009877 0.004077 56 640: 20%|## | 34/168 [00:06<00:26, 5.13it/s]
89/499 4.32G 0.0109 0.009788 0.00404 54 640: 20%|## | 34/168 [00:06<00:26, 5.13it/s]
89/499 4.32G 0.0109 0.009788 0.00404 54 640: 21%|## | 35/168 [00:06<00:25, 5.23it/s]
89/499 4.32G 0.01093 0.009737 0.004034 62 640: 21%|## | 35/168 [00:06<00:25, 5.23it/s]
89/499 4.32G 0.01093 0.009737 0.004034 62 640: 21%|##1 | 36/168 [00:06<00:25, 5.27it/s]
89/499 4.32G 0.01098 0.009762 0.003996 66 640: 21%|##1 | 36/168 [00:07<00:25, 5.27it/s]
89/499 4.32G 0.01098 0.009762 0.003996 66 640: 22%|##2 | 37/168 [00:07<00:25, 5.13it/s]
89/499 4.32G 0.01098 0.009737 0.003964 59 640: 22%|##2 | 37/168 [00:07<00:25, 5.13it/s]
89/499 4.32G 0.01098 0.009737 0.003964 59 640: 23%|##2 | 38/168 [00:07<00:24, 5.21it/s]
89/499 4.32G 0.01098 0.009714 0.003996 58 640: 23%|##2 | 38/168 [00:07<00:24, 5.21it/s]
89/499 4.32G 0.01098 0.009714 0.003996 58 640: 23%|##3 | 39/168 [00:07<00:24, 5.28it/s]
89/499 4.32G 0.01092 0.009684 0.003984 63 640: 23%|##3 | 39/168 [00:07<00:24, 5.28it/s]
89/499 4.32G 0.01092 0.009684 0.003984 63 640: 24%|##3 | 40/168 [00:07<00:24, 5.14it/s]
89/499 4.32G 0.01094 0.009689 0.004111 81 640: 24%|##3 | 40/168 [00:07<00:24, 5.14it/s]
89/499 4.32G 0.01094 0.009689 0.004111 81 640: 24%|##4 | 41/168 [00:07<00:24, 5.14it/s]
89/499 4.32G 0.01093 0.009705 0.004112 70 640: 24%|##4 | 41/168 [00:08<00:24, 5.14it/s]
89/499 4.32G 0.01093 0.009705 0.004112 70 640: 25%|##5 | 42/168 [00:08<00:24, 5.21it/s]
89/499 4.32G 0.01096 0.009676 0.00414 58 640: 25%|##5 | 42/168 [00:08<00:24, 5.21it/s]
89/499 4.32G 0.01096 0.009676 0.00414 58 640: 26%|##5 | 43/168 [00:08<00:24, 5.08it/s]
89/499 4.32G 0.01095 0.009612 0.00419 51 640: 26%|##5 | 43/168 [00:08<00:24, 5.08it/s]
89/499 4.32G 0.01095 0.009612 0.00419 51 640: 26%|##6 | 44/168 [00:08<00:23, 5.17it/s]
89/499 4.32G 0.01095 0.009603 0.004165 65 640: 26%|##6 | 44/168 [00:08<00:23, 5.17it/s]
89/499 4.32G 0.01095 0.009603 0.004165 65 640: 27%|##6 | 45/168 [00:08<00:23, 5.26it/s]
89/499 4.32G 0.011 0.009581 0.004139 56 640: 27%|##6 | 45/168 [00:08<00:23, 5.26it/s]
89/499 4.32G 0.011 0.009581 0.004139 56 640: 27%|##7 | 46/168 [00:08<00:23, 5.12it/s]
89/499 4.32G 0.01101 0.009586 0.004078 64 640: 27%|##7 | 46/168 [00:09<00:23, 5.12it/s]
89/499 4.32G 0.01101 0.009586 0.004078 64 640: 28%|##7 | 47/168 [00:09<00:23, 5.22it/s]
89/499 4.32G 0.01103 0.009623 0.004091 79 640: 28%|##7 | 47/168 [00:09<00:23, 5.22it/s]
89/499 4.32G 0.01103 0.009623 0.004091 79 640: 29%|##8 | 48/168 [00:09<00:22, 5.28it/s]
89/499 4.32G 0.011 0.009619 0.004096 70 640: 29%|##8 | 48/168 [00:09<00:22, 5.28it/s]
89/499 4.32G 0.011 0.009619 0.004096 70 640: 29%|##9 | 49/168 [00:09<00:23, 5.12it/s]
89/499 4.32G 0.01099 0.009606 0.004047 73 640: 29%|##9 | 49/168 [00:09<00:23, 5.12it/s]
89/499 4.32G 0.01099 0.009606 0.004047 73 640: 30%|##9 | 50/168 [00:09<00:22, 5.21it/s]
89/499 4.32G 0.011 0.009628 0.004032 78 640: 30%|##9 | 50/168 [00:09<00:22, 5.21it/s]
89/499 4.32G 0.011 0.009628 0.004032 78 640: 30%|### | 51/168 [00:09<00:22, 5.25it/s]
89/499 4.32G 0.01097 0.00962 0.004037 73 640: 30%|### | 51/168 [00:10<00:22, 5.25it/s]
89/499 4.32G 0.01097 0.00962 0.004037 73 640: 31%|### | 52/168 [00:10<00:22, 5.10it/s]
89/499 4.32G 0.01096 0.009659 0.004031 75 640: 31%|### | 52/168 [00:10<00:22, 5.10it/s]
89/499 4.32G 0.01096 0.009659 0.004031 75 640: 32%|###1 | 53/168 [00:10<00:22, 5.20it/s]
89/499 4.32G 0.01098 0.009633 0.004085 62 640: 32%|###1 | 53/168 [00:10<00:22, 5.20it/s]
89/499 4.32G 0.01098 0.009633 0.004085 62 640: 32%|###2 | 54/168 [00:10<00:21, 5.23it/s]
89/499 4.32G 0.011 0.009647 0.004153 60 640: 32%|###2 | 54/168 [00:10<00:21, 5.23it/s]
89/499 4.32G 0.011 0.009647 0.004153 60 640: 33%|###2 | 55/168 [00:10<00:22, 5.13it/s]
89/499 4.32G 0.01104 0.009681 0.004182 71 640: 33%|###2 | 55/168 [00:10<00:22, 5.13it/s]
89/499 4.32G 0.01104 0.009681 0.004182 71 640: 33%|###3 | 56/168 [00:10<00:21, 5.20it/s]
89/499 4.32G 0.01107 0.009651 0.004245 62 640: 33%|###3 | 56/168 [00:10<00:21, 5.20it/s]
89/499 4.32G 0.01107 0.009651 0.004245 62 640: 34%|###3 | 57/168 [00:10<00:21, 5.25it/s]
89/499 4.32G 0.01102 0.009619 0.004294 62 640: 34%|###3 | 57/168 [00:11<00:21, 5.25it/s]
89/499 4.32G 0.01102 0.009619 0.004294 62 640: 35%|###4 | 58/168 [00:11<00:21, 5.13it/s]
89/499 4.32G 0.011 0.009608 0.004266 53 640: 35%|###4 | 58/168 [00:11<00:21, 5.13it/s]
89/499 4.32G 0.011 0.009608 0.004266 53 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s]
89/499 4.32G 0.011 0.009616 0.004261 77 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s]
89/499 4.32G 0.011 0.009616 0.004261 77 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s]
89/499 4.32G 0.01102 0.009643 0.004261 68 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s]
89/499 4.32G 0.01102 0.009643 0.004261 68 640: 36%|###6 | 61/168 [00:11<00:20, 5.13it/s]
89/499 4.32G 0.01102 0.009622 0.004258 65 640: 36%|###6 | 61/168 [00:11<00:20, 5.13it/s]
89/499 4.32G 0.01102 0.009622 0.004258 65 640: 37%|###6 | 62/168 [00:11<00:20, 5.19it/s]
89/499 4.32G 0.01101 0.009593 0.004379 61 640: 37%|###6 | 62/168 [00:12<00:20, 5.19it/s]
89/499 4.32G 0.01101 0.009593 0.004379 61 640: 38%|###7 | 63/168 [00:12<00:20, 5.24it/s]
89/499 4.32G 0.01103 0.00964 0.004362 77 640: 38%|###7 | 63/168 [00:12<00:20, 5.24it/s]
89/499 4.32G 0.01103 0.00964 0.004362 77 640: 38%|###8 | 64/168 [00:12<00:20, 5.08it/s]
89/499 4.32G 0.01102 0.009603 0.004324 55 640: 38%|###8 | 64/168 [00:12<00:20, 5.08it/s]
89/499 4.32G 0.01102 0.009603 0.004324 55 640: 39%|###8 | 65/168 [00:12<00:19, 5.17it/s]
89/499 4.32G 0.01102 0.009604 0.004333 69 640: 39%|###8 | 65/168 [00:12<00:19, 5.17it/s]
89/499 4.32G 0.01102 0.009604 0.004333 69 640: 39%|###9 | 66/168 [00:12<00:19, 5.24it/s]
89/499 4.32G 0.01102 0.0096 0.004336 79 640: 39%|###9 | 66/168 [00:12<00:19, 5.24it/s]
89/499 4.32G 0.01102 0.0096 0.004336 79 640: 40%|###9 | 67/168 [00:12<00:19, 5.12it/s]
89/499 4.32G 0.01103 0.009558 0.00431 49 640: 40%|###9 | 67/168 [00:13<00:19, 5.12it/s]
89/499 4.32G 0.01103 0.009558 0.00431 49 640: 40%|#### | 68/168 [00:13<00:19, 5.18it/s]
89/499 4.32G 0.01103 0.00954 0.00429 68 640: 40%|#### | 68/168 [00:13<00:19, 5.18it/s]
89/499 4.32G 0.01103 0.00954 0.00429 68 640: 41%|####1 | 69/168 [00:13<00:18, 5.26it/s]
89/499 4.32G 0.01104 0.009522 0.004313 63 640: 41%|####1 | 69/168 [00:13<00:18, 5.26it/s]
89/499 4.32G 0.01104 0.009522 0.004313 63 640: 42%|####1 | 70/168 [00:13<00:19, 5.09it/s]
89/499 4.32G 0.01106 0.009551 0.004295 56 640: 42%|####1 | 70/168 [00:13<00:19, 5.09it/s]
89/499 4.32G 0.01106 0.009551 0.004295 56 640: 42%|####2 | 71/168 [00:13<00:18, 5.12it/s]
89/499 4.32G 0.01104 0.009549 0.004297 77 640: 42%|####2 | 71/168 [00:13<00:18, 5.12it/s]
89/499 4.32G 0.01104 0.009549 0.004297 77 640: 43%|####2 | 72/168 [00:13<00:18, 5.19it/s]
89/499 4.32G 0.01103 0.009575 0.00428 76 640: 43%|####2 | 72/168 [00:14<00:18, 5.19it/s]
89/499 4.32G 0.01103 0.009575 0.00428 76 640: 43%|####3 | 73/168 [00:14<00:18, 5.08it/s]
89/499 4.32G 0.01103 0.009602 0.004254 80 640: 43%|####3 | 73/168 [00:14<00:18, 5.08it/s]
89/499 4.32G 0.01103 0.009602 0.004254 80 640: 44%|####4 | 74/168 [00:14<00:18, 5.17it/s]
89/499 4.32G 0.01105 0.009599 0.004258 67 640: 44%|####4 | 74/168 [00:14<00:18, 5.17it/s]
89/499 4.32G 0.01105 0.009599 0.004258 67 640: 45%|####4 | 75/168 [00:14<00:17, 5.24it/s]
89/499 4.32G 0.01105 0.009625 0.00428 83 640: 45%|####4 | 75/168 [00:14<00:17, 5.24it/s]
89/499 4.32G 0.01105 0.009625 0.00428 83 640: 45%|####5 | 76/168 [00:14<00:17, 5.13it/s]
89/499 4.32G 0.01106 0.009627 0.004301 74 640: 45%|####5 | 76/168 [00:14<00:17, 5.13it/s]
89/499 4.32G 0.01106 0.009627 0.004301 74 640: 46%|####5 | 77/168 [00:14<00:17, 5.21it/s]
89/499 4.32G 0.01106 0.009612 0.004322 66 640: 46%|####5 | 77/168 [00:15<00:17, 5.21it/s]
89/499 4.32G 0.01106 0.009612 0.004322 66 640: 46%|####6 | 78/168 [00:15<00:17, 5.26it/s]
89/499 4.32G 0.01108 0.009614 0.004295 66 640: 46%|####6 | 78/168 [00:15<00:17, 5.26it/s]
89/499 4.32G 0.01108 0.009614 0.004295 66 640: 47%|####7 | 79/168 [00:15<00:17, 5.08it/s]
89/499 4.32G 0.01109 0.009631 0.004271 64 640: 47%|####7 | 79/168 [00:15<00:17, 5.08it/s]
89/499 4.32G 0.01109 0.009631 0.004271 64 640: 48%|####7 | 80/168 [00:15<00:17, 5.17it/s]
89/499 4.32G 0.01112 0.009626 0.00425 55 640: 48%|####7 | 80/168 [00:15<00:17, 5.17it/s]
89/499 4.32G 0.01112 0.009626 0.00425 55 640: 48%|####8 | 81/168 [00:15<00:16, 5.23it/s]
89/499 4.32G 0.01111 0.009632 0.004257 84 640: 48%|####8 | 81/168 [00:15<00:16, 5.23it/s]
89/499 4.32G 0.01111 0.009632 0.004257 84 640: 49%|####8 | 82/168 [00:15<00:16, 5.09it/s]
89/499 4.32G 0.01112 0.009607 0.004254 55 640: 49%|####8 | 82/168 [00:16<00:16, 5.09it/s]
89/499 4.32G 0.01112 0.009607 0.004254 55 640: 49%|####9 | 83/168 [00:16<00:16, 5.13it/s]
89/499 4.32G 0.01113 0.00964 0.004241 76 640: 49%|####9 | 83/168 [00:16<00:16, 5.13it/s]
89/499 4.32G 0.01113 0.00964 0.004241 76 640: 50%|##### | 84/168 [00:16<00:16, 5.23it/s]
89/499 4.32G 0.01113 0.00965 0.004251 75 640: 50%|##### | 84/168 [00:16<00:16, 5.23it/s]
89/499 4.32G 0.01113 0.00965 0.004251 75 640: 51%|##### | 85/168 [00:16<00:16, 5.11it/s]
89/499 4.32G 0.01112 0.009655 0.004241 70 640: 51%|##### | 85/168 [00:16<00:16, 5.11it/s]
89/499 4.32G 0.01112 0.009655 0.004241 70 640: 51%|#####1 | 86/168 [00:16<00:15, 5.20it/s]
89/499 4.32G 0.0111 0.009644 0.004216 72 640: 51%|#####1 | 86/168 [00:16<00:15, 5.20it/s]
89/499 4.32G 0.0111 0.009644 0.004216 72 640: 52%|#####1 | 87/168 [00:16<00:15, 5.18it/s]
89/499 4.32G 0.01109 0.009646 0.004185 66 640: 52%|#####1 | 87/168 [00:17<00:15, 5.18it/s]
89/499 4.32G 0.01109 0.009646 0.004185 66 640: 52%|#####2 | 88/168 [00:17<00:15, 5.07it/s]
89/499 4.32G 0.01109 0.009627 0.004167 62 640: 52%|#####2 | 88/168 [00:17<00:15, 5.07it/s]
89/499 4.32G 0.01109 0.009627 0.004167 62 640: 53%|#####2 | 89/168 [00:17<00:15, 5.16it/s]
89/499 4.32G 0.01109 0.009607 0.004136 62 640: 53%|#####2 | 89/168 [00:17<00:15, 5.16it/s]
89/499 4.32G 0.01109 0.009607 0.004136 62 640: 54%|#####3 | 90/168 [00:17<00:14, 5.24it/s]
89/499 4.32G 0.01108 0.0096 0.004138 66 640: 54%|#####3 | 90/168 [00:17<00:14, 5.24it/s]
89/499 4.32G 0.01108 0.0096 0.004138 66 640: 54%|#####4 | 91/168 [00:17<00:15, 5.10it/s]
89/499 4.32G 0.0111 0.009629 0.004132 79 640: 54%|#####4 | 91/168 [00:17<00:15, 5.10it/s]
89/499 4.32G 0.0111 0.009629 0.004132 79 640: 55%|#####4 | 92/168 [00:17<00:14, 5.19it/s]
89/499 4.32G 0.01109 0.00962 0.004106 61 640: 55%|#####4 | 92/168 [00:17<00:14, 5.19it/s]
89/499 4.32G 0.01109 0.00962 0.004106 61 640: 55%|#####5 | 93/168 [00:17<00:14, 5.27it/s]
89/499 4.32G 0.01109 0.009596 0.004104 70 640: 55%|#####5 | 93/168 [00:18<00:14, 5.27it/s]
89/499 4.32G 0.01109 0.009596 0.004104 70 640: 56%|#####5 | 94/168 [00:18<00:14, 5.16it/s]
89/499 4.32G 0.01112 0.009588 0.004097 64 640: 56%|#####5 | 94/168 [00:18<00:14, 5.16it/s]
89/499 4.32G 0.01112 0.009588 0.004097 64 640: 57%|#####6 | 95/168 [00:18<00:14, 5.20it/s]
89/499 4.32G 0.01112 0.009589 0.004113 83 640: 57%|#####6 | 95/168 [00:18<00:14, 5.20it/s]
89/499 4.32G 0.01112 0.009589 0.004113 83 640: 57%|#####7 | 96/168 [00:18<00:13, 5.28it/s]
89/499 4.32G 0.01114 0.009615 0.004126 69 640: 57%|#####7 | 96/168 [00:18<00:13, 5.28it/s]
89/499 4.32G 0.01114 0.009615 0.004126 69 640: 58%|#####7 | 97/168 [00:18<00:13, 5.14it/s]
89/499 4.32G 0.01114 0.009621 0.004113 66 640: 58%|#####7 | 97/168 [00:18<00:13, 5.14it/s]
89/499 4.32G 0.01114 0.009621 0.004113 66 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s]
89/499 4.32G 0.01115 0.009629 0.004096 75 640: 58%|#####8 | 98/168 [00:19<00:13, 5.22it/s]
89/499 4.32G 0.01115 0.009629 0.004096 75 640: 59%|#####8 | 99/168 [00:19<00:13, 5.29it/s]
89/499 4.32G 0.01115 0.009648 0.00407 66 640: 59%|#####8 | 99/168 [00:19<00:13, 5.29it/s]
89/499 4.32G 0.01115 0.009648 0.00407 66 640: 60%|#####9 | 100/168 [00:19<00:13, 5.13it/s]
89/499 4.32G 0.01115 0.009656 0.004064 63 640: 60%|#####9 | 100/168 [00:19<00:13, 5.13it/s]
89/499 4.32G 0.01115 0.009656 0.004064 63 640: 60%|###### | 101/168 [00:19<00:12, 5.16it/s]
89/499 4.32G 0.01117 0.009679 0.004092 90 640: 60%|###### | 101/168 [00:19<00:12, 5.16it/s]
89/499 4.32G 0.01117 0.009679 0.004092 90 640: 61%|###### | 102/168 [00:19<00:12, 5.21it/s]
89/499 4.32G 0.01116 0.009685 0.004127 69 640: 61%|###### | 102/168 [00:19<00:12, 5.21it/s]
89/499 4.32G 0.01116 0.009685 0.004127 69 640: 61%|######1 | 103/168 [00:19<00:12, 5.11it/s]
89/499 4.32G 0.01116 0.009677 0.004134 63 640: 61%|######1 | 103/168 [00:20<00:12, 5.11it/s]
89/499 4.32G 0.01116 0.009677 0.004134 63 640: 62%|######1 | 104/168 [00:20<00:12, 5.22it/s]
89/499 4.32G 0.01116 0.00968 0.00412 82 640: 62%|######1 | 104/168 [00:20<00:12, 5.22it/s]
89/499 4.32G 0.01116 0.00968 0.00412 82 640: 62%|######2 | 105/168 [00:20<00:11, 5.29it/s]
89/499 4.32G 0.01116 0.009693 0.004109 75 640: 62%|######2 | 105/168 [00:20<00:11, 5.29it/s]
89/499 4.32G 0.01116 0.009693 0.004109 75 640: 63%|######3 | 106/168 [00:20<00:12, 5.12it/s]
89/499 4.32G 0.01116 0.009684 0.004114 62 640: 63%|######3 | 106/168 [00:20<00:12, 5.12it/s]
89/499 4.32G 0.01116 0.009684 0.004114 62 640: 64%|######3 | 107/168 [00:20<00:11, 5.18it/s]
89/499 4.32G 0.01118 0.009677 0.004092 54 640: 64%|######3 | 107/168 [00:20<00:11, 5.18it/s]
89/499 4.32G 0.01118 0.009677 0.004092 54 640: 64%|######4 | 108/168 [00:20<00:11, 5.25it/s]
89/499 4.32G 0.01118 0.009681 0.004093 72 640: 64%|######4 | 108/168 [00:21<00:11, 5.25it/s]
89/499 4.32G 0.01118 0.009681 0.004093 72 640: 65%|######4 | 109/168 [00:21<00:11, 5.13it/s]
89/499 4.32G 0.01118 0.009677 0.004099 80 640: 65%|######4 | 109/168 [00:21<00:11, 5.13it/s]
89/499 4.32G 0.01118 0.009677 0.004099 80 640: 65%|######5 | 110/168 [00:21<00:11, 5.22it/s]
89/499 4.32G 0.01115 0.00964 0.004078 52 640: 65%|######5 | 110/168 [00:21<00:11, 5.22it/s]
89/499 4.32G 0.01115 0.00964 0.004078 52 640: 66%|######6 | 111/168 [00:21<00:10, 5.27it/s]
89/499 4.32G 0.01116 0.009639 0.004091 68 640: 66%|######6 | 111/168 [00:21<00:10, 5.27it/s]
89/499 4.32G 0.01116 0.009639 0.004091 68 640: 67%|######6 | 112/168 [00:21<00:10, 5.15it/s]
89/499 4.32G 0.01116 0.009645 0.004124 65 640: 67%|######6 | 112/168 [00:21<00:10, 5.15it/s]
89/499 4.32G 0.01116 0.009645 0.004124 65 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s]
89/499 4.32G 0.01115 0.009646 0.004113 57 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s]
89/499 4.32G 0.01115 0.009646 0.004113 57 640: 68%|######7 | 114/168 [00:21<00:10, 5.28it/s]
89/499 4.32G 0.01116 0.009657 0.004117 76 640: 68%|######7 | 114/168 [00:22<00:10, 5.28it/s]
89/499 4.32G 0.01116 0.009657 0.004117 76 640: 68%|######8 | 115/168 [00:22<00:10, 5.12it/s]
89/499 4.32G 0.01116 0.009659 0.004133 62 640: 68%|######8 | 115/168 [00:22<00:10, 5.12it/s]
89/499 4.32G 0.01116 0.009659 0.004133 62 640: 69%|######9 | 116/168 [00:22<00:10, 5.20it/s]
89/499 4.32G 0.01114 0.009646 0.004119 71 640: 69%|######9 | 116/168 [00:22<00:10, 5.20it/s]
89/499 4.32G 0.01114 0.009646 0.004119 71 640: 70%|######9 | 117/168 [00:22<00:09, 5.25it/s]
89/499 4.32G 0.01114 0.009641 0.004131 80 640: 70%|######9 | 117/168 [00:22<00:09, 5.25it/s]
89/499 4.32G 0.01114 0.009641 0.004131 80 640: 70%|####### | 118/168 [00:22<00:09, 5.14it/s]
89/499 4.32G 0.01114 0.009634 0.004128 69 640: 70%|####### | 118/168 [00:22<00:09, 5.14it/s]
89/499 4.32G 0.01114 0.009634 0.004128 69 640: 71%|####### | 119/168 [00:22<00:09, 5.20it/s]
89/499 4.32G 0.01114 0.009657 0.004132 76 640: 71%|####### | 119/168 [00:23<00:09, 5.20it/s]
89/499 4.32G 0.01114 0.009657 0.004132 76 640: 71%|#######1 | 120/168 [00:23<00:09, 5.28it/s]
89/499 4.32G 0.01113 0.009644 0.00412 49 640: 71%|#######1 | 120/168 [00:23<00:09, 5.28it/s]
89/499 4.32G 0.01113 0.009644 0.00412 49 640: 72%|#######2 | 121/168 [00:23<00:09, 5.07it/s]
89/499 4.32G 0.01114 0.009651 0.004123 76 640: 72%|#######2 | 121/168 [00:23<00:09, 5.07it/s]
89/499 4.32G 0.01114 0.009651 0.004123 76 640: 73%|#######2 | 122/168 [00:23<00:08, 5.15it/s]
89/499 4.32G 0.01114 0.009647 0.004107 66 640: 73%|#######2 | 122/168 [00:23<00:08, 5.15it/s]
89/499 4.32G 0.01114 0.009647 0.004107 66 640: 73%|#######3 | 123/168 [00:23<00:08, 5.21it/s]
89/499 4.32G 0.01115 0.009655 0.004106 79 640: 73%|#######3 | 123/168 [00:23<00:08, 5.21it/s]
89/499 4.32G 0.01115 0.009655 0.004106 79 640: 74%|#######3 | 124/168 [00:23<00:08, 5.10it/s]
89/499 4.32G 0.01114 0.009635 0.004125 61 640: 74%|#######3 | 124/168 [00:24<00:08, 5.10it/s]
89/499 4.32G 0.01114 0.009635 0.004125 61 640: 74%|#######4 | 125/168 [00:24<00:08, 5.22it/s]
89/499 4.32G 0.01113 0.009632 0.004112 70 640: 74%|#######4 | 125/168 [00:24<00:08, 5.22it/s]
89/499 4.32G 0.01113 0.009632 0.004112 70 640: 75%|#######5 | 126/168 [00:24<00:07, 5.29it/s]
89/499 4.32G 0.01113 0.009636 0.004108 68 640: 75%|#######5 | 126/168 [00:24<00:07, 5.29it/s]
89/499 4.32G 0.01113 0.009636 0.004108 68 640: 76%|#######5 | 127/168 [00:24<00:07, 5.16it/s]
89/499 4.32G 0.01113 0.009645 0.004094 73 640: 76%|#######5 | 127/168 [00:24<00:07, 5.16it/s]
89/499 4.32G 0.01113 0.009645 0.004094 73 640: 76%|#######6 | 128/168 [00:24<00:07, 5.25it/s]
89/499 4.32G 0.01112 0.009632 0.004079 60 640: 76%|#######6 | 128/168 [00:24<00:07, 5.25it/s]
89/499 4.32G 0.01112 0.009632 0.004079 60 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s]
89/499 4.32G 0.01112 0.009638 0.004061 75 640: 77%|#######6 | 129/168 [00:25<00:07, 5.31it/s]
89/499 4.32G 0.01112 0.009638 0.004061 75 640: 77%|#######7 | 130/168 [00:25<00:07, 5.17it/s]
89/499 4.32G 0.01113 0.009653 0.004057 65 640: 77%|#######7 | 130/168 [00:25<00:07, 5.17it/s]
89/499 4.32G 0.01113 0.009653 0.004057 65 640: 78%|#######7 | 131/168 [00:25<00:07, 5.24it/s]
89/499 4.32G 0.01113 0.009659 0.00404 85 640: 78%|#######7 | 131/168 [00:25<00:07, 5.24it/s]
89/499 4.32G 0.01113 0.009659 0.00404 85 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s]
89/499 4.32G 0.01113 0.009646 0.004047 53 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s]
89/499 4.32G 0.01113 0.009646 0.004047 53 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s]
89/499 4.32G 0.01114 0.00966 0.00408 76 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s]
89/499 4.32G 0.01114 0.00966 0.00408 76 640: 80%|#######9 | 134/168 [00:25<00:06, 5.24it/s]
89/499 4.32G 0.01114 0.009658 0.00408 68 640: 80%|#######9 | 134/168 [00:26<00:06, 5.24it/s]
89/499 4.32G 0.01114 0.009658 0.00408 68 640: 80%|######## | 135/168 [00:26<00:06, 5.30it/s]
89/499 4.32G 0.01117 0.009674 0.004085 53 640: 80%|######## | 135/168 [00:26<00:06, 5.30it/s]
89/499 4.32G 0.01117 0.009674 0.004085 53 640: 81%|######## | 136/168 [00:26<00:06, 5.17it/s]
89/499 4.32G 0.01116 0.009678 0.004064 73 640: 81%|######## | 136/168 [00:26<00:06, 5.17it/s]
89/499 4.32G 0.01116 0.009678 0.004064 73 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s]
89/499 4.32G 0.01117 0.009691 0.004072 74 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s]
89/499 4.32G 0.01117 0.009691 0.004072 74 640: 82%|########2 | 138/168 [00:26<00:05, 5.32it/s]
89/499 4.32G 0.01117 0.009695 0.004062 76 640: 82%|########2 | 138/168 [00:26<00:05, 5.32it/s]
89/499 4.32G 0.01117 0.009695 0.004062 76 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s]
89/499 4.32G 0.01117 0.009687 0.004068 57 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s]
89/499 4.32G 0.01117 0.009687 0.004068 57 640: 83%|########3 | 140/168 [00:26<00:05, 5.27it/s]
89/499 4.32G 0.01117 0.009685 0.004096 64 640: 83%|########3 | 140/168 [00:27<00:05, 5.27it/s]
89/499 4.32G 0.01117 0.009685 0.004096 64 640: 84%|########3 | 141/168 [00:27<00:05, 5.32it/s]
89/499 4.32G 0.01118 0.00971 0.004086 88 640: 84%|########3 | 141/168 [00:27<00:05, 5.32it/s]
89/499 4.32G 0.01118 0.00971 0.004086 88 640: 85%|########4 | 142/168 [00:27<00:05, 5.07it/s]
89/499 4.32G 0.01119 0.009712 0.004071 71 640: 85%|########4 | 142/168 [00:27<00:05, 5.07it/s]
89/499 4.32G 0.01119 0.009712 0.004071 71 640: 85%|########5 | 143/168 [00:27<00:04, 5.15it/s]
89/499 4.32G 0.01119 0.009704 0.00409 76 640: 85%|########5 | 143/168 [00:27<00:04, 5.15it/s]
89/499 4.32G 0.01119 0.009704 0.00409 76 640: 86%|########5 | 144/168 [00:27<00:04, 5.25it/s]
89/499 4.32G 0.0112 0.009706 0.004077 63 640: 86%|########5 | 144/168 [00:27<00:04, 5.25it/s]
89/499 4.32G 0.0112 0.009706 0.004077 63 640: 86%|########6 | 145/168 [00:27<00:04, 5.13it/s]
89/499 4.32G 0.01122 0.009719 0.004091 71 640: 86%|########6 | 145/168 [00:28<00:04, 5.13it/s]
89/499 4.32G 0.01122 0.009719 0.004091 71 640: 87%|########6 | 146/168 [00:28<00:04, 5.19it/s]
89/499 4.32G 0.01121 0.009721 0.004095 73 640: 87%|########6 | 146/168 [00:28<00:04, 5.19it/s]
89/499 4.32G 0.01121 0.009721 0.004095 73 640: 88%|########7 | 147/168 [00:28<00:03, 5.27it/s]
89/499 4.32G 0.01122 0.009735 0.004087 80 640: 88%|########7 | 147/168 [00:28<00:03, 5.27it/s]
89/499 4.32G 0.01122 0.009735 0.004087 80 640: 88%|########8 | 148/168 [00:28<00:03, 5.14it/s]
89/499 4.32G 0.01122 0.009738 0.004084 78 640: 88%|########8 | 148/168 [00:28<00:03, 5.14it/s]
89/499 4.32G 0.01122 0.009738 0.004084 78 640: 89%|########8 | 149/168 [00:28<00:03, 5.22it/s]
89/499 4.32G 0.01121 0.009738 0.004083 69 640: 89%|########8 | 149/168 [00:28<00:03, 5.22it/s]
89/499 4.32G 0.01121 0.009738 0.004083 69 640: 89%|########9 | 150/168 [00:28<00:03, 5.25it/s]
89/499 4.32G 0.01121 0.009746 0.004094 81 640: 89%|########9 | 150/168 [00:29<00:03, 5.25it/s]
89/499 4.32G 0.01121 0.009746 0.004094 81 640: 90%|########9 | 151/168 [00:29<00:03, 5.13it/s]
89/499 4.32G 0.01121 0.009761 0.004084 81 640: 90%|########9 | 151/168 [00:29<00:03, 5.13it/s]
89/499 4.32G 0.01121 0.009761 0.004084 81 640: 90%|######### | 152/168 [00:29<00:03, 5.24it/s]
89/499 4.32G 0.0112 0.009753 0.004082 63 640: 90%|######### | 152/168 [00:29<00:03, 5.24it/s]
89/499 4.32G 0.0112 0.009753 0.004082 63 640: 91%|#########1| 153/168 [00:29<00:02, 5.32it/s]
89/499 4.32G 0.01121 0.009749 0.004071 62 640: 91%|#########1| 153/168 [00:29<00:02, 5.32it/s]
89/499 4.32G 0.01121 0.009749 0.004071 62 640: 92%|#########1| 154/168 [00:29<00:02, 5.11it/s]
89/499 4.32G 0.0112 0.009751 0.004061 64 640: 92%|#########1| 154/168 [00:29<00:02, 5.11it/s]
89/499 4.32G 0.0112 0.009751 0.004061 64 640: 92%|#########2| 155/168 [00:29<00:02, 5.18it/s]
89/499 4.32G 0.0112 0.00974 0.004066 59 640: 92%|#########2| 155/168 [00:30<00:02, 5.18it/s]
89/499 4.32G 0.0112 0.00974 0.004066 59 640: 93%|#########2| 156/168 [00:30<00:02, 5.20it/s]
89/499 4.32G 0.01119 0.00974 0.004075 72 640: 93%|#########2| 156/168 [00:30<00:02, 5.20it/s]
89/499 4.32G 0.01119 0.00974 0.004075 72 640: 93%|#########3| 157/168 [00:30<00:02, 5.03it/s]
89/499 4.32G 0.01118 0.009742 0.004067 65 640: 93%|#########3| 157/168 [00:30<00:02, 5.03it/s]
89/499 4.32G 0.01118 0.009742 0.004067 65 640: 94%|#########4| 158/168 [00:30<00:01, 5.12it/s]
89/499 4.32G 0.01118 0.009737 0.004066 71 640: 94%|#########4| 158/168 [00:30<00:01, 5.12it/s]
89/499 4.32G 0.01118 0.009737 0.004066 71 640: 95%|#########4| 159/168 [00:30<00:01, 5.22it/s]
89/499 4.32G 0.01118 0.009728 0.004076 59 640: 95%|#########4| 159/168 [00:30<00:01, 5.22it/s]
89/499 4.32G 0.01118 0.009728 0.004076 59 640: 95%|#########5| 160/168 [00:30<00:01, 5.08it/s]
89/499 4.32G 0.01117 0.009718 0.004069 62 640: 95%|#########5| 160/168 [00:31<00:01, 5.08it/s]
89/499 4.32G 0.01117 0.009718 0.004069 62 640: 96%|#########5| 161/168 [00:31<00:01, 5.15it/s]
89/499 4.32G 0.01117 0.009708 0.004065 55 640: 96%|#########5| 161/168 [00:31<00:01, 5.15it/s]
89/499 4.32G 0.01117 0.009708 0.004065 55 640: 96%|#########6| 162/168 [00:31<00:01, 5.22it/s]
89/499 4.32G 0.01117 0.009715 0.00407 73 640: 96%|#########6| 162/168 [00:31<00:01, 5.22it/s]
89/499 4.32G 0.01117 0.009715 0.00407 73 640: 97%|#########7| 163/168 [00:31<00:00, 5.12it/s]
89/499 4.32G 0.01119 0.009725 0.004072 67 640: 97%|#########7| 163/168 [00:31<00:00, 5.12it/s]
89/499 4.32G 0.01119 0.009725 0.004072 67 640: 98%|#########7| 164/168 [00:31<00:00, 5.21it/s]
89/499 4.32G 0.0112 0.009736 0.004092 79 640: 98%|#########7| 164/168 [00:31<00:00, 5.21it/s]
89/499 4.32G 0.0112 0.009736 0.004092 79 640: 98%|#########8| 165/168 [00:31<00:00, 5.29it/s]
89/499 4.32G 0.01119 0.009717 0.004099 43 640: 98%|#########8| 165/168 [00:32<00:00, 5.29it/s]
89/499 4.32G 0.01119 0.009717 0.004099 43 640: 99%|#########8| 166/168 [00:32<00:00, 5.14it/s]
89/499 4.32G 0.0112 0.009717 0.004093 63 640: 99%|#########8| 166/168 [00:32<00:00, 5.14it/s]
89/499 4.32G 0.0112 0.009717 0.004093 63 640: 99%|#########9| 167/168 [00:32<00:00, 5.23it/s]
89/499 4.32G 0.01123 0.009714 0.0042 22 640: 99%|#########9| 167/168 [00:32<00:00, 5.23it/s]
89/499 4.32G 0.01123 0.009714 0.0042 22 640: 100%|##########| 168/168 [00:32<00:00, 5.38it/s]
89/499 4.32G 0.01123 0.009714 0.0042 22 640: 100%|##########| 168/168 [00:32<00:00, 5.19it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.97it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s]
all 132 263 0.855 0.831 0.863 0.739
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
90/499 4.32G 0.01033 0.01125 0.002425 78 640: 0%| | 0/168 [00:00<?, ?it/s]
90/499 4.32G 0.01033 0.01125 0.002425 78 640: 1%| | 1/168 [00:00<00:33, 4.93it/s]
90/499 4.32G 0.01083 0.009507 0.001827 68 640: 1%| | 1/168 [00:00<00:33, 4.93it/s]
90/499 4.32G 0.01083 0.009507 0.001827 68 640: 1%|1 | 2/168 [00:00<00:31, 5.21it/s]
90/499 4.32G 0.01135 0.009114 0.002628 55 640: 1%|1 | 2/168 [00:00<00:31, 5.21it/s]
90/499 4.32G 0.01135 0.009114 0.002628 55 640: 2%|1 | 3/168 [00:00<00:31, 5.31it/s]
90/499 4.32G 0.01132 0.009392 0.002723 73 640: 2%|1 | 3/168 [00:00<00:31, 5.31it/s]
90/499 4.32G 0.01132 0.009392 0.002723 73 640: 2%|2 | 4/168 [00:00<00:32, 5.09it/s]
90/499 4.32G 0.01145 0.009307 0.002405 59 640: 2%|2 | 4/168 [00:00<00:32, 5.09it/s]
90/499 4.32G 0.01145 0.009307 0.002405 59 640: 3%|2 | 5/168 [00:00<00:31, 5.19it/s]
90/499 4.32G 0.01146 0.009535 0.002695 71 640: 3%|2 | 5/168 [00:01<00:31, 5.19it/s]
90/499 4.32G 0.01146 0.009535 0.002695 71 640: 4%|3 | 6/168 [00:01<00:30, 5.25it/s]
90/499 4.32G 0.01157 0.009901 0.003184 70 640: 4%|3 | 6/168 [00:01<00:30, 5.25it/s]
90/499 4.32G 0.01157 0.009901 0.003184 70 640: 4%|4 | 7/168 [00:01<00:31, 5.11it/s]
90/499 4.32G 0.01161 0.009651 0.003992 55 640: 4%|4 | 7/168 [00:01<00:31, 5.11it/s]
90/499 4.32G 0.01161 0.009651 0.003992 55 640: 5%|4 | 8/168 [00:01<00:30, 5.20it/s]
90/499 4.32G 0.01188 0.009732 0.003895 66 640: 5%|4 | 8/168 [00:01<00:30, 5.20it/s]
90/499 4.32G 0.01188 0.009732 0.003895 66 640: 5%|5 | 9/168 [00:01<00:30, 5.28it/s]
90/499 4.32G 0.01193 0.009919 0.003743 75 640: 5%|5 | 9/168 [00:01<00:30, 5.28it/s]
90/499 4.32G 0.01193 0.009919 0.003743 75 640: 6%|5 | 10/168 [00:01<00:30, 5.14it/s]
90/499 4.32G 0.01185 0.009966 0.003712 80 640: 6%|5 | 10/168 [00:02<00:30, 5.14it/s]
90/499 4.32G 0.01185 0.009966 0.003712 80 640: 7%|6 | 11/168 [00:02<00:29, 5.23it/s]
90/499 4.32G 0.0118 0.01007 0.003741 76 640: 7%|6 | 11/168 [00:02<00:29, 5.23it/s]
90/499 4.32G 0.0118 0.01007 0.003741 76 640: 7%|7 | 12/168 [00:02<00:29, 5.27it/s]
90/499 4.32G 0.01175 0.01016 0.003812 81 640: 7%|7 | 12/168 [00:02<00:29, 5.27it/s]
90/499 4.32G 0.01175 0.01016 0.003812 81 640: 8%|7 | 13/168 [00:02<00:30, 5.09it/s]
90/499 4.32G 0.01178 0.01041 0.003764 79 640: 8%|7 | 13/168 [00:02<00:30, 5.09it/s]
90/499 4.32G 0.01178 0.01041 0.003764 79 640: 8%|8 | 14/168 [00:02<00:29, 5.16it/s]
90/499 4.32G 0.01171 0.01041 0.004077 71 640: 8%|8 | 14/168 [00:02<00:29, 5.16it/s]
90/499 4.32G 0.01171 0.01041 0.004077 71 640: 9%|8 | 15/168 [00:02<00:29, 5.24it/s]
90/499 4.32G 0.01167 0.01034 0.004029 73 640: 9%|8 | 15/168 [00:03<00:29, 5.24it/s]
90/499 4.32G 0.01167 0.01034 0.004029 73 640: 10%|9 | 16/168 [00:03<00:29, 5.09it/s]
90/499 4.32G 0.01178 0.01022 0.004149 53 640: 10%|9 | 16/168 [00:03<00:29, 5.09it/s]
90/499 4.32G 0.01178 0.01022 0.004149 53 640: 10%|# | 17/168 [00:03<00:29, 5.19it/s]
90/499 4.32G 0.01171 0.01011 0.004159 61 640: 10%|# | 17/168 [00:03<00:29, 5.19it/s]
90/499 4.32G 0.01171 0.01011 0.004159 61 640: 11%|# | 18/168 [00:03<00:28, 5.22it/s]
90/499 4.32G 0.01173 0.01013 0.004239 74 640: 11%|# | 18/168 [00:03<00:28, 5.22it/s]
90/499 4.32G 0.01173 0.01013 0.004239 74 640: 11%|#1 | 19/168 [00:03<00:29, 5.06it/s]
90/499 4.32G 0.01179 0.01013 0.004337 65 640: 11%|#1 | 19/168 [00:03<00:29, 5.06it/s]
90/499 4.32G 0.01179 0.01013 0.004337 65 640: 12%|#1 | 20/168 [00:03<00:28, 5.16it/s]
90/499 4.32G 0.01173 0.01019 0.004309 78 640: 12%|#1 | 20/168 [00:04<00:28, 5.16it/s]
90/499 4.32G 0.01173 0.01019 0.004309 78 640: 12%|#2 | 21/168 [00:04<00:28, 5.23it/s]
90/499 4.32G 0.01167 0.01007 0.004273 53 640: 12%|#2 | 21/168 [00:04<00:28, 5.23it/s]
90/499 4.32G 0.01167 0.01007 0.004273 53 640: 13%|#3 | 22/168 [00:04<00:28, 5.12it/s]
90/499 4.32G 0.01169 0.01003 0.004222 63 640: 13%|#3 | 22/168 [00:04<00:28, 5.12it/s]
90/499 4.32G 0.01169 0.01003 0.004222 63 640: 14%|#3 | 23/168 [00:04<00:27, 5.21it/s]
90/499 4.32G 0.01171 0.01014 0.00415 76 640: 14%|#3 | 23/168 [00:04<00:27, 5.21it/s]
90/499 4.32G 0.01171 0.01014 0.00415 76 640: 14%|#4 | 24/168 [00:04<00:27, 5.26it/s]
90/499 4.32G 0.01168 0.01003 0.004053 57 640: 14%|#4 | 24/168 [00:04<00:27, 5.26it/s]
90/499 4.32G 0.01168 0.01003 0.004053 57 640: 15%|#4 | 25/168 [00:04<00:27, 5.11it/s]
90/499 4.32G 0.01169 0.01 0.004101 68 640: 15%|#4 | 25/168 [00:05<00:27, 5.11it/s]
90/499 4.32G 0.01169 0.01 0.004101 68 640: 15%|#5 | 26/168 [00:05<00:27, 5.21it/s]
90/499 4.32G 0.01165 0.01001 0.004157 72 640: 15%|#5 | 26/168 [00:05<00:27, 5.21it/s]
90/499 4.32G 0.01165 0.01001 0.004157 72 640: 16%|#6 | 27/168 [00:05<00:26, 5.28it/s]
90/499 4.32G 0.01163 0.01003 0.004252 80 640: 16%|#6 | 27/168 [00:05<00:26, 5.28it/s]
90/499 4.32G 0.01163 0.01003 0.004252 80 640: 17%|#6 | 28/168 [00:05<00:27, 5.15it/s]
90/499 4.32G 0.01161 0.01004 0.004255 78 640: 17%|#6 | 28/168 [00:05<00:27, 5.15it/s]
90/499 4.32G 0.01161 0.01004 0.004255 78 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s]
90/499 4.32G 0.01163 0.01009 0.004279 76 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s]
90/499 4.32G 0.01163 0.01009 0.004279 76 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s]
90/499 4.32G 0.0116 0.01014 0.004189 75 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s]
90/499 4.32G 0.0116 0.01014 0.004189 75 640: 18%|#8 | 31/168 [00:05<00:26, 5.16it/s]
90/499 4.32G 0.01156 0.01005 0.004252 61 640: 18%|#8 | 31/168 [00:06<00:26, 5.16it/s]
90/499 4.32G 0.01156 0.01005 0.004252 61 640: 19%|#9 | 32/168 [00:06<00:26, 5.19it/s]
90/499 4.32G 0.01158 0.01004 0.004244 70 640: 19%|#9 | 32/168 [00:06<00:26, 5.19it/s]
90/499 4.32G 0.01158 0.01004 0.004244 70 640: 20%|#9 | 33/168 [00:06<00:25, 5.26it/s]
90/499 4.32G 0.01156 0.01014 0.004266 87 640: 20%|#9 | 33/168 [00:06<00:25, 5.26it/s]
90/499 4.32G 0.01156 0.01014 0.004266 87 640: 20%|## | 34/168 [00:06<00:26, 5.11it/s]
90/499 4.32G 0.0116 0.01006 0.004233 54 640: 20%|## | 34/168 [00:06<00:26, 5.11it/s]
90/499 4.32G 0.0116 0.01006 0.004233 54 640: 21%|## | 35/168 [00:06<00:25, 5.21it/s]
90/499 4.32G 0.01161 0.01013 0.004238 84 640: 21%|## | 35/168 [00:06<00:25, 5.21it/s]
90/499 4.32G 0.01161 0.01013 0.004238 84 640: 21%|##1 | 36/168 [00:06<00:25, 5.20it/s]
90/499 4.32G 0.01158 0.01013 0.004202 65 640: 21%|##1 | 36/168 [00:07<00:25, 5.20it/s]
90/499 4.32G 0.01158 0.01013 0.004202 65 640: 22%|##2 | 37/168 [00:07<00:25, 5.10it/s]
90/499 4.32G 0.01167 0.01015 0.004166 61 640: 22%|##2 | 37/168 [00:07<00:25, 5.10it/s]
90/499 4.32G 0.01167 0.01015 0.004166 61 640: 23%|##2 | 38/168 [00:07<00:25, 5.20it/s]
90/499 4.32G 0.01161 0.01016 0.004215 65 640: 23%|##2 | 38/168 [00:07<00:25, 5.20it/s]
90/499 4.32G 0.01161 0.01016 0.004215 65 640: 23%|##3 | 39/168 [00:07<00:24, 5.26it/s]
90/499 4.32G 0.01158 0.01015 0.004189 68 640: 23%|##3 | 39/168 [00:07<00:24, 5.26it/s]
90/499 4.32G 0.01158 0.01015 0.004189 68 640: 24%|##3 | 40/168 [00:07<00:25, 5.04it/s]
90/499 4.32G 0.01154 0.01011 0.004133 65 640: 24%|##3 | 40/168 [00:07<00:25, 5.04it/s]
90/499 4.32G 0.01154 0.01011 0.004133 65 640: 24%|##4 | 41/168 [00:07<00:24, 5.16it/s]
90/499 4.32G 0.01153 0.01011 0.004147 77 640: 24%|##4 | 41/168 [00:08<00:24, 5.16it/s]
90/499 4.32G 0.01153 0.01011 0.004147 77 640: 25%|##5 | 42/168 [00:08<00:23, 5.26it/s]
90/499 4.32G 0.01148 0.01016 0.004189 84 640: 25%|##5 | 42/168 [00:08<00:23, 5.26it/s]
90/499 4.32G 0.01148 0.01016 0.004189 84 640: 26%|##5 | 43/168 [00:08<00:24, 5.15it/s]
90/499 4.32G 0.01147 0.01014 0.004129 68 640: 26%|##5 | 43/168 [00:08<00:24, 5.15it/s]
90/499 4.32G 0.01147 0.01014 0.004129 68 640: 26%|##6 | 44/168 [00:08<00:23, 5.23it/s]
90/499 4.32G 0.01148 0.01011 0.004184 57 640: 26%|##6 | 44/168 [00:08<00:23, 5.23it/s]
90/499 4.32G 0.01148 0.01011 0.004184 57 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s]
90/499 4.32G 0.0115 0.01011 0.004193 69 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s]
90/499 4.32G 0.0115 0.01011 0.004193 69 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s]
90/499 4.32G 0.01151 0.01013 0.004188 63 640: 27%|##7 | 46/168 [00:09<00:23, 5.17it/s]
90/499 4.32G 0.01151 0.01013 0.004188 63 640: 28%|##7 | 47/168 [00:09<00:23, 5.23it/s]
90/499 4.32G 0.01148 0.0101 0.004235 58 640: 28%|##7 | 47/168 [00:09<00:23, 5.23it/s]
90/499 4.32G 0.01148 0.0101 0.004235 58 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s]
90/499 4.32G 0.01148 0.0101 0.004245 67 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s]
90/499 4.32G 0.01148 0.0101 0.004245 67 640: 29%|##9 | 49/168 [00:09<00:23, 5.17it/s]
90/499 4.32G 0.01146 0.01007 0.00425 73 640: 29%|##9 | 49/168 [00:09<00:23, 5.17it/s]
90/499 4.32G 0.01146 0.01007 0.00425 73 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s]
90/499 4.32G 0.01146 0.01005 0.004234 64 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s]
90/499 4.32G 0.01146 0.01005 0.004234 64 640: 30%|### | 51/168 [00:09<00:22, 5.29it/s]
90/499 4.32G 0.01142 0.01001 0.004198 67 640: 30%|### | 51/168 [00:10<00:22, 5.29it/s]
90/499 4.32G 0.01142 0.01001 0.004198 67 640: 31%|### | 52/168 [00:10<00:22, 5.16it/s]
90/499 4.32G 0.01142 0.01002 0.004179 74 640: 31%|### | 52/168 [00:10<00:22, 5.16it/s]
90/499 4.32G 0.01142 0.01002 0.004179 74 640: 32%|###1 | 53/168 [00:10<00:22, 5.20it/s]
90/499 4.32G 0.01141 0.01 0.004162 60 640: 32%|###1 | 53/168 [00:10<00:22, 5.20it/s]
90/499 4.32G 0.01141 0.01 0.004162 60 640: 32%|###2 | 54/168 [00:10<00:21, 5.27it/s]
90/499 4.32G 0.01139 0.009979 0.004135 63 640: 32%|###2 | 54/168 [00:10<00:21, 5.27it/s]
90/499 4.32G 0.01139 0.009979 0.004135 63 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s]
90/499 4.32G 0.01138 0.009974 0.004124 62 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s]
90/499 4.32G 0.01138 0.009974 0.004124 62 640: 33%|###3 | 56/168 [00:10<00:21, 5.26it/s]
90/499 4.32G 0.01139 0.009943 0.004171 63 640: 33%|###3 | 56/168 [00:10<00:21, 5.26it/s]
90/499 4.32G 0.01139 0.009943 0.004171 63 640: 34%|###3 | 57/168 [00:10<00:20, 5.31it/s]
90/499 4.32G 0.01142 0.009975 0.004113 64 640: 34%|###3 | 57/168 [00:11<00:20, 5.31it/s]
90/499 4.32G 0.01142 0.009975 0.004113 64 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s]
90/499 4.32G 0.01141 0.009993 0.004065 72 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s]
90/499 4.32G 0.01141 0.009993 0.004065 72 640: 35%|###5 | 59/168 [00:11<00:20, 5.20it/s]
90/499 4.32G 0.0114 0.01002 0.00404 76 640: 35%|###5 | 59/168 [00:11<00:20, 5.20it/s]
90/499 4.32G 0.0114 0.01002 0.00404 76 640: 36%|###5 | 60/168 [00:11<00:20, 5.26it/s]
90/499 4.32G 0.0114 0.01001 0.004043 66 640: 36%|###5 | 60/168 [00:11<00:20, 5.26it/s]
90/499 4.32G 0.0114 0.01001 0.004043 66 640: 36%|###6 | 61/168 [00:11<00:20, 5.10it/s]
90/499 4.32G 0.01137 0.009965 0.00403 49 640: 36%|###6 | 61/168 [00:11<00:20, 5.10it/s]
90/499 4.32G 0.01137 0.009965 0.00403 49 640: 37%|###6 | 62/168 [00:11<00:20, 5.20it/s]
90/499 4.32G 0.01141 0.009999 0.003991 85 640: 37%|###6 | 62/168 [00:12<00:20, 5.20it/s]
90/499 4.32G 0.01141 0.009999 0.003991 85 640: 38%|###7 | 63/168 [00:12<00:20, 5.17it/s]
90/499 4.32G 0.01139 0.009986 0.003988 70 640: 38%|###7 | 63/168 [00:12<00:20, 5.17it/s]
90/499 4.32G 0.01139 0.009986 0.003988 70 640: 38%|###8 | 64/168 [00:12<00:20, 5.08it/s]
90/499 4.32G 0.0114 0.00997 0.004033 56 640: 38%|###8 | 64/168 [00:12<00:20, 5.08it/s]
90/499 4.32G 0.0114 0.00997 0.004033 56 640: 39%|###8 | 65/168 [00:12<00:19, 5.19it/s]
90/499 4.32G 0.01138 0.009957 0.004035 67 640: 39%|###8 | 65/168 [00:12<00:19, 5.19it/s]
90/499 4.32G 0.01138 0.009957 0.004035 67 640: 39%|###9 | 66/168 [00:12<00:19, 5.24it/s]
90/499 4.32G 0.01135 0.009933 0.004028 65 640: 39%|###9 | 66/168 [00:12<00:19, 5.24it/s]
90/499 4.32G 0.01135 0.009933 0.004028 65 640: 40%|###9 | 67/168 [00:12<00:19, 5.09it/s]
90/499 4.32G 0.01133 0.009921 0.004034 71 640: 40%|###9 | 67/168 [00:13<00:19, 5.09it/s]
90/499 4.32G 0.01133 0.009921 0.004034 71 640: 40%|#### | 68/168 [00:13<00:19, 5.19it/s]
90/499 4.32G 0.01135 0.009931 0.004066 69 640: 40%|#### | 68/168 [00:13<00:19, 5.19it/s]
90/499 4.32G 0.01135 0.009931 0.004066 69 640: 41%|####1 | 69/168 [00:13<00:18, 5.24it/s]
90/499 4.32G 0.01136 0.009915 0.004037 66 640: 41%|####1 | 69/168 [00:13<00:18, 5.24it/s]
90/499 4.32G 0.01136 0.009915 0.004037 66 640: 42%|####1 | 70/168 [00:13<00:19, 5.06it/s]
90/499 4.32G 0.01136 0.009913 0.004044 74 640: 42%|####1 | 70/168 [00:13<00:19, 5.06it/s]
90/499 4.32G 0.01136 0.009913 0.004044 74 640: 42%|####2 | 71/168 [00:13<00:18, 5.13it/s]
90/499 4.32G 0.01135 0.009933 0.004022 73 640: 42%|####2 | 71/168 [00:13<00:18, 5.13it/s]
90/499 4.32G 0.01135 0.009933 0.004022 73 640: 43%|####2 | 72/168 [00:13<00:18, 5.20it/s]
90/499 4.32G 0.01133 0.009919 0.003982 68 640: 43%|####2 | 72/168 [00:14<00:18, 5.20it/s]
90/499 4.32G 0.01133 0.009919 0.003982 68 640: 43%|####3 | 73/168 [00:14<00:18, 5.09it/s]
90/499 4.32G 0.0113 0.009933 0.004003 70 640: 43%|####3 | 73/168 [00:14<00:18, 5.09it/s]
90/499 4.32G 0.0113 0.009933 0.004003 70 640: 44%|####4 | 74/168 [00:14<00:18, 5.20it/s]
90/499 4.32G 0.01132 0.00992 0.003993 52 640: 44%|####4 | 74/168 [00:14<00:18, 5.20it/s]
90/499 4.32G 0.01132 0.00992 0.003993 52 640: 45%|####4 | 75/168 [00:14<00:17, 5.28it/s]
90/499 4.32G 0.01132 0.009929 0.004004 82 640: 45%|####4 | 75/168 [00:14<00:17, 5.28it/s]
90/499 4.32G 0.01132 0.009929 0.004004 82 640: 45%|####5 | 76/168 [00:14<00:17, 5.16it/s]
90/499 4.32G 0.01131 0.009925 0.004011 58 640: 45%|####5 | 76/168 [00:14<00:17, 5.16it/s]
90/499 4.32G 0.01131 0.009925 0.004011 58 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s]
90/499 4.32G 0.01131 0.00997 0.00402 87 640: 46%|####5 | 77/168 [00:15<00:17, 5.26it/s]
90/499 4.32G 0.01131 0.00997 0.00402 87 640: 46%|####6 | 78/168 [00:15<00:16, 5.31it/s]
90/499 4.32G 0.0113 0.009957 0.004021 73 640: 46%|####6 | 78/168 [00:15<00:16, 5.31it/s]
90/499 4.32G 0.0113 0.009957 0.004021 73 640: 47%|####7 | 79/168 [00:15<00:17, 5.16it/s]
90/499 4.32G 0.0113 0.009994 0.00401 77 640: 47%|####7 | 79/168 [00:15<00:17, 5.16it/s]
90/499 4.32G 0.0113 0.009994 0.00401 77 640: 48%|####7 | 80/168 [00:15<00:16, 5.26it/s]
90/499 4.32G 0.0113 0.01001 0.004013 74 640: 48%|####7 | 80/168 [00:15<00:16, 5.26it/s]
90/499 4.32G 0.0113 0.01001 0.004013 74 640: 48%|####8 | 81/168 [00:15<00:16, 5.31it/s]
90/499 4.32G 0.01132 0.01002 0.004002 72 640: 48%|####8 | 81/168 [00:15<00:16, 5.31it/s]
90/499 4.32G 0.01132 0.01002 0.004002 72 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s]
90/499 4.32G 0.0113 0.01003 0.003998 86 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s]
90/499 4.32G 0.0113 0.01003 0.003998 86 640: 49%|####9 | 83/168 [00:15<00:16, 5.24it/s]
90/499 4.32G 0.01131 0.01006 0.003991 79 640: 49%|####9 | 83/168 [00:16<00:16, 5.24it/s]
90/499 4.32G 0.01131 0.01006 0.003991 79 640: 50%|##### | 84/168 [00:16<00:15, 5.29it/s]
90/499 4.32G 0.01131 0.01005 0.004007 64 640: 50%|##### | 84/168 [00:16<00:15, 5.29it/s]
90/499 4.32G 0.01131 0.01005 0.004007 64 640: 51%|##### | 85/168 [00:16<00:16, 5.15it/s]
90/499 4.32G 0.01131 0.01008 0.003991 75 640: 51%|##### | 85/168 [00:16<00:16, 5.15it/s]
90/499 4.32G 0.01131 0.01008 0.003991 75 640: 51%|#####1 | 86/168 [00:16<00:15, 5.21it/s]
90/499 4.32G 0.01132 0.01007 0.003975 64 640: 51%|#####1 | 86/168 [00:16<00:15, 5.21it/s]
90/499 4.32G 0.01132 0.01007 0.003975 64 640: 52%|#####1 | 87/168 [00:16<00:15, 5.26it/s]
90/499 4.32G 0.01132 0.01004 0.004053 64 640: 52%|#####1 | 87/168 [00:16<00:15, 5.26it/s]
90/499 4.32G 0.01132 0.01004 0.004053 64 640: 52%|#####2 | 88/168 [00:16<00:15, 5.16it/s]
90/499 4.32G 0.01131 0.01006 0.004067 76 640: 52%|#####2 | 88/168 [00:17<00:15, 5.16it/s]
90/499 4.32G 0.01131 0.01006 0.004067 76 640: 53%|#####2 | 89/168 [00:17<00:15, 5.26it/s]
90/499 4.32G 0.0113 0.01005 0.004035 62 640: 53%|#####2 | 89/168 [00:17<00:15, 5.26it/s]
90/499 4.32G 0.0113 0.01005 0.004035 62 640: 54%|#####3 | 90/168 [00:17<00:14, 5.30it/s]
90/499 4.32G 0.01129 0.01005 0.00408 75 640: 54%|#####3 | 90/168 [00:17<00:14, 5.30it/s]
90/499 4.32G 0.01129 0.01005 0.00408 75 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s]
90/499 4.32G 0.01129 0.01003 0.004045 57 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s]
90/499 4.32G 0.01129 0.01003 0.004045 57 640: 55%|#####4 | 92/168 [00:17<00:14, 5.24it/s]
90/499 4.32G 0.01129 0.01007 0.004046 86 640: 55%|#####4 | 92/168 [00:17<00:14, 5.24it/s]
90/499 4.32G 0.01129 0.01007 0.004046 86 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s]
90/499 4.32G 0.01127 0.01006 0.004028 70 640: 55%|#####5 | 93/168 [00:18<00:14, 5.31it/s]
90/499 4.32G 0.01127 0.01006 0.004028 70 640: 56%|#####5 | 94/168 [00:18<00:14, 5.13it/s]
90/499 4.32G 0.01127 0.01005 0.00404 64 640: 56%|#####5 | 94/168 [00:18<00:14, 5.13it/s]
90/499 4.32G 0.01127 0.01005 0.00404 64 640: 57%|#####6 | 95/168 [00:18<00:14, 5.15it/s]
90/499 4.32G 0.01126 0.01005 0.004057 64 640: 57%|#####6 | 95/168 [00:18<00:14, 5.15it/s]
90/499 4.32G 0.01126 0.01005 0.004057 64 640: 57%|#####7 | 96/168 [00:18<00:13, 5.19it/s]
90/499 4.32G 0.01126 0.01006 0.004044 66 640: 57%|#####7 | 96/168 [00:18<00:13, 5.19it/s]
90/499 4.32G 0.01126 0.01006 0.004044 66 640: 58%|#####7 | 97/168 [00:18<00:13, 5.10it/s]
90/499 4.32G 0.01126 0.01006 0.004036 70 640: 58%|#####7 | 97/168 [00:18<00:13, 5.10it/s]
90/499 4.32G 0.01126 0.01006 0.004036 70 640: 58%|#####8 | 98/168 [00:18<00:13, 5.15it/s]
90/499 4.32G 0.01128 0.01006 0.004018 74 640: 58%|#####8 | 98/168 [00:19<00:13, 5.15it/s]
90/499 4.32G 0.01128 0.01006 0.004018 74 640: 59%|#####8 | 99/168 [00:19<00:13, 5.24it/s]
90/499 4.32G 0.01127 0.01006 0.004012 67 640: 59%|#####8 | 99/168 [00:19<00:13, 5.24it/s]
90/499 4.32G 0.01127 0.01006 0.004012 67 640: 60%|#####9 | 100/168 [00:19<00:13, 5.09it/s]
90/499 4.32G 0.01127 0.01006 0.004087 69 640: 60%|#####9 | 100/168 [00:19<00:13, 5.09it/s]
90/499 4.32G 0.01127 0.01006 0.004087 69 640: 60%|###### | 101/168 [00:19<00:12, 5.20it/s]
90/499 4.32G 0.01128 0.01006 0.004076 73 640: 60%|###### | 101/168 [00:19<00:12, 5.20it/s]
90/499 4.32G 0.01128 0.01006 0.004076 73 640: 61%|###### | 102/168 [00:19<00:12, 5.25it/s]
90/499 4.32G 0.01127 0.01004 0.004062 61 640: 61%|###### | 102/168 [00:19<00:12, 5.25it/s]
90/499 4.32G 0.01127 0.01004 0.004062 61 640: 61%|######1 | 103/168 [00:19<00:12, 5.10it/s]
90/499 4.32G 0.01125 0.01005 0.004087 85 640: 61%|######1 | 103/168 [00:20<00:12, 5.10it/s]
90/499 4.32G 0.01125 0.01005 0.004087 85 640: 62%|######1 | 104/168 [00:20<00:12, 5.19it/s]
90/499 4.32G 0.01125 0.01007 0.00407 69 640: 62%|######1 | 104/168 [00:20<00:12, 5.19it/s]
90/499 4.32G 0.01125 0.01007 0.00407 69 640: 62%|######2 | 105/168 [00:20<00:11, 5.25it/s]
90/499 4.32G 0.01124 0.01006 0.004075 73 640: 62%|######2 | 105/168 [00:20<00:11, 5.25it/s]
90/499 4.32G 0.01124 0.01006 0.004075 73 640: 63%|######3 | 106/168 [00:20<00:12, 5.13it/s]
90/499 4.32G 0.01125 0.01005 0.00406 59 640: 63%|######3 | 106/168 [00:20<00:12, 5.13it/s]
90/499 4.32G 0.01125 0.01005 0.00406 59 640: 64%|######3 | 107/168 [00:20<00:11, 5.19it/s]
90/499 4.32G 0.01126 0.01005 0.004052 57 640: 64%|######3 | 107/168 [00:20<00:11, 5.19it/s]
90/499 4.32G 0.01126 0.01005 0.004052 57 640: 64%|######4 | 108/168 [00:20<00:11, 5.25it/s]
90/499 4.32G 0.01125 0.01006 0.004063 71 640: 64%|######4 | 108/168 [00:20<00:11, 5.25it/s]
90/499 4.32G 0.01125 0.01006 0.004063 71 640: 65%|######4 | 109/168 [00:20<00:11, 5.13it/s]
90/499 4.32G 0.01126 0.01004 0.004061 53 640: 65%|######4 | 109/168 [00:21<00:11, 5.13it/s]
90/499 4.32G 0.01126 0.01004 0.004061 53 640: 65%|######5 | 110/168 [00:21<00:11, 5.18it/s]
90/499 4.32G 0.01125 0.01003 0.004067 59 640: 65%|######5 | 110/168 [00:21<00:11, 5.18it/s]
90/499 4.32G 0.01125 0.01003 0.004067 59 640: 66%|######6 | 111/168 [00:21<00:10, 5.26it/s]
90/499 4.32G 0.01126 0.01003 0.004086 62 640: 66%|######6 | 111/168 [00:21<00:10, 5.26it/s]
90/499 4.32G 0.01126 0.01003 0.004086 62 640: 67%|######6 | 112/168 [00:21<00:10, 5.13it/s]
90/499 4.32G 0.01127 0.01002 0.004072 59 640: 67%|######6 | 112/168 [00:21<00:10, 5.13it/s]
90/499 4.32G 0.01127 0.01002 0.004072 59 640: 67%|######7 | 113/168 [00:21<00:10, 5.14it/s]
90/499 4.32G 0.01126 0.01002 0.004055 60 640: 67%|######7 | 113/168 [00:21<00:10, 5.14it/s]
90/499 4.32G 0.01126 0.01002 0.004055 60 640: 68%|######7 | 114/168 [00:21<00:10, 5.24it/s]
90/499 4.32G 0.01127 0.01003 0.004049 77 640: 68%|######7 | 114/168 [00:22<00:10, 5.24it/s]
90/499 4.32G 0.01127 0.01003 0.004049 77 640: 68%|######8 | 115/168 [00:22<00:10, 5.13it/s]
90/499 4.32G 0.01125 0.01001 0.004043 65 640: 68%|######8 | 115/168 [00:22<00:10, 5.13it/s]
90/499 4.32G 0.01125 0.01001 0.004043 65 640: 69%|######9 | 116/168 [00:22<00:10, 5.17it/s]
90/499 4.32G 0.01125 0.01001 0.004028 65 640: 69%|######9 | 116/168 [00:22<00:10, 5.17it/s]
90/499 4.32G 0.01125 0.01001 0.004028 65 640: 70%|######9 | 117/168 [00:22<00:09, 5.21it/s]
90/499 4.32G 0.01125 0.01002 0.004042 58 640: 70%|######9 | 117/168 [00:22<00:09, 5.21it/s]
90/499 4.32G 0.01125 0.01002 0.004042 58 640: 70%|####### | 118/168 [00:22<00:09, 5.08it/s]
90/499 4.32G 0.01124 0.009997 0.00405 68 640: 70%|####### | 118/168 [00:22<00:09, 5.08it/s]
90/499 4.32G 0.01124 0.009997 0.00405 68 640: 71%|####### | 119/168 [00:22<00:09, 5.16it/s]
90/499 4.32G 0.01124 0.009994 0.004043 73 640: 71%|####### | 119/168 [00:23<00:09, 5.16it/s]
90/499 4.32G 0.01124 0.009994 0.004043 73 640: 71%|#######1 | 120/168 [00:23<00:09, 5.11it/s]
90/499 4.32G 0.01124 0.01002 0.004042 89 640: 71%|#######1 | 120/168 [00:23<00:09, 5.11it/s]
90/499 4.32G 0.01124 0.01002 0.004042 89 640: 72%|#######2 | 121/168 [00:23<00:09, 5.01it/s]
90/499 4.32G 0.01123 0.01 0.00405 64 640: 72%|#######2 | 121/168 [00:23<00:09, 5.01it/s]
90/499 4.32G 0.01123 0.01 0.00405 64 640: 73%|#######2 | 122/168 [00:23<00:08, 5.13it/s]
90/499 4.32G 0.01124 0.009995 0.00406 68 640: 73%|#######2 | 122/168 [00:23<00:08, 5.13it/s]
90/499 4.32G 0.01124 0.009995 0.00406 68 640: 73%|#######3 | 123/168 [00:23<00:08, 5.19it/s]
90/499 4.32G 0.01123 0.01 0.004055 72 640: 73%|#######3 | 123/168 [00:23<00:08, 5.19it/s]
90/499 4.32G 0.01123 0.01 0.004055 72 640: 74%|#######3 | 124/168 [00:23<00:08, 5.10it/s]
90/499 4.32G 0.01123 0.009978 0.004056 63 640: 74%|#######3 | 124/168 [00:24<00:08, 5.10it/s]
90/499 4.32G 0.01123 0.009978 0.004056 63 640: 74%|#######4 | 125/168 [00:24<00:08, 5.22it/s]
90/499 4.32G 0.01122 0.009984 0.00404 74 640: 74%|#######4 | 125/168 [00:24<00:08, 5.22it/s]
90/499 4.32G 0.01122 0.009984 0.00404 74 640: 75%|#######5 | 126/168 [00:24<00:07, 5.31it/s]
90/499 4.32G 0.01123 0.009986 0.004058 67 640: 75%|#######5 | 126/168 [00:24<00:07, 5.31it/s]
90/499 4.32G 0.01123 0.009986 0.004058 67 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
90/499 4.32G 0.01123 0.00998 0.004063 68 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
90/499 4.32G 0.01123 0.00998 0.004063 68 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s]
90/499 4.32G 0.01122 0.009981 0.004055 77 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s]
90/499 4.32G 0.01122 0.009981 0.004055 77 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s]
90/499 4.32G 0.01122 0.009977 0.004049 63 640: 77%|#######6 | 129/168 [00:25<00:07, 5.30it/s]
90/499 4.32G 0.01122 0.009977 0.004049 63 640: 77%|#######7 | 130/168 [00:25<00:07, 5.15it/s]
90/499 4.32G 0.01123 0.009979 0.004049 74 640: 77%|#######7 | 130/168 [00:25<00:07, 5.15it/s]
90/499 4.32G 0.01123 0.009979 0.004049 74 640: 78%|#######7 | 131/168 [00:25<00:07, 5.24it/s]
90/499 4.32G 0.01122 0.009988 0.004048 79 640: 78%|#######7 | 131/168 [00:25<00:07, 5.24it/s]
90/499 4.32G 0.01122 0.009988 0.004048 79 640: 79%|#######8 | 132/168 [00:25<00:06, 5.31it/s]
90/499 4.32G 0.01122 0.009973 0.004039 56 640: 79%|#######8 | 132/168 [00:25<00:06, 5.31it/s]
90/499 4.32G 0.01122 0.009973 0.004039 56 640: 79%|#######9 | 133/168 [00:25<00:06, 5.13it/s]
90/499 4.32G 0.01123 0.009973 0.004072 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.13it/s]
90/499 4.32G 0.01123 0.009973 0.004072 65 640: 80%|#######9 | 134/168 [00:25<00:06, 5.20it/s]
90/499 4.32G 0.01124 0.009992 0.00407 71 640: 80%|#######9 | 134/168 [00:25<00:06, 5.20it/s]
90/499 4.32G 0.01124 0.009992 0.00407 71 640: 80%|######## | 135/168 [00:25<00:06, 5.28it/s]
90/499 4.32G 0.01123 0.009995 0.004059 74 640: 80%|######## | 135/168 [00:26<00:06, 5.28it/s]
90/499 4.32G 0.01123 0.009995 0.004059 74 640: 81%|######## | 136/168 [00:26<00:06, 5.16it/s]
90/499 4.32G 0.01123 0.009982 0.004055 63 640: 81%|######## | 136/168 [00:26<00:06, 5.16it/s]
90/499 4.32G 0.01123 0.009982 0.004055 63 640: 82%|########1 | 137/168 [00:26<00:05, 5.20it/s]
90/499 4.32G 0.01123 0.009992 0.004036 75 640: 82%|########1 | 137/168 [00:26<00:05, 5.20it/s]
90/499 4.32G 0.01123 0.009992 0.004036 75 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s]
90/499 4.32G 0.01123 0.009983 0.004021 64 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s]
90/499 4.32G 0.01123 0.009983 0.004021 64 640: 83%|########2 | 139/168 [00:26<00:05, 5.14it/s]
90/499 4.32G 0.01123 0.009984 0.004005 62 640: 83%|########2 | 139/168 [00:26<00:05, 5.14it/s]
90/499 4.32G 0.01123 0.009984 0.004005 62 640: 83%|########3 | 140/168 [00:26<00:05, 5.24it/s]
90/499 4.32G 0.01124 0.009988 0.00401 72 640: 83%|########3 | 140/168 [00:27<00:05, 5.24it/s]
90/499 4.32G 0.01124 0.009988 0.00401 72 640: 84%|########3 | 141/168 [00:27<00:05, 5.30it/s]
90/499 4.32G 0.01124 0.009972 0.003989 53 640: 84%|########3 | 141/168 [00:27<00:05, 5.30it/s]
90/499 4.32G 0.01124 0.009972 0.003989 53 640: 85%|########4 | 142/168 [00:27<00:05, 5.16it/s]
90/499 4.32G 0.01123 0.009965 0.00399 60 640: 85%|########4 | 142/168 [00:27<00:05, 5.16it/s]
90/499 4.32G 0.01123 0.009965 0.00399 60 640: 85%|########5 | 143/168 [00:27<00:04, 5.23it/s]
90/499 4.32G 0.01123 0.009972 0.003989 78 640: 85%|########5 | 143/168 [00:27<00:04, 5.23it/s]
90/499 4.32G 0.01123 0.009972 0.003989 78 640: 86%|########5 | 144/168 [00:27<00:04, 5.29it/s]
90/499 4.32G 0.01121 0.009958 0.003979 65 640: 86%|########5 | 144/168 [00:27<00:04, 5.29it/s]
90/499 4.32G 0.01121 0.009958 0.003979 65 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s]
90/499 4.32G 0.0112 0.009954 0.004007 65 640: 86%|########6 | 145/168 [00:28<00:04, 5.16it/s]
90/499 4.32G 0.0112 0.009954 0.004007 65 640: 87%|########6 | 146/168 [00:28<00:04, 5.23it/s]
90/499 4.32G 0.01121 0.00996 0.003993 77 640: 87%|########6 | 146/168 [00:28<00:04, 5.23it/s]
90/499 4.32G 0.01121 0.00996 0.003993 77 640: 88%|########7 | 147/168 [00:28<00:03, 5.27it/s]
90/499 4.32G 0.01121 0.009958 0.003984 69 640: 88%|########7 | 147/168 [00:28<00:03, 5.27it/s]
90/499 4.32G 0.01121 0.009958 0.003984 69 640: 88%|########8 | 148/168 [00:28<00:03, 5.11it/s]
90/499 4.32G 0.01122 0.00996 0.003989 69 640: 88%|########8 | 148/168 [00:28<00:03, 5.11it/s]
90/499 4.32G 0.01122 0.00996 0.003989 69 640: 89%|########8 | 149/168 [00:28<00:03, 5.19it/s]
90/499 4.32G 0.01122 0.00996 0.003991 60 640: 89%|########8 | 149/168 [00:28<00:03, 5.19it/s]
90/499 4.32G 0.01122 0.00996 0.003991 60 640: 89%|########9 | 150/168 [00:28<00:03, 5.24it/s]
90/499 4.32G 0.01123 0.009961 0.00398 69 640: 89%|########9 | 150/168 [00:29<00:03, 5.24it/s]
90/499 4.32G 0.01123 0.009961 0.00398 69 640: 90%|########9 | 151/168 [00:29<00:03, 5.08it/s]
90/499 4.32G 0.01124 0.009956 0.003988 71 640: 90%|########9 | 151/168 [00:29<00:03, 5.08it/s]
90/499 4.32G 0.01124 0.009956 0.003988 71 640: 90%|######### | 152/168 [00:29<00:03, 5.19it/s]
90/499 4.32G 0.01124 0.009963 0.003975 82 640: 90%|######### | 152/168 [00:29<00:03, 5.19it/s]
90/499 4.32G 0.01124 0.009963 0.003975 82 640: 91%|#########1| 153/168 [00:29<00:02, 5.27it/s]
90/499 4.32G 0.01123 0.009964 0.003986 71 640: 91%|#########1| 153/168 [00:29<00:02, 5.27it/s]
90/499 4.32G 0.01123 0.009964 0.003986 71 640: 92%|#########1| 154/168 [00:29<00:02, 5.11it/s]
90/499 4.32G 0.01124 0.009979 0.003981 77 640: 92%|#########1| 154/168 [00:29<00:02, 5.11it/s]
90/499 4.32G 0.01124 0.009979 0.003981 77 640: 92%|#########2| 155/168 [00:29<00:02, 5.20it/s]
90/499 4.32G 0.01124 0.009974 0.003962 75 640: 92%|#########2| 155/168 [00:30<00:02, 5.20it/s]
90/499 4.32G 0.01124 0.009974 0.003962 75 640: 93%|#########2| 156/168 [00:30<00:02, 5.26it/s]
90/499 4.32G 0.01123 0.009969 0.003964 59 640: 93%|#########2| 156/168 [00:30<00:02, 5.26it/s]
90/499 4.32G 0.01123 0.009969 0.003964 59 640: 93%|#########3| 157/168 [00:30<00:02, 5.11it/s]
90/499 4.32G 0.01122 0.009953 0.003963 63 640: 93%|#########3| 157/168 [00:30<00:02, 5.11it/s]
90/499 4.32G 0.01122 0.009953 0.003963 63 640: 94%|#########4| 158/168 [00:30<00:01, 5.21it/s]
90/499 4.32G 0.01122 0.009951 0.003969 73 640: 94%|#########4| 158/168 [00:30<00:01, 5.21it/s]
90/499 4.32G 0.01122 0.009951 0.003969 73 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s]
90/499 4.32G 0.01122 0.009949 0.003974 65 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s]
90/499 4.32G 0.01122 0.009949 0.003974 65 640: 95%|#########5| 160/168 [00:30<00:01, 5.14it/s]
90/499 4.32G 0.01122 0.009943 0.003988 59 640: 95%|#########5| 160/168 [00:30<00:01, 5.14it/s]
90/499 4.32G 0.01122 0.009943 0.003988 59 640: 96%|#########5| 161/168 [00:30<00:01, 5.20it/s]
90/499 4.32G 0.01124 0.009937 0.003982 65 640: 96%|#########5| 161/168 [00:31<00:01, 5.20it/s]
90/499 4.32G 0.01124 0.009937 0.003982 65 640: 96%|#########6| 162/168 [00:31<00:01, 5.25it/s]
90/499 4.32G 0.01123 0.009931 0.003966 64 640: 96%|#########6| 162/168 [00:31<00:01, 5.25it/s]
90/499 4.32G 0.01123 0.009931 0.003966 64 640: 97%|#########7| 163/168 [00:31<00:00, 5.13it/s]
90/499 4.32G 0.01123 0.00993 0.003966 76 640: 97%|#########7| 163/168 [00:31<00:00, 5.13it/s]
90/499 4.32G 0.01123 0.00993 0.003966 76 640: 98%|#########7| 164/168 [00:31<00:00, 5.15it/s]
90/499 4.32G 0.01122 0.009931 0.003954 73 640: 98%|#########7| 164/168 [00:31<00:00, 5.15it/s]
90/499 4.32G 0.01122 0.009931 0.003954 73 640: 98%|#########8| 165/168 [00:31<00:00, 5.20it/s]
90/499 4.32G 0.01121 0.009926 0.003934 61 640: 98%|#########8| 165/168 [00:31<00:00, 5.20it/s]
90/499 4.32G 0.01121 0.009926 0.003934 61 640: 99%|#########8| 166/168 [00:31<00:00, 5.04it/s]
90/499 4.32G 0.01121 0.009933 0.003932 80 640: 99%|#########8| 166/168 [00:32<00:00, 5.04it/s]
90/499 4.32G 0.01121 0.009933 0.003932 80 640: 99%|#########9| 167/168 [00:32<00:00, 5.16it/s]
90/499 4.32G 0.01121 0.009931 0.003928 31 640: 99%|#########9| 167/168 [00:32<00:00, 5.16it/s]
90/499 4.32G 0.01121 0.009931 0.003928 31 640: 100%|##########| 168/168 [00:32<00:00, 5.37it/s]
90/499 4.32G 0.01121 0.009931 0.003928 31 640: 100%|##########| 168/168 [00:32<00:00, 5.20it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s]
all 132 263 0.812 0.856 0.857 0.74
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
91/499 4.32G 0.009372 0.008149 0.002394 59 640: 0%| | 0/168 [00:00<?, ?it/s]
91/499 4.32G 0.009372 0.008149 0.002394 59 640: 1%| | 1/168 [00:00<00:34, 4.80it/s]
91/499 4.32G 0.01057 0.008166 0.002579 64 640: 1%| | 1/168 [00:00<00:34, 4.80it/s]
91/499 4.32G 0.01057 0.008166 0.002579 64 640: 1%|1 | 2/168 [00:00<00:32, 5.05it/s]
91/499 4.32G 0.01176 0.008801 0.002559 67 640: 1%|1 | 2/168 [00:00<00:32, 5.05it/s]
91/499 4.32G 0.01176 0.008801 0.002559 67 640: 2%|1 | 3/168 [00:00<00:31, 5.21it/s]
91/499 4.32G 0.01175 0.009709 0.002671 82 640: 2%|1 | 3/168 [00:00<00:31, 5.21it/s]
91/499 4.32G 0.01175 0.009709 0.002671 82 640: 2%|2 | 4/168 [00:00<00:32, 5.09it/s]
91/499 4.32G 0.01155 0.009859 0.002759 69 640: 2%|2 | 4/168 [00:00<00:32, 5.09it/s]
91/499 4.32G 0.01155 0.009859 0.002759 69 640: 3%|2 | 5/168 [00:00<00:31, 5.22it/s]
91/499 4.32G 0.01144 0.009585 0.002841 49 640: 3%|2 | 5/168 [00:01<00:31, 5.22it/s]
91/499 4.32G 0.01144 0.009585 0.002841 49 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s]
91/499 4.32G 0.01155 0.01006 0.003142 87 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s]
91/499 4.32G 0.01155 0.01006 0.003142 87 640: 4%|4 | 7/168 [00:01<00:31, 5.12it/s]
91/499 4.32G 0.01144 0.009802 0.003583 53 640: 4%|4 | 7/168 [00:01<00:31, 5.12it/s]
91/499 4.32G 0.01144 0.009802 0.003583 53 640: 5%|4 | 8/168 [00:01<00:30, 5.20it/s]
91/499 4.32G 0.01125 0.009382 0.003491 54 640: 5%|4 | 8/168 [00:01<00:30, 5.20it/s]
91/499 4.32G 0.01125 0.009382 0.003491 54 640: 5%|5 | 9/168 [00:01<00:30, 5.30it/s]
91/499 4.32G 0.01123 0.009436 0.003492 81 640: 5%|5 | 9/168 [00:01<00:30, 5.30it/s]
91/499 4.32G 0.01123 0.009436 0.003492 81 640: 6%|5 | 10/168 [00:01<00:30, 5.12it/s]
91/499 4.32G 0.01123 0.009587 0.003586 74 640: 6%|5 | 10/168 [00:02<00:30, 5.12it/s]
91/499 4.32G 0.01123 0.009587 0.003586 74 640: 7%|6 | 11/168 [00:02<00:30, 5.18it/s]
91/499 4.32G 0.01105 0.009447 0.003914 62 640: 7%|6 | 11/168 [00:02<00:30, 5.18it/s]
91/499 4.32G 0.01105 0.009447 0.003914 62 640: 7%|7 | 12/168 [00:02<00:29, 5.26it/s]
91/499 4.32G 0.01105 0.009514 0.003977 69 640: 7%|7 | 12/168 [00:02<00:29, 5.26it/s]
91/499 4.32G 0.01105 0.009514 0.003977 69 640: 8%|7 | 13/168 [00:02<00:30, 5.12it/s]
91/499 4.32G 0.01097 0.009484 0.003903 60 640: 8%|7 | 13/168 [00:02<00:30, 5.12it/s]
91/499 4.32G 0.01097 0.009484 0.003903 60 640: 8%|8 | 14/168 [00:02<00:29, 5.21it/s]
91/499 4.32G 0.01098 0.009501 0.003842 76 640: 8%|8 | 14/168 [00:02<00:29, 5.21it/s]
91/499 4.32G 0.01098 0.009501 0.003842 76 640: 9%|8 | 15/168 [00:02<00:28, 5.29it/s]
91/499 4.32G 0.01098 0.009555 0.00378 72 640: 9%|8 | 15/168 [00:03<00:28, 5.29it/s]
91/499 4.32G 0.01098 0.009555 0.00378 72 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s]
91/499 4.32G 0.0109 0.009476 0.00368 70 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s]
91/499 4.32G 0.0109 0.009476 0.00368 70 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
91/499 4.32G 0.01082 0.009577 0.003753 75 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
91/499 4.32G 0.01082 0.009577 0.003753 75 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
91/499 4.32G 0.01076 0.009574 0.00382 70 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
91/499 4.32G 0.01076 0.009574 0.00382 70 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s]
91/499 4.32G 0.01079 0.009595 0.003932 71 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s]
91/499 4.32G 0.01079 0.009595 0.003932 71 640: 12%|#1 | 20/168 [00:03<00:28, 5.26it/s]
91/499 4.32G 0.0109 0.009507 0.003817 53 640: 12%|#1 | 20/168 [00:04<00:28, 5.26it/s]
91/499 4.32G 0.0109 0.009507 0.003817 53 640: 12%|#2 | 21/168 [00:04<00:27, 5.32it/s]
91/499 4.32G 0.01093 0.009454 0.003826 61 640: 12%|#2 | 21/168 [00:04<00:27, 5.32it/s]
91/499 4.32G 0.01093 0.009454 0.003826 61 640: 13%|#3 | 22/168 [00:04<00:28, 5.13it/s]
91/499 4.32G 0.01099 0.009475 0.003986 75 640: 13%|#3 | 22/168 [00:04<00:28, 5.13it/s]
91/499 4.32G 0.01099 0.009475 0.003986 75 640: 14%|#3 | 23/168 [00:04<00:27, 5.20it/s]
91/499 4.32G 0.01106 0.009566 0.004061 88 640: 14%|#3 | 23/168 [00:04<00:27, 5.20it/s]
91/499 4.32G 0.01106 0.009566 0.004061 88 640: 14%|#4 | 24/168 [00:04<00:27, 5.27it/s]
91/499 4.32G 0.01103 0.009481 0.004033 50 640: 14%|#4 | 24/168 [00:04<00:27, 5.27it/s]
91/499 4.32G 0.01103 0.009481 0.004033 50 640: 15%|#4 | 25/168 [00:04<00:27, 5.14it/s]
91/499 4.32G 0.01104 0.009465 0.003943 59 640: 15%|#4 | 25/168 [00:04<00:27, 5.14it/s]
91/499 4.32G 0.01104 0.009465 0.003943 59 640: 15%|#5 | 26/168 [00:04<00:27, 5.23it/s]
91/499 4.32G 0.01103 0.009421 0.003991 68 640: 15%|#5 | 26/168 [00:05<00:27, 5.23it/s]
91/499 4.32G 0.01103 0.009421 0.003991 68 640: 16%|#6 | 27/168 [00:05<00:26, 5.29it/s]
91/499 4.32G 0.01105 0.009436 0.003872 73 640: 16%|#6 | 27/168 [00:05<00:26, 5.29it/s]
91/499 4.32G 0.01105 0.009436 0.003872 73 640: 17%|#6 | 28/168 [00:05<00:27, 5.10it/s]
91/499 4.32G 0.01102 0.009489 0.003958 77 640: 17%|#6 | 28/168 [00:05<00:27, 5.10it/s]
91/499 4.32G 0.01102 0.009489 0.003958 77 640: 17%|#7 | 29/168 [00:05<00:26, 5.20it/s]
91/499 4.32G 0.01102 0.009642 0.004024 85 640: 17%|#7 | 29/168 [00:05<00:26, 5.20it/s]
91/499 4.32G 0.01102 0.009642 0.004024 85 640: 18%|#7 | 30/168 [00:05<00:26, 5.27it/s]
91/499 4.32G 0.01103 0.009687 0.004007 77 640: 18%|#7 | 30/168 [00:05<00:26, 5.27it/s]
91/499 4.32G 0.01103 0.009687 0.004007 77 640: 18%|#8 | 31/168 [00:05<00:26, 5.11it/s]
91/499 4.32G 0.01109 0.009735 0.003994 66 640: 18%|#8 | 31/168 [00:06<00:26, 5.11it/s]
91/499 4.32G 0.01109 0.009735 0.003994 66 640: 19%|#9 | 32/168 [00:06<00:26, 5.18it/s]
91/499 4.32G 0.01113 0.00984 0.003978 83 640: 19%|#9 | 32/168 [00:06<00:26, 5.18it/s]
91/499 4.32G 0.01113 0.00984 0.003978 83 640: 20%|#9 | 33/168 [00:06<00:26, 5.17it/s]
91/499 4.32G 0.0111 0.009761 0.004023 56 640: 20%|#9 | 33/168 [00:06<00:26, 5.17it/s]
91/499 4.32G 0.0111 0.009761 0.004023 56 640: 20%|## | 34/168 [00:06<00:26, 5.00it/s]
91/499 4.32G 0.01113 0.009781 0.003971 60 640: 20%|## | 34/168 [00:06<00:26, 5.00it/s]
91/499 4.32G 0.01113 0.009781 0.003971 60 640: 21%|## | 35/168 [00:06<00:25, 5.15it/s]
91/499 4.32G 0.01114 0.009762 0.003958 71 640: 21%|## | 35/168 [00:06<00:25, 5.15it/s]
91/499 4.32G 0.01114 0.009762 0.003958 71 640: 21%|##1 | 36/168 [00:06<00:25, 5.22it/s]
91/499 4.32G 0.01112 0.009792 0.003857 80 640: 21%|##1 | 36/168 [00:07<00:25, 5.22it/s]
91/499 4.32G 0.01112 0.009792 0.003857 80 640: 22%|##2 | 37/168 [00:07<00:25, 5.07it/s]
91/499 4.32G 0.01114 0.009792 0.003812 65 640: 22%|##2 | 37/168 [00:07<00:25, 5.07it/s]
91/499 4.32G 0.01114 0.009792 0.003812 65 640: 23%|##2 | 38/168 [00:07<00:25, 5.15it/s]
91/499 4.32G 0.01113 0.00979 0.003809 61 640: 23%|##2 | 38/168 [00:07<00:25, 5.15it/s]
91/499 4.32G 0.01113 0.00979 0.003809 61 640: 23%|##3 | 39/168 [00:07<00:24, 5.26it/s]
91/499 4.32G 0.0111 0.009786 0.003806 68 640: 23%|##3 | 39/168 [00:07<00:24, 5.26it/s]
91/499 4.32G 0.0111 0.009786 0.003806 68 640: 24%|##3 | 40/168 [00:07<00:25, 5.12it/s]
91/499 4.32G 0.01113 0.009803 0.003812 65 640: 24%|##3 | 40/168 [00:07<00:25, 5.12it/s]
91/499 4.32G 0.01113 0.009803 0.003812 65 640: 24%|##4 | 41/168 [00:07<00:24, 5.20it/s]
91/499 4.32G 0.01112 0.009749 0.0038 53 640: 24%|##4 | 41/168 [00:08<00:24, 5.20it/s]
91/499 4.32G 0.01112 0.009749 0.0038 53 640: 25%|##5 | 42/168 [00:08<00:23, 5.27it/s]
91/499 4.32G 0.01119 0.009761 0.003762 65 640: 25%|##5 | 42/168 [00:08<00:23, 5.27it/s]
91/499 4.32G 0.01119 0.009761 0.003762 65 640: 26%|##5 | 43/168 [00:08<00:24, 5.13it/s]
91/499 4.32G 0.01115 0.009753 0.003837 65 640: 26%|##5 | 43/168 [00:08<00:24, 5.13it/s]
91/499 4.32G 0.01115 0.009753 0.003837 65 640: 26%|##6 | 44/168 [00:08<00:23, 5.23it/s]
91/499 4.32G 0.01115 0.009802 0.00389 86 640: 26%|##6 | 44/168 [00:08<00:23, 5.23it/s]
91/499 4.32G 0.01115 0.009802 0.00389 86 640: 27%|##6 | 45/168 [00:08<00:23, 5.26it/s]
91/499 4.32G 0.01112 0.009792 0.003846 70 640: 27%|##6 | 45/168 [00:08<00:23, 5.26it/s]
91/499 4.32G 0.01112 0.009792 0.003846 70 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s]
91/499 4.32G 0.01115 0.009788 0.003819 66 640: 27%|##7 | 46/168 [00:09<00:23, 5.15it/s]
91/499 4.32G 0.01115 0.009788 0.003819 66 640: 28%|##7 | 47/168 [00:09<00:23, 5.23it/s]
91/499 4.32G 0.01115 0.009747 0.003856 58 640: 28%|##7 | 47/168 [00:09<00:23, 5.23it/s]
91/499 4.32G 0.01115 0.009747 0.003856 58 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s]
91/499 4.32G 0.01117 0.009786 0.003919 82 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s]
91/499 4.32G 0.01117 0.009786 0.003919 82 640: 29%|##9 | 49/168 [00:09<00:23, 5.13it/s]
91/499 4.32G 0.01114 0.009766 0.003932 62 640: 29%|##9 | 49/168 [00:09<00:23, 5.13it/s]
91/499 4.32G 0.01114 0.009766 0.003932 62 640: 30%|##9 | 50/168 [00:09<00:22, 5.15it/s]
91/499 4.32G 0.01118 0.00976 0.004003 60 640: 30%|##9 | 50/168 [00:09<00:22, 5.15it/s]
91/499 4.32G 0.01118 0.00976 0.004003 60 640: 30%|### | 51/168 [00:09<00:22, 5.25it/s]
91/499 4.32G 0.0112 0.0098 0.004023 68 640: 30%|### | 51/168 [00:10<00:22, 5.25it/s]
91/499 4.32G 0.0112 0.0098 0.004023 68 640: 31%|### | 52/168 [00:10<00:22, 5.15it/s]
91/499 4.32G 0.01119 0.00985 0.003986 100 640: 31%|### | 52/168 [00:10<00:22, 5.15it/s]
91/499 4.32G 0.01119 0.00985 0.003986 100 640: 32%|###1 | 53/168 [00:10<00:21, 5.24it/s]
91/499 4.32G 0.0112 0.009844 0.003953 70 640: 32%|###1 | 53/168 [00:10<00:21, 5.24it/s]
91/499 4.32G 0.0112 0.009844 0.003953 70 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s]
91/499 4.32G 0.0112 0.009841 0.003962 66 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s]
91/499 4.32G 0.0112 0.009841 0.003962 66 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s]
91/499 4.32G 0.01118 0.009829 0.003999 72 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s]
91/499 4.32G 0.01118 0.009829 0.003999 72 640: 33%|###3 | 56/168 [00:10<00:21, 5.21it/s]
91/499 4.32G 0.01118 0.009824 0.00399 61 640: 33%|###3 | 56/168 [00:10<00:21, 5.21it/s]
91/499 4.32G 0.01118 0.009824 0.00399 61 640: 34%|###3 | 57/168 [00:10<00:20, 5.30it/s]
91/499 4.32G 0.01121 0.009881 0.004051 74 640: 34%|###3 | 57/168 [00:11<00:20, 5.30it/s]
91/499 4.32G 0.01121 0.009881 0.004051 74 640: 35%|###4 | 58/168 [00:11<00:21, 5.15it/s]
91/499 4.32G 0.01118 0.009905 0.00402 90 640: 35%|###4 | 58/168 [00:11<00:21, 5.15it/s]
91/499 4.32G 0.01118 0.009905 0.00402 90 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
91/499 4.32G 0.01117 0.00986 0.003986 62 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
91/499 4.32G 0.01117 0.00986 0.003986 62 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s]
91/499 4.32G 0.01117 0.009908 0.003965 77 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s]
91/499 4.32G 0.01117 0.009908 0.003965 77 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s]
91/499 4.32G 0.01115 0.009919 0.003955 68 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s]
91/499 4.32G 0.01115 0.009919 0.003955 68 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s]
91/499 4.32G 0.01117 0.009928 0.003981 65 640: 37%|###6 | 62/168 [00:12<00:20, 5.26it/s]
91/499 4.32G 0.01117 0.009928 0.003981 65 640: 38%|###7 | 63/168 [00:12<00:19, 5.31it/s]
91/499 4.32G 0.01118 0.009968 0.003963 74 640: 38%|###7 | 63/168 [00:12<00:19, 5.31it/s]
91/499 4.32G 0.01118 0.009968 0.003963 74 640: 38%|###8 | 64/168 [00:12<00:20, 5.15it/s]
91/499 4.32G 0.0112 0.009979 0.00395 72 640: 38%|###8 | 64/168 [00:12<00:20, 5.15it/s]
91/499 4.32G 0.0112 0.009979 0.00395 72 640: 39%|###8 | 65/168 [00:12<00:19, 5.23it/s]
91/499 4.32G 0.0112 0.009996 0.003941 64 640: 39%|###8 | 65/168 [00:12<00:19, 5.23it/s]
91/499 4.32G 0.0112 0.009996 0.003941 64 640: 39%|###9 | 66/168 [00:12<00:19, 5.30it/s]
91/499 4.32G 0.01119 0.01002 0.003959 79 640: 39%|###9 | 66/168 [00:12<00:19, 5.30it/s]
91/499 4.32G 0.01119 0.01002 0.003959 79 640: 40%|###9 | 67/168 [00:12<00:19, 5.14it/s]
91/499 4.32G 0.01117 0.009969 0.003959 54 640: 40%|###9 | 67/168 [00:13<00:19, 5.14it/s]
91/499 4.32G 0.01117 0.009969 0.003959 54 640: 40%|#### | 68/168 [00:13<00:19, 5.23it/s]
91/499 4.32G 0.01116 0.009932 0.004041 63 640: 40%|#### | 68/168 [00:13<00:19, 5.23it/s]
91/499 4.32G 0.01116 0.009932 0.004041 63 640: 41%|####1 | 69/168 [00:13<00:18, 5.26it/s]
91/499 4.32G 0.01115 0.009898 0.004017 58 640: 41%|####1 | 69/168 [00:13<00:18, 5.26it/s]
91/499 4.32G 0.01115 0.009898 0.004017 58 640: 42%|####1 | 70/168 [00:13<00:19, 5.14it/s]
91/499 4.32G 0.01115 0.009913 0.004086 78 640: 42%|####1 | 70/168 [00:13<00:19, 5.14it/s]
91/499 4.32G 0.01115 0.009913 0.004086 78 640: 42%|####2 | 71/168 [00:13<00:18, 5.24it/s]
91/499 4.32G 0.01112 0.009908 0.004094 76 640: 42%|####2 | 71/168 [00:13<00:18, 5.24it/s]
91/499 4.32G 0.01112 0.009908 0.004094 76 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s]
91/499 4.32G 0.01112 0.0099 0.004133 64 640: 43%|####2 | 72/168 [00:14<00:18, 5.32it/s]
91/499 4.32G 0.01112 0.0099 0.004133 64 640: 43%|####3 | 73/168 [00:14<00:18, 5.18it/s]
91/499 4.32G 0.01113 0.009908 0.004139 78 640: 43%|####3 | 73/168 [00:14<00:18, 5.18it/s]
91/499 4.32G 0.01113 0.009908 0.004139 78 640: 44%|####4 | 74/168 [00:14<00:18, 5.19it/s]
91/499 4.32G 0.01113 0.009886 0.004128 60 640: 44%|####4 | 74/168 [00:14<00:18, 5.19it/s]
91/499 4.32G 0.01113 0.009886 0.004128 60 640: 45%|####4 | 75/168 [00:14<00:17, 5.25it/s]
91/499 4.32G 0.01111 0.009842 0.004104 53 640: 45%|####4 | 75/168 [00:14<00:17, 5.25it/s]
91/499 4.32G 0.01111 0.009842 0.004104 53 640: 45%|####5 | 76/168 [00:14<00:17, 5.13it/s]
91/499 4.32G 0.01111 0.009807 0.004094 62 640: 45%|####5 | 76/168 [00:14<00:17, 5.13it/s]
91/499 4.32G 0.01111 0.009807 0.004094 62 640: 46%|####5 | 77/168 [00:14<00:17, 5.16it/s]
91/499 4.32G 0.01113 0.009788 0.004075 53 640: 46%|####5 | 77/168 [00:14<00:17, 5.16it/s]
91/499 4.32G 0.01113 0.009788 0.004075 53 640: 46%|####6 | 78/168 [00:14<00:17, 5.23it/s]
91/499 4.32G 0.01113 0.009788 0.004096 68 640: 46%|####6 | 78/168 [00:15<00:17, 5.23it/s]
91/499 4.32G 0.01113 0.009788 0.004096 68 640: 47%|####7 | 79/168 [00:15<00:17, 5.10it/s]
91/499 4.32G 0.01111 0.009786 0.004083 64 640: 47%|####7 | 79/168 [00:15<00:17, 5.10it/s]
91/499 4.32G 0.01111 0.009786 0.004083 64 640: 48%|####7 | 80/168 [00:15<00:17, 5.16it/s]
91/499 4.32G 0.01112 0.009782 0.004063 72 640: 48%|####7 | 80/168 [00:15<00:17, 5.16it/s]
91/499 4.32G 0.01112 0.009782 0.004063 72 640: 48%|####8 | 81/168 [00:15<00:16, 5.24it/s]
91/499 4.32G 0.01111 0.009788 0.004068 78 640: 48%|####8 | 81/168 [00:15<00:16, 5.24it/s]
91/499 4.32G 0.01111 0.009788 0.004068 78 640: 49%|####8 | 82/168 [00:15<00:16, 5.09it/s]
91/499 4.32G 0.01111 0.009792 0.004085 78 640: 49%|####8 | 82/168 [00:15<00:16, 5.09it/s]
91/499 4.32G 0.01111 0.009792 0.004085 78 640: 49%|####9 | 83/168 [00:15<00:16, 5.20it/s]
91/499 4.32G 0.01109 0.009789 0.00408 69 640: 49%|####9 | 83/168 [00:16<00:16, 5.20it/s]
91/499 4.32G 0.01109 0.009789 0.00408 69 640: 50%|##### | 84/168 [00:16<00:15, 5.29it/s]
91/499 4.32G 0.01108 0.0098 0.00411 72 640: 50%|##### | 84/168 [00:16<00:15, 5.29it/s]
91/499 4.32G 0.01108 0.0098 0.00411 72 640: 51%|##### | 85/168 [00:16<00:16, 5.15it/s]
91/499 4.32G 0.01107 0.009773 0.004112 60 640: 51%|##### | 85/168 [00:16<00:16, 5.15it/s]
91/499 4.32G 0.01107 0.009773 0.004112 60 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s]
91/499 4.32G 0.01107 0.009781 0.004125 81 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s]
91/499 4.32G 0.01107 0.009781 0.004125 81 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
91/499 4.32G 0.01109 0.009761 0.004188 59 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
91/499 4.32G 0.01109 0.009761 0.004188 59 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
91/499 4.32G 0.01109 0.009772 0.004192 78 640: 52%|#####2 | 88/168 [00:17<00:15, 5.19it/s]
91/499 4.32G 0.01109 0.009772 0.004192 78 640: 53%|#####2 | 89/168 [00:17<00:15, 5.27it/s]
91/499 4.32G 0.01108 0.009754 0.004185 62 640: 53%|#####2 | 89/168 [00:17<00:15, 5.27it/s]
91/499 4.32G 0.01108 0.009754 0.004185 62 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s]
91/499 4.32G 0.0111 0.009789 0.004168 78 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s]
91/499 4.32G 0.0111 0.009789 0.004168 78 640: 54%|#####4 | 91/168 [00:17<00:14, 5.18it/s]
91/499 4.32G 0.01111 0.009802 0.004171 77 640: 54%|#####4 | 91/168 [00:17<00:14, 5.18it/s]
91/499 4.32G 0.01111 0.009802 0.004171 77 640: 55%|#####4 | 92/168 [00:17<00:14, 5.25it/s]
91/499 4.32G 0.01109 0.009799 0.004167 75 640: 55%|#####4 | 92/168 [00:17<00:14, 5.25it/s]
91/499 4.32G 0.01109 0.009799 0.004167 75 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s]
91/499 4.32G 0.0111 0.009813 0.004166 80 640: 55%|#####5 | 93/168 [00:18<00:14, 5.34it/s]
91/499 4.32G 0.0111 0.009813 0.004166 80 640: 56%|#####5 | 94/168 [00:18<00:14, 5.18it/s]
91/499 4.32G 0.0111 0.009831 0.004163 76 640: 56%|#####5 | 94/168 [00:18<00:14, 5.18it/s]
91/499 4.32G 0.0111 0.009831 0.004163 76 640: 57%|#####6 | 95/168 [00:18<00:13, 5.23it/s]
91/499 4.32G 0.01113 0.009846 0.004177 70 640: 57%|#####6 | 95/168 [00:18<00:13, 5.23it/s]
91/499 4.32G 0.01113 0.009846 0.004177 70 640: 57%|#####7 | 96/168 [00:18<00:13, 5.29it/s]
91/499 4.32G 0.01112 0.009823 0.00417 55 640: 57%|#####7 | 96/168 [00:18<00:13, 5.29it/s]
91/499 4.32G 0.01112 0.009823 0.00417 55 640: 58%|#####7 | 97/168 [00:18<00:13, 5.11it/s]
91/499 4.32G 0.01111 0.009836 0.004179 70 640: 58%|#####7 | 97/168 [00:18<00:13, 5.11it/s]
91/499 4.32G 0.01111 0.009836 0.004179 70 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s]
91/499 4.32G 0.01112 0.009843 0.004167 68 640: 58%|#####8 | 98/168 [00:19<00:13, 5.22it/s]
91/499 4.32G 0.01112 0.009843 0.004167 68 640: 59%|#####8 | 99/168 [00:19<00:13, 5.27it/s]
91/499 4.32G 0.01114 0.009833 0.004179 65 640: 59%|#####8 | 99/168 [00:19<00:13, 5.27it/s]
91/499 4.32G 0.01114 0.009833 0.004179 65 640: 60%|#####9 | 100/168 [00:19<00:13, 5.10it/s]
91/499 4.32G 0.01114 0.009845 0.004165 67 640: 60%|#####9 | 100/168 [00:19<00:13, 5.10it/s]
91/499 4.32G 0.01114 0.009845 0.004165 67 640: 60%|###### | 101/168 [00:19<00:12, 5.20it/s]
91/499 4.32G 0.01114 0.009853 0.004175 78 640: 60%|###### | 101/168 [00:19<00:12, 5.20it/s]
91/499 4.32G 0.01114 0.009853 0.004175 78 640: 61%|###### | 102/168 [00:19<00:12, 5.28it/s]
91/499 4.32G 0.01115 0.009857 0.004171 72 640: 61%|###### | 102/168 [00:19<00:12, 5.28it/s]
91/499 4.32G 0.01115 0.009857 0.004171 72 640: 61%|######1 | 103/168 [00:19<00:12, 5.15it/s]
91/499 4.32G 0.01115 0.009867 0.004169 72 640: 61%|######1 | 103/168 [00:19<00:12, 5.15it/s]
91/499 4.32G 0.01115 0.009867 0.004169 72 640: 62%|######1 | 104/168 [00:19<00:12, 5.25it/s]
91/499 4.32G 0.01115 0.009869 0.004146 58 640: 62%|######1 | 104/168 [00:20<00:12, 5.25it/s]
91/499 4.32G 0.01115 0.009869 0.004146 58 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s]
91/499 4.32G 0.01117 0.009913 0.004136 87 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s]
91/499 4.32G 0.01117 0.009913 0.004136 87 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s]
91/499 4.32G 0.01117 0.009906 0.004134 62 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s]
91/499 4.32G 0.01117 0.009906 0.004134 62 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s]
91/499 4.32G 0.01116 0.009909 0.00412 73 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s]
91/499 4.32G 0.01116 0.009909 0.00412 73 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s]
91/499 4.32G 0.01117 0.009907 0.004131 63 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s]
91/499 4.32G 0.01117 0.009907 0.004131 63 640: 65%|######4 | 109/168 [00:20<00:11, 5.15it/s]
91/499 4.32G 0.01118 0.009895 0.004131 69 640: 65%|######4 | 109/168 [00:21<00:11, 5.15it/s]
91/499 4.32G 0.01118 0.009895 0.004131 69 640: 65%|######5 | 110/168 [00:21<00:11, 5.17it/s]
91/499 4.32G 0.01118 0.009895 0.004108 73 640: 65%|######5 | 110/168 [00:21<00:11, 5.17it/s]
91/499 4.32G 0.01118 0.009895 0.004108 73 640: 66%|######6 | 111/168 [00:21<00:10, 5.25it/s]
91/499 4.32G 0.01117 0.009894 0.004105 74 640: 66%|######6 | 111/168 [00:21<00:10, 5.25it/s]
91/499 4.32G 0.01117 0.009894 0.004105 74 640: 67%|######6 | 112/168 [00:21<00:10, 5.13it/s]
91/499 4.32G 0.01118 0.009891 0.004114 64 640: 67%|######6 | 112/168 [00:21<00:10, 5.13it/s]
91/499 4.32G 0.01118 0.009891 0.004114 64 640: 67%|######7 | 113/168 [00:21<00:10, 5.22it/s]
91/499 4.32G 0.01117 0.0099 0.004141 59 640: 67%|######7 | 113/168 [00:21<00:10, 5.22it/s]
91/499 4.32G 0.01117 0.0099 0.004141 59 640: 68%|######7 | 114/168 [00:21<00:10, 5.28it/s]
91/499 4.32G 0.01117 0.009917 0.004142 86 640: 68%|######7 | 114/168 [00:22<00:10, 5.28it/s]
91/499 4.32G 0.01117 0.009917 0.004142 86 640: 68%|######8 | 115/168 [00:22<00:10, 5.13it/s]
91/499 4.32G 0.01116 0.0099 0.00415 56 640: 68%|######8 | 115/168 [00:22<00:10, 5.13it/s]
91/499 4.32G 0.01116 0.0099 0.00415 56 640: 69%|######9 | 116/168 [00:22<00:09, 5.21it/s]
91/499 4.32G 0.01116 0.009908 0.004151 73 640: 69%|######9 | 116/168 [00:22<00:09, 5.21it/s]
91/499 4.32G 0.01116 0.009908 0.004151 73 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s]
91/499 4.32G 0.01119 0.009894 0.004141 40 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s]
91/499 4.32G 0.01119 0.009894 0.004141 40 640: 70%|####### | 118/168 [00:22<00:09, 5.15it/s]
91/499 4.32G 0.0112 0.009898 0.004132 65 640: 70%|####### | 118/168 [00:22<00:09, 5.15it/s]
91/499 4.32G 0.0112 0.009898 0.004132 65 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s]
91/499 4.32G 0.01121 0.009882 0.004152 49 640: 71%|####### | 119/168 [00:23<00:09, 5.26it/s]
91/499 4.32G 0.01121 0.009882 0.004152 49 640: 71%|#######1 | 120/168 [00:23<00:09, 5.33it/s]
91/499 4.32G 0.01121 0.009891 0.004152 69 640: 71%|#######1 | 120/168 [00:23<00:09, 5.33it/s]
91/499 4.32G 0.01121 0.009891 0.004152 69 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
91/499 4.32G 0.0112 0.009886 0.004138 67 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
91/499 4.32G 0.0112 0.009886 0.004138 67 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s]
91/499 4.32G 0.0112 0.009899 0.004143 79 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s]
91/499 4.32G 0.0112 0.009899 0.004143 79 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
91/499 4.32G 0.01121 0.009904 0.004148 75 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
91/499 4.32G 0.01121 0.009904 0.004148 75 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s]
91/499 4.32G 0.01121 0.009934 0.004138 89 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s]
91/499 4.32G 0.01121 0.009934 0.004138 89 640: 74%|#######4 | 125/168 [00:23<00:08, 5.23it/s]
91/499 4.32G 0.01122 0.00994 0.004132 75 640: 74%|#######4 | 125/168 [00:24<00:08, 5.23it/s]
91/499 4.32G 0.01122 0.00994 0.004132 75 640: 75%|#######5 | 126/168 [00:24<00:07, 5.29it/s]
91/499 4.32G 0.01124 0.009942 0.004136 71 640: 75%|#######5 | 126/168 [00:24<00:07, 5.29it/s]
91/499 4.32G 0.01124 0.009942 0.004136 71 640: 76%|#######5 | 127/168 [00:24<00:07, 5.13it/s]
91/499 4.32G 0.01124 0.009947 0.00412 73 640: 76%|#######5 | 127/168 [00:24<00:07, 5.13it/s]
91/499 4.32G 0.01124 0.009947 0.00412 73 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s]
91/499 4.32G 0.01125 0.009944 0.004113 64 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s]
91/499 4.32G 0.01125 0.009944 0.004113 64 640: 77%|#######6 | 129/168 [00:24<00:07, 5.28it/s]
91/499 4.32G 0.01126 0.009947 0.004098 66 640: 77%|#######6 | 129/168 [00:24<00:07, 5.28it/s]
91/499 4.32G 0.01126 0.009947 0.004098 66 640: 77%|#######7 | 130/168 [00:24<00:07, 5.14it/s]
91/499 4.32G 0.01126 0.009941 0.004104 65 640: 77%|#######7 | 130/168 [00:25<00:07, 5.14it/s]
91/499 4.32G 0.01126 0.009941 0.004104 65 640: 78%|#######7 | 131/168 [00:25<00:07, 5.22it/s]
91/499 4.32G 0.01125 0.009936 0.004118 70 640: 78%|#######7 | 131/168 [00:25<00:07, 5.22it/s]
91/499 4.32G 0.01125 0.009936 0.004118 70 640: 79%|#######8 | 132/168 [00:25<00:06, 5.30it/s]
91/499 4.32G 0.01124 0.009933 0.004115 77 640: 79%|#######8 | 132/168 [00:25<00:06, 5.30it/s]
91/499 4.32G 0.01124 0.009933 0.004115 77 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s]
91/499 4.32G 0.01123 0.009938 0.004128 76 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s]
91/499 4.32G 0.01123 0.009938 0.004128 76 640: 80%|#######9 | 134/168 [00:25<00:06, 5.19it/s]
91/499 4.32G 0.01122 0.009932 0.004133 64 640: 80%|#######9 | 134/168 [00:25<00:06, 5.19it/s]
91/499 4.32G 0.01122 0.009932 0.004133 64 640: 80%|######## | 135/168 [00:25<00:06, 5.20it/s]
91/499 4.32G 0.01121 0.00994 0.004135 79 640: 80%|######## | 135/168 [00:26<00:06, 5.20it/s]
91/499 4.32G 0.01121 0.00994 0.004135 79 640: 81%|######## | 136/168 [00:26<00:06, 5.08it/s]
91/499 4.32G 0.01121 0.009959 0.004126 79 640: 81%|######## | 136/168 [00:26<00:06, 5.08it/s]
91/499 4.32G 0.01121 0.009959 0.004126 79 640: 82%|########1 | 137/168 [00:26<00:05, 5.19it/s]
91/499 4.32G 0.01121 0.009968 0.004143 73 640: 82%|########1 | 137/168 [00:26<00:05, 5.19it/s]
91/499 4.32G 0.01121 0.009968 0.004143 73 640: 82%|########2 | 138/168 [00:26<00:05, 5.26it/s]
91/499 4.32G 0.0112 0.009957 0.004128 66 640: 82%|########2 | 138/168 [00:26<00:05, 5.26it/s]
91/499 4.32G 0.0112 0.009957 0.004128 66 640: 83%|########2 | 139/168 [00:26<00:05, 5.14it/s]
91/499 4.32G 0.01119 0.009969 0.004119 85 640: 83%|########2 | 139/168 [00:26<00:05, 5.14it/s]
91/499 4.32G 0.01119 0.009969 0.004119 85 640: 83%|########3 | 140/168 [00:26<00:05, 5.23it/s]
91/499 4.32G 0.01119 0.009973 0.004104 73 640: 83%|########3 | 140/168 [00:27<00:05, 5.23it/s]
91/499 4.32G 0.01119 0.009973 0.004104 73 640: 84%|########3 | 141/168 [00:27<00:05, 5.27it/s]
91/499 4.32G 0.01119 0.00999 0.004091 84 640: 84%|########3 | 141/168 [00:27<00:05, 5.27it/s]
91/499 4.32G 0.01119 0.00999 0.004091 84 640: 85%|########4 | 142/168 [00:27<00:05, 5.08it/s]
91/499 4.32G 0.01119 0.009997 0.004092 76 640: 85%|########4 | 142/168 [00:27<00:05, 5.08it/s]
91/499 4.32G 0.01119 0.009997 0.004092 76 640: 85%|########5 | 143/168 [00:27<00:04, 5.16it/s]
91/499 4.32G 0.01118 0.009993 0.004084 67 640: 85%|########5 | 143/168 [00:27<00:04, 5.16it/s]
91/499 4.32G 0.01118 0.009993 0.004084 67 640: 86%|########5 | 144/168 [00:27<00:04, 5.20it/s]
91/499 4.32G 0.01119 0.01001 0.004095 82 640: 86%|########5 | 144/168 [00:27<00:04, 5.20it/s]
91/499 4.32G 0.01119 0.01001 0.004095 82 640: 86%|########6 | 145/168 [00:27<00:04, 5.10it/s]
91/499 4.32G 0.01119 0.01001 0.004099 67 640: 86%|########6 | 145/168 [00:28<00:04, 5.10it/s]
91/499 4.32G 0.01119 0.01001 0.004099 67 640: 87%|########6 | 146/168 [00:28<00:04, 5.19it/s]
91/499 4.32G 0.01119 0.01002 0.0041 74 640: 87%|########6 | 146/168 [00:28<00:04, 5.19it/s]
91/499 4.32G 0.01119 0.01002 0.0041 74 640: 88%|########7 | 147/168 [00:28<00:03, 5.25it/s]
91/499 4.32G 0.01119 0.01003 0.004097 67 640: 88%|########7 | 147/168 [00:28<00:03, 5.25it/s]
91/499 4.32G 0.01119 0.01003 0.004097 67 640: 88%|########8 | 148/168 [00:28<00:03, 5.14it/s]
91/499 4.32G 0.01118 0.01001 0.004093 56 640: 88%|########8 | 148/168 [00:28<00:03, 5.14it/s]
91/499 4.32G 0.01118 0.01001 0.004093 56 640: 89%|########8 | 149/168 [00:28<00:03, 5.24it/s]
91/499 4.32G 0.01118 0.01002 0.004112 78 640: 89%|########8 | 149/168 [00:28<00:03, 5.24it/s]
91/499 4.32G 0.01118 0.01002 0.004112 78 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s]
91/499 4.32G 0.01117 0.01003 0.004105 84 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s]
91/499 4.32G 0.01117 0.01003 0.004105 84 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s]
91/499 4.32G 0.01117 0.01003 0.004093 68 640: 90%|########9 | 151/168 [00:29<00:03, 5.17it/s]
91/499 4.32G 0.01117 0.01003 0.004093 68 640: 90%|######### | 152/168 [00:29<00:03, 5.24it/s]
91/499 4.32G 0.01116 0.01002 0.004119 63 640: 90%|######### | 152/168 [00:29<00:03, 5.24it/s]
91/499 4.32G 0.01116 0.01002 0.004119 63 640: 91%|#########1| 153/168 [00:29<00:02, 5.33it/s]
91/499 4.32G 0.01116 0.01001 0.004112 66 640: 91%|#########1| 153/168 [00:29<00:02, 5.33it/s]
91/499 4.32G 0.01116 0.01001 0.004112 66 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s]
91/499 4.32G 0.01115 0.01002 0.004109 68 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s]
91/499 4.32G 0.01115 0.01002 0.004109 68 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
91/499 4.32G 0.01115 0.01001 0.00412 53 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
91/499 4.32G 0.01115 0.01001 0.00412 53 640: 93%|#########2| 156/168 [00:29<00:02, 5.30it/s]
91/499 4.32G 0.01116 0.01001 0.004117 64 640: 93%|#########2| 156/168 [00:30<00:02, 5.30it/s]
91/499 4.32G 0.01116 0.01001 0.004117 64 640: 93%|#########3| 157/168 [00:30<00:02, 5.17it/s]
91/499 4.32G 0.01116 0.01002 0.004106 85 640: 93%|#########3| 157/168 [00:30<00:02, 5.17it/s]
91/499 4.32G 0.01116 0.01002 0.004106 85 640: 94%|#########4| 158/168 [00:30<00:01, 5.24it/s]
91/499 4.32G 0.01117 0.01003 0.0041 67 640: 94%|#########4| 158/168 [00:30<00:01, 5.24it/s]
91/499 4.32G 0.01117 0.01003 0.0041 67 640: 95%|#########4| 159/168 [00:30<00:01, 5.29it/s]
91/499 4.32G 0.01116 0.01002 0.004122 65 640: 95%|#########4| 159/168 [00:30<00:01, 5.29it/s]
91/499 4.32G 0.01116 0.01002 0.004122 65 640: 95%|#########5| 160/168 [00:30<00:01, 5.14it/s]
91/499 4.32G 0.01115 0.01002 0.004112 69 640: 95%|#########5| 160/168 [00:30<00:01, 5.14it/s]
91/499 4.32G 0.01115 0.01002 0.004112 69 640: 96%|#########5| 161/168 [00:30<00:01, 5.23it/s]
91/499 4.32G 0.01117 0.01002 0.004121 68 640: 96%|#########5| 161/168 [00:31<00:01, 5.23it/s]
91/499 4.32G 0.01117 0.01002 0.004121 68 640: 96%|#########6| 162/168 [00:31<00:01, 5.29it/s]
91/499 4.32G 0.01117 0.01003 0.004122 75 640: 96%|#########6| 162/168 [00:31<00:01, 5.29it/s]
91/499 4.32G 0.01117 0.01003 0.004122 75 640: 97%|#########7| 163/168 [00:31<00:00, 5.15it/s]
91/499 4.32G 0.01116 0.01002 0.004144 62 640: 97%|#########7| 163/168 [00:31<00:00, 5.15it/s]
91/499 4.32G 0.01116 0.01002 0.004144 62 640: 98%|#########7| 164/168 [00:31<00:00, 5.22it/s]
91/499 4.32G 0.01116 0.01002 0.004138 75 640: 98%|#########7| 164/168 [00:31<00:00, 5.22it/s]
91/499 4.32G 0.01116 0.01002 0.004138 75 640: 98%|#########8| 165/168 [00:31<00:00, 5.28it/s]
91/499 4.32G 0.01116 0.01001 0.004138 55 640: 98%|#########8| 165/168 [00:31<00:00, 5.28it/s]
91/499 4.32G 0.01116 0.01001 0.004138 55 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s]
91/499 4.32G 0.01116 0.01 0.004155 66 640: 99%|#########8| 166/168 [00:32<00:00, 5.15it/s]
91/499 4.32G 0.01116 0.01 0.004155 66 640: 99%|#########9| 167/168 [00:32<00:00, 5.21it/s]
91/499 4.32G 0.01117 0.009995 0.00415 29 640: 99%|#########9| 167/168 [00:32<00:00, 5.21it/s]
91/499 4.32G 0.01117 0.009995 0.00415 29 640: 100%|##########| 168/168 [00:32<00:00, 5.39it/s]
91/499 4.32G 0.01117 0.009995 0.00415 29 640: 100%|##########| 168/168 [00:32<00:00, 5.21it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.80it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.46it/s]
all 132 263 0.847 0.861 0.883 0.741
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
92/499 4.32G 0.0108 0.009104 0.002039 58 640: 0%| | 0/168 [00:00<?, ?it/s]
92/499 4.32G 0.0108 0.009104 0.002039 58 640: 1%| | 1/168 [00:00<00:34, 4.85it/s]
92/499 4.32G 0.01169 0.01065 0.004401 71 640: 1%| | 1/168 [00:00<00:34, 4.85it/s]
92/499 4.32G 0.01169 0.01065 0.004401 71 640: 1%|1 | 2/168 [00:00<00:32, 5.17it/s]
92/499 4.32G 0.01124 0.00985 0.003995 68 640: 1%|1 | 2/168 [00:00<00:32, 5.17it/s]
92/499 4.32G 0.01124 0.00985 0.003995 68 640: 2%|1 | 3/168 [00:00<00:31, 5.26it/s]
92/499 4.32G 0.01115 0.01003 0.003995 72 640: 2%|1 | 3/168 [00:00<00:31, 5.26it/s]
92/499 4.32G 0.01115 0.01003 0.003995 72 640: 2%|2 | 4/168 [00:00<00:32, 5.01it/s]
92/499 4.32G 0.01121 0.01031 0.003707 83 640: 2%|2 | 4/168 [00:00<00:32, 5.01it/s]
92/499 4.32G 0.01121 0.01031 0.003707 83 640: 3%|2 | 5/168 [00:00<00:31, 5.16it/s]
92/499 4.32G 0.0113 0.01017 0.003651 67 640: 3%|2 | 5/168 [00:01<00:31, 5.16it/s]
92/499 4.32G 0.0113 0.01017 0.003651 67 640: 4%|3 | 6/168 [00:01<00:31, 5.21it/s]
92/499 4.32G 0.0113 0.01007 0.003731 76 640: 4%|3 | 6/168 [00:01<00:31, 5.21it/s]
92/499 4.32G 0.0113 0.01007 0.003731 76 640: 4%|4 | 7/168 [00:01<00:31, 5.09it/s]
92/499 4.32G 0.01133 0.01007 0.003617 71 640: 4%|4 | 7/168 [00:01<00:31, 5.09it/s]
92/499 4.32G 0.01133 0.01007 0.003617 71 640: 5%|4 | 8/168 [00:01<00:30, 5.19it/s]
92/499 4.32G 0.0114 0.01008 0.003792 69 640: 5%|4 | 8/168 [00:01<00:30, 5.19it/s]
92/499 4.32G 0.0114 0.01008 0.003792 69 640: 5%|5 | 9/168 [00:01<00:30, 5.26it/s]
92/499 4.32G 0.0114 0.01013 0.003785 67 640: 5%|5 | 9/168 [00:01<00:30, 5.26it/s]
92/499 4.32G 0.0114 0.01013 0.003785 67 640: 6%|5 | 10/168 [00:01<00:31, 5.09it/s]
92/499 4.32G 0.01131 0.01022 0.003814 90 640: 6%|5 | 10/168 [00:02<00:31, 5.09it/s]
92/499 4.32G 0.01131 0.01022 0.003814 90 640: 7%|6 | 11/168 [00:02<00:30, 5.21it/s]
92/499 4.32G 0.01114 0.01012 0.003879 79 640: 7%|6 | 11/168 [00:02<00:30, 5.21it/s]
92/499 4.32G 0.01114 0.01012 0.003879 79 640: 7%|7 | 12/168 [00:02<00:29, 5.28it/s]
92/499 4.32G 0.01115 0.0101 0.004076 70 640: 7%|7 | 12/168 [00:02<00:29, 5.28it/s]
92/499 4.32G 0.01115 0.0101 0.004076 70 640: 8%|7 | 13/168 [00:02<00:30, 5.15it/s]
92/499 4.32G 0.01103 0.009944 0.004329 68 640: 8%|7 | 13/168 [00:02<00:30, 5.15it/s]
92/499 4.32G 0.01103 0.009944 0.004329 68 640: 8%|8 | 14/168 [00:02<00:29, 5.26it/s]
92/499 4.32G 0.01105 0.009777 0.004186 54 640: 8%|8 | 14/168 [00:02<00:29, 5.26it/s]
92/499 4.32G 0.01105 0.009777 0.004186 54 640: 9%|8 | 15/168 [00:02<00:28, 5.28it/s]
92/499 4.32G 0.01106 0.009715 0.004061 72 640: 9%|8 | 15/168 [00:03<00:28, 5.28it/s]
92/499 4.32G 0.01106 0.009715 0.004061 72 640: 10%|9 | 16/168 [00:03<00:29, 5.14it/s]
92/499 4.32G 0.01106 0.009595 0.004235 58 640: 10%|9 | 16/168 [00:03<00:29, 5.14it/s]
92/499 4.32G 0.01106 0.009595 0.004235 58 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
92/499 4.32G 0.01109 0.009608 0.004149 68 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
92/499 4.32G 0.01109 0.009608 0.004149 68 640: 11%|# | 18/168 [00:03<00:28, 5.20it/s]
92/499 4.32G 0.01111 0.009584 0.00438 60 640: 11%|# | 18/168 [00:03<00:28, 5.20it/s]
92/499 4.32G 0.01111 0.009584 0.00438 60 640: 11%|#1 | 19/168 [00:03<00:29, 5.09it/s]
92/499 4.32G 0.01111 0.009562 0.004521 70 640: 11%|#1 | 19/168 [00:03<00:29, 5.09it/s]
92/499 4.32G 0.01111 0.009562 0.004521 70 640: 12%|#1 | 20/168 [00:03<00:28, 5.18it/s]
92/499 4.32G 0.0111 0.009565 0.004446 62 640: 12%|#1 | 20/168 [00:04<00:28, 5.18it/s]
92/499 4.32G 0.0111 0.009565 0.004446 62 640: 12%|#2 | 21/168 [00:04<00:27, 5.25it/s]
92/499 4.32G 0.01104 0.009683 0.004399 80 640: 12%|#2 | 21/168 [00:04<00:27, 5.25it/s]
92/499 4.32G 0.01104 0.009683 0.004399 80 640: 13%|#3 | 22/168 [00:04<00:28, 5.14it/s]
92/499 4.32G 0.01109 0.009733 0.004433 78 640: 13%|#3 | 22/168 [00:04<00:28, 5.14it/s]
92/499 4.32G 0.01109 0.009733 0.004433 78 640: 14%|#3 | 23/168 [00:04<00:27, 5.23it/s]
92/499 4.32G 0.01118 0.009771 0.004441 62 640: 14%|#3 | 23/168 [00:04<00:27, 5.23it/s]
92/499 4.32G 0.01118 0.009771 0.004441 62 640: 14%|#4 | 24/168 [00:04<00:27, 5.32it/s]
92/499 4.32G 0.01118 0.00982 0.004375 68 640: 14%|#4 | 24/168 [00:04<00:27, 5.32it/s]
92/499 4.32G 0.01118 0.00982 0.004375 68 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s]
92/499 4.32G 0.01111 0.009711 0.004316 49 640: 15%|#4 | 25/168 [00:05<00:27, 5.18it/s]
92/499 4.32G 0.01111 0.009711 0.004316 49 640: 15%|#5 | 26/168 [00:05<00:27, 5.25it/s]
92/499 4.32G 0.01113 0.009722 0.004213 69 640: 15%|#5 | 26/168 [00:05<00:27, 5.25it/s]
92/499 4.32G 0.01113 0.009722 0.004213 69 640: 16%|#6 | 27/168 [00:05<00:26, 5.32it/s]
92/499 4.32G 0.01116 0.009776 0.004226 73 640: 16%|#6 | 27/168 [00:05<00:26, 5.32it/s]
92/499 4.32G 0.01116 0.009776 0.004226 73 640: 17%|#6 | 28/168 [00:05<00:27, 5.17it/s]
92/499 4.32G 0.01113 0.009875 0.004213 95 640: 17%|#6 | 28/168 [00:05<00:27, 5.17it/s]
92/499 4.32G 0.01113 0.009875 0.004213 95 640: 17%|#7 | 29/168 [00:05<00:26, 5.25it/s]
92/499 4.32G 0.01107 0.009803 0.004366 68 640: 17%|#7 | 29/168 [00:05<00:26, 5.25it/s]
92/499 4.32G 0.01107 0.009803 0.004366 68 640: 18%|#7 | 30/168 [00:05<00:26, 5.26it/s]
92/499 4.32G 0.01102 0.009787 0.004319 68 640: 18%|#7 | 30/168 [00:05<00:26, 5.26it/s]
92/499 4.32G 0.01102 0.009787 0.004319 68 640: 18%|#8 | 31/168 [00:05<00:26, 5.13it/s]
92/499 4.32G 0.01099 0.009744 0.004295 57 640: 18%|#8 | 31/168 [00:06<00:26, 5.13it/s]
92/499 4.32G 0.01099 0.009744 0.004295 57 640: 19%|#9 | 32/168 [00:06<00:26, 5.23it/s]
92/499 4.32G 0.01103 0.009785 0.004338 72 640: 19%|#9 | 32/168 [00:06<00:26, 5.23it/s]
92/499 4.32G 0.01103 0.009785 0.004338 72 640: 20%|#9 | 33/168 [00:06<00:25, 5.29it/s]
92/499 4.32G 0.01111 0.009797 0.004336 61 640: 20%|#9 | 33/168 [00:06<00:25, 5.29it/s]
92/499 4.32G 0.01111 0.009797 0.004336 61 640: 20%|## | 34/168 [00:06<00:26, 5.13it/s]
92/499 4.32G 0.01109 0.009869 0.004326 77 640: 20%|## | 34/168 [00:06<00:26, 5.13it/s]
92/499 4.32G 0.01109 0.009869 0.004326 77 640: 21%|## | 35/168 [00:06<00:25, 5.22it/s]
92/499 4.32G 0.01107 0.00983 0.004302 66 640: 21%|## | 35/168 [00:06<00:25, 5.22it/s]
92/499 4.32G 0.01107 0.00983 0.004302 66 640: 21%|##1 | 36/168 [00:06<00:25, 5.26it/s]
92/499 4.32G 0.01109 0.009836 0.004416 77 640: 21%|##1 | 36/168 [00:07<00:25, 5.26it/s]
92/499 4.32G 0.01109 0.009836 0.004416 77 640: 22%|##2 | 37/168 [00:07<00:25, 5.12it/s]
92/499 4.32G 0.01108 0.009847 0.004428 71 640: 22%|##2 | 37/168 [00:07<00:25, 5.12it/s]
92/499 4.32G 0.01108 0.009847 0.004428 71 640: 23%|##2 | 38/168 [00:07<00:24, 5.21it/s]
92/499 4.32G 0.0111 0.009874 0.004455 73 640: 23%|##2 | 38/168 [00:07<00:24, 5.21it/s]
92/499 4.32G 0.0111 0.009874 0.004455 73 640: 23%|##3 | 39/168 [00:07<00:24, 5.23it/s]
92/499 4.32G 0.01112 0.009875 0.004515 72 640: 23%|##3 | 39/168 [00:07<00:24, 5.23it/s]
92/499 4.32G 0.01112 0.009875 0.004515 72 640: 24%|##3 | 40/168 [00:07<00:25, 5.08it/s]
92/499 4.32G 0.01113 0.009893 0.004513 70 640: 24%|##3 | 40/168 [00:07<00:25, 5.08it/s]
92/499 4.32G 0.01113 0.009893 0.004513 70 640: 24%|##4 | 41/168 [00:07<00:24, 5.17it/s]
92/499 4.32G 0.01116 0.009865 0.004554 57 640: 24%|##4 | 41/168 [00:08<00:24, 5.17it/s]
92/499 4.32G 0.01116 0.009865 0.004554 57 640: 25%|##5 | 42/168 [00:08<00:23, 5.25it/s]
92/499 4.32G 0.01116 0.00984 0.004639 59 640: 25%|##5 | 42/168 [00:08<00:23, 5.25it/s]
92/499 4.32G 0.01116 0.00984 0.004639 59 640: 26%|##5 | 43/168 [00:08<00:24, 5.11it/s]
92/499 4.32G 0.01114 0.0098 0.004616 68 640: 26%|##5 | 43/168 [00:08<00:24, 5.11it/s]
92/499 4.32G 0.01114 0.0098 0.004616 68 640: 26%|##6 | 44/168 [00:08<00:23, 5.21it/s]
92/499 4.32G 0.01115 0.009846 0.004638 84 640: 26%|##6 | 44/168 [00:08<00:23, 5.21it/s]
92/499 4.32G 0.01115 0.009846 0.004638 84 640: 27%|##6 | 45/168 [00:08<00:23, 5.28it/s]
92/499 4.32G 0.01113 0.009826 0.004558 58 640: 27%|##6 | 45/168 [00:08<00:23, 5.28it/s]
92/499 4.32G 0.01113 0.009826 0.004558 58 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s]
92/499 4.32G 0.01113 0.009851 0.004502 71 640: 27%|##7 | 46/168 [00:09<00:23, 5.15it/s]
92/499 4.32G 0.01113 0.009851 0.004502 71 640: 28%|##7 | 47/168 [00:09<00:23, 5.22it/s]
92/499 4.32G 0.01115 0.009851 0.004471 65 640: 28%|##7 | 47/168 [00:09<00:23, 5.22it/s]
92/499 4.32G 0.01115 0.009851 0.004471 65 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s]
92/499 4.32G 0.01117 0.009839 0.004479 65 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s]
92/499 4.32G 0.01117 0.009839 0.004479 65 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
92/499 4.32G 0.01124 0.00983 0.00457 49 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
92/499 4.32G 0.01124 0.00983 0.00457 49 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s]
92/499 4.32G 0.01124 0.009882 0.004554 84 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s]
92/499 4.32G 0.01124 0.009882 0.004554 84 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
92/499 4.32G 0.01128 0.009922 0.004564 66 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
92/499 4.32G 0.01128 0.009922 0.004564 66 640: 31%|### | 52/168 [00:09<00:22, 5.18it/s]
92/499 4.32G 0.01127 0.009915 0.004566 69 640: 31%|### | 52/168 [00:10<00:22, 5.18it/s]
92/499 4.32G 0.01127 0.009915 0.004566 69 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
92/499 4.32G 0.01127 0.009958 0.004558 83 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
92/499 4.32G 0.01127 0.009958 0.004558 83 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s]
92/499 4.32G 0.01125 0.009965 0.004534 68 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s]
92/499 4.32G 0.01125 0.009965 0.004534 68 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s]
92/499 4.32G 0.01128 0.00998 0.004561 67 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s]
92/499 4.32G 0.01128 0.00998 0.004561 67 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s]
92/499 4.32G 0.01127 0.009975 0.004629 68 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s]
92/499 4.32G 0.01127 0.009975 0.004629 68 640: 34%|###3 | 57/168 [00:10<00:20, 5.32it/s]
92/499 4.32G 0.0113 0.00998 0.004657 61 640: 34%|###3 | 57/168 [00:11<00:20, 5.32it/s]
92/499 4.32G 0.0113 0.00998 0.004657 61 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s]
92/499 4.32G 0.0113 0.009969 0.004634 69 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s]
92/499 4.32G 0.0113 0.009969 0.004634 69 640: 35%|###5 | 59/168 [00:11<00:20, 5.25it/s]
92/499 4.32G 0.0113 0.009992 0.004656 83 640: 35%|###5 | 59/168 [00:11<00:20, 5.25it/s]
92/499 4.32G 0.0113 0.009992 0.004656 83 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
92/499 4.32G 0.01132 0.01001 0.004676 75 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
92/499 4.32G 0.01132 0.01001 0.004676 75 640: 36%|###6 | 61/168 [00:11<00:20, 5.15it/s]
92/499 4.32G 0.01132 0.009991 0.004646 62 640: 36%|###6 | 61/168 [00:11<00:20, 5.15it/s]
92/499 4.32G 0.01132 0.009991 0.004646 62 640: 37%|###6 | 62/168 [00:11<00:20, 5.19it/s]
92/499 4.32G 0.01133 0.01 0.004627 71 640: 37%|###6 | 62/168 [00:12<00:20, 5.19it/s]
92/499 4.32G 0.01133 0.01 0.004627 71 640: 38%|###7 | 63/168 [00:12<00:20, 5.25it/s]
92/499 4.32G 0.01133 0.01 0.004626 68 640: 38%|###7 | 63/168 [00:12<00:20, 5.25it/s]
92/499 4.32G 0.01133 0.01 0.004626 68 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s]
92/499 4.32G 0.01134 0.01003 0.004593 74 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s]
92/499 4.32G 0.01134 0.01003 0.004593 74 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s]
92/499 4.32G 0.01135 0.01004 0.004613 70 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s]
92/499 4.32G 0.01135 0.01004 0.004613 70 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s]
92/499 4.32G 0.01132 0.01002 0.004653 72 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s]
92/499 4.32G 0.01132 0.01002 0.004653 72 640: 40%|###9 | 67/168 [00:12<00:19, 5.16it/s]
92/499 4.32G 0.01132 0.01006 0.004651 86 640: 40%|###9 | 67/168 [00:13<00:19, 5.16it/s]
92/499 4.32G 0.01132 0.01006 0.004651 86 640: 40%|#### | 68/168 [00:13<00:19, 5.22it/s]
92/499 4.32G 0.01131 0.01006 0.004652 67 640: 40%|#### | 68/168 [00:13<00:19, 5.22it/s]
92/499 4.32G 0.01131 0.01006 0.004652 67 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s]
92/499 4.32G 0.01131 0.01007 0.004635 68 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s]
92/499 4.32G 0.01131 0.01007 0.004635 68 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s]
92/499 4.32G 0.01134 0.01011 0.00464 69 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s]
92/499 4.32G 0.01134 0.01011 0.00464 69 640: 42%|####2 | 71/168 [00:13<00:18, 5.26it/s]
92/499 4.32G 0.01137 0.01006 0.004646 49 640: 42%|####2 | 71/168 [00:13<00:18, 5.26it/s]
92/499 4.32G 0.01137 0.01006 0.004646 49 640: 43%|####2 | 72/168 [00:13<00:18, 5.33it/s]
92/499 4.32G 0.01141 0.0101 0.004678 70 640: 43%|####2 | 72/168 [00:14<00:18, 5.33it/s]
92/499 4.32G 0.01141 0.0101 0.004678 70 640: 43%|####3 | 73/168 [00:14<00:18, 5.20it/s]
92/499 4.32G 0.0114 0.01009 0.004669 69 640: 43%|####3 | 73/168 [00:14<00:18, 5.20it/s]
92/499 4.32G 0.0114 0.01009 0.004669 69 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s]
92/499 4.32G 0.01139 0.01008 0.004635 63 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s]
92/499 4.32G 0.01139 0.01008 0.004635 63 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s]
92/499 4.32G 0.0114 0.01012 0.004615 85 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s]
92/499 4.32G 0.0114 0.01012 0.004615 85 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s]
92/499 4.32G 0.01139 0.01014 0.004574 77 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s]
92/499 4.32G 0.01139 0.01014 0.004574 77 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s]
92/499 4.32G 0.01138 0.01013 0.004545 70 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s]
92/499 4.32G 0.01138 0.01013 0.004545 70 640: 46%|####6 | 78/168 [00:14<00:16, 5.32it/s]
92/499 4.32G 0.01138 0.01012 0.004557 60 640: 46%|####6 | 78/168 [00:15<00:16, 5.32it/s]
92/499 4.32G 0.01138 0.01012 0.004557 60 640: 47%|####7 | 79/168 [00:15<00:17, 5.14it/s]
92/499 4.32G 0.01135 0.0101 0.004525 60 640: 47%|####7 | 79/168 [00:15<00:17, 5.14it/s]
92/499 4.32G 0.01135 0.0101 0.004525 60 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s]
92/499 4.32G 0.01136 0.01008 0.004501 60 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s]
92/499 4.32G 0.01136 0.01008 0.004501 60 640: 48%|####8 | 81/168 [00:15<00:16, 5.29it/s]
92/499 4.32G 0.01136 0.01007 0.004507 59 640: 48%|####8 | 81/168 [00:15<00:16, 5.29it/s]
92/499 4.32G 0.01136 0.01007 0.004507 59 640: 49%|####8 | 82/168 [00:15<00:16, 5.13it/s]
92/499 4.32G 0.01134 0.01006 0.004522 75 640: 49%|####8 | 82/168 [00:15<00:16, 5.13it/s]
92/499 4.32G 0.01134 0.01006 0.004522 75 640: 49%|####9 | 83/168 [00:15<00:16, 5.20it/s]
92/499 4.32G 0.01135 0.01009 0.004533 78 640: 49%|####9 | 83/168 [00:16<00:16, 5.20it/s]
92/499 4.32G 0.01135 0.01009 0.004533 78 640: 50%|##### | 84/168 [00:16<00:16, 5.24it/s]
92/499 4.32G 0.01139 0.01008 0.004576 69 640: 50%|##### | 84/168 [00:16<00:16, 5.24it/s]
92/499 4.32G 0.01139 0.01008 0.004576 69 640: 51%|##### | 85/168 [00:16<00:16, 5.10it/s]
92/499 4.32G 0.01139 0.01011 0.004563 77 640: 51%|##### | 85/168 [00:16<00:16, 5.10it/s]
92/499 4.32G 0.01139 0.01011 0.004563 77 640: 51%|#####1 | 86/168 [00:16<00:15, 5.16it/s]
92/499 4.32G 0.01137 0.01007 0.004562 61 640: 51%|#####1 | 86/168 [00:16<00:15, 5.16it/s]
92/499 4.32G 0.01137 0.01007 0.004562 61 640: 52%|#####1 | 87/168 [00:16<00:15, 5.24it/s]
92/499 4.32G 0.01138 0.01008 0.004564 68 640: 52%|#####1 | 87/168 [00:16<00:15, 5.24it/s]
92/499 4.32G 0.01138 0.01008 0.004564 68 640: 52%|#####2 | 88/168 [00:16<00:15, 5.10it/s]
92/499 4.32G 0.01139 0.01009 0.004589 66 640: 52%|#####2 | 88/168 [00:17<00:15, 5.10it/s]
92/499 4.32G 0.01139 0.01009 0.004589 66 640: 53%|#####2 | 89/168 [00:17<00:15, 5.19it/s]
92/499 4.32G 0.01141 0.0101 0.004582 79 640: 53%|#####2 | 89/168 [00:17<00:15, 5.19it/s]
92/499 4.32G 0.01141 0.0101 0.004582 79 640: 54%|#####3 | 90/168 [00:17<00:14, 5.27it/s]
92/499 4.32G 0.01142 0.01009 0.004565 65 640: 54%|#####3 | 90/168 [00:17<00:14, 5.27it/s]
92/499 4.32G 0.01142 0.01009 0.004565 65 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s]
92/499 4.32G 0.01142 0.01009 0.004543 65 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s]
92/499 4.32G 0.01142 0.01009 0.004543 65 640: 55%|#####4 | 92/168 [00:17<00:14, 5.23it/s]
92/499 4.32G 0.01143 0.01007 0.004556 57 640: 55%|#####4 | 92/168 [00:17<00:14, 5.23it/s]
92/499 4.32G 0.01143 0.01007 0.004556 57 640: 55%|#####5 | 93/168 [00:17<00:14, 5.18it/s]
92/499 4.32G 0.01142 0.01005 0.004542 57 640: 55%|#####5 | 93/168 [00:18<00:14, 5.18it/s]
92/499 4.32G 0.01142 0.01005 0.004542 57 640: 56%|#####5 | 94/168 [00:18<00:14, 5.04it/s]
92/499 4.32G 0.01143 0.01006 0.004544 72 640: 56%|#####5 | 94/168 [00:18<00:14, 5.04it/s]
92/499 4.32G 0.01143 0.01006 0.004544 72 640: 57%|#####6 | 95/168 [00:18<00:14, 5.16it/s]
92/499 4.32G 0.01142 0.01005 0.004519 67 640: 57%|#####6 | 95/168 [00:18<00:14, 5.16it/s]
92/499 4.32G 0.01142 0.01005 0.004519 67 640: 57%|#####7 | 96/168 [00:18<00:13, 5.27it/s]
92/499 4.32G 0.01141 0.01007 0.004508 84 640: 57%|#####7 | 96/168 [00:18<00:13, 5.27it/s]
92/499 4.32G 0.01141 0.01007 0.004508 84 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s]
92/499 4.32G 0.01141 0.01006 0.00448 62 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s]
92/499 4.32G 0.01141 0.01006 0.00448 62 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s]
92/499 4.32G 0.01141 0.01005 0.004512 65 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s]
92/499 4.32G 0.01141 0.01005 0.004512 65 640: 59%|#####8 | 99/168 [00:18<00:13, 5.30it/s]
92/499 4.32G 0.01141 0.01007 0.004539 75 640: 59%|#####8 | 99/168 [00:19<00:13, 5.30it/s]
92/499 4.32G 0.01141 0.01007 0.004539 75 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s]
92/499 4.32G 0.0114 0.01005 0.004529 67 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s]
92/499 4.32G 0.0114 0.01005 0.004529 67 640: 60%|###### | 101/168 [00:19<00:12, 5.25it/s]
92/499 4.32G 0.01141 0.01003 0.004512 54 640: 60%|###### | 101/168 [00:19<00:12, 5.25it/s]
92/499 4.32G 0.01141 0.01003 0.004512 54 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s]
92/499 4.32G 0.01142 0.01004 0.004537 60 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s]
92/499 4.32G 0.01142 0.01004 0.004537 60 640: 61%|######1 | 103/168 [00:19<00:12, 5.16it/s]
92/499 4.32G 0.0114 0.01003 0.004527 62 640: 61%|######1 | 103/168 [00:19<00:12, 5.16it/s]
92/499 4.32G 0.0114 0.01003 0.004527 62 640: 62%|######1 | 104/168 [00:19<00:12, 5.23it/s]
92/499 4.32G 0.0114 0.01002 0.004514 64 640: 62%|######1 | 104/168 [00:20<00:12, 5.23it/s]
92/499 4.32G 0.0114 0.01002 0.004514 64 640: 62%|######2 | 105/168 [00:20<00:11, 5.26it/s]
92/499 4.32G 0.0114 0.01005 0.004506 78 640: 62%|######2 | 105/168 [00:20<00:11, 5.26it/s]
92/499 4.32G 0.0114 0.01005 0.004506 78 640: 63%|######3 | 106/168 [00:20<00:12, 5.14it/s]
92/499 4.32G 0.01138 0.01003 0.004519 56 640: 63%|######3 | 106/168 [00:20<00:12, 5.14it/s]
92/499 4.32G 0.01138 0.01003 0.004519 56 640: 64%|######3 | 107/168 [00:20<00:11, 5.20it/s]
92/499 4.32G 0.01139 0.01003 0.004534 72 640: 64%|######3 | 107/168 [00:20<00:11, 5.20it/s]
92/499 4.32G 0.01139 0.01003 0.004534 72 640: 64%|######4 | 108/168 [00:20<00:11, 5.28it/s]
92/499 4.32G 0.01137 0.01002 0.004542 65 640: 64%|######4 | 108/168 [00:20<00:11, 5.28it/s]
92/499 4.32G 0.01137 0.01002 0.004542 65 640: 65%|######4 | 109/168 [00:20<00:11, 5.15it/s]
92/499 4.32G 0.01137 0.01003 0.004563 77 640: 65%|######4 | 109/168 [00:21<00:11, 5.15it/s]
92/499 4.32G 0.01137 0.01003 0.004563 77 640: 65%|######5 | 110/168 [00:21<00:11, 5.20it/s]
92/499 4.32G 0.01138 0.01003 0.004576 68 640: 65%|######5 | 110/168 [00:21<00:11, 5.20it/s]
92/499 4.32G 0.01138 0.01003 0.004576 68 640: 66%|######6 | 111/168 [00:21<00:10, 5.26it/s]
92/499 4.32G 0.01137 0.01003 0.004587 75 640: 66%|######6 | 111/168 [00:21<00:10, 5.26it/s]
92/499 4.32G 0.01137 0.01003 0.004587 75 640: 67%|######6 | 112/168 [00:21<00:10, 5.12it/s]
92/499 4.32G 0.01137 0.01002 0.004574 58 640: 67%|######6 | 112/168 [00:21<00:10, 5.12it/s]
92/499 4.32G 0.01137 0.01002 0.004574 58 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s]
92/499 4.32G 0.01137 0.01004 0.004565 90 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s]
92/499 4.32G 0.01137 0.01004 0.004565 90 640: 68%|######7 | 114/168 [00:21<00:10, 5.29it/s]
92/499 4.32G 0.01137 0.01004 0.004578 69 640: 68%|######7 | 114/168 [00:22<00:10, 5.29it/s]
92/499 4.32G 0.01137 0.01004 0.004578 69 640: 68%|######8 | 115/168 [00:22<00:10, 5.17it/s]
92/499 4.32G 0.01135 0.01004 0.004577 75 640: 68%|######8 | 115/168 [00:22<00:10, 5.17it/s]
92/499 4.32G 0.01135 0.01004 0.004577 75 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
92/499 4.32G 0.01134 0.01005 0.004561 80 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
92/499 4.32G 0.01134 0.01005 0.004561 80 640: 70%|######9 | 117/168 [00:22<00:09, 5.30it/s]
92/499 4.32G 0.01134 0.01008 0.004565 79 640: 70%|######9 | 117/168 [00:22<00:09, 5.30it/s]
92/499 4.32G 0.01134 0.01008 0.004565 79 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s]
92/499 4.32G 0.01134 0.01008 0.00457 65 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s]
92/499 4.32G 0.01134 0.01008 0.00457 65 640: 71%|####### | 119/168 [00:22<00:09, 5.25it/s]
92/499 4.32G 0.01134 0.01006 0.004554 68 640: 71%|####### | 119/168 [00:23<00:09, 5.25it/s]
92/499 4.32G 0.01134 0.01006 0.004554 68 640: 71%|#######1 | 120/168 [00:23<00:09, 5.31it/s]
92/499 4.32G 0.01134 0.01006 0.004563 73 640: 71%|#######1 | 120/168 [00:23<00:09, 5.31it/s]
92/499 4.32G 0.01134 0.01006 0.004563 73 640: 72%|#######2 | 121/168 [00:23<00:09, 5.14it/s]
92/499 4.32G 0.01133 0.01006 0.004562 72 640: 72%|#######2 | 121/168 [00:23<00:09, 5.14it/s]
92/499 4.32G 0.01133 0.01006 0.004562 72 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
92/499 4.32G 0.01132 0.01008 0.004572 94 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
92/499 4.32G 0.01132 0.01008 0.004572 94 640: 73%|#######3 | 123/168 [00:23<00:08, 5.27it/s]
92/499 4.32G 0.01132 0.01009 0.004576 76 640: 73%|#######3 | 123/168 [00:23<00:08, 5.27it/s]
92/499 4.32G 0.01132 0.01009 0.004576 76 640: 74%|#######3 | 124/168 [00:23<00:08, 5.15it/s]
92/499 4.32G 0.01131 0.0101 0.004575 80 640: 74%|#######3 | 124/168 [00:23<00:08, 5.15it/s]
92/499 4.32G 0.01131 0.0101 0.004575 80 640: 74%|#######4 | 125/168 [00:23<00:08, 5.23it/s]
92/499 4.32G 0.01131 0.01011 0.004565 81 640: 74%|#######4 | 125/168 [00:24<00:08, 5.23it/s]
92/499 4.32G 0.01131 0.01011 0.004565 81 640: 75%|#######5 | 126/168 [00:24<00:07, 5.25it/s]
92/499 4.32G 0.01131 0.01013 0.004552 77 640: 75%|#######5 | 126/168 [00:24<00:07, 5.25it/s]
92/499 4.32G 0.01131 0.01013 0.004552 77 640: 76%|#######5 | 127/168 [00:24<00:08, 5.12it/s]
92/499 4.32G 0.01131 0.01015 0.004536 83 640: 76%|#######5 | 127/168 [00:24<00:08, 5.12it/s]
92/499 4.32G 0.01131 0.01015 0.004536 83 640: 76%|#######6 | 128/168 [00:24<00:07, 5.14it/s]
92/499 4.32G 0.01132 0.01014 0.00457 61 640: 76%|#######6 | 128/168 [00:24<00:07, 5.14it/s]
92/499 4.32G 0.01132 0.01014 0.00457 61 640: 77%|#######6 | 129/168 [00:24<00:07, 5.23it/s]
92/499 4.32G 0.01131 0.01015 0.004564 78 640: 77%|#######6 | 129/168 [00:24<00:07, 5.23it/s]
92/499 4.32G 0.01131 0.01015 0.004564 78 640: 77%|#######7 | 130/168 [00:24<00:07, 5.05it/s]
92/499 4.32G 0.0113 0.01013 0.004555 64 640: 77%|#######7 | 130/168 [00:25<00:07, 5.05it/s]
92/499 4.32G 0.0113 0.01013 0.004555 64 640: 78%|#######7 | 131/168 [00:25<00:07, 5.14it/s]
92/499 4.32G 0.01131 0.01013 0.004568 62 640: 78%|#######7 | 131/168 [00:25<00:07, 5.14it/s]
92/499 4.32G 0.01131 0.01013 0.004568 62 640: 79%|#######8 | 132/168 [00:25<00:06, 5.23it/s]
92/499 4.32G 0.01131 0.01012 0.004578 64 640: 79%|#######8 | 132/168 [00:25<00:06, 5.23it/s]
92/499 4.32G 0.01131 0.01012 0.004578 64 640: 79%|#######9 | 133/168 [00:25<00:06, 5.08it/s]
92/499 4.32G 0.01131 0.01015 0.004582 89 640: 79%|#######9 | 133/168 [00:25<00:06, 5.08it/s]
92/499 4.32G 0.01131 0.01015 0.004582 89 640: 80%|#######9 | 134/168 [00:25<00:06, 5.15it/s]
92/499 4.32G 0.0113 0.01014 0.00456 67 640: 80%|#######9 | 134/168 [00:25<00:06, 5.15it/s]
92/499 4.32G 0.0113 0.01014 0.00456 67 640: 80%|######## | 135/168 [00:25<00:06, 5.19it/s]
92/499 4.32G 0.01132 0.01014 0.004562 65 640: 80%|######## | 135/168 [00:26<00:06, 5.19it/s]
92/499 4.32G 0.01132 0.01014 0.004562 65 640: 81%|######## | 136/168 [00:26<00:06, 5.06it/s]
92/499 4.32G 0.01132 0.01014 0.004546 65 640: 81%|######## | 136/168 [00:26<00:06, 5.06it/s]
92/499 4.32G 0.01132 0.01014 0.004546 65 640: 82%|########1 | 137/168 [00:26<00:05, 5.19it/s]
92/499 4.32G 0.01133 0.01012 0.004571 53 640: 82%|########1 | 137/168 [00:26<00:05, 5.19it/s]
92/499 4.32G 0.01133 0.01012 0.004571 53 640: 82%|########2 | 138/168 [00:26<00:05, 5.26it/s]
92/499 4.32G 0.01132 0.01013 0.004571 81 640: 82%|########2 | 138/168 [00:26<00:05, 5.26it/s]
92/499 4.32G 0.01132 0.01013 0.004571 81 640: 83%|########2 | 139/168 [00:26<00:05, 5.16it/s]
92/499 4.32G 0.01131 0.01013 0.004556 76 640: 83%|########2 | 139/168 [00:26<00:05, 5.16it/s]
92/499 4.32G 0.01131 0.01013 0.004556 76 640: 83%|########3 | 140/168 [00:26<00:05, 5.22it/s]
92/499 4.32G 0.01131 0.01012 0.004548 65 640: 83%|########3 | 140/168 [00:27<00:05, 5.22it/s]
92/499 4.32G 0.01131 0.01012 0.004548 65 640: 84%|########3 | 141/168 [00:27<00:05, 5.26it/s]
92/499 4.32G 0.01132 0.01012 0.004547 71 640: 84%|########3 | 141/168 [00:27<00:05, 5.26it/s]
92/499 4.32G 0.01132 0.01012 0.004547 71 640: 85%|########4 | 142/168 [00:27<00:05, 5.10it/s]
92/499 4.32G 0.01132 0.01012 0.004545 62 640: 85%|########4 | 142/168 [00:27<00:05, 5.10it/s]
92/499 4.32G 0.01132 0.01012 0.004545 62 640: 85%|########5 | 143/168 [00:27<00:04, 5.21it/s]
92/499 4.32G 0.01132 0.0101 0.004533 56 640: 85%|########5 | 143/168 [00:27<00:04, 5.21it/s]
92/499 4.32G 0.01132 0.0101 0.004533 56 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s]
92/499 4.32G 0.01132 0.01009 0.00453 72 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s]
92/499 4.32G 0.01132 0.01009 0.00453 72 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s]
92/499 4.32G 0.01132 0.0101 0.004557 89 640: 86%|########6 | 145/168 [00:28<00:04, 5.17it/s]
92/499 4.32G 0.01132 0.0101 0.004557 89 640: 87%|########6 | 146/168 [00:28<00:04, 5.25it/s]
92/499 4.32G 0.01132 0.0101 0.004557 56 640: 87%|########6 | 146/168 [00:28<00:04, 5.25it/s]
92/499 4.32G 0.01132 0.0101 0.004557 56 640: 88%|########7 | 147/168 [00:28<00:03, 5.31it/s]
92/499 4.32G 0.01131 0.01011 0.004575 82 640: 88%|########7 | 147/168 [00:28<00:03, 5.31it/s]
92/499 4.32G 0.01131 0.01011 0.004575 82 640: 88%|########8 | 148/168 [00:28<00:03, 5.10it/s]
92/499 4.32G 0.0113 0.01011 0.004571 65 640: 88%|########8 | 148/168 [00:28<00:03, 5.10it/s]
92/499 4.32G 0.0113 0.01011 0.004571 65 640: 89%|########8 | 149/168 [00:28<00:03, 5.19it/s]
92/499 4.32G 0.0113 0.01009 0.004575 65 640: 89%|########8 | 149/168 [00:28<00:03, 5.19it/s]
92/499 4.32G 0.0113 0.01009 0.004575 65 640: 89%|########9 | 150/168 [00:28<00:03, 5.27it/s]
92/499 4.32G 0.01129 0.01009 0.004561 63 640: 89%|########9 | 150/168 [00:28<00:03, 5.27it/s]
92/499 4.32G 0.01129 0.01009 0.004561 63 640: 90%|########9 | 151/168 [00:28<00:03, 5.15it/s]
92/499 4.32G 0.01129 0.01008 0.004579 61 640: 90%|########9 | 151/168 [00:29<00:03, 5.15it/s]
92/499 4.32G 0.01129 0.01008 0.004579 61 640: 90%|######### | 152/168 [00:29<00:03, 5.25it/s]
92/499 4.32G 0.01129 0.01009 0.004601 79 640: 90%|######### | 152/168 [00:29<00:03, 5.25it/s]
92/499 4.32G 0.01129 0.01009 0.004601 79 640: 91%|#########1| 153/168 [00:29<00:02, 5.24it/s]
92/499 4.32G 0.0113 0.0101 0.00461 77 640: 91%|#########1| 153/168 [00:29<00:02, 5.24it/s]
92/499 4.32G 0.0113 0.0101 0.00461 77 640: 92%|#########1| 154/168 [00:29<00:02, 5.11it/s]
92/499 4.32G 0.01131 0.01009 0.004595 64 640: 92%|#########1| 154/168 [00:29<00:02, 5.11it/s]
92/499 4.32G 0.01131 0.01009 0.004595 64 640: 92%|#########2| 155/168 [00:29<00:02, 5.20it/s]
92/499 4.32G 0.0113 0.0101 0.004599 68 640: 92%|#########2| 155/168 [00:29<00:02, 5.20it/s]
92/499 4.32G 0.0113 0.0101 0.004599 68 640: 93%|#########2| 156/168 [00:29<00:02, 5.26it/s]
92/499 4.32G 0.01129 0.01008 0.004601 59 640: 93%|#########2| 156/168 [00:30<00:02, 5.26it/s]
92/499 4.32G 0.01129 0.01008 0.004601 59 640: 93%|#########3| 157/168 [00:30<00:02, 5.14it/s]
92/499 4.32G 0.0113 0.01008 0.004586 65 640: 93%|#########3| 157/168 [00:30<00:02, 5.14it/s]
92/499 4.32G 0.0113 0.01008 0.004586 65 640: 94%|#########4| 158/168 [00:30<00:01, 5.22it/s]
92/499 4.32G 0.01129 0.01008 0.004586 67 640: 94%|#########4| 158/168 [00:30<00:01, 5.22it/s]
92/499 4.32G 0.01129 0.01008 0.004586 67 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s]
92/499 4.32G 0.01129 0.01005 0.004577 58 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s]
92/499 4.32G 0.01129 0.01005 0.004577 58 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s]
92/499 4.32G 0.0113 0.01006 0.00458 70 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s]
92/499 4.32G 0.0113 0.01006 0.00458 70 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
92/499 4.32G 0.01129 0.01005 0.004576 67 640: 96%|#########5| 161/168 [00:31<00:01, 5.26it/s]
92/499 4.32G 0.01129 0.01005 0.004576 67 640: 96%|#########6| 162/168 [00:31<00:01, 5.29it/s]
92/499 4.32G 0.01128 0.01005 0.004582 78 640: 96%|#########6| 162/168 [00:31<00:01, 5.29it/s]
92/499 4.32G 0.01128 0.01005 0.004582 78 640: 97%|#########7| 163/168 [00:31<00:00, 5.15it/s]
92/499 4.32G 0.01129 0.01006 0.004571 60 640: 97%|#########7| 163/168 [00:31<00:00, 5.15it/s]
92/499 4.32G 0.01129 0.01006 0.004571 60 640: 98%|#########7| 164/168 [00:31<00:00, 5.22it/s]
92/499 4.32G 0.01129 0.01006 0.004579 70 640: 98%|#########7| 164/168 [00:31<00:00, 5.22it/s]
92/499 4.32G 0.01129 0.01006 0.004579 70 640: 98%|#########8| 165/168 [00:31<00:00, 5.30it/s]
92/499 4.32G 0.0113 0.01008 0.00458 86 640: 98%|#########8| 165/168 [00:31<00:00, 5.30it/s]
92/499 4.32G 0.0113 0.01008 0.00458 86 640: 99%|#########8| 166/168 [00:31<00:00, 5.14it/s]
92/499 4.32G 0.01131 0.01009 0.004586 65 640: 99%|#########8| 166/168 [00:32<00:00, 5.14it/s]
92/499 4.32G 0.01131 0.01009 0.004586 65 640: 99%|#########9| 167/168 [00:32<00:00, 5.17it/s]
92/499 4.32G 0.01132 0.01007 0.004571 24 640: 99%|#########9| 167/168 [00:32<00:00, 5.17it/s]
92/499 4.32G 0.01132 0.01007 0.004571 24 640: 100%|##########| 168/168 [00:32<00:00, 5.35it/s]
92/499 4.32G 0.01132 0.01007 0.004571 24 640: 100%|##########| 168/168 [00:32<00:00, 5.21it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.76it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.85it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.87it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.85it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.42it/s]
all 132 263 0.845 0.848 0.869 0.742
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
93/499 4.32G 0.01237 0.01054 0.004585 76 640: 0%| | 0/168 [00:00<?, ?it/s]
93/499 4.32G 0.01237 0.01054 0.004585 76 640: 1%| | 1/168 [00:00<00:34, 4.86it/s]
93/499 4.32G 0.01271 0.009792 0.004822 56 640: 1%| | 1/168 [00:00<00:34, 4.86it/s]
93/499 4.32G 0.01271 0.009792 0.004822 56 640: 1%|1 | 2/168 [00:00<00:31, 5.21it/s]
93/499 4.32G 0.01216 0.01023 0.004748 81 640: 1%|1 | 2/168 [00:00<00:31, 5.21it/s]
93/499 4.32G 0.01216 0.01023 0.004748 81 640: 2%|1 | 3/168 [00:00<00:31, 5.31it/s]
93/499 4.32G 0.01189 0.009698 0.004732 61 640: 2%|1 | 3/168 [00:00<00:31, 5.31it/s]
93/499 4.32G 0.01189 0.009698 0.004732 61 640: 2%|2 | 4/168 [00:00<00:32, 5.11it/s]
93/499 4.32G 0.01185 0.009643 0.005372 68 640: 2%|2 | 4/168 [00:00<00:32, 5.11it/s]
93/499 4.32G 0.01185 0.009643 0.005372 68 640: 3%|2 | 5/168 [00:00<00:31, 5.21it/s]
93/499 4.32G 0.01147 0.009381 0.004909 66 640: 3%|2 | 5/168 [00:01<00:31, 5.21it/s]
93/499 4.32G 0.01147 0.009381 0.004909 66 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s]
93/499 4.32G 0.01158 0.009615 0.004872 71 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s]
93/499 4.32G 0.01158 0.009615 0.004872 71 640: 4%|4 | 7/168 [00:01<00:31, 5.13it/s]
93/499 4.32G 0.01159 0.009912 0.004928 73 640: 4%|4 | 7/168 [00:01<00:31, 5.13it/s]
93/499 4.32G 0.01159 0.009912 0.004928 73 640: 5%|4 | 8/168 [00:01<00:30, 5.20it/s]
93/499 4.32G 0.01174 0.01007 0.004802 76 640: 5%|4 | 8/168 [00:01<00:30, 5.20it/s]
93/499 4.32G 0.01174 0.01007 0.004802 76 640: 5%|5 | 9/168 [00:01<00:30, 5.26it/s]
93/499 4.32G 0.01181 0.01007 0.004779 56 640: 5%|5 | 9/168 [00:01<00:30, 5.26it/s]
93/499 4.32G 0.01181 0.01007 0.004779 56 640: 6%|5 | 10/168 [00:01<00:30, 5.14it/s]
93/499 4.32G 0.01168 0.01018 0.004685 79 640: 6%|5 | 10/168 [00:02<00:30, 5.14it/s]
93/499 4.32G 0.01168 0.01018 0.004685 79 640: 7%|6 | 11/168 [00:02<00:29, 5.25it/s]
93/499 4.32G 0.01161 0.01025 0.004505 80 640: 7%|6 | 11/168 [00:02<00:29, 5.25it/s]
93/499 4.32G 0.01161 0.01025 0.004505 80 640: 7%|7 | 12/168 [00:02<00:29, 5.27it/s]
93/499 4.32G 0.01153 0.01011 0.004553 56 640: 7%|7 | 12/168 [00:02<00:29, 5.27it/s]
93/499 4.32G 0.01153 0.01011 0.004553 56 640: 8%|7 | 13/168 [00:02<00:30, 5.12it/s]
93/499 4.32G 0.01162 0.01039 0.004428 82 640: 8%|7 | 13/168 [00:02<00:30, 5.12it/s]
93/499 4.32G 0.01162 0.01039 0.004428 82 640: 8%|8 | 14/168 [00:02<00:29, 5.15it/s]
93/499 4.32G 0.01161 0.01042 0.004427 74 640: 8%|8 | 14/168 [00:02<00:29, 5.15it/s]
93/499 4.32G 0.01161 0.01042 0.004427 74 640: 9%|8 | 15/168 [00:02<00:29, 5.23it/s]
93/499 4.32G 0.01154 0.01024 0.004384 63 640: 9%|8 | 15/168 [00:03<00:29, 5.23it/s]
93/499 4.32G 0.01154 0.01024 0.004384 63 640: 10%|9 | 16/168 [00:03<00:29, 5.13it/s]
93/499 4.32G 0.0114 0.0101 0.004514 65 640: 10%|9 | 16/168 [00:03<00:29, 5.13it/s]
93/499 4.32G 0.0114 0.0101 0.004514 65 640: 10%|# | 17/168 [00:03<00:28, 5.21it/s]
93/499 4.32G 0.01138 0.01012 0.004324 68 640: 10%|# | 17/168 [00:03<00:28, 5.21it/s]
93/499 4.32G 0.01138 0.01012 0.004324 68 640: 11%|# | 18/168 [00:03<00:28, 5.29it/s]
93/499 4.32G 0.01133 0.009983 0.004157 57 640: 11%|# | 18/168 [00:03<00:28, 5.29it/s]
93/499 4.32G 0.01133 0.009983 0.004157 57 640: 11%|#1 | 19/168 [00:03<00:28, 5.14it/s]
93/499 4.32G 0.01143 0.009931 0.00434 53 640: 11%|#1 | 19/168 [00:03<00:28, 5.14it/s]
93/499 4.32G 0.01143 0.009931 0.00434 53 640: 12%|#1 | 20/168 [00:03<00:28, 5.22it/s]
93/499 4.32G 0.01146 0.01004 0.004269 83 640: 12%|#1 | 20/168 [00:04<00:28, 5.22it/s]
93/499 4.32G 0.01146 0.01004 0.004269 83 640: 12%|#2 | 21/168 [00:04<00:27, 5.27it/s]
93/499 4.32G 0.01142 0.01009 0.004206 80 640: 12%|#2 | 21/168 [00:04<00:27, 5.27it/s]
93/499 4.32G 0.01142 0.01009 0.004206 80 640: 13%|#3 | 22/168 [00:04<00:28, 5.13it/s]
93/499 4.32G 0.0115 0.01003 0.004273 65 640: 13%|#3 | 22/168 [00:04<00:28, 5.13it/s]
93/499 4.32G 0.0115 0.01003 0.004273 65 640: 14%|#3 | 23/168 [00:04<00:27, 5.21it/s]
93/499 4.32G 0.01154 0.01007 0.004197 73 640: 14%|#3 | 23/168 [00:04<00:27, 5.21it/s]
93/499 4.32G 0.01154 0.01007 0.004197 73 640: 14%|#4 | 24/168 [00:04<00:27, 5.28it/s]
93/499 4.32G 0.01148 0.01005 0.004238 67 640: 14%|#4 | 24/168 [00:04<00:27, 5.28it/s]
93/499 4.32G 0.01148 0.01005 0.004238 67 640: 15%|#4 | 25/168 [00:04<00:27, 5.13it/s]
93/499 4.32G 0.01152 0.01006 0.004318 65 640: 15%|#4 | 25/168 [00:05<00:27, 5.13it/s]
93/499 4.32G 0.01152 0.01006 0.004318 65 640: 15%|#5 | 26/168 [00:05<00:27, 5.17it/s]
93/499 4.32G 0.01147 0.01005 0.004496 59 640: 15%|#5 | 26/168 [00:05<00:27, 5.17it/s]
93/499 4.32G 0.01147 0.01005 0.004496 59 640: 16%|#6 | 27/168 [00:05<00:26, 5.26it/s]
93/499 4.32G 0.01144 0.01007 0.00445 70 640: 16%|#6 | 27/168 [00:05<00:26, 5.26it/s]
93/499 4.32G 0.01144 0.01007 0.00445 70 640: 17%|#6 | 28/168 [00:05<00:27, 5.13it/s]
93/499 4.32G 0.01148 0.0101 0.004387 62 640: 17%|#6 | 28/168 [00:05<00:27, 5.13it/s]
93/499 4.32G 0.01148 0.0101 0.004387 62 640: 17%|#7 | 29/168 [00:05<00:26, 5.21it/s]
93/499 4.32G 0.01149 0.01016 0.004329 88 640: 17%|#7 | 29/168 [00:05<00:26, 5.21it/s]
93/499 4.32G 0.01149 0.01016 0.004329 88 640: 18%|#7 | 30/168 [00:05<00:26, 5.26it/s]
93/499 4.32G 0.01155 0.01014 0.00439 63 640: 18%|#7 | 30/168 [00:05<00:26, 5.26it/s]
93/499 4.32G 0.01155 0.01014 0.00439 63 640: 18%|#8 | 31/168 [00:05<00:26, 5.16it/s]
93/499 4.32G 0.01161 0.01021 0.00442 83 640: 18%|#8 | 31/168 [00:06<00:26, 5.16it/s]
93/499 4.32G 0.01161 0.01021 0.00442 83 640: 19%|#9 | 32/168 [00:06<00:25, 5.23it/s]
93/499 4.32G 0.01161 0.01028 0.004426 77 640: 19%|#9 | 32/168 [00:06<00:25, 5.23it/s]
93/499 4.32G 0.01161 0.01028 0.004426 77 640: 20%|#9 | 33/168 [00:06<00:25, 5.29it/s]
93/499 4.32G 0.01159 0.01023 0.004451 57 640: 20%|#9 | 33/168 [00:06<00:25, 5.29it/s]
93/499 4.32G 0.01159 0.01023 0.004451 57 640: 20%|## | 34/168 [00:06<00:26, 5.14it/s]
93/499 4.32G 0.01156 0.01026 0.004394 83 640: 20%|## | 34/168 [00:06<00:26, 5.14it/s]
93/499 4.32G 0.01156 0.01026 0.004394 83 640: 21%|## | 35/168 [00:06<00:25, 5.14it/s]
93/499 4.32G 0.0116 0.01027 0.004304 64 640: 21%|## | 35/168 [00:06<00:25, 5.14it/s]
93/499 4.32G 0.0116 0.01027 0.004304 64 640: 21%|##1 | 36/168 [00:06<00:25, 5.23it/s]
93/499 4.32G 0.0116 0.01028 0.004283 69 640: 21%|##1 | 36/168 [00:07<00:25, 5.23it/s]
93/499 4.32G 0.0116 0.01028 0.004283 69 640: 22%|##2 | 37/168 [00:07<00:25, 5.11it/s]
93/499 4.32G 0.0116 0.01029 0.004277 69 640: 22%|##2 | 37/168 [00:07<00:25, 5.11it/s]
93/499 4.32G 0.0116 0.01029 0.004277 69 640: 23%|##2 | 38/168 [00:07<00:25, 5.17it/s]
93/499 4.32G 0.01157 0.01029 0.004275 80 640: 23%|##2 | 38/168 [00:07<00:25, 5.17it/s]
93/499 4.32G 0.01157 0.01029 0.004275 80 640: 23%|##3 | 39/168 [00:07<00:24, 5.24it/s]
93/499 4.32G 0.01155 0.01022 0.004274 55 640: 23%|##3 | 39/168 [00:07<00:24, 5.24it/s]
93/499 4.32G 0.01155 0.01022 0.004274 55 640: 24%|##3 | 40/168 [00:07<00:25, 5.12it/s]
93/499 4.32G 0.01157 0.01024 0.004249 64 640: 24%|##3 | 40/168 [00:07<00:25, 5.12it/s]
93/499 4.32G 0.01157 0.01024 0.004249 64 640: 24%|##4 | 41/168 [00:07<00:24, 5.18it/s]
93/499 4.32G 0.01154 0.0102 0.004286 62 640: 24%|##4 | 41/168 [00:08<00:24, 5.18it/s]
93/499 4.32G 0.01154 0.0102 0.004286 62 640: 25%|##5 | 42/168 [00:08<00:23, 5.26it/s]
93/499 4.32G 0.01154 0.0102 0.004271 72 640: 25%|##5 | 42/168 [00:08<00:23, 5.26it/s]
93/499 4.32G 0.01154 0.0102 0.004271 72 640: 26%|##5 | 43/168 [00:08<00:24, 5.15it/s]
93/499 4.32G 0.01155 0.01018 0.004251 67 640: 26%|##5 | 43/168 [00:08<00:24, 5.15it/s]
93/499 4.32G 0.01155 0.01018 0.004251 67 640: 26%|##6 | 44/168 [00:08<00:23, 5.19it/s]
93/499 4.32G 0.01154 0.01015 0.004173 52 640: 26%|##6 | 44/168 [00:08<00:23, 5.19it/s]
93/499 4.32G 0.01154 0.01015 0.004173 52 640: 27%|##6 | 45/168 [00:08<00:23, 5.25it/s]
93/499 4.32G 0.01153 0.01016 0.004207 80 640: 27%|##6 | 45/168 [00:08<00:23, 5.25it/s]
93/499 4.32G 0.01153 0.01016 0.004207 80 640: 27%|##7 | 46/168 [00:08<00:23, 5.12it/s]
93/499 4.32G 0.01154 0.01014 0.004228 61 640: 27%|##7 | 46/168 [00:09<00:23, 5.12it/s]
93/499 4.32G 0.01154 0.01014 0.004228 61 640: 28%|##7 | 47/168 [00:09<00:23, 5.20it/s]
93/499 4.32G 0.01152 0.01009 0.004181 53 640: 28%|##7 | 47/168 [00:09<00:23, 5.20it/s]
93/499 4.32G 0.01152 0.01009 0.004181 53 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s]
93/499 4.32G 0.0115 0.0101 0.004234 70 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s]
93/499 4.32G 0.0115 0.0101 0.004234 70 640: 29%|##9 | 49/168 [00:09<00:23, 5.09it/s]
93/499 4.32G 0.01147 0.01007 0.004252 61 640: 29%|##9 | 49/168 [00:09<00:23, 5.09it/s]
93/499 4.32G 0.01147 0.01007 0.004252 61 640: 30%|##9 | 50/168 [00:09<00:22, 5.19it/s]
93/499 4.32G 0.01146 0.01008 0.0043 72 640: 30%|##9 | 50/168 [00:09<00:22, 5.19it/s]
93/499 4.32G 0.01146 0.01008 0.0043 72 640: 30%|### | 51/168 [00:09<00:22, 5.18it/s]
93/499 4.32G 0.01144 0.01007 0.004282 63 640: 30%|### | 51/168 [00:10<00:22, 5.18it/s]
93/499 4.32G 0.01144 0.01007 0.004282 63 640: 31%|### | 52/168 [00:10<00:22, 5.08it/s]
93/499 4.32G 0.01143 0.01011 0.004268 91 640: 31%|### | 52/168 [00:10<00:22, 5.08it/s]
93/499 4.32G 0.01143 0.01011 0.004268 91 640: 32%|###1 | 53/168 [00:10<00:22, 5.18it/s]
93/499 4.32G 0.0114 0.0101 0.00426 74 640: 32%|###1 | 53/168 [00:10<00:22, 5.18it/s]
93/499 4.32G 0.0114 0.0101 0.00426 74 640: 32%|###2 | 54/168 [00:10<00:21, 5.23it/s]
93/499 4.32G 0.01138 0.01008 0.004277 70 640: 32%|###2 | 54/168 [00:10<00:21, 5.23it/s]
93/499 4.32G 0.01138 0.01008 0.004277 70 640: 33%|###2 | 55/168 [00:10<00:22, 5.11it/s]
93/499 4.32G 0.01135 0.01014 0.004257 93 640: 33%|###2 | 55/168 [00:10<00:22, 5.11it/s]
93/499 4.32G 0.01135 0.01014 0.004257 93 640: 33%|###3 | 56/168 [00:10<00:21, 5.21it/s]
93/499 4.32G 0.01135 0.01014 0.004255 74 640: 33%|###3 | 56/168 [00:10<00:21, 5.21it/s]
93/499 4.32G 0.01135 0.01014 0.004255 74 640: 34%|###3 | 57/168 [00:10<00:21, 5.26it/s]
93/499 4.32G 0.01135 0.01015 0.004261 64 640: 34%|###3 | 57/168 [00:11<00:21, 5.26it/s]
93/499 4.32G 0.01135 0.01015 0.004261 64 640: 35%|###4 | 58/168 [00:11<00:21, 5.13it/s]
93/499 4.32G 0.01133 0.01013 0.004237 73 640: 35%|###4 | 58/168 [00:11<00:21, 5.13it/s]
93/499 4.32G 0.01133 0.01013 0.004237 73 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s]
93/499 4.32G 0.01133 0.01016 0.004206 74 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s]
93/499 4.32G 0.01133 0.01016 0.004206 74 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s]
93/499 4.32G 0.01136 0.01019 0.004178 78 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s]
93/499 4.32G 0.01136 0.01019 0.004178 78 640: 36%|###6 | 61/168 [00:11<00:20, 5.13it/s]
93/499 4.32G 0.01134 0.01017 0.004153 70 640: 36%|###6 | 61/168 [00:11<00:20, 5.13it/s]
93/499 4.32G 0.01134 0.01017 0.004153 70 640: 37%|###6 | 62/168 [00:11<00:20, 5.22it/s]
93/499 4.32G 0.01134 0.01018 0.004166 76 640: 37%|###6 | 62/168 [00:12<00:20, 5.22it/s]
93/499 4.32G 0.01134 0.01018 0.004166 76 640: 38%|###7 | 63/168 [00:12<00:19, 5.29it/s]
93/499 4.32G 0.01134 0.01018 0.004199 61 640: 38%|###7 | 63/168 [00:12<00:19, 5.29it/s]
93/499 4.32G 0.01134 0.01018 0.004199 61 640: 38%|###8 | 64/168 [00:12<00:20, 5.07it/s]
93/499 4.32G 0.01136 0.01016 0.004215 63 640: 38%|###8 | 64/168 [00:12<00:20, 5.07it/s]
93/499 4.32G 0.01136 0.01016 0.004215 63 640: 39%|###8 | 65/168 [00:12<00:19, 5.17it/s]
93/499 4.32G 0.01134 0.01017 0.004187 80 640: 39%|###8 | 65/168 [00:12<00:19, 5.17it/s]
93/499 4.32G 0.01134 0.01017 0.004187 80 640: 39%|###9 | 66/168 [00:12<00:19, 5.26it/s]
93/499 4.32G 0.01136 0.01017 0.004185 62 640: 39%|###9 | 66/168 [00:12<00:19, 5.26it/s]
93/499 4.32G 0.01136 0.01017 0.004185 62 640: 40%|###9 | 67/168 [00:12<00:19, 5.11it/s]
93/499 4.32G 0.01136 0.01017 0.004164 70 640: 40%|###9 | 67/168 [00:13<00:19, 5.11it/s]
93/499 4.32G 0.01136 0.01017 0.004164 70 640: 40%|#### | 68/168 [00:13<00:19, 5.19it/s]
93/499 4.32G 0.01135 0.01016 0.004137 65 640: 40%|#### | 68/168 [00:13<00:19, 5.19it/s]
93/499 4.32G 0.01135 0.01016 0.004137 65 640: 41%|####1 | 69/168 [00:13<00:18, 5.26it/s]
93/499 4.32G 0.01137 0.01016 0.004156 69 640: 41%|####1 | 69/168 [00:13<00:18, 5.26it/s]
93/499 4.32G 0.01137 0.01016 0.004156 69 640: 42%|####1 | 70/168 [00:13<00:19, 5.14it/s]
93/499 4.32G 0.01139 0.01017 0.004138 66 640: 42%|####1 | 70/168 [00:13<00:19, 5.14it/s]
93/499 4.32G 0.01139 0.01017 0.004138 66 640: 42%|####2 | 71/168 [00:13<00:18, 5.22it/s]
93/499 4.32G 0.01136 0.01016 0.004146 68 640: 42%|####2 | 71/168 [00:13<00:18, 5.22it/s]
93/499 4.32G 0.01136 0.01016 0.004146 68 640: 43%|####2 | 72/168 [00:13<00:18, 5.31it/s]
93/499 4.32G 0.01135 0.01015 0.004159 74 640: 43%|####2 | 72/168 [00:14<00:18, 5.31it/s]
93/499 4.32G 0.01135 0.01015 0.004159 74 640: 43%|####3 | 73/168 [00:14<00:18, 5.10it/s]
93/499 4.32G 0.01136 0.01019 0.004127 73 640: 43%|####3 | 73/168 [00:14<00:18, 5.10it/s]
93/499 4.32G 0.01136 0.01019 0.004127 73 640: 44%|####4 | 74/168 [00:14<00:18, 5.18it/s]
93/499 4.32G 0.01134 0.01018 0.004107 74 640: 44%|####4 | 74/168 [00:14<00:18, 5.18it/s]
93/499 4.32G 0.01134 0.01018 0.004107 74 640: 45%|####4 | 75/168 [00:14<00:17, 5.25it/s]
93/499 4.32G 0.01131 0.01018 0.004109 70 640: 45%|####4 | 75/168 [00:14<00:17, 5.25it/s]
93/499 4.32G 0.01131 0.01018 0.004109 70 640: 45%|####5 | 76/168 [00:14<00:17, 5.14it/s]
93/499 4.32G 0.01131 0.01018 0.004119 66 640: 45%|####5 | 76/168 [00:14<00:17, 5.14it/s]
93/499 4.32G 0.01131 0.01018 0.004119 66 640: 46%|####5 | 77/168 [00:14<00:17, 5.24it/s]
93/499 4.32G 0.0113 0.01019 0.00409 62 640: 46%|####5 | 77/168 [00:15<00:17, 5.24it/s]
93/499 4.32G 0.0113 0.01019 0.00409 62 640: 46%|####6 | 78/168 [00:15<00:17, 5.27it/s]
93/499 4.32G 0.01128 0.01019 0.004095 68 640: 46%|####6 | 78/168 [00:15<00:17, 5.27it/s]
93/499 4.32G 0.01128 0.01019 0.004095 68 640: 47%|####7 | 79/168 [00:15<00:17, 5.15it/s]
93/499 4.32G 0.01128 0.01016 0.004137 66 640: 47%|####7 | 79/168 [00:15<00:17, 5.15it/s]
93/499 4.32G 0.01128 0.01016 0.004137 66 640: 48%|####7 | 80/168 [00:15<00:16, 5.21it/s]
93/499 4.32G 0.0113 0.01018 0.004148 74 640: 48%|####7 | 80/168 [00:15<00:16, 5.21it/s]
93/499 4.32G 0.0113 0.01018 0.004148 74 640: 48%|####8 | 81/168 [00:15<00:16, 5.25it/s]
93/499 4.32G 0.0113 0.01016 0.004153 71 640: 48%|####8 | 81/168 [00:15<00:16, 5.25it/s]
93/499 4.32G 0.0113 0.01016 0.004153 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.13it/s]
93/499 4.32G 0.01129 0.01015 0.004176 60 640: 49%|####8 | 82/168 [00:15<00:16, 5.13it/s]
93/499 4.32G 0.01129 0.01015 0.004176 60 640: 49%|####9 | 83/168 [00:15<00:16, 5.22it/s]
93/499 4.32G 0.0113 0.01016 0.004176 69 640: 49%|####9 | 83/168 [00:16<00:16, 5.22it/s]
93/499 4.32G 0.0113 0.01016 0.004176 69 640: 50%|##### | 84/168 [00:16<00:15, 5.25it/s]
93/499 4.32G 0.0113 0.01016 0.004173 72 640: 50%|##### | 84/168 [00:16<00:15, 5.25it/s]
93/499 4.32G 0.0113 0.01016 0.004173 72 640: 51%|##### | 85/168 [00:16<00:16, 5.11it/s]
93/499 4.32G 0.0113 0.01017 0.004172 80 640: 51%|##### | 85/168 [00:16<00:16, 5.11it/s]
93/499 4.32G 0.0113 0.01017 0.004172 80 640: 51%|#####1 | 86/168 [00:16<00:15, 5.20it/s]
93/499 4.32G 0.01129 0.01018 0.00418 69 640: 51%|#####1 | 86/168 [00:16<00:15, 5.20it/s]
93/499 4.32G 0.01129 0.01018 0.00418 69 640: 52%|#####1 | 87/168 [00:16<00:15, 5.25it/s]
93/499 4.32G 0.01128 0.01015 0.004187 57 640: 52%|#####1 | 87/168 [00:16<00:15, 5.25it/s]
93/499 4.32G 0.01128 0.01015 0.004187 57 640: 52%|#####2 | 88/168 [00:16<00:15, 5.13it/s]
93/499 4.32G 0.01129 0.01016 0.004223 67 640: 52%|#####2 | 88/168 [00:17<00:15, 5.13it/s]
93/499 4.32G 0.01129 0.01016 0.004223 67 640: 53%|#####2 | 89/168 [00:17<00:15, 5.14it/s]
93/499 4.32G 0.01129 0.01015 0.004213 69 640: 53%|#####2 | 89/168 [00:17<00:15, 5.14it/s]
93/499 4.32G 0.01129 0.01015 0.004213 69 640: 54%|#####3 | 90/168 [00:17<00:14, 5.21it/s]
93/499 4.32G 0.01129 0.01013 0.004251 55 640: 54%|#####3 | 90/168 [00:17<00:14, 5.21it/s]
93/499 4.32G 0.01129 0.01013 0.004251 55 640: 54%|#####4 | 91/168 [00:17<00:15, 5.05it/s]
93/499 4.32G 0.01129 0.01016 0.004247 84 640: 54%|#####4 | 91/168 [00:17<00:15, 5.05it/s]
93/499 4.32G 0.01129 0.01016 0.004247 84 640: 55%|#####4 | 92/168 [00:17<00:14, 5.13it/s]
93/499 4.32G 0.01129 0.01015 0.004248 63 640: 55%|#####4 | 92/168 [00:17<00:14, 5.13it/s]
93/499 4.32G 0.01129 0.01015 0.004248 63 640: 55%|#####5 | 93/168 [00:17<00:14, 5.17it/s]
93/499 4.32G 0.01127 0.01015 0.004249 74 640: 55%|#####5 | 93/168 [00:18<00:14, 5.17it/s]
93/499 4.32G 0.01127 0.01015 0.004249 74 640: 56%|#####5 | 94/168 [00:18<00:14, 5.06it/s]
93/499 4.32G 0.01129 0.01014 0.004231 62 640: 56%|#####5 | 94/168 [00:18<00:14, 5.06it/s]
93/499 4.32G 0.01129 0.01014 0.004231 62 640: 57%|#####6 | 95/168 [00:18<00:14, 5.15it/s]
93/499 4.32G 0.01127 0.01013 0.004223 72 640: 57%|#####6 | 95/168 [00:18<00:14, 5.15it/s]
93/499 4.32G 0.01127 0.01013 0.004223 72 640: 57%|#####7 | 96/168 [00:18<00:13, 5.24it/s]
93/499 4.32G 0.01129 0.01012 0.004202 66 640: 57%|#####7 | 96/168 [00:18<00:13, 5.24it/s]
93/499 4.32G 0.01129 0.01012 0.004202 66 640: 58%|#####7 | 97/168 [00:18<00:13, 5.12it/s]
93/499 4.32G 0.01129 0.01013 0.004223 75 640: 58%|#####7 | 97/168 [00:18<00:13, 5.12it/s]
93/499 4.32G 0.01129 0.01013 0.004223 75 640: 58%|#####8 | 98/168 [00:18<00:13, 5.15it/s]
93/499 4.32G 0.01127 0.01008 0.004228 57 640: 58%|#####8 | 98/168 [00:19<00:13, 5.15it/s]
93/499 4.32G 0.01127 0.01008 0.004228 57 640: 59%|#####8 | 99/168 [00:19<00:13, 5.24it/s]
93/499 4.32G 0.01125 0.01006 0.004226 68 640: 59%|#####8 | 99/168 [00:19<00:13, 5.24it/s]
93/499 4.32G 0.01125 0.01006 0.004226 68 640: 60%|#####9 | 100/168 [00:19<00:13, 5.14it/s]
93/499 4.32G 0.01125 0.01006 0.004206 68 640: 60%|#####9 | 100/168 [00:19<00:13, 5.14it/s]
93/499 4.32G 0.01125 0.01006 0.004206 68 640: 60%|###### | 101/168 [00:19<00:12, 5.23it/s]
93/499 4.32G 0.01125 0.01006 0.004206 61 640: 60%|###### | 101/168 [00:19<00:12, 5.23it/s]
93/499 4.32G 0.01125 0.01006 0.004206 61 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s]
93/499 4.32G 0.01125 0.01008 0.00421 84 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s]
93/499 4.32G 0.01125 0.01008 0.00421 84 640: 61%|######1 | 103/168 [00:19<00:12, 5.16it/s]
93/499 4.32G 0.01124 0.01006 0.004197 58 640: 61%|######1 | 103/168 [00:20<00:12, 5.16it/s]
93/499 4.32G 0.01124 0.01006 0.004197 58 640: 62%|######1 | 104/168 [00:20<00:12, 5.23it/s]
93/499 4.32G 0.01124 0.01006 0.004176 63 640: 62%|######1 | 104/168 [00:20<00:12, 5.23it/s]
93/499 4.32G 0.01124 0.01006 0.004176 63 640: 62%|######2 | 105/168 [00:20<00:11, 5.29it/s]
93/499 4.32G 0.01124 0.01003 0.004175 55 640: 62%|######2 | 105/168 [00:20<00:11, 5.29it/s]
93/499 4.32G 0.01124 0.01003 0.004175 55 640: 63%|######3 | 106/168 [00:20<00:12, 5.11it/s]
93/499 4.32G 0.01125 0.01002 0.004181 68 640: 63%|######3 | 106/168 [00:20<00:12, 5.11it/s]
93/499 4.32G 0.01125 0.01002 0.004181 68 640: 64%|######3 | 107/168 [00:20<00:11, 5.20it/s]
93/499 4.32G 0.01124 0.01003 0.004177 75 640: 64%|######3 | 107/168 [00:20<00:11, 5.20it/s]
93/499 4.32G 0.01124 0.01003 0.004177 75 640: 64%|######4 | 108/168 [00:20<00:11, 5.28it/s]
93/499 4.32G 0.01124 0.01002 0.004189 57 640: 64%|######4 | 108/168 [00:21<00:11, 5.28it/s]
93/499 4.32G 0.01124 0.01002 0.004189 57 640: 65%|######4 | 109/168 [00:21<00:11, 5.14it/s]
93/499 4.32G 0.01124 0.01002 0.004199 73 640: 65%|######4 | 109/168 [00:21<00:11, 5.14it/s]
93/499 4.32G 0.01124 0.01002 0.004199 73 640: 65%|######5 | 110/168 [00:21<00:11, 5.23it/s]
93/499 4.32G 0.01124 0.01001 0.004233 60 640: 65%|######5 | 110/168 [00:21<00:11, 5.23it/s]
93/499 4.32G 0.01124 0.01001 0.004233 60 640: 66%|######6 | 111/168 [00:21<00:10, 5.25it/s]
93/499 4.32G 0.01123 0.01 0.004209 65 640: 66%|######6 | 111/168 [00:21<00:10, 5.25it/s]
93/499 4.32G 0.01123 0.01 0.004209 65 640: 67%|######6 | 112/168 [00:21<00:10, 5.12it/s]
93/499 4.32G 0.01122 0.01 0.004213 67 640: 67%|######6 | 112/168 [00:21<00:10, 5.12it/s]
93/499 4.32G 0.01122 0.01 0.004213 67 640: 67%|######7 | 113/168 [00:21<00:10, 5.22it/s]
93/499 4.32G 0.01122 0.01001 0.004207 75 640: 67%|######7 | 113/168 [00:21<00:10, 5.22it/s]
93/499 4.32G 0.01122 0.01001 0.004207 75 640: 68%|######7 | 114/168 [00:21<00:10, 5.26it/s]
93/499 4.32G 0.01121 0.01 0.004208 75 640: 68%|######7 | 114/168 [00:22<00:10, 5.26it/s]
93/499 4.32G 0.01121 0.01 0.004208 75 640: 68%|######8 | 115/168 [00:22<00:10, 5.14it/s]
93/499 4.32G 0.01121 0.01 0.0042 73 640: 68%|######8 | 115/168 [00:22<00:10, 5.14it/s]
93/499 4.32G 0.01121 0.01 0.0042 73 640: 69%|######9 | 116/168 [00:22<00:09, 5.23it/s]
93/499 4.32G 0.01121 0.009998 0.004185 68 640: 69%|######9 | 116/168 [00:22<00:09, 5.23it/s]
93/499 4.32G 0.01121 0.009998 0.004185 68 640: 70%|######9 | 117/168 [00:22<00:09, 5.30it/s]
93/499 4.32G 0.01121 0.009988 0.00418 66 640: 70%|######9 | 117/168 [00:22<00:09, 5.30it/s]
93/499 4.32G 0.01121 0.009988 0.00418 66 640: 70%|####### | 118/168 [00:22<00:09, 5.13it/s]
93/499 4.32G 0.01121 0.009992 0.004187 74 640: 70%|####### | 118/168 [00:22<00:09, 5.13it/s]
93/499 4.32G 0.01121 0.009992 0.004187 74 640: 71%|####### | 119/168 [00:22<00:09, 5.21it/s]
93/499 4.32G 0.01119 0.009971 0.004187 63 640: 71%|####### | 119/168 [00:23<00:09, 5.21it/s]
93/499 4.32G 0.01119 0.009971 0.004187 63 640: 71%|#######1 | 120/168 [00:23<00:09, 5.29it/s]
93/499 4.32G 0.01122 0.009968 0.004193 67 640: 71%|#######1 | 120/168 [00:23<00:09, 5.29it/s]
93/499 4.32G 0.01122 0.009968 0.004193 67 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
93/499 4.32G 0.01122 0.009962 0.004235 65 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
93/499 4.32G 0.01122 0.009962 0.004235 65 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
93/499 4.32G 0.01122 0.009951 0.004249 67 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
93/499 4.32G 0.01122 0.009951 0.004249 67 640: 73%|#######3 | 123/168 [00:23<00:08, 5.29it/s]
93/499 4.32G 0.01123 0.009952 0.004244 65 640: 73%|#######3 | 123/168 [00:23<00:08, 5.29it/s]
93/499 4.32G 0.01123 0.009952 0.004244 65 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s]
93/499 4.32G 0.01125 0.009987 0.004229 93 640: 74%|#######3 | 124/168 [00:24<00:08, 5.16it/s]
93/499 4.32G 0.01125 0.009987 0.004229 93 640: 74%|#######4 | 125/168 [00:24<00:08, 5.22it/s]
93/499 4.32G 0.01124 0.00999 0.00421 77 640: 74%|#######4 | 125/168 [00:24<00:08, 5.22it/s]
93/499 4.32G 0.01124 0.00999 0.00421 77 640: 75%|#######5 | 126/168 [00:24<00:07, 5.25it/s]
93/499 4.32G 0.01125 0.009984 0.004209 57 640: 75%|#######5 | 126/168 [00:24<00:07, 5.25it/s]
93/499 4.32G 0.01125 0.009984 0.004209 57 640: 76%|#######5 | 127/168 [00:24<00:08, 5.08it/s]
93/499 4.32G 0.01124 0.00996 0.004234 57 640: 76%|#######5 | 127/168 [00:24<00:08, 5.08it/s]
93/499 4.32G 0.01124 0.00996 0.004234 57 640: 76%|#######6 | 128/168 [00:24<00:07, 5.17it/s]
93/499 4.32G 0.01124 0.009956 0.004228 67 640: 76%|#######6 | 128/168 [00:24<00:07, 5.17it/s]
93/499 4.32G 0.01124 0.009956 0.004228 67 640: 77%|#######6 | 129/168 [00:24<00:07, 5.25it/s]
93/499 4.32G 0.01124 0.009951 0.004253 70 640: 77%|#######6 | 129/168 [00:25<00:07, 5.25it/s]
93/499 4.32G 0.01124 0.009951 0.004253 70 640: 77%|#######7 | 130/168 [00:25<00:07, 5.12it/s]
93/499 4.32G 0.01125 0.009968 0.00426 75 640: 77%|#######7 | 130/168 [00:25<00:07, 5.12it/s]
93/499 4.32G 0.01125 0.009968 0.00426 75 640: 78%|#######7 | 131/168 [00:25<00:07, 5.21it/s]
93/499 4.32G 0.01126 0.009954 0.00425 49 640: 78%|#######7 | 131/168 [00:25<00:07, 5.21it/s]
93/499 4.32G 0.01126 0.009954 0.00425 49 640: 79%|#######8 | 132/168 [00:25<00:06, 5.25it/s]
93/499 4.32G 0.01126 0.009951 0.004243 66 640: 79%|#######8 | 132/168 [00:25<00:06, 5.25it/s]
93/499 4.32G 0.01126 0.009951 0.004243 66 640: 79%|#######9 | 133/168 [00:25<00:06, 5.10it/s]
93/499 4.32G 0.01125 0.009938 0.004244 60 640: 79%|#######9 | 133/168 [00:25<00:06, 5.10it/s]
93/499 4.32G 0.01125 0.009938 0.004244 60 640: 80%|#######9 | 134/168 [00:25<00:06, 5.19it/s]
93/499 4.32G 0.01127 0.009955 0.004245 67 640: 80%|#######9 | 134/168 [00:25<00:06, 5.19it/s]
93/499 4.32G 0.01127 0.009955 0.004245 67 640: 80%|######## | 135/168 [00:25<00:06, 5.23it/s]
93/499 4.32G 0.01126 0.009957 0.004225 77 640: 80%|######## | 135/168 [00:26<00:06, 5.23it/s]
93/499 4.32G 0.01126 0.009957 0.004225 77 640: 81%|######## | 136/168 [00:26<00:06, 5.09it/s]
93/499 4.32G 0.01128 0.00997 0.004221 78 640: 81%|######## | 136/168 [00:26<00:06, 5.09it/s]
93/499 4.32G 0.01128 0.00997 0.004221 78 640: 82%|########1 | 137/168 [00:26<00:06, 5.14it/s]
93/499 4.32G 0.01127 0.00996 0.004229 78 640: 82%|########1 | 137/168 [00:26<00:06, 5.14it/s]
93/499 4.32G 0.01127 0.00996 0.004229 78 640: 82%|########2 | 138/168 [00:26<00:05, 5.18it/s]
93/499 4.32G 0.01126 0.009951 0.004235 72 640: 82%|########2 | 138/168 [00:26<00:05, 5.18it/s]
93/499 4.32G 0.01126 0.009951 0.004235 72 640: 83%|########2 | 139/168 [00:26<00:05, 5.06it/s]
93/499 4.32G 0.01126 0.009951 0.004225 68 640: 83%|########2 | 139/168 [00:26<00:05, 5.06it/s]
93/499 4.32G 0.01126 0.009951 0.004225 68 640: 83%|########3 | 140/168 [00:26<00:05, 5.15it/s]
93/499 4.32G 0.01126 0.009954 0.004241 64 640: 83%|########3 | 140/168 [00:27<00:05, 5.15it/s]
93/499 4.32G 0.01126 0.009954 0.004241 64 640: 84%|########3 | 141/168 [00:27<00:05, 5.24it/s]
93/499 4.32G 0.01126 0.009968 0.004247 81 640: 84%|########3 | 141/168 [00:27<00:05, 5.24it/s]
93/499 4.32G 0.01126 0.009968 0.004247 81 640: 85%|########4 | 142/168 [00:27<00:05, 5.12it/s]
93/499 4.32G 0.01125 0.009978 0.004288 74 640: 85%|########4 | 142/168 [00:27<00:05, 5.12it/s]
93/499 4.32G 0.01125 0.009978 0.004288 74 640: 85%|########5 | 143/168 [00:27<00:04, 5.22it/s]
93/499 4.32G 0.01124 0.009963 0.004291 51 640: 85%|########5 | 143/168 [00:27<00:04, 5.22it/s]
93/499 4.32G 0.01124 0.009963 0.004291 51 640: 86%|########5 | 144/168 [00:27<00:04, 5.26it/s]
93/499 4.32G 0.01125 0.009961 0.004288 67 640: 86%|########5 | 144/168 [00:27<00:04, 5.26it/s]
93/499 4.32G 0.01125 0.009961 0.004288 67 640: 86%|########6 | 145/168 [00:27<00:04, 5.12it/s]
93/499 4.32G 0.01125 0.009954 0.004292 61 640: 86%|########6 | 145/168 [00:28<00:04, 5.12it/s]
93/499 4.32G 0.01125 0.009954 0.004292 61 640: 87%|########6 | 146/168 [00:28<00:04, 5.20it/s]
93/499 4.32G 0.01125 0.00994 0.0043 57 640: 87%|########6 | 146/168 [00:28<00:04, 5.20it/s]
93/499 4.32G 0.01125 0.00994 0.0043 57 640: 88%|########7 | 147/168 [00:28<00:03, 5.25it/s]
93/499 4.32G 0.01125 0.009935 0.004292 63 640: 88%|########7 | 147/168 [00:28<00:03, 5.25it/s]
93/499 4.32G 0.01125 0.009935 0.004292 63 640: 88%|########8 | 148/168 [00:28<00:03, 5.10it/s]
93/499 4.32G 0.01125 0.009929 0.004279 63 640: 88%|########8 | 148/168 [00:28<00:03, 5.10it/s]
93/499 4.32G 0.01125 0.009929 0.004279 63 640: 89%|########8 | 149/168 [00:28<00:03, 5.20it/s]
93/499 4.32G 0.01126 0.009934 0.004285 72 640: 89%|########8 | 149/168 [00:28<00:03, 5.20it/s]
93/499 4.32G 0.01126 0.009934 0.004285 72 640: 89%|########9 | 150/168 [00:28<00:03, 5.26it/s]
93/499 4.32G 0.01126 0.009941 0.004276 74 640: 89%|########9 | 150/168 [00:29<00:03, 5.26it/s]
93/499 4.32G 0.01126 0.009941 0.004276 74 640: 90%|########9 | 151/168 [00:29<00:03, 5.14it/s]
93/499 4.32G 0.01127 0.009936 0.004276 56 640: 90%|########9 | 151/168 [00:29<00:03, 5.14it/s]
93/499 4.32G 0.01127 0.009936 0.004276 56 640: 90%|######### | 152/168 [00:29<00:03, 5.23it/s]
93/499 4.32G 0.01127 0.009937 0.004268 70 640: 90%|######### | 152/168 [00:29<00:03, 5.23it/s]
93/499 4.32G 0.01127 0.009937 0.004268 70 640: 91%|#########1| 153/168 [00:29<00:02, 5.28it/s]
93/499 4.32G 0.01127 0.009933 0.004271 72 640: 91%|#########1| 153/168 [00:29<00:02, 5.28it/s]
93/499 4.32G 0.01127 0.009933 0.004271 72 640: 92%|#########1| 154/168 [00:29<00:02, 5.15it/s]
93/499 4.32G 0.01127 0.009939 0.004267 83 640: 92%|#########1| 154/168 [00:29<00:02, 5.15it/s]
93/499 4.32G 0.01127 0.009939 0.004267 83 640: 92%|#########2| 155/168 [00:29<00:02, 5.23it/s]
93/499 4.32G 0.01127 0.009921 0.004264 47 640: 92%|#########2| 155/168 [00:30<00:02, 5.23it/s]
93/499 4.32G 0.01127 0.009921 0.004264 47 640: 93%|#########2| 156/168 [00:30<00:02, 5.26it/s]
93/499 4.32G 0.01128 0.009933 0.004254 74 640: 93%|#########2| 156/168 [00:30<00:02, 5.26it/s]
93/499 4.32G 0.01128 0.009933 0.004254 74 640: 93%|#########3| 157/168 [00:30<00:02, 5.12it/s]
93/499 4.32G 0.01128 0.009943 0.004247 84 640: 93%|#########3| 157/168 [00:30<00:02, 5.12it/s]
93/499 4.32G 0.01128 0.009943 0.004247 84 640: 94%|#########4| 158/168 [00:30<00:01, 5.21it/s]
93/499 4.32G 0.01129 0.009935 0.004253 65 640: 94%|#########4| 158/168 [00:30<00:01, 5.21it/s]
93/499 4.32G 0.01129 0.009935 0.004253 65 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s]
93/499 4.32G 0.01129 0.009942 0.00425 76 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s]
93/499 4.32G 0.01129 0.009942 0.00425 76 640: 95%|#########5| 160/168 [00:30<00:01, 5.15it/s]
93/499 4.32G 0.01128 0.009928 0.004248 53 640: 95%|#########5| 160/168 [00:31<00:01, 5.15it/s]
93/499 4.32G 0.01128 0.009928 0.004248 53 640: 96%|#########5| 161/168 [00:31<00:01, 5.21it/s]
93/499 4.32G 0.01127 0.009919 0.004227 67 640: 96%|#########5| 161/168 [00:31<00:01, 5.21it/s]
93/499 4.32G 0.01127 0.009919 0.004227 67 640: 96%|#########6| 162/168 [00:31<00:01, 5.27it/s]
93/499 4.32G 0.01128 0.009924 0.004221 75 640: 96%|#########6| 162/168 [00:31<00:01, 5.27it/s]
93/499 4.32G 0.01128 0.009924 0.004221 75 640: 97%|#########7| 163/168 [00:31<00:00, 5.13it/s]
93/499 4.32G 0.01129 0.009946 0.004201 72 640: 97%|#########7| 163/168 [00:31<00:00, 5.13it/s]
93/499 4.32G 0.01129 0.009946 0.004201 72 640: 98%|#########7| 164/168 [00:31<00:00, 5.21it/s]
93/499 4.32G 0.01128 0.009936 0.004203 65 640: 98%|#########7| 164/168 [00:31<00:00, 5.21it/s]
93/499 4.32G 0.01128 0.009936 0.004203 65 640: 98%|#########8| 165/168 [00:31<00:00, 5.28it/s]
93/499 4.32G 0.01129 0.009929 0.004205 68 640: 98%|#########8| 165/168 [00:31<00:00, 5.28it/s]
93/499 4.32G 0.01129 0.009929 0.004205 68 640: 99%|#########8| 166/168 [00:31<00:00, 5.16it/s]
93/499 4.32G 0.01128 0.009921 0.004198 61 640: 99%|#########8| 166/168 [00:32<00:00, 5.16it/s]
93/499 4.32G 0.01128 0.009921 0.004198 61 640: 99%|#########9| 167/168 [00:32<00:00, 5.24it/s]
93/499 4.32G 0.01129 0.009931 0.00419 41 640: 99%|#########9| 167/168 [00:32<00:00, 5.24it/s]
93/499 4.32G 0.01129 0.009931 0.00419 41 640: 100%|##########| 168/168 [00:32<00:00, 5.43it/s]
93/499 4.32G 0.01129 0.009931 0.00419 41 640: 100%|##########| 168/168 [00:32<00:00, 5.20it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.80it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.87it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.45it/s]
all 132 263 0.816 0.874 0.89 0.746
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
94/499 4.32G 0.01089 0.01259 0.007134 89 640: 0%| | 0/168 [00:00<?, ?it/s]
94/499 4.32G 0.01089 0.01259 0.007134 89 640: 1%| | 1/168 [00:00<00:35, 4.77it/s]
94/499 4.32G 0.01122 0.01251 0.006425 76 640: 1%| | 1/168 [00:00<00:35, 4.77it/s]
94/499 4.32G 0.01122 0.01251 0.006425 76 640: 1%|1 | 2/168 [00:00<00:32, 5.14it/s]
94/499 4.32G 0.01089 0.01196 0.006291 73 640: 1%|1 | 2/168 [00:00<00:32, 5.14it/s]
94/499 4.32G 0.01089 0.01196 0.006291 73 640: 2%|1 | 3/168 [00:00<00:32, 5.15it/s]
94/499 4.32G 0.01158 0.01186 0.005912 71 640: 2%|1 | 3/168 [00:00<00:32, 5.15it/s]
94/499 4.32G 0.01158 0.01186 0.005912 71 640: 2%|2 | 4/168 [00:00<00:32, 5.00it/s]
94/499 4.32G 0.01165 0.01144 0.005562 63 640: 2%|2 | 4/168 [00:00<00:32, 5.00it/s]
94/499 4.32G 0.01165 0.01144 0.005562 63 640: 3%|2 | 5/168 [00:00<00:31, 5.10it/s]
94/499 4.32G 0.01139 0.01081 0.005449 67 640: 3%|2 | 5/168 [00:01<00:31, 5.10it/s]
94/499 4.32G 0.01139 0.01081 0.005449 67 640: 4%|3 | 6/168 [00:01<00:31, 5.21it/s]
94/499 4.32G 0.01127 0.01042 0.005185 68 640: 4%|3 | 6/168 [00:01<00:31, 5.21it/s]
94/499 4.32G 0.01127 0.01042 0.005185 68 640: 4%|4 | 7/168 [00:01<00:31, 5.10it/s]
94/499 4.32G 0.01142 0.01056 0.005152 82 640: 4%|4 | 7/168 [00:01<00:31, 5.10it/s]
94/499 4.32G 0.01142 0.01056 0.005152 82 640: 5%|4 | 8/168 [00:01<00:30, 5.20it/s]
94/499 4.32G 0.01127 0.01047 0.004831 80 640: 5%|4 | 8/168 [00:01<00:30, 5.20it/s]
94/499 4.32G 0.01127 0.01047 0.004831 80 640: 5%|5 | 9/168 [00:01<00:30, 5.27it/s]
94/499 4.32G 0.01121 0.01027 0.004816 71 640: 5%|5 | 9/168 [00:01<00:30, 5.27it/s]
94/499 4.32G 0.01121 0.01027 0.004816 71 640: 6%|5 | 10/168 [00:01<00:31, 5.09it/s]
94/499 4.32G 0.01119 0.01019 0.004655 79 640: 6%|5 | 10/168 [00:02<00:31, 5.09it/s]
94/499 4.32G 0.01119 0.01019 0.004655 79 640: 7%|6 | 11/168 [00:02<00:30, 5.17it/s]
94/499 4.32G 0.01116 0.01016 0.004718 71 640: 7%|6 | 11/168 [00:02<00:30, 5.17it/s]
94/499 4.32G 0.01116 0.01016 0.004718 71 640: 7%|7 | 12/168 [00:02<00:29, 5.25it/s]
94/499 4.32G 0.01112 0.01006 0.004575 69 640: 7%|7 | 12/168 [00:02<00:29, 5.25it/s]
94/499 4.32G 0.01112 0.01006 0.004575 69 640: 8%|7 | 13/168 [00:02<00:30, 5.09it/s]
94/499 4.32G 0.01129 0.01017 0.004492 65 640: 8%|7 | 13/168 [00:02<00:30, 5.09it/s]
94/499 4.32G 0.01129 0.01017 0.004492 65 640: 8%|8 | 14/168 [00:02<00:29, 5.18it/s]
94/499 4.32G 0.0112 0.01016 0.004462 69 640: 8%|8 | 14/168 [00:02<00:29, 5.18it/s]
94/499 4.32G 0.0112 0.01016 0.004462 69 640: 9%|8 | 15/168 [00:02<00:29, 5.25it/s]
94/499 4.32G 0.01122 0.01015 0.004381 70 640: 9%|8 | 15/168 [00:03<00:29, 5.25it/s]
94/499 4.32G 0.01122 0.01015 0.004381 70 640: 10%|9 | 16/168 [00:03<00:29, 5.12it/s]
94/499 4.32G 0.01122 0.01005 0.004364 62 640: 10%|9 | 16/168 [00:03<00:29, 5.12it/s]
94/499 4.32G 0.01122 0.01005 0.004364 62 640: 10%|# | 17/168 [00:03<00:28, 5.22it/s]
94/499 4.32G 0.01119 0.01001 0.004396 68 640: 10%|# | 17/168 [00:03<00:28, 5.22it/s]
94/499 4.32G 0.01119 0.01001 0.004396 68 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s]
94/499 4.32G 0.01127 0.0101 0.004489 69 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s]
94/499 4.32G 0.01127 0.0101 0.004489 69 640: 11%|#1 | 19/168 [00:03<00:28, 5.16it/s]
94/499 4.32G 0.01125 0.01008 0.004308 63 640: 11%|#1 | 19/168 [00:03<00:28, 5.16it/s]
94/499 4.32G 0.01125 0.01008 0.004308 63 640: 12%|#1 | 20/168 [00:03<00:28, 5.23it/s]
94/499 4.32G 0.0112 0.01006 0.004577 67 640: 12%|#1 | 20/168 [00:04<00:28, 5.23it/s]
94/499 4.32G 0.0112 0.01006 0.004577 67 640: 12%|#2 | 21/168 [00:04<00:27, 5.25it/s]
94/499 4.32G 0.01122 0.01001 0.004669 62 640: 12%|#2 | 21/168 [00:04<00:27, 5.25it/s]
94/499 4.32G 0.01122 0.01001 0.004669 62 640: 13%|#3 | 22/168 [00:04<00:28, 5.13it/s]
94/499 4.32G 0.01119 0.009927 0.004772 66 640: 13%|#3 | 22/168 [00:04<00:28, 5.13it/s]
94/499 4.32G 0.01119 0.009927 0.004772 66 640: 14%|#3 | 23/168 [00:04<00:27, 5.20it/s]
94/499 4.32G 0.01124 0.009867 0.004796 58 640: 14%|#3 | 23/168 [00:04<00:27, 5.20it/s]
94/499 4.32G 0.01124 0.009867 0.004796 58 640: 14%|#4 | 24/168 [00:04<00:27, 5.28it/s]
94/499 4.32G 0.01122 0.009825 0.004708 57 640: 14%|#4 | 24/168 [00:04<00:27, 5.28it/s]
94/499 4.32G 0.01122 0.009825 0.004708 57 640: 15%|#4 | 25/168 [00:04<00:27, 5.12it/s]
94/499 4.32G 0.01118 0.009833 0.004625 70 640: 15%|#4 | 25/168 [00:05<00:27, 5.12it/s]
94/499 4.32G 0.01118 0.009833 0.004625 70 640: 15%|#5 | 26/168 [00:05<00:27, 5.22it/s]
94/499 4.32G 0.01119 0.009938 0.004538 80 640: 15%|#5 | 26/168 [00:05<00:27, 5.22it/s]
94/499 4.32G 0.01119 0.009938 0.004538 80 640: 16%|#6 | 27/168 [00:05<00:26, 5.29it/s]
94/499 4.32G 0.01113 0.009847 0.004582 56 640: 16%|#6 | 27/168 [00:05<00:26, 5.29it/s]
94/499 4.32G 0.01113 0.009847 0.004582 56 640: 17%|#6 | 28/168 [00:05<00:27, 5.16it/s]
94/499 4.32G 0.01112 0.009824 0.004795 62 640: 17%|#6 | 28/168 [00:05<00:27, 5.16it/s]
94/499 4.32G 0.01112 0.009824 0.004795 62 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s]
94/499 4.32G 0.01115 0.009866 0.004808 85 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s]
94/499 4.32G 0.01115 0.009866 0.004808 85 640: 18%|#7 | 30/168 [00:05<00:25, 5.31it/s]
94/499 4.32G 0.01113 0.009837 0.004805 68 640: 18%|#7 | 30/168 [00:05<00:25, 5.31it/s]
94/499 4.32G 0.01113 0.009837 0.004805 68 640: 18%|#8 | 31/168 [00:05<00:26, 5.15it/s]
94/499 4.32G 0.01109 0.009764 0.004796 61 640: 18%|#8 | 31/168 [00:06<00:26, 5.15it/s]
94/499 4.32G 0.01109 0.009764 0.004796 61 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s]
94/499 4.32G 0.01111 0.009762 0.004692 66 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s]
94/499 4.32G 0.01111 0.009762 0.004692 66 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s]
94/499 4.32G 0.0111 0.009835 0.004702 84 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s]
94/499 4.32G 0.0111 0.009835 0.004702 84 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s]
94/499 4.32G 0.01114 0.009864 0.004716 76 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s]
94/499 4.32G 0.01114 0.009864 0.004716 76 640: 21%|## | 35/168 [00:06<00:25, 5.18it/s]
94/499 4.32G 0.01117 0.009881 0.004699 72 640: 21%|## | 35/168 [00:06<00:25, 5.18it/s]
94/499 4.32G 0.01117 0.009881 0.004699 72 640: 21%|##1 | 36/168 [00:06<00:25, 5.23it/s]
94/499 4.32G 0.01115 0.009795 0.004663 51 640: 21%|##1 | 36/168 [00:07<00:25, 5.23it/s]
94/499 4.32G 0.01115 0.009795 0.004663 51 640: 22%|##2 | 37/168 [00:07<00:25, 5.10it/s]
94/499 4.32G 0.01116 0.009773 0.004604 67 640: 22%|##2 | 37/168 [00:07<00:25, 5.10it/s]
94/499 4.32G 0.01116 0.009773 0.004604 67 640: 23%|##2 | 38/168 [00:07<00:25, 5.18it/s]
94/499 4.32G 0.01115 0.00978 0.004614 77 640: 23%|##2 | 38/168 [00:07<00:25, 5.18it/s]
94/499 4.32G 0.01115 0.00978 0.004614 77 640: 23%|##3 | 39/168 [00:07<00:24, 5.25it/s]
94/499 4.32G 0.01114 0.009755 0.004579 61 640: 23%|##3 | 39/168 [00:07<00:24, 5.25it/s]
94/499 4.32G 0.01114 0.009755 0.004579 61 640: 24%|##3 | 40/168 [00:07<00:24, 5.13it/s]
94/499 4.32G 0.01117 0.009752 0.00461 60 640: 24%|##3 | 40/168 [00:07<00:24, 5.13it/s]
94/499 4.32G 0.01117 0.009752 0.00461 60 640: 24%|##4 | 41/168 [00:07<00:24, 5.20it/s]
94/499 4.32G 0.01115 0.00972 0.004555 65 640: 24%|##4 | 41/168 [00:08<00:24, 5.20it/s]
94/499 4.32G 0.01115 0.00972 0.004555 65 640: 25%|##5 | 42/168 [00:08<00:23, 5.26it/s]
94/499 4.32G 0.01118 0.009704 0.004513 56 640: 25%|##5 | 42/168 [00:08<00:23, 5.26it/s]
94/499 4.32G 0.01118 0.009704 0.004513 56 640: 26%|##5 | 43/168 [00:08<00:24, 5.11it/s]
94/499 4.32G 0.0112 0.00965 0.004557 55 640: 26%|##5 | 43/168 [00:08<00:24, 5.11it/s]
94/499 4.32G 0.0112 0.00965 0.004557 55 640: 26%|##6 | 44/168 [00:08<00:23, 5.18it/s]
94/499 4.32G 0.01118 0.009665 0.004524 77 640: 26%|##6 | 44/168 [00:08<00:23, 5.18it/s]
94/499 4.32G 0.01118 0.009665 0.004524 77 640: 27%|##6 | 45/168 [00:08<00:23, 5.23it/s]
94/499 4.32G 0.01121 0.00969 0.004524 55 640: 27%|##6 | 45/168 [00:08<00:23, 5.23it/s]
94/499 4.32G 0.01121 0.00969 0.004524 55 640: 27%|##7 | 46/168 [00:08<00:24, 5.03it/s]
94/499 4.32G 0.01125 0.009705 0.004574 77 640: 27%|##7 | 46/168 [00:09<00:24, 5.03it/s]
94/499 4.32G 0.01125 0.009705 0.004574 77 640: 28%|##7 | 47/168 [00:09<00:23, 5.14it/s]
94/499 4.32G 0.01125 0.009694 0.00453 62 640: 28%|##7 | 47/168 [00:09<00:23, 5.14it/s]
94/499 4.32G 0.01125 0.009694 0.00453 62 640: 29%|##8 | 48/168 [00:09<00:22, 5.25it/s]
94/499 4.32G 0.01131 0.009711 0.004561 64 640: 29%|##8 | 48/168 [00:09<00:22, 5.25it/s]
94/499 4.32G 0.01131 0.009711 0.004561 64 640: 29%|##9 | 49/168 [00:09<00:23, 5.10it/s]
94/499 4.32G 0.01133 0.009749 0.004522 79 640: 29%|##9 | 49/168 [00:09<00:23, 5.10it/s]
94/499 4.32G 0.01133 0.009749 0.004522 79 640: 30%|##9 | 50/168 [00:09<00:22, 5.18it/s]
94/499 4.32G 0.01131 0.009715 0.004506 63 640: 30%|##9 | 50/168 [00:09<00:22, 5.18it/s]
94/499 4.32G 0.01131 0.009715 0.004506 63 640: 30%|### | 51/168 [00:09<00:22, 5.26it/s]
94/499 4.32G 0.01133 0.009677 0.004473 54 640: 30%|### | 51/168 [00:10<00:22, 5.26it/s]
94/499 4.32G 0.01133 0.009677 0.004473 54 640: 31%|### | 52/168 [00:10<00:22, 5.09it/s]
94/499 4.32G 0.01134 0.00973 0.004442 76 640: 31%|### | 52/168 [00:10<00:22, 5.09it/s]
94/499 4.32G 0.01134 0.00973 0.004442 76 640: 32%|###1 | 53/168 [00:10<00:22, 5.17it/s]
94/499 4.32G 0.01137 0.009768 0.004446 78 640: 32%|###1 | 53/168 [00:10<00:22, 5.17it/s]
94/499 4.32G 0.01137 0.009768 0.004446 78 640: 32%|###2 | 54/168 [00:10<00:21, 5.23it/s]
94/499 4.32G 0.01135 0.009743 0.004405 66 640: 32%|###2 | 54/168 [00:10<00:21, 5.23it/s]
94/499 4.32G 0.01135 0.009743 0.004405 66 640: 33%|###2 | 55/168 [00:10<00:22, 5.11it/s]
94/499 4.32G 0.01135 0.009734 0.004394 60 640: 33%|###2 | 55/168 [00:10<00:22, 5.11it/s]
94/499 4.32G 0.01135 0.009734 0.004394 60 640: 33%|###3 | 56/168 [00:10<00:21, 5.21it/s]
94/499 4.32G 0.01137 0.009716 0.004347 66 640: 33%|###3 | 56/168 [00:10<00:21, 5.21it/s]
94/499 4.32G 0.01137 0.009716 0.004347 66 640: 34%|###3 | 57/168 [00:10<00:21, 5.24it/s]
94/499 4.32G 0.01137 0.009734 0.004342 81 640: 34%|###3 | 57/168 [00:11<00:21, 5.24it/s]
94/499 4.32G 0.01137 0.009734 0.004342 81 640: 35%|###4 | 58/168 [00:11<00:21, 5.11it/s]
94/499 4.32G 0.01135 0.009721 0.004317 68 640: 35%|###4 | 58/168 [00:11<00:21, 5.11it/s]
94/499 4.32G 0.01135 0.009721 0.004317 68 640: 35%|###5 | 59/168 [00:11<00:20, 5.20it/s]
94/499 4.32G 0.01137 0.009713 0.004348 72 640: 35%|###5 | 59/168 [00:11<00:20, 5.20it/s]
94/499 4.32G 0.01137 0.009713 0.004348 72 640: 36%|###5 | 60/168 [00:11<00:20, 5.20it/s]
94/499 4.32G 0.01137 0.009684 0.00435 56 640: 36%|###5 | 60/168 [00:11<00:20, 5.20it/s]
94/499 4.32G 0.01137 0.009684 0.00435 56 640: 36%|###6 | 61/168 [00:11<00:21, 5.09it/s]
94/499 4.32G 0.01138 0.009691 0.004335 75 640: 36%|###6 | 61/168 [00:11<00:21, 5.09it/s]
94/499 4.32G 0.01138 0.009691 0.004335 75 640: 37%|###6 | 62/168 [00:11<00:20, 5.12it/s]
94/499 4.32G 0.01139 0.009684 0.004371 66 640: 37%|###6 | 62/168 [00:12<00:20, 5.12it/s]
94/499 4.32G 0.01139 0.009684 0.004371 66 640: 38%|###7 | 63/168 [00:12<00:20, 5.21it/s]
94/499 4.32G 0.01139 0.009672 0.004364 65 640: 38%|###7 | 63/168 [00:12<00:20, 5.21it/s]
94/499 4.32G 0.01139 0.009672 0.004364 65 640: 38%|###8 | 64/168 [00:12<00:20, 5.12it/s]
94/499 4.32G 0.01141 0.009697 0.004348 72 640: 38%|###8 | 64/168 [00:12<00:20, 5.12it/s]
94/499 4.32G 0.01141 0.009697 0.004348 72 640: 39%|###8 | 65/168 [00:12<00:19, 5.19it/s]
94/499 4.32G 0.01141 0.009707 0.004305 50 640: 39%|###8 | 65/168 [00:12<00:19, 5.19it/s]
94/499 4.32G 0.01141 0.009707 0.004305 50 640: 39%|###9 | 66/168 [00:12<00:19, 5.24it/s]
94/499 4.32G 0.01142 0.009701 0.004276 58 640: 39%|###9 | 66/168 [00:12<00:19, 5.24it/s]
94/499 4.32G 0.01142 0.009701 0.004276 58 640: 40%|###9 | 67/168 [00:12<00:19, 5.13it/s]
94/499 4.32G 0.01142 0.009674 0.004272 59 640: 40%|###9 | 67/168 [00:13<00:19, 5.13it/s]
94/499 4.32G 0.01142 0.009674 0.004272 59 640: 40%|#### | 68/168 [00:13<00:19, 5.20it/s]
94/499 4.32G 0.01142 0.009661 0.004277 57 640: 40%|#### | 68/168 [00:13<00:19, 5.20it/s]
94/499 4.32G 0.01142 0.009661 0.004277 57 640: 41%|####1 | 69/168 [00:13<00:18, 5.27it/s]
94/499 4.32G 0.01146 0.009647 0.004365 61 640: 41%|####1 | 69/168 [00:13<00:18, 5.27it/s]
94/499 4.32G 0.01146 0.009647 0.004365 61 640: 42%|####1 | 70/168 [00:13<00:19, 5.13it/s]
94/499 4.32G 0.01145 0.009674 0.00434 78 640: 42%|####1 | 70/168 [00:13<00:19, 5.13it/s]
94/499 4.32G 0.01145 0.009674 0.00434 78 640: 42%|####2 | 71/168 [00:13<00:18, 5.22it/s]
94/499 4.32G 0.01145 0.009683 0.004354 71 640: 42%|####2 | 71/168 [00:13<00:18, 5.22it/s]
94/499 4.32G 0.01145 0.009683 0.004354 71 640: 43%|####2 | 72/168 [00:13<00:18, 5.27it/s]
94/499 4.32G 0.01143 0.009687 0.004324 67 640: 43%|####2 | 72/168 [00:14<00:18, 5.27it/s]
94/499 4.32G 0.01143 0.009687 0.004324 67 640: 43%|####3 | 73/168 [00:14<00:18, 5.14it/s]
94/499 4.32G 0.01142 0.009679 0.004304 68 640: 43%|####3 | 73/168 [00:14<00:18, 5.14it/s]
94/499 4.32G 0.01142 0.009679 0.004304 68 640: 44%|####4 | 74/168 [00:14<00:18, 5.21it/s]
94/499 4.32G 0.0114 0.00969 0.004282 71 640: 44%|####4 | 74/168 [00:14<00:18, 5.21it/s]
94/499 4.32G 0.0114 0.00969 0.004282 71 640: 45%|####4 | 75/168 [00:14<00:17, 5.26it/s]
94/499 4.32G 0.0114 0.009715 0.004289 79 640: 45%|####4 | 75/168 [00:14<00:17, 5.26it/s]
94/499 4.32G 0.0114 0.009715 0.004289 79 640: 45%|####5 | 76/168 [00:14<00:18, 5.10it/s]
94/499 4.32G 0.01139 0.009732 0.004276 75 640: 45%|####5 | 76/168 [00:14<00:18, 5.10it/s]
94/499 4.32G 0.01139 0.009732 0.004276 75 640: 46%|####5 | 77/168 [00:14<00:17, 5.18it/s]
94/499 4.32G 0.01141 0.009745 0.004244 67 640: 46%|####5 | 77/168 [00:15<00:17, 5.18it/s]
94/499 4.32G 0.01141 0.009745 0.004244 67 640: 46%|####6 | 78/168 [00:15<00:17, 5.23it/s]
94/499 4.32G 0.01142 0.009742 0.004224 57 640: 46%|####6 | 78/168 [00:15<00:17, 5.23it/s]
94/499 4.32G 0.01142 0.009742 0.004224 57 640: 47%|####7 | 79/168 [00:15<00:17, 5.10it/s]
94/499 4.32G 0.0114 0.00976 0.004227 88 640: 47%|####7 | 79/168 [00:15<00:17, 5.10it/s]
94/499 4.32G 0.0114 0.00976 0.004227 88 640: 48%|####7 | 80/168 [00:15<00:16, 5.21it/s]
94/499 4.32G 0.01139 0.009752 0.004201 60 640: 48%|####7 | 80/168 [00:15<00:16, 5.21it/s]
94/499 4.32G 0.01139 0.009752 0.004201 60 640: 48%|####8 | 81/168 [00:15<00:16, 5.26it/s]
94/499 4.32G 0.01138 0.009747 0.004172 73 640: 48%|####8 | 81/168 [00:15<00:16, 5.26it/s]
94/499 4.32G 0.01138 0.009747 0.004172 73 640: 49%|####8 | 82/168 [00:15<00:16, 5.11it/s]
94/499 4.32G 0.01141 0.009723 0.00427 50 640: 49%|####8 | 82/168 [00:16<00:16, 5.11it/s]
94/499 4.32G 0.01141 0.009723 0.00427 50 640: 49%|####9 | 83/168 [00:16<00:16, 5.21it/s]
94/499 4.32G 0.01141 0.009726 0.004243 64 640: 49%|####9 | 83/168 [00:16<00:16, 5.21it/s]
94/499 4.32G 0.01141 0.009726 0.004243 64 640: 50%|##### | 84/168 [00:16<00:16, 5.25it/s]
94/499 4.32G 0.01142 0.009717 0.004212 63 640: 50%|##### | 84/168 [00:16<00:16, 5.25it/s]
94/499 4.32G 0.01142 0.009717 0.004212 63 640: 51%|##### | 85/168 [00:16<00:16, 5.11it/s]
94/499 4.32G 0.01139 0.009702 0.004196 67 640: 51%|##### | 85/168 [00:16<00:16, 5.11it/s]
94/499 4.32G 0.01139 0.009702 0.004196 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.19it/s]
94/499 4.32G 0.01139 0.009718 0.004228 78 640: 51%|#####1 | 86/168 [00:16<00:15, 5.19it/s]
94/499 4.32G 0.01139 0.009718 0.004228 78 640: 52%|#####1 | 87/168 [00:16<00:15, 5.27it/s]
94/499 4.32G 0.01139 0.009743 0.004233 79 640: 52%|#####1 | 87/168 [00:16<00:15, 5.27it/s]
94/499 4.32G 0.01139 0.009743 0.004233 79 640: 52%|#####2 | 88/168 [00:16<00:15, 5.14it/s]
94/499 4.32G 0.01136 0.00974 0.004229 67 640: 52%|#####2 | 88/168 [00:17<00:15, 5.14it/s]
94/499 4.32G 0.01136 0.00974 0.004229 67 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s]
94/499 4.32G 0.01137 0.009737 0.004241 69 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s]
94/499 4.32G 0.01137 0.009737 0.004241 69 640: 54%|#####3 | 90/168 [00:17<00:14, 5.30it/s]
94/499 4.32G 0.01137 0.00974 0.004244 73 640: 54%|#####3 | 90/168 [00:17<00:14, 5.30it/s]
94/499 4.32G 0.01137 0.00974 0.004244 73 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s]
94/499 4.32G 0.01136 0.009729 0.004245 71 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s]
94/499 4.32G 0.01136 0.009729 0.004245 71 640: 55%|#####4 | 92/168 [00:17<00:14, 5.18it/s]
94/499 4.32G 0.01139 0.009733 0.004309 61 640: 55%|#####4 | 92/168 [00:17<00:14, 5.18it/s]
94/499 4.32G 0.01139 0.009733 0.004309 61 640: 55%|#####5 | 93/168 [00:17<00:14, 5.22it/s]
94/499 4.32G 0.01141 0.009744 0.004324 58 640: 55%|#####5 | 93/168 [00:18<00:14, 5.22it/s]
94/499 4.32G 0.01141 0.009744 0.004324 58 640: 56%|#####5 | 94/168 [00:18<00:14, 5.07it/s]
94/499 4.32G 0.0114 0.00972 0.004348 62 640: 56%|#####5 | 94/168 [00:18<00:14, 5.07it/s]
94/499 4.32G 0.0114 0.00972 0.004348 62 640: 57%|#####6 | 95/168 [00:18<00:14, 5.15it/s]
94/499 4.32G 0.01141 0.009742 0.004319 68 640: 57%|#####6 | 95/168 [00:18<00:14, 5.15it/s]
94/499 4.32G 0.01141 0.009742 0.004319 68 640: 57%|#####7 | 96/168 [00:18<00:13, 5.23it/s]
94/499 4.32G 0.01142 0.009735 0.004332 63 640: 57%|#####7 | 96/168 [00:18<00:13, 5.23it/s]
94/499 4.32G 0.01142 0.009735 0.004332 63 640: 58%|#####7 | 97/168 [00:18<00:14, 5.06it/s]
94/499 4.32G 0.01142 0.009718 0.004322 51 640: 58%|#####7 | 97/168 [00:18<00:14, 5.06it/s]
94/499 4.32G 0.01142 0.009718 0.004322 51 640: 58%|#####8 | 98/168 [00:18<00:13, 5.12it/s]
94/499 4.32G 0.01142 0.009723 0.00436 65 640: 58%|#####8 | 98/168 [00:19<00:13, 5.12it/s]
94/499 4.32G 0.01142 0.009723 0.00436 65 640: 59%|#####8 | 99/168 [00:19<00:13, 5.21it/s]
94/499 4.32G 0.01142 0.009731 0.004369 66 640: 59%|#####8 | 99/168 [00:19<00:13, 5.21it/s]
94/499 4.32G 0.01142 0.009731 0.004369 66 640: 60%|#####9 | 100/168 [00:19<00:13, 5.07it/s]
94/499 4.32G 0.01143 0.009751 0.004368 77 640: 60%|#####9 | 100/168 [00:19<00:13, 5.07it/s]
94/499 4.32G 0.01143 0.009751 0.004368 77 640: 60%|###### | 101/168 [00:19<00:12, 5.18it/s]
94/499 4.32G 0.01141 0.009755 0.00437 71 640: 60%|###### | 101/168 [00:19<00:12, 5.18it/s]
94/499 4.32G 0.01141 0.009755 0.00437 71 640: 61%|###### | 102/168 [00:19<00:12, 5.25it/s]
94/499 4.32G 0.01142 0.009762 0.004355 64 640: 61%|###### | 102/168 [00:19<00:12, 5.25it/s]
94/499 4.32G 0.01142 0.009762 0.004355 64 640: 61%|######1 | 103/168 [00:19<00:12, 5.12it/s]
94/499 4.32G 0.01142 0.009751 0.00436 60 640: 61%|######1 | 103/168 [00:20<00:12, 5.12it/s]
94/499 4.32G 0.01142 0.009751 0.00436 60 640: 62%|######1 | 104/168 [00:20<00:12, 5.21it/s]
94/499 4.32G 0.01141 0.009738 0.004342 59 640: 62%|######1 | 104/168 [00:20<00:12, 5.21it/s]
94/499 4.32G 0.01141 0.009738 0.004342 59 640: 62%|######2 | 105/168 [00:20<00:11, 5.28it/s]
94/499 4.32G 0.01141 0.009746 0.004341 70 640: 62%|######2 | 105/168 [00:20<00:11, 5.28it/s]
94/499 4.32G 0.01141 0.009746 0.004341 70 640: 63%|######3 | 106/168 [00:20<00:12, 5.13it/s]
94/499 4.32G 0.01142 0.00976 0.00436 73 640: 63%|######3 | 106/168 [00:20<00:12, 5.13it/s]
94/499 4.32G 0.01142 0.00976 0.00436 73 640: 64%|######3 | 107/168 [00:20<00:11, 5.20it/s]
94/499 4.32G 0.01141 0.009755 0.004333 61 640: 64%|######3 | 107/168 [00:20<00:11, 5.20it/s]
94/499 4.32G 0.01141 0.009755 0.004333 61 640: 64%|######4 | 108/168 [00:20<00:11, 5.27it/s]
94/499 4.32G 0.01141 0.009751 0.00434 71 640: 64%|######4 | 108/168 [00:21<00:11, 5.27it/s]
94/499 4.32G 0.01141 0.009751 0.00434 71 640: 65%|######4 | 109/168 [00:21<00:11, 5.10it/s]
94/499 4.32G 0.01141 0.009732 0.004338 49 640: 65%|######4 | 109/168 [00:21<00:11, 5.10it/s]
94/499 4.32G 0.01141 0.009732 0.004338 49 640: 65%|######5 | 110/168 [00:21<00:11, 5.20it/s]
94/499 4.32G 0.01141 0.009712 0.004351 63 640: 65%|######5 | 110/168 [00:21<00:11, 5.20it/s]
94/499 4.32G 0.01141 0.009712 0.004351 63 640: 66%|######6 | 111/168 [00:21<00:10, 5.28it/s]
94/499 4.32G 0.01139 0.009713 0.004346 71 640: 66%|######6 | 111/168 [00:21<00:10, 5.28it/s]
94/499 4.32G 0.01139 0.009713 0.004346 71 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s]
94/499 4.32G 0.0114 0.009709 0.004372 64 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s]
94/499 4.32G 0.0114 0.009709 0.004372 64 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s]
94/499 4.32G 0.01142 0.009719 0.004353 72 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s]
94/499 4.32G 0.01142 0.009719 0.004353 72 640: 68%|######7 | 114/168 [00:21<00:10, 5.26it/s]
94/499 4.32G 0.01141 0.009727 0.004339 62 640: 68%|######7 | 114/168 [00:22<00:10, 5.26it/s]
94/499 4.32G 0.01141 0.009727 0.004339 62 640: 68%|######8 | 115/168 [00:22<00:10, 5.15it/s]
94/499 4.32G 0.0114 0.009745 0.004349 73 640: 68%|######8 | 115/168 [00:22<00:10, 5.15it/s]
94/499 4.32G 0.0114 0.009745 0.004349 73 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
94/499 4.32G 0.01141 0.009757 0.004372 73 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
94/499 4.32G 0.01141 0.009757 0.004372 73 640: 70%|######9 | 117/168 [00:22<00:09, 5.31it/s]
94/499 4.32G 0.01139 0.009741 0.004366 56 640: 70%|######9 | 117/168 [00:22<00:09, 5.31it/s]
94/499 4.32G 0.01139 0.009741 0.004366 56 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s]
94/499 4.32G 0.0114 0.009721 0.004412 51 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s]
94/499 4.32G 0.0114 0.009721 0.004412 51 640: 71%|####### | 119/168 [00:22<00:09, 5.24it/s]
94/499 4.32G 0.01139 0.009701 0.004419 60 640: 71%|####### | 119/168 [00:23<00:09, 5.24it/s]
94/499 4.32G 0.01139 0.009701 0.004419 60 640: 71%|#######1 | 120/168 [00:23<00:09, 5.30it/s]
94/499 4.32G 0.01138 0.009687 0.004411 58 640: 71%|#######1 | 120/168 [00:23<00:09, 5.30it/s]
94/499 4.32G 0.01138 0.009687 0.004411 58 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s]
94/499 4.32G 0.01138 0.009687 0.004391 71 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s]
94/499 4.32G 0.01138 0.009687 0.004391 71 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s]
94/499 4.32G 0.01139 0.009688 0.00438 71 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s]
94/499 4.32G 0.01139 0.009688 0.00438 71 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s]
94/499 4.32G 0.01138 0.009679 0.004382 56 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s]
94/499 4.32G 0.01138 0.009679 0.004382 56 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s]
94/499 4.32G 0.01139 0.009677 0.004363 64 640: 74%|#######3 | 124/168 [00:24<00:08, 5.16it/s]
94/499 4.32G 0.01139 0.009677 0.004363 64 640: 74%|#######4 | 125/168 [00:24<00:08, 5.20it/s]
94/499 4.32G 0.01139 0.009681 0.004406 54 640: 74%|#######4 | 125/168 [00:24<00:08, 5.20it/s]
94/499 4.32G 0.01139 0.009681 0.004406 54 640: 75%|#######5 | 126/168 [00:24<00:07, 5.27it/s]
94/499 4.32G 0.01139 0.009681 0.004533 57 640: 75%|#######5 | 126/168 [00:24<00:07, 5.27it/s]
94/499 4.32G 0.01139 0.009681 0.004533 57 640: 76%|#######5 | 127/168 [00:24<00:08, 5.12it/s]
94/499 4.32G 0.01139 0.009668 0.004555 69 640: 76%|#######5 | 127/168 [00:24<00:08, 5.12it/s]
94/499 4.32G 0.01139 0.009668 0.004555 69 640: 76%|#######6 | 128/168 [00:24<00:07, 5.21it/s]
94/499 4.32G 0.0114 0.009691 0.004582 76 640: 76%|#######6 | 128/168 [00:24<00:07, 5.21it/s]
94/499 4.32G 0.0114 0.009691 0.004582 76 640: 77%|#######6 | 129/168 [00:24<00:07, 5.28it/s]
94/499 4.32G 0.0114 0.009683 0.004577 58 640: 77%|#######6 | 129/168 [00:25<00:07, 5.28it/s]
94/499 4.32G 0.0114 0.009683 0.004577 58 640: 77%|#######7 | 130/168 [00:25<00:07, 5.15it/s]
94/499 4.32G 0.01139 0.009669 0.004574 62 640: 77%|#######7 | 130/168 [00:25<00:07, 5.15it/s]
94/499 4.32G 0.01139 0.009669 0.004574 62 640: 78%|#######7 | 131/168 [00:25<00:07, 5.21it/s]
94/499 4.32G 0.01138 0.00965 0.004566 49 640: 78%|#######7 | 131/168 [00:25<00:07, 5.21it/s]
94/499 4.32G 0.01138 0.00965 0.004566 49 640: 79%|#######8 | 132/168 [00:25<00:06, 5.26it/s]
94/499 4.32G 0.01139 0.009645 0.004593 60 640: 79%|#######8 | 132/168 [00:25<00:06, 5.26it/s]
94/499 4.32G 0.01139 0.009645 0.004593 60 640: 79%|#######9 | 133/168 [00:25<00:06, 5.12it/s]
94/499 4.32G 0.01138 0.009644 0.004593 60 640: 79%|#######9 | 133/168 [00:25<00:06, 5.12it/s]
94/499 4.32G 0.01138 0.009644 0.004593 60 640: 80%|#######9 | 134/168 [00:25<00:06, 5.12it/s]
94/499 4.32G 0.01137 0.009652 0.004586 78 640: 80%|#######9 | 134/168 [00:26<00:06, 5.12it/s]
94/499 4.32G 0.01137 0.009652 0.004586 78 640: 80%|######## | 135/168 [00:26<00:06, 5.12it/s]
94/499 4.32G 0.01136 0.009657 0.004573 64 640: 80%|######## | 135/168 [00:26<00:06, 5.12it/s]
94/499 4.32G 0.01136 0.009657 0.004573 64 640: 81%|######## | 136/168 [00:26<00:06, 5.03it/s]
94/499 4.32G 0.01137 0.009658 0.004598 74 640: 81%|######## | 136/168 [00:26<00:06, 5.03it/s]
94/499 4.32G 0.01137 0.009658 0.004598 74 640: 82%|########1 | 137/168 [00:26<00:06, 5.13it/s]
94/499 4.32G 0.01138 0.009677 0.004589 78 640: 82%|########1 | 137/168 [00:26<00:06, 5.13it/s]
94/499 4.32G 0.01138 0.009677 0.004589 78 640: 82%|########2 | 138/168 [00:26<00:05, 5.23it/s]
94/499 4.32G 0.01139 0.009678 0.004602 63 640: 82%|########2 | 138/168 [00:26<00:05, 5.23it/s]
94/499 4.32G 0.01139 0.009678 0.004602 63 640: 83%|########2 | 139/168 [00:26<00:05, 5.08it/s]
94/499 4.32G 0.01138 0.009669 0.004598 62 640: 83%|########2 | 139/168 [00:26<00:05, 5.08it/s]
94/499 4.32G 0.01138 0.009669 0.004598 62 640: 83%|########3 | 140/168 [00:26<00:05, 5.15it/s]
94/499 4.32G 0.01137 0.009653 0.004576 48 640: 83%|########3 | 140/168 [00:27<00:05, 5.15it/s]
94/499 4.32G 0.01137 0.009653 0.004576 48 640: 84%|########3 | 141/168 [00:27<00:05, 5.23it/s]
94/499 4.32G 0.01137 0.009659 0.004581 50 640: 84%|########3 | 141/168 [00:27<00:05, 5.23it/s]
94/499 4.32G 0.01137 0.009659 0.004581 50 640: 85%|########4 | 142/168 [00:27<00:05, 5.08it/s]
94/499 4.32G 0.01137 0.009671 0.004552 71 640: 85%|########4 | 142/168 [00:27<00:05, 5.08it/s]
94/499 4.32G 0.01137 0.009671 0.004552 71 640: 85%|########5 | 143/168 [00:27<00:04, 5.15it/s]
94/499 4.32G 0.01138 0.009665 0.004554 61 640: 85%|########5 | 143/168 [00:27<00:04, 5.15it/s]
94/499 4.32G 0.01138 0.009665 0.004554 61 640: 86%|########5 | 144/168 [00:27<00:04, 5.20it/s]
94/499 4.32G 0.01138 0.009674 0.004574 85 640: 86%|########5 | 144/168 [00:27<00:04, 5.20it/s]
94/499 4.32G 0.01138 0.009674 0.004574 85 640: 86%|########6 | 145/168 [00:27<00:04, 5.08it/s]
94/499 4.32G 0.01139 0.009682 0.004623 73 640: 86%|########6 | 145/168 [00:28<00:04, 5.08it/s]
94/499 4.32G 0.01139 0.009682 0.004623 73 640: 87%|########6 | 146/168 [00:28<00:04, 5.15it/s]
94/499 4.32G 0.0114 0.009685 0.00462 66 640: 87%|########6 | 146/168 [00:28<00:04, 5.15it/s]
94/499 4.32G 0.0114 0.009685 0.00462 66 640: 88%|########7 | 147/168 [00:28<00:04, 5.24it/s]
94/499 4.32G 0.01139 0.009689 0.004614 67 640: 88%|########7 | 147/168 [00:28<00:04, 5.24it/s]
94/499 4.32G 0.01139 0.009689 0.004614 67 640: 88%|########8 | 148/168 [00:28<00:03, 5.09it/s]
94/499 4.32G 0.0114 0.009685 0.004661 57 640: 88%|########8 | 148/168 [00:28<00:03, 5.09it/s]
94/499 4.32G 0.0114 0.009685 0.004661 57 640: 89%|########8 | 149/168 [00:28<00:03, 5.19it/s]
94/499 4.32G 0.01138 0.009676 0.004685 68 640: 89%|########8 | 149/168 [00:28<00:03, 5.19it/s]
94/499 4.32G 0.01138 0.009676 0.004685 68 640: 89%|########9 | 150/168 [00:28<00:03, 5.25it/s]
94/499 4.32G 0.01138 0.009677 0.00469 62 640: 89%|########9 | 150/168 [00:29<00:03, 5.25it/s]
94/499 4.32G 0.01138 0.009677 0.00469 62 640: 90%|########9 | 151/168 [00:29<00:03, 5.11it/s]
94/499 4.32G 0.0114 0.009696 0.004685 86 640: 90%|########9 | 151/168 [00:29<00:03, 5.11it/s]
94/499 4.32G 0.0114 0.009696 0.004685 86 640: 90%|######### | 152/168 [00:29<00:03, 5.20it/s]
94/499 4.32G 0.01139 0.009681 0.004678 53 640: 90%|######### | 152/168 [00:29<00:03, 5.20it/s]
94/499 4.32G 0.01139 0.009681 0.004678 53 640: 91%|#########1| 153/168 [00:29<00:02, 5.25it/s]
94/499 4.32G 0.01138 0.009669 0.004673 56 640: 91%|#########1| 153/168 [00:29<00:02, 5.25it/s]
94/499 4.32G 0.01138 0.009669 0.004673 56 640: 92%|#########1| 154/168 [00:29<00:02, 5.13it/s]
94/499 4.32G 0.0114 0.009678 0.004673 70 640: 92%|#########1| 154/168 [00:29<00:02, 5.13it/s]
94/499 4.32G 0.0114 0.009678 0.004673 70 640: 92%|#########2| 155/168 [00:29<00:02, 5.21it/s]
94/499 4.32G 0.0114 0.009683 0.004667 72 640: 92%|#########2| 155/168 [00:30<00:02, 5.21it/s]
94/499 4.32G 0.0114 0.009683 0.004667 72 640: 93%|#########2| 156/168 [00:30<00:02, 5.24it/s]
94/499 4.32G 0.0114 0.009686 0.004677 75 640: 93%|#########2| 156/168 [00:30<00:02, 5.24it/s]
94/499 4.32G 0.0114 0.009686 0.004677 75 640: 93%|#########3| 157/168 [00:30<00:02, 5.10it/s]
94/499 4.32G 0.01139 0.009671 0.004662 62 640: 93%|#########3| 157/168 [00:30<00:02, 5.10it/s]
94/499 4.32G 0.01139 0.009671 0.004662 62 640: 94%|#########4| 158/168 [00:30<00:01, 5.20it/s]
94/499 4.32G 0.01139 0.009664 0.004657 54 640: 94%|#########4| 158/168 [00:30<00:01, 5.20it/s]
94/499 4.32G 0.01139 0.009664 0.004657 54 640: 95%|#########4| 159/168 [00:30<00:01, 5.26it/s]
94/499 4.32G 0.01138 0.009673 0.004661 76 640: 95%|#########4| 159/168 [00:30<00:01, 5.26it/s]
94/499 4.32G 0.01138 0.009673 0.004661 76 640: 95%|#########5| 160/168 [00:30<00:01, 5.15it/s]
94/499 4.32G 0.01138 0.009669 0.004654 71 640: 95%|#########5| 160/168 [00:31<00:01, 5.15it/s]
94/499 4.32G 0.01138 0.009669 0.004654 71 640: 96%|#########5| 161/168 [00:31<00:01, 5.23it/s]
94/499 4.32G 0.01138 0.009675 0.00465 85 640: 96%|#########5| 161/168 [00:31<00:01, 5.23it/s]
94/499 4.32G 0.01138 0.009675 0.00465 85 640: 96%|#########6| 162/168 [00:31<00:01, 5.31it/s]
94/499 4.32G 0.01138 0.009677 0.004645 72 640: 96%|#########6| 162/168 [00:31<00:01, 5.31it/s]
94/499 4.32G 0.01138 0.009677 0.004645 72 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s]
94/499 4.32G 0.01138 0.009674 0.004642 71 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s]
94/499 4.32G 0.01138 0.009674 0.004642 71 640: 98%|#########7| 164/168 [00:31<00:00, 5.23it/s]
94/499 4.32G 0.01137 0.009667 0.00465 68 640: 98%|#########7| 164/168 [00:31<00:00, 5.23it/s]
94/499 4.32G 0.01137 0.009667 0.00465 68 640: 98%|#########8| 165/168 [00:31<00:00, 5.28it/s]
94/499 4.32G 0.01138 0.009672 0.00465 72 640: 98%|#########8| 165/168 [00:32<00:00, 5.28it/s]
94/499 4.32G 0.01138 0.009672 0.00465 72 640: 99%|#########8| 166/168 [00:32<00:00, 5.12it/s]
94/499 4.32G 0.01138 0.009664 0.004645 60 640: 99%|#########8| 166/168 [00:32<00:00, 5.12it/s]
94/499 4.32G 0.01138 0.009664 0.004645 60 640: 99%|#########9| 167/168 [00:32<00:00, 5.14it/s]
94/499 4.32G 0.01137 0.009647 0.004638 25 640: 99%|#########9| 167/168 [00:32<00:00, 5.14it/s]
94/499 4.32G 0.01137 0.009647 0.004638 25 640: 100%|##########| 168/168 [00:32<00:00, 5.34it/s]
94/499 4.32G 0.01137 0.009647 0.004638 25 640: 100%|##########| 168/168 [00:32<00:00, 5.19it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s]
all 132 263 0.816 0.825 0.846 0.728
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
95/499 4.32G 0.0147 0.01036 0.006599 68 640: 0%| | 0/168 [00:00<?, ?it/s]
95/499 4.32G 0.0147 0.01036 0.006599 68 640: 1%| | 1/168 [00:00<00:34, 4.85it/s]
95/499 4.32G 0.0128 0.01014 0.006157 62 640: 1%| | 1/168 [00:00<00:34, 4.85it/s]
95/499 4.32G 0.0128 0.01014 0.006157 62 640: 1%|1 | 2/168 [00:00<00:32, 5.16it/s]
95/499 4.32G 0.01336 0.01031 0.006216 67 640: 1%|1 | 2/168 [00:00<00:32, 5.16it/s]
95/499 4.32G 0.01336 0.01031 0.006216 67 640: 2%|1 | 3/168 [00:00<00:31, 5.27it/s]
95/499 4.32G 0.01282 0.01116 0.005672 77 640: 2%|1 | 3/168 [00:00<00:31, 5.27it/s]
95/499 4.32G 0.01282 0.01116 0.005672 77 640: 2%|2 | 4/168 [00:00<00:32, 5.08it/s]
95/499 4.32G 0.01263 0.01148 0.005767 85 640: 2%|2 | 4/168 [00:00<00:32, 5.08it/s]
95/499 4.32G 0.01263 0.01148 0.005767 85 640: 3%|2 | 5/168 [00:00<00:31, 5.19it/s]
95/499 4.32G 0.01254 0.0112 0.005746 68 640: 3%|2 | 5/168 [00:01<00:31, 5.19it/s]
95/499 4.32G 0.01254 0.0112 0.005746 68 640: 4%|3 | 6/168 [00:01<00:30, 5.27it/s]
95/499 4.32G 0.01246 0.0113 0.005409 73 640: 4%|3 | 6/168 [00:01<00:30, 5.27it/s]
95/499 4.32G 0.01246 0.0113 0.005409 73 640: 4%|4 | 7/168 [00:01<00:31, 5.08it/s]
95/499 4.32G 0.01229 0.01124 0.005273 73 640: 4%|4 | 7/168 [00:01<00:31, 5.08it/s]
95/499 4.32G 0.01229 0.01124 0.005273 73 640: 5%|4 | 8/168 [00:01<00:30, 5.20it/s]
95/499 4.32G 0.01212 0.01086 0.005309 60 640: 5%|4 | 8/168 [00:01<00:30, 5.20it/s]
95/499 4.32G 0.01212 0.01086 0.005309 60 640: 5%|5 | 9/168 [00:01<00:30, 5.27it/s]
95/499 4.32G 0.01183 0.01054 0.005095 54 640: 5%|5 | 9/168 [00:01<00:30, 5.27it/s]
95/499 4.32G 0.01183 0.01054 0.005095 54 640: 6%|5 | 10/168 [00:01<00:30, 5.13it/s]
95/499 4.32G 0.01177 0.0106 0.004868 77 640: 6%|5 | 10/168 [00:02<00:30, 5.13it/s]
95/499 4.32G 0.01177 0.0106 0.004868 77 640: 7%|6 | 11/168 [00:02<00:30, 5.19it/s]
95/499 4.32G 0.01166 0.01053 0.00497 80 640: 7%|6 | 11/168 [00:02<00:30, 5.19it/s]
95/499 4.32G 0.01166 0.01053 0.00497 80 640: 7%|7 | 12/168 [00:02<00:29, 5.24it/s]
95/499 4.32G 0.01159 0.01041 0.004748 65 640: 7%|7 | 12/168 [00:02<00:29, 5.24it/s]
95/499 4.32G 0.01159 0.01041 0.004748 65 640: 8%|7 | 13/168 [00:02<00:30, 5.08it/s]
95/499 4.32G 0.01155 0.01036 0.004758 78 640: 8%|7 | 13/168 [00:02<00:30, 5.08it/s]
95/499 4.32G 0.01155 0.01036 0.004758 78 640: 8%|8 | 14/168 [00:02<00:30, 5.10it/s]
95/499 4.32G 0.01157 0.01024 0.00463 58 640: 8%|8 | 14/168 [00:02<00:30, 5.10it/s]
95/499 4.32G 0.01157 0.01024 0.00463 58 640: 9%|8 | 15/168 [00:02<00:29, 5.18it/s]
95/499 4.32G 0.01161 0.01022 0.00458 72 640: 9%|8 | 15/168 [00:03<00:29, 5.18it/s]
95/499 4.32G 0.01161 0.01022 0.00458 72 640: 10%|9 | 16/168 [00:03<00:29, 5.09it/s]
95/499 4.32G 0.01159 0.01036 0.004547 91 640: 10%|9 | 16/168 [00:03<00:29, 5.09it/s]
95/499 4.32G 0.01159 0.01036 0.004547 91 640: 10%|# | 17/168 [00:03<00:29, 5.17it/s]
95/499 4.32G 0.01153 0.01026 0.004677 57 640: 10%|# | 17/168 [00:03<00:29, 5.17it/s]
95/499 4.32G 0.01153 0.01026 0.004677 57 640: 11%|# | 18/168 [00:03<00:28, 5.25it/s]
95/499 4.32G 0.01158 0.01033 0.004535 66 640: 11%|# | 18/168 [00:03<00:28, 5.25it/s]
95/499 4.32G 0.01158 0.01033 0.004535 66 640: 11%|#1 | 19/168 [00:03<00:29, 5.09it/s]
95/499 4.32G 0.01165 0.01044 0.004455 77 640: 11%|#1 | 19/168 [00:03<00:29, 5.09it/s]
95/499 4.32G 0.01165 0.01044 0.004455 77 640: 12%|#1 | 20/168 [00:03<00:28, 5.13it/s]
95/499 4.32G 0.01163 0.01041 0.004389 65 640: 12%|#1 | 20/168 [00:04<00:28, 5.13it/s]
95/499 4.32G 0.01163 0.01041 0.004389 65 640: 12%|#2 | 21/168 [00:04<00:28, 5.21it/s]
95/499 4.32G 0.01164 0.0103 0.004311 56 640: 12%|#2 | 21/168 [00:04<00:28, 5.21it/s]
95/499 4.32G 0.01164 0.0103 0.004311 56 640: 13%|#3 | 22/168 [00:04<00:28, 5.08it/s]
95/499 4.32G 0.01162 0.01021 0.004264 62 640: 13%|#3 | 22/168 [00:04<00:28, 5.08it/s]
95/499 4.32G 0.01162 0.01021 0.004264 62 640: 14%|#3 | 23/168 [00:04<00:28, 5.17it/s]
95/499 4.32G 0.0116 0.01023 0.004155 76 640: 14%|#3 | 23/168 [00:04<00:28, 5.17it/s]
95/499 4.32G 0.0116 0.01023 0.004155 76 640: 14%|#4 | 24/168 [00:04<00:27, 5.26it/s]
95/499 4.32G 0.01157 0.01014 0.00402 58 640: 14%|#4 | 24/168 [00:04<00:27, 5.26it/s]
95/499 4.32G 0.01157 0.01014 0.00402 58 640: 15%|#4 | 25/168 [00:04<00:27, 5.14it/s]
95/499 4.32G 0.01155 0.01024 0.003961 77 640: 15%|#4 | 25/168 [00:05<00:27, 5.14it/s]
95/499 4.32G 0.01155 0.01024 0.003961 77 640: 15%|#5 | 26/168 [00:05<00:27, 5.20it/s]
95/499 4.32G 0.01155 0.01023 0.003874 71 640: 15%|#5 | 26/168 [00:05<00:27, 5.20it/s]
95/499 4.32G 0.01155 0.01023 0.003874 71 640: 16%|#6 | 27/168 [00:05<00:26, 5.24it/s]
95/499 4.32G 0.01154 0.01016 0.003931 52 640: 16%|#6 | 27/168 [00:05<00:26, 5.24it/s]
95/499 4.32G 0.01154 0.01016 0.003931 52 640: 17%|#6 | 28/168 [00:05<00:27, 5.11it/s]
95/499 4.32G 0.01152 0.01014 0.004084 74 640: 17%|#6 | 28/168 [00:05<00:27, 5.11it/s]
95/499 4.32G 0.01152 0.01014 0.004084 74 640: 17%|#7 | 29/168 [00:05<00:26, 5.17it/s]
95/499 4.32G 0.01147 0.01014 0.004093 76 640: 17%|#7 | 29/168 [00:05<00:26, 5.17it/s]
95/499 4.32G 0.01147 0.01014 0.004093 76 640: 18%|#7 | 30/168 [00:05<00:26, 5.23it/s]
95/499 4.32G 0.01143 0.0101 0.004084 74 640: 18%|#7 | 30/168 [00:06<00:26, 5.23it/s]
95/499 4.32G 0.01143 0.0101 0.004084 74 640: 18%|#8 | 31/168 [00:06<00:26, 5.13it/s]
95/499 4.32G 0.01145 0.01011 0.004055 73 640: 18%|#8 | 31/168 [00:06<00:26, 5.13it/s]
95/499 4.32G 0.01145 0.01011 0.004055 73 640: 19%|#9 | 32/168 [00:06<00:25, 5.24it/s]
95/499 4.32G 0.01142 0.01008 0.003994 69 640: 19%|#9 | 32/168 [00:06<00:25, 5.24it/s]
95/499 4.32G 0.01142 0.01008 0.003994 69 640: 20%|#9 | 33/168 [00:06<00:25, 5.29it/s]
95/499 4.32G 0.01143 0.01015 0.003953 79 640: 20%|#9 | 33/168 [00:06<00:25, 5.29it/s]
95/499 4.32G 0.01143 0.01015 0.003953 79 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s]
95/499 4.32G 0.0114 0.01016 0.003985 73 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s]
95/499 4.32G 0.0114 0.01016 0.003985 73 640: 21%|## | 35/168 [00:06<00:25, 5.20it/s]
95/499 4.32G 0.01144 0.01014 0.003952 56 640: 21%|## | 35/168 [00:06<00:25, 5.20it/s]
95/499 4.32G 0.01144 0.01014 0.003952 56 640: 21%|##1 | 36/168 [00:06<00:25, 5.27it/s]
95/499 4.32G 0.01143 0.01018 0.003882 77 640: 21%|##1 | 36/168 [00:07<00:25, 5.27it/s]
95/499 4.32G 0.01143 0.01018 0.003882 77 640: 22%|##2 | 37/168 [00:07<00:25, 5.07it/s]
95/499 4.32G 0.01142 0.01013 0.003872 59 640: 22%|##2 | 37/168 [00:07<00:25, 5.07it/s]
95/499 4.32G 0.01142 0.01013 0.003872 59 640: 23%|##2 | 38/168 [00:07<00:25, 5.15it/s]
95/499 4.32G 0.01143 0.0101 0.003986 61 640: 23%|##2 | 38/168 [00:07<00:25, 5.15it/s]
95/499 4.32G 0.01143 0.0101 0.003986 61 640: 23%|##3 | 39/168 [00:07<00:24, 5.22it/s]
95/499 4.32G 0.01143 0.01013 0.004007 71 640: 23%|##3 | 39/168 [00:07<00:24, 5.22it/s]
95/499 4.32G 0.01143 0.01013 0.004007 71 640: 24%|##3 | 40/168 [00:07<00:25, 5.09it/s]
95/499 4.32G 0.0114 0.0101 0.004003 64 640: 24%|##3 | 40/168 [00:07<00:25, 5.09it/s]
95/499 4.32G 0.0114 0.0101 0.004003 64 640: 24%|##4 | 41/168 [00:07<00:24, 5.17it/s]
95/499 4.32G 0.0114 0.01017 0.003965 84 640: 24%|##4 | 41/168 [00:08<00:24, 5.17it/s]
95/499 4.32G 0.0114 0.01017 0.003965 84 640: 25%|##5 | 42/168 [00:08<00:23, 5.26it/s]
95/499 4.32G 0.01139 0.01015 0.003981 73 640: 25%|##5 | 42/168 [00:08<00:23, 5.26it/s]
95/499 4.32G 0.01139 0.01015 0.003981 73 640: 26%|##5 | 43/168 [00:08<00:24, 5.12it/s]
95/499 4.32G 0.01137 0.01014 0.003972 64 640: 26%|##5 | 43/168 [00:08<00:24, 5.12it/s]
95/499 4.32G 0.01137 0.01014 0.003972 64 640: 26%|##6 | 44/168 [00:08<00:23, 5.22it/s]
95/499 4.32G 0.01136 0.01012 0.004055 76 640: 26%|##6 | 44/168 [00:08<00:23, 5.22it/s]
95/499 4.32G 0.01136 0.01012 0.004055 76 640: 27%|##6 | 45/168 [00:08<00:23, 5.27it/s]
95/499 4.32G 0.01134 0.01014 0.004073 56 640: 27%|##6 | 45/168 [00:08<00:23, 5.27it/s]
95/499 4.32G 0.01134 0.01014 0.004073 56 640: 27%|##7 | 46/168 [00:08<00:23, 5.12it/s]
95/499 4.32G 0.01134 0.01011 0.004053 68 640: 27%|##7 | 46/168 [00:09<00:23, 5.12it/s]
95/499 4.32G 0.01134 0.01011 0.004053 68 640: 28%|##7 | 47/168 [00:09<00:23, 5.21it/s]
95/499 4.32G 0.01134 0.0101 0.004042 63 640: 28%|##7 | 47/168 [00:09<00:23, 5.21it/s]
95/499 4.32G 0.01134 0.0101 0.004042 63 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s]
95/499 4.32G 0.01133 0.01017 0.00405 93 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s]
95/499 4.32G 0.01133 0.01017 0.00405 93 640: 29%|##9 | 49/168 [00:09<00:23, 5.12it/s]
95/499 4.32G 0.01134 0.01016 0.004092 69 640: 29%|##9 | 49/168 [00:09<00:23, 5.12it/s]
95/499 4.32G 0.01134 0.01016 0.004092 69 640: 30%|##9 | 50/168 [00:09<00:22, 5.22it/s]
95/499 4.32G 0.01133 0.01016 0.004036 64 640: 30%|##9 | 50/168 [00:09<00:22, 5.22it/s]
95/499 4.32G 0.01133 0.01016 0.004036 64 640: 30%|### | 51/168 [00:09<00:22, 5.23it/s]
95/499 4.32G 0.01135 0.01013 0.004062 59 640: 30%|### | 51/168 [00:10<00:22, 5.23it/s]
95/499 4.32G 0.01135 0.01013 0.004062 59 640: 31%|### | 52/168 [00:10<00:22, 5.10it/s]
95/499 4.32G 0.01133 0.01013 0.004085 63 640: 31%|### | 52/168 [00:10<00:22, 5.10it/s]
95/499 4.32G 0.01133 0.01013 0.004085 63 640: 32%|###1 | 53/168 [00:10<00:22, 5.21it/s]
95/499 4.32G 0.01132 0.0101 0.004039 55 640: 32%|###1 | 53/168 [00:10<00:22, 5.21it/s]
95/499 4.32G 0.01132 0.0101 0.004039 55 640: 32%|###2 | 54/168 [00:10<00:21, 5.26it/s]
95/499 4.32G 0.01133 0.01006 0.003992 53 640: 32%|###2 | 54/168 [00:10<00:21, 5.26it/s]
95/499 4.32G 0.01133 0.01006 0.003992 53 640: 33%|###2 | 55/168 [00:10<00:21, 5.14it/s]
95/499 4.32G 0.01133 0.01003 0.00401 59 640: 33%|###2 | 55/168 [00:10<00:21, 5.14it/s]
95/499 4.32G 0.01133 0.01003 0.00401 59 640: 33%|###3 | 56/168 [00:10<00:21, 5.23it/s]
95/499 4.32G 0.0113 0.01004 0.003991 68 640: 33%|###3 | 56/168 [00:10<00:21, 5.23it/s]
95/499 4.32G 0.0113 0.01004 0.003991 68 640: 34%|###3 | 57/168 [00:10<00:20, 5.29it/s]
95/499 4.32G 0.0113 0.01006 0.004007 71 640: 34%|###3 | 57/168 [00:11<00:20, 5.29it/s]
95/499 4.32G 0.0113 0.01006 0.004007 71 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s]
95/499 4.32G 0.01131 0.01008 0.004018 68 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s]
95/499 4.32G 0.01131 0.01008 0.004018 68 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
95/499 4.32G 0.0113 0.01006 0.004098 61 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
95/499 4.32G 0.0113 0.01006 0.004098 61 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s]
95/499 4.32G 0.01131 0.01008 0.004121 76 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s]
95/499 4.32G 0.01131 0.01008 0.004121 76 640: 36%|###6 | 61/168 [00:11<00:20, 5.13it/s]
95/499 4.32G 0.0113 0.01009 0.004135 74 640: 36%|###6 | 61/168 [00:11<00:20, 5.13it/s]
95/499 4.32G 0.0113 0.01009 0.004135 74 640: 37%|###6 | 62/168 [00:11<00:20, 5.20it/s]
95/499 4.32G 0.01134 0.0101 0.004151 72 640: 37%|###6 | 62/168 [00:12<00:20, 5.20it/s]
95/499 4.32G 0.01134 0.0101 0.004151 72 640: 38%|###7 | 63/168 [00:12<00:19, 5.27it/s]
95/499 4.32G 0.01137 0.01016 0.004115 77 640: 38%|###7 | 63/168 [00:12<00:19, 5.27it/s]
95/499 4.32G 0.01137 0.01016 0.004115 77 640: 38%|###8 | 64/168 [00:12<00:20, 5.13it/s]
95/499 4.32G 0.01139 0.01016 0.004101 67 640: 38%|###8 | 64/168 [00:12<00:20, 5.13it/s]
95/499 4.32G 0.01139 0.01016 0.004101 67 640: 39%|###8 | 65/168 [00:12<00:19, 5.22it/s]
95/499 4.32G 0.01136 0.01019 0.004098 93 640: 39%|###8 | 65/168 [00:12<00:19, 5.22it/s]
95/499 4.32G 0.01136 0.01019 0.004098 93 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s]
95/499 4.32G 0.01138 0.01022 0.004083 76 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s]
95/499 4.32G 0.01138 0.01022 0.004083 76 640: 40%|###9 | 67/168 [00:12<00:19, 5.15it/s]
95/499 4.32G 0.01139 0.01021 0.004074 63 640: 40%|###9 | 67/168 [00:13<00:19, 5.15it/s]
95/499 4.32G 0.01139 0.01021 0.004074 63 640: 40%|#### | 68/168 [00:13<00:19, 5.20it/s]
95/499 4.32G 0.01139 0.01022 0.004051 65 640: 40%|#### | 68/168 [00:13<00:19, 5.20it/s]
95/499 4.32G 0.01139 0.01022 0.004051 65 640: 41%|####1 | 69/168 [00:13<00:18, 5.26it/s]
95/499 4.32G 0.01137 0.0102 0.004076 68 640: 41%|####1 | 69/168 [00:13<00:18, 5.26it/s]
95/499 4.32G 0.01137 0.0102 0.004076 68 640: 42%|####1 | 70/168 [00:13<00:19, 5.12it/s]
95/499 4.32G 0.01139 0.01021 0.004035 67 640: 42%|####1 | 70/168 [00:13<00:19, 5.12it/s]
95/499 4.32G 0.01139 0.01021 0.004035 67 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s]
95/499 4.32G 0.0114 0.01022 0.004028 76 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s]
95/499 4.32G 0.0114 0.01022 0.004028 76 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s]
95/499 4.32G 0.01139 0.0102 0.004049 66 640: 43%|####2 | 72/168 [00:14<00:18, 5.32it/s]
95/499 4.32G 0.01139 0.0102 0.004049 66 640: 43%|####3 | 73/168 [00:14<00:18, 5.15it/s]
95/499 4.32G 0.01137 0.01019 0.004048 67 640: 43%|####3 | 73/168 [00:14<00:18, 5.15it/s]
95/499 4.32G 0.01137 0.01019 0.004048 67 640: 44%|####4 | 74/168 [00:14<00:17, 5.25it/s]
95/499 4.32G 0.01136 0.01018 0.004039 65 640: 44%|####4 | 74/168 [00:14<00:17, 5.25it/s]
95/499 4.32G 0.01136 0.01018 0.004039 65 640: 45%|####4 | 75/168 [00:14<00:17, 5.32it/s]
95/499 4.32G 0.01136 0.01015 0.004059 56 640: 45%|####4 | 75/168 [00:14<00:17, 5.32it/s]
95/499 4.32G 0.01136 0.01015 0.004059 56 640: 45%|####5 | 76/168 [00:14<00:17, 5.14it/s]
95/499 4.32G 0.01136 0.01014 0.004067 60 640: 45%|####5 | 76/168 [00:14<00:17, 5.14it/s]
95/499 4.32G 0.01136 0.01014 0.004067 60 640: 46%|####5 | 77/168 [00:14<00:17, 5.19it/s]
95/499 4.32G 0.01137 0.01017 0.00405 89 640: 46%|####5 | 77/168 [00:15<00:17, 5.19it/s]
95/499 4.32G 0.01137 0.01017 0.00405 89 640: 46%|####6 | 78/168 [00:15<00:17, 5.25it/s]
95/499 4.32G 0.01139 0.01017 0.004022 61 640: 46%|####6 | 78/168 [00:15<00:17, 5.25it/s]
95/499 4.32G 0.01139 0.01017 0.004022 61 640: 47%|####7 | 79/168 [00:15<00:17, 5.12it/s]
95/499 4.32G 0.01139 0.01016 0.003992 63 640: 47%|####7 | 79/168 [00:15<00:17, 5.12it/s]
95/499 4.32G 0.01139 0.01016 0.003992 63 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s]
95/499 4.32G 0.01139 0.01015 0.003998 66 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s]
95/499 4.32G 0.01139 0.01015 0.003998 66 640: 48%|####8 | 81/168 [00:15<00:16, 5.29it/s]
95/499 4.32G 0.01142 0.01015 0.003994 60 640: 48%|####8 | 81/168 [00:15<00:16, 5.29it/s]
95/499 4.32G 0.01142 0.01015 0.003994 60 640: 49%|####8 | 82/168 [00:15<00:16, 5.16it/s]
95/499 4.32G 0.01142 0.01015 0.004001 72 640: 49%|####8 | 82/168 [00:15<00:16, 5.16it/s]
95/499 4.32G 0.01142 0.01015 0.004001 72 640: 49%|####9 | 83/168 [00:15<00:16, 5.23it/s]
95/499 4.32G 0.01141 0.01016 0.004018 72 640: 49%|####9 | 83/168 [00:16<00:16, 5.23it/s]
95/499 4.32G 0.01141 0.01016 0.004018 72 640: 50%|##### | 84/168 [00:16<00:15, 5.28it/s]
95/499 4.32G 0.01143 0.01017 0.004013 71 640: 50%|##### | 84/168 [00:16<00:15, 5.28it/s]
95/499 4.32G 0.01143 0.01017 0.004013 71 640: 51%|##### | 85/168 [00:16<00:16, 5.14it/s]
95/499 4.32G 0.01147 0.01014 0.004011 50 640: 51%|##### | 85/168 [00:16<00:16, 5.14it/s]
95/499 4.32G 0.01147 0.01014 0.004011 50 640: 51%|#####1 | 86/168 [00:16<00:15, 5.21it/s]
95/499 4.32G 0.01148 0.01012 0.004015 52 640: 51%|#####1 | 86/168 [00:16<00:15, 5.21it/s]
95/499 4.32G 0.01148 0.01012 0.004015 52 640: 52%|#####1 | 87/168 [00:16<00:15, 5.26it/s]
95/499 4.32G 0.01147 0.01012 0.004021 60 640: 52%|#####1 | 87/168 [00:16<00:15, 5.26it/s]
95/499 4.32G 0.01147 0.01012 0.004021 60 640: 52%|#####2 | 88/168 [00:16<00:15, 5.13it/s]
95/499 4.32G 0.01148 0.01009 0.00403 57 640: 52%|#####2 | 88/168 [00:17<00:15, 5.13it/s]
95/499 4.32G 0.01148 0.01009 0.00403 57 640: 53%|#####2 | 89/168 [00:17<00:15, 5.08it/s]
95/499 4.32G 0.01148 0.01008 0.004031 51 640: 53%|#####2 | 89/168 [00:17<00:15, 5.08it/s]
95/499 4.32G 0.01148 0.01008 0.004031 51 640: 54%|#####3 | 90/168 [00:17<00:15, 5.20it/s]
95/499 4.32G 0.01147 0.01006 0.004056 58 640: 54%|#####3 | 90/168 [00:17<00:15, 5.20it/s]
95/499 4.32G 0.01147 0.01006 0.004056 58 640: 54%|#####4 | 91/168 [00:17<00:15, 5.10it/s]
95/499 4.32G 0.01148 0.01005 0.004066 78 640: 54%|#####4 | 91/168 [00:17<00:15, 5.10it/s]
95/499 4.32G 0.01148 0.01005 0.004066 78 640: 55%|#####4 | 92/168 [00:17<00:14, 5.19it/s]
95/499 4.32G 0.01148 0.01003 0.004034 60 640: 55%|#####4 | 92/168 [00:17<00:14, 5.19it/s]
95/499 4.32G 0.01148 0.01003 0.004034 60 640: 55%|#####5 | 93/168 [00:17<00:14, 5.28it/s]
95/499 4.32G 0.01151 0.01003 0.004044 54 640: 55%|#####5 | 93/168 [00:18<00:14, 5.28it/s]
95/499 4.32G 0.01151 0.01003 0.004044 54 640: 56%|#####5 | 94/168 [00:18<00:14, 5.15it/s]
95/499 4.32G 0.01152 0.01006 0.004034 87 640: 56%|#####5 | 94/168 [00:18<00:14, 5.15it/s]
95/499 4.32G 0.01152 0.01006 0.004034 87 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s]
95/499 4.32G 0.01152 0.01009 0.004064 86 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s]
95/499 4.32G 0.01152 0.01009 0.004064 86 640: 57%|#####7 | 96/168 [00:18<00:13, 5.29it/s]
95/499 4.32G 0.01153 0.01011 0.004081 84 640: 57%|#####7 | 96/168 [00:18<00:13, 5.29it/s]
95/499 4.32G 0.01153 0.01011 0.004081 84 640: 58%|#####7 | 97/168 [00:18<00:13, 5.14it/s]
95/499 4.32G 0.01152 0.01009 0.004111 60 640: 58%|#####7 | 97/168 [00:18<00:13, 5.14it/s]
95/499 4.32G 0.01152 0.01009 0.004111 60 640: 58%|#####8 | 98/168 [00:18<00:13, 5.23it/s]
95/499 4.32G 0.01152 0.01007 0.004102 59 640: 58%|#####8 | 98/168 [00:19<00:13, 5.23it/s]
95/499 4.32G 0.01152 0.01007 0.004102 59 640: 59%|#####8 | 99/168 [00:19<00:13, 5.28it/s]
95/499 4.32G 0.01151 0.01006 0.004097 76 640: 59%|#####8 | 99/168 [00:19<00:13, 5.28it/s]
95/499 4.32G 0.01151 0.01006 0.004097 76 640: 60%|#####9 | 100/168 [00:19<00:13, 5.11it/s]
95/499 4.32G 0.0115 0.01008 0.004085 83 640: 60%|#####9 | 100/168 [00:19<00:13, 5.11it/s]
95/499 4.32G 0.0115 0.01008 0.004085 83 640: 60%|###### | 101/168 [00:19<00:12, 5.18it/s]
95/499 4.32G 0.01149 0.01008 0.004068 62 640: 60%|###### | 101/168 [00:19<00:12, 5.18it/s]
95/499 4.32G 0.01149 0.01008 0.004068 62 640: 61%|###### | 102/168 [00:19<00:12, 5.27it/s]
95/499 4.32G 0.0115 0.01006 0.004092 69 640: 61%|###### | 102/168 [00:19<00:12, 5.27it/s]
95/499 4.32G 0.0115 0.01006 0.004092 69 640: 61%|######1 | 103/168 [00:19<00:12, 5.15it/s]
95/499 4.32G 0.01151 0.01008 0.004071 84 640: 61%|######1 | 103/168 [00:20<00:12, 5.15it/s]
95/499 4.32G 0.01151 0.01008 0.004071 84 640: 62%|######1 | 104/168 [00:20<00:12, 5.21it/s]
95/499 4.32G 0.01151 0.01007 0.0041 79 640: 62%|######1 | 104/168 [00:20<00:12, 5.21it/s]
95/499 4.32G 0.01151 0.01007 0.0041 79 640: 62%|######2 | 105/168 [00:20<00:11, 5.27it/s]
95/499 4.32G 0.0115 0.01007 0.004085 69 640: 62%|######2 | 105/168 [00:20<00:11, 5.27it/s]
95/499 4.32G 0.0115 0.01007 0.004085 69 640: 63%|######3 | 106/168 [00:20<00:12, 5.15it/s]
95/499 4.32G 0.0115 0.01006 0.004072 67 640: 63%|######3 | 106/168 [00:20<00:12, 5.15it/s]
95/499 4.32G 0.0115 0.01006 0.004072 67 640: 64%|######3 | 107/168 [00:20<00:11, 5.18it/s]
95/499 4.32G 0.01151 0.01006 0.004076 82 640: 64%|######3 | 107/168 [00:20<00:11, 5.18it/s]
95/499 4.32G 0.01151 0.01006 0.004076 82 640: 64%|######4 | 108/168 [00:20<00:11, 5.26it/s]
95/499 4.32G 0.01149 0.01004 0.004098 64 640: 64%|######4 | 108/168 [00:20<00:11, 5.26it/s]
95/499 4.32G 0.01149 0.01004 0.004098 64 640: 65%|######4 | 109/168 [00:20<00:11, 5.12it/s]
95/499 4.32G 0.01148 0.01005 0.004078 66 640: 65%|######4 | 109/168 [00:21<00:11, 5.12it/s]
95/499 4.32G 0.01148 0.01005 0.004078 66 640: 65%|######5 | 110/168 [00:21<00:11, 5.22it/s]
95/499 4.32G 0.01149 0.01004 0.004067 61 640: 65%|######5 | 110/168 [00:21<00:11, 5.22it/s]
95/499 4.32G 0.01149 0.01004 0.004067 61 640: 66%|######6 | 111/168 [00:21<00:10, 5.28it/s]
95/499 4.32G 0.01148 0.01004 0.004072 81 640: 66%|######6 | 111/168 [00:21<00:10, 5.28it/s]
95/499 4.32G 0.01148 0.01004 0.004072 81 640: 67%|######6 | 112/168 [00:21<00:10, 5.11it/s]
95/499 4.32G 0.01147 0.01003 0.004065 72 640: 67%|######6 | 112/168 [00:21<00:10, 5.11it/s]
95/499 4.32G 0.01147 0.01003 0.004065 72 640: 67%|######7 | 113/168 [00:21<00:10, 5.22it/s]
95/499 4.32G 0.01148 0.01002 0.004054 64 640: 67%|######7 | 113/168 [00:21<00:10, 5.22it/s]
95/499 4.32G 0.01148 0.01002 0.004054 64 640: 68%|######7 | 114/168 [00:21<00:10, 5.31it/s]
95/499 4.32G 0.01146 0.01002 0.004041 70 640: 68%|######7 | 114/168 [00:22<00:10, 5.31it/s]
95/499 4.32G 0.01146 0.01002 0.004041 70 640: 68%|######8 | 115/168 [00:22<00:10, 5.17it/s]
95/499 4.32G 0.01147 0.01001 0.004045 64 640: 68%|######8 | 115/168 [00:22<00:10, 5.17it/s]
95/499 4.32G 0.01147 0.01001 0.004045 64 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
95/499 4.32G 0.01148 0.01003 0.004016 73 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
95/499 4.32G 0.01148 0.01003 0.004016 73 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s]
95/499 4.32G 0.01149 0.01003 0.003998 67 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s]
95/499 4.32G 0.01149 0.01003 0.003998 67 640: 70%|####### | 118/168 [00:22<00:09, 5.15it/s]
95/499 4.32G 0.01151 0.01004 0.003989 64 640: 70%|####### | 118/168 [00:22<00:09, 5.15it/s]
95/499 4.32G 0.01151 0.01004 0.003989 64 640: 71%|####### | 119/168 [00:22<00:09, 5.24it/s]
95/499 4.32G 0.0115 0.01005 0.003985 66 640: 71%|####### | 119/168 [00:23<00:09, 5.24it/s]
95/499 4.32G 0.0115 0.01005 0.003985 66 640: 71%|#######1 | 120/168 [00:23<00:09, 5.31it/s]
95/499 4.32G 0.0115 0.01003 0.003985 57 640: 71%|#######1 | 120/168 [00:23<00:09, 5.31it/s]
95/499 4.32G 0.0115 0.01003 0.003985 57 640: 72%|#######2 | 121/168 [00:23<00:09, 5.15it/s]
95/499 4.32G 0.01152 0.01004 0.003991 70 640: 72%|#######2 | 121/168 [00:23<00:09, 5.15it/s]
95/499 4.32G 0.01152 0.01004 0.003991 70 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
95/499 4.32G 0.01151 0.01005 0.003977 73 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
95/499 4.32G 0.01151 0.01005 0.003977 73 640: 73%|#######3 | 123/168 [00:23<00:08, 5.30it/s]
95/499 4.32G 0.01152 0.01006 0.003974 72 640: 73%|#######3 | 123/168 [00:23<00:08, 5.30it/s]
95/499 4.32G 0.01152 0.01006 0.003974 72 640: 74%|#######3 | 124/168 [00:23<00:08, 5.15it/s]
95/499 4.32G 0.01152 0.01006 0.003968 73 640: 74%|#######3 | 124/168 [00:24<00:08, 5.15it/s]
95/499 4.32G 0.01152 0.01006 0.003968 73 640: 74%|#######4 | 125/168 [00:24<00:08, 5.22it/s]
95/499 4.32G 0.01152 0.01005 0.003965 66 640: 74%|#######4 | 125/168 [00:24<00:08, 5.22it/s]
95/499 4.32G 0.01152 0.01005 0.003965 66 640: 75%|#######5 | 126/168 [00:24<00:07, 5.27it/s]
95/499 4.32G 0.01151 0.01004 0.003953 50 640: 75%|#######5 | 126/168 [00:24<00:07, 5.27it/s]
95/499 4.32G 0.01151 0.01004 0.003953 50 640: 76%|#######5 | 127/168 [00:24<00:08, 5.11it/s]
95/499 4.32G 0.0115 0.01006 0.003942 76 640: 76%|#######5 | 127/168 [00:24<00:08, 5.11it/s]
95/499 4.32G 0.0115 0.01006 0.003942 76 640: 76%|#######6 | 128/168 [00:24<00:07, 5.21it/s]
95/499 4.32G 0.01149 0.01004 0.003933 53 640: 76%|#######6 | 128/168 [00:24<00:07, 5.21it/s]
95/499 4.32G 0.01149 0.01004 0.003933 53 640: 77%|#######6 | 129/168 [00:24<00:07, 5.25it/s]
95/499 4.32G 0.01148 0.01003 0.003949 73 640: 77%|#######6 | 129/168 [00:25<00:07, 5.25it/s]
95/499 4.32G 0.01148 0.01003 0.003949 73 640: 77%|#######7 | 130/168 [00:25<00:07, 5.04it/s]
95/499 4.32G 0.01147 0.01003 0.003939 79 640: 77%|#######7 | 130/168 [00:25<00:07, 5.04it/s]
95/499 4.32G 0.01147 0.01003 0.003939 79 640: 78%|#######7 | 131/168 [00:25<00:07, 5.14it/s]
95/499 4.32G 0.01146 0.01001 0.003932 57 640: 78%|#######7 | 131/168 [00:25<00:07, 5.14it/s]
95/499 4.32G 0.01146 0.01001 0.003932 57 640: 79%|#######8 | 132/168 [00:25<00:06, 5.23it/s]
95/499 4.32G 0.01145 0.01003 0.003946 76 640: 79%|#######8 | 132/168 [00:25<00:06, 5.23it/s]
95/499 4.32G 0.01145 0.01003 0.003946 76 640: 79%|#######9 | 133/168 [00:25<00:06, 5.11it/s]
95/499 4.32G 0.01145 0.01001 0.003936 68 640: 79%|#######9 | 133/168 [00:25<00:06, 5.11it/s]
95/499 4.32G 0.01145 0.01001 0.003936 68 640: 80%|#######9 | 134/168 [00:25<00:06, 5.19it/s]
95/499 4.32G 0.01145 0.01001 0.003943 67 640: 80%|#######9 | 134/168 [00:25<00:06, 5.19it/s]
95/499 4.32G 0.01145 0.01001 0.003943 67 640: 80%|######## | 135/168 [00:25<00:06, 5.24it/s]
95/499 4.32G 0.01143 0.01001 0.003936 61 640: 80%|######## | 135/168 [00:26<00:06, 5.24it/s]
95/499 4.32G 0.01143 0.01001 0.003936 61 640: 81%|######## | 136/168 [00:26<00:06, 5.13it/s]
95/499 4.32G 0.01142 0.01 0.003933 57 640: 81%|######## | 136/168 [00:26<00:06, 5.13it/s]
95/499 4.32G 0.01142 0.01 0.003933 57 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s]
95/499 4.32G 0.01142 0.009991 0.003933 49 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s]
95/499 4.32G 0.01142 0.009991 0.003933 49 640: 82%|########2 | 138/168 [00:26<00:05, 5.26it/s]
95/499 4.32G 0.01141 0.009988 0.003938 70 640: 82%|########2 | 138/168 [00:26<00:05, 5.26it/s]
95/499 4.32G 0.01141 0.009988 0.003938 70 640: 83%|########2 | 139/168 [00:26<00:05, 5.12it/s]
95/499 4.32G 0.01141 0.009999 0.003926 75 640: 83%|########2 | 139/168 [00:26<00:05, 5.12it/s]
95/499 4.32G 0.01141 0.009999 0.003926 75 640: 83%|########3 | 140/168 [00:26<00:05, 5.20it/s]
95/499 4.32G 0.01143 0.01002 0.003933 76 640: 83%|########3 | 140/168 [00:27<00:05, 5.20it/s]
95/499 4.32G 0.01143 0.01002 0.003933 76 640: 84%|########3 | 141/168 [00:27<00:05, 5.22it/s]
95/499 4.32G 0.01142 0.01002 0.00392 68 640: 84%|########3 | 141/168 [00:27<00:05, 5.22it/s]
95/499 4.32G 0.01142 0.01002 0.00392 68 640: 85%|########4 | 142/168 [00:27<00:05, 5.10it/s]
95/499 4.32G 0.01142 0.01002 0.003919 64 640: 85%|########4 | 142/168 [00:27<00:05, 5.10it/s]
95/499 4.32G 0.01142 0.01002 0.003919 64 640: 85%|########5 | 143/168 [00:27<00:04, 5.18it/s]
95/499 4.32G 0.01142 0.01001 0.003926 57 640: 85%|########5 | 143/168 [00:27<00:04, 5.18it/s]
95/499 4.32G 0.01142 0.01001 0.003926 57 640: 86%|########5 | 144/168 [00:27<00:04, 5.27it/s]
95/499 4.32G 0.01142 0.01001 0.003905 65 640: 86%|########5 | 144/168 [00:27<00:04, 5.27it/s]
95/499 4.32G 0.01142 0.01001 0.003905 65 640: 86%|########6 | 145/168 [00:27<00:04, 5.12it/s]
95/499 4.32G 0.01142 0.01001 0.003908 70 640: 86%|########6 | 145/168 [00:28<00:04, 5.12it/s]
95/499 4.32G 0.01142 0.01001 0.003908 70 640: 87%|########6 | 146/168 [00:28<00:04, 5.20it/s]
95/499 4.32G 0.01142 0.01002 0.003895 64 640: 87%|########6 | 146/168 [00:28<00:04, 5.20it/s]
95/499 4.32G 0.01142 0.01002 0.003895 64 640: 88%|########7 | 147/168 [00:28<00:03, 5.28it/s]
95/499 4.32G 0.01141 0.01001 0.003876 65 640: 88%|########7 | 147/168 [00:28<00:03, 5.28it/s]
95/499 4.32G 0.01141 0.01001 0.003876 65 640: 88%|########8 | 148/168 [00:28<00:03, 5.14it/s]
95/499 4.32G 0.01141 0.01002 0.003883 72 640: 88%|########8 | 148/168 [00:28<00:03, 5.14it/s]
95/499 4.32G 0.01141 0.01002 0.003883 72 640: 89%|########8 | 149/168 [00:28<00:03, 5.22it/s]
95/499 4.32G 0.01141 0.01002 0.003881 62 640: 89%|########8 | 149/168 [00:28<00:03, 5.22it/s]
95/499 4.32G 0.01141 0.01002 0.003881 62 640: 89%|########9 | 150/168 [00:28<00:03, 5.29it/s]
95/499 4.32G 0.0114 0.01002 0.003881 66 640: 89%|########9 | 150/168 [00:29<00:03, 5.29it/s]
95/499 4.32G 0.0114 0.01002 0.003881 66 640: 90%|########9 | 151/168 [00:29<00:03, 5.12it/s]
95/499 4.32G 0.01141 0.01 0.00389 54 640: 90%|########9 | 151/168 [00:29<00:03, 5.12it/s]
95/499 4.32G 0.01141 0.01 0.00389 54 640: 90%|######### | 152/168 [00:29<00:03, 5.21it/s]
95/499 4.32G 0.0114 0.01 0.003905 68 640: 90%|######### | 152/168 [00:29<00:03, 5.21it/s]
95/499 4.32G 0.0114 0.01 0.003905 68 640: 91%|#########1| 153/168 [00:29<00:02, 5.29it/s]
95/499 4.32G 0.01141 0.01002 0.003919 77 640: 91%|#########1| 153/168 [00:29<00:02, 5.29it/s]
95/499 4.32G 0.01141 0.01002 0.003919 77 640: 92%|#########1| 154/168 [00:29<00:02, 5.10it/s]
95/499 4.32G 0.01141 0.01002 0.0039 73 640: 92%|#########1| 154/168 [00:29<00:02, 5.10it/s]
95/499 4.32G 0.01141 0.01002 0.0039 73 640: 92%|#########2| 155/168 [00:29<00:02, 5.19it/s]
95/499 4.32G 0.01142 0.01001 0.003898 54 640: 92%|#########2| 155/168 [00:30<00:02, 5.19it/s]
95/499 4.32G 0.01142 0.01001 0.003898 54 640: 93%|#########2| 156/168 [00:30<00:02, 5.27it/s]
95/499 4.32G 0.01141 0.01 0.003899 61 640: 93%|#########2| 156/168 [00:30<00:02, 5.27it/s]
95/499 4.32G 0.01141 0.01 0.003899 61 640: 93%|#########3| 157/168 [00:30<00:02, 5.05it/s]
95/499 4.32G 0.01141 0.009991 0.003907 62 640: 93%|#########3| 157/168 [00:30<00:02, 5.05it/s]
95/499 4.32G 0.01141 0.009991 0.003907 62 640: 94%|#########4| 158/168 [00:30<00:01, 5.16it/s]
95/499 4.32G 0.0114 0.009986 0.003891 78 640: 94%|#########4| 158/168 [00:30<00:01, 5.16it/s]
95/499 4.32G 0.0114 0.009986 0.003891 78 640: 95%|#########4| 159/168 [00:30<00:01, 5.24it/s]
95/499 4.32G 0.0114 0.009983 0.003893 60 640: 95%|#########4| 159/168 [00:30<00:01, 5.24it/s]
95/499 4.32G 0.0114 0.009983 0.003893 60 640: 95%|#########5| 160/168 [00:30<00:01, 5.11it/s]
95/499 4.32G 0.0114 0.009981 0.003891 71 640: 95%|#########5| 160/168 [00:31<00:01, 5.11it/s]
95/499 4.32G 0.0114 0.009981 0.003891 71 640: 96%|#########5| 161/168 [00:31<00:01, 5.17it/s]
95/499 4.32G 0.0114 0.009971 0.003875 52 640: 96%|#########5| 161/168 [00:31<00:01, 5.17it/s]
95/499 4.32G 0.0114 0.009971 0.003875 52 640: 96%|#########6| 162/168 [00:31<00:01, 5.26it/s]
95/499 4.32G 0.01139 0.009989 0.003874 86 640: 96%|#########6| 162/168 [00:31<00:01, 5.26it/s]
95/499 4.32G 0.01139 0.009989 0.003874 86 640: 97%|#########7| 163/168 [00:31<00:00, 5.09it/s]
95/499 4.32G 0.01138 0.009991 0.003883 71 640: 97%|#########7| 163/168 [00:31<00:00, 5.09it/s]
95/499 4.32G 0.01138 0.009991 0.003883 71 640: 98%|#########7| 164/168 [00:31<00:00, 5.17it/s]
95/499 4.32G 0.01137 0.009989 0.003881 77 640: 98%|#########7| 164/168 [00:31<00:00, 5.17it/s]
95/499 4.32G 0.01137 0.009989 0.003881 77 640: 98%|#########8| 165/168 [00:31<00:00, 5.26it/s]
95/499 4.32G 0.01137 0.01 0.003883 77 640: 98%|#########8| 165/168 [00:31<00:00, 5.26it/s]
95/499 4.32G 0.01137 0.01 0.003883 77 640: 99%|#########8| 166/168 [00:31<00:00, 5.09it/s]
95/499 4.32G 0.01137 0.009993 0.003879 64 640: 99%|#########8| 166/168 [00:32<00:00, 5.09it/s]
95/499 4.32G 0.01137 0.009993 0.003879 64 640: 99%|#########9| 167/168 [00:32<00:00, 5.12it/s]
95/499 4.32G 0.01137 0.01 0.003861 38 640: 99%|#########9| 167/168 [00:32<00:00, 5.12it/s]
95/499 4.32G 0.01137 0.01 0.003861 38 640: 100%|##########| 168/168 [00:32<00:00, 5.30it/s]
95/499 4.32G 0.01137 0.01 0.003861 38 640: 100%|##########| 168/168 [00:32<00:00, 5.19it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s]
all 132 263 0.794 0.856 0.843 0.735
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
96/499 4.32G 0.01141 0.01124 0.003502 68 640: 0%| | 0/168 [00:00<?, ?it/s]
96/499 4.32G 0.01141 0.01124 0.003502 68 640: 1%| | 1/168 [00:00<00:34, 4.91it/s]
96/499 4.32G 0.01114 0.01039 0.003583 74 640: 1%| | 1/168 [00:00<00:34, 4.91it/s]
96/499 4.32G 0.01114 0.01039 0.003583 74 640: 1%|1 | 2/168 [00:00<00:32, 5.15it/s]
96/499 4.32G 0.01147 0.009895 0.002879 66 640: 1%|1 | 2/168 [00:00<00:32, 5.15it/s]
96/499 4.32G 0.01147 0.009895 0.002879 66 640: 2%|1 | 3/168 [00:00<00:31, 5.23it/s]
96/499 4.32G 0.01135 0.009879 0.003171 71 640: 2%|1 | 3/168 [00:00<00:31, 5.23it/s]
96/499 4.32G 0.01135 0.009879 0.003171 71 640: 2%|2 | 4/168 [00:00<00:32, 5.06it/s]
96/499 4.32G 0.01123 0.009597 0.00318 63 640: 2%|2 | 4/168 [00:00<00:32, 5.06it/s]
96/499 4.32G 0.01123 0.009597 0.00318 63 640: 3%|2 | 5/168 [00:00<00:31, 5.16it/s]
96/499 4.32G 0.01119 0.009366 0.00323 68 640: 3%|2 | 5/168 [00:01<00:31, 5.16it/s]
96/499 4.32G 0.01119 0.009366 0.00323 68 640: 4%|3 | 6/168 [00:01<00:30, 5.23it/s]
96/499 4.32G 0.0109 0.009012 0.003462 54 640: 4%|3 | 6/168 [00:01<00:30, 5.23it/s]
96/499 4.32G 0.0109 0.009012 0.003462 54 640: 4%|4 | 7/168 [00:01<00:31, 5.07it/s]
96/499 4.32G 0.01097 0.009398 0.003276 79 640: 4%|4 | 7/168 [00:01<00:31, 5.07it/s]
96/499 4.32G 0.01097 0.009398 0.003276 79 640: 5%|4 | 8/168 [00:01<00:30, 5.18it/s]
96/499 4.32G 0.01082 0.009403 0.003528 71 640: 5%|4 | 8/168 [00:01<00:30, 5.18it/s]
96/499 4.32G 0.01082 0.009403 0.003528 71 640: 5%|5 | 9/168 [00:01<00:30, 5.25it/s]
96/499 4.32G 0.0109 0.009564 0.003659 80 640: 5%|5 | 9/168 [00:01<00:30, 5.25it/s]
96/499 4.32G 0.0109 0.009564 0.003659 80 640: 6%|5 | 10/168 [00:01<00:31, 5.06it/s]
96/499 4.32G 0.01092 0.00956 0.003601 64 640: 6%|5 | 10/168 [00:02<00:31, 5.06it/s]
96/499 4.32G 0.01092 0.00956 0.003601 64 640: 7%|6 | 11/168 [00:02<00:30, 5.12it/s]
96/499 4.32G 0.01095 0.00972 0.003548 82 640: 7%|6 | 11/168 [00:02<00:30, 5.12it/s]
96/499 4.32G 0.01095 0.00972 0.003548 82 640: 7%|7 | 12/168 [00:02<00:30, 5.20it/s]
96/499 4.32G 0.01106 0.009762 0.003644 67 640: 7%|7 | 12/168 [00:02<00:30, 5.20it/s]
96/499 4.32G 0.01106 0.009762 0.003644 67 640: 8%|7 | 13/168 [00:02<00:30, 5.08it/s]
96/499 4.32G 0.01107 0.009761 0.003616 70 640: 8%|7 | 13/168 [00:02<00:30, 5.08it/s]
96/499 4.32G 0.01107 0.009761 0.003616 70 640: 8%|8 | 14/168 [00:02<00:29, 5.19it/s]
96/499 4.32G 0.01106 0.009597 0.003569 57 640: 8%|8 | 14/168 [00:02<00:29, 5.19it/s]
96/499 4.32G 0.01106 0.009597 0.003569 57 640: 9%|8 | 15/168 [00:02<00:29, 5.23it/s]
96/499 4.32G 0.01105 0.009665 0.003453 79 640: 9%|8 | 15/168 [00:03<00:29, 5.23it/s]
96/499 4.32G 0.01105 0.009665 0.003453 79 640: 10%|9 | 16/168 [00:03<00:29, 5.13it/s]
96/499 4.32G 0.01105 0.009668 0.003482 72 640: 10%|9 | 16/168 [00:03<00:29, 5.13it/s]
96/499 4.32G 0.01105 0.009668 0.003482 72 640: 10%|# | 17/168 [00:03<00:28, 5.22it/s]
96/499 4.32G 0.01097 0.009587 0.003413 66 640: 10%|# | 17/168 [00:03<00:28, 5.22it/s]
96/499 4.32G 0.01097 0.009587 0.003413 66 640: 11%|# | 18/168 [00:03<00:28, 5.27it/s]
96/499 4.32G 0.01092 0.009663 0.003369 84 640: 11%|# | 18/168 [00:03<00:28, 5.27it/s]
96/499 4.32G 0.01092 0.009663 0.003369 84 640: 11%|#1 | 19/168 [00:03<00:29, 5.11it/s]
96/499 4.32G 0.0109 0.009663 0.003376 70 640: 11%|#1 | 19/168 [00:03<00:29, 5.11it/s]
96/499 4.32G 0.0109 0.009663 0.003376 70 640: 12%|#1 | 20/168 [00:03<00:28, 5.19it/s]
96/499 4.32G 0.01098 0.009804 0.003615 61 640: 12%|#1 | 20/168 [00:04<00:28, 5.19it/s]
96/499 4.32G 0.01098 0.009804 0.003615 61 640: 12%|#2 | 21/168 [00:04<00:27, 5.26it/s]
96/499 4.32G 0.01095 0.0097 0.003638 57 640: 12%|#2 | 21/168 [00:04<00:27, 5.26it/s]
96/499 4.32G 0.01095 0.0097 0.003638 57 640: 13%|#3 | 22/168 [00:04<00:28, 5.09it/s]
96/499 4.32G 0.01089 0.009613 0.003675 63 640: 13%|#3 | 22/168 [00:04<00:28, 5.09it/s]
96/499 4.32G 0.01089 0.009613 0.003675 63 640: 14%|#3 | 23/168 [00:04<00:28, 5.17it/s]
96/499 4.32G 0.01085 0.009611 0.003579 74 640: 14%|#3 | 23/168 [00:04<00:28, 5.17it/s]
96/499 4.32G 0.01085 0.009611 0.003579 74 640: 14%|#4 | 24/168 [00:04<00:27, 5.24it/s]
96/499 4.32G 0.01085 0.009531 0.003552 59 640: 14%|#4 | 24/168 [00:04<00:27, 5.24it/s]
96/499 4.32G 0.01085 0.009531 0.003552 59 640: 15%|#4 | 25/168 [00:04<00:28, 5.06it/s]
96/499 4.32G 0.01083 0.009585 0.003497 74 640: 15%|#4 | 25/168 [00:05<00:28, 5.06it/s]
96/499 4.32G 0.01083 0.009585 0.003497 74 640: 15%|#5 | 26/168 [00:05<00:27, 5.11it/s]
96/499 4.32G 0.01079 0.00956 0.003445 66 640: 15%|#5 | 26/168 [00:05<00:27, 5.11it/s]
96/499 4.32G 0.01079 0.00956 0.003445 66 640: 16%|#6 | 27/168 [00:05<00:27, 5.21it/s]
96/499 4.32G 0.01074 0.009521 0.003378 64 640: 16%|#6 | 27/168 [00:05<00:27, 5.21it/s]
96/499 4.32G 0.01074 0.009521 0.003378 64 640: 17%|#6 | 28/168 [00:05<00:27, 5.09it/s]
96/499 4.32G 0.01071 0.009454 0.003379 62 640: 17%|#6 | 28/168 [00:05<00:27, 5.09it/s]
96/499 4.32G 0.01071 0.009454 0.003379 62 640: 17%|#7 | 29/168 [00:05<00:26, 5.17it/s]
96/499 4.32G 0.01072 0.009488 0.003399 77 640: 17%|#7 | 29/168 [00:05<00:26, 5.17it/s]
96/499 4.32G 0.01072 0.009488 0.003399 77 640: 18%|#7 | 30/168 [00:05<00:26, 5.25it/s]
96/499 4.32G 0.01072 0.009544 0.00342 78 640: 18%|#7 | 30/168 [00:06<00:26, 5.25it/s]
96/499 4.32G 0.01072 0.009544 0.00342 78 640: 18%|#8 | 31/168 [00:06<00:26, 5.13it/s]
96/499 4.32G 0.01075 0.009606 0.003437 70 640: 18%|#8 | 31/168 [00:06<00:26, 5.13it/s]
96/499 4.32G 0.01075 0.009606 0.003437 70 640: 19%|#9 | 32/168 [00:06<00:26, 5.20it/s]
96/499 4.32G 0.01073 0.009581 0.003458 68 640: 19%|#9 | 32/168 [00:06<00:26, 5.20it/s]
96/499 4.32G 0.01073 0.009581 0.003458 68 640: 20%|#9 | 33/168 [00:06<00:25, 5.26it/s]
96/499 4.32G 0.01069 0.009636 0.003436 80 640: 20%|#9 | 33/168 [00:06<00:25, 5.26it/s]
96/499 4.32G 0.01069 0.009636 0.003436 80 640: 20%|## | 34/168 [00:06<00:26, 5.13it/s]
96/499 4.32G 0.0107 0.009633 0.003489 73 640: 20%|## | 34/168 [00:06<00:26, 5.13it/s]
96/499 4.32G 0.0107 0.009633 0.003489 73 640: 21%|## | 35/168 [00:06<00:25, 5.22it/s]
96/499 4.32G 0.0107 0.009614 0.003559 64 640: 21%|## | 35/168 [00:06<00:25, 5.22it/s]
96/499 4.32G 0.0107 0.009614 0.003559 64 640: 21%|##1 | 36/168 [00:06<00:24, 5.28it/s]
96/499 4.32G 0.01068 0.009646 0.003528 75 640: 21%|##1 | 36/168 [00:07<00:24, 5.28it/s]
96/499 4.32G 0.01068 0.009646 0.003528 75 640: 22%|##2 | 37/168 [00:07<00:25, 5.13it/s]
96/499 4.32G 0.01069 0.00962 0.003537 62 640: 22%|##2 | 37/168 [00:07<00:25, 5.13it/s]
96/499 4.32G 0.01069 0.00962 0.003537 62 640: 23%|##2 | 38/168 [00:07<00:24, 5.22it/s]
96/499 4.32G 0.01071 0.009686 0.003561 83 640: 23%|##2 | 38/168 [00:07<00:24, 5.22it/s]
96/499 4.32G 0.01071 0.009686 0.003561 83 640: 23%|##3 | 39/168 [00:07<00:24, 5.27it/s]
96/499 4.32G 0.01073 0.009606 0.003547 49 640: 23%|##3 | 39/168 [00:07<00:24, 5.27it/s]
96/499 4.32G 0.01073 0.009606 0.003547 49 640: 24%|##3 | 40/168 [00:07<00:24, 5.14it/s]
96/499 4.32G 0.01071 0.009618 0.003559 77 640: 24%|##3 | 40/168 [00:07<00:24, 5.14it/s]
96/499 4.32G 0.01071 0.009618 0.003559 77 640: 24%|##4 | 41/168 [00:07<00:24, 5.21it/s]
96/499 4.32G 0.01072 0.009644 0.003556 83 640: 24%|##4 | 41/168 [00:08<00:24, 5.21it/s]
96/499 4.32G 0.01072 0.009644 0.003556 83 640: 25%|##5 | 42/168 [00:08<00:23, 5.27it/s]
96/499 4.32G 0.01073 0.00968 0.003593 73 640: 25%|##5 | 42/168 [00:08<00:23, 5.27it/s]
96/499 4.32G 0.01073 0.00968 0.003593 73 640: 26%|##5 | 43/168 [00:08<00:24, 5.13it/s]
96/499 4.32G 0.01074 0.009652 0.003626 64 640: 26%|##5 | 43/168 [00:08<00:24, 5.13it/s]
96/499 4.32G 0.01074 0.009652 0.003626 64 640: 26%|##6 | 44/168 [00:08<00:23, 5.22it/s]
96/499 4.32G 0.0108 0.009621 0.003711 58 640: 26%|##6 | 44/168 [00:08<00:23, 5.22it/s]
96/499 4.32G 0.0108 0.009621 0.003711 58 640: 27%|##6 | 45/168 [00:08<00:23, 5.19it/s]
96/499 4.32G 0.01079 0.009661 0.003737 76 640: 27%|##6 | 45/168 [00:08<00:23, 5.19it/s]
96/499 4.32G 0.01079 0.009661 0.003737 76 640: 27%|##7 | 46/168 [00:08<00:23, 5.09it/s]
96/499 4.32G 0.01079 0.009736 0.003738 88 640: 27%|##7 | 46/168 [00:09<00:23, 5.09it/s]
96/499 4.32G 0.01079 0.009736 0.003738 88 640: 28%|##7 | 47/168 [00:09<00:23, 5.19it/s]
96/499 4.32G 0.01076 0.009702 0.00379 69 640: 28%|##7 | 47/168 [00:09<00:23, 5.19it/s]
96/499 4.32G 0.01076 0.009702 0.00379 69 640: 29%|##8 | 48/168 [00:09<00:22, 5.22it/s]
96/499 4.32G 0.01077 0.009706 0.00379 66 640: 29%|##8 | 48/168 [00:09<00:22, 5.22it/s]
96/499 4.32G 0.01077 0.009706 0.00379 66 640: 29%|##9 | 49/168 [00:09<00:23, 5.10it/s]
96/499 4.32G 0.01078 0.009751 0.003825 86 640: 29%|##9 | 49/168 [00:09<00:23, 5.10it/s]
96/499 4.32G 0.01078 0.009751 0.003825 86 640: 30%|##9 | 50/168 [00:09<00:22, 5.20it/s]
96/499 4.32G 0.01075 0.009704 0.00387 76 640: 30%|##9 | 50/168 [00:09<00:22, 5.20it/s]
96/499 4.32G 0.01075 0.009704 0.00387 76 640: 30%|### | 51/168 [00:09<00:22, 5.28it/s]
96/499 4.32G 0.01073 0.009724 0.003877 92 640: 30%|### | 51/168 [00:10<00:22, 5.28it/s]
96/499 4.32G 0.01073 0.009724 0.003877 92 640: 31%|### | 52/168 [00:10<00:22, 5.14it/s]
96/499 4.32G 0.01072 0.009712 0.003852 69 640: 31%|### | 52/168 [00:10<00:22, 5.14it/s]
96/499 4.32G 0.01072 0.009712 0.003852 69 640: 32%|###1 | 53/168 [00:10<00:21, 5.24it/s]
96/499 4.32G 0.01072 0.009698 0.003868 60 640: 32%|###1 | 53/168 [00:10<00:21, 5.24it/s]
96/499 4.32G 0.01072 0.009698 0.003868 60 640: 32%|###2 | 54/168 [00:10<00:21, 5.29it/s]
96/499 4.32G 0.01077 0.009687 0.003917 67 640: 32%|###2 | 54/168 [00:10<00:21, 5.29it/s]
96/499 4.32G 0.01077 0.009687 0.003917 67 640: 33%|###2 | 55/168 [00:10<00:22, 5.13it/s]
96/499 4.32G 0.01078 0.009658 0.003941 64 640: 33%|###2 | 55/168 [00:10<00:22, 5.13it/s]
96/499 4.32G 0.01078 0.009658 0.003941 64 640: 33%|###3 | 56/168 [00:10<00:21, 5.19it/s]
96/499 4.32G 0.01076 0.009632 0.003958 77 640: 33%|###3 | 56/168 [00:10<00:21, 5.19it/s]
96/499 4.32G 0.01076 0.009632 0.003958 77 640: 34%|###3 | 57/168 [00:10<00:21, 5.25it/s]
96/499 4.32G 0.01076 0.009673 0.003927 81 640: 34%|###3 | 57/168 [00:11<00:21, 5.25it/s]
96/499 4.32G 0.01076 0.009673 0.003927 81 640: 35%|###4 | 58/168 [00:11<00:21, 5.12it/s]
96/499 4.32G 0.01075 0.009654 0.003993 74 640: 35%|###4 | 58/168 [00:11<00:21, 5.12it/s]
96/499 4.32G 0.01075 0.009654 0.003993 74 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s]
96/499 4.32G 0.01072 0.009609 0.003967 56 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s]
96/499 4.32G 0.01072 0.009609 0.003967 56 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s]
96/499 4.32G 0.01073 0.00962 0.003949 74 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s]
96/499 4.32G 0.01073 0.00962 0.003949 74 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s]
96/499 4.32G 0.01074 0.009627 0.00392 71 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s]
96/499 4.32G 0.01074 0.009627 0.00392 71 640: 37%|###6 | 62/168 [00:11<00:20, 5.23it/s]
96/499 4.32G 0.01072 0.009657 0.003928 74 640: 37%|###6 | 62/168 [00:12<00:20, 5.23it/s]
96/499 4.32G 0.01072 0.009657 0.003928 74 640: 38%|###7 | 63/168 [00:12<00:19, 5.25it/s]
96/499 4.32G 0.0107 0.009636 0.003943 62 640: 38%|###7 | 63/168 [00:12<00:19, 5.25it/s]
96/499 4.32G 0.0107 0.009636 0.003943 62 640: 38%|###8 | 64/168 [00:12<00:20, 5.13it/s]
96/499 4.32G 0.01069 0.009619 0.003957 69 640: 38%|###8 | 64/168 [00:12<00:20, 5.13it/s]
96/499 4.32G 0.01069 0.009619 0.003957 69 640: 39%|###8 | 65/168 [00:12<00:19, 5.18it/s]
96/499 4.32G 0.01071 0.009622 0.003989 75 640: 39%|###8 | 65/168 [00:12<00:19, 5.18it/s]
96/499 4.32G 0.01071 0.009622 0.003989 75 640: 39%|###9 | 66/168 [00:12<00:19, 5.26it/s]
96/499 4.32G 0.01076 0.00963 0.00399 66 640: 39%|###9 | 66/168 [00:12<00:19, 5.26it/s]
96/499 4.32G 0.01076 0.00963 0.00399 66 640: 40%|###9 | 67/168 [00:12<00:19, 5.12it/s]
96/499 4.32G 0.01077 0.009617 0.003994 75 640: 40%|###9 | 67/168 [00:13<00:19, 5.12it/s]
96/499 4.32G 0.01077 0.009617 0.003994 75 640: 40%|#### | 68/168 [00:13<00:19, 5.11it/s]
96/499 4.32G 0.01077 0.00964 0.003974 77 640: 40%|#### | 68/168 [00:13<00:19, 5.11it/s]
96/499 4.32G 0.01077 0.00964 0.003974 77 640: 41%|####1 | 69/168 [00:13<00:19, 5.19it/s]
96/499 4.32G 0.0108 0.009673 0.004003 61 640: 41%|####1 | 69/168 [00:13<00:19, 5.19it/s]
96/499 4.32G 0.0108 0.009673 0.004003 61 640: 42%|####1 | 70/168 [00:13<00:19, 4.99it/s]
96/499 4.32G 0.0108 0.009659 0.004013 58 640: 42%|####1 | 70/168 [00:13<00:19, 4.99it/s]
96/499 4.32G 0.0108 0.009659 0.004013 58 640: 42%|####2 | 71/168 [00:13<00:18, 5.12it/s]
96/499 4.32G 0.01081 0.00965 0.003997 58 640: 42%|####2 | 71/168 [00:13<00:18, 5.12it/s]
96/499 4.32G 0.01081 0.00965 0.003997 58 640: 43%|####2 | 72/168 [00:13<00:18, 5.21it/s]
96/499 4.32G 0.01079 0.009613 0.004036 66 640: 43%|####2 | 72/168 [00:14<00:18, 5.21it/s]
96/499 4.32G 0.01079 0.009613 0.004036 66 640: 43%|####3 | 73/168 [00:14<00:18, 5.10it/s]
96/499 4.32G 0.01081 0.009595 0.004064 58 640: 43%|####3 | 73/168 [00:14<00:18, 5.10it/s]
96/499 4.32G 0.01081 0.009595 0.004064 58 640: 44%|####4 | 74/168 [00:14<00:18, 5.18it/s]
96/499 4.32G 0.0108 0.009594 0.004068 76 640: 44%|####4 | 74/168 [00:14<00:18, 5.18it/s]
96/499 4.32G 0.0108 0.009594 0.004068 76 640: 45%|####4 | 75/168 [00:14<00:17, 5.24it/s]
96/499 4.32G 0.01082 0.00962 0.004067 72 640: 45%|####4 | 75/168 [00:14<00:17, 5.24it/s]
96/499 4.32G 0.01082 0.00962 0.004067 72 640: 45%|####5 | 76/168 [00:14<00:18, 5.11it/s]
96/499 4.32G 0.01083 0.009611 0.004123 61 640: 45%|####5 | 76/168 [00:14<00:18, 5.11it/s]
96/499 4.32G 0.01083 0.009611 0.004123 61 640: 46%|####5 | 77/168 [00:14<00:17, 5.19it/s]
96/499 4.32G 0.01085 0.009598 0.004123 59 640: 46%|####5 | 77/168 [00:15<00:17, 5.19it/s]
96/499 4.32G 0.01085 0.009598 0.004123 59 640: 46%|####6 | 78/168 [00:15<00:17, 5.15it/s]
96/499 4.32G 0.01085 0.009578 0.004162 64 640: 46%|####6 | 78/168 [00:15<00:17, 5.15it/s]
96/499 4.32G 0.01085 0.009578 0.004162 64 640: 47%|####7 | 79/168 [00:15<00:17, 5.07it/s]
96/499 4.32G 0.01086 0.009613 0.004175 84 640: 47%|####7 | 79/168 [00:15<00:17, 5.07it/s]
96/499 4.32G 0.01086 0.009613 0.004175 84 640: 48%|####7 | 80/168 [00:15<00:16, 5.18it/s]
96/499 4.32G 0.01085 0.009601 0.004173 77 640: 48%|####7 | 80/168 [00:15<00:16, 5.18it/s]
96/499 4.32G 0.01085 0.009601 0.004173 77 640: 48%|####8 | 81/168 [00:15<00:16, 5.25it/s]
96/499 4.32G 0.01086 0.009595 0.00416 69 640: 48%|####8 | 81/168 [00:15<00:16, 5.25it/s]
96/499 4.32G 0.01086 0.009595 0.00416 69 640: 49%|####8 | 82/168 [00:15<00:16, 5.13it/s]
96/499 4.32G 0.01086 0.009567 0.00414 53 640: 49%|####8 | 82/168 [00:16<00:16, 5.13it/s]
96/499 4.32G 0.01086 0.009567 0.00414 53 640: 49%|####9 | 83/168 [00:16<00:16, 5.19it/s]
96/499 4.32G 0.01086 0.009578 0.004162 70 640: 49%|####9 | 83/168 [00:16<00:16, 5.19it/s]
96/499 4.32G 0.01086 0.009578 0.004162 70 640: 50%|##### | 84/168 [00:16<00:15, 5.25it/s]
96/499 4.32G 0.01087 0.009584 0.004192 65 640: 50%|##### | 84/168 [00:16<00:15, 5.25it/s]
96/499 4.32G 0.01087 0.009584 0.004192 65 640: 51%|##### | 85/168 [00:16<00:16, 5.13it/s]
96/499 4.32G 0.01086 0.009558 0.004173 53 640: 51%|##### | 85/168 [00:16<00:16, 5.13it/s]
96/499 4.32G 0.01086 0.009558 0.004173 53 640: 51%|#####1 | 86/168 [00:16<00:15, 5.22it/s]
96/499 4.32G 0.01085 0.009542 0.004178 70 640: 51%|#####1 | 86/168 [00:16<00:15, 5.22it/s]
96/499 4.32G 0.01085 0.009542 0.004178 70 640: 52%|#####1 | 87/168 [00:16<00:15, 5.29it/s]
96/499 4.32G 0.01087 0.009553 0.004195 70 640: 52%|#####1 | 87/168 [00:16<00:15, 5.29it/s]
96/499 4.32G 0.01087 0.009553 0.004195 70 640: 52%|#####2 | 88/168 [00:16<00:15, 5.16it/s]
96/499 4.32G 0.01089 0.009564 0.004171 73 640: 52%|#####2 | 88/168 [00:17<00:15, 5.16it/s]
96/499 4.32G 0.01089 0.009564 0.004171 73 640: 53%|#####2 | 89/168 [00:17<00:15, 5.22it/s]
96/499 4.32G 0.01089 0.009549 0.004166 64 640: 53%|#####2 | 89/168 [00:17<00:15, 5.22it/s]
96/499 4.32G 0.01089 0.009549 0.004166 64 640: 54%|#####3 | 90/168 [00:17<00:14, 5.30it/s]
96/499 4.32G 0.01091 0.009542 0.004187 60 640: 54%|#####3 | 90/168 [00:17<00:14, 5.30it/s]
96/499 4.32G 0.01091 0.009542 0.004187 60 640: 54%|#####4 | 91/168 [00:17<00:14, 5.17it/s]
96/499 4.32G 0.01091 0.009567 0.0042 86 640: 54%|#####4 | 91/168 [00:17<00:14, 5.17it/s]
96/499 4.32G 0.01091 0.009567 0.0042 86 640: 55%|#####4 | 92/168 [00:17<00:14, 5.24it/s]
96/499 4.32G 0.01091 0.009575 0.004182 71 640: 55%|#####4 | 92/168 [00:17<00:14, 5.24it/s]
96/499 4.32G 0.01091 0.009575 0.004182 71 640: 55%|#####5 | 93/168 [00:17<00:14, 5.30it/s]
96/499 4.32G 0.01095 0.009617 0.004185 89 640: 55%|#####5 | 93/168 [00:18<00:14, 5.30it/s]
96/499 4.32G 0.01095 0.009617 0.004185 89 640: 56%|#####5 | 94/168 [00:18<00:14, 5.16it/s]
96/499 4.32G 0.01097 0.009634 0.004181 71 640: 56%|#####5 | 94/168 [00:18<00:14, 5.16it/s]
96/499 4.32G 0.01097 0.009634 0.004181 71 640: 57%|#####6 | 95/168 [00:18<00:13, 5.23it/s]
96/499 4.32G 0.01097 0.009616 0.004194 56 640: 57%|#####6 | 95/168 [00:18<00:13, 5.23it/s]
96/499 4.32G 0.01097 0.009616 0.004194 56 640: 57%|#####7 | 96/168 [00:18<00:13, 5.27it/s]
96/499 4.32G 0.01098 0.009609 0.004198 68 640: 57%|#####7 | 96/168 [00:18<00:13, 5.27it/s]
96/499 4.32G 0.01098 0.009609 0.004198 68 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s]
96/499 4.32G 0.01097 0.00961 0.004188 66 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s]
96/499 4.32G 0.01097 0.00961 0.004188 66 640: 58%|#####8 | 98/168 [00:18<00:13, 5.24it/s]
96/499 4.32G 0.01099 0.009618 0.004196 69 640: 58%|#####8 | 98/168 [00:19<00:13, 5.24it/s]
96/499 4.32G 0.01099 0.009618 0.004196 69 640: 59%|#####8 | 99/168 [00:19<00:12, 5.31it/s]
96/499 4.32G 0.011 0.009616 0.00423 67 640: 59%|#####8 | 99/168 [00:19<00:12, 5.31it/s]
96/499 4.32G 0.011 0.009616 0.00423 67 640: 60%|#####9 | 100/168 [00:19<00:13, 5.14it/s]
96/499 4.32G 0.01103 0.00962 0.004252 67 640: 60%|#####9 | 100/168 [00:19<00:13, 5.14it/s]
96/499 4.32G 0.01103 0.00962 0.004252 67 640: 60%|###### | 101/168 [00:19<00:12, 5.23it/s]
96/499 4.32G 0.01103 0.009639 0.004232 79 640: 60%|###### | 101/168 [00:19<00:12, 5.23it/s]
96/499 4.32G 0.01103 0.009639 0.004232 79 640: 61%|###### | 102/168 [00:19<00:12, 5.28it/s]
96/499 4.32G 0.01103 0.009652 0.004235 78 640: 61%|###### | 102/168 [00:19<00:12, 5.28it/s]
96/499 4.32G 0.01103 0.009652 0.004235 78 640: 61%|######1 | 103/168 [00:19<00:12, 5.13it/s]
96/499 4.32G 0.01104 0.009644 0.004227 65 640: 61%|######1 | 103/168 [00:20<00:12, 5.13it/s]
96/499 4.32G 0.01104 0.009644 0.004227 65 640: 62%|######1 | 104/168 [00:20<00:12, 5.22it/s]
96/499 4.32G 0.01104 0.009665 0.004208 82 640: 62%|######1 | 104/168 [00:20<00:12, 5.22it/s]
96/499 4.32G 0.01104 0.009665 0.004208 82 640: 62%|######2 | 105/168 [00:20<00:11, 5.28it/s]
96/499 4.32G 0.01107 0.009696 0.004207 81 640: 62%|######2 | 105/168 [00:20<00:11, 5.28it/s]
96/499 4.32G 0.01107 0.009696 0.004207 81 640: 63%|######3 | 106/168 [00:20<00:12, 5.14it/s]
96/499 4.32G 0.01108 0.009712 0.004186 77 640: 63%|######3 | 106/168 [00:20<00:12, 5.14it/s]
96/499 4.32G 0.01108 0.009712 0.004186 77 640: 64%|######3 | 107/168 [00:20<00:11, 5.22it/s]
96/499 4.32G 0.01109 0.009711 0.004225 54 640: 64%|######3 | 107/168 [00:20<00:11, 5.22it/s]
96/499 4.32G 0.01109 0.009711 0.004225 54 640: 64%|######4 | 108/168 [00:20<00:11, 5.28it/s]
96/499 4.32G 0.0111 0.009696 0.004231 55 640: 64%|######4 | 108/168 [00:21<00:11, 5.28it/s]
96/499 4.32G 0.0111 0.009696 0.004231 55 640: 65%|######4 | 109/168 [00:21<00:11, 5.15it/s]
96/499 4.32G 0.0111 0.009691 0.00423 71 640: 65%|######4 | 109/168 [00:21<00:11, 5.15it/s]
96/499 4.32G 0.0111 0.009691 0.00423 71 640: 65%|######5 | 110/168 [00:21<00:11, 5.20it/s]
96/499 4.32G 0.01113 0.009692 0.00428 53 640: 65%|######5 | 110/168 [00:21<00:11, 5.20it/s]
96/499 4.32G 0.01113 0.009692 0.00428 53 640: 66%|######6 | 111/168 [00:21<00:10, 5.29it/s]
96/499 4.32G 0.01112 0.0097 0.004278 71 640: 66%|######6 | 111/168 [00:21<00:10, 5.29it/s]
96/499 4.32G 0.01112 0.0097 0.004278 71 640: 67%|######6 | 112/168 [00:21<00:10, 5.14it/s]
96/499 4.32G 0.01112 0.009716 0.004268 82 640: 67%|######6 | 112/168 [00:21<00:10, 5.14it/s]
96/499 4.32G 0.01112 0.009716 0.004268 82 640: 67%|######7 | 113/168 [00:21<00:10, 5.19it/s]
96/499 4.32G 0.01112 0.009725 0.004283 75 640: 67%|######7 | 113/168 [00:21<00:10, 5.19it/s]
96/499 4.32G 0.01112 0.009725 0.004283 75 640: 68%|######7 | 114/168 [00:21<00:10, 5.25it/s]
96/499 4.32G 0.01114 0.00973 0.004278 72 640: 68%|######7 | 114/168 [00:22<00:10, 5.25it/s]
96/499 4.32G 0.01114 0.00973 0.004278 72 640: 68%|######8 | 115/168 [00:22<00:10, 5.11it/s]
96/499 4.32G 0.01114 0.009749 0.004268 78 640: 68%|######8 | 115/168 [00:22<00:10, 5.11it/s]
96/499 4.32G 0.01114 0.009749 0.004268 78 640: 69%|######9 | 116/168 [00:22<00:10, 5.16it/s]
96/499 4.32G 0.01113 0.009753 0.004257 63 640: 69%|######9 | 116/168 [00:22<00:10, 5.16it/s]
96/499 4.32G 0.01113 0.009753 0.004257 63 640: 70%|######9 | 117/168 [00:22<00:09, 5.21it/s]
96/499 4.32G 0.01113 0.00974 0.004275 67 640: 70%|######9 | 117/168 [00:22<00:09, 5.21it/s]
96/499 4.32G 0.01113 0.00974 0.004275 67 640: 70%|####### | 118/168 [00:22<00:09, 5.10it/s]
96/499 4.32G 0.01113 0.009752 0.004276 70 640: 70%|####### | 118/168 [00:22<00:09, 5.10it/s]
96/499 4.32G 0.01113 0.009752 0.004276 70 640: 71%|####### | 119/168 [00:22<00:09, 5.16it/s]
96/499 4.32G 0.01114 0.009744 0.004274 72 640: 71%|####### | 119/168 [00:23<00:09, 5.16it/s]
96/499 4.32G 0.01114 0.009744 0.004274 72 640: 71%|#######1 | 120/168 [00:23<00:09, 5.24it/s]
96/499 4.32G 0.01114 0.00975 0.004301 65 640: 71%|#######1 | 120/168 [00:23<00:09, 5.24it/s]
96/499 4.32G 0.01114 0.00975 0.004301 65 640: 72%|#######2 | 121/168 [00:23<00:09, 5.11it/s]
96/499 4.32G 0.01115 0.009758 0.004287 74 640: 72%|#######2 | 121/168 [00:23<00:09, 5.11it/s]
96/499 4.32G 0.01115 0.009758 0.004287 74 640: 73%|#######2 | 122/168 [00:23<00:08, 5.21it/s]
96/499 4.32G 0.01117 0.009739 0.004302 59 640: 73%|#######2 | 122/168 [00:23<00:08, 5.21it/s]
96/499 4.32G 0.01117 0.009739 0.004302 59 640: 73%|#######3 | 123/168 [00:23<00:08, 5.29it/s]
96/499 4.32G 0.01119 0.009747 0.004305 69 640: 73%|#######3 | 123/168 [00:23<00:08, 5.29it/s]
96/499 4.32G 0.01119 0.009747 0.004305 69 640: 74%|#######3 | 124/168 [00:23<00:08, 5.15it/s]
96/499 4.32G 0.0112 0.009751 0.004287 60 640: 74%|#######3 | 124/168 [00:24<00:08, 5.15it/s]
96/499 4.32G 0.0112 0.009751 0.004287 60 640: 74%|#######4 | 125/168 [00:24<00:08, 5.22it/s]
96/499 4.32G 0.0112 0.009735 0.004284 58 640: 74%|#######4 | 125/168 [00:24<00:08, 5.22it/s]
96/499 4.32G 0.0112 0.009735 0.004284 58 640: 75%|#######5 | 126/168 [00:24<00:07, 5.30it/s]
96/499 4.32G 0.01121 0.009734 0.004298 76 640: 75%|#######5 | 126/168 [00:24<00:07, 5.30it/s]
96/499 4.32G 0.01121 0.009734 0.004298 76 640: 76%|#######5 | 127/168 [00:24<00:07, 5.14it/s]
96/499 4.32G 0.01122 0.009736 0.004326 71 640: 76%|#######5 | 127/168 [00:24<00:07, 5.14it/s]
96/499 4.32G 0.01122 0.009736 0.004326 71 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s]
96/499 4.32G 0.01123 0.009749 0.004308 77 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s]
96/499 4.32G 0.01123 0.009749 0.004308 77 640: 77%|#######6 | 129/168 [00:24<00:07, 5.25it/s]
96/499 4.32G 0.01125 0.009757 0.004317 74 640: 77%|#######6 | 129/168 [00:25<00:07, 5.25it/s]
96/499 4.32G 0.01125 0.009757 0.004317 74 640: 77%|#######7 | 130/168 [00:25<00:07, 5.15it/s]
96/499 4.32G 0.01125 0.009748 0.004311 67 640: 77%|#######7 | 130/168 [00:25<00:07, 5.15it/s]
96/499 4.32G 0.01125 0.009748 0.004311 67 640: 78%|#######7 | 131/168 [00:25<00:07, 5.22it/s]
96/499 4.32G 0.01125 0.009745 0.004294 67 640: 78%|#######7 | 131/168 [00:25<00:07, 5.22it/s]
96/499 4.32G 0.01125 0.009745 0.004294 67 640: 79%|#######8 | 132/168 [00:25<00:06, 5.29it/s]
96/499 4.32G 0.01124 0.009751 0.00429 76 640: 79%|#######8 | 132/168 [00:25<00:06, 5.29it/s]
96/499 4.32G 0.01124 0.009751 0.00429 76 640: 79%|#######9 | 133/168 [00:25<00:06, 5.14it/s]
96/499 4.32G 0.01123 0.009742 0.004286 66 640: 79%|#######9 | 133/168 [00:25<00:06, 5.14it/s]
96/499 4.32G 0.01123 0.009742 0.004286 66 640: 80%|#######9 | 134/168 [00:25<00:06, 5.22it/s]
96/499 4.32G 0.01123 0.009745 0.004268 72 640: 80%|#######9 | 134/168 [00:26<00:06, 5.22it/s]
96/499 4.32G 0.01123 0.009745 0.004268 72 640: 80%|######## | 135/168 [00:26<00:06, 5.29it/s]
96/499 4.32G 0.01123 0.009745 0.004256 68 640: 80%|######## | 135/168 [00:26<00:06, 5.29it/s]
96/499 4.32G 0.01123 0.009745 0.004256 68 640: 81%|######## | 136/168 [00:26<00:06, 5.17it/s]
96/499 4.32G 0.01123 0.009738 0.004271 61 640: 81%|######## | 136/168 [00:26<00:06, 5.17it/s]
96/499 4.32G 0.01123 0.009738 0.004271 61 640: 82%|########1 | 137/168 [00:26<00:05, 5.24it/s]
96/499 4.32G 0.01123 0.009757 0.004256 78 640: 82%|########1 | 137/168 [00:26<00:05, 5.24it/s]
96/499 4.32G 0.01123 0.009757 0.004256 78 640: 82%|########2 | 138/168 [00:26<00:05, 5.31it/s]
96/499 4.32G 0.01123 0.009743 0.00429 50 640: 82%|########2 | 138/168 [00:26<00:05, 5.31it/s]
96/499 4.32G 0.01123 0.009743 0.00429 50 640: 83%|########2 | 139/168 [00:26<00:05, 5.16it/s]
96/499 4.32G 0.01123 0.009741 0.004313 67 640: 83%|########2 | 139/168 [00:26<00:05, 5.16it/s]
96/499 4.32G 0.01123 0.009741 0.004313 67 640: 83%|########3 | 140/168 [00:26<00:05, 5.24it/s]
96/499 4.32G 0.01125 0.00973 0.004308 51 640: 83%|########3 | 140/168 [00:27<00:05, 5.24it/s]
96/499 4.32G 0.01125 0.00973 0.004308 51 640: 84%|########3 | 141/168 [00:27<00:05, 5.30it/s]
96/499 4.32G 0.01126 0.009735 0.004294 66 640: 84%|########3 | 141/168 [00:27<00:05, 5.30it/s]
96/499 4.32G 0.01126 0.009735 0.004294 66 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s]
96/499 4.32G 0.01126 0.00973 0.004307 73 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s]
96/499 4.32G 0.01126 0.00973 0.004307 73 640: 85%|########5 | 143/168 [00:27<00:04, 5.24it/s]
96/499 4.32G 0.01125 0.009726 0.004315 59 640: 85%|########5 | 143/168 [00:27<00:04, 5.24it/s]
96/499 4.32G 0.01125 0.009726 0.004315 59 640: 86%|########5 | 144/168 [00:27<00:04, 5.31it/s]
96/499 4.32G 0.01125 0.009735 0.004312 78 640: 86%|########5 | 144/168 [00:27<00:04, 5.31it/s]
96/499 4.32G 0.01125 0.009735 0.004312 78 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s]
96/499 4.32G 0.01125 0.009731 0.00434 68 640: 86%|########6 | 145/168 [00:28<00:04, 5.16it/s]
96/499 4.32G 0.01125 0.009731 0.00434 68 640: 87%|########6 | 146/168 [00:28<00:04, 5.25it/s]
96/499 4.32G 0.01125 0.009732 0.004331 69 640: 87%|########6 | 146/168 [00:28<00:04, 5.25it/s]
96/499 4.32G 0.01125 0.009732 0.004331 69 640: 88%|########7 | 147/168 [00:28<00:03, 5.28it/s]
96/499 4.32G 0.01126 0.009739 0.004325 76 640: 88%|########7 | 147/168 [00:28<00:03, 5.28it/s]
96/499 4.32G 0.01126 0.009739 0.004325 76 640: 88%|########8 | 148/168 [00:28<00:03, 5.13it/s]
96/499 4.32G 0.01126 0.009731 0.004337 63 640: 88%|########8 | 148/168 [00:28<00:03, 5.13it/s]
96/499 4.32G 0.01126 0.009731 0.004337 63 640: 89%|########8 | 149/168 [00:28<00:03, 5.15it/s]
96/499 4.32G 0.01127 0.009724 0.004337 64 640: 89%|########8 | 149/168 [00:28<00:03, 5.15it/s]
96/499 4.32G 0.01127 0.009724 0.004337 64 640: 89%|########9 | 150/168 [00:28<00:03, 5.20it/s]
96/499 4.32G 0.01128 0.009726 0.004335 66 640: 89%|########9 | 150/168 [00:29<00:03, 5.20it/s]
96/499 4.32G 0.01128 0.009726 0.004335 66 640: 90%|########9 | 151/168 [00:29<00:03, 5.08it/s]
96/499 4.32G 0.01128 0.009736 0.004337 74 640: 90%|########9 | 151/168 [00:29<00:03, 5.08it/s]
96/499 4.32G 0.01128 0.009736 0.004337 74 640: 90%|######### | 152/168 [00:29<00:03, 5.17it/s]
96/499 4.32G 0.01128 0.009728 0.004342 70 640: 90%|######### | 152/168 [00:29<00:03, 5.17it/s]
96/499 4.32G 0.01128 0.009728 0.004342 70 640: 91%|#########1| 153/168 [00:29<00:02, 5.23it/s]
96/499 4.32G 0.01129 0.009726 0.004338 72 640: 91%|#########1| 153/168 [00:29<00:02, 5.23it/s]
96/499 4.32G 0.01129 0.009726 0.004338 72 640: 92%|#########1| 154/168 [00:29<00:02, 5.11it/s]
96/499 4.32G 0.01129 0.009733 0.004352 77 640: 92%|#########1| 154/168 [00:29<00:02, 5.11it/s]
96/499 4.32G 0.01129 0.009733 0.004352 77 640: 92%|#########2| 155/168 [00:29<00:02, 5.20it/s]
96/499 4.32G 0.01129 0.009724 0.004358 66 640: 92%|#########2| 155/168 [00:30<00:02, 5.20it/s]
96/499 4.32G 0.01129 0.009724 0.004358 66 640: 93%|#########2| 156/168 [00:30<00:02, 5.27it/s]
96/499 4.32G 0.01129 0.009724 0.004351 77 640: 93%|#########2| 156/168 [00:30<00:02, 5.27it/s]
96/499 4.32G 0.01129 0.009724 0.004351 77 640: 93%|#########3| 157/168 [00:30<00:02, 5.14it/s]
96/499 4.32G 0.0113 0.009715 0.004333 62 640: 93%|#########3| 157/168 [00:30<00:02, 5.14it/s]
96/499 4.32G 0.0113 0.009715 0.004333 62 640: 94%|#########4| 158/168 [00:30<00:01, 5.23it/s]
96/499 4.32G 0.0113 0.009716 0.004347 56 640: 94%|#########4| 158/168 [00:30<00:01, 5.23it/s]
96/499 4.32G 0.0113 0.009716 0.004347 56 640: 95%|#########4| 159/168 [00:30<00:01, 5.28it/s]
96/499 4.32G 0.0113 0.009704 0.004332 60 640: 95%|#########4| 159/168 [00:30<00:01, 5.28it/s]
96/499 4.32G 0.0113 0.009704 0.004332 60 640: 95%|#########5| 160/168 [00:30<00:01, 5.14it/s]
96/499 4.32G 0.01131 0.009709 0.004315 66 640: 95%|#########5| 160/168 [00:31<00:01, 5.14it/s]
96/499 4.32G 0.01131 0.009709 0.004315 66 640: 96%|#########5| 161/168 [00:31<00:01, 5.22it/s]
96/499 4.32G 0.01132 0.009726 0.004311 94 640: 96%|#########5| 161/168 [00:31<00:01, 5.22it/s]
96/499 4.32G 0.01132 0.009726 0.004311 94 640: 96%|#########6| 162/168 [00:31<00:01, 5.27it/s]
96/499 4.32G 0.01132 0.009721 0.004318 66 640: 96%|#########6| 162/168 [00:31<00:01, 5.27it/s]
96/499 4.32G 0.01132 0.009721 0.004318 66 640: 97%|#########7| 163/168 [00:31<00:00, 5.13it/s]
96/499 4.32G 0.01132 0.009723 0.004315 71 640: 97%|#########7| 163/168 [00:31<00:00, 5.13it/s]
96/499 4.32G 0.01132 0.009723 0.004315 71 640: 98%|#########7| 164/168 [00:31<00:00, 5.17it/s]
96/499 4.32G 0.01133 0.009733 0.004318 73 640: 98%|#########7| 164/168 [00:31<00:00, 5.17it/s]
96/499 4.32G 0.01133 0.009733 0.004318 73 640: 98%|#########8| 165/168 [00:31<00:00, 5.25it/s]
96/499 4.32G 0.01132 0.00972 0.004319 58 640: 98%|#########8| 165/168 [00:31<00:00, 5.25it/s]
96/499 4.32G 0.01132 0.00972 0.004319 58 640: 99%|#########8| 166/168 [00:31<00:00, 5.07it/s]
96/499 4.32G 0.01132 0.009722 0.00431 62 640: 99%|#########8| 166/168 [00:32<00:00, 5.07it/s]
96/499 4.32G 0.01132 0.009722 0.00431 62 640: 99%|#########9| 167/168 [00:32<00:00, 5.09it/s]
96/499 4.32G 0.01132 0.009726 0.004316 30 640: 99%|#########9| 167/168 [00:32<00:00, 5.09it/s]
96/499 4.32G 0.01132 0.009726 0.004316 30 640: 100%|##########| 168/168 [00:32<00:00, 5.30it/s]
96/499 4.32G 0.01132 0.009726 0.004316 30 640: 100%|##########| 168/168 [00:32<00:00, 5.19it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s]
all 132 263 0.816 0.922 0.905 0.77
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
97/499 4.32G 0.01307 0.01122 0.007704 79 640: 0%| | 0/168 [00:00<?, ?it/s]
97/499 4.32G 0.01307 0.01122 0.007704 79 640: 1%| | 1/168 [00:00<00:34, 4.90it/s]
97/499 4.32G 0.01169 0.01004 0.00511 62 640: 1%| | 1/168 [00:00<00:34, 4.90it/s]
97/499 4.32G 0.01169 0.01004 0.00511 62 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s]
97/499 4.32G 0.01285 0.009633 0.004569 70 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s]
97/499 4.32G 0.01285 0.009633 0.004569 70 640: 2%|1 | 3/168 [00:00<00:30, 5.36it/s]
97/499 4.32G 0.01248 0.009803 0.003856 78 640: 2%|1 | 3/168 [00:00<00:30, 5.36it/s]
97/499 4.32G 0.01248 0.009803 0.003856 78 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s]
97/499 4.32G 0.0126 0.00968 0.003985 54 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s]
97/499 4.32G 0.0126 0.00968 0.003985 54 640: 3%|2 | 5/168 [00:00<00:31, 5.24it/s]
97/499 4.32G 0.01281 0.009547 0.004157 67 640: 3%|2 | 5/168 [00:01<00:31, 5.24it/s]
97/499 4.32G 0.01281 0.009547 0.004157 67 640: 4%|3 | 6/168 [00:01<00:30, 5.30it/s]
97/499 4.32G 0.01246 0.009581 0.004313 70 640: 4%|3 | 6/168 [00:01<00:30, 5.30it/s]
97/499 4.32G 0.01246 0.009581 0.004313 70 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s]
97/499 4.32G 0.0122 0.009543 0.004212 70 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s]
97/499 4.32G 0.0122 0.009543 0.004212 70 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s]
97/499 4.32G 0.01212 0.009906 0.004026 95 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s]
97/499 4.32G 0.01212 0.009906 0.004026 95 640: 5%|5 | 9/168 [00:01<00:29, 5.34it/s]
97/499 4.32G 0.01205 0.01001 0.003989 68 640: 5%|5 | 9/168 [00:01<00:29, 5.34it/s]
97/499 4.32G 0.01205 0.01001 0.003989 68 640: 6%|5 | 10/168 [00:01<00:30, 5.19it/s]
97/499 4.32G 0.01193 0.00995 0.004015 66 640: 6%|5 | 10/168 [00:02<00:30, 5.19it/s]
97/499 4.32G 0.01193 0.00995 0.004015 66 640: 7%|6 | 11/168 [00:02<00:30, 5.22it/s]
97/499 4.32G 0.01172 0.009739 0.004011 58 640: 7%|6 | 11/168 [00:02<00:30, 5.22it/s]
97/499 4.32G 0.01172 0.009739 0.004011 58 640: 7%|7 | 12/168 [00:02<00:29, 5.25it/s]
97/499 4.32G 0.01168 0.009692 0.004247 69 640: 7%|7 | 12/168 [00:02<00:29, 5.25it/s]
97/499 4.32G 0.01168 0.009692 0.004247 69 640: 8%|7 | 13/168 [00:02<00:30, 5.14it/s]
97/499 4.32G 0.0116 0.009821 0.00415 74 640: 8%|7 | 13/168 [00:02<00:30, 5.14it/s]
97/499 4.32G 0.0116 0.009821 0.00415 74 640: 8%|8 | 14/168 [00:02<00:29, 5.22it/s]
97/499 4.32G 0.01156 0.009836 0.004203 68 640: 8%|8 | 14/168 [00:02<00:29, 5.22it/s]
97/499 4.32G 0.01156 0.009836 0.004203 68 640: 9%|8 | 15/168 [00:02<00:28, 5.28it/s]
97/499 4.32G 0.01155 0.009748 0.004378 67 640: 9%|8 | 15/168 [00:03<00:28, 5.28it/s]
97/499 4.32G 0.01155 0.009748 0.004378 67 640: 10%|9 | 16/168 [00:03<00:29, 5.13it/s]
97/499 4.32G 0.01161 0.009801 0.004254 63 640: 10%|9 | 16/168 [00:03<00:29, 5.13it/s]
97/499 4.32G 0.01161 0.009801 0.004254 63 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
97/499 4.32G 0.01163 0.009771 0.004442 71 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
97/499 4.32G 0.01163 0.009771 0.004442 71 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s]
97/499 4.32G 0.01152 0.009719 0.004367 56 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s]
97/499 4.32G 0.01152 0.009719 0.004367 56 640: 11%|#1 | 19/168 [00:03<00:29, 5.02it/s]
97/499 4.32G 0.01156 0.009821 0.004239 72 640: 11%|#1 | 19/168 [00:03<00:29, 5.02it/s]
97/499 4.32G 0.01156 0.009821 0.004239 72 640: 12%|#1 | 20/168 [00:03<00:28, 5.14it/s]
97/499 4.32G 0.01163 0.009866 0.004335 71 640: 12%|#1 | 20/168 [00:04<00:28, 5.14it/s]
97/499 4.32G 0.01163 0.009866 0.004335 71 640: 12%|#2 | 21/168 [00:04<00:28, 5.20it/s]
97/499 4.32G 0.0116 0.009868 0.004185 65 640: 12%|#2 | 21/168 [00:04<00:28, 5.20it/s]
97/499 4.32G 0.0116 0.009868 0.004185 65 640: 13%|#3 | 22/168 [00:04<00:28, 5.07it/s]
97/499 4.32G 0.01158 0.00996 0.004231 91 640: 13%|#3 | 22/168 [00:04<00:28, 5.07it/s]
97/499 4.32G 0.01158 0.00996 0.004231 91 640: 14%|#3 | 23/168 [00:04<00:28, 5.13it/s]
97/499 4.32G 0.01159 0.01002 0.004258 77 640: 14%|#3 | 23/168 [00:04<00:28, 5.13it/s]
97/499 4.32G 0.01159 0.01002 0.004258 77 640: 14%|#4 | 24/168 [00:04<00:27, 5.21it/s]
97/499 4.32G 0.01157 0.009958 0.004237 62 640: 14%|#4 | 24/168 [00:04<00:27, 5.21it/s]
97/499 4.32G 0.01157 0.009958 0.004237 62 640: 15%|#4 | 25/168 [00:04<00:28, 5.07it/s]
97/499 4.32G 0.01169 0.01005 0.004258 63 640: 15%|#4 | 25/168 [00:05<00:28, 5.07it/s]
97/499 4.32G 0.01169 0.01005 0.004258 63 640: 15%|#5 | 26/168 [00:05<00:27, 5.15it/s]
97/499 4.32G 0.01171 0.01007 0.004253 70 640: 15%|#5 | 26/168 [00:05<00:27, 5.15it/s]
97/499 4.32G 0.01171 0.01007 0.004253 70 640: 16%|#6 | 27/168 [00:05<00:26, 5.25it/s]
97/499 4.32G 0.01171 0.01008 0.004208 64 640: 16%|#6 | 27/168 [00:05<00:26, 5.25it/s]
97/499 4.32G 0.01171 0.01008 0.004208 64 640: 17%|#6 | 28/168 [00:05<00:27, 5.12it/s]
97/499 4.32G 0.01176 0.0101 0.004262 70 640: 17%|#6 | 28/168 [00:05<00:27, 5.12it/s]
97/499 4.32G 0.01176 0.0101 0.004262 70 640: 17%|#7 | 29/168 [00:05<00:27, 5.13it/s]
97/499 4.32G 0.01169 0.0101 0.004268 74 640: 17%|#7 | 29/168 [00:05<00:27, 5.13it/s]
97/499 4.32G 0.01169 0.0101 0.004268 74 640: 18%|#7 | 30/168 [00:05<00:26, 5.22it/s]
97/499 4.32G 0.0117 0.01006 0.004263 64 640: 18%|#7 | 30/168 [00:05<00:26, 5.22it/s]
97/499 4.32G 0.0117 0.01006 0.004263 64 640: 18%|#8 | 31/168 [00:05<00:27, 5.07it/s]
97/499 4.32G 0.01173 0.01005 0.004161 61 640: 18%|#8 | 31/168 [00:06<00:27, 5.07it/s]
97/499 4.32G 0.01173 0.01005 0.004161 61 640: 19%|#9 | 32/168 [00:06<00:26, 5.17it/s]
97/499 4.32G 0.0117 0.01 0.004084 56 640: 19%|#9 | 32/168 [00:06<00:26, 5.17it/s]
97/499 4.32G 0.0117 0.01 0.004084 56 640: 20%|#9 | 33/168 [00:06<00:25, 5.26it/s]
97/499 4.32G 0.01165 0.009961 0.004012 69 640: 20%|#9 | 33/168 [00:06<00:25, 5.26it/s]
97/499 4.32G 0.01165 0.009961 0.004012 69 640: 20%|## | 34/168 [00:06<00:26, 5.13it/s]
97/499 4.32G 0.01164 0.009945 0.003952 69 640: 20%|## | 34/168 [00:06<00:26, 5.13it/s]
97/499 4.32G 0.01164 0.009945 0.003952 69 640: 21%|## | 35/168 [00:06<00:25, 5.24it/s]
97/499 4.32G 0.01163 0.009884 0.003917 57 640: 21%|## | 35/168 [00:06<00:25, 5.24it/s]
97/499 4.32G 0.01163 0.009884 0.003917 57 640: 21%|##1 | 36/168 [00:06<00:24, 5.29it/s]
97/499 4.32G 0.01163 0.009903 0.003895 78 640: 21%|##1 | 36/168 [00:07<00:24, 5.29it/s]
97/499 4.32G 0.01163 0.009903 0.003895 78 640: 22%|##2 | 37/168 [00:07<00:25, 5.15it/s]
97/499 4.32G 0.01161 0.009845 0.004001 59 640: 22%|##2 | 37/168 [00:07<00:25, 5.15it/s]
97/499 4.32G 0.01161 0.009845 0.004001 59 640: 23%|##2 | 38/168 [00:07<00:24, 5.21it/s]
97/499 4.32G 0.01159 0.009816 0.003952 60 640: 23%|##2 | 38/168 [00:07<00:24, 5.21it/s]
97/499 4.32G 0.01159 0.009816 0.003952 60 640: 23%|##3 | 39/168 [00:07<00:24, 5.26it/s]
97/499 4.32G 0.01151 0.009756 0.00409 55 640: 23%|##3 | 39/168 [00:07<00:24, 5.26it/s]
97/499 4.32G 0.01151 0.009756 0.00409 55 640: 24%|##3 | 40/168 [00:07<00:25, 5.07it/s]
97/499 4.32G 0.01149 0.009733 0.004116 60 640: 24%|##3 | 40/168 [00:07<00:25, 5.07it/s]
97/499 4.32G 0.01149 0.009733 0.004116 60 640: 24%|##4 | 41/168 [00:07<00:24, 5.13it/s]
97/499 4.32G 0.01149 0.009763 0.00417 71 640: 24%|##4 | 41/168 [00:08<00:24, 5.13it/s]
97/499 4.32G 0.01149 0.009763 0.00417 71 640: 25%|##5 | 42/168 [00:08<00:24, 5.23it/s]
97/499 4.32G 0.01149 0.009752 0.004205 75 640: 25%|##5 | 42/168 [00:08<00:24, 5.23it/s]
97/499 4.32G 0.01149 0.009752 0.004205 75 640: 26%|##5 | 43/168 [00:08<00:24, 5.07it/s]
97/499 4.32G 0.01155 0.00979 0.004215 70 640: 26%|##5 | 43/168 [00:08<00:24, 5.07it/s]
97/499 4.32G 0.01155 0.00979 0.004215 70 640: 26%|##6 | 44/168 [00:08<00:24, 5.13it/s]
97/499 4.32G 0.01153 0.009794 0.00423 78 640: 26%|##6 | 44/168 [00:08<00:24, 5.13it/s]
97/499 4.32G 0.01153 0.009794 0.00423 78 640: 27%|##6 | 45/168 [00:08<00:23, 5.24it/s]
97/499 4.32G 0.01151 0.009834 0.004252 75 640: 27%|##6 | 45/168 [00:08<00:23, 5.24it/s]
97/499 4.32G 0.01151 0.009834 0.004252 75 640: 27%|##7 | 46/168 [00:08<00:23, 5.13it/s]
97/499 4.32G 0.01149 0.009804 0.004278 62 640: 27%|##7 | 46/168 [00:09<00:23, 5.13it/s]
97/499 4.32G 0.01149 0.009804 0.004278 62 640: 28%|##7 | 47/168 [00:09<00:23, 5.15it/s]
97/499 4.32G 0.01152 0.009818 0.004258 72 640: 28%|##7 | 47/168 [00:09<00:23, 5.15it/s]
97/499 4.32G 0.01152 0.009818 0.004258 72 640: 29%|##8 | 48/168 [00:09<00:22, 5.22it/s]
97/499 4.32G 0.01152 0.009843 0.004306 82 640: 29%|##8 | 48/168 [00:09<00:22, 5.22it/s]
97/499 4.32G 0.01152 0.009843 0.004306 82 640: 29%|##9 | 49/168 [00:09<00:23, 5.11it/s]
97/499 4.32G 0.01148 0.009796 0.004251 53 640: 29%|##9 | 49/168 [00:09<00:23, 5.11it/s]
97/499 4.32G 0.01148 0.009796 0.004251 53 640: 30%|##9 | 50/168 [00:09<00:22, 5.20it/s]
97/499 4.32G 0.01147 0.009807 0.004203 80 640: 30%|##9 | 50/168 [00:09<00:22, 5.20it/s]
97/499 4.32G 0.01147 0.009807 0.004203 80 640: 30%|### | 51/168 [00:09<00:22, 5.23it/s]
97/499 4.32G 0.01148 0.009854 0.004227 82 640: 30%|### | 51/168 [00:10<00:22, 5.23it/s]
97/499 4.32G 0.01148 0.009854 0.004227 82 640: 31%|### | 52/168 [00:10<00:22, 5.10it/s]
97/499 4.32G 0.01147 0.009822 0.004228 66 640: 31%|### | 52/168 [00:10<00:22, 5.10it/s]
97/499 4.32G 0.01147 0.009822 0.004228 66 640: 32%|###1 | 53/168 [00:10<00:22, 5.20it/s]
97/499 4.32G 0.01144 0.009792 0.0042 68 640: 32%|###1 | 53/168 [00:10<00:22, 5.20it/s]
97/499 4.32G 0.01144 0.009792 0.0042 68 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s]
97/499 4.32G 0.01145 0.009788 0.004192 67 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s]
97/499 4.32G 0.01145 0.009788 0.004192 67 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s]
97/499 4.32G 0.01145 0.009784 0.004183 64 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s]
97/499 4.32G 0.01145 0.009784 0.004183 64 640: 33%|###3 | 56/168 [00:10<00:21, 5.26it/s]
97/499 4.32G 0.01145 0.009786 0.004177 71 640: 33%|###3 | 56/168 [00:10<00:21, 5.26it/s]
97/499 4.32G 0.01145 0.009786 0.004177 71 640: 34%|###3 | 57/168 [00:10<00:20, 5.32it/s]
97/499 4.32G 0.01145 0.009794 0.004182 73 640: 34%|###3 | 57/168 [00:11<00:20, 5.32it/s]
97/499 4.32G 0.01145 0.009794 0.004182 73 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s]
97/499 4.32G 0.01144 0.009773 0.004173 65 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s]
97/499 4.32G 0.01144 0.009773 0.004173 65 640: 35%|###5 | 59/168 [00:11<00:20, 5.25it/s]
97/499 4.32G 0.01143 0.009777 0.004181 81 640: 35%|###5 | 59/168 [00:11<00:20, 5.25it/s]
97/499 4.32G 0.01143 0.009777 0.004181 81 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
97/499 4.32G 0.01142 0.009781 0.00417 67 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
97/499 4.32G 0.01142 0.009781 0.00417 67 640: 36%|###6 | 61/168 [00:11<00:20, 5.14it/s]
97/499 4.32G 0.01142 0.009776 0.004198 68 640: 36%|###6 | 61/168 [00:11<00:20, 5.14it/s]
97/499 4.32G 0.01142 0.009776 0.004198 68 640: 37%|###6 | 62/168 [00:11<00:20, 5.23it/s]
97/499 4.32G 0.01143 0.009788 0.004193 80 640: 37%|###6 | 62/168 [00:12<00:20, 5.23it/s]
97/499 4.32G 0.01143 0.009788 0.004193 80 640: 38%|###7 | 63/168 [00:12<00:19, 5.28it/s]
97/499 4.32G 0.01143 0.009815 0.004198 68 640: 38%|###7 | 63/168 [00:12<00:19, 5.28it/s]
97/499 4.32G 0.01143 0.009815 0.004198 68 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s]
97/499 4.32G 0.01144 0.009801 0.004195 70 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s]
97/499 4.32G 0.01144 0.009801 0.004195 70 640: 39%|###8 | 65/168 [00:12<00:19, 5.16it/s]
97/499 4.32G 0.01143 0.009816 0.004195 73 640: 39%|###8 | 65/168 [00:12<00:19, 5.16it/s]
97/499 4.32G 0.01143 0.009816 0.004195 73 640: 39%|###9 | 66/168 [00:12<00:19, 5.25it/s]
97/499 4.32G 0.01142 0.009829 0.004181 82 640: 39%|###9 | 66/168 [00:12<00:19, 5.25it/s]
97/499 4.32G 0.01142 0.009829 0.004181 82 640: 40%|###9 | 67/168 [00:12<00:19, 5.11it/s]
97/499 4.32G 0.01141 0.009816 0.004171 71 640: 40%|###9 | 67/168 [00:13<00:19, 5.11it/s]
97/499 4.32G 0.01141 0.009816 0.004171 71 640: 40%|#### | 68/168 [00:13<00:19, 5.21it/s]
97/499 4.32G 0.01141 0.009794 0.004241 62 640: 40%|#### | 68/168 [00:13<00:19, 5.21it/s]
97/499 4.32G 0.01141 0.009794 0.004241 62 640: 41%|####1 | 69/168 [00:13<00:18, 5.28it/s]
97/499 4.32G 0.01139 0.009795 0.004236 81 640: 41%|####1 | 69/168 [00:13<00:18, 5.28it/s]
97/499 4.32G 0.01139 0.009795 0.004236 81 640: 42%|####1 | 70/168 [00:13<00:19, 5.14it/s]
97/499 4.32G 0.01139 0.009812 0.004203 82 640: 42%|####1 | 70/168 [00:13<00:19, 5.14it/s]
97/499 4.32G 0.01139 0.009812 0.004203 82 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s]
97/499 4.32G 0.01135 0.009818 0.004225 72 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s]
97/499 4.32G 0.01135 0.009818 0.004225 72 640: 43%|####2 | 72/168 [00:13<00:18, 5.27it/s]
97/499 4.32G 0.01135 0.009824 0.004219 68 640: 43%|####2 | 72/168 [00:14<00:18, 5.27it/s]
97/499 4.32G 0.01135 0.009824 0.004219 68 640: 43%|####3 | 73/168 [00:14<00:18, 5.15it/s]
97/499 4.32G 0.01135 0.009815 0.004223 65 640: 43%|####3 | 73/168 [00:14<00:18, 5.15it/s]
97/499 4.32G 0.01135 0.009815 0.004223 65 640: 44%|####4 | 74/168 [00:14<00:17, 5.23it/s]
97/499 4.32G 0.01134 0.009807 0.004221 69 640: 44%|####4 | 74/168 [00:14<00:17, 5.23it/s]
97/499 4.32G 0.01134 0.009807 0.004221 69 640: 45%|####4 | 75/168 [00:14<00:17, 5.25it/s]
97/499 4.32G 0.01135 0.009821 0.004193 73 640: 45%|####4 | 75/168 [00:14<00:17, 5.25it/s]
97/499 4.32G 0.01135 0.009821 0.004193 73 640: 45%|####5 | 76/168 [00:14<00:17, 5.12it/s]
97/499 4.32G 0.01135 0.009805 0.004162 58 640: 45%|####5 | 76/168 [00:14<00:17, 5.12it/s]
97/499 4.32G 0.01135 0.009805 0.004162 58 640: 46%|####5 | 77/168 [00:14<00:17, 5.20it/s]
97/499 4.32G 0.01138 0.009805 0.004154 64 640: 46%|####5 | 77/168 [00:15<00:17, 5.20it/s]
97/499 4.32G 0.01138 0.009805 0.004154 64 640: 46%|####6 | 78/168 [00:15<00:17, 5.27it/s]
97/499 4.32G 0.01136 0.009795 0.004142 71 640: 46%|####6 | 78/168 [00:15<00:17, 5.27it/s]
97/499 4.32G 0.01136 0.009795 0.004142 71 640: 47%|####7 | 79/168 [00:15<00:17, 5.12it/s]
97/499 4.32G 0.01135 0.009782 0.004189 73 640: 47%|####7 | 79/168 [00:15<00:17, 5.12it/s]
97/499 4.32G 0.01135 0.009782 0.004189 73 640: 48%|####7 | 80/168 [00:15<00:17, 5.16it/s]
97/499 4.32G 0.01134 0.009765 0.004194 64 640: 48%|####7 | 80/168 [00:15<00:17, 5.16it/s]
97/499 4.32G 0.01134 0.009765 0.004194 64 640: 48%|####8 | 81/168 [00:15<00:16, 5.25it/s]
97/499 4.32G 0.01134 0.009753 0.004196 55 640: 48%|####8 | 81/168 [00:15<00:16, 5.25it/s]
97/499 4.32G 0.01134 0.009753 0.004196 55 640: 49%|####8 | 82/168 [00:15<00:16, 5.12it/s]
97/499 4.32G 0.01133 0.009746 0.004195 64 640: 49%|####8 | 82/168 [00:15<00:16, 5.12it/s]
97/499 4.32G 0.01133 0.009746 0.004195 64 640: 49%|####9 | 83/168 [00:15<00:16, 5.14it/s]
97/499 4.32G 0.01132 0.009718 0.004218 60 640: 49%|####9 | 83/168 [00:16<00:16, 5.14it/s]
97/499 4.32G 0.01132 0.009718 0.004218 60 640: 50%|##### | 84/168 [00:16<00:16, 5.20it/s]
97/499 4.32G 0.01131 0.009731 0.004249 77 640: 50%|##### | 84/168 [00:16<00:16, 5.20it/s]
97/499 4.32G 0.01131 0.009731 0.004249 77 640: 51%|##### | 85/168 [00:16<00:16, 5.09it/s]
97/499 4.32G 0.01131 0.009746 0.00423 79 640: 51%|##### | 85/168 [00:16<00:16, 5.09it/s]
97/499 4.32G 0.01131 0.009746 0.00423 79 640: 51%|#####1 | 86/168 [00:16<00:15, 5.19it/s]
97/499 4.32G 0.0113 0.009747 0.004283 68 640: 51%|#####1 | 86/168 [00:16<00:15, 5.19it/s]
97/499 4.32G 0.0113 0.009747 0.004283 68 640: 52%|#####1 | 87/168 [00:16<00:15, 5.25it/s]
97/499 4.32G 0.01131 0.009756 0.004264 63 640: 52%|#####1 | 87/168 [00:16<00:15, 5.25it/s]
97/499 4.32G 0.01131 0.009756 0.004264 63 640: 52%|#####2 | 88/168 [00:16<00:15, 5.14it/s]
97/499 4.32G 0.0113 0.009787 0.004276 81 640: 52%|#####2 | 88/168 [00:17<00:15, 5.14it/s]
97/499 4.32G 0.0113 0.009787 0.004276 81 640: 53%|#####2 | 89/168 [00:17<00:15, 5.23it/s]
97/499 4.32G 0.01131 0.009783 0.004318 63 640: 53%|#####2 | 89/168 [00:17<00:15, 5.23it/s]
97/499 4.32G 0.01131 0.009783 0.004318 63 640: 54%|#####3 | 90/168 [00:17<00:14, 5.29it/s]
97/499 4.32G 0.01131 0.009803 0.004329 74 640: 54%|#####3 | 90/168 [00:17<00:14, 5.29it/s]
97/499 4.32G 0.01131 0.009803 0.004329 74 640: 54%|#####4 | 91/168 [00:17<00:14, 5.14it/s]
97/499 4.32G 0.01132 0.009785 0.004319 54 640: 54%|#####4 | 91/168 [00:17<00:14, 5.14it/s]
97/499 4.32G 0.01132 0.009785 0.004319 54 640: 55%|#####4 | 92/168 [00:17<00:14, 5.22it/s]
97/499 4.32G 0.01131 0.009789 0.004289 69 640: 55%|#####4 | 92/168 [00:17<00:14, 5.22it/s]
97/499 4.32G 0.01131 0.009789 0.004289 69 640: 55%|#####5 | 93/168 [00:17<00:14, 5.27it/s]
97/499 4.32G 0.01131 0.009795 0.004269 79 640: 55%|#####5 | 93/168 [00:18<00:14, 5.27it/s]
97/499 4.32G 0.01131 0.009795 0.004269 79 640: 56%|#####5 | 94/168 [00:18<00:14, 5.14it/s]
97/499 4.32G 0.01133 0.009804 0.004274 77 640: 56%|#####5 | 94/168 [00:18<00:14, 5.14it/s]
97/499 4.32G 0.01133 0.009804 0.004274 77 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s]
97/499 4.32G 0.01133 0.009788 0.004269 58 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s]
97/499 4.32G 0.01133 0.009788 0.004269 58 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s]
97/499 4.32G 0.01132 0.009765 0.004297 64 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s]
97/499 4.32G 0.01132 0.009765 0.004297 64 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s]
97/499 4.32G 0.01133 0.009763 0.004306 63 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s]
97/499 4.32G 0.01133 0.009763 0.004306 63 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s]
97/499 4.32G 0.01132 0.009777 0.004289 77 640: 58%|#####8 | 98/168 [00:19<00:13, 5.28it/s]
97/499 4.32G 0.01132 0.009777 0.004289 77 640: 59%|#####8 | 99/168 [00:19<00:13, 5.30it/s]
97/499 4.32G 0.01132 0.009797 0.004298 85 640: 59%|#####8 | 99/168 [00:19<00:13, 5.30it/s]
97/499 4.32G 0.01132 0.009797 0.004298 85 640: 60%|#####9 | 100/168 [00:19<00:13, 5.12it/s]
97/499 4.32G 0.01132 0.009784 0.004323 75 640: 60%|#####9 | 100/168 [00:19<00:13, 5.12it/s]
97/499 4.32G 0.01132 0.009784 0.004323 75 640: 60%|###### | 101/168 [00:19<00:12, 5.19it/s]
97/499 4.32G 0.01132 0.009802 0.004313 73 640: 60%|###### | 101/168 [00:19<00:12, 5.19it/s]
97/499 4.32G 0.01132 0.009802 0.004313 73 640: 61%|###### | 102/168 [00:19<00:12, 5.26it/s]
97/499 4.32G 0.01131 0.009799 0.004306 72 640: 61%|###### | 102/168 [00:19<00:12, 5.26it/s]
97/499 4.32G 0.01131 0.009799 0.004306 72 640: 61%|######1 | 103/168 [00:19<00:12, 5.11it/s]
97/499 4.32G 0.01133 0.009801 0.004279 60 640: 61%|######1 | 103/168 [00:20<00:12, 5.11it/s]
97/499 4.32G 0.01133 0.009801 0.004279 60 640: 62%|######1 | 104/168 [00:20<00:12, 5.21it/s]
97/499 4.32G 0.01134 0.009795 0.004258 70 640: 62%|######1 | 104/168 [00:20<00:12, 5.21it/s]
97/499 4.32G 0.01134 0.009795 0.004258 70 640: 62%|######2 | 105/168 [00:20<00:11, 5.27it/s]
97/499 4.32G 0.01133 0.009798 0.004256 69 640: 62%|######2 | 105/168 [00:20<00:11, 5.27it/s]
97/499 4.32G 0.01133 0.009798 0.004256 69 640: 63%|######3 | 106/168 [00:20<00:12, 5.13it/s]
97/499 4.32G 0.01133 0.009813 0.004244 77 640: 63%|######3 | 106/168 [00:20<00:12, 5.13it/s]
97/499 4.32G 0.01133 0.009813 0.004244 77 640: 64%|######3 | 107/168 [00:20<00:11, 5.23it/s]
97/499 4.32G 0.01131 0.009819 0.004224 71 640: 64%|######3 | 107/168 [00:20<00:11, 5.23it/s]
97/499 4.32G 0.01131 0.009819 0.004224 71 640: 64%|######4 | 108/168 [00:20<00:11, 5.25it/s]
97/499 4.32G 0.0113 0.009827 0.004191 66 640: 64%|######4 | 108/168 [00:20<00:11, 5.25it/s]
97/499 4.32G 0.0113 0.009827 0.004191 66 640: 65%|######4 | 109/168 [00:20<00:11, 5.11it/s]
97/499 4.32G 0.01129 0.009826 0.004206 79 640: 65%|######4 | 109/168 [00:21<00:11, 5.11it/s]
97/499 4.32G 0.01129 0.009826 0.004206 79 640: 65%|######5 | 110/168 [00:21<00:11, 5.17it/s]
97/499 4.32G 0.01129 0.00982 0.004238 60 640: 65%|######5 | 110/168 [00:21<00:11, 5.17it/s]
97/499 4.32G 0.01129 0.00982 0.004238 60 640: 66%|######6 | 111/168 [00:21<00:10, 5.27it/s]
97/499 4.32G 0.01128 0.009797 0.004227 56 640: 66%|######6 | 111/168 [00:21<00:10, 5.27it/s]
97/499 4.32G 0.01128 0.009797 0.004227 56 640: 67%|######6 | 112/168 [00:21<00:10, 5.13it/s]
97/499 4.32G 0.01128 0.009797 0.004231 62 640: 67%|######6 | 112/168 [00:21<00:10, 5.13it/s]
97/499 4.32G 0.01128 0.009797 0.004231 62 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s]
97/499 4.32G 0.01128 0.009783 0.004225 61 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s]
97/499 4.32G 0.01128 0.009783 0.004225 61 640: 68%|######7 | 114/168 [00:21<00:10, 5.29it/s]
97/499 4.32G 0.01127 0.009794 0.004229 77 640: 68%|######7 | 114/168 [00:22<00:10, 5.29it/s]
97/499 4.32G 0.01127 0.009794 0.004229 77 640: 68%|######8 | 115/168 [00:22<00:10, 5.13it/s]
97/499 4.32G 0.01128 0.009787 0.004247 51 640: 68%|######8 | 115/168 [00:22<00:10, 5.13it/s]
97/499 4.32G 0.01128 0.009787 0.004247 51 640: 69%|######9 | 116/168 [00:22<00:09, 5.21it/s]
97/499 4.32G 0.01127 0.009798 0.004235 79 640: 69%|######9 | 116/168 [00:22<00:09, 5.21it/s]
97/499 4.32G 0.01127 0.009798 0.004235 79 640: 70%|######9 | 117/168 [00:22<00:09, 5.27it/s]
97/499 4.32G 0.01127 0.009818 0.004226 77 640: 70%|######9 | 117/168 [00:22<00:09, 5.27it/s]
97/499 4.32G 0.01127 0.009818 0.004226 77 640: 70%|####### | 118/168 [00:22<00:09, 5.13it/s]
97/499 4.32G 0.01127 0.009815 0.004217 75 640: 70%|####### | 118/168 [00:22<00:09, 5.13it/s]
97/499 4.32G 0.01127 0.009815 0.004217 75 640: 71%|####### | 119/168 [00:22<00:09, 5.22it/s]
97/499 4.32G 0.01127 0.009802 0.004208 63 640: 71%|####### | 119/168 [00:23<00:09, 5.22it/s]
97/499 4.32G 0.01127 0.009802 0.004208 63 640: 71%|#######1 | 120/168 [00:23<00:09, 5.28it/s]
97/499 4.32G 0.01127 0.009763 0.004226 44 640: 71%|#######1 | 120/168 [00:23<00:09, 5.28it/s]
97/499 4.32G 0.01127 0.009763 0.004226 44 640: 72%|#######2 | 121/168 [00:23<00:09, 5.15it/s]
97/499 4.32G 0.01124 0.00976 0.004223 82 640: 72%|#######2 | 121/168 [00:23<00:09, 5.15it/s]
97/499 4.32G 0.01124 0.00976 0.004223 82 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
97/499 4.32G 0.01126 0.009768 0.004264 66 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
97/499 4.32G 0.01126 0.009768 0.004264 66 640: 73%|#######3 | 123/168 [00:23<00:08, 5.25it/s]
97/499 4.32G 0.01126 0.009772 0.004269 82 640: 73%|#######3 | 123/168 [00:23<00:08, 5.25it/s]
97/499 4.32G 0.01126 0.009772 0.004269 82 640: 74%|#######3 | 124/168 [00:23<00:08, 5.14it/s]
97/499 4.32G 0.01125 0.009785 0.004281 83 640: 74%|#######3 | 124/168 [00:24<00:08, 5.14it/s]
97/499 4.32G 0.01125 0.009785 0.004281 83 640: 74%|#######4 | 125/168 [00:24<00:08, 5.24it/s]
97/499 4.32G 0.01125 0.009786 0.00428 77 640: 74%|#######4 | 125/168 [00:24<00:08, 5.24it/s]
97/499 4.32G 0.01125 0.009786 0.00428 77 640: 75%|#######5 | 126/168 [00:24<00:07, 5.29it/s]
97/499 4.32G 0.01125 0.009809 0.004265 74 640: 75%|#######5 | 126/168 [00:24<00:07, 5.29it/s]
97/499 4.32G 0.01125 0.009809 0.004265 74 640: 76%|#######5 | 127/168 [00:24<00:07, 5.15it/s]
97/499 4.32G 0.01124 0.009809 0.004262 73 640: 76%|#######5 | 127/168 [00:24<00:07, 5.15it/s]
97/499 4.32G 0.01124 0.009809 0.004262 73 640: 76%|#######6 | 128/168 [00:24<00:07, 5.21it/s]
97/499 4.32G 0.01125 0.009815 0.004259 64 640: 76%|#######6 | 128/168 [00:24<00:07, 5.21it/s]
97/499 4.32G 0.01125 0.009815 0.004259 64 640: 77%|#######6 | 129/168 [00:24<00:07, 5.25it/s]
97/499 4.32G 0.01125 0.009815 0.004249 66 640: 77%|#######6 | 129/168 [00:25<00:07, 5.25it/s]
97/499 4.32G 0.01125 0.009815 0.004249 66 640: 77%|#######7 | 130/168 [00:25<00:07, 5.14it/s]
97/499 4.32G 0.01125 0.00983 0.004238 84 640: 77%|#######7 | 130/168 [00:25<00:07, 5.14it/s]
97/499 4.32G 0.01125 0.00983 0.004238 84 640: 78%|#######7 | 131/168 [00:25<00:07, 5.20it/s]
97/499 4.32G 0.01123 0.009819 0.004232 73 640: 78%|#######7 | 131/168 [00:25<00:07, 5.20it/s]
97/499 4.32G 0.01123 0.009819 0.004232 73 640: 79%|#######8 | 132/168 [00:25<00:06, 5.24it/s]
97/499 4.32G 0.01123 0.009822 0.004218 70 640: 79%|#######8 | 132/168 [00:25<00:06, 5.24it/s]
97/499 4.32G 0.01123 0.009822 0.004218 70 640: 79%|#######9 | 133/168 [00:25<00:06, 5.10it/s]
97/499 4.32G 0.01123 0.00981 0.004245 59 640: 79%|#######9 | 133/168 [00:25<00:06, 5.10it/s]
97/499 4.32G 0.01123 0.00981 0.004245 59 640: 80%|#######9 | 134/168 [00:25<00:06, 5.21it/s]
97/499 4.32G 0.01122 0.009814 0.004239 68 640: 80%|#######9 | 134/168 [00:25<00:06, 5.21it/s]
97/499 4.32G 0.01122 0.009814 0.004239 68 640: 80%|######## | 135/168 [00:25<00:06, 5.28it/s]
97/499 4.32G 0.01122 0.009815 0.004222 65 640: 80%|######## | 135/168 [00:26<00:06, 5.28it/s]
97/499 4.32G 0.01122 0.009815 0.004222 65 640: 81%|######## | 136/168 [00:26<00:06, 5.12it/s]
97/499 4.32G 0.01121 0.009795 0.004225 55 640: 81%|######## | 136/168 [00:26<00:06, 5.12it/s]
97/499 4.32G 0.01121 0.009795 0.004225 55 640: 82%|########1 | 137/168 [00:26<00:06, 5.15it/s]
97/499 4.32G 0.01121 0.009807 0.004213 69 640: 82%|########1 | 137/168 [00:26<00:06, 5.15it/s]
97/499 4.32G 0.01121 0.009807 0.004213 69 640: 82%|########2 | 138/168 [00:26<00:05, 5.22it/s]
97/499 4.32G 0.01122 0.009795 0.004204 62 640: 82%|########2 | 138/168 [00:26<00:05, 5.22it/s]
97/499 4.32G 0.01122 0.009795 0.004204 62 640: 83%|########2 | 139/168 [00:26<00:05, 5.10it/s]
97/499 4.32G 0.01121 0.009798 0.00421 73 640: 83%|########2 | 139/168 [00:26<00:05, 5.10it/s]
97/499 4.32G 0.01121 0.009798 0.00421 73 640: 83%|########3 | 140/168 [00:26<00:05, 5.20it/s]
97/499 4.32G 0.01121 0.009778 0.004221 56 640: 83%|########3 | 140/168 [00:27<00:05, 5.20it/s]
97/499 4.32G 0.01121 0.009778 0.004221 56 640: 84%|########3 | 141/168 [00:27<00:05, 5.24it/s]
97/499 4.32G 0.01121 0.009762 0.004254 49 640: 84%|########3 | 141/168 [00:27<00:05, 5.24it/s]
97/499 4.32G 0.01121 0.009762 0.004254 49 640: 85%|########4 | 142/168 [00:27<00:05, 5.12it/s]
97/499 4.32G 0.01122 0.009773 0.004261 71 640: 85%|########4 | 142/168 [00:27<00:05, 5.12it/s]
97/499 4.32G 0.01122 0.009773 0.004261 71 640: 85%|########5 | 143/168 [00:27<00:04, 5.18it/s]
97/499 4.32G 0.01123 0.009769 0.004242 59 640: 85%|########5 | 143/168 [00:27<00:04, 5.18it/s]
97/499 4.32G 0.01123 0.009769 0.004242 59 640: 86%|########5 | 144/168 [00:27<00:04, 5.28it/s]
97/499 4.32G 0.01122 0.009759 0.004255 73 640: 86%|########5 | 144/168 [00:27<00:04, 5.28it/s]
97/499 4.32G 0.01122 0.009759 0.004255 73 640: 86%|########6 | 145/168 [00:27<00:04, 5.07it/s]
97/499 4.32G 0.01122 0.009758 0.004262 67 640: 86%|########6 | 145/168 [00:28<00:04, 5.07it/s]
97/499 4.32G 0.01122 0.009758 0.004262 67 640: 87%|########6 | 146/168 [00:28<00:04, 5.17it/s]
97/499 4.32G 0.01122 0.009751 0.004261 66 640: 87%|########6 | 146/168 [00:28<00:04, 5.17it/s]
97/499 4.32G 0.01122 0.009751 0.004261 66 640: 88%|########7 | 147/168 [00:28<00:04, 5.23it/s]
97/499 4.32G 0.0112 0.009739 0.004298 61 640: 88%|########7 | 147/168 [00:28<00:04, 5.23it/s]
97/499 4.32G 0.0112 0.009739 0.004298 61 640: 88%|########8 | 148/168 [00:28<00:03, 5.10it/s]
97/499 4.32G 0.01121 0.009751 0.00428 83 640: 88%|########8 | 148/168 [00:28<00:03, 5.10it/s]
97/499 4.32G 0.01121 0.009751 0.00428 83 640: 89%|########8 | 149/168 [00:28<00:03, 5.17it/s]
97/499 4.32G 0.01121 0.009738 0.004272 58 640: 89%|########8 | 149/168 [00:28<00:03, 5.17it/s]
97/499 4.32G 0.01121 0.009738 0.004272 58 640: 89%|########9 | 150/168 [00:28<00:03, 5.23it/s]
97/499 4.32G 0.01121 0.009737 0.004272 70 640: 89%|########9 | 150/168 [00:29<00:03, 5.23it/s]
97/499 4.32G 0.01121 0.009737 0.004272 70 640: 90%|########9 | 151/168 [00:29<00:03, 5.08it/s]
97/499 4.32G 0.01122 0.009745 0.004264 67 640: 90%|########9 | 151/168 [00:29<00:03, 5.08it/s]
97/499 4.32G 0.01122 0.009745 0.004264 67 640: 90%|######### | 152/168 [00:29<00:03, 5.19it/s]
97/499 4.32G 0.01121 0.009735 0.004267 57 640: 90%|######### | 152/168 [00:29<00:03, 5.19it/s]
97/499 4.32G 0.01121 0.009735 0.004267 57 640: 91%|#########1| 153/168 [00:29<00:02, 5.20it/s]
97/499 4.32G 0.01121 0.009731 0.004265 59 640: 91%|#########1| 153/168 [00:29<00:02, 5.20it/s]
97/499 4.32G 0.01121 0.009731 0.004265 59 640: 92%|#########1| 154/168 [00:29<00:02, 5.10it/s]
97/499 4.32G 0.0112 0.009743 0.004257 75 640: 92%|#########1| 154/168 [00:29<00:02, 5.10it/s]
97/499 4.32G 0.0112 0.009743 0.004257 75 640: 92%|#########2| 155/168 [00:29<00:02, 5.16it/s]
97/499 4.32G 0.0112 0.009751 0.004251 72 640: 92%|#########2| 155/168 [00:30<00:02, 5.16it/s]
97/499 4.32G 0.0112 0.009751 0.004251 72 640: 93%|#########2| 156/168 [00:30<00:02, 5.24it/s]
97/499 4.32G 0.0112 0.009746 0.004249 58 640: 93%|#########2| 156/168 [00:30<00:02, 5.24it/s]
97/499 4.32G 0.0112 0.009746 0.004249 58 640: 93%|#########3| 157/168 [00:30<00:02, 5.07it/s]
97/499 4.32G 0.01119 0.009742 0.004231 69 640: 93%|#########3| 157/168 [00:30<00:02, 5.07it/s]
97/499 4.32G 0.01119 0.009742 0.004231 69 640: 94%|#########4| 158/168 [00:30<00:01, 5.14it/s]
97/499 4.32G 0.01119 0.009746 0.004239 81 640: 94%|#########4| 158/168 [00:30<00:01, 5.14it/s]
97/499 4.32G 0.01119 0.009746 0.004239 81 640: 95%|#########4| 159/168 [00:30<00:01, 5.22it/s]
97/499 4.32G 0.01118 0.009755 0.004231 82 640: 95%|#########4| 159/168 [00:30<00:01, 5.22it/s]
97/499 4.32G 0.01118 0.009755 0.004231 82 640: 95%|#########5| 160/168 [00:30<00:01, 5.07it/s]
97/499 4.32G 0.01117 0.009756 0.004222 75 640: 95%|#########5| 160/168 [00:31<00:01, 5.07it/s]
97/499 4.32G 0.01117 0.009756 0.004222 75 640: 96%|#########5| 161/168 [00:31<00:01, 5.16it/s]
97/499 4.32G 0.01118 0.009743 0.004212 54 640: 96%|#########5| 161/168 [00:31<00:01, 5.16it/s]
97/499 4.32G 0.01118 0.009743 0.004212 54 640: 96%|#########6| 162/168 [00:31<00:01, 5.24it/s]
97/499 4.32G 0.01118 0.009766 0.004199 76 640: 96%|#########6| 162/168 [00:31<00:01, 5.24it/s]
97/499 4.32G 0.01118 0.009766 0.004199 76 640: 97%|#########7| 163/168 [00:31<00:00, 5.10it/s]
97/499 4.32G 0.01117 0.009771 0.004196 80 640: 97%|#########7| 163/168 [00:31<00:00, 5.10it/s]
97/499 4.32G 0.01117 0.009771 0.004196 80 640: 98%|#########7| 164/168 [00:31<00:00, 5.11it/s]
97/499 4.32G 0.01116 0.009775 0.004183 70 640: 98%|#########7| 164/168 [00:31<00:00, 5.11it/s]
97/499 4.32G 0.01116 0.009775 0.004183 70 640: 98%|#########8| 165/168 [00:31<00:00, 5.21it/s]
97/499 4.32G 0.01116 0.009775 0.004186 76 640: 98%|#########8| 165/168 [00:31<00:00, 5.21it/s]
97/499 4.32G 0.01116 0.009775 0.004186 76 640: 99%|#########8| 166/168 [00:31<00:00, 5.11it/s]
97/499 4.32G 0.01116 0.009778 0.004195 66 640: 99%|#########8| 166/168 [00:32<00:00, 5.11it/s]
97/499 4.32G 0.01116 0.009778 0.004195 66 640: 99%|#########9| 167/168 [00:32<00:00, 5.18it/s]
97/499 4.32G 0.01116 0.009786 0.004172 28 640: 99%|#########9| 167/168 [00:32<00:00, 5.18it/s]
97/499 4.32G 0.01116 0.009786 0.004172 28 640: 100%|##########| 168/168 [00:32<00:00, 5.37it/s]
97/499 4.32G 0.01116 0.009786 0.004172 28 640: 100%|##########| 168/168 [00:32<00:00, 5.19it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.81it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s]
all 132 263 0.86 0.855 0.881 0.752
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
98/499 4.32G 0.01232 0.01111 0.001731 79 640: 0%| | 0/168 [00:00<?, ?it/s]
98/499 4.32G 0.01232 0.01111 0.001731 79 640: 1%| | 1/168 [00:00<00:34, 4.82it/s]
98/499 4.32G 0.01212 0.01192 0.002291 95 640: 1%| | 1/168 [00:00<00:34, 4.82it/s]
98/499 4.32G 0.01212 0.01192 0.002291 95 640: 1%|1 | 2/168 [00:00<00:32, 5.16it/s]
98/499 4.32G 0.01183 0.01088 0.003229 67 640: 1%|1 | 2/168 [00:00<00:32, 5.16it/s]
98/499 4.32G 0.01183 0.01088 0.003229 67 640: 2%|1 | 3/168 [00:00<00:31, 5.20it/s]
98/499 4.32G 0.01164 0.01052 0.003372 71 640: 2%|1 | 3/168 [00:00<00:31, 5.20it/s]
98/499 4.32G 0.01164 0.01052 0.003372 71 640: 2%|2 | 4/168 [00:00<00:32, 5.08it/s]
98/499 4.32G 0.01163 0.01053 0.003191 75 640: 2%|2 | 4/168 [00:00<00:32, 5.08it/s]
98/499 4.32G 0.01163 0.01053 0.003191 75 640: 3%|2 | 5/168 [00:00<00:31, 5.14it/s]
98/499 4.32G 0.0118 0.01049 0.003213 62 640: 3%|2 | 5/168 [00:01<00:31, 5.14it/s]
98/499 4.32G 0.0118 0.01049 0.003213 62 640: 4%|3 | 6/168 [00:01<00:30, 5.27it/s]
98/499 4.32G 0.01167 0.01047 0.003104 65 640: 4%|3 | 6/168 [00:01<00:30, 5.27it/s]
98/499 4.32G 0.01167 0.01047 0.003104 65 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s]
98/499 4.32G 0.01143 0.01049 0.003203 82 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s]
98/499 4.32G 0.01143 0.01049 0.003203 82 640: 5%|4 | 8/168 [00:01<00:30, 5.28it/s]
98/499 4.32G 0.01139 0.01067 0.003324 81 640: 5%|4 | 8/168 [00:01<00:30, 5.28it/s]
98/499 4.32G 0.01139 0.01067 0.003324 81 640: 5%|5 | 9/168 [00:01<00:29, 5.34it/s]
98/499 4.32G 0.01141 0.0108 0.003222 80 640: 5%|5 | 9/168 [00:01<00:29, 5.34it/s]
98/499 4.32G 0.01141 0.0108 0.003222 80 640: 6%|5 | 10/168 [00:01<00:30, 5.18it/s]
98/499 4.32G 0.0113 0.01078 0.003263 87 640: 6%|5 | 10/168 [00:02<00:30, 5.18it/s]
98/499 4.32G 0.0113 0.01078 0.003263 87 640: 7%|6 | 11/168 [00:02<00:29, 5.23it/s]
98/499 4.32G 0.01134 0.01047 0.0037 49 640: 7%|6 | 11/168 [00:02<00:29, 5.23it/s]
98/499 4.32G 0.01134 0.01047 0.0037 49 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s]
98/499 4.32G 0.01126 0.01027 0.003701 63 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s]
98/499 4.32G 0.01126 0.01027 0.003701 63 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s]
98/499 4.32G 0.01124 0.01039 0.003819 84 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s]
98/499 4.32G 0.01124 0.01039 0.003819 84 640: 8%|8 | 14/168 [00:02<00:29, 5.24it/s]
98/499 4.32G 0.01115 0.01035 0.00367 74 640: 8%|8 | 14/168 [00:02<00:29, 5.24it/s]
98/499 4.32G 0.01115 0.01035 0.00367 74 640: 9%|8 | 15/168 [00:02<00:28, 5.30it/s]
98/499 4.32G 0.01114 0.01039 0.00352 72 640: 9%|8 | 15/168 [00:03<00:28, 5.30it/s]
98/499 4.32G 0.01114 0.01039 0.00352 72 640: 10%|9 | 16/168 [00:03<00:29, 5.13it/s]
98/499 4.32G 0.01114 0.01039 0.003641 76 640: 10%|9 | 16/168 [00:03<00:29, 5.13it/s]
98/499 4.32G 0.01114 0.01039 0.003641 76 640: 10%|# | 17/168 [00:03<00:28, 5.22it/s]
98/499 4.32G 0.01111 0.01034 0.003574 65 640: 10%|# | 17/168 [00:03<00:28, 5.22it/s]
98/499 4.32G 0.01111 0.01034 0.003574 65 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s]
98/499 4.32G 0.01111 0.01027 0.003513 63 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s]
98/499 4.32G 0.01111 0.01027 0.003513 63 640: 11%|#1 | 19/168 [00:03<00:28, 5.15it/s]
98/499 4.32G 0.01102 0.01023 0.003412 77 640: 11%|#1 | 19/168 [00:03<00:28, 5.15it/s]
98/499 4.32G 0.01102 0.01023 0.003412 77 640: 12%|#1 | 20/168 [00:03<00:28, 5.25it/s]
98/499 4.32G 0.01094 0.01024 0.003537 76 640: 12%|#1 | 20/168 [00:04<00:28, 5.25it/s]
98/499 4.32G 0.01094 0.01024 0.003537 76 640: 12%|#2 | 21/168 [00:04<00:27, 5.26it/s]
98/499 4.32G 0.01091 0.01035 0.003433 70 640: 12%|#2 | 21/168 [00:04<00:27, 5.26it/s]
98/499 4.32G 0.01091 0.01035 0.003433 70 640: 13%|#3 | 22/168 [00:04<00:28, 5.14it/s]
98/499 4.32G 0.01097 0.01035 0.003777 64 640: 13%|#3 | 22/168 [00:04<00:28, 5.14it/s]
98/499 4.32G 0.01097 0.01035 0.003777 64 640: 14%|#3 | 23/168 [00:04<00:27, 5.23it/s]
98/499 4.32G 0.01103 0.01029 0.003858 64 640: 14%|#3 | 23/168 [00:04<00:27, 5.23it/s]
98/499 4.32G 0.01103 0.01029 0.003858 64 640: 14%|#4 | 24/168 [00:04<00:27, 5.30it/s]
98/499 4.32G 0.01101 0.01029 0.003814 76 640: 14%|#4 | 24/168 [00:04<00:27, 5.30it/s]
98/499 4.32G 0.01101 0.01029 0.003814 76 640: 15%|#4 | 25/168 [00:04<00:27, 5.13it/s]
98/499 4.32G 0.01101 0.01032 0.003841 76 640: 15%|#4 | 25/168 [00:04<00:27, 5.13it/s]
98/499 4.32G 0.01101 0.01032 0.003841 76 640: 15%|#5 | 26/168 [00:04<00:27, 5.16it/s]
98/499 4.32G 0.01105 0.01041 0.003863 74 640: 15%|#5 | 26/168 [00:05<00:27, 5.16it/s]
98/499 4.32G 0.01105 0.01041 0.003863 74 640: 16%|#6 | 27/168 [00:05<00:26, 5.24it/s]
98/499 4.32G 0.011 0.01032 0.003996 69 640: 16%|#6 | 27/168 [00:05<00:26, 5.24it/s]
98/499 4.32G 0.011 0.01032 0.003996 69 640: 17%|#6 | 28/168 [00:05<00:27, 5.12it/s]
98/499 4.32G 0.01097 0.01027 0.004011 66 640: 17%|#6 | 28/168 [00:05<00:27, 5.12it/s]
98/499 4.32G 0.01097 0.01027 0.004011 66 640: 17%|#7 | 29/168 [00:05<00:26, 5.22it/s]
98/499 4.32G 0.01097 0.01033 0.004024 81 640: 17%|#7 | 29/168 [00:05<00:26, 5.22it/s]
98/499 4.32G 0.01097 0.01033 0.004024 81 640: 18%|#7 | 30/168 [00:05<00:25, 5.31it/s]
98/499 4.32G 0.01099 0.01032 0.004041 68 640: 18%|#7 | 30/168 [00:05<00:25, 5.31it/s]
98/499 4.32G 0.01099 0.01032 0.004041 68 640: 18%|#8 | 31/168 [00:05<00:26, 5.16it/s]
98/499 4.32G 0.01097 0.01029 0.004065 59 640: 18%|#8 | 31/168 [00:06<00:26, 5.16it/s]
98/499 4.32G 0.01097 0.01029 0.004065 59 640: 19%|#9 | 32/168 [00:06<00:26, 5.19it/s]
98/499 4.32G 0.011 0.01031 0.004033 72 640: 19%|#9 | 32/168 [00:06<00:26, 5.19it/s]
98/499 4.32G 0.011 0.01031 0.004033 72 640: 20%|#9 | 33/168 [00:06<00:25, 5.25it/s]
98/499 4.32G 0.011 0.01032 0.003985 76 640: 20%|#9 | 33/168 [00:06<00:25, 5.25it/s]
98/499 4.32G 0.011 0.01032 0.003985 76 640: 20%|## | 34/168 [00:06<00:26, 5.09it/s]
98/499 4.32G 0.0111 0.0103 0.004197 63 640: 20%|## | 34/168 [00:06<00:26, 5.09it/s]
98/499 4.32G 0.0111 0.0103 0.004197 63 640: 21%|## | 35/168 [00:06<00:25, 5.20it/s]
98/499 4.32G 0.01113 0.01029 0.004162 63 640: 21%|## | 35/168 [00:06<00:25, 5.20it/s]
98/499 4.32G 0.01113 0.01029 0.004162 63 640: 21%|##1 | 36/168 [00:06<00:25, 5.25it/s]
98/499 4.32G 0.01114 0.0103 0.004106 69 640: 21%|##1 | 36/168 [00:07<00:25, 5.25it/s]
98/499 4.32G 0.01114 0.0103 0.004106 69 640: 22%|##2 | 37/168 [00:07<00:25, 5.08it/s]
98/499 4.32G 0.01111 0.01027 0.004059 70 640: 22%|##2 | 37/168 [00:07<00:25, 5.08it/s]
98/499 4.32G 0.01111 0.01027 0.004059 70 640: 23%|##2 | 38/168 [00:07<00:25, 5.14it/s]
98/499 4.32G 0.01109 0.01021 0.004154 59 640: 23%|##2 | 38/168 [00:07<00:25, 5.14it/s]
98/499 4.32G 0.01109 0.01021 0.004154 59 640: 23%|##3 | 39/168 [00:07<00:24, 5.23it/s]
98/499 4.32G 0.01117 0.01021 0.004164 64 640: 23%|##3 | 39/168 [00:07<00:24, 5.23it/s]
98/499 4.32G 0.01117 0.01021 0.004164 64 640: 24%|##3 | 40/168 [00:07<00:25, 5.09it/s]
98/499 4.32G 0.01115 0.01017 0.004162 57 640: 24%|##3 | 40/168 [00:07<00:25, 5.09it/s]
98/499 4.32G 0.01115 0.01017 0.004162 57 640: 24%|##4 | 41/168 [00:07<00:24, 5.18it/s]
98/499 4.32G 0.01115 0.01009 0.00419 45 640: 24%|##4 | 41/168 [00:08<00:24, 5.18it/s]
98/499 4.32G 0.01115 0.01009 0.00419 45 640: 25%|##5 | 42/168 [00:08<00:24, 5.21it/s]
98/499 4.32G 0.01116 0.01008 0.004205 62 640: 25%|##5 | 42/168 [00:08<00:24, 5.21it/s]
98/499 4.32G 0.01116 0.01008 0.004205 62 640: 26%|##5 | 43/168 [00:08<00:24, 5.06it/s]
98/499 4.32G 0.01116 0.01001 0.004275 57 640: 26%|##5 | 43/168 [00:08<00:24, 5.06it/s]
98/499 4.32G 0.01116 0.01001 0.004275 57 640: 26%|##6 | 44/168 [00:08<00:23, 5.18it/s]
98/499 4.32G 0.01114 0.01 0.004282 66 640: 26%|##6 | 44/168 [00:08<00:23, 5.18it/s]
98/499 4.32G 0.01114 0.01 0.004282 66 640: 27%|##6 | 45/168 [00:08<00:23, 5.26it/s]
98/499 4.32G 0.01115 0.009922 0.004261 55 640: 27%|##6 | 45/168 [00:08<00:23, 5.26it/s]
98/499 4.32G 0.01115 0.009922 0.004261 55 640: 27%|##7 | 46/168 [00:08<00:23, 5.14it/s]
98/499 4.32G 0.01114 0.009887 0.004224 62 640: 27%|##7 | 46/168 [00:09<00:23, 5.14it/s]
98/499 4.32G 0.01114 0.009887 0.004224 62 640: 28%|##7 | 47/168 [00:09<00:23, 5.22it/s]
98/499 4.32G 0.01115 0.009895 0.004315 73 640: 28%|##7 | 47/168 [00:09<00:23, 5.22it/s]
98/499 4.32G 0.01115 0.009895 0.004315 73 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s]
98/499 4.32G 0.01114 0.009893 0.004303 56 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s]
98/499 4.32G 0.01114 0.009893 0.004303 56 640: 29%|##9 | 49/168 [00:09<00:22, 5.18it/s]
98/499 4.32G 0.01111 0.009883 0.004316 69 640: 29%|##9 | 49/168 [00:09<00:22, 5.18it/s]
98/499 4.32G 0.01111 0.009883 0.004316 69 640: 30%|##9 | 50/168 [00:09<00:22, 5.26it/s]
98/499 4.32G 0.0111 0.009933 0.004264 79 640: 30%|##9 | 50/168 [00:09<00:22, 5.26it/s]
98/499 4.32G 0.0111 0.009933 0.004264 79 640: 30%|### | 51/168 [00:09<00:21, 5.32it/s]
98/499 4.32G 0.01111 0.009916 0.004222 67 640: 30%|### | 51/168 [00:10<00:21, 5.32it/s]
98/499 4.32G 0.01111 0.009916 0.004222 67 640: 31%|### | 52/168 [00:10<00:22, 5.16it/s]
98/499 4.32G 0.0111 0.009871 0.00418 63 640: 31%|### | 52/168 [00:10<00:22, 5.16it/s]
98/499 4.32G 0.0111 0.009871 0.00418 63 640: 32%|###1 | 53/168 [00:10<00:22, 5.22it/s]
98/499 4.32G 0.0111 0.009867 0.004132 70 640: 32%|###1 | 53/168 [00:10<00:22, 5.22it/s]
98/499 4.32G 0.0111 0.009867 0.004132 70 640: 32%|###2 | 54/168 [00:10<00:21, 5.27it/s]
98/499 4.32G 0.01109 0.009868 0.004151 71 640: 32%|###2 | 54/168 [00:10<00:21, 5.27it/s]
98/499 4.32G 0.01109 0.009868 0.004151 71 640: 33%|###2 | 55/168 [00:10<00:21, 5.14it/s]
98/499 4.32G 0.01112 0.009902 0.004128 73 640: 33%|###2 | 55/168 [00:10<00:21, 5.14it/s]
98/499 4.32G 0.01112 0.009902 0.004128 73 640: 33%|###3 | 56/168 [00:10<00:21, 5.24it/s]
98/499 4.32G 0.01112 0.009888 0.004146 68 640: 33%|###3 | 56/168 [00:10<00:21, 5.24it/s]
98/499 4.32G 0.01112 0.009888 0.004146 68 640: 34%|###3 | 57/168 [00:10<00:20, 5.29it/s]
98/499 4.32G 0.01111 0.009893 0.004188 71 640: 34%|###3 | 57/168 [00:11<00:20, 5.29it/s]
98/499 4.32G 0.01111 0.009893 0.004188 71 640: 35%|###4 | 58/168 [00:11<00:21, 5.13it/s]
98/499 4.32G 0.01111 0.009891 0.004198 69 640: 35%|###4 | 58/168 [00:11<00:21, 5.13it/s]
98/499 4.32G 0.01111 0.009891 0.004198 69 640: 35%|###5 | 59/168 [00:11<00:20, 5.21it/s]
98/499 4.32G 0.01113 0.009851 0.004294 62 640: 35%|###5 | 59/168 [00:11<00:20, 5.21it/s]
98/499 4.32G 0.01113 0.009851 0.004294 62 640: 36%|###5 | 60/168 [00:11<00:20, 5.27it/s]
98/499 4.32G 0.01112 0.009831 0.004362 56 640: 36%|###5 | 60/168 [00:11<00:20, 5.27it/s]
98/499 4.32G 0.01112 0.009831 0.004362 56 640: 36%|###6 | 61/168 [00:11<00:20, 5.14it/s]
98/499 4.32G 0.01113 0.009825 0.00431 63 640: 36%|###6 | 61/168 [00:11<00:20, 5.14it/s]
98/499 4.32G 0.01113 0.009825 0.00431 63 640: 37%|###6 | 62/168 [00:11<00:20, 5.19it/s]
98/499 4.32G 0.01115 0.0098 0.004298 57 640: 37%|###6 | 62/168 [00:12<00:20, 5.19it/s]
98/499 4.32G 0.01115 0.0098 0.004298 57 640: 38%|###7 | 63/168 [00:12<00:19, 5.26it/s]
98/499 4.32G 0.01116 0.009798 0.00432 80 640: 38%|###7 | 63/168 [00:12<00:19, 5.26it/s]
98/499 4.32G 0.01116 0.009798 0.00432 80 640: 38%|###8 | 64/168 [00:12<00:20, 5.14it/s]
98/499 4.32G 0.01115 0.009781 0.004306 64 640: 38%|###8 | 64/168 [00:12<00:20, 5.14it/s]
98/499 4.32G 0.01115 0.009781 0.004306 64 640: 39%|###8 | 65/168 [00:12<00:19, 5.21it/s]
98/499 4.32G 0.01113 0.009759 0.004315 70 640: 39%|###8 | 65/168 [00:12<00:19, 5.21it/s]
98/499 4.32G 0.01113 0.009759 0.004315 70 640: 39%|###9 | 66/168 [00:12<00:19, 5.29it/s]
98/499 4.32G 0.01113 0.009757 0.0044 67 640: 39%|###9 | 66/168 [00:12<00:19, 5.29it/s]
98/499 4.32G 0.01113 0.009757 0.0044 67 640: 40%|###9 | 67/168 [00:12<00:19, 5.06it/s]
98/499 4.32G 0.01114 0.009767 0.004412 64 640: 40%|###9 | 67/168 [00:13<00:19, 5.06it/s]
98/499 4.32G 0.01114 0.009767 0.004412 64 640: 40%|#### | 68/168 [00:13<00:19, 5.16it/s]
98/499 4.32G 0.01112 0.009744 0.004397 65 640: 40%|#### | 68/168 [00:13<00:19, 5.16it/s]
98/499 4.32G 0.01112 0.009744 0.004397 65 640: 41%|####1 | 69/168 [00:13<00:18, 5.26it/s]
98/499 4.32G 0.01113 0.00974 0.004367 65 640: 41%|####1 | 69/168 [00:13<00:18, 5.26it/s]
98/499 4.32G 0.01113 0.00974 0.004367 65 640: 42%|####1 | 70/168 [00:13<00:19, 5.12it/s]
98/499 4.32G 0.01111 0.009744 0.004367 86 640: 42%|####1 | 70/168 [00:13<00:19, 5.12it/s]
98/499 4.32G 0.01111 0.009744 0.004367 86 640: 42%|####2 | 71/168 [00:13<00:18, 5.20it/s]
98/499 4.32G 0.01111 0.009731 0.004338 61 640: 42%|####2 | 71/168 [00:13<00:18, 5.20it/s]
98/499 4.32G 0.01111 0.009731 0.004338 61 640: 43%|####2 | 72/168 [00:13<00:18, 5.23it/s]
98/499 4.32G 0.01111 0.009739 0.004313 60 640: 43%|####2 | 72/168 [00:14<00:18, 5.23it/s]
98/499 4.32G 0.01111 0.009739 0.004313 60 640: 43%|####3 | 73/168 [00:14<00:18, 5.10it/s]
98/499 4.32G 0.01109 0.009746 0.004286 83 640: 43%|####3 | 73/168 [00:14<00:18, 5.10it/s]
98/499 4.32G 0.01109 0.009746 0.004286 83 640: 44%|####4 | 74/168 [00:14<00:18, 5.12it/s]
98/499 4.32G 0.01111 0.009781 0.004348 71 640: 44%|####4 | 74/168 [00:14<00:18, 5.12it/s]
98/499 4.32G 0.01111 0.009781 0.004348 71 640: 45%|####4 | 75/168 [00:14<00:17, 5.23it/s]
98/499 4.32G 0.0111 0.009773 0.004338 60 640: 45%|####4 | 75/168 [00:14<00:17, 5.23it/s]
98/499 4.32G 0.0111 0.009773 0.004338 60 640: 45%|####5 | 76/168 [00:14<00:18, 5.08it/s]
98/499 4.32G 0.01109 0.009733 0.004337 47 640: 45%|####5 | 76/168 [00:14<00:18, 5.08it/s]
98/499 4.32G 0.01109 0.009733 0.004337 47 640: 46%|####5 | 77/168 [00:14<00:17, 5.16it/s]
98/499 4.32G 0.01107 0.009714 0.004318 61 640: 46%|####5 | 77/168 [00:15<00:17, 5.16it/s]
98/499 4.32G 0.01107 0.009714 0.004318 61 640: 46%|####6 | 78/168 [00:15<00:17, 5.24it/s]
98/499 4.32G 0.01108 0.009723 0.004347 77 640: 46%|####6 | 78/168 [00:15<00:17, 5.24it/s]
98/499 4.32G 0.01108 0.009723 0.004347 77 640: 47%|####7 | 79/168 [00:15<00:17, 5.09it/s]
98/499 4.32G 0.01108 0.009706 0.004335 68 640: 47%|####7 | 79/168 [00:15<00:17, 5.09it/s]
98/499 4.32G 0.01108 0.009706 0.004335 68 640: 48%|####7 | 80/168 [00:15<00:16, 5.18it/s]
98/499 4.32G 0.01114 0.009718 0.0043 63 640: 48%|####7 | 80/168 [00:15<00:16, 5.18it/s]
98/499 4.32G 0.01114 0.009718 0.0043 63 640: 48%|####8 | 81/168 [00:15<00:16, 5.22it/s]
98/499 4.32G 0.01114 0.009711 0.004311 71 640: 48%|####8 | 81/168 [00:15<00:16, 5.22it/s]
98/499 4.32G 0.01114 0.009711 0.004311 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.10it/s]
98/499 4.32G 0.01113 0.00973 0.004306 80 640: 49%|####8 | 82/168 [00:15<00:16, 5.10it/s]
98/499 4.32G 0.01113 0.00973 0.004306 80 640: 49%|####9 | 83/168 [00:15<00:16, 5.20it/s]
98/499 4.32G 0.01114 0.009737 0.004284 69 640: 49%|####9 | 83/168 [00:16<00:16, 5.20it/s]
98/499 4.32G 0.01114 0.009737 0.004284 69 640: 50%|##### | 84/168 [00:16<00:15, 5.27it/s]
98/499 4.32G 0.01112 0.009732 0.004296 73 640: 50%|##### | 84/168 [00:16<00:15, 5.27it/s]
98/499 4.32G 0.01112 0.009732 0.004296 73 640: 51%|##### | 85/168 [00:16<00:16, 5.08it/s]
98/499 4.32G 0.01114 0.009735 0.004361 74 640: 51%|##### | 85/168 [00:16<00:16, 5.08it/s]
98/499 4.32G 0.01114 0.009735 0.004361 74 640: 51%|#####1 | 86/168 [00:16<00:15, 5.18it/s]
98/499 4.32G 0.01114 0.009717 0.004402 61 640: 51%|#####1 | 86/168 [00:16<00:15, 5.18it/s]
98/499 4.32G 0.01114 0.009717 0.004402 61 640: 52%|#####1 | 87/168 [00:16<00:15, 5.24it/s]
98/499 4.32G 0.01116 0.009713 0.004415 72 640: 52%|#####1 | 87/168 [00:16<00:15, 5.24it/s]
98/499 4.32G 0.01116 0.009713 0.004415 72 640: 52%|#####2 | 88/168 [00:16<00:15, 5.11it/s]
98/499 4.32G 0.01115 0.009733 0.004415 72 640: 52%|#####2 | 88/168 [00:17<00:15, 5.11it/s]
98/499 4.32G 0.01115 0.009733 0.004415 72 640: 53%|#####2 | 89/168 [00:17<00:15, 5.19it/s]
98/499 4.32G 0.01115 0.009751 0.004414 70 640: 53%|#####2 | 89/168 [00:17<00:15, 5.19it/s]
98/499 4.32G 0.01115 0.009751 0.004414 70 640: 54%|#####3 | 90/168 [00:17<00:14, 5.27it/s]
98/499 4.32G 0.01116 0.009762 0.004396 71 640: 54%|#####3 | 90/168 [00:17<00:14, 5.27it/s]
98/499 4.32G 0.01116 0.009762 0.004396 71 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s]
98/499 4.32G 0.01116 0.009757 0.00439 62 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s]
98/499 4.32G 0.01116 0.009757 0.00439 62 640: 55%|#####4 | 92/168 [00:17<00:14, 5.20it/s]
98/499 4.32G 0.01116 0.009746 0.004391 51 640: 55%|#####4 | 92/168 [00:17<00:14, 5.20it/s]
98/499 4.32G 0.01116 0.009746 0.004391 51 640: 55%|#####5 | 93/168 [00:17<00:14, 5.25it/s]
98/499 4.32G 0.01116 0.009756 0.004383 69 640: 55%|#####5 | 93/168 [00:18<00:14, 5.25it/s]
98/499 4.32G 0.01116 0.009756 0.004383 69 640: 56%|#####5 | 94/168 [00:18<00:14, 5.09it/s]
98/499 4.32G 0.01117 0.009766 0.004409 67 640: 56%|#####5 | 94/168 [00:18<00:14, 5.09it/s]
98/499 4.32G 0.01117 0.009766 0.004409 67 640: 57%|#####6 | 95/168 [00:18<00:14, 5.19it/s]
98/499 4.32G 0.01119 0.009755 0.0044 54 640: 57%|#####6 | 95/168 [00:18<00:14, 5.19it/s]
98/499 4.32G 0.01119 0.009755 0.0044 54 640: 57%|#####7 | 96/168 [00:18<00:13, 5.28it/s]
98/499 4.32G 0.0112 0.009762 0.004386 71 640: 57%|#####7 | 96/168 [00:18<00:13, 5.28it/s]
98/499 4.32G 0.0112 0.009762 0.004386 71 640: 58%|#####7 | 97/168 [00:18<00:13, 5.08it/s]
98/499 4.32G 0.01119 0.009742 0.004374 58 640: 58%|#####7 | 97/168 [00:18<00:13, 5.08it/s]
98/499 4.32G 0.01119 0.009742 0.004374 58 640: 58%|#####8 | 98/168 [00:18<00:13, 5.17it/s]
98/499 4.32G 0.01119 0.009738 0.00438 73 640: 58%|#####8 | 98/168 [00:19<00:13, 5.17it/s]
98/499 4.32G 0.01119 0.009738 0.00438 73 640: 59%|#####8 | 99/168 [00:19<00:13, 5.22it/s]
98/499 4.32G 0.0112 0.009765 0.004368 76 640: 59%|#####8 | 99/168 [00:19<00:13, 5.22it/s]
98/499 4.32G 0.0112 0.009765 0.004368 76 640: 60%|#####9 | 100/168 [00:19<00:13, 5.09it/s]
98/499 4.32G 0.0112 0.009772 0.004353 67 640: 60%|#####9 | 100/168 [00:19<00:13, 5.09it/s]
98/499 4.32G 0.0112 0.009772 0.004353 67 640: 60%|###### | 101/168 [00:19<00:12, 5.21it/s]
98/499 4.32G 0.01121 0.009782 0.004348 72 640: 60%|###### | 101/168 [00:19<00:12, 5.21it/s]
98/499 4.32G 0.01121 0.009782 0.004348 72 640: 61%|###### | 102/168 [00:19<00:12, 5.29it/s]
98/499 4.32G 0.01121 0.009762 0.004331 53 640: 61%|###### | 102/168 [00:19<00:12, 5.29it/s]
98/499 4.32G 0.01121 0.009762 0.004331 53 640: 61%|######1 | 103/168 [00:19<00:12, 5.15it/s]
98/499 4.32G 0.01122 0.009769 0.004319 66 640: 61%|######1 | 103/168 [00:20<00:12, 5.15it/s]
98/499 4.32G 0.01122 0.009769 0.004319 66 640: 62%|######1 | 104/168 [00:20<00:12, 5.20it/s]
98/499 4.32G 0.01122 0.009772 0.004329 71 640: 62%|######1 | 104/168 [00:20<00:12, 5.20it/s]
98/499 4.32G 0.01122 0.009772 0.004329 71 640: 62%|######2 | 105/168 [00:20<00:11, 5.29it/s]
98/499 4.32G 0.01122 0.009777 0.004348 75 640: 62%|######2 | 105/168 [00:20<00:11, 5.29it/s]
98/499 4.32G 0.01122 0.009777 0.004348 75 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s]
98/499 4.32G 0.01121 0.009791 0.004337 74 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s]
98/499 4.32G 0.01121 0.009791 0.004337 74 640: 64%|######3 | 107/168 [00:20<00:11, 5.25it/s]
98/499 4.32G 0.01121 0.009813 0.004338 87 640: 64%|######3 | 107/168 [00:20<00:11, 5.25it/s]
98/499 4.32G 0.01121 0.009813 0.004338 87 640: 64%|######4 | 108/168 [00:20<00:11, 5.29it/s]
98/499 4.32G 0.01121 0.009786 0.004346 58 640: 64%|######4 | 108/168 [00:20<00:11, 5.29it/s]
98/499 4.32G 0.01121 0.009786 0.004346 58 640: 65%|######4 | 109/168 [00:20<00:11, 5.13it/s]
98/499 4.32G 0.01122 0.009775 0.004363 57 640: 65%|######4 | 109/168 [00:21<00:11, 5.13it/s]
98/499 4.32G 0.01122 0.009775 0.004363 57 640: 65%|######5 | 110/168 [00:21<00:11, 5.03it/s]
98/499 4.32G 0.01122 0.009767 0.004368 66 640: 65%|######5 | 110/168 [00:21<00:11, 5.03it/s]
98/499 4.32G 0.01122 0.009767 0.004368 66 640: 66%|######6 | 111/168 [00:21<00:11, 5.02it/s]
98/499 4.32G 0.01122 0.009779 0.004358 69 640: 66%|######6 | 111/168 [00:21<00:11, 5.02it/s]
98/499 4.32G 0.01122 0.009779 0.004358 69 640: 67%|######6 | 112/168 [00:21<00:11, 4.91it/s]
98/499 4.32G 0.01123 0.009784 0.004344 75 640: 67%|######6 | 112/168 [00:21<00:11, 4.91it/s]
98/499 4.32G 0.01123 0.009784 0.004344 75 640: 67%|######7 | 113/168 [00:21<00:10, 5.07it/s]
98/499 4.32G 0.01123 0.009766 0.004332 53 640: 67%|######7 | 113/168 [00:21<00:10, 5.07it/s]
98/499 4.32G 0.01123 0.009766 0.004332 53 640: 68%|######7 | 114/168 [00:21<00:10, 5.14it/s]
98/499 4.32G 0.01123 0.009743 0.004327 67 640: 68%|######7 | 114/168 [00:22<00:10, 5.14it/s]
98/499 4.32G 0.01123 0.009743 0.004327 67 640: 68%|######8 | 115/168 [00:22<00:10, 5.06it/s]
98/499 4.32G 0.01122 0.009731 0.004364 59 640: 68%|######8 | 115/168 [00:22<00:10, 5.06it/s]
98/499 4.32G 0.01122 0.009731 0.004364 59 640: 69%|######9 | 116/168 [00:22<00:10, 5.12it/s]
98/499 4.32G 0.01123 0.009736 0.004345 63 640: 69%|######9 | 116/168 [00:22<00:10, 5.12it/s]
98/499 4.32G 0.01123 0.009736 0.004345 63 640: 70%|######9 | 117/168 [00:22<00:09, 5.22it/s]
98/499 4.32G 0.01122 0.009732 0.004333 67 640: 70%|######9 | 117/168 [00:22<00:09, 5.22it/s]
98/499 4.32G 0.01122 0.009732 0.004333 67 640: 70%|####### | 118/168 [00:22<00:09, 5.09it/s]
98/499 4.32G 0.01122 0.009723 0.004335 60 640: 70%|####### | 118/168 [00:22<00:09, 5.09it/s]
98/499 4.32G 0.01122 0.009723 0.004335 60 640: 71%|####### | 119/168 [00:22<00:09, 5.13it/s]
98/499 4.32G 0.01122 0.009721 0.00434 69 640: 71%|####### | 119/168 [00:23<00:09, 5.13it/s]
98/499 4.32G 0.01122 0.009721 0.00434 69 640: 71%|#######1 | 120/168 [00:23<00:09, 5.20it/s]
98/499 4.32G 0.01121 0.009706 0.004347 67 640: 71%|#######1 | 120/168 [00:23<00:09, 5.20it/s]
98/499 4.32G 0.01121 0.009706 0.004347 67 640: 72%|#######2 | 121/168 [00:23<00:09, 5.06it/s]
98/499 4.32G 0.01121 0.009736 0.004342 79 640: 72%|#######2 | 121/168 [00:23<00:09, 5.06it/s]
98/499 4.32G 0.01121 0.009736 0.004342 79 640: 73%|#######2 | 122/168 [00:23<00:08, 5.17it/s]
98/499 4.32G 0.0112 0.009732 0.004354 62 640: 73%|#######2 | 122/168 [00:23<00:08, 5.17it/s]
98/499 4.32G 0.0112 0.009732 0.004354 62 640: 73%|#######3 | 123/168 [00:23<00:08, 5.22it/s]
98/499 4.32G 0.01118 0.009729 0.004376 65 640: 73%|#######3 | 123/168 [00:23<00:08, 5.22it/s]
98/499 4.32G 0.01118 0.009729 0.004376 65 640: 74%|#######3 | 124/168 [00:23<00:08, 5.12it/s]
98/499 4.32G 0.01118 0.009739 0.004381 88 640: 74%|#######3 | 124/168 [00:24<00:08, 5.12it/s]
98/499 4.32G 0.01118 0.009739 0.004381 88 640: 74%|#######4 | 125/168 [00:24<00:08, 5.17it/s]
98/499 4.32G 0.01118 0.009742 0.00436 69 640: 74%|#######4 | 125/168 [00:24<00:08, 5.17it/s]
98/499 4.32G 0.01118 0.009742 0.00436 69 640: 75%|#######5 | 126/168 [00:24<00:08, 5.23it/s]
98/499 4.32G 0.01118 0.009739 0.004368 71 640: 75%|#######5 | 126/168 [00:24<00:08, 5.23it/s]
98/499 4.32G 0.01118 0.009739 0.004368 71 640: 76%|#######5 | 127/168 [00:24<00:08, 5.10it/s]
98/499 4.32G 0.01117 0.009727 0.004369 68 640: 76%|#######5 | 127/168 [00:24<00:08, 5.10it/s]
98/499 4.32G 0.01117 0.009727 0.004369 68 640: 76%|#######6 | 128/168 [00:24<00:07, 5.21it/s]
98/499 4.32G 0.01117 0.009731 0.004367 74 640: 76%|#######6 | 128/168 [00:24<00:07, 5.21it/s]
98/499 4.32G 0.01117 0.009731 0.004367 74 640: 77%|#######6 | 129/168 [00:24<00:07, 5.21it/s]
98/499 4.32G 0.01116 0.009727 0.004362 66 640: 77%|#######6 | 129/168 [00:25<00:07, 5.21it/s]
98/499 4.32G 0.01116 0.009727 0.004362 66 640: 77%|#######7 | 130/168 [00:25<00:07, 5.11it/s]
98/499 4.32G 0.01116 0.009731 0.004357 70 640: 77%|#######7 | 130/168 [00:25<00:07, 5.11it/s]
98/499 4.32G 0.01116 0.009731 0.004357 70 640: 78%|#######7 | 131/168 [00:25<00:07, 5.19it/s]
98/499 4.32G 0.01117 0.009748 0.004358 77 640: 78%|#######7 | 131/168 [00:25<00:07, 5.19it/s]
98/499 4.32G 0.01117 0.009748 0.004358 77 640: 79%|#######8 | 132/168 [00:25<00:06, 5.23it/s]
98/499 4.32G 0.01118 0.009769 0.004351 75 640: 79%|#######8 | 132/168 [00:25<00:06, 5.23it/s]
98/499 4.32G 0.01118 0.009769 0.004351 75 640: 79%|#######9 | 133/168 [00:25<00:06, 5.11it/s]
98/499 4.32G 0.01119 0.009769 0.00436 64 640: 79%|#######9 | 133/168 [00:25<00:06, 5.11it/s]
98/499 4.32G 0.01119 0.009769 0.00436 64 640: 80%|#######9 | 134/168 [00:25<00:06, 5.20it/s]
98/499 4.32G 0.01119 0.00978 0.004354 70 640: 80%|#######9 | 134/168 [00:26<00:06, 5.20it/s]
98/499 4.32G 0.01119 0.00978 0.004354 70 640: 80%|######## | 135/168 [00:26<00:06, 5.26it/s]
98/499 4.32G 0.01118 0.009781 0.004347 73 640: 80%|######## | 135/168 [00:26<00:06, 5.26it/s]
98/499 4.32G 0.01118 0.009781 0.004347 73 640: 81%|######## | 136/168 [00:26<00:06, 5.15it/s]
98/499 4.32G 0.01118 0.009775 0.004339 69 640: 81%|######## | 136/168 [00:26<00:06, 5.15it/s]
98/499 4.32G 0.01118 0.009775 0.004339 69 640: 82%|########1 | 137/168 [00:26<00:05, 5.24it/s]
98/499 4.32G 0.01117 0.009786 0.004328 82 640: 82%|########1 | 137/168 [00:26<00:05, 5.24it/s]
98/499 4.32G 0.01117 0.009786 0.004328 82 640: 82%|########2 | 138/168 [00:26<00:05, 5.30it/s]
98/499 4.32G 0.01119 0.009767 0.004328 46 640: 82%|########2 | 138/168 [00:26<00:05, 5.30it/s]
98/499 4.32G 0.01119 0.009767 0.004328 46 640: 83%|########2 | 139/168 [00:26<00:05, 5.15it/s]
98/499 4.32G 0.01119 0.009766 0.004321 67 640: 83%|########2 | 139/168 [00:27<00:05, 5.15it/s]
98/499 4.32G 0.01119 0.009766 0.004321 67 640: 83%|########3 | 140/168 [00:27<00:05, 5.16it/s]
98/499 4.32G 0.01118 0.00976 0.004317 64 640: 83%|########3 | 140/168 [00:27<00:05, 5.16it/s]
98/499 4.32G 0.01118 0.00976 0.004317 64 640: 84%|########3 | 141/168 [00:27<00:05, 5.23it/s]
98/499 4.32G 0.01119 0.009761 0.004322 63 640: 84%|########3 | 141/168 [00:27<00:05, 5.23it/s]
98/499 4.32G 0.01119 0.009761 0.004322 63 640: 85%|########4 | 142/168 [00:27<00:05, 5.10it/s]
98/499 4.32G 0.01117 0.009756 0.004298 60 640: 85%|########4 | 142/168 [00:27<00:05, 5.10it/s]
98/499 4.32G 0.01117 0.009756 0.004298 60 640: 85%|########5 | 143/168 [00:27<00:04, 5.13it/s]
98/499 4.32G 0.01117 0.009737 0.00429 57 640: 85%|########5 | 143/168 [00:27<00:04, 5.13it/s]
98/499 4.32G 0.01117 0.009737 0.00429 57 640: 86%|########5 | 144/168 [00:27<00:04, 5.24it/s]
98/499 4.32G 0.01117 0.009743 0.004286 75 640: 86%|########5 | 144/168 [00:27<00:04, 5.24it/s]
98/499 4.32G 0.01117 0.009743 0.004286 75 640: 86%|########6 | 145/168 [00:27<00:04, 5.06it/s]
98/499 4.32G 0.01116 0.009737 0.004291 74 640: 86%|########6 | 145/168 [00:28<00:04, 5.06it/s]
98/499 4.32G 0.01116 0.009737 0.004291 74 640: 87%|########6 | 146/168 [00:28<00:04, 5.14it/s]
98/499 4.32G 0.01116 0.009729 0.00428 56 640: 87%|########6 | 146/168 [00:28<00:04, 5.14it/s]
98/499 4.32G 0.01116 0.009729 0.00428 56 640: 88%|########7 | 147/168 [00:28<00:04, 5.22it/s]
98/499 4.32G 0.01117 0.009721 0.004267 60 640: 88%|########7 | 147/168 [00:28<00:04, 5.22it/s]
98/499 4.32G 0.01117 0.009721 0.004267 60 640: 88%|########8 | 148/168 [00:28<00:03, 5.01it/s]
98/499 4.32G 0.01116 0.009708 0.004252 62 640: 88%|########8 | 148/168 [00:28<00:03, 5.01it/s]
98/499 4.32G 0.01116 0.009708 0.004252 62 640: 89%|########8 | 149/168 [00:28<00:03, 5.11it/s]
98/499 4.32G 0.01116 0.009705 0.004243 67 640: 89%|########8 | 149/168 [00:28<00:03, 5.11it/s]
98/499 4.32G 0.01116 0.009705 0.004243 67 640: 89%|########9 | 150/168 [00:28<00:03, 5.18it/s]
98/499 4.32G 0.01116 0.009706 0.004233 63 640: 89%|########9 | 150/168 [00:29<00:03, 5.18it/s]
98/499 4.32G 0.01116 0.009706 0.004233 63 640: 90%|########9 | 151/168 [00:29<00:03, 5.06it/s]
98/499 4.32G 0.01118 0.009729 0.004252 88 640: 90%|########9 | 151/168 [00:29<00:03, 5.06it/s]
98/499 4.32G 0.01118 0.009729 0.004252 88 640: 90%|######### | 152/168 [00:29<00:03, 5.19it/s]
98/499 4.32G 0.01118 0.009715 0.004255 60 640: 90%|######### | 152/168 [00:29<00:03, 5.19it/s]
98/499 4.32G 0.01118 0.009715 0.004255 60 640: 91%|#########1| 153/168 [00:29<00:02, 5.28it/s]
98/499 4.32G 0.01118 0.009722 0.004249 73 640: 91%|#########1| 153/168 [00:29<00:02, 5.28it/s]
98/499 4.32G 0.01118 0.009722 0.004249 73 640: 92%|#########1| 154/168 [00:29<00:02, 5.14it/s]
98/499 4.32G 0.01117 0.009699 0.004247 56 640: 92%|#########1| 154/168 [00:29<00:02, 5.14it/s]
98/499 4.32G 0.01117 0.009699 0.004247 56 640: 92%|#########2| 155/168 [00:29<00:02, 5.21it/s]
98/499 4.32G 0.01116 0.009714 0.004263 92 640: 92%|#########2| 155/168 [00:30<00:02, 5.21it/s]
98/499 4.32G 0.01116 0.009714 0.004263 92 640: 93%|#########2| 156/168 [00:30<00:02, 5.21it/s]
98/499 4.32G 0.01117 0.0097 0.004306 67 640: 93%|#########2| 156/168 [00:30<00:02, 5.21it/s]
98/499 4.32G 0.01117 0.0097 0.004306 67 640: 93%|#########3| 157/168 [00:30<00:02, 5.07it/s]
98/499 4.32G 0.01116 0.009687 0.0043 54 640: 93%|#########3| 157/168 [00:30<00:02, 5.07it/s]
98/499 4.32G 0.01116 0.009687 0.0043 54 640: 94%|#########4| 158/168 [00:30<00:01, 5.17it/s]
98/499 4.32G 0.01116 0.009695 0.004298 73 640: 94%|#########4| 158/168 [00:30<00:01, 5.17it/s]
98/499 4.32G 0.01116 0.009695 0.004298 73 640: 95%|#########4| 159/168 [00:30<00:01, 5.22it/s]
98/499 4.32G 0.01116 0.009707 0.004305 90 640: 95%|#########4| 159/168 [00:30<00:01, 5.22it/s]
98/499 4.32G 0.01116 0.009707 0.004305 90 640: 95%|#########5| 160/168 [00:30<00:01, 5.09it/s]
98/499 4.32G 0.01115 0.009705 0.004299 73 640: 95%|#########5| 160/168 [00:31<00:01, 5.09it/s]
98/499 4.32G 0.01115 0.009705 0.004299 73 640: 96%|#########5| 161/168 [00:31<00:01, 5.16it/s]
98/499 4.32G 0.01115 0.009698 0.004286 57 640: 96%|#########5| 161/168 [00:31<00:01, 5.16it/s]
98/499 4.32G 0.01115 0.009698 0.004286 57 640: 96%|#########6| 162/168 [00:31<00:01, 5.22it/s]
98/499 4.32G 0.01116 0.009691 0.004276 62 640: 96%|#########6| 162/168 [00:31<00:01, 5.22it/s]
98/499 4.32G 0.01116 0.009691 0.004276 62 640: 97%|#########7| 163/168 [00:31<00:00, 5.06it/s]
98/499 4.32G 0.01116 0.009691 0.00429 73 640: 97%|#########7| 163/168 [00:31<00:00, 5.06it/s]
98/499 4.32G 0.01116 0.009691 0.00429 73 640: 98%|#########7| 164/168 [00:31<00:00, 5.16it/s]
98/499 4.32G 0.01115 0.009685 0.004302 69 640: 98%|#########7| 164/168 [00:31<00:00, 5.16it/s]
98/499 4.32G 0.01115 0.009685 0.004302 69 640: 98%|#########8| 165/168 [00:31<00:00, 5.22it/s]
98/499 4.32G 0.01114 0.00968 0.004306 67 640: 98%|#########8| 165/168 [00:32<00:00, 5.22it/s]
98/499 4.32G 0.01114 0.00968 0.004306 67 640: 99%|#########8| 166/168 [00:32<00:00, 5.09it/s]
98/499 4.32G 0.01114 0.009674 0.004299 64 640: 99%|#########8| 166/168 [00:32<00:00, 5.09it/s]
98/499 4.32G 0.01114 0.009674 0.004299 64 640: 99%|#########9| 167/168 [00:32<00:00, 5.18it/s]
98/499 4.32G 0.01114 0.009678 0.004275 28 640: 99%|#########9| 167/168 [00:32<00:00, 5.18it/s]
98/499 4.32G 0.01114 0.009678 0.004275 28 640: 100%|##########| 168/168 [00:32<00:00, 5.38it/s]
98/499 4.32G 0.01114 0.009678 0.004275 28 640: 100%|##########| 168/168 [00:32<00:00, 5.18it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.86it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.88it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.88it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.85it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.44it/s]
all 132 263 0.866 0.857 0.896 0.761
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
99/499 4.32G 0.01056 0.007657 0.008094 52 640: 0%| | 0/168 [00:00<?, ?it/s]
99/499 4.32G 0.01056 0.007657 0.008094 52 640: 1%| | 1/168 [00:00<00:34, 4.90it/s]
99/499 4.32G 0.01058 0.008825 0.006772 61 640: 1%| | 1/168 [00:00<00:34, 4.90it/s]
99/499 4.32G 0.01058 0.008825 0.006772 61 640: 1%|1 | 2/168 [00:00<00:32, 5.13it/s]
99/499 4.32G 0.01077 0.009171 0.004996 75 640: 1%|1 | 2/168 [00:00<00:32, 5.13it/s]
99/499 4.32G 0.01077 0.009171 0.004996 75 640: 2%|1 | 3/168 [00:00<00:31, 5.23it/s]
99/499 4.32G 0.01048 0.009127 0.005 68 640: 2%|1 | 3/168 [00:00<00:31, 5.23it/s]
99/499 4.32G 0.01048 0.009127 0.005 68 640: 2%|2 | 4/168 [00:00<00:33, 4.95it/s]
99/499 4.32G 0.01038 0.008738 0.005238 50 640: 2%|2 | 4/168 [00:00<00:33, 4.95it/s]
99/499 4.32G 0.01038 0.008738 0.005238 50 640: 3%|2 | 5/168 [00:00<00:31, 5.11it/s]
99/499 4.32G 0.0107 0.009193 0.005569 78 640: 3%|2 | 5/168 [00:01<00:31, 5.11it/s]
99/499 4.32G 0.0107 0.009193 0.005569 78 640: 4%|3 | 6/168 [00:01<00:31, 5.17it/s]
99/499 4.32G 0.01061 0.008915 0.005464 62 640: 4%|3 | 6/168 [00:01<00:31, 5.17it/s]
99/499 4.32G 0.01061 0.008915 0.005464 62 640: 4%|4 | 7/168 [00:01<00:31, 5.08it/s]
99/499 4.32G 0.01045 0.00906 0.005146 73 640: 4%|4 | 7/168 [00:01<00:31, 5.08it/s]
99/499 4.32G 0.01045 0.00906 0.005146 73 640: 5%|4 | 8/168 [00:01<00:30, 5.16it/s]
99/499 4.32G 0.01041 0.008747 0.004932 61 640: 5%|4 | 8/168 [00:01<00:30, 5.16it/s]
99/499 4.32G 0.01041 0.008747 0.004932 61 640: 5%|5 | 9/168 [00:01<00:30, 5.24it/s]
99/499 4.32G 0.0106 0.008981 0.004695 63 640: 5%|5 | 9/168 [00:01<00:30, 5.24it/s]
99/499 4.32G 0.0106 0.008981 0.004695 63 640: 6%|5 | 10/168 [00:01<00:30, 5.11it/s]
99/499 4.32G 0.01068 0.009101 0.004867 76 640: 6%|5 | 10/168 [00:02<00:30, 5.11it/s]
99/499 4.32G 0.01068 0.009101 0.004867 76 640: 7%|6 | 11/168 [00:02<00:30, 5.20it/s]
99/499 4.32G 0.01063 0.009095 0.004829 64 640: 7%|6 | 11/168 [00:02<00:30, 5.20it/s]
99/499 4.32G 0.01063 0.009095 0.004829 64 640: 7%|7 | 12/168 [00:02<00:29, 5.24it/s]
99/499 4.32G 0.01059 0.00891 0.004827 53 640: 7%|7 | 12/168 [00:02<00:29, 5.24it/s]
99/499 4.32G 0.01059 0.00891 0.004827 53 640: 8%|7 | 13/168 [00:02<00:30, 5.11it/s]
99/499 4.32G 0.01062 0.009058 0.004749 67 640: 8%|7 | 13/168 [00:02<00:30, 5.11it/s]
99/499 4.32G 0.01062 0.009058 0.004749 67 640: 8%|8 | 14/168 [00:02<00:29, 5.19it/s]
99/499 4.32G 0.01076 0.009077 0.004662 61 640: 8%|8 | 14/168 [00:02<00:29, 5.19it/s]
99/499 4.32G 0.01076 0.009077 0.004662 61 640: 9%|8 | 15/168 [00:02<00:29, 5.23it/s]
99/499 4.32G 0.01073 0.009167 0.00462 77 640: 9%|8 | 15/168 [00:03<00:29, 5.23it/s]
99/499 4.32G 0.01073 0.009167 0.00462 77 640: 10%|9 | 16/168 [00:03<00:29, 5.12it/s]
99/499 4.32G 0.01074 0.009187 0.00461 67 640: 10%|9 | 16/168 [00:03<00:29, 5.12it/s]
99/499 4.32G 0.01074 0.009187 0.00461 67 640: 10%|# | 17/168 [00:03<00:28, 5.22it/s]
99/499 4.32G 0.01072 0.009156 0.004683 62 640: 10%|# | 17/168 [00:03<00:28, 5.22it/s]
99/499 4.32G 0.01072 0.009156 0.004683 62 640: 11%|# | 18/168 [00:03<00:28, 5.22it/s]
99/499 4.32G 0.01074 0.009227 0.004648 77 640: 11%|# | 18/168 [00:03<00:28, 5.22it/s]
99/499 4.32G 0.01074 0.009227 0.004648 77 640: 11%|#1 | 19/168 [00:03<00:29, 5.09it/s]
99/499 4.32G 0.01077 0.009166 0.004587 54 640: 11%|#1 | 19/168 [00:03<00:29, 5.09it/s]
99/499 4.32G 0.01077 0.009166 0.004587 54 640: 12%|#1 | 20/168 [00:03<00:28, 5.19it/s]
99/499 4.32G 0.01078 0.009229 0.004742 71 640: 12%|#1 | 20/168 [00:04<00:28, 5.19it/s]
99/499 4.32G 0.01078 0.009229 0.004742 71 640: 12%|#2 | 21/168 [00:04<00:27, 5.27it/s]
99/499 4.32G 0.01072 0.009288 0.00466 80 640: 12%|#2 | 21/168 [00:04<00:27, 5.27it/s]
99/499 4.32G 0.01072 0.009288 0.00466 80 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s]
99/499 4.32G 0.01076 0.009269 0.00462 64 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s]
99/499 4.32G 0.01076 0.009269 0.00462 64 640: 14%|#3 | 23/168 [00:04<00:27, 5.22it/s]
99/499 4.32G 0.01073 0.00918 0.004658 62 640: 14%|#3 | 23/168 [00:04<00:27, 5.22it/s]
99/499 4.32G 0.01073 0.00918 0.004658 62 640: 14%|#4 | 24/168 [00:04<00:27, 5.32it/s]
99/499 4.32G 0.01068 0.00917 0.004686 76 640: 14%|#4 | 24/168 [00:04<00:27, 5.32it/s]
99/499 4.32G 0.01068 0.00917 0.004686 76 640: 15%|#4 | 25/168 [00:04<00:27, 5.14it/s]
99/499 4.32G 0.01064 0.009187 0.004695 65 640: 15%|#4 | 25/168 [00:05<00:27, 5.14it/s]
99/499 4.32G 0.01064 0.009187 0.004695 65 640: 15%|#5 | 26/168 [00:05<00:27, 5.24it/s]
99/499 4.32G 0.01067 0.009157 0.004625 63 640: 15%|#5 | 26/168 [00:05<00:27, 5.24it/s]
99/499 4.32G 0.01067 0.009157 0.004625 63 640: 16%|#6 | 27/168 [00:05<00:26, 5.28it/s]
99/499 4.32G 0.0107 0.009111 0.004613 52 640: 16%|#6 | 27/168 [00:05<00:26, 5.28it/s]
99/499 4.32G 0.0107 0.009111 0.004613 52 640: 17%|#6 | 28/168 [00:05<00:27, 5.15it/s]
99/499 4.32G 0.01074 0.009159 0.004552 69 640: 17%|#6 | 28/168 [00:05<00:27, 5.15it/s]
99/499 4.32G 0.01074 0.009159 0.004552 69 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s]
99/499 4.32G 0.01078 0.009237 0.004469 69 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s]
99/499 4.32G 0.01078 0.009237 0.004469 69 640: 18%|#7 | 30/168 [00:05<00:26, 5.26it/s]
99/499 4.32G 0.01083 0.009221 0.004469 51 640: 18%|#7 | 30/168 [00:05<00:26, 5.26it/s]
99/499 4.32G 0.01083 0.009221 0.004469 51 640: 18%|#8 | 31/168 [00:05<00:26, 5.07it/s]
99/499 4.32G 0.0108 0.009301 0.004426 90 640: 18%|#8 | 31/168 [00:06<00:26, 5.07it/s]
99/499 4.32G 0.0108 0.009301 0.004426 90 640: 19%|#9 | 32/168 [00:06<00:26, 5.17it/s]
99/499 4.32G 0.01082 0.009269 0.0045 64 640: 19%|#9 | 32/168 [00:06<00:26, 5.17it/s]
99/499 4.32G 0.01082 0.009269 0.0045 64 640: 20%|#9 | 33/168 [00:06<00:25, 5.22it/s]
99/499 4.32G 0.01084 0.009278 0.004438 61 640: 20%|#9 | 33/168 [00:06<00:25, 5.22it/s]
99/499 4.32G 0.01084 0.009278 0.004438 61 640: 20%|## | 34/168 [00:06<00:26, 5.11it/s]
99/499 4.32G 0.01082 0.009313 0.004457 75 640: 20%|## | 34/168 [00:06<00:26, 5.11it/s]
99/499 4.32G 0.01082 0.009313 0.004457 75 640: 21%|## | 35/168 [00:06<00:25, 5.19it/s]
99/499 4.32G 0.01085 0.00934 0.004395 61 640: 21%|## | 35/168 [00:06<00:25, 5.19it/s]
99/499 4.32G 0.01085 0.00934 0.004395 61 640: 21%|##1 | 36/168 [00:06<00:25, 5.26it/s]
99/499 4.32G 0.01085 0.009311 0.004418 63 640: 21%|##1 | 36/168 [00:07<00:25, 5.26it/s]
99/499 4.32G 0.01085 0.009311 0.004418 63 640: 22%|##2 | 37/168 [00:07<00:25, 5.11it/s]
99/499 4.32G 0.01087 0.009336 0.004373 66 640: 22%|##2 | 37/168 [00:07<00:25, 5.11it/s]
99/499 4.32G 0.01087 0.009336 0.004373 66 640: 23%|##2 | 38/168 [00:07<00:24, 5.21it/s]
99/499 4.32G 0.01087 0.009339 0.004368 67 640: 23%|##2 | 38/168 [00:07<00:24, 5.21it/s]
99/499 4.32G 0.01087 0.009339 0.004368 67 640: 23%|##3 | 39/168 [00:07<00:24, 5.23it/s]
99/499 4.32G 0.01086 0.009322 0.004356 67 640: 23%|##3 | 39/168 [00:07<00:24, 5.23it/s]
99/499 4.32G 0.01086 0.009322 0.004356 67 640: 24%|##3 | 40/168 [00:07<00:25, 5.09it/s]
99/499 4.32G 0.01089 0.00935 0.004319 71 640: 24%|##3 | 40/168 [00:07<00:25, 5.09it/s]
99/499 4.32G 0.01089 0.00935 0.004319 71 640: 24%|##4 | 41/168 [00:07<00:24, 5.12it/s]
99/499 4.32G 0.01086 0.009341 0.004357 67 640: 24%|##4 | 41/168 [00:08<00:24, 5.12it/s]
99/499 4.32G 0.01086 0.009341 0.004357 67 640: 25%|##5 | 42/168 [00:08<00:24, 5.17it/s]
99/499 4.32G 0.01088 0.009409 0.004339 66 640: 25%|##5 | 42/168 [00:08<00:24, 5.17it/s]
99/499 4.32G 0.01088 0.009409 0.004339 66 640: 26%|##5 | 43/168 [00:08<00:24, 5.08it/s]
99/499 4.32G 0.01088 0.009463 0.004313 82 640: 26%|##5 | 43/168 [00:08<00:24, 5.08it/s]
99/499 4.32G 0.01088 0.009463 0.004313 82 640: 26%|##6 | 44/168 [00:08<00:24, 5.13it/s]
99/499 4.32G 0.01085 0.009476 0.004288 70 640: 26%|##6 | 44/168 [00:08<00:24, 5.13it/s]
99/499 4.32G 0.01085 0.009476 0.004288 70 640: 27%|##6 | 45/168 [00:08<00:23, 5.19it/s]
99/499 4.32G 0.01089 0.009538 0.004278 85 640: 27%|##6 | 45/168 [00:08<00:23, 5.19it/s]
99/499 4.32G 0.01089 0.009538 0.004278 85 640: 27%|##7 | 46/168 [00:08<00:23, 5.09it/s]
99/499 4.32G 0.01088 0.009545 0.004294 69 640: 27%|##7 | 46/168 [00:09<00:23, 5.09it/s]
99/499 4.32G 0.01088 0.009545 0.004294 69 640: 28%|##7 | 47/168 [00:09<00:23, 5.18it/s]
99/499 4.32G 0.01086 0.009549 0.004309 67 640: 28%|##7 | 47/168 [00:09<00:23, 5.18it/s]
99/499 4.32G 0.01086 0.009549 0.004309 67 640: 29%|##8 | 48/168 [00:09<00:22, 5.23it/s]
99/499 4.32G 0.01083 0.009518 0.004288 58 640: 29%|##8 | 48/168 [00:09<00:22, 5.23it/s]
99/499 4.32G 0.01083 0.009518 0.004288 58 640: 29%|##9 | 49/168 [00:09<00:23, 5.11it/s]
99/499 4.32G 0.01082 0.009499 0.00425 60 640: 29%|##9 | 49/168 [00:09<00:23, 5.11it/s]
99/499 4.32G 0.01082 0.009499 0.00425 60 640: 30%|##9 | 50/168 [00:09<00:22, 5.18it/s]
99/499 4.32G 0.01083 0.009506 0.004299 71 640: 30%|##9 | 50/168 [00:09<00:22, 5.18it/s]
99/499 4.32G 0.01083 0.009506 0.004299 71 640: 30%|### | 51/168 [00:09<00:22, 5.27it/s]
99/499 4.32G 0.01084 0.009491 0.004284 56 640: 30%|### | 51/168 [00:10<00:22, 5.27it/s]
99/499 4.32G 0.01084 0.009491 0.004284 56 640: 31%|### | 52/168 [00:10<00:22, 5.16it/s]
99/499 4.32G 0.01085 0.009482 0.004273 56 640: 31%|### | 52/168 [00:10<00:22, 5.16it/s]
99/499 4.32G 0.01085 0.009482 0.004273 56 640: 32%|###1 | 53/168 [00:10<00:22, 5.17it/s]
99/499 4.32G 0.01084 0.009482 0.004261 62 640: 32%|###1 | 53/168 [00:10<00:22, 5.17it/s]
99/499 4.32G 0.01084 0.009482 0.004261 62 640: 32%|###2 | 54/168 [00:10<00:21, 5.23it/s]
99/499 4.32G 0.01084 0.009436 0.004268 46 640: 32%|###2 | 54/168 [00:10<00:21, 5.23it/s]
99/499 4.32G 0.01084 0.009436 0.004268 46 640: 33%|###2 | 55/168 [00:10<00:22, 5.10it/s]
99/499 4.32G 0.01088 0.009441 0.004327 61 640: 33%|###2 | 55/168 [00:10<00:22, 5.10it/s]
99/499 4.32G 0.01088 0.009441 0.004327 61 640: 33%|###3 | 56/168 [00:10<00:21, 5.21it/s]
99/499 4.32G 0.01086 0.009397 0.004369 48 640: 33%|###3 | 56/168 [00:11<00:21, 5.21it/s]
99/499 4.32G 0.01086 0.009397 0.004369 48 640: 34%|###3 | 57/168 [00:11<00:21, 5.25it/s]
99/499 4.32G 0.01092 0.009415 0.004309 66 640: 34%|###3 | 57/168 [00:11<00:21, 5.25it/s]
99/499 4.32G 0.01092 0.009415 0.004309 66 640: 35%|###4 | 58/168 [00:11<00:21, 5.15it/s]
99/499 4.32G 0.01091 0.009436 0.004309 74 640: 35%|###4 | 58/168 [00:11<00:21, 5.15it/s]
99/499 4.32G 0.01091 0.009436 0.004309 74 640: 35%|###5 | 59/168 [00:11<00:20, 5.22it/s]
99/499 4.32G 0.01091 0.009467 0.00428 82 640: 35%|###5 | 59/168 [00:11<00:20, 5.22it/s]
99/499 4.32G 0.01091 0.009467 0.00428 82 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s]
99/499 4.32G 0.01092 0.009476 0.004319 62 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s]
99/499 4.32G 0.01092 0.009476 0.004319 62 640: 36%|###6 | 61/168 [00:11<00:20, 5.15it/s]
99/499 4.32G 0.01092 0.009482 0.004337 64 640: 36%|###6 | 61/168 [00:11<00:20, 5.15it/s]
99/499 4.32G 0.01092 0.009482 0.004337 64 640: 37%|###6 | 62/168 [00:11<00:20, 5.25it/s]
99/499 4.32G 0.01091 0.009459 0.004281 62 640: 37%|###6 | 62/168 [00:12<00:20, 5.25it/s]
99/499 4.32G 0.01091 0.009459 0.004281 62 640: 38%|###7 | 63/168 [00:12<00:19, 5.32it/s]
99/499 4.32G 0.01091 0.009473 0.004269 66 640: 38%|###7 | 63/168 [00:12<00:19, 5.32it/s]
99/499 4.32G 0.01091 0.009473 0.004269 66 640: 38%|###8 | 64/168 [00:12<00:20, 5.13it/s]
99/499 4.32G 0.0109 0.00943 0.004258 57 640: 38%|###8 | 64/168 [00:12<00:20, 5.13it/s]
99/499 4.32G 0.0109 0.00943 0.004258 57 640: 39%|###8 | 65/168 [00:12<00:19, 5.21it/s]
99/499 4.32G 0.01089 0.009464 0.004259 77 640: 39%|###8 | 65/168 [00:12<00:19, 5.21it/s]
99/499 4.32G 0.01089 0.009464 0.004259 77 640: 39%|###9 | 66/168 [00:12<00:19, 5.26it/s]
99/499 4.32G 0.01089 0.009441 0.004317 51 640: 39%|###9 | 66/168 [00:12<00:19, 5.26it/s]
99/499 4.32G 0.01089 0.009441 0.004317 51 640: 40%|###9 | 67/168 [00:12<00:19, 5.13it/s]
99/499 4.32G 0.01087 0.009428 0.004302 67 640: 40%|###9 | 67/168 [00:13<00:19, 5.13it/s]
99/499 4.32G 0.01087 0.009428 0.004302 67 640: 40%|#### | 68/168 [00:13<00:19, 5.21it/s]
99/499 4.32G 0.0109 0.009431 0.004339 62 640: 40%|#### | 68/168 [00:13<00:19, 5.21it/s]
99/499 4.32G 0.0109 0.009431 0.004339 62 640: 41%|####1 | 69/168 [00:13<00:19, 5.19it/s]
99/499 4.32G 0.01089 0.009402 0.00441 53 640: 41%|####1 | 69/168 [00:13<00:19, 5.19it/s]
99/499 4.32G 0.01089 0.009402 0.00441 53 640: 42%|####1 | 70/168 [00:13<00:19, 5.07it/s]
99/499 4.32G 0.01091 0.009421 0.004376 72 640: 42%|####1 | 70/168 [00:13<00:19, 5.07it/s]
99/499 4.32G 0.01091 0.009421 0.004376 72 640: 42%|####2 | 71/168 [00:13<00:18, 5.15it/s]
99/499 4.32G 0.01091 0.009455 0.004338 72 640: 42%|####2 | 71/168 [00:13<00:18, 5.15it/s]
99/499 4.32G 0.01091 0.009455 0.004338 72 640: 43%|####2 | 72/168 [00:13<00:18, 5.25it/s]
99/499 4.32G 0.01092 0.009458 0.004369 68 640: 43%|####2 | 72/168 [00:14<00:18, 5.25it/s]
99/499 4.32G 0.01092 0.009458 0.004369 68 640: 43%|####3 | 73/168 [00:14<00:18, 5.11it/s]
99/499 4.32G 0.01095 0.009503 0.004359 77 640: 43%|####3 | 73/168 [00:14<00:18, 5.11it/s]
99/499 4.32G 0.01095 0.009503 0.004359 77 640: 44%|####4 | 74/168 [00:14<00:17, 5.22it/s]
99/499 4.32G 0.01097 0.009538 0.004411 76 640: 44%|####4 | 74/168 [00:14<00:17, 5.22it/s]
99/499 4.32G 0.01097 0.009538 0.004411 76 640: 45%|####4 | 75/168 [00:14<00:17, 5.24it/s]
99/499 4.32G 0.01097 0.009498 0.004417 57 640: 45%|####4 | 75/168 [00:14<00:17, 5.24it/s]
99/499 4.32G 0.01097 0.009498 0.004417 57 640: 45%|####5 | 76/168 [00:14<00:18, 5.11it/s]
99/499 4.32G 0.01098 0.009484 0.004426 64 640: 45%|####5 | 76/168 [00:14<00:18, 5.11it/s]
99/499 4.32G 0.01098 0.009484 0.004426 64 640: 46%|####5 | 77/168 [00:14<00:17, 5.18it/s]
99/499 4.32G 0.01097 0.009455 0.004472 62 640: 46%|####5 | 77/168 [00:15<00:17, 5.18it/s]
99/499 4.32G 0.01097 0.009455 0.004472 62 640: 46%|####6 | 78/168 [00:15<00:17, 5.22it/s]
99/499 4.32G 0.01098 0.009443 0.004436 72 640: 46%|####6 | 78/168 [00:15<00:17, 5.22it/s]
99/499 4.32G 0.01098 0.009443 0.004436 72 640: 47%|####7 | 79/168 [00:15<00:17, 5.07it/s]
99/499 4.32G 0.01098 0.009431 0.004418 69 640: 47%|####7 | 79/168 [00:15<00:17, 5.07it/s]
99/499 4.32G 0.01098 0.009431 0.004418 69 640: 48%|####7 | 80/168 [00:15<00:17, 5.15it/s]
99/499 4.32G 0.01098 0.009453 0.004378 74 640: 48%|####7 | 80/168 [00:15<00:17, 5.15it/s]
99/499 4.32G 0.01098 0.009453 0.004378 74 640: 48%|####8 | 81/168 [00:15<00:16, 5.24it/s]
99/499 4.32G 0.01098 0.009442 0.004372 68 640: 48%|####8 | 81/168 [00:15<00:16, 5.24it/s]
99/499 4.32G 0.01098 0.009442 0.004372 68 640: 49%|####8 | 82/168 [00:15<00:16, 5.09it/s]
99/499 4.32G 0.01099 0.009444 0.004375 64 640: 49%|####8 | 82/168 [00:16<00:16, 5.09it/s]
99/499 4.32G 0.01099 0.009444 0.004375 64 640: 49%|####9 | 83/168 [00:16<00:16, 5.18it/s]
99/499 4.32G 0.01098 0.009471 0.004355 77 640: 49%|####9 | 83/168 [00:16<00:16, 5.18it/s]
99/499 4.32G 0.01098 0.009471 0.004355 77 640: 50%|##### | 84/168 [00:16<00:16, 5.22it/s]
99/499 4.32G 0.01098 0.009512 0.004354 85 640: 50%|##### | 84/168 [00:16<00:16, 5.22it/s]
99/499 4.32G 0.01098 0.009512 0.004354 85 640: 51%|##### | 85/168 [00:16<00:16, 5.07it/s]
99/499 4.32G 0.01099 0.009531 0.004369 68 640: 51%|##### | 85/168 [00:16<00:16, 5.07it/s]
99/499 4.32G 0.01099 0.009531 0.004369 68 640: 51%|#####1 | 86/168 [00:16<00:15, 5.13it/s]
99/499 4.32G 0.01099 0.00953 0.004348 58 640: 51%|#####1 | 86/168 [00:16<00:15, 5.13it/s]
99/499 4.32G 0.01099 0.00953 0.004348 58 640: 52%|#####1 | 87/168 [00:16<00:15, 5.22it/s]
99/499 4.32G 0.01099 0.009537 0.004337 67 640: 52%|#####1 | 87/168 [00:17<00:15, 5.22it/s]
99/499 4.32G 0.01099 0.009537 0.004337 67 640: 52%|#####2 | 88/168 [00:17<00:15, 5.09it/s]
99/499 4.32G 0.011 0.009526 0.00435 53 640: 52%|#####2 | 88/168 [00:17<00:15, 5.09it/s]
99/499 4.32G 0.011 0.009526 0.00435 53 640: 53%|#####2 | 89/168 [00:17<00:15, 5.17it/s]
99/499 4.32G 0.011 0.009517 0.004343 59 640: 53%|#####2 | 89/168 [00:17<00:15, 5.17it/s]
99/499 4.32G 0.011 0.009517 0.004343 59 640: 54%|#####3 | 90/168 [00:17<00:14, 5.24it/s]
99/499 4.32G 0.01099 0.009512 0.004314 64 640: 54%|#####3 | 90/168 [00:17<00:14, 5.24it/s]
99/499 4.32G 0.01099 0.009512 0.004314 64 640: 54%|#####4 | 91/168 [00:17<00:15, 5.08it/s]
99/499 4.32G 0.011 0.009515 0.004312 61 640: 54%|#####4 | 91/168 [00:17<00:15, 5.08it/s]
99/499 4.32G 0.011 0.009515 0.004312 61 640: 55%|#####4 | 92/168 [00:17<00:14, 5.18it/s]
99/499 4.32G 0.01104 0.009516 0.004359 48 640: 55%|#####4 | 92/168 [00:17<00:14, 5.18it/s]
99/499 4.32G 0.01104 0.009516 0.004359 48 640: 55%|#####5 | 93/168 [00:17<00:14, 5.23it/s]
99/499 4.32G 0.01104 0.009532 0.004363 70 640: 55%|#####5 | 93/168 [00:18<00:14, 5.23it/s]
99/499 4.32G 0.01104 0.009532 0.004363 70 640: 56%|#####5 | 94/168 [00:18<00:14, 5.11it/s]
99/499 4.32G 0.01103 0.009532 0.004356 70 640: 56%|#####5 | 94/168 [00:18<00:14, 5.11it/s]
99/499 4.32G 0.01103 0.009532 0.004356 70 640: 57%|#####6 | 95/168 [00:18<00:14, 5.18it/s]
99/499 4.32G 0.01102 0.009544 0.004355 74 640: 57%|#####6 | 95/168 [00:18<00:14, 5.18it/s]
99/499 4.32G 0.01102 0.009544 0.004355 74 640: 57%|#####7 | 96/168 [00:18<00:13, 5.23it/s]
99/499 4.32G 0.01102 0.009533 0.004381 61 640: 57%|#####7 | 96/168 [00:18<00:13, 5.23it/s]
99/499 4.32G 0.01102 0.009533 0.004381 61 640: 58%|#####7 | 97/168 [00:18<00:13, 5.09it/s]
99/499 4.32G 0.01103 0.009536 0.004351 73 640: 58%|#####7 | 97/168 [00:18<00:13, 5.09it/s]
99/499 4.32G 0.01103 0.009536 0.004351 73 640: 58%|#####8 | 98/168 [00:18<00:13, 5.20it/s]
99/499 4.32G 0.01102 0.009538 0.004345 67 640: 58%|#####8 | 98/168 [00:19<00:13, 5.20it/s]
99/499 4.32G 0.01102 0.009538 0.004345 67 640: 59%|#####8 | 99/168 [00:19<00:13, 5.28it/s]
99/499 4.32G 0.01102 0.009539 0.004343 65 640: 59%|#####8 | 99/168 [00:19<00:13, 5.28it/s]
99/499 4.32G 0.01102 0.009539 0.004343 65 640: 60%|#####9 | 100/168 [00:19<00:13, 5.13it/s]
99/499 4.32G 0.01103 0.009529 0.004356 51 640: 60%|#####9 | 100/168 [00:19<00:13, 5.13it/s]
99/499 4.32G 0.01103 0.009529 0.004356 51 640: 60%|###### | 101/168 [00:19<00:12, 5.18it/s]
99/499 4.32G 0.01102 0.009524 0.004361 67 640: 60%|###### | 101/168 [00:19<00:12, 5.18it/s]
99/499 4.32G 0.01102 0.009524 0.004361 67 640: 61%|###### | 102/168 [00:19<00:12, 5.24it/s]
99/499 4.32G 0.01102 0.00954 0.004377 74 640: 61%|###### | 102/168 [00:19<00:12, 5.24it/s]
99/499 4.32G 0.01102 0.00954 0.004377 74 640: 61%|######1 | 103/168 [00:19<00:12, 5.10it/s]
99/499 4.32G 0.01101 0.009531 0.004357 65 640: 61%|######1 | 103/168 [00:20<00:12, 5.10it/s]
99/499 4.32G 0.01101 0.009531 0.004357 65 640: 62%|######1 | 104/168 [00:20<00:12, 5.18it/s]
99/499 4.32G 0.01103 0.009566 0.004338 78 640: 62%|######1 | 104/168 [00:20<00:12, 5.18it/s]
99/499 4.32G 0.01103 0.009566 0.004338 78 640: 62%|######2 | 105/168 [00:20<00:12, 5.21it/s]
99/499 4.32G 0.01103 0.009568 0.004388 72 640: 62%|######2 | 105/168 [00:20<00:12, 5.21it/s]
99/499 4.32G 0.01103 0.009568 0.004388 72 640: 63%|######3 | 106/168 [00:20<00:12, 5.09it/s]
99/499 4.32G 0.01104 0.009565 0.004387 60 640: 63%|######3 | 106/168 [00:20<00:12, 5.09it/s]
99/499 4.32G 0.01104 0.009565 0.004387 60 640: 64%|######3 | 107/168 [00:20<00:11, 5.20it/s]
99/499 4.32G 0.01105 0.009586 0.004399 80 640: 64%|######3 | 107/168 [00:20<00:11, 5.20it/s]
99/499 4.32G 0.01105 0.009586 0.004399 80 640: 64%|######4 | 108/168 [00:20<00:11, 5.26it/s]
99/499 4.32G 0.01105 0.00957 0.004413 58 640: 64%|######4 | 108/168 [00:21<00:11, 5.26it/s]
99/499 4.32G 0.01105 0.00957 0.004413 58 640: 65%|######4 | 109/168 [00:21<00:11, 5.13it/s]
99/499 4.32G 0.01104 0.009579 0.004447 71 640: 65%|######4 | 109/168 [00:21<00:11, 5.13it/s]
99/499 4.32G 0.01104 0.009579 0.004447 71 640: 65%|######5 | 110/168 [00:21<00:11, 5.21it/s]
99/499 4.32G 0.01102 0.009542 0.00444 53 640: 65%|######5 | 110/168 [00:21<00:11, 5.21it/s]
99/499 4.32G 0.01102 0.009542 0.00444 53 640: 66%|######6 | 111/168 [00:21<00:10, 5.25it/s]
99/499 4.32G 0.01103 0.009552 0.004469 72 640: 66%|######6 | 111/168 [00:21<00:10, 5.25it/s]
99/499 4.32G 0.01103 0.009552 0.004469 72 640: 67%|######6 | 112/168 [00:21<00:10, 5.15it/s]
99/499 4.32G 0.01102 0.009539 0.00445 67 640: 67%|######6 | 112/168 [00:21<00:10, 5.15it/s]
99/499 4.32G 0.01102 0.009539 0.00445 67 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s]
99/499 4.32G 0.01103 0.009556 0.00444 67 640: 67%|######7 | 113/168 [00:22<00:10, 5.24it/s]
99/499 4.32G 0.01103 0.009556 0.00444 67 640: 68%|######7 | 114/168 [00:22<00:10, 5.32it/s]
99/499 4.32G 0.01101 0.009553 0.004473 79 640: 68%|######7 | 114/168 [00:22<00:10, 5.32it/s]
99/499 4.32G 0.01101 0.009553 0.004473 79 640: 68%|######8 | 115/168 [00:22<00:10, 5.10it/s]
99/499 4.32G 0.01101 0.009569 0.004497 94 640: 68%|######8 | 115/168 [00:22<00:10, 5.10it/s]
99/499 4.32G 0.01101 0.009569 0.004497 94 640: 69%|######9 | 116/168 [00:22<00:10, 5.17it/s]
99/499 4.32G 0.01101 0.009579 0.004494 85 640: 69%|######9 | 116/168 [00:22<00:10, 5.17it/s]
99/499 4.32G 0.01101 0.009579 0.004494 85 640: 70%|######9 | 117/168 [00:22<00:09, 5.26it/s]
99/499 4.32G 0.01101 0.009591 0.004508 84 640: 70%|######9 | 117/168 [00:22<00:09, 5.26it/s]
99/499 4.32G 0.01101 0.009591 0.004508 84 640: 70%|####### | 118/168 [00:22<00:09, 5.11it/s]
99/499 4.32G 0.01101 0.009588 0.004482 66 640: 70%|####### | 118/168 [00:22<00:09, 5.11it/s]
99/499 4.32G 0.01101 0.009588 0.004482 66 640: 71%|####### | 119/168 [00:22<00:09, 5.20it/s]
99/499 4.32G 0.011 0.009602 0.004481 73 640: 71%|####### | 119/168 [00:23<00:09, 5.20it/s]
99/499 4.32G 0.011 0.009602 0.004481 73 640: 71%|#######1 | 120/168 [00:23<00:09, 5.27it/s]
99/499 4.32G 0.01101 0.009621 0.004527 78 640: 71%|#######1 | 120/168 [00:23<00:09, 5.27it/s]
99/499 4.32G 0.01101 0.009621 0.004527 78 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
99/499 4.32G 0.01101 0.009604 0.004516 69 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
99/499 4.32G 0.01101 0.009604 0.004516 69 640: 73%|#######2 | 122/168 [00:23<00:08, 5.22it/s]
99/499 4.32G 0.01101 0.009588 0.004531 63 640: 73%|#######2 | 122/168 [00:23<00:08, 5.22it/s]
99/499 4.32G 0.01101 0.009588 0.004531 63 640: 73%|#######3 | 123/168 [00:23<00:08, 5.28it/s]
99/499 4.32G 0.01102 0.009594 0.004539 74 640: 73%|#######3 | 123/168 [00:23<00:08, 5.28it/s]
99/499 4.32G 0.01102 0.009594 0.004539 74 640: 74%|#######3 | 124/168 [00:23<00:08, 5.11it/s]
99/499 4.32G 0.01101 0.0096 0.004535 80 640: 74%|#######3 | 124/168 [00:24<00:08, 5.11it/s]
99/499 4.32G 0.01101 0.0096 0.004535 80 640: 74%|#######4 | 125/168 [00:24<00:08, 5.21it/s]
99/499 4.32G 0.01102 0.009622 0.004522 65 640: 74%|#######4 | 125/168 [00:24<00:08, 5.21it/s]
99/499 4.32G 0.01102 0.009622 0.004522 65 640: 75%|#######5 | 126/168 [00:24<00:08, 5.20it/s]
99/499 4.32G 0.01102 0.009619 0.004497 70 640: 75%|#######5 | 126/168 [00:24<00:08, 5.20it/s]
99/499 4.32G 0.01102 0.009619 0.004497 70 640: 76%|#######5 | 127/168 [00:24<00:08, 5.05it/s]
99/499 4.32G 0.01102 0.009636 0.004514 80 640: 76%|#######5 | 127/168 [00:24<00:08, 5.05it/s]
99/499 4.32G 0.01102 0.009636 0.004514 80 640: 76%|#######6 | 128/168 [00:24<00:07, 5.14it/s]
99/499 4.32G 0.01101 0.009647 0.004502 68 640: 76%|#######6 | 128/168 [00:24<00:07, 5.14it/s]
99/499 4.32G 0.01101 0.009647 0.004502 68 640: 77%|#######6 | 129/168 [00:24<00:07, 5.25it/s]
99/499 4.32G 0.01102 0.009672 0.004506 83 640: 77%|#######6 | 129/168 [00:25<00:07, 5.25it/s]
99/499 4.32G 0.01102 0.009672 0.004506 83 640: 77%|#######7 | 130/168 [00:25<00:07, 5.03it/s]
99/499 4.32G 0.01101 0.009663 0.004495 70 640: 77%|#######7 | 130/168 [00:25<00:07, 5.03it/s]
99/499 4.32G 0.01101 0.009663 0.004495 70 640: 78%|#######7 | 131/168 [00:25<00:07, 5.12it/s]
99/499 4.32G 0.01101 0.009654 0.004501 63 640: 78%|#######7 | 131/168 [00:25<00:07, 5.12it/s]
99/499 4.32G 0.01101 0.009654 0.004501 63 640: 79%|#######8 | 132/168 [00:25<00:06, 5.18it/s]
99/499 4.32G 0.01102 0.009661 0.004499 74 640: 79%|#######8 | 132/168 [00:25<00:06, 5.18it/s]
99/499 4.32G 0.01102 0.009661 0.004499 74 640: 79%|#######9 | 133/168 [00:25<00:06, 5.09it/s]
99/499 4.32G 0.01101 0.009646 0.004485 67 640: 79%|#######9 | 133/168 [00:25<00:06, 5.09it/s]
99/499 4.32G 0.01101 0.009646 0.004485 67 640: 80%|#######9 | 134/168 [00:25<00:06, 5.17it/s]
99/499 4.32G 0.01101 0.009639 0.004478 55 640: 80%|#######9 | 134/168 [00:26<00:06, 5.17it/s]
99/499 4.32G 0.01101 0.009639 0.004478 55 640: 80%|######## | 135/168 [00:26<00:06, 5.25it/s]
99/499 4.32G 0.01103 0.00965 0.004485 65 640: 80%|######## | 135/168 [00:26<00:06, 5.25it/s]
99/499 4.32G 0.01103 0.00965 0.004485 65 640: 81%|######## | 136/168 [00:26<00:06, 5.09it/s]
99/499 4.32G 0.01102 0.009645 0.004486 59 640: 81%|######## | 136/168 [00:26<00:06, 5.09it/s]
99/499 4.32G 0.01102 0.009645 0.004486 59 640: 82%|########1 | 137/168 [00:26<00:05, 5.18it/s]
99/499 4.32G 0.01102 0.009644 0.004486 74 640: 82%|########1 | 137/168 [00:26<00:05, 5.18it/s]
99/499 4.32G 0.01102 0.009644 0.004486 74 640: 82%|########2 | 138/168 [00:26<00:05, 5.26it/s]
99/499 4.32G 0.01102 0.009637 0.004479 71 640: 82%|########2 | 138/168 [00:26<00:05, 5.26it/s]
99/499 4.32G 0.01102 0.009637 0.004479 71 640: 83%|########2 | 139/168 [00:26<00:05, 5.15it/s]
99/499 4.32G 0.01101 0.009638 0.00446 66 640: 83%|########2 | 139/168 [00:27<00:05, 5.15it/s]
99/499 4.32G 0.01101 0.009638 0.00446 66 640: 83%|########3 | 140/168 [00:27<00:05, 5.22it/s]
99/499 4.32G 0.01102 0.009651 0.004484 86 640: 83%|########3 | 140/168 [00:27<00:05, 5.22it/s]
99/499 4.32G 0.01102 0.009651 0.004484 86 640: 84%|########3 | 141/168 [00:27<00:05, 5.27it/s]
99/499 4.32G 0.01102 0.00966 0.004489 60 640: 84%|########3 | 141/168 [00:27<00:05, 5.27it/s]
99/499 4.32G 0.01102 0.00966 0.004489 60 640: 85%|########4 | 142/168 [00:27<00:05, 5.08it/s]
99/499 4.32G 0.01102 0.00966 0.00448 59 640: 85%|########4 | 142/168 [00:27<00:05, 5.08it/s]
99/499 4.32G 0.01102 0.00966 0.00448 59 640: 85%|########5 | 143/168 [00:27<00:04, 5.16it/s]
99/499 4.32G 0.01102 0.009668 0.004477 83 640: 85%|########5 | 143/168 [00:27<00:04, 5.16it/s]
99/499 4.32G 0.01102 0.009668 0.004477 83 640: 86%|########5 | 144/168 [00:27<00:04, 5.26it/s]
99/499 4.32G 0.01104 0.009678 0.004461 70 640: 86%|########5 | 144/168 [00:28<00:04, 5.26it/s]
99/499 4.32G 0.01104 0.009678 0.004461 70 640: 86%|########6 | 145/168 [00:28<00:04, 5.12it/s]
99/499 4.32G 0.01105 0.009676 0.004469 60 640: 86%|########6 | 145/168 [00:28<00:04, 5.12it/s]
99/499 4.32G 0.01105 0.009676 0.004469 60 640: 87%|########6 | 146/168 [00:28<00:04, 5.21it/s]
99/499 4.32G 0.01106 0.00967 0.004463 57 640: 87%|########6 | 146/168 [00:28<00:04, 5.21it/s]
99/499 4.32G 0.01106 0.00967 0.004463 57 640: 88%|########7 | 147/168 [00:28<00:04, 5.24it/s]
99/499 4.32G 0.01107 0.009672 0.004463 66 640: 88%|########7 | 147/168 [00:28<00:04, 5.24it/s]
99/499 4.32G 0.01107 0.009672 0.004463 66 640: 88%|########8 | 148/168 [00:28<00:03, 5.10it/s]
99/499 4.32G 0.01108 0.00968 0.004491 68 640: 88%|########8 | 148/168 [00:28<00:03, 5.10it/s]
99/499 4.32G 0.01108 0.00968 0.004491 68 640: 89%|########8 | 149/168 [00:28<00:03, 5.19it/s]
99/499 4.32G 0.01111 0.009687 0.00449 73 640: 89%|########8 | 149/168 [00:28<00:03, 5.19it/s]
99/499 4.32G 0.01111 0.009687 0.00449 73 640: 89%|########9 | 150/168 [00:28<00:03, 5.25it/s]
99/499 4.32G 0.0111 0.009678 0.004482 64 640: 89%|########9 | 150/168 [00:29<00:03, 5.25it/s]
99/499 4.32G 0.0111 0.009678 0.004482 64 640: 90%|########9 | 151/168 [00:29<00:03, 5.15it/s]
99/499 4.32G 0.0111 0.009663 0.004491 79 640: 90%|########9 | 151/168 [00:29<00:03, 5.15it/s]
99/499 4.32G 0.0111 0.009663 0.004491 79 640: 90%|######### | 152/168 [00:29<00:03, 5.22it/s]
99/499 4.32G 0.0111 0.009647 0.004494 56 640: 90%|######### | 152/168 [00:29<00:03, 5.22it/s]
99/499 4.32G 0.0111 0.009647 0.004494 56 640: 91%|#########1| 153/168 [00:29<00:02, 5.29it/s]
99/499 4.32G 0.0111 0.009646 0.004484 64 640: 91%|#########1| 153/168 [00:29<00:02, 5.29it/s]
99/499 4.32G 0.0111 0.009646 0.004484 64 640: 92%|#########1| 154/168 [00:29<00:02, 5.16it/s]
99/499 4.32G 0.01109 0.009654 0.004469 74 640: 92%|#########1| 154/168 [00:29<00:02, 5.16it/s]
99/499 4.32G 0.01109 0.009654 0.004469 74 640: 92%|#########2| 155/168 [00:29<00:02, 5.25it/s]
99/499 4.32G 0.01108 0.009656 0.004458 77 640: 92%|#########2| 155/168 [00:30<00:02, 5.25it/s]
99/499 4.32G 0.01108 0.009656 0.004458 77 640: 93%|#########2| 156/168 [00:30<00:02, 5.28it/s]
99/499 4.32G 0.01109 0.009649 0.00446 56 640: 93%|#########2| 156/168 [00:30<00:02, 5.28it/s]
99/499 4.32G 0.01109 0.009649 0.00446 56 640: 93%|#########3| 157/168 [00:30<00:02, 5.15it/s]
99/499 4.32G 0.01109 0.009645 0.004449 67 640: 93%|#########3| 157/168 [00:30<00:02, 5.15it/s]
99/499 4.32G 0.01109 0.009645 0.004449 67 640: 94%|#########4| 158/168 [00:30<00:01, 5.24it/s]
99/499 4.32G 0.01109 0.009636 0.004441 55 640: 94%|#########4| 158/168 [00:30<00:01, 5.24it/s]
99/499 4.32G 0.01109 0.009636 0.004441 55 640: 95%|#########4| 159/168 [00:30<00:01, 5.31it/s]
99/499 4.32G 0.01109 0.00963 0.004444 71 640: 95%|#########4| 159/168 [00:30<00:01, 5.31it/s]
99/499 4.32G 0.01109 0.00963 0.004444 71 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s]
99/499 4.32G 0.01112 0.009646 0.004467 63 640: 95%|#########5| 160/168 [00:31<00:01, 5.18it/s]
99/499 4.32G 0.01112 0.009646 0.004467 63 640: 96%|#########5| 161/168 [00:31<00:01, 5.18it/s]
99/499 4.32G 0.01113 0.009672 0.004453 72 640: 96%|#########5| 161/168 [00:31<00:01, 5.18it/s]
99/499 4.32G 0.01113 0.009672 0.004453 72 640: 96%|#########6| 162/168 [00:31<00:01, 5.27it/s]
99/499 4.32G 0.01113 0.009681 0.004438 75 640: 96%|#########6| 162/168 [00:31<00:01, 5.27it/s]
99/499 4.32G 0.01113 0.009681 0.004438 75 640: 97%|#########7| 163/168 [00:31<00:00, 5.16it/s]
99/499 4.32G 0.01113 0.00969 0.004432 78 640: 97%|#########7| 163/168 [00:31<00:00, 5.16it/s]
99/499 4.32G 0.01113 0.00969 0.004432 78 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s]
99/499 4.32G 0.01114 0.009693 0.00441 78 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s]
99/499 4.32G 0.01114 0.009693 0.00441 78 640: 98%|#########8| 165/168 [00:31<00:00, 5.29it/s]
99/499 4.32G 0.01114 0.0097 0.004402 63 640: 98%|#########8| 165/168 [00:32<00:00, 5.29it/s]
99/499 4.32G 0.01114 0.0097 0.004402 63 640: 99%|#########8| 166/168 [00:32<00:00, 5.15it/s]
99/499 4.32G 0.01114 0.009688 0.004404 53 640: 99%|#########8| 166/168 [00:32<00:00, 5.15it/s]
99/499 4.32G 0.01114 0.009688 0.004404 53 640: 99%|#########9| 167/168 [00:32<00:00, 5.24it/s]
99/499 4.32G 0.01115 0.009689 0.00447 25 640: 99%|#########9| 167/168 [00:32<00:00, 5.24it/s]
99/499 4.32G 0.01115 0.009689 0.00447 25 640: 100%|##########| 168/168 [00:32<00:00, 5.43it/s]
99/499 4.32G 0.01115 0.009689 0.00447 25 640: 100%|##########| 168/168 [00:32<00:00, 5.19it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.81it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s]
all 132 263 0.823 0.864 0.881 0.749
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
100/499 4.32G 0.01493 0.009171 0.001907 67 640: 0%| | 0/168 [00:00<?, ?it/s]
100/499 4.32G 0.01493 0.009171 0.001907 67 640: 1%| | 1/168 [00:00<00:34, 4.91it/s]
100/499 4.32G 0.01287 0.01052 0.002358 81 640: 1%| | 1/168 [00:00<00:34, 4.91it/s]
100/499 4.32G 0.01287 0.01052 0.002358 81 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s]
100/499 4.32G 0.01213 0.009967 0.002417 66 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s]
100/499 4.32G 0.01213 0.009967 0.002417 66 640: 2%|1 | 3/168 [00:00<00:30, 5.32it/s]
100/499 4.32G 0.01188 0.01007 0.003357 85 640: 2%|1 | 3/168 [00:00<00:30, 5.32it/s]
100/499 4.32G 0.01188 0.01007 0.003357 85 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s]
100/499 4.32G 0.01161 0.009743 0.004201 59 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s]
100/499 4.32G 0.01161 0.009743 0.004201 59 640: 3%|2 | 5/168 [00:00<00:31, 5.23it/s]
100/499 4.32G 0.01161 0.009628 0.004349 70 640: 3%|2 | 5/168 [00:01<00:31, 5.23it/s]
100/499 4.32G 0.01161 0.009628 0.004349 70 640: 4%|3 | 6/168 [00:01<00:30, 5.30it/s]
100/499 4.32G 0.01124 0.009438 0.004513 64 640: 4%|3 | 6/168 [00:01<00:30, 5.30it/s]
100/499 4.32G 0.01124 0.009438 0.004513 64 640: 4%|4 | 7/168 [00:01<00:31, 5.13it/s]
100/499 4.32G 0.01133 0.009504 0.004516 56 640: 4%|4 | 7/168 [00:01<00:31, 5.13it/s]
100/499 4.32G 0.01133 0.009504 0.004516 56 640: 5%|4 | 8/168 [00:01<00:30, 5.22it/s]
100/499 4.32G 0.01136 0.009703 0.004479 69 640: 5%|4 | 8/168 [00:01<00:30, 5.22it/s]
100/499 4.32G 0.01136 0.009703 0.004479 69 640: 5%|5 | 9/168 [00:01<00:29, 5.30it/s]
100/499 4.32G 0.01124 0.009775 0.004449 74 640: 5%|5 | 9/168 [00:01<00:29, 5.30it/s]
100/499 4.32G 0.01124 0.009775 0.004449 74 640: 6%|5 | 10/168 [00:01<00:30, 5.10it/s]
100/499 4.32G 0.01108 0.009768 0.004267 67 640: 6%|5 | 10/168 [00:02<00:30, 5.10it/s]
100/499 4.32G 0.01108 0.009768 0.004267 67 640: 7%|6 | 11/168 [00:02<00:30, 5.20it/s]
100/499 4.32G 0.01105 0.009589 0.004234 60 640: 7%|6 | 11/168 [00:02<00:30, 5.20it/s]
100/499 4.32G 0.01105 0.009589 0.004234 60 640: 7%|7 | 12/168 [00:02<00:29, 5.26it/s]
100/499 4.32G 0.01116 0.009633 0.003982 57 640: 7%|7 | 12/168 [00:02<00:29, 5.26it/s]
100/499 4.32G 0.01116 0.009633 0.003982 57 640: 8%|7 | 13/168 [00:02<00:30, 5.14it/s]
100/499 4.32G 0.01117 0.009645 0.003844 60 640: 8%|7 | 13/168 [00:02<00:30, 5.14it/s]
100/499 4.32G 0.01117 0.009645 0.003844 60 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s]
100/499 4.32G 0.01121 0.009629 0.003716 63 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s]
100/499 4.32G 0.01121 0.009629 0.003716 63 640: 9%|8 | 15/168 [00:02<00:29, 5.27it/s]
100/499 4.32G 0.01121 0.009581 0.003752 51 640: 9%|8 | 15/168 [00:03<00:29, 5.27it/s]
100/499 4.32G 0.01121 0.009581 0.003752 51 640: 10%|9 | 16/168 [00:03<00:29, 5.15it/s]
100/499 4.32G 0.01118 0.009441 0.003993 58 640: 10%|9 | 16/168 [00:03<00:29, 5.15it/s]
100/499 4.32G 0.01118 0.009441 0.003993 58 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
100/499 4.32G 0.01112 0.009564 0.00395 67 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
100/499 4.32G 0.01112 0.009564 0.00395 67 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s]
100/499 4.32G 0.01122 0.009553 0.003842 58 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s]
100/499 4.32G 0.01122 0.009553 0.003842 58 640: 11%|#1 | 19/168 [00:03<00:28, 5.16it/s]
100/499 4.32G 0.01119 0.009543 0.00376 74 640: 11%|#1 | 19/168 [00:03<00:28, 5.16it/s]
100/499 4.32G 0.01119 0.009543 0.00376 74 640: 12%|#1 | 20/168 [00:03<00:28, 5.24it/s]
100/499 4.32G 0.01123 0.009643 0.00374 64 640: 12%|#1 | 20/168 [00:04<00:28, 5.24it/s]
100/499 4.32G 0.01123 0.009643 0.00374 64 640: 12%|#2 | 21/168 [00:04<00:27, 5.29it/s]
100/499 4.32G 0.0112 0.009648 0.003709 66 640: 12%|#2 | 21/168 [00:04<00:27, 5.29it/s]
100/499 4.32G 0.0112 0.009648 0.003709 66 640: 13%|#3 | 22/168 [00:04<00:28, 5.14it/s]
100/499 4.32G 0.01115 0.009549 0.003736 55 640: 13%|#3 | 22/168 [00:04<00:28, 5.14it/s]
100/499 4.32G 0.01115 0.009549 0.003736 55 640: 14%|#3 | 23/168 [00:04<00:27, 5.20it/s]
100/499 4.32G 0.0111 0.009574 0.003707 76 640: 14%|#3 | 23/168 [00:04<00:27, 5.20it/s]
100/499 4.32G 0.0111 0.009574 0.003707 76 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
100/499 4.32G 0.01109 0.009561 0.003818 63 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
100/499 4.32G 0.01109 0.009561 0.003818 63 640: 15%|#4 | 25/168 [00:04<00:27, 5.17it/s]
100/499 4.32G 0.01116 0.009559 0.003817 64 640: 15%|#4 | 25/168 [00:04<00:27, 5.17it/s]
100/499 4.32G 0.01116 0.009559 0.003817 64 640: 15%|#5 | 26/168 [00:04<00:27, 5.26it/s]
100/499 4.32G 0.0112 0.009627 0.003935 76 640: 15%|#5 | 26/168 [00:05<00:27, 5.26it/s]
100/499 4.32G 0.0112 0.009627 0.003935 76 640: 16%|#6 | 27/168 [00:05<00:26, 5.32it/s]
100/499 4.32G 0.01128 0.00966 0.003881 65 640: 16%|#6 | 27/168 [00:05<00:26, 5.32it/s]
100/499 4.32G 0.01128 0.00966 0.003881 65 640: 17%|#6 | 28/168 [00:05<00:27, 5.17it/s]
100/499 4.32G 0.01131 0.009815 0.003838 90 640: 17%|#6 | 28/168 [00:05<00:27, 5.17it/s]
100/499 4.32G 0.01131 0.009815 0.003838 90 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s]
100/499 4.32G 0.01129 0.00982 0.003808 69 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s]
100/499 4.32G 0.01129 0.00982 0.003808 69 640: 18%|#7 | 30/168 [00:05<00:26, 5.31it/s]
100/499 4.32G 0.0113 0.009805 0.003873 71 640: 18%|#7 | 30/168 [00:05<00:26, 5.31it/s]
100/499 4.32G 0.0113 0.009805 0.003873 71 640: 18%|#8 | 31/168 [00:05<00:26, 5.17it/s]
100/499 4.32G 0.01125 0.009808 0.003887 76 640: 18%|#8 | 31/168 [00:06<00:26, 5.17it/s]
100/499 4.32G 0.01125 0.009808 0.003887 76 640: 19%|#9 | 32/168 [00:06<00:25, 5.23it/s]
100/499 4.32G 0.0112 0.009836 0.003868 74 640: 19%|#9 | 32/168 [00:06<00:25, 5.23it/s]
100/499 4.32G 0.0112 0.009836 0.003868 74 640: 20%|#9 | 33/168 [00:06<00:25, 5.29it/s]
100/499 4.32G 0.01127 0.009837 0.003933 63 640: 20%|#9 | 33/168 [00:06<00:25, 5.29it/s]
100/499 4.32G 0.01127 0.009837 0.003933 63 640: 20%|## | 34/168 [00:06<00:25, 5.16it/s]
100/499 4.32G 0.01128 0.009871 0.003941 75 640: 20%|## | 34/168 [00:06<00:25, 5.16it/s]
100/499 4.32G 0.01128 0.009871 0.003941 75 640: 21%|## | 35/168 [00:06<00:25, 5.21it/s]
100/499 4.32G 0.01128 0.009916 0.003913 68 640: 21%|## | 35/168 [00:06<00:25, 5.21it/s]
100/499 4.32G 0.01128 0.009916 0.003913 68 640: 21%|##1 | 36/168 [00:06<00:25, 5.26it/s]
100/499 4.32G 0.01126 0.009903 0.003908 64 640: 21%|##1 | 36/168 [00:07<00:25, 5.26it/s]
100/499 4.32G 0.01126 0.009903 0.003908 64 640: 22%|##2 | 37/168 [00:07<00:25, 5.14it/s]
100/499 4.32G 0.01125 0.009885 0.003982 66 640: 22%|##2 | 37/168 [00:07<00:25, 5.14it/s]
100/499 4.32G 0.01125 0.009885 0.003982 66 640: 23%|##2 | 38/168 [00:07<00:24, 5.22it/s]
100/499 4.32G 0.01131 0.009896 0.003939 67 640: 23%|##2 | 38/168 [00:07<00:24, 5.22it/s]
100/499 4.32G 0.01131 0.009896 0.003939 67 640: 23%|##3 | 39/168 [00:07<00:24, 5.29it/s]
100/499 4.32G 0.01129 0.00986 0.004037 72 640: 23%|##3 | 39/168 [00:07<00:24, 5.29it/s]
100/499 4.32G 0.01129 0.00986 0.004037 72 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s]
100/499 4.32G 0.01127 0.009847 0.004063 63 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s]
100/499 4.32G 0.01127 0.009847 0.004063 63 640: 24%|##4 | 41/168 [00:07<00:24, 5.24it/s]
100/499 4.32G 0.01124 0.009876 0.004204 100 640: 24%|##4 | 41/168 [00:08<00:24, 5.24it/s]
100/499 4.32G 0.01124 0.009876 0.004204 100 640: 25%|##5 | 42/168 [00:08<00:23, 5.31it/s]
100/499 4.32G 0.01124 0.009864 0.004176 68 640: 25%|##5 | 42/168 [00:08<00:23, 5.31it/s]
100/499 4.32G 0.01124 0.009864 0.004176 68 640: 26%|##5 | 43/168 [00:08<00:24, 5.14it/s]
100/499 4.32G 0.01128 0.009854 0.004176 51 640: 26%|##5 | 43/168 [00:08<00:24, 5.14it/s]
100/499 4.32G 0.01128 0.009854 0.004176 51 640: 26%|##6 | 44/168 [00:08<00:23, 5.21it/s]
100/499 4.32G 0.01131 0.00985 0.004151 63 640: 26%|##6 | 44/168 [00:08<00:23, 5.21it/s]
100/499 4.32G 0.01131 0.00985 0.004151 63 640: 27%|##6 | 45/168 [00:08<00:23, 5.30it/s]
100/499 4.32G 0.0113 0.00984 0.004146 71 640: 27%|##6 | 45/168 [00:08<00:23, 5.30it/s]
100/499 4.32G 0.0113 0.00984 0.004146 71 640: 27%|##7 | 46/168 [00:08<00:23, 5.14it/s]
100/499 4.32G 0.01131 0.009875 0.00414 87 640: 27%|##7 | 46/168 [00:09<00:23, 5.14it/s]
100/499 4.32G 0.01131 0.009875 0.00414 87 640: 28%|##7 | 47/168 [00:09<00:23, 5.21it/s]
100/499 4.32G 0.0113 0.009884 0.004098 74 640: 28%|##7 | 47/168 [00:09<00:23, 5.21it/s]
100/499 4.32G 0.0113 0.009884 0.004098 74 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s]
100/499 4.32G 0.01131 0.009862 0.004073 60 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s]
100/499 4.32G 0.01131 0.009862 0.004073 60 640: 29%|##9 | 49/168 [00:09<00:23, 5.11it/s]
100/499 4.32G 0.01131 0.009866 0.004079 69 640: 29%|##9 | 49/168 [00:09<00:23, 5.11it/s]
100/499 4.32G 0.01131 0.009866 0.004079 69 640: 30%|##9 | 50/168 [00:09<00:22, 5.20it/s]
100/499 4.32G 0.01131 0.009885 0.004126 71 640: 30%|##9 | 50/168 [00:09<00:22, 5.20it/s]
100/499 4.32G 0.01131 0.009885 0.004126 71 640: 30%|### | 51/168 [00:09<00:22, 5.26it/s]
100/499 4.32G 0.01129 0.009884 0.004077 67 640: 30%|### | 51/168 [00:09<00:22, 5.26it/s]
100/499 4.32G 0.01129 0.009884 0.004077 67 640: 31%|### | 52/168 [00:09<00:22, 5.11it/s]
100/499 4.32G 0.01128 0.009897 0.004062 68 640: 31%|### | 52/168 [00:10<00:22, 5.11it/s]
100/499 4.32G 0.01128 0.009897 0.004062 68 640: 32%|###1 | 53/168 [00:10<00:22, 5.18it/s]
100/499 4.32G 0.01128 0.009921 0.004024 90 640: 32%|###1 | 53/168 [00:10<00:22, 5.18it/s]
100/499 4.32G 0.01128 0.009921 0.004024 90 640: 32%|###2 | 54/168 [00:10<00:21, 5.26it/s]
100/499 4.32G 0.01128 0.009908 0.004031 62 640: 32%|###2 | 54/168 [00:10<00:21, 5.26it/s]
100/499 4.32G 0.01128 0.009908 0.004031 62 640: 33%|###2 | 55/168 [00:10<00:22, 5.11it/s]
100/499 4.32G 0.0113 0.009878 0.004 62 640: 33%|###2 | 55/168 [00:10<00:22, 5.11it/s]
100/499 4.32G 0.0113 0.009878 0.004 62 640: 33%|###3 | 56/168 [00:10<00:21, 5.22it/s]
100/499 4.32G 0.01129 0.009856 0.004043 56 640: 33%|###3 | 56/168 [00:10<00:21, 5.22it/s]
100/499 4.32G 0.01129 0.009856 0.004043 56 640: 34%|###3 | 57/168 [00:10<00:21, 5.26it/s]
100/499 4.32G 0.01131 0.009855 0.004046 61 640: 34%|###3 | 57/168 [00:11<00:21, 5.26it/s]
100/499 4.32G 0.01131 0.009855 0.004046 61 640: 35%|###4 | 58/168 [00:11<00:21, 5.14it/s]
100/499 4.32G 0.01129 0.00986 0.004063 77 640: 35%|###4 | 58/168 [00:11<00:21, 5.14it/s]
100/499 4.32G 0.01129 0.00986 0.004063 77 640: 35%|###5 | 59/168 [00:11<00:20, 5.21it/s]
100/499 4.32G 0.01129 0.009901 0.004066 87 640: 35%|###5 | 59/168 [00:11<00:20, 5.21it/s]
100/499 4.32G 0.01129 0.009901 0.004066 87 640: 36%|###5 | 60/168 [00:11<00:20, 5.28it/s]
100/499 4.32G 0.01129 0.009886 0.004039 72 640: 36%|###5 | 60/168 [00:11<00:20, 5.28it/s]
100/499 4.32G 0.01129 0.009886 0.004039 72 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
100/499 4.32G 0.01125 0.009875 0.004066 67 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
100/499 4.32G 0.01125 0.009875 0.004066 67 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s]
100/499 4.32G 0.01124 0.009879 0.004043 61 640: 37%|###6 | 62/168 [00:12<00:20, 5.26it/s]
100/499 4.32G 0.01124 0.009879 0.004043 61 640: 38%|###7 | 63/168 [00:12<00:19, 5.32it/s]
100/499 4.32G 0.01126 0.009861 0.00406 60 640: 38%|###7 | 63/168 [00:12<00:19, 5.32it/s]
100/499 4.32G 0.01126 0.009861 0.00406 60 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s]
100/499 4.32G 0.01129 0.009855 0.00416 63 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s]
100/499 4.32G 0.01129 0.009855 0.00416 63 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s]
100/499 4.32G 0.01129 0.009869 0.004139 69 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s]
100/499 4.32G 0.01129 0.009869 0.004139 69 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s]
100/499 4.32G 0.01128 0.009867 0.004088 62 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s]
100/499 4.32G 0.01128 0.009867 0.004088 62 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
100/499 4.32G 0.01126 0.00982 0.004051 42 640: 40%|###9 | 67/168 [00:13<00:19, 5.19it/s]
100/499 4.32G 0.01126 0.00982 0.004051 42 640: 40%|#### | 68/168 [00:13<00:19, 5.25it/s]
100/499 4.32G 0.01127 0.009825 0.004026 75 640: 40%|#### | 68/168 [00:13<00:19, 5.25it/s]
100/499 4.32G 0.01127 0.009825 0.004026 75 640: 41%|####1 | 69/168 [00:13<00:18, 5.28it/s]
100/499 4.32G 0.01128 0.009844 0.00402 66 640: 41%|####1 | 69/168 [00:13<00:18, 5.28it/s]
100/499 4.32G 0.01128 0.009844 0.00402 66 640: 42%|####1 | 70/168 [00:13<00:18, 5.16it/s]
100/499 4.32G 0.01128 0.009839 0.004034 73 640: 42%|####1 | 70/168 [00:13<00:18, 5.16it/s]
100/499 4.32G 0.01128 0.009839 0.004034 73 640: 42%|####2 | 71/168 [00:13<00:18, 5.24it/s]
100/499 4.32G 0.01127 0.009824 0.004062 66 640: 42%|####2 | 71/168 [00:13<00:18, 5.24it/s]
100/499 4.32G 0.01127 0.009824 0.004062 66 640: 43%|####2 | 72/168 [00:13<00:18, 5.31it/s]
100/499 4.32G 0.01125 0.009843 0.004063 94 640: 43%|####2 | 72/168 [00:13<00:18, 5.31it/s]
100/499 4.32G 0.01125 0.009843 0.004063 94 640: 43%|####3 | 73/168 [00:13<00:18, 5.16it/s]
100/499 4.32G 0.01126 0.009844 0.004061 68 640: 43%|####3 | 73/168 [00:14<00:18, 5.16it/s]
100/499 4.32G 0.01126 0.009844 0.004061 68 640: 44%|####4 | 74/168 [00:14<00:17, 5.24it/s]
100/499 4.32G 0.01125 0.009815 0.004056 57 640: 44%|####4 | 74/168 [00:14<00:17, 5.24it/s]
100/499 4.32G 0.01125 0.009815 0.004056 57 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s]
100/499 4.32G 0.01127 0.009834 0.004047 72 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s]
100/499 4.32G 0.01127 0.009834 0.004047 72 640: 45%|####5 | 76/168 [00:14<00:17, 5.14it/s]
100/499 4.32G 0.01126 0.009839 0.004013 71 640: 45%|####5 | 76/168 [00:14<00:17, 5.14it/s]
100/499 4.32G 0.01126 0.009839 0.004013 71 640: 46%|####5 | 77/168 [00:14<00:17, 5.23it/s]
100/499 4.32G 0.01126 0.009828 0.003987 69 640: 46%|####5 | 77/168 [00:14<00:17, 5.23it/s]
100/499 4.32G 0.01126 0.009828 0.003987 69 640: 46%|####6 | 78/168 [00:14<00:16, 5.31it/s]
100/499 4.32G 0.01126 0.009851 0.003956 81 640: 46%|####6 | 78/168 [00:15<00:16, 5.31it/s]
100/499 4.32G 0.01126 0.009851 0.003956 81 640: 47%|####7 | 79/168 [00:15<00:17, 5.14it/s]
100/499 4.32G 0.01126 0.009855 0.00395 64 640: 47%|####7 | 79/168 [00:15<00:17, 5.14it/s]
100/499 4.32G 0.01126 0.009855 0.00395 64 640: 48%|####7 | 80/168 [00:15<00:16, 5.25it/s]
100/499 4.32G 0.01128 0.009867 0.004002 76 640: 48%|####7 | 80/168 [00:15<00:16, 5.25it/s]
100/499 4.32G 0.01128 0.009867 0.004002 76 640: 48%|####8 | 81/168 [00:15<00:16, 5.32it/s]
100/499 4.32G 0.01128 0.009854 0.004006 65 640: 48%|####8 | 81/168 [00:15<00:16, 5.32it/s]
100/499 4.32G 0.01128 0.009854 0.004006 65 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s]
100/499 4.32G 0.0113 0.00985 0.00401 53 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s]
100/499 4.32G 0.0113 0.00985 0.00401 53 640: 49%|####9 | 83/168 [00:15<00:16, 5.19it/s]
100/499 4.32G 0.01128 0.009851 0.003987 67 640: 49%|####9 | 83/168 [00:16<00:16, 5.19it/s]
100/499 4.32G 0.01128 0.009851 0.003987 67 640: 50%|##### | 84/168 [00:16<00:15, 5.27it/s]
100/499 4.32G 0.01127 0.00985 0.004 75 640: 50%|##### | 84/168 [00:16<00:15, 5.27it/s]
100/499 4.32G 0.01127 0.00985 0.004 75 640: 51%|##### | 85/168 [00:16<00:16, 5.14it/s]
100/499 4.32G 0.01127 0.009847 0.003986 62 640: 51%|##### | 85/168 [00:16<00:16, 5.14it/s]
100/499 4.32G 0.01127 0.009847 0.003986 62 640: 51%|#####1 | 86/168 [00:16<00:15, 5.23it/s]
100/499 4.32G 0.01126 0.009849 0.003988 73 640: 51%|#####1 | 86/168 [00:16<00:15, 5.23it/s]
100/499 4.32G 0.01126 0.009849 0.003988 73 640: 52%|#####1 | 87/168 [00:16<00:15, 5.31it/s]
100/499 4.32G 0.01125 0.009865 0.003967 73 640: 52%|#####1 | 87/168 [00:16<00:15, 5.31it/s]
100/499 4.32G 0.01125 0.009865 0.003967 73 640: 52%|#####2 | 88/168 [00:16<00:15, 5.17it/s]
100/499 4.32G 0.01125 0.009852 0.003948 61 640: 52%|#####2 | 88/168 [00:17<00:15, 5.17it/s]
100/499 4.32G 0.01125 0.009852 0.003948 61 640: 53%|#####2 | 89/168 [00:17<00:15, 5.16it/s]
100/499 4.32G 0.01124 0.009862 0.003937 82 640: 53%|#####2 | 89/168 [00:17<00:15, 5.16it/s]
100/499 4.32G 0.01124 0.009862 0.003937 82 640: 54%|#####3 | 90/168 [00:17<00:14, 5.22it/s]
100/499 4.32G 0.01124 0.00985 0.003927 69 640: 54%|#####3 | 90/168 [00:17<00:14, 5.22it/s]
100/499 4.32G 0.01124 0.00985 0.003927 69 640: 54%|#####4 | 91/168 [00:17<00:15, 5.11it/s]
100/499 4.32G 0.01124 0.009855 0.003909 71 640: 54%|#####4 | 91/168 [00:17<00:15, 5.11it/s]
100/499 4.32G 0.01124 0.009855 0.003909 71 640: 55%|#####4 | 92/168 [00:17<00:14, 5.18it/s]
100/499 4.32G 0.01123 0.009849 0.003895 76 640: 55%|#####4 | 92/168 [00:17<00:14, 5.18it/s]
100/499 4.32G 0.01123 0.009849 0.003895 76 640: 55%|#####5 | 93/168 [00:17<00:14, 5.27it/s]
100/499 4.32G 0.01124 0.009857 0.003872 72 640: 55%|#####5 | 93/168 [00:18<00:14, 5.27it/s]
100/499 4.32G 0.01124 0.009857 0.003872 72 640: 56%|#####5 | 94/168 [00:18<00:14, 5.09it/s]
100/499 4.32G 0.01123 0.009874 0.003852 74 640: 56%|#####5 | 94/168 [00:18<00:14, 5.09it/s]
100/499 4.32G 0.01123 0.009874 0.003852 74 640: 57%|#####6 | 95/168 [00:18<00:14, 5.17it/s]
100/499 4.32G 0.01122 0.009862 0.003838 62 640: 57%|#####6 | 95/168 [00:18<00:14, 5.17it/s]
100/499 4.32G 0.01122 0.009862 0.003838 62 640: 57%|#####7 | 96/168 [00:18<00:13, 5.25it/s]
100/499 4.32G 0.01122 0.00987 0.003839 72 640: 57%|#####7 | 96/168 [00:18<00:13, 5.25it/s]
100/499 4.32G 0.01122 0.00987 0.003839 72 640: 58%|#####7 | 97/168 [00:18<00:13, 5.13it/s]
100/499 4.32G 0.01123 0.009883 0.003828 69 640: 58%|#####7 | 97/168 [00:18<00:13, 5.13it/s]
100/499 4.32G 0.01123 0.009883 0.003828 69 640: 58%|#####8 | 98/168 [00:18<00:13, 5.20it/s]
100/499 4.32G 0.01124 0.009898 0.003805 82 640: 58%|#####8 | 98/168 [00:18<00:13, 5.20it/s]
100/499 4.32G 0.01124 0.009898 0.003805 82 640: 59%|#####8 | 99/168 [00:18<00:13, 5.26it/s]
100/499 4.32G 0.01123 0.00989 0.003782 60 640: 59%|#####8 | 99/168 [00:19<00:13, 5.26it/s]
100/499 4.32G 0.01123 0.00989 0.003782 60 640: 60%|#####9 | 100/168 [00:19<00:13, 5.13it/s]
100/499 4.32G 0.01124 0.009884 0.003788 71 640: 60%|#####9 | 100/168 [00:19<00:13, 5.13it/s]
100/499 4.32G 0.01124 0.009884 0.003788 71 640: 60%|###### | 101/168 [00:19<00:12, 5.19it/s]
100/499 4.32G 0.01122 0.009875 0.003816 70 640: 60%|###### | 101/168 [00:19<00:12, 5.19it/s]
100/499 4.32G 0.01122 0.009875 0.003816 70 640: 61%|###### | 102/168 [00:19<00:12, 5.28it/s]
100/499 4.32G 0.01123 0.009882 0.003799 74 640: 61%|###### | 102/168 [00:19<00:12, 5.28it/s]
100/499 4.32G 0.01123 0.009882 0.003799 74 640: 61%|######1 | 103/168 [00:19<00:12, 5.15it/s]
100/499 4.32G 0.01121 0.009881 0.003818 69 640: 61%|######1 | 103/168 [00:19<00:12, 5.15it/s]
100/499 4.32G 0.01121 0.009881 0.003818 69 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s]
100/499 4.32G 0.01122 0.009865 0.003791 56 640: 62%|######1 | 104/168 [00:20<00:12, 5.24it/s]
100/499 4.32G 0.01122 0.009865 0.003791 56 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s]
100/499 4.32G 0.01122 0.009862 0.003804 68 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s]
100/499 4.32G 0.01122 0.009862 0.003804 68 640: 63%|######3 | 106/168 [00:20<00:12, 5.15it/s]
100/499 4.32G 0.01122 0.009854 0.003795 61 640: 63%|######3 | 106/168 [00:20<00:12, 5.15it/s]
100/499 4.32G 0.01122 0.009854 0.003795 61 640: 64%|######3 | 107/168 [00:20<00:11, 5.21it/s]
100/499 4.32G 0.01122 0.009866 0.003776 72 640: 64%|######3 | 107/168 [00:20<00:11, 5.21it/s]
100/499 4.32G 0.01122 0.009866 0.003776 72 640: 64%|######4 | 108/168 [00:20<00:11, 5.27it/s]
100/499 4.32G 0.01123 0.009862 0.003816 64 640: 64%|######4 | 108/168 [00:20<00:11, 5.27it/s]
100/499 4.32G 0.01123 0.009862 0.003816 64 640: 65%|######4 | 109/168 [00:20<00:11, 5.15it/s]
100/499 4.32G 0.01123 0.009888 0.003828 79 640: 65%|######4 | 109/168 [00:21<00:11, 5.15it/s]
100/499 4.32G 0.01123 0.009888 0.003828 79 640: 65%|######5 | 110/168 [00:21<00:11, 5.25it/s]
100/499 4.32G 0.01122 0.009877 0.003804 69 640: 65%|######5 | 110/168 [00:21<00:11, 5.25it/s]
100/499 4.32G 0.01122 0.009877 0.003804 69 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
100/499 4.32G 0.01123 0.009873 0.003811 57 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
100/499 4.32G 0.01123 0.009873 0.003811 57 640: 67%|######6 | 112/168 [00:21<00:10, 5.14it/s]
100/499 4.32G 0.01125 0.009902 0.003806 83 640: 67%|######6 | 112/168 [00:21<00:10, 5.14it/s]
100/499 4.32G 0.01125 0.009902 0.003806 83 640: 67%|######7 | 113/168 [00:21<00:10, 5.21it/s]
100/499 4.32G 0.01126 0.009892 0.003789 63 640: 67%|######7 | 113/168 [00:21<00:10, 5.21it/s]
100/499 4.32G 0.01126 0.009892 0.003789 63 640: 68%|######7 | 114/168 [00:21<00:10, 5.28it/s]
100/499 4.32G 0.01125 0.009883 0.003796 68 640: 68%|######7 | 114/168 [00:22<00:10, 5.28it/s]
100/499 4.32G 0.01125 0.009883 0.003796 68 640: 68%|######8 | 115/168 [00:22<00:10, 5.14it/s]
100/499 4.32G 0.01125 0.009864 0.003815 66 640: 68%|######8 | 115/168 [00:22<00:10, 5.14it/s]
100/499 4.32G 0.01125 0.009864 0.003815 66 640: 69%|######9 | 116/168 [00:22<00:09, 5.21it/s]
100/499 4.32G 0.01124 0.009865 0.00383 69 640: 69%|######9 | 116/168 [00:22<00:09, 5.21it/s]
100/499 4.32G 0.01124 0.009865 0.00383 69 640: 70%|######9 | 117/168 [00:22<00:09, 5.30it/s]
100/499 4.32G 0.01124 0.009883 0.003828 92 640: 70%|######9 | 117/168 [00:22<00:09, 5.30it/s]
100/499 4.32G 0.01124 0.009883 0.003828 92 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s]
100/499 4.32G 0.01124 0.009902 0.00381 78 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s]
100/499 4.32G 0.01124 0.009902 0.00381 78 640: 71%|####### | 119/168 [00:22<00:09, 5.22it/s]
100/499 4.32G 0.01123 0.0099 0.003798 67 640: 71%|####### | 119/168 [00:22<00:09, 5.22it/s]
100/499 4.32G 0.01123 0.0099 0.003798 67 640: 71%|#######1 | 120/168 [00:22<00:09, 5.31it/s]
100/499 4.32G 0.01123 0.009908 0.003814 78 640: 71%|#######1 | 120/168 [00:23<00:09, 5.31it/s]
100/499 4.32G 0.01123 0.009908 0.003814 78 640: 72%|#######2 | 121/168 [00:23<00:09, 5.12it/s]
100/499 4.32G 0.01123 0.009905 0.003805 65 640: 72%|#######2 | 121/168 [00:23<00:09, 5.12it/s]
100/499 4.32G 0.01123 0.009905 0.003805 65 640: 73%|#######2 | 122/168 [00:23<00:08, 5.22it/s]
100/499 4.32G 0.01123 0.009916 0.003815 85 640: 73%|#######2 | 122/168 [00:23<00:08, 5.22it/s]
100/499 4.32G 0.01123 0.009916 0.003815 85 640: 73%|#######3 | 123/168 [00:23<00:08, 5.30it/s]
100/499 4.32G 0.01124 0.009926 0.003806 74 640: 73%|#######3 | 123/168 [00:23<00:08, 5.30it/s]
100/499 4.32G 0.01124 0.009926 0.003806 74 640: 74%|#######3 | 124/168 [00:23<00:08, 5.15it/s]
100/499 4.32G 0.01123 0.009921 0.003792 72 640: 74%|#######3 | 124/168 [00:23<00:08, 5.15it/s]
100/499 4.32G 0.01123 0.009921 0.003792 72 640: 74%|#######4 | 125/168 [00:23<00:08, 5.21it/s]
100/499 4.32G 0.01124 0.009922 0.003785 74 640: 74%|#######4 | 125/168 [00:24<00:08, 5.21it/s]
100/499 4.32G 0.01124 0.009922 0.003785 74 640: 75%|#######5 | 126/168 [00:24<00:07, 5.28it/s]
100/499 4.32G 0.01123 0.009905 0.003791 67 640: 75%|#######5 | 126/168 [00:24<00:07, 5.28it/s]
100/499 4.32G 0.01123 0.009905 0.003791 67 640: 76%|#######5 | 127/168 [00:24<00:07, 5.13it/s]
100/499 4.32G 0.01123 0.009905 0.003798 63 640: 76%|#######5 | 127/168 [00:24<00:07, 5.13it/s]
100/499 4.32G 0.01123 0.009905 0.003798 63 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s]
100/499 4.32G 0.01122 0.009904 0.003791 79 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s]
100/499 4.32G 0.01122 0.009904 0.003791 79 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s]
100/499 4.32G 0.01123 0.00991 0.003806 67 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s]
100/499 4.32G 0.01123 0.00991 0.003806 67 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s]
100/499 4.32G 0.01123 0.009903 0.003798 73 640: 77%|#######7 | 130/168 [00:25<00:07, 5.17it/s]
100/499 4.32G 0.01123 0.009903 0.003798 73 640: 78%|#######7 | 131/168 [00:25<00:07, 5.22it/s]
100/499 4.32G 0.01123 0.009905 0.003818 75 640: 78%|#######7 | 131/168 [00:25<00:07, 5.22it/s]
100/499 4.32G 0.01123 0.009905 0.003818 75 640: 79%|#######8 | 132/168 [00:25<00:06, 5.26it/s]
100/499 4.32G 0.01122 0.009898 0.003804 69 640: 79%|#######8 | 132/168 [00:25<00:06, 5.26it/s]
100/499 4.32G 0.01122 0.009898 0.003804 69 640: 79%|#######9 | 133/168 [00:25<00:06, 5.14it/s]
100/499 4.32G 0.01121 0.0099 0.003804 69 640: 79%|#######9 | 133/168 [00:25<00:06, 5.14it/s]
100/499 4.32G 0.01121 0.0099 0.003804 69 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s]
100/499 4.32G 0.01121 0.009896 0.003784 70 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s]
100/499 4.32G 0.01121 0.009896 0.003784 70 640: 80%|######## | 135/168 [00:25<00:06, 5.29it/s]
100/499 4.32G 0.01119 0.009878 0.003816 69 640: 80%|######## | 135/168 [00:26<00:06, 5.29it/s]
100/499 4.32G 0.01119 0.009878 0.003816 69 640: 81%|######## | 136/168 [00:26<00:06, 5.15it/s]
100/499 4.32G 0.01118 0.009874 0.003799 64 640: 81%|######## | 136/168 [00:26<00:06, 5.15it/s]
100/499 4.32G 0.01118 0.009874 0.003799 64 640: 82%|########1 | 137/168 [00:26<00:05, 5.24it/s]
100/499 4.32G 0.01117 0.00986 0.00381 64 640: 82%|########1 | 137/168 [00:26<00:05, 5.24it/s]
100/499 4.32G 0.01117 0.00986 0.00381 64 640: 82%|########2 | 138/168 [00:26<00:05, 5.30it/s]
100/499 4.32G 0.01118 0.009862 0.003799 65 640: 82%|########2 | 138/168 [00:26<00:05, 5.30it/s]
100/499 4.32G 0.01118 0.009862 0.003799 65 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s]
100/499 4.32G 0.01118 0.009867 0.003789 72 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s]
100/499 4.32G 0.01118 0.009867 0.003789 72 640: 83%|########3 | 140/168 [00:26<00:05, 5.25it/s]
100/499 4.32G 0.01117 0.009881 0.003799 80 640: 83%|########3 | 140/168 [00:27<00:05, 5.25it/s]
100/499 4.32G 0.01117 0.009881 0.003799 80 640: 84%|########3 | 141/168 [00:27<00:05, 5.24it/s]
100/499 4.32G 0.01117 0.009863 0.003785 53 640: 84%|########3 | 141/168 [00:27<00:05, 5.24it/s]
100/499 4.32G 0.01117 0.009863 0.003785 53 640: 85%|########4 | 142/168 [00:27<00:05, 5.10it/s]
100/499 4.32G 0.01117 0.009874 0.003778 86 640: 85%|########4 | 142/168 [00:27<00:05, 5.10it/s]
100/499 4.32G 0.01117 0.009874 0.003778 86 640: 85%|########5 | 143/168 [00:27<00:04, 5.20it/s]
100/499 4.32G 0.01115 0.009879 0.003777 83 640: 85%|########5 | 143/168 [00:27<00:04, 5.20it/s]
100/499 4.32G 0.01115 0.009879 0.003777 83 640: 86%|########5 | 144/168 [00:27<00:04, 5.27it/s]
100/499 4.32G 0.01115 0.009884 0.003777 75 640: 86%|########5 | 144/168 [00:27<00:04, 5.27it/s]
100/499 4.32G 0.01115 0.009884 0.003777 75 640: 86%|########6 | 145/168 [00:27<00:04, 5.10it/s]
100/499 4.32G 0.01114 0.009886 0.003777 77 640: 86%|########6 | 145/168 [00:27<00:04, 5.10it/s]
100/499 4.32G 0.01114 0.009886 0.003777 77 640: 87%|########6 | 146/168 [00:27<00:04, 5.19it/s]
100/499 4.32G 0.01115 0.009894 0.003771 66 640: 87%|########6 | 146/168 [00:28<00:04, 5.19it/s]
100/499 4.32G 0.01115 0.009894 0.003771 66 640: 88%|########7 | 147/168 [00:28<00:03, 5.27it/s]
100/499 4.32G 0.01116 0.009885 0.003775 72 640: 88%|########7 | 147/168 [00:28<00:03, 5.27it/s]
100/499 4.32G 0.01116 0.009885 0.003775 72 640: 88%|########8 | 148/168 [00:28<00:03, 5.10it/s]
100/499 4.32G 0.01116 0.009869 0.003766 63 640: 88%|########8 | 148/168 [00:28<00:03, 5.10it/s]
100/499 4.32G 0.01116 0.009869 0.003766 63 640: 89%|########8 | 149/168 [00:28<00:03, 5.18it/s]
100/499 4.32G 0.01116 0.0099 0.003753 81 640: 89%|########8 | 149/168 [00:28<00:03, 5.18it/s]
100/499 4.32G 0.01116 0.0099 0.003753 81 640: 89%|########9 | 150/168 [00:28<00:03, 5.24it/s]
100/499 4.32G 0.01114 0.009902 0.003776 63 640: 89%|########9 | 150/168 [00:28<00:03, 5.24it/s]
100/499 4.32G 0.01114 0.009902 0.003776 63 640: 90%|########9 | 151/168 [00:28<00:03, 5.11it/s]
100/499 4.32G 0.01114 0.009908 0.00377 72 640: 90%|########9 | 151/168 [00:29<00:03, 5.11it/s]
100/499 4.32G 0.01114 0.009908 0.00377 72 640: 90%|######### | 152/168 [00:29<00:03, 5.10it/s]
100/499 4.32G 0.01113 0.009891 0.003773 60 640: 90%|######### | 152/168 [00:29<00:03, 5.10it/s]
100/499 4.32G 0.01113 0.009891 0.003773 60 640: 91%|#########1| 153/168 [00:29<00:02, 5.20it/s]
100/499 4.32G 0.01112 0.00988 0.00377 63 640: 91%|#########1| 153/168 [00:29<00:02, 5.20it/s]
100/499 4.32G 0.01112 0.00988 0.00377 63 640: 92%|#########1| 154/168 [00:29<00:02, 5.11it/s]
100/499 4.32G 0.01111 0.00988 0.003767 73 640: 92%|#########1| 154/168 [00:29<00:02, 5.11it/s]
100/499 4.32G 0.01111 0.00988 0.003767 73 640: 92%|#########2| 155/168 [00:29<00:02, 5.20it/s]
100/499 4.32G 0.01112 0.009878 0.003793 71 640: 92%|#########2| 155/168 [00:29<00:02, 5.20it/s]
100/499 4.32G 0.01112 0.009878 0.003793 71 640: 93%|#########2| 156/168 [00:29<00:02, 5.25it/s]
100/499 4.32G 0.01111 0.009868 0.003789 64 640: 93%|#########2| 156/168 [00:30<00:02, 5.25it/s]
100/499 4.32G 0.01111 0.009868 0.003789 64 640: 93%|#########3| 157/168 [00:30<00:02, 5.12it/s]
100/499 4.32G 0.01112 0.009873 0.003779 71 640: 93%|#########3| 157/168 [00:30<00:02, 5.12it/s]
100/499 4.32G 0.01112 0.009873 0.003779 71 640: 94%|#########4| 158/168 [00:30<00:01, 5.21it/s]
100/499 4.32G 0.01111 0.009874 0.003786 80 640: 94%|#########4| 158/168 [00:30<00:01, 5.21it/s]
100/499 4.32G 0.01111 0.009874 0.003786 80 640: 95%|#########4| 159/168 [00:30<00:01, 5.25it/s]
100/499 4.32G 0.0111 0.00987 0.003774 68 640: 95%|#########4| 159/168 [00:30<00:01, 5.25it/s]
100/499 4.32G 0.0111 0.00987 0.003774 68 640: 95%|#########5| 160/168 [00:30<00:01, 5.11it/s]
100/499 4.32G 0.01111 0.009869 0.003779 69 640: 95%|#########5| 160/168 [00:30<00:01, 5.11it/s]
100/499 4.32G 0.01111 0.009869 0.003779 69 640: 96%|#########5| 161/168 [00:30<00:01, 5.20it/s]
100/499 4.32G 0.01111 0.009865 0.003783 69 640: 96%|#########5| 161/168 [00:31<00:01, 5.20it/s]
100/499 4.32G 0.01111 0.009865 0.003783 69 640: 96%|#########6| 162/168 [00:31<00:01, 5.29it/s]
100/499 4.32G 0.0111 0.009858 0.0038 62 640: 96%|#########6| 162/168 [00:31<00:01, 5.29it/s]
100/499 4.32G 0.0111 0.009858 0.0038 62 640: 97%|#########7| 163/168 [00:31<00:00, 5.18it/s]
100/499 4.32G 0.0111 0.009855 0.003839 68 640: 97%|#########7| 163/168 [00:31<00:00, 5.18it/s]
100/499 4.32G 0.0111 0.009855 0.003839 68 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s]
100/499 4.32G 0.0111 0.009868 0.003847 73 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s]
100/499 4.32G 0.0111 0.009868 0.003847 73 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s]
100/499 4.32G 0.0111 0.00986 0.003862 68 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s]
100/499 4.32G 0.0111 0.00986 0.003862 68 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s]
100/499 4.32G 0.01111 0.00985 0.003859 57 640: 99%|#########8| 166/168 [00:32<00:00, 5.21it/s]
100/499 4.32G 0.01111 0.00985 0.003859 57 640: 99%|#########9| 167/168 [00:32<00:00, 5.28it/s]
100/499 4.32G 0.01111 0.009863 0.003849 35 640: 99%|#########9| 167/168 [00:32<00:00, 5.28it/s]
100/499 4.32G 0.01111 0.009863 0.003849 35 640: 100%|##########| 168/168 [00:32<00:00, 5.46it/s]
100/499 4.32G 0.01111 0.009863 0.003849 35 640: 100%|##########| 168/168 [00:32<00:00, 5.22it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s]
all 132 263 0.85 0.867 0.879 0.759
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
101/499 4.32G 0.01548 0.009426 0.003564 58 640: 0%| | 0/168 [00:00<?, ?it/s]
101/499 4.32G 0.01548 0.009426 0.003564 58 640: 1%| | 1/168 [00:00<00:34, 4.86it/s]
101/499 4.32G 0.01377 0.00955 0.005811 58 640: 1%| | 1/168 [00:00<00:34, 4.86it/s]
101/499 4.32G 0.01377 0.00955 0.005811 58 640: 1%|1 | 2/168 [00:00<00:32, 5.18it/s]
101/499 4.32G 0.01377 0.01056 0.004861 75 640: 1%|1 | 2/168 [00:00<00:32, 5.18it/s]
101/499 4.32G 0.01377 0.01056 0.004861 75 640: 2%|1 | 3/168 [00:00<00:31, 5.27it/s]
101/499 4.32G 0.01286 0.00963 0.004878 61 640: 2%|1 | 3/168 [00:00<00:31, 5.27it/s]
101/499 4.32G 0.01286 0.00963 0.004878 61 640: 2%|2 | 4/168 [00:00<00:32, 5.10it/s]
101/499 4.32G 0.01246 0.009565 0.004076 73 640: 2%|2 | 4/168 [00:00<00:32, 5.10it/s]
101/499 4.32G 0.01246 0.009565 0.004076 73 640: 3%|2 | 5/168 [00:00<00:31, 5.20it/s]
101/499 4.32G 0.01207 0.009521 0.003878 66 640: 3%|2 | 5/168 [00:01<00:31, 5.20it/s]
101/499 4.32G 0.01207 0.009521 0.003878 66 640: 4%|3 | 6/168 [00:01<00:30, 5.30it/s]
101/499 4.32G 0.0119 0.009667 0.003801 80 640: 4%|3 | 6/168 [00:01<00:30, 5.30it/s]
101/499 4.32G 0.0119 0.009667 0.003801 80 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s]
101/499 4.32G 0.01176 0.009796 0.004132 72 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s]
101/499 4.32G 0.01176 0.009796 0.004132 72 640: 5%|4 | 8/168 [00:01<00:30, 5.23it/s]
101/499 4.32G 0.01177 0.009808 0.004001 70 640: 5%|4 | 8/168 [00:01<00:30, 5.23it/s]
101/499 4.32G 0.01177 0.009808 0.004001 70 640: 5%|5 | 9/168 [00:01<00:30, 5.28it/s]
101/499 4.32G 0.01168 0.01001 0.004072 88 640: 5%|5 | 9/168 [00:01<00:30, 5.28it/s]
101/499 4.32G 0.01168 0.01001 0.004072 88 640: 6%|5 | 10/168 [00:01<00:30, 5.11it/s]
101/499 4.32G 0.01149 0.009696 0.004055 50 640: 6%|5 | 10/168 [00:02<00:30, 5.11it/s]
101/499 4.32G 0.01149 0.009696 0.004055 50 640: 7%|6 | 11/168 [00:02<00:30, 5.22it/s]
101/499 4.32G 0.01158 0.009647 0.004013 65 640: 7%|6 | 11/168 [00:02<00:30, 5.22it/s]
101/499 4.32G 0.01158 0.009647 0.004013 65 640: 7%|7 | 12/168 [00:02<00:29, 5.28it/s]
101/499 4.32G 0.01156 0.009756 0.004153 82 640: 7%|7 | 12/168 [00:02<00:29, 5.28it/s]
101/499 4.32G 0.01156 0.009756 0.004153 82 640: 8%|7 | 13/168 [00:02<00:30, 5.14it/s]
101/499 4.32G 0.01145 0.00981 0.004071 83 640: 8%|7 | 13/168 [00:02<00:30, 5.14it/s]
101/499 4.32G 0.01145 0.00981 0.004071 83 640: 8%|8 | 14/168 [00:02<00:29, 5.19it/s]
101/499 4.32G 0.01141 0.009845 0.003964 82 640: 8%|8 | 14/168 [00:02<00:29, 5.19it/s]
101/499 4.32G 0.01141 0.009845 0.003964 82 640: 9%|8 | 15/168 [00:02<00:29, 5.27it/s]
101/499 4.32G 0.01153 0.009802 0.004015 70 640: 9%|8 | 15/168 [00:03<00:29, 5.27it/s]
101/499 4.32G 0.01153 0.009802 0.004015 70 640: 10%|9 | 16/168 [00:03<00:29, 5.14it/s]
101/499 4.32G 0.01154 0.00978 0.004075 66 640: 10%|9 | 16/168 [00:03<00:29, 5.14it/s]
101/499 4.32G 0.01154 0.00978 0.004075 66 640: 10%|# | 17/168 [00:03<00:28, 5.21it/s]
101/499 4.32G 0.01146 0.009877 0.003981 73 640: 10%|# | 17/168 [00:03<00:28, 5.21it/s]
101/499 4.32G 0.01146 0.009877 0.003981 73 640: 11%|# | 18/168 [00:03<00:28, 5.26it/s]
101/499 4.32G 0.01139 0.00987 0.003983 66 640: 11%|# | 18/168 [00:03<00:28, 5.26it/s]
101/499 4.32G 0.01139 0.00987 0.003983 66 640: 11%|#1 | 19/168 [00:03<00:28, 5.15it/s]
101/499 4.32G 0.01133 0.009802 0.003946 63 640: 11%|#1 | 19/168 [00:03<00:28, 5.15it/s]
101/499 4.32G 0.01133 0.009802 0.003946 63 640: 12%|#1 | 20/168 [00:03<00:28, 5.21it/s]
101/499 4.32G 0.01124 0.009819 0.004002 75 640: 12%|#1 | 20/168 [00:04<00:28, 5.21it/s]
101/499 4.32G 0.01124 0.009819 0.004002 75 640: 12%|#2 | 21/168 [00:04<00:27, 5.29it/s]
101/499 4.32G 0.01119 0.009855 0.004041 65 640: 12%|#2 | 21/168 [00:04<00:27, 5.29it/s]
101/499 4.32G 0.01119 0.009855 0.004041 65 640: 13%|#3 | 22/168 [00:04<00:28, 5.17it/s]
101/499 4.32G 0.01126 0.00975 0.004159 52 640: 13%|#3 | 22/168 [00:04<00:28, 5.17it/s]
101/499 4.32G 0.01126 0.00975 0.004159 52 640: 14%|#3 | 23/168 [00:04<00:27, 5.26it/s]
101/499 4.32G 0.01128 0.009698 0.00413 59 640: 14%|#3 | 23/168 [00:04<00:27, 5.26it/s]
101/499 4.32G 0.01128 0.009698 0.00413 59 640: 14%|#4 | 24/168 [00:04<00:27, 5.32it/s]
101/499 4.32G 0.01123 0.009729 0.004217 74 640: 14%|#4 | 24/168 [00:04<00:27, 5.32it/s]
101/499 4.32G 0.01123 0.009729 0.004217 74 640: 15%|#4 | 25/168 [00:04<00:27, 5.15it/s]
101/499 4.32G 0.01122 0.009693 0.004212 72 640: 15%|#4 | 25/168 [00:04<00:27, 5.15it/s]
101/499 4.32G 0.01122 0.009693 0.004212 72 640: 15%|#5 | 26/168 [00:04<00:27, 5.24it/s]
101/499 4.32G 0.01119 0.009659 0.004093 62 640: 15%|#5 | 26/168 [00:05<00:27, 5.24it/s]
101/499 4.32G 0.01119 0.009659 0.004093 62 640: 16%|#6 | 27/168 [00:05<00:26, 5.30it/s]
101/499 4.32G 0.01113 0.009613 0.004024 58 640: 16%|#6 | 27/168 [00:05<00:26, 5.30it/s]
101/499 4.32G 0.01113 0.009613 0.004024 58 640: 17%|#6 | 28/168 [00:05<00:27, 5.14it/s]
101/499 4.32G 0.01106 0.009507 0.003999 54 640: 17%|#6 | 28/168 [00:05<00:27, 5.14it/s]
101/499 4.32G 0.01106 0.009507 0.003999 54 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s]
101/499 4.32G 0.0111 0.009476 0.004029 64 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s]
101/499 4.32G 0.0111 0.009476 0.004029 64 640: 18%|#7 | 30/168 [00:05<00:26, 5.28it/s]
101/499 4.32G 0.01118 0.009509 0.004094 61 640: 18%|#7 | 30/168 [00:05<00:26, 5.28it/s]
101/499 4.32G 0.01118 0.009509 0.004094 61 640: 18%|#8 | 31/168 [00:05<00:26, 5.14it/s]
101/499 4.32G 0.01113 0.009571 0.004154 84 640: 18%|#8 | 31/168 [00:06<00:26, 5.14it/s]
101/499 4.32G 0.01113 0.009571 0.004154 84 640: 19%|#9 | 32/168 [00:06<00:25, 5.24it/s]
101/499 4.32G 0.01115 0.009561 0.004196 57 640: 19%|#9 | 32/168 [00:06<00:25, 5.24it/s]
101/499 4.32G 0.01115 0.009561 0.004196 57 640: 20%|#9 | 33/168 [00:06<00:25, 5.28it/s]
101/499 4.32G 0.01114 0.009598 0.004306 66 640: 20%|#9 | 33/168 [00:06<00:25, 5.28it/s]
101/499 4.32G 0.01114 0.009598 0.004306 66 640: 20%|## | 34/168 [00:06<00:26, 5.13it/s]
101/499 4.32G 0.01117 0.009576 0.004312 69 640: 20%|## | 34/168 [00:06<00:26, 5.13it/s]
101/499 4.32G 0.01117 0.009576 0.004312 69 640: 21%|## | 35/168 [00:06<00:25, 5.19it/s]
101/499 4.32G 0.01112 0.009543 0.00421 69 640: 21%|## | 35/168 [00:06<00:25, 5.19it/s]
101/499 4.32G 0.01112 0.009543 0.00421 69 640: 21%|##1 | 36/168 [00:06<00:25, 5.28it/s]
101/499 4.32G 0.0111 0.009555 0.004169 63 640: 21%|##1 | 36/168 [00:07<00:25, 5.28it/s]
101/499 4.32G 0.0111 0.009555 0.004169 63 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s]
101/499 4.32G 0.01114 0.009579 0.004264 64 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s]
101/499 4.32G 0.01114 0.009579 0.004264 64 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
101/499 4.32G 0.01111 0.009538 0.00424 63 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
101/499 4.32G 0.01111 0.009538 0.00424 63 640: 23%|##3 | 39/168 [00:07<00:24, 5.31it/s]
101/499 4.32G 0.01114 0.009571 0.004311 71 640: 23%|##3 | 39/168 [00:07<00:24, 5.31it/s]
101/499 4.32G 0.01114 0.009571 0.004311 71 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s]
101/499 4.32G 0.01111 0.009544 0.004279 65 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s]
101/499 4.32G 0.01111 0.009544 0.004279 65 640: 24%|##4 | 41/168 [00:07<00:24, 5.24it/s]
101/499 4.32G 0.01111 0.009542 0.004281 67 640: 24%|##4 | 41/168 [00:08<00:24, 5.24it/s]
101/499 4.32G 0.01111 0.009542 0.004281 67 640: 25%|##5 | 42/168 [00:08<00:23, 5.27it/s]
101/499 4.32G 0.01114 0.009533 0.004304 64 640: 25%|##5 | 42/168 [00:08<00:23, 5.27it/s]
101/499 4.32G 0.01114 0.009533 0.004304 64 640: 26%|##5 | 43/168 [00:08<00:24, 5.16it/s]
101/499 4.32G 0.01113 0.009551 0.004338 72 640: 26%|##5 | 43/168 [00:08<00:24, 5.16it/s]
101/499 4.32G 0.01113 0.009551 0.004338 72 640: 26%|##6 | 44/168 [00:08<00:23, 5.24it/s]
101/499 4.32G 0.01112 0.009537 0.004321 61 640: 26%|##6 | 44/168 [00:08<00:23, 5.24it/s]
101/499 4.32G 0.01112 0.009537 0.004321 61 640: 27%|##6 | 45/168 [00:08<00:23, 5.30it/s]
101/499 4.32G 0.01111 0.009543 0.004431 72 640: 27%|##6 | 45/168 [00:08<00:23, 5.30it/s]
101/499 4.32G 0.01111 0.009543 0.004431 72 640: 27%|##7 | 46/168 [00:08<00:23, 5.16it/s]
101/499 4.32G 0.01113 0.009597 0.004444 78 640: 27%|##7 | 46/168 [00:09<00:23, 5.16it/s]
101/499 4.32G 0.01113 0.009597 0.004444 78 640: 28%|##7 | 47/168 [00:09<00:23, 5.24it/s]
101/499 4.32G 0.0111 0.009584 0.004433 54 640: 28%|##7 | 47/168 [00:09<00:23, 5.24it/s]
101/499 4.32G 0.0111 0.009584 0.004433 54 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
101/499 4.32G 0.01113 0.009626 0.004441 75 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
101/499 4.32G 0.01113 0.009626 0.004441 75 640: 29%|##9 | 49/168 [00:09<00:23, 5.17it/s]
101/499 4.32G 0.01113 0.009661 0.004432 77 640: 29%|##9 | 49/168 [00:09<00:23, 5.17it/s]
101/499 4.32G 0.01113 0.009661 0.004432 77 640: 30%|##9 | 50/168 [00:09<00:22, 5.26it/s]
101/499 4.32G 0.01113 0.009685 0.004413 88 640: 30%|##9 | 50/168 [00:09<00:22, 5.26it/s]
101/499 4.32G 0.01113 0.009685 0.004413 88 640: 30%|### | 51/168 [00:09<00:22, 5.30it/s]
101/499 4.32G 0.01113 0.009698 0.004422 84 640: 30%|### | 51/168 [00:09<00:22, 5.30it/s]
101/499 4.32G 0.01113 0.009698 0.004422 84 640: 31%|### | 52/168 [00:09<00:22, 5.18it/s]
101/499 4.32G 0.01115 0.009745 0.004379 75 640: 31%|### | 52/168 [00:10<00:22, 5.18it/s]
101/499 4.32G 0.01115 0.009745 0.004379 75 640: 32%|###1 | 53/168 [00:10<00:22, 5.20it/s]
101/499 4.32G 0.01118 0.009739 0.004332 60 640: 32%|###1 | 53/168 [00:10<00:22, 5.20it/s]
101/499 4.32G 0.01118 0.009739 0.004332 60 640: 32%|###2 | 54/168 [00:10<00:21, 5.26it/s]
101/499 4.32G 0.01117 0.009724 0.004313 63 640: 32%|###2 | 54/168 [00:10<00:21, 5.26it/s]
101/499 4.32G 0.01117 0.009724 0.004313 63 640: 33%|###2 | 55/168 [00:10<00:22, 5.11it/s]
101/499 4.32G 0.01118 0.009704 0.004278 63 640: 33%|###2 | 55/168 [00:10<00:22, 5.11it/s]
101/499 4.32G 0.01118 0.009704 0.004278 63 640: 33%|###3 | 56/168 [00:10<00:21, 5.19it/s]
101/499 4.32G 0.01117 0.009693 0.004252 64 640: 33%|###3 | 56/168 [00:10<00:21, 5.19it/s]
101/499 4.32G 0.01117 0.009693 0.004252 64 640: 34%|###3 | 57/168 [00:10<00:21, 5.24it/s]
101/499 4.32G 0.01117 0.009681 0.004234 74 640: 34%|###3 | 57/168 [00:11<00:21, 5.24it/s]
101/499 4.32G 0.01117 0.009681 0.004234 74 640: 35%|###4 | 58/168 [00:11<00:21, 5.11it/s]
101/499 4.32G 0.01117 0.00971 0.004267 75 640: 35%|###4 | 58/168 [00:11<00:21, 5.11it/s]
101/499 4.32G 0.01117 0.00971 0.004267 75 640: 35%|###5 | 59/168 [00:11<00:20, 5.21it/s]
101/499 4.32G 0.01116 0.009726 0.004246 69 640: 35%|###5 | 59/168 [00:11<00:20, 5.21it/s]
101/499 4.32G 0.01116 0.009726 0.004246 69 640: 36%|###5 | 60/168 [00:11<00:20, 5.27it/s]
101/499 4.32G 0.01117 0.009715 0.00424 55 640: 36%|###5 | 60/168 [00:11<00:20, 5.27it/s]
101/499 4.32G 0.01117 0.009715 0.00424 55 640: 36%|###6 | 61/168 [00:11<00:20, 5.14it/s]
101/499 4.32G 0.0112 0.009691 0.004199 50 640: 36%|###6 | 61/168 [00:11<00:20, 5.14it/s]
101/499 4.32G 0.0112 0.009691 0.004199 50 640: 37%|###6 | 62/168 [00:11<00:20, 5.16it/s]
101/499 4.32G 0.01122 0.009674 0.004181 58 640: 37%|###6 | 62/168 [00:12<00:20, 5.16it/s]
101/499 4.32G 0.01122 0.009674 0.004181 58 640: 38%|###7 | 63/168 [00:12<00:19, 5.25it/s]
101/499 4.32G 0.01123 0.009677 0.004189 74 640: 38%|###7 | 63/168 [00:12<00:19, 5.25it/s]
101/499 4.32G 0.01123 0.009677 0.004189 74 640: 38%|###8 | 64/168 [00:12<00:20, 5.13it/s]
101/499 4.32G 0.01124 0.00964 0.004185 50 640: 38%|###8 | 64/168 [00:12<00:20, 5.13it/s]
101/499 4.32G 0.01124 0.00964 0.004185 50 640: 39%|###8 | 65/168 [00:12<00:19, 5.23it/s]
101/499 4.32G 0.01124 0.009635 0.004229 75 640: 39%|###8 | 65/168 [00:12<00:19, 5.23it/s]
101/499 4.32G 0.01124 0.009635 0.004229 75 640: 39%|###9 | 66/168 [00:12<00:19, 5.29it/s]
101/499 4.32G 0.01124 0.009632 0.004219 62 640: 39%|###9 | 66/168 [00:12<00:19, 5.29it/s]
101/499 4.32G 0.01124 0.009632 0.004219 62 640: 40%|###9 | 67/168 [00:12<00:19, 5.07it/s]
101/499 4.32G 0.01123 0.00961 0.004177 57 640: 40%|###9 | 67/168 [00:13<00:19, 5.07it/s]
101/499 4.32G 0.01123 0.00961 0.004177 57 640: 40%|#### | 68/168 [00:13<00:19, 5.19it/s]
101/499 4.32G 0.01121 0.00963 0.004176 85 640: 40%|#### | 68/168 [00:13<00:19, 5.19it/s]
101/499 4.32G 0.01121 0.00963 0.004176 85 640: 41%|####1 | 69/168 [00:13<00:18, 5.26it/s]
101/499 4.32G 0.01121 0.009629 0.004169 61 640: 41%|####1 | 69/168 [00:13<00:18, 5.26it/s]
101/499 4.32G 0.01121 0.009629 0.004169 61 640: 42%|####1 | 70/168 [00:13<00:19, 5.14it/s]
101/499 4.32G 0.01122 0.009636 0.004156 67 640: 42%|####1 | 70/168 [00:13<00:19, 5.14it/s]
101/499 4.32G 0.01122 0.009636 0.004156 67 640: 42%|####2 | 71/168 [00:13<00:18, 5.22it/s]
101/499 4.32G 0.01122 0.009662 0.004137 70 640: 42%|####2 | 71/168 [00:13<00:18, 5.22it/s]
101/499 4.32G 0.01122 0.009662 0.004137 70 640: 43%|####2 | 72/168 [00:13<00:18, 5.27it/s]
101/499 4.32G 0.01123 0.009646 0.004104 56 640: 43%|####2 | 72/168 [00:14<00:18, 5.27it/s]
101/499 4.32G 0.01123 0.009646 0.004104 56 640: 43%|####3 | 73/168 [00:14<00:18, 5.15it/s]
101/499 4.32G 0.01124 0.009638 0.004126 72 640: 43%|####3 | 73/168 [00:14<00:18, 5.15it/s]
101/499 4.32G 0.01124 0.009638 0.004126 72 640: 44%|####4 | 74/168 [00:14<00:17, 5.24it/s]
101/499 4.32G 0.01124 0.009644 0.004122 78 640: 44%|####4 | 74/168 [00:14<00:17, 5.24it/s]
101/499 4.32G 0.01124 0.009644 0.004122 78 640: 45%|####4 | 75/168 [00:14<00:17, 5.28it/s]
101/499 4.32G 0.01122 0.009654 0.004128 74 640: 45%|####4 | 75/168 [00:14<00:17, 5.28it/s]
101/499 4.32G 0.01122 0.009654 0.004128 74 640: 45%|####5 | 76/168 [00:14<00:17, 5.12it/s]
101/499 4.32G 0.01122 0.009657 0.00415 67 640: 45%|####5 | 76/168 [00:14<00:17, 5.12it/s]
101/499 4.32G 0.01122 0.009657 0.00415 67 640: 46%|####5 | 77/168 [00:14<00:17, 5.21it/s]
101/499 4.32G 0.01124 0.009685 0.004205 84 640: 46%|####5 | 77/168 [00:14<00:17, 5.21it/s]
101/499 4.32G 0.01124 0.009685 0.004205 84 640: 46%|####6 | 78/168 [00:14<00:17, 5.28it/s]
101/499 4.32G 0.01124 0.009703 0.004198 81 640: 46%|####6 | 78/168 [00:15<00:17, 5.28it/s]
101/499 4.32G 0.01124 0.009703 0.004198 81 640: 47%|####7 | 79/168 [00:15<00:17, 5.15it/s]
101/499 4.32G 0.01122 0.009686 0.004251 58 640: 47%|####7 | 79/168 [00:15<00:17, 5.15it/s]
101/499 4.32G 0.01122 0.009686 0.004251 58 640: 48%|####7 | 80/168 [00:15<00:16, 5.19it/s]
101/499 4.32G 0.01121 0.009669 0.004241 53 640: 48%|####7 | 80/168 [00:15<00:16, 5.19it/s]
101/499 4.32G 0.01121 0.009669 0.004241 53 640: 48%|####8 | 81/168 [00:15<00:16, 5.27it/s]
101/499 4.32G 0.01123 0.009645 0.004231 59 640: 48%|####8 | 81/168 [00:15<00:16, 5.27it/s]
101/499 4.32G 0.01123 0.009645 0.004231 59 640: 49%|####8 | 82/168 [00:15<00:16, 5.14it/s]
101/499 4.32G 0.01121 0.009619 0.004312 55 640: 49%|####8 | 82/168 [00:15<00:16, 5.14it/s]
101/499 4.32G 0.01121 0.009619 0.004312 55 640: 49%|####9 | 83/168 [00:15<00:16, 5.24it/s]
101/499 4.32G 0.01122 0.00963 0.004328 72 640: 49%|####9 | 83/168 [00:16<00:16, 5.24it/s]
101/499 4.32G 0.01122 0.00963 0.004328 72 640: 50%|##### | 84/168 [00:16<00:15, 5.32it/s]
101/499 4.32G 0.01121 0.009638 0.004329 78 640: 50%|##### | 84/168 [00:16<00:15, 5.32it/s]
101/499 4.32G 0.01121 0.009638 0.004329 78 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s]
101/499 4.32G 0.0112 0.009629 0.004324 71 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s]
101/499 4.32G 0.0112 0.009629 0.004324 71 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
101/499 4.32G 0.01119 0.009634 0.004305 65 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
101/499 4.32G 0.01119 0.009634 0.004305 65 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
101/499 4.32G 0.01119 0.009636 0.004319 79 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
101/499 4.32G 0.01119 0.009636 0.004319 79 640: 52%|#####2 | 88/168 [00:16<00:15, 5.16it/s]
101/499 4.32G 0.01118 0.009647 0.004292 68 640: 52%|#####2 | 88/168 [00:17<00:15, 5.16it/s]
101/499 4.32G 0.01118 0.009647 0.004292 68 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s]
101/499 4.32G 0.01119 0.00967 0.004318 77 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s]
101/499 4.32G 0.01119 0.00967 0.004318 77 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s]
101/499 4.32G 0.01119 0.009683 0.004292 59 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s]
101/499 4.32G 0.01119 0.009683 0.004292 59 640: 54%|#####4 | 91/168 [00:17<00:14, 5.17it/s]
101/499 4.32G 0.01118 0.009678 0.004267 68 640: 54%|#####4 | 91/168 [00:17<00:14, 5.17it/s]
101/499 4.32G 0.01118 0.009678 0.004267 68 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
101/499 4.32G 0.01117 0.009697 0.004252 83 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
101/499 4.32G 0.01117 0.009697 0.004252 83 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s]
101/499 4.32G 0.01117 0.009695 0.004267 79 640: 55%|#####5 | 93/168 [00:18<00:14, 5.31it/s]
101/499 4.32G 0.01117 0.009695 0.004267 79 640: 56%|#####5 | 94/168 [00:18<00:14, 5.16it/s]
101/499 4.32G 0.01116 0.009706 0.004274 69 640: 56%|#####5 | 94/168 [00:18<00:14, 5.16it/s]
101/499 4.32G 0.01116 0.009706 0.004274 69 640: 57%|#####6 | 95/168 [00:18<00:14, 5.21it/s]
101/499 4.32G 0.01115 0.009676 0.004314 57 640: 57%|#####6 | 95/168 [00:18<00:14, 5.21it/s]
101/499 4.32G 0.01115 0.009676 0.004314 57 640: 57%|#####7 | 96/168 [00:18<00:13, 5.28it/s]
101/499 4.32G 0.01114 0.009668 0.00432 74 640: 57%|#####7 | 96/168 [00:18<00:13, 5.28it/s]
101/499 4.32G 0.01114 0.009668 0.00432 74 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s]
101/499 4.32G 0.01112 0.009663 0.004307 61 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s]
101/499 4.32G 0.01112 0.009663 0.004307 61 640: 58%|#####8 | 98/168 [00:18<00:13, 5.23it/s]
101/499 4.32G 0.01116 0.009649 0.004317 57 640: 58%|#####8 | 98/168 [00:18<00:13, 5.23it/s]
101/499 4.32G 0.01116 0.009649 0.004317 57 640: 59%|#####8 | 99/168 [00:18<00:13, 5.30it/s]
101/499 4.32G 0.01115 0.009625 0.00429 61 640: 59%|#####8 | 99/168 [00:19<00:13, 5.30it/s]
101/499 4.32G 0.01115 0.009625 0.00429 61 640: 60%|#####9 | 100/168 [00:19<00:13, 5.14it/s]
101/499 4.32G 0.01116 0.009611 0.004272 51 640: 60%|#####9 | 100/168 [00:19<00:13, 5.14it/s]
101/499 4.32G 0.01116 0.009611 0.004272 51 640: 60%|###### | 101/168 [00:19<00:12, 5.20it/s]
101/499 4.32G 0.01116 0.009617 0.004262 60 640: 60%|###### | 101/168 [00:19<00:12, 5.20it/s]
101/499 4.32G 0.01116 0.009617 0.004262 60 640: 61%|###### | 102/168 [00:19<00:12, 5.26it/s]
101/499 4.32G 0.01117 0.009635 0.004266 80 640: 61%|###### | 102/168 [00:19<00:12, 5.26it/s]
101/499 4.32G 0.01117 0.009635 0.004266 80 640: 61%|######1 | 103/168 [00:19<00:12, 5.14it/s]
101/499 4.32G 0.01116 0.009623 0.004272 71 640: 61%|######1 | 103/168 [00:19<00:12, 5.14it/s]
101/499 4.32G 0.01116 0.009623 0.004272 71 640: 62%|######1 | 104/168 [00:19<00:12, 5.23it/s]
101/499 4.32G 0.01115 0.009645 0.004264 82 640: 62%|######1 | 104/168 [00:20<00:12, 5.23it/s]
101/499 4.32G 0.01115 0.009645 0.004264 82 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s]
101/499 4.32G 0.01115 0.009641 0.00425 67 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s]
101/499 4.32G 0.01115 0.009641 0.00425 67 640: 63%|######3 | 106/168 [00:20<00:12, 5.11it/s]
101/499 4.32G 0.01116 0.00963 0.004236 61 640: 63%|######3 | 106/168 [00:20<00:12, 5.11it/s]
101/499 4.32G 0.01116 0.00963 0.004236 61 640: 64%|######3 | 107/168 [00:20<00:11, 5.19it/s]
101/499 4.32G 0.01117 0.009648 0.004244 75 640: 64%|######3 | 107/168 [00:20<00:11, 5.19it/s]
101/499 4.32G 0.01117 0.009648 0.004244 75 640: 64%|######4 | 108/168 [00:20<00:11, 5.21it/s]
101/499 4.32G 0.01116 0.009645 0.004246 62 640: 64%|######4 | 108/168 [00:20<00:11, 5.21it/s]
101/499 4.32G 0.01116 0.009645 0.004246 62 640: 65%|######4 | 109/168 [00:20<00:11, 5.09it/s]
101/499 4.32G 0.01115 0.009633 0.004234 68 640: 65%|######4 | 109/168 [00:21<00:11, 5.09it/s]
101/499 4.32G 0.01115 0.009633 0.004234 68 640: 65%|######5 | 110/168 [00:21<00:11, 5.17it/s]
101/499 4.32G 0.01115 0.009637 0.004275 64 640: 65%|######5 | 110/168 [00:21<00:11, 5.17it/s]
101/499 4.32G 0.01115 0.009637 0.004275 64 640: 66%|######6 | 111/168 [00:21<00:10, 5.26it/s]
101/499 4.32G 0.01114 0.009646 0.004276 79 640: 66%|######6 | 111/168 [00:21<00:10, 5.26it/s]
101/499 4.32G 0.01114 0.009646 0.004276 79 640: 67%|######6 | 112/168 [00:21<00:10, 5.14it/s]
101/499 4.32G 0.01114 0.009627 0.004279 60 640: 67%|######6 | 112/168 [00:21<00:10, 5.14it/s]
101/499 4.32G 0.01114 0.009627 0.004279 60 640: 67%|######7 | 113/168 [00:21<00:10, 5.22it/s]
101/499 4.32G 0.01115 0.009645 0.004304 87 640: 67%|######7 | 113/168 [00:21<00:10, 5.22it/s]
101/499 4.32G 0.01115 0.009645 0.004304 87 640: 68%|######7 | 114/168 [00:21<00:10, 5.27it/s]
101/499 4.32G 0.01113 0.009643 0.004304 59 640: 68%|######7 | 114/168 [00:22<00:10, 5.27it/s]
101/499 4.32G 0.01113 0.009643 0.004304 59 640: 68%|######8 | 115/168 [00:22<00:10, 5.17it/s]
101/499 4.32G 0.01114 0.009644 0.004303 71 640: 68%|######8 | 115/168 [00:22<00:10, 5.17it/s]
101/499 4.32G 0.01114 0.009644 0.004303 71 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
101/499 4.32G 0.01114 0.009635 0.004352 62 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
101/499 4.32G 0.01114 0.009635 0.004352 62 640: 70%|######9 | 117/168 [00:22<00:09, 5.31it/s]
101/499 4.32G 0.01113 0.009625 0.004331 70 640: 70%|######9 | 117/168 [00:22<00:09, 5.31it/s]
101/499 4.32G 0.01113 0.009625 0.004331 70 640: 70%|####### | 118/168 [00:22<00:09, 5.17it/s]
101/499 4.32G 0.01113 0.009626 0.004323 68 640: 70%|####### | 118/168 [00:22<00:09, 5.17it/s]
101/499 4.32G 0.01113 0.009626 0.004323 68 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s]
101/499 4.32G 0.01112 0.009609 0.004335 63 640: 71%|####### | 119/168 [00:23<00:09, 5.26it/s]
101/499 4.32G 0.01112 0.009609 0.004335 63 640: 71%|#######1 | 120/168 [00:23<00:09, 5.30it/s]
101/499 4.32G 0.01114 0.009614 0.004329 65 640: 71%|#######1 | 120/168 [00:23<00:09, 5.30it/s]
101/499 4.32G 0.01114 0.009614 0.004329 65 640: 72%|#######2 | 121/168 [00:23<00:09, 5.12it/s]
101/499 4.32G 0.01114 0.009619 0.004327 70 640: 72%|#######2 | 121/168 [00:23<00:09, 5.12it/s]
101/499 4.32G 0.01114 0.009619 0.004327 70 640: 73%|#######2 | 122/168 [00:23<00:08, 5.21it/s]
101/499 4.32G 0.01115 0.009627 0.004309 76 640: 73%|#######2 | 122/168 [00:23<00:08, 5.21it/s]
101/499 4.32G 0.01115 0.009627 0.004309 76 640: 73%|#######3 | 123/168 [00:23<00:08, 5.25it/s]
101/499 4.32G 0.01115 0.00962 0.004338 59 640: 73%|#######3 | 123/168 [00:23<00:08, 5.25it/s]
101/499 4.32G 0.01115 0.00962 0.004338 59 640: 74%|#######3 | 124/168 [00:23<00:08, 5.11it/s]
101/499 4.32G 0.01114 0.009631 0.004355 70 640: 74%|#######3 | 124/168 [00:23<00:08, 5.11it/s]
101/499 4.32G 0.01114 0.009631 0.004355 70 640: 74%|#######4 | 125/168 [00:23<00:08, 5.19it/s]
101/499 4.32G 0.01115 0.009646 0.004349 81 640: 74%|#######4 | 125/168 [00:24<00:08, 5.19it/s]
101/499 4.32G 0.01115 0.009646 0.004349 81 640: 75%|#######5 | 126/168 [00:24<00:08, 5.24it/s]
101/499 4.32G 0.01117 0.009655 0.004357 62 640: 75%|#######5 | 126/168 [00:24<00:08, 5.24it/s]
101/499 4.32G 0.01117 0.009655 0.004357 62 640: 76%|#######5 | 127/168 [00:24<00:08, 5.12it/s]
101/499 4.32G 0.01119 0.009673 0.004346 72 640: 76%|#######5 | 127/168 [00:24<00:08, 5.12it/s]
101/499 4.32G 0.01119 0.009673 0.004346 72 640: 76%|#######6 | 128/168 [00:24<00:07, 5.23it/s]
101/499 4.32G 0.01119 0.009678 0.004375 76 640: 76%|#######6 | 128/168 [00:24<00:07, 5.23it/s]
101/499 4.32G 0.01119 0.009678 0.004375 76 640: 77%|#######6 | 129/168 [00:24<00:07, 5.28it/s]
101/499 4.32G 0.0112 0.009682 0.004386 68 640: 77%|#######6 | 129/168 [00:24<00:07, 5.28it/s]
101/499 4.32G 0.0112 0.009682 0.004386 68 640: 77%|#######7 | 130/168 [00:24<00:07, 5.13it/s]
101/499 4.32G 0.01121 0.009683 0.004387 73 640: 77%|#######7 | 130/168 [00:25<00:07, 5.13it/s]
101/499 4.32G 0.01121 0.009683 0.004387 73 640: 78%|#######7 | 131/168 [00:25<00:07, 5.17it/s]
101/499 4.32G 0.01122 0.009682 0.004382 74 640: 78%|#######7 | 131/168 [00:25<00:07, 5.17it/s]
101/499 4.32G 0.01122 0.009682 0.004382 74 640: 79%|#######8 | 132/168 [00:25<00:06, 5.23it/s]
101/499 4.32G 0.01122 0.009678 0.004368 60 640: 79%|#######8 | 132/168 [00:25<00:06, 5.23it/s]
101/499 4.32G 0.01122 0.009678 0.004368 60 640: 79%|#######9 | 133/168 [00:25<00:06, 5.15it/s]
101/499 4.32G 0.01122 0.009674 0.004377 70 640: 79%|#######9 | 133/168 [00:25<00:06, 5.15it/s]
101/499 4.32G 0.01122 0.009674 0.004377 70 640: 80%|#######9 | 134/168 [00:25<00:06, 5.22it/s]
101/499 4.32G 0.01122 0.009671 0.004392 68 640: 80%|#######9 | 134/168 [00:25<00:06, 5.22it/s]
101/499 4.32G 0.01122 0.009671 0.004392 68 640: 80%|######## | 135/168 [00:25<00:06, 5.28it/s]
101/499 4.32G 0.01122 0.009654 0.004378 54 640: 80%|######## | 135/168 [00:26<00:06, 5.28it/s]
101/499 4.32G 0.01122 0.009654 0.004378 54 640: 81%|######## | 136/168 [00:26<00:06, 5.15it/s]
101/499 4.32G 0.01123 0.009651 0.004458 65 640: 81%|######## | 136/168 [00:26<00:06, 5.15it/s]
101/499 4.32G 0.01123 0.009651 0.004458 65 640: 82%|########1 | 137/168 [00:26<00:05, 5.20it/s]
101/499 4.32G 0.01125 0.009652 0.004457 62 640: 82%|########1 | 137/168 [00:26<00:05, 5.20it/s]
101/499 4.32G 0.01125 0.009652 0.004457 62 640: 82%|########2 | 138/168 [00:26<00:05, 5.26it/s]
101/499 4.32G 0.01127 0.009674 0.004464 75 640: 82%|########2 | 138/168 [00:26<00:05, 5.26it/s]
101/499 4.32G 0.01127 0.009674 0.004464 75 640: 83%|########2 | 139/168 [00:26<00:05, 5.14it/s]
101/499 4.32G 0.01127 0.00968 0.004461 81 640: 83%|########2 | 139/168 [00:26<00:05, 5.14it/s]
101/499 4.32G 0.01127 0.00968 0.004461 81 640: 83%|########3 | 140/168 [00:26<00:05, 5.23it/s]
101/499 4.32G 0.01127 0.009683 0.004446 64 640: 83%|########3 | 140/168 [00:27<00:05, 5.23it/s]
101/499 4.32G 0.01127 0.009683 0.004446 64 640: 84%|########3 | 141/168 [00:27<00:05, 5.29it/s]
101/499 4.32G 0.01127 0.009701 0.004421 78 640: 84%|########3 | 141/168 [00:27<00:05, 5.29it/s]
101/499 4.32G 0.01127 0.009701 0.004421 78 640: 85%|########4 | 142/168 [00:27<00:05, 5.11it/s]
101/499 4.32G 0.01127 0.009705 0.004408 65 640: 85%|########4 | 142/168 [00:27<00:05, 5.11it/s]
101/499 4.32G 0.01127 0.009705 0.004408 65 640: 85%|########5 | 143/168 [00:27<00:04, 5.20it/s]
101/499 4.32G 0.01127 0.009694 0.004396 61 640: 85%|########5 | 143/168 [00:27<00:04, 5.20it/s]
101/499 4.32G 0.01127 0.009694 0.004396 61 640: 86%|########5 | 144/168 [00:27<00:04, 5.27it/s]
101/499 4.32G 0.01128 0.0097 0.004398 76 640: 86%|########5 | 144/168 [00:27<00:04, 5.27it/s]
101/499 4.32G 0.01128 0.0097 0.004398 76 640: 86%|########6 | 145/168 [00:27<00:04, 5.05it/s]
101/499 4.32G 0.01129 0.009697 0.004399 65 640: 86%|########6 | 145/168 [00:28<00:04, 5.05it/s]
101/499 4.32G 0.01129 0.009697 0.004399 65 640: 87%|########6 | 146/168 [00:28<00:04, 5.14it/s]
101/499 4.32G 0.0113 0.009682 0.004382 50 640: 87%|########6 | 146/168 [00:28<00:04, 5.14it/s]
101/499 4.32G 0.0113 0.009682 0.004382 50 640: 88%|########7 | 147/168 [00:28<00:04, 5.23it/s]
101/499 4.32G 0.01132 0.009696 0.004414 71 640: 88%|########7 | 147/168 [00:28<00:04, 5.23it/s]
101/499 4.32G 0.01132 0.009696 0.004414 71 640: 88%|########8 | 148/168 [00:28<00:03, 5.11it/s]
101/499 4.32G 0.01132 0.0097 0.00441 58 640: 88%|########8 | 148/168 [00:28<00:03, 5.11it/s]
101/499 4.32G 0.01132 0.0097 0.00441 58 640: 89%|########8 | 149/168 [00:28<00:03, 5.20it/s]
101/499 4.32G 0.01132 0.009694 0.004407 62 640: 89%|########8 | 149/168 [00:28<00:03, 5.20it/s]
101/499 4.32G 0.01132 0.009694 0.004407 62 640: 89%|########9 | 150/168 [00:28<00:03, 5.28it/s]
101/499 4.32G 0.01132 0.009698 0.004407 75 640: 89%|########9 | 150/168 [00:28<00:03, 5.28it/s]
101/499 4.32G 0.01132 0.009698 0.004407 75 640: 90%|########9 | 151/168 [00:28<00:03, 5.14it/s]
101/499 4.32G 0.01132 0.009697 0.004409 63 640: 90%|########9 | 151/168 [00:29<00:03, 5.14it/s]
101/499 4.32G 0.01132 0.009697 0.004409 63 640: 90%|######### | 152/168 [00:29<00:03, 5.23it/s]
101/499 4.32G 0.01133 0.009708 0.004398 66 640: 90%|######### | 152/168 [00:29<00:03, 5.23it/s]
101/499 4.32G 0.01133 0.009708 0.004398 66 640: 91%|#########1| 153/168 [00:29<00:02, 5.30it/s]
101/499 4.32G 0.01132 0.009712 0.004382 82 640: 91%|#########1| 153/168 [00:29<00:02, 5.30it/s]
101/499 4.32G 0.01132 0.009712 0.004382 82 640: 92%|#########1| 154/168 [00:29<00:02, 5.16it/s]
101/499 4.32G 0.01133 0.009706 0.004385 75 640: 92%|#########1| 154/168 [00:29<00:02, 5.16it/s]
101/499 4.32G 0.01133 0.009706 0.004385 75 640: 92%|#########2| 155/168 [00:29<00:02, 5.25it/s]
101/499 4.32G 0.01133 0.009699 0.004396 62 640: 92%|#########2| 155/168 [00:29<00:02, 5.25it/s]
101/499 4.32G 0.01133 0.009699 0.004396 62 640: 93%|#########2| 156/168 [00:29<00:02, 5.32it/s]
101/499 4.32G 0.01133 0.009706 0.004383 62 640: 93%|#########2| 156/168 [00:30<00:02, 5.32it/s]
101/499 4.32G 0.01133 0.009706 0.004383 62 640: 93%|#########3| 157/168 [00:30<00:02, 5.16it/s]
101/499 4.32G 0.01133 0.009709 0.004369 61 640: 93%|#########3| 157/168 [00:30<00:02, 5.16it/s]
101/499 4.32G 0.01133 0.009709 0.004369 61 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s]
101/499 4.32G 0.01133 0.00972 0.004359 80 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s]
101/499 4.32G 0.01133 0.00972 0.004359 80 640: 95%|#########4| 159/168 [00:30<00:01, 5.30it/s]
101/499 4.32G 0.01135 0.00973 0.004373 59 640: 95%|#########4| 159/168 [00:30<00:01, 5.30it/s]
101/499 4.32G 0.01135 0.00973 0.004373 59 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s]
101/499 4.32G 0.01134 0.009731 0.004368 74 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s]
101/499 4.32G 0.01134 0.009731 0.004368 74 640: 96%|#########5| 161/168 [00:30<00:01, 5.24it/s]
101/499 4.32G 0.01133 0.009724 0.004356 55 640: 96%|#########5| 161/168 [00:31<00:01, 5.24it/s]
101/499 4.32G 0.01133 0.009724 0.004356 55 640: 96%|#########6| 162/168 [00:31<00:01, 5.32it/s]
101/499 4.32G 0.01133 0.009734 0.004359 73 640: 96%|#########6| 162/168 [00:31<00:01, 5.32it/s]
101/499 4.32G 0.01133 0.009734 0.004359 73 640: 97%|#########7| 163/168 [00:31<00:00, 5.18it/s]
101/499 4.32G 0.01133 0.009751 0.004358 80 640: 97%|#########7| 163/168 [00:31<00:00, 5.18it/s]
101/499 4.32G 0.01133 0.009751 0.004358 80 640: 98%|#########7| 164/168 [00:31<00:00, 5.26it/s]
101/499 4.32G 0.01133 0.009748 0.004345 74 640: 98%|#########7| 164/168 [00:31<00:00, 5.26it/s]
101/499 4.32G 0.01133 0.009748 0.004345 74 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s]
101/499 4.32G 0.01132 0.009733 0.004336 57 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s]
101/499 4.32G 0.01132 0.009733 0.004336 57 640: 99%|#########8| 166/168 [00:31<00:00, 5.18it/s]
101/499 4.32G 0.01133 0.009737 0.00434 63 640: 99%|#########8| 166/168 [00:32<00:00, 5.18it/s]
101/499 4.32G 0.01133 0.009737 0.00434 63 640: 99%|#########9| 167/168 [00:32<00:00, 5.26it/s]
101/499 4.32G 0.01133 0.009735 0.004346 33 640: 99%|#########9| 167/168 [00:32<00:00, 5.26it/s]
101/499 4.32G 0.01133 0.009735 0.004346 33 640: 100%|##########| 168/168 [00:32<00:00, 5.44it/s]
101/499 4.32G 0.01133 0.009735 0.004346 33 640: 100%|##########| 168/168 [00:32<00:00, 5.22it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s]
all 132 263 0.787 0.855 0.852 0.743
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
102/499 4.32G 0.01162 0.009243 0.002544 67 640: 0%| | 0/168 [00:00<?, ?it/s]
102/499 4.32G 0.01162 0.009243 0.002544 67 640: 1%| | 1/168 [00:00<00:33, 4.93it/s]
102/499 4.32G 0.01085 0.008508 0.003427 59 640: 1%| | 1/168 [00:00<00:33, 4.93it/s]
102/499 4.32G 0.01085 0.008508 0.003427 59 640: 1%|1 | 2/168 [00:00<00:31, 5.21it/s]
102/499 4.32G 0.01083 0.00917 0.002955 78 640: 1%|1 | 2/168 [00:00<00:31, 5.21it/s]
102/499 4.32G 0.01083 0.00917 0.002955 78 640: 2%|1 | 3/168 [00:00<00:30, 5.33it/s]
102/499 4.32G 0.0106 0.009186 0.003849 70 640: 2%|1 | 3/168 [00:00<00:30, 5.33it/s]
102/499 4.32G 0.0106 0.009186 0.003849 70 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s]
102/499 4.32G 0.01067 0.009147 0.003675 57 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s]
102/499 4.32G 0.01067 0.009147 0.003675 57 640: 3%|2 | 5/168 [00:00<00:30, 5.27it/s]
102/499 4.32G 0.01094 0.009346 0.004134 65 640: 3%|2 | 5/168 [00:01<00:30, 5.27it/s]
102/499 4.32G 0.01094 0.009346 0.004134 65 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s]
102/499 4.32G 0.01095 0.009301 0.004454 64 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s]
102/499 4.32G 0.01095 0.009301 0.004454 64 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s]
102/499 4.32G 0.0108 0.009238 0.004336 60 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s]
102/499 4.32G 0.0108 0.009238 0.004336 60 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s]
102/499 4.32G 0.0108 0.009486 0.004206 77 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s]
102/499 4.32G 0.0108 0.009486 0.004206 77 640: 5%|5 | 9/168 [00:01<00:29, 5.34it/s]
102/499 4.32G 0.01072 0.009385 0.004152 66 640: 5%|5 | 9/168 [00:01<00:29, 5.34it/s]
102/499 4.32G 0.01072 0.009385 0.004152 66 640: 6%|5 | 10/168 [00:01<00:30, 5.16it/s]
102/499 4.32G 0.01084 0.009467 0.004104 77 640: 6%|5 | 10/168 [00:02<00:30, 5.16it/s]
102/499 4.32G 0.01084 0.009467 0.004104 77 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
102/499 4.32G 0.01086 0.009524 0.004294 65 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
102/499 4.32G 0.01086 0.009524 0.004294 65 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s]
102/499 4.32G 0.01075 0.009537 0.004081 62 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s]
102/499 4.32G 0.01075 0.009537 0.004081 62 640: 8%|7 | 13/168 [00:02<00:29, 5.17it/s]
102/499 4.32G 0.01094 0.009611 0.004066 70 640: 8%|7 | 13/168 [00:02<00:29, 5.17it/s]
102/499 4.32G 0.01094 0.009611 0.004066 70 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s]
102/499 4.32G 0.01095 0.009612 0.004027 62 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s]
102/499 4.32G 0.01095 0.009612 0.004027 62 640: 9%|8 | 15/168 [00:02<00:28, 5.31it/s]
102/499 4.32G 0.0109 0.009607 0.003958 67 640: 9%|8 | 15/168 [00:03<00:28, 5.31it/s]
102/499 4.32G 0.0109 0.009607 0.003958 67 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s]
102/499 4.32G 0.01095 0.009627 0.003834 62 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s]
102/499 4.32G 0.01095 0.009627 0.003834 62 640: 10%|# | 17/168 [00:03<00:29, 5.19it/s]
102/499 4.32G 0.01095 0.009601 0.003942 70 640: 10%|# | 17/168 [00:03<00:29, 5.19it/s]
102/499 4.32G 0.01095 0.009601 0.003942 70 640: 11%|# | 18/168 [00:03<00:28, 5.26it/s]
102/499 4.32G 0.01097 0.009695 0.003902 94 640: 11%|# | 18/168 [00:03<00:28, 5.26it/s]
102/499 4.32G 0.01097 0.009695 0.003902 94 640: 11%|#1 | 19/168 [00:03<00:29, 5.11it/s]
102/499 4.32G 0.01101 0.009785 0.003884 83 640: 11%|#1 | 19/168 [00:03<00:29, 5.11it/s]
102/499 4.32G 0.01101 0.009785 0.003884 83 640: 12%|#1 | 20/168 [00:03<00:28, 5.21it/s]
102/499 4.32G 0.01101 0.009582 0.003792 51 640: 12%|#1 | 20/168 [00:04<00:28, 5.21it/s]
102/499 4.32G 0.01101 0.009582 0.003792 51 640: 12%|#2 | 21/168 [00:04<00:27, 5.26it/s]
102/499 4.32G 0.01107 0.009577 0.00372 75 640: 12%|#2 | 21/168 [00:04<00:27, 5.26it/s]
102/499 4.32G 0.01107 0.009577 0.00372 75 640: 13%|#3 | 22/168 [00:04<00:28, 5.11it/s]
102/499 4.32G 0.01109 0.009602 0.003702 72 640: 13%|#3 | 22/168 [00:04<00:28, 5.11it/s]
102/499 4.32G 0.01109 0.009602 0.003702 72 640: 14%|#3 | 23/168 [00:04<00:27, 5.21it/s]
102/499 4.32G 0.01108 0.009553 0.00365 63 640: 14%|#3 | 23/168 [00:04<00:27, 5.21it/s]
102/499 4.32G 0.01108 0.009553 0.00365 63 640: 14%|#4 | 24/168 [00:04<00:27, 5.28it/s]
102/499 4.32G 0.01107 0.009623 0.003594 72 640: 14%|#4 | 24/168 [00:04<00:27, 5.28it/s]
102/499 4.32G 0.01107 0.009623 0.003594 72 640: 15%|#4 | 25/168 [00:04<00:27, 5.16it/s]
102/499 4.32G 0.01105 0.009604 0.003807 64 640: 15%|#4 | 25/168 [00:04<00:27, 5.16it/s]
102/499 4.32G 0.01105 0.009604 0.003807 64 640: 15%|#5 | 26/168 [00:04<00:27, 5.19it/s]
102/499 4.32G 0.0111 0.00965 0.003788 64 640: 15%|#5 | 26/168 [00:05<00:27, 5.19it/s]
102/499 4.32G 0.0111 0.00965 0.003788 64 640: 16%|#6 | 27/168 [00:05<00:26, 5.27it/s]
102/499 4.32G 0.01111 0.009716 0.003869 75 640: 16%|#6 | 27/168 [00:05<00:26, 5.27it/s]
102/499 4.32G 0.01111 0.009716 0.003869 75 640: 17%|#6 | 28/168 [00:05<00:27, 5.14it/s]
102/499 4.32G 0.01108 0.009677 0.003918 67 640: 17%|#6 | 28/168 [00:05<00:27, 5.14it/s]
102/499 4.32G 0.01108 0.009677 0.003918 67 640: 17%|#7 | 29/168 [00:05<00:26, 5.25it/s]
102/499 4.32G 0.01107 0.009641 0.00399 61 640: 17%|#7 | 29/168 [00:05<00:26, 5.25it/s]
102/499 4.32G 0.01107 0.009641 0.00399 61 640: 18%|#7 | 30/168 [00:05<00:25, 5.32it/s]
102/499 4.32G 0.01111 0.009622 0.004083 66 640: 18%|#7 | 30/168 [00:05<00:25, 5.32it/s]
102/499 4.32G 0.01111 0.009622 0.004083 66 640: 18%|#8 | 31/168 [00:05<00:26, 5.18it/s]
102/499 4.32G 0.0111 0.009687 0.004072 75 640: 18%|#8 | 31/168 [00:06<00:26, 5.18it/s]
102/499 4.32G 0.0111 0.009687 0.004072 75 640: 19%|#9 | 32/168 [00:06<00:25, 5.26it/s]
102/499 4.32G 0.01106 0.009646 0.004115 74 640: 19%|#9 | 32/168 [00:06<00:25, 5.26it/s]
102/499 4.32G 0.01106 0.009646 0.004115 74 640: 20%|#9 | 33/168 [00:06<00:25, 5.30it/s]
102/499 4.32G 0.01107 0.009647 0.004153 74 640: 20%|#9 | 33/168 [00:06<00:25, 5.30it/s]
102/499 4.32G 0.01107 0.009647 0.004153 74 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s]
102/499 4.32G 0.01114 0.00966 0.004179 66 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s]
102/499 4.32G 0.01114 0.00966 0.004179 66 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s]
102/499 4.32G 0.01112 0.009636 0.004172 67 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s]
102/499 4.32G 0.01112 0.009636 0.004172 67 640: 21%|##1 | 36/168 [00:06<00:24, 5.30it/s]
102/499 4.32G 0.01114 0.009626 0.004185 70 640: 21%|##1 | 36/168 [00:07<00:24, 5.30it/s]
102/499 4.32G 0.01114 0.009626 0.004185 70 640: 22%|##2 | 37/168 [00:07<00:25, 5.12it/s]
102/499 4.32G 0.01114 0.009594 0.004189 61 640: 22%|##2 | 37/168 [00:07<00:25, 5.12it/s]
102/499 4.32G 0.01114 0.009594 0.004189 61 640: 23%|##2 | 38/168 [00:07<00:24, 5.23it/s]
102/499 4.32G 0.01117 0.009618 0.004164 67 640: 23%|##2 | 38/168 [00:07<00:24, 5.23it/s]
102/499 4.32G 0.01117 0.009618 0.004164 67 640: 23%|##3 | 39/168 [00:07<00:24, 5.31it/s]
102/499 4.32G 0.01118 0.009622 0.004168 70 640: 23%|##3 | 39/168 [00:07<00:24, 5.31it/s]
102/499 4.32G 0.01118 0.009622 0.004168 70 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s]
102/499 4.32G 0.01118 0.009685 0.004191 88 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s]
102/499 4.32G 0.01118 0.009685 0.004191 88 640: 24%|##4 | 41/168 [00:07<00:24, 5.26it/s]
102/499 4.32G 0.0112 0.009668 0.00418 59 640: 24%|##4 | 41/168 [00:08<00:24, 5.26it/s]
102/499 4.32G 0.0112 0.009668 0.00418 59 640: 25%|##5 | 42/168 [00:08<00:23, 5.29it/s]
102/499 4.32G 0.01119 0.009674 0.004134 69 640: 25%|##5 | 42/168 [00:08<00:23, 5.29it/s]
102/499 4.32G 0.01119 0.009674 0.004134 69 640: 26%|##5 | 43/168 [00:08<00:24, 5.17it/s]
102/499 4.32G 0.01118 0.009657 0.00417 69 640: 26%|##5 | 43/168 [00:08<00:24, 5.17it/s]
102/499 4.32G 0.01118 0.009657 0.00417 69 640: 26%|##6 | 44/168 [00:08<00:23, 5.26it/s]
102/499 4.32G 0.01114 0.009685 0.004178 69 640: 26%|##6 | 44/168 [00:08<00:23, 5.26it/s]
102/499 4.32G 0.01114 0.009685 0.004178 69 640: 27%|##6 | 45/168 [00:08<00:23, 5.28it/s]
102/499 4.32G 0.01113 0.009745 0.004104 98 640: 27%|##6 | 45/168 [00:08<00:23, 5.28it/s]
102/499 4.32G 0.01113 0.009745 0.004104 98 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s]
102/499 4.32G 0.01112 0.009743 0.004058 66 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s]
102/499 4.32G 0.01112 0.009743 0.004058 66 640: 28%|##7 | 47/168 [00:08<00:23, 5.25it/s]
102/499 4.32G 0.01114 0.009721 0.004083 64 640: 28%|##7 | 47/168 [00:09<00:23, 5.25it/s]
102/499 4.32G 0.01114 0.009721 0.004083 64 640: 29%|##8 | 48/168 [00:09<00:22, 5.32it/s]
102/499 4.32G 0.01116 0.009684 0.004044 58 640: 29%|##8 | 48/168 [00:09<00:22, 5.32it/s]
102/499 4.32G 0.01116 0.009684 0.004044 58 640: 29%|##9 | 49/168 [00:09<00:23, 5.17it/s]
102/499 4.32G 0.01116 0.009712 0.004063 72 640: 29%|##9 | 49/168 [00:09<00:23, 5.17it/s]
102/499 4.32G 0.01116 0.009712 0.004063 72 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s]
102/499 4.32G 0.01115 0.009775 0.004049 82 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s]
102/499 4.32G 0.01115 0.009775 0.004049 82 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
102/499 4.32G 0.01114 0.009782 0.004036 75 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
102/499 4.32G 0.01114 0.009782 0.004036 75 640: 31%|### | 52/168 [00:09<00:22, 5.18it/s]
102/499 4.32G 0.01114 0.009773 0.004054 70 640: 31%|### | 52/168 [00:10<00:22, 5.18it/s]
102/499 4.32G 0.01114 0.009773 0.004054 70 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
102/499 4.32G 0.01113 0.009731 0.004089 57 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
102/499 4.32G 0.01113 0.009731 0.004089 57 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s]
102/499 4.32G 0.01113 0.009714 0.004037 57 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s]
102/499 4.32G 0.01113 0.009714 0.004037 57 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s]
102/499 4.32G 0.01113 0.009671 0.004008 58 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s]
102/499 4.32G 0.01113 0.009671 0.004008 58 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s]
102/499 4.32G 0.01115 0.009664 0.003973 71 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s]
102/499 4.32G 0.01115 0.009664 0.003973 71 640: 34%|###3 | 57/168 [00:10<00:20, 5.33it/s]
102/499 4.32G 0.01118 0.009705 0.004001 76 640: 34%|###3 | 57/168 [00:11<00:20, 5.33it/s]
102/499 4.32G 0.01118 0.009705 0.004001 76 640: 35%|###4 | 58/168 [00:11<00:21, 5.12it/s]
102/499 4.32G 0.01121 0.009693 0.004006 58 640: 35%|###4 | 58/168 [00:11<00:21, 5.12it/s]
102/499 4.32G 0.01121 0.009693 0.004006 58 640: 35%|###5 | 59/168 [00:11<00:21, 5.17it/s]
102/499 4.32G 0.01123 0.009737 0.004013 82 640: 35%|###5 | 59/168 [00:11<00:21, 5.17it/s]
102/499 4.32G 0.01123 0.009737 0.004013 82 640: 36%|###5 | 60/168 [00:11<00:20, 5.22it/s]
102/499 4.32G 0.01127 0.009738 0.004027 63 640: 36%|###5 | 60/168 [00:11<00:20, 5.22it/s]
102/499 4.32G 0.01127 0.009738 0.004027 63 640: 36%|###6 | 61/168 [00:11<00:20, 5.12it/s]
102/499 4.32G 0.01128 0.009739 0.003973 69 640: 36%|###6 | 61/168 [00:11<00:20, 5.12it/s]
102/499 4.32G 0.01128 0.009739 0.003973 69 640: 37%|###6 | 62/168 [00:11<00:20, 5.19it/s]
102/499 4.32G 0.01129 0.009752 0.003952 75 640: 37%|###6 | 62/168 [00:12<00:20, 5.19it/s]
102/499 4.32G 0.01129 0.009752 0.003952 75 640: 38%|###7 | 63/168 [00:12<00:19, 5.27it/s]
102/499 4.32G 0.01127 0.009726 0.003984 74 640: 38%|###7 | 63/168 [00:12<00:19, 5.27it/s]
102/499 4.32G 0.01127 0.009726 0.003984 74 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s]
102/499 4.32G 0.01127 0.009746 0.004018 76 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s]
102/499 4.32G 0.01127 0.009746 0.004018 76 640: 39%|###8 | 65/168 [00:12<00:19, 5.22it/s]
102/499 4.32G 0.01126 0.009759 0.003994 80 640: 39%|###8 | 65/168 [00:12<00:19, 5.22it/s]
102/499 4.32G 0.01126 0.009759 0.003994 80 640: 39%|###9 | 66/168 [00:12<00:19, 5.27it/s]
102/499 4.32G 0.01125 0.009748 0.004051 67 640: 39%|###9 | 66/168 [00:12<00:19, 5.27it/s]
102/499 4.32G 0.01125 0.009748 0.004051 67 640: 40%|###9 | 67/168 [00:12<00:19, 5.11it/s]
102/499 4.32G 0.01126 0.009786 0.004049 77 640: 40%|###9 | 67/168 [00:13<00:19, 5.11it/s]
102/499 4.32G 0.01126 0.009786 0.004049 77 640: 40%|#### | 68/168 [00:13<00:19, 5.22it/s]
102/499 4.32G 0.01128 0.009764 0.004048 66 640: 40%|#### | 68/168 [00:13<00:19, 5.22it/s]
102/499 4.32G 0.01128 0.009764 0.004048 66 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s]
102/499 4.32G 0.01128 0.009777 0.004017 69 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s]
102/499 4.32G 0.01128 0.009777 0.004017 69 640: 42%|####1 | 70/168 [00:13<00:19, 5.13it/s]
102/499 4.32G 0.01129 0.009766 0.003981 62 640: 42%|####1 | 70/168 [00:13<00:19, 5.13it/s]
102/499 4.32G 0.01129 0.009766 0.003981 62 640: 42%|####2 | 71/168 [00:13<00:18, 5.21it/s]
102/499 4.32G 0.01129 0.009745 0.003985 57 640: 42%|####2 | 71/168 [00:13<00:18, 5.21it/s]
102/499 4.32G 0.01129 0.009745 0.003985 57 640: 43%|####2 | 72/168 [00:13<00:18, 5.26it/s]
102/499 4.32G 0.01128 0.009746 0.003971 73 640: 43%|####2 | 72/168 [00:13<00:18, 5.26it/s]
102/499 4.32G 0.01128 0.009746 0.003971 73 640: 43%|####3 | 73/168 [00:13<00:18, 5.12it/s]
102/499 4.32G 0.01127 0.009746 0.003958 57 640: 43%|####3 | 73/168 [00:14<00:18, 5.12it/s]
102/499 4.32G 0.01127 0.009746 0.003958 57 640: 44%|####4 | 74/168 [00:14<00:18, 5.18it/s]
102/499 4.32G 0.01125 0.009742 0.003956 77 640: 44%|####4 | 74/168 [00:14<00:18, 5.18it/s]
102/499 4.32G 0.01125 0.009742 0.003956 77 640: 45%|####4 | 75/168 [00:14<00:18, 5.17it/s]
102/499 4.32G 0.01126 0.009738 0.003973 69 640: 45%|####4 | 75/168 [00:14<00:18, 5.17it/s]
102/499 4.32G 0.01126 0.009738 0.003973 69 640: 45%|####5 | 76/168 [00:14<00:18, 5.08it/s]
102/499 4.32G 0.01126 0.009773 0.003973 83 640: 45%|####5 | 76/168 [00:14<00:18, 5.08it/s]
102/499 4.32G 0.01126 0.009773 0.003973 83 640: 46%|####5 | 77/168 [00:14<00:17, 5.15it/s]
102/499 4.32G 0.01128 0.009776 0.003938 61 640: 46%|####5 | 77/168 [00:14<00:17, 5.15it/s]
102/499 4.32G 0.01128 0.009776 0.003938 61 640: 46%|####6 | 78/168 [00:14<00:17, 5.23it/s]
102/499 4.32G 0.01129 0.00979 0.003966 76 640: 46%|####6 | 78/168 [00:15<00:17, 5.23it/s]
102/499 4.32G 0.01129 0.00979 0.003966 76 640: 47%|####7 | 79/168 [00:15<00:17, 5.10it/s]
102/499 4.32G 0.01129 0.009838 0.003967 81 640: 47%|####7 | 79/168 [00:15<00:17, 5.10it/s]
102/499 4.32G 0.01129 0.009838 0.003967 81 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s]
102/499 4.32G 0.01131 0.009844 0.003963 68 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s]
102/499 4.32G 0.01131 0.009844 0.003963 68 640: 48%|####8 | 81/168 [00:15<00:16, 5.29it/s]
102/499 4.32G 0.01131 0.00984 0.003937 71 640: 48%|####8 | 81/168 [00:15<00:16, 5.29it/s]
102/499 4.32G 0.01131 0.00984 0.003937 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s]
102/499 4.32G 0.01132 0.009852 0.00391 66 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s]
102/499 4.32G 0.01132 0.009852 0.00391 66 640: 49%|####9 | 83/168 [00:15<00:16, 5.22it/s]
102/499 4.32G 0.0113 0.009842 0.003901 57 640: 49%|####9 | 83/168 [00:16<00:16, 5.22it/s]
102/499 4.32G 0.0113 0.009842 0.003901 57 640: 50%|##### | 84/168 [00:16<00:15, 5.29it/s]
102/499 4.32G 0.01128 0.009848 0.003878 74 640: 50%|##### | 84/168 [00:16<00:15, 5.29it/s]
102/499 4.32G 0.01128 0.009848 0.003878 74 640: 51%|##### | 85/168 [00:16<00:16, 5.14it/s]
102/499 4.32G 0.01129 0.009839 0.003856 60 640: 51%|##### | 85/168 [00:16<00:16, 5.14it/s]
102/499 4.32G 0.01129 0.009839 0.003856 60 640: 51%|#####1 | 86/168 [00:16<00:15, 5.24it/s]
102/499 4.32G 0.0113 0.009848 0.003855 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.24it/s]
102/499 4.32G 0.0113 0.009848 0.003855 67 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
102/499 4.32G 0.01128 0.009843 0.003841 65 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
102/499 4.32G 0.01128 0.009843 0.003841 65 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
102/499 4.32G 0.01128 0.009854 0.003841 76 640: 52%|#####2 | 88/168 [00:17<00:15, 5.19it/s]
102/499 4.32G 0.01128 0.009854 0.003841 76 640: 53%|#####2 | 89/168 [00:17<00:14, 5.29it/s]
102/499 4.32G 0.01129 0.009887 0.003834 79 640: 53%|#####2 | 89/168 [00:17<00:14, 5.29it/s]
102/499 4.32G 0.01129 0.009887 0.003834 79 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s]
102/499 4.32G 0.0113 0.009858 0.003853 56 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s]
102/499 4.32G 0.0113 0.009858 0.003853 56 640: 54%|#####4 | 91/168 [00:17<00:14, 5.18it/s]
102/499 4.32G 0.01129 0.009846 0.003879 59 640: 54%|#####4 | 91/168 [00:17<00:14, 5.18it/s]
102/499 4.32G 0.01129 0.009846 0.003879 59 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s]
102/499 4.32G 0.01128 0.009862 0.003877 86 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s]
102/499 4.32G 0.01128 0.009862 0.003877 86 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s]
102/499 4.32G 0.01126 0.009858 0.003877 67 640: 55%|#####5 | 93/168 [00:18<00:14, 5.33it/s]
102/499 4.32G 0.01126 0.009858 0.003877 67 640: 56%|#####5 | 94/168 [00:18<00:14, 5.17it/s]
102/499 4.32G 0.01128 0.009852 0.003876 51 640: 56%|#####5 | 94/168 [00:18<00:14, 5.17it/s]
102/499 4.32G 0.01128 0.009852 0.003876 51 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
102/499 4.32G 0.01129 0.009844 0.003841 65 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
102/499 4.32G 0.01129 0.009844 0.003841 65 640: 57%|#####7 | 96/168 [00:18<00:13, 5.29it/s]
102/499 4.32G 0.01128 0.009838 0.003834 64 640: 57%|#####7 | 96/168 [00:18<00:13, 5.29it/s]
102/499 4.32G 0.01128 0.009838 0.003834 64 640: 58%|#####7 | 97/168 [00:18<00:13, 5.10it/s]
102/499 4.32G 0.01131 0.009839 0.003867 64 640: 58%|#####7 | 97/168 [00:18<00:13, 5.10it/s]
102/499 4.32G 0.01131 0.009839 0.003867 64 640: 58%|#####8 | 98/168 [00:18<00:13, 5.18it/s]
102/499 4.32G 0.0113 0.009829 0.003864 72 640: 58%|#####8 | 98/168 [00:18<00:13, 5.18it/s]
102/499 4.32G 0.0113 0.009829 0.003864 72 640: 59%|#####8 | 99/168 [00:18<00:13, 5.25it/s]
102/499 4.32G 0.01129 0.009833 0.003903 77 640: 59%|#####8 | 99/168 [00:19<00:13, 5.25it/s]
102/499 4.32G 0.01129 0.009833 0.003903 77 640: 60%|#####9 | 100/168 [00:19<00:13, 5.10it/s]
102/499 4.32G 0.01129 0.00984 0.003898 76 640: 60%|#####9 | 100/168 [00:19<00:13, 5.10it/s]
102/499 4.32G 0.01129 0.00984 0.003898 76 640: 60%|###### | 101/168 [00:19<00:12, 5.21it/s]
102/499 4.32G 0.01128 0.009809 0.003886 50 640: 60%|###### | 101/168 [00:19<00:12, 5.21it/s]
102/499 4.32G 0.01128 0.009809 0.003886 50 640: 61%|###### | 102/168 [00:19<00:12, 5.27it/s]
102/499 4.32G 0.01127 0.00978 0.003903 48 640: 61%|###### | 102/168 [00:19<00:12, 5.27it/s]
102/499 4.32G 0.01127 0.00978 0.003903 48 640: 61%|######1 | 103/168 [00:19<00:12, 5.12it/s]
102/499 4.32G 0.01126 0.009775 0.003895 63 640: 61%|######1 | 103/168 [00:19<00:12, 5.12it/s]
102/499 4.32G 0.01126 0.009775 0.003895 63 640: 62%|######1 | 104/168 [00:19<00:12, 5.18it/s]
102/499 4.32G 0.01125 0.009747 0.003889 56 640: 62%|######1 | 104/168 [00:20<00:12, 5.18it/s]
102/499 4.32G 0.01125 0.009747 0.003889 56 640: 62%|######2 | 105/168 [00:20<00:12, 5.24it/s]
102/499 4.32G 0.01123 0.009745 0.003894 83 640: 62%|######2 | 105/168 [00:20<00:12, 5.24it/s]
102/499 4.32G 0.01123 0.009745 0.003894 83 640: 63%|######3 | 106/168 [00:20<00:12, 5.10it/s]
102/499 4.32G 0.01121 0.009743 0.003954 73 640: 63%|######3 | 106/168 [00:20<00:12, 5.10it/s]
102/499 4.32G 0.01121 0.009743 0.003954 73 640: 64%|######3 | 107/168 [00:20<00:11, 5.12it/s]
102/499 4.32G 0.01121 0.009761 0.003969 74 640: 64%|######3 | 107/168 [00:20<00:11, 5.12it/s]
102/499 4.32G 0.01121 0.009761 0.003969 74 640: 64%|######4 | 108/168 [00:20<00:11, 5.19it/s]
102/499 4.32G 0.01122 0.009752 0.003973 69 640: 64%|######4 | 108/168 [00:20<00:11, 5.19it/s]
102/499 4.32G 0.01122 0.009752 0.003973 69 640: 65%|######4 | 109/168 [00:20<00:11, 5.06it/s]
102/499 4.32G 0.01122 0.009758 0.003951 59 640: 65%|######4 | 109/168 [00:21<00:11, 5.06it/s]
102/499 4.32G 0.01122 0.009758 0.003951 59 640: 65%|######5 | 110/168 [00:21<00:11, 5.13it/s]
102/499 4.32G 0.01123 0.009765 0.003974 65 640: 65%|######5 | 110/168 [00:21<00:11, 5.13it/s]
102/499 4.32G 0.01123 0.009765 0.003974 65 640: 66%|######6 | 111/168 [00:21<00:10, 5.19it/s]
102/499 4.32G 0.01122 0.009751 0.004005 60 640: 66%|######6 | 111/168 [00:21<00:10, 5.19it/s]
102/499 4.32G 0.01122 0.009751 0.004005 60 640: 67%|######6 | 112/168 [00:21<00:11, 5.06it/s]
102/499 4.32G 0.01122 0.009757 0.004021 71 640: 67%|######6 | 112/168 [00:21<00:11, 5.06it/s]
102/499 4.32G 0.01122 0.009757 0.004021 71 640: 67%|######7 | 113/168 [00:21<00:10, 5.11it/s]
102/499 4.32G 0.01122 0.009742 0.004046 58 640: 67%|######7 | 113/168 [00:21<00:10, 5.11it/s]
102/499 4.32G 0.01122 0.009742 0.004046 58 640: 68%|######7 | 114/168 [00:21<00:10, 5.19it/s]
102/499 4.32G 0.01122 0.009752 0.004026 75 640: 68%|######7 | 114/168 [00:22<00:10, 5.19it/s]
102/499 4.32G 0.01122 0.009752 0.004026 75 640: 68%|######8 | 115/168 [00:22<00:10, 5.07it/s]
102/499 4.32G 0.01122 0.009761 0.004032 74 640: 68%|######8 | 115/168 [00:22<00:10, 5.07it/s]
102/499 4.32G 0.01122 0.009761 0.004032 74 640: 69%|######9 | 116/168 [00:22<00:10, 5.16it/s]
102/499 4.32G 0.01121 0.009772 0.004028 80 640: 69%|######9 | 116/168 [00:22<00:10, 5.16it/s]
102/499 4.32G 0.01121 0.009772 0.004028 80 640: 70%|######9 | 117/168 [00:22<00:09, 5.23it/s]
102/499 4.32G 0.0112 0.009759 0.00401 60 640: 70%|######9 | 117/168 [00:22<00:09, 5.23it/s]
102/499 4.32G 0.0112 0.009759 0.00401 60 640: 70%|####### | 118/168 [00:22<00:09, 5.06it/s]
102/499 4.32G 0.01119 0.009747 0.003983 58 640: 70%|####### | 118/168 [00:22<00:09, 5.06it/s]
102/499 4.32G 0.01119 0.009747 0.003983 58 640: 71%|####### | 119/168 [00:22<00:09, 5.17it/s]
102/499 4.32G 0.01119 0.009737 0.003976 63 640: 71%|####### | 119/168 [00:23<00:09, 5.17it/s]
102/499 4.32G 0.01119 0.009737 0.003976 63 640: 71%|#######1 | 120/168 [00:23<00:09, 5.23it/s]
102/499 4.32G 0.01119 0.009736 0.003979 74 640: 71%|#######1 | 120/168 [00:23<00:09, 5.23it/s]
102/499 4.32G 0.01119 0.009736 0.003979 74 640: 72%|#######2 | 121/168 [00:23<00:09, 5.11it/s]
102/499 4.32G 0.01118 0.009733 0.004014 72 640: 72%|#######2 | 121/168 [00:23<00:09, 5.11it/s]
102/499 4.32G 0.01118 0.009733 0.004014 72 640: 73%|#######2 | 122/168 [00:23<00:08, 5.17it/s]
102/499 4.32G 0.01117 0.009735 0.004 78 640: 73%|#######2 | 122/168 [00:23<00:08, 5.17it/s]
102/499 4.32G 0.01117 0.009735 0.004 78 640: 73%|#######3 | 123/168 [00:23<00:08, 5.25it/s]
102/499 4.32G 0.01118 0.009736 0.004012 72 640: 73%|#######3 | 123/168 [00:23<00:08, 5.25it/s]
102/499 4.32G 0.01118 0.009736 0.004012 72 640: 74%|#######3 | 124/168 [00:23<00:08, 5.03it/s]
102/499 4.32G 0.01118 0.00974 0.004022 79 640: 74%|#######3 | 124/168 [00:24<00:08, 5.03it/s]
102/499 4.32G 0.01118 0.00974 0.004022 79 640: 74%|#######4 | 125/168 [00:24<00:08, 5.14it/s]
102/499 4.32G 0.01118 0.009737 0.004023 67 640: 74%|#######4 | 125/168 [00:24<00:08, 5.14it/s]
102/499 4.32G 0.01118 0.009737 0.004023 67 640: 75%|#######5 | 126/168 [00:24<00:08, 5.24it/s]
102/499 4.32G 0.01116 0.009746 0.004002 80 640: 75%|#######5 | 126/168 [00:24<00:08, 5.24it/s]
102/499 4.32G 0.01116 0.009746 0.004002 80 640: 76%|#######5 | 127/168 [00:24<00:07, 5.13it/s]
102/499 4.32G 0.01115 0.009746 0.004008 70 640: 76%|#######5 | 127/168 [00:24<00:07, 5.13it/s]
102/499 4.32G 0.01115 0.009746 0.004008 70 640: 76%|#######6 | 128/168 [00:24<00:07, 5.22it/s]
102/499 4.32G 0.01116 0.009725 0.004038 52 640: 76%|#######6 | 128/168 [00:24<00:07, 5.22it/s]
102/499 4.32G 0.01116 0.009725 0.004038 52 640: 77%|#######6 | 129/168 [00:24<00:07, 5.29it/s]
102/499 4.32G 0.01117 0.009718 0.004057 59 640: 77%|#######6 | 129/168 [00:24<00:07, 5.29it/s]
102/499 4.32G 0.01117 0.009718 0.004057 59 640: 77%|#######7 | 130/168 [00:24<00:07, 5.11it/s]
102/499 4.32G 0.01116 0.009727 0.004078 83 640: 77%|#######7 | 130/168 [00:25<00:07, 5.11it/s]
102/499 4.32G 0.01116 0.009727 0.004078 83 640: 78%|#######7 | 131/168 [00:25<00:07, 5.20it/s]
102/499 4.32G 0.01115 0.009718 0.004068 64 640: 78%|#######7 | 131/168 [00:25<00:07, 5.20it/s]
102/499 4.32G 0.01115 0.009718 0.004068 64 640: 79%|#######8 | 132/168 [00:25<00:06, 5.21it/s]
102/499 4.32G 0.01116 0.009704 0.004054 54 640: 79%|#######8 | 132/168 [00:25<00:06, 5.21it/s]
102/499 4.32G 0.01116 0.009704 0.004054 54 640: 79%|#######9 | 133/168 [00:25<00:06, 5.09it/s]
102/499 4.32G 0.01117 0.009706 0.004053 67 640: 79%|#######9 | 133/168 [00:25<00:06, 5.09it/s]
102/499 4.32G 0.01117 0.009706 0.004053 67 640: 80%|#######9 | 134/168 [00:25<00:06, 5.21it/s]
102/499 4.32G 0.01116 0.009698 0.004043 64 640: 80%|#######9 | 134/168 [00:25<00:06, 5.21it/s]
102/499 4.32G 0.01116 0.009698 0.004043 64 640: 80%|######## | 135/168 [00:25<00:06, 5.30it/s]
102/499 4.32G 0.01117 0.009714 0.00405 73 640: 80%|######## | 135/168 [00:26<00:06, 5.30it/s]
102/499 4.32G 0.01117 0.009714 0.00405 73 640: 81%|######## | 136/168 [00:26<00:06, 5.15it/s]
102/499 4.32G 0.01116 0.009707 0.004041 65 640: 81%|######## | 136/168 [00:26<00:06, 5.15it/s]
102/499 4.32G 0.01116 0.009707 0.004041 65 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s]
102/499 4.32G 0.01115 0.009697 0.004028 54 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s]
102/499 4.32G 0.01115 0.009697 0.004028 54 640: 82%|########2 | 138/168 [00:26<00:05, 5.23it/s]
102/499 4.32G 0.01116 0.009692 0.004024 55 640: 82%|########2 | 138/168 [00:26<00:05, 5.23it/s]
102/499 4.32G 0.01116 0.009692 0.004024 55 640: 83%|########2 | 139/168 [00:26<00:05, 5.14it/s]
102/499 4.32G 0.01117 0.009689 0.004011 70 640: 83%|########2 | 139/168 [00:26<00:05, 5.14it/s]
102/499 4.32G 0.01117 0.009689 0.004011 70 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
102/499 4.32G 0.01117 0.009677 0.004001 61 640: 83%|########3 | 140/168 [00:27<00:05, 5.26it/s]
102/499 4.32G 0.01117 0.009677 0.004001 61 640: 84%|########3 | 141/168 [00:27<00:05, 5.33it/s]
102/499 4.32G 0.01117 0.009681 0.004017 67 640: 84%|########3 | 141/168 [00:27<00:05, 5.33it/s]
102/499 4.32G 0.01117 0.009681 0.004017 67 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s]
102/499 4.32G 0.01117 0.009683 0.004007 66 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s]
102/499 4.32G 0.01117 0.009683 0.004007 66 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s]
102/499 4.32G 0.01117 0.009685 0.004009 70 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s]
102/499 4.32G 0.01117 0.009685 0.004009 70 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s]
102/499 4.32G 0.01117 0.009677 0.004011 70 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s]
102/499 4.32G 0.01117 0.009677 0.004011 70 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s]
102/499 4.32G 0.01117 0.009665 0.004025 69 640: 86%|########6 | 145/168 [00:28<00:04, 5.18it/s]
102/499 4.32G 0.01117 0.009665 0.004025 69 640: 87%|########6 | 146/168 [00:28<00:04, 5.26it/s]
102/499 4.32G 0.01117 0.009682 0.004019 86 640: 87%|########6 | 146/168 [00:28<00:04, 5.26it/s]
102/499 4.32G 0.01117 0.009682 0.004019 86 640: 88%|########7 | 147/168 [00:28<00:03, 5.28it/s]
102/499 4.32G 0.01117 0.009693 0.004017 68 640: 88%|########7 | 147/168 [00:28<00:03, 5.28it/s]
102/499 4.32G 0.01117 0.009693 0.004017 68 640: 88%|########8 | 148/168 [00:28<00:03, 5.13it/s]
102/499 4.32G 0.01116 0.009689 0.004011 58 640: 88%|########8 | 148/168 [00:28<00:03, 5.13it/s]
102/499 4.32G 0.01116 0.009689 0.004011 58 640: 89%|########8 | 149/168 [00:28<00:03, 5.19it/s]
102/499 4.32G 0.01116 0.009686 0.004014 63 640: 89%|########8 | 149/168 [00:28<00:03, 5.19it/s]
102/499 4.32G 0.01116 0.009686 0.004014 63 640: 89%|########9 | 150/168 [00:28<00:03, 5.28it/s]
102/499 4.32G 0.01117 0.009691 0.004014 75 640: 89%|########9 | 150/168 [00:29<00:03, 5.28it/s]
102/499 4.32G 0.01117 0.009691 0.004014 75 640: 90%|########9 | 151/168 [00:29<00:03, 5.13it/s]
102/499 4.32G 0.01117 0.009693 0.004015 72 640: 90%|########9 | 151/168 [00:29<00:03, 5.13it/s]
102/499 4.32G 0.01117 0.009693 0.004015 72 640: 90%|######### | 152/168 [00:29<00:03, 5.20it/s]
102/499 4.32G 0.01117 0.009688 0.00402 60 640: 90%|######### | 152/168 [00:29<00:03, 5.20it/s]
102/499 4.32G 0.01117 0.009688 0.00402 60 640: 91%|#########1| 153/168 [00:29<00:02, 5.27it/s]
102/499 4.32G 0.01117 0.009688 0.00403 62 640: 91%|#########1| 153/168 [00:29<00:02, 5.27it/s]
102/499 4.32G 0.01117 0.009688 0.00403 62 640: 92%|#########1| 154/168 [00:29<00:02, 5.11it/s]
102/499 4.32G 0.01118 0.009685 0.004024 60 640: 92%|#########1| 154/168 [00:29<00:02, 5.11it/s]
102/499 4.32G 0.01118 0.009685 0.004024 60 640: 92%|#########2| 155/168 [00:29<00:02, 5.21it/s]
102/499 4.32G 0.01118 0.009683 0.004024 66 640: 92%|#########2| 155/168 [00:29<00:02, 5.21it/s]
102/499 4.32G 0.01118 0.009683 0.004024 66 640: 93%|#########2| 156/168 [00:29<00:02, 5.20it/s]
102/499 4.32G 0.01117 0.009682 0.004008 70 640: 93%|#########2| 156/168 [00:30<00:02, 5.20it/s]
102/499 4.32G 0.01117 0.009682 0.004008 70 640: 93%|#########3| 157/168 [00:30<00:02, 5.09it/s]
102/499 4.32G 0.01117 0.009669 0.004031 55 640: 93%|#########3| 157/168 [00:30<00:02, 5.09it/s]
102/499 4.32G 0.01117 0.009669 0.004031 55 640: 94%|#########4| 158/168 [00:30<00:01, 5.19it/s]
102/499 4.32G 0.01115 0.009661 0.004016 58 640: 94%|#########4| 158/168 [00:30<00:01, 5.19it/s]
102/499 4.32G 0.01115 0.009661 0.004016 58 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s]
102/499 4.32G 0.01115 0.009666 0.004004 68 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s]
102/499 4.32G 0.01115 0.009666 0.004004 68 640: 95%|#########5| 160/168 [00:30<00:01, 5.12it/s]
102/499 4.32G 0.01115 0.009669 0.004024 65 640: 95%|#########5| 160/168 [00:30<00:01, 5.12it/s]
102/499 4.32G 0.01115 0.009669 0.004024 65 640: 96%|#########5| 161/168 [00:30<00:01, 5.19it/s]
102/499 4.32G 0.01115 0.009667 0.004057 75 640: 96%|#########5| 161/168 [00:31<00:01, 5.19it/s]
102/499 4.32G 0.01115 0.009667 0.004057 75 640: 96%|#########6| 162/168 [00:31<00:01, 5.24it/s]
102/499 4.32G 0.01115 0.009681 0.004085 80 640: 96%|#########6| 162/168 [00:31<00:01, 5.24it/s]
102/499 4.32G 0.01115 0.009681 0.004085 80 640: 97%|#########7| 163/168 [00:31<00:00, 5.09it/s]
102/499 4.32G 0.01114 0.009689 0.004098 75 640: 97%|#########7| 163/168 [00:31<00:00, 5.09it/s]
102/499 4.32G 0.01114 0.009689 0.004098 75 640: 98%|#########7| 164/168 [00:31<00:00, 5.19it/s]
102/499 4.32G 0.01114 0.009679 0.0041 74 640: 98%|#########7| 164/168 [00:31<00:00, 5.19it/s]
102/499 4.32G 0.01114 0.009679 0.0041 74 640: 98%|#########8| 165/168 [00:31<00:00, 5.26it/s]
102/499 4.32G 0.01115 0.009682 0.004094 64 640: 98%|#########8| 165/168 [00:31<00:00, 5.26it/s]
102/499 4.32G 0.01115 0.009682 0.004094 64 640: 99%|#########8| 166/168 [00:31<00:00, 5.12it/s]
102/499 4.32G 0.01116 0.009697 0.004119 71 640: 99%|#########8| 166/168 [00:32<00:00, 5.12it/s]
102/499 4.32G 0.01116 0.009697 0.004119 71 640: 99%|#########9| 167/168 [00:32<00:00, 5.22it/s]
102/499 4.32G 0.01117 0.009699 0.004117 33 640: 99%|#########9| 167/168 [00:32<00:00, 5.22it/s]
102/499 4.32G 0.01117 0.009699 0.004117 33 640: 100%|##########| 168/168 [00:32<00:00, 5.42it/s]
102/499 4.32G 0.01117 0.009699 0.004117 33 640: 100%|##########| 168/168 [00:32<00:00, 5.21it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s]
all 132 263 0.843 0.834 0.878 0.755
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
103/499 4.32G 0.01135 0.01128 0.008357 80 640: 0%| | 0/168 [00:00<?, ?it/s]
103/499 4.32G 0.01135 0.01128 0.008357 80 640: 1%| | 1/168 [00:00<00:33, 4.93it/s]
103/499 4.32G 0.01084 0.01045 0.00775 74 640: 1%| | 1/168 [00:00<00:33, 4.93it/s]
103/499 4.32G 0.01084 0.01045 0.00775 74 640: 1%|1 | 2/168 [00:00<00:31, 5.22it/s]
103/499 4.32G 0.01086 0.009751 0.005798 59 640: 1%|1 | 2/168 [00:00<00:31, 5.22it/s]
103/499 4.32G 0.01086 0.009751 0.005798 59 640: 2%|1 | 3/168 [00:00<00:30, 5.33it/s]
103/499 4.32G 0.0108 0.01021 0.00489 78 640: 2%|1 | 3/168 [00:00<00:30, 5.33it/s]
103/499 4.32G 0.0108 0.01021 0.00489 78 640: 2%|2 | 4/168 [00:00<00:31, 5.15it/s]
103/499 4.32G 0.01131 0.009687 0.004758 53 640: 2%|2 | 4/168 [00:00<00:31, 5.15it/s]
103/499 4.32G 0.01131 0.009687 0.004758 53 640: 3%|2 | 5/168 [00:00<00:31, 5.24it/s]
103/499 4.32G 0.01117 0.009508 0.004452 70 640: 3%|2 | 5/168 [00:01<00:31, 5.24it/s]
103/499 4.32G 0.01117 0.009508 0.004452 70 640: 4%|3 | 6/168 [00:01<00:30, 5.30it/s]
103/499 4.32G 0.01137 0.009558 0.004626 56 640: 4%|3 | 6/168 [00:01<00:30, 5.30it/s]
103/499 4.32G 0.01137 0.009558 0.004626 56 640: 4%|4 | 7/168 [00:01<00:31, 5.13it/s]
103/499 4.32G 0.01139 0.01007 0.004318 81 640: 4%|4 | 7/168 [00:01<00:31, 5.13it/s]
103/499 4.32G 0.01139 0.01007 0.004318 81 640: 5%|4 | 8/168 [00:01<00:30, 5.20it/s]
103/499 4.32G 0.01122 0.009972 0.004192 67 640: 5%|4 | 8/168 [00:01<00:30, 5.20it/s]
103/499 4.32G 0.01122 0.009972 0.004192 67 640: 5%|5 | 9/168 [00:01<00:30, 5.26it/s]
103/499 4.32G 0.01134 0.01041 0.004021 81 640: 5%|5 | 9/168 [00:01<00:30, 5.26it/s]
103/499 4.32G 0.01134 0.01041 0.004021 81 640: 6%|5 | 10/168 [00:01<00:30, 5.11it/s]
103/499 4.32G 0.01127 0.01036 0.004019 67 640: 6%|5 | 10/168 [00:02<00:30, 5.11it/s]
103/499 4.32G 0.01127 0.01036 0.004019 67 640: 7%|6 | 11/168 [00:02<00:30, 5.21it/s]
103/499 4.32G 0.01121 0.01029 0.004197 68 640: 7%|6 | 11/168 [00:02<00:30, 5.21it/s]
103/499 4.32G 0.01121 0.01029 0.004197 68 640: 7%|7 | 12/168 [00:02<00:29, 5.30it/s]
103/499 4.32G 0.01122 0.0101 0.0042 56 640: 7%|7 | 12/168 [00:02<00:29, 5.30it/s]
103/499 4.32G 0.01122 0.0101 0.0042 56 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s]
103/499 4.32G 0.01127 0.01006 0.004116 80 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s]
103/499 4.32G 0.01127 0.01006 0.004116 80 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s]
103/499 4.32G 0.01143 0.01002 0.003989 72 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s]
103/499 4.32G 0.01143 0.01002 0.003989 72 640: 9%|8 | 15/168 [00:02<00:28, 5.29it/s]
103/499 4.32G 0.01133 0.009974 0.003885 61 640: 9%|8 | 15/168 [00:03<00:28, 5.29it/s]
103/499 4.32G 0.01133 0.009974 0.003885 61 640: 10%|9 | 16/168 [00:03<00:29, 5.11it/s]
103/499 4.32G 0.01139 0.009951 0.003955 55 640: 10%|9 | 16/168 [00:03<00:29, 5.11it/s]
103/499 4.32G 0.01139 0.009951 0.003955 55 640: 10%|# | 17/168 [00:03<00:29, 5.15it/s]
103/499 4.32G 0.01133 0.01004 0.003847 77 640: 10%|# | 17/168 [00:03<00:29, 5.15it/s]
103/499 4.32G 0.01133 0.01004 0.003847 77 640: 11%|# | 18/168 [00:03<00:28, 5.20it/s]
103/499 4.32G 0.01123 0.009967 0.003927 71 640: 11%|# | 18/168 [00:03<00:28, 5.20it/s]
103/499 4.32G 0.01123 0.009967 0.003927 71 640: 11%|#1 | 19/168 [00:03<00:29, 5.09it/s]
103/499 4.32G 0.01132 0.01013 0.003946 97 640: 11%|#1 | 19/168 [00:03<00:29, 5.09it/s]
103/499 4.32G 0.01132 0.01013 0.003946 97 640: 12%|#1 | 20/168 [00:03<00:28, 5.18it/s]
103/499 4.32G 0.01138 0.01008 0.003917 69 640: 12%|#1 | 20/168 [00:04<00:28, 5.18it/s]
103/499 4.32G 0.01138 0.01008 0.003917 69 640: 12%|#2 | 21/168 [00:04<00:28, 5.23it/s]
103/499 4.32G 0.01132 0.01005 0.004041 68 640: 12%|#2 | 21/168 [00:04<00:28, 5.23it/s]
103/499 4.32G 0.01132 0.01005 0.004041 68 640: 13%|#3 | 22/168 [00:04<00:28, 5.08it/s]
103/499 4.32G 0.01128 0.01004 0.003972 68 640: 13%|#3 | 22/168 [00:04<00:28, 5.08it/s]
103/499 4.32G 0.01128 0.01004 0.003972 68 640: 14%|#3 | 23/168 [00:04<00:28, 5.17it/s]
103/499 4.32G 0.01129 0.0101 0.003913 83 640: 14%|#3 | 23/168 [00:04<00:28, 5.17it/s]
103/499 4.32G 0.01129 0.0101 0.003913 83 640: 14%|#4 | 24/168 [00:04<00:27, 5.28it/s]
103/499 4.32G 0.01139 0.01015 0.003948 67 640: 14%|#4 | 24/168 [00:04<00:27, 5.28it/s]
103/499 4.32G 0.01139 0.01015 0.003948 67 640: 15%|#4 | 25/168 [00:04<00:28, 5.05it/s]
103/499 4.32G 0.01137 0.0101 0.004004 57 640: 15%|#4 | 25/168 [00:05<00:28, 5.05it/s]
103/499 4.32G 0.01137 0.0101 0.004004 57 640: 15%|#5 | 26/168 [00:05<00:27, 5.12it/s]
103/499 4.32G 0.01133 0.01013 0.004077 69 640: 15%|#5 | 26/168 [00:05<00:27, 5.12it/s]
103/499 4.32G 0.01133 0.01013 0.004077 69 640: 16%|#6 | 27/168 [00:05<00:27, 5.18it/s]
103/499 4.32G 0.01126 0.01004 0.004172 52 640: 16%|#6 | 27/168 [00:05<00:27, 5.18it/s]
103/499 4.32G 0.01126 0.01004 0.004172 52 640: 17%|#6 | 28/168 [00:05<00:27, 5.04it/s]
103/499 4.32G 0.0112 0.009999 0.004269 67 640: 17%|#6 | 28/168 [00:05<00:27, 5.04it/s]
103/499 4.32G 0.0112 0.009999 0.004269 67 640: 17%|#7 | 29/168 [00:05<00:26, 5.16it/s]
103/499 4.32G 0.01122 0.01 0.004251 71 640: 17%|#7 | 29/168 [00:05<00:26, 5.16it/s]
103/499 4.32G 0.01122 0.01 0.004251 71 640: 18%|#7 | 30/168 [00:05<00:26, 5.21it/s]
103/499 4.32G 0.0112 0.01006 0.004262 85 640: 18%|#7 | 30/168 [00:05<00:26, 5.21it/s]
103/499 4.32G 0.0112 0.01006 0.004262 85 640: 18%|#8 | 31/168 [00:05<00:26, 5.08it/s]
103/499 4.32G 0.01123 0.01004 0.00417 69 640: 18%|#8 | 31/168 [00:06<00:26, 5.08it/s]
103/499 4.32G 0.01123 0.01004 0.00417 69 640: 19%|#9 | 32/168 [00:06<00:26, 5.17it/s]
103/499 4.32G 0.01122 0.01004 0.00419 74 640: 19%|#9 | 32/168 [00:06<00:26, 5.17it/s]
103/499 4.32G 0.01122 0.01004 0.00419 74 640: 20%|#9 | 33/168 [00:06<00:25, 5.26it/s]
103/499 4.32G 0.01127 0.009923 0.00417 48 640: 20%|#9 | 33/168 [00:06<00:25, 5.26it/s]
103/499 4.32G 0.01127 0.009923 0.00417 48 640: 20%|## | 34/168 [00:06<00:26, 5.12it/s]
103/499 4.32G 0.01124 0.009886 0.004206 67 640: 20%|## | 34/168 [00:06<00:26, 5.12it/s]
103/499 4.32G 0.01124 0.009886 0.004206 67 640: 21%|## | 35/168 [00:06<00:25, 5.22it/s]
103/499 4.32G 0.01119 0.009808 0.004223 54 640: 21%|## | 35/168 [00:06<00:25, 5.22it/s]
103/499 4.32G 0.01119 0.009808 0.004223 54 640: 21%|##1 | 36/168 [00:06<00:25, 5.28it/s]
103/499 4.32G 0.01115 0.009832 0.004231 80 640: 21%|##1 | 36/168 [00:07<00:25, 5.28it/s]
103/499 4.32G 0.01115 0.009832 0.004231 80 640: 22%|##2 | 37/168 [00:07<00:25, 5.10it/s]
103/499 4.32G 0.01111 0.009784 0.004241 67 640: 22%|##2 | 37/168 [00:07<00:25, 5.10it/s]
103/499 4.32G 0.01111 0.009784 0.004241 67 640: 23%|##2 | 38/168 [00:07<00:24, 5.20it/s]
103/499 4.32G 0.01111 0.009752 0.004201 64 640: 23%|##2 | 38/168 [00:07<00:24, 5.20it/s]
103/499 4.32G 0.01111 0.009752 0.004201 64 640: 23%|##3 | 39/168 [00:07<00:24, 5.27it/s]
103/499 4.32G 0.01112 0.009777 0.00427 74 640: 23%|##3 | 39/168 [00:07<00:24, 5.27it/s]
103/499 4.32G 0.01112 0.009777 0.00427 74 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s]
103/499 4.32G 0.01109 0.009812 0.004231 79 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s]
103/499 4.32G 0.01109 0.009812 0.004231 79 640: 24%|##4 | 41/168 [00:07<00:24, 5.25it/s]
103/499 4.32G 0.0111 0.009812 0.004249 68 640: 24%|##4 | 41/168 [00:08<00:24, 5.25it/s]
103/499 4.32G 0.0111 0.009812 0.004249 68 640: 25%|##5 | 42/168 [00:08<00:23, 5.27it/s]
103/499 4.32G 0.0111 0.009813 0.004231 72 640: 25%|##5 | 42/168 [00:08<00:23, 5.27it/s]
103/499 4.32G 0.0111 0.009813 0.004231 72 640: 26%|##5 | 43/168 [00:08<00:24, 5.12it/s]
103/499 4.32G 0.0111 0.009809 0.004264 67 640: 26%|##5 | 43/168 [00:08<00:24, 5.12it/s]
103/499 4.32G 0.0111 0.009809 0.004264 67 640: 26%|##6 | 44/168 [00:08<00:23, 5.22it/s]
103/499 4.32G 0.01111 0.009777 0.004227 55 640: 26%|##6 | 44/168 [00:08<00:23, 5.22it/s]
103/499 4.32G 0.01111 0.009777 0.004227 55 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s]
103/499 4.32G 0.01112 0.009797 0.004186 71 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s]
103/499 4.32G 0.01112 0.009797 0.004186 71 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s]
103/499 4.32G 0.01112 0.009805 0.004166 60 640: 27%|##7 | 46/168 [00:09<00:23, 5.17it/s]
103/499 4.32G 0.01112 0.009805 0.004166 60 640: 28%|##7 | 47/168 [00:09<00:23, 5.23it/s]
103/499 4.32G 0.0111 0.009761 0.004145 58 640: 28%|##7 | 47/168 [00:09<00:23, 5.23it/s]
103/499 4.32G 0.0111 0.009761 0.004145 58 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s]
103/499 4.32G 0.01111 0.009756 0.004104 55 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s]
103/499 4.32G 0.01111 0.009756 0.004104 55 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s]
103/499 4.32G 0.01108 0.009782 0.004049 76 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s]
103/499 4.32G 0.01108 0.009782 0.004049 76 640: 30%|##9 | 50/168 [00:09<00:22, 5.20it/s]
103/499 4.32G 0.01109 0.009773 0.004057 57 640: 30%|##9 | 50/168 [00:09<00:22, 5.20it/s]
103/499 4.32G 0.01109 0.009773 0.004057 57 640: 30%|### | 51/168 [00:09<00:22, 5.29it/s]
103/499 4.32G 0.01105 0.009802 0.004015 75 640: 30%|### | 51/168 [00:10<00:22, 5.29it/s]
103/499 4.32G 0.01105 0.009802 0.004015 75 640: 31%|### | 52/168 [00:10<00:22, 5.13it/s]
103/499 4.32G 0.01105 0.009811 0.003976 64 640: 31%|### | 52/168 [00:10<00:22, 5.13it/s]
103/499 4.32G 0.01105 0.009811 0.003976 64 640: 32%|###1 | 53/168 [00:10<00:21, 5.23it/s]
103/499 4.32G 0.01105 0.009806 0.004029 70 640: 32%|###1 | 53/168 [00:10<00:21, 5.23it/s]
103/499 4.32G 0.01105 0.009806 0.004029 70 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s]
103/499 4.32G 0.01108 0.009794 0.004069 67 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s]
103/499 4.32G 0.01108 0.009794 0.004069 67 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s]
103/499 4.32G 0.0111 0.009767 0.004062 62 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s]
103/499 4.32G 0.0111 0.009767 0.004062 62 640: 33%|###3 | 56/168 [00:10<00:21, 5.24it/s]
103/499 4.32G 0.01113 0.009763 0.004099 61 640: 33%|###3 | 56/168 [00:10<00:21, 5.24it/s]
103/499 4.32G 0.01113 0.009763 0.004099 61 640: 34%|###3 | 57/168 [00:10<00:20, 5.30it/s]
103/499 4.32G 0.01112 0.009789 0.004114 71 640: 34%|###3 | 57/168 [00:11<00:20, 5.30it/s]
103/499 4.32G 0.01112 0.009789 0.004114 71 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s]
103/499 4.32G 0.01112 0.009815 0.00411 74 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s]
103/499 4.32G 0.01112 0.009815 0.00411 74 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s]
103/499 4.32G 0.01108 0.009796 0.004149 63 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s]
103/499 4.32G 0.01108 0.009796 0.004149 63 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s]
103/499 4.32G 0.01109 0.009784 0.004147 62 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s]
103/499 4.32G 0.01109 0.009784 0.004147 62 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
103/499 4.32G 0.01111 0.009772 0.004137 62 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
103/499 4.32G 0.01111 0.009772 0.004137 62 640: 37%|###6 | 62/168 [00:11<00:20, 5.25it/s]
103/499 4.32G 0.01112 0.009774 0.004172 72 640: 37%|###6 | 62/168 [00:12<00:20, 5.25it/s]
103/499 4.32G 0.01112 0.009774 0.004172 72 640: 38%|###7 | 63/168 [00:12<00:19, 5.29it/s]
103/499 4.32G 0.01113 0.009793 0.004145 75 640: 38%|###7 | 63/168 [00:12<00:19, 5.29it/s]
103/499 4.32G 0.01113 0.009793 0.004145 75 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s]
103/499 4.32G 0.01113 0.009785 0.004112 70 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s]
103/499 4.32G 0.01113 0.009785 0.004112 70 640: 39%|###8 | 65/168 [00:12<00:19, 5.22it/s]
103/499 4.32G 0.01114 0.009816 0.004121 76 640: 39%|###8 | 65/168 [00:12<00:19, 5.22it/s]
103/499 4.32G 0.01114 0.009816 0.004121 76 640: 39%|###9 | 66/168 [00:12<00:19, 5.29it/s]
103/499 4.32G 0.01115 0.009824 0.00411 64 640: 39%|###9 | 66/168 [00:12<00:19, 5.29it/s]
103/499 4.32G 0.01115 0.009824 0.00411 64 640: 40%|###9 | 67/168 [00:12<00:19, 5.16it/s]
103/499 4.32G 0.01114 0.009825 0.004088 77 640: 40%|###9 | 67/168 [00:13<00:19, 5.16it/s]
103/499 4.32G 0.01114 0.009825 0.004088 77 640: 40%|#### | 68/168 [00:13<00:19, 5.21it/s]
103/499 4.32G 0.01114 0.009828 0.004067 77 640: 40%|#### | 68/168 [00:13<00:19, 5.21it/s]
103/499 4.32G 0.01114 0.009828 0.004067 77 640: 41%|####1 | 69/168 [00:13<00:18, 5.26it/s]
103/499 4.32G 0.01116 0.009865 0.004055 84 640: 41%|####1 | 69/168 [00:13<00:18, 5.26it/s]
103/499 4.32G 0.01116 0.009865 0.004055 84 640: 42%|####1 | 70/168 [00:13<00:19, 5.13it/s]
103/499 4.32G 0.01117 0.009841 0.004014 57 640: 42%|####1 | 70/168 [00:13<00:19, 5.13it/s]
103/499 4.32G 0.01117 0.009841 0.004014 57 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s]
103/499 4.32G 0.01117 0.009822 0.004034 57 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s]
103/499 4.32G 0.01117 0.009822 0.004034 57 640: 43%|####2 | 72/168 [00:13<00:18, 5.29it/s]
103/499 4.32G 0.01116 0.009827 0.004071 84 640: 43%|####2 | 72/168 [00:14<00:18, 5.29it/s]
103/499 4.32G 0.01116 0.009827 0.004071 84 640: 43%|####3 | 73/168 [00:14<00:18, 5.14it/s]
103/499 4.32G 0.01116 0.009794 0.004064 45 640: 43%|####3 | 73/168 [00:14<00:18, 5.14it/s]
103/499 4.32G 0.01116 0.009794 0.004064 45 640: 44%|####4 | 74/168 [00:14<00:17, 5.22it/s]
103/499 4.32G 0.01114 0.009808 0.004067 71 640: 44%|####4 | 74/168 [00:14<00:17, 5.22it/s]
103/499 4.32G 0.01114 0.009808 0.004067 71 640: 45%|####4 | 75/168 [00:14<00:17, 5.30it/s]
103/499 4.32G 0.01115 0.009814 0.004147 74 640: 45%|####4 | 75/168 [00:14<00:17, 5.30it/s]
103/499 4.32G 0.01115 0.009814 0.004147 74 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s]
103/499 4.32G 0.01115 0.009811 0.004163 66 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s]
103/499 4.32G 0.01115 0.009811 0.004163 66 640: 46%|####5 | 77/168 [00:14<00:17, 5.20it/s]
103/499 4.32G 0.01115 0.009797 0.004166 62 640: 46%|####5 | 77/168 [00:14<00:17, 5.20it/s]
103/499 4.32G 0.01115 0.009797 0.004166 62 640: 46%|####6 | 78/168 [00:14<00:17, 5.26it/s]
103/499 4.32G 0.01114 0.00978 0.004251 62 640: 46%|####6 | 78/168 [00:15<00:17, 5.26it/s]
103/499 4.32G 0.01114 0.00978 0.004251 62 640: 47%|####7 | 79/168 [00:15<00:17, 5.12it/s]
103/499 4.32G 0.01115 0.009779 0.004232 62 640: 47%|####7 | 79/168 [00:15<00:17, 5.12it/s]
103/499 4.32G 0.01115 0.009779 0.004232 62 640: 48%|####7 | 80/168 [00:15<00:16, 5.22it/s]
103/499 4.32G 0.01118 0.00981 0.004237 74 640: 48%|####7 | 80/168 [00:15<00:16, 5.22it/s]
103/499 4.32G 0.01118 0.00981 0.004237 74 640: 48%|####8 | 81/168 [00:15<00:16, 5.28it/s]
103/499 4.32G 0.0112 0.009785 0.004262 56 640: 48%|####8 | 81/168 [00:15<00:16, 5.28it/s]
103/499 4.32G 0.0112 0.009785 0.004262 56 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s]
103/499 4.32G 0.0112 0.009778 0.004278 68 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s]
103/499 4.32G 0.0112 0.009778 0.004278 68 640: 49%|####9 | 83/168 [00:15<00:16, 5.25it/s]
103/499 4.32G 0.0112 0.009767 0.004245 57 640: 49%|####9 | 83/168 [00:16<00:16, 5.25it/s]
103/499 4.32G 0.0112 0.009767 0.004245 57 640: 50%|##### | 84/168 [00:16<00:15, 5.28it/s]
103/499 4.32G 0.01119 0.009772 0.004228 69 640: 50%|##### | 84/168 [00:16<00:15, 5.28it/s]
103/499 4.32G 0.01119 0.009772 0.004228 69 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s]
103/499 4.32G 0.01118 0.009779 0.004233 67 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s]
103/499 4.32G 0.01118 0.009779 0.004233 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s]
103/499 4.32G 0.0112 0.00979 0.004224 70 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s]
103/499 4.32G 0.0112 0.00979 0.004224 70 640: 52%|#####1 | 87/168 [00:16<00:15, 5.31it/s]
103/499 4.32G 0.0112 0.009786 0.004248 70 640: 52%|#####1 | 87/168 [00:16<00:15, 5.31it/s]
103/499 4.32G 0.0112 0.009786 0.004248 70 640: 52%|#####2 | 88/168 [00:16<00:15, 5.17it/s]
103/499 4.32G 0.01119 0.009763 0.004228 56 640: 52%|#####2 | 88/168 [00:17<00:15, 5.17it/s]
103/499 4.32G 0.01119 0.009763 0.004228 56 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s]
103/499 4.32G 0.0112 0.009784 0.004234 82 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s]
103/499 4.32G 0.0112 0.009784 0.004234 82 640: 54%|#####3 | 90/168 [00:17<00:14, 5.31it/s]
103/499 4.32G 0.0112 0.009768 0.004224 60 640: 54%|#####3 | 90/168 [00:17<00:14, 5.31it/s]
103/499 4.32G 0.0112 0.009768 0.004224 60 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s]
103/499 4.32G 0.0112 0.009748 0.004226 61 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s]
103/499 4.32G 0.0112 0.009748 0.004226 61 640: 55%|#####4 | 92/168 [00:17<00:14, 5.20it/s]
103/499 4.32G 0.01121 0.009737 0.00425 66 640: 55%|#####4 | 92/168 [00:17<00:14, 5.20it/s]
103/499 4.32G 0.01121 0.009737 0.00425 66 640: 55%|#####5 | 93/168 [00:17<00:14, 5.27it/s]
103/499 4.32G 0.0112 0.009743 0.004271 72 640: 55%|#####5 | 93/168 [00:18<00:14, 5.27it/s]
103/499 4.32G 0.0112 0.009743 0.004271 72 640: 56%|#####5 | 94/168 [00:18<00:14, 5.14it/s]
103/499 4.32G 0.01124 0.009728 0.004277 67 640: 56%|#####5 | 94/168 [00:18<00:14, 5.14it/s]
103/499 4.32G 0.01124 0.009728 0.004277 67 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s]
103/499 4.32G 0.01125 0.009708 0.00426 55 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s]
103/499 4.32G 0.01125 0.009708 0.00426 55 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s]
103/499 4.32G 0.01125 0.00969 0.004252 56 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s]
103/499 4.32G 0.01125 0.00969 0.004252 56 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s]
103/499 4.32G 0.01124 0.009701 0.004232 77 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s]
103/499 4.32G 0.01124 0.009701 0.004232 77 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s]
103/499 4.32G 0.01124 0.009699 0.00426 70 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s]
103/499 4.32G 0.01124 0.009699 0.00426 70 640: 59%|#####8 | 99/168 [00:18<00:12, 5.32it/s]
103/499 4.32G 0.01123 0.009714 0.004255 77 640: 59%|#####8 | 99/168 [00:19<00:12, 5.32it/s]
103/499 4.32G 0.01123 0.009714 0.004255 77 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s]
103/499 4.32G 0.01122 0.009692 0.00426 65 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s]
103/499 4.32G 0.01122 0.009692 0.00426 65 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
103/499 4.32G 0.01121 0.009672 0.004244 53 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
103/499 4.32G 0.01121 0.009672 0.004244 53 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s]
103/499 4.32G 0.01122 0.009673 0.004242 69 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s]
103/499 4.32G 0.01122 0.009673 0.004242 69 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s]
103/499 4.32G 0.01121 0.009664 0.004245 59 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s]
103/499 4.32G 0.01121 0.009664 0.004245 59 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s]
103/499 4.32G 0.01123 0.009691 0.004254 78 640: 62%|######1 | 104/168 [00:20<00:12, 5.27it/s]
103/499 4.32G 0.01123 0.009691 0.004254 78 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s]
103/499 4.32G 0.01123 0.009684 0.004249 61 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s]
103/499 4.32G 0.01123 0.009684 0.004249 61 640: 63%|######3 | 106/168 [00:20<00:11, 5.17it/s]
103/499 4.32G 0.01123 0.009691 0.004244 80 640: 63%|######3 | 106/168 [00:20<00:11, 5.17it/s]
103/499 4.32G 0.01123 0.009691 0.004244 80 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s]
103/499 4.32G 0.01123 0.009694 0.004243 70 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s]
103/499 4.32G 0.01123 0.009694 0.004243 70 640: 64%|######4 | 108/168 [00:20<00:11, 5.29it/s]
103/499 4.32G 0.01123 0.009683 0.004226 63 640: 64%|######4 | 108/168 [00:20<00:11, 5.29it/s]
103/499 4.32G 0.01123 0.009683 0.004226 63 640: 65%|######4 | 109/168 [00:20<00:11, 5.16it/s]
103/499 4.32G 0.01124 0.009692 0.004223 71 640: 65%|######4 | 109/168 [00:21<00:11, 5.16it/s]
103/499 4.32G 0.01124 0.009692 0.004223 71 640: 65%|######5 | 110/168 [00:21<00:11, 5.22it/s]
103/499 4.32G 0.01125 0.009724 0.004221 85 640: 65%|######5 | 110/168 [00:21<00:11, 5.22it/s]
103/499 4.32G 0.01125 0.009724 0.004221 85 640: 66%|######6 | 111/168 [00:21<00:10, 5.29it/s]
103/499 4.32G 0.01126 0.009749 0.004216 82 640: 66%|######6 | 111/168 [00:21<00:10, 5.29it/s]
103/499 4.32G 0.01126 0.009749 0.004216 82 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s]
103/499 4.32G 0.01125 0.009741 0.004193 69 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s]
103/499 4.32G 0.01125 0.009741 0.004193 69 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s]
103/499 4.32G 0.01127 0.009736 0.00419 62 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s]
103/499 4.32G 0.01127 0.009736 0.00419 62 640: 68%|######7 | 114/168 [00:21<00:10, 5.28it/s]
103/499 4.32G 0.01128 0.009744 0.004219 65 640: 68%|######7 | 114/168 [00:22<00:10, 5.28it/s]
103/499 4.32G 0.01128 0.009744 0.004219 65 640: 68%|######8 | 115/168 [00:22<00:10, 5.16it/s]
103/499 4.32G 0.01128 0.009738 0.004207 59 640: 68%|######8 | 115/168 [00:22<00:10, 5.16it/s]
103/499 4.32G 0.01128 0.009738 0.004207 59 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s]
103/499 4.32G 0.01128 0.009753 0.004192 76 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s]
103/499 4.32G 0.01128 0.009753 0.004192 76 640: 70%|######9 | 117/168 [00:22<00:09, 5.30it/s]
103/499 4.32G 0.0113 0.009756 0.004224 70 640: 70%|######9 | 117/168 [00:22<00:09, 5.30it/s]
103/499 4.32G 0.0113 0.009756 0.004224 70 640: 70%|####### | 118/168 [00:22<00:09, 5.13it/s]
103/499 4.32G 0.01131 0.009759 0.004247 76 640: 70%|####### | 118/168 [00:22<00:09, 5.13it/s]
103/499 4.32G 0.01131 0.009759 0.004247 76 640: 71%|####### | 119/168 [00:22<00:09, 5.20it/s]
103/499 4.32G 0.01132 0.009761 0.004287 71 640: 71%|####### | 119/168 [00:23<00:09, 5.20it/s]
103/499 4.32G 0.01132 0.009761 0.004287 71 640: 71%|#######1 | 120/168 [00:23<00:09, 5.28it/s]
103/499 4.32G 0.01131 0.00975 0.004307 67 640: 71%|#######1 | 120/168 [00:23<00:09, 5.28it/s]
103/499 4.32G 0.01131 0.00975 0.004307 67 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
103/499 4.32G 0.01135 0.009761 0.004313 59 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
103/499 4.32G 0.01135 0.009761 0.004313 59 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s]
103/499 4.32G 0.01135 0.009755 0.004305 59 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s]
103/499 4.32G 0.01135 0.009755 0.004305 59 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s]
103/499 4.32G 0.01134 0.009748 0.004303 62 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s]
103/499 4.32G 0.01134 0.009748 0.004303 62 640: 74%|#######3 | 124/168 [00:23<00:08, 5.14it/s]
103/499 4.32G 0.01134 0.009755 0.00431 83 640: 74%|#######3 | 124/168 [00:23<00:08, 5.14it/s]
103/499 4.32G 0.01134 0.009755 0.00431 83 640: 74%|#######4 | 125/168 [00:23<00:08, 5.14it/s]
103/499 4.32G 0.01135 0.009757 0.004316 65 640: 74%|#######4 | 125/168 [00:24<00:08, 5.14it/s]
103/499 4.32G 0.01135 0.009757 0.004316 65 640: 75%|#######5 | 126/168 [00:24<00:08, 5.22it/s]
103/499 4.32G 0.01135 0.009786 0.004299 90 640: 75%|#######5 | 126/168 [00:24<00:08, 5.22it/s]
103/499 4.32G 0.01135 0.009786 0.004299 90 640: 76%|#######5 | 127/168 [00:24<00:08, 5.11it/s]
103/499 4.32G 0.01135 0.009796 0.004297 82 640: 76%|#######5 | 127/168 [00:24<00:08, 5.11it/s]
103/499 4.32G 0.01135 0.009796 0.004297 82 640: 76%|#######6 | 128/168 [00:24<00:07, 5.19it/s]
103/499 4.32G 0.01136 0.009784 0.00432 62 640: 76%|#######6 | 128/168 [00:24<00:07, 5.19it/s]
103/499 4.32G 0.01136 0.009784 0.00432 62 640: 77%|#######6 | 129/168 [00:24<00:07, 5.25it/s]
103/499 4.32G 0.01136 0.009802 0.004325 78 640: 77%|#######6 | 129/168 [00:24<00:07, 5.25it/s]
103/499 4.32G 0.01136 0.009802 0.004325 78 640: 77%|#######7 | 130/168 [00:24<00:07, 5.13it/s]
103/499 4.32G 0.01135 0.009807 0.004317 75 640: 77%|#######7 | 130/168 [00:25<00:07, 5.13it/s]
103/499 4.32G 0.01135 0.009807 0.004317 75 640: 78%|#######7 | 131/168 [00:25<00:07, 5.20it/s]
103/499 4.32G 0.01137 0.009795 0.004321 50 640: 78%|#######7 | 131/168 [00:25<00:07, 5.20it/s]
103/499 4.32G 0.01137 0.009795 0.004321 50 640: 79%|#######8 | 132/168 [00:25<00:06, 5.21it/s]
103/499 4.32G 0.01137 0.009796 0.004303 60 640: 79%|#######8 | 132/168 [00:25<00:06, 5.21it/s]
103/499 4.32G 0.01137 0.009796 0.004303 60 640: 79%|#######9 | 133/168 [00:25<00:06, 5.09it/s]
103/499 4.32G 0.01138 0.009788 0.004295 57 640: 79%|#######9 | 133/168 [00:25<00:06, 5.09it/s]
103/499 4.32G 0.01138 0.009788 0.004295 57 640: 80%|#######9 | 134/168 [00:25<00:06, 5.18it/s]
103/499 4.32G 0.0114 0.009805 0.004292 73 640: 80%|#######9 | 134/168 [00:25<00:06, 5.18it/s]
103/499 4.32G 0.0114 0.009805 0.004292 73 640: 80%|######## | 135/168 [00:25<00:06, 5.26it/s]
103/499 4.32G 0.0114 0.009805 0.004312 62 640: 80%|######## | 135/168 [00:26<00:06, 5.26it/s]
103/499 4.32G 0.0114 0.009805 0.004312 62 640: 81%|######## | 136/168 [00:26<00:06, 5.13it/s]
103/499 4.32G 0.0114 0.009801 0.004296 75 640: 81%|######## | 136/168 [00:26<00:06, 5.13it/s]
103/499 4.32G 0.0114 0.009801 0.004296 75 640: 82%|########1 | 137/168 [00:26<00:05, 5.17it/s]
103/499 4.32G 0.0114 0.0098 0.004273 69 640: 82%|########1 | 137/168 [00:26<00:05, 5.17it/s]
103/499 4.32G 0.0114 0.0098 0.004273 69 640: 82%|########2 | 138/168 [00:26<00:05, 5.27it/s]
103/499 4.32G 0.01139 0.009798 0.00428 58 640: 82%|########2 | 138/168 [00:26<00:05, 5.27it/s]
103/499 4.32G 0.01139 0.009798 0.00428 58 640: 83%|########2 | 139/168 [00:26<00:05, 5.15it/s]
103/499 4.32G 0.01138 0.009796 0.004283 81 640: 83%|########2 | 139/168 [00:26<00:05, 5.15it/s]
103/499 4.32G 0.01138 0.009796 0.004283 81 640: 83%|########3 | 140/168 [00:26<00:05, 5.24it/s]
103/499 4.32G 0.01139 0.00978 0.004294 60 640: 83%|########3 | 140/168 [00:27<00:05, 5.24it/s]
103/499 4.32G 0.01139 0.00978 0.004294 60 640: 84%|########3 | 141/168 [00:27<00:05, 5.31it/s]
103/499 4.32G 0.0114 0.009781 0.004275 63 640: 84%|########3 | 141/168 [00:27<00:05, 5.31it/s]
103/499 4.32G 0.0114 0.009781 0.004275 63 640: 85%|########4 | 142/168 [00:27<00:05, 5.14it/s]
103/499 4.32G 0.01141 0.009777 0.004258 71 640: 85%|########4 | 142/168 [00:27<00:05, 5.14it/s]
103/499 4.32G 0.01141 0.009777 0.004258 71 640: 85%|########5 | 143/168 [00:27<00:04, 5.20it/s]
103/499 4.32G 0.01141 0.009777 0.00425 66 640: 85%|########5 | 143/168 [00:27<00:04, 5.20it/s]
103/499 4.32G 0.01141 0.009777 0.00425 66 640: 86%|########5 | 144/168 [00:27<00:04, 5.25it/s]
103/499 4.32G 0.01141 0.009764 0.004241 56 640: 86%|########5 | 144/168 [00:27<00:04, 5.25it/s]
103/499 4.32G 0.01141 0.009764 0.004241 56 640: 86%|########6 | 145/168 [00:27<00:04, 5.12it/s]
103/499 4.32G 0.01141 0.009787 0.004245 88 640: 86%|########6 | 145/168 [00:28<00:04, 5.12it/s]
103/499 4.32G 0.01141 0.009787 0.004245 88 640: 87%|########6 | 146/168 [00:28<00:04, 5.19it/s]
103/499 4.32G 0.01142 0.009788 0.004266 72 640: 87%|########6 | 146/168 [00:28<00:04, 5.19it/s]
103/499 4.32G 0.01142 0.009788 0.004266 72 640: 88%|########7 | 147/168 [00:28<00:03, 5.28it/s]
103/499 4.32G 0.01142 0.009804 0.004268 82 640: 88%|########7 | 147/168 [00:28<00:03, 5.28it/s]
103/499 4.32G 0.01142 0.009804 0.004268 82 640: 88%|########8 | 148/168 [00:28<00:03, 5.13it/s]
103/499 4.32G 0.01141 0.009797 0.004279 65 640: 88%|########8 | 148/168 [00:28<00:03, 5.13it/s]
103/499 4.32G 0.01141 0.009797 0.004279 65 640: 89%|########8 | 149/168 [00:28<00:03, 5.19it/s]
103/499 4.32G 0.01141 0.009816 0.004262 73 640: 89%|########8 | 149/168 [00:28<00:03, 5.19it/s]
103/499 4.32G 0.01141 0.009816 0.004262 73 640: 89%|########9 | 150/168 [00:28<00:03, 5.27it/s]
103/499 4.32G 0.01142 0.009822 0.00428 66 640: 89%|########9 | 150/168 [00:28<00:03, 5.27it/s]
103/499 4.32G 0.01142 0.009822 0.00428 66 640: 90%|########9 | 151/168 [00:28<00:03, 5.15it/s]
103/499 4.32G 0.01144 0.009813 0.004264 54 640: 90%|########9 | 151/168 [00:29<00:03, 5.15it/s]
103/499 4.32G 0.01144 0.009813 0.004264 54 640: 90%|######### | 152/168 [00:29<00:03, 5.24it/s]
103/499 4.32G 0.01145 0.009818 0.004252 62 640: 90%|######### | 152/168 [00:29<00:03, 5.24it/s]
103/499 4.32G 0.01145 0.009818 0.004252 62 640: 91%|#########1| 153/168 [00:29<00:02, 5.23it/s]
103/499 4.32G 0.01146 0.009824 0.004241 69 640: 91%|#########1| 153/168 [00:29<00:02, 5.23it/s]
103/499 4.32G 0.01146 0.009824 0.004241 69 640: 92%|#########1| 154/168 [00:29<00:02, 5.14it/s]
103/499 4.32G 0.01145 0.00984 0.004252 78 640: 92%|#########1| 154/168 [00:29<00:02, 5.14it/s]
103/499 4.32G 0.01145 0.00984 0.004252 78 640: 92%|#########2| 155/168 [00:29<00:02, 5.23it/s]
103/499 4.32G 0.01145 0.00985 0.004237 69 640: 92%|#########2| 155/168 [00:29<00:02, 5.23it/s]
103/499 4.32G 0.01145 0.00985 0.004237 69 640: 93%|#########2| 156/168 [00:29<00:02, 5.30it/s]
103/499 4.32G 0.01147 0.009861 0.004257 61 640: 93%|#########2| 156/168 [00:30<00:02, 5.30it/s]
103/499 4.32G 0.01147 0.009861 0.004257 61 640: 93%|#########3| 157/168 [00:30<00:02, 5.13it/s]
103/499 4.32G 0.01148 0.009854 0.004249 62 640: 93%|#########3| 157/168 [00:30<00:02, 5.13it/s]
103/499 4.32G 0.01148 0.009854 0.004249 62 640: 94%|#########4| 158/168 [00:30<00:01, 5.22it/s]
103/499 4.32G 0.01148 0.009854 0.004254 64 640: 94%|#########4| 158/168 [00:30<00:01, 5.22it/s]
103/499 4.32G 0.01148 0.009854 0.004254 64 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s]
103/499 4.32G 0.01149 0.009859 0.004247 70 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s]
103/499 4.32G 0.01149 0.009859 0.004247 70 640: 95%|#########5| 160/168 [00:30<00:01, 5.15it/s]
103/499 4.32G 0.01149 0.009865 0.00427 85 640: 95%|#########5| 160/168 [00:30<00:01, 5.15it/s]
103/499 4.32G 0.01149 0.009865 0.00427 85 640: 96%|#########5| 161/168 [00:30<00:01, 5.18it/s]
103/499 4.32G 0.01148 0.009852 0.004282 63 640: 96%|#########5| 161/168 [00:31<00:01, 5.18it/s]
103/499 4.32G 0.01148 0.009852 0.004282 63 640: 96%|#########6| 162/168 [00:31<00:01, 5.21it/s]
103/499 4.32G 0.01149 0.009856 0.004286 77 640: 96%|#########6| 162/168 [00:31<00:01, 5.21it/s]
103/499 4.32G 0.01149 0.009856 0.004286 77 640: 97%|#########7| 163/168 [00:31<00:00, 5.10it/s]
103/499 4.32G 0.01151 0.009871 0.004289 78 640: 97%|#########7| 163/168 [00:31<00:00, 5.10it/s]
103/499 4.32G 0.01151 0.009871 0.004289 78 640: 98%|#########7| 164/168 [00:31<00:00, 5.16it/s]
103/499 4.32G 0.01152 0.009874 0.00433 65 640: 98%|#########7| 164/168 [00:31<00:00, 5.16it/s]
103/499 4.32G 0.01152 0.009874 0.00433 65 640: 98%|#########8| 165/168 [00:31<00:00, 5.25it/s]
103/499 4.32G 0.01153 0.009874 0.004347 68 640: 98%|#########8| 165/168 [00:31<00:00, 5.25it/s]
103/499 4.32G 0.01153 0.009874 0.004347 68 640: 99%|#########8| 166/168 [00:31<00:00, 5.12it/s]
103/499 4.32G 0.01153 0.009875 0.00435 62 640: 99%|#########8| 166/168 [00:32<00:00, 5.12it/s]
103/499 4.32G 0.01153 0.009875 0.00435 62 640: 99%|#########9| 167/168 [00:32<00:00, 5.20it/s]
103/499 4.32G 0.01155 0.009897 0.004345 31 640: 99%|#########9| 167/168 [00:32<00:00, 5.20it/s]
103/499 4.32G 0.01155 0.009897 0.004345 31 640: 100%|##########| 168/168 [00:32<00:00, 5.33it/s]
103/499 4.32G 0.01155 0.009897 0.004345 31 640: 100%|##########| 168/168 [00:32<00:00, 5.21it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.83it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s]
all 132 263 0.805 0.831 0.854 0.735
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
104/499 4.32G 0.01111 0.01023 0.00549 66 640: 0%| | 0/168 [00:00<?, ?it/s]
104/499 4.32G 0.01111 0.01023 0.00549 66 640: 1%| | 1/168 [00:00<00:33, 4.92it/s]
104/499 4.32G 0.01172 0.01056 0.004716 79 640: 1%| | 1/168 [00:00<00:33, 4.92it/s]
104/499 4.32G 0.01172 0.01056 0.004716 79 640: 1%|1 | 2/168 [00:00<00:31, 5.20it/s]
104/499 4.32G 0.0117 0.01031 0.003813 62 640: 1%|1 | 2/168 [00:00<00:31, 5.20it/s]
104/499 4.32G 0.0117 0.01031 0.003813 62 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s]
104/499 4.32G 0.01152 0.01046 0.003728 89 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s]
104/499 4.32G 0.01152 0.01046 0.003728 89 640: 2%|2 | 4/168 [00:00<00:31, 5.13it/s]
104/499 4.32G 0.0114 0.01045 0.003393 81 640: 2%|2 | 4/168 [00:00<00:31, 5.13it/s]
104/499 4.32G 0.0114 0.01045 0.003393 81 640: 3%|2 | 5/168 [00:00<00:31, 5.15it/s]
104/499 4.32G 0.01166 0.01036 0.003817 63 640: 3%|2 | 5/168 [00:01<00:31, 5.15it/s]
104/499 4.32G 0.01166 0.01036 0.003817 63 640: 4%|3 | 6/168 [00:01<00:30, 5.23it/s]
104/499 4.32G 0.01182 0.01056 0.003716 68 640: 4%|3 | 6/168 [00:01<00:30, 5.23it/s]
104/499 4.32G 0.01182 0.01056 0.003716 68 640: 4%|4 | 7/168 [00:01<00:31, 5.11it/s]
104/499 4.32G 0.01152 0.01011 0.003458 54 640: 4%|4 | 7/168 [00:01<00:31, 5.11it/s]
104/499 4.32G 0.01152 0.01011 0.003458 54 640: 5%|4 | 8/168 [00:01<00:30, 5.23it/s]
104/499 4.32G 0.01159 0.01001 0.003721 62 640: 5%|4 | 8/168 [00:01<00:30, 5.23it/s]
104/499 4.32G 0.01159 0.01001 0.003721 62 640: 5%|5 | 9/168 [00:01<00:30, 5.27it/s]
104/499 4.32G 0.01157 0.009737 0.003761 61 640: 5%|5 | 9/168 [00:01<00:30, 5.27it/s]
104/499 4.32G 0.01157 0.009737 0.003761 61 640: 6%|5 | 10/168 [00:01<00:30, 5.13it/s]
104/499 4.32G 0.01159 0.009947 0.00395 76 640: 6%|5 | 10/168 [00:02<00:30, 5.13it/s]
104/499 4.32G 0.01159 0.009947 0.00395 76 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
104/499 4.32G 0.0116 0.01004 0.004257 71 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
104/499 4.32G 0.0116 0.01004 0.004257 71 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s]
104/499 4.32G 0.01158 0.009953 0.004273 64 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s]
104/499 4.32G 0.01158 0.009953 0.004273 64 640: 8%|7 | 13/168 [00:02<00:29, 5.18it/s]
104/499 4.32G 0.01159 0.009927 0.004294 65 640: 8%|7 | 13/168 [00:02<00:29, 5.18it/s]
104/499 4.32G 0.01159 0.009927 0.004294 65 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s]
104/499 4.32G 0.01166 0.009949 0.004249 77 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s]
104/499 4.32G 0.01166 0.009949 0.004249 77 640: 9%|8 | 15/168 [00:02<00:28, 5.31it/s]
104/499 4.32G 0.0116 0.009963 0.004298 79 640: 9%|8 | 15/168 [00:03<00:28, 5.31it/s]
104/499 4.32G 0.0116 0.009963 0.004298 79 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s]
104/499 4.32G 0.01161 0.009947 0.004366 67 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s]
104/499 4.32G 0.01161 0.009947 0.004366 67 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s]
104/499 4.32G 0.01159 0.009856 0.004264 55 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s]
104/499 4.32G 0.01159 0.009856 0.004264 55 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s]
104/499 4.32G 0.0115 0.009858 0.004326 71 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s]
104/499 4.32G 0.0115 0.009858 0.004326 71 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s]
104/499 4.32G 0.01143 0.009818 0.004209 66 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s]
104/499 4.32G 0.01143 0.009818 0.004209 66 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s]
104/499 4.32G 0.01146 0.009795 0.004149 69 640: 12%|#1 | 20/168 [00:04<00:28, 5.27it/s]
104/499 4.32G 0.01146 0.009795 0.004149 69 640: 12%|#2 | 21/168 [00:04<00:27, 5.33it/s]
104/499 4.32G 0.0115 0.009759 0.004123 64 640: 12%|#2 | 21/168 [00:04<00:27, 5.33it/s]
104/499 4.32G 0.0115 0.009759 0.004123 64 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
104/499 4.32G 0.01153 0.009941 0.004085 83 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
104/499 4.32G 0.01153 0.009941 0.004085 83 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s]
104/499 4.32G 0.01157 0.009952 0.004054 63 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s]
104/499 4.32G 0.01157 0.009952 0.004054 63 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
104/499 4.32G 0.01162 0.009885 0.004091 60 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
104/499 4.32G 0.01162 0.009885 0.004091 60 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s]
104/499 4.32G 0.01161 0.009914 0.004087 75 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s]
104/499 4.32G 0.01161 0.009914 0.004087 75 640: 15%|#5 | 26/168 [00:04<00:27, 5.23it/s]
104/499 4.32G 0.01171 0.009986 0.004097 70 640: 15%|#5 | 26/168 [00:05<00:27, 5.23it/s]
104/499 4.32G 0.01171 0.009986 0.004097 70 640: 16%|#6 | 27/168 [00:05<00:26, 5.22it/s]
104/499 4.32G 0.01168 0.009958 0.004258 63 640: 16%|#6 | 27/168 [00:05<00:26, 5.22it/s]
104/499 4.32G 0.01168 0.009958 0.004258 63 640: 17%|#6 | 28/168 [00:05<00:27, 5.09it/s]
104/499 4.32G 0.01171 0.009958 0.004185 66 640: 17%|#6 | 28/168 [00:05<00:27, 5.09it/s]
104/499 4.32G 0.01171 0.009958 0.004185 66 640: 17%|#7 | 29/168 [00:05<00:26, 5.17it/s]
104/499 4.32G 0.0117 0.01002 0.004172 69 640: 17%|#7 | 29/168 [00:05<00:26, 5.17it/s]
104/499 4.32G 0.0117 0.01002 0.004172 69 640: 18%|#7 | 30/168 [00:05<00:26, 5.25it/s]
104/499 4.32G 0.01166 0.01002 0.004143 74 640: 18%|#7 | 30/168 [00:05<00:26, 5.25it/s]
104/499 4.32G 0.01166 0.01002 0.004143 74 640: 18%|#8 | 31/168 [00:05<00:26, 5.10it/s]
104/499 4.32G 0.01168 0.009975 0.00414 63 640: 18%|#8 | 31/168 [00:06<00:26, 5.10it/s]
104/499 4.32G 0.01168 0.009975 0.00414 63 640: 19%|#9 | 32/168 [00:06<00:26, 5.10it/s]
104/499 4.32G 0.01168 0.009943 0.004137 63 640: 19%|#9 | 32/168 [00:06<00:26, 5.10it/s]
104/499 4.32G 0.01168 0.009943 0.004137 63 640: 20%|#9 | 33/168 [00:06<00:26, 5.18it/s]
104/499 4.32G 0.0117 0.009941 0.004182 73 640: 20%|#9 | 33/168 [00:06<00:26, 5.18it/s]
104/499 4.32G 0.0117 0.009941 0.004182 73 640: 20%|## | 34/168 [00:06<00:26, 5.04it/s]
104/499 4.32G 0.01177 0.01001 0.00421 79 640: 20%|## | 34/168 [00:06<00:26, 5.04it/s]
104/499 4.32G 0.01177 0.01001 0.00421 79 640: 21%|## | 35/168 [00:06<00:26, 5.10it/s]
104/499 4.32G 0.01183 0.01002 0.004186 58 640: 21%|## | 35/168 [00:06<00:26, 5.10it/s]
104/499 4.32G 0.01183 0.01002 0.004186 58 640: 21%|##1 | 36/168 [00:06<00:25, 5.21it/s]
104/499 4.32G 0.01178 0.009986 0.004296 62 640: 21%|##1 | 36/168 [00:07<00:25, 5.21it/s]
104/499 4.32G 0.01178 0.009986 0.004296 62 640: 22%|##2 | 37/168 [00:07<00:25, 5.09it/s]
104/499 4.32G 0.01182 0.01005 0.004394 85 640: 22%|##2 | 37/168 [00:07<00:25, 5.09it/s]
104/499 4.32G 0.01182 0.01005 0.004394 85 640: 23%|##2 | 38/168 [00:07<00:25, 5.18it/s]
104/499 4.32G 0.01186 0.01007 0.00447 68 640: 23%|##2 | 38/168 [00:07<00:25, 5.18it/s]
104/499 4.32G 0.01186 0.01007 0.00447 68 640: 23%|##3 | 39/168 [00:07<00:24, 5.26it/s]
104/499 4.32G 0.01189 0.01006 0.004424 73 640: 23%|##3 | 39/168 [00:07<00:24, 5.26it/s]
104/499 4.32G 0.01189 0.01006 0.004424 73 640: 24%|##3 | 40/168 [00:07<00:25, 5.09it/s]
104/499 4.32G 0.01186 0.01007 0.004438 69 640: 24%|##3 | 40/168 [00:07<00:25, 5.09it/s]
104/499 4.32G 0.01186 0.01007 0.004438 69 640: 24%|##4 | 41/168 [00:07<00:24, 5.20it/s]
104/499 4.32G 0.01184 0.01005 0.004371 74 640: 24%|##4 | 41/168 [00:08<00:24, 5.20it/s]
104/499 4.32G 0.01184 0.01005 0.004371 74 640: 25%|##5 | 42/168 [00:08<00:24, 5.24it/s]
104/499 4.32G 0.01186 0.01003 0.004372 70 640: 25%|##5 | 42/168 [00:08<00:24, 5.24it/s]
104/499 4.32G 0.01186 0.01003 0.004372 70 640: 26%|##5 | 43/168 [00:08<00:24, 5.12it/s]
104/499 4.32G 0.01182 0.01003 0.004337 66 640: 26%|##5 | 43/168 [00:08<00:24, 5.12it/s]
104/499 4.32G 0.01182 0.01003 0.004337 66 640: 26%|##6 | 44/168 [00:08<00:23, 5.24it/s]
104/499 4.32G 0.01187 0.009991 0.004386 50 640: 26%|##6 | 44/168 [00:08<00:23, 5.24it/s]
104/499 4.32G 0.01187 0.009991 0.004386 50 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s]
104/499 4.32G 0.01186 0.009965 0.004407 72 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s]
104/499 4.32G 0.01186 0.009965 0.004407 72 640: 27%|##7 | 46/168 [00:08<00:23, 5.16it/s]
104/499 4.32G 0.01185 0.009974 0.004377 65 640: 27%|##7 | 46/168 [00:09<00:23, 5.16it/s]
104/499 4.32G 0.01185 0.009974 0.004377 65 640: 28%|##7 | 47/168 [00:09<00:23, 5.25it/s]
104/499 4.32G 0.01182 0.009983 0.004426 81 640: 28%|##7 | 47/168 [00:09<00:23, 5.25it/s]
104/499 4.32G 0.01182 0.009983 0.004426 81 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
104/499 4.32G 0.0118 0.01001 0.004435 78 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
104/499 4.32G 0.0118 0.01001 0.004435 78 640: 29%|##9 | 49/168 [00:09<00:23, 5.13it/s]
104/499 4.32G 0.01176 0.00994 0.00448 63 640: 29%|##9 | 49/168 [00:09<00:23, 5.13it/s]
104/499 4.32G 0.01176 0.00994 0.00448 63 640: 30%|##9 | 50/168 [00:09<00:22, 5.22it/s]
104/499 4.32G 0.01177 0.009971 0.004486 69 640: 30%|##9 | 50/168 [00:09<00:22, 5.22it/s]
104/499 4.32G 0.01177 0.009971 0.004486 69 640: 30%|### | 51/168 [00:09<00:22, 5.25it/s]
104/499 4.32G 0.01178 0.01 0.004462 78 640: 30%|### | 51/168 [00:10<00:22, 5.25it/s]
104/499 4.32G 0.01178 0.01 0.004462 78 640: 31%|### | 52/168 [00:10<00:22, 5.15it/s]
104/499 4.32G 0.01173 0.009947 0.004472 57 640: 31%|### | 52/168 [00:10<00:22, 5.15it/s]
104/499 4.32G 0.01173 0.009947 0.004472 57 640: 32%|###1 | 53/168 [00:10<00:21, 5.24it/s]
104/499 4.32G 0.01173 0.009961 0.004417 60 640: 32%|###1 | 53/168 [00:10<00:21, 5.24it/s]
104/499 4.32G 0.01173 0.009961 0.004417 60 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s]
104/499 4.32G 0.01172 0.009969 0.004395 69 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s]
104/499 4.32G 0.01172 0.009969 0.004395 69 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s]
104/499 4.32G 0.01174 0.01002 0.004404 85 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s]
104/499 4.32G 0.01174 0.01002 0.004404 85 640: 33%|###3 | 56/168 [00:10<00:21, 5.23it/s]
104/499 4.32G 0.01172 0.01005 0.004375 90 640: 33%|###3 | 56/168 [00:10<00:21, 5.23it/s]
104/499 4.32G 0.01172 0.01005 0.004375 90 640: 34%|###3 | 57/168 [00:10<00:20, 5.30it/s]
104/499 4.32G 0.01172 0.01007 0.00435 81 640: 34%|###3 | 57/168 [00:11<00:20, 5.30it/s]
104/499 4.32G 0.01172 0.01007 0.00435 81 640: 35%|###4 | 58/168 [00:11<00:21, 5.15it/s]
104/499 4.32G 0.01173 0.0101 0.00432 81 640: 35%|###4 | 58/168 [00:11<00:21, 5.15it/s]
104/499 4.32G 0.01173 0.0101 0.00432 81 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s]
104/499 4.32G 0.01171 0.01009 0.004342 65 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s]
104/499 4.32G 0.01171 0.01009 0.004342 65 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s]
104/499 4.32G 0.01174 0.01013 0.004338 72 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s]
104/499 4.32G 0.01174 0.01013 0.004338 72 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s]
104/499 4.32G 0.01173 0.01015 0.004351 79 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s]
104/499 4.32G 0.01173 0.01015 0.004351 79 640: 37%|###6 | 62/168 [00:11<00:20, 5.20it/s]
104/499 4.32G 0.01172 0.01016 0.004327 71 640: 37%|###6 | 62/168 [00:12<00:20, 5.20it/s]
104/499 4.32G 0.01172 0.01016 0.004327 71 640: 38%|###7 | 63/168 [00:12<00:20, 5.23it/s]
104/499 4.32G 0.01171 0.01012 0.004312 67 640: 38%|###7 | 63/168 [00:12<00:20, 5.23it/s]
104/499 4.32G 0.01171 0.01012 0.004312 67 640: 38%|###8 | 64/168 [00:12<00:20, 5.13it/s]
104/499 4.32G 0.01168 0.01011 0.004327 70 640: 38%|###8 | 64/168 [00:12<00:20, 5.13it/s]
104/499 4.32G 0.01168 0.01011 0.004327 70 640: 39%|###8 | 65/168 [00:12<00:19, 5.18it/s]
104/499 4.32G 0.01169 0.0101 0.004339 63 640: 39%|###8 | 65/168 [00:12<00:19, 5.18it/s]
104/499 4.32G 0.01169 0.0101 0.004339 63 640: 39%|###9 | 66/168 [00:12<00:19, 5.26it/s]
104/499 4.32G 0.01171 0.0101 0.004351 64 640: 39%|###9 | 66/168 [00:12<00:19, 5.26it/s]
104/499 4.32G 0.01171 0.0101 0.004351 64 640: 40%|###9 | 67/168 [00:12<00:19, 5.06it/s]
104/499 4.32G 0.01171 0.01008 0.00436 65 640: 40%|###9 | 67/168 [00:13<00:19, 5.06it/s]
104/499 4.32G 0.01171 0.01008 0.00436 65 640: 40%|#### | 68/168 [00:13<00:19, 5.19it/s]
104/499 4.32G 0.01172 0.01008 0.004382 70 640: 40%|#### | 68/168 [00:13<00:19, 5.19it/s]
104/499 4.32G 0.01172 0.01008 0.004382 70 640: 41%|####1 | 69/168 [00:13<00:18, 5.23it/s]
104/499 4.32G 0.01167 0.01005 0.004394 63 640: 41%|####1 | 69/168 [00:13<00:18, 5.23it/s]
104/499 4.32G 0.01167 0.01005 0.004394 63 640: 42%|####1 | 70/168 [00:13<00:19, 5.12it/s]
104/499 4.32G 0.01168 0.01008 0.004385 76 640: 42%|####1 | 70/168 [00:13<00:19, 5.12it/s]
104/499 4.32G 0.01168 0.01008 0.004385 76 640: 42%|####2 | 71/168 [00:13<00:18, 5.22it/s]
104/499 4.32G 0.01167 0.01007 0.004413 65 640: 42%|####2 | 71/168 [00:13<00:18, 5.22it/s]
104/499 4.32G 0.01167 0.01007 0.004413 65 640: 43%|####2 | 72/168 [00:13<00:18, 5.28it/s]
104/499 4.32G 0.01166 0.01006 0.004396 70 640: 43%|####2 | 72/168 [00:14<00:18, 5.28it/s]
104/499 4.32G 0.01166 0.01006 0.004396 70 640: 43%|####3 | 73/168 [00:14<00:18, 5.13it/s]
104/499 4.32G 0.01167 0.01008 0.004346 72 640: 43%|####3 | 73/168 [00:14<00:18, 5.13it/s]
104/499 4.32G 0.01167 0.01008 0.004346 72 640: 44%|####4 | 74/168 [00:14<00:18, 5.22it/s]
104/499 4.32G 0.01165 0.01007 0.00438 63 640: 44%|####4 | 74/168 [00:14<00:18, 5.22it/s]
104/499 4.32G 0.01165 0.01007 0.00438 63 640: 45%|####4 | 75/168 [00:14<00:17, 5.25it/s]
104/499 4.32G 0.01165 0.01006 0.004349 52 640: 45%|####4 | 75/168 [00:14<00:17, 5.25it/s]
104/499 4.32G 0.01165 0.01006 0.004349 52 640: 45%|####5 | 76/168 [00:14<00:17, 5.11it/s]
104/499 4.32G 0.01165 0.01002 0.004354 56 640: 45%|####5 | 76/168 [00:14<00:17, 5.11it/s]
104/499 4.32G 0.01165 0.01002 0.004354 56 640: 46%|####5 | 77/168 [00:14<00:17, 5.09it/s]
104/499 4.32G 0.01165 0.01006 0.00434 84 640: 46%|####5 | 77/168 [00:14<00:17, 5.09it/s]
104/499 4.32G 0.01165 0.01006 0.00434 84 640: 46%|####6 | 78/168 [00:14<00:17, 5.20it/s]
104/499 4.32G 0.01164 0.01003 0.004333 65 640: 46%|####6 | 78/168 [00:15<00:17, 5.20it/s]
104/499 4.32G 0.01164 0.01003 0.004333 65 640: 47%|####7 | 79/168 [00:15<00:17, 5.07it/s]
104/499 4.32G 0.01161 0.01002 0.004309 70 640: 47%|####7 | 79/168 [00:15<00:17, 5.07it/s]
104/499 4.32G 0.01161 0.01002 0.004309 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.18it/s]
104/499 4.32G 0.01162 0.01002 0.004285 65 640: 48%|####7 | 80/168 [00:15<00:16, 5.18it/s]
104/499 4.32G 0.01162 0.01002 0.004285 65 640: 48%|####8 | 81/168 [00:15<00:16, 5.23it/s]
104/499 4.32G 0.01162 0.01 0.004259 52 640: 48%|####8 | 81/168 [00:15<00:16, 5.23it/s]
104/499 4.32G 0.01162 0.01 0.004259 52 640: 49%|####8 | 82/168 [00:15<00:16, 5.07it/s]
104/499 4.32G 0.01165 0.01001 0.0043 67 640: 49%|####8 | 82/168 [00:15<00:16, 5.07it/s]
104/499 4.32G 0.01165 0.01001 0.0043 67 640: 49%|####9 | 83/168 [00:15<00:16, 5.15it/s]
104/499 4.32G 0.01165 0.009981 0.004303 55 640: 49%|####9 | 83/168 [00:16<00:16, 5.15it/s]
104/499 4.32G 0.01165 0.009981 0.004303 55 640: 50%|##### | 84/168 [00:16<00:16, 5.20it/s]
104/499 4.32G 0.01163 0.00997 0.004303 70 640: 50%|##### | 84/168 [00:16<00:16, 5.20it/s]
104/499 4.32G 0.01163 0.00997 0.004303 70 640: 51%|##### | 85/168 [00:16<00:16, 5.06it/s]
104/499 4.32G 0.01162 0.009989 0.004323 70 640: 51%|##### | 85/168 [00:16<00:16, 5.06it/s]
104/499 4.32G 0.01162 0.009989 0.004323 70 640: 51%|#####1 | 86/168 [00:16<00:15, 5.16it/s]
104/499 4.32G 0.01162 0.009999 0.004329 74 640: 51%|#####1 | 86/168 [00:16<00:15, 5.16it/s]
104/499 4.32G 0.01162 0.009999 0.004329 74 640: 52%|#####1 | 87/168 [00:16<00:15, 5.19it/s]
104/499 4.32G 0.01163 0.01002 0.004334 74 640: 52%|#####1 | 87/168 [00:16<00:15, 5.19it/s]
104/499 4.32G 0.01163 0.01002 0.004334 74 640: 52%|#####2 | 88/168 [00:16<00:15, 5.08it/s]
104/499 4.32G 0.01163 0.01001 0.00434 69 640: 52%|#####2 | 88/168 [00:17<00:15, 5.08it/s]
104/499 4.32G 0.01163 0.01001 0.00434 69 640: 53%|#####2 | 89/168 [00:17<00:15, 5.18it/s]
104/499 4.32G 0.01164 0.01002 0.004308 73 640: 53%|#####2 | 89/168 [00:17<00:15, 5.18it/s]
104/499 4.32G 0.01164 0.01002 0.004308 73 640: 54%|#####3 | 90/168 [00:17<00:14, 5.26it/s]
104/499 4.32G 0.01164 0.01003 0.004303 71 640: 54%|#####3 | 90/168 [00:17<00:14, 5.26it/s]
104/499 4.32G 0.01164 0.01003 0.004303 71 640: 54%|#####4 | 91/168 [00:17<00:15, 5.10it/s]
104/499 4.32G 0.01165 0.01006 0.004293 74 640: 54%|#####4 | 91/168 [00:17<00:15, 5.10it/s]
104/499 4.32G 0.01165 0.01006 0.004293 74 640: 55%|#####4 | 92/168 [00:17<00:14, 5.18it/s]
104/499 4.32G 0.01165 0.01004 0.004269 56 640: 55%|#####4 | 92/168 [00:17<00:14, 5.18it/s]
104/499 4.32G 0.01165 0.01004 0.004269 56 640: 55%|#####5 | 93/168 [00:17<00:14, 5.24it/s]
104/499 4.32G 0.01163 0.01001 0.004252 57 640: 55%|#####5 | 93/168 [00:18<00:14, 5.24it/s]
104/499 4.32G 0.01163 0.01001 0.004252 57 640: 56%|#####5 | 94/168 [00:18<00:14, 5.13it/s]
104/499 4.32G 0.01163 0.01004 0.00423 83 640: 56%|#####5 | 94/168 [00:18<00:14, 5.13it/s]
104/499 4.32G 0.01163 0.01004 0.00423 83 640: 57%|#####6 | 95/168 [00:18<00:14, 5.21it/s]
104/499 4.32G 0.01162 0.01002 0.004216 65 640: 57%|#####6 | 95/168 [00:18<00:14, 5.21it/s]
104/499 4.32G 0.01162 0.01002 0.004216 65 640: 57%|#####7 | 96/168 [00:18<00:13, 5.29it/s]
104/499 4.32G 0.01162 0.01002 0.004201 68 640: 57%|#####7 | 96/168 [00:18<00:13, 5.29it/s]
104/499 4.32G 0.01162 0.01002 0.004201 68 640: 58%|#####7 | 97/168 [00:18<00:13, 5.14it/s]
104/499 4.32G 0.01165 0.01002 0.004218 65 640: 58%|#####7 | 97/168 [00:18<00:13, 5.14it/s]
104/499 4.32G 0.01165 0.01002 0.004218 65 640: 58%|#####8 | 98/168 [00:18<00:13, 5.21it/s]
104/499 4.32G 0.01167 0.01004 0.004232 67 640: 58%|#####8 | 98/168 [00:19<00:13, 5.21it/s]
104/499 4.32G 0.01167 0.01004 0.004232 67 640: 59%|#####8 | 99/168 [00:19<00:13, 5.25it/s]
104/499 4.32G 0.01165 0.01002 0.00424 71 640: 59%|#####8 | 99/168 [00:19<00:13, 5.25it/s]
104/499 4.32G 0.01165 0.01002 0.00424 71 640: 60%|#####9 | 100/168 [00:19<00:13, 5.14it/s]
104/499 4.32G 0.01166 0.01002 0.004252 63 640: 60%|#####9 | 100/168 [00:19<00:13, 5.14it/s]
104/499 4.32G 0.01166 0.01002 0.004252 63 640: 60%|###### | 101/168 [00:19<00:12, 5.20it/s]
104/499 4.32G 0.01165 0.01003 0.004241 78 640: 60%|###### | 101/168 [00:19<00:12, 5.20it/s]
104/499 4.32G 0.01165 0.01003 0.004241 78 640: 61%|###### | 102/168 [00:19<00:12, 5.24it/s]
104/499 4.32G 0.01164 0.01002 0.004234 74 640: 61%|###### | 102/168 [00:19<00:12, 5.24it/s]
104/499 4.32G 0.01164 0.01002 0.004234 74 640: 61%|######1 | 103/168 [00:19<00:12, 5.12it/s]
104/499 4.32G 0.01165 0.01006 0.004243 88 640: 61%|######1 | 103/168 [00:20<00:12, 5.12it/s]
104/499 4.32G 0.01165 0.01006 0.004243 88 640: 62%|######1 | 104/168 [00:20<00:12, 5.18it/s]
104/499 4.32G 0.01164 0.01004 0.004229 69 640: 62%|######1 | 104/168 [00:20<00:12, 5.18it/s]
104/499 4.32G 0.01164 0.01004 0.004229 69 640: 62%|######2 | 105/168 [00:20<00:12, 5.21it/s]
104/499 4.32G 0.01164 0.01003 0.004205 63 640: 62%|######2 | 105/168 [00:20<00:12, 5.21it/s]
104/499 4.32G 0.01164 0.01003 0.004205 63 640: 63%|######3 | 106/168 [00:20<00:12, 5.10it/s]
104/499 4.32G 0.01163 0.01003 0.004212 81 640: 63%|######3 | 106/168 [00:20<00:12, 5.10it/s]
104/499 4.32G 0.01163 0.01003 0.004212 81 640: 64%|######3 | 107/168 [00:20<00:11, 5.19it/s]
104/499 4.32G 0.01162 0.01001 0.004183 50 640: 64%|######3 | 107/168 [00:20<00:11, 5.19it/s]
104/499 4.32G 0.01162 0.01001 0.004183 50 640: 64%|######4 | 108/168 [00:20<00:11, 5.26it/s]
104/499 4.32G 0.01161 0.01 0.004158 60 640: 64%|######4 | 108/168 [00:20<00:11, 5.26it/s]
104/499 4.32G 0.01161 0.01 0.004158 60 640: 65%|######4 | 109/168 [00:20<00:11, 5.14it/s]
104/499 4.32G 0.01162 0.01002 0.004143 81 640: 65%|######4 | 109/168 [00:21<00:11, 5.14it/s]
104/499 4.32G 0.01162 0.01002 0.004143 81 640: 65%|######5 | 110/168 [00:21<00:11, 5.20it/s]
104/499 4.32G 0.01163 0.01002 0.004142 70 640: 65%|######5 | 110/168 [00:21<00:11, 5.20it/s]
104/499 4.32G 0.01163 0.01002 0.004142 70 640: 66%|######6 | 111/168 [00:21<00:10, 5.25it/s]
104/499 4.32G 0.01162 0.01001 0.004131 67 640: 66%|######6 | 111/168 [00:21<00:10, 5.25it/s]
104/499 4.32G 0.01162 0.01001 0.004131 67 640: 67%|######6 | 112/168 [00:21<00:10, 5.11it/s]
104/499 4.32G 0.01159 0.009981 0.004147 55 640: 67%|######6 | 112/168 [00:21<00:10, 5.11it/s]
104/499 4.32G 0.01159 0.009981 0.004147 55 640: 67%|######7 | 113/168 [00:21<00:10, 5.20it/s]
104/499 4.32G 0.01158 0.009986 0.004136 70 640: 67%|######7 | 113/168 [00:21<00:10, 5.20it/s]
104/499 4.32G 0.01158 0.009986 0.004136 70 640: 68%|######7 | 114/168 [00:21<00:10, 5.26it/s]
104/499 4.32G 0.01157 0.00997 0.004154 69 640: 68%|######7 | 114/168 [00:22<00:10, 5.26it/s]
104/499 4.32G 0.01157 0.00997 0.004154 69 640: 68%|######8 | 115/168 [00:22<00:10, 5.09it/s]
104/499 4.32G 0.01157 0.009972 0.004154 73 640: 68%|######8 | 115/168 [00:22<00:10, 5.09it/s]
104/499 4.32G 0.01157 0.009972 0.004154 73 640: 69%|######9 | 116/168 [00:22<00:10, 5.18it/s]
104/499 4.32G 0.01158 0.009974 0.004144 67 640: 69%|######9 | 116/168 [00:22<00:10, 5.18it/s]
104/499 4.32G 0.01158 0.009974 0.004144 67 640: 70%|######9 | 117/168 [00:22<00:09, 5.25it/s]
104/499 4.32G 0.01157 0.00999 0.004146 83 640: 70%|######9 | 117/168 [00:22<00:09, 5.25it/s]
104/499 4.32G 0.01157 0.00999 0.004146 83 640: 70%|####### | 118/168 [00:22<00:09, 5.13it/s]
104/499 4.32G 0.01156 0.009981 0.004127 62 640: 70%|####### | 118/168 [00:22<00:09, 5.13it/s]
104/499 4.32G 0.01156 0.009981 0.004127 62 640: 71%|####### | 119/168 [00:22<00:09, 5.20it/s]
104/499 4.32G 0.01156 0.00999 0.004122 76 640: 71%|####### | 119/168 [00:23<00:09, 5.20it/s]
104/499 4.32G 0.01156 0.00999 0.004122 76 640: 71%|#######1 | 120/168 [00:23<00:09, 5.25it/s]
104/499 4.32G 0.01157 0.009977 0.004107 48 640: 71%|#######1 | 120/168 [00:23<00:09, 5.25it/s]
104/499 4.32G 0.01157 0.009977 0.004107 48 640: 72%|#######2 | 121/168 [00:23<00:09, 5.13it/s]
104/499 4.32G 0.01155 0.009986 0.004096 78 640: 72%|#######2 | 121/168 [00:23<00:09, 5.13it/s]
104/499 4.32G 0.01155 0.009986 0.004096 78 640: 73%|#######2 | 122/168 [00:23<00:08, 5.22it/s]
104/499 4.32G 0.01154 0.00998 0.004082 70 640: 73%|#######2 | 122/168 [00:23<00:08, 5.22it/s]
104/499 4.32G 0.01154 0.00998 0.004082 70 640: 73%|#######3 | 123/168 [00:23<00:08, 5.25it/s]
104/499 4.32G 0.01155 0.009978 0.004083 66 640: 73%|#######3 | 123/168 [00:23<00:08, 5.25it/s]
104/499 4.32G 0.01155 0.009978 0.004083 66 640: 74%|#######3 | 124/168 [00:23<00:08, 5.11it/s]
104/499 4.32G 0.01156 0.01001 0.004074 90 640: 74%|#######3 | 124/168 [00:24<00:08, 5.11it/s]
104/499 4.32G 0.01156 0.01001 0.004074 90 640: 74%|#######4 | 125/168 [00:24<00:08, 5.20it/s]
104/499 4.32G 0.01158 0.01001 0.004069 64 640: 74%|#######4 | 125/168 [00:24<00:08, 5.20it/s]
104/499 4.32G 0.01158 0.01001 0.004069 64 640: 75%|#######5 | 126/168 [00:24<00:07, 5.28it/s]
104/499 4.32G 0.01158 0.009987 0.004072 52 640: 75%|#######5 | 126/168 [00:24<00:07, 5.28it/s]
104/499 4.32G 0.01158 0.009987 0.004072 52 640: 76%|#######5 | 127/168 [00:24<00:08, 5.11it/s]
104/499 4.32G 0.01157 0.009997 0.004047 68 640: 76%|#######5 | 127/168 [00:24<00:08, 5.11it/s]
104/499 4.32G 0.01157 0.009997 0.004047 68 640: 76%|#######6 | 128/168 [00:24<00:07, 5.18it/s]
104/499 4.32G 0.01157 0.009991 0.004041 69 640: 76%|#######6 | 128/168 [00:24<00:07, 5.18it/s]
104/499 4.32G 0.01157 0.009991 0.004041 69 640: 77%|#######6 | 129/168 [00:24<00:07, 5.24it/s]
104/499 4.32G 0.01156 0.009996 0.004075 67 640: 77%|#######6 | 129/168 [00:25<00:07, 5.24it/s]
104/499 4.32G 0.01156 0.009996 0.004075 67 640: 77%|#######7 | 130/168 [00:25<00:07, 5.04it/s]
104/499 4.32G 0.01156 0.009995 0.004073 76 640: 77%|#######7 | 130/168 [00:25<00:07, 5.04it/s]
104/499 4.32G 0.01156 0.009995 0.004073 76 640: 78%|#######7 | 131/168 [00:25<00:07, 5.15it/s]
104/499 4.32G 0.01154 0.009985 0.00408 62 640: 78%|#######7 | 131/168 [00:25<00:07, 5.15it/s]
104/499 4.32G 0.01154 0.009985 0.00408 62 640: 79%|#######8 | 132/168 [00:25<00:06, 5.22it/s]
104/499 4.32G 0.01155 0.009983 0.004074 63 640: 79%|#######8 | 132/168 [00:25<00:06, 5.22it/s]
104/499 4.32G 0.01155 0.009983 0.004074 63 640: 79%|#######9 | 133/168 [00:25<00:06, 5.08it/s]
104/499 4.32G 0.01156 0.009979 0.00407 61 640: 79%|#######9 | 133/168 [00:25<00:06, 5.08it/s]
104/499 4.32G 0.01156 0.009979 0.00407 61 640: 80%|#######9 | 134/168 [00:25<00:06, 5.20it/s]
104/499 4.32G 0.01156 0.009993 0.004061 76 640: 80%|#######9 | 134/168 [00:26<00:06, 5.20it/s]
104/499 4.32G 0.01156 0.009993 0.004061 76 640: 80%|######## | 135/168 [00:26<00:06, 5.26it/s]
104/499 4.32G 0.01155 0.009972 0.004073 58 640: 80%|######## | 135/168 [00:26<00:06, 5.26it/s]
104/499 4.32G 0.01155 0.009972 0.004073 58 640: 81%|######## | 136/168 [00:26<00:06, 5.14it/s]
104/499 4.32G 0.01155 0.009979 0.004078 81 640: 81%|######## | 136/168 [00:26<00:06, 5.14it/s]
104/499 4.32G 0.01155 0.009979 0.004078 81 640: 82%|########1 | 137/168 [00:26<00:05, 5.21it/s]
104/499 4.32G 0.01154 0.009972 0.004102 66 640: 82%|########1 | 137/168 [00:26<00:05, 5.21it/s]
104/499 4.32G 0.01154 0.009972 0.004102 66 640: 82%|########2 | 138/168 [00:26<00:05, 5.26it/s]
104/499 4.32G 0.01154 0.009972 0.004097 77 640: 82%|########2 | 138/168 [00:26<00:05, 5.26it/s]
104/499 4.32G 0.01154 0.009972 0.004097 77 640: 83%|########2 | 139/168 [00:26<00:05, 5.14it/s]
104/499 4.32G 0.01153 0.009966 0.004084 77 640: 83%|########2 | 139/168 [00:26<00:05, 5.14it/s]
104/499 4.32G 0.01153 0.009966 0.004084 77 640: 83%|########3 | 140/168 [00:26<00:05, 5.23it/s]
104/499 4.32G 0.01154 0.009956 0.004073 66 640: 83%|########3 | 140/168 [00:27<00:05, 5.23it/s]
104/499 4.32G 0.01154 0.009956 0.004073 66 640: 84%|########3 | 141/168 [00:27<00:05, 5.30it/s]
104/499 4.32G 0.01153 0.009957 0.004068 79 640: 84%|########3 | 141/168 [00:27<00:05, 5.30it/s]
104/499 4.32G 0.01153 0.009957 0.004068 79 640: 85%|########4 | 142/168 [00:27<00:05, 5.14it/s]
104/499 4.32G 0.01153 0.009942 0.004079 67 640: 85%|########4 | 142/168 [00:27<00:05, 5.14it/s]
104/499 4.32G 0.01153 0.009942 0.004079 67 640: 85%|########5 | 143/168 [00:27<00:04, 5.22it/s]
104/499 4.32G 0.01153 0.009932 0.004069 62 640: 85%|########5 | 143/168 [00:27<00:04, 5.22it/s]
104/499 4.32G 0.01153 0.009932 0.004069 62 640: 86%|########5 | 144/168 [00:27<00:04, 5.29it/s]
104/499 4.32G 0.01152 0.009938 0.004088 74 640: 86%|########5 | 144/168 [00:27<00:04, 5.29it/s]
104/499 4.32G 0.01152 0.009938 0.004088 74 640: 86%|########6 | 145/168 [00:27<00:04, 5.14it/s]
104/499 4.32G 0.01152 0.00994 0.004083 62 640: 86%|########6 | 145/168 [00:28<00:04, 5.14it/s]
104/499 4.32G 0.01152 0.00994 0.004083 62 640: 87%|########6 | 146/168 [00:28<00:04, 5.23it/s]
104/499 4.32G 0.01152 0.009925 0.004077 63 640: 87%|########6 | 146/168 [00:28<00:04, 5.23it/s]
104/499 4.32G 0.01152 0.009925 0.004077 63 640: 88%|########7 | 147/168 [00:28<00:03, 5.25it/s]
104/499 4.32G 0.01152 0.009928 0.004076 75 640: 88%|########7 | 147/168 [00:28<00:03, 5.25it/s]
104/499 4.32G 0.01152 0.009928 0.004076 75 640: 88%|########8 | 148/168 [00:28<00:03, 5.07it/s]
104/499 4.32G 0.01151 0.009933 0.004073 87 640: 88%|########8 | 148/168 [00:28<00:03, 5.07it/s]
104/499 4.32G 0.01151 0.009933 0.004073 87 640: 89%|########8 | 149/168 [00:28<00:03, 5.17it/s]
104/499 4.32G 0.01151 0.009929 0.004052 70 640: 89%|########8 | 149/168 [00:28<00:03, 5.17it/s]
104/499 4.32G 0.01151 0.009929 0.004052 70 640: 89%|########9 | 150/168 [00:28<00:03, 5.23it/s]
104/499 4.32G 0.01151 0.009937 0.004045 67 640: 89%|########9 | 150/168 [00:29<00:03, 5.23it/s]
104/499 4.32G 0.01151 0.009937 0.004045 67 640: 90%|########9 | 151/168 [00:29<00:03, 5.10it/s]
104/499 4.32G 0.0115 0.009935 0.004049 58 640: 90%|########9 | 151/168 [00:29<00:03, 5.10it/s]
104/499 4.32G 0.0115 0.009935 0.004049 58 640: 90%|######### | 152/168 [00:29<00:03, 5.16it/s]
104/499 4.32G 0.01152 0.009941 0.004045 75 640: 90%|######### | 152/168 [00:29<00:03, 5.16it/s]
104/499 4.32G 0.01152 0.009941 0.004045 75 640: 91%|#########1| 153/168 [00:29<00:02, 5.27it/s]
104/499 4.32G 0.01152 0.009952 0.004047 71 640: 91%|#########1| 153/168 [00:29<00:02, 5.27it/s]
104/499 4.32G 0.01152 0.009952 0.004047 71 640: 92%|#########1| 154/168 [00:29<00:02, 5.13it/s]
104/499 4.32G 0.01151 0.009947 0.004067 68 640: 92%|#########1| 154/168 [00:29<00:02, 5.13it/s]
104/499 4.32G 0.01151 0.009947 0.004067 68 640: 92%|#########2| 155/168 [00:29<00:02, 5.21it/s]
104/499 4.32G 0.01151 0.009937 0.004061 47 640: 92%|#########2| 155/168 [00:30<00:02, 5.21it/s]
104/499 4.32G 0.01151 0.009937 0.004061 47 640: 93%|#########2| 156/168 [00:30<00:02, 5.26it/s]
104/499 4.32G 0.0115 0.009955 0.004065 77 640: 93%|#########2| 156/168 [00:30<00:02, 5.26it/s]
104/499 4.32G 0.0115 0.009955 0.004065 77 640: 93%|#########3| 157/168 [00:30<00:02, 5.14it/s]
104/499 4.32G 0.0115 0.009943 0.004055 66 640: 93%|#########3| 157/168 [00:30<00:02, 5.14it/s]
104/499 4.32G 0.0115 0.009943 0.004055 66 640: 94%|#########4| 158/168 [00:30<00:01, 5.22it/s]
104/499 4.32G 0.01149 0.009949 0.004068 81 640: 94%|#########4| 158/168 [00:30<00:01, 5.22it/s]
104/499 4.32G 0.01149 0.009949 0.004068 81 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s]
104/499 4.32G 0.01148 0.009927 0.004067 56 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s]
104/499 4.32G 0.01148 0.009927 0.004067 56 640: 95%|#########5| 160/168 [00:30<00:01, 5.14it/s]
104/499 4.32G 0.01148 0.009949 0.004047 81 640: 95%|#########5| 160/168 [00:31<00:01, 5.14it/s]
104/499 4.32G 0.01148 0.009949 0.004047 81 640: 96%|#########5| 161/168 [00:31<00:01, 5.24it/s]
104/499 4.32G 0.01149 0.009951 0.004032 60 640: 96%|#########5| 161/168 [00:31<00:01, 5.24it/s]
104/499 4.32G 0.01149 0.009951 0.004032 60 640: 96%|#########6| 162/168 [00:31<00:01, 5.30it/s]
104/499 4.32G 0.01149 0.009964 0.004025 81 640: 96%|#########6| 162/168 [00:31<00:01, 5.30it/s]
104/499 4.32G 0.01149 0.009964 0.004025 81 640: 97%|#########7| 163/168 [00:31<00:00, 5.13it/s]
104/499 4.32G 0.01148 0.009946 0.004004 40 640: 97%|#########7| 163/168 [00:31<00:00, 5.13it/s]
104/499 4.32G 0.01148 0.009946 0.004004 40 640: 98%|#########7| 164/168 [00:31<00:00, 5.22it/s]
104/499 4.32G 0.01149 0.009938 0.003996 55 640: 98%|#########7| 164/168 [00:31<00:00, 5.22it/s]
104/499 4.32G 0.01149 0.009938 0.003996 55 640: 98%|#########8| 165/168 [00:31<00:00, 5.23it/s]
104/499 4.32G 0.01148 0.009937 0.003997 78 640: 98%|#########8| 165/168 [00:31<00:00, 5.23it/s]
104/499 4.32G 0.01148 0.009937 0.003997 78 640: 99%|#########8| 166/168 [00:31<00:00, 5.09it/s]
104/499 4.32G 0.01149 0.009937 0.003998 70 640: 99%|#########8| 166/168 [00:32<00:00, 5.09it/s]
104/499 4.32G 0.01149 0.009937 0.003998 70 640: 99%|#########9| 167/168 [00:32<00:00, 5.17it/s]
104/499 4.32G 0.01148 0.009926 0.00401 28 640: 99%|#########9| 167/168 [00:32<00:00, 5.17it/s]
104/499 4.32G 0.01148 0.009926 0.00401 28 640: 100%|##########| 168/168 [00:32<00:00, 5.37it/s]
104/499 4.32G 0.01148 0.009926 0.00401 28 640: 100%|##########| 168/168 [00:32<00:00, 5.19it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.87it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.78it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.41it/s]
all 132 263 0.875 0.884 0.889 0.761
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
105/499 4.32G 0.01074 0.008585 0.007361 56 640: 0%| | 0/168 [00:00<?, ?it/s]
105/499 4.32G 0.01074 0.008585 0.007361 56 640: 1%| | 1/168 [00:00<00:35, 4.77it/s]
105/499 4.32G 0.01152 0.008077 0.006516 62 640: 1%| | 1/168 [00:00<00:35, 4.77it/s]
105/499 4.32G 0.01152 0.008077 0.006516 62 640: 1%|1 | 2/168 [00:00<00:32, 5.11it/s]
105/499 4.32G 0.01145 0.009168 0.005547 77 640: 1%|1 | 2/168 [00:00<00:32, 5.11it/s]
105/499 4.32G 0.01145 0.009168 0.005547 77 640: 2%|1 | 3/168 [00:00<00:31, 5.27it/s]
105/499 4.32G 0.01125 0.008999 0.004708 76 640: 2%|1 | 3/168 [00:00<00:31, 5.27it/s]
105/499 4.32G 0.01125 0.008999 0.004708 76 640: 2%|2 | 4/168 [00:00<00:32, 5.09it/s]
105/499 4.32G 0.01137 0.01018 0.004355 85 640: 2%|2 | 4/168 [00:00<00:32, 5.09it/s]
105/499 4.32G 0.01137 0.01018 0.004355 85 640: 3%|2 | 5/168 [00:00<00:31, 5.22it/s]
105/499 4.32G 0.01143 0.01024 0.004076 68 640: 3%|2 | 5/168 [00:01<00:31, 5.22it/s]
105/499 4.32G 0.01143 0.01024 0.004076 68 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s]
105/499 4.32G 0.01126 0.01016 0.004183 77 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s]
105/499 4.32G 0.01126 0.01016 0.004183 77 640: 4%|4 | 7/168 [00:01<00:31, 5.12it/s]
105/499 4.32G 0.01124 0.01027 0.004362 81 640: 4%|4 | 7/168 [00:01<00:31, 5.12it/s]
105/499 4.32G 0.01124 0.01027 0.004362 81 640: 5%|4 | 8/168 [00:01<00:30, 5.21it/s]
105/499 4.32G 0.01128 0.01008 0.004771 64 640: 5%|4 | 8/168 [00:01<00:30, 5.21it/s]
105/499 4.32G 0.01128 0.01008 0.004771 64 640: 5%|5 | 9/168 [00:01<00:30, 5.26it/s]
105/499 4.32G 0.01134 0.009988 0.004853 67 640: 5%|5 | 9/168 [00:01<00:30, 5.26it/s]
105/499 4.32G 0.01134 0.009988 0.004853 67 640: 6%|5 | 10/168 [00:01<00:30, 5.14it/s]
105/499 4.32G 0.01119 0.009903 0.00489 68 640: 6%|5 | 10/168 [00:02<00:30, 5.14it/s]
105/499 4.32G 0.01119 0.009903 0.00489 68 640: 7%|6 | 11/168 [00:02<00:30, 5.23it/s]
105/499 4.32G 0.01112 0.009968 0.004873 69 640: 7%|6 | 11/168 [00:02<00:30, 5.23it/s]
105/499 4.32G 0.01112 0.009968 0.004873 69 640: 7%|7 | 12/168 [00:02<00:29, 5.29it/s]
105/499 4.32G 0.01114 0.009953 0.004939 65 640: 7%|7 | 12/168 [00:02<00:29, 5.29it/s]
105/499 4.32G 0.01114 0.009953 0.004939 65 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s]
105/499 4.32G 0.01113 0.009788 0.004788 52 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s]
105/499 4.32G 0.01113 0.009788 0.004788 52 640: 8%|8 | 14/168 [00:02<00:29, 5.25it/s]
105/499 4.32G 0.01119 0.009723 0.004688 51 640: 8%|8 | 14/168 [00:02<00:29, 5.25it/s]
105/499 4.32G 0.01119 0.009723 0.004688 51 640: 9%|8 | 15/168 [00:02<00:28, 5.30it/s]
105/499 4.32G 0.01115 0.009682 0.004595 59 640: 9%|8 | 15/168 [00:03<00:28, 5.30it/s]
105/499 4.32G 0.01115 0.009682 0.004595 59 640: 10%|9 | 16/168 [00:03<00:29, 5.16it/s]
105/499 4.32G 0.01118 0.009676 0.004646 63 640: 10%|9 | 16/168 [00:03<00:29, 5.16it/s]
105/499 4.32G 0.01118 0.009676 0.004646 63 640: 10%|# | 17/168 [00:03<00:28, 5.25it/s]
105/499 4.32G 0.01114 0.009546 0.004667 62 640: 10%|# | 17/168 [00:03<00:28, 5.25it/s]
105/499 4.32G 0.01114 0.009546 0.004667 62 640: 11%|# | 18/168 [00:03<00:28, 5.29it/s]
105/499 4.32G 0.01112 0.009566 0.004704 85 640: 11%|# | 18/168 [00:03<00:28, 5.29it/s]
105/499 4.32G 0.01112 0.009566 0.004704 85 640: 11%|#1 | 19/168 [00:03<00:29, 5.10it/s]
105/499 4.32G 0.01114 0.009589 0.004631 66 640: 11%|#1 | 19/168 [00:03<00:29, 5.10it/s]
105/499 4.32G 0.01114 0.009589 0.004631 66 640: 12%|#1 | 20/168 [00:03<00:28, 5.18it/s]
105/499 4.32G 0.0111 0.009627 0.004515 75 640: 12%|#1 | 20/168 [00:04<00:28, 5.18it/s]
105/499 4.32G 0.0111 0.009627 0.004515 75 640: 12%|#2 | 21/168 [00:04<00:28, 5.25it/s]
105/499 4.32G 0.01112 0.009692 0.004398 77 640: 12%|#2 | 21/168 [00:04<00:28, 5.25it/s]
105/499 4.32G 0.01112 0.009692 0.004398 77 640: 13%|#3 | 22/168 [00:04<00:28, 5.10it/s]
105/499 4.32G 0.01111 0.009716 0.004381 85 640: 13%|#3 | 22/168 [00:04<00:28, 5.10it/s]
105/499 4.32G 0.01111 0.009716 0.004381 85 640: 14%|#3 | 23/168 [00:04<00:28, 5.13it/s]
105/499 4.32G 0.0111 0.009788 0.004376 83 640: 14%|#3 | 23/168 [00:04<00:28, 5.13it/s]
105/499 4.32G 0.0111 0.009788 0.004376 83 640: 14%|#4 | 24/168 [00:04<00:27, 5.20it/s]
105/499 4.32G 0.01109 0.009792 0.004289 61 640: 14%|#4 | 24/168 [00:04<00:27, 5.20it/s]
105/499 4.32G 0.01109 0.009792 0.004289 61 640: 15%|#4 | 25/168 [00:04<00:28, 5.02it/s]
105/499 4.32G 0.01107 0.009725 0.004392 62 640: 15%|#4 | 25/168 [00:05<00:28, 5.02it/s]
105/499 4.32G 0.01107 0.009725 0.004392 62 640: 15%|#5 | 26/168 [00:05<00:27, 5.15it/s]
105/499 4.32G 0.01111 0.009731 0.004405 69 640: 15%|#5 | 26/168 [00:05<00:27, 5.15it/s]
105/499 4.32G 0.01111 0.009731 0.004405 69 640: 16%|#6 | 27/168 [00:05<00:26, 5.23it/s]
105/499 4.32G 0.01106 0.009737 0.004363 61 640: 16%|#6 | 27/168 [00:05<00:26, 5.23it/s]
105/499 4.32G 0.01106 0.009737 0.004363 61 640: 17%|#6 | 28/168 [00:05<00:27, 5.11it/s]
105/499 4.32G 0.01106 0.009731 0.004265 68 640: 17%|#6 | 28/168 [00:05<00:27, 5.11it/s]
105/499 4.32G 0.01106 0.009731 0.004265 68 640: 17%|#7 | 29/168 [00:05<00:27, 5.14it/s]
105/499 4.32G 0.01111 0.009747 0.004282 78 640: 17%|#7 | 29/168 [00:05<00:27, 5.14it/s]
105/499 4.32G 0.01111 0.009747 0.004282 78 640: 18%|#7 | 30/168 [00:05<00:26, 5.18it/s]
105/499 4.32G 0.01109 0.009745 0.004233 77 640: 18%|#7 | 30/168 [00:05<00:26, 5.18it/s]
105/499 4.32G 0.01109 0.009745 0.004233 77 640: 18%|#8 | 31/168 [00:05<00:26, 5.07it/s]
105/499 4.32G 0.0111 0.009739 0.004246 66 640: 18%|#8 | 31/168 [00:06<00:26, 5.07it/s]
105/499 4.32G 0.0111 0.009739 0.004246 66 640: 19%|#9 | 32/168 [00:06<00:26, 5.16it/s]
105/499 4.32G 0.0111 0.009783 0.004165 68 640: 19%|#9 | 32/168 [00:06<00:26, 5.16it/s]
105/499 4.32G 0.0111 0.009783 0.004165 68 640: 20%|#9 | 33/168 [00:06<00:25, 5.22it/s]
105/499 4.32G 0.01113 0.009808 0.004156 82 640: 20%|#9 | 33/168 [00:06<00:25, 5.22it/s]
105/499 4.32G 0.01113 0.009808 0.004156 82 640: 20%|## | 34/168 [00:06<00:26, 5.08it/s]
105/499 4.32G 0.01118 0.00976 0.004235 49 640: 20%|## | 34/168 [00:06<00:26, 5.08it/s]
105/499 4.32G 0.01118 0.00976 0.004235 49 640: 21%|## | 35/168 [00:06<00:25, 5.18it/s]
105/499 4.32G 0.01121 0.009755 0.004246 66 640: 21%|## | 35/168 [00:06<00:25, 5.18it/s]
105/499 4.32G 0.01121 0.009755 0.004246 66 640: 21%|##1 | 36/168 [00:06<00:25, 5.23it/s]
105/499 4.32G 0.01122 0.009766 0.004215 77 640: 21%|##1 | 36/168 [00:07<00:25, 5.23it/s]
105/499 4.32G 0.01122 0.009766 0.004215 77 640: 22%|##2 | 37/168 [00:07<00:25, 5.08it/s]
105/499 4.32G 0.01123 0.009774 0.004191 63 640: 22%|##2 | 37/168 [00:07<00:25, 5.08it/s]
105/499 4.32G 0.01123 0.009774 0.004191 63 640: 23%|##2 | 38/168 [00:07<00:25, 5.19it/s]
105/499 4.32G 0.0112 0.009715 0.00424 57 640: 23%|##2 | 38/168 [00:07<00:25, 5.19it/s]
105/499 4.32G 0.0112 0.009715 0.00424 57 640: 23%|##3 | 39/168 [00:07<00:24, 5.25it/s]
105/499 4.32G 0.01121 0.009768 0.004243 75 640: 23%|##3 | 39/168 [00:07<00:24, 5.25it/s]
105/499 4.32G 0.01121 0.009768 0.004243 75 640: 24%|##3 | 40/168 [00:07<00:24, 5.13it/s]
105/499 4.32G 0.01118 0.009769 0.004243 71 640: 24%|##3 | 40/168 [00:07<00:24, 5.13it/s]
105/499 4.32G 0.01118 0.009769 0.004243 71 640: 24%|##4 | 41/168 [00:07<00:24, 5.13it/s]
105/499 4.32G 0.01128 0.009816 0.004239 68 640: 24%|##4 | 41/168 [00:08<00:24, 5.13it/s]
105/499 4.32G 0.01128 0.009816 0.004239 68 640: 25%|##5 | 42/168 [00:08<00:24, 5.22it/s]
105/499 4.32G 0.01129 0.009804 0.00431 67 640: 25%|##5 | 42/168 [00:08<00:24, 5.22it/s]
105/499 4.32G 0.01129 0.009804 0.00431 67 640: 26%|##5 | 43/168 [00:08<00:24, 5.12it/s]
105/499 4.32G 0.01128 0.009838 0.004293 86 640: 26%|##5 | 43/168 [00:08<00:24, 5.12it/s]
105/499 4.32G 0.01128 0.009838 0.004293 86 640: 26%|##6 | 44/168 [00:08<00:23, 5.22it/s]
105/499 4.32G 0.01126 0.009836 0.004273 82 640: 26%|##6 | 44/168 [00:08<00:23, 5.22it/s]
105/499 4.32G 0.01126 0.009836 0.004273 82 640: 27%|##6 | 45/168 [00:08<00:23, 5.27it/s]
105/499 4.32G 0.01124 0.009906 0.004329 78 640: 27%|##6 | 45/168 [00:08<00:23, 5.27it/s]
105/499 4.32G 0.01124 0.009906 0.004329 78 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s]
105/499 4.32G 0.01127 0.009914 0.00433 70 640: 27%|##7 | 46/168 [00:09<00:23, 5.15it/s]
105/499 4.32G 0.01127 0.009914 0.00433 70 640: 28%|##7 | 47/168 [00:09<00:23, 5.21it/s]
105/499 4.32G 0.01127 0.009951 0.004288 67 640: 28%|##7 | 47/168 [00:09<00:23, 5.21it/s]
105/499 4.32G 0.01127 0.009951 0.004288 67 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s]
105/499 4.32G 0.01128 0.009946 0.004338 65 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s]
105/499 4.32G 0.01128 0.009946 0.004338 65 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s]
105/499 4.32G 0.0113 0.009944 0.004317 59 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s]
105/499 4.32G 0.0113 0.009944 0.004317 59 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s]
105/499 4.32G 0.01134 0.00997 0.004337 72 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s]
105/499 4.32G 0.01134 0.00997 0.004337 72 640: 30%|### | 51/168 [00:09<00:22, 5.30it/s]
105/499 4.32G 0.01135 0.009972 0.004327 71 640: 30%|### | 51/168 [00:10<00:22, 5.30it/s]
105/499 4.32G 0.01135 0.009972 0.004327 71 640: 31%|### | 52/168 [00:10<00:22, 5.16it/s]
105/499 4.32G 0.01134 0.009925 0.004274 64 640: 31%|### | 52/168 [00:10<00:22, 5.16it/s]
105/499 4.32G 0.01134 0.009925 0.004274 64 640: 32%|###1 | 53/168 [00:10<00:21, 5.24it/s]
105/499 4.32G 0.01133 0.009929 0.004246 67 640: 32%|###1 | 53/168 [00:10<00:21, 5.24it/s]
105/499 4.32G 0.01133 0.009929 0.004246 67 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s]
105/499 4.32G 0.01136 0.00993 0.004227 63 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s]
105/499 4.32G 0.01136 0.00993 0.004227 63 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s]
105/499 4.32G 0.01136 0.009883 0.004205 55 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s]
105/499 4.32G 0.01136 0.009883 0.004205 55 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s]
105/499 4.32G 0.01134 0.009901 0.004218 90 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s]
105/499 4.32G 0.01134 0.009901 0.004218 90 640: 34%|###3 | 57/168 [00:10<00:20, 5.32it/s]
105/499 4.32G 0.01135 0.009883 0.004226 65 640: 34%|###3 | 57/168 [00:11<00:20, 5.32it/s]
105/499 4.32G 0.01135 0.009883 0.004226 65 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s]
105/499 4.32G 0.01133 0.009857 0.004231 68 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s]
105/499 4.32G 0.01133 0.009857 0.004231 68 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s]
105/499 4.32G 0.01135 0.009858 0.004231 57 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s]
105/499 4.32G 0.01135 0.009858 0.004231 57 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s]
105/499 4.32G 0.01133 0.009821 0.004292 56 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s]
105/499 4.32G 0.01133 0.009821 0.004292 56 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s]
105/499 4.32G 0.01131 0.00981 0.004288 64 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s]
105/499 4.32G 0.01131 0.00981 0.004288 64 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s]
105/499 4.32G 0.01131 0.009788 0.004284 61 640: 37%|###6 | 62/168 [00:12<00:20, 5.27it/s]
105/499 4.32G 0.01131 0.009788 0.004284 61 640: 38%|###7 | 63/168 [00:12<00:19, 5.33it/s]
105/499 4.32G 0.01132 0.009814 0.004292 73 640: 38%|###7 | 63/168 [00:12<00:19, 5.33it/s]
105/499 4.32G 0.01132 0.009814 0.004292 73 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s]
105/499 4.32G 0.01131 0.009753 0.004296 44 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s]
105/499 4.32G 0.01131 0.009753 0.004296 44 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s]
105/499 4.32G 0.01131 0.009768 0.004313 70 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s]
105/499 4.32G 0.01131 0.009768 0.004313 70 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
105/499 4.32G 0.01129 0.009771 0.004305 60 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
105/499 4.32G 0.01129 0.009771 0.004305 60 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
105/499 4.32G 0.01128 0.009749 0.004291 68 640: 40%|###9 | 67/168 [00:13<00:19, 5.19it/s]
105/499 4.32G 0.01128 0.009749 0.004291 68 640: 40%|#### | 68/168 [00:13<00:19, 5.25it/s]
105/499 4.32G 0.01128 0.009738 0.00434 67 640: 40%|#### | 68/168 [00:13<00:19, 5.25it/s]
105/499 4.32G 0.01128 0.009738 0.00434 67 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
105/499 4.32G 0.01129 0.009742 0.004368 73 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
105/499 4.32G 0.01129 0.009742 0.004368 73 640: 42%|####1 | 70/168 [00:13<00:19, 5.16it/s]
105/499 4.32G 0.01132 0.009748 0.004347 61 640: 42%|####1 | 70/168 [00:13<00:19, 5.16it/s]
105/499 4.32G 0.01132 0.009748 0.004347 61 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s]
105/499 4.32G 0.01129 0.00972 0.004383 56 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s]
105/499 4.32G 0.01129 0.00972 0.004383 56 640: 43%|####2 | 72/168 [00:13<00:18, 5.27it/s]
105/499 4.32G 0.01126 0.009711 0.004359 58 640: 43%|####2 | 72/168 [00:14<00:18, 5.27it/s]
105/499 4.32G 0.01126 0.009711 0.004359 58 640: 43%|####3 | 73/168 [00:14<00:18, 5.13it/s]
105/499 4.32G 0.01129 0.009724 0.004372 58 640: 43%|####3 | 73/168 [00:14<00:18, 5.13it/s]
105/499 4.32G 0.01129 0.009724 0.004372 58 640: 44%|####4 | 74/168 [00:14<00:18, 5.21it/s]
105/499 4.32G 0.01126 0.00969 0.004393 61 640: 44%|####4 | 74/168 [00:14<00:18, 5.21it/s]
105/499 4.32G 0.01126 0.00969 0.004393 61 640: 45%|####4 | 75/168 [00:14<00:17, 5.31it/s]
105/499 4.32G 0.01126 0.009677 0.004415 56 640: 45%|####4 | 75/168 [00:14<00:17, 5.31it/s]
105/499 4.32G 0.01126 0.009677 0.004415 56 640: 45%|####5 | 76/168 [00:14<00:17, 5.12it/s]
105/499 4.32G 0.01124 0.009678 0.004515 66 640: 45%|####5 | 76/168 [00:14<00:17, 5.12it/s]
105/499 4.32G 0.01124 0.009678 0.004515 66 640: 46%|####5 | 77/168 [00:14<00:17, 5.19it/s]
105/499 4.32G 0.01124 0.009694 0.004518 54 640: 46%|####5 | 77/168 [00:14<00:17, 5.19it/s]
105/499 4.32G 0.01124 0.009694 0.004518 54 640: 46%|####6 | 78/168 [00:14<00:17, 5.28it/s]
105/499 4.32G 0.01124 0.009683 0.004496 71 640: 46%|####6 | 78/168 [00:15<00:17, 5.28it/s]
105/499 4.32G 0.01124 0.009683 0.004496 71 640: 47%|####7 | 79/168 [00:15<00:17, 5.14it/s]
105/499 4.32G 0.01123 0.009692 0.00446 73 640: 47%|####7 | 79/168 [00:15<00:17, 5.14it/s]
105/499 4.32G 0.01123 0.009692 0.00446 73 640: 48%|####7 | 80/168 [00:15<00:16, 5.22it/s]
105/499 4.32G 0.01123 0.009687 0.004471 73 640: 48%|####7 | 80/168 [00:15<00:16, 5.22it/s]
105/499 4.32G 0.01123 0.009687 0.004471 73 640: 48%|####8 | 81/168 [00:15<00:16, 5.30it/s]
105/499 4.32G 0.01123 0.009665 0.004469 61 640: 48%|####8 | 81/168 [00:15<00:16, 5.30it/s]
105/499 4.32G 0.01123 0.009665 0.004469 61 640: 49%|####8 | 82/168 [00:15<00:16, 5.16it/s]
105/499 4.32G 0.01121 0.009658 0.004442 67 640: 49%|####8 | 82/168 [00:15<00:16, 5.16it/s]
105/499 4.32G 0.01121 0.009658 0.004442 67 640: 49%|####9 | 83/168 [00:15<00:16, 5.24it/s]
105/499 4.32G 0.0112 0.009678 0.004421 80 640: 49%|####9 | 83/168 [00:16<00:16, 5.24it/s]
105/499 4.32G 0.0112 0.009678 0.004421 80 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s]
105/499 4.32G 0.0112 0.009696 0.004423 83 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s]
105/499 4.32G 0.0112 0.009696 0.004423 83 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s]
105/499 4.32G 0.01122 0.009713 0.004408 66 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s]
105/499 4.32G 0.01122 0.009713 0.004408 66 640: 51%|#####1 | 86/168 [00:16<00:15, 5.22it/s]
105/499 4.32G 0.01121 0.009701 0.004435 65 640: 51%|#####1 | 86/168 [00:16<00:15, 5.22it/s]
105/499 4.32G 0.01121 0.009701 0.004435 65 640: 52%|#####1 | 87/168 [00:16<00:15, 5.28it/s]
105/499 4.32G 0.01122 0.009686 0.004427 57 640: 52%|#####1 | 87/168 [00:16<00:15, 5.28it/s]
105/499 4.32G 0.01122 0.009686 0.004427 57 640: 52%|#####2 | 88/168 [00:16<00:15, 5.16it/s]
105/499 4.32G 0.0112 0.009694 0.004442 84 640: 52%|#####2 | 88/168 [00:17<00:15, 5.16it/s]
105/499 4.32G 0.0112 0.009694 0.004442 84 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s]
105/499 4.32G 0.01118 0.009697 0.004433 69 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s]
105/499 4.32G 0.01118 0.009697 0.004433 69 640: 54%|#####3 | 90/168 [00:17<00:14, 5.29it/s]
105/499 4.32G 0.01117 0.009714 0.004435 78 640: 54%|#####3 | 90/168 [00:17<00:14, 5.29it/s]
105/499 4.32G 0.01117 0.009714 0.004435 78 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s]
105/499 4.32G 0.01119 0.009694 0.004493 53 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s]
105/499 4.32G 0.01119 0.009694 0.004493 53 640: 55%|#####4 | 92/168 [00:17<00:14, 5.25it/s]
105/499 4.32G 0.01118 0.009691 0.004492 61 640: 55%|#####4 | 92/168 [00:17<00:14, 5.25it/s]
105/499 4.32G 0.01118 0.009691 0.004492 61 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s]
105/499 4.32G 0.01118 0.009691 0.0045 66 640: 55%|#####5 | 93/168 [00:18<00:14, 5.34it/s]
105/499 4.32G 0.01118 0.009691 0.0045 66 640: 56%|#####5 | 94/168 [00:18<00:14, 5.21it/s]
105/499 4.32G 0.0112 0.009715 0.00448 63 640: 56%|#####5 | 94/168 [00:18<00:14, 5.21it/s]
105/499 4.32G 0.0112 0.009715 0.00448 63 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
105/499 4.32G 0.01119 0.009728 0.004522 66 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
105/499 4.32G 0.01119 0.009728 0.004522 66 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s]
105/499 4.32G 0.01118 0.00973 0.004532 73 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s]
105/499 4.32G 0.01118 0.00973 0.004532 73 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s]
105/499 4.32G 0.01123 0.009751 0.004537 68 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s]
105/499 4.32G 0.01123 0.009751 0.004537 68 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s]
105/499 4.32G 0.01124 0.009775 0.004589 70 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s]
105/499 4.32G 0.01124 0.009775 0.004589 70 640: 59%|#####8 | 99/168 [00:18<00:13, 5.29it/s]
105/499 4.32G 0.01126 0.009799 0.004658 63 640: 59%|#####8 | 99/168 [00:19<00:13, 5.29it/s]
105/499 4.32G 0.01126 0.009799 0.004658 63 640: 60%|#####9 | 100/168 [00:19<00:13, 5.13it/s]
105/499 4.32G 0.01126 0.009793 0.004642 72 640: 60%|#####9 | 100/168 [00:19<00:13, 5.13it/s]
105/499 4.32G 0.01126 0.009793 0.004642 72 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s]
105/499 4.32G 0.01127 0.009798 0.004629 63 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s]
105/499 4.32G 0.01127 0.009798 0.004629 63 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s]
105/499 4.32G 0.01128 0.009804 0.004627 67 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s]
105/499 4.32G 0.01128 0.009804 0.004627 67 640: 61%|######1 | 103/168 [00:19<00:12, 5.17it/s]
105/499 4.32G 0.01127 0.009797 0.004651 60 640: 61%|######1 | 103/168 [00:19<00:12, 5.17it/s]
105/499 4.32G 0.01127 0.009797 0.004651 60 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s]
105/499 4.32G 0.01125 0.009782 0.004642 58 640: 62%|######1 | 104/168 [00:20<00:12, 5.27it/s]
105/499 4.32G 0.01125 0.009782 0.004642 58 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s]
105/499 4.32G 0.01125 0.009787 0.004635 78 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s]
105/499 4.32G 0.01125 0.009787 0.004635 78 640: 63%|######3 | 106/168 [00:20<00:12, 5.13it/s]
105/499 4.32G 0.01126 0.009781 0.004643 64 640: 63%|######3 | 106/168 [00:20<00:12, 5.13it/s]
105/499 4.32G 0.01126 0.009781 0.004643 64 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s]
105/499 4.32G 0.01125 0.009766 0.004647 61 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s]
105/499 4.32G 0.01125 0.009766 0.004647 61 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s]
105/499 4.32G 0.01125 0.009764 0.004626 77 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s]
105/499 4.32G 0.01125 0.009764 0.004626 77 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s]
105/499 4.32G 0.01125 0.009783 0.004633 78 640: 65%|######4 | 109/168 [00:21<00:11, 5.18it/s]
105/499 4.32G 0.01125 0.009783 0.004633 78 640: 65%|######5 | 110/168 [00:21<00:11, 5.27it/s]
105/499 4.32G 0.01125 0.009792 0.004621 65 640: 65%|######5 | 110/168 [00:21<00:11, 5.27it/s]
105/499 4.32G 0.01125 0.009792 0.004621 65 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s]
105/499 4.32G 0.01124 0.009816 0.004589 84 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s]
105/499 4.32G 0.01124 0.009816 0.004589 84 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s]
105/499 4.32G 0.01123 0.009819 0.004599 71 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s]
105/499 4.32G 0.01123 0.009819 0.004599 71 640: 67%|######7 | 113/168 [00:21<00:10, 5.23it/s]
105/499 4.32G 0.01123 0.009834 0.004597 73 640: 67%|######7 | 113/168 [00:21<00:10, 5.23it/s]
105/499 4.32G 0.01123 0.009834 0.004597 73 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s]
105/499 4.32G 0.01124 0.00983 0.004607 56 640: 68%|######7 | 114/168 [00:22<00:10, 5.32it/s]
105/499 4.32G 0.01124 0.00983 0.004607 56 640: 68%|######8 | 115/168 [00:22<00:10, 5.18it/s]
105/499 4.32G 0.01123 0.009838 0.004605 71 640: 68%|######8 | 115/168 [00:22<00:10, 5.18it/s]
105/499 4.32G 0.01123 0.009838 0.004605 71 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s]
105/499 4.32G 0.01122 0.009832 0.004597 65 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s]
105/499 4.32G 0.01122 0.009832 0.004597 65 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s]
105/499 4.32G 0.0112 0.009825 0.004579 69 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s]
105/499 4.32G 0.0112 0.009825 0.004579 69 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s]
105/499 4.32G 0.0112 0.009846 0.004583 92 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s]
105/499 4.32G 0.0112 0.009846 0.004583 92 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s]
105/499 4.32G 0.01121 0.009863 0.004567 61 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s]
105/499 4.32G 0.01121 0.009863 0.004567 61 640: 71%|#######1 | 120/168 [00:22<00:08, 5.35it/s]
105/499 4.32G 0.01121 0.009859 0.004568 67 640: 71%|#######1 | 120/168 [00:23<00:08, 5.35it/s]
105/499 4.32G 0.01121 0.009859 0.004568 67 640: 72%|#######2 | 121/168 [00:23<00:09, 5.21it/s]
105/499 4.32G 0.01121 0.009855 0.004573 68 640: 72%|#######2 | 121/168 [00:23<00:09, 5.21it/s]
105/499 4.32G 0.01121 0.009855 0.004573 68 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
105/499 4.32G 0.01121 0.009847 0.004569 65 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
105/499 4.32G 0.01121 0.009847 0.004569 65 640: 73%|#######3 | 123/168 [00:23<00:08, 5.30it/s]
105/499 4.32G 0.01121 0.00984 0.004589 69 640: 73%|#######3 | 123/168 [00:23<00:08, 5.30it/s]
105/499 4.32G 0.01121 0.00984 0.004589 69 640: 74%|#######3 | 124/168 [00:23<00:08, 5.12it/s]
105/499 4.32G 0.01122 0.009844 0.004615 69 640: 74%|#######3 | 124/168 [00:23<00:08, 5.12it/s]
105/499 4.32G 0.01122 0.009844 0.004615 69 640: 74%|#######4 | 125/168 [00:23<00:08, 5.18it/s]
105/499 4.32G 0.01121 0.009836 0.004601 71 640: 74%|#######4 | 125/168 [00:24<00:08, 5.18it/s]
105/499 4.32G 0.01121 0.009836 0.004601 71 640: 75%|#######5 | 126/168 [00:24<00:08, 5.22it/s]
105/499 4.32G 0.01122 0.009844 0.004589 63 640: 75%|#######5 | 126/168 [00:24<00:08, 5.22it/s]
105/499 4.32G 0.01122 0.009844 0.004589 63 640: 76%|#######5 | 127/168 [00:24<00:08, 5.11it/s]
105/499 4.32G 0.01123 0.009824 0.004594 56 640: 76%|#######5 | 127/168 [00:24<00:08, 5.11it/s]
105/499 4.32G 0.01123 0.009824 0.004594 56 640: 76%|#######6 | 128/168 [00:24<00:07, 5.21it/s]
105/499 4.32G 0.01122 0.009836 0.00459 77 640: 76%|#######6 | 128/168 [00:24<00:07, 5.21it/s]
105/499 4.32G 0.01122 0.009836 0.00459 77 640: 77%|#######6 | 129/168 [00:24<00:07, 5.29it/s]
105/499 4.32G 0.01121 0.009844 0.004582 76 640: 77%|#######6 | 129/168 [00:24<00:07, 5.29it/s]
105/499 4.32G 0.01121 0.009844 0.004582 76 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s]
105/499 4.32G 0.01122 0.009854 0.004594 90 640: 77%|#######7 | 130/168 [00:25<00:07, 5.16it/s]
105/499 4.32G 0.01122 0.009854 0.004594 90 640: 78%|#######7 | 131/168 [00:25<00:07, 5.21it/s]
105/499 4.32G 0.01121 0.009842 0.00458 65 640: 78%|#######7 | 131/168 [00:25<00:07, 5.21it/s]
105/499 4.32G 0.01121 0.009842 0.00458 65 640: 79%|#######8 | 132/168 [00:25<00:06, 5.30it/s]
105/499 4.32G 0.01121 0.009851 0.004578 86 640: 79%|#######8 | 132/168 [00:25<00:06, 5.30it/s]
105/499 4.32G 0.01121 0.009851 0.004578 86 640: 79%|#######9 | 133/168 [00:25<00:06, 5.16it/s]
105/499 4.32G 0.01122 0.009849 0.004581 59 640: 79%|#######9 | 133/168 [00:25<00:06, 5.16it/s]
105/499 4.32G 0.01122 0.009849 0.004581 59 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s]
105/499 4.32G 0.01121 0.009875 0.004582 79 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s]
105/499 4.32G 0.01121 0.009875 0.004582 79 640: 80%|######## | 135/168 [00:25<00:06, 5.32it/s]
105/499 4.32G 0.01124 0.009889 0.00459 60 640: 80%|######## | 135/168 [00:26<00:06, 5.32it/s]
105/499 4.32G 0.01124 0.009889 0.00459 60 640: 81%|######## | 136/168 [00:26<00:06, 5.16it/s]
105/499 4.32G 0.01126 0.0099 0.004591 59 640: 81%|######## | 136/168 [00:26<00:06, 5.16it/s]
105/499 4.32G 0.01126 0.0099 0.004591 59 640: 82%|########1 | 137/168 [00:26<00:06, 5.12it/s]
105/499 4.32G 0.01126 0.009898 0.004612 63 640: 82%|########1 | 137/168 [00:26<00:06, 5.12it/s]
105/499 4.32G 0.01126 0.009898 0.004612 63 640: 82%|########2 | 138/168 [00:26<00:05, 5.22it/s]
105/499 4.32G 0.01126 0.009919 0.004605 84 640: 82%|########2 | 138/168 [00:26<00:05, 5.22it/s]
105/499 4.32G 0.01126 0.009919 0.004605 84 640: 83%|########2 | 139/168 [00:26<00:05, 5.08it/s]
105/499 4.32G 0.01126 0.009907 0.0046 71 640: 83%|########2 | 139/168 [00:26<00:05, 5.08it/s]
105/499 4.32G 0.01126 0.009907 0.0046 71 640: 83%|########3 | 140/168 [00:26<00:05, 5.19it/s]
105/499 4.32G 0.01125 0.009907 0.0046 77 640: 83%|########3 | 140/168 [00:27<00:05, 5.19it/s]
105/499 4.32G 0.01125 0.009907 0.0046 77 640: 84%|########3 | 141/168 [00:27<00:05, 5.27it/s]
105/499 4.32G 0.01124 0.009898 0.00459 61 640: 84%|########3 | 141/168 [00:27<00:05, 5.27it/s]
105/499 4.32G 0.01124 0.009898 0.00459 61 640: 85%|########4 | 142/168 [00:27<00:05, 5.15it/s]
105/499 4.32G 0.01124 0.009897 0.004625 73 640: 85%|########4 | 142/168 [00:27<00:05, 5.15it/s]
105/499 4.32G 0.01124 0.009897 0.004625 73 640: 85%|########5 | 143/168 [00:27<00:04, 5.22it/s]
105/499 4.32G 0.01124 0.009903 0.00463 80 640: 85%|########5 | 143/168 [00:27<00:04, 5.22it/s]
105/499 4.32G 0.01124 0.009903 0.00463 80 640: 86%|########5 | 144/168 [00:27<00:04, 5.28it/s]
105/499 4.32G 0.01123 0.009899 0.004638 70 640: 86%|########5 | 144/168 [00:27<00:04, 5.28it/s]
105/499 4.32G 0.01123 0.009899 0.004638 70 640: 86%|########6 | 145/168 [00:27<00:04, 5.13it/s]
105/499 4.32G 0.01122 0.009891 0.004627 73 640: 86%|########6 | 145/168 [00:27<00:04, 5.13it/s]
105/499 4.32G 0.01122 0.009891 0.004627 73 640: 87%|########6 | 146/168 [00:27<00:04, 5.23it/s]
105/499 4.32G 0.01122 0.009891 0.004646 61 640: 87%|########6 | 146/168 [00:28<00:04, 5.23it/s]
105/499 4.32G 0.01122 0.009891 0.004646 61 640: 88%|########7 | 147/168 [00:28<00:04, 5.23it/s]
105/499 4.32G 0.01121 0.009888 0.004633 65 640: 88%|########7 | 147/168 [00:28<00:04, 5.23it/s]
105/499 4.32G 0.01121 0.009888 0.004633 65 640: 88%|########8 | 148/168 [00:28<00:03, 5.13it/s]
105/499 4.32G 0.01122 0.009877 0.004656 65 640: 88%|########8 | 148/168 [00:28<00:03, 5.13it/s]
105/499 4.32G 0.01122 0.009877 0.004656 65 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s]
105/499 4.32G 0.01122 0.009879 0.004652 75 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s]
105/499 4.32G 0.01122 0.009879 0.004652 75 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
105/499 4.32G 0.01123 0.009879 0.004661 68 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
105/499 4.32G 0.01123 0.009879 0.004661 68 640: 90%|########9 | 151/168 [00:28<00:03, 5.18it/s]
105/499 4.32G 0.01123 0.009883 0.004661 71 640: 90%|########9 | 151/168 [00:29<00:03, 5.18it/s]
105/499 4.32G 0.01123 0.009883 0.004661 71 640: 90%|######### | 152/168 [00:29<00:03, 5.21it/s]
105/499 4.32G 0.01123 0.009882 0.004672 70 640: 90%|######### | 152/168 [00:29<00:03, 5.21it/s]
105/499 4.32G 0.01123 0.009882 0.004672 70 640: 91%|#########1| 153/168 [00:29<00:02, 5.27it/s]
105/499 4.32G 0.01122 0.009882 0.004678 72 640: 91%|#########1| 153/168 [00:29<00:02, 5.27it/s]
105/499 4.32G 0.01122 0.009882 0.004678 72 640: 92%|#########1| 154/168 [00:29<00:02, 5.15it/s]
105/499 4.32G 0.01122 0.00988 0.004687 70 640: 92%|#########1| 154/168 [00:29<00:02, 5.15it/s]
105/499 4.32G 0.01122 0.00988 0.004687 70 640: 92%|#########2| 155/168 [00:29<00:02, 5.23it/s]
105/499 4.32G 0.01121 0.009861 0.00469 46 640: 92%|#########2| 155/168 [00:29<00:02, 5.23it/s]
105/499 4.32G 0.01121 0.009861 0.00469 46 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s]
105/499 4.32G 0.01121 0.009852 0.004697 66 640: 93%|#########2| 156/168 [00:30<00:02, 5.31it/s]
105/499 4.32G 0.01121 0.009852 0.004697 66 640: 93%|#########3| 157/168 [00:30<00:02, 5.16it/s]
105/499 4.32G 0.01121 0.009841 0.004711 70 640: 93%|#########3| 157/168 [00:30<00:02, 5.16it/s]
105/499 4.32G 0.01121 0.009841 0.004711 70 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s]
105/499 4.32G 0.01121 0.009844 0.00471 71 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s]
105/499 4.32G 0.01121 0.009844 0.00471 71 640: 95%|#########4| 159/168 [00:30<00:01, 5.25it/s]
105/499 4.32G 0.01123 0.009844 0.004695 58 640: 95%|#########4| 159/168 [00:30<00:01, 5.25it/s]
105/499 4.32G 0.01123 0.009844 0.004695 58 640: 95%|#########5| 160/168 [00:30<00:01, 5.13it/s]
105/499 4.32G 0.01123 0.009841 0.004682 61 640: 95%|#########5| 160/168 [00:30<00:01, 5.13it/s]
105/499 4.32G 0.01123 0.009841 0.004682 61 640: 96%|#########5| 161/168 [00:30<00:01, 5.23it/s]
105/499 4.32G 0.01123 0.009846 0.004659 74 640: 96%|#########5| 161/168 [00:31<00:01, 5.23it/s]
105/499 4.32G 0.01123 0.009846 0.004659 74 640: 96%|#########6| 162/168 [00:31<00:01, 5.27it/s]
105/499 4.32G 0.01123 0.009845 0.004649 61 640: 96%|#########6| 162/168 [00:31<00:01, 5.27it/s]
105/499 4.32G 0.01123 0.009845 0.004649 61 640: 97%|#########7| 163/168 [00:31<00:00, 5.14it/s]
105/499 4.32G 0.01123 0.009851 0.004656 80 640: 97%|#########7| 163/168 [00:31<00:00, 5.14it/s]
105/499 4.32G 0.01123 0.009851 0.004656 80 640: 98%|#########7| 164/168 [00:31<00:00, 5.20it/s]
105/499 4.32G 0.01123 0.009863 0.004649 73 640: 98%|#########7| 164/168 [00:31<00:00, 5.20it/s]
105/499 4.32G 0.01123 0.009863 0.004649 73 640: 98%|#########8| 165/168 [00:31<00:00, 5.27it/s]
105/499 4.32G 0.01123 0.009857 0.004656 62 640: 98%|#########8| 165/168 [00:31<00:00, 5.27it/s]
105/499 4.32G 0.01123 0.009857 0.004656 62 640: 99%|#########8| 166/168 [00:31<00:00, 5.13it/s]
105/499 4.32G 0.01122 0.009847 0.004667 64 640: 99%|#########8| 166/168 [00:32<00:00, 5.13it/s]
105/499 4.32G 0.01122 0.009847 0.004667 64 640: 99%|#########9| 167/168 [00:32<00:00, 5.23it/s]
105/499 4.32G 0.01122 0.009845 0.004679 34 640: 99%|#########9| 167/168 [00:32<00:00, 5.23it/s]
105/499 4.32G 0.01122 0.009845 0.004679 34 640: 100%|##########| 168/168 [00:32<00:00, 5.42it/s]
105/499 4.32G 0.01122 0.009845 0.004679 34 640: 100%|##########| 168/168 [00:32<00:00, 5.22it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.88it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.85it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.44it/s]
all 132 263 0.853 0.854 0.873 0.743
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
106/499 4.32G 0.0116 0.00979 0.005725 71 640: 0%| | 0/168 [00:00<?, ?it/s]
106/499 4.32G 0.0116 0.00979 0.005725 71 640: 1%| | 1/168 [00:00<00:33, 4.97it/s]
106/499 4.32G 0.01261 0.01131 0.005617 80 640: 1%| | 1/168 [00:00<00:33, 4.97it/s]
106/499 4.32G 0.01261 0.01131 0.005617 80 640: 1%|1 | 2/168 [00:00<00:31, 5.27it/s]
106/499 4.32G 0.01218 0.01155 0.004554 90 640: 1%|1 | 2/168 [00:00<00:31, 5.27it/s]
106/499 4.32G 0.01218 0.01155 0.004554 90 640: 2%|1 | 3/168 [00:00<00:30, 5.39it/s]
106/499 4.32G 0.01146 0.01053 0.0039 51 640: 2%|1 | 3/168 [00:00<00:30, 5.39it/s]
106/499 4.32G 0.01146 0.01053 0.0039 51 640: 2%|2 | 4/168 [00:00<00:31, 5.20it/s]
106/499 4.32G 0.01133 0.01044 0.004147 74 640: 2%|2 | 4/168 [00:00<00:31, 5.20it/s]
106/499 4.32G 0.01133 0.01044 0.004147 74 640: 3%|2 | 5/168 [00:00<00:30, 5.32it/s]
106/499 4.32G 0.0112 0.01036 0.004106 70 640: 3%|2 | 5/168 [00:01<00:30, 5.32it/s]
106/499 4.32G 0.0112 0.01036 0.004106 70 640: 4%|3 | 6/168 [00:01<00:30, 5.28it/s]
106/499 4.32G 0.01134 0.01049 0.003945 74 640: 4%|3 | 6/168 [00:01<00:30, 5.28it/s]
106/499 4.32G 0.01134 0.01049 0.003945 74 640: 4%|4 | 7/168 [00:01<00:31, 5.16it/s]
106/499 4.32G 0.01152 0.01038 0.004491 56 640: 4%|4 | 7/168 [00:01<00:31, 5.16it/s]
106/499 4.32G 0.01152 0.01038 0.004491 56 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s]
106/499 4.32G 0.01145 0.01019 0.004166 64 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s]
106/499 4.32G 0.01145 0.01019 0.004166 64 640: 5%|5 | 9/168 [00:01<00:29, 5.33it/s]
106/499 4.32G 0.0114 0.01008 0.004164 64 640: 5%|5 | 9/168 [00:01<00:29, 5.33it/s]
106/499 4.32G 0.0114 0.01008 0.004164 64 640: 6%|5 | 10/168 [00:01<00:30, 5.11it/s]
106/499 4.32G 0.01157 0.01004 0.003981 73 640: 6%|5 | 10/168 [00:02<00:30, 5.11it/s]
106/499 4.32G 0.01157 0.01004 0.003981 73 640: 7%|6 | 11/168 [00:02<00:30, 5.22it/s]
106/499 4.32G 0.01148 0.009945 0.003987 76 640: 7%|6 | 11/168 [00:02<00:30, 5.22it/s]
106/499 4.32G 0.01148 0.009945 0.003987 76 640: 7%|7 | 12/168 [00:02<00:29, 5.29it/s]
106/499 4.32G 0.01143 0.009876 0.003977 69 640: 7%|7 | 12/168 [00:02<00:29, 5.29it/s]
106/499 4.32G 0.01143 0.009876 0.003977 69 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s]
106/499 4.32G 0.01137 0.009803 0.003838 52 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s]
106/499 4.32G 0.01137 0.009803 0.003838 52 640: 8%|8 | 14/168 [00:02<00:29, 5.26it/s]
106/499 4.32G 0.01123 0.009656 0.003849 78 640: 8%|8 | 14/168 [00:02<00:29, 5.26it/s]
106/499 4.32G 0.01123 0.009656 0.003849 78 640: 9%|8 | 15/168 [00:02<00:28, 5.32it/s]
106/499 4.32G 0.01128 0.009811 0.003868 77 640: 9%|8 | 15/168 [00:03<00:28, 5.32it/s]
106/499 4.32G 0.01128 0.009811 0.003868 77 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s]
106/499 4.32G 0.01116 0.009726 0.003834 71 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s]
106/499 4.32G 0.01116 0.009726 0.003834 71 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
106/499 4.32G 0.01118 0.009666 0.003879 54 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
106/499 4.32G 0.01118 0.009666 0.003879 54 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s]
106/499 4.32G 0.01108 0.009618 0.003784 66 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s]
106/499 4.32G 0.01108 0.009618 0.003784 66 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
106/499 4.32G 0.01104 0.00954 0.003897 58 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
106/499 4.32G 0.01104 0.00954 0.003897 58 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
106/499 4.32G 0.01113 0.009604 0.00386 74 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
106/499 4.32G 0.01113 0.009604 0.00386 74 640: 12%|#2 | 21/168 [00:03<00:27, 5.34it/s]
106/499 4.32G 0.01106 0.009626 0.003797 72 640: 12%|#2 | 21/168 [00:04<00:27, 5.34it/s]
106/499 4.32G 0.01106 0.009626 0.003797 72 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s]
106/499 4.32G 0.01103 0.009583 0.003835 71 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s]
106/499 4.32G 0.01103 0.009583 0.003835 71 640: 14%|#3 | 23/168 [00:04<00:27, 5.30it/s]
106/499 4.32G 0.01102 0.00961 0.003763 72 640: 14%|#3 | 23/168 [00:04<00:27, 5.30it/s]
106/499 4.32G 0.01102 0.00961 0.003763 72 640: 14%|#4 | 24/168 [00:04<00:26, 5.38it/s]
106/499 4.32G 0.01094 0.009489 0.003738 55 640: 14%|#4 | 24/168 [00:04<00:26, 5.38it/s]
106/499 4.32G 0.01094 0.009489 0.003738 55 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s]
106/499 4.32G 0.01086 0.009522 0.003706 74 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s]
106/499 4.32G 0.01086 0.009522 0.003706 74 640: 15%|#5 | 26/168 [00:04<00:26, 5.26it/s]
106/499 4.32G 0.01087 0.009547 0.003885 79 640: 15%|#5 | 26/168 [00:05<00:26, 5.26it/s]
106/499 4.32G 0.01087 0.009547 0.003885 79 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s]
106/499 4.32G 0.01087 0.009538 0.003965 71 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s]
106/499 4.32G 0.01087 0.009538 0.003965 71 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s]
106/499 4.32G 0.01092 0.00954 0.003859 64 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s]
106/499 4.32G 0.01092 0.00954 0.003859 64 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s]
106/499 4.32G 0.01095 0.009589 0.003797 79 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s]
106/499 4.32G 0.01095 0.009589 0.003797 79 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
106/499 4.32G 0.01096 0.009579 0.003812 55 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
106/499 4.32G 0.01096 0.009579 0.003812 55 640: 18%|#8 | 31/168 [00:05<00:26, 5.20it/s]
106/499 4.32G 0.01095 0.009514 0.003782 62 640: 18%|#8 | 31/168 [00:06<00:26, 5.20it/s]
106/499 4.32G 0.01095 0.009514 0.003782 62 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s]
106/499 4.32G 0.01092 0.009503 0.00382 75 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s]
106/499 4.32G 0.01092 0.009503 0.00382 75 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s]
106/499 4.32G 0.01093 0.009486 0.0038 76 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s]
106/499 4.32G 0.01093 0.009486 0.0038 76 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s]
106/499 4.32G 0.01096 0.009552 0.003796 67 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s]
106/499 4.32G 0.01096 0.009552 0.003796 67 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s]
106/499 4.32G 0.01094 0.00955 0.003792 69 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s]
106/499 4.32G 0.01094 0.00955 0.003792 69 640: 21%|##1 | 36/168 [00:06<00:24, 5.34it/s]
106/499 4.32G 0.01097 0.009577 0.003866 71 640: 21%|##1 | 36/168 [00:07<00:24, 5.34it/s]
106/499 4.32G 0.01097 0.009577 0.003866 71 640: 22%|##2 | 37/168 [00:07<00:25, 5.23it/s]
106/499 4.32G 0.01098 0.009626 0.003836 78 640: 22%|##2 | 37/168 [00:07<00:25, 5.23it/s]
106/499 4.32G 0.01098 0.009626 0.003836 78 640: 23%|##2 | 38/168 [00:07<00:24, 5.31it/s]
106/499 4.32G 0.01095 0.009645 0.003859 73 640: 23%|##2 | 38/168 [00:07<00:24, 5.31it/s]
106/499 4.32G 0.01095 0.009645 0.003859 73 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
106/499 4.32G 0.01094 0.009649 0.003968 73 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
106/499 4.32G 0.01094 0.009649 0.003968 73 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s]
106/499 4.32G 0.01091 0.009638 0.004039 70 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s]
106/499 4.32G 0.01091 0.009638 0.004039 70 640: 24%|##4 | 41/168 [00:07<00:24, 5.27it/s]
106/499 4.32G 0.01094 0.009619 0.003994 66 640: 24%|##4 | 41/168 [00:07<00:24, 5.27it/s]
106/499 4.32G 0.01094 0.009619 0.003994 66 640: 25%|##5 | 42/168 [00:07<00:23, 5.35it/s]
106/499 4.32G 0.01092 0.00957 0.003993 63 640: 25%|##5 | 42/168 [00:08<00:23, 5.35it/s]
106/499 4.32G 0.01092 0.00957 0.003993 63 640: 26%|##5 | 43/168 [00:08<00:24, 5.17it/s]
106/499 4.32G 0.01093 0.009583 0.004071 71 640: 26%|##5 | 43/168 [00:08<00:24, 5.17it/s]
106/499 4.32G 0.01093 0.009583 0.004071 71 640: 26%|##6 | 44/168 [00:08<00:23, 5.24it/s]
106/499 4.32G 0.01093 0.009532 0.004084 57 640: 26%|##6 | 44/168 [00:08<00:23, 5.24it/s]
106/499 4.32G 0.01093 0.009532 0.004084 57 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s]
106/499 4.32G 0.01092 0.009505 0.004076 65 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s]
106/499 4.32G 0.01092 0.009505 0.004076 65 640: 27%|##7 | 46/168 [00:08<00:23, 5.16it/s]
106/499 4.32G 0.01094 0.009537 0.004149 75 640: 27%|##7 | 46/168 [00:08<00:23, 5.16it/s]
106/499 4.32G 0.01094 0.009537 0.004149 75 640: 28%|##7 | 47/168 [00:08<00:23, 5.20it/s]
106/499 4.32G 0.01095 0.009486 0.004106 54 640: 28%|##7 | 47/168 [00:09<00:23, 5.20it/s]
106/499 4.32G 0.01095 0.009486 0.004106 54 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s]
106/499 4.32G 0.01095 0.009474 0.004099 59 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s]
106/499 4.32G 0.01095 0.009474 0.004099 59 640: 29%|##9 | 49/168 [00:09<00:23, 5.17it/s]
106/499 4.32G 0.01093 0.009447 0.004132 60 640: 29%|##9 | 49/168 [00:09<00:23, 5.17it/s]
106/499 4.32G 0.01093 0.009447 0.004132 60 640: 30%|##9 | 50/168 [00:09<00:22, 5.25it/s]
106/499 4.32G 0.01092 0.009452 0.004102 63 640: 30%|##9 | 50/168 [00:09<00:22, 5.25it/s]
106/499 4.32G 0.01092 0.009452 0.004102 63 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s]
106/499 4.32G 0.0109 0.00947 0.004198 65 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s]
106/499 4.32G 0.0109 0.00947 0.004198 65 640: 31%|### | 52/168 [00:09<00:22, 5.19it/s]
106/499 4.32G 0.01087 0.009474 0.004242 76 640: 31%|### | 52/168 [00:10<00:22, 5.19it/s]
106/499 4.32G 0.01087 0.009474 0.004242 76 640: 32%|###1 | 53/168 [00:10<00:21, 5.27it/s]
106/499 4.32G 0.01091 0.009491 0.004253 73 640: 32%|###1 | 53/168 [00:10<00:21, 5.27it/s]
106/499 4.32G 0.01091 0.009491 0.004253 73 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s]
106/499 4.32G 0.0109 0.009485 0.004263 77 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s]
106/499 4.32G 0.0109 0.009485 0.004263 77 640: 33%|###2 | 55/168 [00:10<00:21, 5.14it/s]
106/499 4.32G 0.01088 0.009527 0.004292 77 640: 33%|###2 | 55/168 [00:10<00:21, 5.14it/s]
106/499 4.32G 0.01088 0.009527 0.004292 77 640: 33%|###3 | 56/168 [00:10<00:21, 5.24it/s]
106/499 4.32G 0.01089 0.009542 0.004283 69 640: 33%|###3 | 56/168 [00:10<00:21, 5.24it/s]
106/499 4.32G 0.01089 0.009542 0.004283 69 640: 34%|###3 | 57/168 [00:10<00:21, 5.26it/s]
106/499 4.32G 0.01089 0.0096 0.004272 86 640: 34%|###3 | 57/168 [00:11<00:21, 5.26it/s]
106/499 4.32G 0.01089 0.0096 0.004272 86 640: 35%|###4 | 58/168 [00:11<00:21, 5.13it/s]
106/499 4.32G 0.01088 0.009603 0.00431 69 640: 35%|###4 | 58/168 [00:11<00:21, 5.13it/s]
106/499 4.32G 0.01088 0.009603 0.00431 69 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
106/499 4.32G 0.01087 0.0096 0.004276 74 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
106/499 4.32G 0.01087 0.0096 0.004276 74 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
106/499 4.32G 0.01089 0.009611 0.004289 65 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
106/499 4.32G 0.01089 0.009611 0.004289 65 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
106/499 4.32G 0.0109 0.009597 0.004274 54 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
106/499 4.32G 0.0109 0.009597 0.004274 54 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s]
106/499 4.32G 0.01091 0.009575 0.004286 55 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s]
106/499 4.32G 0.01091 0.009575 0.004286 55 640: 38%|###7 | 63/168 [00:11<00:19, 5.35it/s]
106/499 4.32G 0.0109 0.009584 0.004269 73 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s]
106/499 4.32G 0.0109 0.009584 0.004269 73 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
106/499 4.32G 0.01088 0.009552 0.004286 67 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
106/499 4.32G 0.01088 0.009552 0.004286 67 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s]
106/499 4.32G 0.01089 0.009557 0.004406 75 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s]
106/499 4.32G 0.01089 0.009557 0.004406 75 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
106/499 4.32G 0.01089 0.009562 0.004428 69 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
106/499 4.32G 0.01089 0.009562 0.004428 69 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s]
106/499 4.32G 0.01091 0.009598 0.004451 88 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s]
106/499 4.32G 0.01091 0.009598 0.004451 88 640: 40%|#### | 68/168 [00:12<00:18, 5.30it/s]
106/499 4.32G 0.0109 0.009612 0.004444 77 640: 40%|#### | 68/168 [00:13<00:18, 5.30it/s]
106/499 4.32G 0.0109 0.009612 0.004444 77 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s]
106/499 4.32G 0.01092 0.009624 0.00443 75 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s]
106/499 4.32G 0.01092 0.009624 0.00443 75 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s]
106/499 4.32G 0.01095 0.009683 0.004482 83 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s]
106/499 4.32G 0.01095 0.009683 0.004482 83 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s]
106/499 4.32G 0.01094 0.009681 0.004472 73 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s]
106/499 4.32G 0.01094 0.009681 0.004472 73 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
106/499 4.32G 0.01094 0.009706 0.004499 65 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
106/499 4.32G 0.01094 0.009706 0.004499 65 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s]
106/499 4.32G 0.01094 0.009696 0.004504 62 640: 43%|####3 | 73/168 [00:14<00:18, 5.21it/s]
106/499 4.32G 0.01094 0.009696 0.004504 62 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s]
106/499 4.32G 0.01094 0.00969 0.004537 69 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s]
106/499 4.32G 0.01094 0.00969 0.004537 69 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s]
106/499 4.32G 0.01094 0.009678 0.004563 59 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s]
106/499 4.32G 0.01094 0.009678 0.004563 59 640: 45%|####5 | 76/168 [00:14<00:17, 5.15it/s]
106/499 4.32G 0.01094 0.00968 0.004562 66 640: 45%|####5 | 76/168 [00:14<00:17, 5.15it/s]
106/499 4.32G 0.01094 0.00968 0.004562 66 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s]
106/499 4.32G 0.01095 0.00972 0.004542 81 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s]
106/499 4.32G 0.01095 0.00972 0.004542 81 640: 46%|####6 | 78/168 [00:14<00:16, 5.36it/s]
106/499 4.32G 0.01094 0.009723 0.004539 71 640: 46%|####6 | 78/168 [00:15<00:16, 5.36it/s]
106/499 4.32G 0.01094 0.009723 0.004539 71 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s]
106/499 4.32G 0.01095 0.009724 0.004543 73 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s]
106/499 4.32G 0.01095 0.009724 0.004543 73 640: 48%|####7 | 80/168 [00:15<00:16, 5.28it/s]
106/499 4.32G 0.01095 0.009712 0.004558 62 640: 48%|####7 | 80/168 [00:15<00:16, 5.28it/s]
106/499 4.32G 0.01095 0.009712 0.004558 62 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s]
106/499 4.32G 0.01095 0.009703 0.004542 62 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s]
106/499 4.32G 0.01095 0.009703 0.004542 62 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s]
106/499 4.32G 0.01094 0.009679 0.004567 59 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s]
106/499 4.32G 0.01094 0.009679 0.004567 59 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s]
106/499 4.32G 0.01094 0.009686 0.004546 71 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s]
106/499 4.32G 0.01094 0.009686 0.004546 71 640: 50%|##### | 84/168 [00:15<00:15, 5.35it/s]
106/499 4.32G 0.01094 0.009684 0.004529 65 640: 50%|##### | 84/168 [00:16<00:15, 5.35it/s]
106/499 4.32G 0.01094 0.009684 0.004529 65 640: 51%|##### | 85/168 [00:16<00:15, 5.19it/s]
106/499 4.32G 0.01095 0.009746 0.004503 85 640: 51%|##### | 85/168 [00:16<00:15, 5.19it/s]
106/499 4.32G 0.01095 0.009746 0.004503 85 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s]
106/499 4.32G 0.01094 0.009774 0.004525 81 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s]
106/499 4.32G 0.01094 0.009774 0.004525 81 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s]
106/499 4.32G 0.01096 0.009794 0.004515 66 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s]
106/499 4.32G 0.01096 0.009794 0.004515 66 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
106/499 4.32G 0.01097 0.009775 0.004512 56 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
106/499 4.32G 0.01097 0.009775 0.004512 56 640: 53%|#####2 | 89/168 [00:16<00:15, 5.25it/s]
106/499 4.32G 0.01096 0.009775 0.004515 72 640: 53%|#####2 | 89/168 [00:17<00:15, 5.25it/s]
106/499 4.32G 0.01096 0.009775 0.004515 72 640: 54%|#####3 | 90/168 [00:17<00:14, 5.30it/s]
106/499 4.32G 0.01098 0.009763 0.004519 55 640: 54%|#####3 | 90/168 [00:17<00:14, 5.30it/s]
106/499 4.32G 0.01098 0.009763 0.004519 55 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s]
106/499 4.32G 0.01101 0.009735 0.004524 50 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s]
106/499 4.32G 0.01101 0.009735 0.004524 50 640: 55%|#####4 | 92/168 [00:17<00:14, 5.24it/s]
106/499 4.32G 0.01103 0.009743 0.004526 77 640: 55%|#####4 | 92/168 [00:17<00:14, 5.24it/s]
106/499 4.32G 0.01103 0.009743 0.004526 77 640: 55%|#####5 | 93/168 [00:17<00:14, 5.29it/s]
106/499 4.32G 0.01102 0.009766 0.004531 83 640: 55%|#####5 | 93/168 [00:17<00:14, 5.29it/s]
106/499 4.32G 0.01102 0.009766 0.004531 83 640: 56%|#####5 | 94/168 [00:17<00:14, 5.11it/s]
106/499 4.32G 0.01102 0.009739 0.004608 54 640: 56%|#####5 | 94/168 [00:18<00:14, 5.11it/s]
106/499 4.32G 0.01102 0.009739 0.004608 54 640: 57%|#####6 | 95/168 [00:18<00:14, 5.19it/s]
106/499 4.32G 0.01104 0.009734 0.004609 63 640: 57%|#####6 | 95/168 [00:18<00:14, 5.19it/s]
106/499 4.32G 0.01104 0.009734 0.004609 63 640: 57%|#####7 | 96/168 [00:18<00:13, 5.25it/s]
106/499 4.32G 0.01103 0.009745 0.004604 75 640: 57%|#####7 | 96/168 [00:18<00:13, 5.25it/s]
106/499 4.32G 0.01103 0.009745 0.004604 75 640: 58%|#####7 | 97/168 [00:18<00:13, 5.14it/s]
106/499 4.32G 0.01102 0.009749 0.004597 67 640: 58%|#####7 | 97/168 [00:18<00:13, 5.14it/s]
106/499 4.32G 0.01102 0.009749 0.004597 67 640: 58%|#####8 | 98/168 [00:18<00:13, 5.24it/s]
106/499 4.32G 0.01101 0.009743 0.004594 74 640: 58%|#####8 | 98/168 [00:18<00:13, 5.24it/s]
106/499 4.32G 0.01101 0.009743 0.004594 74 640: 59%|#####8 | 99/168 [00:18<00:13, 5.29it/s]
106/499 4.32G 0.01101 0.009746 0.004582 61 640: 59%|#####8 | 99/168 [00:19<00:13, 5.29it/s]
106/499 4.32G 0.01101 0.009746 0.004582 61 640: 60%|#####9 | 100/168 [00:19<00:13, 5.16it/s]
106/499 4.32G 0.011 0.009752 0.004572 74 640: 60%|#####9 | 100/168 [00:19<00:13, 5.16it/s]
106/499 4.32G 0.011 0.009752 0.004572 74 640: 60%|###### | 101/168 [00:19<00:12, 5.25it/s]
106/499 4.32G 0.01101 0.009751 0.004595 65 640: 60%|###### | 101/168 [00:19<00:12, 5.25it/s]
106/499 4.32G 0.01101 0.009751 0.004595 65 640: 61%|###### | 102/168 [00:19<00:12, 5.23it/s]
106/499 4.32G 0.01104 0.009764 0.004579 72 640: 61%|###### | 102/168 [00:19<00:12, 5.23it/s]
106/499 4.32G 0.01104 0.009764 0.004579 72 640: 61%|######1 | 103/168 [00:19<00:12, 5.10it/s]
106/499 4.32G 0.01103 0.009748 0.004587 74 640: 61%|######1 | 103/168 [00:19<00:12, 5.10it/s]
106/499 4.32G 0.01103 0.009748 0.004587 74 640: 62%|######1 | 104/168 [00:19<00:12, 5.20it/s]
106/499 4.32G 0.01102 0.009727 0.004633 57 640: 62%|######1 | 104/168 [00:19<00:12, 5.20it/s]
106/499 4.32G 0.01102 0.009727 0.004633 57 640: 62%|######2 | 105/168 [00:19<00:11, 5.27it/s]
106/499 4.32G 0.01102 0.009735 0.004632 73 640: 62%|######2 | 105/168 [00:20<00:11, 5.27it/s]
106/499 4.32G 0.01102 0.009735 0.004632 73 640: 63%|######3 | 106/168 [00:20<00:12, 5.12it/s]
106/499 4.32G 0.01102 0.009741 0.004628 66 640: 63%|######3 | 106/168 [00:20<00:12, 5.12it/s]
106/499 4.32G 0.01102 0.009741 0.004628 66 640: 64%|######3 | 107/168 [00:20<00:11, 5.25it/s]
106/499 4.32G 0.01102 0.009743 0.00461 68 640: 64%|######3 | 107/168 [00:20<00:11, 5.25it/s]
106/499 4.32G 0.01102 0.009743 0.00461 68 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s]
106/499 4.32G 0.01102 0.00973 0.004586 73 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s]
106/499 4.32G 0.01102 0.00973 0.004586 73 640: 65%|######4 | 109/168 [00:20<00:11, 5.13it/s]
106/499 4.32G 0.011 0.009723 0.004602 62 640: 65%|######4 | 109/168 [00:20<00:11, 5.13it/s]
106/499 4.32G 0.011 0.009723 0.004602 62 640: 65%|######5 | 110/168 [00:20<00:11, 5.22it/s]
106/499 4.32G 0.01102 0.009721 0.004635 69 640: 65%|######5 | 110/168 [00:21<00:11, 5.22it/s]
106/499 4.32G 0.01102 0.009721 0.004635 69 640: 66%|######6 | 111/168 [00:21<00:10, 5.22it/s]
106/499 4.32G 0.01102 0.009713 0.004623 72 640: 66%|######6 | 111/168 [00:21<00:10, 5.22it/s]
106/499 4.32G 0.01102 0.009713 0.004623 72 640: 67%|######6 | 112/168 [00:21<00:10, 5.13it/s]
106/499 4.32G 0.01103 0.009711 0.004621 70 640: 67%|######6 | 112/168 [00:21<00:10, 5.13it/s]
106/499 4.32G 0.01103 0.009711 0.004621 70 640: 67%|######7 | 113/168 [00:21<00:10, 5.15it/s]
106/499 4.32G 0.01105 0.009706 0.004633 59 640: 67%|######7 | 113/168 [00:21<00:10, 5.15it/s]
106/499 4.32G 0.01105 0.009706 0.004633 59 640: 68%|######7 | 114/168 [00:21<00:10, 5.24it/s]
106/499 4.32G 0.01106 0.009711 0.004636 65 640: 68%|######7 | 114/168 [00:21<00:10, 5.24it/s]
106/499 4.32G 0.01106 0.009711 0.004636 65 640: 68%|######8 | 115/168 [00:21<00:10, 5.11it/s]
106/499 4.32G 0.01106 0.009713 0.004636 72 640: 68%|######8 | 115/168 [00:22<00:10, 5.11it/s]
106/499 4.32G 0.01106 0.009713 0.004636 72 640: 69%|######9 | 116/168 [00:22<00:10, 5.20it/s]
106/499 4.32G 0.01104 0.009699 0.004637 68 640: 69%|######9 | 116/168 [00:22<00:10, 5.20it/s]
106/499 4.32G 0.01104 0.009699 0.004637 68 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s]
106/499 4.32G 0.01104 0.009692 0.004647 73 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s]
106/499 4.32G 0.01104 0.009692 0.004647 73 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s]
106/499 4.32G 0.01105 0.009704 0.004632 57 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s]
106/499 4.32G 0.01105 0.009704 0.004632 57 640: 71%|####### | 119/168 [00:22<00:09, 5.16it/s]
106/499 4.32G 0.01106 0.009717 0.004631 75 640: 71%|####### | 119/168 [00:22<00:09, 5.16it/s]
106/499 4.32G 0.01106 0.009717 0.004631 75 640: 71%|#######1 | 120/168 [00:22<00:09, 5.23it/s]
106/499 4.32G 0.01106 0.009716 0.004636 78 640: 71%|#######1 | 120/168 [00:23<00:09, 5.23it/s]
106/499 4.32G 0.01106 0.009716 0.004636 78 640: 72%|#######2 | 121/168 [00:23<00:09, 5.09it/s]
106/499 4.32G 0.01107 0.009727 0.004646 70 640: 72%|#######2 | 121/168 [00:23<00:09, 5.09it/s]
106/499 4.32G 0.01107 0.009727 0.004646 70 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
106/499 4.32G 0.01107 0.009713 0.004649 59 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
106/499 4.32G 0.01107 0.009713 0.004649 59 640: 73%|#######3 | 123/168 [00:23<00:08, 5.30it/s]
106/499 4.32G 0.01107 0.009706 0.004673 76 640: 73%|#######3 | 123/168 [00:23<00:08, 5.30it/s]
106/499 4.32G 0.01107 0.009706 0.004673 76 640: 74%|#######3 | 124/168 [00:23<00:08, 5.15it/s]
106/499 4.32G 0.01107 0.009718 0.004653 72 640: 74%|#######3 | 124/168 [00:23<00:08, 5.15it/s]
106/499 4.32G 0.01107 0.009718 0.004653 72 640: 74%|#######4 | 125/168 [00:23<00:08, 5.25it/s]
106/499 4.32G 0.01106 0.009728 0.004627 77 640: 74%|#######4 | 125/168 [00:24<00:08, 5.25it/s]
106/499 4.32G 0.01106 0.009728 0.004627 77 640: 75%|#######5 | 126/168 [00:24<00:07, 5.31it/s]
106/499 4.32G 0.01107 0.009727 0.004621 74 640: 75%|#######5 | 126/168 [00:24<00:07, 5.31it/s]
106/499 4.32G 0.01107 0.009727 0.004621 74 640: 76%|#######5 | 127/168 [00:24<00:07, 5.16it/s]
106/499 4.32G 0.01106 0.009709 0.004619 53 640: 76%|#######5 | 127/168 [00:24<00:07, 5.16it/s]
106/499 4.32G 0.01106 0.009709 0.004619 53 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s]
106/499 4.32G 0.01107 0.009711 0.004639 67 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s]
106/499 4.32G 0.01107 0.009711 0.004639 67 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s]
106/499 4.32G 0.01108 0.009699 0.004654 59 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s]
106/499 4.32G 0.01108 0.009699 0.004654 59 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s]
106/499 4.32G 0.01111 0.009698 0.004633 57 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s]
106/499 4.32G 0.01111 0.009698 0.004633 57 640: 78%|#######7 | 131/168 [00:24<00:07, 5.24it/s]
106/499 4.32G 0.0111 0.009684 0.004643 52 640: 78%|#######7 | 131/168 [00:25<00:07, 5.24it/s]
106/499 4.32G 0.0111 0.009684 0.004643 52 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s]
106/499 4.32G 0.0111 0.009699 0.004635 74 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s]
106/499 4.32G 0.0111 0.009699 0.004635 74 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s]
106/499 4.32G 0.0111 0.009682 0.004641 58 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s]
106/499 4.32G 0.0111 0.009682 0.004641 58 640: 80%|#######9 | 134/168 [00:25<00:06, 5.26it/s]
106/499 4.32G 0.01109 0.009683 0.004623 67 640: 80%|#######9 | 134/168 [00:25<00:06, 5.26it/s]
106/499 4.32G 0.01109 0.009683 0.004623 67 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s]
106/499 4.32G 0.0111 0.00968 0.004617 68 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s]
106/499 4.32G 0.0111 0.00968 0.004617 68 640: 81%|######## | 136/168 [00:25<00:06, 5.17it/s]
106/499 4.32G 0.0111 0.009677 0.004609 67 640: 81%|######## | 136/168 [00:26<00:06, 5.17it/s]
106/499 4.32G 0.0111 0.009677 0.004609 67 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s]
106/499 4.32G 0.01112 0.009688 0.004601 68 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s]
106/499 4.32G 0.01112 0.009688 0.004601 68 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s]
106/499 4.32G 0.01111 0.009676 0.004588 60 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s]
106/499 4.32G 0.01111 0.009676 0.004588 60 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s]
106/499 4.32G 0.01111 0.009691 0.004583 69 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s]
106/499 4.32G 0.01111 0.009691 0.004583 69 640: 83%|########3 | 140/168 [00:26<00:05, 5.27it/s]
106/499 4.32G 0.01112 0.009703 0.004569 70 640: 83%|########3 | 140/168 [00:26<00:05, 5.27it/s]
106/499 4.32G 0.01112 0.009703 0.004569 70 640: 84%|########3 | 141/168 [00:26<00:05, 5.31it/s]
106/499 4.32G 0.01112 0.009697 0.004651 62 640: 84%|########3 | 141/168 [00:27<00:05, 5.31it/s]
106/499 4.32G 0.01112 0.009697 0.004651 62 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s]
106/499 4.32G 0.01111 0.009693 0.004646 65 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s]
106/499 4.32G 0.01111 0.009693 0.004646 65 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s]
106/499 4.32G 0.01111 0.009682 0.004629 55 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s]
106/499 4.32G 0.01111 0.009682 0.004629 55 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s]
106/499 4.32G 0.01111 0.009685 0.004647 79 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s]
106/499 4.32G 0.01111 0.009685 0.004647 79 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s]
106/499 4.32G 0.0111 0.009693 0.004656 78 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s]
106/499 4.32G 0.0111 0.009693 0.004656 78 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s]
106/499 4.32G 0.01109 0.009688 0.004673 79 640: 87%|########6 | 146/168 [00:28<00:04, 5.25it/s]
106/499 4.32G 0.01109 0.009688 0.004673 79 640: 88%|########7 | 147/168 [00:28<00:03, 5.27it/s]
106/499 4.32G 0.01109 0.009699 0.004668 73 640: 88%|########7 | 147/168 [00:28<00:03, 5.27it/s]
106/499 4.32G 0.01109 0.009699 0.004668 73 640: 88%|########8 | 148/168 [00:28<00:03, 5.15it/s]
106/499 4.32G 0.01109 0.009698 0.004682 69 640: 88%|########8 | 148/168 [00:28<00:03, 5.15it/s]
106/499 4.32G 0.01109 0.009698 0.004682 69 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s]
106/499 4.32G 0.0111 0.009705 0.004671 70 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s]
106/499 4.32G 0.0111 0.009705 0.004671 70 640: 89%|########9 | 150/168 [00:28<00:03, 5.29it/s]
106/499 4.32G 0.0111 0.009718 0.004669 76 640: 89%|########9 | 150/168 [00:28<00:03, 5.29it/s]
106/499 4.32G 0.0111 0.009718 0.004669 76 640: 90%|########9 | 151/168 [00:28<00:03, 5.15it/s]
106/499 4.32G 0.01109 0.009736 0.004664 79 640: 90%|########9 | 151/168 [00:28<00:03, 5.15it/s]
106/499 4.32G 0.01109 0.009736 0.004664 79 640: 90%|######### | 152/168 [00:28<00:03, 5.22it/s]
106/499 4.32G 0.0111 0.009735 0.004695 70 640: 90%|######### | 152/168 [00:29<00:03, 5.22it/s]
106/499 4.32G 0.0111 0.009735 0.004695 70 640: 91%|#########1| 153/168 [00:29<00:02, 5.31it/s]
106/499 4.32G 0.01112 0.009739 0.004672 65 640: 91%|#########1| 153/168 [00:29<00:02, 5.31it/s]
106/499 4.32G 0.01112 0.009739 0.004672 65 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s]
106/499 4.32G 0.01112 0.009729 0.004655 66 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s]
106/499 4.32G 0.01112 0.009729 0.004655 66 640: 92%|#########2| 155/168 [00:29<00:02, 5.27it/s]
106/499 4.32G 0.01112 0.009716 0.00464 54 640: 92%|#########2| 155/168 [00:29<00:02, 5.27it/s]
106/499 4.32G 0.01112 0.009716 0.00464 54 640: 93%|#########2| 156/168 [00:29<00:02, 5.32it/s]
106/499 4.32G 0.01112 0.009734 0.004621 80 640: 93%|#########2| 156/168 [00:29<00:02, 5.32it/s]
106/499 4.32G 0.01112 0.009734 0.004621 80 640: 93%|#########3| 157/168 [00:29<00:02, 5.16it/s]
106/499 4.32G 0.01113 0.009732 0.004612 70 640: 93%|#########3| 157/168 [00:30<00:02, 5.16it/s]
106/499 4.32G 0.01113 0.009732 0.004612 70 640: 94%|#########4| 158/168 [00:30<00:01, 5.22it/s]
106/499 4.32G 0.01112 0.009735 0.004617 82 640: 94%|#########4| 158/168 [00:30<00:01, 5.22it/s]
106/499 4.32G 0.01112 0.009735 0.004617 82 640: 95%|#########4| 159/168 [00:30<00:01, 5.29it/s]
106/499 4.32G 0.01112 0.009724 0.004608 60 640: 95%|#########4| 159/168 [00:30<00:01, 5.29it/s]
106/499 4.32G 0.01112 0.009724 0.004608 60 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s]
106/499 4.32G 0.01112 0.00973 0.004626 75 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s]
106/499 4.32G 0.01112 0.00973 0.004626 75 640: 96%|#########5| 161/168 [00:30<00:01, 5.25it/s]
106/499 4.32G 0.01111 0.009721 0.004619 56 640: 96%|#########5| 161/168 [00:30<00:01, 5.25it/s]
106/499 4.32G 0.01111 0.009721 0.004619 56 640: 96%|#########6| 162/168 [00:30<00:01, 5.29it/s]
106/499 4.32G 0.01111 0.009717 0.004616 71 640: 96%|#########6| 162/168 [00:31<00:01, 5.29it/s]
106/499 4.32G 0.01111 0.009717 0.004616 71 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s]
106/499 4.32G 0.0111 0.009723 0.004603 75 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s]
106/499 4.32G 0.0111 0.009723 0.004603 75 640: 98%|#########7| 164/168 [00:31<00:00, 5.24it/s]
106/499 4.32G 0.01111 0.009723 0.004589 65 640: 98%|#########7| 164/168 [00:31<00:00, 5.24it/s]
106/499 4.32G 0.01111 0.009723 0.004589 65 640: 98%|#########8| 165/168 [00:31<00:00, 5.26it/s]
106/499 4.32G 0.01112 0.00973 0.004626 64 640: 98%|#########8| 165/168 [00:31<00:00, 5.26it/s]
106/499 4.32G 0.01112 0.00973 0.004626 64 640: 99%|#########8| 166/168 [00:31<00:00, 5.14it/s]
106/499 4.32G 0.01113 0.009744 0.004622 74 640: 99%|#########8| 166/168 [00:31<00:00, 5.14it/s]
106/499 4.32G 0.01113 0.009744 0.004622 74 640: 99%|#########9| 167/168 [00:31<00:00, 5.24it/s]
106/499 4.32G 0.01113 0.009738 0.004655 28 640: 99%|#########9| 167/168 [00:32<00:00, 5.24it/s]
106/499 4.32G 0.01113 0.009738 0.004655 28 640: 100%|##########| 168/168 [00:32<00:00, 5.42it/s]
106/499 4.32G 0.01113 0.009738 0.004655 28 640: 100%|##########| 168/168 [00:32<00:00, 5.25it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.97it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s]
all 132 263 0.834 0.873 0.868 0.751
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
107/499 4.32G 0.009903 0.01075 0.004545 67 640: 0%| | 0/168 [00:00<?, ?it/s]
107/499 4.32G 0.009903 0.01075 0.004545 67 640: 1%| | 1/168 [00:00<00:33, 4.96it/s]
107/499 4.32G 0.01067 0.009569 0.003333 54 640: 1%| | 1/168 [00:00<00:33, 4.96it/s]
107/499 4.32G 0.01067 0.009569 0.003333 54 640: 1%|1 | 2/168 [00:00<00:31, 5.28it/s]
107/499 4.32G 0.0109 0.009949 0.00347 77 640: 1%|1 | 2/168 [00:00<00:31, 5.28it/s]
107/499 4.32G 0.0109 0.009949 0.00347 77 640: 2%|1 | 3/168 [00:00<00:30, 5.41it/s]
107/499 4.32G 0.01066 0.009665 0.004069 76 640: 2%|1 | 3/168 [00:00<00:30, 5.41it/s]
107/499 4.32G 0.01066 0.009665 0.004069 76 640: 2%|2 | 4/168 [00:00<00:31, 5.13it/s]
107/499 4.32G 0.01075 0.009686 0.004358 72 640: 2%|2 | 4/168 [00:00<00:31, 5.13it/s]
107/499 4.32G 0.01075 0.009686 0.004358 72 640: 3%|2 | 5/168 [00:00<00:31, 5.24it/s]
107/499 4.32G 0.01108 0.009573 0.004492 73 640: 3%|2 | 5/168 [00:01<00:31, 5.24it/s]
107/499 4.32G 0.01108 0.009573 0.004492 73 640: 4%|3 | 6/168 [00:01<00:30, 5.29it/s]
107/499 4.32G 0.01086 0.009093 0.00413 46 640: 4%|3 | 6/168 [00:01<00:30, 5.29it/s]
107/499 4.32G 0.01086 0.009093 0.00413 46 640: 4%|4 | 7/168 [00:01<00:31, 5.11it/s]
107/499 4.32G 0.01082 0.009323 0.004529 88 640: 4%|4 | 7/168 [00:01<00:31, 5.11it/s]
107/499 4.32G 0.01082 0.009323 0.004529 88 640: 5%|4 | 8/168 [00:01<00:30, 5.24it/s]
107/499 4.32G 0.01098 0.009408 0.004508 77 640: 5%|4 | 8/168 [00:01<00:30, 5.24it/s]
107/499 4.32G 0.01098 0.009408 0.004508 77 640: 5%|5 | 9/168 [00:01<00:30, 5.27it/s]
107/499 4.32G 0.01117 0.009601 0.004687 61 640: 5%|5 | 9/168 [00:01<00:30, 5.27it/s]
107/499 4.32G 0.01117 0.009601 0.004687 61 640: 6%|5 | 10/168 [00:01<00:30, 5.13it/s]
107/499 4.32G 0.01114 0.009643 0.004616 72 640: 6%|5 | 10/168 [00:02<00:30, 5.13it/s]
107/499 4.32G 0.01114 0.009643 0.004616 72 640: 7%|6 | 11/168 [00:02<00:30, 5.19it/s]
107/499 4.32G 0.01128 0.009625 0.004509 70 640: 7%|6 | 11/168 [00:02<00:30, 5.19it/s]
107/499 4.32G 0.01128 0.009625 0.004509 70 640: 7%|7 | 12/168 [00:02<00:29, 5.24it/s]
107/499 4.32G 0.01126 0.009493 0.004688 58 640: 7%|7 | 12/168 [00:02<00:29, 5.24it/s]
107/499 4.32G 0.01126 0.009493 0.004688 58 640: 8%|7 | 13/168 [00:02<00:30, 5.11it/s]
107/499 4.32G 0.01142 0.009529 0.004729 71 640: 8%|7 | 13/168 [00:02<00:30, 5.11it/s]
107/499 4.32G 0.01142 0.009529 0.004729 71 640: 8%|8 | 14/168 [00:02<00:29, 5.20it/s]
107/499 4.32G 0.01132 0.009488 0.00473 65 640: 8%|8 | 14/168 [00:02<00:29, 5.20it/s]
107/499 4.32G 0.01132 0.009488 0.00473 65 640: 9%|8 | 15/168 [00:02<00:29, 5.23it/s]
107/499 4.32G 0.01124 0.009457 0.004901 70 640: 9%|8 | 15/168 [00:03<00:29, 5.23it/s]
107/499 4.32G 0.01124 0.009457 0.004901 70 640: 10%|9 | 16/168 [00:03<00:29, 5.11it/s]
107/499 4.32G 0.01123 0.009526 0.004777 71 640: 10%|9 | 16/168 [00:03<00:29, 5.11it/s]
107/499 4.32G 0.01123 0.009526 0.004777 71 640: 10%|# | 17/168 [00:03<00:28, 5.21it/s]
107/499 4.32G 0.01126 0.009535 0.004675 72 640: 10%|# | 17/168 [00:03<00:28, 5.21it/s]
107/499 4.32G 0.01126 0.009535 0.004675 72 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s]
107/499 4.32G 0.01117 0.009362 0.004722 50 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s]
107/499 4.32G 0.01117 0.009362 0.004722 50 640: 11%|#1 | 19/168 [00:03<00:29, 5.13it/s]
107/499 4.32G 0.01115 0.009339 0.004663 62 640: 11%|#1 | 19/168 [00:03<00:29, 5.13it/s]
107/499 4.32G 0.01115 0.009339 0.004663 62 640: 12%|#1 | 20/168 [00:03<00:28, 5.19it/s]
107/499 4.32G 0.0113 0.009376 0.00469 66 640: 12%|#1 | 20/168 [00:04<00:28, 5.19it/s]
107/499 4.32G 0.0113 0.009376 0.00469 66 640: 12%|#2 | 21/168 [00:04<00:28, 5.23it/s]
107/499 4.32G 0.01127 0.009354 0.004605 63 640: 12%|#2 | 21/168 [00:04<00:28, 5.23it/s]
107/499 4.32G 0.01127 0.009354 0.004605 63 640: 13%|#3 | 22/168 [00:04<00:28, 5.10it/s]
107/499 4.32G 0.01131 0.009327 0.004698 60 640: 13%|#3 | 22/168 [00:04<00:28, 5.10it/s]
107/499 4.32G 0.01131 0.009327 0.004698 60 640: 14%|#3 | 23/168 [00:04<00:27, 5.21it/s]
107/499 4.32G 0.01131 0.009357 0.004709 74 640: 14%|#3 | 23/168 [00:04<00:27, 5.21it/s]
107/499 4.32G 0.01131 0.009357 0.004709 74 640: 14%|#4 | 24/168 [00:04<00:27, 5.28it/s]
107/499 4.32G 0.0113 0.009463 0.004603 75 640: 14%|#4 | 24/168 [00:04<00:27, 5.28it/s]
107/499 4.32G 0.0113 0.009463 0.004603 75 640: 15%|#4 | 25/168 [00:04<00:27, 5.13it/s]
107/499 4.32G 0.01135 0.009417 0.004503 60 640: 15%|#4 | 25/168 [00:04<00:27, 5.13it/s]
107/499 4.32G 0.01135 0.009417 0.004503 60 640: 15%|#5 | 26/168 [00:04<00:27, 5.25it/s]
107/499 4.32G 0.01138 0.009405 0.004494 69 640: 15%|#5 | 26/168 [00:05<00:27, 5.25it/s]
107/499 4.32G 0.01138 0.009405 0.004494 69 640: 16%|#6 | 27/168 [00:05<00:26, 5.31it/s]
107/499 4.32G 0.01141 0.00941 0.004532 71 640: 16%|#6 | 27/168 [00:05<00:26, 5.31it/s]
107/499 4.32G 0.01141 0.00941 0.004532 71 640: 17%|#6 | 28/168 [00:05<00:27, 5.10it/s]
107/499 4.32G 0.01134 0.009408 0.004565 65 640: 17%|#6 | 28/168 [00:05<00:27, 5.10it/s]
107/499 4.32G 0.01134 0.009408 0.004565 65 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s]
107/499 4.32G 0.01133 0.009431 0.004491 81 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s]
107/499 4.32G 0.01133 0.009431 0.004491 81 640: 18%|#7 | 30/168 [00:05<00:26, 5.29it/s]
107/499 4.32G 0.01128 0.009446 0.004457 75 640: 18%|#7 | 30/168 [00:05<00:26, 5.29it/s]
107/499 4.32G 0.01128 0.009446 0.004457 75 640: 18%|#8 | 31/168 [00:05<00:26, 5.14it/s]
107/499 4.32G 0.01126 0.00942 0.004532 67 640: 18%|#8 | 31/168 [00:06<00:26, 5.14it/s]
107/499 4.32G 0.01126 0.00942 0.004532 67 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s]
107/499 4.32G 0.01123 0.009378 0.004519 73 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s]
107/499 4.32G 0.01123 0.009378 0.004519 73 640: 20%|#9 | 33/168 [00:06<00:25, 5.21it/s]
107/499 4.32G 0.01122 0.00937 0.004495 67 640: 20%|#9 | 33/168 [00:06<00:25, 5.21it/s]
107/499 4.32G 0.01122 0.00937 0.004495 67 640: 20%|## | 34/168 [00:06<00:26, 5.05it/s]
107/499 4.32G 0.01118 0.009313 0.00442 56 640: 20%|## | 34/168 [00:06<00:26, 5.05it/s]
107/499 4.32G 0.01118 0.009313 0.00442 56 640: 21%|## | 35/168 [00:06<00:25, 5.15it/s]
107/499 4.32G 0.01122 0.009321 0.00442 59 640: 21%|## | 35/168 [00:06<00:25, 5.15it/s]
107/499 4.32G 0.01122 0.009321 0.00442 59 640: 21%|##1 | 36/168 [00:06<00:25, 5.25it/s]
107/499 4.32G 0.01122 0.00934 0.004445 68 640: 21%|##1 | 36/168 [00:07<00:25, 5.25it/s]
107/499 4.32G 0.01122 0.00934 0.004445 68 640: 22%|##2 | 37/168 [00:07<00:25, 5.13it/s]
107/499 4.32G 0.0112 0.009345 0.004437 68 640: 22%|##2 | 37/168 [00:07<00:25, 5.13it/s]
107/499 4.32G 0.0112 0.009345 0.004437 68 640: 23%|##2 | 38/168 [00:07<00:25, 5.18it/s]
107/499 4.32G 0.01118 0.009375 0.004365 64 640: 23%|##2 | 38/168 [00:07<00:25, 5.18it/s]
107/499 4.32G 0.01118 0.009375 0.004365 64 640: 23%|##3 | 39/168 [00:07<00:24, 5.19it/s]
107/499 4.32G 0.01118 0.009367 0.004329 60 640: 23%|##3 | 39/168 [00:07<00:24, 5.19it/s]
107/499 4.32G 0.01118 0.009367 0.004329 60 640: 24%|##3 | 40/168 [00:07<00:25, 5.11it/s]
107/499 4.32G 0.01116 0.009388 0.004339 63 640: 24%|##3 | 40/168 [00:07<00:25, 5.11it/s]
107/499 4.32G 0.01116 0.009388 0.004339 63 640: 24%|##4 | 41/168 [00:07<00:24, 5.19it/s]
107/499 4.32G 0.01113 0.009375 0.004331 72 640: 24%|##4 | 41/168 [00:08<00:24, 5.19it/s]
107/499 4.32G 0.01113 0.009375 0.004331 72 640: 25%|##5 | 42/168 [00:08<00:23, 5.27it/s]
107/499 4.32G 0.01115 0.009381 0.004391 67 640: 25%|##5 | 42/168 [00:08<00:23, 5.27it/s]
107/499 4.32G 0.01115 0.009381 0.004391 67 640: 26%|##5 | 43/168 [00:08<00:24, 5.17it/s]
107/499 4.32G 0.01115 0.00943 0.004409 74 640: 26%|##5 | 43/168 [00:08<00:24, 5.17it/s]
107/499 4.32G 0.01115 0.00943 0.004409 74 640: 26%|##6 | 44/168 [00:08<00:23, 5.24it/s]
107/499 4.32G 0.0111 0.009413 0.004433 61 640: 26%|##6 | 44/168 [00:08<00:23, 5.24it/s]
107/499 4.32G 0.0111 0.009413 0.004433 61 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s]
107/499 4.32G 0.01109 0.009408 0.00445 66 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s]
107/499 4.32G 0.01109 0.009408 0.00445 66 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s]
107/499 4.32G 0.0111 0.00937 0.004488 55 640: 27%|##7 | 46/168 [00:09<00:23, 5.15it/s]
107/499 4.32G 0.0111 0.00937 0.004488 55 640: 28%|##7 | 47/168 [00:09<00:23, 5.21it/s]
107/499 4.32G 0.01111 0.009355 0.004423 64 640: 28%|##7 | 47/168 [00:09<00:23, 5.21it/s]
107/499 4.32G 0.01111 0.009355 0.004423 64 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s]
107/499 4.32G 0.01108 0.009322 0.004345 60 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s]
107/499 4.32G 0.01108 0.009322 0.004345 60 640: 29%|##9 | 49/168 [00:09<00:23, 5.14it/s]
107/499 4.32G 0.01105 0.009278 0.00431 52 640: 29%|##9 | 49/168 [00:09<00:23, 5.14it/s]
107/499 4.32G 0.01105 0.009278 0.00431 52 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s]
107/499 4.32G 0.01106 0.009298 0.004299 67 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s]
107/499 4.32G 0.01106 0.009298 0.004299 67 640: 30%|### | 51/168 [00:09<00:22, 5.29it/s]
107/499 4.32G 0.01109 0.009339 0.004256 72 640: 30%|### | 51/168 [00:10<00:22, 5.29it/s]
107/499 4.32G 0.01109 0.009339 0.004256 72 640: 31%|### | 52/168 [00:10<00:22, 5.15it/s]
107/499 4.32G 0.01107 0.009304 0.004247 68 640: 31%|### | 52/168 [00:10<00:22, 5.15it/s]
107/499 4.32G 0.01107 0.009304 0.004247 68 640: 32%|###1 | 53/168 [00:10<00:22, 5.22it/s]
107/499 4.32G 0.0111 0.009326 0.004254 64 640: 32%|###1 | 53/168 [00:10<00:22, 5.22it/s]
107/499 4.32G 0.0111 0.009326 0.004254 64 640: 32%|###2 | 54/168 [00:10<00:21, 5.27it/s]
107/499 4.32G 0.01107 0.009346 0.004241 67 640: 32%|###2 | 54/168 [00:10<00:21, 5.27it/s]
107/499 4.32G 0.01107 0.009346 0.004241 67 640: 33%|###2 | 55/168 [00:10<00:21, 5.14it/s]
107/499 4.32G 0.0111 0.009387 0.0042 76 640: 33%|###2 | 55/168 [00:10<00:21, 5.14it/s]
107/499 4.32G 0.0111 0.009387 0.0042 76 640: 33%|###3 | 56/168 [00:10<00:21, 5.23it/s]
107/499 4.32G 0.01111 0.009401 0.004236 68 640: 33%|###3 | 56/168 [00:10<00:21, 5.23it/s]
107/499 4.32G 0.01111 0.009401 0.004236 68 640: 34%|###3 | 57/168 [00:10<00:21, 5.26it/s]
107/499 4.32G 0.01113 0.009447 0.004252 67 640: 34%|###3 | 57/168 [00:11<00:21, 5.26it/s]
107/499 4.32G 0.01113 0.009447 0.004252 67 640: 35%|###4 | 58/168 [00:11<00:21, 5.04it/s]
107/499 4.32G 0.01111 0.00944 0.004297 77 640: 35%|###4 | 58/168 [00:11<00:21, 5.04it/s]
107/499 4.32G 0.01111 0.00944 0.004297 77 640: 35%|###5 | 59/168 [00:11<00:21, 5.15it/s]
107/499 4.32G 0.01113 0.009493 0.004308 82 640: 35%|###5 | 59/168 [00:11<00:21, 5.15it/s]
107/499 4.32G 0.01113 0.009493 0.004308 82 640: 36%|###5 | 60/168 [00:11<00:20, 5.24it/s]
107/499 4.32G 0.01111 0.009495 0.004293 71 640: 36%|###5 | 60/168 [00:11<00:20, 5.24it/s]
107/499 4.32G 0.01111 0.009495 0.004293 71 640: 36%|###6 | 61/168 [00:11<00:20, 5.13it/s]
107/499 4.32G 0.01108 0.009499 0.004245 73 640: 36%|###6 | 61/168 [00:11<00:20, 5.13it/s]
107/499 4.32G 0.01108 0.009499 0.004245 73 640: 37%|###6 | 62/168 [00:11<00:20, 5.22it/s]
107/499 4.32G 0.01107 0.009486 0.004209 61 640: 37%|###6 | 62/168 [00:12<00:20, 5.22it/s]
107/499 4.32G 0.01107 0.009486 0.004209 61 640: 38%|###7 | 63/168 [00:12<00:19, 5.27it/s]
107/499 4.32G 0.01105 0.009496 0.004246 69 640: 38%|###7 | 63/168 [00:12<00:19, 5.27it/s]
107/499 4.32G 0.01105 0.009496 0.004246 69 640: 38%|###8 | 64/168 [00:12<00:20, 5.14it/s]
107/499 4.32G 0.01104 0.009491 0.004239 73 640: 38%|###8 | 64/168 [00:12<00:20, 5.14it/s]
107/499 4.32G 0.01104 0.009491 0.004239 73 640: 39%|###8 | 65/168 [00:12<00:19, 5.22it/s]
107/499 4.32G 0.01104 0.009496 0.004301 78 640: 39%|###8 | 65/168 [00:12<00:19, 5.22it/s]
107/499 4.32G 0.01104 0.009496 0.004301 78 640: 39%|###9 | 66/168 [00:12<00:19, 5.28it/s]
107/499 4.32G 0.01104 0.009537 0.004279 72 640: 39%|###9 | 66/168 [00:12<00:19, 5.28it/s]
107/499 4.32G 0.01104 0.009537 0.004279 72 640: 40%|###9 | 67/168 [00:12<00:19, 5.13it/s]
107/499 4.32G 0.01103 0.009533 0.004282 66 640: 40%|###9 | 67/168 [00:13<00:19, 5.13it/s]
107/499 4.32G 0.01103 0.009533 0.004282 66 640: 40%|#### | 68/168 [00:13<00:19, 5.24it/s]
107/499 4.32G 0.01101 0.009528 0.00426 76 640: 40%|#### | 68/168 [00:13<00:19, 5.24it/s]
107/499 4.32G 0.01101 0.009528 0.00426 76 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s]
107/499 4.32G 0.011 0.009523 0.00436 70 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s]
107/499 4.32G 0.011 0.009523 0.00436 70 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s]
107/499 4.32G 0.01102 0.009516 0.004356 62 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s]
107/499 4.32G 0.01102 0.009516 0.004356 62 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s]
107/499 4.32G 0.011 0.009523 0.004377 68 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s]
107/499 4.32G 0.011 0.009523 0.004377 68 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s]
107/499 4.32G 0.011 0.009526 0.004361 75 640: 43%|####2 | 72/168 [00:14<00:18, 5.32it/s]
107/499 4.32G 0.011 0.009526 0.004361 75 640: 43%|####3 | 73/168 [00:14<00:18, 5.17it/s]
107/499 4.32G 0.011 0.00955 0.004354 70 640: 43%|####3 | 73/168 [00:14<00:18, 5.17it/s]
107/499 4.32G 0.011 0.00955 0.004354 70 640: 44%|####4 | 74/168 [00:14<00:18, 5.21it/s]
107/499 4.32G 0.01101 0.009521 0.00436 56 640: 44%|####4 | 74/168 [00:14<00:18, 5.21it/s]
107/499 4.32G 0.01101 0.009521 0.00436 56 640: 45%|####4 | 75/168 [00:14<00:17, 5.29it/s]
107/499 4.32G 0.011 0.009496 0.004376 65 640: 45%|####4 | 75/168 [00:14<00:17, 5.29it/s]
107/499 4.32G 0.011 0.009496 0.004376 65 640: 45%|####5 | 76/168 [00:14<00:17, 5.14it/s]
107/499 4.32G 0.01099 0.009475 0.00437 58 640: 45%|####5 | 76/168 [00:14<00:17, 5.14it/s]
107/499 4.32G 0.01099 0.009475 0.00437 58 640: 46%|####5 | 77/168 [00:14<00:17, 5.16it/s]
107/499 4.32G 0.01099 0.009469 0.004414 62 640: 46%|####5 | 77/168 [00:14<00:17, 5.16it/s]
107/499 4.32G 0.01099 0.009469 0.004414 62 640: 46%|####6 | 78/168 [00:14<00:17, 5.26it/s]
107/499 4.32G 0.01099 0.009452 0.004436 64 640: 46%|####6 | 78/168 [00:15<00:17, 5.26it/s]
107/499 4.32G 0.01099 0.009452 0.004436 64 640: 47%|####7 | 79/168 [00:15<00:17, 5.14it/s]
107/499 4.32G 0.01101 0.009438 0.004452 60 640: 47%|####7 | 79/168 [00:15<00:17, 5.14it/s]
107/499 4.32G 0.01101 0.009438 0.004452 60 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s]
107/499 4.32G 0.01101 0.009449 0.004415 78 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s]
107/499 4.32G 0.01101 0.009449 0.004415 78 640: 48%|####8 | 81/168 [00:15<00:16, 5.30it/s]
107/499 4.32G 0.011 0.009461 0.004399 77 640: 48%|####8 | 81/168 [00:15<00:16, 5.30it/s]
107/499 4.32G 0.011 0.009461 0.004399 77 640: 49%|####8 | 82/168 [00:15<00:16, 5.09it/s]
107/499 4.32G 0.01101 0.009468 0.004405 64 640: 49%|####8 | 82/168 [00:15<00:16, 5.09it/s]
107/499 4.32G 0.01101 0.009468 0.004405 64 640: 49%|####9 | 83/168 [00:15<00:16, 5.21it/s]
107/499 4.32G 0.01101 0.009464 0.004394 70 640: 49%|####9 | 83/168 [00:16<00:16, 5.21it/s]
107/499 4.32G 0.01101 0.009464 0.004394 70 640: 50%|##### | 84/168 [00:16<00:15, 5.28it/s]
107/499 4.32G 0.01099 0.009475 0.004389 80 640: 50%|##### | 84/168 [00:16<00:15, 5.28it/s]
107/499 4.32G 0.01099 0.009475 0.004389 80 640: 51%|##### | 85/168 [00:16<00:16, 5.17it/s]
107/499 4.32G 0.011 0.009485 0.004379 74 640: 51%|##### | 85/168 [00:16<00:16, 5.17it/s]
107/499 4.32G 0.011 0.009485 0.004379 74 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s]
107/499 4.32G 0.01101 0.009488 0.00439 76 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s]
107/499 4.32G 0.01101 0.009488 0.00439 76 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
107/499 4.32G 0.01101 0.009501 0.004407 76 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
107/499 4.32G 0.01101 0.009501 0.004407 76 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
107/499 4.32G 0.011 0.009502 0.004389 68 640: 52%|#####2 | 88/168 [00:17<00:15, 5.19it/s]
107/499 4.32G 0.011 0.009502 0.004389 68 640: 53%|#####2 | 89/168 [00:17<00:15, 5.20it/s]
107/499 4.32G 0.011 0.009516 0.004358 75 640: 53%|#####2 | 89/168 [00:17<00:15, 5.20it/s]
107/499 4.32G 0.011 0.009516 0.004358 75 640: 54%|#####3 | 90/168 [00:17<00:14, 5.25it/s]
107/499 4.32G 0.011 0.009505 0.004352 69 640: 54%|#####3 | 90/168 [00:17<00:14, 5.25it/s]
107/499 4.32G 0.011 0.009505 0.004352 69 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s]
107/499 4.32G 0.01101 0.009498 0.004347 57 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s]
107/499 4.32G 0.01101 0.009498 0.004347 57 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
107/499 4.32G 0.01101 0.009508 0.004339 82 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
107/499 4.32G 0.01101 0.009508 0.004339 82 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s]
107/499 4.32G 0.011 0.009497 0.004376 63 640: 55%|#####5 | 93/168 [00:18<00:14, 5.31it/s]
107/499 4.32G 0.011 0.009497 0.004376 63 640: 56%|#####5 | 94/168 [00:18<00:14, 5.15it/s]
107/499 4.32G 0.01099 0.009507 0.004353 75 640: 56%|#####5 | 94/168 [00:18<00:14, 5.15it/s]
107/499 4.32G 0.01099 0.009507 0.004353 75 640: 57%|#####6 | 95/168 [00:18<00:13, 5.22it/s]
107/499 4.32G 0.01098 0.009507 0.004328 72 640: 57%|#####6 | 95/168 [00:18<00:13, 5.22it/s]
107/499 4.32G 0.01098 0.009507 0.004328 72 640: 57%|#####7 | 96/168 [00:18<00:13, 5.23it/s]
107/499 4.32G 0.01098 0.009519 0.00431 73 640: 57%|#####7 | 96/168 [00:18<00:13, 5.23it/s]
107/499 4.32G 0.01098 0.009519 0.00431 73 640: 58%|#####7 | 97/168 [00:18<00:13, 5.07it/s]
107/499 4.32G 0.01098 0.009517 0.004314 65 640: 58%|#####7 | 97/168 [00:18<00:13, 5.07it/s]
107/499 4.32G 0.01098 0.009517 0.004314 65 640: 58%|#####8 | 98/168 [00:18<00:13, 5.15it/s]
107/499 4.32G 0.01097 0.009522 0.00431 71 640: 58%|#####8 | 98/168 [00:19<00:13, 5.15it/s]
107/499 4.32G 0.01097 0.009522 0.00431 71 640: 59%|#####8 | 99/168 [00:19<00:13, 5.23it/s]
107/499 4.32G 0.01095 0.0095 0.004286 63 640: 59%|#####8 | 99/168 [00:19<00:13, 5.23it/s]
107/499 4.32G 0.01095 0.0095 0.004286 63 640: 60%|#####9 | 100/168 [00:19<00:13, 5.10it/s]
107/499 4.32G 0.01094 0.009494 0.004264 70 640: 60%|#####9 | 100/168 [00:19<00:13, 5.10it/s]
107/499 4.32G 0.01094 0.009494 0.004264 70 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s]
107/499 4.32G 0.01093 0.009511 0.004263 74 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s]
107/499 4.32G 0.01093 0.009511 0.004263 74 640: 61%|###### | 102/168 [00:19<00:12, 5.24it/s]
107/499 4.32G 0.01092 0.009512 0.00427 68 640: 61%|###### | 102/168 [00:19<00:12, 5.24it/s]
107/499 4.32G 0.01092 0.009512 0.00427 68 640: 61%|######1 | 103/168 [00:19<00:12, 5.11it/s]
107/499 4.32G 0.01091 0.009501 0.004282 67 640: 61%|######1 | 103/168 [00:19<00:12, 5.11it/s]
107/499 4.32G 0.01091 0.009501 0.004282 67 640: 62%|######1 | 104/168 [00:19<00:12, 5.22it/s]
107/499 4.32G 0.01091 0.009487 0.00429 71 640: 62%|######1 | 104/168 [00:20<00:12, 5.22it/s]
107/499 4.32G 0.01091 0.009487 0.00429 71 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s]
107/499 4.32G 0.01089 0.009488 0.004298 65 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s]
107/499 4.32G 0.01089 0.009488 0.004298 65 640: 63%|######3 | 106/168 [00:20<00:12, 5.13it/s]
107/499 4.32G 0.01089 0.00948 0.004281 52 640: 63%|######3 | 106/168 [00:20<00:12, 5.13it/s]
107/499 4.32G 0.01089 0.00948 0.004281 52 640: 64%|######3 | 107/168 [00:20<00:11, 5.22it/s]
107/499 4.32G 0.01088 0.009477 0.004292 70 640: 64%|######3 | 107/168 [00:20<00:11, 5.22it/s]
107/499 4.32G 0.01088 0.009477 0.004292 70 640: 64%|######4 | 108/168 [00:20<00:11, 5.26it/s]
107/499 4.32G 0.01088 0.009467 0.00427 50 640: 64%|######4 | 108/168 [00:20<00:11, 5.26it/s]
107/499 4.32G 0.01088 0.009467 0.00427 50 640: 65%|######4 | 109/168 [00:20<00:11, 5.10it/s]
107/499 4.32G 0.01089 0.009453 0.004285 58 640: 65%|######4 | 109/168 [00:21<00:11, 5.10it/s]
107/499 4.32G 0.01089 0.009453 0.004285 58 640: 65%|######5 | 110/168 [00:21<00:11, 5.20it/s]
107/499 4.32G 0.01089 0.009458 0.004287 75 640: 65%|######5 | 110/168 [00:21<00:11, 5.20it/s]
107/499 4.32G 0.01089 0.009458 0.004287 75 640: 66%|######6 | 111/168 [00:21<00:10, 5.28it/s]
107/499 4.32G 0.01089 0.009486 0.004268 88 640: 66%|######6 | 111/168 [00:21<00:10, 5.28it/s]
107/499 4.32G 0.01089 0.009486 0.004268 88 640: 67%|######6 | 112/168 [00:21<00:10, 5.16it/s]
107/499 4.32G 0.0109 0.009493 0.004264 66 640: 67%|######6 | 112/168 [00:21<00:10, 5.16it/s]
107/499 4.32G 0.0109 0.009493 0.004264 66 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s]
107/499 4.32G 0.0109 0.009504 0.004265 86 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s]
107/499 4.32G 0.0109 0.009504 0.004265 86 640: 68%|######7 | 114/168 [00:21<00:10, 5.25it/s]
107/499 4.32G 0.01091 0.009504 0.004284 67 640: 68%|######7 | 114/168 [00:22<00:10, 5.25it/s]
107/499 4.32G 0.01091 0.009504 0.004284 67 640: 68%|######8 | 115/168 [00:22<00:10, 5.12it/s]
107/499 4.32G 0.01092 0.009507 0.004295 53 640: 68%|######8 | 115/168 [00:22<00:10, 5.12it/s]
107/499 4.32G 0.01092 0.009507 0.004295 53 640: 69%|######9 | 116/168 [00:22<00:10, 5.20it/s]
107/499 4.32G 0.01091 0.009505 0.004287 66 640: 69%|######9 | 116/168 [00:22<00:10, 5.20it/s]
107/499 4.32G 0.01091 0.009505 0.004287 66 640: 70%|######9 | 117/168 [00:22<00:09, 5.26it/s]
107/499 4.32G 0.01092 0.009514 0.004284 72 640: 70%|######9 | 117/168 [00:22<00:09, 5.26it/s]
107/499 4.32G 0.01092 0.009514 0.004284 72 640: 70%|####### | 118/168 [00:22<00:09, 5.12it/s]
107/499 4.32G 0.01091 0.009519 0.004272 73 640: 70%|####### | 118/168 [00:22<00:09, 5.12it/s]
107/499 4.32G 0.01091 0.009519 0.004272 73 640: 71%|####### | 119/168 [00:22<00:09, 5.20it/s]
107/499 4.32G 0.01091 0.009533 0.004269 68 640: 71%|####### | 119/168 [00:23<00:09, 5.20it/s]
107/499 4.32G 0.01091 0.009533 0.004269 68 640: 71%|#######1 | 120/168 [00:23<00:09, 5.24it/s]
107/499 4.32G 0.0109 0.009533 0.004254 64 640: 71%|#######1 | 120/168 [00:23<00:09, 5.24it/s]
107/499 4.32G 0.0109 0.009533 0.004254 64 640: 72%|#######2 | 121/168 [00:23<00:09, 5.13it/s]
107/499 4.32G 0.0109 0.009553 0.004252 83 640: 72%|#######2 | 121/168 [00:23<00:09, 5.13it/s]
107/499 4.32G 0.0109 0.009553 0.004252 83 640: 73%|#######2 | 122/168 [00:23<00:08, 5.21it/s]
107/499 4.32G 0.0109 0.009548 0.004235 56 640: 73%|#######2 | 122/168 [00:23<00:08, 5.21it/s]
107/499 4.32G 0.0109 0.009548 0.004235 56 640: 73%|#######3 | 123/168 [00:23<00:08, 5.30it/s]
107/499 4.32G 0.01091 0.009559 0.004233 70 640: 73%|#######3 | 123/168 [00:23<00:08, 5.30it/s]
107/499 4.32G 0.01091 0.009559 0.004233 70 640: 74%|#######3 | 124/168 [00:23<00:08, 5.15it/s]
107/499 4.32G 0.01092 0.009564 0.004232 61 640: 74%|#######3 | 124/168 [00:24<00:08, 5.15it/s]
107/499 4.32G 0.01092 0.009564 0.004232 61 640: 74%|#######4 | 125/168 [00:24<00:08, 5.16it/s]
107/499 4.32G 0.01092 0.009558 0.004225 57 640: 74%|#######4 | 125/168 [00:24<00:08, 5.16it/s]
107/499 4.32G 0.01092 0.009558 0.004225 57 640: 75%|#######5 | 126/168 [00:24<00:07, 5.26it/s]
107/499 4.32G 0.01092 0.009576 0.004208 95 640: 75%|#######5 | 126/168 [00:24<00:07, 5.26it/s]
107/499 4.32G 0.01092 0.009576 0.004208 95 640: 76%|#######5 | 127/168 [00:24<00:07, 5.13it/s]
107/499 4.32G 0.01092 0.009574 0.004197 73 640: 76%|#######5 | 127/168 [00:24<00:07, 5.13it/s]
107/499 4.32G 0.01092 0.009574 0.004197 73 640: 76%|#######6 | 128/168 [00:24<00:07, 5.23it/s]
107/499 4.32G 0.01093 0.009592 0.004212 75 640: 76%|#######6 | 128/168 [00:24<00:07, 5.23it/s]
107/499 4.32G 0.01093 0.009592 0.004212 75 640: 77%|#######6 | 129/168 [00:24<00:07, 5.27it/s]
107/499 4.32G 0.01093 0.009591 0.004199 64 640: 77%|#######6 | 129/168 [00:24<00:07, 5.27it/s]
107/499 4.32G 0.01093 0.009591 0.004199 64 640: 77%|#######7 | 130/168 [00:24<00:07, 5.13it/s]
107/499 4.32G 0.01091 0.009597 0.00421 88 640: 77%|#######7 | 130/168 [00:25<00:07, 5.13it/s]
107/499 4.32G 0.01091 0.009597 0.00421 88 640: 78%|#######7 | 131/168 [00:25<00:07, 5.23it/s]
107/499 4.32G 0.01091 0.00959 0.004214 76 640: 78%|#######7 | 131/168 [00:25<00:07, 5.23it/s]
107/499 4.32G 0.01091 0.00959 0.004214 76 640: 79%|#######8 | 132/168 [00:25<00:06, 5.30it/s]
107/499 4.32G 0.01091 0.009616 0.004206 92 640: 79%|#######8 | 132/168 [00:25<00:06, 5.30it/s]
107/499 4.32G 0.01091 0.009616 0.004206 92 640: 79%|#######9 | 133/168 [00:25<00:06, 5.11it/s]
107/499 4.32G 0.01091 0.009607 0.004204 56 640: 79%|#######9 | 133/168 [00:25<00:06, 5.11it/s]
107/499 4.32G 0.01091 0.009607 0.004204 56 640: 80%|#######9 | 134/168 [00:25<00:06, 5.17it/s]
107/499 4.32G 0.01091 0.009609 0.004207 69 640: 80%|#######9 | 134/168 [00:25<00:06, 5.17it/s]
107/499 4.32G 0.01091 0.009609 0.004207 69 640: 80%|######## | 135/168 [00:25<00:06, 5.26it/s]
107/499 4.32G 0.01094 0.009599 0.004214 50 640: 80%|######## | 135/168 [00:26<00:06, 5.26it/s]
107/499 4.32G 0.01094 0.009599 0.004214 50 640: 81%|######## | 136/168 [00:26<00:06, 5.17it/s]
107/499 4.32G 0.01094 0.009589 0.004189 56 640: 81%|######## | 136/168 [00:26<00:06, 5.17it/s]
107/499 4.32G 0.01094 0.009589 0.004189 56 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s]
107/499 4.32G 0.01093 0.009597 0.004184 74 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s]
107/499 4.32G 0.01093 0.009597 0.004184 74 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
107/499 4.32G 0.01092 0.00957 0.004184 58 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
107/499 4.32G 0.01092 0.00957 0.004184 58 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s]
107/499 4.32G 0.01093 0.009575 0.004207 73 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s]
107/499 4.32G 0.01093 0.009575 0.004207 73 640: 83%|########3 | 140/168 [00:26<00:05, 5.23it/s]
107/499 4.32G 0.01092 0.009589 0.004205 86 640: 83%|########3 | 140/168 [00:27<00:05, 5.23it/s]
107/499 4.32G 0.01092 0.009589 0.004205 86 640: 84%|########3 | 141/168 [00:27<00:05, 5.31it/s]
107/499 4.32G 0.01092 0.009593 0.0042 78 640: 84%|########3 | 141/168 [00:27<00:05, 5.31it/s]
107/499 4.32G 0.01092 0.009593 0.0042 78 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s]
107/499 4.32G 0.01092 0.009598 0.004197 67 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s]
107/499 4.32G 0.01092 0.009598 0.004197 67 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s]
107/499 4.32G 0.01092 0.009611 0.004178 78 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s]
107/499 4.32G 0.01092 0.009611 0.004178 78 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s]
107/499 4.32G 0.01091 0.009607 0.004167 70 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s]
107/499 4.32G 0.01091 0.009607 0.004167 70 640: 86%|########6 | 145/168 [00:27<00:04, 5.15it/s]
107/499 4.32G 0.01091 0.009611 0.004165 77 640: 86%|########6 | 145/168 [00:28<00:04, 5.15it/s]
107/499 4.32G 0.01091 0.009611 0.004165 77 640: 87%|########6 | 146/168 [00:28<00:04, 5.22it/s]
107/499 4.32G 0.0109 0.009608 0.004159 73 640: 87%|########6 | 146/168 [00:28<00:04, 5.22it/s]
107/499 4.32G 0.0109 0.009608 0.004159 73 640: 88%|########7 | 147/168 [00:28<00:03, 5.30it/s]
107/499 4.32G 0.01092 0.009601 0.004157 54 640: 88%|########7 | 147/168 [00:28<00:03, 5.30it/s]
107/499 4.32G 0.01092 0.009601 0.004157 54 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s]
107/499 4.32G 0.01092 0.009588 0.004161 49 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s]
107/499 4.32G 0.01092 0.009588 0.004161 49 640: 89%|########8 | 149/168 [00:28<00:03, 5.24it/s]
107/499 4.32G 0.01091 0.009586 0.004156 61 640: 89%|########8 | 149/168 [00:28<00:03, 5.24it/s]
107/499 4.32G 0.01091 0.009586 0.004156 61 640: 89%|########9 | 150/168 [00:28<00:03, 5.29it/s]
107/499 4.32G 0.01091 0.009584 0.004166 60 640: 89%|########9 | 150/168 [00:29<00:03, 5.29it/s]
107/499 4.32G 0.01091 0.009584 0.004166 60 640: 90%|########9 | 151/168 [00:29<00:03, 5.13it/s]
107/499 4.32G 0.01091 0.009569 0.004159 55 640: 90%|########9 | 151/168 [00:29<00:03, 5.13it/s]
107/499 4.32G 0.01091 0.009569 0.004159 55 640: 90%|######### | 152/168 [00:29<00:03, 5.23it/s]
107/499 4.32G 0.0109 0.009572 0.004162 73 640: 90%|######### | 152/168 [00:29<00:03, 5.23it/s]
107/499 4.32G 0.0109 0.009572 0.004162 73 640: 91%|#########1| 153/168 [00:29<00:02, 5.29it/s]
107/499 4.32G 0.01091 0.009591 0.004158 84 640: 91%|#########1| 153/168 [00:29<00:02, 5.29it/s]
107/499 4.32G 0.01091 0.009591 0.004158 84 640: 92%|#########1| 154/168 [00:29<00:02, 5.17it/s]
107/499 4.32G 0.0109 0.009579 0.004156 60 640: 92%|#########1| 154/168 [00:29<00:02, 5.17it/s]
107/499 4.32G 0.0109 0.009579 0.004156 60 640: 92%|#########2| 155/168 [00:29<00:02, 5.22it/s]
107/499 4.32G 0.0109 0.009573 0.004165 63 640: 92%|#########2| 155/168 [00:29<00:02, 5.22it/s]
107/499 4.32G 0.0109 0.009573 0.004165 63 640: 93%|#########2| 156/168 [00:29<00:02, 5.28it/s]
107/499 4.32G 0.01089 0.009588 0.004154 72 640: 93%|#########2| 156/168 [00:30<00:02, 5.28it/s]
107/499 4.32G 0.01089 0.009588 0.004154 72 640: 93%|#########3| 157/168 [00:30<00:02, 5.14it/s]
107/499 4.32G 0.01089 0.009581 0.004149 64 640: 93%|#########3| 157/168 [00:30<00:02, 5.14it/s]
107/499 4.32G 0.01089 0.009581 0.004149 64 640: 94%|#########4| 158/168 [00:30<00:01, 5.23it/s]
107/499 4.32G 0.0109 0.009585 0.004169 77 640: 94%|#########4| 158/168 [00:30<00:01, 5.23it/s]
107/499 4.32G 0.0109 0.009585 0.004169 77 640: 95%|#########4| 159/168 [00:30<00:01, 5.31it/s]
107/499 4.32G 0.0109 0.009588 0.004172 70 640: 95%|#########4| 159/168 [00:30<00:01, 5.31it/s]
107/499 4.32G 0.0109 0.009588 0.004172 70 640: 95%|#########5| 160/168 [00:30<00:01, 5.15it/s]
107/499 4.32G 0.01089 0.009581 0.004172 71 640: 95%|#########5| 160/168 [00:30<00:01, 5.15it/s]
107/499 4.32G 0.01089 0.009581 0.004172 71 640: 96%|#########5| 161/168 [00:30<00:01, 5.21it/s]
107/499 4.32G 0.0109 0.009571 0.004167 51 640: 96%|#########5| 161/168 [00:31<00:01, 5.21it/s]
107/499 4.32G 0.0109 0.009571 0.004167 51 640: 96%|#########6| 162/168 [00:31<00:01, 5.26it/s]
107/499 4.32G 0.0109 0.009567 0.00416 67 640: 96%|#########6| 162/168 [00:31<00:01, 5.26it/s]
107/499 4.32G 0.0109 0.009567 0.00416 67 640: 97%|#########7| 163/168 [00:31<00:00, 5.15it/s]
107/499 4.32G 0.0109 0.009565 0.004151 68 640: 97%|#########7| 163/168 [00:31<00:00, 5.15it/s]
107/499 4.32G 0.0109 0.009565 0.004151 68 640: 98%|#########7| 164/168 [00:31<00:00, 5.24it/s]
107/499 4.32G 0.0109 0.009565 0.004146 69 640: 98%|#########7| 164/168 [00:31<00:00, 5.24it/s]
107/499 4.32G 0.0109 0.009565 0.004146 69 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s]
107/499 4.32G 0.01092 0.00956 0.004134 60 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s]
107/499 4.32G 0.01092 0.00956 0.004134 60 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s]
107/499 4.32G 0.01091 0.009553 0.004122 59 640: 99%|#########8| 166/168 [00:32<00:00, 5.20it/s]
107/499 4.32G 0.01091 0.009553 0.004122 59 640: 99%|#########9| 167/168 [00:32<00:00, 5.29it/s]
107/499 4.32G 0.0109 0.009537 0.004107 27 640: 99%|#########9| 167/168 [00:32<00:00, 5.29it/s]
107/499 4.32G 0.0109 0.009537 0.004107 27 640: 100%|##########| 168/168 [00:32<00:00, 5.46it/s]
107/499 4.32G 0.0109 0.009537 0.004107 27 640: 100%|##########| 168/168 [00:32<00:00, 5.21it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s]
all 132 263 0.869 0.846 0.867 0.743
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
108/499 4.32G 0.01076 0.009342 0.003168 64 640: 0%| | 0/168 [00:00<?, ?it/s]
108/499 4.32G 0.01076 0.009342 0.003168 64 640: 1%| | 1/168 [00:00<00:34, 4.86it/s]
108/499 4.32G 0.01136 0.01001 0.002695 71 640: 1%| | 1/168 [00:00<00:34, 4.86it/s]
108/499 4.32G 0.01136 0.01001 0.002695 71 640: 1%|1 | 2/168 [00:00<00:31, 5.20it/s]
108/499 4.32G 0.01127 0.01071 0.003009 76 640: 1%|1 | 2/168 [00:00<00:31, 5.20it/s]
108/499 4.32G 0.01127 0.01071 0.003009 76 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s]
108/499 4.32G 0.01107 0.009785 0.003746 54 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s]
108/499 4.32G 0.01107 0.009785 0.003746 54 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s]
108/499 4.32G 0.01099 0.009775 0.00362 68 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s]
108/499 4.32G 0.01099 0.009775 0.00362 68 640: 3%|2 | 5/168 [00:00<00:30, 5.26it/s]
108/499 4.32G 0.01091 0.01022 0.003333 91 640: 3%|2 | 5/168 [00:01<00:30, 5.26it/s]
108/499 4.32G 0.01091 0.01022 0.003333 91 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s]
108/499 4.32G 0.01081 0.009974 0.003157 69 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s]
108/499 4.32G 0.01081 0.009974 0.003157 69 640: 4%|4 | 7/168 [00:01<00:31, 5.12it/s]
108/499 4.32G 0.01067 0.009572 0.003097 64 640: 4%|4 | 7/168 [00:01<00:31, 5.12it/s]
108/499 4.32G 0.01067 0.009572 0.003097 64 640: 5%|4 | 8/168 [00:01<00:30, 5.24it/s]
108/499 4.32G 0.01078 0.009758 0.003288 79 640: 5%|4 | 8/168 [00:01<00:30, 5.24it/s]
108/499 4.32G 0.01078 0.009758 0.003288 79 640: 5%|5 | 9/168 [00:01<00:30, 5.26it/s]
108/499 4.32G 0.01059 0.009713 0.003293 70 640: 5%|5 | 9/168 [00:01<00:30, 5.26it/s]
108/499 4.32G 0.01059 0.009713 0.003293 70 640: 6%|5 | 10/168 [00:01<00:30, 5.16it/s]
108/499 4.32G 0.01069 0.009824 0.003219 69 640: 6%|5 | 10/168 [00:02<00:30, 5.16it/s]
108/499 4.32G 0.01069 0.009824 0.003219 69 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
108/499 4.32G 0.01072 0.009798 0.003349 69 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
108/499 4.32G 0.01072 0.009798 0.003349 69 640: 7%|7 | 12/168 [00:02<00:29, 5.28it/s]
108/499 4.32G 0.01072 0.009838 0.0036 77 640: 7%|7 | 12/168 [00:02<00:29, 5.28it/s]
108/499 4.32G 0.01072 0.009838 0.0036 77 640: 8%|7 | 13/168 [00:02<00:30, 5.12it/s]
108/499 4.32G 0.01069 0.009693 0.003477 64 640: 8%|7 | 13/168 [00:02<00:30, 5.12it/s]
108/499 4.32G 0.01069 0.009693 0.003477 64 640: 8%|8 | 14/168 [00:02<00:29, 5.19it/s]
108/499 4.32G 0.01075 0.009709 0.003573 75 640: 8%|8 | 14/168 [00:02<00:29, 5.19it/s]
108/499 4.32G 0.01075 0.009709 0.003573 75 640: 9%|8 | 15/168 [00:02<00:29, 5.26it/s]
108/499 4.32G 0.01081 0.009742 0.00391 83 640: 9%|8 | 15/168 [00:03<00:29, 5.26it/s]
108/499 4.32G 0.01081 0.009742 0.00391 83 640: 10%|9 | 16/168 [00:03<00:29, 5.14it/s]
108/499 4.32G 0.0108 0.00979 0.003866 83 640: 10%|9 | 16/168 [00:03<00:29, 5.14it/s]
108/499 4.32G 0.0108 0.00979 0.003866 83 640: 10%|# | 17/168 [00:03<00:28, 5.21it/s]
108/499 4.32G 0.01086 0.009697 0.003972 60 640: 10%|# | 17/168 [00:03<00:28, 5.21it/s]
108/499 4.32G 0.01086 0.009697 0.003972 60 640: 11%|# | 18/168 [00:03<00:28, 5.24it/s]
108/499 4.32G 0.01084 0.00973 0.00405 73 640: 11%|# | 18/168 [00:03<00:28, 5.24it/s]
108/499 4.32G 0.01084 0.00973 0.00405 73 640: 11%|#1 | 19/168 [00:03<00:29, 5.11it/s]
108/499 4.32G 0.01078 0.009601 0.004007 59 640: 11%|#1 | 19/168 [00:03<00:29, 5.11it/s]
108/499 4.32G 0.01078 0.009601 0.004007 59 640: 12%|#1 | 20/168 [00:03<00:28, 5.23it/s]
108/499 4.32G 0.01075 0.009526 0.00401 59 640: 12%|#1 | 20/168 [00:04<00:28, 5.23it/s]
108/499 4.32G 0.01075 0.009526 0.00401 59 640: 12%|#2 | 21/168 [00:04<00:27, 5.28it/s]
108/499 4.32G 0.01068 0.009452 0.003946 59 640: 12%|#2 | 21/168 [00:04<00:27, 5.28it/s]
108/499 4.32G 0.01068 0.009452 0.003946 59 640: 13%|#3 | 22/168 [00:04<00:28, 5.15it/s]
108/499 4.32G 0.01066 0.009456 0.003817 64 640: 13%|#3 | 22/168 [00:04<00:28, 5.15it/s]
108/499 4.32G 0.01066 0.009456 0.003817 64 640: 14%|#3 | 23/168 [00:04<00:27, 5.21it/s]
108/499 4.32G 0.01068 0.009566 0.003758 82 640: 14%|#3 | 23/168 [00:04<00:27, 5.21it/s]
108/499 4.32G 0.01068 0.009566 0.003758 82 640: 14%|#4 | 24/168 [00:04<00:28, 5.01it/s]
108/499 4.32G 0.01061 0.009537 0.003714 66 640: 14%|#4 | 24/168 [00:04<00:28, 5.01it/s]
108/499 4.32G 0.01061 0.009537 0.003714 66 640: 15%|#4 | 25/168 [00:04<00:29, 4.86it/s]
108/499 4.32G 0.01061 0.009543 0.003653 67 640: 15%|#4 | 25/168 [00:05<00:29, 4.86it/s]
108/499 4.32G 0.01061 0.009543 0.003653 67 640: 15%|#5 | 26/168 [00:05<00:28, 4.99it/s]
108/499 4.32G 0.01061 0.009522 0.003715 62 640: 15%|#5 | 26/168 [00:05<00:28, 4.99it/s]
108/499 4.32G 0.01061 0.009522 0.003715 62 640: 16%|#6 | 27/168 [00:05<00:27, 5.08it/s]
108/499 4.32G 0.0106 0.009493 0.003646 66 640: 16%|#6 | 27/168 [00:05<00:27, 5.08it/s]
108/499 4.32G 0.0106 0.009493 0.003646 66 640: 17%|#6 | 28/168 [00:05<00:28, 4.99it/s]
108/499 4.32G 0.01058 0.00941 0.003597 51 640: 17%|#6 | 28/168 [00:05<00:28, 4.99it/s]
108/499 4.32G 0.01058 0.00941 0.003597 51 640: 17%|#7 | 29/168 [00:05<00:27, 5.12it/s]
108/499 4.32G 0.01059 0.00939 0.003552 61 640: 17%|#7 | 29/168 [00:05<00:27, 5.12it/s]
108/499 4.32G 0.01059 0.00939 0.003552 61 640: 18%|#7 | 30/168 [00:05<00:26, 5.22it/s]
108/499 4.32G 0.01061 0.009418 0.003499 72 640: 18%|#7 | 30/168 [00:06<00:26, 5.22it/s]
108/499 4.32G 0.01061 0.009418 0.003499 72 640: 18%|#8 | 31/168 [00:06<00:26, 5.09it/s]
108/499 4.32G 0.01061 0.009347 0.003558 59 640: 18%|#8 | 31/168 [00:06<00:26, 5.09it/s]
108/499 4.32G 0.01061 0.009347 0.003558 59 640: 19%|#9 | 32/168 [00:06<00:26, 5.19it/s]
108/499 4.32G 0.01064 0.009364 0.0036 72 640: 19%|#9 | 32/168 [00:06<00:26, 5.19it/s]
108/499 4.32G 0.01064 0.009364 0.0036 72 640: 20%|#9 | 33/168 [00:06<00:25, 5.29it/s]
108/499 4.32G 0.0107 0.009346 0.003641 68 640: 20%|#9 | 33/168 [00:06<00:25, 5.29it/s]
108/499 4.32G 0.0107 0.009346 0.003641 68 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s]
108/499 4.32G 0.01071 0.009433 0.003709 77 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s]
108/499 4.32G 0.01071 0.009433 0.003709 77 640: 21%|## | 35/168 [00:06<00:25, 5.23it/s]
108/499 4.32G 0.01079 0.009482 0.0037 66 640: 21%|## | 35/168 [00:06<00:25, 5.23it/s]
108/499 4.32G 0.01079 0.009482 0.0037 66 640: 21%|##1 | 36/168 [00:06<00:24, 5.29it/s]
108/499 4.32G 0.01085 0.009508 0.003677 59 640: 21%|##1 | 36/168 [00:07<00:24, 5.29it/s]
108/499 4.32G 0.01085 0.009508 0.003677 59 640: 22%|##2 | 37/168 [00:07<00:25, 5.15it/s]
108/499 4.32G 0.01088 0.009451 0.003636 57 640: 22%|##2 | 37/168 [00:07<00:25, 5.15it/s]
108/499 4.32G 0.01088 0.009451 0.003636 57 640: 23%|##2 | 38/168 [00:07<00:24, 5.24it/s]
108/499 4.32G 0.01088 0.0095 0.003571 78 640: 23%|##2 | 38/168 [00:07<00:24, 5.24it/s]
108/499 4.32G 0.01088 0.0095 0.003571 78 640: 23%|##3 | 39/168 [00:07<00:24, 5.31it/s]
108/499 4.32G 0.01086 0.009531 0.003611 78 640: 23%|##3 | 39/168 [00:07<00:24, 5.31it/s]
108/499 4.32G 0.01086 0.009531 0.003611 78 640: 24%|##3 | 40/168 [00:07<00:24, 5.14it/s]
108/499 4.32G 0.01089 0.009569 0.003595 67 640: 24%|##3 | 40/168 [00:07<00:24, 5.14it/s]
108/499 4.32G 0.01089 0.009569 0.003595 67 640: 24%|##4 | 41/168 [00:07<00:24, 5.24it/s]
108/499 4.32G 0.0109 0.009542 0.003718 66 640: 24%|##4 | 41/168 [00:08<00:24, 5.24it/s]
108/499 4.32G 0.0109 0.009542 0.003718 66 640: 25%|##5 | 42/168 [00:08<00:23, 5.30it/s]
108/499 4.32G 0.01085 0.009521 0.003679 75 640: 25%|##5 | 42/168 [00:08<00:23, 5.30it/s]
108/499 4.32G 0.01085 0.009521 0.003679 75 640: 26%|##5 | 43/168 [00:08<00:24, 5.12it/s]
108/499 4.32G 0.01083 0.009507 0.003668 66 640: 26%|##5 | 43/168 [00:08<00:24, 5.12it/s]
108/499 4.32G 0.01083 0.009507 0.003668 66 640: 26%|##6 | 44/168 [00:08<00:23, 5.19it/s]
108/499 4.32G 0.01088 0.009518 0.003712 58 640: 26%|##6 | 44/168 [00:08<00:23, 5.19it/s]
108/499 4.32G 0.01088 0.009518 0.003712 58 640: 27%|##6 | 45/168 [00:08<00:23, 5.25it/s]
108/499 4.32G 0.01088 0.009479 0.00379 47 640: 27%|##6 | 45/168 [00:08<00:23, 5.25it/s]
108/499 4.32G 0.01088 0.009479 0.00379 47 640: 27%|##7 | 46/168 [00:08<00:23, 5.13it/s]
108/499 4.32G 0.01085 0.009457 0.003738 64 640: 27%|##7 | 46/168 [00:09<00:23, 5.13it/s]
108/499 4.32G 0.01085 0.009457 0.003738 64 640: 28%|##7 | 47/168 [00:09<00:23, 5.19it/s]
108/499 4.32G 0.01083 0.009481 0.003731 82 640: 28%|##7 | 47/168 [00:09<00:23, 5.19it/s]
108/499 4.32G 0.01083 0.009481 0.003731 82 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s]
108/499 4.32G 0.01082 0.009493 0.003692 72 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s]
108/499 4.32G 0.01082 0.009493 0.003692 72 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s]
108/499 4.32G 0.01079 0.009471 0.003661 70 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s]
108/499 4.32G 0.01079 0.009471 0.003661 70 640: 30%|##9 | 50/168 [00:09<00:22, 5.26it/s]
108/499 4.32G 0.01078 0.009445 0.003684 57 640: 30%|##9 | 50/168 [00:09<00:22, 5.26it/s]
108/499 4.32G 0.01078 0.009445 0.003684 57 640: 30%|### | 51/168 [00:09<00:21, 5.32it/s]
108/499 4.32G 0.01078 0.009486 0.003701 73 640: 30%|### | 51/168 [00:10<00:21, 5.32it/s]
108/499 4.32G 0.01078 0.009486 0.003701 73 640: 31%|### | 52/168 [00:10<00:22, 5.14it/s]
108/499 4.32G 0.01081 0.009446 0.00371 55 640: 31%|### | 52/168 [00:10<00:22, 5.14it/s]
108/499 4.32G 0.01081 0.009446 0.00371 55 640: 32%|###1 | 53/168 [00:10<00:21, 5.24it/s]
108/499 4.32G 0.0108 0.00946 0.003712 69 640: 32%|###1 | 53/168 [00:10<00:21, 5.24it/s]
108/499 4.32G 0.0108 0.00946 0.003712 69 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s]
108/499 4.32G 0.01079 0.009475 0.003703 64 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s]
108/499 4.32G 0.01079 0.009475 0.003703 64 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s]
108/499 4.32G 0.01079 0.009483 0.003695 69 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s]
108/499 4.32G 0.01079 0.009483 0.003695 69 640: 33%|###3 | 56/168 [00:10<00:21, 5.23it/s]
108/499 4.32G 0.0108 0.009478 0.003749 55 640: 33%|###3 | 56/168 [00:10<00:21, 5.23it/s]
108/499 4.32G 0.0108 0.009478 0.003749 55 640: 34%|###3 | 57/168 [00:10<00:21, 5.28it/s]
108/499 4.32G 0.01078 0.009495 0.003736 78 640: 34%|###3 | 57/168 [00:11<00:21, 5.28it/s]
108/499 4.32G 0.01078 0.009495 0.003736 78 640: 35%|###4 | 58/168 [00:11<00:21, 5.16it/s]
108/499 4.32G 0.01077 0.00951 0.003739 80 640: 35%|###4 | 58/168 [00:11<00:21, 5.16it/s]
108/499 4.32G 0.01077 0.00951 0.003739 80 640: 35%|###5 | 59/168 [00:11<00:21, 5.17it/s]
108/499 4.32G 0.01076 0.009538 0.00375 84 640: 35%|###5 | 59/168 [00:11<00:21, 5.17it/s]
108/499 4.32G 0.01076 0.009538 0.00375 84 640: 36%|###5 | 60/168 [00:11<00:20, 5.27it/s]
108/499 4.32G 0.01075 0.009517 0.003749 64 640: 36%|###5 | 60/168 [00:11<00:20, 5.27it/s]
108/499 4.32G 0.01075 0.009517 0.003749 64 640: 36%|###6 | 61/168 [00:11<00:20, 5.11it/s]
108/499 4.32G 0.01073 0.009523 0.003742 79 640: 36%|###6 | 61/168 [00:11<00:20, 5.11it/s]
108/499 4.32G 0.01073 0.009523 0.003742 79 640: 37%|###6 | 62/168 [00:11<00:20, 5.21it/s]
108/499 4.32G 0.01074 0.009522 0.0037 61 640: 37%|###6 | 62/168 [00:12<00:20, 5.21it/s]
108/499 4.32G 0.01074 0.009522 0.0037 61 640: 38%|###7 | 63/168 [00:12<00:19, 5.28it/s]
108/499 4.32G 0.0107 0.009521 0.003713 76 640: 38%|###7 | 63/168 [00:12<00:19, 5.28it/s]
108/499 4.32G 0.0107 0.009521 0.003713 76 640: 38%|###8 | 64/168 [00:12<00:20, 5.15it/s]
108/499 4.32G 0.0107 0.009503 0.003707 65 640: 38%|###8 | 64/168 [00:12<00:20, 5.15it/s]
108/499 4.32G 0.0107 0.009503 0.003707 65 640: 39%|###8 | 65/168 [00:12<00:19, 5.22it/s]
108/499 4.32G 0.01071 0.009504 0.003688 65 640: 39%|###8 | 65/168 [00:12<00:19, 5.22it/s]
108/499 4.32G 0.01071 0.009504 0.003688 65 640: 39%|###9 | 66/168 [00:12<00:19, 5.29it/s]
108/499 4.32G 0.01073 0.009494 0.003706 61 640: 39%|###9 | 66/168 [00:12<00:19, 5.29it/s]
108/499 4.32G 0.01073 0.009494 0.003706 61 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s]
108/499 4.32G 0.0107 0.00951 0.003686 78 640: 40%|###9 | 67/168 [00:13<00:19, 5.17it/s]
108/499 4.32G 0.0107 0.00951 0.003686 78 640: 40%|#### | 68/168 [00:13<00:19, 5.24it/s]
108/499 4.32G 0.01071 0.009508 0.003677 70 640: 40%|#### | 68/168 [00:13<00:19, 5.24it/s]
108/499 4.32G 0.01071 0.009508 0.003677 70 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s]
108/499 4.32G 0.0107 0.009504 0.003695 81 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s]
108/499 4.32G 0.0107 0.009504 0.003695 81 640: 42%|####1 | 70/168 [00:13<00:19, 5.09it/s]
108/499 4.32G 0.01068 0.00947 0.003686 53 640: 42%|####1 | 70/168 [00:13<00:19, 5.09it/s]
108/499 4.32G 0.01068 0.00947 0.003686 53 640: 42%|####2 | 71/168 [00:13<00:18, 5.17it/s]
108/499 4.32G 0.01069 0.009472 0.003717 79 640: 42%|####2 | 71/168 [00:13<00:18, 5.17it/s]
108/499 4.32G 0.01069 0.009472 0.003717 79 640: 43%|####2 | 72/168 [00:13<00:18, 5.26it/s]
108/499 4.32G 0.01066 0.009477 0.003729 74 640: 43%|####2 | 72/168 [00:14<00:18, 5.26it/s]
108/499 4.32G 0.01066 0.009477 0.003729 74 640: 43%|####3 | 73/168 [00:14<00:18, 5.10it/s]
108/499 4.32G 0.01064 0.009472 0.003726 71 640: 43%|####3 | 73/168 [00:14<00:18, 5.10it/s]
108/499 4.32G 0.01064 0.009472 0.003726 71 640: 44%|####4 | 74/168 [00:14<00:18, 5.19it/s]
108/499 4.32G 0.01062 0.00947 0.003739 76 640: 44%|####4 | 74/168 [00:14<00:18, 5.19it/s]
108/499 4.32G 0.01062 0.00947 0.003739 76 640: 45%|####4 | 75/168 [00:14<00:17, 5.28it/s]
108/499 4.32G 0.01064 0.009483 0.003726 74 640: 45%|####4 | 75/168 [00:14<00:17, 5.28it/s]
108/499 4.32G 0.01064 0.009483 0.003726 74 640: 45%|####5 | 76/168 [00:14<00:17, 5.16it/s]
108/499 4.32G 0.01065 0.009514 0.003708 85 640: 45%|####5 | 76/168 [00:14<00:17, 5.16it/s]
108/499 4.32G 0.01065 0.009514 0.003708 85 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s]
108/499 4.32G 0.01064 0.009519 0.003716 74 640: 46%|####5 | 77/168 [00:15<00:17, 5.26it/s]
108/499 4.32G 0.01064 0.009519 0.003716 74 640: 46%|####6 | 78/168 [00:15<00:16, 5.31it/s]
108/499 4.32G 0.01065 0.00951 0.003744 58 640: 46%|####6 | 78/168 [00:15<00:16, 5.31it/s]
108/499 4.32G 0.01065 0.00951 0.003744 58 640: 47%|####7 | 79/168 [00:15<00:17, 5.18it/s]
108/499 4.32G 0.01064 0.009514 0.003723 71 640: 47%|####7 | 79/168 [00:15<00:17, 5.18it/s]
108/499 4.32G 0.01064 0.009514 0.003723 71 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s]
108/499 4.32G 0.01063 0.009489 0.003768 56 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s]
108/499 4.32G 0.01063 0.009489 0.003768 56 640: 48%|####8 | 81/168 [00:15<00:16, 5.31it/s]
108/499 4.32G 0.01065 0.009462 0.003736 57 640: 48%|####8 | 81/168 [00:15<00:16, 5.31it/s]
108/499 4.32G 0.01065 0.009462 0.003736 57 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s]
108/499 4.32G 0.01066 0.009509 0.003731 97 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s]
108/499 4.32G 0.01066 0.009509 0.003731 97 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s]
108/499 4.32G 0.01064 0.009511 0.00374 78 640: 49%|####9 | 83/168 [00:16<00:16, 5.27it/s]
108/499 4.32G 0.01064 0.009511 0.00374 78 640: 50%|##### | 84/168 [00:16<00:15, 5.31it/s]
108/499 4.32G 0.01064 0.009495 0.003734 67 640: 50%|##### | 84/168 [00:16<00:15, 5.31it/s]
108/499 4.32G 0.01064 0.009495 0.003734 67 640: 51%|##### | 85/168 [00:16<00:15, 5.19it/s]
108/499 4.32G 0.01069 0.009546 0.003736 78 640: 51%|##### | 85/168 [00:16<00:15, 5.19it/s]
108/499 4.32G 0.01069 0.009546 0.003736 78 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
108/499 4.32G 0.01071 0.009556 0.003724 66 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
108/499 4.32G 0.01071 0.009556 0.003724 66 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
108/499 4.32G 0.01073 0.009529 0.003706 45 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
108/499 4.32G 0.01073 0.009529 0.003706 45 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
108/499 4.32G 0.01072 0.009507 0.003679 55 640: 52%|#####2 | 88/168 [00:17<00:15, 5.19it/s]
108/499 4.32G 0.01072 0.009507 0.003679 55 640: 53%|#####2 | 89/168 [00:17<00:15, 5.23it/s]
108/499 4.32G 0.01071 0.009519 0.003704 95 640: 53%|#####2 | 89/168 [00:17<00:15, 5.23it/s]
108/499 4.32G 0.01071 0.009519 0.003704 95 640: 54%|#####3 | 90/168 [00:17<00:14, 5.29it/s]
108/499 4.32G 0.0107 0.009515 0.003699 79 640: 54%|#####3 | 90/168 [00:17<00:14, 5.29it/s]
108/499 4.32G 0.0107 0.009515 0.003699 79 640: 54%|#####4 | 91/168 [00:17<00:15, 5.12it/s]
108/499 4.32G 0.0107 0.009508 0.003696 61 640: 54%|#####4 | 91/168 [00:17<00:15, 5.12it/s]
108/499 4.32G 0.0107 0.009508 0.003696 61 640: 55%|#####4 | 92/168 [00:17<00:14, 5.23it/s]
108/499 4.32G 0.01069 0.009493 0.003708 65 640: 55%|#####4 | 92/168 [00:17<00:14, 5.23it/s]
108/499 4.32G 0.01069 0.009493 0.003708 65 640: 55%|#####5 | 93/168 [00:17<00:14, 5.29it/s]
108/499 4.32G 0.0107 0.009488 0.003704 75 640: 55%|#####5 | 93/168 [00:18<00:14, 5.29it/s]
108/499 4.32G 0.0107 0.009488 0.003704 75 640: 56%|#####5 | 94/168 [00:18<00:14, 5.08it/s]
108/499 4.32G 0.01068 0.009491 0.00373 79 640: 56%|#####5 | 94/168 [00:18<00:14, 5.08it/s]
108/499 4.32G 0.01068 0.009491 0.00373 79 640: 57%|#####6 | 95/168 [00:18<00:14, 5.20it/s]
108/499 4.32G 0.01068 0.00951 0.003708 80 640: 57%|#####6 | 95/168 [00:18<00:14, 5.20it/s]
108/499 4.32G 0.01068 0.00951 0.003708 80 640: 57%|#####7 | 96/168 [00:18<00:13, 5.28it/s]
108/499 4.32G 0.01068 0.009501 0.00376 62 640: 57%|#####7 | 96/168 [00:18<00:13, 5.28it/s]
108/499 4.32G 0.01068 0.009501 0.00376 62 640: 58%|#####7 | 97/168 [00:18<00:13, 5.14it/s]
108/499 4.32G 0.01069 0.009538 0.003742 82 640: 58%|#####7 | 97/168 [00:18<00:13, 5.14it/s]
108/499 4.32G 0.01069 0.009538 0.003742 82 640: 58%|#####8 | 98/168 [00:18<00:13, 5.25it/s]
108/499 4.32G 0.01068 0.009527 0.003722 62 640: 58%|#####8 | 98/168 [00:19<00:13, 5.25it/s]
108/499 4.32G 0.01068 0.009527 0.003722 62 640: 59%|#####8 | 99/168 [00:19<00:12, 5.33it/s]
108/499 4.32G 0.01068 0.009521 0.003718 63 640: 59%|#####8 | 99/168 [00:19<00:12, 5.33it/s]
108/499 4.32G 0.01068 0.009521 0.003718 63 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s]
108/499 4.32G 0.01066 0.009484 0.003721 57 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s]
108/499 4.32G 0.01066 0.009484 0.003721 57 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s]
108/499 4.32G 0.01066 0.009514 0.003734 85 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s]
108/499 4.32G 0.01066 0.009514 0.003734 85 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
108/499 4.32G 0.01066 0.009514 0.003747 71 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
108/499 4.32G 0.01066 0.009514 0.003747 71 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s]
108/499 4.32G 0.01065 0.009513 0.003753 71 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s]
108/499 4.32G 0.01065 0.009513 0.003753 71 640: 62%|######1 | 104/168 [00:19<00:12, 5.17it/s]
108/499 4.32G 0.01064 0.009523 0.003742 99 640: 62%|######1 | 104/168 [00:20<00:12, 5.17it/s]
108/499 4.32G 0.01064 0.009523 0.003742 99 640: 62%|######2 | 105/168 [00:20<00:11, 5.26it/s]
108/499 4.32G 0.01067 0.009529 0.003722 68 640: 62%|######2 | 105/168 [00:20<00:11, 5.26it/s]
108/499 4.32G 0.01067 0.009529 0.003722 68 640: 63%|######3 | 106/168 [00:20<00:12, 5.15it/s]
108/499 4.32G 0.01066 0.009512 0.003726 65 640: 63%|######3 | 106/168 [00:20<00:12, 5.15it/s]
108/499 4.32G 0.01066 0.009512 0.003726 65 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s]
108/499 4.32G 0.01065 0.009507 0.003718 64 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s]
108/499 4.32G 0.01065 0.009507 0.003718 64 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s]
108/499 4.32G 0.01065 0.009527 0.003719 67 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s]
108/499 4.32G 0.01065 0.009527 0.003719 67 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s]
108/499 4.32G 0.01066 0.009532 0.003747 71 640: 65%|######4 | 109/168 [00:21<00:11, 5.20it/s]
108/499 4.32G 0.01066 0.009532 0.003747 71 640: 65%|######5 | 110/168 [00:21<00:11, 5.27it/s]
108/499 4.32G 0.01067 0.009515 0.003745 55 640: 65%|######5 | 110/168 [00:21<00:11, 5.27it/s]
108/499 4.32G 0.01067 0.009515 0.003745 55 640: 66%|######6 | 111/168 [00:21<00:10, 5.30it/s]
108/499 4.32G 0.01068 0.009512 0.003737 70 640: 66%|######6 | 111/168 [00:21<00:10, 5.30it/s]
108/499 4.32G 0.01068 0.009512 0.003737 70 640: 67%|######6 | 112/168 [00:21<00:10, 5.16it/s]
108/499 4.32G 0.01068 0.009494 0.00376 55 640: 67%|######6 | 112/168 [00:21<00:10, 5.16it/s]
108/499 4.32G 0.01068 0.009494 0.00376 55 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s]
108/499 4.32G 0.01066 0.009493 0.003749 73 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s]
108/499 4.32G 0.01066 0.009493 0.003749 73 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s]
108/499 4.32G 0.01064 0.009491 0.003744 72 640: 68%|######7 | 114/168 [00:22<00:10, 5.34it/s]
108/499 4.32G 0.01064 0.009491 0.003744 72 640: 68%|######8 | 115/168 [00:22<00:10, 5.19it/s]
108/499 4.32G 0.01063 0.009469 0.003735 51 640: 68%|######8 | 115/168 [00:22<00:10, 5.19it/s]
108/499 4.32G 0.01063 0.009469 0.003735 51 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
108/499 4.32G 0.01063 0.009491 0.003729 86 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
108/499 4.32G 0.01063 0.009491 0.003729 86 640: 70%|######9 | 117/168 [00:22<00:09, 5.30it/s]
108/499 4.32G 0.01063 0.009508 0.003734 86 640: 70%|######9 | 117/168 [00:22<00:09, 5.30it/s]
108/499 4.32G 0.01063 0.009508 0.003734 86 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s]
108/499 4.32G 0.01064 0.009507 0.003715 69 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s]
108/499 4.32G 0.01064 0.009507 0.003715 69 640: 71%|####### | 119/168 [00:22<00:09, 5.24it/s]
108/499 4.32G 0.01065 0.009523 0.003705 71 640: 71%|####### | 119/168 [00:23<00:09, 5.24it/s]
108/499 4.32G 0.01065 0.009523 0.003705 71 640: 71%|#######1 | 120/168 [00:23<00:09, 5.31it/s]
108/499 4.32G 0.01065 0.009535 0.003696 73 640: 71%|#######1 | 120/168 [00:23<00:09, 5.31it/s]
108/499 4.32G 0.01065 0.009535 0.003696 73 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s]
108/499 4.32G 0.01065 0.009535 0.003699 74 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s]
108/499 4.32G 0.01065 0.009535 0.003699 74 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s]
108/499 4.32G 0.01066 0.009557 0.00371 96 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s]
108/499 4.32G 0.01066 0.009557 0.00371 96 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s]
108/499 4.32G 0.01066 0.009564 0.003736 78 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s]
108/499 4.32G 0.01066 0.009564 0.003736 78 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
108/499 4.32G 0.01066 0.009545 0.003747 50 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
108/499 4.32G 0.01066 0.009545 0.003747 50 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
108/499 4.32G 0.01065 0.009543 0.003745 65 640: 74%|#######4 | 125/168 [00:24<00:08, 5.30it/s]
108/499 4.32G 0.01065 0.009543 0.003745 65 640: 75%|#######5 | 126/168 [00:24<00:07, 5.36it/s]
108/499 4.32G 0.01065 0.009553 0.003744 75 640: 75%|#######5 | 126/168 [00:24<00:07, 5.36it/s]
108/499 4.32G 0.01065 0.009553 0.003744 75 640: 76%|#######5 | 127/168 [00:24<00:07, 5.22it/s]
108/499 4.32G 0.01065 0.009569 0.003753 85 640: 76%|#######5 | 127/168 [00:24<00:07, 5.22it/s]
108/499 4.32G 0.01065 0.009569 0.003753 85 640: 76%|#######6 | 128/168 [00:24<00:07, 5.31it/s]
108/499 4.32G 0.01066 0.009576 0.00375 70 640: 76%|#######6 | 128/168 [00:24<00:07, 5.31it/s]
108/499 4.32G 0.01066 0.009576 0.00375 70 640: 77%|#######6 | 129/168 [00:24<00:07, 5.36it/s]
108/499 4.32G 0.01067 0.009574 0.003769 69 640: 77%|#######6 | 129/168 [00:24<00:07, 5.36it/s]
108/499 4.32G 0.01067 0.009574 0.003769 69 640: 77%|#######7 | 130/168 [00:24<00:07, 5.23it/s]
108/499 4.32G 0.01066 0.009583 0.003772 81 640: 77%|#######7 | 130/168 [00:25<00:07, 5.23it/s]
108/499 4.32G 0.01066 0.009583 0.003772 81 640: 78%|#######7 | 131/168 [00:25<00:06, 5.30it/s]
108/499 4.32G 0.01066 0.00958 0.003774 74 640: 78%|#######7 | 131/168 [00:25<00:06, 5.30it/s]
108/499 4.32G 0.01066 0.00958 0.003774 74 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s]
108/499 4.32G 0.01066 0.009584 0.003789 76 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s]
108/499 4.32G 0.01066 0.009584 0.003789 76 640: 79%|#######9 | 133/168 [00:25<00:06, 5.12it/s]
108/499 4.32G 0.01066 0.009588 0.003788 73 640: 79%|#######9 | 133/168 [00:25<00:06, 5.12it/s]
108/499 4.32G 0.01066 0.009588 0.003788 73 640: 80%|#######9 | 134/168 [00:25<00:06, 5.22it/s]
108/499 4.32G 0.01065 0.009593 0.003789 73 640: 80%|#######9 | 134/168 [00:25<00:06, 5.22it/s]
108/499 4.32G 0.01065 0.009593 0.003789 73 640: 80%|######## | 135/168 [00:25<00:06, 5.28it/s]
108/499 4.32G 0.01066 0.009589 0.003782 73 640: 80%|######## | 135/168 [00:26<00:06, 5.28it/s]
108/499 4.32G 0.01066 0.009589 0.003782 73 640: 81%|######## | 136/168 [00:26<00:06, 5.16it/s]
108/499 4.32G 0.01066 0.009576 0.003767 65 640: 81%|######## | 136/168 [00:26<00:06, 5.16it/s]
108/499 4.32G 0.01066 0.009576 0.003767 65 640: 82%|########1 | 137/168 [00:26<00:05, 5.19it/s]
108/499 4.32G 0.01066 0.009572 0.003757 67 640: 82%|########1 | 137/168 [00:26<00:05, 5.19it/s]
108/499 4.32G 0.01066 0.009572 0.003757 67 640: 82%|########2 | 138/168 [00:26<00:05, 5.27it/s]
108/499 4.32G 0.01066 0.009577 0.003758 64 640: 82%|########2 | 138/168 [00:26<00:05, 5.27it/s]
108/499 4.32G 0.01066 0.009577 0.003758 64 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s]
108/499 4.32G 0.01065 0.009578 0.003742 70 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s]
108/499 4.32G 0.01065 0.009578 0.003742 70 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
108/499 4.32G 0.01065 0.009578 0.003734 73 640: 83%|########3 | 140/168 [00:27<00:05, 5.26it/s]
108/499 4.32G 0.01065 0.009578 0.003734 73 640: 84%|########3 | 141/168 [00:27<00:05, 5.29it/s]
108/499 4.32G 0.01066 0.009584 0.003747 64 640: 84%|########3 | 141/168 [00:27<00:05, 5.29it/s]
108/499 4.32G 0.01066 0.009584 0.003747 64 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s]
108/499 4.32G 0.01067 0.009587 0.003744 77 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s]
108/499 4.32G 0.01067 0.009587 0.003744 77 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s]
108/499 4.32G 0.01067 0.009592 0.003754 70 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s]
108/499 4.32G 0.01067 0.009592 0.003754 70 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s]
108/499 4.32G 0.01066 0.009569 0.003772 53 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s]
108/499 4.32G 0.01066 0.009569 0.003772 53 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s]
108/499 4.32G 0.01066 0.009585 0.003766 78 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s]
108/499 4.32G 0.01066 0.009585 0.003766 78 640: 87%|########6 | 146/168 [00:27<00:04, 5.26it/s]
108/499 4.32G 0.01067 0.009591 0.003774 74 640: 87%|########6 | 146/168 [00:28<00:04, 5.26it/s]
108/499 4.32G 0.01067 0.009591 0.003774 74 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s]
108/499 4.32G 0.01067 0.00958 0.00377 57 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s]
108/499 4.32G 0.01067 0.00958 0.00377 57 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s]
108/499 4.32G 0.01067 0.009582 0.003803 63 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s]
108/499 4.32G 0.01067 0.009582 0.003803 63 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
108/499 4.32G 0.01066 0.00957 0.003834 70 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
108/499 4.32G 0.01066 0.00957 0.003834 70 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s]
108/499 4.32G 0.01066 0.009577 0.003843 78 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s]
108/499 4.32G 0.01066 0.009577 0.003843 78 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s]
108/499 4.32G 0.01067 0.009576 0.003833 69 640: 90%|########9 | 151/168 [00:29<00:03, 5.20it/s]
108/499 4.32G 0.01067 0.009576 0.003833 69 640: 90%|######### | 152/168 [00:29<00:03, 5.25it/s]
108/499 4.32G 0.01067 0.00958 0.003849 76 640: 90%|######### | 152/168 [00:29<00:03, 5.25it/s]
108/499 4.32G 0.01067 0.00958 0.003849 76 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s]
108/499 4.32G 0.01067 0.009582 0.003832 64 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s]
108/499 4.32G 0.01067 0.009582 0.003832 64 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s]
108/499 4.32G 0.01067 0.009578 0.00383 60 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s]
108/499 4.32G 0.01067 0.009578 0.00383 60 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
108/499 4.32G 0.01067 0.009577 0.003826 65 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
108/499 4.32G 0.01067 0.009577 0.003826 65 640: 93%|#########2| 156/168 [00:29<00:02, 5.32it/s]
108/499 4.32G 0.01068 0.00958 0.003856 66 640: 93%|#########2| 156/168 [00:30<00:02, 5.32it/s]
108/499 4.32G 0.01068 0.00958 0.003856 66 640: 93%|#########3| 157/168 [00:30<00:02, 5.18it/s]
108/499 4.32G 0.01068 0.009582 0.003853 72 640: 93%|#########3| 157/168 [00:30<00:02, 5.18it/s]
108/499 4.32G 0.01068 0.009582 0.003853 72 640: 94%|#########4| 158/168 [00:30<00:01, 5.26it/s]
108/499 4.32G 0.01069 0.009595 0.003852 66 640: 94%|#########4| 158/168 [00:30<00:01, 5.26it/s]
108/499 4.32G 0.01069 0.009595 0.003852 66 640: 95%|#########4| 159/168 [00:30<00:01, 5.31it/s]
108/499 4.32G 0.01069 0.009581 0.003874 58 640: 95%|#########4| 159/168 [00:30<00:01, 5.31it/s]
108/499 4.32G 0.01069 0.009581 0.003874 58 640: 95%|#########5| 160/168 [00:30<00:01, 5.15it/s]
108/499 4.32G 0.01069 0.009583 0.003868 60 640: 95%|#########5| 160/168 [00:30<00:01, 5.15it/s]
108/499 4.32G 0.01069 0.009583 0.003868 60 640: 96%|#########5| 161/168 [00:30<00:01, 5.24it/s]
108/499 4.32G 0.0107 0.00957 0.003869 50 640: 96%|#########5| 161/168 [00:31<00:01, 5.24it/s]
108/499 4.32G 0.0107 0.00957 0.003869 50 640: 96%|#########6| 162/168 [00:31<00:01, 5.30it/s]
108/499 4.32G 0.01072 0.00958 0.00387 72 640: 96%|#########6| 162/168 [00:31<00:01, 5.30it/s]
108/499 4.32G 0.01072 0.00958 0.00387 72 640: 97%|#########7| 163/168 [00:31<00:00, 5.11it/s]
108/499 4.32G 0.01072 0.00956 0.003866 55 640: 97%|#########7| 163/168 [00:31<00:00, 5.11it/s]
108/499 4.32G 0.01072 0.00956 0.003866 55 640: 98%|#########7| 164/168 [00:31<00:00, 5.18it/s]
108/499 4.32G 0.01073 0.009559 0.003861 62 640: 98%|#########7| 164/168 [00:31<00:00, 5.18it/s]
108/499 4.32G 0.01073 0.009559 0.003861 62 640: 98%|#########8| 165/168 [00:31<00:00, 5.24it/s]
108/499 4.32G 0.01072 0.009563 0.003864 81 640: 98%|#########8| 165/168 [00:31<00:00, 5.24it/s]
108/499 4.32G 0.01072 0.009563 0.003864 81 640: 99%|#########8| 166/168 [00:31<00:00, 5.13it/s]
108/499 4.32G 0.01071 0.009564 0.003853 74 640: 99%|#########8| 166/168 [00:31<00:00, 5.13it/s]
108/499 4.32G 0.01071 0.009564 0.003853 74 640: 99%|#########9| 167/168 [00:31<00:00, 5.25it/s]
108/499 4.32G 0.01073 0.009575 0.003858 37 640: 99%|#########9| 167/168 [00:32<00:00, 5.25it/s]
108/499 4.32G 0.01073 0.009575 0.003858 37 640: 100%|##########| 168/168 [00:32<00:00, 5.44it/s]
108/499 4.32G 0.01073 0.009575 0.003858 37 640: 100%|##########| 168/168 [00:32<00:00, 5.23it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.92it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s]
all 132 263 0.821 0.87 0.874 0.754
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
109/499 4.32G 0.01084 0.008627 0.004801 60 640: 0%| | 0/168 [00:00<?, ?it/s]
109/499 4.32G 0.01084 0.008627 0.004801 60 640: 1%| | 1/168 [00:00<00:37, 4.50it/s]
109/499 4.32G 0.01065 0.008276 0.003028 53 640: 1%| | 1/168 [00:00<00:37, 4.50it/s]
109/499 4.32G 0.01065 0.008276 0.003028 53 640: 1%|1 | 2/168 [00:00<00:33, 5.02it/s]
109/499 4.32G 0.01117 0.008712 0.003205 63 640: 1%|1 | 2/168 [00:00<00:33, 5.02it/s]
109/499 4.32G 0.01117 0.008712 0.003205 63 640: 2%|1 | 3/168 [00:00<00:31, 5.26it/s]
109/499 4.32G 0.01209 0.009762 0.00347 78 640: 2%|1 | 3/168 [00:00<00:31, 5.26it/s]
109/499 4.32G 0.01209 0.009762 0.00347 78 640: 2%|2 | 4/168 [00:00<00:32, 5.11it/s]
109/499 4.32G 0.01205 0.009522 0.003856 57 640: 2%|2 | 4/168 [00:00<00:32, 5.11it/s]
109/499 4.32G 0.01205 0.009522 0.003856 57 640: 3%|2 | 5/168 [00:00<00:31, 5.25it/s]
109/499 4.32G 0.0118 0.009377 0.004238 62 640: 3%|2 | 5/168 [00:01<00:31, 5.25it/s]
109/499 4.32G 0.0118 0.009377 0.004238 62 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s]
109/499 4.32G 0.0119 0.009176 0.004131 53 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s]
109/499 4.32G 0.0119 0.009176 0.004131 53 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s]
109/499 4.32G 0.01175 0.009173 0.004224 63 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s]
109/499 4.32G 0.01175 0.009173 0.004224 63 640: 5%|4 | 8/168 [00:01<00:30, 5.28it/s]
109/499 4.32G 0.01162 0.009307 0.004147 77 640: 5%|4 | 8/168 [00:01<00:30, 5.28it/s]
109/499 4.32G 0.01162 0.009307 0.004147 77 640: 5%|5 | 9/168 [00:01<00:30, 5.30it/s]
109/499 4.32G 0.0115 0.009091 0.004116 53 640: 5%|5 | 9/168 [00:01<00:30, 5.30it/s]
109/499 4.32G 0.0115 0.009091 0.004116 53 640: 6%|5 | 10/168 [00:01<00:30, 5.17it/s]
109/499 4.32G 0.01144 0.009139 0.004095 77 640: 6%|5 | 10/168 [00:02<00:30, 5.17it/s]
109/499 4.32G 0.01144 0.009139 0.004095 77 640: 7%|6 | 11/168 [00:02<00:29, 5.26it/s]
109/499 4.32G 0.01143 0.009151 0.004091 61 640: 7%|6 | 11/168 [00:02<00:29, 5.26it/s]
109/499 4.32G 0.01143 0.009151 0.004091 61 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s]
109/499 4.32G 0.01119 0.009092 0.00424 61 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s]
109/499 4.32G 0.01119 0.009092 0.00424 61 640: 8%|7 | 13/168 [00:02<00:30, 5.13it/s]
109/499 4.32G 0.01114 0.009163 0.004054 74 640: 8%|7 | 13/168 [00:02<00:30, 5.13it/s]
109/499 4.32G 0.01114 0.009163 0.004054 74 640: 8%|8 | 14/168 [00:02<00:29, 5.21it/s]
109/499 4.32G 0.01121 0.009146 0.004145 62 640: 8%|8 | 14/168 [00:02<00:29, 5.21it/s]
109/499 4.32G 0.01121 0.009146 0.004145 62 640: 9%|8 | 15/168 [00:02<00:28, 5.29it/s]
109/499 4.32G 0.01118 0.009221 0.004021 70 640: 9%|8 | 15/168 [00:03<00:28, 5.29it/s]
109/499 4.32G 0.01118 0.009221 0.004021 70 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s]
109/499 4.32G 0.0111 0.009332 0.003969 80 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s]
109/499 4.32G 0.0111 0.009332 0.003969 80 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s]
109/499 4.32G 0.01111 0.009252 0.003921 56 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s]
109/499 4.32G 0.01111 0.009252 0.003921 56 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s]
109/499 4.32G 0.01112 0.009366 0.003964 79 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s]
109/499 4.32G 0.01112 0.009366 0.003964 79 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
109/499 4.32G 0.01112 0.009372 0.003953 61 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
109/499 4.32G 0.01112 0.009372 0.003953 61 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s]
109/499 4.32G 0.01101 0.009428 0.004048 88 640: 12%|#1 | 20/168 [00:04<00:28, 5.27it/s]
109/499 4.32G 0.01101 0.009428 0.004048 88 640: 12%|#2 | 21/168 [00:04<00:27, 5.27it/s]
109/499 4.32G 0.01106 0.009434 0.004039 59 640: 12%|#2 | 21/168 [00:04<00:27, 5.27it/s]
109/499 4.32G 0.01106 0.009434 0.004039 59 640: 13%|#3 | 22/168 [00:04<00:28, 5.15it/s]
109/499 4.32G 0.01097 0.00944 0.004116 69 640: 13%|#3 | 22/168 [00:04<00:28, 5.15it/s]
109/499 4.32G 0.01097 0.00944 0.004116 69 640: 14%|#3 | 23/168 [00:04<00:27, 5.23it/s]
109/499 4.32G 0.01095 0.009442 0.004089 69 640: 14%|#3 | 23/168 [00:04<00:27, 5.23it/s]
109/499 4.32G 0.01095 0.009442 0.004089 69 640: 14%|#4 | 24/168 [00:04<00:27, 5.29it/s]
109/499 4.32G 0.01092 0.009445 0.003988 61 640: 14%|#4 | 24/168 [00:04<00:27, 5.29it/s]
109/499 4.32G 0.01092 0.009445 0.003988 61 640: 15%|#4 | 25/168 [00:04<00:28, 5.09it/s]
109/499 4.32G 0.01093 0.009508 0.003973 79 640: 15%|#4 | 25/168 [00:04<00:28, 5.09it/s]
109/499 4.32G 0.01093 0.009508 0.003973 79 640: 15%|#5 | 26/168 [00:04<00:27, 5.20it/s]
109/499 4.32G 0.01094 0.009581 0.003953 81 640: 15%|#5 | 26/168 [00:05<00:27, 5.20it/s]
109/499 4.32G 0.01094 0.009581 0.003953 81 640: 16%|#6 | 27/168 [00:05<00:26, 5.27it/s]
109/499 4.32G 0.0109 0.009548 0.003897 56 640: 16%|#6 | 27/168 [00:05<00:26, 5.27it/s]
109/499 4.32G 0.0109 0.009548 0.003897 56 640: 17%|#6 | 28/168 [00:05<00:27, 5.14it/s]
109/499 4.32G 0.01092 0.009532 0.003933 68 640: 17%|#6 | 28/168 [00:05<00:27, 5.14it/s]
109/499 4.32G 0.01092 0.009532 0.003933 68 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s]
109/499 4.32G 0.01098 0.009527 0.00392 76 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s]
109/499 4.32G 0.01098 0.009527 0.00392 76 640: 18%|#7 | 30/168 [00:05<00:26, 5.31it/s]
109/499 4.32G 0.01099 0.009499 0.003856 68 640: 18%|#7 | 30/168 [00:05<00:26, 5.31it/s]
109/499 4.32G 0.01099 0.009499 0.003856 68 640: 18%|#8 | 31/168 [00:05<00:26, 5.16it/s]
109/499 4.32G 0.01102 0.009527 0.003877 71 640: 18%|#8 | 31/168 [00:06<00:26, 5.16it/s]
109/499 4.32G 0.01102 0.009527 0.003877 71 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s]
109/499 4.32G 0.01104 0.009509 0.003869 68 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s]
109/499 4.32G 0.01104 0.009509 0.003869 68 640: 20%|#9 | 33/168 [00:06<00:25, 5.31it/s]
109/499 4.32G 0.01101 0.009467 0.003864 69 640: 20%|#9 | 33/168 [00:06<00:25, 5.31it/s]
109/499 4.32G 0.01101 0.009467 0.003864 69 640: 20%|## | 34/168 [00:06<00:25, 5.16it/s]
109/499 4.32G 0.01098 0.009442 0.003858 65 640: 20%|## | 34/168 [00:06<00:25, 5.16it/s]
109/499 4.32G 0.01098 0.009442 0.003858 65 640: 21%|## | 35/168 [00:06<00:25, 5.24it/s]
109/499 4.32G 0.011 0.009517 0.003958 76 640: 21%|## | 35/168 [00:06<00:25, 5.24it/s]
109/499 4.32G 0.011 0.009517 0.003958 76 640: 21%|##1 | 36/168 [00:06<00:25, 5.27it/s]
109/499 4.32G 0.01094 0.009473 0.003991 73 640: 21%|##1 | 36/168 [00:07<00:25, 5.27it/s]
109/499 4.32G 0.01094 0.009473 0.003991 73 640: 22%|##2 | 37/168 [00:07<00:25, 5.08it/s]
109/499 4.32G 0.01093 0.00952 0.003967 73 640: 22%|##2 | 37/168 [00:07<00:25, 5.08it/s]
109/499 4.32G 0.01093 0.00952 0.003967 73 640: 23%|##2 | 38/168 [00:07<00:25, 5.14it/s]
109/499 4.32G 0.01095 0.009606 0.003946 98 640: 23%|##2 | 38/168 [00:07<00:25, 5.14it/s]
109/499 4.32G 0.01095 0.009606 0.003946 98 640: 23%|##3 | 39/168 [00:07<00:24, 5.23it/s]
109/499 4.32G 0.01096 0.00961 0.003929 66 640: 23%|##3 | 39/168 [00:07<00:24, 5.23it/s]
109/499 4.32G 0.01096 0.00961 0.003929 66 640: 24%|##3 | 40/168 [00:07<00:24, 5.12it/s]
109/499 4.32G 0.01096 0.00959 0.003935 69 640: 24%|##3 | 40/168 [00:07<00:24, 5.12it/s]
109/499 4.32G 0.01096 0.00959 0.003935 69 640: 24%|##4 | 41/168 [00:07<00:24, 5.23it/s]
109/499 4.32G 0.01096 0.009564 0.003925 56 640: 24%|##4 | 41/168 [00:08<00:24, 5.23it/s]
109/499 4.32G 0.01096 0.009564 0.003925 56 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s]
109/499 4.32G 0.01096 0.009574 0.003966 77 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s]
109/499 4.32G 0.01096 0.009574 0.003966 77 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s]
109/499 4.32G 0.01097 0.009598 0.004007 75 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s]
109/499 4.32G 0.01097 0.009598 0.004007 75 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s]
109/499 4.32G 0.01095 0.009607 0.004015 73 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s]
109/499 4.32G 0.01095 0.009607 0.004015 73 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s]
109/499 4.32G 0.01094 0.009573 0.00395 64 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s]
109/499 4.32G 0.01094 0.009573 0.00395 64 640: 27%|##7 | 46/168 [00:08<00:23, 5.16it/s]
109/499 4.32G 0.01092 0.009541 0.004038 63 640: 27%|##7 | 46/168 [00:09<00:23, 5.16it/s]
109/499 4.32G 0.01092 0.009541 0.004038 63 640: 28%|##7 | 47/168 [00:09<00:22, 5.26it/s]
109/499 4.32G 0.01092 0.009508 0.004009 60 640: 28%|##7 | 47/168 [00:09<00:22, 5.26it/s]
109/499 4.32G 0.01092 0.009508 0.004009 60 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s]
109/499 4.32G 0.01091 0.009514 0.004029 70 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s]
109/499 4.32G 0.01091 0.009514 0.004029 70 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
109/499 4.32G 0.0109 0.009484 0.004059 56 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
109/499 4.32G 0.0109 0.009484 0.004059 56 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
109/499 4.32G 0.01089 0.009505 0.004024 64 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
109/499 4.32G 0.01089 0.009505 0.004024 64 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
109/499 4.32G 0.01089 0.009525 0.003993 70 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
109/499 4.32G 0.01089 0.009525 0.003993 70 640: 31%|### | 52/168 [00:09<00:22, 5.17it/s]
109/499 4.32G 0.01093 0.009519 0.003959 70 640: 31%|### | 52/168 [00:10<00:22, 5.17it/s]
109/499 4.32G 0.01093 0.009519 0.003959 70 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
109/499 4.32G 0.01092 0.009519 0.003951 67 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
109/499 4.32G 0.01092 0.009519 0.003951 67 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s]
109/499 4.32G 0.0109 0.009547 0.003931 73 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s]
109/499 4.32G 0.0109 0.009547 0.003931 73 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
109/499 4.32G 0.01089 0.009533 0.003895 78 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
109/499 4.32G 0.01089 0.009533 0.003895 78 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s]
109/499 4.32G 0.01088 0.009541 0.003884 68 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s]
109/499 4.32G 0.01088 0.009541 0.003884 68 640: 34%|###3 | 57/168 [00:10<00:20, 5.31it/s]
109/499 4.32G 0.01087 0.009538 0.003841 63 640: 34%|###3 | 57/168 [00:11<00:20, 5.31it/s]
109/499 4.32G 0.01087 0.009538 0.003841 63 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s]
109/499 4.32G 0.01089 0.009545 0.003831 65 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s]
109/499 4.32G 0.01089 0.009545 0.003831 65 640: 35%|###5 | 59/168 [00:11<00:20, 5.25it/s]
109/499 4.32G 0.01089 0.009553 0.003893 66 640: 35%|###5 | 59/168 [00:11<00:20, 5.25it/s]
109/499 4.32G 0.01089 0.009553 0.003893 66 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
109/499 4.32G 0.01087 0.009546 0.003931 59 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
109/499 4.32G 0.01087 0.009546 0.003931 59 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
109/499 4.32G 0.01085 0.009527 0.003986 63 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
109/499 4.32G 0.01085 0.009527 0.003986 63 640: 37%|###6 | 62/168 [00:11<00:20, 5.19it/s]
109/499 4.32G 0.01087 0.009515 0.003957 60 640: 37%|###6 | 62/168 [00:12<00:20, 5.19it/s]
109/499 4.32G 0.01087 0.009515 0.003957 60 640: 38%|###7 | 63/168 [00:12<00:19, 5.26it/s]
109/499 4.32G 0.01085 0.009506 0.003942 77 640: 38%|###7 | 63/168 [00:12<00:19, 5.26it/s]
109/499 4.32G 0.01085 0.009506 0.003942 77 640: 38%|###8 | 64/168 [00:12<00:20, 5.13it/s]
109/499 4.32G 0.01084 0.009462 0.00392 53 640: 38%|###8 | 64/168 [00:12<00:20, 5.13it/s]
109/499 4.32G 0.01084 0.009462 0.00392 53 640: 39%|###8 | 65/168 [00:12<00:19, 5.18it/s]
109/499 4.32G 0.01082 0.009449 0.003936 69 640: 39%|###8 | 65/168 [00:12<00:19, 5.18it/s]
109/499 4.32G 0.01082 0.009449 0.003936 69 640: 39%|###9 | 66/168 [00:12<00:19, 5.21it/s]
109/499 4.32G 0.01082 0.00945 0.003936 79 640: 39%|###9 | 66/168 [00:12<00:19, 5.21it/s]
109/499 4.32G 0.01082 0.00945 0.003936 79 640: 40%|###9 | 67/168 [00:12<00:19, 5.09it/s]
109/499 4.32G 0.01082 0.009441 0.003978 63 640: 40%|###9 | 67/168 [00:13<00:19, 5.09it/s]
109/499 4.32G 0.01082 0.009441 0.003978 63 640: 40%|#### | 68/168 [00:13<00:19, 5.20it/s]
109/499 4.32G 0.01083 0.009434 0.004002 79 640: 40%|#### | 68/168 [00:13<00:19, 5.20it/s]
109/499 4.32G 0.01083 0.009434 0.004002 79 640: 41%|####1 | 69/168 [00:13<00:18, 5.26it/s]
109/499 4.32G 0.01082 0.009416 0.004035 55 640: 41%|####1 | 69/168 [00:13<00:18, 5.26it/s]
109/499 4.32G 0.01082 0.009416 0.004035 55 640: 42%|####1 | 70/168 [00:13<00:19, 5.06it/s]
109/499 4.32G 0.01079 0.009435 0.004047 76 640: 42%|####1 | 70/168 [00:13<00:19, 5.06it/s]
109/499 4.32G 0.01079 0.009435 0.004047 76 640: 42%|####2 | 71/168 [00:13<00:18, 5.16it/s]
109/499 4.32G 0.01081 0.009437 0.004037 62 640: 42%|####2 | 71/168 [00:13<00:18, 5.16it/s]
109/499 4.32G 0.01081 0.009437 0.004037 62 640: 43%|####2 | 72/168 [00:13<00:18, 5.26it/s]
109/499 4.32G 0.01082 0.009422 0.004027 62 640: 43%|####2 | 72/168 [00:13<00:18, 5.26it/s]
109/499 4.32G 0.01082 0.009422 0.004027 62 640: 43%|####3 | 73/168 [00:13<00:18, 5.12it/s]
109/499 4.32G 0.0108 0.009436 0.004 75 640: 43%|####3 | 73/168 [00:14<00:18, 5.12it/s]
109/499 4.32G 0.0108 0.009436 0.004 75 640: 44%|####4 | 74/168 [00:14<00:18, 5.21it/s]
109/499 4.32G 0.01079 0.009446 0.003984 73 640: 44%|####4 | 74/168 [00:14<00:18, 5.21it/s]
109/499 4.32G 0.01079 0.009446 0.003984 73 640: 45%|####4 | 75/168 [00:14<00:17, 5.30it/s]
109/499 4.32G 0.0108 0.009467 0.003979 75 640: 45%|####4 | 75/168 [00:14<00:17, 5.30it/s]
109/499 4.32G 0.0108 0.009467 0.003979 75 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s]
109/499 4.32G 0.0108 0.009463 0.003975 73 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s]
109/499 4.32G 0.0108 0.009463 0.003975 73 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s]
109/499 4.32G 0.01079 0.009489 0.003968 74 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s]
109/499 4.32G 0.01079 0.009489 0.003968 74 640: 46%|####6 | 78/168 [00:14<00:17, 5.27it/s]
109/499 4.32G 0.01079 0.009505 0.003995 72 640: 46%|####6 | 78/168 [00:15<00:17, 5.27it/s]
109/499 4.32G 0.01079 0.009505 0.003995 72 640: 47%|####7 | 79/168 [00:15<00:17, 5.14it/s]
109/499 4.32G 0.01077 0.009507 0.003974 78 640: 47%|####7 | 79/168 [00:15<00:17, 5.14it/s]
109/499 4.32G 0.01077 0.009507 0.003974 78 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s]
109/499 4.32G 0.01077 0.009487 0.004026 53 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s]
109/499 4.32G 0.01077 0.009487 0.004026 53 640: 48%|####8 | 81/168 [00:15<00:16, 5.21it/s]
109/499 4.32G 0.01078 0.009499 0.003994 71 640: 48%|####8 | 81/168 [00:15<00:16, 5.21it/s]
109/499 4.32G 0.01078 0.009499 0.003994 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.08it/s]
109/499 4.32G 0.01077 0.009491 0.00401 59 640: 49%|####8 | 82/168 [00:15<00:16, 5.08it/s]
109/499 4.32G 0.01077 0.009491 0.00401 59 640: 49%|####9 | 83/168 [00:15<00:16, 5.18it/s]
109/499 4.32G 0.01077 0.009492 0.004012 74 640: 49%|####9 | 83/168 [00:16<00:16, 5.18it/s]
109/499 4.32G 0.01077 0.009492 0.004012 74 640: 50%|##### | 84/168 [00:16<00:16, 5.24it/s]
109/499 4.32G 0.01075 0.009487 0.004054 71 640: 50%|##### | 84/168 [00:16<00:16, 5.24it/s]
109/499 4.32G 0.01075 0.009487 0.004054 71 640: 51%|##### | 85/168 [00:16<00:16, 5.13it/s]
109/499 4.32G 0.01076 0.009486 0.004043 65 640: 51%|##### | 85/168 [00:16<00:16, 5.13it/s]
109/499 4.32G 0.01076 0.009486 0.004043 65 640: 51%|#####1 | 86/168 [00:16<00:15, 5.22it/s]
109/499 4.32G 0.01077 0.009494 0.004056 71 640: 51%|#####1 | 86/168 [00:16<00:15, 5.22it/s]
109/499 4.32G 0.01077 0.009494 0.004056 71 640: 52%|#####1 | 87/168 [00:16<00:15, 5.27it/s]
109/499 4.32G 0.01077 0.009499 0.004047 74 640: 52%|#####1 | 87/168 [00:16<00:15, 5.27it/s]
109/499 4.32G 0.01077 0.009499 0.004047 74 640: 52%|#####2 | 88/168 [00:16<00:15, 5.16it/s]
109/499 4.32G 0.01075 0.009488 0.004028 72 640: 52%|#####2 | 88/168 [00:17<00:15, 5.16it/s]
109/499 4.32G 0.01075 0.009488 0.004028 72 640: 53%|#####2 | 89/168 [00:17<00:14, 5.27it/s]
109/499 4.32G 0.01076 0.009508 0.004073 74 640: 53%|#####2 | 89/168 [00:17<00:14, 5.27it/s]
109/499 4.32G 0.01076 0.009508 0.004073 74 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
109/499 4.32G 0.01076 0.009504 0.004077 69 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
109/499 4.32G 0.01076 0.009504 0.004077 69 640: 54%|#####4 | 91/168 [00:17<00:15, 5.13it/s]
109/499 4.32G 0.01074 0.009483 0.004053 64 640: 54%|#####4 | 91/168 [00:17<00:15, 5.13it/s]
109/499 4.32G 0.01074 0.009483 0.004053 64 640: 55%|#####4 | 92/168 [00:17<00:14, 5.17it/s]
109/499 4.32G 0.01073 0.00946 0.004076 64 640: 55%|#####4 | 92/168 [00:17<00:14, 5.17it/s]
109/499 4.32G 0.01073 0.00946 0.004076 64 640: 55%|#####5 | 93/168 [00:17<00:14, 5.24it/s]
109/499 4.32G 0.01072 0.009456 0.004084 79 640: 55%|#####5 | 93/168 [00:18<00:14, 5.24it/s]
109/499 4.32G 0.01072 0.009456 0.004084 79 640: 56%|#####5 | 94/168 [00:18<00:14, 5.12it/s]
109/499 4.32G 0.01071 0.009442 0.004072 62 640: 56%|#####5 | 94/168 [00:18<00:14, 5.12it/s]
109/499 4.32G 0.01071 0.009442 0.004072 62 640: 57%|#####6 | 95/168 [00:18<00:13, 5.22it/s]
109/499 4.32G 0.0107 0.009419 0.004043 47 640: 57%|#####6 | 95/168 [00:18<00:13, 5.22it/s]
109/499 4.32G 0.0107 0.009419 0.004043 47 640: 57%|#####7 | 96/168 [00:18<00:13, 5.30it/s]
109/499 4.32G 0.01069 0.009421 0.004048 78 640: 57%|#####7 | 96/168 [00:18<00:13, 5.30it/s]
109/499 4.32G 0.01069 0.009421 0.004048 78 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s]
109/499 4.32G 0.01068 0.009403 0.004032 69 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s]
109/499 4.32G 0.01068 0.009403 0.004032 69 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s]
109/499 4.32G 0.01067 0.009402 0.004027 67 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s]
109/499 4.32G 0.01067 0.009402 0.004027 67 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s]
109/499 4.32G 0.01067 0.009412 0.004009 80 640: 59%|#####8 | 99/168 [00:19<00:12, 5.33it/s]
109/499 4.32G 0.01067 0.009412 0.004009 80 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s]
109/499 4.32G 0.01067 0.009405 0.004001 66 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s]
109/499 4.32G 0.01067 0.009405 0.004001 66 640: 60%|###### | 101/168 [00:19<00:12, 5.25it/s]
109/499 4.32G 0.01067 0.009412 0.00399 76 640: 60%|###### | 101/168 [00:19<00:12, 5.25it/s]
109/499 4.32G 0.01067 0.009412 0.00399 76 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s]
109/499 4.32G 0.01068 0.009406 0.003973 52 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s]
109/499 4.32G 0.01068 0.009406 0.003973 52 640: 61%|######1 | 103/168 [00:19<00:12, 5.17it/s]
109/499 4.32G 0.0107 0.009406 0.003977 65 640: 61%|######1 | 103/168 [00:19<00:12, 5.17it/s]
109/499 4.32G 0.0107 0.009406 0.003977 65 640: 62%|######1 | 104/168 [00:19<00:12, 5.28it/s]
109/499 4.32G 0.0107 0.009417 0.003969 74 640: 62%|######1 | 104/168 [00:20<00:12, 5.28it/s]
109/499 4.32G 0.0107 0.009417 0.003969 74 640: 62%|######2 | 105/168 [00:20<00:11, 5.33it/s]
109/499 4.32G 0.01068 0.009393 0.003963 53 640: 62%|######2 | 105/168 [00:20<00:11, 5.33it/s]
109/499 4.32G 0.01068 0.009393 0.003963 53 640: 63%|######3 | 106/168 [00:20<00:11, 5.21it/s]
109/499 4.32G 0.01069 0.009418 0.003966 64 640: 63%|######3 | 106/168 [00:20<00:11, 5.21it/s]
109/499 4.32G 0.01069 0.009418 0.003966 64 640: 64%|######3 | 107/168 [00:20<00:11, 5.23it/s]
109/499 4.32G 0.01068 0.009412 0.003999 73 640: 64%|######3 | 107/168 [00:20<00:11, 5.23it/s]
109/499 4.32G 0.01068 0.009412 0.003999 73 640: 64%|######4 | 108/168 [00:20<00:11, 5.27it/s]
109/499 4.32G 0.01066 0.009394 0.003998 60 640: 64%|######4 | 108/168 [00:20<00:11, 5.27it/s]
109/499 4.32G 0.01066 0.009394 0.003998 60 640: 65%|######4 | 109/168 [00:20<00:11, 5.16it/s]
109/499 4.32G 0.01066 0.009393 0.003975 58 640: 65%|######4 | 109/168 [00:21<00:11, 5.16it/s]
109/499 4.32G 0.01066 0.009393 0.003975 58 640: 65%|######5 | 110/168 [00:21<00:11, 5.25it/s]
109/499 4.32G 0.01066 0.009399 0.003967 60 640: 65%|######5 | 110/168 [00:21<00:11, 5.25it/s]
109/499 4.32G 0.01066 0.009399 0.003967 60 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
109/499 4.32G 0.01065 0.00938 0.003963 60 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
109/499 4.32G 0.01065 0.00938 0.003963 60 640: 67%|######6 | 112/168 [00:21<00:10, 5.16it/s]
109/499 4.32G 0.01066 0.009379 0.003953 68 640: 67%|######6 | 112/168 [00:21<00:10, 5.16it/s]
109/499 4.32G 0.01066 0.009379 0.003953 68 640: 67%|######7 | 113/168 [00:21<00:10, 5.22it/s]
109/499 4.32G 0.01066 0.009391 0.004008 70 640: 67%|######7 | 113/168 [00:21<00:10, 5.22it/s]
109/499 4.32G 0.01066 0.009391 0.004008 70 640: 68%|######7 | 114/168 [00:21<00:10, 5.26it/s]
109/499 4.32G 0.01064 0.009375 0.003999 61 640: 68%|######7 | 114/168 [00:22<00:10, 5.26it/s]
109/499 4.32G 0.01064 0.009375 0.003999 61 640: 68%|######8 | 115/168 [00:22<00:10, 5.14it/s]
109/499 4.32G 0.01064 0.009365 0.004017 63 640: 68%|######8 | 115/168 [00:22<00:10, 5.14it/s]
109/499 4.32G 0.01064 0.009365 0.004017 63 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s]
109/499 4.32G 0.01065 0.009383 0.004018 75 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s]
109/499 4.32G 0.01065 0.009383 0.004018 75 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s]
109/499 4.32G 0.01067 0.009364 0.004035 44 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s]
109/499 4.32G 0.01067 0.009364 0.004035 44 640: 70%|####### | 118/168 [00:22<00:09, 5.17it/s]
109/499 4.32G 0.01068 0.009371 0.004059 65 640: 70%|####### | 118/168 [00:22<00:09, 5.17it/s]
109/499 4.32G 0.01068 0.009371 0.004059 65 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s]
109/499 4.32G 0.01068 0.009364 0.004038 70 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s]
109/499 4.32G 0.01068 0.009364 0.004038 70 640: 71%|#######1 | 120/168 [00:22<00:09, 5.32it/s]
109/499 4.32G 0.01071 0.009357 0.004082 57 640: 71%|#######1 | 120/168 [00:23<00:09, 5.32it/s]
109/499 4.32G 0.01071 0.009357 0.004082 57 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
109/499 4.32G 0.0107 0.009346 0.004063 59 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
109/499 4.32G 0.0107 0.009346 0.004063 59 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
109/499 4.32G 0.0107 0.009366 0.004051 80 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
109/499 4.32G 0.0107 0.009366 0.004051 80 640: 73%|#######3 | 123/168 [00:23<00:08, 5.27it/s]
109/499 4.32G 0.0107 0.009372 0.00405 67 640: 73%|#######3 | 123/168 [00:23<00:08, 5.27it/s]
109/499 4.32G 0.0107 0.009372 0.00405 67 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s]
109/499 4.32G 0.0107 0.009374 0.00405 81 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s]
109/499 4.32G 0.0107 0.009374 0.00405 81 640: 74%|#######4 | 125/168 [00:23<00:08, 5.25it/s]
109/499 4.32G 0.01071 0.009376 0.004042 76 640: 74%|#######4 | 125/168 [00:24<00:08, 5.25it/s]
109/499 4.32G 0.01071 0.009376 0.004042 76 640: 75%|#######5 | 126/168 [00:24<00:07, 5.31it/s]
109/499 4.32G 0.0107 0.009353 0.00408 56 640: 75%|#######5 | 126/168 [00:24<00:07, 5.31it/s]
109/499 4.32G 0.0107 0.009353 0.00408 56 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s]
109/499 4.32G 0.01071 0.009367 0.004081 74 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s]
109/499 4.32G 0.01071 0.009367 0.004081 74 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s]
109/499 4.32G 0.0107 0.009365 0.004069 63 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s]
109/499 4.32G 0.0107 0.009365 0.004069 63 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s]
109/499 4.32G 0.01071 0.009359 0.004064 55 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s]
109/499 4.32G 0.01071 0.009359 0.004064 55 640: 77%|#######7 | 130/168 [00:24<00:07, 5.19it/s]
109/499 4.32G 0.01071 0.009331 0.004057 51 640: 77%|#######7 | 130/168 [00:25<00:07, 5.19it/s]
109/499 4.32G 0.01071 0.009331 0.004057 51 640: 78%|#######7 | 131/168 [00:25<00:07, 5.26it/s]
109/499 4.32G 0.0107 0.009329 0.004059 68 640: 78%|#######7 | 131/168 [00:25<00:07, 5.26it/s]
109/499 4.32G 0.0107 0.009329 0.004059 68 640: 79%|#######8 | 132/168 [00:25<00:06, 5.30it/s]
109/499 4.32G 0.01068 0.009318 0.004065 65 640: 79%|#######8 | 132/168 [00:25<00:06, 5.30it/s]
109/499 4.32G 0.01068 0.009318 0.004065 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.16it/s]
109/499 4.32G 0.0107 0.009327 0.00406 58 640: 79%|#######9 | 133/168 [00:25<00:06, 5.16it/s]
109/499 4.32G 0.0107 0.009327 0.00406 58 640: 80%|#######9 | 134/168 [00:25<00:06, 5.24it/s]
109/499 4.32G 0.0107 0.009343 0.004055 77 640: 80%|#######9 | 134/168 [00:25<00:06, 5.24it/s]
109/499 4.32G 0.0107 0.009343 0.004055 77 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s]
109/499 4.32G 0.01071 0.009357 0.004051 73 640: 80%|######## | 135/168 [00:26<00:06, 5.33it/s]
109/499 4.32G 0.01071 0.009357 0.004051 73 640: 81%|######## | 136/168 [00:26<00:06, 5.18it/s]
109/499 4.32G 0.01071 0.009368 0.004044 77 640: 81%|######## | 136/168 [00:26<00:06, 5.18it/s]
109/499 4.32G 0.01071 0.009368 0.004044 77 640: 82%|########1 | 137/168 [00:26<00:05, 5.18it/s]
109/499 4.32G 0.01071 0.009406 0.004058 88 640: 82%|########1 | 137/168 [00:26<00:05, 5.18it/s]
109/499 4.32G 0.01071 0.009406 0.004058 88 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s]
109/499 4.32G 0.0107 0.009392 0.004038 53 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s]
109/499 4.32G 0.0107 0.009392 0.004038 53 640: 83%|########2 | 139/168 [00:26<00:05, 5.15it/s]
109/499 4.32G 0.01069 0.009381 0.00403 66 640: 83%|########2 | 139/168 [00:26<00:05, 5.15it/s]
109/499 4.32G 0.01069 0.009381 0.00403 66 640: 83%|########3 | 140/168 [00:26<00:05, 5.24it/s]
109/499 4.32G 0.0107 0.009386 0.004027 73 640: 83%|########3 | 140/168 [00:26<00:05, 5.24it/s]
109/499 4.32G 0.0107 0.009386 0.004027 73 640: 84%|########3 | 141/168 [00:26<00:05, 5.31it/s]
109/499 4.32G 0.0107 0.009376 0.004018 64 640: 84%|########3 | 141/168 [00:27<00:05, 5.31it/s]
109/499 4.32G 0.0107 0.009376 0.004018 64 640: 85%|########4 | 142/168 [00:27<00:05, 5.16it/s]
109/499 4.32G 0.0107 0.009373 0.004005 70 640: 85%|########4 | 142/168 [00:27<00:05, 5.16it/s]
109/499 4.32G 0.0107 0.009373 0.004005 70 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s]
109/499 4.32G 0.0107 0.009357 0.003981 47 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s]
109/499 4.32G 0.0107 0.009357 0.003981 47 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s]
109/499 4.32G 0.01071 0.009351 0.003979 55 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s]
109/499 4.32G 0.01071 0.009351 0.003979 55 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s]
109/499 4.32G 0.01072 0.009362 0.003969 68 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s]
109/499 4.32G 0.01072 0.009362 0.003969 68 640: 87%|########6 | 146/168 [00:27<00:04, 5.24it/s]
109/499 4.32G 0.01072 0.00936 0.003971 75 640: 87%|########6 | 146/168 [00:28<00:04, 5.24it/s]
109/499 4.32G 0.01072 0.00936 0.003971 75 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s]
109/499 4.32G 0.01074 0.009376 0.003957 79 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s]
109/499 4.32G 0.01074 0.009376 0.003957 79 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s]
109/499 4.32G 0.01075 0.009383 0.003939 59 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s]
109/499 4.32G 0.01075 0.009383 0.003939 59 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s]
109/499 4.32G 0.01075 0.009378 0.003936 60 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s]
109/499 4.32G 0.01075 0.009378 0.003936 60 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s]
109/499 4.32G 0.01075 0.009401 0.003924 85 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s]
109/499 4.32G 0.01075 0.009401 0.003924 85 640: 90%|########9 | 151/168 [00:28<00:03, 5.22it/s]
109/499 4.32G 0.01076 0.009392 0.003919 62 640: 90%|########9 | 151/168 [00:29<00:03, 5.22it/s]
109/499 4.32G 0.01076 0.009392 0.003919 62 640: 90%|######### | 152/168 [00:29<00:03, 5.31it/s]
109/499 4.32G 0.01075 0.009389 0.003919 74 640: 90%|######### | 152/168 [00:29<00:03, 5.31it/s]
109/499 4.32G 0.01075 0.009389 0.003919 74 640: 91%|#########1| 153/168 [00:29<00:02, 5.28it/s]
109/499 4.32G 0.01075 0.009395 0.003899 71 640: 91%|#########1| 153/168 [00:29<00:02, 5.28it/s]
109/499 4.32G 0.01075 0.009395 0.003899 71 640: 92%|#########1| 154/168 [00:29<00:02, 5.16it/s]
109/499 4.32G 0.01074 0.009385 0.003908 62 640: 92%|#########1| 154/168 [00:29<00:02, 5.16it/s]
109/499 4.32G 0.01074 0.009385 0.003908 62 640: 92%|#########2| 155/168 [00:29<00:02, 5.24it/s]
109/499 4.32G 0.01074 0.009399 0.003907 100 640: 92%|#########2| 155/168 [00:29<00:02, 5.24it/s]
109/499 4.32G 0.01074 0.009399 0.003907 100 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s]
109/499 4.32G 0.01073 0.009412 0.003907 80 640: 93%|#########2| 156/168 [00:30<00:02, 5.31it/s]
109/499 4.32G 0.01073 0.009412 0.003907 80 640: 93%|#########3| 157/168 [00:30<00:02, 5.18it/s]
109/499 4.32G 0.01073 0.00942 0.003901 79 640: 93%|#########3| 157/168 [00:30<00:02, 5.18it/s]
109/499 4.32G 0.01073 0.00942 0.003901 79 640: 94%|#########4| 158/168 [00:30<00:01, 5.23it/s]
109/499 4.32G 0.01073 0.009427 0.003899 78 640: 94%|#########4| 158/168 [00:30<00:01, 5.23it/s]
109/499 4.32G 0.01073 0.009427 0.003899 78 640: 95%|#########4| 159/168 [00:30<00:01, 5.30it/s]
109/499 4.32G 0.01073 0.009438 0.003889 78 640: 95%|#########4| 159/168 [00:30<00:01, 5.30it/s]
109/499 4.32G 0.01073 0.009438 0.003889 78 640: 95%|#########5| 160/168 [00:30<00:01, 5.08it/s]
109/499 4.32G 0.01073 0.009427 0.003887 58 640: 95%|#########5| 160/168 [00:30<00:01, 5.08it/s]
109/499 4.32G 0.01073 0.009427 0.003887 58 640: 96%|#########5| 161/168 [00:30<00:01, 5.17it/s]
109/499 4.32G 0.01074 0.009431 0.003916 71 640: 96%|#########5| 161/168 [00:30<00:01, 5.17it/s]
109/499 4.32G 0.01074 0.009431 0.003916 71 640: 96%|#########6| 162/168 [00:30<00:01, 5.28it/s]
109/499 4.32G 0.01074 0.00942 0.003908 63 640: 96%|#########6| 162/168 [00:31<00:01, 5.28it/s]
109/499 4.32G 0.01074 0.00942 0.003908 63 640: 97%|#########7| 163/168 [00:31<00:00, 5.15it/s]
109/499 4.32G 0.01074 0.009408 0.003916 60 640: 97%|#########7| 163/168 [00:31<00:00, 5.15it/s]
109/499 4.32G 0.01074 0.009408 0.003916 60 640: 98%|#########7| 164/168 [00:31<00:00, 5.22it/s]
109/499 4.32G 0.01073 0.009404 0.003921 66 640: 98%|#########7| 164/168 [00:31<00:00, 5.22it/s]
109/499 4.32G 0.01073 0.009404 0.003921 66 640: 98%|#########8| 165/168 [00:31<00:00, 5.23it/s]
109/499 4.32G 0.01073 0.009421 0.003922 90 640: 98%|#########8| 165/168 [00:31<00:00, 5.23it/s]
109/499 4.32G 0.01073 0.009421 0.003922 90 640: 99%|#########8| 166/168 [00:31<00:00, 5.13it/s]
109/499 4.32G 0.01074 0.009438 0.003906 82 640: 99%|#########8| 166/168 [00:31<00:00, 5.13it/s]
109/499 4.32G 0.01074 0.009438 0.003906 82 640: 99%|#########9| 167/168 [00:31<00:00, 5.22it/s]
109/499 4.32G 0.01073 0.009454 0.003933 35 640: 99%|#########9| 167/168 [00:32<00:00, 5.22it/s]
109/499 4.32G 0.01073 0.009454 0.003933 35 640: 100%|##########| 168/168 [00:32<00:00, 5.39it/s]
109/499 4.32G 0.01073 0.009454 0.003933 35 640: 100%|##########| 168/168 [00:32<00:00, 5.23it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.85it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.86it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.45it/s]
all 132 263 0.881 0.862 0.884 0.764
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
110/499 4.32G 0.01156 0.01263 0.002634 84 640: 0%| | 0/168 [00:00<?, ?it/s]
110/499 4.32G 0.01156 0.01263 0.002634 84 640: 1%| | 1/168 [00:00<00:33, 4.92it/s]
110/499 4.32G 0.0114 0.01111 0.004179 66 640: 1%| | 1/168 [00:00<00:33, 4.92it/s]
110/499 4.32G 0.0114 0.01111 0.004179 66 640: 1%|1 | 2/168 [00:00<00:31, 5.27it/s]
110/499 4.32G 0.01153 0.01113 0.004209 79 640: 1%|1 | 2/168 [00:00<00:31, 5.27it/s]
110/499 4.32G 0.01153 0.01113 0.004209 79 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s]
110/499 4.32G 0.01184 0.01056 0.004344 60 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s]
110/499 4.32G 0.01184 0.01056 0.004344 60 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s]
110/499 4.32G 0.01179 0.009967 0.003934 55 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s]
110/499 4.32G 0.01179 0.009967 0.003934 55 640: 3%|2 | 5/168 [00:00<00:30, 5.29it/s]
110/499 4.32G 0.01153 0.01008 0.004119 72 640: 3%|2 | 5/168 [00:01<00:30, 5.29it/s]
110/499 4.32G 0.01153 0.01008 0.004119 72 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s]
110/499 4.32G 0.01142 0.01014 0.003794 62 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s]
110/499 4.32G 0.01142 0.01014 0.003794 62 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s]
110/499 4.32G 0.01146 0.01001 0.00341 66 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s]
110/499 4.32G 0.01146 0.01001 0.00341 66 640: 5%|4 | 8/168 [00:01<00:30, 5.32it/s]
110/499 4.32G 0.01134 0.01009 0.003108 78 640: 5%|4 | 8/168 [00:01<00:30, 5.32it/s]
110/499 4.32G 0.01134 0.01009 0.003108 78 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s]
110/499 4.32G 0.01118 0.01006 0.003379 73 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s]
110/499 4.32G 0.01118 0.01006 0.003379 73 640: 6%|5 | 10/168 [00:01<00:30, 5.21it/s]
110/499 4.32G 0.0112 0.01003 0.003415 70 640: 6%|5 | 10/168 [00:02<00:30, 5.21it/s]
110/499 4.32G 0.0112 0.01003 0.003415 70 640: 7%|6 | 11/168 [00:02<00:29, 5.27it/s]
110/499 4.32G 0.01129 0.01027 0.003397 82 640: 7%|6 | 11/168 [00:02<00:29, 5.27it/s]
110/499 4.32G 0.01129 0.01027 0.003397 82 640: 7%|7 | 12/168 [00:02<00:29, 5.30it/s]
110/499 4.32G 0.01124 0.01015 0.003212 56 640: 7%|7 | 12/168 [00:02<00:29, 5.30it/s]
110/499 4.32G 0.01124 0.01015 0.003212 56 640: 8%|7 | 13/168 [00:02<00:29, 5.18it/s]
110/499 4.32G 0.01121 0.009988 0.00316 51 640: 8%|7 | 13/168 [00:02<00:29, 5.18it/s]
110/499 4.32G 0.01121 0.009988 0.00316 51 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s]
110/499 4.32G 0.01121 0.01003 0.003321 79 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s]
110/499 4.32G 0.01121 0.01003 0.003321 79 640: 9%|8 | 15/168 [00:02<00:28, 5.36it/s]
110/499 4.32G 0.01112 0.009874 0.003336 64 640: 9%|8 | 15/168 [00:03<00:28, 5.36it/s]
110/499 4.32G 0.01112 0.009874 0.003336 64 640: 10%|9 | 16/168 [00:03<00:29, 5.24it/s]
110/499 4.32G 0.01102 0.009745 0.003327 58 640: 10%|9 | 16/168 [00:03<00:29, 5.24it/s]
110/499 4.32G 0.01102 0.009745 0.003327 58 640: 10%|# | 17/168 [00:03<00:28, 5.33it/s]
110/499 4.32G 0.01094 0.009693 0.003458 63 640: 10%|# | 17/168 [00:03<00:28, 5.33it/s]
110/499 4.32G 0.01094 0.009693 0.003458 63 640: 11%|# | 18/168 [00:03<00:27, 5.38it/s]
110/499 4.32G 0.01092 0.009688 0.003541 79 640: 11%|# | 18/168 [00:03<00:27, 5.38it/s]
110/499 4.32G 0.01092 0.009688 0.003541 79 640: 11%|#1 | 19/168 [00:03<00:28, 5.23it/s]
110/499 4.32G 0.01087 0.009647 0.003621 68 640: 11%|#1 | 19/168 [00:03<00:28, 5.23it/s]
110/499 4.32G 0.01087 0.009647 0.003621 68 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
110/499 4.32G 0.01078 0.009543 0.003587 67 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
110/499 4.32G 0.01078 0.009543 0.003587 67 640: 12%|#2 | 21/168 [00:03<00:27, 5.37it/s]
110/499 4.32G 0.01072 0.009531 0.003638 73 640: 12%|#2 | 21/168 [00:04<00:27, 5.37it/s]
110/499 4.32G 0.01072 0.009531 0.003638 73 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s]
110/499 4.32G 0.0107 0.009448 0.003754 59 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s]
110/499 4.32G 0.0107 0.009448 0.003754 59 640: 14%|#3 | 23/168 [00:04<00:27, 5.30it/s]
110/499 4.32G 0.01069 0.009388 0.003813 61 640: 14%|#3 | 23/168 [00:04<00:27, 5.30it/s]
110/499 4.32G 0.01069 0.009388 0.003813 61 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s]
110/499 4.32G 0.0107 0.009292 0.003754 59 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s]
110/499 4.32G 0.0107 0.009292 0.003754 59 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
110/499 4.32G 0.01073 0.009295 0.003735 63 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
110/499 4.32G 0.01073 0.009295 0.003735 63 640: 15%|#5 | 26/168 [00:04<00:26, 5.30it/s]
110/499 4.32G 0.01068 0.0093 0.003777 67 640: 15%|#5 | 26/168 [00:05<00:26, 5.30it/s]
110/499 4.32G 0.01068 0.0093 0.003777 67 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s]
110/499 4.32G 0.01062 0.009276 0.003774 67 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s]
110/499 4.32G 0.01062 0.009276 0.003774 67 640: 17%|#6 | 28/168 [00:05<00:27, 5.15it/s]
110/499 4.32G 0.01066 0.009264 0.003719 60 640: 17%|#6 | 28/168 [00:05<00:27, 5.15it/s]
110/499 4.32G 0.01066 0.009264 0.003719 60 640: 17%|#7 | 29/168 [00:05<00:26, 5.18it/s]
110/499 4.32G 0.01068 0.00933 0.003704 87 640: 17%|#7 | 29/168 [00:05<00:26, 5.18it/s]
110/499 4.32G 0.01068 0.00933 0.003704 87 640: 18%|#7 | 30/168 [00:05<00:26, 5.24it/s]
110/499 4.32G 0.0107 0.00929 0.003817 60 640: 18%|#7 | 30/168 [00:05<00:26, 5.24it/s]
110/499 4.32G 0.0107 0.00929 0.003817 60 640: 18%|#8 | 31/168 [00:05<00:26, 5.14it/s]
110/499 4.32G 0.0107 0.009331 0.003767 83 640: 18%|#8 | 31/168 [00:06<00:26, 5.14it/s]
110/499 4.32G 0.0107 0.009331 0.003767 83 640: 19%|#9 | 32/168 [00:06<00:26, 5.22it/s]
110/499 4.32G 0.01065 0.009314 0.003776 82 640: 19%|#9 | 32/168 [00:06<00:26, 5.22it/s]
110/499 4.32G 0.01065 0.009314 0.003776 82 640: 20%|#9 | 33/168 [00:06<00:25, 5.31it/s]
110/499 4.32G 0.01065 0.009308 0.003839 74 640: 20%|#9 | 33/168 [00:06<00:25, 5.31it/s]
110/499 4.32G 0.01065 0.009308 0.003839 74 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s]
110/499 4.32G 0.01067 0.009386 0.003834 73 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s]
110/499 4.32G 0.01067 0.009386 0.003834 73 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s]
110/499 4.32G 0.01066 0.009419 0.003817 79 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s]
110/499 4.32G 0.01066 0.009419 0.003817 79 640: 21%|##1 | 36/168 [00:06<00:24, 5.35it/s]
110/499 4.32G 0.01062 0.009436 0.003848 86 640: 21%|##1 | 36/168 [00:07<00:24, 5.35it/s]
110/499 4.32G 0.01062 0.009436 0.003848 86 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s]
110/499 4.32G 0.01064 0.00944 0.003869 66 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s]
110/499 4.32G 0.01064 0.00944 0.003869 66 640: 23%|##2 | 38/168 [00:07<00:24, 5.21it/s]
110/499 4.32G 0.0106 0.009385 0.003782 52 640: 23%|##2 | 38/168 [00:07<00:24, 5.21it/s]
110/499 4.32G 0.0106 0.009385 0.003782 52 640: 23%|##3 | 39/168 [00:07<00:24, 5.27it/s]
110/499 4.32G 0.0106 0.009448 0.00384 92 640: 23%|##3 | 39/168 [00:07<00:24, 5.27it/s]
110/499 4.32G 0.0106 0.009448 0.00384 92 640: 24%|##3 | 40/168 [00:07<00:24, 5.15it/s]
110/499 4.32G 0.01057 0.009443 0.003832 75 640: 24%|##3 | 40/168 [00:07<00:24, 5.15it/s]
110/499 4.32G 0.01057 0.009443 0.003832 75 640: 24%|##4 | 41/168 [00:07<00:24, 5.21it/s]
110/499 4.32G 0.01056 0.009455 0.003799 74 640: 24%|##4 | 41/168 [00:07<00:24, 5.21it/s]
110/499 4.32G 0.01056 0.009455 0.003799 74 640: 25%|##5 | 42/168 [00:07<00:23, 5.29it/s]
110/499 4.32G 0.01054 0.00949 0.003737 73 640: 25%|##5 | 42/168 [00:08<00:23, 5.29it/s]
110/499 4.32G 0.01054 0.00949 0.003737 73 640: 26%|##5 | 43/168 [00:08<00:24, 5.14it/s]
110/499 4.32G 0.01055 0.009452 0.003689 62 640: 26%|##5 | 43/168 [00:08<00:24, 5.14it/s]
110/499 4.32G 0.01055 0.009452 0.003689 62 640: 26%|##6 | 44/168 [00:08<00:23, 5.23it/s]
110/499 4.32G 0.01053 0.00941 0.003691 61 640: 26%|##6 | 44/168 [00:08<00:23, 5.23it/s]
110/499 4.32G 0.01053 0.00941 0.003691 61 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s]
110/499 4.32G 0.01056 0.009426 0.003674 78 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s]
110/499 4.32G 0.01056 0.009426 0.003674 78 640: 27%|##7 | 46/168 [00:08<00:23, 5.16it/s]
110/499 4.32G 0.01053 0.009397 0.003705 61 640: 27%|##7 | 46/168 [00:08<00:23, 5.16it/s]
110/499 4.32G 0.01053 0.009397 0.003705 61 640: 28%|##7 | 47/168 [00:08<00:23, 5.22it/s]
110/499 4.32G 0.01053 0.009367 0.003716 60 640: 28%|##7 | 47/168 [00:09<00:23, 5.22it/s]
110/499 4.32G 0.01053 0.009367 0.003716 60 640: 29%|##8 | 48/168 [00:09<00:22, 5.28it/s]
110/499 4.32G 0.01054 0.009367 0.003768 68 640: 29%|##8 | 48/168 [00:09<00:22, 5.28it/s]
110/499 4.32G 0.01054 0.009367 0.003768 68 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
110/499 4.32G 0.01055 0.009303 0.003783 50 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
110/499 4.32G 0.01055 0.009303 0.003783 50 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
110/499 4.32G 0.01054 0.009289 0.003754 65 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
110/499 4.32G 0.01054 0.009289 0.003754 65 640: 30%|### | 51/168 [00:09<00:21, 5.32it/s]
110/499 4.32G 0.01056 0.009289 0.00378 83 640: 30%|### | 51/168 [00:09<00:21, 5.32it/s]
110/499 4.32G 0.01056 0.009289 0.00378 83 640: 31%|### | 52/168 [00:09<00:22, 5.16it/s]
110/499 4.32G 0.01056 0.009319 0.00375 75 640: 31%|### | 52/168 [00:10<00:22, 5.16it/s]
110/499 4.32G 0.01056 0.009319 0.00375 75 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
110/499 4.32G 0.01056 0.009349 0.003727 77 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
110/499 4.32G 0.01056 0.009349 0.003727 77 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s]
110/499 4.32G 0.01059 0.009318 0.003738 54 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s]
110/499 4.32G 0.01059 0.009318 0.003738 54 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s]
110/499 4.32G 0.01057 0.009324 0.003701 75 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s]
110/499 4.32G 0.01057 0.009324 0.003701 75 640: 33%|###3 | 56/168 [00:10<00:21, 5.14it/s]
110/499 4.32G 0.01057 0.009316 0.003693 70 640: 33%|###3 | 56/168 [00:10<00:21, 5.14it/s]
110/499 4.32G 0.01057 0.009316 0.003693 70 640: 34%|###3 | 57/168 [00:10<00:21, 5.24it/s]
110/499 4.32G 0.01055 0.009305 0.003677 74 640: 34%|###3 | 57/168 [00:11<00:21, 5.24it/s]
110/499 4.32G 0.01055 0.009305 0.003677 74 640: 35%|###4 | 58/168 [00:11<00:21, 5.09it/s]
110/499 4.32G 0.01053 0.009313 0.003666 77 640: 35%|###4 | 58/168 [00:11<00:21, 5.09it/s]
110/499 4.32G 0.01053 0.009313 0.003666 77 640: 35%|###5 | 59/168 [00:11<00:21, 5.18it/s]
110/499 4.32G 0.01051 0.009329 0.003636 66 640: 35%|###5 | 59/168 [00:11<00:21, 5.18it/s]
110/499 4.32G 0.01051 0.009329 0.003636 66 640: 36%|###5 | 60/168 [00:11<00:20, 5.26it/s]
110/499 4.32G 0.01054 0.00931 0.0036 53 640: 36%|###5 | 60/168 [00:11<00:20, 5.26it/s]
110/499 4.32G 0.01054 0.00931 0.0036 53 640: 36%|###6 | 61/168 [00:11<00:20, 5.11it/s]
110/499 4.32G 0.01052 0.009324 0.003564 65 640: 36%|###6 | 61/168 [00:11<00:20, 5.11it/s]
110/499 4.32G 0.01052 0.009324 0.003564 65 640: 37%|###6 | 62/168 [00:11<00:20, 5.16it/s]
110/499 4.32G 0.01052 0.009337 0.003595 70 640: 37%|###6 | 62/168 [00:12<00:20, 5.16it/s]
110/499 4.32G 0.01052 0.009337 0.003595 70 640: 38%|###7 | 63/168 [00:12<00:20, 5.23it/s]
110/499 4.32G 0.01054 0.009345 0.003695 82 640: 38%|###7 | 63/168 [00:12<00:20, 5.23it/s]
110/499 4.32G 0.01054 0.009345 0.003695 82 640: 38%|###8 | 64/168 [00:12<00:20, 5.11it/s]
110/499 4.32G 0.01054 0.009389 0.00367 80 640: 38%|###8 | 64/168 [00:12<00:20, 5.11it/s]
110/499 4.32G 0.01054 0.009389 0.00367 80 640: 39%|###8 | 65/168 [00:12<00:19, 5.20it/s]
110/499 4.32G 0.01053 0.009377 0.003666 67 640: 39%|###8 | 65/168 [00:12<00:19, 5.20it/s]
110/499 4.32G 0.01053 0.009377 0.003666 67 640: 39%|###9 | 66/168 [00:12<00:19, 5.24it/s]
110/499 4.32G 0.01051 0.009375 0.003691 68 640: 39%|###9 | 66/168 [00:12<00:19, 5.24it/s]
110/499 4.32G 0.01051 0.009375 0.003691 68 640: 40%|###9 | 67/168 [00:12<00:19, 5.14it/s]
110/499 4.32G 0.01054 0.009368 0.003689 70 640: 40%|###9 | 67/168 [00:12<00:19, 5.14it/s]
110/499 4.32G 0.01054 0.009368 0.003689 70 640: 40%|#### | 68/168 [00:12<00:19, 5.21it/s]
110/499 4.32G 0.01055 0.00939 0.00371 75 640: 40%|#### | 68/168 [00:13<00:19, 5.21it/s]
110/499 4.32G 0.01055 0.00939 0.00371 75 640: 41%|####1 | 69/168 [00:13<00:18, 5.27it/s]
110/499 4.32G 0.01056 0.009389 0.003691 64 640: 41%|####1 | 69/168 [00:13<00:18, 5.27it/s]
110/499 4.32G 0.01056 0.009389 0.003691 64 640: 42%|####1 | 70/168 [00:13<00:19, 5.04it/s]
110/499 4.32G 0.01057 0.00941 0.003733 80 640: 42%|####1 | 70/168 [00:13<00:19, 5.04it/s]
110/499 4.32G 0.01057 0.00941 0.003733 80 640: 42%|####2 | 71/168 [00:13<00:18, 5.12it/s]
110/499 4.32G 0.01058 0.009401 0.0037 61 640: 42%|####2 | 71/168 [00:13<00:18, 5.12it/s]
110/499 4.32G 0.01058 0.009401 0.0037 61 640: 43%|####2 | 72/168 [00:13<00:18, 5.13it/s]
110/499 4.32G 0.01058 0.009401 0.003683 70 640: 43%|####2 | 72/168 [00:13<00:18, 5.13it/s]
110/499 4.32G 0.01058 0.009401 0.003683 70 640: 43%|####3 | 73/168 [00:13<00:18, 5.05it/s]
110/499 4.32G 0.01056 0.009383 0.0037 64 640: 43%|####3 | 73/168 [00:14<00:18, 5.05it/s]
110/499 4.32G 0.01056 0.009383 0.0037 64 640: 44%|####4 | 74/168 [00:14<00:18, 5.18it/s]
110/499 4.32G 0.01058 0.009387 0.003753 67 640: 44%|####4 | 74/168 [00:14<00:18, 5.18it/s]
110/499 4.32G 0.01058 0.009387 0.003753 67 640: 45%|####4 | 75/168 [00:14<00:17, 5.27it/s]
110/499 4.32G 0.01059 0.009394 0.003775 59 640: 45%|####4 | 75/168 [00:14<00:17, 5.27it/s]
110/499 4.32G 0.01059 0.009394 0.003775 59 640: 45%|####5 | 76/168 [00:14<00:17, 5.15it/s]
110/499 4.32G 0.0106 0.009413 0.003735 65 640: 45%|####5 | 76/168 [00:14<00:17, 5.15it/s]
110/499 4.32G 0.0106 0.009413 0.003735 65 640: 46%|####5 | 77/168 [00:14<00:17, 5.22it/s]
110/499 4.32G 0.01062 0.009452 0.003746 74 640: 46%|####5 | 77/168 [00:14<00:17, 5.22it/s]
110/499 4.32G 0.01062 0.009452 0.003746 74 640: 46%|####6 | 78/168 [00:14<00:17, 5.25it/s]
110/499 4.32G 0.01062 0.009472 0.003742 81 640: 46%|####6 | 78/168 [00:15<00:17, 5.25it/s]
110/499 4.32G 0.01062 0.009472 0.003742 81 640: 47%|####7 | 79/168 [00:15<00:17, 5.15it/s]
110/499 4.32G 0.01063 0.009474 0.00373 62 640: 47%|####7 | 79/168 [00:15<00:17, 5.15it/s]
110/499 4.32G 0.01063 0.009474 0.00373 62 640: 48%|####7 | 80/168 [00:15<00:16, 5.25it/s]
110/499 4.32G 0.01062 0.009471 0.003706 60 640: 48%|####7 | 80/168 [00:15<00:16, 5.25it/s]
110/499 4.32G 0.01062 0.009471 0.003706 60 640: 48%|####8 | 81/168 [00:15<00:16, 5.30it/s]
110/499 4.32G 0.01064 0.009509 0.003698 77 640: 48%|####8 | 81/168 [00:15<00:16, 5.30it/s]
110/499 4.32G 0.01064 0.009509 0.003698 77 640: 49%|####8 | 82/168 [00:15<00:16, 5.10it/s]
110/499 4.32G 0.01065 0.009502 0.003678 65 640: 49%|####8 | 82/168 [00:15<00:16, 5.10it/s]
110/499 4.32G 0.01065 0.009502 0.003678 65 640: 49%|####9 | 83/168 [00:15<00:16, 5.20it/s]
110/499 4.32G 0.01066 0.009495 0.003687 65 640: 49%|####9 | 83/168 [00:16<00:16, 5.20it/s]
110/499 4.32G 0.01066 0.009495 0.003687 65 640: 50%|##### | 84/168 [00:16<00:15, 5.28it/s]
110/499 4.32G 0.01067 0.009496 0.003668 66 640: 50%|##### | 84/168 [00:16<00:15, 5.28it/s]
110/499 4.32G 0.01067 0.009496 0.003668 66 640: 51%|##### | 85/168 [00:16<00:16, 5.15it/s]
110/499 4.32G 0.01067 0.009506 0.003665 67 640: 51%|##### | 85/168 [00:16<00:16, 5.15it/s]
110/499 4.32G 0.01067 0.009506 0.003665 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.22it/s]
110/499 4.32G 0.01066 0.009514 0.003681 66 640: 51%|#####1 | 86/168 [00:16<00:15, 5.22it/s]
110/499 4.32G 0.01066 0.009514 0.003681 66 640: 52%|#####1 | 87/168 [00:16<00:15, 5.28it/s]
110/499 4.32G 0.01066 0.009531 0.003661 76 640: 52%|#####1 | 87/168 [00:16<00:15, 5.28it/s]
110/499 4.32G 0.01066 0.009531 0.003661 76 640: 52%|#####2 | 88/168 [00:16<00:15, 5.15it/s]
110/499 4.32G 0.01068 0.009524 0.003663 58 640: 52%|#####2 | 88/168 [00:17<00:15, 5.15it/s]
110/499 4.32G 0.01068 0.009524 0.003663 58 640: 53%|#####2 | 89/168 [00:17<00:15, 5.20it/s]
110/499 4.32G 0.01068 0.009543 0.003661 78 640: 53%|#####2 | 89/168 [00:17<00:15, 5.20it/s]
110/499 4.32G 0.01068 0.009543 0.003661 78 640: 54%|#####3 | 90/168 [00:17<00:14, 5.25it/s]
110/499 4.32G 0.01068 0.009571 0.003659 72 640: 54%|#####3 | 90/168 [00:17<00:14, 5.25it/s]
110/499 4.32G 0.01068 0.009571 0.003659 72 640: 54%|#####4 | 91/168 [00:17<00:14, 5.14it/s]
110/499 4.32G 0.01066 0.009571 0.003666 71 640: 54%|#####4 | 91/168 [00:17<00:14, 5.14it/s]
110/499 4.32G 0.01066 0.009571 0.003666 71 640: 55%|#####4 | 92/168 [00:17<00:14, 5.19it/s]
110/499 4.32G 0.01066 0.009593 0.003654 82 640: 55%|#####4 | 92/168 [00:17<00:14, 5.19it/s]
110/499 4.32G 0.01066 0.009593 0.003654 82 640: 55%|#####5 | 93/168 [00:17<00:14, 5.26it/s]
110/499 4.32G 0.01065 0.009578 0.003658 72 640: 55%|#####5 | 93/168 [00:17<00:14, 5.26it/s]
110/499 4.32G 0.01065 0.009578 0.003658 72 640: 56%|#####5 | 94/168 [00:17<00:14, 5.15it/s]
110/499 4.32G 0.01065 0.009583 0.003659 73 640: 56%|#####5 | 94/168 [00:18<00:14, 5.15it/s]
110/499 4.32G 0.01065 0.009583 0.003659 73 640: 57%|#####6 | 95/168 [00:18<00:14, 5.18it/s]
110/499 4.32G 0.01064 0.009589 0.003686 75 640: 57%|#####6 | 95/168 [00:18<00:14, 5.18it/s]
110/499 4.32G 0.01064 0.009589 0.003686 75 640: 57%|#####7 | 96/168 [00:18<00:13, 5.27it/s]
110/499 4.32G 0.01064 0.009587 0.003687 67 640: 57%|#####7 | 96/168 [00:18<00:13, 5.27it/s]
110/499 4.32G 0.01064 0.009587 0.003687 67 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s]
110/499 4.32G 0.01062 0.009577 0.003692 64 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s]
110/499 4.32G 0.01062 0.009577 0.003692 64 640: 58%|#####8 | 98/168 [00:18<00:13, 5.25it/s]
110/499 4.32G 0.01062 0.0096 0.003701 77 640: 58%|#####8 | 98/168 [00:18<00:13, 5.25it/s]
110/499 4.32G 0.01062 0.0096 0.003701 77 640: 59%|#####8 | 99/168 [00:18<00:13, 5.31it/s]
110/499 4.32G 0.01062 0.009616 0.003693 75 640: 59%|#####8 | 99/168 [00:19<00:13, 5.31it/s]
110/499 4.32G 0.01062 0.009616 0.003693 75 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s]
110/499 4.32G 0.01062 0.009631 0.003704 78 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s]
110/499 4.32G 0.01062 0.009631 0.003704 78 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s]
110/499 4.32G 0.01061 0.009633 0.003687 73 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s]
110/499 4.32G 0.01061 0.009633 0.003687 73 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
110/499 4.32G 0.01059 0.009599 0.003681 52 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
110/499 4.32G 0.01059 0.009599 0.003681 52 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s]
110/499 4.32G 0.01058 0.009592 0.003699 76 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s]
110/499 4.32G 0.01058 0.009592 0.003699 76 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s]
110/499 4.32G 0.01057 0.009594 0.003668 65 640: 62%|######1 | 104/168 [00:20<00:12, 5.27it/s]
110/499 4.32G 0.01057 0.009594 0.003668 65 640: 62%|######2 | 105/168 [00:20<00:11, 5.33it/s]
110/499 4.32G 0.01056 0.009595 0.003646 71 640: 62%|######2 | 105/168 [00:20<00:11, 5.33it/s]
110/499 4.32G 0.01056 0.009595 0.003646 71 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s]
110/499 4.32G 0.01056 0.009595 0.00364 70 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s]
110/499 4.32G 0.01056 0.009595 0.00364 70 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s]
110/499 4.32G 0.01056 0.009597 0.003657 63 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s]
110/499 4.32G 0.01056 0.009597 0.003657 63 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s]
110/499 4.32G 0.01055 0.00959 0.003663 59 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s]
110/499 4.32G 0.01055 0.00959 0.003663 59 640: 65%|######4 | 109/168 [00:20<00:11, 5.10it/s]
110/499 4.32G 0.01056 0.009577 0.003647 56 640: 65%|######4 | 109/168 [00:21<00:11, 5.10it/s]
110/499 4.32G 0.01056 0.009577 0.003647 56 640: 65%|######5 | 110/168 [00:21<00:11, 5.21it/s]
110/499 4.32G 0.01055 0.009583 0.003636 73 640: 65%|######5 | 110/168 [00:21<00:11, 5.21it/s]
110/499 4.32G 0.01055 0.009583 0.003636 73 640: 66%|######6 | 111/168 [00:21<00:10, 5.29it/s]
110/499 4.32G 0.01055 0.009584 0.003634 59 640: 66%|######6 | 111/168 [00:21<00:10, 5.29it/s]
110/499 4.32G 0.01055 0.009584 0.003634 59 640: 67%|######6 | 112/168 [00:21<00:11, 5.07it/s]
110/499 4.32G 0.01055 0.009574 0.003653 66 640: 67%|######6 | 112/168 [00:21<00:11, 5.07it/s]
110/499 4.32G 0.01055 0.009574 0.003653 66 640: 67%|######7 | 113/168 [00:21<00:10, 5.18it/s]
110/499 4.32G 0.01056 0.009599 0.003652 88 640: 67%|######7 | 113/168 [00:21<00:10, 5.18it/s]
110/499 4.32G 0.01056 0.009599 0.003652 88 640: 68%|######7 | 114/168 [00:21<00:10, 5.27it/s]
110/499 4.32G 0.01056 0.009581 0.003639 57 640: 68%|######7 | 114/168 [00:22<00:10, 5.27it/s]
110/499 4.32G 0.01056 0.009581 0.003639 57 640: 68%|######8 | 115/168 [00:22<00:10, 5.14it/s]
110/499 4.32G 0.01056 0.009574 0.003651 69 640: 68%|######8 | 115/168 [00:22<00:10, 5.14it/s]
110/499 4.32G 0.01056 0.009574 0.003651 69 640: 69%|######9 | 116/168 [00:22<00:09, 5.20it/s]
110/499 4.32G 0.01055 0.009552 0.003647 60 640: 69%|######9 | 116/168 [00:22<00:09, 5.20it/s]
110/499 4.32G 0.01055 0.009552 0.003647 60 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s]
110/499 4.32G 0.01055 0.009542 0.003635 64 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s]
110/499 4.32G 0.01055 0.009542 0.003635 64 640: 70%|####### | 118/168 [00:22<00:09, 5.15it/s]
110/499 4.32G 0.01055 0.009524 0.003654 52 640: 70%|####### | 118/168 [00:22<00:09, 5.15it/s]
110/499 4.32G 0.01055 0.009524 0.003654 52 640: 71%|####### | 119/168 [00:22<00:09, 5.21it/s]
110/499 4.32G 0.01055 0.009556 0.003652 75 640: 71%|####### | 119/168 [00:22<00:09, 5.21it/s]
110/499 4.32G 0.01055 0.009556 0.003652 75 640: 71%|#######1 | 120/168 [00:22<00:09, 5.29it/s]
110/499 4.32G 0.01054 0.009556 0.00366 72 640: 71%|#######1 | 120/168 [00:23<00:09, 5.29it/s]
110/499 4.32G 0.01054 0.009556 0.00366 72 640: 72%|#######2 | 121/168 [00:23<00:09, 5.15it/s]
110/499 4.32G 0.01054 0.009544 0.003678 65 640: 72%|#######2 | 121/168 [00:23<00:09, 5.15it/s]
110/499 4.32G 0.01054 0.009544 0.003678 65 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
110/499 4.32G 0.01055 0.009528 0.003667 52 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
110/499 4.32G 0.01055 0.009528 0.003667 52 640: 73%|#######3 | 123/168 [00:23<00:08, 5.28it/s]
110/499 4.32G 0.01054 0.009517 0.003669 53 640: 73%|#######3 | 123/168 [00:23<00:08, 5.28it/s]
110/499 4.32G 0.01054 0.009517 0.003669 53 640: 74%|#######3 | 124/168 [00:23<00:08, 5.14it/s]
110/499 4.32G 0.01054 0.009518 0.003668 71 640: 74%|#######3 | 124/168 [00:23<00:08, 5.14it/s]
110/499 4.32G 0.01054 0.009518 0.003668 71 640: 74%|#######4 | 125/168 [00:23<00:08, 5.19it/s]
110/499 4.32G 0.01054 0.009524 0.003689 76 640: 74%|#######4 | 125/168 [00:24<00:08, 5.19it/s]
110/499 4.32G 0.01054 0.009524 0.003689 76 640: 75%|#######5 | 126/168 [00:24<00:08, 5.24it/s]
110/499 4.32G 0.01054 0.009539 0.003693 78 640: 75%|#######5 | 126/168 [00:24<00:08, 5.24it/s]
110/499 4.32G 0.01054 0.009539 0.003693 78 640: 76%|#######5 | 127/168 [00:24<00:08, 5.12it/s]
110/499 4.32G 0.01053 0.009525 0.003685 66 640: 76%|#######5 | 127/168 [00:24<00:08, 5.12it/s]
110/499 4.32G 0.01053 0.009525 0.003685 66 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s]
110/499 4.32G 0.01054 0.009529 0.003668 65 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s]
110/499 4.32G 0.01054 0.009529 0.003668 65 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s]
110/499 4.32G 0.01053 0.009522 0.003644 56 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s]
110/499 4.32G 0.01053 0.009522 0.003644 56 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s]
110/499 4.32G 0.01053 0.009521 0.003625 68 640: 77%|#######7 | 130/168 [00:25<00:07, 5.17it/s]
110/499 4.32G 0.01053 0.009521 0.003625 68 640: 78%|#######7 | 131/168 [00:25<00:07, 5.23it/s]
110/499 4.32G 0.01052 0.009521 0.003615 70 640: 78%|#######7 | 131/168 [00:25<00:07, 5.23it/s]
110/499 4.32G 0.01052 0.009521 0.003615 70 640: 79%|#######8 | 132/168 [00:25<00:06, 5.27it/s]
110/499 4.32G 0.01054 0.009524 0.003615 81 640: 79%|#######8 | 132/168 [00:25<00:06, 5.27it/s]
110/499 4.32G 0.01054 0.009524 0.003615 81 640: 79%|#######9 | 133/168 [00:25<00:06, 5.16it/s]
110/499 4.32G 0.01055 0.009534 0.003623 67 640: 79%|#######9 | 133/168 [00:25<00:06, 5.16it/s]
110/499 4.32G 0.01055 0.009534 0.003623 67 640: 80%|#######9 | 134/168 [00:25<00:06, 5.22it/s]
110/499 4.32G 0.01055 0.00955 0.003612 83 640: 80%|#######9 | 134/168 [00:25<00:06, 5.22it/s]
110/499 4.32G 0.01055 0.00955 0.003612 83 640: 80%|######## | 135/168 [00:25<00:06, 5.27it/s]
110/499 4.32G 0.01055 0.009548 0.003618 65 640: 80%|######## | 135/168 [00:26<00:06, 5.27it/s]
110/499 4.32G 0.01055 0.009548 0.003618 65 640: 81%|######## | 136/168 [00:26<00:06, 5.10it/s]
110/499 4.32G 0.01054 0.009542 0.003614 63 640: 81%|######## | 136/168 [00:26<00:06, 5.10it/s]
110/499 4.32G 0.01054 0.009542 0.003614 63 640: 82%|########1 | 137/168 [00:26<00:05, 5.20it/s]
110/499 4.32G 0.01054 0.009533 0.003623 67 640: 82%|########1 | 137/168 [00:26<00:05, 5.20it/s]
110/499 4.32G 0.01054 0.009533 0.003623 67 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s]
110/499 4.32G 0.01053 0.009524 0.003611 58 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s]
110/499 4.32G 0.01053 0.009524 0.003611 58 640: 83%|########2 | 139/168 [00:26<00:05, 5.14it/s]
110/499 4.32G 0.01053 0.009503 0.003611 57 640: 83%|########2 | 139/168 [00:26<00:05, 5.14it/s]
110/499 4.32G 0.01053 0.009503 0.003611 57 640: 83%|########3 | 140/168 [00:26<00:05, 5.22it/s]
110/499 4.32G 0.01052 0.009499 0.003637 72 640: 83%|########3 | 140/168 [00:26<00:05, 5.22it/s]
110/499 4.32G 0.01052 0.009499 0.003637 72 640: 84%|########3 | 141/168 [00:26<00:05, 5.29it/s]
110/499 4.32G 0.01052 0.009506 0.003641 77 640: 84%|########3 | 141/168 [00:27<00:05, 5.29it/s]
110/499 4.32G 0.01052 0.009506 0.003641 77 640: 85%|########4 | 142/168 [00:27<00:05, 5.13it/s]
110/499 4.32G 0.01051 0.009504 0.00363 60 640: 85%|########4 | 142/168 [00:27<00:05, 5.13it/s]
110/499 4.32G 0.01051 0.009504 0.00363 60 640: 85%|########5 | 143/168 [00:27<00:04, 5.23it/s]
110/499 4.32G 0.01051 0.009519 0.003629 81 640: 85%|########5 | 143/168 [00:27<00:04, 5.23it/s]
110/499 4.32G 0.01051 0.009519 0.003629 81 640: 86%|########5 | 144/168 [00:27<00:04, 5.28it/s]
110/499 4.32G 0.01052 0.009531 0.003631 76 640: 86%|########5 | 144/168 [00:27<00:04, 5.28it/s]
110/499 4.32G 0.01052 0.009531 0.003631 76 640: 86%|########6 | 145/168 [00:27<00:04, 5.13it/s]
110/499 4.32G 0.01052 0.009532 0.003636 63 640: 86%|########6 | 145/168 [00:27<00:04, 5.13it/s]
110/499 4.32G 0.01052 0.009532 0.003636 63 640: 87%|########6 | 146/168 [00:27<00:04, 5.24it/s]
110/499 4.32G 0.01053 0.009516 0.003639 51 640: 87%|########6 | 146/168 [00:28<00:04, 5.24it/s]
110/499 4.32G 0.01053 0.009516 0.003639 51 640: 88%|########7 | 147/168 [00:28<00:03, 5.30it/s]
110/499 4.32G 0.01052 0.00951 0.003638 71 640: 88%|########7 | 147/168 [00:28<00:03, 5.30it/s]
110/499 4.32G 0.01052 0.00951 0.003638 71 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s]
110/499 4.32G 0.01054 0.009526 0.003632 72 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s]
110/499 4.32G 0.01054 0.009526 0.003632 72 640: 89%|########8 | 149/168 [00:28<00:03, 5.25it/s]
110/499 4.32G 0.01053 0.00953 0.003623 76 640: 89%|########8 | 149/168 [00:28<00:03, 5.25it/s]
110/499 4.32G 0.01053 0.00953 0.003623 76 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s]
110/499 4.32G 0.01054 0.009527 0.003606 60 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s]
110/499 4.32G 0.01054 0.009527 0.003606 60 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s]
110/499 4.32G 0.01054 0.009529 0.003615 60 640: 90%|########9 | 151/168 [00:29<00:03, 5.17it/s]
110/499 4.32G 0.01054 0.009529 0.003615 60 640: 90%|######### | 152/168 [00:29<00:03, 5.22it/s]
110/499 4.32G 0.01054 0.009516 0.003609 54 640: 90%|######### | 152/168 [00:29<00:03, 5.22it/s]
110/499 4.32G 0.01054 0.009516 0.003609 54 640: 91%|#########1| 153/168 [00:29<00:02, 5.27it/s]
110/499 4.32G 0.01055 0.009523 0.003613 68 640: 91%|#########1| 153/168 [00:29<00:02, 5.27it/s]
110/499 4.32G 0.01055 0.009523 0.003613 68 640: 92%|#########1| 154/168 [00:29<00:02, 5.15it/s]
110/499 4.32G 0.01055 0.009528 0.003624 74 640: 92%|#########1| 154/168 [00:29<00:02, 5.15it/s]
110/499 4.32G 0.01055 0.009528 0.003624 74 640: 92%|#########2| 155/168 [00:29<00:02, 5.25it/s]
110/499 4.32G 0.01055 0.00953 0.003625 86 640: 92%|#########2| 155/168 [00:29<00:02, 5.25it/s]
110/499 4.32G 0.01055 0.00953 0.003625 86 640: 93%|#########2| 156/168 [00:29<00:02, 5.32it/s]
110/499 4.32G 0.01055 0.009544 0.003629 78 640: 93%|#########2| 156/168 [00:30<00:02, 5.32it/s]
110/499 4.32G 0.01055 0.009544 0.003629 78 640: 93%|#########3| 157/168 [00:30<00:02, 5.17it/s]
110/499 4.32G 0.01055 0.009557 0.003621 84 640: 93%|#########3| 157/168 [00:30<00:02, 5.17it/s]
110/499 4.32G 0.01055 0.009557 0.003621 84 640: 94%|#########4| 158/168 [00:30<00:01, 5.22it/s]
110/499 4.32G 0.01056 0.009564 0.003623 73 640: 94%|#########4| 158/168 [00:30<00:01, 5.22it/s]
110/499 4.32G 0.01056 0.009564 0.003623 73 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s]
110/499 4.32G 0.01057 0.009553 0.003622 60 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s]
110/499 4.32G 0.01057 0.009553 0.003622 60 640: 95%|#########5| 160/168 [00:30<00:01, 5.13it/s]
110/499 4.32G 0.01056 0.009546 0.003612 59 640: 95%|#########5| 160/168 [00:30<00:01, 5.13it/s]
110/499 4.32G 0.01056 0.009546 0.003612 59 640: 96%|#########5| 161/168 [00:30<00:01, 5.25it/s]
110/499 4.32G 0.01057 0.009543 0.003608 69 640: 96%|#########5| 161/168 [00:31<00:01, 5.25it/s]
110/499 4.32G 0.01057 0.009543 0.003608 69 640: 96%|#########6| 162/168 [00:31<00:01, 5.30it/s]
110/499 4.32G 0.01058 0.009551 0.003602 71 640: 96%|#########6| 162/168 [00:31<00:01, 5.30it/s]
110/499 4.32G 0.01058 0.009551 0.003602 71 640: 97%|#########7| 163/168 [00:31<00:00, 5.16it/s]
110/499 4.32G 0.01059 0.009543 0.003591 57 640: 97%|#########7| 163/168 [00:31<00:00, 5.16it/s]
110/499 4.32G 0.01059 0.009543 0.003591 57 640: 98%|#########7| 164/168 [00:31<00:00, 5.26it/s]
110/499 4.32G 0.01059 0.009553 0.003623 69 640: 98%|#########7| 164/168 [00:31<00:00, 5.26it/s]
110/499 4.32G 0.01059 0.009553 0.003623 69 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s]
110/499 4.32G 0.01058 0.009557 0.003618 77 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s]
110/499 4.32G 0.01058 0.009557 0.003618 77 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s]
110/499 4.32G 0.01059 0.009549 0.003608 56 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s]
110/499 4.32G 0.01059 0.009549 0.003608 56 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s]
110/499 4.32G 0.01059 0.009559 0.003594 36 640: 99%|#########9| 167/168 [00:32<00:00, 5.27it/s]
110/499 4.32G 0.01059 0.009559 0.003594 36 640: 100%|##########| 168/168 [00:32<00:00, 5.41it/s]
110/499 4.32G 0.01059 0.009559 0.003594 36 640: 100%|##########| 168/168 [00:32<00:00, 5.23it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.80it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.88it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.86it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.44it/s]
all 132 263 0.858 0.855 0.875 0.747
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
111/499 4.32G 0.01036 0.01137 0.002822 82 640: 0%| | 0/168 [00:00<?, ?it/s]
111/499 4.32G 0.01036 0.01137 0.002822 82 640: 1%| | 1/168 [00:00<00:33, 4.95it/s]
111/499 4.32G 0.01082 0.01147 0.004828 86 640: 1%| | 1/168 [00:00<00:33, 4.95it/s]
111/499 4.32G 0.01082 0.01147 0.004828 86 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s]
111/499 4.32G 0.0107 0.01111 0.003734 62 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s]
111/499 4.32G 0.0107 0.01111 0.003734 62 640: 2%|1 | 3/168 [00:00<00:31, 5.29it/s]
111/499 4.32G 0.01149 0.01167 0.003737 78 640: 2%|1 | 3/168 [00:00<00:31, 5.29it/s]
111/499 4.32G 0.01149 0.01167 0.003737 78 640: 2%|2 | 4/168 [00:00<00:32, 5.10it/s]
111/499 4.32G 0.01162 0.01112 0.003481 65 640: 2%|2 | 4/168 [00:00<00:32, 5.10it/s]
111/499 4.32G 0.01162 0.01112 0.003481 65 640: 3%|2 | 5/168 [00:00<00:31, 5.24it/s]
111/499 4.32G 0.01151 0.01049 0.003663 61 640: 3%|2 | 5/168 [00:01<00:31, 5.24it/s]
111/499 4.32G 0.01151 0.01049 0.003663 61 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s]
111/499 4.32G 0.0115 0.01006 0.003596 48 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s]
111/499 4.32G 0.0115 0.01006 0.003596 48 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s]
111/499 4.32G 0.01148 0.009992 0.004173 70 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s]
111/499 4.32G 0.01148 0.009992 0.004173 70 640: 5%|4 | 8/168 [00:01<00:30, 5.25it/s]
111/499 4.32G 0.01131 0.009776 0.004188 60 640: 5%|4 | 8/168 [00:01<00:30, 5.25it/s]
111/499 4.32G 0.01131 0.009776 0.004188 60 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s]
111/499 4.32G 0.01134 0.009628 0.003865 59 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s]
111/499 4.32G 0.01134 0.009628 0.003865 59 640: 6%|5 | 10/168 [00:01<00:30, 5.19it/s]
111/499 4.32G 0.01119 0.009645 0.00381 67 640: 6%|5 | 10/168 [00:02<00:30, 5.19it/s]
111/499 4.32G 0.01119 0.009645 0.00381 67 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s]
111/499 4.32G 0.01113 0.00982 0.003895 79 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s]
111/499 4.32G 0.01113 0.00982 0.003895 79 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s]
111/499 4.32G 0.01115 0.009996 0.004131 76 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s]
111/499 4.32G 0.01115 0.009996 0.004131 76 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s]
111/499 4.32G 0.01115 0.01002 0.00416 69 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s]
111/499 4.32G 0.01115 0.01002 0.00416 69 640: 8%|8 | 14/168 [00:02<00:29, 5.25it/s]
111/499 4.32G 0.01108 0.009954 0.004075 66 640: 8%|8 | 14/168 [00:02<00:29, 5.25it/s]
111/499 4.32G 0.01108 0.009954 0.004075 66 640: 9%|8 | 15/168 [00:02<00:28, 5.32it/s]
111/499 4.32G 0.01099 0.009865 0.004021 67 640: 9%|8 | 15/168 [00:03<00:28, 5.32it/s]
111/499 4.32G 0.01099 0.009865 0.004021 67 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s]
111/499 4.32G 0.01104 0.009832 0.004008 62 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s]
111/499 4.32G 0.01104 0.009832 0.004008 62 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
111/499 4.32G 0.01117 0.009977 0.003943 72 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
111/499 4.32G 0.01117 0.009977 0.003943 72 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s]
111/499 4.32G 0.01105 0.009947 0.003827 71 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s]
111/499 4.32G 0.01105 0.009947 0.003827 71 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
111/499 4.32G 0.01099 0.01008 0.003755 88 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
111/499 4.32G 0.01099 0.01008 0.003755 88 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
111/499 4.32G 0.01101 0.009971 0.003771 62 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
111/499 4.32G 0.01101 0.009971 0.003771 62 640: 12%|#2 | 21/168 [00:03<00:27, 5.37it/s]
111/499 4.32G 0.011 0.00997 0.003757 69 640: 12%|#2 | 21/168 [00:04<00:27, 5.37it/s]
111/499 4.32G 0.011 0.00997 0.003757 69 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s]
111/499 4.32G 0.01095 0.009929 0.003696 65 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s]
111/499 4.32G 0.01095 0.009929 0.003696 65 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s]
111/499 4.32G 0.01091 0.00996 0.003694 80 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s]
111/499 4.32G 0.01091 0.00996 0.003694 80 640: 14%|#4 | 24/168 [00:04<00:26, 5.38it/s]
111/499 4.32G 0.01094 0.009912 0.003687 63 640: 14%|#4 | 24/168 [00:04<00:26, 5.38it/s]
111/499 4.32G 0.01094 0.009912 0.003687 63 640: 15%|#4 | 25/168 [00:04<00:27, 5.24it/s]
111/499 4.32G 0.01094 0.009872 0.003706 66 640: 15%|#4 | 25/168 [00:04<00:27, 5.24it/s]
111/499 4.32G 0.01094 0.009872 0.003706 66 640: 15%|#5 | 26/168 [00:04<00:26, 5.32it/s]
111/499 4.32G 0.01091 0.009802 0.003725 59 640: 15%|#5 | 26/168 [00:05<00:26, 5.32it/s]
111/499 4.32G 0.01091 0.009802 0.003725 59 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s]
111/499 4.32G 0.01088 0.009811 0.003675 78 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s]
111/499 4.32G 0.01088 0.009811 0.003675 78 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s]
111/499 4.32G 0.01088 0.00981 0.00364 76 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s]
111/499 4.32G 0.01088 0.00981 0.00364 76 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s]
111/499 4.32G 0.01081 0.009762 0.003686 73 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s]
111/499 4.32G 0.01081 0.009762 0.003686 73 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s]
111/499 4.32G 0.01085 0.009784 0.003715 67 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s]
111/499 4.32G 0.01085 0.009784 0.003715 67 640: 18%|#8 | 31/168 [00:05<00:26, 5.20it/s]
111/499 4.32G 0.01085 0.009828 0.003767 87 640: 18%|#8 | 31/168 [00:06<00:26, 5.20it/s]
111/499 4.32G 0.01085 0.009828 0.003767 87 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s]
111/499 4.32G 0.01093 0.009774 0.003768 62 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s]
111/499 4.32G 0.01093 0.009774 0.003768 62 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s]
111/499 4.32G 0.01091 0.009743 0.003791 73 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s]
111/499 4.32G 0.01091 0.009743 0.003791 73 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
111/499 4.32G 0.01091 0.009724 0.003727 59 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
111/499 4.32G 0.01091 0.009724 0.003727 59 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
111/499 4.32G 0.01087 0.009651 0.003683 56 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
111/499 4.32G 0.01087 0.009651 0.003683 56 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s]
111/499 4.32G 0.01084 0.009677 0.003659 83 640: 21%|##1 | 36/168 [00:07<00:24, 5.33it/s]
111/499 4.32G 0.01084 0.009677 0.003659 83 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s]
111/499 4.32G 0.01089 0.009617 0.003679 58 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s]
111/499 4.32G 0.01089 0.009617 0.003679 58 640: 23%|##2 | 38/168 [00:07<00:24, 5.23it/s]
111/499 4.32G 0.01089 0.009655 0.003705 76 640: 23%|##2 | 38/168 [00:07<00:24, 5.23it/s]
111/499 4.32G 0.01089 0.009655 0.003705 76 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s]
111/499 4.32G 0.01084 0.009645 0.003669 61 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s]
111/499 4.32G 0.01084 0.009645 0.003669 61 640: 24%|##3 | 40/168 [00:07<00:24, 5.18it/s]
111/499 4.32G 0.01084 0.009642 0.00364 73 640: 24%|##3 | 40/168 [00:07<00:24, 5.18it/s]
111/499 4.32G 0.01084 0.009642 0.00364 73 640: 24%|##4 | 41/168 [00:07<00:24, 5.27it/s]
111/499 4.32G 0.01083 0.009663 0.003578 76 640: 24%|##4 | 41/168 [00:07<00:24, 5.27it/s]
111/499 4.32G 0.01083 0.009663 0.003578 76 640: 25%|##5 | 42/168 [00:07<00:23, 5.32it/s]
111/499 4.32G 0.01082 0.009648 0.003717 61 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s]
111/499 4.32G 0.01082 0.009648 0.003717 61 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s]
111/499 4.32G 0.01082 0.009612 0.00377 57 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s]
111/499 4.32G 0.01082 0.009612 0.00377 57 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s]
111/499 4.32G 0.01079 0.009585 0.003703 55 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s]
111/499 4.32G 0.01079 0.009585 0.003703 55 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s]
111/499 4.32G 0.01077 0.00953 0.003718 61 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s]
111/499 4.32G 0.01077 0.00953 0.003718 61 640: 27%|##7 | 46/168 [00:08<00:23, 5.18it/s]
111/499 4.32G 0.01079 0.009554 0.003691 70 640: 27%|##7 | 46/168 [00:08<00:23, 5.18it/s]
111/499 4.32G 0.01079 0.009554 0.003691 70 640: 28%|##7 | 47/168 [00:08<00:22, 5.26it/s]
111/499 4.32G 0.01076 0.009548 0.00369 80 640: 28%|##7 | 47/168 [00:09<00:22, 5.26it/s]
111/499 4.32G 0.01076 0.009548 0.00369 80 640: 29%|##8 | 48/168 [00:09<00:22, 5.32it/s]
111/499 4.32G 0.01075 0.009562 0.0037 69 640: 29%|##8 | 48/168 [00:09<00:22, 5.32it/s]
111/499 4.32G 0.01075 0.009562 0.0037 69 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s]
111/499 4.32G 0.0108 0.00957 0.003716 68 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s]
111/499 4.32G 0.0108 0.00957 0.003716 68 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s]
111/499 4.32G 0.01075 0.009573 0.003699 66 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s]
111/499 4.32G 0.01075 0.009573 0.003699 66 640: 30%|### | 51/168 [00:09<00:22, 5.19it/s]
111/499 4.32G 0.01074 0.00957 0.003726 77 640: 30%|### | 51/168 [00:09<00:22, 5.19it/s]
111/499 4.32G 0.01074 0.00957 0.003726 77 640: 31%|### | 52/168 [00:09<00:22, 5.10it/s]
111/499 4.32G 0.01077 0.009565 0.003843 64 640: 31%|### | 52/168 [00:10<00:22, 5.10it/s]
111/499 4.32G 0.01077 0.009565 0.003843 64 640: 32%|###1 | 53/168 [00:10<00:22, 5.21it/s]
111/499 4.32G 0.01077 0.009564 0.003857 69 640: 32%|###1 | 53/168 [00:10<00:22, 5.21it/s]
111/499 4.32G 0.01077 0.009564 0.003857 69 640: 32%|###2 | 54/168 [00:10<00:21, 5.26it/s]
111/499 4.32G 0.01077 0.00953 0.003854 56 640: 32%|###2 | 54/168 [00:10<00:21, 5.26it/s]
111/499 4.32G 0.01077 0.00953 0.003854 56 640: 33%|###2 | 55/168 [00:10<00:21, 5.14it/s]
111/499 4.32G 0.01076 0.009521 0.003815 60 640: 33%|###2 | 55/168 [00:10<00:21, 5.14it/s]
111/499 4.32G 0.01076 0.009521 0.003815 60 640: 33%|###3 | 56/168 [00:10<00:21, 5.23it/s]
111/499 4.32G 0.01075 0.009568 0.003814 91 640: 33%|###3 | 56/168 [00:10<00:21, 5.23it/s]
111/499 4.32G 0.01075 0.009568 0.003814 91 640: 34%|###3 | 57/168 [00:10<00:20, 5.34it/s]
111/499 4.32G 0.01075 0.00953 0.003831 55 640: 34%|###3 | 57/168 [00:11<00:20, 5.34it/s]
111/499 4.32G 0.01075 0.00953 0.003831 55 640: 35%|###4 | 58/168 [00:11<00:21, 5.20it/s]
111/499 4.32G 0.01075 0.0095 0.003843 62 640: 35%|###4 | 58/168 [00:11<00:21, 5.20it/s]
111/499 4.32G 0.01075 0.0095 0.003843 62 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
111/499 4.32G 0.01074 0.009487 0.003856 63 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
111/499 4.32G 0.01074 0.009487 0.003856 63 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s]
111/499 4.32G 0.01072 0.009474 0.003905 73 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s]
111/499 4.32G 0.01072 0.009474 0.003905 73 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s]
111/499 4.32G 0.01073 0.009473 0.0039 60 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s]
111/499 4.32G 0.01073 0.009473 0.0039 60 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s]
111/499 4.32G 0.01072 0.009493 0.003932 75 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s]
111/499 4.32G 0.01072 0.009493 0.003932 75 640: 38%|###7 | 63/168 [00:11<00:19, 5.34it/s]
111/499 4.32G 0.01076 0.00949 0.003912 61 640: 38%|###7 | 63/168 [00:12<00:19, 5.34it/s]
111/499 4.32G 0.01076 0.00949 0.003912 61 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
111/499 4.32G 0.01076 0.009488 0.003946 65 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
111/499 4.32G 0.01076 0.009488 0.003946 65 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s]
111/499 4.32G 0.01077 0.00948 0.003952 61 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s]
111/499 4.32G 0.01077 0.00948 0.003952 61 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s]
111/499 4.32G 0.01078 0.009509 0.003913 78 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s]
111/499 4.32G 0.01078 0.009509 0.003913 78 640: 40%|###9 | 67/168 [00:12<00:19, 5.20it/s]
111/499 4.32G 0.01076 0.009516 0.003891 83 640: 40%|###9 | 67/168 [00:12<00:19, 5.20it/s]
111/499 4.32G 0.01076 0.009516 0.003891 83 640: 40%|#### | 68/168 [00:12<00:18, 5.30it/s]
111/499 4.32G 0.01075 0.009504 0.003891 65 640: 40%|#### | 68/168 [00:13<00:18, 5.30it/s]
111/499 4.32G 0.01075 0.009504 0.003891 65 640: 41%|####1 | 69/168 [00:13<00:18, 5.34it/s]
111/499 4.32G 0.01075 0.009522 0.00386 79 640: 41%|####1 | 69/168 [00:13<00:18, 5.34it/s]
111/499 4.32G 0.01075 0.009522 0.00386 79 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s]
111/499 4.32G 0.01078 0.009559 0.003875 77 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s]
111/499 4.32G 0.01078 0.009559 0.003875 77 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s]
111/499 4.32G 0.01079 0.009574 0.003858 76 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s]
111/499 4.32G 0.01079 0.009574 0.003858 76 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
111/499 4.32G 0.01079 0.009595 0.003894 72 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
111/499 4.32G 0.01079 0.009595 0.003894 72 640: 43%|####3 | 73/168 [00:13<00:18, 5.23it/s]
111/499 4.32G 0.01079 0.009581 0.003866 63 640: 43%|####3 | 73/168 [00:14<00:18, 5.23it/s]
111/499 4.32G 0.01079 0.009581 0.003866 63 640: 44%|####4 | 74/168 [00:14<00:17, 5.31it/s]
111/499 4.32G 0.0108 0.009592 0.003865 74 640: 44%|####4 | 74/168 [00:14<00:17, 5.31it/s]
111/499 4.32G 0.0108 0.009592 0.003865 74 640: 45%|####4 | 75/168 [00:14<00:17, 5.38it/s]
111/499 4.32G 0.01078 0.009613 0.003865 89 640: 45%|####4 | 75/168 [00:14<00:17, 5.38it/s]
111/499 4.32G 0.01078 0.009613 0.003865 89 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s]
111/499 4.32G 0.01076 0.009588 0.003856 61 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s]
111/499 4.32G 0.01076 0.009588 0.003856 61 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s]
111/499 4.32G 0.01076 0.009571 0.003871 72 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s]
111/499 4.32G 0.01076 0.009571 0.003871 72 640: 46%|####6 | 78/168 [00:14<00:16, 5.35it/s]
111/499 4.32G 0.01073 0.009582 0.003862 74 640: 46%|####6 | 78/168 [00:15<00:16, 5.35it/s]
111/499 4.32G 0.01073 0.009582 0.003862 74 640: 47%|####7 | 79/168 [00:15<00:17, 5.22it/s]
111/499 4.32G 0.01072 0.009566 0.003837 59 640: 47%|####7 | 79/168 [00:15<00:17, 5.22it/s]
111/499 4.32G 0.01072 0.009566 0.003837 59 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s]
111/499 4.32G 0.0107 0.009574 0.003834 73 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s]
111/499 4.32G 0.0107 0.009574 0.003834 73 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s]
111/499 4.32G 0.01071 0.009583 0.003811 58 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s]
111/499 4.32G 0.01071 0.009583 0.003811 58 640: 49%|####8 | 82/168 [00:15<00:16, 5.19it/s]
111/499 4.32G 0.01071 0.00957 0.003794 69 640: 49%|####8 | 82/168 [00:15<00:16, 5.19it/s]
111/499 4.32G 0.01071 0.00957 0.003794 69 640: 49%|####9 | 83/168 [00:15<00:16, 5.26it/s]
111/499 4.32G 0.01071 0.009567 0.003792 73 640: 49%|####9 | 83/168 [00:15<00:16, 5.26it/s]
111/499 4.32G 0.01071 0.009567 0.003792 73 640: 50%|##### | 84/168 [00:15<00:15, 5.30it/s]
111/499 4.32G 0.01072 0.009564 0.00378 72 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s]
111/499 4.32G 0.01072 0.009564 0.00378 72 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s]
111/499 4.32G 0.01072 0.009558 0.003776 79 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s]
111/499 4.32G 0.01072 0.009558 0.003776 79 640: 51%|#####1 | 86/168 [00:16<00:15, 5.23it/s]
111/499 4.32G 0.01075 0.009574 0.003758 61 640: 51%|#####1 | 86/168 [00:16<00:15, 5.23it/s]
111/499 4.32G 0.01075 0.009574 0.003758 61 640: 52%|#####1 | 87/168 [00:16<00:15, 5.29it/s]
111/499 4.32G 0.01074 0.009585 0.003739 71 640: 52%|#####1 | 87/168 [00:16<00:15, 5.29it/s]
111/499 4.32G 0.01074 0.009585 0.003739 71 640: 52%|#####2 | 88/168 [00:16<00:15, 5.14it/s]
111/499 4.32G 0.01074 0.00958 0.003725 55 640: 52%|#####2 | 88/168 [00:16<00:15, 5.14it/s]
111/499 4.32G 0.01074 0.00958 0.003725 55 640: 53%|#####2 | 89/168 [00:16<00:15, 5.24it/s]
111/499 4.32G 0.01072 0.009567 0.003742 75 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s]
111/499 4.32G 0.01072 0.009567 0.003742 75 640: 54%|#####3 | 90/168 [00:17<00:14, 5.29it/s]
111/499 4.32G 0.01072 0.009557 0.003754 57 640: 54%|#####3 | 90/168 [00:17<00:14, 5.29it/s]
111/499 4.32G 0.01072 0.009557 0.003754 57 640: 54%|#####4 | 91/168 [00:17<00:14, 5.18it/s]
111/499 4.32G 0.01071 0.009544 0.003787 61 640: 54%|#####4 | 91/168 [00:17<00:14, 5.18it/s]
111/499 4.32G 0.01071 0.009544 0.003787 61 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
111/499 4.32G 0.01072 0.00955 0.003822 55 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
111/499 4.32G 0.01072 0.00955 0.003822 55 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s]
111/499 4.32G 0.01072 0.009537 0.003819 67 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s]
111/499 4.32G 0.01072 0.009537 0.003819 67 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
111/499 4.32G 0.01074 0.009565 0.003838 80 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s]
111/499 4.32G 0.01074 0.009565 0.003838 80 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
111/499 4.32G 0.01074 0.009562 0.003866 71 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
111/499 4.32G 0.01074 0.009562 0.003866 71 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s]
111/499 4.32G 0.01075 0.009536 0.003845 47 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s]
111/499 4.32G 0.01075 0.009536 0.003845 47 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s]
111/499 4.32G 0.01077 0.009528 0.003819 63 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s]
111/499 4.32G 0.01077 0.009528 0.003819 63 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s]
111/499 4.32G 0.01077 0.009529 0.003793 64 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s]
111/499 4.32G 0.01077 0.009529 0.003793 64 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s]
111/499 4.32G 0.01076 0.009538 0.003767 59 640: 59%|#####8 | 99/168 [00:19<00:12, 5.33it/s]
111/499 4.32G 0.01076 0.009538 0.003767 59 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s]
111/499 4.32G 0.01074 0.009525 0.003764 67 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s]
111/499 4.32G 0.01074 0.009525 0.003764 67 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
111/499 4.32G 0.01073 0.009526 0.003742 61 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
111/499 4.32G 0.01073 0.009526 0.003742 61 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s]
111/499 4.32G 0.01076 0.009528 0.00374 65 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s]
111/499 4.32G 0.01076 0.009528 0.00374 65 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s]
111/499 4.32G 0.01076 0.009547 0.003753 78 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s]
111/499 4.32G 0.01076 0.009547 0.003753 78 640: 62%|######1 | 104/168 [00:19<00:12, 5.23it/s]
111/499 4.32G 0.01077 0.009567 0.003757 87 640: 62%|######1 | 104/168 [00:19<00:12, 5.23it/s]
111/499 4.32G 0.01077 0.009567 0.003757 87 640: 62%|######2 | 105/168 [00:19<00:11, 5.29it/s]
111/499 4.32G 0.01077 0.009568 0.003748 77 640: 62%|######2 | 105/168 [00:20<00:11, 5.29it/s]
111/499 4.32G 0.01077 0.009568 0.003748 77 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s]
111/499 4.32G 0.01076 0.009574 0.00373 70 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s]
111/499 4.32G 0.01076 0.009574 0.00373 70 640: 64%|######3 | 107/168 [00:20<00:11, 5.25it/s]
111/499 4.32G 0.01077 0.009566 0.003732 58 640: 64%|######3 | 107/168 [00:20<00:11, 5.25it/s]
111/499 4.32G 0.01077 0.009566 0.003732 58 640: 64%|######4 | 108/168 [00:20<00:11, 5.30it/s]
111/499 4.32G 0.01078 0.009606 0.003725 91 640: 64%|######4 | 108/168 [00:20<00:11, 5.30it/s]
111/499 4.32G 0.01078 0.009606 0.003725 91 640: 65%|######4 | 109/168 [00:20<00:11, 5.11it/s]
111/499 4.32G 0.01078 0.009585 0.003708 47 640: 65%|######4 | 109/168 [00:20<00:11, 5.11it/s]
111/499 4.32G 0.01078 0.009585 0.003708 47 640: 65%|######5 | 110/168 [00:20<00:11, 5.17it/s]
111/499 4.32G 0.01078 0.009569 0.003719 58 640: 65%|######5 | 110/168 [00:21<00:11, 5.17it/s]
111/499 4.32G 0.01078 0.009569 0.003719 58 640: 66%|######6 | 111/168 [00:21<00:10, 5.25it/s]
111/499 4.32G 0.01077 0.009569 0.003717 71 640: 66%|######6 | 111/168 [00:21<00:10, 5.25it/s]
111/499 4.32G 0.01077 0.009569 0.003717 71 640: 67%|######6 | 112/168 [00:21<00:10, 5.15it/s]
111/499 4.32G 0.01076 0.009543 0.003711 47 640: 67%|######6 | 112/168 [00:21<00:10, 5.15it/s]
111/499 4.32G 0.01076 0.009543 0.003711 47 640: 67%|######7 | 113/168 [00:21<00:10, 5.26it/s]
111/499 4.32G 0.01076 0.009551 0.003711 73 640: 67%|######7 | 113/168 [00:21<00:10, 5.26it/s]
111/499 4.32G 0.01076 0.009551 0.003711 73 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s]
111/499 4.32G 0.01075 0.009552 0.003699 73 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s]
111/499 4.32G 0.01075 0.009552 0.003699 73 640: 68%|######8 | 115/168 [00:21<00:10, 5.18it/s]
111/499 4.32G 0.01075 0.00955 0.00369 64 640: 68%|######8 | 115/168 [00:22<00:10, 5.18it/s]
111/499 4.32G 0.01075 0.00955 0.00369 64 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s]
111/499 4.32G 0.01075 0.009554 0.003688 75 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s]
111/499 4.32G 0.01075 0.009554 0.003688 75 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
111/499 4.32G 0.01075 0.009565 0.003707 69 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
111/499 4.32G 0.01075 0.009565 0.003707 69 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s]
111/499 4.32G 0.01075 0.009576 0.003714 74 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s]
111/499 4.32G 0.01075 0.009576 0.003714 74 640: 71%|####### | 119/168 [00:22<00:09, 5.25it/s]
111/499 4.32G 0.01075 0.009565 0.003726 75 640: 71%|####### | 119/168 [00:22<00:09, 5.25it/s]
111/499 4.32G 0.01075 0.009565 0.003726 75 640: 71%|#######1 | 120/168 [00:22<00:09, 5.27it/s]
111/499 4.32G 0.01075 0.009573 0.003721 82 640: 71%|#######1 | 120/168 [00:23<00:09, 5.27it/s]
111/499 4.32G 0.01075 0.009573 0.003721 82 640: 72%|#######2 | 121/168 [00:23<00:09, 5.12it/s]
111/499 4.32G 0.01075 0.009576 0.003722 67 640: 72%|#######2 | 121/168 [00:23<00:09, 5.12it/s]
111/499 4.32G 0.01075 0.009576 0.003722 67 640: 73%|#######2 | 122/168 [00:23<00:08, 5.22it/s]
111/499 4.32G 0.01075 0.009571 0.003722 65 640: 73%|#######2 | 122/168 [00:23<00:08, 5.22it/s]
111/499 4.32G 0.01075 0.009571 0.003722 65 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s]
111/499 4.32G 0.01074 0.009572 0.003726 80 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s]
111/499 4.32G 0.01074 0.009572 0.003726 80 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s]
111/499 4.32G 0.01075 0.009599 0.003715 88 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s]
111/499 4.32G 0.01075 0.009599 0.003715 88 640: 74%|#######4 | 125/168 [00:23<00:08, 5.24it/s]
111/499 4.32G 0.01075 0.009598 0.003721 67 640: 74%|#######4 | 125/168 [00:23<00:08, 5.24it/s]
111/499 4.32G 0.01075 0.009598 0.003721 67 640: 75%|#######5 | 126/168 [00:23<00:07, 5.28it/s]
111/499 4.32G 0.01076 0.009598 0.003723 62 640: 75%|#######5 | 126/168 [00:24<00:07, 5.28it/s]
111/499 4.32G 0.01076 0.009598 0.003723 62 640: 76%|#######5 | 127/168 [00:24<00:07, 5.16it/s]
111/499 4.32G 0.01076 0.009614 0.003721 78 640: 76%|#######5 | 127/168 [00:24<00:07, 5.16it/s]
111/499 4.32G 0.01076 0.009614 0.003721 78 640: 76%|#######6 | 128/168 [00:24<00:07, 5.25it/s]
111/499 4.32G 0.01075 0.00961 0.003723 68 640: 76%|#######6 | 128/168 [00:24<00:07, 5.25it/s]
111/499 4.32G 0.01075 0.00961 0.003723 68 640: 77%|#######6 | 129/168 [00:24<00:07, 5.28it/s]
111/499 4.32G 0.01075 0.009607 0.00371 73 640: 77%|#######6 | 129/168 [00:24<00:07, 5.28it/s]
111/499 4.32G 0.01075 0.009607 0.00371 73 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s]
111/499 4.32G 0.01076 0.009604 0.003715 67 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s]
111/499 4.32G 0.01076 0.009604 0.003715 67 640: 78%|#######7 | 131/168 [00:24<00:07, 5.20it/s]
111/499 4.32G 0.01076 0.009623 0.00371 86 640: 78%|#######7 | 131/168 [00:25<00:07, 5.20it/s]
111/499 4.32G 0.01076 0.009623 0.00371 86 640: 79%|#######8 | 132/168 [00:25<00:06, 5.25it/s]
111/499 4.32G 0.01074 0.009601 0.003707 48 640: 79%|#######8 | 132/168 [00:25<00:06, 5.25it/s]
111/499 4.32G 0.01074 0.009601 0.003707 48 640: 79%|#######9 | 133/168 [00:25<00:06, 5.12it/s]
111/499 4.32G 0.01072 0.009599 0.003704 71 640: 79%|#######9 | 133/168 [00:25<00:06, 5.12it/s]
111/499 4.32G 0.01072 0.009599 0.003704 71 640: 80%|#######9 | 134/168 [00:25<00:06, 5.13it/s]
111/499 4.32G 0.01072 0.009586 0.003706 66 640: 80%|#######9 | 134/168 [00:25<00:06, 5.13it/s]
111/499 4.32G 0.01072 0.009586 0.003706 66 640: 80%|######## | 135/168 [00:25<00:06, 5.21it/s]
111/499 4.32G 0.01072 0.009586 0.003694 65 640: 80%|######## | 135/168 [00:25<00:06, 5.21it/s]
111/499 4.32G 0.01072 0.009586 0.003694 65 640: 81%|######## | 136/168 [00:25<00:06, 5.07it/s]
111/499 4.32G 0.01071 0.00961 0.003698 79 640: 81%|######## | 136/168 [00:26<00:06, 5.07it/s]
111/499 4.32G 0.01071 0.00961 0.003698 79 640: 82%|########1 | 137/168 [00:26<00:06, 5.15it/s]
111/499 4.32G 0.0107 0.009603 0.003684 53 640: 82%|########1 | 137/168 [00:26<00:06, 5.15it/s]
111/499 4.32G 0.0107 0.009603 0.003684 53 640: 82%|########2 | 138/168 [00:26<00:05, 5.24it/s]
111/499 4.32G 0.01071 0.009607 0.003677 60 640: 82%|########2 | 138/168 [00:26<00:05, 5.24it/s]
111/499 4.32G 0.01071 0.009607 0.003677 60 640: 83%|########2 | 139/168 [00:26<00:05, 5.13it/s]
111/499 4.32G 0.01071 0.009624 0.00367 76 640: 83%|########2 | 139/168 [00:26<00:05, 5.13it/s]
111/499 4.32G 0.01071 0.009624 0.00367 76 640: 83%|########3 | 140/168 [00:26<00:05, 5.19it/s]
111/499 4.32G 0.0107 0.009627 0.003657 78 640: 83%|########3 | 140/168 [00:26<00:05, 5.19it/s]
111/499 4.32G 0.0107 0.009627 0.003657 78 640: 84%|########3 | 141/168 [00:26<00:05, 5.24it/s]
111/499 4.32G 0.0107 0.009628 0.003655 65 640: 84%|########3 | 141/168 [00:27<00:05, 5.24it/s]
111/499 4.32G 0.0107 0.009628 0.003655 65 640: 85%|########4 | 142/168 [00:27<00:05, 5.09it/s]
111/499 4.32G 0.01069 0.009624 0.003655 74 640: 85%|########4 | 142/168 [00:27<00:05, 5.09it/s]
111/499 4.32G 0.01069 0.009624 0.003655 74 640: 85%|########5 | 143/168 [00:27<00:04, 5.21it/s]
111/499 4.32G 0.0107 0.00962 0.003654 60 640: 85%|########5 | 143/168 [00:27<00:04, 5.21it/s]
111/499 4.32G 0.0107 0.00962 0.003654 60 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s]
111/499 4.32G 0.01069 0.009603 0.003649 57 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s]
111/499 4.32G 0.01069 0.009603 0.003649 57 640: 86%|########6 | 145/168 [00:27<00:04, 5.05it/s]
111/499 4.32G 0.01068 0.009603 0.003675 71 640: 86%|########6 | 145/168 [00:27<00:04, 5.05it/s]
111/499 4.32G 0.01068 0.009603 0.003675 71 640: 87%|########6 | 146/168 [00:27<00:04, 5.15it/s]
111/499 4.32G 0.01068 0.009604 0.00366 61 640: 87%|########6 | 146/168 [00:28<00:04, 5.15it/s]
111/499 4.32G 0.01068 0.009604 0.00366 61 640: 88%|########7 | 147/168 [00:28<00:04, 5.23it/s]
111/499 4.32G 0.01067 0.009583 0.003683 54 640: 88%|########7 | 147/168 [00:28<00:04, 5.23it/s]
111/499 4.32G 0.01067 0.009583 0.003683 54 640: 88%|########8 | 148/168 [00:28<00:03, 5.09it/s]
111/499 4.32G 0.01069 0.009612 0.00368 102 640: 88%|########8 | 148/168 [00:28<00:03, 5.09it/s]
111/499 4.32G 0.01069 0.009612 0.00368 102 640: 89%|########8 | 149/168 [00:28<00:03, 5.19it/s]
111/499 4.32G 0.01069 0.009612 0.003686 67 640: 89%|########8 | 149/168 [00:28<00:03, 5.19it/s]
111/499 4.32G 0.01069 0.009612 0.003686 67 640: 89%|########9 | 150/168 [00:28<00:03, 5.22it/s]
111/499 4.32G 0.01069 0.009615 0.003674 70 640: 89%|########9 | 150/168 [00:28<00:03, 5.22it/s]
111/499 4.32G 0.01069 0.009615 0.003674 70 640: 90%|########9 | 151/168 [00:28<00:03, 5.11it/s]
111/499 4.32G 0.0107 0.009611 0.003674 64 640: 90%|########9 | 151/168 [00:28<00:03, 5.11it/s]
111/499 4.32G 0.0107 0.009611 0.003674 64 640: 90%|######### | 152/168 [00:28<00:03, 5.22it/s]
111/499 4.32G 0.0107 0.0096 0.003663 67 640: 90%|######### | 152/168 [00:29<00:03, 5.22it/s]
111/499 4.32G 0.0107 0.0096 0.003663 67 640: 91%|#########1| 153/168 [00:29<00:02, 5.32it/s]
111/499 4.32G 0.0107 0.009602 0.003667 68 640: 91%|#########1| 153/168 [00:29<00:02, 5.32it/s]
111/499 4.32G 0.0107 0.009602 0.003667 68 640: 92%|#########1| 154/168 [00:29<00:02, 5.17it/s]
111/499 4.32G 0.0107 0.009597 0.003669 66 640: 92%|#########1| 154/168 [00:29<00:02, 5.17it/s]
111/499 4.32G 0.0107 0.009597 0.003669 66 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
111/499 4.32G 0.0107 0.009589 0.003696 68 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
111/499 4.32G 0.0107 0.009589 0.003696 68 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s]
111/499 4.32G 0.0107 0.009592 0.003691 69 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s]
111/499 4.32G 0.0107 0.009592 0.003691 69 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s]
111/499 4.32G 0.0107 0.009596 0.003679 70 640: 93%|#########3| 157/168 [00:30<00:02, 5.22it/s]
111/499 4.32G 0.0107 0.009596 0.003679 70 640: 94%|#########4| 158/168 [00:30<00:01, 5.24it/s]
111/499 4.32G 0.01069 0.009588 0.003673 64 640: 94%|#########4| 158/168 [00:30<00:01, 5.24it/s]
111/499 4.32G 0.01069 0.009588 0.003673 64 640: 95%|#########4| 159/168 [00:30<00:01, 5.30it/s]
111/499 4.32G 0.01071 0.009586 0.003666 63 640: 95%|#########4| 159/168 [00:30<00:01, 5.30it/s]
111/499 4.32G 0.01071 0.009586 0.003666 63 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
111/499 4.32G 0.01072 0.009575 0.003675 59 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
111/499 4.32G 0.01072 0.009575 0.003675 59 640: 96%|#########5| 161/168 [00:30<00:01, 5.25it/s]
111/499 4.32G 0.01072 0.00958 0.003675 71 640: 96%|#########5| 161/168 [00:30<00:01, 5.25it/s]
111/499 4.32G 0.01072 0.00958 0.003675 71 640: 96%|#########6| 162/168 [00:30<00:01, 5.28it/s]
111/499 4.32G 0.01071 0.009568 0.003674 61 640: 96%|#########6| 162/168 [00:31<00:01, 5.28it/s]
111/499 4.32G 0.01071 0.009568 0.003674 61 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s]
111/499 4.32G 0.01071 0.009564 0.003671 70 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s]
111/499 4.32G 0.01071 0.009564 0.003671 70 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s]
111/499 4.32G 0.01071 0.009574 0.003691 76 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s]
111/499 4.32G 0.01071 0.009574 0.003691 76 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s]
111/499 4.32G 0.01071 0.009565 0.003693 56 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s]
111/499 4.32G 0.01071 0.009565 0.003693 56 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s]
111/499 4.32G 0.01071 0.009566 0.003686 70 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s]
111/499 4.32G 0.01071 0.009566 0.003686 70 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s]
111/499 4.32G 0.01071 0.009588 0.003673 33 640: 99%|#########9| 167/168 [00:32<00:00, 5.27it/s]
111/499 4.32G 0.01071 0.009588 0.003673 33 640: 100%|##########| 168/168 [00:32<00:00, 5.47it/s]
111/499 4.32G 0.01071 0.009588 0.003673 33 640: 100%|##########| 168/168 [00:32<00:00, 5.25it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s]
all 132 263 0.84 0.853 0.875 0.756
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
112/499 4.32G 0.01021 0.008851 0.002317 69 640: 0%| | 0/168 [00:00<?, ?it/s]
112/499 4.32G 0.01021 0.008851 0.002317 69 640: 1%| | 1/168 [00:00<00:33, 4.92it/s]
112/499 4.32G 0.01288 0.01115 0.004063 74 640: 1%| | 1/168 [00:00<00:33, 4.92it/s]
112/499 4.32G 0.01288 0.01115 0.004063 74 640: 1%|1 | 2/168 [00:00<00:32, 5.09it/s]
112/499 4.32G 0.01292 0.01057 0.005016 66 640: 1%|1 | 2/168 [00:00<00:32, 5.09it/s]
112/499 4.32G 0.01292 0.01057 0.005016 66 640: 2%|1 | 3/168 [00:00<00:32, 5.09it/s]
112/499 4.32G 0.01294 0.009906 0.004064 45 640: 2%|1 | 3/168 [00:00<00:32, 5.09it/s]
112/499 4.32G 0.01294 0.009906 0.004064 45 640: 2%|2 | 4/168 [00:00<00:32, 5.00it/s]
112/499 4.32G 0.01261 0.009771 0.004157 75 640: 2%|2 | 4/168 [00:00<00:32, 5.00it/s]
112/499 4.32G 0.01261 0.009771 0.004157 75 640: 3%|2 | 5/168 [00:00<00:31, 5.16it/s]
112/499 4.32G 0.01248 0.01002 0.003911 65 640: 3%|2 | 5/168 [00:01<00:31, 5.16it/s]
112/499 4.32G 0.01248 0.01002 0.003911 65 640: 4%|3 | 6/168 [00:01<00:31, 5.15it/s]
112/499 4.32G 0.01211 0.01015 0.003832 82 640: 4%|3 | 6/168 [00:01<00:31, 5.15it/s]
112/499 4.32G 0.01211 0.01015 0.003832 82 640: 4%|4 | 7/168 [00:01<00:31, 5.05it/s]
112/499 4.32G 0.01177 0.009769 0.004006 61 640: 4%|4 | 7/168 [00:01<00:31, 5.05it/s]
112/499 4.32G 0.01177 0.009769 0.004006 61 640: 5%|4 | 8/168 [00:01<00:30, 5.19it/s]
112/499 4.32G 0.0118 0.009725 0.004118 61 640: 5%|4 | 8/168 [00:01<00:30, 5.19it/s]
112/499 4.32G 0.0118 0.009725 0.004118 61 640: 5%|5 | 9/168 [00:01<00:30, 5.29it/s]
112/499 4.32G 0.01173 0.009785 0.004144 74 640: 5%|5 | 9/168 [00:01<00:30, 5.29it/s]
112/499 4.32G 0.01173 0.009785 0.004144 74 640: 6%|5 | 10/168 [00:01<00:31, 5.08it/s]
112/499 4.32G 0.01165 0.01008 0.003961 87 640: 6%|5 | 10/168 [00:02<00:31, 5.08it/s]
112/499 4.32G 0.01165 0.01008 0.003961 87 640: 7%|6 | 11/168 [00:02<00:30, 5.19it/s]
112/499 4.32G 0.01152 0.01002 0.004121 72 640: 7%|6 | 11/168 [00:02<00:30, 5.19it/s]
112/499 4.32G 0.01152 0.01002 0.004121 72 640: 7%|7 | 12/168 [00:02<00:29, 5.25it/s]
112/499 4.32G 0.01149 0.01001 0.004218 68 640: 7%|7 | 12/168 [00:02<00:29, 5.25it/s]
112/499 4.32G 0.01149 0.01001 0.004218 68 640: 8%|7 | 13/168 [00:02<00:30, 5.13it/s]
112/499 4.32G 0.01163 0.01012 0.004079 74 640: 8%|7 | 13/168 [00:02<00:30, 5.13it/s]
112/499 4.32G 0.01163 0.01012 0.004079 74 640: 8%|8 | 14/168 [00:02<00:29, 5.19it/s]
112/499 4.32G 0.01174 0.01002 0.004315 58 640: 8%|8 | 14/168 [00:02<00:29, 5.19it/s]
112/499 4.32G 0.01174 0.01002 0.004315 58 640: 9%|8 | 15/168 [00:02<00:28, 5.29it/s]
112/499 4.32G 0.01179 0.0101 0.004128 69 640: 9%|8 | 15/168 [00:03<00:28, 5.29it/s]
112/499 4.32G 0.01179 0.0101 0.004128 69 640: 10%|9 | 16/168 [00:03<00:29, 5.15it/s]
112/499 4.32G 0.01169 0.01006 0.004107 73 640: 10%|9 | 16/168 [00:03<00:29, 5.15it/s]
112/499 4.32G 0.01169 0.01006 0.004107 73 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
112/499 4.32G 0.0116 0.01 0.0041 59 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
112/499 4.32G 0.0116 0.01 0.0041 59 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s]
112/499 4.32G 0.01161 0.01004 0.004032 64 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s]
112/499 4.32G 0.01161 0.01004 0.004032 64 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s]
112/499 4.32G 0.01155 0.009995 0.003941 60 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s]
112/499 4.32G 0.01155 0.009995 0.003941 60 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s]
112/499 4.32G 0.01146 0.009926 0.003898 65 640: 12%|#1 | 20/168 [00:04<00:28, 5.27it/s]
112/499 4.32G 0.01146 0.009926 0.003898 65 640: 12%|#2 | 21/168 [00:04<00:27, 5.33it/s]
112/499 4.32G 0.01142 0.00985 0.003856 65 640: 12%|#2 | 21/168 [00:04<00:27, 5.33it/s]
112/499 4.32G 0.01142 0.00985 0.003856 65 640: 13%|#3 | 22/168 [00:04<00:28, 5.15it/s]
112/499 4.32G 0.01143 0.009868 0.003823 83 640: 13%|#3 | 22/168 [00:04<00:28, 5.15it/s]
112/499 4.32G 0.01143 0.009868 0.003823 83 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s]
112/499 4.32G 0.01145 0.009856 0.003745 68 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s]
112/499 4.32G 0.01145 0.009856 0.003745 68 640: 14%|#4 | 24/168 [00:04<00:27, 5.32it/s]
112/499 4.32G 0.0115 0.009793 0.003629 52 640: 14%|#4 | 24/168 [00:04<00:27, 5.32it/s]
112/499 4.32G 0.0115 0.009793 0.003629 52 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
112/499 4.32G 0.01163 0.009889 0.003776 79 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
112/499 4.32G 0.01163 0.009889 0.003776 79 640: 15%|#5 | 26/168 [00:04<00:26, 5.27it/s]
112/499 4.32G 0.01161 0.009871 0.003878 71 640: 15%|#5 | 26/168 [00:05<00:26, 5.27it/s]
112/499 4.32G 0.01161 0.009871 0.003878 71 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s]
112/499 4.32G 0.01164 0.009891 0.003843 81 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s]
112/499 4.32G 0.01164 0.009891 0.003843 81 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s]
112/499 4.32G 0.0117 0.009835 0.003768 52 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s]
112/499 4.32G 0.0117 0.009835 0.003768 52 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s]
112/499 4.32G 0.01167 0.009822 0.003749 61 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s]
112/499 4.32G 0.01167 0.009822 0.003749 61 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
112/499 4.32G 0.01168 0.009848 0.003824 73 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
112/499 4.32G 0.01168 0.009848 0.003824 73 640: 18%|#8 | 31/168 [00:05<00:26, 5.19it/s]
112/499 4.32G 0.01167 0.009803 0.003971 53 640: 18%|#8 | 31/168 [00:06<00:26, 5.19it/s]
112/499 4.32G 0.01167 0.009803 0.003971 53 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s]
112/499 4.32G 0.01164 0.009743 0.003911 65 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s]
112/499 4.32G 0.01164 0.009743 0.003911 65 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s]
112/499 4.32G 0.01158 0.009702 0.003923 67 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s]
112/499 4.32G 0.01158 0.009702 0.003923 67 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
112/499 4.32G 0.01153 0.009702 0.003943 87 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
112/499 4.32G 0.01153 0.009702 0.003943 87 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s]
112/499 4.32G 0.01149 0.009724 0.003891 77 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s]
112/499 4.32G 0.01149 0.009724 0.003891 77 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s]
112/499 4.32G 0.01147 0.00971 0.003843 68 640: 21%|##1 | 36/168 [00:07<00:24, 5.33it/s]
112/499 4.32G 0.01147 0.00971 0.003843 68 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s]
112/499 4.32G 0.01147 0.009708 0.003853 71 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s]
112/499 4.32G 0.01147 0.009708 0.003853 71 640: 23%|##2 | 38/168 [00:07<00:24, 5.21it/s]
112/499 4.32G 0.01149 0.009734 0.003877 80 640: 23%|##2 | 38/168 [00:07<00:24, 5.21it/s]
112/499 4.32G 0.01149 0.009734 0.003877 80 640: 23%|##3 | 39/168 [00:07<00:24, 5.27it/s]
112/499 4.32G 0.01149 0.009778 0.003872 80 640: 23%|##3 | 39/168 [00:07<00:24, 5.27it/s]
112/499 4.32G 0.01149 0.009778 0.003872 80 640: 24%|##3 | 40/168 [00:07<00:24, 5.15it/s]
112/499 4.32G 0.01148 0.009748 0.003824 57 640: 24%|##3 | 40/168 [00:07<00:24, 5.15it/s]
112/499 4.32G 0.01148 0.009748 0.003824 57 640: 24%|##4 | 41/168 [00:07<00:24, 5.26it/s]
112/499 4.32G 0.01142 0.009733 0.003794 66 640: 24%|##4 | 41/168 [00:08<00:24, 5.26it/s]
112/499 4.32G 0.01142 0.009733 0.003794 66 640: 25%|##5 | 42/168 [00:08<00:23, 5.34it/s]
112/499 4.32G 0.0114 0.009766 0.003797 76 640: 25%|##5 | 42/168 [00:08<00:23, 5.34it/s]
112/499 4.32G 0.0114 0.009766 0.003797 76 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
112/499 4.32G 0.01137 0.009785 0.003855 78 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
112/499 4.32G 0.01137 0.009785 0.003855 78 640: 26%|##6 | 44/168 [00:08<00:23, 5.25it/s]
112/499 4.32G 0.01135 0.009731 0.003861 64 640: 26%|##6 | 44/168 [00:08<00:23, 5.25it/s]
112/499 4.32G 0.01135 0.009731 0.003861 64 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s]
112/499 4.32G 0.01134 0.009723 0.003875 67 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s]
112/499 4.32G 0.01134 0.009723 0.003875 67 640: 27%|##7 | 46/168 [00:08<00:23, 5.14it/s]
112/499 4.32G 0.0113 0.009674 0.003927 59 640: 27%|##7 | 46/168 [00:09<00:23, 5.14it/s]
112/499 4.32G 0.0113 0.009674 0.003927 59 640: 28%|##7 | 47/168 [00:09<00:23, 5.20it/s]
112/499 4.32G 0.01129 0.009661 0.003933 69 640: 28%|##7 | 47/168 [00:09<00:23, 5.20it/s]
112/499 4.32G 0.01129 0.009661 0.003933 69 640: 29%|##8 | 48/168 [00:09<00:22, 5.25it/s]
112/499 4.32G 0.01128 0.009676 0.004004 81 640: 29%|##8 | 48/168 [00:09<00:22, 5.25it/s]
112/499 4.32G 0.01128 0.009676 0.004004 81 640: 29%|##9 | 49/168 [00:09<00:23, 5.11it/s]
112/499 4.32G 0.01124 0.009665 0.003991 68 640: 29%|##9 | 49/168 [00:09<00:23, 5.11it/s]
112/499 4.32G 0.01124 0.009665 0.003991 68 640: 30%|##9 | 50/168 [00:09<00:22, 5.22it/s]
112/499 4.32G 0.01123 0.009648 0.003995 68 640: 30%|##9 | 50/168 [00:09<00:22, 5.22it/s]
112/499 4.32G 0.01123 0.009648 0.003995 68 640: 30%|### | 51/168 [00:09<00:21, 5.32it/s]
112/499 4.32G 0.01123 0.009643 0.004102 68 640: 30%|### | 51/168 [00:09<00:21, 5.32it/s]
112/499 4.32G 0.01123 0.009643 0.004102 68 640: 31%|### | 52/168 [00:09<00:22, 5.19it/s]
112/499 4.32G 0.01124 0.009643 0.004129 75 640: 31%|### | 52/168 [00:10<00:22, 5.19it/s]
112/499 4.32G 0.01124 0.009643 0.004129 75 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s]
112/499 4.32G 0.01124 0.009632 0.004111 66 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s]
112/499 4.32G 0.01124 0.009632 0.004111 66 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s]
112/499 4.32G 0.0112 0.009607 0.004146 63 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s]
112/499 4.32G 0.0112 0.009607 0.004146 63 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s]
112/499 4.32G 0.01119 0.009631 0.004198 67 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s]
112/499 4.32G 0.01119 0.009631 0.004198 67 640: 33%|###3 | 56/168 [00:10<00:21, 5.24it/s]
112/499 4.32G 0.01118 0.009637 0.004139 63 640: 33%|###3 | 56/168 [00:10<00:21, 5.24it/s]
112/499 4.32G 0.01118 0.009637 0.004139 63 640: 34%|###3 | 57/168 [00:10<00:21, 5.28it/s]
112/499 4.32G 0.01114 0.009601 0.004123 54 640: 34%|###3 | 57/168 [00:11<00:21, 5.28it/s]
112/499 4.32G 0.01114 0.009601 0.004123 54 640: 35%|###4 | 58/168 [00:11<00:21, 5.14it/s]
112/499 4.32G 0.01116 0.00957 0.004143 57 640: 35%|###4 | 58/168 [00:11<00:21, 5.14it/s]
112/499 4.32G 0.01116 0.00957 0.004143 57 640: 35%|###5 | 59/168 [00:11<00:20, 5.25it/s]
112/499 4.32G 0.01115 0.009582 0.004118 69 640: 35%|###5 | 59/168 [00:11<00:20, 5.25it/s]
112/499 4.32G 0.01115 0.009582 0.004118 69 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
112/499 4.32G 0.01115 0.009625 0.00411 93 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
112/499 4.32G 0.01115 0.009625 0.00411 93 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
112/499 4.32G 0.01117 0.009636 0.004117 70 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
112/499 4.32G 0.01117 0.009636 0.004117 70 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s]
112/499 4.32G 0.01116 0.009646 0.004173 66 640: 37%|###6 | 62/168 [00:12<00:20, 5.26it/s]
112/499 4.32G 0.01116 0.009646 0.004173 66 640: 38%|###7 | 63/168 [00:12<00:20, 5.25it/s]
112/499 4.32G 0.01117 0.009678 0.004147 75 640: 38%|###7 | 63/168 [00:12<00:20, 5.25it/s]
112/499 4.32G 0.01117 0.009678 0.004147 75 640: 38%|###8 | 64/168 [00:12<00:20, 5.14it/s]
112/499 4.32G 0.01116 0.009693 0.004166 74 640: 38%|###8 | 64/168 [00:12<00:20, 5.14it/s]
112/499 4.32G 0.01116 0.009693 0.004166 74 640: 39%|###8 | 65/168 [00:12<00:19, 5.23it/s]
112/499 4.32G 0.01118 0.009705 0.004166 66 640: 39%|###8 | 65/168 [00:12<00:19, 5.23it/s]
112/499 4.32G 0.01118 0.009705 0.004166 66 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s]
112/499 4.32G 0.01118 0.009731 0.004213 76 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s]
112/499 4.32G 0.01118 0.009731 0.004213 76 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s]
112/499 4.32G 0.01116 0.009715 0.004251 68 640: 40%|###9 | 67/168 [00:13<00:19, 5.17it/s]
112/499 4.32G 0.01116 0.009715 0.004251 68 640: 40%|#### | 68/168 [00:13<00:19, 5.25it/s]
112/499 4.32G 0.01114 0.009728 0.004241 70 640: 40%|#### | 68/168 [00:13<00:19, 5.25it/s]
112/499 4.32G 0.01114 0.009728 0.004241 70 640: 41%|####1 | 69/168 [00:13<00:18, 5.25it/s]
112/499 4.32G 0.01112 0.009729 0.004236 74 640: 41%|####1 | 69/168 [00:13<00:18, 5.25it/s]
112/499 4.32G 0.01112 0.009729 0.004236 74 640: 42%|####1 | 70/168 [00:13<00:18, 5.16it/s]
112/499 4.32G 0.0111 0.009709 0.004255 72 640: 42%|####1 | 70/168 [00:13<00:18, 5.16it/s]
112/499 4.32G 0.0111 0.009709 0.004255 72 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s]
112/499 4.32G 0.01112 0.009713 0.004215 61 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s]
112/499 4.32G 0.01112 0.009713 0.004215 61 640: 43%|####2 | 72/168 [00:13<00:17, 5.33it/s]
112/499 4.32G 0.01113 0.009721 0.004201 75 640: 43%|####2 | 72/168 [00:13<00:17, 5.33it/s]
112/499 4.32G 0.01113 0.009721 0.004201 75 640: 43%|####3 | 73/168 [00:13<00:18, 5.18it/s]
112/499 4.32G 0.01114 0.009732 0.004185 72 640: 43%|####3 | 73/168 [00:14<00:18, 5.18it/s]
112/499 4.32G 0.01114 0.009732 0.004185 72 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s]
112/499 4.32G 0.01111 0.009732 0.004181 77 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s]
112/499 4.32G 0.01111 0.009732 0.004181 77 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s]
112/499 4.32G 0.0111 0.009712 0.004174 63 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s]
112/499 4.32G 0.0111 0.009712 0.004174 63 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s]
112/499 4.32G 0.0111 0.009721 0.00415 74 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s]
112/499 4.32G 0.0111 0.009721 0.00415 74 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
112/499 4.32G 0.01109 0.009686 0.004126 54 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
112/499 4.32G 0.01109 0.009686 0.004126 54 640: 46%|####6 | 78/168 [00:14<00:16, 5.36it/s]
112/499 4.32G 0.01108 0.00968 0.004133 68 640: 46%|####6 | 78/168 [00:15<00:16, 5.36it/s]
112/499 4.32G 0.01108 0.00968 0.004133 68 640: 47%|####7 | 79/168 [00:15<00:17, 5.22it/s]
112/499 4.32G 0.0111 0.009652 0.004123 46 640: 47%|####7 | 79/168 [00:15<00:17, 5.22it/s]
112/499 4.32G 0.0111 0.009652 0.004123 46 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s]
112/499 4.32G 0.01106 0.009612 0.004142 53 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s]
112/499 4.32G 0.01106 0.009612 0.004142 53 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s]
112/499 4.32G 0.01108 0.009607 0.004146 68 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s]
112/499 4.32G 0.01108 0.009607 0.004146 68 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
112/499 4.32G 0.01108 0.009627 0.00418 66 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
112/499 4.32G 0.01108 0.009627 0.00418 66 640: 49%|####9 | 83/168 [00:15<00:15, 5.32it/s]
112/499 4.32G 0.01107 0.009632 0.004179 58 640: 49%|####9 | 83/168 [00:16<00:15, 5.32it/s]
112/499 4.32G 0.01107 0.009632 0.004179 58 640: 50%|##### | 84/168 [00:16<00:15, 5.35it/s]
112/499 4.32G 0.01107 0.009633 0.004173 66 640: 50%|##### | 84/168 [00:16<00:15, 5.35it/s]
112/499 4.32G 0.01107 0.009633 0.004173 66 640: 51%|##### | 85/168 [00:16<00:16, 5.15it/s]
112/499 4.32G 0.01105 0.009618 0.004163 62 640: 51%|##### | 85/168 [00:16<00:16, 5.15it/s]
112/499 4.32G 0.01105 0.009618 0.004163 62 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s]
112/499 4.32G 0.01105 0.009625 0.004163 77 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s]
112/499 4.32G 0.01105 0.009625 0.004163 77 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s]
112/499 4.32G 0.01105 0.00963 0.004172 74 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s]
112/499 4.32G 0.01105 0.00963 0.004172 74 640: 52%|#####2 | 88/168 [00:16<00:15, 5.22it/s]
112/499 4.32G 0.01102 0.009604 0.004156 61 640: 52%|#####2 | 88/168 [00:16<00:15, 5.22it/s]
112/499 4.32G 0.01102 0.009604 0.004156 61 640: 53%|#####2 | 89/168 [00:16<00:14, 5.32it/s]
112/499 4.32G 0.01101 0.009601 0.004172 75 640: 53%|#####2 | 89/168 [00:17<00:14, 5.32it/s]
112/499 4.32G 0.01101 0.009601 0.004172 75 640: 54%|#####3 | 90/168 [00:17<00:14, 5.39it/s]
112/499 4.32G 0.01101 0.009605 0.004162 73 640: 54%|#####3 | 90/168 [00:17<00:14, 5.39it/s]
112/499 4.32G 0.01101 0.009605 0.004162 73 640: 54%|#####4 | 91/168 [00:17<00:14, 5.25it/s]
112/499 4.32G 0.01101 0.009601 0.004159 74 640: 54%|#####4 | 91/168 [00:17<00:14, 5.25it/s]
112/499 4.32G 0.01101 0.009601 0.004159 74 640: 55%|#####4 | 92/168 [00:17<00:14, 5.34it/s]
112/499 4.32G 0.01101 0.009607 0.004157 63 640: 55%|#####4 | 92/168 [00:17<00:14, 5.34it/s]
112/499 4.32G 0.01101 0.009607 0.004157 63 640: 55%|#####5 | 93/168 [00:17<00:13, 5.38it/s]
112/499 4.32G 0.011 0.009612 0.004159 79 640: 55%|#####5 | 93/168 [00:17<00:13, 5.38it/s]
112/499 4.32G 0.011 0.009612 0.004159 79 640: 56%|#####5 | 94/168 [00:17<00:14, 5.24it/s]
112/499 4.32G 0.01098 0.009616 0.004163 75 640: 56%|#####5 | 94/168 [00:18<00:14, 5.24it/s]
112/499 4.32G 0.01098 0.009616 0.004163 75 640: 57%|#####6 | 95/168 [00:18<00:13, 5.30it/s]
112/499 4.32G 0.01098 0.009599 0.00415 59 640: 57%|#####6 | 95/168 [00:18<00:13, 5.30it/s]
112/499 4.32G 0.01098 0.009599 0.00415 59 640: 57%|#####7 | 96/168 [00:18<00:13, 5.28it/s]
112/499 4.32G 0.01099 0.0096 0.004124 63 640: 57%|#####7 | 96/168 [00:18<00:13, 5.28it/s]
112/499 4.32G 0.01099 0.0096 0.004124 63 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s]
112/499 4.32G 0.01098 0.009616 0.004108 65 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s]
112/499 4.32G 0.01098 0.009616 0.004108 65 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s]
112/499 4.32G 0.01097 0.009622 0.004117 68 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s]
112/499 4.32G 0.01097 0.009622 0.004117 68 640: 59%|#####8 | 99/168 [00:18<00:12, 5.31it/s]
112/499 4.32G 0.01098 0.009625 0.004097 68 640: 59%|#####8 | 99/168 [00:19<00:12, 5.31it/s]
112/499 4.32G 0.01098 0.009625 0.004097 68 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s]
112/499 4.32G 0.01097 0.00964 0.004099 76 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s]
112/499 4.32G 0.01097 0.00964 0.004099 76 640: 60%|###### | 101/168 [00:19<00:12, 5.25it/s]
112/499 4.32G 0.01097 0.009643 0.004122 75 640: 60%|###### | 101/168 [00:19<00:12, 5.25it/s]
112/499 4.32G 0.01097 0.009643 0.004122 75 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s]
112/499 4.32G 0.01098 0.009659 0.004122 81 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s]
112/499 4.32G 0.01098 0.009659 0.004122 81 640: 61%|######1 | 103/168 [00:19<00:12, 5.17it/s]
112/499 4.32G 0.01098 0.009647 0.004108 60 640: 61%|######1 | 103/168 [00:19<00:12, 5.17it/s]
112/499 4.32G 0.01098 0.009647 0.004108 60 640: 62%|######1 | 104/168 [00:19<00:12, 5.25it/s]
112/499 4.32G 0.01097 0.00964 0.004085 59 640: 62%|######1 | 104/168 [00:20<00:12, 5.25it/s]
112/499 4.32G 0.01097 0.00964 0.004085 59 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s]
112/499 4.32G 0.01095 0.009632 0.004089 64 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s]
112/499 4.32G 0.01095 0.009632 0.004089 64 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s]
112/499 4.32G 0.01094 0.009648 0.004073 73 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s]
112/499 4.32G 0.01094 0.009648 0.004073 73 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s]
112/499 4.32G 0.01094 0.009651 0.004069 77 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s]
112/499 4.32G 0.01094 0.009651 0.004069 77 640: 64%|######4 | 108/168 [00:20<00:11, 5.30it/s]
112/499 4.32G 0.01092 0.009651 0.004071 81 640: 64%|######4 | 108/168 [00:20<00:11, 5.30it/s]
112/499 4.32G 0.01092 0.009651 0.004071 81 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s]
112/499 4.32G 0.01092 0.009659 0.004117 67 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s]
112/499 4.32G 0.01092 0.009659 0.004117 67 640: 65%|######5 | 110/168 [00:20<00:11, 5.26it/s]
112/499 4.32G 0.01091 0.00964 0.004088 63 640: 65%|######5 | 110/168 [00:21<00:11, 5.26it/s]
112/499 4.32G 0.01091 0.00964 0.004088 63 640: 66%|######6 | 111/168 [00:21<00:10, 5.30it/s]
112/499 4.32G 0.01091 0.00964 0.004115 70 640: 66%|######6 | 111/168 [00:21<00:10, 5.30it/s]
112/499 4.32G 0.01091 0.00964 0.004115 70 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s]
112/499 4.32G 0.01089 0.009646 0.004118 71 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s]
112/499 4.32G 0.01089 0.009646 0.004118 71 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s]
112/499 4.32G 0.0109 0.009661 0.004105 66 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s]
112/499 4.32G 0.0109 0.009661 0.004105 66 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s]
112/499 4.32G 0.01089 0.009645 0.004104 55 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s]
112/499 4.32G 0.01089 0.009645 0.004104 55 640: 68%|######8 | 115/168 [00:21<00:10, 5.19it/s]
112/499 4.32G 0.01089 0.009642 0.004087 69 640: 68%|######8 | 115/168 [00:22<00:10, 5.19it/s]
112/499 4.32G 0.01089 0.009642 0.004087 69 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s]
112/499 4.32G 0.01088 0.009626 0.00407 57 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s]
112/499 4.32G 0.01088 0.009626 0.00407 57 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
112/499 4.32G 0.01089 0.009624 0.004092 60 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
112/499 4.32G 0.01089 0.009624 0.004092 60 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s]
112/499 4.32G 0.01088 0.009621 0.004088 76 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s]
112/499 4.32G 0.01088 0.009621 0.004088 76 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s]
112/499 4.32G 0.01087 0.009616 0.004068 80 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s]
112/499 4.32G 0.01087 0.009616 0.004068 80 640: 71%|#######1 | 120/168 [00:22<00:09, 5.32it/s]
112/499 4.32G 0.01087 0.009601 0.004052 53 640: 71%|#######1 | 120/168 [00:23<00:09, 5.32it/s]
112/499 4.32G 0.01087 0.009601 0.004052 53 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
112/499 4.32G 0.01086 0.009605 0.004048 78 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
112/499 4.32G 0.01086 0.009605 0.004048 78 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s]
112/499 4.32G 0.01087 0.009608 0.004044 69 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s]
112/499 4.32G 0.01087 0.009608 0.004044 69 640: 73%|#######3 | 123/168 [00:23<00:08, 5.29it/s]
112/499 4.32G 0.01087 0.009608 0.004035 79 640: 73%|#######3 | 123/168 [00:23<00:08, 5.29it/s]
112/499 4.32G 0.01087 0.009608 0.004035 79 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s]
112/499 4.32G 0.01087 0.009597 0.004017 58 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s]
112/499 4.32G 0.01087 0.009597 0.004017 58 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s]
112/499 4.32G 0.01087 0.009612 0.004003 80 640: 74%|#######4 | 125/168 [00:24<00:08, 5.28it/s]
112/499 4.32G 0.01087 0.009612 0.004003 80 640: 75%|#######5 | 126/168 [00:24<00:07, 5.36it/s]
112/499 4.32G 0.01087 0.009599 0.003974 50 640: 75%|#######5 | 126/168 [00:24<00:07, 5.36it/s]
112/499 4.32G 0.01087 0.009599 0.003974 50 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s]
112/499 4.32G 0.01086 0.009611 0.003952 91 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s]
112/499 4.32G 0.01086 0.009611 0.003952 91 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s]
112/499 4.32G 0.01085 0.009609 0.003957 72 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s]
112/499 4.32G 0.01085 0.009609 0.003957 72 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s]
112/499 4.32G 0.01086 0.009624 0.00394 71 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s]
112/499 4.32G 0.01086 0.009624 0.00394 71 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s]
112/499 4.32G 0.01086 0.009621 0.003948 58 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s]
112/499 4.32G 0.01086 0.009621 0.003948 58 640: 78%|#######7 | 131/168 [00:24<00:07, 5.28it/s]
112/499 4.32G 0.01086 0.009622 0.003965 63 640: 78%|#######7 | 131/168 [00:25<00:07, 5.28it/s]
112/499 4.32G 0.01086 0.009622 0.003965 63 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s]
112/499 4.32G 0.01084 0.009623 0.00396 74 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s]
112/499 4.32G 0.01084 0.009623 0.00396 74 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s]
112/499 4.32G 0.01085 0.009626 0.003961 75 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s]
112/499 4.32G 0.01085 0.009626 0.003961 75 640: 80%|#######9 | 134/168 [00:25<00:06, 5.26it/s]
112/499 4.32G 0.01085 0.009623 0.003942 77 640: 80%|#######9 | 134/168 [00:25<00:06, 5.26it/s]
112/499 4.32G 0.01085 0.009623 0.003942 77 640: 80%|######## | 135/168 [00:25<00:06, 5.31it/s]
112/499 4.32G 0.01085 0.009631 0.003944 75 640: 80%|######## | 135/168 [00:25<00:06, 5.31it/s]
112/499 4.32G 0.01085 0.009631 0.003944 75 640: 81%|######## | 136/168 [00:25<00:06, 5.19it/s]
112/499 4.32G 0.01085 0.009634 0.003941 71 640: 81%|######## | 136/168 [00:26<00:06, 5.19it/s]
112/499 4.32G 0.01085 0.009634 0.003941 71 640: 82%|########1 | 137/168 [00:26<00:05, 5.27it/s]
112/499 4.32G 0.01083 0.009625 0.003927 59 640: 82%|########1 | 137/168 [00:26<00:05, 5.27it/s]
112/499 4.32G 0.01083 0.009625 0.003927 59 640: 82%|########2 | 138/168 [00:26<00:05, 5.28it/s]
112/499 4.32G 0.01082 0.009613 0.003934 75 640: 82%|########2 | 138/168 [00:26<00:05, 5.28it/s]
112/499 4.32G 0.01082 0.009613 0.003934 75 640: 83%|########2 | 139/168 [00:26<00:05, 5.16it/s]
112/499 4.32G 0.01082 0.009624 0.003933 83 640: 83%|########2 | 139/168 [00:26<00:05, 5.16it/s]
112/499 4.32G 0.01082 0.009624 0.003933 83 640: 83%|########3 | 140/168 [00:26<00:05, 5.25it/s]
112/499 4.32G 0.01081 0.009627 0.003926 70 640: 83%|########3 | 140/168 [00:26<00:05, 5.25it/s]
112/499 4.32G 0.01081 0.009627 0.003926 70 640: 84%|########3 | 141/168 [00:26<00:05, 5.30it/s]
112/499 4.32G 0.01082 0.009627 0.00391 62 640: 84%|########3 | 141/168 [00:27<00:05, 5.30it/s]
112/499 4.32G 0.01082 0.009627 0.00391 62 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s]
112/499 4.32G 0.01082 0.009643 0.003908 81 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s]
112/499 4.32G 0.01082 0.009643 0.003908 81 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s]
112/499 4.32G 0.01082 0.009652 0.003895 84 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s]
112/499 4.32G 0.01082 0.009652 0.003895 84 640: 86%|########5 | 144/168 [00:27<00:04, 5.31it/s]
112/499 4.32G 0.01081 0.009648 0.003884 73 640: 86%|########5 | 144/168 [00:27<00:04, 5.31it/s]
112/499 4.32G 0.01081 0.009648 0.003884 73 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s]
112/499 4.32G 0.01081 0.009639 0.003869 66 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s]
112/499 4.32G 0.01081 0.009639 0.003869 66 640: 87%|########6 | 146/168 [00:27<00:04, 5.22it/s]
112/499 4.32G 0.0108 0.00962 0.003901 54 640: 87%|########6 | 146/168 [00:28<00:04, 5.22it/s]
112/499 4.32G 0.0108 0.00962 0.003901 54 640: 88%|########7 | 147/168 [00:28<00:03, 5.28it/s]
112/499 4.32G 0.01081 0.009635 0.003912 82 640: 88%|########7 | 147/168 [00:28<00:03, 5.28it/s]
112/499 4.32G 0.01081 0.009635 0.003912 82 640: 88%|########8 | 148/168 [00:28<00:03, 5.12it/s]
112/499 4.32G 0.0108 0.009631 0.003908 65 640: 88%|########8 | 148/168 [00:28<00:03, 5.12it/s]
112/499 4.32G 0.0108 0.009631 0.003908 65 640: 89%|########8 | 149/168 [00:28<00:03, 5.24it/s]
112/499 4.32G 0.0108 0.00964 0.003897 68 640: 89%|########8 | 149/168 [00:28<00:03, 5.24it/s]
112/499 4.32G 0.0108 0.00964 0.003897 68 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
112/499 4.32G 0.01079 0.009643 0.003884 72 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
112/499 4.32G 0.01079 0.009643 0.003884 72 640: 90%|########9 | 151/168 [00:28<00:03, 5.18it/s]
112/499 4.32G 0.0108 0.009651 0.003914 74 640: 90%|########9 | 151/168 [00:28<00:03, 5.18it/s]
112/499 4.32G 0.0108 0.009651 0.003914 74 640: 90%|######### | 152/168 [00:28<00:03, 5.27it/s]
112/499 4.32G 0.0108 0.009655 0.003898 70 640: 90%|######### | 152/168 [00:29<00:03, 5.27it/s]
112/499 4.32G 0.0108 0.009655 0.003898 70 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s]
112/499 4.32G 0.01079 0.009651 0.00391 67 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s]
112/499 4.32G 0.01079 0.009651 0.00391 67 640: 92%|#########1| 154/168 [00:29<00:02, 5.18it/s]
112/499 4.32G 0.01079 0.00965 0.003904 77 640: 92%|#########1| 154/168 [00:29<00:02, 5.18it/s]
112/499 4.32G 0.01079 0.00965 0.003904 77 640: 92%|#########2| 155/168 [00:29<00:02, 5.25it/s]
112/499 4.32G 0.01079 0.009646 0.003913 71 640: 92%|#########2| 155/168 [00:29<00:02, 5.25it/s]
112/499 4.32G 0.01079 0.009646 0.003913 71 640: 93%|#########2| 156/168 [00:29<00:02, 5.33it/s]
112/499 4.32G 0.01077 0.009636 0.003898 70 640: 93%|#########2| 156/168 [00:29<00:02, 5.33it/s]
112/499 4.32G 0.01077 0.009636 0.003898 70 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s]
112/499 4.32G 0.01076 0.009614 0.003883 49 640: 93%|#########3| 157/168 [00:30<00:02, 5.21it/s]
112/499 4.32G 0.01076 0.009614 0.003883 49 640: 94%|#########4| 158/168 [00:30<00:01, 5.31it/s]
112/499 4.32G 0.01075 0.009615 0.003874 73 640: 94%|#########4| 158/168 [00:30<00:01, 5.31it/s]
112/499 4.32G 0.01075 0.009615 0.003874 73 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s]
112/499 4.32G 0.01076 0.009635 0.00387 75 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s]
112/499 4.32G 0.01076 0.009635 0.00387 75 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s]
112/499 4.32G 0.01076 0.009623 0.003862 65 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s]
112/499 4.32G 0.01076 0.009623 0.003862 65 640: 96%|#########5| 161/168 [00:30<00:01, 5.32it/s]
112/499 4.32G 0.01076 0.009626 0.003864 68 640: 96%|#########5| 161/168 [00:30<00:01, 5.32it/s]
112/499 4.32G 0.01076 0.009626 0.003864 68 640: 96%|#########6| 162/168 [00:30<00:01, 5.39it/s]
112/499 4.32G 0.01075 0.009616 0.003851 60 640: 96%|#########6| 162/168 [00:31<00:01, 5.39it/s]
112/499 4.32G 0.01075 0.009616 0.003851 60 640: 97%|#########7| 163/168 [00:31<00:00, 5.24it/s]
112/499 4.32G 0.01075 0.009626 0.003837 80 640: 97%|#########7| 163/168 [00:31<00:00, 5.24it/s]
112/499 4.32G 0.01075 0.009626 0.003837 80 640: 98%|#########7| 164/168 [00:31<00:00, 5.31it/s]
112/499 4.32G 0.01075 0.009621 0.003832 66 640: 98%|#########7| 164/168 [00:31<00:00, 5.31it/s]
112/499 4.32G 0.01075 0.009621 0.003832 66 640: 98%|#########8| 165/168 [00:31<00:00, 5.37it/s]
112/499 4.32G 0.01075 0.00962 0.003831 69 640: 98%|#########8| 165/168 [00:31<00:00, 5.37it/s]
112/499 4.32G 0.01075 0.00962 0.003831 69 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s]
112/499 4.32G 0.01073 0.009613 0.00384 66 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s]
112/499 4.32G 0.01073 0.009613 0.00384 66 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s]
112/499 4.32G 0.01073 0.009611 0.003838 32 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s]
112/499 4.32G 0.01073 0.009611 0.003838 32 640: 100%|##########| 168/168 [00:31<00:00, 5.49it/s]
112/499 4.32G 0.01073 0.009611 0.003838 32 640: 100%|##########| 168/168 [00:31<00:00, 5.25it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s]
all 132 263 0.796 0.923 0.873 0.758
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
113/499 4.32G 0.009687 0.008091 0.001566 59 640: 0%| | 0/168 [00:00<?, ?it/s]
113/499 4.32G 0.009687 0.008091 0.001566 59 640: 1%| | 1/168 [00:00<00:33, 4.95it/s]
113/499 4.32G 0.01024 0.009359 0.002952 71 640: 1%| | 1/168 [00:00<00:33, 4.95it/s]
113/499 4.32G 0.01024 0.009359 0.002952 71 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s]
113/499 4.32G 0.01067 0.01018 0.005181 74 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s]
113/499 4.32G 0.01067 0.01018 0.005181 74 640: 2%|1 | 3/168 [00:00<00:30, 5.35it/s]
113/499 4.32G 0.01076 0.009499 0.004609 55 640: 2%|1 | 3/168 [00:00<00:30, 5.35it/s]
113/499 4.32G 0.01076 0.009499 0.004609 55 640: 2%|2 | 4/168 [00:00<00:32, 5.07it/s]
113/499 4.32G 0.01081 0.009366 0.004204 71 640: 2%|2 | 4/168 [00:00<00:32, 5.07it/s]
113/499 4.32G 0.01081 0.009366 0.004204 71 640: 3%|2 | 5/168 [00:00<00:31, 5.23it/s]
113/499 4.32G 0.0108 0.009435 0.004071 67 640: 3%|2 | 5/168 [00:01<00:31, 5.23it/s]
113/499 4.32G 0.0108 0.009435 0.004071 67 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s]
113/499 4.32G 0.01062 0.009336 0.004321 71 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s]
113/499 4.32G 0.01062 0.009336 0.004321 71 640: 4%|4 | 7/168 [00:01<00:31, 5.15it/s]
113/499 4.32G 0.01054 0.009384 0.004028 74 640: 4%|4 | 7/168 [00:01<00:31, 5.15it/s]
113/499 4.32G 0.01054 0.009384 0.004028 74 640: 5%|4 | 8/168 [00:01<00:30, 5.25it/s]
113/499 4.32G 0.01062 0.009238 0.004076 60 640: 5%|4 | 8/168 [00:01<00:30, 5.25it/s]
113/499 4.32G 0.01062 0.009238 0.004076 60 640: 5%|5 | 9/168 [00:01<00:29, 5.30it/s]
113/499 4.32G 0.01051 0.009005 0.004142 57 640: 5%|5 | 9/168 [00:01<00:29, 5.30it/s]
113/499 4.32G 0.01051 0.009005 0.004142 57 640: 6%|5 | 10/168 [00:01<00:30, 5.18it/s]
113/499 4.32G 0.01058 0.008979 0.004023 64 640: 6%|5 | 10/168 [00:02<00:30, 5.18it/s]
113/499 4.32G 0.01058 0.008979 0.004023 64 640: 7%|6 | 11/168 [00:02<00:29, 5.26it/s]
113/499 4.32G 0.01051 0.009205 0.004051 76 640: 7%|6 | 11/168 [00:02<00:29, 5.26it/s]
113/499 4.32G 0.01051 0.009205 0.004051 76 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s]
113/499 4.32G 0.01055 0.009295 0.00387 67 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s]
113/499 4.32G 0.01055 0.009295 0.00387 67 640: 8%|7 | 13/168 [00:02<00:29, 5.18it/s]
113/499 4.32G 0.01054 0.009185 0.003727 55 640: 8%|7 | 13/168 [00:02<00:29, 5.18it/s]
113/499 4.32G 0.01054 0.009185 0.003727 55 640: 8%|8 | 14/168 [00:02<00:29, 5.20it/s]
113/499 4.32G 0.01058 0.009255 0.003899 64 640: 8%|8 | 14/168 [00:02<00:29, 5.20it/s]
113/499 4.32G 0.01058 0.009255 0.003899 64 640: 9%|8 | 15/168 [00:02<00:29, 5.20it/s]
113/499 4.32G 0.01053 0.009264 0.003811 73 640: 9%|8 | 15/168 [00:03<00:29, 5.20it/s]
113/499 4.32G 0.01053 0.009264 0.003811 73 640: 10%|9 | 16/168 [00:03<00:29, 5.12it/s]
113/499 4.32G 0.01051 0.009383 0.003709 80 640: 10%|9 | 16/168 [00:03<00:29, 5.12it/s]
113/499 4.32G 0.01051 0.009383 0.003709 80 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
113/499 4.32G 0.01053 0.00943 0.003864 77 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
113/499 4.32G 0.01053 0.00943 0.003864 77 640: 11%|# | 18/168 [00:03<00:28, 5.24it/s]
113/499 4.32G 0.01052 0.009527 0.003851 83 640: 11%|# | 18/168 [00:03<00:28, 5.24it/s]
113/499 4.32G 0.01052 0.009527 0.003851 83 640: 11%|#1 | 19/168 [00:03<00:29, 5.11it/s]
113/499 4.32G 0.01054 0.009505 0.003771 59 640: 11%|#1 | 19/168 [00:03<00:29, 5.11it/s]
113/499 4.32G 0.01054 0.009505 0.003771 59 640: 12%|#1 | 20/168 [00:03<00:28, 5.22it/s]
113/499 4.32G 0.01056 0.009458 0.003643 73 640: 12%|#1 | 20/168 [00:04<00:28, 5.22it/s]
113/499 4.32G 0.01056 0.009458 0.003643 73 640: 12%|#2 | 21/168 [00:04<00:27, 5.28it/s]
113/499 4.32G 0.01059 0.009377 0.003651 62 640: 12%|#2 | 21/168 [00:04<00:27, 5.28it/s]
113/499 4.32G 0.01059 0.009377 0.003651 62 640: 13%|#3 | 22/168 [00:04<00:28, 5.12it/s]
113/499 4.32G 0.01061 0.009385 0.003629 71 640: 13%|#3 | 22/168 [00:04<00:28, 5.12it/s]
113/499 4.32G 0.01061 0.009385 0.003629 71 640: 14%|#3 | 23/168 [00:04<00:27, 5.20it/s]
113/499 4.32G 0.0106 0.009345 0.003795 60 640: 14%|#3 | 23/168 [00:04<00:27, 5.20it/s]
113/499 4.32G 0.0106 0.009345 0.003795 60 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
113/499 4.32G 0.01054 0.00934 0.003853 77 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
113/499 4.32G 0.01054 0.00934 0.003853 77 640: 15%|#4 | 25/168 [00:04<00:27, 5.15it/s]
113/499 4.32G 0.01055 0.009347 0.003871 58 640: 15%|#4 | 25/168 [00:04<00:27, 5.15it/s]
113/499 4.32G 0.01055 0.009347 0.003871 58 640: 15%|#5 | 26/168 [00:04<00:27, 5.25it/s]
113/499 4.32G 0.01058 0.009307 0.003847 56 640: 15%|#5 | 26/168 [00:05<00:27, 5.25it/s]
113/499 4.32G 0.01058 0.009307 0.003847 56 640: 16%|#6 | 27/168 [00:05<00:26, 5.29it/s]
113/499 4.32G 0.01052 0.009267 0.003854 69 640: 16%|#6 | 27/168 [00:05<00:26, 5.29it/s]
113/499 4.32G 0.01052 0.009267 0.003854 69 640: 17%|#6 | 28/168 [00:05<00:27, 5.14it/s]
113/499 4.32G 0.01053 0.009334 0.003821 81 640: 17%|#6 | 28/168 [00:05<00:27, 5.14it/s]
113/499 4.32G 0.01053 0.009334 0.003821 81 640: 17%|#7 | 29/168 [00:05<00:26, 5.21it/s]
113/499 4.32G 0.01053 0.009315 0.003812 63 640: 17%|#7 | 29/168 [00:05<00:26, 5.21it/s]
113/499 4.32G 0.01053 0.009315 0.003812 63 640: 18%|#7 | 30/168 [00:05<00:26, 5.24it/s]
113/499 4.32G 0.01053 0.009254 0.003811 46 640: 18%|#7 | 30/168 [00:05<00:26, 5.24it/s]
113/499 4.32G 0.01053 0.009254 0.003811 46 640: 18%|#8 | 31/168 [00:05<00:26, 5.12it/s]
113/499 4.32G 0.01057 0.009257 0.003793 66 640: 18%|#8 | 31/168 [00:06<00:26, 5.12it/s]
113/499 4.32G 0.01057 0.009257 0.003793 66 640: 19%|#9 | 32/168 [00:06<00:25, 5.23it/s]
113/499 4.32G 0.0105 0.009159 0.003858 56 640: 19%|#9 | 32/168 [00:06<00:25, 5.23it/s]
113/499 4.32G 0.0105 0.009159 0.003858 56 640: 20%|#9 | 33/168 [00:06<00:25, 5.29it/s]
113/499 4.32G 0.01052 0.009179 0.003883 72 640: 20%|#9 | 33/168 [00:06<00:25, 5.29it/s]
113/499 4.32G 0.01052 0.009179 0.003883 72 640: 20%|## | 34/168 [00:06<00:25, 5.15it/s]
113/499 4.32G 0.01052 0.009209 0.003896 83 640: 20%|## | 34/168 [00:06<00:25, 5.15it/s]
113/499 4.32G 0.01052 0.009209 0.003896 83 640: 21%|## | 35/168 [00:06<00:25, 5.24it/s]
113/499 4.32G 0.01052 0.009189 0.003884 60 640: 21%|## | 35/168 [00:06<00:25, 5.24it/s]
113/499 4.32G 0.01052 0.009189 0.003884 60 640: 21%|##1 | 36/168 [00:06<00:24, 5.32it/s]
113/499 4.32G 0.01051 0.009179 0.003815 66 640: 21%|##1 | 36/168 [00:07<00:24, 5.32it/s]
113/499 4.32G 0.01051 0.009179 0.003815 66 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s]
113/499 4.32G 0.01051 0.009225 0.003757 75 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s]
113/499 4.32G 0.01051 0.009225 0.003757 75 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s]
113/499 4.32G 0.01049 0.009228 0.003698 55 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s]
113/499 4.32G 0.01049 0.009228 0.003698 55 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s]
113/499 4.32G 0.0105 0.009216 0.003682 67 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s]
113/499 4.32G 0.0105 0.009216 0.003682 67 640: 24%|##3 | 40/168 [00:07<00:24, 5.16it/s]
113/499 4.32G 0.01051 0.009244 0.003685 80 640: 24%|##3 | 40/168 [00:07<00:24, 5.16it/s]
113/499 4.32G 0.01051 0.009244 0.003685 80 640: 24%|##4 | 41/168 [00:07<00:24, 5.23it/s]
113/499 4.32G 0.01049 0.009219 0.003681 64 640: 24%|##4 | 41/168 [00:08<00:24, 5.23it/s]
113/499 4.32G 0.01049 0.009219 0.003681 64 640: 25%|##5 | 42/168 [00:08<00:23, 5.31it/s]
113/499 4.32G 0.01049 0.009252 0.00364 83 640: 25%|##5 | 42/168 [00:08<00:23, 5.31it/s]
113/499 4.32G 0.01049 0.009252 0.00364 83 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
113/499 4.32G 0.01045 0.009244 0.003637 63 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
113/499 4.32G 0.01045 0.009244 0.003637 63 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s]
113/499 4.32G 0.01051 0.009259 0.003706 71 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s]
113/499 4.32G 0.01051 0.009259 0.003706 71 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s]
113/499 4.32G 0.01046 0.009203 0.003701 64 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s]
113/499 4.32G 0.01046 0.009203 0.003701 64 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s]
113/499 4.32G 0.01044 0.009219 0.003696 78 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s]
113/499 4.32G 0.01044 0.009219 0.003696 78 640: 28%|##7 | 47/168 [00:08<00:22, 5.29it/s]
113/499 4.32G 0.01046 0.009326 0.003705 89 640: 28%|##7 | 47/168 [00:09<00:22, 5.29it/s]
113/499 4.32G 0.01046 0.009326 0.003705 89 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s]
113/499 4.32G 0.01047 0.009354 0.003752 81 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s]
113/499 4.32G 0.01047 0.009354 0.003752 81 640: 29%|##9 | 49/168 [00:09<00:22, 5.23it/s]
113/499 4.32G 0.01045 0.00934 0.003785 60 640: 29%|##9 | 49/168 [00:09<00:22, 5.23it/s]
113/499 4.32G 0.01045 0.00934 0.003785 60 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s]
113/499 4.32G 0.01043 0.009348 0.003727 65 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s]
113/499 4.32G 0.01043 0.009348 0.003727 65 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s]
113/499 4.32G 0.01047 0.009341 0.003766 61 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s]
113/499 4.32G 0.01047 0.009341 0.003766 61 640: 31%|### | 52/168 [00:09<00:22, 5.20it/s]
113/499 4.32G 0.01043 0.009305 0.003758 61 640: 31%|### | 52/168 [00:10<00:22, 5.20it/s]
113/499 4.32G 0.01043 0.009305 0.003758 61 640: 32%|###1 | 53/168 [00:10<00:21, 5.30it/s]
113/499 4.32G 0.01043 0.009307 0.003781 69 640: 32%|###1 | 53/168 [00:10<00:21, 5.30it/s]
113/499 4.32G 0.01043 0.009307 0.003781 69 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s]
113/499 4.32G 0.01047 0.009343 0.003896 71 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s]
113/499 4.32G 0.01047 0.009343 0.003896 71 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
113/499 4.32G 0.01047 0.009313 0.003873 56 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
113/499 4.32G 0.01047 0.009313 0.003873 56 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s]
113/499 4.32G 0.01045 0.009295 0.003858 67 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s]
113/499 4.32G 0.01045 0.009295 0.003858 67 640: 34%|###3 | 57/168 [00:10<00:20, 5.33it/s]
113/499 4.32G 0.01046 0.009291 0.00386 69 640: 34%|###3 | 57/168 [00:11<00:20, 5.33it/s]
113/499 4.32G 0.01046 0.009291 0.00386 69 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s]
113/499 4.32G 0.01044 0.009258 0.003866 63 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s]
113/499 4.32G 0.01044 0.009258 0.003866 63 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s]
113/499 4.32G 0.01044 0.00927 0.003879 79 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s]
113/499 4.32G 0.01044 0.00927 0.003879 79 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
113/499 4.32G 0.01043 0.009273 0.003888 79 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
113/499 4.32G 0.01043 0.009273 0.003888 79 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s]
113/499 4.32G 0.01046 0.009277 0.00397 75 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s]
113/499 4.32G 0.01046 0.009277 0.00397 75 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s]
113/499 4.32G 0.01048 0.009286 0.003986 64 640: 37%|###6 | 62/168 [00:12<00:20, 5.28it/s]
113/499 4.32G 0.01048 0.009286 0.003986 64 640: 38%|###7 | 63/168 [00:12<00:19, 5.34it/s]
113/499 4.32G 0.01051 0.009274 0.003963 66 640: 38%|###7 | 63/168 [00:12<00:19, 5.34it/s]
113/499 4.32G 0.01051 0.009274 0.003963 66 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s]
113/499 4.32G 0.01053 0.009268 0.00401 58 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s]
113/499 4.32G 0.01053 0.009268 0.00401 58 640: 39%|###8 | 65/168 [00:12<00:19, 5.25it/s]
113/499 4.32G 0.01053 0.009287 0.003977 68 640: 39%|###8 | 65/168 [00:12<00:19, 5.25it/s]
113/499 4.32G 0.01053 0.009287 0.003977 68 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s]
113/499 4.32G 0.01054 0.009269 0.003964 60 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s]
113/499 4.32G 0.01054 0.009269 0.003964 60 640: 40%|###9 | 67/168 [00:12<00:19, 5.15it/s]
113/499 4.32G 0.01056 0.009275 0.003945 62 640: 40%|###9 | 67/168 [00:12<00:19, 5.15it/s]
113/499 4.32G 0.01056 0.009275 0.003945 62 640: 40%|#### | 68/168 [00:12<00:19, 5.24it/s]
113/499 4.32G 0.01056 0.009285 0.00394 74 640: 40%|#### | 68/168 [00:13<00:19, 5.24it/s]
113/499 4.32G 0.01056 0.009285 0.00394 74 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s]
113/499 4.32G 0.01056 0.009267 0.003966 69 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s]
113/499 4.32G 0.01056 0.009267 0.003966 69 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s]
113/499 4.32G 0.01057 0.009299 0.003991 74 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s]
113/499 4.32G 0.01057 0.009299 0.003991 74 640: 42%|####2 | 71/168 [00:13<00:18, 5.18it/s]
113/499 4.32G 0.01056 0.009298 0.003956 69 640: 42%|####2 | 71/168 [00:13<00:18, 5.18it/s]
113/499 4.32G 0.01056 0.009298 0.003956 69 640: 43%|####2 | 72/168 [00:13<00:18, 5.28it/s]
113/499 4.32G 0.01058 0.009311 0.004016 66 640: 43%|####2 | 72/168 [00:13<00:18, 5.28it/s]
113/499 4.32G 0.01058 0.009311 0.004016 66 640: 43%|####3 | 73/168 [00:13<00:18, 5.17it/s]
113/499 4.32G 0.01057 0.009307 0.004015 66 640: 43%|####3 | 73/168 [00:14<00:18, 5.17it/s]
113/499 4.32G 0.01057 0.009307 0.004015 66 640: 44%|####4 | 74/168 [00:14<00:17, 5.24it/s]
113/499 4.32G 0.01058 0.009296 0.003997 50 640: 44%|####4 | 74/168 [00:14<00:17, 5.24it/s]
113/499 4.32G 0.01058 0.009296 0.003997 50 640: 45%|####4 | 75/168 [00:14<00:17, 5.29it/s]
113/499 4.32G 0.0106 0.009278 0.003969 61 640: 45%|####4 | 75/168 [00:14<00:17, 5.29it/s]
113/499 4.32G 0.0106 0.009278 0.003969 61 640: 45%|####5 | 76/168 [00:14<00:17, 5.16it/s]
113/499 4.32G 0.01058 0.009274 0.003964 65 640: 45%|####5 | 76/168 [00:14<00:17, 5.16it/s]
113/499 4.32G 0.01058 0.009274 0.003964 65 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s]
113/499 4.32G 0.01058 0.009272 0.003958 70 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s]
113/499 4.32G 0.01058 0.009272 0.003958 70 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s]
113/499 4.32G 0.01059 0.009261 0.004027 57 640: 46%|####6 | 78/168 [00:15<00:16, 5.34it/s]
113/499 4.32G 0.01059 0.009261 0.004027 57 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s]
113/499 4.32G 0.0106 0.00928 0.004019 74 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s]
113/499 4.32G 0.0106 0.00928 0.004019 74 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s]
113/499 4.32G 0.01058 0.009299 0.00401 72 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s]
113/499 4.32G 0.01058 0.009299 0.00401 72 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s]
113/499 4.32G 0.0106 0.009302 0.004024 66 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s]
113/499 4.32G 0.0106 0.009302 0.004024 66 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
113/499 4.32G 0.01059 0.00931 0.004048 79 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
113/499 4.32G 0.01059 0.00931 0.004048 79 640: 49%|####9 | 83/168 [00:15<00:16, 5.23it/s]
113/499 4.32G 0.01058 0.009314 0.004061 69 640: 49%|####9 | 83/168 [00:16<00:16, 5.23it/s]
113/499 4.32G 0.01058 0.009314 0.004061 69 640: 50%|##### | 84/168 [00:16<00:16, 5.24it/s]
113/499 4.32G 0.01058 0.009337 0.004049 78 640: 50%|##### | 84/168 [00:16<00:16, 5.24it/s]
113/499 4.32G 0.01058 0.009337 0.004049 78 640: 51%|##### | 85/168 [00:16<00:16, 5.15it/s]
113/499 4.32G 0.01058 0.009315 0.004037 52 640: 51%|##### | 85/168 [00:16<00:16, 5.15it/s]
113/499 4.32G 0.01058 0.009315 0.004037 52 640: 51%|#####1 | 86/168 [00:16<00:15, 5.22it/s]
113/499 4.32G 0.0106 0.009303 0.00401 65 640: 51%|#####1 | 86/168 [00:16<00:15, 5.22it/s]
113/499 4.32G 0.0106 0.009303 0.00401 65 640: 52%|#####1 | 87/168 [00:16<00:15, 5.27it/s]
113/499 4.32G 0.01059 0.009308 0.004009 73 640: 52%|#####1 | 87/168 [00:16<00:15, 5.27it/s]
113/499 4.32G 0.01059 0.009308 0.004009 73 640: 52%|#####2 | 88/168 [00:16<00:15, 5.17it/s]
113/499 4.32G 0.01058 0.009285 0.003987 55 640: 52%|#####2 | 88/168 [00:16<00:15, 5.17it/s]
113/499 4.32G 0.01058 0.009285 0.003987 55 640: 53%|#####2 | 89/168 [00:16<00:14, 5.27it/s]
113/499 4.32G 0.01057 0.009271 0.003994 52 640: 53%|#####2 | 89/168 [00:17<00:14, 5.27it/s]
113/499 4.32G 0.01057 0.009271 0.003994 52 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
113/499 4.32G 0.01058 0.009283 0.003997 73 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
113/499 4.32G 0.01058 0.009283 0.003997 73 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
113/499 4.32G 0.01057 0.009268 0.004013 73 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
113/499 4.32G 0.01057 0.009268 0.004013 73 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s]
113/499 4.32G 0.01056 0.009297 0.004004 74 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s]
113/499 4.32G 0.01056 0.009297 0.004004 74 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s]
113/499 4.32G 0.01058 0.009327 0.004027 85 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s]
113/499 4.32G 0.01058 0.009327 0.004027 85 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
113/499 4.32G 0.01061 0.009345 0.004069 61 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s]
113/499 4.32G 0.01061 0.009345 0.004069 61 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
113/499 4.32G 0.0106 0.009341 0.004106 68 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
113/499 4.32G 0.0106 0.009341 0.004106 68 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s]
113/499 4.32G 0.01061 0.009365 0.004082 82 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s]
113/499 4.32G 0.01061 0.009365 0.004082 82 640: 58%|#####7 | 97/168 [00:18<00:13, 5.14it/s]
113/499 4.32G 0.0106 0.009386 0.004065 84 640: 58%|#####7 | 97/168 [00:18<00:13, 5.14it/s]
113/499 4.32G 0.0106 0.009386 0.004065 84 640: 58%|#####8 | 98/168 [00:18<00:13, 5.25it/s]
113/499 4.32G 0.01061 0.009383 0.00406 64 640: 58%|#####8 | 98/168 [00:18<00:13, 5.25it/s]
113/499 4.32G 0.01061 0.009383 0.00406 64 640: 59%|#####8 | 99/168 [00:18<00:12, 5.32it/s]
113/499 4.32G 0.0106 0.009384 0.004057 70 640: 59%|#####8 | 99/168 [00:19<00:12, 5.32it/s]
113/499 4.32G 0.0106 0.009384 0.004057 70 640: 60%|#####9 | 100/168 [00:19<00:13, 5.21it/s]
113/499 4.32G 0.01061 0.009389 0.004067 61 640: 60%|#####9 | 100/168 [00:19<00:13, 5.21it/s]
113/499 4.32G 0.01061 0.009389 0.004067 61 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s]
113/499 4.32G 0.0106 0.009389 0.004076 72 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s]
113/499 4.32G 0.0106 0.009389 0.004076 72 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s]
113/499 4.32G 0.0106 0.00938 0.004091 68 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s]
113/499 4.32G 0.0106 0.00938 0.004091 68 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s]
113/499 4.32G 0.0106 0.009394 0.004092 73 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s]
113/499 4.32G 0.0106 0.009394 0.004092 73 640: 62%|######1 | 104/168 [00:19<00:12, 5.26it/s]
113/499 4.32G 0.01059 0.009408 0.004081 69 640: 62%|######1 | 104/168 [00:20<00:12, 5.26it/s]
113/499 4.32G 0.01059 0.009408 0.004081 69 640: 62%|######2 | 105/168 [00:20<00:11, 5.34it/s]
113/499 4.32G 0.0106 0.009398 0.004083 57 640: 62%|######2 | 105/168 [00:20<00:11, 5.34it/s]
113/499 4.32G 0.0106 0.009398 0.004083 57 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s]
113/499 4.32G 0.01062 0.009419 0.00407 77 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s]
113/499 4.32G 0.01062 0.009419 0.00407 77 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s]
113/499 4.32G 0.0106 0.009392 0.00406 48 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s]
113/499 4.32G 0.0106 0.009392 0.00406 48 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s]
113/499 4.32G 0.01061 0.009381 0.00406 51 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s]
113/499 4.32G 0.01061 0.009381 0.00406 51 640: 65%|######4 | 109/168 [00:20<00:11, 5.16it/s]
113/499 4.32G 0.01062 0.009362 0.004074 58 640: 65%|######4 | 109/168 [00:20<00:11, 5.16it/s]
113/499 4.32G 0.01062 0.009362 0.004074 58 640: 65%|######5 | 110/168 [00:20<00:11, 5.25it/s]
113/499 4.32G 0.0106 0.009354 0.004063 75 640: 65%|######5 | 110/168 [00:21<00:11, 5.25it/s]
113/499 4.32G 0.0106 0.009354 0.004063 75 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
113/499 4.32G 0.01061 0.009332 0.004061 51 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
113/499 4.32G 0.01061 0.009332 0.004061 51 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s]
113/499 4.32G 0.01061 0.009346 0.004048 75 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s]
113/499 4.32G 0.01061 0.009346 0.004048 75 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s]
113/499 4.32G 0.0106 0.009336 0.004063 65 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s]
113/499 4.32G 0.0106 0.009336 0.004063 65 640: 68%|######7 | 114/168 [00:21<00:10, 5.33it/s]
113/499 4.32G 0.01059 0.009352 0.004087 83 640: 68%|######7 | 114/168 [00:21<00:10, 5.33it/s]
113/499 4.32G 0.01059 0.009352 0.004087 83 640: 68%|######8 | 115/168 [00:21<00:10, 5.18it/s]
113/499 4.32G 0.01057 0.00935 0.004092 69 640: 68%|######8 | 115/168 [00:22<00:10, 5.18it/s]
113/499 4.32G 0.01057 0.00935 0.004092 69 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
113/499 4.32G 0.01058 0.009365 0.004083 76 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
113/499 4.32G 0.01058 0.009365 0.004083 76 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
113/499 4.32G 0.01058 0.009353 0.004088 62 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
113/499 4.32G 0.01058 0.009353 0.004088 62 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s]
113/499 4.32G 0.01059 0.009348 0.004084 69 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s]
113/499 4.32G 0.01059 0.009348 0.004084 69 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s]
113/499 4.32G 0.01058 0.009336 0.004105 66 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s]
113/499 4.32G 0.01058 0.009336 0.004105 66 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s]
113/499 4.32G 0.01057 0.009311 0.004131 47 640: 71%|#######1 | 120/168 [00:23<00:08, 5.36it/s]
113/499 4.32G 0.01057 0.009311 0.004131 47 640: 72%|#######2 | 121/168 [00:23<00:09, 5.17it/s]
113/499 4.32G 0.01056 0.009306 0.00411 60 640: 72%|#######2 | 121/168 [00:23<00:09, 5.17it/s]
113/499 4.32G 0.01056 0.009306 0.00411 60 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
113/499 4.32G 0.01056 0.0093 0.004102 61 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
113/499 4.32G 0.01056 0.0093 0.004102 61 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s]
113/499 4.32G 0.01055 0.009284 0.004079 59 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s]
113/499 4.32G 0.01055 0.009284 0.004079 59 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s]
113/499 4.32G 0.01055 0.009285 0.004077 66 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s]
113/499 4.32G 0.01055 0.009285 0.004077 66 640: 74%|#######4 | 125/168 [00:23<00:08, 5.24it/s]
113/499 4.32G 0.01054 0.00926 0.004079 57 640: 74%|#######4 | 125/168 [00:24<00:08, 5.24it/s]
113/499 4.32G 0.01054 0.00926 0.004079 57 640: 75%|#######5 | 126/168 [00:24<00:07, 5.32it/s]
113/499 4.32G 0.01055 0.009251 0.004074 63 640: 75%|#######5 | 126/168 [00:24<00:07, 5.32it/s]
113/499 4.32G 0.01055 0.009251 0.004074 63 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s]
113/499 4.32G 0.01054 0.009249 0.004062 71 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s]
113/499 4.32G 0.01054 0.009249 0.004062 71 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s]
113/499 4.32G 0.01055 0.00926 0.004054 69 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s]
113/499 4.32G 0.01055 0.00926 0.004054 69 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s]
113/499 4.32G 0.01053 0.009265 0.004041 68 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s]
113/499 4.32G 0.01053 0.009265 0.004041 68 640: 77%|#######7 | 130/168 [00:24<00:07, 5.19it/s]
113/499 4.32G 0.01053 0.009269 0.004035 77 640: 77%|#######7 | 130/168 [00:24<00:07, 5.19it/s]
113/499 4.32G 0.01053 0.009269 0.004035 77 640: 78%|#######7 | 131/168 [00:24<00:07, 5.26it/s]
113/499 4.32G 0.01052 0.009267 0.004028 66 640: 78%|#######7 | 131/168 [00:25<00:07, 5.26it/s]
113/499 4.32G 0.01052 0.009267 0.004028 66 640: 79%|#######8 | 132/168 [00:25<00:06, 5.34it/s]
113/499 4.32G 0.01053 0.009265 0.004042 60 640: 79%|#######8 | 132/168 [00:25<00:06, 5.34it/s]
113/499 4.32G 0.01053 0.009265 0.004042 60 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s]
113/499 4.32G 0.01054 0.009298 0.004028 78 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s]
113/499 4.32G 0.01054 0.009298 0.004028 78 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s]
113/499 4.32G 0.01056 0.00929 0.004029 50 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s]
113/499 4.32G 0.01056 0.00929 0.004029 50 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s]
113/499 4.32G 0.01056 0.009281 0.004023 58 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s]
113/499 4.32G 0.01056 0.009281 0.004023 58 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
113/499 4.32G 0.01054 0.009257 0.004013 46 640: 81%|######## | 136/168 [00:26<00:06, 5.21it/s]
113/499 4.32G 0.01054 0.009257 0.004013 46 640: 82%|########1 | 137/168 [00:26<00:05, 5.31it/s]
113/499 4.32G 0.01054 0.009255 0.004019 72 640: 82%|########1 | 137/168 [00:26<00:05, 5.31it/s]
113/499 4.32G 0.01054 0.009255 0.004019 72 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
113/499 4.32G 0.01054 0.009258 0.004035 71 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
113/499 4.32G 0.01054 0.009258 0.004035 71 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s]
113/499 4.32G 0.01054 0.009259 0.004025 65 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s]
113/499 4.32G 0.01054 0.009259 0.004025 65 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s]
113/499 4.32G 0.01054 0.009273 0.00403 77 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s]
113/499 4.32G 0.01054 0.009273 0.00403 77 640: 84%|########3 | 141/168 [00:26<00:05, 5.38it/s]
113/499 4.32G 0.01054 0.00929 0.00403 82 640: 84%|########3 | 141/168 [00:27<00:05, 5.38it/s]
113/499 4.32G 0.01054 0.00929 0.00403 82 640: 85%|########4 | 142/168 [00:27<00:04, 5.24it/s]
113/499 4.32G 0.01056 0.009282 0.004021 62 640: 85%|########4 | 142/168 [00:27<00:04, 5.24it/s]
113/499 4.32G 0.01056 0.009282 0.004021 62 640: 85%|########5 | 143/168 [00:27<00:04, 5.32it/s]
113/499 4.32G 0.01055 0.009282 0.004012 64 640: 85%|########5 | 143/168 [00:27<00:04, 5.32it/s]
113/499 4.32G 0.01055 0.009282 0.004012 64 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s]
113/499 4.32G 0.01055 0.009268 0.003994 53 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s]
113/499 4.32G 0.01055 0.009268 0.003994 53 640: 86%|########6 | 145/168 [00:27<00:04, 5.24it/s]
113/499 4.32G 0.01056 0.009258 0.003987 57 640: 86%|########6 | 145/168 [00:27<00:04, 5.24it/s]
113/499 4.32G 0.01056 0.009258 0.003987 57 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s]
113/499 4.32G 0.01056 0.00925 0.004006 66 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s]
113/499 4.32G 0.01056 0.00925 0.004006 66 640: 88%|########7 | 147/168 [00:27<00:03, 5.36it/s]
113/499 4.32G 0.01055 0.009241 0.004006 56 640: 88%|########7 | 147/168 [00:28<00:03, 5.36it/s]
113/499 4.32G 0.01055 0.009241 0.004006 56 640: 88%|########8 | 148/168 [00:28<00:03, 5.22it/s]
113/499 4.32G 0.01056 0.009231 0.00399 59 640: 88%|########8 | 148/168 [00:28<00:03, 5.22it/s]
113/499 4.32G 0.01056 0.009231 0.00399 59 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s]
113/499 4.32G 0.01058 0.009241 0.003977 64 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s]
113/499 4.32G 0.01058 0.009241 0.003977 64 640: 89%|########9 | 150/168 [00:28<00:03, 5.30it/s]
113/499 4.32G 0.01058 0.009239 0.003976 72 640: 89%|########9 | 150/168 [00:28<00:03, 5.30it/s]
113/499 4.32G 0.01058 0.009239 0.003976 72 640: 90%|########9 | 151/168 [00:28<00:03, 5.16it/s]
113/499 4.32G 0.01057 0.009238 0.003975 66 640: 90%|########9 | 151/168 [00:28<00:03, 5.16it/s]
113/499 4.32G 0.01057 0.009238 0.003975 66 640: 90%|######### | 152/168 [00:28<00:03, 5.26it/s]
113/499 4.32G 0.01059 0.009234 0.00398 67 640: 90%|######### | 152/168 [00:29<00:03, 5.26it/s]
113/499 4.32G 0.01059 0.009234 0.00398 67 640: 91%|#########1| 153/168 [00:29<00:02, 5.31it/s]
113/499 4.32G 0.0106 0.009233 0.003973 58 640: 91%|#########1| 153/168 [00:29<00:02, 5.31it/s]
113/499 4.32G 0.0106 0.009233 0.003973 58 640: 92%|#########1| 154/168 [00:29<00:02, 5.18it/s]
113/499 4.32G 0.01059 0.009235 0.003971 64 640: 92%|#########1| 154/168 [00:29<00:02, 5.18it/s]
113/499 4.32G 0.01059 0.009235 0.003971 64 640: 92%|#########2| 155/168 [00:29<00:02, 5.27it/s]
113/499 4.32G 0.01059 0.009231 0.003956 65 640: 92%|#########2| 155/168 [00:29<00:02, 5.27it/s]
113/499 4.32G 0.01059 0.009231 0.003956 65 640: 93%|#########2| 156/168 [00:29<00:02, 5.33it/s]
113/499 4.32G 0.01059 0.009232 0.003944 61 640: 93%|#########2| 156/168 [00:29<00:02, 5.33it/s]
113/499 4.32G 0.01059 0.009232 0.003944 61 640: 93%|#########3| 157/168 [00:29<00:02, 5.14it/s]
113/499 4.32G 0.0106 0.009237 0.003943 68 640: 93%|#########3| 157/168 [00:30<00:02, 5.14it/s]
113/499 4.32G 0.0106 0.009237 0.003943 68 640: 94%|#########4| 158/168 [00:30<00:01, 5.24it/s]
113/499 4.32G 0.0106 0.009243 0.003934 72 640: 94%|#########4| 158/168 [00:30<00:01, 5.24it/s]
113/499 4.32G 0.0106 0.009243 0.003934 72 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s]
113/499 4.32G 0.01059 0.00924 0.003936 68 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s]
113/499 4.32G 0.01059 0.00924 0.003936 68 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s]
113/499 4.32G 0.01059 0.009231 0.003954 64 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s]
113/499 4.32G 0.01059 0.009231 0.003954 64 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
113/499 4.32G 0.01059 0.009227 0.003954 63 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
113/499 4.32G 0.01059 0.009227 0.003954 63 640: 96%|#########6| 162/168 [00:30<00:01, 5.22it/s]
113/499 4.32G 0.0106 0.009223 0.003943 55 640: 96%|#########6| 162/168 [00:31<00:01, 5.22it/s]
113/499 4.32G 0.0106 0.009223 0.003943 55 640: 97%|#########7| 163/168 [00:31<00:00, 5.14it/s]
113/499 4.32G 0.0106 0.009231 0.003935 72 640: 97%|#########7| 163/168 [00:31<00:00, 5.14it/s]
113/499 4.32G 0.0106 0.009231 0.003935 72 640: 98%|#########7| 164/168 [00:31<00:00, 5.22it/s]
113/499 4.32G 0.0106 0.009253 0.003935 84 640: 98%|#########7| 164/168 [00:31<00:00, 5.22it/s]
113/499 4.32G 0.0106 0.009253 0.003935 84 640: 98%|#########8| 165/168 [00:31<00:00, 5.27it/s]
113/499 4.32G 0.0106 0.009252 0.003972 68 640: 98%|#########8| 165/168 [00:31<00:00, 5.27it/s]
113/499 4.32G 0.0106 0.009252 0.003972 68 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s]
113/499 4.32G 0.01059 0.009248 0.003953 59 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s]
113/499 4.32G 0.01059 0.009248 0.003953 59 640: 99%|#########9| 167/168 [00:31<00:00, 5.24it/s]
113/499 4.32G 0.01059 0.009239 0.003942 32 640: 99%|#########9| 167/168 [00:31<00:00, 5.24it/s]
113/499 4.32G 0.01059 0.009239 0.003942 32 640: 100%|##########| 168/168 [00:31<00:00, 5.45it/s]
113/499 4.32G 0.01059 0.009239 0.003942 32 640: 100%|##########| 168/168 [00:31<00:00, 5.25it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.97it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s]
all 132 263 0.871 0.859 0.89 0.764
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
114/499 4.32G 0.009701 0.009203 0.008261 70 640: 0%| | 0/168 [00:00<?, ?it/s]
114/499 4.32G 0.009701 0.009203 0.008261 70 640: 1%| | 1/168 [00:00<00:33, 4.97it/s]
114/499 4.32G 0.01148 0.01075 0.006422 87 640: 1%| | 1/168 [00:00<00:33, 4.97it/s]
114/499 4.32G 0.01148 0.01075 0.006422 87 640: 1%|1 | 2/168 [00:00<00:31, 5.27it/s]
114/499 4.32G 0.01158 0.01095 0.006082 81 640: 1%|1 | 2/168 [00:00<00:31, 5.27it/s]
114/499 4.32G 0.01158 0.01095 0.006082 81 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s]
114/499 4.32G 0.01141 0.01116 0.005831 82 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s]
114/499 4.32G 0.01141 0.01116 0.005831 82 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s]
114/499 4.32G 0.01087 0.01057 0.005462 62 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s]
114/499 4.32G 0.01087 0.01057 0.005462 62 640: 3%|2 | 5/168 [00:00<00:30, 5.29it/s]
114/499 4.32G 0.01134 0.01058 0.005821 84 640: 3%|2 | 5/168 [00:01<00:30, 5.29it/s]
114/499 4.32G 0.01134 0.01058 0.005821 84 640: 4%|3 | 6/168 [00:01<00:31, 5.22it/s]
114/499 4.32G 0.0115 0.01055 0.005412 71 640: 4%|3 | 6/168 [00:01<00:31, 5.22it/s]
114/499 4.32G 0.0115 0.01055 0.005412 71 640: 4%|4 | 7/168 [00:01<00:31, 5.09it/s]
114/499 4.32G 0.01138 0.01051 0.004983 67 640: 4%|4 | 7/168 [00:01<00:31, 5.09it/s]
114/499 4.32G 0.01138 0.01051 0.004983 67 640: 5%|4 | 8/168 [00:01<00:30, 5.19it/s]
114/499 4.32G 0.01111 0.01025 0.005036 56 640: 5%|4 | 8/168 [00:01<00:30, 5.19it/s]
114/499 4.32G 0.01111 0.01025 0.005036 56 640: 5%|5 | 9/168 [00:01<00:30, 5.29it/s]
114/499 4.32G 0.01112 0.0103 0.005044 71 640: 5%|5 | 9/168 [00:01<00:30, 5.29it/s]
114/499 4.32G 0.01112 0.0103 0.005044 71 640: 6%|5 | 10/168 [00:01<00:30, 5.18it/s]
114/499 4.32G 0.01092 0.01018 0.004802 63 640: 6%|5 | 10/168 [00:02<00:30, 5.18it/s]
114/499 4.32G 0.01092 0.01018 0.004802 63 640: 7%|6 | 11/168 [00:02<00:29, 5.26it/s]
114/499 4.32G 0.01104 0.01013 0.004845 74 640: 7%|6 | 11/168 [00:02<00:29, 5.26it/s]
114/499 4.32G 0.01104 0.01013 0.004845 74 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s]
114/499 4.32G 0.01085 0.009841 0.004758 46 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s]
114/499 4.32G 0.01085 0.009841 0.004758 46 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s]
114/499 4.32G 0.01084 0.009721 0.004621 53 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s]
114/499 4.32G 0.01084 0.009721 0.004621 53 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s]
114/499 4.32G 0.01081 0.009595 0.004495 52 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s]
114/499 4.32G 0.01081 0.009595 0.004495 52 640: 9%|8 | 15/168 [00:02<00:28, 5.32it/s]
114/499 4.32G 0.01086 0.009544 0.004352 58 640: 9%|8 | 15/168 [00:03<00:28, 5.32it/s]
114/499 4.32G 0.01086 0.009544 0.004352 58 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s]
114/499 4.32G 0.01084 0.009564 0.004188 75 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s]
114/499 4.32G 0.01084 0.009564 0.004188 75 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s]
114/499 4.32G 0.01086 0.009467 0.004216 71 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s]
114/499 4.32G 0.01086 0.009467 0.004216 71 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s]
114/499 4.32G 0.01086 0.009476 0.004097 71 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s]
114/499 4.32G 0.01086 0.009476 0.004097 71 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s]
114/499 4.32G 0.01087 0.009606 0.004153 84 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s]
114/499 4.32G 0.01087 0.009606 0.004153 84 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s]
114/499 4.32G 0.01081 0.009503 0.00423 57 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s]
114/499 4.32G 0.01081 0.009503 0.00423 57 640: 12%|#2 | 21/168 [00:03<00:27, 5.30it/s]
114/499 4.32G 0.01091 0.009406 0.004191 47 640: 12%|#2 | 21/168 [00:04<00:27, 5.30it/s]
114/499 4.32G 0.01091 0.009406 0.004191 47 640: 13%|#3 | 22/168 [00:04<00:28, 5.17it/s]
114/499 4.32G 0.01098 0.009374 0.004192 47 640: 13%|#3 | 22/168 [00:04<00:28, 5.17it/s]
114/499 4.32G 0.01098 0.009374 0.004192 47 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s]
114/499 4.32G 0.01091 0.009389 0.004093 81 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s]
114/499 4.32G 0.01091 0.009389 0.004093 81 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s]
114/499 4.32G 0.01093 0.00943 0.004095 76 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s]
114/499 4.32G 0.01093 0.00943 0.004095 76 640: 15%|#4 | 25/168 [00:04<00:27, 5.15it/s]
114/499 4.32G 0.01091 0.009475 0.004134 71 640: 15%|#4 | 25/168 [00:04<00:27, 5.15it/s]
114/499 4.32G 0.01091 0.009475 0.004134 71 640: 15%|#5 | 26/168 [00:04<00:27, 5.24it/s]
114/499 4.32G 0.0109 0.009497 0.004131 77 640: 15%|#5 | 26/168 [00:05<00:27, 5.24it/s]
114/499 4.32G 0.0109 0.009497 0.004131 77 640: 16%|#6 | 27/168 [00:05<00:26, 5.30it/s]
114/499 4.32G 0.01088 0.009464 0.004129 69 640: 16%|#6 | 27/168 [00:05<00:26, 5.30it/s]
114/499 4.32G 0.01088 0.009464 0.004129 69 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s]
114/499 4.32G 0.01094 0.009434 0.004145 66 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s]
114/499 4.32G 0.01094 0.009434 0.004145 66 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s]
114/499 4.32G 0.01092 0.009466 0.004162 74 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s]
114/499 4.32G 0.01092 0.009466 0.004162 74 640: 18%|#7 | 30/168 [00:05<00:26, 5.31it/s]
114/499 4.32G 0.01095 0.009455 0.004122 64 640: 18%|#7 | 30/168 [00:05<00:26, 5.31it/s]
114/499 4.32G 0.01095 0.009455 0.004122 64 640: 18%|#8 | 31/168 [00:05<00:26, 5.16it/s]
114/499 4.32G 0.01091 0.009464 0.004103 71 640: 18%|#8 | 31/168 [00:06<00:26, 5.16it/s]
114/499 4.32G 0.01091 0.009464 0.004103 71 640: 19%|#9 | 32/168 [00:06<00:25, 5.26it/s]
114/499 4.32G 0.0109 0.009453 0.004119 64 640: 19%|#9 | 32/168 [00:06<00:25, 5.26it/s]
114/499 4.32G 0.0109 0.009453 0.004119 64 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s]
114/499 4.32G 0.01086 0.009471 0.004088 68 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s]
114/499 4.32G 0.01086 0.009471 0.004088 68 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s]
114/499 4.32G 0.01083 0.009445 0.004049 65 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s]
114/499 4.32G 0.01083 0.009445 0.004049 65 640: 21%|## | 35/168 [00:06<00:25, 5.24it/s]
114/499 4.32G 0.01082 0.00942 0.004096 74 640: 21%|## | 35/168 [00:06<00:25, 5.24it/s]
114/499 4.32G 0.01082 0.00942 0.004096 74 640: 21%|##1 | 36/168 [00:06<00:24, 5.29it/s]
114/499 4.32G 0.01077 0.009382 0.004107 63 640: 21%|##1 | 36/168 [00:07<00:24, 5.29it/s]
114/499 4.32G 0.01077 0.009382 0.004107 63 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s]
114/499 4.32G 0.01076 0.009381 0.004114 66 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s]
114/499 4.32G 0.01076 0.009381 0.004114 66 640: 23%|##2 | 38/168 [00:07<00:24, 5.22it/s]
114/499 4.32G 0.01077 0.009408 0.00411 70 640: 23%|##2 | 38/168 [00:07<00:24, 5.22it/s]
114/499 4.32G 0.01077 0.009408 0.00411 70 640: 23%|##3 | 39/168 [00:07<00:24, 5.29it/s]
114/499 4.32G 0.01074 0.009349 0.004069 50 640: 23%|##3 | 39/168 [00:07<00:24, 5.29it/s]
114/499 4.32G 0.01074 0.009349 0.004069 50 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
114/499 4.32G 0.01071 0.00932 0.00403 61 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
114/499 4.32G 0.01071 0.00932 0.00403 61 640: 24%|##4 | 41/168 [00:07<00:24, 5.26it/s]
114/499 4.32G 0.01072 0.009317 0.003966 60 640: 24%|##4 | 41/168 [00:08<00:24, 5.26it/s]
114/499 4.32G 0.01072 0.009317 0.003966 60 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s]
114/499 4.32G 0.01075 0.009383 0.003999 72 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s]
114/499 4.32G 0.01075 0.009383 0.003999 72 640: 26%|##5 | 43/168 [00:08<00:24, 5.12it/s]
114/499 4.32G 0.01081 0.009388 0.004093 69 640: 26%|##5 | 43/168 [00:08<00:24, 5.12it/s]
114/499 4.32G 0.01081 0.009388 0.004093 69 640: 26%|##6 | 44/168 [00:08<00:24, 5.16it/s]
114/499 4.32G 0.01083 0.009369 0.004095 63 640: 26%|##6 | 44/168 [00:08<00:24, 5.16it/s]
114/499 4.32G 0.01083 0.009369 0.004095 63 640: 27%|##6 | 45/168 [00:08<00:23, 5.26it/s]
114/499 4.32G 0.0108 0.00938 0.004145 69 640: 27%|##6 | 45/168 [00:08<00:23, 5.26it/s]
114/499 4.32G 0.0108 0.00938 0.004145 69 640: 27%|##7 | 46/168 [00:08<00:23, 5.11it/s]
114/499 4.32G 0.01082 0.009368 0.004099 61 640: 27%|##7 | 46/168 [00:08<00:23, 5.11it/s]
114/499 4.32G 0.01082 0.009368 0.004099 61 640: 28%|##7 | 47/168 [00:08<00:23, 5.24it/s]
114/499 4.32G 0.01079 0.009315 0.004107 59 640: 28%|##7 | 47/168 [00:09<00:23, 5.24it/s]
114/499 4.32G 0.01079 0.009315 0.004107 59 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s]
114/499 4.32G 0.01084 0.009336 0.004195 55 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s]
114/499 4.32G 0.01084 0.009336 0.004195 55 640: 29%|##9 | 49/168 [00:09<00:23, 5.13it/s]
114/499 4.32G 0.01085 0.00932 0.004204 64 640: 29%|##9 | 49/168 [00:09<00:23, 5.13it/s]
114/499 4.32G 0.01085 0.00932 0.004204 64 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s]
114/499 4.32G 0.01084 0.009314 0.004215 71 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s]
114/499 4.32G 0.01084 0.009314 0.004215 71 640: 30%|### | 51/168 [00:09<00:22, 5.26it/s]
114/499 4.32G 0.01088 0.009281 0.004203 56 640: 30%|### | 51/168 [00:09<00:22, 5.26it/s]
114/499 4.32G 0.01088 0.009281 0.004203 56 640: 31%|### | 52/168 [00:09<00:22, 5.14it/s]
114/499 4.32G 0.01086 0.009267 0.00421 61 640: 31%|### | 52/168 [00:10<00:22, 5.14it/s]
114/499 4.32G 0.01086 0.009267 0.00421 61 640: 32%|###1 | 53/168 [00:10<00:22, 5.22it/s]
114/499 4.32G 0.01089 0.009282 0.004211 62 640: 32%|###1 | 53/168 [00:10<00:22, 5.22it/s]
114/499 4.32G 0.01089 0.009282 0.004211 62 640: 32%|###2 | 54/168 [00:10<00:21, 5.21it/s]
114/499 4.32G 0.01088 0.009326 0.004228 82 640: 32%|###2 | 54/168 [00:10<00:21, 5.21it/s]
114/499 4.32G 0.01088 0.009326 0.004228 82 640: 33%|###2 | 55/168 [00:10<00:22, 5.12it/s]
114/499 4.32G 0.01087 0.009325 0.004219 68 640: 33%|###2 | 55/168 [00:10<00:22, 5.12it/s]
114/499 4.32G 0.01087 0.009325 0.004219 68 640: 33%|###3 | 56/168 [00:10<00:21, 5.19it/s]
114/499 4.32G 0.01085 0.009301 0.00426 62 640: 33%|###3 | 56/168 [00:10<00:21, 5.19it/s]
114/499 4.32G 0.01085 0.009301 0.00426 62 640: 34%|###3 | 57/168 [00:10<00:20, 5.30it/s]
114/499 4.32G 0.01089 0.009325 0.004261 72 640: 34%|###3 | 57/168 [00:11<00:20, 5.30it/s]
114/499 4.32G 0.01089 0.009325 0.004261 72 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s]
114/499 4.32G 0.01091 0.009309 0.004228 60 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s]
114/499 4.32G 0.01091 0.009309 0.004228 60 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s]
114/499 4.32G 0.0109 0.009308 0.004224 66 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s]
114/499 4.32G 0.0109 0.009308 0.004224 66 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s]
114/499 4.32G 0.01089 0.009316 0.004189 73 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s]
114/499 4.32G 0.01089 0.009316 0.004189 73 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
114/499 4.32G 0.01091 0.00933 0.004248 67 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
114/499 4.32G 0.01091 0.00933 0.004248 67 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s]
114/499 4.32G 0.01089 0.009343 0.004293 67 640: 37%|###6 | 62/168 [00:12<00:20, 5.29it/s]
114/499 4.32G 0.01089 0.009343 0.004293 67 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s]
114/499 4.32G 0.01089 0.009347 0.004277 64 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s]
114/499 4.32G 0.01089 0.009347 0.004277 64 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s]
114/499 4.32G 0.01089 0.009356 0.004284 69 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s]
114/499 4.32G 0.01089 0.009356 0.004284 69 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s]
114/499 4.32G 0.01088 0.009353 0.004248 75 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s]
114/499 4.32G 0.01088 0.009353 0.004248 75 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s]
114/499 4.32G 0.01087 0.009333 0.004258 70 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s]
114/499 4.32G 0.01087 0.009333 0.004258 70 640: 40%|###9 | 67/168 [00:12<00:19, 5.18it/s]
114/499 4.32G 0.01085 0.009355 0.004223 73 640: 40%|###9 | 67/168 [00:12<00:19, 5.18it/s]
114/499 4.32G 0.01085 0.009355 0.004223 73 640: 40%|#### | 68/168 [00:12<00:19, 5.25it/s]
114/499 4.32G 0.01087 0.009365 0.004175 71 640: 40%|#### | 68/168 [00:13<00:19, 5.25it/s]
114/499 4.32G 0.01087 0.009365 0.004175 71 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
114/499 4.32G 0.01086 0.009358 0.004175 64 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
114/499 4.32G 0.01086 0.009358 0.004175 64 640: 42%|####1 | 70/168 [00:13<00:18, 5.16it/s]
114/499 4.32G 0.01086 0.009357 0.004154 64 640: 42%|####1 | 70/168 [00:13<00:18, 5.16it/s]
114/499 4.32G 0.01086 0.009357 0.004154 64 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s]
114/499 4.32G 0.01085 0.009369 0.004131 74 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s]
114/499 4.32G 0.01085 0.009369 0.004131 74 640: 43%|####2 | 72/168 [00:13<00:18, 5.26it/s]
114/499 4.32G 0.01085 0.009402 0.004191 71 640: 43%|####2 | 72/168 [00:13<00:18, 5.26it/s]
114/499 4.32G 0.01085 0.009402 0.004191 71 640: 43%|####3 | 73/168 [00:13<00:18, 5.14it/s]
114/499 4.32G 0.01083 0.009407 0.00417 60 640: 43%|####3 | 73/168 [00:14<00:18, 5.14it/s]
114/499 4.32G 0.01083 0.009407 0.00417 60 640: 44%|####4 | 74/168 [00:14<00:18, 5.16it/s]
114/499 4.32G 0.01084 0.009403 0.004137 67 640: 44%|####4 | 74/168 [00:14<00:18, 5.16it/s]
114/499 4.32G 0.01084 0.009403 0.004137 67 640: 45%|####4 | 75/168 [00:14<00:17, 5.22it/s]
114/499 4.32G 0.01084 0.009403 0.004135 74 640: 45%|####4 | 75/168 [00:14<00:17, 5.22it/s]
114/499 4.32G 0.01084 0.009403 0.004135 74 640: 45%|####5 | 76/168 [00:14<00:18, 5.10it/s]
114/499 4.32G 0.01084 0.009409 0.004111 74 640: 45%|####5 | 76/168 [00:14<00:18, 5.10it/s]
114/499 4.32G 0.01084 0.009409 0.004111 74 640: 46%|####5 | 77/168 [00:14<00:17, 5.19it/s]
114/499 4.32G 0.01083 0.009374 0.004146 52 640: 46%|####5 | 77/168 [00:14<00:17, 5.19it/s]
114/499 4.32G 0.01083 0.009374 0.004146 52 640: 46%|####6 | 78/168 [00:14<00:17, 5.27it/s]
114/499 4.32G 0.01081 0.009375 0.004115 67 640: 46%|####6 | 78/168 [00:15<00:17, 5.27it/s]
114/499 4.32G 0.01081 0.009375 0.004115 67 640: 47%|####7 | 79/168 [00:15<00:17, 5.13it/s]
114/499 4.32G 0.01081 0.00939 0.004084 64 640: 47%|####7 | 79/168 [00:15<00:17, 5.13it/s]
114/499 4.32G 0.01081 0.00939 0.004084 64 640: 48%|####7 | 80/168 [00:15<00:17, 5.17it/s]
114/499 4.32G 0.01082 0.009376 0.004113 61 640: 48%|####7 | 80/168 [00:15<00:17, 5.17it/s]
114/499 4.32G 0.01082 0.009376 0.004113 61 640: 48%|####8 | 81/168 [00:15<00:16, 5.24it/s]
114/499 4.32G 0.01082 0.009419 0.004127 89 640: 48%|####8 | 81/168 [00:15<00:16, 5.24it/s]
114/499 4.32G 0.01082 0.009419 0.004127 89 640: 49%|####8 | 82/168 [00:15<00:16, 5.10it/s]
114/499 4.32G 0.01081 0.009418 0.004124 68 640: 49%|####8 | 82/168 [00:15<00:16, 5.10it/s]
114/499 4.32G 0.01081 0.009418 0.004124 68 640: 49%|####9 | 83/168 [00:15<00:16, 5.17it/s]
114/499 4.32G 0.01082 0.009407 0.004125 65 640: 49%|####9 | 83/168 [00:16<00:16, 5.17it/s]
114/499 4.32G 0.01082 0.009407 0.004125 65 640: 50%|##### | 84/168 [00:16<00:15, 5.27it/s]
114/499 4.32G 0.01079 0.009413 0.004102 70 640: 50%|##### | 84/168 [00:16<00:15, 5.27it/s]
114/499 4.32G 0.01079 0.009413 0.004102 70 640: 51%|##### | 85/168 [00:16<00:16, 5.08it/s]
114/499 4.32G 0.01079 0.009415 0.004097 62 640: 51%|##### | 85/168 [00:16<00:16, 5.08it/s]
114/499 4.32G 0.01079 0.009415 0.004097 62 640: 51%|#####1 | 86/168 [00:16<00:15, 5.20it/s]
114/499 4.32G 0.01079 0.009416 0.00412 72 640: 51%|#####1 | 86/168 [00:16<00:15, 5.20it/s]
114/499 4.32G 0.01079 0.009416 0.00412 72 640: 52%|#####1 | 87/168 [00:16<00:15, 5.27it/s]
114/499 4.32G 0.01079 0.009423 0.004142 69 640: 52%|#####1 | 87/168 [00:16<00:15, 5.27it/s]
114/499 4.32G 0.01079 0.009423 0.004142 69 640: 52%|#####2 | 88/168 [00:16<00:15, 5.18it/s]
114/499 4.32G 0.01079 0.009405 0.004146 57 640: 52%|#####2 | 88/168 [00:17<00:15, 5.18it/s]
114/499 4.32G 0.01079 0.009405 0.004146 57 640: 53%|#####2 | 89/168 [00:17<00:14, 5.27it/s]
114/499 4.32G 0.01078 0.009386 0.004114 55 640: 53%|#####2 | 89/168 [00:17<00:14, 5.27it/s]
114/499 4.32G 0.01078 0.009386 0.004114 55 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
114/499 4.32G 0.01077 0.009402 0.0041 82 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
114/499 4.32G 0.01077 0.009402 0.0041 82 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
114/499 4.32G 0.01077 0.009397 0.004075 68 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
114/499 4.32G 0.01077 0.009397 0.004075 68 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s]
114/499 4.32G 0.01075 0.009387 0.004071 68 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s]
114/499 4.32G 0.01075 0.009387 0.004071 68 640: 55%|#####5 | 93/168 [00:17<00:13, 5.37it/s]
114/499 4.32G 0.01074 0.009371 0.004079 68 640: 55%|#####5 | 93/168 [00:17<00:13, 5.37it/s]
114/499 4.32G 0.01074 0.009371 0.004079 68 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
114/499 4.32G 0.01072 0.009369 0.004088 68 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s]
114/499 4.32G 0.01072 0.009369 0.004088 68 640: 57%|#####6 | 95/168 [00:18<00:13, 5.29it/s]
114/499 4.32G 0.01072 0.009374 0.004064 62 640: 57%|#####6 | 95/168 [00:18<00:13, 5.29it/s]
114/499 4.32G 0.01072 0.009374 0.004064 62 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
114/499 4.32G 0.01071 0.009357 0.004062 65 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
114/499 4.32G 0.01071 0.009357 0.004062 65 640: 58%|#####7 | 97/168 [00:18<00:13, 5.23it/s]
114/499 4.32G 0.01071 0.00936 0.004072 61 640: 58%|#####7 | 97/168 [00:18<00:13, 5.23it/s]
114/499 4.32G 0.01071 0.00936 0.004072 61 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s]
114/499 4.32G 0.01071 0.009337 0.004064 61 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s]
114/499 4.32G 0.01071 0.009337 0.004064 61 640: 59%|#####8 | 99/168 [00:18<00:12, 5.38it/s]
114/499 4.32G 0.01071 0.009328 0.004048 62 640: 59%|#####8 | 99/168 [00:19<00:12, 5.38it/s]
114/499 4.32G 0.01071 0.009328 0.004048 62 640: 60%|#####9 | 100/168 [00:19<00:13, 5.23it/s]
114/499 4.32G 0.01071 0.009332 0.004054 65 640: 60%|#####9 | 100/168 [00:19<00:13, 5.23it/s]
114/499 4.32G 0.01071 0.009332 0.004054 65 640: 60%|###### | 101/168 [00:19<00:12, 5.31it/s]
114/499 4.32G 0.01072 0.009367 0.004085 91 640: 60%|###### | 101/168 [00:19<00:12, 5.31it/s]
114/499 4.32G 0.01072 0.009367 0.004085 91 640: 61%|###### | 102/168 [00:19<00:12, 5.37it/s]
114/499 4.32G 0.01072 0.009367 0.004085 72 640: 61%|###### | 102/168 [00:19<00:12, 5.37it/s]
114/499 4.32G 0.01072 0.009367 0.004085 72 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s]
114/499 4.32G 0.0107 0.009361 0.004141 67 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s]
114/499 4.32G 0.0107 0.009361 0.004141 67 640: 62%|######1 | 104/168 [00:19<00:12, 5.33it/s]
114/499 4.32G 0.0107 0.009381 0.004121 82 640: 62%|######1 | 104/168 [00:20<00:12, 5.33it/s]
114/499 4.32G 0.0107 0.009381 0.004121 82 640: 62%|######2 | 105/168 [00:20<00:11, 5.37it/s]
114/499 4.32G 0.01069 0.009389 0.004118 74 640: 62%|######2 | 105/168 [00:20<00:11, 5.37it/s]
114/499 4.32G 0.01069 0.009389 0.004118 74 640: 63%|######3 | 106/168 [00:20<00:11, 5.23it/s]
114/499 4.32G 0.0107 0.009379 0.004111 61 640: 63%|######3 | 106/168 [00:20<00:11, 5.23it/s]
114/499 4.32G 0.0107 0.009379 0.004111 61 640: 64%|######3 | 107/168 [00:20<00:11, 5.31it/s]
114/499 4.32G 0.0107 0.009398 0.004099 79 640: 64%|######3 | 107/168 [00:20<00:11, 5.31it/s]
114/499 4.32G 0.0107 0.009398 0.004099 79 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s]
114/499 4.32G 0.0107 0.009408 0.0041 73 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s]
114/499 4.32G 0.0107 0.009408 0.0041 73 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s]
114/499 4.32G 0.0107 0.009405 0.004088 65 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s]
114/499 4.32G 0.0107 0.009405 0.004088 65 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s]
114/499 4.32G 0.01069 0.009396 0.004077 67 640: 65%|######5 | 110/168 [00:21<00:10, 5.30it/s]
114/499 4.32G 0.01069 0.009396 0.004077 67 640: 66%|######6 | 111/168 [00:21<00:10, 5.37it/s]
114/499 4.32G 0.01069 0.00939 0.004099 68 640: 66%|######6 | 111/168 [00:21<00:10, 5.37it/s]
114/499 4.32G 0.01069 0.00939 0.004099 68 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s]
114/499 4.32G 0.01069 0.009393 0.004115 66 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s]
114/499 4.32G 0.01069 0.009393 0.004115 66 640: 67%|######7 | 113/168 [00:21<00:10, 5.27it/s]
114/499 4.32G 0.0107 0.00938 0.004107 49 640: 67%|######7 | 113/168 [00:21<00:10, 5.27it/s]
114/499 4.32G 0.0107 0.00938 0.004107 49 640: 68%|######7 | 114/168 [00:21<00:10, 5.33it/s]
114/499 4.32G 0.0107 0.009369 0.004148 43 640: 68%|######7 | 114/168 [00:21<00:10, 5.33it/s]
114/499 4.32G 0.0107 0.009369 0.004148 43 640: 68%|######8 | 115/168 [00:21<00:10, 5.18it/s]
114/499 4.32G 0.0107 0.009359 0.004158 65 640: 68%|######8 | 115/168 [00:22<00:10, 5.18it/s]
114/499 4.32G 0.0107 0.009359 0.004158 65 640: 69%|######9 | 116/168 [00:22<00:09, 5.22it/s]
114/499 4.32G 0.01069 0.009353 0.004136 62 640: 69%|######9 | 116/168 [00:22<00:09, 5.22it/s]
114/499 4.32G 0.01069 0.009353 0.004136 62 640: 70%|######9 | 117/168 [00:22<00:09, 5.31it/s]
114/499 4.32G 0.0107 0.009367 0.00413 73 640: 70%|######9 | 117/168 [00:22<00:09, 5.31it/s]
114/499 4.32G 0.0107 0.009367 0.00413 73 640: 70%|####### | 118/168 [00:22<00:09, 5.15it/s]
114/499 4.32G 0.01069 0.009364 0.004138 74 640: 70%|####### | 118/168 [00:22<00:09, 5.15it/s]
114/499 4.32G 0.01069 0.009364 0.004138 74 640: 71%|####### | 119/168 [00:22<00:09, 5.15it/s]
114/499 4.32G 0.01069 0.00937 0.004175 61 640: 71%|####### | 119/168 [00:22<00:09, 5.15it/s]
114/499 4.32G 0.01069 0.00937 0.004175 61 640: 71%|#######1 | 120/168 [00:22<00:09, 5.24it/s]
114/499 4.32G 0.01071 0.009372 0.004195 54 640: 71%|#######1 | 120/168 [00:23<00:09, 5.24it/s]
114/499 4.32G 0.01071 0.009372 0.004195 54 640: 72%|#######2 | 121/168 [00:23<00:09, 5.13it/s]
114/499 4.32G 0.0107 0.009371 0.004172 72 640: 72%|#######2 | 121/168 [00:23<00:09, 5.13it/s]
114/499 4.32G 0.0107 0.009371 0.004172 72 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
114/499 4.32G 0.01069 0.009358 0.004167 60 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
114/499 4.32G 0.01069 0.009358 0.004167 60 640: 73%|#######3 | 123/168 [00:23<00:08, 5.29it/s]
114/499 4.32G 0.01067 0.009344 0.004173 73 640: 73%|#######3 | 123/168 [00:23<00:08, 5.29it/s]
114/499 4.32G 0.01067 0.009344 0.004173 73 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s]
114/499 4.32G 0.01065 0.009342 0.004159 77 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s]
114/499 4.32G 0.01065 0.009342 0.004159 77 640: 74%|#######4 | 125/168 [00:23<00:08, 5.25it/s]
114/499 4.32G 0.01064 0.009324 0.00415 68 640: 74%|#######4 | 125/168 [00:24<00:08, 5.25it/s]
114/499 4.32G 0.01064 0.009324 0.00415 68 640: 75%|#######5 | 126/168 [00:24<00:07, 5.31it/s]
114/499 4.32G 0.01064 0.009336 0.004155 85 640: 75%|#######5 | 126/168 [00:24<00:07, 5.31it/s]
114/499 4.32G 0.01064 0.009336 0.004155 85 640: 76%|#######5 | 127/168 [00:24<00:07, 5.13it/s]
114/499 4.32G 0.01063 0.009332 0.004153 69 640: 76%|#######5 | 127/168 [00:24<00:07, 5.13it/s]
114/499 4.32G 0.01063 0.009332 0.004153 69 640: 76%|#######6 | 128/168 [00:24<00:07, 5.22it/s]
114/499 4.32G 0.01063 0.009318 0.004164 57 640: 76%|#######6 | 128/168 [00:24<00:07, 5.22it/s]
114/499 4.32G 0.01063 0.009318 0.004164 57 640: 77%|#######6 | 129/168 [00:24<00:07, 5.29it/s]
114/499 4.32G 0.01064 0.009328 0.004166 76 640: 77%|#######6 | 129/168 [00:24<00:07, 5.29it/s]
114/499 4.32G 0.01064 0.009328 0.004166 76 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s]
114/499 4.32G 0.01064 0.009331 0.004145 63 640: 77%|#######7 | 130/168 [00:25<00:07, 5.16it/s]
114/499 4.32G 0.01064 0.009331 0.004145 63 640: 78%|#######7 | 131/168 [00:25<00:07, 5.28it/s]
114/499 4.32G 0.01063 0.009338 0.004143 73 640: 78%|#######7 | 131/168 [00:25<00:07, 5.28it/s]
114/499 4.32G 0.01063 0.009338 0.004143 73 640: 79%|#######8 | 132/168 [00:25<00:06, 5.34it/s]
114/499 4.32G 0.01063 0.009357 0.004138 79 640: 79%|#######8 | 132/168 [00:25<00:06, 5.34it/s]
114/499 4.32G 0.01063 0.009357 0.004138 79 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s]
114/499 4.32G 0.01063 0.009349 0.004123 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s]
114/499 4.32G 0.01063 0.009349 0.004123 65 640: 80%|#######9 | 134/168 [00:25<00:06, 5.30it/s]
114/499 4.32G 0.01062 0.009354 0.004114 82 640: 80%|#######9 | 134/168 [00:25<00:06, 5.30it/s]
114/499 4.32G 0.01062 0.009354 0.004114 82 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s]
114/499 4.32G 0.01063 0.009354 0.004104 72 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s]
114/499 4.32G 0.01063 0.009354 0.004104 72 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
114/499 4.32G 0.01062 0.009356 0.004107 75 640: 81%|######## | 136/168 [00:26<00:06, 5.21it/s]
114/499 4.32G 0.01062 0.009356 0.004107 75 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s]
114/499 4.32G 0.01061 0.009354 0.00411 67 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s]
114/499 4.32G 0.01061 0.009354 0.00411 67 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
114/499 4.32G 0.01062 0.009375 0.004098 92 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
114/499 4.32G 0.01062 0.009375 0.004098 92 640: 83%|########2 | 139/168 [00:26<00:05, 5.17it/s]
114/499 4.32G 0.01061 0.009379 0.004109 75 640: 83%|########2 | 139/168 [00:26<00:05, 5.17it/s]
114/499 4.32G 0.01061 0.009379 0.004109 75 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
114/499 4.32G 0.01064 0.009396 0.004125 67 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
114/499 4.32G 0.01064 0.009396 0.004125 67 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s]
114/499 4.32G 0.01063 0.009392 0.004113 63 640: 84%|########3 | 141/168 [00:27<00:05, 5.35it/s]
114/499 4.32G 0.01063 0.009392 0.004113 63 640: 85%|########4 | 142/168 [00:27<00:04, 5.23it/s]
114/499 4.32G 0.01063 0.009378 0.004096 55 640: 85%|########4 | 142/168 [00:27<00:04, 5.23it/s]
114/499 4.32G 0.01063 0.009378 0.004096 55 640: 85%|########5 | 143/168 [00:27<00:04, 5.31it/s]
114/499 4.32G 0.01063 0.009372 0.004087 61 640: 85%|########5 | 143/168 [00:27<00:04, 5.31it/s]
114/499 4.32G 0.01063 0.009372 0.004087 61 640: 86%|########5 | 144/168 [00:27<00:04, 5.39it/s]
114/499 4.32G 0.01063 0.00938 0.004082 84 640: 86%|########5 | 144/168 [00:27<00:04, 5.39it/s]
114/499 4.32G 0.01063 0.00938 0.004082 84 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s]
114/499 4.32G 0.01063 0.009384 0.004082 72 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s]
114/499 4.32G 0.01063 0.009384 0.004082 72 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s]
114/499 4.32G 0.01064 0.009405 0.004079 83 640: 87%|########6 | 146/168 [00:28<00:04, 5.28it/s]
114/499 4.32G 0.01064 0.009405 0.004079 83 640: 88%|########7 | 147/168 [00:28<00:03, 5.35it/s]
114/499 4.32G 0.01063 0.009394 0.004119 61 640: 88%|########7 | 147/168 [00:28<00:03, 5.35it/s]
114/499 4.32G 0.01063 0.009394 0.004119 61 640: 88%|########8 | 148/168 [00:28<00:03, 5.23it/s]
114/499 4.32G 0.01064 0.009399 0.004112 63 640: 88%|########8 | 148/168 [00:28<00:03, 5.23it/s]
114/499 4.32G 0.01064 0.009399 0.004112 63 640: 89%|########8 | 149/168 [00:28<00:03, 5.32it/s]
114/499 4.32G 0.01064 0.009399 0.004113 70 640: 89%|########8 | 149/168 [00:28<00:03, 5.32it/s]
114/499 4.32G 0.01064 0.009399 0.004113 70 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s]
114/499 4.32G 0.01063 0.009388 0.004095 65 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s]
114/499 4.32G 0.01063 0.009388 0.004095 65 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s]
114/499 4.32G 0.01063 0.009388 0.004098 71 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s]
114/499 4.32G 0.01063 0.009388 0.004098 71 640: 90%|######### | 152/168 [00:28<00:03, 5.28it/s]
114/499 4.32G 0.01063 0.009377 0.004091 54 640: 90%|######### | 152/168 [00:29<00:03, 5.28it/s]
114/499 4.32G 0.01063 0.009377 0.004091 54 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s]
114/499 4.32G 0.01063 0.009383 0.004097 61 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s]
114/499 4.32G 0.01063 0.009383 0.004097 61 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s]
114/499 4.32G 0.01064 0.009383 0.004096 56 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s]
114/499 4.32G 0.01064 0.009383 0.004096 56 640: 92%|#########2| 155/168 [00:29<00:02, 5.32it/s]
114/499 4.32G 0.01065 0.009365 0.004086 48 640: 92%|#########2| 155/168 [00:29<00:02, 5.32it/s]
114/499 4.32G 0.01065 0.009365 0.004086 48 640: 93%|#########2| 156/168 [00:29<00:02, 5.28it/s]
114/499 4.32G 0.01063 0.009365 0.004083 67 640: 93%|#########2| 156/168 [00:29<00:02, 5.28it/s]
114/499 4.32G 0.01063 0.009365 0.004083 67 640: 93%|#########3| 157/168 [00:29<00:02, 5.15it/s]
114/499 4.32G 0.01063 0.009357 0.004068 57 640: 93%|#########3| 157/168 [00:30<00:02, 5.15it/s]
114/499 4.32G 0.01063 0.009357 0.004068 57 640: 94%|#########4| 158/168 [00:30<00:01, 5.23it/s]
114/499 4.32G 0.01063 0.009375 0.004056 84 640: 94%|#########4| 158/168 [00:30<00:01, 5.23it/s]
114/499 4.32G 0.01063 0.009375 0.004056 84 640: 95%|#########4| 159/168 [00:30<00:01, 5.26it/s]
114/499 4.32G 0.01064 0.009383 0.004053 67 640: 95%|#########4| 159/168 [00:30<00:01, 5.26it/s]
114/499 4.32G 0.01064 0.009383 0.004053 67 640: 95%|#########5| 160/168 [00:30<00:01, 5.13it/s]
114/499 4.32G 0.01063 0.009383 0.004057 70 640: 95%|#########5| 160/168 [00:30<00:01, 5.13it/s]
114/499 4.32G 0.01063 0.009383 0.004057 70 640: 96%|#########5| 161/168 [00:30<00:01, 5.23it/s]
114/499 4.32G 0.01064 0.009385 0.004058 75 640: 96%|#########5| 161/168 [00:30<00:01, 5.23it/s]
114/499 4.32G 0.01064 0.009385 0.004058 75 640: 96%|#########6| 162/168 [00:30<00:01, 5.30it/s]
114/499 4.32G 0.01064 0.009395 0.004056 59 640: 96%|#########6| 162/168 [00:31<00:01, 5.30it/s]
114/499 4.32G 0.01064 0.009395 0.004056 59 640: 97%|#########7| 163/168 [00:31<00:00, 5.15it/s]
114/499 4.32G 0.01064 0.009406 0.004048 79 640: 97%|#########7| 163/168 [00:31<00:00, 5.15it/s]
114/499 4.32G 0.01064 0.009406 0.004048 79 640: 98%|#########7| 164/168 [00:31<00:00, 5.19it/s]
114/499 4.32G 0.01063 0.009401 0.004057 73 640: 98%|#########7| 164/168 [00:31<00:00, 5.19it/s]
114/499 4.32G 0.01063 0.009401 0.004057 73 640: 98%|#########8| 165/168 [00:31<00:00, 5.24it/s]
114/499 4.32G 0.01063 0.009406 0.004064 71 640: 98%|#########8| 165/168 [00:31<00:00, 5.24it/s]
114/499 4.32G 0.01063 0.009406 0.004064 71 640: 99%|#########8| 166/168 [00:31<00:00, 5.10it/s]
114/499 4.32G 0.01062 0.009388 0.004056 55 640: 99%|#########8| 166/168 [00:31<00:00, 5.10it/s]
114/499 4.32G 0.01062 0.009388 0.004056 55 640: 99%|#########9| 167/168 [00:31<00:00, 5.21it/s]
114/499 4.32G 0.01061 0.009412 0.004064 33 640: 99%|#########9| 167/168 [00:32<00:00, 5.21it/s]
114/499 4.32G 0.01061 0.009412 0.004064 33 640: 100%|##########| 168/168 [00:32<00:00, 5.40it/s]
114/499 4.32G 0.01061 0.009412 0.004064 33 640: 100%|##########| 168/168 [00:32<00:00, 5.25it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.88it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.87it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.85it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.44it/s]
all 132 263 0.88 0.88 0.899 0.77
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
115/499 4.32G 0.01098 0.008352 0.003356 61 640: 0%| | 0/168 [00:00<?, ?it/s]
115/499 4.32G 0.01098 0.008352 0.003356 61 640: 1%| | 1/168 [00:00<00:33, 4.93it/s]
115/499 4.32G 0.01066 0.009822 0.002508 69 640: 1%| | 1/168 [00:00<00:33, 4.93it/s]
115/499 4.32G 0.01066 0.009822 0.002508 69 640: 1%|1 | 2/168 [00:00<00:32, 5.13it/s]
115/499 4.32G 0.01138 0.009084 0.003018 50 640: 1%|1 | 2/168 [00:00<00:32, 5.13it/s]
115/499 4.32G 0.01138 0.009084 0.003018 50 640: 2%|1 | 3/168 [00:00<00:31, 5.30it/s]
115/499 4.32G 0.01135 0.008891 0.002847 58 640: 2%|1 | 3/168 [00:00<00:31, 5.30it/s]
115/499 4.32G 0.01135 0.008891 0.002847 58 640: 2%|2 | 4/168 [00:00<00:32, 5.11it/s]
115/499 4.32G 0.01158 0.009389 0.003036 70 640: 2%|2 | 4/168 [00:00<00:32, 5.11it/s]
115/499 4.32G 0.01158 0.009389 0.003036 70 640: 3%|2 | 5/168 [00:00<00:31, 5.19it/s]
115/499 4.32G 0.01142 0.009288 0.002865 68 640: 3%|2 | 5/168 [00:01<00:31, 5.19it/s]
115/499 4.32G 0.01142 0.009288 0.002865 68 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s]
115/499 4.32G 0.01128 0.00914 0.003125 61 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s]
115/499 4.32G 0.01128 0.00914 0.003125 61 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s]
115/499 4.32G 0.01111 0.009191 0.003016 62 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s]
115/499 4.32G 0.01111 0.009191 0.003016 62 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s]
115/499 4.32G 0.01106 0.009195 0.003346 69 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s]
115/499 4.32G 0.01106 0.009195 0.003346 69 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s]
115/499 4.32G 0.0109 0.009509 0.003243 73 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s]
115/499 4.32G 0.0109 0.009509 0.003243 73 640: 6%|5 | 10/168 [00:01<00:30, 5.23it/s]
115/499 4.32G 0.01087 0.009359 0.003547 67 640: 6%|5 | 10/168 [00:02<00:30, 5.23it/s]
115/499 4.32G 0.01087 0.009359 0.003547 67 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s]
115/499 4.32G 0.01096 0.009513 0.003706 76 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s]
115/499 4.32G 0.01096 0.009513 0.003706 76 640: 7%|7 | 12/168 [00:02<00:28, 5.38it/s]
115/499 4.32G 0.01102 0.009545 0.003625 63 640: 7%|7 | 12/168 [00:02<00:28, 5.38it/s]
115/499 4.32G 0.01102 0.009545 0.003625 63 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s]
115/499 4.32G 0.01092 0.009369 0.003651 57 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s]
115/499 4.32G 0.01092 0.009369 0.003651 57 640: 8%|8 | 14/168 [00:02<00:29, 5.29it/s]
115/499 4.32G 0.01086 0.00925 0.003646 59 640: 8%|8 | 14/168 [00:02<00:29, 5.29it/s]
115/499 4.32G 0.01086 0.00925 0.003646 59 640: 9%|8 | 15/168 [00:02<00:28, 5.33it/s]
115/499 4.32G 0.01077 0.009151 0.003644 58 640: 9%|8 | 15/168 [00:03<00:28, 5.33it/s]
115/499 4.32G 0.01077 0.009151 0.003644 58 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s]
115/499 4.32G 0.01073 0.009105 0.00374 75 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s]
115/499 4.32G 0.01073 0.009105 0.00374 75 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
115/499 4.32G 0.01082 0.009121 0.003585 58 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
115/499 4.32G 0.01082 0.009121 0.003585 58 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s]
115/499 4.32G 0.01075 0.009123 0.003643 81 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s]
115/499 4.32G 0.01075 0.009123 0.003643 81 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s]
115/499 4.32G 0.01069 0.009066 0.003554 51 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s]
115/499 4.32G 0.01069 0.009066 0.003554 51 640: 12%|#1 | 20/168 [00:03<00:28, 5.26it/s]
115/499 4.32G 0.01068 0.009135 0.003423 61 640: 12%|#1 | 20/168 [00:03<00:28, 5.26it/s]
115/499 4.32G 0.01068 0.009135 0.003423 61 640: 12%|#2 | 21/168 [00:03<00:27, 5.34it/s]
115/499 4.32G 0.01068 0.009214 0.003377 80 640: 12%|#2 | 21/168 [00:04<00:27, 5.34it/s]
115/499 4.32G 0.01068 0.009214 0.003377 80 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s]
115/499 4.32G 0.01066 0.009196 0.003402 61 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s]
115/499 4.32G 0.01066 0.009196 0.003402 61 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s]
115/499 4.32G 0.01068 0.009267 0.003333 69 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s]
115/499 4.32G 0.01068 0.009267 0.003333 69 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s]
115/499 4.32G 0.01065 0.009389 0.003412 85 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s]
115/499 4.32G 0.01065 0.009389 0.003412 85 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s]
115/499 4.32G 0.01065 0.009369 0.003464 70 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s]
115/499 4.32G 0.01065 0.009369 0.003464 70 640: 15%|#5 | 26/168 [00:04<00:26, 5.29it/s]
115/499 4.32G 0.01068 0.009378 0.003379 78 640: 15%|#5 | 26/168 [00:05<00:26, 5.29it/s]
115/499 4.32G 0.01068 0.009378 0.003379 78 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s]
115/499 4.32G 0.01068 0.009369 0.003351 67 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s]
115/499 4.32G 0.01068 0.009369 0.003351 67 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s]
115/499 4.32G 0.01071 0.009397 0.003399 74 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s]
115/499 4.32G 0.01071 0.009397 0.003399 74 640: 17%|#7 | 29/168 [00:05<00:26, 5.28it/s]
115/499 4.32G 0.0107 0.00939 0.003507 70 640: 17%|#7 | 29/168 [00:05<00:26, 5.28it/s]
115/499 4.32G 0.0107 0.00939 0.003507 70 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
115/499 4.32G 0.01069 0.009407 0.003493 72 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
115/499 4.32G 0.01069 0.009407 0.003493 72 640: 18%|#8 | 31/168 [00:05<00:26, 5.17it/s]
115/499 4.32G 0.01069 0.009389 0.003517 63 640: 18%|#8 | 31/168 [00:06<00:26, 5.17it/s]
115/499 4.32G 0.01069 0.009389 0.003517 63 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s]
115/499 4.32G 0.01067 0.009403 0.00363 71 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s]
115/499 4.32G 0.01067 0.009403 0.00363 71 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s]
115/499 4.32G 0.01066 0.009428 0.003632 72 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s]
115/499 4.32G 0.01066 0.009428 0.003632 72 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s]
115/499 4.32G 0.01073 0.00946 0.003676 58 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s]
115/499 4.32G 0.01073 0.00946 0.003676 58 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s]
115/499 4.32G 0.01071 0.009389 0.00362 51 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s]
115/499 4.32G 0.01071 0.009389 0.00362 51 640: 21%|##1 | 36/168 [00:06<00:24, 5.30it/s]
115/499 4.32G 0.01068 0.009355 0.003599 59 640: 21%|##1 | 36/168 [00:07<00:24, 5.30it/s]
115/499 4.32G 0.01068 0.009355 0.003599 59 640: 22%|##2 | 37/168 [00:07<00:25, 5.15it/s]
115/499 4.32G 0.01076 0.009387 0.003651 55 640: 22%|##2 | 37/168 [00:07<00:25, 5.15it/s]
115/499 4.32G 0.01076 0.009387 0.003651 55 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s]
115/499 4.32G 0.01075 0.009319 0.003684 59 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s]
115/499 4.32G 0.01075 0.009319 0.003684 59 640: 23%|##3 | 39/168 [00:07<00:24, 5.26it/s]
115/499 4.32G 0.01072 0.009309 0.003688 72 640: 23%|##3 | 39/168 [00:07<00:24, 5.26it/s]
115/499 4.32G 0.01072 0.009309 0.003688 72 640: 24%|##3 | 40/168 [00:07<00:24, 5.13it/s]
115/499 4.32G 0.01074 0.009279 0.003663 60 640: 24%|##3 | 40/168 [00:07<00:24, 5.13it/s]
115/499 4.32G 0.01074 0.009279 0.003663 60 640: 24%|##4 | 41/168 [00:07<00:24, 5.21it/s]
115/499 4.32G 0.01074 0.009281 0.003691 75 640: 24%|##4 | 41/168 [00:07<00:24, 5.21it/s]
115/499 4.32G 0.01074 0.009281 0.003691 75 640: 25%|##5 | 42/168 [00:07<00:23, 5.27it/s]
115/499 4.32G 0.01079 0.009299 0.003691 76 640: 25%|##5 | 42/168 [00:08<00:23, 5.27it/s]
115/499 4.32G 0.01079 0.009299 0.003691 76 640: 26%|##5 | 43/168 [00:08<00:24, 5.13it/s]
115/499 4.32G 0.01079 0.009296 0.003787 64 640: 26%|##5 | 43/168 [00:08<00:24, 5.13it/s]
115/499 4.32G 0.01079 0.009296 0.003787 64 640: 26%|##6 | 44/168 [00:08<00:23, 5.21it/s]
115/499 4.32G 0.01077 0.009306 0.003727 61 640: 26%|##6 | 44/168 [00:08<00:23, 5.21it/s]
115/499 4.32G 0.01077 0.009306 0.003727 61 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s]
115/499 4.32G 0.01081 0.009319 0.003703 65 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s]
115/499 4.32G 0.01081 0.009319 0.003703 65 640: 27%|##7 | 46/168 [00:08<00:23, 5.12it/s]
115/499 4.32G 0.01079 0.009355 0.003668 79 640: 27%|##7 | 46/168 [00:08<00:23, 5.12it/s]
115/499 4.32G 0.01079 0.009355 0.003668 79 640: 28%|##7 | 47/168 [00:08<00:23, 5.21it/s]
115/499 4.32G 0.01074 0.009335 0.00364 61 640: 28%|##7 | 47/168 [00:09<00:23, 5.21it/s]
115/499 4.32G 0.01074 0.009335 0.00364 61 640: 29%|##8 | 48/168 [00:09<00:22, 5.28it/s]
115/499 4.32G 0.01073 0.009298 0.003637 52 640: 29%|##8 | 48/168 [00:09<00:22, 5.28it/s]
115/499 4.32G 0.01073 0.009298 0.003637 52 640: 29%|##9 | 49/168 [00:09<00:23, 5.17it/s]
115/499 4.32G 0.0107 0.009289 0.003607 69 640: 29%|##9 | 49/168 [00:09<00:23, 5.17it/s]
115/499 4.32G 0.0107 0.009289 0.003607 69 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s]
115/499 4.32G 0.01076 0.009277 0.003655 55 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s]
115/499 4.32G 0.01076 0.009277 0.003655 55 640: 30%|### | 51/168 [00:09<00:21, 5.36it/s]
115/499 4.32G 0.01075 0.009277 0.00365 71 640: 30%|### | 51/168 [00:09<00:21, 5.36it/s]
115/499 4.32G 0.01075 0.009277 0.00365 71 640: 31%|### | 52/168 [00:09<00:22, 5.19it/s]
115/499 4.32G 0.01073 0.009289 0.00362 62 640: 31%|### | 52/168 [00:10<00:22, 5.19it/s]
115/499 4.32G 0.01073 0.009289 0.00362 62 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
115/499 4.32G 0.01072 0.00931 0.00364 74 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
115/499 4.32G 0.01072 0.00931 0.00364 74 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s]
115/499 4.32G 0.01075 0.009372 0.003632 88 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s]
115/499 4.32G 0.01075 0.009372 0.003632 88 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s]
115/499 4.32G 0.01078 0.009349 0.003644 58 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s]
115/499 4.32G 0.01078 0.009349 0.003644 58 640: 33%|###3 | 56/168 [00:10<00:21, 5.26it/s]
115/499 4.32G 0.0108 0.009329 0.003642 66 640: 33%|###3 | 56/168 [00:10<00:21, 5.26it/s]
115/499 4.32G 0.0108 0.009329 0.003642 66 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s]
115/499 4.32G 0.01076 0.009313 0.003631 71 640: 34%|###3 | 57/168 [00:11<00:20, 5.35it/s]
115/499 4.32G 0.01076 0.009313 0.003631 71 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s]
115/499 4.32G 0.01077 0.009376 0.003616 71 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s]
115/499 4.32G 0.01077 0.009376 0.003616 71 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s]
115/499 4.32G 0.01078 0.009367 0.003687 59 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s]
115/499 4.32G 0.01078 0.009367 0.003687 59 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s]
115/499 4.32G 0.01078 0.009387 0.003681 68 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s]
115/499 4.32G 0.01078 0.009387 0.003681 68 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s]
115/499 4.32G 0.01078 0.009387 0.003651 73 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s]
115/499 4.32G 0.01078 0.009387 0.003651 73 640: 37%|###6 | 62/168 [00:11<00:20, 5.24it/s]
115/499 4.32G 0.01076 0.009389 0.003669 84 640: 37%|###6 | 62/168 [00:11<00:20, 5.24it/s]
115/499 4.32G 0.01076 0.009389 0.003669 84 640: 38%|###7 | 63/168 [00:11<00:19, 5.31it/s]
115/499 4.32G 0.01078 0.009406 0.003648 73 640: 38%|###7 | 63/168 [00:12<00:19, 5.31it/s]
115/499 4.32G 0.01078 0.009406 0.003648 73 640: 38%|###8 | 64/168 [00:12<00:19, 5.20it/s]
115/499 4.32G 0.01075 0.009404 0.003655 76 640: 38%|###8 | 64/168 [00:12<00:19, 5.20it/s]
115/499 4.32G 0.01075 0.009404 0.003655 76 640: 39%|###8 | 65/168 [00:12<00:19, 5.30it/s]
115/499 4.32G 0.01073 0.0094 0.00361 61 640: 39%|###8 | 65/168 [00:12<00:19, 5.30it/s]
115/499 4.32G 0.01073 0.0094 0.00361 61 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
115/499 4.32G 0.01071 0.009393 0.003585 75 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
115/499 4.32G 0.01071 0.009393 0.003585 75 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
115/499 4.32G 0.01072 0.009383 0.003577 59 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
115/499 4.32G 0.01072 0.009383 0.003577 59 640: 40%|#### | 68/168 [00:12<00:19, 5.21it/s]
115/499 4.32G 0.01069 0.009383 0.00358 72 640: 40%|#### | 68/168 [00:13<00:19, 5.21it/s]
115/499 4.32G 0.01069 0.009383 0.00358 72 640: 41%|####1 | 69/168 [00:13<00:19, 5.21it/s]
115/499 4.32G 0.01068 0.009377 0.003584 67 640: 41%|####1 | 69/168 [00:13<00:19, 5.21it/s]
115/499 4.32G 0.01068 0.009377 0.003584 67 640: 42%|####1 | 70/168 [00:13<00:19, 5.08it/s]
115/499 4.32G 0.01067 0.009354 0.003576 64 640: 42%|####1 | 70/168 [00:13<00:19, 5.08it/s]
115/499 4.32G 0.01067 0.009354 0.003576 64 640: 42%|####2 | 71/168 [00:13<00:18, 5.20it/s]
115/499 4.32G 0.01066 0.009351 0.003545 65 640: 42%|####2 | 71/168 [00:13<00:18, 5.20it/s]
115/499 4.32G 0.01066 0.009351 0.003545 65 640: 43%|####2 | 72/168 [00:13<00:18, 5.30it/s]
115/499 4.32G 0.01066 0.009339 0.003545 71 640: 43%|####2 | 72/168 [00:13<00:18, 5.30it/s]
115/499 4.32G 0.01066 0.009339 0.003545 71 640: 43%|####3 | 73/168 [00:13<00:18, 5.16it/s]
115/499 4.32G 0.01064 0.00935 0.003555 77 640: 43%|####3 | 73/168 [00:14<00:18, 5.16it/s]
115/499 4.32G 0.01064 0.00935 0.003555 77 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s]
115/499 4.32G 0.01068 0.009376 0.003559 61 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s]
115/499 4.32G 0.01068 0.009376 0.003559 61 640: 45%|####4 | 75/168 [00:14<00:17, 5.31it/s]
115/499 4.32G 0.01068 0.009382 0.003563 67 640: 45%|####4 | 75/168 [00:14<00:17, 5.31it/s]
115/499 4.32G 0.01068 0.009382 0.003563 67 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s]
115/499 4.32G 0.01066 0.009416 0.003536 76 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s]
115/499 4.32G 0.01066 0.009416 0.003536 76 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s]
115/499 4.32G 0.01067 0.009406 0.003542 65 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s]
115/499 4.32G 0.01067 0.009406 0.003542 65 640: 46%|####6 | 78/168 [00:14<00:16, 5.30it/s]
115/499 4.32G 0.01067 0.009384 0.003547 62 640: 46%|####6 | 78/168 [00:15<00:16, 5.30it/s]
115/499 4.32G 0.01067 0.009384 0.003547 62 640: 47%|####7 | 79/168 [00:15<00:17, 5.16it/s]
115/499 4.32G 0.01068 0.009364 0.003567 59 640: 47%|####7 | 79/168 [00:15<00:17, 5.16it/s]
115/499 4.32G 0.01068 0.009364 0.003567 59 640: 48%|####7 | 80/168 [00:15<00:16, 5.25it/s]
115/499 4.32G 0.01067 0.009349 0.003564 71 640: 48%|####7 | 80/168 [00:15<00:16, 5.25it/s]
115/499 4.32G 0.01067 0.009349 0.003564 71 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s]
115/499 4.32G 0.01065 0.009346 0.003551 72 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s]
115/499 4.32G 0.01065 0.009346 0.003551 72 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s]
115/499 4.32G 0.01065 0.009357 0.003551 84 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s]
115/499 4.32G 0.01065 0.009357 0.003551 84 640: 49%|####9 | 83/168 [00:15<00:16, 5.23it/s]
115/499 4.32G 0.0107 0.009373 0.003583 68 640: 49%|####9 | 83/168 [00:16<00:16, 5.23it/s]
115/499 4.32G 0.0107 0.009373 0.003583 68 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s]
115/499 4.32G 0.01071 0.009358 0.003582 54 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s]
115/499 4.32G 0.01071 0.009358 0.003582 54 640: 51%|##### | 85/168 [00:16<00:16, 5.11it/s]
115/499 4.32G 0.01069 0.009362 0.003574 73 640: 51%|##### | 85/168 [00:16<00:16, 5.11it/s]
115/499 4.32G 0.01069 0.009362 0.003574 73 640: 51%|#####1 | 86/168 [00:16<00:15, 5.21it/s]
115/499 4.32G 0.01068 0.009368 0.003567 70 640: 51%|#####1 | 86/168 [00:16<00:15, 5.21it/s]
115/499 4.32G 0.01068 0.009368 0.003567 70 640: 52%|#####1 | 87/168 [00:16<00:15, 5.28it/s]
115/499 4.32G 0.01068 0.00938 0.003564 84 640: 52%|#####1 | 87/168 [00:16<00:15, 5.28it/s]
115/499 4.32G 0.01068 0.00938 0.003564 84 640: 52%|#####2 | 88/168 [00:16<00:15, 5.17it/s]
115/499 4.32G 0.01069 0.009373 0.003613 59 640: 52%|#####2 | 88/168 [00:16<00:15, 5.17it/s]
115/499 4.32G 0.01069 0.009373 0.003613 59 640: 53%|#####2 | 89/168 [00:16<00:14, 5.28it/s]
115/499 4.32G 0.01068 0.009386 0.003577 66 640: 53%|#####2 | 89/168 [00:17<00:14, 5.28it/s]
115/499 4.32G 0.01068 0.009386 0.003577 66 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s]
115/499 4.32G 0.01068 0.009368 0.003558 53 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s]
115/499 4.32G 0.01068 0.009368 0.003558 53 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s]
115/499 4.32G 0.0107 0.009384 0.003561 70 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s]
115/499 4.32G 0.0107 0.009384 0.003561 70 640: 55%|#####4 | 92/168 [00:17<00:14, 5.25it/s]
115/499 4.32G 0.01069 0.009415 0.003536 85 640: 55%|#####4 | 92/168 [00:17<00:14, 5.25it/s]
115/499 4.32G 0.01069 0.009415 0.003536 85 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s]
115/499 4.32G 0.01069 0.009394 0.003571 57 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s]
115/499 4.32G 0.01069 0.009394 0.003571 57 640: 56%|#####5 | 94/168 [00:17<00:14, 5.21it/s]
115/499 4.32G 0.01068 0.009376 0.003591 68 640: 56%|#####5 | 94/168 [00:18<00:14, 5.21it/s]
115/499 4.32G 0.01068 0.009376 0.003591 68 640: 57%|#####6 | 95/168 [00:18<00:13, 5.23it/s]
115/499 4.32G 0.01068 0.009349 0.003601 53 640: 57%|#####6 | 95/168 [00:18<00:13, 5.23it/s]
115/499 4.32G 0.01068 0.009349 0.003601 53 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s]
115/499 4.32G 0.01068 0.00935 0.003616 80 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s]
115/499 4.32G 0.01068 0.00935 0.003616 80 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s]
115/499 4.32G 0.01068 0.009337 0.003666 64 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s]
115/499 4.32G 0.01068 0.009337 0.003666 64 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s]
115/499 4.32G 0.01066 0.009351 0.003658 72 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s]
115/499 4.32G 0.01066 0.009351 0.003658 72 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s]
115/499 4.32G 0.01066 0.009365 0.003657 83 640: 59%|#####8 | 99/168 [00:19<00:12, 5.35it/s]
115/499 4.32G 0.01066 0.009365 0.003657 83 640: 60%|#####9 | 100/168 [00:19<00:13, 5.22it/s]
115/499 4.32G 0.01066 0.009378 0.003652 74 640: 60%|#####9 | 100/168 [00:19<00:13, 5.22it/s]
115/499 4.32G 0.01066 0.009378 0.003652 74 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s]
115/499 4.32G 0.01065 0.009378 0.003657 77 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s]
115/499 4.32G 0.01065 0.009378 0.003657 77 640: 61%|###### | 102/168 [00:19<00:12, 5.39it/s]
115/499 4.32G 0.01065 0.009386 0.003668 69 640: 61%|###### | 102/168 [00:19<00:12, 5.39it/s]
115/499 4.32G 0.01065 0.009386 0.003668 69 640: 61%|######1 | 103/168 [00:19<00:12, 5.25it/s]
115/499 4.32G 0.01064 0.00936 0.003674 57 640: 61%|######1 | 103/168 [00:19<00:12, 5.25it/s]
115/499 4.32G 0.01064 0.00936 0.003674 57 640: 62%|######1 | 104/168 [00:19<00:11, 5.35it/s]
115/499 4.32G 0.01063 0.009363 0.003658 67 640: 62%|######1 | 104/168 [00:19<00:11, 5.35it/s]
115/499 4.32G 0.01063 0.009363 0.003658 67 640: 62%|######2 | 105/168 [00:19<00:11, 5.38it/s]
115/499 4.32G 0.01063 0.009354 0.003659 55 640: 62%|######2 | 105/168 [00:20<00:11, 5.38it/s]
115/499 4.32G 0.01063 0.009354 0.003659 55 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s]
115/499 4.32G 0.01062 0.00936 0.003651 77 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s]
115/499 4.32G 0.01062 0.00936 0.003651 77 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s]
115/499 4.32G 0.01063 0.009374 0.003635 72 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s]
115/499 4.32G 0.01063 0.009374 0.003635 72 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s]
115/499 4.32G 0.01064 0.009359 0.003653 63 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s]
115/499 4.32G 0.01064 0.009359 0.003653 63 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s]
115/499 4.32G 0.01064 0.009373 0.003642 75 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s]
115/499 4.32G 0.01064 0.009373 0.003642 75 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s]
115/499 4.32G 0.01064 0.009362 0.003653 67 640: 65%|######5 | 110/168 [00:21<00:10, 5.30it/s]
115/499 4.32G 0.01064 0.009362 0.003653 67 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s]
115/499 4.32G 0.01063 0.00937 0.003686 76 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s]
115/499 4.32G 0.01063 0.00937 0.003686 76 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
115/499 4.32G 0.01062 0.00937 0.00368 67 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
115/499 4.32G 0.01062 0.00937 0.00368 67 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s]
115/499 4.32G 0.01063 0.00936 0.003696 66 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s]
115/499 4.32G 0.01063 0.00936 0.003696 66 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s]
115/499 4.32G 0.01064 0.009359 0.003703 62 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s]
115/499 4.32G 0.01064 0.009359 0.003703 62 640: 68%|######8 | 115/168 [00:21<00:10, 5.23it/s]
115/499 4.32G 0.01065 0.009356 0.003718 66 640: 68%|######8 | 115/168 [00:22<00:10, 5.23it/s]
115/499 4.32G 0.01065 0.009356 0.003718 66 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s]
115/499 4.32G 0.01066 0.009363 0.00373 62 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s]
115/499 4.32G 0.01066 0.009363 0.00373 62 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s]
115/499 4.32G 0.01066 0.009359 0.003722 63 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s]
115/499 4.32G 0.01066 0.009359 0.003722 63 640: 70%|####### | 118/168 [00:22<00:09, 5.24it/s]
115/499 4.32G 0.01066 0.009365 0.00372 67 640: 70%|####### | 118/168 [00:22<00:09, 5.24it/s]
115/499 4.32G 0.01066 0.009365 0.00372 67 640: 71%|####### | 119/168 [00:22<00:09, 5.33it/s]
115/499 4.32G 0.01066 0.009364 0.003711 64 640: 71%|####### | 119/168 [00:22<00:09, 5.33it/s]
115/499 4.32G 0.01066 0.009364 0.003711 64 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s]
115/499 4.32G 0.01066 0.009386 0.003708 91 640: 71%|#######1 | 120/168 [00:23<00:08, 5.39it/s]
115/499 4.32G 0.01066 0.009386 0.003708 91 640: 72%|#######2 | 121/168 [00:23<00:08, 5.24it/s]
115/499 4.32G 0.01065 0.009358 0.003704 56 640: 72%|#######2 | 121/168 [00:23<00:08, 5.24it/s]
115/499 4.32G 0.01065 0.009358 0.003704 56 640: 73%|#######2 | 122/168 [00:23<00:08, 5.31it/s]
115/499 4.32G 0.01066 0.009353 0.003686 59 640: 73%|#######2 | 122/168 [00:23<00:08, 5.31it/s]
115/499 4.32G 0.01066 0.009353 0.003686 59 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s]
115/499 4.32G 0.01067 0.009371 0.003683 78 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s]
115/499 4.32G 0.01067 0.009371 0.003683 78 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s]
115/499 4.32G 0.01067 0.009367 0.003668 65 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s]
115/499 4.32G 0.01067 0.009367 0.003668 65 640: 74%|#######4 | 125/168 [00:23<00:08, 5.24it/s]
115/499 4.32G 0.01066 0.009386 0.003668 72 640: 74%|#######4 | 125/168 [00:23<00:08, 5.24it/s]
115/499 4.32G 0.01066 0.009386 0.003668 72 640: 75%|#######5 | 126/168 [00:23<00:07, 5.34it/s]
115/499 4.32G 0.01066 0.009368 0.003683 59 640: 75%|#######5 | 126/168 [00:24<00:07, 5.34it/s]
115/499 4.32G 0.01066 0.009368 0.003683 59 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s]
115/499 4.32G 0.01065 0.009355 0.003663 60 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s]
115/499 4.32G 0.01065 0.009355 0.003663 60 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s]
115/499 4.32G 0.01065 0.00938 0.003647 72 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s]
115/499 4.32G 0.01065 0.00938 0.003647 72 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s]
115/499 4.32G 0.01065 0.009378 0.003681 61 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s]
115/499 4.32G 0.01065 0.009378 0.003681 61 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s]
115/499 4.32G 0.01066 0.009375 0.003665 62 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s]
115/499 4.32G 0.01066 0.009375 0.003665 62 640: 78%|#######7 | 131/168 [00:24<00:07, 5.26it/s]
115/499 4.32G 0.01067 0.009396 0.00366 84 640: 78%|#######7 | 131/168 [00:25<00:07, 5.26it/s]
115/499 4.32G 0.01067 0.009396 0.00366 84 640: 79%|#######8 | 132/168 [00:25<00:06, 5.22it/s]
115/499 4.32G 0.01066 0.009397 0.003666 68 640: 79%|#######8 | 132/168 [00:25<00:06, 5.22it/s]
115/499 4.32G 0.01066 0.009397 0.003666 68 640: 79%|#######9 | 133/168 [00:25<00:06, 5.08it/s]
115/499 4.32G 0.01066 0.009396 0.003656 70 640: 79%|#######9 | 133/168 [00:25<00:06, 5.08it/s]
115/499 4.32G 0.01066 0.009396 0.003656 70 640: 80%|#######9 | 134/168 [00:25<00:06, 5.18it/s]
115/499 4.32G 0.01066 0.009396 0.003657 67 640: 80%|#######9 | 134/168 [00:25<00:06, 5.18it/s]
115/499 4.32G 0.01066 0.009396 0.003657 67 640: 80%|######## | 135/168 [00:25<00:06, 5.25it/s]
115/499 4.32G 0.01065 0.009393 0.003672 70 640: 80%|######## | 135/168 [00:25<00:06, 5.25it/s]
115/499 4.32G 0.01065 0.009393 0.003672 70 640: 81%|######## | 136/168 [00:25<00:06, 5.13it/s]
115/499 4.32G 0.01065 0.009375 0.003689 49 640: 81%|######## | 136/168 [00:26<00:06, 5.13it/s]
115/499 4.32G 0.01065 0.009375 0.003689 49 640: 82%|########1 | 137/168 [00:26<00:05, 5.23it/s]
115/499 4.32G 0.01065 0.009381 0.003676 80 640: 82%|########1 | 137/168 [00:26<00:05, 5.23it/s]
115/499 4.32G 0.01065 0.009381 0.003676 80 640: 82%|########2 | 138/168 [00:26<00:05, 5.28it/s]
115/499 4.32G 0.01065 0.009384 0.003672 77 640: 82%|########2 | 138/168 [00:26<00:05, 5.28it/s]
115/499 4.32G 0.01065 0.009384 0.003672 77 640: 83%|########2 | 139/168 [00:26<00:05, 5.13it/s]
115/499 4.32G 0.01065 0.009394 0.003682 83 640: 83%|########2 | 139/168 [00:26<00:05, 5.13it/s]
115/499 4.32G 0.01065 0.009394 0.003682 83 640: 83%|########3 | 140/168 [00:26<00:05, 5.25it/s]
115/499 4.32G 0.01064 0.009397 0.003691 64 640: 83%|########3 | 140/168 [00:26<00:05, 5.25it/s]
115/499 4.32G 0.01064 0.009397 0.003691 64 640: 84%|########3 | 141/168 [00:26<00:05, 5.34it/s]
115/499 4.32G 0.01063 0.009404 0.003681 77 640: 84%|########3 | 141/168 [00:27<00:05, 5.34it/s]
115/499 4.32G 0.01063 0.009404 0.003681 77 640: 85%|########4 | 142/168 [00:27<00:04, 5.22it/s]
115/499 4.32G 0.01063 0.00941 0.003671 71 640: 85%|########4 | 142/168 [00:27<00:04, 5.22it/s]
115/499 4.32G 0.01063 0.00941 0.003671 71 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s]
115/499 4.32G 0.01063 0.009424 0.003666 80 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s]
115/499 4.32G 0.01063 0.009424 0.003666 80 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s]
115/499 4.32G 0.01062 0.009408 0.003657 53 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s]
115/499 4.32G 0.01062 0.009408 0.003657 53 640: 86%|########6 | 145/168 [00:27<00:04, 5.24it/s]
115/499 4.32G 0.01063 0.009392 0.003657 63 640: 86%|########6 | 145/168 [00:27<00:04, 5.24it/s]
115/499 4.32G 0.01063 0.009392 0.003657 63 640: 87%|########6 | 146/168 [00:27<00:04, 5.31it/s]
115/499 4.32G 0.01064 0.009392 0.003645 66 640: 87%|########6 | 146/168 [00:27<00:04, 5.31it/s]
115/499 4.32G 0.01064 0.009392 0.003645 66 640: 88%|########7 | 147/168 [00:27<00:03, 5.39it/s]
115/499 4.32G 0.01065 0.009413 0.00365 79 640: 88%|########7 | 147/168 [00:28<00:03, 5.39it/s]
115/499 4.32G 0.01065 0.009413 0.00365 79 640: 88%|########8 | 148/168 [00:28<00:03, 5.25it/s]
115/499 4.32G 0.01066 0.009414 0.003645 71 640: 88%|########8 | 148/168 [00:28<00:03, 5.25it/s]
115/499 4.32G 0.01066 0.009414 0.003645 71 640: 89%|########8 | 149/168 [00:28<00:03, 5.32it/s]
115/499 4.32G 0.01066 0.009408 0.003655 63 640: 89%|########8 | 149/168 [00:28<00:03, 5.32it/s]
115/499 4.32G 0.01066 0.009408 0.003655 63 640: 89%|########9 | 150/168 [00:28<00:03, 5.39it/s]
115/499 4.32G 0.01067 0.009406 0.003652 62 640: 89%|########9 | 150/168 [00:28<00:03, 5.39it/s]
115/499 4.32G 0.01067 0.009406 0.003652 62 640: 90%|########9 | 151/168 [00:28<00:03, 5.25it/s]
115/499 4.32G 0.01066 0.009401 0.003636 64 640: 90%|########9 | 151/168 [00:28<00:03, 5.25it/s]
115/499 4.32G 0.01066 0.009401 0.003636 64 640: 90%|######### | 152/168 [00:28<00:03, 5.29it/s]
115/499 4.32G 0.01066 0.009397 0.003652 65 640: 90%|######### | 152/168 [00:29<00:03, 5.29it/s]
115/499 4.32G 0.01066 0.009397 0.003652 65 640: 91%|#########1| 153/168 [00:29<00:02, 5.37it/s]
115/499 4.32G 0.01065 0.009401 0.003639 69 640: 91%|#########1| 153/168 [00:29<00:02, 5.37it/s]
115/499 4.32G 0.01065 0.009401 0.003639 69 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
115/499 4.32G 0.01064 0.009408 0.003641 76 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
115/499 4.32G 0.01064 0.009408 0.003641 76 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s]
115/499 4.32G 0.01064 0.009399 0.003654 68 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s]
115/499 4.32G 0.01064 0.009399 0.003654 68 640: 93%|#########2| 156/168 [00:29<00:02, 5.39it/s]
115/499 4.32G 0.01065 0.009404 0.003658 76 640: 93%|#########2| 156/168 [00:29<00:02, 5.39it/s]
115/499 4.32G 0.01065 0.009404 0.003658 76 640: 93%|#########3| 157/168 [00:29<00:02, 5.26it/s]
115/499 4.32G 0.01064 0.009399 0.003659 60 640: 93%|#########3| 157/168 [00:30<00:02, 5.26it/s]
115/499 4.32G 0.01064 0.009399 0.003659 60 640: 94%|#########4| 158/168 [00:30<00:01, 5.34it/s]
115/499 4.32G 0.01065 0.009391 0.003676 67 640: 94%|#########4| 158/168 [00:30<00:01, 5.34it/s]
115/499 4.32G 0.01065 0.009391 0.003676 67 640: 95%|#########4| 159/168 [00:30<00:01, 5.39it/s]
115/499 4.32G 0.01064 0.009387 0.003678 78 640: 95%|#########4| 159/168 [00:30<00:01, 5.39it/s]
115/499 4.32G 0.01064 0.009387 0.003678 78 640: 95%|#########5| 160/168 [00:30<00:01, 5.25it/s]
115/499 4.32G 0.01064 0.009378 0.003677 64 640: 95%|#########5| 160/168 [00:30<00:01, 5.25it/s]
115/499 4.32G 0.01064 0.009378 0.003677 64 640: 96%|#########5| 161/168 [00:30<00:01, 5.27it/s]
115/499 4.32G 0.01063 0.009377 0.003694 76 640: 96%|#########5| 161/168 [00:30<00:01, 5.27it/s]
115/499 4.32G 0.01063 0.009377 0.003694 76 640: 96%|#########6| 162/168 [00:30<00:01, 5.31it/s]
115/499 4.32G 0.01062 0.009371 0.003706 72 640: 96%|#########6| 162/168 [00:31<00:01, 5.31it/s]
115/499 4.32G 0.01062 0.009371 0.003706 72 640: 97%|#########7| 163/168 [00:31<00:00, 5.19it/s]
115/499 4.32G 0.01062 0.009379 0.003695 71 640: 97%|#########7| 163/168 [00:31<00:00, 5.19it/s]
115/499 4.32G 0.01062 0.009379 0.003695 71 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s]
115/499 4.32G 0.01063 0.009385 0.003697 72 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s]
115/499 4.32G 0.01063 0.009385 0.003697 72 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s]
115/499 4.32G 0.01063 0.009381 0.003684 66 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s]
115/499 4.32G 0.01063 0.009381 0.003684 66 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s]
115/499 4.32G 0.01062 0.00937 0.003688 65 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s]
115/499 4.32G 0.01062 0.00937 0.003688 65 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s]
115/499 4.32G 0.01061 0.009363 0.003737 31 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s]
115/499 4.32G 0.01061 0.009363 0.003737 31 640: 100%|##########| 168/168 [00:31<00:00, 5.45it/s]
115/499 4.32G 0.01061 0.009363 0.003737 31 640: 100%|##########| 168/168 [00:31<00:00, 5.26it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s]
all 132 263 0.837 0.921 0.91 0.78
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
116/499 4.32G 0.00866 0.008642 0.006351 77 640: 0%| | 0/168 [00:00<?, ?it/s]
116/499 4.32G 0.00866 0.008642 0.006351 77 640: 1%| | 1/168 [00:00<00:33, 4.95it/s]
116/499 4.32G 0.009445 0.008984 0.004716 74 640: 1%| | 1/168 [00:00<00:33, 4.95it/s]
116/499 4.32G 0.009445 0.008984 0.004716 74 640: 1%|1 | 2/168 [00:00<00:32, 5.13it/s]
116/499 4.32G 0.01018 0.009356 0.004052 70 640: 1%|1 | 2/168 [00:00<00:32, 5.13it/s]
116/499 4.32G 0.01018 0.009356 0.004052 70 640: 2%|1 | 3/168 [00:00<00:31, 5.28it/s]
116/499 4.32G 0.01041 0.009033 0.004986 63 640: 2%|1 | 3/168 [00:00<00:31, 5.28it/s]
116/499 4.32G 0.01041 0.009033 0.004986 63 640: 2%|2 | 4/168 [00:00<00:31, 5.13it/s]
116/499 4.32G 0.01034 0.008916 0.004768 55 640: 2%|2 | 4/168 [00:00<00:31, 5.13it/s]
116/499 4.32G 0.01034 0.008916 0.004768 55 640: 3%|2 | 5/168 [00:00<00:31, 5.25it/s]
116/499 4.32G 0.01012 0.008677 0.004475 55 640: 3%|2 | 5/168 [00:01<00:31, 5.25it/s]
116/499 4.32G 0.01012 0.008677 0.004475 55 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s]
116/499 4.32G 0.01003 0.00878 0.0042 59 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s]
116/499 4.32G 0.01003 0.00878 0.0042 59 640: 4%|4 | 7/168 [00:01<00:30, 5.28it/s]
116/499 4.32G 0.01045 0.009149 0.004587 72 640: 4%|4 | 7/168 [00:01<00:30, 5.28it/s]
116/499 4.32G 0.01045 0.009149 0.004587 72 640: 5%|4 | 8/168 [00:01<00:29, 5.36it/s]
116/499 4.32G 0.01051 0.009103 0.004738 66 640: 5%|4 | 8/168 [00:01<00:29, 5.36it/s]
116/499 4.32G 0.01051 0.009103 0.004738 66 640: 5%|5 | 9/168 [00:01<00:29, 5.39it/s]
116/499 4.32G 0.01043 0.00891 0.004787 52 640: 5%|5 | 9/168 [00:01<00:29, 5.39it/s]
116/499 4.32G 0.01043 0.00891 0.004787 52 640: 6%|5 | 10/168 [00:01<00:30, 5.24it/s]
116/499 4.32G 0.01041 0.009074 0.004752 74 640: 6%|5 | 10/168 [00:02<00:30, 5.24it/s]
116/499 4.32G 0.01041 0.009074 0.004752 74 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s]
116/499 4.32G 0.01051 0.009083 0.004473 62 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s]
116/499 4.32G 0.01051 0.009083 0.004473 62 640: 7%|7 | 12/168 [00:02<00:29, 5.37it/s]
116/499 4.32G 0.01055 0.009135 0.00444 71 640: 7%|7 | 12/168 [00:02<00:29, 5.37it/s]
116/499 4.32G 0.01055 0.009135 0.00444 71 640: 8%|7 | 13/168 [00:02<00:29, 5.24it/s]
116/499 4.32G 0.01057 0.009156 0.004402 66 640: 8%|7 | 13/168 [00:02<00:29, 5.24it/s]
116/499 4.32G 0.01057 0.009156 0.004402 66 640: 8%|8 | 14/168 [00:02<00:28, 5.32it/s]
116/499 4.32G 0.0105 0.009077 0.004275 61 640: 8%|8 | 14/168 [00:02<00:28, 5.32it/s]
116/499 4.32G 0.0105 0.009077 0.004275 61 640: 9%|8 | 15/168 [00:02<00:28, 5.39it/s]
116/499 4.32G 0.0105 0.009167 0.004153 74 640: 9%|8 | 15/168 [00:03<00:28, 5.39it/s]
116/499 4.32G 0.0105 0.009167 0.004153 74 640: 10%|9 | 16/168 [00:03<00:28, 5.25it/s]
116/499 4.32G 0.01052 0.009133 0.00405 55 640: 10%|9 | 16/168 [00:03<00:28, 5.25it/s]
116/499 4.32G 0.01052 0.009133 0.00405 55 640: 10%|# | 17/168 [00:03<00:28, 5.34it/s]
116/499 4.32G 0.01047 0.009077 0.003939 71 640: 10%|# | 17/168 [00:03<00:28, 5.34it/s]
116/499 4.32G 0.01047 0.009077 0.003939 71 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s]
116/499 4.32G 0.01059 0.009131 0.003831 74 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s]
116/499 4.32G 0.01059 0.009131 0.003831 74 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s]
116/499 4.32G 0.01058 0.009043 0.003878 63 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s]
116/499 4.32G 0.01058 0.009043 0.003878 63 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s]
116/499 4.32G 0.01056 0.009054 0.003876 76 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s]
116/499 4.32G 0.01056 0.009054 0.003876 76 640: 12%|#2 | 21/168 [00:03<00:27, 5.37it/s]
116/499 4.32G 0.01062 0.009064 0.003933 72 640: 12%|#2 | 21/168 [00:04<00:27, 5.37it/s]
116/499 4.32G 0.01062 0.009064 0.003933 72 640: 13%|#3 | 22/168 [00:04<00:27, 5.23it/s]
116/499 4.32G 0.01069 0.009145 0.003846 64 640: 13%|#3 | 22/168 [00:04<00:27, 5.23it/s]
116/499 4.32G 0.01069 0.009145 0.003846 64 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s]
116/499 4.32G 0.01075 0.009221 0.003841 79 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s]
116/499 4.32G 0.01075 0.009221 0.003841 79 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s]
116/499 4.32G 0.01077 0.009164 0.003896 66 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s]
116/499 4.32G 0.01077 0.009164 0.003896 66 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
116/499 4.32G 0.01076 0.009206 0.003792 70 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
116/499 4.32G 0.01076 0.009206 0.003792 70 640: 15%|#5 | 26/168 [00:04<00:26, 5.31it/s]
116/499 4.32G 0.01072 0.009258 0.003832 71 640: 15%|#5 | 26/168 [00:05<00:26, 5.31it/s]
116/499 4.32G 0.01072 0.009258 0.003832 71 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s]
116/499 4.32G 0.01073 0.009288 0.003817 64 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s]
116/499 4.32G 0.01073 0.009288 0.003817 64 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s]
116/499 4.32G 0.01074 0.00933 0.003873 80 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s]
116/499 4.32G 0.01074 0.00933 0.003873 80 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s]
116/499 4.32G 0.0107 0.009266 0.003929 60 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s]
116/499 4.32G 0.0107 0.009266 0.003929 60 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s]
116/499 4.32G 0.01066 0.009275 0.003927 71 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s]
116/499 4.32G 0.01066 0.009275 0.003927 71 640: 18%|#8 | 31/168 [00:05<00:26, 5.23it/s]
116/499 4.32G 0.01066 0.009339 0.003875 70 640: 18%|#8 | 31/168 [00:06<00:26, 5.23it/s]
116/499 4.32G 0.01066 0.009339 0.003875 70 640: 19%|#9 | 32/168 [00:06<00:25, 5.32it/s]
116/499 4.32G 0.01068 0.009431 0.003869 70 640: 19%|#9 | 32/168 [00:06<00:25, 5.32it/s]
116/499 4.32G 0.01068 0.009431 0.003869 70 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s]
116/499 4.32G 0.01065 0.009367 0.003831 60 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s]
116/499 4.32G 0.01065 0.009367 0.003831 60 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
116/499 4.32G 0.01065 0.009381 0.003787 74 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
116/499 4.32G 0.01065 0.009381 0.003787 74 640: 21%|## | 35/168 [00:06<00:24, 5.32it/s]
116/499 4.32G 0.01062 0.009357 0.003768 71 640: 21%|## | 35/168 [00:06<00:24, 5.32it/s]
116/499 4.32G 0.01062 0.009357 0.003768 71 640: 21%|##1 | 36/168 [00:06<00:25, 5.28it/s]
116/499 4.32G 0.01059 0.009331 0.003835 62 640: 21%|##1 | 36/168 [00:07<00:25, 5.28it/s]
116/499 4.32G 0.01059 0.009331 0.003835 62 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s]
116/499 4.32G 0.01057 0.009323 0.003853 75 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s]
116/499 4.32G 0.01057 0.009323 0.003853 75 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
116/499 4.32G 0.01054 0.009325 0.004004 73 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
116/499 4.32G 0.01054 0.009325 0.004004 73 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s]
116/499 4.32G 0.01052 0.009245 0.004092 54 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s]
116/499 4.32G 0.01052 0.009245 0.004092 54 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
116/499 4.32G 0.01056 0.009283 0.004078 69 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
116/499 4.32G 0.01056 0.009283 0.004078 69 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s]
116/499 4.32G 0.01054 0.009263 0.004069 63 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s]
116/499 4.32G 0.01054 0.009263 0.004069 63 640: 25%|##5 | 42/168 [00:07<00:23, 5.35it/s]
116/499 4.32G 0.01052 0.009261 0.004049 65 640: 25%|##5 | 42/168 [00:08<00:23, 5.35it/s]
116/499 4.32G 0.01052 0.009261 0.004049 65 640: 26%|##5 | 43/168 [00:08<00:23, 5.21it/s]
116/499 4.32G 0.01052 0.009271 0.004048 82 640: 26%|##5 | 43/168 [00:08<00:23, 5.21it/s]
116/499 4.32G 0.01052 0.009271 0.004048 82 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s]
116/499 4.32G 0.01053 0.009261 0.004038 63 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s]
116/499 4.32G 0.01053 0.009261 0.004038 63 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s]
116/499 4.32G 0.01052 0.009266 0.004044 68 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s]
116/499 4.32G 0.01052 0.009266 0.004044 68 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s]
116/499 4.32G 0.0105 0.009251 0.004003 56 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s]
116/499 4.32G 0.0105 0.009251 0.004003 56 640: 28%|##7 | 47/168 [00:08<00:22, 5.31it/s]
116/499 4.32G 0.01052 0.009287 0.003973 75 640: 28%|##7 | 47/168 [00:09<00:22, 5.31it/s]
116/499 4.32G 0.01052 0.009287 0.003973 75 640: 29%|##8 | 48/168 [00:09<00:22, 5.37it/s]
116/499 4.32G 0.01049 0.009306 0.00396 69 640: 29%|##8 | 48/168 [00:09<00:22, 5.37it/s]
116/499 4.32G 0.01049 0.009306 0.00396 69 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
116/499 4.32G 0.01048 0.009261 0.003916 63 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
116/499 4.32G 0.01048 0.009261 0.003916 63 640: 30%|##9 | 50/168 [00:09<00:22, 5.26it/s]
116/499 4.32G 0.01049 0.009253 0.003876 64 640: 30%|##9 | 50/168 [00:09<00:22, 5.26it/s]
116/499 4.32G 0.01049 0.009253 0.003876 64 640: 30%|### | 51/168 [00:09<00:22, 5.29it/s]
116/499 4.32G 0.01049 0.009245 0.003877 58 640: 30%|### | 51/168 [00:09<00:22, 5.29it/s]
116/499 4.32G 0.01049 0.009245 0.003877 58 640: 31%|### | 52/168 [00:09<00:22, 5.17it/s]
116/499 4.32G 0.0105 0.009259 0.003899 69 640: 31%|### | 52/168 [00:10<00:22, 5.17it/s]
116/499 4.32G 0.0105 0.009259 0.003899 69 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
116/499 4.32G 0.0105 0.009246 0.003868 52 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
116/499 4.32G 0.0105 0.009246 0.003868 52 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s]
116/499 4.32G 0.01048 0.009215 0.003853 55 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s]
116/499 4.32G 0.01048 0.009215 0.003853 55 640: 33%|###2 | 55/168 [00:10<00:21, 5.14it/s]
116/499 4.32G 0.01046 0.009173 0.003925 58 640: 33%|###2 | 55/168 [00:10<00:21, 5.14it/s]
116/499 4.32G 0.01046 0.009173 0.003925 58 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s]
116/499 4.32G 0.01048 0.009142 0.003894 49 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s]
116/499 4.32G 0.01048 0.009142 0.003894 49 640: 34%|###3 | 57/168 [00:10<00:20, 5.31it/s]
116/499 4.32G 0.0105 0.009096 0.003955 55 640: 34%|###3 | 57/168 [00:10<00:20, 5.31it/s]
116/499 4.32G 0.0105 0.009096 0.003955 55 640: 35%|###4 | 58/168 [00:10<00:21, 5.14it/s]
116/499 4.32G 0.01047 0.009078 0.003938 59 640: 35%|###4 | 58/168 [00:11<00:21, 5.14it/s]
116/499 4.32G 0.01047 0.009078 0.003938 59 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s]
116/499 4.32G 0.01048 0.009052 0.003957 62 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s]
116/499 4.32G 0.01048 0.009052 0.003957 62 640: 36%|###5 | 60/168 [00:11<00:20, 5.27it/s]
116/499 4.32G 0.01049 0.00908 0.003979 67 640: 36%|###5 | 60/168 [00:11<00:20, 5.27it/s]
116/499 4.32G 0.01049 0.00908 0.003979 67 640: 36%|###6 | 61/168 [00:11<00:20, 5.12it/s]
116/499 4.32G 0.01048 0.00908 0.003981 83 640: 36%|###6 | 61/168 [00:11<00:20, 5.12it/s]
116/499 4.32G 0.01048 0.00908 0.003981 83 640: 37%|###6 | 62/168 [00:11<00:20, 5.18it/s]
116/499 4.32G 0.01047 0.009069 0.003942 63 640: 37%|###6 | 62/168 [00:11<00:20, 5.18it/s]
116/499 4.32G 0.01047 0.009069 0.003942 63 640: 38%|###7 | 63/168 [00:11<00:20, 5.23it/s]
116/499 4.32G 0.01047 0.009078 0.003914 65 640: 38%|###7 | 63/168 [00:12<00:20, 5.23it/s]
116/499 4.32G 0.01047 0.009078 0.003914 65 640: 38%|###8 | 64/168 [00:12<00:20, 5.14it/s]
116/499 4.32G 0.01047 0.00906 0.003895 63 640: 38%|###8 | 64/168 [00:12<00:20, 5.14it/s]
116/499 4.32G 0.01047 0.00906 0.003895 63 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s]
116/499 4.32G 0.01049 0.009059 0.003889 65 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s]
116/499 4.32G 0.01049 0.009059 0.003889 65 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s]
116/499 4.32G 0.0105 0.009049 0.003891 64 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s]
116/499 4.32G 0.0105 0.009049 0.003891 64 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s]
116/499 4.32G 0.01047 0.009024 0.003917 60 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s]
116/499 4.32G 0.01047 0.009024 0.003917 60 640: 40%|#### | 68/168 [00:12<00:19, 5.25it/s]
116/499 4.32G 0.01046 0.009054 0.003904 78 640: 40%|#### | 68/168 [00:13<00:19, 5.25it/s]
116/499 4.32G 0.01046 0.009054 0.003904 78 640: 41%|####1 | 69/168 [00:13<00:18, 5.35it/s]
116/499 4.32G 0.01045 0.009058 0.003944 63 640: 41%|####1 | 69/168 [00:13<00:18, 5.35it/s]
116/499 4.32G 0.01045 0.009058 0.003944 63 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s]
116/499 4.32G 0.01046 0.009076 0.004 81 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s]
116/499 4.32G 0.01046 0.009076 0.004 81 640: 42%|####2 | 71/168 [00:13<00:18, 5.24it/s]
116/499 4.32G 0.01045 0.009071 0.004 68 640: 42%|####2 | 71/168 [00:13<00:18, 5.24it/s]
116/499 4.32G 0.01045 0.009071 0.004 68 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s]
116/499 4.32G 0.01043 0.009043 0.003982 57 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s]
116/499 4.32G 0.01043 0.009043 0.003982 57 640: 43%|####3 | 73/168 [00:13<00:18, 5.18it/s]
116/499 4.32G 0.01044 0.009047 0.003978 70 640: 43%|####3 | 73/168 [00:14<00:18, 5.18it/s]
116/499 4.32G 0.01044 0.009047 0.003978 70 640: 44%|####4 | 74/168 [00:14<00:18, 5.20it/s]
116/499 4.32G 0.01044 0.009032 0.003993 57 640: 44%|####4 | 74/168 [00:14<00:18, 5.20it/s]
116/499 4.32G 0.01044 0.009032 0.003993 57 640: 45%|####4 | 75/168 [00:14<00:17, 5.24it/s]
116/499 4.32G 0.01044 0.009028 0.003982 66 640: 45%|####4 | 75/168 [00:14<00:17, 5.24it/s]
116/499 4.32G 0.01044 0.009028 0.003982 66 640: 45%|####5 | 76/168 [00:14<00:17, 5.11it/s]
116/499 4.32G 0.01042 0.009013 0.003947 56 640: 45%|####5 | 76/168 [00:14<00:17, 5.11it/s]
116/499 4.32G 0.01042 0.009013 0.003947 56 640: 46%|####5 | 77/168 [00:14<00:17, 5.23it/s]
116/499 4.32G 0.01039 0.009008 0.003913 71 640: 46%|####5 | 77/168 [00:14<00:17, 5.23it/s]
116/499 4.32G 0.01039 0.009008 0.003913 71 640: 46%|####6 | 78/168 [00:14<00:16, 5.30it/s]
116/499 4.32G 0.0104 0.009001 0.003903 54 640: 46%|####6 | 78/168 [00:15<00:16, 5.30it/s]
116/499 4.32G 0.0104 0.009001 0.003903 54 640: 47%|####7 | 79/168 [00:15<00:17, 5.18it/s]
116/499 4.32G 0.01039 0.008978 0.003897 50 640: 47%|####7 | 79/168 [00:15<00:17, 5.18it/s]
116/499 4.32G 0.01039 0.008978 0.003897 50 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
116/499 4.32G 0.01041 0.009009 0.003921 79 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
116/499 4.32G 0.01041 0.009009 0.003921 79 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s]
116/499 4.32G 0.01041 0.009002 0.003913 63 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s]
116/499 4.32G 0.01041 0.009002 0.003913 63 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
116/499 4.32G 0.01042 0.00901 0.003871 63 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
116/499 4.32G 0.01042 0.00901 0.003871 63 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s]
116/499 4.32G 0.01043 0.009025 0.003853 75 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s]
116/499 4.32G 0.01043 0.009025 0.003853 75 640: 50%|##### | 84/168 [00:15<00:15, 5.34it/s]
116/499 4.32G 0.01042 0.009009 0.003895 59 640: 50%|##### | 84/168 [00:16<00:15, 5.34it/s]
116/499 4.32G 0.01042 0.009009 0.003895 59 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s]
116/499 4.32G 0.01041 0.008992 0.003905 69 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s]
116/499 4.32G 0.01041 0.008992 0.003905 69 640: 51%|#####1 | 86/168 [00:16<00:15, 5.26it/s]
116/499 4.32G 0.01042 0.009006 0.003935 76 640: 51%|#####1 | 86/168 [00:16<00:15, 5.26it/s]
116/499 4.32G 0.01042 0.009006 0.003935 76 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
116/499 4.32G 0.01043 0.008983 0.003913 60 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
116/499 4.32G 0.01043 0.008983 0.003913 60 640: 52%|#####2 | 88/168 [00:16<00:15, 5.18it/s]
116/499 4.32G 0.01042 0.008992 0.003911 73 640: 52%|#####2 | 88/168 [00:16<00:15, 5.18it/s]
116/499 4.32G 0.01042 0.008992 0.003911 73 640: 53%|#####2 | 89/168 [00:16<00:15, 5.24it/s]
116/499 4.32G 0.01041 0.009005 0.003889 74 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s]
116/499 4.32G 0.01041 0.009005 0.003889 74 640: 54%|#####3 | 90/168 [00:17<00:14, 5.29it/s]
116/499 4.32G 0.01042 0.009004 0.003874 65 640: 54%|#####3 | 90/168 [00:17<00:14, 5.29it/s]
116/499 4.32G 0.01042 0.009004 0.003874 65 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s]
116/499 4.32G 0.01042 0.008994 0.003867 61 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s]
116/499 4.32G 0.01042 0.008994 0.003867 61 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
116/499 4.32G 0.01042 0.008997 0.003854 73 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
116/499 4.32G 0.01042 0.008997 0.003854 73 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s]
116/499 4.32G 0.01043 0.009007 0.003861 76 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s]
116/499 4.32G 0.01043 0.009007 0.003861 76 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
116/499 4.32G 0.01044 0.009019 0.00386 68 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s]
116/499 4.32G 0.01044 0.009019 0.00386 68 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s]
116/499 4.32G 0.01044 0.009028 0.003844 69 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s]
116/499 4.32G 0.01044 0.009028 0.003844 69 640: 57%|#####7 | 96/168 [00:18<00:13, 5.23it/s]
116/499 4.32G 0.01043 0.009035 0.003842 66 640: 57%|#####7 | 96/168 [00:18<00:13, 5.23it/s]
116/499 4.32G 0.01043 0.009035 0.003842 66 640: 58%|#####7 | 97/168 [00:18<00:13, 5.11it/s]
116/499 4.32G 0.01045 0.009057 0.003862 78 640: 58%|#####7 | 97/168 [00:18<00:13, 5.11it/s]
116/499 4.32G 0.01045 0.009057 0.003862 78 640: 58%|#####8 | 98/168 [00:18<00:13, 5.20it/s]
116/499 4.32G 0.01045 0.00905 0.003872 70 640: 58%|#####8 | 98/168 [00:18<00:13, 5.20it/s]
116/499 4.32G 0.01045 0.00905 0.003872 70 640: 59%|#####8 | 99/168 [00:18<00:13, 5.29it/s]
116/499 4.32G 0.01047 0.009071 0.003872 78 640: 59%|#####8 | 99/168 [00:19<00:13, 5.29it/s]
116/499 4.32G 0.01047 0.009071 0.003872 78 640: 60%|#####9 | 100/168 [00:19<00:13, 5.16it/s]
116/499 4.32G 0.01046 0.009077 0.003889 70 640: 60%|#####9 | 100/168 [00:19<00:13, 5.16it/s]
116/499 4.32G 0.01046 0.009077 0.003889 70 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
116/499 4.32G 0.01047 0.009091 0.003906 76 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
116/499 4.32G 0.01047 0.009091 0.003906 76 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s]
116/499 4.32G 0.01045 0.00907 0.003939 64 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s]
116/499 4.32G 0.01045 0.00907 0.003939 64 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s]
116/499 4.32G 0.01045 0.009084 0.003948 72 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s]
116/499 4.32G 0.01045 0.009084 0.003948 72 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s]
116/499 4.32G 0.01045 0.009068 0.00393 52 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s]
116/499 4.32G 0.01045 0.009068 0.00393 52 640: 62%|######2 | 105/168 [00:19<00:11, 5.32it/s]
116/499 4.32G 0.01044 0.009047 0.003931 60 640: 62%|######2 | 105/168 [00:20<00:11, 5.32it/s]
116/499 4.32G 0.01044 0.009047 0.003931 60 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s]
116/499 4.32G 0.01044 0.00905 0.003929 52 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s]
116/499 4.32G 0.01044 0.00905 0.003929 52 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s]
116/499 4.32G 0.01045 0.009042 0.003928 60 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s]
116/499 4.32G 0.01045 0.009042 0.003928 60 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s]
116/499 4.32G 0.01045 0.009041 0.003977 66 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s]
116/499 4.32G 0.01045 0.009041 0.003977 66 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s]
116/499 4.32G 0.01045 0.009041 0.003974 66 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s]
116/499 4.32G 0.01045 0.009041 0.003974 66 640: 65%|######5 | 110/168 [00:20<00:11, 5.23it/s]
116/499 4.32G 0.01044 0.009041 0.003989 74 640: 65%|######5 | 110/168 [00:21<00:11, 5.23it/s]
116/499 4.32G 0.01044 0.009041 0.003989 74 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
116/499 4.32G 0.01045 0.009039 0.003978 64 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
116/499 4.32G 0.01045 0.009039 0.003978 64 640: 67%|######6 | 112/168 [00:21<00:10, 5.20it/s]
116/499 4.32G 0.01044 0.009057 0.004001 69 640: 67%|######6 | 112/168 [00:21<00:10, 5.20it/s]
116/499 4.32G 0.01044 0.009057 0.004001 69 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s]
116/499 4.32G 0.01042 0.009053 0.004037 61 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s]
116/499 4.32G 0.01042 0.009053 0.004037 61 640: 68%|######7 | 114/168 [00:21<00:10, 5.26it/s]
116/499 4.32G 0.01042 0.009082 0.004024 89 640: 68%|######7 | 114/168 [00:21<00:10, 5.26it/s]
116/499 4.32G 0.01042 0.009082 0.004024 89 640: 68%|######8 | 115/168 [00:21<00:10, 5.17it/s]
116/499 4.32G 0.01043 0.009095 0.004022 65 640: 68%|######8 | 115/168 [00:22<00:10, 5.17it/s]
116/499 4.32G 0.01043 0.009095 0.004022 65 640: 69%|######9 | 116/168 [00:22<00:09, 5.23it/s]
116/499 4.32G 0.01042 0.009081 0.004032 69 640: 69%|######9 | 116/168 [00:22<00:09, 5.23it/s]
116/499 4.32G 0.01042 0.009081 0.004032 69 640: 70%|######9 | 117/168 [00:22<00:09, 5.21it/s]
116/499 4.32G 0.01041 0.009081 0.004057 60 640: 70%|######9 | 117/168 [00:22<00:09, 5.21it/s]
116/499 4.32G 0.01041 0.009081 0.004057 60 640: 70%|####### | 118/168 [00:22<00:09, 5.13it/s]
116/499 4.32G 0.0104 0.009064 0.004056 55 640: 70%|####### | 118/168 [00:22<00:09, 5.13it/s]
116/499 4.32G 0.0104 0.009064 0.004056 55 640: 71%|####### | 119/168 [00:22<00:09, 5.24it/s]
116/499 4.32G 0.0104 0.009065 0.004059 69 640: 71%|####### | 119/168 [00:22<00:09, 5.24it/s]
116/499 4.32G 0.0104 0.009065 0.004059 69 640: 71%|#######1 | 120/168 [00:22<00:09, 5.33it/s]
116/499 4.32G 0.01039 0.00906 0.004045 65 640: 71%|#######1 | 120/168 [00:23<00:09, 5.33it/s]
116/499 4.32G 0.01039 0.00906 0.004045 65 640: 72%|#######2 | 121/168 [00:23<00:09, 5.19it/s]
116/499 4.32G 0.01039 0.009064 0.004031 74 640: 72%|#######2 | 121/168 [00:23<00:09, 5.19it/s]
116/499 4.32G 0.01039 0.009064 0.004031 74 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s]
116/499 4.32G 0.01039 0.00907 0.004006 75 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s]
116/499 4.32G 0.01039 0.00907 0.004006 75 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s]
116/499 4.32G 0.0104 0.009095 0.003998 75 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s]
116/499 4.32G 0.0104 0.009095 0.003998 75 640: 74%|#######3 | 124/168 [00:23<00:08, 5.15it/s]
116/499 4.32G 0.0104 0.009085 0.004 66 640: 74%|#######3 | 124/168 [00:23<00:08, 5.15it/s]
116/499 4.32G 0.0104 0.009085 0.004 66 640: 74%|#######4 | 125/168 [00:23<00:08, 5.24it/s]
116/499 4.32G 0.0104 0.009092 0.003993 74 640: 74%|#######4 | 125/168 [00:23<00:08, 5.24it/s]
116/499 4.32G 0.0104 0.009092 0.003993 74 640: 75%|#######5 | 126/168 [00:23<00:07, 5.33it/s]
116/499 4.32G 0.0104 0.009094 0.004 74 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s]
116/499 4.32G 0.0104 0.009094 0.004 74 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s]
116/499 4.32G 0.01039 0.009086 0.003996 57 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s]
116/499 4.32G 0.01039 0.009086 0.003996 57 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s]
116/499 4.32G 0.01038 0.009087 0.00402 61 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s]
116/499 4.32G 0.01038 0.009087 0.00402 61 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s]
116/499 4.32G 0.01038 0.009108 0.004016 84 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s]
116/499 4.32G 0.01038 0.009108 0.004016 84 640: 77%|#######7 | 130/168 [00:24<00:07, 5.11it/s]
116/499 4.32G 0.01038 0.00911 0.004011 67 640: 77%|#######7 | 130/168 [00:24<00:07, 5.11it/s]
116/499 4.32G 0.01038 0.00911 0.004011 67 640: 78%|#######7 | 131/168 [00:24<00:07, 5.15it/s]
116/499 4.32G 0.0104 0.00911 0.004004 63 640: 78%|#######7 | 131/168 [00:25<00:07, 5.15it/s]
116/499 4.32G 0.0104 0.00911 0.004004 63 640: 79%|#######8 | 132/168 [00:25<00:06, 5.20it/s]
116/499 4.32G 0.0104 0.009127 0.003988 85 640: 79%|#######8 | 132/168 [00:25<00:06, 5.20it/s]
116/499 4.32G 0.0104 0.009127 0.003988 85 640: 79%|#######9 | 133/168 [00:25<00:06, 5.10it/s]
116/499 4.32G 0.0104 0.009126 0.004002 66 640: 79%|#######9 | 133/168 [00:25<00:06, 5.10it/s]
116/499 4.32G 0.0104 0.009126 0.004002 66 640: 80%|#######9 | 134/168 [00:25<00:06, 5.19it/s]
116/499 4.32G 0.0104 0.009118 0.004 71 640: 80%|#######9 | 134/168 [00:25<00:06, 5.19it/s]
116/499 4.32G 0.0104 0.009118 0.004 71 640: 80%|######## | 135/168 [00:25<00:06, 5.27it/s]
116/499 4.32G 0.01041 0.009135 0.003995 79 640: 80%|######## | 135/168 [00:25<00:06, 5.27it/s]
116/499 4.32G 0.01041 0.009135 0.003995 79 640: 81%|######## | 136/168 [00:25<00:06, 5.14it/s]
116/499 4.32G 0.01039 0.009144 0.00398 75 640: 81%|######## | 136/168 [00:26<00:06, 5.14it/s]
116/499 4.32G 0.01039 0.009144 0.00398 75 640: 82%|########1 | 137/168 [00:26<00:05, 5.19it/s]
116/499 4.32G 0.01039 0.009135 0.003981 51 640: 82%|########1 | 137/168 [00:26<00:05, 5.19it/s]
116/499 4.32G 0.01039 0.009135 0.003981 51 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s]
116/499 4.32G 0.01038 0.009119 0.003973 58 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s]
116/499 4.32G 0.01038 0.009119 0.003973 58 640: 83%|########2 | 139/168 [00:26<00:05, 5.17it/s]
116/499 4.32G 0.01038 0.009119 0.003971 68 640: 83%|########2 | 139/168 [00:26<00:05, 5.17it/s]
116/499 4.32G 0.01038 0.009119 0.003971 68 640: 83%|########3 | 140/168 [00:26<00:05, 5.25it/s]
116/499 4.32G 0.01037 0.009128 0.003969 82 640: 83%|########3 | 140/168 [00:26<00:05, 5.25it/s]
116/499 4.32G 0.01037 0.009128 0.003969 82 640: 84%|########3 | 141/168 [00:26<00:05, 5.32it/s]
116/499 4.32G 0.01037 0.00914 0.003961 75 640: 84%|########3 | 141/168 [00:27<00:05, 5.32it/s]
116/499 4.32G 0.01037 0.00914 0.003961 75 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s]
116/499 4.32G 0.01037 0.009137 0.003967 68 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s]
116/499 4.32G 0.01037 0.009137 0.003967 68 640: 85%|########5 | 143/168 [00:27<00:04, 5.23it/s]
116/499 4.32G 0.01038 0.009152 0.003969 70 640: 85%|########5 | 143/168 [00:27<00:04, 5.23it/s]
116/499 4.32G 0.01038 0.009152 0.003969 70 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s]
116/499 4.32G 0.01038 0.009164 0.00398 73 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s]
116/499 4.32G 0.01038 0.009164 0.00398 73 640: 86%|########6 | 145/168 [00:27<00:04, 5.13it/s]
116/499 4.32G 0.01038 0.009162 0.004006 69 640: 86%|########6 | 145/168 [00:27<00:04, 5.13it/s]
116/499 4.32G 0.01038 0.009162 0.004006 69 640: 87%|########6 | 146/168 [00:27<00:04, 5.24it/s]
116/499 4.32G 0.01039 0.009185 0.004057 88 640: 87%|########6 | 146/168 [00:27<00:04, 5.24it/s]
116/499 4.32G 0.01039 0.009185 0.004057 88 640: 88%|########7 | 147/168 [00:27<00:03, 5.26it/s]
116/499 4.32G 0.01039 0.00918 0.004059 61 640: 88%|########7 | 147/168 [00:28<00:03, 5.26it/s]
116/499 4.32G 0.01039 0.00918 0.004059 61 640: 88%|########8 | 148/168 [00:28<00:03, 5.13it/s]
116/499 4.32G 0.01039 0.009197 0.00405 86 640: 88%|########8 | 148/168 [00:28<00:03, 5.13it/s]
116/499 4.32G 0.01039 0.009197 0.00405 86 640: 89%|########8 | 149/168 [00:28<00:03, 5.24it/s]
116/499 4.32G 0.01039 0.009203 0.004044 70 640: 89%|########8 | 149/168 [00:28<00:03, 5.24it/s]
116/499 4.32G 0.01039 0.009203 0.004044 70 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s]
116/499 4.32G 0.01038 0.009209 0.004046 76 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s]
116/499 4.32G 0.01038 0.009209 0.004046 76 640: 90%|########9 | 151/168 [00:28<00:03, 5.18it/s]
116/499 4.32G 0.01039 0.00921 0.004097 54 640: 90%|########9 | 151/168 [00:28<00:03, 5.18it/s]
116/499 4.32G 0.01039 0.00921 0.004097 54 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s]
116/499 4.32G 0.01038 0.009222 0.004087 78 640: 90%|######### | 152/168 [00:29<00:03, 5.30it/s]
116/499 4.32G 0.01038 0.009222 0.004087 78 640: 91%|#########1| 153/168 [00:29<00:02, 5.38it/s]
116/499 4.32G 0.01038 0.009216 0.00409 60 640: 91%|#########1| 153/168 [00:29<00:02, 5.38it/s]
116/499 4.32G 0.01038 0.009216 0.00409 60 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s]
116/499 4.32G 0.01038 0.009208 0.004075 56 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s]
116/499 4.32G 0.01038 0.009208 0.004075 56 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
116/499 4.32G 0.01039 0.009211 0.00407 65 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
116/499 4.32G 0.01039 0.009211 0.00407 65 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s]
116/499 4.32G 0.01039 0.009214 0.004059 68 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s]
116/499 4.32G 0.01039 0.009214 0.004059 68 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s]
116/499 4.32G 0.01039 0.009205 0.004048 62 640: 93%|#########3| 157/168 [00:30<00:02, 5.22it/s]
116/499 4.32G 0.01039 0.009205 0.004048 62 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s]
116/499 4.32G 0.01039 0.009189 0.004036 51 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s]
116/499 4.32G 0.01039 0.009189 0.004036 51 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s]
116/499 4.32G 0.01038 0.009181 0.004033 62 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s]
116/499 4.32G 0.01038 0.009181 0.004033 62 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
116/499 4.32G 0.01038 0.009173 0.004052 63 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
116/499 4.32G 0.01038 0.009173 0.004052 63 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
116/499 4.32G 0.01037 0.009171 0.004054 72 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
116/499 4.32G 0.01037 0.009171 0.004054 72 640: 96%|#########6| 162/168 [00:30<00:01, 5.29it/s]
116/499 4.32G 0.01038 0.009168 0.004047 62 640: 96%|#########6| 162/168 [00:31<00:01, 5.29it/s]
116/499 4.32G 0.01038 0.009168 0.004047 62 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s]
116/499 4.32G 0.01037 0.00917 0.004047 66 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s]
116/499 4.32G 0.01037 0.00917 0.004047 66 640: 98%|#########7| 164/168 [00:31<00:00, 5.22it/s]
116/499 4.32G 0.01038 0.00917 0.004051 61 640: 98%|#########7| 164/168 [00:31<00:00, 5.22it/s]
116/499 4.32G 0.01038 0.00917 0.004051 61 640: 98%|#########8| 165/168 [00:31<00:00, 5.30it/s]
116/499 4.32G 0.01037 0.009181 0.004047 73 640: 98%|#########8| 165/168 [00:31<00:00, 5.30it/s]
116/499 4.32G 0.01037 0.009181 0.004047 73 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s]
116/499 4.32G 0.01037 0.009183 0.004029 72 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s]
116/499 4.32G 0.01037 0.009183 0.004029 72 640: 99%|#########9| 167/168 [00:31<00:00, 5.25it/s]
116/499 4.32G 0.01037 0.009174 0.004009 32 640: 99%|#########9| 167/168 [00:31<00:00, 5.25it/s]
116/499 4.32G 0.01037 0.009174 0.004009 32 640: 100%|##########| 168/168 [00:31<00:00, 5.40it/s]
116/499 4.32G 0.01037 0.009174 0.004009 32 640: 100%|##########| 168/168 [00:31<00:00, 5.25it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s]
all 132 263 0.859 0.908 0.896 0.774
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
117/499 4.32G 0.009659 0.007718 0.004272 75 640: 0%| | 0/168 [00:00<?, ?it/s]
117/499 4.32G 0.009659 0.007718 0.004272 75 640: 1%| | 1/168 [00:00<00:34, 4.84it/s]
117/499 4.32G 0.009823 0.006891 0.004255 57 640: 1%| | 1/168 [00:00<00:34, 4.84it/s]
117/499 4.32G 0.009823 0.006891 0.004255 57 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s]
117/499 4.32G 0.01019 0.007986 0.003765 68 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s]
117/499 4.32G 0.01019 0.007986 0.003765 68 640: 2%|1 | 3/168 [00:00<00:30, 5.36it/s]
117/499 4.32G 0.01041 0.008076 0.004035 63 640: 2%|1 | 3/168 [00:00<00:30, 5.36it/s]
117/499 4.32G 0.01041 0.008076 0.004035 63 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s]
117/499 4.32G 0.01059 0.007919 0.003842 55 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s]
117/499 4.32G 0.01059 0.007919 0.003842 55 640: 3%|2 | 5/168 [00:00<00:30, 5.26it/s]
117/499 4.32G 0.01093 0.00771 0.003892 51 640: 3%|2 | 5/168 [00:01<00:30, 5.26it/s]
117/499 4.32G 0.01093 0.00771 0.003892 51 640: 4%|3 | 6/168 [00:01<00:30, 5.34it/s]
117/499 4.32G 0.01122 0.007851 0.004885 58 640: 4%|3 | 6/168 [00:01<00:30, 5.34it/s]
117/499 4.32G 0.01122 0.007851 0.004885 58 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s]
117/499 4.32G 0.01118 0.007984 0.004752 77 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s]
117/499 4.32G 0.01118 0.007984 0.004752 77 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s]
117/499 4.32G 0.01105 0.007975 0.00488 67 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s]
117/499 4.32G 0.01105 0.007975 0.00488 67 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s]
117/499 4.32G 0.01104 0.008331 0.004778 78 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s]
117/499 4.32G 0.01104 0.008331 0.004778 78 640: 6%|5 | 10/168 [00:01<00:30, 5.19it/s]
117/499 4.32G 0.01105 0.008356 0.004623 63 640: 6%|5 | 10/168 [00:02<00:30, 5.19it/s]
117/499 4.32G 0.01105 0.008356 0.004623 63 640: 7%|6 | 11/168 [00:02<00:29, 5.23it/s]
117/499 4.32G 0.01103 0.008508 0.004418 67 640: 7%|6 | 11/168 [00:02<00:29, 5.23it/s]
117/499 4.32G 0.01103 0.008508 0.004418 67 640: 7%|7 | 12/168 [00:02<00:29, 5.21it/s]
117/499 4.32G 0.01099 0.008484 0.00437 66 640: 7%|7 | 12/168 [00:02<00:29, 5.21it/s]
117/499 4.32G 0.01099 0.008484 0.00437 66 640: 8%|7 | 13/168 [00:02<00:30, 5.10it/s]
117/499 4.32G 0.01094 0.008437 0.004557 65 640: 8%|7 | 13/168 [00:02<00:30, 5.10it/s]
117/499 4.32G 0.01094 0.008437 0.004557 65 640: 8%|8 | 14/168 [00:02<00:29, 5.20it/s]
117/499 4.32G 0.01096 0.008514 0.004499 63 640: 8%|8 | 14/168 [00:02<00:29, 5.20it/s]
117/499 4.32G 0.01096 0.008514 0.004499 63 640: 9%|8 | 15/168 [00:02<00:28, 5.30it/s]
117/499 4.32G 0.01099 0.008616 0.004556 72 640: 9%|8 | 15/168 [00:03<00:28, 5.30it/s]
117/499 4.32G 0.01099 0.008616 0.004556 72 640: 10%|9 | 16/168 [00:03<00:29, 5.16it/s]
117/499 4.32G 0.01096 0.008609 0.004737 60 640: 10%|9 | 16/168 [00:03<00:29, 5.16it/s]
117/499 4.32G 0.01096 0.008609 0.004737 60 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
117/499 4.32G 0.01101 0.008522 0.004785 53 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
117/499 4.32G 0.01101 0.008522 0.004785 53 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
117/499 4.32G 0.01102 0.008545 0.004667 60 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
117/499 4.32G 0.01102 0.008545 0.004667 60 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
117/499 4.32G 0.01093 0.008478 0.004489 53 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
117/499 4.32G 0.01093 0.008478 0.004489 53 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s]
117/499 4.32G 0.01093 0.008614 0.004432 78 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s]
117/499 4.32G 0.01093 0.008614 0.004432 78 640: 12%|#2 | 21/168 [00:03<00:27, 5.35it/s]
117/499 4.32G 0.01085 0.008618 0.004453 67 640: 12%|#2 | 21/168 [00:04<00:27, 5.35it/s]
117/499 4.32G 0.01085 0.008618 0.004453 67 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s]
117/499 4.32G 0.01081 0.008761 0.004351 74 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s]
117/499 4.32G 0.01081 0.008761 0.004351 74 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s]
117/499 4.32G 0.01081 0.008746 0.004338 67 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s]
117/499 4.32G 0.01081 0.008746 0.004338 67 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s]
117/499 4.32G 0.01077 0.008743 0.004272 62 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s]
117/499 4.32G 0.01077 0.008743 0.004272 62 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s]
117/499 4.32G 0.01072 0.008698 0.004286 67 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s]
117/499 4.32G 0.01072 0.008698 0.004286 67 640: 15%|#5 | 26/168 [00:04<00:27, 5.20it/s]
117/499 4.32G 0.0107 0.008715 0.004273 66 640: 15%|#5 | 26/168 [00:05<00:27, 5.20it/s]
117/499 4.32G 0.0107 0.008715 0.004273 66 640: 16%|#6 | 27/168 [00:05<00:26, 5.29it/s]
117/499 4.32G 0.01069 0.008709 0.004406 58 640: 16%|#6 | 27/168 [00:05<00:26, 5.29it/s]
117/499 4.32G 0.01069 0.008709 0.004406 58 640: 17%|#6 | 28/168 [00:05<00:27, 5.12it/s]
117/499 4.32G 0.01069 0.008737 0.004367 69 640: 17%|#6 | 28/168 [00:05<00:27, 5.12it/s]
117/499 4.32G 0.01069 0.008737 0.004367 69 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s]
117/499 4.32G 0.01075 0.008836 0.004346 82 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s]
117/499 4.32G 0.01075 0.008836 0.004346 82 640: 18%|#7 | 30/168 [00:05<00:25, 5.33it/s]
117/499 4.32G 0.01077 0.008933 0.004386 71 640: 18%|#7 | 30/168 [00:05<00:25, 5.33it/s]
117/499 4.32G 0.01077 0.008933 0.004386 71 640: 18%|#8 | 31/168 [00:05<00:26, 5.19it/s]
117/499 4.32G 0.01075 0.008889 0.004341 57 640: 18%|#8 | 31/168 [00:06<00:26, 5.19it/s]
117/499 4.32G 0.01075 0.008889 0.004341 57 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s]
117/499 4.32G 0.01072 0.008927 0.004313 87 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s]
117/499 4.32G 0.01072 0.008927 0.004313 87 640: 20%|#9 | 33/168 [00:06<00:25, 5.38it/s]
117/499 4.32G 0.01072 0.008979 0.004333 74 640: 20%|#9 | 33/168 [00:06<00:25, 5.38it/s]
117/499 4.32G 0.01072 0.008979 0.004333 74 640: 20%|## | 34/168 [00:06<00:25, 5.24it/s]
117/499 4.32G 0.01075 0.008997 0.004346 72 640: 20%|## | 34/168 [00:06<00:25, 5.24it/s]
117/499 4.32G 0.01075 0.008997 0.004346 72 640: 21%|## | 35/168 [00:06<00:24, 5.33it/s]
117/499 4.32G 0.01076 0.008998 0.004414 72 640: 21%|## | 35/168 [00:06<00:24, 5.33it/s]
117/499 4.32G 0.01076 0.008998 0.004414 72 640: 21%|##1 | 36/168 [00:06<00:24, 5.36it/s]
117/499 4.32G 0.01072 0.009008 0.004458 77 640: 21%|##1 | 36/168 [00:07<00:24, 5.36it/s]
117/499 4.32G 0.01072 0.009008 0.004458 77 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s]
117/499 4.32G 0.01072 0.009039 0.004404 62 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s]
117/499 4.32G 0.01072 0.009039 0.004404 62 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s]
117/499 4.32G 0.01071 0.009022 0.004378 68 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s]
117/499 4.32G 0.01071 0.009022 0.004378 68 640: 23%|##3 | 39/168 [00:07<00:24, 5.27it/s]
117/499 4.32G 0.01073 0.009073 0.004329 69 640: 23%|##3 | 39/168 [00:07<00:24, 5.27it/s]
117/499 4.32G 0.01073 0.009073 0.004329 69 640: 24%|##3 | 40/168 [00:07<00:24, 5.15it/s]
117/499 4.32G 0.01079 0.009077 0.004275 51 640: 24%|##3 | 40/168 [00:07<00:24, 5.15it/s]
117/499 4.32G 0.01079 0.009077 0.004275 51 640: 24%|##4 | 41/168 [00:07<00:24, 5.25it/s]
117/499 4.32G 0.0108 0.009072 0.004221 68 640: 24%|##4 | 41/168 [00:07<00:24, 5.25it/s]
117/499 4.32G 0.0108 0.009072 0.004221 68 640: 25%|##5 | 42/168 [00:07<00:23, 5.33it/s]
117/499 4.32G 0.01082 0.009084 0.004195 71 640: 25%|##5 | 42/168 [00:08<00:23, 5.33it/s]
117/499 4.32G 0.01082 0.009084 0.004195 71 640: 26%|##5 | 43/168 [00:08<00:23, 5.22it/s]
117/499 4.32G 0.01077 0.009096 0.004137 74 640: 26%|##5 | 43/168 [00:08<00:23, 5.22it/s]
117/499 4.32G 0.01077 0.009096 0.004137 74 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s]
117/499 4.32G 0.01077 0.009088 0.004122 68 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s]
117/499 4.32G 0.01077 0.009088 0.004122 68 640: 27%|##6 | 45/168 [00:08<00:22, 5.38it/s]
117/499 4.32G 0.01075 0.009035 0.004087 52 640: 27%|##6 | 45/168 [00:08<00:22, 5.38it/s]
117/499 4.32G 0.01075 0.009035 0.004087 52 640: 27%|##7 | 46/168 [00:08<00:23, 5.18it/s]
117/499 4.32G 0.01076 0.009089 0.00405 65 640: 27%|##7 | 46/168 [00:08<00:23, 5.18it/s]
117/499 4.32G 0.01076 0.009089 0.00405 65 640: 28%|##7 | 47/168 [00:08<00:23, 5.24it/s]
117/499 4.32G 0.01073 0.009075 0.004017 67 640: 28%|##7 | 47/168 [00:09<00:23, 5.24it/s]
117/499 4.32G 0.01073 0.009075 0.004017 67 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
117/499 4.32G 0.01076 0.00907 0.003971 50 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
117/499 4.32G 0.01076 0.00907 0.003971 50 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
117/499 4.32G 0.01081 0.009116 0.004034 70 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
117/499 4.32G 0.01081 0.009116 0.004034 70 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s]
117/499 4.32G 0.01081 0.009133 0.004033 81 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s]
117/499 4.32G 0.01081 0.009133 0.004033 81 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s]
117/499 4.32G 0.01077 0.009104 0.004015 58 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s]
117/499 4.32G 0.01077 0.009104 0.004015 58 640: 31%|### | 52/168 [00:09<00:22, 5.16it/s]
117/499 4.32G 0.01074 0.009094 0.004016 67 640: 31%|### | 52/168 [00:10<00:22, 5.16it/s]
117/499 4.32G 0.01074 0.009094 0.004016 67 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
117/499 4.32G 0.01072 0.009082 0.00395 58 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
117/499 4.32G 0.01072 0.009082 0.00395 58 640: 32%|###2 | 54/168 [00:10<00:21, 5.28it/s]
117/499 4.32G 0.01071 0.009063 0.003964 56 640: 32%|###2 | 54/168 [00:10<00:21, 5.28it/s]
117/499 4.32G 0.01071 0.009063 0.003964 56 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s]
117/499 4.32G 0.01072 0.009113 0.003938 90 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s]
117/499 4.32G 0.01072 0.009113 0.003938 90 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s]
117/499 4.32G 0.01068 0.009073 0.003926 53 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s]
117/499 4.32G 0.01068 0.009073 0.003926 53 640: 34%|###3 | 57/168 [00:10<00:20, 5.29it/s]
117/499 4.32G 0.01067 0.009039 0.003914 50 640: 34%|###3 | 57/168 [00:11<00:20, 5.29it/s]
117/499 4.32G 0.01067 0.009039 0.003914 50 640: 35%|###4 | 58/168 [00:11<00:21, 5.16it/s]
117/499 4.32G 0.01066 0.009015 0.003927 53 640: 35%|###4 | 58/168 [00:11<00:21, 5.16it/s]
117/499 4.32G 0.01066 0.009015 0.003927 53 640: 35%|###5 | 59/168 [00:11<00:21, 5.18it/s]
117/499 4.32G 0.01067 0.00899 0.003926 70 640: 35%|###5 | 59/168 [00:11<00:21, 5.18it/s]
117/499 4.32G 0.01067 0.00899 0.003926 70 640: 36%|###5 | 60/168 [00:11<00:20, 5.28it/s]
117/499 4.32G 0.01065 0.00901 0.003892 69 640: 36%|###5 | 60/168 [00:11<00:20, 5.28it/s]
117/499 4.32G 0.01065 0.00901 0.003892 69 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
117/499 4.32G 0.01068 0.009014 0.003906 59 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
117/499 4.32G 0.01068 0.009014 0.003906 59 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s]
117/499 4.32G 0.01069 0.009022 0.003896 64 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s]
117/499 4.32G 0.01069 0.009022 0.003896 64 640: 38%|###7 | 63/168 [00:11<00:19, 5.28it/s]
117/499 4.32G 0.01069 0.009037 0.003949 72 640: 38%|###7 | 63/168 [00:12<00:19, 5.28it/s]
117/499 4.32G 0.01069 0.009037 0.003949 72 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s]
117/499 4.32G 0.01073 0.009013 0.003966 46 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s]
117/499 4.32G 0.01073 0.009013 0.003966 46 640: 39%|###8 | 65/168 [00:12<00:19, 5.20it/s]
117/499 4.32G 0.01071 0.009058 0.003938 82 640: 39%|###8 | 65/168 [00:12<00:19, 5.20it/s]
117/499 4.32G 0.01071 0.009058 0.003938 82 640: 39%|###9 | 66/168 [00:12<00:19, 5.30it/s]
117/499 4.32G 0.01069 0.009033 0.003938 62 640: 39%|###9 | 66/168 [00:12<00:19, 5.30it/s]
117/499 4.32G 0.01069 0.009033 0.003938 62 640: 40%|###9 | 67/168 [00:12<00:19, 5.16it/s]
117/499 4.32G 0.01069 0.009049 0.003947 71 640: 40%|###9 | 67/168 [00:12<00:19, 5.16it/s]
117/499 4.32G 0.01069 0.009049 0.003947 71 640: 40%|#### | 68/168 [00:12<00:18, 5.28it/s]
117/499 4.32G 0.0107 0.009062 0.003992 72 640: 40%|#### | 68/168 [00:13<00:18, 5.28it/s]
117/499 4.32G 0.0107 0.009062 0.003992 72 640: 41%|####1 | 69/168 [00:13<00:18, 5.34it/s]
117/499 4.32G 0.01071 0.009099 0.004021 89 640: 41%|####1 | 69/168 [00:13<00:18, 5.34it/s]
117/499 4.32G 0.01071 0.009099 0.004021 89 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s]
117/499 4.32G 0.01068 0.009111 0.003983 74 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s]
117/499 4.32G 0.01068 0.009111 0.003983 74 640: 42%|####2 | 71/168 [00:13<00:18, 5.31it/s]
117/499 4.32G 0.0107 0.00913 0.004053 69 640: 42%|####2 | 71/168 [00:13<00:18, 5.31it/s]
117/499 4.32G 0.0107 0.00913 0.004053 69 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
117/499 4.32G 0.01072 0.009159 0.004057 76 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
117/499 4.32G 0.01072 0.009159 0.004057 76 640: 43%|####3 | 73/168 [00:13<00:18, 5.13it/s]
117/499 4.32G 0.01073 0.009187 0.004062 64 640: 43%|####3 | 73/168 [00:14<00:18, 5.13it/s]
117/499 4.32G 0.01073 0.009187 0.004062 64 640: 44%|####4 | 74/168 [00:14<00:17, 5.25it/s]
117/499 4.32G 0.01072 0.009192 0.004027 61 640: 44%|####4 | 74/168 [00:14<00:17, 5.25it/s]
117/499 4.32G 0.01072 0.009192 0.004027 61 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s]
117/499 4.32G 0.01072 0.00921 0.00401 89 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s]
117/499 4.32G 0.01072 0.00921 0.00401 89 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s]
117/499 4.32G 0.0107 0.009186 0.004014 65 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s]
117/499 4.32G 0.0107 0.009186 0.004014 65 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s]
117/499 4.32G 0.0107 0.009187 0.003996 62 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s]
117/499 4.32G 0.0107 0.009187 0.003996 62 640: 46%|####6 | 78/168 [00:14<00:16, 5.36it/s]
117/499 4.32G 0.01071 0.009196 0.003983 66 640: 46%|####6 | 78/168 [00:15<00:16, 5.36it/s]
117/499 4.32G 0.01071 0.009196 0.003983 66 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s]
117/499 4.32G 0.01072 0.009196 0.003998 71 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s]
117/499 4.32G 0.01072 0.009196 0.003998 71 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
117/499 4.32G 0.0107 0.009203 0.003975 68 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
117/499 4.32G 0.0107 0.009203 0.003975 68 640: 48%|####8 | 81/168 [00:15<00:16, 5.31it/s]
117/499 4.32G 0.01069 0.009203 0.003961 71 640: 48%|####8 | 81/168 [00:15<00:16, 5.31it/s]
117/499 4.32G 0.01069 0.009203 0.003961 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.19it/s]
117/499 4.32G 0.01071 0.009237 0.003961 83 640: 49%|####8 | 82/168 [00:15<00:16, 5.19it/s]
117/499 4.32G 0.01071 0.009237 0.003961 83 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s]
117/499 4.32G 0.0107 0.009223 0.003976 68 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s]
117/499 4.32G 0.0107 0.009223 0.003976 68 640: 50%|##### | 84/168 [00:15<00:15, 5.34it/s]
117/499 4.32G 0.01069 0.009225 0.004028 82 640: 50%|##### | 84/168 [00:16<00:15, 5.34it/s]
117/499 4.32G 0.01069 0.009225 0.004028 82 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s]
117/499 4.32G 0.0107 0.009231 0.004024 79 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s]
117/499 4.32G 0.0107 0.009231 0.004024 79 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s]
117/499 4.32G 0.01069 0.009205 0.004 47 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s]
117/499 4.32G 0.01069 0.009205 0.004 47 640: 52%|#####1 | 87/168 [00:16<00:15, 5.39it/s]
117/499 4.32G 0.0107 0.009234 0.004003 76 640: 52%|#####1 | 87/168 [00:16<00:15, 5.39it/s]
117/499 4.32G 0.0107 0.009234 0.004003 76 640: 52%|#####2 | 88/168 [00:16<00:16, 4.72it/s]
117/499 4.32G 0.01073 0.009252 0.003998 60 640: 52%|#####2 | 88/168 [00:17<00:16, 4.72it/s]
117/499 4.32G 0.01073 0.009252 0.003998 60 640: 53%|#####2 | 89/168 [00:17<00:16, 4.91it/s]
117/499 4.32G 0.01074 0.009281 0.004 60 640: 53%|#####2 | 89/168 [00:17<00:16, 4.91it/s]
117/499 4.32G 0.01074 0.009281 0.004 60 640: 54%|#####3 | 90/168 [00:17<00:15, 5.08it/s]
117/499 4.32G 0.01075 0.009302 0.00398 68 640: 54%|#####3 | 90/168 [00:17<00:15, 5.08it/s]
117/499 4.32G 0.01075 0.009302 0.00398 68 640: 54%|#####4 | 91/168 [00:17<00:15, 5.01it/s]
117/499 4.32G 0.01076 0.009313 0.003998 76 640: 54%|#####4 | 91/168 [00:17<00:15, 5.01it/s]
117/499 4.32G 0.01076 0.009313 0.003998 76 640: 55%|#####4 | 92/168 [00:17<00:14, 5.14it/s]
117/499 4.32G 0.01074 0.009306 0.004013 68 640: 55%|#####4 | 92/168 [00:17<00:14, 5.14it/s]
117/499 4.32G 0.01074 0.009306 0.004013 68 640: 55%|#####5 | 93/168 [00:17<00:14, 5.24it/s]
117/499 4.32G 0.01073 0.009287 0.003985 57 640: 55%|#####5 | 93/168 [00:17<00:14, 5.24it/s]
117/499 4.32G 0.01073 0.009287 0.003985 57 640: 56%|#####5 | 94/168 [00:17<00:14, 5.12it/s]
117/499 4.32G 0.01073 0.009281 0.003981 61 640: 56%|#####5 | 94/168 [00:18<00:14, 5.12it/s]
117/499 4.32G 0.01073 0.009281 0.003981 61 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s]
117/499 4.32G 0.01072 0.009248 0.004001 59 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s]
117/499 4.32G 0.01072 0.009248 0.004001 59 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s]
117/499 4.32G 0.01071 0.009253 0.003991 70 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s]
117/499 4.32G 0.01071 0.009253 0.003991 70 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s]
117/499 4.32G 0.01069 0.009249 0.004006 81 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s]
117/499 4.32G 0.01069 0.009249 0.004006 81 640: 58%|#####8 | 98/168 [00:18<00:13, 5.20it/s]
117/499 4.32G 0.0107 0.009267 0.004019 65 640: 58%|#####8 | 98/168 [00:18<00:13, 5.20it/s]
117/499 4.32G 0.0107 0.009267 0.004019 65 640: 59%|#####8 | 99/168 [00:18<00:13, 5.26it/s]
117/499 4.32G 0.0107 0.009287 0.004008 84 640: 59%|#####8 | 99/168 [00:19<00:13, 5.26it/s]
117/499 4.32G 0.0107 0.009287 0.004008 84 640: 60%|#####9 | 100/168 [00:19<00:13, 5.13it/s]
117/499 4.32G 0.01069 0.009298 0.004018 67 640: 60%|#####9 | 100/168 [00:19<00:13, 5.13it/s]
117/499 4.32G 0.01069 0.009298 0.004018 67 640: 60%|###### | 101/168 [00:19<00:12, 5.17it/s]
117/499 4.32G 0.01068 0.009302 0.004044 68 640: 60%|###### | 101/168 [00:19<00:12, 5.17it/s]
117/499 4.32G 0.01068 0.009302 0.004044 68 640: 61%|###### | 102/168 [00:19<00:12, 5.26it/s]
117/499 4.32G 0.01068 0.009324 0.004028 77 640: 61%|###### | 102/168 [00:19<00:12, 5.26it/s]
117/499 4.32G 0.01068 0.009324 0.004028 77 640: 61%|######1 | 103/168 [00:19<00:12, 5.15it/s]
117/499 4.32G 0.01069 0.009347 0.004017 77 640: 61%|######1 | 103/168 [00:19<00:12, 5.15it/s]
117/499 4.32G 0.01069 0.009347 0.004017 77 640: 62%|######1 | 104/168 [00:19<00:12, 5.25it/s]
117/499 4.32G 0.01069 0.009348 0.003986 68 640: 62%|######1 | 104/168 [00:20<00:12, 5.25it/s]
117/499 4.32G 0.01069 0.009348 0.003986 68 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s]
117/499 4.32G 0.0107 0.009361 0.003989 66 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s]
117/499 4.32G 0.0107 0.009361 0.003989 66 640: 63%|######3 | 106/168 [00:20<00:11, 5.17it/s]
117/499 4.32G 0.01071 0.009362 0.003965 56 640: 63%|######3 | 106/168 [00:20<00:11, 5.17it/s]
117/499 4.32G 0.01071 0.009362 0.003965 56 640: 64%|######3 | 107/168 [00:20<00:11, 5.25it/s]
117/499 4.32G 0.01069 0.009369 0.003955 82 640: 64%|######3 | 107/168 [00:20<00:11, 5.25it/s]
117/499 4.32G 0.01069 0.009369 0.003955 82 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s]
117/499 4.32G 0.01066 0.009343 0.003958 61 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s]
117/499 4.32G 0.01066 0.009343 0.003958 61 640: 65%|######4 | 109/168 [00:20<00:11, 5.16it/s]
117/499 4.32G 0.01066 0.009369 0.003943 85 640: 65%|######4 | 109/168 [00:21<00:11, 5.16it/s]
117/499 4.32G 0.01066 0.009369 0.003943 85 640: 65%|######5 | 110/168 [00:21<00:11, 5.21it/s]
117/499 4.32G 0.01066 0.00936 0.003944 70 640: 65%|######5 | 110/168 [00:21<00:11, 5.21it/s]
117/499 4.32G 0.01066 0.00936 0.003944 70 640: 66%|######6 | 111/168 [00:21<00:10, 5.29it/s]
117/499 4.32G 0.01064 0.009357 0.003929 67 640: 66%|######6 | 111/168 [00:21<00:10, 5.29it/s]
117/499 4.32G 0.01064 0.009357 0.003929 67 640: 67%|######6 | 112/168 [00:21<00:10, 5.19it/s]
117/499 4.32G 0.01064 0.009346 0.003938 68 640: 67%|######6 | 112/168 [00:21<00:10, 5.19it/s]
117/499 4.32G 0.01064 0.009346 0.003938 68 640: 67%|######7 | 113/168 [00:21<00:10, 5.27it/s]
117/499 4.32G 0.01063 0.009348 0.003945 60 640: 67%|######7 | 113/168 [00:21<00:10, 5.27it/s]
117/499 4.32G 0.01063 0.009348 0.003945 60 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s]
117/499 4.32G 0.01064 0.009355 0.003943 66 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s]
117/499 4.32G 0.01064 0.009355 0.003943 66 640: 68%|######8 | 115/168 [00:21<00:10, 5.19it/s]
117/499 4.32G 0.01063 0.009356 0.003961 84 640: 68%|######8 | 115/168 [00:22<00:10, 5.19it/s]
117/499 4.32G 0.01063 0.009356 0.003961 84 640: 69%|######9 | 116/168 [00:22<00:09, 5.27it/s]
117/499 4.32G 0.01063 0.009338 0.003962 62 640: 69%|######9 | 116/168 [00:22<00:09, 5.27it/s]
117/499 4.32G 0.01063 0.009338 0.003962 62 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s]
117/499 4.32G 0.01063 0.009329 0.003954 58 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s]
117/499 4.32G 0.01063 0.009329 0.003954 58 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s]
117/499 4.32G 0.01063 0.009353 0.003951 75 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s]
117/499 4.32G 0.01063 0.009353 0.003951 75 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s]
117/499 4.32G 0.01062 0.009351 0.003943 67 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s]
117/499 4.32G 0.01062 0.009351 0.003943 67 640: 71%|#######1 | 120/168 [00:22<00:08, 5.35it/s]
117/499 4.32G 0.01062 0.009353 0.003929 66 640: 71%|#######1 | 120/168 [00:23<00:08, 5.35it/s]
117/499 4.32G 0.01062 0.009353 0.003929 66 640: 72%|#######2 | 121/168 [00:23<00:09, 5.19it/s]
117/499 4.32G 0.01061 0.009343 0.003928 70 640: 72%|#######2 | 121/168 [00:23<00:09, 5.19it/s]
117/499 4.32G 0.01061 0.009343 0.003928 70 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s]
117/499 4.32G 0.01061 0.009351 0.00392 77 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s]
117/499 4.32G 0.01061 0.009351 0.00392 77 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s]
117/499 4.32G 0.01061 0.009349 0.003919 75 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s]
117/499 4.32G 0.01061 0.009349 0.003919 75 640: 74%|#######3 | 124/168 [00:23<00:08, 5.22it/s]
117/499 4.32G 0.01062 0.009335 0.003914 63 640: 74%|#######3 | 124/168 [00:23<00:08, 5.22it/s]
117/499 4.32G 0.01062 0.009335 0.003914 63 640: 74%|#######4 | 125/168 [00:23<00:08, 5.25it/s]
117/499 4.32G 0.01062 0.009348 0.003902 82 640: 74%|#######4 | 125/168 [00:24<00:08, 5.25it/s]
117/499 4.32G 0.01062 0.009348 0.003902 82 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s]
117/499 4.32G 0.01062 0.009328 0.003909 53 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s]
117/499 4.32G 0.01062 0.009328 0.003909 53 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s]
117/499 4.32G 0.01061 0.00931 0.003891 57 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s]
117/499 4.32G 0.01061 0.00931 0.003891 57 640: 76%|#######6 | 128/168 [00:24<00:07, 5.32it/s]
117/499 4.32G 0.01061 0.009323 0.003885 76 640: 76%|#######6 | 128/168 [00:24<00:07, 5.32it/s]
117/499 4.32G 0.01061 0.009323 0.003885 76 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s]
117/499 4.32G 0.01062 0.009325 0.003883 77 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s]
117/499 4.32G 0.01062 0.009325 0.003883 77 640: 77%|#######7 | 130/168 [00:24<00:07, 5.24it/s]
117/499 4.32G 0.01062 0.009334 0.003895 72 640: 77%|#######7 | 130/168 [00:24<00:07, 5.24it/s]
117/499 4.32G 0.01062 0.009334 0.003895 72 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s]
117/499 4.32G 0.01062 0.009324 0.003894 61 640: 78%|#######7 | 131/168 [00:25<00:06, 5.31it/s]
117/499 4.32G 0.01062 0.009324 0.003894 61 640: 79%|#######8 | 132/168 [00:25<00:06, 5.37it/s]
117/499 4.32G 0.01062 0.009317 0.003899 49 640: 79%|#######8 | 132/168 [00:25<00:06, 5.37it/s]
117/499 4.32G 0.01062 0.009317 0.003899 49 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s]
117/499 4.32G 0.01061 0.009321 0.003895 62 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s]
117/499 4.32G 0.01061 0.009321 0.003895 62 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
117/499 4.32G 0.01061 0.00931 0.003878 56 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
117/499 4.32G 0.01061 0.00931 0.003878 56 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s]
117/499 4.32G 0.01061 0.00931 0.003854 67 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s]
117/499 4.32G 0.01061 0.00931 0.003854 67 640: 81%|######## | 136/168 [00:25<00:06, 5.24it/s]
117/499 4.32G 0.0106 0.009304 0.00386 68 640: 81%|######## | 136/168 [00:26<00:06, 5.24it/s]
117/499 4.32G 0.0106 0.009304 0.00386 68 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s]
117/499 4.32G 0.0106 0.009305 0.003916 83 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s]
117/499 4.32G 0.0106 0.009305 0.003916 83 640: 82%|########2 | 138/168 [00:26<00:05, 5.36it/s]
117/499 4.32G 0.01059 0.009293 0.003911 62 640: 82%|########2 | 138/168 [00:26<00:05, 5.36it/s]
117/499 4.32G 0.01059 0.009293 0.003911 62 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s]
117/499 4.32G 0.01059 0.009294 0.003916 70 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s]
117/499 4.32G 0.01059 0.009294 0.003916 70 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s]
117/499 4.32G 0.01059 0.009295 0.003916 69 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s]
117/499 4.32G 0.01059 0.009295 0.003916 69 640: 84%|########3 | 141/168 [00:26<00:05, 5.34it/s]
117/499 4.32G 0.01058 0.009306 0.003919 82 640: 84%|########3 | 141/168 [00:27<00:05, 5.34it/s]
117/499 4.32G 0.01058 0.009306 0.003919 82 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s]
117/499 4.32G 0.01059 0.009313 0.003938 66 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s]
117/499 4.32G 0.01059 0.009313 0.003938 66 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s]
117/499 4.32G 0.0106 0.009316 0.003917 60 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s]
117/499 4.32G 0.0106 0.009316 0.003917 60 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s]
117/499 4.32G 0.0106 0.009311 0.003898 48 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s]
117/499 4.32G 0.0106 0.009311 0.003898 48 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s]
117/499 4.32G 0.01059 0.009299 0.003903 59 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s]
117/499 4.32G 0.01059 0.009299 0.003903 59 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s]
117/499 4.32G 0.01059 0.009297 0.003906 67 640: 87%|########6 | 146/168 [00:28<00:04, 5.28it/s]
117/499 4.32G 0.01059 0.009297 0.003906 67 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s]
117/499 4.32G 0.01059 0.009294 0.003892 69 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s]
117/499 4.32G 0.01059 0.009294 0.003892 69 640: 88%|########8 | 148/168 [00:28<00:03, 5.13it/s]
117/499 4.32G 0.0106 0.009289 0.003887 59 640: 88%|########8 | 148/168 [00:28<00:03, 5.13it/s]
117/499 4.32G 0.0106 0.009289 0.003887 59 640: 89%|########8 | 149/168 [00:28<00:03, 5.22it/s]
117/499 4.32G 0.0106 0.009302 0.0039 88 640: 89%|########8 | 149/168 [00:28<00:03, 5.22it/s]
117/499 4.32G 0.0106 0.009302 0.0039 88 640: 89%|########9 | 150/168 [00:28<00:03, 5.30it/s]
117/499 4.32G 0.0106 0.009299 0.003888 65 640: 89%|########9 | 150/168 [00:28<00:03, 5.30it/s]
117/499 4.32G 0.0106 0.009299 0.003888 65 640: 90%|########9 | 151/168 [00:28<00:03, 5.11it/s]
117/499 4.32G 0.01059 0.009295 0.003909 80 640: 90%|########9 | 151/168 [00:28<00:03, 5.11it/s]
117/499 4.32G 0.01059 0.009295 0.003909 80 640: 90%|######### | 152/168 [00:28<00:03, 5.21it/s]
117/499 4.32G 0.01059 0.009303 0.003905 68 640: 90%|######### | 152/168 [00:29<00:03, 5.21it/s]
117/499 4.32G 0.01059 0.009303 0.003905 68 640: 91%|#########1| 153/168 [00:29<00:02, 5.31it/s]
117/499 4.32G 0.01058 0.009286 0.003894 54 640: 91%|#########1| 153/168 [00:29<00:02, 5.31it/s]
117/499 4.32G 0.01058 0.009286 0.003894 54 640: 92%|#########1| 154/168 [00:29<00:02, 5.14it/s]
117/499 4.32G 0.01059 0.009283 0.003883 66 640: 92%|#########1| 154/168 [00:29<00:02, 5.14it/s]
117/499 4.32G 0.01059 0.009283 0.003883 66 640: 92%|#########2| 155/168 [00:29<00:02, 5.24it/s]
117/499 4.32G 0.01059 0.009301 0.003881 92 640: 92%|#########2| 155/168 [00:29<00:02, 5.24it/s]
117/499 4.32G 0.01059 0.009301 0.003881 92 640: 93%|#########2| 156/168 [00:29<00:02, 5.23it/s]
117/499 4.32G 0.0106 0.009324 0.003873 79 640: 93%|#########2| 156/168 [00:29<00:02, 5.23it/s]
117/499 4.32G 0.0106 0.009324 0.003873 79 640: 93%|#########3| 157/168 [00:29<00:02, 5.15it/s]
117/499 4.32G 0.0106 0.009338 0.003882 84 640: 93%|#########3| 157/168 [00:30<00:02, 5.15it/s]
117/499 4.32G 0.0106 0.009338 0.003882 84 640: 94%|#########4| 158/168 [00:30<00:01, 5.20it/s]
117/499 4.32G 0.01059 0.009331 0.003876 63 640: 94%|#########4| 158/168 [00:30<00:01, 5.20it/s]
117/499 4.32G 0.01059 0.009331 0.003876 63 640: 95%|#########4| 159/168 [00:30<00:01, 5.29it/s]
117/499 4.32G 0.01059 0.009341 0.003868 74 640: 95%|#########4| 159/168 [00:30<00:01, 5.29it/s]
117/499 4.32G 0.01059 0.009341 0.003868 74 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
117/499 4.32G 0.0106 0.009345 0.003861 69 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
117/499 4.32G 0.0106 0.009345 0.003861 69 640: 96%|#########5| 161/168 [00:30<00:01, 5.27it/s]
117/499 4.32G 0.01059 0.009339 0.003866 76 640: 96%|#########5| 161/168 [00:30<00:01, 5.27it/s]
117/499 4.32G 0.01059 0.009339 0.003866 76 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s]
117/499 4.32G 0.01059 0.009337 0.003853 60 640: 96%|#########6| 162/168 [00:31<00:01, 5.36it/s]
117/499 4.32G 0.01059 0.009337 0.003853 60 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s]
117/499 4.32G 0.01059 0.009354 0.003864 72 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s]
117/499 4.32G 0.01059 0.009354 0.003864 72 640: 98%|#########7| 164/168 [00:31<00:00, 5.22it/s]
117/499 4.32G 0.0106 0.009358 0.003855 71 640: 98%|#########7| 164/168 [00:31<00:00, 5.22it/s]
117/499 4.32G 0.0106 0.009358 0.003855 71 640: 98%|#########8| 165/168 [00:31<00:00, 5.30it/s]
117/499 4.32G 0.01061 0.009346 0.003901 54 640: 98%|#########8| 165/168 [00:31<00:00, 5.30it/s]
117/499 4.32G 0.01061 0.009346 0.003901 54 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s]
117/499 4.32G 0.01061 0.009349 0.003902 68 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s]
117/499 4.32G 0.01061 0.009349 0.003902 68 640: 99%|#########9| 167/168 [00:31<00:00, 5.23it/s]
117/499 4.32G 0.0106 0.009336 0.003917 33 640: 99%|#########9| 167/168 [00:32<00:00, 5.23it/s]
117/499 4.32G 0.0106 0.009336 0.003917 33 640: 100%|##########| 168/168 [00:32<00:00, 5.45it/s]
117/499 4.32G 0.0106 0.009336 0.003917 33 640: 100%|##########| 168/168 [00:32<00:00, 5.25it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.97it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.97it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.97it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.54it/s]
all 132 263 0.88 0.86 0.886 0.767
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
118/499 4.32G 0.009861 0.008747 0.003073 57 640: 0%| | 0/168 [00:00<?, ?it/s]
118/499 4.32G 0.009861 0.008747 0.003073 57 640: 1%| | 1/168 [00:00<00:33, 4.96it/s]
118/499 4.32G 0.01004 0.009462 0.004819 69 640: 1%| | 1/168 [00:00<00:33, 4.96it/s]
118/499 4.32G 0.01004 0.009462 0.004819 69 640: 1%|1 | 2/168 [00:00<00:31, 5.27it/s]
118/499 4.32G 0.009912 0.00974 0.003879 77 640: 1%|1 | 2/168 [00:00<00:31, 5.27it/s]
118/499 4.32G 0.009912 0.00974 0.003879 77 640: 2%|1 | 3/168 [00:00<00:30, 5.42it/s]
118/499 4.32G 0.01002 0.008564 0.005439 44 640: 2%|1 | 3/168 [00:00<00:30, 5.42it/s]
118/499 4.32G 0.01002 0.008564 0.005439 44 640: 2%|2 | 4/168 [00:00<00:31, 5.22it/s]
118/499 4.32G 0.009993 0.008498 0.004763 64 640: 2%|2 | 4/168 [00:00<00:31, 5.22it/s]
118/499 4.32G 0.009993 0.008498 0.004763 64 640: 3%|2 | 5/168 [00:00<00:30, 5.31it/s]
118/499 4.32G 0.00994 0.008632 0.004634 71 640: 3%|2 | 5/168 [00:01<00:30, 5.31it/s]
118/499 4.32G 0.00994 0.008632 0.004634 71 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s]
118/499 4.32G 0.01019 0.009151 0.004445 83 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s]
118/499 4.32G 0.01019 0.009151 0.004445 83 640: 4%|4 | 7/168 [00:01<00:31, 5.13it/s]
118/499 4.32G 0.01022 0.009285 0.004125 77 640: 4%|4 | 7/168 [00:01<00:31, 5.13it/s]
118/499 4.32G 0.01022 0.009285 0.004125 77 640: 5%|4 | 8/168 [00:01<00:30, 5.24it/s]
118/499 4.32G 0.01035 0.009213 0.003734 53 640: 5%|4 | 8/168 [00:01<00:30, 5.24it/s]
118/499 4.32G 0.01035 0.009213 0.003734 53 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s]
118/499 4.32G 0.01056 0.009348 0.004268 69 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s]
118/499 4.32G 0.01056 0.009348 0.004268 69 640: 6%|5 | 10/168 [00:01<00:30, 5.16it/s]
118/499 4.32G 0.01054 0.009217 0.004186 63 640: 6%|5 | 10/168 [00:02<00:30, 5.16it/s]
118/499 4.32G 0.01054 0.009217 0.004186 63 640: 7%|6 | 11/168 [00:02<00:29, 5.23it/s]
118/499 4.32G 0.01051 0.009284 0.004084 79 640: 7%|6 | 11/168 [00:02<00:29, 5.23it/s]
118/499 4.32G 0.01051 0.009284 0.004084 79 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s]
118/499 4.32G 0.01053 0.00922 0.004292 55 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s]
118/499 4.32G 0.01053 0.00922 0.004292 55 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s]
118/499 4.32G 0.01059 0.009089 0.004275 51 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s]
118/499 4.32G 0.01059 0.009089 0.004275 51 640: 8%|8 | 14/168 [00:02<00:29, 5.24it/s]
118/499 4.32G 0.01058 0.008979 0.004186 51 640: 8%|8 | 14/168 [00:02<00:29, 5.24it/s]
118/499 4.32G 0.01058 0.008979 0.004186 51 640: 9%|8 | 15/168 [00:02<00:28, 5.29it/s]
118/499 4.32G 0.01068 0.009076 0.004137 66 640: 9%|8 | 15/168 [00:03<00:28, 5.29it/s]
118/499 4.32G 0.01068 0.009076 0.004137 66 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s]
118/499 4.32G 0.01058 0.009077 0.003963 72 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s]
118/499 4.32G 0.01058 0.009077 0.003963 72 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
118/499 4.32G 0.01048 0.008902 0.004052 61 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
118/499 4.32G 0.01048 0.008902 0.004052 61 640: 11%|# | 18/168 [00:03<00:28, 5.29it/s]
118/499 4.32G 0.01066 0.008837 0.003949 52 640: 11%|# | 18/168 [00:03<00:28, 5.29it/s]
118/499 4.32G 0.01066 0.008837 0.003949 52 640: 11%|#1 | 19/168 [00:03<00:28, 5.15it/s]
118/499 4.32G 0.0107 0.00887 0.003947 71 640: 11%|#1 | 19/168 [00:03<00:28, 5.15it/s]
118/499 4.32G 0.0107 0.00887 0.003947 71 640: 12%|#1 | 20/168 [00:03<00:28, 5.22it/s]
118/499 4.32G 0.0108 0.008927 0.003898 65 640: 12%|#1 | 20/168 [00:04<00:28, 5.22it/s]
118/499 4.32G 0.0108 0.008927 0.003898 65 640: 12%|#2 | 21/168 [00:04<00:27, 5.29it/s]
118/499 4.32G 0.01079 0.008971 0.004004 69 640: 12%|#2 | 21/168 [00:04<00:27, 5.29it/s]
118/499 4.32G 0.01079 0.008971 0.004004 69 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s]
118/499 4.32G 0.01079 0.008964 0.003899 68 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s]
118/499 4.32G 0.01079 0.008964 0.003899 68 640: 14%|#3 | 23/168 [00:04<00:27, 5.26it/s]
118/499 4.32G 0.01073 0.008925 0.003902 58 640: 14%|#3 | 23/168 [00:04<00:27, 5.26it/s]
118/499 4.32G 0.01073 0.008925 0.003902 58 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s]
118/499 4.32G 0.01076 0.008876 0.003872 70 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s]
118/499 4.32G 0.01076 0.008876 0.003872 70 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s]
118/499 4.32G 0.01073 0.008968 0.003929 82 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s]
118/499 4.32G 0.01073 0.008968 0.003929 82 640: 15%|#5 | 26/168 [00:04<00:26, 5.28it/s]
118/499 4.32G 0.0107 0.008954 0.003831 67 640: 15%|#5 | 26/168 [00:05<00:26, 5.28it/s]
118/499 4.32G 0.0107 0.008954 0.003831 67 640: 16%|#6 | 27/168 [00:05<00:26, 5.32it/s]
118/499 4.32G 0.01065 0.009062 0.003782 76 640: 16%|#6 | 27/168 [00:05<00:26, 5.32it/s]
118/499 4.32G 0.01065 0.009062 0.003782 76 640: 17%|#6 | 28/168 [00:05<00:27, 5.12it/s]
118/499 4.32G 0.01059 0.009045 0.003742 61 640: 17%|#6 | 28/168 [00:05<00:27, 5.12it/s]
118/499 4.32G 0.01059 0.009045 0.003742 61 640: 17%|#7 | 29/168 [00:05<00:26, 5.18it/s]
118/499 4.32G 0.01054 0.009034 0.003706 79 640: 17%|#7 | 29/168 [00:05<00:26, 5.18it/s]
118/499 4.32G 0.01054 0.009034 0.003706 79 640: 18%|#7 | 30/168 [00:05<00:26, 5.26it/s]
118/499 4.32G 0.01064 0.009096 0.003832 75 640: 18%|#7 | 30/168 [00:05<00:26, 5.26it/s]
118/499 4.32G 0.01064 0.009096 0.003832 75 640: 18%|#8 | 31/168 [00:05<00:26, 5.14it/s]
118/499 4.32G 0.0106 0.009112 0.003838 71 640: 18%|#8 | 31/168 [00:06<00:26, 5.14it/s]
118/499 4.32G 0.0106 0.009112 0.003838 71 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s]
118/499 4.32G 0.01057 0.00907 0.00382 64 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s]
118/499 4.32G 0.01057 0.00907 0.00382 64 640: 20%|#9 | 33/168 [00:06<00:25, 5.31it/s]
118/499 4.32G 0.01058 0.009046 0.003833 69 640: 20%|#9 | 33/168 [00:06<00:25, 5.31it/s]
118/499 4.32G 0.01058 0.009046 0.003833 69 640: 20%|## | 34/168 [00:06<00:26, 5.10it/s]
118/499 4.32G 0.01059 0.00907 0.003808 71 640: 20%|## | 34/168 [00:06<00:26, 5.10it/s]
118/499 4.32G 0.01059 0.00907 0.003808 71 640: 21%|## | 35/168 [00:06<00:25, 5.21it/s]
118/499 4.32G 0.01058 0.009102 0.00377 75 640: 21%|## | 35/168 [00:06<00:25, 5.21it/s]
118/499 4.32G 0.01058 0.009102 0.00377 75 640: 21%|##1 | 36/168 [00:06<00:24, 5.29it/s]
118/499 4.32G 0.01059 0.009068 0.003731 72 640: 21%|##1 | 36/168 [00:07<00:24, 5.29it/s]
118/499 4.32G 0.01059 0.009068 0.003731 72 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s]
118/499 4.32G 0.01063 0.009113 0.003709 70 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s]
118/499 4.32G 0.01063 0.009113 0.003709 70 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s]
118/499 4.32G 0.01059 0.009156 0.003723 68 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s]
118/499 4.32G 0.01059 0.009156 0.003723 68 640: 23%|##3 | 39/168 [00:07<00:24, 5.28it/s]
118/499 4.32G 0.0106 0.00915 0.00372 60 640: 23%|##3 | 39/168 [00:07<00:24, 5.28it/s]
118/499 4.32G 0.0106 0.00915 0.00372 60 640: 24%|##3 | 40/168 [00:07<00:24, 5.18it/s]
118/499 4.32G 0.0106 0.009151 0.003724 64 640: 24%|##3 | 40/168 [00:07<00:24, 5.18it/s]
118/499 4.32G 0.0106 0.009151 0.003724 64 640: 24%|##4 | 41/168 [00:07<00:24, 5.27it/s]
118/499 4.32G 0.01059 0.009185 0.003736 72 640: 24%|##4 | 41/168 [00:08<00:24, 5.27it/s]
118/499 4.32G 0.01059 0.009185 0.003736 72 640: 25%|##5 | 42/168 [00:08<00:23, 5.31it/s]
118/499 4.32G 0.01058 0.009144 0.00371 49 640: 25%|##5 | 42/168 [00:08<00:23, 5.31it/s]
118/499 4.32G 0.01058 0.009144 0.00371 49 640: 26%|##5 | 43/168 [00:08<00:24, 5.11it/s]
118/499 4.32G 0.01057 0.009172 0.00373 83 640: 26%|##5 | 43/168 [00:08<00:24, 5.11it/s]
118/499 4.32G 0.01057 0.009172 0.00373 83 640: 26%|##6 | 44/168 [00:08<00:23, 5.19it/s]
118/499 4.32G 0.01056 0.009228 0.003652 74 640: 26%|##6 | 44/168 [00:08<00:23, 5.19it/s]
118/499 4.32G 0.01056 0.009228 0.003652 74 640: 27%|##6 | 45/168 [00:08<00:23, 5.26it/s]
118/499 4.32G 0.01061 0.009218 0.003646 58 640: 27%|##6 | 45/168 [00:08<00:23, 5.26it/s]
118/499 4.32G 0.01061 0.009218 0.003646 58 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s]
118/499 4.32G 0.0106 0.009233 0.003666 79 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s]
118/499 4.32G 0.0106 0.009233 0.003666 79 640: 28%|##7 | 47/168 [00:08<00:23, 5.23it/s]
118/499 4.32G 0.01061 0.009214 0.003653 63 640: 28%|##7 | 47/168 [00:09<00:23, 5.23it/s]
118/499 4.32G 0.01061 0.009214 0.003653 63 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s]
118/499 4.32G 0.01062 0.009221 0.00364 61 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s]
118/499 4.32G 0.01062 0.009221 0.00364 61 640: 29%|##9 | 49/168 [00:09<00:23, 5.14it/s]
118/499 4.32G 0.01059 0.009219 0.003623 78 640: 29%|##9 | 49/168 [00:09<00:23, 5.14it/s]
118/499 4.32G 0.01059 0.009219 0.003623 78 640: 30%|##9 | 50/168 [00:09<00:22, 5.22it/s]
118/499 4.32G 0.01061 0.009208 0.003732 70 640: 30%|##9 | 50/168 [00:09<00:22, 5.22it/s]
118/499 4.32G 0.01061 0.009208 0.003732 70 640: 30%|### | 51/168 [00:09<00:22, 5.21it/s]
118/499 4.32G 0.01065 0.009214 0.003717 49 640: 30%|### | 51/168 [00:09<00:22, 5.21it/s]
118/499 4.32G 0.01065 0.009214 0.003717 49 640: 31%|### | 52/168 [00:09<00:22, 5.08it/s]
118/499 4.32G 0.01064 0.009193 0.0037 56 640: 31%|### | 52/168 [00:10<00:22, 5.08it/s]
118/499 4.32G 0.01064 0.009193 0.0037 56 640: 32%|###1 | 53/168 [00:10<00:22, 5.18it/s]
118/499 4.32G 0.01059 0.009186 0.003689 71 640: 32%|###1 | 53/168 [00:10<00:22, 5.18it/s]
118/499 4.32G 0.01059 0.009186 0.003689 71 640: 32%|###2 | 54/168 [00:10<00:21, 5.27it/s]
118/499 4.32G 0.01062 0.009227 0.003627 74 640: 32%|###2 | 54/168 [00:10<00:21, 5.27it/s]
118/499 4.32G 0.01062 0.009227 0.003627 74 640: 33%|###2 | 55/168 [00:10<00:22, 5.10it/s]
118/499 4.32G 0.01061 0.009212 0.003606 67 640: 33%|###2 | 55/168 [00:10<00:22, 5.10it/s]
118/499 4.32G 0.01061 0.009212 0.003606 67 640: 33%|###3 | 56/168 [00:10<00:21, 5.18it/s]
118/499 4.32G 0.01064 0.009215 0.003546 63 640: 33%|###3 | 56/168 [00:10<00:21, 5.18it/s]
118/499 4.32G 0.01064 0.009215 0.003546 63 640: 34%|###3 | 57/168 [00:10<00:21, 5.23it/s]
118/499 4.32G 0.01064 0.009258 0.003527 71 640: 34%|###3 | 57/168 [00:11<00:21, 5.23it/s]
118/499 4.32G 0.01064 0.009258 0.003527 71 640: 35%|###4 | 58/168 [00:11<00:21, 5.07it/s]
118/499 4.32G 0.01063 0.009266 0.003511 74 640: 35%|###4 | 58/168 [00:11<00:21, 5.07it/s]
118/499 4.32G 0.01063 0.009266 0.003511 74 640: 35%|###5 | 59/168 [00:11<00:20, 5.19it/s]
118/499 4.32G 0.01063 0.009301 0.003529 74 640: 35%|###5 | 59/168 [00:11<00:20, 5.19it/s]
118/499 4.32G 0.01063 0.009301 0.003529 74 640: 36%|###5 | 60/168 [00:11<00:20, 5.22it/s]
118/499 4.32G 0.01066 0.009304 0.003511 60 640: 36%|###5 | 60/168 [00:11<00:20, 5.22it/s]
118/499 4.32G 0.01066 0.009304 0.003511 60 640: 36%|###6 | 61/168 [00:11<00:21, 5.04it/s]
118/499 4.32G 0.01066 0.009276 0.003528 64 640: 36%|###6 | 61/168 [00:11<00:21, 5.04it/s]
118/499 4.32G 0.01066 0.009276 0.003528 64 640: 37%|###6 | 62/168 [00:11<00:20, 5.15it/s]
118/499 4.32G 0.01068 0.009264 0.003525 59 640: 37%|###6 | 62/168 [00:12<00:20, 5.15it/s]
118/499 4.32G 0.01068 0.009264 0.003525 59 640: 38%|###7 | 63/168 [00:12<00:20, 5.20it/s]
118/499 4.32G 0.01067 0.009256 0.003489 65 640: 38%|###7 | 63/168 [00:12<00:20, 5.20it/s]
118/499 4.32G 0.01067 0.009256 0.003489 65 640: 38%|###8 | 64/168 [00:12<00:20, 5.08it/s]
118/499 4.32G 0.01067 0.009271 0.003486 81 640: 38%|###8 | 64/168 [00:12<00:20, 5.08it/s]
118/499 4.32G 0.01067 0.009271 0.003486 81 640: 39%|###8 | 65/168 [00:12<00:19, 5.18it/s]
118/499 4.32G 0.01068 0.009242 0.003524 69 640: 39%|###8 | 65/168 [00:12<00:19, 5.18it/s]
118/499 4.32G 0.01068 0.009242 0.003524 69 640: 39%|###9 | 66/168 [00:12<00:19, 5.20it/s]
118/499 4.32G 0.01066 0.009257 0.003529 69 640: 39%|###9 | 66/168 [00:12<00:19, 5.20it/s]
118/499 4.32G 0.01066 0.009257 0.003529 69 640: 40%|###9 | 67/168 [00:12<00:19, 5.07it/s]
118/499 4.32G 0.01067 0.009278 0.003531 72 640: 40%|###9 | 67/168 [00:13<00:19, 5.07it/s]
118/499 4.32G 0.01067 0.009278 0.003531 72 640: 40%|#### | 68/168 [00:13<00:19, 5.17it/s]
118/499 4.32G 0.01066 0.009294 0.003523 75 640: 40%|#### | 68/168 [00:13<00:19, 5.17it/s]
118/499 4.32G 0.01066 0.009294 0.003523 75 640: 41%|####1 | 69/168 [00:13<00:18, 5.23it/s]
118/499 4.32G 0.01065 0.009269 0.003524 58 640: 41%|####1 | 69/168 [00:13<00:18, 5.23it/s]
118/499 4.32G 0.01065 0.009269 0.003524 58 640: 42%|####1 | 70/168 [00:13<00:19, 5.10it/s]
118/499 4.32G 0.01066 0.009275 0.003526 63 640: 42%|####1 | 70/168 [00:13<00:19, 5.10it/s]
118/499 4.32G 0.01066 0.009275 0.003526 63 640: 42%|####2 | 71/168 [00:13<00:18, 5.14it/s]
118/499 4.32G 0.01065 0.009272 0.003519 65 640: 42%|####2 | 71/168 [00:13<00:18, 5.14it/s]
118/499 4.32G 0.01065 0.009272 0.003519 65 640: 43%|####2 | 72/168 [00:13<00:18, 5.26it/s]
118/499 4.32G 0.01064 0.009262 0.003522 62 640: 43%|####2 | 72/168 [00:14<00:18, 5.26it/s]
118/499 4.32G 0.01064 0.009262 0.003522 62 640: 43%|####3 | 73/168 [00:14<00:18, 5.12it/s]
118/499 4.32G 0.01064 0.009268 0.003502 68 640: 43%|####3 | 73/168 [00:14<00:18, 5.12it/s]
118/499 4.32G 0.01064 0.009268 0.003502 68 640: 44%|####4 | 74/168 [00:14<00:17, 5.23it/s]
118/499 4.32G 0.01063 0.009253 0.003497 60 640: 44%|####4 | 74/168 [00:14<00:17, 5.23it/s]
118/499 4.32G 0.01063 0.009253 0.003497 60 640: 45%|####4 | 75/168 [00:14<00:17, 5.29it/s]
118/499 4.32G 0.01061 0.009242 0.00349 65 640: 45%|####4 | 75/168 [00:14<00:17, 5.29it/s]
118/499 4.32G 0.01061 0.009242 0.00349 65 640: 45%|####5 | 76/168 [00:14<00:18, 5.06it/s]
118/499 4.32G 0.01062 0.009226 0.003491 57 640: 45%|####5 | 76/168 [00:14<00:18, 5.06it/s]
118/499 4.32G 0.01062 0.009226 0.003491 57 640: 46%|####5 | 77/168 [00:14<00:17, 5.19it/s]
118/499 4.32G 0.01061 0.009222 0.003508 69 640: 46%|####5 | 77/168 [00:14<00:17, 5.19it/s]
118/499 4.32G 0.01061 0.009222 0.003508 69 640: 46%|####6 | 78/168 [00:14<00:17, 5.27it/s]
118/499 4.32G 0.01061 0.009228 0.003488 75 640: 46%|####6 | 78/168 [00:15<00:17, 5.27it/s]
118/499 4.32G 0.01061 0.009228 0.003488 75 640: 47%|####7 | 79/168 [00:15<00:17, 5.13it/s]
118/499 4.32G 0.01058 0.009216 0.003493 56 640: 47%|####7 | 79/168 [00:15<00:17, 5.13it/s]
118/499 4.32G 0.01058 0.009216 0.003493 56 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s]
118/499 4.32G 0.01059 0.009201 0.003506 68 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s]
118/499 4.32G 0.01059 0.009201 0.003506 68 640: 48%|####8 | 81/168 [00:15<00:16, 5.31it/s]
118/499 4.32G 0.0106 0.009201 0.003495 60 640: 48%|####8 | 81/168 [00:15<00:16, 5.31it/s]
118/499 4.32G 0.0106 0.009201 0.003495 60 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s]
118/499 4.32G 0.01061 0.009173 0.003522 57 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s]
118/499 4.32G 0.01061 0.009173 0.003522 57 640: 49%|####9 | 83/168 [00:15<00:16, 5.22it/s]
118/499 4.32G 0.0106 0.009198 0.003514 88 640: 49%|####9 | 83/168 [00:16<00:16, 5.22it/s]
118/499 4.32G 0.0106 0.009198 0.003514 88 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s]
118/499 4.32G 0.01058 0.009201 0.003512 77 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s]
118/499 4.32G 0.01058 0.009201 0.003512 77 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s]
118/499 4.32G 0.01056 0.00919 0.003494 65 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s]
118/499 4.32G 0.01056 0.00919 0.003494 65 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
118/499 4.32G 0.01056 0.009198 0.003479 74 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
118/499 4.32G 0.01056 0.009198 0.003479 74 640: 52%|#####1 | 87/168 [00:16<00:15, 5.26it/s]
118/499 4.32G 0.01055 0.009211 0.003484 68 640: 52%|#####1 | 87/168 [00:16<00:15, 5.26it/s]
118/499 4.32G 0.01055 0.009211 0.003484 68 640: 52%|#####2 | 88/168 [00:16<00:15, 5.18it/s]
118/499 4.32G 0.01054 0.009214 0.003468 67 640: 52%|#####2 | 88/168 [00:17<00:15, 5.18it/s]
118/499 4.32G 0.01054 0.009214 0.003468 67 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s]
118/499 4.32G 0.01055 0.009244 0.003452 79 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s]
118/499 4.32G 0.01055 0.009244 0.003452 79 640: 54%|#####3 | 90/168 [00:17<00:14, 5.30it/s]
118/499 4.32G 0.01054 0.009234 0.00344 67 640: 54%|#####3 | 90/168 [00:17<00:14, 5.30it/s]
118/499 4.32G 0.01054 0.009234 0.00344 67 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s]
118/499 4.32G 0.01054 0.009245 0.003435 76 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s]
118/499 4.32G 0.01054 0.009245 0.003435 76 640: 55%|#####4 | 92/168 [00:17<00:14, 5.24it/s]
118/499 4.32G 0.01053 0.009263 0.003429 73 640: 55%|#####4 | 92/168 [00:17<00:14, 5.24it/s]
118/499 4.32G 0.01053 0.009263 0.003429 73 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s]
118/499 4.32G 0.01053 0.009258 0.003453 60 640: 55%|#####5 | 93/168 [00:18<00:14, 5.32it/s]
118/499 4.32G 0.01053 0.009258 0.003453 60 640: 56%|#####5 | 94/168 [00:18<00:14, 5.17it/s]
118/499 4.32G 0.01053 0.009254 0.003484 64 640: 56%|#####5 | 94/168 [00:18<00:14, 5.17it/s]
118/499 4.32G 0.01053 0.009254 0.003484 64 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s]
118/499 4.32G 0.01053 0.009248 0.003502 64 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s]
118/499 4.32G 0.01053 0.009248 0.003502 64 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s]
118/499 4.32G 0.01053 0.009241 0.003496 62 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s]
118/499 4.32G 0.01053 0.009241 0.003496 62 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s]
118/499 4.32G 0.01054 0.009255 0.003476 64 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s]
118/499 4.32G 0.01054 0.009255 0.003476 64 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s]
118/499 4.32G 0.01056 0.009256 0.003523 57 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s]
118/499 4.32G 0.01056 0.009256 0.003523 57 640: 59%|#####8 | 99/168 [00:18<00:12, 5.32it/s]
118/499 4.32G 0.01054 0.009243 0.003499 60 640: 59%|#####8 | 99/168 [00:19<00:12, 5.32it/s]
118/499 4.32G 0.01054 0.009243 0.003499 60 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s]
118/499 4.32G 0.01052 0.009222 0.003487 61 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s]
118/499 4.32G 0.01052 0.009222 0.003487 61 640: 60%|###### | 101/168 [00:19<00:12, 5.25it/s]
118/499 4.32G 0.01052 0.009208 0.003509 55 640: 60%|###### | 101/168 [00:19<00:12, 5.25it/s]
118/499 4.32G 0.01052 0.009208 0.003509 55 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s]
118/499 4.32G 0.01052 0.009209 0.003541 71 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s]
118/499 4.32G 0.01052 0.009209 0.003541 71 640: 61%|######1 | 103/168 [00:19<00:12, 5.15it/s]
118/499 4.32G 0.01052 0.009243 0.003547 102 640: 61%|######1 | 103/168 [00:19<00:12, 5.15it/s]
118/499 4.32G 0.01052 0.009243 0.003547 102 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s]
118/499 4.32G 0.01051 0.009223 0.003545 54 640: 62%|######1 | 104/168 [00:20<00:12, 5.24it/s]
118/499 4.32G 0.01051 0.009223 0.003545 54 640: 62%|######2 | 105/168 [00:20<00:11, 5.27it/s]
118/499 4.32G 0.01051 0.009236 0.003534 73 640: 62%|######2 | 105/168 [00:20<00:11, 5.27it/s]
118/499 4.32G 0.01051 0.009236 0.003534 73 640: 63%|######3 | 106/168 [00:20<00:12, 5.14it/s]
118/499 4.32G 0.01051 0.009246 0.00354 76 640: 63%|######3 | 106/168 [00:20<00:12, 5.14it/s]
118/499 4.32G 0.01051 0.009246 0.00354 76 640: 64%|######3 | 107/168 [00:20<00:11, 5.20it/s]
118/499 4.32G 0.01053 0.009252 0.003527 64 640: 64%|######3 | 107/168 [00:20<00:11, 5.20it/s]
118/499 4.32G 0.01053 0.009252 0.003527 64 640: 64%|######4 | 108/168 [00:20<00:11, 5.27it/s]
118/499 4.32G 0.01053 0.009267 0.003524 69 640: 64%|######4 | 108/168 [00:20<00:11, 5.27it/s]
118/499 4.32G 0.01053 0.009267 0.003524 69 640: 65%|######4 | 109/168 [00:20<00:11, 5.14it/s]
118/499 4.32G 0.01052 0.009245 0.003502 58 640: 65%|######4 | 109/168 [00:21<00:11, 5.14it/s]
118/499 4.32G 0.01052 0.009245 0.003502 58 640: 65%|######5 | 110/168 [00:21<00:11, 5.19it/s]
118/499 4.32G 0.01052 0.00924 0.003515 58 640: 65%|######5 | 110/168 [00:21<00:11, 5.19it/s]
118/499 4.32G 0.01052 0.00924 0.003515 58 640: 66%|######6 | 111/168 [00:21<00:10, 5.26it/s]
118/499 4.32G 0.01053 0.009236 0.003514 68 640: 66%|######6 | 111/168 [00:21<00:10, 5.26it/s]
118/499 4.32G 0.01053 0.009236 0.003514 68 640: 67%|######6 | 112/168 [00:21<00:10, 5.12it/s]
118/499 4.32G 0.01052 0.009221 0.003534 64 640: 67%|######6 | 112/168 [00:21<00:10, 5.12it/s]
118/499 4.32G 0.01052 0.009221 0.003534 64 640: 67%|######7 | 113/168 [00:21<00:10, 5.19it/s]
118/499 4.32G 0.01055 0.00922 0.003548 62 640: 67%|######7 | 113/168 [00:21<00:10, 5.19it/s]
118/499 4.32G 0.01055 0.00922 0.003548 62 640: 68%|######7 | 114/168 [00:21<00:10, 5.23it/s]
118/499 4.32G 0.01053 0.009237 0.003546 99 640: 68%|######7 | 114/168 [00:22<00:10, 5.23it/s]
118/499 4.32G 0.01053 0.009237 0.003546 99 640: 68%|######8 | 115/168 [00:22<00:10, 5.10it/s]
118/499 4.32G 0.01054 0.009239 0.003545 64 640: 68%|######8 | 115/168 [00:22<00:10, 5.10it/s]
118/499 4.32G 0.01054 0.009239 0.003545 64 640: 69%|######9 | 116/168 [00:22<00:10, 5.18it/s]
118/499 4.32G 0.01057 0.009238 0.003576 69 640: 69%|######9 | 116/168 [00:22<00:10, 5.18it/s]
118/499 4.32G 0.01057 0.009238 0.003576 69 640: 70%|######9 | 117/168 [00:22<00:09, 5.22it/s]
118/499 4.32G 0.01056 0.009242 0.003588 76 640: 70%|######9 | 117/168 [00:22<00:09, 5.22it/s]
118/499 4.32G 0.01056 0.009242 0.003588 76 640: 70%|####### | 118/168 [00:22<00:09, 5.09it/s]
118/499 4.32G 0.01054 0.009226 0.003595 65 640: 70%|####### | 118/168 [00:22<00:09, 5.09it/s]
118/499 4.32G 0.01054 0.009226 0.003595 65 640: 71%|####### | 119/168 [00:22<00:09, 5.20it/s]
118/499 4.32G 0.01054 0.009244 0.003606 89 640: 71%|####### | 119/168 [00:23<00:09, 5.20it/s]
118/499 4.32G 0.01054 0.009244 0.003606 89 640: 71%|#######1 | 120/168 [00:23<00:09, 5.30it/s]
118/499 4.32G 0.01054 0.009264 0.003593 87 640: 71%|#######1 | 120/168 [00:23<00:09, 5.30it/s]
118/499 4.32G 0.01054 0.009264 0.003593 87 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
118/499 4.32G 0.01052 0.00926 0.003592 73 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
118/499 4.32G 0.01052 0.00926 0.003592 73 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s]
118/499 4.32G 0.01052 0.009254 0.003593 75 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s]
118/499 4.32G 0.01052 0.009254 0.003593 75 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s]
118/499 4.32G 0.01053 0.009256 0.003578 71 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s]
118/499 4.32G 0.01053 0.009256 0.003578 71 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s]
118/499 4.32G 0.01052 0.009251 0.003559 62 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s]
118/499 4.32G 0.01052 0.009251 0.003559 62 640: 74%|#######4 | 125/168 [00:23<00:08, 5.19it/s]
118/499 4.32G 0.01051 0.009252 0.003549 64 640: 74%|#######4 | 125/168 [00:24<00:08, 5.19it/s]
118/499 4.32G 0.01051 0.009252 0.003549 64 640: 75%|#######5 | 126/168 [00:24<00:08, 5.21it/s]
118/499 4.32G 0.01051 0.009254 0.003549 77 640: 75%|#######5 | 126/168 [00:24<00:08, 5.21it/s]
118/499 4.32G 0.01051 0.009254 0.003549 77 640: 76%|#######5 | 127/168 [00:24<00:08, 5.11it/s]
118/499 4.32G 0.01051 0.009242 0.003549 66 640: 76%|#######5 | 127/168 [00:24<00:08, 5.11it/s]
118/499 4.32G 0.01051 0.009242 0.003549 66 640: 76%|#######6 | 128/168 [00:24<00:07, 5.20it/s]
118/499 4.32G 0.0105 0.00926 0.003545 93 640: 76%|#######6 | 128/168 [00:24<00:07, 5.20it/s]
118/499 4.32G 0.0105 0.00926 0.003545 93 640: 77%|#######6 | 129/168 [00:24<00:07, 5.22it/s]
118/499 4.32G 0.01051 0.009266 0.003559 65 640: 77%|#######6 | 129/168 [00:24<00:07, 5.22it/s]
118/499 4.32G 0.01051 0.009266 0.003559 65 640: 77%|#######7 | 130/168 [00:24<00:07, 5.13it/s]
118/499 4.32G 0.01051 0.009275 0.003563 78 640: 77%|#######7 | 130/168 [00:25<00:07, 5.13it/s]
118/499 4.32G 0.01051 0.009275 0.003563 78 640: 78%|#######7 | 131/168 [00:25<00:07, 5.21it/s]
118/499 4.32G 0.01051 0.009276 0.003543 64 640: 78%|#######7 | 131/168 [00:25<00:07, 5.21it/s]
118/499 4.32G 0.01051 0.009276 0.003543 64 640: 79%|#######8 | 132/168 [00:25<00:06, 5.27it/s]
118/499 4.32G 0.0105 0.009274 0.003547 65 640: 79%|#######8 | 132/168 [00:25<00:06, 5.27it/s]
118/499 4.32G 0.0105 0.009274 0.003547 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.13it/s]
118/499 4.32G 0.0105 0.009274 0.003563 70 640: 79%|#######9 | 133/168 [00:25<00:06, 5.13it/s]
118/499 4.32G 0.0105 0.009274 0.003563 70 640: 80%|#######9 | 134/168 [00:25<00:06, 5.22it/s]
118/499 4.32G 0.0105 0.009281 0.003563 84 640: 80%|#######9 | 134/168 [00:25<00:06, 5.22it/s]
118/499 4.32G 0.0105 0.009281 0.003563 84 640: 80%|######## | 135/168 [00:25<00:06, 5.28it/s]
118/499 4.32G 0.01051 0.0093 0.003574 69 640: 80%|######## | 135/168 [00:26<00:06, 5.28it/s]
118/499 4.32G 0.01051 0.0093 0.003574 69 640: 81%|######## | 136/168 [00:26<00:06, 5.15it/s]
118/499 4.32G 0.01051 0.009296 0.003564 60 640: 81%|######## | 136/168 [00:26<00:06, 5.15it/s]
118/499 4.32G 0.01051 0.009296 0.003564 60 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s]
118/499 4.32G 0.01052 0.009293 0.003559 76 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s]
118/499 4.32G 0.01052 0.009293 0.003559 76 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s]
118/499 4.32G 0.01052 0.009281 0.003584 56 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s]
118/499 4.32G 0.01052 0.009281 0.003584 56 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s]
118/499 4.32G 0.01051 0.009268 0.003617 71 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s]
118/499 4.32G 0.01051 0.009268 0.003617 71 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
118/499 4.32G 0.01051 0.009254 0.003637 62 640: 83%|########3 | 140/168 [00:27<00:05, 5.26it/s]
118/499 4.32G 0.01051 0.009254 0.003637 62 640: 84%|########3 | 141/168 [00:27<00:05, 5.29it/s]
118/499 4.32G 0.01051 0.009261 0.003632 67 640: 84%|########3 | 141/168 [00:27<00:05, 5.29it/s]
118/499 4.32G 0.01051 0.009261 0.003632 67 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s]
118/499 4.32G 0.0105 0.009253 0.003633 69 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s]
118/499 4.32G 0.0105 0.009253 0.003633 69 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s]
118/499 4.32G 0.01051 0.009253 0.003619 67 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s]
118/499 4.32G 0.01051 0.009253 0.003619 67 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s]
118/499 4.32G 0.01051 0.009265 0.003633 82 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s]
118/499 4.32G 0.01051 0.009265 0.003633 82 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s]
118/499 4.32G 0.01051 0.009258 0.003647 71 640: 86%|########6 | 145/168 [00:28<00:04, 5.17it/s]
118/499 4.32G 0.01051 0.009258 0.003647 71 640: 87%|########6 | 146/168 [00:28<00:04, 5.25it/s]
118/499 4.32G 0.01051 0.009242 0.003641 50 640: 87%|########6 | 146/168 [00:28<00:04, 5.25it/s]
118/499 4.32G 0.01051 0.009242 0.003641 50 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s]
118/499 4.32G 0.01052 0.009226 0.003625 54 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s]
118/499 4.32G 0.01052 0.009226 0.003625 54 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s]
118/499 4.32G 0.01052 0.00924 0.003634 83 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s]
118/499 4.32G 0.01052 0.00924 0.003634 83 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s]
118/499 4.32G 0.01051 0.009233 0.003631 64 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s]
118/499 4.32G 0.01051 0.009233 0.003631 64 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s]
118/499 4.32G 0.01053 0.009239 0.003646 76 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s]
118/499 4.32G 0.01053 0.009239 0.003646 76 640: 90%|########9 | 151/168 [00:28<00:03, 5.16it/s]
118/499 4.32G 0.01053 0.009256 0.003649 86 640: 90%|########9 | 151/168 [00:29<00:03, 5.16it/s]
118/499 4.32G 0.01053 0.009256 0.003649 86 640: 90%|######### | 152/168 [00:29<00:03, 5.26it/s]
118/499 4.32G 0.01053 0.009241 0.003642 56 640: 90%|######### | 152/168 [00:29<00:03, 5.26it/s]
118/499 4.32G 0.01053 0.009241 0.003642 56 640: 91%|#########1| 153/168 [00:29<00:02, 5.35it/s]
118/499 4.32G 0.01053 0.009228 0.003648 53 640: 91%|#########1| 153/168 [00:29<00:02, 5.35it/s]
118/499 4.32G 0.01053 0.009228 0.003648 53 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s]
118/499 4.32G 0.01053 0.009229 0.003647 70 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s]
118/499 4.32G 0.01053 0.009229 0.003647 70 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
118/499 4.32G 0.01054 0.009223 0.003637 64 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
118/499 4.32G 0.01054 0.009223 0.003637 64 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s]
118/499 4.32G 0.01053 0.00924 0.003635 77 640: 93%|#########2| 156/168 [00:30<00:02, 5.34it/s]
118/499 4.32G 0.01053 0.00924 0.003635 77 640: 93%|#########3| 157/168 [00:30<00:02, 5.15it/s]
118/499 4.32G 0.01052 0.009234 0.003637 75 640: 93%|#########3| 157/168 [00:30<00:02, 5.15it/s]
118/499 4.32G 0.01052 0.009234 0.003637 75 640: 94%|#########4| 158/168 [00:30<00:01, 5.26it/s]
118/499 4.32G 0.01051 0.009233 0.003626 72 640: 94%|#########4| 158/168 [00:30<00:01, 5.26it/s]
118/499 4.32G 0.01051 0.009233 0.003626 72 640: 95%|#########4| 159/168 [00:30<00:01, 5.24it/s]
118/499 4.32G 0.01052 0.009226 0.003634 52 640: 95%|#########4| 159/168 [00:30<00:01, 5.24it/s]
118/499 4.32G 0.01052 0.009226 0.003634 52 640: 95%|#########5| 160/168 [00:30<00:01, 5.13it/s]
118/499 4.32G 0.01052 0.009224 0.003635 71 640: 95%|#########5| 160/168 [00:30<00:01, 5.13it/s]
118/499 4.32G 0.01052 0.009224 0.003635 71 640: 96%|#########5| 161/168 [00:30<00:01, 5.16it/s]
118/499 4.32G 0.01051 0.009224 0.003633 74 640: 96%|#########5| 161/168 [00:31<00:01, 5.16it/s]
118/499 4.32G 0.01051 0.009224 0.003633 74 640: 96%|#########6| 162/168 [00:31<00:01, 5.27it/s]
118/499 4.32G 0.01051 0.009231 0.003635 70 640: 96%|#########6| 162/168 [00:31<00:01, 5.27it/s]
118/499 4.32G 0.01051 0.009231 0.003635 70 640: 97%|#########7| 163/168 [00:31<00:00, 5.16it/s]
118/499 4.32G 0.01051 0.009234 0.003659 64 640: 97%|#########7| 163/168 [00:31<00:00, 5.16it/s]
118/499 4.32G 0.01051 0.009234 0.003659 64 640: 98%|#########7| 164/168 [00:31<00:00, 5.23it/s]
118/499 4.32G 0.01051 0.009237 0.003653 82 640: 98%|#########7| 164/168 [00:31<00:00, 5.23it/s]
118/499 4.32G 0.01051 0.009237 0.003653 82 640: 98%|#########8| 165/168 [00:31<00:00, 5.22it/s]
118/499 4.32G 0.01051 0.009242 0.003656 81 640: 98%|#########8| 165/168 [00:31<00:00, 5.22it/s]
118/499 4.32G 0.01051 0.009242 0.003656 81 640: 99%|#########8| 166/168 [00:31<00:00, 5.07it/s]
118/499 4.32G 0.0105 0.009257 0.003653 83 640: 99%|#########8| 166/168 [00:32<00:00, 5.07it/s]
118/499 4.32G 0.0105 0.009257 0.003653 83 640: 99%|#########9| 167/168 [00:32<00:00, 5.19it/s]
118/499 4.32G 0.0105 0.009251 0.003662 25 640: 99%|#########9| 167/168 [00:32<00:00, 5.19it/s]
118/499 4.32G 0.0105 0.009251 0.003662 25 640: 100%|##########| 168/168 [00:32<00:00, 5.39it/s]
118/499 4.32G 0.0105 0.009251 0.003662 25 640: 100%|##########| 168/168 [00:32<00:00, 5.22it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.92it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s]
all 132 263 0.848 0.894 0.904 0.77
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
119/499 4.32G 0.01062 0.009232 0.005751 73 640: 0%| | 0/168 [00:00<?, ?it/s]
119/499 4.32G 0.01062 0.009232 0.005751 73 640: 1%| | 1/168 [00:00<00:33, 5.01it/s]
119/499 4.32G 0.01023 0.009009 0.005048 65 640: 1%| | 1/168 [00:00<00:33, 5.01it/s]
119/499 4.32G 0.01023 0.009009 0.005048 65 640: 1%|1 | 2/168 [00:00<00:31, 5.31it/s]
119/499 4.32G 0.01025 0.009704 0.004087 70 640: 1%|1 | 2/168 [00:00<00:31, 5.31it/s]
119/499 4.32G 0.01025 0.009704 0.004087 70 640: 2%|1 | 3/168 [00:00<00:30, 5.43it/s]
119/499 4.32G 0.0105 0.009866 0.004082 76 640: 2%|1 | 3/168 [00:00<00:30, 5.43it/s]
119/499 4.32G 0.0105 0.009866 0.004082 76 640: 2%|2 | 4/168 [00:00<00:31, 5.15it/s]
119/499 4.32G 0.01046 0.009825 0.00437 67 640: 2%|2 | 4/168 [00:00<00:31, 5.15it/s]
119/499 4.32G 0.01046 0.009825 0.00437 67 640: 3%|2 | 5/168 [00:00<00:30, 5.26it/s]
119/499 4.32G 0.01021 0.00974 0.004408 73 640: 3%|2 | 5/168 [00:01<00:30, 5.26it/s]
119/499 4.32G 0.01021 0.00974 0.004408 73 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s]
119/499 4.32G 0.01022 0.009554 0.004162 71 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s]
119/499 4.32G 0.01022 0.009554 0.004162 71 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s]
119/499 4.32G 0.01047 0.009706 0.004079 73 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s]
119/499 4.32G 0.01047 0.009706 0.004079 73 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s]
119/499 4.32G 0.01036 0.009703 0.003858 66 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s]
119/499 4.32G 0.01036 0.009703 0.003858 66 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s]
119/499 4.32G 0.01037 0.009764 0.003738 68 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s]
119/499 4.32G 0.01037 0.009764 0.003738 68 640: 6%|5 | 10/168 [00:01<00:30, 5.23it/s]
119/499 4.32G 0.01032 0.009731 0.003965 67 640: 6%|5 | 10/168 [00:02<00:30, 5.23it/s]
119/499 4.32G 0.01032 0.009731 0.003965 67 640: 7%|6 | 11/168 [00:02<00:29, 5.27it/s]
119/499 4.32G 0.01047 0.009729 0.004134 60 640: 7%|6 | 11/168 [00:02<00:29, 5.27it/s]
119/499 4.32G 0.01047 0.009729 0.004134 60 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s]
119/499 4.32G 0.01057 0.00959 0.004218 58 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s]
119/499 4.32G 0.01057 0.00959 0.004218 58 640: 8%|7 | 13/168 [00:02<00:29, 5.18it/s]
119/499 4.32G 0.0105 0.009636 0.004175 88 640: 8%|7 | 13/168 [00:02<00:29, 5.18it/s]
119/499 4.32G 0.0105 0.009636 0.004175 88 640: 8%|8 | 14/168 [00:02<00:29, 5.26it/s]
119/499 4.32G 0.01054 0.009763 0.004093 87 640: 8%|8 | 14/168 [00:02<00:29, 5.26it/s]
119/499 4.32G 0.01054 0.009763 0.004093 87 640: 9%|8 | 15/168 [00:02<00:28, 5.33it/s]
119/499 4.32G 0.01053 0.009844 0.00428 68 640: 9%|8 | 15/168 [00:03<00:28, 5.33it/s]
119/499 4.32G 0.01053 0.009844 0.00428 68 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s]
119/499 4.32G 0.01043 0.009691 0.00435 60 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s]
119/499 4.32G 0.01043 0.009691 0.00435 60 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s]
119/499 4.32G 0.01045 0.009575 0.004265 56 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s]
119/499 4.32G 0.01045 0.009575 0.004265 56 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s]
119/499 4.32G 0.01044 0.009495 0.004168 68 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s]
119/499 4.32G 0.01044 0.009495 0.004168 68 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s]
119/499 4.32G 0.01049 0.009407 0.004103 53 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s]
119/499 4.32G 0.01049 0.009407 0.004103 53 640: 12%|#1 | 20/168 [00:03<00:27, 5.32it/s]
119/499 4.32G 0.01045 0.00933 0.004262 72 640: 12%|#1 | 20/168 [00:03<00:27, 5.32it/s]
119/499 4.32G 0.01045 0.00933 0.004262 72 640: 12%|#2 | 21/168 [00:03<00:27, 5.36it/s]
119/499 4.32G 0.01042 0.009215 0.004241 57 640: 12%|#2 | 21/168 [00:04<00:27, 5.36it/s]
119/499 4.32G 0.01042 0.009215 0.004241 57 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s]
119/499 4.32G 0.01038 0.009218 0.004146 69 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s]
119/499 4.32G 0.01038 0.009218 0.004146 69 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s]
119/499 4.32G 0.01053 0.009102 0.004268 52 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s]
119/499 4.32G 0.01053 0.009102 0.004268 52 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
119/499 4.32G 0.01061 0.009164 0.004173 68 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
119/499 4.32G 0.01061 0.009164 0.004173 68 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s]
119/499 4.32G 0.01053 0.009131 0.004186 72 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s]
119/499 4.32G 0.01053 0.009131 0.004186 72 640: 15%|#5 | 26/168 [00:04<00:27, 5.21it/s]
119/499 4.32G 0.01052 0.009164 0.004142 69 640: 15%|#5 | 26/168 [00:05<00:27, 5.21it/s]
119/499 4.32G 0.01052 0.009164 0.004142 69 640: 16%|#6 | 27/168 [00:05<00:26, 5.30it/s]
119/499 4.32G 0.01055 0.009129 0.004291 68 640: 16%|#6 | 27/168 [00:05<00:26, 5.30it/s]
119/499 4.32G 0.01055 0.009129 0.004291 68 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s]
119/499 4.32G 0.01049 0.009121 0.004256 82 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s]
119/499 4.32G 0.01049 0.009121 0.004256 82 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s]
119/499 4.32G 0.01052 0.009129 0.004125 68 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s]
119/499 4.32G 0.01052 0.009129 0.004125 68 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
119/499 4.32G 0.01055 0.009097 0.004204 50 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
119/499 4.32G 0.01055 0.009097 0.004204 50 640: 18%|#8 | 31/168 [00:05<00:26, 5.20it/s]
119/499 4.32G 0.01052 0.009073 0.004217 77 640: 18%|#8 | 31/168 [00:06<00:26, 5.20it/s]
119/499 4.32G 0.01052 0.009073 0.004217 77 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s]
119/499 4.32G 0.01052 0.009154 0.004252 92 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s]
119/499 4.32G 0.01052 0.009154 0.004252 92 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s]
119/499 4.32G 0.01056 0.009181 0.004216 70 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s]
119/499 4.32G 0.01056 0.009181 0.004216 70 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s]
119/499 4.32G 0.01056 0.009202 0.004304 75 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s]
119/499 4.32G 0.01056 0.009202 0.004304 75 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s]
119/499 4.32G 0.01059 0.009278 0.004369 66 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s]
119/499 4.32G 0.01059 0.009278 0.004369 66 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s]
119/499 4.32G 0.01059 0.009273 0.004355 63 640: 21%|##1 | 36/168 [00:07<00:24, 5.33it/s]
119/499 4.32G 0.01059 0.009273 0.004355 63 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s]
119/499 4.32G 0.01063 0.009269 0.004358 62 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s]
119/499 4.32G 0.01063 0.009269 0.004358 62 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
119/499 4.32G 0.01064 0.009308 0.00432 72 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
119/499 4.32G 0.01064 0.009308 0.00432 72 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
119/499 4.32G 0.01069 0.009291 0.004271 62 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
119/499 4.32G 0.01069 0.009291 0.004271 62 640: 24%|##3 | 40/168 [00:07<00:24, 5.23it/s]
119/499 4.32G 0.01067 0.009245 0.004277 63 640: 24%|##3 | 40/168 [00:07<00:24, 5.23it/s]
119/499 4.32G 0.01067 0.009245 0.004277 63 640: 24%|##4 | 41/168 [00:07<00:24, 5.26it/s]
119/499 4.32G 0.01075 0.009258 0.004262 79 640: 24%|##4 | 41/168 [00:07<00:24, 5.26it/s]
119/499 4.32G 0.01075 0.009258 0.004262 79 640: 25%|##5 | 42/168 [00:07<00:23, 5.34it/s]
119/499 4.32G 0.01071 0.009276 0.00423 75 640: 25%|##5 | 42/168 [00:08<00:23, 5.34it/s]
119/499 4.32G 0.01071 0.009276 0.00423 75 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
119/499 4.32G 0.01072 0.009252 0.004172 58 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
119/499 4.32G 0.01072 0.009252 0.004172 58 640: 26%|##6 | 44/168 [00:08<00:23, 5.32it/s]
119/499 4.32G 0.01069 0.009236 0.004127 66 640: 26%|##6 | 44/168 [00:08<00:23, 5.32it/s]
119/499 4.32G 0.01069 0.009236 0.004127 66 640: 27%|##6 | 45/168 [00:08<00:22, 5.37it/s]
119/499 4.32G 0.01068 0.009227 0.004131 68 640: 27%|##6 | 45/168 [00:08<00:22, 5.37it/s]
119/499 4.32G 0.01068 0.009227 0.004131 68 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s]
119/499 4.32G 0.01069 0.009273 0.004149 69 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s]
119/499 4.32G 0.01069 0.009273 0.004149 69 640: 28%|##7 | 47/168 [00:08<00:22, 5.28it/s]
119/499 4.32G 0.01068 0.009271 0.00412 63 640: 28%|##7 | 47/168 [00:09<00:22, 5.28it/s]
119/499 4.32G 0.01068 0.009271 0.00412 63 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s]
119/499 4.32G 0.01065 0.009261 0.004099 72 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s]
119/499 4.32G 0.01065 0.009261 0.004099 72 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
119/499 4.32G 0.01061 0.009254 0.004044 68 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
119/499 4.32G 0.01061 0.009254 0.004044 68 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
119/499 4.32G 0.01058 0.009249 0.00402 62 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
119/499 4.32G 0.01058 0.009249 0.00402 62 640: 30%|### | 51/168 [00:09<00:21, 5.36it/s]
119/499 4.32G 0.01057 0.009306 0.004057 92 640: 30%|### | 51/168 [00:09<00:21, 5.36it/s]
119/499 4.32G 0.01057 0.009306 0.004057 92 640: 31%|### | 52/168 [00:09<00:22, 5.14it/s]
119/499 4.32G 0.01055 0.009285 0.004045 62 640: 31%|### | 52/168 [00:10<00:22, 5.14it/s]
119/499 4.32G 0.01055 0.009285 0.004045 62 640: 32%|###1 | 53/168 [00:10<00:22, 5.21it/s]
119/499 4.32G 0.01054 0.009253 0.003994 58 640: 32%|###1 | 53/168 [00:10<00:22, 5.21it/s]
119/499 4.32G 0.01054 0.009253 0.003994 58 640: 32%|###2 | 54/168 [00:10<00:21, 5.22it/s]
119/499 4.32G 0.01053 0.00924 0.003966 64 640: 32%|###2 | 54/168 [00:10<00:21, 5.22it/s]
119/499 4.32G 0.01053 0.00924 0.003966 64 640: 33%|###2 | 55/168 [00:10<00:22, 5.13it/s]
119/499 4.32G 0.01053 0.009228 0.003918 67 640: 33%|###2 | 55/168 [00:10<00:22, 5.13it/s]
119/499 4.32G 0.01053 0.009228 0.003918 67 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s]
119/499 4.32G 0.01054 0.009281 0.003932 90 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s]
119/499 4.32G 0.01054 0.009281 0.003932 90 640: 34%|###3 | 57/168 [00:10<00:21, 5.23it/s]
119/499 4.32G 0.01055 0.009328 0.003878 72 640: 34%|###3 | 57/168 [00:11<00:21, 5.23it/s]
119/499 4.32G 0.01055 0.009328 0.003878 72 640: 35%|###4 | 58/168 [00:11<00:21, 5.16it/s]
119/499 4.32G 0.01055 0.009303 0.003888 57 640: 35%|###4 | 58/168 [00:11<00:21, 5.16it/s]
119/499 4.32G 0.01055 0.009303 0.003888 57 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
119/499 4.32G 0.01056 0.009337 0.003854 77 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
119/499 4.32G 0.01056 0.009337 0.003854 77 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
119/499 4.32G 0.01056 0.009311 0.003868 59 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
119/499 4.32G 0.01056 0.009311 0.003868 59 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
119/499 4.32G 0.01054 0.009306 0.003877 76 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
119/499 4.32G 0.01054 0.009306 0.003877 76 640: 37%|###6 | 62/168 [00:11<00:20, 5.22it/s]
119/499 4.32G 0.01053 0.009302 0.003828 69 640: 37%|###6 | 62/168 [00:11<00:20, 5.22it/s]
119/499 4.32G 0.01053 0.009302 0.003828 69 640: 38%|###7 | 63/168 [00:11<00:19, 5.32it/s]
119/499 4.32G 0.01051 0.009236 0.003819 46 640: 38%|###7 | 63/168 [00:12<00:19, 5.32it/s]
119/499 4.32G 0.01051 0.009236 0.003819 46 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s]
119/499 4.32G 0.01054 0.009224 0.003828 60 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s]
119/499 4.32G 0.01054 0.009224 0.003828 60 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s]
119/499 4.32G 0.01055 0.009255 0.003845 71 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s]
119/499 4.32G 0.01055 0.009255 0.003845 71 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s]
119/499 4.32G 0.01056 0.009287 0.003843 88 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s]
119/499 4.32G 0.01056 0.009287 0.003843 88 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
119/499 4.32G 0.01057 0.009309 0.003878 59 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
119/499 4.32G 0.01057 0.009309 0.003878 59 640: 40%|#### | 68/168 [00:12<00:18, 5.27it/s]
119/499 4.32G 0.01057 0.009316 0.003891 72 640: 40%|#### | 68/168 [00:13<00:18, 5.27it/s]
119/499 4.32G 0.01057 0.009316 0.003891 72 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
119/499 4.32G 0.01059 0.009298 0.003877 57 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
119/499 4.32G 0.01059 0.009298 0.003877 57 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s]
119/499 4.32G 0.01059 0.009313 0.003865 69 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s]
119/499 4.32G 0.01059 0.009313 0.003865 69 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s]
119/499 4.32G 0.01057 0.009272 0.003825 50 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s]
119/499 4.32G 0.01057 0.009272 0.003825 50 640: 43%|####2 | 72/168 [00:13<00:17, 5.38it/s]
119/499 4.32G 0.01056 0.009314 0.003811 80 640: 43%|####2 | 72/168 [00:13<00:17, 5.38it/s]
119/499 4.32G 0.01056 0.009314 0.003811 80 640: 43%|####3 | 73/168 [00:13<00:18, 5.23it/s]
119/499 4.32G 0.01055 0.009309 0.003822 72 640: 43%|####3 | 73/168 [00:14<00:18, 5.23it/s]
119/499 4.32G 0.01055 0.009309 0.003822 72 640: 44%|####4 | 74/168 [00:14<00:17, 5.31it/s]
119/499 4.32G 0.01053 0.009291 0.00379 59 640: 44%|####4 | 74/168 [00:14<00:17, 5.31it/s]
119/499 4.32G 0.01053 0.009291 0.00379 59 640: 45%|####4 | 75/168 [00:14<00:17, 5.29it/s]
119/499 4.32G 0.01051 0.009292 0.003769 87 640: 45%|####4 | 75/168 [00:14<00:17, 5.29it/s]
119/499 4.32G 0.01051 0.009292 0.003769 87 640: 45%|####5 | 76/168 [00:14<00:18, 5.09it/s]
119/499 4.32G 0.01049 0.009268 0.003784 62 640: 45%|####5 | 76/168 [00:14<00:18, 5.09it/s]
119/499 4.32G 0.01049 0.009268 0.003784 62 640: 46%|####5 | 77/168 [00:14<00:17, 5.16it/s]
119/499 4.32G 0.01048 0.009265 0.003757 70 640: 46%|####5 | 77/168 [00:14<00:17, 5.16it/s]
119/499 4.32G 0.01048 0.009265 0.003757 70 640: 46%|####6 | 78/168 [00:14<00:17, 5.26it/s]
119/499 4.32G 0.01048 0.009256 0.003756 65 640: 46%|####6 | 78/168 [00:15<00:17, 5.26it/s]
119/499 4.32G 0.01048 0.009256 0.003756 65 640: 47%|####7 | 79/168 [00:15<00:17, 5.15it/s]
119/499 4.32G 0.01048 0.00924 0.003732 59 640: 47%|####7 | 79/168 [00:15<00:17, 5.15it/s]
119/499 4.32G 0.01048 0.00924 0.003732 59 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s]
119/499 4.32G 0.01047 0.009213 0.003737 67 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s]
119/499 4.32G 0.01047 0.009213 0.003737 67 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s]
119/499 4.32G 0.01045 0.009182 0.003721 63 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s]
119/499 4.32G 0.01045 0.009182 0.003721 63 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
119/499 4.32G 0.01045 0.009177 0.003701 75 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
119/499 4.32G 0.01045 0.009177 0.003701 75 640: 49%|####9 | 83/168 [00:15<00:16, 5.31it/s]
119/499 4.32G 0.01044 0.009178 0.003688 66 640: 49%|####9 | 83/168 [00:15<00:16, 5.31it/s]
119/499 4.32G 0.01044 0.009178 0.003688 66 640: 50%|##### | 84/168 [00:15<00:15, 5.36it/s]
119/499 4.32G 0.01043 0.009181 0.00368 63 640: 50%|##### | 84/168 [00:16<00:15, 5.36it/s]
119/499 4.32G 0.01043 0.009181 0.00368 63 640: 51%|##### | 85/168 [00:16<00:15, 5.24it/s]
119/499 4.32G 0.01041 0.009159 0.003681 68 640: 51%|##### | 85/168 [00:16<00:15, 5.24it/s]
119/499 4.32G 0.01041 0.009159 0.003681 68 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s]
119/499 4.32G 0.0104 0.009158 0.003656 72 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s]
119/499 4.32G 0.0104 0.009158 0.003656 72 640: 52%|#####1 | 87/168 [00:16<00:15, 5.37it/s]
119/499 4.32G 0.0104 0.009158 0.003657 81 640: 52%|#####1 | 87/168 [00:16<00:15, 5.37it/s]
119/499 4.32G 0.0104 0.009158 0.003657 81 640: 52%|#####2 | 88/168 [00:16<00:15, 5.22it/s]
119/499 4.32G 0.01038 0.009136 0.003655 64 640: 52%|#####2 | 88/168 [00:16<00:15, 5.22it/s]
119/499 4.32G 0.01038 0.009136 0.003655 64 640: 53%|#####2 | 89/168 [00:16<00:15, 5.26it/s]
119/499 4.32G 0.01039 0.009136 0.003634 65 640: 53%|#####2 | 89/168 [00:17<00:15, 5.26it/s]
119/499 4.32G 0.01039 0.009136 0.003634 65 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s]
119/499 4.32G 0.01039 0.009159 0.003653 77 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s]
119/499 4.32G 0.01039 0.009159 0.003653 77 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
119/499 4.32G 0.0104 0.009168 0.003642 69 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
119/499 4.32G 0.0104 0.009168 0.003642 69 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
119/499 4.32G 0.0104 0.009175 0.003637 70 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
119/499 4.32G 0.0104 0.009175 0.003637 70 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s]
119/499 4.32G 0.01041 0.00917 0.003649 62 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s]
119/499 4.32G 0.01041 0.00917 0.003649 62 640: 56%|#####5 | 94/168 [00:17<00:14, 5.18it/s]
119/499 4.32G 0.01039 0.009166 0.003638 77 640: 56%|#####5 | 94/168 [00:18<00:14, 5.18it/s]
119/499 4.32G 0.01039 0.009166 0.003638 77 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
119/499 4.32G 0.01038 0.009174 0.003644 62 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
119/499 4.32G 0.01038 0.009174 0.003644 62 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
119/499 4.32G 0.01038 0.009193 0.003647 73 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
119/499 4.32G 0.01038 0.009193 0.003647 73 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s]
119/499 4.32G 0.01038 0.009166 0.003657 53 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s]
119/499 4.32G 0.01038 0.009166 0.003657 53 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s]
119/499 4.32G 0.01037 0.009179 0.003638 68 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s]
119/499 4.32G 0.01037 0.009179 0.003638 68 640: 59%|#####8 | 99/168 [00:18<00:12, 5.31it/s]
119/499 4.32G 0.01037 0.009202 0.00365 88 640: 59%|#####8 | 99/168 [00:19<00:12, 5.31it/s]
119/499 4.32G 0.01037 0.009202 0.00365 88 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s]
119/499 4.32G 0.01036 0.009196 0.003731 64 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s]
119/499 4.32G 0.01036 0.009196 0.003731 64 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s]
119/499 4.32G 0.01038 0.009191 0.003726 61 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s]
119/499 4.32G 0.01038 0.009191 0.003726 61 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
119/499 4.32G 0.01038 0.009198 0.003748 64 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
119/499 4.32G 0.01038 0.009198 0.003748 64 640: 61%|######1 | 103/168 [00:19<00:12, 5.17it/s]
119/499 4.32G 0.01039 0.009186 0.003763 57 640: 61%|######1 | 103/168 [00:19<00:12, 5.17it/s]
119/499 4.32G 0.01039 0.009186 0.003763 57 640: 62%|######1 | 104/168 [00:19<00:12, 5.26it/s]
119/499 4.32G 0.01039 0.009191 0.003756 73 640: 62%|######1 | 104/168 [00:19<00:12, 5.26it/s]
119/499 4.32G 0.01039 0.009191 0.003756 73 640: 62%|######2 | 105/168 [00:19<00:11, 5.33it/s]
119/499 4.32G 0.01038 0.009178 0.003775 70 640: 62%|######2 | 105/168 [00:20<00:11, 5.33it/s]
119/499 4.32G 0.01038 0.009178 0.003775 70 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s]
119/499 4.32G 0.01038 0.009188 0.003784 74 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s]
119/499 4.32G 0.01038 0.009188 0.003784 74 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s]
119/499 4.32G 0.0104 0.009183 0.003794 58 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s]
119/499 4.32G 0.0104 0.009183 0.003794 58 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s]
119/499 4.32G 0.01039 0.009166 0.003785 66 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s]
119/499 4.32G 0.01039 0.009166 0.003785 66 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s]
119/499 4.32G 0.01039 0.009156 0.003792 62 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s]
119/499 4.32G 0.01039 0.009156 0.003792 62 640: 65%|######5 | 110/168 [00:20<00:10, 5.29it/s]
119/499 4.32G 0.01038 0.009156 0.003787 70 640: 65%|######5 | 110/168 [00:21<00:10, 5.29it/s]
119/499 4.32G 0.01038 0.009156 0.003787 70 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s]
119/499 4.32G 0.01041 0.009167 0.003788 64 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s]
119/499 4.32G 0.01041 0.009167 0.003788 64 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
119/499 4.32G 0.0104 0.009178 0.003791 68 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
119/499 4.32G 0.0104 0.009178 0.003791 68 640: 67%|######7 | 113/168 [00:21<00:10, 5.27it/s]
119/499 4.32G 0.01039 0.009168 0.003778 55 640: 67%|######7 | 113/168 [00:21<00:10, 5.27it/s]
119/499 4.32G 0.01039 0.009168 0.003778 55 640: 68%|######7 | 114/168 [00:21<00:10, 5.22it/s]
119/499 4.32G 0.0104 0.009158 0.003754 54 640: 68%|######7 | 114/168 [00:21<00:10, 5.22it/s]
119/499 4.32G 0.0104 0.009158 0.003754 54 640: 68%|######8 | 115/168 [00:21<00:10, 5.12it/s]
119/499 4.32G 0.0104 0.009165 0.003742 75 640: 68%|######8 | 115/168 [00:22<00:10, 5.12it/s]
119/499 4.32G 0.0104 0.009165 0.003742 75 640: 69%|######9 | 116/168 [00:22<00:09, 5.23it/s]
119/499 4.32G 0.0104 0.00918 0.003737 79 640: 69%|######9 | 116/168 [00:22<00:09, 5.23it/s]
119/499 4.32G 0.0104 0.00918 0.003737 79 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s]
119/499 4.32G 0.01041 0.009177 0.003766 61 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s]
119/499 4.32G 0.01041 0.009177 0.003766 61 640: 70%|####### | 118/168 [00:22<00:09, 5.14it/s]
119/499 4.32G 0.01041 0.009169 0.003768 69 640: 70%|####### | 118/168 [00:22<00:09, 5.14it/s]
119/499 4.32G 0.01041 0.009169 0.003768 69 640: 71%|####### | 119/168 [00:22<00:09, 5.20it/s]
119/499 4.32G 0.01041 0.009167 0.00377 69 640: 71%|####### | 119/168 [00:22<00:09, 5.20it/s]
119/499 4.32G 0.01041 0.009167 0.00377 69 640: 71%|#######1 | 120/168 [00:22<00:09, 5.27it/s]
119/499 4.32G 0.01041 0.009174 0.003752 67 640: 71%|#######1 | 120/168 [00:23<00:09, 5.27it/s]
119/499 4.32G 0.01041 0.009174 0.003752 67 640: 72%|#######2 | 121/168 [00:23<00:09, 5.15it/s]
119/499 4.32G 0.01041 0.009167 0.003727 67 640: 72%|#######2 | 121/168 [00:23<00:09, 5.15it/s]
119/499 4.32G 0.01041 0.009167 0.003727 67 640: 73%|#######2 | 122/168 [00:23<00:08, 5.22it/s]
119/499 4.32G 0.01041 0.009159 0.003747 68 640: 73%|#######2 | 122/168 [00:23<00:08, 5.22it/s]
119/499 4.32G 0.01041 0.009159 0.003747 68 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s]
119/499 4.32G 0.01041 0.009137 0.003751 57 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s]
119/499 4.32G 0.01041 0.009137 0.003751 57 640: 74%|#######3 | 124/168 [00:23<00:08, 5.15it/s]
119/499 4.32G 0.0104 0.009129 0.003746 61 640: 74%|#######3 | 124/168 [00:23<00:08, 5.15it/s]
119/499 4.32G 0.0104 0.009129 0.003746 61 640: 74%|#######4 | 125/168 [00:23<00:08, 5.25it/s]
119/499 4.32G 0.01039 0.009121 0.003746 60 640: 74%|#######4 | 125/168 [00:23<00:08, 5.25it/s]
119/499 4.32G 0.01039 0.009121 0.003746 60 640: 75%|#######5 | 126/168 [00:23<00:07, 5.29it/s]
119/499 4.32G 0.01039 0.009122 0.003766 81 640: 75%|#######5 | 126/168 [00:24<00:07, 5.29it/s]
119/499 4.32G 0.01039 0.009122 0.003766 81 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
119/499 4.32G 0.01039 0.009139 0.003764 91 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
119/499 4.32G 0.01039 0.009139 0.003764 91 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s]
119/499 4.32G 0.01038 0.009144 0.003772 75 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s]
119/499 4.32G 0.01038 0.009144 0.003772 75 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s]
119/499 4.32G 0.01037 0.009139 0.003783 65 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s]
119/499 4.32G 0.01037 0.009139 0.003783 65 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s]
119/499 4.32G 0.01036 0.009133 0.003787 66 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s]
119/499 4.32G 0.01036 0.009133 0.003787 66 640: 78%|#######7 | 131/168 [00:24<00:06, 5.29it/s]
119/499 4.32G 0.01036 0.009162 0.003781 77 640: 78%|#######7 | 131/168 [00:25<00:06, 5.29it/s]
119/499 4.32G 0.01036 0.009162 0.003781 77 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s]
119/499 4.32G 0.01036 0.009172 0.003782 66 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s]
119/499 4.32G 0.01036 0.009172 0.003782 66 640: 79%|#######9 | 133/168 [00:25<00:06, 5.23it/s]
119/499 4.32G 0.01036 0.009173 0.003782 76 640: 79%|#######9 | 133/168 [00:25<00:06, 5.23it/s]
119/499 4.32G 0.01036 0.009173 0.003782 76 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
119/499 4.32G 0.01036 0.009181 0.003787 71 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
119/499 4.32G 0.01036 0.009181 0.003787 71 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s]
119/499 4.32G 0.01036 0.009188 0.003776 83 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s]
119/499 4.32G 0.01036 0.009188 0.003776 83 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s]
119/499 4.32G 0.01035 0.009187 0.003769 72 640: 81%|######## | 136/168 [00:26<00:06, 5.23it/s]
119/499 4.32G 0.01035 0.009187 0.003769 72 640: 82%|########1 | 137/168 [00:26<00:05, 5.23it/s]
119/499 4.32G 0.01035 0.009188 0.003751 66 640: 82%|########1 | 137/168 [00:26<00:05, 5.23it/s]
119/499 4.32G 0.01035 0.009188 0.003751 66 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s]
119/499 4.32G 0.01034 0.00919 0.003733 63 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s]
119/499 4.32G 0.01034 0.00919 0.003733 63 640: 83%|########2 | 139/168 [00:26<00:05, 5.20it/s]
119/499 4.32G 0.01034 0.00919 0.003742 74 640: 83%|########2 | 139/168 [00:26<00:05, 5.20it/s]
119/499 4.32G 0.01034 0.00919 0.003742 74 640: 83%|########3 | 140/168 [00:26<00:05, 5.24it/s]
119/499 4.32G 0.01034 0.009219 0.003744 94 640: 83%|########3 | 140/168 [00:26<00:05, 5.24it/s]
119/499 4.32G 0.01034 0.009219 0.003744 94 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s]
119/499 4.32G 0.01034 0.009215 0.003732 67 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s]
119/499 4.32G 0.01034 0.009215 0.003732 67 640: 85%|########4 | 142/168 [00:26<00:05, 5.18it/s]
119/499 4.32G 0.01032 0.009204 0.003739 74 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s]
119/499 4.32G 0.01032 0.009204 0.003739 74 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s]
119/499 4.32G 0.01031 0.00919 0.003753 59 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s]
119/499 4.32G 0.01031 0.00919 0.003753 59 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s]
119/499 4.32G 0.01032 0.009214 0.003746 86 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s]
119/499 4.32G 0.01032 0.009214 0.003746 86 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s]
119/499 4.32G 0.01031 0.009206 0.00374 64 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s]
119/499 4.32G 0.01031 0.009206 0.00374 64 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s]
119/499 4.32G 0.01031 0.009215 0.003762 76 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s]
119/499 4.32G 0.01031 0.009215 0.003762 76 640: 88%|########7 | 147/168 [00:27<00:03, 5.35it/s]
119/499 4.32G 0.01031 0.009223 0.003765 80 640: 88%|########7 | 147/168 [00:28<00:03, 5.35it/s]
119/499 4.32G 0.01031 0.009223 0.003765 80 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s]
119/499 4.32G 0.01031 0.009225 0.003759 69 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s]
119/499 4.32G 0.01031 0.009225 0.003759 69 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s]
119/499 4.32G 0.0103 0.009223 0.003754 76 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s]
119/499 4.32G 0.0103 0.009223 0.003754 76 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s]
119/499 4.32G 0.01029 0.009219 0.003756 56 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s]
119/499 4.32G 0.01029 0.009219 0.003756 56 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
119/499 4.32G 0.01029 0.009229 0.003752 77 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
119/499 4.32G 0.01029 0.009229 0.003752 77 640: 90%|######### | 152/168 [00:28<00:03, 5.33it/s]
119/499 4.32G 0.01028 0.009227 0.003751 68 640: 90%|######### | 152/168 [00:29<00:03, 5.33it/s]
119/499 4.32G 0.01028 0.009227 0.003751 68 640: 91%|#########1| 153/168 [00:29<00:02, 5.40it/s]
119/499 4.32G 0.01028 0.009224 0.003737 69 640: 91%|#########1| 153/168 [00:29<00:02, 5.40it/s]
119/499 4.32G 0.01028 0.009224 0.003737 69 640: 92%|#########1| 154/168 [00:29<00:02, 5.26it/s]
119/499 4.32G 0.01028 0.009224 0.003735 59 640: 92%|#########1| 154/168 [00:29<00:02, 5.26it/s]
119/499 4.32G 0.01028 0.009224 0.003735 59 640: 92%|#########2| 155/168 [00:29<00:02, 5.33it/s]
119/499 4.32G 0.01027 0.009219 0.003716 56 640: 92%|#########2| 155/168 [00:29<00:02, 5.33it/s]
119/499 4.32G 0.01027 0.009219 0.003716 56 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s]
119/499 4.32G 0.01027 0.009218 0.003716 63 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s]
119/499 4.32G 0.01027 0.009218 0.003716 63 640: 93%|#########3| 157/168 [00:29<00:02, 5.20it/s]
119/499 4.32G 0.01028 0.009213 0.003724 65 640: 93%|#########3| 157/168 [00:30<00:02, 5.20it/s]
119/499 4.32G 0.01028 0.009213 0.003724 65 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s]
119/499 4.32G 0.01028 0.009222 0.003724 79 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s]
119/499 4.32G 0.01028 0.009222 0.003724 79 640: 95%|#########4| 159/168 [00:30<00:01, 5.26it/s]
119/499 4.32G 0.01027 0.009226 0.003722 75 640: 95%|#########4| 159/168 [00:30<00:01, 5.26it/s]
119/499 4.32G 0.01027 0.009226 0.003722 75 640: 95%|#########5| 160/168 [00:30<00:01, 5.05it/s]
119/499 4.32G 0.01028 0.009224 0.003729 59 640: 95%|#########5| 160/168 [00:30<00:01, 5.05it/s]
119/499 4.32G 0.01028 0.009224 0.003729 59 640: 96%|#########5| 161/168 [00:30<00:01, 5.18it/s]
119/499 4.32G 0.01026 0.009224 0.003752 69 640: 96%|#########5| 161/168 [00:30<00:01, 5.18it/s]
119/499 4.32G 0.01026 0.009224 0.003752 69 640: 96%|#########6| 162/168 [00:30<00:01, 5.26it/s]
119/499 4.32G 0.01027 0.009219 0.003758 57 640: 96%|#########6| 162/168 [00:30<00:01, 5.26it/s]
119/499 4.32G 0.01027 0.009219 0.003758 57 640: 97%|#########7| 163/168 [00:30<00:00, 5.15it/s]
119/499 4.32G 0.01027 0.009215 0.003756 63 640: 97%|#########7| 163/168 [00:31<00:00, 5.15it/s]
119/499 4.32G 0.01027 0.009215 0.003756 63 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s]
119/499 4.32G 0.01027 0.009213 0.003754 65 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s]
119/499 4.32G 0.01027 0.009213 0.003754 65 640: 98%|#########8| 165/168 [00:31<00:00, 5.30it/s]
119/499 4.32G 0.01027 0.009212 0.003755 68 640: 98%|#########8| 165/168 [00:31<00:00, 5.30it/s]
119/499 4.32G 0.01027 0.009212 0.003755 68 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s]
119/499 4.32G 0.01029 0.009208 0.003754 68 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s]
119/499 4.32G 0.01029 0.009208 0.003754 68 640: 99%|#########9| 167/168 [00:31<00:00, 5.23it/s]
119/499 4.32G 0.01027 0.009198 0.00376 29 640: 99%|#########9| 167/168 [00:31<00:00, 5.23it/s]
119/499 4.32G 0.01027 0.009198 0.00376 29 640: 100%|##########| 168/168 [00:31<00:00, 5.43it/s]
119/499 4.32G 0.01027 0.009198 0.00376 29 640: 100%|##########| 168/168 [00:31<00:00, 5.26it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.80it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.83it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.85it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.81it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.40it/s]
all 132 263 0.817 0.879 0.883 0.777
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
120/499 4.32G 0.01097 0.009922 0.002967 70 640: 0%| | 0/168 [00:00<?, ?it/s]
120/499 4.32G 0.01097 0.009922 0.002967 70 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
120/499 4.32G 0.01094 0.01027 0.003791 79 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
120/499 4.32G 0.01094 0.01027 0.003791 79 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s]
120/499 4.32G 0.01082 0.009191 0.004032 57 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s]
120/499 4.32G 0.01082 0.009191 0.004032 57 640: 2%|1 | 3/168 [00:00<00:30, 5.37it/s]
120/499 4.32G 0.01031 0.009479 0.003619 88 640: 2%|1 | 3/168 [00:00<00:30, 5.37it/s]
120/499 4.32G 0.01031 0.009479 0.003619 88 640: 2%|2 | 4/168 [00:00<00:31, 5.20it/s]
120/499 4.32G 0.01051 0.009729 0.003175 83 640: 2%|2 | 4/168 [00:00<00:31, 5.20it/s]
120/499 4.32G 0.01051 0.009729 0.003175 83 640: 3%|2 | 5/168 [00:00<00:31, 5.24it/s]
120/499 4.32G 0.01051 0.009603 0.003928 69 640: 3%|2 | 5/168 [00:01<00:31, 5.24it/s]
120/499 4.32G 0.01051 0.009603 0.003928 69 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s]
120/499 4.32G 0.01074 0.009747 0.004439 68 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s]
120/499 4.32G 0.01074 0.009747 0.004439 68 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s]
120/499 4.32G 0.01073 0.009611 0.004153 61 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s]
120/499 4.32G 0.01073 0.009611 0.004153 61 640: 5%|4 | 8/168 [00:01<00:30, 5.28it/s]
120/499 4.32G 0.0107 0.009361 0.00402 58 640: 5%|4 | 8/168 [00:01<00:30, 5.28it/s]
120/499 4.32G 0.0107 0.009361 0.00402 58 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s]
120/499 4.32G 0.01061 0.009364 0.00392 63 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s]
120/499 4.32G 0.01061 0.009364 0.00392 63 640: 6%|5 | 10/168 [00:01<00:30, 5.16it/s]
120/499 4.32G 0.01069 0.009203 0.003839 48 640: 6%|5 | 10/168 [00:02<00:30, 5.16it/s]
120/499 4.32G 0.01069 0.009203 0.003839 48 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s]
120/499 4.32G 0.01072 0.009151 0.003996 65 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s]
120/499 4.32G 0.01072 0.009151 0.003996 65 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s]
120/499 4.32G 0.01072 0.009225 0.003947 69 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s]
120/499 4.32G 0.01072 0.009225 0.003947 69 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s]
120/499 4.32G 0.01071 0.009166 0.004328 61 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s]
120/499 4.32G 0.01071 0.009166 0.004328 61 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s]
120/499 4.32G 0.01068 0.009208 0.004219 72 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s]
120/499 4.32G 0.01068 0.009208 0.004219 72 640: 9%|8 | 15/168 [00:02<00:28, 5.38it/s]
120/499 4.32G 0.01063 0.009354 0.004283 79 640: 9%|8 | 15/168 [00:03<00:28, 5.38it/s]
120/499 4.32G 0.01063 0.009354 0.004283 79 640: 10%|9 | 16/168 [00:03<00:28, 5.26it/s]
120/499 4.32G 0.01057 0.009198 0.00415 53 640: 10%|9 | 16/168 [00:03<00:28, 5.26it/s]
120/499 4.32G 0.01057 0.009198 0.00415 53 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s]
120/499 4.32G 0.01062 0.009213 0.004212 63 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s]
120/499 4.32G 0.01062 0.009213 0.004212 63 640: 11%|# | 18/168 [00:03<00:27, 5.38it/s]
120/499 4.32G 0.01055 0.009171 0.004156 71 640: 11%|# | 18/168 [00:03<00:27, 5.38it/s]
120/499 4.32G 0.01055 0.009171 0.004156 71 640: 11%|#1 | 19/168 [00:03<00:28, 5.23it/s]
120/499 4.32G 0.0105 0.009143 0.00409 60 640: 11%|#1 | 19/168 [00:03<00:28, 5.23it/s]
120/499 4.32G 0.0105 0.009143 0.00409 60 640: 12%|#1 | 20/168 [00:03<00:27, 5.32it/s]
120/499 4.32G 0.01041 0.009207 0.004013 70 640: 12%|#1 | 20/168 [00:03<00:27, 5.32it/s]
120/499 4.32G 0.01041 0.009207 0.004013 70 640: 12%|#2 | 21/168 [00:03<00:27, 5.37it/s]
120/499 4.32G 0.01037 0.009266 0.004031 88 640: 12%|#2 | 21/168 [00:04<00:27, 5.37it/s]
120/499 4.32G 0.01037 0.009266 0.004031 88 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s]
120/499 4.32G 0.01044 0.009487 0.004037 95 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s]
120/499 4.32G 0.01044 0.009487 0.004037 95 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s]
120/499 4.32G 0.01043 0.00954 0.003899 60 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s]
120/499 4.32G 0.01043 0.00954 0.003899 60 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s]
120/499 4.32G 0.0104 0.009582 0.003859 81 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s]
120/499 4.32G 0.0104 0.009582 0.003859 81 640: 15%|#4 | 25/168 [00:04<00:27, 5.17it/s]
120/499 4.32G 0.01033 0.009536 0.003744 57 640: 15%|#4 | 25/168 [00:04<00:27, 5.17it/s]
120/499 4.32G 0.01033 0.009536 0.003744 57 640: 15%|#5 | 26/168 [00:04<00:26, 5.29it/s]
120/499 4.32G 0.01041 0.009533 0.003724 58 640: 15%|#5 | 26/168 [00:05<00:26, 5.29it/s]
120/499 4.32G 0.01041 0.009533 0.003724 58 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s]
120/499 4.32G 0.01041 0.00949 0.003921 61 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s]
120/499 4.32G 0.01041 0.00949 0.003921 61 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s]
120/499 4.32G 0.0104 0.009544 0.003839 78 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s]
120/499 4.32G 0.0104 0.009544 0.003839 78 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s]
120/499 4.32G 0.0104 0.009589 0.003821 78 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s]
120/499 4.32G 0.0104 0.009589 0.003821 78 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s]
120/499 4.32G 0.01035 0.009621 0.003773 79 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s]
120/499 4.32G 0.01035 0.009621 0.003773 79 640: 18%|#8 | 31/168 [00:05<00:26, 5.22it/s]
120/499 4.32G 0.01039 0.009622 0.003712 66 640: 18%|#8 | 31/168 [00:06<00:26, 5.22it/s]
120/499 4.32G 0.01039 0.009622 0.003712 66 640: 19%|#9 | 32/168 [00:06<00:25, 5.32it/s]
120/499 4.32G 0.01041 0.009611 0.003697 69 640: 19%|#9 | 32/168 [00:06<00:25, 5.32it/s]
120/499 4.32G 0.01041 0.009611 0.003697 69 640: 20%|#9 | 33/168 [00:06<00:25, 5.38it/s]
120/499 4.32G 0.01046 0.009675 0.003675 67 640: 20%|#9 | 33/168 [00:06<00:25, 5.38it/s]
120/499 4.32G 0.01046 0.009675 0.003675 67 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
120/499 4.32G 0.01047 0.009601 0.003601 51 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
120/499 4.32G 0.01047 0.009601 0.003601 51 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s]
120/499 4.32G 0.01047 0.009548 0.003621 54 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s]
120/499 4.32G 0.01047 0.009548 0.003621 54 640: 21%|##1 | 36/168 [00:06<00:24, 5.29it/s]
120/499 4.32G 0.01046 0.00949 0.003606 56 640: 21%|##1 | 36/168 [00:07<00:24, 5.29it/s]
120/499 4.32G 0.01046 0.00949 0.003606 56 640: 22%|##2 | 37/168 [00:07<00:25, 5.14it/s]
120/499 4.32G 0.01044 0.009502 0.003578 70 640: 22%|##2 | 37/168 [00:07<00:25, 5.14it/s]
120/499 4.32G 0.01044 0.009502 0.003578 70 640: 23%|##2 | 38/168 [00:07<00:25, 5.19it/s]
120/499 4.32G 0.01042 0.009537 0.003555 84 640: 23%|##2 | 38/168 [00:07<00:25, 5.19it/s]
120/499 4.32G 0.01042 0.009537 0.003555 84 640: 23%|##3 | 39/168 [00:07<00:24, 5.27it/s]
120/499 4.32G 0.01042 0.009518 0.003543 70 640: 23%|##3 | 39/168 [00:07<00:24, 5.27it/s]
120/499 4.32G 0.01042 0.009518 0.003543 70 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s]
120/499 4.32G 0.01039 0.009535 0.003554 74 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s]
120/499 4.32G 0.01039 0.009535 0.003554 74 640: 24%|##4 | 41/168 [00:07<00:24, 5.26it/s]
120/499 4.32G 0.01037 0.009525 0.003516 76 640: 24%|##4 | 41/168 [00:07<00:24, 5.26it/s]
120/499 4.32G 0.01037 0.009525 0.003516 76 640: 25%|##5 | 42/168 [00:07<00:23, 5.34it/s]
120/499 4.32G 0.01037 0.009523 0.003543 72 640: 25%|##5 | 42/168 [00:08<00:23, 5.34it/s]
120/499 4.32G 0.01037 0.009523 0.003543 72 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s]
120/499 4.32G 0.01045 0.009543 0.003495 56 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s]
120/499 4.32G 0.01045 0.009543 0.003495 56 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s]
120/499 4.32G 0.01045 0.009564 0.003554 72 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s]
120/499 4.32G 0.01045 0.009564 0.003554 72 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s]
120/499 4.32G 0.01048 0.009562 0.003558 61 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s]
120/499 4.32G 0.01048 0.009562 0.003558 61 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s]
120/499 4.32G 0.01052 0.009539 0.003521 60 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s]
120/499 4.32G 0.01052 0.009539 0.003521 60 640: 28%|##7 | 47/168 [00:08<00:22, 5.31it/s]
120/499 4.32G 0.01053 0.009548 0.003574 67 640: 28%|##7 | 47/168 [00:09<00:22, 5.31it/s]
120/499 4.32G 0.01053 0.009548 0.003574 67 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s]
120/499 4.32G 0.0105 0.009524 0.003574 58 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s]
120/499 4.32G 0.0105 0.009524 0.003574 58 640: 29%|##9 | 49/168 [00:09<00:22, 5.24it/s]
120/499 4.32G 0.01051 0.009584 0.003529 83 640: 29%|##9 | 49/168 [00:09<00:22, 5.24it/s]
120/499 4.32G 0.01051 0.009584 0.003529 83 640: 30%|##9 | 50/168 [00:09<00:22, 5.34it/s]
120/499 4.32G 0.01049 0.009557 0.003519 61 640: 30%|##9 | 50/168 [00:09<00:22, 5.34it/s]
120/499 4.32G 0.01049 0.009557 0.003519 61 640: 30%|### | 51/168 [00:09<00:21, 5.41it/s]
120/499 4.32G 0.01047 0.009541 0.00353 81 640: 30%|### | 51/168 [00:09<00:21, 5.41it/s]
120/499 4.32G 0.01047 0.009541 0.00353 81 640: 31%|### | 52/168 [00:09<00:22, 5.22it/s]
120/499 4.32G 0.01043 0.009539 0.003541 76 640: 31%|### | 52/168 [00:10<00:22, 5.22it/s]
120/499 4.32G 0.01043 0.009539 0.003541 76 640: 32%|###1 | 53/168 [00:10<00:21, 5.30it/s]
120/499 4.32G 0.01041 0.009513 0.00351 66 640: 32%|###1 | 53/168 [00:10<00:21, 5.30it/s]
120/499 4.32G 0.01041 0.009513 0.00351 66 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s]
120/499 4.32G 0.01046 0.009479 0.003625 54 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s]
120/499 4.32G 0.01046 0.009479 0.003625 54 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s]
120/499 4.32G 0.01048 0.009447 0.003616 61 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s]
120/499 4.32G 0.01048 0.009447 0.003616 61 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s]
120/499 4.32G 0.01049 0.009433 0.003594 67 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s]
120/499 4.32G 0.01049 0.009433 0.003594 67 640: 34%|###3 | 57/168 [00:10<00:20, 5.37it/s]
120/499 4.32G 0.01048 0.009417 0.00361 65 640: 34%|###3 | 57/168 [00:10<00:20, 5.37it/s]
120/499 4.32G 0.01048 0.009417 0.00361 65 640: 35%|###4 | 58/168 [00:10<00:21, 5.23it/s]
120/499 4.32G 0.01046 0.00937 0.003583 54 640: 35%|###4 | 58/168 [00:11<00:21, 5.23it/s]
120/499 4.32G 0.01046 0.00937 0.003583 54 640: 35%|###5 | 59/168 [00:11<00:20, 5.32it/s]
120/499 4.32G 0.01043 0.009331 0.003574 59 640: 35%|###5 | 59/168 [00:11<00:20, 5.32it/s]
120/499 4.32G 0.01043 0.009331 0.003574 59 640: 36%|###5 | 60/168 [00:11<00:20, 5.39it/s]
120/499 4.32G 0.01043 0.00931 0.00363 67 640: 36%|###5 | 60/168 [00:11<00:20, 5.39it/s]
120/499 4.32G 0.01043 0.00931 0.00363 67 640: 36%|###6 | 61/168 [00:11<00:20, 5.25it/s]
120/499 4.32G 0.01043 0.009281 0.003691 60 640: 36%|###6 | 61/168 [00:11<00:20, 5.25it/s]
120/499 4.32G 0.01043 0.009281 0.003691 60 640: 37%|###6 | 62/168 [00:11<00:19, 5.32it/s]
120/499 4.32G 0.01045 0.009307 0.003653 71 640: 37%|###6 | 62/168 [00:11<00:19, 5.32it/s]
120/499 4.32G 0.01045 0.009307 0.003653 71 640: 38%|###7 | 63/168 [00:11<00:19, 5.33it/s]
120/499 4.32G 0.01044 0.009275 0.00368 62 640: 38%|###7 | 63/168 [00:12<00:19, 5.33it/s]
120/499 4.32G 0.01044 0.009275 0.00368 62 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
120/499 4.32G 0.01043 0.009252 0.003691 53 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
120/499 4.32G 0.01043 0.009252 0.003691 53 640: 39%|###8 | 65/168 [00:12<00:19, 5.31it/s]
120/499 4.32G 0.0104 0.009253 0.003691 74 640: 39%|###8 | 65/168 [00:12<00:19, 5.31it/s]
120/499 4.32G 0.0104 0.009253 0.003691 74 640: 39%|###9 | 66/168 [00:12<00:18, 5.38it/s]
120/499 4.32G 0.01042 0.009279 0.003672 77 640: 39%|###9 | 66/168 [00:12<00:18, 5.38it/s]
120/499 4.32G 0.01042 0.009279 0.003672 77 640: 40%|###9 | 67/168 [00:12<00:19, 5.20it/s]
120/499 4.32G 0.0104 0.009285 0.003665 66 640: 40%|###9 | 67/168 [00:12<00:19, 5.20it/s]
120/499 4.32G 0.0104 0.009285 0.003665 66 640: 40%|#### | 68/168 [00:12<00:18, 5.30it/s]
120/499 4.32G 0.01042 0.009285 0.003686 71 640: 40%|#### | 68/168 [00:13<00:18, 5.30it/s]
120/499 4.32G 0.01042 0.009285 0.003686 71 640: 41%|####1 | 69/168 [00:13<00:18, 5.38it/s]
120/499 4.32G 0.01042 0.009293 0.003663 64 640: 41%|####1 | 69/168 [00:13<00:18, 5.38it/s]
120/499 4.32G 0.01042 0.009293 0.003663 64 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s]
120/499 4.32G 0.01046 0.0093 0.003666 54 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s]
120/499 4.32G 0.01046 0.0093 0.003666 54 640: 42%|####2 | 71/168 [00:13<00:18, 5.31it/s]
120/499 4.32G 0.01045 0.009277 0.003701 76 640: 42%|####2 | 71/168 [00:13<00:18, 5.31it/s]
120/499 4.32G 0.01045 0.009277 0.003701 76 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s]
120/499 4.32G 0.01045 0.009248 0.003757 58 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s]
120/499 4.32G 0.01045 0.009248 0.003757 58 640: 43%|####3 | 73/168 [00:13<00:18, 5.22it/s]
120/499 4.32G 0.01046 0.00922 0.003828 68 640: 43%|####3 | 73/168 [00:13<00:18, 5.22it/s]
120/499 4.32G 0.01046 0.00922 0.003828 68 640: 44%|####4 | 74/168 [00:13<00:17, 5.32it/s]
120/499 4.32G 0.01047 0.009219 0.003799 64 640: 44%|####4 | 74/168 [00:14<00:17, 5.32it/s]
120/499 4.32G 0.01047 0.009219 0.003799 64 640: 45%|####4 | 75/168 [00:14<00:17, 5.38it/s]
120/499 4.32G 0.01049 0.009234 0.003796 66 640: 45%|####4 | 75/168 [00:14<00:17, 5.38it/s]
120/499 4.32G 0.01049 0.009234 0.003796 66 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s]
120/499 4.32G 0.01048 0.009217 0.003767 58 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s]
120/499 4.32G 0.01048 0.009217 0.003767 58 640: 46%|####5 | 77/168 [00:14<00:17, 5.32it/s]
120/499 4.32G 0.01047 0.009216 0.003741 73 640: 46%|####5 | 77/168 [00:14<00:17, 5.32it/s]
120/499 4.32G 0.01047 0.009216 0.003741 73 640: 46%|####6 | 78/168 [00:14<00:16, 5.38it/s]
120/499 4.32G 0.01048 0.009222 0.003772 68 640: 46%|####6 | 78/168 [00:14<00:16, 5.38it/s]
120/499 4.32G 0.01048 0.009222 0.003772 68 640: 47%|####7 | 79/168 [00:14<00:17, 5.23it/s]
120/499 4.32G 0.0105 0.009244 0.00379 73 640: 47%|####7 | 79/168 [00:15<00:17, 5.23it/s]
120/499 4.32G 0.0105 0.009244 0.00379 73 640: 48%|####7 | 80/168 [00:15<00:16, 5.33it/s]
120/499 4.32G 0.01051 0.009261 0.003793 77 640: 48%|####7 | 80/168 [00:15<00:16, 5.33it/s]
120/499 4.32G 0.01051 0.009261 0.003793 77 640: 48%|####8 | 81/168 [00:15<00:16, 5.39it/s]
120/499 4.32G 0.01053 0.009258 0.00382 57 640: 48%|####8 | 81/168 [00:15<00:16, 5.39it/s]
120/499 4.32G 0.01053 0.009258 0.00382 57 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s]
120/499 4.32G 0.01054 0.009258 0.003856 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s]
120/499 4.32G 0.01054 0.009258 0.003856 71 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s]
120/499 4.32G 0.01054 0.009253 0.003843 64 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s]
120/499 4.32G 0.01054 0.009253 0.003843 64 640: 50%|##### | 84/168 [00:15<00:15, 5.35it/s]
120/499 4.32G 0.01054 0.009258 0.003859 69 640: 50%|##### | 84/168 [00:16<00:15, 5.35it/s]
120/499 4.32G 0.01054 0.009258 0.003859 69 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
120/499 4.32G 0.01054 0.009237 0.003864 56 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
120/499 4.32G 0.01054 0.009237 0.003864 56 640: 51%|#####1 | 86/168 [00:16<00:15, 5.24it/s]
120/499 4.32G 0.01054 0.009251 0.003856 71 640: 51%|#####1 | 86/168 [00:16<00:15, 5.24it/s]
120/499 4.32G 0.01054 0.009251 0.003856 71 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
120/499 4.32G 0.01053 0.009266 0.003874 67 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
120/499 4.32G 0.01053 0.009266 0.003874 67 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
120/499 4.32G 0.01054 0.009253 0.003923 57 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
120/499 4.32G 0.01054 0.009253 0.003923 57 640: 53%|#####2 | 89/168 [00:16<00:14, 5.29it/s]
120/499 4.32G 0.01052 0.009254 0.003929 86 640: 53%|#####2 | 89/168 [00:17<00:14, 5.29it/s]
120/499 4.32G 0.01052 0.009254 0.003929 86 640: 54%|#####3 | 90/168 [00:17<00:14, 5.36it/s]
120/499 4.32G 0.0105 0.009256 0.003925 67 640: 54%|#####3 | 90/168 [00:17<00:14, 5.36it/s]
120/499 4.32G 0.0105 0.009256 0.003925 67 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s]
120/499 4.32G 0.0105 0.00926 0.004007 73 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s]
120/499 4.32G 0.0105 0.00926 0.004007 73 640: 55%|#####4 | 92/168 [00:17<00:14, 5.34it/s]
120/499 4.32G 0.01051 0.009296 0.004001 76 640: 55%|#####4 | 92/168 [00:17<00:14, 5.34it/s]
120/499 4.32G 0.01051 0.009296 0.004001 76 640: 55%|#####5 | 93/168 [00:17<00:13, 5.39it/s]
120/499 4.32G 0.01053 0.009296 0.003972 54 640: 55%|#####5 | 93/168 [00:17<00:13, 5.39it/s]
120/499 4.32G 0.01053 0.009296 0.003972 54 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
120/499 4.32G 0.01054 0.009321 0.003943 80 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
120/499 4.32G 0.01054 0.009321 0.003943 80 640: 57%|#####6 | 95/168 [00:17<00:13, 5.28it/s]
120/499 4.32G 0.01056 0.00932 0.00393 60 640: 57%|#####6 | 95/168 [00:18<00:13, 5.28it/s]
120/499 4.32G 0.01056 0.00932 0.00393 60 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s]
120/499 4.32G 0.01055 0.009311 0.003898 60 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s]
120/499 4.32G 0.01055 0.009311 0.003898 60 640: 58%|#####7 | 97/168 [00:18<00:13, 5.24it/s]
120/499 4.32G 0.01055 0.009309 0.003871 61 640: 58%|#####7 | 97/168 [00:18<00:13, 5.24it/s]
120/499 4.32G 0.01055 0.009309 0.003871 61 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s]
120/499 4.32G 0.01055 0.009308 0.003859 66 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s]
120/499 4.32G 0.01055 0.009308 0.003859 66 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s]
120/499 4.32G 0.01055 0.009315 0.003854 64 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s]
120/499 4.32G 0.01055 0.009315 0.003854 64 640: 60%|#####9 | 100/168 [00:18<00:13, 5.21it/s]
120/499 4.32G 0.01056 0.009318 0.003856 64 640: 60%|#####9 | 100/168 [00:19<00:13, 5.21it/s]
120/499 4.32G 0.01056 0.009318 0.003856 64 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s]
120/499 4.32G 0.01055 0.009311 0.003834 71 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s]
120/499 4.32G 0.01055 0.009311 0.003834 71 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s]
120/499 4.32G 0.01055 0.00932 0.003825 74 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s]
120/499 4.32G 0.01055 0.00932 0.003825 74 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s]
120/499 4.32G 0.01054 0.009294 0.003824 44 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s]
120/499 4.32G 0.01054 0.009294 0.003824 44 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s]
120/499 4.32G 0.01053 0.009279 0.003815 65 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s]
120/499 4.32G 0.01053 0.009279 0.003815 65 640: 62%|######2 | 105/168 [00:19<00:11, 5.36it/s]
120/499 4.32G 0.01056 0.009333 0.003828 97 640: 62%|######2 | 105/168 [00:20<00:11, 5.36it/s]
120/499 4.32G 0.01056 0.009333 0.003828 97 640: 63%|######3 | 106/168 [00:20<00:11, 5.25it/s]
120/499 4.32G 0.01055 0.009354 0.003809 77 640: 63%|######3 | 106/168 [00:20<00:11, 5.25it/s]
120/499 4.32G 0.01055 0.009354 0.003809 77 640: 64%|######3 | 107/168 [00:20<00:11, 5.32it/s]
120/499 4.32G 0.01057 0.009349 0.003793 57 640: 64%|######3 | 107/168 [00:20<00:11, 5.32it/s]
120/499 4.32G 0.01057 0.009349 0.003793 57 640: 64%|######4 | 108/168 [00:20<00:11, 5.39it/s]
120/499 4.32G 0.01058 0.009355 0.003794 70 640: 64%|######4 | 108/168 [00:20<00:11, 5.39it/s]
120/499 4.32G 0.01058 0.009355 0.003794 70 640: 65%|######4 | 109/168 [00:20<00:11, 5.26it/s]
120/499 4.32G 0.01059 0.009367 0.003793 77 640: 65%|######4 | 109/168 [00:20<00:11, 5.26it/s]
120/499 4.32G 0.01059 0.009367 0.003793 77 640: 65%|######5 | 110/168 [00:20<00:10, 5.36it/s]
120/499 4.32G 0.01059 0.00937 0.003776 69 640: 65%|######5 | 110/168 [00:20<00:10, 5.36it/s]
120/499 4.32G 0.01059 0.00937 0.003776 69 640: 66%|######6 | 111/168 [00:20<00:10, 5.41it/s]
120/499 4.32G 0.01061 0.009364 0.003769 61 640: 66%|######6 | 111/168 [00:21<00:10, 5.41it/s]
120/499 4.32G 0.01061 0.009364 0.003769 61 640: 67%|######6 | 112/168 [00:21<00:10, 5.27it/s]
120/499 4.32G 0.01061 0.009356 0.003764 60 640: 67%|######6 | 112/168 [00:21<00:10, 5.27it/s]
120/499 4.32G 0.01061 0.009356 0.003764 60 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s]
120/499 4.32G 0.01061 0.009337 0.00376 54 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s]
120/499 4.32G 0.01061 0.009337 0.00376 54 640: 68%|######7 | 114/168 [00:21<00:10, 5.39it/s]
120/499 4.32G 0.0106 0.009323 0.00376 63 640: 68%|######7 | 114/168 [00:21<00:10, 5.39it/s]
120/499 4.32G 0.0106 0.009323 0.00376 63 640: 68%|######8 | 115/168 [00:21<00:10, 5.25it/s]
120/499 4.32G 0.01063 0.009338 0.003744 77 640: 68%|######8 | 115/168 [00:21<00:10, 5.25it/s]
120/499 4.32G 0.01063 0.009338 0.003744 77 640: 69%|######9 | 116/168 [00:21<00:09, 5.30it/s]
120/499 4.32G 0.01064 0.009338 0.003739 79 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s]
120/499 4.32G 0.01064 0.009338 0.003739 79 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
120/499 4.32G 0.01064 0.009346 0.003721 65 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
120/499 4.32G 0.01064 0.009346 0.003721 65 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s]
120/499 4.32G 0.01063 0.009326 0.00373 55 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s]
120/499 4.32G 0.01063 0.009326 0.00373 55 640: 71%|####### | 119/168 [00:22<00:09, 5.32it/s]
120/499 4.32G 0.01063 0.009319 0.003733 61 640: 71%|####### | 119/168 [00:22<00:09, 5.32it/s]
120/499 4.32G 0.01063 0.009319 0.003733 61 640: 71%|#######1 | 120/168 [00:22<00:09, 5.27it/s]
120/499 4.32G 0.01063 0.009337 0.003729 78 640: 71%|#######1 | 120/168 [00:22<00:09, 5.27it/s]
120/499 4.32G 0.01063 0.009337 0.003729 78 640: 72%|#######2 | 121/168 [00:22<00:09, 5.13it/s]
120/499 4.32G 0.01064 0.009351 0.003732 76 640: 72%|#######2 | 121/168 [00:23<00:09, 5.13it/s]
120/499 4.32G 0.01064 0.009351 0.003732 76 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
120/499 4.32G 0.01064 0.009333 0.003734 60 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
120/499 4.32G 0.01064 0.009333 0.003734 60 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s]
120/499 4.32G 0.01065 0.009341 0.003727 75 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s]
120/499 4.32G 0.01065 0.009341 0.003727 75 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
120/499 4.32G 0.01065 0.009346 0.003722 72 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
120/499 4.32G 0.01065 0.009346 0.003722 72 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
120/499 4.32G 0.01065 0.009347 0.003729 60 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
120/499 4.32G 0.01065 0.009347 0.003729 60 640: 75%|#######5 | 126/168 [00:23<00:07, 5.37it/s]
120/499 4.32G 0.01066 0.009357 0.00371 67 640: 75%|#######5 | 126/168 [00:24<00:07, 5.37it/s]
120/499 4.32G 0.01066 0.009357 0.00371 67 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s]
120/499 4.32G 0.01067 0.009358 0.003695 53 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s]
120/499 4.32G 0.01067 0.009358 0.003695 53 640: 76%|#######6 | 128/168 [00:24<00:07, 5.31it/s]
120/499 4.32G 0.01067 0.009355 0.003722 80 640: 76%|#######6 | 128/168 [00:24<00:07, 5.31it/s]
120/499 4.32G 0.01067 0.009355 0.003722 80 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s]
120/499 4.32G 0.01069 0.00936 0.003718 70 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s]
120/499 4.32G 0.01069 0.00936 0.003718 70 640: 77%|#######7 | 130/168 [00:24<00:07, 5.19it/s]
120/499 4.32G 0.01067 0.009359 0.003734 75 640: 77%|#######7 | 130/168 [00:24<00:07, 5.19it/s]
120/499 4.32G 0.01067 0.009359 0.003734 75 640: 78%|#######7 | 131/168 [00:24<00:06, 5.29it/s]
120/499 4.32G 0.01067 0.00936 0.003758 73 640: 78%|#######7 | 131/168 [00:24<00:06, 5.29it/s]
120/499 4.32G 0.01067 0.00936 0.003758 73 640: 79%|#######8 | 132/168 [00:24<00:06, 5.32it/s]
120/499 4.32G 0.01066 0.009357 0.00374 68 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s]
120/499 4.32G 0.01066 0.009357 0.00374 68 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s]
120/499 4.32G 0.01067 0.009348 0.003723 58 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s]
120/499 4.32G 0.01067 0.009348 0.003723 58 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s]
120/499 4.32G 0.01067 0.009364 0.003712 76 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s]
120/499 4.32G 0.01067 0.009364 0.003712 76 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s]
120/499 4.32G 0.01066 0.009376 0.003705 83 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s]
120/499 4.32G 0.01066 0.009376 0.003705 83 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s]
120/499 4.32G 0.01066 0.009366 0.003687 58 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s]
120/499 4.32G 0.01066 0.009366 0.003687 58 640: 82%|########1 | 137/168 [00:25<00:05, 5.28it/s]
120/499 4.32G 0.01066 0.009378 0.003687 84 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s]
120/499 4.32G 0.01066 0.009378 0.003687 84 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s]
120/499 4.32G 0.01067 0.009401 0.003696 83 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s]
120/499 4.32G 0.01067 0.009401 0.003696 83 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
120/499 4.32G 0.01065 0.009397 0.003702 65 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
120/499 4.32G 0.01065 0.009397 0.003702 65 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s]
120/499 4.32G 0.01067 0.009397 0.003716 67 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s]
120/499 4.32G 0.01067 0.009397 0.003716 67 640: 84%|########3 | 141/168 [00:26<00:05, 5.37it/s]
120/499 4.32G 0.01065 0.009402 0.00372 87 640: 84%|########3 | 141/168 [00:26<00:05, 5.37it/s]
120/499 4.32G 0.01065 0.009402 0.00372 87 640: 85%|########4 | 142/168 [00:26<00:05, 5.17it/s]
120/499 4.32G 0.01066 0.009405 0.003713 67 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s]
120/499 4.32G 0.01066 0.009405 0.003713 67 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s]
120/499 4.32G 0.01064 0.009395 0.003699 71 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s]
120/499 4.32G 0.01064 0.009395 0.003699 71 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s]
120/499 4.32G 0.01063 0.009391 0.003688 58 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s]
120/499 4.32G 0.01063 0.009391 0.003688 58 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s]
120/499 4.32G 0.01061 0.009381 0.003711 68 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s]
120/499 4.32G 0.01061 0.009381 0.003711 68 640: 87%|########6 | 146/168 [00:27<00:04, 5.33it/s]
120/499 4.32G 0.01061 0.009387 0.003707 70 640: 87%|########6 | 146/168 [00:27<00:04, 5.33it/s]
120/499 4.32G 0.01061 0.009387 0.003707 70 640: 88%|########7 | 147/168 [00:27<00:03, 5.39it/s]
120/499 4.32G 0.01061 0.009394 0.003707 71 640: 88%|########7 | 147/168 [00:27<00:03, 5.39it/s]
120/499 4.32G 0.01061 0.009394 0.003707 71 640: 88%|########8 | 148/168 [00:27<00:03, 5.20it/s]
120/499 4.32G 0.01059 0.009383 0.003738 72 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s]
120/499 4.32G 0.01059 0.009383 0.003738 72 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s]
120/499 4.32G 0.01058 0.009378 0.003739 66 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s]
120/499 4.32G 0.01058 0.009378 0.003739 66 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s]
120/499 4.32G 0.01057 0.009378 0.003748 71 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s]
120/499 4.32G 0.01057 0.009378 0.003748 71 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
120/499 4.32G 0.01059 0.009364 0.003728 55 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
120/499 4.32G 0.01059 0.009364 0.003728 55 640: 90%|######### | 152/168 [00:28<00:03, 5.33it/s]
120/499 4.32G 0.01059 0.009379 0.003713 65 640: 90%|######### | 152/168 [00:28<00:03, 5.33it/s]
120/499 4.32G 0.01059 0.009379 0.003713 65 640: 91%|#########1| 153/168 [00:28<00:02, 5.40it/s]
120/499 4.32G 0.01059 0.009379 0.00371 65 640: 91%|#########1| 153/168 [00:29<00:02, 5.40it/s]
120/499 4.32G 0.01059 0.009379 0.00371 65 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s]
120/499 4.32G 0.01058 0.009376 0.003717 75 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s]
120/499 4.32G 0.01058 0.009376 0.003717 75 640: 92%|#########2| 155/168 [00:29<00:02, 5.32it/s]
120/499 4.32G 0.01058 0.009374 0.003721 71 640: 92%|#########2| 155/168 [00:29<00:02, 5.32it/s]
120/499 4.32G 0.01058 0.009374 0.003721 71 640: 93%|#########2| 156/168 [00:29<00:02, 5.39it/s]
120/499 4.32G 0.01058 0.009364 0.00374 60 640: 93%|#########2| 156/168 [00:29<00:02, 5.39it/s]
120/499 4.32G 0.01058 0.009364 0.00374 60 640: 93%|#########3| 157/168 [00:29<00:02, 5.24it/s]
120/499 4.32G 0.01057 0.00935 0.003739 60 640: 93%|#########3| 157/168 [00:29<00:02, 5.24it/s]
120/499 4.32G 0.01057 0.00935 0.003739 60 640: 94%|#########4| 158/168 [00:29<00:01, 5.31it/s]
120/499 4.32G 0.01056 0.009373 0.003742 89 640: 94%|#########4| 158/168 [00:30<00:01, 5.31it/s]
120/499 4.32G 0.01056 0.009373 0.003742 89 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s]
120/499 4.32G 0.01057 0.009365 0.003745 66 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s]
120/499 4.32G 0.01057 0.009365 0.003745 66 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s]
120/499 4.32G 0.01057 0.009362 0.003739 59 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s]
120/499 4.32G 0.01057 0.009362 0.003739 59 640: 96%|#########5| 161/168 [00:30<00:01, 5.31it/s]
120/499 4.32G 0.01057 0.009363 0.003755 64 640: 96%|#########5| 161/168 [00:30<00:01, 5.31it/s]
120/499 4.32G 0.01057 0.009363 0.003755 64 640: 96%|#########6| 162/168 [00:30<00:01, 5.33it/s]
120/499 4.32G 0.01058 0.009366 0.003762 66 640: 96%|#########6| 162/168 [00:30<00:01, 5.33it/s]
120/499 4.32G 0.01058 0.009366 0.003762 66 640: 97%|#########7| 163/168 [00:30<00:00, 5.21it/s]
120/499 4.32G 0.01058 0.009363 0.003754 73 640: 97%|#########7| 163/168 [00:31<00:00, 5.21it/s]
120/499 4.32G 0.01058 0.009363 0.003754 73 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s]
120/499 4.32G 0.01058 0.009358 0.003747 63 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s]
120/499 4.32G 0.01058 0.009358 0.003747 63 640: 98%|#########8| 165/168 [00:31<00:00, 5.37it/s]
120/499 4.32G 0.01058 0.009347 0.003744 60 640: 98%|#########8| 165/168 [00:31<00:00, 5.37it/s]
120/499 4.32G 0.01058 0.009347 0.003744 60 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s]
120/499 4.32G 0.01059 0.009353 0.003751 75 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s]
120/499 4.32G 0.01059 0.009353 0.003751 75 640: 99%|#########9| 167/168 [00:31<00:00, 5.25it/s]
120/499 4.32G 0.01057 0.009346 0.003734 27 640: 99%|#########9| 167/168 [00:31<00:00, 5.25it/s]
120/499 4.32G 0.01057 0.009346 0.003734 27 640: 100%|##########| 168/168 [00:31<00:00, 5.43it/s]
120/499 4.32G 0.01057 0.009346 0.003734 27 640: 100%|##########| 168/168 [00:31<00:00, 5.29it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.74it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.88it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.88it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.45it/s]
all 132 263 0.852 0.852 0.881 0.766
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
121/499 4.32G 0.009999 0.008989 0.004569 69 640: 0%| | 0/168 [00:00<?, ?it/s]
121/499 4.32G 0.009999 0.008989 0.004569 69 640: 1%| | 1/168 [00:00<00:34, 4.85it/s]
121/499 4.32G 0.009379 0.008382 0.00509 75 640: 1%| | 1/168 [00:00<00:34, 4.85it/s]
121/499 4.32G 0.009379 0.008382 0.00509 75 640: 1%|1 | 2/168 [00:00<00:32, 5.06it/s]
121/499 4.32G 0.00929 0.008464 0.004549 62 640: 1%|1 | 2/168 [00:00<00:32, 5.06it/s]
121/499 4.32G 0.00929 0.008464 0.004549 62 640: 2%|1 | 3/168 [00:00<00:31, 5.25it/s]
121/499 4.32G 0.009931 0.008809 0.004263 74 640: 2%|1 | 3/168 [00:00<00:31, 5.25it/s]
121/499 4.32G 0.009931 0.008809 0.004263 74 640: 2%|2 | 4/168 [00:00<00:32, 5.07it/s]
121/499 4.32G 0.009989 0.009175 0.003939 76 640: 2%|2 | 4/168 [00:00<00:32, 5.07it/s]
121/499 4.32G 0.009989 0.009175 0.003939 76 640: 3%|2 | 5/168 [00:00<00:31, 5.24it/s]
121/499 4.32G 0.01023 0.008973 0.003774 46 640: 3%|2 | 5/168 [00:01<00:31, 5.24it/s]
121/499 4.32G 0.01023 0.008973 0.003774 46 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s]
121/499 4.32G 0.0103 0.009074 0.003554 63 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s]
121/499 4.32G 0.0103 0.009074 0.003554 63 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s]
121/499 4.32G 0.01032 0.00933 0.00332 87 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s]
121/499 4.32G 0.01032 0.00933 0.00332 87 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s]
121/499 4.32G 0.01053 0.009205 0.003568 58 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s]
121/499 4.32G 0.01053 0.009205 0.003568 58 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s]
121/499 4.32G 0.01035 0.009004 0.003451 73 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s]
121/499 4.32G 0.01035 0.009004 0.003451 73 640: 6%|5 | 10/168 [00:01<00:30, 5.17it/s]
121/499 4.32G 0.01031 0.009049 0.003361 73 640: 6%|5 | 10/168 [00:02<00:30, 5.17it/s]
121/499 4.32G 0.01031 0.009049 0.003361 73 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s]
121/499 4.32G 0.01038 0.008982 0.00343 64 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s]
121/499 4.32G 0.01038 0.008982 0.00343 64 640: 7%|7 | 12/168 [00:02<00:29, 5.37it/s]
121/499 4.32G 0.01046 0.00919 0.003258 81 640: 7%|7 | 12/168 [00:02<00:29, 5.37it/s]
121/499 4.32G 0.01046 0.00919 0.003258 81 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s]
121/499 4.32G 0.01043 0.009118 0.00324 65 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s]
121/499 4.32G 0.01043 0.009118 0.00324 65 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s]
121/499 4.32G 0.01056 0.009505 0.003251 86 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s]
121/499 4.32G 0.01056 0.009505 0.003251 86 640: 9%|8 | 15/168 [00:02<00:28, 5.32it/s]
121/499 4.32G 0.0105 0.009416 0.00319 70 640: 9%|8 | 15/168 [00:03<00:28, 5.32it/s]
121/499 4.32G 0.0105 0.009416 0.00319 70 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s]
121/499 4.32G 0.01049 0.009544 0.003158 83 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s]
121/499 4.32G 0.01049 0.009544 0.003158 83 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s]
121/499 4.32G 0.0105 0.009409 0.003329 60 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s]
121/499 4.32G 0.0105 0.009409 0.003329 60 640: 11%|# | 18/168 [00:03<00:27, 5.39it/s]
121/499 4.32G 0.01052 0.009517 0.003257 90 640: 11%|# | 18/168 [00:03<00:27, 5.39it/s]
121/499 4.32G 0.01052 0.009517 0.003257 90 640: 11%|#1 | 19/168 [00:03<00:28, 5.25it/s]
121/499 4.32G 0.01057 0.009603 0.003251 79 640: 11%|#1 | 19/168 [00:03<00:28, 5.25it/s]
121/499 4.32G 0.01057 0.009603 0.003251 79 640: 12%|#1 | 20/168 [00:03<00:27, 5.32it/s]
121/499 4.32G 0.01051 0.00954 0.003431 65 640: 12%|#1 | 20/168 [00:03<00:27, 5.32it/s]
121/499 4.32G 0.01051 0.00954 0.003431 65 640: 12%|#2 | 21/168 [00:03<00:27, 5.38it/s]
121/499 4.32G 0.01053 0.00955 0.003332 66 640: 12%|#2 | 21/168 [00:04<00:27, 5.38it/s]
121/499 4.32G 0.01053 0.00955 0.003332 66 640: 13%|#3 | 22/168 [00:04<00:27, 5.24it/s]
121/499 4.32G 0.01044 0.009477 0.003307 66 640: 13%|#3 | 22/168 [00:04<00:27, 5.24it/s]
121/499 4.32G 0.01044 0.009477 0.003307 66 640: 14%|#3 | 23/168 [00:04<00:27, 5.33it/s]
121/499 4.32G 0.01045 0.009425 0.003457 58 640: 14%|#3 | 23/168 [00:04<00:27, 5.33it/s]
121/499 4.32G 0.01045 0.009425 0.003457 58 640: 14%|#4 | 24/168 [00:04<00:26, 5.40it/s]
121/499 4.32G 0.01037 0.009394 0.003406 71 640: 14%|#4 | 24/168 [00:04<00:26, 5.40it/s]
121/499 4.32G 0.01037 0.009394 0.003406 71 640: 15%|#4 | 25/168 [00:04<00:27, 5.26it/s]
121/499 4.32G 0.01034 0.00939 0.003429 69 640: 15%|#4 | 25/168 [00:04<00:27, 5.26it/s]
121/499 4.32G 0.01034 0.00939 0.003429 69 640: 15%|#5 | 26/168 [00:04<00:26, 5.34it/s]
121/499 4.32G 0.0103 0.009364 0.003376 60 640: 15%|#5 | 26/168 [00:05<00:26, 5.34it/s]
121/499 4.32G 0.0103 0.009364 0.003376 60 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s]
121/499 4.32G 0.01028 0.009413 0.003336 78 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s]
121/499 4.32G 0.01028 0.009413 0.003336 78 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s]
121/499 4.32G 0.01029 0.009434 0.003288 79 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s]
121/499 4.32G 0.01029 0.009434 0.003288 79 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s]
121/499 4.32G 0.01036 0.009439 0.003228 68 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s]
121/499 4.32G 0.01036 0.009439 0.003228 68 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s]
121/499 4.32G 0.01032 0.009491 0.003268 91 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s]
121/499 4.32G 0.01032 0.009491 0.003268 91 640: 18%|#8 | 31/168 [00:05<00:26, 5.24it/s]
121/499 4.32G 0.01033 0.009542 0.003363 71 640: 18%|#8 | 31/168 [00:06<00:26, 5.24it/s]
121/499 4.32G 0.01033 0.009542 0.003363 71 640: 19%|#9 | 32/168 [00:06<00:25, 5.32it/s]
121/499 4.32G 0.01032 0.009476 0.003351 67 640: 19%|#9 | 32/168 [00:06<00:25, 5.32it/s]
121/499 4.32G 0.01032 0.009476 0.003351 67 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s]
121/499 4.32G 0.01031 0.009473 0.003329 69 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s]
121/499 4.32G 0.01031 0.009473 0.003329 69 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
121/499 4.32G 0.01031 0.009503 0.0034 71 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
121/499 4.32G 0.01031 0.009503 0.0034 71 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s]
121/499 4.32G 0.01031 0.009468 0.003402 71 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s]
121/499 4.32G 0.01031 0.009468 0.003402 71 640: 21%|##1 | 36/168 [00:06<00:24, 5.37it/s]
121/499 4.32G 0.01032 0.009486 0.003482 67 640: 21%|##1 | 36/168 [00:07<00:24, 5.37it/s]
121/499 4.32G 0.01032 0.009486 0.003482 67 640: 22%|##2 | 37/168 [00:07<00:25, 5.23it/s]
121/499 4.32G 0.01037 0.00956 0.003529 75 640: 22%|##2 | 37/168 [00:07<00:25, 5.23it/s]
121/499 4.32G 0.01037 0.00956 0.003529 75 640: 23%|##2 | 38/168 [00:07<00:24, 5.32it/s]
121/499 4.32G 0.01048 0.009547 0.003469 62 640: 23%|##2 | 38/168 [00:07<00:24, 5.32it/s]
121/499 4.32G 0.01048 0.009547 0.003469 62 640: 23%|##3 | 39/168 [00:07<00:23, 5.39it/s]
121/499 4.32G 0.01047 0.009591 0.003442 81 640: 23%|##3 | 39/168 [00:07<00:23, 5.39it/s]
121/499 4.32G 0.01047 0.009591 0.003442 81 640: 24%|##3 | 40/168 [00:07<00:24, 5.26it/s]
121/499 4.32G 0.01046 0.009557 0.003414 67 640: 24%|##3 | 40/168 [00:07<00:24, 5.26it/s]
121/499 4.32G 0.01046 0.009557 0.003414 67 640: 24%|##4 | 41/168 [00:07<00:23, 5.34it/s]
121/499 4.32G 0.01043 0.009494 0.003404 57 640: 24%|##4 | 41/168 [00:07<00:23, 5.34it/s]
121/499 4.32G 0.01043 0.009494 0.003404 57 640: 25%|##5 | 42/168 [00:07<00:23, 5.40it/s]
121/499 4.32G 0.0105 0.009552 0.00338 66 640: 25%|##5 | 42/168 [00:08<00:23, 5.40it/s]
121/499 4.32G 0.0105 0.009552 0.00338 66 640: 26%|##5 | 43/168 [00:08<00:23, 5.25it/s]
121/499 4.32G 0.01051 0.00958 0.003427 75 640: 26%|##5 | 43/168 [00:08<00:23, 5.25it/s]
121/499 4.32G 0.01051 0.00958 0.003427 75 640: 26%|##6 | 44/168 [00:08<00:23, 5.35it/s]
121/499 4.32G 0.01056 0.009579 0.003446 61 640: 26%|##6 | 44/168 [00:08<00:23, 5.35it/s]
121/499 4.32G 0.01056 0.009579 0.003446 61 640: 27%|##6 | 45/168 [00:08<00:22, 5.41it/s]
121/499 4.32G 0.01056 0.009534 0.003418 53 640: 27%|##6 | 45/168 [00:08<00:22, 5.41it/s]
121/499 4.32G 0.01056 0.009534 0.003418 53 640: 27%|##7 | 46/168 [00:08<00:23, 5.23it/s]
121/499 4.32G 0.01058 0.009593 0.003437 75 640: 27%|##7 | 46/168 [00:08<00:23, 5.23it/s]
121/499 4.32G 0.01058 0.009593 0.003437 75 640: 28%|##7 | 47/168 [00:08<00:23, 5.26it/s]
121/499 4.32G 0.01056 0.009578 0.003419 64 640: 28%|##7 | 47/168 [00:09<00:23, 5.26it/s]
121/499 4.32G 0.01056 0.009578 0.003419 64 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s]
121/499 4.32G 0.01055 0.009573 0.003404 87 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s]
121/499 4.32G 0.01055 0.009573 0.003404 87 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s]
121/499 4.32G 0.01056 0.009541 0.003399 62 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s]
121/499 4.32G 0.01056 0.009541 0.003399 62 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
121/499 4.32G 0.01054 0.009524 0.003389 67 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
121/499 4.32G 0.01054 0.009524 0.003389 67 640: 30%|### | 51/168 [00:09<00:21, 5.37it/s]
121/499 4.32G 0.01055 0.009531 0.003448 78 640: 30%|### | 51/168 [00:09<00:21, 5.37it/s]
121/499 4.32G 0.01055 0.009531 0.003448 78 640: 31%|### | 52/168 [00:09<00:22, 5.24it/s]
121/499 4.32G 0.01054 0.009517 0.00354 76 640: 31%|### | 52/168 [00:10<00:22, 5.24it/s]
121/499 4.32G 0.01054 0.009517 0.00354 76 640: 32%|###1 | 53/168 [00:10<00:21, 5.32it/s]
121/499 4.32G 0.01052 0.009504 0.003517 70 640: 32%|###1 | 53/168 [00:10<00:21, 5.32it/s]
121/499 4.32G 0.01052 0.009504 0.003517 70 640: 32%|###2 | 54/168 [00:10<00:21, 5.37it/s]
121/499 4.32G 0.01054 0.009532 0.003492 71 640: 32%|###2 | 54/168 [00:10<00:21, 5.37it/s]
121/499 4.32G 0.01054 0.009532 0.003492 71 640: 33%|###2 | 55/168 [00:10<00:21, 5.22it/s]
121/499 4.32G 0.01052 0.009507 0.003481 65 640: 33%|###2 | 55/168 [00:10<00:21, 5.22it/s]
121/499 4.32G 0.01052 0.009507 0.003481 65 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s]
121/499 4.32G 0.0105 0.009502 0.003501 71 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s]
121/499 4.32G 0.0105 0.009502 0.003501 71 640: 34%|###3 | 57/168 [00:10<00:20, 5.34it/s]
121/499 4.32G 0.01047 0.009461 0.003566 65 640: 34%|###3 | 57/168 [00:10<00:20, 5.34it/s]
121/499 4.32G 0.01047 0.009461 0.003566 65 640: 35%|###4 | 58/168 [00:10<00:21, 5.21it/s]
121/499 4.32G 0.01048 0.009443 0.003566 60 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s]
121/499 4.32G 0.01048 0.009443 0.003566 60 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
121/499 4.32G 0.01048 0.00943 0.003585 64 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
121/499 4.32G 0.01048 0.00943 0.003585 64 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s]
121/499 4.32G 0.01051 0.00942 0.003558 64 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s]
121/499 4.32G 0.01051 0.00942 0.003558 64 640: 36%|###6 | 61/168 [00:11<00:20, 5.23it/s]
121/499 4.32G 0.01052 0.009465 0.00356 75 640: 36%|###6 | 61/168 [00:11<00:20, 5.23it/s]
121/499 4.32G 0.01052 0.009465 0.00356 75 640: 37%|###6 | 62/168 [00:11<00:19, 5.33it/s]
121/499 4.32G 0.01051 0.009448 0.003527 55 640: 37%|###6 | 62/168 [00:11<00:19, 5.33it/s]
121/499 4.32G 0.01051 0.009448 0.003527 55 640: 38%|###7 | 63/168 [00:11<00:19, 5.40it/s]
121/499 4.32G 0.01055 0.009447 0.003526 65 640: 38%|###7 | 63/168 [00:12<00:19, 5.40it/s]
121/499 4.32G 0.01055 0.009447 0.003526 65 640: 38%|###8 | 64/168 [00:12<00:19, 5.25it/s]
121/499 4.32G 0.01053 0.00945 0.003536 70 640: 38%|###8 | 64/168 [00:12<00:19, 5.25it/s]
121/499 4.32G 0.01053 0.00945 0.003536 70 640: 39%|###8 | 65/168 [00:12<00:19, 5.34it/s]
121/499 4.32G 0.01054 0.009424 0.003497 56 640: 39%|###8 | 65/168 [00:12<00:19, 5.34it/s]
121/499 4.32G 0.01054 0.009424 0.003497 56 640: 39%|###9 | 66/168 [00:12<00:18, 5.41it/s]
121/499 4.32G 0.01053 0.009423 0.003528 72 640: 39%|###9 | 66/168 [00:12<00:18, 5.41it/s]
121/499 4.32G 0.01053 0.009423 0.003528 72 640: 40%|###9 | 67/168 [00:12<00:19, 5.26it/s]
121/499 4.32G 0.01054 0.00939 0.003612 59 640: 40%|###9 | 67/168 [00:12<00:19, 5.26it/s]
121/499 4.32G 0.01054 0.00939 0.003612 59 640: 40%|#### | 68/168 [00:12<00:18, 5.35it/s]
121/499 4.32G 0.01053 0.009378 0.003612 60 640: 40%|#### | 68/168 [00:13<00:18, 5.35it/s]
121/499 4.32G 0.01053 0.009378 0.003612 60 640: 41%|####1 | 69/168 [00:13<00:18, 5.40it/s]
121/499 4.32G 0.01051 0.009356 0.00361 58 640: 41%|####1 | 69/168 [00:13<00:18, 5.40it/s]
121/499 4.32G 0.01051 0.009356 0.00361 58 640: 42%|####1 | 70/168 [00:13<00:18, 5.24it/s]
121/499 4.32G 0.01055 0.009351 0.00365 65 640: 42%|####1 | 70/168 [00:13<00:18, 5.24it/s]
121/499 4.32G 0.01055 0.009351 0.00365 65 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s]
121/499 4.32G 0.01054 0.009359 0.003665 72 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s]
121/499 4.32G 0.01054 0.009359 0.003665 72 640: 43%|####2 | 72/168 [00:13<00:18, 5.33it/s]
121/499 4.32G 0.01054 0.009385 0.003695 82 640: 43%|####2 | 72/168 [00:13<00:18, 5.33it/s]
121/499 4.32G 0.01054 0.009385 0.003695 82 640: 43%|####3 | 73/168 [00:13<00:18, 5.19it/s]
121/499 4.32G 0.01055 0.009392 0.003687 65 640: 43%|####3 | 73/168 [00:13<00:18, 5.19it/s]
121/499 4.32G 0.01055 0.009392 0.003687 65 640: 44%|####4 | 74/168 [00:13<00:17, 5.28it/s]
121/499 4.32G 0.01055 0.009433 0.003676 87 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s]
121/499 4.32G 0.01055 0.009433 0.003676 87 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s]
121/499 4.32G 0.01055 0.009426 0.003665 66 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s]
121/499 4.32G 0.01055 0.009426 0.003665 66 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s]
121/499 4.32G 0.01055 0.009418 0.003652 64 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s]
121/499 4.32G 0.01055 0.009418 0.003652 64 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
121/499 4.32G 0.01056 0.009413 0.003635 63 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
121/499 4.32G 0.01056 0.009413 0.003635 63 640: 46%|####6 | 78/168 [00:14<00:16, 5.36it/s]
121/499 4.32G 0.01056 0.009437 0.003613 76 640: 46%|####6 | 78/168 [00:14<00:16, 5.36it/s]
121/499 4.32G 0.01056 0.009437 0.003613 76 640: 47%|####7 | 79/168 [00:14<00:17, 5.22it/s]
121/499 4.32G 0.01056 0.009437 0.003619 78 640: 47%|####7 | 79/168 [00:15<00:17, 5.22it/s]
121/499 4.32G 0.01056 0.009437 0.003619 78 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s]
121/499 4.32G 0.01055 0.009404 0.003591 48 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s]
121/499 4.32G 0.01055 0.009404 0.003591 48 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s]
121/499 4.32G 0.01056 0.009381 0.003599 52 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s]
121/499 4.32G 0.01056 0.009381 0.003599 52 640: 49%|####8 | 82/168 [00:15<00:16, 5.26it/s]
121/499 4.32G 0.01054 0.009367 0.003601 60 640: 49%|####8 | 82/168 [00:15<00:16, 5.26it/s]
121/499 4.32G 0.01054 0.009367 0.003601 60 640: 49%|####9 | 83/168 [00:15<00:15, 5.33it/s]
121/499 4.32G 0.01056 0.009372 0.00358 67 640: 49%|####9 | 83/168 [00:15<00:15, 5.33it/s]
121/499 4.32G 0.01056 0.009372 0.00358 67 640: 50%|##### | 84/168 [00:15<00:15, 5.39it/s]
121/499 4.32G 0.01056 0.009346 0.003552 63 640: 50%|##### | 84/168 [00:16<00:15, 5.39it/s]
121/499 4.32G 0.01056 0.009346 0.003552 63 640: 51%|##### | 85/168 [00:16<00:15, 5.25it/s]
121/499 4.32G 0.01056 0.009368 0.003581 72 640: 51%|##### | 85/168 [00:16<00:15, 5.25it/s]
121/499 4.32G 0.01056 0.009368 0.003581 72 640: 51%|#####1 | 86/168 [00:16<00:15, 5.33it/s]
121/499 4.32G 0.01058 0.009369 0.003581 58 640: 51%|#####1 | 86/168 [00:16<00:15, 5.33it/s]
121/499 4.32G 0.01058 0.009369 0.003581 58 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s]
121/499 4.32G 0.01057 0.00936 0.003564 78 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s]
121/499 4.32G 0.01057 0.00936 0.003564 78 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
121/499 4.32G 0.01058 0.009372 0.003553 77 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
121/499 4.32G 0.01058 0.009372 0.003553 77 640: 53%|#####2 | 89/168 [00:16<00:14, 5.30it/s]
121/499 4.32G 0.01057 0.009374 0.003536 74 640: 53%|#####2 | 89/168 [00:16<00:14, 5.30it/s]
121/499 4.32G 0.01057 0.009374 0.003536 74 640: 54%|#####3 | 90/168 [00:16<00:14, 5.35it/s]
121/499 4.32G 0.01058 0.009387 0.003546 71 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s]
121/499 4.32G 0.01058 0.009387 0.003546 71 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
121/499 4.32G 0.01059 0.009383 0.00356 63 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
121/499 4.32G 0.01059 0.009383 0.00356 63 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
121/499 4.32G 0.01057 0.009387 0.003552 79 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
121/499 4.32G 0.01057 0.009387 0.003552 79 640: 55%|#####5 | 93/168 [00:17<00:14, 5.26it/s]
121/499 4.32G 0.01056 0.009387 0.003539 69 640: 55%|#####5 | 93/168 [00:17<00:14, 5.26it/s]
121/499 4.32G 0.01056 0.009387 0.003539 69 640: 56%|#####5 | 94/168 [00:17<00:14, 5.15it/s]
121/499 4.32G 0.01056 0.009419 0.003534 87 640: 56%|#####5 | 94/168 [00:17<00:14, 5.15it/s]
121/499 4.32G 0.01056 0.009419 0.003534 87 640: 57%|#####6 | 95/168 [00:17<00:13, 5.25it/s]
121/499 4.32G 0.0106 0.0094 0.003547 52 640: 57%|#####6 | 95/168 [00:18<00:13, 5.25it/s]
121/499 4.32G 0.0106 0.0094 0.003547 52 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s]
121/499 4.32G 0.01058 0.009375 0.003538 60 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s]
121/499 4.32G 0.01058 0.009375 0.003538 60 640: 58%|#####7 | 97/168 [00:18<00:13, 5.21it/s]
121/499 4.32G 0.01056 0.009361 0.003525 71 640: 58%|#####7 | 97/168 [00:18<00:13, 5.21it/s]
121/499 4.32G 0.01056 0.009361 0.003525 71 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s]
121/499 4.32G 0.01054 0.009352 0.003519 68 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s]
121/499 4.32G 0.01054 0.009352 0.003519 68 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s]
121/499 4.32G 0.01057 0.009362 0.003505 67 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s]
121/499 4.32G 0.01057 0.009362 0.003505 67 640: 60%|#####9 | 100/168 [00:18<00:13, 5.20it/s]
121/499 4.32G 0.01057 0.009349 0.00352 71 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s]
121/499 4.32G 0.01057 0.009349 0.00352 71 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s]
121/499 4.32G 0.01056 0.009365 0.003532 81 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s]
121/499 4.32G 0.01056 0.009365 0.003532 81 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s]
121/499 4.32G 0.01057 0.00938 0.003513 65 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s]
121/499 4.32G 0.01057 0.00938 0.003513 65 640: 61%|######1 | 103/168 [00:19<00:12, 5.23it/s]
121/499 4.32G 0.01055 0.009358 0.003545 65 640: 61%|######1 | 103/168 [00:19<00:12, 5.23it/s]
121/499 4.32G 0.01055 0.009358 0.003545 65 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s]
121/499 4.32G 0.01054 0.009338 0.003539 58 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s]
121/499 4.32G 0.01054 0.009338 0.003539 58 640: 62%|######2 | 105/168 [00:19<00:11, 5.36it/s]
121/499 4.32G 0.01054 0.009347 0.003543 69 640: 62%|######2 | 105/168 [00:20<00:11, 5.36it/s]
121/499 4.32G 0.01054 0.009347 0.003543 69 640: 63%|######3 | 106/168 [00:20<00:11, 5.24it/s]
121/499 4.32G 0.01053 0.009311 0.003542 54 640: 63%|######3 | 106/168 [00:20<00:11, 5.24it/s]
121/499 4.32G 0.01053 0.009311 0.003542 54 640: 64%|######3 | 107/168 [00:20<00:11, 5.32it/s]
121/499 4.32G 0.01053 0.009311 0.003538 71 640: 64%|######3 | 107/168 [00:20<00:11, 5.32it/s]
121/499 4.32G 0.01053 0.009311 0.003538 71 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s]
121/499 4.32G 0.01053 0.009296 0.003531 57 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s]
121/499 4.32G 0.01053 0.009296 0.003531 57 640: 65%|######4 | 109/168 [00:20<00:11, 5.25it/s]
121/499 4.32G 0.0105 0.009285 0.003527 74 640: 65%|######4 | 109/168 [00:20<00:11, 5.25it/s]
121/499 4.32G 0.0105 0.009285 0.003527 74 640: 65%|######5 | 110/168 [00:20<00:10, 5.33it/s]
121/499 4.32G 0.0105 0.009271 0.003553 54 640: 65%|######5 | 110/168 [00:20<00:10, 5.33it/s]
121/499 4.32G 0.0105 0.009271 0.003553 54 640: 66%|######6 | 111/168 [00:20<00:10, 5.33it/s]
121/499 4.32G 0.0105 0.00927 0.003551 71 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s]
121/499 4.32G 0.0105 0.00927 0.003551 71 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
121/499 4.32G 0.01048 0.009252 0.003552 65 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
121/499 4.32G 0.01048 0.009252 0.003552 65 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s]
121/499 4.32G 0.01046 0.009254 0.003554 79 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s]
121/499 4.32G 0.01046 0.009254 0.003554 79 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s]
121/499 4.32G 0.01045 0.009238 0.003576 64 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s]
121/499 4.32G 0.01045 0.009238 0.003576 64 640: 68%|######8 | 115/168 [00:21<00:10, 5.23it/s]
121/499 4.32G 0.01046 0.009251 0.003574 76 640: 68%|######8 | 115/168 [00:21<00:10, 5.23it/s]
121/499 4.32G 0.01046 0.009251 0.003574 76 640: 69%|######9 | 116/168 [00:21<00:09, 5.32it/s]
121/499 4.32G 0.01046 0.009256 0.003574 78 640: 69%|######9 | 116/168 [00:22<00:09, 5.32it/s]
121/499 4.32G 0.01046 0.009256 0.003574 78 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s]
121/499 4.32G 0.01046 0.009263 0.003604 76 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s]
121/499 4.32G 0.01046 0.009263 0.003604 76 640: 70%|####### | 118/168 [00:22<00:09, 5.25it/s]
121/499 4.32G 0.01044 0.009242 0.003598 62 640: 70%|####### | 118/168 [00:22<00:09, 5.25it/s]
121/499 4.32G 0.01044 0.009242 0.003598 62 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s]
121/499 4.32G 0.01046 0.009223 0.003586 57 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s]
121/499 4.32G 0.01046 0.009223 0.003586 57 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s]
121/499 4.32G 0.01046 0.009224 0.003574 71 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s]
121/499 4.32G 0.01046 0.009224 0.003574 71 640: 72%|#######2 | 121/168 [00:22<00:09, 5.21it/s]
121/499 4.32G 0.01046 0.009197 0.003575 52 640: 72%|#######2 | 121/168 [00:23<00:09, 5.21it/s]
121/499 4.32G 0.01046 0.009197 0.003575 52 640: 73%|#######2 | 122/168 [00:23<00:08, 5.31it/s]
121/499 4.32G 0.01044 0.009177 0.003605 55 640: 73%|#######2 | 122/168 [00:23<00:08, 5.31it/s]
121/499 4.32G 0.01044 0.009177 0.003605 55 640: 73%|#######3 | 123/168 [00:23<00:08, 5.40it/s]
121/499 4.32G 0.01044 0.009175 0.003594 71 640: 73%|#######3 | 123/168 [00:23<00:08, 5.40it/s]
121/499 4.32G 0.01044 0.009175 0.003594 71 640: 74%|#######3 | 124/168 [00:23<00:08, 5.26it/s]
121/499 4.32G 0.01043 0.00917 0.003614 69 640: 74%|#######3 | 124/168 [00:23<00:08, 5.26it/s]
121/499 4.32G 0.01043 0.00917 0.003614 69 640: 74%|#######4 | 125/168 [00:23<00:08, 5.35it/s]
121/499 4.32G 0.01044 0.009196 0.003615 76 640: 74%|#######4 | 125/168 [00:23<00:08, 5.35it/s]
121/499 4.32G 0.01044 0.009196 0.003615 76 640: 75%|#######5 | 126/168 [00:23<00:07, 5.40it/s]
121/499 4.32G 0.01043 0.009197 0.003617 64 640: 75%|#######5 | 126/168 [00:23<00:07, 5.40it/s]
121/499 4.32G 0.01043 0.009197 0.003617 64 640: 76%|#######5 | 127/168 [00:23<00:07, 5.26it/s]
121/499 4.32G 0.01044 0.009205 0.003632 73 640: 76%|#######5 | 127/168 [00:24<00:07, 5.26it/s]
121/499 4.32G 0.01044 0.009205 0.003632 73 640: 76%|#######6 | 128/168 [00:24<00:07, 5.35it/s]
121/499 4.32G 0.01044 0.009213 0.00365 74 640: 76%|#######6 | 128/168 [00:24<00:07, 5.35it/s]
121/499 4.32G 0.01044 0.009213 0.00365 74 640: 77%|#######6 | 129/168 [00:24<00:07, 5.40it/s]
121/499 4.32G 0.01044 0.009196 0.00365 60 640: 77%|#######6 | 129/168 [00:24<00:07, 5.40it/s]
121/499 4.32G 0.01044 0.009196 0.00365 60 640: 77%|#######7 | 130/168 [00:24<00:07, 5.25it/s]
121/499 4.32G 0.01044 0.009213 0.0037 73 640: 77%|#######7 | 130/168 [00:24<00:07, 5.25it/s]
121/499 4.32G 0.01044 0.009213 0.0037 73 640: 78%|#######7 | 131/168 [00:24<00:06, 5.33it/s]
121/499 4.32G 0.01043 0.009227 0.003691 72 640: 78%|#######7 | 131/168 [00:24<00:06, 5.33it/s]
121/499 4.32G 0.01043 0.009227 0.003691 72 640: 79%|#######8 | 132/168 [00:24<00:06, 5.33it/s]
121/499 4.32G 0.01042 0.009221 0.00368 66 640: 79%|#######8 | 132/168 [00:25<00:06, 5.33it/s]
121/499 4.32G 0.01042 0.009221 0.00368 66 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s]
121/499 4.32G 0.01043 0.009213 0.003671 55 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s]
121/499 4.32G 0.01043 0.009213 0.003671 55 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s]
121/499 4.32G 0.01042 0.009208 0.003654 71 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s]
121/499 4.32G 0.01042 0.009208 0.003654 71 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s]
121/499 4.32G 0.01042 0.009189 0.003676 56 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s]
121/499 4.32G 0.01042 0.009189 0.003676 56 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s]
121/499 4.32G 0.01042 0.009183 0.003679 68 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s]
121/499 4.32G 0.01042 0.009183 0.003679 68 640: 82%|########1 | 137/168 [00:25<00:05, 5.33it/s]
121/499 4.32G 0.01043 0.009184 0.003672 74 640: 82%|########1 | 137/168 [00:26<00:05, 5.33it/s]
121/499 4.32G 0.01043 0.009184 0.003672 74 640: 82%|########2 | 138/168 [00:26<00:05, 5.40it/s]
121/499 4.32G 0.01042 0.009185 0.003678 71 640: 82%|########2 | 138/168 [00:26<00:05, 5.40it/s]
121/499 4.32G 0.01042 0.009185 0.003678 71 640: 83%|########2 | 139/168 [00:26<00:05, 5.26it/s]
121/499 4.32G 0.01041 0.009191 0.00367 75 640: 83%|########2 | 139/168 [00:26<00:05, 5.26it/s]
121/499 4.32G 0.01041 0.009191 0.00367 75 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s]
121/499 4.32G 0.01041 0.009182 0.003672 59 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s]
121/499 4.32G 0.01041 0.009182 0.003672 59 640: 84%|########3 | 141/168 [00:26<00:05, 5.36it/s]
121/499 4.32G 0.01042 0.009192 0.00366 72 640: 84%|########3 | 141/168 [00:26<00:05, 5.36it/s]
121/499 4.32G 0.01042 0.009192 0.00366 72 640: 85%|########4 | 142/168 [00:26<00:04, 5.22it/s]
121/499 4.32G 0.01042 0.009197 0.003668 66 640: 85%|########4 | 142/168 [00:27<00:04, 5.22it/s]
121/499 4.32G 0.01042 0.009197 0.003668 66 640: 85%|########5 | 143/168 [00:27<00:04, 5.32it/s]
121/499 4.32G 0.01042 0.009208 0.003698 79 640: 85%|########5 | 143/168 [00:27<00:04, 5.32it/s]
121/499 4.32G 0.01042 0.009208 0.003698 79 640: 86%|########5 | 144/168 [00:27<00:04, 5.39it/s]
121/499 4.32G 0.01043 0.009195 0.0037 54 640: 86%|########5 | 144/168 [00:27<00:04, 5.39it/s]
121/499 4.32G 0.01043 0.009195 0.0037 54 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s]
121/499 4.32G 0.01043 0.009193 0.003701 61 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s]
121/499 4.32G 0.01043 0.009193 0.003701 61 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s]
121/499 4.32G 0.01045 0.009199 0.003689 63 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s]
121/499 4.32G 0.01045 0.009199 0.003689 63 640: 88%|########7 | 147/168 [00:27<00:03, 5.36it/s]
121/499 4.32G 0.01045 0.009194 0.003685 58 640: 88%|########7 | 147/168 [00:27<00:03, 5.36it/s]
121/499 4.32G 0.01045 0.009194 0.003685 58 640: 88%|########8 | 148/168 [00:27<00:03, 5.18it/s]
121/499 4.32G 0.01044 0.009193 0.003676 68 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s]
121/499 4.32G 0.01044 0.009193 0.003676 68 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
121/499 4.32G 0.01044 0.009184 0.003682 73 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
121/499 4.32G 0.01044 0.009184 0.003682 73 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s]
121/499 4.32G 0.01044 0.00919 0.003662 72 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s]
121/499 4.32G 0.01044 0.00919 0.003662 72 640: 90%|########9 | 151/168 [00:28<00:03, 5.24it/s]
121/499 4.32G 0.01044 0.009195 0.00367 75 640: 90%|########9 | 151/168 [00:28<00:03, 5.24it/s]
121/499 4.32G 0.01044 0.009195 0.00367 75 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s]
121/499 4.32G 0.01044 0.009208 0.003656 71 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s]
121/499 4.32G 0.01044 0.009208 0.003656 71 640: 91%|#########1| 153/168 [00:28<00:02, 5.40it/s]
121/499 4.32G 0.01043 0.009213 0.003664 73 640: 91%|#########1| 153/168 [00:29<00:02, 5.40it/s]
121/499 4.32G 0.01043 0.009213 0.003664 73 640: 92%|#########1| 154/168 [00:29<00:02, 5.25it/s]
121/499 4.32G 0.01043 0.009218 0.003654 72 640: 92%|#########1| 154/168 [00:29<00:02, 5.25it/s]
121/499 4.32G 0.01043 0.009218 0.003654 72 640: 92%|#########2| 155/168 [00:29<00:02, 5.35it/s]
121/499 4.32G 0.01043 0.009218 0.003646 71 640: 92%|#########2| 155/168 [00:29<00:02, 5.35it/s]
121/499 4.32G 0.01043 0.009218 0.003646 71 640: 93%|#########2| 156/168 [00:29<00:02, 5.41it/s]
121/499 4.32G 0.01043 0.009217 0.003644 55 640: 93%|#########2| 156/168 [00:29<00:02, 5.41it/s]
121/499 4.32G 0.01043 0.009217 0.003644 55 640: 93%|#########3| 157/168 [00:29<00:02, 5.28it/s]
121/499 4.32G 0.01044 0.009213 0.003628 68 640: 93%|#########3| 157/168 [00:29<00:02, 5.28it/s]
121/499 4.32G 0.01044 0.009213 0.003628 68 640: 94%|#########4| 158/168 [00:29<00:01, 5.37it/s]
121/499 4.32G 0.01043 0.009215 0.003628 77 640: 94%|#########4| 158/168 [00:30<00:01, 5.37it/s]
121/499 4.32G 0.01043 0.009215 0.003628 77 640: 95%|#########4| 159/168 [00:30<00:01, 5.43it/s]
121/499 4.32G 0.01043 0.009215 0.00362 64 640: 95%|#########4| 159/168 [00:30<00:01, 5.43it/s]
121/499 4.32G 0.01043 0.009215 0.00362 64 640: 95%|#########5| 160/168 [00:30<00:01, 5.28it/s]
121/499 4.32G 0.01043 0.009222 0.003613 84 640: 95%|#########5| 160/168 [00:30<00:01, 5.28it/s]
121/499 4.32G 0.01043 0.009222 0.003613 84 640: 96%|#########5| 161/168 [00:30<00:01, 5.36it/s]
121/499 4.32G 0.01044 0.009215 0.003628 53 640: 96%|#########5| 161/168 [00:30<00:01, 5.36it/s]
121/499 4.32G 0.01044 0.009215 0.003628 53 640: 96%|#########6| 162/168 [00:30<00:01, 5.43it/s]
121/499 4.32G 0.01044 0.009217 0.003633 70 640: 96%|#########6| 162/168 [00:30<00:01, 5.43it/s]
121/499 4.32G 0.01044 0.009217 0.003633 70 640: 97%|#########7| 163/168 [00:30<00:00, 5.28it/s]
121/499 4.32G 0.01044 0.009226 0.00363 82 640: 97%|#########7| 163/168 [00:30<00:00, 5.28it/s]
121/499 4.32G 0.01044 0.009226 0.00363 82 640: 98%|#########7| 164/168 [00:30<00:00, 5.34it/s]
121/499 4.32G 0.01044 0.009238 0.003637 81 640: 98%|#########7| 164/168 [00:31<00:00, 5.34it/s]
121/499 4.32G 0.01044 0.009238 0.003637 81 640: 98%|#########8| 165/168 [00:31<00:00, 5.40it/s]
121/499 4.32G 0.01043 0.009236 0.003629 67 640: 98%|#########8| 165/168 [00:31<00:00, 5.40it/s]
121/499 4.32G 0.01043 0.009236 0.003629 67 640: 99%|#########8| 166/168 [00:31<00:00, 5.24it/s]
121/499 4.32G 0.01045 0.009236 0.003634 56 640: 99%|#########8| 166/168 [00:31<00:00, 5.24it/s]
121/499 4.32G 0.01045 0.009236 0.003634 56 640: 99%|#########9| 167/168 [00:31<00:00, 5.33it/s]
121/499 4.32G 0.01045 0.009233 0.003664 32 640: 99%|#########9| 167/168 [00:31<00:00, 5.33it/s]
121/499 4.32G 0.01045 0.009233 0.003664 32 640: 100%|##########| 168/168 [00:31<00:00, 5.51it/s]
121/499 4.32G 0.01045 0.009233 0.003664 32 640: 100%|##########| 168/168 [00:31<00:00, 5.30it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.92it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s]
all 132 263 0.864 0.864 0.893 0.769
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
122/499 4.32G 0.01113 0.006671 0.001658 52 640: 0%| | 0/168 [00:00<?, ?it/s]
122/499 4.32G 0.01113 0.006671 0.001658 52 640: 1%| | 1/168 [00:00<00:34, 4.83it/s]
122/499 4.32G 0.009897 0.008457 0.002702 87 640: 1%| | 1/168 [00:00<00:34, 4.83it/s]
122/499 4.32G 0.009897 0.008457 0.002702 87 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s]
122/499 4.32G 0.009917 0.008555 0.00217 70 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s]
122/499 4.32G 0.009917 0.008555 0.00217 70 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s]
122/499 4.32G 0.01034 0.009119 0.002397 73 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s]
122/499 4.32G 0.01034 0.009119 0.002397 73 640: 2%|2 | 4/168 [00:00<00:31, 5.21it/s]
122/499 4.32G 0.0103 0.009017 0.002817 58 640: 2%|2 | 4/168 [00:00<00:31, 5.21it/s]
122/499 4.32G 0.0103 0.009017 0.002817 58 640: 3%|2 | 5/168 [00:00<00:30, 5.31it/s]
122/499 4.32G 0.01024 0.0089 0.002719 57 640: 3%|2 | 5/168 [00:01<00:30, 5.31it/s]
122/499 4.32G 0.01024 0.0089 0.002719 57 640: 4%|3 | 6/168 [00:01<00:30, 5.40it/s]
122/499 4.32G 0.01023 0.008801 0.002711 57 640: 4%|3 | 6/168 [00:01<00:30, 5.40it/s]
122/499 4.32G 0.01023 0.008801 0.002711 57 640: 4%|4 | 7/168 [00:01<00:30, 5.22it/s]
122/499 4.32G 0.0102 0.009007 0.002681 76 640: 4%|4 | 7/168 [00:01<00:30, 5.22it/s]
122/499 4.32G 0.0102 0.009007 0.002681 76 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s]
122/499 4.32G 0.01018 0.008986 0.003038 61 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s]
122/499 4.32G 0.01018 0.008986 0.003038 61 640: 5%|5 | 9/168 [00:01<00:29, 5.34it/s]
122/499 4.32G 0.01022 0.009094 0.00339 78 640: 5%|5 | 9/168 [00:01<00:29, 5.34it/s]
122/499 4.32G 0.01022 0.009094 0.00339 78 640: 6%|5 | 10/168 [00:01<00:30, 5.20it/s]
122/499 4.32G 0.01015 0.009104 0.003262 70 640: 6%|5 | 10/168 [00:02<00:30, 5.20it/s]
122/499 4.32G 0.01015 0.009104 0.003262 70 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s]
122/499 4.32G 0.01036 0.009248 0.003361 61 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s]
122/499 4.32G 0.01036 0.009248 0.003361 61 640: 7%|7 | 12/168 [00:02<00:29, 5.25it/s]
122/499 4.32G 0.0103 0.009327 0.003322 77 640: 7%|7 | 12/168 [00:02<00:29, 5.25it/s]
122/499 4.32G 0.0103 0.009327 0.003322 77 640: 8%|7 | 13/168 [00:02<00:30, 5.14it/s]
122/499 4.32G 0.01032 0.009164 0.003551 57 640: 8%|7 | 13/168 [00:02<00:30, 5.14it/s]
122/499 4.32G 0.01032 0.009164 0.003551 57 640: 8%|8 | 14/168 [00:02<00:29, 5.25it/s]
122/499 4.32G 0.01029 0.009277 0.003546 85 640: 8%|8 | 14/168 [00:02<00:29, 5.25it/s]
122/499 4.32G 0.01029 0.009277 0.003546 85 640: 9%|8 | 15/168 [00:02<00:28, 5.32it/s]
122/499 4.32G 0.01031 0.009236 0.003515 66 640: 9%|8 | 15/168 [00:03<00:28, 5.32it/s]
122/499 4.32G 0.01031 0.009236 0.003515 66 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s]
122/499 4.32G 0.01031 0.009355 0.00339 77 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s]
122/499 4.32G 0.01031 0.009355 0.00339 77 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
122/499 4.32G 0.01034 0.009327 0.003302 65 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
122/499 4.32G 0.01034 0.009327 0.003302 65 640: 11%|# | 18/168 [00:03<00:28, 5.31it/s]
122/499 4.32G 0.01034 0.009222 0.003224 59 640: 11%|# | 18/168 [00:03<00:28, 5.31it/s]
122/499 4.32G 0.01034 0.009222 0.003224 59 640: 11%|#1 | 19/168 [00:03<00:28, 5.17it/s]
122/499 4.32G 0.01028 0.009231 0.003177 70 640: 11%|#1 | 19/168 [00:03<00:28, 5.17it/s]
122/499 4.32G 0.01028 0.009231 0.003177 70 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s]
122/499 4.32G 0.01025 0.009277 0.00322 75 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s]
122/499 4.32G 0.01025 0.009277 0.00322 75 640: 12%|#2 | 21/168 [00:03<00:27, 5.35it/s]
122/499 4.32G 0.01025 0.00927 0.003267 76 640: 12%|#2 | 21/168 [00:04<00:27, 5.35it/s]
122/499 4.32G 0.01025 0.00927 0.003267 76 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s]
122/499 4.32G 0.01018 0.009222 0.003394 65 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s]
122/499 4.32G 0.01018 0.009222 0.003394 65 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s]
122/499 4.32G 0.01022 0.009288 0.003451 68 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s]
122/499 4.32G 0.01022 0.009288 0.003451 68 640: 14%|#4 | 24/168 [00:04<00:27, 5.29it/s]
122/499 4.32G 0.01028 0.009321 0.003418 74 640: 14%|#4 | 24/168 [00:04<00:27, 5.29it/s]
122/499 4.32G 0.01028 0.009321 0.003418 74 640: 15%|#4 | 25/168 [00:04<00:27, 5.16it/s]
122/499 4.32G 0.01024 0.009304 0.003439 59 640: 15%|#4 | 25/168 [00:04<00:27, 5.16it/s]
122/499 4.32G 0.01024 0.009304 0.003439 59 640: 15%|#5 | 26/168 [00:04<00:26, 5.26it/s]
122/499 4.32G 0.01022 0.009373 0.003395 90 640: 15%|#5 | 26/168 [00:05<00:26, 5.26it/s]
122/499 4.32G 0.01022 0.009373 0.003395 90 640: 16%|#6 | 27/168 [00:05<00:26, 5.29it/s]
122/499 4.32G 0.01023 0.009398 0.003399 71 640: 16%|#6 | 27/168 [00:05<00:26, 5.29it/s]
122/499 4.32G 0.01023 0.009398 0.003399 71 640: 17%|#6 | 28/168 [00:05<00:27, 5.16it/s]
122/499 4.32G 0.01017 0.00935 0.003375 66 640: 17%|#6 | 28/168 [00:05<00:27, 5.16it/s]
122/499 4.32G 0.01017 0.00935 0.003375 66 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s]
122/499 4.32G 0.01015 0.009349 0.003411 66 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s]
122/499 4.32G 0.01015 0.009349 0.003411 66 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s]
122/499 4.32G 0.01017 0.009302 0.003383 68 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s]
122/499 4.32G 0.01017 0.009302 0.003383 68 640: 18%|#8 | 31/168 [00:05<00:26, 5.20it/s]
122/499 4.32G 0.01019 0.009288 0.003338 57 640: 18%|#8 | 31/168 [00:06<00:26, 5.20it/s]
122/499 4.32G 0.01019 0.009288 0.003338 57 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s]
122/499 4.32G 0.01014 0.009249 0.003353 66 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s]
122/499 4.32G 0.01014 0.009249 0.003353 66 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
122/499 4.32G 0.01015 0.00929 0.003379 81 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
122/499 4.32G 0.01015 0.00929 0.003379 81 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s]
122/499 4.32G 0.01013 0.009248 0.003354 58 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s]
122/499 4.32G 0.01013 0.009248 0.003354 58 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s]
122/499 4.32G 0.01015 0.009293 0.003387 82 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s]
122/499 4.32G 0.01015 0.009293 0.003387 82 640: 21%|##1 | 36/168 [00:06<00:24, 5.35it/s]
122/499 4.32G 0.01012 0.009276 0.003343 65 640: 21%|##1 | 36/168 [00:07<00:24, 5.35it/s]
122/499 4.32G 0.01012 0.009276 0.003343 65 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
122/499 4.32G 0.0101 0.009303 0.003388 84 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
122/499 4.32G 0.0101 0.009303 0.003388 84 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s]
122/499 4.32G 0.0101 0.009331 0.003332 78 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s]
122/499 4.32G 0.0101 0.009331 0.003332 78 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s]
122/499 4.32G 0.01011 0.009362 0.003367 76 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s]
122/499 4.32G 0.01011 0.009362 0.003367 76 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
122/499 4.32G 0.01011 0.009364 0.003325 78 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
122/499 4.32G 0.01011 0.009364 0.003325 78 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
122/499 4.32G 0.01011 0.009337 0.003369 63 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
122/499 4.32G 0.01011 0.009337 0.003369 63 640: 25%|##5 | 42/168 [00:07<00:23, 5.39it/s]
122/499 4.32G 0.01011 0.009329 0.003339 61 640: 25%|##5 | 42/168 [00:08<00:23, 5.39it/s]
122/499 4.32G 0.01011 0.009329 0.003339 61 640: 26%|##5 | 43/168 [00:08<00:23, 5.25it/s]
122/499 4.32G 0.01012 0.009333 0.003313 63 640: 26%|##5 | 43/168 [00:08<00:23, 5.25it/s]
122/499 4.32G 0.01012 0.009333 0.003313 63 640: 26%|##6 | 44/168 [00:08<00:23, 5.33it/s]
122/499 4.32G 0.01012 0.009357 0.003334 79 640: 26%|##6 | 44/168 [00:08<00:23, 5.33it/s]
122/499 4.32G 0.01012 0.009357 0.003334 79 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s]
122/499 4.32G 0.0101 0.009322 0.0034 70 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s]
122/499 4.32G 0.0101 0.009322 0.0034 70 640: 27%|##7 | 46/168 [00:08<00:23, 5.20it/s]
122/499 4.32G 0.01008 0.009387 0.003409 90 640: 27%|##7 | 46/168 [00:08<00:23, 5.20it/s]
122/499 4.32G 0.01008 0.009387 0.003409 90 640: 28%|##7 | 47/168 [00:08<00:22, 5.29it/s]
122/499 4.32G 0.01008 0.009338 0.00341 49 640: 28%|##7 | 47/168 [00:09<00:22, 5.29it/s]
122/499 4.32G 0.01008 0.009338 0.00341 49 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s]
122/499 4.32G 0.01008 0.009305 0.003449 67 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s]
122/499 4.32G 0.01008 0.009305 0.003449 67 640: 29%|##9 | 49/168 [00:09<00:22, 5.23it/s]
122/499 4.32G 0.01006 0.009315 0.003433 68 640: 29%|##9 | 49/168 [00:09<00:22, 5.23it/s]
122/499 4.32G 0.01006 0.009315 0.003433 68 640: 30%|##9 | 50/168 [00:09<00:22, 5.25it/s]
122/499 4.32G 0.01006 0.009353 0.003391 69 640: 30%|##9 | 50/168 [00:09<00:22, 5.25it/s]
122/499 4.32G 0.01006 0.009353 0.003391 69 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s]
122/499 4.32G 0.01008 0.009308 0.003411 40 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s]
122/499 4.32G 0.01008 0.009308 0.003411 40 640: 31%|### | 52/168 [00:09<00:22, 5.21it/s]
122/499 4.32G 0.01009 0.00929 0.003383 64 640: 31%|### | 52/168 [00:10<00:22, 5.21it/s]
122/499 4.32G 0.01009 0.00929 0.003383 64 640: 32%|###1 | 53/168 [00:10<00:21, 5.30it/s]
122/499 4.32G 0.01008 0.00929 0.003389 76 640: 32%|###1 | 53/168 [00:10<00:21, 5.30it/s]
122/499 4.32G 0.01008 0.00929 0.003389 76 640: 32%|###2 | 54/168 [00:10<00:21, 5.36it/s]
122/499 4.32G 0.01009 0.00932 0.003396 77 640: 32%|###2 | 54/168 [00:10<00:21, 5.36it/s]
122/499 4.32G 0.01009 0.00932 0.003396 77 640: 33%|###2 | 55/168 [00:10<00:21, 5.22it/s]
122/499 4.32G 0.01012 0.009303 0.003368 54 640: 33%|###2 | 55/168 [00:10<00:21, 5.22it/s]
122/499 4.32G 0.01012 0.009303 0.003368 54 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s]
122/499 4.32G 0.01013 0.009281 0.003375 62 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s]
122/499 4.32G 0.01013 0.009281 0.003375 62 640: 34%|###3 | 57/168 [00:10<00:20, 5.33it/s]
122/499 4.32G 0.01014 0.009284 0.003375 77 640: 34%|###3 | 57/168 [00:11<00:20, 5.33it/s]
122/499 4.32G 0.01014 0.009284 0.003375 77 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s]
122/499 4.32G 0.01013 0.009258 0.003401 57 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s]
122/499 4.32G 0.01013 0.009258 0.003401 57 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
122/499 4.32G 0.01014 0.009292 0.003432 79 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
122/499 4.32G 0.01014 0.009292 0.003432 79 640: 36%|###5 | 60/168 [00:11<00:20, 5.36it/s]
122/499 4.32G 0.0101 0.009251 0.003419 57 640: 36%|###5 | 60/168 [00:11<00:20, 5.36it/s]
122/499 4.32G 0.0101 0.009251 0.003419 57 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s]
122/499 4.32G 0.01009 0.009238 0.003418 71 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s]
122/499 4.32G 0.01009 0.009238 0.003418 71 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s]
122/499 4.32G 0.01009 0.009213 0.003412 69 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s]
122/499 4.32G 0.01009 0.009213 0.003412 69 640: 38%|###7 | 63/168 [00:11<00:19, 5.36it/s]
122/499 4.32G 0.01009 0.009214 0.003401 64 640: 38%|###7 | 63/168 [00:12<00:19, 5.36it/s]
122/499 4.32G 0.01009 0.009214 0.003401 64 640: 38%|###8 | 64/168 [00:12<00:20, 5.20it/s]
122/499 4.32G 0.01007 0.009213 0.00336 74 640: 38%|###8 | 64/168 [00:12<00:20, 5.20it/s]
122/499 4.32G 0.01007 0.009213 0.00336 74 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s]
122/499 4.32G 0.01007 0.009244 0.003354 84 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s]
122/499 4.32G 0.01007 0.009244 0.003354 84 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s]
122/499 4.32G 0.01007 0.009215 0.003379 53 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s]
122/499 4.32G 0.01007 0.009215 0.003379 53 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
122/499 4.32G 0.01009 0.009278 0.003352 78 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
122/499 4.32G 0.01009 0.009278 0.003352 78 640: 40%|#### | 68/168 [00:12<00:18, 5.32it/s]
122/499 4.32G 0.0101 0.009275 0.003347 61 640: 40%|#### | 68/168 [00:13<00:18, 5.32it/s]
122/499 4.32G 0.0101 0.009275 0.003347 61 640: 41%|####1 | 69/168 [00:13<00:18, 5.38it/s]
122/499 4.32G 0.0101 0.009272 0.003341 66 640: 41%|####1 | 69/168 [00:13<00:18, 5.38it/s]
122/499 4.32G 0.0101 0.009272 0.003341 66 640: 42%|####1 | 70/168 [00:13<00:18, 5.24it/s]
122/499 4.32G 0.01012 0.009251 0.003356 58 640: 42%|####1 | 70/168 [00:13<00:18, 5.24it/s]
122/499 4.32G 0.01012 0.009251 0.003356 58 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s]
122/499 4.32G 0.01012 0.009235 0.003355 60 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s]
122/499 4.32G 0.01012 0.009235 0.003355 60 640: 43%|####2 | 72/168 [00:13<00:17, 5.40it/s]
122/499 4.32G 0.01015 0.009256 0.003386 77 640: 43%|####2 | 72/168 [00:13<00:17, 5.40it/s]
122/499 4.32G 0.01015 0.009256 0.003386 77 640: 43%|####3 | 73/168 [00:13<00:18, 5.23it/s]
122/499 4.32G 0.01016 0.009261 0.003366 74 640: 43%|####3 | 73/168 [00:14<00:18, 5.23it/s]
122/499 4.32G 0.01016 0.009261 0.003366 74 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s]
122/499 4.32G 0.01023 0.009253 0.003357 54 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s]
122/499 4.32G 0.01023 0.009253 0.003357 54 640: 45%|####4 | 75/168 [00:14<00:17, 5.38it/s]
122/499 4.32G 0.01021 0.009244 0.003367 69 640: 45%|####4 | 75/168 [00:14<00:17, 5.38it/s]
122/499 4.32G 0.01021 0.009244 0.003367 69 640: 45%|####5 | 76/168 [00:14<00:17, 5.24it/s]
122/499 4.32G 0.01019 0.009241 0.003374 61 640: 45%|####5 | 76/168 [00:14<00:17, 5.24it/s]
122/499 4.32G 0.01019 0.009241 0.003374 61 640: 46%|####5 | 77/168 [00:14<00:17, 5.32it/s]
122/499 4.32G 0.01019 0.0092 0.003339 50 640: 46%|####5 | 77/168 [00:14<00:17, 5.32it/s]
122/499 4.32G 0.01019 0.0092 0.003339 50 640: 46%|####6 | 78/168 [00:14<00:16, 5.39it/s]
122/499 4.32G 0.0102 0.009187 0.003356 54 640: 46%|####6 | 78/168 [00:14<00:16, 5.39it/s]
122/499 4.32G 0.0102 0.009187 0.003356 54 640: 47%|####7 | 79/168 [00:14<00:16, 5.26it/s]
122/499 4.32G 0.01019 0.009184 0.0034 60 640: 47%|####7 | 79/168 [00:15<00:16, 5.26it/s]
122/499 4.32G 0.01019 0.009184 0.0034 60 640: 48%|####7 | 80/168 [00:15<00:16, 5.35it/s]
122/499 4.32G 0.01019 0.009159 0.003435 58 640: 48%|####7 | 80/168 [00:15<00:16, 5.35it/s]
122/499 4.32G 0.01019 0.009159 0.003435 58 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s]
122/499 4.32G 0.0102 0.009172 0.003449 81 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s]
122/499 4.32G 0.0102 0.009172 0.003449 81 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s]
122/499 4.32G 0.0102 0.009153 0.003589 59 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s]
122/499 4.32G 0.0102 0.009153 0.003589 59 640: 49%|####9 | 83/168 [00:15<00:15, 5.33it/s]
122/499 4.32G 0.01023 0.009166 0.003591 60 640: 49%|####9 | 83/168 [00:15<00:15, 5.33it/s]
122/499 4.32G 0.01023 0.009166 0.003591 60 640: 50%|##### | 84/168 [00:15<00:15, 5.40it/s]
122/499 4.32G 0.01025 0.009175 0.003576 62 640: 50%|##### | 84/168 [00:16<00:15, 5.40it/s]
122/499 4.32G 0.01025 0.009175 0.003576 62 640: 51%|##### | 85/168 [00:16<00:15, 5.26it/s]
122/499 4.32G 0.01023 0.009141 0.003598 48 640: 51%|##### | 85/168 [00:16<00:15, 5.26it/s]
122/499 4.32G 0.01023 0.009141 0.003598 48 640: 51%|#####1 | 86/168 [00:16<00:15, 5.36it/s]
122/499 4.32G 0.01025 0.009125 0.003579 57 640: 51%|#####1 | 86/168 [00:16<00:15, 5.36it/s]
122/499 4.32G 0.01025 0.009125 0.003579 57 640: 52%|#####1 | 87/168 [00:16<00:15, 5.39it/s]
122/499 4.32G 0.01025 0.009147 0.003566 89 640: 52%|#####1 | 87/168 [00:16<00:15, 5.39it/s]
122/499 4.32G 0.01025 0.009147 0.003566 89 640: 52%|#####2 | 88/168 [00:16<00:15, 5.24it/s]
122/499 4.32G 0.01025 0.009132 0.00357 54 640: 52%|#####2 | 88/168 [00:16<00:15, 5.24it/s]
122/499 4.32G 0.01025 0.009132 0.00357 54 640: 53%|#####2 | 89/168 [00:16<00:14, 5.30it/s]
122/499 4.32G 0.01025 0.009143 0.003618 77 640: 53%|#####2 | 89/168 [00:17<00:14, 5.30it/s]
122/499 4.32G 0.01025 0.009143 0.003618 77 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
122/499 4.32G 0.01023 0.009131 0.003614 71 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
122/499 4.32G 0.01023 0.009131 0.003614 71 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s]
122/499 4.32G 0.01022 0.009127 0.003598 70 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s]
122/499 4.32G 0.01022 0.009127 0.003598 70 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s]
122/499 4.32G 0.01023 0.009118 0.003572 67 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s]
122/499 4.32G 0.01023 0.009118 0.003572 67 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s]
122/499 4.32G 0.01021 0.009149 0.003579 82 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s]
122/499 4.32G 0.01021 0.009149 0.003579 82 640: 56%|#####5 | 94/168 [00:17<00:14, 5.20it/s]
122/499 4.32G 0.01021 0.009148 0.003573 71 640: 56%|#####5 | 94/168 [00:17<00:14, 5.20it/s]
122/499 4.32G 0.01021 0.009148 0.003573 71 640: 57%|#####6 | 95/168 [00:17<00:13, 5.31it/s]
122/499 4.32G 0.01021 0.009142 0.003583 63 640: 57%|#####6 | 95/168 [00:18<00:13, 5.31it/s]
122/499 4.32G 0.01021 0.009142 0.003583 63 640: 57%|#####7 | 96/168 [00:18<00:13, 5.40it/s]
122/499 4.32G 0.01022 0.009155 0.003595 77 640: 57%|#####7 | 96/168 [00:18<00:13, 5.40it/s]
122/499 4.32G 0.01022 0.009155 0.003595 77 640: 58%|#####7 | 97/168 [00:18<00:13, 5.23it/s]
122/499 4.32G 0.01023 0.009154 0.003577 65 640: 58%|#####7 | 97/168 [00:18<00:13, 5.23it/s]
122/499 4.32G 0.01023 0.009154 0.003577 65 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s]
122/499 4.32G 0.01023 0.009144 0.003569 59 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s]
122/499 4.32G 0.01023 0.009144 0.003569 59 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s]
122/499 4.32G 0.01022 0.009133 0.003561 54 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s]
122/499 4.32G 0.01022 0.009133 0.003561 54 640: 60%|#####9 | 100/168 [00:18<00:13, 5.17it/s]
122/499 4.32G 0.01021 0.009144 0.003569 83 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s]
122/499 4.32G 0.01021 0.009144 0.003569 83 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
122/499 4.32G 0.01021 0.009124 0.003646 55 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
122/499 4.32G 0.01021 0.009124 0.003646 55 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s]
122/499 4.32G 0.01021 0.009127 0.003658 68 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s]
122/499 4.32G 0.01021 0.009127 0.003658 68 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
122/499 4.32G 0.01022 0.009123 0.003679 69 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
122/499 4.32G 0.01022 0.009123 0.003679 69 640: 62%|######1 | 104/168 [00:19<00:12, 5.28it/s]
122/499 4.32G 0.01022 0.009121 0.003703 59 640: 62%|######1 | 104/168 [00:19<00:12, 5.28it/s]
122/499 4.32G 0.01022 0.009121 0.003703 59 640: 62%|######2 | 105/168 [00:19<00:11, 5.35it/s]
122/499 4.32G 0.01023 0.009125 0.003729 73 640: 62%|######2 | 105/168 [00:20<00:11, 5.35it/s]
122/499 4.32G 0.01023 0.009125 0.003729 73 640: 63%|######3 | 106/168 [00:20<00:11, 5.21it/s]
122/499 4.32G 0.01025 0.009113 0.003718 71 640: 63%|######3 | 106/168 [00:20<00:11, 5.21it/s]
122/499 4.32G 0.01025 0.009113 0.003718 71 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s]
122/499 4.32G 0.01026 0.009132 0.003744 80 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s]
122/499 4.32G 0.01026 0.009132 0.003744 80 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s]
122/499 4.32G 0.01026 0.009104 0.00373 53 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s]
122/499 4.32G 0.01026 0.009104 0.00373 53 640: 65%|######4 | 109/168 [00:20<00:11, 5.16it/s]
122/499 4.32G 0.01028 0.009109 0.003717 59 640: 65%|######4 | 109/168 [00:20<00:11, 5.16it/s]
122/499 4.32G 0.01028 0.009109 0.003717 59 640: 65%|######5 | 110/168 [00:20<00:11, 5.21it/s]
122/499 4.32G 0.01029 0.009125 0.003774 80 640: 65%|######5 | 110/168 [00:21<00:11, 5.21it/s]
122/499 4.32G 0.01029 0.009125 0.003774 80 640: 66%|######6 | 111/168 [00:21<00:10, 5.30it/s]
122/499 4.32G 0.01032 0.009133 0.003789 74 640: 66%|######6 | 111/168 [00:21<00:10, 5.30it/s]
122/499 4.32G 0.01032 0.009133 0.003789 74 640: 67%|######6 | 112/168 [00:21<00:10, 5.19it/s]
122/499 4.32G 0.01034 0.009133 0.003769 67 640: 67%|######6 | 112/168 [00:21<00:10, 5.19it/s]
122/499 4.32G 0.01034 0.009133 0.003769 67 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s]
122/499 4.32G 0.01034 0.009136 0.003772 73 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s]
122/499 4.32G 0.01034 0.009136 0.003772 73 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s]
122/499 4.32G 0.01034 0.009145 0.003809 76 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s]
122/499 4.32G 0.01034 0.009145 0.003809 76 640: 68%|######8 | 115/168 [00:21<00:10, 5.20it/s]
122/499 4.32G 0.01034 0.009171 0.00381 83 640: 68%|######8 | 115/168 [00:21<00:10, 5.20it/s]
122/499 4.32G 0.01034 0.009171 0.00381 83 640: 69%|######9 | 116/168 [00:21<00:09, 5.30it/s]
122/499 4.32G 0.01034 0.009184 0.003826 78 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s]
122/499 4.32G 0.01034 0.009184 0.003826 78 640: 70%|######9 | 117/168 [00:22<00:09, 5.37it/s]
122/499 4.32G 0.01036 0.009186 0.003836 64 640: 70%|######9 | 117/168 [00:22<00:09, 5.37it/s]
122/499 4.32G 0.01036 0.009186 0.003836 64 640: 70%|####### | 118/168 [00:22<00:09, 5.23it/s]
122/499 4.32G 0.01034 0.009162 0.003819 51 640: 70%|####### | 118/168 [00:22<00:09, 5.23it/s]
122/499 4.32G 0.01034 0.009162 0.003819 51 640: 71%|####### | 119/168 [00:22<00:09, 5.34it/s]
122/499 4.32G 0.01036 0.009162 0.003828 63 640: 71%|####### | 119/168 [00:22<00:09, 5.34it/s]
122/499 4.32G 0.01036 0.009162 0.003828 63 640: 71%|#######1 | 120/168 [00:22<00:08, 5.42it/s]
122/499 4.32G 0.01036 0.009181 0.003817 87 640: 71%|#######1 | 120/168 [00:22<00:08, 5.42it/s]
122/499 4.32G 0.01036 0.009181 0.003817 87 640: 72%|#######2 | 121/168 [00:22<00:09, 5.18it/s]
122/499 4.32G 0.01036 0.009182 0.003832 66 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s]
122/499 4.32G 0.01036 0.009182 0.003832 66 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s]
122/499 4.32G 0.01036 0.009196 0.003832 69 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s]
122/499 4.32G 0.01036 0.009196 0.003832 69 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s]
122/499 4.32G 0.01037 0.009198 0.003857 66 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s]
122/499 4.32G 0.01037 0.009198 0.003857 66 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
122/499 4.32G 0.01037 0.009195 0.003862 61 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
122/499 4.32G 0.01037 0.009195 0.003862 61 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s]
122/499 4.32G 0.01036 0.009208 0.003851 76 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s]
122/499 4.32G 0.01036 0.009208 0.003851 76 640: 75%|#######5 | 126/168 [00:23<00:07, 5.37it/s]
122/499 4.32G 0.01036 0.009201 0.003837 62 640: 75%|#######5 | 126/168 [00:24<00:07, 5.37it/s]
122/499 4.32G 0.01036 0.009201 0.003837 62 640: 76%|#######5 | 127/168 [00:24<00:07, 5.24it/s]
122/499 4.32G 0.01036 0.009195 0.003847 69 640: 76%|#######5 | 127/168 [00:24<00:07, 5.24it/s]
122/499 4.32G 0.01036 0.009195 0.003847 69 640: 76%|#######6 | 128/168 [00:24<00:07, 5.32it/s]
122/499 4.32G 0.01036 0.009198 0.003858 81 640: 76%|#######6 | 128/168 [00:24<00:07, 5.32it/s]
122/499 4.32G 0.01036 0.009198 0.003858 81 640: 77%|#######6 | 129/168 [00:24<00:07, 5.39it/s]
122/499 4.32G 0.01034 0.009199 0.003884 75 640: 77%|#######6 | 129/168 [00:24<00:07, 5.39it/s]
122/499 4.32G 0.01034 0.009199 0.003884 75 640: 77%|#######7 | 130/168 [00:24<00:07, 5.24it/s]
122/499 4.32G 0.01034 0.009199 0.003876 72 640: 77%|#######7 | 130/168 [00:24<00:07, 5.24it/s]
122/499 4.32G 0.01034 0.009199 0.003876 72 640: 78%|#######7 | 131/168 [00:24<00:06, 5.32it/s]
122/499 4.32G 0.01035 0.009188 0.003884 61 640: 78%|#######7 | 131/168 [00:24<00:06, 5.32it/s]
122/499 4.32G 0.01035 0.009188 0.003884 61 640: 79%|#######8 | 132/168 [00:24<00:06, 5.38it/s]
122/499 4.32G 0.01035 0.009189 0.003886 60 640: 79%|#######8 | 132/168 [00:25<00:06, 5.38it/s]
122/499 4.32G 0.01035 0.009189 0.003886 60 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s]
122/499 4.32G 0.01036 0.009194 0.003913 76 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s]
122/499 4.32G 0.01036 0.009194 0.003913 76 640: 80%|#######9 | 134/168 [00:25<00:06, 5.33it/s]
122/499 4.32G 0.01035 0.00919 0.003917 70 640: 80%|#######9 | 134/168 [00:25<00:06, 5.33it/s]
122/499 4.32G 0.01035 0.00919 0.003917 70 640: 80%|######## | 135/168 [00:25<00:06, 5.41it/s]
122/499 4.32G 0.01034 0.009165 0.003927 51 640: 80%|######## | 135/168 [00:25<00:06, 5.41it/s]
122/499 4.32G 0.01034 0.009165 0.003927 51 640: 81%|######## | 136/168 [00:25<00:06, 4.75it/s]
122/499 4.32G 0.01034 0.009172 0.003921 75 640: 81%|######## | 136/168 [00:25<00:06, 4.75it/s]
122/499 4.32G 0.01034 0.009172 0.003921 75 640: 82%|########1 | 137/168 [00:25<00:06, 4.97it/s]
122/499 4.32G 0.01033 0.009167 0.003926 66 640: 82%|########1 | 137/168 [00:26<00:06, 4.97it/s]
122/499 4.32G 0.01033 0.009167 0.003926 66 640: 82%|########2 | 138/168 [00:26<00:05, 5.11it/s]
122/499 4.32G 0.01033 0.009176 0.003919 75 640: 82%|########2 | 138/168 [00:26<00:05, 5.11it/s]
122/499 4.32G 0.01033 0.009176 0.003919 75 640: 83%|########2 | 139/168 [00:26<00:05, 5.04it/s]
122/499 4.32G 0.01034 0.009181 0.003915 74 640: 83%|########2 | 139/168 [00:26<00:05, 5.04it/s]
122/499 4.32G 0.01034 0.009181 0.003915 74 640: 83%|########3 | 140/168 [00:26<00:05, 5.17it/s]
122/499 4.32G 0.01034 0.009161 0.003913 45 640: 83%|########3 | 140/168 [00:26<00:05, 5.17it/s]
122/499 4.32G 0.01034 0.009161 0.003913 45 640: 84%|########3 | 141/168 [00:26<00:05, 5.28it/s]
122/499 4.32G 0.01033 0.009158 0.003932 68 640: 84%|########3 | 141/168 [00:26<00:05, 5.28it/s]
122/499 4.32G 0.01033 0.009158 0.003932 68 640: 85%|########4 | 142/168 [00:26<00:05, 5.19it/s]
122/499 4.32G 0.01034 0.009153 0.004013 61 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s]
122/499 4.32G 0.01034 0.009153 0.004013 61 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s]
122/499 4.32G 0.01034 0.009176 0.003999 72 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s]
122/499 4.32G 0.01034 0.009176 0.003999 72 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s]
122/499 4.32G 0.01033 0.009158 0.003988 47 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s]
122/499 4.32G 0.01033 0.009158 0.003988 47 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s]
122/499 4.32G 0.01033 0.009148 0.003981 53 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s]
122/499 4.32G 0.01033 0.009148 0.003981 53 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s]
122/499 4.32G 0.01032 0.00914 0.003968 51 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s]
122/499 4.32G 0.01032 0.00914 0.003968 51 640: 88%|########7 | 147/168 [00:27<00:03, 5.39it/s]
122/499 4.32G 0.01033 0.009142 0.003983 69 640: 88%|########7 | 147/168 [00:28<00:03, 5.39it/s]
122/499 4.32G 0.01033 0.009142 0.003983 69 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s]
122/499 4.32G 0.01033 0.009134 0.003976 68 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s]
122/499 4.32G 0.01033 0.009134 0.003976 68 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s]
122/499 4.32G 0.01033 0.009125 0.003983 56 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s]
122/499 4.32G 0.01033 0.009125 0.003983 56 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s]
122/499 4.32G 0.01033 0.009133 0.003996 68 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s]
122/499 4.32G 0.01033 0.009133 0.003996 68 640: 90%|########9 | 151/168 [00:28<00:03, 5.24it/s]
122/499 4.32G 0.01034 0.009124 0.003989 59 640: 90%|########9 | 151/168 [00:28<00:03, 5.24it/s]
122/499 4.32G 0.01034 0.009124 0.003989 59 640: 90%|######### | 152/168 [00:28<00:03, 5.32it/s]
122/499 4.32G 0.01034 0.009118 0.003994 57 640: 90%|######### | 152/168 [00:28<00:03, 5.32it/s]
122/499 4.32G 0.01034 0.009118 0.003994 57 640: 91%|#########1| 153/168 [00:28<00:02, 5.36it/s]
122/499 4.32G 0.01036 0.009138 0.003996 73 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s]
122/499 4.32G 0.01036 0.009138 0.003996 73 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s]
122/499 4.32G 0.01035 0.009149 0.00399 84 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s]
122/499 4.32G 0.01035 0.009149 0.00399 84 640: 92%|#########2| 155/168 [00:29<00:02, 5.29it/s]
122/499 4.32G 0.01035 0.009134 0.00399 59 640: 92%|#########2| 155/168 [00:29<00:02, 5.29it/s]
122/499 4.32G 0.01035 0.009134 0.00399 59 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s]
122/499 4.32G 0.01034 0.009121 0.004003 57 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s]
122/499 4.32G 0.01034 0.009121 0.004003 57 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s]
122/499 4.32G 0.01034 0.009116 0.003998 69 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s]
122/499 4.32G 0.01034 0.009116 0.003998 69 640: 94%|#########4| 158/168 [00:29<00:01, 5.30it/s]
122/499 4.32G 0.01035 0.009119 0.004019 65 640: 94%|#########4| 158/168 [00:30<00:01, 5.30it/s]
122/499 4.32G 0.01035 0.009119 0.004019 65 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s]
122/499 4.32G 0.01036 0.009109 0.00402 62 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s]
122/499 4.32G 0.01036 0.009109 0.00402 62 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s]
122/499 4.32G 0.01037 0.009105 0.004052 62 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s]
122/499 4.32G 0.01037 0.009105 0.004052 62 640: 96%|#########5| 161/168 [00:30<00:01, 5.31it/s]
122/499 4.32G 0.01039 0.009103 0.004043 63 640: 96%|#########5| 161/168 [00:30<00:01, 5.31it/s]
122/499 4.32G 0.01039 0.009103 0.004043 63 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s]
122/499 4.32G 0.0104 0.009092 0.004041 64 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s]
122/499 4.32G 0.0104 0.009092 0.004041 64 640: 97%|#########7| 163/168 [00:30<00:00, 5.22it/s]
122/499 4.32G 0.01041 0.009101 0.00405 66 640: 97%|#########7| 163/168 [00:31<00:00, 5.22it/s]
122/499 4.32G 0.01041 0.009101 0.00405 66 640: 98%|#########7| 164/168 [00:31<00:00, 5.33it/s]
122/499 4.32G 0.01042 0.009114 0.004053 66 640: 98%|#########7| 164/168 [00:31<00:00, 5.33it/s]
122/499 4.32G 0.01042 0.009114 0.004053 66 640: 98%|#########8| 165/168 [00:31<00:00, 5.40it/s]
122/499 4.32G 0.01042 0.009114 0.004041 71 640: 98%|#########8| 165/168 [00:31<00:00, 5.40it/s]
122/499 4.32G 0.01042 0.009114 0.004041 71 640: 99%|#########8| 166/168 [00:31<00:00, 5.26it/s]
122/499 4.32G 0.01042 0.009121 0.004046 69 640: 99%|#########8| 166/168 [00:31<00:00, 5.26it/s]
122/499 4.32G 0.01042 0.009121 0.004046 69 640: 99%|#########9| 167/168 [00:31<00:00, 5.34it/s]
122/499 4.32G 0.01043 0.009131 0.004026 32 640: 99%|#########9| 167/168 [00:31<00:00, 5.34it/s]
122/499 4.32G 0.01043 0.009131 0.004026 32 640: 100%|##########| 168/168 [00:31<00:00, 5.53it/s]
122/499 4.32G 0.01043 0.009131 0.004026 32 640: 100%|##########| 168/168 [00:31<00:00, 5.28it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.88it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s]
all 132 263 0.889 0.897 0.915 0.792
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
123/499 4.32G 0.0109 0.007864 0.002086 58 640: 0%| | 0/168 [00:00<?, ?it/s]
123/499 4.32G 0.0109 0.007864 0.002086 58 640: 1%| | 1/168 [00:00<00:33, 5.01it/s]
123/499 4.32G 0.01093 0.007745 0.003363 61 640: 1%| | 1/168 [00:00<00:33, 5.01it/s]
123/499 4.32G 0.01093 0.007745 0.003363 61 640: 1%|1 | 2/168 [00:00<00:31, 5.32it/s]
123/499 4.32G 0.0109 0.008122 0.003729 72 640: 1%|1 | 2/168 [00:00<00:31, 5.32it/s]
123/499 4.32G 0.0109 0.008122 0.003729 72 640: 2%|1 | 3/168 [00:00<00:30, 5.46it/s]
123/499 4.32G 0.01085 0.008344 0.003596 67 640: 2%|1 | 3/168 [00:00<00:30, 5.46it/s]
123/499 4.32G 0.01085 0.008344 0.003596 67 640: 2%|2 | 4/168 [00:00<00:31, 5.24it/s]
123/499 4.32G 0.0108 0.00846 0.0036 60 640: 2%|2 | 4/168 [00:00<00:31, 5.24it/s]
123/499 4.32G 0.0108 0.00846 0.0036 60 640: 3%|2 | 5/168 [00:00<00:30, 5.33it/s]
123/499 4.32G 0.01078 0.008475 0.003638 59 640: 3%|2 | 5/168 [00:01<00:30, 5.33it/s]
123/499 4.32G 0.01078 0.008475 0.003638 59 640: 4%|3 | 6/168 [00:01<00:29, 5.40it/s]
123/499 4.32G 0.01113 0.008911 0.003689 72 640: 4%|3 | 6/168 [00:01<00:29, 5.40it/s]
123/499 4.32G 0.01113 0.008911 0.003689 72 640: 4%|4 | 7/168 [00:01<00:30, 5.26it/s]
123/499 4.32G 0.01104 0.009228 0.00402 86 640: 4%|4 | 7/168 [00:01<00:30, 5.26it/s]
123/499 4.32G 0.01104 0.009228 0.00402 86 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s]
123/499 4.32G 0.01117 0.009043 0.004228 54 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s]
123/499 4.32G 0.01117 0.009043 0.004228 54 640: 5%|5 | 9/168 [00:01<00:29, 5.41it/s]
123/499 4.32G 0.01112 0.009185 0.004251 76 640: 5%|5 | 9/168 [00:01<00:29, 5.41it/s]
123/499 4.32G 0.01112 0.009185 0.004251 76 640: 6%|5 | 10/168 [00:01<00:30, 5.26it/s]
123/499 4.32G 0.01116 0.009382 0.004277 75 640: 6%|5 | 10/168 [00:02<00:30, 5.26it/s]
123/499 4.32G 0.01116 0.009382 0.004277 75 640: 7%|6 | 11/168 [00:02<00:29, 5.35it/s]
123/499 4.32G 0.01112 0.009375 0.00418 73 640: 7%|6 | 11/168 [00:02<00:29, 5.35it/s]
123/499 4.32G 0.01112 0.009375 0.00418 73 640: 7%|7 | 12/168 [00:02<00:28, 5.43it/s]
123/499 4.32G 0.01113 0.009223 0.00396 54 640: 7%|7 | 12/168 [00:02<00:28, 5.43it/s]
123/499 4.32G 0.01113 0.009223 0.00396 54 640: 8%|7 | 13/168 [00:02<00:29, 5.28it/s]
123/499 4.32G 0.01113 0.009081 0.003939 52 640: 8%|7 | 13/168 [00:02<00:29, 5.28it/s]
123/499 4.32G 0.01113 0.009081 0.003939 52 640: 8%|8 | 14/168 [00:02<00:28, 5.33it/s]
123/499 4.32G 0.01109 0.009099 0.003725 62 640: 8%|8 | 14/168 [00:02<00:28, 5.33it/s]
123/499 4.32G 0.01109 0.009099 0.003725 62 640: 9%|8 | 15/168 [00:02<00:28, 5.35it/s]
123/499 4.32G 0.01108 0.009013 0.003601 55 640: 9%|8 | 15/168 [00:03<00:28, 5.35it/s]
123/499 4.32G 0.01108 0.009013 0.003601 55 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s]
123/499 4.32G 0.01117 0.009067 0.003603 59 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s]
123/499 4.32G 0.01117 0.009067 0.003603 59 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
123/499 4.32G 0.01119 0.009063 0.00372 62 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
123/499 4.32G 0.01119 0.009063 0.00372 62 640: 11%|# | 18/168 [00:03<00:28, 5.32it/s]
123/499 4.32G 0.01124 0.009081 0.003738 61 640: 11%|# | 18/168 [00:03<00:28, 5.32it/s]
123/499 4.32G 0.01124 0.009081 0.003738 61 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s]
123/499 4.32G 0.01129 0.009033 0.003742 59 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s]
123/499 4.32G 0.01129 0.009033 0.003742 59 640: 12%|#1 | 20/168 [00:03<00:28, 5.23it/s]
123/499 4.32G 0.01123 0.009068 0.003931 66 640: 12%|#1 | 20/168 [00:03<00:28, 5.23it/s]
123/499 4.32G 0.01123 0.009068 0.003931 66 640: 12%|#2 | 21/168 [00:03<00:27, 5.30it/s]
123/499 4.32G 0.01124 0.009014 0.003884 60 640: 12%|#2 | 21/168 [00:04<00:27, 5.30it/s]
123/499 4.32G 0.01124 0.009014 0.003884 60 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s]
123/499 4.32G 0.01117 0.00906 0.003848 70 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s]
123/499 4.32G 0.01117 0.00906 0.003848 70 640: 14%|#3 | 23/168 [00:04<00:27, 5.26it/s]
123/499 4.32G 0.01116 0.009043 0.003823 75 640: 14%|#3 | 23/168 [00:04<00:27, 5.26it/s]
123/499 4.32G 0.01116 0.009043 0.003823 75 640: 14%|#4 | 24/168 [00:04<00:27, 5.30it/s]
123/499 4.32G 0.0112 0.009117 0.003826 79 640: 14%|#4 | 24/168 [00:04<00:27, 5.30it/s]
123/499 4.32G 0.0112 0.009117 0.003826 79 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s]
123/499 4.32G 0.01119 0.00911 0.003825 54 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s]
123/499 4.32G 0.01119 0.00911 0.003825 54 640: 15%|#5 | 26/168 [00:04<00:26, 5.26it/s]
123/499 4.32G 0.01125 0.00908 0.003827 60 640: 15%|#5 | 26/168 [00:05<00:26, 5.26it/s]
123/499 4.32G 0.01125 0.00908 0.003827 60 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s]
123/499 4.32G 0.01119 0.009047 0.003829 63 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s]
123/499 4.32G 0.01119 0.009047 0.003829 63 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s]
123/499 4.32G 0.01116 0.009038 0.003775 69 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s]
123/499 4.32G 0.01116 0.009038 0.003775 69 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
123/499 4.32G 0.01114 0.009082 0.003763 76 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
123/499 4.32G 0.01114 0.009082 0.003763 76 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s]
123/499 4.32G 0.01115 0.009066 0.003913 59 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s]
123/499 4.32G 0.01115 0.009066 0.003913 59 640: 18%|#8 | 31/168 [00:05<00:26, 5.17it/s]
123/499 4.32G 0.01118 0.009044 0.00393 60 640: 18%|#8 | 31/168 [00:06<00:26, 5.17it/s]
123/499 4.32G 0.01118 0.009044 0.00393 60 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s]
123/499 4.32G 0.01116 0.009083 0.003892 84 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s]
123/499 4.32G 0.01116 0.009083 0.003892 84 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
123/499 4.32G 0.01117 0.009202 0.003862 81 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
123/499 4.32G 0.01117 0.009202 0.003862 81 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s]
123/499 4.32G 0.01109 0.00919 0.003806 66 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s]
123/499 4.32G 0.01109 0.00919 0.003806 66 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s]
123/499 4.32G 0.01108 0.009145 0.003709 51 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s]
123/499 4.32G 0.01108 0.009145 0.003709 51 640: 21%|##1 | 36/168 [00:06<00:24, 5.37it/s]
123/499 4.32G 0.01106 0.009185 0.003663 71 640: 21%|##1 | 36/168 [00:07<00:24, 5.37it/s]
123/499 4.32G 0.01106 0.009185 0.003663 71 640: 22%|##2 | 37/168 [00:07<00:25, 5.23it/s]
123/499 4.32G 0.0111 0.009154 0.003618 59 640: 22%|##2 | 37/168 [00:07<00:25, 5.23it/s]
123/499 4.32G 0.0111 0.009154 0.003618 59 640: 23%|##2 | 38/168 [00:07<00:24, 5.34it/s]
123/499 4.32G 0.0111 0.009121 0.003721 56 640: 23%|##2 | 38/168 [00:07<00:24, 5.34it/s]
123/499 4.32G 0.0111 0.009121 0.003721 56 640: 23%|##3 | 39/168 [00:07<00:23, 5.42it/s]
123/499 4.32G 0.01104 0.009052 0.00377 54 640: 23%|##3 | 39/168 [00:07<00:23, 5.42it/s]
123/499 4.32G 0.01104 0.009052 0.00377 54 640: 24%|##3 | 40/168 [00:07<00:24, 5.27it/s]
123/499 4.32G 0.01101 0.009037 0.003799 63 640: 24%|##3 | 40/168 [00:07<00:24, 5.27it/s]
123/499 4.32G 0.01101 0.009037 0.003799 63 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s]
123/499 4.32G 0.01099 0.009021 0.003783 67 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s]
123/499 4.32G 0.01099 0.009021 0.003783 67 640: 25%|##5 | 42/168 [00:07<00:23, 5.40it/s]
123/499 4.32G 0.01099 0.009001 0.003794 55 640: 25%|##5 | 42/168 [00:08<00:23, 5.40it/s]
123/499 4.32G 0.01099 0.009001 0.003794 55 640: 26%|##5 | 43/168 [00:08<00:23, 5.27it/s]
123/499 4.32G 0.011 0.008981 0.003782 61 640: 26%|##5 | 43/168 [00:08<00:23, 5.27it/s]
123/499 4.32G 0.011 0.008981 0.003782 61 640: 26%|##6 | 44/168 [00:08<00:23, 5.35it/s]
123/499 4.32G 0.011 0.00895 0.003853 61 640: 26%|##6 | 44/168 [00:08<00:23, 5.35it/s]
123/499 4.32G 0.011 0.00895 0.003853 61 640: 27%|##6 | 45/168 [00:08<00:22, 5.41it/s]
123/499 4.32G 0.011 0.008975 0.003847 68 640: 27%|##6 | 45/168 [00:08<00:22, 5.41it/s]
123/499 4.32G 0.011 0.008975 0.003847 68 640: 27%|##7 | 46/168 [00:08<00:23, 5.25it/s]
123/499 4.32G 0.01098 0.008941 0.003828 68 640: 27%|##7 | 46/168 [00:08<00:23, 5.25it/s]
123/499 4.32G 0.01098 0.008941 0.003828 68 640: 28%|##7 | 47/168 [00:08<00:22, 5.34it/s]
123/499 4.32G 0.01097 0.008943 0.003827 57 640: 28%|##7 | 47/168 [00:09<00:22, 5.34it/s]
123/499 4.32G 0.01097 0.008943 0.003827 57 640: 29%|##8 | 48/168 [00:09<00:22, 5.42it/s]
123/499 4.32G 0.01096 0.008953 0.003848 61 640: 29%|##8 | 48/168 [00:09<00:22, 5.42it/s]
123/499 4.32G 0.01096 0.008953 0.003848 61 640: 29%|##9 | 49/168 [00:09<00:22, 5.28it/s]
123/499 4.32G 0.01098 0.008957 0.003808 55 640: 29%|##9 | 49/168 [00:09<00:22, 5.28it/s]
123/499 4.32G 0.01098 0.008957 0.003808 55 640: 30%|##9 | 50/168 [00:09<00:22, 5.33it/s]
123/499 4.32G 0.01099 0.00897 0.003774 61 640: 30%|##9 | 50/168 [00:09<00:22, 5.33it/s]
123/499 4.32G 0.01099 0.00897 0.003774 61 640: 30%|### | 51/168 [00:09<00:21, 5.36it/s]
123/499 4.32G 0.01098 0.009 0.003821 75 640: 30%|### | 51/168 [00:09<00:21, 5.36it/s]
123/499 4.32G 0.01098 0.009 0.003821 75 640: 31%|### | 52/168 [00:09<00:22, 5.21it/s]
123/499 4.32G 0.01099 0.008958 0.00384 67 640: 31%|### | 52/168 [00:10<00:22, 5.21it/s]
123/499 4.32G 0.01099 0.008958 0.00384 67 640: 32%|###1 | 53/168 [00:10<00:21, 5.30it/s]
123/499 4.32G 0.011 0.008985 0.003828 73 640: 32%|###1 | 53/168 [00:10<00:21, 5.30it/s]
123/499 4.32G 0.011 0.008985 0.003828 73 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s]
123/499 4.32G 0.011 0.009011 0.003783 77 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s]
123/499 4.32G 0.011 0.009011 0.003783 77 640: 33%|###2 | 55/168 [00:10<00:21, 5.25it/s]
123/499 4.32G 0.01098 0.009012 0.003793 69 640: 33%|###2 | 55/168 [00:10<00:21, 5.25it/s]
123/499 4.32G 0.01098 0.009012 0.003793 69 640: 33%|###3 | 56/168 [00:10<00:20, 5.33it/s]
123/499 4.32G 0.011 0.009005 0.003831 67 640: 33%|###3 | 56/168 [00:10<00:20, 5.33it/s]
123/499 4.32G 0.011 0.009005 0.003831 67 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s]
123/499 4.32G 0.01099 0.009054 0.003812 73 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s]
123/499 4.32G 0.01099 0.009054 0.003812 73 640: 35%|###4 | 58/168 [00:10<00:21, 5.22it/s]
123/499 4.32G 0.01096 0.009019 0.003825 53 640: 35%|###4 | 58/168 [00:11<00:21, 5.22it/s]
123/499 4.32G 0.01096 0.009019 0.003825 53 640: 35%|###5 | 59/168 [00:11<00:20, 5.32it/s]
123/499 4.32G 0.01095 0.009016 0.003792 70 640: 35%|###5 | 59/168 [00:11<00:20, 5.32it/s]
123/499 4.32G 0.01095 0.009016 0.003792 70 640: 36%|###5 | 60/168 [00:11<00:20, 5.40it/s]
123/499 4.32G 0.01096 0.009015 0.003871 66 640: 36%|###5 | 60/168 [00:11<00:20, 5.40it/s]
123/499 4.32G 0.01096 0.009015 0.003871 66 640: 36%|###6 | 61/168 [00:11<00:20, 5.24it/s]
123/499 4.32G 0.01095 0.009002 0.003852 66 640: 36%|###6 | 61/168 [00:11<00:20, 5.24it/s]
123/499 4.32G 0.01095 0.009002 0.003852 66 640: 37%|###6 | 62/168 [00:11<00:19, 5.33it/s]
123/499 4.32G 0.01095 0.009006 0.003867 73 640: 37%|###6 | 62/168 [00:11<00:19, 5.33it/s]
123/499 4.32G 0.01095 0.009006 0.003867 73 640: 38%|###7 | 63/168 [00:11<00:19, 5.34it/s]
123/499 4.32G 0.01096 0.00901 0.003849 60 640: 38%|###7 | 63/168 [00:12<00:19, 5.34it/s]
123/499 4.32G 0.01096 0.00901 0.003849 60 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
123/499 4.32G 0.01093 0.008998 0.003818 63 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
123/499 4.32G 0.01093 0.008998 0.003818 63 640: 39%|###8 | 65/168 [00:12<00:19, 5.32it/s]
123/499 4.32G 0.01092 0.008992 0.003811 56 640: 39%|###8 | 65/168 [00:12<00:19, 5.32it/s]
123/499 4.32G 0.01092 0.008992 0.003811 56 640: 39%|###9 | 66/168 [00:12<00:18, 5.39it/s]
123/499 4.32G 0.01092 0.008992 0.003803 77 640: 39%|###9 | 66/168 [00:12<00:18, 5.39it/s]
123/499 4.32G 0.01092 0.008992 0.003803 77 640: 40%|###9 | 67/168 [00:12<00:19, 5.24it/s]
123/499 4.32G 0.01092 0.009004 0.003781 76 640: 40%|###9 | 67/168 [00:12<00:19, 5.24it/s]
123/499 4.32G 0.01092 0.009004 0.003781 76 640: 40%|#### | 68/168 [00:12<00:18, 5.32it/s]
123/499 4.32G 0.01091 0.008996 0.003737 66 640: 40%|#### | 68/168 [00:13<00:18, 5.32it/s]
123/499 4.32G 0.01091 0.008996 0.003737 66 640: 41%|####1 | 69/168 [00:13<00:18, 5.40it/s]
123/499 4.32G 0.01091 0.008976 0.003715 62 640: 41%|####1 | 69/168 [00:13<00:18, 5.40it/s]
123/499 4.32G 0.01091 0.008976 0.003715 62 640: 42%|####1 | 70/168 [00:13<00:18, 5.26it/s]
123/499 4.32G 0.01092 0.008996 0.003721 72 640: 42%|####1 | 70/168 [00:13<00:18, 5.26it/s]
123/499 4.32G 0.01092 0.008996 0.003721 72 640: 42%|####2 | 71/168 [00:13<00:18, 5.33it/s]
123/499 4.32G 0.01091 0.009032 0.003745 77 640: 42%|####2 | 71/168 [00:13<00:18, 5.33it/s]
123/499 4.32G 0.01091 0.009032 0.003745 77 640: 43%|####2 | 72/168 [00:13<00:17, 5.40it/s]
123/499 4.32G 0.01089 0.009026 0.003756 66 640: 43%|####2 | 72/168 [00:13<00:17, 5.40it/s]
123/499 4.32G 0.01089 0.009026 0.003756 66 640: 43%|####3 | 73/168 [00:13<00:18, 5.24it/s]
123/499 4.32G 0.01089 0.009073 0.003767 82 640: 43%|####3 | 73/168 [00:13<00:18, 5.24it/s]
123/499 4.32G 0.01089 0.009073 0.003767 82 640: 44%|####4 | 74/168 [00:13<00:17, 5.30it/s]
123/499 4.32G 0.0109 0.009055 0.003735 50 640: 44%|####4 | 74/168 [00:14<00:17, 5.30it/s]
123/499 4.32G 0.0109 0.009055 0.003735 50 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s]
123/499 4.32G 0.01088 0.009051 0.003806 78 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s]
123/499 4.32G 0.01088 0.009051 0.003806 78 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s]
123/499 4.32G 0.01086 0.009081 0.003811 89 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s]
123/499 4.32G 0.01086 0.009081 0.003811 89 640: 46%|####5 | 77/168 [00:14<00:17, 5.30it/s]
123/499 4.32G 0.01084 0.009064 0.003779 56 640: 46%|####5 | 77/168 [00:14<00:17, 5.30it/s]
123/499 4.32G 0.01084 0.009064 0.003779 56 640: 46%|####6 | 78/168 [00:14<00:16, 5.37it/s]
123/499 4.32G 0.01085 0.009065 0.003781 69 640: 46%|####6 | 78/168 [00:14<00:16, 5.37it/s]
123/499 4.32G 0.01085 0.009065 0.003781 69 640: 47%|####7 | 79/168 [00:14<00:17, 5.23it/s]
123/499 4.32G 0.01085 0.009096 0.003766 85 640: 47%|####7 | 79/168 [00:15<00:17, 5.23it/s]
123/499 4.32G 0.01085 0.009096 0.003766 85 640: 48%|####7 | 80/168 [00:15<00:16, 5.34it/s]
123/499 4.32G 0.01086 0.009092 0.003772 61 640: 48%|####7 | 80/168 [00:15<00:16, 5.34it/s]
123/499 4.32G 0.01086 0.009092 0.003772 61 640: 48%|####8 | 81/168 [00:15<00:16, 5.41it/s]
123/499 4.32G 0.01087 0.009108 0.003827 71 640: 48%|####8 | 81/168 [00:15<00:16, 5.41it/s]
123/499 4.32G 0.01087 0.009108 0.003827 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.25it/s]
123/499 4.32G 0.01088 0.009121 0.003802 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.25it/s]
123/499 4.32G 0.01088 0.009121 0.003802 71 640: 49%|####9 | 83/168 [00:15<00:15, 5.34it/s]
123/499 4.32G 0.01087 0.009141 0.00378 74 640: 49%|####9 | 83/168 [00:15<00:15, 5.34it/s]
123/499 4.32G 0.01087 0.009141 0.00378 74 640: 50%|##### | 84/168 [00:15<00:15, 5.38it/s]
123/499 4.32G 0.01089 0.009157 0.003799 71 640: 50%|##### | 84/168 [00:16<00:15, 5.38it/s]
123/499 4.32G 0.01089 0.009157 0.003799 71 640: 51%|##### | 85/168 [00:16<00:15, 5.24it/s]
123/499 4.32G 0.01088 0.009144 0.003814 61 640: 51%|##### | 85/168 [00:16<00:15, 5.24it/s]
123/499 4.32G 0.01088 0.009144 0.003814 61 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s]
123/499 4.32G 0.01089 0.009157 0.003851 65 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s]
123/499 4.32G 0.01089 0.009157 0.003851 65 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s]
123/499 4.32G 0.01087 0.00916 0.003854 78 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s]
123/499 4.32G 0.01087 0.00916 0.003854 78 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
123/499 4.32G 0.01087 0.009144 0.003891 68 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
123/499 4.32G 0.01087 0.009144 0.003891 68 640: 53%|#####2 | 89/168 [00:16<00:14, 5.30it/s]
123/499 4.32G 0.01088 0.009129 0.003937 59 640: 53%|#####2 | 89/168 [00:16<00:14, 5.30it/s]
123/499 4.32G 0.01088 0.009129 0.003937 59 640: 54%|#####3 | 90/168 [00:16<00:14, 5.34it/s]
123/499 4.32G 0.01087 0.00917 0.003966 90 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
123/499 4.32G 0.01087 0.00917 0.003966 90 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s]
123/499 4.32G 0.01086 0.009173 0.003957 66 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s]
123/499 4.32G 0.01086 0.009173 0.003957 66 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s]
123/499 4.32G 0.01085 0.009178 0.003934 78 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s]
123/499 4.32G 0.01085 0.009178 0.003934 78 640: 55%|#####5 | 93/168 [00:17<00:13, 5.37it/s]
123/499 4.32G 0.01083 0.009188 0.003922 76 640: 55%|#####5 | 93/168 [00:17<00:13, 5.37it/s]
123/499 4.32G 0.01083 0.009188 0.003922 76 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s]
123/499 4.32G 0.01083 0.00919 0.0039 70 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s]
123/499 4.32G 0.01083 0.00919 0.0039 70 640: 57%|#####6 | 95/168 [00:17<00:13, 5.33it/s]
123/499 4.32G 0.01082 0.009208 0.003913 79 640: 57%|#####6 | 95/168 [00:18<00:13, 5.33it/s]
123/499 4.32G 0.01082 0.009208 0.003913 79 640: 57%|#####7 | 96/168 [00:18<00:13, 5.39it/s]
123/499 4.32G 0.01082 0.009224 0.003905 79 640: 57%|#####7 | 96/168 [00:18<00:13, 5.39it/s]
123/499 4.32G 0.01082 0.009224 0.003905 79 640: 58%|#####7 | 97/168 [00:18<00:13, 5.23it/s]
123/499 4.32G 0.01081 0.009232 0.003888 67 640: 58%|#####7 | 97/168 [00:18<00:13, 5.23it/s]
123/499 4.32G 0.01081 0.009232 0.003888 67 640: 58%|#####8 | 98/168 [00:18<00:13, 5.32it/s]
123/499 4.32G 0.0108 0.009233 0.003883 74 640: 58%|#####8 | 98/168 [00:18<00:13, 5.32it/s]
123/499 4.32G 0.0108 0.009233 0.003883 74 640: 59%|#####8 | 99/168 [00:18<00:12, 5.39it/s]
123/499 4.32G 0.01079 0.009247 0.003883 69 640: 59%|#####8 | 99/168 [00:18<00:12, 5.39it/s]
123/499 4.32G 0.01079 0.009247 0.003883 69 640: 60%|#####9 | 100/168 [00:18<00:13, 5.23it/s]
123/499 4.32G 0.01078 0.00923 0.003864 59 640: 60%|#####9 | 100/168 [00:19<00:13, 5.23it/s]
123/499 4.32G 0.01078 0.00923 0.003864 59 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s]
123/499 4.32G 0.01077 0.00924 0.003849 69 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s]
123/499 4.32G 0.01077 0.00924 0.003849 69 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
123/499 4.32G 0.01075 0.009222 0.003823 59 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
123/499 4.32G 0.01075 0.009222 0.003823 59 640: 61%|######1 | 103/168 [00:19<00:12, 5.23it/s]
123/499 4.32G 0.01075 0.009237 0.003837 62 640: 61%|######1 | 103/168 [00:19<00:12, 5.23it/s]
123/499 4.32G 0.01075 0.009237 0.003837 62 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s]
123/499 4.32G 0.01076 0.009234 0.003852 72 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s]
123/499 4.32G 0.01076 0.009234 0.003852 72 640: 62%|######2 | 105/168 [00:19<00:11, 5.36it/s]
123/499 4.32G 0.01077 0.009245 0.003838 77 640: 62%|######2 | 105/168 [00:19<00:11, 5.36it/s]
123/499 4.32G 0.01077 0.009245 0.003838 77 640: 63%|######3 | 106/168 [00:19<00:11, 5.21it/s]
123/499 4.32G 0.01078 0.009254 0.003836 79 640: 63%|######3 | 106/168 [00:20<00:11, 5.21it/s]
123/499 4.32G 0.01078 0.009254 0.003836 79 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s]
123/499 4.32G 0.01079 0.009248 0.003852 58 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s]
123/499 4.32G 0.01079 0.009248 0.003852 58 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s]
123/499 4.32G 0.01077 0.009252 0.003848 84 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s]
123/499 4.32G 0.01077 0.009252 0.003848 84 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s]
123/499 4.32G 0.01076 0.009255 0.003861 65 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s]
123/499 4.32G 0.01076 0.009255 0.003861 65 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s]
123/499 4.32G 0.01076 0.009282 0.00385 85 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s]
123/499 4.32G 0.01076 0.009282 0.00385 85 640: 66%|######6 | 111/168 [00:20<00:10, 5.34it/s]
123/499 4.32G 0.01077 0.009292 0.003858 65 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s]
123/499 4.32G 0.01077 0.009292 0.003858 65 640: 67%|######6 | 112/168 [00:21<00:10, 5.20it/s]
123/499 4.32G 0.01077 0.00928 0.003854 63 640: 67%|######6 | 112/168 [00:21<00:10, 5.20it/s]
123/499 4.32G 0.01077 0.00928 0.003854 63 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s]
123/499 4.32G 0.01077 0.009272 0.0039 68 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s]
123/499 4.32G 0.01077 0.009272 0.0039 68 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s]
123/499 4.32G 0.01077 0.00928 0.003905 68 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s]
123/499 4.32G 0.01077 0.00928 0.003905 68 640: 68%|######8 | 115/168 [00:21<00:10, 5.22it/s]
123/499 4.32G 0.01077 0.009287 0.003897 65 640: 68%|######8 | 115/168 [00:21<00:10, 5.22it/s]
123/499 4.32G 0.01077 0.009287 0.003897 65 640: 69%|######9 | 116/168 [00:21<00:09, 5.28it/s]
123/499 4.32G 0.01077 0.009296 0.003902 74 640: 69%|######9 | 116/168 [00:22<00:09, 5.28it/s]
123/499 4.32G 0.01077 0.009296 0.003902 74 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
123/499 4.32G 0.01078 0.009308 0.003888 76 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
123/499 4.32G 0.01078 0.009308 0.003888 76 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s]
123/499 4.32G 0.01078 0.009325 0.003871 88 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s]
123/499 4.32G 0.01078 0.009325 0.003871 88 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s]
123/499 4.32G 0.01077 0.009333 0.003862 75 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s]
123/499 4.32G 0.01077 0.009333 0.003862 75 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s]
123/499 4.32G 0.01077 0.009324 0.003851 62 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s]
123/499 4.32G 0.01077 0.009324 0.003851 62 640: 72%|#######2 | 121/168 [00:22<00:09, 5.19it/s]
123/499 4.32G 0.01078 0.009319 0.003889 46 640: 72%|#######2 | 121/168 [00:23<00:09, 5.19it/s]
123/499 4.32G 0.01078 0.009319 0.003889 46 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s]
123/499 4.32G 0.01078 0.009316 0.003893 70 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s]
123/499 4.32G 0.01078 0.009316 0.003893 70 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s]
123/499 4.32G 0.01076 0.009329 0.003892 76 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s]
123/499 4.32G 0.01076 0.009329 0.003892 76 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
123/499 4.32G 0.01075 0.009331 0.00389 72 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
123/499 4.32G 0.01075 0.009331 0.00389 72 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
123/499 4.32G 0.01075 0.009349 0.003915 80 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
123/499 4.32G 0.01075 0.009349 0.003915 80 640: 75%|#######5 | 126/168 [00:23<00:07, 5.38it/s]
123/499 4.32G 0.01075 0.009354 0.003902 66 640: 75%|#######5 | 126/168 [00:23<00:07, 5.38it/s]
123/499 4.32G 0.01075 0.009354 0.003902 66 640: 76%|#######5 | 127/168 [00:23<00:07, 5.23it/s]
123/499 4.32G 0.01076 0.009345 0.003931 49 640: 76%|#######5 | 127/168 [00:24<00:07, 5.23it/s]
123/499 4.32G 0.01076 0.009345 0.003931 49 640: 76%|#######6 | 128/168 [00:24<00:07, 5.33it/s]
123/499 4.32G 0.01076 0.009341 0.003918 73 640: 76%|#######6 | 128/168 [00:24<00:07, 5.33it/s]
123/499 4.32G 0.01076 0.009341 0.003918 73 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s]
123/499 4.32G 0.01077 0.009343 0.003903 72 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s]
123/499 4.32G 0.01077 0.009343 0.003903 72 640: 77%|#######7 | 130/168 [00:24<00:07, 5.24it/s]
123/499 4.32G 0.01077 0.009338 0.003902 58 640: 77%|#######7 | 130/168 [00:24<00:07, 5.24it/s]
123/499 4.32G 0.01077 0.009338 0.003902 58 640: 78%|#######7 | 131/168 [00:24<00:06, 5.29it/s]
123/499 4.32G 0.01077 0.009366 0.0039 84 640: 78%|#######7 | 131/168 [00:24<00:06, 5.29it/s]
123/499 4.32G 0.01077 0.009366 0.0039 84 640: 79%|#######8 | 132/168 [00:24<00:06, 5.38it/s]
123/499 4.32G 0.01077 0.009373 0.003877 73 640: 79%|#######8 | 132/168 [00:25<00:06, 5.38it/s]
123/499 4.32G 0.01077 0.009373 0.003877 73 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s]
123/499 4.32G 0.01077 0.009382 0.003862 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s]
123/499 4.32G 0.01077 0.009382 0.003862 65 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s]
123/499 4.32G 0.01076 0.009376 0.003862 68 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s]
123/499 4.32G 0.01076 0.009376 0.003862 68 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s]
123/499 4.32G 0.01075 0.009372 0.003864 64 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s]
123/499 4.32G 0.01075 0.009372 0.003864 64 640: 81%|######## | 136/168 [00:25<00:06, 5.25it/s]
123/499 4.32G 0.01076 0.009361 0.003874 62 640: 81%|######## | 136/168 [00:25<00:06, 5.25it/s]
123/499 4.32G 0.01076 0.009361 0.003874 62 640: 82%|########1 | 137/168 [00:25<00:05, 5.31it/s]
123/499 4.32G 0.01074 0.009351 0.003874 77 640: 82%|########1 | 137/168 [00:26<00:05, 5.31it/s]
123/499 4.32G 0.01074 0.009351 0.003874 77 640: 82%|########2 | 138/168 [00:26<00:05, 5.38it/s]
123/499 4.32G 0.01075 0.009359 0.003887 82 640: 82%|########2 | 138/168 [00:26<00:05, 5.38it/s]
123/499 4.32G 0.01075 0.009359 0.003887 82 640: 83%|########2 | 139/168 [00:26<00:05, 5.25it/s]
123/499 4.32G 0.01076 0.009385 0.003898 86 640: 83%|########2 | 139/168 [00:26<00:05, 5.25it/s]
123/499 4.32G 0.01076 0.009385 0.003898 86 640: 83%|########3 | 140/168 [00:26<00:05, 5.33it/s]
123/499 4.32G 0.01076 0.009386 0.003917 72 640: 83%|########3 | 140/168 [00:26<00:05, 5.33it/s]
123/499 4.32G 0.01076 0.009386 0.003917 72 640: 84%|########3 | 141/168 [00:26<00:05, 5.40it/s]
123/499 4.32G 0.01075 0.00938 0.003903 52 640: 84%|########3 | 141/168 [00:26<00:05, 5.40it/s]
123/499 4.32G 0.01075 0.00938 0.003903 52 640: 85%|########4 | 142/168 [00:26<00:04, 5.25it/s]
123/499 4.32G 0.01075 0.009379 0.003891 75 640: 85%|########4 | 142/168 [00:26<00:04, 5.25it/s]
123/499 4.32G 0.01075 0.009379 0.003891 75 640: 85%|########5 | 143/168 [00:26<00:04, 5.33it/s]
123/499 4.32G 0.01075 0.009362 0.003896 53 640: 85%|########5 | 143/168 [00:27<00:04, 5.33it/s]
123/499 4.32G 0.01075 0.009362 0.003896 53 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s]
123/499 4.32G 0.01073 0.009351 0.003905 60 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s]
123/499 4.32G 0.01073 0.009351 0.003905 60 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s]
123/499 4.32G 0.01073 0.009344 0.003908 66 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s]
123/499 4.32G 0.01073 0.009344 0.003908 66 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s]
123/499 4.32G 0.01073 0.009335 0.003908 58 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s]
123/499 4.32G 0.01073 0.009335 0.003908 58 640: 88%|########7 | 147/168 [00:27<00:03, 5.26it/s]
123/499 4.32G 0.01074 0.009338 0.003903 63 640: 88%|########7 | 147/168 [00:27<00:03, 5.26it/s]
123/499 4.32G 0.01074 0.009338 0.003903 63 640: 88%|########8 | 148/168 [00:27<00:03, 5.13it/s]
123/499 4.32G 0.01076 0.009338 0.00389 58 640: 88%|########8 | 148/168 [00:28<00:03, 5.13it/s]
123/499 4.32G 0.01076 0.009338 0.00389 58 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
123/499 4.32G 0.01075 0.009324 0.003894 57 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
123/499 4.32G 0.01075 0.009324 0.003894 57 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s]
123/499 4.32G 0.01075 0.009326 0.003887 59 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s]
123/499 4.32G 0.01075 0.009326 0.003887 59 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
123/499 4.32G 0.01075 0.009326 0.003874 63 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
123/499 4.32G 0.01075 0.009326 0.003874 63 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s]
123/499 4.32G 0.01074 0.009335 0.003883 73 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s]
123/499 4.32G 0.01074 0.009335 0.003883 73 640: 91%|#########1| 153/168 [00:28<00:02, 5.39it/s]
123/499 4.32G 0.01075 0.009341 0.003893 70 640: 91%|#########1| 153/168 [00:29<00:02, 5.39it/s]
123/499 4.32G 0.01075 0.009341 0.003893 70 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
123/499 4.32G 0.01074 0.00934 0.003885 71 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
123/499 4.32G 0.01074 0.00934 0.003885 71 640: 92%|#########2| 155/168 [00:29<00:02, 5.34it/s]
123/499 4.32G 0.01074 0.009337 0.003875 67 640: 92%|#########2| 155/168 [00:29<00:02, 5.34it/s]
123/499 4.32G 0.01074 0.009337 0.003875 67 640: 93%|#########2| 156/168 [00:29<00:02, 5.39it/s]
123/499 4.32G 0.01074 0.009333 0.003866 67 640: 93%|#########2| 156/168 [00:29<00:02, 5.39it/s]
123/499 4.32G 0.01074 0.009333 0.003866 67 640: 93%|#########3| 157/168 [00:29<00:02, 5.25it/s]
123/499 4.32G 0.01074 0.009332 0.003879 70 640: 93%|#########3| 157/168 [00:29<00:02, 5.25it/s]
123/499 4.32G 0.01074 0.009332 0.003879 70 640: 94%|#########4| 158/168 [00:29<00:01, 5.28it/s]
123/499 4.32G 0.01073 0.009344 0.003883 78 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s]
123/499 4.32G 0.01073 0.009344 0.003883 78 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s]
123/499 4.32G 0.01074 0.009341 0.003879 63 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s]
123/499 4.32G 0.01074 0.009341 0.003879 63 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s]
123/499 4.32G 0.01075 0.009341 0.003874 58 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s]
123/499 4.32G 0.01075 0.009341 0.003874 58 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
123/499 4.32G 0.01074 0.009335 0.003877 68 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
123/499 4.32G 0.01074 0.009335 0.003877 68 640: 96%|#########6| 162/168 [00:30<00:01, 5.33it/s]
123/499 4.32G 0.01073 0.00934 0.003876 77 640: 96%|#########6| 162/168 [00:30<00:01, 5.33it/s]
123/499 4.32G 0.01073 0.00934 0.003876 77 640: 97%|#########7| 163/168 [00:30<00:00, 5.19it/s]
123/499 4.32G 0.01074 0.009344 0.003873 68 640: 97%|#########7| 163/168 [00:30<00:00, 5.19it/s]
123/499 4.32G 0.01074 0.009344 0.003873 68 640: 98%|#########7| 164/168 [00:30<00:00, 5.28it/s]
123/499 4.32G 0.01074 0.00934 0.003877 67 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s]
123/499 4.32G 0.01074 0.00934 0.003877 67 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s]
123/499 4.32G 0.01074 0.009333 0.003864 63 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s]
123/499 4.32G 0.01074 0.009333 0.003864 63 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s]
123/499 4.32G 0.01074 0.009339 0.003872 79 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s]
123/499 4.32G 0.01074 0.009339 0.003872 79 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s]
123/499 4.32G 0.01074 0.009338 0.003852 30 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s]
123/499 4.32G 0.01074 0.009338 0.003852 30 640: 100%|##########| 168/168 [00:31<00:00, 5.40it/s]
123/499 4.32G 0.01074 0.009338 0.003852 30 640: 100%|##########| 168/168 [00:31<00:00, 5.30it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.76it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.87it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.45it/s]
all 132 263 0.889 0.873 0.927 0.78
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
124/499 4.32G 0.01083 0.01062 0.002182 72 640: 0%| | 0/168 [00:00<?, ?it/s]
124/499 4.32G 0.01083 0.01062 0.002182 72 640: 1%| | 1/168 [00:00<00:33, 5.02it/s]
124/499 4.32G 0.01016 0.009276 0.002444 64 640: 1%| | 1/168 [00:00<00:33, 5.02it/s]
124/499 4.32G 0.01016 0.009276 0.002444 64 640: 1%|1 | 2/168 [00:00<00:31, 5.25it/s]
124/499 4.32G 0.01097 0.008409 0.004303 52 640: 1%|1 | 2/168 [00:00<00:31, 5.25it/s]
124/499 4.32G 0.01097 0.008409 0.004303 52 640: 2%|1 | 3/168 [00:00<00:30, 5.41it/s]
124/499 4.32G 0.01061 0.00883 0.004627 74 640: 2%|1 | 3/168 [00:00<00:30, 5.41it/s]
124/499 4.32G 0.01061 0.00883 0.004627 74 640: 2%|2 | 4/168 [00:00<00:31, 5.22it/s]
124/499 4.32G 0.01088 0.008832 0.00537 65 640: 2%|2 | 4/168 [00:00<00:31, 5.22it/s]
124/499 4.32G 0.01088 0.008832 0.00537 65 640: 3%|2 | 5/168 [00:00<00:30, 5.32it/s]
124/499 4.32G 0.01122 0.008593 0.005825 57 640: 3%|2 | 5/168 [00:01<00:30, 5.32it/s]
124/499 4.32G 0.01122 0.008593 0.005825 57 640: 4%|3 | 6/168 [00:01<00:29, 5.40it/s]
124/499 4.32G 0.01114 0.008983 0.005727 79 640: 4%|3 | 6/168 [00:01<00:29, 5.40it/s]
124/499 4.32G 0.01114 0.008983 0.005727 79 640: 4%|4 | 7/168 [00:01<00:30, 5.22it/s]
124/499 4.32G 0.0109 0.008823 0.005581 56 640: 4%|4 | 7/168 [00:01<00:30, 5.22it/s]
124/499 4.32G 0.0109 0.008823 0.005581 56 640: 5%|4 | 8/168 [00:01<00:30, 5.31it/s]
124/499 4.32G 0.01086 0.008971 0.005617 82 640: 5%|4 | 8/168 [00:01<00:30, 5.31it/s]
124/499 4.32G 0.01086 0.008971 0.005617 82 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s]
124/499 4.32G 0.01068 0.008903 0.005346 70 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s]
124/499 4.32G 0.01068 0.008903 0.005346 70 640: 6%|5 | 10/168 [00:01<00:30, 5.20it/s]
124/499 4.32G 0.01061 0.008793 0.005066 63 640: 6%|5 | 10/168 [00:02<00:30, 5.20it/s]
124/499 4.32G 0.01061 0.008793 0.005066 63 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s]
124/499 4.32G 0.01049 0.008659 0.005056 68 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s]
124/499 4.32G 0.01049 0.008659 0.005056 68 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s]
124/499 4.32G 0.01053 0.008887 0.005075 70 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s]
124/499 4.32G 0.01053 0.008887 0.005075 70 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s]
124/499 4.32G 0.01058 0.008953 0.004916 63 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s]
124/499 4.32G 0.01058 0.008953 0.004916 63 640: 8%|8 | 14/168 [00:02<00:28, 5.34it/s]
124/499 4.32G 0.01056 0.009043 0.004673 69 640: 8%|8 | 14/168 [00:02<00:28, 5.34it/s]
124/499 4.32G 0.01056 0.009043 0.004673 69 640: 9%|8 | 15/168 [00:02<00:28, 5.40it/s]
124/499 4.32G 0.01069 0.009046 0.004648 53 640: 9%|8 | 15/168 [00:03<00:28, 5.40it/s]
124/499 4.32G 0.01069 0.009046 0.004648 53 640: 10%|9 | 16/168 [00:03<00:29, 5.24it/s]
124/499 4.32G 0.01082 0.009222 0.004549 72 640: 10%|9 | 16/168 [00:03<00:29, 5.24it/s]
124/499 4.32G 0.01082 0.009222 0.004549 72 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s]
124/499 4.32G 0.01087 0.009237 0.0045 65 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s]
124/499 4.32G 0.01087 0.009237 0.0045 65 640: 11%|# | 18/168 [00:03<00:27, 5.39it/s]
124/499 4.32G 0.01088 0.009249 0.004529 69 640: 11%|# | 18/168 [00:03<00:27, 5.39it/s]
124/499 4.32G 0.01088 0.009249 0.004529 69 640: 11%|#1 | 19/168 [00:03<00:28, 5.26it/s]
124/499 4.32G 0.01086 0.009257 0.004534 82 640: 11%|#1 | 19/168 [00:03<00:28, 5.26it/s]
124/499 4.32G 0.01086 0.009257 0.004534 82 640: 12%|#1 | 20/168 [00:03<00:27, 5.35it/s]
124/499 4.32G 0.01087 0.009214 0.004559 68 640: 12%|#1 | 20/168 [00:03<00:27, 5.35it/s]
124/499 4.32G 0.01087 0.009214 0.004559 68 640: 12%|#2 | 21/168 [00:03<00:27, 5.38it/s]
124/499 4.32G 0.01083 0.009157 0.004597 63 640: 12%|#2 | 21/168 [00:04<00:27, 5.38it/s]
124/499 4.32G 0.01083 0.009157 0.004597 63 640: 13%|#3 | 22/168 [00:04<00:27, 5.24it/s]
124/499 4.32G 0.01077 0.009124 0.004503 68 640: 13%|#3 | 22/168 [00:04<00:27, 5.24it/s]
124/499 4.32G 0.01077 0.009124 0.004503 68 640: 14%|#3 | 23/168 [00:04<00:27, 5.34it/s]
124/499 4.32G 0.01081 0.009117 0.004521 56 640: 14%|#3 | 23/168 [00:04<00:27, 5.34it/s]
124/499 4.32G 0.01081 0.009117 0.004521 56 640: 14%|#4 | 24/168 [00:04<00:26, 5.40it/s]
124/499 4.32G 0.01082 0.009097 0.004386 58 640: 14%|#4 | 24/168 [00:04<00:26, 5.40it/s]
124/499 4.32G 0.01082 0.009097 0.004386 58 640: 15%|#4 | 25/168 [00:04<00:27, 5.26it/s]
124/499 4.32G 0.01081 0.009052 0.004371 62 640: 15%|#4 | 25/168 [00:04<00:27, 5.26it/s]
124/499 4.32G 0.01081 0.009052 0.004371 62 640: 15%|#5 | 26/168 [00:04<00:27, 5.25it/s]
124/499 4.32G 0.01081 0.008971 0.004428 56 640: 15%|#5 | 26/168 [00:05<00:27, 5.25it/s]
124/499 4.32G 0.01081 0.008971 0.004428 56 640: 16%|#6 | 27/168 [00:05<00:26, 5.28it/s]
124/499 4.32G 0.01082 0.008945 0.004406 63 640: 16%|#6 | 27/168 [00:05<00:26, 5.28it/s]
124/499 4.32G 0.01082 0.008945 0.004406 63 640: 17%|#6 | 28/168 [00:05<00:27, 5.17it/s]
124/499 4.32G 0.01085 0.008951 0.004369 67 640: 17%|#6 | 28/168 [00:05<00:27, 5.17it/s]
124/499 4.32G 0.01085 0.008951 0.004369 67 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
124/499 4.32G 0.01088 0.00903 0.004327 76 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
124/499 4.32G 0.01088 0.00903 0.004327 76 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s]
124/499 4.32G 0.01086 0.009046 0.004355 71 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s]
124/499 4.32G 0.01086 0.009046 0.004355 71 640: 18%|#8 | 31/168 [00:05<00:26, 5.24it/s]
124/499 4.32G 0.01085 0.009058 0.004403 75 640: 18%|#8 | 31/168 [00:06<00:26, 5.24it/s]
124/499 4.32G 0.01085 0.009058 0.004403 75 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s]
124/499 4.32G 0.01085 0.009083 0.004411 73 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s]
124/499 4.32G 0.01085 0.009083 0.004411 73 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s]
124/499 4.32G 0.01081 0.009147 0.004336 75 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s]
124/499 4.32G 0.01081 0.009147 0.004336 75 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s]
124/499 4.32G 0.01079 0.00919 0.004283 76 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s]
124/499 4.32G 0.01079 0.00919 0.004283 76 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s]
124/499 4.32G 0.01078 0.0092 0.004312 76 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s]
124/499 4.32G 0.01078 0.0092 0.004312 76 640: 21%|##1 | 36/168 [00:06<00:24, 5.36it/s]
124/499 4.32G 0.01078 0.009219 0.004269 73 640: 21%|##1 | 36/168 [00:06<00:24, 5.36it/s]
124/499 4.32G 0.01078 0.009219 0.004269 73 640: 22%|##2 | 37/168 [00:06<00:25, 5.20it/s]
124/499 4.32G 0.01078 0.009201 0.004227 58 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s]
124/499 4.32G 0.01078 0.009201 0.004227 58 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s]
124/499 4.32G 0.01072 0.009161 0.004263 60 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s]
124/499 4.32G 0.01072 0.009161 0.004263 60 640: 23%|##3 | 39/168 [00:07<00:24, 5.37it/s]
124/499 4.32G 0.01074 0.009166 0.004239 62 640: 23%|##3 | 39/168 [00:07<00:24, 5.37it/s]
124/499 4.32G 0.01074 0.009166 0.004239 62 640: 24%|##3 | 40/168 [00:07<00:24, 5.23it/s]
124/499 4.32G 0.01069 0.009144 0.004201 61 640: 24%|##3 | 40/168 [00:07<00:24, 5.23it/s]
124/499 4.32G 0.01069 0.009144 0.004201 61 640: 24%|##4 | 41/168 [00:07<00:24, 5.26it/s]
124/499 4.32G 0.01066 0.009129 0.004244 64 640: 24%|##4 | 41/168 [00:07<00:24, 5.26it/s]
124/499 4.32G 0.01066 0.009129 0.004244 64 640: 25%|##5 | 42/168 [00:07<00:23, 5.34it/s]
124/499 4.32G 0.01065 0.009073 0.004237 55 640: 25%|##5 | 42/168 [00:08<00:23, 5.34it/s]
124/499 4.32G 0.01065 0.009073 0.004237 55 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
124/499 4.32G 0.01065 0.009038 0.004207 57 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
124/499 4.32G 0.01065 0.009038 0.004207 57 640: 26%|##6 | 44/168 [00:08<00:23, 5.23it/s]
124/499 4.32G 0.01063 0.009022 0.004213 65 640: 26%|##6 | 44/168 [00:08<00:23, 5.23it/s]
124/499 4.32G 0.01063 0.009022 0.004213 65 640: 27%|##6 | 45/168 [00:08<00:23, 5.30it/s]
124/499 4.32G 0.01058 0.00903 0.004235 76 640: 27%|##6 | 45/168 [00:08<00:23, 5.30it/s]
124/499 4.32G 0.01058 0.00903 0.004235 76 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s]
124/499 4.32G 0.01058 0.009031 0.004225 70 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s]
124/499 4.32G 0.01058 0.009031 0.004225 70 640: 28%|##7 | 47/168 [00:08<00:22, 5.31it/s]
124/499 4.32G 0.01055 0.009032 0.004179 61 640: 28%|##7 | 47/168 [00:09<00:22, 5.31it/s]
124/499 4.32G 0.01055 0.009032 0.004179 61 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s]
124/499 4.32G 0.01054 0.009016 0.004139 68 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s]
124/499 4.32G 0.01054 0.009016 0.004139 68 640: 29%|##9 | 49/168 [00:09<00:22, 5.26it/s]
124/499 4.32G 0.01053 0.009007 0.004089 57 640: 29%|##9 | 49/168 [00:09<00:22, 5.26it/s]
124/499 4.32G 0.01053 0.009007 0.004089 57 640: 30%|##9 | 50/168 [00:09<00:21, 5.36it/s]
124/499 4.32G 0.01053 0.009025 0.004043 62 640: 30%|##9 | 50/168 [00:09<00:21, 5.36it/s]
124/499 4.32G 0.01053 0.009025 0.004043 62 640: 30%|### | 51/168 [00:09<00:21, 5.41it/s]
124/499 4.32G 0.01054 0.009103 0.004026 79 640: 30%|### | 51/168 [00:09<00:21, 5.41it/s]
124/499 4.32G 0.01054 0.009103 0.004026 79 640: 31%|### | 52/168 [00:09<00:22, 5.27it/s]
124/499 4.32G 0.01052 0.00911 0.003995 69 640: 31%|### | 52/168 [00:10<00:22, 5.27it/s]
124/499 4.32G 0.01052 0.00911 0.003995 69 640: 32%|###1 | 53/168 [00:10<00:21, 5.35it/s]
124/499 4.32G 0.0105 0.009118 0.003993 75 640: 32%|###1 | 53/168 [00:10<00:21, 5.35it/s]
124/499 4.32G 0.0105 0.009118 0.003993 75 640: 32%|###2 | 54/168 [00:10<00:21, 5.41it/s]
124/499 4.32G 0.01053 0.009143 0.003981 66 640: 32%|###2 | 54/168 [00:10<00:21, 5.41it/s]
124/499 4.32G 0.01053 0.009143 0.003981 66 640: 33%|###2 | 55/168 [00:10<00:21, 5.27it/s]
124/499 4.32G 0.0105 0.009113 0.00397 74 640: 33%|###2 | 55/168 [00:10<00:21, 5.27it/s]
124/499 4.32G 0.0105 0.009113 0.00397 74 640: 33%|###3 | 56/168 [00:10<00:20, 5.34it/s]
124/499 4.32G 0.01053 0.009126 0.00397 59 640: 33%|###3 | 56/168 [00:10<00:20, 5.34it/s]
124/499 4.32G 0.01053 0.009126 0.00397 59 640: 34%|###3 | 57/168 [00:10<00:20, 5.39it/s]
124/499 4.32G 0.01053 0.009096 0.003933 53 640: 34%|###3 | 57/168 [00:10<00:20, 5.39it/s]
124/499 4.32G 0.01053 0.009096 0.003933 53 640: 35%|###4 | 58/168 [00:10<00:20, 5.24it/s]
124/499 4.32G 0.01052 0.009108 0.003945 78 640: 35%|###4 | 58/168 [00:11<00:20, 5.24it/s]
124/499 4.32G 0.01052 0.009108 0.003945 78 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s]
124/499 4.32G 0.01051 0.00915 0.003907 75 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s]
124/499 4.32G 0.01051 0.00915 0.003907 75 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s]
124/499 4.32G 0.01051 0.009214 0.003878 88 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s]
124/499 4.32G 0.01051 0.009214 0.003878 88 640: 36%|###6 | 61/168 [00:11<00:20, 5.24it/s]
124/499 4.32G 0.01052 0.009213 0.003927 57 640: 36%|###6 | 61/168 [00:11<00:20, 5.24it/s]
124/499 4.32G 0.01052 0.009213 0.003927 57 640: 37%|###6 | 62/168 [00:11<00:19, 5.36it/s]
124/499 4.32G 0.01052 0.009219 0.003893 67 640: 37%|###6 | 62/168 [00:11<00:19, 5.36it/s]
124/499 4.32G 0.01052 0.009219 0.003893 67 640: 38%|###7 | 63/168 [00:11<00:19, 5.42it/s]
124/499 4.32G 0.01051 0.009232 0.003956 68 640: 38%|###7 | 63/168 [00:12<00:19, 5.42it/s]
124/499 4.32G 0.01051 0.009232 0.003956 68 640: 38%|###8 | 64/168 [00:12<00:19, 5.25it/s]
124/499 4.32G 0.01049 0.009209 0.003937 70 640: 38%|###8 | 64/168 [00:12<00:19, 5.25it/s]
124/499 4.32G 0.01049 0.009209 0.003937 70 640: 39%|###8 | 65/168 [00:12<00:19, 5.33it/s]
124/499 4.32G 0.01048 0.009198 0.00397 62 640: 39%|###8 | 65/168 [00:12<00:19, 5.33it/s]
124/499 4.32G 0.01048 0.009198 0.00397 62 640: 39%|###9 | 66/168 [00:12<00:18, 5.37it/s]
124/499 4.32G 0.0105 0.00919 0.003966 67 640: 39%|###9 | 66/168 [00:12<00:18, 5.37it/s]
124/499 4.32G 0.0105 0.00919 0.003966 67 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s]
124/499 4.32G 0.01048 0.009195 0.003965 89 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s]
124/499 4.32G 0.01048 0.009195 0.003965 89 640: 40%|#### | 68/168 [00:12<00:18, 5.34it/s]
124/499 4.32G 0.01048 0.009212 0.003941 76 640: 40%|#### | 68/168 [00:13<00:18, 5.34it/s]
124/499 4.32G 0.01048 0.009212 0.003941 76 640: 41%|####1 | 69/168 [00:13<00:18, 5.39it/s]
124/499 4.32G 0.01048 0.009181 0.003933 57 640: 41%|####1 | 69/168 [00:13<00:18, 5.39it/s]
124/499 4.32G 0.01048 0.009181 0.003933 57 640: 42%|####1 | 70/168 [00:13<00:18, 5.25it/s]
124/499 4.32G 0.01049 0.009175 0.003965 68 640: 42%|####1 | 70/168 [00:13<00:18, 5.25it/s]
124/499 4.32G 0.01049 0.009175 0.003965 68 640: 42%|####2 | 71/168 [00:13<00:18, 5.36it/s]
124/499 4.32G 0.01048 0.009173 0.003941 75 640: 42%|####2 | 71/168 [00:13<00:18, 5.36it/s]
124/499 4.32G 0.01048 0.009173 0.003941 75 640: 43%|####2 | 72/168 [00:13<00:17, 5.44it/s]
124/499 4.32G 0.01049 0.009174 0.003957 69 640: 43%|####2 | 72/168 [00:13<00:17, 5.44it/s]
124/499 4.32G 0.01049 0.009174 0.003957 69 640: 43%|####3 | 73/168 [00:13<00:18, 5.27it/s]
124/499 4.32G 0.01047 0.009191 0.003979 72 640: 43%|####3 | 73/168 [00:13<00:18, 5.27it/s]
124/499 4.32G 0.01047 0.009191 0.003979 72 640: 44%|####4 | 74/168 [00:13<00:17, 5.34it/s]
124/499 4.32G 0.01047 0.0092 0.003951 65 640: 44%|####4 | 74/168 [00:14<00:17, 5.34it/s]
124/499 4.32G 0.01047 0.0092 0.003951 65 640: 45%|####4 | 75/168 [00:14<00:17, 5.40it/s]
124/499 4.32G 0.01046 0.00921 0.00401 77 640: 45%|####4 | 75/168 [00:14<00:17, 5.40it/s]
124/499 4.32G 0.01046 0.00921 0.00401 77 640: 45%|####5 | 76/168 [00:14<00:17, 5.24it/s]
124/499 4.32G 0.01045 0.009213 0.003992 72 640: 45%|####5 | 76/168 [00:14<00:17, 5.24it/s]
124/499 4.32G 0.01045 0.009213 0.003992 72 640: 46%|####5 | 77/168 [00:14<00:17, 5.33it/s]
124/499 4.32G 0.01044 0.009199 0.003958 57 640: 46%|####5 | 77/168 [00:14<00:17, 5.33it/s]
124/499 4.32G 0.01044 0.009199 0.003958 57 640: 46%|####6 | 78/168 [00:14<00:16, 5.38it/s]
124/499 4.32G 0.01043 0.009205 0.003956 82 640: 46%|####6 | 78/168 [00:14<00:16, 5.38it/s]
124/499 4.32G 0.01043 0.009205 0.003956 82 640: 47%|####7 | 79/168 [00:14<00:17, 5.22it/s]
124/499 4.32G 0.01045 0.009205 0.003942 66 640: 47%|####7 | 79/168 [00:15<00:17, 5.22it/s]
124/499 4.32G 0.01045 0.009205 0.003942 66 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
124/499 4.32G 0.01042 0.009192 0.003925 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
124/499 4.32G 0.01042 0.009192 0.003925 70 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s]
124/499 4.32G 0.01041 0.009194 0.003899 74 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s]
124/499 4.32G 0.01041 0.009194 0.003899 74 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s]
124/499 4.32G 0.0104 0.009184 0.003881 77 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s]
124/499 4.32G 0.0104 0.009184 0.003881 77 640: 49%|####9 | 83/168 [00:15<00:16, 5.26it/s]
124/499 4.32G 0.01037 0.009166 0.003905 67 640: 49%|####9 | 83/168 [00:15<00:16, 5.26it/s]
124/499 4.32G 0.01037 0.009166 0.003905 67 640: 50%|##### | 84/168 [00:15<00:15, 5.33it/s]
124/499 4.32G 0.01036 0.009153 0.003931 70 640: 50%|##### | 84/168 [00:16<00:15, 5.33it/s]
124/499 4.32G 0.01036 0.009153 0.003931 70 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s]
124/499 4.32G 0.01036 0.00919 0.00394 80 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s]
124/499 4.32G 0.01036 0.00919 0.00394 80 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
124/499 4.32G 0.01037 0.009188 0.003932 68 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
124/499 4.32G 0.01037 0.009188 0.003932 68 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s]
124/499 4.32G 0.01038 0.009214 0.003912 85 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s]
124/499 4.32G 0.01038 0.009214 0.003912 85 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
124/499 4.32G 0.01038 0.009192 0.003938 57 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
124/499 4.32G 0.01038 0.009192 0.003938 57 640: 53%|#####2 | 89/168 [00:16<00:14, 5.31it/s]
124/499 4.32G 0.01036 0.009181 0.00395 70 640: 53%|#####2 | 89/168 [00:16<00:14, 5.31it/s]
124/499 4.32G 0.01036 0.009181 0.00395 70 640: 54%|#####3 | 90/168 [00:16<00:14, 5.38it/s]
124/499 4.32G 0.01036 0.009198 0.003944 73 640: 54%|#####3 | 90/168 [00:17<00:14, 5.38it/s]
124/499 4.32G 0.01036 0.009198 0.003944 73 640: 54%|#####4 | 91/168 [00:17<00:14, 5.25it/s]
124/499 4.32G 0.01035 0.009174 0.003931 67 640: 54%|#####4 | 91/168 [00:17<00:14, 5.25it/s]
124/499 4.32G 0.01035 0.009174 0.003931 67 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s]
124/499 4.32G 0.01034 0.009164 0.003914 68 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s]
124/499 4.32G 0.01034 0.009164 0.003914 68 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s]
124/499 4.32G 0.01034 0.009181 0.003905 75 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s]
124/499 4.32G 0.01034 0.009181 0.003905 75 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
124/499 4.32G 0.01033 0.009173 0.003915 57 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
124/499 4.32G 0.01033 0.009173 0.003915 57 640: 57%|#####6 | 95/168 [00:17<00:13, 5.29it/s]
124/499 4.32G 0.01033 0.009182 0.003903 72 640: 57%|#####6 | 95/168 [00:18<00:13, 5.29it/s]
124/499 4.32G 0.01033 0.009182 0.003903 72 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
124/499 4.32G 0.01032 0.009187 0.003875 61 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
124/499 4.32G 0.01032 0.009187 0.003875 61 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s]
124/499 4.32G 0.01034 0.00919 0.0039 80 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s]
124/499 4.32G 0.01034 0.00919 0.0039 80 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s]
124/499 4.32G 0.01032 0.009186 0.003884 75 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s]
124/499 4.32G 0.01032 0.009186 0.003884 75 640: 59%|#####8 | 99/168 [00:18<00:12, 5.38it/s]
124/499 4.32G 0.01031 0.009187 0.00386 75 640: 59%|#####8 | 99/168 [00:18<00:12, 5.38it/s]
124/499 4.32G 0.01031 0.009187 0.00386 75 640: 60%|#####9 | 100/168 [00:18<00:12, 5.25it/s]
124/499 4.32G 0.01031 0.009194 0.003862 67 640: 60%|#####9 | 100/168 [00:19<00:12, 5.25it/s]
124/499 4.32G 0.01031 0.009194 0.003862 67 640: 60%|###### | 101/168 [00:19<00:12, 5.34it/s]
124/499 4.32G 0.01031 0.009164 0.003874 44 640: 60%|###### | 101/168 [00:19<00:12, 5.34it/s]
124/499 4.32G 0.01031 0.009164 0.003874 44 640: 61%|###### | 102/168 [00:19<00:12, 5.40it/s]
124/499 4.32G 0.01032 0.009173 0.003875 79 640: 61%|###### | 102/168 [00:19<00:12, 5.40it/s]
124/499 4.32G 0.01032 0.009173 0.003875 79 640: 61%|######1 | 103/168 [00:19<00:12, 5.25it/s]
124/499 4.32G 0.01035 0.009178 0.003889 61 640: 61%|######1 | 103/168 [00:19<00:12, 5.25it/s]
124/499 4.32G 0.01035 0.009178 0.003889 61 640: 62%|######1 | 104/168 [00:19<00:12, 5.33it/s]
124/499 4.32G 0.01036 0.009196 0.003879 76 640: 62%|######1 | 104/168 [00:19<00:12, 5.33it/s]
124/499 4.32G 0.01036 0.009196 0.003879 76 640: 62%|######2 | 105/168 [00:19<00:11, 5.40it/s]
124/499 4.32G 0.01035 0.009191 0.003877 66 640: 62%|######2 | 105/168 [00:19<00:11, 5.40it/s]
124/499 4.32G 0.01035 0.009191 0.003877 66 640: 63%|######3 | 106/168 [00:19<00:11, 5.27it/s]
124/499 4.32G 0.01034 0.009183 0.003902 62 640: 63%|######3 | 106/168 [00:20<00:11, 5.27it/s]
124/499 4.32G 0.01034 0.009183 0.003902 62 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s]
124/499 4.32G 0.01033 0.009194 0.003901 79 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s]
124/499 4.32G 0.01033 0.009194 0.003901 79 640: 64%|######4 | 108/168 [00:20<00:11, 5.38it/s]
124/499 4.32G 0.01033 0.009177 0.003908 64 640: 64%|######4 | 108/168 [00:20<00:11, 5.38it/s]
124/499 4.32G 0.01033 0.009177 0.003908 64 640: 65%|######4 | 109/168 [00:20<00:11, 5.25it/s]
124/499 4.32G 0.01032 0.009171 0.003894 66 640: 65%|######4 | 109/168 [00:20<00:11, 5.25it/s]
124/499 4.32G 0.01032 0.009171 0.003894 66 640: 65%|######5 | 110/168 [00:20<00:10, 5.34it/s]
124/499 4.32G 0.01032 0.009174 0.003905 70 640: 65%|######5 | 110/168 [00:20<00:10, 5.34it/s]
124/499 4.32G 0.01032 0.009174 0.003905 70 640: 66%|######6 | 111/168 [00:20<00:10, 5.36it/s]
124/499 4.32G 0.01032 0.009165 0.003883 57 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s]
124/499 4.32G 0.01032 0.009165 0.003883 57 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s]
124/499 4.32G 0.01032 0.009175 0.003859 76 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s]
124/499 4.32G 0.01032 0.009175 0.003859 76 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s]
124/499 4.32G 0.01032 0.009191 0.003843 71 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s]
124/499 4.32G 0.01032 0.009191 0.003843 71 640: 68%|######7 | 114/168 [00:21<00:10, 5.31it/s]
124/499 4.32G 0.01033 0.00919 0.003826 66 640: 68%|######7 | 114/168 [00:21<00:10, 5.31it/s]
124/499 4.32G 0.01033 0.00919 0.003826 66 640: 68%|######8 | 115/168 [00:21<00:10, 5.19it/s]
124/499 4.32G 0.01032 0.009191 0.003829 69 640: 68%|######8 | 115/168 [00:21<00:10, 5.19it/s]
124/499 4.32G 0.01032 0.009191 0.003829 69 640: 69%|######9 | 116/168 [00:21<00:09, 5.24it/s]
124/499 4.32G 0.0103 0.009181 0.003813 63 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s]
124/499 4.32G 0.0103 0.009181 0.003813 63 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
124/499 4.32G 0.0103 0.009176 0.003813 61 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
124/499 4.32G 0.0103 0.009176 0.003813 61 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s]
124/499 4.32G 0.01031 0.009177 0.003818 69 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s]
124/499 4.32G 0.01031 0.009177 0.003818 69 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s]
124/499 4.32G 0.01031 0.00917 0.003803 49 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s]
124/499 4.32G 0.01031 0.00917 0.003803 49 640: 71%|#######1 | 120/168 [00:22<00:08, 5.37it/s]
124/499 4.32G 0.01032 0.009156 0.003812 59 640: 71%|#######1 | 120/168 [00:22<00:08, 5.37it/s]
124/499 4.32G 0.01032 0.009156 0.003812 59 640: 72%|#######2 | 121/168 [00:22<00:09, 5.22it/s]
124/499 4.32G 0.01032 0.009178 0.003818 77 640: 72%|#######2 | 121/168 [00:23<00:09, 5.22it/s]
124/499 4.32G 0.01032 0.009178 0.003818 77 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s]
124/499 4.32G 0.01031 0.009171 0.003835 68 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s]
124/499 4.32G 0.01031 0.009171 0.003835 68 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s]
124/499 4.32G 0.01031 0.009165 0.003822 59 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s]
124/499 4.32G 0.01031 0.009165 0.003822 59 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
124/499 4.32G 0.01031 0.009161 0.003807 69 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
124/499 4.32G 0.01031 0.009161 0.003807 69 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s]
124/499 4.32G 0.01032 0.009167 0.003821 76 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s]
124/499 4.32G 0.01032 0.009167 0.003821 76 640: 75%|#######5 | 126/168 [00:23<00:07, 5.30it/s]
124/499 4.32G 0.01032 0.009161 0.003804 64 640: 75%|#######5 | 126/168 [00:23<00:07, 5.30it/s]
124/499 4.32G 0.01032 0.009161 0.003804 64 640: 76%|#######5 | 127/168 [00:23<00:07, 5.17it/s]
124/499 4.32G 0.01032 0.009168 0.003823 70 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
124/499 4.32G 0.01032 0.009168 0.003823 70 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s]
124/499 4.32G 0.01032 0.009163 0.003818 61 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s]
124/499 4.32G 0.01032 0.009163 0.003818 61 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s]
124/499 4.32G 0.01032 0.00917 0.003809 85 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s]
124/499 4.32G 0.01032 0.00917 0.003809 85 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s]
124/499 4.32G 0.01032 0.009164 0.003813 64 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s]
124/499 4.32G 0.01032 0.009164 0.003813 64 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s]
124/499 4.32G 0.01033 0.009178 0.003823 70 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s]
124/499 4.32G 0.01033 0.009178 0.003823 70 640: 79%|#######8 | 132/168 [00:24<00:06, 5.36it/s]
124/499 4.32G 0.01034 0.009172 0.00381 73 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s]
124/499 4.32G 0.01034 0.009172 0.00381 73 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s]
124/499 4.32G 0.01033 0.009167 0.003813 56 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s]
124/499 4.32G 0.01033 0.009167 0.003813 56 640: 80%|#######9 | 134/168 [00:25<00:06, 5.33it/s]
124/499 4.32G 0.01034 0.009159 0.003842 52 640: 80%|#######9 | 134/168 [00:25<00:06, 5.33it/s]
124/499 4.32G 0.01034 0.009159 0.003842 52 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s]
124/499 4.32G 0.01034 0.009161 0.003846 66 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s]
124/499 4.32G 0.01034 0.009161 0.003846 66 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s]
124/499 4.32G 0.01033 0.009166 0.00385 73 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s]
124/499 4.32G 0.01033 0.009166 0.00385 73 640: 82%|########1 | 137/168 [00:25<00:05, 5.26it/s]
124/499 4.32G 0.01034 0.009175 0.00384 67 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s]
124/499 4.32G 0.01034 0.009175 0.00384 67 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s]
124/499 4.32G 0.01035 0.009175 0.003843 72 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s]
124/499 4.32G 0.01035 0.009175 0.003843 72 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s]
124/499 4.32G 0.01034 0.009169 0.003851 52 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s]
124/499 4.32G 0.01034 0.009169 0.003851 52 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s]
124/499 4.32G 0.01035 0.00917 0.003838 73 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s]
124/499 4.32G 0.01035 0.00917 0.003838 73 640: 84%|########3 | 141/168 [00:26<00:05, 5.37it/s]
124/499 4.32G 0.01035 0.009186 0.003829 58 640: 84%|########3 | 141/168 [00:26<00:05, 5.37it/s]
124/499 4.32G 0.01035 0.009186 0.003829 58 640: 85%|########4 | 142/168 [00:26<00:04, 5.25it/s]
124/499 4.32G 0.01034 0.009187 0.003831 76 640: 85%|########4 | 142/168 [00:26<00:04, 5.25it/s]
124/499 4.32G 0.01034 0.009187 0.003831 76 640: 85%|########5 | 143/168 [00:26<00:04, 5.34it/s]
124/499 4.32G 0.01034 0.009183 0.003838 57 640: 85%|########5 | 143/168 [00:27<00:04, 5.34it/s]
124/499 4.32G 0.01034 0.009183 0.003838 57 640: 86%|########5 | 144/168 [00:27<00:04, 5.39it/s]
124/499 4.32G 0.01035 0.009172 0.00385 60 640: 86%|########5 | 144/168 [00:27<00:04, 5.39it/s]
124/499 4.32G 0.01035 0.009172 0.00385 60 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s]
124/499 4.32G 0.01036 0.009183 0.003853 69 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s]
124/499 4.32G 0.01036 0.009183 0.003853 69 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s]
124/499 4.32G 0.01036 0.009165 0.003849 48 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s]
124/499 4.32G 0.01036 0.009165 0.003849 48 640: 88%|########7 | 147/168 [00:27<00:03, 5.36it/s]
124/499 4.32G 0.01035 0.009142 0.00384 45 640: 88%|########7 | 147/168 [00:27<00:03, 5.36it/s]
124/499 4.32G 0.01035 0.009142 0.00384 45 640: 88%|########8 | 148/168 [00:27<00:03, 5.21it/s]
124/499 4.32G 0.01035 0.009136 0.003854 59 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s]
124/499 4.32G 0.01035 0.009136 0.003854 59 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s]
124/499 4.32G 0.01034 0.009122 0.003845 56 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s]
124/499 4.32G 0.01034 0.009122 0.003845 56 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s]
124/499 4.32G 0.01033 0.009121 0.003852 73 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s]
124/499 4.32G 0.01033 0.009121 0.003852 73 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
124/499 4.32G 0.01033 0.009111 0.00385 59 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
124/499 4.32G 0.01033 0.009111 0.00385 59 640: 90%|######### | 152/168 [00:28<00:03, 5.33it/s]
124/499 4.32G 0.01033 0.009114 0.003838 67 640: 90%|######### | 152/168 [00:28<00:03, 5.33it/s]
124/499 4.32G 0.01033 0.009114 0.003838 67 640: 91%|#########1| 153/168 [00:28<00:02, 5.41it/s]
124/499 4.32G 0.01033 0.009118 0.003832 73 640: 91%|#########1| 153/168 [00:29<00:02, 5.41it/s]
124/499 4.32G 0.01033 0.009118 0.003832 73 640: 92%|#########1| 154/168 [00:29<00:02, 5.26it/s]
124/499 4.32G 0.01033 0.009112 0.003824 71 640: 92%|#########1| 154/168 [00:29<00:02, 5.26it/s]
124/499 4.32G 0.01033 0.009112 0.003824 71 640: 92%|#########2| 155/168 [00:29<00:02, 5.35it/s]
124/499 4.32G 0.01033 0.009136 0.003833 92 640: 92%|#########2| 155/168 [00:29<00:02, 5.35it/s]
124/499 4.32G 0.01033 0.009136 0.003833 92 640: 93%|#########2| 156/168 [00:29<00:02, 5.41it/s]
124/499 4.32G 0.01034 0.009145 0.003834 72 640: 93%|#########2| 156/168 [00:29<00:02, 5.41it/s]
124/499 4.32G 0.01034 0.009145 0.003834 72 640: 93%|#########3| 157/168 [00:29<00:02, 5.27it/s]
124/499 4.32G 0.01034 0.009139 0.003859 64 640: 93%|#########3| 157/168 [00:29<00:02, 5.27it/s]
124/499 4.32G 0.01034 0.009139 0.003859 64 640: 94%|#########4| 158/168 [00:29<00:01, 5.36it/s]
124/499 4.32G 0.01034 0.009128 0.003856 58 640: 94%|#########4| 158/168 [00:29<00:01, 5.36it/s]
124/499 4.32G 0.01034 0.009128 0.003856 58 640: 95%|#########4| 159/168 [00:29<00:01, 5.40it/s]
124/499 4.32G 0.01035 0.009136 0.003843 68 640: 95%|#########4| 159/168 [00:30<00:01, 5.40it/s]
124/499 4.32G 0.01035 0.009136 0.003843 68 640: 95%|#########5| 160/168 [00:30<00:01, 5.25it/s]
124/499 4.32G 0.01035 0.00916 0.003846 83 640: 95%|#########5| 160/168 [00:30<00:01, 5.25it/s]
124/499 4.32G 0.01035 0.00916 0.003846 83 640: 96%|#########5| 161/168 [00:30<00:01, 5.33it/s]
124/499 4.32G 0.01035 0.009151 0.003858 58 640: 96%|#########5| 161/168 [00:30<00:01, 5.33it/s]
124/499 4.32G 0.01035 0.009151 0.003858 58 640: 96%|#########6| 162/168 [00:30<00:01, 5.30it/s]
124/499 4.32G 0.01035 0.009153 0.003856 72 640: 96%|#########6| 162/168 [00:30<00:01, 5.30it/s]
124/499 4.32G 0.01035 0.009153 0.003856 72 640: 97%|#########7| 163/168 [00:30<00:00, 5.13it/s]
124/499 4.32G 0.01034 0.009161 0.003847 68 640: 97%|#########7| 163/168 [00:30<00:00, 5.13it/s]
124/499 4.32G 0.01034 0.009161 0.003847 68 640: 98%|#########7| 164/168 [00:30<00:00, 5.24it/s]
124/499 4.32G 0.01033 0.009163 0.003843 78 640: 98%|#########7| 164/168 [00:31<00:00, 5.24it/s]
124/499 4.32G 0.01033 0.009163 0.003843 78 640: 98%|#########8| 165/168 [00:31<00:00, 5.31it/s]
124/499 4.32G 0.01033 0.009161 0.003834 60 640: 98%|#########8| 165/168 [00:31<00:00, 5.31it/s]
124/499 4.32G 0.01033 0.009161 0.003834 60 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s]
124/499 4.32G 0.01033 0.009176 0.00383 76 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s]
124/499 4.32G 0.01033 0.009176 0.00383 76 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s]
124/499 4.32G 0.01032 0.009178 0.003863 33 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s]
124/499 4.32G 0.01032 0.009178 0.003863 33 640: 100%|##########| 168/168 [00:31<00:00, 5.46it/s]
124/499 4.32G 0.01032 0.009178 0.003863 33 640: 100%|##########| 168/168 [00:31<00:00, 5.30it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.86it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.46it/s]
all 132 263 0.843 0.894 0.894 0.77
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
125/499 4.32G 0.01066 0.01041 0.003867 75 640: 0%| | 0/168 [00:00<?, ?it/s]
125/499 4.32G 0.01066 0.01041 0.003867 75 640: 1%| | 1/168 [00:00<00:33, 4.93it/s]
125/499 4.32G 0.01056 0.01033 0.004448 74 640: 1%| | 1/168 [00:00<00:33, 4.93it/s]
125/499 4.32G 0.01056 0.01033 0.004448 74 640: 1%|1 | 2/168 [00:00<00:31, 5.29it/s]
125/499 4.32G 0.01062 0.009999 0.003749 62 640: 1%|1 | 2/168 [00:00<00:31, 5.29it/s]
125/499 4.32G 0.01062 0.009999 0.003749 62 640: 2%|1 | 3/168 [00:00<00:30, 5.39it/s]
125/499 4.32G 0.01045 0.01029 0.003165 80 640: 2%|1 | 3/168 [00:00<00:30, 5.39it/s]
125/499 4.32G 0.01045 0.01029 0.003165 80 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s]
125/499 4.32G 0.01019 0.0102 0.003026 65 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s]
125/499 4.32G 0.01019 0.0102 0.003026 65 640: 3%|2 | 5/168 [00:00<00:30, 5.29it/s]
125/499 4.32G 0.01036 0.009574 0.00313 50 640: 3%|2 | 5/168 [00:01<00:30, 5.29it/s]
125/499 4.32G 0.01036 0.009574 0.00313 50 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s]
125/499 4.32G 0.01032 0.009321 0.003687 63 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s]
125/499 4.32G 0.01032 0.009321 0.003687 63 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s]
125/499 4.32G 0.01023 0.009245 0.003981 68 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s]
125/499 4.32G 0.01023 0.009245 0.003981 68 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s]
125/499 4.32G 0.01013 0.009278 0.003988 71 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s]
125/499 4.32G 0.01013 0.009278 0.003988 71 640: 5%|5 | 9/168 [00:01<00:29, 5.37it/s]
125/499 4.32G 0.01022 0.009434 0.003685 64 640: 5%|5 | 9/168 [00:01<00:29, 5.37it/s]
125/499 4.32G 0.01022 0.009434 0.003685 64 640: 6%|5 | 10/168 [00:01<00:30, 5.22it/s]
125/499 4.32G 0.01024 0.009541 0.003965 74 640: 6%|5 | 10/168 [00:02<00:30, 5.22it/s]
125/499 4.32G 0.01024 0.009541 0.003965 74 640: 7%|6 | 11/168 [00:02<00:29, 5.32it/s]
125/499 4.32G 0.01017 0.009527 0.004239 75 640: 7%|6 | 11/168 [00:02<00:29, 5.32it/s]
125/499 4.32G 0.01017 0.009527 0.004239 75 640: 7%|7 | 12/168 [00:02<00:29, 5.37it/s]
125/499 4.32G 0.01021 0.009586 0.00427 72 640: 7%|7 | 12/168 [00:02<00:29, 5.37it/s]
125/499 4.32G 0.01021 0.009586 0.00427 72 640: 8%|7 | 13/168 [00:02<00:29, 5.24it/s]
125/499 4.32G 0.01022 0.009489 0.004314 71 640: 8%|7 | 13/168 [00:02<00:29, 5.24it/s]
125/499 4.32G 0.01022 0.009489 0.004314 71 640: 8%|8 | 14/168 [00:02<00:28, 5.34it/s]
125/499 4.32G 0.01027 0.009526 0.004266 68 640: 8%|8 | 14/168 [00:02<00:28, 5.34it/s]
125/499 4.32G 0.01027 0.009526 0.004266 68 640: 9%|8 | 15/168 [00:02<00:28, 5.41it/s]
125/499 4.32G 0.01036 0.009509 0.004327 65 640: 9%|8 | 15/168 [00:03<00:28, 5.41it/s]
125/499 4.32G 0.01036 0.009509 0.004327 65 640: 10%|9 | 16/168 [00:03<00:28, 5.27it/s]
125/499 4.32G 0.01046 0.009719 0.004168 80 640: 10%|9 | 16/168 [00:03<00:28, 5.27it/s]
125/499 4.32G 0.01046 0.009719 0.004168 80 640: 10%|# | 17/168 [00:03<00:28, 5.35it/s]
125/499 4.32G 0.01047 0.009801 0.004166 78 640: 10%|# | 17/168 [00:03<00:28, 5.35it/s]
125/499 4.32G 0.01047 0.009801 0.004166 78 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s]
125/499 4.32G 0.01057 0.009752 0.004098 55 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s]
125/499 4.32G 0.01057 0.009752 0.004098 55 640: 11%|#1 | 19/168 [00:03<00:28, 5.23it/s]
125/499 4.32G 0.01056 0.009901 0.004026 86 640: 11%|#1 | 19/168 [00:03<00:28, 5.23it/s]
125/499 4.32G 0.01056 0.009901 0.004026 86 640: 12%|#1 | 20/168 [00:03<00:27, 5.32it/s]
125/499 4.32G 0.01055 0.009854 0.004129 69 640: 12%|#1 | 20/168 [00:03<00:27, 5.32it/s]
125/499 4.32G 0.01055 0.009854 0.004129 69 640: 12%|#2 | 21/168 [00:03<00:27, 5.31it/s]
125/499 4.32G 0.01055 0.009821 0.004111 66 640: 12%|#2 | 21/168 [00:04<00:27, 5.31it/s]
125/499 4.32G 0.01055 0.009821 0.004111 66 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
125/499 4.32G 0.01058 0.009881 0.004079 78 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
125/499 4.32G 0.01058 0.009881 0.004079 78 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s]
125/499 4.32G 0.01055 0.009903 0.004106 70 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s]
125/499 4.32G 0.01055 0.009903 0.004106 70 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s]
125/499 4.32G 0.01056 0.009879 0.004126 71 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s]
125/499 4.32G 0.01056 0.009879 0.004126 71 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s]
125/499 4.32G 0.01056 0.009948 0.004035 76 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s]
125/499 4.32G 0.01056 0.009948 0.004035 76 640: 15%|#5 | 26/168 [00:04<00:26, 5.31it/s]
125/499 4.32G 0.01052 0.01004 0.004033 105 640: 15%|#5 | 26/168 [00:05<00:26, 5.31it/s]
125/499 4.32G 0.01052 0.01004 0.004033 105 640: 16%|#6 | 27/168 [00:05<00:26, 5.39it/s]
125/499 4.32G 0.01049 0.0101 0.004013 93 640: 16%|#6 | 27/168 [00:05<00:26, 5.39it/s]
125/499 4.32G 0.01049 0.0101 0.004013 93 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s]
125/499 4.32G 0.01048 0.01004 0.004075 55 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s]
125/499 4.32G 0.01048 0.01004 0.004075 55 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s]
125/499 4.32G 0.0105 0.01012 0.00409 90 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s]
125/499 4.32G 0.0105 0.01012 0.00409 90 640: 18%|#7 | 30/168 [00:05<00:25, 5.40it/s]
125/499 4.32G 0.01054 0.01004 0.004099 60 640: 18%|#7 | 30/168 [00:05<00:25, 5.40it/s]
125/499 4.32G 0.01054 0.01004 0.004099 60 640: 18%|#8 | 31/168 [00:05<00:26, 5.27it/s]
125/499 4.32G 0.01051 0.00996 0.004236 63 640: 18%|#8 | 31/168 [00:06<00:26, 5.27it/s]
125/499 4.32G 0.01051 0.00996 0.004236 63 640: 19%|#9 | 32/168 [00:06<00:25, 5.36it/s]
125/499 4.32G 0.01048 0.009924 0.004272 58 640: 19%|#9 | 32/168 [00:06<00:25, 5.36it/s]
125/499 4.32G 0.01048 0.009924 0.004272 58 640: 20%|#9 | 33/168 [00:06<00:24, 5.42it/s]
125/499 4.32G 0.01047 0.009942 0.004273 74 640: 20%|#9 | 33/168 [00:06<00:24, 5.42it/s]
125/499 4.32G 0.01047 0.009942 0.004273 74 640: 20%|## | 34/168 [00:06<00:25, 5.25it/s]
125/499 4.32G 0.01042 0.009872 0.004349 68 640: 20%|## | 34/168 [00:06<00:25, 5.25it/s]
125/499 4.32G 0.01042 0.009872 0.004349 68 640: 21%|## | 35/168 [00:06<00:24, 5.32it/s]
125/499 4.32G 0.01043 0.009906 0.004321 79 640: 21%|## | 35/168 [00:06<00:24, 5.32it/s]
125/499 4.32G 0.01043 0.009906 0.004321 79 640: 21%|##1 | 36/168 [00:06<00:24, 5.38it/s]
125/499 4.32G 0.0104 0.009849 0.004291 64 640: 21%|##1 | 36/168 [00:06<00:24, 5.38it/s]
125/499 4.32G 0.0104 0.009849 0.004291 64 640: 22%|##2 | 37/168 [00:06<00:24, 5.24it/s]
125/499 4.32G 0.0104 0.00978 0.004422 65 640: 22%|##2 | 37/168 [00:07<00:24, 5.24it/s]
125/499 4.32G 0.0104 0.00978 0.004422 65 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
125/499 4.32G 0.01042 0.0098 0.004512 80 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
125/499 4.32G 0.01042 0.0098 0.004512 80 640: 23%|##3 | 39/168 [00:07<00:24, 5.31it/s]
125/499 4.32G 0.01043 0.009821 0.004484 87 640: 23%|##3 | 39/168 [00:07<00:24, 5.31it/s]
125/499 4.32G 0.01043 0.009821 0.004484 87 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
125/499 4.32G 0.01038 0.009772 0.004521 60 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
125/499 4.32G 0.01038 0.009772 0.004521 60 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s]
125/499 4.32G 0.01044 0.009741 0.004526 62 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s]
125/499 4.32G 0.01044 0.009741 0.004526 62 640: 25%|##5 | 42/168 [00:07<00:23, 5.40it/s]
125/499 4.32G 0.01051 0.009713 0.004577 53 640: 25%|##5 | 42/168 [00:08<00:23, 5.40it/s]
125/499 4.32G 0.01051 0.009713 0.004577 53 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
125/499 4.32G 0.0105 0.009702 0.004673 74 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
125/499 4.32G 0.0105 0.009702 0.004673 74 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s]
125/499 4.32G 0.01053 0.009741 0.004732 82 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s]
125/499 4.32G 0.01053 0.009741 0.004732 82 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s]
125/499 4.32G 0.01055 0.009757 0.004725 65 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s]
125/499 4.32G 0.01055 0.009757 0.004725 65 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s]
125/499 4.32G 0.01057 0.009714 0.004762 53 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s]
125/499 4.32G 0.01057 0.009714 0.004762 53 640: 28%|##7 | 47/168 [00:08<00:23, 5.24it/s]
125/499 4.32G 0.01057 0.009695 0.004797 70 640: 28%|##7 | 47/168 [00:09<00:23, 5.24it/s]
125/499 4.32G 0.01057 0.009695 0.004797 70 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s]
125/499 4.32G 0.01055 0.009668 0.00477 66 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s]
125/499 4.32G 0.01055 0.009668 0.00477 66 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s]
125/499 4.32G 0.01055 0.009675 0.004773 77 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s]
125/499 4.32G 0.01055 0.009675 0.004773 77 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
125/499 4.32G 0.01056 0.009675 0.004789 75 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
125/499 4.32G 0.01056 0.009675 0.004789 75 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s]
125/499 4.32G 0.01054 0.009663 0.004879 67 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s]
125/499 4.32G 0.01054 0.009663 0.004879 67 640: 31%|### | 52/168 [00:09<00:22, 5.21it/s]
125/499 4.32G 0.01056 0.00967 0.004876 63 640: 31%|### | 52/168 [00:10<00:22, 5.21it/s]
125/499 4.32G 0.01056 0.00967 0.004876 63 640: 32%|###1 | 53/168 [00:10<00:21, 5.30it/s]
125/499 4.32G 0.01059 0.00965 0.004915 68 640: 32%|###1 | 53/168 [00:10<00:21, 5.30it/s]
125/499 4.32G 0.01059 0.00965 0.004915 68 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s]
125/499 4.32G 0.01058 0.009685 0.004978 85 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s]
125/499 4.32G 0.01058 0.009685 0.004978 85 640: 33%|###2 | 55/168 [00:10<00:21, 5.14it/s]
125/499 4.32G 0.01056 0.00966 0.004915 54 640: 33%|###2 | 55/168 [00:10<00:21, 5.14it/s]
125/499 4.32G 0.01056 0.00966 0.004915 54 640: 33%|###3 | 56/168 [00:10<00:21, 5.23it/s]
125/499 4.32G 0.01054 0.009666 0.004949 76 640: 33%|###3 | 56/168 [00:10<00:21, 5.23it/s]
125/499 4.32G 0.01054 0.009666 0.004949 76 640: 34%|###3 | 57/168 [00:10<00:20, 5.32it/s]
125/499 4.32G 0.01056 0.009714 0.004955 77 640: 34%|###3 | 57/168 [00:10<00:20, 5.32it/s]
125/499 4.32G 0.01056 0.009714 0.004955 77 640: 35%|###4 | 58/168 [00:10<00:21, 5.21it/s]
125/499 4.32G 0.01054 0.009701 0.00494 69 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s]
125/499 4.32G 0.01054 0.009701 0.00494 69 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s]
125/499 4.32G 0.01053 0.009712 0.004908 83 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s]
125/499 4.32G 0.01053 0.009712 0.004908 83 640: 36%|###5 | 60/168 [00:11<00:20, 5.38it/s]
125/499 4.32G 0.01054 0.009689 0.004888 64 640: 36%|###5 | 60/168 [00:11<00:20, 5.38it/s]
125/499 4.32G 0.01054 0.009689 0.004888 64 640: 36%|###6 | 61/168 [00:11<00:20, 5.26it/s]
125/499 4.32G 0.01056 0.009684 0.004897 58 640: 36%|###6 | 61/168 [00:11<00:20, 5.26it/s]
125/499 4.32G 0.01056 0.009684 0.004897 58 640: 37%|###6 | 62/168 [00:11<00:19, 5.33it/s]
125/499 4.32G 0.01053 0.009665 0.004874 79 640: 37%|###6 | 62/168 [00:11<00:19, 5.33it/s]
125/499 4.32G 0.01053 0.009665 0.004874 79 640: 38%|###7 | 63/168 [00:11<00:19, 5.39it/s]
125/499 4.32G 0.01053 0.009655 0.004884 64 640: 38%|###7 | 63/168 [00:12<00:19, 5.39it/s]
125/499 4.32G 0.01053 0.009655 0.004884 64 640: 38%|###8 | 64/168 [00:12<00:19, 5.24it/s]
125/499 4.32G 0.01054 0.009653 0.004864 65 640: 38%|###8 | 64/168 [00:12<00:19, 5.24it/s]
125/499 4.32G 0.01054 0.009653 0.004864 65 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s]
125/499 4.32G 0.01054 0.009645 0.004832 73 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s]
125/499 4.32G 0.01054 0.009645 0.004832 73 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
125/499 4.32G 0.01055 0.009603 0.004847 55 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
125/499 4.32G 0.01055 0.009603 0.004847 55 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
125/499 4.32G 0.01053 0.009575 0.004847 66 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
125/499 4.32G 0.01053 0.009575 0.004847 66 640: 40%|#### | 68/168 [00:12<00:18, 5.32it/s]
125/499 4.32G 0.01053 0.009583 0.004805 79 640: 40%|#### | 68/168 [00:13<00:18, 5.32it/s]
125/499 4.32G 0.01053 0.009583 0.004805 79 640: 41%|####1 | 69/168 [00:13<00:18, 5.39it/s]
125/499 4.32G 0.01052 0.009577 0.004779 66 640: 41%|####1 | 69/168 [00:13<00:18, 5.39it/s]
125/499 4.32G 0.01052 0.009577 0.004779 66 640: 42%|####1 | 70/168 [00:13<00:18, 5.25it/s]
125/499 4.32G 0.01051 0.00957 0.004754 72 640: 42%|####1 | 70/168 [00:13<00:18, 5.25it/s]
125/499 4.32G 0.01051 0.00957 0.004754 72 640: 42%|####2 | 71/168 [00:13<00:18, 5.33it/s]
125/499 4.32G 0.01051 0.00956 0.004774 74 640: 42%|####2 | 71/168 [00:13<00:18, 5.33it/s]
125/499 4.32G 0.01051 0.00956 0.004774 74 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s]
125/499 4.32G 0.0105 0.009532 0.004757 59 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s]
125/499 4.32G 0.0105 0.009532 0.004757 59 640: 43%|####3 | 73/168 [00:13<00:18, 5.25it/s]
125/499 4.32G 0.01049 0.009551 0.004736 62 640: 43%|####3 | 73/168 [00:13<00:18, 5.25it/s]
125/499 4.32G 0.01049 0.009551 0.004736 62 640: 44%|####4 | 74/168 [00:13<00:17, 5.33it/s]
125/499 4.32G 0.01049 0.009539 0.004713 67 640: 44%|####4 | 74/168 [00:14<00:17, 5.33it/s]
125/499 4.32G 0.01049 0.009539 0.004713 67 640: 45%|####4 | 75/168 [00:14<00:17, 5.38it/s]
125/499 4.32G 0.01051 0.009528 0.00474 60 640: 45%|####4 | 75/168 [00:14<00:17, 5.38it/s]
125/499 4.32G 0.01051 0.009528 0.00474 60 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s]
125/499 4.32G 0.01051 0.009512 0.004783 65 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s]
125/499 4.32G 0.01051 0.009512 0.004783 65 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s]
125/499 4.32G 0.01053 0.009547 0.004752 83 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s]
125/499 4.32G 0.01053 0.009547 0.004752 83 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s]
125/499 4.32G 0.01057 0.009585 0.004776 73 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s]
125/499 4.32G 0.01057 0.009585 0.004776 73 640: 47%|####7 | 79/168 [00:14<00:17, 5.19it/s]
125/499 4.32G 0.01057 0.00957 0.00474 62 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s]
125/499 4.32G 0.01057 0.00957 0.00474 62 640: 48%|####7 | 80/168 [00:15<00:16, 5.28it/s]
125/499 4.32G 0.01057 0.009575 0.004706 63 640: 48%|####7 | 80/168 [00:15<00:16, 5.28it/s]
125/499 4.32G 0.01057 0.009575 0.004706 63 640: 48%|####8 | 81/168 [00:15<00:16, 5.37it/s]
125/499 4.32G 0.01057 0.009612 0.004727 86 640: 48%|####8 | 81/168 [00:15<00:16, 5.37it/s]
125/499 4.32G 0.01057 0.009612 0.004727 86 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s]
125/499 4.32G 0.01057 0.009612 0.004716 67 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s]
125/499 4.32G 0.01057 0.009612 0.004716 67 640: 49%|####9 | 83/168 [00:15<00:15, 5.32it/s]
125/499 4.32G 0.01057 0.009612 0.004726 65 640: 49%|####9 | 83/168 [00:15<00:15, 5.32it/s]
125/499 4.32G 0.01057 0.009612 0.004726 65 640: 50%|##### | 84/168 [00:15<00:15, 5.39it/s]
125/499 4.32G 0.01057 0.009599 0.004687 58 640: 50%|##### | 84/168 [00:16<00:15, 5.39it/s]
125/499 4.32G 0.01057 0.009599 0.004687 58 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s]
125/499 4.32G 0.01058 0.009627 0.00467 83 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s]
125/499 4.32G 0.01058 0.009627 0.00467 83 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s]
125/499 4.32G 0.01058 0.009657 0.004649 73 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s]
125/499 4.32G 0.01058 0.009657 0.004649 73 640: 52%|#####1 | 87/168 [00:16<00:15, 5.38it/s]
125/499 4.32G 0.01057 0.009649 0.004672 76 640: 52%|#####1 | 87/168 [00:16<00:15, 5.38it/s]
125/499 4.32G 0.01057 0.009649 0.004672 76 640: 52%|#####2 | 88/168 [00:16<00:15, 5.25it/s]
125/499 4.32G 0.01058 0.009677 0.004663 85 640: 52%|#####2 | 88/168 [00:16<00:15, 5.25it/s]
125/499 4.32G 0.01058 0.009677 0.004663 85 640: 53%|#####2 | 89/168 [00:16<00:14, 5.28it/s]
125/499 4.32G 0.01059 0.009719 0.004663 92 640: 53%|#####2 | 89/168 [00:16<00:14, 5.28it/s]
125/499 4.32G 0.01059 0.009719 0.004663 92 640: 54%|#####3 | 90/168 [00:16<00:14, 5.33it/s]
125/499 4.32G 0.01059 0.009684 0.004636 54 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s]
125/499 4.32G 0.01059 0.009684 0.004636 54 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s]
125/499 4.32G 0.01059 0.009703 0.004607 82 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s]
125/499 4.32G 0.01059 0.009703 0.004607 82 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s]
125/499 4.32G 0.01058 0.009673 0.004589 58 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s]
125/499 4.32G 0.01058 0.009673 0.004589 58 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s]
125/499 4.32G 0.01058 0.009664 0.004595 59 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s]
125/499 4.32G 0.01058 0.009664 0.004595 59 640: 56%|#####5 | 94/168 [00:17<00:14, 5.22it/s]
125/499 4.32G 0.01058 0.009682 0.004579 74 640: 56%|#####5 | 94/168 [00:17<00:14, 5.22it/s]
125/499 4.32G 0.01058 0.009682 0.004579 74 640: 57%|#####6 | 95/168 [00:17<00:13, 5.31it/s]
125/499 4.32G 0.01057 0.00968 0.004581 78 640: 57%|#####6 | 95/168 [00:18<00:13, 5.31it/s]
125/499 4.32G 0.01057 0.00968 0.004581 78 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s]
125/499 4.32G 0.01057 0.009676 0.004596 61 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s]
125/499 4.32G 0.01057 0.009676 0.004596 61 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s]
125/499 4.32G 0.01058 0.009693 0.004584 80 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s]
125/499 4.32G 0.01058 0.009693 0.004584 80 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s]
125/499 4.32G 0.01057 0.009676 0.00457 62 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s]
125/499 4.32G 0.01057 0.009676 0.00457 62 640: 59%|#####8 | 99/168 [00:18<00:12, 5.38it/s]
125/499 4.32G 0.01059 0.009686 0.004567 82 640: 59%|#####8 | 99/168 [00:18<00:12, 5.38it/s]
125/499 4.32G 0.01059 0.009686 0.004567 82 640: 60%|#####9 | 100/168 [00:18<00:12, 5.23it/s]
125/499 4.32G 0.01057 0.009665 0.004602 67 640: 60%|#####9 | 100/168 [00:19<00:12, 5.23it/s]
125/499 4.32G 0.01057 0.009665 0.004602 67 640: 60%|###### | 101/168 [00:19<00:12, 5.31it/s]
125/499 4.32G 0.01056 0.009675 0.004584 81 640: 60%|###### | 101/168 [00:19<00:12, 5.31it/s]
125/499 4.32G 0.01056 0.009675 0.004584 81 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s]
125/499 4.32G 0.01056 0.009651 0.00457 56 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s]
125/499 4.32G 0.01056 0.009651 0.00457 56 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s]
125/499 4.32G 0.01055 0.00966 0.004548 79 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s]
125/499 4.32G 0.01055 0.00966 0.004548 79 640: 62%|######1 | 104/168 [00:19<00:12, 5.31it/s]
125/499 4.32G 0.01054 0.009656 0.004525 72 640: 62%|######1 | 104/168 [00:19<00:12, 5.31it/s]
125/499 4.32G 0.01054 0.009656 0.004525 72 640: 62%|######2 | 105/168 [00:19<00:11, 5.38it/s]
125/499 4.32G 0.01055 0.009653 0.004547 70 640: 62%|######2 | 105/168 [00:20<00:11, 5.38it/s]
125/499 4.32G 0.01055 0.009653 0.004547 70 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s]
125/499 4.32G 0.01055 0.009675 0.004566 70 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s]
125/499 4.32G 0.01055 0.009675 0.004566 70 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s]
125/499 4.32G 0.01053 0.009664 0.004588 68 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s]
125/499 4.32G 0.01053 0.009664 0.004588 68 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s]
125/499 4.32G 0.01055 0.009687 0.004586 77 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s]
125/499 4.32G 0.01055 0.009687 0.004586 77 640: 65%|######4 | 109/168 [00:20<00:11, 5.25it/s]
125/499 4.32G 0.01054 0.009681 0.004572 77 640: 65%|######4 | 109/168 [00:20<00:11, 5.25it/s]
125/499 4.32G 0.01054 0.009681 0.004572 77 640: 65%|######5 | 110/168 [00:20<00:10, 5.33it/s]
125/499 4.32G 0.01054 0.009672 0.004559 71 640: 65%|######5 | 110/168 [00:20<00:10, 5.33it/s]
125/499 4.32G 0.01054 0.009672 0.004559 71 640: 66%|######6 | 111/168 [00:20<00:10, 5.41it/s]
125/499 4.32G 0.01054 0.009665 0.004577 65 640: 66%|######6 | 111/168 [00:21<00:10, 5.41it/s]
125/499 4.32G 0.01054 0.009665 0.004577 65 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s]
125/499 4.32G 0.01055 0.009652 0.004616 73 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s]
125/499 4.32G 0.01055 0.009652 0.004616 73 640: 67%|######7 | 113/168 [00:21<00:10, 5.33it/s]
125/499 4.32G 0.01056 0.009648 0.004625 73 640: 67%|######7 | 113/168 [00:21<00:10, 5.33it/s]
125/499 4.32G 0.01056 0.009648 0.004625 73 640: 68%|######7 | 114/168 [00:21<00:09, 5.40it/s]
125/499 4.32G 0.01057 0.009651 0.004642 75 640: 68%|######7 | 114/168 [00:21<00:09, 5.40it/s]
125/499 4.32G 0.01057 0.009651 0.004642 75 640: 68%|######8 | 115/168 [00:21<00:10, 5.26it/s]
125/499 4.32G 0.0106 0.00964 0.004666 54 640: 68%|######8 | 115/168 [00:21<00:10, 5.26it/s]
125/499 4.32G 0.0106 0.00964 0.004666 54 640: 69%|######9 | 116/168 [00:21<00:09, 5.36it/s]
125/499 4.32G 0.01058 0.009652 0.004639 81 640: 69%|######9 | 116/168 [00:22<00:09, 5.36it/s]
125/499 4.32G 0.01058 0.009652 0.004639 81 640: 70%|######9 | 117/168 [00:22<00:09, 5.42it/s]
125/499 4.32G 0.01058 0.009645 0.004646 69 640: 70%|######9 | 117/168 [00:22<00:09, 5.42it/s]
125/499 4.32G 0.01058 0.009645 0.004646 69 640: 70%|####### | 118/168 [00:22<00:09, 5.27it/s]
125/499 4.32G 0.01057 0.009639 0.004652 63 640: 70%|####### | 118/168 [00:22<00:09, 5.27it/s]
125/499 4.32G 0.01057 0.009639 0.004652 63 640: 71%|####### | 119/168 [00:22<00:09, 5.35it/s]
125/499 4.32G 0.01056 0.009631 0.00465 70 640: 71%|####### | 119/168 [00:22<00:09, 5.35it/s]
125/499 4.32G 0.01056 0.009631 0.00465 70 640: 71%|#######1 | 120/168 [00:22<00:08, 5.41it/s]
125/499 4.32G 0.01056 0.009633 0.004634 77 640: 71%|#######1 | 120/168 [00:22<00:08, 5.41it/s]
125/499 4.32G 0.01056 0.009633 0.004634 77 640: 72%|#######2 | 121/168 [00:22<00:08, 5.26it/s]
125/499 4.32G 0.01056 0.009627 0.004639 71 640: 72%|#######2 | 121/168 [00:23<00:08, 5.26it/s]
125/499 4.32G 0.01056 0.009627 0.004639 71 640: 73%|#######2 | 122/168 [00:23<00:08, 5.33it/s]
125/499 4.32G 0.01055 0.009618 0.004649 67 640: 73%|#######2 | 122/168 [00:23<00:08, 5.33it/s]
125/499 4.32G 0.01055 0.009618 0.004649 67 640: 73%|#######3 | 123/168 [00:23<00:08, 5.39it/s]
125/499 4.32G 0.01056 0.00963 0.004635 74 640: 73%|#######3 | 123/168 [00:23<00:08, 5.39it/s]
125/499 4.32G 0.01056 0.00963 0.004635 74 640: 74%|#######3 | 124/168 [00:23<00:08, 5.26it/s]
125/499 4.32G 0.01057 0.009643 0.004635 85 640: 74%|#######3 | 124/168 [00:23<00:08, 5.26it/s]
125/499 4.32G 0.01057 0.009643 0.004635 85 640: 74%|#######4 | 125/168 [00:23<00:08, 5.34it/s]
125/499 4.32G 0.01057 0.009637 0.004627 61 640: 74%|#######4 | 125/168 [00:23<00:08, 5.34it/s]
125/499 4.32G 0.01057 0.009637 0.004627 61 640: 75%|#######5 | 126/168 [00:23<00:07, 5.39it/s]
125/499 4.32G 0.01056 0.009622 0.004611 55 640: 75%|#######5 | 126/168 [00:23<00:07, 5.39it/s]
125/499 4.32G 0.01056 0.009622 0.004611 55 640: 76%|#######5 | 127/168 [00:23<00:07, 5.25it/s]
125/499 4.32G 0.01056 0.00961 0.004583 66 640: 76%|#######5 | 127/168 [00:24<00:07, 5.25it/s]
125/499 4.32G 0.01056 0.00961 0.004583 66 640: 76%|#######6 | 128/168 [00:24<00:07, 5.35it/s]
125/499 4.32G 0.01055 0.00961 0.004591 73 640: 76%|#######6 | 128/168 [00:24<00:07, 5.35it/s]
125/499 4.32G 0.01055 0.00961 0.004591 73 640: 77%|#######6 | 129/168 [00:24<00:07, 5.39it/s]
125/499 4.32G 0.01054 0.009608 0.004566 70 640: 77%|#######6 | 129/168 [00:24<00:07, 5.39it/s]
125/499 4.32G 0.01054 0.009608 0.004566 70 640: 77%|#######7 | 130/168 [00:24<00:07, 5.26it/s]
125/499 4.32G 0.01054 0.009593 0.004551 60 640: 77%|#######7 | 130/168 [00:24<00:07, 5.26it/s]
125/499 4.32G 0.01054 0.009593 0.004551 60 640: 78%|#######7 | 131/168 [00:24<00:06, 5.33it/s]
125/499 4.32G 0.01053 0.009588 0.00455 73 640: 78%|#######7 | 131/168 [00:24<00:06, 5.33it/s]
125/499 4.32G 0.01053 0.009588 0.00455 73 640: 79%|#######8 | 132/168 [00:24<00:06, 5.39it/s]
125/499 4.32G 0.01054 0.009589 0.004539 64 640: 79%|#######8 | 132/168 [00:25<00:06, 5.39it/s]
125/499 4.32G 0.01054 0.009589 0.004539 64 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
125/499 4.32G 0.01053 0.009589 0.00454 73 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
125/499 4.32G 0.01053 0.009589 0.00454 73 640: 80%|#######9 | 134/168 [00:25<00:06, 5.26it/s]
125/499 4.32G 0.01053 0.009566 0.004515 52 640: 80%|#######9 | 134/168 [00:25<00:06, 5.26it/s]
125/499 4.32G 0.01053 0.009566 0.004515 52 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s]
125/499 4.32G 0.01053 0.009571 0.004495 73 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s]
125/499 4.32G 0.01053 0.009571 0.004495 73 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s]
125/499 4.32G 0.01053 0.009574 0.004496 69 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s]
125/499 4.32G 0.01053 0.009574 0.004496 69 640: 82%|########1 | 137/168 [00:25<00:05, 5.31it/s]
125/499 4.32G 0.01052 0.009553 0.004489 59 640: 82%|########1 | 137/168 [00:26<00:05, 5.31it/s]
125/499 4.32G 0.01052 0.009553 0.004489 59 640: 82%|########2 | 138/168 [00:26<00:05, 5.36it/s]
125/499 4.32G 0.01052 0.009556 0.004499 64 640: 82%|########2 | 138/168 [00:26<00:05, 5.36it/s]
125/499 4.32G 0.01052 0.009556 0.004499 64 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s]
125/499 4.32G 0.01051 0.009559 0.004505 77 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s]
125/499 4.32G 0.01051 0.009559 0.004505 77 640: 83%|########3 | 140/168 [00:26<00:05, 5.28it/s]
125/499 4.32G 0.01051 0.009558 0.004491 65 640: 83%|########3 | 140/168 [00:26<00:05, 5.28it/s]
125/499 4.32G 0.01051 0.009558 0.004491 65 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s]
125/499 4.32G 0.0105 0.009548 0.004495 60 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s]
125/499 4.32G 0.0105 0.009548 0.004495 60 640: 85%|########4 | 142/168 [00:26<00:04, 5.21it/s]
125/499 4.32G 0.01052 0.009563 0.004498 66 640: 85%|########4 | 142/168 [00:26<00:04, 5.21it/s]
125/499 4.32G 0.01052 0.009563 0.004498 66 640: 85%|########5 | 143/168 [00:26<00:04, 5.26it/s]
125/499 4.32G 0.01053 0.00956 0.004488 62 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s]
125/499 4.32G 0.01053 0.00956 0.004488 62 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s]
125/499 4.32G 0.01054 0.009561 0.004461 66 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s]
125/499 4.32G 0.01054 0.009561 0.004461 66 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s]
125/499 4.32G 0.01053 0.009558 0.004454 72 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s]
125/499 4.32G 0.01053 0.009558 0.004454 72 640: 87%|########6 | 146/168 [00:27<00:04, 5.32it/s]
125/499 4.32G 0.01053 0.009555 0.004461 65 640: 87%|########6 | 146/168 [00:27<00:04, 5.32it/s]
125/499 4.32G 0.01053 0.009555 0.004461 65 640: 88%|########7 | 147/168 [00:27<00:03, 5.39it/s]
125/499 4.32G 0.01055 0.009552 0.004458 52 640: 88%|########7 | 147/168 [00:27<00:03, 5.39it/s]
125/499 4.32G 0.01055 0.009552 0.004458 52 640: 88%|########8 | 148/168 [00:27<00:03, 5.25it/s]
125/499 4.32G 0.01054 0.009533 0.004455 61 640: 88%|########8 | 148/168 [00:28<00:03, 5.25it/s]
125/499 4.32G 0.01054 0.009533 0.004455 61 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
125/499 4.32G 0.01056 0.009532 0.004447 63 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
125/499 4.32G 0.01056 0.009532 0.004447 63 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s]
125/499 4.32G 0.01056 0.009524 0.00444 61 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s]
125/499 4.32G 0.01056 0.009524 0.00444 61 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
125/499 4.32G 0.01055 0.009513 0.00443 62 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
125/499 4.32G 0.01055 0.009513 0.00443 62 640: 90%|######### | 152/168 [00:28<00:03, 5.32it/s]
125/499 4.32G 0.01055 0.009514 0.004418 67 640: 90%|######### | 152/168 [00:28<00:03, 5.32it/s]
125/499 4.32G 0.01055 0.009514 0.004418 67 640: 91%|#########1| 153/168 [00:28<00:02, 5.41it/s]
125/499 4.32G 0.01055 0.009505 0.004402 69 640: 91%|#########1| 153/168 [00:29<00:02, 5.41it/s]
125/499 4.32G 0.01055 0.009505 0.004402 69 640: 92%|#########1| 154/168 [00:29<00:02, 5.27it/s]
125/499 4.32G 0.01054 0.009508 0.004392 80 640: 92%|#########1| 154/168 [00:29<00:02, 5.27it/s]
125/499 4.32G 0.01054 0.009508 0.004392 80 640: 92%|#########2| 155/168 [00:29<00:02, 5.33it/s]
125/499 4.32G 0.01054 0.009481 0.004395 51 640: 92%|#########2| 155/168 [00:29<00:02, 5.33it/s]
125/499 4.32G 0.01054 0.009481 0.004395 51 640: 93%|#########2| 156/168 [00:29<00:02, 5.39it/s]
125/499 4.32G 0.01054 0.009474 0.004375 62 640: 93%|#########2| 156/168 [00:29<00:02, 5.39it/s]
125/499 4.32G 0.01054 0.009474 0.004375 62 640: 93%|#########3| 157/168 [00:29<00:02, 5.19it/s]
125/499 4.32G 0.01055 0.009482 0.004398 79 640: 93%|#########3| 157/168 [00:29<00:02, 5.19it/s]
125/499 4.32G 0.01055 0.009482 0.004398 79 640: 94%|#########4| 158/168 [00:29<00:01, 5.29it/s]
125/499 4.32G 0.01055 0.009466 0.004414 64 640: 94%|#########4| 158/168 [00:29<00:01, 5.29it/s]
125/499 4.32G 0.01055 0.009466 0.004414 64 640: 95%|#########4| 159/168 [00:29<00:01, 5.37it/s]
125/499 4.32G 0.01054 0.009452 0.0044 58 640: 95%|#########4| 159/168 [00:30<00:01, 5.37it/s]
125/499 4.32G 0.01054 0.009452 0.0044 58 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s]
125/499 4.32G 0.01054 0.00945 0.004399 69 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s]
125/499 4.32G 0.01054 0.00945 0.004399 69 640: 96%|#########5| 161/168 [00:30<00:01, 5.32it/s]
125/499 4.32G 0.01054 0.009449 0.004376 71 640: 96%|#########5| 161/168 [00:30<00:01, 5.32it/s]
125/499 4.32G 0.01054 0.009449 0.004376 71 640: 96%|#########6| 162/168 [00:30<00:01, 5.39it/s]
125/499 4.32G 0.01055 0.00945 0.004378 74 640: 96%|#########6| 162/168 [00:30<00:01, 5.39it/s]
125/499 4.32G 0.01055 0.00945 0.004378 74 640: 97%|#########7| 163/168 [00:30<00:00, 5.26it/s]
125/499 4.32G 0.01055 0.009442 0.00438 61 640: 97%|#########7| 163/168 [00:30<00:00, 5.26it/s]
125/499 4.32G 0.01055 0.009442 0.00438 61 640: 98%|#########7| 164/168 [00:30<00:00, 5.35it/s]
125/499 4.32G 0.01056 0.009441 0.004391 63 640: 98%|#########7| 164/168 [00:31<00:00, 5.35it/s]
125/499 4.32G 0.01056 0.009441 0.004391 63 640: 98%|#########8| 165/168 [00:31<00:00, 5.41it/s]
125/499 4.32G 0.01055 0.009429 0.004385 60 640: 98%|#########8| 165/168 [00:31<00:00, 5.41it/s]
125/499 4.32G 0.01055 0.009429 0.004385 60 640: 99%|#########8| 166/168 [00:31<00:00, 5.27it/s]
125/499 4.32G 0.01056 0.009429 0.004374 63 640: 99%|#########8| 166/168 [00:31<00:00, 5.27it/s]
125/499 4.32G 0.01056 0.009429 0.004374 63 640: 99%|#########9| 167/168 [00:31<00:00, 5.35it/s]
125/499 4.32G 0.01058 0.009422 0.004372 31 640: 99%|#########9| 167/168 [00:31<00:00, 5.35it/s]
125/499 4.32G 0.01058 0.009422 0.004372 31 640: 100%|##########| 168/168 [00:31<00:00, 5.50it/s]
125/499 4.32G 0.01058 0.009422 0.004372 31 640: 100%|##########| 168/168 [00:31<00:00, 5.30it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s]
all 132 263 0.918 0.882 0.919 0.779
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
126/499 4.32G 0.01108 0.01175 0.004416 79 640: 0%| | 0/168 [00:00<?, ?it/s]
126/499 4.32G 0.01108 0.01175 0.004416 79 640: 1%| | 1/168 [00:00<00:33, 4.92it/s]
126/499 4.32G 0.01071 0.01145 0.00363 74 640: 1%| | 1/168 [00:00<00:33, 4.92it/s]
126/499 4.32G 0.01071 0.01145 0.00363 74 640: 1%|1 | 2/168 [00:00<00:31, 5.29it/s]
126/499 4.32G 0.0107 0.01069 0.004416 69 640: 1%|1 | 2/168 [00:00<00:31, 5.29it/s]
126/499 4.32G 0.0107 0.01069 0.004416 69 640: 2%|1 | 3/168 [00:00<00:30, 5.42it/s]
126/499 4.32G 0.01095 0.01015 0.003927 67 640: 2%|1 | 3/168 [00:00<00:30, 5.42it/s]
126/499 4.32G 0.01095 0.01015 0.003927 67 640: 2%|2 | 4/168 [00:00<00:31, 5.22it/s]
126/499 4.32G 0.01066 0.01009 0.003897 71 640: 2%|2 | 4/168 [00:00<00:31, 5.22it/s]
126/499 4.32G 0.01066 0.01009 0.003897 71 640: 3%|2 | 5/168 [00:00<00:30, 5.33it/s]
126/499 4.32G 0.0106 0.01026 0.003621 81 640: 3%|2 | 5/168 [00:01<00:30, 5.33it/s]
126/499 4.32G 0.0106 0.01026 0.003621 81 640: 4%|3 | 6/168 [00:01<00:30, 5.39it/s]
126/499 4.32G 0.01061 0.01026 0.003387 74 640: 4%|3 | 6/168 [00:01<00:30, 5.39it/s]
126/499 4.32G 0.01061 0.01026 0.003387 74 640: 4%|4 | 7/168 [00:01<00:30, 5.22it/s]
126/499 4.32G 0.0106 0.01002 0.003624 63 640: 4%|4 | 7/168 [00:01<00:30, 5.22it/s]
126/499 4.32G 0.0106 0.01002 0.003624 63 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s]
126/499 4.32G 0.01057 0.009641 0.003764 62 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s]
126/499 4.32G 0.01057 0.009641 0.003764 62 640: 5%|5 | 9/168 [00:01<00:29, 5.41it/s]
126/499 4.32G 0.01042 0.009557 0.003776 68 640: 5%|5 | 9/168 [00:01<00:29, 5.41it/s]
126/499 4.32G 0.01042 0.009557 0.003776 68 640: 6%|5 | 10/168 [00:01<00:30, 5.26it/s]
126/499 4.32G 0.01044 0.009452 0.003851 70 640: 6%|5 | 10/168 [00:02<00:30, 5.26it/s]
126/499 4.32G 0.01044 0.009452 0.003851 70 640: 7%|6 | 11/168 [00:02<00:29, 5.35it/s]
126/499 4.32G 0.01044 0.009438 0.003843 68 640: 7%|6 | 11/168 [00:02<00:29, 5.35it/s]
126/499 4.32G 0.01044 0.009438 0.003843 68 640: 7%|7 | 12/168 [00:02<00:28, 5.41it/s]
126/499 4.32G 0.01046 0.009525 0.003786 66 640: 7%|7 | 12/168 [00:02<00:28, 5.41it/s]
126/499 4.32G 0.01046 0.009525 0.003786 66 640: 8%|7 | 13/168 [00:02<00:29, 5.25it/s]
126/499 4.32G 0.01046 0.009507 0.003849 64 640: 8%|7 | 13/168 [00:02<00:29, 5.25it/s]
126/499 4.32G 0.01046 0.009507 0.003849 64 640: 8%|8 | 14/168 [00:02<00:28, 5.33it/s]
126/499 4.32G 0.01057 0.009571 0.003765 74 640: 8%|8 | 14/168 [00:02<00:28, 5.33it/s]
126/499 4.32G 0.01057 0.009571 0.003765 74 640: 9%|8 | 15/168 [00:02<00:28, 5.38it/s]
126/499 4.32G 0.01061 0.009578 0.003735 66 640: 9%|8 | 15/168 [00:03<00:28, 5.38it/s]
126/499 4.32G 0.01061 0.009578 0.003735 66 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s]
126/499 4.32G 0.01059 0.009554 0.003629 75 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s]
126/499 4.32G 0.01059 0.009554 0.003629 75 640: 10%|# | 17/168 [00:03<00:28, 5.29it/s]
126/499 4.32G 0.01053 0.009593 0.00347 78 640: 10%|# | 17/168 [00:03<00:28, 5.29it/s]
126/499 4.32G 0.01053 0.009593 0.00347 78 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s]
126/499 4.32G 0.01049 0.009591 0.003594 69 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s]
126/499 4.32G 0.01049 0.009591 0.003594 69 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s]
126/499 4.32G 0.01042 0.009611 0.003689 81 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s]
126/499 4.32G 0.01042 0.009611 0.003689 81 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s]
126/499 4.32G 0.0104 0.009637 0.003657 74 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s]
126/499 4.32G 0.0104 0.009637 0.003657 74 640: 12%|#2 | 21/168 [00:03<00:27, 5.36it/s]
126/499 4.32G 0.0104 0.009647 0.003747 69 640: 12%|#2 | 21/168 [00:04<00:27, 5.36it/s]
126/499 4.32G 0.0104 0.009647 0.003747 69 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s]
126/499 4.32G 0.01045 0.009647 0.003778 69 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s]
126/499 4.32G 0.01045 0.009647 0.003778 69 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s]
126/499 4.32G 0.01051 0.009692 0.003671 55 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s]
126/499 4.32G 0.01051 0.009692 0.003671 55 640: 14%|#4 | 24/168 [00:04<00:26, 5.38it/s]
126/499 4.32G 0.01062 0.009733 0.003738 59 640: 14%|#4 | 24/168 [00:04<00:26, 5.38it/s]
126/499 4.32G 0.01062 0.009733 0.003738 59 640: 15%|#4 | 25/168 [00:04<00:27, 5.25it/s]
126/499 4.32G 0.01064 0.009746 0.003734 62 640: 15%|#4 | 25/168 [00:04<00:27, 5.25it/s]
126/499 4.32G 0.01064 0.009746 0.003734 62 640: 15%|#5 | 26/168 [00:04<00:26, 5.34it/s]
126/499 4.32G 0.01067 0.009715 0.003772 66 640: 15%|#5 | 26/168 [00:05<00:26, 5.34it/s]
126/499 4.32G 0.01067 0.009715 0.003772 66 640: 16%|#6 | 27/168 [00:05<00:26, 5.42it/s]
126/499 4.32G 0.01067 0.009723 0.003737 66 640: 16%|#6 | 27/168 [00:05<00:26, 5.42it/s]
126/499 4.32G 0.01067 0.009723 0.003737 66 640: 17%|#6 | 28/168 [00:05<00:26, 5.27it/s]
126/499 4.32G 0.01073 0.009701 0.003776 55 640: 17%|#6 | 28/168 [00:05<00:26, 5.27it/s]
126/499 4.32G 0.01073 0.009701 0.003776 55 640: 17%|#7 | 29/168 [00:05<00:25, 5.36it/s]
126/499 4.32G 0.01069 0.009645 0.003794 61 640: 17%|#7 | 29/168 [00:05<00:25, 5.36it/s]
126/499 4.32G 0.01069 0.009645 0.003794 61 640: 18%|#7 | 30/168 [00:05<00:25, 5.42it/s]
126/499 4.32G 0.01073 0.009659 0.003803 75 640: 18%|#7 | 30/168 [00:05<00:25, 5.42it/s]
126/499 4.32G 0.01073 0.009659 0.003803 75 640: 18%|#8 | 31/168 [00:05<00:25, 5.29it/s]
126/499 4.32G 0.0107 0.009648 0.003789 88 640: 18%|#8 | 31/168 [00:06<00:25, 5.29it/s]
126/499 4.32G 0.0107 0.009648 0.003789 88 640: 19%|#9 | 32/168 [00:06<00:25, 5.35it/s]
126/499 4.32G 0.01069 0.009664 0.003788 81 640: 19%|#9 | 32/168 [00:06<00:25, 5.35it/s]
126/499 4.32G 0.01069 0.009664 0.003788 81 640: 20%|#9 | 33/168 [00:06<00:25, 5.40it/s]
126/499 4.32G 0.01062 0.009688 0.003713 81 640: 20%|#9 | 33/168 [00:06<00:25, 5.40it/s]
126/499 4.32G 0.01062 0.009688 0.003713 81 640: 20%|## | 34/168 [00:06<00:25, 5.25it/s]
126/499 4.32G 0.0106 0.00968 0.00371 73 640: 20%|## | 34/168 [00:06<00:25, 5.25it/s]
126/499 4.32G 0.0106 0.00968 0.00371 73 640: 21%|## | 35/168 [00:06<00:24, 5.35it/s]
126/499 4.32G 0.01064 0.009654 0.003651 65 640: 21%|## | 35/168 [00:06<00:24, 5.35it/s]
126/499 4.32G 0.01064 0.009654 0.003651 65 640: 21%|##1 | 36/168 [00:06<00:24, 5.42it/s]
126/499 4.32G 0.01065 0.009656 0.003622 66 640: 21%|##1 | 36/168 [00:06<00:24, 5.42it/s]
126/499 4.32G 0.01065 0.009656 0.003622 66 640: 22%|##2 | 37/168 [00:06<00:24, 5.28it/s]
126/499 4.32G 0.01067 0.009692 0.003708 73 640: 22%|##2 | 37/168 [00:07<00:24, 5.28it/s]
126/499 4.32G 0.01067 0.009692 0.003708 73 640: 23%|##2 | 38/168 [00:07<00:24, 5.37it/s]
126/499 4.32G 0.01063 0.00967 0.003688 70 640: 23%|##2 | 38/168 [00:07<00:24, 5.37it/s]
126/499 4.32G 0.01063 0.00967 0.003688 70 640: 23%|##3 | 39/168 [00:07<00:23, 5.45it/s]
126/499 4.32G 0.01062 0.009686 0.003669 64 640: 23%|##3 | 39/168 [00:07<00:23, 5.45it/s]
126/499 4.32G 0.01062 0.009686 0.003669 64 640: 24%|##3 | 40/168 [00:07<00:24, 5.30it/s]
126/499 4.32G 0.01063 0.009772 0.003647 86 640: 24%|##3 | 40/168 [00:07<00:24, 5.30it/s]
126/499 4.32G 0.01063 0.009772 0.003647 86 640: 24%|##4 | 41/168 [00:07<00:23, 5.37it/s]
126/499 4.32G 0.01065 0.009784 0.003671 57 640: 24%|##4 | 41/168 [00:07<00:23, 5.37it/s]
126/499 4.32G 0.01065 0.009784 0.003671 57 640: 25%|##5 | 42/168 [00:07<00:23, 5.43it/s]
126/499 4.32G 0.0107 0.009731 0.0037 52 640: 25%|##5 | 42/168 [00:08<00:23, 5.43it/s]
126/499 4.32G 0.0107 0.009731 0.0037 52 640: 26%|##5 | 43/168 [00:08<00:23, 5.29it/s]
126/499 4.32G 0.0107 0.00972 0.003663 63 640: 26%|##5 | 43/168 [00:08<00:23, 5.29it/s]
126/499 4.32G 0.0107 0.00972 0.003663 63 640: 26%|##6 | 44/168 [00:08<00:23, 5.37it/s]
126/499 4.32G 0.0107 0.009766 0.003651 83 640: 26%|##6 | 44/168 [00:08<00:23, 5.37it/s]
126/499 4.32G 0.0107 0.009766 0.003651 83 640: 27%|##6 | 45/168 [00:08<00:22, 5.43it/s]
126/499 4.32G 0.0107 0.00975 0.003602 67 640: 27%|##6 | 45/168 [00:08<00:22, 5.43it/s]
126/499 4.32G 0.0107 0.00975 0.003602 67 640: 27%|##7 | 46/168 [00:08<00:23, 5.29it/s]
126/499 4.32G 0.01071 0.00971 0.003608 66 640: 27%|##7 | 46/168 [00:08<00:23, 5.29it/s]
126/499 4.32G 0.01071 0.00971 0.003608 66 640: 28%|##7 | 47/168 [00:08<00:22, 5.37it/s]
126/499 4.32G 0.01069 0.009684 0.003615 62 640: 28%|##7 | 47/168 [00:08<00:22, 5.37it/s]
126/499 4.32G 0.01069 0.009684 0.003615 62 640: 29%|##8 | 48/168 [00:08<00:22, 5.41it/s]
126/499 4.32G 0.01068 0.009723 0.003626 72 640: 29%|##8 | 48/168 [00:09<00:22, 5.41it/s]
126/499 4.32G 0.01068 0.009723 0.003626 72 640: 29%|##9 | 49/168 [00:09<00:22, 5.26it/s]
126/499 4.32G 0.0107 0.009773 0.003624 81 640: 29%|##9 | 49/168 [00:09<00:22, 5.26it/s]
126/499 4.32G 0.0107 0.009773 0.003624 81 640: 30%|##9 | 50/168 [00:09<00:22, 5.35it/s]
126/499 4.32G 0.0107 0.009789 0.003609 67 640: 30%|##9 | 50/168 [00:09<00:22, 5.35it/s]
126/499 4.32G 0.0107 0.009789 0.003609 67 640: 30%|### | 51/168 [00:09<00:21, 5.42it/s]
126/499 4.32G 0.01072 0.009834 0.003568 76 640: 30%|### | 51/168 [00:09<00:21, 5.42it/s]
126/499 4.32G 0.01072 0.009834 0.003568 76 640: 31%|### | 52/168 [00:09<00:22, 5.24it/s]
126/499 4.32G 0.01082 0.009847 0.00367 67 640: 31%|### | 52/168 [00:09<00:22, 5.24it/s]
126/499 4.32G 0.01082 0.009847 0.00367 67 640: 32%|###1 | 53/168 [00:09<00:21, 5.34it/s]
126/499 4.32G 0.01078 0.009823 0.003704 68 640: 32%|###1 | 53/168 [00:10<00:21, 5.34it/s]
126/499 4.32G 0.01078 0.009823 0.003704 68 640: 32%|###2 | 54/168 [00:10<00:21, 5.39it/s]
126/499 4.32G 0.01081 0.00984 0.003708 74 640: 32%|###2 | 54/168 [00:10<00:21, 5.39it/s]
126/499 4.32G 0.01081 0.00984 0.003708 74 640: 33%|###2 | 55/168 [00:10<00:21, 5.15it/s]
126/499 4.32G 0.01079 0.009856 0.00372 67 640: 33%|###2 | 55/168 [00:10<00:21, 5.15it/s]
126/499 4.32G 0.01079 0.009856 0.00372 67 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s]
126/499 4.32G 0.0108 0.009858 0.003752 64 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s]
126/499 4.32G 0.0108 0.009858 0.003752 64 640: 34%|###3 | 57/168 [00:10<00:21, 5.28it/s]
126/499 4.32G 0.0108 0.009833 0.003713 56 640: 34%|###3 | 57/168 [00:10<00:21, 5.28it/s]
126/499 4.32G 0.0108 0.009833 0.003713 56 640: 35%|###4 | 58/168 [00:10<00:21, 5.16it/s]
126/499 4.32G 0.01079 0.009814 0.003788 78 640: 35%|###4 | 58/168 [00:11<00:21, 5.16it/s]
126/499 4.32G 0.01079 0.009814 0.003788 78 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
126/499 4.32G 0.01079 0.009824 0.003853 69 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
126/499 4.32G 0.01079 0.009824 0.003853 69 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
126/499 4.32G 0.01077 0.009789 0.003876 67 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
126/499 4.32G 0.01077 0.009789 0.003876 67 640: 36%|###6 | 61/168 [00:11<00:20, 5.15it/s]
126/499 4.32G 0.01076 0.009801 0.003828 72 640: 36%|###6 | 61/168 [00:11<00:20, 5.15it/s]
126/499 4.32G 0.01076 0.009801 0.003828 72 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s]
126/499 4.32G 0.01076 0.009818 0.00378 78 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s]
126/499 4.32G 0.01076 0.009818 0.00378 78 640: 38%|###7 | 63/168 [00:11<00:19, 5.33it/s]
126/499 4.32G 0.01075 0.009827 0.003833 69 640: 38%|###7 | 63/168 [00:12<00:19, 5.33it/s]
126/499 4.32G 0.01075 0.009827 0.003833 69 640: 38%|###8 | 64/168 [00:12<00:19, 5.20it/s]
126/499 4.32G 0.01073 0.009774 0.003827 64 640: 38%|###8 | 64/168 [00:12<00:19, 5.20it/s]
126/499 4.32G 0.01073 0.009774 0.003827 64 640: 39%|###8 | 65/168 [00:12<00:19, 5.31it/s]
126/499 4.32G 0.01074 0.009755 0.003802 66 640: 39%|###8 | 65/168 [00:12<00:19, 5.31it/s]
126/499 4.32G 0.01074 0.009755 0.003802 66 640: 39%|###9 | 66/168 [00:12<00:18, 5.39it/s]
126/499 4.32G 0.01073 0.009764 0.003806 77 640: 39%|###9 | 66/168 [00:12<00:18, 5.39it/s]
126/499 4.32G 0.01073 0.009764 0.003806 77 640: 40%|###9 | 67/168 [00:12<00:19, 5.25it/s]
126/499 4.32G 0.01073 0.009774 0.003846 76 640: 40%|###9 | 67/168 [00:12<00:19, 5.25it/s]
126/499 4.32G 0.01073 0.009774 0.003846 76 640: 40%|#### | 68/168 [00:12<00:18, 5.35it/s]
126/499 4.32G 0.01072 0.009763 0.003843 72 640: 40%|#### | 68/168 [00:12<00:18, 5.35it/s]
126/499 4.32G 0.01072 0.009763 0.003843 72 640: 41%|####1 | 69/168 [00:12<00:18, 5.42it/s]
126/499 4.32G 0.01071 0.009764 0.003863 59 640: 41%|####1 | 69/168 [00:13<00:18, 5.42it/s]
126/499 4.32G 0.01071 0.009764 0.003863 59 640: 42%|####1 | 70/168 [00:13<00:18, 5.26it/s]
126/499 4.32G 0.0107 0.009762 0.003868 79 640: 42%|####1 | 70/168 [00:13<00:18, 5.26it/s]
126/499 4.32G 0.0107 0.009762 0.003868 79 640: 42%|####2 | 71/168 [00:13<00:18, 5.34it/s]
126/499 4.32G 0.01071 0.009745 0.003869 54 640: 42%|####2 | 71/168 [00:13<00:18, 5.34it/s]
126/499 4.32G 0.01071 0.009745 0.003869 54 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s]
126/499 4.32G 0.01071 0.009747 0.003859 72 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s]
126/499 4.32G 0.01071 0.009747 0.003859 72 640: 43%|####3 | 73/168 [00:13<00:18, 5.24it/s]
126/499 4.32G 0.0107 0.009758 0.003869 70 640: 43%|####3 | 73/168 [00:13<00:18, 5.24it/s]
126/499 4.32G 0.0107 0.009758 0.003869 70 640: 44%|####4 | 74/168 [00:13<00:17, 5.33it/s]
126/499 4.32G 0.01068 0.009741 0.003867 66 640: 44%|####4 | 74/168 [00:14<00:17, 5.33it/s]
126/499 4.32G 0.01068 0.009741 0.003867 66 640: 45%|####4 | 75/168 [00:14<00:17, 5.41it/s]
126/499 4.32G 0.01066 0.009715 0.003874 62 640: 45%|####4 | 75/168 [00:14<00:17, 5.41it/s]
126/499 4.32G 0.01066 0.009715 0.003874 62 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s]
126/499 4.32G 0.01064 0.009693 0.003841 59 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s]
126/499 4.32G 0.01064 0.009693 0.003841 59 640: 46%|####5 | 77/168 [00:14<00:17, 5.32it/s]
126/499 4.32G 0.01065 0.009704 0.003858 73 640: 46%|####5 | 77/168 [00:14<00:17, 5.32it/s]
126/499 4.32G 0.01065 0.009704 0.003858 73 640: 46%|####6 | 78/168 [00:14<00:16, 5.40it/s]
126/499 4.32G 0.01063 0.009708 0.003835 76 640: 46%|####6 | 78/168 [00:14<00:16, 5.40it/s]
126/499 4.32G 0.01063 0.009708 0.003835 76 640: 47%|####7 | 79/168 [00:14<00:16, 5.25it/s]
126/499 4.32G 0.01061 0.009694 0.003894 64 640: 47%|####7 | 79/168 [00:15<00:16, 5.25it/s]
126/499 4.32G 0.01061 0.009694 0.003894 64 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s]
126/499 4.32G 0.01062 0.009694 0.003938 73 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s]
126/499 4.32G 0.01062 0.009694 0.003938 73 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s]
126/499 4.32G 0.0106 0.009686 0.003934 71 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s]
126/499 4.32G 0.0106 0.009686 0.003934 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.23it/s]
126/499 4.32G 0.01059 0.009701 0.003926 74 640: 49%|####8 | 82/168 [00:15<00:16, 5.23it/s]
126/499 4.32G 0.01059 0.009701 0.003926 74 640: 49%|####9 | 83/168 [00:15<00:15, 5.34it/s]
126/499 4.32G 0.01057 0.0097 0.003909 76 640: 49%|####9 | 83/168 [00:15<00:15, 5.34it/s]
126/499 4.32G 0.01057 0.0097 0.003909 76 640: 50%|##### | 84/168 [00:15<00:15, 5.40it/s]
126/499 4.32G 0.01058 0.009705 0.003874 72 640: 50%|##### | 84/168 [00:15<00:15, 5.40it/s]
126/499 4.32G 0.01058 0.009705 0.003874 72 640: 51%|##### | 85/168 [00:15<00:15, 5.28it/s]
126/499 4.32G 0.01058 0.009728 0.003895 72 640: 51%|##### | 85/168 [00:16<00:15, 5.28it/s]
126/499 4.32G 0.01058 0.009728 0.003895 72 640: 51%|#####1 | 86/168 [00:16<00:15, 5.37it/s]
126/499 4.32G 0.01056 0.009701 0.003886 63 640: 51%|#####1 | 86/168 [00:16<00:15, 5.37it/s]
126/499 4.32G 0.01056 0.009701 0.003886 63 640: 52%|#####1 | 87/168 [00:16<00:14, 5.44it/s]
126/499 4.32G 0.01055 0.009723 0.003887 84 640: 52%|#####1 | 87/168 [00:16<00:14, 5.44it/s]
126/499 4.32G 0.01055 0.009723 0.003887 84 640: 52%|#####2 | 88/168 [00:16<00:15, 5.28it/s]
126/499 4.32G 0.01056 0.009727 0.003885 73 640: 52%|#####2 | 88/168 [00:16<00:15, 5.28it/s]
126/499 4.32G 0.01056 0.009727 0.003885 73 640: 53%|#####2 | 89/168 [00:16<00:14, 5.37it/s]
126/499 4.32G 0.01055 0.009704 0.00393 54 640: 53%|#####2 | 89/168 [00:16<00:14, 5.37it/s]
126/499 4.32G 0.01055 0.009704 0.00393 54 640: 54%|#####3 | 90/168 [00:16<00:14, 5.41it/s]
126/499 4.32G 0.01054 0.009699 0.003902 72 640: 54%|#####3 | 90/168 [00:17<00:14, 5.41it/s]
126/499 4.32G 0.01054 0.009699 0.003902 72 640: 54%|#####4 | 91/168 [00:17<00:14, 5.27it/s]
126/499 4.32G 0.01054 0.009699 0.003882 65 640: 54%|#####4 | 91/168 [00:17<00:14, 5.27it/s]
126/499 4.32G 0.01054 0.009699 0.003882 65 640: 55%|#####4 | 92/168 [00:17<00:14, 5.35it/s]
126/499 4.32G 0.01052 0.009668 0.003919 54 640: 55%|#####4 | 92/168 [00:17<00:14, 5.35it/s]
126/499 4.32G 0.01052 0.009668 0.003919 54 640: 55%|#####5 | 93/168 [00:17<00:13, 5.39it/s]
126/499 4.32G 0.01052 0.009652 0.003943 62 640: 55%|#####5 | 93/168 [00:17<00:13, 5.39it/s]
126/499 4.32G 0.01052 0.009652 0.003943 62 640: 56%|#####5 | 94/168 [00:17<00:14, 5.26it/s]
126/499 4.32G 0.01051 0.009652 0.003923 82 640: 56%|#####5 | 94/168 [00:17<00:14, 5.26it/s]
126/499 4.32G 0.01051 0.009652 0.003923 82 640: 57%|#####6 | 95/168 [00:17<00:13, 5.34it/s]
126/499 4.32G 0.0105 0.009663 0.003904 84 640: 57%|#####6 | 95/168 [00:18<00:13, 5.34it/s]
126/499 4.32G 0.0105 0.009663 0.003904 84 640: 57%|#####7 | 96/168 [00:18<00:13, 5.40it/s]
126/499 4.32G 0.01047 0.009637 0.00392 62 640: 57%|#####7 | 96/168 [00:18<00:13, 5.40it/s]
126/499 4.32G 0.01047 0.009637 0.00392 62 640: 58%|#####7 | 97/168 [00:18<00:13, 5.26it/s]
126/499 4.32G 0.01047 0.00965 0.003914 67 640: 58%|#####7 | 97/168 [00:18<00:13, 5.26it/s]
126/499 4.32G 0.01047 0.00965 0.003914 67 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s]
126/499 4.32G 0.01047 0.009633 0.003903 61 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s]
126/499 4.32G 0.01047 0.009633 0.003903 61 640: 59%|#####8 | 99/168 [00:18<00:12, 5.39it/s]
126/499 4.32G 0.01046 0.009641 0.003906 70 640: 59%|#####8 | 99/168 [00:18<00:12, 5.39it/s]
126/499 4.32G 0.01046 0.009641 0.003906 70 640: 60%|#####9 | 100/168 [00:18<00:12, 5.24it/s]
126/499 4.32G 0.01044 0.009629 0.00389 59 640: 60%|#####9 | 100/168 [00:18<00:12, 5.24it/s]
126/499 4.32G 0.01044 0.009629 0.00389 59 640: 60%|###### | 101/168 [00:18<00:12, 5.32it/s]
126/499 4.32G 0.01044 0.009639 0.003896 74 640: 60%|###### | 101/168 [00:19<00:12, 5.32it/s]
126/499 4.32G 0.01044 0.009639 0.003896 74 640: 61%|###### | 102/168 [00:19<00:12, 5.40it/s]
126/499 4.32G 0.01045 0.009634 0.003909 62 640: 61%|###### | 102/168 [00:19<00:12, 5.40it/s]
126/499 4.32G 0.01045 0.009634 0.003909 62 640: 61%|######1 | 103/168 [00:19<00:12, 5.23it/s]
126/499 4.32G 0.01044 0.009619 0.003887 71 640: 61%|######1 | 103/168 [00:19<00:12, 5.23it/s]
126/499 4.32G 0.01044 0.009619 0.003887 71 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s]
126/499 4.32G 0.01043 0.009623 0.003943 62 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s]
126/499 4.32G 0.01043 0.009623 0.003943 62 640: 62%|######2 | 105/168 [00:19<00:11, 5.33it/s]
126/499 4.32G 0.01043 0.009628 0.00391 74 640: 62%|######2 | 105/168 [00:19<00:11, 5.33it/s]
126/499 4.32G 0.01043 0.009628 0.00391 74 640: 63%|######3 | 106/168 [00:19<00:11, 5.21it/s]
126/499 4.32G 0.01042 0.009621 0.003882 64 640: 63%|######3 | 106/168 [00:20<00:11, 5.21it/s]
126/499 4.32G 0.01042 0.009621 0.003882 64 640: 64%|######3 | 107/168 [00:20<00:11, 5.32it/s]
126/499 4.32G 0.01041 0.009613 0.003877 77 640: 64%|######3 | 107/168 [00:20<00:11, 5.32it/s]
126/499 4.32G 0.01041 0.009613 0.003877 77 640: 64%|######4 | 108/168 [00:20<00:11, 5.39it/s]
126/499 4.32G 0.0104 0.009624 0.003871 85 640: 64%|######4 | 108/168 [00:20<00:11, 5.39it/s]
126/499 4.32G 0.0104 0.009624 0.003871 85 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s]
126/499 4.32G 0.0104 0.009618 0.003871 74 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s]
126/499 4.32G 0.0104 0.009618 0.003871 74 640: 65%|######5 | 110/168 [00:20<00:10, 5.28it/s]
126/499 4.32G 0.01039 0.009615 0.003857 79 640: 65%|######5 | 110/168 [00:20<00:10, 5.28it/s]
126/499 4.32G 0.01039 0.009615 0.003857 79 640: 66%|######6 | 111/168 [00:20<00:10, 5.37it/s]
126/499 4.32G 0.01038 0.009637 0.003865 79 640: 66%|######6 | 111/168 [00:21<00:10, 5.37it/s]
126/499 4.32G 0.01038 0.009637 0.003865 79 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
126/499 4.32G 0.01038 0.009629 0.003873 72 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
126/499 4.32G 0.01038 0.009629 0.003873 72 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s]
126/499 4.32G 0.01038 0.00965 0.003865 78 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s]
126/499 4.32G 0.01038 0.00965 0.003865 78 640: 68%|######7 | 114/168 [00:21<00:10, 5.38it/s]
126/499 4.32G 0.01039 0.009654 0.003859 67 640: 68%|######7 | 114/168 [00:21<00:10, 5.38it/s]
126/499 4.32G 0.01039 0.009654 0.003859 67 640: 68%|######8 | 115/168 [00:21<00:10, 5.25it/s]
126/499 4.32G 0.01039 0.009653 0.003849 68 640: 68%|######8 | 115/168 [00:21<00:10, 5.25it/s]
126/499 4.32G 0.01039 0.009653 0.003849 68 640: 69%|######9 | 116/168 [00:21<00:09, 5.35it/s]
126/499 4.32G 0.01038 0.009641 0.003834 69 640: 69%|######9 | 116/168 [00:21<00:09, 5.35it/s]
126/499 4.32G 0.01038 0.009641 0.003834 69 640: 70%|######9 | 117/168 [00:21<00:09, 5.42it/s]
126/499 4.32G 0.01039 0.009616 0.003921 47 640: 70%|######9 | 117/168 [00:22<00:09, 5.42it/s]
126/499 4.32G 0.01039 0.009616 0.003921 47 640: 70%|####### | 118/168 [00:22<00:09, 5.26it/s]
126/499 4.32G 0.01039 0.009632 0.003907 78 640: 70%|####### | 118/168 [00:22<00:09, 5.26it/s]
126/499 4.32G 0.01039 0.009632 0.003907 78 640: 71%|####### | 119/168 [00:22<00:09, 5.35it/s]
126/499 4.32G 0.01038 0.009632 0.003936 73 640: 71%|####### | 119/168 [00:22<00:09, 5.35it/s]
126/499 4.32G 0.01038 0.009632 0.003936 73 640: 71%|#######1 | 120/168 [00:22<00:09, 5.32it/s]
126/499 4.32G 0.01038 0.00963 0.003941 72 640: 71%|#######1 | 120/168 [00:22<00:09, 5.32it/s]
126/499 4.32G 0.01038 0.00963 0.003941 72 640: 72%|#######2 | 121/168 [00:22<00:09, 5.21it/s]
126/499 4.32G 0.01036 0.009614 0.003925 58 640: 72%|#######2 | 121/168 [00:22<00:09, 5.21it/s]
126/499 4.32G 0.01036 0.009614 0.003925 58 640: 73%|#######2 | 122/168 [00:22<00:08, 5.30it/s]
126/499 4.32G 0.01037 0.009627 0.003946 71 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s]
126/499 4.32G 0.01037 0.009627 0.003946 71 640: 73%|#######3 | 123/168 [00:23<00:08, 5.39it/s]
126/499 4.32G 0.01037 0.009628 0.003929 74 640: 73%|#######3 | 123/168 [00:23<00:08, 5.39it/s]
126/499 4.32G 0.01037 0.009628 0.003929 74 640: 74%|#######3 | 124/168 [00:23<00:08, 5.25it/s]
126/499 4.32G 0.01037 0.009625 0.003936 74 640: 74%|#######3 | 124/168 [00:23<00:08, 5.25it/s]
126/499 4.32G 0.01037 0.009625 0.003936 74 640: 74%|#######4 | 125/168 [00:23<00:08, 5.33it/s]
126/499 4.32G 0.01036 0.009615 0.003939 57 640: 74%|#######4 | 125/168 [00:23<00:08, 5.33it/s]
126/499 4.32G 0.01036 0.009615 0.003939 57 640: 75%|#######5 | 126/168 [00:23<00:07, 5.27it/s]
126/499 4.32G 0.01035 0.009596 0.003934 55 640: 75%|#######5 | 126/168 [00:23<00:07, 5.27it/s]
126/499 4.32G 0.01035 0.009596 0.003934 55 640: 76%|#######5 | 127/168 [00:23<00:07, 5.18it/s]
126/499 4.32G 0.01034 0.009605 0.003914 73 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s]
126/499 4.32G 0.01034 0.009605 0.003914 73 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s]
126/499 4.32G 0.01033 0.009579 0.003923 49 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s]
126/499 4.32G 0.01033 0.009579 0.003923 49 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s]
126/499 4.32G 0.01034 0.009579 0.003916 74 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s]
126/499 4.32G 0.01034 0.009579 0.003916 74 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s]
126/499 4.32G 0.01035 0.009597 0.00393 81 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s]
126/499 4.32G 0.01035 0.009597 0.00393 81 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s]
126/499 4.32G 0.01034 0.009596 0.003919 74 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s]
126/499 4.32G 0.01034 0.009596 0.003919 74 640: 79%|#######8 | 132/168 [00:24<00:06, 5.40it/s]
126/499 4.32G 0.01034 0.009601 0.003907 68 640: 79%|#######8 | 132/168 [00:25<00:06, 5.40it/s]
126/499 4.32G 0.01034 0.009601 0.003907 68 640: 79%|#######9 | 133/168 [00:25<00:06, 5.26it/s]
126/499 4.32G 0.01033 0.009603 0.003897 76 640: 79%|#######9 | 133/168 [00:25<00:06, 5.26it/s]
126/499 4.32G 0.01033 0.009603 0.003897 76 640: 80%|#######9 | 134/168 [00:25<00:06, 5.36it/s]
126/499 4.32G 0.01033 0.009604 0.003885 77 640: 80%|#######9 | 134/168 [00:25<00:06, 5.36it/s]
126/499 4.32G 0.01033 0.009604 0.003885 77 640: 80%|######## | 135/168 [00:25<00:06, 5.41it/s]
126/499 4.32G 0.01034 0.009615 0.003894 80 640: 80%|######## | 135/168 [00:25<00:06, 5.41it/s]
126/499 4.32G 0.01034 0.009615 0.003894 80 640: 81%|######## | 136/168 [00:25<00:06, 5.25it/s]
126/499 4.32G 0.01033 0.009612 0.003878 77 640: 81%|######## | 136/168 [00:25<00:06, 5.25it/s]
126/499 4.32G 0.01033 0.009612 0.003878 77 640: 82%|########1 | 137/168 [00:25<00:05, 5.33it/s]
126/499 4.32G 0.01032 0.009619 0.003858 77 640: 82%|########1 | 137/168 [00:25<00:05, 5.33it/s]
126/499 4.32G 0.01032 0.009619 0.003858 77 640: 82%|########2 | 138/168 [00:25<00:05, 5.42it/s]
126/499 4.32G 0.01033 0.009612 0.003873 68 640: 82%|########2 | 138/168 [00:26<00:05, 5.42it/s]
126/499 4.32G 0.01033 0.009612 0.003873 68 640: 83%|########2 | 139/168 [00:26<00:05, 5.28it/s]
126/499 4.32G 0.01034 0.00961 0.003885 71 640: 83%|########2 | 139/168 [00:26<00:05, 5.28it/s]
126/499 4.32G 0.01034 0.00961 0.003885 71 640: 83%|########3 | 140/168 [00:26<00:05, 5.36it/s]
126/499 4.32G 0.01033 0.009611 0.003906 74 640: 83%|########3 | 140/168 [00:26<00:05, 5.36it/s]
126/499 4.32G 0.01033 0.009611 0.003906 74 640: 84%|########3 | 141/168 [00:26<00:04, 5.42it/s]
126/499 4.32G 0.01033 0.009613 0.003887 75 640: 84%|########3 | 141/168 [00:26<00:04, 5.42it/s]
126/499 4.32G 0.01033 0.009613 0.003887 75 640: 85%|########4 | 142/168 [00:26<00:04, 5.25it/s]
126/499 4.32G 0.01032 0.009618 0.003903 75 640: 85%|########4 | 142/168 [00:26<00:04, 5.25it/s]
126/499 4.32G 0.01032 0.009618 0.003903 75 640: 85%|########5 | 143/168 [00:26<00:04, 5.33it/s]
126/499 4.32G 0.01032 0.009611 0.003906 61 640: 85%|########5 | 143/168 [00:27<00:04, 5.33it/s]
126/499 4.32G 0.01032 0.009611 0.003906 61 640: 86%|########5 | 144/168 [00:27<00:04, 5.41it/s]
126/499 4.32G 0.01032 0.009613 0.0039 66 640: 86%|########5 | 144/168 [00:27<00:04, 5.41it/s]
126/499 4.32G 0.01032 0.009613 0.0039 66 640: 86%|########6 | 145/168 [00:27<00:04, 5.23it/s]
126/499 4.32G 0.01031 0.009619 0.003895 78 640: 86%|########6 | 145/168 [00:27<00:04, 5.23it/s]
126/499 4.32G 0.01031 0.009619 0.003895 78 640: 87%|########6 | 146/168 [00:27<00:04, 5.32it/s]
126/499 4.32G 0.01031 0.009629 0.003908 67 640: 87%|########6 | 146/168 [00:27<00:04, 5.32it/s]
126/499 4.32G 0.01031 0.009629 0.003908 67 640: 88%|########7 | 147/168 [00:27<00:03, 5.37it/s]
126/499 4.32G 0.01031 0.009634 0.003905 77 640: 88%|########7 | 147/168 [00:27<00:03, 5.37it/s]
126/499 4.32G 0.01031 0.009634 0.003905 77 640: 88%|########8 | 148/168 [00:27<00:03, 5.24it/s]
126/499 4.32G 0.0103 0.009616 0.003907 57 640: 88%|########8 | 148/168 [00:28<00:03, 5.24it/s]
126/499 4.32G 0.0103 0.009616 0.003907 57 640: 89%|########8 | 149/168 [00:28<00:03, 5.34it/s]
126/499 4.32G 0.0103 0.009613 0.003916 85 640: 89%|########8 | 149/168 [00:28<00:03, 5.34it/s]
126/499 4.32G 0.0103 0.009613 0.003916 85 640: 89%|########9 | 150/168 [00:28<00:03, 5.38it/s]
126/499 4.32G 0.01029 0.009617 0.003907 78 640: 89%|########9 | 150/168 [00:28<00:03, 5.38it/s]
126/499 4.32G 0.01029 0.009617 0.003907 78 640: 90%|########9 | 151/168 [00:28<00:03, 5.18it/s]
126/499 4.32G 0.01029 0.009613 0.003911 72 640: 90%|########9 | 151/168 [00:28<00:03, 5.18it/s]
126/499 4.32G 0.01029 0.009613 0.003911 72 640: 90%|######### | 152/168 [00:28<00:03, 5.24it/s]
126/499 4.32G 0.01028 0.009603 0.003923 63 640: 90%|######### | 152/168 [00:28<00:03, 5.24it/s]
126/499 4.32G 0.01028 0.009603 0.003923 63 640: 91%|#########1| 153/168 [00:28<00:02, 5.33it/s]
126/499 4.32G 0.01029 0.009585 0.003921 54 640: 91%|#########1| 153/168 [00:28<00:02, 5.33it/s]
126/499 4.32G 0.01029 0.009585 0.003921 54 640: 92%|#########1| 154/168 [00:28<00:02, 5.21it/s]
126/499 4.32G 0.01029 0.009577 0.00391 57 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s]
126/499 4.32G 0.01029 0.009577 0.00391 57 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s]
126/499 4.32G 0.01029 0.009582 0.003897 68 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s]
126/499 4.32G 0.01029 0.009582 0.003897 68 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s]
126/499 4.32G 0.01029 0.009583 0.003886 72 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s]
126/499 4.32G 0.01029 0.009583 0.003886 72 640: 93%|#########3| 157/168 [00:29<00:02, 5.23it/s]
126/499 4.32G 0.01029 0.009583 0.003899 72 640: 93%|#########3| 157/168 [00:29<00:02, 5.23it/s]
126/499 4.32G 0.01029 0.009583 0.003899 72 640: 94%|#########4| 158/168 [00:29<00:01, 5.33it/s]
126/499 4.32G 0.01028 0.009581 0.003891 73 640: 94%|#########4| 158/168 [00:29<00:01, 5.33it/s]
126/499 4.32G 0.01028 0.009581 0.003891 73 640: 95%|#########4| 159/168 [00:29<00:01, 5.39it/s]
126/499 4.32G 0.01028 0.009581 0.003885 63 640: 95%|#########4| 159/168 [00:30<00:01, 5.39it/s]
126/499 4.32G 0.01028 0.009581 0.003885 63 640: 95%|#########5| 160/168 [00:30<00:01, 5.25it/s]
126/499 4.32G 0.01028 0.009597 0.003888 78 640: 95%|#########5| 160/168 [00:30<00:01, 5.25it/s]
126/499 4.32G 0.01028 0.009597 0.003888 78 640: 96%|#########5| 161/168 [00:30<00:01, 5.35it/s]
126/499 4.32G 0.01028 0.009589 0.00387 57 640: 96%|#########5| 161/168 [00:30<00:01, 5.35it/s]
126/499 4.32G 0.01028 0.009589 0.00387 57 640: 96%|#########6| 162/168 [00:30<00:01, 5.41it/s]
126/499 4.32G 0.01029 0.009581 0.003864 64 640: 96%|#########6| 162/168 [00:30<00:01, 5.41it/s]
126/499 4.32G 0.01029 0.009581 0.003864 64 640: 97%|#########7| 163/168 [00:30<00:00, 5.19it/s]
126/499 4.32G 0.01029 0.009585 0.003852 72 640: 97%|#########7| 163/168 [00:30<00:00, 5.19it/s]
126/499 4.32G 0.01029 0.009585 0.003852 72 640: 98%|#########7| 164/168 [00:30<00:00, 5.29it/s]
126/499 4.32G 0.01028 0.00958 0.003846 65 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s]
126/499 4.32G 0.01028 0.00958 0.003846 65 640: 98%|#########8| 165/168 [00:31<00:00, 5.38it/s]
126/499 4.32G 0.01027 0.009562 0.003843 57 640: 98%|#########8| 165/168 [00:31<00:00, 5.38it/s]
126/499 4.32G 0.01027 0.009562 0.003843 57 640: 99%|#########8| 166/168 [00:31<00:00, 5.24it/s]
126/499 4.32G 0.01028 0.009574 0.003852 85 640: 99%|#########8| 166/168 [00:31<00:00, 5.24it/s]
126/499 4.32G 0.01028 0.009574 0.003852 85 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s]
126/499 4.32G 0.01028 0.009557 0.003855 23 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s]
126/499 4.32G 0.01028 0.009557 0.003855 23 640: 100%|##########| 168/168 [00:31<00:00, 5.47it/s]
126/499 4.32G 0.01028 0.009557 0.003855 23 640: 100%|##########| 168/168 [00:31<00:00, 5.32it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.82it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s]
all 132 263 0.885 0.873 0.902 0.769
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
127/499 4.32G 0.0116 0.01213 0.004274 80 640: 0%| | 0/168 [00:00<?, ?it/s]
127/499 4.32G 0.0116 0.01213 0.004274 80 640: 1%| | 1/168 [00:00<00:33, 5.01it/s]
127/499 4.32G 0.01155 0.01097 0.005818 65 640: 1%| | 1/168 [00:00<00:33, 5.01it/s]
127/499 4.32G 0.01155 0.01097 0.005818 65 640: 1%|1 | 2/168 [00:00<00:31, 5.33it/s]
127/499 4.32G 0.01079 0.01017 0.005065 67 640: 1%|1 | 2/168 [00:00<00:31, 5.33it/s]
127/499 4.32G 0.01079 0.01017 0.005065 67 640: 2%|1 | 3/168 [00:00<00:30, 5.44it/s]
127/499 4.32G 0.01085 0.01041 0.005161 72 640: 2%|1 | 3/168 [00:00<00:30, 5.44it/s]
127/499 4.32G 0.01085 0.01041 0.005161 72 640: 2%|2 | 4/168 [00:00<00:31, 5.23it/s]
127/499 4.32G 0.01084 0.01037 0.005056 79 640: 2%|2 | 4/168 [00:00<00:31, 5.23it/s]
127/499 4.32G 0.01084 0.01037 0.005056 79 640: 3%|2 | 5/168 [00:00<00:30, 5.36it/s]
127/499 4.32G 0.01078 0.01041 0.004891 73 640: 3%|2 | 5/168 [00:01<00:30, 5.36it/s]
127/499 4.32G 0.01078 0.01041 0.004891 73 640: 4%|3 | 6/168 [00:01<00:29, 5.41it/s]
127/499 4.32G 0.01065 0.01007 0.00509 65 640: 4%|3 | 6/168 [00:01<00:29, 5.41it/s]
127/499 4.32G 0.01065 0.01007 0.00509 65 640: 4%|4 | 7/168 [00:01<00:30, 5.26it/s]
127/499 4.32G 0.01072 0.009962 0.004715 57 640: 4%|4 | 7/168 [00:01<00:30, 5.26it/s]
127/499 4.32G 0.01072 0.009962 0.004715 57 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s]
127/499 4.32G 0.01057 0.009845 0.004982 69 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s]
127/499 4.32G 0.01057 0.009845 0.004982 69 640: 5%|5 | 9/168 [00:01<00:29, 5.42it/s]
127/499 4.32G 0.01048 0.009749 0.004954 80 640: 5%|5 | 9/168 [00:01<00:29, 5.42it/s]
127/499 4.32G 0.01048 0.009749 0.004954 80 640: 6%|5 | 10/168 [00:01<00:30, 5.26it/s]
127/499 4.32G 0.01048 0.009471 0.004707 50 640: 6%|5 | 10/168 [00:02<00:30, 5.26it/s]
127/499 4.32G 0.01048 0.009471 0.004707 50 640: 7%|6 | 11/168 [00:02<00:29, 5.36it/s]
127/499 4.32G 0.01041 0.009463 0.004463 76 640: 7%|6 | 11/168 [00:02<00:29, 5.36it/s]
127/499 4.32G 0.01041 0.009463 0.004463 76 640: 7%|7 | 12/168 [00:02<00:28, 5.43it/s]
127/499 4.32G 0.01037 0.009421 0.004356 69 640: 7%|7 | 12/168 [00:02<00:28, 5.43it/s]
127/499 4.32G 0.01037 0.009421 0.004356 69 640: 8%|7 | 13/168 [00:02<00:29, 5.28it/s]
127/499 4.32G 0.01036 0.009606 0.004342 85 640: 8%|7 | 13/168 [00:02<00:29, 5.28it/s]
127/499 4.32G 0.01036 0.009606 0.004342 85 640: 8%|8 | 14/168 [00:02<00:28, 5.36it/s]
127/499 4.32G 0.01031 0.009684 0.004522 77 640: 8%|8 | 14/168 [00:02<00:28, 5.36it/s]
127/499 4.32G 0.01031 0.009684 0.004522 77 640: 9%|8 | 15/168 [00:02<00:28, 5.40it/s]
127/499 4.32G 0.01039 0.009507 0.004477 48 640: 9%|8 | 15/168 [00:03<00:28, 5.40it/s]
127/499 4.32G 0.01039 0.009507 0.004477 48 640: 10%|9 | 16/168 [00:03<00:28, 5.25it/s]
127/499 4.32G 0.0105 0.009754 0.004463 81 640: 10%|9 | 16/168 [00:03<00:28, 5.25it/s]
127/499 4.32G 0.0105 0.009754 0.004463 81 640: 10%|# | 17/168 [00:03<00:28, 5.33it/s]
127/499 4.32G 0.01055 0.009652 0.00446 65 640: 10%|# | 17/168 [00:03<00:28, 5.33it/s]
127/499 4.32G 0.01055 0.009652 0.00446 65 640: 11%|# | 18/168 [00:03<00:27, 5.39it/s]
127/499 4.32G 0.01047 0.009605 0.004592 58 640: 11%|# | 18/168 [00:03<00:27, 5.39it/s]
127/499 4.32G 0.01047 0.009605 0.004592 58 640: 11%|#1 | 19/168 [00:03<00:28, 5.26it/s]
127/499 4.32G 0.01049 0.009546 0.004478 49 640: 11%|#1 | 19/168 [00:03<00:28, 5.26it/s]
127/499 4.32G 0.01049 0.009546 0.004478 49 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s]
127/499 4.32G 0.01044 0.009473 0.004408 66 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s]
127/499 4.32G 0.01044 0.009473 0.004408 66 640: 12%|#2 | 21/168 [00:03<00:27, 5.37it/s]
127/499 4.32G 0.01036 0.009388 0.004437 71 640: 12%|#2 | 21/168 [00:04<00:27, 5.37it/s]
127/499 4.32G 0.01036 0.009388 0.004437 71 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s]
127/499 4.32G 0.0103 0.00934 0.00435 75 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s]
127/499 4.32G 0.0103 0.00934 0.00435 75 640: 14%|#3 | 23/168 [00:04<00:27, 5.30it/s]
127/499 4.32G 0.01034 0.009318 0.004343 61 640: 14%|#3 | 23/168 [00:04<00:27, 5.30it/s]
127/499 4.32G 0.01034 0.009318 0.004343 61 640: 14%|#4 | 24/168 [00:04<00:27, 5.27it/s]
127/499 4.32G 0.01031 0.009252 0.004219 63 640: 14%|#4 | 24/168 [00:04<00:27, 5.27it/s]
127/499 4.32G 0.01031 0.009252 0.004219 63 640: 15%|#4 | 25/168 [00:04<00:27, 5.17it/s]
127/499 4.32G 0.01033 0.009301 0.004248 78 640: 15%|#4 | 25/168 [00:04<00:27, 5.17it/s]
127/499 4.32G 0.01033 0.009301 0.004248 78 640: 15%|#5 | 26/168 [00:04<00:26, 5.27it/s]
127/499 4.32G 0.01036 0.009377 0.004229 82 640: 15%|#5 | 26/168 [00:05<00:26, 5.27it/s]
127/499 4.32G 0.01036 0.009377 0.004229 82 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s]
127/499 4.32G 0.01038 0.009396 0.004155 76 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s]
127/499 4.32G 0.01038 0.009396 0.004155 76 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s]
127/499 4.32G 0.01039 0.00941 0.004136 65 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s]
127/499 4.32G 0.01039 0.00941 0.004136 65 640: 17%|#7 | 29/168 [00:05<00:26, 5.28it/s]
127/499 4.32G 0.01032 0.009327 0.004059 56 640: 17%|#7 | 29/168 [00:05<00:26, 5.28it/s]
127/499 4.32G 0.01032 0.009327 0.004059 56 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s]
127/499 4.32G 0.01029 0.009332 0.003959 65 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s]
127/499 4.32G 0.01029 0.009332 0.003959 65 640: 18%|#8 | 31/168 [00:05<00:26, 5.21it/s]
127/499 4.32G 0.01022 0.009293 0.003933 65 640: 18%|#8 | 31/168 [00:06<00:26, 5.21it/s]
127/499 4.32G 0.01022 0.009293 0.003933 65 640: 19%|#9 | 32/168 [00:06<00:25, 5.33it/s]
127/499 4.32G 0.01018 0.009358 0.003964 80 640: 19%|#9 | 32/168 [00:06<00:25, 5.33it/s]
127/499 4.32G 0.01018 0.009358 0.003964 80 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
127/499 4.32G 0.01015 0.009348 0.003927 78 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
127/499 4.32G 0.01015 0.009348 0.003927 78 640: 20%|## | 34/168 [00:06<00:25, 5.24it/s]
127/499 4.32G 0.01013 0.009303 0.003953 55 640: 20%|## | 34/168 [00:06<00:25, 5.24it/s]
127/499 4.32G 0.01013 0.009303 0.003953 55 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
127/499 4.32G 0.01014 0.009402 0.003922 86 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
127/499 4.32G 0.01014 0.009402 0.003922 86 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s]
127/499 4.32G 0.01009 0.009296 0.003839 52 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s]
127/499 4.32G 0.01009 0.009296 0.003839 52 640: 22%|##2 | 37/168 [00:06<00:25, 5.22it/s]
127/499 4.32G 0.01008 0.009287 0.003787 66 640: 22%|##2 | 37/168 [00:07<00:25, 5.22it/s]
127/499 4.32G 0.01008 0.009287 0.003787 66 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s]
127/499 4.32G 0.01007 0.009311 0.003726 72 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s]
127/499 4.32G 0.01007 0.009311 0.003726 72 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
127/499 4.32G 0.01008 0.00928 0.003647 57 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
127/499 4.32G 0.01008 0.00928 0.003647 57 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
127/499 4.32G 0.01007 0.00926 0.003614 72 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
127/499 4.32G 0.01007 0.00926 0.003614 72 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
127/499 4.32G 0.01009 0.009269 0.003552 67 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
127/499 4.32G 0.01009 0.009269 0.003552 67 640: 25%|##5 | 42/168 [00:07<00:23, 5.37it/s]
127/499 4.32G 0.01008 0.009224 0.003517 57 640: 25%|##5 | 42/168 [00:08<00:23, 5.37it/s]
127/499 4.32G 0.01008 0.009224 0.003517 57 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
127/499 4.32G 0.01006 0.009187 0.003455 62 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
127/499 4.32G 0.01006 0.009187 0.003455 62 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s]
127/499 4.32G 0.01004 0.00918 0.003512 77 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s]
127/499 4.32G 0.01004 0.00918 0.003512 77 640: 27%|##6 | 45/168 [00:08<00:23, 5.32it/s]
127/499 4.32G 0.01002 0.00914 0.003584 56 640: 27%|##6 | 45/168 [00:08<00:23, 5.32it/s]
127/499 4.32G 0.01002 0.00914 0.003584 56 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s]
127/499 4.32G 0.01001 0.009151 0.003606 82 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s]
127/499 4.32G 0.01001 0.009151 0.003606 82 640: 28%|##7 | 47/168 [00:08<00:22, 5.29it/s]
127/499 4.32G 0.01 0.009137 0.003608 65 640: 28%|##7 | 47/168 [00:09<00:22, 5.29it/s]
127/499 4.32G 0.01 0.009137 0.003608 65 640: 29%|##8 | 48/168 [00:09<00:22, 5.37it/s]
127/499 4.32G 0.009969 0.009126 0.003577 76 640: 29%|##8 | 48/168 [00:09<00:22, 5.37it/s]
127/499 4.32G 0.009969 0.009126 0.003577 76 640: 29%|##9 | 49/168 [00:09<00:22, 5.26it/s]
127/499 4.32G 0.009964 0.009142 0.003534 73 640: 29%|##9 | 49/168 [00:09<00:22, 5.26it/s]
127/499 4.32G 0.009964 0.009142 0.003534 73 640: 30%|##9 | 50/168 [00:09<00:22, 5.35it/s]
127/499 4.32G 0.009965 0.009164 0.003521 72 640: 30%|##9 | 50/168 [00:09<00:22, 5.35it/s]
127/499 4.32G 0.009965 0.009164 0.003521 72 640: 30%|### | 51/168 [00:09<00:21, 5.38it/s]
127/499 4.32G 0.009985 0.009138 0.003557 59 640: 30%|### | 51/168 [00:09<00:21, 5.38it/s]
127/499 4.32G 0.009985 0.009138 0.003557 59 640: 31%|### | 52/168 [00:09<00:22, 5.25it/s]
127/499 4.32G 0.009968 0.0091 0.003572 65 640: 31%|### | 52/168 [00:09<00:22, 5.25it/s]
127/499 4.32G 0.009968 0.0091 0.003572 65 640: 32%|###1 | 53/168 [00:09<00:21, 5.32it/s]
127/499 4.32G 0.01001 0.009108 0.003568 59 640: 32%|###1 | 53/168 [00:10<00:21, 5.32it/s]
127/499 4.32G 0.01001 0.009108 0.003568 59 640: 32%|###2 | 54/168 [00:10<00:21, 5.39it/s]
127/499 4.32G 0.01001 0.009109 0.003572 65 640: 32%|###2 | 54/168 [00:10<00:21, 5.39it/s]
127/499 4.32G 0.01001 0.009109 0.003572 65 640: 33%|###2 | 55/168 [00:10<00:21, 5.25it/s]
127/499 4.32G 0.01001 0.009152 0.003527 76 640: 33%|###2 | 55/168 [00:10<00:21, 5.25it/s]
127/499 4.32G 0.01001 0.009152 0.003527 76 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s]
127/499 4.32G 0.01002 0.009157 0.003508 64 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s]
127/499 4.32G 0.01002 0.009157 0.003508 64 640: 34%|###3 | 57/168 [00:10<00:20, 5.36it/s]
127/499 4.32G 0.01003 0.009138 0.00352 62 640: 34%|###3 | 57/168 [00:10<00:20, 5.36it/s]
127/499 4.32G 0.01003 0.009138 0.00352 62 640: 35%|###4 | 58/168 [00:10<00:21, 5.20it/s]
127/499 4.32G 0.01004 0.009157 0.003563 75 640: 35%|###4 | 58/168 [00:11<00:21, 5.20it/s]
127/499 4.32G 0.01004 0.009157 0.003563 75 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s]
127/499 4.32G 0.01005 0.009141 0.003574 65 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s]
127/499 4.32G 0.01005 0.009141 0.003574 65 640: 36%|###5 | 60/168 [00:11<00:20, 5.38it/s]
127/499 4.32G 0.01006 0.009148 0.003596 65 640: 36%|###5 | 60/168 [00:11<00:20, 5.38it/s]
127/499 4.32G 0.01006 0.009148 0.003596 65 640: 36%|###6 | 61/168 [00:11<00:20, 5.25it/s]
127/499 4.32G 0.01006 0.009174 0.003565 87 640: 36%|###6 | 61/168 [00:11<00:20, 5.25it/s]
127/499 4.32G 0.01006 0.009174 0.003565 87 640: 37%|###6 | 62/168 [00:11<00:19, 5.31it/s]
127/499 4.32G 0.01008 0.009211 0.003586 73 640: 37%|###6 | 62/168 [00:11<00:19, 5.31it/s]
127/499 4.32G 0.01008 0.009211 0.003586 73 640: 38%|###7 | 63/168 [00:11<00:19, 5.37it/s]
127/499 4.32G 0.01009 0.009195 0.00365 63 640: 38%|###7 | 63/168 [00:12<00:19, 5.37it/s]
127/499 4.32G 0.01009 0.009195 0.00365 63 640: 38%|###8 | 64/168 [00:12<00:20, 5.15it/s]
127/499 4.32G 0.01008 0.009225 0.003641 80 640: 38%|###8 | 64/168 [00:12<00:20, 5.15it/s]
127/499 4.32G 0.01008 0.009225 0.003641 80 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
127/499 4.32G 0.01008 0.00922 0.003626 64 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
127/499 4.32G 0.01008 0.00922 0.003626 64 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s]
127/499 4.32G 0.0101 0.009216 0.003612 73 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s]
127/499 4.32G 0.0101 0.009216 0.003612 73 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
127/499 4.32G 0.01009 0.009226 0.003608 69 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
127/499 4.32G 0.01009 0.009226 0.003608 69 640: 40%|#### | 68/168 [00:12<00:18, 5.30it/s]
127/499 4.32G 0.01009 0.009221 0.003599 68 640: 40%|#### | 68/168 [00:13<00:18, 5.30it/s]
127/499 4.32G 0.01009 0.009221 0.003599 68 640: 41%|####1 | 69/168 [00:13<00:18, 5.38it/s]
127/499 4.32G 0.01007 0.009201 0.003617 60 640: 41%|####1 | 69/168 [00:13<00:18, 5.38it/s]
127/499 4.32G 0.01007 0.009201 0.003617 60 640: 42%|####1 | 70/168 [00:13<00:18, 5.24it/s]
127/499 4.32G 0.01008 0.009187 0.003669 68 640: 42%|####1 | 70/168 [00:13<00:18, 5.24it/s]
127/499 4.32G 0.01008 0.009187 0.003669 68 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s]
127/499 4.32G 0.0101 0.009164 0.003682 54 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s]
127/499 4.32G 0.0101 0.009164 0.003682 54 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s]
127/499 4.32G 0.01012 0.009157 0.003685 70 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s]
127/499 4.32G 0.01012 0.009157 0.003685 70 640: 43%|####3 | 73/168 [00:13<00:18, 5.24it/s]
127/499 4.32G 0.01012 0.009155 0.003723 58 640: 43%|####3 | 73/168 [00:13<00:18, 5.24it/s]
127/499 4.32G 0.01012 0.009155 0.003723 58 640: 44%|####4 | 74/168 [00:13<00:17, 5.31it/s]
127/499 4.32G 0.01013 0.00921 0.003692 96 640: 44%|####4 | 74/168 [00:14<00:17, 5.31it/s]
127/499 4.32G 0.01013 0.00921 0.003692 96 640: 45%|####4 | 75/168 [00:14<00:17, 5.38it/s]
127/499 4.32G 0.01013 0.009216 0.003673 76 640: 45%|####4 | 75/168 [00:14<00:17, 5.38it/s]
127/499 4.32G 0.01013 0.009216 0.003673 76 640: 45%|####5 | 76/168 [00:14<00:17, 5.24it/s]
127/499 4.32G 0.01014 0.009213 0.003649 67 640: 45%|####5 | 76/168 [00:14<00:17, 5.24it/s]
127/499 4.32G 0.01014 0.009213 0.003649 67 640: 46%|####5 | 77/168 [00:14<00:17, 5.33it/s]
127/499 4.32G 0.01017 0.009239 0.003679 74 640: 46%|####5 | 77/168 [00:14<00:17, 5.33it/s]
127/499 4.32G 0.01017 0.009239 0.003679 74 640: 46%|####6 | 78/168 [00:14<00:16, 5.35it/s]
127/499 4.32G 0.01019 0.009232 0.003651 54 640: 46%|####6 | 78/168 [00:14<00:16, 5.35it/s]
127/499 4.32G 0.01019 0.009232 0.003651 54 640: 47%|####7 | 79/168 [00:14<00:17, 5.22it/s]
127/499 4.32G 0.0102 0.009244 0.003658 63 640: 47%|####7 | 79/168 [00:15<00:17, 5.22it/s]
127/499 4.32G 0.0102 0.009244 0.003658 63 640: 48%|####7 | 80/168 [00:15<00:16, 5.25it/s]
127/499 4.32G 0.01019 0.009256 0.003655 81 640: 48%|####7 | 80/168 [00:15<00:16, 5.25it/s]
127/499 4.32G 0.01019 0.009256 0.003655 81 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s]
127/499 4.32G 0.01021 0.009254 0.003665 60 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s]
127/499 4.32G 0.01021 0.009254 0.003665 60 640: 49%|####8 | 82/168 [00:15<00:16, 5.23it/s]
127/499 4.32G 0.0102 0.009252 0.003688 73 640: 49%|####8 | 82/168 [00:15<00:16, 5.23it/s]
127/499 4.32G 0.0102 0.009252 0.003688 73 640: 49%|####9 | 83/168 [00:15<00:15, 5.32it/s]
127/499 4.32G 0.01018 0.009228 0.003704 56 640: 49%|####9 | 83/168 [00:15<00:15, 5.32it/s]
127/499 4.32G 0.01018 0.009228 0.003704 56 640: 50%|##### | 84/168 [00:15<00:15, 5.38it/s]
127/499 4.32G 0.01017 0.009239 0.003714 69 640: 50%|##### | 84/168 [00:16<00:15, 5.38it/s]
127/499 4.32G 0.01017 0.009239 0.003714 69 640: 51%|##### | 85/168 [00:16<00:15, 5.26it/s]
127/499 4.32G 0.01015 0.009231 0.003718 73 640: 51%|##### | 85/168 [00:16<00:15, 5.26it/s]
127/499 4.32G 0.01015 0.009231 0.003718 73 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s]
127/499 4.32G 0.01015 0.009216 0.003709 57 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s]
127/499 4.32G 0.01015 0.009216 0.003709 57 640: 52%|#####1 | 87/168 [00:16<00:15, 5.39it/s]
127/499 4.32G 0.01014 0.009224 0.003684 82 640: 52%|#####1 | 87/168 [00:16<00:15, 5.39it/s]
127/499 4.32G 0.01014 0.009224 0.003684 82 640: 52%|#####2 | 88/168 [00:16<00:15, 5.26it/s]
127/499 4.32G 0.01013 0.009221 0.003681 77 640: 52%|#####2 | 88/168 [00:16<00:15, 5.26it/s]
127/499 4.32G 0.01013 0.009221 0.003681 77 640: 53%|#####2 | 89/168 [00:16<00:14, 5.30it/s]
127/499 4.32G 0.01013 0.009215 0.003724 66 640: 53%|#####2 | 89/168 [00:16<00:14, 5.30it/s]
127/499 4.32G 0.01013 0.009215 0.003724 66 640: 54%|#####3 | 90/168 [00:16<00:14, 5.38it/s]
127/499 4.32G 0.01012 0.009201 0.003734 57 640: 54%|#####3 | 90/168 [00:17<00:14, 5.38it/s]
127/499 4.32G 0.01012 0.009201 0.003734 57 640: 54%|#####4 | 91/168 [00:17<00:14, 5.26it/s]
127/499 4.32G 0.01013 0.009195 0.003699 67 640: 54%|#####4 | 91/168 [00:17<00:14, 5.26it/s]
127/499 4.32G 0.01013 0.009195 0.003699 67 640: 55%|#####4 | 92/168 [00:17<00:14, 5.36it/s]
127/499 4.32G 0.01011 0.009203 0.003692 78 640: 55%|#####4 | 92/168 [00:17<00:14, 5.36it/s]
127/499 4.32G 0.01011 0.009203 0.003692 78 640: 55%|#####5 | 93/168 [00:17<00:13, 5.43it/s]
127/499 4.32G 0.0101 0.009179 0.003671 52 640: 55%|#####5 | 93/168 [00:17<00:13, 5.43it/s]
127/499 4.32G 0.0101 0.009179 0.003671 52 640: 56%|#####5 | 94/168 [00:17<00:14, 5.27it/s]
127/499 4.32G 0.0101 0.009191 0.003689 71 640: 56%|#####5 | 94/168 [00:17<00:14, 5.27it/s]
127/499 4.32G 0.0101 0.009191 0.003689 71 640: 57%|#####6 | 95/168 [00:17<00:13, 5.34it/s]
127/499 4.32G 0.0101 0.009193 0.003683 79 640: 57%|#####6 | 95/168 [00:18<00:13, 5.34it/s]
127/499 4.32G 0.0101 0.009193 0.003683 79 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s]
127/499 4.32G 0.01009 0.009189 0.003695 73 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s]
127/499 4.32G 0.01009 0.009189 0.003695 73 640: 58%|#####7 | 97/168 [00:18<00:13, 5.21it/s]
127/499 4.32G 0.01009 0.009212 0.003666 78 640: 58%|#####7 | 97/168 [00:18<00:13, 5.21it/s]
127/499 4.32G 0.01009 0.009212 0.003666 78 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s]
127/499 4.32G 0.0101 0.009217 0.003661 75 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s]
127/499 4.32G 0.0101 0.009217 0.003661 75 640: 59%|#####8 | 99/168 [00:18<00:12, 5.39it/s]
127/499 4.32G 0.01011 0.009218 0.003662 73 640: 59%|#####8 | 99/168 [00:18<00:12, 5.39it/s]
127/499 4.32G 0.01011 0.009218 0.003662 73 640: 60%|#####9 | 100/168 [00:18<00:12, 5.24it/s]
127/499 4.32G 0.01012 0.009228 0.003722 59 640: 60%|#####9 | 100/168 [00:19<00:12, 5.24it/s]
127/499 4.32G 0.01012 0.009228 0.003722 59 640: 60%|###### | 101/168 [00:19<00:12, 5.35it/s]
127/499 4.32G 0.01011 0.009236 0.003719 73 640: 60%|###### | 101/168 [00:19<00:12, 5.35it/s]
127/499 4.32G 0.01011 0.009236 0.003719 73 640: 61%|###### | 102/168 [00:19<00:12, 5.40it/s]
127/499 4.32G 0.01011 0.009219 0.003707 64 640: 61%|###### | 102/168 [00:19<00:12, 5.40it/s]
127/499 4.32G 0.01011 0.009219 0.003707 64 640: 61%|######1 | 103/168 [00:19<00:12, 5.24it/s]
127/499 4.32G 0.01011 0.00921 0.003723 74 640: 61%|######1 | 103/168 [00:19<00:12, 5.24it/s]
127/499 4.32G 0.01011 0.00921 0.003723 74 640: 62%|######1 | 104/168 [00:19<00:12, 5.33it/s]
127/499 4.32G 0.01011 0.009223 0.003749 59 640: 62%|######1 | 104/168 [00:19<00:12, 5.33it/s]
127/499 4.32G 0.01011 0.009223 0.003749 59 640: 62%|######2 | 105/168 [00:19<00:11, 5.37it/s]
127/499 4.32G 0.01012 0.009222 0.003762 68 640: 62%|######2 | 105/168 [00:19<00:11, 5.37it/s]
127/499 4.32G 0.01012 0.009222 0.003762 68 640: 63%|######3 | 106/168 [00:19<00:11, 5.24it/s]
127/499 4.32G 0.01012 0.00922 0.003771 64 640: 63%|######3 | 106/168 [00:20<00:11, 5.24it/s]
127/499 4.32G 0.01012 0.00922 0.003771 64 640: 64%|######3 | 107/168 [00:20<00:11, 5.32it/s]
127/499 4.32G 0.01012 0.00922 0.003783 67 640: 64%|######3 | 107/168 [00:20<00:11, 5.32it/s]
127/499 4.32G 0.01012 0.00922 0.003783 67 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s]
127/499 4.32G 0.01013 0.009223 0.00377 68 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s]
127/499 4.32G 0.01013 0.009223 0.00377 68 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s]
127/499 4.32G 0.01013 0.009221 0.003742 69 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s]
127/499 4.32G 0.01013 0.009221 0.003742 69 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s]
127/499 4.32G 0.01013 0.009214 0.003718 66 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s]
127/499 4.32G 0.01013 0.009214 0.003718 66 640: 66%|######6 | 111/168 [00:20<00:10, 5.37it/s]
127/499 4.32G 0.01012 0.009205 0.003714 63 640: 66%|######6 | 111/168 [00:21<00:10, 5.37it/s]
127/499 4.32G 0.01012 0.009205 0.003714 63 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
127/499 4.32G 0.01013 0.009217 0.003709 63 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
127/499 4.32G 0.01013 0.009217 0.003709 63 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s]
127/499 4.32G 0.01014 0.009229 0.003712 73 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s]
127/499 4.32G 0.01014 0.009229 0.003712 73 640: 68%|######7 | 114/168 [00:21<00:10, 5.38it/s]
127/499 4.32G 0.01015 0.009245 0.003704 80 640: 68%|######7 | 114/168 [00:21<00:10, 5.38it/s]
127/499 4.32G 0.01015 0.009245 0.003704 80 640: 68%|######8 | 115/168 [00:21<00:10, 5.23it/s]
127/499 4.32G 0.01016 0.009233 0.00371 58 640: 68%|######8 | 115/168 [00:21<00:10, 5.23it/s]
127/499 4.32G 0.01016 0.009233 0.00371 58 640: 69%|######9 | 116/168 [00:21<00:09, 5.29it/s]
127/499 4.32G 0.01014 0.009239 0.003724 77 640: 69%|######9 | 116/168 [00:22<00:09, 5.29it/s]
127/499 4.32G 0.01014 0.009239 0.003724 77 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s]
127/499 4.32G 0.01014 0.009235 0.003714 63 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s]
127/499 4.32G 0.01014 0.009235 0.003714 63 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s]
127/499 4.32G 0.01014 0.009227 0.003746 63 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s]
127/499 4.32G 0.01014 0.009227 0.003746 63 640: 71%|####### | 119/168 [00:22<00:09, 5.25it/s]
127/499 4.32G 0.01014 0.009227 0.003745 68 640: 71%|####### | 119/168 [00:22<00:09, 5.25it/s]
127/499 4.32G 0.01014 0.009227 0.003745 68 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s]
127/499 4.32G 0.01013 0.009232 0.003738 69 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s]
127/499 4.32G 0.01013 0.009232 0.003738 69 640: 72%|#######2 | 121/168 [00:22<00:09, 5.18it/s]
127/499 4.32G 0.01015 0.00922 0.003764 69 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s]
127/499 4.32G 0.01015 0.00922 0.003764 69 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s]
127/499 4.32G 0.01013 0.009201 0.003769 55 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s]
127/499 4.32G 0.01013 0.009201 0.003769 55 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s]
127/499 4.32G 0.01013 0.009206 0.003761 78 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s]
127/499 4.32G 0.01013 0.009206 0.003761 78 640: 74%|#######3 | 124/168 [00:23<00:08, 5.23it/s]
127/499 4.32G 0.01014 0.009212 0.003772 78 640: 74%|#######3 | 124/168 [00:23<00:08, 5.23it/s]
127/499 4.32G 0.01014 0.009212 0.003772 78 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s]
127/499 4.32G 0.01014 0.009196 0.003746 55 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s]
127/499 4.32G 0.01014 0.009196 0.003746 55 640: 75%|#######5 | 126/168 [00:23<00:07, 5.35it/s]
127/499 4.32G 0.01014 0.009193 0.003754 68 640: 75%|#######5 | 126/168 [00:23<00:07, 5.35it/s]
127/499 4.32G 0.01014 0.009193 0.003754 68 640: 76%|#######5 | 127/168 [00:23<00:07, 5.23it/s]
127/499 4.32G 0.01014 0.009185 0.003759 58 640: 76%|#######5 | 127/168 [00:24<00:07, 5.23it/s]
127/499 4.32G 0.01014 0.009185 0.003759 58 640: 76%|#######6 | 128/168 [00:24<00:07, 5.34it/s]
127/499 4.32G 0.01016 0.009181 0.003741 62 640: 76%|#######6 | 128/168 [00:24<00:07, 5.34it/s]
127/499 4.32G 0.01016 0.009181 0.003741 62 640: 77%|#######6 | 129/168 [00:24<00:07, 5.40it/s]
127/499 4.32G 0.01017 0.009171 0.003731 60 640: 77%|#######6 | 129/168 [00:24<00:07, 5.40it/s]
127/499 4.32G 0.01017 0.009171 0.003731 60 640: 77%|#######7 | 130/168 [00:24<00:07, 5.25it/s]
127/499 4.32G 0.01018 0.009168 0.003734 60 640: 77%|#######7 | 130/168 [00:24<00:07, 5.25it/s]
127/499 4.32G 0.01018 0.009168 0.003734 60 640: 78%|#######7 | 131/168 [00:24<00:06, 5.33it/s]
127/499 4.32G 0.01018 0.009171 0.003755 72 640: 78%|#######7 | 131/168 [00:24<00:06, 5.33it/s]
127/499 4.32G 0.01018 0.009171 0.003755 72 640: 79%|#######8 | 132/168 [00:24<00:06, 5.37it/s]
127/499 4.32G 0.01019 0.009176 0.003762 69 640: 79%|#######8 | 132/168 [00:25<00:06, 5.37it/s]
127/499 4.32G 0.01019 0.009176 0.003762 69 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s]
127/499 4.32G 0.01018 0.009161 0.003753 50 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s]
127/499 4.32G 0.01018 0.009161 0.003753 50 640: 80%|#######9 | 134/168 [00:25<00:06, 5.35it/s]
127/499 4.32G 0.01019 0.009151 0.003753 57 640: 80%|#######9 | 134/168 [00:25<00:06, 5.35it/s]
127/499 4.32G 0.01019 0.009151 0.003753 57 640: 80%|######## | 135/168 [00:25<00:06, 5.41it/s]
127/499 4.32G 0.01018 0.009139 0.003757 65 640: 80%|######## | 135/168 [00:25<00:06, 5.41it/s]
127/499 4.32G 0.01018 0.009139 0.003757 65 640: 81%|######## | 136/168 [00:25<00:06, 5.27it/s]
127/499 4.32G 0.0102 0.00914 0.003767 66 640: 81%|######## | 136/168 [00:25<00:06, 5.27it/s]
127/499 4.32G 0.0102 0.00914 0.003767 66 640: 82%|########1 | 137/168 [00:25<00:05, 5.35it/s]
127/499 4.32G 0.0102 0.009135 0.003757 61 640: 82%|########1 | 137/168 [00:26<00:05, 5.35it/s]
127/499 4.32G 0.0102 0.009135 0.003757 61 640: 82%|########2 | 138/168 [00:26<00:05, 5.42it/s]
127/499 4.32G 0.01019 0.009127 0.003751 61 640: 82%|########2 | 138/168 [00:26<00:05, 5.42it/s]
127/499 4.32G 0.01019 0.009127 0.003751 61 640: 83%|########2 | 139/168 [00:26<00:05, 5.28it/s]
127/499 4.32G 0.0102 0.009125 0.003743 62 640: 83%|########2 | 139/168 [00:26<00:05, 5.28it/s]
127/499 4.32G 0.0102 0.009125 0.003743 62 640: 83%|########3 | 140/168 [00:26<00:05, 5.36it/s]
127/499 4.32G 0.01021 0.009128 0.003736 60 640: 83%|########3 | 140/168 [00:26<00:05, 5.36it/s]
127/499 4.32G 0.01021 0.009128 0.003736 60 640: 84%|########3 | 141/168 [00:26<00:04, 5.43it/s]
127/499 4.32G 0.01021 0.009128 0.003739 64 640: 84%|########3 | 141/168 [00:26<00:04, 5.43it/s]
127/499 4.32G 0.01021 0.009128 0.003739 64 640: 85%|########4 | 142/168 [00:26<00:04, 5.27it/s]
127/499 4.32G 0.01021 0.009125 0.003749 65 640: 85%|########4 | 142/168 [00:26<00:04, 5.27it/s]
127/499 4.32G 0.01021 0.009125 0.003749 65 640: 85%|########5 | 143/168 [00:26<00:04, 5.33it/s]
127/499 4.32G 0.01021 0.009124 0.003742 67 640: 85%|########5 | 143/168 [00:27<00:04, 5.33it/s]
127/499 4.32G 0.01021 0.009124 0.003742 67 640: 86%|########5 | 144/168 [00:27<00:04, 5.41it/s]
127/499 4.32G 0.01021 0.009122 0.003737 63 640: 86%|########5 | 144/168 [00:27<00:04, 5.41it/s]
127/499 4.32G 0.01021 0.009122 0.003737 63 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s]
127/499 4.32G 0.0102 0.009109 0.00373 65 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s]
127/499 4.32G 0.0102 0.009109 0.00373 65 640: 87%|########6 | 146/168 [00:27<00:04, 5.27it/s]
127/499 4.32G 0.01021 0.009127 0.003731 82 640: 87%|########6 | 146/168 [00:27<00:04, 5.27it/s]
127/499 4.32G 0.01021 0.009127 0.003731 82 640: 88%|########7 | 147/168 [00:27<00:03, 5.35it/s]
127/499 4.32G 0.01022 0.009127 0.003739 65 640: 88%|########7 | 147/168 [00:27<00:03, 5.35it/s]
127/499 4.32G 0.01022 0.009127 0.003739 65 640: 88%|########8 | 148/168 [00:27<00:03, 5.23it/s]
127/499 4.32G 0.01021 0.009124 0.003742 68 640: 88%|########8 | 148/168 [00:28<00:03, 5.23it/s]
127/499 4.32G 0.01021 0.009124 0.003742 68 640: 89%|########8 | 149/168 [00:28<00:03, 5.34it/s]
127/499 4.32G 0.01022 0.009132 0.003757 69 640: 89%|########8 | 149/168 [00:28<00:03, 5.34it/s]
127/499 4.32G 0.01022 0.009132 0.003757 69 640: 89%|########9 | 150/168 [00:28<00:03, 5.40it/s]
127/499 4.32G 0.01023 0.009145 0.003758 74 640: 89%|########9 | 150/168 [00:28<00:03, 5.40it/s]
127/499 4.32G 0.01023 0.009145 0.003758 74 640: 90%|########9 | 151/168 [00:28<00:03, 5.22it/s]
127/499 4.32G 0.01022 0.009133 0.003763 61 640: 90%|########9 | 151/168 [00:28<00:03, 5.22it/s]
127/499 4.32G 0.01022 0.009133 0.003763 61 640: 90%|######### | 152/168 [00:28<00:03, 5.31it/s]
127/499 4.32G 0.01021 0.009122 0.00376 60 640: 90%|######### | 152/168 [00:28<00:03, 5.31it/s]
127/499 4.32G 0.01021 0.009122 0.00376 60 640: 91%|#########1| 153/168 [00:28<00:02, 5.39it/s]
127/499 4.32G 0.01022 0.009128 0.003758 69 640: 91%|#########1| 153/168 [00:29<00:02, 5.39it/s]
127/499 4.32G 0.01022 0.009128 0.003758 69 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s]
127/499 4.32G 0.01022 0.009133 0.003751 74 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s]
127/499 4.32G 0.01022 0.009133 0.003751 74 640: 92%|#########2| 155/168 [00:29<00:02, 5.32it/s]
127/499 4.32G 0.01022 0.009143 0.00375 79 640: 92%|#########2| 155/168 [00:29<00:02, 5.32it/s]
127/499 4.32G 0.01022 0.009143 0.00375 79 640: 93%|#########2| 156/168 [00:29<00:02, 5.39it/s]
127/499 4.32G 0.01022 0.009139 0.003749 67 640: 93%|#########2| 156/168 [00:29<00:02, 5.39it/s]
127/499 4.32G 0.01022 0.009139 0.003749 67 640: 93%|#########3| 157/168 [00:29<00:02, 5.25it/s]
127/499 4.32G 0.01022 0.009127 0.003745 51 640: 93%|#########3| 157/168 [00:29<00:02, 5.25it/s]
127/499 4.32G 0.01022 0.009127 0.003745 51 640: 94%|#########4| 158/168 [00:29<00:01, 5.32it/s]
127/499 4.32G 0.01021 0.009133 0.003737 74 640: 94%|#########4| 158/168 [00:29<00:01, 5.32it/s]
127/499 4.32G 0.01021 0.009133 0.003737 74 640: 95%|#########4| 159/168 [00:29<00:01, 5.36it/s]
127/499 4.32G 0.01022 0.009133 0.00372 57 640: 95%|#########4| 159/168 [00:30<00:01, 5.36it/s]
127/499 4.32G 0.01022 0.009133 0.00372 57 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s]
127/499 4.32G 0.01022 0.009133 0.003711 75 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s]
127/499 4.32G 0.01022 0.009133 0.003711 75 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s]
127/499 4.32G 0.01022 0.009135 0.003696 62 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s]
127/499 4.32G 0.01022 0.009135 0.003696 62 640: 96%|#########6| 162/168 [00:30<00:01, 5.27it/s]
127/499 4.32G 0.01021 0.009152 0.003723 84 640: 96%|#########6| 162/168 [00:30<00:01, 5.27it/s]
127/499 4.32G 0.01021 0.009152 0.003723 84 640: 97%|#########7| 163/168 [00:30<00:00, 5.10it/s]
127/499 4.32G 0.01022 0.00914 0.003714 60 640: 97%|#########7| 163/168 [00:30<00:00, 5.10it/s]
127/499 4.32G 0.01022 0.00914 0.003714 60 640: 98%|#########7| 164/168 [00:30<00:00, 5.17it/s]
127/499 4.32G 0.01022 0.009133 0.003718 75 640: 98%|#########7| 164/168 [00:31<00:00, 5.17it/s]
127/499 4.32G 0.01022 0.009133 0.003718 75 640: 98%|#########8| 165/168 [00:31<00:00, 5.28it/s]
127/499 4.32G 0.01021 0.009134 0.003717 73 640: 98%|#########8| 165/168 [00:31<00:00, 5.28it/s]
127/499 4.32G 0.01021 0.009134 0.003717 73 640: 99%|#########8| 166/168 [00:31<00:00, 5.16it/s]
127/499 4.32G 0.01022 0.009133 0.003719 66 640: 99%|#########8| 166/168 [00:31<00:00, 5.16it/s]
127/499 4.32G 0.01022 0.009133 0.003719 66 640: 99%|#########9| 167/168 [00:31<00:00, 5.26it/s]
127/499 4.32G 0.01022 0.009138 0.003706 30 640: 99%|#########9| 167/168 [00:31<00:00, 5.26it/s]
127/499 4.32G 0.01022 0.009138 0.003706 30 640: 100%|##########| 168/168 [00:31<00:00, 5.45it/s]
127/499 4.32G 0.01022 0.009138 0.003706 30 640: 100%|##########| 168/168 [00:31<00:00, 5.30it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s]
all 132 263 0.866 0.88 0.908 0.772
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
128/499 4.32G 0.008697 0.008539 0.007881 66 640: 0%| | 0/168 [00:00<?, ?it/s]
128/499 4.32G 0.008697 0.008539 0.007881 66 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
128/499 4.32G 0.00977 0.0091 0.005819 72 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
128/499 4.32G 0.00977 0.0091 0.005819 72 640: 1%|1 | 2/168 [00:00<00:32, 5.09it/s]
128/499 4.32G 0.009589 0.009221 0.005333 74 640: 1%|1 | 2/168 [00:00<00:32, 5.09it/s]
128/499 4.32G 0.009589 0.009221 0.005333 74 640: 2%|1 | 3/168 [00:00<00:31, 5.28it/s]
128/499 4.32G 0.01025 0.00885 0.005128 54 640: 2%|1 | 3/168 [00:00<00:31, 5.28it/s]
128/499 4.32G 0.01025 0.00885 0.005128 54 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s]
128/499 4.32G 0.01009 0.008483 0.004643 55 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s]
128/499 4.32G 0.01009 0.008483 0.004643 55 640: 3%|2 | 5/168 [00:00<00:30, 5.30it/s]
128/499 4.32G 0.01034 0.008509 0.003983 68 640: 3%|2 | 5/168 [00:01<00:30, 5.30it/s]
128/499 4.32G 0.01034 0.008509 0.003983 68 640: 4%|3 | 6/168 [00:01<00:30, 5.38it/s]
128/499 4.32G 0.01015 0.008873 0.004544 74 640: 4%|3 | 6/168 [00:01<00:30, 5.38it/s]
128/499 4.32G 0.01015 0.008873 0.004544 74 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s]
128/499 4.32G 0.009934 0.008684 0.00449 60 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s]
128/499 4.32G 0.009934 0.008684 0.00449 60 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s]
128/499 4.32G 0.009957 0.008757 0.004745 75 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s]
128/499 4.32G 0.009957 0.008757 0.004745 75 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s]
128/499 4.32G 0.009923 0.008719 0.004711 61 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s]
128/499 4.32G 0.009923 0.008719 0.004711 61 640: 6%|5 | 10/168 [00:01<00:30, 5.22it/s]
128/499 4.32G 0.009895 0.008919 0.004472 90 640: 6%|5 | 10/168 [00:02<00:30, 5.22it/s]
128/499 4.32G 0.009895 0.008919 0.004472 90 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s]
128/499 4.32G 0.01011 0.009097 0.004414 73 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s]
128/499 4.32G 0.01011 0.009097 0.004414 73 640: 7%|7 | 12/168 [00:02<00:28, 5.39it/s]
128/499 4.32G 0.01025 0.009124 0.004229 67 640: 7%|7 | 12/168 [00:02<00:28, 5.39it/s]
128/499 4.32G 0.01025 0.009124 0.004229 67 640: 8%|7 | 13/168 [00:02<00:29, 5.25it/s]
128/499 4.32G 0.01019 0.009159 0.004165 72 640: 8%|7 | 13/168 [00:02<00:29, 5.25it/s]
128/499 4.32G 0.01019 0.009159 0.004165 72 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s]
128/499 4.32G 0.0102 0.009246 0.004152 80 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s]
128/499 4.32G 0.0102 0.009246 0.004152 80 640: 9%|8 | 15/168 [00:02<00:28, 5.37it/s]
128/499 4.32G 0.01023 0.009278 0.003988 67 640: 9%|8 | 15/168 [00:03<00:28, 5.37it/s]
128/499 4.32G 0.01023 0.009278 0.003988 67 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s]
128/499 4.32G 0.01027 0.009337 0.003995 75 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s]
128/499 4.32G 0.01027 0.009337 0.003995 75 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s]
128/499 4.32G 0.01032 0.009295 0.003924 61 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s]
128/499 4.32G 0.01032 0.009295 0.003924 61 640: 11%|# | 18/168 [00:03<00:27, 5.40it/s]
128/499 4.32G 0.0103 0.009315 0.003818 73 640: 11%|# | 18/168 [00:03<00:27, 5.40it/s]
128/499 4.32G 0.0103 0.009315 0.003818 73 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s]
128/499 4.32G 0.01032 0.00932 0.003733 68 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s]
128/499 4.32G 0.01032 0.00932 0.003733 68 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s]
128/499 4.32G 0.01028 0.009323 0.003626 68 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s]
128/499 4.32G 0.01028 0.009323 0.003626 68 640: 12%|#2 | 21/168 [00:03<00:27, 5.33it/s]
128/499 4.32G 0.01029 0.009295 0.003575 69 640: 12%|#2 | 21/168 [00:04<00:27, 5.33it/s]
128/499 4.32G 0.01029 0.009295 0.003575 69 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
128/499 4.32G 0.01031 0.009254 0.00352 63 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
128/499 4.32G 0.01031 0.009254 0.00352 63 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s]
128/499 4.32G 0.01036 0.009283 0.003498 69 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s]
128/499 4.32G 0.01036 0.009283 0.003498 69 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s]
128/499 4.32G 0.01039 0.009261 0.003446 66 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s]
128/499 4.32G 0.01039 0.009261 0.003446 66 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s]
128/499 4.32G 0.01037 0.009218 0.003355 70 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s]
128/499 4.32G 0.01037 0.009218 0.003355 70 640: 15%|#5 | 26/168 [00:04<00:26, 5.29it/s]
128/499 4.32G 0.01039 0.009237 0.003392 67 640: 15%|#5 | 26/168 [00:05<00:26, 5.29it/s]
128/499 4.32G 0.01039 0.009237 0.003392 67 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s]
128/499 4.32G 0.01037 0.009249 0.003363 71 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s]
128/499 4.32G 0.01037 0.009249 0.003363 71 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s]
128/499 4.32G 0.01038 0.009291 0.003372 78 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s]
128/499 4.32G 0.01038 0.009291 0.003372 78 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s]
128/499 4.32G 0.01041 0.009382 0.00348 75 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s]
128/499 4.32G 0.01041 0.009382 0.00348 75 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
128/499 4.32G 0.01037 0.009397 0.003424 77 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
128/499 4.32G 0.01037 0.009397 0.003424 77 640: 18%|#8 | 31/168 [00:05<00:26, 5.19it/s]
128/499 4.32G 0.01035 0.009367 0.003334 78 640: 18%|#8 | 31/168 [00:06<00:26, 5.19it/s]
128/499 4.32G 0.01035 0.009367 0.003334 78 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s]
128/499 4.32G 0.01033 0.00937 0.003351 74 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s]
128/499 4.32G 0.01033 0.00937 0.003351 74 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s]
128/499 4.32G 0.01036 0.009457 0.003328 81 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s]
128/499 4.32G 0.01036 0.009457 0.003328 81 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s]
128/499 4.32G 0.01038 0.009479 0.003318 74 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s]
128/499 4.32G 0.01038 0.009479 0.003318 74 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s]
128/499 4.32G 0.01041 0.00954 0.00334 69 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s]
128/499 4.32G 0.01041 0.00954 0.00334 69 640: 21%|##1 | 36/168 [00:06<00:24, 5.36it/s]
128/499 4.32G 0.01038 0.009522 0.003307 65 640: 21%|##1 | 36/168 [00:07<00:24, 5.36it/s]
128/499 4.32G 0.01038 0.009522 0.003307 65 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s]
128/499 4.32G 0.01035 0.009523 0.003328 84 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s]
128/499 4.32G 0.01035 0.009523 0.003328 84 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s]
128/499 4.32G 0.01035 0.009502 0.003397 63 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s]
128/499 4.32G 0.01035 0.009502 0.003397 63 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
128/499 4.32G 0.01035 0.009517 0.003349 70 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
128/499 4.32G 0.01035 0.009517 0.003349 70 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
128/499 4.32G 0.01037 0.00952 0.003336 69 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
128/499 4.32G 0.01037 0.00952 0.003336 69 640: 24%|##4 | 41/168 [00:07<00:24, 5.26it/s]
128/499 4.32G 0.01036 0.009509 0.003377 70 640: 24%|##4 | 41/168 [00:07<00:24, 5.26it/s]
128/499 4.32G 0.01036 0.009509 0.003377 70 640: 25%|##5 | 42/168 [00:07<00:23, 5.33it/s]
128/499 4.32G 0.01033 0.009494 0.003388 66 640: 25%|##5 | 42/168 [00:08<00:23, 5.33it/s]
128/499 4.32G 0.01033 0.009494 0.003388 66 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s]
128/499 4.32G 0.01032 0.009543 0.003404 76 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s]
128/499 4.32G 0.01032 0.009543 0.003404 76 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s]
128/499 4.32G 0.0103 0.00951 0.003374 68 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s]
128/499 4.32G 0.0103 0.00951 0.003374 68 640: 27%|##6 | 45/168 [00:08<00:22, 5.37it/s]
128/499 4.32G 0.01026 0.009478 0.00339 61 640: 27%|##6 | 45/168 [00:08<00:22, 5.37it/s]
128/499 4.32G 0.01026 0.009478 0.00339 61 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s]
128/499 4.32G 0.01027 0.009441 0.003358 60 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s]
128/499 4.32G 0.01027 0.009441 0.003358 60 640: 28%|##7 | 47/168 [00:08<00:22, 5.31it/s]
128/499 4.32G 0.01032 0.00942 0.003359 62 640: 28%|##7 | 47/168 [00:09<00:22, 5.31it/s]
128/499 4.32G 0.01032 0.00942 0.003359 62 640: 29%|##8 | 48/168 [00:09<00:22, 5.37it/s]
128/499 4.32G 0.01032 0.009412 0.003361 80 640: 29%|##8 | 48/168 [00:09<00:22, 5.37it/s]
128/499 4.32G 0.01032 0.009412 0.003361 80 640: 29%|##9 | 49/168 [00:09<00:25, 4.70it/s]
128/499 4.32G 0.01032 0.009432 0.003408 69 640: 29%|##9 | 49/168 [00:09<00:25, 4.70it/s]
128/499 4.32G 0.01032 0.009432 0.003408 69 640: 30%|##9 | 50/168 [00:09<00:23, 4.93it/s]
128/499 4.32G 0.01031 0.009407 0.003456 68 640: 30%|##9 | 50/168 [00:09<00:23, 4.93it/s]
128/499 4.32G 0.01031 0.009407 0.003456 68 640: 30%|### | 51/168 [00:09<00:22, 5.11it/s]
128/499 4.32G 0.01032 0.009372 0.003483 49 640: 30%|### | 51/168 [00:09<00:22, 5.11it/s]
128/499 4.32G 0.01032 0.009372 0.003483 49 640: 31%|### | 52/168 [00:09<00:22, 5.06it/s]
128/499 4.32G 0.01032 0.009365 0.003431 62 640: 31%|### | 52/168 [00:10<00:22, 5.06it/s]
128/499 4.32G 0.01032 0.009365 0.003431 62 640: 32%|###1 | 53/168 [00:10<00:22, 5.20it/s]
128/499 4.32G 0.0103 0.009366 0.003445 79 640: 32%|###1 | 53/168 [00:10<00:22, 5.20it/s]
128/499 4.32G 0.0103 0.009366 0.003445 79 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s]
128/499 4.32G 0.01032 0.009345 0.003522 65 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s]
128/499 4.32G 0.01032 0.009345 0.003522 65 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s]
128/499 4.32G 0.01031 0.009343 0.003553 76 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s]
128/499 4.32G 0.01031 0.009343 0.003553 76 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s]
128/499 4.32G 0.01032 0.009338 0.003571 65 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s]
128/499 4.32G 0.01032 0.009338 0.003571 65 640: 34%|###3 | 57/168 [00:10<00:20, 5.34it/s]
128/499 4.32G 0.01037 0.009391 0.003561 68 640: 34%|###3 | 57/168 [00:11<00:20, 5.34it/s]
128/499 4.32G 0.01037 0.009391 0.003561 68 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s]
128/499 4.32G 0.01037 0.009371 0.003524 59 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s]
128/499 4.32G 0.01037 0.009371 0.003524 59 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s]
128/499 4.32G 0.0104 0.00938 0.003508 61 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s]
128/499 4.32G 0.0104 0.00938 0.003508 61 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s]
128/499 4.32G 0.01037 0.009367 0.00354 64 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s]
128/499 4.32G 0.01037 0.009367 0.00354 64 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s]
128/499 4.32G 0.01035 0.009349 0.003602 69 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s]
128/499 4.32G 0.01035 0.009349 0.003602 69 640: 37%|###6 | 62/168 [00:11<00:19, 5.30it/s]
128/499 4.32G 0.01035 0.009315 0.003588 58 640: 37%|###6 | 62/168 [00:11<00:19, 5.30it/s]
128/499 4.32G 0.01035 0.009315 0.003588 58 640: 38%|###7 | 63/168 [00:11<00:19, 5.38it/s]
128/499 4.32G 0.01034 0.009317 0.003558 75 640: 38%|###7 | 63/168 [00:12<00:19, 5.38it/s]
128/499 4.32G 0.01034 0.009317 0.003558 75 640: 38%|###8 | 64/168 [00:12<00:19, 5.24it/s]
128/499 4.32G 0.01034 0.009328 0.003549 83 640: 38%|###8 | 64/168 [00:12<00:19, 5.24it/s]
128/499 4.32G 0.01034 0.009328 0.003549 83 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
128/499 4.32G 0.01035 0.009345 0.003564 65 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
128/499 4.32G 0.01035 0.009345 0.003564 65 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s]
128/499 4.32G 0.01035 0.009364 0.003569 88 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s]
128/499 4.32G 0.01035 0.009364 0.003569 88 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
128/499 4.32G 0.01036 0.009379 0.003581 74 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
128/499 4.32G 0.01036 0.009379 0.003581 74 640: 40%|#### | 68/168 [00:12<00:18, 5.27it/s]
128/499 4.32G 0.01038 0.009415 0.003592 81 640: 40%|#### | 68/168 [00:13<00:18, 5.27it/s]
128/499 4.32G 0.01038 0.009415 0.003592 81 640: 41%|####1 | 69/168 [00:13<00:18, 5.34it/s]
128/499 4.32G 0.01038 0.009435 0.003584 77 640: 41%|####1 | 69/168 [00:13<00:18, 5.34it/s]
128/499 4.32G 0.01038 0.009435 0.003584 77 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s]
128/499 4.32G 0.01038 0.009437 0.003599 70 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s]
128/499 4.32G 0.01038 0.009437 0.003599 70 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s]
128/499 4.32G 0.01039 0.009445 0.003574 61 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s]
128/499 4.32G 0.01039 0.009445 0.003574 61 640: 43%|####2 | 72/168 [00:13<00:18, 5.28it/s]
128/499 4.32G 0.01039 0.009426 0.003568 52 640: 43%|####2 | 72/168 [00:13<00:18, 5.28it/s]
128/499 4.32G 0.01039 0.009426 0.003568 52 640: 43%|####3 | 73/168 [00:13<00:18, 5.16it/s]
128/499 4.32G 0.0104 0.009423 0.00359 66 640: 43%|####3 | 73/168 [00:14<00:18, 5.16it/s]
128/499 4.32G 0.0104 0.009423 0.00359 66 640: 44%|####4 | 74/168 [00:14<00:17, 5.25it/s]
128/499 4.32G 0.01041 0.009453 0.003574 83 640: 44%|####4 | 74/168 [00:14<00:17, 5.25it/s]
128/499 4.32G 0.01041 0.009453 0.003574 83 640: 45%|####4 | 75/168 [00:14<00:17, 5.32it/s]
128/499 4.32G 0.0104 0.009455 0.003576 70 640: 45%|####4 | 75/168 [00:14<00:17, 5.32it/s]
128/499 4.32G 0.0104 0.009455 0.003576 70 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s]
128/499 4.32G 0.01042 0.009481 0.003564 78 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s]
128/499 4.32G 0.01042 0.009481 0.003564 78 640: 46%|####5 | 77/168 [00:14<00:17, 5.30it/s]
128/499 4.32G 0.01043 0.009454 0.003554 54 640: 46%|####5 | 77/168 [00:14<00:17, 5.30it/s]
128/499 4.32G 0.01043 0.009454 0.003554 54 640: 46%|####6 | 78/168 [00:14<00:16, 5.36it/s]
128/499 4.32G 0.01046 0.009476 0.00354 79 640: 46%|####6 | 78/168 [00:15<00:16, 5.36it/s]
128/499 4.32G 0.01046 0.009476 0.00354 79 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s]
128/499 4.32G 0.01045 0.009444 0.00352 51 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s]
128/499 4.32G 0.01045 0.009444 0.00352 51 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s]
128/499 4.32G 0.01045 0.00943 0.003564 65 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s]
128/499 4.32G 0.01045 0.00943 0.003564 65 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
128/499 4.32G 0.01046 0.009455 0.00356 85 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
128/499 4.32G 0.01046 0.009455 0.00356 85 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s]
128/499 4.32G 0.01048 0.009447 0.00353 65 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s]
128/499 4.32G 0.01048 0.009447 0.00353 65 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s]
128/499 4.32G 0.01045 0.009415 0.003548 59 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s]
128/499 4.32G 0.01045 0.009415 0.003548 59 640: 50%|##### | 84/168 [00:15<00:15, 5.35it/s]
128/499 4.32G 0.01045 0.009405 0.003574 71 640: 50%|##### | 84/168 [00:16<00:15, 5.35it/s]
128/499 4.32G 0.01045 0.009405 0.003574 71 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s]
128/499 4.32G 0.01042 0.009386 0.003568 61 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s]
128/499 4.32G 0.01042 0.009386 0.003568 61 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
128/499 4.32G 0.01041 0.009374 0.00356 69 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
128/499 4.32G 0.01041 0.009374 0.00356 69 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s]
128/499 4.32G 0.0104 0.009376 0.003558 76 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s]
128/499 4.32G 0.0104 0.009376 0.003558 76 640: 52%|#####2 | 88/168 [00:16<00:15, 5.15it/s]
128/499 4.32G 0.01039 0.009379 0.003564 64 640: 52%|#####2 | 88/168 [00:16<00:15, 5.15it/s]
128/499 4.32G 0.01039 0.009379 0.003564 64 640: 53%|#####2 | 89/168 [00:16<00:15, 5.26it/s]
128/499 4.32G 0.01038 0.009374 0.00356 62 640: 53%|#####2 | 89/168 [00:17<00:15, 5.26it/s]
128/499 4.32G 0.01038 0.009374 0.00356 62 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s]
128/499 4.32G 0.01038 0.009379 0.003547 76 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s]
128/499 4.32G 0.01038 0.009379 0.003547 76 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s]
128/499 4.32G 0.01039 0.009376 0.003537 62 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s]
128/499 4.32G 0.01039 0.009376 0.003537 62 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s]
128/499 4.32G 0.01038 0.009372 0.003541 72 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s]
128/499 4.32G 0.01038 0.009372 0.003541 72 640: 55%|#####5 | 93/168 [00:17<00:13, 5.38it/s]
128/499 4.32G 0.01038 0.009387 0.003567 67 640: 55%|#####5 | 93/168 [00:17<00:13, 5.38it/s]
128/499 4.32G 0.01038 0.009387 0.003567 67 640: 56%|#####5 | 94/168 [00:17<00:14, 5.24it/s]
128/499 4.32G 0.01036 0.009376 0.003551 69 640: 56%|#####5 | 94/168 [00:18<00:14, 5.24it/s]
128/499 4.32G 0.01036 0.009376 0.003551 69 640: 57%|#####6 | 95/168 [00:18<00:13, 5.31it/s]
128/499 4.32G 0.01037 0.009406 0.003572 70 640: 57%|#####6 | 95/168 [00:18<00:13, 5.31it/s]
128/499 4.32G 0.01037 0.009406 0.003572 70 640: 57%|#####7 | 96/168 [00:18<00:13, 5.38it/s]
128/499 4.32G 0.01036 0.009411 0.003578 77 640: 57%|#####7 | 96/168 [00:18<00:13, 5.38it/s]
128/499 4.32G 0.01036 0.009411 0.003578 77 640: 58%|#####7 | 97/168 [00:18<00:13, 5.23it/s]
128/499 4.32G 0.01035 0.009414 0.003589 80 640: 58%|#####7 | 97/168 [00:18<00:13, 5.23it/s]
128/499 4.32G 0.01035 0.009414 0.003589 80 640: 58%|#####8 | 98/168 [00:18<00:13, 5.32it/s]
128/499 4.32G 0.01035 0.009423 0.003576 73 640: 58%|#####8 | 98/168 [00:18<00:13, 5.32it/s]
128/499 4.32G 0.01035 0.009423 0.003576 73 640: 59%|#####8 | 99/168 [00:18<00:12, 5.39it/s]
128/499 4.32G 0.01035 0.009422 0.003575 58 640: 59%|#####8 | 99/168 [00:18<00:12, 5.39it/s]
128/499 4.32G 0.01035 0.009422 0.003575 58 640: 60%|#####9 | 100/168 [00:18<00:12, 5.25it/s]
128/499 4.32G 0.01035 0.009423 0.003575 65 640: 60%|#####9 | 100/168 [00:19<00:12, 5.25it/s]
128/499 4.32G 0.01035 0.009423 0.003575 65 640: 60%|###### | 101/168 [00:19<00:12, 5.33it/s]
128/499 4.32G 0.01037 0.009427 0.003565 59 640: 60%|###### | 101/168 [00:19<00:12, 5.33it/s]
128/499 4.32G 0.01037 0.009427 0.003565 59 640: 61%|###### | 102/168 [00:19<00:12, 5.39it/s]
128/499 4.32G 0.01037 0.009428 0.003552 72 640: 61%|###### | 102/168 [00:19<00:12, 5.39it/s]
128/499 4.32G 0.01037 0.009428 0.003552 72 640: 61%|######1 | 103/168 [00:19<00:12, 5.23it/s]
128/499 4.32G 0.01037 0.009449 0.003533 86 640: 61%|######1 | 103/168 [00:19<00:12, 5.23it/s]
128/499 4.32G 0.01037 0.009449 0.003533 86 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s]
128/499 4.32G 0.01036 0.009432 0.003523 66 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s]
128/499 4.32G 0.01036 0.009432 0.003523 66 640: 62%|######2 | 105/168 [00:19<00:11, 5.39it/s]
128/499 4.32G 0.01035 0.009419 0.003504 63 640: 62%|######2 | 105/168 [00:20<00:11, 5.39it/s]
128/499 4.32G 0.01035 0.009419 0.003504 63 640: 63%|######3 | 106/168 [00:20<00:11, 5.24it/s]
128/499 4.32G 0.01035 0.009426 0.003534 79 640: 63%|######3 | 106/168 [00:20<00:11, 5.24it/s]
128/499 4.32G 0.01035 0.009426 0.003534 79 640: 64%|######3 | 107/168 [00:20<00:11, 5.32it/s]
128/499 4.32G 0.01037 0.009441 0.003515 60 640: 64%|######3 | 107/168 [00:20<00:11, 5.32it/s]
128/499 4.32G 0.01037 0.009441 0.003515 60 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s]
128/499 4.32G 0.01036 0.00945 0.003489 68 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s]
128/499 4.32G 0.01036 0.00945 0.003489 68 640: 65%|######4 | 109/168 [00:20<00:11, 5.24it/s]
128/499 4.32G 0.01036 0.009458 0.003491 79 640: 65%|######4 | 109/168 [00:20<00:11, 5.24it/s]
128/499 4.32G 0.01036 0.009458 0.003491 79 640: 65%|######5 | 110/168 [00:20<00:10, 5.32it/s]
128/499 4.32G 0.01036 0.009456 0.003483 72 640: 65%|######5 | 110/168 [00:21<00:10, 5.32it/s]
128/499 4.32G 0.01036 0.009456 0.003483 72 640: 66%|######6 | 111/168 [00:21<00:10, 5.37it/s]
128/499 4.32G 0.01036 0.009465 0.003467 66 640: 66%|######6 | 111/168 [00:21<00:10, 5.37it/s]
128/499 4.32G 0.01036 0.009465 0.003467 66 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s]
128/499 4.32G 0.01037 0.009459 0.003485 61 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s]
128/499 4.32G 0.01037 0.009459 0.003485 61 640: 67%|######7 | 113/168 [00:21<00:10, 5.27it/s]
128/499 4.32G 0.01038 0.00946 0.003483 73 640: 67%|######7 | 113/168 [00:21<00:10, 5.27it/s]
128/499 4.32G 0.01038 0.00946 0.003483 73 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s]
128/499 4.32G 0.01041 0.009471 0.00349 74 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s]
128/499 4.32G 0.01041 0.009471 0.00349 74 640: 68%|######8 | 115/168 [00:21<00:10, 5.24it/s]
128/499 4.32G 0.01041 0.009473 0.003488 68 640: 68%|######8 | 115/168 [00:22<00:10, 5.24it/s]
128/499 4.32G 0.01041 0.009473 0.003488 68 640: 69%|######9 | 116/168 [00:22<00:09, 5.32it/s]
128/499 4.32G 0.01041 0.009479 0.003485 90 640: 69%|######9 | 116/168 [00:22<00:09, 5.32it/s]
128/499 4.32G 0.01041 0.009479 0.003485 90 640: 70%|######9 | 117/168 [00:22<00:09, 5.37it/s]
128/499 4.32G 0.01039 0.00948 0.003492 70 640: 70%|######9 | 117/168 [00:22<00:09, 5.37it/s]
128/499 4.32G 0.01039 0.00948 0.003492 70 640: 70%|####### | 118/168 [00:22<00:09, 5.23it/s]
128/499 4.32G 0.01039 0.009487 0.003498 67 640: 70%|####### | 118/168 [00:22<00:09, 5.23it/s]
128/499 4.32G 0.01039 0.009487 0.003498 67 640: 71%|####### | 119/168 [00:22<00:09, 5.32it/s]
128/499 4.32G 0.01039 0.009476 0.003514 64 640: 71%|####### | 119/168 [00:22<00:09, 5.32it/s]
128/499 4.32G 0.01039 0.009476 0.003514 64 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s]
128/499 4.32G 0.01038 0.009473 0.003509 63 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s]
128/499 4.32G 0.01038 0.009473 0.003509 63 640: 72%|#######2 | 121/168 [00:22<00:09, 5.20it/s]
128/499 4.32G 0.01038 0.009468 0.003505 67 640: 72%|#######2 | 121/168 [00:23<00:09, 5.20it/s]
128/499 4.32G 0.01038 0.009468 0.003505 67 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s]
128/499 4.32G 0.01039 0.009459 0.003483 60 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s]
128/499 4.32G 0.01039 0.009459 0.003483 60 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s]
128/499 4.32G 0.0104 0.009442 0.003469 56 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s]
128/499 4.32G 0.0104 0.009442 0.003469 56 640: 74%|#######3 | 124/168 [00:23<00:08, 5.22it/s]
128/499 4.32G 0.01039 0.009438 0.003465 58 640: 74%|#######3 | 124/168 [00:23<00:08, 5.22it/s]
128/499 4.32G 0.01039 0.009438 0.003465 58 640: 74%|#######4 | 125/168 [00:23<00:08, 5.32it/s]
128/499 4.32G 0.01039 0.009445 0.003469 82 640: 74%|#######4 | 125/168 [00:23<00:08, 5.32it/s]
128/499 4.32G 0.01039 0.009445 0.003469 82 640: 75%|#######5 | 126/168 [00:23<00:07, 5.37it/s]
128/499 4.32G 0.01039 0.00945 0.003465 69 640: 75%|#######5 | 126/168 [00:24<00:07, 5.37it/s]
128/499 4.32G 0.01039 0.00945 0.003465 69 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s]
128/499 4.32G 0.01039 0.009448 0.003469 76 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s]
128/499 4.32G 0.01039 0.009448 0.003469 76 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s]
128/499 4.32G 0.0104 0.009473 0.003457 85 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s]
128/499 4.32G 0.0104 0.009473 0.003457 85 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s]
128/499 4.32G 0.01041 0.00948 0.003451 72 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s]
128/499 4.32G 0.01041 0.00948 0.003451 72 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s]
128/499 4.32G 0.01041 0.009471 0.003461 58 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s]
128/499 4.32G 0.01041 0.009471 0.003461 58 640: 78%|#######7 | 131/168 [00:24<00:06, 5.29it/s]
128/499 4.32G 0.0104 0.009465 0.003457 76 640: 78%|#######7 | 131/168 [00:25<00:06, 5.29it/s]
128/499 4.32G 0.0104 0.009465 0.003457 76 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s]
128/499 4.32G 0.01041 0.009449 0.003451 66 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s]
128/499 4.32G 0.01041 0.009449 0.003451 66 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s]
128/499 4.32G 0.0104 0.009428 0.003446 63 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s]
128/499 4.32G 0.0104 0.009428 0.003446 63 640: 80%|#######9 | 134/168 [00:25<00:06, 5.26it/s]
128/499 4.32G 0.0104 0.009416 0.003441 56 640: 80%|#######9 | 134/168 [00:25<00:06, 5.26it/s]
128/499 4.32G 0.0104 0.009416 0.003441 56 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s]
128/499 4.32G 0.0104 0.00941 0.003445 69 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s]
128/499 4.32G 0.0104 0.00941 0.003445 69 640: 81%|######## | 136/168 [00:25<00:06, 5.22it/s]
128/499 4.32G 0.0104 0.009417 0.003455 68 640: 81%|######## | 136/168 [00:25<00:06, 5.22it/s]
128/499 4.32G 0.0104 0.009417 0.003455 68 640: 82%|########1 | 137/168 [00:25<00:05, 5.29it/s]
128/499 4.32G 0.01039 0.009418 0.003452 69 640: 82%|########1 | 137/168 [00:26<00:05, 5.29it/s]
128/499 4.32G 0.01039 0.009418 0.003452 69 640: 82%|########2 | 138/168 [00:26<00:05, 5.36it/s]
128/499 4.32G 0.01038 0.009424 0.00346 82 640: 82%|########2 | 138/168 [00:26<00:05, 5.36it/s]
128/499 4.32G 0.01038 0.009424 0.00346 82 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s]
128/499 4.32G 0.01038 0.009406 0.003465 55 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s]
128/499 4.32G 0.01038 0.009406 0.003465 55 640: 83%|########3 | 140/168 [00:26<00:05, 5.32it/s]
128/499 4.32G 0.01038 0.009405 0.003457 64 640: 83%|########3 | 140/168 [00:26<00:05, 5.32it/s]
128/499 4.32G 0.01038 0.009405 0.003457 64 640: 84%|########3 | 141/168 [00:26<00:05, 5.36it/s]
128/499 4.32G 0.01037 0.009402 0.003474 60 640: 84%|########3 | 141/168 [00:26<00:05, 5.36it/s]
128/499 4.32G 0.01037 0.009402 0.003474 60 640: 85%|########4 | 142/168 [00:26<00:04, 5.24it/s]
128/499 4.32G 0.01038 0.009417 0.00347 72 640: 85%|########4 | 142/168 [00:27<00:04, 5.24it/s]
128/499 4.32G 0.01038 0.009417 0.00347 72 640: 85%|########5 | 143/168 [00:27<00:04, 5.34it/s]
128/499 4.32G 0.01039 0.009414 0.003464 67 640: 85%|########5 | 143/168 [00:27<00:04, 5.34it/s]
128/499 4.32G 0.01039 0.009414 0.003464 67 640: 86%|########5 | 144/168 [00:27<00:04, 5.41it/s]
128/499 4.32G 0.01039 0.009401 0.003463 60 640: 86%|########5 | 144/168 [00:27<00:04, 5.41it/s]
128/499 4.32G 0.01039 0.009401 0.003463 60 640: 86%|########6 | 145/168 [00:27<00:04, 5.24it/s]
128/499 4.32G 0.01039 0.009391 0.003452 69 640: 86%|########6 | 145/168 [00:27<00:04, 5.24it/s]
128/499 4.32G 0.01039 0.009391 0.003452 69 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s]
128/499 4.32G 0.01039 0.009384 0.003472 61 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s]
128/499 4.32G 0.01039 0.009384 0.003472 61 640: 88%|########7 | 147/168 [00:27<00:03, 5.36it/s]
128/499 4.32G 0.01039 0.00938 0.003455 62 640: 88%|########7 | 147/168 [00:28<00:03, 5.36it/s]
128/499 4.32G 0.01039 0.00938 0.003455 62 640: 88%|########8 | 148/168 [00:28<00:03, 5.22it/s]
128/499 4.32G 0.01037 0.009371 0.003453 68 640: 88%|########8 | 148/168 [00:28<00:03, 5.22it/s]
128/499 4.32G 0.01037 0.009371 0.003453 68 640: 89%|########8 | 149/168 [00:28<00:03, 5.25it/s]
128/499 4.32G 0.01037 0.009368 0.003464 73 640: 89%|########8 | 149/168 [00:28<00:03, 5.25it/s]
128/499 4.32G 0.01037 0.009368 0.003464 73 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s]
128/499 4.32G 0.01037 0.009369 0.003461 70 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s]
128/499 4.32G 0.01037 0.009369 0.003461 70 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
128/499 4.32G 0.01038 0.009378 0.00347 79 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
128/499 4.32G 0.01038 0.009378 0.00347 79 640: 90%|######### | 152/168 [00:28<00:03, 5.33it/s]
128/499 4.32G 0.01038 0.009379 0.003466 73 640: 90%|######### | 152/168 [00:28<00:03, 5.33it/s]
128/499 4.32G 0.01038 0.009379 0.003466 73 640: 91%|#########1| 153/168 [00:28<00:02, 5.38it/s]
128/499 4.32G 0.01038 0.009385 0.00349 69 640: 91%|#########1| 153/168 [00:29<00:02, 5.38it/s]
128/499 4.32G 0.01038 0.009385 0.00349 69 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
128/499 4.32G 0.0104 0.009364 0.00349 50 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
128/499 4.32G 0.0104 0.009364 0.00349 50 640: 92%|#########2| 155/168 [00:29<00:02, 5.34it/s]
128/499 4.32G 0.01041 0.009363 0.003501 68 640: 92%|#########2| 155/168 [00:29<00:02, 5.34it/s]
128/499 4.32G 0.01041 0.009363 0.003501 68 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s]
128/499 4.32G 0.01042 0.009368 0.003496 60 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s]
128/499 4.32G 0.01042 0.009368 0.003496 60 640: 93%|#########3| 157/168 [00:29<00:02, 5.24it/s]
128/499 4.32G 0.01042 0.00936 0.003497 64 640: 93%|#########3| 157/168 [00:29<00:02, 5.24it/s]
128/499 4.32G 0.01042 0.00936 0.003497 64 640: 94%|#########4| 158/168 [00:29<00:01, 5.31it/s]
128/499 4.32G 0.01042 0.009348 0.003513 55 640: 94%|#########4| 158/168 [00:30<00:01, 5.31it/s]
128/499 4.32G 0.01042 0.009348 0.003513 55 640: 95%|#########4| 159/168 [00:30<00:01, 5.38it/s]
128/499 4.32G 0.01042 0.009343 0.003514 71 640: 95%|#########4| 159/168 [00:30<00:01, 5.38it/s]
128/499 4.32G 0.01042 0.009343 0.003514 71 640: 95%|#########5| 160/168 [00:30<00:01, 5.25it/s]
128/499 4.32G 0.01043 0.009361 0.003531 80 640: 95%|#########5| 160/168 [00:30<00:01, 5.25it/s]
128/499 4.32G 0.01043 0.009361 0.003531 80 640: 96%|#########5| 161/168 [00:30<00:01, 5.33it/s]
128/499 4.32G 0.01043 0.009357 0.003524 70 640: 96%|#########5| 161/168 [00:30<00:01, 5.33it/s]
128/499 4.32G 0.01043 0.009357 0.003524 70 640: 96%|#########6| 162/168 [00:30<00:01, 5.38it/s]
128/499 4.32G 0.01042 0.00935 0.003507 56 640: 96%|#########6| 162/168 [00:30<00:01, 5.38it/s]
128/499 4.32G 0.01042 0.00935 0.003507 56 640: 97%|#########7| 163/168 [00:30<00:00, 5.24it/s]
128/499 4.32G 0.01041 0.009352 0.003506 77 640: 97%|#########7| 163/168 [00:31<00:00, 5.24it/s]
128/499 4.32G 0.01041 0.009352 0.003506 77 640: 98%|#########7| 164/168 [00:31<00:00, 5.30it/s]
128/499 4.32G 0.01041 0.009358 0.00349 74 640: 98%|#########7| 164/168 [00:31<00:00, 5.30it/s]
128/499 4.32G 0.01041 0.009358 0.00349 74 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s]
128/499 4.32G 0.01042 0.00936 0.003479 71 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s]
128/499 4.32G 0.01042 0.00936 0.003479 71 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s]
128/499 4.32G 0.01041 0.009359 0.003484 77 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s]
128/499 4.32G 0.01041 0.009359 0.003484 77 640: 99%|#########9| 167/168 [00:31<00:00, 5.28it/s]
128/499 4.32G 0.0104 0.009372 0.003497 38 640: 99%|#########9| 167/168 [00:31<00:00, 5.28it/s]
128/499 4.32G 0.0104 0.009372 0.003497 38 640: 100%|##########| 168/168 [00:31<00:00, 5.46it/s]
128/499 4.32G 0.0104 0.009372 0.003497 38 640: 100%|##########| 168/168 [00:31<00:00, 5.28it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.82it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.88it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.85it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.44it/s]
all 132 263 0.862 0.858 0.896 0.768
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
129/499 4.32G 0.009365 0.008958 0.002145 70 640: 0%| | 0/168 [00:00<?, ?it/s]
129/499 4.32G 0.009365 0.008958 0.002145 70 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
129/499 4.32G 0.009587 0.009026 0.002182 69 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
129/499 4.32G 0.009587 0.009026 0.002182 69 640: 1%|1 | 2/168 [00:00<00:31, 5.30it/s]
129/499 4.32G 0.00993 0.009212 0.002398 67 640: 1%|1 | 2/168 [00:00<00:31, 5.30it/s]
129/499 4.32G 0.00993 0.009212 0.002398 67 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s]
129/499 4.32G 0.01032 0.009397 0.002687 71 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s]
129/499 4.32G 0.01032 0.009397 0.002687 71 640: 2%|2 | 4/168 [00:00<00:31, 5.21it/s]
129/499 4.32G 0.01044 0.009374 0.00257 61 640: 2%|2 | 4/168 [00:00<00:31, 5.21it/s]
129/499 4.32G 0.01044 0.009374 0.00257 61 640: 3%|2 | 5/168 [00:00<00:31, 5.25it/s]
129/499 4.32G 0.01043 0.009511 0.002448 62 640: 3%|2 | 5/168 [00:01<00:31, 5.25it/s]
129/499 4.32G 0.01043 0.009511 0.002448 62 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s]
129/499 4.32G 0.01052 0.009825 0.002859 91 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s]
129/499 4.32G 0.01052 0.009825 0.002859 91 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s]
129/499 4.32G 0.01038 0.009656 0.002841 65 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s]
129/499 4.32G 0.01038 0.009656 0.002841 65 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s]
129/499 4.32G 0.01029 0.009746 0.003121 80 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s]
129/499 4.32G 0.01029 0.009746 0.003121 80 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s]
129/499 4.32G 0.01034 0.009884 0.003178 75 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s]
129/499 4.32G 0.01034 0.009884 0.003178 75 640: 6%|5 | 10/168 [00:01<00:30, 5.22it/s]
129/499 4.32G 0.01041 0.009934 0.003108 80 640: 6%|5 | 10/168 [00:02<00:30, 5.22it/s]
129/499 4.32G 0.01041 0.009934 0.003108 80 640: 7%|6 | 11/168 [00:02<00:29, 5.32it/s]
129/499 4.32G 0.01023 0.009813 0.003062 80 640: 7%|6 | 11/168 [00:02<00:29, 5.32it/s]
129/499 4.32G 0.01023 0.009813 0.003062 80 640: 7%|7 | 12/168 [00:02<00:28, 5.38it/s]
129/499 4.32G 0.01017 0.01004 0.003102 91 640: 7%|7 | 12/168 [00:02<00:28, 5.38it/s]
129/499 4.32G 0.01017 0.01004 0.003102 91 640: 8%|7 | 13/168 [00:02<00:29, 5.25it/s]
129/499 4.32G 0.01016 0.009996 0.003084 69 640: 8%|7 | 13/168 [00:02<00:29, 5.25it/s]
129/499 4.32G 0.01016 0.009996 0.003084 69 640: 8%|8 | 14/168 [00:02<00:28, 5.34it/s]
129/499 4.32G 0.01029 0.01003 0.003106 69 640: 8%|8 | 14/168 [00:02<00:28, 5.34it/s]
129/499 4.32G 0.01029 0.01003 0.003106 69 640: 9%|8 | 15/168 [00:02<00:28, 5.39it/s]
129/499 4.32G 0.01026 0.009956 0.003178 73 640: 9%|8 | 15/168 [00:03<00:28, 5.39it/s]
129/499 4.32G 0.01026 0.009956 0.003178 73 640: 10%|9 | 16/168 [00:03<00:28, 5.25it/s]
129/499 4.32G 0.01026 0.009938 0.003086 71 640: 10%|9 | 16/168 [00:03<00:28, 5.25it/s]
129/499 4.32G 0.01026 0.009938 0.003086 71 640: 10%|# | 17/168 [00:03<00:28, 5.33it/s]
129/499 4.32G 0.01022 0.009755 0.003055 48 640: 10%|# | 17/168 [00:03<00:28, 5.33it/s]
129/499 4.32G 0.01022 0.009755 0.003055 48 640: 11%|# | 18/168 [00:03<00:27, 5.40it/s]
129/499 4.32G 0.01031 0.009729 0.003188 62 640: 11%|# | 18/168 [00:03<00:27, 5.40it/s]
129/499 4.32G 0.01031 0.009729 0.003188 62 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s]
129/499 4.32G 0.0103 0.00974 0.00326 67 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s]
129/499 4.32G 0.0103 0.00974 0.00326 67 640: 12%|#1 | 20/168 [00:03<00:27, 5.33it/s]
129/499 4.32G 0.0102 0.009741 0.003274 82 640: 12%|#1 | 20/168 [00:03<00:27, 5.33it/s]
129/499 4.32G 0.0102 0.009741 0.003274 82 640: 12%|#2 | 21/168 [00:03<00:27, 5.40it/s]
129/499 4.32G 0.01024 0.009654 0.003247 62 640: 12%|#2 | 21/168 [00:04<00:27, 5.40it/s]
129/499 4.32G 0.01024 0.009654 0.003247 62 640: 13%|#3 | 22/168 [00:04<00:27, 5.24it/s]
129/499 4.32G 0.01027 0.009587 0.003388 64 640: 13%|#3 | 22/168 [00:04<00:27, 5.24it/s]
129/499 4.32G 0.01027 0.009587 0.003388 64 640: 14%|#3 | 23/168 [00:04<00:27, 5.35it/s]
129/499 4.32G 0.01026 0.009523 0.003443 67 640: 14%|#3 | 23/168 [00:04<00:27, 5.35it/s]
129/499 4.32G 0.01026 0.009523 0.003443 67 640: 14%|#4 | 24/168 [00:04<00:26, 5.40it/s]
129/499 4.32G 0.01025 0.009492 0.003344 62 640: 14%|#4 | 24/168 [00:04<00:26, 5.40it/s]
129/499 4.32G 0.01025 0.009492 0.003344 62 640: 15%|#4 | 25/168 [00:04<00:27, 5.25it/s]
129/499 4.32G 0.01035 0.009546 0.003516 56 640: 15%|#4 | 25/168 [00:04<00:27, 5.25it/s]
129/499 4.32G 0.01035 0.009546 0.003516 56 640: 15%|#5 | 26/168 [00:04<00:26, 5.34it/s]
129/499 4.32G 0.01034 0.009554 0.00349 72 640: 15%|#5 | 26/168 [00:05<00:26, 5.34it/s]
129/499 4.32G 0.01034 0.009554 0.00349 72 640: 16%|#6 | 27/168 [00:05<00:26, 5.40it/s]
129/499 4.32G 0.01036 0.009539 0.003429 66 640: 16%|#6 | 27/168 [00:05<00:26, 5.40it/s]
129/499 4.32G 0.01036 0.009539 0.003429 66 640: 17%|#6 | 28/168 [00:05<00:26, 5.25it/s]
129/499 4.32G 0.0103 0.009426 0.003451 65 640: 17%|#6 | 28/168 [00:05<00:26, 5.25it/s]
129/499 4.32G 0.0103 0.009426 0.003451 65 640: 17%|#7 | 29/168 [00:05<00:26, 5.33it/s]
129/499 4.32G 0.01025 0.00943 0.00346 86 640: 17%|#7 | 29/168 [00:05<00:26, 5.33it/s]
129/499 4.32G 0.01025 0.00943 0.00346 86 640: 18%|#7 | 30/168 [00:05<00:25, 5.40it/s]
129/499 4.32G 0.01027 0.009407 0.003436 65 640: 18%|#7 | 30/168 [00:05<00:25, 5.40it/s]
129/499 4.32G 0.01027 0.009407 0.003436 65 640: 18%|#8 | 31/168 [00:05<00:26, 5.24it/s]
129/499 4.32G 0.01026 0.009389 0.003503 61 640: 18%|#8 | 31/168 [00:06<00:26, 5.24it/s]
129/499 4.32G 0.01026 0.009389 0.003503 61 640: 19%|#9 | 32/168 [00:06<00:25, 5.34it/s]
129/499 4.32G 0.0102 0.009372 0.003561 76 640: 19%|#9 | 32/168 [00:06<00:25, 5.34it/s]
129/499 4.32G 0.0102 0.009372 0.003561 76 640: 20%|#9 | 33/168 [00:06<00:25, 5.39it/s]
129/499 4.32G 0.01019 0.009376 0.003561 79 640: 20%|#9 | 33/168 [00:06<00:25, 5.39it/s]
129/499 4.32G 0.01019 0.009376 0.003561 79 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s]
129/499 4.32G 0.0102 0.00934 0.003623 66 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s]
129/499 4.32G 0.0102 0.00934 0.003623 66 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
129/499 4.32G 0.01019 0.009333 0.00365 78 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
129/499 4.32G 0.01019 0.009333 0.00365 78 640: 21%|##1 | 36/168 [00:06<00:24, 5.35it/s]
129/499 4.32G 0.01021 0.00928 0.003591 59 640: 21%|##1 | 36/168 [00:06<00:24, 5.35it/s]
129/499 4.32G 0.01021 0.00928 0.003591 59 640: 22%|##2 | 37/168 [00:06<00:25, 5.21it/s]
129/499 4.32G 0.01023 0.009291 0.003722 73 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s]
129/499 4.32G 0.01023 0.009291 0.003722 73 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s]
129/499 4.32G 0.0102 0.009328 0.003675 61 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s]
129/499 4.32G 0.0102 0.009328 0.003675 61 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
129/499 4.32G 0.01022 0.009378 0.003606 73 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
129/499 4.32G 0.01022 0.009378 0.003606 73 640: 24%|##3 | 40/168 [00:07<00:24, 5.23it/s]
129/499 4.32G 0.01026 0.009315 0.003584 61 640: 24%|##3 | 40/168 [00:07<00:24, 5.23it/s]
129/499 4.32G 0.01026 0.009315 0.003584 61 640: 24%|##4 | 41/168 [00:07<00:24, 5.26it/s]
129/499 4.32G 0.01028 0.009326 0.003551 55 640: 24%|##4 | 41/168 [00:07<00:24, 5.26it/s]
129/499 4.32G 0.01028 0.009326 0.003551 55 640: 25%|##5 | 42/168 [00:07<00:23, 5.33it/s]
129/499 4.32G 0.01031 0.009386 0.003537 86 640: 25%|##5 | 42/168 [00:08<00:23, 5.33it/s]
129/499 4.32G 0.01031 0.009386 0.003537 86 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
129/499 4.32G 0.01033 0.009385 0.003559 65 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
129/499 4.32G 0.01033 0.009385 0.003559 65 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s]
129/499 4.32G 0.01035 0.009373 0.003535 70 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s]
129/499 4.32G 0.01035 0.009373 0.003535 70 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s]
129/499 4.32G 0.01034 0.00939 0.003631 72 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s]
129/499 4.32G 0.01034 0.00939 0.003631 72 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s]
129/499 4.32G 0.01031 0.009407 0.003606 83 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s]
129/499 4.32G 0.01031 0.009407 0.003606 83 640: 28%|##7 | 47/168 [00:08<00:22, 5.28it/s]
129/499 4.32G 0.01031 0.009428 0.003579 79 640: 28%|##7 | 47/168 [00:09<00:22, 5.28it/s]
129/499 4.32G 0.01031 0.009428 0.003579 79 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
129/499 4.32G 0.01029 0.009405 0.003577 70 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
129/499 4.32G 0.01029 0.009405 0.003577 70 640: 29%|##9 | 49/168 [00:09<00:22, 5.18it/s]
129/499 4.32G 0.01028 0.009408 0.003546 66 640: 29%|##9 | 49/168 [00:09<00:22, 5.18it/s]
129/499 4.32G 0.01028 0.009408 0.003546 66 640: 30%|##9 | 50/168 [00:09<00:22, 5.17it/s]
129/499 4.32G 0.01027 0.009388 0.003528 72 640: 30%|##9 | 50/168 [00:09<00:22, 5.17it/s]
129/499 4.32G 0.01027 0.009388 0.003528 72 640: 30%|### | 51/168 [00:09<00:22, 5.28it/s]
129/499 4.32G 0.01028 0.009367 0.003479 58 640: 30%|### | 51/168 [00:09<00:22, 5.28it/s]
129/499 4.32G 0.01028 0.009367 0.003479 58 640: 31%|### | 52/168 [00:09<00:22, 5.18it/s]
129/499 4.32G 0.01027 0.009371 0.003455 59 640: 31%|### | 52/168 [00:10<00:22, 5.18it/s]
129/499 4.32G 0.01027 0.009371 0.003455 59 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s]
129/499 4.32G 0.01028 0.009353 0.003446 60 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s]
129/499 4.32G 0.01028 0.009353 0.003446 60 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s]
129/499 4.32G 0.01026 0.009309 0.003435 61 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s]
129/499 4.32G 0.01026 0.009309 0.003435 61 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s]
129/499 4.32G 0.01029 0.009358 0.003409 81 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s]
129/499 4.32G 0.01029 0.009358 0.003409 81 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s]
129/499 4.32G 0.01031 0.009335 0.003358 51 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s]
129/499 4.32G 0.01031 0.009335 0.003358 51 640: 34%|###3 | 57/168 [00:10<00:20, 5.37it/s]
129/499 4.32G 0.0103 0.009302 0.003329 60 640: 34%|###3 | 57/168 [00:10<00:20, 5.37it/s]
129/499 4.32G 0.0103 0.009302 0.003329 60 640: 35%|###4 | 58/168 [00:10<00:20, 5.24it/s]
129/499 4.32G 0.01033 0.009315 0.003337 71 640: 35%|###4 | 58/168 [00:11<00:20, 5.24it/s]
129/499 4.32G 0.01033 0.009315 0.003337 71 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s]
129/499 4.32G 0.01031 0.0093 0.003371 62 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s]
129/499 4.32G 0.01031 0.0093 0.003371 62 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s]
129/499 4.32G 0.01031 0.009312 0.003382 68 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s]
129/499 4.32G 0.01031 0.009312 0.003382 68 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s]
129/499 4.32G 0.01032 0.009313 0.003345 66 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s]
129/499 4.32G 0.01032 0.009313 0.003345 66 640: 37%|###6 | 62/168 [00:11<00:19, 5.31it/s]
129/499 4.32G 0.01032 0.009295 0.003325 64 640: 37%|###6 | 62/168 [00:11<00:19, 5.31it/s]
129/499 4.32G 0.01032 0.009295 0.003325 64 640: 38%|###7 | 63/168 [00:11<00:19, 5.37it/s]
129/499 4.32G 0.01032 0.009283 0.003304 72 640: 38%|###7 | 63/168 [00:12<00:19, 5.37it/s]
129/499 4.32G 0.01032 0.009283 0.003304 72 640: 38%|###8 | 64/168 [00:12<00:19, 5.24it/s]
129/499 4.32G 0.01032 0.009235 0.003291 54 640: 38%|###8 | 64/168 [00:12<00:19, 5.24it/s]
129/499 4.32G 0.01032 0.009235 0.003291 54 640: 39%|###8 | 65/168 [00:12<00:19, 5.32it/s]
129/499 4.32G 0.01031 0.009262 0.003313 81 640: 39%|###8 | 65/168 [00:12<00:19, 5.32it/s]
129/499 4.32G 0.01031 0.009262 0.003313 81 640: 39%|###9 | 66/168 [00:12<00:19, 5.33it/s]
129/499 4.32G 0.0103 0.009282 0.003306 86 640: 39%|###9 | 66/168 [00:12<00:19, 5.33it/s]
129/499 4.32G 0.0103 0.009282 0.003306 86 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
129/499 4.32G 0.01027 0.009291 0.003287 71 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
129/499 4.32G 0.01027 0.009291 0.003287 71 640: 40%|#### | 68/168 [00:12<00:19, 5.26it/s]
129/499 4.32G 0.01025 0.009271 0.00336 69 640: 40%|#### | 68/168 [00:13<00:19, 5.26it/s]
129/499 4.32G 0.01025 0.009271 0.00336 69 640: 41%|####1 | 69/168 [00:13<00:18, 5.34it/s]
129/499 4.32G 0.01026 0.009266 0.00344 74 640: 41%|####1 | 69/168 [00:13<00:18, 5.34it/s]
129/499 4.32G 0.01026 0.009266 0.00344 74 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s]
129/499 4.32G 0.01025 0.009226 0.003436 50 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s]
129/499 4.32G 0.01025 0.009226 0.003436 50 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s]
129/499 4.32G 0.01026 0.009247 0.003453 69 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s]
129/499 4.32G 0.01026 0.009247 0.003453 69 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s]
129/499 4.32G 0.01024 0.009228 0.003463 67 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s]
129/499 4.32G 0.01024 0.009228 0.003463 67 640: 43%|####3 | 73/168 [00:13<00:18, 5.26it/s]
129/499 4.32G 0.0103 0.009237 0.0035 60 640: 43%|####3 | 73/168 [00:13<00:18, 5.26it/s]
129/499 4.32G 0.0103 0.009237 0.0035 60 640: 44%|####4 | 74/168 [00:13<00:17, 5.35it/s]
129/499 4.32G 0.01028 0.00922 0.003483 76 640: 44%|####4 | 74/168 [00:14<00:17, 5.35it/s]
129/499 4.32G 0.01028 0.00922 0.003483 76 640: 45%|####4 | 75/168 [00:14<00:17, 5.41it/s]
129/499 4.32G 0.01026 0.009203 0.003468 70 640: 45%|####4 | 75/168 [00:14<00:17, 5.41it/s]
129/499 4.32G 0.01026 0.009203 0.003468 70 640: 45%|####5 | 76/168 [00:14<00:17, 5.27it/s]
129/499 4.32G 0.01024 0.009203 0.003476 69 640: 45%|####5 | 76/168 [00:14<00:17, 5.27it/s]
129/499 4.32G 0.01024 0.009203 0.003476 69 640: 46%|####5 | 77/168 [00:14<00:17, 5.35it/s]
129/499 4.32G 0.01024 0.009176 0.003451 64 640: 46%|####5 | 77/168 [00:14<00:17, 5.35it/s]
129/499 4.32G 0.01024 0.009176 0.003451 64 640: 46%|####6 | 78/168 [00:14<00:16, 5.41it/s]
129/499 4.32G 0.01022 0.009166 0.003462 68 640: 46%|####6 | 78/168 [00:14<00:16, 5.41it/s]
129/499 4.32G 0.01022 0.009166 0.003462 68 640: 47%|####7 | 79/168 [00:14<00:17, 5.21it/s]
129/499 4.32G 0.01023 0.009164 0.003462 71 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s]
129/499 4.32G 0.01023 0.009164 0.003462 71 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
129/499 4.32G 0.01022 0.009163 0.003496 65 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
129/499 4.32G 0.01022 0.009163 0.003496 65 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s]
129/499 4.32G 0.01022 0.009161 0.003496 65 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s]
129/499 4.32G 0.01022 0.009161 0.003496 65 640: 49%|####8 | 82/168 [00:15<00:16, 5.24it/s]
129/499 4.32G 0.01022 0.009144 0.003474 61 640: 49%|####8 | 82/168 [00:15<00:16, 5.24it/s]
129/499 4.32G 0.01022 0.009144 0.003474 61 640: 49%|####9 | 83/168 [00:15<00:15, 5.32it/s]
129/499 4.32G 0.01021 0.009133 0.003489 60 640: 49%|####9 | 83/168 [00:15<00:15, 5.32it/s]
129/499 4.32G 0.01021 0.009133 0.003489 60 640: 50%|##### | 84/168 [00:15<00:15, 5.34it/s]
129/499 4.32G 0.0102 0.00914 0.003475 79 640: 50%|##### | 84/168 [00:16<00:15, 5.34it/s]
129/499 4.32G 0.0102 0.00914 0.003475 79 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
129/499 4.32G 0.01019 0.009139 0.003473 78 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
129/499 4.32G 0.01019 0.009139 0.003473 78 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s]
129/499 4.32G 0.01021 0.00915 0.003477 66 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s]
129/499 4.32G 0.01021 0.00915 0.003477 66 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s]
129/499 4.32G 0.01022 0.009163 0.003474 67 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s]
129/499 4.32G 0.01022 0.009163 0.003474 67 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
129/499 4.32G 0.01021 0.009167 0.003451 65 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
129/499 4.32G 0.01021 0.009167 0.003451 65 640: 53%|#####2 | 89/168 [00:16<00:14, 5.28it/s]
129/499 4.32G 0.0102 0.009158 0.003437 62 640: 53%|#####2 | 89/168 [00:16<00:14, 5.28it/s]
129/499 4.32G 0.0102 0.009158 0.003437 62 640: 54%|#####3 | 90/168 [00:16<00:14, 5.37it/s]
129/499 4.32G 0.01018 0.009165 0.003453 73 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s]
129/499 4.32G 0.01018 0.009165 0.003453 73 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
129/499 4.32G 0.01018 0.009157 0.003482 67 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
129/499 4.32G 0.01018 0.009157 0.003482 67 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s]
129/499 4.32G 0.01018 0.00916 0.003511 76 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s]
129/499 4.32G 0.01018 0.00916 0.003511 76 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s]
129/499 4.32G 0.01019 0.009155 0.00351 68 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s]
129/499 4.32G 0.01019 0.009155 0.00351 68 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s]
129/499 4.32G 0.01018 0.009135 0.003501 61 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s]
129/499 4.32G 0.01018 0.009135 0.003501 61 640: 57%|#####6 | 95/168 [00:17<00:13, 5.31it/s]
129/499 4.32G 0.01018 0.009163 0.003513 89 640: 57%|#####6 | 95/168 [00:18<00:13, 5.31it/s]
129/499 4.32G 0.01018 0.009163 0.003513 89 640: 57%|#####7 | 96/168 [00:18<00:13, 5.39it/s]
129/499 4.32G 0.01018 0.009132 0.003523 55 640: 57%|#####7 | 96/168 [00:18<00:13, 5.39it/s]
129/499 4.32G 0.01018 0.009132 0.003523 55 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s]
129/499 4.32G 0.01018 0.009119 0.003532 66 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s]
129/499 4.32G 0.01018 0.009119 0.003532 66 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s]
129/499 4.32G 0.01019 0.009121 0.00352 67 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s]
129/499 4.32G 0.01019 0.009121 0.00352 67 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s]
129/499 4.32G 0.0102 0.009119 0.003548 65 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s]
129/499 4.32G 0.0102 0.009119 0.003548 65 640: 60%|#####9 | 100/168 [00:18<00:13, 5.15it/s]
129/499 4.32G 0.01019 0.009087 0.003526 47 640: 60%|#####9 | 100/168 [00:19<00:13, 5.15it/s]
129/499 4.32G 0.01019 0.009087 0.003526 47 640: 60%|###### | 101/168 [00:19<00:12, 5.24it/s]
129/499 4.32G 0.01018 0.009075 0.003544 61 640: 60%|###### | 101/168 [00:19<00:12, 5.24it/s]
129/499 4.32G 0.01018 0.009075 0.003544 61 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s]
129/499 4.32G 0.01018 0.009079 0.003559 64 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s]
129/499 4.32G 0.01018 0.009079 0.003559 64 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s]
129/499 4.32G 0.01018 0.009057 0.003553 67 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s]
129/499 4.32G 0.01018 0.009057 0.003553 67 640: 62%|######1 | 104/168 [00:19<00:12, 5.30it/s]
129/499 4.32G 0.01018 0.009059 0.003547 66 640: 62%|######1 | 104/168 [00:19<00:12, 5.30it/s]
129/499 4.32G 0.01018 0.009059 0.003547 66 640: 62%|######2 | 105/168 [00:19<00:11, 5.37it/s]
129/499 4.32G 0.01017 0.009072 0.003545 82 640: 62%|######2 | 105/168 [00:20<00:11, 5.37it/s]
129/499 4.32G 0.01017 0.009072 0.003545 82 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s]
129/499 4.32G 0.01018 0.009066 0.00354 66 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s]
129/499 4.32G 0.01018 0.009066 0.00354 66 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s]
129/499 4.32G 0.01017 0.009075 0.003539 79 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s]
129/499 4.32G 0.01017 0.009075 0.003539 79 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s]
129/499 4.32G 0.01016 0.009069 0.003527 53 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s]
129/499 4.32G 0.01016 0.009069 0.003527 53 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s]
129/499 4.32G 0.01017 0.009071 0.003569 64 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s]
129/499 4.32G 0.01017 0.009071 0.003569 64 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s]
129/499 4.32G 0.01016 0.009049 0.003573 58 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s]
129/499 4.32G 0.01016 0.009049 0.003573 58 640: 66%|######6 | 111/168 [00:20<00:10, 5.37it/s]
129/499 4.32G 0.01016 0.009044 0.003568 63 640: 66%|######6 | 111/168 [00:21<00:10, 5.37it/s]
129/499 4.32G 0.01016 0.009044 0.003568 63 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s]
129/499 4.32G 0.01017 0.009057 0.003543 83 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s]
129/499 4.32G 0.01017 0.009057 0.003543 83 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s]
129/499 4.32G 0.01018 0.009062 0.003531 65 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s]
129/499 4.32G 0.01018 0.009062 0.003531 65 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s]
129/499 4.32G 0.01019 0.009059 0.003531 62 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s]
129/499 4.32G 0.01019 0.009059 0.003531 62 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s]
129/499 4.32G 0.01019 0.009076 0.003523 80 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s]
129/499 4.32G 0.01019 0.009076 0.003523 80 640: 69%|######9 | 116/168 [00:21<00:09, 5.26it/s]
129/499 4.32G 0.01018 0.009081 0.003521 74 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s]
129/499 4.32G 0.01018 0.009081 0.003521 74 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s]
129/499 4.32G 0.01019 0.009082 0.00351 66 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s]
129/499 4.32G 0.01019 0.009082 0.00351 66 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s]
129/499 4.32G 0.01018 0.009106 0.003512 84 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s]
129/499 4.32G 0.01018 0.009106 0.003512 84 640: 71%|####### | 119/168 [00:22<00:09, 5.32it/s]
129/499 4.32G 0.01018 0.00909 0.003502 50 640: 71%|####### | 119/168 [00:22<00:09, 5.32it/s]
129/499 4.32G 0.01018 0.00909 0.003502 50 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s]
129/499 4.32G 0.01017 0.009104 0.003494 80 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s]
129/499 4.32G 0.01017 0.009104 0.003494 80 640: 72%|#######2 | 121/168 [00:22<00:08, 5.23it/s]
129/499 4.32G 0.01017 0.009125 0.00351 83 640: 72%|#######2 | 121/168 [00:23<00:08, 5.23it/s]
129/499 4.32G 0.01017 0.009125 0.00351 83 640: 73%|#######2 | 122/168 [00:23<00:08, 5.32it/s]
129/499 4.32G 0.01017 0.009147 0.003501 88 640: 73%|#######2 | 122/168 [00:23<00:08, 5.32it/s]
129/499 4.32G 0.01017 0.009147 0.003501 88 640: 73%|#######3 | 123/168 [00:23<00:08, 5.40it/s]
129/499 4.32G 0.01018 0.009126 0.003487 55 640: 73%|#######3 | 123/168 [00:23<00:08, 5.40it/s]
129/499 4.32G 0.01018 0.009126 0.003487 55 640: 74%|#######3 | 124/168 [00:23<00:08, 5.24it/s]
129/499 4.32G 0.01018 0.009118 0.003545 61 640: 74%|#######3 | 124/168 [00:23<00:08, 5.24it/s]
129/499 4.32G 0.01018 0.009118 0.003545 61 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s]
129/499 4.32G 0.01018 0.00914 0.003562 74 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s]
129/499 4.32G 0.01018 0.00914 0.003562 74 640: 75%|#######5 | 126/168 [00:23<00:08, 5.23it/s]
129/499 4.32G 0.01018 0.009128 0.00358 70 640: 75%|#######5 | 126/168 [00:24<00:08, 5.23it/s]
129/499 4.32G 0.01018 0.009128 0.00358 70 640: 76%|#######5 | 127/168 [00:24<00:08, 5.10it/s]
129/499 4.32G 0.01018 0.009118 0.003607 67 640: 76%|#######5 | 127/168 [00:24<00:08, 5.10it/s]
129/499 4.32G 0.01018 0.009118 0.003607 67 640: 76%|#######6 | 128/168 [00:24<00:07, 5.23it/s]
129/499 4.32G 0.01018 0.009135 0.00359 72 640: 76%|#######6 | 128/168 [00:24<00:07, 5.23it/s]
129/499 4.32G 0.01018 0.009135 0.00359 72 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s]
129/499 4.32G 0.01018 0.009135 0.003581 69 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s]
129/499 4.32G 0.01018 0.009135 0.003581 69 640: 77%|#######7 | 130/168 [00:24<00:07, 5.19it/s]
129/499 4.32G 0.01018 0.009157 0.003586 79 640: 77%|#######7 | 130/168 [00:24<00:07, 5.19it/s]
129/499 4.32G 0.01018 0.009157 0.003586 79 640: 78%|#######7 | 131/168 [00:24<00:07, 5.28it/s]
129/499 4.32G 0.01017 0.00915 0.003594 60 640: 78%|#######7 | 131/168 [00:24<00:07, 5.28it/s]
129/499 4.32G 0.01017 0.00915 0.003594 60 640: 79%|#######8 | 132/168 [00:24<00:06, 5.34it/s]
129/499 4.32G 0.01018 0.009155 0.003599 74 640: 79%|#######8 | 132/168 [00:25<00:06, 5.34it/s]
129/499 4.32G 0.01018 0.009155 0.003599 74 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s]
129/499 4.32G 0.01017 0.009138 0.003602 55 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s]
129/499 4.32G 0.01017 0.009138 0.003602 55 640: 80%|#######9 | 134/168 [00:25<00:06, 5.30it/s]
129/499 4.32G 0.01017 0.009139 0.003626 64 640: 80%|#######9 | 134/168 [00:25<00:06, 5.30it/s]
129/499 4.32G 0.01017 0.009139 0.003626 64 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s]
129/499 4.32G 0.01016 0.009156 0.003642 81 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s]
129/499 4.32G 0.01016 0.009156 0.003642 81 640: 81%|######## | 136/168 [00:25<00:06, 5.24it/s]
129/499 4.32G 0.01016 0.009152 0.003631 62 640: 81%|######## | 136/168 [00:25<00:06, 5.24it/s]
129/499 4.32G 0.01016 0.009152 0.003631 62 640: 82%|########1 | 137/168 [00:25<00:05, 5.31it/s]
129/499 4.32G 0.01016 0.009158 0.003613 74 640: 82%|########1 | 137/168 [00:26<00:05, 5.31it/s]
129/499 4.32G 0.01016 0.009158 0.003613 74 640: 82%|########2 | 138/168 [00:26<00:05, 5.39it/s]
129/499 4.32G 0.01017 0.009158 0.003636 66 640: 82%|########2 | 138/168 [00:26<00:05, 5.39it/s]
129/499 4.32G 0.01017 0.009158 0.003636 66 640: 83%|########2 | 139/168 [00:26<00:05, 5.25it/s]
129/499 4.32G 0.01017 0.009138 0.003634 47 640: 83%|########2 | 139/168 [00:26<00:05, 5.25it/s]
129/499 4.32G 0.01017 0.009138 0.003634 47 640: 83%|########3 | 140/168 [00:26<00:05, 5.33it/s]
129/499 4.32G 0.01017 0.009133 0.003625 57 640: 83%|########3 | 140/168 [00:26<00:05, 5.33it/s]
129/499 4.32G 0.01017 0.009133 0.003625 57 640: 84%|########3 | 141/168 [00:26<00:05, 5.37it/s]
129/499 4.32G 0.01017 0.009142 0.003633 64 640: 84%|########3 | 141/168 [00:26<00:05, 5.37it/s]
129/499 4.32G 0.01017 0.009142 0.003633 64 640: 85%|########4 | 142/168 [00:26<00:04, 5.22it/s]
129/499 4.32G 0.01018 0.009147 0.003633 63 640: 85%|########4 | 142/168 [00:27<00:04, 5.22it/s]
129/499 4.32G 0.01018 0.009147 0.003633 63 640: 85%|########5 | 143/168 [00:27<00:04, 5.32it/s]
129/499 4.32G 0.01019 0.009143 0.003635 59 640: 85%|########5 | 143/168 [00:27<00:04, 5.32it/s]
129/499 4.32G 0.01019 0.009143 0.003635 59 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s]
129/499 4.32G 0.0102 0.009144 0.003645 55 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s]
129/499 4.32G 0.0102 0.009144 0.003645 55 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s]
129/499 4.32G 0.01021 0.009126 0.003634 51 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s]
129/499 4.32G 0.01021 0.009126 0.003634 51 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s]
129/499 4.32G 0.01021 0.009116 0.003659 62 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s]
129/499 4.32G 0.01021 0.009116 0.003659 62 640: 88%|########7 | 147/168 [00:27<00:03, 5.38it/s]
129/499 4.32G 0.01021 0.009109 0.00367 63 640: 88%|########7 | 147/168 [00:27<00:03, 5.38it/s]
129/499 4.32G 0.01021 0.009109 0.00367 63 640: 88%|########8 | 148/168 [00:27<00:03, 5.23it/s]
129/499 4.32G 0.01021 0.00911 0.003663 60 640: 88%|########8 | 148/168 [00:28<00:03, 5.23it/s]
129/499 4.32G 0.01021 0.00911 0.003663 60 640: 89%|########8 | 149/168 [00:28<00:03, 5.33it/s]
129/499 4.32G 0.01021 0.009116 0.003649 68 640: 89%|########8 | 149/168 [00:28<00:03, 5.33it/s]
129/499 4.32G 0.01021 0.009116 0.003649 68 640: 89%|########9 | 150/168 [00:28<00:03, 5.39it/s]
129/499 4.32G 0.0102 0.009107 0.003645 55 640: 89%|########9 | 150/168 [00:28<00:03, 5.39it/s]
129/499 4.32G 0.0102 0.009107 0.003645 55 640: 90%|########9 | 151/168 [00:28<00:03, 5.26it/s]
129/499 4.32G 0.0102 0.00911 0.003645 78 640: 90%|########9 | 151/168 [00:28<00:03, 5.26it/s]
129/499 4.32G 0.0102 0.00911 0.003645 78 640: 90%|######### | 152/168 [00:28<00:03, 5.32it/s]
129/499 4.32G 0.01022 0.009109 0.003694 63 640: 90%|######### | 152/168 [00:28<00:03, 5.32it/s]
129/499 4.32G 0.01022 0.009109 0.003694 63 640: 91%|#########1| 153/168 [00:28<00:02, 5.37it/s]
129/499 4.32G 0.01022 0.0091 0.003684 53 640: 91%|#########1| 153/168 [00:29<00:02, 5.37it/s]
129/499 4.32G 0.01022 0.0091 0.003684 53 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
129/499 4.32G 0.01021 0.00909 0.003717 64 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
129/499 4.32G 0.01021 0.00909 0.003717 64 640: 92%|#########2| 155/168 [00:29<00:02, 5.34it/s]
129/499 4.32G 0.01022 0.009098 0.00371 66 640: 92%|#########2| 155/168 [00:29<00:02, 5.34it/s]
129/499 4.32G 0.01022 0.009098 0.00371 66 640: 93%|#########2| 156/168 [00:29<00:02, 5.40it/s]
129/499 4.32G 0.01022 0.009114 0.003694 73 640: 93%|#########2| 156/168 [00:29<00:02, 5.40it/s]
129/499 4.32G 0.01022 0.009114 0.003694 73 640: 93%|#########3| 157/168 [00:29<00:02, 5.26it/s]
129/499 4.32G 0.01022 0.009106 0.003708 68 640: 93%|#########3| 157/168 [00:29<00:02, 5.26it/s]
129/499 4.32G 0.01022 0.009106 0.003708 68 640: 94%|#########4| 158/168 [00:29<00:01, 5.32it/s]
129/499 4.32G 0.01022 0.009125 0.003705 83 640: 94%|#########4| 158/168 [00:30<00:01, 5.32it/s]
129/499 4.32G 0.01022 0.009125 0.003705 83 640: 95%|#########4| 159/168 [00:30<00:01, 5.40it/s]
129/499 4.32G 0.01021 0.009118 0.003702 60 640: 95%|#########4| 159/168 [00:30<00:01, 5.40it/s]
129/499 4.32G 0.01021 0.009118 0.003702 60 640: 95%|#########5| 160/168 [00:30<00:01, 5.26it/s]
129/499 4.32G 0.01022 0.009107 0.003694 51 640: 95%|#########5| 160/168 [00:30<00:01, 5.26it/s]
129/499 4.32G 0.01022 0.009107 0.003694 51 640: 96%|#########5| 161/168 [00:30<00:01, 5.34it/s]
129/499 4.32G 0.01022 0.009104 0.003697 63 640: 96%|#########5| 161/168 [00:30<00:01, 5.34it/s]
129/499 4.32G 0.01022 0.009104 0.003697 63 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s]
129/499 4.32G 0.01022 0.009099 0.003726 66 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s]
129/499 4.32G 0.01022 0.009099 0.003726 66 640: 97%|#########7| 163/168 [00:30<00:00, 5.22it/s]
129/499 4.32G 0.01021 0.009099 0.003718 73 640: 97%|#########7| 163/168 [00:30<00:00, 5.22it/s]
129/499 4.32G 0.01021 0.009099 0.003718 73 640: 98%|#########7| 164/168 [00:30<00:00, 5.32it/s]
129/499 4.32G 0.01021 0.009097 0.003711 68 640: 98%|#########7| 164/168 [00:31<00:00, 5.32it/s]
129/499 4.32G 0.01021 0.009097 0.003711 68 640: 98%|#########8| 165/168 [00:31<00:00, 5.40it/s]
129/499 4.32G 0.01021 0.009098 0.003707 65 640: 98%|#########8| 165/168 [00:31<00:00, 5.40it/s]
129/499 4.32G 0.01021 0.009098 0.003707 65 640: 99%|#########8| 166/168 [00:31<00:00, 5.26it/s]
129/499 4.32G 0.01021 0.009105 0.00371 78 640: 99%|#########8| 166/168 [00:31<00:00, 5.26it/s]
129/499 4.32G 0.01021 0.009105 0.00371 78 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s]
129/499 4.32G 0.0102 0.009108 0.003705 30 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s]
129/499 4.32G 0.0102 0.009108 0.003705 30 640: 100%|##########| 168/168 [00:31<00:00, 5.49it/s]
129/499 4.32G 0.0102 0.009108 0.003705 30 640: 100%|##########| 168/168 [00:31<00:00, 5.30it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.88it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.87it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.45it/s]
all 132 263 0.867 0.852 0.904 0.771
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
130/499 4.32G 0.009932 0.01051 0.00565 74 640: 0%| | 0/168 [00:00<?, ?it/s]
130/499 4.32G 0.009932 0.01051 0.00565 74 640: 1%| | 1/168 [00:00<00:34, 4.87it/s]
130/499 4.32G 0.01038 0.01027 0.004946 73 640: 1%| | 1/168 [00:00<00:34, 4.87it/s]
130/499 4.32G 0.01038 0.01027 0.004946 73 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s]
130/499 4.32G 0.01002 0.009207 0.00599 66 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s]
130/499 4.32G 0.01002 0.009207 0.00599 66 640: 2%|1 | 3/168 [00:00<00:30, 5.39it/s]
130/499 4.32G 0.01057 0.009275 0.005754 72 640: 2%|1 | 3/168 [00:00<00:30, 5.39it/s]
130/499 4.32G 0.01057 0.009275 0.005754 72 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s]
130/499 4.32G 0.01058 0.009775 0.00521 75 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s]
130/499 4.32G 0.01058 0.009775 0.00521 75 640: 3%|2 | 5/168 [00:00<00:30, 5.30it/s]
130/499 4.32G 0.01034 0.009751 0.004777 72 640: 3%|2 | 5/168 [00:01<00:30, 5.30it/s]
130/499 4.32G 0.01034 0.009751 0.004777 72 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s]
130/499 4.32G 0.01052 0.009895 0.004498 73 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s]
130/499 4.32G 0.01052 0.009895 0.004498 73 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s]
130/499 4.32G 0.01047 0.009708 0.004751 66 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s]
130/499 4.32G 0.01047 0.009708 0.004751 66 640: 5%|4 | 8/168 [00:01<00:30, 5.32it/s]
130/499 4.32G 0.01053 0.009757 0.004669 71 640: 5%|4 | 8/168 [00:01<00:30, 5.32it/s]
130/499 4.32G 0.01053 0.009757 0.004669 71 640: 5%|5 | 9/168 [00:01<00:30, 5.28it/s]
130/499 4.32G 0.01064 0.009758 0.00453 62 640: 5%|5 | 9/168 [00:01<00:30, 5.28it/s]
130/499 4.32G 0.01064 0.009758 0.00453 62 640: 6%|5 | 10/168 [00:01<00:30, 5.13it/s]
130/499 4.32G 0.01049 0.009648 0.00459 72 640: 6%|5 | 10/168 [00:02<00:30, 5.13it/s]
130/499 4.32G 0.01049 0.009648 0.00459 72 640: 7%|6 | 11/168 [00:02<00:30, 5.23it/s]
130/499 4.32G 0.01053 0.009659 0.00457 68 640: 7%|6 | 11/168 [00:02<00:30, 5.23it/s]
130/499 4.32G 0.01053 0.009659 0.00457 68 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s]
130/499 4.32G 0.01041 0.009676 0.004636 74 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s]
130/499 4.32G 0.01041 0.009676 0.004636 74 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s]
130/499 4.32G 0.01034 0.009734 0.00466 71 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s]
130/499 4.32G 0.01034 0.009734 0.00466 71 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s]
130/499 4.32G 0.01036 0.009787 0.004599 74 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s]
130/499 4.32G 0.01036 0.009787 0.004599 74 640: 9%|8 | 15/168 [00:02<00:28, 5.37it/s]
130/499 4.32G 0.01037 0.009813 0.00463 75 640: 9%|8 | 15/168 [00:03<00:28, 5.37it/s]
130/499 4.32G 0.01037 0.009813 0.00463 75 640: 10%|9 | 16/168 [00:03<00:29, 5.24it/s]
130/499 4.32G 0.01031 0.009639 0.004571 59 640: 10%|9 | 16/168 [00:03<00:29, 5.24it/s]
130/499 4.32G 0.01031 0.009639 0.004571 59 640: 10%|# | 17/168 [00:03<00:28, 5.30it/s]
130/499 4.32G 0.01025 0.009713 0.004675 81 640: 10%|# | 17/168 [00:03<00:28, 5.30it/s]
130/499 4.32G 0.01025 0.009713 0.004675 81 640: 11%|# | 18/168 [00:03<00:27, 5.38it/s]
130/499 4.32G 0.01032 0.009637 0.004795 62 640: 11%|# | 18/168 [00:03<00:27, 5.38it/s]
130/499 4.32G 0.01032 0.009637 0.004795 62 640: 11%|#1 | 19/168 [00:03<00:28, 5.25it/s]
130/499 4.32G 0.01024 0.009528 0.004939 61 640: 11%|#1 | 19/168 [00:03<00:28, 5.25it/s]
130/499 4.32G 0.01024 0.009528 0.004939 61 640: 12%|#1 | 20/168 [00:03<00:27, 5.33it/s]
130/499 4.32G 0.0102 0.009453 0.004812 72 640: 12%|#1 | 20/168 [00:03<00:27, 5.33it/s]
130/499 4.32G 0.0102 0.009453 0.004812 72 640: 12%|#2 | 21/168 [00:03<00:27, 5.37it/s]
130/499 4.32G 0.01016 0.009397 0.004755 70 640: 12%|#2 | 21/168 [00:04<00:27, 5.37it/s]
130/499 4.32G 0.01016 0.009397 0.004755 70 640: 13%|#3 | 22/168 [00:04<00:27, 5.23it/s]
130/499 4.32G 0.01013 0.009347 0.004762 64 640: 13%|#3 | 22/168 [00:04<00:27, 5.23it/s]
130/499 4.32G 0.01013 0.009347 0.004762 64 640: 14%|#3 | 23/168 [00:04<00:27, 5.32it/s]
130/499 4.32G 0.01013 0.009279 0.004662 60 640: 14%|#3 | 23/168 [00:04<00:27, 5.32it/s]
130/499 4.32G 0.01013 0.009279 0.004662 60 640: 14%|#4 | 24/168 [00:04<00:26, 5.40it/s]
130/499 4.32G 0.01019 0.009288 0.004546 60 640: 14%|#4 | 24/168 [00:04<00:26, 5.40it/s]
130/499 4.32G 0.01019 0.009288 0.004546 60 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
130/499 4.32G 0.01017 0.009286 0.004547 78 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
130/499 4.32G 0.01017 0.009286 0.004547 78 640: 15%|#5 | 26/168 [00:04<00:26, 5.31it/s]
130/499 4.32G 0.01023 0.009289 0.004503 55 640: 15%|#5 | 26/168 [00:05<00:26, 5.31it/s]
130/499 4.32G 0.01023 0.009289 0.004503 55 640: 16%|#6 | 27/168 [00:05<00:26, 5.39it/s]
130/499 4.32G 0.01017 0.009217 0.004426 59 640: 16%|#6 | 27/168 [00:05<00:26, 5.39it/s]
130/499 4.32G 0.01017 0.009217 0.004426 59 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s]
130/499 4.32G 0.0102 0.009266 0.004422 76 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s]
130/499 4.32G 0.0102 0.009266 0.004422 76 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s]
130/499 4.32G 0.01015 0.009198 0.004331 49 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s]
130/499 4.32G 0.01015 0.009198 0.004331 49 640: 18%|#7 | 30/168 [00:05<00:25, 5.39it/s]
130/499 4.32G 0.0101 0.009149 0.004263 67 640: 18%|#7 | 30/168 [00:05<00:25, 5.39it/s]
130/499 4.32G 0.0101 0.009149 0.004263 67 640: 18%|#8 | 31/168 [00:05<00:26, 5.19it/s]
130/499 4.32G 0.01008 0.009121 0.004292 66 640: 18%|#8 | 31/168 [00:06<00:26, 5.19it/s]
130/499 4.32G 0.01008 0.009121 0.004292 66 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s]
130/499 4.32G 0.01006 0.009116 0.004268 72 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s]
130/499 4.32G 0.01006 0.009116 0.004268 72 640: 20%|#9 | 33/168 [00:06<00:25, 5.31it/s]
130/499 4.32G 0.01005 0.009122 0.004213 66 640: 20%|#9 | 33/168 [00:06<00:25, 5.31it/s]
130/499 4.32G 0.01005 0.009122 0.004213 66 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s]
130/499 4.32G 0.01002 0.009094 0.004183 67 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s]
130/499 4.32G 0.01002 0.009094 0.004183 67 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s]
130/499 4.32G 0.01005 0.009097 0.00422 57 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s]
130/499 4.32G 0.01005 0.009097 0.00422 57 640: 21%|##1 | 36/168 [00:06<00:24, 5.37it/s]
130/499 4.32G 0.01002 0.009067 0.004239 65 640: 21%|##1 | 36/168 [00:07<00:24, 5.37it/s]
130/499 4.32G 0.01002 0.009067 0.004239 65 640: 22%|##2 | 37/168 [00:07<00:25, 5.24it/s]
130/499 4.32G 0.01001 0.009045 0.004175 71 640: 22%|##2 | 37/168 [00:07<00:25, 5.24it/s]
130/499 4.32G 0.01001 0.009045 0.004175 71 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
130/499 4.32G 0.009973 0.00899 0.004134 58 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
130/499 4.32G 0.009973 0.00899 0.004134 58 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
130/499 4.32G 0.009989 0.009032 0.004083 80 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
130/499 4.32G 0.009989 0.009032 0.004083 80 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
130/499 4.32G 0.009998 0.009022 0.00413 74 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
130/499 4.32G 0.009998 0.009022 0.00413 74 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
130/499 4.32G 0.009965 0.009044 0.00409 77 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
130/499 4.32G 0.009965 0.009044 0.00409 77 640: 25%|##5 | 42/168 [00:07<00:23, 5.39it/s]
130/499 4.32G 0.009955 0.00906 0.004103 74 640: 25%|##5 | 42/168 [00:08<00:23, 5.39it/s]
130/499 4.32G 0.009955 0.00906 0.004103 74 640: 26%|##5 | 43/168 [00:08<00:23, 5.25it/s]
130/499 4.32G 0.009992 0.009065 0.004122 71 640: 26%|##5 | 43/168 [00:08<00:23, 5.25it/s]
130/499 4.32G 0.009992 0.009065 0.004122 71 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s]
130/499 4.32G 0.009968 0.009029 0.00412 58 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s]
130/499 4.32G 0.009968 0.009029 0.00412 58 640: 27%|##6 | 45/168 [00:08<00:22, 5.38it/s]
130/499 4.32G 0.009985 0.009021 0.004073 61 640: 27%|##6 | 45/168 [00:08<00:22, 5.38it/s]
130/499 4.32G 0.009985 0.009021 0.004073 61 640: 27%|##7 | 46/168 [00:08<00:23, 5.24it/s]
130/499 4.32G 0.009968 0.008995 0.004007 52 640: 27%|##7 | 46/168 [00:08<00:23, 5.24it/s]
130/499 4.32G 0.009968 0.008995 0.004007 52 640: 28%|##7 | 47/168 [00:08<00:22, 5.32it/s]
130/499 4.32G 0.009955 0.008941 0.004016 58 640: 28%|##7 | 47/168 [00:09<00:22, 5.32it/s]
130/499 4.32G 0.009955 0.008941 0.004016 58 640: 29%|##8 | 48/168 [00:09<00:22, 5.40it/s]
130/499 4.32G 0.01006 0.008913 0.004101 48 640: 29%|##8 | 48/168 [00:09<00:22, 5.40it/s]
130/499 4.32G 0.01006 0.008913 0.004101 48 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s]
130/499 4.32G 0.01006 0.008876 0.004211 50 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s]
130/499 4.32G 0.01006 0.008876 0.004211 50 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s]
130/499 4.32G 0.01009 0.008858 0.004211 58 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s]
130/499 4.32G 0.01009 0.008858 0.004211 58 640: 30%|### | 51/168 [00:09<00:21, 5.39it/s]
130/499 4.32G 0.01007 0.008863 0.004185 63 640: 30%|### | 51/168 [00:09<00:21, 5.39it/s]
130/499 4.32G 0.01007 0.008863 0.004185 63 640: 31%|### | 52/168 [00:09<00:22, 5.12it/s]
130/499 4.32G 0.01004 0.008895 0.004178 84 640: 31%|### | 52/168 [00:10<00:22, 5.12it/s]
130/499 4.32G 0.01004 0.008895 0.004178 84 640: 32%|###1 | 53/168 [00:10<00:21, 5.23it/s]
130/499 4.32G 0.01001 0.008865 0.00415 55 640: 32%|###1 | 53/168 [00:10<00:21, 5.23it/s]
130/499 4.32G 0.01001 0.008865 0.00415 55 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s]
130/499 4.32G 0.01001 0.008897 0.004145 86 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s]
130/499 4.32G 0.01001 0.008897 0.004145 86 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s]
130/499 4.32G 0.009989 0.008898 0.004139 75 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s]
130/499 4.32G 0.009989 0.008898 0.004139 75 640: 33%|###3 | 56/168 [00:10<00:21, 5.22it/s]
130/499 4.32G 0.009966 0.00889 0.004128 56 640: 33%|###3 | 56/168 [00:10<00:21, 5.22it/s]
130/499 4.32G 0.009966 0.00889 0.004128 56 640: 34%|###3 | 57/168 [00:10<00:20, 5.30it/s]
130/499 4.32G 0.009932 0.008888 0.00412 63 640: 34%|###3 | 57/168 [00:10<00:20, 5.30it/s]
130/499 4.32G 0.009932 0.008888 0.00412 63 640: 35%|###4 | 58/168 [00:10<00:21, 5.18it/s]
130/499 4.32G 0.009929 0.008878 0.004074 60 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s]
130/499 4.32G 0.009929 0.008878 0.004074 60 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s]
130/499 4.32G 0.00992 0.008883 0.004044 69 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s]
130/499 4.32G 0.00992 0.008883 0.004044 69 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s]
130/499 4.32G 0.009913 0.008866 0.003998 68 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s]
130/499 4.32G 0.009913 0.008866 0.003998 68 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
130/499 4.32G 0.009908 0.008893 0.004004 84 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
130/499 4.32G 0.009908 0.008893 0.004004 84 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s]
130/499 4.32G 0.009907 0.008898 0.004031 60 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s]
130/499 4.32G 0.009907 0.008898 0.004031 60 640: 38%|###7 | 63/168 [00:11<00:19, 5.33it/s]
130/499 4.32G 0.009894 0.008914 0.004011 82 640: 38%|###7 | 63/168 [00:12<00:19, 5.33it/s]
130/499 4.32G 0.009894 0.008914 0.004011 82 640: 38%|###8 | 64/168 [00:12<00:19, 5.20it/s]
130/499 4.32G 0.009901 0.008897 0.00401 63 640: 38%|###8 | 64/168 [00:12<00:19, 5.20it/s]
130/499 4.32G 0.009901 0.008897 0.00401 63 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s]
130/499 4.32G 0.009902 0.00891 0.003986 71 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s]
130/499 4.32G 0.009902 0.00891 0.003986 71 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s]
130/499 4.32G 0.0099 0.008892 0.003952 59 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s]
130/499 4.32G 0.0099 0.008892 0.003952 59 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s]
130/499 4.32G 0.009883 0.008864 0.00395 64 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s]
130/499 4.32G 0.009883 0.008864 0.00395 64 640: 40%|#### | 68/168 [00:12<00:18, 5.33it/s]
130/499 4.32G 0.009868 0.008884 0.003951 74 640: 40%|#### | 68/168 [00:13<00:18, 5.33it/s]
130/499 4.32G 0.009868 0.008884 0.003951 74 640: 41%|####1 | 69/168 [00:13<00:18, 5.40it/s]
130/499 4.32G 0.009882 0.008887 0.003925 67 640: 41%|####1 | 69/168 [00:13<00:18, 5.40it/s]
130/499 4.32G 0.009882 0.008887 0.003925 67 640: 42%|####1 | 70/168 [00:13<00:18, 5.24it/s]
130/499 4.32G 0.00988 0.008863 0.003926 57 640: 42%|####1 | 70/168 [00:13<00:18, 5.24it/s]
130/499 4.32G 0.00988 0.008863 0.003926 57 640: 42%|####2 | 71/168 [00:13<00:18, 5.33it/s]
130/499 4.32G 0.009859 0.008851 0.003912 50 640: 42%|####2 | 71/168 [00:13<00:18, 5.33it/s]
130/499 4.32G 0.009859 0.008851 0.003912 50 640: 43%|####2 | 72/168 [00:13<00:17, 5.41it/s]
130/499 4.32G 0.009883 0.008859 0.003936 63 640: 43%|####2 | 72/168 [00:13<00:17, 5.41it/s]
130/499 4.32G 0.009883 0.008859 0.003936 63 640: 43%|####3 | 73/168 [00:13<00:18, 5.27it/s]
130/499 4.32G 0.009886 0.008858 0.003899 63 640: 43%|####3 | 73/168 [00:13<00:18, 5.27it/s]
130/499 4.32G 0.009886 0.008858 0.003899 63 640: 44%|####4 | 74/168 [00:13<00:17, 5.37it/s]
130/499 4.32G 0.009866 0.008874 0.003878 65 640: 44%|####4 | 74/168 [00:14<00:17, 5.37it/s]
130/499 4.32G 0.009866 0.008874 0.003878 65 640: 45%|####4 | 75/168 [00:14<00:17, 5.43it/s]
130/499 4.32G 0.009867 0.008875 0.003882 62 640: 45%|####4 | 75/168 [00:14<00:17, 5.43it/s]
130/499 4.32G 0.009867 0.008875 0.003882 62 640: 45%|####5 | 76/168 [00:14<00:17, 5.27it/s]
130/499 4.32G 0.009879 0.008878 0.003851 69 640: 45%|####5 | 76/168 [00:14<00:17, 5.27it/s]
130/499 4.32G 0.009879 0.008878 0.003851 69 640: 46%|####5 | 77/168 [00:14<00:16, 5.36it/s]
130/499 4.32G 0.009877 0.008912 0.003844 87 640: 46%|####5 | 77/168 [00:14<00:16, 5.36it/s]
130/499 4.32G 0.009877 0.008912 0.003844 87 640: 46%|####6 | 78/168 [00:14<00:16, 5.42it/s]
130/499 4.32G 0.009862 0.008931 0.003837 74 640: 46%|####6 | 78/168 [00:14<00:16, 5.42it/s]
130/499 4.32G 0.009862 0.008931 0.003837 74 640: 47%|####7 | 79/168 [00:14<00:16, 5.24it/s]
130/499 4.32G 0.00985 0.008913 0.003825 55 640: 47%|####7 | 79/168 [00:15<00:16, 5.24it/s]
130/499 4.32G 0.00985 0.008913 0.003825 55 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
130/499 4.32G 0.009854 0.008896 0.003831 60 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
130/499 4.32G 0.009854 0.008896 0.003831 60 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
130/499 4.32G 0.009854 0.008922 0.0038 78 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
130/499 4.32G 0.009854 0.008922 0.0038 78 640: 49%|####8 | 82/168 [00:15<00:16, 5.19it/s]
130/499 4.32G 0.009849 0.008901 0.003775 66 640: 49%|####8 | 82/168 [00:15<00:16, 5.19it/s]
130/499 4.32G 0.009849 0.008901 0.003775 66 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s]
130/499 4.32G 0.00986 0.008902 0.003778 65 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s]
130/499 4.32G 0.00986 0.008902 0.003778 65 640: 50%|##### | 84/168 [00:15<00:15, 5.38it/s]
130/499 4.32G 0.009871 0.008924 0.00378 75 640: 50%|##### | 84/168 [00:16<00:15, 5.38it/s]
130/499 4.32G 0.009871 0.008924 0.00378 75 640: 51%|##### | 85/168 [00:16<00:16, 5.17it/s]
130/499 4.32G 0.009859 0.008915 0.003808 77 640: 51%|##### | 85/168 [00:16<00:16, 5.17it/s]
130/499 4.32G 0.009859 0.008915 0.003808 77 640: 51%|#####1 | 86/168 [00:16<00:15, 5.26it/s]
130/499 4.32G 0.00986 0.008917 0.003868 69 640: 51%|#####1 | 86/168 [00:16<00:15, 5.26it/s]
130/499 4.32G 0.00986 0.008917 0.003868 69 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s]
130/499 4.32G 0.009855 0.008916 0.003856 78 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s]
130/499 4.32G 0.009855 0.008916 0.003856 78 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s]
130/499 4.32G 0.009877 0.008926 0.003826 64 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s]
130/499 4.32G 0.009877 0.008926 0.003826 64 640: 53%|#####2 | 89/168 [00:16<00:14, 5.32it/s]
130/499 4.32G 0.009875 0.008913 0.003813 56 640: 53%|#####2 | 89/168 [00:17<00:14, 5.32it/s]
130/499 4.32G 0.009875 0.008913 0.003813 56 640: 54%|#####3 | 90/168 [00:17<00:14, 5.39it/s]
130/499 4.32G 0.00988 0.008913 0.003789 62 640: 54%|#####3 | 90/168 [00:17<00:14, 5.39it/s]
130/499 4.32G 0.00988 0.008913 0.003789 62 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s]
130/499 4.32G 0.009878 0.008924 0.003783 77 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s]
130/499 4.32G 0.009878 0.008924 0.003783 77 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s]
130/499 4.32G 0.009874 0.008947 0.003795 93 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s]
130/499 4.32G 0.009874 0.008947 0.003795 93 640: 55%|#####5 | 93/168 [00:17<00:13, 5.38it/s]
130/499 4.32G 0.009877 0.008962 0.003791 80 640: 55%|#####5 | 93/168 [00:17<00:13, 5.38it/s]
130/499 4.32G 0.009877 0.008962 0.003791 80 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s]
130/499 4.32G 0.009877 0.008982 0.003813 90 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s]
130/499 4.32G 0.009877 0.008982 0.003813 90 640: 57%|#####6 | 95/168 [00:17<00:13, 5.32it/s]
130/499 4.32G 0.009863 0.008997 0.003806 81 640: 57%|#####6 | 95/168 [00:18<00:13, 5.32it/s]
130/499 4.32G 0.009863 0.008997 0.003806 81 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s]
130/499 4.32G 0.009845 0.00899 0.003815 61 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s]
130/499 4.32G 0.009845 0.00899 0.003815 61 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s]
130/499 4.32G 0.009856 0.008976 0.003801 58 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s]
130/499 4.32G 0.009856 0.008976 0.003801 58 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s]
130/499 4.32G 0.00985 0.008975 0.003776 63 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s]
130/499 4.32G 0.00985 0.008975 0.003776 63 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s]
130/499 4.32G 0.009848 0.008983 0.003773 71 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s]
130/499 4.32G 0.009848 0.008983 0.003773 71 640: 60%|#####9 | 100/168 [00:18<00:12, 5.23it/s]
130/499 4.32G 0.009847 0.009011 0.003764 87 640: 60%|#####9 | 100/168 [00:19<00:12, 5.23it/s]
130/499 4.32G 0.009847 0.009011 0.003764 87 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s]
130/499 4.32G 0.009852 0.009014 0.003794 69 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s]
130/499 4.32G 0.009852 0.009014 0.003794 69 640: 61%|###### | 102/168 [00:19<00:12, 5.27it/s]
130/499 4.32G 0.009865 0.009002 0.003782 55 640: 61%|###### | 102/168 [00:19<00:12, 5.27it/s]
130/499 4.32G 0.009865 0.009002 0.003782 55 640: 61%|######1 | 103/168 [00:19<00:12, 5.17it/s]
130/499 4.32G 0.009852 0.00899 0.003759 58 640: 61%|######1 | 103/168 [00:19<00:12, 5.17it/s]
130/499 4.32G 0.009852 0.00899 0.003759 58 640: 62%|######1 | 104/168 [00:19<00:12, 5.26it/s]
130/499 4.32G 0.009865 0.008976 0.003777 63 640: 62%|######1 | 104/168 [00:19<00:12, 5.26it/s]
130/499 4.32G 0.009865 0.008976 0.003777 63 640: 62%|######2 | 105/168 [00:19<00:11, 5.34it/s]
130/499 4.32G 0.009862 0.008975 0.003765 75 640: 62%|######2 | 105/168 [00:20<00:11, 5.34it/s]
130/499 4.32G 0.009862 0.008975 0.003765 75 640: 63%|######3 | 106/168 [00:20<00:12, 5.17it/s]
130/499 4.32G 0.009861 0.008984 0.003754 76 640: 63%|######3 | 106/168 [00:20<00:12, 5.17it/s]
130/499 4.32G 0.009861 0.008984 0.003754 76 640: 64%|######3 | 107/168 [00:20<00:11, 5.25it/s]
130/499 4.32G 0.009856 0.008988 0.003771 78 640: 64%|######3 | 107/168 [00:20<00:11, 5.25it/s]
130/499 4.32G 0.009856 0.008988 0.003771 78 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s]
130/499 4.32G 0.009844 0.00898 0.003751 63 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s]
130/499 4.32G 0.009844 0.00898 0.003751 63 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s]
130/499 4.32G 0.00986 0.00898 0.003769 59 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s]
130/499 4.32G 0.00986 0.00898 0.003769 59 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s]
130/499 4.32G 0.009855 0.00899 0.00377 65 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s]
130/499 4.32G 0.009855 0.00899 0.00377 65 640: 66%|######6 | 111/168 [00:20<00:10, 5.35it/s]
130/499 4.32G 0.009844 0.008972 0.003782 60 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s]
130/499 4.32G 0.009844 0.008972 0.003782 60 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
130/499 4.32G 0.009832 0.008966 0.003767 68 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
130/499 4.32G 0.009832 0.008966 0.003767 68 640: 67%|######7 | 113/168 [00:21<00:10, 5.33it/s]
130/499 4.32G 0.009831 0.008965 0.003754 59 640: 67%|######7 | 113/168 [00:21<00:10, 5.33it/s]
130/499 4.32G 0.009831 0.008965 0.003754 59 640: 68%|######7 | 114/168 [00:21<00:09, 5.41it/s]
130/499 4.32G 0.009833 0.00899 0.003745 82 640: 68%|######7 | 114/168 [00:21<00:09, 5.41it/s]
130/499 4.32G 0.009833 0.00899 0.003745 82 640: 68%|######8 | 115/168 [00:21<00:10, 5.26it/s]
130/499 4.32G 0.009843 0.008997 0.003725 72 640: 68%|######8 | 115/168 [00:21<00:10, 5.26it/s]
130/499 4.32G 0.009843 0.008997 0.003725 72 640: 69%|######9 | 116/168 [00:21<00:09, 5.27it/s]
130/499 4.32G 0.009834 0.009009 0.003726 64 640: 69%|######9 | 116/168 [00:22<00:09, 5.27it/s]
130/499 4.32G 0.009834 0.009009 0.003726 64 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s]
130/499 4.32G 0.009841 0.009024 0.00373 88 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s]
130/499 4.32G 0.009841 0.009024 0.00373 88 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s]
130/499 4.32G 0.009834 0.009005 0.003725 61 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s]
130/499 4.32G 0.009834 0.009005 0.003725 61 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s]
130/499 4.32G 0.009846 0.009017 0.003713 71 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s]
130/499 4.32G 0.009846 0.009017 0.003713 71 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s]
130/499 4.32G 0.009838 0.009009 0.0037 73 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s]
130/499 4.32G 0.009838 0.009009 0.0037 73 640: 72%|#######2 | 121/168 [00:22<00:08, 5.24it/s]
130/499 4.32G 0.00984 0.009023 0.003698 68 640: 72%|#######2 | 121/168 [00:23<00:08, 5.24it/s]
130/499 4.32G 0.00984 0.009023 0.003698 68 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s]
130/499 4.32G 0.009851 0.009032 0.003689 73 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s]
130/499 4.32G 0.009851 0.009032 0.003689 73 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s]
130/499 4.32G 0.009854 0.009031 0.003707 63 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s]
130/499 4.32G 0.009854 0.009031 0.003707 63 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
130/499 4.32G 0.009848 0.009045 0.003693 75 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
130/499 4.32G 0.009848 0.009045 0.003693 75 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s]
130/499 4.32G 0.00985 0.00905 0.003688 73 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s]
130/499 4.32G 0.00985 0.00905 0.003688 73 640: 75%|#######5 | 126/168 [00:23<00:07, 5.37it/s]
130/499 4.32G 0.009844 0.009042 0.00367 62 640: 75%|#######5 | 126/168 [00:24<00:07, 5.37it/s]
130/499 4.32G 0.009844 0.009042 0.00367 62 640: 76%|#######5 | 127/168 [00:24<00:07, 5.24it/s]
130/499 4.32G 0.009845 0.009044 0.003648 67 640: 76%|#######5 | 127/168 [00:24<00:07, 5.24it/s]
130/499 4.32G 0.009845 0.009044 0.003648 67 640: 76%|#######6 | 128/168 [00:24<00:07, 5.31it/s]
130/499 4.32G 0.009841 0.009029 0.003621 45 640: 76%|#######6 | 128/168 [00:24<00:07, 5.31it/s]
130/499 4.32G 0.009841 0.009029 0.003621 45 640: 77%|#######6 | 129/168 [00:24<00:07, 5.36it/s]
130/499 4.32G 0.009858 0.009055 0.003606 82 640: 77%|#######6 | 129/168 [00:24<00:07, 5.36it/s]
130/499 4.32G 0.009858 0.009055 0.003606 82 640: 77%|#######7 | 130/168 [00:24<00:07, 5.25it/s]
130/499 4.32G 0.009855 0.009045 0.00359 59 640: 77%|#######7 | 130/168 [00:24<00:07, 5.25it/s]
130/499 4.32G 0.009855 0.009045 0.00359 59 640: 78%|#######7 | 131/168 [00:24<00:06, 5.32it/s]
130/499 4.32G 0.009863 0.009047 0.003597 60 640: 78%|#######7 | 131/168 [00:24<00:06, 5.32it/s]
130/499 4.32G 0.009863 0.009047 0.003597 60 640: 79%|#######8 | 132/168 [00:24<00:06, 5.38it/s]
130/499 4.32G 0.009864 0.009049 0.003613 64 640: 79%|#######8 | 132/168 [00:25<00:06, 5.38it/s]
130/499 4.32G 0.009864 0.009049 0.003613 64 640: 79%|#######9 | 133/168 [00:25<00:06, 5.25it/s]
130/499 4.32G 0.00986 0.009039 0.003592 54 640: 79%|#######9 | 133/168 [00:25<00:06, 5.25it/s]
130/499 4.32G 0.00986 0.009039 0.003592 54 640: 80%|#######9 | 134/168 [00:25<00:06, 5.33it/s]
130/499 4.32G 0.009861 0.009036 0.003595 67 640: 80%|#######9 | 134/168 [00:25<00:06, 5.33it/s]
130/499 4.32G 0.009861 0.009036 0.003595 67 640: 80%|######## | 135/168 [00:25<00:06, 5.41it/s]
130/499 4.32G 0.009854 0.009025 0.003621 56 640: 80%|######## | 135/168 [00:25<00:06, 5.41it/s]
130/499 4.32G 0.009854 0.009025 0.003621 56 640: 81%|######## | 136/168 [00:25<00:06, 5.25it/s]
130/499 4.32G 0.009848 0.009025 0.003631 78 640: 81%|######## | 136/168 [00:25<00:06, 5.25it/s]
130/499 4.32G 0.009848 0.009025 0.003631 78 640: 82%|########1 | 137/168 [00:25<00:05, 5.28it/s]
130/499 4.32G 0.009856 0.009027 0.00362 65 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s]
130/499 4.32G 0.009856 0.009027 0.00362 65 640: 82%|########2 | 138/168 [00:26<00:05, 5.28it/s]
130/499 4.32G 0.009875 0.009045 0.003633 61 640: 82%|########2 | 138/168 [00:26<00:05, 5.28it/s]
130/499 4.32G 0.009875 0.009045 0.003633 61 640: 83%|########2 | 139/168 [00:26<00:05, 5.17it/s]
130/499 4.32G 0.009886 0.009026 0.003629 52 640: 83%|########2 | 139/168 [00:26<00:05, 5.17it/s]
130/499 4.32G 0.009886 0.009026 0.003629 52 640: 83%|########3 | 140/168 [00:26<00:05, 5.19it/s]
130/499 4.32G 0.009888 0.009017 0.003636 62 640: 83%|########3 | 140/168 [00:26<00:05, 5.19it/s]
130/499 4.32G 0.009888 0.009017 0.003636 62 640: 84%|########3 | 141/168 [00:26<00:05, 5.28it/s]
130/499 4.32G 0.009897 0.00903 0.003625 82 640: 84%|########3 | 141/168 [00:26<00:05, 5.28it/s]
130/499 4.32G 0.009897 0.00903 0.003625 82 640: 85%|########4 | 142/168 [00:26<00:05, 5.17it/s]
130/499 4.32G 0.009895 0.009037 0.003612 80 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s]
130/499 4.32G 0.009895 0.009037 0.003612 80 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s]
130/499 4.32G 0.009889 0.009022 0.003631 58 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s]
130/499 4.32G 0.009889 0.009022 0.003631 58 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s]
130/499 4.32G 0.009903 0.009033 0.003655 77 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s]
130/499 4.32G 0.009903 0.009033 0.003655 77 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s]
130/499 4.32G 0.009907 0.009021 0.00365 58 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s]
130/499 4.32G 0.009907 0.009021 0.00365 58 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s]
130/499 4.32G 0.00992 0.009028 0.00364 73 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s]
130/499 4.32G 0.00992 0.009028 0.00364 73 640: 88%|########7 | 147/168 [00:27<00:03, 5.37it/s]
130/499 4.32G 0.009919 0.009019 0.003627 65 640: 88%|########7 | 147/168 [00:28<00:03, 5.37it/s]
130/499 4.32G 0.009919 0.009019 0.003627 65 640: 88%|########8 | 148/168 [00:28<00:03, 5.17it/s]
130/499 4.32G 0.009908 0.009016 0.003617 74 640: 88%|########8 | 148/168 [00:28<00:03, 5.17it/s]
130/499 4.32G 0.009908 0.009016 0.003617 74 640: 89%|########8 | 149/168 [00:28<00:03, 5.22it/s]
130/499 4.32G 0.009915 0.009024 0.003618 78 640: 89%|########8 | 149/168 [00:28<00:03, 5.22it/s]
130/499 4.32G 0.009915 0.009024 0.003618 78 640: 89%|########9 | 150/168 [00:28<00:03, 5.26it/s]
130/499 4.32G 0.009913 0.009021 0.003624 76 640: 89%|########9 | 150/168 [00:28<00:03, 5.26it/s]
130/499 4.32G 0.009913 0.009021 0.003624 76 640: 90%|########9 | 151/168 [00:28<00:03, 5.16it/s]
130/499 4.32G 0.009916 0.009002 0.003629 54 640: 90%|########9 | 151/168 [00:28<00:03, 5.16it/s]
130/499 4.32G 0.009916 0.009002 0.003629 54 640: 90%|######### | 152/168 [00:28<00:03, 5.27it/s]
130/499 4.32G 0.009918 0.009 0.003628 64 640: 90%|######### | 152/168 [00:28<00:03, 5.27it/s]
130/499 4.32G 0.009918 0.009 0.003628 64 640: 91%|#########1| 153/168 [00:28<00:02, 5.30it/s]
130/499 4.32G 0.009913 0.008996 0.003653 70 640: 91%|#########1| 153/168 [00:29<00:02, 5.30it/s]
130/499 4.32G 0.009913 0.008996 0.003653 70 640: 92%|#########1| 154/168 [00:29<00:02, 5.18it/s]
130/499 4.32G 0.009919 0.008994 0.003652 68 640: 92%|#########1| 154/168 [00:29<00:02, 5.18it/s]
130/499 4.32G 0.009919 0.008994 0.003652 68 640: 92%|#########2| 155/168 [00:29<00:02, 5.27it/s]
130/499 4.32G 0.009915 0.008994 0.003662 70 640: 92%|#########2| 155/168 [00:29<00:02, 5.27it/s]
130/499 4.32G 0.009915 0.008994 0.003662 70 640: 93%|#########2| 156/168 [00:29<00:02, 5.36it/s]
130/499 4.32G 0.009915 0.008991 0.003662 59 640: 93%|#########2| 156/168 [00:29<00:02, 5.36it/s]
130/499 4.32G 0.009915 0.008991 0.003662 59 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s]
130/499 4.32G 0.00991 0.009001 0.003647 69 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s]
130/499 4.32G 0.00991 0.009001 0.003647 69 640: 94%|#########4| 158/168 [00:29<00:01, 5.31it/s]
130/499 4.32G 0.00992 0.008985 0.00363 44 640: 94%|#########4| 158/168 [00:30<00:01, 5.31it/s]
130/499 4.32G 0.00992 0.008985 0.00363 44 640: 95%|#########4| 159/168 [00:30<00:01, 5.39it/s]
130/499 4.32G 0.009915 0.008979 0.003619 57 640: 95%|#########4| 159/168 [00:30<00:01, 5.39it/s]
130/499 4.32G 0.009915 0.008979 0.003619 57 640: 95%|#########5| 160/168 [00:30<00:01, 5.24it/s]
130/499 4.32G 0.009913 0.008983 0.003614 72 640: 95%|#########5| 160/168 [00:30<00:01, 5.24it/s]
130/499 4.32G 0.009913 0.008983 0.003614 72 640: 96%|#########5| 161/168 [00:30<00:01, 5.33it/s]
130/499 4.32G 0.009916 0.008991 0.00362 74 640: 96%|#########5| 161/168 [00:30<00:01, 5.33it/s]
130/499 4.32G 0.009916 0.008991 0.00362 74 640: 96%|#########6| 162/168 [00:30<00:01, 5.40it/s]
130/499 4.32G 0.009915 0.009009 0.003612 80 640: 96%|#########6| 162/168 [00:30<00:01, 5.40it/s]
130/499 4.32G 0.009915 0.009009 0.003612 80 640: 97%|#########7| 163/168 [00:30<00:00, 5.26it/s]
130/499 4.32G 0.009918 0.009001 0.003611 60 640: 97%|#########7| 163/168 [00:31<00:00, 5.26it/s]
130/499 4.32G 0.009918 0.009001 0.003611 60 640: 98%|#########7| 164/168 [00:31<00:00, 5.31it/s]
130/499 4.32G 0.009921 0.008997 0.003612 70 640: 98%|#########7| 164/168 [00:31<00:00, 5.31it/s]
130/499 4.32G 0.009921 0.008997 0.003612 70 640: 98%|#########8| 165/168 [00:31<00:00, 5.38it/s]
130/499 4.32G 0.009936 0.009 0.003607 70 640: 98%|#########8| 165/168 [00:31<00:00, 5.38it/s]
130/499 4.32G 0.009936 0.009 0.003607 70 640: 99%|#########8| 166/168 [00:31<00:00, 5.24it/s]
130/499 4.32G 0.009943 0.008998 0.003593 62 640: 99%|#########8| 166/168 [00:31<00:00, 5.24it/s]
130/499 4.32G 0.009943 0.008998 0.003593 62 640: 99%|#########9| 167/168 [00:31<00:00, 5.26it/s]
130/499 4.32G 0.009954 0.008988 0.003594 25 640: 99%|#########9| 167/168 [00:31<00:00, 5.26it/s]
130/499 4.32G 0.009954 0.008988 0.003594 25 640: 100%|##########| 168/168 [00:31<00:00, 5.39it/s]
130/499 4.32G 0.009954 0.008988 0.003594 25 640: 100%|##########| 168/168 [00:31<00:00, 5.29it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s]
all 132 263 0.853 0.875 0.898 0.761
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
131/499 4.32G 0.009979 0.009741 0.001738 66 640: 0%| | 0/168 [00:00<?, ?it/s]
131/499 4.32G 0.009979 0.009741 0.001738 66 640: 1%| | 1/168 [00:00<00:33, 5.00it/s]
131/499 4.32G 0.01064 0.009624 0.002811 62 640: 1%| | 1/168 [00:00<00:33, 5.00it/s]
131/499 4.32G 0.01064 0.009624 0.002811 62 640: 1%|1 | 2/168 [00:00<00:31, 5.32it/s]
131/499 4.32G 0.01131 0.009748 0.002524 65 640: 1%|1 | 2/168 [00:00<00:31, 5.32it/s]
131/499 4.32G 0.01131 0.009748 0.002524 65 640: 2%|1 | 3/168 [00:00<00:30, 5.43it/s]
131/499 4.32G 0.01084 0.009585 0.002407 72 640: 2%|1 | 3/168 [00:00<00:30, 5.43it/s]
131/499 4.32G 0.01084 0.009585 0.002407 72 640: 2%|2 | 4/168 [00:00<00:31, 5.24it/s]
131/499 4.32G 0.01076 0.009489 0.002738 66 640: 2%|2 | 4/168 [00:00<00:31, 5.24it/s]
131/499 4.32G 0.01076 0.009489 0.002738 66 640: 3%|2 | 5/168 [00:00<00:30, 5.36it/s]
131/499 4.32G 0.01082 0.008999 0.003367 52 640: 3%|2 | 5/168 [00:01<00:30, 5.36it/s]
131/499 4.32G 0.01082 0.008999 0.003367 52 640: 4%|3 | 6/168 [00:01<00:29, 5.41it/s]
131/499 4.32G 0.01057 0.009141 0.003974 68 640: 4%|3 | 6/168 [00:01<00:29, 5.41it/s]
131/499 4.32G 0.01057 0.009141 0.003974 68 640: 4%|4 | 7/168 [00:01<00:30, 5.25it/s]
131/499 4.32G 0.01039 0.009201 0.003773 74 640: 4%|4 | 7/168 [00:01<00:30, 5.25it/s]
131/499 4.32G 0.01039 0.009201 0.003773 74 640: 5%|4 | 8/168 [00:01<00:29, 5.35it/s]
131/499 4.32G 0.01012 0.00912 0.003632 57 640: 5%|4 | 8/168 [00:01<00:29, 5.35it/s]
131/499 4.32G 0.01012 0.00912 0.003632 57 640: 5%|5 | 9/168 [00:01<00:29, 5.42it/s]
131/499 4.32G 0.01013 0.009286 0.003584 74 640: 5%|5 | 9/168 [00:01<00:29, 5.42it/s]
131/499 4.32G 0.01013 0.009286 0.003584 74 640: 6%|5 | 10/168 [00:01<00:30, 5.26it/s]
131/499 4.32G 0.01008 0.009247 0.003359 58 640: 6%|5 | 10/168 [00:02<00:30, 5.26it/s]
131/499 4.32G 0.01008 0.009247 0.003359 58 640: 7%|6 | 11/168 [00:02<00:29, 5.34it/s]
131/499 4.32G 0.01008 0.009296 0.003452 70 640: 7%|6 | 11/168 [00:02<00:29, 5.34it/s]
131/499 4.32G 0.01008 0.009296 0.003452 70 640: 7%|7 | 12/168 [00:02<00:28, 5.40it/s]
131/499 4.32G 0.01 0.009335 0.003564 86 640: 7%|7 | 12/168 [00:02<00:28, 5.40it/s]
131/499 4.32G 0.01 0.009335 0.003564 86 640: 8%|7 | 13/168 [00:02<00:29, 5.25it/s]
131/499 4.32G 0.01006 0.009397 0.003538 70 640: 8%|7 | 13/168 [00:02<00:29, 5.25it/s]
131/499 4.32G 0.01006 0.009397 0.003538 70 640: 8%|8 | 14/168 [00:02<00:28, 5.33it/s]
131/499 4.32G 0.01003 0.009529 0.003499 87 640: 8%|8 | 14/168 [00:02<00:28, 5.33it/s]
131/499 4.32G 0.01003 0.009529 0.003499 87 640: 9%|8 | 15/168 [00:02<00:28, 5.39it/s]
131/499 4.32G 0.01009 0.009588 0.003545 74 640: 9%|8 | 15/168 [00:03<00:28, 5.39it/s]
131/499 4.32G 0.01009 0.009588 0.003545 74 640: 10%|9 | 16/168 [00:03<00:29, 5.24it/s]
131/499 4.32G 0.01011 0.009678 0.003484 76 640: 10%|9 | 16/168 [00:03<00:29, 5.24it/s]
131/499 4.32G 0.01011 0.009678 0.003484 76 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s]
131/499 4.32G 0.01012 0.009655 0.003477 69 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s]
131/499 4.32G 0.01012 0.009655 0.003477 69 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s]
131/499 4.32G 0.01021 0.009585 0.003558 61 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s]
131/499 4.32G 0.01021 0.009585 0.003558 61 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s]
131/499 4.32G 0.01026 0.009539 0.003608 73 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s]
131/499 4.32G 0.01026 0.009539 0.003608 73 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s]
131/499 4.32G 0.01021 0.009536 0.003655 72 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s]
131/499 4.32G 0.01021 0.009536 0.003655 72 640: 12%|#2 | 21/168 [00:03<00:27, 5.38it/s]
131/499 4.32G 0.01017 0.009459 0.003574 61 640: 12%|#2 | 21/168 [00:04<00:27, 5.38it/s]
131/499 4.32G 0.01017 0.009459 0.003574 61 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s]
131/499 4.32G 0.01015 0.009441 0.003571 65 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s]
131/499 4.32G 0.01015 0.009441 0.003571 65 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s]
131/499 4.32G 0.01014 0.009447 0.003553 67 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s]
131/499 4.32G 0.01014 0.009447 0.003553 67 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s]
131/499 4.32G 0.01013 0.009376 0.003543 65 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s]
131/499 4.32G 0.01013 0.009376 0.003543 65 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
131/499 4.32G 0.01012 0.009317 0.0035 56 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
131/499 4.32G 0.01012 0.009317 0.0035 56 640: 15%|#5 | 26/168 [00:04<00:26, 5.32it/s]
131/499 4.32G 0.01015 0.0094 0.003459 76 640: 15%|#5 | 26/168 [00:05<00:26, 5.32it/s]
131/499 4.32G 0.01015 0.0094 0.003459 76 640: 16%|#6 | 27/168 [00:05<00:26, 5.39it/s]
131/499 4.32G 0.01011 0.009319 0.003507 50 640: 16%|#6 | 27/168 [00:05<00:26, 5.39it/s]
131/499 4.32G 0.01011 0.009319 0.003507 50 640: 17%|#6 | 28/168 [00:05<00:26, 5.24it/s]
131/499 4.32G 0.01014 0.009324 0.003451 76 640: 17%|#6 | 28/168 [00:05<00:26, 5.24it/s]
131/499 4.32G 0.01014 0.009324 0.003451 76 640: 17%|#7 | 29/168 [00:05<00:26, 5.33it/s]
131/499 4.32G 0.01012 0.009246 0.003585 66 640: 17%|#7 | 29/168 [00:05<00:26, 5.33it/s]
131/499 4.32G 0.01012 0.009246 0.003585 66 640: 18%|#7 | 30/168 [00:05<00:25, 5.38it/s]
131/499 4.32G 0.01013 0.009243 0.003526 69 640: 18%|#7 | 30/168 [00:05<00:25, 5.38it/s]
131/499 4.32G 0.01013 0.009243 0.003526 69 640: 18%|#8 | 31/168 [00:05<00:26, 5.24it/s]
131/499 4.32G 0.01017 0.009285 0.003545 76 640: 18%|#8 | 31/168 [00:06<00:26, 5.24it/s]
131/499 4.32G 0.01017 0.009285 0.003545 76 640: 19%|#9 | 32/168 [00:06<00:25, 5.34it/s]
131/499 4.32G 0.01015 0.009324 0.003543 80 640: 19%|#9 | 32/168 [00:06<00:25, 5.34it/s]
131/499 4.32G 0.01015 0.009324 0.003543 80 640: 20%|#9 | 33/168 [00:06<00:25, 5.40it/s]
131/499 4.32G 0.01012 0.00933 0.003501 77 640: 20%|#9 | 33/168 [00:06<00:25, 5.40it/s]
131/499 4.32G 0.01012 0.00933 0.003501 77 640: 20%|## | 34/168 [00:06<00:25, 5.25it/s]
131/499 4.32G 0.01009 0.009371 0.00342 79 640: 20%|## | 34/168 [00:06<00:25, 5.25it/s]
131/499 4.32G 0.01009 0.009371 0.00342 79 640: 21%|## | 35/168 [00:06<00:24, 5.34it/s]
131/499 4.32G 0.01008 0.00932 0.00339 67 640: 21%|## | 35/168 [00:06<00:24, 5.34it/s]
131/499 4.32G 0.01008 0.00932 0.00339 67 640: 21%|##1 | 36/168 [00:06<00:24, 5.40it/s]
131/499 4.32G 0.01004 0.009314 0.003382 66 640: 21%|##1 | 36/168 [00:06<00:24, 5.40it/s]
131/499 4.32G 0.01004 0.009314 0.003382 66 640: 22%|##2 | 37/168 [00:06<00:24, 5.26it/s]
131/499 4.32G 0.01005 0.009333 0.003355 74 640: 22%|##2 | 37/168 [00:07<00:24, 5.26it/s]
131/499 4.32G 0.01005 0.009333 0.003355 74 640: 23%|##2 | 38/168 [00:07<00:24, 5.35it/s]
131/499 4.32G 0.01002 0.009287 0.003292 58 640: 23%|##2 | 38/168 [00:07<00:24, 5.35it/s]
131/499 4.32G 0.01002 0.009287 0.003292 58 640: 23%|##3 | 39/168 [00:07<00:24, 5.37it/s]
131/499 4.32G 0.009988 0.009265 0.003295 76 640: 23%|##3 | 39/168 [00:07<00:24, 5.37it/s]
131/499 4.32G 0.009988 0.009265 0.003295 76 640: 24%|##3 | 40/168 [00:07<00:24, 5.23it/s]
131/499 4.32G 0.009971 0.009223 0.003274 65 640: 24%|##3 | 40/168 [00:07<00:24, 5.23it/s]
131/499 4.32G 0.009971 0.009223 0.003274 65 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s]
131/499 4.32G 0.01001 0.009227 0.003221 63 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s]
131/499 4.32G 0.01001 0.009227 0.003221 63 640: 25%|##5 | 42/168 [00:07<00:23, 5.40it/s]
131/499 4.32G 0.01007 0.009301 0.003277 71 640: 25%|##5 | 42/168 [00:08<00:23, 5.40it/s]
131/499 4.32G 0.01007 0.009301 0.003277 71 640: 26%|##5 | 43/168 [00:08<00:23, 5.26it/s]
131/499 4.32G 0.01009 0.009332 0.003344 82 640: 26%|##5 | 43/168 [00:08<00:23, 5.26it/s]
131/499 4.32G 0.01009 0.009332 0.003344 82 640: 26%|##6 | 44/168 [00:08<00:23, 5.35it/s]
131/499 4.32G 0.01009 0.009302 0.003372 66 640: 26%|##6 | 44/168 [00:08<00:23, 5.35it/s]
131/499 4.32G 0.01009 0.009302 0.003372 66 640: 27%|##6 | 45/168 [00:08<00:22, 5.40it/s]
131/499 4.32G 0.01009 0.009379 0.0034 93 640: 27%|##6 | 45/168 [00:08<00:22, 5.40it/s]
131/499 4.32G 0.01009 0.009379 0.0034 93 640: 27%|##7 | 46/168 [00:08<00:23, 5.16it/s]
131/499 4.32G 0.01009 0.009413 0.003423 84 640: 27%|##7 | 46/168 [00:08<00:23, 5.16it/s]
131/499 4.32G 0.01009 0.009413 0.003423 84 640: 28%|##7 | 47/168 [00:08<00:22, 5.28it/s]
131/499 4.32G 0.01012 0.00941 0.003451 70 640: 28%|##7 | 47/168 [00:09<00:22, 5.28it/s]
131/499 4.32G 0.01012 0.00941 0.003451 70 640: 29%|##8 | 48/168 [00:09<00:22, 5.37it/s]
131/499 4.32G 0.0101 0.009422 0.003522 73 640: 29%|##8 | 48/168 [00:09<00:22, 5.37it/s]
131/499 4.32G 0.0101 0.009422 0.003522 73 640: 29%|##9 | 49/168 [00:09<00:22, 5.23it/s]
131/499 4.32G 0.01009 0.009409 0.003526 69 640: 29%|##9 | 49/168 [00:09<00:22, 5.23it/s]
131/499 4.32G 0.01009 0.009409 0.003526 69 640: 30%|##9 | 50/168 [00:09<00:22, 5.32it/s]
131/499 4.32G 0.01009 0.009378 0.003485 69 640: 30%|##9 | 50/168 [00:09<00:22, 5.32it/s]
131/499 4.32G 0.01009 0.009378 0.003485 69 640: 30%|### | 51/168 [00:09<00:21, 5.40it/s]
131/499 4.32G 0.01011 0.009367 0.003451 67 640: 30%|### | 51/168 [00:09<00:21, 5.40it/s]
131/499 4.32G 0.01011 0.009367 0.003451 67 640: 31%|### | 52/168 [00:09<00:22, 5.26it/s]
131/499 4.32G 0.01009 0.009354 0.003439 74 640: 31%|### | 52/168 [00:09<00:22, 5.26it/s]
131/499 4.32G 0.01009 0.009354 0.003439 74 640: 32%|###1 | 53/168 [00:09<00:21, 5.30it/s]
131/499 4.32G 0.0101 0.009324 0.003475 66 640: 32%|###1 | 53/168 [00:10<00:21, 5.30it/s]
131/499 4.32G 0.0101 0.009324 0.003475 66 640: 32%|###2 | 54/168 [00:10<00:21, 5.36it/s]
131/499 4.32G 0.01007 0.009321 0.003507 64 640: 32%|###2 | 54/168 [00:10<00:21, 5.36it/s]
131/499 4.32G 0.01007 0.009321 0.003507 64 640: 33%|###2 | 55/168 [00:10<00:21, 5.23it/s]
131/499 4.32G 0.01008 0.009278 0.003539 58 640: 33%|###2 | 55/168 [00:10<00:21, 5.23it/s]
131/499 4.32G 0.01008 0.009278 0.003539 58 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s]
131/499 4.32G 0.01011 0.009242 0.003498 59 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s]
131/499 4.32G 0.01011 0.009242 0.003498 59 640: 34%|###3 | 57/168 [00:10<00:20, 5.36it/s]
131/499 4.32G 0.01013 0.009196 0.003469 59 640: 34%|###3 | 57/168 [00:10<00:20, 5.36it/s]
131/499 4.32G 0.01013 0.009196 0.003469 59 640: 35%|###4 | 58/168 [00:10<00:21, 5.22it/s]
131/499 4.32G 0.01012 0.00918 0.003474 68 640: 35%|###4 | 58/168 [00:11<00:21, 5.22it/s]
131/499 4.32G 0.01012 0.00918 0.003474 68 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s]
131/499 4.32G 0.01009 0.0092 0.003467 86 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s]
131/499 4.32G 0.01009 0.0092 0.003467 86 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s]
131/499 4.32G 0.01006 0.009199 0.003492 70 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s]
131/499 4.32G 0.01006 0.009199 0.003492 70 640: 36%|###6 | 61/168 [00:11<00:20, 5.24it/s]
131/499 4.32G 0.01009 0.009189 0.003481 58 640: 36%|###6 | 61/168 [00:11<00:20, 5.24it/s]
131/499 4.32G 0.01009 0.009189 0.003481 58 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s]
131/499 4.32G 0.01009 0.009221 0.003509 70 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s]
131/499 4.32G 0.01009 0.009221 0.003509 70 640: 38%|###7 | 63/168 [00:11<00:19, 5.35it/s]
131/499 4.32G 0.01008 0.009272 0.003547 88 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s]
131/499 4.32G 0.01008 0.009272 0.003547 88 640: 38%|###8 | 64/168 [00:12<00:19, 5.22it/s]
131/499 4.32G 0.01008 0.009225 0.003544 56 640: 38%|###8 | 64/168 [00:12<00:19, 5.22it/s]
131/499 4.32G 0.01008 0.009225 0.003544 56 640: 39%|###8 | 65/168 [00:12<00:19, 5.31it/s]
131/499 4.32G 0.01005 0.009207 0.003554 71 640: 39%|###8 | 65/168 [00:12<00:19, 5.31it/s]
131/499 4.32G 0.01005 0.009207 0.003554 71 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s]
131/499 4.32G 0.01005 0.009182 0.00353 57 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s]
131/499 4.32G 0.01005 0.009182 0.00353 57 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s]
131/499 4.32G 0.01006 0.009188 0.003528 69 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s]
131/499 4.32G 0.01006 0.009188 0.003528 69 640: 40%|#### | 68/168 [00:12<00:19, 5.25it/s]
131/499 4.32G 0.01006 0.009178 0.003509 63 640: 40%|#### | 68/168 [00:12<00:19, 5.25it/s]
131/499 4.32G 0.01006 0.009178 0.003509 63 640: 41%|####1 | 69/168 [00:12<00:18, 5.32it/s]
131/499 4.32G 0.01004 0.00917 0.003521 77 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s]
131/499 4.32G 0.01004 0.00917 0.003521 77 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s]
131/499 4.32G 0.01003 0.009151 0.003554 68 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s]
131/499 4.32G 0.01003 0.009151 0.003554 68 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s]
131/499 4.32G 0.01005 0.00915 0.003548 71 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s]
131/499 4.32G 0.01005 0.00915 0.003548 71 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s]
131/499 4.32G 0.01006 0.009165 0.003589 74 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s]
131/499 4.32G 0.01006 0.009165 0.003589 74 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s]
131/499 4.32G 0.01008 0.009148 0.003567 52 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s]
131/499 4.32G 0.01008 0.009148 0.003567 52 640: 44%|####4 | 74/168 [00:13<00:17, 5.32it/s]
131/499 4.32G 0.01009 0.009145 0.003565 68 640: 44%|####4 | 74/168 [00:14<00:17, 5.32it/s]
131/499 4.32G 0.01009 0.009145 0.003565 68 640: 45%|####4 | 75/168 [00:14<00:17, 5.39it/s]
131/499 4.32G 0.01009 0.009153 0.003555 69 640: 45%|####4 | 75/168 [00:14<00:17, 5.39it/s]
131/499 4.32G 0.01009 0.009153 0.003555 69 640: 45%|####5 | 76/168 [00:14<00:17, 5.25it/s]
131/499 4.32G 0.01007 0.009134 0.003554 64 640: 45%|####5 | 76/168 [00:14<00:17, 5.25it/s]
131/499 4.32G 0.01007 0.009134 0.003554 64 640: 46%|####5 | 77/168 [00:14<00:17, 5.35it/s]
131/499 4.32G 0.01007 0.009118 0.003564 63 640: 46%|####5 | 77/168 [00:14<00:17, 5.35it/s]
131/499 4.32G 0.01007 0.009118 0.003564 63 640: 46%|####6 | 78/168 [00:14<00:16, 5.41it/s]
131/499 4.32G 0.01007 0.009112 0.003566 72 640: 46%|####6 | 78/168 [00:14<00:16, 5.41it/s]
131/499 4.32G 0.01007 0.009112 0.003566 72 640: 47%|####7 | 79/168 [00:14<00:16, 5.27it/s]
131/499 4.32G 0.01006 0.009093 0.003556 68 640: 47%|####7 | 79/168 [00:15<00:16, 5.27it/s]
131/499 4.32G 0.01006 0.009093 0.003556 68 640: 48%|####7 | 80/168 [00:15<00:16, 5.35it/s]
131/499 4.32G 0.01006 0.009084 0.003549 60 640: 48%|####7 | 80/168 [00:15<00:16, 5.35it/s]
131/499 4.32G 0.01006 0.009084 0.003549 60 640: 48%|####8 | 81/168 [00:15<00:16, 5.39it/s]
131/499 4.32G 0.01006 0.009074 0.00355 55 640: 48%|####8 | 81/168 [00:15<00:16, 5.39it/s]
131/499 4.32G 0.01006 0.009074 0.00355 55 640: 49%|####8 | 82/168 [00:15<00:16, 5.26it/s]
131/499 4.32G 0.01005 0.009075 0.003511 66 640: 49%|####8 | 82/168 [00:15<00:16, 5.26it/s]
131/499 4.32G 0.01005 0.009075 0.003511 66 640: 49%|####9 | 83/168 [00:15<00:15, 5.35it/s]
131/499 4.32G 0.01004 0.009069 0.003491 73 640: 49%|####9 | 83/168 [00:15<00:15, 5.35it/s]
131/499 4.32G 0.01004 0.009069 0.003491 73 640: 50%|##### | 84/168 [00:15<00:15, 5.41it/s]
131/499 4.32G 0.01003 0.009074 0.003478 65 640: 50%|##### | 84/168 [00:16<00:15, 5.41it/s]
131/499 4.32G 0.01003 0.009074 0.003478 65 640: 51%|##### | 85/168 [00:16<00:15, 5.28it/s]
131/499 4.32G 0.01002 0.009092 0.003483 80 640: 51%|##### | 85/168 [00:16<00:15, 5.28it/s]
131/499 4.32G 0.01002 0.009092 0.003483 80 640: 51%|#####1 | 86/168 [00:16<00:15, 5.37it/s]
131/499 4.32G 0.01004 0.009075 0.0035 65 640: 51%|#####1 | 86/168 [00:16<00:15, 5.37it/s]
131/499 4.32G 0.01004 0.009075 0.0035 65 640: 52%|#####1 | 87/168 [00:16<00:14, 5.41it/s]
131/499 4.32G 0.01007 0.009067 0.003488 64 640: 52%|#####1 | 87/168 [00:16<00:14, 5.41it/s]
131/499 4.32G 0.01007 0.009067 0.003488 64 640: 52%|#####2 | 88/168 [00:16<00:15, 5.27it/s]
131/499 4.32G 0.01005 0.009082 0.003483 78 640: 52%|#####2 | 88/168 [00:16<00:15, 5.27it/s]
131/499 4.32G 0.01005 0.009082 0.003483 78 640: 53%|#####2 | 89/168 [00:16<00:14, 5.35it/s]
131/499 4.32G 0.01006 0.009088 0.00352 66 640: 53%|#####2 | 89/168 [00:16<00:14, 5.35it/s]
131/499 4.32G 0.01006 0.009088 0.00352 66 640: 54%|#####3 | 90/168 [00:16<00:14, 5.40it/s]
131/499 4.32G 0.01005 0.009071 0.003503 51 640: 54%|#####3 | 90/168 [00:17<00:14, 5.40it/s]
131/499 4.32G 0.01005 0.009071 0.003503 51 640: 54%|#####4 | 91/168 [00:17<00:14, 5.27it/s]
131/499 4.32G 0.01005 0.009064 0.003498 70 640: 54%|#####4 | 91/168 [00:17<00:14, 5.27it/s]
131/499 4.32G 0.01005 0.009064 0.003498 70 640: 55%|#####4 | 92/168 [00:17<00:14, 5.33it/s]
131/499 4.32G 0.01008 0.009044 0.003674 49 640: 55%|#####4 | 92/168 [00:17<00:14, 5.33it/s]
131/499 4.32G 0.01008 0.009044 0.003674 49 640: 55%|#####5 | 93/168 [00:17<00:13, 5.37it/s]
131/499 4.32G 0.01009 0.009063 0.003653 76 640: 55%|#####5 | 93/168 [00:17<00:13, 5.37it/s]
131/499 4.32G 0.01009 0.009063 0.003653 76 640: 56%|#####5 | 94/168 [00:17<00:14, 5.24it/s]
131/499 4.32G 0.01008 0.009048 0.003641 56 640: 56%|#####5 | 94/168 [00:17<00:14, 5.24it/s]
131/499 4.32G 0.01008 0.009048 0.003641 56 640: 57%|#####6 | 95/168 [00:17<00:13, 5.27it/s]
131/499 4.32G 0.01006 0.009036 0.003647 61 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
131/499 4.32G 0.01006 0.009036 0.003647 61 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
131/499 4.32G 0.01004 0.009011 0.003672 50 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
131/499 4.32G 0.01004 0.009011 0.003672 50 640: 58%|#####7 | 97/168 [00:18<00:13, 5.23it/s]
131/499 4.32G 0.01003 0.00901 0.003677 71 640: 58%|#####7 | 97/168 [00:18<00:13, 5.23it/s]
131/499 4.32G 0.01003 0.00901 0.003677 71 640: 58%|#####8 | 98/168 [00:18<00:13, 5.33it/s]
131/499 4.32G 0.01003 0.009015 0.003695 75 640: 58%|#####8 | 98/168 [00:18<00:13, 5.33it/s]
131/499 4.32G 0.01003 0.009015 0.003695 75 640: 59%|#####8 | 99/168 [00:18<00:12, 5.40it/s]
131/499 4.32G 0.01003 0.009013 0.003731 62 640: 59%|#####8 | 99/168 [00:18<00:12, 5.40it/s]
131/499 4.32G 0.01003 0.009013 0.003731 62 640: 60%|#####9 | 100/168 [00:18<00:12, 5.23it/s]
131/499 4.32G 0.01003 0.009025 0.00372 76 640: 60%|#####9 | 100/168 [00:19<00:12, 5.23it/s]
131/499 4.32G 0.01003 0.009025 0.00372 76 640: 60%|###### | 101/168 [00:19<00:12, 5.31it/s]
131/499 4.32G 0.01002 0.009003 0.003775 53 640: 60%|###### | 101/168 [00:19<00:12, 5.31it/s]
131/499 4.32G 0.01002 0.009003 0.003775 53 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s]
131/499 4.32G 0.01003 0.009018 0.003767 79 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s]
131/499 4.32G 0.01003 0.009018 0.003767 79 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s]
131/499 4.32G 0.01005 0.00902 0.003759 55 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s]
131/499 4.32G 0.01005 0.00902 0.003759 55 640: 62%|######1 | 104/168 [00:19<00:12, 5.30it/s]
131/499 4.32G 0.01004 0.009023 0.00379 68 640: 62%|######1 | 104/168 [00:19<00:12, 5.30it/s]
131/499 4.32G 0.01004 0.009023 0.00379 68 640: 62%|######2 | 105/168 [00:19<00:11, 5.37it/s]
131/499 4.32G 0.01003 0.009038 0.003799 79 640: 62%|######2 | 105/168 [00:19<00:11, 5.37it/s]
131/499 4.32G 0.01003 0.009038 0.003799 79 640: 63%|######3 | 106/168 [00:19<00:11, 5.23it/s]
131/499 4.32G 0.01004 0.00905 0.003811 82 640: 63%|######3 | 106/168 [00:20<00:11, 5.23it/s]
131/499 4.32G 0.01004 0.00905 0.003811 82 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s]
131/499 4.32G 0.01003 0.009058 0.003818 76 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s]
131/499 4.32G 0.01003 0.009058 0.003818 76 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s]
131/499 4.32G 0.01004 0.009059 0.003807 69 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s]
131/499 4.32G 0.01004 0.009059 0.003807 69 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s]
131/499 4.32G 0.01003 0.009057 0.003803 72 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s]
131/499 4.32G 0.01003 0.009057 0.003803 72 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s]
131/499 4.32G 0.01004 0.009047 0.003811 65 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s]
131/499 4.32G 0.01004 0.009047 0.003811 65 640: 66%|######6 | 111/168 [00:20<00:10, 5.39it/s]
131/499 4.32G 0.01003 0.009037 0.003794 68 640: 66%|######6 | 111/168 [00:21<00:10, 5.39it/s]
131/499 4.32G 0.01003 0.009037 0.003794 68 640: 67%|######6 | 112/168 [00:21<00:10, 5.25it/s]
131/499 4.32G 0.01003 0.009048 0.003791 75 640: 67%|######6 | 112/168 [00:21<00:10, 5.25it/s]
131/499 4.32G 0.01003 0.009048 0.003791 75 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s]
131/499 4.32G 0.01003 0.009049 0.003782 62 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s]
131/499 4.32G 0.01003 0.009049 0.003782 62 640: 68%|######7 | 114/168 [00:21<00:10, 5.31it/s]
131/499 4.32G 0.01001 0.009031 0.003782 64 640: 68%|######7 | 114/168 [00:21<00:10, 5.31it/s]
131/499 4.32G 0.01001 0.009031 0.003782 64 640: 68%|######8 | 115/168 [00:21<00:10, 5.19it/s]
131/499 4.32G 0.01003 0.00903 0.00377 58 640: 68%|######8 | 115/168 [00:21<00:10, 5.19it/s]
131/499 4.32G 0.01003 0.00903 0.00377 58 640: 69%|######9 | 116/168 [00:21<00:09, 5.26it/s]
131/499 4.32G 0.01001 0.009025 0.003767 74 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s]
131/499 4.32G 0.01001 0.009025 0.003767 74 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s]
131/499 4.32G 0.01001 0.009018 0.003761 57 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s]
131/499 4.32G 0.01001 0.009018 0.003761 57 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s]
131/499 4.32G 0.01001 0.009015 0.003766 72 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s]
131/499 4.32G 0.01001 0.009015 0.003766 72 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s]
131/499 4.32G 0.01001 0.009031 0.003783 74 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s]
131/499 4.32G 0.01001 0.009031 0.003783 74 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s]
131/499 4.32G 0.01001 0.009018 0.003808 67 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s]
131/499 4.32G 0.01001 0.009018 0.003808 67 640: 72%|#######2 | 121/168 [00:22<00:08, 5.22it/s]
131/499 4.32G 0.01 0.009012 0.003837 69 640: 72%|#######2 | 121/168 [00:22<00:08, 5.22it/s]
131/499 4.32G 0.01 0.009012 0.003837 69 640: 73%|#######2 | 122/168 [00:22<00:08, 5.32it/s]
131/499 4.32G 0.01 0.009015 0.003826 74 640: 73%|#######2 | 122/168 [00:23<00:08, 5.32it/s]
131/499 4.32G 0.01 0.009015 0.003826 74 640: 73%|#######3 | 123/168 [00:23<00:08, 5.39it/s]
131/499 4.32G 0.01001 0.009014 0.003826 74 640: 73%|#######3 | 123/168 [00:23<00:08, 5.39it/s]
131/499 4.32G 0.01001 0.009014 0.003826 74 640: 74%|#######3 | 124/168 [00:23<00:08, 5.14it/s]
131/499 4.32G 0.01 0.009025 0.003821 73 640: 74%|#######3 | 124/168 [00:23<00:08, 5.14it/s]
131/499 4.32G 0.01 0.009025 0.003821 73 640: 74%|#######4 | 125/168 [00:23<00:08, 5.19it/s]
131/499 4.32G 0.01001 0.009031 0.003818 69 640: 74%|#######4 | 125/168 [00:23<00:08, 5.19it/s]
131/499 4.32G 0.01001 0.009031 0.003818 69 640: 75%|#######5 | 126/168 [00:23<00:08, 5.19it/s]
131/499 4.32G 0.009991 0.009032 0.003813 78 640: 75%|#######5 | 126/168 [00:23<00:08, 5.19it/s]
131/499 4.32G 0.009991 0.009032 0.003813 78 640: 76%|#######5 | 127/168 [00:23<00:08, 5.11it/s]
131/499 4.32G 0.009982 0.009035 0.003802 80 640: 76%|#######5 | 127/168 [00:24<00:08, 5.11it/s]
131/499 4.32G 0.009982 0.009035 0.003802 80 640: 76%|#######6 | 128/168 [00:24<00:07, 5.23it/s]
131/499 4.32G 0.009975 0.00905 0.00383 87 640: 76%|#######6 | 128/168 [00:24<00:07, 5.23it/s]
131/499 4.32G 0.009975 0.00905 0.00383 87 640: 77%|#######6 | 129/168 [00:24<00:07, 5.32it/s]
131/499 4.32G 0.009973 0.009029 0.003838 54 640: 77%|#######6 | 129/168 [00:24<00:07, 5.32it/s]
131/499 4.32G 0.009973 0.009029 0.003838 54 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s]
131/499 4.32G 0.009973 0.009031 0.003839 79 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s]
131/499 4.32G 0.009973 0.009031 0.003839 79 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s]
131/499 4.32G 0.009983 0.009044 0.003854 65 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s]
131/499 4.32G 0.009983 0.009044 0.003854 65 640: 79%|#######8 | 132/168 [00:24<00:06, 5.38it/s]
131/499 4.32G 0.009976 0.009026 0.003839 41 640: 79%|#######8 | 132/168 [00:25<00:06, 5.38it/s]
131/499 4.32G 0.009976 0.009026 0.003839 41 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s]
131/499 4.32G 0.009972 0.009027 0.003864 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s]
131/499 4.32G 0.009972 0.009027 0.003864 65 640: 80%|#######9 | 134/168 [00:25<00:06, 5.33it/s]
131/499 4.32G 0.009971 0.00902 0.003869 66 640: 80%|#######9 | 134/168 [00:25<00:06, 5.33it/s]
131/499 4.32G 0.009971 0.00902 0.003869 66 640: 80%|######## | 135/168 [00:25<00:06, 5.40it/s]
131/499 4.32G 0.009971 0.009031 0.003864 83 640: 80%|######## | 135/168 [00:25<00:06, 5.40it/s]
131/499 4.32G 0.009971 0.009031 0.003864 83 640: 81%|######## | 136/168 [00:25<00:06, 5.24it/s]
131/499 4.32G 0.009972 0.009041 0.003841 75 640: 81%|######## | 136/168 [00:25<00:06, 5.24it/s]
131/499 4.32G 0.009972 0.009041 0.003841 75 640: 82%|########1 | 137/168 [00:25<00:05, 5.33it/s]
131/499 4.32G 0.009955 0.009013 0.003861 53 640: 82%|########1 | 137/168 [00:26<00:05, 5.33it/s]
131/499 4.32G 0.009955 0.009013 0.003861 53 640: 82%|########2 | 138/168 [00:26<00:05, 5.40it/s]
131/499 4.32G 0.009952 0.009016 0.003876 69 640: 82%|########2 | 138/168 [00:26<00:05, 5.40it/s]
131/499 4.32G 0.009952 0.009016 0.003876 69 640: 83%|########2 | 139/168 [00:26<00:05, 5.25it/s]
131/499 4.32G 0.00995 0.009009 0.003873 61 640: 83%|########2 | 139/168 [00:26<00:05, 5.25it/s]
131/499 4.32G 0.00995 0.009009 0.003873 61 640: 83%|########3 | 140/168 [00:26<00:05, 5.34it/s]
131/499 4.32G 0.009947 0.009024 0.003888 73 640: 83%|########3 | 140/168 [00:26<00:05, 5.34it/s]
131/499 4.32G 0.009947 0.009024 0.003888 73 640: 84%|########3 | 141/168 [00:26<00:04, 5.40it/s]
131/499 4.32G 0.009951 0.009028 0.00391 69 640: 84%|########3 | 141/168 [00:26<00:04, 5.40it/s]
131/499 4.32G 0.009951 0.009028 0.00391 69 640: 85%|########4 | 142/168 [00:26<00:04, 5.26it/s]
131/499 4.32G 0.009947 0.009027 0.003892 73 640: 85%|########4 | 142/168 [00:26<00:04, 5.26it/s]
131/499 4.32G 0.009947 0.009027 0.003892 73 640: 85%|########5 | 143/168 [00:26<00:04, 5.30it/s]
131/499 4.32G 0.009963 0.009023 0.003952 55 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s]
131/499 4.32G 0.009963 0.009023 0.003952 55 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s]
131/499 4.32G 0.009961 0.009024 0.003976 72 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s]
131/499 4.32G 0.009961 0.009024 0.003976 72 640: 86%|########6 | 145/168 [00:27<00:04, 5.25it/s]
131/499 4.32G 0.009961 0.009022 0.003966 70 640: 86%|########6 | 145/168 [00:27<00:04, 5.25it/s]
131/499 4.32G 0.009961 0.009022 0.003966 70 640: 87%|########6 | 146/168 [00:27<00:04, 5.33it/s]
131/499 4.32G 0.00997 0.00903 0.003965 75 640: 87%|########6 | 146/168 [00:27<00:04, 5.33it/s]
131/499 4.32G 0.00997 0.00903 0.003965 75 640: 88%|########7 | 147/168 [00:27<00:03, 5.38it/s]
131/499 4.32G 0.009972 0.009022 0.003968 64 640: 88%|########7 | 147/168 [00:27<00:03, 5.38it/s]
131/499 4.32G 0.009972 0.009022 0.003968 64 640: 88%|########8 | 148/168 [00:27<00:03, 5.22it/s]
131/499 4.32G 0.009969 0.009022 0.003975 78 640: 88%|########8 | 148/168 [00:28<00:03, 5.22it/s]
131/499 4.32G 0.009969 0.009022 0.003975 78 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s]
131/499 4.32G 0.009972 0.009042 0.003962 87 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s]
131/499 4.32G 0.009972 0.009042 0.003962 87 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s]
131/499 4.32G 0.00997 0.009044 0.003969 71 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s]
131/499 4.32G 0.00997 0.009044 0.003969 71 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s]
131/499 4.32G 0.009971 0.009041 0.003953 63 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s]
131/499 4.32G 0.009971 0.009041 0.003953 63 640: 90%|######### | 152/168 [00:28<00:03, 5.31it/s]
131/499 4.32G 0.009979 0.009052 0.003945 75 640: 90%|######### | 152/168 [00:28<00:03, 5.31it/s]
131/499 4.32G 0.009979 0.009052 0.003945 75 640: 91%|#########1| 153/168 [00:28<00:02, 5.40it/s]
131/499 4.32G 0.009981 0.009053 0.003963 66 640: 91%|#########1| 153/168 [00:29<00:02, 5.40it/s]
131/499 4.32G 0.009981 0.009053 0.003963 66 640: 92%|#########1| 154/168 [00:29<00:02, 5.25it/s]
131/499 4.32G 0.009983 0.009047 0.003949 59 640: 92%|#########1| 154/168 [00:29<00:02, 5.25it/s]
131/499 4.32G 0.009983 0.009047 0.003949 59 640: 92%|#########2| 155/168 [00:29<00:02, 5.33it/s]
131/499 4.32G 0.009983 0.009067 0.003941 87 640: 92%|#########2| 155/168 [00:29<00:02, 5.33it/s]
131/499 4.32G 0.009983 0.009067 0.003941 87 640: 93%|#########2| 156/168 [00:29<00:02, 5.39it/s]
131/499 4.32G 0.009982 0.009075 0.003943 81 640: 93%|#########2| 156/168 [00:29<00:02, 5.39it/s]
131/499 4.32G 0.009982 0.009075 0.003943 81 640: 93%|#########3| 157/168 [00:29<00:02, 5.14it/s]
131/499 4.32G 0.009977 0.009079 0.00394 70 640: 93%|#########3| 157/168 [00:29<00:02, 5.14it/s]
131/499 4.32G 0.009977 0.009079 0.00394 70 640: 94%|#########4| 158/168 [00:29<00:01, 5.26it/s]
131/499 4.32G 0.009969 0.009073 0.003939 58 640: 94%|#########4| 158/168 [00:29<00:01, 5.26it/s]
131/499 4.32G 0.009969 0.009073 0.003939 58 640: 95%|#########4| 159/168 [00:29<00:01, 5.32it/s]
131/499 4.32G 0.009966 0.009064 0.003942 65 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s]
131/499 4.32G 0.009966 0.009064 0.003942 65 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s]
131/499 4.32G 0.009977 0.009064 0.003936 65 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s]
131/499 4.32G 0.009977 0.009064 0.003936 65 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
131/499 4.32G 0.009974 0.009067 0.003944 80 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
131/499 4.32G 0.009974 0.009067 0.003944 80 640: 96%|#########6| 162/168 [00:30<00:01, 5.31it/s]
131/499 4.32G 0.009984 0.009066 0.003947 70 640: 96%|#########6| 162/168 [00:30<00:01, 5.31it/s]
131/499 4.32G 0.009984 0.009066 0.003947 70 640: 97%|#########7| 163/168 [00:30<00:00, 5.16it/s]
131/499 4.32G 0.00998 0.009057 0.00399 63 640: 97%|#########7| 163/168 [00:30<00:00, 5.16it/s]
131/499 4.32G 0.00998 0.009057 0.00399 63 640: 98%|#########7| 164/168 [00:30<00:00, 5.28it/s]
131/499 4.32G 0.009984 0.009076 0.003985 89 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s]
131/499 4.32G 0.009984 0.009076 0.003985 89 640: 98%|#########8| 165/168 [00:31<00:00, 5.30it/s]
131/499 4.32G 0.009984 0.009071 0.003982 62 640: 98%|#########8| 165/168 [00:31<00:00, 5.30it/s]
131/499 4.32G 0.009984 0.009071 0.003982 62 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s]
131/499 4.32G 0.009987 0.009068 0.003976 76 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s]
131/499 4.32G 0.009987 0.009068 0.003976 76 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s]
131/499 4.32G 0.009981 0.009072 0.003989 47 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s]
131/499 4.32G 0.009981 0.009072 0.003989 47 640: 100%|##########| 168/168 [00:31<00:00, 5.47it/s]
131/499 4.32G 0.009981 0.009072 0.003989 47 640: 100%|##########| 168/168 [00:31<00:00, 5.30it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s]
all 132 263 0.865 0.875 0.907 0.769
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
132/499 4.32G 0.009434 0.008521 0.004833 85 640: 0%| | 0/168 [00:00<?, ?it/s]
132/499 4.32G 0.009434 0.008521 0.004833 85 640: 1%| | 1/168 [00:00<00:35, 4.77it/s]
132/499 4.32G 0.01036 0.008536 0.004205 61 640: 1%| | 1/168 [00:00<00:35, 4.77it/s]
132/499 4.32G 0.01036 0.008536 0.004205 61 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s]
132/499 4.32G 0.01013 0.008883 0.003936 77 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s]
132/499 4.32G 0.01013 0.008883 0.003936 77 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s]
132/499 4.32G 0.01014 0.008738 0.003647 61 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s]
132/499 4.32G 0.01014 0.008738 0.003647 61 640: 2%|2 | 4/168 [00:00<00:31, 5.20it/s]
132/499 4.32G 0.01025 0.008514 0.003663 57 640: 2%|2 | 4/168 [00:00<00:31, 5.20it/s]
132/499 4.32G 0.01025 0.008514 0.003663 57 640: 3%|2 | 5/168 [00:00<00:30, 5.32it/s]
132/499 4.32G 0.01009 0.00835 0.003818 65 640: 3%|2 | 5/168 [00:01<00:30, 5.32it/s]
132/499 4.32G 0.01009 0.00835 0.003818 65 640: 4%|3 | 6/168 [00:01<00:30, 5.38it/s]
132/499 4.32G 0.01014 0.008592 0.00384 74 640: 4%|3 | 6/168 [00:01<00:30, 5.38it/s]
132/499 4.32G 0.01014 0.008592 0.00384 74 640: 4%|4 | 7/168 [00:01<00:30, 5.23it/s]
132/499 4.32G 0.009991 0.00849 0.003951 64 640: 4%|4 | 7/168 [00:01<00:30, 5.23it/s]
132/499 4.32G 0.009991 0.00849 0.003951 64 640: 5%|4 | 8/168 [00:01<00:30, 5.32it/s]
132/499 4.32G 0.009995 0.008632 0.003882 75 640: 5%|4 | 8/168 [00:01<00:30, 5.32it/s]
132/499 4.32G 0.009995 0.008632 0.003882 75 640: 5%|5 | 9/168 [00:01<00:29, 5.33it/s]
132/499 4.32G 0.009946 0.00858 0.003617 68 640: 5%|5 | 9/168 [00:01<00:29, 5.33it/s]
132/499 4.32G 0.009946 0.00858 0.003617 68 640: 6%|5 | 10/168 [00:01<00:30, 5.19it/s]
132/499 4.32G 0.01021 0.008488 0.003677 62 640: 6%|5 | 10/168 [00:02<00:30, 5.19it/s]
132/499 4.32G 0.01021 0.008488 0.003677 62 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s]
132/499 4.32G 0.01015 0.008542 0.0038 72 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s]
132/499 4.32G 0.01015 0.008542 0.0038 72 640: 7%|7 | 12/168 [00:02<00:29, 5.27it/s]
132/499 4.32G 0.01007 0.00873 0.003675 89 640: 7%|7 | 12/168 [00:02<00:29, 5.27it/s]
132/499 4.32G 0.01007 0.00873 0.003675 89 640: 8%|7 | 13/168 [00:02<00:29, 5.17it/s]
132/499 4.32G 0.01009 0.008556 0.003571 51 640: 8%|7 | 13/168 [00:02<00:29, 5.17it/s]
132/499 4.32G 0.01009 0.008556 0.003571 51 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s]
132/499 4.32G 0.01006 0.008728 0.00366 87 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s]
132/499 4.32G 0.01006 0.008728 0.00366 87 640: 9%|8 | 15/168 [00:02<00:28, 5.35it/s]
132/499 4.32G 0.01001 0.00874 0.003605 65 640: 9%|8 | 15/168 [00:03<00:28, 5.35it/s]
132/499 4.32G 0.01001 0.00874 0.003605 65 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s]
132/499 4.32G 0.009972 0.008703 0.003526 57 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s]
132/499 4.32G 0.009972 0.008703 0.003526 57 640: 10%|# | 17/168 [00:03<00:28, 5.35it/s]
132/499 4.32G 0.009922 0.008688 0.003482 61 640: 10%|# | 17/168 [00:03<00:28, 5.35it/s]
132/499 4.32G 0.009922 0.008688 0.003482 61 640: 11%|# | 18/168 [00:03<00:27, 5.39it/s]
132/499 4.32G 0.009987 0.00873 0.003403 73 640: 11%|# | 18/168 [00:03<00:27, 5.39it/s]
132/499 4.32G 0.009987 0.00873 0.003403 73 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s]
132/499 4.32G 0.01012 0.008793 0.003344 62 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s]
132/499 4.32G 0.01012 0.008793 0.003344 62 640: 12%|#1 | 20/168 [00:03<00:27, 5.32it/s]
132/499 4.32G 0.01016 0.008851 0.003315 74 640: 12%|#1 | 20/168 [00:03<00:27, 5.32it/s]
132/499 4.32G 0.01016 0.008851 0.003315 74 640: 12%|#2 | 21/168 [00:03<00:27, 5.38it/s]
132/499 4.32G 0.01012 0.008931 0.003356 83 640: 12%|#2 | 21/168 [00:04<00:27, 5.38it/s]
132/499 4.32G 0.01012 0.008931 0.003356 83 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s]
132/499 4.32G 0.01013 0.008968 0.003333 71 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s]
132/499 4.32G 0.01013 0.008968 0.003333 71 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s]
132/499 4.32G 0.01018 0.009032 0.003257 74 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s]
132/499 4.32G 0.01018 0.009032 0.003257 74 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s]
132/499 4.32G 0.01021 0.009025 0.003195 66 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s]
132/499 4.32G 0.01021 0.009025 0.003195 66 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s]
132/499 4.32G 0.01018 0.009007 0.003298 59 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s]
132/499 4.32G 0.01018 0.009007 0.003298 59 640: 15%|#5 | 26/168 [00:04<00:26, 5.28it/s]
132/499 4.32G 0.01012 0.008958 0.003211 51 640: 15%|#5 | 26/168 [00:05<00:26, 5.28it/s]
132/499 4.32G 0.01012 0.008958 0.003211 51 640: 16%|#6 | 27/168 [00:05<00:26, 5.27it/s]
132/499 4.32G 0.01007 0.008991 0.003168 78 640: 16%|#6 | 27/168 [00:05<00:26, 5.27it/s]
132/499 4.32G 0.01007 0.008991 0.003168 78 640: 17%|#6 | 28/168 [00:05<00:27, 5.15it/s]
132/499 4.32G 0.01008 0.009027 0.003251 70 640: 17%|#6 | 28/168 [00:05<00:27, 5.15it/s]
132/499 4.32G 0.01008 0.009027 0.003251 70 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s]
132/499 4.32G 0.01009 0.009049 0.003255 63 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s]
132/499 4.32G 0.01009 0.009049 0.003255 63 640: 18%|#7 | 30/168 [00:05<00:25, 5.33it/s]
132/499 4.32G 0.01004 0.009065 0.003186 66 640: 18%|#7 | 30/168 [00:05<00:25, 5.33it/s]
132/499 4.32G 0.01004 0.009065 0.003186 66 640: 18%|#8 | 31/168 [00:05<00:26, 5.20it/s]
132/499 4.32G 0.01006 0.009115 0.003178 73 640: 18%|#8 | 31/168 [00:06<00:26, 5.20it/s]
132/499 4.32G 0.01006 0.009115 0.003178 73 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s]
132/499 4.32G 0.01002 0.009095 0.003204 75 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s]
132/499 4.32G 0.01002 0.009095 0.003204 75 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
132/499 4.32G 0.009958 0.009091 0.00322 65 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
132/499 4.32G 0.009958 0.009091 0.00322 65 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s]
132/499 4.32G 0.01 0.009013 0.003256 46 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s]
132/499 4.32G 0.01 0.009013 0.003256 46 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s]
132/499 4.32G 0.009981 0.009071 0.003276 85 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s]
132/499 4.32G 0.009981 0.009071 0.003276 85 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s]
132/499 4.32G 0.00998 0.009113 0.003327 74 640: 21%|##1 | 36/168 [00:07<00:24, 5.33it/s]
132/499 4.32G 0.00998 0.009113 0.003327 74 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s]
132/499 4.32G 0.00999 0.009083 0.003312 56 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s]
132/499 4.32G 0.00999 0.009083 0.003312 56 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s]
132/499 4.32G 0.009978 0.009091 0.003315 69 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s]
132/499 4.32G 0.009978 0.009091 0.003315 69 640: 23%|##3 | 39/168 [00:07<00:23, 5.39it/s]
132/499 4.32G 0.009962 0.009096 0.003325 69 640: 23%|##3 | 39/168 [00:07<00:23, 5.39it/s]
132/499 4.32G 0.009962 0.009096 0.003325 69 640: 24%|##3 | 40/168 [00:07<00:24, 5.23it/s]
132/499 4.32G 0.009963 0.009137 0.003382 76 640: 24%|##3 | 40/168 [00:07<00:24, 5.23it/s]
132/499 4.32G 0.009963 0.009137 0.003382 76 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
132/499 4.32G 0.01001 0.009145 0.003335 64 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
132/499 4.32G 0.01001 0.009145 0.003335 64 640: 25%|##5 | 42/168 [00:07<00:23, 5.31it/s]
132/499 4.32G 0.01004 0.009153 0.003327 69 640: 25%|##5 | 42/168 [00:08<00:23, 5.31it/s]
132/499 4.32G 0.01004 0.009153 0.003327 69 640: 26%|##5 | 43/168 [00:08<00:24, 5.17it/s]
132/499 4.32G 0.01005 0.00916 0.003319 66 640: 26%|##5 | 43/168 [00:08<00:24, 5.17it/s]
132/499 4.32G 0.01005 0.00916 0.003319 66 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s]
132/499 4.32G 0.01001 0.009187 0.003317 85 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s]
132/499 4.32G 0.01001 0.009187 0.003317 85 640: 27%|##6 | 45/168 [00:08<00:23, 5.35it/s]
132/499 4.32G 0.01001 0.009192 0.003338 67 640: 27%|##6 | 45/168 [00:08<00:23, 5.35it/s]
132/499 4.32G 0.01001 0.009192 0.003338 67 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s]
132/499 4.32G 0.01001 0.009195 0.003326 67 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s]
132/499 4.32G 0.01001 0.009195 0.003326 67 640: 28%|##7 | 47/168 [00:08<00:23, 5.23it/s]
132/499 4.32G 0.009996 0.009192 0.003377 68 640: 28%|##7 | 47/168 [00:09<00:23, 5.23it/s]
132/499 4.32G 0.009996 0.009192 0.003377 68 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s]
132/499 4.32G 0.00999 0.009165 0.003377 66 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s]
132/499 4.32G 0.00999 0.009165 0.003377 66 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s]
132/499 4.32G 0.009983 0.009128 0.00334 59 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s]
132/499 4.32G 0.009983 0.009128 0.00334 59 640: 30%|##9 | 50/168 [00:09<00:22, 5.32it/s]
132/499 4.32G 0.009952 0.009104 0.003384 65 640: 30%|##9 | 50/168 [00:09<00:22, 5.32it/s]
132/499 4.32G 0.009952 0.009104 0.003384 65 640: 30%|### | 51/168 [00:09<00:21, 5.38it/s]
132/499 4.32G 0.009942 0.009126 0.003351 78 640: 30%|### | 51/168 [00:09<00:21, 5.38it/s]
132/499 4.32G 0.009942 0.009126 0.003351 78 640: 31%|### | 52/168 [00:09<00:22, 5.22it/s]
132/499 4.32G 0.009952 0.009145 0.003372 72 640: 31%|### | 52/168 [00:10<00:22, 5.22it/s]
132/499 4.32G 0.009952 0.009145 0.003372 72 640: 32%|###1 | 53/168 [00:10<00:21, 5.32it/s]
132/499 4.32G 0.009982 0.009149 0.003379 60 640: 32%|###1 | 53/168 [00:10<00:21, 5.32it/s]
132/499 4.32G 0.009982 0.009149 0.003379 60 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s]
132/499 4.32G 0.009995 0.009157 0.003362 69 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s]
132/499 4.32G 0.009995 0.009157 0.003362 69 640: 33%|###2 | 55/168 [00:10<00:21, 5.26it/s]
132/499 4.32G 0.009985 0.009162 0.003331 73 640: 33%|###2 | 55/168 [00:10<00:21, 5.26it/s]
132/499 4.32G 0.009985 0.009162 0.003331 73 640: 33%|###3 | 56/168 [00:10<00:21, 5.33it/s]
132/499 4.32G 0.01 0.009204 0.003307 82 640: 33%|###3 | 56/168 [00:10<00:21, 5.33it/s]
132/499 4.32G 0.01 0.009204 0.003307 82 640: 34%|###3 | 57/168 [00:10<00:20, 5.39it/s]
132/499 4.32G 0.01 0.009233 0.003276 75 640: 34%|###3 | 57/168 [00:10<00:20, 5.39it/s]
132/499 4.32G 0.01 0.009233 0.003276 75 640: 35%|###4 | 58/168 [00:10<00:20, 5.25it/s]
132/499 4.32G 0.01 0.009257 0.003253 70 640: 35%|###4 | 58/168 [00:11<00:20, 5.25it/s]
132/499 4.32G 0.01 0.009257 0.003253 70 640: 35%|###5 | 59/168 [00:11<00:20, 5.34it/s]
132/499 4.32G 0.01002 0.00923 0.00326 50 640: 35%|###5 | 59/168 [00:11<00:20, 5.34it/s]
132/499 4.32G 0.01002 0.00923 0.00326 50 640: 36%|###5 | 60/168 [00:11<00:19, 5.40it/s]
132/499 4.32G 0.01001 0.009236 0.003289 75 640: 36%|###5 | 60/168 [00:11<00:19, 5.40it/s]
132/499 4.32G 0.01001 0.009236 0.003289 75 640: 36%|###6 | 61/168 [00:11<00:20, 5.27it/s]
132/499 4.32G 0.009986 0.009227 0.003287 79 640: 36%|###6 | 61/168 [00:11<00:20, 5.27it/s]
132/499 4.32G 0.009986 0.009227 0.003287 79 640: 37%|###6 | 62/168 [00:11<00:19, 5.36it/s]
132/499 4.32G 0.01002 0.009244 0.003321 62 640: 37%|###6 | 62/168 [00:11<00:19, 5.36it/s]
132/499 4.32G 0.01002 0.009244 0.003321 62 640: 38%|###7 | 63/168 [00:11<00:19, 5.39it/s]
132/499 4.32G 0.01 0.009224 0.003324 58 640: 38%|###7 | 63/168 [00:12<00:19, 5.39it/s]
132/499 4.32G 0.01 0.009224 0.003324 58 640: 38%|###8 | 64/168 [00:12<00:19, 5.23it/s]
132/499 4.32G 0.01001 0.009212 0.003288 56 640: 38%|###8 | 64/168 [00:12<00:19, 5.23it/s]
132/499 4.32G 0.01001 0.009212 0.003288 56 640: 39%|###8 | 65/168 [00:12<00:19, 5.33it/s]
132/499 4.32G 0.01 0.00921 0.003274 73 640: 39%|###8 | 65/168 [00:12<00:19, 5.33it/s]
132/499 4.32G 0.01 0.00921 0.003274 73 640: 39%|###9 | 66/168 [00:12<00:18, 5.40it/s]
132/499 4.32G 0.01002 0.00922 0.003269 69 640: 39%|###9 | 66/168 [00:12<00:18, 5.40it/s]
132/499 4.32G 0.01002 0.00922 0.003269 69 640: 40%|###9 | 67/168 [00:12<00:19, 5.25it/s]
132/499 4.32G 0.01004 0.009235 0.003255 74 640: 40%|###9 | 67/168 [00:12<00:19, 5.25it/s]
132/499 4.32G 0.01004 0.009235 0.003255 74 640: 40%|#### | 68/168 [00:12<00:18, 5.31it/s]
132/499 4.32G 0.01006 0.009239 0.003303 55 640: 40%|#### | 68/168 [00:13<00:18, 5.31it/s]
132/499 4.32G 0.01006 0.009239 0.003303 55 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
132/499 4.32G 0.01007 0.009225 0.003339 60 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
132/499 4.32G 0.01007 0.009225 0.003339 60 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s]
132/499 4.32G 0.01005 0.009218 0.003343 76 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s]
132/499 4.32G 0.01005 0.009218 0.003343 76 640: 42%|####2 | 71/168 [00:13<00:18, 5.31it/s]
132/499 4.32G 0.01004 0.009234 0.003355 75 640: 42%|####2 | 71/168 [00:13<00:18, 5.31it/s]
132/499 4.32G 0.01004 0.009234 0.003355 75 640: 43%|####2 | 72/168 [00:13<00:17, 5.38it/s]
132/499 4.32G 0.01005 0.009232 0.003334 55 640: 43%|####2 | 72/168 [00:13<00:17, 5.38it/s]
132/499 4.32G 0.01005 0.009232 0.003334 55 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s]
132/499 4.32G 0.01004 0.009218 0.003324 67 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s]
132/499 4.32G 0.01004 0.009218 0.003324 67 640: 44%|####4 | 74/168 [00:13<00:17, 5.30it/s]
132/499 4.32G 0.01005 0.009193 0.003308 63 640: 44%|####4 | 74/168 [00:14<00:17, 5.30it/s]
132/499 4.32G 0.01005 0.009193 0.003308 63 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s]
132/499 4.32G 0.01007 0.009214 0.003304 84 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s]
132/499 4.32G 0.01007 0.009214 0.003304 84 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s]
132/499 4.32G 0.01007 0.009248 0.00329 78 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s]
132/499 4.32G 0.01007 0.009248 0.00329 78 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s]
132/499 4.32G 0.01008 0.009215 0.003271 50 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s]
132/499 4.32G 0.01008 0.009215 0.003271 50 640: 46%|####6 | 78/168 [00:14<00:16, 5.33it/s]
132/499 4.32G 0.01006 0.009229 0.003248 83 640: 46%|####6 | 78/168 [00:14<00:16, 5.33it/s]
132/499 4.32G 0.01006 0.009229 0.003248 83 640: 47%|####7 | 79/168 [00:14<00:17, 5.20it/s]
132/499 4.32G 0.01007 0.009216 0.003279 72 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s]
132/499 4.32G 0.01007 0.009216 0.003279 72 640: 48%|####7 | 80/168 [00:15<00:16, 5.28it/s]
132/499 4.32G 0.01006 0.0092 0.003298 66 640: 48%|####7 | 80/168 [00:15<00:16, 5.28it/s]
132/499 4.32G 0.01006 0.0092 0.003298 66 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s]
132/499 4.32G 0.01008 0.009197 0.003288 59 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s]
132/499 4.32G 0.01008 0.009197 0.003288 59 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s]
132/499 4.32G 0.01009 0.009187 0.003306 65 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s]
132/499 4.32G 0.01009 0.009187 0.003306 65 640: 49%|####9 | 83/168 [00:15<00:16, 5.26it/s]
132/499 4.32G 0.01009 0.009181 0.003282 59 640: 49%|####9 | 83/168 [00:15<00:16, 5.26it/s]
132/499 4.32G 0.01009 0.009181 0.003282 59 640: 50%|##### | 84/168 [00:15<00:15, 5.34it/s]
132/499 4.32G 0.01011 0.009189 0.003358 61 640: 50%|##### | 84/168 [00:16<00:15, 5.34it/s]
132/499 4.32G 0.01011 0.009189 0.003358 61 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
132/499 4.32G 0.01009 0.009191 0.003342 77 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
132/499 4.32G 0.01009 0.009191 0.003342 77 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s]
132/499 4.32G 0.01009 0.009179 0.003405 57 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s]
132/499 4.32G 0.01009 0.009179 0.003405 57 640: 52%|#####1 | 87/168 [00:16<00:15, 5.37it/s]
132/499 4.32G 0.01009 0.009182 0.003405 63 640: 52%|#####1 | 87/168 [00:16<00:15, 5.37it/s]
132/499 4.32G 0.01009 0.009182 0.003405 63 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s]
132/499 4.32G 0.01009 0.009183 0.003428 74 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s]
132/499 4.32G 0.01009 0.009183 0.003428 74 640: 53%|#####2 | 89/168 [00:16<00:14, 5.29it/s]
132/499 4.32G 0.01008 0.009183 0.003457 68 640: 53%|#####2 | 89/168 [00:17<00:14, 5.29it/s]
132/499 4.32G 0.01008 0.009183 0.003457 68 640: 54%|#####3 | 90/168 [00:17<00:14, 5.39it/s]
132/499 4.32G 0.01007 0.009204 0.003453 89 640: 54%|#####3 | 90/168 [00:17<00:14, 5.39it/s]
132/499 4.32G 0.01007 0.009204 0.003453 89 640: 54%|#####4 | 91/168 [00:17<00:14, 5.26it/s]
132/499 4.32G 0.01007 0.009193 0.003433 69 640: 54%|#####4 | 91/168 [00:17<00:14, 5.26it/s]
132/499 4.32G 0.01007 0.009193 0.003433 69 640: 55%|#####4 | 92/168 [00:17<00:14, 5.35it/s]
132/499 4.32G 0.01007 0.009179 0.003421 62 640: 55%|#####4 | 92/168 [00:17<00:14, 5.35it/s]
132/499 4.32G 0.01007 0.009179 0.003421 62 640: 55%|#####5 | 93/168 [00:17<00:13, 5.42it/s]
132/499 4.32G 0.01008 0.009183 0.003412 79 640: 55%|#####5 | 93/168 [00:17<00:13, 5.42it/s]
132/499 4.32G 0.01008 0.009183 0.003412 79 640: 56%|#####5 | 94/168 [00:17<00:14, 5.27it/s]
132/499 4.32G 0.01007 0.009177 0.003411 62 640: 56%|#####5 | 94/168 [00:17<00:14, 5.27it/s]
132/499 4.32G 0.01007 0.009177 0.003411 62 640: 57%|#####6 | 95/168 [00:17<00:13, 5.34it/s]
132/499 4.32G 0.01006 0.009199 0.003409 78 640: 57%|#####6 | 95/168 [00:18<00:13, 5.34it/s]
132/499 4.32G 0.01006 0.009199 0.003409 78 640: 57%|#####7 | 96/168 [00:18<00:13, 5.41it/s]
132/499 4.32G 0.01006 0.009188 0.003442 69 640: 57%|#####7 | 96/168 [00:18<00:13, 5.41it/s]
132/499 4.32G 0.01006 0.009188 0.003442 69 640: 58%|#####7 | 97/168 [00:18<00:13, 5.27it/s]
132/499 4.32G 0.01005 0.009182 0.003427 62 640: 58%|#####7 | 97/168 [00:18<00:13, 5.27it/s]
132/499 4.32G 0.01005 0.009182 0.003427 62 640: 58%|#####8 | 98/168 [00:18<00:13, 5.23it/s]
132/499 4.32G 0.01004 0.009174 0.003423 69 640: 58%|#####8 | 98/168 [00:18<00:13, 5.23it/s]
132/499 4.32G 0.01004 0.009174 0.003423 69 640: 59%|#####8 | 99/168 [00:18<00:12, 5.34it/s]
132/499 4.32G 0.01003 0.009175 0.003436 74 640: 59%|#####8 | 99/168 [00:18<00:12, 5.34it/s]
132/499 4.32G 0.01003 0.009175 0.003436 74 640: 60%|#####9 | 100/168 [00:18<00:13, 5.23it/s]
132/499 4.32G 0.01002 0.00916 0.003429 68 640: 60%|#####9 | 100/168 [00:19<00:13, 5.23it/s]
132/499 4.32G 0.01002 0.00916 0.003429 68 640: 60%|###### | 101/168 [00:19<00:12, 5.34it/s]
132/499 4.32G 0.01001 0.009147 0.003432 56 640: 60%|###### | 101/168 [00:19<00:12, 5.34it/s]
132/499 4.32G 0.01001 0.009147 0.003432 56 640: 61%|###### | 102/168 [00:19<00:12, 5.40it/s]
132/499 4.32G 0.01001 0.00913 0.003411 57 640: 61%|###### | 102/168 [00:19<00:12, 5.40it/s]
132/499 4.32G 0.01001 0.00913 0.003411 57 640: 61%|######1 | 103/168 [00:19<00:12, 5.25it/s]
132/499 4.32G 0.01 0.009124 0.003389 71 640: 61%|######1 | 103/168 [00:19<00:12, 5.25it/s]
132/499 4.32G 0.01 0.009124 0.003389 71 640: 62%|######1 | 104/168 [00:19<00:11, 5.35it/s]
132/499 4.32G 0.01002 0.009136 0.003382 71 640: 62%|######1 | 104/168 [00:19<00:11, 5.35it/s]
132/499 4.32G 0.01002 0.009136 0.003382 71 640: 62%|######2 | 105/168 [00:19<00:11, 5.41it/s]
132/499 4.32G 0.01002 0.009129 0.003413 60 640: 62%|######2 | 105/168 [00:20<00:11, 5.41it/s]
132/499 4.32G 0.01002 0.009129 0.003413 60 640: 63%|######3 | 106/168 [00:20<00:11, 5.26it/s]
132/499 4.32G 0.01002 0.009155 0.003407 72 640: 63%|######3 | 106/168 [00:20<00:11, 5.26it/s]
132/499 4.32G 0.01002 0.009155 0.003407 72 640: 64%|######3 | 107/168 [00:20<00:11, 5.34it/s]
132/499 4.32G 0.01004 0.009158 0.003409 68 640: 64%|######3 | 107/168 [00:20<00:11, 5.34it/s]
132/499 4.32G 0.01004 0.009158 0.003409 68 640: 64%|######4 | 108/168 [00:20<00:11, 5.41it/s]
132/499 4.32G 0.01004 0.009167 0.003398 75 640: 64%|######4 | 108/168 [00:20<00:11, 5.41it/s]
132/499 4.32G 0.01004 0.009167 0.003398 75 640: 65%|######4 | 109/168 [00:20<00:11, 5.27it/s]
132/499 4.32G 0.01003 0.009144 0.003428 66 640: 65%|######4 | 109/168 [00:20<00:11, 5.27it/s]
132/499 4.32G 0.01003 0.009144 0.003428 66 640: 65%|######5 | 110/168 [00:20<00:10, 5.37it/s]
132/499 4.32G 0.01002 0.00914 0.003417 71 640: 65%|######5 | 110/168 [00:20<00:10, 5.37it/s]
132/499 4.32G 0.01002 0.00914 0.003417 71 640: 66%|######6 | 111/168 [00:20<00:10, 5.42it/s]
132/499 4.32G 0.01003 0.009136 0.003431 71 640: 66%|######6 | 111/168 [00:21<00:10, 5.42it/s]
132/499 4.32G 0.01003 0.009136 0.003431 71 640: 67%|######6 | 112/168 [00:21<00:10, 5.25it/s]
132/499 4.32G 0.01003 0.009149 0.003469 87 640: 67%|######6 | 112/168 [00:21<00:10, 5.25it/s]
132/499 4.32G 0.01003 0.009149 0.003469 87 640: 67%|######7 | 113/168 [00:21<00:10, 5.34it/s]
132/499 4.32G 0.01001 0.009137 0.003485 55 640: 67%|######7 | 113/168 [00:21<00:10, 5.34it/s]
132/499 4.32G 0.01001 0.009137 0.003485 55 640: 68%|######7 | 114/168 [00:21<00:09, 5.40it/s]
132/499 4.32G 0.01003 0.009139 0.003474 65 640: 68%|######7 | 114/168 [00:21<00:09, 5.40it/s]
132/499 4.32G 0.01003 0.009139 0.003474 65 640: 68%|######8 | 115/168 [00:21<00:10, 5.26it/s]
132/499 4.32G 0.01001 0.00913 0.003482 75 640: 68%|######8 | 115/168 [00:21<00:10, 5.26it/s]
132/499 4.32G 0.01001 0.00913 0.003482 75 640: 69%|######9 | 116/168 [00:21<00:09, 5.33it/s]
132/499 4.32G 0.009992 0.009125 0.00348 71 640: 69%|######9 | 116/168 [00:22<00:09, 5.33it/s]
132/499 4.32G 0.009992 0.009125 0.00348 71 640: 70%|######9 | 117/168 [00:22<00:09, 5.39it/s]
132/499 4.32G 0.00998 0.009106 0.003471 53 640: 70%|######9 | 117/168 [00:22<00:09, 5.39it/s]
132/499 4.32G 0.00998 0.009106 0.003471 53 640: 70%|####### | 118/168 [00:22<00:09, 5.24it/s]
132/499 4.32G 0.009979 0.009112 0.003484 76 640: 70%|####### | 118/168 [00:22<00:09, 5.24it/s]
132/499 4.32G 0.009979 0.009112 0.003484 76 640: 71%|####### | 119/168 [00:22<00:09, 5.33it/s]
132/499 4.32G 0.009982 0.009098 0.003504 57 640: 71%|####### | 119/168 [00:22<00:09, 5.33it/s]
132/499 4.32G 0.009982 0.009098 0.003504 57 640: 71%|#######1 | 120/168 [00:22<00:09, 5.31it/s]
132/499 4.32G 0.009983 0.009105 0.003495 81 640: 71%|#######1 | 120/168 [00:22<00:09, 5.31it/s]
132/499 4.32G 0.009983 0.009105 0.003495 81 640: 72%|#######2 | 121/168 [00:22<00:09, 5.19it/s]
132/499 4.32G 0.009983 0.009105 0.003507 71 640: 72%|#######2 | 121/168 [00:23<00:09, 5.19it/s]
132/499 4.32G 0.009983 0.009105 0.003507 71 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s]
132/499 4.32G 0.009986 0.009108 0.003506 70 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s]
132/499 4.32G 0.009986 0.009108 0.003506 70 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s]
132/499 4.32G 0.009986 0.009101 0.003515 70 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s]
132/499 4.32G 0.009986 0.009101 0.003515 70 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
132/499 4.32G 0.00999 0.009087 0.003511 60 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
132/499 4.32G 0.00999 0.009087 0.003511 60 640: 74%|#######4 | 125/168 [00:23<00:08, 5.27it/s]
132/499 4.32G 0.009992 0.009081 0.003529 70 640: 74%|#######4 | 125/168 [00:23<00:08, 5.27it/s]
132/499 4.32G 0.009992 0.009081 0.003529 70 640: 75%|#######5 | 126/168 [00:23<00:07, 5.33it/s]
132/499 4.32G 0.009994 0.009087 0.003523 75 640: 75%|#######5 | 126/168 [00:23<00:07, 5.33it/s]
132/499 4.32G 0.009994 0.009087 0.003523 75 640: 76%|#######5 | 127/168 [00:23<00:07, 5.18it/s]
132/499 4.32G 0.01 0.009086 0.00354 73 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s]
132/499 4.32G 0.01 0.009086 0.00354 73 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s]
132/499 4.32G 0.01001 0.009083 0.003539 61 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s]
132/499 4.32G 0.01001 0.009083 0.003539 61 640: 77%|#######6 | 129/168 [00:24<00:07, 5.33it/s]
132/499 4.32G 0.009999 0.009071 0.003536 64 640: 77%|#######6 | 129/168 [00:24<00:07, 5.33it/s]
132/499 4.32G 0.009999 0.009071 0.003536 64 640: 77%|#######7 | 130/168 [00:24<00:07, 5.18it/s]
132/499 4.32G 0.009994 0.009057 0.003545 59 640: 77%|#######7 | 130/168 [00:24<00:07, 5.18it/s]
132/499 4.32G 0.009994 0.009057 0.003545 59 640: 78%|#######7 | 131/168 [00:24<00:07, 5.27it/s]
132/499 4.32G 0.009992 0.009059 0.003539 77 640: 78%|#######7 | 131/168 [00:24<00:07, 5.27it/s]
132/499 4.32G 0.009992 0.009059 0.003539 77 640: 79%|#######8 | 132/168 [00:24<00:06, 5.35it/s]
132/499 4.32G 0.01 0.009065 0.00355 70 640: 79%|#######8 | 132/168 [00:25<00:06, 5.35it/s]
132/499 4.32G 0.01 0.009065 0.00355 70 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s]
132/499 4.32G 0.01 0.009049 0.003604 58 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s]
132/499 4.32G 0.01 0.009049 0.003604 58 640: 80%|#######9 | 134/168 [00:25<00:06, 5.26it/s]
132/499 4.32G 0.01001 0.009034 0.003627 60 640: 80%|#######9 | 134/168 [00:25<00:06, 5.26it/s]
132/499 4.32G 0.01001 0.009034 0.003627 60 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s]
132/499 4.32G 0.01003 0.009049 0.003635 72 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s]
132/499 4.32G 0.01003 0.009049 0.003635 72 640: 81%|######## | 136/168 [00:25<00:06, 5.17it/s]
132/499 4.32G 0.01002 0.009057 0.003617 76 640: 81%|######## | 136/168 [00:25<00:06, 5.17it/s]
132/499 4.32G 0.01002 0.009057 0.003617 76 640: 82%|########1 | 137/168 [00:25<00:05, 5.27it/s]
132/499 4.32G 0.01002 0.009052 0.003597 57 640: 82%|########1 | 137/168 [00:26<00:05, 5.27it/s]
132/499 4.32G 0.01002 0.009052 0.003597 57 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
132/499 4.32G 0.01003 0.009054 0.00359 64 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
132/499 4.32G 0.01003 0.009054 0.00359 64 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s]
132/499 4.32G 0.01002 0.009062 0.003586 69 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s]
132/499 4.32G 0.01002 0.009062 0.003586 69 640: 83%|########3 | 140/168 [00:26<00:05, 5.32it/s]
132/499 4.32G 0.01003 0.009054 0.003576 55 640: 83%|########3 | 140/168 [00:26<00:05, 5.32it/s]
132/499 4.32G 0.01003 0.009054 0.003576 55 640: 84%|########3 | 141/168 [00:26<00:05, 5.36it/s]
132/499 4.32G 0.01002 0.009056 0.003559 58 640: 84%|########3 | 141/168 [00:26<00:05, 5.36it/s]
132/499 4.32G 0.01002 0.009056 0.003559 58 640: 85%|########4 | 142/168 [00:26<00:04, 5.24it/s]
132/499 4.32G 0.01001 0.009036 0.003563 49 640: 85%|########4 | 142/168 [00:27<00:04, 5.24it/s]
132/499 4.32G 0.01001 0.009036 0.003563 49 640: 85%|########5 | 143/168 [00:27<00:04, 5.33it/s]
132/499 4.32G 0.01001 0.00905 0.003556 80 640: 85%|########5 | 143/168 [00:27<00:04, 5.33it/s]
132/499 4.32G 0.01001 0.00905 0.003556 80 640: 86%|########5 | 144/168 [00:27<00:04, 5.40it/s]
132/499 4.32G 0.01001 0.009057 0.003548 76 640: 86%|########5 | 144/168 [00:27<00:04, 5.40it/s]
132/499 4.32G 0.01001 0.009057 0.003548 76 640: 86%|########6 | 145/168 [00:27<00:04, 5.27it/s]
132/499 4.32G 0.01002 0.009069 0.003541 72 640: 86%|########6 | 145/168 [00:27<00:04, 5.27it/s]
132/499 4.32G 0.01002 0.009069 0.003541 72 640: 87%|########6 | 146/168 [00:27<00:04, 5.36it/s]
132/499 4.32G 0.01002 0.009071 0.003526 74 640: 87%|########6 | 146/168 [00:27<00:04, 5.36it/s]
132/499 4.32G 0.01002 0.009071 0.003526 74 640: 88%|########7 | 147/168 [00:27<00:03, 5.42it/s]
132/499 4.32G 0.01002 0.009068 0.003514 67 640: 88%|########7 | 147/168 [00:27<00:03, 5.42it/s]
132/499 4.32G 0.01002 0.009068 0.003514 67 640: 88%|########8 | 148/168 [00:27<00:03, 5.26it/s]
132/499 4.32G 0.01001 0.009052 0.003511 62 640: 88%|########8 | 148/168 [00:28<00:03, 5.26it/s]
132/499 4.32G 0.01001 0.009052 0.003511 62 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s]
132/499 4.32G 0.01002 0.009051 0.003508 61 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s]
132/499 4.32G 0.01002 0.009051 0.003508 61 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s]
132/499 4.32G 0.01003 0.009061 0.003525 76 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s]
132/499 4.32G 0.01003 0.009061 0.003525 76 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
132/499 4.32G 0.01003 0.009068 0.003516 74 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
132/499 4.32G 0.01003 0.009068 0.003516 74 640: 90%|######### | 152/168 [00:28<00:03, 5.27it/s]
132/499 4.32G 0.01002 0.009077 0.003523 80 640: 90%|######### | 152/168 [00:28<00:03, 5.27it/s]
132/499 4.32G 0.01002 0.009077 0.003523 80 640: 91%|#########1| 153/168 [00:28<00:02, 5.36it/s]
132/499 4.32G 0.01001 0.009064 0.003554 64 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s]
132/499 4.32G 0.01001 0.009064 0.003554 64 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s]
132/499 4.32G 0.01 0.009043 0.003554 54 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s]
132/499 4.32G 0.01 0.009043 0.003554 54 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s]
132/499 4.32G 0.009995 0.009032 0.003543 56 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s]
132/499 4.32G 0.009995 0.009032 0.003543 56 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s]
132/499 4.32G 0.009993 0.009025 0.003539 55 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s]
132/499 4.32G 0.009993 0.009025 0.003539 55 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s]
132/499 4.32G 0.01001 0.00903 0.003536 62 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s]
132/499 4.32G 0.01001 0.00903 0.003536 62 640: 94%|#########4| 158/168 [00:29<00:01, 5.31it/s]
132/499 4.32G 0.01001 0.009028 0.003551 66 640: 94%|#########4| 158/168 [00:30<00:01, 5.31it/s]
132/499 4.32G 0.01001 0.009028 0.003551 66 640: 95%|#########4| 159/168 [00:30<00:01, 5.37it/s]
132/499 4.32G 0.01001 0.009029 0.003534 65 640: 95%|#########4| 159/168 [00:30<00:01, 5.37it/s]
132/499 4.32G 0.01001 0.009029 0.003534 65 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s]
132/499 4.32G 0.01 0.009021 0.003538 72 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s]
132/499 4.32G 0.01 0.009021 0.003538 72 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
132/499 4.32G 0.01001 0.009005 0.00355 49 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
132/499 4.32G 0.01001 0.009005 0.00355 49 640: 96%|#########6| 162/168 [00:30<00:01, 5.33it/s]
132/499 4.32G 0.01 0.009019 0.003541 81 640: 96%|#########6| 162/168 [00:30<00:01, 5.33it/s]
132/499 4.32G 0.01 0.009019 0.003541 81 640: 97%|#########7| 163/168 [00:30<00:00, 5.09it/s]
132/499 4.32G 0.01 0.009013 0.003536 57 640: 97%|#########7| 163/168 [00:31<00:00, 5.09it/s]
132/499 4.32G 0.01 0.009013 0.003536 57 640: 98%|#########7| 164/168 [00:31<00:00, 5.18it/s]
132/499 4.32G 0.01 0.009032 0.003536 83 640: 98%|#########7| 164/168 [00:31<00:00, 5.18it/s]
132/499 4.32G 0.01 0.009032 0.003536 83 640: 98%|#########8| 165/168 [00:31<00:00, 5.26it/s]
132/499 4.32G 0.01 0.009028 0.003531 72 640: 98%|#########8| 165/168 [00:31<00:00, 5.26it/s]
132/499 4.32G 0.01 0.009028 0.003531 72 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s]
132/499 4.32G 0.01001 0.009042 0.003533 80 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s]
132/499 4.32G 0.01001 0.009042 0.003533 80 640: 99%|#########9| 167/168 [00:31<00:00, 5.24it/s]
132/499 4.32G 0.01002 0.009074 0.003513 43 640: 99%|#########9| 167/168 [00:31<00:00, 5.24it/s]
132/499 4.32G 0.01002 0.009074 0.003513 43 640: 100%|##########| 168/168 [00:31<00:00, 5.42it/s]
132/499 4.32G 0.01002 0.009074 0.003513 43 640: 100%|##########| 168/168 [00:31<00:00, 5.29it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.77it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.81it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.81it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.78it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.37it/s]
all 132 263 0.877 0.888 0.909 0.774
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
133/499 4.32G 0.01091 0.01109 0.004081 66 640: 0%| | 0/168 [00:00<?, ?it/s]
133/499 4.32G 0.01091 0.01109 0.004081 66 640: 1%| | 1/168 [00:00<00:33, 4.95it/s]
133/499 4.32G 0.01131 0.01071 0.003269 61 640: 1%| | 1/168 [00:00<00:33, 4.95it/s]
133/499 4.32G 0.01131 0.01071 0.003269 61 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s]
133/499 4.32G 0.01113 0.01021 0.003187 61 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s]
133/499 4.32G 0.01113 0.01021 0.003187 61 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s]
133/499 4.32G 0.01116 0.009745 0.003292 75 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s]
133/499 4.32G 0.01116 0.009745 0.003292 75 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s]
133/499 4.32G 0.01084 0.009675 0.00294 70 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s]
133/499 4.32G 0.01084 0.009675 0.00294 70 640: 3%|2 | 5/168 [00:00<00:30, 5.32it/s]
133/499 4.32G 0.0106 0.009366 0.00362 62 640: 3%|2 | 5/168 [00:01<00:30, 5.32it/s]
133/499 4.32G 0.0106 0.009366 0.00362 62 640: 4%|3 | 6/168 [00:01<00:30, 5.34it/s]
133/499 4.32G 0.01042 0.009065 0.003649 64 640: 4%|3 | 6/168 [00:01<00:30, 5.34it/s]
133/499 4.32G 0.01042 0.009065 0.003649 64 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s]
133/499 4.32G 0.01044 0.00937 0.003566 88 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s]
133/499 4.32G 0.01044 0.00937 0.003566 88 640: 5%|4 | 8/168 [00:01<00:30, 5.32it/s]
133/499 4.32G 0.01041 0.009645 0.003515 76 640: 5%|4 | 8/168 [00:01<00:30, 5.32it/s]
133/499 4.32G 0.01041 0.009645 0.003515 76 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s]
133/499 4.32G 0.01023 0.00963 0.003499 68 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s]
133/499 4.32G 0.01023 0.00963 0.003499 68 640: 6%|5 | 10/168 [00:01<00:30, 5.24it/s]
133/499 4.32G 0.01022 0.00954 0.003588 69 640: 6%|5 | 10/168 [00:02<00:30, 5.24it/s]
133/499 4.32G 0.01022 0.00954 0.003588 69 640: 7%|6 | 11/168 [00:02<00:29, 5.33it/s]
133/499 4.32G 0.01019 0.009703 0.003487 76 640: 7%|6 | 11/168 [00:02<00:29, 5.33it/s]
133/499 4.32G 0.01019 0.009703 0.003487 76 640: 7%|7 | 12/168 [00:02<00:28, 5.40it/s]
133/499 4.32G 0.01019 0.009537 0.003318 63 640: 7%|7 | 12/168 [00:02<00:28, 5.40it/s]
133/499 4.32G 0.01019 0.009537 0.003318 63 640: 8%|7 | 13/168 [00:02<00:29, 5.25it/s]
133/499 4.32G 0.01018 0.009454 0.00336 66 640: 8%|7 | 13/168 [00:02<00:29, 5.25it/s]
133/499 4.32G 0.01018 0.009454 0.00336 66 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s]
133/499 4.32G 0.01024 0.009392 0.003314 64 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s]
133/499 4.32G 0.01024 0.009392 0.003314 64 640: 9%|8 | 15/168 [00:02<00:28, 5.35it/s]
133/499 4.32G 0.01021 0.009476 0.003267 84 640: 9%|8 | 15/168 [00:03<00:28, 5.35it/s]
133/499 4.32G 0.01021 0.009476 0.003267 84 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s]
133/499 4.32G 0.01015 0.009462 0.00328 62 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s]
133/499 4.32G 0.01015 0.009462 0.00328 62 640: 10%|# | 17/168 [00:03<00:28, 5.33it/s]
133/499 4.32G 0.01021 0.009344 0.003424 59 640: 10%|# | 17/168 [00:03<00:28, 5.33it/s]
133/499 4.32G 0.01021 0.009344 0.003424 59 640: 11%|# | 18/168 [00:03<00:27, 5.39it/s]
133/499 4.32G 0.01019 0.009352 0.003326 71 640: 11%|# | 18/168 [00:03<00:27, 5.39it/s]
133/499 4.32G 0.01019 0.009352 0.003326 71 640: 11%|#1 | 19/168 [00:03<00:28, 5.25it/s]
133/499 4.32G 0.01015 0.009402 0.00328 72 640: 11%|#1 | 19/168 [00:03<00:28, 5.25it/s]
133/499 4.32G 0.01015 0.009402 0.00328 72 640: 12%|#1 | 20/168 [00:03<00:27, 5.33it/s]
133/499 4.32G 0.01019 0.009412 0.003291 61 640: 12%|#1 | 20/168 [00:03<00:27, 5.33it/s]
133/499 4.32G 0.01019 0.009412 0.003291 61 640: 12%|#2 | 21/168 [00:03<00:27, 5.40it/s]
133/499 4.32G 0.01026 0.009418 0.003284 73 640: 12%|#2 | 21/168 [00:04<00:27, 5.40it/s]
133/499 4.32G 0.01026 0.009418 0.003284 73 640: 13%|#3 | 22/168 [00:04<00:27, 5.27it/s]
133/499 4.32G 0.01027 0.009506 0.003253 72 640: 13%|#3 | 22/168 [00:04<00:27, 5.27it/s]
133/499 4.32G 0.01027 0.009506 0.003253 72 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s]
133/499 4.32G 0.01031 0.009455 0.00321 53 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s]
133/499 4.32G 0.01031 0.009455 0.00321 53 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s]
133/499 4.32G 0.01027 0.009401 0.003277 64 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s]
133/499 4.32G 0.01027 0.009401 0.003277 64 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
133/499 4.32G 0.01031 0.009475 0.003216 68 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
133/499 4.32G 0.01031 0.009475 0.003216 68 640: 15%|#5 | 26/168 [00:04<00:26, 5.28it/s]
133/499 4.32G 0.0103 0.009485 0.003179 75 640: 15%|#5 | 26/168 [00:05<00:26, 5.28it/s]
133/499 4.32G 0.0103 0.009485 0.003179 75 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s]
133/499 4.32G 0.01029 0.009414 0.003209 55 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s]
133/499 4.32G 0.01029 0.009414 0.003209 55 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s]
133/499 4.32G 0.01029 0.009361 0.003223 65 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s]
133/499 4.32G 0.01029 0.009361 0.003223 65 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s]
133/499 4.32G 0.01022 0.009284 0.003284 67 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s]
133/499 4.32G 0.01022 0.009284 0.003284 67 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s]
133/499 4.32G 0.0102 0.009285 0.003313 72 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s]
133/499 4.32G 0.0102 0.009285 0.003313 72 640: 18%|#8 | 31/168 [00:05<00:26, 5.20it/s]
133/499 4.32G 0.0102 0.009244 0.003248 64 640: 18%|#8 | 31/168 [00:06<00:26, 5.20it/s]
133/499 4.32G 0.0102 0.009244 0.003248 64 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s]
133/499 4.32G 0.01016 0.009171 0.00334 61 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s]
133/499 4.32G 0.01016 0.009171 0.00334 61 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s]
133/499 4.32G 0.01015 0.009199 0.003341 67 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s]
133/499 4.32G 0.01015 0.009199 0.003341 67 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s]
133/499 4.32G 0.01011 0.009148 0.003336 69 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s]
133/499 4.32G 0.01011 0.009148 0.003336 69 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s]
133/499 4.32G 0.01007 0.009085 0.003408 56 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s]
133/499 4.32G 0.01007 0.009085 0.003408 56 640: 21%|##1 | 36/168 [00:06<00:24, 5.37it/s]
133/499 4.32G 0.01006 0.009043 0.003374 68 640: 21%|##1 | 36/168 [00:06<00:24, 5.37it/s]
133/499 4.32G 0.01006 0.009043 0.003374 68 640: 22%|##2 | 37/168 [00:06<00:25, 5.23it/s]
133/499 4.32G 0.01008 0.009009 0.003392 59 640: 22%|##2 | 37/168 [00:07<00:25, 5.23it/s]
133/499 4.32G 0.01008 0.009009 0.003392 59 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s]
133/499 4.32G 0.01012 0.008981 0.003352 52 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s]
133/499 4.32G 0.01012 0.008981 0.003352 52 640: 23%|##3 | 39/168 [00:07<00:24, 5.37it/s]
133/499 4.32G 0.01012 0.008955 0.00341 77 640: 23%|##3 | 39/168 [00:07<00:24, 5.37it/s]
133/499 4.32G 0.01012 0.008955 0.00341 77 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
133/499 4.32G 0.01012 0.008916 0.003385 60 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
133/499 4.32G 0.01012 0.008916 0.003385 60 640: 24%|##4 | 41/168 [00:07<00:23, 5.29it/s]
133/499 4.32G 0.01013 0.008891 0.003406 59 640: 24%|##4 | 41/168 [00:07<00:23, 5.29it/s]
133/499 4.32G 0.01013 0.008891 0.003406 59 640: 25%|##5 | 42/168 [00:07<00:23, 5.38it/s]
133/499 4.32G 0.01013 0.008882 0.003362 68 640: 25%|##5 | 42/168 [00:08<00:23, 5.38it/s]
133/499 4.32G 0.01013 0.008882 0.003362 68 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s]
133/499 4.32G 0.01013 0.008885 0.003356 72 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s]
133/499 4.32G 0.01013 0.008885 0.003356 72 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s]
133/499 4.32G 0.01014 0.008938 0.003342 76 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s]
133/499 4.32G 0.01014 0.008938 0.003342 76 640: 27%|##6 | 45/168 [00:08<00:23, 5.35it/s]
133/499 4.32G 0.01014 0.008981 0.00342 76 640: 27%|##6 | 45/168 [00:08<00:23, 5.35it/s]
133/499 4.32G 0.01014 0.008981 0.00342 76 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s]
133/499 4.32G 0.01015 0.009002 0.003398 68 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s]
133/499 4.32G 0.01015 0.009002 0.003398 68 640: 28%|##7 | 47/168 [00:08<00:22, 5.30it/s]
133/499 4.32G 0.01014 0.009032 0.003438 68 640: 28%|##7 | 47/168 [00:09<00:22, 5.30it/s]
133/499 4.32G 0.01014 0.009032 0.003438 68 640: 29%|##8 | 48/168 [00:09<00:22, 5.38it/s]
133/499 4.32G 0.01017 0.009036 0.0034 57 640: 29%|##8 | 48/168 [00:09<00:22, 5.38it/s]
133/499 4.32G 0.01017 0.009036 0.0034 57 640: 29%|##9 | 49/168 [00:09<00:22, 5.22it/s]
133/499 4.32G 0.01018 0.009007 0.003435 61 640: 29%|##9 | 49/168 [00:09<00:22, 5.22it/s]
133/499 4.32G 0.01018 0.009007 0.003435 61 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s]
133/499 4.32G 0.01018 0.009033 0.00343 80 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s]
133/499 4.32G 0.01018 0.009033 0.00343 80 640: 30%|### | 51/168 [00:09<00:21, 5.32it/s]
133/499 4.32G 0.01016 0.009094 0.003395 82 640: 30%|### | 51/168 [00:09<00:21, 5.32it/s]
133/499 4.32G 0.01016 0.009094 0.003395 82 640: 31%|### | 52/168 [00:09<00:22, 5.17it/s]
133/499 4.32G 0.01014 0.009095 0.003402 77 640: 31%|### | 52/168 [00:10<00:22, 5.17it/s]
133/499 4.32G 0.01014 0.009095 0.003402 77 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
133/499 4.32G 0.01016 0.009088 0.003402 64 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
133/499 4.32G 0.01016 0.009088 0.003402 64 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s]
133/499 4.32G 0.01014 0.009076 0.003371 68 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s]
133/499 4.32G 0.01014 0.009076 0.003371 68 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
133/499 4.32G 0.01013 0.009041 0.003371 64 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
133/499 4.32G 0.01013 0.009041 0.003371 64 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s]
133/499 4.32G 0.01012 0.009048 0.003374 71 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s]
133/499 4.32G 0.01012 0.009048 0.003374 71 640: 34%|###3 | 57/168 [00:10<00:20, 5.36it/s]
133/499 4.32G 0.01011 0.009049 0.003382 76 640: 34%|###3 | 57/168 [00:10<00:20, 5.36it/s]
133/499 4.32G 0.01011 0.009049 0.003382 76 640: 35%|###4 | 58/168 [00:10<00:21, 5.24it/s]
133/499 4.32G 0.01008 0.009041 0.003355 68 640: 35%|###4 | 58/168 [00:11<00:21, 5.24it/s]
133/499 4.32G 0.01008 0.009041 0.003355 68 640: 35%|###5 | 59/168 [00:11<00:20, 5.34it/s]
133/499 4.32G 0.01008 0.008998 0.003348 59 640: 35%|###5 | 59/168 [00:11<00:20, 5.34it/s]
133/499 4.32G 0.01008 0.008998 0.003348 59 640: 36%|###5 | 60/168 [00:11<00:20, 5.39it/s]
133/499 4.32G 0.0101 0.00902 0.003333 64 640: 36%|###5 | 60/168 [00:11<00:20, 5.39it/s]
133/499 4.32G 0.0101 0.00902 0.003333 64 640: 36%|###6 | 61/168 [00:11<00:20, 5.24it/s]
133/499 4.32G 0.0101 0.009009 0.003313 61 640: 36%|###6 | 61/168 [00:11<00:20, 5.24it/s]
133/499 4.32G 0.0101 0.009009 0.003313 61 640: 37%|###6 | 62/168 [00:11<00:19, 5.32it/s]
133/499 4.32G 0.0101 0.009009 0.003271 67 640: 37%|###6 | 62/168 [00:11<00:19, 5.32it/s]
133/499 4.32G 0.0101 0.009009 0.003271 67 640: 38%|###7 | 63/168 [00:11<00:19, 5.38it/s]
133/499 4.32G 0.01011 0.009026 0.003267 57 640: 38%|###7 | 63/168 [00:12<00:19, 5.38it/s]
133/499 4.32G 0.01011 0.009026 0.003267 57 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
133/499 4.32G 0.01011 0.008995 0.003287 67 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
133/499 4.32G 0.01011 0.008995 0.003287 67 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s]
133/499 4.32G 0.0101 0.008968 0.00328 57 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s]
133/499 4.32G 0.0101 0.008968 0.00328 57 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s]
133/499 4.32G 0.01012 0.008999 0.003278 61 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s]
133/499 4.32G 0.01012 0.008999 0.003278 61 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
133/499 4.32G 0.0101 0.008958 0.003232 50 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
133/499 4.32G 0.0101 0.008958 0.003232 50 640: 40%|#### | 68/168 [00:12<00:18, 5.31it/s]
133/499 4.32G 0.01008 0.008959 0.003245 68 640: 40%|#### | 68/168 [00:13<00:18, 5.31it/s]
133/499 4.32G 0.01008 0.008959 0.003245 68 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s]
133/499 4.32G 0.01008 0.008968 0.003231 79 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s]
133/499 4.32G 0.01008 0.008968 0.003231 79 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s]
133/499 4.32G 0.01009 0.008963 0.003239 60 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s]
133/499 4.32G 0.01009 0.008963 0.003239 60 640: 42%|####2 | 71/168 [00:13<00:18, 5.31it/s]
133/499 4.32G 0.01009 0.00896 0.003239 59 640: 42%|####2 | 71/168 [00:13<00:18, 5.31it/s]
133/499 4.32G 0.01009 0.00896 0.003239 59 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s]
133/499 4.32G 0.01008 0.008961 0.003274 76 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s]
133/499 4.32G 0.01008 0.008961 0.003274 76 640: 43%|####3 | 73/168 [00:13<00:18, 5.20it/s]
133/499 4.32G 0.01006 0.008946 0.003288 68 640: 43%|####3 | 73/168 [00:13<00:18, 5.20it/s]
133/499 4.32G 0.01006 0.008946 0.003288 68 640: 44%|####4 | 74/168 [00:13<00:17, 5.29it/s]
133/499 4.32G 0.01007 0.008949 0.003309 75 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s]
133/499 4.32G 0.01007 0.008949 0.003309 75 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s]
133/499 4.32G 0.01007 0.008927 0.003317 68 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s]
133/499 4.32G 0.01007 0.008927 0.003317 68 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s]
133/499 4.32G 0.01006 0.008931 0.003315 84 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s]
133/499 4.32G 0.01006 0.008931 0.003315 84 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s]
133/499 4.32G 0.01006 0.008932 0.003383 62 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s]
133/499 4.32G 0.01006 0.008932 0.003383 62 640: 46%|####6 | 78/168 [00:14<00:16, 5.32it/s]
133/499 4.32G 0.01008 0.008929 0.00339 69 640: 46%|####6 | 78/168 [00:14<00:16, 5.32it/s]
133/499 4.32G 0.01008 0.008929 0.00339 69 640: 47%|####7 | 79/168 [00:14<00:17, 5.16it/s]
133/499 4.32G 0.01008 0.008941 0.003396 79 640: 47%|####7 | 79/168 [00:15<00:17, 5.16it/s]
133/499 4.32G 0.01008 0.008941 0.003396 79 640: 48%|####7 | 80/168 [00:15<00:16, 5.26it/s]
133/499 4.32G 0.01008 0.008946 0.003425 75 640: 48%|####7 | 80/168 [00:15<00:16, 5.26it/s]
133/499 4.32G 0.01008 0.008946 0.003425 75 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s]
133/499 4.32G 0.01009 0.008968 0.00342 69 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s]
133/499 4.32G 0.01009 0.008968 0.00342 69 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s]
133/499 4.32G 0.01012 0.008961 0.003413 59 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s]
133/499 4.32G 0.01012 0.008961 0.003413 59 640: 49%|####9 | 83/168 [00:15<00:16, 5.24it/s]
133/499 4.32G 0.01011 0.008962 0.003422 78 640: 49%|####9 | 83/168 [00:15<00:16, 5.24it/s]
133/499 4.32G 0.01011 0.008962 0.003422 78 640: 50%|##### | 84/168 [00:15<00:15, 5.31it/s]
133/499 4.32G 0.0101 0.008986 0.003408 71 640: 50%|##### | 84/168 [00:16<00:15, 5.31it/s]
133/499 4.32G 0.0101 0.008986 0.003408 71 640: 51%|##### | 85/168 [00:16<00:15, 5.19it/s]
133/499 4.32G 0.01009 0.008988 0.003426 65 640: 51%|##### | 85/168 [00:16<00:15, 5.19it/s]
133/499 4.32G 0.01009 0.008988 0.003426 65 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s]
133/499 4.32G 0.01009 0.008994 0.003389 64 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s]
133/499 4.32G 0.01009 0.008994 0.003389 64 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s]
133/499 4.32G 0.01009 0.008988 0.003404 71 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s]
133/499 4.32G 0.01009 0.008988 0.003404 71 640: 52%|#####2 | 88/168 [00:16<00:15, 5.22it/s]
133/499 4.32G 0.01011 0.008989 0.003408 64 640: 52%|#####2 | 88/168 [00:16<00:15, 5.22it/s]
133/499 4.32G 0.01011 0.008989 0.003408 64 640: 53%|#####2 | 89/168 [00:16<00:14, 5.31it/s]
133/499 4.32G 0.01011 0.008978 0.003382 61 640: 53%|#####2 | 89/168 [00:17<00:14, 5.31it/s]
133/499 4.32G 0.01011 0.008978 0.003382 61 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s]
133/499 4.32G 0.01012 0.00898 0.003382 59 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s]
133/499 4.32G 0.01012 0.00898 0.003382 59 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
133/499 4.32G 0.01012 0.008962 0.003379 61 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
133/499 4.32G 0.01012 0.008962 0.003379 61 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s]
133/499 4.32G 0.01011 0.00895 0.003388 74 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s]
133/499 4.32G 0.01011 0.00895 0.003388 74 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s]
133/499 4.32G 0.01009 0.008963 0.003393 72 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s]
133/499 4.32G 0.01009 0.008963 0.003393 72 640: 56%|#####5 | 94/168 [00:17<00:14, 5.21it/s]
133/499 4.32G 0.01009 0.008963 0.003402 73 640: 56%|#####5 | 94/168 [00:17<00:14, 5.21it/s]
133/499 4.32G 0.01009 0.008963 0.003402 73 640: 57%|#####6 | 95/168 [00:17<00:13, 5.30it/s]
133/499 4.32G 0.0101 0.008973 0.003411 66 640: 57%|#####6 | 95/168 [00:18<00:13, 5.30it/s]
133/499 4.32G 0.0101 0.008973 0.003411 66 640: 57%|#####7 | 96/168 [00:18<00:13, 5.38it/s]
133/499 4.32G 0.01011 0.008982 0.003396 64 640: 57%|#####7 | 96/168 [00:18<00:13, 5.38it/s]
133/499 4.32G 0.01011 0.008982 0.003396 64 640: 58%|#####7 | 97/168 [00:18<00:15, 4.62it/s]
133/499 4.32G 0.01009 0.008972 0.003388 61 640: 58%|#####7 | 97/168 [00:18<00:15, 4.62it/s]
133/499 4.32G 0.01009 0.008972 0.003388 61 640: 58%|#####8 | 98/168 [00:18<00:14, 4.87it/s]
133/499 4.32G 0.01009 0.008981 0.003388 79 640: 58%|#####8 | 98/168 [00:18<00:14, 4.87it/s]
133/499 4.32G 0.01009 0.008981 0.003388 79 640: 59%|#####8 | 99/168 [00:18<00:13, 5.07it/s]
133/499 4.32G 0.0101 0.008969 0.003377 63 640: 59%|#####8 | 99/168 [00:18<00:13, 5.07it/s]
133/499 4.32G 0.0101 0.008969 0.003377 63 640: 60%|#####9 | 100/168 [00:18<00:13, 5.04it/s]
133/499 4.32G 0.01009 0.008987 0.00338 76 640: 60%|#####9 | 100/168 [00:19<00:13, 5.04it/s]
133/499 4.32G 0.01009 0.008987 0.00338 76 640: 60%|###### | 101/168 [00:19<00:12, 5.19it/s]
133/499 4.32G 0.0101 0.008976 0.003368 61 640: 60%|###### | 101/168 [00:19<00:12, 5.19it/s]
133/499 4.32G 0.0101 0.008976 0.003368 61 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s]
133/499 4.32G 0.01009 0.008989 0.003377 70 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s]
133/499 4.32G 0.01009 0.008989 0.003377 70 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s]
133/499 4.32G 0.01009 0.008996 0.00335 68 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s]
133/499 4.32G 0.01009 0.008996 0.00335 68 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s]
133/499 4.32G 0.01012 0.008974 0.003352 47 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s]
133/499 4.32G 0.01012 0.008974 0.003352 47 640: 62%|######2 | 105/168 [00:19<00:11, 5.39it/s]
133/499 4.32G 0.01013 0.008968 0.003357 61 640: 62%|######2 | 105/168 [00:20<00:11, 5.39it/s]
133/499 4.32G 0.01013 0.008968 0.003357 61 640: 63%|######3 | 106/168 [00:20<00:11, 5.25it/s]
133/499 4.32G 0.01013 0.008951 0.003356 64 640: 63%|######3 | 106/168 [00:20<00:11, 5.25it/s]
133/499 4.32G 0.01013 0.008951 0.003356 64 640: 64%|######3 | 107/168 [00:20<00:11, 5.35it/s]
133/499 4.32G 0.01013 0.008965 0.003348 66 640: 64%|######3 | 107/168 [00:20<00:11, 5.35it/s]
133/499 4.32G 0.01013 0.008965 0.003348 66 640: 64%|######4 | 108/168 [00:20<00:11, 5.41it/s]
133/499 4.32G 0.01012 0.008954 0.003357 58 640: 64%|######4 | 108/168 [00:20<00:11, 5.41it/s]
133/499 4.32G 0.01012 0.008954 0.003357 58 640: 65%|######4 | 109/168 [00:20<00:11, 5.28it/s]
133/499 4.32G 0.01013 0.008948 0.003343 48 640: 65%|######4 | 109/168 [00:20<00:11, 5.28it/s]
133/499 4.32G 0.01013 0.008948 0.003343 48 640: 65%|######5 | 110/168 [00:20<00:10, 5.34it/s]
133/499 4.32G 0.01013 0.008955 0.003335 68 640: 65%|######5 | 110/168 [00:21<00:10, 5.34it/s]
133/499 4.32G 0.01013 0.008955 0.003335 68 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
133/499 4.32G 0.01013 0.008947 0.003347 70 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
133/499 4.32G 0.01013 0.008947 0.003347 70 640: 67%|######6 | 112/168 [00:21<00:10, 5.15it/s]
133/499 4.32G 0.01015 0.00894 0.003345 59 640: 67%|######6 | 112/168 [00:21<00:10, 5.15it/s]
133/499 4.32G 0.01015 0.00894 0.003345 59 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s]
133/499 4.32G 0.01014 0.008946 0.003337 73 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s]
133/499 4.32G 0.01014 0.008946 0.003337 73 640: 68%|######7 | 114/168 [00:21<00:10, 5.28it/s]
133/499 4.32G 0.01014 0.008952 0.00332 75 640: 68%|######7 | 114/168 [00:21<00:10, 5.28it/s]
133/499 4.32G 0.01014 0.008952 0.00332 75 640: 68%|######8 | 115/168 [00:21<00:10, 5.18it/s]
133/499 4.32G 0.01013 0.008941 0.003315 64 640: 68%|######8 | 115/168 [00:21<00:10, 5.18it/s]
133/499 4.32G 0.01013 0.008941 0.003315 64 640: 69%|######9 | 116/168 [00:21<00:09, 5.29it/s]
133/499 4.32G 0.01013 0.00897 0.0033 88 640: 69%|######9 | 116/168 [00:22<00:09, 5.29it/s]
133/499 4.32G 0.01013 0.00897 0.0033 88 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s]
133/499 4.32G 0.01012 0.008964 0.003321 82 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s]
133/499 4.32G 0.01012 0.008964 0.003321 82 640: 70%|####### | 118/168 [00:22<00:09, 5.24it/s]
133/499 4.32G 0.01014 0.008979 0.003328 80 640: 70%|####### | 118/168 [00:22<00:09, 5.24it/s]
133/499 4.32G 0.01014 0.008979 0.003328 80 640: 71%|####### | 119/168 [00:22<00:09, 5.33it/s]
133/499 4.32G 0.01014 0.008976 0.003331 71 640: 71%|####### | 119/168 [00:22<00:09, 5.33it/s]
133/499 4.32G 0.01014 0.008976 0.003331 71 640: 71%|#######1 | 120/168 [00:22<00:08, 5.37it/s]
133/499 4.32G 0.01015 0.008981 0.003341 66 640: 71%|#######1 | 120/168 [00:22<00:08, 5.37it/s]
133/499 4.32G 0.01015 0.008981 0.003341 66 640: 72%|#######2 | 121/168 [00:22<00:08, 5.24it/s]
133/499 4.32G 0.01015 0.008987 0.003341 74 640: 72%|#######2 | 121/168 [00:23<00:08, 5.24it/s]
133/499 4.32G 0.01015 0.008987 0.003341 74 640: 73%|#######2 | 122/168 [00:23<00:08, 5.32it/s]
133/499 4.32G 0.01015 0.008988 0.003365 73 640: 73%|#######2 | 122/168 [00:23<00:08, 5.32it/s]
133/499 4.32G 0.01015 0.008988 0.003365 73 640: 73%|#######3 | 123/168 [00:23<00:08, 5.40it/s]
133/499 4.32G 0.01014 0.00899 0.003347 62 640: 73%|#######3 | 123/168 [00:23<00:08, 5.40it/s]
133/499 4.32G 0.01014 0.00899 0.003347 62 640: 74%|#######3 | 124/168 [00:23<00:08, 5.25it/s]
133/499 4.32G 0.01015 0.008992 0.003335 71 640: 74%|#######3 | 124/168 [00:23<00:08, 5.25it/s]
133/499 4.32G 0.01015 0.008992 0.003335 71 640: 74%|#######4 | 125/168 [00:23<00:08, 5.33it/s]
133/499 4.32G 0.01014 0.009002 0.003331 87 640: 74%|#######4 | 125/168 [00:23<00:08, 5.33it/s]
133/499 4.32G 0.01014 0.009002 0.003331 87 640: 75%|#######5 | 126/168 [00:23<00:07, 5.39it/s]
133/499 4.32G 0.01013 0.009012 0.003329 80 640: 75%|#######5 | 126/168 [00:24<00:07, 5.39it/s]
133/499 4.32G 0.01013 0.009012 0.003329 80 640: 76%|#######5 | 127/168 [00:24<00:07, 5.26it/s]
133/499 4.32G 0.01013 0.009014 0.003341 74 640: 76%|#######5 | 127/168 [00:24<00:07, 5.26it/s]
133/499 4.32G 0.01013 0.009014 0.003341 74 640: 76%|#######6 | 128/168 [00:24<00:07, 5.34it/s]
133/499 4.32G 0.01012 0.008994 0.00336 55 640: 76%|#######6 | 128/168 [00:24<00:07, 5.34it/s]
133/499 4.32G 0.01012 0.008994 0.00336 55 640: 77%|#######6 | 129/168 [00:24<00:07, 5.40it/s]
133/499 4.32G 0.01012 0.008985 0.003365 54 640: 77%|#######6 | 129/168 [00:24<00:07, 5.40it/s]
133/499 4.32G 0.01012 0.008985 0.003365 54 640: 77%|#######7 | 130/168 [00:24<00:07, 5.26it/s]
133/499 4.32G 0.01012 0.00899 0.003374 78 640: 77%|#######7 | 130/168 [00:24<00:07, 5.26it/s]
133/499 4.32G 0.01012 0.00899 0.003374 78 640: 78%|#######7 | 131/168 [00:24<00:06, 5.34it/s]
133/499 4.32G 0.01011 0.008976 0.003361 57 640: 78%|#######7 | 131/168 [00:24<00:06, 5.34it/s]
133/499 4.32G 0.01011 0.008976 0.003361 57 640: 79%|#######8 | 132/168 [00:24<00:06, 5.39it/s]
133/499 4.32G 0.0101 0.008985 0.00334 65 640: 79%|#######8 | 132/168 [00:25<00:06, 5.39it/s]
133/499 4.32G 0.0101 0.008985 0.00334 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.25it/s]
133/499 4.32G 0.0101 0.008971 0.003327 63 640: 79%|#######9 | 133/168 [00:25<00:06, 5.25it/s]
133/499 4.32G 0.0101 0.008971 0.003327 63 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s]
133/499 4.32G 0.0101 0.008966 0.003331 61 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s]
133/499 4.32G 0.0101 0.008966 0.003331 61 640: 80%|######## | 135/168 [00:25<00:06, 5.39it/s]
133/499 4.32G 0.0101 0.00898 0.003316 79 640: 80%|######## | 135/168 [00:25<00:06, 5.39it/s]
133/499 4.32G 0.0101 0.00898 0.003316 79 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s]
133/499 4.32G 0.01011 0.008973 0.003328 60 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s]
133/499 4.32G 0.01011 0.008973 0.003328 60 640: 82%|########1 | 137/168 [00:25<00:05, 5.31it/s]
133/499 4.32G 0.0101 0.008959 0.003337 59 640: 82%|########1 | 137/168 [00:26<00:05, 5.31it/s]
133/499 4.32G 0.0101 0.008959 0.003337 59 640: 82%|########2 | 138/168 [00:26<00:05, 5.38it/s]
133/499 4.32G 0.0101 0.008964 0.00335 71 640: 82%|########2 | 138/168 [00:26<00:05, 5.38it/s]
133/499 4.32G 0.0101 0.008964 0.00335 71 640: 83%|########2 | 139/168 [00:26<00:05, 5.24it/s]
133/499 4.32G 0.0101 0.008959 0.003347 71 640: 83%|########2 | 139/168 [00:26<00:05, 5.24it/s]
133/499 4.32G 0.0101 0.008959 0.003347 71 640: 83%|########3 | 140/168 [00:26<00:05, 5.33it/s]
133/499 4.32G 0.01011 0.008945 0.003343 53 640: 83%|########3 | 140/168 [00:26<00:05, 5.33it/s]
133/499 4.32G 0.01011 0.008945 0.003343 53 640: 84%|########3 | 141/168 [00:26<00:05, 5.39it/s]
133/499 4.32G 0.01011 0.008948 0.003331 72 640: 84%|########3 | 141/168 [00:26<00:05, 5.39it/s]
133/499 4.32G 0.01011 0.008948 0.003331 72 640: 85%|########4 | 142/168 [00:26<00:04, 5.27it/s]
133/499 4.32G 0.01011 0.00896 0.003326 66 640: 85%|########4 | 142/168 [00:27<00:04, 5.27it/s]
133/499 4.32G 0.01011 0.00896 0.003326 66 640: 85%|########5 | 143/168 [00:27<00:04, 5.36it/s]
133/499 4.32G 0.01011 0.00895 0.003325 60 640: 85%|########5 | 143/168 [00:27<00:04, 5.36it/s]
133/499 4.32G 0.01011 0.00895 0.003325 60 640: 86%|########5 | 144/168 [00:27<00:04, 5.43it/s]
133/499 4.32G 0.0101 0.008953 0.003332 64 640: 86%|########5 | 144/168 [00:27<00:04, 5.43it/s]
133/499 4.32G 0.0101 0.008953 0.003332 64 640: 86%|########6 | 145/168 [00:27<00:04, 5.27it/s]
133/499 4.32G 0.01009 0.008947 0.003334 73 640: 86%|########6 | 145/168 [00:27<00:04, 5.27it/s]
133/499 4.32G 0.01009 0.008947 0.003334 73 640: 87%|########6 | 146/168 [00:27<00:04, 5.33it/s]
133/499 4.32G 0.01009 0.008965 0.003323 74 640: 87%|########6 | 146/168 [00:27<00:04, 5.33it/s]
133/499 4.32G 0.01009 0.008965 0.003323 74 640: 88%|########7 | 147/168 [00:27<00:03, 5.39it/s]
133/499 4.32G 0.01009 0.008962 0.003322 65 640: 88%|########7 | 147/168 [00:28<00:03, 5.39it/s]
133/499 4.32G 0.01009 0.008962 0.003322 65 640: 88%|########8 | 148/168 [00:28<00:03, 5.26it/s]
133/499 4.32G 0.01008 0.008943 0.003319 53 640: 88%|########8 | 148/168 [00:28<00:03, 5.26it/s]
133/499 4.32G 0.01008 0.008943 0.003319 53 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
133/499 4.32G 0.01008 0.008946 0.003312 75 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
133/499 4.32G 0.01008 0.008946 0.003312 75 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s]
133/499 4.32G 0.01008 0.008942 0.003318 62 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s]
133/499 4.32G 0.01008 0.008942 0.003318 62 640: 90%|########9 | 151/168 [00:28<00:03, 5.24it/s]
133/499 4.32G 0.01008 0.008946 0.003307 71 640: 90%|########9 | 151/168 [00:28<00:03, 5.24it/s]
133/499 4.32G 0.01008 0.008946 0.003307 71 640: 90%|######### | 152/168 [00:28<00:03, 5.32it/s]
133/499 4.32G 0.01008 0.008953 0.003294 76 640: 90%|######### | 152/168 [00:28<00:03, 5.32it/s]
133/499 4.32G 0.01008 0.008953 0.003294 76 640: 91%|#########1| 153/168 [00:28<00:02, 5.40it/s]
133/499 4.32G 0.01008 0.008945 0.003303 74 640: 91%|#########1| 153/168 [00:29<00:02, 5.40it/s]
133/499 4.32G 0.01008 0.008945 0.003303 74 640: 92%|#########1| 154/168 [00:29<00:02, 5.27it/s]
133/499 4.32G 0.01008 0.008933 0.0033 63 640: 92%|#########1| 154/168 [00:29<00:02, 5.27it/s]
133/499 4.32G 0.01008 0.008933 0.0033 63 640: 92%|#########2| 155/168 [00:29<00:02, 5.35it/s]
133/499 4.32G 0.01008 0.008929 0.003284 63 640: 92%|#########2| 155/168 [00:29<00:02, 5.35it/s]
133/499 4.32G 0.01008 0.008929 0.003284 63 640: 93%|#########2| 156/168 [00:29<00:02, 5.42it/s]
133/499 4.32G 0.01007 0.008927 0.003286 60 640: 93%|#########2| 156/168 [00:29<00:02, 5.42it/s]
133/499 4.32G 0.01007 0.008927 0.003286 60 640: 93%|#########3| 157/168 [00:29<00:02, 5.28it/s]
133/499 4.32G 0.01007 0.00894 0.003276 79 640: 93%|#########3| 157/168 [00:29<00:02, 5.28it/s]
133/499 4.32G 0.01007 0.00894 0.003276 79 640: 94%|#########4| 158/168 [00:29<00:01, 5.34it/s]
133/499 4.32G 0.01006 0.008935 0.003275 63 640: 94%|#########4| 158/168 [00:30<00:01, 5.34it/s]
133/499 4.32G 0.01006 0.008935 0.003275 63 640: 95%|#########4| 159/168 [00:30<00:01, 5.38it/s]
133/499 4.32G 0.01007 0.008941 0.003276 71 640: 95%|#########4| 159/168 [00:30<00:01, 5.38it/s]
133/499 4.32G 0.01007 0.008941 0.003276 71 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s]
133/499 4.32G 0.01007 0.008952 0.003275 78 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s]
133/499 4.32G 0.01007 0.008952 0.003275 78 640: 96%|#########5| 161/168 [00:30<00:01, 5.33it/s]
133/499 4.32G 0.01008 0.00896 0.003263 67 640: 96%|#########5| 161/168 [00:30<00:01, 5.33it/s]
133/499 4.32G 0.01008 0.00896 0.003263 67 640: 96%|#########6| 162/168 [00:30<00:01, 5.38it/s]
133/499 4.32G 0.01008 0.008976 0.003254 72 640: 96%|#########6| 162/168 [00:30<00:01, 5.38it/s]
133/499 4.32G 0.01008 0.008976 0.003254 72 640: 97%|#########7| 163/168 [00:30<00:00, 5.25it/s]
133/499 4.32G 0.01007 0.00896 0.00325 64 640: 97%|#########7| 163/168 [00:31<00:00, 5.25it/s]
133/499 4.32G 0.01007 0.00896 0.00325 64 640: 98%|#########7| 164/168 [00:31<00:00, 5.34it/s]
133/499 4.32G 0.01007 0.008947 0.003268 61 640: 98%|#########7| 164/168 [00:31<00:00, 5.34it/s]
133/499 4.32G 0.01007 0.008947 0.003268 61 640: 98%|#########8| 165/168 [00:31<00:00, 5.40it/s]
133/499 4.32G 0.01007 0.008952 0.003269 71 640: 98%|#########8| 165/168 [00:31<00:00, 5.40it/s]
133/499 4.32G 0.01007 0.008952 0.003269 71 640: 99%|#########8| 166/168 [00:31<00:00, 5.25it/s]
133/499 4.32G 0.01006 0.008948 0.00326 58 640: 99%|#########8| 166/168 [00:31<00:00, 5.25it/s]
133/499 4.32G 0.01006 0.008948 0.00326 58 640: 99%|#########9| 167/168 [00:31<00:00, 5.33it/s]
133/499 4.32G 0.01005 0.008936 0.003259 22 640: 99%|#########9| 167/168 [00:31<00:00, 5.33it/s]
133/499 4.32G 0.01005 0.008936 0.003259 22 640: 100%|##########| 168/168 [00:31<00:00, 5.49it/s]
133/499 4.32G 0.01005 0.008936 0.003259 22 640: 100%|##########| 168/168 [00:31<00:00, 5.29it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s]
all 132 263 0.879 0.871 0.901 0.774
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
134/499 4.32G 0.008291 0.008789 0.003047 88 640: 0%| | 0/168 [00:00<?, ?it/s]
134/499 4.32G 0.008291 0.008789 0.003047 88 640: 1%| | 1/168 [00:00<00:33, 4.93it/s]
134/499 4.32G 0.009024 0.009977 0.001959 85 640: 1%| | 1/168 [00:00<00:33, 4.93it/s]
134/499 4.32G 0.009024 0.009977 0.001959 85 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s]
134/499 4.32G 0.009551 0.009802 0.001863 70 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s]
134/499 4.32G 0.009551 0.009802 0.001863 70 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s]
134/499 4.32G 0.009504 0.01025 0.002426 76 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s]
134/499 4.32G 0.009504 0.01025 0.002426 76 640: 2%|2 | 4/168 [00:00<00:31, 5.21it/s]
134/499 4.32G 0.009682 0.0101 0.002954 70 640: 2%|2 | 4/168 [00:00<00:31, 5.21it/s]
134/499 4.32G 0.009682 0.0101 0.002954 70 640: 3%|2 | 5/168 [00:00<00:30, 5.33it/s]
134/499 4.32G 0.009795 0.01002 0.003278 82 640: 3%|2 | 5/168 [00:01<00:30, 5.33it/s]
134/499 4.32G 0.009795 0.01002 0.003278 82 640: 4%|3 | 6/168 [00:01<00:29, 5.41it/s]
134/499 4.32G 0.01005 0.009485 0.003281 51 640: 4%|3 | 6/168 [00:01<00:29, 5.41it/s]
134/499 4.32G 0.01005 0.009485 0.003281 51 640: 4%|4 | 7/168 [00:01<00:30, 5.25it/s]
134/499 4.32G 0.009932 0.009233 0.003216 65 640: 4%|4 | 7/168 [00:01<00:30, 5.25it/s]
134/499 4.32G 0.009932 0.009233 0.003216 65 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s]
134/499 4.32G 0.009741 0.009171 0.003175 66 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s]
134/499 4.32G 0.009741 0.009171 0.003175 66 640: 5%|5 | 9/168 [00:01<00:29, 5.40it/s]
134/499 4.32G 0.009809 0.009374 0.003091 81 640: 5%|5 | 9/168 [00:01<00:29, 5.40it/s]
134/499 4.32G 0.009809 0.009374 0.003091 81 640: 6%|5 | 10/168 [00:01<00:30, 5.22it/s]
134/499 4.32G 0.009863 0.009397 0.003327 76 640: 6%|5 | 10/168 [00:02<00:30, 5.22it/s]
134/499 4.32G 0.009863 0.009397 0.003327 76 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s]
134/499 4.32G 0.009727 0.009194 0.003423 64 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s]
134/499 4.32G 0.009727 0.009194 0.003423 64 640: 7%|7 | 12/168 [00:02<00:29, 5.37it/s]
134/499 4.32G 0.009739 0.009218 0.003635 73 640: 7%|7 | 12/168 [00:02<00:29, 5.37it/s]
134/499 4.32G 0.009739 0.009218 0.003635 73 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s]
134/499 4.32G 0.009706 0.009138 0.00386 67 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s]
134/499 4.32G 0.009706 0.009138 0.00386 67 640: 8%|8 | 14/168 [00:02<00:28, 5.33it/s]
134/499 4.32G 0.009676 0.00909 0.003923 71 640: 8%|8 | 14/168 [00:02<00:28, 5.33it/s]
134/499 4.32G 0.009676 0.00909 0.003923 71 640: 9%|8 | 15/168 [00:02<00:28, 5.36it/s]
134/499 4.32G 0.009582 0.008982 0.003953 67 640: 9%|8 | 15/168 [00:03<00:28, 5.36it/s]
134/499 4.32G 0.009582 0.008982 0.003953 67 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s]
134/499 4.32G 0.009649 0.009049 0.003918 70 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s]
134/499 4.32G 0.009649 0.009049 0.003918 70 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s]
134/499 4.32G 0.009658 0.009148 0.004057 90 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s]
134/499 4.32G 0.009658 0.009148 0.004057 90 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s]
134/499 4.32G 0.009761 0.009162 0.004041 69 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s]
134/499 4.32G 0.009761 0.009162 0.004041 69 640: 11%|#1 | 19/168 [00:03<00:28, 5.23it/s]
134/499 4.32G 0.00974 0.009234 0.00398 77 640: 11%|#1 | 19/168 [00:03<00:28, 5.23it/s]
134/499 4.32G 0.00974 0.009234 0.00398 77 640: 12%|#1 | 20/168 [00:03<00:27, 5.32it/s]
134/499 4.32G 0.0098 0.009222 0.003912 71 640: 12%|#1 | 20/168 [00:03<00:27, 5.32it/s]
134/499 4.32G 0.0098 0.009222 0.003912 71 640: 12%|#2 | 21/168 [00:03<00:27, 5.34it/s]
134/499 4.32G 0.009749 0.00919 0.003913 74 640: 12%|#2 | 21/168 [00:04<00:27, 5.34it/s]
134/499 4.32G 0.009749 0.00919 0.003913 74 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
134/499 4.32G 0.009721 0.009172 0.003812 65 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
134/499 4.32G 0.009721 0.009172 0.003812 65 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s]
134/499 4.32G 0.00976 0.009106 0.003772 51 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s]
134/499 4.32G 0.00976 0.009106 0.003772 51 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s]
134/499 4.32G 0.009714 0.009086 0.003704 61 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s]
134/499 4.32G 0.009714 0.009086 0.003704 61 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s]
134/499 4.32G 0.009718 0.009088 0.003666 73 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s]
134/499 4.32G 0.009718 0.009088 0.003666 73 640: 15%|#5 | 26/168 [00:04<00:26, 5.31it/s]
134/499 4.32G 0.009702 0.009204 0.003732 97 640: 15%|#5 | 26/168 [00:05<00:26, 5.31it/s]
134/499 4.32G 0.009702 0.009204 0.003732 97 640: 16%|#6 | 27/168 [00:05<00:26, 5.39it/s]
134/499 4.32G 0.009728 0.009195 0.004008 70 640: 16%|#6 | 27/168 [00:05<00:26, 5.39it/s]
134/499 4.32G 0.009728 0.009195 0.004008 70 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s]
134/499 4.32G 0.00971 0.00923 0.003948 75 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s]
134/499 4.32G 0.00971 0.00923 0.003948 75 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
134/499 4.32G 0.009727 0.009248 0.004043 67 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
134/499 4.32G 0.009727 0.009248 0.004043 67 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s]
134/499 4.32G 0.009743 0.00932 0.004001 73 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s]
134/499 4.32G 0.009743 0.00932 0.004001 73 640: 18%|#8 | 31/168 [00:05<00:26, 5.22it/s]
134/499 4.32G 0.009741 0.009216 0.003932 50 640: 18%|#8 | 31/168 [00:06<00:26, 5.22it/s]
134/499 4.32G 0.009741 0.009216 0.003932 50 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s]
134/499 4.32G 0.009729 0.009124 0.00386 54 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s]
134/499 4.32G 0.009729 0.009124 0.00386 54 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s]
134/499 4.32G 0.009749 0.009106 0.003929 69 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s]
134/499 4.32G 0.009749 0.009106 0.003929 69 640: 20%|## | 34/168 [00:06<00:25, 5.25it/s]
134/499 4.32G 0.009814 0.009098 0.003911 58 640: 20%|## | 34/168 [00:06<00:25, 5.25it/s]
134/499 4.32G 0.009814 0.009098 0.003911 58 640: 21%|## | 35/168 [00:06<00:24, 5.33it/s]
134/499 4.32G 0.009793 0.009098 0.003972 64 640: 21%|## | 35/168 [00:06<00:24, 5.33it/s]
134/499 4.32G 0.009793 0.009098 0.003972 64 640: 21%|##1 | 36/168 [00:06<00:24, 5.39it/s]
134/499 4.32G 0.009818 0.009152 0.003969 78 640: 21%|##1 | 36/168 [00:06<00:24, 5.39it/s]
134/499 4.32G 0.009818 0.009152 0.003969 78 640: 22%|##2 | 37/168 [00:06<00:24, 5.25it/s]
134/499 4.32G 0.009857 0.009206 0.003971 80 640: 22%|##2 | 37/168 [00:07<00:24, 5.25it/s]
134/499 4.32G 0.009857 0.009206 0.003971 80 640: 23%|##2 | 38/168 [00:07<00:24, 5.35it/s]
134/499 4.32G 0.009831 0.009231 0.003972 79 640: 23%|##2 | 38/168 [00:07<00:24, 5.35it/s]
134/499 4.32G 0.009831 0.009231 0.003972 79 640: 23%|##3 | 39/168 [00:07<00:23, 5.42it/s]
134/499 4.32G 0.009808 0.00922 0.003955 68 640: 23%|##3 | 39/168 [00:07<00:23, 5.42it/s]
134/499 4.32G 0.009808 0.00922 0.003955 68 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
134/499 4.32G 0.009772 0.009198 0.003894 67 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
134/499 4.32G 0.009772 0.009198 0.003894 67 640: 24%|##4 | 41/168 [00:07<00:23, 5.33it/s]
134/499 4.32G 0.009755 0.009206 0.003859 75 640: 24%|##4 | 41/168 [00:07<00:23, 5.33it/s]
134/499 4.32G 0.009755 0.009206 0.003859 75 640: 25%|##5 | 42/168 [00:07<00:23, 5.39it/s]
134/499 4.32G 0.009795 0.009198 0.00383 70 640: 25%|##5 | 42/168 [00:08<00:23, 5.39it/s]
134/499 4.32G 0.009795 0.009198 0.00383 70 640: 26%|##5 | 43/168 [00:08<00:23, 5.25it/s]
134/499 4.32G 0.009793 0.009182 0.003828 60 640: 26%|##5 | 43/168 [00:08<00:23, 5.25it/s]
134/499 4.32G 0.009793 0.009182 0.003828 60 640: 26%|##6 | 44/168 [00:08<00:23, 5.33it/s]
134/499 4.32G 0.009795 0.009129 0.003814 65 640: 26%|##6 | 44/168 [00:08<00:23, 5.33it/s]
134/499 4.32G 0.009795 0.009129 0.003814 65 640: 27%|##6 | 45/168 [00:08<00:22, 5.38it/s]
134/499 4.32G 0.009751 0.009107 0.003805 60 640: 27%|##6 | 45/168 [00:08<00:22, 5.38it/s]
134/499 4.32G 0.009751 0.009107 0.003805 60 640: 27%|##7 | 46/168 [00:08<00:23, 5.24it/s]
134/499 4.32G 0.009756 0.009094 0.003823 70 640: 27%|##7 | 46/168 [00:08<00:23, 5.24it/s]
134/499 4.32G 0.009756 0.009094 0.003823 70 640: 28%|##7 | 47/168 [00:08<00:22, 5.34it/s]
134/499 4.32G 0.009825 0.009102 0.003877 69 640: 28%|##7 | 47/168 [00:09<00:22, 5.34it/s]
134/499 4.32G 0.009825 0.009102 0.003877 69 640: 29%|##8 | 48/168 [00:09<00:22, 5.38it/s]
134/499 4.32G 0.009826 0.009101 0.003921 68 640: 29%|##8 | 48/168 [00:09<00:22, 5.38it/s]
134/499 4.32G 0.009826 0.009101 0.003921 68 640: 29%|##9 | 49/168 [00:09<00:22, 5.23it/s]
134/499 4.32G 0.009823 0.009092 0.00393 70 640: 29%|##9 | 49/168 [00:09<00:22, 5.23it/s]
134/499 4.32G 0.009823 0.009092 0.00393 70 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s]
134/499 4.32G 0.009867 0.00918 0.00392 74 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s]
134/499 4.32G 0.009867 0.00918 0.00392 74 640: 30%|### | 51/168 [00:09<00:22, 5.30it/s]
134/499 4.32G 0.009859 0.009128 0.003933 57 640: 30%|### | 51/168 [00:09<00:22, 5.30it/s]
134/499 4.32G 0.009859 0.009128 0.003933 57 640: 31%|### | 52/168 [00:09<00:22, 5.16it/s]
134/499 4.32G 0.009847 0.009146 0.003908 75 640: 31%|### | 52/168 [00:10<00:22, 5.16it/s]
134/499 4.32G 0.009847 0.009146 0.003908 75 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
134/499 4.32G 0.009839 0.009115 0.003877 55 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
134/499 4.32G 0.009839 0.009115 0.003877 55 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s]
134/499 4.32G 0.009884 0.009127 0.003848 68 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s]
134/499 4.32G 0.009884 0.009127 0.003848 68 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s]
134/499 4.32G 0.009898 0.009156 0.003881 86 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s]
134/499 4.32G 0.009898 0.009156 0.003881 86 640: 33%|###3 | 56/168 [00:10<00:21, 5.23it/s]
134/499 4.32G 0.009917 0.00916 0.003881 70 640: 33%|###3 | 56/168 [00:10<00:21, 5.23it/s]
134/499 4.32G 0.009917 0.00916 0.003881 70 640: 34%|###3 | 57/168 [00:10<00:20, 5.31it/s]
134/499 4.32G 0.009915 0.009135 0.003865 56 640: 34%|###3 | 57/168 [00:10<00:20, 5.31it/s]
134/499 4.32G 0.009915 0.009135 0.003865 56 640: 35%|###4 | 58/168 [00:10<00:21, 5.19it/s]
134/499 4.32G 0.00991 0.009159 0.003849 78 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s]
134/499 4.32G 0.00991 0.009159 0.003849 78 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
134/499 4.32G 0.009903 0.009197 0.003807 84 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
134/499 4.32G 0.009903 0.009197 0.003807 84 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s]
134/499 4.32G 0.009923 0.009195 0.003799 72 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s]
134/499 4.32G 0.009923 0.009195 0.003799 72 640: 36%|###6 | 61/168 [00:11<00:20, 5.23it/s]
134/499 4.32G 0.009945 0.009199 0.00377 68 640: 36%|###6 | 61/168 [00:11<00:20, 5.23it/s]
134/499 4.32G 0.009945 0.009199 0.00377 68 640: 37%|###6 | 62/168 [00:11<00:19, 5.32it/s]
134/499 4.32G 0.009958 0.009175 0.003767 62 640: 37%|###6 | 62/168 [00:11<00:19, 5.32it/s]
134/499 4.32G 0.009958 0.009175 0.003767 62 640: 38%|###7 | 63/168 [00:11<00:19, 5.37it/s]
134/499 4.32G 0.009963 0.009177 0.003758 56 640: 38%|###7 | 63/168 [00:12<00:19, 5.37it/s]
134/499 4.32G 0.009963 0.009177 0.003758 56 640: 38%|###8 | 64/168 [00:12<00:19, 5.22it/s]
134/499 4.32G 0.009945 0.009184 0.003782 85 640: 38%|###8 | 64/168 [00:12<00:19, 5.22it/s]
134/499 4.32G 0.009945 0.009184 0.003782 85 640: 39%|###8 | 65/168 [00:12<00:19, 5.32it/s]
134/499 4.32G 0.009958 0.009184 0.003768 77 640: 39%|###8 | 65/168 [00:12<00:19, 5.32it/s]
134/499 4.32G 0.009958 0.009184 0.003768 77 640: 39%|###9 | 66/168 [00:12<00:18, 5.38it/s]
134/499 4.32G 0.01 0.009205 0.003753 66 640: 39%|###9 | 66/168 [00:12<00:18, 5.38it/s]
134/499 4.32G 0.01 0.009205 0.003753 66 640: 40%|###9 | 67/168 [00:12<00:19, 5.24it/s]
134/499 4.32G 0.01 0.009215 0.003731 73 640: 40%|###9 | 67/168 [00:12<00:19, 5.24it/s]
134/499 4.32G 0.01 0.009215 0.003731 73 640: 40%|#### | 68/168 [00:12<00:18, 5.33it/s]
134/499 4.32G 0.009991 0.009186 0.00369 54 640: 40%|#### | 68/168 [00:13<00:18, 5.33it/s]
134/499 4.32G 0.009991 0.009186 0.00369 54 640: 41%|####1 | 69/168 [00:13<00:18, 5.39it/s]
134/499 4.32G 0.009999 0.009171 0.003727 74 640: 41%|####1 | 69/168 [00:13<00:18, 5.39it/s]
134/499 4.32G 0.009999 0.009171 0.003727 74 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s]
134/499 4.32G 0.009984 0.009165 0.003691 76 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s]
134/499 4.32G 0.009984 0.009165 0.003691 76 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s]
134/499 4.32G 0.009991 0.009149 0.003713 55 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s]
134/499 4.32G 0.009991 0.009149 0.003713 55 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
134/499 4.32G 0.009983 0.009137 0.003712 70 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
134/499 4.32G 0.009983 0.009137 0.003712 70 640: 43%|####3 | 73/168 [00:13<00:18, 5.23it/s]
134/499 4.32G 0.00998 0.009133 0.003684 74 640: 43%|####3 | 73/168 [00:13<00:18, 5.23it/s]
134/499 4.32G 0.00998 0.009133 0.003684 74 640: 44%|####4 | 74/168 [00:13<00:17, 5.28it/s]
134/499 4.32G 0.009974 0.009144 0.003687 82 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s]
134/499 4.32G 0.009974 0.009144 0.003687 82 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s]
134/499 4.32G 0.009972 0.009143 0.003705 72 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s]
134/499 4.32G 0.009972 0.009143 0.003705 72 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s]
134/499 4.32G 0.009951 0.009153 0.003675 92 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s]
134/499 4.32G 0.009951 0.009153 0.003675 92 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s]
134/499 4.32G 0.009935 0.009146 0.003653 70 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s]
134/499 4.32G 0.009935 0.009146 0.003653 70 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s]
134/499 4.32G 0.009923 0.009131 0.003674 73 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s]
134/499 4.32G 0.009923 0.009131 0.003674 73 640: 47%|####7 | 79/168 [00:14<00:17, 5.21it/s]
134/499 4.32G 0.009933 0.009135 0.003668 70 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s]
134/499 4.32G 0.009933 0.009135 0.003668 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
134/499 4.32G 0.00994 0.009149 0.003648 72 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
134/499 4.32G 0.00994 0.009149 0.003648 72 640: 48%|####8 | 81/168 [00:15<00:16, 5.32it/s]
134/499 4.32G 0.009916 0.009146 0.003651 79 640: 48%|####8 | 81/168 [00:15<00:16, 5.32it/s]
134/499 4.32G 0.009916 0.009146 0.003651 79 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
134/499 4.32G 0.009916 0.009149 0.003629 79 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
134/499 4.32G 0.009916 0.009149 0.003629 79 640: 49%|####9 | 83/168 [00:15<00:16, 5.23it/s]
134/499 4.32G 0.009937 0.009146 0.003605 62 640: 49%|####9 | 83/168 [00:15<00:16, 5.23it/s]
134/499 4.32G 0.009937 0.009146 0.003605 62 640: 50%|##### | 84/168 [00:15<00:15, 5.31it/s]
134/499 4.32G 0.009929 0.009161 0.003598 78 640: 50%|##### | 84/168 [00:16<00:15, 5.31it/s]
134/499 4.32G 0.009929 0.009161 0.003598 78 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
134/499 4.32G 0.009921 0.00914 0.003631 68 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
134/499 4.32G 0.009921 0.00914 0.003631 68 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s]
134/499 4.32G 0.009913 0.009143 0.003654 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s]
134/499 4.32G 0.009913 0.009143 0.003654 67 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s]
134/499 4.32G 0.009916 0.009124 0.003624 46 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s]
134/499 4.32G 0.009916 0.009124 0.003624 46 640: 52%|#####2 | 88/168 [00:16<00:15, 5.18it/s]
134/499 4.32G 0.009902 0.009123 0.00359 64 640: 52%|#####2 | 88/168 [00:16<00:15, 5.18it/s]
134/499 4.32G 0.009902 0.009123 0.00359 64 640: 53%|#####2 | 89/168 [00:16<00:14, 5.30it/s]
134/499 4.32G 0.009914 0.009125 0.003571 71 640: 53%|#####2 | 89/168 [00:16<00:14, 5.30it/s]
134/499 4.32G 0.009914 0.009125 0.003571 71 640: 54%|#####3 | 90/168 [00:16<00:14, 5.37it/s]
134/499 4.32G 0.009896 0.009132 0.003561 79 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s]
134/499 4.32G 0.009896 0.009132 0.003561 79 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s]
134/499 4.32G 0.009885 0.00912 0.003567 79 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s]
134/499 4.32G 0.009885 0.00912 0.003567 79 640: 55%|#####4 | 92/168 [00:17<00:14, 5.33it/s]
134/499 4.32G 0.009892 0.009124 0.00359 77 640: 55%|#####4 | 92/168 [00:17<00:14, 5.33it/s]
134/499 4.32G 0.009892 0.009124 0.00359 77 640: 55%|#####5 | 93/168 [00:17<00:13, 5.38it/s]
134/499 4.32G 0.00988 0.009139 0.00358 78 640: 55%|#####5 | 93/168 [00:17<00:13, 5.38it/s]
134/499 4.32G 0.00988 0.009139 0.00358 78 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s]
134/499 4.32G 0.009878 0.009141 0.003575 86 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s]
134/499 4.32G 0.009878 0.009141 0.003575 86 640: 57%|#####6 | 95/168 [00:17<00:13, 5.32it/s]
134/499 4.32G 0.009885 0.009151 0.003572 79 640: 57%|#####6 | 95/168 [00:18<00:13, 5.32it/s]
134/499 4.32G 0.009885 0.009151 0.003572 79 640: 57%|#####7 | 96/168 [00:18<00:13, 5.39it/s]
134/499 4.32G 0.009894 0.009144 0.003601 67 640: 57%|#####7 | 96/168 [00:18<00:13, 5.39it/s]
134/499 4.32G 0.009894 0.009144 0.003601 67 640: 58%|#####7 | 97/168 [00:18<00:13, 5.21it/s]
134/499 4.32G 0.009896 0.009139 0.0036 49 640: 58%|#####7 | 97/168 [00:18<00:13, 5.21it/s]
134/499 4.32G 0.009896 0.009139 0.0036 49 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s]
134/499 4.32G 0.00989 0.009124 0.00361 72 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s]
134/499 4.32G 0.00989 0.009124 0.00361 72 640: 59%|#####8 | 99/168 [00:18<00:12, 5.32it/s]
134/499 4.32G 0.009889 0.009131 0.003603 76 640: 59%|#####8 | 99/168 [00:18<00:12, 5.32it/s]
134/499 4.32G 0.009889 0.009131 0.003603 76 640: 60%|#####9 | 100/168 [00:18<00:13, 5.18it/s]
134/499 4.32G 0.009887 0.009127 0.003609 70 640: 60%|#####9 | 100/168 [00:19<00:13, 5.18it/s]
134/499 4.32G 0.009887 0.009127 0.003609 70 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s]
134/499 4.32G 0.009876 0.009136 0.003611 85 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s]
134/499 4.32G 0.009876 0.009136 0.003611 85 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
134/499 4.32G 0.009861 0.009127 0.003642 66 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
134/499 4.32G 0.009861 0.009127 0.003642 66 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s]
134/499 4.32G 0.009853 0.009129 0.003674 75 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s]
134/499 4.32G 0.009853 0.009129 0.003674 75 640: 62%|######1 | 104/168 [00:19<00:12, 5.25it/s]
134/499 4.32G 0.009847 0.009113 0.003674 65 640: 62%|######1 | 104/168 [00:19<00:12, 5.25it/s]
134/499 4.32G 0.009847 0.009113 0.003674 65 640: 62%|######2 | 105/168 [00:19<00:11, 5.33it/s]
134/499 4.32G 0.009858 0.0091 0.003705 57 640: 62%|######2 | 105/168 [00:20<00:11, 5.33it/s]
134/499 4.32G 0.009858 0.0091 0.003705 57 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s]
134/499 4.32G 0.00986 0.009083 0.003718 59 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s]
134/499 4.32G 0.00986 0.009083 0.003718 59 640: 64%|######3 | 107/168 [00:20<00:11, 5.21it/s]
134/499 4.32G 0.009856 0.00911 0.003748 79 640: 64%|######3 | 107/168 [00:20<00:11, 5.21it/s]
134/499 4.32G 0.009856 0.00911 0.003748 79 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s]
134/499 4.32G 0.009841 0.009106 0.003727 62 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s]
134/499 4.32G 0.009841 0.009106 0.003727 62 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s]
134/499 4.32G 0.009847 0.009122 0.003726 69 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s]
134/499 4.32G 0.009847 0.009122 0.003726 69 640: 65%|######5 | 110/168 [00:20<00:10, 5.29it/s]
134/499 4.32G 0.009841 0.009128 0.003741 81 640: 65%|######5 | 110/168 [00:20<00:10, 5.29it/s]
134/499 4.32G 0.009841 0.009128 0.003741 81 640: 66%|######6 | 111/168 [00:20<00:10, 5.34it/s]
134/499 4.32G 0.009837 0.009132 0.003729 68 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s]
134/499 4.32G 0.009837 0.009132 0.003729 68 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s]
134/499 4.32G 0.00983 0.009128 0.003745 64 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s]
134/499 4.32G 0.00983 0.009128 0.003745 64 640: 67%|######7 | 113/168 [00:21<00:10, 5.33it/s]
134/499 4.32G 0.009824 0.009121 0.003744 71 640: 67%|######7 | 113/168 [00:21<00:10, 5.33it/s]
134/499 4.32G 0.009824 0.009121 0.003744 71 640: 68%|######7 | 114/168 [00:21<00:10, 5.39it/s]
134/499 4.32G 0.00982 0.009125 0.00374 84 640: 68%|######7 | 114/168 [00:21<00:10, 5.39it/s]
134/499 4.32G 0.00982 0.009125 0.00374 84 640: 68%|######8 | 115/168 [00:21<00:10, 5.24it/s]
134/499 4.32G 0.009807 0.009123 0.003727 72 640: 68%|######8 | 115/168 [00:21<00:10, 5.24it/s]
134/499 4.32G 0.009807 0.009123 0.003727 72 640: 69%|######9 | 116/168 [00:21<00:09, 5.30it/s]
134/499 4.32G 0.009798 0.009129 0.00371 85 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s]
134/499 4.32G 0.009798 0.009129 0.00371 85 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s]
134/499 4.32G 0.009791 0.009128 0.003711 80 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s]
134/499 4.32G 0.009791 0.009128 0.003711 80 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s]
134/499 4.32G 0.009792 0.009132 0.003717 77 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s]
134/499 4.32G 0.009792 0.009132 0.003717 77 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s]
134/499 4.32G 0.009798 0.009128 0.003725 53 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s]
134/499 4.32G 0.009798 0.009128 0.003725 53 640: 71%|#######1 | 120/168 [00:22<00:08, 5.38it/s]
134/499 4.32G 0.009797 0.009132 0.003732 65 640: 71%|#######1 | 120/168 [00:22<00:08, 5.38it/s]
134/499 4.32G 0.009797 0.009132 0.003732 65 640: 72%|#######2 | 121/168 [00:22<00:08, 5.24it/s]
134/499 4.32G 0.009787 0.009128 0.003727 71 640: 72%|#######2 | 121/168 [00:23<00:08, 5.24it/s]
134/499 4.32G 0.009787 0.009128 0.003727 71 640: 73%|#######2 | 122/168 [00:23<00:08, 5.33it/s]
134/499 4.32G 0.009785 0.00912 0.003738 68 640: 73%|#######2 | 122/168 [00:23<00:08, 5.33it/s]
134/499 4.32G 0.009785 0.00912 0.003738 68 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s]
134/499 4.32G 0.00979 0.009158 0.003731 91 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s]
134/499 4.32G 0.00979 0.009158 0.003731 91 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s]
134/499 4.32G 0.009794 0.009155 0.003732 59 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s]
134/499 4.32G 0.009794 0.009155 0.003732 59 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s]
134/499 4.32G 0.009803 0.009169 0.003737 70 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s]
134/499 4.32G 0.009803 0.009169 0.003737 70 640: 75%|#######5 | 126/168 [00:23<00:07, 5.26it/s]
134/499 4.32G 0.009818 0.009164 0.003726 60 640: 75%|#######5 | 126/168 [00:24<00:07, 5.26it/s]
134/499 4.32G 0.009818 0.009164 0.003726 60 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
134/499 4.32G 0.00982 0.009166 0.003731 76 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
134/499 4.32G 0.00982 0.009166 0.003731 76 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s]
134/499 4.32G 0.009821 0.009164 0.003719 77 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s]
134/499 4.32G 0.009821 0.009164 0.003719 77 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s]
134/499 4.32G 0.009817 0.009163 0.003724 76 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s]
134/499 4.32G 0.009817 0.009163 0.003724 76 640: 77%|#######7 | 130/168 [00:24<00:07, 5.26it/s]
134/499 4.32G 0.009813 0.009169 0.00371 82 640: 77%|#######7 | 130/168 [00:24<00:07, 5.26it/s]
134/499 4.32G 0.009813 0.009169 0.00371 82 640: 78%|#######7 | 131/168 [00:24<00:06, 5.34it/s]
134/499 4.32G 0.00981 0.009175 0.00371 67 640: 78%|#######7 | 131/168 [00:24<00:06, 5.34it/s]
134/499 4.32G 0.00981 0.009175 0.00371 67 640: 79%|#######8 | 132/168 [00:24<00:06, 5.37it/s]
134/499 4.32G 0.009809 0.009172 0.003711 73 640: 79%|#######8 | 132/168 [00:25<00:06, 5.37it/s]
134/499 4.32G 0.009809 0.009172 0.003711 73 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
134/499 4.32G 0.009802 0.009167 0.003699 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
134/499 4.32G 0.009802 0.009167 0.003699 65 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s]
134/499 4.32G 0.009782 0.009158 0.003716 62 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s]
134/499 4.32G 0.009782 0.009158 0.003716 62 640: 80%|######## | 135/168 [00:25<00:06, 5.39it/s]
134/499 4.32G 0.009796 0.009159 0.003721 67 640: 80%|######## | 135/168 [00:25<00:06, 5.39it/s]
134/499 4.32G 0.009796 0.009159 0.003721 67 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
134/499 4.32G 0.009806 0.009163 0.003717 63 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
134/499 4.32G 0.009806 0.009163 0.003717 63 640: 82%|########1 | 137/168 [00:25<00:05, 5.26it/s]
134/499 4.32G 0.009802 0.009151 0.003715 59 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s]
134/499 4.32G 0.009802 0.009151 0.003715 59 640: 82%|########2 | 138/168 [00:26<00:05, 5.30it/s]
134/499 4.32G 0.009808 0.00915 0.003699 65 640: 82%|########2 | 138/168 [00:26<00:05, 5.30it/s]
134/499 4.32G 0.009808 0.00915 0.003699 65 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s]
134/499 4.32G 0.009811 0.009153 0.0037 75 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s]
134/499 4.32G 0.009811 0.009153 0.0037 75 640: 83%|########3 | 140/168 [00:26<00:05, 5.28it/s]
134/499 4.32G 0.009808 0.009138 0.003704 56 640: 83%|########3 | 140/168 [00:26<00:05, 5.28it/s]
134/499 4.32G 0.009808 0.009138 0.003704 56 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s]
134/499 4.32G 0.009816 0.009135 0.003718 73 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s]
134/499 4.32G 0.009816 0.009135 0.003718 73 640: 85%|########4 | 142/168 [00:26<00:05, 5.20it/s]
134/499 4.32G 0.009823 0.009136 0.003736 71 640: 85%|########4 | 142/168 [00:27<00:05, 5.20it/s]
134/499 4.32G 0.009823 0.009136 0.003736 71 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s]
134/499 4.32G 0.009826 0.009165 0.003733 103 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s]
134/499 4.32G 0.009826 0.009165 0.003733 103 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s]
134/499 4.32G 0.009824 0.009157 0.003727 60 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s]
134/499 4.32G 0.009824 0.009157 0.003727 60 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s]
134/499 4.32G 0.00982 0.009187 0.00372 99 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s]
134/499 4.32G 0.00982 0.009187 0.00372 99 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s]
134/499 4.32G 0.009822 0.009178 0.003718 59 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s]
134/499 4.32G 0.009822 0.009178 0.003718 59 640: 88%|########7 | 147/168 [00:27<00:03, 5.34it/s]
134/499 4.32G 0.009815 0.009177 0.003716 76 640: 88%|########7 | 147/168 [00:27<00:03, 5.34it/s]
134/499 4.32G 0.009815 0.009177 0.003716 76 640: 88%|########8 | 148/168 [00:27<00:03, 5.20it/s]
134/499 4.32G 0.009808 0.00919 0.003696 79 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s]
134/499 4.32G 0.009808 0.00919 0.003696 79 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s]
134/499 4.32G 0.009804 0.009182 0.003727 62 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s]
134/499 4.32G 0.009804 0.009182 0.003727 62 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s]
134/499 4.32G 0.009797 0.009174 0.003735 72 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s]
134/499 4.32G 0.009797 0.009174 0.003735 72 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s]
134/499 4.32G 0.009813 0.009179 0.003741 66 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s]
134/499 4.32G 0.009813 0.009179 0.003741 66 640: 90%|######### | 152/168 [00:28<00:03, 5.31it/s]
134/499 4.32G 0.009816 0.00919 0.00374 75 640: 90%|######### | 152/168 [00:28<00:03, 5.31it/s]
134/499 4.32G 0.009816 0.00919 0.00374 75 640: 91%|#########1| 153/168 [00:28<00:02, 5.33it/s]
134/499 4.32G 0.009813 0.009193 0.003726 71 640: 91%|#########1| 153/168 [00:29<00:02, 5.33it/s]
134/499 4.32G 0.009813 0.009193 0.003726 71 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s]
134/499 4.32G 0.009826 0.009192 0.003736 72 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s]
134/499 4.32G 0.009826 0.009192 0.003736 72 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s]
134/499 4.32G 0.009821 0.009186 0.003726 69 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s]
134/499 4.32G 0.009821 0.009186 0.003726 69 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s]
134/499 4.32G 0.009821 0.009167 0.003748 59 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s]
134/499 4.32G 0.009821 0.009167 0.003748 59 640: 93%|#########3| 157/168 [00:29<00:02, 5.25it/s]
134/499 4.32G 0.009813 0.009172 0.003742 87 640: 93%|#########3| 157/168 [00:29<00:02, 5.25it/s]
134/499 4.32G 0.009813 0.009172 0.003742 87 640: 94%|#########4| 158/168 [00:29<00:01, 5.34it/s]
134/499 4.32G 0.009813 0.00917 0.003743 76 640: 94%|#########4| 158/168 [00:30<00:01, 5.34it/s]
134/499 4.32G 0.009813 0.00917 0.003743 76 640: 95%|#########4| 159/168 [00:30<00:01, 5.41it/s]
134/499 4.32G 0.009823 0.009169 0.003747 73 640: 95%|#########4| 159/168 [00:30<00:01, 5.41it/s]
134/499 4.32G 0.009823 0.009169 0.003747 73 640: 95%|#########5| 160/168 [00:30<00:01, 5.27it/s]
134/499 4.32G 0.009837 0.009168 0.00377 77 640: 95%|#########5| 160/168 [00:30<00:01, 5.27it/s]
134/499 4.32G 0.009837 0.009168 0.00377 77 640: 96%|#########5| 161/168 [00:30<00:01, 5.32it/s]
134/499 4.32G 0.009848 0.00917 0.003767 67 640: 96%|#########5| 161/168 [00:30<00:01, 5.32it/s]
134/499 4.32G 0.009848 0.00917 0.003767 67 640: 96%|#########6| 162/168 [00:30<00:01, 5.39it/s]
134/499 4.32G 0.009843 0.009178 0.003763 78 640: 96%|#########6| 162/168 [00:30<00:01, 5.39it/s]
134/499 4.32G 0.009843 0.009178 0.003763 78 640: 97%|#########7| 163/168 [00:30<00:00, 5.26it/s]
134/499 4.32G 0.009844 0.009171 0.003757 61 640: 97%|#########7| 163/168 [00:30<00:00, 5.26it/s]
134/499 4.32G 0.009844 0.009171 0.003757 61 640: 98%|#########7| 164/168 [00:30<00:00, 5.35it/s]
134/499 4.32G 0.009845 0.009151 0.003769 44 640: 98%|#########7| 164/168 [00:31<00:00, 5.35it/s]
134/499 4.32G 0.009845 0.009151 0.003769 44 640: 98%|#########8| 165/168 [00:31<00:00, 5.38it/s]
134/499 4.32G 0.009839 0.009143 0.003772 64 640: 98%|#########8| 165/168 [00:31<00:00, 5.38it/s]
134/499 4.32G 0.009839 0.009143 0.003772 64 640: 99%|#########8| 166/168 [00:31<00:00, 5.23it/s]
134/499 4.32G 0.00984 0.009141 0.003783 72 640: 99%|#########8| 166/168 [00:31<00:00, 5.23it/s]
134/499 4.32G 0.00984 0.009141 0.003783 72 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s]
134/499 4.32G 0.009848 0.009165 0.003784 46 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s]
134/499 4.32G 0.009848 0.009165 0.003784 46 640: 100%|##########| 168/168 [00:31<00:00, 5.51it/s]
134/499 4.32G 0.009848 0.009165 0.003784 46 640: 100%|##########| 168/168 [00:31<00:00, 5.30it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s]
all 132 263 0.868 0.854 0.875 0.752
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
135/499 4.32G 0.01019 0.006105 0.003123 54 640: 0%| | 0/168 [00:00<?, ?it/s]
135/499 4.32G 0.01019 0.006105 0.003123 54 640: 1%| | 1/168 [00:00<00:33, 5.01it/s]
135/499 4.32G 0.009985 0.007159 0.003054 72 640: 1%| | 1/168 [00:00<00:33, 5.01it/s]
135/499 4.32G 0.009985 0.007159 0.003054 72 640: 1%|1 | 2/168 [00:00<00:31, 5.32it/s]
135/499 4.32G 0.01011 0.007488 0.004234 60 640: 1%|1 | 2/168 [00:00<00:31, 5.32it/s]
135/499 4.32G 0.01011 0.007488 0.004234 60 640: 2%|1 | 3/168 [00:00<00:30, 5.41it/s]
135/499 4.32G 0.01009 0.008091 0.004271 73 640: 2%|1 | 3/168 [00:00<00:30, 5.41it/s]
135/499 4.32G 0.01009 0.008091 0.004271 73 640: 2%|2 | 4/168 [00:00<00:31, 5.23it/s]
135/499 4.32G 0.01041 0.008422 0.004334 66 640: 2%|2 | 4/168 [00:00<00:31, 5.23it/s]
135/499 4.32G 0.01041 0.008422 0.004334 66 640: 3%|2 | 5/168 [00:00<00:30, 5.35it/s]
135/499 4.32G 0.0104 0.008331 0.004204 70 640: 3%|2 | 5/168 [00:01<00:30, 5.35it/s]
135/499 4.32G 0.0104 0.008331 0.004204 70 640: 4%|3 | 6/168 [00:01<00:29, 5.40it/s]
135/499 4.32G 0.01029 0.008319 0.004425 64 640: 4%|3 | 6/168 [00:01<00:29, 5.40it/s]
135/499 4.32G 0.01029 0.008319 0.004425 64 640: 4%|4 | 7/168 [00:01<00:30, 5.24it/s]
135/499 4.32G 0.01041 0.008852 0.004384 79 640: 4%|4 | 7/168 [00:01<00:30, 5.24it/s]
135/499 4.32G 0.01041 0.008852 0.004384 79 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s]
135/499 4.32G 0.01034 0.008854 0.004161 76 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s]
135/499 4.32G 0.01034 0.008854 0.004161 76 640: 5%|5 | 9/168 [00:01<00:29, 5.35it/s]
135/499 4.32G 0.01056 0.008943 0.004095 65 640: 5%|5 | 9/168 [00:01<00:29, 5.35it/s]
135/499 4.32G 0.01056 0.008943 0.004095 65 640: 6%|5 | 10/168 [00:01<00:30, 5.21it/s]
135/499 4.32G 0.01048 0.008858 0.003924 51 640: 6%|5 | 10/168 [00:02<00:30, 5.21it/s]
135/499 4.32G 0.01048 0.008858 0.003924 51 640: 7%|6 | 11/168 [00:02<00:29, 5.32it/s]
135/499 4.32G 0.01037 0.008963 0.003882 75 640: 7%|6 | 11/168 [00:02<00:29, 5.32it/s]
135/499 4.32G 0.01037 0.008963 0.003882 75 640: 7%|7 | 12/168 [00:02<00:29, 5.38it/s]
135/499 4.32G 0.01043 0.008858 0.00414 64 640: 7%|7 | 12/168 [00:02<00:29, 5.38it/s]
135/499 4.32G 0.01043 0.008858 0.00414 64 640: 8%|7 | 13/168 [00:02<00:29, 5.25it/s]
135/499 4.32G 0.01046 0.008818 0.004125 72 640: 8%|7 | 13/168 [00:02<00:29, 5.25it/s]
135/499 4.32G 0.01046 0.008818 0.004125 72 640: 8%|8 | 14/168 [00:02<00:29, 5.31it/s]
135/499 4.32G 0.01037 0.008858 0.004073 75 640: 8%|8 | 14/168 [00:02<00:29, 5.31it/s]
135/499 4.32G 0.01037 0.008858 0.004073 75 640: 9%|8 | 15/168 [00:02<00:28, 5.36it/s]
135/499 4.32G 0.01028 0.008807 0.004054 67 640: 9%|8 | 15/168 [00:03<00:28, 5.36it/s]
135/499 4.32G 0.01028 0.008807 0.004054 67 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s]
135/499 4.32G 0.01024 0.008818 0.003907 68 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s]
135/499 4.32G 0.01024 0.008818 0.003907 68 640: 10%|# | 17/168 [00:03<00:28, 5.22it/s]
135/499 4.32G 0.01022 0.008871 0.003811 77 640: 10%|# | 17/168 [00:03<00:28, 5.22it/s]
135/499 4.32G 0.01022 0.008871 0.003811 77 640: 11%|# | 18/168 [00:03<00:28, 5.31it/s]
135/499 4.32G 0.01023 0.008918 0.003769 73 640: 11%|# | 18/168 [00:03<00:28, 5.31it/s]
135/499 4.32G 0.01023 0.008918 0.003769 73 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
135/499 4.32G 0.01016 0.008987 0.003652 82 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
135/499 4.32G 0.01016 0.008987 0.003652 82 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
135/499 4.32G 0.01019 0.009086 0.003584 78 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
135/499 4.32G 0.01019 0.009086 0.003584 78 640: 12%|#2 | 21/168 [00:03<00:27, 5.30it/s]
135/499 4.32G 0.01014 0.009209 0.003571 93 640: 12%|#2 | 21/168 [00:04<00:27, 5.30it/s]
135/499 4.32G 0.01014 0.009209 0.003571 93 640: 13%|#3 | 22/168 [00:04<00:28, 5.17it/s]
135/499 4.32G 0.01016 0.009184 0.003638 54 640: 13%|#3 | 22/168 [00:04<00:28, 5.17it/s]
135/499 4.32G 0.01016 0.009184 0.003638 54 640: 14%|#3 | 23/168 [00:04<00:27, 5.26it/s]
135/499 4.32G 0.01016 0.009174 0.003641 64 640: 14%|#3 | 23/168 [00:04<00:27, 5.26it/s]
135/499 4.32G 0.01016 0.009174 0.003641 64 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s]
135/499 4.32G 0.01017 0.009172 0.003642 80 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s]
135/499 4.32G 0.01017 0.009172 0.003642 80 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
135/499 4.32G 0.01012 0.009191 0.003599 74 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
135/499 4.32G 0.01012 0.009191 0.003599 74 640: 15%|#5 | 26/168 [00:04<00:26, 5.31it/s]
135/499 4.32G 0.01009 0.009201 0.003563 72 640: 15%|#5 | 26/168 [00:05<00:26, 5.31it/s]
135/499 4.32G 0.01009 0.009201 0.003563 72 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s]
135/499 4.32G 0.01003 0.009215 0.003637 75 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s]
135/499 4.32G 0.01003 0.009215 0.003637 75 640: 17%|#6 | 28/168 [00:05<00:26, 5.24it/s]
135/499 4.32G 0.01006 0.009117 0.003555 53 640: 17%|#6 | 28/168 [00:05<00:26, 5.24it/s]
135/499 4.32G 0.01006 0.009117 0.003555 53 640: 17%|#7 | 29/168 [00:05<00:26, 5.34it/s]
135/499 4.32G 0.01005 0.009121 0.003506 67 640: 17%|#7 | 29/168 [00:05<00:26, 5.34it/s]
135/499 4.32G 0.01005 0.009121 0.003506 67 640: 18%|#7 | 30/168 [00:05<00:25, 5.39it/s]
135/499 4.32G 0.01004 0.009094 0.003464 67 640: 18%|#7 | 30/168 [00:05<00:25, 5.39it/s]
135/499 4.32G 0.01004 0.009094 0.003464 67 640: 18%|#8 | 31/168 [00:05<00:26, 5.26it/s]
135/499 4.32G 0.01 0.009094 0.003413 75 640: 18%|#8 | 31/168 [00:06<00:26, 5.26it/s]
135/499 4.32G 0.01 0.009094 0.003413 75 640: 19%|#9 | 32/168 [00:06<00:25, 5.35it/s]
135/499 4.32G 0.01002 0.009118 0.003511 73 640: 19%|#9 | 32/168 [00:06<00:25, 5.35it/s]
135/499 4.32G 0.01002 0.009118 0.003511 73 640: 20%|#9 | 33/168 [00:06<00:24, 5.41it/s]
135/499 4.32G 0.01007 0.009182 0.003446 80 640: 20%|#9 | 33/168 [00:06<00:24, 5.41it/s]
135/499 4.32G 0.01007 0.009182 0.003446 80 640: 20%|## | 34/168 [00:06<00:25, 5.27it/s]
135/499 4.32G 0.01007 0.009176 0.003495 56 640: 20%|## | 34/168 [00:06<00:25, 5.27it/s]
135/499 4.32G 0.01007 0.009176 0.003495 56 640: 21%|## | 35/168 [00:06<00:24, 5.35it/s]
135/499 4.32G 0.01007 0.009213 0.003542 87 640: 21%|## | 35/168 [00:06<00:24, 5.35it/s]
135/499 4.32G 0.01007 0.009213 0.003542 87 640: 21%|##1 | 36/168 [00:06<00:24, 5.42it/s]
135/499 4.32G 0.01012 0.009245 0.003482 59 640: 21%|##1 | 36/168 [00:06<00:24, 5.42it/s]
135/499 4.32G 0.01012 0.009245 0.003482 59 640: 22%|##2 | 37/168 [00:06<00:25, 5.24it/s]
135/499 4.32G 0.01011 0.009204 0.003452 65 640: 22%|##2 | 37/168 [00:07<00:25, 5.24it/s]
135/499 4.32G 0.01011 0.009204 0.003452 65 640: 23%|##2 | 38/168 [00:07<00:24, 5.32it/s]
135/499 4.32G 0.0101 0.009158 0.003425 74 640: 23%|##2 | 38/168 [00:07<00:24, 5.32it/s]
135/499 4.32G 0.0101 0.009158 0.003425 74 640: 23%|##3 | 39/168 [00:07<00:23, 5.38it/s]
135/499 4.32G 0.0101 0.009186 0.003476 73 640: 23%|##3 | 39/168 [00:07<00:23, 5.38it/s]
135/499 4.32G 0.0101 0.009186 0.003476 73 640: 24%|##3 | 40/168 [00:07<00:24, 5.26it/s]
135/499 4.32G 0.01012 0.00927 0.003483 86 640: 24%|##3 | 40/168 [00:07<00:24, 5.26it/s]
135/499 4.32G 0.01012 0.00927 0.003483 86 640: 24%|##4 | 41/168 [00:07<00:23, 5.36it/s]
135/499 4.32G 0.01012 0.009298 0.003535 74 640: 24%|##4 | 41/168 [00:07<00:23, 5.36it/s]
135/499 4.32G 0.01012 0.009298 0.003535 74 640: 25%|##5 | 42/168 [00:07<00:23, 5.41it/s]
135/499 4.32G 0.01012 0.009283 0.00357 62 640: 25%|##5 | 42/168 [00:08<00:23, 5.41it/s]
135/499 4.32G 0.01012 0.009283 0.00357 62 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
135/499 4.32G 0.01016 0.009251 0.003541 52 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
135/499 4.32G 0.01016 0.009251 0.003541 52 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s]
135/499 4.32G 0.01022 0.009228 0.003539 55 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s]
135/499 4.32G 0.01022 0.009228 0.003539 55 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s]
135/499 4.32G 0.01022 0.009245 0.003526 64 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s]
135/499 4.32G 0.01022 0.009245 0.003526 64 640: 27%|##7 | 46/168 [00:08<00:23, 5.18it/s]
135/499 4.32G 0.01022 0.009251 0.003519 76 640: 27%|##7 | 46/168 [00:08<00:23, 5.18it/s]
135/499 4.32G 0.01022 0.009251 0.003519 76 640: 28%|##7 | 47/168 [00:08<00:22, 5.28it/s]
135/499 4.32G 0.01021 0.009303 0.003504 70 640: 28%|##7 | 47/168 [00:09<00:22, 5.28it/s]
135/499 4.32G 0.01021 0.009303 0.003504 70 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s]
135/499 4.32G 0.01023 0.009272 0.003524 67 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s]
135/499 4.32G 0.01023 0.009272 0.003524 67 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s]
135/499 4.32G 0.01022 0.00928 0.003563 71 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s]
135/499 4.32G 0.01022 0.00928 0.003563 71 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s]
135/499 4.32G 0.0102 0.009271 0.003566 83 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s]
135/499 4.32G 0.0102 0.009271 0.003566 83 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s]
135/499 4.32G 0.01018 0.009258 0.003576 70 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s]
135/499 4.32G 0.01018 0.009258 0.003576 70 640: 31%|### | 52/168 [00:09<00:22, 5.22it/s]
135/499 4.32G 0.01018 0.009261 0.003546 72 640: 31%|### | 52/168 [00:09<00:22, 5.22it/s]
135/499 4.32G 0.01018 0.009261 0.003546 72 640: 32%|###1 | 53/168 [00:09<00:21, 5.32it/s]
135/499 4.32G 0.01015 0.009243 0.003548 70 640: 32%|###1 | 53/168 [00:10<00:21, 5.32it/s]
135/499 4.32G 0.01015 0.009243 0.003548 70 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s]
135/499 4.32G 0.01013 0.009252 0.003537 76 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s]
135/499 4.32G 0.01013 0.009252 0.003537 76 640: 33%|###2 | 55/168 [00:10<00:21, 5.22it/s]
135/499 4.32G 0.01015 0.009288 0.00351 73 640: 33%|###2 | 55/168 [00:10<00:21, 5.22it/s]
135/499 4.32G 0.01015 0.009288 0.00351 73 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s]
135/499 4.32G 0.01016 0.009309 0.003496 72 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s]
135/499 4.32G 0.01016 0.009309 0.003496 72 640: 34%|###3 | 57/168 [00:10<00:20, 5.33it/s]
135/499 4.32G 0.01018 0.009285 0.00353 58 640: 34%|###3 | 57/168 [00:10<00:20, 5.33it/s]
135/499 4.32G 0.01018 0.009285 0.00353 58 640: 35%|###4 | 58/168 [00:10<00:21, 5.19it/s]
135/499 4.32G 0.01014 0.009279 0.003548 75 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s]
135/499 4.32G 0.01014 0.009279 0.003548 75 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s]
135/499 4.32G 0.01017 0.009266 0.003538 64 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s]
135/499 4.32G 0.01017 0.009266 0.003538 64 640: 36%|###5 | 60/168 [00:11<00:20, 5.36it/s]
135/499 4.32G 0.01017 0.009248 0.003517 63 640: 36%|###5 | 60/168 [00:11<00:20, 5.36it/s]
135/499 4.32G 0.01017 0.009248 0.003517 63 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s]
135/499 4.32G 0.01017 0.009213 0.003536 60 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s]
135/499 4.32G 0.01017 0.009213 0.003536 60 640: 37%|###6 | 62/168 [00:11<00:19, 5.31it/s]
135/499 4.32G 0.01017 0.009235 0.003516 80 640: 37%|###6 | 62/168 [00:11<00:19, 5.31it/s]
135/499 4.32G 0.01017 0.009235 0.003516 80 640: 38%|###7 | 63/168 [00:11<00:19, 5.37it/s]
135/499 4.32G 0.01014 0.009203 0.003606 52 640: 38%|###7 | 63/168 [00:12<00:19, 5.37it/s]
135/499 4.32G 0.01014 0.009203 0.003606 52 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s]
135/499 4.32G 0.01013 0.009212 0.003598 79 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s]
135/499 4.32G 0.01013 0.009212 0.003598 79 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
135/499 4.32G 0.0101 0.009196 0.003689 60 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
135/499 4.32G 0.0101 0.009196 0.003689 60 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s]
135/499 4.32G 0.0101 0.009183 0.003656 64 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s]
135/499 4.32G 0.0101 0.009183 0.003656 64 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s]
135/499 4.32G 0.01012 0.009217 0.003644 73 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s]
135/499 4.32G 0.01012 0.009217 0.003644 73 640: 40%|#### | 68/168 [00:12<00:18, 5.32it/s]
135/499 4.32G 0.01013 0.009218 0.003649 65 640: 40%|#### | 68/168 [00:13<00:18, 5.32it/s]
135/499 4.32G 0.01013 0.009218 0.003649 65 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s]
135/499 4.32G 0.01013 0.009229 0.003679 71 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s]
135/499 4.32G 0.01013 0.009229 0.003679 71 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s]
135/499 4.32G 0.01011 0.009223 0.003667 80 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s]
135/499 4.32G 0.01011 0.009223 0.003667 80 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s]
135/499 4.32G 0.01011 0.009191 0.003643 62 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s]
135/499 4.32G 0.01011 0.009191 0.003643 62 640: 43%|####2 | 72/168 [00:13<00:17, 5.40it/s]
135/499 4.32G 0.01011 0.009197 0.003647 69 640: 43%|####2 | 72/168 [00:13<00:17, 5.40it/s]
135/499 4.32G 0.01011 0.009197 0.003647 69 640: 43%|####3 | 73/168 [00:13<00:18, 5.26it/s]
135/499 4.32G 0.0101 0.009202 0.00364 72 640: 43%|####3 | 73/168 [00:13<00:18, 5.26it/s]
135/499 4.32G 0.0101 0.009202 0.00364 72 640: 44%|####4 | 74/168 [00:13<00:17, 5.34it/s]
135/499 4.32G 0.0101 0.009234 0.003643 76 640: 44%|####4 | 74/168 [00:14<00:17, 5.34it/s]
135/499 4.32G 0.0101 0.009234 0.003643 76 640: 45%|####4 | 75/168 [00:14<00:17, 5.42it/s]
135/499 4.32G 0.01009 0.009228 0.003665 70 640: 45%|####4 | 75/168 [00:14<00:17, 5.42it/s]
135/499 4.32G 0.01009 0.009228 0.003665 70 640: 45%|####5 | 76/168 [00:14<00:17, 5.27it/s]
135/499 4.32G 0.01008 0.00924 0.003645 76 640: 45%|####5 | 76/168 [00:14<00:17, 5.27it/s]
135/499 4.32G 0.01008 0.00924 0.003645 76 640: 46%|####5 | 77/168 [00:14<00:16, 5.37it/s]
135/499 4.32G 0.0101 0.009248 0.00362 70 640: 46%|####5 | 77/168 [00:14<00:16, 5.37it/s]
135/499 4.32G 0.0101 0.009248 0.00362 70 640: 46%|####6 | 78/168 [00:14<00:16, 5.42it/s]
135/499 4.32G 0.01009 0.009274 0.003618 89 640: 46%|####6 | 78/168 [00:14<00:16, 5.42it/s]
135/499 4.32G 0.01009 0.009274 0.003618 89 640: 47%|####7 | 79/168 [00:14<00:16, 5.28it/s]
135/499 4.32G 0.01008 0.009273 0.003611 75 640: 47%|####7 | 79/168 [00:15<00:16, 5.28it/s]
135/499 4.32G 0.01008 0.009273 0.003611 75 640: 48%|####7 | 80/168 [00:15<00:16, 5.36it/s]
135/499 4.32G 0.01008 0.009267 0.003605 62 640: 48%|####7 | 80/168 [00:15<00:16, 5.36it/s]
135/499 4.32G 0.01008 0.009267 0.003605 62 640: 48%|####8 | 81/168 [00:15<00:16, 5.41it/s]
135/499 4.32G 0.01006 0.009247 0.003624 68 640: 48%|####8 | 81/168 [00:15<00:16, 5.41it/s]
135/499 4.32G 0.01006 0.009247 0.003624 68 640: 49%|####8 | 82/168 [00:15<00:16, 5.27it/s]
135/499 4.32G 0.01005 0.009265 0.00363 77 640: 49%|####8 | 82/168 [00:15<00:16, 5.27it/s]
135/499 4.32G 0.01005 0.009265 0.00363 77 640: 49%|####9 | 83/168 [00:15<00:15, 5.36it/s]
135/499 4.32G 0.01004 0.009244 0.003605 68 640: 49%|####9 | 83/168 [00:15<00:15, 5.36it/s]
135/499 4.32G 0.01004 0.009244 0.003605 68 640: 50%|##### | 84/168 [00:15<00:15, 5.41it/s]
135/499 4.32G 0.01004 0.009227 0.003577 58 640: 50%|##### | 84/168 [00:16<00:15, 5.41it/s]
135/499 4.32G 0.01004 0.009227 0.003577 58 640: 51%|##### | 85/168 [00:16<00:15, 5.27it/s]
135/499 4.32G 0.01004 0.009222 0.00357 69 640: 51%|##### | 85/168 [00:16<00:15, 5.27it/s]
135/499 4.32G 0.01004 0.009222 0.00357 69 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s]
135/499 4.32G 0.01004 0.00924 0.003581 79 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s]
135/499 4.32G 0.01004 0.00924 0.003581 79 640: 52%|#####1 | 87/168 [00:16<00:15, 5.39it/s]
135/499 4.32G 0.01004 0.009268 0.003588 86 640: 52%|#####1 | 87/168 [00:16<00:15, 5.39it/s]
135/499 4.32G 0.01004 0.009268 0.003588 86 640: 52%|#####2 | 88/168 [00:16<00:15, 5.27it/s]
135/499 4.32G 0.01003 0.009254 0.003608 68 640: 52%|#####2 | 88/168 [00:16<00:15, 5.27it/s]
135/499 4.32G 0.01003 0.009254 0.003608 68 640: 53%|#####2 | 89/168 [00:16<00:14, 5.35it/s]
135/499 4.32G 0.01003 0.009245 0.003618 76 640: 53%|#####2 | 89/168 [00:16<00:14, 5.35it/s]
135/499 4.32G 0.01003 0.009245 0.003618 76 640: 54%|#####3 | 90/168 [00:16<00:14, 5.42it/s]
135/499 4.32G 0.01002 0.00923 0.003623 66 640: 54%|#####3 | 90/168 [00:17<00:14, 5.42it/s]
135/499 4.32G 0.01002 0.00923 0.003623 66 640: 54%|#####4 | 91/168 [00:17<00:14, 5.26it/s]
135/499 4.32G 0.01002 0.009235 0.003614 80 640: 54%|#####4 | 91/168 [00:17<00:14, 5.26it/s]
135/499 4.32G 0.01002 0.009235 0.003614 80 640: 55%|#####4 | 92/168 [00:17<00:14, 5.34it/s]
135/499 4.32G 0.01002 0.009221 0.003659 63 640: 55%|#####4 | 92/168 [00:17<00:14, 5.34it/s]
135/499 4.32G 0.01002 0.009221 0.003659 63 640: 55%|#####5 | 93/168 [00:17<00:13, 5.40it/s]
135/499 4.32G 0.01001 0.009197 0.003654 57 640: 55%|#####5 | 93/168 [00:17<00:13, 5.40it/s]
135/499 4.32G 0.01001 0.009197 0.003654 57 640: 56%|#####5 | 94/168 [00:17<00:14, 5.26it/s]
135/499 4.32G 0.01001 0.009201 0.003642 69 640: 56%|#####5 | 94/168 [00:17<00:14, 5.26it/s]
135/499 4.32G 0.01001 0.009201 0.003642 69 640: 57%|#####6 | 95/168 [00:17<00:13, 5.31it/s]
135/499 4.32G 0.01002 0.009229 0.003631 87 640: 57%|#####6 | 95/168 [00:18<00:13, 5.31it/s]
135/499 4.32G 0.01002 0.009229 0.003631 87 640: 57%|#####7 | 96/168 [00:18<00:13, 5.38it/s]
135/499 4.32G 0.009999 0.009202 0.003631 58 640: 57%|#####7 | 96/168 [00:18<00:13, 5.38it/s]
135/499 4.32G 0.009999 0.009202 0.003631 58 640: 58%|#####7 | 97/168 [00:18<00:13, 5.24it/s]
135/499 4.32G 0.009988 0.009189 0.003628 59 640: 58%|#####7 | 97/168 [00:18<00:13, 5.24it/s]
135/499 4.32G 0.009988 0.009189 0.003628 59 640: 58%|#####8 | 98/168 [00:18<00:13, 5.32it/s]
135/499 4.32G 0.01 0.009191 0.003627 75 640: 58%|#####8 | 98/168 [00:18<00:13, 5.32it/s]
135/499 4.32G 0.01 0.009191 0.003627 75 640: 59%|#####8 | 99/168 [00:18<00:12, 5.31it/s]
135/499 4.32G 0.01002 0.009214 0.003622 70 640: 59%|#####8 | 99/168 [00:18<00:12, 5.31it/s]
135/499 4.32G 0.01002 0.009214 0.003622 70 640: 60%|#####9 | 100/168 [00:18<00:13, 5.21it/s]
135/499 4.32G 0.01002 0.009208 0.003636 66 640: 60%|#####9 | 100/168 [00:19<00:13, 5.21it/s]
135/499 4.32G 0.01002 0.009208 0.003636 66 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s]
135/499 4.32G 0.01003 0.009226 0.003629 85 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s]
135/499 4.32G 0.01003 0.009226 0.003629 85 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s]
135/499 4.32G 0.01002 0.009207 0.003604 57 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s]
135/499 4.32G 0.01002 0.009207 0.003604 57 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s]
135/499 4.32G 0.01 0.009188 0.003588 64 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s]
135/499 4.32G 0.01 0.009188 0.003588 64 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s]
135/499 4.32G 0.01001 0.00921 0.003602 79 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s]
135/499 4.32G 0.01001 0.00921 0.003602 79 640: 62%|######2 | 105/168 [00:19<00:11, 5.37it/s]
135/499 4.32G 0.01 0.009216 0.003615 69 640: 62%|######2 | 105/168 [00:19<00:11, 5.37it/s]
135/499 4.32G 0.01 0.009216 0.003615 69 640: 63%|######3 | 106/168 [00:19<00:11, 5.22it/s]
135/499 4.32G 0.01001 0.009236 0.00361 82 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s]
135/499 4.32G 0.01001 0.009236 0.00361 82 640: 64%|######3 | 107/168 [00:20<00:11, 5.23it/s]
135/499 4.32G 0.01002 0.009222 0.00363 67 640: 64%|######3 | 107/168 [00:20<00:11, 5.23it/s]
135/499 4.32G 0.01002 0.009222 0.00363 67 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s]
135/499 4.32G 0.009995 0.009202 0.003614 54 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s]
135/499 4.32G 0.009995 0.009202 0.003614 54 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s]
135/499 4.32G 0.009975 0.009194 0.003605 69 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s]
135/499 4.32G 0.009975 0.009194 0.003605 69 640: 65%|######5 | 110/168 [00:20<00:11, 5.25it/s]
135/499 4.32G 0.009975 0.009189 0.003618 64 640: 65%|######5 | 110/168 [00:20<00:11, 5.25it/s]
135/499 4.32G 0.009975 0.009189 0.003618 64 640: 66%|######6 | 111/168 [00:20<00:10, 5.34it/s]
135/499 4.32G 0.009998 0.009186 0.003613 60 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s]
135/499 4.32G 0.009998 0.009186 0.003613 60 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s]
135/499 4.32G 0.009995 0.009189 0.003612 81 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s]
135/499 4.32G 0.009995 0.009189 0.003612 81 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s]
135/499 4.32G 0.009992 0.009181 0.003615 73 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s]
135/499 4.32G 0.009992 0.009181 0.003615 73 640: 68%|######7 | 114/168 [00:21<00:10, 5.33it/s]
135/499 4.32G 0.009998 0.009212 0.003612 82 640: 68%|######7 | 114/168 [00:21<00:10, 5.33it/s]
135/499 4.32G 0.009998 0.009212 0.003612 82 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s]
135/499 4.32G 0.009993 0.009209 0.003604 61 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s]
135/499 4.32G 0.009993 0.009209 0.003604 61 640: 69%|######9 | 116/168 [00:21<00:09, 5.29it/s]
135/499 4.32G 0.009997 0.009205 0.003587 52 640: 69%|######9 | 116/168 [00:22<00:09, 5.29it/s]
135/499 4.32G 0.009997 0.009205 0.003587 52 640: 70%|######9 | 117/168 [00:22<00:09, 5.37it/s]
135/499 4.32G 0.009997 0.009217 0.00359 70 640: 70%|######9 | 117/168 [00:22<00:09, 5.37it/s]
135/499 4.32G 0.009997 0.009217 0.00359 70 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s]
135/499 4.32G 0.009994 0.009235 0.003599 89 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s]
135/499 4.32G 0.009994 0.009235 0.003599 89 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s]
135/499 4.32G 0.009999 0.009237 0.003593 71 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s]
135/499 4.32G 0.009999 0.009237 0.003593 71 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s]
135/499 4.32G 0.01002 0.00923 0.003593 60 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s]
135/499 4.32G 0.01002 0.00923 0.003593 60 640: 72%|#######2 | 121/168 [00:22<00:08, 5.25it/s]
135/499 4.32G 0.01001 0.009236 0.003606 84 640: 72%|#######2 | 121/168 [00:23<00:08, 5.25it/s]
135/499 4.32G 0.01001 0.009236 0.003606 84 640: 73%|#######2 | 122/168 [00:23<00:08, 5.34it/s]
135/499 4.32G 0.01001 0.009237 0.003611 72 640: 73%|#######2 | 122/168 [00:23<00:08, 5.34it/s]
135/499 4.32G 0.01001 0.009237 0.003611 72 640: 73%|#######3 | 123/168 [00:23<00:08, 5.38it/s]
135/499 4.32G 0.01001 0.009239 0.00361 71 640: 73%|#######3 | 123/168 [00:23<00:08, 5.38it/s]
135/499 4.32G 0.01001 0.009239 0.00361 71 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s]
135/499 4.32G 0.01 0.00924 0.003596 61 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s]
135/499 4.32G 0.01 0.00924 0.003596 61 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s]
135/499 4.32G 0.01001 0.009248 0.003597 62 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s]
135/499 4.32G 0.01001 0.009248 0.003597 62 640: 75%|#######5 | 126/168 [00:23<00:07, 5.36it/s]
135/499 4.32G 0.01002 0.009256 0.003581 67 640: 75%|#######5 | 126/168 [00:23<00:07, 5.36it/s]
135/499 4.32G 0.01002 0.009256 0.003581 67 640: 76%|#######5 | 127/168 [00:23<00:07, 5.23it/s]
135/499 4.32G 0.01001 0.009258 0.003578 77 640: 76%|#######5 | 127/168 [00:24<00:07, 5.23it/s]
135/499 4.32G 0.01001 0.009258 0.003578 77 640: 76%|#######6 | 128/168 [00:24<00:07, 5.31it/s]
135/499 4.32G 0.01001 0.009249 0.003574 65 640: 76%|#######6 | 128/168 [00:24<00:07, 5.31it/s]
135/499 4.32G 0.01001 0.009249 0.003574 65 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s]
135/499 4.32G 0.01001 0.009247 0.003591 62 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s]
135/499 4.32G 0.01001 0.009247 0.003591 62 640: 77%|#######7 | 130/168 [00:24<00:07, 5.24it/s]
135/499 4.32G 0.01001 0.009242 0.003614 77 640: 77%|#######7 | 130/168 [00:24<00:07, 5.24it/s]
135/499 4.32G 0.01001 0.009242 0.003614 77 640: 78%|#######7 | 131/168 [00:24<00:06, 5.29it/s]
135/499 4.32G 0.01001 0.00924 0.003606 71 640: 78%|#######7 | 131/168 [00:24<00:06, 5.29it/s]
135/499 4.32G 0.01001 0.00924 0.003606 71 640: 79%|#######8 | 132/168 [00:24<00:06, 5.34it/s]
135/499 4.32G 0.01001 0.009232 0.00361 69 640: 79%|#######8 | 132/168 [00:25<00:06, 5.34it/s]
135/499 4.32G 0.01001 0.009232 0.00361 69 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
135/499 4.32G 0.01002 0.009248 0.003605 79 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
135/499 4.32G 0.01002 0.009248 0.003605 79 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
135/499 4.32G 0.01001 0.009243 0.003602 61 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
135/499 4.32G 0.01001 0.009243 0.003602 61 640: 80%|######## | 135/168 [00:25<00:06, 5.38it/s]
135/499 4.32G 0.009998 0.009243 0.003591 70 640: 80%|######## | 135/168 [00:25<00:06, 5.38it/s]
135/499 4.32G 0.009998 0.009243 0.003591 70 640: 81%|######## | 136/168 [00:25<00:06, 5.26it/s]
135/499 4.32G 0.01 0.009247 0.003582 74 640: 81%|######## | 136/168 [00:25<00:06, 5.26it/s]
135/499 4.32G 0.01 0.009247 0.003582 74 640: 82%|########1 | 137/168 [00:25<00:05, 5.35it/s]
135/499 4.32G 0.01001 0.009259 0.003578 74 640: 82%|########1 | 137/168 [00:26<00:05, 5.35it/s]
135/499 4.32G 0.01001 0.009259 0.003578 74 640: 82%|########2 | 138/168 [00:26<00:05, 5.41it/s]
135/499 4.32G 0.01001 0.009267 0.003566 82 640: 82%|########2 | 138/168 [00:26<00:05, 5.41it/s]
135/499 4.32G 0.01001 0.009267 0.003566 82 640: 83%|########2 | 139/168 [00:26<00:05, 5.28it/s]
135/499 4.32G 0.01001 0.009265 0.003576 81 640: 83%|########2 | 139/168 [00:26<00:05, 5.28it/s]
135/499 4.32G 0.01001 0.009265 0.003576 81 640: 83%|########3 | 140/168 [00:26<00:05, 5.34it/s]
135/499 4.32G 0.01002 0.009263 0.003583 72 640: 83%|########3 | 140/168 [00:26<00:05, 5.34it/s]
135/499 4.32G 0.01002 0.009263 0.003583 72 640: 84%|########3 | 141/168 [00:26<00:04, 5.41it/s]
135/499 4.32G 0.01002 0.009261 0.003586 62 640: 84%|########3 | 141/168 [00:26<00:04, 5.41it/s]
135/499 4.32G 0.01002 0.009261 0.003586 62 640: 85%|########4 | 142/168 [00:26<00:04, 5.27it/s]
135/499 4.32G 0.01002 0.009257 0.003591 56 640: 85%|########4 | 142/168 [00:26<00:04, 5.27it/s]
135/499 4.32G 0.01002 0.009257 0.003591 56 640: 85%|########5 | 143/168 [00:26<00:04, 5.35it/s]
135/499 4.32G 0.01002 0.00925 0.003586 66 640: 85%|########5 | 143/168 [00:27<00:04, 5.35it/s]
135/499 4.32G 0.01002 0.00925 0.003586 66 640: 86%|########5 | 144/168 [00:27<00:04, 5.42it/s]
135/499 4.32G 0.01001 0.009245 0.003594 72 640: 86%|########5 | 144/168 [00:27<00:04, 5.42it/s]
135/499 4.32G 0.01001 0.009245 0.003594 72 640: 86%|########6 | 145/168 [00:27<00:04, 5.23it/s]
135/499 4.32G 0.01001 0.009241 0.003598 67 640: 86%|########6 | 145/168 [00:27<00:04, 5.23it/s]
135/499 4.32G 0.01001 0.009241 0.003598 67 640: 87%|########6 | 146/168 [00:27<00:04, 5.33it/s]
135/499 4.32G 0.01 0.009242 0.003608 65 640: 87%|########6 | 146/168 [00:27<00:04, 5.33it/s]
135/499 4.32G 0.01 0.009242 0.003608 65 640: 88%|########7 | 147/168 [00:27<00:03, 5.34it/s]
135/499 4.32G 0.01 0.009259 0.003604 87 640: 88%|########7 | 147/168 [00:27<00:03, 5.34it/s]
135/499 4.32G 0.01 0.009259 0.003604 87 640: 88%|########8 | 148/168 [00:27<00:03, 5.20it/s]
135/499 4.32G 0.01 0.009255 0.003603 70 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s]
135/499 4.32G 0.01 0.009255 0.003603 70 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
135/499 4.32G 0.01001 0.009236 0.003604 60 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
135/499 4.32G 0.01001 0.009236 0.003604 60 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s]
135/499 4.32G 0.01 0.00924 0.003604 80 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s]
135/499 4.32G 0.01 0.00924 0.003604 80 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s]
135/499 4.32G 0.009997 0.009227 0.003594 61 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s]
135/499 4.32G 0.009997 0.009227 0.003594 61 640: 90%|######### | 152/168 [00:28<00:03, 5.29it/s]
135/499 4.32G 0.009999 0.009211 0.003605 52 640: 90%|######### | 152/168 [00:28<00:03, 5.29it/s]
135/499 4.32G 0.009999 0.009211 0.003605 52 640: 91%|#########1| 153/168 [00:28<00:02, 5.37it/s]
135/499 4.32G 0.01001 0.009208 0.003602 76 640: 91%|#########1| 153/168 [00:29<00:02, 5.37it/s]
135/499 4.32G 0.01001 0.009208 0.003602 76 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s]
135/499 4.32G 0.01001 0.009197 0.003599 58 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s]
135/499 4.32G 0.01001 0.009197 0.003599 58 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s]
135/499 4.32G 0.01001 0.009207 0.003594 71 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s]
135/499 4.32G 0.01001 0.009207 0.003594 71 640: 93%|#########2| 156/168 [00:29<00:02, 5.36it/s]
135/499 4.32G 0.01001 0.009199 0.003585 56 640: 93%|#########2| 156/168 [00:29<00:02, 5.36it/s]
135/499 4.32G 0.01001 0.009199 0.003585 56 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s]
135/499 4.32G 0.01002 0.009202 0.003577 72 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s]
135/499 4.32G 0.01002 0.009202 0.003577 72 640: 94%|#########4| 158/168 [00:29<00:01, 5.30it/s]
135/499 4.32G 0.01002 0.009198 0.003586 65 640: 94%|#########4| 158/168 [00:29<00:01, 5.30it/s]
135/499 4.32G 0.01002 0.009198 0.003586 65 640: 95%|#########4| 159/168 [00:29<00:01, 5.36it/s]
135/499 4.32G 0.01003 0.009192 0.003581 60 640: 95%|#########4| 159/168 [00:30<00:01, 5.36it/s]
135/499 4.32G 0.01003 0.009192 0.003581 60 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s]
135/499 4.32G 0.01004 0.009188 0.003584 62 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s]
135/499 4.32G 0.01004 0.009188 0.003584 62 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s]
135/499 4.32G 0.01003 0.009203 0.003575 78 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s]
135/499 4.32G 0.01003 0.009203 0.003575 78 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s]
135/499 4.32G 0.01003 0.009201 0.003559 63 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s]
135/499 4.32G 0.01003 0.009201 0.003559 63 640: 97%|#########7| 163/168 [00:30<00:00, 5.22it/s]
135/499 4.32G 0.01002 0.009205 0.003571 71 640: 97%|#########7| 163/168 [00:30<00:00, 5.22it/s]
135/499 4.32G 0.01002 0.009205 0.003571 71 640: 98%|#########7| 164/168 [00:30<00:00, 5.32it/s]
135/499 4.32G 0.01002 0.009195 0.003571 69 640: 98%|#########7| 164/168 [00:31<00:00, 5.32it/s]
135/499 4.32G 0.01002 0.009195 0.003571 69 640: 98%|#########8| 165/168 [00:31<00:00, 5.38it/s]
135/499 4.32G 0.01002 0.009196 0.00358 67 640: 98%|#########8| 165/168 [00:31<00:00, 5.38it/s]
135/499 4.32G 0.01002 0.009196 0.00358 67 640: 99%|#########8| 166/168 [00:31<00:00, 5.25it/s]
135/499 4.32G 0.01001 0.009197 0.003571 76 640: 99%|#########8| 166/168 [00:31<00:00, 5.25it/s]
135/499 4.32G 0.01001 0.009197 0.003571 76 640: 99%|#########9| 167/168 [00:31<00:00, 5.33it/s]
135/499 4.32G 0.01002 0.009197 0.003598 31 640: 99%|#########9| 167/168 [00:31<00:00, 5.33it/s]
135/499 4.32G 0.01002 0.009197 0.003598 31 640: 100%|##########| 168/168 [00:31<00:00, 5.52it/s]
135/499 4.32G 0.01002 0.009197 0.003598 31 640: 100%|##########| 168/168 [00:31<00:00, 5.31it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s]
all 132 263 0.855 0.866 0.875 0.754
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
136/499 4.32G 0.01146 0.008979 0.002024 67 640: 0%| | 0/168 [00:00<?, ?it/s]
136/499 4.32G 0.01146 0.008979 0.002024 67 640: 1%| | 1/168 [00:00<00:35, 4.68it/s]
136/499 4.32G 0.01088 0.008877 0.001723 62 640: 1%| | 1/168 [00:00<00:35, 4.68it/s]
136/499 4.32G 0.01088 0.008877 0.001723 62 640: 1%|1 | 2/168 [00:00<00:32, 5.15it/s]
136/499 4.32G 0.01014 0.008854 0.002069 70 640: 1%|1 | 2/168 [00:00<00:32, 5.15it/s]
136/499 4.32G 0.01014 0.008854 0.002069 70 640: 2%|1 | 3/168 [00:00<00:31, 5.31it/s]
136/499 4.32G 0.01 0.009133 0.002497 71 640: 2%|1 | 3/168 [00:00<00:31, 5.31it/s]
136/499 4.32G 0.01 0.009133 0.002497 71 640: 2%|2 | 4/168 [00:00<00:31, 5.14it/s]
136/499 4.32G 0.01001 0.009755 0.00231 85 640: 2%|2 | 4/168 [00:00<00:31, 5.14it/s]
136/499 4.32G 0.01001 0.009755 0.00231 85 640: 3%|2 | 5/168 [00:00<00:31, 5.26it/s]
136/499 4.32G 0.009946 0.00939 0.002184 56 640: 3%|2 | 5/168 [00:01<00:31, 5.26it/s]
136/499 4.32G 0.009946 0.00939 0.002184 56 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s]
136/499 4.32G 0.009738 0.009288 0.002462 73 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s]
136/499 4.32G 0.009738 0.009288 0.002462 73 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s]
136/499 4.32G 0.009738 0.009176 0.00256 62 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s]
136/499 4.32G 0.009738 0.009176 0.00256 62 640: 5%|4 | 8/168 [00:01<00:30, 5.24it/s]
136/499 4.32G 0.009579 0.008993 0.00235 63 640: 5%|4 | 8/168 [00:01<00:30, 5.24it/s]
136/499 4.32G 0.009579 0.008993 0.00235 63 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s]
136/499 4.32G 0.009541 0.009024 0.002548 73 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s]
136/499 4.32G 0.009541 0.009024 0.002548 73 640: 6%|5 | 10/168 [00:01<00:30, 5.18it/s]
136/499 4.32G 0.009496 0.009015 0.0026 74 640: 6%|5 | 10/168 [00:02<00:30, 5.18it/s]
136/499 4.32G 0.009496 0.009015 0.0026 74 640: 7%|6 | 11/168 [00:02<00:29, 5.26it/s]
136/499 4.32G 0.009405 0.008887 0.002634 60 640: 7%|6 | 11/168 [00:02<00:29, 5.26it/s]
136/499 4.32G 0.009405 0.008887 0.002634 60 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s]
136/499 4.32G 0.009429 0.008863 0.002719 74 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s]
136/499 4.32G 0.009429 0.008863 0.002719 74 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s]
136/499 4.32G 0.009572 0.008919 0.002743 70 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s]
136/499 4.32G 0.009572 0.008919 0.002743 70 640: 8%|8 | 14/168 [00:02<00:29, 5.29it/s]
136/499 4.32G 0.009491 0.008881 0.002828 61 640: 8%|8 | 14/168 [00:02<00:29, 5.29it/s]
136/499 4.32G 0.009491 0.008881 0.002828 61 640: 9%|8 | 15/168 [00:02<00:28, 5.32it/s]
136/499 4.32G 0.009519 0.008821 0.002929 70 640: 9%|8 | 15/168 [00:03<00:28, 5.32it/s]
136/499 4.32G 0.009519 0.008821 0.002929 70 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s]
136/499 4.32G 0.009578 0.008773 0.003112 67 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s]
136/499 4.32G 0.009578 0.008773 0.003112 67 640: 10%|# | 17/168 [00:03<00:28, 5.29it/s]
136/499 4.32G 0.009541 0.008756 0.003151 78 640: 10%|# | 17/168 [00:03<00:28, 5.29it/s]
136/499 4.32G 0.009541 0.008756 0.003151 78 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s]
136/499 4.32G 0.009561 0.008694 0.003169 61 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s]
136/499 4.32G 0.009561 0.008694 0.003169 61 640: 11%|#1 | 19/168 [00:03<00:28, 5.15it/s]
136/499 4.32G 0.009689 0.008857 0.003338 71 640: 11%|#1 | 19/168 [00:03<00:28, 5.15it/s]
136/499 4.32G 0.009689 0.008857 0.003338 71 640: 12%|#1 | 20/168 [00:03<00:28, 5.22it/s]
136/499 4.32G 0.009702 0.008848 0.003395 71 640: 12%|#1 | 20/168 [00:04<00:28, 5.22it/s]
136/499 4.32G 0.009702 0.008848 0.003395 71 640: 12%|#2 | 21/168 [00:04<00:27, 5.26it/s]
136/499 4.32G 0.009817 0.008904 0.003364 68 640: 12%|#2 | 21/168 [00:04<00:27, 5.26it/s]
136/499 4.32G 0.009817 0.008904 0.003364 68 640: 13%|#3 | 22/168 [00:04<00:28, 5.14it/s]
136/499 4.32G 0.009788 0.008882 0.003399 75 640: 13%|#3 | 22/168 [00:04<00:28, 5.14it/s]
136/499 4.32G 0.009788 0.008882 0.003399 75 640: 14%|#3 | 23/168 [00:04<00:27, 5.23it/s]
136/499 4.32G 0.009885 0.008813 0.003453 65 640: 14%|#3 | 23/168 [00:04<00:27, 5.23it/s]
136/499 4.32G 0.009885 0.008813 0.003453 65 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
136/499 4.32G 0.009923 0.008749 0.00345 57 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
136/499 4.32G 0.009923 0.008749 0.00345 57 640: 15%|#4 | 25/168 [00:04<00:27, 5.15it/s]
136/499 4.32G 0.009923 0.008735 0.00342 69 640: 15%|#4 | 25/168 [00:04<00:27, 5.15it/s]
136/499 4.32G 0.009923 0.008735 0.00342 69 640: 15%|#5 | 26/168 [00:04<00:27, 5.25it/s]
136/499 4.32G 0.00991 0.008716 0.003367 68 640: 15%|#5 | 26/168 [00:05<00:27, 5.25it/s]
136/499 4.32G 0.00991 0.008716 0.003367 68 640: 16%|#6 | 27/168 [00:05<00:26, 5.30it/s]
136/499 4.32G 0.009901 0.008622 0.003295 56 640: 16%|#6 | 27/168 [00:05<00:26, 5.30it/s]
136/499 4.32G 0.009901 0.008622 0.003295 56 640: 17%|#6 | 28/168 [00:05<00:27, 5.12it/s]
136/499 4.32G 0.009933 0.008658 0.003289 88 640: 17%|#6 | 28/168 [00:05<00:27, 5.12it/s]
136/499 4.32G 0.009933 0.008658 0.003289 88 640: 17%|#7 | 29/168 [00:05<00:26, 5.19it/s]
136/499 4.32G 0.009936 0.008759 0.003269 77 640: 17%|#7 | 29/168 [00:05<00:26, 5.19it/s]
136/499 4.32G 0.009936 0.008759 0.003269 77 640: 18%|#7 | 30/168 [00:05<00:26, 5.23it/s]
136/499 4.32G 0.009952 0.008753 0.003338 60 640: 18%|#7 | 30/168 [00:05<00:26, 5.23it/s]
136/499 4.32G 0.009952 0.008753 0.003338 60 640: 18%|#8 | 31/168 [00:05<00:26, 5.07it/s]
136/499 4.32G 0.009956 0.008783 0.003391 76 640: 18%|#8 | 31/168 [00:06<00:26, 5.07it/s]
136/499 4.32G 0.009956 0.008783 0.003391 76 640: 19%|#9 | 32/168 [00:06<00:26, 5.18it/s]
136/499 4.32G 0.009959 0.008802 0.003405 80 640: 19%|#9 | 32/168 [00:06<00:26, 5.18it/s]
136/499 4.32G 0.009959 0.008802 0.003405 80 640: 20%|#9 | 33/168 [00:06<00:25, 5.23it/s]
136/499 4.32G 0.009982 0.008869 0.003416 82 640: 20%|#9 | 33/168 [00:06<00:25, 5.23it/s]
136/499 4.32G 0.009982 0.008869 0.003416 82 640: 20%|## | 34/168 [00:06<00:26, 5.10it/s]
136/499 4.32G 0.009967 0.008871 0.003417 76 640: 20%|## | 34/168 [00:06<00:26, 5.10it/s]
136/499 4.32G 0.009967 0.008871 0.003417 76 640: 21%|## | 35/168 [00:06<00:25, 5.21it/s]
136/499 4.32G 0.009958 0.008834 0.003414 63 640: 21%|## | 35/168 [00:06<00:25, 5.21it/s]
136/499 4.32G 0.009958 0.008834 0.003414 63 640: 21%|##1 | 36/168 [00:06<00:25, 5.28it/s]
136/499 4.32G 0.01 0.008844 0.003374 67 640: 21%|##1 | 36/168 [00:07<00:25, 5.28it/s]
136/499 4.32G 0.01 0.008844 0.003374 67 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s]
136/499 4.32G 0.01 0.00886 0.00339 71 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s]
136/499 4.32G 0.01 0.00886 0.00339 71 640: 23%|##2 | 38/168 [00:07<00:25, 5.18it/s]
136/499 4.32G 0.01 0.008869 0.003346 69 640: 23%|##2 | 38/168 [00:07<00:25, 5.18it/s]
136/499 4.32G 0.01 0.008869 0.003346 69 640: 23%|##3 | 39/168 [00:07<00:24, 5.24it/s]
136/499 4.32G 0.01001 0.008849 0.00338 54 640: 23%|##3 | 39/168 [00:07<00:24, 5.24it/s]
136/499 4.32G 0.01001 0.008849 0.00338 54 640: 24%|##3 | 40/168 [00:07<00:24, 5.14it/s]
136/499 4.32G 0.01002 0.008838 0.003343 72 640: 24%|##3 | 40/168 [00:07<00:24, 5.14it/s]
136/499 4.32G 0.01002 0.008838 0.003343 72 640: 24%|##4 | 41/168 [00:07<00:24, 5.18it/s]
136/499 4.32G 0.01004 0.008793 0.00329 50 640: 24%|##4 | 41/168 [00:08<00:24, 5.18it/s]
136/499 4.32G 0.01004 0.008793 0.00329 50 640: 25%|##5 | 42/168 [00:08<00:24, 5.24it/s]
136/499 4.32G 0.01002 0.008746 0.003361 71 640: 25%|##5 | 42/168 [00:08<00:24, 5.24it/s]
136/499 4.32G 0.01002 0.008746 0.003361 71 640: 26%|##5 | 43/168 [00:08<00:24, 5.10it/s]
136/499 4.32G 0.01004 0.008717 0.003336 57 640: 26%|##5 | 43/168 [00:08<00:24, 5.10it/s]
136/499 4.32G 0.01004 0.008717 0.003336 57 640: 26%|##6 | 44/168 [00:08<00:24, 5.16it/s]
136/499 4.32G 0.01006 0.008728 0.003351 70 640: 26%|##6 | 44/168 [00:08<00:24, 5.16it/s]
136/499 4.32G 0.01006 0.008728 0.003351 70 640: 27%|##6 | 45/168 [00:08<00:23, 5.22it/s]
136/499 4.32G 0.01005 0.008796 0.00336 77 640: 27%|##6 | 45/168 [00:08<00:23, 5.22it/s]
136/499 4.32G 0.01005 0.008796 0.00336 77 640: 27%|##7 | 46/168 [00:08<00:24, 5.01it/s]
136/499 4.32G 0.01005 0.008821 0.003343 70 640: 27%|##7 | 46/168 [00:09<00:24, 5.01it/s]
136/499 4.32G 0.01005 0.008821 0.003343 70 640: 28%|##7 | 47/168 [00:09<00:23, 5.09it/s]
136/499 4.32G 0.01005 0.008835 0.003412 68 640: 28%|##7 | 47/168 [00:09<00:23, 5.09it/s]
136/499 4.32G 0.01005 0.008835 0.003412 68 640: 29%|##8 | 48/168 [00:09<00:23, 5.22it/s]
136/499 4.32G 0.01002 0.008804 0.003442 60 640: 29%|##8 | 48/168 [00:09<00:23, 5.22it/s]
136/499 4.32G 0.01002 0.008804 0.003442 60 640: 29%|##9 | 49/168 [00:09<00:23, 5.07it/s]
136/499 4.32G 0.01001 0.008799 0.003428 66 640: 29%|##9 | 49/168 [00:09<00:23, 5.07it/s]
136/499 4.32G 0.01001 0.008799 0.003428 66 640: 30%|##9 | 50/168 [00:09<00:22, 5.17it/s]
136/499 4.32G 0.009994 0.008788 0.003402 77 640: 30%|##9 | 50/168 [00:09<00:22, 5.17it/s]
136/499 4.32G 0.009994 0.008788 0.003402 77 640: 30%|### | 51/168 [00:09<00:22, 5.22it/s]
136/499 4.32G 0.009988 0.008832 0.003409 82 640: 30%|### | 51/168 [00:10<00:22, 5.22it/s]
136/499 4.32G 0.009988 0.008832 0.003409 82 640: 31%|### | 52/168 [00:10<00:22, 5.08it/s]
136/499 4.32G 0.009982 0.008805 0.00339 62 640: 31%|### | 52/168 [00:10<00:22, 5.08it/s]
136/499 4.32G 0.009982 0.008805 0.00339 62 640: 32%|###1 | 53/168 [00:10<00:22, 5.16it/s]
136/499 4.32G 0.01002 0.008809 0.003369 62 640: 32%|###1 | 53/168 [00:10<00:22, 5.16it/s]
136/499 4.32G 0.01002 0.008809 0.003369 62 640: 32%|###2 | 54/168 [00:10<00:21, 5.23it/s]
136/499 4.32G 0.01001 0.008817 0.003372 68 640: 32%|###2 | 54/168 [00:10<00:21, 5.23it/s]
136/499 4.32G 0.01001 0.008817 0.003372 68 640: 33%|###2 | 55/168 [00:10<00:22, 5.09it/s]
136/499 4.32G 0.01001 0.008763 0.00341 51 640: 33%|###2 | 55/168 [00:10<00:22, 5.09it/s]
136/499 4.32G 0.01001 0.008763 0.00341 51 640: 33%|###3 | 56/168 [00:10<00:21, 5.18it/s]
136/499 4.32G 0.01001 0.008775 0.003366 67 640: 33%|###3 | 56/168 [00:10<00:21, 5.18it/s]
136/499 4.32G 0.01001 0.008775 0.003366 67 640: 34%|###3 | 57/168 [00:10<00:21, 5.27it/s]
136/499 4.32G 0.01002 0.008795 0.003387 69 640: 34%|###3 | 57/168 [00:11<00:21, 5.27it/s]
136/499 4.32G 0.01002 0.008795 0.003387 69 640: 35%|###4 | 58/168 [00:11<00:21, 5.16it/s]
136/499 4.32G 0.01005 0.008794 0.003455 69 640: 35%|###4 | 58/168 [00:11<00:21, 5.16it/s]
136/499 4.32G 0.01005 0.008794 0.003455 69 640: 35%|###5 | 59/168 [00:11<00:20, 5.21it/s]
136/499 4.32G 0.01003 0.008808 0.003457 61 640: 35%|###5 | 59/168 [00:11<00:20, 5.21it/s]
136/499 4.32G 0.01003 0.008808 0.003457 61 640: 36%|###5 | 60/168 [00:11<00:20, 5.27it/s]
136/499 4.32G 0.01002 0.008796 0.003437 73 640: 36%|###5 | 60/168 [00:11<00:20, 5.27it/s]
136/499 4.32G 0.01002 0.008796 0.003437 73 640: 36%|###6 | 61/168 [00:11<00:20, 5.14it/s]
136/499 4.32G 0.01001 0.00879 0.00346 68 640: 36%|###6 | 61/168 [00:11<00:20, 5.14it/s]
136/499 4.32G 0.01001 0.00879 0.00346 68 640: 37%|###6 | 62/168 [00:11<00:20, 5.24it/s]
136/499 4.32G 0.01002 0.008759 0.003485 60 640: 37%|###6 | 62/168 [00:12<00:20, 5.24it/s]
136/499 4.32G 0.01002 0.008759 0.003485 60 640: 38%|###7 | 63/168 [00:12<00:19, 5.27it/s]
136/499 4.32G 0.01001 0.008756 0.003476 64 640: 38%|###7 | 63/168 [00:12<00:19, 5.27it/s]
136/499 4.32G 0.01001 0.008756 0.003476 64 640: 38%|###8 | 64/168 [00:12<00:20, 5.15it/s]
136/499 4.32G 0.01002 0.008751 0.00344 55 640: 38%|###8 | 64/168 [00:12<00:20, 5.15it/s]
136/499 4.32G 0.01002 0.008751 0.00344 55 640: 39%|###8 | 65/168 [00:12<00:19, 5.21it/s]
136/499 4.32G 0.01005 0.00873 0.003437 50 640: 39%|###8 | 65/168 [00:12<00:19, 5.21it/s]
136/499 4.32G 0.01005 0.00873 0.003437 50 640: 39%|###9 | 66/168 [00:12<00:19, 5.28it/s]
136/499 4.32G 0.01008 0.008767 0.003459 76 640: 39%|###9 | 66/168 [00:12<00:19, 5.28it/s]
136/499 4.32G 0.01008 0.008767 0.003459 76 640: 40%|###9 | 67/168 [00:12<00:19, 5.16it/s]
136/499 4.32G 0.01006 0.008768 0.003508 65 640: 40%|###9 | 67/168 [00:13<00:19, 5.16it/s]
136/499 4.32G 0.01006 0.008768 0.003508 65 640: 40%|#### | 68/168 [00:13<00:19, 5.24it/s]
136/499 4.32G 0.01004 0.008788 0.003505 80 640: 40%|#### | 68/168 [00:13<00:19, 5.24it/s]
136/499 4.32G 0.01004 0.008788 0.003505 80 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s]
136/499 4.32G 0.01005 0.008798 0.003516 61 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s]
136/499 4.32G 0.01005 0.008798 0.003516 61 640: 42%|####1 | 70/168 [00:13<00:19, 5.15it/s]
136/499 4.32G 0.01004 0.008789 0.00351 69 640: 42%|####1 | 70/168 [00:13<00:19, 5.15it/s]
136/499 4.32G 0.01004 0.008789 0.00351 69 640: 42%|####2 | 71/168 [00:13<00:18, 5.26it/s]
136/499 4.32G 0.01005 0.008764 0.003474 55 640: 42%|####2 | 71/168 [00:13<00:18, 5.26it/s]
136/499 4.32G 0.01005 0.008764 0.003474 55 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s]
136/499 4.32G 0.01005 0.008764 0.003466 70 640: 43%|####2 | 72/168 [00:14<00:18, 5.32it/s]
136/499 4.32G 0.01005 0.008764 0.003466 70 640: 43%|####3 | 73/168 [00:14<00:18, 5.17it/s]
136/499 4.32G 0.01005 0.008786 0.003505 85 640: 43%|####3 | 73/168 [00:14<00:18, 5.17it/s]
136/499 4.32G 0.01005 0.008786 0.003505 85 640: 44%|####4 | 74/168 [00:14<00:18, 5.21it/s]
136/499 4.32G 0.01005 0.00879 0.003531 71 640: 44%|####4 | 74/168 [00:14<00:18, 5.21it/s]
136/499 4.32G 0.01005 0.00879 0.003531 71 640: 45%|####4 | 75/168 [00:14<00:17, 5.24it/s]
136/499 4.32G 0.01005 0.008836 0.003532 82 640: 45%|####4 | 75/168 [00:14<00:17, 5.24it/s]
136/499 4.32G 0.01005 0.008836 0.003532 82 640: 45%|####5 | 76/168 [00:14<00:17, 5.12it/s]
136/499 4.32G 0.01006 0.008833 0.003519 62 640: 45%|####5 | 76/168 [00:14<00:17, 5.12it/s]
136/499 4.32G 0.01006 0.008833 0.003519 62 640: 46%|####5 | 77/168 [00:14<00:17, 5.21it/s]
136/499 4.32G 0.01006 0.008854 0.003517 69 640: 46%|####5 | 77/168 [00:14<00:17, 5.21it/s]
136/499 4.32G 0.01006 0.008854 0.003517 69 640: 46%|####6 | 78/168 [00:14<00:17, 5.25it/s]
136/499 4.32G 0.01007 0.008869 0.003507 69 640: 46%|####6 | 78/168 [00:15<00:17, 5.25it/s]
136/499 4.32G 0.01007 0.008869 0.003507 69 640: 47%|####7 | 79/168 [00:15<00:17, 5.11it/s]
136/499 4.32G 0.01007 0.008881 0.003489 71 640: 47%|####7 | 79/168 [00:15<00:17, 5.11it/s]
136/499 4.32G 0.01007 0.008881 0.003489 71 640: 48%|####7 | 80/168 [00:15<00:17, 5.15it/s]
136/499 4.32G 0.01008 0.008903 0.003496 67 640: 48%|####7 | 80/168 [00:15<00:17, 5.15it/s]
136/499 4.32G 0.01008 0.008903 0.003496 67 640: 48%|####8 | 81/168 [00:15<00:16, 5.21it/s]
136/499 4.32G 0.01008 0.008903 0.003512 71 640: 48%|####8 | 81/168 [00:15<00:16, 5.21it/s]
136/499 4.32G 0.01008 0.008903 0.003512 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.12it/s]
136/499 4.32G 0.01007 0.008927 0.003496 83 640: 49%|####8 | 82/168 [00:15<00:16, 5.12it/s]
136/499 4.32G 0.01007 0.008927 0.003496 83 640: 49%|####9 | 83/168 [00:15<00:16, 5.18it/s]
136/499 4.32G 0.01006 0.008901 0.003512 64 640: 49%|####9 | 83/168 [00:16<00:16, 5.18it/s]
136/499 4.32G 0.01006 0.008901 0.003512 64 640: 50%|##### | 84/168 [00:16<00:15, 5.25it/s]
136/499 4.32G 0.01006 0.0089 0.003517 66 640: 50%|##### | 84/168 [00:16<00:15, 5.25it/s]
136/499 4.32G 0.01006 0.0089 0.003517 66 640: 51%|##### | 85/168 [00:16<00:16, 5.11it/s]
136/499 4.32G 0.01005 0.008919 0.0035 77 640: 51%|##### | 85/168 [00:16<00:16, 5.11it/s]
136/499 4.32G 0.01005 0.008919 0.0035 77 640: 51%|#####1 | 86/168 [00:16<00:15, 5.20it/s]
136/499 4.32G 0.01004 0.008963 0.003504 87 640: 51%|#####1 | 86/168 [00:16<00:15, 5.20it/s]
136/499 4.32G 0.01004 0.008963 0.003504 87 640: 52%|#####1 | 87/168 [00:16<00:15, 5.25it/s]
136/499 4.32G 0.01004 0.008958 0.003493 61 640: 52%|#####1 | 87/168 [00:16<00:15, 5.25it/s]
136/499 4.32G 0.01004 0.008958 0.003493 61 640: 52%|#####2 | 88/168 [00:16<00:15, 5.12it/s]
136/499 4.32G 0.01003 0.008976 0.003488 80 640: 52%|#####2 | 88/168 [00:17<00:15, 5.12it/s]
136/499 4.32G 0.01003 0.008976 0.003488 80 640: 53%|#####2 | 89/168 [00:17<00:15, 5.10it/s]
136/499 4.32G 0.01003 0.008983 0.003474 69 640: 53%|#####2 | 89/168 [00:17<00:15, 5.10it/s]
136/499 4.32G 0.01003 0.008983 0.003474 69 640: 54%|#####3 | 90/168 [00:17<00:15, 5.19it/s]
136/499 4.32G 0.01002 0.008981 0.003466 62 640: 54%|#####3 | 90/168 [00:17<00:15, 5.19it/s]
136/499 4.32G 0.01002 0.008981 0.003466 62 640: 54%|#####4 | 91/168 [00:17<00:15, 5.07it/s]
136/499 4.32G 0.01001 0.00898 0.003477 64 640: 54%|#####4 | 91/168 [00:17<00:15, 5.07it/s]
136/499 4.32G 0.01001 0.00898 0.003477 64 640: 55%|#####4 | 92/168 [00:17<00:14, 5.17it/s]
136/499 4.32G 0.01002 0.008978 0.003502 83 640: 55%|#####4 | 92/168 [00:17<00:14, 5.17it/s]
136/499 4.32G 0.01002 0.008978 0.003502 83 640: 55%|#####5 | 93/168 [00:17<00:14, 5.17it/s]
136/499 4.32G 0.01001 0.008985 0.003499 61 640: 55%|#####5 | 93/168 [00:18<00:14, 5.17it/s]
136/499 4.32G 0.01001 0.008985 0.003499 61 640: 56%|#####5 | 94/168 [00:18<00:14, 5.06it/s]
136/499 4.32G 0.009999 0.008975 0.003476 68 640: 56%|#####5 | 94/168 [00:18<00:14, 5.06it/s]
136/499 4.32G 0.009999 0.008975 0.003476 68 640: 57%|#####6 | 95/168 [00:18<00:14, 5.16it/s]
136/499 4.32G 0.01002 0.008977 0.003527 66 640: 57%|#####6 | 95/168 [00:18<00:14, 5.16it/s]
136/499 4.32G 0.01002 0.008977 0.003527 66 640: 57%|#####7 | 96/168 [00:18<00:13, 5.26it/s]
136/499 4.32G 0.009999 0.008955 0.003527 57 640: 57%|#####7 | 96/168 [00:18<00:13, 5.26it/s]
136/499 4.32G 0.009999 0.008955 0.003527 57 640: 58%|#####7 | 97/168 [00:18<00:13, 5.12it/s]
136/499 4.32G 0.01 0.008979 0.003505 80 640: 58%|#####7 | 97/168 [00:18<00:13, 5.12it/s]
136/499 4.32G 0.01 0.008979 0.003505 80 640: 58%|#####8 | 98/168 [00:18<00:13, 5.18it/s]
136/499 4.32G 0.01002 0.008978 0.003487 64 640: 58%|#####8 | 98/168 [00:19<00:13, 5.18it/s]
136/499 4.32G 0.01002 0.008978 0.003487 64 640: 59%|#####8 | 99/168 [00:19<00:13, 5.27it/s]
136/499 4.32G 0.01002 0.008996 0.003502 64 640: 59%|#####8 | 99/168 [00:19<00:13, 5.27it/s]
136/499 4.32G 0.01002 0.008996 0.003502 64 640: 60%|#####9 | 100/168 [00:19<00:13, 5.08it/s]
136/499 4.32G 0.01002 0.009018 0.003503 89 640: 60%|#####9 | 100/168 [00:19<00:13, 5.08it/s]
136/499 4.32G 0.01002 0.009018 0.003503 89 640: 60%|###### | 101/168 [00:19<00:12, 5.16it/s]
136/499 4.32G 0.01003 0.009031 0.003549 61 640: 60%|###### | 101/168 [00:19<00:12, 5.16it/s]
136/499 4.32G 0.01003 0.009031 0.003549 61 640: 61%|###### | 102/168 [00:19<00:12, 5.27it/s]
136/499 4.32G 0.01002 0.009045 0.003527 75 640: 61%|###### | 102/168 [00:19<00:12, 5.27it/s]
136/499 4.32G 0.01002 0.009045 0.003527 75 640: 61%|######1 | 103/168 [00:19<00:12, 5.15it/s]
136/499 4.32G 0.01003 0.00905 0.00352 78 640: 61%|######1 | 103/168 [00:20<00:12, 5.15it/s]
136/499 4.32G 0.01003 0.00905 0.00352 78 640: 62%|######1 | 104/168 [00:20<00:12, 5.24it/s]
136/499 4.32G 0.01002 0.009051 0.003524 64 640: 62%|######1 | 104/168 [00:20<00:12, 5.24it/s]
136/499 4.32G 0.01002 0.009051 0.003524 64 640: 62%|######2 | 105/168 [00:20<00:11, 5.29it/s]
136/499 4.32G 0.01002 0.009023 0.003529 58 640: 62%|######2 | 105/168 [00:20<00:11, 5.29it/s]
136/499 4.32G 0.01002 0.009023 0.003529 58 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s]
136/499 4.32G 0.01002 0.009002 0.00356 57 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s]
136/499 4.32G 0.01002 0.009002 0.00356 57 640: 64%|######3 | 107/168 [00:20<00:11, 5.15it/s]
136/499 4.32G 0.01003 0.008981 0.00356 61 640: 64%|######3 | 107/168 [00:20<00:11, 5.15it/s]
136/499 4.32G 0.01003 0.008981 0.00356 61 640: 64%|######4 | 108/168 [00:20<00:11, 5.24it/s]
136/499 4.32G 0.01003 0.008972 0.003561 62 640: 64%|######4 | 108/168 [00:20<00:11, 5.24it/s]
136/499 4.32G 0.01003 0.008972 0.003561 62 640: 65%|######4 | 109/168 [00:20<00:11, 5.13it/s]
136/499 4.32G 0.01003 0.008956 0.003537 53 640: 65%|######4 | 109/168 [00:21<00:11, 5.13it/s]
136/499 4.32G 0.01003 0.008956 0.003537 53 640: 65%|######5 | 110/168 [00:21<00:11, 5.22it/s]
136/499 4.32G 0.01002 0.008947 0.003558 74 640: 65%|######5 | 110/168 [00:21<00:11, 5.22it/s]
136/499 4.32G 0.01002 0.008947 0.003558 74 640: 66%|######6 | 111/168 [00:21<00:10, 5.24it/s]
136/499 4.32G 0.01001 0.00894 0.003546 62 640: 66%|######6 | 111/168 [00:21<00:10, 5.24it/s]
136/499 4.32G 0.01001 0.00894 0.003546 62 640: 67%|######6 | 112/168 [00:21<00:10, 5.12it/s]
136/499 4.32G 0.01 0.008929 0.003562 60 640: 67%|######6 | 112/168 [00:21<00:10, 5.12it/s]
136/499 4.32G 0.01 0.008929 0.003562 60 640: 67%|######7 | 113/168 [00:21<00:10, 5.22it/s]
136/499 4.32G 0.01001 0.008931 0.003565 65 640: 67%|######7 | 113/168 [00:21<00:10, 5.22it/s]
136/499 4.32G 0.01001 0.008931 0.003565 65 640: 68%|######7 | 114/168 [00:21<00:10, 5.29it/s]
136/499 4.32G 0.01001 0.008922 0.003594 72 640: 68%|######7 | 114/168 [00:22<00:10, 5.29it/s]
136/499 4.32G 0.01001 0.008922 0.003594 72 640: 68%|######8 | 115/168 [00:22<00:10, 5.14it/s]
136/499 4.32G 0.01002 0.008924 0.003622 64 640: 68%|######8 | 115/168 [00:22<00:10, 5.14it/s]
136/499 4.32G 0.01002 0.008924 0.003622 64 640: 69%|######9 | 116/168 [00:22<00:10, 5.15it/s]
136/499 4.32G 0.01001 0.008921 0.003617 74 640: 69%|######9 | 116/168 [00:22<00:10, 5.15it/s]
136/499 4.32G 0.01001 0.008921 0.003617 74 640: 70%|######9 | 117/168 [00:22<00:09, 5.24it/s]
136/499 4.32G 0.01002 0.008929 0.003612 66 640: 70%|######9 | 117/168 [00:22<00:09, 5.24it/s]
136/499 4.32G 0.01002 0.008929 0.003612 66 640: 70%|####### | 118/168 [00:22<00:09, 5.10it/s]
136/499 4.32G 0.01001 0.008951 0.003628 84 640: 70%|####### | 118/168 [00:22<00:09, 5.10it/s]
136/499 4.32G 0.01001 0.008951 0.003628 84 640: 71%|####### | 119/168 [00:22<00:09, 5.15it/s]
136/499 4.32G 0.01001 0.008945 0.003642 72 640: 71%|####### | 119/168 [00:23<00:09, 5.15it/s]
136/499 4.32G 0.01001 0.008945 0.003642 72 640: 71%|#######1 | 120/168 [00:23<00:09, 5.24it/s]
136/499 4.32G 0.009996 0.008948 0.003625 66 640: 71%|#######1 | 120/168 [00:23<00:09, 5.24it/s]
136/499 4.32G 0.009996 0.008948 0.003625 66 640: 72%|#######2 | 121/168 [00:23<00:09, 5.08it/s]
136/499 4.32G 0.009993 0.00894 0.003639 61 640: 72%|#######2 | 121/168 [00:23<00:09, 5.08it/s]
136/499 4.32G 0.009993 0.00894 0.003639 61 640: 73%|#######2 | 122/168 [00:23<00:08, 5.17it/s]
136/499 4.32G 0.009991 0.008942 0.003624 62 640: 73%|#######2 | 122/168 [00:23<00:08, 5.17it/s]
136/499 4.32G 0.009991 0.008942 0.003624 62 640: 73%|#######3 | 123/168 [00:23<00:08, 5.26it/s]
136/499 4.32G 0.009988 0.008937 0.003626 75 640: 73%|#######3 | 123/168 [00:23<00:08, 5.26it/s]
136/499 4.32G 0.009988 0.008937 0.003626 75 640: 74%|#######3 | 124/168 [00:23<00:08, 5.15it/s]
136/499 4.32G 0.009984 0.00895 0.003614 65 640: 74%|#######3 | 124/168 [00:24<00:08, 5.15it/s]
136/499 4.32G 0.009984 0.00895 0.003614 65 640: 74%|#######4 | 125/168 [00:24<00:08, 5.24it/s]
136/499 4.32G 0.009987 0.008964 0.003606 82 640: 74%|#######4 | 125/168 [00:24<00:08, 5.24it/s]
136/499 4.32G 0.009987 0.008964 0.003606 82 640: 75%|#######5 | 126/168 [00:24<00:07, 5.28it/s]
136/499 4.32G 0.009999 0.008959 0.003598 57 640: 75%|#######5 | 126/168 [00:24<00:07, 5.28it/s]
136/499 4.32G 0.009999 0.008959 0.003598 57 640: 76%|#######5 | 127/168 [00:24<00:08, 5.12it/s]
136/499 4.32G 0.009996 0.008961 0.003573 71 640: 76%|#######5 | 127/168 [00:24<00:08, 5.12it/s]
136/499 4.32G 0.009996 0.008961 0.003573 71 640: 76%|#######6 | 128/168 [00:24<00:07, 5.21it/s]
136/499 4.32G 0.01001 0.008972 0.003585 78 640: 76%|#######6 | 128/168 [00:24<00:07, 5.21it/s]
136/499 4.32G 0.01001 0.008972 0.003585 78 640: 77%|#######6 | 129/168 [00:24<00:07, 5.26it/s]
136/499 4.32G 0.01001 0.008986 0.003585 79 640: 77%|#######6 | 129/168 [00:25<00:07, 5.26it/s]
136/499 4.32G 0.01001 0.008986 0.003585 79 640: 77%|#######7 | 130/168 [00:25<00:07, 5.15it/s]
136/499 4.32G 0.01001 0.008977 0.00359 75 640: 77%|#######7 | 130/168 [00:25<00:07, 5.15it/s]
136/499 4.32G 0.01001 0.008977 0.00359 75 640: 78%|#######7 | 131/168 [00:25<00:07, 5.21it/s]
136/499 4.32G 0.009995 0.008974 0.003599 67 640: 78%|#######7 | 131/168 [00:25<00:07, 5.21it/s]
136/499 4.32G 0.009995 0.008974 0.003599 67 640: 79%|#######8 | 132/168 [00:25<00:06, 5.25it/s]
136/499 4.32G 0.01004 0.008985 0.003615 50 640: 79%|#######8 | 132/168 [00:25<00:06, 5.25it/s]
136/499 4.32G 0.01004 0.008985 0.003615 50 640: 79%|#######9 | 133/168 [00:25<00:06, 5.05it/s]
136/499 4.32G 0.01004 0.009015 0.003617 88 640: 79%|#######9 | 133/168 [00:25<00:06, 5.05it/s]
136/499 4.32G 0.01004 0.009015 0.003617 88 640: 80%|#######9 | 134/168 [00:25<00:06, 5.19it/s]
136/499 4.32G 0.01003 0.009021 0.003601 63 640: 80%|#######9 | 134/168 [00:25<00:06, 5.19it/s]
136/499 4.32G 0.01003 0.009021 0.003601 63 640: 80%|######## | 135/168 [00:25<00:06, 5.27it/s]
136/499 4.32G 0.01001 0.009021 0.003599 66 640: 80%|######## | 135/168 [00:26<00:06, 5.27it/s]
136/499 4.32G 0.01001 0.009021 0.003599 66 640: 81%|######## | 136/168 [00:26<00:06, 5.16it/s]
136/499 4.32G 0.01001 0.009015 0.003585 61 640: 81%|######## | 136/168 [00:26<00:06, 5.16it/s]
136/499 4.32G 0.01001 0.009015 0.003585 61 640: 82%|########1 | 137/168 [00:26<00:05, 5.20it/s]
136/499 4.32G 0.01001 0.00902 0.003592 69 640: 82%|########1 | 137/168 [00:26<00:05, 5.20it/s]
136/499 4.32G 0.01001 0.00902 0.003592 69 640: 82%|########2 | 138/168 [00:26<00:05, 5.26it/s]
136/499 4.32G 0.01001 0.009026 0.003588 72 640: 82%|########2 | 138/168 [00:26<00:05, 5.26it/s]
136/499 4.32G 0.01001 0.009026 0.003588 72 640: 83%|########2 | 139/168 [00:26<00:05, 5.11it/s]
136/499 4.32G 0.01001 0.009029 0.003598 66 640: 83%|########2 | 139/168 [00:26<00:05, 5.11it/s]
136/499 4.32G 0.01001 0.009029 0.003598 66 640: 83%|########3 | 140/168 [00:26<00:05, 5.19it/s]
136/499 4.32G 0.01001 0.009011 0.003594 49 640: 83%|########3 | 140/168 [00:27<00:05, 5.19it/s]
136/499 4.32G 0.01001 0.009011 0.003594 49 640: 84%|########3 | 141/168 [00:27<00:05, 5.22it/s]
136/499 4.32G 0.01001 0.008994 0.00359 65 640: 84%|########3 | 141/168 [00:27<00:05, 5.22it/s]
136/499 4.32G 0.01001 0.008994 0.00359 65 640: 85%|########4 | 142/168 [00:27<00:05, 5.06it/s]
136/499 4.32G 0.01003 0.00899 0.003603 59 640: 85%|########4 | 142/168 [00:27<00:05, 5.06it/s]
136/499 4.32G 0.01003 0.00899 0.003603 59 640: 85%|########5 | 143/168 [00:27<00:04, 5.16it/s]
136/499 4.32G 0.01002 0.008987 0.003614 69 640: 85%|########5 | 143/168 [00:27<00:04, 5.16it/s]
136/499 4.32G 0.01002 0.008987 0.003614 69 640: 86%|########5 | 144/168 [00:27<00:04, 5.19it/s]
136/499 4.32G 0.01003 0.009021 0.003613 93 640: 86%|########5 | 144/168 [00:27<00:04, 5.19it/s]
136/499 4.32G 0.01003 0.009021 0.003613 93 640: 86%|########6 | 145/168 [00:27<00:04, 5.06it/s]
136/499 4.32G 0.01001 0.009016 0.003603 71 640: 86%|########6 | 145/168 [00:28<00:04, 5.06it/s]
136/499 4.32G 0.01001 0.009016 0.003603 71 640: 87%|########6 | 146/168 [00:28<00:04, 5.15it/s]
136/499 4.32G 0.01002 0.009012 0.003588 63 640: 87%|########6 | 146/168 [00:28<00:04, 5.15it/s]
136/499 4.32G 0.01002 0.009012 0.003588 63 640: 88%|########7 | 147/168 [00:28<00:04, 5.21it/s]
136/499 4.32G 0.01003 0.009028 0.003571 81 640: 88%|########7 | 147/168 [00:28<00:04, 5.21it/s]
136/499 4.32G 0.01003 0.009028 0.003571 81 640: 88%|########8 | 148/168 [00:28<00:03, 5.09it/s]
136/499 4.32G 0.01002 0.009026 0.00356 76 640: 88%|########8 | 148/168 [00:28<00:03, 5.09it/s]
136/499 4.32G 0.01002 0.009026 0.00356 76 640: 89%|########8 | 149/168 [00:28<00:03, 5.16it/s]
136/499 4.32G 0.01002 0.009026 0.003546 75 640: 89%|########8 | 149/168 [00:28<00:03, 5.16it/s]
136/499 4.32G 0.01002 0.009026 0.003546 75 640: 89%|########9 | 150/168 [00:28<00:03, 5.21it/s]
136/499 4.32G 0.01002 0.009027 0.003544 74 640: 89%|########9 | 150/168 [00:29<00:03, 5.21it/s]
136/499 4.32G 0.01002 0.009027 0.003544 74 640: 90%|########9 | 151/168 [00:29<00:03, 5.05it/s]
136/499 4.32G 0.01001 0.009018 0.003552 61 640: 90%|########9 | 151/168 [00:29<00:03, 5.05it/s]
136/499 4.32G 0.01001 0.009018 0.003552 61 640: 90%|######### | 152/168 [00:29<00:03, 5.16it/s]
136/499 4.32G 0.01001 0.009021 0.003545 70 640: 90%|######### | 152/168 [00:29<00:03, 5.16it/s]
136/499 4.32G 0.01001 0.009021 0.003545 70 640: 91%|#########1| 153/168 [00:29<00:02, 5.28it/s]
136/499 4.32G 0.009995 0.009014 0.00355 72 640: 91%|#########1| 153/168 [00:29<00:02, 5.28it/s]
136/499 4.32G 0.009995 0.009014 0.00355 72 640: 92%|#########1| 154/168 [00:29<00:02, 5.15it/s]
136/499 4.32G 0.009986 0.009 0.003538 58 640: 92%|#########1| 154/168 [00:29<00:02, 5.15it/s]
136/499 4.32G 0.009986 0.009 0.003538 58 640: 92%|#########2| 155/168 [00:29<00:02, 5.19it/s]
136/499 4.32G 0.009985 0.00899 0.003549 60 640: 92%|#########2| 155/168 [00:30<00:02, 5.19it/s]
136/499 4.32G 0.009985 0.00899 0.003549 60 640: 93%|#########2| 156/168 [00:30<00:02, 5.27it/s]
136/499 4.32G 0.009993 0.008992 0.003534 67 640: 93%|#########2| 156/168 [00:30<00:02, 5.27it/s]
136/499 4.32G 0.009993 0.008992 0.003534 67 640: 93%|#########3| 157/168 [00:30<00:02, 5.13it/s]
136/499 4.32G 0.009989 0.008989 0.003536 75 640: 93%|#########3| 157/168 [00:30<00:02, 5.13it/s]
136/499 4.32G 0.009989 0.008989 0.003536 75 640: 94%|#########4| 158/168 [00:30<00:01, 5.20it/s]
136/499 4.32G 0.009982 0.008988 0.003539 81 640: 94%|#########4| 158/168 [00:30<00:01, 5.20it/s]
136/499 4.32G 0.009982 0.008988 0.003539 81 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s]
136/499 4.32G 0.009978 0.009002 0.00355 83 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s]
136/499 4.32G 0.009978 0.009002 0.00355 83 640: 95%|#########5| 160/168 [00:30<00:01, 5.10it/s]
136/499 4.32G 0.009984 0.009002 0.003541 64 640: 95%|#########5| 160/168 [00:31<00:01, 5.10it/s]
136/499 4.32G 0.009984 0.009002 0.003541 64 640: 96%|#########5| 161/168 [00:31<00:01, 5.17it/s]
136/499 4.32G 0.009979 0.009002 0.003538 82 640: 96%|#########5| 161/168 [00:31<00:01, 5.17it/s]
136/499 4.32G 0.009979 0.009002 0.003538 82 640: 96%|#########6| 162/168 [00:31<00:01, 5.22it/s]
136/499 4.32G 0.009966 0.008993 0.003544 71 640: 96%|#########6| 162/168 [00:31<00:01, 5.22it/s]
136/499 4.32G 0.009966 0.008993 0.003544 71 640: 97%|#########7| 163/168 [00:31<00:00, 5.07it/s]
136/499 4.32G 0.009964 0.008987 0.003557 56 640: 97%|#########7| 163/168 [00:31<00:00, 5.07it/s]
136/499 4.32G 0.009964 0.008987 0.003557 56 640: 98%|#########7| 164/168 [00:31<00:00, 5.18it/s]
136/499 4.32G 0.009966 0.008991 0.003562 68 640: 98%|#########7| 164/168 [00:31<00:00, 5.18it/s]
136/499 4.32G 0.009966 0.008991 0.003562 68 640: 98%|#########8| 165/168 [00:31<00:00, 5.24it/s]
136/499 4.32G 0.009958 0.008985 0.003575 65 640: 98%|#########8| 165/168 [00:32<00:00, 5.24it/s]
136/499 4.32G 0.009958 0.008985 0.003575 65 640: 99%|#########8| 166/168 [00:32<00:00, 5.06it/s]
136/499 4.32G 0.009954 0.008982 0.003576 61 640: 99%|#########8| 166/168 [00:32<00:00, 5.06it/s]
136/499 4.32G 0.009954 0.008982 0.003576 61 640: 99%|#########9| 167/168 [00:32<00:00, 5.16it/s]
136/499 4.32G 0.009949 0.008981 0.003618 30 640: 99%|#########9| 167/168 [00:32<00:00, 5.16it/s]
136/499 4.32G 0.009949 0.008981 0.003618 30 640: 100%|##########| 168/168 [00:32<00:00, 5.29it/s]
136/499 4.32G 0.009949 0.008981 0.003618 30 640: 100%|##########| 168/168 [00:32<00:00, 5.19it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.85it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s]
all 132 263 0.859 0.87 0.877 0.763
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
137/499 4.32G 0.009759 0.008401 0.004121 58 640: 0%| | 0/168 [00:00<?, ?it/s]
137/499 4.32G 0.009759 0.008401 0.004121 58 640: 1%| | 1/168 [00:00<00:34, 4.82it/s]
137/499 4.32G 0.009466 0.008959 0.00356 76 640: 1%| | 1/168 [00:00<00:34, 4.82it/s]
137/499 4.32G 0.009466 0.008959 0.00356 76 640: 1%|1 | 2/168 [00:00<00:31, 5.21it/s]
137/499 4.32G 0.009617 0.008541 0.003218 61 640: 1%|1 | 2/168 [00:00<00:31, 5.21it/s]
137/499 4.32G 0.009617 0.008541 0.003218 61 640: 2%|1 | 3/168 [00:00<00:30, 5.33it/s]
137/499 4.32G 0.01012 0.008615 0.003247 73 640: 2%|1 | 3/168 [00:00<00:30, 5.33it/s]
137/499 4.32G 0.01012 0.008615 0.003247 73 640: 2%|2 | 4/168 [00:00<00:31, 5.13it/s]
137/499 4.32G 0.0101 0.008996 0.003253 68 640: 2%|2 | 4/168 [00:00<00:31, 5.13it/s]
137/499 4.32G 0.0101 0.008996 0.003253 68 640: 3%|2 | 5/168 [00:00<00:31, 5.22it/s]
137/499 4.32G 0.01015 0.00924 0.002973 73 640: 3%|2 | 5/168 [00:01<00:31, 5.22it/s]
137/499 4.32G 0.01015 0.00924 0.002973 73 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s]
137/499 4.32G 0.01026 0.009117 0.002888 66 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s]
137/499 4.32G 0.01026 0.009117 0.002888 66 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s]
137/499 4.32G 0.01007 0.009206 0.003008 67 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s]
137/499 4.32G 0.01007 0.009206 0.003008 67 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s]
137/499 4.32G 0.01009 0.009155 0.003394 62 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s]
137/499 4.32G 0.01009 0.009155 0.003394 62 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s]
137/499 4.32G 0.01007 0.009258 0.003508 66 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s]
137/499 4.32G 0.01007 0.009258 0.003508 66 640: 6%|5 | 10/168 [00:01<00:30, 5.18it/s]
137/499 4.32G 0.009994 0.009312 0.003453 72 640: 6%|5 | 10/168 [00:02<00:30, 5.18it/s]
137/499 4.32G 0.009994 0.009312 0.003453 72 640: 7%|6 | 11/168 [00:02<00:29, 5.26it/s]
137/499 4.32G 0.009973 0.009447 0.003382 84 640: 7%|6 | 11/168 [00:02<00:29, 5.26it/s]
137/499 4.32G 0.009973 0.009447 0.003382 84 640: 7%|7 | 12/168 [00:02<00:29, 5.29it/s]
137/499 4.32G 0.009932 0.009234 0.003799 53 640: 7%|7 | 12/168 [00:02<00:29, 5.29it/s]
137/499 4.32G 0.009932 0.009234 0.003799 53 640: 8%|7 | 13/168 [00:02<00:30, 5.17it/s]
137/499 4.32G 0.009933 0.009224 0.00383 67 640: 8%|7 | 13/168 [00:02<00:30, 5.17it/s]
137/499 4.32G 0.009933 0.009224 0.00383 67 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s]
137/499 4.32G 0.009957 0.009338 0.003692 82 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s]
137/499 4.32G 0.009957 0.009338 0.003692 82 640: 9%|8 | 15/168 [00:02<00:29, 5.20it/s]
137/499 4.32G 0.009978 0.009326 0.003584 75 640: 9%|8 | 15/168 [00:03<00:29, 5.20it/s]
137/499 4.32G 0.009978 0.009326 0.003584 75 640: 10%|9 | 16/168 [00:03<00:29, 5.13it/s]
137/499 4.32G 0.009933 0.009415 0.003574 87 640: 10%|9 | 16/168 [00:03<00:29, 5.13it/s]
137/499 4.32G 0.009933 0.009415 0.003574 87 640: 10%|# | 17/168 [00:03<00:28, 5.24it/s]
137/499 4.32G 0.009918 0.009356 0.003765 75 640: 10%|# | 17/168 [00:03<00:28, 5.24it/s]
137/499 4.32G 0.009918 0.009356 0.003765 75 640: 11%|# | 18/168 [00:03<00:28, 5.26it/s]
137/499 4.32G 0.009863 0.009346 0.003862 66 640: 11%|# | 18/168 [00:03<00:28, 5.26it/s]
137/499 4.32G 0.009863 0.009346 0.003862 66 640: 11%|#1 | 19/168 [00:03<00:29, 5.12it/s]
137/499 4.32G 0.009869 0.009401 0.003869 86 640: 11%|#1 | 19/168 [00:03<00:29, 5.12it/s]
137/499 4.32G 0.009869 0.009401 0.003869 86 640: 12%|#1 | 20/168 [00:03<00:28, 5.20it/s]
137/499 4.32G 0.009888 0.00933 0.003769 64 640: 12%|#1 | 20/168 [00:04<00:28, 5.20it/s]
137/499 4.32G 0.009888 0.00933 0.003769 64 640: 12%|#2 | 21/168 [00:04<00:27, 5.26it/s]
137/499 4.32G 0.009858 0.00934 0.003766 61 640: 12%|#2 | 21/168 [00:04<00:27, 5.26it/s]
137/499 4.32G 0.009858 0.00934 0.003766 61 640: 13%|#3 | 22/168 [00:04<00:28, 5.13it/s]
137/499 4.32G 0.009798 0.009212 0.003911 57 640: 13%|#3 | 22/168 [00:04<00:28, 5.13it/s]
137/499 4.32G 0.009798 0.009212 0.003911 57 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s]
137/499 4.32G 0.009843 0.009206 0.00406 61 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s]
137/499 4.32G 0.009843 0.009206 0.00406 61 640: 14%|#4 | 24/168 [00:04<00:27, 5.28it/s]
137/499 4.32G 0.009821 0.009188 0.004053 70 640: 14%|#4 | 24/168 [00:04<00:27, 5.28it/s]
137/499 4.32G 0.009821 0.009188 0.004053 70 640: 15%|#4 | 25/168 [00:04<00:28, 5.10it/s]
137/499 4.32G 0.009805 0.009241 0.004048 89 640: 15%|#4 | 25/168 [00:04<00:28, 5.10it/s]
137/499 4.32G 0.009805 0.009241 0.004048 89 640: 15%|#5 | 26/168 [00:04<00:27, 5.18it/s]
137/499 4.32G 0.009879 0.009321 0.00397 66 640: 15%|#5 | 26/168 [00:05<00:27, 5.18it/s]
137/499 4.32G 0.009879 0.009321 0.00397 66 640: 16%|#6 | 27/168 [00:05<00:26, 5.25it/s]
137/499 4.32G 0.009922 0.009245 0.00392 55 640: 16%|#6 | 27/168 [00:05<00:26, 5.25it/s]
137/499 4.32G 0.009922 0.009245 0.00392 55 640: 17%|#6 | 28/168 [00:05<00:27, 5.12it/s]
137/499 4.32G 0.009891 0.009169 0.003912 61 640: 17%|#6 | 28/168 [00:05<00:27, 5.12it/s]
137/499 4.32G 0.009891 0.009169 0.003912 61 640: 17%|#7 | 29/168 [00:05<00:26, 5.22it/s]
137/499 4.32G 0.009964 0.009191 0.003933 58 640: 17%|#7 | 29/168 [00:05<00:26, 5.22it/s]
137/499 4.32G 0.009964 0.009191 0.003933 58 640: 18%|#7 | 30/168 [00:05<00:26, 5.26it/s]
137/499 4.32G 0.01001 0.009253 0.00395 87 640: 18%|#7 | 30/168 [00:05<00:26, 5.26it/s]
137/499 4.32G 0.01001 0.009253 0.00395 87 640: 18%|#8 | 31/168 [00:05<00:26, 5.11it/s]
137/499 4.32G 0.01002 0.009235 0.003994 68 640: 18%|#8 | 31/168 [00:06<00:26, 5.11it/s]
137/499 4.32G 0.01002 0.009235 0.003994 68 640: 19%|#9 | 32/168 [00:06<00:26, 5.21it/s]
137/499 4.32G 0.009993 0.009168 0.003908 57 640: 19%|#9 | 32/168 [00:06<00:26, 5.21it/s]
137/499 4.32G 0.009993 0.009168 0.003908 57 640: 20%|#9 | 33/168 [00:06<00:25, 5.24it/s]
137/499 4.32G 0.01005 0.009195 0.004027 61 640: 20%|#9 | 33/168 [00:06<00:25, 5.24it/s]
137/499 4.32G 0.01005 0.009195 0.004027 61 640: 20%|## | 34/168 [00:06<00:26, 5.14it/s]
137/499 4.32G 0.01008 0.009233 0.004025 72 640: 20%|## | 34/168 [00:06<00:26, 5.14it/s]
137/499 4.32G 0.01008 0.009233 0.004025 72 640: 21%|## | 35/168 [00:06<00:25, 5.22it/s]
137/499 4.32G 0.01007 0.009222 0.003961 63 640: 21%|## | 35/168 [00:06<00:25, 5.22it/s]
137/499 4.32G 0.01007 0.009222 0.003961 63 640: 21%|##1 | 36/168 [00:06<00:25, 5.27it/s]
137/499 4.32G 0.01007 0.00924 0.00398 70 640: 21%|##1 | 36/168 [00:07<00:25, 5.27it/s]
137/499 4.32G 0.01007 0.00924 0.00398 70 640: 22%|##2 | 37/168 [00:07<00:25, 5.14it/s]
137/499 4.32G 0.01005 0.009233 0.003976 78 640: 22%|##2 | 37/168 [00:07<00:25, 5.14it/s]
137/499 4.32G 0.01005 0.009233 0.003976 78 640: 23%|##2 | 38/168 [00:07<00:25, 5.19it/s]
137/499 4.32G 0.01005 0.009259 0.004007 79 640: 23%|##2 | 38/168 [00:07<00:25, 5.19it/s]
137/499 4.32G 0.01005 0.009259 0.004007 79 640: 23%|##3 | 39/168 [00:07<00:24, 5.20it/s]
137/499 4.32G 0.01003 0.009233 0.004072 63 640: 23%|##3 | 39/168 [00:07<00:24, 5.20it/s]
137/499 4.32G 0.01003 0.009233 0.004072 63 640: 24%|##3 | 40/168 [00:07<00:25, 5.10it/s]
137/499 4.32G 0.01 0.00923 0.004028 66 640: 24%|##3 | 40/168 [00:07<00:25, 5.10it/s]
137/499 4.32G 0.01 0.00923 0.004028 66 640: 24%|##4 | 41/168 [00:07<00:24, 5.20it/s]
137/499 4.32G 0.009988 0.009265 0.004025 86 640: 24%|##4 | 41/168 [00:08<00:24, 5.20it/s]
137/499 4.32G 0.009988 0.009265 0.004025 86 640: 25%|##5 | 42/168 [00:08<00:23, 5.27it/s]
137/499 4.32G 0.009978 0.00931 0.004044 81 640: 25%|##5 | 42/168 [00:08<00:23, 5.27it/s]
137/499 4.32G 0.009978 0.00931 0.004044 81 640: 26%|##5 | 43/168 [00:08<00:24, 5.16it/s]
137/499 4.32G 0.009943 0.009285 0.004052 70 640: 26%|##5 | 43/168 [00:08<00:24, 5.16it/s]
137/499 4.32G 0.009943 0.009285 0.004052 70 640: 26%|##6 | 44/168 [00:08<00:23, 5.25it/s]
137/499 4.32G 0.009935 0.009312 0.004 65 640: 26%|##6 | 44/168 [00:08<00:23, 5.25it/s]
137/499 4.32G 0.009935 0.009312 0.004 65 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s]
137/499 4.32G 0.009911 0.009292 0.003939 73 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s]
137/499 4.32G 0.009911 0.009292 0.003939 73 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s]
137/499 4.32G 0.009917 0.009269 0.003973 61 640: 27%|##7 | 46/168 [00:09<00:23, 5.19it/s]
137/499 4.32G 0.009917 0.009269 0.003973 61 640: 28%|##7 | 47/168 [00:09<00:23, 5.23it/s]
137/499 4.32G 0.009897 0.009274 0.003967 67 640: 28%|##7 | 47/168 [00:09<00:23, 5.23it/s]
137/499 4.32G 0.009897 0.009274 0.003967 67 640: 29%|##8 | 48/168 [00:09<00:22, 5.32it/s]
137/499 4.32G 0.009898 0.00931 0.003939 89 640: 29%|##8 | 48/168 [00:09<00:22, 5.32it/s]
137/499 4.32G 0.009898 0.00931 0.003939 89 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s]
137/499 4.32G 0.009878 0.009284 0.003894 63 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s]
137/499 4.32G 0.009878 0.009284 0.003894 63 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s]
137/499 4.32G 0.009891 0.009275 0.003832 61 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s]
137/499 4.32G 0.009891 0.009275 0.003832 61 640: 30%|### | 51/168 [00:09<00:22, 5.32it/s]
137/499 4.32G 0.009868 0.009272 0.003806 85 640: 30%|### | 51/168 [00:09<00:22, 5.32it/s]
137/499 4.32G 0.009868 0.009272 0.003806 85 640: 31%|### | 52/168 [00:09<00:22, 5.17it/s]
137/499 4.32G 0.009864 0.00924 0.003773 62 640: 31%|### | 52/168 [00:10<00:22, 5.17it/s]
137/499 4.32G 0.009864 0.00924 0.003773 62 640: 32%|###1 | 53/168 [00:10<00:21, 5.23it/s]
137/499 4.32G 0.009858 0.009279 0.003738 76 640: 32%|###1 | 53/168 [00:10<00:21, 5.23it/s]
137/499 4.32G 0.009858 0.009279 0.003738 76 640: 32%|###2 | 54/168 [00:10<00:21, 5.27it/s]
137/499 4.32G 0.009852 0.009294 0.003692 72 640: 32%|###2 | 54/168 [00:10<00:21, 5.27it/s]
137/499 4.32G 0.009852 0.009294 0.003692 72 640: 33%|###2 | 55/168 [00:10<00:21, 5.15it/s]
137/499 4.32G 0.009862 0.009339 0.003695 83 640: 33%|###2 | 55/168 [00:10<00:21, 5.15it/s]
137/499 4.32G 0.009862 0.009339 0.003695 83 640: 33%|###3 | 56/168 [00:10<00:21, 5.26it/s]
137/499 4.32G 0.009862 0.009301 0.00365 56 640: 33%|###3 | 56/168 [00:10<00:21, 5.26it/s]
137/499 4.32G 0.009862 0.009301 0.00365 56 640: 34%|###3 | 57/168 [00:10<00:20, 5.31it/s]
137/499 4.32G 0.009856 0.009303 0.00366 69 640: 34%|###3 | 57/168 [00:11<00:20, 5.31it/s]
137/499 4.32G 0.009856 0.009303 0.00366 69 640: 35%|###4 | 58/168 [00:11<00:21, 5.20it/s]
137/499 4.32G 0.009851 0.009261 0.003677 66 640: 35%|###4 | 58/168 [00:11<00:21, 5.20it/s]
137/499 4.32G 0.009851 0.009261 0.003677 66 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
137/499 4.32G 0.009843 0.009246 0.003662 60 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
137/499 4.32G 0.009843 0.009246 0.003662 60 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s]
137/499 4.32G 0.009846 0.009249 0.003628 64 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s]
137/499 4.32G 0.009846 0.009249 0.003628 64 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
137/499 4.32G 0.009831 0.009249 0.003644 71 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
137/499 4.32G 0.009831 0.009249 0.003644 71 640: 37%|###6 | 62/168 [00:11<00:20, 5.25it/s]
137/499 4.32G 0.00986 0.009244 0.003629 62 640: 37%|###6 | 62/168 [00:12<00:20, 5.25it/s]
137/499 4.32G 0.00986 0.009244 0.003629 62 640: 38%|###7 | 63/168 [00:12<00:19, 5.31it/s]
137/499 4.32G 0.009856 0.009248 0.003603 80 640: 38%|###7 | 63/168 [00:12<00:19, 5.31it/s]
137/499 4.32G 0.009856 0.009248 0.003603 80 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s]
137/499 4.32G 0.009859 0.009256 0.003625 73 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s]
137/499 4.32G 0.009859 0.009256 0.003625 73 640: 39%|###8 | 65/168 [00:12<00:19, 5.23it/s]
137/499 4.32G 0.00984 0.009268 0.003631 73 640: 39%|###8 | 65/168 [00:12<00:19, 5.23it/s]
137/499 4.32G 0.00984 0.009268 0.003631 73 640: 39%|###9 | 66/168 [00:12<00:19, 5.19it/s]
137/499 4.32G 0.009819 0.00927 0.003616 76 640: 39%|###9 | 66/168 [00:12<00:19, 5.19it/s]
137/499 4.32G 0.009819 0.00927 0.003616 76 640: 40%|###9 | 67/168 [00:12<00:19, 5.06it/s]
137/499 4.32G 0.009842 0.009297 0.003607 72 640: 40%|###9 | 67/168 [00:13<00:19, 5.06it/s]
137/499 4.32G 0.009842 0.009297 0.003607 72 640: 40%|#### | 68/168 [00:13<00:19, 5.19it/s]
137/499 4.32G 0.009851 0.009309 0.00362 78 640: 40%|#### | 68/168 [00:13<00:19, 5.19it/s]
137/499 4.32G 0.009851 0.009309 0.00362 78 640: 41%|####1 | 69/168 [00:13<00:18, 5.27it/s]
137/499 4.32G 0.009844 0.009267 0.003644 58 640: 41%|####1 | 69/168 [00:13<00:18, 5.27it/s]
137/499 4.32G 0.009844 0.009267 0.003644 58 640: 42%|####1 | 70/168 [00:13<00:19, 5.14it/s]
137/499 4.32G 0.009838 0.00926 0.003647 71 640: 42%|####1 | 70/168 [00:13<00:19, 5.14it/s]
137/499 4.32G 0.009838 0.00926 0.003647 71 640: 42%|####2 | 71/168 [00:13<00:18, 5.21it/s]
137/499 4.32G 0.009823 0.009246 0.003651 71 640: 42%|####2 | 71/168 [00:13<00:18, 5.21it/s]
137/499 4.32G 0.009823 0.009246 0.003651 71 640: 43%|####2 | 72/168 [00:13<00:18, 5.24it/s]
137/499 4.32G 0.009841 0.00925 0.003668 71 640: 43%|####2 | 72/168 [00:14<00:18, 5.24it/s]
137/499 4.32G 0.009841 0.00925 0.003668 71 640: 43%|####3 | 73/168 [00:14<00:18, 5.08it/s]
137/499 4.32G 0.009856 0.009243 0.003692 63 640: 43%|####3 | 73/168 [00:14<00:18, 5.08it/s]
137/499 4.32G 0.009856 0.009243 0.003692 63 640: 44%|####4 | 74/168 [00:14<00:18, 5.19it/s]
137/499 4.32G 0.009843 0.009231 0.003682 72 640: 44%|####4 | 74/168 [00:14<00:18, 5.19it/s]
137/499 4.32G 0.009843 0.009231 0.003682 72 640: 45%|####4 | 75/168 [00:14<00:17, 5.24it/s]
137/499 4.32G 0.00984 0.009264 0.003674 71 640: 45%|####4 | 75/168 [00:14<00:17, 5.24it/s]
137/499 4.32G 0.00984 0.009264 0.003674 71 640: 45%|####5 | 76/168 [00:14<00:18, 5.11it/s]
137/499 4.32G 0.009817 0.009276 0.003661 79 640: 45%|####5 | 76/168 [00:14<00:18, 5.11it/s]
137/499 4.32G 0.009817 0.009276 0.003661 79 640: 46%|####5 | 77/168 [00:14<00:17, 5.20it/s]
137/499 4.32G 0.009819 0.009288 0.003636 65 640: 46%|####5 | 77/168 [00:14<00:17, 5.20it/s]
137/499 4.32G 0.009819 0.009288 0.003636 65 640: 46%|####6 | 78/168 [00:14<00:17, 5.27it/s]
137/499 4.32G 0.009832 0.009302 0.00362 65 640: 46%|####6 | 78/168 [00:15<00:17, 5.27it/s]
137/499 4.32G 0.009832 0.009302 0.00362 65 640: 47%|####7 | 79/168 [00:15<00:17, 5.15it/s]
137/499 4.32G 0.009831 0.009297 0.003616 70 640: 47%|####7 | 79/168 [00:15<00:17, 5.15it/s]
137/499 4.32G 0.009831 0.009297 0.003616 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.22it/s]
137/499 4.32G 0.009839 0.009292 0.003606 65 640: 48%|####7 | 80/168 [00:15<00:16, 5.22it/s]
137/499 4.32G 0.009839 0.009292 0.003606 65 640: 48%|####8 | 81/168 [00:15<00:16, 5.26it/s]
137/499 4.32G 0.009835 0.009275 0.003586 62 640: 48%|####8 | 81/168 [00:15<00:16, 5.26it/s]
137/499 4.32G 0.009835 0.009275 0.003586 62 640: 49%|####8 | 82/168 [00:15<00:16, 5.11it/s]
137/499 4.32G 0.009815 0.009245 0.003574 57 640: 49%|####8 | 82/168 [00:15<00:16, 5.11it/s]
137/499 4.32G 0.009815 0.009245 0.003574 57 640: 49%|####9 | 83/168 [00:15<00:16, 5.16it/s]
137/499 4.32G 0.009801 0.009207 0.003545 49 640: 49%|####9 | 83/168 [00:16<00:16, 5.16it/s]
137/499 4.32G 0.009801 0.009207 0.003545 49 640: 50%|##### | 84/168 [00:16<00:15, 5.25it/s]
137/499 4.32G 0.009796 0.009223 0.003526 85 640: 50%|##### | 84/168 [00:16<00:15, 5.25it/s]
137/499 4.32G 0.009796 0.009223 0.003526 85 640: 51%|##### | 85/168 [00:16<00:16, 5.08it/s]
137/499 4.32G 0.009816 0.009213 0.003506 52 640: 51%|##### | 85/168 [00:16<00:16, 5.08it/s]
137/499 4.32G 0.009816 0.009213 0.003506 52 640: 51%|#####1 | 86/168 [00:16<00:15, 5.18it/s]
137/499 4.32G 0.009802 0.009201 0.003511 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.18it/s]
137/499 4.32G 0.009802 0.009201 0.003511 67 640: 52%|#####1 | 87/168 [00:16<00:15, 5.22it/s]
137/499 4.32G 0.009785 0.009195 0.003499 76 640: 52%|#####1 | 87/168 [00:16<00:15, 5.22it/s]
137/499 4.32G 0.009785 0.009195 0.003499 76 640: 52%|#####2 | 88/168 [00:16<00:15, 5.13it/s]
137/499 4.32G 0.009771 0.009199 0.00348 76 640: 52%|#####2 | 88/168 [00:17<00:15, 5.13it/s]
137/499 4.32G 0.009771 0.009199 0.00348 76 640: 53%|#####2 | 89/168 [00:17<00:15, 5.21it/s]
137/499 4.32G 0.009752 0.009182 0.003477 70 640: 53%|#####2 | 89/168 [00:17<00:15, 5.21it/s]
137/499 4.32G 0.009752 0.009182 0.003477 70 640: 54%|#####3 | 90/168 [00:17<00:14, 5.25it/s]
137/499 4.32G 0.00975 0.009182 0.003468 74 640: 54%|#####3 | 90/168 [00:17<00:14, 5.25it/s]
137/499 4.32G 0.00975 0.009182 0.003468 74 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s]
137/499 4.32G 0.009751 0.009179 0.003492 79 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s]
137/499 4.32G 0.009751 0.009179 0.003492 79 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
137/499 4.32G 0.009751 0.009171 0.003498 61 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
137/499 4.32G 0.009751 0.009171 0.003498 61 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s]
137/499 4.32G 0.009751 0.009178 0.003466 79 640: 55%|#####5 | 93/168 [00:18<00:14, 5.32it/s]
137/499 4.32G 0.009751 0.009178 0.003466 79 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s]
137/499 4.32G 0.009746 0.009156 0.003447 54 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s]
137/499 4.32G 0.009746 0.009156 0.003447 54 640: 57%|#####6 | 95/168 [00:18<00:13, 5.28it/s]
137/499 4.32G 0.009752 0.009174 0.003451 76 640: 57%|#####6 | 95/168 [00:18<00:13, 5.28it/s]
137/499 4.32G 0.009752 0.009174 0.003451 76 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s]
137/499 4.32G 0.009761 0.009211 0.003454 74 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s]
137/499 4.32G 0.009761 0.009211 0.003454 74 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s]
137/499 4.32G 0.009766 0.009194 0.003472 60 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s]
137/499 4.32G 0.009766 0.009194 0.003472 60 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s]
137/499 4.32G 0.009774 0.009193 0.00348 63 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s]
137/499 4.32G 0.009774 0.009193 0.00348 63 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s]
137/499 4.32G 0.009776 0.009194 0.003468 73 640: 59%|#####8 | 99/168 [00:19<00:12, 5.33it/s]
137/499 4.32G 0.009776 0.009194 0.003468 73 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s]
137/499 4.32G 0.009775 0.009195 0.003471 76 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s]
137/499 4.32G 0.009775 0.009195 0.003471 76 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s]
137/499 4.32G 0.009771 0.009184 0.003458 61 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s]
137/499 4.32G 0.009771 0.009184 0.003458 61 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s]
137/499 4.32G 0.009775 0.009198 0.003443 78 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s]
137/499 4.32G 0.009775 0.009198 0.003443 78 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s]
137/499 4.32G 0.009764 0.009176 0.003436 49 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s]
137/499 4.32G 0.009764 0.009176 0.003436 49 640: 62%|######1 | 104/168 [00:19<00:12, 5.22it/s]
137/499 4.32G 0.009777 0.009176 0.003443 65 640: 62%|######1 | 104/168 [00:20<00:12, 5.22it/s]
137/499 4.32G 0.009777 0.009176 0.003443 65 640: 62%|######2 | 105/168 [00:20<00:11, 5.29it/s]
137/499 4.32G 0.009783 0.009174 0.003436 69 640: 62%|######2 | 105/168 [00:20<00:11, 5.29it/s]
137/499 4.32G 0.009783 0.009174 0.003436 69 640: 63%|######3 | 106/168 [00:20<00:11, 5.17it/s]
137/499 4.32G 0.009777 0.009174 0.003432 70 640: 63%|######3 | 106/168 [00:20<00:11, 5.17it/s]
137/499 4.32G 0.009777 0.009174 0.003432 70 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s]
137/499 4.32G 0.00978 0.009184 0.003419 79 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s]
137/499 4.32G 0.00978 0.009184 0.003419 79 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s]
137/499 4.32G 0.009799 0.009193 0.003412 71 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s]
137/499 4.32G 0.009799 0.009193 0.003412 71 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s]
137/499 4.32G 0.009807 0.009162 0.003414 49 640: 65%|######4 | 109/168 [00:21<00:11, 5.19it/s]
137/499 4.32G 0.009807 0.009162 0.003414 49 640: 65%|######5 | 110/168 [00:21<00:11, 5.27it/s]
137/499 4.32G 0.009801 0.00917 0.003418 61 640: 65%|######5 | 110/168 [00:21<00:11, 5.27it/s]
137/499 4.32G 0.009801 0.00917 0.003418 61 640: 66%|######6 | 111/168 [00:21<00:10, 5.32it/s]
137/499 4.32G 0.009789 0.009175 0.003434 70 640: 66%|######6 | 111/168 [00:21<00:10, 5.32it/s]
137/499 4.32G 0.009789 0.009175 0.003434 70 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
137/499 4.32G 0.009794 0.009175 0.00345 70 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
137/499 4.32G 0.009794 0.009175 0.00345 70 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s]
137/499 4.32G 0.009801 0.009166 0.003435 61 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s]
137/499 4.32G 0.009801 0.009166 0.003435 61 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s]
137/499 4.32G 0.0098 0.009175 0.003439 71 640: 68%|######7 | 114/168 [00:22<00:10, 5.35it/s]
137/499 4.32G 0.0098 0.009175 0.003439 71 640: 68%|######8 | 115/168 [00:22<00:10, 5.17it/s]
137/499 4.32G 0.0098 0.00917 0.003444 64 640: 68%|######8 | 115/168 [00:22<00:10, 5.17it/s]
137/499 4.32G 0.0098 0.00917 0.003444 64 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s]
137/499 4.32G 0.009801 0.009168 0.003428 59 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s]
137/499 4.32G 0.009801 0.009168 0.003428 59 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s]
137/499 4.32G 0.009803 0.009181 0.003416 76 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s]
137/499 4.32G 0.009803 0.009181 0.003416 76 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s]
137/499 4.32G 0.009806 0.009168 0.003405 60 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s]
137/499 4.32G 0.009806 0.009168 0.003405 60 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s]
137/499 4.32G 0.009818 0.009186 0.003405 77 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s]
137/499 4.32G 0.009818 0.009186 0.003405 77 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s]
137/499 4.32G 0.009818 0.009176 0.003407 64 640: 71%|#######1 | 120/168 [00:23<00:08, 5.34it/s]
137/499 4.32G 0.009818 0.009176 0.003407 64 640: 72%|#######2 | 121/168 [00:23<00:09, 5.21it/s]
137/499 4.32G 0.009812 0.009168 0.00343 67 640: 72%|#######2 | 121/168 [00:23<00:09, 5.21it/s]
137/499 4.32G 0.009812 0.009168 0.00343 67 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s]
137/499 4.32G 0.009799 0.009162 0.00343 70 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s]
137/499 4.32G 0.009799 0.009162 0.00343 70 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s]
137/499 4.32G 0.009792 0.009161 0.00342 74 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s]
137/499 4.32G 0.009792 0.009161 0.00342 74 640: 74%|#######3 | 124/168 [00:23<00:08, 5.15it/s]
137/499 4.32G 0.009796 0.009163 0.003409 63 640: 74%|#######3 | 124/168 [00:23<00:08, 5.15it/s]
137/499 4.32G 0.009796 0.009163 0.003409 63 640: 74%|#######4 | 125/168 [00:23<00:08, 5.25it/s]
137/499 4.32G 0.009795 0.009174 0.003402 70 640: 74%|#######4 | 125/168 [00:24<00:08, 5.25it/s]
137/499 4.32G 0.009795 0.009174 0.003402 70 640: 75%|#######5 | 126/168 [00:24<00:07, 5.30it/s]
137/499 4.32G 0.009792 0.009166 0.003415 70 640: 75%|#######5 | 126/168 [00:24<00:07, 5.30it/s]
137/499 4.32G 0.009792 0.009166 0.003415 70 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s]
137/499 4.32G 0.009788 0.009152 0.003485 57 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s]
137/499 4.32G 0.009788 0.009152 0.003485 57 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s]
137/499 4.32G 0.009783 0.009155 0.003479 73 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s]
137/499 4.32G 0.009783 0.009155 0.003479 73 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s]
137/499 4.32G 0.009782 0.009171 0.003464 92 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s]
137/499 4.32G 0.009782 0.009171 0.003464 92 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s]
137/499 4.32G 0.009792 0.009196 0.003468 77 640: 77%|#######7 | 130/168 [00:25<00:07, 5.16it/s]
137/499 4.32G 0.009792 0.009196 0.003468 77 640: 78%|#######7 | 131/168 [00:25<00:07, 5.24it/s]
137/499 4.32G 0.00979 0.009178 0.003479 59 640: 78%|#######7 | 131/168 [00:25<00:07, 5.24it/s]
137/499 4.32G 0.00979 0.009178 0.003479 59 640: 79%|#######8 | 132/168 [00:25<00:06, 5.31it/s]
137/499 4.32G 0.009792 0.009182 0.00348 74 640: 79%|#######8 | 132/168 [00:25<00:06, 5.31it/s]
137/499 4.32G 0.009792 0.009182 0.00348 74 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s]
137/499 4.32G 0.009799 0.009189 0.003492 74 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s]
137/499 4.32G 0.009799 0.009189 0.003492 74 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s]
137/499 4.32G 0.009794 0.009181 0.003487 64 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s]
137/499 4.32G 0.009794 0.009181 0.003487 64 640: 80%|######## | 135/168 [00:25<00:06, 5.27it/s]
137/499 4.32G 0.009792 0.009166 0.003496 54 640: 80%|######## | 135/168 [00:26<00:06, 5.27it/s]
137/499 4.32G 0.009792 0.009166 0.003496 54 640: 81%|######## | 136/168 [00:26<00:06, 5.12it/s]
137/499 4.32G 0.009777 0.009152 0.003484 69 640: 81%|######## | 136/168 [00:26<00:06, 5.12it/s]
137/499 4.32G 0.009777 0.009152 0.003484 69 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s]
137/499 4.32G 0.009779 0.009154 0.003481 69 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s]
137/499 4.32G 0.009779 0.009154 0.003481 69 640: 82%|########2 | 138/168 [00:26<00:05, 5.31it/s]
137/499 4.32G 0.009784 0.009164 0.003479 69 640: 82%|########2 | 138/168 [00:26<00:05, 5.31it/s]
137/499 4.32G 0.009784 0.009164 0.003479 69 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s]
137/499 4.32G 0.009784 0.009162 0.003457 61 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s]
137/499 4.32G 0.009784 0.009162 0.003457 61 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s]
137/499 4.32G 0.009772 0.009166 0.003451 74 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s]
137/499 4.32G 0.009772 0.009166 0.003451 74 640: 84%|########3 | 141/168 [00:26<00:05, 5.34it/s]
137/499 4.32G 0.009768 0.009167 0.003453 68 640: 84%|########3 | 141/168 [00:27<00:05, 5.34it/s]
137/499 4.32G 0.009768 0.009167 0.003453 68 640: 85%|########4 | 142/168 [00:27<00:04, 5.22it/s]
137/499 4.32G 0.009772 0.009152 0.003432 55 640: 85%|########4 | 142/168 [00:27<00:04, 5.22it/s]
137/499 4.32G 0.009772 0.009152 0.003432 55 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s]
137/499 4.32G 0.009789 0.009174 0.003451 82 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s]
137/499 4.32G 0.009789 0.009174 0.003451 82 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s]
137/499 4.32G 0.0098 0.009172 0.003475 68 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s]
137/499 4.32G 0.0098 0.009172 0.003475 68 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s]
137/499 4.32G 0.009806 0.009165 0.003474 53 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s]
137/499 4.32G 0.009806 0.009165 0.003474 53 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s]
137/499 4.32G 0.009797 0.009155 0.003474 59 640: 87%|########6 | 146/168 [00:28<00:04, 5.29it/s]
137/499 4.32G 0.009797 0.009155 0.003474 59 640: 88%|########7 | 147/168 [00:28<00:03, 5.36it/s]
137/499 4.32G 0.009795 0.009148 0.003471 64 640: 88%|########7 | 147/168 [00:28<00:03, 5.36it/s]
137/499 4.32G 0.009795 0.009148 0.003471 64 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s]
137/499 4.32G 0.009807 0.009129 0.003472 51 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s]
137/499 4.32G 0.009807 0.009129 0.003472 51 640: 89%|########8 | 149/168 [00:28<00:03, 5.24it/s]
137/499 4.32G 0.009809 0.009132 0.003461 73 640: 89%|########8 | 149/168 [00:28<00:03, 5.24it/s]
137/499 4.32G 0.009809 0.009132 0.003461 73 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
137/499 4.32G 0.009801 0.009131 0.003477 66 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
137/499 4.32G 0.009801 0.009131 0.003477 66 640: 90%|########9 | 151/168 [00:28<00:03, 5.14it/s]
137/499 4.32G 0.009806 0.009135 0.003478 76 640: 90%|########9 | 151/168 [00:29<00:03, 5.14it/s]
137/499 4.32G 0.009806 0.009135 0.003478 76 640: 90%|######### | 152/168 [00:29<00:03, 5.23it/s]
137/499 4.32G 0.00981 0.009128 0.003462 62 640: 90%|######### | 152/168 [00:29<00:03, 5.23it/s]
137/499 4.32G 0.00981 0.009128 0.003462 62 640: 91%|#########1| 153/168 [00:29<00:02, 5.31it/s]
137/499 4.32G 0.009817 0.009134 0.00348 67 640: 91%|#########1| 153/168 [00:29<00:02, 5.31it/s]
137/499 4.32G 0.009817 0.009134 0.00348 67 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s]
137/499 4.32G 0.009819 0.009144 0.003469 70 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s]
137/499 4.32G 0.009819 0.009144 0.003469 70 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
137/499 4.32G 0.009821 0.009144 0.003473 69 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
137/499 4.32G 0.009821 0.009144 0.003473 69 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s]
137/499 4.32G 0.009817 0.00915 0.003476 79 640: 93%|#########2| 156/168 [00:30<00:02, 5.34it/s]
137/499 4.32G 0.009817 0.00915 0.003476 79 640: 93%|#########3| 157/168 [00:30<00:02, 5.19it/s]
137/499 4.32G 0.009822 0.009149 0.003504 62 640: 93%|#########3| 157/168 [00:30<00:02, 5.19it/s]
137/499 4.32G 0.009822 0.009149 0.003504 62 640: 94%|#########4| 158/168 [00:30<00:01, 5.24it/s]
137/499 4.32G 0.009814 0.009138 0.003494 52 640: 94%|#########4| 158/168 [00:30<00:01, 5.24it/s]
137/499 4.32G 0.009814 0.009138 0.003494 52 640: 95%|#########4| 159/168 [00:30<00:01, 5.31it/s]
137/499 4.32G 0.009816 0.00913 0.0035 68 640: 95%|#########4| 159/168 [00:30<00:01, 5.31it/s]
137/499 4.32G 0.009816 0.00913 0.0035 68 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s]
137/499 4.32G 0.009816 0.009121 0.003507 65 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s]
137/499 4.32G 0.009816 0.009121 0.003507 65 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
137/499 4.32G 0.009815 0.009122 0.003511 74 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
137/499 4.32G 0.009815 0.009122 0.003511 74 640: 96%|#########6| 162/168 [00:30<00:01, 5.30it/s]
137/499 4.32G 0.00982 0.009126 0.003518 80 640: 96%|#########6| 162/168 [00:31<00:01, 5.30it/s]
137/499 4.32G 0.00982 0.009126 0.003518 80 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s]
137/499 4.32G 0.009809 0.009111 0.003518 64 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s]
137/499 4.32G 0.009809 0.009111 0.003518 64 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s]
137/499 4.32G 0.009808 0.009105 0.00351 74 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s]
137/499 4.32G 0.009808 0.009105 0.00351 74 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s]
137/499 4.32G 0.009814 0.009113 0.003514 75 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s]
137/499 4.32G 0.009814 0.009113 0.003514 75 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s]
137/499 4.32G 0.009808 0.00911 0.003524 70 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s]
137/499 4.32G 0.009808 0.00911 0.003524 70 640: 99%|#########9| 167/168 [00:31<00:00, 5.24it/s]
137/499 4.32G 0.0098 0.0091 0.003515 30 640: 99%|#########9| 167/168 [00:32<00:00, 5.24it/s]
137/499 4.32G 0.0098 0.0091 0.003515 30 640: 100%|##########| 168/168 [00:32<00:00, 5.42it/s]
137/499 4.32G 0.0098 0.0091 0.003515 30 640: 100%|##########| 168/168 [00:32<00:00, 5.23it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.63it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.81it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.80it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.78it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.35it/s]
all 132 263 0.879 0.866 0.897 0.782
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
138/499 4.32G 0.009751 0.009046 0.001874 66 640: 0%| | 0/168 [00:00<?, ?it/s]
138/499 4.32G 0.009751 0.009046 0.001874 66 640: 1%| | 1/168 [00:00<00:47, 3.51it/s]
138/499 4.32G 0.009528 0.009042 0.001844 61 640: 1%| | 1/168 [00:00<00:47, 3.51it/s]
138/499 4.32G 0.009528 0.009042 0.001844 61 640: 1%|1 | 2/168 [00:00<00:37, 4.43it/s]
138/499 4.32G 0.009349 0.008791 0.002619 67 640: 1%|1 | 2/168 [00:00<00:37, 4.43it/s]
138/499 4.32G 0.009349 0.008791 0.002619 67 640: 2%|1 | 3/168 [00:00<00:33, 4.87it/s]
138/499 4.32G 0.009438 0.008241 0.002562 55 640: 2%|1 | 3/168 [00:00<00:33, 4.87it/s]
138/499 4.32G 0.009438 0.008241 0.002562 55 640: 2%|2 | 4/168 [00:00<00:33, 4.83it/s]
138/499 4.32G 0.009591 0.008334 0.003053 69 640: 2%|2 | 4/168 [00:01<00:33, 4.83it/s]
138/499 4.32G 0.009591 0.008334 0.003053 69 640: 3%|2 | 5/168 [00:01<00:32, 5.05it/s]
138/499 4.32G 0.009551 0.008851 0.002986 90 640: 3%|2 | 5/168 [00:01<00:32, 5.05it/s]
138/499 4.32G 0.009551 0.008851 0.002986 90 640: 4%|3 | 6/168 [00:01<00:31, 5.11it/s]
138/499 4.32G 0.009753 0.008698 0.003527 50 640: 4%|3 | 6/168 [00:01<00:31, 5.11it/s]
138/499 4.32G 0.009753 0.008698 0.003527 50 640: 4%|4 | 7/168 [00:01<00:31, 5.05it/s]
138/499 4.32G 0.009764 0.008859 0.003305 67 640: 4%|4 | 7/168 [00:01<00:31, 5.05it/s]
138/499 4.32G 0.009764 0.008859 0.003305 67 640: 5%|4 | 8/168 [00:01<00:31, 5.15it/s]
138/499 4.32G 0.009764 0.008797 0.003144 68 640: 5%|4 | 8/168 [00:01<00:31, 5.15it/s]
138/499 4.32G 0.009764 0.008797 0.003144 68 640: 5%|5 | 9/168 [00:01<00:30, 5.23it/s]
138/499 4.32G 0.009699 0.00883 0.003311 80 640: 5%|5 | 9/168 [00:02<00:30, 5.23it/s]
138/499 4.32G 0.009699 0.00883 0.003311 80 640: 6%|5 | 10/168 [00:02<00:30, 5.13it/s]
138/499 4.32G 0.009683 0.008693 0.003411 55 640: 6%|5 | 10/168 [00:02<00:30, 5.13it/s]
138/499 4.32G 0.009683 0.008693 0.003411 55 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
138/499 4.32G 0.009699 0.008735 0.00356 63 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
138/499 4.32G 0.009699 0.008735 0.00356 63 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s]
138/499 4.32G 0.009789 0.008596 0.003624 50 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s]
138/499 4.32G 0.009789 0.008596 0.003624 50 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s]
138/499 4.32G 0.009757 0.008536 0.003753 70 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s]
138/499 4.32G 0.009757 0.008536 0.003753 70 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s]
138/499 4.32G 0.009657 0.008552 0.003768 74 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s]
138/499 4.32G 0.009657 0.008552 0.003768 74 640: 9%|8 | 15/168 [00:02<00:28, 5.33it/s]
138/499 4.32G 0.009599 0.008564 0.003612 67 640: 9%|8 | 15/168 [00:03<00:28, 5.33it/s]
138/499 4.32G 0.009599 0.008564 0.003612 67 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s]
138/499 4.32G 0.009659 0.00853 0.003666 45 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s]
138/499 4.32G 0.009659 0.00853 0.003666 45 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
138/499 4.32G 0.009667 0.008519 0.00371 67 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
138/499 4.32G 0.009667 0.008519 0.00371 67 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
138/499 4.32G 0.009726 0.008497 0.003962 62 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
138/499 4.32G 0.009726 0.008497 0.003962 62 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s]
138/499 4.32G 0.009696 0.00857 0.003842 83 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s]
138/499 4.32G 0.009696 0.00857 0.003842 83 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s]
138/499 4.32G 0.009622 0.008517 0.003852 70 640: 12%|#1 | 20/168 [00:04<00:28, 5.27it/s]
138/499 4.32G 0.009622 0.008517 0.003852 70 640: 12%|#2 | 21/168 [00:04<00:27, 5.33it/s]
138/499 4.32G 0.009603 0.008558 0.003932 69 640: 12%|#2 | 21/168 [00:04<00:27, 5.33it/s]
138/499 4.32G 0.009603 0.008558 0.003932 69 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s]
138/499 4.32G 0.009668 0.008597 0.00383 62 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s]
138/499 4.32G 0.009668 0.008597 0.00383 62 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s]
138/499 4.32G 0.009685 0.008635 0.003826 57 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s]
138/499 4.32G 0.009685 0.008635 0.003826 57 640: 14%|#4 | 24/168 [00:04<00:27, 5.33it/s]
138/499 4.32G 0.009717 0.00866 0.003773 76 640: 14%|#4 | 24/168 [00:04<00:27, 5.33it/s]
138/499 4.32G 0.009717 0.00866 0.003773 76 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
138/499 4.32G 0.009704 0.008714 0.00391 67 640: 15%|#4 | 25/168 [00:05<00:27, 5.20it/s]
138/499 4.32G 0.009704 0.008714 0.00391 67 640: 15%|#5 | 26/168 [00:05<00:27, 5.23it/s]
138/499 4.32G 0.009742 0.008746 0.003888 63 640: 15%|#5 | 26/168 [00:05<00:27, 5.23it/s]
138/499 4.32G 0.009742 0.008746 0.003888 63 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s]
138/499 4.32G 0.009742 0.008853 0.003845 93 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s]
138/499 4.32G 0.009742 0.008853 0.003845 93 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s]
138/499 4.32G 0.009768 0.008812 0.003795 59 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s]
138/499 4.32G 0.009768 0.008812 0.003795 59 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s]
138/499 4.32G 0.009786 0.008859 0.003843 69 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s]
138/499 4.32G 0.009786 0.008859 0.003843 69 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s]
138/499 4.32G 0.009786 0.008866 0.003783 64 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s]
138/499 4.32G 0.009786 0.008866 0.003783 64 640: 18%|#8 | 31/168 [00:05<00:26, 5.18it/s]
138/499 4.32G 0.009789 0.008794 0.003835 54 640: 18%|#8 | 31/168 [00:06<00:26, 5.18it/s]
138/499 4.32G 0.009789 0.008794 0.003835 54 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s]
138/499 4.32G 0.0098 0.008878 0.003869 74 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s]
138/499 4.32G 0.0098 0.008878 0.003869 74 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s]
138/499 4.32G 0.009777 0.008797 0.003818 53 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s]
138/499 4.32G 0.009777 0.008797 0.003818 53 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
138/499 4.32G 0.009764 0.008766 0.003865 60 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
138/499 4.32G 0.009764 0.008766 0.003865 60 640: 21%|## | 35/168 [00:06<00:25, 5.24it/s]
138/499 4.32G 0.009751 0.008825 0.003842 81 640: 21%|## | 35/168 [00:06<00:25, 5.24it/s]
138/499 4.32G 0.009751 0.008825 0.003842 81 640: 21%|##1 | 36/168 [00:06<00:25, 5.26it/s]
138/499 4.32G 0.009728 0.008823 0.003841 66 640: 21%|##1 | 36/168 [00:07<00:25, 5.26it/s]
138/499 4.32G 0.009728 0.008823 0.003841 66 640: 22%|##2 | 37/168 [00:07<00:25, 5.14it/s]
138/499 4.32G 0.009713 0.008865 0.003794 69 640: 22%|##2 | 37/168 [00:07<00:25, 5.14it/s]
138/499 4.32G 0.009713 0.008865 0.003794 69 640: 23%|##2 | 38/168 [00:07<00:24, 5.22it/s]
138/499 4.32G 0.009692 0.008917 0.003733 79 640: 23%|##2 | 38/168 [00:07<00:24, 5.22it/s]
138/499 4.32G 0.009692 0.008917 0.003733 79 640: 23%|##3 | 39/168 [00:07<00:24, 5.26it/s]
138/499 4.32G 0.009658 0.00896 0.003712 76 640: 23%|##3 | 39/168 [00:07<00:24, 5.26it/s]
138/499 4.32G 0.009658 0.00896 0.003712 76 640: 24%|##3 | 40/168 [00:07<00:25, 5.08it/s]
138/499 4.32G 0.009669 0.008993 0.003733 74 640: 24%|##3 | 40/168 [00:07<00:25, 5.08it/s]
138/499 4.32G 0.009669 0.008993 0.003733 74 640: 24%|##4 | 41/168 [00:07<00:24, 5.20it/s]
138/499 4.32G 0.009664 0.008991 0.003729 63 640: 24%|##4 | 41/168 [00:08<00:24, 5.20it/s]
138/499 4.32G 0.009664 0.008991 0.003729 63 640: 25%|##5 | 42/168 [00:08<00:23, 5.26it/s]
138/499 4.32G 0.009646 0.009008 0.003722 69 640: 25%|##5 | 42/168 [00:08<00:23, 5.26it/s]
138/499 4.32G 0.009646 0.009008 0.003722 69 640: 26%|##5 | 43/168 [00:08<00:24, 5.09it/s]
138/499 4.32G 0.009632 0.008976 0.003716 61 640: 26%|##5 | 43/168 [00:08<00:24, 5.09it/s]
138/499 4.32G 0.009632 0.008976 0.003716 61 640: 26%|##6 | 44/168 [00:08<00:23, 5.20it/s]
138/499 4.32G 0.009631 0.008991 0.003696 62 640: 26%|##6 | 44/168 [00:08<00:23, 5.20it/s]
138/499 4.32G 0.009631 0.008991 0.003696 62 640: 27%|##6 | 45/168 [00:08<00:23, 5.27it/s]
138/499 4.32G 0.009655 0.009015 0.00368 73 640: 27%|##6 | 45/168 [00:08<00:23, 5.27it/s]
138/499 4.32G 0.009655 0.009015 0.00368 73 640: 27%|##7 | 46/168 [00:08<00:23, 5.13it/s]
138/499 4.32G 0.009649 0.009038 0.003698 73 640: 27%|##7 | 46/168 [00:09<00:23, 5.13it/s]
138/499 4.32G 0.009649 0.009038 0.003698 73 640: 28%|##7 | 47/168 [00:09<00:23, 5.24it/s]
138/499 4.32G 0.009647 0.009043 0.00375 78 640: 28%|##7 | 47/168 [00:09<00:23, 5.24it/s]
138/499 4.32G 0.009647 0.009043 0.00375 78 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s]
138/499 4.32G 0.009658 0.009039 0.003712 69 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s]
138/499 4.32G 0.009658 0.009039 0.003712 69 640: 29%|##9 | 49/168 [00:09<00:23, 5.13it/s]
138/499 4.32G 0.009701 0.009013 0.003709 55 640: 29%|##9 | 49/168 [00:09<00:23, 5.13it/s]
138/499 4.32G 0.009701 0.009013 0.003709 55 640: 30%|##9 | 50/168 [00:09<00:22, 5.20it/s]
138/499 4.32G 0.009734 0.009021 0.003741 68 640: 30%|##9 | 50/168 [00:09<00:22, 5.20it/s]
138/499 4.32G 0.009734 0.009021 0.003741 68 640: 30%|### | 51/168 [00:09<00:22, 5.27it/s]
138/499 4.32G 0.009756 0.009022 0.003731 75 640: 30%|### | 51/168 [00:10<00:22, 5.27it/s]
138/499 4.32G 0.009756 0.009022 0.003731 75 640: 31%|### | 52/168 [00:10<00:22, 5.16it/s]
138/499 4.32G 0.009746 0.009022 0.003726 70 640: 31%|### | 52/168 [00:10<00:22, 5.16it/s]
138/499 4.32G 0.009746 0.009022 0.003726 70 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
138/499 4.32G 0.009743 0.009016 0.003705 71 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
138/499 4.32G 0.009743 0.009016 0.003705 71 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s]
138/499 4.32G 0.009764 0.009009 0.003684 63 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s]
138/499 4.32G 0.009764 0.009009 0.003684 63 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s]
138/499 4.32G 0.009759 0.008989 0.003671 53 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s]
138/499 4.32G 0.009759 0.008989 0.003671 53 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s]
138/499 4.32G 0.009761 0.009007 0.003642 73 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s]
138/499 4.32G 0.009761 0.009007 0.003642 73 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s]
138/499 4.32G 0.009759 0.009032 0.00372 79 640: 34%|###3 | 57/168 [00:11<00:20, 5.35it/s]
138/499 4.32G 0.009759 0.009032 0.00372 79 640: 35%|###4 | 58/168 [00:11<00:21, 5.20it/s]
138/499 4.32G 0.00975 0.009017 0.003747 65 640: 35%|###4 | 58/168 [00:11<00:21, 5.20it/s]
138/499 4.32G 0.00975 0.009017 0.003747 65 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
138/499 4.32G 0.009815 0.009037 0.00376 60 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
138/499 4.32G 0.009815 0.009037 0.00376 60 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s]
138/499 4.32G 0.009809 0.00906 0.003719 76 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s]
138/499 4.32G 0.009809 0.00906 0.003719 76 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s]
138/499 4.32G 0.009846 0.009074 0.003681 64 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s]
138/499 4.32G 0.009846 0.009074 0.003681 64 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s]
138/499 4.32G 0.009877 0.009101 0.00371 65 640: 37%|###6 | 62/168 [00:12<00:20, 5.26it/s]
138/499 4.32G 0.009877 0.009101 0.00371 65 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s]
138/499 4.32G 0.009868 0.009084 0.003704 68 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s]
138/499 4.32G 0.009868 0.009084 0.003704 68 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
138/499 4.32G 0.009904 0.009066 0.003687 53 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
138/499 4.32G 0.009904 0.009066 0.003687 53 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s]
138/499 4.32G 0.009924 0.009035 0.003684 52 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s]
138/499 4.32G 0.009924 0.009035 0.003684 52 640: 39%|###9 | 66/168 [00:12<00:19, 5.33it/s]
138/499 4.32G 0.009927 0.009025 0.003683 63 640: 39%|###9 | 66/168 [00:12<00:19, 5.33it/s]
138/499 4.32G 0.009927 0.009025 0.003683 63 640: 40%|###9 | 67/168 [00:12<00:19, 5.15it/s]
138/499 4.32G 0.009927 0.00902 0.003699 67 640: 40%|###9 | 67/168 [00:13<00:19, 5.15it/s]
138/499 4.32G 0.009927 0.00902 0.003699 67 640: 40%|#### | 68/168 [00:13<00:18, 5.27it/s]
138/499 4.32G 0.009954 0.009003 0.003708 63 640: 40%|#### | 68/168 [00:13<00:18, 5.27it/s]
138/499 4.32G 0.009954 0.009003 0.003708 63 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
138/499 4.32G 0.009942 0.009002 0.003689 68 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
138/499 4.32G 0.009942 0.009002 0.003689 68 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s]
138/499 4.32G 0.009963 0.009001 0.00372 66 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s]
138/499 4.32G 0.009963 0.009001 0.00372 66 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s]
138/499 4.32G 0.009952 0.008979 0.003741 55 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s]
138/499 4.32G 0.009952 0.008979 0.003741 55 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s]
138/499 4.32G 0.009961 0.008981 0.003788 64 640: 43%|####2 | 72/168 [00:14<00:17, 5.36it/s]
138/499 4.32G 0.009961 0.008981 0.003788 64 640: 43%|####3 | 73/168 [00:14<00:18, 5.21it/s]
138/499 4.32G 0.00997 0.008978 0.003806 69 640: 43%|####3 | 73/168 [00:14<00:18, 5.21it/s]
138/499 4.32G 0.00997 0.008978 0.003806 69 640: 44%|####4 | 74/168 [00:14<00:18, 5.21it/s]
138/499 4.32G 0.009957 0.008958 0.003776 53 640: 44%|####4 | 74/168 [00:14<00:18, 5.21it/s]
138/499 4.32G 0.009957 0.008958 0.003776 53 640: 45%|####4 | 75/168 [00:14<00:17, 5.27it/s]
138/499 4.32G 0.009922 0.008942 0.00379 68 640: 45%|####4 | 75/168 [00:14<00:17, 5.27it/s]
138/499 4.32G 0.009922 0.008942 0.00379 68 640: 45%|####5 | 76/168 [00:14<00:18, 5.06it/s]
138/499 4.32G 0.009939 0.008941 0.003783 67 640: 45%|####5 | 76/168 [00:14<00:18, 5.06it/s]
138/499 4.32G 0.009939 0.008941 0.003783 67 640: 46%|####5 | 77/168 [00:14<00:17, 5.17it/s]
138/499 4.32G 0.009939 0.008942 0.003755 62 640: 46%|####5 | 77/168 [00:14<00:17, 5.17it/s]
138/499 4.32G 0.009939 0.008942 0.003755 62 640: 46%|####6 | 78/168 [00:14<00:17, 5.26it/s]
138/499 4.32G 0.009933 0.008934 0.003744 61 640: 46%|####6 | 78/168 [00:15<00:17, 5.26it/s]
138/499 4.32G 0.009933 0.008934 0.003744 61 640: 47%|####7 | 79/168 [00:15<00:17, 5.14it/s]
138/499 4.32G 0.009939 0.008933 0.003753 68 640: 47%|####7 | 79/168 [00:15<00:17, 5.14it/s]
138/499 4.32G 0.009939 0.008933 0.003753 68 640: 48%|####7 | 80/168 [00:15<00:16, 5.25it/s]
138/499 4.32G 0.009931 0.008941 0.003746 81 640: 48%|####7 | 80/168 [00:15<00:16, 5.25it/s]
138/499 4.32G 0.009931 0.008941 0.003746 81 640: 48%|####8 | 81/168 [00:15<00:16, 5.30it/s]
138/499 4.32G 0.009956 0.008964 0.003786 74 640: 48%|####8 | 81/168 [00:15<00:16, 5.30it/s]
138/499 4.32G 0.009956 0.008964 0.003786 74 640: 49%|####8 | 82/168 [00:15<00:17, 5.04it/s]
138/499 4.32G 0.009948 0.008965 0.003764 63 640: 49%|####8 | 82/168 [00:15<00:17, 5.04it/s]
138/499 4.32G 0.009948 0.008965 0.003764 63 640: 49%|####9 | 83/168 [00:15<00:16, 5.16it/s]
138/499 4.32G 0.009956 0.008978 0.003763 89 640: 49%|####9 | 83/168 [00:16<00:16, 5.16it/s]
138/499 4.32G 0.009956 0.008978 0.003763 89 640: 50%|##### | 84/168 [00:16<00:15, 5.25it/s]
138/499 4.32G 0.009964 0.008987 0.003747 74 640: 50%|##### | 84/168 [00:16<00:15, 5.25it/s]
138/499 4.32G 0.009964 0.008987 0.003747 74 640: 51%|##### | 85/168 [00:16<00:16, 5.14it/s]
138/499 4.32G 0.00996 0.008993 0.003744 71 640: 51%|##### | 85/168 [00:16<00:16, 5.14it/s]
138/499 4.32G 0.00996 0.008993 0.003744 71 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s]
138/499 4.32G 0.009944 0.008978 0.003762 62 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s]
138/499 4.32G 0.009944 0.008978 0.003762 62 640: 52%|#####1 | 87/168 [00:16<00:15, 5.30it/s]
138/499 4.32G 0.00994 0.008975 0.003766 81 640: 52%|#####1 | 87/168 [00:16<00:15, 5.30it/s]
138/499 4.32G 0.00994 0.008975 0.003766 81 640: 52%|#####2 | 88/168 [00:16<00:15, 5.14it/s]
138/499 4.32G 0.009947 0.009004 0.003753 89 640: 52%|#####2 | 88/168 [00:17<00:15, 5.14it/s]
138/499 4.32G 0.009947 0.009004 0.003753 89 640: 53%|#####2 | 89/168 [00:17<00:15, 5.23it/s]
138/499 4.32G 0.009939 0.009012 0.003727 82 640: 53%|#####2 | 89/168 [00:17<00:15, 5.23it/s]
138/499 4.32G 0.009939 0.009012 0.003727 82 640: 54%|#####3 | 90/168 [00:17<00:14, 5.28it/s]
138/499 4.32G 0.009939 0.009005 0.003729 76 640: 54%|#####3 | 90/168 [00:17<00:14, 5.28it/s]
138/499 4.32G 0.009939 0.009005 0.003729 76 640: 54%|#####4 | 91/168 [00:17<00:15, 5.13it/s]
138/499 4.32G 0.009922 0.009016 0.003718 68 640: 54%|#####4 | 91/168 [00:17<00:15, 5.13it/s]
138/499 4.32G 0.009922 0.009016 0.003718 68 640: 55%|#####4 | 92/168 [00:17<00:14, 5.24it/s]
138/499 4.32G 0.009905 0.009006 0.003765 75 640: 55%|#####4 | 92/168 [00:17<00:14, 5.24it/s]
138/499 4.32G 0.009905 0.009006 0.003765 75 640: 55%|#####5 | 93/168 [00:17<00:14, 5.23it/s]
138/499 4.32G 0.00993 0.009034 0.003786 74 640: 55%|#####5 | 93/168 [00:18<00:14, 5.23it/s]
138/499 4.32G 0.00993 0.009034 0.003786 74 640: 56%|#####5 | 94/168 [00:18<00:14, 5.12it/s]
138/499 4.32G 0.009919 0.009043 0.003761 84 640: 56%|#####5 | 94/168 [00:18<00:14, 5.12it/s]
138/499 4.32G 0.009919 0.009043 0.003761 84 640: 57%|#####6 | 95/168 [00:18<00:14, 5.18it/s]
138/499 4.32G 0.00991 0.009036 0.003774 75 640: 57%|#####6 | 95/168 [00:18<00:14, 5.18it/s]
138/499 4.32G 0.00991 0.009036 0.003774 75 640: 57%|#####7 | 96/168 [00:18<00:13, 5.27it/s]
138/499 4.32G 0.009907 0.009034 0.003776 74 640: 57%|#####7 | 96/168 [00:18<00:13, 5.27it/s]
138/499 4.32G 0.009907 0.009034 0.003776 74 640: 58%|#####7 | 97/168 [00:18<00:13, 5.13it/s]
138/499 4.32G 0.009912 0.009069 0.003779 90 640: 58%|#####7 | 97/168 [00:18<00:13, 5.13it/s]
138/499 4.32G 0.009912 0.009069 0.003779 90 640: 58%|#####8 | 98/168 [00:18<00:13, 5.23it/s]
138/499 4.32G 0.009918 0.009076 0.003777 77 640: 58%|#####8 | 98/168 [00:18<00:13, 5.23it/s]
138/499 4.32G 0.009918 0.009076 0.003777 77 640: 59%|#####8 | 99/168 [00:18<00:13, 5.31it/s]
138/499 4.32G 0.009903 0.009057 0.003798 57 640: 59%|#####8 | 99/168 [00:19<00:13, 5.31it/s]
138/499 4.32G 0.009903 0.009057 0.003798 57 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s]
138/499 4.32G 0.009892 0.009046 0.0038 67 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s]
138/499 4.32G 0.009892 0.009046 0.0038 67 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
138/499 4.32G 0.009887 0.009029 0.003783 60 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
138/499 4.32G 0.009887 0.009029 0.003783 60 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s]
138/499 4.32G 0.009884 0.009024 0.003787 66 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s]
138/499 4.32G 0.009884 0.009024 0.003787 66 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s]
138/499 4.32G 0.009875 0.00902 0.003788 66 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s]
138/499 4.32G 0.009875 0.00902 0.003788 66 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s]
138/499 4.32G 0.009868 0.00904 0.003779 87 640: 62%|######1 | 104/168 [00:20<00:12, 5.29it/s]
138/499 4.32G 0.009868 0.00904 0.003779 87 640: 62%|######2 | 105/168 [00:20<00:12, 5.21it/s]
138/499 4.32G 0.009869 0.00905 0.003775 73 640: 62%|######2 | 105/168 [00:20<00:12, 5.21it/s]
138/499 4.32G 0.009869 0.00905 0.003775 73 640: 63%|######3 | 106/168 [00:20<00:12, 5.12it/s]
138/499 4.32G 0.009878 0.009057 0.003783 63 640: 63%|######3 | 106/168 [00:20<00:12, 5.12it/s]
138/499 4.32G 0.009878 0.009057 0.003783 63 640: 64%|######3 | 107/168 [00:20<00:11, 5.20it/s]
138/499 4.32G 0.009884 0.009074 0.003753 67 640: 64%|######3 | 107/168 [00:20<00:11, 5.20it/s]
138/499 4.32G 0.009884 0.009074 0.003753 67 640: 64%|######4 | 108/168 [00:20<00:11, 5.29it/s]
138/499 4.32G 0.009879 0.00906 0.003758 62 640: 64%|######4 | 108/168 [00:20<00:11, 5.29it/s]
138/499 4.32G 0.009879 0.00906 0.003758 62 640: 65%|######4 | 109/168 [00:20<00:11, 5.17it/s]
138/499 4.32G 0.009883 0.009072 0.003778 79 640: 65%|######4 | 109/168 [00:21<00:11, 5.17it/s]
138/499 4.32G 0.009883 0.009072 0.003778 79 640: 65%|######5 | 110/168 [00:21<00:11, 5.27it/s]
138/499 4.32G 0.00988 0.009064 0.003777 66 640: 65%|######5 | 110/168 [00:21<00:11, 5.27it/s]
138/499 4.32G 0.00988 0.009064 0.003777 66 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s]
138/499 4.32G 0.009892 0.009088 0.003776 73 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s]
138/499 4.32G 0.009892 0.009088 0.003776 73 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
138/499 4.32G 0.00989 0.009076 0.003751 58 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
138/499 4.32G 0.00989 0.009076 0.003751 58 640: 67%|######7 | 113/168 [00:21<00:10, 5.21it/s]
138/499 4.32G 0.009885 0.009072 0.003734 75 640: 67%|######7 | 113/168 [00:21<00:10, 5.21it/s]
138/499 4.32G 0.009885 0.009072 0.003734 75 640: 68%|######7 | 114/168 [00:21<00:10, 5.28it/s]
138/499 4.32G 0.00988 0.009086 0.003716 86 640: 68%|######7 | 114/168 [00:22<00:10, 5.28it/s]
138/499 4.32G 0.00988 0.009086 0.003716 86 640: 68%|######8 | 115/168 [00:22<00:10, 5.15it/s]
138/499 4.32G 0.009892 0.009076 0.003749 65 640: 68%|######8 | 115/168 [00:22<00:10, 5.15it/s]
138/499 4.32G 0.009892 0.009076 0.003749 65 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s]
138/499 4.32G 0.009902 0.00909 0.003743 72 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s]
138/499 4.32G 0.009902 0.00909 0.003743 72 640: 70%|######9 | 117/168 [00:22<00:09, 5.30it/s]
138/499 4.32G 0.009892 0.009089 0.003739 70 640: 70%|######9 | 117/168 [00:22<00:09, 5.30it/s]
138/499 4.32G 0.009892 0.009089 0.003739 70 640: 70%|####### | 118/168 [00:22<00:09, 5.05it/s]
138/499 4.32G 0.009877 0.009093 0.003722 71 640: 70%|####### | 118/168 [00:22<00:09, 5.05it/s]
138/499 4.32G 0.009877 0.009093 0.003722 71 640: 71%|####### | 119/168 [00:22<00:09, 5.19it/s]
138/499 4.32G 0.00988 0.009101 0.003725 68 640: 71%|####### | 119/168 [00:23<00:09, 5.19it/s]
138/499 4.32G 0.00988 0.009101 0.003725 68 640: 71%|#######1 | 120/168 [00:23<00:09, 5.30it/s]
138/499 4.32G 0.009869 0.009111 0.003703 70 640: 71%|#######1 | 120/168 [00:23<00:09, 5.30it/s]
138/499 4.32G 0.009869 0.009111 0.003703 70 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
138/499 4.32G 0.009868 0.00911 0.003701 69 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
138/499 4.32G 0.009868 0.00911 0.003701 69 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
138/499 4.32G 0.009859 0.0091 0.003698 60 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
138/499 4.32G 0.009859 0.0091 0.003698 60 640: 73%|#######3 | 123/168 [00:23<00:08, 5.26it/s]
138/499 4.32G 0.009852 0.009095 0.003715 75 640: 73%|#######3 | 123/168 [00:23<00:08, 5.26it/s]
138/499 4.32G 0.009852 0.009095 0.003715 75 640: 74%|#######3 | 124/168 [00:23<00:08, 5.13it/s]
138/499 4.32G 0.009846 0.009088 0.003719 56 640: 74%|#######3 | 124/168 [00:23<00:08, 5.13it/s]
138/499 4.32G 0.009846 0.009088 0.003719 56 640: 74%|#######4 | 125/168 [00:23<00:08, 5.23it/s]
138/499 4.32G 0.009839 0.00908 0.003731 67 640: 74%|#######4 | 125/168 [00:24<00:08, 5.23it/s]
138/499 4.32G 0.009839 0.00908 0.003731 67 640: 75%|#######5 | 126/168 [00:24<00:07, 5.31it/s]
138/499 4.32G 0.009832 0.009066 0.003733 62 640: 75%|#######5 | 126/168 [00:24<00:07, 5.31it/s]
138/499 4.32G 0.009832 0.009066 0.003733 62 640: 76%|#######5 | 127/168 [00:24<00:08, 5.11it/s]
138/499 4.32G 0.009833 0.009072 0.003739 82 640: 76%|#######5 | 127/168 [00:24<00:08, 5.11it/s]
138/499 4.32G 0.009833 0.009072 0.003739 82 640: 76%|#######6 | 128/168 [00:24<00:07, 5.19it/s]
138/499 4.32G 0.009835 0.009046 0.003725 48 640: 76%|#######6 | 128/168 [00:24<00:07, 5.19it/s]
138/499 4.32G 0.009835 0.009046 0.003725 48 640: 77%|#######6 | 129/168 [00:24<00:07, 5.27it/s]
138/499 4.32G 0.009824 0.009047 0.00373 78 640: 77%|#######6 | 129/168 [00:24<00:07, 5.27it/s]
138/499 4.32G 0.009824 0.009047 0.00373 78 640: 77%|#######7 | 130/168 [00:24<00:07, 5.13it/s]
138/499 4.32G 0.009815 0.009046 0.003728 66 640: 77%|#######7 | 130/168 [00:25<00:07, 5.13it/s]
138/499 4.32G 0.009815 0.009046 0.003728 66 640: 78%|#######7 | 131/168 [00:25<00:07, 5.23it/s]
138/499 4.32G 0.009813 0.009049 0.003701 68 640: 78%|#######7 | 131/168 [00:25<00:07, 5.23it/s]
138/499 4.32G 0.009813 0.009049 0.003701 68 640: 79%|#######8 | 132/168 [00:25<00:06, 5.31it/s]
138/499 4.32G 0.009805 0.009049 0.003704 73 640: 79%|#######8 | 132/168 [00:25<00:06, 5.31it/s]
138/499 4.32G 0.009805 0.009049 0.003704 73 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s]
138/499 4.32G 0.009821 0.009046 0.003702 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s]
138/499 4.32G 0.009821 0.009046 0.003702 65 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s]
138/499 4.32G 0.009821 0.00904 0.003705 74 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s]
138/499 4.32G 0.009821 0.00904 0.003705 74 640: 80%|######## | 135/168 [00:25<00:06, 5.28it/s]
138/499 4.32G 0.009825 0.009021 0.003704 48 640: 80%|######## | 135/168 [00:26<00:06, 5.28it/s]
138/499 4.32G 0.009825 0.009021 0.003704 48 640: 81%|######## | 136/168 [00:26<00:06, 5.07it/s]
138/499 4.32G 0.009829 0.009012 0.003716 63 640: 81%|######## | 136/168 [00:26<00:06, 5.07it/s]
138/499 4.32G 0.009829 0.009012 0.003716 63 640: 82%|########1 | 137/168 [00:26<00:05, 5.19it/s]
138/499 4.32G 0.009828 0.009003 0.003705 62 640: 82%|########1 | 137/168 [00:26<00:05, 5.19it/s]
138/499 4.32G 0.009828 0.009003 0.003705 62 640: 82%|########2 | 138/168 [00:26<00:05, 5.26it/s]
138/499 4.32G 0.00982 0.009004 0.003703 76 640: 82%|########2 | 138/168 [00:26<00:05, 5.26it/s]
138/499 4.32G 0.00982 0.009004 0.003703 76 640: 83%|########2 | 139/168 [00:26<00:05, 5.09it/s]
138/499 4.32G 0.009817 0.00901 0.003702 78 640: 83%|########2 | 139/168 [00:26<00:05, 5.09it/s]
138/499 4.32G 0.009817 0.00901 0.003702 78 640: 83%|########3 | 140/168 [00:26<00:05, 5.16it/s]
138/499 4.32G 0.00983 0.009022 0.003705 66 640: 83%|########3 | 140/168 [00:27<00:05, 5.16it/s]
138/499 4.32G 0.00983 0.009022 0.003705 66 640: 84%|########3 | 141/168 [00:27<00:05, 5.26it/s]
138/499 4.32G 0.009826 0.009016 0.003719 74 640: 84%|########3 | 141/168 [00:27<00:05, 5.26it/s]
138/499 4.32G 0.009826 0.009016 0.003719 74 640: 85%|########4 | 142/168 [00:27<00:05, 5.13it/s]
138/499 4.32G 0.009827 0.00901 0.003707 58 640: 85%|########4 | 142/168 [00:27<00:05, 5.13it/s]
138/499 4.32G 0.009827 0.00901 0.003707 58 640: 85%|########5 | 143/168 [00:27<00:04, 5.24it/s]
138/499 4.32G 0.009826 0.009007 0.003693 65 640: 85%|########5 | 143/168 [00:27<00:04, 5.24it/s]
138/499 4.32G 0.009826 0.009007 0.003693 65 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s]
138/499 4.32G 0.009818 0.009006 0.003691 74 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s]
138/499 4.32G 0.009818 0.009006 0.003691 74 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s]
138/499 4.32G 0.009823 0.009022 0.003687 69 640: 86%|########6 | 145/168 [00:28<00:04, 5.18it/s]
138/499 4.32G 0.009823 0.009022 0.003687 69 640: 87%|########6 | 146/168 [00:28<00:04, 5.25it/s]
138/499 4.32G 0.009821 0.009038 0.00369 78 640: 87%|########6 | 146/168 [00:28<00:04, 5.25it/s]
138/499 4.32G 0.009821 0.009038 0.00369 78 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s]
138/499 4.32G 0.009835 0.009033 0.003685 62 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s]
138/499 4.32G 0.009835 0.009033 0.003685 62 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s]
138/499 4.32G 0.009831 0.009036 0.003688 84 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s]
138/499 4.32G 0.009831 0.009036 0.003688 84 640: 89%|########8 | 149/168 [00:28<00:03, 5.20it/s]
138/499 4.32G 0.009867 0.00904 0.003677 69 640: 89%|########8 | 149/168 [00:28<00:03, 5.20it/s]
138/499 4.32G 0.009867 0.00904 0.003677 69 640: 89%|########9 | 150/168 [00:28<00:03, 5.29it/s]
138/499 4.32G 0.009873 0.009027 0.003671 58 640: 89%|########9 | 150/168 [00:28<00:03, 5.29it/s]
138/499 4.32G 0.009873 0.009027 0.003671 58 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s]
138/499 4.32G 0.009875 0.009018 0.003672 68 640: 90%|########9 | 151/168 [00:29<00:03, 5.19it/s]
138/499 4.32G 0.009875 0.009018 0.003672 68 640: 90%|######### | 152/168 [00:29<00:03, 5.29it/s]
138/499 4.32G 0.009889 0.009017 0.003666 58 640: 90%|######### | 152/168 [00:29<00:03, 5.29it/s]
138/499 4.32G 0.009889 0.009017 0.003666 58 640: 91%|#########1| 153/168 [00:29<00:02, 5.37it/s]
138/499 4.32G 0.009883 0.009015 0.003678 59 640: 91%|#########1| 153/168 [00:29<00:02, 5.37it/s]
138/499 4.32G 0.009883 0.009015 0.003678 59 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s]
138/499 4.32G 0.009883 0.009018 0.003672 83 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s]
138/499 4.32G 0.009883 0.009018 0.003672 83 640: 92%|#########2| 155/168 [00:29<00:02, 5.29it/s]
138/499 4.32G 0.009893 0.00903 0.003658 78 640: 92%|#########2| 155/168 [00:29<00:02, 5.29it/s]
138/499 4.32G 0.009893 0.00903 0.003658 78 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s]
138/499 4.32G 0.009888 0.009025 0.003662 68 640: 93%|#########2| 156/168 [00:30<00:02, 5.35it/s]
138/499 4.32G 0.009888 0.009025 0.003662 68 640: 93%|#########3| 157/168 [00:30<00:02, 5.19it/s]
138/499 4.32G 0.009893 0.009019 0.003652 51 640: 93%|#########3| 157/168 [00:30<00:02, 5.19it/s]
138/499 4.32G 0.009893 0.009019 0.003652 51 640: 94%|#########4| 158/168 [00:30<00:01, 5.19it/s]
138/499 4.32G 0.009888 0.009027 0.003638 63 640: 94%|#########4| 158/168 [00:30<00:01, 5.19it/s]
138/499 4.32G 0.009888 0.009027 0.003638 63 640: 95%|#########4| 159/168 [00:30<00:01, 5.28it/s]
138/499 4.32G 0.009883 0.009047 0.003636 74 640: 95%|#########4| 159/168 [00:30<00:01, 5.28it/s]
138/499 4.32G 0.009883 0.009047 0.003636 74 640: 95%|#########5| 160/168 [00:30<00:01, 5.12it/s]
138/499 4.32G 0.009886 0.009045 0.003621 65 640: 95%|#########5| 160/168 [00:30<00:01, 5.12it/s]
138/499 4.32G 0.009886 0.009045 0.003621 65 640: 96%|#########5| 161/168 [00:30<00:01, 5.24it/s]
138/499 4.32G 0.009882 0.009033 0.003659 61 640: 96%|#########5| 161/168 [00:31<00:01, 5.24it/s]
138/499 4.32G 0.009882 0.009033 0.003659 61 640: 96%|#########6| 162/168 [00:31<00:01, 5.31it/s]
138/499 4.32G 0.009882 0.009044 0.003651 77 640: 96%|#########6| 162/168 [00:31<00:01, 5.31it/s]
138/499 4.32G 0.009882 0.009044 0.003651 77 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s]
138/499 4.32G 0.009878 0.009046 0.003652 82 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s]
138/499 4.32G 0.009878 0.009046 0.003652 82 640: 98%|#########7| 164/168 [00:31<00:00, 5.24it/s]
138/499 4.32G 0.00988 0.009041 0.003653 60 640: 98%|#########7| 164/168 [00:31<00:00, 5.24it/s]
138/499 4.32G 0.00988 0.009041 0.003653 60 640: 98%|#########8| 165/168 [00:31<00:00, 5.28it/s]
138/499 4.32G 0.009874 0.009032 0.003642 61 640: 98%|#########8| 165/168 [00:31<00:00, 5.28it/s]
138/499 4.32G 0.009874 0.009032 0.003642 61 640: 99%|#########8| 166/168 [00:31<00:00, 5.18it/s]
138/499 4.32G 0.009871 0.00904 0.003649 79 640: 99%|#########8| 166/168 [00:32<00:00, 5.18it/s]
138/499 4.32G 0.009871 0.00904 0.003649 79 640: 99%|#########9| 167/168 [00:32<00:00, 5.28it/s]
138/499 4.32G 0.00988 0.009024 0.003677 22 640: 99%|#########9| 167/168 [00:32<00:00, 5.28it/s]
138/499 4.32G 0.00988 0.009024 0.003677 22 640: 100%|##########| 168/168 [00:32<00:00, 5.43it/s]
138/499 4.32G 0.00988 0.009024 0.003677 22 640: 100%|##########| 168/168 [00:32<00:00, 5.22it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.92it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s]
all 132 263 0.851 0.853 0.894 0.766
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
139/499 4.32G 0.01199 0.01048 0.004239 71 640: 0%| | 0/168 [00:00<?, ?it/s]
139/499 4.32G 0.01199 0.01048 0.004239 71 640: 1%| | 1/168 [00:00<00:35, 4.71it/s]
139/499 4.32G 0.01174 0.00971 0.002987 59 640: 1%| | 1/168 [00:00<00:35, 4.71it/s]
139/499 4.32G 0.01174 0.00971 0.002987 59 640: 1%|1 | 2/168 [00:00<00:32, 5.15it/s]
139/499 4.32G 0.01094 0.009499 0.002744 65 640: 1%|1 | 2/168 [00:00<00:32, 5.15it/s]
139/499 4.32G 0.01094 0.009499 0.002744 65 640: 2%|1 | 3/168 [00:00<00:31, 5.31it/s]
139/499 4.32G 0.01036 0.008879 0.002098 57 640: 2%|1 | 3/168 [00:00<00:31, 5.31it/s]
139/499 4.32G 0.01036 0.008879 0.002098 57 640: 2%|2 | 4/168 [00:00<00:32, 5.11it/s]
139/499 4.32G 0.01023 0.008708 0.002505 62 640: 2%|2 | 4/168 [00:00<00:32, 5.11it/s]
139/499 4.32G 0.01023 0.008708 0.002505 62 640: 3%|2 | 5/168 [00:00<00:31, 5.20it/s]
139/499 4.32G 0.01019 0.008793 0.002508 65 640: 3%|2 | 5/168 [00:01<00:31, 5.20it/s]
139/499 4.32G 0.01019 0.008793 0.002508 65 640: 4%|3 | 6/168 [00:01<00:30, 5.28it/s]
139/499 4.32G 0.01031 0.00865 0.002544 62 640: 4%|3 | 6/168 [00:01<00:30, 5.28it/s]
139/499 4.32G 0.01031 0.00865 0.002544 62 640: 4%|4 | 7/168 [00:01<00:31, 5.07it/s]
139/499 4.32G 0.01012 0.008416 0.002627 54 640: 4%|4 | 7/168 [00:01<00:31, 5.07it/s]
139/499 4.32G 0.01012 0.008416 0.002627 54 640: 5%|4 | 8/168 [00:01<00:30, 5.19it/s]
139/499 4.32G 0.01001 0.008478 0.002424 69 640: 5%|4 | 8/168 [00:01<00:30, 5.19it/s]
139/499 4.32G 0.01001 0.008478 0.002424 69 640: 5%|5 | 9/168 [00:01<00:30, 5.26it/s]
139/499 4.32G 0.009991 0.008489 0.002522 67 640: 5%|5 | 9/168 [00:01<00:30, 5.26it/s]
139/499 4.32G 0.009991 0.008489 0.002522 67 640: 6%|5 | 10/168 [00:01<00:30, 5.12it/s]
139/499 4.32G 0.009832 0.008441 0.002684 68 640: 6%|5 | 10/168 [00:02<00:30, 5.12it/s]
139/499 4.32G 0.009832 0.008441 0.002684 68 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
139/499 4.32G 0.009798 0.00865 0.00274 71 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
139/499 4.32G 0.009798 0.00865 0.00274 71 640: 7%|7 | 12/168 [00:02<00:29, 5.27it/s]
139/499 4.32G 0.009975 0.008818 0.002745 76 640: 7%|7 | 12/168 [00:02<00:29, 5.27it/s]
139/499 4.32G 0.009975 0.008818 0.002745 76 640: 8%|7 | 13/168 [00:02<00:30, 5.15it/s]
139/499 4.32G 0.009982 0.009037 0.002822 75 640: 8%|7 | 13/168 [00:02<00:30, 5.15it/s]
139/499 4.32G 0.009982 0.009037 0.002822 75 640: 8%|8 | 14/168 [00:02<00:29, 5.25it/s]
139/499 4.32G 0.009928 0.009027 0.002675 79 640: 8%|8 | 14/168 [00:02<00:29, 5.25it/s]
139/499 4.32G 0.009928 0.009027 0.002675 79 640: 9%|8 | 15/168 [00:02<00:28, 5.32it/s]
139/499 4.32G 0.01005 0.009067 0.002638 76 640: 9%|8 | 15/168 [00:03<00:28, 5.32it/s]
139/499 4.32G 0.01005 0.009067 0.002638 76 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s]
139/499 4.32G 0.01014 0.009097 0.002728 65 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s]
139/499 4.32G 0.01014 0.009097 0.002728 65 640: 10%|# | 17/168 [00:03<00:28, 5.30it/s]
139/499 4.32G 0.01013 0.00921 0.002833 68 640: 10%|# | 17/168 [00:03<00:28, 5.30it/s]
139/499 4.32G 0.01013 0.00921 0.002833 68 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s]
139/499 4.32G 0.01013 0.009258 0.002802 81 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s]
139/499 4.32G 0.01013 0.009258 0.002802 81 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s]
139/499 4.32G 0.01012 0.009209 0.002717 68 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s]
139/499 4.32G 0.01012 0.009209 0.002717 68 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s]
139/499 4.32G 0.0101 0.009165 0.002789 69 640: 12%|#1 | 20/168 [00:04<00:27, 5.31it/s]
139/499 4.32G 0.0101 0.009165 0.002789 69 640: 12%|#2 | 21/168 [00:04<00:27, 5.37it/s]
139/499 4.32G 0.01004 0.009169 0.002771 71 640: 12%|#2 | 21/168 [00:04<00:27, 5.37it/s]
139/499 4.32G 0.01004 0.009169 0.002771 71 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s]
139/499 4.32G 0.01007 0.009103 0.00275 65 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s]
139/499 4.32G 0.01007 0.009103 0.00275 65 640: 14%|#3 | 23/168 [00:04<00:27, 5.26it/s]
139/499 4.32G 0.01003 0.009114 0.002773 65 640: 14%|#3 | 23/168 [00:04<00:27, 5.26it/s]
139/499 4.32G 0.01003 0.009114 0.002773 65 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s]
139/499 4.32G 0.009992 0.009063 0.002735 63 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s]
139/499 4.32G 0.009992 0.009063 0.002735 63 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
139/499 4.32G 0.009993 0.009102 0.002705 69 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
139/499 4.32G 0.009993 0.009102 0.002705 69 640: 15%|#5 | 26/168 [00:04<00:26, 5.30it/s]
139/499 4.32G 0.01001 0.009161 0.002668 75 640: 15%|#5 | 26/168 [00:05<00:26, 5.30it/s]
139/499 4.32G 0.01001 0.009161 0.002668 75 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s]
139/499 4.32G 0.01003 0.009161 0.002735 69 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s]
139/499 4.32G 0.01003 0.009161 0.002735 69 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s]
139/499 4.32G 0.01007 0.009104 0.002856 54 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s]
139/499 4.32G 0.01007 0.009104 0.002856 54 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
139/499 4.32G 0.01003 0.009134 0.00286 77 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
139/499 4.32G 0.01003 0.009134 0.00286 77 640: 18%|#7 | 30/168 [00:05<00:25, 5.32it/s]
139/499 4.32G 0.01002 0.009178 0.002853 79 640: 18%|#7 | 30/168 [00:05<00:25, 5.32it/s]
139/499 4.32G 0.01002 0.009178 0.002853 79 640: 18%|#8 | 31/168 [00:05<00:26, 5.20it/s]
139/499 4.32G 0.01013 0.009103 0.002971 57 640: 18%|#8 | 31/168 [00:06<00:26, 5.20it/s]
139/499 4.32G 0.01013 0.009103 0.002971 57 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s]
139/499 4.32G 0.0101 0.009077 0.003146 64 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s]
139/499 4.32G 0.0101 0.009077 0.003146 64 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s]
139/499 4.32G 0.01007 0.009062 0.003179 79 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s]
139/499 4.32G 0.01007 0.009062 0.003179 79 640: 20%|## | 34/168 [00:06<00:26, 5.15it/s]
139/499 4.32G 0.01004 0.0091 0.003179 76 640: 20%|## | 34/168 [00:06<00:26, 5.15it/s]
139/499 4.32G 0.01004 0.0091 0.003179 76 640: 21%|## | 35/168 [00:06<00:25, 5.20it/s]
139/499 4.32G 0.01 0.00903 0.00316 66 640: 21%|## | 35/168 [00:06<00:25, 5.20it/s]
139/499 4.32G 0.01 0.00903 0.00316 66 640: 21%|##1 | 36/168 [00:06<00:24, 5.30it/s]
139/499 4.32G 0.009996 0.009004 0.003232 59 640: 21%|##1 | 36/168 [00:07<00:24, 5.30it/s]
139/499 4.32G 0.009996 0.009004 0.003232 59 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s]
139/499 4.32G 0.009998 0.009056 0.003188 75 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s]
139/499 4.32G 0.009998 0.009056 0.003188 75 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s]
139/499 4.32G 0.009985 0.009052 0.003182 83 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s]
139/499 4.32G 0.009985 0.009052 0.003182 83 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s]
139/499 4.32G 0.009954 0.009078 0.003195 73 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s]
139/499 4.32G 0.009954 0.009078 0.003195 73 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
139/499 4.32G 0.009944 0.00911 0.003245 75 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
139/499 4.32G 0.009944 0.00911 0.003245 75 640: 24%|##4 | 41/168 [00:07<00:24, 5.29it/s]
139/499 4.32G 0.009972 0.009077 0.00324 57 640: 24%|##4 | 41/168 [00:07<00:24, 5.29it/s]
139/499 4.32G 0.009972 0.009077 0.00324 57 640: 25%|##5 | 42/168 [00:07<00:23, 5.35it/s]
139/499 4.32G 0.009935 0.009048 0.003221 66 640: 25%|##5 | 42/168 [00:08<00:23, 5.35it/s]
139/499 4.32G 0.009935 0.009048 0.003221 66 640: 26%|##5 | 43/168 [00:08<00:24, 5.16it/s]
139/499 4.32G 0.009908 0.009044 0.003223 83 640: 26%|##5 | 43/168 [00:08<00:24, 5.16it/s]
139/499 4.32G 0.009908 0.009044 0.003223 83 640: 26%|##6 | 44/168 [00:08<00:23, 5.22it/s]
139/499 4.32G 0.009883 0.009005 0.003209 66 640: 26%|##6 | 44/168 [00:08<00:23, 5.22it/s]
139/499 4.32G 0.009883 0.009005 0.003209 66 640: 27%|##6 | 45/168 [00:08<00:23, 5.32it/s]
139/499 4.32G 0.009879 0.009 0.003183 64 640: 27%|##6 | 45/168 [00:08<00:23, 5.32it/s]
139/499 4.32G 0.009879 0.009 0.003183 64 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s]
139/499 4.32G 0.009837 0.008943 0.003194 60 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s]
139/499 4.32G 0.009837 0.008943 0.003194 60 640: 28%|##7 | 47/168 [00:08<00:23, 5.25it/s]
139/499 4.32G 0.009883 0.009003 0.00334 82 640: 28%|##7 | 47/168 [00:09<00:23, 5.25it/s]
139/499 4.32G 0.009883 0.009003 0.00334 82 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
139/499 4.32G 0.009876 0.009004 0.003333 69 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
139/499 4.32G 0.009876 0.009004 0.003333 69 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
139/499 4.32G 0.00991 0.009021 0.003359 69 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
139/499 4.32G 0.00991 0.009021 0.003359 69 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s]
139/499 4.32G 0.009878 0.00901 0.003355 72 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s]
139/499 4.32G 0.009878 0.00901 0.003355 72 640: 30%|### | 51/168 [00:09<00:22, 5.32it/s]
139/499 4.32G 0.009881 0.009021 0.003303 75 640: 30%|### | 51/168 [00:09<00:22, 5.32it/s]
139/499 4.32G 0.009881 0.009021 0.003303 75 640: 31%|### | 52/168 [00:09<00:22, 5.14it/s]
139/499 4.32G 0.009884 0.009079 0.003302 80 640: 31%|### | 52/168 [00:10<00:22, 5.14it/s]
139/499 4.32G 0.009884 0.009079 0.003302 80 640: 32%|###1 | 53/168 [00:10<00:21, 5.24it/s]
139/499 4.32G 0.009844 0.009038 0.003373 61 640: 32%|###1 | 53/168 [00:10<00:21, 5.24it/s]
139/499 4.32G 0.009844 0.009038 0.003373 61 640: 32%|###2 | 54/168 [00:10<00:21, 5.27it/s]
139/499 4.32G 0.009865 0.009076 0.003352 82 640: 32%|###2 | 54/168 [00:10<00:21, 5.27it/s]
139/499 4.32G 0.009865 0.009076 0.003352 82 640: 33%|###2 | 55/168 [00:10<00:22, 5.13it/s]
139/499 4.32G 0.009877 0.009079 0.003331 70 640: 33%|###2 | 55/168 [00:10<00:22, 5.13it/s]
139/499 4.32G 0.009877 0.009079 0.003331 70 640: 33%|###3 | 56/168 [00:10<00:21, 5.24it/s]
139/499 4.32G 0.009878 0.009035 0.003305 52 640: 33%|###3 | 56/168 [00:10<00:21, 5.24it/s]
139/499 4.32G 0.009878 0.009035 0.003305 52 640: 34%|###3 | 57/168 [00:10<00:20, 5.31it/s]
139/499 4.32G 0.009848 0.009004 0.003367 62 640: 34%|###3 | 57/168 [00:11<00:20, 5.31it/s]
139/499 4.32G 0.009848 0.009004 0.003367 62 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s]
139/499 4.32G 0.009831 0.009006 0.003336 69 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s]
139/499 4.32G 0.009831 0.009006 0.003336 69 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s]
139/499 4.32G 0.009815 0.008974 0.003327 50 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s]
139/499 4.32G 0.009815 0.008974 0.003327 50 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s]
139/499 4.32G 0.009826 0.009005 0.003382 83 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s]
139/499 4.32G 0.009826 0.009005 0.003382 83 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s]
139/499 4.32G 0.009813 0.009005 0.003451 75 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s]
139/499 4.32G 0.009813 0.009005 0.003451 75 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s]
139/499 4.32G 0.009803 0.009026 0.003445 72 640: 37%|###6 | 62/168 [00:12<00:20, 5.26it/s]
139/499 4.32G 0.009803 0.009026 0.003445 72 640: 38%|###7 | 63/168 [00:12<00:20, 5.23it/s]
139/499 4.32G 0.009797 0.009004 0.003435 63 640: 38%|###7 | 63/168 [00:12<00:20, 5.23it/s]
139/499 4.32G 0.009797 0.009004 0.003435 63 640: 38%|###8 | 64/168 [00:12<00:20, 5.13it/s]
139/499 4.32G 0.009794 0.008966 0.003472 53 640: 38%|###8 | 64/168 [00:12<00:20, 5.13it/s]
139/499 4.32G 0.009794 0.008966 0.003472 53 640: 39%|###8 | 65/168 [00:12<00:19, 5.24it/s]
139/499 4.32G 0.009808 0.008984 0.003466 78 640: 39%|###8 | 65/168 [00:12<00:19, 5.24it/s]
139/499 4.32G 0.009808 0.008984 0.003466 78 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s]
139/499 4.32G 0.009778 0.00895 0.00345 66 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s]
139/499 4.32G 0.009778 0.00895 0.00345 66 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s]
139/499 4.32G 0.009778 0.008937 0.00345 65 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s]
139/499 4.32G 0.009778 0.008937 0.00345 65 640: 40%|#### | 68/168 [00:12<00:19, 5.24it/s]
139/499 4.32G 0.00979 0.008901 0.003451 59 640: 40%|#### | 68/168 [00:13<00:19, 5.24it/s]
139/499 4.32G 0.00979 0.008901 0.003451 59 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s]
139/499 4.32G 0.009787 0.008899 0.003438 69 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s]
139/499 4.32G 0.009787 0.008899 0.003438 69 640: 42%|####1 | 70/168 [00:13<00:19, 5.15it/s]
139/499 4.32G 0.009786 0.00888 0.003417 59 640: 42%|####1 | 70/168 [00:13<00:19, 5.15it/s]
139/499 4.32G 0.009786 0.00888 0.003417 59 640: 42%|####2 | 71/168 [00:13<00:18, 5.24it/s]
139/499 4.32G 0.009759 0.008851 0.003437 59 640: 42%|####2 | 71/168 [00:13<00:18, 5.24it/s]
139/499 4.32G 0.009759 0.008851 0.003437 59 640: 43%|####2 | 72/168 [00:13<00:18, 5.33it/s]
139/499 4.32G 0.009768 0.008861 0.003491 71 640: 43%|####2 | 72/168 [00:13<00:18, 5.33it/s]
139/499 4.32G 0.009768 0.008861 0.003491 71 640: 43%|####3 | 73/168 [00:13<00:18, 5.09it/s]
139/499 4.32G 0.009782 0.008882 0.003503 70 640: 43%|####3 | 73/168 [00:14<00:18, 5.09it/s]
139/499 4.32G 0.009782 0.008882 0.003503 70 640: 44%|####4 | 74/168 [00:14<00:18, 5.21it/s]
139/499 4.32G 0.009794 0.008911 0.00353 77 640: 44%|####4 | 74/168 [00:14<00:18, 5.21it/s]
139/499 4.32G 0.009794 0.008911 0.00353 77 640: 45%|####4 | 75/168 [00:14<00:17, 5.27it/s]
139/499 4.32G 0.009804 0.00892 0.003523 77 640: 45%|####4 | 75/168 [00:14<00:17, 5.27it/s]
139/499 4.32G 0.009804 0.00892 0.003523 77 640: 45%|####5 | 76/168 [00:14<00:17, 5.11it/s]
139/499 4.32G 0.009798 0.008893 0.003524 51 640: 45%|####5 | 76/168 [00:14<00:17, 5.11it/s]
139/499 4.32G 0.009798 0.008893 0.003524 51 640: 46%|####5 | 77/168 [00:14<00:17, 5.21it/s]
139/499 4.32G 0.009795 0.008928 0.003548 76 640: 46%|####5 | 77/168 [00:14<00:17, 5.21it/s]
139/499 4.32G 0.009795 0.008928 0.003548 76 640: 46%|####6 | 78/168 [00:14<00:17, 5.28it/s]
139/499 4.32G 0.009789 0.008922 0.003554 66 640: 46%|####6 | 78/168 [00:15<00:17, 5.28it/s]
139/499 4.32G 0.009789 0.008922 0.003554 66 640: 47%|####7 | 79/168 [00:15<00:17, 5.15it/s]
139/499 4.32G 0.009795 0.008933 0.003562 71 640: 47%|####7 | 79/168 [00:15<00:17, 5.15it/s]
139/499 4.32G 0.009795 0.008933 0.003562 71 640: 48%|####7 | 80/168 [00:15<00:16, 5.25it/s]
139/499 4.32G 0.009811 0.008948 0.003662 67 640: 48%|####7 | 80/168 [00:15<00:16, 5.25it/s]
139/499 4.32G 0.009811 0.008948 0.003662 67 640: 48%|####8 | 81/168 [00:15<00:16, 5.28it/s]
139/499 4.32G 0.009805 0.008934 0.003648 57 640: 48%|####8 | 81/168 [00:15<00:16, 5.28it/s]
139/499 4.32G 0.009805 0.008934 0.003648 57 640: 49%|####8 | 82/168 [00:15<00:16, 5.13it/s]
139/499 4.32G 0.009818 0.008978 0.003645 98 640: 49%|####8 | 82/168 [00:15<00:16, 5.13it/s]
139/499 4.32G 0.009818 0.008978 0.003645 98 640: 49%|####9 | 83/168 [00:15<00:16, 5.22it/s]
139/499 4.32G 0.009807 0.008983 0.003641 82 640: 49%|####9 | 83/168 [00:16<00:16, 5.22it/s]
139/499 4.32G 0.009807 0.008983 0.003641 82 640: 50%|##### | 84/168 [00:16<00:15, 5.31it/s]
139/499 4.32G 0.009812 0.008978 0.003633 71 640: 50%|##### | 84/168 [00:16<00:15, 5.31it/s]
139/499 4.32G 0.009812 0.008978 0.003633 71 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s]
139/499 4.32G 0.00982 0.008975 0.003629 61 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s]
139/499 4.32G 0.00982 0.008975 0.003629 61 640: 51%|#####1 | 86/168 [00:16<00:15, 5.23it/s]
139/499 4.32G 0.009837 0.008996 0.003624 81 640: 51%|#####1 | 86/168 [00:16<00:15, 5.23it/s]
139/499 4.32G 0.009837 0.008996 0.003624 81 640: 52%|#####1 | 87/168 [00:16<00:15, 5.27it/s]
139/499 4.32G 0.009835 0.009002 0.003611 68 640: 52%|#####1 | 87/168 [00:16<00:15, 5.27it/s]
139/499 4.32G 0.009835 0.009002 0.003611 68 640: 52%|#####2 | 88/168 [00:16<00:15, 5.15it/s]
139/499 4.32G 0.009852 0.009008 0.003683 66 640: 52%|#####2 | 88/168 [00:17<00:15, 5.15it/s]
139/499 4.32G 0.009852 0.009008 0.003683 66 640: 53%|#####2 | 89/168 [00:17<00:15, 5.22it/s]
139/499 4.32G 0.009843 0.009 0.003672 83 640: 53%|#####2 | 89/168 [00:17<00:15, 5.22it/s]
139/499 4.32G 0.009843 0.009 0.003672 83 640: 54%|#####3 | 90/168 [00:17<00:14, 5.28it/s]
139/499 4.32G 0.009843 0.009001 0.003675 76 640: 54%|#####3 | 90/168 [00:17<00:14, 5.28it/s]
139/499 4.32G 0.009843 0.009001 0.003675 76 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s]
139/499 4.32G 0.009848 0.009021 0.003698 76 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s]
139/499 4.32G 0.009848 0.009021 0.003698 76 640: 55%|#####4 | 92/168 [00:17<00:14, 5.21it/s]
139/499 4.32G 0.00985 0.009019 0.003724 87 640: 55%|#####4 | 92/168 [00:17<00:14, 5.21it/s]
139/499 4.32G 0.00985 0.009019 0.003724 87 640: 55%|#####5 | 93/168 [00:17<00:14, 5.25it/s]
139/499 4.32G 0.009849 0.009015 0.003734 60 640: 55%|#####5 | 93/168 [00:17<00:14, 5.25it/s]
139/499 4.32G 0.009849 0.009015 0.003734 60 640: 56%|#####5 | 94/168 [00:17<00:14, 5.08it/s]
139/499 4.32G 0.00986 0.009017 0.0037 57 640: 56%|#####5 | 94/168 [00:18<00:14, 5.08it/s]
139/499 4.32G 0.00986 0.009017 0.0037 57 640: 57%|#####6 | 95/168 [00:18<00:14, 5.18it/s]
139/499 4.32G 0.00986 0.008987 0.003708 52 640: 57%|#####6 | 95/168 [00:18<00:14, 5.18it/s]
139/499 4.32G 0.00986 0.008987 0.003708 52 640: 57%|#####7 | 96/168 [00:18<00:13, 5.29it/s]
139/499 4.32G 0.009859 0.008983 0.003691 57 640: 57%|#####7 | 96/168 [00:18<00:13, 5.29it/s]
139/499 4.32G 0.009859 0.008983 0.003691 57 640: 58%|#####7 | 97/168 [00:18<00:13, 5.10it/s]
139/499 4.32G 0.009876 0.008992 0.003683 70 640: 58%|#####7 | 97/168 [00:18<00:13, 5.10it/s]
139/499 4.32G 0.009876 0.008992 0.003683 70 640: 58%|#####8 | 98/168 [00:18<00:13, 5.21it/s]
139/499 4.32G 0.009872 0.008977 0.003707 63 640: 58%|#####8 | 98/168 [00:18<00:13, 5.21it/s]
139/499 4.32G 0.009872 0.008977 0.003707 63 640: 59%|#####8 | 99/168 [00:18<00:13, 5.29it/s]
139/499 4.32G 0.00985 0.008947 0.00369 58 640: 59%|#####8 | 99/168 [00:19<00:13, 5.29it/s]
139/499 4.32G 0.00985 0.008947 0.00369 58 640: 60%|#####9 | 100/168 [00:19<00:13, 5.12it/s]
139/499 4.32G 0.009837 0.008925 0.003702 57 640: 60%|#####9 | 100/168 [00:19<00:13, 5.12it/s]
139/499 4.32G 0.009837 0.008925 0.003702 57 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s]
139/499 4.32G 0.009835 0.008934 0.003752 67 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s]
139/499 4.32G 0.009835 0.008934 0.003752 67 640: 61%|###### | 102/168 [00:19<00:12, 5.28it/s]
139/499 4.32G 0.009841 0.008922 0.003766 56 640: 61%|###### | 102/168 [00:19<00:12, 5.28it/s]
139/499 4.32G 0.009841 0.008922 0.003766 56 640: 61%|######1 | 103/168 [00:19<00:12, 5.11it/s]
139/499 4.32G 0.009843 0.008931 0.003753 78 640: 61%|######1 | 103/168 [00:19<00:12, 5.11it/s]
139/499 4.32G 0.009843 0.008931 0.003753 78 640: 62%|######1 | 104/168 [00:19<00:12, 5.22it/s]
139/499 4.32G 0.009828 0.008926 0.003778 74 640: 62%|######1 | 104/168 [00:20<00:12, 5.22it/s]
139/499 4.32G 0.009828 0.008926 0.003778 74 640: 62%|######2 | 105/168 [00:20<00:12, 5.22it/s]
139/499 4.32G 0.009823 0.00892 0.00377 53 640: 62%|######2 | 105/168 [00:20<00:12, 5.22it/s]
139/499 4.32G 0.009823 0.00892 0.00377 53 640: 63%|######3 | 106/168 [00:20<00:12, 5.11it/s]
139/499 4.32G 0.00981 0.008923 0.003762 77 640: 63%|######3 | 106/168 [00:20<00:12, 5.11it/s]
139/499 4.32G 0.00981 0.008923 0.003762 77 640: 64%|######3 | 107/168 [00:20<00:11, 5.20it/s]
139/499 4.32G 0.009793 0.008937 0.003764 85 640: 64%|######3 | 107/168 [00:20<00:11, 5.20it/s]
139/499 4.32G 0.009793 0.008937 0.003764 85 640: 64%|######4 | 108/168 [00:20<00:11, 5.25it/s]
139/499 4.32G 0.0098 0.008949 0.003757 74 640: 64%|######4 | 108/168 [00:20<00:11, 5.25it/s]
139/499 4.32G 0.0098 0.008949 0.003757 74 640: 65%|######4 | 109/168 [00:20<00:11, 5.13it/s]
139/499 4.32G 0.009804 0.008947 0.003748 63 640: 65%|######4 | 109/168 [00:21<00:11, 5.13it/s]
139/499 4.32G 0.009804 0.008947 0.003748 63 640: 65%|######5 | 110/168 [00:21<00:11, 5.22it/s]
139/499 4.32G 0.009799 0.008958 0.003759 85 640: 65%|######5 | 110/168 [00:21<00:11, 5.22it/s]
139/499 4.32G 0.009799 0.008958 0.003759 85 640: 66%|######6 | 111/168 [00:21<00:10, 5.32it/s]
139/499 4.32G 0.009812 0.008961 0.003752 69 640: 66%|######6 | 111/168 [00:21<00:10, 5.32it/s]
139/499 4.32G 0.009812 0.008961 0.003752 69 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s]
139/499 4.32G 0.009807 0.008972 0.003742 80 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s]
139/499 4.32G 0.009807 0.008972 0.003742 80 640: 67%|######7 | 113/168 [00:21<00:10, 5.26it/s]
139/499 4.32G 0.009799 0.00896 0.003748 61 640: 67%|######7 | 113/168 [00:21<00:10, 5.26it/s]
139/499 4.32G 0.009799 0.00896 0.003748 61 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s]
139/499 4.32G 0.0098 0.008954 0.003738 57 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s]
139/499 4.32G 0.0098 0.008954 0.003738 57 640: 68%|######8 | 115/168 [00:21<00:10, 5.17it/s]
139/499 4.32G 0.009825 0.008947 0.003727 53 640: 68%|######8 | 115/168 [00:22<00:10, 5.17it/s]
139/499 4.32G 0.009825 0.008947 0.003727 53 640: 69%|######9 | 116/168 [00:22<00:09, 5.28it/s]
139/499 4.32G 0.009837 0.008967 0.003735 74 640: 69%|######9 | 116/168 [00:22<00:09, 5.28it/s]
139/499 4.32G 0.009837 0.008967 0.003735 74 640: 70%|######9 | 117/168 [00:22<00:09, 5.30it/s]
139/499 4.32G 0.009837 0.00895 0.003743 60 640: 70%|######9 | 117/168 [00:22<00:09, 5.30it/s]
139/499 4.32G 0.009837 0.00895 0.003743 60 640: 70%|####### | 118/168 [00:22<00:09, 5.17it/s]
139/499 4.32G 0.009832 0.008942 0.003713 60 640: 70%|####### | 118/168 [00:22<00:09, 5.17it/s]
139/499 4.32G 0.009832 0.008942 0.003713 60 640: 71%|####### | 119/168 [00:22<00:09, 5.18it/s]
139/499 4.32G 0.009829 0.00894 0.003705 69 640: 71%|####### | 119/168 [00:22<00:09, 5.18it/s]
139/499 4.32G 0.009829 0.00894 0.003705 69 640: 71%|#######1 | 120/168 [00:22<00:09, 5.29it/s]
139/499 4.32G 0.009841 0.008927 0.003713 55 640: 71%|#######1 | 120/168 [00:23<00:09, 5.29it/s]
139/499 4.32G 0.009841 0.008927 0.003713 55 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
139/499 4.32G 0.009835 0.008926 0.00369 72 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
139/499 4.32G 0.009835 0.008926 0.00369 72 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
139/499 4.32G 0.009827 0.008922 0.003699 75 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
139/499 4.32G 0.009827 0.008922 0.003699 75 640: 73%|#######3 | 123/168 [00:23<00:08, 5.30it/s]
139/499 4.32G 0.009814 0.008916 0.003707 71 640: 73%|#######3 | 123/168 [00:23<00:08, 5.30it/s]
139/499 4.32G 0.009814 0.008916 0.003707 71 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s]
139/499 4.32G 0.009805 0.00893 0.003704 86 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s]
139/499 4.32G 0.009805 0.00893 0.003704 86 640: 74%|#######4 | 125/168 [00:23<00:08, 5.27it/s]
139/499 4.32G 0.009803 0.008922 0.003698 63 640: 74%|#######4 | 125/168 [00:24<00:08, 5.27it/s]
139/499 4.32G 0.009803 0.008922 0.003698 63 640: 75%|#######5 | 126/168 [00:24<00:07, 5.35it/s]
139/499 4.32G 0.009804 0.008896 0.003682 63 640: 75%|#######5 | 126/168 [00:24<00:07, 5.35it/s]
139/499 4.32G 0.009804 0.008896 0.003682 63 640: 76%|#######5 | 127/168 [00:24<00:07, 5.15it/s]
139/499 4.32G 0.009802 0.008906 0.00369 66 640: 76%|#######5 | 127/168 [00:24<00:07, 5.15it/s]
139/499 4.32G 0.009802 0.008906 0.00369 66 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s]
139/499 4.32G 0.009801 0.008898 0.003676 68 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s]
139/499 4.32G 0.009801 0.008898 0.003676 68 640: 77%|#######6 | 129/168 [00:24<00:07, 5.29it/s]
139/499 4.32G 0.009808 0.008885 0.003659 46 640: 77%|#######6 | 129/168 [00:24<00:07, 5.29it/s]
139/499 4.32G 0.009808 0.008885 0.003659 46 640: 77%|#######7 | 130/168 [00:24<00:07, 5.13it/s]
139/499 4.32G 0.009809 0.008875 0.003653 72 640: 77%|#######7 | 130/168 [00:25<00:07, 5.13it/s]
139/499 4.32G 0.009809 0.008875 0.003653 72 640: 78%|#######7 | 131/168 [00:25<00:07, 5.16it/s]
139/499 4.32G 0.009809 0.008876 0.003662 78 640: 78%|#######7 | 131/168 [00:25<00:07, 5.16it/s]
139/499 4.32G 0.009809 0.008876 0.003662 78 640: 79%|#######8 | 132/168 [00:25<00:06, 5.21it/s]
139/499 4.32G 0.00981 0.008872 0.003652 60 640: 79%|#######8 | 132/168 [00:25<00:06, 5.21it/s]
139/499 4.32G 0.00981 0.008872 0.003652 60 640: 79%|#######9 | 133/168 [00:25<00:06, 5.09it/s]
139/499 4.32G 0.009809 0.008878 0.003637 64 640: 79%|#######9 | 133/168 [00:25<00:06, 5.09it/s]
139/499 4.32G 0.009809 0.008878 0.003637 64 640: 80%|#######9 | 134/168 [00:25<00:06, 5.18it/s]
139/499 4.32G 0.009808 0.008866 0.003625 59 640: 80%|#######9 | 134/168 [00:25<00:06, 5.18it/s]
139/499 4.32G 0.009808 0.008866 0.003625 59 640: 80%|######## | 135/168 [00:25<00:06, 5.28it/s]
139/499 4.32G 0.009807 0.008872 0.003613 81 640: 80%|######## | 135/168 [00:26<00:06, 5.28it/s]
139/499 4.32G 0.009807 0.008872 0.003613 81 640: 81%|######## | 136/168 [00:26<00:06, 5.15it/s]
139/499 4.32G 0.009817 0.008872 0.003599 62 640: 81%|######## | 136/168 [00:26<00:06, 5.15it/s]
139/499 4.32G 0.009817 0.008872 0.003599 62 640: 82%|########1 | 137/168 [00:26<00:05, 5.20it/s]
139/499 4.32G 0.009811 0.008859 0.003619 68 640: 82%|########1 | 137/168 [00:26<00:05, 5.20it/s]
139/499 4.32G 0.009811 0.008859 0.003619 68 640: 82%|########2 | 138/168 [00:26<00:05, 5.26it/s]
139/499 4.32G 0.009808 0.008867 0.003616 67 640: 82%|########2 | 138/168 [00:26<00:05, 5.26it/s]
139/499 4.32G 0.009808 0.008867 0.003616 67 640: 83%|########2 | 139/168 [00:26<00:05, 5.09it/s]
139/499 4.32G 0.009802 0.008873 0.003631 78 640: 83%|########2 | 139/168 [00:26<00:05, 5.09it/s]
139/499 4.32G 0.009802 0.008873 0.003631 78 640: 83%|########3 | 140/168 [00:26<00:05, 5.14it/s]
139/499 4.32G 0.00979 0.008872 0.003618 71 640: 83%|########3 | 140/168 [00:26<00:05, 5.14it/s]
139/499 4.32G 0.00979 0.008872 0.003618 71 640: 84%|########3 | 141/168 [00:26<00:05, 5.20it/s]
139/499 4.32G 0.009791 0.008877 0.003633 69 640: 84%|########3 | 141/168 [00:27<00:05, 5.20it/s]
139/499 4.32G 0.009791 0.008877 0.003633 69 640: 85%|########4 | 142/168 [00:27<00:05, 5.07it/s]
139/499 4.32G 0.009797 0.008874 0.003623 64 640: 85%|########4 | 142/168 [00:27<00:05, 5.07it/s]
139/499 4.32G 0.009797 0.008874 0.003623 64 640: 85%|########5 | 143/168 [00:27<00:04, 5.18it/s]
139/499 4.32G 0.00979 0.008871 0.003604 67 640: 85%|########5 | 143/168 [00:27<00:04, 5.18it/s]
139/499 4.32G 0.00979 0.008871 0.003604 67 640: 86%|########5 | 144/168 [00:27<00:04, 5.27it/s]
139/499 4.32G 0.009785 0.008872 0.003589 67 640: 86%|########5 | 144/168 [00:27<00:04, 5.27it/s]
139/499 4.32G 0.009785 0.008872 0.003589 67 640: 86%|########6 | 145/168 [00:27<00:04, 5.09it/s]
139/499 4.32G 0.009794 0.008872 0.003579 57 640: 86%|########6 | 145/168 [00:27<00:04, 5.09it/s]
139/499 4.32G 0.009794 0.008872 0.003579 57 640: 87%|########6 | 146/168 [00:27<00:04, 5.17it/s]
139/499 4.32G 0.009787 0.008883 0.0036 77 640: 87%|########6 | 146/168 [00:28<00:04, 5.17it/s]
139/499 4.32G 0.009787 0.008883 0.0036 77 640: 88%|########7 | 147/168 [00:28<00:04, 5.21it/s]
139/499 4.32G 0.009791 0.008881 0.003596 67 640: 88%|########7 | 147/168 [00:28<00:04, 5.21it/s]
139/499 4.32G 0.009791 0.008881 0.003596 67 640: 88%|########8 | 148/168 [00:28<00:03, 5.09it/s]
139/499 4.32G 0.009796 0.008876 0.003589 63 640: 88%|########8 | 148/168 [00:28<00:03, 5.09it/s]
139/499 4.32G 0.009796 0.008876 0.003589 63 640: 89%|########8 | 149/168 [00:28<00:03, 5.19it/s]
139/499 4.32G 0.009794 0.008876 0.003598 64 640: 89%|########8 | 149/168 [00:28<00:03, 5.19it/s]
139/499 4.32G 0.009794 0.008876 0.003598 64 640: 89%|########9 | 150/168 [00:28<00:03, 5.29it/s]
139/499 4.32G 0.009797 0.008871 0.003618 49 640: 89%|########9 | 150/168 [00:28<00:03, 5.29it/s]
139/499 4.32G 0.009797 0.008871 0.003618 49 640: 90%|########9 | 151/168 [00:28<00:03, 5.11it/s]
139/499 4.32G 0.009804 0.008871 0.003636 66 640: 90%|########9 | 151/168 [00:29<00:03, 5.11it/s]
139/499 4.32G 0.009804 0.008871 0.003636 66 640: 90%|######### | 152/168 [00:29<00:03, 5.23it/s]
139/499 4.32G 0.009809 0.00886 0.003621 46 640: 90%|######### | 152/168 [00:29<00:03, 5.23it/s]
139/499 4.32G 0.009809 0.00886 0.003621 46 640: 91%|#########1| 153/168 [00:29<00:02, 5.27it/s]
139/499 4.32G 0.009801 0.008848 0.003633 59 640: 91%|#########1| 153/168 [00:29<00:02, 5.27it/s]
139/499 4.32G 0.009801 0.008848 0.003633 59 640: 92%|#########1| 154/168 [00:29<00:02, 5.15it/s]
139/499 4.32G 0.009797 0.008848 0.003631 67 640: 92%|#########1| 154/168 [00:29<00:02, 5.15it/s]
139/499 4.32G 0.009797 0.008848 0.003631 67 640: 92%|#########2| 155/168 [00:29<00:02, 5.23it/s]
139/499 4.32G 0.009794 0.008853 0.003628 75 640: 92%|#########2| 155/168 [00:29<00:02, 5.23it/s]
139/499 4.32G 0.009794 0.008853 0.003628 75 640: 93%|#########2| 156/168 [00:29<00:02, 5.32it/s]
139/499 4.32G 0.009801 0.008854 0.00363 60 640: 93%|#########2| 156/168 [00:30<00:02, 5.32it/s]
139/499 4.32G 0.009801 0.008854 0.00363 60 640: 93%|#########3| 157/168 [00:30<00:02, 5.15it/s]
139/499 4.32G 0.009798 0.008845 0.003625 56 640: 93%|#########3| 157/168 [00:30<00:02, 5.15it/s]
139/499 4.32G 0.009798 0.008845 0.003625 56 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s]
139/499 4.32G 0.009804 0.008851 0.00362 68 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s]
139/499 4.32G 0.009804 0.008851 0.00362 68 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s]
139/499 4.32G 0.009807 0.008861 0.003604 74 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s]
139/499 4.32G 0.009807 0.008861 0.003604 74 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s]
139/499 4.32G 0.00981 0.008852 0.003599 61 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s]
139/499 4.32G 0.00981 0.008852 0.003599 61 640: 96%|#########5| 161/168 [00:30<00:01, 5.27it/s]
139/499 4.32G 0.009806 0.008854 0.003586 67 640: 96%|#########5| 161/168 [00:31<00:01, 5.27it/s]
139/499 4.32G 0.009806 0.008854 0.003586 67 640: 96%|#########6| 162/168 [00:31<00:01, 5.31it/s]
139/499 4.32G 0.009806 0.008842 0.003596 48 640: 96%|#########6| 162/168 [00:31<00:01, 5.31it/s]
139/499 4.32G 0.009806 0.008842 0.003596 48 640: 97%|#########7| 163/168 [00:31<00:00, 5.13it/s]
139/499 4.32G 0.009815 0.008849 0.003622 76 640: 97%|#########7| 163/168 [00:31<00:00, 5.13it/s]
139/499 4.32G 0.009815 0.008849 0.003622 76 640: 98%|#########7| 164/168 [00:31<00:00, 5.21it/s]
139/499 4.32G 0.009817 0.008851 0.003629 62 640: 98%|#########7| 164/168 [00:31<00:00, 5.21it/s]
139/499 4.32G 0.009817 0.008851 0.003629 62 640: 98%|#########8| 165/168 [00:31<00:00, 5.26it/s]
139/499 4.32G 0.009812 0.008841 0.003618 64 640: 98%|#########8| 165/168 [00:31<00:00, 5.26it/s]
139/499 4.32G 0.009812 0.008841 0.003618 64 640: 99%|#########8| 166/168 [00:31<00:00, 5.12it/s]
139/499 4.32G 0.009815 0.008847 0.003617 86 640: 99%|#########8| 166/168 [00:31<00:00, 5.12it/s]
139/499 4.32G 0.009815 0.008847 0.003617 86 640: 99%|#########9| 167/168 [00:31<00:00, 5.22it/s]
139/499 4.32G 0.009821 0.008875 0.003617 46 640: 99%|#########9| 167/168 [00:32<00:00, 5.22it/s]
139/499 4.32G 0.009821 0.008875 0.003617 46 640: 100%|##########| 168/168 [00:32<00:00, 5.38it/s]
139/499 4.32G 0.009821 0.008875 0.003617 46 640: 100%|##########| 168/168 [00:32<00:00, 5.22it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s]
all 132 263 0.845 0.857 0.895 0.762
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
140/499 4.32G 0.01003 0.00801 0.002199 64 640: 0%| | 0/168 [00:00<?, ?it/s]
140/499 4.32G 0.01003 0.00801 0.002199 64 640: 1%| | 1/168 [00:00<00:34, 4.87it/s]
140/499 4.32G 0.01002 0.008132 0.00275 67 640: 1%| | 1/168 [00:00<00:34, 4.87it/s]
140/499 4.32G 0.01002 0.008132 0.00275 67 640: 1%|1 | 2/168 [00:00<00:31, 5.20it/s]
140/499 4.32G 0.01005 0.008135 0.002455 62 640: 1%|1 | 2/168 [00:00<00:31, 5.20it/s]
140/499 4.32G 0.01005 0.008135 0.002455 62 640: 2%|1 | 3/168 [00:00<00:31, 5.29it/s]
140/499 4.32G 0.0103 0.008198 0.002464 67 640: 2%|1 | 3/168 [00:00<00:31, 5.29it/s]
140/499 4.32G 0.0103 0.008198 0.002464 67 640: 2%|2 | 4/168 [00:00<00:31, 5.14it/s]
140/499 4.32G 0.01016 0.008523 0.002587 74 640: 2%|2 | 4/168 [00:00<00:31, 5.14it/s]
140/499 4.32G 0.01016 0.008523 0.002587 74 640: 3%|2 | 5/168 [00:00<00:31, 5.18it/s]
140/499 4.32G 0.01015 0.008683 0.002416 73 640: 3%|2 | 5/168 [00:01<00:31, 5.18it/s]
140/499 4.32G 0.01015 0.008683 0.002416 73 640: 4%|3 | 6/168 [00:01<00:30, 5.26it/s]
140/499 4.32G 0.01017 0.008472 0.002395 62 640: 4%|3 | 6/168 [00:01<00:30, 5.26it/s]
140/499 4.32G 0.01017 0.008472 0.002395 62 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s]
140/499 4.32G 0.01018 0.008609 0.002361 68 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s]
140/499 4.32G 0.01018 0.008609 0.002361 68 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s]
140/499 4.32G 0.01005 0.008514 0.002266 58 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s]
140/499 4.32G 0.01005 0.008514 0.002266 58 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s]
140/499 4.32G 0.009931 0.00872 0.002313 69 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s]
140/499 4.32G 0.009931 0.00872 0.002313 69 640: 6%|5 | 10/168 [00:01<00:30, 5.19it/s]
140/499 4.32G 0.00985 0.008566 0.002513 62 640: 6%|5 | 10/168 [00:02<00:30, 5.19it/s]
140/499 4.32G 0.00985 0.008566 0.002513 62 640: 7%|6 | 11/168 [00:02<00:29, 5.27it/s]
140/499 4.32G 0.009856 0.008566 0.002511 63 640: 7%|6 | 11/168 [00:02<00:29, 5.27it/s]
140/499 4.32G 0.009856 0.008566 0.002511 63 640: 7%|7 | 12/168 [00:02<00:29, 5.30it/s]
140/499 4.32G 0.009771 0.008573 0.002531 73 640: 7%|7 | 12/168 [00:02<00:29, 5.30it/s]
140/499 4.32G 0.009771 0.008573 0.002531 73 640: 8%|7 | 13/168 [00:02<00:30, 5.14it/s]
140/499 4.32G 0.0097 0.008641 0.002596 80 640: 8%|7 | 13/168 [00:02<00:30, 5.14it/s]
140/499 4.32G 0.0097 0.008641 0.002596 80 640: 8%|8 | 14/168 [00:02<00:29, 5.18it/s]
140/499 4.32G 0.009642 0.008642 0.002791 90 640: 8%|8 | 14/168 [00:02<00:29, 5.18it/s]
140/499 4.32G 0.009642 0.008642 0.002791 90 640: 9%|8 | 15/168 [00:02<00:29, 5.23it/s]
140/499 4.32G 0.009771 0.008744 0.002748 69 640: 9%|8 | 15/168 [00:03<00:29, 5.23it/s]
140/499 4.32G 0.009771 0.008744 0.002748 69 640: 10%|9 | 16/168 [00:03<00:29, 5.10it/s]
140/499 4.32G 0.009873 0.008892 0.002762 69 640: 10%|9 | 16/168 [00:03<00:29, 5.10it/s]
140/499 4.32G 0.009873 0.008892 0.002762 69 640: 10%|# | 17/168 [00:03<00:29, 5.18it/s]
140/499 4.32G 0.009969 0.008934 0.002727 66 640: 10%|# | 17/168 [00:03<00:29, 5.18it/s]
140/499 4.32G 0.009969 0.008934 0.002727 66 640: 11%|# | 18/168 [00:03<00:28, 5.27it/s]
140/499 4.32G 0.01005 0.008975 0.002835 64 640: 11%|# | 18/168 [00:03<00:28, 5.27it/s]
140/499 4.32G 0.01005 0.008975 0.002835 64 640: 11%|#1 | 19/168 [00:03<00:29, 5.13it/s]
140/499 4.32G 0.01003 0.008952 0.003071 67 640: 11%|#1 | 19/168 [00:03<00:29, 5.13it/s]
140/499 4.32G 0.01003 0.008952 0.003071 67 640: 12%|#1 | 20/168 [00:03<00:28, 5.20it/s]
140/499 4.32G 0.01008 0.009088 0.003121 67 640: 12%|#1 | 20/168 [00:04<00:28, 5.20it/s]
140/499 4.32G 0.01008 0.009088 0.003121 67 640: 12%|#2 | 21/168 [00:04<00:27, 5.29it/s]
140/499 4.32G 0.01007 0.009106 0.003134 70 640: 12%|#2 | 21/168 [00:04<00:27, 5.29it/s]
140/499 4.32G 0.01007 0.009106 0.003134 70 640: 13%|#3 | 22/168 [00:04<00:28, 5.17it/s]
140/499 4.32G 0.01006 0.009077 0.003138 76 640: 13%|#3 | 22/168 [00:04<00:28, 5.17it/s]
140/499 4.32G 0.01006 0.009077 0.003138 76 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s]
140/499 4.32G 0.01003 0.009093 0.003061 65 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s]
140/499 4.32G 0.01003 0.009093 0.003061 65 640: 14%|#4 | 24/168 [00:04<00:27, 5.30it/s]
140/499 4.32G 0.009999 0.009185 0.00308 73 640: 14%|#4 | 24/168 [00:04<00:27, 5.30it/s]
140/499 4.32G 0.009999 0.009185 0.00308 73 640: 15%|#4 | 25/168 [00:04<00:27, 5.12it/s]
140/499 4.32G 0.01003 0.009142 0.003089 55 640: 15%|#4 | 25/168 [00:04<00:27, 5.12it/s]
140/499 4.32G 0.01003 0.009142 0.003089 55 640: 15%|#5 | 26/168 [00:04<00:27, 5.22it/s]
140/499 4.32G 0.009982 0.00911 0.003205 66 640: 15%|#5 | 26/168 [00:05<00:27, 5.22it/s]
140/499 4.32G 0.009982 0.00911 0.003205 66 640: 16%|#6 | 27/168 [00:05<00:26, 5.27it/s]
140/499 4.32G 0.01002 0.00917 0.003298 67 640: 16%|#6 | 27/168 [00:05<00:26, 5.27it/s]
140/499 4.32G 0.01002 0.00917 0.003298 67 640: 17%|#6 | 28/168 [00:05<00:27, 5.09it/s]
140/499 4.32G 0.009986 0.009153 0.003194 68 640: 17%|#6 | 28/168 [00:05<00:27, 5.09it/s]
140/499 4.32G 0.009986 0.009153 0.003194 68 640: 17%|#7 | 29/168 [00:05<00:26, 5.18it/s]
140/499 4.32G 0.009947 0.009104 0.003301 58 640: 17%|#7 | 29/168 [00:05<00:26, 5.18it/s]
140/499 4.32G 0.009947 0.009104 0.003301 58 640: 18%|#7 | 30/168 [00:05<00:26, 5.24it/s]
140/499 4.32G 0.009968 0.009133 0.00326 72 640: 18%|#7 | 30/168 [00:05<00:26, 5.24it/s]
140/499 4.32G 0.009968 0.009133 0.00326 72 640: 18%|#8 | 31/168 [00:05<00:26, 5.15it/s]
140/499 4.32G 0.009949 0.009098 0.003371 71 640: 18%|#8 | 31/168 [00:06<00:26, 5.15it/s]
140/499 4.32G 0.009949 0.009098 0.003371 71 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s]
140/499 4.32G 0.009901 0.009095 0.003434 79 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s]
140/499 4.32G 0.009901 0.009095 0.003434 79 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s]
140/499 4.32G 0.009872 0.009084 0.003373 70 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s]
140/499 4.32G 0.009872 0.009084 0.003373 70 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
140/499 4.32G 0.009837 0.009057 0.003309 64 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
140/499 4.32G 0.009837 0.009057 0.003309 64 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
140/499 4.32G 0.009813 0.009031 0.003364 77 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
140/499 4.32G 0.009813 0.009031 0.003364 77 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s]
140/499 4.32G 0.00983 0.009106 0.003309 90 640: 21%|##1 | 36/168 [00:07<00:24, 5.33it/s]
140/499 4.32G 0.00983 0.009106 0.003309 90 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s]
140/499 4.32G 0.00983 0.009048 0.00331 56 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s]
140/499 4.32G 0.00983 0.009048 0.00331 56 640: 23%|##2 | 38/168 [00:07<00:24, 5.23it/s]
140/499 4.32G 0.009792 0.009016 0.003326 73 640: 23%|##2 | 38/168 [00:07<00:24, 5.23it/s]
140/499 4.32G 0.009792 0.009016 0.003326 73 640: 23%|##3 | 39/168 [00:07<00:24, 5.30it/s]
140/499 4.32G 0.009766 0.00898 0.003357 56 640: 23%|##3 | 39/168 [00:07<00:24, 5.30it/s]
140/499 4.32G 0.009766 0.00898 0.003357 56 640: 24%|##3 | 40/168 [00:07<00:24, 5.18it/s]
140/499 4.32G 0.009783 0.009071 0.003387 80 640: 24%|##3 | 40/168 [00:07<00:24, 5.18it/s]
140/499 4.32G 0.009783 0.009071 0.003387 80 640: 24%|##4 | 41/168 [00:07<00:24, 5.25it/s]
140/499 4.32G 0.009801 0.009055 0.003383 61 640: 24%|##4 | 41/168 [00:08<00:24, 5.25it/s]
140/499 4.32G 0.009801 0.009055 0.003383 61 640: 25%|##5 | 42/168 [00:08<00:23, 5.33it/s]
140/499 4.32G 0.009817 0.009049 0.003422 68 640: 25%|##5 | 42/168 [00:08<00:23, 5.33it/s]
140/499 4.32G 0.009817 0.009049 0.003422 68 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s]
140/499 4.32G 0.009843 0.009091 0.003402 68 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s]
140/499 4.32G 0.009843 0.009091 0.003402 68 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s]
140/499 4.32G 0.009824 0.009085 0.003393 63 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s]
140/499 4.32G 0.009824 0.009085 0.003393 63 640: 27%|##6 | 45/168 [00:08<00:23, 5.35it/s]
140/499 4.32G 0.009855 0.00912 0.003414 67 640: 27%|##6 | 45/168 [00:08<00:23, 5.35it/s]
140/499 4.32G 0.009855 0.00912 0.003414 67 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s]
140/499 4.32G 0.009846 0.009101 0.003369 63 640: 27%|##7 | 46/168 [00:09<00:23, 5.17it/s]
140/499 4.32G 0.009846 0.009101 0.003369 63 640: 28%|##7 | 47/168 [00:09<00:23, 5.21it/s]
140/499 4.32G 0.009863 0.009092 0.003374 60 640: 28%|##7 | 47/168 [00:09<00:23, 5.21it/s]
140/499 4.32G 0.009863 0.009092 0.003374 60 640: 29%|##8 | 48/168 [00:09<00:22, 5.32it/s]
140/499 4.32G 0.009845 0.009108 0.003372 75 640: 29%|##8 | 48/168 [00:09<00:22, 5.32it/s]
140/499 4.32G 0.009845 0.009108 0.003372 75 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
140/499 4.32G 0.009815 0.009101 0.003375 69 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
140/499 4.32G 0.009815 0.009101 0.003375 69 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
140/499 4.32G 0.009808 0.009093 0.003322 69 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
140/499 4.32G 0.009808 0.009093 0.003322 69 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s]
140/499 4.32G 0.009813 0.009094 0.003322 73 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s]
140/499 4.32G 0.009813 0.009094 0.003322 73 640: 31%|### | 52/168 [00:09<00:22, 5.21it/s]
140/499 4.32G 0.009813 0.00905 0.003316 61 640: 31%|### | 52/168 [00:10<00:22, 5.21it/s]
140/499 4.32G 0.009813 0.00905 0.003316 61 640: 32%|###1 | 53/168 [00:10<00:21, 5.30it/s]
140/499 4.32G 0.009812 0.009079 0.003349 82 640: 32%|###1 | 53/168 [00:10<00:21, 5.30it/s]
140/499 4.32G 0.009812 0.009079 0.003349 82 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s]
140/499 4.32G 0.009796 0.009035 0.003291 56 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s]
140/499 4.32G 0.009796 0.009035 0.003291 56 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s]
140/499 4.32G 0.0098 0.009034 0.003265 62 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s]
140/499 4.32G 0.0098 0.009034 0.003265 62 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s]
140/499 4.32G 0.009807 0.009053 0.003254 68 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s]
140/499 4.32G 0.009807 0.009053 0.003254 68 640: 34%|###3 | 57/168 [00:10<00:20, 5.31it/s]
140/499 4.32G 0.009786 0.009039 0.00332 68 640: 34%|###3 | 57/168 [00:11<00:20, 5.31it/s]
140/499 4.32G 0.009786 0.009039 0.00332 68 640: 35%|###4 | 58/168 [00:11<00:21, 5.12it/s]
140/499 4.32G 0.009786 0.009033 0.003274 64 640: 35%|###4 | 58/168 [00:11<00:21, 5.12it/s]
140/499 4.32G 0.009786 0.009033 0.003274 64 640: 35%|###5 | 59/168 [00:11<00:20, 5.22it/s]
140/499 4.32G 0.009779 0.008997 0.00323 52 640: 35%|###5 | 59/168 [00:11<00:20, 5.22it/s]
140/499 4.32G 0.009779 0.008997 0.00323 52 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
140/499 4.32G 0.009797 0.009003 0.003197 66 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
140/499 4.32G 0.009797 0.009003 0.003197 66 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s]
140/499 4.32G 0.009787 0.008973 0.0032 58 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s]
140/499 4.32G 0.009787 0.008973 0.0032 58 640: 37%|###6 | 62/168 [00:11<00:20, 5.23it/s]
140/499 4.32G 0.009801 0.008987 0.003231 76 640: 37%|###6 | 62/168 [00:12<00:20, 5.23it/s]
140/499 4.32G 0.009801 0.008987 0.003231 76 640: 38%|###7 | 63/168 [00:12<00:19, 5.30it/s]
140/499 4.32G 0.009826 0.00902 0.003202 74 640: 38%|###7 | 63/168 [00:12<00:19, 5.30it/s]
140/499 4.32G 0.009826 0.00902 0.003202 74 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s]
140/499 4.32G 0.009828 0.009026 0.003191 64 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s]
140/499 4.32G 0.009828 0.009026 0.003191 64 640: 39%|###8 | 65/168 [00:12<00:19, 5.18it/s]
140/499 4.32G 0.009815 0.009009 0.003217 59 640: 39%|###8 | 65/168 [00:12<00:19, 5.18it/s]
140/499 4.32G 0.009815 0.009009 0.003217 59 640: 39%|###9 | 66/168 [00:12<00:19, 5.26it/s]
140/499 4.32G 0.009826 0.00902 0.003201 73 640: 39%|###9 | 66/168 [00:12<00:19, 5.26it/s]
140/499 4.32G 0.009826 0.00902 0.003201 73 640: 40%|###9 | 67/168 [00:12<00:19, 5.14it/s]
140/499 4.32G 0.009835 0.009011 0.003184 60 640: 40%|###9 | 67/168 [00:13<00:19, 5.14it/s]
140/499 4.32G 0.009835 0.009011 0.003184 60 640: 40%|#### | 68/168 [00:13<00:19, 5.24it/s]
140/499 4.32G 0.009884 0.00897 0.003402 51 640: 40%|#### | 68/168 [00:13<00:19, 5.24it/s]
140/499 4.32G 0.009884 0.00897 0.003402 51 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s]
140/499 4.32G 0.009896 0.00898 0.00337 65 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s]
140/499 4.32G 0.009896 0.00898 0.00337 65 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s]
140/499 4.32G 0.009905 0.008978 0.003346 57 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s]
140/499 4.32G 0.009905 0.008978 0.003346 57 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s]
140/499 4.32G 0.009893 0.008946 0.003327 62 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s]
140/499 4.32G 0.009893 0.008946 0.003327 62 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s]
140/499 4.32G 0.009921 0.008927 0.003352 56 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s]
140/499 4.32G 0.009921 0.008927 0.003352 56 640: 43%|####3 | 73/168 [00:13<00:18, 5.18it/s]
140/499 4.32G 0.009915 0.008919 0.003412 66 640: 43%|####3 | 73/168 [00:14<00:18, 5.18it/s]
140/499 4.32G 0.009915 0.008919 0.003412 66 640: 44%|####4 | 74/168 [00:14<00:17, 5.23it/s]
140/499 4.32G 0.009904 0.008906 0.003393 76 640: 44%|####4 | 74/168 [00:14<00:17, 5.23it/s]
140/499 4.32G 0.009904 0.008906 0.003393 76 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s]
140/499 4.32G 0.009923 0.008927 0.003385 72 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s]
140/499 4.32G 0.009923 0.008927 0.003385 72 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s]
140/499 4.32G 0.009924 0.008918 0.003358 66 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s]
140/499 4.32G 0.009924 0.008918 0.003358 66 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
140/499 4.32G 0.009922 0.008905 0.003382 61 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
140/499 4.32G 0.009922 0.008905 0.003382 61 640: 46%|####6 | 78/168 [00:14<00:16, 5.36it/s]
140/499 4.32G 0.009932 0.008873 0.003398 53 640: 46%|####6 | 78/168 [00:15<00:16, 5.36it/s]
140/499 4.32G 0.009932 0.008873 0.003398 53 640: 47%|####7 | 79/168 [00:15<00:17, 5.23it/s]
140/499 4.32G 0.009942 0.008859 0.003389 58 640: 47%|####7 | 79/168 [00:15<00:17, 5.23it/s]
140/499 4.32G 0.009942 0.008859 0.003389 58 640: 48%|####7 | 80/168 [00:15<00:16, 5.33it/s]
140/499 4.32G 0.009939 0.008895 0.003369 83 640: 48%|####7 | 80/168 [00:15<00:16, 5.33it/s]
140/499 4.32G 0.009939 0.008895 0.003369 83 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s]
140/499 4.32G 0.009935 0.008871 0.003335 44 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s]
140/499 4.32G 0.009935 0.008871 0.003335 44 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
140/499 4.32G 0.009943 0.008865 0.003304 62 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
140/499 4.32G 0.009943 0.008865 0.003304 62 640: 49%|####9 | 83/168 [00:15<00:16, 5.26it/s]
140/499 4.32G 0.00995 0.008877 0.003304 62 640: 49%|####9 | 83/168 [00:16<00:16, 5.26it/s]
140/499 4.32G 0.00995 0.008877 0.003304 62 640: 50%|##### | 84/168 [00:16<00:15, 5.27it/s]
140/499 4.32G 0.00994 0.008876 0.003329 68 640: 50%|##### | 84/168 [00:16<00:15, 5.27it/s]
140/499 4.32G 0.00994 0.008876 0.003329 68 640: 51%|##### | 85/168 [00:16<00:16, 5.15it/s]
140/499 4.32G 0.009944 0.008883 0.003294 62 640: 51%|##### | 85/168 [00:16<00:16, 5.15it/s]
140/499 4.32G 0.009944 0.008883 0.003294 62 640: 51%|#####1 | 86/168 [00:16<00:15, 5.24it/s]
140/499 4.32G 0.00993 0.008861 0.003294 54 640: 51%|#####1 | 86/168 [00:16<00:15, 5.24it/s]
140/499 4.32G 0.00993 0.008861 0.003294 54 640: 52%|#####1 | 87/168 [00:16<00:15, 5.31it/s]
140/499 4.32G 0.009917 0.008855 0.00333 55 640: 52%|#####1 | 87/168 [00:16<00:15, 5.31it/s]
140/499 4.32G 0.009917 0.008855 0.00333 55 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
140/499 4.32G 0.009922 0.008866 0.003338 77 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
140/499 4.32G 0.009922 0.008866 0.003338 77 640: 53%|#####2 | 89/168 [00:16<00:14, 5.29it/s]
140/499 4.32G 0.009939 0.008871 0.003343 73 640: 53%|#####2 | 89/168 [00:17<00:14, 5.29it/s]
140/499 4.32G 0.009939 0.008871 0.003343 73 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s]
140/499 4.32G 0.009943 0.008872 0.003326 80 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s]
140/499 4.32G 0.009943 0.008872 0.003326 80 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
140/499 4.32G 0.009939 0.008889 0.003369 78 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
140/499 4.32G 0.009939 0.008889 0.003369 78 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s]
140/499 4.32G 0.009944 0.008875 0.003386 65 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s]
140/499 4.32G 0.009944 0.008875 0.003386 65 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s]
140/499 4.32G 0.009936 0.008863 0.003396 61 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s]
140/499 4.32G 0.009936 0.008863 0.003396 61 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s]
140/499 4.32G 0.009941 0.008856 0.003385 65 640: 56%|#####5 | 94/168 [00:18<00:14, 5.23it/s]
140/499 4.32G 0.009941 0.008856 0.003385 65 640: 57%|#####6 | 95/168 [00:18<00:13, 5.32it/s]
140/499 4.32G 0.009935 0.008871 0.003359 74 640: 57%|#####6 | 95/168 [00:18<00:13, 5.32it/s]
140/499 4.32G 0.009935 0.008871 0.003359 74 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s]
140/499 4.32G 0.009933 0.008888 0.003354 74 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s]
140/499 4.32G 0.009933 0.008888 0.003354 74 640: 58%|#####7 | 97/168 [00:18<00:13, 5.13it/s]
140/499 4.32G 0.009926 0.008883 0.003338 68 640: 58%|#####7 | 97/168 [00:18<00:13, 5.13it/s]
140/499 4.32G 0.009926 0.008883 0.003338 68 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s]
140/499 4.32G 0.00992 0.008882 0.003341 72 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s]
140/499 4.32G 0.00992 0.008882 0.003341 72 640: 59%|#####8 | 99/168 [00:18<00:13, 5.25it/s]
140/499 4.32G 0.009922 0.00888 0.003344 61 640: 59%|#####8 | 99/168 [00:19<00:13, 5.25it/s]
140/499 4.32G 0.009922 0.00888 0.003344 61 640: 60%|#####9 | 100/168 [00:19<00:13, 5.13it/s]
140/499 4.32G 0.009923 0.008878 0.003345 67 640: 60%|#####9 | 100/168 [00:19<00:13, 5.13it/s]
140/499 4.32G 0.009923 0.008878 0.003345 67 640: 60%|###### | 101/168 [00:19<00:12, 5.23it/s]
140/499 4.32G 0.009914 0.008866 0.003348 69 640: 60%|###### | 101/168 [00:19<00:12, 5.23it/s]
140/499 4.32G 0.009914 0.008866 0.003348 69 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s]
140/499 4.32G 0.009915 0.008867 0.003386 57 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s]
140/499 4.32G 0.009915 0.008867 0.003386 57 640: 61%|######1 | 103/168 [00:19<00:12, 5.17it/s]
140/499 4.32G 0.009926 0.008852 0.003394 56 640: 61%|######1 | 103/168 [00:19<00:12, 5.17it/s]
140/499 4.32G 0.009926 0.008852 0.003394 56 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s]
140/499 4.32G 0.00992 0.008856 0.003394 59 640: 62%|######1 | 104/168 [00:20<00:12, 5.27it/s]
140/499 4.32G 0.00992 0.008856 0.003394 59 640: 62%|######2 | 105/168 [00:20<00:11, 5.28it/s]
140/499 4.32G 0.009915 0.008853 0.003442 72 640: 62%|######2 | 105/168 [00:20<00:11, 5.28it/s]
140/499 4.32G 0.009915 0.008853 0.003442 72 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s]
140/499 4.32G 0.009934 0.008855 0.003445 61 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s]
140/499 4.32G 0.009934 0.008855 0.003445 61 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s]
140/499 4.32G 0.009928 0.008847 0.003431 75 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s]
140/499 4.32G 0.009928 0.008847 0.003431 75 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s]
140/499 4.32G 0.009922 0.00885 0.003426 78 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s]
140/499 4.32G 0.009922 0.00885 0.003426 78 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s]
140/499 4.32G 0.009927 0.008854 0.003425 71 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s]
140/499 4.32G 0.009927 0.008854 0.003425 71 640: 65%|######5 | 110/168 [00:20<00:11, 5.27it/s]
140/499 4.32G 0.009928 0.00888 0.003408 74 640: 65%|######5 | 110/168 [00:21<00:11, 5.27it/s]
140/499 4.32G 0.009928 0.00888 0.003408 74 640: 66%|######6 | 111/168 [00:21<00:10, 5.27it/s]
140/499 4.32G 0.009923 0.008884 0.003407 77 640: 66%|######6 | 111/168 [00:21<00:10, 5.27it/s]
140/499 4.32G 0.009923 0.008884 0.003407 77 640: 67%|######6 | 112/168 [00:21<00:10, 5.13it/s]
140/499 4.32G 0.009912 0.00887 0.003428 62 640: 67%|######6 | 112/168 [00:21<00:10, 5.13it/s]
140/499 4.32G 0.009912 0.00887 0.003428 62 640: 67%|######7 | 113/168 [00:21<00:10, 5.13it/s]
140/499 4.32G 0.009908 0.008873 0.003423 69 640: 67%|######7 | 113/168 [00:21<00:10, 5.13it/s]
140/499 4.32G 0.009908 0.008873 0.003423 69 640: 68%|######7 | 114/168 [00:21<00:10, 5.18it/s]
140/499 4.32G 0.009906 0.008873 0.003424 66 640: 68%|######7 | 114/168 [00:21<00:10, 5.18it/s]
140/499 4.32G 0.009906 0.008873 0.003424 66 640: 68%|######8 | 115/168 [00:21<00:10, 5.08it/s]
140/499 4.32G 0.009896 0.008852 0.003427 54 640: 68%|######8 | 115/168 [00:22<00:10, 5.08it/s]
140/499 4.32G 0.009896 0.008852 0.003427 54 640: 69%|######9 | 116/168 [00:22<00:10, 5.19it/s]
140/499 4.32G 0.009896 0.00886 0.003415 67 640: 69%|######9 | 116/168 [00:22<00:10, 5.19it/s]
140/499 4.32G 0.009896 0.00886 0.003415 67 640: 70%|######9 | 117/168 [00:22<00:09, 5.27it/s]
140/499 4.32G 0.009894 0.008856 0.003425 80 640: 70%|######9 | 117/168 [00:22<00:09, 5.27it/s]
140/499 4.32G 0.009894 0.008856 0.003425 80 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s]
140/499 4.32G 0.009912 0.008875 0.003447 71 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s]
140/499 4.32G 0.009912 0.008875 0.003447 71 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s]
140/499 4.32G 0.009922 0.008877 0.003447 73 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s]
140/499 4.32G 0.009922 0.008877 0.003447 73 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s]
140/499 4.32G 0.009929 0.008904 0.003433 74 640: 71%|#######1 | 120/168 [00:23<00:08, 5.34it/s]
140/499 4.32G 0.009929 0.008904 0.003433 74 640: 72%|#######2 | 121/168 [00:23<00:09, 5.17it/s]
140/499 4.32G 0.009919 0.008891 0.003428 68 640: 72%|#######2 | 121/168 [00:23<00:09, 5.17it/s]
140/499 4.32G 0.009919 0.008891 0.003428 68 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
140/499 4.32G 0.009916 0.008889 0.003447 60 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
140/499 4.32G 0.009916 0.008889 0.003447 60 640: 73%|#######3 | 123/168 [00:23<00:08, 5.30it/s]
140/499 4.32G 0.009927 0.008882 0.003426 65 640: 73%|#######3 | 123/168 [00:23<00:08, 5.30it/s]
140/499 4.32G 0.009927 0.008882 0.003426 65 640: 74%|#######3 | 124/168 [00:23<00:08, 5.14it/s]
140/499 4.32G 0.009928 0.00888 0.003457 69 640: 74%|#######3 | 124/168 [00:23<00:08, 5.14it/s]
140/499 4.32G 0.009928 0.00888 0.003457 69 640: 74%|#######4 | 125/168 [00:23<00:08, 5.22it/s]
140/499 4.32G 0.009935 0.008896 0.003451 71 640: 74%|#######4 | 125/168 [00:24<00:08, 5.22it/s]
140/499 4.32G 0.009935 0.008896 0.003451 71 640: 75%|#######5 | 126/168 [00:24<00:07, 5.30it/s]
140/499 4.32G 0.009952 0.008881 0.003441 49 640: 75%|#######5 | 126/168 [00:24<00:07, 5.30it/s]
140/499 4.32G 0.009952 0.008881 0.003441 49 640: 76%|#######5 | 127/168 [00:24<00:07, 5.16it/s]
140/499 4.32G 0.009949 0.008867 0.00345 64 640: 76%|#######5 | 127/168 [00:24<00:07, 5.16it/s]
140/499 4.32G 0.009949 0.008867 0.00345 64 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s]
140/499 4.32G 0.00995 0.008871 0.003439 76 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s]
140/499 4.32G 0.00995 0.008871 0.003439 76 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s]
140/499 4.32G 0.009941 0.008848 0.003449 55 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s]
140/499 4.32G 0.009941 0.008848 0.003449 55 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s]
140/499 4.32G 0.009936 0.008839 0.003454 63 640: 77%|#######7 | 130/168 [00:25<00:07, 5.17it/s]
140/499 4.32G 0.009936 0.008839 0.003454 63 640: 78%|#######7 | 131/168 [00:25<00:07, 5.25it/s]
140/499 4.32G 0.009945 0.008847 0.003469 70 640: 78%|#######7 | 131/168 [00:25<00:07, 5.25it/s]
140/499 4.32G 0.009945 0.008847 0.003469 70 640: 79%|#######8 | 132/168 [00:25<00:06, 5.34it/s]
140/499 4.32G 0.009952 0.008839 0.003483 56 640: 79%|#######8 | 132/168 [00:25<00:06, 5.34it/s]
140/499 4.32G 0.009952 0.008839 0.003483 56 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s]
140/499 4.32G 0.009951 0.008843 0.003477 66 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s]
140/499 4.32G 0.009951 0.008843 0.003477 66 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s]
140/499 4.32G 0.00995 0.008831 0.00347 55 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s]
140/499 4.32G 0.00995 0.008831 0.00347 55 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s]
140/499 4.32G 0.009943 0.008822 0.00348 64 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s]
140/499 4.32G 0.009943 0.008822 0.00348 64 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
140/499 4.32G 0.009942 0.008819 0.003469 73 640: 81%|######## | 136/168 [00:26<00:06, 5.21it/s]
140/499 4.32G 0.009942 0.008819 0.003469 73 640: 82%|########1 | 137/168 [00:26<00:05, 5.29it/s]
140/499 4.32G 0.009934 0.008803 0.003493 53 640: 82%|########1 | 137/168 [00:26<00:05, 5.29it/s]
140/499 4.32G 0.009934 0.008803 0.003493 53 640: 82%|########2 | 138/168 [00:26<00:05, 5.38it/s]
140/499 4.32G 0.009934 0.008823 0.003505 84 640: 82%|########2 | 138/168 [00:26<00:05, 5.38it/s]
140/499 4.32G 0.009934 0.008823 0.003505 84 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
140/499 4.32G 0.009938 0.008807 0.003501 57 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
140/499 4.32G 0.009938 0.008807 0.003501 57 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s]
140/499 4.32G 0.009937 0.008805 0.003509 62 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s]
140/499 4.32G 0.009937 0.008805 0.003509 62 640: 84%|########3 | 141/168 [00:26<00:05, 5.38it/s]
140/499 4.32G 0.009921 0.008805 0.003523 71 640: 84%|########3 | 141/168 [00:27<00:05, 5.38it/s]
140/499 4.32G 0.009921 0.008805 0.003523 71 640: 85%|########4 | 142/168 [00:27<00:04, 5.22it/s]
140/499 4.32G 0.009916 0.008792 0.003524 64 640: 85%|########4 | 142/168 [00:27<00:04, 5.22it/s]
140/499 4.32G 0.009916 0.008792 0.003524 64 640: 85%|########5 | 143/168 [00:27<00:04, 5.31it/s]
140/499 4.32G 0.009913 0.0088 0.003545 72 640: 85%|########5 | 143/168 [00:27<00:04, 5.31it/s]
140/499 4.32G 0.009913 0.0088 0.003545 72 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s]
140/499 4.32G 0.009909 0.008803 0.003559 62 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s]
140/499 4.32G 0.009909 0.008803 0.003559 62 640: 86%|########6 | 145/168 [00:27<00:04, 5.24it/s]
140/499 4.32G 0.009912 0.008807 0.003549 73 640: 86%|########6 | 145/168 [00:27<00:04, 5.24it/s]
140/499 4.32G 0.009912 0.008807 0.003549 73 640: 87%|########6 | 146/168 [00:27<00:04, 5.24it/s]
140/499 4.32G 0.009913 0.008799 0.00354 63 640: 87%|########6 | 146/168 [00:28<00:04, 5.24it/s]
140/499 4.32G 0.009913 0.008799 0.00354 63 640: 88%|########7 | 147/168 [00:28<00:03, 5.28it/s]
140/499 4.32G 0.009917 0.008799 0.003571 64 640: 88%|########7 | 147/168 [00:28<00:03, 5.28it/s]
140/499 4.32G 0.009917 0.008799 0.003571 64 640: 88%|########8 | 148/168 [00:28<00:03, 5.17it/s]
140/499 4.32G 0.009924 0.008789 0.003583 51 640: 88%|########8 | 148/168 [00:28<00:03, 5.17it/s]
140/499 4.32G 0.009924 0.008789 0.003583 51 640: 89%|########8 | 149/168 [00:28<00:03, 5.24it/s]
140/499 4.32G 0.009929 0.0088 0.003594 68 640: 89%|########8 | 149/168 [00:28<00:03, 5.24it/s]
140/499 4.32G 0.009929 0.0088 0.003594 68 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s]
140/499 4.32G 0.009923 0.008806 0.003591 67 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s]
140/499 4.32G 0.009923 0.008806 0.003591 67 640: 90%|########9 | 151/168 [00:28<00:03, 5.16it/s]
140/499 4.32G 0.009919 0.008801 0.003591 73 640: 90%|########9 | 151/168 [00:29<00:03, 5.16it/s]
140/499 4.32G 0.009919 0.008801 0.003591 73 640: 90%|######### | 152/168 [00:29<00:03, 5.26it/s]
140/499 4.32G 0.009917 0.008792 0.003583 61 640: 90%|######### | 152/168 [00:29<00:03, 5.26it/s]
140/499 4.32G 0.009917 0.008792 0.003583 61 640: 91%|#########1| 153/168 [00:29<00:02, 5.33it/s]
140/499 4.32G 0.009922 0.008804 0.003581 82 640: 91%|#########1| 153/168 [00:29<00:02, 5.33it/s]
140/499 4.32G 0.009922 0.008804 0.003581 82 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s]
140/499 4.32G 0.009922 0.0088 0.003578 67 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s]
140/499 4.32G 0.009922 0.0088 0.003578 67 640: 92%|#########2| 155/168 [00:29<00:02, 5.25it/s]
140/499 4.32G 0.009927 0.008811 0.003591 76 640: 92%|#########2| 155/168 [00:29<00:02, 5.25it/s]
140/499 4.32G 0.009927 0.008811 0.003591 76 640: 93%|#########2| 156/168 [00:29<00:02, 5.30it/s]
140/499 4.32G 0.009929 0.00881 0.003589 62 640: 93%|#########2| 156/168 [00:29<00:02, 5.30it/s]
140/499 4.32G 0.009929 0.00881 0.003589 62 640: 93%|#########3| 157/168 [00:29<00:02, 5.15it/s]
140/499 4.32G 0.009928 0.008817 0.00359 70 640: 93%|#########3| 157/168 [00:30<00:02, 5.15it/s]
140/499 4.32G 0.009928 0.008817 0.00359 70 640: 94%|#########4| 158/168 [00:30<00:01, 5.22it/s]
140/499 4.32G 0.00992 0.008818 0.003575 62 640: 94%|#########4| 158/168 [00:30<00:01, 5.22it/s]
140/499 4.32G 0.00992 0.008818 0.003575 62 640: 95%|#########4| 159/168 [00:30<00:01, 5.29it/s]
140/499 4.32G 0.00992 0.008823 0.003568 87 640: 95%|#########4| 159/168 [00:30<00:01, 5.29it/s]
140/499 4.32G 0.00992 0.008823 0.003568 87 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s]
140/499 4.32G 0.009918 0.008813 0.003568 58 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s]
140/499 4.32G 0.009918 0.008813 0.003568 58 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
140/499 4.32G 0.009912 0.008811 0.003557 67 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
140/499 4.32G 0.009912 0.008811 0.003557 67 640: 96%|#########6| 162/168 [00:30<00:01, 5.33it/s]
140/499 4.32G 0.009914 0.008824 0.003547 86 640: 96%|#########6| 162/168 [00:31<00:01, 5.33it/s]
140/499 4.32G 0.009914 0.008824 0.003547 86 640: 97%|#########7| 163/168 [00:31<00:00, 5.18it/s]
140/499 4.32G 0.009914 0.008824 0.003543 76 640: 97%|#########7| 163/168 [00:31<00:00, 5.18it/s]
140/499 4.32G 0.009914 0.008824 0.003543 76 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s]
140/499 4.32G 0.009921 0.00882 0.003566 60 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s]
140/499 4.32G 0.009921 0.00882 0.003566 60 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s]
140/499 4.32G 0.009918 0.008824 0.003563 72 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s]
140/499 4.32G 0.009918 0.008824 0.003563 72 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s]
140/499 4.32G 0.009915 0.00882 0.003556 63 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s]
140/499 4.32G 0.009915 0.00882 0.003556 63 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s]
140/499 4.32G 0.009909 0.008815 0.003551 28 640: 99%|#########9| 167/168 [00:32<00:00, 5.27it/s]
140/499 4.32G 0.009909 0.008815 0.003551 28 640: 100%|##########| 168/168 [00:32<00:00, 5.45it/s]
140/499 4.32G 0.009909 0.008815 0.003551 28 640: 100%|##########| 168/168 [00:32<00:00, 5.24it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s]
all 132 263 0.837 0.863 0.877 0.755
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
141/499 4.32G 0.01316 0.007974 0.002137 48 640: 0%| | 0/168 [00:00<?, ?it/s]
141/499 4.32G 0.01316 0.007974 0.002137 48 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
141/499 4.32G 0.01168 0.009236 0.00253 81 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
141/499 4.32G 0.01168 0.009236 0.00253 81 640: 1%|1 | 2/168 [00:00<00:31, 5.29it/s]
141/499 4.32G 0.01106 0.008573 0.002806 58 640: 1%|1 | 2/168 [00:00<00:31, 5.29it/s]
141/499 4.32G 0.01106 0.008573 0.002806 58 640: 2%|1 | 3/168 [00:00<00:30, 5.37it/s]
141/499 4.32G 0.01084 0.009161 0.003222 82 640: 2%|1 | 3/168 [00:00<00:30, 5.37it/s]
141/499 4.32G 0.01084 0.009161 0.003222 82 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s]
141/499 4.32G 0.01081 0.008719 0.004018 61 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s]
141/499 4.32G 0.01081 0.008719 0.004018 61 640: 3%|2 | 5/168 [00:00<00:31, 5.24it/s]
141/499 4.32G 0.0107 0.009369 0.003944 96 640: 3%|2 | 5/168 [00:01<00:31, 5.24it/s]
141/499 4.32G 0.0107 0.009369 0.003944 96 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s]
141/499 4.32G 0.01068 0.009404 0.00399 64 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s]
141/499 4.32G 0.01068 0.009404 0.00399 64 640: 4%|4 | 7/168 [00:01<00:31, 5.13it/s]
141/499 4.32G 0.01082 0.009305 0.00384 60 640: 4%|4 | 7/168 [00:01<00:31, 5.13it/s]
141/499 4.32G 0.01082 0.009305 0.00384 60 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s]
141/499 4.32G 0.01073 0.009158 0.003921 61 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s]
141/499 4.32G 0.01073 0.009158 0.003921 61 640: 5%|5 | 9/168 [00:01<00:29, 5.34it/s]
141/499 4.32G 0.01089 0.009128 0.004267 56 640: 5%|5 | 9/168 [00:01<00:29, 5.34it/s]
141/499 4.32G 0.01089 0.009128 0.004267 56 640: 6%|5 | 10/168 [00:01<00:30, 5.20it/s]
141/499 4.32G 0.01086 0.009257 0.004208 72 640: 6%|5 | 10/168 [00:02<00:30, 5.20it/s]
141/499 4.32G 0.01086 0.009257 0.004208 72 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s]
141/499 4.32G 0.01089 0.009322 0.004284 72 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s]
141/499 4.32G 0.01089 0.009322 0.004284 72 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s]
141/499 4.32G 0.01108 0.009474 0.004488 72 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s]
141/499 4.32G 0.01108 0.009474 0.004488 72 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s]
141/499 4.32G 0.01094 0.009372 0.004507 62 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s]
141/499 4.32G 0.01094 0.009372 0.004507 62 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s]
141/499 4.32G 0.01083 0.009327 0.004437 60 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s]
141/499 4.32G 0.01083 0.009327 0.004437 60 640: 9%|8 | 15/168 [00:02<00:28, 5.30it/s]
141/499 4.32G 0.01072 0.009335 0.004408 69 640: 9%|8 | 15/168 [00:03<00:28, 5.30it/s]
141/499 4.32G 0.01072 0.009335 0.004408 69 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s]
141/499 4.32G 0.01062 0.009295 0.004321 67 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s]
141/499 4.32G 0.01062 0.009295 0.004321 67 640: 10%|# | 17/168 [00:03<00:28, 5.25it/s]
141/499 4.32G 0.0105 0.009184 0.004358 69 640: 10%|# | 17/168 [00:03<00:28, 5.25it/s]
141/499 4.32G 0.0105 0.009184 0.004358 69 640: 11%|# | 18/168 [00:03<00:28, 5.29it/s]
141/499 4.32G 0.01046 0.009147 0.00423 54 640: 11%|# | 18/168 [00:03<00:28, 5.29it/s]
141/499 4.32G 0.01046 0.009147 0.00423 54 640: 11%|#1 | 19/168 [00:03<00:28, 5.16it/s]
141/499 4.32G 0.01037 0.009054 0.004286 74 640: 11%|#1 | 19/168 [00:03<00:28, 5.16it/s]
141/499 4.32G 0.01037 0.009054 0.004286 74 640: 12%|#1 | 20/168 [00:03<00:28, 5.23it/s]
141/499 4.32G 0.01031 0.009075 0.004204 77 640: 12%|#1 | 20/168 [00:04<00:28, 5.23it/s]
141/499 4.32G 0.01031 0.009075 0.004204 77 640: 12%|#2 | 21/168 [00:04<00:28, 5.22it/s]
141/499 4.32G 0.01034 0.009102 0.004236 76 640: 12%|#2 | 21/168 [00:04<00:28, 5.22it/s]
141/499 4.32G 0.01034 0.009102 0.004236 76 640: 13%|#3 | 22/168 [00:04<00:28, 5.13it/s]
141/499 4.32G 0.01033 0.009082 0.0043 77 640: 13%|#3 | 22/168 [00:04<00:28, 5.13it/s]
141/499 4.32G 0.01033 0.009082 0.0043 77 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s]
141/499 4.32G 0.01031 0.009117 0.004263 74 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s]
141/499 4.32G 0.01031 0.009117 0.004263 74 640: 14%|#4 | 24/168 [00:04<00:27, 5.32it/s]
141/499 4.32G 0.01029 0.009142 0.004179 78 640: 14%|#4 | 24/168 [00:04<00:27, 5.32it/s]
141/499 4.32G 0.01029 0.009142 0.004179 78 640: 15%|#4 | 25/168 [00:04<00:27, 5.15it/s]
141/499 4.32G 0.0103 0.009161 0.004142 68 640: 15%|#4 | 25/168 [00:04<00:27, 5.15it/s]
141/499 4.32G 0.0103 0.009161 0.004142 68 640: 15%|#5 | 26/168 [00:04<00:27, 5.20it/s]
141/499 4.32G 0.01031 0.009133 0.004024 61 640: 15%|#5 | 26/168 [00:05<00:27, 5.20it/s]
141/499 4.32G 0.01031 0.009133 0.004024 61 640: 16%|#6 | 27/168 [00:05<00:26, 5.29it/s]
141/499 4.32G 0.01027 0.009025 0.004125 50 640: 16%|#6 | 27/168 [00:05<00:26, 5.29it/s]
141/499 4.32G 0.01027 0.009025 0.004125 50 640: 17%|#6 | 28/168 [00:05<00:27, 5.16it/s]
141/499 4.32G 0.01024 0.009025 0.004133 75 640: 17%|#6 | 28/168 [00:05<00:27, 5.16it/s]
141/499 4.32G 0.01024 0.009025 0.004133 75 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s]
141/499 4.32G 0.01028 0.009145 0.004171 82 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s]
141/499 4.32G 0.01028 0.009145 0.004171 82 640: 18%|#7 | 30/168 [00:05<00:25, 5.31it/s]
141/499 4.32G 0.01031 0.009123 0.004142 62 640: 18%|#7 | 30/168 [00:05<00:25, 5.31it/s]
141/499 4.32G 0.01031 0.009123 0.004142 62 640: 18%|#8 | 31/168 [00:05<00:26, 5.18it/s]
141/499 4.32G 0.01029 0.009109 0.004101 66 640: 18%|#8 | 31/168 [00:06<00:26, 5.18it/s]
141/499 4.32G 0.01029 0.009109 0.004101 66 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s]
141/499 4.32G 0.01026 0.009072 0.004089 63 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s]
141/499 4.32G 0.01026 0.009072 0.004089 63 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s]
141/499 4.32G 0.01028 0.009073 0.004054 58 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s]
141/499 4.32G 0.01028 0.009073 0.004054 58 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s]
141/499 4.32G 0.01032 0.009043 0.003994 60 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s]
141/499 4.32G 0.01032 0.009043 0.003994 60 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s]
141/499 4.32G 0.01031 0.008958 0.00402 52 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s]
141/499 4.32G 0.01031 0.008958 0.00402 52 640: 21%|##1 | 36/168 [00:06<00:24, 5.34it/s]
141/499 4.32G 0.01032 0.00895 0.003972 65 640: 21%|##1 | 36/168 [00:07<00:24, 5.34it/s]
141/499 4.32G 0.01032 0.00895 0.003972 65 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
141/499 4.32G 0.01035 0.009021 0.003981 90 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
141/499 4.32G 0.01035 0.009021 0.003981 90 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s]
141/499 4.32G 0.01031 0.009014 0.003943 60 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s]
141/499 4.32G 0.01031 0.009014 0.003943 60 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
141/499 4.32G 0.01035 0.009046 0.003917 71 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
141/499 4.32G 0.01035 0.009046 0.003917 71 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
141/499 4.32G 0.01033 0.009053 0.003899 74 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
141/499 4.32G 0.01033 0.009053 0.003899 74 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s]
141/499 4.32G 0.01034 0.009059 0.003951 66 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s]
141/499 4.32G 0.01034 0.009059 0.003951 66 640: 25%|##5 | 42/168 [00:07<00:23, 5.38it/s]
141/499 4.32G 0.01034 0.009118 0.003896 83 640: 25%|##5 | 42/168 [00:08<00:23, 5.38it/s]
141/499 4.32G 0.01034 0.009118 0.003896 83 640: 26%|##5 | 43/168 [00:08<00:23, 5.24it/s]
141/499 4.32G 0.01031 0.009043 0.003881 55 640: 26%|##5 | 43/168 [00:08<00:23, 5.24it/s]
141/499 4.32G 0.01031 0.009043 0.003881 55 640: 26%|##6 | 44/168 [00:08<00:23, 5.32it/s]
141/499 4.32G 0.01029 0.009032 0.003902 73 640: 26%|##6 | 44/168 [00:08<00:23, 5.32it/s]
141/499 4.32G 0.01029 0.009032 0.003902 73 640: 27%|##6 | 45/168 [00:08<00:22, 5.40it/s]
141/499 4.32G 0.0103 0.009048 0.003978 75 640: 27%|##6 | 45/168 [00:08<00:22, 5.40it/s]
141/499 4.32G 0.0103 0.009048 0.003978 75 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s]
141/499 4.32G 0.01029 0.009051 0.004004 73 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s]
141/499 4.32G 0.01029 0.009051 0.004004 73 640: 28%|##7 | 47/168 [00:08<00:22, 5.30it/s]
141/499 4.32G 0.01027 0.009047 0.004017 77 640: 28%|##7 | 47/168 [00:09<00:22, 5.30it/s]
141/499 4.32G 0.01027 0.009047 0.004017 77 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s]
141/499 4.32G 0.01026 0.009013 0.004054 62 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s]
141/499 4.32G 0.01026 0.009013 0.004054 62 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s]
141/499 4.32G 0.01028 0.009027 0.004069 67 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s]
141/499 4.32G 0.01028 0.009027 0.004069 67 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
141/499 4.32G 0.01027 0.009006 0.004181 72 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
141/499 4.32G 0.01027 0.009006 0.004181 72 640: 30%|### | 51/168 [00:09<00:21, 5.36it/s]
141/499 4.32G 0.01028 0.009023 0.004162 66 640: 30%|### | 51/168 [00:09<00:21, 5.36it/s]
141/499 4.32G 0.01028 0.009023 0.004162 66 640: 31%|### | 52/168 [00:09<00:22, 5.21it/s]
141/499 4.32G 0.01026 0.009 0.004166 60 640: 31%|### | 52/168 [00:10<00:22, 5.21it/s]
141/499 4.32G 0.01026 0.009 0.004166 60 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s]
141/499 4.32G 0.01025 0.008994 0.004169 66 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s]
141/499 4.32G 0.01025 0.008994 0.004169 66 640: 32%|###2 | 54/168 [00:10<00:21, 5.36it/s]
141/499 4.32G 0.01026 0.009001 0.004155 71 640: 32%|###2 | 54/168 [00:10<00:21, 5.36it/s]
141/499 4.32G 0.01026 0.009001 0.004155 71 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
141/499 4.32G 0.01023 0.008956 0.004161 48 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
141/499 4.32G 0.01023 0.008956 0.004161 48 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s]
141/499 4.32G 0.01022 0.008971 0.004125 75 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s]
141/499 4.32G 0.01022 0.008971 0.004125 75 640: 34%|###3 | 57/168 [00:10<00:20, 5.32it/s]
141/499 4.32G 0.01021 0.008946 0.004092 58 640: 34%|###3 | 57/168 [00:11<00:20, 5.32it/s]
141/499 4.32G 0.01021 0.008946 0.004092 58 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s]
141/499 4.32G 0.01021 0.008962 0.004093 78 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s]
141/499 4.32G 0.01021 0.008962 0.004093 78 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s]
141/499 4.32G 0.0102 0.008958 0.004059 65 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s]
141/499 4.32G 0.0102 0.008958 0.004059 65 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
141/499 4.32G 0.01022 0.008982 0.004064 84 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
141/499 4.32G 0.01022 0.008982 0.004064 84 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s]
141/499 4.32G 0.01021 0.008958 0.004066 65 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s]
141/499 4.32G 0.01021 0.008958 0.004066 65 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s]
141/499 4.32G 0.01019 0.008949 0.004078 66 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s]
141/499 4.32G 0.01019 0.008949 0.004078 66 640: 38%|###7 | 63/168 [00:11<00:19, 5.32it/s]
141/499 4.32G 0.01017 0.008959 0.004042 77 640: 38%|###7 | 63/168 [00:12<00:19, 5.32it/s]
141/499 4.32G 0.01017 0.008959 0.004042 77 640: 38%|###8 | 64/168 [00:12<00:20, 5.20it/s]
141/499 4.32G 0.01017 0.008952 0.004002 68 640: 38%|###8 | 64/168 [00:12<00:20, 5.20it/s]
141/499 4.32G 0.01017 0.008952 0.004002 68 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s]
141/499 4.32G 0.01017 0.008938 0.003949 66 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s]
141/499 4.32G 0.01017 0.008938 0.003949 66 640: 39%|###9 | 66/168 [00:12<00:19, 5.30it/s]
141/499 4.32G 0.01015 0.008925 0.003911 72 640: 39%|###9 | 66/168 [00:12<00:19, 5.30it/s]
141/499 4.32G 0.01015 0.008925 0.003911 72 640: 40%|###9 | 67/168 [00:12<00:19, 5.18it/s]
141/499 4.32G 0.01014 0.008893 0.00388 64 640: 40%|###9 | 67/168 [00:12<00:19, 5.18it/s]
141/499 4.32G 0.01014 0.008893 0.00388 64 640: 40%|#### | 68/168 [00:12<00:18, 5.26it/s]
141/499 4.32G 0.01014 0.008901 0.003892 73 640: 40%|#### | 68/168 [00:13<00:18, 5.26it/s]
141/499 4.32G 0.01014 0.008901 0.003892 73 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
141/499 4.32G 0.01016 0.008898 0.003891 50 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
141/499 4.32G 0.01016 0.008898 0.003891 50 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s]
141/499 4.32G 0.01013 0.008869 0.003896 59 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s]
141/499 4.32G 0.01013 0.008869 0.003896 59 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s]
141/499 4.32G 0.01013 0.008894 0.003911 90 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s]
141/499 4.32G 0.01013 0.008894 0.003911 90 640: 43%|####2 | 72/168 [00:13<00:17, 5.33it/s]
141/499 4.32G 0.01012 0.00887 0.00394 68 640: 43%|####2 | 72/168 [00:13<00:17, 5.33it/s]
141/499 4.32G 0.01012 0.00887 0.00394 68 640: 43%|####3 | 73/168 [00:13<00:18, 5.18it/s]
141/499 4.32G 0.0101 0.008863 0.003969 77 640: 43%|####3 | 73/168 [00:14<00:18, 5.18it/s]
141/499 4.32G 0.0101 0.008863 0.003969 77 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s]
141/499 4.32G 0.01012 0.008874 0.003966 61 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s]
141/499 4.32G 0.01012 0.008874 0.003966 61 640: 45%|####4 | 75/168 [00:14<00:17, 5.29it/s]
141/499 4.32G 0.0101 0.00887 0.00395 67 640: 45%|####4 | 75/168 [00:14<00:17, 5.29it/s]
141/499 4.32G 0.0101 0.00887 0.00395 67 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s]
141/499 4.32G 0.01011 0.008896 0.00392 62 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s]
141/499 4.32G 0.01011 0.008896 0.00392 62 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s]
141/499 4.32G 0.0101 0.008873 0.00391 51 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s]
141/499 4.32G 0.0101 0.008873 0.00391 51 640: 46%|####6 | 78/168 [00:14<00:16, 5.35it/s]
141/499 4.32G 0.0101 0.008859 0.003909 67 640: 46%|####6 | 78/168 [00:15<00:16, 5.35it/s]
141/499 4.32G 0.0101 0.008859 0.003909 67 640: 47%|####7 | 79/168 [00:15<00:17, 5.22it/s]
141/499 4.32G 0.0101 0.008847 0.003895 62 640: 47%|####7 | 79/168 [00:15<00:17, 5.22it/s]
141/499 4.32G 0.0101 0.008847 0.003895 62 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s]
141/499 4.32G 0.01008 0.008835 0.003907 60 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s]
141/499 4.32G 0.01008 0.008835 0.003907 60 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s]
141/499 4.32G 0.01008 0.008834 0.003864 62 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s]
141/499 4.32G 0.01008 0.008834 0.003864 62 640: 49%|####8 | 82/168 [00:15<00:16, 5.26it/s]
141/499 4.32G 0.01008 0.008809 0.003838 45 640: 49%|####8 | 82/168 [00:15<00:16, 5.26it/s]
141/499 4.32G 0.01008 0.008809 0.003838 45 640: 49%|####9 | 83/168 [00:15<00:15, 5.33it/s]
141/499 4.32G 0.01008 0.008814 0.003808 70 640: 49%|####9 | 83/168 [00:15<00:15, 5.33it/s]
141/499 4.32G 0.01008 0.008814 0.003808 70 640: 50%|##### | 84/168 [00:15<00:15, 5.36it/s]
141/499 4.32G 0.01007 0.00881 0.003808 67 640: 50%|##### | 84/168 [00:16<00:15, 5.36it/s]
141/499 4.32G 0.01007 0.00881 0.003808 67 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s]
141/499 4.32G 0.01006 0.008813 0.003802 78 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s]
141/499 4.32G 0.01006 0.008813 0.003802 78 640: 51%|#####1 | 86/168 [00:16<00:15, 5.26it/s]
141/499 4.32G 0.01006 0.008829 0.003779 82 640: 51%|#####1 | 86/168 [00:16<00:15, 5.26it/s]
141/499 4.32G 0.01006 0.008829 0.003779 82 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
141/499 4.32G 0.01005 0.008825 0.003789 69 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
141/499 4.32G 0.01005 0.008825 0.003789 69 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
141/499 4.32G 0.01005 0.008807 0.003787 60 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
141/499 4.32G 0.01005 0.008807 0.003787 60 640: 53%|#####2 | 89/168 [00:16<00:15, 5.26it/s]
141/499 4.32G 0.01007 0.008808 0.003774 63 640: 53%|#####2 | 89/168 [00:17<00:15, 5.26it/s]
141/499 4.32G 0.01007 0.008808 0.003774 63 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s]
141/499 4.32G 0.01007 0.008792 0.003803 57 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s]
141/499 4.32G 0.01007 0.008792 0.003803 57 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s]
141/499 4.32G 0.01006 0.008792 0.003785 84 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s]
141/499 4.32G 0.01006 0.008792 0.003785 84 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
141/499 4.32G 0.01005 0.008807 0.003749 76 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
141/499 4.32G 0.01005 0.008807 0.003749 76 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s]
141/499 4.32G 0.01006 0.008802 0.003764 60 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s]
141/499 4.32G 0.01006 0.008802 0.003764 60 640: 56%|#####5 | 94/168 [00:17<00:14, 5.20it/s]
141/499 4.32G 0.01006 0.00878 0.003743 59 640: 56%|#####5 | 94/168 [00:18<00:14, 5.20it/s]
141/499 4.32G 0.01006 0.00878 0.003743 59 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
141/499 4.32G 0.01009 0.008795 0.003736 52 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
141/499 4.32G 0.01009 0.008795 0.003736 52 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s]
141/499 4.32G 0.01007 0.008794 0.003747 80 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s]
141/499 4.32G 0.01007 0.008794 0.003747 80 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s]
141/499 4.32G 0.01006 0.008801 0.003749 67 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s]
141/499 4.32G 0.01006 0.008801 0.003749 67 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s]
141/499 4.32G 0.01004 0.008811 0.003736 75 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s]
141/499 4.32G 0.01004 0.008811 0.003736 75 640: 59%|#####8 | 99/168 [00:18<00:12, 5.36it/s]
141/499 4.32G 0.01004 0.008807 0.003737 62 640: 59%|#####8 | 99/168 [00:19<00:12, 5.36it/s]
141/499 4.32G 0.01004 0.008807 0.003737 62 640: 60%|#####9 | 100/168 [00:19<00:13, 5.23it/s]
141/499 4.32G 0.01002 0.008823 0.003743 76 640: 60%|#####9 | 100/168 [00:19<00:13, 5.23it/s]
141/499 4.32G 0.01002 0.008823 0.003743 76 640: 60%|###### | 101/168 [00:19<00:12, 5.31it/s]
141/499 4.32G 0.01002 0.008814 0.003731 61 640: 60%|###### | 101/168 [00:19<00:12, 5.31it/s]
141/499 4.32G 0.01002 0.008814 0.003731 61 640: 61%|###### | 102/168 [00:19<00:12, 5.38it/s]
141/499 4.32G 0.01 0.008786 0.003736 56 640: 61%|###### | 102/168 [00:19<00:12, 5.38it/s]
141/499 4.32G 0.01 0.008786 0.003736 56 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
141/499 4.32G 0.01 0.008776 0.003755 62 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
141/499 4.32G 0.01 0.008776 0.003755 62 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s]
141/499 4.32G 0.01001 0.008792 0.003744 79 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s]
141/499 4.32G 0.01001 0.008792 0.003744 79 640: 62%|######2 | 105/168 [00:19<00:11, 5.28it/s]
141/499 4.32G 0.01001 0.008779 0.003723 64 640: 62%|######2 | 105/168 [00:20<00:11, 5.28it/s]
141/499 4.32G 0.01001 0.008779 0.003723 64 640: 63%|######3 | 106/168 [00:20<00:12, 5.14it/s]
141/499 4.32G 0.009999 0.008759 0.003706 44 640: 63%|######3 | 106/168 [00:20<00:12, 5.14it/s]
141/499 4.32G 0.009999 0.008759 0.003706 44 640: 64%|######3 | 107/168 [00:20<00:11, 5.25it/s]
141/499 4.32G 0.01 0.00875 0.003716 62 640: 64%|######3 | 107/168 [00:20<00:11, 5.25it/s]
141/499 4.32G 0.01 0.00875 0.003716 62 640: 64%|######4 | 108/168 [00:20<00:11, 5.29it/s]
141/499 4.32G 0.01001 0.008768 0.003719 66 640: 64%|######4 | 108/168 [00:20<00:11, 5.29it/s]
141/499 4.32G 0.01001 0.008768 0.003719 66 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s]
141/499 4.32G 0.01 0.008753 0.003737 63 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s]
141/499 4.32G 0.01 0.008753 0.003737 63 640: 65%|######5 | 110/168 [00:20<00:10, 5.28it/s]
141/499 4.32G 0.01001 0.008751 0.003738 69 640: 65%|######5 | 110/168 [00:21<00:10, 5.28it/s]
141/499 4.32G 0.01001 0.008751 0.003738 69 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s]
141/499 4.32G 0.01001 0.008739 0.003722 62 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s]
141/499 4.32G 0.01001 0.008739 0.003722 62 640: 67%|######6 | 112/168 [00:21<00:10, 5.20it/s]
141/499 4.32G 0.01 0.008719 0.003741 63 640: 67%|######6 | 112/168 [00:21<00:10, 5.20it/s]
141/499 4.32G 0.01 0.008719 0.003741 63 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s]
141/499 4.32G 0.009989 0.008715 0.003726 74 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s]
141/499 4.32G 0.009989 0.008715 0.003726 74 640: 68%|######7 | 114/168 [00:21<00:10, 5.31it/s]
141/499 4.32G 0.009993 0.008735 0.003743 75 640: 68%|######7 | 114/168 [00:21<00:10, 5.31it/s]
141/499 4.32G 0.009993 0.008735 0.003743 75 640: 68%|######8 | 115/168 [00:21<00:10, 5.11it/s]
141/499 4.32G 0.009995 0.00873 0.003793 63 640: 68%|######8 | 115/168 [00:22<00:10, 5.11it/s]
141/499 4.32G 0.009995 0.00873 0.003793 63 640: 69%|######9 | 116/168 [00:22<00:09, 5.21it/s]
141/499 4.32G 0.009984 0.008721 0.003782 58 640: 69%|######9 | 116/168 [00:22<00:09, 5.21it/s]
141/499 4.32G 0.009984 0.008721 0.003782 58 640: 70%|######9 | 117/168 [00:22<00:09, 5.27it/s]
141/499 4.32G 0.009979 0.00873 0.003791 76 640: 70%|######9 | 117/168 [00:22<00:09, 5.27it/s]
141/499 4.32G 0.009979 0.00873 0.003791 76 640: 70%|####### | 118/168 [00:22<00:09, 5.12it/s]
141/499 4.32G 0.009983 0.008734 0.003796 75 640: 70%|####### | 118/168 [00:22<00:09, 5.12it/s]
141/499 4.32G 0.009983 0.008734 0.003796 75 640: 71%|####### | 119/168 [00:22<00:09, 5.21it/s]
141/499 4.32G 0.009978 0.00873 0.003808 72 640: 71%|####### | 119/168 [00:22<00:09, 5.21it/s]
141/499 4.32G 0.009978 0.00873 0.003808 72 640: 71%|#######1 | 120/168 [00:22<00:09, 5.30it/s]
141/499 4.32G 0.009966 0.008723 0.003805 69 640: 71%|#######1 | 120/168 [00:23<00:09, 5.30it/s]
141/499 4.32G 0.009966 0.008723 0.003805 69 640: 72%|#######2 | 121/168 [00:23<00:09, 5.14it/s]
141/499 4.32G 0.009965 0.008729 0.003797 78 640: 72%|#######2 | 121/168 [00:23<00:09, 5.14it/s]
141/499 4.32G 0.009965 0.008729 0.003797 78 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
141/499 4.32G 0.009951 0.008708 0.003807 62 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
141/499 4.32G 0.009951 0.008708 0.003807 62 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s]
141/499 4.32G 0.009955 0.008709 0.003819 64 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s]
141/499 4.32G 0.009955 0.008709 0.003819 64 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s]
141/499 4.32G 0.009951 0.008715 0.003817 74 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s]
141/499 4.32G 0.009951 0.008715 0.003817 74 640: 74%|#######4 | 125/168 [00:23<00:08, 5.27it/s]
141/499 4.32G 0.009945 0.008718 0.003798 59 640: 74%|#######4 | 125/168 [00:23<00:08, 5.27it/s]
141/499 4.32G 0.009945 0.008718 0.003798 59 640: 75%|#######5 | 126/168 [00:23<00:07, 5.35it/s]
141/499 4.32G 0.009942 0.008741 0.003794 86 640: 75%|#######5 | 126/168 [00:24<00:07, 5.35it/s]
141/499 4.32G 0.009942 0.008741 0.003794 86 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s]
141/499 4.32G 0.009939 0.008754 0.003796 72 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s]
141/499 4.32G 0.009939 0.008754 0.003796 72 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s]
141/499 4.32G 0.009926 0.008748 0.003768 51 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s]
141/499 4.32G 0.009926 0.008748 0.003768 51 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s]
141/499 4.32G 0.009928 0.008741 0.003778 61 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s]
141/499 4.32G 0.009928 0.008741 0.003778 61 640: 77%|#######7 | 130/168 [00:24<00:07, 5.15it/s]
141/499 4.32G 0.009921 0.008732 0.003777 68 640: 77%|#######7 | 130/168 [00:24<00:07, 5.15it/s]
141/499 4.32G 0.009921 0.008732 0.003777 68 640: 78%|#######7 | 131/168 [00:24<00:07, 5.24it/s]
141/499 4.32G 0.009927 0.008729 0.003771 56 640: 78%|#######7 | 131/168 [00:25<00:07, 5.24it/s]
141/499 4.32G 0.009927 0.008729 0.003771 56 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s]
141/499 4.32G 0.009916 0.00873 0.003774 76 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s]
141/499 4.32G 0.009916 0.00873 0.003774 76 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s]
141/499 4.32G 0.00992 0.008755 0.003771 86 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s]
141/499 4.32G 0.00992 0.008755 0.003771 86 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s]
141/499 4.32G 0.00992 0.008751 0.003771 49 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s]
141/499 4.32G 0.00992 0.008751 0.003771 49 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s]
141/499 4.32G 0.009921 0.008749 0.003756 64 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s]
141/499 4.32G 0.009921 0.008749 0.003756 64 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s]
141/499 4.32G 0.009909 0.00874 0.003738 72 640: 81%|######## | 136/168 [00:26<00:06, 5.23it/s]
141/499 4.32G 0.009909 0.00874 0.003738 72 640: 82%|########1 | 137/168 [00:26<00:05, 5.23it/s]
141/499 4.32G 0.009906 0.008737 0.00374 70 640: 82%|########1 | 137/168 [00:26<00:05, 5.23it/s]
141/499 4.32G 0.009906 0.008737 0.00374 70 640: 82%|########2 | 138/168 [00:26<00:05, 5.31it/s]
141/499 4.32G 0.009912 0.008735 0.003735 64 640: 82%|########2 | 138/168 [00:26<00:05, 5.31it/s]
141/499 4.32G 0.009912 0.008735 0.003735 64 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s]
141/499 4.32G 0.00991 0.00872 0.00375 51 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s]
141/499 4.32G 0.00991 0.00872 0.00375 51 640: 83%|########3 | 140/168 [00:26<00:05, 5.28it/s]
141/499 4.32G 0.009915 0.008714 0.003743 68 640: 83%|########3 | 140/168 [00:26<00:05, 5.28it/s]
141/499 4.32G 0.009915 0.008714 0.003743 68 640: 84%|########3 | 141/168 [00:26<00:05, 5.34it/s]
141/499 4.32G 0.009921 0.008718 0.003744 60 640: 84%|########3 | 141/168 [00:27<00:05, 5.34it/s]
141/499 4.32G 0.009921 0.008718 0.003744 60 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s]
141/499 4.32G 0.009917 0.008719 0.00374 65 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s]
141/499 4.32G 0.009917 0.008719 0.00374 65 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s]
141/499 4.32G 0.009926 0.008721 0.003747 63 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s]
141/499 4.32G 0.009926 0.008721 0.003747 63 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s]
141/499 4.32G 0.00992 0.008721 0.003749 60 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s]
141/499 4.32G 0.00992 0.008721 0.003749 60 640: 86%|########6 | 145/168 [00:27<00:04, 5.14it/s]
141/499 4.32G 0.009915 0.008718 0.003737 68 640: 86%|########6 | 145/168 [00:27<00:04, 5.14it/s]
141/499 4.32G 0.009915 0.008718 0.003737 68 640: 87%|########6 | 146/168 [00:27<00:04, 5.21it/s]
141/499 4.32G 0.009915 0.008716 0.003734 74 640: 87%|########6 | 146/168 [00:27<00:04, 5.21it/s]
141/499 4.32G 0.009915 0.008716 0.003734 74 640: 88%|########7 | 147/168 [00:27<00:03, 5.31it/s]
141/499 4.32G 0.009915 0.008721 0.003734 75 640: 88%|########7 | 147/168 [00:28<00:03, 5.31it/s]
141/499 4.32G 0.009915 0.008721 0.003734 75 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s]
141/499 4.32G 0.009921 0.00872 0.003732 69 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s]
141/499 4.32G 0.009921 0.00872 0.003732 69 640: 89%|########8 | 149/168 [00:28<00:03, 5.22it/s]
141/499 4.32G 0.009913 0.00872 0.003725 66 640: 89%|########8 | 149/168 [00:28<00:03, 5.22it/s]
141/499 4.32G 0.009913 0.00872 0.003725 66 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
141/499 4.32G 0.009919 0.008722 0.003722 61 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
141/499 4.32G 0.009919 0.008722 0.003722 61 640: 90%|########9 | 151/168 [00:28<00:03, 5.18it/s]
141/499 4.32G 0.009917 0.008721 0.003724 70 640: 90%|########9 | 151/168 [00:28<00:03, 5.18it/s]
141/499 4.32G 0.009917 0.008721 0.003724 70 640: 90%|######### | 152/168 [00:28<00:03, 5.28it/s]
141/499 4.32G 0.009933 0.008738 0.003711 78 640: 90%|######### | 152/168 [00:29<00:03, 5.28it/s]
141/499 4.32G 0.009933 0.008738 0.003711 78 640: 91%|#########1| 153/168 [00:29<00:02, 5.38it/s]
141/499 4.32G 0.009925 0.008754 0.003701 68 640: 91%|#########1| 153/168 [00:29<00:02, 5.38it/s]
141/499 4.32G 0.009925 0.008754 0.003701 68 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s]
141/499 4.32G 0.009925 0.00875 0.003692 69 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s]
141/499 4.32G 0.009925 0.00875 0.003692 69 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
141/499 4.32G 0.009928 0.008741 0.003688 56 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
141/499 4.32G 0.009928 0.008741 0.003688 56 640: 93%|#########2| 156/168 [00:29<00:02, 5.33it/s]
141/499 4.32G 0.009926 0.008731 0.003688 62 640: 93%|#########2| 156/168 [00:29<00:02, 5.33it/s]
141/499 4.32G 0.009926 0.008731 0.003688 62 640: 93%|#########3| 157/168 [00:29<00:02, 5.17it/s]
141/499 4.32G 0.00994 0.008732 0.003688 69 640: 93%|#########3| 157/168 [00:30<00:02, 5.17it/s]
141/499 4.32G 0.00994 0.008732 0.003688 69 640: 94%|#########4| 158/168 [00:30<00:01, 5.23it/s]
141/499 4.32G 0.00994 0.008752 0.003684 85 640: 94%|#########4| 158/168 [00:30<00:01, 5.23it/s]
141/499 4.32G 0.00994 0.008752 0.003684 85 640: 95%|#########4| 159/168 [00:30<00:01, 5.22it/s]
141/499 4.32G 0.009942 0.008738 0.003684 52 640: 95%|#########4| 159/168 [00:30<00:01, 5.22it/s]
141/499 4.32G 0.009942 0.008738 0.003684 52 640: 95%|#########5| 160/168 [00:30<00:01, 5.09it/s]
141/499 4.32G 0.009939 0.008737 0.003687 77 640: 95%|#########5| 160/168 [00:30<00:01, 5.09it/s]
141/499 4.32G 0.009939 0.008737 0.003687 77 640: 96%|#########5| 161/168 [00:30<00:01, 5.19it/s]
141/499 4.32G 0.009961 0.008725 0.003716 47 640: 96%|#########5| 161/168 [00:30<00:01, 5.19it/s]
141/499 4.32G 0.009961 0.008725 0.003716 47 640: 96%|#########6| 162/168 [00:30<00:01, 5.26it/s]
141/499 4.32G 0.009958 0.008723 0.003705 64 640: 96%|#########6| 162/168 [00:31<00:01, 5.26it/s]
141/499 4.32G 0.009958 0.008723 0.003705 64 640: 97%|#########7| 163/168 [00:31<00:00, 5.11it/s]
141/499 4.32G 0.009961 0.008712 0.003707 59 640: 97%|#########7| 163/168 [00:31<00:00, 5.11it/s]
141/499 4.32G 0.009961 0.008712 0.003707 59 640: 98%|#########7| 164/168 [00:31<00:00, 5.18it/s]
141/499 4.32G 0.009955 0.008711 0.003688 64 640: 98%|#########7| 164/168 [00:31<00:00, 5.18it/s]
141/499 4.32G 0.009955 0.008711 0.003688 64 640: 98%|#########8| 165/168 [00:31<00:00, 5.20it/s]
141/499 4.32G 0.009955 0.008704 0.003686 70 640: 98%|#########8| 165/168 [00:31<00:00, 5.20it/s]
141/499 4.32G 0.009955 0.008704 0.003686 70 640: 99%|#########8| 166/168 [00:31<00:00, 5.07it/s]
141/499 4.32G 0.009945 0.008706 0.003686 65 640: 99%|#########8| 166/168 [00:31<00:00, 5.07it/s]
141/499 4.32G 0.009945 0.008706 0.003686 65 640: 99%|#########9| 167/168 [00:31<00:00, 5.18it/s]
141/499 4.32G 0.009953 0.008698 0.003737 26 640: 99%|#########9| 167/168 [00:31<00:00, 5.18it/s]
141/499 4.32G 0.009953 0.008698 0.003737 26 640: 100%|##########| 168/168 [00:31<00:00, 5.39it/s]
141/499 4.32G 0.009953 0.008698 0.003737 26 640: 100%|##########| 168/168 [00:31<00:00, 5.26it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s]
all 132 263 0.905 0.841 0.897 0.778
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
142/499 4.32G 0.00876 0.009171 0.005012 63 640: 0%| | 0/168 [00:00<?, ?it/s]
142/499 4.32G 0.00876 0.009171 0.005012 63 640: 1%| | 1/168 [00:00<00:35, 4.71it/s]
142/499 4.32G 0.009536 0.008494 0.004216 63 640: 1%| | 1/168 [00:00<00:35, 4.71it/s]
142/499 4.32G 0.009536 0.008494 0.004216 63 640: 1%|1 | 2/168 [00:00<00:32, 5.14it/s]
142/499 4.32G 0.009768 0.008369 0.003489 65 640: 1%|1 | 2/168 [00:00<00:32, 5.14it/s]
142/499 4.32G 0.009768 0.008369 0.003489 65 640: 2%|1 | 3/168 [00:00<00:30, 5.33it/s]
142/499 4.32G 0.009552 0.008233 0.003157 58 640: 2%|1 | 3/168 [00:00<00:30, 5.33it/s]
142/499 4.32G 0.009552 0.008233 0.003157 58 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s]
142/499 4.32G 0.009773 0.008696 0.003486 85 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s]
142/499 4.32G 0.009773 0.008696 0.003486 85 640: 3%|2 | 5/168 [00:00<00:31, 5.24it/s]
142/499 4.32G 0.009709 0.008791 0.003368 72 640: 3%|2 | 5/168 [00:01<00:31, 5.24it/s]
142/499 4.32G 0.009709 0.008791 0.003368 72 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s]
142/499 4.32G 0.009693 0.008662 0.003279 64 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s]
142/499 4.32G 0.009693 0.008662 0.003279 64 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s]
142/499 4.32G 0.00971 0.008883 0.003263 80 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s]
142/499 4.32G 0.00971 0.008883 0.003263 80 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s]
142/499 4.32G 0.009507 0.008848 0.003264 59 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s]
142/499 4.32G 0.009507 0.008848 0.003264 59 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s]
142/499 4.32G 0.00957 0.00907 0.003386 71 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s]
142/499 4.32G 0.00957 0.00907 0.003386 71 640: 6%|5 | 10/168 [00:01<00:30, 5.17it/s]
142/499 4.32G 0.009609 0.009188 0.003519 70 640: 6%|5 | 10/168 [00:02<00:30, 5.17it/s]
142/499 4.32G 0.009609 0.009188 0.003519 70 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
142/499 4.32G 0.009677 0.009001 0.003918 54 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
142/499 4.32G 0.009677 0.009001 0.003918 54 640: 7%|7 | 12/168 [00:02<00:29, 5.30it/s]
142/499 4.32G 0.009747 0.008943 0.003798 64 640: 7%|7 | 12/168 [00:02<00:29, 5.30it/s]
142/499 4.32G 0.009747 0.008943 0.003798 64 640: 8%|7 | 13/168 [00:02<00:30, 5.17it/s]
142/499 4.32G 0.009895 0.008967 0.003628 55 640: 8%|7 | 13/168 [00:02<00:30, 5.17it/s]
142/499 4.32G 0.009895 0.008967 0.003628 55 640: 8%|8 | 14/168 [00:02<00:29, 5.24it/s]
142/499 4.32G 0.01001 0.009132 0.003586 83 640: 8%|8 | 14/168 [00:02<00:29, 5.24it/s]
142/499 4.32G 0.01001 0.009132 0.003586 83 640: 9%|8 | 15/168 [00:02<00:28, 5.32it/s]
142/499 4.32G 0.01005 0.009045 0.003636 57 640: 9%|8 | 15/168 [00:03<00:28, 5.32it/s]
142/499 4.32G 0.01005 0.009045 0.003636 57 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s]
142/499 4.32G 0.01014 0.00892 0.00376 53 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s]
142/499 4.32G 0.01014 0.00892 0.00376 53 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
142/499 4.32G 0.01007 0.008814 0.003668 41 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
142/499 4.32G 0.01007 0.008814 0.003668 41 640: 11%|# | 18/168 [00:03<00:28, 5.25it/s]
142/499 4.32G 0.0101 0.008757 0.003561 61 640: 11%|# | 18/168 [00:03<00:28, 5.25it/s]
142/499 4.32G 0.0101 0.008757 0.003561 61 640: 11%|#1 | 19/168 [00:03<00:29, 5.13it/s]
142/499 4.32G 0.01008 0.008806 0.003498 71 640: 11%|#1 | 19/168 [00:03<00:29, 5.13it/s]
142/499 4.32G 0.01008 0.008806 0.003498 71 640: 12%|#1 | 20/168 [00:03<00:28, 5.21it/s]
142/499 4.32G 0.01006 0.008789 0.00356 74 640: 12%|#1 | 20/168 [00:04<00:28, 5.21it/s]
142/499 4.32G 0.01006 0.008789 0.00356 74 640: 12%|#2 | 21/168 [00:04<00:27, 5.28it/s]
142/499 4.32G 0.01008 0.008738 0.003624 56 640: 12%|#2 | 21/168 [00:04<00:27, 5.28it/s]
142/499 4.32G 0.01008 0.008738 0.003624 56 640: 13%|#3 | 22/168 [00:04<00:28, 5.09it/s]
142/499 4.32G 0.01005 0.008769 0.00362 65 640: 13%|#3 | 22/168 [00:04<00:28, 5.09it/s]
142/499 4.32G 0.01005 0.008769 0.00362 65 640: 14%|#3 | 23/168 [00:04<00:27, 5.21it/s]
142/499 4.32G 0.01004 0.008703 0.00356 67 640: 14%|#3 | 23/168 [00:04<00:27, 5.21it/s]
142/499 4.32G 0.01004 0.008703 0.00356 67 640: 14%|#4 | 24/168 [00:04<00:27, 5.30it/s]
142/499 4.32G 0.009987 0.008698 0.003506 81 640: 14%|#4 | 24/168 [00:04<00:27, 5.30it/s]
142/499 4.32G 0.009987 0.008698 0.003506 81 640: 15%|#4 | 25/168 [00:04<00:28, 5.08it/s]
142/499 4.32G 0.009976 0.008631 0.003457 54 640: 15%|#4 | 25/168 [00:04<00:28, 5.08it/s]
142/499 4.32G 0.009976 0.008631 0.003457 54 640: 15%|#5 | 26/168 [00:04<00:27, 5.18it/s]
142/499 4.32G 0.009948 0.008678 0.003453 78 640: 15%|#5 | 26/168 [00:05<00:27, 5.18it/s]
142/499 4.32G 0.009948 0.008678 0.003453 78 640: 16%|#6 | 27/168 [00:05<00:27, 5.16it/s]
142/499 4.32G 0.009964 0.008795 0.003474 76 640: 16%|#6 | 27/168 [00:05<00:27, 5.16it/s]
142/499 4.32G 0.009964 0.008795 0.003474 76 640: 17%|#6 | 28/168 [00:05<00:27, 5.08it/s]
142/499 4.32G 0.009996 0.00882 0.003441 64 640: 17%|#6 | 28/168 [00:05<00:27, 5.08it/s]
142/499 4.32G 0.009996 0.00882 0.003441 64 640: 17%|#7 | 29/168 [00:05<00:26, 5.16it/s]
142/499 4.32G 0.009979 0.008758 0.003515 57 640: 17%|#7 | 29/168 [00:05<00:26, 5.16it/s]
142/499 4.32G 0.009979 0.008758 0.003515 57 640: 18%|#7 | 30/168 [00:05<00:26, 5.23it/s]
142/499 4.32G 0.009996 0.008765 0.00368 66 640: 18%|#7 | 30/168 [00:05<00:26, 5.23it/s]
142/499 4.32G 0.009996 0.008765 0.00368 66 640: 18%|#8 | 31/168 [00:05<00:27, 5.07it/s]
142/499 4.32G 0.009985 0.008844 0.003644 83 640: 18%|#8 | 31/168 [00:06<00:27, 5.07it/s]
142/499 4.32G 0.009985 0.008844 0.003644 83 640: 19%|#9 | 32/168 [00:06<00:26, 5.13it/s]
142/499 4.32G 0.009969 0.008804 0.003645 71 640: 19%|#9 | 32/168 [00:06<00:26, 5.13it/s]
142/499 4.32G 0.009969 0.008804 0.003645 71 640: 20%|#9 | 33/168 [00:06<00:26, 5.16it/s]
142/499 4.32G 0.00995 0.008835 0.003679 83 640: 20%|#9 | 33/168 [00:06<00:26, 5.16it/s]
142/499 4.32G 0.00995 0.008835 0.003679 83 640: 20%|## | 34/168 [00:06<00:26, 5.05it/s]
142/499 4.32G 0.009986 0.008836 0.003726 63 640: 20%|## | 34/168 [00:06<00:26, 5.05it/s]
142/499 4.32G 0.009986 0.008836 0.003726 63 640: 21%|## | 35/168 [00:06<00:26, 5.06it/s]
142/499 4.32G 0.009965 0.008929 0.003732 88 640: 21%|## | 35/168 [00:06<00:26, 5.06it/s]
142/499 4.32G 0.009965 0.008929 0.003732 88 640: 21%|##1 | 36/168 [00:06<00:25, 5.10it/s]
142/499 4.32G 0.009954 0.008935 0.00373 71 640: 21%|##1 | 36/168 [00:07<00:25, 5.10it/s]
142/499 4.32G 0.009954 0.008935 0.00373 71 640: 22%|##2 | 37/168 [00:07<00:26, 5.00it/s]
142/499 4.32G 0.009963 0.008964 0.003781 75 640: 22%|##2 | 37/168 [00:07<00:26, 5.00it/s]
142/499 4.32G 0.009963 0.008964 0.003781 75 640: 23%|##2 | 38/168 [00:07<00:25, 5.15it/s]
142/499 4.32G 0.009989 0.008933 0.003718 56 640: 23%|##2 | 38/168 [00:07<00:25, 5.15it/s]
142/499 4.32G 0.009989 0.008933 0.003718 56 640: 23%|##3 | 39/168 [00:07<00:24, 5.21it/s]
142/499 4.32G 0.01002 0.008959 0.003698 55 640: 23%|##3 | 39/168 [00:07<00:24, 5.21it/s]
142/499 4.32G 0.01002 0.008959 0.003698 55 640: 24%|##3 | 40/168 [00:07<00:24, 5.12it/s]
142/499 4.32G 0.01002 0.008968 0.0037 74 640: 24%|##3 | 40/168 [00:07<00:24, 5.12it/s]
142/499 4.32G 0.01002 0.008968 0.0037 74 640: 24%|##4 | 41/168 [00:07<00:24, 5.22it/s]
142/499 4.32G 0.009987 0.008934 0.003685 75 640: 24%|##4 | 41/168 [00:08<00:24, 5.22it/s]
142/499 4.32G 0.009987 0.008934 0.003685 75 640: 25%|##5 | 42/168 [00:08<00:23, 5.26it/s]
142/499 4.32G 0.01004 0.0089 0.003768 67 640: 25%|##5 | 42/168 [00:08<00:23, 5.26it/s]
142/499 4.32G 0.01004 0.0089 0.003768 67 640: 26%|##5 | 43/168 [00:08<00:24, 5.15it/s]
142/499 4.32G 0.01003 0.008861 0.003782 56 640: 26%|##5 | 43/168 [00:08<00:24, 5.15it/s]
142/499 4.32G 0.01003 0.008861 0.003782 56 640: 26%|##6 | 44/168 [00:08<00:23, 5.23it/s]
142/499 4.32G 0.01002 0.008869 0.003772 67 640: 26%|##6 | 44/168 [00:08<00:23, 5.23it/s]
142/499 4.32G 0.01002 0.008869 0.003772 67 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s]
142/499 4.32G 0.01 0.008848 0.003786 73 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s]
142/499 4.32G 0.01 0.008848 0.003786 73 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s]
142/499 4.32G 0.01 0.008882 0.003761 80 640: 27%|##7 | 46/168 [00:09<00:23, 5.17it/s]
142/499 4.32G 0.01 0.008882 0.003761 80 640: 28%|##7 | 47/168 [00:09<00:23, 5.21it/s]
142/499 4.32G 0.01 0.008924 0.003737 76 640: 28%|##7 | 47/168 [00:09<00:23, 5.21it/s]
142/499 4.32G 0.01 0.008924 0.003737 76 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s]
142/499 4.32G 0.009994 0.008898 0.003765 62 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s]
142/499 4.32G 0.009994 0.008898 0.003765 62 640: 29%|##9 | 49/168 [00:09<00:23, 5.10it/s]
142/499 4.32G 0.01003 0.008924 0.003757 74 640: 29%|##9 | 49/168 [00:09<00:23, 5.10it/s]
142/499 4.32G 0.01003 0.008924 0.003757 74 640: 30%|##9 | 50/168 [00:09<00:22, 5.16it/s]
142/499 4.32G 0.01 0.00893 0.003771 87 640: 30%|##9 | 50/168 [00:09<00:22, 5.16it/s]
142/499 4.32G 0.01 0.00893 0.003771 87 640: 30%|### | 51/168 [00:09<00:22, 5.26it/s]
142/499 4.32G 0.01002 0.008941 0.003775 65 640: 30%|### | 51/168 [00:10<00:22, 5.26it/s]
142/499 4.32G 0.01002 0.008941 0.003775 65 640: 31%|### | 52/168 [00:10<00:22, 5.13it/s]
142/499 4.32G 0.01005 0.008932 0.003866 64 640: 31%|### | 52/168 [00:10<00:22, 5.13it/s]
142/499 4.32G 0.01005 0.008932 0.003866 64 640: 32%|###1 | 53/168 [00:10<00:21, 5.23it/s]
142/499 4.32G 0.01004 0.008896 0.003895 63 640: 32%|###1 | 53/168 [00:10<00:21, 5.23it/s]
142/499 4.32G 0.01004 0.008896 0.003895 63 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s]
142/499 4.32G 0.01002 0.008842 0.003832 59 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s]
142/499 4.32G 0.01002 0.008842 0.003832 59 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s]
142/499 4.32G 0.01001 0.008841 0.003824 76 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s]
142/499 4.32G 0.01001 0.008841 0.003824 76 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s]
142/499 4.32G 0.01 0.008835 0.003773 58 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s]
142/499 4.32G 0.01 0.008835 0.003773 58 640: 34%|###3 | 57/168 [00:10<00:20, 5.36it/s]
142/499 4.32G 0.009986 0.008861 0.003766 83 640: 34%|###3 | 57/168 [00:11<00:20, 5.36it/s]
142/499 4.32G 0.009986 0.008861 0.003766 83 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s]
142/499 4.32G 0.009981 0.008842 0.003724 59 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s]
142/499 4.32G 0.009981 0.008842 0.003724 59 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s]
142/499 4.32G 0.009985 0.008843 0.003731 74 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s]
142/499 4.32G 0.009985 0.008843 0.003731 74 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
142/499 4.32G 0.009986 0.008852 0.003746 70 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
142/499 4.32G 0.009986 0.008852 0.003746 70 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s]
142/499 4.32G 0.009998 0.008857 0.00374 58 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s]
142/499 4.32G 0.009998 0.008857 0.00374 58 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s]
142/499 4.32G 0.00999 0.008858 0.003712 63 640: 37%|###6 | 62/168 [00:12<00:20, 5.26it/s]
142/499 4.32G 0.00999 0.008858 0.003712 63 640: 38%|###7 | 63/168 [00:12<00:19, 5.33it/s]
142/499 4.32G 0.009984 0.008853 0.003705 70 640: 38%|###7 | 63/168 [00:12<00:19, 5.33it/s]
142/499 4.32G 0.009984 0.008853 0.003705 70 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s]
142/499 4.32G 0.009995 0.008866 0.003729 71 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s]
142/499 4.32G 0.009995 0.008866 0.003729 71 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s]
142/499 4.32G 0.009977 0.008845 0.003758 69 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s]
142/499 4.32G 0.009977 0.008845 0.003758 69 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
142/499 4.32G 0.01 0.008846 0.003789 68 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
142/499 4.32G 0.01 0.008846 0.003789 68 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s]
142/499 4.32G 0.01002 0.008833 0.003753 61 640: 40%|###9 | 67/168 [00:13<00:19, 5.17it/s]
142/499 4.32G 0.01002 0.008833 0.003753 61 640: 40%|#### | 68/168 [00:13<00:19, 5.24it/s]
142/499 4.32G 0.01001 0.008826 0.003732 68 640: 40%|#### | 68/168 [00:13<00:19, 5.24it/s]
142/499 4.32G 0.01001 0.008826 0.003732 68 640: 41%|####1 | 69/168 [00:13<00:18, 5.30it/s]
142/499 4.32G 0.01 0.008816 0.003802 76 640: 41%|####1 | 69/168 [00:13<00:18, 5.30it/s]
142/499 4.32G 0.01 0.008816 0.003802 76 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s]
142/499 4.32G 0.01001 0.008854 0.003842 74 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s]
142/499 4.32G 0.01001 0.008854 0.003842 74 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s]
142/499 4.32G 0.01 0.008884 0.003844 92 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s]
142/499 4.32G 0.01 0.008884 0.003844 92 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s]
142/499 4.32G 0.009988 0.008899 0.003897 71 640: 43%|####2 | 72/168 [00:14<00:17, 5.36it/s]
142/499 4.32G 0.009988 0.008899 0.003897 71 640: 43%|####3 | 73/168 [00:14<00:18, 5.16it/s]
142/499 4.32G 0.009967 0.008894 0.003861 63 640: 43%|####3 | 73/168 [00:14<00:18, 5.16it/s]
142/499 4.32G 0.009967 0.008894 0.003861 63 640: 44%|####4 | 74/168 [00:14<00:17, 5.24it/s]
142/499 4.32G 0.009979 0.008887 0.003936 59 640: 44%|####4 | 74/168 [00:14<00:17, 5.24it/s]
142/499 4.32G 0.009979 0.008887 0.003936 59 640: 45%|####4 | 75/168 [00:14<00:17, 5.28it/s]
142/499 4.32G 0.009958 0.008873 0.003977 76 640: 45%|####4 | 75/168 [00:14<00:17, 5.28it/s]
142/499 4.32G 0.009958 0.008873 0.003977 76 640: 45%|####5 | 76/168 [00:14<00:17, 5.16it/s]
142/499 4.32G 0.009943 0.008866 0.003987 76 640: 45%|####5 | 76/168 [00:14<00:17, 5.16it/s]
142/499 4.32G 0.009943 0.008866 0.003987 76 640: 46%|####5 | 77/168 [00:14<00:17, 5.19it/s]
142/499 4.32G 0.009961 0.008875 0.003968 66 640: 46%|####5 | 77/168 [00:14<00:17, 5.19it/s]
142/499 4.32G 0.009961 0.008875 0.003968 66 640: 46%|####6 | 78/168 [00:14<00:17, 5.25it/s]
142/499 4.32G 0.009957 0.00887 0.004034 66 640: 46%|####6 | 78/168 [00:15<00:17, 5.25it/s]
142/499 4.32G 0.009957 0.00887 0.004034 66 640: 47%|####7 | 79/168 [00:15<00:17, 5.13it/s]
142/499 4.32G 0.009957 0.008879 0.004027 79 640: 47%|####7 | 79/168 [00:15<00:17, 5.13it/s]
142/499 4.32G 0.009957 0.008879 0.004027 79 640: 48%|####7 | 80/168 [00:15<00:16, 5.24it/s]
142/499 4.32G 0.00997 0.008887 0.00404 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.24it/s]
142/499 4.32G 0.00997 0.008887 0.00404 70 640: 48%|####8 | 81/168 [00:15<00:16, 5.27it/s]
142/499 4.32G 0.009975 0.008887 0.004033 70 640: 48%|####8 | 81/168 [00:15<00:16, 5.27it/s]
142/499 4.32G 0.009975 0.008887 0.004033 70 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s]
142/499 4.32G 0.009971 0.008911 0.004035 79 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s]
142/499 4.32G 0.009971 0.008911 0.004035 79 640: 49%|####9 | 83/168 [00:15<00:16, 5.19it/s]
142/499 4.32G 0.009959 0.00892 0.004015 78 640: 49%|####9 | 83/168 [00:16<00:16, 5.19it/s]
142/499 4.32G 0.009959 0.00892 0.004015 78 640: 50%|##### | 84/168 [00:16<00:15, 5.26it/s]
142/499 4.32G 0.009976 0.008932 0.004012 71 640: 50%|##### | 84/168 [00:16<00:15, 5.26it/s]
142/499 4.32G 0.009976 0.008932 0.004012 71 640: 51%|##### | 85/168 [00:16<00:16, 5.13it/s]
142/499 4.32G 0.009997 0.00894 0.004 47 640: 51%|##### | 85/168 [00:16<00:16, 5.13it/s]
142/499 4.32G 0.009997 0.00894 0.004 47 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s]
142/499 4.32G 0.01 0.008928 0.003992 61 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s]
142/499 4.32G 0.01 0.008928 0.003992 61 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s]
142/499 4.32G 0.01001 0.008937 0.00397 72 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s]
142/499 4.32G 0.01001 0.008937 0.00397 72 640: 52%|#####2 | 88/168 [00:16<00:15, 5.15it/s]
142/499 4.32G 0.01001 0.008959 0.003967 82 640: 52%|#####2 | 88/168 [00:17<00:15, 5.15it/s]
142/499 4.32G 0.01001 0.008959 0.003967 82 640: 53%|#####2 | 89/168 [00:17<00:15, 5.23it/s]
142/499 4.32G 0.01 0.008977 0.003966 82 640: 53%|#####2 | 89/168 [00:17<00:15, 5.23it/s]
142/499 4.32G 0.01 0.008977 0.003966 82 640: 54%|#####3 | 90/168 [00:17<00:14, 5.28it/s]
142/499 4.32G 0.01001 0.008982 0.003976 67 640: 54%|#####3 | 90/168 [00:17<00:14, 5.28it/s]
142/499 4.32G 0.01001 0.008982 0.003976 67 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s]
142/499 4.32G 0.01 0.008991 0.003967 70 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s]
142/499 4.32G 0.01 0.008991 0.003967 70 640: 55%|#####4 | 92/168 [00:17<00:14, 5.21it/s]
142/499 4.32G 0.009991 0.008986 0.004009 75 640: 55%|#####4 | 92/168 [00:17<00:14, 5.21it/s]
142/499 4.32G 0.009991 0.008986 0.004009 75 640: 55%|#####5 | 93/168 [00:17<00:14, 5.26it/s]
142/499 4.32G 0.00997 0.008976 0.004001 70 640: 55%|#####5 | 93/168 [00:18<00:14, 5.26it/s]
142/499 4.32G 0.00997 0.008976 0.004001 70 640: 56%|#####5 | 94/168 [00:18<00:14, 5.14it/s]
142/499 4.32G 0.009983 0.008993 0.003995 69 640: 56%|#####5 | 94/168 [00:18<00:14, 5.14it/s]
142/499 4.32G 0.009983 0.008993 0.003995 69 640: 57%|#####6 | 95/168 [00:18<00:13, 5.22it/s]
142/499 4.32G 0.009982 0.00899 0.003988 64 640: 57%|#####6 | 95/168 [00:18<00:13, 5.22it/s]
142/499 4.32G 0.009982 0.00899 0.003988 64 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s]
142/499 4.32G 0.01001 0.009013 0.00399 65 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s]
142/499 4.32G 0.01001 0.009013 0.00399 65 640: 58%|#####7 | 97/168 [00:18<00:13, 5.12it/s]
142/499 4.32G 0.01 0.009007 0.003989 58 640: 58%|#####7 | 97/168 [00:18<00:13, 5.12it/s]
142/499 4.32G 0.01 0.009007 0.003989 58 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s]
142/499 4.32G 0.01001 0.00902 0.003995 61 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s]
142/499 4.32G 0.01001 0.00902 0.003995 61 640: 59%|#####8 | 99/168 [00:18<00:13, 5.28it/s]
142/499 4.32G 0.01001 0.009033 0.004006 80 640: 59%|#####8 | 99/168 [00:19<00:13, 5.28it/s]
142/499 4.32G 0.01001 0.009033 0.004006 80 640: 60%|#####9 | 100/168 [00:19<00:13, 5.16it/s]
142/499 4.32G 0.01001 0.009047 0.00398 71 640: 60%|#####9 | 100/168 [00:19<00:13, 5.16it/s]
142/499 4.32G 0.01001 0.009047 0.00398 71 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
142/499 4.32G 0.01001 0.009036 0.003952 60 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
142/499 4.32G 0.01001 0.009036 0.003952 60 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s]
142/499 4.32G 0.01002 0.009063 0.003949 76 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s]
142/499 4.32G 0.01002 0.009063 0.003949 76 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s]
142/499 4.32G 0.01002 0.009038 0.004004 51 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s]
142/499 4.32G 0.01002 0.009038 0.004004 51 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s]
142/499 4.32G 0.01002 0.009052 0.003991 72 640: 62%|######1 | 104/168 [00:20<00:12, 5.27it/s]
142/499 4.32G 0.01002 0.009052 0.003991 72 640: 62%|######2 | 105/168 [00:20<00:11, 5.35it/s]
142/499 4.32G 0.01001 0.009057 0.003996 68 640: 62%|######2 | 105/168 [00:20<00:11, 5.35it/s]
142/499 4.32G 0.01001 0.009057 0.003996 68 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s]
142/499 4.32G 0.01002 0.009043 0.004008 61 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s]
142/499 4.32G 0.01002 0.009043 0.004008 61 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s]
142/499 4.32G 0.01003 0.009029 0.004029 62 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s]
142/499 4.32G 0.01003 0.009029 0.004029 62 640: 64%|######4 | 108/168 [00:20<00:11, 5.29it/s]
142/499 4.32G 0.01005 0.009072 0.004027 87 640: 64%|######4 | 108/168 [00:20<00:11, 5.29it/s]
142/499 4.32G 0.01005 0.009072 0.004027 87 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s]
142/499 4.32G 0.01005 0.00908 0.004016 72 640: 65%|######4 | 109/168 [00:21<00:11, 5.18it/s]
142/499 4.32G 0.01005 0.00908 0.004016 72 640: 65%|######5 | 110/168 [00:21<00:11, 5.27it/s]
142/499 4.32G 0.01006 0.009089 0.004005 61 640: 65%|######5 | 110/168 [00:21<00:11, 5.27it/s]
142/499 4.32G 0.01006 0.009089 0.004005 61 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s]
142/499 4.32G 0.01006 0.009079 0.003998 60 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s]
142/499 4.32G 0.01006 0.009079 0.003998 60 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
142/499 4.32G 0.01008 0.009083 0.004003 67 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
142/499 4.32G 0.01008 0.009083 0.004003 67 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s]
142/499 4.32G 0.01007 0.009077 0.003995 66 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s]
142/499 4.32G 0.01007 0.009077 0.003995 66 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s]
142/499 4.32G 0.01007 0.009075 0.00397 59 640: 68%|######7 | 114/168 [00:22<00:10, 5.35it/s]
142/499 4.32G 0.01007 0.009075 0.00397 59 640: 68%|######8 | 115/168 [00:22<00:10, 5.21it/s]
142/499 4.32G 0.01007 0.009076 0.003958 87 640: 68%|######8 | 115/168 [00:22<00:10, 5.21it/s]
142/499 4.32G 0.01007 0.009076 0.003958 87 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s]
142/499 4.32G 0.01006 0.009071 0.003954 71 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s]
142/499 4.32G 0.01006 0.009071 0.003954 71 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s]
142/499 4.32G 0.01006 0.009078 0.003946 64 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s]
142/499 4.32G 0.01006 0.009078 0.003946 64 640: 70%|####### | 118/168 [00:22<00:09, 5.14it/s]
142/499 4.32G 0.01007 0.009086 0.003939 63 640: 70%|####### | 118/168 [00:22<00:09, 5.14it/s]
142/499 4.32G 0.01007 0.009086 0.003939 63 640: 71%|####### | 119/168 [00:22<00:09, 5.24it/s]
142/499 4.32G 0.01008 0.00913 0.00392 89 640: 71%|####### | 119/168 [00:22<00:09, 5.24it/s]
142/499 4.32G 0.01008 0.00913 0.00392 89 640: 71%|#######1 | 120/168 [00:22<00:09, 5.31it/s]
142/499 4.32G 0.01009 0.009128 0.00391 61 640: 71%|#######1 | 120/168 [00:23<00:09, 5.31it/s]
142/499 4.32G 0.01009 0.009128 0.00391 61 640: 72%|#######2 | 121/168 [00:23<00:09, 5.13it/s]
142/499 4.32G 0.01009 0.009153 0.003897 91 640: 72%|#######2 | 121/168 [00:23<00:09, 5.13it/s]
142/499 4.32G 0.01009 0.009153 0.003897 91 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
142/499 4.32G 0.01008 0.009152 0.003902 68 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
142/499 4.32G 0.01008 0.009152 0.003902 68 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s]
142/499 4.32G 0.01009 0.009156 0.003914 73 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s]
142/499 4.32G 0.01009 0.009156 0.003914 73 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s]
142/499 4.32G 0.01009 0.009137 0.003924 59 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s]
142/499 4.32G 0.01009 0.009137 0.003924 59 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s]
142/499 4.32G 0.01008 0.009132 0.003923 64 640: 74%|#######4 | 125/168 [00:24<00:08, 5.26it/s]
142/499 4.32G 0.01008 0.009132 0.003923 64 640: 75%|#######5 | 126/168 [00:24<00:07, 5.30it/s]
142/499 4.32G 0.01007 0.00912 0.003938 67 640: 75%|#######5 | 126/168 [00:24<00:07, 5.30it/s]
142/499 4.32G 0.01007 0.00912 0.003938 67 640: 76%|#######5 | 127/168 [00:24<00:07, 5.15it/s]
142/499 4.32G 0.01008 0.009104 0.00394 57 640: 76%|#######5 | 127/168 [00:24<00:07, 5.15it/s]
142/499 4.32G 0.01008 0.009104 0.00394 57 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s]
142/499 4.32G 0.01008 0.009105 0.003926 68 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s]
142/499 4.32G 0.01008 0.009105 0.003926 68 640: 77%|#######6 | 129/168 [00:24<00:07, 5.33it/s]
142/499 4.32G 0.01008 0.009094 0.00393 56 640: 77%|#######6 | 129/168 [00:24<00:07, 5.33it/s]
142/499 4.32G 0.01008 0.009094 0.00393 56 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s]
142/499 4.32G 0.01009 0.009106 0.003918 88 640: 77%|#######7 | 130/168 [00:25<00:07, 5.17it/s]
142/499 4.32G 0.01009 0.009106 0.003918 88 640: 78%|#######7 | 131/168 [00:25<00:07, 5.27it/s]
142/499 4.32G 0.01009 0.009091 0.003911 55 640: 78%|#######7 | 131/168 [00:25<00:07, 5.27it/s]
142/499 4.32G 0.01009 0.009091 0.003911 55 640: 79%|#######8 | 132/168 [00:25<00:06, 5.33it/s]
142/499 4.32G 0.01009 0.009082 0.003887 58 640: 79%|#######8 | 132/168 [00:25<00:06, 5.33it/s]
142/499 4.32G 0.01009 0.009082 0.003887 58 640: 79%|#######9 | 133/168 [00:25<00:06, 5.14it/s]
142/499 4.32G 0.0101 0.009082 0.003885 68 640: 79%|#######9 | 133/168 [00:25<00:06, 5.14it/s]
142/499 4.32G 0.0101 0.009082 0.003885 68 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s]
142/499 4.32G 0.01009 0.009092 0.003888 72 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s]
142/499 4.32G 0.01009 0.009092 0.003888 72 640: 80%|######## | 135/168 [00:25<00:06, 5.26it/s]
142/499 4.32G 0.01009 0.009106 0.003878 80 640: 80%|######## | 135/168 [00:26<00:06, 5.26it/s]
142/499 4.32G 0.01009 0.009106 0.003878 80 640: 81%|######## | 136/168 [00:26<00:06, 5.16it/s]
142/499 4.32G 0.01009 0.009083 0.003895 53 640: 81%|######## | 136/168 [00:26<00:06, 5.16it/s]
142/499 4.32G 0.01009 0.009083 0.003895 53 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s]
142/499 4.32G 0.01008 0.009097 0.00391 85 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s]
142/499 4.32G 0.01008 0.009097 0.00391 85 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s]
142/499 4.32G 0.01007 0.009087 0.00391 61 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s]
142/499 4.32G 0.01007 0.009087 0.00391 61 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s]
142/499 4.32G 0.01006 0.009085 0.003913 63 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s]
142/499 4.32G 0.01006 0.009085 0.003913 63 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
142/499 4.32G 0.01006 0.009083 0.003921 66 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
142/499 4.32G 0.01006 0.009083 0.003921 66 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s]
142/499 4.32G 0.01005 0.009069 0.003917 56 640: 84%|########3 | 141/168 [00:27<00:05, 5.33it/s]
142/499 4.32G 0.01005 0.009069 0.003917 56 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s]
142/499 4.32G 0.01004 0.009071 0.003908 62 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s]
142/499 4.32G 0.01004 0.009071 0.003908 62 640: 85%|########5 | 143/168 [00:27<00:04, 5.24it/s]
142/499 4.32G 0.01004 0.009051 0.003906 58 640: 85%|########5 | 143/168 [00:27<00:04, 5.24it/s]
142/499 4.32G 0.01004 0.009051 0.003906 58 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s]
142/499 4.32G 0.01003 0.009046 0.003911 75 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s]
142/499 4.32G 0.01003 0.009046 0.003911 75 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s]
142/499 4.32G 0.01004 0.009032 0.003898 55 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s]
142/499 4.32G 0.01004 0.009032 0.003898 55 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s]
142/499 4.32G 0.01003 0.009031 0.003877 65 640: 87%|########6 | 146/168 [00:28<00:04, 5.25it/s]
142/499 4.32G 0.01003 0.009031 0.003877 65 640: 88%|########7 | 147/168 [00:28<00:03, 5.32it/s]
142/499 4.32G 0.01005 0.009041 0.003867 73 640: 88%|########7 | 147/168 [00:28<00:03, 5.32it/s]
142/499 4.32G 0.01005 0.009041 0.003867 73 640: 88%|########8 | 148/168 [00:28<00:03, 5.17it/s]
142/499 4.32G 0.01004 0.009043 0.003857 75 640: 88%|########8 | 148/168 [00:28<00:03, 5.17it/s]
142/499 4.32G 0.01004 0.009043 0.003857 75 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s]
142/499 4.32G 0.01005 0.009048 0.003861 63 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s]
142/499 4.32G 0.01005 0.009048 0.003861 63 640: 89%|########9 | 150/168 [00:28<00:03, 5.21it/s]
142/499 4.32G 0.01006 0.009055 0.003882 71 640: 89%|########9 | 150/168 [00:28<00:03, 5.21it/s]
142/499 4.32G 0.01006 0.009055 0.003882 71 640: 90%|########9 | 151/168 [00:28<00:03, 5.14it/s]
142/499 4.32G 0.01005 0.009049 0.003879 63 640: 90%|########9 | 151/168 [00:29<00:03, 5.14it/s]
142/499 4.32G 0.01005 0.009049 0.003879 63 640: 90%|######### | 152/168 [00:29<00:03, 5.22it/s]
142/499 4.32G 0.01005 0.009053 0.003868 71 640: 90%|######### | 152/168 [00:29<00:03, 5.22it/s]
142/499 4.32G 0.01005 0.009053 0.003868 71 640: 91%|#########1| 153/168 [00:29<00:02, 5.30it/s]
142/499 4.32G 0.01007 0.009052 0.003874 53 640: 91%|#########1| 153/168 [00:29<00:02, 5.30it/s]
142/499 4.32G 0.01007 0.009052 0.003874 53 640: 92%|#########1| 154/168 [00:29<00:02, 5.17it/s]
142/499 4.32G 0.01007 0.009053 0.003882 67 640: 92%|#########1| 154/168 [00:29<00:02, 5.17it/s]
142/499 4.32G 0.01007 0.009053 0.003882 67 640: 92%|#########2| 155/168 [00:29<00:02, 5.23it/s]
142/499 4.32G 0.01009 0.009062 0.003876 70 640: 92%|#########2| 155/168 [00:29<00:02, 5.23it/s]
142/499 4.32G 0.01009 0.009062 0.003876 70 640: 93%|#########2| 156/168 [00:29<00:02, 5.29it/s]
142/499 4.32G 0.0101 0.009086 0.003873 84 640: 93%|#########2| 156/168 [00:30<00:02, 5.29it/s]
142/499 4.32G 0.0101 0.009086 0.003873 84 640: 93%|#########3| 157/168 [00:30<00:02, 5.17it/s]
142/499 4.32G 0.0101 0.009072 0.003875 55 640: 93%|#########3| 157/168 [00:30<00:02, 5.17it/s]
142/499 4.32G 0.0101 0.009072 0.003875 55 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s]
142/499 4.32G 0.0101 0.009066 0.003879 61 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s]
142/499 4.32G 0.0101 0.009066 0.003879 61 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s]
142/499 4.32G 0.01009 0.009053 0.003882 63 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s]
142/499 4.32G 0.01009 0.009053 0.003882 63 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s]
142/499 4.32G 0.01008 0.009043 0.003879 64 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s]
142/499 4.32G 0.01008 0.009043 0.003879 64 640: 96%|#########5| 161/168 [00:30<00:01, 5.21it/s]
142/499 4.32G 0.01008 0.009043 0.003901 72 640: 96%|#########5| 161/168 [00:31<00:01, 5.21it/s]
142/499 4.32G 0.01008 0.009043 0.003901 72 640: 96%|#########6| 162/168 [00:31<00:01, 5.28it/s]
142/499 4.32G 0.01008 0.009037 0.003883 60 640: 96%|#########6| 162/168 [00:31<00:01, 5.28it/s]
142/499 4.32G 0.01008 0.009037 0.003883 60 640: 97%|#########7| 163/168 [00:31<00:00, 5.18it/s]
142/499 4.32G 0.01008 0.009053 0.003888 93 640: 97%|#########7| 163/168 [00:31<00:00, 5.18it/s]
142/499 4.32G 0.01008 0.009053 0.003888 93 640: 98%|#########7| 164/168 [00:31<00:00, 5.17it/s]
142/499 4.32G 0.01008 0.009042 0.00387 57 640: 98%|#########7| 164/168 [00:31<00:00, 5.17it/s]
142/499 4.32G 0.01008 0.009042 0.00387 57 640: 98%|#########8| 165/168 [00:31<00:00, 5.19it/s]
142/499 4.32G 0.01009 0.009037 0.003909 56 640: 98%|#########8| 165/168 [00:31<00:00, 5.19it/s]
142/499 4.32G 0.01009 0.009037 0.003909 56 640: 99%|#########8| 166/168 [00:31<00:00, 5.04it/s]
142/499 4.32G 0.01009 0.009053 0.003907 81 640: 99%|#########8| 166/168 [00:31<00:00, 5.04it/s]
142/499 4.32G 0.01009 0.009053 0.003907 81 640: 99%|#########9| 167/168 [00:31<00:00, 5.17it/s]
142/499 4.32G 0.01007 0.009047 0.003893 36 640: 99%|#########9| 167/168 [00:32<00:00, 5.17it/s]
142/499 4.32G 0.01007 0.009047 0.003893 36 640: 100%|##########| 168/168 [00:32<00:00, 5.37it/s]
142/499 4.32G 0.01007 0.009047 0.003893 36 640: 100%|##########| 168/168 [00:32<00:00, 5.22it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s]
all 132 263 0.911 0.855 0.899 0.773
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
143/499 4.32G 0.01088 0.01001 0.003282 77 640: 0%| | 0/168 [00:00<?, ?it/s]
143/499 4.32G 0.01088 0.01001 0.003282 77 640: 1%| | 1/168 [00:00<00:33, 4.96it/s]
143/499 4.32G 0.01117 0.01073 0.002667 75 640: 1%| | 1/168 [00:00<00:33, 4.96it/s]
143/499 4.32G 0.01117 0.01073 0.002667 75 640: 1%|1 | 2/168 [00:00<00:31, 5.21it/s]
143/499 4.32G 0.01047 0.009403 0.003341 68 640: 1%|1 | 2/168 [00:00<00:31, 5.21it/s]
143/499 4.32G 0.01047 0.009403 0.003341 68 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s]
143/499 4.32G 0.0111 0.008976 0.00295 48 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s]
143/499 4.32G 0.0111 0.008976 0.00295 48 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s]
143/499 4.32G 0.01119 0.008903 0.003555 68 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s]
143/499 4.32G 0.01119 0.008903 0.003555 68 640: 3%|2 | 5/168 [00:00<00:30, 5.29it/s]
143/499 4.32G 0.01093 0.008753 0.003192 60 640: 3%|2 | 5/168 [00:01<00:30, 5.29it/s]
143/499 4.32G 0.01093 0.008753 0.003192 60 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s]
143/499 4.32G 0.01075 0.009263 0.003028 84 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s]
143/499 4.32G 0.01075 0.009263 0.003028 84 640: 4%|4 | 7/168 [00:01<00:31, 5.13it/s]
143/499 4.32G 0.01057 0.009036 0.003212 66 640: 4%|4 | 7/168 [00:01<00:31, 5.13it/s]
143/499 4.32G 0.01057 0.009036 0.003212 66 640: 5%|4 | 8/168 [00:01<00:30, 5.23it/s]
143/499 4.32G 0.01056 0.00915 0.003355 71 640: 5%|4 | 8/168 [00:01<00:30, 5.23it/s]
143/499 4.32G 0.01056 0.00915 0.003355 71 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s]
143/499 4.32G 0.01043 0.009085 0.00384 75 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s]
143/499 4.32G 0.01043 0.009085 0.00384 75 640: 6%|5 | 10/168 [00:01<00:30, 5.17it/s]
143/499 4.32G 0.0104 0.009179 0.004108 70 640: 6%|5 | 10/168 [00:02<00:30, 5.17it/s]
143/499 4.32G 0.0104 0.009179 0.004108 70 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
143/499 4.32G 0.0104 0.009282 0.003974 79 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
143/499 4.32G 0.0104 0.009282 0.003974 79 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s]
143/499 4.32G 0.01044 0.009477 0.004 81 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s]
143/499 4.32G 0.01044 0.009477 0.004 81 640: 8%|7 | 13/168 [00:02<00:30, 5.15it/s]
143/499 4.32G 0.01039 0.009367 0.004181 72 640: 8%|7 | 13/168 [00:02<00:30, 5.15it/s]
143/499 4.32G 0.01039 0.009367 0.004181 72 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s]
143/499 4.32G 0.01035 0.009272 0.003977 69 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s]
143/499 4.32G 0.01035 0.009272 0.003977 69 640: 9%|8 | 15/168 [00:02<00:28, 5.32it/s]
143/499 4.32G 0.01036 0.009277 0.00378 64 640: 9%|8 | 15/168 [00:03<00:28, 5.32it/s]
143/499 4.32G 0.01036 0.009277 0.00378 64 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s]
143/499 4.32G 0.01034 0.009239 0.003727 63 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s]
143/499 4.32G 0.01034 0.009239 0.003727 63 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s]
143/499 4.32G 0.01027 0.009223 0.003659 66 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s]
143/499 4.32G 0.01027 0.009223 0.003659 66 640: 11%|# | 18/168 [00:03<00:28, 5.36it/s]
143/499 4.32G 0.0103 0.009178 0.003562 61 640: 11%|# | 18/168 [00:03<00:28, 5.36it/s]
143/499 4.32G 0.0103 0.009178 0.003562 61 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s]
143/499 4.32G 0.01028 0.009184 0.003638 82 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s]
143/499 4.32G 0.01028 0.009184 0.003638 82 640: 12%|#1 | 20/168 [00:03<00:28, 5.24it/s]
143/499 4.32G 0.01024 0.009089 0.003546 62 640: 12%|#1 | 20/168 [00:03<00:28, 5.24it/s]
143/499 4.32G 0.01024 0.009089 0.003546 62 640: 12%|#2 | 21/168 [00:03<00:27, 5.32it/s]
143/499 4.32G 0.01027 0.009045 0.003565 58 640: 12%|#2 | 21/168 [00:04<00:27, 5.32it/s]
143/499 4.32G 0.01027 0.009045 0.003565 58 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s]
143/499 4.32G 0.01018 0.009021 0.003569 72 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s]
143/499 4.32G 0.01018 0.009021 0.003569 72 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s]
143/499 4.32G 0.01018 0.009017 0.003579 71 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s]
143/499 4.32G 0.01018 0.009017 0.003579 71 640: 14%|#4 | 24/168 [00:04<00:27, 5.32it/s]
143/499 4.32G 0.01023 0.009083 0.003674 66 640: 14%|#4 | 24/168 [00:04<00:27, 5.32it/s]
143/499 4.32G 0.01023 0.009083 0.003674 66 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s]
143/499 4.32G 0.01021 0.009057 0.003792 66 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s]
143/499 4.32G 0.01021 0.009057 0.003792 66 640: 15%|#5 | 26/168 [00:04<00:27, 5.23it/s]
143/499 4.32G 0.01023 0.009086 0.003835 75 640: 15%|#5 | 26/168 [00:05<00:27, 5.23it/s]
143/499 4.32G 0.01023 0.009086 0.003835 75 640: 16%|#6 | 27/168 [00:05<00:26, 5.27it/s]
143/499 4.32G 0.0102 0.009055 0.00379 71 640: 16%|#6 | 27/168 [00:05<00:26, 5.27it/s]
143/499 4.32G 0.0102 0.009055 0.00379 71 640: 17%|#6 | 28/168 [00:05<00:27, 5.16it/s]
143/499 4.32G 0.01019 0.00909 0.003749 75 640: 17%|#6 | 28/168 [00:05<00:27, 5.16it/s]
143/499 4.32G 0.01019 0.00909 0.003749 75 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s]
143/499 4.32G 0.01017 0.009132 0.003737 89 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s]
143/499 4.32G 0.01017 0.009132 0.003737 89 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s]
143/499 4.32G 0.01019 0.009157 0.003741 66 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s]
143/499 4.32G 0.01019 0.009157 0.003741 66 640: 18%|#8 | 31/168 [00:05<00:26, 5.16it/s]
143/499 4.32G 0.01025 0.009231 0.003788 76 640: 18%|#8 | 31/168 [00:06<00:26, 5.16it/s]
143/499 4.32G 0.01025 0.009231 0.003788 76 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s]
143/499 4.32G 0.01033 0.009232 0.003896 70 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s]
143/499 4.32G 0.01033 0.009232 0.003896 70 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s]
143/499 4.32G 0.01032 0.009214 0.003924 73 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s]
143/499 4.32G 0.01032 0.009214 0.003924 73 640: 20%|## | 34/168 [00:06<00:25, 5.16it/s]
143/499 4.32G 0.01026 0.009158 0.003857 60 640: 20%|## | 34/168 [00:06<00:25, 5.16it/s]
143/499 4.32G 0.01026 0.009158 0.003857 60 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s]
143/499 4.32G 0.01024 0.009186 0.003842 78 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s]
143/499 4.32G 0.01024 0.009186 0.003842 78 640: 21%|##1 | 36/168 [00:06<00:24, 5.30it/s]
143/499 4.32G 0.01025 0.009259 0.00381 83 640: 21%|##1 | 36/168 [00:07<00:24, 5.30it/s]
143/499 4.32G 0.01025 0.009259 0.00381 83 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s]
143/499 4.32G 0.01028 0.009353 0.00382 85 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s]
143/499 4.32G 0.01028 0.009353 0.00382 85 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s]
143/499 4.32G 0.01027 0.009318 0.003817 64 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s]
143/499 4.32G 0.01027 0.009318 0.003817 64 640: 23%|##3 | 39/168 [00:07<00:24, 5.33it/s]
143/499 4.32G 0.01025 0.009305 0.003749 68 640: 23%|##3 | 39/168 [00:07<00:24, 5.33it/s]
143/499 4.32G 0.01025 0.009305 0.003749 68 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s]
143/499 4.32G 0.01026 0.009295 0.003709 58 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s]
143/499 4.32G 0.01026 0.009295 0.003709 58 640: 24%|##4 | 41/168 [00:07<00:24, 5.24it/s]
143/499 4.32G 0.01022 0.00932 0.003686 76 640: 24%|##4 | 41/168 [00:08<00:24, 5.24it/s]
143/499 4.32G 0.01022 0.00932 0.003686 76 640: 25%|##5 | 42/168 [00:08<00:23, 5.29it/s]
143/499 4.32G 0.01026 0.009304 0.003692 65 640: 25%|##5 | 42/168 [00:08<00:23, 5.29it/s]
143/499 4.32G 0.01026 0.009304 0.003692 65 640: 26%|##5 | 43/168 [00:08<00:24, 5.16it/s]
143/499 4.32G 0.01024 0.009296 0.003675 76 640: 26%|##5 | 43/168 [00:08<00:24, 5.16it/s]
143/499 4.32G 0.01024 0.009296 0.003675 76 640: 26%|##6 | 44/168 [00:08<00:23, 5.26it/s]
143/499 4.32G 0.01023 0.009325 0.003643 75 640: 26%|##6 | 44/168 [00:08<00:23, 5.26it/s]
143/499 4.32G 0.01023 0.009325 0.003643 75 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s]
143/499 4.32G 0.01022 0.009298 0.003637 53 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s]
143/499 4.32G 0.01022 0.009298 0.003637 53 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s]
143/499 4.32G 0.01025 0.009254 0.003607 58 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s]
143/499 4.32G 0.01025 0.009254 0.003607 58 640: 28%|##7 | 47/168 [00:08<00:22, 5.27it/s]
143/499 4.32G 0.0103 0.009247 0.00359 68 640: 28%|##7 | 47/168 [00:09<00:22, 5.27it/s]
143/499 4.32G 0.0103 0.009247 0.00359 68 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s]
143/499 4.32G 0.01029 0.009228 0.003567 64 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s]
143/499 4.32G 0.01029 0.009228 0.003567 64 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s]
143/499 4.32G 0.01031 0.009241 0.003555 59 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s]
143/499 4.32G 0.01031 0.009241 0.003555 59 640: 30%|##9 | 50/168 [00:09<00:22, 5.22it/s]
143/499 4.32G 0.01029 0.009257 0.003498 72 640: 30%|##9 | 50/168 [00:09<00:22, 5.22it/s]
143/499 4.32G 0.01029 0.009257 0.003498 72 640: 30%|### | 51/168 [00:09<00:22, 5.31it/s]
143/499 4.32G 0.01028 0.009199 0.00352 53 640: 30%|### | 51/168 [00:09<00:22, 5.31it/s]
143/499 4.32G 0.01028 0.009199 0.00352 53 640: 31%|### | 52/168 [00:09<00:22, 5.15it/s]
143/499 4.32G 0.01029 0.009186 0.003645 62 640: 31%|### | 52/168 [00:10<00:22, 5.15it/s]
143/499 4.32G 0.01029 0.009186 0.003645 62 640: 32%|###1 | 53/168 [00:10<00:22, 5.23it/s]
143/499 4.32G 0.01028 0.009188 0.003677 67 640: 32%|###1 | 53/168 [00:10<00:22, 5.23it/s]
143/499 4.32G 0.01028 0.009188 0.003677 67 640: 32%|###2 | 54/168 [00:10<00:21, 5.27it/s]
143/499 4.32G 0.01027 0.009169 0.003699 61 640: 32%|###2 | 54/168 [00:10<00:21, 5.27it/s]
143/499 4.32G 0.01027 0.009169 0.003699 61 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s]
143/499 4.32G 0.01025 0.009107 0.003722 48 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s]
143/499 4.32G 0.01025 0.009107 0.003722 48 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s]
143/499 4.32G 0.01025 0.00909 0.003794 59 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s]
143/499 4.32G 0.01025 0.00909 0.003794 59 640: 34%|###3 | 57/168 [00:10<00:20, 5.33it/s]
143/499 4.32G 0.01025 0.009083 0.003839 60 640: 34%|###3 | 57/168 [00:11<00:20, 5.33it/s]
143/499 4.32G 0.01025 0.009083 0.003839 60 640: 35%|###4 | 58/168 [00:11<00:21, 5.20it/s]
143/499 4.32G 0.01023 0.009059 0.003836 53 640: 35%|###4 | 58/168 [00:11<00:21, 5.20it/s]
143/499 4.32G 0.01023 0.009059 0.003836 53 640: 35%|###5 | 59/168 [00:11<00:20, 5.25it/s]
143/499 4.32G 0.0102 0.009018 0.00382 61 640: 35%|###5 | 59/168 [00:11<00:20, 5.25it/s]
143/499 4.32G 0.0102 0.009018 0.00382 61 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s]
143/499 4.32G 0.01021 0.009033 0.003822 70 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s]
143/499 4.32G 0.01021 0.009033 0.003822 70 640: 36%|###6 | 61/168 [00:11<00:21, 5.08it/s]
143/499 4.32G 0.0102 0.009062 0.003798 83 640: 36%|###6 | 61/168 [00:11<00:21, 5.08it/s]
143/499 4.32G 0.0102 0.009062 0.003798 83 640: 37%|###6 | 62/168 [00:11<00:20, 5.15it/s]
143/499 4.32G 0.01019 0.009053 0.003825 63 640: 37%|###6 | 62/168 [00:12<00:20, 5.15it/s]
143/499 4.32G 0.01019 0.009053 0.003825 63 640: 38%|###7 | 63/168 [00:12<00:20, 5.24it/s]
143/499 4.32G 0.01018 0.009047 0.003791 63 640: 38%|###7 | 63/168 [00:12<00:20, 5.24it/s]
143/499 4.32G 0.01018 0.009047 0.003791 63 640: 38%|###8 | 64/168 [00:12<00:20, 5.14it/s]
143/499 4.32G 0.01019 0.009049 0.00383 76 640: 38%|###8 | 64/168 [00:12<00:20, 5.14it/s]
143/499 4.32G 0.01019 0.009049 0.00383 76 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s]
143/499 4.32G 0.01019 0.009006 0.003902 64 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s]
143/499 4.32G 0.01019 0.009006 0.003902 64 640: 39%|###9 | 66/168 [00:12<00:19, 5.33it/s]
143/499 4.32G 0.01019 0.008978 0.003931 54 640: 39%|###9 | 66/168 [00:12<00:19, 5.33it/s]
143/499 4.32G 0.01019 0.008978 0.003931 54 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s]
143/499 4.32G 0.01018 0.00898 0.003896 65 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s]
143/499 4.32G 0.01018 0.00898 0.003896 65 640: 40%|#### | 68/168 [00:12<00:19, 5.26it/s]
143/499 4.32G 0.01018 0.00899 0.003884 83 640: 40%|#### | 68/168 [00:13<00:19, 5.26it/s]
143/499 4.32G 0.01018 0.00899 0.003884 83 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
143/499 4.32G 0.01018 0.008999 0.003887 71 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
143/499 4.32G 0.01018 0.008999 0.003887 71 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s]
143/499 4.32G 0.01018 0.008999 0.003918 71 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s]
143/499 4.32G 0.01018 0.008999 0.003918 71 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s]
143/499 4.32G 0.01017 0.009011 0.003916 66 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s]
143/499 4.32G 0.01017 0.009011 0.003916 66 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
143/499 4.32G 0.01016 0.008995 0.003885 67 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
143/499 4.32G 0.01016 0.008995 0.003885 67 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s]
143/499 4.32G 0.01015 0.008969 0.003854 54 640: 43%|####3 | 73/168 [00:14<00:18, 5.21it/s]
143/499 4.32G 0.01015 0.008969 0.003854 54 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s]
143/499 4.32G 0.01014 0.008983 0.003848 71 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s]
143/499 4.32G 0.01014 0.008983 0.003848 71 640: 45%|####4 | 75/168 [00:14<00:17, 5.32it/s]
143/499 4.32G 0.01014 0.009014 0.003819 81 640: 45%|####4 | 75/168 [00:14<00:17, 5.32it/s]
143/499 4.32G 0.01014 0.009014 0.003819 81 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s]
143/499 4.32G 0.01014 0.009027 0.003802 82 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s]
143/499 4.32G 0.01014 0.009027 0.003802 82 640: 46%|####5 | 77/168 [00:14<00:17, 5.23it/s]
143/499 4.32G 0.01014 0.009015 0.003805 61 640: 46%|####5 | 77/168 [00:14<00:17, 5.23it/s]
143/499 4.32G 0.01014 0.009015 0.003805 61 640: 46%|####6 | 78/168 [00:14<00:17, 5.26it/s]
143/499 4.32G 0.01015 0.009006 0.00383 67 640: 46%|####6 | 78/168 [00:15<00:17, 5.26it/s]
143/499 4.32G 0.01015 0.009006 0.00383 67 640: 47%|####7 | 79/168 [00:15<00:17, 5.16it/s]
143/499 4.32G 0.01016 0.009025 0.00384 78 640: 47%|####7 | 79/168 [00:15<00:17, 5.16it/s]
143/499 4.32G 0.01016 0.009025 0.00384 78 640: 48%|####7 | 80/168 [00:15<00:16, 5.26it/s]
143/499 4.32G 0.01016 0.009029 0.003874 61 640: 48%|####7 | 80/168 [00:15<00:16, 5.26it/s]
143/499 4.32G 0.01016 0.009029 0.003874 61 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s]
143/499 4.32G 0.01013 0.009007 0.003889 62 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s]
143/499 4.32G 0.01013 0.009007 0.003889 62 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s]
143/499 4.32G 0.01012 0.009011 0.00389 66 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s]
143/499 4.32G 0.01012 0.009011 0.00389 66 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s]
143/499 4.32G 0.01011 0.008992 0.003934 63 640: 49%|####9 | 83/168 [00:16<00:16, 5.28it/s]
143/499 4.32G 0.01011 0.008992 0.003934 63 640: 50%|##### | 84/168 [00:16<00:15, 5.34it/s]
143/499 4.32G 0.0101 0.008981 0.003966 69 640: 50%|##### | 84/168 [00:16<00:15, 5.34it/s]
143/499 4.32G 0.0101 0.008981 0.003966 69 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
143/499 4.32G 0.01009 0.008963 0.003957 55 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
143/499 4.32G 0.01009 0.008963 0.003957 55 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s]
143/499 4.32G 0.01008 0.008967 0.003959 81 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s]
143/499 4.32G 0.01008 0.008967 0.003959 81 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s]
143/499 4.32G 0.01009 0.008964 0.003963 72 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s]
143/499 4.32G 0.01009 0.008964 0.003963 72 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
143/499 4.32G 0.01008 0.008984 0.003965 90 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
143/499 4.32G 0.01008 0.008984 0.003965 90 640: 53%|#####2 | 89/168 [00:16<00:14, 5.28it/s]
143/499 4.32G 0.01007 0.008953 0.003954 45 640: 53%|#####2 | 89/168 [00:17<00:14, 5.28it/s]
143/499 4.32G 0.01007 0.008953 0.003954 45 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
143/499 4.32G 0.01007 0.008971 0.003935 76 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
143/499 4.32G 0.01007 0.008971 0.003935 76 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
143/499 4.32G 0.01006 0.008982 0.003907 58 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
143/499 4.32G 0.01006 0.008982 0.003907 58 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s]
143/499 4.32G 0.01005 0.008996 0.00393 80 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s]
143/499 4.32G 0.01005 0.008996 0.00393 80 640: 55%|#####5 | 93/168 [00:17<00:14, 5.36it/s]
143/499 4.32G 0.01004 0.008986 0.003946 66 640: 55%|#####5 | 93/168 [00:17<00:14, 5.36it/s]
143/499 4.32G 0.01004 0.008986 0.003946 66 640: 56%|#####5 | 94/168 [00:17<00:14, 5.21it/s]
143/499 4.32G 0.01005 0.009017 0.003923 69 640: 56%|#####5 | 94/168 [00:18<00:14, 5.21it/s]
143/499 4.32G 0.01005 0.009017 0.003923 69 640: 57%|#####6 | 95/168 [00:18<00:13, 5.30it/s]
143/499 4.32G 0.01004 0.009003 0.003905 64 640: 57%|#####6 | 95/168 [00:18<00:13, 5.30it/s]
143/499 4.32G 0.01004 0.009003 0.003905 64 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s]
143/499 4.32G 0.01003 0.008996 0.003899 62 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s]
143/499 4.32G 0.01003 0.008996 0.003899 62 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s]
143/499 4.32G 0.01004 0.009008 0.003908 81 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s]
143/499 4.32G 0.01004 0.009008 0.003908 81 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s]
143/499 4.32G 0.01003 0.009016 0.003907 72 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s]
143/499 4.32G 0.01003 0.009016 0.003907 72 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s]
143/499 4.32G 0.01002 0.009023 0.003906 70 640: 59%|#####8 | 99/168 [00:19<00:12, 5.37it/s]
143/499 4.32G 0.01002 0.009023 0.003906 70 640: 60%|#####9 | 100/168 [00:19<00:13, 5.21it/s]
143/499 4.32G 0.01002 0.009028 0.003882 66 640: 60%|#####9 | 100/168 [00:19<00:13, 5.21it/s]
143/499 4.32G 0.01002 0.009028 0.003882 66 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
143/499 4.32G 0.01 0.009031 0.003909 76 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
143/499 4.32G 0.01 0.009031 0.003909 76 640: 61%|###### | 102/168 [00:19<00:12, 5.26it/s]
143/499 4.32G 0.009994 0.009007 0.003924 60 640: 61%|###### | 102/168 [00:19<00:12, 5.26it/s]
143/499 4.32G 0.009994 0.009007 0.003924 60 640: 61%|######1 | 103/168 [00:19<00:12, 5.15it/s]
143/499 4.32G 0.009993 0.009016 0.00391 75 640: 61%|######1 | 103/168 [00:19<00:12, 5.15it/s]
143/499 4.32G 0.009993 0.009016 0.00391 75 640: 62%|######1 | 104/168 [00:19<00:12, 5.25it/s]
143/499 4.32G 0.009993 0.009013 0.003917 64 640: 62%|######1 | 104/168 [00:20<00:12, 5.25it/s]
143/499 4.32G 0.009993 0.009013 0.003917 64 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s]
143/499 4.32G 0.009985 0.00901 0.003908 76 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s]
143/499 4.32G 0.009985 0.00901 0.003908 76 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s]
143/499 4.32G 0.009989 0.009033 0.003888 81 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s]
143/499 4.32G 0.009989 0.009033 0.003888 81 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s]
143/499 4.32G 0.009995 0.009053 0.003906 82 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s]
143/499 4.32G 0.009995 0.009053 0.003906 82 640: 64%|######4 | 108/168 [00:20<00:11, 5.38it/s]
143/499 4.32G 0.009988 0.009051 0.00389 72 640: 64%|######4 | 108/168 [00:20<00:11, 5.38it/s]
143/499 4.32G 0.009988 0.009051 0.00389 72 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s]
143/499 4.32G 0.009992 0.009049 0.003883 67 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s]
143/499 4.32G 0.009992 0.009049 0.003883 67 640: 65%|######5 | 110/168 [00:20<00:10, 5.29it/s]
143/499 4.32G 0.009989 0.009049 0.003897 68 640: 65%|######5 | 110/168 [00:21<00:10, 5.29it/s]
143/499 4.32G 0.009989 0.009049 0.003897 68 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s]
143/499 4.32G 0.009982 0.009064 0.003895 83 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s]
143/499 4.32G 0.009982 0.009064 0.003895 83 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s]
143/499 4.32G 0.009971 0.009056 0.003883 63 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s]
143/499 4.32G 0.009971 0.009056 0.003883 63 640: 67%|######7 | 113/168 [00:21<00:10, 5.22it/s]
143/499 4.32G 0.009973 0.009078 0.003875 76 640: 67%|######7 | 113/168 [00:21<00:10, 5.22it/s]
143/499 4.32G 0.009973 0.009078 0.003875 76 640: 68%|######7 | 114/168 [00:21<00:10, 5.28it/s]
143/499 4.32G 0.009971 0.009073 0.003865 70 640: 68%|######7 | 114/168 [00:21<00:10, 5.28it/s]
143/499 4.32G 0.009971 0.009073 0.003865 70 640: 68%|######8 | 115/168 [00:21<00:10, 5.16it/s]
143/499 4.32G 0.009964 0.00907 0.003848 61 640: 68%|######8 | 115/168 [00:22<00:10, 5.16it/s]
143/499 4.32G 0.009964 0.00907 0.003848 61 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
143/499 4.32G 0.009956 0.009071 0.003837 78 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
143/499 4.32G 0.009956 0.009071 0.003837 78 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
143/499 4.32G 0.009956 0.009076 0.003835 76 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
143/499 4.32G 0.009956 0.009076 0.003835 76 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s]
143/499 4.32G 0.009942 0.009077 0.00384 73 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s]
143/499 4.32G 0.009942 0.009077 0.00384 73 640: 71%|####### | 119/168 [00:22<00:09, 5.22it/s]
143/499 4.32G 0.00995 0.009091 0.003842 71 640: 71%|####### | 119/168 [00:22<00:09, 5.22it/s]
143/499 4.32G 0.00995 0.009091 0.003842 71 640: 71%|#######1 | 120/168 [00:22<00:09, 5.31it/s]
143/499 4.32G 0.009941 0.009101 0.003832 74 640: 71%|#######1 | 120/168 [00:23<00:09, 5.31it/s]
143/499 4.32G 0.009941 0.009101 0.003832 74 640: 72%|#######2 | 121/168 [00:23<00:09, 5.17it/s]
143/499 4.32G 0.009942 0.009095 0.00384 62 640: 72%|#######2 | 121/168 [00:23<00:09, 5.17it/s]
143/499 4.32G 0.009942 0.009095 0.00384 62 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s]
143/499 4.32G 0.009941 0.009079 0.003818 55 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s]
143/499 4.32G 0.009941 0.009079 0.003818 55 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
143/499 4.32G 0.009937 0.009096 0.003802 78 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
143/499 4.32G 0.009937 0.009096 0.003802 78 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s]
143/499 4.32G 0.00993 0.009092 0.003787 68 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s]
143/499 4.32G 0.00993 0.009092 0.003787 68 640: 74%|#######4 | 125/168 [00:23<00:08, 5.22it/s]
143/499 4.32G 0.009935 0.0091 0.003778 69 640: 74%|#######4 | 125/168 [00:24<00:08, 5.22it/s]
143/499 4.32G 0.009935 0.0091 0.003778 69 640: 75%|#######5 | 126/168 [00:24<00:07, 5.25it/s]
143/499 4.32G 0.009935 0.00909 0.003787 62 640: 75%|#######5 | 126/168 [00:24<00:07, 5.25it/s]
143/499 4.32G 0.009935 0.00909 0.003787 62 640: 76%|#######5 | 127/168 [00:24<00:07, 5.14it/s]
143/499 4.32G 0.009932 0.009104 0.003779 80 640: 76%|#######5 | 127/168 [00:24<00:07, 5.14it/s]
143/499 4.32G 0.009932 0.009104 0.003779 80 640: 76%|#######6 | 128/168 [00:24<00:07, 5.25it/s]
143/499 4.32G 0.009915 0.009108 0.003765 70 640: 76%|#######6 | 128/168 [00:24<00:07, 5.25it/s]
143/499 4.32G 0.009915 0.009108 0.003765 70 640: 77%|#######6 | 129/168 [00:24<00:07, 5.19it/s]
143/499 4.32G 0.009915 0.009109 0.003763 70 640: 77%|#######6 | 129/168 [00:24<00:07, 5.19it/s]
143/499 4.32G 0.009915 0.009109 0.003763 70 640: 77%|#######7 | 130/168 [00:24<00:07, 5.09it/s]
143/499 4.32G 0.009918 0.009099 0.003753 60 640: 77%|#######7 | 130/168 [00:24<00:07, 5.09it/s]
143/499 4.32G 0.009918 0.009099 0.003753 60 640: 78%|#######7 | 131/168 [00:24<00:07, 5.20it/s]
143/499 4.32G 0.009915 0.009085 0.003759 54 640: 78%|#######7 | 131/168 [00:25<00:07, 5.20it/s]
143/499 4.32G 0.009915 0.009085 0.003759 54 640: 79%|#######8 | 132/168 [00:25<00:06, 5.29it/s]
143/499 4.32G 0.009911 0.009074 0.003748 66 640: 79%|#######8 | 132/168 [00:25<00:06, 5.29it/s]
143/499 4.32G 0.009911 0.009074 0.003748 66 640: 79%|#######9 | 133/168 [00:25<00:06, 5.15it/s]
143/499 4.32G 0.009913 0.009068 0.003749 72 640: 79%|#######9 | 133/168 [00:25<00:06, 5.15it/s]
143/499 4.32G 0.009913 0.009068 0.003749 72 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s]
143/499 4.32G 0.009906 0.009057 0.003728 69 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s]
143/499 4.32G 0.009906 0.009057 0.003728 69 640: 80%|######## | 135/168 [00:25<00:06, 5.30it/s]
143/499 4.32G 0.009906 0.009064 0.003722 74 640: 80%|######## | 135/168 [00:25<00:06, 5.30it/s]
143/499 4.32G 0.009906 0.009064 0.003722 74 640: 81%|######## | 136/168 [00:25<00:06, 5.17it/s]
143/499 4.32G 0.009886 0.009042 0.003735 56 640: 81%|######## | 136/168 [00:26<00:06, 5.17it/s]
143/499 4.32G 0.009886 0.009042 0.003735 56 640: 82%|########1 | 137/168 [00:26<00:05, 5.18it/s]
143/499 4.32G 0.009888 0.009039 0.003741 62 640: 82%|########1 | 137/168 [00:26<00:05, 5.18it/s]
143/499 4.32G 0.009888 0.009039 0.003741 62 640: 82%|########2 | 138/168 [00:26<00:05, 5.27it/s]
143/499 4.32G 0.009883 0.009058 0.00374 93 640: 82%|########2 | 138/168 [00:26<00:05, 5.27it/s]
143/499 4.32G 0.009883 0.009058 0.00374 93 640: 83%|########2 | 139/168 [00:26<00:05, 5.14it/s]
143/499 4.32G 0.009876 0.009055 0.003748 75 640: 83%|########2 | 139/168 [00:26<00:05, 5.14it/s]
143/499 4.32G 0.009876 0.009055 0.003748 75 640: 83%|########3 | 140/168 [00:26<00:05, 5.25it/s]
143/499 4.32G 0.00988 0.009058 0.003764 65 640: 83%|########3 | 140/168 [00:26<00:05, 5.25it/s]
143/499 4.32G 0.00988 0.009058 0.003764 65 640: 84%|########3 | 141/168 [00:26<00:05, 5.30it/s]
143/499 4.32G 0.009877 0.009057 0.003749 66 640: 84%|########3 | 141/168 [00:27<00:05, 5.30it/s]
143/499 4.32G 0.009877 0.009057 0.003749 66 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s]
143/499 4.32G 0.00987 0.009048 0.00375 62 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s]
143/499 4.32G 0.00987 0.009048 0.00375 62 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s]
143/499 4.32G 0.009888 0.009055 0.003758 67 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s]
143/499 4.32G 0.009888 0.009055 0.003758 67 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s]
143/499 4.32G 0.009891 0.009035 0.003745 56 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s]
143/499 4.32G 0.009891 0.009035 0.003745 56 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s]
143/499 4.32G 0.009882 0.009042 0.003739 89 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s]
143/499 4.32G 0.009882 0.009042 0.003739 89 640: 87%|########6 | 146/168 [00:27<00:04, 5.27it/s]
143/499 4.32G 0.009886 0.00903 0.003735 54 640: 87%|########6 | 146/168 [00:28<00:04, 5.27it/s]
143/499 4.32G 0.009886 0.00903 0.003735 54 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s]
143/499 4.32G 0.009887 0.00904 0.003725 77 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s]
143/499 4.32G 0.009887 0.00904 0.003725 77 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s]
143/499 4.32G 0.009916 0.009037 0.003745 67 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s]
143/499 4.32G 0.009916 0.009037 0.003745 67 640: 89%|########8 | 149/168 [00:28<00:03, 5.21it/s]
143/499 4.32G 0.009918 0.009056 0.00373 81 640: 89%|########8 | 149/168 [00:28<00:03, 5.21it/s]
143/499 4.32G 0.009918 0.009056 0.00373 81 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
143/499 4.32G 0.009919 0.009065 0.003735 66 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
143/499 4.32G 0.009919 0.009065 0.003735 66 640: 90%|########9 | 151/168 [00:28<00:03, 5.18it/s]
143/499 4.32G 0.009915 0.009063 0.003758 66 640: 90%|########9 | 151/168 [00:28<00:03, 5.18it/s]
143/499 4.32G 0.009915 0.009063 0.003758 66 640: 90%|######### | 152/168 [00:28<00:03, 5.26it/s]
143/499 4.32G 0.009908 0.009057 0.003752 57 640: 90%|######### | 152/168 [00:29<00:03, 5.26it/s]
143/499 4.32G 0.009908 0.009057 0.003752 57 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s]
143/499 4.32G 0.009904 0.009062 0.003755 75 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s]
143/499 4.32G 0.009904 0.009062 0.003755 75 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s]
143/499 4.32G 0.0099 0.009054 0.003748 73 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s]
143/499 4.32G 0.0099 0.009054 0.003748 73 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s]
143/499 4.32G 0.009903 0.009046 0.003734 63 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s]
143/499 4.32G 0.009903 0.009046 0.003734 63 640: 93%|#########2| 156/168 [00:29<00:02, 5.32it/s]
143/499 4.32G 0.009904 0.00905 0.003719 70 640: 93%|#########2| 156/168 [00:29<00:02, 5.32it/s]
143/499 4.32G 0.009904 0.00905 0.003719 70 640: 93%|#########3| 157/168 [00:29<00:02, 5.18it/s]
143/499 4.32G 0.009912 0.009071 0.00375 78 640: 93%|#########3| 157/168 [00:30<00:02, 5.18it/s]
143/499 4.32G 0.009912 0.009071 0.00375 78 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s]
143/499 4.32G 0.009913 0.00907 0.003745 76 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s]
143/499 4.32G 0.009913 0.00907 0.003745 76 640: 95%|#########4| 159/168 [00:30<00:01, 5.30it/s]
143/499 4.32G 0.009906 0.009063 0.003754 62 640: 95%|#########4| 159/168 [00:30<00:01, 5.30it/s]
143/499 4.32G 0.009906 0.009063 0.003754 62 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s]
143/499 4.32G 0.009914 0.009059 0.003758 54 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s]
143/499 4.32G 0.009914 0.009059 0.003758 54 640: 96%|#########5| 161/168 [00:30<00:01, 5.24it/s]
143/499 4.32G 0.009911 0.009057 0.00376 82 640: 96%|#########5| 161/168 [00:30<00:01, 5.24it/s]
143/499 4.32G 0.009911 0.009057 0.00376 82 640: 96%|#########6| 162/168 [00:30<00:01, 5.33it/s]
143/499 4.32G 0.009919 0.009067 0.003778 79 640: 96%|#########6| 162/168 [00:31<00:01, 5.33it/s]
143/499 4.32G 0.009919 0.009067 0.003778 79 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s]
143/499 4.32G 0.009923 0.009059 0.003773 60 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s]
143/499 4.32G 0.009923 0.009059 0.003773 60 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s]
143/499 4.32G 0.009917 0.009049 0.003769 68 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s]
143/499 4.32G 0.009917 0.009049 0.003769 68 640: 98%|#########8| 165/168 [00:31<00:00, 5.29it/s]
143/499 4.32G 0.009913 0.009046 0.003764 74 640: 98%|#########8| 165/168 [00:31<00:00, 5.29it/s]
143/499 4.32G 0.009913 0.009046 0.003764 74 640: 99%|#########8| 166/168 [00:31<00:00, 5.13it/s]
143/499 4.32G 0.009906 0.009042 0.003762 67 640: 99%|#########8| 166/168 [00:31<00:00, 5.13it/s]
143/499 4.32G 0.009906 0.009042 0.003762 67 640: 99%|#########9| 167/168 [00:31<00:00, 5.22it/s]
143/499 4.32G 0.009908 0.009059 0.003777 39 640: 99%|#########9| 167/168 [00:32<00:00, 5.22it/s]
143/499 4.32G 0.009908 0.009059 0.003777 39 640: 100%|##########| 168/168 [00:32<00:00, 5.41it/s]
143/499 4.32G 0.009908 0.009059 0.003777 39 640: 100%|##########| 168/168 [00:32<00:00, 5.25it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.80it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.83it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.79it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.76it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.36it/s]
all 132 263 0.891 0.859 0.892 0.77
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
144/499 4.32G 0.01174 0.00937 0.004924 76 640: 0%| | 0/168 [00:00<?, ?it/s]
144/499 4.32G 0.01174 0.00937 0.004924 76 640: 1%| | 1/168 [00:00<00:33, 4.93it/s]
144/499 4.32G 0.01189 0.01071 0.003914 80 640: 1%| | 1/168 [00:00<00:33, 4.93it/s]
144/499 4.32G 0.01189 0.01071 0.003914 80 640: 1%|1 | 2/168 [00:00<00:31, 5.25it/s]
144/499 4.32G 0.01093 0.009933 0.003949 62 640: 1%|1 | 2/168 [00:00<00:31, 5.25it/s]
144/499 4.32G 0.01093 0.009933 0.003949 62 640: 2%|1 | 3/168 [00:00<00:30, 5.37it/s]
144/499 4.32G 0.01039 0.01006 0.003431 83 640: 2%|1 | 3/168 [00:00<00:30, 5.37it/s]
144/499 4.32G 0.01039 0.01006 0.003431 83 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s]
144/499 4.32G 0.01011 0.009829 0.003315 79 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s]
144/499 4.32G 0.01011 0.009829 0.003315 79 640: 3%|2 | 5/168 [00:00<00:30, 5.28it/s]
144/499 4.32G 0.01032 0.01018 0.003305 76 640: 3%|2 | 5/168 [00:01<00:30, 5.28it/s]
144/499 4.32G 0.01032 0.01018 0.003305 76 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s]
144/499 4.32G 0.01018 0.009937 0.00324 57 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s]
144/499 4.32G 0.01018 0.009937 0.00324 57 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s]
144/499 4.32G 0.01013 0.009968 0.003271 71 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s]
144/499 4.32G 0.01013 0.009968 0.003271 71 640: 5%|4 | 8/168 [00:01<00:30, 5.22it/s]
144/499 4.32G 0.01026 0.009983 0.003528 76 640: 5%|4 | 8/168 [00:01<00:30, 5.22it/s]
144/499 4.32G 0.01026 0.009983 0.003528 76 640: 5%|5 | 9/168 [00:01<00:30, 5.30it/s]
144/499 4.32G 0.0101 0.01005 0.003381 73 640: 5%|5 | 9/168 [00:01<00:30, 5.30it/s]
144/499 4.32G 0.0101 0.01005 0.003381 73 640: 6%|5 | 10/168 [00:01<00:30, 5.15it/s]
144/499 4.32G 0.01011 0.009977 0.003126 67 640: 6%|5 | 10/168 [00:02<00:30, 5.15it/s]
144/499 4.32G 0.01011 0.009977 0.003126 67 640: 7%|6 | 11/168 [00:02<00:29, 5.26it/s]
144/499 4.32G 0.01005 0.009834 0.003063 69 640: 7%|6 | 11/168 [00:02<00:29, 5.26it/s]
144/499 4.32G 0.01005 0.009834 0.003063 69 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s]
144/499 4.32G 0.01007 0.009865 0.00296 66 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s]
144/499 4.32G 0.01007 0.009865 0.00296 66 640: 8%|7 | 13/168 [00:02<00:29, 5.18it/s]
144/499 4.32G 0.009962 0.009756 0.002986 77 640: 8%|7 | 13/168 [00:02<00:29, 5.18it/s]
144/499 4.32G 0.009962 0.009756 0.002986 77 640: 8%|8 | 14/168 [00:02<00:29, 5.25it/s]
144/499 4.32G 0.009915 0.009786 0.003046 81 640: 8%|8 | 14/168 [00:02<00:29, 5.25it/s]
144/499 4.32G 0.009915 0.009786 0.003046 81 640: 9%|8 | 15/168 [00:02<00:28, 5.32it/s]
144/499 4.32G 0.009894 0.009786 0.003086 70 640: 9%|8 | 15/168 [00:03<00:28, 5.32it/s]
144/499 4.32G 0.009894 0.009786 0.003086 70 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s]
144/499 4.32G 0.009853 0.009706 0.003098 66 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s]
144/499 4.32G 0.009853 0.009706 0.003098 66 640: 10%|# | 17/168 [00:03<00:28, 5.29it/s]
144/499 4.32G 0.009845 0.009617 0.00309 63 640: 10%|# | 17/168 [00:03<00:28, 5.29it/s]
144/499 4.32G 0.009845 0.009617 0.00309 63 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
144/499 4.32G 0.009801 0.009471 0.003103 55 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
144/499 4.32G 0.009801 0.009471 0.003103 55 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s]
144/499 4.32G 0.009764 0.00938 0.003022 59 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s]
144/499 4.32G 0.009764 0.00938 0.003022 59 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
144/499 4.32G 0.009734 0.009416 0.003048 83 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
144/499 4.32G 0.009734 0.009416 0.003048 83 640: 12%|#2 | 21/168 [00:03<00:27, 5.36it/s]
144/499 4.32G 0.009715 0.009283 0.003034 58 640: 12%|#2 | 21/168 [00:04<00:27, 5.36it/s]
144/499 4.32G 0.009715 0.009283 0.003034 58 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s]
144/499 4.32G 0.009677 0.009215 0.003077 64 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s]
144/499 4.32G 0.009677 0.009215 0.003077 64 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s]
144/499 4.32G 0.009624 0.009125 0.003077 60 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s]
144/499 4.32G 0.009624 0.009125 0.003077 60 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s]
144/499 4.32G 0.009644 0.009155 0.003077 76 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s]
144/499 4.32G 0.009644 0.009155 0.003077 76 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s]
144/499 4.32G 0.009668 0.009309 0.003041 81 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s]
144/499 4.32G 0.009668 0.009309 0.003041 81 640: 15%|#5 | 26/168 [00:04<00:26, 5.29it/s]
144/499 4.32G 0.009612 0.009373 0.003029 75 640: 15%|#5 | 26/168 [00:05<00:26, 5.29it/s]
144/499 4.32G 0.009612 0.009373 0.003029 75 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s]
144/499 4.32G 0.009583 0.009367 0.003192 70 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s]
144/499 4.32G 0.009583 0.009367 0.003192 70 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s]
144/499 4.32G 0.009629 0.009327 0.003156 57 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s]
144/499 4.32G 0.009629 0.009327 0.003156 57 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
144/499 4.32G 0.009602 0.009286 0.003149 69 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
144/499 4.32G 0.009602 0.009286 0.003149 69 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s]
144/499 4.32G 0.009523 0.009186 0.003302 62 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s]
144/499 4.32G 0.009523 0.009186 0.003302 62 640: 18%|#8 | 31/168 [00:05<00:26, 5.21it/s]
144/499 4.32G 0.009514 0.009191 0.003352 72 640: 18%|#8 | 31/168 [00:06<00:26, 5.21it/s]
144/499 4.32G 0.009514 0.009191 0.003352 72 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s]
144/499 4.32G 0.009518 0.00922 0.003353 81 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s]
144/499 4.32G 0.009518 0.00922 0.003353 81 640: 20%|#9 | 33/168 [00:06<00:25, 5.38it/s]
144/499 4.32G 0.009509 0.009249 0.003424 69 640: 20%|#9 | 33/168 [00:06<00:25, 5.38it/s]
144/499 4.32G 0.009509 0.009249 0.003424 69 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s]
144/499 4.32G 0.009513 0.009245 0.003415 72 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s]
144/499 4.32G 0.009513 0.009245 0.003415 72 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s]
144/499 4.32G 0.009548 0.009178 0.003472 41 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s]
144/499 4.32G 0.009548 0.009178 0.003472 41 640: 21%|##1 | 36/168 [00:06<00:24, 5.31it/s]
144/499 4.32G 0.009544 0.009251 0.003501 82 640: 21%|##1 | 36/168 [00:07<00:24, 5.31it/s]
144/499 4.32G 0.009544 0.009251 0.003501 82 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s]
144/499 4.32G 0.009548 0.009262 0.003501 67 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s]
144/499 4.32G 0.009548 0.009262 0.003501 67 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s]
144/499 4.32G 0.009538 0.009275 0.003539 72 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s]
144/499 4.32G 0.009538 0.009275 0.003539 72 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s]
144/499 4.32G 0.009569 0.00928 0.003524 73 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s]
144/499 4.32G 0.009569 0.00928 0.003524 73 640: 24%|##3 | 40/168 [00:07<00:24, 5.18it/s]
144/499 4.32G 0.009535 0.00928 0.003498 62 640: 24%|##3 | 40/168 [00:07<00:24, 5.18it/s]
144/499 4.32G 0.009535 0.00928 0.003498 62 640: 24%|##4 | 41/168 [00:07<00:24, 5.25it/s]
144/499 4.32G 0.009528 0.009286 0.0035 69 640: 24%|##4 | 41/168 [00:07<00:24, 5.25it/s]
144/499 4.32G 0.009528 0.009286 0.0035 69 640: 25%|##5 | 42/168 [00:07<00:23, 5.33it/s]
144/499 4.32G 0.009505 0.009253 0.003514 62 640: 25%|##5 | 42/168 [00:08<00:23, 5.33it/s]
144/499 4.32G 0.009505 0.009253 0.003514 62 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
144/499 4.32G 0.009503 0.009255 0.003523 68 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
144/499 4.32G 0.009503 0.009255 0.003523 68 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s]
144/499 4.32G 0.009493 0.009216 0.003525 63 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s]
144/499 4.32G 0.009493 0.009216 0.003525 63 640: 27%|##6 | 45/168 [00:08<00:23, 5.35it/s]
144/499 4.32G 0.009472 0.009149 0.003505 53 640: 27%|##6 | 45/168 [00:08<00:23, 5.35it/s]
144/499 4.32G 0.009472 0.009149 0.003505 53 640: 27%|##7 | 46/168 [00:08<00:23, 5.20it/s]
144/499 4.32G 0.009514 0.009139 0.003539 63 640: 27%|##7 | 46/168 [00:08<00:23, 5.20it/s]
144/499 4.32G 0.009514 0.009139 0.003539 63 640: 28%|##7 | 47/168 [00:08<00:22, 5.27it/s]
144/499 4.32G 0.009508 0.009112 0.003567 66 640: 28%|##7 | 47/168 [00:09<00:22, 5.27it/s]
144/499 4.32G 0.009508 0.009112 0.003567 66 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s]
144/499 4.32G 0.009523 0.009182 0.003577 86 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s]
144/499 4.32G 0.009523 0.009182 0.003577 86 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s]
144/499 4.32G 0.009522 0.009188 0.003667 68 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s]
144/499 4.32G 0.009522 0.009188 0.003667 68 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s]
144/499 4.32G 0.009524 0.009187 0.003648 64 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s]
144/499 4.32G 0.009524 0.009187 0.003648 64 640: 30%|### | 51/168 [00:09<00:22, 5.31it/s]
144/499 4.32G 0.00952 0.009197 0.003612 77 640: 30%|### | 51/168 [00:09<00:22, 5.31it/s]
144/499 4.32G 0.00952 0.009197 0.003612 77 640: 31%|### | 52/168 [00:09<00:22, 5.18it/s]
144/499 4.32G 0.009551 0.009194 0.003575 61 640: 31%|### | 52/168 [00:10<00:22, 5.18it/s]
144/499 4.32G 0.009551 0.009194 0.003575 61 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
144/499 4.32G 0.009559 0.00917 0.00355 65 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
144/499 4.32G 0.009559 0.00917 0.00355 65 640: 32%|###2 | 54/168 [00:10<00:21, 5.26it/s]
144/499 4.32G 0.009541 0.009154 0.003553 52 640: 32%|###2 | 54/168 [00:10<00:21, 5.26it/s]
144/499 4.32G 0.009541 0.009154 0.003553 52 640: 33%|###2 | 55/168 [00:10<00:21, 5.14it/s]
144/499 4.32G 0.009531 0.009158 0.003569 73 640: 33%|###2 | 55/168 [00:10<00:21, 5.14it/s]
144/499 4.32G 0.009531 0.009158 0.003569 73 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s]
144/499 4.32G 0.009537 0.009152 0.003568 64 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s]
144/499 4.32G 0.009537 0.009152 0.003568 64 640: 34%|###3 | 57/168 [00:10<00:20, 5.32it/s]
144/499 4.32G 0.009524 0.009153 0.003569 68 640: 34%|###3 | 57/168 [00:11<00:20, 5.32it/s]
144/499 4.32G 0.009524 0.009153 0.003569 68 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s]
144/499 4.32G 0.009562 0.009159 0.003583 69 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s]
144/499 4.32G 0.009562 0.009159 0.003583 69 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s]
144/499 4.32G 0.009567 0.009111 0.003638 55 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s]
144/499 4.32G 0.009567 0.009111 0.003638 55 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s]
144/499 4.32G 0.009567 0.009101 0.00368 64 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s]
144/499 4.32G 0.009567 0.009101 0.00368 64 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s]
144/499 4.32G 0.009534 0.009073 0.003695 61 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s]
144/499 4.32G 0.009534 0.009073 0.003695 61 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s]
144/499 4.32G 0.009557 0.009031 0.003729 52 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s]
144/499 4.32G 0.009557 0.009031 0.003729 52 640: 38%|###7 | 63/168 [00:11<00:19, 5.30it/s]
144/499 4.32G 0.009557 0.008982 0.003679 42 640: 38%|###7 | 63/168 [00:12<00:19, 5.30it/s]
144/499 4.32G 0.009557 0.008982 0.003679 42 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s]
144/499 4.32G 0.009557 0.008943 0.00365 68 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s]
144/499 4.32G 0.009557 0.008943 0.00365 68 640: 39%|###8 | 65/168 [00:12<00:19, 5.24it/s]
144/499 4.32G 0.009546 0.008928 0.003663 67 640: 39%|###8 | 65/168 [00:12<00:19, 5.24it/s]
144/499 4.32G 0.009546 0.008928 0.003663 67 640: 39%|###9 | 66/168 [00:12<00:19, 5.28it/s]
144/499 4.32G 0.009543 0.008911 0.003646 58 640: 39%|###9 | 66/168 [00:12<00:19, 5.28it/s]
144/499 4.32G 0.009543 0.008911 0.003646 58 640: 40%|###9 | 67/168 [00:12<00:19, 5.16it/s]
144/499 4.32G 0.009548 0.008928 0.003676 74 640: 40%|###9 | 67/168 [00:12<00:19, 5.16it/s]
144/499 4.32G 0.009548 0.008928 0.003676 74 640: 40%|#### | 68/168 [00:12<00:19, 5.25it/s]
144/499 4.32G 0.00955 0.008971 0.003688 81 640: 40%|#### | 68/168 [00:13<00:19, 5.25it/s]
144/499 4.32G 0.00955 0.008971 0.003688 81 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s]
144/499 4.32G 0.009528 0.008984 0.003695 90 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s]
144/499 4.32G 0.009528 0.008984 0.003695 90 640: 42%|####1 | 70/168 [00:13<00:18, 5.16it/s]
144/499 4.32G 0.009542 0.008968 0.003674 52 640: 42%|####1 | 70/168 [00:13<00:18, 5.16it/s]
144/499 4.32G 0.009542 0.008968 0.003674 52 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s]
144/499 4.32G 0.009528 0.008969 0.003649 75 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s]
144/499 4.32G 0.009528 0.008969 0.003649 75 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s]
144/499 4.32G 0.009544 0.008979 0.003631 63 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s]
144/499 4.32G 0.009544 0.008979 0.003631 63 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s]
144/499 4.32G 0.009533 0.008983 0.003654 65 640: 43%|####3 | 73/168 [00:14<00:18, 5.21it/s]
144/499 4.32G 0.009533 0.008983 0.003654 65 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s]
144/499 4.32G 0.009518 0.009002 0.003633 81 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s]
144/499 4.32G 0.009518 0.009002 0.003633 81 640: 45%|####4 | 75/168 [00:14<00:17, 5.37it/s]
144/499 4.32G 0.009508 0.008982 0.00365 67 640: 45%|####4 | 75/168 [00:14<00:17, 5.37it/s]
144/499 4.32G 0.009508 0.008982 0.00365 67 640: 45%|####5 | 76/168 [00:14<00:17, 5.24it/s]
144/499 4.32G 0.009505 0.00896 0.003625 59 640: 45%|####5 | 76/168 [00:14<00:17, 5.24it/s]
144/499 4.32G 0.009505 0.00896 0.003625 59 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s]
144/499 4.32G 0.009492 0.008929 0.003627 57 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s]
144/499 4.32G 0.009492 0.008929 0.003627 57 640: 46%|####6 | 78/168 [00:14<00:16, 5.35it/s]
144/499 4.32G 0.009518 0.008948 0.003643 72 640: 46%|####6 | 78/168 [00:15<00:16, 5.35it/s]
144/499 4.32G 0.009518 0.008948 0.003643 72 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s]
144/499 4.32G 0.009543 0.008969 0.003663 79 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s]
144/499 4.32G 0.009543 0.008969 0.003663 79 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
144/499 4.32G 0.009531 0.008949 0.003642 66 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
144/499 4.32G 0.009531 0.008949 0.003642 66 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s]
144/499 4.32G 0.009516 0.008942 0.003665 73 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s]
144/499 4.32G 0.009516 0.008942 0.003665 73 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s]
144/499 4.32G 0.00952 0.008962 0.00367 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s]
144/499 4.32G 0.00952 0.008962 0.00367 71 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s]
144/499 4.32G 0.009518 0.008983 0.003678 72 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s]
144/499 4.32G 0.009518 0.008983 0.003678 72 640: 50%|##### | 84/168 [00:15<00:15, 5.34it/s]
144/499 4.32G 0.009512 0.008979 0.003736 73 640: 50%|##### | 84/168 [00:16<00:15, 5.34it/s]
144/499 4.32G 0.009512 0.008979 0.003736 73 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s]
144/499 4.32G 0.009518 0.008984 0.003763 76 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s]
144/499 4.32G 0.009518 0.008984 0.003763 76 640: 51%|#####1 | 86/168 [00:16<00:15, 5.26it/s]
144/499 4.32G 0.009527 0.008952 0.003745 43 640: 51%|#####1 | 86/168 [00:16<00:15, 5.26it/s]
144/499 4.32G 0.009527 0.008952 0.003745 43 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
144/499 4.32G 0.009566 0.008939 0.003763 52 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
144/499 4.32G 0.009566 0.008939 0.003763 52 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
144/499 4.32G 0.009571 0.008941 0.003761 74 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
144/499 4.32G 0.009571 0.008941 0.003761 74 640: 53%|#####2 | 89/168 [00:16<00:15, 5.24it/s]
144/499 4.32G 0.009574 0.008954 0.003744 69 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s]
144/499 4.32G 0.009574 0.008954 0.003744 69 640: 54%|#####3 | 90/168 [00:17<00:14, 5.29it/s]
144/499 4.32G 0.009588 0.008965 0.003735 80 640: 54%|#####3 | 90/168 [00:17<00:14, 5.29it/s]
144/499 4.32G 0.009588 0.008965 0.003735 80 640: 54%|#####4 | 91/168 [00:17<00:14, 5.14it/s]
144/499 4.32G 0.009594 0.00897 0.003729 78 640: 54%|#####4 | 91/168 [00:17<00:14, 5.14it/s]
144/499 4.32G 0.009594 0.00897 0.003729 78 640: 55%|#####4 | 92/168 [00:17<00:14, 5.22it/s]
144/499 4.32G 0.009594 0.008989 0.003715 70 640: 55%|#####4 | 92/168 [00:17<00:14, 5.22it/s]
144/499 4.32G 0.009594 0.008989 0.003715 70 640: 55%|#####5 | 93/168 [00:17<00:14, 5.30it/s]
144/499 4.32G 0.009585 0.00897 0.003717 66 640: 55%|#####5 | 93/168 [00:17<00:14, 5.30it/s]
144/499 4.32G 0.009585 0.00897 0.003717 66 640: 56%|#####5 | 94/168 [00:17<00:14, 5.16it/s]
144/499 4.32G 0.009581 0.008981 0.003703 69 640: 56%|#####5 | 94/168 [00:18<00:14, 5.16it/s]
144/499 4.32G 0.009581 0.008981 0.003703 69 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
144/499 4.32G 0.009576 0.008968 0.00369 75 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
144/499 4.32G 0.009576 0.008968 0.00369 75 640: 57%|#####7 | 96/168 [00:18<00:13, 5.35it/s]
144/499 4.32G 0.009582 0.00898 0.003685 82 640: 57%|#####7 | 96/168 [00:18<00:13, 5.35it/s]
144/499 4.32G 0.009582 0.00898 0.003685 82 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s]
144/499 4.32G 0.009584 0.008976 0.003696 67 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s]
144/499 4.32G 0.009584 0.008976 0.003696 67 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s]
144/499 4.32G 0.009635 0.008971 0.003724 68 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s]
144/499 4.32G 0.009635 0.008971 0.003724 68 640: 59%|#####8 | 99/168 [00:18<00:12, 5.32it/s]
144/499 4.32G 0.009642 0.008974 0.003736 64 640: 59%|#####8 | 99/168 [00:19<00:12, 5.32it/s]
144/499 4.32G 0.009642 0.008974 0.003736 64 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s]
144/499 4.32G 0.009634 0.008979 0.00379 73 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s]
144/499 4.32G 0.009634 0.008979 0.00379 73 640: 60%|###### | 101/168 [00:19<00:12, 5.25it/s]
144/499 4.32G 0.009632 0.008986 0.003791 67 640: 60%|###### | 101/168 [00:19<00:12, 5.25it/s]
144/499 4.32G 0.009632 0.008986 0.003791 67 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s]
144/499 4.32G 0.009627 0.008975 0.003793 52 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s]
144/499 4.32G 0.009627 0.008975 0.003793 52 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
144/499 4.32G 0.009634 0.008973 0.00384 70 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
144/499 4.32G 0.009634 0.008973 0.00384 70 640: 62%|######1 | 104/168 [00:19<00:12, 5.25it/s]
144/499 4.32G 0.009642 0.008983 0.003843 78 640: 62%|######1 | 104/168 [00:19<00:12, 5.25it/s]
144/499 4.32G 0.009642 0.008983 0.003843 78 640: 62%|######2 | 105/168 [00:19<00:11, 5.34it/s]
144/499 4.32G 0.00963 0.008974 0.003843 83 640: 62%|######2 | 105/168 [00:20<00:11, 5.34it/s]
144/499 4.32G 0.00963 0.008974 0.003843 83 640: 63%|######3 | 106/168 [00:20<00:11, 5.21it/s]
144/499 4.32G 0.009626 0.008976 0.003845 75 640: 63%|######3 | 106/168 [00:20<00:11, 5.21it/s]
144/499 4.32G 0.009626 0.008976 0.003845 75 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s]
144/499 4.32G 0.009617 0.008972 0.003827 67 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s]
144/499 4.32G 0.009617 0.008972 0.003827 67 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s]
144/499 4.32G 0.009634 0.008986 0.003827 85 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s]
144/499 4.32G 0.009634 0.008986 0.003827 85 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s]
144/499 4.32G 0.009628 0.008966 0.00383 61 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s]
144/499 4.32G 0.009628 0.008966 0.00383 61 640: 65%|######5 | 110/168 [00:20<00:10, 5.32it/s]
144/499 4.32G 0.009623 0.008976 0.003813 78 640: 65%|######5 | 110/168 [00:21<00:10, 5.32it/s]
144/499 4.32G 0.009623 0.008976 0.003813 78 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s]
144/499 4.32G 0.009616 0.008955 0.003789 53 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s]
144/499 4.32G 0.009616 0.008955 0.003789 53 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
144/499 4.32G 0.00962 0.008949 0.003806 62 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
144/499 4.32G 0.00962 0.008949 0.003806 62 640: 67%|######7 | 113/168 [00:21<00:10, 5.32it/s]
144/499 4.32G 0.009618 0.008946 0.003794 66 640: 67%|######7 | 113/168 [00:21<00:10, 5.32it/s]
144/499 4.32G 0.009618 0.008946 0.003794 66 640: 68%|######7 | 114/168 [00:21<00:10, 5.39it/s]
144/499 4.32G 0.009633 0.008945 0.003804 63 640: 68%|######7 | 114/168 [00:21<00:10, 5.39it/s]
144/499 4.32G 0.009633 0.008945 0.003804 63 640: 68%|######8 | 115/168 [00:21<00:10, 5.24it/s]
144/499 4.32G 0.009639 0.00894 0.003795 64 640: 68%|######8 | 115/168 [00:22<00:10, 5.24it/s]
144/499 4.32G 0.009639 0.00894 0.003795 64 640: 69%|######9 | 116/168 [00:22<00:09, 5.33it/s]
144/499 4.32G 0.009637 0.00894 0.003794 71 640: 69%|######9 | 116/168 [00:22<00:09, 5.33it/s]
144/499 4.32G 0.009637 0.00894 0.003794 71 640: 70%|######9 | 117/168 [00:22<00:09, 5.39it/s]
144/499 4.32G 0.00963 0.008926 0.003802 63 640: 70%|######9 | 117/168 [00:22<00:09, 5.39it/s]
144/499 4.32G 0.00963 0.008926 0.003802 63 640: 70%|####### | 118/168 [00:22<00:09, 5.24it/s]
144/499 4.32G 0.009645 0.008923 0.003778 54 640: 70%|####### | 118/168 [00:22<00:09, 5.24it/s]
144/499 4.32G 0.009645 0.008923 0.003778 54 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s]
144/499 4.32G 0.009651 0.008905 0.003797 65 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s]
144/499 4.32G 0.009651 0.008905 0.003797 65 640: 71%|#######1 | 120/168 [00:22<00:09, 5.32it/s]
144/499 4.32G 0.009654 0.008897 0.00379 60 640: 71%|#######1 | 120/168 [00:22<00:09, 5.32it/s]
144/499 4.32G 0.009654 0.008897 0.00379 60 640: 72%|#######2 | 121/168 [00:22<00:09, 5.18it/s]
144/499 4.32G 0.009659 0.008908 0.00378 69 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s]
144/499 4.32G 0.009659 0.008908 0.00378 69 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s]
144/499 4.32G 0.009652 0.008902 0.003775 64 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s]
144/499 4.32G 0.009652 0.008902 0.003775 64 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
144/499 4.32G 0.009651 0.008904 0.003782 67 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
144/499 4.32G 0.009651 0.008904 0.003782 67 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s]
144/499 4.32G 0.009647 0.008883 0.003775 52 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s]
144/499 4.32G 0.009647 0.008883 0.003775 52 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s]
144/499 4.32G 0.009646 0.008873 0.003775 60 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s]
144/499 4.32G 0.009646 0.008873 0.003775 60 640: 75%|#######5 | 126/168 [00:23<00:07, 5.32it/s]
144/499 4.32G 0.00965 0.008863 0.003771 67 640: 75%|#######5 | 126/168 [00:24<00:07, 5.32it/s]
144/499 4.32G 0.00965 0.008863 0.003771 67 640: 76%|#######5 | 127/168 [00:24<00:07, 5.13it/s]
144/499 4.32G 0.009643 0.008865 0.003774 88 640: 76%|#######5 | 127/168 [00:24<00:07, 5.13it/s]
144/499 4.32G 0.009643 0.008865 0.003774 88 640: 76%|#######6 | 128/168 [00:24<00:07, 5.21it/s]
144/499 4.32G 0.009637 0.008861 0.003764 65 640: 76%|#######6 | 128/168 [00:24<00:07, 5.21it/s]
144/499 4.32G 0.009637 0.008861 0.003764 65 640: 77%|#######6 | 129/168 [00:24<00:07, 5.29it/s]
144/499 4.32G 0.009641 0.00887 0.003761 73 640: 77%|#######6 | 129/168 [00:24<00:07, 5.29it/s]
144/499 4.32G 0.009641 0.00887 0.003761 73 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s]
144/499 4.32G 0.009632 0.008857 0.003762 64 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s]
144/499 4.32G 0.009632 0.008857 0.003762 64 640: 78%|#######7 | 131/168 [00:24<00:07, 5.25it/s]
144/499 4.32G 0.009619 0.008856 0.003787 74 640: 78%|#######7 | 131/168 [00:25<00:07, 5.25it/s]
144/499 4.32G 0.009619 0.008856 0.003787 74 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s]
144/499 4.32G 0.009627 0.008873 0.003767 75 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s]
144/499 4.32G 0.009627 0.008873 0.003767 75 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s]
144/499 4.32G 0.009622 0.008872 0.00376 77 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s]
144/499 4.32G 0.009622 0.008872 0.00376 77 640: 80%|#######9 | 134/168 [00:25<00:06, 5.24it/s]
144/499 4.32G 0.00963 0.008871 0.003743 70 640: 80%|#######9 | 134/168 [00:25<00:06, 5.24it/s]
144/499 4.32G 0.00963 0.008871 0.003743 70 640: 80%|######## | 135/168 [00:25<00:06, 5.29it/s]
144/499 4.32G 0.009623 0.008867 0.003743 58 640: 80%|######## | 135/168 [00:25<00:06, 5.29it/s]
144/499 4.32G 0.009623 0.008867 0.003743 58 640: 81%|######## | 136/168 [00:25<00:06, 5.16it/s]
144/499 4.32G 0.009614 0.008862 0.003763 63 640: 81%|######## | 136/168 [00:26<00:06, 5.16it/s]
144/499 4.32G 0.009614 0.008862 0.003763 63 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s]
144/499 4.32G 0.009612 0.008866 0.00375 71 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s]
144/499 4.32G 0.009612 0.008866 0.00375 71 640: 82%|########2 | 138/168 [00:26<00:05, 5.32it/s]
144/499 4.32G 0.009618 0.008881 0.003738 82 640: 82%|########2 | 138/168 [00:26<00:05, 5.32it/s]
144/499 4.32G 0.009618 0.008881 0.003738 82 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s]
144/499 4.32G 0.009606 0.008868 0.003728 65 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s]
144/499 4.32G 0.009606 0.008868 0.003728 65 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
144/499 4.32G 0.009615 0.008883 0.003719 75 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
144/499 4.32G 0.009615 0.008883 0.003719 75 640: 84%|########3 | 141/168 [00:26<00:05, 5.31it/s]
144/499 4.32G 0.009608 0.008888 0.003711 84 640: 84%|########3 | 141/168 [00:27<00:05, 5.31it/s]
144/499 4.32G 0.009608 0.008888 0.003711 84 640: 85%|########4 | 142/168 [00:27<00:05, 5.16it/s]
144/499 4.32G 0.009617 0.008891 0.003744 65 640: 85%|########4 | 142/168 [00:27<00:05, 5.16it/s]
144/499 4.32G 0.009617 0.008891 0.003744 65 640: 85%|########5 | 143/168 [00:27<00:04, 5.22it/s]
144/499 4.32G 0.009608 0.008886 0.003727 59 640: 85%|########5 | 143/168 [00:27<00:04, 5.22it/s]
144/499 4.32G 0.009608 0.008886 0.003727 59 640: 86%|########5 | 144/168 [00:27<00:04, 5.29it/s]
144/499 4.32G 0.0096 0.008889 0.003723 84 640: 86%|########5 | 144/168 [00:27<00:04, 5.29it/s]
144/499 4.32G 0.0096 0.008889 0.003723 84 640: 86%|########6 | 145/168 [00:27<00:04, 5.13it/s]
144/499 4.32G 0.009597 0.008891 0.003712 81 640: 86%|########6 | 145/168 [00:27<00:04, 5.13it/s]
144/499 4.32G 0.009597 0.008891 0.003712 81 640: 87%|########6 | 146/168 [00:27<00:04, 5.21it/s]
144/499 4.32G 0.009599 0.008891 0.003712 71 640: 87%|########6 | 146/168 [00:27<00:04, 5.21it/s]
144/499 4.32G 0.009599 0.008891 0.003712 71 640: 88%|########7 | 147/168 [00:27<00:03, 5.31it/s]
144/499 4.32G 0.009595 0.008899 0.003699 69 640: 88%|########7 | 147/168 [00:28<00:03, 5.31it/s]
144/499 4.32G 0.009595 0.008899 0.003699 69 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s]
144/499 4.32G 0.009596 0.0089 0.003683 72 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s]
144/499 4.32G 0.009596 0.0089 0.003683 72 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s]
144/499 4.32G 0.009602 0.008886 0.003681 59 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s]
144/499 4.32G 0.009602 0.008886 0.003681 59 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s]
144/499 4.32G 0.009609 0.008891 0.003684 54 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s]
144/499 4.32G 0.009609 0.008891 0.003684 54 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s]
144/499 4.32G 0.009612 0.0089 0.003682 85 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s]
144/499 4.32G 0.009612 0.0089 0.003682 85 640: 90%|######### | 152/168 [00:28<00:03, 5.29it/s]
144/499 4.32G 0.009615 0.008906 0.003675 76 640: 90%|######### | 152/168 [00:29<00:03, 5.29it/s]
144/499 4.32G 0.009615 0.008906 0.003675 76 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s]
144/499 4.32G 0.00963 0.008912 0.003674 66 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s]
144/499 4.32G 0.00963 0.008912 0.003674 66 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s]
144/499 4.32G 0.009631 0.008911 0.003665 74 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s]
144/499 4.32G 0.009631 0.008911 0.003665 74 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
144/499 4.32G 0.009644 0.008904 0.003671 57 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
144/499 4.32G 0.009644 0.008904 0.003671 57 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s]
144/499 4.32G 0.009638 0.008895 0.003661 57 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s]
144/499 4.32G 0.009638 0.008895 0.003661 57 640: 93%|#########3| 157/168 [00:29<00:02, 5.20it/s]
144/499 4.32G 0.009639 0.008903 0.003652 82 640: 93%|#########3| 157/168 [00:30<00:02, 5.20it/s]
144/499 4.32G 0.009639 0.008903 0.003652 82 640: 94%|#########4| 158/168 [00:30<00:01, 5.30it/s]
144/499 4.32G 0.009641 0.00891 0.003647 70 640: 94%|#########4| 158/168 [00:30<00:01, 5.30it/s]
144/499 4.32G 0.009641 0.00891 0.003647 70 640: 95%|#########4| 159/168 [00:30<00:01, 5.36it/s]
144/499 4.32G 0.009635 0.008909 0.00366 69 640: 95%|#########4| 159/168 [00:30<00:01, 5.36it/s]
144/499 4.32G 0.009635 0.008909 0.00366 69 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s]
144/499 4.32G 0.009643 0.008907 0.003663 57 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s]
144/499 4.32G 0.009643 0.008907 0.003663 57 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s]
144/499 4.32G 0.009654 0.008915 0.003661 65 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s]
144/499 4.32G 0.009654 0.008915 0.003661 65 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s]
144/499 4.32G 0.009654 0.008911 0.003659 65 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s]
144/499 4.32G 0.009654 0.008911 0.003659 65 640: 97%|#########7| 163/168 [00:30<00:00, 5.22it/s]
144/499 4.32G 0.009653 0.008924 0.003645 86 640: 97%|#########7| 163/168 [00:31<00:00, 5.22it/s]
144/499 4.32G 0.009653 0.008924 0.003645 86 640: 98%|#########7| 164/168 [00:31<00:00, 5.30it/s]
144/499 4.32G 0.009662 0.008943 0.003638 72 640: 98%|#########7| 164/168 [00:31<00:00, 5.30it/s]
144/499 4.32G 0.009662 0.008943 0.003638 72 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s]
144/499 4.32G 0.009669 0.008944 0.00362 67 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s]
144/499 4.32G 0.009669 0.008944 0.00362 67 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s]
144/499 4.32G 0.009664 0.008937 0.003627 59 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s]
144/499 4.32G 0.009664 0.008937 0.003627 59 640: 99%|#########9| 167/168 [00:31<00:00, 5.25it/s]
144/499 4.32G 0.009673 0.008929 0.003614 24 640: 99%|#########9| 167/168 [00:31<00:00, 5.25it/s]
144/499 4.32G 0.009673 0.008929 0.003614 24 640: 100%|##########| 168/168 [00:31<00:00, 5.40it/s]
144/499 4.32G 0.009673 0.008929 0.003614 24 640: 100%|##########| 168/168 [00:31<00:00, 5.26it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s]
all 132 263 0.86 0.864 0.875 0.756
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
145/499 4.32G 0.0101 0.01157 0.001973 79 640: 0%| | 0/168 [00:00<?, ?it/s]
145/499 4.32G 0.0101 0.01157 0.001973 79 640: 1%| | 1/168 [00:00<00:34, 4.86it/s]
145/499 4.32G 0.01044 0.01101 0.003033 70 640: 1%| | 1/168 [00:00<00:34, 4.86it/s]
145/499 4.32G 0.01044 0.01101 0.003033 70 640: 1%|1 | 2/168 [00:00<00:32, 5.17it/s]
145/499 4.32G 0.01036 0.01057 0.0048 75 640: 1%|1 | 2/168 [00:00<00:32, 5.17it/s]
145/499 4.32G 0.01036 0.01057 0.0048 75 640: 2%|1 | 3/168 [00:00<00:31, 5.28it/s]
145/499 4.32G 0.01043 0.01013 0.00595 64 640: 2%|1 | 3/168 [00:00<00:31, 5.28it/s]
145/499 4.32G 0.01043 0.01013 0.00595 64 640: 2%|2 | 4/168 [00:00<00:32, 5.09it/s]
145/499 4.32G 0.01021 0.00991 0.005358 64 640: 2%|2 | 4/168 [00:00<00:32, 5.09it/s]
145/499 4.32G 0.01021 0.00991 0.005358 64 640: 3%|2 | 5/168 [00:00<00:31, 5.24it/s]
145/499 4.32G 0.01018 0.009607 0.004849 68 640: 3%|2 | 5/168 [00:01<00:31, 5.24it/s]
145/499 4.32G 0.01018 0.009607 0.004849 68 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s]
145/499 4.32G 0.009948 0.009319 0.004729 71 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s]
145/499 4.32G 0.009948 0.009319 0.004729 71 640: 4%|4 | 7/168 [00:01<00:31, 5.15it/s]
145/499 4.32G 0.0101 0.009601 0.004386 76 640: 4%|4 | 7/168 [00:01<00:31, 5.15it/s]
145/499 4.32G 0.0101 0.009601 0.004386 76 640: 5%|4 | 8/168 [00:01<00:30, 5.25it/s]
145/499 4.32G 0.009878 0.009541 0.004126 72 640: 5%|4 | 8/168 [00:01<00:30, 5.25it/s]
145/499 4.32G 0.009878 0.009541 0.004126 72 640: 5%|5 | 9/168 [00:01<00:29, 5.34it/s]
145/499 4.32G 0.009903 0.009512 0.004263 78 640: 5%|5 | 9/168 [00:01<00:29, 5.34it/s]
145/499 4.32G 0.009903 0.009512 0.004263 78 640: 6%|5 | 10/168 [00:01<00:30, 5.10it/s]
145/499 4.32G 0.009911 0.0093 0.004276 64 640: 6%|5 | 10/168 [00:02<00:30, 5.10it/s]
145/499 4.32G 0.009911 0.0093 0.004276 64 640: 7%|6 | 11/168 [00:02<00:30, 5.19it/s]
145/499 4.32G 0.009861 0.009363 0.004197 77 640: 7%|6 | 11/168 [00:02<00:30, 5.19it/s]
145/499 4.32G 0.009861 0.009363 0.004197 77 640: 7%|7 | 12/168 [00:02<00:29, 5.23it/s]
145/499 4.32G 0.00997 0.009393 0.004088 72 640: 7%|7 | 12/168 [00:02<00:29, 5.23it/s]
145/499 4.32G 0.00997 0.009393 0.004088 72 640: 8%|7 | 13/168 [00:02<00:30, 5.12it/s]
145/499 4.32G 0.009967 0.009328 0.004364 64 640: 8%|7 | 13/168 [00:02<00:30, 5.12it/s]
145/499 4.32G 0.009967 0.009328 0.004364 64 640: 8%|8 | 14/168 [00:02<00:29, 5.22it/s]
145/499 4.32G 0.009965 0.009166 0.004251 54 640: 8%|8 | 14/168 [00:02<00:29, 5.22it/s]
145/499 4.32G 0.009965 0.009166 0.004251 54 640: 9%|8 | 15/168 [00:02<00:28, 5.30it/s]
145/499 4.32G 0.009889 0.009011 0.004056 49 640: 9%|8 | 15/168 [00:03<00:28, 5.30it/s]
145/499 4.32G 0.009889 0.009011 0.004056 49 640: 10%|9 | 16/168 [00:03<00:29, 5.12it/s]
145/499 4.32G 0.009869 0.009015 0.003966 74 640: 10%|9 | 16/168 [00:03<00:29, 5.12it/s]
145/499 4.32G 0.009869 0.009015 0.003966 74 640: 10%|# | 17/168 [00:03<00:28, 5.22it/s]
145/499 4.32G 0.009989 0.009088 0.00384 70 640: 10%|# | 17/168 [00:03<00:28, 5.22it/s]
145/499 4.32G 0.009989 0.009088 0.00384 70 640: 11%|# | 18/168 [00:03<00:28, 5.29it/s]
145/499 4.32G 0.009879 0.009106 0.003824 78 640: 11%|# | 18/168 [00:03<00:28, 5.29it/s]
145/499 4.32G 0.009879 0.009106 0.003824 78 640: 11%|#1 | 19/168 [00:03<00:28, 5.16it/s]
145/499 4.32G 0.009892 0.009039 0.00369 62 640: 11%|#1 | 19/168 [00:03<00:28, 5.16it/s]
145/499 4.32G 0.009892 0.009039 0.00369 62 640: 12%|#1 | 20/168 [00:03<00:28, 5.25it/s]
145/499 4.32G 0.009891 0.009123 0.00386 82 640: 12%|#1 | 20/168 [00:04<00:28, 5.25it/s]
145/499 4.32G 0.009891 0.009123 0.00386 82 640: 12%|#2 | 21/168 [00:04<00:27, 5.32it/s]
145/499 4.32G 0.009882 0.009261 0.004001 85 640: 12%|#2 | 21/168 [00:04<00:27, 5.32it/s]
145/499 4.32G 0.009882 0.009261 0.004001 85 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
145/499 4.32G 0.009876 0.009269 0.004048 71 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
145/499 4.32G 0.009876 0.009269 0.004048 71 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s]
145/499 4.32G 0.00992 0.009386 0.003982 75 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s]
145/499 4.32G 0.00992 0.009386 0.003982 75 640: 14%|#4 | 24/168 [00:04<00:27, 5.33it/s]
145/499 4.32G 0.01002 0.009421 0.003962 70 640: 14%|#4 | 24/168 [00:04<00:27, 5.33it/s]
145/499 4.32G 0.01002 0.009421 0.003962 70 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s]
145/499 4.32G 0.009969 0.009366 0.003883 51 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s]
145/499 4.32G 0.009969 0.009366 0.003883 51 640: 15%|#5 | 26/168 [00:04<00:26, 5.29it/s]
145/499 4.32G 0.00999 0.009343 0.00392 56 640: 15%|#5 | 26/168 [00:05<00:26, 5.29it/s]
145/499 4.32G 0.00999 0.009343 0.00392 56 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s]
145/499 4.32G 0.00998 0.00939 0.003896 87 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s]
145/499 4.32G 0.00998 0.00939 0.003896 87 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s]
145/499 4.32G 0.009974 0.009352 0.003881 59 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s]
145/499 4.32G 0.009974 0.009352 0.003881 59 640: 17%|#7 | 29/168 [00:05<00:26, 5.28it/s]
145/499 4.32G 0.009991 0.009326 0.003881 59 640: 17%|#7 | 29/168 [00:05<00:26, 5.28it/s]
145/499 4.32G 0.009991 0.009326 0.003881 59 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
145/499 4.32G 0.01 0.009319 0.003925 61 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
145/499 4.32G 0.01 0.009319 0.003925 61 640: 18%|#8 | 31/168 [00:05<00:26, 5.18it/s]
145/499 4.32G 0.009942 0.009293 0.003894 66 640: 18%|#8 | 31/168 [00:06<00:26, 5.18it/s]
145/499 4.32G 0.009942 0.009293 0.003894 66 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s]
145/499 4.32G 0.009885 0.009265 0.003885 66 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s]
145/499 4.32G 0.009885 0.009265 0.003885 66 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s]
145/499 4.32G 0.009848 0.00929 0.00387 90 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s]
145/499 4.32G 0.009848 0.00929 0.00387 90 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s]
145/499 4.32G 0.009869 0.009334 0.003886 83 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s]
145/499 4.32G 0.009869 0.009334 0.003886 83 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
145/499 4.32G 0.009941 0.009312 0.003836 59 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
145/499 4.32G 0.009941 0.009312 0.003836 59 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s]
145/499 4.32G 0.009932 0.009264 0.003786 60 640: 21%|##1 | 36/168 [00:07<00:24, 5.33it/s]
145/499 4.32G 0.009932 0.009264 0.003786 60 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s]
145/499 4.32G 0.009934 0.009333 0.003699 93 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s]
145/499 4.32G 0.009934 0.009333 0.003699 93 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
145/499 4.32G 0.009946 0.009391 0.003692 77 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
145/499 4.32G 0.009946 0.009391 0.003692 77 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s]
145/499 4.32G 0.009955 0.009413 0.003686 82 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s]
145/499 4.32G 0.009955 0.009413 0.003686 82 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
145/499 4.32G 0.01 0.009409 0.0037 61 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
145/499 4.32G 0.01 0.009409 0.0037 61 640: 24%|##4 | 41/168 [00:07<00:23, 5.29it/s]
145/499 4.32G 0.009968 0.009391 0.003698 66 640: 24%|##4 | 41/168 [00:08<00:23, 5.29it/s]
145/499 4.32G 0.009968 0.009391 0.003698 66 640: 25%|##5 | 42/168 [00:08<00:23, 5.38it/s]
145/499 4.32G 0.009957 0.009391 0.003658 74 640: 25%|##5 | 42/168 [00:08<00:23, 5.38it/s]
145/499 4.32G 0.009957 0.009391 0.003658 74 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s]
145/499 4.32G 0.009918 0.009363 0.003636 72 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s]
145/499 4.32G 0.009918 0.009363 0.003636 72 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s]
145/499 4.32G 0.009917 0.009334 0.003622 50 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s]
145/499 4.32G 0.009917 0.009334 0.003622 50 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s]
145/499 4.32G 0.009897 0.009345 0.003689 69 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s]
145/499 4.32G 0.009897 0.009345 0.003689 69 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s]
145/499 4.32G 0.009888 0.009389 0.003688 89 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s]
145/499 4.32G 0.009888 0.009389 0.003688 89 640: 28%|##7 | 47/168 [00:08<00:22, 5.28it/s]
145/499 4.32G 0.00989 0.009398 0.003752 66 640: 28%|##7 | 47/168 [00:09<00:22, 5.28it/s]
145/499 4.32G 0.00989 0.009398 0.003752 66 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
145/499 4.32G 0.009871 0.009376 0.003717 64 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
145/499 4.32G 0.009871 0.009376 0.003717 64 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s]
145/499 4.32G 0.009871 0.009373 0.003658 65 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s]
145/499 4.32G 0.009871 0.009373 0.003658 65 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s]
145/499 4.32G 0.009898 0.009411 0.003609 67 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s]
145/499 4.32G 0.009898 0.009411 0.003609 67 640: 30%|### | 51/168 [00:09<00:22, 5.31it/s]
145/499 4.32G 0.009873 0.009407 0.003665 62 640: 30%|### | 51/168 [00:09<00:22, 5.31it/s]
145/499 4.32G 0.009873 0.009407 0.003665 62 640: 31%|### | 52/168 [00:09<00:22, 5.16it/s]
145/499 4.32G 0.009868 0.009427 0.003652 75 640: 31%|### | 52/168 [00:10<00:22, 5.16it/s]
145/499 4.32G 0.009868 0.009427 0.003652 75 640: 32%|###1 | 53/168 [00:10<00:21, 5.24it/s]
145/499 4.32G 0.009875 0.009435 0.003682 73 640: 32%|###1 | 53/168 [00:10<00:21, 5.24it/s]
145/499 4.32G 0.009875 0.009435 0.003682 73 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s]
145/499 4.32G 0.009917 0.009436 0.003652 68 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s]
145/499 4.32G 0.009917 0.009436 0.003652 68 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s]
145/499 4.32G 0.009894 0.009431 0.003671 74 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s]
145/499 4.32G 0.009894 0.009431 0.003671 74 640: 33%|###3 | 56/168 [00:10<00:21, 5.26it/s]
145/499 4.32G 0.009886 0.00939 0.00362 51 640: 33%|###3 | 56/168 [00:10<00:21, 5.26it/s]
145/499 4.32G 0.009886 0.00939 0.00362 51 640: 34%|###3 | 57/168 [00:10<00:20, 5.34it/s]
145/499 4.32G 0.009901 0.009437 0.003602 81 640: 34%|###3 | 57/168 [00:11<00:20, 5.34it/s]
145/499 4.32G 0.009901 0.009437 0.003602 81 640: 35%|###4 | 58/168 [00:11<00:21, 5.11it/s]
145/499 4.32G 0.009908 0.009451 0.003586 70 640: 35%|###4 | 58/168 [00:11<00:21, 5.11it/s]
145/499 4.32G 0.009908 0.009451 0.003586 70 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s]
145/499 4.32G 0.009922 0.009455 0.003579 73 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s]
145/499 4.32G 0.009922 0.009455 0.003579 73 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
145/499 4.32G 0.009934 0.009424 0.003544 61 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
145/499 4.32G 0.009934 0.009424 0.003544 61 640: 36%|###6 | 61/168 [00:11<00:20, 5.15it/s]
145/499 4.32G 0.00991 0.00946 0.003519 90 640: 36%|###6 | 61/168 [00:11<00:20, 5.15it/s]
145/499 4.32G 0.00991 0.00946 0.003519 90 640: 37%|###6 | 62/168 [00:11<00:20, 5.25it/s]
145/499 4.32G 0.009905 0.009481 0.003501 80 640: 37%|###6 | 62/168 [00:12<00:20, 5.25it/s]
145/499 4.32G 0.009905 0.009481 0.003501 80 640: 38%|###7 | 63/168 [00:12<00:19, 5.29it/s]
145/499 4.32G 0.009911 0.009468 0.003474 63 640: 38%|###7 | 63/168 [00:12<00:19, 5.29it/s]
145/499 4.32G 0.009911 0.009468 0.003474 63 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s]
145/499 4.32G 0.009904 0.009487 0.003465 86 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s]
145/499 4.32G 0.009904 0.009487 0.003465 86 640: 39%|###8 | 65/168 [00:12<00:19, 5.23it/s]
145/499 4.32G 0.009886 0.00949 0.003446 79 640: 39%|###8 | 65/168 [00:12<00:19, 5.23it/s]
145/499 4.32G 0.009886 0.00949 0.003446 79 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s]
145/499 4.32G 0.009873 0.009514 0.00344 79 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s]
145/499 4.32G 0.009873 0.009514 0.00344 79 640: 40%|###9 | 67/168 [00:12<00:19, 5.20it/s]
145/499 4.32G 0.009875 0.009522 0.003497 79 640: 40%|###9 | 67/168 [00:12<00:19, 5.20it/s]
145/499 4.32G 0.009875 0.009522 0.003497 79 640: 40%|#### | 68/168 [00:12<00:18, 5.30it/s]
145/499 4.32G 0.009852 0.009497 0.003536 69 640: 40%|#### | 68/168 [00:13<00:18, 5.30it/s]
145/499 4.32G 0.009852 0.009497 0.003536 69 640: 41%|####1 | 69/168 [00:13<00:18, 5.38it/s]
145/499 4.32G 0.009854 0.009506 0.003533 79 640: 41%|####1 | 69/168 [00:13<00:18, 5.38it/s]
145/499 4.32G 0.009854 0.009506 0.003533 79 640: 42%|####1 | 70/168 [00:13<00:18, 5.24it/s]
145/499 4.32G 0.009837 0.009492 0.0035 72 640: 42%|####1 | 70/168 [00:13<00:18, 5.24it/s]
145/499 4.32G 0.009837 0.009492 0.0035 72 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s]
145/499 4.32G 0.009847 0.00953 0.003502 81 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s]
145/499 4.32G 0.009847 0.00953 0.003502 81 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
145/499 4.32G 0.009863 0.009536 0.003505 70 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
145/499 4.32G 0.009863 0.009536 0.003505 70 640: 43%|####3 | 73/168 [00:13<00:18, 5.25it/s]
145/499 4.32G 0.009853 0.009518 0.003508 79 640: 43%|####3 | 73/168 [00:14<00:18, 5.25it/s]
145/499 4.32G 0.009853 0.009518 0.003508 79 640: 44%|####4 | 74/168 [00:14<00:17, 5.34it/s]
145/499 4.32G 0.009843 0.00951 0.003483 78 640: 44%|####4 | 74/168 [00:14<00:17, 5.34it/s]
145/499 4.32G 0.009843 0.00951 0.003483 78 640: 45%|####4 | 75/168 [00:14<00:17, 5.39it/s]
145/499 4.32G 0.009823 0.009472 0.00348 55 640: 45%|####4 | 75/168 [00:14<00:17, 5.39it/s]
145/499 4.32G 0.009823 0.009472 0.00348 55 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s]
145/499 4.32G 0.009817 0.009446 0.003485 66 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s]
145/499 4.32G 0.009817 0.009446 0.003485 66 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s]
145/499 4.32G 0.009841 0.009428 0.003514 57 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s]
145/499 4.32G 0.009841 0.009428 0.003514 57 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s]
145/499 4.32G 0.009828 0.009413 0.003531 78 640: 46%|####6 | 78/168 [00:15<00:16, 5.34it/s]
145/499 4.32G 0.009828 0.009413 0.003531 78 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s]
145/499 4.32G 0.009827 0.009409 0.003509 71 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s]
145/499 4.32G 0.009827 0.009409 0.003509 71 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
145/499 4.32G 0.009839 0.009384 0.003529 52 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
145/499 4.32G 0.009839 0.009384 0.003529 52 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
145/499 4.32G 0.009858 0.009381 0.003524 70 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
145/499 4.32G 0.009858 0.009381 0.003524 70 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s]
145/499 4.32G 0.009835 0.009361 0.003506 62 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s]
145/499 4.32G 0.009835 0.009361 0.003506 62 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s]
145/499 4.32G 0.009812 0.009361 0.003513 74 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s]
145/499 4.32G 0.009812 0.009361 0.003513 74 640: 50%|##### | 84/168 [00:15<00:15, 5.36it/s]
145/499 4.32G 0.009819 0.009357 0.003512 58 640: 50%|##### | 84/168 [00:16<00:15, 5.36it/s]
145/499 4.32G 0.009819 0.009357 0.003512 58 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s]
145/499 4.32G 0.009808 0.009342 0.003505 62 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s]
145/499 4.32G 0.009808 0.009342 0.003505 62 640: 51%|#####1 | 86/168 [00:16<00:15, 5.20it/s]
145/499 4.32G 0.009818 0.009349 0.003496 74 640: 51%|#####1 | 86/168 [00:16<00:15, 5.20it/s]
145/499 4.32G 0.009818 0.009349 0.003496 74 640: 52%|#####1 | 87/168 [00:16<00:15, 5.31it/s]
145/499 4.32G 0.009807 0.009351 0.003486 68 640: 52%|#####1 | 87/168 [00:16<00:15, 5.31it/s]
145/499 4.32G 0.009807 0.009351 0.003486 68 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
145/499 4.32G 0.0098 0.009338 0.003489 66 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
145/499 4.32G 0.0098 0.009338 0.003489 66 640: 53%|#####2 | 89/168 [00:16<00:14, 5.30it/s]
145/499 4.32G 0.009801 0.009329 0.003517 69 640: 53%|#####2 | 89/168 [00:17<00:14, 5.30it/s]
145/499 4.32G 0.009801 0.009329 0.003517 69 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s]
145/499 4.32G 0.009798 0.009326 0.003504 63 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s]
145/499 4.32G 0.009798 0.009326 0.003504 63 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s]
145/499 4.32G 0.009802 0.009328 0.003524 68 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s]
145/499 4.32G 0.009802 0.009328 0.003524 68 640: 55%|#####4 | 92/168 [00:17<00:14, 5.23it/s]
145/499 4.32G 0.009806 0.009331 0.003558 88 640: 55%|#####4 | 92/168 [00:17<00:14, 5.23it/s]
145/499 4.32G 0.009806 0.009331 0.003558 88 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s]
145/499 4.32G 0.009798 0.009327 0.003555 65 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s]
145/499 4.32G 0.009798 0.009327 0.003555 65 640: 56%|#####5 | 94/168 [00:17<00:14, 5.18it/s]
145/499 4.32G 0.009808 0.009307 0.003548 61 640: 56%|#####5 | 94/168 [00:18<00:14, 5.18it/s]
145/499 4.32G 0.009808 0.009307 0.003548 61 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
145/499 4.32G 0.009794 0.009307 0.003542 76 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
145/499 4.32G 0.009794 0.009307 0.003542 76 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s]
145/499 4.32G 0.009795 0.009298 0.00353 61 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s]
145/499 4.32G 0.009795 0.009298 0.00353 61 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s]
145/499 4.32G 0.009807 0.009317 0.003531 79 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s]
145/499 4.32G 0.009807 0.009317 0.003531 79 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s]
145/499 4.32G 0.009792 0.009316 0.003531 65 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s]
145/499 4.32G 0.009792 0.009316 0.003531 65 640: 59%|#####8 | 99/168 [00:18<00:12, 5.34it/s]
145/499 4.32G 0.0098 0.009295 0.003556 60 640: 59%|#####8 | 99/168 [00:19<00:12, 5.34it/s]
145/499 4.32G 0.0098 0.009295 0.003556 60 640: 60%|#####9 | 100/168 [00:19<00:13, 5.16it/s]
145/499 4.32G 0.00979 0.009287 0.00354 63 640: 60%|#####9 | 100/168 [00:19<00:13, 5.16it/s]
145/499 4.32G 0.00979 0.009287 0.00354 63 640: 60%|###### | 101/168 [00:19<00:12, 5.19it/s]
145/499 4.32G 0.009768 0.009284 0.003542 69 640: 60%|###### | 101/168 [00:19<00:12, 5.19it/s]
145/499 4.32G 0.009768 0.009284 0.003542 69 640: 61%|###### | 102/168 [00:19<00:12, 5.26it/s]
145/499 4.32G 0.009748 0.009276 0.003533 71 640: 61%|###### | 102/168 [00:19<00:12, 5.26it/s]
145/499 4.32G 0.009748 0.009276 0.003533 71 640: 61%|######1 | 103/168 [00:19<00:12, 5.15it/s]
145/499 4.32G 0.009739 0.009246 0.003518 52 640: 61%|######1 | 103/168 [00:19<00:12, 5.15it/s]
145/499 4.32G 0.009739 0.009246 0.003518 52 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s]
145/499 4.32G 0.009739 0.009226 0.00354 65 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s]
145/499 4.32G 0.009739 0.009226 0.00354 65 640: 62%|######2 | 105/168 [00:19<00:12, 5.22it/s]
145/499 4.32G 0.00972 0.009215 0.003529 71 640: 62%|######2 | 105/168 [00:20<00:12, 5.22it/s]
145/499 4.32G 0.00972 0.009215 0.003529 71 640: 63%|######3 | 106/168 [00:20<00:12, 5.12it/s]
145/499 4.32G 0.009705 0.009192 0.003531 69 640: 63%|######3 | 106/168 [00:20<00:12, 5.12it/s]
145/499 4.32G 0.009705 0.009192 0.003531 69 640: 64%|######3 | 107/168 [00:20<00:11, 5.22it/s]
145/499 4.32G 0.00971 0.00918 0.003513 59 640: 64%|######3 | 107/168 [00:20<00:11, 5.22it/s]
145/499 4.32G 0.00971 0.00918 0.003513 59 640: 64%|######4 | 108/168 [00:20<00:11, 5.27it/s]
145/499 4.32G 0.009703 0.009157 0.003526 56 640: 64%|######4 | 108/168 [00:20<00:11, 5.27it/s]
145/499 4.32G 0.009703 0.009157 0.003526 56 640: 65%|######4 | 109/168 [00:20<00:11, 5.09it/s]
145/499 4.32G 0.009706 0.009143 0.003515 68 640: 65%|######4 | 109/168 [00:20<00:11, 5.09it/s]
145/499 4.32G 0.009706 0.009143 0.003515 68 640: 65%|######5 | 110/168 [00:20<00:11, 5.20it/s]
145/499 4.32G 0.009706 0.00913 0.003516 59 640: 65%|######5 | 110/168 [00:21<00:11, 5.20it/s]
145/499 4.32G 0.009706 0.00913 0.003516 59 640: 66%|######6 | 111/168 [00:21<00:10, 5.28it/s]
145/499 4.32G 0.009696 0.00912 0.00353 77 640: 66%|######6 | 111/168 [00:21<00:10, 5.28it/s]
145/499 4.32G 0.009696 0.00912 0.00353 77 640: 67%|######6 | 112/168 [00:21<00:11, 5.09it/s]
145/499 4.32G 0.009693 0.00914 0.003513 72 640: 67%|######6 | 112/168 [00:21<00:11, 5.09it/s]
145/499 4.32G 0.009693 0.00914 0.003513 72 640: 67%|######7 | 113/168 [00:21<00:10, 5.20it/s]
145/499 4.32G 0.009685 0.009133 0.003518 68 640: 67%|######7 | 113/168 [00:21<00:10, 5.20it/s]
145/499 4.32G 0.009685 0.009133 0.003518 68 640: 68%|######7 | 114/168 [00:21<00:10, 5.30it/s]
145/499 4.32G 0.009682 0.009116 0.003511 56 640: 68%|######7 | 114/168 [00:21<00:10, 5.30it/s]
145/499 4.32G 0.009682 0.009116 0.003511 56 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s]
145/499 4.32G 0.00968 0.009099 0.003499 58 640: 68%|######8 | 115/168 [00:22<00:10, 5.21it/s]
145/499 4.32G 0.00968 0.009099 0.003499 58 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s]
145/499 4.32G 0.009681 0.009101 0.003483 70 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s]
145/499 4.32G 0.009681 0.009101 0.003483 70 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s]
145/499 4.32G 0.009663 0.009103 0.003488 81 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s]
145/499 4.32G 0.009663 0.009103 0.003488 81 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s]
145/499 4.32G 0.009665 0.009099 0.003485 63 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s]
145/499 4.32G 0.009665 0.009099 0.003485 63 640: 71%|####### | 119/168 [00:22<00:09, 5.23it/s]
145/499 4.32G 0.009667 0.009104 0.003485 81 640: 71%|####### | 119/168 [00:22<00:09, 5.23it/s]
145/499 4.32G 0.009667 0.009104 0.003485 81 640: 71%|#######1 | 120/168 [00:22<00:09, 5.29it/s]
145/499 4.32G 0.009675 0.009096 0.003482 56 640: 71%|#######1 | 120/168 [00:23<00:09, 5.29it/s]
145/499 4.32G 0.009675 0.009096 0.003482 56 640: 72%|#######2 | 121/168 [00:23<00:09, 5.15it/s]
145/499 4.32G 0.009673 0.009098 0.003478 75 640: 72%|#######2 | 121/168 [00:23<00:09, 5.15it/s]
145/499 4.32G 0.009673 0.009098 0.003478 75 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s]
145/499 4.32G 0.009662 0.00908 0.003466 67 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s]
145/499 4.32G 0.009662 0.00908 0.003466 67 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
145/499 4.32G 0.009681 0.009096 0.003467 67 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
145/499 4.32G 0.009681 0.009096 0.003467 67 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
145/499 4.32G 0.009669 0.009085 0.003465 65 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
145/499 4.32G 0.009669 0.009085 0.003465 65 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
145/499 4.32G 0.009668 0.009084 0.00347 71 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
145/499 4.32G 0.009668 0.009084 0.00347 71 640: 75%|#######5 | 126/168 [00:23<00:07, 5.38it/s]
145/499 4.32G 0.009671 0.009077 0.00346 69 640: 75%|#######5 | 126/168 [00:24<00:07, 5.38it/s]
145/499 4.32G 0.009671 0.009077 0.00346 69 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s]
145/499 4.32G 0.009668 0.009062 0.003465 64 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s]
145/499 4.32G 0.009668 0.009062 0.003465 64 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s]
145/499 4.32G 0.009654 0.009056 0.00349 58 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s]
145/499 4.32G 0.009654 0.009056 0.00349 58 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s]
145/499 4.32G 0.009654 0.009044 0.003482 59 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s]
145/499 4.32G 0.009654 0.009044 0.003482 59 640: 77%|#######7 | 130/168 [00:24<00:07, 5.13it/s]
145/499 4.32G 0.009652 0.009039 0.003473 69 640: 77%|#######7 | 130/168 [00:24<00:07, 5.13it/s]
145/499 4.32G 0.009652 0.009039 0.003473 69 640: 78%|#######7 | 131/168 [00:24<00:07, 5.24it/s]
145/499 4.32G 0.00964 0.009024 0.003475 65 640: 78%|#######7 | 131/168 [00:25<00:07, 5.24it/s]
145/499 4.32G 0.00964 0.009024 0.003475 65 640: 79%|#######8 | 132/168 [00:25<00:06, 5.33it/s]
145/499 4.32G 0.00964 0.009026 0.00348 68 640: 79%|#######8 | 132/168 [00:25<00:06, 5.33it/s]
145/499 4.32G 0.00964 0.009026 0.00348 68 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s]
145/499 4.32G 0.00964 0.009049 0.00347 89 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s]
145/499 4.32G 0.00964 0.009049 0.00347 89 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s]
145/499 4.32G 0.009636 0.00905 0.003459 77 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s]
145/499 4.32G 0.009636 0.00905 0.003459 77 640: 80%|######## | 135/168 [00:25<00:06, 5.32it/s]
145/499 4.32G 0.009633 0.009033 0.003464 68 640: 80%|######## | 135/168 [00:25<00:06, 5.32it/s]
145/499 4.32G 0.009633 0.009033 0.003464 68 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
145/499 4.32G 0.009627 0.009023 0.00345 65 640: 81%|######## | 136/168 [00:26<00:06, 5.21it/s]
145/499 4.32G 0.009627 0.009023 0.00345 65 640: 82%|########1 | 137/168 [00:26<00:05, 5.31it/s]
145/499 4.32G 0.009627 0.00905 0.003464 89 640: 82%|########1 | 137/168 [00:26<00:05, 5.31it/s]
145/499 4.32G 0.009627 0.00905 0.003464 89 640: 82%|########2 | 138/168 [00:26<00:05, 5.36it/s]
145/499 4.32G 0.009614 0.009038 0.003446 70 640: 82%|########2 | 138/168 [00:26<00:05, 5.36it/s]
145/499 4.32G 0.009614 0.009038 0.003446 70 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s]
145/499 4.32G 0.009613 0.009042 0.003452 84 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s]
145/499 4.32G 0.009613 0.009042 0.003452 84 640: 83%|########3 | 140/168 [00:26<00:05, 5.28it/s]
145/499 4.32G 0.009623 0.00903 0.003459 60 640: 83%|########3 | 140/168 [00:26<00:05, 5.28it/s]
145/499 4.32G 0.009623 0.00903 0.003459 60 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s]
145/499 4.32G 0.009627 0.009039 0.003447 70 640: 84%|########3 | 141/168 [00:27<00:05, 5.33it/s]
145/499 4.32G 0.009627 0.009039 0.003447 70 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s]
145/499 4.32G 0.009616 0.009027 0.003473 64 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s]
145/499 4.32G 0.009616 0.009027 0.003473 64 640: 85%|########5 | 143/168 [00:27<00:04, 5.21it/s]
145/499 4.32G 0.009619 0.009018 0.003472 67 640: 85%|########5 | 143/168 [00:27<00:04, 5.21it/s]
145/499 4.32G 0.009619 0.009018 0.003472 67 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s]
145/499 4.32G 0.009615 0.009021 0.003471 70 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s]
145/499 4.32G 0.009615 0.009021 0.003471 70 640: 86%|########6 | 145/168 [00:27<00:04, 5.13it/s]
145/499 4.32G 0.009607 0.009014 0.003467 68 640: 86%|########6 | 145/168 [00:27<00:04, 5.13it/s]
145/499 4.32G 0.009607 0.009014 0.003467 68 640: 87%|########6 | 146/168 [00:27<00:04, 5.22it/s]
145/499 4.32G 0.009606 0.008999 0.003459 55 640: 87%|########6 | 146/168 [00:27<00:04, 5.22it/s]
145/499 4.32G 0.009606 0.008999 0.003459 55 640: 88%|########7 | 147/168 [00:27<00:03, 5.28it/s]
145/499 4.32G 0.009617 0.008982 0.00345 66 640: 88%|########7 | 147/168 [00:28<00:03, 5.28it/s]
145/499 4.32G 0.009617 0.008982 0.00345 66 640: 88%|########8 | 148/168 [00:28<00:03, 5.12it/s]
145/499 4.32G 0.009623 0.008976 0.003465 58 640: 88%|########8 | 148/168 [00:28<00:03, 5.12it/s]
145/499 4.32G 0.009623 0.008976 0.003465 58 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s]
145/499 4.32G 0.009638 0.008981 0.003487 79 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s]
145/499 4.32G 0.009638 0.008981 0.003487 79 640: 89%|########9 | 150/168 [00:28<00:03, 5.27it/s]
145/499 4.32G 0.009631 0.008981 0.003481 75 640: 89%|########9 | 150/168 [00:28<00:03, 5.27it/s]
145/499 4.32G 0.009631 0.008981 0.003481 75 640: 90%|########9 | 151/168 [00:28<00:03, 5.15it/s]
145/499 4.32G 0.009631 0.008973 0.003464 61 640: 90%|########9 | 151/168 [00:28<00:03, 5.15it/s]
145/499 4.32G 0.009631 0.008973 0.003464 61 640: 90%|######### | 152/168 [00:28<00:03, 5.25it/s]
145/499 4.32G 0.009629 0.00899 0.003469 85 640: 90%|######### | 152/168 [00:29<00:03, 5.25it/s]
145/499 4.32G 0.009629 0.00899 0.003469 85 640: 91%|#########1| 153/168 [00:29<00:02, 5.35it/s]
145/499 4.32G 0.009629 0.009002 0.003467 85 640: 91%|#########1| 153/168 [00:29<00:02, 5.35it/s]
145/499 4.32G 0.009629 0.009002 0.003467 85 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s]
145/499 4.32G 0.009636 0.009007 0.003461 62 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s]
145/499 4.32G 0.009636 0.009007 0.003461 62 640: 92%|#########2| 155/168 [00:29<00:02, 5.29it/s]
145/499 4.32G 0.009632 0.009009 0.003482 63 640: 92%|#########2| 155/168 [00:29<00:02, 5.29it/s]
145/499 4.32G 0.009632 0.009009 0.003482 63 640: 93%|#########2| 156/168 [00:29<00:02, 5.33it/s]
145/499 4.32G 0.009627 0.009015 0.003466 67 640: 93%|#########2| 156/168 [00:29<00:02, 5.33it/s]
145/499 4.32G 0.009627 0.009015 0.003466 67 640: 93%|#########3| 157/168 [00:29<00:02, 5.20it/s]
145/499 4.32G 0.009617 0.009 0.003481 64 640: 93%|#########3| 157/168 [00:30<00:02, 5.20it/s]
145/499 4.32G 0.009617 0.009 0.003481 64 640: 94%|#########4| 158/168 [00:30<00:01, 5.31it/s]
145/499 4.32G 0.00961 0.009001 0.003483 74 640: 94%|#########4| 158/168 [00:30<00:01, 5.31it/s]
145/499 4.32G 0.00961 0.009001 0.003483 74 640: 95%|#########4| 159/168 [00:30<00:01, 5.36it/s]
145/499 4.32G 0.009608 0.009004 0.003504 77 640: 95%|#########4| 159/168 [00:30<00:01, 5.36it/s]
145/499 4.32G 0.009608 0.009004 0.003504 77 640: 95%|#########5| 160/168 [00:30<00:01, 5.23it/s]
145/499 4.32G 0.009601 0.009007 0.003493 73 640: 95%|#########5| 160/168 [00:30<00:01, 5.23it/s]
145/499 4.32G 0.009601 0.009007 0.003493 73 640: 96%|#########5| 161/168 [00:30<00:01, 5.24it/s]
145/499 4.32G 0.009602 0.009031 0.003493 89 640: 96%|#########5| 161/168 [00:30<00:01, 5.24it/s]
145/499 4.32G 0.009602 0.009031 0.003493 89 640: 96%|#########6| 162/168 [00:30<00:01, 5.28it/s]
145/499 4.32G 0.009601 0.009025 0.00349 63 640: 96%|#########6| 162/168 [00:31<00:01, 5.28it/s]
145/499 4.32G 0.009601 0.009025 0.00349 63 640: 97%|#########7| 163/168 [00:31<00:00, 5.18it/s]
145/499 4.32G 0.009604 0.00901 0.003482 59 640: 97%|#########7| 163/168 [00:31<00:00, 5.18it/s]
145/499 4.32G 0.009604 0.00901 0.003482 59 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s]
145/499 4.32G 0.009613 0.009012 0.003475 71 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s]
145/499 4.32G 0.009613 0.009012 0.003475 71 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s]
145/499 4.32G 0.009606 0.009025 0.003471 91 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s]
145/499 4.32G 0.009606 0.009025 0.003471 91 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s]
145/499 4.32G 0.009606 0.009022 0.003452 61 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s]
145/499 4.32G 0.009606 0.009022 0.003452 61 640: 99%|#########9| 167/168 [00:31<00:00, 5.23it/s]
145/499 4.32G 0.009607 0.009011 0.00344 28 640: 99%|#########9| 167/168 [00:31<00:00, 5.23it/s]
145/499 4.32G 0.009607 0.009011 0.00344 28 640: 100%|##########| 168/168 [00:31<00:00, 5.43it/s]
145/499 4.32G 0.009607 0.009011 0.00344 28 640: 100%|##########| 168/168 [00:31<00:00, 5.25it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.65it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.85it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.44it/s]
all 132 263 0.878 0.854 0.882 0.766
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
146/499 4.32G 0.01095 0.005799 0.001415 47 640: 0%| | 0/168 [00:00<?, ?it/s]
146/499 4.32G 0.01095 0.005799 0.001415 47 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
146/499 4.32G 0.01001 0.00753 0.001734 74 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
146/499 4.32G 0.01001 0.00753 0.001734 74 640: 1%|1 | 2/168 [00:00<00:32, 5.16it/s]
146/499 4.32G 0.009977 0.008282 0.003574 74 640: 1%|1 | 2/168 [00:00<00:32, 5.16it/s]
146/499 4.32G 0.009977 0.008282 0.003574 74 640: 2%|1 | 3/168 [00:00<00:30, 5.33it/s]
146/499 4.32G 0.01001 0.009076 0.003254 70 640: 2%|1 | 3/168 [00:00<00:30, 5.33it/s]
146/499 4.32G 0.01001 0.009076 0.003254 70 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s]
146/499 4.32G 0.01003 0.009327 0.002967 75 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s]
146/499 4.32G 0.01003 0.009327 0.002967 75 640: 3%|2 | 5/168 [00:00<00:30, 5.28it/s]
146/499 4.32G 0.009944 0.009496 0.002853 64 640: 3%|2 | 5/168 [00:01<00:30, 5.28it/s]
146/499 4.32G 0.009944 0.009496 0.002853 64 640: 4%|3 | 6/168 [00:01<00:30, 5.37it/s]
146/499 4.32G 0.009941 0.009598 0.002641 70 640: 4%|3 | 6/168 [00:01<00:30, 5.37it/s]
146/499 4.32G 0.009941 0.009598 0.002641 70 640: 4%|4 | 7/168 [00:01<00:31, 5.16it/s]
146/499 4.32G 0.009871 0.009617 0.002683 83 640: 4%|4 | 7/168 [00:01<00:31, 5.16it/s]
146/499 4.32G 0.009871 0.009617 0.002683 83 640: 5%|4 | 8/168 [00:01<00:30, 5.23it/s]
146/499 4.32G 0.009834 0.009827 0.002799 83 640: 5%|4 | 8/168 [00:01<00:30, 5.23it/s]
146/499 4.32G 0.009834 0.009827 0.002799 83 640: 5%|5 | 9/168 [00:01<00:30, 5.29it/s]
146/499 4.32G 0.009682 0.009575 0.002729 61 640: 5%|5 | 9/168 [00:01<00:30, 5.29it/s]
146/499 4.32G 0.009682 0.009575 0.002729 61 640: 6%|5 | 10/168 [00:01<00:30, 5.16it/s]
146/499 4.32G 0.009713 0.009309 0.00285 55 640: 6%|5 | 10/168 [00:02<00:30, 5.16it/s]
146/499 4.32G 0.009713 0.009309 0.00285 55 640: 7%|6 | 11/168 [00:02<00:29, 5.27it/s]
146/499 4.32G 0.009621 0.009198 0.002777 69 640: 7%|6 | 11/168 [00:02<00:29, 5.27it/s]
146/499 4.32G 0.009621 0.009198 0.002777 69 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s]
146/499 4.32G 0.009661 0.009224 0.002632 73 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s]
146/499 4.32G 0.009661 0.009224 0.002632 73 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s]
146/499 4.32G 0.009655 0.009254 0.00279 74 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s]
146/499 4.32G 0.009655 0.009254 0.00279 74 640: 8%|8 | 14/168 [00:02<00:29, 5.26it/s]
146/499 4.32G 0.00959 0.009325 0.002777 84 640: 8%|8 | 14/168 [00:02<00:29, 5.26it/s]
146/499 4.32G 0.00959 0.009325 0.002777 84 640: 9%|8 | 15/168 [00:02<00:28, 5.30it/s]
146/499 4.32G 0.009614 0.00946 0.002691 76 640: 9%|8 | 15/168 [00:03<00:28, 5.30it/s]
146/499 4.32G 0.009614 0.00946 0.002691 76 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s]
146/499 4.32G 0.009628 0.009375 0.002704 71 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s]
146/499 4.32G 0.009628 0.009375 0.002704 71 640: 10%|# | 17/168 [00:03<00:28, 5.25it/s]
146/499 4.32G 0.009622 0.009318 0.002899 66 640: 10%|# | 17/168 [00:03<00:28, 5.25it/s]
146/499 4.32G 0.009622 0.009318 0.002899 66 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s]
146/499 4.32G 0.009683 0.009347 0.002836 66 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s]
146/499 4.32G 0.009683 0.009347 0.002836 66 640: 11%|#1 | 19/168 [00:03<00:28, 5.17it/s]
146/499 4.32G 0.009749 0.009358 0.00272 69 640: 11%|#1 | 19/168 [00:03<00:28, 5.17it/s]
146/499 4.32G 0.009749 0.009358 0.00272 69 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s]
146/499 4.32G 0.009745 0.009347 0.002768 70 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s]
146/499 4.32G 0.009745 0.009347 0.002768 70 640: 12%|#2 | 21/168 [00:03<00:27, 5.35it/s]
146/499 4.32G 0.009759 0.009281 0.002818 62 640: 12%|#2 | 21/168 [00:04<00:27, 5.35it/s]
146/499 4.32G 0.009759 0.009281 0.002818 62 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
146/499 4.32G 0.009708 0.009225 0.00275 66 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
146/499 4.32G 0.009708 0.009225 0.00275 66 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s]
146/499 4.32G 0.009711 0.009188 0.002786 70 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s]
146/499 4.32G 0.009711 0.009188 0.002786 70 640: 14%|#4 | 24/168 [00:04<00:27, 5.32it/s]
146/499 4.32G 0.009762 0.009162 0.002862 77 640: 14%|#4 | 24/168 [00:04<00:27, 5.32it/s]
146/499 4.32G 0.009762 0.009162 0.002862 77 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
146/499 4.32G 0.009768 0.009122 0.002904 66 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
146/499 4.32G 0.009768 0.009122 0.002904 66 640: 15%|#5 | 26/168 [00:04<00:27, 5.26it/s]
146/499 4.32G 0.009661 0.008981 0.003031 52 640: 15%|#5 | 26/168 [00:05<00:27, 5.26it/s]
146/499 4.32G 0.009661 0.008981 0.003031 52 640: 16%|#6 | 27/168 [00:05<00:26, 5.31it/s]
146/499 4.32G 0.009632 0.008908 0.003056 58 640: 16%|#6 | 27/168 [00:05<00:26, 5.31it/s]
146/499 4.32G 0.009632 0.008908 0.003056 58 640: 17%|#6 | 28/168 [00:05<00:27, 5.13it/s]
146/499 4.32G 0.009588 0.008859 0.003056 64 640: 17%|#6 | 28/168 [00:05<00:27, 5.13it/s]
146/499 4.32G 0.009588 0.008859 0.003056 64 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s]
146/499 4.32G 0.009539 0.008821 0.003112 57 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s]
146/499 4.32G 0.009539 0.008821 0.003112 57 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s]
146/499 4.32G 0.009503 0.008768 0.003151 59 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s]
146/499 4.32G 0.009503 0.008768 0.003151 59 640: 18%|#8 | 31/168 [00:05<00:26, 5.19it/s]
146/499 4.32G 0.00949 0.008686 0.003127 59 640: 18%|#8 | 31/168 [00:06<00:26, 5.19it/s]
146/499 4.32G 0.00949 0.008686 0.003127 59 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s]
146/499 4.32G 0.009477 0.008712 0.003087 79 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s]
146/499 4.32G 0.009477 0.008712 0.003087 79 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s]
146/499 4.32G 0.009489 0.008684 0.003096 58 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s]
146/499 4.32G 0.009489 0.008684 0.003096 58 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s]
146/499 4.32G 0.009492 0.008717 0.003088 75 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s]
146/499 4.32G 0.009492 0.008717 0.003088 75 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s]
146/499 4.32G 0.009492 0.008717 0.003115 78 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s]
146/499 4.32G 0.009492 0.008717 0.003115 78 640: 21%|##1 | 36/168 [00:06<00:24, 5.37it/s]
146/499 4.32G 0.009527 0.008723 0.003173 71 640: 21%|##1 | 36/168 [00:07<00:24, 5.37it/s]
146/499 4.32G 0.009527 0.008723 0.003173 71 640: 22%|##2 | 37/168 [00:07<00:25, 5.22it/s]
146/499 4.32G 0.009542 0.008823 0.003229 82 640: 22%|##2 | 37/168 [00:07<00:25, 5.22it/s]
146/499 4.32G 0.009542 0.008823 0.003229 82 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s]
146/499 4.32G 0.009565 0.008824 0.003238 69 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s]
146/499 4.32G 0.009565 0.008824 0.003238 69 640: 23%|##3 | 39/168 [00:07<00:24, 5.30it/s]
146/499 4.32G 0.009563 0.008769 0.003227 58 640: 23%|##3 | 39/168 [00:07<00:24, 5.30it/s]
146/499 4.32G 0.009563 0.008769 0.003227 58 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s]
146/499 4.32G 0.009544 0.008792 0.003157 70 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s]
146/499 4.32G 0.009544 0.008792 0.003157 70 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s]
146/499 4.32G 0.009536 0.008823 0.003123 69 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s]
146/499 4.32G 0.009536 0.008823 0.003123 69 640: 25%|##5 | 42/168 [00:07<00:23, 5.33it/s]
146/499 4.32G 0.009523 0.008822 0.003125 68 640: 25%|##5 | 42/168 [00:08<00:23, 5.33it/s]
146/499 4.32G 0.009523 0.008822 0.003125 68 640: 26%|##5 | 43/168 [00:08<00:23, 5.21it/s]
146/499 4.32G 0.009517 0.008796 0.00312 65 640: 26%|##5 | 43/168 [00:08<00:23, 5.21it/s]
146/499 4.32G 0.009517 0.008796 0.00312 65 640: 26%|##6 | 44/168 [00:08<00:23, 5.25it/s]
146/499 4.32G 0.009541 0.00879 0.003206 61 640: 26%|##6 | 44/168 [00:08<00:23, 5.25it/s]
146/499 4.32G 0.009541 0.00879 0.003206 61 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s]
146/499 4.32G 0.009517 0.008781 0.003161 62 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s]
146/499 4.32G 0.009517 0.008781 0.003161 62 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s]
146/499 4.32G 0.009514 0.00879 0.003143 66 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s]
146/499 4.32G 0.009514 0.00879 0.003143 66 640: 28%|##7 | 47/168 [00:08<00:23, 5.26it/s]
146/499 4.32G 0.009532 0.008795 0.003162 68 640: 28%|##7 | 47/168 [00:09<00:23, 5.26it/s]
146/499 4.32G 0.009532 0.008795 0.003162 68 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s]
146/499 4.32G 0.009577 0.00878 0.003149 62 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s]
146/499 4.32G 0.009577 0.00878 0.003149 62 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
146/499 4.32G 0.009557 0.008737 0.003125 54 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
146/499 4.32G 0.009557 0.008737 0.003125 54 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s]
146/499 4.32G 0.009554 0.008685 0.00313 57 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s]
146/499 4.32G 0.009554 0.008685 0.00313 57 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s]
146/499 4.32G 0.009545 0.008717 0.003113 76 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s]
146/499 4.32G 0.009545 0.008717 0.003113 76 640: 31%|### | 52/168 [00:09<00:22, 5.18it/s]
146/499 4.32G 0.009565 0.008716 0.003099 60 640: 31%|### | 52/168 [00:10<00:22, 5.18it/s]
146/499 4.32G 0.009565 0.008716 0.003099 60 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
146/499 4.32G 0.009548 0.008677 0.003169 53 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
146/499 4.32G 0.009548 0.008677 0.003169 53 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s]
146/499 4.32G 0.009541 0.00866 0.003185 71 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s]
146/499 4.32G 0.009541 0.00866 0.003185 71 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s]
146/499 4.32G 0.009538 0.008678 0.003172 70 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s]
146/499 4.32G 0.009538 0.008678 0.003172 70 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s]
146/499 4.32G 0.00954 0.00868 0.003163 73 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s]
146/499 4.32G 0.00954 0.00868 0.003163 73 640: 34%|###3 | 57/168 [00:10<00:20, 5.29it/s]
146/499 4.32G 0.00955 0.008672 0.003149 65 640: 34%|###3 | 57/168 [00:11<00:20, 5.29it/s]
146/499 4.32G 0.00955 0.008672 0.003149 65 640: 35%|###4 | 58/168 [00:11<00:21, 5.14it/s]
146/499 4.32G 0.009544 0.008661 0.003167 53 640: 35%|###4 | 58/168 [00:11<00:21, 5.14it/s]
146/499 4.32G 0.009544 0.008661 0.003167 53 640: 35%|###5 | 59/168 [00:11<00:20, 5.22it/s]
146/499 4.32G 0.009537 0.008663 0.003168 80 640: 35%|###5 | 59/168 [00:11<00:20, 5.22it/s]
146/499 4.32G 0.009537 0.008663 0.003168 80 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
146/499 4.32G 0.009595 0.008659 0.003148 57 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
146/499 4.32G 0.009595 0.008659 0.003148 57 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s]
146/499 4.32G 0.009584 0.008656 0.003142 66 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s]
146/499 4.32G 0.009584 0.008656 0.003142 66 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s]
146/499 4.32G 0.009599 0.008642 0.003125 64 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s]
146/499 4.32G 0.009599 0.008642 0.003125 64 640: 38%|###7 | 63/168 [00:11<00:19, 5.31it/s]
146/499 4.32G 0.009597 0.008619 0.003083 61 640: 38%|###7 | 63/168 [00:12<00:19, 5.31it/s]
146/499 4.32G 0.009597 0.008619 0.003083 61 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s]
146/499 4.32G 0.009617 0.008653 0.00307 70 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s]
146/499 4.32G 0.009617 0.008653 0.00307 70 640: 39%|###8 | 65/168 [00:12<00:19, 5.21it/s]
146/499 4.32G 0.009638 0.008664 0.003074 67 640: 39%|###8 | 65/168 [00:12<00:19, 5.21it/s]
146/499 4.32G 0.009638 0.008664 0.003074 67 640: 39%|###9 | 66/168 [00:12<00:19, 5.28it/s]
146/499 4.32G 0.009675 0.008682 0.003067 66 640: 39%|###9 | 66/168 [00:12<00:19, 5.28it/s]
146/499 4.32G 0.009675 0.008682 0.003067 66 640: 40%|###9 | 67/168 [00:12<00:19, 5.14it/s]
146/499 4.32G 0.00965 0.008651 0.00303 53 640: 40%|###9 | 67/168 [00:12<00:19, 5.14it/s]
146/499 4.32G 0.00965 0.008651 0.00303 53 640: 40%|#### | 68/168 [00:12<00:19, 5.24it/s]
146/499 4.32G 0.009648 0.008629 0.003049 62 640: 40%|#### | 68/168 [00:13<00:19, 5.24it/s]
146/499 4.32G 0.009648 0.008629 0.003049 62 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s]
146/499 4.32G 0.009691 0.008608 0.003024 47 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s]
146/499 4.32G 0.009691 0.008608 0.003024 47 640: 42%|####1 | 70/168 [00:13<00:19, 5.14it/s]
146/499 4.32G 0.0097 0.008599 0.003024 61 640: 42%|####1 | 70/168 [00:13<00:19, 5.14it/s]
146/499 4.32G 0.0097 0.008599 0.003024 61 640: 42%|####2 | 71/168 [00:13<00:18, 5.22it/s]
146/499 4.32G 0.00971 0.008601 0.003089 67 640: 42%|####2 | 71/168 [00:13<00:18, 5.22it/s]
146/499 4.32G 0.00971 0.008601 0.003089 67 640: 43%|####2 | 72/168 [00:13<00:18, 5.31it/s]
146/499 4.32G 0.009719 0.008635 0.003086 79 640: 43%|####2 | 72/168 [00:13<00:18, 5.31it/s]
146/499 4.32G 0.009719 0.008635 0.003086 79 640: 43%|####3 | 73/168 [00:13<00:18, 5.19it/s]
146/499 4.32G 0.009715 0.008612 0.003095 55 640: 43%|####3 | 73/168 [00:14<00:18, 5.19it/s]
146/499 4.32G 0.009715 0.008612 0.003095 55 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s]
146/499 4.32G 0.009686 0.008605 0.003103 80 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s]
146/499 4.32G 0.009686 0.008605 0.003103 80 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s]
146/499 4.32G 0.009707 0.008584 0.003087 56 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s]
146/499 4.32G 0.009707 0.008584 0.003087 56 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s]
146/499 4.32G 0.009703 0.008592 0.003082 68 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s]
146/499 4.32G 0.009703 0.008592 0.003082 68 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s]
146/499 4.32G 0.009692 0.008591 0.003124 58 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s]
146/499 4.32G 0.009692 0.008591 0.003124 58 640: 46%|####6 | 78/168 [00:14<00:16, 5.35it/s]
146/499 4.32G 0.009687 0.00859 0.003175 67 640: 46%|####6 | 78/168 [00:15<00:16, 5.35it/s]
146/499 4.32G 0.009687 0.00859 0.003175 67 640: 47%|####7 | 79/168 [00:15<00:17, 5.18it/s]
146/499 4.32G 0.009697 0.008618 0.003201 68 640: 47%|####7 | 79/168 [00:15<00:17, 5.18it/s]
146/499 4.32G 0.009697 0.008618 0.003201 68 640: 48%|####7 | 80/168 [00:15<00:16, 5.28it/s]
146/499 4.32G 0.009701 0.008624 0.0032 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.28it/s]
146/499 4.32G 0.009701 0.008624 0.0032 70 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s]
146/499 4.32G 0.009707 0.008649 0.003183 77 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s]
146/499 4.32G 0.009707 0.008649 0.003183 77 640: 49%|####8 | 82/168 [00:15<00:16, 5.23it/s]
146/499 4.32G 0.009713 0.008677 0.003183 72 640: 49%|####8 | 82/168 [00:15<00:16, 5.23it/s]
146/499 4.32G 0.009713 0.008677 0.003183 72 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s]
146/499 4.32G 0.009731 0.008698 0.003192 72 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s]
146/499 4.32G 0.009731 0.008698 0.003192 72 640: 50%|##### | 84/168 [00:15<00:15, 5.33it/s]
146/499 4.32G 0.009715 0.008688 0.0032 75 640: 50%|##### | 84/168 [00:16<00:15, 5.33it/s]
146/499 4.32G 0.009715 0.008688 0.0032 75 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s]
146/499 4.32G 0.009716 0.008694 0.00322 67 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s]
146/499 4.32G 0.009716 0.008694 0.00322 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s]
146/499 4.32G 0.009701 0.008698 0.003209 73 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s]
146/499 4.32G 0.009701 0.008698 0.003209 73 640: 52%|#####1 | 87/168 [00:16<00:15, 5.31it/s]
146/499 4.32G 0.00971 0.008693 0.003213 64 640: 52%|#####1 | 87/168 [00:16<00:15, 5.31it/s]
146/499 4.32G 0.00971 0.008693 0.003213 64 640: 52%|#####2 | 88/168 [00:16<00:15, 5.16it/s]
146/499 4.32G 0.009729 0.008734 0.003271 80 640: 52%|#####2 | 88/168 [00:16<00:15, 5.16it/s]
146/499 4.32G 0.009729 0.008734 0.003271 80 640: 53%|#####2 | 89/168 [00:16<00:15, 5.26it/s]
146/499 4.32G 0.009723 0.008706 0.003387 52 640: 53%|#####2 | 89/168 [00:17<00:15, 5.26it/s]
146/499 4.32G 0.009723 0.008706 0.003387 52 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s]
146/499 4.32G 0.009733 0.008703 0.003396 67 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s]
146/499 4.32G 0.009733 0.008703 0.003396 67 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
146/499 4.32G 0.009744 0.008701 0.003417 65 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
146/499 4.32G 0.009744 0.008701 0.003417 65 640: 55%|#####4 | 92/168 [00:17<00:14, 5.20it/s]
146/499 4.32G 0.009746 0.00874 0.003411 99 640: 55%|#####4 | 92/168 [00:17<00:14, 5.20it/s]
146/499 4.32G 0.009746 0.00874 0.003411 99 640: 55%|#####5 | 93/168 [00:17<00:14, 5.27it/s]
146/499 4.32G 0.009741 0.008736 0.003412 79 640: 55%|#####5 | 93/168 [00:17<00:14, 5.27it/s]
146/499 4.32G 0.009741 0.008736 0.003412 79 640: 56%|#####5 | 94/168 [00:17<00:14, 5.08it/s]
146/499 4.32G 0.009746 0.008719 0.003457 56 640: 56%|#####5 | 94/168 [00:18<00:14, 5.08it/s]
146/499 4.32G 0.009746 0.008719 0.003457 56 640: 57%|#####6 | 95/168 [00:18<00:14, 5.21it/s]
146/499 4.32G 0.009737 0.008725 0.003458 78 640: 57%|#####6 | 95/168 [00:18<00:14, 5.21it/s]
146/499 4.32G 0.009737 0.008725 0.003458 78 640: 57%|#####7 | 96/168 [00:18<00:13, 5.29it/s]
146/499 4.32G 0.009776 0.008753 0.003465 68 640: 57%|#####7 | 96/168 [00:18<00:13, 5.29it/s]
146/499 4.32G 0.009776 0.008753 0.003465 68 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s]
146/499 4.32G 0.009765 0.008755 0.003459 67 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s]
146/499 4.32G 0.009765 0.008755 0.003459 67 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s]
146/499 4.32G 0.009766 0.008752 0.003448 62 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s]
146/499 4.32G 0.009766 0.008752 0.003448 62 640: 59%|#####8 | 99/168 [00:18<00:12, 5.31it/s]
146/499 4.32G 0.009761 0.008764 0.003432 77 640: 59%|#####8 | 99/168 [00:19<00:12, 5.31it/s]
146/499 4.32G 0.009761 0.008764 0.003432 77 640: 60%|#####9 | 100/168 [00:19<00:13, 5.15it/s]
146/499 4.32G 0.009746 0.008761 0.003429 80 640: 60%|#####9 | 100/168 [00:19<00:13, 5.15it/s]
146/499 4.32G 0.009746 0.008761 0.003429 80 640: 60%|###### | 101/168 [00:19<00:12, 5.17it/s]
146/499 4.32G 0.009753 0.008772 0.003418 74 640: 60%|###### | 101/168 [00:19<00:12, 5.17it/s]
146/499 4.32G 0.009753 0.008772 0.003418 74 640: 61%|###### | 102/168 [00:19<00:12, 5.26it/s]
146/499 4.32G 0.009756 0.008788 0.003426 83 640: 61%|###### | 102/168 [00:19<00:12, 5.26it/s]
146/499 4.32G 0.009756 0.008788 0.003426 83 640: 61%|######1 | 103/168 [00:19<00:12, 5.15it/s]
146/499 4.32G 0.009734 0.008776 0.003434 63 640: 61%|######1 | 103/168 [00:19<00:12, 5.15it/s]
146/499 4.32G 0.009734 0.008776 0.003434 63 640: 62%|######1 | 104/168 [00:19<00:12, 5.23it/s]
146/499 4.32G 0.009721 0.008785 0.003472 83 640: 62%|######1 | 104/168 [00:20<00:12, 5.23it/s]
146/499 4.32G 0.009721 0.008785 0.003472 83 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s]
146/499 4.32G 0.009703 0.00878 0.003483 54 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s]
146/499 4.32G 0.009703 0.00878 0.003483 54 640: 63%|######3 | 106/168 [00:20<00:12, 5.14it/s]
146/499 4.32G 0.009709 0.008799 0.003487 78 640: 63%|######3 | 106/168 [00:20<00:12, 5.14it/s]
146/499 4.32G 0.009709 0.008799 0.003487 78 640: 64%|######3 | 107/168 [00:20<00:11, 5.22it/s]
146/499 4.32G 0.009704 0.008809 0.003495 71 640: 64%|######3 | 107/168 [00:20<00:11, 5.22it/s]
146/499 4.32G 0.009704 0.008809 0.003495 71 640: 64%|######4 | 108/168 [00:20<00:11, 5.27it/s]
146/499 4.32G 0.009704 0.008801 0.00353 74 640: 64%|######4 | 108/168 [00:20<00:11, 5.27it/s]
146/499 4.32G 0.009704 0.008801 0.00353 74 640: 65%|######4 | 109/168 [00:20<00:11, 5.14it/s]
146/499 4.32G 0.009698 0.008808 0.003544 78 640: 65%|######4 | 109/168 [00:20<00:11, 5.14it/s]
146/499 4.32G 0.009698 0.008808 0.003544 78 640: 65%|######5 | 110/168 [00:20<00:11, 5.22it/s]
146/499 4.32G 0.009695 0.008807 0.003537 63 640: 65%|######5 | 110/168 [00:21<00:11, 5.22it/s]
146/499 4.32G 0.009695 0.008807 0.003537 63 640: 66%|######6 | 111/168 [00:21<00:10, 5.32it/s]
146/499 4.32G 0.009686 0.0088 0.003533 69 640: 66%|######6 | 111/168 [00:21<00:10, 5.32it/s]
146/499 4.32G 0.009686 0.0088 0.003533 69 640: 67%|######6 | 112/168 [00:21<00:10, 5.14it/s]
146/499 4.32G 0.009699 0.008811 0.003543 72 640: 67%|######6 | 112/168 [00:21<00:10, 5.14it/s]
146/499 4.32G 0.009699 0.008811 0.003543 72 640: 67%|######7 | 113/168 [00:21<00:10, 5.21it/s]
146/499 4.32G 0.009705 0.008797 0.003544 56 640: 67%|######7 | 113/168 [00:21<00:10, 5.21it/s]
146/499 4.32G 0.009705 0.008797 0.003544 56 640: 68%|######7 | 114/168 [00:21<00:10, 5.28it/s]
146/499 4.32G 0.009699 0.008803 0.00354 69 640: 68%|######7 | 114/168 [00:21<00:10, 5.28it/s]
146/499 4.32G 0.009699 0.008803 0.00354 69 640: 68%|######8 | 115/168 [00:21<00:10, 5.16it/s]
146/499 4.32G 0.009697 0.0088 0.003543 62 640: 68%|######8 | 115/168 [00:22<00:10, 5.16it/s]
146/499 4.32G 0.009697 0.0088 0.003543 62 640: 69%|######9 | 116/168 [00:22<00:10, 5.11it/s]
146/499 4.32G 0.009689 0.008795 0.003532 61 640: 69%|######9 | 116/168 [00:22<00:10, 5.11it/s]
146/499 4.32G 0.009689 0.008795 0.003532 61 640: 70%|######9 | 117/168 [00:22<00:09, 5.20it/s]
146/499 4.32G 0.009685 0.008789 0.003525 74 640: 70%|######9 | 117/168 [00:22<00:09, 5.20it/s]
146/499 4.32G 0.009685 0.008789 0.003525 74 640: 70%|####### | 118/168 [00:22<00:09, 5.04it/s]
146/499 4.32G 0.009678 0.008781 0.003553 62 640: 70%|####### | 118/168 [00:22<00:09, 5.04it/s]
146/499 4.32G 0.009678 0.008781 0.003553 62 640: 71%|####### | 119/168 [00:22<00:09, 5.14it/s]
146/499 4.32G 0.009679 0.008791 0.003558 64 640: 71%|####### | 119/168 [00:22<00:09, 5.14it/s]
146/499 4.32G 0.009679 0.008791 0.003558 64 640: 71%|#######1 | 120/168 [00:22<00:09, 5.25it/s]
146/499 4.32G 0.009683 0.008798 0.003557 73 640: 71%|#######1 | 120/168 [00:23<00:09, 5.25it/s]
146/499 4.32G 0.009683 0.008798 0.003557 73 640: 72%|#######2 | 121/168 [00:23<00:09, 5.07it/s]
146/499 4.32G 0.00968 0.008802 0.003555 67 640: 72%|#######2 | 121/168 [00:23<00:09, 5.07it/s]
146/499 4.32G 0.00968 0.008802 0.003555 67 640: 73%|#######2 | 122/168 [00:23<00:08, 5.18it/s]
146/499 4.32G 0.009665 0.008775 0.003576 54 640: 73%|#######2 | 122/168 [00:23<00:08, 5.18it/s]
146/499 4.32G 0.009665 0.008775 0.003576 54 640: 73%|#######3 | 123/168 [00:23<00:08, 5.26it/s]
146/499 4.32G 0.009672 0.008775 0.003583 69 640: 73%|#######3 | 123/168 [00:23<00:08, 5.26it/s]
146/499 4.32G 0.009672 0.008775 0.003583 69 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s]
146/499 4.32G 0.009669 0.008774 0.003585 66 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s]
146/499 4.32G 0.009669 0.008774 0.003585 66 640: 74%|#######4 | 125/168 [00:23<00:08, 5.21it/s]
146/499 4.32G 0.009651 0.008764 0.003573 67 640: 74%|#######4 | 125/168 [00:24<00:08, 5.21it/s]
146/499 4.32G 0.009651 0.008764 0.003573 67 640: 75%|#######5 | 126/168 [00:24<00:07, 5.31it/s]
146/499 4.32G 0.009656 0.008755 0.003556 63 640: 75%|#######5 | 126/168 [00:24<00:07, 5.31it/s]
146/499 4.32G 0.009656 0.008755 0.003556 63 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s]
146/499 4.32G 0.009656 0.008751 0.003562 66 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s]
146/499 4.32G 0.009656 0.008751 0.003562 66 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s]
146/499 4.32G 0.009649 0.008757 0.003554 76 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s]
146/499 4.32G 0.009649 0.008757 0.003554 76 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s]
146/499 4.32G 0.009634 0.008761 0.003561 82 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s]
146/499 4.32G 0.009634 0.008761 0.003561 82 640: 77%|#######7 | 130/168 [00:24<00:07, 5.25it/s]
146/499 4.32G 0.009634 0.00878 0.003547 81 640: 77%|#######7 | 130/168 [00:24<00:07, 5.25it/s]
146/499 4.32G 0.009634 0.00878 0.003547 81 640: 78%|#######7 | 131/168 [00:24<00:06, 5.33it/s]
146/499 4.32G 0.009633 0.008788 0.003531 76 640: 78%|#######7 | 131/168 [00:25<00:06, 5.33it/s]
146/499 4.32G 0.009633 0.008788 0.003531 76 640: 79%|#######8 | 132/168 [00:25<00:06, 5.39it/s]
146/499 4.32G 0.009637 0.008814 0.003539 80 640: 79%|#######8 | 132/168 [00:25<00:06, 5.39it/s]
146/499 4.32G 0.009637 0.008814 0.003539 80 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s]
146/499 4.32G 0.009656 0.008796 0.00352 50 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s]
146/499 4.32G 0.009656 0.008796 0.00352 50 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s]
146/499 4.32G 0.00966 0.008805 0.003568 75 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s]
146/499 4.32G 0.00966 0.008805 0.003568 75 640: 80%|######## | 135/168 [00:25<00:06, 5.35it/s]
146/499 4.32G 0.009673 0.008826 0.003561 75 640: 80%|######## | 135/168 [00:25<00:06, 5.35it/s]
146/499 4.32G 0.009673 0.008826 0.003561 75 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s]
146/499 4.32G 0.009661 0.008821 0.003578 74 640: 81%|######## | 136/168 [00:26<00:06, 5.23it/s]
146/499 4.32G 0.009661 0.008821 0.003578 74 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s]
146/499 4.32G 0.009654 0.008812 0.003572 63 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s]
146/499 4.32G 0.009654 0.008812 0.003572 63 640: 82%|########2 | 138/168 [00:26<00:05, 5.31it/s]
146/499 4.32G 0.009656 0.008811 0.00356 77 640: 82%|########2 | 138/168 [00:26<00:05, 5.31it/s]
146/499 4.32G 0.009656 0.008811 0.00356 77 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s]
146/499 4.32G 0.009651 0.008805 0.003559 60 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s]
146/499 4.32G 0.009651 0.008805 0.003559 60 640: 83%|########3 | 140/168 [00:26<00:05, 5.21it/s]
146/499 4.32G 0.009667 0.008815 0.003552 70 640: 83%|########3 | 140/168 [00:26<00:05, 5.21it/s]
146/499 4.32G 0.009667 0.008815 0.003552 70 640: 84%|########3 | 141/168 [00:26<00:05, 5.25it/s]
146/499 4.32G 0.009672 0.008815 0.003545 67 640: 84%|########3 | 141/168 [00:27<00:05, 5.25it/s]
146/499 4.32G 0.009672 0.008815 0.003545 67 640: 85%|########4 | 142/168 [00:27<00:05, 5.09it/s]
146/499 4.32G 0.00967 0.00882 0.003555 64 640: 85%|########4 | 142/168 [00:27<00:05, 5.09it/s]
146/499 4.32G 0.00967 0.00882 0.003555 64 640: 85%|########5 | 143/168 [00:27<00:04, 5.22it/s]
146/499 4.32G 0.009674 0.00882 0.003551 79 640: 85%|########5 | 143/168 [00:27<00:04, 5.22it/s]
146/499 4.32G 0.009674 0.00882 0.003551 79 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s]
146/499 4.32G 0.009674 0.008817 0.003545 64 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s]
146/499 4.32G 0.009674 0.008817 0.003545 64 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s]
146/499 4.32G 0.009676 0.008809 0.003528 56 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s]
146/499 4.32G 0.009676 0.008809 0.003528 56 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s]
146/499 4.32G 0.009664 0.008813 0.003534 78 640: 87%|########6 | 146/168 [00:28<00:04, 5.28it/s]
146/499 4.32G 0.009664 0.008813 0.003534 78 640: 88%|########7 | 147/168 [00:28<00:03, 5.35it/s]
146/499 4.32G 0.009655 0.008813 0.003522 73 640: 88%|########7 | 147/168 [00:28<00:03, 5.35it/s]
146/499 4.32G 0.009655 0.008813 0.003522 73 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s]
146/499 4.32G 0.009652 0.008803 0.003515 61 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s]
146/499 4.32G 0.009652 0.008803 0.003515 61 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
146/499 4.32G 0.009659 0.008804 0.003513 63 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
146/499 4.32G 0.009659 0.008804 0.003513 63 640: 89%|########9 | 150/168 [00:28<00:03, 5.30it/s]
146/499 4.32G 0.009674 0.008792 0.00353 56 640: 89%|########9 | 150/168 [00:28<00:03, 5.30it/s]
146/499 4.32G 0.009674 0.008792 0.00353 56 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s]
146/499 4.32G 0.009678 0.008796 0.003513 66 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s]
146/499 4.32G 0.009678 0.008796 0.003513 66 640: 90%|######### | 152/168 [00:28<00:03, 5.25it/s]
146/499 4.32G 0.009677 0.008799 0.00351 69 640: 90%|######### | 152/168 [00:29<00:03, 5.25it/s]
146/499 4.32G 0.009677 0.008799 0.00351 69 640: 91%|#########1| 153/168 [00:29<00:02, 5.33it/s]
146/499 4.32G 0.009679 0.008803 0.003508 74 640: 91%|#########1| 153/168 [00:29<00:02, 5.33it/s]
146/499 4.32G 0.009679 0.008803 0.003508 74 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s]
146/499 4.32G 0.009677 0.008803 0.003525 68 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s]
146/499 4.32G 0.009677 0.008803 0.003525 68 640: 92%|#########2| 155/168 [00:29<00:02, 5.24it/s]
146/499 4.32G 0.009679 0.0088 0.00352 64 640: 92%|#########2| 155/168 [00:29<00:02, 5.24it/s]
146/499 4.32G 0.009679 0.0088 0.00352 64 640: 93%|#########2| 156/168 [00:29<00:02, 5.29it/s]
146/499 4.32G 0.009673 0.008806 0.003523 81 640: 93%|#########2| 156/168 [00:29<00:02, 5.29it/s]
146/499 4.32G 0.009673 0.008806 0.003523 81 640: 93%|#########3| 157/168 [00:29<00:02, 5.17it/s]
146/499 4.32G 0.009672 0.008802 0.003552 71 640: 93%|#########3| 157/168 [00:30<00:02, 5.17it/s]
146/499 4.32G 0.009672 0.008802 0.003552 71 640: 94%|#########4| 158/168 [00:30<00:01, 5.24it/s]
146/499 4.32G 0.009663 0.008813 0.003537 74 640: 94%|#########4| 158/168 [00:30<00:01, 5.24it/s]
146/499 4.32G 0.009663 0.008813 0.003537 74 640: 95%|#########4| 159/168 [00:30<00:01, 5.31it/s]
146/499 4.32G 0.00967 0.008823 0.003529 62 640: 95%|#########4| 159/168 [00:30<00:01, 5.31it/s]
146/499 4.32G 0.00967 0.008823 0.003529 62 640: 95%|#########5| 160/168 [00:30<00:01, 5.14it/s]
146/499 4.32G 0.009672 0.008816 0.003531 62 640: 95%|#########5| 160/168 [00:30<00:01, 5.14it/s]
146/499 4.32G 0.009672 0.008816 0.003531 62 640: 96%|#########5| 161/168 [00:30<00:01, 5.18it/s]
146/499 4.32G 0.00967 0.008814 0.00352 63 640: 96%|#########5| 161/168 [00:30<00:01, 5.18it/s]
146/499 4.32G 0.00967 0.008814 0.00352 63 640: 96%|#########6| 162/168 [00:30<00:01, 5.28it/s]
146/499 4.32G 0.009665 0.008809 0.003538 70 640: 96%|#########6| 162/168 [00:31<00:01, 5.28it/s]
146/499 4.32G 0.009665 0.008809 0.003538 70 640: 97%|#########7| 163/168 [00:31<00:00, 5.13it/s]
146/499 4.32G 0.009655 0.0088 0.003538 62 640: 97%|#########7| 163/168 [00:31<00:00, 5.13it/s]
146/499 4.32G 0.009655 0.0088 0.003538 62 640: 98%|#########7| 164/168 [00:31<00:00, 5.19it/s]
146/499 4.32G 0.009649 0.008793 0.003545 64 640: 98%|#########7| 164/168 [00:31<00:00, 5.19it/s]
146/499 4.32G 0.009649 0.008793 0.003545 64 640: 98%|#########8| 165/168 [00:31<00:00, 5.26it/s]
146/499 4.32G 0.009641 0.008799 0.003535 84 640: 98%|#########8| 165/168 [00:31<00:00, 5.26it/s]
146/499 4.32G 0.009641 0.008799 0.003535 84 640: 99%|#########8| 166/168 [00:31<00:00, 5.13it/s]
146/499 4.32G 0.009637 0.008803 0.003529 77 640: 99%|#########8| 166/168 [00:31<00:00, 5.13it/s]
146/499 4.32G 0.009637 0.008803 0.003529 77 640: 99%|#########9| 167/168 [00:31<00:00, 5.21it/s]
146/499 4.32G 0.009638 0.008813 0.003535 29 640: 99%|#########9| 167/168 [00:32<00:00, 5.21it/s]
146/499 4.32G 0.009638 0.008813 0.003535 29 640: 100%|##########| 168/168 [00:32<00:00, 5.42it/s]
146/499 4.32G 0.009638 0.008813 0.003535 29 640: 100%|##########| 168/168 [00:32<00:00, 5.24it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s]
all 132 263 0.877 0.848 0.882 0.765
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
147/499 4.32G 0.008853 0.009029 0.001943 81 640: 0%| | 0/168 [00:00<?, ?it/s]
147/499 4.32G 0.008853 0.009029 0.001943 81 640: 1%| | 1/168 [00:00<00:33, 4.96it/s]
147/499 4.32G 0.00891 0.008189 0.002627 64 640: 1%| | 1/168 [00:00<00:33, 4.96it/s]
147/499 4.32G 0.00891 0.008189 0.002627 64 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s]
147/499 4.32G 0.00907 0.007846 0.003586 60 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s]
147/499 4.32G 0.00907 0.007846 0.003586 60 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s]
147/499 4.32G 0.009315 0.008319 0.003084 66 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s]
147/499 4.32G 0.009315 0.008319 0.003084 66 640: 2%|2 | 4/168 [00:00<00:31, 5.23it/s]
147/499 4.32G 0.009381 0.007968 0.00434 59 640: 2%|2 | 4/168 [00:00<00:31, 5.23it/s]
147/499 4.32G 0.009381 0.007968 0.00434 59 640: 3%|2 | 5/168 [00:00<00:30, 5.33it/s]
147/499 4.32G 0.009346 0.007945 0.004037 63 640: 3%|2 | 5/168 [00:01<00:30, 5.33it/s]
147/499 4.32G 0.009346 0.007945 0.004037 63 640: 4%|3 | 6/168 [00:01<00:30, 5.40it/s]
147/499 4.32G 0.009378 0.007944 0.003675 62 640: 4%|3 | 6/168 [00:01<00:30, 5.40it/s]
147/499 4.32G 0.009378 0.007944 0.003675 62 640: 4%|4 | 7/168 [00:01<00:30, 5.24it/s]
147/499 4.32G 0.00962 0.008048 0.004064 64 640: 4%|4 | 7/168 [00:01<00:30, 5.24it/s]
147/499 4.32G 0.00962 0.008048 0.004064 64 640: 5%|4 | 8/168 [00:01<00:29, 5.35it/s]
147/499 4.32G 0.009724 0.008128 0.003794 55 640: 5%|4 | 8/168 [00:01<00:29, 5.35it/s]
147/499 4.32G 0.009724 0.008128 0.003794 55 640: 5%|5 | 9/168 [00:01<00:29, 5.42it/s]
147/499 4.32G 0.009655 0.007951 0.003626 52 640: 5%|5 | 9/168 [00:01<00:29, 5.42it/s]
147/499 4.32G 0.009655 0.007951 0.003626 52 640: 6%|5 | 10/168 [00:01<00:30, 5.23it/s]
147/499 4.32G 0.009587 0.007915 0.003574 62 640: 6%|5 | 10/168 [00:02<00:30, 5.23it/s]
147/499 4.32G 0.009587 0.007915 0.003574 62 640: 7%|6 | 11/168 [00:02<00:29, 5.33it/s]
147/499 4.32G 0.009593 0.008227 0.003511 75 640: 7%|6 | 11/168 [00:02<00:29, 5.33it/s]
147/499 4.32G 0.009593 0.008227 0.003511 75 640: 7%|7 | 12/168 [00:02<00:28, 5.39it/s]
147/499 4.32G 0.009782 0.008469 0.003531 79 640: 7%|7 | 12/168 [00:02<00:28, 5.39it/s]
147/499 4.32G 0.009782 0.008469 0.003531 79 640: 8%|7 | 13/168 [00:02<00:29, 5.24it/s]
147/499 4.32G 0.00973 0.008598 0.003641 93 640: 8%|7 | 13/168 [00:02<00:29, 5.24it/s]
147/499 4.32G 0.00973 0.008598 0.003641 93 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s]
147/499 4.32G 0.009781 0.008547 0.003636 62 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s]
147/499 4.32G 0.009781 0.008547 0.003636 62 640: 9%|8 | 15/168 [00:02<00:28, 5.34it/s]
147/499 4.32G 0.009815 0.00848 0.003672 61 640: 9%|8 | 15/168 [00:03<00:28, 5.34it/s]
147/499 4.32G 0.009815 0.00848 0.003672 61 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s]
147/499 4.32G 0.009764 0.008475 0.003595 55 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s]
147/499 4.32G 0.009764 0.008475 0.003595 55 640: 10%|# | 17/168 [00:03<00:28, 5.29it/s]
147/499 4.32G 0.009814 0.008643 0.003457 87 640: 10%|# | 17/168 [00:03<00:28, 5.29it/s]
147/499 4.32G 0.009814 0.008643 0.003457 87 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
147/499 4.32G 0.009766 0.0087 0.003414 64 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
147/499 4.32G 0.009766 0.0087 0.003414 64 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s]
147/499 4.32G 0.009783 0.008632 0.003411 64 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s]
147/499 4.32G 0.009783 0.008632 0.003411 64 640: 12%|#1 | 20/168 [00:03<00:27, 5.29it/s]
147/499 4.32G 0.009821 0.008683 0.003408 71 640: 12%|#1 | 20/168 [00:03<00:27, 5.29it/s]
147/499 4.32G 0.009821 0.008683 0.003408 71 640: 12%|#2 | 21/168 [00:03<00:27, 5.33it/s]
147/499 4.32G 0.009779 0.00863 0.003428 60 640: 12%|#2 | 21/168 [00:04<00:27, 5.33it/s]
147/499 4.32G 0.009779 0.00863 0.003428 60 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s]
147/499 4.32G 0.009744 0.008684 0.003366 78 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s]
147/499 4.32G 0.009744 0.008684 0.003366 78 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s]
147/499 4.32G 0.009724 0.008697 0.003331 80 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s]
147/499 4.32G 0.009724 0.008697 0.003331 80 640: 14%|#4 | 24/168 [00:04<00:27, 5.29it/s]
147/499 4.32G 0.009695 0.008676 0.00332 64 640: 14%|#4 | 24/168 [00:04<00:27, 5.29it/s]
147/499 4.32G 0.009695 0.008676 0.00332 64 640: 15%|#4 | 25/168 [00:04<00:27, 5.16it/s]
147/499 4.32G 0.009718 0.008772 0.003397 73 640: 15%|#4 | 25/168 [00:04<00:27, 5.16it/s]
147/499 4.32G 0.009718 0.008772 0.003397 73 640: 15%|#5 | 26/168 [00:04<00:26, 5.27it/s]
147/499 4.32G 0.009686 0.008743 0.003323 63 640: 15%|#5 | 26/168 [00:05<00:26, 5.27it/s]
147/499 4.32G 0.009686 0.008743 0.003323 63 640: 16%|#6 | 27/168 [00:05<00:26, 5.29it/s]
147/499 4.32G 0.009677 0.008683 0.00332 57 640: 16%|#6 | 27/168 [00:05<00:26, 5.29it/s]
147/499 4.32G 0.009677 0.008683 0.00332 57 640: 17%|#6 | 28/168 [00:05<00:27, 5.13it/s]
147/499 4.32G 0.009673 0.008773 0.003264 85 640: 17%|#6 | 28/168 [00:05<00:27, 5.13it/s]
147/499 4.32G 0.009673 0.008773 0.003264 85 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s]
147/499 4.32G 0.009709 0.008828 0.003342 69 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s]
147/499 4.32G 0.009709 0.008828 0.003342 69 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s]
147/499 4.32G 0.009781 0.008751 0.003394 51 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s]
147/499 4.32G 0.009781 0.008751 0.003394 51 640: 18%|#8 | 31/168 [00:05<00:26, 5.17it/s]
147/499 4.32G 0.009755 0.008679 0.003345 56 640: 18%|#8 | 31/168 [00:06<00:26, 5.17it/s]
147/499 4.32G 0.009755 0.008679 0.003345 56 640: 19%|#9 | 32/168 [00:06<00:26, 5.21it/s]
147/499 4.32G 0.009748 0.008662 0.003313 56 640: 19%|#9 | 32/168 [00:06<00:26, 5.21it/s]
147/499 4.32G 0.009748 0.008662 0.003313 56 640: 20%|#9 | 33/168 [00:06<00:25, 5.27it/s]
147/499 4.32G 0.009719 0.008653 0.003313 67 640: 20%|#9 | 33/168 [00:06<00:25, 5.27it/s]
147/499 4.32G 0.009719 0.008653 0.003313 67 640: 20%|## | 34/168 [00:06<00:26, 5.13it/s]
147/499 4.32G 0.009702 0.008624 0.0033 61 640: 20%|## | 34/168 [00:06<00:26, 5.13it/s]
147/499 4.32G 0.009702 0.008624 0.0033 61 640: 21%|## | 35/168 [00:06<00:25, 5.22it/s]
147/499 4.32G 0.009705 0.008638 0.003237 69 640: 21%|## | 35/168 [00:06<00:25, 5.22it/s]
147/499 4.32G 0.009705 0.008638 0.003237 69 640: 21%|##1 | 36/168 [00:06<00:24, 5.31it/s]
147/499 4.32G 0.009693 0.008741 0.003266 84 640: 21%|##1 | 36/168 [00:07<00:24, 5.31it/s]
147/499 4.32G 0.009693 0.008741 0.003266 84 640: 22%|##2 | 37/168 [00:07<00:25, 5.15it/s]
147/499 4.32G 0.009725 0.008757 0.003223 60 640: 22%|##2 | 37/168 [00:07<00:25, 5.15it/s]
147/499 4.32G 0.009725 0.008757 0.003223 60 640: 23%|##2 | 38/168 [00:07<00:24, 5.23it/s]
147/499 4.32G 0.009717 0.008751 0.003272 73 640: 23%|##2 | 38/168 [00:07<00:24, 5.23it/s]
147/499 4.32G 0.009717 0.008751 0.003272 73 640: 23%|##3 | 39/168 [00:07<00:24, 5.31it/s]
147/499 4.32G 0.009765 0.008725 0.003357 44 640: 23%|##3 | 39/168 [00:07<00:24, 5.31it/s]
147/499 4.32G 0.009765 0.008725 0.003357 44 640: 24%|##3 | 40/168 [00:07<00:24, 5.18it/s]
147/499 4.32G 0.009751 0.008736 0.003339 64 640: 24%|##3 | 40/168 [00:07<00:24, 5.18it/s]
147/499 4.32G 0.009751 0.008736 0.003339 64 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s]
147/499 4.32G 0.009763 0.008747 0.003311 74 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s]
147/499 4.32G 0.009763 0.008747 0.003311 74 640: 25%|##5 | 42/168 [00:07<00:23, 5.36it/s]
147/499 4.32G 0.00977 0.008759 0.003268 71 640: 25%|##5 | 42/168 [00:08<00:23, 5.36it/s]
147/499 4.32G 0.00977 0.008759 0.003268 71 640: 26%|##5 | 43/168 [00:08<00:23, 5.22it/s]
147/499 4.32G 0.009781 0.00874 0.003304 64 640: 26%|##5 | 43/168 [00:08<00:23, 5.22it/s]
147/499 4.32G 0.009781 0.00874 0.003304 64 640: 26%|##6 | 44/168 [00:08<00:23, 5.32it/s]
147/499 4.32G 0.009822 0.008748 0.003286 59 640: 26%|##6 | 44/168 [00:08<00:23, 5.32it/s]
147/499 4.32G 0.009822 0.008748 0.003286 59 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s]
147/499 4.32G 0.009846 0.008778 0.003294 66 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s]
147/499 4.32G 0.009846 0.008778 0.003294 66 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s]
147/499 4.32G 0.009825 0.008759 0.00326 62 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s]
147/499 4.32G 0.009825 0.008759 0.00326 62 640: 28%|##7 | 47/168 [00:08<00:22, 5.32it/s]
147/499 4.32G 0.009819 0.008769 0.003256 76 640: 28%|##7 | 47/168 [00:09<00:22, 5.32it/s]
147/499 4.32G 0.009819 0.008769 0.003256 76 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s]
147/499 4.32G 0.009814 0.008751 0.003342 65 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s]
147/499 4.32G 0.009814 0.008751 0.003342 65 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
147/499 4.32G 0.009862 0.008734 0.003342 54 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
147/499 4.32G 0.009862 0.008734 0.003342 54 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s]
147/499 4.32G 0.00986 0.008735 0.003388 65 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s]
147/499 4.32G 0.00986 0.008735 0.003388 65 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s]
147/499 4.32G 0.009849 0.008783 0.003337 73 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s]
147/499 4.32G 0.009849 0.008783 0.003337 73 640: 31%|### | 52/168 [00:09<00:22, 5.19it/s]
147/499 4.32G 0.009904 0.008815 0.003341 61 640: 31%|### | 52/168 [00:10<00:22, 5.19it/s]
147/499 4.32G 0.009904 0.008815 0.003341 61 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s]
147/499 4.32G 0.009888 0.008807 0.00335 60 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s]
147/499 4.32G 0.009888 0.008807 0.00335 60 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s]
147/499 4.32G 0.009906 0.008808 0.003429 69 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s]
147/499 4.32G 0.009906 0.008808 0.003429 69 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
147/499 4.32G 0.00989 0.008797 0.003408 65 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
147/499 4.32G 0.00989 0.008797 0.003408 65 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s]
147/499 4.32G 0.00985 0.008762 0.003361 60 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s]
147/499 4.32G 0.00985 0.008762 0.003361 60 640: 34%|###3 | 57/168 [00:10<00:20, 5.36it/s]
147/499 4.32G 0.009848 0.008732 0.003372 58 640: 34%|###3 | 57/168 [00:11<00:20, 5.36it/s]
147/499 4.32G 0.009848 0.008732 0.003372 58 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s]
147/499 4.32G 0.009853 0.008738 0.0034 66 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s]
147/499 4.32G 0.009853 0.008738 0.0034 66 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s]
147/499 4.32G 0.009835 0.008756 0.00343 72 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s]
147/499 4.32G 0.009835 0.008756 0.00343 72 640: 36%|###5 | 60/168 [00:11<00:20, 5.36it/s]
147/499 4.32G 0.00979 0.008743 0.003436 72 640: 36%|###5 | 60/168 [00:11<00:20, 5.36it/s]
147/499 4.32G 0.00979 0.008743 0.003436 72 640: 36%|###6 | 61/168 [00:11<00:20, 5.23it/s]
147/499 4.32G 0.009784 0.008735 0.003402 67 640: 36%|###6 | 61/168 [00:11<00:20, 5.23it/s]
147/499 4.32G 0.009784 0.008735 0.003402 67 640: 37%|###6 | 62/168 [00:11<00:20, 5.22it/s]
147/499 4.32G 0.009788 0.008745 0.003427 62 640: 37%|###6 | 62/168 [00:11<00:20, 5.22it/s]
147/499 4.32G 0.009788 0.008745 0.003427 62 640: 38%|###7 | 63/168 [00:11<00:19, 5.31it/s]
147/499 4.32G 0.009777 0.008731 0.003434 69 640: 38%|###7 | 63/168 [00:12<00:19, 5.31it/s]
147/499 4.32G 0.009777 0.008731 0.003434 69 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s]
147/499 4.32G 0.009789 0.008755 0.003402 55 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s]
147/499 4.32G 0.009789 0.008755 0.003402 55 640: 39%|###8 | 65/168 [00:12<00:19, 5.22it/s]
147/499 4.32G 0.009801 0.008781 0.003402 67 640: 39%|###8 | 65/168 [00:12<00:19, 5.22it/s]
147/499 4.32G 0.009801 0.008781 0.003402 67 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s]
147/499 4.32G 0.009795 0.008756 0.0034 64 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s]
147/499 4.32G 0.009795 0.008756 0.0034 64 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
147/499 4.32G 0.009777 0.008757 0.003417 72 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
147/499 4.32G 0.009777 0.008757 0.003417 72 640: 40%|#### | 68/168 [00:12<00:18, 5.29it/s]
147/499 4.32G 0.009807 0.008775 0.003448 72 640: 40%|#### | 68/168 [00:13<00:18, 5.29it/s]
147/499 4.32G 0.009807 0.008775 0.003448 72 640: 41%|####1 | 69/168 [00:13<00:18, 5.34it/s]
147/499 4.32G 0.009788 0.008784 0.003448 85 640: 41%|####1 | 69/168 [00:13<00:18, 5.34it/s]
147/499 4.32G 0.009788 0.008784 0.003448 85 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s]
147/499 4.32G 0.009787 0.008774 0.003422 56 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s]
147/499 4.32G 0.009787 0.008774 0.003422 56 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s]
147/499 4.32G 0.009764 0.008765 0.003425 75 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s]
147/499 4.32G 0.009764 0.008765 0.003425 75 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s]
147/499 4.32G 0.009771 0.008795 0.003395 72 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s]
147/499 4.32G 0.009771 0.008795 0.003395 72 640: 43%|####3 | 73/168 [00:13<00:18, 5.19it/s]
147/499 4.32G 0.009749 0.008813 0.003401 76 640: 43%|####3 | 73/168 [00:14<00:18, 5.19it/s]
147/499 4.32G 0.009749 0.008813 0.003401 76 640: 44%|####4 | 74/168 [00:14<00:17, 5.25it/s]
147/499 4.32G 0.009755 0.008843 0.00339 85 640: 44%|####4 | 74/168 [00:14<00:17, 5.25it/s]
147/499 4.32G 0.009755 0.008843 0.00339 85 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s]
147/499 4.32G 0.009772 0.008876 0.003366 76 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s]
147/499 4.32G 0.009772 0.008876 0.003366 76 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s]
147/499 4.32G 0.009765 0.008915 0.003352 76 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s]
147/499 4.32G 0.009765 0.008915 0.003352 76 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s]
147/499 4.32G 0.009756 0.008932 0.003339 80 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s]
147/499 4.32G 0.009756 0.008932 0.003339 80 640: 46%|####6 | 78/168 [00:14<00:16, 5.32it/s]
147/499 4.32G 0.009756 0.00893 0.003333 61 640: 46%|####6 | 78/168 [00:15<00:16, 5.32it/s]
147/499 4.32G 0.009756 0.00893 0.003333 61 640: 47%|####7 | 79/168 [00:15<00:17, 5.18it/s]
147/499 4.32G 0.009745 0.008909 0.00332 71 640: 47%|####7 | 79/168 [00:15<00:17, 5.18it/s]
147/499 4.32G 0.009745 0.008909 0.00332 71 640: 48%|####7 | 80/168 [00:15<00:16, 5.24it/s]
147/499 4.32G 0.009748 0.008915 0.003321 68 640: 48%|####7 | 80/168 [00:15<00:16, 5.24it/s]
147/499 4.32G 0.009748 0.008915 0.003321 68 640: 48%|####8 | 81/168 [00:15<00:16, 5.31it/s]
147/499 4.32G 0.009736 0.00891 0.003365 66 640: 48%|####8 | 81/168 [00:15<00:16, 5.31it/s]
147/499 4.32G 0.009736 0.00891 0.003365 66 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s]
147/499 4.32G 0.009731 0.008872 0.00337 50 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s]
147/499 4.32G 0.009731 0.008872 0.00337 50 640: 49%|####9 | 83/168 [00:15<00:16, 5.26it/s]
147/499 4.32G 0.009727 0.008868 0.00334 57 640: 49%|####9 | 83/168 [00:15<00:16, 5.26it/s]
147/499 4.32G 0.009727 0.008868 0.00334 57 640: 50%|##### | 84/168 [00:15<00:15, 5.34it/s]
147/499 4.32G 0.009735 0.00888 0.003322 74 640: 50%|##### | 84/168 [00:16<00:15, 5.34it/s]
147/499 4.32G 0.009735 0.00888 0.003322 74 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s]
147/499 4.32G 0.009737 0.008885 0.003318 73 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s]
147/499 4.32G 0.009737 0.008885 0.003318 73 640: 51%|#####1 | 86/168 [00:16<00:15, 5.20it/s]
147/499 4.32G 0.009747 0.008871 0.003319 64 640: 51%|#####1 | 86/168 [00:16<00:15, 5.20it/s]
147/499 4.32G 0.009747 0.008871 0.003319 64 640: 52%|#####1 | 87/168 [00:16<00:15, 5.31it/s]
147/499 4.32G 0.009743 0.00888 0.003315 77 640: 52%|#####1 | 87/168 [00:16<00:15, 5.31it/s]
147/499 4.32G 0.009743 0.00888 0.003315 77 640: 52%|#####2 | 88/168 [00:16<00:15, 5.16it/s]
147/499 4.32G 0.009752 0.008889 0.003333 68 640: 52%|#####2 | 88/168 [00:16<00:15, 5.16it/s]
147/499 4.32G 0.009752 0.008889 0.003333 68 640: 53%|#####2 | 89/168 [00:16<00:15, 5.26it/s]
147/499 4.32G 0.009731 0.008891 0.003344 69 640: 53%|#####2 | 89/168 [00:17<00:15, 5.26it/s]
147/499 4.32G 0.009731 0.008891 0.003344 69 640: 54%|#####3 | 90/168 [00:17<00:14, 5.30it/s]
147/499 4.32G 0.009733 0.008903 0.003362 69 640: 54%|#####3 | 90/168 [00:17<00:14, 5.30it/s]
147/499 4.32G 0.009733 0.008903 0.003362 69 640: 54%|#####4 | 91/168 [00:17<00:14, 5.17it/s]
147/499 4.32G 0.009744 0.008905 0.003373 72 640: 54%|#####4 | 91/168 [00:17<00:14, 5.17it/s]
147/499 4.32G 0.009744 0.008905 0.003373 72 640: 55%|#####4 | 92/168 [00:17<00:14, 5.24it/s]
147/499 4.32G 0.009747 0.008921 0.003368 78 640: 55%|#####4 | 92/168 [00:17<00:14, 5.24it/s]
147/499 4.32G 0.009747 0.008921 0.003368 78 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s]
147/499 4.32G 0.009751 0.008922 0.00336 67 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s]
147/499 4.32G 0.009751 0.008922 0.00336 67 640: 56%|#####5 | 94/168 [00:17<00:14, 5.18it/s]
147/499 4.32G 0.009755 0.008915 0.003369 65 640: 56%|#####5 | 94/168 [00:18<00:14, 5.18it/s]
147/499 4.32G 0.009755 0.008915 0.003369 65 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
147/499 4.32G 0.00974 0.008917 0.003348 72 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
147/499 4.32G 0.00974 0.008917 0.003348 72 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s]
147/499 4.32G 0.009745 0.00889 0.003366 48 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s]
147/499 4.32G 0.009745 0.00889 0.003366 48 640: 58%|#####7 | 97/168 [00:18<00:13, 5.13it/s]
147/499 4.32G 0.009749 0.008895 0.003351 72 640: 58%|#####7 | 97/168 [00:18<00:13, 5.13it/s]
147/499 4.32G 0.009749 0.008895 0.003351 72 640: 58%|#####8 | 98/168 [00:18<00:13, 5.24it/s]
147/499 4.32G 0.00974 0.008886 0.003349 65 640: 58%|#####8 | 98/168 [00:18<00:13, 5.24it/s]
147/499 4.32G 0.00974 0.008886 0.003349 65 640: 59%|#####8 | 99/168 [00:18<00:12, 5.32it/s]
147/499 4.32G 0.009738 0.008886 0.003381 79 640: 59%|#####8 | 99/168 [00:19<00:12, 5.32it/s]
147/499 4.32G 0.009738 0.008886 0.003381 79 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s]
147/499 4.32G 0.009734 0.008895 0.00336 79 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s]
147/499 4.32G 0.009734 0.008895 0.00336 79 640: 60%|###### | 101/168 [00:19<00:13, 5.15it/s]
147/499 4.32G 0.009719 0.008872 0.003379 66 640: 60%|###### | 101/168 [00:19<00:13, 5.15it/s]
147/499 4.32G 0.009719 0.008872 0.003379 66 640: 61%|###### | 102/168 [00:19<00:12, 5.25it/s]
147/499 4.32G 0.009724 0.008879 0.003399 77 640: 61%|###### | 102/168 [00:19<00:12, 5.25it/s]
147/499 4.32G 0.009724 0.008879 0.003399 77 640: 61%|######1 | 103/168 [00:19<00:12, 5.15it/s]
147/499 4.32G 0.009731 0.008869 0.003398 61 640: 61%|######1 | 103/168 [00:19<00:12, 5.15it/s]
147/499 4.32G 0.009731 0.008869 0.003398 61 640: 62%|######1 | 104/168 [00:19<00:12, 5.23it/s]
147/499 4.32G 0.009733 0.008875 0.003387 66 640: 62%|######1 | 104/168 [00:19<00:12, 5.23it/s]
147/499 4.32G 0.009733 0.008875 0.003387 66 640: 62%|######2 | 105/168 [00:19<00:11, 5.33it/s]
147/499 4.32G 0.009721 0.008848 0.003363 51 640: 62%|######2 | 105/168 [00:20<00:11, 5.33it/s]
147/499 4.32G 0.009721 0.008848 0.003363 51 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s]
147/499 4.32G 0.009714 0.008848 0.003356 65 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s]
147/499 4.32G 0.009714 0.008848 0.003356 65 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s]
147/499 4.32G 0.009708 0.008832 0.003349 57 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s]
147/499 4.32G 0.009708 0.008832 0.003349 57 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s]
147/499 4.32G 0.009707 0.00884 0.003336 62 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s]
147/499 4.32G 0.009707 0.00884 0.003336 62 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s]
147/499 4.32G 0.009701 0.008838 0.003323 55 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s]
147/499 4.32G 0.009701 0.008838 0.003323 55 640: 65%|######5 | 110/168 [00:20<00:11, 5.26it/s]
147/499 4.32G 0.009709 0.008857 0.00335 66 640: 65%|######5 | 110/168 [00:21<00:11, 5.26it/s]
147/499 4.32G 0.009709 0.008857 0.00335 66 640: 66%|######6 | 111/168 [00:21<00:10, 5.30it/s]
147/499 4.32G 0.009711 0.008855 0.003344 61 640: 66%|######6 | 111/168 [00:21<00:10, 5.30it/s]
147/499 4.32G 0.009711 0.008855 0.003344 61 640: 67%|######6 | 112/168 [00:21<00:10, 5.15it/s]
147/499 4.32G 0.009725 0.008871 0.003379 69 640: 67%|######6 | 112/168 [00:21<00:10, 5.15it/s]
147/499 4.32G 0.009725 0.008871 0.003379 69 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s]
147/499 4.32G 0.009713 0.008858 0.003377 69 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s]
147/499 4.32G 0.009713 0.008858 0.003377 69 640: 68%|######7 | 114/168 [00:21<00:10, 5.25it/s]
147/499 4.32G 0.009709 0.008852 0.003378 64 640: 68%|######7 | 114/168 [00:21<00:10, 5.25it/s]
147/499 4.32G 0.009709 0.008852 0.003378 64 640: 68%|######8 | 115/168 [00:21<00:10, 5.10it/s]
147/499 4.32G 0.009714 0.00888 0.003371 77 640: 68%|######8 | 115/168 [00:22<00:10, 5.10it/s]
147/499 4.32G 0.009714 0.00888 0.003371 77 640: 69%|######9 | 116/168 [00:22<00:09, 5.20it/s]
147/499 4.32G 0.009716 0.008882 0.003392 61 640: 69%|######9 | 116/168 [00:22<00:09, 5.20it/s]
147/499 4.32G 0.009716 0.008882 0.003392 61 640: 70%|######9 | 117/168 [00:22<00:09, 5.28it/s]
147/499 4.32G 0.009702 0.008876 0.003408 73 640: 70%|######9 | 117/168 [00:22<00:09, 5.28it/s]
147/499 4.32G 0.009702 0.008876 0.003408 73 640: 70%|####### | 118/168 [00:22<00:09, 5.14it/s]
147/499 4.32G 0.00969 0.008881 0.003415 71 640: 70%|####### | 118/168 [00:22<00:09, 5.14it/s]
147/499 4.32G 0.00969 0.008881 0.003415 71 640: 71%|####### | 119/168 [00:22<00:09, 5.23it/s]
147/499 4.32G 0.009684 0.008865 0.003463 75 640: 71%|####### | 119/168 [00:22<00:09, 5.23it/s]
147/499 4.32G 0.009684 0.008865 0.003463 75 640: 71%|#######1 | 120/168 [00:22<00:09, 5.32it/s]
147/499 4.32G 0.009691 0.008875 0.003464 74 640: 71%|#######1 | 120/168 [00:23<00:09, 5.32it/s]
147/499 4.32G 0.009691 0.008875 0.003464 74 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s]
147/499 4.32G 0.009682 0.008853 0.003443 53 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s]
147/499 4.32G 0.009682 0.008853 0.003443 53 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s]
147/499 4.32G 0.009675 0.008837 0.003464 59 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s]
147/499 4.32G 0.009675 0.008837 0.003464 59 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s]
147/499 4.32G 0.009678 0.008827 0.003473 64 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s]
147/499 4.32G 0.009678 0.008827 0.003473 64 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s]
147/499 4.32G 0.00967 0.008828 0.003479 76 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s]
147/499 4.32G 0.00967 0.008828 0.003479 76 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s]
147/499 4.32G 0.009664 0.008837 0.003464 77 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s]
147/499 4.32G 0.009664 0.008837 0.003464 77 640: 75%|#######5 | 126/168 [00:23<00:07, 5.32it/s]
147/499 4.32G 0.009685 0.008834 0.003471 57 640: 75%|#######5 | 126/168 [00:24<00:07, 5.32it/s]
147/499 4.32G 0.009685 0.008834 0.003471 57 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s]
147/499 4.32G 0.009693 0.008828 0.00347 61 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s]
147/499 4.32G 0.009693 0.008828 0.00347 61 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s]
147/499 4.32G 0.009686 0.008824 0.003479 78 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s]
147/499 4.32G 0.009686 0.008824 0.003479 78 640: 77%|#######6 | 129/168 [00:24<00:07, 5.25it/s]
147/499 4.32G 0.009685 0.008816 0.003488 68 640: 77%|#######6 | 129/168 [00:24<00:07, 5.25it/s]
147/499 4.32G 0.009685 0.008816 0.003488 68 640: 77%|#######7 | 130/168 [00:24<00:07, 5.15it/s]
147/499 4.32G 0.00968 0.008821 0.003477 74 640: 77%|#######7 | 130/168 [00:24<00:07, 5.15it/s]
147/499 4.32G 0.00968 0.008821 0.003477 74 640: 78%|#######7 | 131/168 [00:24<00:07, 5.25it/s]
147/499 4.32G 0.009667 0.008805 0.003478 69 640: 78%|#######7 | 131/168 [00:25<00:07, 5.25it/s]
147/499 4.32G 0.009667 0.008805 0.003478 69 640: 79%|#######8 | 132/168 [00:25<00:06, 5.31it/s]
147/499 4.32G 0.009657 0.008795 0.00348 62 640: 79%|#######8 | 132/168 [00:25<00:06, 5.31it/s]
147/499 4.32G 0.009657 0.008795 0.00348 62 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s]
147/499 4.32G 0.009653 0.00879 0.003479 57 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s]
147/499 4.32G 0.009653 0.00879 0.003479 57 640: 80%|#######9 | 134/168 [00:25<00:06, 5.26it/s]
147/499 4.32G 0.009644 0.00879 0.003461 67 640: 80%|#######9 | 134/168 [00:25<00:06, 5.26it/s]
147/499 4.32G 0.009644 0.00879 0.003461 67 640: 80%|######## | 135/168 [00:25<00:06, 5.32it/s]
147/499 4.32G 0.009642 0.008785 0.003468 67 640: 80%|######## | 135/168 [00:25<00:06, 5.32it/s]
147/499 4.32G 0.009642 0.008785 0.003468 67 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s]
147/499 4.32G 0.00965 0.008783 0.003475 63 640: 81%|######## | 136/168 [00:26<00:06, 5.20it/s]
147/499 4.32G 0.00965 0.008783 0.003475 63 640: 82%|########1 | 137/168 [00:26<00:05, 5.30it/s]
147/499 4.32G 0.00967 0.00878 0.003472 64 640: 82%|########1 | 137/168 [00:26<00:05, 5.30it/s]
147/499 4.32G 0.00967 0.00878 0.003472 64 640: 82%|########2 | 138/168 [00:26<00:05, 5.38it/s]
147/499 4.32G 0.009675 0.008788 0.003459 73 640: 82%|########2 | 138/168 [00:26<00:05, 5.38it/s]
147/499 4.32G 0.009675 0.008788 0.003459 73 640: 83%|########2 | 139/168 [00:26<00:05, 5.20it/s]
147/499 4.32G 0.00967 0.008761 0.003449 44 640: 83%|########2 | 139/168 [00:26<00:05, 5.20it/s]
147/499 4.32G 0.00967 0.008761 0.003449 44 640: 83%|########3 | 140/168 [00:26<00:05, 5.28it/s]
147/499 4.32G 0.009681 0.008758 0.00345 62 640: 83%|########3 | 140/168 [00:26<00:05, 5.28it/s]
147/499 4.32G 0.009681 0.008758 0.00345 62 640: 84%|########3 | 141/168 [00:26<00:05, 5.34it/s]
147/499 4.32G 0.009667 0.008744 0.00345 60 640: 84%|########3 | 141/168 [00:27<00:05, 5.34it/s]
147/499 4.32G 0.009667 0.008744 0.00345 60 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s]
147/499 4.32G 0.009662 0.008757 0.003445 68 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s]
147/499 4.32G 0.009662 0.008757 0.003445 68 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s]
147/499 4.32G 0.009659 0.008761 0.003459 71 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s]
147/499 4.32G 0.009659 0.008761 0.003459 71 640: 86%|########5 | 144/168 [00:27<00:04, 5.34it/s]
147/499 4.32G 0.009655 0.008744 0.003446 57 640: 86%|########5 | 144/168 [00:27<00:04, 5.34it/s]
147/499 4.32G 0.009655 0.008744 0.003446 57 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s]
147/499 4.32G 0.009649 0.008743 0.003454 72 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s]
147/499 4.32G 0.009649 0.008743 0.003454 72 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s]
147/499 4.32G 0.009644 0.008723 0.00345 55 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s]
147/499 4.32G 0.009644 0.008723 0.00345 55 640: 88%|########7 | 147/168 [00:27<00:03, 5.38it/s]
147/499 4.32G 0.009639 0.008718 0.003474 80 640: 88%|########7 | 147/168 [00:28<00:03, 5.38it/s]
147/499 4.32G 0.009639 0.008718 0.003474 80 640: 88%|########8 | 148/168 [00:28<00:03, 5.14it/s]
147/499 4.32G 0.009631 0.008727 0.003482 82 640: 88%|########8 | 148/168 [00:28<00:03, 5.14it/s]
147/499 4.32G 0.009631 0.008727 0.003482 82 640: 89%|########8 | 149/168 [00:28<00:03, 5.25it/s]
147/499 4.32G 0.009619 0.008733 0.003469 80 640: 89%|########8 | 149/168 [00:28<00:03, 5.25it/s]
147/499 4.32G 0.009619 0.008733 0.003469 80 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
147/499 4.32G 0.009614 0.00873 0.003465 68 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
147/499 4.32G 0.009614 0.00873 0.003465 68 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s]
147/499 4.32G 0.009625 0.008731 0.003457 67 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s]
147/499 4.32G 0.009625 0.008731 0.003457 67 640: 90%|######### | 152/168 [00:28<00:03, 5.26it/s]
147/499 4.32G 0.009631 0.008726 0.003476 64 640: 90%|######### | 152/168 [00:29<00:03, 5.26it/s]
147/499 4.32G 0.009631 0.008726 0.003476 64 640: 91%|#########1| 153/168 [00:29<00:02, 5.37it/s]
147/499 4.32G 0.009632 0.008716 0.00346 55 640: 91%|#########1| 153/168 [00:29<00:02, 5.37it/s]
147/499 4.32G 0.009632 0.008716 0.00346 55 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s]
147/499 4.32G 0.00962 0.008695 0.003461 54 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s]
147/499 4.32G 0.00962 0.008695 0.003461 54 640: 92%|#########2| 155/168 [00:29<00:02, 5.32it/s]
147/499 4.32G 0.009621 0.008693 0.003478 76 640: 92%|#########2| 155/168 [00:29<00:02, 5.32it/s]
147/499 4.32G 0.009621 0.008693 0.003478 76 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s]
147/499 4.32G 0.00961 0.0087 0.003479 69 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s]
147/499 4.32G 0.00961 0.0087 0.003479 69 640: 93%|#########3| 157/168 [00:29<00:02, 5.23it/s]
147/499 4.32G 0.009608 0.008693 0.003492 63 640: 93%|#########3| 157/168 [00:30<00:02, 5.23it/s]
147/499 4.32G 0.009608 0.008693 0.003492 63 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s]
147/499 4.32G 0.009611 0.008709 0.003485 82 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s]
147/499 4.32G 0.009611 0.008709 0.003485 82 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s]
147/499 4.32G 0.009615 0.008709 0.003483 74 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s]
147/499 4.32G 0.009615 0.008709 0.003483 74 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
147/499 4.32G 0.009615 0.008731 0.003484 92 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
147/499 4.32G 0.009615 0.008731 0.003484 92 640: 96%|#########5| 161/168 [00:30<00:01, 5.24it/s]
147/499 4.32G 0.009609 0.008718 0.003499 56 640: 96%|#########5| 161/168 [00:30<00:01, 5.24it/s]
147/499 4.32G 0.009609 0.008718 0.003499 56 640: 96%|#########6| 162/168 [00:30<00:01, 5.33it/s]
147/499 4.32G 0.009619 0.008715 0.003497 54 640: 96%|#########6| 162/168 [00:31<00:01, 5.33it/s]
147/499 4.32G 0.009619 0.008715 0.003497 54 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s]
147/499 4.32G 0.009613 0.008712 0.003485 60 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s]
147/499 4.32G 0.009613 0.008712 0.003485 60 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s]
147/499 4.32G 0.009616 0.008712 0.003488 69 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s]
147/499 4.32G 0.009616 0.008712 0.003488 69 640: 98%|#########8| 165/168 [00:31<00:00, 5.31it/s]
147/499 4.32G 0.009607 0.008721 0.003487 84 640: 98%|#########8| 165/168 [00:31<00:00, 5.31it/s]
147/499 4.32G 0.009607 0.008721 0.003487 84 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s]
147/499 4.32G 0.009598 0.00872 0.003484 77 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s]
147/499 4.32G 0.009598 0.00872 0.003484 77 640: 99%|#########9| 167/168 [00:31<00:00, 5.26it/s]
147/499 4.32G 0.009596 0.008733 0.003477 43 640: 99%|#########9| 167/168 [00:31<00:00, 5.26it/s]
147/499 4.32G 0.009596 0.008733 0.003477 43 640: 100%|##########| 168/168 [00:31<00:00, 5.44it/s]
147/499 4.32G 0.009596 0.008733 0.003477 43 640: 100%|##########| 168/168 [00:31<00:00, 5.26it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s]
all 132 263 0.859 0.851 0.866 0.758
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
148/499 4.32G 0.008915 0.006832 0.002664 58 640: 0%| | 0/168 [00:00<?, ?it/s]
148/499 4.32G 0.008915 0.006832 0.002664 58 640: 1%| | 1/168 [00:00<00:35, 4.70it/s]
148/499 4.32G 0.0091 0.00767 0.002602 63 640: 1%| | 1/168 [00:00<00:35, 4.70it/s]
148/499 4.32G 0.0091 0.00767 0.002602 63 640: 1%|1 | 2/168 [00:00<00:32, 5.14it/s]
148/499 4.32G 0.0102 0.008093 0.002469 61 640: 1%|1 | 2/168 [00:00<00:32, 5.14it/s]
148/499 4.32G 0.0102 0.008093 0.002469 61 640: 2%|1 | 3/168 [00:00<00:31, 5.29it/s]
148/499 4.32G 0.01029 0.00857 0.002647 68 640: 2%|1 | 3/168 [00:00<00:31, 5.29it/s]
148/499 4.32G 0.01029 0.00857 0.002647 68 640: 2%|2 | 4/168 [00:00<00:31, 5.13it/s]
148/499 4.32G 0.009989 0.00857 0.002419 59 640: 2%|2 | 4/168 [00:00<00:31, 5.13it/s]
148/499 4.32G 0.009989 0.00857 0.002419 59 640: 3%|2 | 5/168 [00:00<00:31, 5.25it/s]
148/499 4.32G 0.00973 0.008637 0.002688 77 640: 3%|2 | 5/168 [00:01<00:31, 5.25it/s]
148/499 4.32G 0.00973 0.008637 0.002688 77 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s]
148/499 4.32G 0.009755 0.008947 0.002914 90 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s]
148/499 4.32G 0.009755 0.008947 0.002914 90 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s]
148/499 4.32G 0.0099 0.009569 0.002881 91 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s]
148/499 4.32G 0.0099 0.009569 0.002881 91 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s]
148/499 4.32G 0.009703 0.009356 0.002982 64 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s]
148/499 4.32G 0.009703 0.009356 0.002982 64 640: 5%|5 | 9/168 [00:01<00:29, 5.35it/s]
148/499 4.32G 0.009809 0.009326 0.003138 69 640: 5%|5 | 9/168 [00:01<00:29, 5.35it/s]
148/499 4.32G 0.009809 0.009326 0.003138 69 640: 6%|5 | 10/168 [00:01<00:30, 5.23it/s]
148/499 4.32G 0.009752 0.009164 0.003146 65 640: 6%|5 | 10/168 [00:02<00:30, 5.23it/s]
148/499 4.32G 0.009752 0.009164 0.003146 65 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s]
148/499 4.32G 0.009734 0.009246 0.003188 75 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s]
148/499 4.32G 0.009734 0.009246 0.003188 75 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s]
148/499 4.32G 0.00976 0.009142 0.00319 64 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s]
148/499 4.32G 0.00976 0.009142 0.00319 64 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s]
148/499 4.32G 0.009748 0.009058 0.003488 66 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s]
148/499 4.32G 0.009748 0.009058 0.003488 66 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s]
148/499 4.32G 0.009545 0.008941 0.003413 63 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s]
148/499 4.32G 0.009545 0.008941 0.003413 63 640: 9%|8 | 15/168 [00:02<00:28, 5.31it/s]
148/499 4.32G 0.009561 0.008906 0.003348 69 640: 9%|8 | 15/168 [00:03<00:28, 5.31it/s]
148/499 4.32G 0.009561 0.008906 0.003348 69 640: 10%|9 | 16/168 [00:03<00:29, 5.15it/s]
148/499 4.32G 0.009667 0.008918 0.003494 63 640: 10%|9 | 16/168 [00:03<00:29, 5.15it/s]
148/499 4.32G 0.009667 0.008918 0.003494 63 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
148/499 4.32G 0.009592 0.008905 0.003525 70 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
148/499 4.32G 0.009592 0.008905 0.003525 70 640: 11%|# | 18/168 [00:03<00:28, 5.27it/s]
148/499 4.32G 0.009558 0.008834 0.003466 60 640: 11%|# | 18/168 [00:03<00:28, 5.27it/s]
148/499 4.32G 0.009558 0.008834 0.003466 60 640: 11%|#1 | 19/168 [00:03<00:29, 5.12it/s]
148/499 4.32G 0.009554 0.008828 0.00339 67 640: 11%|#1 | 19/168 [00:03<00:29, 5.12it/s]
148/499 4.32G 0.009554 0.008828 0.00339 67 640: 12%|#1 | 20/168 [00:03<00:28, 5.23it/s]
148/499 4.32G 0.009596 0.00879 0.003491 66 640: 12%|#1 | 20/168 [00:04<00:28, 5.23it/s]
148/499 4.32G 0.009596 0.00879 0.003491 66 640: 12%|#2 | 21/168 [00:04<00:27, 5.30it/s]
148/499 4.32G 0.009499 0.008723 0.003364 52 640: 12%|#2 | 21/168 [00:04<00:27, 5.30it/s]
148/499 4.32G 0.009499 0.008723 0.003364 52 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s]
148/499 4.32G 0.009531 0.008766 0.003273 65 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s]
148/499 4.32G 0.009531 0.008766 0.003273 65 640: 14%|#3 | 23/168 [00:04<00:27, 5.19it/s]
148/499 4.32G 0.009485 0.008788 0.003289 82 640: 14%|#3 | 23/168 [00:04<00:27, 5.19it/s]
148/499 4.32G 0.009485 0.008788 0.003289 82 640: 14%|#4 | 24/168 [00:04<00:27, 5.30it/s]
148/499 4.32G 0.009487 0.008869 0.003292 76 640: 14%|#4 | 24/168 [00:04<00:27, 5.30it/s]
148/499 4.32G 0.009487 0.008869 0.003292 76 640: 15%|#4 | 25/168 [00:04<00:28, 5.10it/s]
148/499 4.32G 0.00946 0.008877 0.0033 74 640: 15%|#4 | 25/168 [00:04<00:28, 5.10it/s]
148/499 4.32G 0.00946 0.008877 0.0033 74 640: 15%|#5 | 26/168 [00:04<00:27, 5.21it/s]
148/499 4.32G 0.009454 0.008889 0.0033 79 640: 15%|#5 | 26/168 [00:05<00:27, 5.21it/s]
148/499 4.32G 0.009454 0.008889 0.0033 79 640: 16%|#6 | 27/168 [00:05<00:26, 5.30it/s]
148/499 4.32G 0.009459 0.008832 0.00332 65 640: 16%|#6 | 27/168 [00:05<00:26, 5.30it/s]
148/499 4.32G 0.009459 0.008832 0.00332 65 640: 17%|#6 | 28/168 [00:05<00:27, 5.16it/s]
148/499 4.32G 0.009455 0.008853 0.003266 86 640: 17%|#6 | 28/168 [00:05<00:27, 5.16it/s]
148/499 4.32G 0.009455 0.008853 0.003266 86 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s]
148/499 4.32G 0.009429 0.008828 0.00319 68 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s]
148/499 4.32G 0.009429 0.008828 0.00319 68 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
148/499 4.32G 0.009363 0.008777 0.003166 64 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
148/499 4.32G 0.009363 0.008777 0.003166 64 640: 18%|#8 | 31/168 [00:05<00:26, 5.19it/s]
148/499 4.32G 0.009333 0.008794 0.003142 81 640: 18%|#8 | 31/168 [00:06<00:26, 5.19it/s]
148/499 4.32G 0.009333 0.008794 0.003142 81 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s]
148/499 4.32G 0.009272 0.008731 0.003209 55 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s]
148/499 4.32G 0.009272 0.008731 0.003209 55 640: 20%|#9 | 33/168 [00:06<00:25, 5.31it/s]
148/499 4.32G 0.009253 0.008701 0.003137 62 640: 20%|#9 | 33/168 [00:06<00:25, 5.31it/s]
148/499 4.32G 0.009253 0.008701 0.003137 62 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s]
148/499 4.32G 0.009284 0.008741 0.00311 73 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s]
148/499 4.32G 0.009284 0.008741 0.00311 73 640: 21%|## | 35/168 [00:06<00:25, 5.22it/s]
148/499 4.32G 0.009275 0.00874 0.003167 66 640: 21%|## | 35/168 [00:06<00:25, 5.22it/s]
148/499 4.32G 0.009275 0.00874 0.003167 66 640: 21%|##1 | 36/168 [00:06<00:24, 5.32it/s]
148/499 4.32G 0.009252 0.008751 0.003139 72 640: 21%|##1 | 36/168 [00:07<00:24, 5.32it/s]
148/499 4.32G 0.009252 0.008751 0.003139 72 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
148/499 4.32G 0.009267 0.008795 0.003169 81 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
148/499 4.32G 0.009267 0.008795 0.003169 81 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s]
148/499 4.32G 0.009283 0.008769 0.003103 60 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s]
148/499 4.32G 0.009283 0.008769 0.003103 60 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
148/499 4.32G 0.009245 0.008749 0.003077 66 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
148/499 4.32G 0.009245 0.008749 0.003077 66 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
148/499 4.32G 0.009296 0.008745 0.003105 69 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
148/499 4.32G 0.009296 0.008745 0.003105 69 640: 24%|##4 | 41/168 [00:07<00:24, 5.29it/s]
148/499 4.32G 0.009274 0.008718 0.00312 64 640: 24%|##4 | 41/168 [00:08<00:24, 5.29it/s]
148/499 4.32G 0.009274 0.008718 0.00312 64 640: 25%|##5 | 42/168 [00:08<00:23, 5.31it/s]
148/499 4.32G 0.009306 0.008738 0.003146 71 640: 25%|##5 | 42/168 [00:08<00:23, 5.31it/s]
148/499 4.32G 0.009306 0.008738 0.003146 71 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
148/499 4.32G 0.009318 0.008709 0.00311 55 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
148/499 4.32G 0.009318 0.008709 0.00311 55 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s]
148/499 4.32G 0.00931 0.008723 0.003097 73 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s]
148/499 4.32G 0.00931 0.008723 0.003097 73 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s]
148/499 4.32G 0.009313 0.008729 0.0031 68 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s]
148/499 4.32G 0.009313 0.008729 0.0031 68 640: 27%|##7 | 46/168 [00:08<00:23, 5.23it/s]
148/499 4.32G 0.0093 0.008708 0.003056 57 640: 27%|##7 | 46/168 [00:08<00:23, 5.23it/s]
148/499 4.32G 0.0093 0.008708 0.003056 57 640: 28%|##7 | 47/168 [00:08<00:22, 5.30it/s]
148/499 4.32G 0.009302 0.008723 0.003031 77 640: 28%|##7 | 47/168 [00:09<00:22, 5.30it/s]
148/499 4.32G 0.009302 0.008723 0.003031 77 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s]
148/499 4.32G 0.009322 0.008747 0.00298 72 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s]
148/499 4.32G 0.009322 0.008747 0.00298 72 640: 29%|##9 | 49/168 [00:09<00:22, 5.22it/s]
148/499 4.32G 0.009289 0.008682 0.002964 50 640: 29%|##9 | 49/168 [00:09<00:22, 5.22it/s]
148/499 4.32G 0.009289 0.008682 0.002964 50 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s]
148/499 4.32G 0.009294 0.008668 0.002946 60 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s]
148/499 4.32G 0.009294 0.008668 0.002946 60 640: 30%|### | 51/168 [00:09<00:21, 5.39it/s]
148/499 4.32G 0.009269 0.008677 0.00291 73 640: 30%|### | 51/168 [00:09<00:21, 5.39it/s]
148/499 4.32G 0.009269 0.008677 0.00291 73 640: 31%|### | 52/168 [00:09<00:22, 5.21it/s]
148/499 4.32G 0.009264 0.008654 0.002871 62 640: 31%|### | 52/168 [00:10<00:22, 5.21it/s]
148/499 4.32G 0.009264 0.008654 0.002871 62 640: 32%|###1 | 53/168 [00:10<00:21, 5.27it/s]
148/499 4.32G 0.009304 0.008655 0.002858 66 640: 32%|###1 | 53/168 [00:10<00:21, 5.27it/s]
148/499 4.32G 0.009304 0.008655 0.002858 66 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s]
148/499 4.32G 0.009277 0.008631 0.002878 71 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s]
148/499 4.32G 0.009277 0.008631 0.002878 71 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s]
148/499 4.32G 0.009306 0.008682 0.002921 78 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s]
148/499 4.32G 0.009306 0.008682 0.002921 78 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s]
148/499 4.32G 0.009286 0.008659 0.002979 59 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s]
148/499 4.32G 0.009286 0.008659 0.002979 59 640: 34%|###3 | 57/168 [00:10<00:20, 5.32it/s]
148/499 4.32G 0.009307 0.008678 0.002965 79 640: 34%|###3 | 57/168 [00:11<00:20, 5.32it/s]
148/499 4.32G 0.009307 0.008678 0.002965 79 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s]
148/499 4.32G 0.009325 0.008674 0.002968 66 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s]
148/499 4.32G 0.009325 0.008674 0.002968 66 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s]
148/499 4.32G 0.009326 0.008675 0.00301 64 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s]
148/499 4.32G 0.009326 0.008675 0.00301 64 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s]
148/499 4.32G 0.009311 0.008671 0.003044 76 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s]
148/499 4.32G 0.009311 0.008671 0.003044 76 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
148/499 4.32G 0.009306 0.008649 0.003086 63 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
148/499 4.32G 0.009306 0.008649 0.003086 63 640: 37%|###6 | 62/168 [00:11<00:20, 5.25it/s]
148/499 4.32G 0.009288 0.008663 0.003051 68 640: 37%|###6 | 62/168 [00:11<00:20, 5.25it/s]
148/499 4.32G 0.009288 0.008663 0.003051 68 640: 38%|###7 | 63/168 [00:11<00:19, 5.31it/s]
148/499 4.32G 0.009286 0.008665 0.003028 59 640: 38%|###7 | 63/168 [00:12<00:19, 5.31it/s]
148/499 4.32G 0.009286 0.008665 0.003028 59 640: 38%|###8 | 64/168 [00:12<00:19, 5.20it/s]
148/499 4.32G 0.009271 0.008681 0.003021 69 640: 38%|###8 | 64/168 [00:12<00:19, 5.20it/s]
148/499 4.32G 0.009271 0.008681 0.003021 69 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s]
148/499 4.32G 0.009262 0.008683 0.002996 70 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s]
148/499 4.32G 0.009262 0.008683 0.002996 70 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s]
148/499 4.32G 0.009247 0.008697 0.003051 65 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s]
148/499 4.32G 0.009247 0.008697 0.003051 65 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
148/499 4.32G 0.009241 0.008715 0.003073 81 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
148/499 4.32G 0.009241 0.008715 0.003073 81 640: 40%|#### | 68/168 [00:12<00:18, 5.29it/s]
148/499 4.32G 0.009245 0.008709 0.00307 69 640: 40%|#### | 68/168 [00:13<00:18, 5.29it/s]
148/499 4.32G 0.009245 0.008709 0.00307 69 640: 41%|####1 | 69/168 [00:13<00:18, 5.35it/s]
148/499 4.32G 0.009255 0.008734 0.00304 70 640: 41%|####1 | 69/168 [00:13<00:18, 5.35it/s]
148/499 4.32G 0.009255 0.008734 0.00304 70 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s]
148/499 4.32G 0.009264 0.008724 0.00303 51 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s]
148/499 4.32G 0.009264 0.008724 0.00303 51 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s]
148/499 4.32G 0.00926 0.008715 0.002995 67 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s]
148/499 4.32G 0.00926 0.008715 0.002995 67 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s]
148/499 4.32G 0.009273 0.008705 0.003027 65 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s]
148/499 4.32G 0.009273 0.008705 0.003027 65 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s]
148/499 4.32G 0.009266 0.008714 0.003015 84 640: 43%|####3 | 73/168 [00:14<00:18, 5.21it/s]
148/499 4.32G 0.009266 0.008714 0.003015 84 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s]
148/499 4.32G 0.009261 0.0087 0.003007 61 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s]
148/499 4.32G 0.009261 0.0087 0.003007 61 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s]
148/499 4.32G 0.009248 0.008685 0.003025 71 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s]
148/499 4.32G 0.009248 0.008685 0.003025 71 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s]
148/499 4.32G 0.009279 0.008702 0.003042 61 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s]
148/499 4.32G 0.009279 0.008702 0.003042 61 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
148/499 4.32G 0.009286 0.008705 0.003023 63 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
148/499 4.32G 0.009286 0.008705 0.003023 63 640: 46%|####6 | 78/168 [00:14<00:16, 5.30it/s]
148/499 4.32G 0.00927 0.008702 0.003017 77 640: 46%|####6 | 78/168 [00:15<00:16, 5.30it/s]
148/499 4.32G 0.00927 0.008702 0.003017 77 640: 47%|####7 | 79/168 [00:15<00:17, 5.15it/s]
148/499 4.32G 0.009266 0.008701 0.00308 66 640: 47%|####7 | 79/168 [00:15<00:17, 5.15it/s]
148/499 4.32G 0.009266 0.008701 0.00308 66 640: 48%|####7 | 80/168 [00:15<00:16, 5.24it/s]
148/499 4.32G 0.009262 0.008695 0.00314 72 640: 48%|####7 | 80/168 [00:15<00:16, 5.24it/s]
148/499 4.32G 0.009262 0.008695 0.00314 72 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s]
148/499 4.32G 0.009275 0.008684 0.003149 57 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s]
148/499 4.32G 0.009275 0.008684 0.003149 57 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s]
148/499 4.32G 0.009291 0.008696 0.003161 69 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s]
148/499 4.32G 0.009291 0.008696 0.003161 69 640: 49%|####9 | 83/168 [00:15<00:16, 5.24it/s]
148/499 4.32G 0.009267 0.008679 0.003197 61 640: 49%|####9 | 83/168 [00:15<00:16, 5.24it/s]
148/499 4.32G 0.009267 0.008679 0.003197 61 640: 50%|##### | 84/168 [00:15<00:15, 5.32it/s]
148/499 4.32G 0.009256 0.008668 0.003175 65 640: 50%|##### | 84/168 [00:16<00:15, 5.32it/s]
148/499 4.32G 0.009256 0.008668 0.003175 65 640: 51%|##### | 85/168 [00:16<00:16, 5.14it/s]
148/499 4.32G 0.009264 0.008696 0.003186 81 640: 51%|##### | 85/168 [00:16<00:16, 5.14it/s]
148/499 4.32G 0.009264 0.008696 0.003186 81 640: 51%|#####1 | 86/168 [00:16<00:15, 5.21it/s]
148/499 4.32G 0.009289 0.008689 0.003158 55 640: 51%|#####1 | 86/168 [00:16<00:15, 5.21it/s]
148/499 4.32G 0.009289 0.008689 0.003158 55 640: 52%|#####1 | 87/168 [00:16<00:15, 5.30it/s]
148/499 4.32G 0.009286 0.00869 0.00317 73 640: 52%|#####1 | 87/168 [00:16<00:15, 5.30it/s]
148/499 4.32G 0.009286 0.00869 0.00317 73 640: 52%|#####2 | 88/168 [00:16<00:15, 5.16it/s]
148/499 4.32G 0.009282 0.008696 0.003183 81 640: 52%|#####2 | 88/168 [00:16<00:15, 5.16it/s]
148/499 4.32G 0.009282 0.008696 0.003183 81 640: 53%|#####2 | 89/168 [00:16<00:15, 5.26it/s]
148/499 4.32G 0.009285 0.00868 0.0032 59 640: 53%|#####2 | 89/168 [00:17<00:15, 5.26it/s]
148/499 4.32G 0.009285 0.00868 0.0032 59 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s]
148/499 4.32G 0.009294 0.008703 0.003248 57 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s]
148/499 4.32G 0.009294 0.008703 0.003248 57 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
148/499 4.32G 0.009281 0.008717 0.003251 81 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
148/499 4.32G 0.009281 0.008717 0.003251 81 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s]
148/499 4.32G 0.009294 0.008708 0.003248 60 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s]
148/499 4.32G 0.009294 0.008708 0.003248 60 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s]
148/499 4.32G 0.009299 0.008731 0.003253 86 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s]
148/499 4.32G 0.009299 0.008731 0.003253 86 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
148/499 4.32G 0.009299 0.008747 0.003258 83 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s]
148/499 4.32G 0.009299 0.008747 0.003258 83 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s]
148/499 4.32G 0.009298 0.008769 0.003255 83 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s]
148/499 4.32G 0.009298 0.008769 0.003255 83 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s]
148/499 4.32G 0.009307 0.00879 0.003256 76 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s]
148/499 4.32G 0.009307 0.00879 0.003256 76 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s]
148/499 4.32G 0.009307 0.008806 0.003265 79 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s]
148/499 4.32G 0.009307 0.008806 0.003265 79 640: 58%|#####8 | 98/168 [00:18<00:13, 5.20it/s]
148/499 4.32G 0.009309 0.008805 0.003305 70 640: 58%|#####8 | 98/168 [00:18<00:13, 5.20it/s]
148/499 4.32G 0.009309 0.008805 0.003305 70 640: 59%|#####8 | 99/168 [00:18<00:13, 5.26it/s]
148/499 4.32G 0.009331 0.008821 0.003319 70 640: 59%|#####8 | 99/168 [00:19<00:13, 5.26it/s]
148/499 4.32G 0.009331 0.008821 0.003319 70 640: 60%|#####9 | 100/168 [00:19<00:13, 5.12it/s]
148/499 4.32G 0.009344 0.008806 0.003325 55 640: 60%|#####9 | 100/168 [00:19<00:13, 5.12it/s]
148/499 4.32G 0.009344 0.008806 0.003325 55 640: 60%|###### | 101/168 [00:19<00:12, 5.18it/s]
148/499 4.32G 0.009364 0.008807 0.003322 62 640: 60%|###### | 101/168 [00:19<00:12, 5.18it/s]
148/499 4.32G 0.009364 0.008807 0.003322 62 640: 61%|###### | 102/168 [00:19<00:12, 5.22it/s]
148/499 4.32G 0.009376 0.008816 0.003337 72 640: 61%|###### | 102/168 [00:19<00:12, 5.22it/s]
148/499 4.32G 0.009376 0.008816 0.003337 72 640: 61%|######1 | 103/168 [00:19<00:12, 5.11it/s]
148/499 4.32G 0.009363 0.008802 0.003342 60 640: 61%|######1 | 103/168 [00:19<00:12, 5.11it/s]
148/499 4.32G 0.009363 0.008802 0.003342 60 640: 62%|######1 | 104/168 [00:19<00:12, 5.14it/s]
148/499 4.32G 0.009362 0.00879 0.003352 65 640: 62%|######1 | 104/168 [00:20<00:12, 5.14it/s]
148/499 4.32G 0.009362 0.00879 0.003352 65 640: 62%|######2 | 105/168 [00:20<00:12, 5.20it/s]
148/499 4.32G 0.009357 0.0088 0.003333 70 640: 62%|######2 | 105/168 [00:20<00:12, 5.20it/s]
148/499 4.32G 0.009357 0.0088 0.003333 70 640: 63%|######3 | 106/168 [00:20<00:12, 5.12it/s]
148/499 4.32G 0.00936 0.00881 0.003336 76 640: 63%|######3 | 106/168 [00:20<00:12, 5.12it/s]
148/499 4.32G 0.00936 0.00881 0.003336 76 640: 64%|######3 | 107/168 [00:20<00:11, 5.21it/s]
148/499 4.32G 0.009355 0.008803 0.003317 67 640: 64%|######3 | 107/168 [00:20<00:11, 5.21it/s]
148/499 4.32G 0.009355 0.008803 0.003317 67 640: 64%|######4 | 108/168 [00:20<00:11, 5.28it/s]
148/499 4.32G 0.009353 0.008802 0.003339 66 640: 64%|######4 | 108/168 [00:20<00:11, 5.28it/s]
148/499 4.32G 0.009353 0.008802 0.003339 66 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s]
148/499 4.32G 0.009363 0.008836 0.003325 89 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s]
148/499 4.32G 0.009363 0.008836 0.003325 89 640: 65%|######5 | 110/168 [00:20<00:11, 5.27it/s]
148/499 4.32G 0.009364 0.008862 0.003325 77 640: 65%|######5 | 110/168 [00:21<00:11, 5.27it/s]
148/499 4.32G 0.009364 0.008862 0.003325 77 640: 66%|######6 | 111/168 [00:21<00:10, 5.30it/s]
148/499 4.32G 0.00935 0.00885 0.003315 77 640: 66%|######6 | 111/168 [00:21<00:10, 5.30it/s]
148/499 4.32G 0.00935 0.00885 0.003315 77 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s]
148/499 4.32G 0.009346 0.008843 0.003303 63 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s]
148/499 4.32G 0.009346 0.008843 0.003303 63 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s]
148/499 4.32G 0.009336 0.008838 0.003281 69 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s]
148/499 4.32G 0.009336 0.008838 0.003281 69 640: 68%|######7 | 114/168 [00:21<00:10, 5.33it/s]
148/499 4.32G 0.009338 0.008853 0.003265 76 640: 68%|######7 | 114/168 [00:21<00:10, 5.33it/s]
148/499 4.32G 0.009338 0.008853 0.003265 76 640: 68%|######8 | 115/168 [00:21<00:10, 5.17it/s]
148/499 4.32G 0.009328 0.008835 0.003293 65 640: 68%|######8 | 115/168 [00:22<00:10, 5.17it/s]
148/499 4.32G 0.009328 0.008835 0.003293 65 640: 69%|######9 | 116/168 [00:22<00:09, 5.29it/s]
148/499 4.32G 0.009317 0.008827 0.003298 78 640: 69%|######9 | 116/168 [00:22<00:09, 5.29it/s]
148/499 4.32G 0.009317 0.008827 0.003298 78 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s]
148/499 4.32G 0.009308 0.008811 0.003319 60 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s]
148/499 4.32G 0.009308 0.008811 0.003319 60 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s]
148/499 4.32G 0.009309 0.008801 0.003317 65 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s]
148/499 4.32G 0.009309 0.008801 0.003317 65 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s]
148/499 4.32G 0.009301 0.008797 0.003312 76 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s]
148/499 4.32G 0.009301 0.008797 0.003312 76 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s]
148/499 4.32G 0.009289 0.008793 0.003317 71 640: 71%|#######1 | 120/168 [00:23<00:08, 5.34it/s]
148/499 4.32G 0.009289 0.008793 0.003317 71 640: 72%|#######2 | 121/168 [00:23<00:09, 5.17it/s]
148/499 4.32G 0.009285 0.008792 0.003316 72 640: 72%|#######2 | 121/168 [00:23<00:09, 5.17it/s]
148/499 4.32G 0.009285 0.008792 0.003316 72 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s]
148/499 4.32G 0.009292 0.008793 0.003309 65 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s]
148/499 4.32G 0.009292 0.008793 0.003309 65 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s]
148/499 4.32G 0.009277 0.008772 0.003321 63 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s]
148/499 4.32G 0.009277 0.008772 0.003321 63 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s]
148/499 4.32G 0.009292 0.008759 0.003331 55 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s]
148/499 4.32G 0.009292 0.008759 0.003331 55 640: 74%|#######4 | 125/168 [00:23<00:08, 5.27it/s]
148/499 4.32G 0.009288 0.008762 0.003345 75 640: 74%|#######4 | 125/168 [00:23<00:08, 5.27it/s]
148/499 4.32G 0.009288 0.008762 0.003345 75 640: 75%|#######5 | 126/168 [00:23<00:07, 5.34it/s]
148/499 4.32G 0.009284 0.008756 0.003368 65 640: 75%|#######5 | 126/168 [00:24<00:07, 5.34it/s]
148/499 4.32G 0.009284 0.008756 0.003368 65 640: 76%|#######5 | 127/168 [00:24<00:08, 5.12it/s]
148/499 4.32G 0.009288 0.008778 0.003366 73 640: 76%|#######5 | 127/168 [00:24<00:08, 5.12it/s]
148/499 4.32G 0.009288 0.008778 0.003366 73 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s]
148/499 4.32G 0.009293 0.008767 0.003377 59 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s]
148/499 4.32G 0.009293 0.008767 0.003377 59 640: 77%|#######6 | 129/168 [00:24<00:07, 5.32it/s]
148/499 4.32G 0.009289 0.008759 0.003378 70 640: 77%|#######6 | 129/168 [00:24<00:07, 5.32it/s]
148/499 4.32G 0.009289 0.008759 0.003378 70 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s]
148/499 4.32G 0.009298 0.008761 0.00338 63 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s]
148/499 4.32G 0.009298 0.008761 0.00338 63 640: 78%|#######7 | 131/168 [00:24<00:07, 5.25it/s]
148/499 4.32G 0.009305 0.008751 0.003376 58 640: 78%|#######7 | 131/168 [00:25<00:07, 5.25it/s]
148/499 4.32G 0.009305 0.008751 0.003376 58 640: 79%|#######8 | 132/168 [00:25<00:06, 5.25it/s]
148/499 4.32G 0.009312 0.008755 0.003416 65 640: 79%|#######8 | 132/168 [00:25<00:06, 5.25it/s]
148/499 4.32G 0.009312 0.008755 0.003416 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.14it/s]
148/499 4.32G 0.009311 0.008774 0.003414 91 640: 79%|#######9 | 133/168 [00:25<00:06, 5.14it/s]
148/499 4.32G 0.009311 0.008774 0.003414 91 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s]
148/499 4.32G 0.009308 0.008783 0.003401 71 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s]
148/499 4.32G 0.009308 0.008783 0.003401 71 640: 80%|######## | 135/168 [00:25<00:06, 5.32it/s]
148/499 4.32G 0.009309 0.008772 0.003401 61 640: 80%|######## | 135/168 [00:25<00:06, 5.32it/s]
148/499 4.32G 0.009309 0.008772 0.003401 61 640: 81%|######## | 136/168 [00:25<00:06, 5.15it/s]
148/499 4.32G 0.009314 0.008773 0.003393 70 640: 81%|######## | 136/168 [00:26<00:06, 5.15it/s]
148/499 4.32G 0.009314 0.008773 0.003393 70 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s]
148/499 4.32G 0.009319 0.008767 0.003396 70 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s]
148/499 4.32G 0.009319 0.008767 0.003396 70 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s]
148/499 4.32G 0.009322 0.008777 0.003391 81 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s]
148/499 4.32G 0.009322 0.008777 0.003391 81 640: 83%|########2 | 139/168 [00:26<00:05, 5.11it/s]
148/499 4.32G 0.009325 0.008786 0.0034 86 640: 83%|########2 | 139/168 [00:26<00:05, 5.11it/s]
148/499 4.32G 0.009325 0.008786 0.0034 86 640: 83%|########3 | 140/168 [00:26<00:05, 5.18it/s]
148/499 4.32G 0.009327 0.008791 0.003437 72 640: 83%|########3 | 140/168 [00:26<00:05, 5.18it/s]
148/499 4.32G 0.009327 0.008791 0.003437 72 640: 84%|########3 | 141/168 [00:26<00:05, 5.22it/s]
148/499 4.32G 0.00933 0.008798 0.00342 71 640: 84%|########3 | 141/168 [00:27<00:05, 5.22it/s]
148/499 4.32G 0.00933 0.008798 0.00342 71 640: 85%|########4 | 142/168 [00:27<00:05, 5.11it/s]
148/499 4.32G 0.00932 0.008784 0.003413 57 640: 85%|########4 | 142/168 [00:27<00:05, 5.11it/s]
148/499 4.32G 0.00932 0.008784 0.003413 57 640: 85%|########5 | 143/168 [00:27<00:04, 5.19it/s]
148/499 4.32G 0.009316 0.008786 0.003409 76 640: 85%|########5 | 143/168 [00:27<00:04, 5.19it/s]
148/499 4.32G 0.009316 0.008786 0.003409 76 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s]
148/499 4.32G 0.009313 0.008774 0.003387 54 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s]
148/499 4.32G 0.009313 0.008774 0.003387 54 640: 86%|########6 | 145/168 [00:27<00:04, 5.14it/s]
148/499 4.32G 0.009314 0.008765 0.003374 55 640: 86%|########6 | 145/168 [00:27<00:04, 5.14it/s]
148/499 4.32G 0.009314 0.008765 0.003374 55 640: 87%|########6 | 146/168 [00:27<00:04, 5.24it/s]
148/499 4.32G 0.00932 0.008763 0.003378 54 640: 87%|########6 | 146/168 [00:28<00:04, 5.24it/s]
148/499 4.32G 0.00932 0.008763 0.003378 54 640: 88%|########7 | 147/168 [00:28<00:03, 5.29it/s]
148/499 4.32G 0.009327 0.008766 0.003394 63 640: 88%|########7 | 147/168 [00:28<00:03, 5.29it/s]
148/499 4.32G 0.009327 0.008766 0.003394 63 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s]
148/499 4.32G 0.009322 0.00876 0.003387 67 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s]
148/499 4.32G 0.009322 0.00876 0.003387 67 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
148/499 4.32G 0.009315 0.008753 0.003371 64 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
148/499 4.32G 0.009315 0.008753 0.003371 64 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s]
148/499 4.32G 0.009321 0.008754 0.003388 63 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s]
148/499 4.32G 0.009321 0.008754 0.003388 63 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s]
148/499 4.32G 0.009324 0.008747 0.003389 70 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s]
148/499 4.32G 0.009324 0.008747 0.003389 70 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s]
148/499 4.32G 0.009332 0.008755 0.003391 78 640: 90%|######### | 152/168 [00:29<00:03, 5.30it/s]
148/499 4.32G 0.009332 0.008755 0.003391 78 640: 91%|#########1| 153/168 [00:29<00:02, 5.38it/s]
148/499 4.32G 0.009329 0.008754 0.003381 68 640: 91%|#########1| 153/168 [00:29<00:02, 5.38it/s]
148/499 4.32G 0.009329 0.008754 0.003381 68 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s]
148/499 4.32G 0.009336 0.008765 0.003383 71 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s]
148/499 4.32G 0.009336 0.008765 0.003383 71 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
148/499 4.32G 0.009327 0.008767 0.003393 76 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
148/499 4.32G 0.009327 0.008767 0.003393 76 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s]
148/499 4.32G 0.009332 0.008774 0.00338 66 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s]
148/499 4.32G 0.009332 0.008774 0.00338 66 640: 93%|#########3| 157/168 [00:29<00:02, 5.18it/s]
148/499 4.32G 0.00934 0.00876 0.003383 54 640: 93%|#########3| 157/168 [00:30<00:02, 5.18it/s]
148/499 4.32G 0.00934 0.00876 0.003383 54 640: 94%|#########4| 158/168 [00:30<00:01, 5.20it/s]
148/499 4.32G 0.009338 0.008747 0.003385 66 640: 94%|#########4| 158/168 [00:30<00:01, 5.20it/s]
148/499 4.32G 0.009338 0.008747 0.003385 66 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s]
148/499 4.32G 0.009339 0.008756 0.003375 79 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s]
148/499 4.32G 0.009339 0.008756 0.003375 79 640: 95%|#########5| 160/168 [00:30<00:01, 5.15it/s]
148/499 4.32G 0.009338 0.008739 0.003384 52 640: 95%|#########5| 160/168 [00:30<00:01, 5.15it/s]
148/499 4.32G 0.009338 0.008739 0.003384 52 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
148/499 4.32G 0.009339 0.008735 0.003422 63 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
148/499 4.32G 0.009339 0.008735 0.003422 63 640: 96%|#########6| 162/168 [00:30<00:01, 5.30it/s]
148/499 4.32G 0.009342 0.008719 0.003419 52 640: 96%|#########6| 162/168 [00:31<00:01, 5.30it/s]
148/499 4.32G 0.009342 0.008719 0.003419 52 640: 97%|#########7| 163/168 [00:31<00:00, 5.18it/s]
148/499 4.32G 0.00935 0.008713 0.003421 70 640: 97%|#########7| 163/168 [00:31<00:00, 5.18it/s]
148/499 4.32G 0.00935 0.008713 0.003421 70 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s]
148/499 4.32G 0.00935 0.008707 0.003417 58 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s]
148/499 4.32G 0.00935 0.008707 0.003417 58 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s]
148/499 4.32G 0.009344 0.008704 0.003422 66 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s]
148/499 4.32G 0.009344 0.008704 0.003422 66 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s]
148/499 4.32G 0.009352 0.008702 0.003433 56 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s]
148/499 4.32G 0.009352 0.008702 0.003433 56 640: 99%|#########9| 167/168 [00:31<00:00, 5.25it/s]
148/499 4.32G 0.00936 0.008721 0.003431 39 640: 99%|#########9| 167/168 [00:32<00:00, 5.25it/s]
148/499 4.32G 0.00936 0.008721 0.003431 39 640: 100%|##########| 168/168 [00:32<00:00, 5.41it/s]
148/499 4.32G 0.00936 0.008721 0.003431 39 640: 100%|##########| 168/168 [00:32<00:00, 5.25it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.78it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.84it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.83it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.82it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.40it/s]
all 132 263 0.868 0.869 0.874 0.76
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
149/499 4.32G 0.008393 0.00693 0.003367 63 640: 0%| | 0/168 [00:00<?, ?it/s]
149/499 4.32G 0.008393 0.00693 0.003367 63 640: 1%| | 1/168 [00:00<00:34, 4.91it/s]
149/499 4.32G 0.009313 0.007897 0.002744 68 640: 1%| | 1/168 [00:00<00:34, 4.91it/s]
149/499 4.32G 0.009313 0.007897 0.002744 68 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s]
149/499 4.32G 0.00982 0.008504 0.002583 73 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s]
149/499 4.32G 0.00982 0.008504 0.002583 73 640: 2%|1 | 3/168 [00:00<00:31, 5.30it/s]
149/499 4.32G 0.009945 0.009054 0.002902 67 640: 2%|1 | 3/168 [00:00<00:31, 5.30it/s]
149/499 4.32G 0.009945 0.009054 0.002902 67 640: 2%|2 | 4/168 [00:00<00:32, 5.10it/s]
149/499 4.32G 0.009705 0.008906 0.002539 74 640: 2%|2 | 4/168 [00:00<00:32, 5.10it/s]
149/499 4.32G 0.009705 0.008906 0.002539 74 640: 3%|2 | 5/168 [00:00<00:31, 5.20it/s]
149/499 4.32G 0.009542 0.008975 0.002354 72 640: 3%|2 | 5/168 [00:01<00:31, 5.20it/s]
149/499 4.32G 0.009542 0.008975 0.002354 72 640: 4%|3 | 6/168 [00:01<00:30, 5.26it/s]
149/499 4.32G 0.009467 0.009338 0.002696 88 640: 4%|3 | 6/168 [00:01<00:30, 5.26it/s]
149/499 4.32G 0.009467 0.009338 0.002696 88 640: 4%|4 | 7/168 [00:01<00:31, 5.11it/s]
149/499 4.32G 0.009512 0.009411 0.002662 78 640: 4%|4 | 7/168 [00:01<00:31, 5.11it/s]
149/499 4.32G 0.009512 0.009411 0.002662 78 640: 5%|4 | 8/168 [00:01<00:30, 5.23it/s]
149/499 4.32G 0.009494 0.009136 0.002976 71 640: 5%|4 | 8/168 [00:01<00:30, 5.23it/s]
149/499 4.32G 0.009494 0.009136 0.002976 71 640: 5%|5 | 9/168 [00:01<00:30, 5.29it/s]
149/499 4.32G 0.009466 0.009219 0.003115 82 640: 5%|5 | 9/168 [00:01<00:30, 5.29it/s]
149/499 4.32G 0.009466 0.009219 0.003115 82 640: 6%|5 | 10/168 [00:01<00:30, 5.17it/s]
149/499 4.32G 0.009626 0.009202 0.003431 59 640: 6%|5 | 10/168 [00:02<00:30, 5.17it/s]
149/499 4.32G 0.009626 0.009202 0.003431 59 640: 7%|6 | 11/168 [00:02<00:29, 5.25it/s]
149/499 4.32G 0.009666 0.009073 0.003731 60 640: 7%|6 | 11/168 [00:02<00:29, 5.25it/s]
149/499 4.32G 0.009666 0.009073 0.003731 60 640: 7%|7 | 12/168 [00:02<00:29, 5.24it/s]
149/499 4.32G 0.009583 0.009035 0.003883 77 640: 7%|7 | 12/168 [00:02<00:29, 5.24it/s]
149/499 4.32G 0.009583 0.009035 0.003883 77 640: 8%|7 | 13/168 [00:02<00:30, 5.14it/s]
149/499 4.32G 0.009577 0.009074 0.003934 66 640: 8%|7 | 13/168 [00:02<00:30, 5.14it/s]
149/499 4.32G 0.009577 0.009074 0.003934 66 640: 8%|8 | 14/168 [00:02<00:29, 5.25it/s]
149/499 4.32G 0.009497 0.009225 0.004053 80 640: 8%|8 | 14/168 [00:02<00:29, 5.25it/s]
149/499 4.32G 0.009497 0.009225 0.004053 80 640: 9%|8 | 15/168 [00:02<00:28, 5.32it/s]
149/499 4.32G 0.009472 0.009207 0.004021 76 640: 9%|8 | 15/168 [00:03<00:28, 5.32it/s]
149/499 4.32G 0.009472 0.009207 0.004021 76 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s]
149/499 4.32G 0.009442 0.009122 0.003957 59 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s]
149/499 4.32G 0.009442 0.009122 0.003957 59 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s]
149/499 4.32G 0.009523 0.009118 0.003998 69 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s]
149/499 4.32G 0.009523 0.009118 0.003998 69 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s]
149/499 4.32G 0.009558 0.008972 0.003986 63 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s]
149/499 4.32G 0.009558 0.008972 0.003986 63 640: 11%|#1 | 19/168 [00:03<00:29, 5.13it/s]
149/499 4.32G 0.009478 0.00886 0.00385 51 640: 11%|#1 | 19/168 [00:03<00:29, 5.13it/s]
149/499 4.32G 0.009478 0.00886 0.00385 51 640: 12%|#1 | 20/168 [00:03<00:28, 5.24it/s]
149/499 4.32G 0.009427 0.008892 0.00386 66 640: 12%|#1 | 20/168 [00:04<00:28, 5.24it/s]
149/499 4.32G 0.009427 0.008892 0.00386 66 640: 12%|#2 | 21/168 [00:04<00:27, 5.27it/s]
149/499 4.32G 0.009369 0.008935 0.003781 75 640: 12%|#2 | 21/168 [00:04<00:27, 5.27it/s]
149/499 4.32G 0.009369 0.008935 0.003781 75 640: 13%|#3 | 22/168 [00:04<00:28, 5.13it/s]
149/499 4.32G 0.009368 0.008882 0.003744 62 640: 13%|#3 | 22/168 [00:04<00:28, 5.13it/s]
149/499 4.32G 0.009368 0.008882 0.003744 62 640: 14%|#3 | 23/168 [00:04<00:27, 5.21it/s]
149/499 4.32G 0.009378 0.008931 0.003659 71 640: 14%|#3 | 23/168 [00:04<00:27, 5.21it/s]
149/499 4.32G 0.009378 0.008931 0.003659 71 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
149/499 4.32G 0.009374 0.008955 0.003636 71 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
149/499 4.32G 0.009374 0.008955 0.003636 71 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s]
149/499 4.32G 0.009358 0.008938 0.003657 72 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s]
149/499 4.32G 0.009358 0.008938 0.003657 72 640: 15%|#5 | 26/168 [00:04<00:26, 5.27it/s]
149/499 4.32G 0.009401 0.008989 0.003714 64 640: 15%|#5 | 26/168 [00:05<00:26, 5.27it/s]
149/499 4.32G 0.009401 0.008989 0.003714 64 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s]
149/499 4.32G 0.009406 0.008984 0.003704 72 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s]
149/499 4.32G 0.009406 0.008984 0.003704 72 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s]
149/499 4.32G 0.009386 0.008929 0.003738 64 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s]
149/499 4.32G 0.009386 0.008929 0.003738 64 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s]
149/499 4.32G 0.009368 0.008914 0.003781 64 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s]
149/499 4.32G 0.009368 0.008914 0.003781 64 640: 18%|#7 | 30/168 [00:05<00:25, 5.33it/s]
149/499 4.32G 0.009335 0.00886 0.003778 57 640: 18%|#7 | 30/168 [00:05<00:25, 5.33it/s]
149/499 4.32G 0.009335 0.00886 0.003778 57 640: 18%|#8 | 31/168 [00:05<00:26, 5.18it/s]
149/499 4.32G 0.009361 0.008903 0.00383 79 640: 18%|#8 | 31/168 [00:06<00:26, 5.18it/s]
149/499 4.32G 0.009361 0.008903 0.00383 79 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s]
149/499 4.32G 0.009342 0.008896 0.003747 55 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s]
149/499 4.32G 0.009342 0.008896 0.003747 55 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s]
149/499 4.32G 0.009304 0.008876 0.003734 79 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s]
149/499 4.32G 0.009304 0.008876 0.003734 79 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s]
149/499 4.32G 0.009321 0.008963 0.003687 85 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s]
149/499 4.32G 0.009321 0.008963 0.003687 85 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s]
149/499 4.32G 0.009326 0.009019 0.003741 86 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s]
149/499 4.32G 0.009326 0.009019 0.003741 86 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s]
149/499 4.32G 0.009319 0.009044 0.003729 76 640: 21%|##1 | 36/168 [00:07<00:24, 5.33it/s]
149/499 4.32G 0.009319 0.009044 0.003729 76 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s]
149/499 4.32G 0.00932 0.008991 0.003811 58 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s]
149/499 4.32G 0.00932 0.008991 0.003811 58 640: 23%|##2 | 38/168 [00:07<00:24, 5.21it/s]
149/499 4.32G 0.009352 0.009046 0.003787 82 640: 23%|##2 | 38/168 [00:07<00:24, 5.21it/s]
149/499 4.32G 0.009352 0.009046 0.003787 82 640: 23%|##3 | 39/168 [00:07<00:24, 5.29it/s]
149/499 4.32G 0.009354 0.009032 0.003807 75 640: 23%|##3 | 39/168 [00:07<00:24, 5.29it/s]
149/499 4.32G 0.009354 0.009032 0.003807 75 640: 24%|##3 | 40/168 [00:07<00:24, 5.14it/s]
149/499 4.32G 0.009378 0.009007 0.003807 61 640: 24%|##3 | 40/168 [00:07<00:24, 5.14it/s]
149/499 4.32G 0.009378 0.009007 0.003807 61 640: 24%|##4 | 41/168 [00:07<00:24, 5.21it/s]
149/499 4.32G 0.009379 0.008977 0.003769 56 640: 24%|##4 | 41/168 [00:08<00:24, 5.21it/s]
149/499 4.32G 0.009379 0.008977 0.003769 56 640: 25%|##5 | 42/168 [00:08<00:23, 5.29it/s]
149/499 4.32G 0.009391 0.008987 0.003772 81 640: 25%|##5 | 42/168 [00:08<00:23, 5.29it/s]
149/499 4.32G 0.009391 0.008987 0.003772 81 640: 26%|##5 | 43/168 [00:08<00:24, 5.12it/s]
149/499 4.32G 0.009389 0.008966 0.003777 57 640: 26%|##5 | 43/168 [00:08<00:24, 5.12it/s]
149/499 4.32G 0.009389 0.008966 0.003777 57 640: 26%|##6 | 44/168 [00:08<00:23, 5.22it/s]
149/499 4.32G 0.009396 0.008986 0.003769 67 640: 26%|##6 | 44/168 [00:08<00:23, 5.22it/s]
149/499 4.32G 0.009396 0.008986 0.003769 67 640: 27%|##6 | 45/168 [00:08<00:23, 5.27it/s]
149/499 4.32G 0.009416 0.009045 0.003728 74 640: 27%|##6 | 45/168 [00:08<00:23, 5.27it/s]
149/499 4.32G 0.009416 0.009045 0.003728 74 640: 27%|##7 | 46/168 [00:08<00:23, 5.14it/s]
149/499 4.32G 0.009428 0.009016 0.003726 51 640: 27%|##7 | 46/168 [00:08<00:23, 5.14it/s]
149/499 4.32G 0.009428 0.009016 0.003726 51 640: 28%|##7 | 47/168 [00:08<00:23, 5.24it/s]
149/499 4.32G 0.009445 0.009057 0.003708 92 640: 28%|##7 | 47/168 [00:09<00:23, 5.24it/s]
149/499 4.32G 0.009445 0.009057 0.003708 92 640: 29%|##8 | 48/168 [00:09<00:22, 5.32it/s]
149/499 4.32G 0.009437 0.009127 0.003684 106 640: 29%|##8 | 48/168 [00:09<00:22, 5.32it/s]
149/499 4.32G 0.009437 0.009127 0.003684 106 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s]
149/499 4.32G 0.009454 0.00912 0.00367 66 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s]
149/499 4.32G 0.009454 0.00912 0.00367 66 640: 30%|##9 | 50/168 [00:09<00:22, 5.25it/s]
149/499 4.32G 0.009458 0.009105 0.003757 67 640: 30%|##9 | 50/168 [00:09<00:22, 5.25it/s]
149/499 4.32G 0.009458 0.009105 0.003757 67 640: 30%|### | 51/168 [00:09<00:22, 5.29it/s]
149/499 4.32G 0.009467 0.009161 0.003764 80 640: 30%|### | 51/168 [00:09<00:22, 5.29it/s]
149/499 4.32G 0.009467 0.009161 0.003764 80 640: 31%|### | 52/168 [00:09<00:22, 5.14it/s]
149/499 4.32G 0.009481 0.009122 0.003736 62 640: 31%|### | 52/168 [00:10<00:22, 5.14it/s]
149/499 4.32G 0.009481 0.009122 0.003736 62 640: 32%|###1 | 53/168 [00:10<00:22, 5.23it/s]
149/499 4.32G 0.009453 0.009156 0.003711 75 640: 32%|###1 | 53/168 [00:10<00:22, 5.23it/s]
149/499 4.32G 0.009453 0.009156 0.003711 75 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s]
149/499 4.32G 0.009517 0.009163 0.003716 71 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s]
149/499 4.32G 0.009517 0.009163 0.003716 71 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s]
149/499 4.32G 0.009529 0.009161 0.003732 64 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s]
149/499 4.32G 0.009529 0.009161 0.003732 64 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s]
149/499 4.32G 0.009508 0.009138 0.003694 76 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s]
149/499 4.32G 0.009508 0.009138 0.003694 76 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s]
149/499 4.32G 0.009501 0.00911 0.00369 66 640: 34%|###3 | 57/168 [00:11<00:20, 5.35it/s]
149/499 4.32G 0.009501 0.00911 0.00369 66 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s]
149/499 4.32G 0.009502 0.009088 0.003706 62 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s]
149/499 4.32G 0.009502 0.009088 0.003706 62 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s]
149/499 4.32G 0.009489 0.009097 0.003679 65 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s]
149/499 4.32G 0.009489 0.009097 0.003679 65 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
149/499 4.32G 0.009482 0.009061 0.003639 64 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
149/499 4.32G 0.009482 0.009061 0.003639 64 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
149/499 4.32G 0.009489 0.009069 0.003602 72 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
149/499 4.32G 0.009489 0.009069 0.003602 72 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s]
149/499 4.32G 0.009462 0.00907 0.003626 73 640: 37%|###6 | 62/168 [00:12<00:20, 5.28it/s]
149/499 4.32G 0.009462 0.00907 0.003626 73 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s]
149/499 4.32G 0.009447 0.009078 0.003627 77 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s]
149/499 4.32G 0.009447 0.009078 0.003627 77 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
149/499 4.32G 0.009449 0.009097 0.003644 84 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
149/499 4.32G 0.009449 0.009097 0.003644 84 640: 39%|###8 | 65/168 [00:12<00:19, 5.31it/s]
149/499 4.32G 0.009484 0.009088 0.003655 61 640: 39%|###8 | 65/168 [00:12<00:19, 5.31it/s]
149/499 4.32G 0.009484 0.009088 0.003655 61 640: 39%|###9 | 66/168 [00:12<00:18, 5.37it/s]
149/499 4.32G 0.009501 0.009092 0.003682 66 640: 39%|###9 | 66/168 [00:12<00:18, 5.37it/s]
149/499 4.32G 0.009501 0.009092 0.003682 66 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
149/499 4.32G 0.009519 0.009119 0.003673 74 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
149/499 4.32G 0.009519 0.009119 0.003673 74 640: 40%|#### | 68/168 [00:12<00:18, 5.31it/s]
149/499 4.32G 0.009522 0.009107 0.00369 60 640: 40%|#### | 68/168 [00:13<00:18, 5.31it/s]
149/499 4.32G 0.009522 0.009107 0.00369 60 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s]
149/499 4.32G 0.009513 0.009118 0.003704 69 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s]
149/499 4.32G 0.009513 0.009118 0.003704 69 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s]
149/499 4.32G 0.009496 0.009109 0.003669 61 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s]
149/499 4.32G 0.009496 0.009109 0.003669 61 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s]
149/499 4.32G 0.009486 0.009082 0.003665 61 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s]
149/499 4.32G 0.009486 0.009082 0.003665 61 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
149/499 4.32G 0.009471 0.009057 0.003641 59 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
149/499 4.32G 0.009471 0.009057 0.003641 59 640: 43%|####3 | 73/168 [00:13<00:18, 5.22it/s]
149/499 4.32G 0.009466 0.009035 0.003684 72 640: 43%|####3 | 73/168 [00:14<00:18, 5.22it/s]
149/499 4.32G 0.009466 0.009035 0.003684 72 640: 44%|####4 | 74/168 [00:14<00:17, 5.22it/s]
149/499 4.32G 0.009467 0.009051 0.003676 73 640: 44%|####4 | 74/168 [00:14<00:17, 5.22it/s]
149/499 4.32G 0.009467 0.009051 0.003676 73 640: 45%|####4 | 75/168 [00:14<00:17, 5.31it/s]
149/499 4.32G 0.009454 0.009024 0.003689 60 640: 45%|####4 | 75/168 [00:14<00:17, 5.31it/s]
149/499 4.32G 0.009454 0.009024 0.003689 60 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s]
149/499 4.32G 0.009444 0.008994 0.003719 61 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s]
149/499 4.32G 0.009444 0.008994 0.003719 61 640: 46%|####5 | 77/168 [00:14<00:17, 5.24it/s]
149/499 4.32G 0.009437 0.008972 0.003695 54 640: 46%|####5 | 77/168 [00:14<00:17, 5.24it/s]
149/499 4.32G 0.009437 0.008972 0.003695 54 640: 46%|####6 | 78/168 [00:14<00:17, 5.27it/s]
149/499 4.32G 0.009428 0.008969 0.003662 71 640: 46%|####6 | 78/168 [00:15<00:17, 5.27it/s]
149/499 4.32G 0.009428 0.008969 0.003662 71 640: 47%|####7 | 79/168 [00:15<00:17, 5.17it/s]
149/499 4.32G 0.00943 0.008972 0.003666 73 640: 47%|####7 | 79/168 [00:15<00:17, 5.17it/s]
149/499 4.32G 0.00943 0.008972 0.003666 73 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s]
149/499 4.32G 0.009438 0.008969 0.003669 74 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s]
149/499 4.32G 0.009438 0.008969 0.003669 74 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s]
149/499 4.32G 0.009434 0.008975 0.003642 84 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s]
149/499 4.32G 0.009434 0.008975 0.003642 84 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
149/499 4.32G 0.009423 0.008978 0.003611 74 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
149/499 4.32G 0.009423 0.008978 0.003611 74 640: 49%|####9 | 83/168 [00:15<00:16, 5.23it/s]
149/499 4.32G 0.009424 0.008956 0.003593 62 640: 49%|####9 | 83/168 [00:16<00:16, 5.23it/s]
149/499 4.32G 0.009424 0.008956 0.003593 62 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s]
149/499 4.32G 0.009431 0.008949 0.003569 68 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s]
149/499 4.32G 0.009431 0.008949 0.003569 68 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s]
149/499 4.32G 0.009439 0.008926 0.003536 37 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s]
149/499 4.32G 0.009439 0.008926 0.003536 37 640: 51%|#####1 | 86/168 [00:16<00:15, 5.23it/s]
149/499 4.32G 0.009433 0.008935 0.003532 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.23it/s]
149/499 4.32G 0.009433 0.008935 0.003532 67 640: 52%|#####1 | 87/168 [00:16<00:15, 5.31it/s]
149/499 4.32G 0.009431 0.00893 0.003543 68 640: 52%|#####1 | 87/168 [00:16<00:15, 5.31it/s]
149/499 4.32G 0.009431 0.00893 0.003543 68 640: 52%|#####2 | 88/168 [00:16<00:15, 5.17it/s]
149/499 4.32G 0.009425 0.008941 0.003535 63 640: 52%|#####2 | 88/168 [00:16<00:15, 5.17it/s]
149/499 4.32G 0.009425 0.008941 0.003535 63 640: 53%|#####2 | 89/168 [00:16<00:14, 5.28it/s]
149/499 4.32G 0.009429 0.008935 0.003553 72 640: 53%|#####2 | 89/168 [00:17<00:14, 5.28it/s]
149/499 4.32G 0.009429 0.008935 0.003553 72 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
149/499 4.32G 0.00942 0.00895 0.003561 68 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
149/499 4.32G 0.00942 0.00895 0.003561 68 640: 54%|#####4 | 91/168 [00:17<00:14, 5.18it/s]
149/499 4.32G 0.009419 0.008944 0.003581 65 640: 54%|#####4 | 91/168 [00:17<00:14, 5.18it/s]
149/499 4.32G 0.009419 0.008944 0.003581 65 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s]
149/499 4.32G 0.009421 0.00892 0.00359 56 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s]
149/499 4.32G 0.009421 0.00892 0.00359 56 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s]
149/499 4.32G 0.00942 0.008927 0.003564 68 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s]
149/499 4.32G 0.00942 0.008927 0.003564 68 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
149/499 4.32G 0.009425 0.008946 0.003574 74 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s]
149/499 4.32G 0.009425 0.008946 0.003574 74 640: 57%|#####6 | 95/168 [00:18<00:13, 5.25it/s]
149/499 4.32G 0.009426 0.008933 0.003576 56 640: 57%|#####6 | 95/168 [00:18<00:13, 5.25it/s]
149/499 4.32G 0.009426 0.008933 0.003576 56 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s]
149/499 4.32G 0.00943 0.008928 0.003576 61 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s]
149/499 4.32G 0.00943 0.008928 0.003576 61 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s]
149/499 4.32G 0.009439 0.008929 0.003618 68 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s]
149/499 4.32G 0.009439 0.008929 0.003618 68 640: 58%|#####8 | 98/168 [00:18<00:13, 5.24it/s]
149/499 4.32G 0.009433 0.008918 0.003618 70 640: 58%|#####8 | 98/168 [00:18<00:13, 5.24it/s]
149/499 4.32G 0.009433 0.008918 0.003618 70 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s]
149/499 4.32G 0.009427 0.008925 0.003612 73 640: 59%|#####8 | 99/168 [00:19<00:12, 5.33it/s]
149/499 4.32G 0.009427 0.008925 0.003612 73 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s]
149/499 4.32G 0.009414 0.008918 0.003614 70 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s]
149/499 4.32G 0.009414 0.008918 0.003614 70 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s]
149/499 4.32G 0.009408 0.008934 0.003596 77 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s]
149/499 4.32G 0.009408 0.008934 0.003596 77 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s]
149/499 4.32G 0.0094 0.008925 0.003588 84 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s]
149/499 4.32G 0.0094 0.008925 0.003588 84 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
149/499 4.32G 0.009406 0.008901 0.003592 54 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
149/499 4.32G 0.009406 0.008901 0.003592 54 640: 62%|######1 | 104/168 [00:19<00:12, 5.30it/s]
149/499 4.32G 0.009399 0.008902 0.003581 72 640: 62%|######1 | 104/168 [00:20<00:12, 5.30it/s]
149/499 4.32G 0.009399 0.008902 0.003581 72 640: 62%|######2 | 105/168 [00:20<00:11, 5.34it/s]
149/499 4.32G 0.009395 0.008895 0.003579 61 640: 62%|######2 | 105/168 [00:20<00:11, 5.34it/s]
149/499 4.32G 0.009395 0.008895 0.003579 61 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s]
149/499 4.32G 0.009395 0.008893 0.003568 67 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s]
149/499 4.32G 0.009395 0.008893 0.003568 67 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s]
149/499 4.32G 0.009384 0.008902 0.003557 81 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s]
149/499 4.32G 0.009384 0.008902 0.003557 81 640: 64%|######4 | 108/168 [00:20<00:11, 5.26it/s]
149/499 4.32G 0.009388 0.008896 0.003561 76 640: 64%|######4 | 108/168 [00:20<00:11, 5.26it/s]
149/499 4.32G 0.009388 0.008896 0.003561 76 640: 65%|######4 | 109/168 [00:20<00:11, 5.13it/s]
149/499 4.32G 0.009376 0.008896 0.003554 74 640: 65%|######4 | 109/168 [00:20<00:11, 5.13it/s]
149/499 4.32G 0.009376 0.008896 0.003554 74 640: 65%|######5 | 110/168 [00:20<00:11, 5.20it/s]
149/499 4.32G 0.009376 0.008898 0.003561 60 640: 65%|######5 | 110/168 [00:21<00:11, 5.20it/s]
149/499 4.32G 0.009376 0.008898 0.003561 60 640: 66%|######6 | 111/168 [00:21<00:10, 5.26it/s]
149/499 4.32G 0.009376 0.008894 0.003532 60 640: 66%|######6 | 111/168 [00:21<00:10, 5.26it/s]
149/499 4.32G 0.009376 0.008894 0.003532 60 640: 67%|######6 | 112/168 [00:21<00:10, 5.14it/s]
149/499 4.32G 0.009371 0.0089 0.003514 74 640: 67%|######6 | 112/168 [00:21<00:10, 5.14it/s]
149/499 4.32G 0.009371 0.0089 0.003514 74 640: 67%|######7 | 113/168 [00:21<00:10, 5.23it/s]
149/499 4.32G 0.009379 0.008914 0.003518 77 640: 67%|######7 | 113/168 [00:21<00:10, 5.23it/s]
149/499 4.32G 0.009379 0.008914 0.003518 77 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s]
149/499 4.32G 0.009393 0.008901 0.003497 64 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s]
149/499 4.32G 0.009393 0.008901 0.003497 64 640: 68%|######8 | 115/168 [00:21<00:10, 5.14it/s]
149/499 4.32G 0.009392 0.00892 0.003476 91 640: 68%|######8 | 115/168 [00:22<00:10, 5.14it/s]
149/499 4.32G 0.009392 0.00892 0.003476 91 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s]
149/499 4.32G 0.009385 0.008909 0.003474 61 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s]
149/499 4.32G 0.009385 0.008909 0.003474 61 640: 70%|######9 | 117/168 [00:22<00:09, 5.27it/s]
149/499 4.32G 0.009395 0.008891 0.003473 55 640: 70%|######9 | 117/168 [00:22<00:09, 5.27it/s]
149/499 4.32G 0.009395 0.008891 0.003473 55 640: 70%|####### | 118/168 [00:22<00:09, 5.13it/s]
149/499 4.32G 0.009414 0.008896 0.003468 56 640: 70%|####### | 118/168 [00:22<00:09, 5.13it/s]
149/499 4.32G 0.009414 0.008896 0.003468 56 640: 71%|####### | 119/168 [00:22<00:09, 5.15it/s]
149/499 4.32G 0.009413 0.008881 0.003467 62 640: 71%|####### | 119/168 [00:22<00:09, 5.15it/s]
149/499 4.32G 0.009413 0.008881 0.003467 62 640: 71%|#######1 | 120/168 [00:22<00:09, 5.24it/s]
149/499 4.32G 0.009411 0.008893 0.003468 76 640: 71%|#######1 | 120/168 [00:23<00:09, 5.24it/s]
149/499 4.32G 0.009411 0.008893 0.003468 76 640: 72%|#######2 | 121/168 [00:23<00:09, 5.14it/s]
149/499 4.32G 0.009405 0.008874 0.003475 49 640: 72%|#######2 | 121/168 [00:23<00:09, 5.14it/s]
149/499 4.32G 0.009405 0.008874 0.003475 49 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s]
149/499 4.32G 0.009398 0.008877 0.003473 79 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s]
149/499 4.32G 0.009398 0.008877 0.003473 79 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s]
149/499 4.32G 0.009395 0.008874 0.003467 77 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s]
149/499 4.32G 0.009395 0.008874 0.003467 77 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s]
149/499 4.32G 0.009395 0.008868 0.003445 73 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s]
149/499 4.32G 0.009395 0.008868 0.003445 73 640: 74%|#######4 | 125/168 [00:23<00:08, 5.25it/s]
149/499 4.32G 0.009393 0.00886 0.003435 69 640: 74%|#######4 | 125/168 [00:24<00:08, 5.25it/s]
149/499 4.32G 0.009393 0.00886 0.003435 69 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s]
149/499 4.32G 0.009392 0.008862 0.003437 73 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s]
149/499 4.32G 0.009392 0.008862 0.003437 73 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s]
149/499 4.32G 0.009409 0.00885 0.00343 59 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s]
149/499 4.32G 0.009409 0.00885 0.00343 59 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s]
149/499 4.32G 0.009407 0.008834 0.003422 61 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s]
149/499 4.32G 0.009407 0.008834 0.003422 61 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s]
149/499 4.32G 0.009415 0.008839 0.003412 71 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s]
149/499 4.32G 0.009415 0.008839 0.003412 71 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s]
149/499 4.32G 0.009409 0.008836 0.003411 63 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s]
149/499 4.32G 0.009409 0.008836 0.003411 63 640: 78%|#######7 | 131/168 [00:24<00:07, 5.28it/s]
149/499 4.32G 0.009407 0.008834 0.003443 78 640: 78%|#######7 | 131/168 [00:25<00:07, 5.28it/s]
149/499 4.32G 0.009407 0.008834 0.003443 78 640: 79%|#######8 | 132/168 [00:25<00:06, 5.35it/s]
149/499 4.32G 0.009396 0.008831 0.003446 71 640: 79%|#######8 | 132/168 [00:25<00:06, 5.35it/s]
149/499 4.32G 0.009396 0.008831 0.003446 71 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s]
149/499 4.32G 0.009394 0.008845 0.003454 75 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s]
149/499 4.32G 0.009394 0.008845 0.003454 75 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s]
149/499 4.32G 0.009397 0.008845 0.003513 68 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s]
149/499 4.32G 0.009397 0.008845 0.003513 68 640: 80%|######## | 135/168 [00:25<00:06, 5.29it/s]
149/499 4.32G 0.009398 0.008835 0.003528 66 640: 80%|######## | 135/168 [00:25<00:06, 5.29it/s]
149/499 4.32G 0.009398 0.008835 0.003528 66 640: 81%|######## | 136/168 [00:25<00:06, 5.16it/s]
149/499 4.32G 0.0094 0.008852 0.003519 78 640: 81%|######## | 136/168 [00:26<00:06, 5.16it/s]
149/499 4.32G 0.0094 0.008852 0.003519 78 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s]
149/499 4.32G 0.009415 0.008868 0.003506 73 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s]
149/499 4.32G 0.009415 0.008868 0.003506 73 640: 82%|########2 | 138/168 [00:26<00:05, 5.28it/s]
149/499 4.32G 0.009413 0.008862 0.003547 66 640: 82%|########2 | 138/168 [00:26<00:05, 5.28it/s]
149/499 4.32G 0.009413 0.008862 0.003547 66 640: 83%|########2 | 139/168 [00:26<00:05, 5.16it/s]
149/499 4.32G 0.009417 0.008859 0.003543 66 640: 83%|########2 | 139/168 [00:26<00:05, 5.16it/s]
149/499 4.32G 0.009417 0.008859 0.003543 66 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
149/499 4.32G 0.00942 0.008861 0.003553 62 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
149/499 4.32G 0.00942 0.008861 0.003553 62 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s]
149/499 4.32G 0.009423 0.008873 0.003536 83 640: 84%|########3 | 141/168 [00:27<00:05, 5.33it/s]
149/499 4.32G 0.009423 0.008873 0.003536 83 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s]
149/499 4.32G 0.009423 0.00887 0.00353 64 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s]
149/499 4.32G 0.009423 0.00887 0.00353 64 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s]
149/499 4.32G 0.009429 0.008875 0.003546 73 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s]
149/499 4.32G 0.009429 0.008875 0.003546 73 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s]
149/499 4.32G 0.009427 0.008886 0.003537 77 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s]
149/499 4.32G 0.009427 0.008886 0.003537 77 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s]
149/499 4.32G 0.00943 0.008878 0.003535 58 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s]
149/499 4.32G 0.00943 0.008878 0.003535 58 640: 87%|########6 | 146/168 [00:27<00:04, 5.27it/s]
149/499 4.32G 0.009425 0.008875 0.003532 63 640: 87%|########6 | 146/168 [00:28<00:04, 5.27it/s]
149/499 4.32G 0.009425 0.008875 0.003532 63 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s]
149/499 4.32G 0.009429 0.008872 0.003523 63 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s]
149/499 4.32G 0.009429 0.008872 0.003523 63 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s]
149/499 4.32G 0.009438 0.008859 0.003527 57 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s]
149/499 4.32G 0.009438 0.008859 0.003527 57 640: 89%|########8 | 149/168 [00:28<00:03, 5.22it/s]
149/499 4.32G 0.009441 0.008861 0.003515 70 640: 89%|########8 | 149/168 [00:28<00:03, 5.22it/s]
149/499 4.32G 0.009441 0.008861 0.003515 70 640: 89%|########9 | 150/168 [00:28<00:03, 5.21it/s]
149/499 4.32G 0.009441 0.00885 0.003513 63 640: 89%|########9 | 150/168 [00:28<00:03, 5.21it/s]
149/499 4.32G 0.009441 0.00885 0.003513 63 640: 90%|########9 | 151/168 [00:28<00:03, 5.10it/s]
149/499 4.32G 0.009436 0.008849 0.003505 70 640: 90%|########9 | 151/168 [00:29<00:03, 5.10it/s]
149/499 4.32G 0.009436 0.008849 0.003505 70 640: 90%|######### | 152/168 [00:29<00:03, 5.17it/s]
149/499 4.32G 0.009427 0.008832 0.003525 58 640: 90%|######### | 152/168 [00:29<00:03, 5.17it/s]
149/499 4.32G 0.009427 0.008832 0.003525 58 640: 91%|#########1| 153/168 [00:29<00:02, 5.28it/s]
149/499 4.32G 0.009423 0.008829 0.003523 62 640: 91%|#########1| 153/168 [00:29<00:02, 5.28it/s]
149/499 4.32G 0.009423 0.008829 0.003523 62 640: 92%|#########1| 154/168 [00:29<00:02, 5.17it/s]
149/499 4.32G 0.009427 0.008837 0.003508 81 640: 92%|#########1| 154/168 [00:29<00:02, 5.17it/s]
149/499 4.32G 0.009427 0.008837 0.003508 81 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
149/499 4.32G 0.009439 0.008833 0.0035 59 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
149/499 4.32G 0.009439 0.008833 0.0035 59 640: 93%|#########2| 156/168 [00:29<00:02, 5.30it/s]
149/499 4.32G 0.009433 0.008827 0.003496 58 640: 93%|#########2| 156/168 [00:29<00:02, 5.30it/s]
149/499 4.32G 0.009433 0.008827 0.003496 58 640: 93%|#########3| 157/168 [00:29<00:02, 5.04it/s]
149/499 4.32G 0.009433 0.008824 0.003494 65 640: 93%|#########3| 157/168 [00:30<00:02, 5.04it/s]
149/499 4.32G 0.009433 0.008824 0.003494 65 640: 94%|#########4| 158/168 [00:30<00:01, 5.15it/s]
149/499 4.32G 0.009435 0.008814 0.003503 54 640: 94%|#########4| 158/168 [00:30<00:01, 5.15it/s]
149/499 4.32G 0.009435 0.008814 0.003503 54 640: 95%|#########4| 159/168 [00:30<00:01, 5.24it/s]
149/499 4.32G 0.009434 0.008813 0.003513 54 640: 95%|#########4| 159/168 [00:30<00:01, 5.24it/s]
149/499 4.32G 0.009434 0.008813 0.003513 54 640: 95%|#########5| 160/168 [00:30<00:01, 5.15it/s]
149/499 4.32G 0.009444 0.008804 0.00352 58 640: 95%|#########5| 160/168 [00:30<00:01, 5.15it/s]
149/499 4.32G 0.009444 0.008804 0.00352 58 640: 96%|#########5| 161/168 [00:30<00:01, 5.25it/s]
149/499 4.32G 0.009457 0.008794 0.003515 50 640: 96%|#########5| 161/168 [00:30<00:01, 5.25it/s]
149/499 4.32G 0.009457 0.008794 0.003515 50 640: 96%|#########6| 162/168 [00:30<00:01, 5.29it/s]
149/499 4.32G 0.009451 0.008779 0.003508 51 640: 96%|#########6| 162/168 [00:31<00:01, 5.29it/s]
149/499 4.32G 0.009451 0.008779 0.003508 51 640: 97%|#########7| 163/168 [00:31<00:00, 5.15it/s]
149/499 4.32G 0.009452 0.008771 0.003501 61 640: 97%|#########7| 163/168 [00:31<00:00, 5.15it/s]
149/499 4.32G 0.009452 0.008771 0.003501 61 640: 98%|#########7| 164/168 [00:31<00:00, 5.24it/s]
149/499 4.32G 0.009453 0.008762 0.003551 66 640: 98%|#########7| 164/168 [00:31<00:00, 5.24it/s]
149/499 4.32G 0.009453 0.008762 0.003551 66 640: 98%|#########8| 165/168 [00:31<00:00, 5.29it/s]
149/499 4.32G 0.009446 0.008748 0.00355 62 640: 98%|#########8| 165/168 [00:31<00:00, 5.29it/s]
149/499 4.32G 0.009446 0.008748 0.00355 62 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s]
149/499 4.32G 0.009458 0.008768 0.00355 85 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s]
149/499 4.32G 0.009458 0.008768 0.00355 85 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s]
149/499 4.32G 0.009469 0.008754 0.003577 21 640: 99%|#########9| 167/168 [00:32<00:00, 5.27it/s]
149/499 4.32G 0.009469 0.008754 0.003577 21 640: 100%|##########| 168/168 [00:32<00:00, 5.41it/s]
149/499 4.32G 0.009469 0.008754 0.003577 21 640: 100%|##########| 168/168 [00:32<00:00, 5.24it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.98it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s]
all 132 263 0.809 0.869 0.878 0.765
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
150/499 4.32G 0.008414 0.008213 0.001235 70 640: 0%| | 0/168 [00:00<?, ?it/s]
150/499 4.32G 0.008414 0.008213 0.001235 70 640: 1%| | 1/168 [00:00<00:35, 4.68it/s]
150/499 4.32G 0.009603 0.008825 0.003771 72 640: 1%| | 1/168 [00:00<00:35, 4.68it/s]
150/499 4.32G 0.009603 0.008825 0.003771 72 640: 1%|1 | 2/168 [00:00<00:32, 5.09it/s]
150/499 4.32G 0.009309 0.008131 0.003781 58 640: 1%|1 | 2/168 [00:00<00:32, 5.09it/s]
150/499 4.32G 0.009309 0.008131 0.003781 58 640: 2%|1 | 3/168 [00:00<00:31, 5.23it/s]
150/499 4.32G 0.009882 0.008025 0.004121 58 640: 2%|1 | 3/168 [00:00<00:31, 5.23it/s]
150/499 4.32G 0.009882 0.008025 0.004121 58 640: 2%|2 | 4/168 [00:00<00:32, 5.00it/s]
150/499 4.32G 0.009888 0.008329 0.003709 73 640: 2%|2 | 4/168 [00:00<00:32, 5.00it/s]
150/499 4.32G 0.009888 0.008329 0.003709 73 640: 3%|2 | 5/168 [00:00<00:31, 5.16it/s]
150/499 4.32G 0.01004 0.008412 0.003427 72 640: 3%|2 | 5/168 [00:01<00:31, 5.16it/s]
150/499 4.32G 0.01004 0.008412 0.003427 72 640: 4%|3 | 6/168 [00:01<00:30, 5.27it/s]
150/499 4.32G 0.01008 0.008792 0.004207 76 640: 4%|3 | 6/168 [00:01<00:30, 5.27it/s]
150/499 4.32G 0.01008 0.008792 0.004207 76 640: 4%|4 | 7/168 [00:01<00:31, 5.11it/s]
150/499 4.32G 0.009813 0.008592 0.004168 59 640: 4%|4 | 7/168 [00:01<00:31, 5.11it/s]
150/499 4.32G 0.009813 0.008592 0.004168 59 640: 5%|4 | 8/168 [00:01<00:30, 5.21it/s]
150/499 4.32G 0.009871 0.008672 0.003976 74 640: 5%|4 | 8/168 [00:01<00:30, 5.21it/s]
150/499 4.32G 0.009871 0.008672 0.003976 74 640: 5%|5 | 9/168 [00:01<00:29, 5.30it/s]
150/499 4.32G 0.009749 0.008664 0.003857 66 640: 5%|5 | 9/168 [00:01<00:29, 5.30it/s]
150/499 4.32G 0.009749 0.008664 0.003857 66 640: 6%|5 | 10/168 [00:01<00:30, 5.12it/s]
150/499 4.32G 0.009745 0.00873 0.003733 67 640: 6%|5 | 10/168 [00:02<00:30, 5.12it/s]
150/499 4.32G 0.009745 0.00873 0.003733 67 640: 7%|6 | 11/168 [00:02<00:30, 5.21it/s]
150/499 4.32G 0.009786 0.008694 0.00353 65 640: 7%|6 | 11/168 [00:02<00:30, 5.21it/s]
150/499 4.32G 0.009786 0.008694 0.00353 65 640: 7%|7 | 12/168 [00:02<00:29, 5.26it/s]
150/499 4.32G 0.009788 0.008727 0.00354 71 640: 7%|7 | 12/168 [00:02<00:29, 5.26it/s]
150/499 4.32G 0.009788 0.008727 0.00354 71 640: 8%|7 | 13/168 [00:02<00:30, 5.10it/s]
150/499 4.32G 0.009781 0.008702 0.003527 72 640: 8%|7 | 13/168 [00:02<00:30, 5.10it/s]
150/499 4.32G 0.009781 0.008702 0.003527 72 640: 8%|8 | 14/168 [00:02<00:29, 5.17it/s]
150/499 4.32G 0.00978 0.008633 0.003428 71 640: 8%|8 | 14/168 [00:02<00:29, 5.17it/s]
150/499 4.32G 0.00978 0.008633 0.003428 71 640: 9%|8 | 15/168 [00:02<00:29, 5.23it/s]
150/499 4.32G 0.009775 0.008695 0.003428 78 640: 9%|8 | 15/168 [00:03<00:29, 5.23it/s]
150/499 4.32G 0.009775 0.008695 0.003428 78 640: 10%|9 | 16/168 [00:03<00:29, 5.13it/s]
150/499 4.32G 0.00973 0.008604 0.003447 58 640: 10%|9 | 16/168 [00:03<00:29, 5.13it/s]
150/499 4.32G 0.00973 0.008604 0.003447 58 640: 10%|# | 17/168 [00:03<00:29, 5.17it/s]
150/499 4.32G 0.009745 0.008689 0.003401 77 640: 10%|# | 17/168 [00:03<00:29, 5.17it/s]
150/499 4.32G 0.009745 0.008689 0.003401 77 640: 11%|# | 18/168 [00:03<00:28, 5.25it/s]
150/499 4.32G 0.009846 0.00866 0.003537 66 640: 11%|# | 18/168 [00:03<00:28, 5.25it/s]
150/499 4.32G 0.009846 0.00866 0.003537 66 640: 11%|#1 | 19/168 [00:03<00:29, 5.13it/s]
150/499 4.32G 0.009848 0.0088 0.00344 79 640: 11%|#1 | 19/168 [00:03<00:29, 5.13it/s]
150/499 4.32G 0.009848 0.0088 0.00344 79 640: 12%|#1 | 20/168 [00:03<00:28, 5.23it/s]
150/499 4.32G 0.009806 0.008853 0.003402 65 640: 12%|#1 | 20/168 [00:04<00:28, 5.23it/s]
150/499 4.32G 0.009806 0.008853 0.003402 65 640: 12%|#2 | 21/168 [00:04<00:27, 5.30it/s]
150/499 4.32G 0.009847 0.008885 0.003451 75 640: 12%|#2 | 21/168 [00:04<00:27, 5.30it/s]
150/499 4.32G 0.009847 0.008885 0.003451 75 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s]
150/499 4.32G 0.009777 0.008941 0.003321 83 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s]
150/499 4.32G 0.009777 0.008941 0.003321 83 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s]
150/499 4.32G 0.009747 0.008918 0.003281 59 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s]
150/499 4.32G 0.009747 0.008918 0.003281 59 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s]
150/499 4.32G 0.00975 0.008892 0.003282 59 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s]
150/499 4.32G 0.00975 0.008892 0.003282 59 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s]
150/499 4.32G 0.009766 0.008857 0.003228 59 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s]
150/499 4.32G 0.009766 0.008857 0.003228 59 640: 15%|#5 | 26/168 [00:04<00:26, 5.32it/s]
150/499 4.32G 0.009716 0.00884 0.003294 73 640: 15%|#5 | 26/168 [00:05<00:26, 5.32it/s]
150/499 4.32G 0.009716 0.00884 0.003294 73 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s]
150/499 4.32G 0.009706 0.008794 0.003309 63 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s]
150/499 4.32G 0.009706 0.008794 0.003309 63 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s]
150/499 4.32G 0.009739 0.008789 0.003279 64 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s]
150/499 4.32G 0.009739 0.008789 0.003279 64 640: 17%|#7 | 29/168 [00:05<00:26, 5.28it/s]
150/499 4.32G 0.00973 0.008784 0.003257 69 640: 17%|#7 | 29/168 [00:05<00:26, 5.28it/s]
150/499 4.32G 0.00973 0.008784 0.003257 69 640: 18%|#7 | 30/168 [00:05<00:25, 5.33it/s]
150/499 4.32G 0.009734 0.008762 0.003283 67 640: 18%|#7 | 30/168 [00:05<00:25, 5.33it/s]
150/499 4.32G 0.009734 0.008762 0.003283 67 640: 18%|#8 | 31/168 [00:05<00:26, 5.19it/s]
150/499 4.32G 0.0098 0.008789 0.003372 62 640: 18%|#8 | 31/168 [00:06<00:26, 5.19it/s]
150/499 4.32G 0.0098 0.008789 0.003372 62 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s]
150/499 4.32G 0.009819 0.008758 0.003401 62 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s]
150/499 4.32G 0.009819 0.008758 0.003401 62 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s]
150/499 4.32G 0.009826 0.008724 0.003373 51 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s]
150/499 4.32G 0.009826 0.008724 0.003373 51 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s]
150/499 4.32G 0.009903 0.008747 0.003326 65 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s]
150/499 4.32G 0.009903 0.008747 0.003326 65 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
150/499 4.32G 0.009939 0.008722 0.003311 55 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
150/499 4.32G 0.009939 0.008722 0.003311 55 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s]
150/499 4.32G 0.009956 0.008751 0.003483 64 640: 21%|##1 | 36/168 [00:07<00:24, 5.33it/s]
150/499 4.32G 0.009956 0.008751 0.003483 64 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s]
150/499 4.32G 0.01005 0.00883 0.003485 75 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s]
150/499 4.32G 0.01005 0.00883 0.003485 75 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
150/499 4.32G 0.01003 0.008776 0.003443 63 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
150/499 4.32G 0.01003 0.008776 0.003443 63 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
150/499 4.32G 0.01006 0.008742 0.003416 53 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
150/499 4.32G 0.01006 0.008742 0.003416 53 640: 24%|##3 | 40/168 [00:07<00:24, 5.23it/s]
150/499 4.32G 0.01009 0.008764 0.003374 69 640: 24%|##3 | 40/168 [00:07<00:24, 5.23it/s]
150/499 4.32G 0.01009 0.008764 0.003374 69 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s]
150/499 4.32G 0.01007 0.008791 0.003372 75 640: 24%|##4 | 41/168 [00:08<00:23, 5.32it/s]
150/499 4.32G 0.01007 0.008791 0.003372 75 640: 25%|##5 | 42/168 [00:08<00:23, 5.39it/s]
150/499 4.32G 0.01012 0.008856 0.003363 90 640: 25%|##5 | 42/168 [00:08<00:23, 5.39it/s]
150/499 4.32G 0.01012 0.008856 0.003363 90 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
150/499 4.32G 0.01009 0.008864 0.003344 72 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
150/499 4.32G 0.01009 0.008864 0.003344 72 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s]
150/499 4.32G 0.01009 0.008855 0.003295 60 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s]
150/499 4.32G 0.01009 0.008855 0.003295 60 640: 27%|##6 | 45/168 [00:08<00:23, 5.24it/s]
150/499 4.32G 0.01007 0.008863 0.00331 71 640: 27%|##6 | 45/168 [00:08<00:23, 5.24it/s]
150/499 4.32G 0.01007 0.008863 0.00331 71 640: 27%|##7 | 46/168 [00:08<00:23, 5.12it/s]
150/499 4.32G 0.01008 0.008892 0.003322 77 640: 27%|##7 | 46/168 [00:08<00:23, 5.12it/s]
150/499 4.32G 0.01008 0.008892 0.003322 77 640: 28%|##7 | 47/168 [00:08<00:23, 5.18it/s]
150/499 4.32G 0.01008 0.008836 0.003325 53 640: 28%|##7 | 47/168 [00:09<00:23, 5.18it/s]
150/499 4.32G 0.01008 0.008836 0.003325 53 640: 29%|##8 | 48/168 [00:09<00:22, 5.28it/s]
150/499 4.32G 0.0101 0.008846 0.003362 66 640: 29%|##8 | 48/168 [00:09<00:22, 5.28it/s]
150/499 4.32G 0.0101 0.008846 0.003362 66 640: 29%|##9 | 49/168 [00:09<00:23, 5.11it/s]
150/499 4.32G 0.01009 0.008873 0.003336 74 640: 29%|##9 | 49/168 [00:09<00:23, 5.11it/s]
150/499 4.32G 0.01009 0.008873 0.003336 74 640: 30%|##9 | 50/168 [00:09<00:22, 5.20it/s]
150/499 4.32G 0.01008 0.008851 0.003317 64 640: 30%|##9 | 50/168 [00:09<00:22, 5.20it/s]
150/499 4.32G 0.01008 0.008851 0.003317 64 640: 30%|### | 51/168 [00:09<00:22, 5.22it/s]
150/499 4.32G 0.01008 0.008882 0.0033 81 640: 30%|### | 51/168 [00:09<00:22, 5.22it/s]
150/499 4.32G 0.01008 0.008882 0.0033 81 640: 31%|### | 52/168 [00:09<00:22, 5.07it/s]
150/499 4.32G 0.01007 0.008862 0.00328 61 640: 31%|### | 52/168 [00:10<00:22, 5.07it/s]
150/499 4.32G 0.01007 0.008862 0.00328 61 640: 32%|###1 | 53/168 [00:10<00:22, 5.17it/s]
150/499 4.32G 0.01006 0.008903 0.003265 82 640: 32%|###1 | 53/168 [00:10<00:22, 5.17it/s]
150/499 4.32G 0.01006 0.008903 0.003265 82 640: 32%|###2 | 54/168 [00:10<00:21, 5.24it/s]
150/499 4.32G 0.01002 0.008881 0.003272 64 640: 32%|###2 | 54/168 [00:10<00:21, 5.24it/s]
150/499 4.32G 0.01002 0.008881 0.003272 64 640: 33%|###2 | 55/168 [00:10<00:22, 5.12it/s]
150/499 4.32G 0.01001 0.008901 0.00325 62 640: 33%|###2 | 55/168 [00:10<00:22, 5.12it/s]
150/499 4.32G 0.01001 0.008901 0.00325 62 640: 33%|###3 | 56/168 [00:10<00:21, 5.24it/s]
150/499 4.32G 0.01002 0.008878 0.003219 65 640: 33%|###3 | 56/168 [00:10<00:21, 5.24it/s]
150/499 4.32G 0.01002 0.008878 0.003219 65 640: 34%|###3 | 57/168 [00:10<00:20, 5.30it/s]
150/499 4.32G 0.009998 0.008887 0.003246 74 640: 34%|###3 | 57/168 [00:11<00:20, 5.30it/s]
150/499 4.32G 0.009998 0.008887 0.003246 74 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s]
150/499 4.32G 0.01001 0.008865 0.003271 64 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s]
150/499 4.32G 0.01001 0.008865 0.003271 64 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
150/499 4.32G 0.01003 0.008888 0.003222 63 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
150/499 4.32G 0.01003 0.008888 0.003222 63 640: 36%|###5 | 60/168 [00:11<00:20, 5.28it/s]
150/499 4.32G 0.009999 0.008891 0.003188 72 640: 36%|###5 | 60/168 [00:11<00:20, 5.28it/s]
150/499 4.32G 0.009999 0.008891 0.003188 72 640: 36%|###6 | 61/168 [00:11<00:20, 5.13it/s]
150/499 4.32G 0.01002 0.008859 0.003212 52 640: 36%|###6 | 61/168 [00:11<00:20, 5.13it/s]
150/499 4.32G 0.01002 0.008859 0.003212 52 640: 37%|###6 | 62/168 [00:11<00:20, 5.20it/s]
150/499 4.32G 0.01005 0.008855 0.00319 65 640: 37%|###6 | 62/168 [00:12<00:20, 5.20it/s]
150/499 4.32G 0.01005 0.008855 0.00319 65 640: 38%|###7 | 63/168 [00:12<00:19, 5.25it/s]
150/499 4.32G 0.01006 0.00887 0.003196 88 640: 38%|###7 | 63/168 [00:12<00:19, 5.25it/s]
150/499 4.32G 0.01006 0.00887 0.003196 88 640: 38%|###8 | 64/168 [00:12<00:20, 5.14it/s]
150/499 4.32G 0.01006 0.008903 0.003168 72 640: 38%|###8 | 64/168 [00:12<00:20, 5.14it/s]
150/499 4.32G 0.01006 0.008903 0.003168 72 640: 39%|###8 | 65/168 [00:12<00:20, 5.14it/s]
150/499 4.32G 0.01006 0.008904 0.003151 73 640: 39%|###8 | 65/168 [00:12<00:20, 5.14it/s]
150/499 4.32G 0.01006 0.008904 0.003151 73 640: 39%|###9 | 66/168 [00:12<00:19, 5.24it/s]
150/499 4.32G 0.01006 0.008881 0.003143 54 640: 39%|###9 | 66/168 [00:12<00:19, 5.24it/s]
150/499 4.32G 0.01006 0.008881 0.003143 54 640: 40%|###9 | 67/168 [00:12<00:19, 5.10it/s]
150/499 4.32G 0.01007 0.008919 0.003137 77 640: 40%|###9 | 67/168 [00:13<00:19, 5.10it/s]
150/499 4.32G 0.01007 0.008919 0.003137 77 640: 40%|#### | 68/168 [00:13<00:19, 5.22it/s]
150/499 4.32G 0.01007 0.008908 0.003244 61 640: 40%|#### | 68/168 [00:13<00:19, 5.22it/s]
150/499 4.32G 0.01007 0.008908 0.003244 61 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s]
150/499 4.32G 0.01008 0.00893 0.003303 73 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s]
150/499 4.32G 0.01008 0.00893 0.003303 73 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s]
150/499 4.32G 0.01007 0.008925 0.003281 71 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s]
150/499 4.32G 0.01007 0.008925 0.003281 71 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s]
150/499 4.32G 0.01005 0.008916 0.003284 61 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s]
150/499 4.32G 0.01005 0.008916 0.003284 61 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
150/499 4.32G 0.01004 0.008894 0.003278 66 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
150/499 4.32G 0.01004 0.008894 0.003278 66 640: 43%|####3 | 73/168 [00:13<00:18, 5.14it/s]
150/499 4.32G 0.01003 0.008914 0.003249 72 640: 43%|####3 | 73/168 [00:14<00:18, 5.14it/s]
150/499 4.32G 0.01003 0.008914 0.003249 72 640: 44%|####4 | 74/168 [00:14<00:17, 5.25it/s]
150/499 4.32G 0.01002 0.008893 0.003249 61 640: 44%|####4 | 74/168 [00:14<00:17, 5.25it/s]
150/499 4.32G 0.01002 0.008893 0.003249 61 640: 45%|####4 | 75/168 [00:14<00:17, 5.27it/s]
150/499 4.32G 0.009996 0.008906 0.003246 74 640: 45%|####4 | 75/168 [00:14<00:17, 5.27it/s]
150/499 4.32G 0.009996 0.008906 0.003246 74 640: 45%|####5 | 76/168 [00:14<00:17, 5.14it/s]
150/499 4.32G 0.009985 0.008914 0.003288 78 640: 45%|####5 | 76/168 [00:14<00:17, 5.14it/s]
150/499 4.32G 0.009985 0.008914 0.003288 78 640: 46%|####5 | 77/168 [00:14<00:17, 5.11it/s]
150/499 4.32G 0.009994 0.008891 0.00332 57 640: 46%|####5 | 77/168 [00:14<00:17, 5.11it/s]
150/499 4.32G 0.009994 0.008891 0.00332 57 640: 46%|####6 | 78/168 [00:14<00:17, 5.20it/s]
150/499 4.32G 0.009986 0.008918 0.003301 69 640: 46%|####6 | 78/168 [00:15<00:17, 5.20it/s]
150/499 4.32G 0.009986 0.008918 0.003301 69 640: 47%|####7 | 79/168 [00:15<00:17, 5.14it/s]
150/499 4.32G 0.009994 0.00893 0.003295 63 640: 47%|####7 | 79/168 [00:15<00:17, 5.14it/s]
150/499 4.32G 0.009994 0.00893 0.003295 63 640: 48%|####7 | 80/168 [00:15<00:16, 5.25it/s]
150/499 4.32G 0.01 0.008932 0.0033 66 640: 48%|####7 | 80/168 [00:15<00:16, 5.25it/s]
150/499 4.32G 0.01 0.008932 0.0033 66 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s]
150/499 4.32G 0.009995 0.0089 0.003305 60 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s]
150/499 4.32G 0.009995 0.0089 0.003305 60 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
150/499 4.32G 0.009992 0.008916 0.003291 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
150/499 4.32G 0.009992 0.008916 0.003291 71 640: 49%|####9 | 83/168 [00:15<00:16, 5.25it/s]
150/499 4.32G 0.01 0.008904 0.0033 66 640: 49%|####9 | 83/168 [00:16<00:16, 5.25it/s]
150/499 4.32G 0.01 0.008904 0.0033 66 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s]
150/499 4.32G 0.01002 0.008891 0.003297 58 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s]
150/499 4.32G 0.01002 0.008891 0.003297 58 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s]
150/499 4.32G 0.01002 0.008897 0.003274 69 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s]
150/499 4.32G 0.01002 0.008897 0.003274 69 640: 51%|#####1 | 86/168 [00:16<00:15, 5.21it/s]
150/499 4.32G 0.01004 0.008894 0.003279 69 640: 51%|#####1 | 86/168 [00:16<00:15, 5.21it/s]
150/499 4.32G 0.01004 0.008894 0.003279 69 640: 52%|#####1 | 87/168 [00:16<00:15, 5.29it/s]
150/499 4.32G 0.01003 0.008896 0.00326 80 640: 52%|#####1 | 87/168 [00:16<00:15, 5.29it/s]
150/499 4.32G 0.01003 0.008896 0.00326 80 640: 52%|#####2 | 88/168 [00:16<00:15, 5.14it/s]
150/499 4.32G 0.01003 0.008907 0.003284 72 640: 52%|#####2 | 88/168 [00:17<00:15, 5.14it/s]
150/499 4.32G 0.01003 0.008907 0.003284 72 640: 53%|#####2 | 89/168 [00:17<00:15, 5.26it/s]
150/499 4.32G 0.01002 0.008921 0.00328 72 640: 53%|#####2 | 89/168 [00:17<00:15, 5.26it/s]
150/499 4.32G 0.01002 0.008921 0.00328 72 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s]
150/499 4.32G 0.01001 0.008941 0.003284 88 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s]
150/499 4.32G 0.01001 0.008941 0.003284 88 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
150/499 4.32G 0.01001 0.008933 0.003306 56 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
150/499 4.32G 0.01001 0.008933 0.003306 56 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s]
150/499 4.32G 0.01 0.00893 0.003299 62 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s]
150/499 4.32G 0.01 0.00893 0.003299 62 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s]
150/499 4.32G 0.009995 0.00893 0.003284 73 640: 55%|#####5 | 93/168 [00:18<00:14, 5.33it/s]
150/499 4.32G 0.009995 0.00893 0.003284 73 640: 56%|#####5 | 94/168 [00:18<00:14, 5.16it/s]
150/499 4.32G 0.009985 0.008927 0.003289 72 640: 56%|#####5 | 94/168 [00:18<00:14, 5.16it/s]
150/499 4.32G 0.009985 0.008927 0.003289 72 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s]
150/499 4.32G 0.009982 0.008924 0.003316 69 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s]
150/499 4.32G 0.009982 0.008924 0.003316 69 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s]
150/499 4.32G 0.009984 0.008943 0.003297 72 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s]
150/499 4.32G 0.009984 0.008943 0.003297 72 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s]
150/499 4.32G 0.009975 0.008949 0.003297 77 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s]
150/499 4.32G 0.009975 0.008949 0.003297 77 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s]
150/499 4.32G 0.009968 0.008932 0.003286 60 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s]
150/499 4.32G 0.009968 0.008932 0.003286 60 640: 59%|#####8 | 99/168 [00:18<00:13, 5.26it/s]
150/499 4.32G 0.009968 0.008951 0.003281 82 640: 59%|#####8 | 99/168 [00:19<00:13, 5.26it/s]
150/499 4.32G 0.009968 0.008951 0.003281 82 640: 60%|#####9 | 100/168 [00:19<00:13, 5.14it/s]
150/499 4.32G 0.009952 0.008931 0.003269 57 640: 60%|#####9 | 100/168 [00:19<00:13, 5.14it/s]
150/499 4.32G 0.009952 0.008931 0.003269 57 640: 60%|###### | 101/168 [00:19<00:12, 5.21it/s]
150/499 4.32G 0.009954 0.008934 0.003278 71 640: 60%|###### | 101/168 [00:19<00:12, 5.21it/s]
150/499 4.32G 0.009954 0.008934 0.003278 71 640: 61%|###### | 102/168 [00:19<00:12, 5.28it/s]
150/499 4.32G 0.009951 0.008939 0.003309 72 640: 61%|###### | 102/168 [00:19<00:12, 5.28it/s]
150/499 4.32G 0.009951 0.008939 0.003309 72 640: 61%|######1 | 103/168 [00:19<00:12, 5.14it/s]
150/499 4.32G 0.009957 0.00897 0.00329 78 640: 61%|######1 | 103/168 [00:19<00:12, 5.14it/s]
150/499 4.32G 0.009957 0.00897 0.00329 78 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s]
150/499 4.32G 0.009966 0.008968 0.003301 65 640: 62%|######1 | 104/168 [00:20<00:12, 5.24it/s]
150/499 4.32G 0.009966 0.008968 0.003301 65 640: 62%|######2 | 105/168 [00:20<00:12, 5.21it/s]
150/499 4.32G 0.009965 0.008979 0.003297 81 640: 62%|######2 | 105/168 [00:20<00:12, 5.21it/s]
150/499 4.32G 0.009965 0.008979 0.003297 81 640: 63%|######3 | 106/168 [00:20<00:12, 5.12it/s]
150/499 4.32G 0.009979 0.008983 0.003289 61 640: 63%|######3 | 106/168 [00:20<00:12, 5.12it/s]
150/499 4.32G 0.009979 0.008983 0.003289 61 640: 64%|######3 | 107/168 [00:20<00:11, 5.22it/s]
150/499 4.32G 0.009974 0.008984 0.003267 64 640: 64%|######3 | 107/168 [00:20<00:11, 5.22it/s]
150/499 4.32G 0.009974 0.008984 0.003267 64 640: 64%|######4 | 108/168 [00:20<00:11, 5.30it/s]
150/499 4.32G 0.009963 0.008986 0.003274 68 640: 64%|######4 | 108/168 [00:20<00:11, 5.30it/s]
150/499 4.32G 0.009963 0.008986 0.003274 68 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s]
150/499 4.32G 0.00996 0.008986 0.003271 74 640: 65%|######4 | 109/168 [00:21<00:11, 5.18it/s]
150/499 4.32G 0.00996 0.008986 0.003271 74 640: 65%|######5 | 110/168 [00:21<00:11, 5.27it/s]
150/499 4.32G 0.009959 0.008978 0.003258 63 640: 65%|######5 | 110/168 [00:21<00:11, 5.27it/s]
150/499 4.32G 0.009959 0.008978 0.003258 63 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s]
150/499 4.32G 0.009954 0.008968 0.003257 61 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s]
150/499 4.32G 0.009954 0.008968 0.003257 61 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
150/499 4.32G 0.009942 0.008973 0.003279 93 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
150/499 4.32G 0.009942 0.008973 0.003279 93 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s]
150/499 4.32G 0.009928 0.008964 0.003298 67 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s]
150/499 4.32G 0.009928 0.008964 0.003298 67 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s]
150/499 4.32G 0.009935 0.008964 0.003303 58 640: 68%|######7 | 114/168 [00:22<00:10, 5.34it/s]
150/499 4.32G 0.009935 0.008964 0.003303 58 640: 68%|######8 | 115/168 [00:22<00:10, 5.21it/s]
150/499 4.32G 0.009933 0.008947 0.003301 58 640: 68%|######8 | 115/168 [00:22<00:10, 5.21it/s]
150/499 4.32G 0.009933 0.008947 0.003301 58 640: 69%|######9 | 116/168 [00:22<00:09, 5.29it/s]
150/499 4.32G 0.009926 0.008947 0.003281 62 640: 69%|######9 | 116/168 [00:22<00:09, 5.29it/s]
150/499 4.32G 0.009926 0.008947 0.003281 62 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s]
150/499 4.32G 0.009918 0.008935 0.003287 63 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s]
150/499 4.32G 0.009918 0.008935 0.003287 63 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s]
150/499 4.32G 0.009923 0.00894 0.003277 81 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s]
150/499 4.32G 0.009923 0.00894 0.003277 81 640: 71%|####### | 119/168 [00:22<00:09, 5.25it/s]
150/499 4.32G 0.009915 0.008936 0.003292 74 640: 71%|####### | 119/168 [00:22<00:09, 5.25it/s]
150/499 4.32G 0.009915 0.008936 0.003292 74 640: 71%|#######1 | 120/168 [00:22<00:09, 5.30it/s]
150/499 4.32G 0.009943 0.008935 0.003341 67 640: 71%|#######1 | 120/168 [00:23<00:09, 5.30it/s]
150/499 4.32G 0.009943 0.008935 0.003341 67 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
150/499 4.32G 0.009943 0.008945 0.003335 74 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
150/499 4.32G 0.009943 0.008945 0.003335 74 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s]
150/499 4.32G 0.009939 0.008941 0.00334 60 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s]
150/499 4.32G 0.009939 0.008941 0.00334 60 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
150/499 4.32G 0.009939 0.008942 0.003348 71 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
150/499 4.32G 0.009939 0.008942 0.003348 71 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s]
150/499 4.32G 0.00993 0.008937 0.003346 63 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s]
150/499 4.32G 0.00993 0.008937 0.003346 63 640: 74%|#######4 | 125/168 [00:23<00:08, 5.19it/s]
150/499 4.32G 0.009921 0.008934 0.003351 68 640: 74%|#######4 | 125/168 [00:24<00:08, 5.19it/s]
150/499 4.32G 0.009921 0.008934 0.003351 68 640: 75%|#######5 | 126/168 [00:24<00:07, 5.28it/s]
150/499 4.32G 0.009911 0.008915 0.003344 61 640: 75%|#######5 | 126/168 [00:24<00:07, 5.28it/s]
150/499 4.32G 0.009911 0.008915 0.003344 61 640: 76%|#######5 | 127/168 [00:24<00:07, 5.16it/s]
150/499 4.32G 0.009908 0.008908 0.003359 63 640: 76%|#######5 | 127/168 [00:24<00:07, 5.16it/s]
150/499 4.32G 0.009908 0.008908 0.003359 63 640: 76%|#######6 | 128/168 [00:24<00:07, 5.22it/s]
150/499 4.32G 0.009899 0.008903 0.00335 78 640: 76%|#######6 | 128/168 [00:24<00:07, 5.22it/s]
150/499 4.32G 0.009899 0.008903 0.00335 78 640: 77%|#######6 | 129/168 [00:24<00:07, 5.29it/s]
150/499 4.32G 0.009912 0.008933 0.003345 91 640: 77%|#######6 | 129/168 [00:24<00:07, 5.29it/s]
150/499 4.32G 0.009912 0.008933 0.003345 91 640: 77%|#######7 | 130/168 [00:24<00:07, 5.05it/s]
150/499 4.32G 0.00991 0.008947 0.003362 77 640: 77%|#######7 | 130/168 [00:25<00:07, 5.05it/s]
150/499 4.32G 0.00991 0.008947 0.003362 77 640: 78%|#######7 | 131/168 [00:25<00:07, 5.18it/s]
150/499 4.32G 0.009911 0.008946 0.003356 66 640: 78%|#######7 | 131/168 [00:25<00:07, 5.18it/s]
150/499 4.32G 0.009911 0.008946 0.003356 66 640: 79%|#######8 | 132/168 [00:25<00:06, 5.24it/s]
150/499 4.32G 0.009901 0.008944 0.003349 69 640: 79%|#######8 | 132/168 [00:25<00:06, 5.24it/s]
150/499 4.32G 0.009901 0.008944 0.003349 69 640: 79%|#######9 | 133/168 [00:25<00:06, 5.11it/s]
150/499 4.32G 0.009902 0.008937 0.00335 67 640: 79%|#######9 | 133/168 [00:25<00:06, 5.11it/s]
150/499 4.32G 0.009902 0.008937 0.00335 67 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s]
150/499 4.32G 0.009903 0.008944 0.003332 62 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s]
150/499 4.32G 0.009903 0.008944 0.003332 62 640: 80%|######## | 135/168 [00:25<00:06, 5.27it/s]
150/499 4.32G 0.009921 0.008942 0.003357 58 640: 80%|######## | 135/168 [00:26<00:06, 5.27it/s]
150/499 4.32G 0.009921 0.008942 0.003357 58 640: 81%|######## | 136/168 [00:26<00:06, 5.15it/s]
150/499 4.32G 0.009916 0.008942 0.003346 65 640: 81%|######## | 136/168 [00:26<00:06, 5.15it/s]
150/499 4.32G 0.009916 0.008942 0.003346 65 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s]
150/499 4.32G 0.009905 0.008926 0.003349 61 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s]
150/499 4.32G 0.009905 0.008926 0.003349 61 640: 82%|########2 | 138/168 [00:26<00:05, 5.32it/s]
150/499 4.32G 0.009902 0.008913 0.003341 54 640: 82%|########2 | 138/168 [00:26<00:05, 5.32it/s]
150/499 4.32G 0.009902 0.008913 0.003341 54 640: 83%|########2 | 139/168 [00:26<00:05, 5.16it/s]
150/499 4.32G 0.009882 0.008894 0.003384 56 640: 83%|########2 | 139/168 [00:26<00:05, 5.16it/s]
150/499 4.32G 0.009882 0.008894 0.003384 56 640: 83%|########3 | 140/168 [00:26<00:05, 5.24it/s]
150/499 4.32G 0.009877 0.008897 0.003392 65 640: 83%|########3 | 140/168 [00:26<00:05, 5.24it/s]
150/499 4.32G 0.009877 0.008897 0.003392 65 640: 84%|########3 | 141/168 [00:26<00:05, 5.30it/s]
150/499 4.32G 0.009871 0.008894 0.003392 74 640: 84%|########3 | 141/168 [00:27<00:05, 5.30it/s]
150/499 4.32G 0.009871 0.008894 0.003392 74 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s]
150/499 4.32G 0.009883 0.008883 0.003384 55 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s]
150/499 4.32G 0.009883 0.008883 0.003384 55 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s]
150/499 4.32G 0.00988 0.008888 0.003388 80 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s]
150/499 4.32G 0.00988 0.008888 0.003388 80 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s]
150/499 4.32G 0.00988 0.008896 0.003415 80 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s]
150/499 4.32G 0.00988 0.008896 0.003415 80 640: 86%|########6 | 145/168 [00:27<00:04, 5.14it/s]
150/499 4.32G 0.009877 0.008885 0.003411 64 640: 86%|########6 | 145/168 [00:27<00:04, 5.14it/s]
150/499 4.32G 0.009877 0.008885 0.003411 64 640: 87%|########6 | 146/168 [00:27<00:04, 5.13it/s]
150/499 4.32G 0.009876 0.008885 0.003398 66 640: 87%|########6 | 146/168 [00:28<00:04, 5.13it/s]
150/499 4.32G 0.009876 0.008885 0.003398 66 640: 88%|########7 | 147/168 [00:28<00:04, 5.24it/s]
150/499 4.32G 0.009876 0.008882 0.003411 74 640: 88%|########7 | 147/168 [00:28<00:04, 5.24it/s]
150/499 4.32G 0.009876 0.008882 0.003411 74 640: 88%|########8 | 148/168 [00:28<00:03, 5.11it/s]
150/499 4.32G 0.009872 0.008885 0.003407 79 640: 88%|########8 | 148/168 [00:28<00:03, 5.11it/s]
150/499 4.32G 0.009872 0.008885 0.003407 79 640: 89%|########8 | 149/168 [00:28<00:03, 5.21it/s]
150/499 4.32G 0.009885 0.008885 0.003392 57 640: 89%|########8 | 149/168 [00:28<00:03, 5.21it/s]
150/499 4.32G 0.009885 0.008885 0.003392 57 640: 89%|########9 | 150/168 [00:28<00:03, 5.27it/s]
150/499 4.32G 0.009884 0.008892 0.003402 81 640: 89%|########9 | 150/168 [00:28<00:03, 5.27it/s]
150/499 4.32G 0.009884 0.008892 0.003402 81 640: 90%|########9 | 151/168 [00:28<00:03, 5.10it/s]
150/499 4.32G 0.009877 0.008884 0.003395 60 640: 90%|########9 | 151/168 [00:29<00:03, 5.10it/s]
150/499 4.32G 0.009877 0.008884 0.003395 60 640: 90%|######### | 152/168 [00:29<00:03, 5.17it/s]
150/499 4.32G 0.009876 0.008883 0.003389 69 640: 90%|######### | 152/168 [00:29<00:03, 5.17it/s]
150/499 4.32G 0.009876 0.008883 0.003389 69 640: 91%|#########1| 153/168 [00:29<00:02, 5.28it/s]
150/499 4.32G 0.009884 0.008882 0.003384 63 640: 91%|#########1| 153/168 [00:29<00:02, 5.28it/s]
150/499 4.32G 0.009884 0.008882 0.003384 63 640: 92%|#########1| 154/168 [00:29<00:02, 5.14it/s]
150/499 4.32G 0.009876 0.008873 0.003382 71 640: 92%|#########1| 154/168 [00:29<00:02, 5.14it/s]
150/499 4.32G 0.009876 0.008873 0.003382 71 640: 92%|#########2| 155/168 [00:29<00:02, 5.23it/s]
150/499 4.32G 0.009868 0.008869 0.00337 68 640: 92%|#########2| 155/168 [00:29<00:02, 5.23it/s]
150/499 4.32G 0.009868 0.008869 0.00337 68 640: 93%|#########2| 156/168 [00:29<00:02, 5.30it/s]
150/499 4.32G 0.009873 0.008853 0.003355 56 640: 93%|#########2| 156/168 [00:30<00:02, 5.30it/s]
150/499 4.32G 0.009873 0.008853 0.003355 56 640: 93%|#########3| 157/168 [00:30<00:02, 5.19it/s]
150/499 4.32G 0.009873 0.008855 0.00334 61 640: 93%|#########3| 157/168 [00:30<00:02, 5.19it/s]
150/499 4.32G 0.009873 0.008855 0.00334 61 640: 94%|#########4| 158/168 [00:30<00:01, 5.27it/s]
150/499 4.32G 0.00987 0.008853 0.003363 59 640: 94%|#########4| 158/168 [00:30<00:01, 5.27it/s]
150/499 4.32G 0.00987 0.008853 0.003363 59 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s]
150/499 4.32G 0.009864 0.008844 0.003359 61 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s]
150/499 4.32G 0.009864 0.008844 0.003359 61 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s]
150/499 4.32G 0.009861 0.008847 0.003376 71 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s]
150/499 4.32G 0.009861 0.008847 0.003376 71 640: 96%|#########5| 161/168 [00:30<00:01, 5.25it/s]
150/499 4.32G 0.009854 0.008855 0.003363 82 640: 96%|#########5| 161/168 [00:31<00:01, 5.25it/s]
150/499 4.32G 0.009854 0.008855 0.003363 82 640: 96%|#########6| 162/168 [00:31<00:01, 5.33it/s]
150/499 4.32G 0.009839 0.008856 0.003355 75 640: 96%|#########6| 162/168 [00:31<00:01, 5.33it/s]
150/499 4.32G 0.009839 0.008856 0.003355 75 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s]
150/499 4.32G 0.009847 0.008862 0.003355 71 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s]
150/499 4.32G 0.009847 0.008862 0.003355 71 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s]
150/499 4.32G 0.009848 0.008864 0.003366 68 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s]
150/499 4.32G 0.009848 0.008864 0.003366 68 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s]
150/499 4.32G 0.009849 0.008865 0.00336 78 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s]
150/499 4.32G 0.009849 0.008865 0.00336 78 640: 99%|#########8| 166/168 [00:31<00:00, 5.11it/s]
150/499 4.32G 0.009845 0.008867 0.003362 66 640: 99%|#########8| 166/168 [00:31<00:00, 5.11it/s]
150/499 4.32G 0.009845 0.008867 0.003362 66 640: 99%|#########9| 167/168 [00:31<00:00, 5.22it/s]
150/499 4.32G 0.009856 0.008874 0.003398 35 640: 99%|#########9| 167/168 [00:32<00:00, 5.22it/s]
150/499 4.32G 0.009856 0.008874 0.003398 35 640: 100%|##########| 168/168 [00:32<00:00, 5.42it/s]
150/499 4.32G 0.009856 0.008874 0.003398 35 640: 100%|##########| 168/168 [00:32<00:00, 5.23it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s]
all 132 263 0.847 0.831 0.873 0.769
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
151/499 4.32G 0.009609 0.01005 0.00116 68 640: 0%| | 0/168 [00:00<?, ?it/s]
151/499 4.32G 0.009609 0.01005 0.00116 68 640: 1%| | 1/168 [00:00<00:33, 5.00it/s]
151/499 4.32G 0.009187 0.009674 0.003059 77 640: 1%| | 1/168 [00:00<00:33, 5.00it/s]
151/499 4.32G 0.009187 0.009674 0.003059 77 640: 1%|1 | 2/168 [00:00<00:32, 5.13it/s]
151/499 4.32G 0.009586 0.009995 0.004222 86 640: 1%|1 | 2/168 [00:00<00:32, 5.13it/s]
151/499 4.32G 0.009586 0.009995 0.004222 86 640: 2%|1 | 3/168 [00:00<00:31, 5.29it/s]
151/499 4.32G 0.009744 0.009998 0.003684 70 640: 2%|1 | 3/168 [00:00<00:31, 5.29it/s]
151/499 4.32G 0.009744 0.009998 0.003684 70 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s]
151/499 4.32G 0.009759 0.01027 0.003697 80 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s]
151/499 4.32G 0.009759 0.01027 0.003697 80 640: 3%|2 | 5/168 [00:00<00:31, 5.24it/s]
151/499 4.32G 0.009645 0.009667 0.00474 62 640: 3%|2 | 5/168 [00:01<00:31, 5.24it/s]
151/499 4.32G 0.009645 0.009667 0.00474 62 640: 4%|3 | 6/168 [00:01<00:30, 5.23it/s]
151/499 4.32G 0.009551 0.009479 0.004491 66 640: 4%|3 | 6/168 [00:01<00:30, 5.23it/s]
151/499 4.32G 0.009551 0.009479 0.004491 66 640: 4%|4 | 7/168 [00:01<00:31, 5.12it/s]
151/499 4.32G 0.009395 0.009501 0.004392 72 640: 4%|4 | 7/168 [00:01<00:31, 5.12it/s]
151/499 4.32G 0.009395 0.009501 0.004392 72 640: 5%|4 | 8/168 [00:01<00:30, 5.23it/s]
151/499 4.32G 0.009334 0.009295 0.004491 62 640: 5%|4 | 8/168 [00:01<00:30, 5.23it/s]
151/499 4.32G 0.009334 0.009295 0.004491 62 640: 5%|5 | 9/168 [00:01<00:30, 5.29it/s]
151/499 4.32G 0.009227 0.009186 0.004567 80 640: 5%|5 | 9/168 [00:01<00:30, 5.29it/s]
151/499 4.32G 0.009227 0.009186 0.004567 80 640: 6%|5 | 10/168 [00:01<00:30, 5.16it/s]
151/499 4.32G 0.009295 0.009178 0.004358 68 640: 6%|5 | 10/168 [00:02<00:30, 5.16it/s]
151/499 4.32G 0.009295 0.009178 0.004358 68 640: 7%|6 | 11/168 [00:02<00:30, 5.20it/s]
151/499 4.32G 0.009201 0.009082 0.004184 65 640: 7%|6 | 11/168 [00:02<00:30, 5.20it/s]
151/499 4.32G 0.009201 0.009082 0.004184 65 640: 7%|7 | 12/168 [00:02<00:29, 5.26it/s]
151/499 4.32G 0.009268 0.008999 0.004199 60 640: 7%|7 | 12/168 [00:02<00:29, 5.26it/s]
151/499 4.32G 0.009268 0.008999 0.004199 60 640: 8%|7 | 13/168 [00:02<00:30, 5.13it/s]
151/499 4.32G 0.009232 0.009015 0.004066 72 640: 8%|7 | 13/168 [00:02<00:30, 5.13it/s]
151/499 4.32G 0.009232 0.009015 0.004066 72 640: 8%|8 | 14/168 [00:02<00:29, 5.22it/s]
151/499 4.32G 0.009412 0.00903 0.003909 62 640: 8%|8 | 14/168 [00:02<00:29, 5.22it/s]
151/499 4.32G 0.009412 0.00903 0.003909 62 640: 9%|8 | 15/168 [00:02<00:29, 5.27it/s]
151/499 4.32G 0.00938 0.009023 0.00386 72 640: 9%|8 | 15/168 [00:03<00:29, 5.27it/s]
151/499 4.32G 0.00938 0.009023 0.00386 72 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s]
151/499 4.32G 0.009387 0.009019 0.00383 70 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s]
151/499 4.32G 0.009387 0.009019 0.00383 70 640: 10%|# | 17/168 [00:03<00:28, 5.25it/s]
151/499 4.32G 0.009474 0.008993 0.003709 54 640: 10%|# | 17/168 [00:03<00:28, 5.25it/s]
151/499 4.32G 0.009474 0.008993 0.003709 54 640: 11%|# | 18/168 [00:03<00:28, 5.32it/s]
151/499 4.32G 0.009369 0.009058 0.003809 78 640: 11%|# | 18/168 [00:03<00:28, 5.32it/s]
151/499 4.32G 0.009369 0.009058 0.003809 78 640: 11%|#1 | 19/168 [00:03<00:28, 5.16it/s]
151/499 4.32G 0.009385 0.00912 0.003835 82 640: 11%|#1 | 19/168 [00:03<00:28, 5.16it/s]
151/499 4.32G 0.009385 0.00912 0.003835 82 640: 12%|#1 | 20/168 [00:03<00:28, 5.22it/s]
151/499 4.32G 0.009483 0.009122 0.003809 77 640: 12%|#1 | 20/168 [00:04<00:28, 5.22it/s]
151/499 4.32G 0.009483 0.009122 0.003809 77 640: 12%|#2 | 21/168 [00:04<00:27, 5.27it/s]
151/499 4.32G 0.009506 0.009069 0.003804 73 640: 12%|#2 | 21/168 [00:04<00:27, 5.27it/s]
151/499 4.32G 0.009506 0.009069 0.003804 73 640: 13%|#3 | 22/168 [00:04<00:28, 5.14it/s]
151/499 4.32G 0.009548 0.009088 0.003844 75 640: 13%|#3 | 22/168 [00:04<00:28, 5.14it/s]
151/499 4.32G 0.009548 0.009088 0.003844 75 640: 14%|#3 | 23/168 [00:04<00:27, 5.22it/s]
151/499 4.32G 0.009575 0.009158 0.00384 84 640: 14%|#3 | 23/168 [00:04<00:27, 5.22it/s]
151/499 4.32G 0.009575 0.009158 0.00384 84 640: 14%|#4 | 24/168 [00:04<00:27, 5.28it/s]
151/499 4.32G 0.009548 0.009082 0.003791 69 640: 14%|#4 | 24/168 [00:04<00:27, 5.28it/s]
151/499 4.32G 0.009548 0.009082 0.003791 69 640: 15%|#4 | 25/168 [00:04<00:27, 5.14it/s]
151/499 4.32G 0.009588 0.008992 0.003741 53 640: 15%|#4 | 25/168 [00:04<00:27, 5.14it/s]
151/499 4.32G 0.009588 0.008992 0.003741 53 640: 15%|#5 | 26/168 [00:04<00:27, 5.21it/s]
151/499 4.32G 0.009559 0.009123 0.003646 79 640: 15%|#5 | 26/168 [00:05<00:27, 5.21it/s]
151/499 4.32G 0.009559 0.009123 0.003646 79 640: 16%|#6 | 27/168 [00:05<00:26, 5.29it/s]
151/499 4.32G 0.00952 0.009078 0.003594 64 640: 16%|#6 | 27/168 [00:05<00:26, 5.29it/s]
151/499 4.32G 0.00952 0.009078 0.003594 64 640: 17%|#6 | 28/168 [00:05<00:27, 5.15it/s]
151/499 4.32G 0.009518 0.009162 0.003563 94 640: 17%|#6 | 28/168 [00:05<00:27, 5.15it/s]
151/499 4.32G 0.009518 0.009162 0.003563 94 640: 17%|#7 | 29/168 [00:05<00:26, 5.22it/s]
151/499 4.32G 0.009539 0.00913 0.003529 61 640: 17%|#7 | 29/168 [00:05<00:26, 5.22it/s]
151/499 4.32G 0.009539 0.00913 0.003529 61 640: 18%|#7 | 30/168 [00:05<00:26, 5.29it/s]
151/499 4.32G 0.009592 0.009101 0.003573 54 640: 18%|#7 | 30/168 [00:05<00:26, 5.29it/s]
151/499 4.32G 0.009592 0.009101 0.003573 54 640: 18%|#8 | 31/168 [00:05<00:26, 5.18it/s]
151/499 4.32G 0.009613 0.009108 0.003737 68 640: 18%|#8 | 31/168 [00:06<00:26, 5.18it/s]
151/499 4.32G 0.009613 0.009108 0.003737 68 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s]
151/499 4.32G 0.009642 0.009172 0.003721 88 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s]
151/499 4.32G 0.009642 0.009172 0.003721 88 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s]
151/499 4.32G 0.009598 0.009165 0.003735 63 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s]
151/499 4.32G 0.009598 0.009165 0.003735 63 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
151/499 4.32G 0.009561 0.009154 0.003698 75 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
151/499 4.32G 0.009561 0.009154 0.003698 75 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
151/499 4.32G 0.009557 0.009129 0.003752 73 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
151/499 4.32G 0.009557 0.009129 0.003752 73 640: 21%|##1 | 36/168 [00:06<00:24, 5.32it/s]
151/499 4.32G 0.009565 0.009157 0.003718 72 640: 21%|##1 | 36/168 [00:07<00:24, 5.32it/s]
151/499 4.32G 0.009565 0.009157 0.003718 72 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s]
151/499 4.32G 0.009528 0.009127 0.003717 72 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s]
151/499 4.32G 0.009528 0.009127 0.003717 72 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s]
151/499 4.32G 0.009533 0.009105 0.003726 68 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s]
151/499 4.32G 0.009533 0.009105 0.003726 68 640: 23%|##3 | 39/168 [00:07<00:24, 5.31it/s]
151/499 4.32G 0.00951 0.009099 0.003662 66 640: 23%|##3 | 39/168 [00:07<00:24, 5.31it/s]
151/499 4.32G 0.00951 0.009099 0.003662 66 640: 24%|##3 | 40/168 [00:07<00:24, 5.18it/s]
151/499 4.32G 0.009516 0.009074 0.003758 63 640: 24%|##3 | 40/168 [00:07<00:24, 5.18it/s]
151/499 4.32G 0.009516 0.009074 0.003758 63 640: 24%|##4 | 41/168 [00:07<00:24, 5.27it/s]
151/499 4.32G 0.009494 0.009061 0.003776 70 640: 24%|##4 | 41/168 [00:08<00:24, 5.27it/s]
151/499 4.32G 0.009494 0.009061 0.003776 70 640: 25%|##5 | 42/168 [00:08<00:23, 5.33it/s]
151/499 4.32G 0.009489 0.009038 0.003767 52 640: 25%|##5 | 42/168 [00:08<00:23, 5.33it/s]
151/499 4.32G 0.009489 0.009038 0.003767 52 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
151/499 4.32G 0.009534 0.009054 0.003721 62 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
151/499 4.32G 0.009534 0.009054 0.003721 62 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s]
151/499 4.32G 0.009541 0.00904 0.003775 71 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s]
151/499 4.32G 0.009541 0.00904 0.003775 71 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s]
151/499 4.32G 0.009535 0.009033 0.003769 74 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s]
151/499 4.32G 0.009535 0.009033 0.003769 74 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s]
151/499 4.32G 0.009557 0.009067 0.003765 73 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s]
151/499 4.32G 0.009557 0.009067 0.003765 73 640: 28%|##7 | 47/168 [00:08<00:22, 5.30it/s]
151/499 4.32G 0.009535 0.009053 0.003748 62 640: 28%|##7 | 47/168 [00:09<00:22, 5.30it/s]
151/499 4.32G 0.009535 0.009053 0.003748 62 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s]
151/499 4.32G 0.009506 0.009014 0.003685 57 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s]
151/499 4.32G 0.009506 0.009014 0.003685 57 640: 29%|##9 | 49/168 [00:09<00:22, 5.18it/s]
151/499 4.32G 0.009505 0.009008 0.003729 59 640: 29%|##9 | 49/168 [00:09<00:22, 5.18it/s]
151/499 4.32G 0.009505 0.009008 0.003729 59 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
151/499 4.32G 0.009513 0.009054 0.003684 80 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
151/499 4.32G 0.009513 0.009054 0.003684 80 640: 30%|### | 51/168 [00:09<00:21, 5.36it/s]
151/499 4.32G 0.009499 0.009068 0.003649 76 640: 30%|### | 51/168 [00:09<00:21, 5.36it/s]
151/499 4.32G 0.009499 0.009068 0.003649 76 640: 31%|### | 52/168 [00:09<00:22, 5.22it/s]
151/499 4.32G 0.009511 0.009056 0.003618 62 640: 31%|### | 52/168 [00:10<00:22, 5.22it/s]
151/499 4.32G 0.009511 0.009056 0.003618 62 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
151/499 4.32G 0.009499 0.009061 0.00359 80 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
151/499 4.32G 0.009499 0.009061 0.00359 80 640: 32%|###2 | 54/168 [00:10<00:21, 5.27it/s]
151/499 4.32G 0.009539 0.009048 0.003549 60 640: 32%|###2 | 54/168 [00:10<00:21, 5.27it/s]
151/499 4.32G 0.009539 0.009048 0.003549 60 640: 33%|###2 | 55/168 [00:10<00:21, 5.15it/s]
151/499 4.32G 0.009549 0.009091 0.003521 85 640: 33%|###2 | 55/168 [00:10<00:21, 5.15it/s]
151/499 4.32G 0.009549 0.009091 0.003521 85 640: 33%|###3 | 56/168 [00:10<00:21, 5.23it/s]
151/499 4.32G 0.009585 0.009084 0.003565 61 640: 33%|###3 | 56/168 [00:10<00:21, 5.23it/s]
151/499 4.32G 0.009585 0.009084 0.003565 61 640: 34%|###3 | 57/168 [00:10<00:20, 5.29it/s]
151/499 4.32G 0.009586 0.009089 0.003625 66 640: 34%|###3 | 57/168 [00:11<00:20, 5.29it/s]
151/499 4.32G 0.009586 0.009089 0.003625 66 640: 35%|###4 | 58/168 [00:11<00:21, 5.16it/s]
151/499 4.32G 0.009593 0.009072 0.00363 61 640: 35%|###4 | 58/168 [00:11<00:21, 5.16it/s]
151/499 4.32G 0.009593 0.009072 0.00363 61 640: 35%|###5 | 59/168 [00:11<00:20, 5.22it/s]
151/499 4.32G 0.009577 0.009087 0.003607 83 640: 35%|###5 | 59/168 [00:11<00:20, 5.22it/s]
151/499 4.32G 0.009577 0.009087 0.003607 83 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s]
151/499 4.32G 0.009593 0.009117 0.003602 73 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s]
151/499 4.32G 0.009593 0.009117 0.003602 73 640: 36%|###6 | 61/168 [00:11<00:20, 5.11it/s]
151/499 4.32G 0.009594 0.009143 0.003571 85 640: 36%|###6 | 61/168 [00:11<00:20, 5.11it/s]
151/499 4.32G 0.009594 0.009143 0.003571 85 640: 37%|###6 | 62/168 [00:11<00:20, 5.15it/s]
151/499 4.32G 0.009585 0.009169 0.003555 75 640: 37%|###6 | 62/168 [00:12<00:20, 5.15it/s]
151/499 4.32G 0.009585 0.009169 0.003555 75 640: 38%|###7 | 63/168 [00:12<00:20, 5.20it/s]
151/499 4.32G 0.009593 0.009169 0.003514 60 640: 38%|###7 | 63/168 [00:12<00:20, 5.20it/s]
151/499 4.32G 0.009593 0.009169 0.003514 60 640: 38%|###8 | 64/168 [00:12<00:20, 5.08it/s]
151/499 4.32G 0.00959 0.009175 0.00352 73 640: 38%|###8 | 64/168 [00:12<00:20, 5.08it/s]
151/499 4.32G 0.00959 0.009175 0.00352 73 640: 39%|###8 | 65/168 [00:12<00:19, 5.20it/s]
151/499 4.32G 0.009567 0.009182 0.003558 79 640: 39%|###8 | 65/168 [00:12<00:19, 5.20it/s]
151/499 4.32G 0.009567 0.009182 0.003558 79 640: 39%|###9 | 66/168 [00:12<00:19, 5.27it/s]
151/499 4.32G 0.009559 0.009168 0.003597 68 640: 39%|###9 | 66/168 [00:12<00:19, 5.27it/s]
151/499 4.32G 0.009559 0.009168 0.003597 68 640: 40%|###9 | 67/168 [00:12<00:19, 5.16it/s]
151/499 4.32G 0.009548 0.009139 0.003633 61 640: 40%|###9 | 67/168 [00:13<00:19, 5.16it/s]
151/499 4.32G 0.009548 0.009139 0.003633 61 640: 40%|#### | 68/168 [00:13<00:19, 5.21it/s]
151/499 4.32G 0.009575 0.009151 0.003607 72 640: 40%|#### | 68/168 [00:13<00:19, 5.21it/s]
151/499 4.32G 0.009575 0.009151 0.003607 72 640: 41%|####1 | 69/168 [00:13<00:18, 5.27it/s]
151/499 4.32G 0.009546 0.00914 0.003651 66 640: 41%|####1 | 69/168 [00:13<00:18, 5.27it/s]
151/499 4.32G 0.009546 0.00914 0.003651 66 640: 42%|####1 | 70/168 [00:13<00:19, 5.16it/s]
151/499 4.32G 0.00953 0.009122 0.003621 61 640: 42%|####1 | 70/168 [00:13<00:19, 5.16it/s]
151/499 4.32G 0.00953 0.009122 0.003621 61 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s]
151/499 4.32G 0.009549 0.009121 0.003585 65 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s]
151/499 4.32G 0.009549 0.009121 0.003585 65 640: 43%|####2 | 72/168 [00:13<00:18, 5.31it/s]
151/499 4.32G 0.009554 0.009143 0.003582 81 640: 43%|####2 | 72/168 [00:13<00:18, 5.31it/s]
151/499 4.32G 0.009554 0.009143 0.003582 81 640: 43%|####3 | 73/168 [00:13<00:18, 5.17it/s]
151/499 4.32G 0.009569 0.009125 0.003568 66 640: 43%|####3 | 73/168 [00:14<00:18, 5.17it/s]
151/499 4.32G 0.009569 0.009125 0.003568 66 640: 44%|####4 | 74/168 [00:14<00:17, 5.25it/s]
151/499 4.32G 0.009578 0.009096 0.003592 53 640: 44%|####4 | 74/168 [00:14<00:17, 5.25it/s]
151/499 4.32G 0.009578 0.009096 0.003592 53 640: 45%|####4 | 75/168 [00:14<00:17, 5.30it/s]
151/499 4.32G 0.009588 0.009087 0.00359 66 640: 45%|####4 | 75/168 [00:14<00:17, 5.30it/s]
151/499 4.32G 0.009588 0.009087 0.00359 66 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s]
151/499 4.32G 0.009619 0.009097 0.00357 70 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s]
151/499 4.32G 0.009619 0.009097 0.00357 70 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
151/499 4.32G 0.009603 0.009069 0.003595 61 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
151/499 4.32G 0.009603 0.009069 0.003595 61 640: 46%|####6 | 78/168 [00:14<00:16, 5.32it/s]
151/499 4.32G 0.009608 0.009079 0.003604 73 640: 46%|####6 | 78/168 [00:15<00:16, 5.32it/s]
151/499 4.32G 0.009608 0.009079 0.003604 73 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s]
151/499 4.32G 0.009623 0.009062 0.003586 57 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s]
151/499 4.32G 0.009623 0.009062 0.003586 57 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s]
151/499 4.32G 0.009621 0.009057 0.003573 65 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s]
151/499 4.32G 0.009621 0.009057 0.003573 65 640: 48%|####8 | 81/168 [00:15<00:16, 5.37it/s]
151/499 4.32G 0.009592 0.009052 0.003577 72 640: 48%|####8 | 81/168 [00:15<00:16, 5.37it/s]
151/499 4.32G 0.009592 0.009052 0.003577 72 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
151/499 4.32G 0.009593 0.009056 0.003588 75 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
151/499 4.32G 0.009593 0.009056 0.003588 75 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s]
151/499 4.32G 0.009614 0.009055 0.003587 55 640: 49%|####9 | 83/168 [00:16<00:16, 5.29it/s]
151/499 4.32G 0.009614 0.009055 0.003587 55 640: 50%|##### | 84/168 [00:16<00:15, 5.33it/s]
151/499 4.32G 0.009653 0.00905 0.003572 61 640: 50%|##### | 84/168 [00:16<00:15, 5.33it/s]
151/499 4.32G 0.009653 0.00905 0.003572 61 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s]
151/499 4.32G 0.009661 0.009058 0.003585 69 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s]
151/499 4.32G 0.009661 0.009058 0.003585 69 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s]
151/499 4.32G 0.009657 0.009064 0.003658 80 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s]
151/499 4.32G 0.009657 0.009064 0.003658 80 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s]
151/499 4.32G 0.009666 0.009069 0.003667 69 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s]
151/499 4.32G 0.009666 0.009069 0.003667 69 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
151/499 4.32G 0.009671 0.009069 0.003681 63 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
151/499 4.32G 0.009671 0.009069 0.003681 63 640: 53%|#####2 | 89/168 [00:16<00:14, 5.29it/s]
151/499 4.32G 0.009666 0.009066 0.003665 75 640: 53%|#####2 | 89/168 [00:17<00:14, 5.29it/s]
151/499 4.32G 0.009666 0.009066 0.003665 75 640: 54%|#####3 | 90/168 [00:17<00:14, 5.36it/s]
151/499 4.32G 0.009686 0.009045 0.003642 51 640: 54%|#####3 | 90/168 [00:17<00:14, 5.36it/s]
151/499 4.32G 0.009686 0.009045 0.003642 51 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s]
151/499 4.32G 0.009688 0.00904 0.003647 67 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s]
151/499 4.32G 0.009688 0.00904 0.003647 67 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s]
151/499 4.32G 0.009687 0.009051 0.003659 75 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s]
151/499 4.32G 0.009687 0.009051 0.003659 75 640: 55%|#####5 | 93/168 [00:17<00:13, 5.38it/s]
151/499 4.32G 0.009683 0.009048 0.003705 69 640: 55%|#####5 | 93/168 [00:17<00:13, 5.38it/s]
151/499 4.32G 0.009683 0.009048 0.003705 69 640: 56%|#####5 | 94/168 [00:17<00:14, 5.22it/s]
151/499 4.32G 0.009681 0.009063 0.003686 71 640: 56%|#####5 | 94/168 [00:18<00:14, 5.22it/s]
151/499 4.32G 0.009681 0.009063 0.003686 71 640: 57%|#####6 | 95/168 [00:18<00:13, 5.29it/s]
151/499 4.32G 0.00969 0.00904 0.00371 48 640: 57%|#####6 | 95/168 [00:18<00:13, 5.29it/s]
151/499 4.32G 0.00969 0.00904 0.00371 48 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
151/499 4.32G 0.009685 0.009047 0.003708 76 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
151/499 4.32G 0.009685 0.009047 0.003708 76 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s]
151/499 4.32G 0.009666 0.009024 0.003705 66 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s]
151/499 4.32G 0.009666 0.009024 0.003705 66 640: 58%|#####8 | 98/168 [00:18<00:13, 5.32it/s]
151/499 4.32G 0.009679 0.009015 0.003678 59 640: 58%|#####8 | 98/168 [00:18<00:13, 5.32it/s]
151/499 4.32G 0.009679 0.009015 0.003678 59 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s]
151/499 4.32G 0.009674 0.009004 0.003682 77 640: 59%|#####8 | 99/168 [00:19<00:12, 5.35it/s]
151/499 4.32G 0.009674 0.009004 0.003682 77 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s]
151/499 4.32G 0.009665 0.00899 0.003731 73 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s]
151/499 4.32G 0.009665 0.00899 0.003731 73 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
151/499 4.32G 0.009671 0.009013 0.00375 75 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
151/499 4.32G 0.009671 0.009013 0.00375 75 640: 61%|###### | 102/168 [00:19<00:12, 5.29it/s]
151/499 4.32G 0.009671 0.009013 0.003746 80 640: 61%|###### | 102/168 [00:19<00:12, 5.29it/s]
151/499 4.32G 0.009671 0.009013 0.003746 80 640: 61%|######1 | 103/168 [00:19<00:12, 5.16it/s]
151/499 4.32G 0.009674 0.009002 0.003734 61 640: 61%|######1 | 103/168 [00:19<00:12, 5.16it/s]
151/499 4.32G 0.009674 0.009002 0.003734 61 640: 62%|######1 | 104/168 [00:19<00:12, 5.25it/s]
151/499 4.32G 0.009656 0.009016 0.003735 76 640: 62%|######1 | 104/168 [00:20<00:12, 5.25it/s]
151/499 4.32G 0.009656 0.009016 0.003735 76 640: 62%|######2 | 105/168 [00:20<00:12, 5.24it/s]
151/499 4.32G 0.009646 0.009021 0.003724 73 640: 62%|######2 | 105/168 [00:20<00:12, 5.24it/s]
151/499 4.32G 0.009646 0.009021 0.003724 73 640: 63%|######3 | 106/168 [00:20<00:12, 5.11it/s]
151/499 4.32G 0.009632 0.009009 0.003714 62 640: 63%|######3 | 106/168 [00:20<00:12, 5.11it/s]
151/499 4.32G 0.009632 0.009009 0.003714 62 640: 64%|######3 | 107/168 [00:20<00:11, 5.14it/s]
151/499 4.32G 0.009635 0.009013 0.003693 72 640: 64%|######3 | 107/168 [00:20<00:11, 5.14it/s]
151/499 4.32G 0.009635 0.009013 0.003693 72 640: 64%|######4 | 108/168 [00:20<00:11, 5.23it/s]
151/499 4.32G 0.009621 0.008991 0.003684 57 640: 64%|######4 | 108/168 [00:20<00:11, 5.23it/s]
151/499 4.32G 0.009621 0.008991 0.003684 57 640: 65%|######4 | 109/168 [00:20<00:11, 5.13it/s]
151/499 4.32G 0.009609 0.008982 0.003669 65 640: 65%|######4 | 109/168 [00:21<00:11, 5.13it/s]
151/499 4.32G 0.009609 0.008982 0.003669 65 640: 65%|######5 | 110/168 [00:21<00:11, 5.19it/s]
151/499 4.32G 0.009592 0.008961 0.003664 63 640: 65%|######5 | 110/168 [00:21<00:11, 5.19it/s]
151/499 4.32G 0.009592 0.008961 0.003664 63 640: 66%|######6 | 111/168 [00:21<00:10, 5.20it/s]
151/499 4.32G 0.00959 0.008951 0.003658 59 640: 66%|######6 | 111/168 [00:21<00:10, 5.20it/s]
151/499 4.32G 0.00959 0.008951 0.003658 59 640: 67%|######6 | 112/168 [00:21<00:10, 5.10it/s]
151/499 4.32G 0.009579 0.008942 0.003651 64 640: 67%|######6 | 112/168 [00:21<00:10, 5.10it/s]
151/499 4.32G 0.009579 0.008942 0.003651 64 640: 67%|######7 | 113/168 [00:21<00:10, 5.16it/s]
151/499 4.32G 0.009583 0.00893 0.003659 61 640: 67%|######7 | 113/168 [00:21<00:10, 5.16it/s]
151/499 4.32G 0.009583 0.00893 0.003659 61 640: 68%|######7 | 114/168 [00:21<00:10, 5.23it/s]
151/499 4.32G 0.009586 0.008926 0.003641 69 640: 68%|######7 | 114/168 [00:21<00:10, 5.23it/s]
151/499 4.32G 0.009586 0.008926 0.003641 69 640: 68%|######8 | 115/168 [00:21<00:10, 5.11it/s]
151/499 4.32G 0.009588 0.008918 0.003628 58 640: 68%|######8 | 115/168 [00:22<00:10, 5.11it/s]
151/499 4.32G 0.009588 0.008918 0.003628 58 640: 69%|######9 | 116/168 [00:22<00:09, 5.21it/s]
151/499 4.32G 0.009587 0.008909 0.003633 66 640: 69%|######9 | 116/168 [00:22<00:09, 5.21it/s]
151/499 4.32G 0.009587 0.008909 0.003633 66 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s]
151/499 4.32G 0.009586 0.008905 0.00363 61 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s]
151/499 4.32G 0.009586 0.008905 0.00363 61 640: 70%|####### | 118/168 [00:22<00:09, 5.17it/s]
151/499 4.32G 0.009579 0.008903 0.003628 77 640: 70%|####### | 118/168 [00:22<00:09, 5.17it/s]
151/499 4.32G 0.009579 0.008903 0.003628 77 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s]
151/499 4.32G 0.0096 0.008896 0.003605 64 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s]
151/499 4.32G 0.0096 0.008896 0.003605 64 640: 71%|#######1 | 120/168 [00:22<00:08, 5.35it/s]
151/499 4.32G 0.009602 0.008892 0.003606 74 640: 71%|#######1 | 120/168 [00:23<00:08, 5.35it/s]
151/499 4.32G 0.009602 0.008892 0.003606 74 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
151/499 4.32G 0.009596 0.008882 0.003609 74 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
151/499 4.32G 0.009596 0.008882 0.003609 74 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s]
151/499 4.32G 0.009604 0.008878 0.003608 55 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s]
151/499 4.32G 0.009604 0.008878 0.003608 55 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s]
151/499 4.32G 0.009602 0.008867 0.003617 67 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s]
151/499 4.32G 0.009602 0.008867 0.003617 67 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
151/499 4.32G 0.00961 0.008883 0.00363 76 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
151/499 4.32G 0.00961 0.008883 0.00363 76 640: 74%|#######4 | 125/168 [00:23<00:08, 5.29it/s]
151/499 4.32G 0.009617 0.008905 0.003626 76 640: 74%|#######4 | 125/168 [00:24<00:08, 5.29it/s]
151/499 4.32G 0.009617 0.008905 0.003626 76 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s]
151/499 4.32G 0.009607 0.008907 0.003633 79 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s]
151/499 4.32G 0.009607 0.008907 0.003633 79 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s]
151/499 4.32G 0.009606 0.008885 0.003632 52 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s]
151/499 4.32G 0.009606 0.008885 0.003632 52 640: 76%|#######6 | 128/168 [00:24<00:07, 5.31it/s]
151/499 4.32G 0.009605 0.008887 0.003624 74 640: 76%|#######6 | 128/168 [00:24<00:07, 5.31it/s]
151/499 4.32G 0.009605 0.008887 0.003624 74 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s]
151/499 4.32G 0.009596 0.008876 0.003618 64 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s]
151/499 4.32G 0.009596 0.008876 0.003618 64 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s]
151/499 4.32G 0.009603 0.00891 0.003624 71 640: 77%|#######7 | 130/168 [00:25<00:07, 5.21it/s]
151/499 4.32G 0.009603 0.00891 0.003624 71 640: 78%|#######7 | 131/168 [00:25<00:07, 5.21it/s]
151/499 4.32G 0.009595 0.008896 0.003616 62 640: 78%|#######7 | 131/168 [00:25<00:07, 5.21it/s]
151/499 4.32G 0.009595 0.008896 0.003616 62 640: 79%|#######8 | 132/168 [00:25<00:06, 5.28it/s]
151/499 4.32G 0.009582 0.008897 0.003613 66 640: 79%|#######8 | 132/168 [00:25<00:06, 5.28it/s]
151/499 4.32G 0.009582 0.008897 0.003613 66 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s]
151/499 4.32G 0.009593 0.0089 0.003603 70 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s]
151/499 4.32G 0.009593 0.0089 0.003603 70 640: 80%|#######9 | 134/168 [00:25<00:06, 5.24it/s]
151/499 4.32G 0.00959 0.008895 0.003586 67 640: 80%|#######9 | 134/168 [00:25<00:06, 5.24it/s]
151/499 4.32G 0.00959 0.008895 0.003586 67 640: 80%|######## | 135/168 [00:25<00:06, 5.32it/s]
151/499 4.32G 0.009595 0.008897 0.003609 73 640: 80%|######## | 135/168 [00:25<00:06, 5.32it/s]
151/499 4.32G 0.009595 0.008897 0.003609 73 640: 81%|######## | 136/168 [00:25<00:06, 5.10it/s]
151/499 4.32G 0.00961 0.008883 0.003616 49 640: 81%|######## | 136/168 [00:26<00:06, 5.10it/s]
151/499 4.32G 0.00961 0.008883 0.003616 49 640: 82%|########1 | 137/168 [00:26<00:05, 5.21it/s]
151/499 4.32G 0.009613 0.00887 0.003617 51 640: 82%|########1 | 137/168 [00:26<00:05, 5.21it/s]
151/499 4.32G 0.009613 0.00887 0.003617 51 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s]
151/499 4.32G 0.009613 0.00886 0.003623 70 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s]
151/499 4.32G 0.009613 0.00886 0.003623 70 640: 83%|########2 | 139/168 [00:26<00:05, 5.15it/s]
151/499 4.32G 0.009615 0.008852 0.003624 53 640: 83%|########2 | 139/168 [00:26<00:05, 5.15it/s]
151/499 4.32G 0.009615 0.008852 0.003624 53 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
151/499 4.32G 0.009619 0.008853 0.003631 69 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
151/499 4.32G 0.009619 0.008853 0.003631 69 640: 84%|########3 | 141/168 [00:26<00:05, 5.34it/s]
151/499 4.32G 0.009617 0.008856 0.003642 76 640: 84%|########3 | 141/168 [00:27<00:05, 5.34it/s]
151/499 4.32G 0.009617 0.008856 0.003642 76 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s]
151/499 4.32G 0.009611 0.008849 0.003635 69 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s]
151/499 4.32G 0.009611 0.008849 0.003635 69 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s]
151/499 4.32G 0.009611 0.008844 0.003619 63 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s]
151/499 4.32G 0.009611 0.008844 0.003619 63 640: 86%|########5 | 144/168 [00:27<00:04, 5.34it/s]
151/499 4.32G 0.009597 0.008836 0.003612 64 640: 86%|########5 | 144/168 [00:27<00:04, 5.34it/s]
151/499 4.32G 0.009597 0.008836 0.003612 64 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s]
151/499 4.32G 0.009598 0.008826 0.003622 54 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s]
151/499 4.32G 0.009598 0.008826 0.003622 54 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s]
151/499 4.32G 0.009601 0.008838 0.003626 77 640: 87%|########6 | 146/168 [00:28<00:04, 5.29it/s]
151/499 4.32G 0.009601 0.008838 0.003626 77 640: 88%|########7 | 147/168 [00:28<00:03, 5.34it/s]
151/499 4.32G 0.009605 0.008846 0.003623 82 640: 88%|########7 | 147/168 [00:28<00:03, 5.34it/s]
151/499 4.32G 0.009605 0.008846 0.003623 82 640: 88%|########8 | 148/168 [00:28<00:03, 5.17it/s]
151/499 4.32G 0.009597 0.008853 0.003623 81 640: 88%|########8 | 148/168 [00:28<00:03, 5.17it/s]
151/499 4.32G 0.009597 0.008853 0.003623 81 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s]
151/499 4.32G 0.009594 0.008862 0.003636 83 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s]
151/499 4.32G 0.009594 0.008862 0.003636 83 640: 89%|########9 | 150/168 [00:28<00:03, 5.30it/s]
151/499 4.32G 0.009589 0.008857 0.003635 69 640: 89%|########9 | 150/168 [00:28<00:03, 5.30it/s]
151/499 4.32G 0.009589 0.008857 0.003635 69 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s]
151/499 4.32G 0.009583 0.008841 0.003639 65 640: 90%|########9 | 151/168 [00:29<00:03, 5.17it/s]
151/499 4.32G 0.009583 0.008841 0.003639 65 640: 90%|######### | 152/168 [00:29<00:03, 5.24it/s]
151/499 4.32G 0.009578 0.008842 0.00363 71 640: 90%|######### | 152/168 [00:29<00:03, 5.24it/s]
151/499 4.32G 0.009578 0.008842 0.00363 71 640: 91%|#########1| 153/168 [00:29<00:02, 5.32it/s]
151/499 4.32G 0.009579 0.008842 0.003634 63 640: 91%|#########1| 153/168 [00:29<00:02, 5.32it/s]
151/499 4.32G 0.009579 0.008842 0.003634 63 640: 92%|#########1| 154/168 [00:29<00:02, 5.15it/s]
151/499 4.32G 0.009584 0.00885 0.003621 65 640: 92%|#########1| 154/168 [00:29<00:02, 5.15it/s]
151/499 4.32G 0.009584 0.00885 0.003621 65 640: 92%|#########2| 155/168 [00:29<00:02, 5.24it/s]
151/499 4.32G 0.009575 0.008843 0.003623 67 640: 92%|#########2| 155/168 [00:29<00:02, 5.24it/s]
151/499 4.32G 0.009575 0.008843 0.003623 67 640: 93%|#########2| 156/168 [00:29<00:02, 5.30it/s]
151/499 4.32G 0.009577 0.008843 0.003607 72 640: 93%|#########2| 156/168 [00:29<00:02, 5.30it/s]
151/499 4.32G 0.009577 0.008843 0.003607 72 640: 93%|#########3| 157/168 [00:29<00:02, 5.15it/s]
151/499 4.32G 0.009571 0.00883 0.003627 64 640: 93%|#########3| 157/168 [00:30<00:02, 5.15it/s]
151/499 4.32G 0.009571 0.00883 0.003627 64 640: 94%|#########4| 158/168 [00:30<00:01, 5.21it/s]
151/499 4.32G 0.009574 0.008849 0.003623 77 640: 94%|#########4| 158/168 [00:30<00:01, 5.21it/s]
151/499 4.32G 0.009574 0.008849 0.003623 77 640: 95%|#########4| 159/168 [00:30<00:01, 5.28it/s]
151/499 4.32G 0.009574 0.00884 0.003646 65 640: 95%|#########4| 159/168 [00:30<00:01, 5.28it/s]
151/499 4.32G 0.009574 0.00884 0.003646 65 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s]
151/499 4.32G 0.009569 0.008837 0.003638 63 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s]
151/499 4.32G 0.009569 0.008837 0.003638 63 640: 96%|#########5| 161/168 [00:30<00:01, 5.24it/s]
151/499 4.32G 0.009557 0.00883 0.003621 58 640: 96%|#########5| 161/168 [00:30<00:01, 5.24it/s]
151/499 4.32G 0.009557 0.00883 0.003621 58 640: 96%|#########6| 162/168 [00:30<00:01, 5.29it/s]
151/499 4.32G 0.009553 0.00883 0.00361 62 640: 96%|#########6| 162/168 [00:31<00:01, 5.29it/s]
151/499 4.32G 0.009553 0.00883 0.00361 62 640: 97%|#########7| 163/168 [00:31<00:00, 5.14it/s]
151/499 4.32G 0.009549 0.008819 0.003609 49 640: 97%|#########7| 163/168 [00:31<00:00, 5.14it/s]
151/499 4.32G 0.009549 0.008819 0.003609 49 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s]
151/499 4.32G 0.009554 0.008819 0.003594 69 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s]
151/499 4.32G 0.009554 0.008819 0.003594 69 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s]
151/499 4.32G 0.009554 0.008814 0.003588 64 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s]
151/499 4.32G 0.009554 0.008814 0.003588 64 640: 99%|#########8| 166/168 [00:31<00:00, 5.16it/s]
151/499 4.32G 0.009558 0.008818 0.003579 73 640: 99%|#########8| 166/168 [00:31<00:00, 5.16it/s]
151/499 4.32G 0.009558 0.008818 0.003579 73 640: 99%|#########9| 167/168 [00:31<00:00, 5.22it/s]
151/499 4.32G 0.009562 0.00885 0.003569 43 640: 99%|#########9| 167/168 [00:32<00:00, 5.22it/s]
151/499 4.32G 0.009562 0.00885 0.003569 43 640: 100%|##########| 168/168 [00:32<00:00, 5.38it/s]
151/499 4.32G 0.009562 0.00885 0.003569 43 640: 100%|##########| 168/168 [00:32<00:00, 5.24it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.80it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s]
all 132 263 0.827 0.828 0.856 0.764
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
152/499 4.32G 0.008572 0.01006 0.00186 76 640: 0%| | 0/168 [00:00<?, ?it/s]
152/499 4.32G 0.008572 0.01006 0.00186 76 640: 1%| | 1/168 [00:00<00:35, 4.74it/s]
152/499 4.32G 0.009785 0.008394 0.002493 47 640: 1%| | 1/168 [00:00<00:35, 4.74it/s]
152/499 4.32G 0.009785 0.008394 0.002493 47 640: 1%|1 | 2/168 [00:00<00:32, 5.12it/s]
152/499 4.32G 0.009792 0.008957 0.002781 83 640: 1%|1 | 2/168 [00:00<00:32, 5.12it/s]
152/499 4.32G 0.009792 0.008957 0.002781 83 640: 2%|1 | 3/168 [00:00<00:31, 5.26it/s]
152/499 4.32G 0.01001 0.009357 0.002953 75 640: 2%|1 | 3/168 [00:00<00:31, 5.26it/s]
152/499 4.32G 0.01001 0.009357 0.002953 75 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s]
152/499 4.32G 0.01014 0.009306 0.002725 76 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s]
152/499 4.32G 0.01014 0.009306 0.002725 76 640: 3%|2 | 5/168 [00:00<00:31, 5.24it/s]
152/499 4.32G 0.01017 0.009319 0.003334 78 640: 3%|2 | 5/168 [00:01<00:31, 5.24it/s]
152/499 4.32G 0.01017 0.009319 0.003334 78 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s]
152/499 4.32G 0.009948 0.009184 0.003154 60 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s]
152/499 4.32G 0.009948 0.009184 0.003154 60 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s]
152/499 4.32G 0.009789 0.009007 0.003421 67 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s]
152/499 4.32G 0.009789 0.009007 0.003421 67 640: 5%|4 | 8/168 [00:01<00:30, 5.24it/s]
152/499 4.32G 0.009883 0.009083 0.003455 78 640: 5%|4 | 8/168 [00:01<00:30, 5.24it/s]
152/499 4.32G 0.009883 0.009083 0.003455 78 640: 5%|5 | 9/168 [00:01<00:30, 5.30it/s]
152/499 4.32G 0.009723 0.008913 0.003399 61 640: 5%|5 | 9/168 [00:01<00:30, 5.30it/s]
152/499 4.32G 0.009723 0.008913 0.003399 61 640: 6%|5 | 10/168 [00:01<00:30, 5.16it/s]
152/499 4.32G 0.009827 0.008925 0.003228 60 640: 6%|5 | 10/168 [00:02<00:30, 5.16it/s]
152/499 4.32G 0.009827 0.008925 0.003228 60 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
152/499 4.32G 0.009772 0.009073 0.003033 80 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
152/499 4.32G 0.009772 0.009073 0.003033 80 640: 7%|7 | 12/168 [00:02<00:29, 5.28it/s]
152/499 4.32G 0.00986 0.00908 0.003194 67 640: 7%|7 | 12/168 [00:02<00:29, 5.28it/s]
152/499 4.32G 0.00986 0.00908 0.003194 67 640: 8%|7 | 13/168 [00:02<00:30, 5.13it/s]
152/499 4.32G 0.009878 0.009125 0.003282 74 640: 8%|7 | 13/168 [00:02<00:30, 5.13it/s]
152/499 4.32G 0.009878 0.009125 0.003282 74 640: 8%|8 | 14/168 [00:02<00:29, 5.24it/s]
152/499 4.32G 0.009812 0.009089 0.003243 64 640: 8%|8 | 14/168 [00:02<00:29, 5.24it/s]
152/499 4.32G 0.009812 0.009089 0.003243 64 640: 9%|8 | 15/168 [00:02<00:28, 5.31it/s]
152/499 4.32G 0.009851 0.009057 0.00328 70 640: 9%|8 | 15/168 [00:03<00:28, 5.31it/s]
152/499 4.32G 0.009851 0.009057 0.00328 70 640: 10%|9 | 16/168 [00:03<00:29, 5.15it/s]
152/499 4.32G 0.009776 0.008951 0.003429 55 640: 10%|9 | 16/168 [00:03<00:29, 5.15it/s]
152/499 4.32G 0.009776 0.008951 0.003429 55 640: 10%|# | 17/168 [00:03<00:28, 5.22it/s]
152/499 4.32G 0.009778 0.008863 0.003375 66 640: 10%|# | 17/168 [00:03<00:28, 5.22it/s]
152/499 4.32G 0.009778 0.008863 0.003375 66 640: 11%|# | 18/168 [00:03<00:28, 5.29it/s]
152/499 4.32G 0.009788 0.008938 0.003511 72 640: 11%|# | 18/168 [00:03<00:28, 5.29it/s]
152/499 4.32G 0.009788 0.008938 0.003511 72 640: 11%|#1 | 19/168 [00:03<00:28, 5.14it/s]
152/499 4.32G 0.009785 0.008852 0.003447 63 640: 11%|#1 | 19/168 [00:03<00:28, 5.14it/s]
152/499 4.32G 0.009785 0.008852 0.003447 63 640: 12%|#1 | 20/168 [00:03<00:28, 5.25it/s]
152/499 4.32G 0.009805 0.008926 0.003378 80 640: 12%|#1 | 20/168 [00:04<00:28, 5.25it/s]
152/499 4.32G 0.009805 0.008926 0.003378 80 640: 12%|#2 | 21/168 [00:04<00:27, 5.29it/s]
152/499 4.32G 0.009771 0.008966 0.003442 88 640: 12%|#2 | 21/168 [00:04<00:27, 5.29it/s]
152/499 4.32G 0.009771 0.008966 0.003442 88 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s]
152/499 4.32G 0.009752 0.008869 0.003478 60 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s]
152/499 4.32G 0.009752 0.008869 0.003478 60 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s]
152/499 4.32G 0.009714 0.008839 0.003365 63 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s]
152/499 4.32G 0.009714 0.008839 0.003365 63 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
152/499 4.32G 0.009698 0.008896 0.00325 74 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
152/499 4.32G 0.009698 0.008896 0.00325 74 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s]
152/499 4.32G 0.009753 0.008944 0.003197 70 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s]
152/499 4.32G 0.009753 0.008944 0.003197 70 640: 15%|#5 | 26/168 [00:04<00:27, 5.26it/s]
152/499 4.32G 0.009727 0.008888 0.003247 63 640: 15%|#5 | 26/168 [00:05<00:27, 5.26it/s]
152/499 4.32G 0.009727 0.008888 0.003247 63 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s]
152/499 4.32G 0.009731 0.008853 0.003226 67 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s]
152/499 4.32G 0.009731 0.008853 0.003226 67 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s]
152/499 4.32G 0.009755 0.008872 0.003189 66 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s]
152/499 4.32G 0.009755 0.008872 0.003189 66 640: 17%|#7 | 29/168 [00:05<00:26, 5.18it/s]
152/499 4.32G 0.009831 0.008968 0.003278 76 640: 17%|#7 | 29/168 [00:05<00:26, 5.18it/s]
152/499 4.32G 0.009831 0.008968 0.003278 76 640: 18%|#7 | 30/168 [00:05<00:26, 5.22it/s]
152/499 4.32G 0.009896 0.009012 0.003392 62 640: 18%|#7 | 30/168 [00:05<00:26, 5.22it/s]
152/499 4.32G 0.009896 0.009012 0.003392 62 640: 18%|#8 | 31/168 [00:05<00:26, 5.12it/s]
152/499 4.32G 0.00987 0.008985 0.003426 62 640: 18%|#8 | 31/168 [00:06<00:26, 5.12it/s]
152/499 4.32G 0.00987 0.008985 0.003426 62 640: 19%|#9 | 32/168 [00:06<00:25, 5.24it/s]
152/499 4.32G 0.009837 0.009005 0.003367 77 640: 19%|#9 | 32/168 [00:06<00:25, 5.24it/s]
152/499 4.32G 0.009837 0.009005 0.003367 77 640: 20%|#9 | 33/168 [00:06<00:25, 5.30it/s]
152/499 4.32G 0.009837 0.009 0.00335 63 640: 20%|#9 | 33/168 [00:06<00:25, 5.30it/s]
152/499 4.32G 0.009837 0.009 0.00335 63 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s]
152/499 4.32G 0.009809 0.008983 0.003336 72 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s]
152/499 4.32G 0.009809 0.008983 0.003336 72 640: 21%|## | 35/168 [00:06<00:25, 5.24it/s]
152/499 4.32G 0.009813 0.008947 0.003328 66 640: 21%|## | 35/168 [00:06<00:25, 5.24it/s]
152/499 4.32G 0.009813 0.008947 0.003328 66 640: 21%|##1 | 36/168 [00:06<00:24, 5.30it/s]
152/499 4.32G 0.009882 0.008949 0.003442 63 640: 21%|##1 | 36/168 [00:07<00:24, 5.30it/s]
152/499 4.32G 0.009882 0.008949 0.003442 63 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s]
152/499 4.32G 0.00992 0.008864 0.003497 43 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s]
152/499 4.32G 0.00992 0.008864 0.003497 43 640: 23%|##2 | 38/168 [00:07<00:24, 5.24it/s]
152/499 4.32G 0.009983 0.008879 0.003469 61 640: 23%|##2 | 38/168 [00:07<00:24, 5.24it/s]
152/499 4.32G 0.009983 0.008879 0.003469 61 640: 23%|##3 | 39/168 [00:07<00:24, 5.28it/s]
152/499 4.32G 0.009993 0.00884 0.003442 64 640: 23%|##3 | 39/168 [00:07<00:24, 5.28it/s]
152/499 4.32G 0.009993 0.00884 0.003442 64 640: 24%|##3 | 40/168 [00:07<00:24, 5.14it/s]
152/499 4.32G 0.01002 0.008913 0.003437 84 640: 24%|##3 | 40/168 [00:07<00:24, 5.14it/s]
152/499 4.32G 0.01002 0.008913 0.003437 84 640: 24%|##4 | 41/168 [00:07<00:24, 5.21it/s]
152/499 4.32G 0.01004 0.008936 0.00342 78 640: 24%|##4 | 41/168 [00:08<00:24, 5.21it/s]
152/499 4.32G 0.01004 0.008936 0.00342 78 640: 25%|##5 | 42/168 [00:08<00:23, 5.27it/s]
152/499 4.32G 0.01002 0.008896 0.003429 65 640: 25%|##5 | 42/168 [00:08<00:23, 5.27it/s]
152/499 4.32G 0.01002 0.008896 0.003429 65 640: 26%|##5 | 43/168 [00:08<00:24, 5.13it/s]
152/499 4.32G 0.01002 0.008898 0.003379 61 640: 26%|##5 | 43/168 [00:08<00:24, 5.13it/s]
152/499 4.32G 0.01002 0.008898 0.003379 61 640: 26%|##6 | 44/168 [00:08<00:24, 5.16it/s]
152/499 4.32G 0.01003 0.008935 0.003375 60 640: 26%|##6 | 44/168 [00:08<00:24, 5.16it/s]
152/499 4.32G 0.01003 0.008935 0.003375 60 640: 27%|##6 | 45/168 [00:08<00:23, 5.23it/s]
152/499 4.32G 0.01005 0.008977 0.003383 75 640: 27%|##6 | 45/168 [00:08<00:23, 5.23it/s]
152/499 4.32G 0.01005 0.008977 0.003383 75 640: 27%|##7 | 46/168 [00:08<00:23, 5.11it/s]
152/499 4.32G 0.01003 0.008904 0.003375 50 640: 27%|##7 | 46/168 [00:09<00:23, 5.11it/s]
152/499 4.32G 0.01003 0.008904 0.003375 50 640: 28%|##7 | 47/168 [00:09<00:23, 5.21it/s]
152/499 4.32G 0.01005 0.008925 0.003425 70 640: 28%|##7 | 47/168 [00:09<00:23, 5.21it/s]
152/499 4.32G 0.01005 0.008925 0.003425 70 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s]
152/499 4.32G 0.01003 0.00886 0.003424 58 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s]
152/499 4.32G 0.01003 0.00886 0.003424 58 640: 29%|##9 | 49/168 [00:09<00:23, 5.17it/s]
152/499 4.32G 0.01003 0.008865 0.003435 83 640: 29%|##9 | 49/168 [00:09<00:23, 5.17it/s]
152/499 4.32G 0.01003 0.008865 0.003435 83 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s]
152/499 4.32G 0.01001 0.008861 0.003421 57 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s]
152/499 4.32G 0.01001 0.008861 0.003421 57 640: 30%|### | 51/168 [00:09<00:22, 5.25it/s]
152/499 4.32G 0.01002 0.008903 0.003367 76 640: 30%|### | 51/168 [00:09<00:22, 5.25it/s]
152/499 4.32G 0.01002 0.008903 0.003367 76 640: 31%|### | 52/168 [00:09<00:22, 5.12it/s]
152/499 4.32G 0.01001 0.008913 0.003377 83 640: 31%|### | 52/168 [00:10<00:22, 5.12it/s]
152/499 4.32G 0.01001 0.008913 0.003377 83 640: 32%|###1 | 53/168 [00:10<00:22, 5.20it/s]
152/499 4.32G 0.01001 0.008903 0.003401 70 640: 32%|###1 | 53/168 [00:10<00:22, 5.20it/s]
152/499 4.32G 0.01001 0.008903 0.003401 70 640: 32%|###2 | 54/168 [00:10<00:21, 5.26it/s]
152/499 4.32G 0.009974 0.008895 0.003444 71 640: 32%|###2 | 54/168 [00:10<00:21, 5.26it/s]
152/499 4.32G 0.009974 0.008895 0.003444 71 640: 33%|###2 | 55/168 [00:10<00:22, 5.13it/s]
152/499 4.32G 0.009997 0.008882 0.00349 65 640: 33%|###2 | 55/168 [00:10<00:22, 5.13it/s]
152/499 4.32G 0.009997 0.008882 0.00349 65 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s]
152/499 4.32G 0.00999 0.008935 0.003502 92 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s]
152/499 4.32G 0.00999 0.008935 0.003502 92 640: 34%|###3 | 57/168 [00:10<00:20, 5.30it/s]
152/499 4.32G 0.009987 0.00892 0.003485 63 640: 34%|###3 | 57/168 [00:11<00:20, 5.30it/s]
152/499 4.32G 0.009987 0.00892 0.003485 63 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s]
152/499 4.32G 0.009953 0.00889 0.003453 52 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s]
152/499 4.32G 0.009953 0.00889 0.003453 52 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s]
152/499 4.32G 0.009959 0.008913 0.003448 82 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s]
152/499 4.32G 0.009959 0.008913 0.003448 82 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s]
152/499 4.32G 0.009956 0.008909 0.003438 65 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s]
152/499 4.32G 0.009956 0.008909 0.003438 65 640: 36%|###6 | 61/168 [00:11<00:20, 5.12it/s]
152/499 4.32G 0.00994 0.008919 0.003408 74 640: 36%|###6 | 61/168 [00:11<00:20, 5.12it/s]
152/499 4.32G 0.00994 0.008919 0.003408 74 640: 37%|###6 | 62/168 [00:11<00:20, 5.12it/s]
152/499 4.32G 0.00994 0.008899 0.003433 56 640: 37%|###6 | 62/168 [00:12<00:20, 5.12it/s]
152/499 4.32G 0.00994 0.008899 0.003433 56 640: 38%|###7 | 63/168 [00:12<00:20, 5.20it/s]
152/499 4.32G 0.009927 0.008886 0.003401 64 640: 38%|###7 | 63/168 [00:12<00:20, 5.20it/s]
152/499 4.32G 0.009927 0.008886 0.003401 64 640: 38%|###8 | 64/168 [00:12<00:20, 5.12it/s]
152/499 4.32G 0.009927 0.008894 0.003383 73 640: 38%|###8 | 64/168 [00:12<00:20, 5.12it/s]
152/499 4.32G 0.009927 0.008894 0.003383 73 640: 39%|###8 | 65/168 [00:12<00:19, 5.22it/s]
152/499 4.32G 0.009932 0.008889 0.003402 74 640: 39%|###8 | 65/168 [00:12<00:19, 5.22it/s]
152/499 4.32G 0.009932 0.008889 0.003402 74 640: 39%|###9 | 66/168 [00:12<00:19, 5.27it/s]
152/499 4.32G 0.009922 0.008873 0.003383 67 640: 39%|###9 | 66/168 [00:12<00:19, 5.27it/s]
152/499 4.32G 0.009922 0.008873 0.003383 67 640: 40%|###9 | 67/168 [00:12<00:19, 5.13it/s]
152/499 4.32G 0.009923 0.008836 0.003369 58 640: 40%|###9 | 67/168 [00:13<00:19, 5.13it/s]
152/499 4.32G 0.009923 0.008836 0.003369 58 640: 40%|#### | 68/168 [00:13<00:19, 5.20it/s]
152/499 4.32G 0.009933 0.008858 0.003397 71 640: 40%|#### | 68/168 [00:13<00:19, 5.20it/s]
152/499 4.32G 0.009933 0.008858 0.003397 71 640: 41%|####1 | 69/168 [00:13<00:18, 5.27it/s]
152/499 4.32G 0.009903 0.008847 0.003392 79 640: 41%|####1 | 69/168 [00:13<00:18, 5.27it/s]
152/499 4.32G 0.009903 0.008847 0.003392 79 640: 42%|####1 | 70/168 [00:13<00:19, 5.13it/s]
152/499 4.32G 0.009898 0.008873 0.00339 77 640: 42%|####1 | 70/168 [00:13<00:19, 5.13it/s]
152/499 4.32G 0.009898 0.008873 0.00339 77 640: 42%|####2 | 71/168 [00:13<00:18, 5.20it/s]
152/499 4.32G 0.009891 0.008883 0.003372 63 640: 42%|####2 | 71/168 [00:13<00:18, 5.20it/s]
152/499 4.32G 0.009891 0.008883 0.003372 63 640: 43%|####2 | 72/168 [00:13<00:18, 5.21it/s]
152/499 4.32G 0.009878 0.0089 0.003355 78 640: 43%|####2 | 72/168 [00:14<00:18, 5.21it/s]
152/499 4.32G 0.009878 0.0089 0.003355 78 640: 43%|####3 | 73/168 [00:14<00:18, 5.12it/s]
152/499 4.32G 0.009882 0.00889 0.00339 63 640: 43%|####3 | 73/168 [00:14<00:18, 5.12it/s]
152/499 4.32G 0.009882 0.00889 0.00339 63 640: 44%|####4 | 74/168 [00:14<00:18, 5.20it/s]
152/499 4.32G 0.009883 0.008836 0.003385 53 640: 44%|####4 | 74/168 [00:14<00:18, 5.20it/s]
152/499 4.32G 0.009883 0.008836 0.003385 53 640: 45%|####4 | 75/168 [00:14<00:17, 5.24it/s]
152/499 4.32G 0.009879 0.008835 0.003392 67 640: 45%|####4 | 75/168 [00:14<00:17, 5.24it/s]
152/499 4.32G 0.009879 0.008835 0.003392 67 640: 45%|####5 | 76/168 [00:14<00:18, 5.09it/s]
152/499 4.32G 0.00987 0.008835 0.003396 71 640: 45%|####5 | 76/168 [00:14<00:18, 5.09it/s]
152/499 4.32G 0.00987 0.008835 0.003396 71 640: 46%|####5 | 77/168 [00:14<00:17, 5.16it/s]
152/499 4.32G 0.009878 0.008815 0.003395 61 640: 46%|####5 | 77/168 [00:14<00:17, 5.16it/s]
152/499 4.32G 0.009878 0.008815 0.003395 61 640: 46%|####6 | 78/168 [00:14<00:17, 5.26it/s]
152/499 4.32G 0.009881 0.008799 0.003407 76 640: 46%|####6 | 78/168 [00:15<00:17, 5.26it/s]
152/499 4.32G 0.009881 0.008799 0.003407 76 640: 47%|####7 | 79/168 [00:15<00:17, 5.10it/s]
152/499 4.32G 0.009896 0.008788 0.003375 63 640: 47%|####7 | 79/168 [00:15<00:17, 5.10it/s]
152/499 4.32G 0.009896 0.008788 0.003375 63 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s]
152/499 4.32G 0.009889 0.008797 0.003361 77 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s]
152/499 4.32G 0.009889 0.008797 0.003361 77 640: 48%|####8 | 81/168 [00:15<00:16, 5.29it/s]
152/499 4.32G 0.00987 0.008756 0.003339 50 640: 48%|####8 | 81/168 [00:15<00:16, 5.29it/s]
152/499 4.32G 0.00987 0.008756 0.003339 50 640: 49%|####8 | 82/168 [00:15<00:16, 5.17it/s]
152/499 4.32G 0.009868 0.008728 0.003311 58 640: 49%|####8 | 82/168 [00:15<00:16, 5.17it/s]
152/499 4.32G 0.009868 0.008728 0.003311 58 640: 49%|####9 | 83/168 [00:15<00:16, 5.25it/s]
152/499 4.32G 0.009858 0.00871 0.003341 67 640: 49%|####9 | 83/168 [00:16<00:16, 5.25it/s]
152/499 4.32G 0.009858 0.00871 0.003341 67 640: 50%|##### | 84/168 [00:16<00:16, 5.20it/s]
152/499 4.32G 0.009876 0.00871 0.003332 71 640: 50%|##### | 84/168 [00:16<00:16, 5.20it/s]
152/499 4.32G 0.009876 0.00871 0.003332 71 640: 51%|##### | 85/168 [00:16<00:16, 5.06it/s]
152/499 4.32G 0.009874 0.008725 0.003326 70 640: 51%|##### | 85/168 [00:16<00:16, 5.06it/s]
152/499 4.32G 0.009874 0.008725 0.003326 70 640: 51%|#####1 | 86/168 [00:16<00:15, 5.15it/s]
152/499 4.32G 0.009866 0.008713 0.003382 62 640: 51%|#####1 | 86/168 [00:16<00:15, 5.15it/s]
152/499 4.32G 0.009866 0.008713 0.003382 62 640: 52%|#####1 | 87/168 [00:16<00:15, 5.27it/s]
152/499 4.32G 0.009864 0.008695 0.003383 54 640: 52%|#####1 | 87/168 [00:16<00:15, 5.27it/s]
152/499 4.32G 0.009864 0.008695 0.003383 54 640: 52%|#####2 | 88/168 [00:16<00:15, 5.16it/s]
152/499 4.32G 0.009884 0.00872 0.003397 59 640: 52%|#####2 | 88/168 [00:17<00:15, 5.16it/s]
152/499 4.32G 0.009884 0.00872 0.003397 59 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s]
152/499 4.32G 0.009861 0.008709 0.003417 68 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s]
152/499 4.32G 0.009861 0.008709 0.003417 68 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s]
152/499 4.32G 0.009855 0.008703 0.003414 72 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s]
152/499 4.32G 0.009855 0.008703 0.003414 72 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s]
152/499 4.32G 0.009845 0.008683 0.003401 65 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s]
152/499 4.32G 0.009845 0.008683 0.003401 65 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
152/499 4.32G 0.009858 0.008691 0.003403 75 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
152/499 4.32G 0.009858 0.008691 0.003403 75 640: 55%|#####5 | 93/168 [00:17<00:14, 5.29it/s]
152/499 4.32G 0.009861 0.008672 0.003372 44 640: 55%|#####5 | 93/168 [00:18<00:14, 5.29it/s]
152/499 4.32G 0.009861 0.008672 0.003372 44 640: 56%|#####5 | 94/168 [00:18<00:14, 5.17it/s]
152/499 4.32G 0.009848 0.008682 0.003401 82 640: 56%|#####5 | 94/168 [00:18<00:14, 5.17it/s]
152/499 4.32G 0.009848 0.008682 0.003401 82 640: 57%|#####6 | 95/168 [00:18<00:13, 5.23it/s]
152/499 4.32G 0.009844 0.008672 0.003406 58 640: 57%|#####6 | 95/168 [00:18<00:13, 5.23it/s]
152/499 4.32G 0.009844 0.008672 0.003406 58 640: 57%|#####7 | 96/168 [00:18<00:13, 5.28it/s]
152/499 4.32G 0.009839 0.008657 0.0034 57 640: 57%|#####7 | 96/168 [00:18<00:13, 5.28it/s]
152/499 4.32G 0.009839 0.008657 0.0034 57 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s]
152/499 4.32G 0.009832 0.008662 0.003401 68 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s]
152/499 4.32G 0.009832 0.008662 0.003401 68 640: 58%|#####8 | 98/168 [00:18<00:13, 5.25it/s]
152/499 4.32G 0.009839 0.008652 0.003384 56 640: 58%|#####8 | 98/168 [00:19<00:13, 5.25it/s]
152/499 4.32G 0.009839 0.008652 0.003384 56 640: 59%|#####8 | 99/168 [00:19<00:13, 5.23it/s]
152/499 4.32G 0.009839 0.008648 0.003379 55 640: 59%|#####8 | 99/168 [00:19<00:13, 5.23it/s]
152/499 4.32G 0.009839 0.008648 0.003379 55 640: 60%|#####9 | 100/168 [00:19<00:13, 5.10it/s]
152/499 4.32G 0.009831 0.008649 0.003379 80 640: 60%|#####9 | 100/168 [00:19<00:13, 5.10it/s]
152/499 4.32G 0.009831 0.008649 0.003379 80 640: 60%|###### | 101/168 [00:19<00:12, 5.21it/s]
152/499 4.32G 0.009827 0.008654 0.003371 81 640: 60%|###### | 101/168 [00:19<00:12, 5.21it/s]
152/499 4.32G 0.009827 0.008654 0.003371 81 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s]
152/499 4.32G 0.009818 0.008647 0.003366 64 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s]
152/499 4.32G 0.009818 0.008647 0.003366 64 640: 61%|######1 | 103/168 [00:19<00:12, 5.16it/s]
152/499 4.32G 0.00984 0.008634 0.003382 50 640: 61%|######1 | 103/168 [00:19<00:12, 5.16it/s]
152/499 4.32G 0.00984 0.008634 0.003382 50 640: 62%|######1 | 104/168 [00:19<00:12, 5.23it/s]
152/499 4.32G 0.009837 0.008622 0.003382 55 640: 62%|######1 | 104/168 [00:20<00:12, 5.23it/s]
152/499 4.32G 0.009837 0.008622 0.003382 55 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s]
152/499 4.32G 0.00984 0.008615 0.003393 52 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s]
152/499 4.32G 0.00984 0.008615 0.003393 52 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s]
152/499 4.32G 0.00983 0.008622 0.003382 82 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s]
152/499 4.32G 0.00983 0.008622 0.003382 82 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s]
152/499 4.32G 0.009827 0.00864 0.003367 84 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s]
152/499 4.32G 0.009827 0.00864 0.003367 84 640: 64%|######4 | 108/168 [00:20<00:11, 5.29it/s]
152/499 4.32G 0.009819 0.008682 0.003378 84 640: 64%|######4 | 108/168 [00:20<00:11, 5.29it/s]
152/499 4.32G 0.009819 0.008682 0.003378 84 640: 65%|######4 | 109/168 [00:20<00:11, 5.15it/s]
152/499 4.32G 0.009822 0.008693 0.003362 68 640: 65%|######4 | 109/168 [00:21<00:11, 5.15it/s]
152/499 4.32G 0.009822 0.008693 0.003362 68 640: 65%|######5 | 110/168 [00:21<00:11, 5.23it/s]
152/499 4.32G 0.009815 0.008681 0.003343 50 640: 65%|######5 | 110/168 [00:21<00:11, 5.23it/s]
152/499 4.32G 0.009815 0.008681 0.003343 50 640: 66%|######6 | 111/168 [00:21<00:10, 5.30it/s]
152/499 4.32G 0.009814 0.008698 0.003327 76 640: 66%|######6 | 111/168 [00:21<00:10, 5.30it/s]
152/499 4.32G 0.009814 0.008698 0.003327 76 640: 67%|######6 | 112/168 [00:21<00:10, 5.16it/s]
152/499 4.32G 0.009818 0.008691 0.003313 56 640: 67%|######6 | 112/168 [00:21<00:10, 5.16it/s]
152/499 4.32G 0.009818 0.008691 0.003313 56 640: 67%|######7 | 113/168 [00:21<00:10, 5.22it/s]
152/499 4.32G 0.009816 0.008699 0.003312 70 640: 67%|######7 | 113/168 [00:21<00:10, 5.22it/s]
152/499 4.32G 0.009816 0.008699 0.003312 70 640: 68%|######7 | 114/168 [00:21<00:10, 5.29it/s]
152/499 4.32G 0.009807 0.008713 0.003296 73 640: 68%|######7 | 114/168 [00:22<00:10, 5.29it/s]
152/499 4.32G 0.009807 0.008713 0.003296 73 640: 68%|######8 | 115/168 [00:22<00:10, 5.15it/s]
152/499 4.32G 0.009814 0.00871 0.003313 71 640: 68%|######8 | 115/168 [00:22<00:10, 5.15it/s]
152/499 4.32G 0.009814 0.00871 0.003313 71 640: 69%|######9 | 116/168 [00:22<00:10, 5.18it/s]
152/499 4.32G 0.009813 0.008703 0.003307 62 640: 69%|######9 | 116/168 [00:22<00:10, 5.18it/s]
152/499 4.32G 0.009813 0.008703 0.003307 62 640: 70%|######9 | 117/168 [00:22<00:09, 5.26it/s]
152/499 4.32G 0.009814 0.008713 0.003295 81 640: 70%|######9 | 117/168 [00:22<00:09, 5.26it/s]
152/499 4.32G 0.009814 0.008713 0.003295 81 640: 70%|####### | 118/168 [00:22<00:09, 5.11it/s]
152/499 4.32G 0.009815 0.008725 0.003285 72 640: 70%|####### | 118/168 [00:22<00:09, 5.11it/s]
152/499 4.32G 0.009815 0.008725 0.003285 72 640: 71%|####### | 119/168 [00:22<00:09, 5.23it/s]
152/499 4.32G 0.009813 0.008737 0.003297 74 640: 71%|####### | 119/168 [00:23<00:09, 5.23it/s]
152/499 4.32G 0.009813 0.008737 0.003297 74 640: 71%|#######1 | 120/168 [00:23<00:09, 5.31it/s]
152/499 4.32G 0.009818 0.008744 0.003292 71 640: 71%|#######1 | 120/168 [00:23<00:09, 5.31it/s]
152/499 4.32G 0.009818 0.008744 0.003292 71 640: 72%|#######2 | 121/168 [00:23<00:09, 5.14it/s]
152/499 4.32G 0.009806 0.008745 0.003291 82 640: 72%|#######2 | 121/168 [00:23<00:09, 5.14it/s]
152/499 4.32G 0.009806 0.008745 0.003291 82 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
152/499 4.32G 0.00982 0.008733 0.003278 51 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
152/499 4.32G 0.00982 0.008733 0.003278 51 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s]
152/499 4.32G 0.009818 0.008721 0.003269 55 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s]
152/499 4.32G 0.009818 0.008721 0.003269 55 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s]
152/499 4.32G 0.009827 0.008721 0.003259 58 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s]
152/499 4.32G 0.009827 0.008721 0.003259 58 640: 74%|#######4 | 125/168 [00:23<00:08, 5.22it/s]
152/499 4.32G 0.009825 0.008724 0.00327 59 640: 74%|#######4 | 125/168 [00:24<00:08, 5.22it/s]
152/499 4.32G 0.009825 0.008724 0.00327 59 640: 75%|#######5 | 126/168 [00:24<00:07, 5.30it/s]
152/499 4.32G 0.009827 0.008715 0.003274 64 640: 75%|#######5 | 126/168 [00:24<00:07, 5.30it/s]
152/499 4.32G 0.009827 0.008715 0.003274 64 640: 76%|#######5 | 127/168 [00:24<00:07, 5.16it/s]
152/499 4.32G 0.00981 0.008715 0.003287 71 640: 76%|#######5 | 127/168 [00:24<00:07, 5.16it/s]
152/499 4.32G 0.00981 0.008715 0.003287 71 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s]
152/499 4.32G 0.009823 0.008716 0.003272 64 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s]
152/499 4.32G 0.009823 0.008716 0.003272 64 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s]
152/499 4.32G 0.009813 0.008725 0.003262 76 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s]
152/499 4.32G 0.009813 0.008725 0.003262 76 640: 77%|#######7 | 130/168 [00:24<00:07, 5.18it/s]
152/499 4.32G 0.009816 0.008724 0.003245 67 640: 77%|#######7 | 130/168 [00:25<00:07, 5.18it/s]
152/499 4.32G 0.009816 0.008724 0.003245 67 640: 78%|#######7 | 131/168 [00:25<00:07, 5.28it/s]
152/499 4.32G 0.009809 0.008719 0.003239 63 640: 78%|#######7 | 131/168 [00:25<00:07, 5.28it/s]
152/499 4.32G 0.009809 0.008719 0.003239 63 640: 79%|#######8 | 132/168 [00:25<00:06, 5.34it/s]
152/499 4.32G 0.0098 0.008715 0.003231 68 640: 79%|#######8 | 132/168 [00:25<00:06, 5.34it/s]
152/499 4.32G 0.0098 0.008715 0.003231 68 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s]
152/499 4.32G 0.009796 0.008733 0.00323 84 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s]
152/499 4.32G 0.009796 0.008733 0.00323 84 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
152/499 4.32G 0.009789 0.008731 0.003226 56 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
152/499 4.32G 0.009789 0.008731 0.003226 56 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s]
152/499 4.32G 0.009786 0.008738 0.003216 66 640: 80%|######## | 135/168 [00:26<00:06, 5.37it/s]
152/499 4.32G 0.009786 0.008738 0.003216 66 640: 81%|######## | 136/168 [00:26<00:06, 5.21it/s]
152/499 4.32G 0.009778 0.008749 0.003229 87 640: 81%|######## | 136/168 [00:26<00:06, 5.21it/s]
152/499 4.32G 0.009778 0.008749 0.003229 87 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s]
152/499 4.32G 0.009775 0.008749 0.003223 77 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s]
152/499 4.32G 0.009775 0.008749 0.003223 77 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s]
152/499 4.32G 0.00977 0.008757 0.003221 84 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s]
152/499 4.32G 0.00977 0.008757 0.003221 84 640: 83%|########2 | 139/168 [00:26<00:05, 5.15it/s]
152/499 4.32G 0.009767 0.008756 0.003228 63 640: 83%|########2 | 139/168 [00:26<00:05, 5.15it/s]
152/499 4.32G 0.009767 0.008756 0.003228 63 640: 83%|########3 | 140/168 [00:26<00:05, 5.24it/s]
152/499 4.32G 0.009756 0.008762 0.00323 80 640: 83%|########3 | 140/168 [00:27<00:05, 5.24it/s]
152/499 4.32G 0.009756 0.008762 0.00323 80 640: 84%|########3 | 141/168 [00:27<00:05, 5.32it/s]
152/499 4.32G 0.009754 0.00877 0.003231 85 640: 84%|########3 | 141/168 [00:27<00:05, 5.32it/s]
152/499 4.32G 0.009754 0.00877 0.003231 85 640: 85%|########4 | 142/168 [00:27<00:05, 5.16it/s]
152/499 4.32G 0.009754 0.008776 0.003218 63 640: 85%|########4 | 142/168 [00:27<00:05, 5.16it/s]
152/499 4.32G 0.009754 0.008776 0.003218 63 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s]
152/499 4.32G 0.009756 0.008765 0.003226 48 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s]
152/499 4.32G 0.009756 0.008765 0.003226 48 640: 86%|########5 | 144/168 [00:27<00:04, 5.34it/s]
152/499 4.32G 0.009761 0.008763 0.003238 71 640: 86%|########5 | 144/168 [00:27<00:04, 5.34it/s]
152/499 4.32G 0.009761 0.008763 0.003238 71 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s]
152/499 4.32G 0.009752 0.00875 0.003229 51 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s]
152/499 4.32G 0.009752 0.00875 0.003229 51 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s]
152/499 4.32G 0.009746 0.008762 0.003222 79 640: 87%|########6 | 146/168 [00:28<00:04, 5.29it/s]
152/499 4.32G 0.009746 0.008762 0.003222 79 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s]
152/499 4.32G 0.009748 0.008753 0.003219 63 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s]
152/499 4.32G 0.009748 0.008753 0.003219 63 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s]
152/499 4.32G 0.009739 0.008752 0.003266 72 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s]
152/499 4.32G 0.009739 0.008752 0.003266 72 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
152/499 4.32G 0.009756 0.00876 0.003275 64 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
152/499 4.32G 0.009756 0.00876 0.003275 64 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s]
152/499 4.32G 0.009757 0.008758 0.003268 72 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s]
152/499 4.32G 0.009757 0.008758 0.003268 72 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s]
152/499 4.32G 0.00975 0.008766 0.003265 72 640: 90%|########9 | 151/168 [00:29<00:03, 5.19it/s]
152/499 4.32G 0.00975 0.008766 0.003265 72 640: 90%|######### | 152/168 [00:29<00:03, 5.30it/s]
152/499 4.32G 0.009741 0.008759 0.00327 66 640: 90%|######### | 152/168 [00:29<00:03, 5.30it/s]
152/499 4.32G 0.009741 0.008759 0.00327 66 640: 91%|#########1| 153/168 [00:29<00:02, 5.37it/s]
152/499 4.32G 0.009725 0.00875 0.00328 70 640: 91%|#########1| 153/168 [00:29<00:02, 5.37it/s]
152/499 4.32G 0.009725 0.00875 0.00328 70 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s]
152/499 4.32G 0.009718 0.008738 0.003269 61 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s]
152/499 4.32G 0.009718 0.008738 0.003269 61 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
152/499 4.32G 0.009715 0.00873 0.00327 63 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
152/499 4.32G 0.009715 0.00873 0.00327 63 640: 93%|#########2| 156/168 [00:29<00:02, 5.32it/s]
152/499 4.32G 0.009707 0.008729 0.003274 65 640: 93%|#########2| 156/168 [00:30<00:02, 5.32it/s]
152/499 4.32G 0.009707 0.008729 0.003274 65 640: 93%|#########3| 157/168 [00:30<00:02, 5.03it/s]
152/499 4.32G 0.009707 0.008739 0.003281 74 640: 93%|#########3| 157/168 [00:30<00:02, 5.03it/s]
152/499 4.32G 0.009707 0.008739 0.003281 74 640: 94%|#########4| 158/168 [00:30<00:01, 5.13it/s]
152/499 4.32G 0.009699 0.008735 0.003293 68 640: 94%|#########4| 158/168 [00:30<00:01, 5.13it/s]
152/499 4.32G 0.009699 0.008735 0.003293 68 640: 95%|#########4| 159/168 [00:30<00:01, 5.24it/s]
152/499 4.32G 0.009692 0.008726 0.003306 60 640: 95%|#########4| 159/168 [00:30<00:01, 5.24it/s]
152/499 4.32G 0.009692 0.008726 0.003306 60 640: 95%|#########5| 160/168 [00:30<00:01, 5.14it/s]
152/499 4.32G 0.0097 0.008731 0.003292 73 640: 95%|#########5| 160/168 [00:30<00:01, 5.14it/s]
152/499 4.32G 0.0097 0.008731 0.003292 73 640: 96%|#########5| 161/168 [00:30<00:01, 5.24it/s]
152/499 4.32G 0.009692 0.008715 0.003273 52 640: 96%|#########5| 161/168 [00:31<00:01, 5.24it/s]
152/499 4.32G 0.009692 0.008715 0.003273 52 640: 96%|#########6| 162/168 [00:31<00:01, 5.31it/s]
152/499 4.32G 0.009696 0.008721 0.003264 67 640: 96%|#########6| 162/168 [00:31<00:01, 5.31it/s]
152/499 4.32G 0.009696 0.008721 0.003264 67 640: 97%|#########7| 163/168 [00:31<00:00, 5.15it/s]
152/499 4.32G 0.009702 0.008718 0.003274 68 640: 97%|#########7| 163/168 [00:31<00:00, 5.15it/s]
152/499 4.32G 0.009702 0.008718 0.003274 68 640: 98%|#########7| 164/168 [00:31<00:00, 5.24it/s]
152/499 4.32G 0.009715 0.008711 0.003264 64 640: 98%|#########7| 164/168 [00:31<00:00, 5.24it/s]
152/499 4.32G 0.009715 0.008711 0.003264 64 640: 98%|#########8| 165/168 [00:31<00:00, 5.30it/s]
152/499 4.32G 0.00971 0.008712 0.003271 64 640: 98%|#########8| 165/168 [00:31<00:00, 5.30it/s]
152/499 4.32G 0.00971 0.008712 0.003271 64 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s]
152/499 4.32G 0.009716 0.008716 0.003269 77 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s]
152/499 4.32G 0.009716 0.008716 0.003269 77 640: 99%|#########9| 167/168 [00:31<00:00, 5.24it/s]
152/499 4.32G 0.009712 0.008717 0.003266 30 640: 99%|#########9| 167/168 [00:32<00:00, 5.24it/s]
152/499 4.32G 0.009712 0.008717 0.003266 30 640: 100%|##########| 168/168 [00:32<00:00, 5.42it/s]
152/499 4.32G 0.009712 0.008717 0.003266 30 640: 100%|##########| 168/168 [00:32<00:00, 5.22it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.83it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s]
all 132 263 0.836 0.825 0.856 0.761
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
153/499 4.32G 0.01146 0.008367 0.002341 57 640: 0%| | 0/168 [00:00<?, ?it/s]
153/499 4.32G 0.01146 0.008367 0.002341 57 640: 1%| | 1/168 [00:00<00:34, 4.83it/s]
153/499 4.32G 0.01032 0.008401 0.001974 66 640: 1%| | 1/168 [00:00<00:34, 4.83it/s]
153/499 4.32G 0.01032 0.008401 0.001974 66 640: 1%|1 | 2/168 [00:00<00:31, 5.20it/s]
153/499 4.32G 0.009712 0.008237 0.003291 71 640: 1%|1 | 2/168 [00:00<00:31, 5.20it/s]
153/499 4.32G 0.009712 0.008237 0.003291 71 640: 2%|1 | 3/168 [00:00<00:30, 5.35it/s]
153/499 4.32G 0.009929 0.008339 0.003573 70 640: 2%|1 | 3/168 [00:00<00:30, 5.35it/s]
153/499 4.32G 0.009929 0.008339 0.003573 70 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s]
153/499 4.32G 0.01013 0.008632 0.003222 77 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s]
153/499 4.32G 0.01013 0.008632 0.003222 77 640: 3%|2 | 5/168 [00:00<00:30, 5.26it/s]
153/499 4.32G 0.01032 0.008557 0.003005 66 640: 3%|2 | 5/168 [00:01<00:30, 5.26it/s]
153/499 4.32G 0.01032 0.008557 0.003005 66 640: 4%|3 | 6/168 [00:01<00:30, 5.29it/s]
153/499 4.32G 0.01032 0.008724 0.00331 73 640: 4%|3 | 6/168 [00:01<00:30, 5.29it/s]
153/499 4.32G 0.01032 0.008724 0.00331 73 640: 4%|4 | 7/168 [00:01<00:31, 5.12it/s]
153/499 4.32G 0.01032 0.008584 0.003205 58 640: 4%|4 | 7/168 [00:01<00:31, 5.12it/s]
153/499 4.32G 0.01032 0.008584 0.003205 58 640: 5%|4 | 8/168 [00:01<00:30, 5.24it/s]
153/499 4.32G 0.01027 0.008679 0.003074 67 640: 5%|4 | 8/168 [00:01<00:30, 5.24it/s]
153/499 4.32G 0.01027 0.008679 0.003074 67 640: 5%|5 | 9/168 [00:01<00:30, 5.30it/s]
153/499 4.32G 0.01028 0.008862 0.003034 74 640: 5%|5 | 9/168 [00:01<00:30, 5.30it/s]
153/499 4.32G 0.01028 0.008862 0.003034 74 640: 6%|5 | 10/168 [00:01<00:30, 5.19it/s]
153/499 4.32G 0.01024 0.008753 0.002912 62 640: 6%|5 | 10/168 [00:02<00:30, 5.19it/s]
153/499 4.32G 0.01024 0.008753 0.002912 62 640: 7%|6 | 11/168 [00:02<00:29, 5.27it/s]
153/499 4.32G 0.01025 0.008848 0.002855 71 640: 7%|6 | 11/168 [00:02<00:29, 5.27it/s]
153/499 4.32G 0.01025 0.008848 0.002855 71 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s]
153/499 4.32G 0.01023 0.008688 0.002799 64 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s]
153/499 4.32G 0.01023 0.008688 0.002799 64 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s]
153/499 4.32G 0.01031 0.008785 0.002807 71 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s]
153/499 4.32G 0.01031 0.008785 0.002807 71 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s]
153/499 4.32G 0.01027 0.008771 0.003039 72 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s]
153/499 4.32G 0.01027 0.008771 0.003039 72 640: 9%|8 | 15/168 [00:02<00:28, 5.36it/s]
153/499 4.32G 0.01021 0.008785 0.002955 68 640: 9%|8 | 15/168 [00:03<00:28, 5.36it/s]
153/499 4.32G 0.01021 0.008785 0.002955 68 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s]
153/499 4.32G 0.01016 0.00876 0.003017 68 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s]
153/499 4.32G 0.01016 0.00876 0.003017 68 640: 10%|# | 17/168 [00:03<00:29, 5.18it/s]
153/499 4.32G 0.01018 0.00875 0.003169 69 640: 10%|# | 17/168 [00:03<00:29, 5.18it/s]
153/499 4.32G 0.01018 0.00875 0.003169 69 640: 11%|# | 18/168 [00:03<00:28, 5.28it/s]
153/499 4.32G 0.01017 0.008929 0.003173 91 640: 11%|# | 18/168 [00:03<00:28, 5.28it/s]
153/499 4.32G 0.01017 0.008929 0.003173 91 640: 11%|#1 | 19/168 [00:03<00:28, 5.17it/s]
153/499 4.32G 0.01008 0.008825 0.003259 62 640: 11%|#1 | 19/168 [00:03<00:28, 5.17it/s]
153/499 4.32G 0.01008 0.008825 0.003259 62 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s]
153/499 4.32G 0.01005 0.008787 0.003262 60 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s]
153/499 4.32G 0.01005 0.008787 0.003262 60 640: 12%|#2 | 21/168 [00:03<00:27, 5.32it/s]
153/499 4.32G 0.01009 0.008778 0.003223 66 640: 12%|#2 | 21/168 [00:04<00:27, 5.32it/s]
153/499 4.32G 0.01009 0.008778 0.003223 66 640: 13%|#3 | 22/168 [00:04<00:28, 5.17it/s]
153/499 4.32G 0.01006 0.008873 0.003218 75 640: 13%|#3 | 22/168 [00:04<00:28, 5.17it/s]
153/499 4.32G 0.01006 0.008873 0.003218 75 640: 14%|#3 | 23/168 [00:04<00:27, 5.26it/s]
153/499 4.32G 0.01003 0.008937 0.003176 78 640: 14%|#3 | 23/168 [00:04<00:27, 5.26it/s]
153/499 4.32G 0.01003 0.008937 0.003176 78 640: 14%|#4 | 24/168 [00:04<00:27, 5.30it/s]
153/499 4.32G 0.01008 0.008975 0.003121 74 640: 14%|#4 | 24/168 [00:04<00:27, 5.30it/s]
153/499 4.32G 0.01008 0.008975 0.003121 74 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s]
153/499 4.32G 0.01001 0.008981 0.003191 72 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s]
153/499 4.32G 0.01001 0.008981 0.003191 72 640: 15%|#5 | 26/168 [00:04<00:26, 5.27it/s]
153/499 4.32G 0.01004 0.009011 0.00315 72 640: 15%|#5 | 26/168 [00:05<00:26, 5.27it/s]
153/499 4.32G 0.01004 0.009011 0.00315 72 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s]
153/499 4.32G 0.01003 0.008996 0.003132 67 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s]
153/499 4.32G 0.01003 0.008996 0.003132 67 640: 17%|#6 | 28/168 [00:05<00:27, 5.17it/s]
153/499 4.32G 0.01004 0.00905 0.00311 80 640: 17%|#6 | 28/168 [00:05<00:27, 5.17it/s]
153/499 4.32G 0.01004 0.00905 0.00311 80 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s]
153/499 4.32G 0.01002 0.009033 0.003086 67 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s]
153/499 4.32G 0.01002 0.009033 0.003086 67 640: 18%|#7 | 30/168 [00:05<00:26, 5.29it/s]
153/499 4.32G 0.01008 0.008976 0.003072 54 640: 18%|#7 | 30/168 [00:05<00:26, 5.29it/s]
153/499 4.32G 0.01008 0.008976 0.003072 54 640: 18%|#8 | 31/168 [00:05<00:26, 5.17it/s]
153/499 4.32G 0.01008 0.008983 0.003093 71 640: 18%|#8 | 31/168 [00:06<00:26, 5.17it/s]
153/499 4.32G 0.01008 0.008983 0.003093 71 640: 19%|#9 | 32/168 [00:06<00:26, 5.23it/s]
153/499 4.32G 0.01009 0.008963 0.003111 70 640: 19%|#9 | 32/168 [00:06<00:26, 5.23it/s]
153/499 4.32G 0.01009 0.008963 0.003111 70 640: 20%|#9 | 33/168 [00:06<00:25, 5.26it/s]
153/499 4.32G 0.01005 0.008944 0.003027 61 640: 20%|#9 | 33/168 [00:06<00:25, 5.26it/s]
153/499 4.32G 0.01005 0.008944 0.003027 61 640: 20%|## | 34/168 [00:06<00:26, 5.15it/s]
153/499 4.32G 0.01001 0.008941 0.003051 73 640: 20%|## | 34/168 [00:06<00:26, 5.15it/s]
153/499 4.32G 0.01001 0.008941 0.003051 73 640: 21%|## | 35/168 [00:06<00:25, 5.21it/s]
153/499 4.32G 0.01004 0.008936 0.003081 57 640: 21%|## | 35/168 [00:06<00:25, 5.21it/s]
153/499 4.32G 0.01004 0.008936 0.003081 57 640: 21%|##1 | 36/168 [00:06<00:25, 5.26it/s]
153/499 4.32G 0.01004 0.008947 0.00304 64 640: 21%|##1 | 36/168 [00:07<00:25, 5.26it/s]
153/499 4.32G 0.01004 0.008947 0.00304 64 640: 22%|##2 | 37/168 [00:07<00:25, 5.12it/s]
153/499 4.32G 0.01003 0.008931 0.003041 77 640: 22%|##2 | 37/168 [00:07<00:25, 5.12it/s]
153/499 4.32G 0.01003 0.008931 0.003041 77 640: 23%|##2 | 38/168 [00:07<00:25, 5.12it/s]
153/499 4.32G 0.01001 0.008954 0.003059 70 640: 23%|##2 | 38/168 [00:07<00:25, 5.12it/s]
153/499 4.32G 0.01001 0.008954 0.003059 70 640: 23%|##3 | 39/168 [00:07<00:24, 5.22it/s]
153/499 4.32G 0.01003 0.008942 0.003106 62 640: 23%|##3 | 39/168 [00:07<00:24, 5.22it/s]
153/499 4.32G 0.01003 0.008942 0.003106 62 640: 24%|##3 | 40/168 [00:07<00:24, 5.12it/s]
153/499 4.32G 0.01002 0.008956 0.003092 82 640: 24%|##3 | 40/168 [00:07<00:24, 5.12it/s]
153/499 4.32G 0.01002 0.008956 0.003092 82 640: 24%|##4 | 41/168 [00:07<00:24, 5.22it/s]
153/499 4.32G 0.01003 0.008948 0.003031 62 640: 24%|##4 | 41/168 [00:08<00:24, 5.22it/s]
153/499 4.32G 0.01003 0.008948 0.003031 62 640: 25%|##5 | 42/168 [00:08<00:23, 5.27it/s]
153/499 4.32G 0.01001 0.008964 0.003029 66 640: 25%|##5 | 42/168 [00:08<00:23, 5.27it/s]
153/499 4.32G 0.01001 0.008964 0.003029 66 640: 26%|##5 | 43/168 [00:08<00:24, 5.15it/s]
153/499 4.32G 0.009977 0.008917 0.003052 55 640: 26%|##5 | 43/168 [00:08<00:24, 5.15it/s]
153/499 4.32G 0.009977 0.008917 0.003052 55 640: 26%|##6 | 44/168 [00:08<00:23, 5.24it/s]
153/499 4.32G 0.009952 0.008895 0.003061 63 640: 26%|##6 | 44/168 [00:08<00:23, 5.24it/s]
153/499 4.32G 0.009952 0.008895 0.003061 63 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s]
153/499 4.32G 0.009959 0.008908 0.003075 66 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s]
153/499 4.32G 0.009959 0.008908 0.003075 66 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s]
153/499 4.32G 0.00995 0.008904 0.003064 74 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s]
153/499 4.32G 0.00995 0.008904 0.003064 74 640: 28%|##7 | 47/168 [00:08<00:22, 5.27it/s]
153/499 4.32G 0.009918 0.008907 0.003083 71 640: 28%|##7 | 47/168 [00:09<00:22, 5.27it/s]
153/499 4.32G 0.009918 0.008907 0.003083 71 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
153/499 4.32G 0.009894 0.008871 0.003067 64 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
153/499 4.32G 0.009894 0.008871 0.003067 64 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
153/499 4.32G 0.009929 0.008901 0.003053 71 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
153/499 4.32G 0.009929 0.008901 0.003053 71 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
153/499 4.32G 0.009944 0.008938 0.003141 83 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
153/499 4.32G 0.009944 0.008938 0.003141 83 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s]
153/499 4.32G 0.00996 0.008881 0.003118 51 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s]
153/499 4.32G 0.00996 0.008881 0.003118 51 640: 31%|### | 52/168 [00:09<00:22, 5.17it/s]
153/499 4.32G 0.009937 0.008885 0.003105 73 640: 31%|### | 52/168 [00:10<00:22, 5.17it/s]
153/499 4.32G 0.009937 0.008885 0.003105 73 640: 32%|###1 | 53/168 [00:10<00:22, 5.19it/s]
153/499 4.32G 0.009969 0.00895 0.003055 92 640: 32%|###1 | 53/168 [00:10<00:22, 5.19it/s]
153/499 4.32G 0.009969 0.00895 0.003055 92 640: 32%|###2 | 54/168 [00:10<00:21, 5.27it/s]
153/499 4.32G 0.009959 0.008951 0.003086 67 640: 32%|###2 | 54/168 [00:10<00:21, 5.27it/s]
153/499 4.32G 0.009959 0.008951 0.003086 67 640: 33%|###2 | 55/168 [00:10<00:22, 5.13it/s]
153/499 4.32G 0.009945 0.008976 0.00307 77 640: 33%|###2 | 55/168 [00:10<00:22, 5.13it/s]
153/499 4.32G 0.009945 0.008976 0.00307 77 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s]
153/499 4.32G 0.009954 0.008996 0.003078 80 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s]
153/499 4.32G 0.009954 0.008996 0.003078 80 640: 34%|###3 | 57/168 [00:10<00:21, 5.28it/s]
153/499 4.32G 0.009935 0.008969 0.003065 53 640: 34%|###3 | 57/168 [00:11<00:21, 5.28it/s]
153/499 4.32G 0.009935 0.008969 0.003065 53 640: 35%|###4 | 58/168 [00:11<00:21, 5.16it/s]
153/499 4.32G 0.00992 0.008953 0.003084 56 640: 35%|###4 | 58/168 [00:11<00:21, 5.16it/s]
153/499 4.32G 0.00992 0.008953 0.003084 56 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s]
153/499 4.32G 0.009933 0.008985 0.003065 74 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s]
153/499 4.32G 0.009933 0.008985 0.003065 74 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s]
153/499 4.32G 0.009894 0.008976 0.003058 70 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s]
153/499 4.32G 0.009894 0.008976 0.003058 70 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s]
153/499 4.32G 0.009919 0.009008 0.003105 74 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s]
153/499 4.32G 0.009919 0.009008 0.003105 74 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s]
153/499 4.32G 0.009913 0.009 0.003075 59 640: 37%|###6 | 62/168 [00:12<00:20, 5.28it/s]
153/499 4.32G 0.009913 0.009 0.003075 59 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s]
153/499 4.32G 0.009884 0.008974 0.003075 69 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s]
153/499 4.32G 0.009884 0.008974 0.003075 69 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
153/499 4.32G 0.009884 0.008958 0.003106 67 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
153/499 4.32G 0.009884 0.008958 0.003106 67 640: 39%|###8 | 65/168 [00:12<00:19, 5.20it/s]
153/499 4.32G 0.00986 0.00893 0.003163 62 640: 39%|###8 | 65/168 [00:12<00:19, 5.20it/s]
153/499 4.32G 0.00986 0.00893 0.003163 62 640: 39%|###9 | 66/168 [00:12<00:19, 5.28it/s]
153/499 4.32G 0.009856 0.008937 0.003182 67 640: 39%|###9 | 66/168 [00:12<00:19, 5.28it/s]
153/499 4.32G 0.009856 0.008937 0.003182 67 640: 40%|###9 | 67/168 [00:12<00:19, 5.18it/s]
153/499 4.32G 0.009834 0.00892 0.00319 66 640: 40%|###9 | 67/168 [00:12<00:19, 5.18it/s]
153/499 4.32G 0.009834 0.00892 0.00319 66 640: 40%|#### | 68/168 [00:12<00:18, 5.27it/s]
153/499 4.32G 0.009815 0.008906 0.003183 69 640: 40%|#### | 68/168 [00:13<00:18, 5.27it/s]
153/499 4.32G 0.009815 0.008906 0.003183 69 640: 41%|####1 | 69/168 [00:13<00:18, 5.30it/s]
153/499 4.32G 0.009817 0.008919 0.003177 64 640: 41%|####1 | 69/168 [00:13<00:18, 5.30it/s]
153/499 4.32G 0.009817 0.008919 0.003177 64 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s]
153/499 4.32G 0.009831 0.008888 0.003203 57 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s]
153/499 4.32G 0.009831 0.008888 0.003203 57 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s]
153/499 4.32G 0.009815 0.008891 0.003198 67 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s]
153/499 4.32G 0.009815 0.008891 0.003198 67 640: 43%|####2 | 72/168 [00:13<00:18, 5.29it/s]
153/499 4.32G 0.009808 0.008883 0.003198 64 640: 43%|####2 | 72/168 [00:13<00:18, 5.29it/s]
153/499 4.32G 0.009808 0.008883 0.003198 64 640: 43%|####3 | 73/168 [00:13<00:18, 5.15it/s]
153/499 4.32G 0.00981 0.008864 0.003208 62 640: 43%|####3 | 73/168 [00:14<00:18, 5.15it/s]
153/499 4.32G 0.00981 0.008864 0.003208 62 640: 44%|####4 | 74/168 [00:14<00:18, 5.19it/s]
153/499 4.32G 0.009806 0.008841 0.003197 61 640: 44%|####4 | 74/168 [00:14<00:18, 5.19it/s]
153/499 4.32G 0.009806 0.008841 0.003197 61 640: 45%|####4 | 75/168 [00:14<00:17, 5.27it/s]
153/499 4.32G 0.009793 0.008827 0.003193 68 640: 45%|####4 | 75/168 [00:14<00:17, 5.27it/s]
153/499 4.32G 0.009793 0.008827 0.003193 68 640: 45%|####5 | 76/168 [00:14<00:17, 5.14it/s]
153/499 4.32G 0.009764 0.008811 0.003166 68 640: 45%|####5 | 76/168 [00:14<00:17, 5.14it/s]
153/499 4.32G 0.009764 0.008811 0.003166 68 640: 46%|####5 | 77/168 [00:14<00:17, 5.23it/s]
153/499 4.32G 0.009782 0.008788 0.003171 64 640: 46%|####5 | 77/168 [00:14<00:17, 5.23it/s]
153/499 4.32G 0.009782 0.008788 0.003171 64 640: 46%|####6 | 78/168 [00:14<00:16, 5.31it/s]
153/499 4.32G 0.009781 0.008796 0.003186 66 640: 46%|####6 | 78/168 [00:15<00:16, 5.31it/s]
153/499 4.32G 0.009781 0.008796 0.003186 66 640: 47%|####7 | 79/168 [00:15<00:17, 5.16it/s]
153/499 4.32G 0.009767 0.008814 0.003176 68 640: 47%|####7 | 79/168 [00:15<00:17, 5.16it/s]
153/499 4.32G 0.009767 0.008814 0.003176 68 640: 48%|####7 | 80/168 [00:15<00:16, 5.20it/s]
153/499 4.32G 0.009768 0.008819 0.003163 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.20it/s]
153/499 4.32G 0.009768 0.008819 0.003163 70 640: 48%|####8 | 81/168 [00:15<00:16, 5.27it/s]
153/499 4.32G 0.009752 0.008812 0.003201 85 640: 48%|####8 | 81/168 [00:15<00:16, 5.27it/s]
153/499 4.32G 0.009752 0.008812 0.003201 85 640: 49%|####8 | 82/168 [00:15<00:16, 5.16it/s]
153/499 4.32G 0.009767 0.008837 0.0032 75 640: 49%|####8 | 82/168 [00:15<00:16, 5.16it/s]
153/499 4.32G 0.009767 0.008837 0.0032 75 640: 49%|####9 | 83/168 [00:15<00:16, 5.23it/s]
153/499 4.32G 0.009751 0.008847 0.003181 81 640: 49%|####9 | 83/168 [00:16<00:16, 5.23it/s]
153/499 4.32G 0.009751 0.008847 0.003181 81 640: 50%|##### | 84/168 [00:16<00:15, 5.27it/s]
153/499 4.32G 0.009767 0.008833 0.0032 66 640: 50%|##### | 84/168 [00:16<00:15, 5.27it/s]
153/499 4.32G 0.009767 0.008833 0.0032 66 640: 51%|##### | 85/168 [00:16<00:16, 5.13it/s]
153/499 4.32G 0.009759 0.008841 0.003224 71 640: 51%|##### | 85/168 [00:16<00:16, 5.13it/s]
153/499 4.32G 0.009759 0.008841 0.003224 71 640: 51%|#####1 | 86/168 [00:16<00:15, 5.21it/s]
153/499 4.32G 0.00976 0.008831 0.003229 59 640: 51%|#####1 | 86/168 [00:16<00:15, 5.21it/s]
153/499 4.32G 0.00976 0.008831 0.003229 59 640: 52%|#####1 | 87/168 [00:16<00:15, 5.26it/s]
153/499 4.32G 0.009783 0.008832 0.003207 58 640: 52%|#####1 | 87/168 [00:16<00:15, 5.26it/s]
153/499 4.32G 0.009783 0.008832 0.003207 58 640: 52%|#####2 | 88/168 [00:16<00:15, 5.10it/s]
153/499 4.32G 0.009759 0.008802 0.003213 55 640: 52%|#####2 | 88/168 [00:17<00:15, 5.10it/s]
153/499 4.32G 0.009759 0.008802 0.003213 55 640: 53%|#####2 | 89/168 [00:17<00:15, 5.20it/s]
153/499 4.32G 0.009764 0.008793 0.003208 54 640: 53%|#####2 | 89/168 [00:17<00:15, 5.20it/s]
153/499 4.32G 0.009764 0.008793 0.003208 54 640: 54%|#####3 | 90/168 [00:17<00:14, 5.28it/s]
153/499 4.32G 0.00975 0.008799 0.003195 73 640: 54%|#####3 | 90/168 [00:17<00:14, 5.28it/s]
153/499 4.32G 0.00975 0.008799 0.003195 73 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s]
153/499 4.32G 0.009732 0.008818 0.0032 81 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s]
153/499 4.32G 0.009732 0.008818 0.0032 81 640: 55%|#####4 | 92/168 [00:17<00:14, 5.23it/s]
153/499 4.32G 0.009741 0.008798 0.003179 51 640: 55%|#####4 | 92/168 [00:17<00:14, 5.23it/s]
153/499 4.32G 0.009741 0.008798 0.003179 51 640: 55%|#####5 | 93/168 [00:17<00:14, 5.29it/s]
153/499 4.32G 0.009741 0.008799 0.003192 68 640: 55%|#####5 | 93/168 [00:17<00:14, 5.29it/s]
153/499 4.32G 0.009741 0.008799 0.003192 68 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
153/499 4.32G 0.009737 0.008819 0.003194 68 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s]
153/499 4.32G 0.009737 0.008819 0.003194 68 640: 57%|#####6 | 95/168 [00:18<00:13, 5.28it/s]
153/499 4.32G 0.009755 0.008856 0.003192 87 640: 57%|#####6 | 95/168 [00:18<00:13, 5.28it/s]
153/499 4.32G 0.009755 0.008856 0.003192 87 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s]
153/499 4.32G 0.009753 0.008833 0.003174 56 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s]
153/499 4.32G 0.009753 0.008833 0.003174 56 640: 58%|#####7 | 97/168 [00:18<00:13, 5.21it/s]
153/499 4.32G 0.009753 0.008821 0.003159 61 640: 58%|#####7 | 97/168 [00:18<00:13, 5.21it/s]
153/499 4.32G 0.009753 0.008821 0.003159 61 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s]
153/499 4.32G 0.009756 0.008849 0.003174 85 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s]
153/499 4.32G 0.009756 0.008849 0.003174 85 640: 59%|#####8 | 99/168 [00:18<00:12, 5.38it/s]
153/499 4.32G 0.009745 0.00884 0.003169 71 640: 59%|#####8 | 99/168 [00:19<00:12, 5.38it/s]
153/499 4.32G 0.009745 0.00884 0.003169 71 640: 60%|#####9 | 100/168 [00:19<00:13, 5.22it/s]
153/499 4.32G 0.009733 0.008848 0.003156 68 640: 60%|#####9 | 100/168 [00:19<00:13, 5.22it/s]
153/499 4.32G 0.009733 0.008848 0.003156 68 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s]
153/499 4.32G 0.009729 0.008839 0.003142 62 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s]
153/499 4.32G 0.009729 0.008839 0.003142 62 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s]
153/499 4.32G 0.009715 0.008835 0.003157 70 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s]
153/499 4.32G 0.009715 0.008835 0.003157 70 640: 61%|######1 | 103/168 [00:19<00:12, 5.23it/s]
153/499 4.32G 0.009724 0.008842 0.003144 60 640: 61%|######1 | 103/168 [00:19<00:12, 5.23it/s]
153/499 4.32G 0.009724 0.008842 0.003144 60 640: 62%|######1 | 104/168 [00:19<00:12, 5.31it/s]
153/499 4.32G 0.009723 0.008855 0.003144 78 640: 62%|######1 | 104/168 [00:20<00:12, 5.31it/s]
153/499 4.32G 0.009723 0.008855 0.003144 78 640: 62%|######2 | 105/168 [00:20<00:11, 5.35it/s]
153/499 4.32G 0.00973 0.008844 0.003128 59 640: 62%|######2 | 105/168 [00:20<00:11, 5.35it/s]
153/499 4.32G 0.00973 0.008844 0.003128 59 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s]
153/499 4.32G 0.009717 0.008829 0.003116 56 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s]
153/499 4.32G 0.009717 0.008829 0.003116 56 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s]
153/499 4.32G 0.009705 0.008816 0.003119 74 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s]
153/499 4.32G 0.009705 0.008816 0.003119 74 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s]
153/499 4.32G 0.009722 0.008815 0.003136 53 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s]
153/499 4.32G 0.009722 0.008815 0.003136 53 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s]
153/499 4.32G 0.009731 0.008796 0.003158 66 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s]
153/499 4.32G 0.009731 0.008796 0.003158 66 640: 65%|######5 | 110/168 [00:21<00:10, 5.29it/s]
153/499 4.32G 0.00975 0.008797 0.003178 61 640: 65%|######5 | 110/168 [00:21<00:10, 5.29it/s]
153/499 4.32G 0.00975 0.008797 0.003178 61 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s]
153/499 4.32G 0.009751 0.008783 0.00316 54 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s]
153/499 4.32G 0.009751 0.008783 0.00316 54 640: 67%|######6 | 112/168 [00:21<00:10, 5.20it/s]
153/499 4.32G 0.009751 0.008782 0.003155 70 640: 67%|######6 | 112/168 [00:21<00:10, 5.20it/s]
153/499 4.32G 0.009751 0.008782 0.003155 70 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s]
153/499 4.32G 0.009757 0.00878 0.003164 60 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s]
153/499 4.32G 0.009757 0.00878 0.003164 60 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s]
153/499 4.32G 0.009754 0.008795 0.003157 82 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s]
153/499 4.32G 0.009754 0.008795 0.003157 82 640: 68%|######8 | 115/168 [00:21<00:10, 5.22it/s]
153/499 4.32G 0.009751 0.008803 0.003177 87 640: 68%|######8 | 115/168 [00:22<00:10, 5.22it/s]
153/499 4.32G 0.009751 0.008803 0.003177 87 640: 69%|######9 | 116/168 [00:22<00:09, 5.28it/s]
153/499 4.32G 0.009753 0.008794 0.003185 65 640: 69%|######9 | 116/168 [00:22<00:09, 5.28it/s]
153/499 4.32G 0.009753 0.008794 0.003185 65 640: 70%|######9 | 117/168 [00:22<00:09, 5.27it/s]
153/499 4.32G 0.009736 0.008783 0.003189 60 640: 70%|######9 | 117/168 [00:22<00:09, 5.27it/s]
153/499 4.32G 0.009736 0.008783 0.003189 60 640: 70%|####### | 118/168 [00:22<00:09, 5.15it/s]
153/499 4.32G 0.009731 0.00877 0.003176 51 640: 70%|####### | 118/168 [00:22<00:09, 5.15it/s]
153/499 4.32G 0.009731 0.00877 0.003176 51 640: 71%|####### | 119/168 [00:22<00:09, 5.24it/s]
153/499 4.32G 0.009721 0.008756 0.003193 65 640: 71%|####### | 119/168 [00:22<00:09, 5.24it/s]
153/499 4.32G 0.009721 0.008756 0.003193 65 640: 71%|#######1 | 120/168 [00:22<00:09, 5.28it/s]
153/499 4.32G 0.00972 0.00876 0.003175 69 640: 71%|#######1 | 120/168 [00:23<00:09, 5.28it/s]
153/499 4.32G 0.00972 0.00876 0.003175 69 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
153/499 4.32G 0.009711 0.008755 0.003196 71 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
153/499 4.32G 0.009711 0.008755 0.003196 71 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
153/499 4.32G 0.009703 0.008753 0.003193 67 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
153/499 4.32G 0.009703 0.008753 0.003193 67 640: 73%|#######3 | 123/168 [00:23<00:08, 5.30it/s]
153/499 4.32G 0.009693 0.008754 0.003197 77 640: 73%|#######3 | 123/168 [00:23<00:08, 5.30it/s]
153/499 4.32G 0.009693 0.008754 0.003197 77 640: 74%|#######3 | 124/168 [00:23<00:08, 5.13it/s]
153/499 4.32G 0.009675 0.00874 0.003181 64 640: 74%|#######3 | 124/168 [00:23<00:08, 5.13it/s]
153/499 4.32G 0.009675 0.00874 0.003181 64 640: 74%|#######4 | 125/168 [00:23<00:08, 5.23it/s]
153/499 4.32G 0.009667 0.008737 0.003197 63 640: 74%|#######4 | 125/168 [00:24<00:08, 5.23it/s]
153/499 4.32G 0.009667 0.008737 0.003197 63 640: 75%|#######5 | 126/168 [00:24<00:07, 5.27it/s]
153/499 4.32G 0.009656 0.008734 0.003193 75 640: 75%|#######5 | 126/168 [00:24<00:07, 5.27it/s]
153/499 4.32G 0.009656 0.008734 0.003193 75 640: 76%|#######5 | 127/168 [00:24<00:07, 5.13it/s]
153/499 4.32G 0.009647 0.008719 0.003174 58 640: 76%|#######5 | 127/168 [00:24<00:07, 5.13it/s]
153/499 4.32G 0.009647 0.008719 0.003174 58 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s]
153/499 4.32G 0.009646 0.008719 0.003196 64 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s]
153/499 4.32G 0.009646 0.008719 0.003196 64 640: 77%|#######6 | 129/168 [00:24<00:07, 5.32it/s]
153/499 4.32G 0.009642 0.008725 0.003203 77 640: 77%|#######6 | 129/168 [00:24<00:07, 5.32it/s]
153/499 4.32G 0.009642 0.008725 0.003203 77 640: 77%|#######7 | 130/168 [00:24<00:07, 5.19it/s]
153/499 4.32G 0.009644 0.008718 0.003218 63 640: 77%|#######7 | 130/168 [00:25<00:07, 5.19it/s]
153/499 4.32G 0.009644 0.008718 0.003218 63 640: 78%|#######7 | 131/168 [00:25<00:07, 5.24it/s]
153/499 4.32G 0.009659 0.008708 0.003213 55 640: 78%|#######7 | 131/168 [00:25<00:07, 5.24it/s]
153/499 4.32G 0.009659 0.008708 0.003213 55 640: 79%|#######8 | 132/168 [00:25<00:06, 5.23it/s]
153/499 4.32G 0.009653 0.008703 0.003204 67 640: 79%|#######8 | 132/168 [00:25<00:06, 5.23it/s]
153/499 4.32G 0.009653 0.008703 0.003204 67 640: 79%|#######9 | 133/168 [00:25<00:06, 5.07it/s]
153/499 4.32G 0.009653 0.008706 0.003199 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.07it/s]
153/499 4.32G 0.009653 0.008706 0.003199 65 640: 80%|#######9 | 134/168 [00:25<00:06, 5.17it/s]
153/499 4.32G 0.009636 0.008703 0.003213 85 640: 80%|#######9 | 134/168 [00:25<00:06, 5.17it/s]
153/499 4.32G 0.009636 0.008703 0.003213 85 640: 80%|######## | 135/168 [00:25<00:06, 5.27it/s]
153/499 4.32G 0.009631 0.008685 0.003214 60 640: 80%|######## | 135/168 [00:25<00:06, 5.27it/s]
153/499 4.32G 0.009631 0.008685 0.003214 60 640: 81%|######## | 136/168 [00:25<00:06, 5.17it/s]
153/499 4.32G 0.009625 0.008688 0.003217 80 640: 81%|######## | 136/168 [00:26<00:06, 5.17it/s]
153/499 4.32G 0.009625 0.008688 0.003217 80 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s]
153/499 4.32G 0.009629 0.008689 0.003212 69 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s]
153/499 4.32G 0.009629 0.008689 0.003212 69 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s]
153/499 4.32G 0.009623 0.008693 0.003217 83 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s]
153/499 4.32G 0.009623 0.008693 0.003217 83 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s]
153/499 4.32G 0.009634 0.008701 0.00321 71 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s]
153/499 4.32G 0.009634 0.008701 0.00321 71 640: 83%|########3 | 140/168 [00:26<00:05, 5.27it/s]
153/499 4.32G 0.009625 0.008695 0.003204 56 640: 83%|########3 | 140/168 [00:26<00:05, 5.27it/s]
153/499 4.32G 0.009625 0.008695 0.003204 56 640: 84%|########3 | 141/168 [00:26<00:05, 5.34it/s]
153/499 4.32G 0.009648 0.008692 0.003236 69 640: 84%|########3 | 141/168 [00:27<00:05, 5.34it/s]
153/499 4.32G 0.009648 0.008692 0.003236 69 640: 85%|########4 | 142/168 [00:27<00:04, 5.22it/s]
153/499 4.32G 0.009645 0.008673 0.003247 51 640: 85%|########4 | 142/168 [00:27<00:04, 5.22it/s]
153/499 4.32G 0.009645 0.008673 0.003247 51 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s]
153/499 4.32G 0.009641 0.008663 0.003261 56 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s]
153/499 4.32G 0.009641 0.008663 0.003261 56 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s]
153/499 4.32G 0.009639 0.008657 0.00326 62 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s]
153/499 4.32G 0.009639 0.008657 0.00326 62 640: 86%|########6 | 145/168 [00:27<00:04, 5.23it/s]
153/499 4.32G 0.009631 0.008663 0.003256 81 640: 86%|########6 | 145/168 [00:27<00:04, 5.23it/s]
153/499 4.32G 0.009631 0.008663 0.003256 81 640: 87%|########6 | 146/168 [00:27<00:04, 5.24it/s]
153/499 4.32G 0.009626 0.008671 0.003258 73 640: 87%|########6 | 146/168 [00:28<00:04, 5.24it/s]
153/499 4.32G 0.009626 0.008671 0.003258 73 640: 88%|########7 | 147/168 [00:28<00:03, 5.32it/s]
153/499 4.32G 0.009636 0.008669 0.00325 51 640: 88%|########7 | 147/168 [00:28<00:03, 5.32it/s]
153/499 4.32G 0.009636 0.008669 0.00325 51 640: 88%|########8 | 148/168 [00:28<00:03, 5.17it/s]
153/499 4.32G 0.009637 0.008675 0.003255 73 640: 88%|########8 | 148/168 [00:28<00:03, 5.17it/s]
153/499 4.32G 0.009637 0.008675 0.003255 73 640: 89%|########8 | 149/168 [00:28<00:03, 5.25it/s]
153/499 4.32G 0.009653 0.008686 0.003261 69 640: 89%|########8 | 149/168 [00:28<00:03, 5.25it/s]
153/499 4.32G 0.009653 0.008686 0.003261 69 640: 89%|########9 | 150/168 [00:28<00:03, 5.30it/s]
153/499 4.32G 0.009658 0.008675 0.003273 63 640: 89%|########9 | 150/168 [00:28<00:03, 5.30it/s]
153/499 4.32G 0.009658 0.008675 0.003273 63 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s]
153/499 4.32G 0.00967 0.008667 0.003292 61 640: 90%|########9 | 151/168 [00:29<00:03, 5.17it/s]
153/499 4.32G 0.00967 0.008667 0.003292 61 640: 90%|######### | 152/168 [00:29<00:03, 5.27it/s]
153/499 4.32G 0.009668 0.008664 0.003295 61 640: 90%|######### | 152/168 [00:29<00:03, 5.27it/s]
153/499 4.32G 0.009668 0.008664 0.003295 61 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s]
153/499 4.32G 0.009662 0.008661 0.003314 67 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s]
153/499 4.32G 0.009662 0.008661 0.003314 67 640: 92%|#########1| 154/168 [00:29<00:02, 5.09it/s]
153/499 4.32G 0.009656 0.008673 0.003312 77 640: 92%|#########1| 154/168 [00:29<00:02, 5.09it/s]
153/499 4.32G 0.009656 0.008673 0.003312 77 640: 92%|#########2| 155/168 [00:29<00:02, 5.19it/s]
153/499 4.32G 0.009648 0.008658 0.003304 59 640: 92%|#########2| 155/168 [00:29<00:02, 5.19it/s]
153/499 4.32G 0.009648 0.008658 0.003304 59 640: 93%|#########2| 156/168 [00:29<00:02, 5.28it/s]
153/499 4.32G 0.00965 0.008663 0.003301 70 640: 93%|#########2| 156/168 [00:29<00:02, 5.28it/s]
153/499 4.32G 0.00965 0.008663 0.003301 70 640: 93%|#########3| 157/168 [00:29<00:02, 5.12it/s]
153/499 4.32G 0.009647 0.008666 0.00331 61 640: 93%|#########3| 157/168 [00:30<00:02, 5.12it/s]
153/499 4.32G 0.009647 0.008666 0.00331 61 640: 94%|#########4| 158/168 [00:30<00:01, 5.22it/s]
153/499 4.32G 0.009639 0.008662 0.003311 73 640: 94%|#########4| 158/168 [00:30<00:01, 5.22it/s]
153/499 4.32G 0.009639 0.008662 0.003311 73 640: 95%|#########4| 159/168 [00:30<00:01, 5.28it/s]
153/499 4.32G 0.009627 0.008651 0.003316 68 640: 95%|#########4| 159/168 [00:30<00:01, 5.28it/s]
153/499 4.32G 0.009627 0.008651 0.003316 68 640: 95%|#########5| 160/168 [00:30<00:01, 5.15it/s]
153/499 4.32G 0.00963 0.008641 0.003305 54 640: 95%|#########5| 160/168 [00:30<00:01, 5.15it/s]
153/499 4.32G 0.00963 0.008641 0.003305 54 640: 96%|#########5| 161/168 [00:30<00:01, 5.24it/s]
153/499 4.32G 0.009634 0.008644 0.003303 68 640: 96%|#########5| 161/168 [00:30<00:01, 5.24it/s]
153/499 4.32G 0.009634 0.008644 0.003303 68 640: 96%|#########6| 162/168 [00:30<00:01, 5.30it/s]
153/499 4.32G 0.009633 0.008644 0.00331 67 640: 96%|#########6| 162/168 [00:31<00:01, 5.30it/s]
153/499 4.32G 0.009633 0.008644 0.00331 67 640: 97%|#########7| 163/168 [00:31<00:00, 5.18it/s]
153/499 4.32G 0.009632 0.008646 0.00331 67 640: 97%|#########7| 163/168 [00:31<00:00, 5.18it/s]
153/499 4.32G 0.009632 0.008646 0.00331 67 640: 98%|#########7| 164/168 [00:31<00:00, 5.22it/s]
153/499 4.32G 0.009638 0.008655 0.003315 72 640: 98%|#########7| 164/168 [00:31<00:00, 5.22it/s]
153/499 4.32G 0.009638 0.008655 0.003315 72 640: 98%|#########8| 165/168 [00:31<00:00, 5.29it/s]
153/499 4.32G 0.009636 0.008663 0.00331 89 640: 98%|#########8| 165/168 [00:31<00:00, 5.29it/s]
153/499 4.32G 0.009636 0.008663 0.00331 89 640: 99%|#########8| 166/168 [00:31<00:00, 5.16it/s]
153/499 4.32G 0.009632 0.008663 0.003314 71 640: 99%|#########8| 166/168 [00:31<00:00, 5.16it/s]
153/499 4.32G 0.009632 0.008663 0.003314 71 640: 99%|#########9| 167/168 [00:31<00:00, 5.19it/s]
153/499 4.32G 0.009643 0.008684 0.003345 36 640: 99%|#########9| 167/168 [00:32<00:00, 5.19it/s]
153/499 4.32G 0.009643 0.008684 0.003345 36 640: 100%|##########| 168/168 [00:32<00:00, 5.36it/s]
153/499 4.32G 0.009643 0.008684 0.003345 36 640: 100%|##########| 168/168 [00:32<00:00, 5.24it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.78it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.82it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.85it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.84it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.41it/s]
all 132 263 0.833 0.857 0.863 0.754
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
154/499 4.32G 0.008287 0.007208 0.003062 59 640: 0%| | 0/168 [00:00<?, ?it/s]
154/499 4.32G 0.008287 0.007208 0.003062 59 640: 1%| | 1/168 [00:00<00:33, 4.92it/s]
154/499 4.32G 0.008969 0.008126 0.003191 68 640: 1%| | 1/168 [00:00<00:33, 4.92it/s]
154/499 4.32G 0.008969 0.008126 0.003191 68 640: 1%|1 | 2/168 [00:00<00:31, 5.22it/s]
154/499 4.32G 0.008862 0.007815 0.00311 64 640: 1%|1 | 2/168 [00:00<00:31, 5.22it/s]
154/499 4.32G 0.008862 0.007815 0.00311 64 640: 2%|1 | 3/168 [00:00<00:30, 5.33it/s]
154/499 4.32G 0.008773 0.008181 0.0035 70 640: 2%|1 | 3/168 [00:00<00:30, 5.33it/s]
154/499 4.32G 0.008773 0.008181 0.0035 70 640: 2%|2 | 4/168 [00:00<00:32, 5.11it/s]
154/499 4.32G 0.009167 0.008001 0.003634 53 640: 2%|2 | 4/168 [00:00<00:32, 5.11it/s]
154/499 4.32G 0.009167 0.008001 0.003634 53 640: 3%|2 | 5/168 [00:00<00:31, 5.22it/s]
154/499 4.32G 0.008993 0.007902 0.003306 62 640: 3%|2 | 5/168 [00:01<00:31, 5.22it/s]
154/499 4.32G 0.008993 0.007902 0.003306 62 640: 4%|3 | 6/168 [00:01<00:30, 5.30it/s]
154/499 4.32G 0.009001 0.008014 0.003468 68 640: 4%|3 | 6/168 [00:01<00:30, 5.30it/s]
154/499 4.32G 0.009001 0.008014 0.003468 68 640: 4%|4 | 7/168 [00:01<00:31, 5.11it/s]
154/499 4.32G 0.009219 0.008048 0.003718 66 640: 4%|4 | 7/168 [00:01<00:31, 5.11it/s]
154/499 4.32G 0.009219 0.008048 0.003718 66 640: 5%|4 | 8/168 [00:01<00:30, 5.23it/s]
154/499 4.32G 0.009268 0.007983 0.003477 61 640: 5%|4 | 8/168 [00:01<00:30, 5.23it/s]
154/499 4.32G 0.009268 0.007983 0.003477 61 640: 5%|5 | 9/168 [00:01<00:30, 5.30it/s]
154/499 4.32G 0.009337 0.008095 0.003473 71 640: 5%|5 | 9/168 [00:01<00:30, 5.30it/s]
154/499 4.32G 0.009337 0.008095 0.003473 71 640: 6%|5 | 10/168 [00:01<00:30, 5.14it/s]
154/499 4.32G 0.009394 0.008382 0.003459 81 640: 6%|5 | 10/168 [00:02<00:30, 5.14it/s]
154/499 4.32G 0.009394 0.008382 0.003459 81 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
154/499 4.32G 0.009377 0.008405 0.003354 63 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
154/499 4.32G 0.009377 0.008405 0.003354 63 640: 7%|7 | 12/168 [00:02<00:29, 5.27it/s]
154/499 4.32G 0.009334 0.008459 0.003395 65 640: 7%|7 | 12/168 [00:02<00:29, 5.27it/s]
154/499 4.32G 0.009334 0.008459 0.003395 65 640: 8%|7 | 13/168 [00:02<00:30, 5.15it/s]
154/499 4.32G 0.009273 0.008462 0.003387 75 640: 8%|7 | 13/168 [00:02<00:30, 5.15it/s]
154/499 4.32G 0.009273 0.008462 0.003387 75 640: 8%|8 | 14/168 [00:02<00:29, 5.26it/s]
154/499 4.32G 0.009334 0.008519 0.003367 65 640: 8%|8 | 14/168 [00:02<00:29, 5.26it/s]
154/499 4.32G 0.009334 0.008519 0.003367 65 640: 9%|8 | 15/168 [00:02<00:28, 5.29it/s]
154/499 4.32G 0.009346 0.008465 0.003337 65 640: 9%|8 | 15/168 [00:03<00:28, 5.29it/s]
154/499 4.32G 0.009346 0.008465 0.003337 65 640: 10%|9 | 16/168 [00:03<00:29, 5.16it/s]
154/499 4.32G 0.009343 0.00852 0.003165 77 640: 10%|9 | 16/168 [00:03<00:29, 5.16it/s]
154/499 4.32G 0.009343 0.00852 0.003165 77 640: 10%|# | 17/168 [00:03<00:29, 5.18it/s]
154/499 4.32G 0.009342 0.008407 0.003486 52 640: 10%|# | 17/168 [00:03<00:29, 5.18it/s]
154/499 4.32G 0.009342 0.008407 0.003486 52 640: 11%|# | 18/168 [00:03<00:28, 5.23it/s]
154/499 4.32G 0.009376 0.00847 0.003493 78 640: 11%|# | 18/168 [00:03<00:28, 5.23it/s]
154/499 4.32G 0.009376 0.00847 0.003493 78 640: 11%|#1 | 19/168 [00:03<00:29, 5.07it/s]
154/499 4.32G 0.009446 0.008428 0.003378 58 640: 11%|#1 | 19/168 [00:03<00:29, 5.07it/s]
154/499 4.32G 0.009446 0.008428 0.003378 58 640: 12%|#1 | 20/168 [00:03<00:28, 5.14it/s]
154/499 4.32G 0.009436 0.008483 0.00323 75 640: 12%|#1 | 20/168 [00:04<00:28, 5.14it/s]
154/499 4.32G 0.009436 0.008483 0.00323 75 640: 12%|#2 | 21/168 [00:04<00:28, 5.21it/s]
154/499 4.32G 0.009439 0.008494 0.003231 70 640: 12%|#2 | 21/168 [00:04<00:28, 5.21it/s]
154/499 4.32G 0.009439 0.008494 0.003231 70 640: 13%|#3 | 22/168 [00:04<00:28, 5.10it/s]
154/499 4.32G 0.009414 0.008469 0.003449 69 640: 13%|#3 | 22/168 [00:04<00:28, 5.10it/s]
154/499 4.32G 0.009414 0.008469 0.003449 69 640: 14%|#3 | 23/168 [00:04<00:27, 5.20it/s]
154/499 4.32G 0.009451 0.008428 0.003394 55 640: 14%|#3 | 23/168 [00:04<00:27, 5.20it/s]
154/499 4.32G 0.009451 0.008428 0.003394 55 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
154/499 4.32G 0.009411 0.008438 0.00337 79 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
154/499 4.32G 0.009411 0.008438 0.00337 79 640: 15%|#4 | 25/168 [00:04<00:27, 5.16it/s]
154/499 4.32G 0.009377 0.008422 0.003341 70 640: 15%|#4 | 25/168 [00:04<00:27, 5.16it/s]
154/499 4.32G 0.009377 0.008422 0.003341 70 640: 15%|#5 | 26/168 [00:04<00:27, 5.24it/s]
154/499 4.32G 0.009347 0.008395 0.003346 64 640: 15%|#5 | 26/168 [00:05<00:27, 5.24it/s]
154/499 4.32G 0.009347 0.008395 0.003346 64 640: 16%|#6 | 27/168 [00:05<00:26, 5.25it/s]
154/499 4.32G 0.009317 0.008362 0.003365 76 640: 16%|#6 | 27/168 [00:05<00:26, 5.25it/s]
154/499 4.32G 0.009317 0.008362 0.003365 76 640: 17%|#6 | 28/168 [00:05<00:27, 5.14it/s]
154/499 4.32G 0.009309 0.008453 0.003303 77 640: 17%|#6 | 28/168 [00:05<00:27, 5.14it/s]
154/499 4.32G 0.009309 0.008453 0.003303 77 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s]
154/499 4.32G 0.009291 0.008471 0.003219 76 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s]
154/499 4.32G 0.009291 0.008471 0.003219 76 640: 18%|#7 | 30/168 [00:05<00:25, 5.32it/s]
154/499 4.32G 0.009295 0.008522 0.00325 80 640: 18%|#7 | 30/168 [00:05<00:25, 5.32it/s]
154/499 4.32G 0.009295 0.008522 0.00325 80 640: 18%|#8 | 31/168 [00:05<00:26, 5.18it/s]
154/499 4.32G 0.009341 0.008516 0.003268 64 640: 18%|#8 | 31/168 [00:06<00:26, 5.18it/s]
154/499 4.32G 0.009341 0.008516 0.003268 64 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s]
154/499 4.32G 0.009344 0.008424 0.00324 48 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s]
154/499 4.32G 0.009344 0.008424 0.00324 48 640: 20%|#9 | 33/168 [00:06<00:25, 5.31it/s]
154/499 4.32G 0.009337 0.00843 0.003183 61 640: 20%|#9 | 33/168 [00:06<00:25, 5.31it/s]
154/499 4.32G 0.009337 0.00843 0.003183 61 640: 20%|## | 34/168 [00:06<00:25, 5.16it/s]
154/499 4.32G 0.00933 0.008488 0.003162 81 640: 20%|## | 34/168 [00:06<00:25, 5.16it/s]
154/499 4.32G 0.00933 0.008488 0.003162 81 640: 21%|## | 35/168 [00:06<00:25, 5.18it/s]
154/499 4.32G 0.009358 0.008496 0.003219 71 640: 21%|## | 35/168 [00:06<00:25, 5.18it/s]
154/499 4.32G 0.009358 0.008496 0.003219 71 640: 21%|##1 | 36/168 [00:06<00:25, 5.22it/s]
154/499 4.32G 0.009403 0.008542 0.003247 63 640: 21%|##1 | 36/168 [00:07<00:25, 5.22it/s]
154/499 4.32G 0.009403 0.008542 0.003247 63 640: 22%|##2 | 37/168 [00:07<00:25, 5.08it/s]
154/499 4.32G 0.009421 0.008567 0.003287 72 640: 22%|##2 | 37/168 [00:07<00:25, 5.08it/s]
154/499 4.32G 0.009421 0.008567 0.003287 72 640: 23%|##2 | 38/168 [00:07<00:25, 5.18it/s]
154/499 4.32G 0.009401 0.008539 0.003376 71 640: 23%|##2 | 38/168 [00:07<00:25, 5.18it/s]
154/499 4.32G 0.009401 0.008539 0.003376 71 640: 23%|##3 | 39/168 [00:07<00:24, 5.25it/s]
154/499 4.32G 0.009389 0.008569 0.003388 86 640: 23%|##3 | 39/168 [00:07<00:24, 5.25it/s]
154/499 4.32G 0.009389 0.008569 0.003388 86 640: 24%|##3 | 40/168 [00:07<00:24, 5.15it/s]
154/499 4.32G 0.009377 0.008547 0.003341 63 640: 24%|##3 | 40/168 [00:07<00:24, 5.15it/s]
154/499 4.32G 0.009377 0.008547 0.003341 63 640: 24%|##4 | 41/168 [00:07<00:24, 5.19it/s]
154/499 4.32G 0.009366 0.00858 0.003314 83 640: 24%|##4 | 41/168 [00:08<00:24, 5.19it/s]
154/499 4.32G 0.009366 0.00858 0.003314 83 640: 25%|##5 | 42/168 [00:08<00:23, 5.26it/s]
154/499 4.32G 0.009359 0.008575 0.003309 73 640: 25%|##5 | 42/168 [00:08<00:23, 5.26it/s]
154/499 4.32G 0.009359 0.008575 0.003309 73 640: 26%|##5 | 43/168 [00:08<00:24, 5.14it/s]
154/499 4.32G 0.009409 0.008596 0.003318 65 640: 26%|##5 | 43/168 [00:08<00:24, 5.14it/s]
154/499 4.32G 0.009409 0.008596 0.003318 65 640: 26%|##6 | 44/168 [00:08<00:23, 5.22it/s]
154/499 4.32G 0.0094 0.008536 0.003298 59 640: 26%|##6 | 44/168 [00:08<00:23, 5.22it/s]
154/499 4.32G 0.0094 0.008536 0.003298 59 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s]
154/499 4.32G 0.009421 0.008621 0.003273 86 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s]
154/499 4.32G 0.009421 0.008621 0.003273 86 640: 27%|##7 | 46/168 [00:08<00:23, 5.13it/s]
154/499 4.32G 0.009412 0.008641 0.00328 71 640: 27%|##7 | 46/168 [00:09<00:23, 5.13it/s]
154/499 4.32G 0.009412 0.008641 0.00328 71 640: 28%|##7 | 47/168 [00:09<00:23, 5.19it/s]
154/499 4.32G 0.009414 0.008607 0.00327 55 640: 28%|##7 | 47/168 [00:09<00:23, 5.19it/s]
154/499 4.32G 0.009414 0.008607 0.00327 55 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s]
154/499 4.32G 0.009376 0.008646 0.003262 93 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s]
154/499 4.32G 0.009376 0.008646 0.003262 93 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s]
154/499 4.32G 0.00935 0.008632 0.003252 69 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s]
154/499 4.32G 0.00935 0.008632 0.003252 69 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s]
154/499 4.32G 0.009344 0.008602 0.003241 52 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s]
154/499 4.32G 0.009344 0.008602 0.003241 52 640: 30%|### | 51/168 [00:09<00:22, 5.27it/s]
154/499 4.32G 0.009324 0.008603 0.003271 73 640: 30%|### | 51/168 [00:09<00:22, 5.27it/s]
154/499 4.32G 0.009324 0.008603 0.003271 73 640: 31%|### | 52/168 [00:09<00:22, 5.14it/s]
154/499 4.32G 0.009328 0.008571 0.003224 54 640: 31%|### | 52/168 [00:10<00:22, 5.14it/s]
154/499 4.32G 0.009328 0.008571 0.003224 54 640: 32%|###1 | 53/168 [00:10<00:21, 5.23it/s]
154/499 4.32G 0.009353 0.008555 0.003222 62 640: 32%|###1 | 53/168 [00:10<00:21, 5.23it/s]
154/499 4.32G 0.009353 0.008555 0.003222 62 640: 32%|###2 | 54/168 [00:10<00:21, 5.29it/s]
154/499 4.32G 0.009352 0.008565 0.003228 71 640: 32%|###2 | 54/168 [00:10<00:21, 5.29it/s]
154/499 4.32G 0.009352 0.008565 0.003228 71 640: 33%|###2 | 55/168 [00:10<00:21, 5.14it/s]
154/499 4.32G 0.009365 0.008576 0.003217 78 640: 33%|###2 | 55/168 [00:10<00:21, 5.14it/s]
154/499 4.32G 0.009365 0.008576 0.003217 78 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s]
154/499 4.32G 0.009376 0.008607 0.003191 70 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s]
154/499 4.32G 0.009376 0.008607 0.003191 70 640: 34%|###3 | 57/168 [00:10<00:20, 5.31it/s]
154/499 4.32G 0.009368 0.008628 0.003252 73 640: 34%|###3 | 57/168 [00:11<00:20, 5.31it/s]
154/499 4.32G 0.009368 0.008628 0.003252 73 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s]
154/499 4.32G 0.009375 0.008625 0.003285 54 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s]
154/499 4.32G 0.009375 0.008625 0.003285 54 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s]
154/499 4.32G 0.00937 0.008605 0.003305 68 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s]
154/499 4.32G 0.00937 0.008605 0.003305 68 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
154/499 4.32G 0.009391 0.008615 0.003335 62 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
154/499 4.32G 0.009391 0.008615 0.003335 62 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s]
154/499 4.32G 0.009372 0.008611 0.003354 74 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s]
154/499 4.32G 0.009372 0.008611 0.003354 74 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s]
154/499 4.32G 0.009394 0.008595 0.003371 58 640: 37%|###6 | 62/168 [00:12<00:20, 5.27it/s]
154/499 4.32G 0.009394 0.008595 0.003371 58 640: 38%|###7 | 63/168 [00:12<00:19, 5.32it/s]
154/499 4.32G 0.009382 0.008624 0.003361 86 640: 38%|###7 | 63/168 [00:12<00:19, 5.32it/s]
154/499 4.32G 0.009382 0.008624 0.003361 86 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s]
154/499 4.32G 0.009378 0.008589 0.003314 46 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s]
154/499 4.32G 0.009378 0.008589 0.003314 46 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s]
154/499 4.32G 0.009379 0.008562 0.003306 60 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s]
154/499 4.32G 0.009379 0.008562 0.003306 60 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s]
154/499 4.32G 0.009373 0.008571 0.003313 76 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s]
154/499 4.32G 0.009373 0.008571 0.003313 76 640: 40%|###9 | 67/168 [00:12<00:19, 5.20it/s]
154/499 4.32G 0.009375 0.008546 0.003303 55 640: 40%|###9 | 67/168 [00:13<00:19, 5.20it/s]
154/499 4.32G 0.009375 0.008546 0.003303 55 640: 40%|#### | 68/168 [00:13<00:18, 5.27it/s]
154/499 4.32G 0.009388 0.008542 0.003286 71 640: 40%|#### | 68/168 [00:13<00:18, 5.27it/s]
154/499 4.32G 0.009388 0.008542 0.003286 71 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s]
154/499 4.32G 0.009396 0.008541 0.003275 67 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s]
154/499 4.32G 0.009396 0.008541 0.003275 67 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s]
154/499 4.32G 0.009404 0.008552 0.003264 77 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s]
154/499 4.32G 0.009404 0.008552 0.003264 77 640: 42%|####2 | 71/168 [00:13<00:18, 5.19it/s]
154/499 4.32G 0.009435 0.008549 0.00328 53 640: 42%|####2 | 71/168 [00:13<00:18, 5.19it/s]
154/499 4.32G 0.009435 0.008549 0.00328 53 640: 43%|####2 | 72/168 [00:13<00:18, 5.27it/s]
154/499 4.32G 0.009446 0.00853 0.003288 61 640: 43%|####2 | 72/168 [00:14<00:18, 5.27it/s]
154/499 4.32G 0.009446 0.00853 0.003288 61 640: 43%|####3 | 73/168 [00:14<00:18, 5.15it/s]
154/499 4.32G 0.009443 0.008558 0.003291 74 640: 43%|####3 | 73/168 [00:14<00:18, 5.15it/s]
154/499 4.32G 0.009443 0.008558 0.003291 74 640: 44%|####4 | 74/168 [00:14<00:17, 5.24it/s]
154/499 4.32G 0.009437 0.008569 0.003261 68 640: 44%|####4 | 74/168 [00:14<00:17, 5.24it/s]
154/499 4.32G 0.009437 0.008569 0.003261 68 640: 45%|####4 | 75/168 [00:14<00:17, 5.28it/s]
154/499 4.32G 0.009446 0.008602 0.003247 69 640: 45%|####4 | 75/168 [00:14<00:17, 5.28it/s]
154/499 4.32G 0.009446 0.008602 0.003247 69 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s]
154/499 4.32G 0.009436 0.008595 0.003223 64 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s]
154/499 4.32G 0.009436 0.008595 0.003223 64 640: 46%|####5 | 77/168 [00:14<00:17, 5.25it/s]
154/499 4.32G 0.00946 0.00863 0.00322 87 640: 46%|####5 | 77/168 [00:14<00:17, 5.25it/s]
154/499 4.32G 0.00946 0.00863 0.00322 87 640: 46%|####6 | 78/168 [00:14<00:17, 5.24it/s]
154/499 4.32G 0.009471 0.008656 0.003195 81 640: 46%|####6 | 78/168 [00:15<00:17, 5.24it/s]
154/499 4.32G 0.009471 0.008656 0.003195 81 640: 47%|####7 | 79/168 [00:15<00:17, 5.13it/s]
154/499 4.32G 0.009475 0.008656 0.003181 75 640: 47%|####7 | 79/168 [00:15<00:17, 5.13it/s]
154/499 4.32G 0.009475 0.008656 0.003181 75 640: 48%|####7 | 80/168 [00:15<00:16, 5.22it/s]
154/499 4.32G 0.009492 0.008634 0.003212 58 640: 48%|####7 | 80/168 [00:15<00:16, 5.22it/s]
154/499 4.32G 0.009492 0.008634 0.003212 58 640: 48%|####8 | 81/168 [00:15<00:16, 5.27it/s]
154/499 4.32G 0.009493 0.008648 0.003192 73 640: 48%|####8 | 81/168 [00:15<00:16, 5.27it/s]
154/499 4.32G 0.009493 0.008648 0.003192 73 640: 49%|####8 | 82/168 [00:15<00:17, 5.06it/s]
154/499 4.32G 0.00949 0.008666 0.003197 78 640: 49%|####8 | 82/168 [00:15<00:17, 5.06it/s]
154/499 4.32G 0.00949 0.008666 0.003197 78 640: 49%|####9 | 83/168 [00:15<00:16, 5.15it/s]
154/499 4.32G 0.009501 0.008661 0.003194 58 640: 49%|####9 | 83/168 [00:16<00:16, 5.15it/s]
154/499 4.32G 0.009501 0.008661 0.003194 58 640: 50%|##### | 84/168 [00:16<00:16, 5.25it/s]
154/499 4.32G 0.009494 0.008674 0.003202 67 640: 50%|##### | 84/168 [00:16<00:16, 5.25it/s]
154/499 4.32G 0.009494 0.008674 0.003202 67 640: 51%|##### | 85/168 [00:16<00:16, 5.09it/s]
154/499 4.32G 0.009493 0.008655 0.00322 65 640: 51%|##### | 85/168 [00:16<00:16, 5.09it/s]
154/499 4.32G 0.009493 0.008655 0.00322 65 640: 51%|#####1 | 86/168 [00:16<00:15, 5.14it/s]
154/499 4.32G 0.0095 0.008639 0.003256 69 640: 51%|#####1 | 86/168 [00:16<00:15, 5.14it/s]
154/499 4.32G 0.0095 0.008639 0.003256 69 640: 52%|#####1 | 87/168 [00:16<00:15, 5.21it/s]
154/499 4.32G 0.009498 0.008652 0.003239 79 640: 52%|#####1 | 87/168 [00:16<00:15, 5.21it/s]
154/499 4.32G 0.009498 0.008652 0.003239 79 640: 52%|#####2 | 88/168 [00:16<00:15, 5.06it/s]
154/499 4.32G 0.009507 0.008634 0.003263 66 640: 52%|#####2 | 88/168 [00:17<00:15, 5.06it/s]
154/499 4.32G 0.009507 0.008634 0.003263 66 640: 53%|#####2 | 89/168 [00:17<00:15, 5.17it/s]
154/499 4.32G 0.00952 0.008659 0.003255 82 640: 53%|#####2 | 89/168 [00:17<00:15, 5.17it/s]
154/499 4.32G 0.00952 0.008659 0.003255 82 640: 54%|#####3 | 90/168 [00:17<00:15, 5.19it/s]
154/499 4.32G 0.009519 0.008643 0.003265 69 640: 54%|#####3 | 90/168 [00:17<00:15, 5.19it/s]
154/499 4.32G 0.009519 0.008643 0.003265 69 640: 54%|#####4 | 91/168 [00:17<00:15, 5.09it/s]
154/499 4.32G 0.009504 0.008614 0.003274 48 640: 54%|#####4 | 91/168 [00:17<00:15, 5.09it/s]
154/499 4.32G 0.009504 0.008614 0.003274 48 640: 55%|#####4 | 92/168 [00:17<00:14, 5.22it/s]
154/499 4.32G 0.009523 0.008643 0.003268 78 640: 55%|#####4 | 92/168 [00:17<00:14, 5.22it/s]
154/499 4.32G 0.009523 0.008643 0.003268 78 640: 55%|#####5 | 93/168 [00:17<00:14, 5.27it/s]
154/499 4.32G 0.009509 0.00862 0.003332 61 640: 55%|#####5 | 93/168 [00:18<00:14, 5.27it/s]
154/499 4.32G 0.009509 0.00862 0.003332 61 640: 56%|#####5 | 94/168 [00:18<00:14, 5.16it/s]
154/499 4.32G 0.009501 0.008606 0.003333 68 640: 56%|#####5 | 94/168 [00:18<00:14, 5.16it/s]
154/499 4.32G 0.009501 0.008606 0.003333 68 640: 57%|#####6 | 95/168 [00:18<00:13, 5.22it/s]
154/499 4.32G 0.009499 0.008621 0.003332 87 640: 57%|#####6 | 95/168 [00:18<00:13, 5.22it/s]
154/499 4.32G 0.009499 0.008621 0.003332 87 640: 57%|#####7 | 96/168 [00:18<00:13, 5.28it/s]
154/499 4.32G 0.009507 0.008605 0.003337 60 640: 57%|#####7 | 96/168 [00:18<00:13, 5.28it/s]
154/499 4.32G 0.009507 0.008605 0.003337 60 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s]
154/499 4.32G 0.009496 0.008601 0.003342 57 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s]
154/499 4.32G 0.009496 0.008601 0.003342 57 640: 58%|#####8 | 98/168 [00:18<00:13, 5.23it/s]
154/499 4.32G 0.009497 0.008599 0.00334 64 640: 58%|#####8 | 98/168 [00:18<00:13, 5.23it/s]
154/499 4.32G 0.009497 0.008599 0.00334 64 640: 59%|#####8 | 99/168 [00:18<00:13, 5.30it/s]
154/499 4.32G 0.009498 0.008603 0.003348 65 640: 59%|#####8 | 99/168 [00:19<00:13, 5.30it/s]
154/499 4.32G 0.009498 0.008603 0.003348 65 640: 60%|#####9 | 100/168 [00:19<00:13, 5.16it/s]
154/499 4.32G 0.009502 0.008605 0.003371 67 640: 60%|#####9 | 100/168 [00:19<00:13, 5.16it/s]
154/499 4.32G 0.009502 0.008605 0.003371 67 640: 60%|###### | 101/168 [00:19<00:12, 5.21it/s]
154/499 4.32G 0.009502 0.008593 0.003392 58 640: 60%|###### | 101/168 [00:19<00:12, 5.21it/s]
154/499 4.32G 0.009502 0.008593 0.003392 58 640: 61%|###### | 102/168 [00:19<00:12, 5.29it/s]
154/499 4.32G 0.009511 0.008593 0.00344 68 640: 61%|###### | 102/168 [00:19<00:12, 5.29it/s]
154/499 4.32G 0.009511 0.008593 0.00344 68 640: 61%|######1 | 103/168 [00:19<00:12, 5.16it/s]
154/499 4.32G 0.009503 0.008607 0.003445 81 640: 61%|######1 | 103/168 [00:19<00:12, 5.16it/s]
154/499 4.32G 0.009503 0.008607 0.003445 81 640: 62%|######1 | 104/168 [00:19<00:12, 5.18it/s]
154/499 4.32G 0.009488 0.008613 0.003463 77 640: 62%|######1 | 104/168 [00:20<00:12, 5.18it/s]
154/499 4.32G 0.009488 0.008613 0.003463 77 640: 62%|######2 | 105/168 [00:20<00:11, 5.28it/s]
154/499 4.32G 0.009478 0.00862 0.003464 74 640: 62%|######2 | 105/168 [00:20<00:11, 5.28it/s]
154/499 4.32G 0.009478 0.00862 0.003464 74 640: 63%|######3 | 106/168 [00:20<00:12, 5.14it/s]
154/499 4.32G 0.009466 0.008607 0.003456 62 640: 63%|######3 | 106/168 [00:20<00:12, 5.14it/s]
154/499 4.32G 0.009466 0.008607 0.003456 62 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s]
154/499 4.32G 0.009454 0.00861 0.003445 84 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s]
154/499 4.32G 0.009454 0.00861 0.003445 84 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s]
154/499 4.32G 0.009461 0.008601 0.003439 59 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s]
154/499 4.32G 0.009461 0.008601 0.003439 59 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s]
154/499 4.32G 0.009469 0.008599 0.003418 64 640: 65%|######4 | 109/168 [00:21<00:11, 5.18it/s]
154/499 4.32G 0.009469 0.008599 0.003418 64 640: 65%|######5 | 110/168 [00:21<00:11, 5.26it/s]
154/499 4.32G 0.009468 0.008604 0.003406 68 640: 65%|######5 | 110/168 [00:21<00:11, 5.26it/s]
154/499 4.32G 0.009468 0.008604 0.003406 68 640: 66%|######6 | 111/168 [00:21<00:10, 5.28it/s]
154/499 4.32G 0.009467 0.008603 0.00343 63 640: 66%|######6 | 111/168 [00:21<00:10, 5.28it/s]
154/499 4.32G 0.009467 0.008603 0.00343 63 640: 67%|######6 | 112/168 [00:21<00:10, 5.15it/s]
154/499 4.32G 0.009485 0.008604 0.003428 65 640: 67%|######6 | 112/168 [00:21<00:10, 5.15it/s]
154/499 4.32G 0.009485 0.008604 0.003428 65 640: 67%|######7 | 113/168 [00:21<00:10, 5.27it/s]
154/499 4.32G 0.00949 0.008586 0.003433 49 640: 67%|######7 | 113/168 [00:21<00:10, 5.27it/s]
154/499 4.32G 0.00949 0.008586 0.003433 49 640: 68%|######7 | 114/168 [00:21<00:10, 5.33it/s]
154/499 4.32G 0.009495 0.008607 0.003435 83 640: 68%|######7 | 114/168 [00:22<00:10, 5.33it/s]
154/499 4.32G 0.009495 0.008607 0.003435 83 640: 68%|######8 | 115/168 [00:22<00:10, 5.22it/s]
154/499 4.32G 0.009496 0.008604 0.003416 52 640: 68%|######8 | 115/168 [00:22<00:10, 5.22it/s]
154/499 4.32G 0.009496 0.008604 0.003416 52 640: 69%|######9 | 116/168 [00:22<00:09, 5.32it/s]
154/499 4.32G 0.009489 0.008604 0.003395 54 640: 69%|######9 | 116/168 [00:22<00:09, 5.32it/s]
154/499 4.32G 0.009489 0.008604 0.003395 54 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s]
154/499 4.32G 0.009501 0.008621 0.003375 64 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s]
154/499 4.32G 0.009501 0.008621 0.003375 64 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s]
154/499 4.32G 0.009501 0.008622 0.003378 72 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s]
154/499 4.32G 0.009501 0.008622 0.003378 72 640: 71%|####### | 119/168 [00:22<00:09, 5.31it/s]
154/499 4.32G 0.009498 0.008605 0.003373 59 640: 71%|####### | 119/168 [00:22<00:09, 5.31it/s]
154/499 4.32G 0.009498 0.008605 0.003373 59 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s]
154/499 4.32G 0.009518 0.008621 0.003366 78 640: 71%|#######1 | 120/168 [00:23<00:08, 5.36it/s]
154/499 4.32G 0.009518 0.008621 0.003366 78 640: 72%|#######2 | 121/168 [00:23<00:09, 5.19it/s]
154/499 4.32G 0.009524 0.00861 0.003404 57 640: 72%|#######2 | 121/168 [00:23<00:09, 5.19it/s]
154/499 4.32G 0.009524 0.00861 0.003404 57 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s]
154/499 4.32G 0.009519 0.008621 0.003419 74 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s]
154/499 4.32G 0.009519 0.008621 0.003419 74 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s]
154/499 4.32G 0.009513 0.008617 0.003409 55 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s]
154/499 4.32G 0.009513 0.008617 0.003409 55 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
154/499 4.32G 0.009502 0.008623 0.003392 75 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
154/499 4.32G 0.009502 0.008623 0.003392 75 640: 74%|#######4 | 125/168 [00:23<00:08, 5.27it/s]
154/499 4.32G 0.009509 0.008624 0.003392 61 640: 74%|#######4 | 125/168 [00:24<00:08, 5.27it/s]
154/499 4.32G 0.009509 0.008624 0.003392 61 640: 75%|#######5 | 126/168 [00:24<00:07, 5.34it/s]
154/499 4.32G 0.009516 0.008615 0.003402 57 640: 75%|#######5 | 126/168 [00:24<00:07, 5.34it/s]
154/499 4.32G 0.009516 0.008615 0.003402 57 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
154/499 4.32G 0.009519 0.008625 0.003394 68 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
154/499 4.32G 0.009519 0.008625 0.003394 68 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s]
154/499 4.32G 0.009512 0.008616 0.003402 54 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s]
154/499 4.32G 0.009512 0.008616 0.003402 54 640: 77%|#######6 | 129/168 [00:24<00:07, 5.32it/s]
154/499 4.32G 0.009523 0.008613 0.003405 71 640: 77%|#######6 | 129/168 [00:24<00:07, 5.32it/s]
154/499 4.32G 0.009523 0.008613 0.003405 71 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s]
154/499 4.32G 0.009518 0.00862 0.003388 72 640: 77%|#######7 | 130/168 [00:25<00:07, 5.17it/s]
154/499 4.32G 0.009518 0.00862 0.003388 72 640: 78%|#######7 | 131/168 [00:25<00:07, 5.25it/s]
154/499 4.32G 0.009521 0.008616 0.003389 68 640: 78%|#######7 | 131/168 [00:25<00:07, 5.25it/s]
154/499 4.32G 0.009521 0.008616 0.003389 68 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s]
154/499 4.32G 0.009518 0.008608 0.003373 68 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s]
154/499 4.32G 0.009518 0.008608 0.003373 68 640: 79%|#######9 | 133/168 [00:25<00:06, 5.14it/s]
154/499 4.32G 0.009521 0.008616 0.003366 66 640: 79%|#######9 | 133/168 [00:25<00:06, 5.14it/s]
154/499 4.32G 0.009521 0.008616 0.003366 66 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s]
154/499 4.32G 0.009526 0.008616 0.003376 69 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s]
154/499 4.32G 0.009526 0.008616 0.003376 69 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s]
154/499 4.32G 0.009528 0.008634 0.003377 85 640: 80%|######## | 135/168 [00:26<00:06, 5.33it/s]
154/499 4.32G 0.009528 0.008634 0.003377 85 640: 81%|######## | 136/168 [00:26<00:06, 5.18it/s]
154/499 4.32G 0.009523 0.008628 0.003375 69 640: 81%|######## | 136/168 [00:26<00:06, 5.18it/s]
154/499 4.32G 0.009523 0.008628 0.003375 69 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s]
154/499 4.32G 0.009517 0.008628 0.003385 71 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s]
154/499 4.32G 0.009517 0.008628 0.003385 71 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s]
154/499 4.32G 0.009522 0.008617 0.003381 51 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s]
154/499 4.32G 0.009522 0.008617 0.003381 51 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s]
154/499 4.32G 0.009514 0.008617 0.003385 78 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s]
154/499 4.32G 0.009514 0.008617 0.003385 78 640: 83%|########3 | 140/168 [00:26<00:05, 5.25it/s]
154/499 4.32G 0.0095 0.008602 0.003375 52 640: 83%|########3 | 140/168 [00:26<00:05, 5.25it/s]
154/499 4.32G 0.0095 0.008602 0.003375 52 640: 84%|########3 | 141/168 [00:26<00:05, 5.30it/s]
154/499 4.32G 0.009496 0.008597 0.003377 67 640: 84%|########3 | 141/168 [00:27<00:05, 5.30it/s]
154/499 4.32G 0.009496 0.008597 0.003377 67 640: 85%|########4 | 142/168 [00:27<00:05, 5.16it/s]
154/499 4.32G 0.009492 0.008588 0.003395 65 640: 85%|########4 | 142/168 [00:27<00:05, 5.16it/s]
154/499 4.32G 0.009492 0.008588 0.003395 65 640: 85%|########5 | 143/168 [00:27<00:04, 5.20it/s]
154/499 4.32G 0.009489 0.008603 0.003381 81 640: 85%|########5 | 143/168 [00:27<00:04, 5.20it/s]
154/499 4.32G 0.009489 0.008603 0.003381 81 640: 86%|########5 | 144/168 [00:27<00:04, 5.20it/s]
154/499 4.32G 0.009502 0.008595 0.003394 54 640: 86%|########5 | 144/168 [00:27<00:04, 5.20it/s]
154/499 4.32G 0.009502 0.008595 0.003394 54 640: 86%|########6 | 145/168 [00:27<00:04, 5.11it/s]
154/499 4.32G 0.009504 0.00859 0.003392 70 640: 86%|########6 | 145/168 [00:27<00:04, 5.11it/s]
154/499 4.32G 0.009504 0.00859 0.003392 70 640: 87%|########6 | 146/168 [00:27<00:04, 5.13it/s]
154/499 4.32G 0.009507 0.008588 0.003381 61 640: 87%|########6 | 146/168 [00:28<00:04, 5.13it/s]
154/499 4.32G 0.009507 0.008588 0.003381 61 640: 88%|########7 | 147/168 [00:28<00:04, 5.21it/s]
154/499 4.32G 0.009498 0.008581 0.003386 75 640: 88%|########7 | 147/168 [00:28<00:04, 5.21it/s]
154/499 4.32G 0.009498 0.008581 0.003386 75 640: 88%|########8 | 148/168 [00:28<00:03, 5.11it/s]
154/499 4.32G 0.009495 0.008574 0.00338 58 640: 88%|########8 | 148/168 [00:28<00:03, 5.11it/s]
154/499 4.32G 0.009495 0.008574 0.00338 58 640: 89%|########8 | 149/168 [00:28<00:03, 5.22it/s]
154/499 4.32G 0.009496 0.008569 0.003367 57 640: 89%|########8 | 149/168 [00:28<00:03, 5.22it/s]
154/499 4.32G 0.009496 0.008569 0.003367 57 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
154/499 4.32G 0.009485 0.008562 0.003378 70 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
154/499 4.32G 0.009485 0.008562 0.003378 70 640: 90%|########9 | 151/168 [00:28<00:03, 5.12it/s]
154/499 4.32G 0.009485 0.00856 0.003387 60 640: 90%|########9 | 151/168 [00:29<00:03, 5.12it/s]
154/499 4.32G 0.009485 0.00856 0.003387 60 640: 90%|######### | 152/168 [00:29<00:03, 5.19it/s]
154/499 4.32G 0.009479 0.008544 0.003406 58 640: 90%|######### | 152/168 [00:29<00:03, 5.19it/s]
154/499 4.32G 0.009479 0.008544 0.003406 58 640: 91%|#########1| 153/168 [00:29<00:02, 5.26it/s]
154/499 4.32G 0.009477 0.008547 0.003419 72 640: 91%|#########1| 153/168 [00:29<00:02, 5.26it/s]
154/499 4.32G 0.009477 0.008547 0.003419 72 640: 92%|#########1| 154/168 [00:29<00:02, 5.06it/s]
154/499 4.32G 0.009478 0.008551 0.003426 72 640: 92%|#########1| 154/168 [00:29<00:02, 5.06it/s]
154/499 4.32G 0.009478 0.008551 0.003426 72 640: 92%|#########2| 155/168 [00:29<00:02, 5.18it/s]
154/499 4.32G 0.009472 0.008544 0.003422 53 640: 92%|#########2| 155/168 [00:29<00:02, 5.18it/s]
154/499 4.32G 0.009472 0.008544 0.003422 53 640: 93%|#########2| 156/168 [00:29<00:02, 5.28it/s]
154/499 4.32G 0.009477 0.008535 0.003419 60 640: 93%|#########2| 156/168 [00:30<00:02, 5.28it/s]
154/499 4.32G 0.009477 0.008535 0.003419 60 640: 93%|#########3| 157/168 [00:30<00:02, 5.14it/s]
154/499 4.32G 0.00948 0.008553 0.003454 80 640: 93%|#########3| 157/168 [00:30<00:02, 5.14it/s]
154/499 4.32G 0.00948 0.008553 0.003454 80 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s]
154/499 4.32G 0.009483 0.008542 0.00348 57 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s]
154/499 4.32G 0.009483 0.008542 0.00348 57 640: 95%|#########4| 159/168 [00:30<00:01, 5.31it/s]
154/499 4.32G 0.009482 0.008538 0.003478 58 640: 95%|#########4| 159/168 [00:30<00:01, 5.31it/s]
154/499 4.32G 0.009482 0.008538 0.003478 58 640: 95%|#########5| 160/168 [00:30<00:01, 5.09it/s]
154/499 4.32G 0.009479 0.008534 0.003471 70 640: 95%|#########5| 160/168 [00:30<00:01, 5.09it/s]
154/499 4.32G 0.009479 0.008534 0.003471 70 640: 96%|#########5| 161/168 [00:30<00:01, 5.12it/s]
154/499 4.32G 0.009482 0.008548 0.003473 80 640: 96%|#########5| 161/168 [00:31<00:01, 5.12it/s]
154/499 4.32G 0.009482 0.008548 0.003473 80 640: 96%|#########6| 162/168 [00:31<00:01, 5.23it/s]
154/499 4.32G 0.009486 0.008556 0.003463 60 640: 96%|#########6| 162/168 [00:31<00:01, 5.23it/s]
154/499 4.32G 0.009486 0.008556 0.003463 60 640: 97%|#########7| 163/168 [00:31<00:00, 5.12it/s]
154/499 4.32G 0.009506 0.008559 0.003465 69 640: 97%|#########7| 163/168 [00:31<00:00, 5.12it/s]
154/499 4.32G 0.009506 0.008559 0.003465 69 640: 98%|#########7| 164/168 [00:31<00:00, 5.21it/s]
154/499 4.32G 0.009499 0.008548 0.003481 60 640: 98%|#########7| 164/168 [00:31<00:00, 5.21it/s]
154/499 4.32G 0.009499 0.008548 0.003481 60 640: 98%|#########8| 165/168 [00:31<00:00, 5.31it/s]
154/499 4.32G 0.009491 0.008538 0.003503 58 640: 98%|#########8| 165/168 [00:31<00:00, 5.31it/s]
154/499 4.32G 0.009491 0.008538 0.003503 58 640: 99%|#########8| 166/168 [00:31<00:00, 5.18it/s]
154/499 4.32G 0.00948 0.008538 0.003511 69 640: 99%|#########8| 166/168 [00:32<00:00, 5.18it/s]
154/499 4.32G 0.00948 0.008538 0.003511 69 640: 99%|#########9| 167/168 [00:32<00:00, 5.25it/s]
154/499 4.32G 0.009469 0.008512 0.003491 19 640: 99%|#########9| 167/168 [00:32<00:00, 5.25it/s]
154/499 4.32G 0.009469 0.008512 0.003491 19 640: 100%|##########| 168/168 [00:32<00:00, 5.41it/s]
154/499 4.32G 0.009469 0.008512 0.003491 19 640: 100%|##########| 168/168 [00:32<00:00, 5.22it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.78it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.85it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.80it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.78it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.37it/s]
all 132 263 0.814 0.866 0.865 0.757
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
155/499 4.32G 0.01023 0.008682 0.005017 71 640: 0%| | 0/168 [00:00<?, ?it/s]
155/499 4.32G 0.01023 0.008682 0.005017 71 640: 1%| | 1/168 [00:00<00:34, 4.90it/s]
155/499 4.32G 0.009741 0.008494 0.003836 76 640: 1%| | 1/168 [00:00<00:34, 4.90it/s]
155/499 4.32G 0.009741 0.008494 0.003836 76 640: 1%|1 | 2/168 [00:00<00:32, 5.13it/s]
155/499 4.32G 0.01015 0.008655 0.003235 66 640: 1%|1 | 2/168 [00:00<00:32, 5.13it/s]
155/499 4.32G 0.01015 0.008655 0.003235 66 640: 2%|1 | 3/168 [00:00<00:32, 5.15it/s]
155/499 4.32G 0.009597 0.008487 0.003034 63 640: 2%|1 | 3/168 [00:00<00:32, 5.15it/s]
155/499 4.32G 0.009597 0.008487 0.003034 63 640: 2%|2 | 4/168 [00:00<00:32, 4.98it/s]
155/499 4.32G 0.01004 0.008647 0.003393 61 640: 2%|2 | 4/168 [00:00<00:32, 4.98it/s]
155/499 4.32G 0.01004 0.008647 0.003393 61 640: 3%|2 | 5/168 [00:00<00:31, 5.14it/s]
155/499 4.32G 0.00987 0.008502 0.00334 61 640: 3%|2 | 5/168 [00:01<00:31, 5.14it/s]
155/499 4.32G 0.00987 0.008502 0.00334 61 640: 4%|3 | 6/168 [00:01<00:30, 5.28it/s]
155/499 4.32G 0.009666 0.008513 0.003594 64 640: 4%|3 | 6/168 [00:01<00:30, 5.28it/s]
155/499 4.32G 0.009666 0.008513 0.003594 64 640: 4%|4 | 7/168 [00:01<00:31, 5.10it/s]
155/499 4.32G 0.009642 0.008306 0.003511 46 640: 4%|4 | 7/168 [00:01<00:31, 5.10it/s]
155/499 4.32G 0.009642 0.008306 0.003511 46 640: 5%|4 | 8/168 [00:01<00:31, 5.15it/s]
155/499 4.32G 0.009563 0.008502 0.003403 75 640: 5%|4 | 8/168 [00:01<00:31, 5.15it/s]
155/499 4.32G 0.009563 0.008502 0.003403 75 640: 5%|5 | 9/168 [00:01<00:30, 5.25it/s]
155/499 4.32G 0.00981 0.008522 0.003402 55 640: 5%|5 | 9/168 [00:01<00:30, 5.25it/s]
155/499 4.32G 0.00981 0.008522 0.003402 55 640: 6%|5 | 10/168 [00:01<00:30, 5.15it/s]
155/499 4.32G 0.009814 0.008615 0.003375 76 640: 6%|5 | 10/168 [00:02<00:30, 5.15it/s]
155/499 4.32G 0.009814 0.008615 0.003375 76 640: 7%|6 | 11/168 [00:02<00:30, 5.23it/s]
155/499 4.32G 0.009976 0.008734 0.003499 65 640: 7%|6 | 11/168 [00:02<00:30, 5.23it/s]
155/499 4.32G 0.009976 0.008734 0.003499 65 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s]
155/499 4.32G 0.009963 0.008723 0.003447 80 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s]
155/499 4.32G 0.009963 0.008723 0.003447 80 640: 8%|7 | 13/168 [00:02<00:30, 5.15it/s]
155/499 4.32G 0.01011 0.008751 0.003523 63 640: 8%|7 | 13/168 [00:02<00:30, 5.15it/s]
155/499 4.32G 0.01011 0.008751 0.003523 63 640: 8%|8 | 14/168 [00:02<00:29, 5.22it/s]
155/499 4.32G 0.01015 0.008699 0.003454 64 640: 8%|8 | 14/168 [00:02<00:29, 5.22it/s]
155/499 4.32G 0.01015 0.008699 0.003454 64 640: 9%|8 | 15/168 [00:02<00:28, 5.31it/s]
155/499 4.32G 0.0101 0.00865 0.003484 63 640: 9%|8 | 15/168 [00:03<00:28, 5.31it/s]
155/499 4.32G 0.0101 0.00865 0.003484 63 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s]
155/499 4.32G 0.01006 0.008638 0.003506 74 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s]
155/499 4.32G 0.01006 0.008638 0.003506 74 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s]
155/499 4.32G 0.01001 0.0085 0.003604 67 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s]
155/499 4.32G 0.01001 0.0085 0.003604 67 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s]
155/499 4.32G 0.009957 0.008482 0.003656 77 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s]
155/499 4.32G 0.009957 0.008482 0.003656 77 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s]
155/499 4.32G 0.009947 0.008416 0.003675 59 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s]
155/499 4.32G 0.009947 0.008416 0.003675 59 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
155/499 4.32G 0.0099 0.008447 0.003697 78 640: 12%|#1 | 20/168 [00:04<00:27, 5.30it/s]
155/499 4.32G 0.0099 0.008447 0.003697 78 640: 12%|#2 | 21/168 [00:04<00:27, 5.35it/s]
155/499 4.32G 0.009945 0.008401 0.003686 64 640: 12%|#2 | 21/168 [00:04<00:27, 5.35it/s]
155/499 4.32G 0.009945 0.008401 0.003686 64 640: 13%|#3 | 22/168 [00:04<00:27, 5.23it/s]
155/499 4.32G 0.009848 0.008318 0.003589 55 640: 13%|#3 | 22/168 [00:04<00:27, 5.23it/s]
155/499 4.32G 0.009848 0.008318 0.003589 55 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s]
155/499 4.32G 0.009858 0.008268 0.00357 56 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s]
155/499 4.32G 0.009858 0.008268 0.00357 56 640: 14%|#4 | 24/168 [00:04<00:27, 5.33it/s]
155/499 4.32G 0.009861 0.008323 0.00356 80 640: 14%|#4 | 24/168 [00:04<00:27, 5.33it/s]
155/499 4.32G 0.009861 0.008323 0.00356 80 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s]
155/499 4.32G 0.009812 0.00836 0.003548 75 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s]
155/499 4.32G 0.009812 0.00836 0.003548 75 640: 15%|#5 | 26/168 [00:04<00:26, 5.28it/s]
155/499 4.32G 0.009825 0.008349 0.003521 61 640: 15%|#5 | 26/168 [00:05<00:26, 5.28it/s]
155/499 4.32G 0.009825 0.008349 0.003521 61 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s]
155/499 4.32G 0.00975 0.008383 0.003491 65 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s]
155/499 4.32G 0.00975 0.008383 0.003491 65 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s]
155/499 4.32G 0.009743 0.008373 0.003509 70 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s]
155/499 4.32G 0.009743 0.008373 0.003509 70 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s]
155/499 4.32G 0.009734 0.008432 0.003501 80 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s]
155/499 4.32G 0.009734 0.008432 0.003501 80 640: 18%|#7 | 30/168 [00:05<00:25, 5.32it/s]
155/499 4.32G 0.009749 0.008427 0.00357 64 640: 18%|#7 | 30/168 [00:05<00:25, 5.32it/s]
155/499 4.32G 0.009749 0.008427 0.00357 64 640: 18%|#8 | 31/168 [00:05<00:26, 5.19it/s]
155/499 4.32G 0.009742 0.008356 0.003542 60 640: 18%|#8 | 31/168 [00:06<00:26, 5.19it/s]
155/499 4.32G 0.009742 0.008356 0.003542 60 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s]
155/499 4.32G 0.009723 0.008424 0.003495 72 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s]
155/499 4.32G 0.009723 0.008424 0.003495 72 640: 20%|#9 | 33/168 [00:06<00:25, 5.30it/s]
155/499 4.32G 0.009694 0.008383 0.003459 64 640: 20%|#9 | 33/168 [00:06<00:25, 5.30it/s]
155/499 4.32G 0.009694 0.008383 0.003459 64 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
155/499 4.32G 0.009663 0.008346 0.003472 59 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
155/499 4.32G 0.009663 0.008346 0.003472 59 640: 21%|## | 35/168 [00:06<00:25, 5.23it/s]
155/499 4.32G 0.009647 0.008322 0.003399 53 640: 21%|## | 35/168 [00:06<00:25, 5.23it/s]
155/499 4.32G 0.009647 0.008322 0.003399 53 640: 21%|##1 | 36/168 [00:06<00:24, 5.30it/s]
155/499 4.32G 0.009609 0.008349 0.003405 77 640: 21%|##1 | 36/168 [00:07<00:24, 5.30it/s]
155/499 4.32G 0.009609 0.008349 0.003405 77 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
155/499 4.32G 0.00958 0.008354 0.003396 74 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
155/499 4.32G 0.00958 0.008354 0.003396 74 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
155/499 4.32G 0.00957 0.008396 0.003379 76 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
155/499 4.32G 0.00957 0.008396 0.003379 76 640: 23%|##3 | 39/168 [00:07<00:24, 5.33it/s]
155/499 4.32G 0.009563 0.008339 0.003405 42 640: 23%|##3 | 39/168 [00:07<00:24, 5.33it/s]
155/499 4.32G 0.009563 0.008339 0.003405 42 640: 24%|##3 | 40/168 [00:07<00:25, 5.11it/s]
155/499 4.32G 0.009612 0.008358 0.003456 76 640: 24%|##3 | 40/168 [00:07<00:25, 5.11it/s]
155/499 4.32G 0.009612 0.008358 0.003456 76 640: 24%|##4 | 41/168 [00:07<00:24, 5.19it/s]
155/499 4.32G 0.009609 0.008418 0.003512 88 640: 24%|##4 | 41/168 [00:08<00:24, 5.19it/s]
155/499 4.32G 0.009609 0.008418 0.003512 88 640: 25%|##5 | 42/168 [00:08<00:23, 5.28it/s]
155/499 4.32G 0.009617 0.008434 0.003499 79 640: 25%|##5 | 42/168 [00:08<00:23, 5.28it/s]
155/499 4.32G 0.009617 0.008434 0.003499 79 640: 26%|##5 | 43/168 [00:08<00:24, 5.12it/s]
155/499 4.32G 0.009598 0.008441 0.003439 73 640: 26%|##5 | 43/168 [00:08<00:24, 5.12it/s]
155/499 4.32G 0.009598 0.008441 0.003439 73 640: 26%|##6 | 44/168 [00:08<00:23, 5.20it/s]
155/499 4.32G 0.009589 0.008459 0.003402 70 640: 26%|##6 | 44/168 [00:08<00:23, 5.20it/s]
155/499 4.32G 0.009589 0.008459 0.003402 70 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s]
155/499 4.32G 0.009568 0.008449 0.00342 60 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s]
155/499 4.32G 0.009568 0.008449 0.00342 60 640: 27%|##7 | 46/168 [00:08<00:23, 5.13it/s]
155/499 4.32G 0.009576 0.008429 0.003429 64 640: 27%|##7 | 46/168 [00:08<00:23, 5.13it/s]
155/499 4.32G 0.009576 0.008429 0.003429 64 640: 28%|##7 | 47/168 [00:08<00:23, 5.24it/s]
155/499 4.32G 0.009621 0.008454 0.003444 67 640: 28%|##7 | 47/168 [00:09<00:23, 5.24it/s]
155/499 4.32G 0.009621 0.008454 0.003444 67 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s]
155/499 4.32G 0.00959 0.008421 0.003466 74 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s]
155/499 4.32G 0.00959 0.008421 0.003466 74 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s]
155/499 4.32G 0.0096 0.008413 0.003447 58 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s]
155/499 4.32G 0.0096 0.008413 0.003447 58 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s]
155/499 4.32G 0.009604 0.008428 0.003459 62 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s]
155/499 4.32G 0.009604 0.008428 0.003459 62 640: 30%|### | 51/168 [00:09<00:22, 5.27it/s]
155/499 4.32G 0.0096 0.008406 0.003399 66 640: 30%|### | 51/168 [00:09<00:22, 5.27it/s]
155/499 4.32G 0.0096 0.008406 0.003399 66 640: 31%|### | 52/168 [00:09<00:22, 5.13it/s]
155/499 4.32G 0.009582 0.008383 0.003338 58 640: 31%|### | 52/168 [00:10<00:22, 5.13it/s]
155/499 4.32G 0.009582 0.008383 0.003338 58 640: 32%|###1 | 53/168 [00:10<00:22, 5.22it/s]
155/499 4.32G 0.009581 0.008348 0.003362 63 640: 32%|###1 | 53/168 [00:10<00:22, 5.22it/s]
155/499 4.32G 0.009581 0.008348 0.003362 63 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s]
155/499 4.32G 0.009563 0.008345 0.003365 57 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s]
155/499 4.32G 0.009563 0.008345 0.003365 57 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s]
155/499 4.32G 0.009566 0.008335 0.003353 64 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s]
155/499 4.32G 0.009566 0.008335 0.003353 64 640: 33%|###3 | 56/168 [00:10<00:21, 5.23it/s]
155/499 4.32G 0.009582 0.008351 0.003366 79 640: 33%|###3 | 56/168 [00:10<00:21, 5.23it/s]
155/499 4.32G 0.009582 0.008351 0.003366 79 640: 34%|###3 | 57/168 [00:10<00:21, 5.28it/s]
155/499 4.32G 0.009578 0.008347 0.003359 55 640: 34%|###3 | 57/168 [00:11<00:21, 5.28it/s]
155/499 4.32G 0.009578 0.008347 0.003359 55 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s]
155/499 4.32G 0.009545 0.008365 0.003347 68 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s]
155/499 4.32G 0.009545 0.008365 0.003347 68 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
155/499 4.32G 0.009531 0.008349 0.003343 58 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
155/499 4.32G 0.009531 0.008349 0.003343 58 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s]
155/499 4.32G 0.009546 0.008402 0.003339 82 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s]
155/499 4.32G 0.009546 0.008402 0.003339 82 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
155/499 4.32G 0.009564 0.008418 0.003301 71 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
155/499 4.32G 0.009564 0.008418 0.003301 71 640: 37%|###6 | 62/168 [00:11<00:20, 5.22it/s]
155/499 4.32G 0.009544 0.008406 0.003284 68 640: 37%|###6 | 62/168 [00:12<00:20, 5.22it/s]
155/499 4.32G 0.009544 0.008406 0.003284 68 640: 38%|###7 | 63/168 [00:12<00:19, 5.29it/s]
155/499 4.32G 0.009556 0.008426 0.003271 66 640: 38%|###7 | 63/168 [00:12<00:19, 5.29it/s]
155/499 4.32G 0.009556 0.008426 0.003271 66 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s]
155/499 4.32G 0.009559 0.008397 0.003283 58 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s]
155/499 4.32G 0.009559 0.008397 0.003283 58 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
155/499 4.32G 0.009576 0.008386 0.003394 69 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
155/499 4.32G 0.009576 0.008386 0.003394 69 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
155/499 4.32G 0.009576 0.008378 0.003353 54 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
155/499 4.32G 0.009576 0.008378 0.003353 54 640: 40%|###9 | 67/168 [00:12<00:19, 5.14it/s]
155/499 4.32G 0.009581 0.00837 0.003347 69 640: 40%|###9 | 67/168 [00:13<00:19, 5.14it/s]
155/499 4.32G 0.009581 0.00837 0.003347 69 640: 40%|#### | 68/168 [00:13<00:19, 5.25it/s]
155/499 4.32G 0.009566 0.00837 0.003345 68 640: 40%|#### | 68/168 [00:13<00:19, 5.25it/s]
155/499 4.32G 0.009566 0.00837 0.003345 68 640: 41%|####1 | 69/168 [00:13<00:18, 5.30it/s]
155/499 4.32G 0.009569 0.008393 0.003368 74 640: 41%|####1 | 69/168 [00:13<00:18, 5.30it/s]
155/499 4.32G 0.009569 0.008393 0.003368 74 640: 42%|####1 | 70/168 [00:13<00:18, 5.16it/s]
155/499 4.32G 0.009556 0.0084 0.0034 85 640: 42%|####1 | 70/168 [00:13<00:18, 5.16it/s]
155/499 4.32G 0.009556 0.0084 0.0034 85 640: 42%|####2 | 71/168 [00:13<00:18, 5.26it/s]
155/499 4.32G 0.009556 0.008403 0.003425 52 640: 42%|####2 | 71/168 [00:13<00:18, 5.26it/s]
155/499 4.32G 0.009556 0.008403 0.003425 52 640: 43%|####2 | 72/168 [00:13<00:18, 5.31it/s]
155/499 4.32G 0.009532 0.008393 0.003437 67 640: 43%|####2 | 72/168 [00:13<00:18, 5.31it/s]
155/499 4.32G 0.009532 0.008393 0.003437 67 640: 43%|####3 | 73/168 [00:13<00:18, 5.09it/s]
155/499 4.32G 0.009525 0.008405 0.003409 77 640: 43%|####3 | 73/168 [00:14<00:18, 5.09it/s]
155/499 4.32G 0.009525 0.008405 0.003409 77 640: 44%|####4 | 74/168 [00:14<00:18, 5.21it/s]
155/499 4.32G 0.009516 0.008424 0.003441 81 640: 44%|####4 | 74/168 [00:14<00:18, 5.21it/s]
155/499 4.32G 0.009516 0.008424 0.003441 81 640: 45%|####4 | 75/168 [00:14<00:17, 5.28it/s]
155/499 4.32G 0.00951 0.008408 0.003415 73 640: 45%|####4 | 75/168 [00:14<00:17, 5.28it/s]
155/499 4.32G 0.00951 0.008408 0.003415 73 640: 45%|####5 | 76/168 [00:14<00:17, 5.16it/s]
155/499 4.32G 0.009503 0.008413 0.003397 70 640: 45%|####5 | 76/168 [00:14<00:17, 5.16it/s]
155/499 4.32G 0.009503 0.008413 0.003397 70 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
155/499 4.32G 0.009502 0.008426 0.003361 65 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
155/499 4.32G 0.009502 0.008426 0.003361 65 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s]
155/499 4.32G 0.009496 0.008429 0.003375 67 640: 46%|####6 | 78/168 [00:15<00:16, 5.34it/s]
155/499 4.32G 0.009496 0.008429 0.003375 67 640: 47%|####7 | 79/168 [00:15<00:17, 5.18it/s]
155/499 4.32G 0.00949 0.008448 0.003368 76 640: 47%|####7 | 79/168 [00:15<00:17, 5.18it/s]
155/499 4.32G 0.00949 0.008448 0.003368 76 640: 48%|####7 | 80/168 [00:15<00:16, 5.24it/s]
155/499 4.32G 0.009477 0.008458 0.003367 73 640: 48%|####7 | 80/168 [00:15<00:16, 5.24it/s]
155/499 4.32G 0.009477 0.008458 0.003367 73 640: 48%|####8 | 81/168 [00:15<00:16, 5.30it/s]
155/499 4.32G 0.009468 0.008444 0.003348 63 640: 48%|####8 | 81/168 [00:15<00:16, 5.30it/s]
155/499 4.32G 0.009468 0.008444 0.003348 63 640: 49%|####8 | 82/168 [00:15<00:16, 5.16it/s]
155/499 4.32G 0.009472 0.008457 0.003344 80 640: 49%|####8 | 82/168 [00:15<00:16, 5.16it/s]
155/499 4.32G 0.009472 0.008457 0.003344 80 640: 49%|####9 | 83/168 [00:15<00:16, 5.22it/s]
155/499 4.32G 0.009466 0.008466 0.003348 79 640: 49%|####9 | 83/168 [00:16<00:16, 5.22it/s]
155/499 4.32G 0.009466 0.008466 0.003348 79 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s]
155/499 4.32G 0.009457 0.008462 0.003324 66 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s]
155/499 4.32G 0.009457 0.008462 0.003324 66 640: 51%|##### | 85/168 [00:16<00:16, 5.15it/s]
155/499 4.32G 0.009452 0.00847 0.003329 65 640: 51%|##### | 85/168 [00:16<00:16, 5.15it/s]
155/499 4.32G 0.009452 0.00847 0.003329 65 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s]
155/499 4.32G 0.009441 0.008471 0.003308 73 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s]
155/499 4.32G 0.009441 0.008471 0.003308 73 640: 52%|#####1 | 87/168 [00:16<00:15, 5.29it/s]
155/499 4.32G 0.009411 0.008438 0.003337 61 640: 52%|#####1 | 87/168 [00:16<00:15, 5.29it/s]
155/499 4.32G 0.009411 0.008438 0.003337 61 640: 52%|#####2 | 88/168 [00:16<00:15, 5.15it/s]
155/499 4.32G 0.009415 0.008419 0.003318 53 640: 52%|#####2 | 88/168 [00:17<00:15, 5.15it/s]
155/499 4.32G 0.009415 0.008419 0.003318 53 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s]
155/499 4.32G 0.009402 0.008436 0.003331 79 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s]
155/499 4.32G 0.009402 0.008436 0.003331 79 640: 54%|#####3 | 90/168 [00:17<00:14, 5.28it/s]
155/499 4.32G 0.009396 0.008435 0.003322 65 640: 54%|#####3 | 90/168 [00:17<00:14, 5.28it/s]
155/499 4.32G 0.009396 0.008435 0.003322 65 640: 54%|#####4 | 91/168 [00:17<00:15, 5.13it/s]
155/499 4.32G 0.009387 0.008423 0.003313 69 640: 54%|#####4 | 91/168 [00:17<00:15, 5.13it/s]
155/499 4.32G 0.009387 0.008423 0.003313 69 640: 55%|#####4 | 92/168 [00:17<00:14, 5.21it/s]
155/499 4.32G 0.009381 0.008423 0.00331 65 640: 55%|#####4 | 92/168 [00:17<00:14, 5.21it/s]
155/499 4.32G 0.009381 0.008423 0.00331 65 640: 55%|#####5 | 93/168 [00:17<00:14, 5.25it/s]
155/499 4.32G 0.009373 0.008426 0.003308 70 640: 55%|#####5 | 93/168 [00:17<00:14, 5.25it/s]
155/499 4.32G 0.009373 0.008426 0.003308 70 640: 56%|#####5 | 94/168 [00:17<00:14, 5.12it/s]
155/499 4.32G 0.009372 0.008427 0.003368 70 640: 56%|#####5 | 94/168 [00:18<00:14, 5.12it/s]
155/499 4.32G 0.009372 0.008427 0.003368 70 640: 57%|#####6 | 95/168 [00:18<00:14, 5.21it/s]
155/499 4.32G 0.009379 0.008455 0.003395 68 640: 57%|#####6 | 95/168 [00:18<00:14, 5.21it/s]
155/499 4.32G 0.009379 0.008455 0.003395 68 640: 57%|#####7 | 96/168 [00:18<00:13, 5.27it/s]
155/499 4.32G 0.009378 0.008467 0.003423 63 640: 57%|#####7 | 96/168 [00:18<00:13, 5.27it/s]
155/499 4.32G 0.009378 0.008467 0.003423 63 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s]
155/499 4.32G 0.00938 0.008477 0.003451 72 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s]
155/499 4.32G 0.00938 0.008477 0.003451 72 640: 58%|#####8 | 98/168 [00:18<00:13, 5.23it/s]
155/499 4.32G 0.009367 0.008457 0.003443 60 640: 58%|#####8 | 98/168 [00:18<00:13, 5.23it/s]
155/499 4.32G 0.009367 0.008457 0.003443 60 640: 59%|#####8 | 99/168 [00:18<00:13, 5.30it/s]
155/499 4.32G 0.009368 0.008482 0.003433 81 640: 59%|#####8 | 99/168 [00:19<00:13, 5.30it/s]
155/499 4.32G 0.009368 0.008482 0.003433 81 640: 60%|#####9 | 100/168 [00:19<00:13, 5.16it/s]
155/499 4.32G 0.009349 0.008476 0.003414 53 640: 60%|#####9 | 100/168 [00:19<00:13, 5.16it/s]
155/499 4.32G 0.009349 0.008476 0.003414 53 640: 60%|###### | 101/168 [00:19<00:12, 5.19it/s]
155/499 4.32G 0.009335 0.00846 0.003408 57 640: 60%|###### | 101/168 [00:19<00:12, 5.19it/s]
155/499 4.32G 0.009335 0.00846 0.003408 57 640: 61%|###### | 102/168 [00:19<00:12, 5.25it/s]
155/499 4.32G 0.009328 0.008452 0.003405 76 640: 61%|###### | 102/168 [00:19<00:12, 5.25it/s]
155/499 4.32G 0.009328 0.008452 0.003405 76 640: 61%|######1 | 103/168 [00:19<00:12, 5.14it/s]
155/499 4.32G 0.009317 0.008457 0.003395 78 640: 61%|######1 | 103/168 [00:19<00:12, 5.14it/s]
155/499 4.32G 0.009317 0.008457 0.003395 78 640: 62%|######1 | 104/168 [00:19<00:12, 5.26it/s]
155/499 4.32G 0.009326 0.008448 0.003425 59 640: 62%|######1 | 104/168 [00:20<00:12, 5.26it/s]
155/499 4.32G 0.009326 0.008448 0.003425 59 640: 62%|######2 | 105/168 [00:20<00:11, 5.33it/s]
155/499 4.32G 0.009331 0.008446 0.003411 61 640: 62%|######2 | 105/168 [00:20<00:11, 5.33it/s]
155/499 4.32G 0.009331 0.008446 0.003411 61 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s]
155/499 4.32G 0.009334 0.008458 0.003393 78 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s]
155/499 4.32G 0.009334 0.008458 0.003393 78 640: 64%|######3 | 107/168 [00:20<00:11, 5.25it/s]
155/499 4.32G 0.009337 0.00845 0.003376 55 640: 64%|######3 | 107/168 [00:20<00:11, 5.25it/s]
155/499 4.32G 0.009337 0.00845 0.003376 55 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s]
155/499 4.32G 0.00933 0.008444 0.003385 63 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s]
155/499 4.32G 0.00933 0.008444 0.003385 63 640: 65%|######4 | 109/168 [00:20<00:11, 5.15it/s]
155/499 4.32G 0.009321 0.008444 0.003371 62 640: 65%|######4 | 109/168 [00:21<00:11, 5.15it/s]
155/499 4.32G 0.009321 0.008444 0.003371 62 640: 65%|######5 | 110/168 [00:21<00:11, 5.25it/s]
155/499 4.32G 0.009315 0.008441 0.003362 70 640: 65%|######5 | 110/168 [00:21<00:11, 5.25it/s]
155/499 4.32G 0.009315 0.008441 0.003362 70 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
155/499 4.32G 0.009322 0.008443 0.003352 55 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
155/499 4.32G 0.009322 0.008443 0.003352 55 640: 67%|######6 | 112/168 [00:21<00:10, 5.20it/s]
155/499 4.32G 0.009316 0.008445 0.003375 73 640: 67%|######6 | 112/168 [00:21<00:10, 5.20it/s]
155/499 4.32G 0.009316 0.008445 0.003375 73 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s]
155/499 4.32G 0.009313 0.008461 0.003372 86 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s]
155/499 4.32G 0.009313 0.008461 0.003372 86 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s]
155/499 4.32G 0.009312 0.008458 0.003363 74 640: 68%|######7 | 114/168 [00:22<00:10, 5.35it/s]
155/499 4.32G 0.009312 0.008458 0.003363 74 640: 68%|######8 | 115/168 [00:22<00:10, 5.18it/s]
155/499 4.32G 0.009304 0.008445 0.00334 59 640: 68%|######8 | 115/168 [00:22<00:10, 5.18it/s]
155/499 4.32G 0.009304 0.008445 0.00334 59 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s]
155/499 4.32G 0.009313 0.008444 0.003328 46 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s]
155/499 4.32G 0.009313 0.008444 0.003328 46 640: 70%|######9 | 117/168 [00:22<00:09, 5.31it/s]
155/499 4.32G 0.009311 0.008458 0.003347 78 640: 70%|######9 | 117/168 [00:22<00:09, 5.31it/s]
155/499 4.32G 0.009311 0.008458 0.003347 78 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s]
155/499 4.32G 0.009309 0.008456 0.003355 66 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s]
155/499 4.32G 0.009309 0.008456 0.003355 66 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s]
155/499 4.32G 0.009302 0.008464 0.003356 80 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s]
155/499 4.32G 0.009302 0.008464 0.003356 80 640: 71%|#######1 | 120/168 [00:22<00:08, 5.35it/s]
155/499 4.32G 0.009301 0.008468 0.003342 75 640: 71%|#######1 | 120/168 [00:23<00:08, 5.35it/s]
155/499 4.32G 0.009301 0.008468 0.003342 75 640: 72%|#######2 | 121/168 [00:23<00:09, 5.22it/s]
155/499 4.32G 0.009297 0.008475 0.00332 71 640: 72%|#######2 | 121/168 [00:23<00:09, 5.22it/s]
155/499 4.32G 0.009297 0.008475 0.00332 71 640: 73%|#######2 | 122/168 [00:23<00:08, 5.33it/s]
155/499 4.32G 0.009308 0.008496 0.003314 79 640: 73%|#######2 | 122/168 [00:23<00:08, 5.33it/s]
155/499 4.32G 0.009308 0.008496 0.003314 79 640: 73%|#######3 | 123/168 [00:23<00:08, 5.38it/s]
155/499 4.32G 0.009328 0.008498 0.003332 64 640: 73%|#######3 | 123/168 [00:23<00:08, 5.38it/s]
155/499 4.32G 0.009328 0.008498 0.003332 64 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
155/499 4.32G 0.009326 0.008494 0.003316 56 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
155/499 4.32G 0.009326 0.008494 0.003316 56 640: 74%|#######4 | 125/168 [00:23<00:08, 5.29it/s]
155/499 4.32G 0.009322 0.008491 0.003319 61 640: 74%|#######4 | 125/168 [00:24<00:08, 5.29it/s]
155/499 4.32G 0.009322 0.008491 0.003319 61 640: 75%|#######5 | 126/168 [00:24<00:07, 5.35it/s]
155/499 4.32G 0.00932 0.00849 0.003315 77 640: 75%|#######5 | 126/168 [00:24<00:07, 5.35it/s]
155/499 4.32G 0.00932 0.00849 0.003315 77 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
155/499 4.32G 0.009315 0.008512 0.003321 75 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
155/499 4.32G 0.009315 0.008512 0.003321 75 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s]
155/499 4.32G 0.009309 0.008508 0.00334 67 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s]
155/499 4.32G 0.009309 0.008508 0.00334 67 640: 77%|#######6 | 129/168 [00:24<00:07, 5.28it/s]
155/499 4.32G 0.009294 0.008507 0.00335 71 640: 77%|#######6 | 129/168 [00:24<00:07, 5.28it/s]
155/499 4.32G 0.009294 0.008507 0.00335 71 640: 77%|#######7 | 130/168 [00:24<00:07, 5.15it/s]
155/499 4.32G 0.009303 0.00851 0.003354 73 640: 77%|#######7 | 130/168 [00:25<00:07, 5.15it/s]
155/499 4.32G 0.009303 0.00851 0.003354 73 640: 78%|#######7 | 131/168 [00:25<00:07, 5.22it/s]
155/499 4.32G 0.009303 0.008512 0.003362 62 640: 78%|#######7 | 131/168 [00:25<00:07, 5.22it/s]
155/499 4.32G 0.009303 0.008512 0.003362 62 640: 79%|#######8 | 132/168 [00:25<00:06, 5.28it/s]
155/499 4.32G 0.009294 0.00853 0.003379 81 640: 79%|#######8 | 132/168 [00:25<00:06, 5.28it/s]
155/499 4.32G 0.009294 0.00853 0.003379 81 640: 79%|#######9 | 133/168 [00:25<00:06, 5.15it/s]
155/499 4.32G 0.009306 0.008525 0.003394 43 640: 79%|#######9 | 133/168 [00:25<00:06, 5.15it/s]
155/499 4.32G 0.009306 0.008525 0.003394 43 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s]
155/499 4.32G 0.009315 0.008506 0.003397 50 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s]
155/499 4.32G 0.009315 0.008506 0.003397 50 640: 80%|######## | 135/168 [00:25<00:06, 5.27it/s]
155/499 4.32G 0.009321 0.008506 0.003387 65 640: 80%|######## | 135/168 [00:25<00:06, 5.27it/s]
155/499 4.32G 0.009321 0.008506 0.003387 65 640: 81%|######## | 136/168 [00:25<00:06, 5.17it/s]
155/499 4.32G 0.009325 0.008515 0.003384 68 640: 81%|######## | 136/168 [00:26<00:06, 5.17it/s]
155/499 4.32G 0.009325 0.008515 0.003384 68 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s]
155/499 4.32G 0.009332 0.008519 0.003372 61 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s]
155/499 4.32G 0.009332 0.008519 0.003372 61 640: 82%|########2 | 138/168 [00:26<00:05, 5.24it/s]
155/499 4.32G 0.009352 0.008514 0.003369 50 640: 82%|########2 | 138/168 [00:26<00:05, 5.24it/s]
155/499 4.32G 0.009352 0.008514 0.003369 50 640: 83%|########2 | 139/168 [00:26<00:05, 5.12it/s]
155/499 4.32G 0.009344 0.008496 0.003359 56 640: 83%|########2 | 139/168 [00:26<00:05, 5.12it/s]
155/499 4.32G 0.009344 0.008496 0.003359 56 640: 83%|########3 | 140/168 [00:26<00:05, 5.23it/s]
155/499 4.32G 0.009347 0.008496 0.003343 65 640: 83%|########3 | 140/168 [00:26<00:05, 5.23it/s]
155/499 4.32G 0.009347 0.008496 0.003343 65 640: 84%|########3 | 141/168 [00:26<00:05, 5.28it/s]
155/499 4.32G 0.009345 0.008495 0.003353 74 640: 84%|########3 | 141/168 [00:27<00:05, 5.28it/s]
155/499 4.32G 0.009345 0.008495 0.003353 74 640: 85%|########4 | 142/168 [00:27<00:05, 5.14it/s]
155/499 4.32G 0.009367 0.008488 0.003363 50 640: 85%|########4 | 142/168 [00:27<00:05, 5.14it/s]
155/499 4.32G 0.009367 0.008488 0.003363 50 640: 85%|########5 | 143/168 [00:27<00:04, 5.21it/s]
155/499 4.32G 0.009358 0.008487 0.00337 68 640: 85%|########5 | 143/168 [00:27<00:04, 5.21it/s]
155/499 4.32G 0.009358 0.008487 0.00337 68 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s]
155/499 4.32G 0.009359 0.008491 0.003361 56 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s]
155/499 4.32G 0.009359 0.008491 0.003361 56 640: 86%|########6 | 145/168 [00:27<00:04, 5.13it/s]
155/499 4.32G 0.009357 0.008491 0.003354 67 640: 86%|########6 | 145/168 [00:27<00:04, 5.13it/s]
155/499 4.32G 0.009357 0.008491 0.003354 67 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s]
155/499 4.32G 0.009357 0.008484 0.003342 57 640: 87%|########6 | 146/168 [00:28<00:04, 5.25it/s]
155/499 4.32G 0.009357 0.008484 0.003342 57 640: 88%|########7 | 147/168 [00:28<00:03, 5.31it/s]
155/499 4.32G 0.009356 0.0085 0.003358 80 640: 88%|########7 | 147/168 [00:28<00:03, 5.31it/s]
155/499 4.32G 0.009356 0.0085 0.003358 80 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s]
155/499 4.32G 0.009363 0.008484 0.003341 47 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s]
155/499 4.32G 0.009363 0.008484 0.003341 47 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s]
155/499 4.32G 0.009364 0.008507 0.003347 72 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s]
155/499 4.32G 0.009364 0.008507 0.003347 72 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s]
155/499 4.32G 0.009364 0.008517 0.00335 69 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s]
155/499 4.32G 0.009364 0.008517 0.00335 69 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s]
155/499 4.32G 0.009359 0.008498 0.003371 55 640: 90%|########9 | 151/168 [00:29<00:03, 5.21it/s]
155/499 4.32G 0.009359 0.008498 0.003371 55 640: 90%|######### | 152/168 [00:29<00:03, 5.30it/s]
155/499 4.32G 0.009359 0.008505 0.00336 69 640: 90%|######### | 152/168 [00:29<00:03, 5.30it/s]
155/499 4.32G 0.009359 0.008505 0.00336 69 640: 91%|#########1| 153/168 [00:29<00:02, 5.38it/s]
155/499 4.32G 0.009369 0.008507 0.003354 61 640: 91%|#########1| 153/168 [00:29<00:02, 5.38it/s]
155/499 4.32G 0.009369 0.008507 0.003354 61 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
155/499 4.32G 0.009375 0.008516 0.003353 75 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
155/499 4.32G 0.009375 0.008516 0.003353 75 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s]
155/499 4.32G 0.009377 0.008532 0.003361 79 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s]
155/499 4.32G 0.009377 0.008532 0.003361 79 640: 93%|#########2| 156/168 [00:29<00:02, 5.36it/s]
155/499 4.32G 0.009397 0.008544 0.003376 69 640: 93%|#########2| 156/168 [00:29<00:02, 5.36it/s]
155/499 4.32G 0.009397 0.008544 0.003376 69 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s]
155/499 4.32G 0.00939 0.008544 0.003387 75 640: 93%|#########3| 157/168 [00:30<00:02, 5.21it/s]
155/499 4.32G 0.00939 0.008544 0.003387 75 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s]
155/499 4.32G 0.00939 0.008547 0.003392 66 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s]
155/499 4.32G 0.00939 0.008547 0.003392 66 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s]
155/499 4.32G 0.009393 0.008547 0.00338 62 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s]
155/499 4.32G 0.009393 0.008547 0.00338 62 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s]
155/499 4.32G 0.009389 0.008552 0.003394 74 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s]
155/499 4.32G 0.009389 0.008552 0.003394 74 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s]
155/499 4.32G 0.00939 0.008543 0.003399 52 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s]
155/499 4.32G 0.00939 0.008543 0.003399 52 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s]
155/499 4.32G 0.00939 0.00855 0.003394 70 640: 96%|#########6| 162/168 [00:31<00:01, 5.35it/s]
155/499 4.32G 0.00939 0.00855 0.003394 70 640: 97%|#########7| 163/168 [00:31<00:00, 5.22it/s]
155/499 4.32G 0.009387 0.008545 0.003401 64 640: 97%|#########7| 163/168 [00:31<00:00, 5.22it/s]
155/499 4.32G 0.009387 0.008545 0.003401 64 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s]
155/499 4.32G 0.009378 0.008538 0.003399 64 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s]
155/499 4.32G 0.009378 0.008538 0.003399 64 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s]
155/499 4.32G 0.009384 0.008546 0.003407 78 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s]
155/499 4.32G 0.009384 0.008546 0.003407 78 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s]
155/499 4.32G 0.009388 0.008554 0.003401 72 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s]
155/499 4.32G 0.009388 0.008554 0.003401 72 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s]
155/499 4.32G 0.009406 0.008566 0.003406 30 640: 99%|#########9| 167/168 [00:32<00:00, 5.29it/s]
155/499 4.32G 0.009406 0.008566 0.003406 30 640: 100%|##########| 168/168 [00:32<00:00, 5.47it/s]
155/499 4.32G 0.009406 0.008566 0.003406 30 640: 100%|##########| 168/168 [00:32<00:00, 5.24it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s]
all 132 263 0.856 0.849 0.866 0.756
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
156/499 4.32G 0.01074 0.009691 0.004694 66 640: 0%| | 0/168 [00:00<?, ?it/s]
156/499 4.32G 0.01074 0.009691 0.004694 66 640: 1%| | 1/168 [00:00<00:33, 4.95it/s]
156/499 4.32G 0.009958 0.009785 0.004571 89 640: 1%| | 1/168 [00:00<00:33, 4.95it/s]
156/499 4.32G 0.009958 0.009785 0.004571 89 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s]
156/499 4.32G 0.01029 0.009499 0.004948 61 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s]
156/499 4.32G 0.01029 0.009499 0.004948 61 640: 2%|1 | 3/168 [00:00<00:30, 5.36it/s]
156/499 4.32G 0.0103 0.009783 0.004638 70 640: 2%|1 | 3/168 [00:00<00:30, 5.36it/s]
156/499 4.32G 0.0103 0.009783 0.004638 70 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s]
156/499 4.32G 0.01023 0.01011 0.004496 84 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s]
156/499 4.32G 0.01023 0.01011 0.004496 84 640: 3%|2 | 5/168 [00:00<00:31, 5.17it/s]
156/499 4.32G 0.01019 0.01025 0.00507 70 640: 3%|2 | 5/168 [00:01<00:31, 5.17it/s]
156/499 4.32G 0.01019 0.01025 0.00507 70 640: 4%|3 | 6/168 [00:01<00:30, 5.28it/s]
156/499 4.32G 0.01047 0.01036 0.005032 81 640: 4%|3 | 6/168 [00:01<00:30, 5.28it/s]
156/499 4.32G 0.01047 0.01036 0.005032 81 640: 4%|4 | 7/168 [00:01<00:31, 5.13it/s]
156/499 4.32G 0.01016 0.009807 0.004901 63 640: 4%|4 | 7/168 [00:01<00:31, 5.13it/s]
156/499 4.32G 0.01016 0.009807 0.004901 63 640: 5%|4 | 8/168 [00:01<00:30, 5.23it/s]
156/499 4.32G 0.01016 0.009762 0.004882 77 640: 5%|4 | 8/168 [00:01<00:30, 5.23it/s]
156/499 4.32G 0.01016 0.009762 0.004882 77 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s]
156/499 4.32G 0.01021 0.009719 0.004779 71 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s]
156/499 4.32G 0.01021 0.009719 0.004779 71 640: 6%|5 | 10/168 [00:01<00:30, 5.19it/s]
156/499 4.32G 0.01019 0.00984 0.004581 77 640: 6%|5 | 10/168 [00:02<00:30, 5.19it/s]
156/499 4.32G 0.01019 0.00984 0.004581 77 640: 7%|6 | 11/168 [00:02<00:29, 5.27it/s]
156/499 4.32G 0.01012 0.009864 0.004571 81 640: 7%|6 | 11/168 [00:02<00:29, 5.27it/s]
156/499 4.32G 0.01012 0.009864 0.004571 81 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s]
156/499 4.32G 0.01013 0.009859 0.004488 64 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s]
156/499 4.32G 0.01013 0.009859 0.004488 64 640: 8%|7 | 13/168 [00:02<00:30, 5.13it/s]
156/499 4.32G 0.01015 0.009655 0.004705 56 640: 8%|7 | 13/168 [00:02<00:30, 5.13it/s]
156/499 4.32G 0.01015 0.009655 0.004705 56 640: 8%|8 | 14/168 [00:02<00:29, 5.24it/s]
156/499 4.32G 0.01017 0.009662 0.004591 67 640: 8%|8 | 14/168 [00:02<00:29, 5.24it/s]
156/499 4.32G 0.01017 0.009662 0.004591 67 640: 9%|8 | 15/168 [00:02<00:28, 5.33it/s]
156/499 4.32G 0.01021 0.009754 0.004476 69 640: 9%|8 | 15/168 [00:03<00:28, 5.33it/s]
156/499 4.32G 0.01021 0.009754 0.004476 69 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s]
156/499 4.32G 0.01033 0.009711 0.004456 58 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s]
156/499 4.32G 0.01033 0.009711 0.004456 58 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
156/499 4.32G 0.01028 0.009557 0.004818 51 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
156/499 4.32G 0.01028 0.009557 0.004818 51 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
156/499 4.32G 0.0102 0.009487 0.004695 64 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
156/499 4.32G 0.0102 0.009487 0.004695 64 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s]
156/499 4.32G 0.01031 0.009495 0.004956 66 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s]
156/499 4.32G 0.01031 0.009495 0.004956 66 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s]
156/499 4.32G 0.01039 0.009581 0.00497 80 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s]
156/499 4.32G 0.01039 0.009581 0.00497 80 640: 12%|#2 | 21/168 [00:03<00:27, 5.34it/s]
156/499 4.32G 0.01038 0.009567 0.004907 70 640: 12%|#2 | 21/168 [00:04<00:27, 5.34it/s]
156/499 4.32G 0.01038 0.009567 0.004907 70 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
156/499 4.32G 0.01041 0.009505 0.004826 53 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
156/499 4.32G 0.01041 0.009505 0.004826 53 640: 14%|#3 | 23/168 [00:04<00:27, 5.26it/s]
156/499 4.32G 0.01044 0.0095 0.004697 66 640: 14%|#3 | 23/168 [00:04<00:27, 5.26it/s]
156/499 4.32G 0.01044 0.0095 0.004697 66 640: 14%|#4 | 24/168 [00:04<00:27, 5.33it/s]
156/499 4.32G 0.0104 0.009505 0.004621 75 640: 14%|#4 | 24/168 [00:04<00:27, 5.33it/s]
156/499 4.32G 0.0104 0.009505 0.004621 75 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
156/499 4.32G 0.01032 0.00944 0.004614 64 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
156/499 4.32G 0.01032 0.00944 0.004614 64 640: 15%|#5 | 26/168 [00:04<00:26, 5.29it/s]
156/499 4.32G 0.01035 0.009526 0.004494 72 640: 15%|#5 | 26/168 [00:05<00:26, 5.29it/s]
156/499 4.32G 0.01035 0.009526 0.004494 72 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s]
156/499 4.32G 0.01027 0.009406 0.004485 56 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s]
156/499 4.32G 0.01027 0.009406 0.004485 56 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s]
156/499 4.32G 0.01026 0.00939 0.004455 72 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s]
156/499 4.32G 0.01026 0.00939 0.004455 72 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
156/499 4.32G 0.01026 0.009313 0.004388 62 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
156/499 4.32G 0.01026 0.009313 0.004388 62 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s]
156/499 4.32G 0.01021 0.009277 0.004475 75 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s]
156/499 4.32G 0.01021 0.009277 0.004475 75 640: 18%|#8 | 31/168 [00:05<00:26, 5.22it/s]
156/499 4.32G 0.01019 0.009254 0.00447 77 640: 18%|#8 | 31/168 [00:06<00:26, 5.22it/s]
156/499 4.32G 0.01019 0.009254 0.00447 77 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s]
156/499 4.32G 0.0102 0.009288 0.004518 75 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s]
156/499 4.32G 0.0102 0.009288 0.004518 75 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s]
156/499 4.32G 0.01024 0.009258 0.004443 62 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s]
156/499 4.32G 0.01024 0.009258 0.004443 62 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s]
156/499 4.32G 0.01025 0.009161 0.004346 44 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s]
156/499 4.32G 0.01025 0.009161 0.004346 44 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
156/499 4.32G 0.01023 0.009142 0.004341 74 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
156/499 4.32G 0.01023 0.009142 0.004341 74 640: 21%|##1 | 36/168 [00:06<00:24, 5.34it/s]
156/499 4.32G 0.0102 0.00928 0.004277 86 640: 21%|##1 | 36/168 [00:07<00:24, 5.34it/s]
156/499 4.32G 0.0102 0.00928 0.004277 86 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s]
156/499 4.32G 0.01019 0.009257 0.004257 69 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s]
156/499 4.32G 0.01019 0.009257 0.004257 69 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s]
156/499 4.32G 0.01019 0.009222 0.004238 58 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s]
156/499 4.32G 0.01019 0.009222 0.004238 58 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
156/499 4.32G 0.01021 0.009287 0.004237 70 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
156/499 4.32G 0.01021 0.009287 0.004237 70 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
156/499 4.32G 0.01019 0.009208 0.004251 57 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
156/499 4.32G 0.01019 0.009208 0.004251 57 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s]
156/499 4.32G 0.01017 0.009191 0.004188 65 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s]
156/499 4.32G 0.01017 0.009191 0.004188 65 640: 25%|##5 | 42/168 [00:07<00:23, 5.33it/s]
156/499 4.32G 0.01018 0.009195 0.004141 74 640: 25%|##5 | 42/168 [00:08<00:23, 5.33it/s]
156/499 4.32G 0.01018 0.009195 0.004141 74 640: 26%|##5 | 43/168 [00:08<00:24, 5.17it/s]
156/499 4.32G 0.01017 0.009209 0.004139 76 640: 26%|##5 | 43/168 [00:08<00:24, 5.17it/s]
156/499 4.32G 0.01017 0.009209 0.004139 76 640: 26%|##6 | 44/168 [00:08<00:23, 5.26it/s]
156/499 4.32G 0.01015 0.009222 0.004123 77 640: 26%|##6 | 44/168 [00:08<00:23, 5.26it/s]
156/499 4.32G 0.01015 0.009222 0.004123 77 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s]
156/499 4.32G 0.01013 0.009241 0.004137 79 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s]
156/499 4.32G 0.01013 0.009241 0.004137 79 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s]
156/499 4.32G 0.01011 0.009237 0.004122 69 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s]
156/499 4.32G 0.01011 0.009237 0.004122 69 640: 28%|##7 | 47/168 [00:08<00:22, 5.28it/s]
156/499 4.32G 0.0101 0.009254 0.004175 83 640: 28%|##7 | 47/168 [00:09<00:22, 5.28it/s]
156/499 4.32G 0.0101 0.009254 0.004175 83 640: 29%|##8 | 48/168 [00:09<00:22, 5.37it/s]
156/499 4.32G 0.0101 0.009313 0.004194 67 640: 29%|##8 | 48/168 [00:09<00:22, 5.37it/s]
156/499 4.32G 0.0101 0.009313 0.004194 67 640: 29%|##9 | 49/168 [00:09<00:22, 5.22it/s]
156/499 4.32G 0.01012 0.009328 0.004188 59 640: 29%|##9 | 49/168 [00:09<00:22, 5.22it/s]
156/499 4.32G 0.01012 0.009328 0.004188 59 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
156/499 4.32G 0.01011 0.009323 0.004165 77 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
156/499 4.32G 0.01011 0.009323 0.004165 77 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
156/499 4.32G 0.01011 0.009327 0.004182 74 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
156/499 4.32G 0.01011 0.009327 0.004182 74 640: 31%|### | 52/168 [00:09<00:22, 5.21it/s]
156/499 4.32G 0.01012 0.009319 0.004187 69 640: 31%|### | 52/168 [00:10<00:22, 5.21it/s]
156/499 4.32G 0.01012 0.009319 0.004187 69 640: 32%|###1 | 53/168 [00:10<00:22, 5.23it/s]
156/499 4.32G 0.01012 0.009327 0.004133 66 640: 32%|###1 | 53/168 [00:10<00:22, 5.23it/s]
156/499 4.32G 0.01012 0.009327 0.004133 66 640: 32%|###2 | 54/168 [00:10<00:21, 5.28it/s]
156/499 4.32G 0.01015 0.009292 0.004136 69 640: 32%|###2 | 54/168 [00:10<00:21, 5.28it/s]
156/499 4.32G 0.01015 0.009292 0.004136 69 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s]
156/499 4.32G 0.01013 0.009277 0.00414 74 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s]
156/499 4.32G 0.01013 0.009277 0.00414 74 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s]
156/499 4.32G 0.01013 0.0093 0.00416 81 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s]
156/499 4.32G 0.01013 0.0093 0.00416 81 640: 34%|###3 | 57/168 [00:10<00:21, 5.24it/s]
156/499 4.32G 0.01013 0.009272 0.004189 66 640: 34%|###3 | 57/168 [00:11<00:21, 5.24it/s]
156/499 4.32G 0.01013 0.009272 0.004189 66 640: 35%|###4 | 58/168 [00:11<00:21, 5.10it/s]
156/499 4.32G 0.01013 0.009275 0.004208 66 640: 35%|###4 | 58/168 [00:11<00:21, 5.10it/s]
156/499 4.32G 0.01013 0.009275 0.004208 66 640: 35%|###5 | 59/168 [00:11<00:20, 5.21it/s]
156/499 4.32G 0.01013 0.009295 0.004192 81 640: 35%|###5 | 59/168 [00:11<00:20, 5.21it/s]
156/499 4.32G 0.01013 0.009295 0.004192 81 640: 36%|###5 | 60/168 [00:11<00:20, 5.28it/s]
156/499 4.32G 0.01014 0.0093 0.004234 70 640: 36%|###5 | 60/168 [00:11<00:20, 5.28it/s]
156/499 4.32G 0.01014 0.0093 0.004234 70 640: 36%|###6 | 61/168 [00:11<00:21, 5.06it/s]
156/499 4.32G 0.01012 0.009288 0.004278 76 640: 36%|###6 | 61/168 [00:11<00:21, 5.06it/s]
156/499 4.32G 0.01012 0.009288 0.004278 76 640: 37%|###6 | 62/168 [00:11<00:20, 5.15it/s]
156/499 4.32G 0.01012 0.00928 0.004222 56 640: 37%|###6 | 62/168 [00:12<00:20, 5.15it/s]
156/499 4.32G 0.01012 0.00928 0.004222 56 640: 38%|###7 | 63/168 [00:12<00:20, 5.25it/s]
156/499 4.32G 0.01011 0.009257 0.004254 56 640: 38%|###7 | 63/168 [00:12<00:20, 5.25it/s]
156/499 4.32G 0.01011 0.009257 0.004254 56 640: 38%|###8 | 64/168 [00:12<00:20, 5.09it/s]
156/499 4.32G 0.01011 0.00925 0.004224 67 640: 38%|###8 | 64/168 [00:12<00:20, 5.09it/s]
156/499 4.32G 0.01011 0.00925 0.004224 67 640: 39%|###8 | 65/168 [00:12<00:19, 5.19it/s]
156/499 4.32G 0.01011 0.009228 0.004307 63 640: 39%|###8 | 65/168 [00:12<00:19, 5.19it/s]
156/499 4.32G 0.01011 0.009228 0.004307 63 640: 39%|###9 | 66/168 [00:12<00:19, 5.27it/s]
156/499 4.32G 0.01011 0.009226 0.004268 68 640: 39%|###9 | 66/168 [00:12<00:19, 5.27it/s]
156/499 4.32G 0.01011 0.009226 0.004268 68 640: 40%|###9 | 67/168 [00:12<00:19, 5.16it/s]
156/499 4.32G 0.0101 0.009238 0.004259 72 640: 40%|###9 | 67/168 [00:12<00:19, 5.16it/s]
156/499 4.32G 0.0101 0.009238 0.004259 72 640: 40%|#### | 68/168 [00:12<00:19, 5.23it/s]
156/499 4.32G 0.0101 0.009218 0.004254 64 640: 40%|#### | 68/168 [00:13<00:19, 5.23it/s]
156/499 4.32G 0.0101 0.009218 0.004254 64 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s]
156/499 4.32G 0.01009 0.009202 0.004269 63 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s]
156/499 4.32G 0.01009 0.009202 0.004269 63 640: 42%|####1 | 70/168 [00:13<00:18, 5.16it/s]
156/499 4.32G 0.01012 0.009229 0.004309 73 640: 42%|####1 | 70/168 [00:13<00:18, 5.16it/s]
156/499 4.32G 0.01012 0.009229 0.004309 73 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s]
156/499 4.32G 0.01012 0.009225 0.004255 51 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s]
156/499 4.32G 0.01012 0.009225 0.004255 51 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s]
156/499 4.32G 0.01012 0.009253 0.004245 85 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s]
156/499 4.32G 0.01012 0.009253 0.004245 85 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s]
156/499 4.32G 0.01013 0.009277 0.004225 81 640: 43%|####3 | 73/168 [00:14<00:18, 5.21it/s]
156/499 4.32G 0.01013 0.009277 0.004225 81 640: 44%|####4 | 74/168 [00:14<00:17, 5.30it/s]
156/499 4.32G 0.01012 0.00925 0.00421 57 640: 44%|####4 | 74/168 [00:14<00:17, 5.30it/s]
156/499 4.32G 0.01012 0.00925 0.00421 57 640: 45%|####4 | 75/168 [00:14<00:17, 5.37it/s]
156/499 4.32G 0.01014 0.009253 0.004223 65 640: 45%|####4 | 75/168 [00:14<00:17, 5.37it/s]
156/499 4.32G 0.01014 0.009253 0.004223 65 640: 45%|####5 | 76/168 [00:14<00:17, 5.24it/s]
156/499 4.32G 0.01011 0.009219 0.004208 74 640: 45%|####5 | 76/168 [00:14<00:17, 5.24it/s]
156/499 4.32G 0.01011 0.009219 0.004208 74 640: 46%|####5 | 77/168 [00:14<00:17, 5.33it/s]
156/499 4.32G 0.01011 0.009208 0.004213 66 640: 46%|####5 | 77/168 [00:14<00:17, 5.33it/s]
156/499 4.32G 0.01011 0.009208 0.004213 66 640: 46%|####6 | 78/168 [00:14<00:16, 5.35it/s]
156/499 4.32G 0.01009 0.009184 0.004214 71 640: 46%|####6 | 78/168 [00:15<00:16, 5.35it/s]
156/499 4.32G 0.01009 0.009184 0.004214 71 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s]
156/499 4.32G 0.01009 0.009185 0.004206 73 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s]
156/499 4.32G 0.01009 0.009185 0.004206 73 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
156/499 4.32G 0.01007 0.009173 0.004183 67 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
156/499 4.32G 0.01007 0.009173 0.004183 67 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s]
156/499 4.32G 0.01005 0.009173 0.004164 78 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s]
156/499 4.32G 0.01005 0.009173 0.004164 78 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s]
156/499 4.32G 0.01004 0.009164 0.004175 66 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s]
156/499 4.32G 0.01004 0.009164 0.004175 66 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s]
156/499 4.32G 0.01004 0.009167 0.004137 63 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s]
156/499 4.32G 0.01004 0.009167 0.004137 63 640: 50%|##### | 84/168 [00:15<00:15, 5.34it/s]
156/499 4.32G 0.01003 0.009163 0.004102 64 640: 50%|##### | 84/168 [00:16<00:15, 5.34it/s]
156/499 4.32G 0.01003 0.009163 0.004102 64 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
156/499 4.32G 0.01004 0.009137 0.004111 53 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
156/499 4.32G 0.01004 0.009137 0.004111 53 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s]
156/499 4.32G 0.01005 0.009147 0.004091 72 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s]
156/499 4.32G 0.01005 0.009147 0.004091 72 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
156/499 4.32G 0.01004 0.009146 0.004141 74 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
156/499 4.32G 0.01004 0.009146 0.004141 74 640: 52%|#####2 | 88/168 [00:16<00:15, 5.16it/s]
156/499 4.32G 0.01004 0.009172 0.004146 87 640: 52%|#####2 | 88/168 [00:16<00:15, 5.16it/s]
156/499 4.32G 0.01004 0.009172 0.004146 87 640: 53%|#####2 | 89/168 [00:16<00:15, 5.24it/s]
156/499 4.32G 0.01005 0.009151 0.004139 64 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s]
156/499 4.32G 0.01005 0.009151 0.004139 64 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s]
156/499 4.32G 0.01005 0.009141 0.004139 53 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s]
156/499 4.32G 0.01005 0.009141 0.004139 53 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s]
156/499 4.32G 0.01004 0.009125 0.004133 67 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s]
156/499 4.32G 0.01004 0.009125 0.004133 67 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s]
156/499 4.32G 0.01003 0.009107 0.004131 66 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s]
156/499 4.32G 0.01003 0.009107 0.004131 66 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s]
156/499 4.32G 0.01004 0.009102 0.004116 67 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s]
156/499 4.32G 0.01004 0.009102 0.004116 67 640: 56%|#####5 | 94/168 [00:17<00:15, 4.71it/s]
156/499 4.32G 0.01004 0.009101 0.00413 75 640: 56%|#####5 | 94/168 [00:18<00:15, 4.71it/s]
156/499 4.32G 0.01004 0.009101 0.00413 75 640: 57%|#####6 | 95/168 [00:18<00:14, 4.90it/s]
156/499 4.32G 0.01003 0.009093 0.004122 68 640: 57%|#####6 | 95/168 [00:18<00:14, 4.90it/s]
156/499 4.32G 0.01003 0.009093 0.004122 68 640: 57%|#####7 | 96/168 [00:18<00:14, 5.06it/s]
156/499 4.32G 0.01002 0.009067 0.004116 56 640: 57%|#####7 | 96/168 [00:18<00:14, 5.06it/s]
156/499 4.32G 0.01002 0.009067 0.004116 56 640: 58%|#####7 | 97/168 [00:18<00:14, 4.98it/s]
156/499 4.32G 0.01001 0.00905 0.004095 64 640: 58%|#####7 | 97/168 [00:18<00:14, 4.98it/s]
156/499 4.32G 0.01001 0.00905 0.004095 64 640: 58%|#####8 | 98/168 [00:18<00:13, 5.11it/s]
156/499 4.32G 0.009991 0.009024 0.004093 58 640: 58%|#####8 | 98/168 [00:18<00:13, 5.11it/s]
156/499 4.32G 0.009991 0.009024 0.004093 58 640: 59%|#####8 | 99/168 [00:18<00:13, 5.17it/s]
156/499 4.32G 0.01003 0.009012 0.004085 60 640: 59%|#####8 | 99/168 [00:19<00:13, 5.17it/s]
156/499 4.32G 0.01003 0.009012 0.004085 60 640: 60%|#####9 | 100/168 [00:19<00:13, 5.07it/s]
156/499 4.32G 0.01003 0.009028 0.004086 83 640: 60%|#####9 | 100/168 [00:19<00:13, 5.07it/s]
156/499 4.32G 0.01003 0.009028 0.004086 83 640: 60%|###### | 101/168 [00:19<00:12, 5.16it/s]
156/499 4.32G 0.01002 0.009017 0.004084 74 640: 60%|###### | 101/168 [00:19<00:12, 5.16it/s]
156/499 4.32G 0.01002 0.009017 0.004084 74 640: 61%|###### | 102/168 [00:19<00:12, 5.24it/s]
156/499 4.32G 0.01003 0.009024 0.004093 68 640: 61%|###### | 102/168 [00:19<00:12, 5.24it/s]
156/499 4.32G 0.01003 0.009024 0.004093 68 640: 61%|######1 | 103/168 [00:19<00:12, 5.12it/s]
156/499 4.32G 0.01001 0.009028 0.004097 76 640: 61%|######1 | 103/168 [00:19<00:12, 5.12it/s]
156/499 4.32G 0.01001 0.009028 0.004097 76 640: 62%|######1 | 104/168 [00:19<00:12, 5.22it/s]
156/499 4.32G 0.01001 0.009036 0.004078 81 640: 62%|######1 | 104/168 [00:20<00:12, 5.22it/s]
156/499 4.32G 0.01001 0.009036 0.004078 81 640: 62%|######2 | 105/168 [00:20<00:11, 5.28it/s]
156/499 4.32G 0.01001 0.009027 0.00407 56 640: 62%|######2 | 105/168 [00:20<00:11, 5.28it/s]
156/499 4.32G 0.01001 0.009027 0.00407 56 640: 63%|######3 | 106/168 [00:20<00:12, 5.15it/s]
156/499 4.32G 0.01002 0.009042 0.00407 76 640: 63%|######3 | 106/168 [00:20<00:12, 5.15it/s]
156/499 4.32G 0.01002 0.009042 0.00407 76 640: 64%|######3 | 107/168 [00:20<00:11, 5.23it/s]
156/499 4.32G 0.01001 0.009053 0.004049 80 640: 64%|######3 | 107/168 [00:20<00:11, 5.23it/s]
156/499 4.32G 0.01001 0.009053 0.004049 80 640: 64%|######4 | 108/168 [00:20<00:11, 5.30it/s]
156/499 4.32G 0.009998 0.009039 0.004032 73 640: 64%|######4 | 108/168 [00:20<00:11, 5.30it/s]
156/499 4.32G 0.009998 0.009039 0.004032 73 640: 65%|######4 | 109/168 [00:20<00:11, 5.16it/s]
156/499 4.32G 0.01 0.009046 0.004037 70 640: 65%|######4 | 109/168 [00:21<00:11, 5.16it/s]
156/499 4.32G 0.01 0.009046 0.004037 70 640: 65%|######5 | 110/168 [00:21<00:11, 5.25it/s]
156/499 4.32G 0.00999 0.009035 0.004013 72 640: 65%|######5 | 110/168 [00:21<00:11, 5.25it/s]
156/499 4.32G 0.00999 0.009035 0.004013 72 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
156/499 4.32G 0.00998 0.009027 0.004054 69 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
156/499 4.32G 0.00998 0.009027 0.004054 69 640: 67%|######6 | 112/168 [00:21<00:10, 5.16it/s]
156/499 4.32G 0.009974 0.009031 0.004067 80 640: 67%|######6 | 112/168 [00:21<00:10, 5.16it/s]
156/499 4.32G 0.009974 0.009031 0.004067 80 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s]
156/499 4.32G 0.009972 0.009042 0.004073 77 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s]
156/499 4.32G 0.009972 0.009042 0.004073 77 640: 68%|######7 | 114/168 [00:21<00:10, 5.28it/s]
156/499 4.32G 0.009962 0.009026 0.004051 56 640: 68%|######7 | 114/168 [00:21<00:10, 5.28it/s]
156/499 4.32G 0.009962 0.009026 0.004051 56 640: 68%|######8 | 115/168 [00:21<00:10, 5.15it/s]
156/499 4.32G 0.009945 0.009025 0.004041 73 640: 68%|######8 | 115/168 [00:22<00:10, 5.15it/s]
156/499 4.32G 0.009945 0.009025 0.004041 73 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
156/499 4.32G 0.009945 0.009016 0.004043 61 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
156/499 4.32G 0.009945 0.009016 0.004043 61 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
156/499 4.32G 0.009939 0.009004 0.004032 62 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
156/499 4.32G 0.009939 0.009004 0.004032 62 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s]
156/499 4.32G 0.009926 0.009001 0.004036 67 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s]
156/499 4.32G 0.009926 0.009001 0.004036 67 640: 71%|####### | 119/168 [00:22<00:09, 5.16it/s]
156/499 4.32G 0.009911 0.009001 0.004015 71 640: 71%|####### | 119/168 [00:22<00:09, 5.16it/s]
156/499 4.32G 0.009911 0.009001 0.004015 71 640: 71%|#######1 | 120/168 [00:22<00:09, 5.27it/s]
156/499 4.32G 0.009919 0.009023 0.004003 87 640: 71%|#######1 | 120/168 [00:23<00:09, 5.27it/s]
156/499 4.32G 0.009919 0.009023 0.004003 87 640: 72%|#######2 | 121/168 [00:23<00:09, 5.13it/s]
156/499 4.32G 0.009909 0.009015 0.003992 78 640: 72%|#######2 | 121/168 [00:23<00:09, 5.13it/s]
156/499 4.32G 0.009909 0.009015 0.003992 78 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
156/499 4.32G 0.009907 0.009021 0.004007 70 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
156/499 4.32G 0.009907 0.009021 0.004007 70 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
156/499 4.32G 0.00991 0.009017 0.004014 68 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
156/499 4.32G 0.00991 0.009017 0.004014 68 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s]
156/499 4.32G 0.00991 0.009015 0.004018 72 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s]
156/499 4.32G 0.00991 0.009015 0.004018 72 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s]
156/499 4.32G 0.009913 0.009038 0.004031 83 640: 74%|#######4 | 125/168 [00:24<00:08, 5.26it/s]
156/499 4.32G 0.009913 0.009038 0.004031 83 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s]
156/499 4.32G 0.009917 0.00903 0.004026 65 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s]
156/499 4.32G 0.009917 0.00903 0.004026 65 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s]
156/499 4.32G 0.009923 0.009027 0.004021 55 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s]
156/499 4.32G 0.009923 0.009027 0.004021 55 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s]
156/499 4.32G 0.009916 0.009016 0.004004 57 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s]
156/499 4.32G 0.009916 0.009016 0.004004 57 640: 77%|#######6 | 129/168 [00:24<00:07, 5.33it/s]
156/499 4.32G 0.009913 0.009012 0.003992 51 640: 77%|#######6 | 129/168 [00:24<00:07, 5.33it/s]
156/499 4.32G 0.009913 0.009012 0.003992 51 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s]
156/499 4.32G 0.009914 0.009012 0.003983 70 640: 77%|#######7 | 130/168 [00:25<00:07, 5.20it/s]
156/499 4.32G 0.009914 0.009012 0.003983 70 640: 78%|#######7 | 131/168 [00:25<00:07, 5.27it/s]
156/499 4.32G 0.0099 0.008995 0.003964 58 640: 78%|#######7 | 131/168 [00:25<00:07, 5.27it/s]
156/499 4.32G 0.0099 0.008995 0.003964 58 640: 79%|#######8 | 132/168 [00:25<00:06, 5.35it/s]
156/499 4.32G 0.009895 0.00899 0.003956 64 640: 79%|#######8 | 132/168 [00:25<00:06, 5.35it/s]
156/499 4.32G 0.009895 0.00899 0.003956 64 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s]
156/499 4.32G 0.009884 0.008986 0.003954 74 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s]
156/499 4.32G 0.009884 0.008986 0.003954 74 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s]
156/499 4.32G 0.009886 0.008981 0.003949 67 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s]
156/499 4.32G 0.009886 0.008981 0.003949 67 640: 80%|######## | 135/168 [00:25<00:06, 5.35it/s]
156/499 4.32G 0.009877 0.008971 0.003931 57 640: 80%|######## | 135/168 [00:25<00:06, 5.35it/s]
156/499 4.32G 0.009877 0.008971 0.003931 57 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
156/499 4.32G 0.009878 0.008981 0.003933 70 640: 81%|######## | 136/168 [00:26<00:06, 5.21it/s]
156/499 4.32G 0.009878 0.008981 0.003933 70 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s]
156/499 4.32G 0.009883 0.008973 0.003949 62 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s]
156/499 4.32G 0.009883 0.008973 0.003949 62 640: 82%|########2 | 138/168 [00:26<00:05, 5.31it/s]
156/499 4.32G 0.009895 0.008979 0.003959 70 640: 82%|########2 | 138/168 [00:26<00:05, 5.31it/s]
156/499 4.32G 0.009895 0.008979 0.003959 70 640: 83%|########2 | 139/168 [00:26<00:05, 5.17it/s]
156/499 4.32G 0.009897 0.008969 0.003971 57 640: 83%|########2 | 139/168 [00:26<00:05, 5.17it/s]
156/499 4.32G 0.009897 0.008969 0.003971 57 640: 83%|########3 | 140/168 [00:26<00:05, 5.24it/s]
156/499 4.32G 0.00989 0.008958 0.003997 66 640: 83%|########3 | 140/168 [00:26<00:05, 5.24it/s]
156/499 4.32G 0.00989 0.008958 0.003997 66 640: 84%|########3 | 141/168 [00:26<00:05, 5.31it/s]
156/499 4.32G 0.009886 0.008944 0.003997 59 640: 84%|########3 | 141/168 [00:27<00:05, 5.31it/s]
156/499 4.32G 0.009886 0.008944 0.003997 59 640: 85%|########4 | 142/168 [00:27<00:05, 5.16it/s]
156/499 4.32G 0.00988 0.008947 0.003982 75 640: 85%|########4 | 142/168 [00:27<00:05, 5.16it/s]
156/499 4.32G 0.00988 0.008947 0.003982 75 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s]
156/499 4.32G 0.00987 0.008935 0.003973 62 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s]
156/499 4.32G 0.00987 0.008935 0.003973 62 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s]
156/499 4.32G 0.009869 0.008948 0.003966 81 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s]
156/499 4.32G 0.009869 0.008948 0.003966 81 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s]
156/499 4.32G 0.009874 0.008945 0.003962 58 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s]
156/499 4.32G 0.009874 0.008945 0.003962 58 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s]
156/499 4.32G 0.00987 0.008958 0.003966 86 640: 87%|########6 | 146/168 [00:28<00:04, 5.25it/s]
156/499 4.32G 0.00987 0.008958 0.003966 86 640: 88%|########7 | 147/168 [00:28<00:03, 5.31it/s]
156/499 4.32G 0.009866 0.008958 0.003978 73 640: 88%|########7 | 147/168 [00:28<00:03, 5.31it/s]
156/499 4.32G 0.009866 0.008958 0.003978 73 640: 88%|########8 | 148/168 [00:28<00:03, 5.15it/s]
156/499 4.32G 0.009864 0.008982 0.003969 89 640: 88%|########8 | 148/168 [00:28<00:03, 5.15it/s]
156/499 4.32G 0.009864 0.008982 0.003969 89 640: 89%|########8 | 149/168 [00:28<00:03, 5.21it/s]
156/499 4.32G 0.009853 0.008977 0.003951 70 640: 89%|########8 | 149/168 [00:28<00:03, 5.21it/s]
156/499 4.32G 0.009853 0.008977 0.003951 70 640: 89%|########9 | 150/168 [00:28<00:03, 5.27it/s]
156/499 4.32G 0.009862 0.008988 0.003966 69 640: 89%|########9 | 150/168 [00:28<00:03, 5.27it/s]
156/499 4.32G 0.009862 0.008988 0.003966 69 640: 90%|########9 | 151/168 [00:28<00:03, 5.14it/s]
156/499 4.32G 0.009853 0.008991 0.003951 78 640: 90%|########9 | 151/168 [00:29<00:03, 5.14it/s]
156/499 4.32G 0.009853 0.008991 0.003951 78 640: 90%|######### | 152/168 [00:29<00:03, 5.25it/s]
156/499 4.32G 0.009858 0.00899 0.003935 71 640: 90%|######### | 152/168 [00:29<00:03, 5.25it/s]
156/499 4.32G 0.009858 0.00899 0.003935 71 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s]
156/499 4.32G 0.009851 0.008971 0.003944 54 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s]
156/499 4.32G 0.009851 0.008971 0.003944 54 640: 92%|#########1| 154/168 [00:29<00:02, 5.18it/s]
156/499 4.32G 0.009841 0.008962 0.003931 58 640: 92%|#########1| 154/168 [00:29<00:02, 5.18it/s]
156/499 4.32G 0.009841 0.008962 0.003931 58 640: 92%|#########2| 155/168 [00:29<00:02, 5.27it/s]
156/499 4.32G 0.009832 0.00895 0.003924 62 640: 92%|#########2| 155/168 [00:29<00:02, 5.27it/s]
156/499 4.32G 0.009832 0.00895 0.003924 62 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s]
156/499 4.32G 0.009821 0.008954 0.003925 80 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s]
156/499 4.32G 0.009821 0.008954 0.003925 80 640: 93%|#########3| 157/168 [00:29<00:02, 5.15it/s]
156/499 4.32G 0.009831 0.008938 0.003919 58 640: 93%|#########3| 157/168 [00:30<00:02, 5.15it/s]
156/499 4.32G 0.009831 0.008938 0.003919 58 640: 94%|#########4| 158/168 [00:30<00:01, 5.23it/s]
156/499 4.32G 0.009825 0.008933 0.003931 70 640: 94%|#########4| 158/168 [00:30<00:01, 5.23it/s]
156/499 4.32G 0.009825 0.008933 0.003931 70 640: 95%|#########4| 159/168 [00:30<00:01, 5.30it/s]
156/499 4.32G 0.009816 0.008942 0.003926 71 640: 95%|#########4| 159/168 [00:30<00:01, 5.30it/s]
156/499 4.32G 0.009816 0.008942 0.003926 71 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s]
156/499 4.32G 0.00981 0.008929 0.003935 65 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s]
156/499 4.32G 0.00981 0.008929 0.003935 65 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
156/499 4.32G 0.009803 0.008928 0.003928 76 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
156/499 4.32G 0.009803 0.008928 0.003928 76 640: 96%|#########6| 162/168 [00:30<00:01, 5.32it/s]
156/499 4.32G 0.009794 0.008924 0.003931 62 640: 96%|#########6| 162/168 [00:31<00:01, 5.32it/s]
156/499 4.32G 0.009794 0.008924 0.003931 62 640: 97%|#########7| 163/168 [00:31<00:00, 5.15it/s]
156/499 4.32G 0.009795 0.008929 0.003965 69 640: 97%|#########7| 163/168 [00:31<00:00, 5.15it/s]
156/499 4.32G 0.009795 0.008929 0.003965 69 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s]
156/499 4.32G 0.00979 0.00893 0.003965 78 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s]
156/499 4.32G 0.00979 0.00893 0.003965 78 640: 98%|#########8| 165/168 [00:31<00:00, 5.31it/s]
156/499 4.32G 0.009791 0.008935 0.003979 72 640: 98%|#########8| 165/168 [00:31<00:00, 5.31it/s]
156/499 4.32G 0.009791 0.008935 0.003979 72 640: 99%|#########8| 166/168 [00:31<00:00, 5.16it/s]
156/499 4.32G 0.009787 0.008925 0.003975 56 640: 99%|#########8| 166/168 [00:31<00:00, 5.16it/s]
156/499 4.32G 0.009787 0.008925 0.003975 56 640: 99%|#########9| 167/168 [00:31<00:00, 5.25it/s]
156/499 4.32G 0.009789 0.008924 0.003971 34 640: 99%|#########9| 167/168 [00:32<00:00, 5.25it/s]
156/499 4.32G 0.009789 0.008924 0.003971 34 640: 100%|##########| 168/168 [00:32<00:00, 5.42it/s]
156/499 4.32G 0.009789 0.008924 0.003971 34 640: 100%|##########| 168/168 [00:32<00:00, 5.24it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s]
all 132 263 0.855 0.856 0.866 0.75
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
157/499 4.32G 0.01109 0.01012 0.006984 76 640: 0%| | 0/168 [00:00<?, ?it/s]
157/499 4.32G 0.01109 0.01012 0.006984 76 640: 1%| | 1/168 [00:00<00:33, 4.96it/s]
157/499 4.32G 0.0104 0.009004 0.005377 61 640: 1%| | 1/168 [00:00<00:33, 4.96it/s]
157/499 4.32G 0.0104 0.009004 0.005377 61 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s]
157/499 4.32G 0.009931 0.008885 0.003964 69 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s]
157/499 4.32G 0.009931 0.008885 0.003964 69 640: 2%|1 | 3/168 [00:00<00:31, 5.31it/s]
157/499 4.32G 0.01022 0.009304 0.004408 70 640: 2%|1 | 3/168 [00:00<00:31, 5.31it/s]
157/499 4.32G 0.01022 0.009304 0.004408 70 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s]
157/499 4.32G 0.01024 0.009137 0.004511 68 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s]
157/499 4.32G 0.01024 0.009137 0.004511 68 640: 3%|2 | 5/168 [00:00<00:31, 5.23it/s]
157/499 4.32G 0.01016 0.009289 0.004257 70 640: 3%|2 | 5/168 [00:01<00:31, 5.23it/s]
157/499 4.32G 0.01016 0.009289 0.004257 70 640: 4%|3 | 6/168 [00:01<00:30, 5.29it/s]
157/499 4.32G 0.009935 0.00896 0.003988 58 640: 4%|3 | 6/168 [00:01<00:30, 5.29it/s]
157/499 4.32G 0.009935 0.00896 0.003988 58 640: 4%|4 | 7/168 [00:01<00:31, 5.16it/s]
157/499 4.32G 0.009825 0.008927 0.004157 72 640: 4%|4 | 7/168 [00:01<00:31, 5.16it/s]
157/499 4.32G 0.009825 0.008927 0.004157 72 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s]
157/499 4.32G 0.00991 0.009056 0.004317 71 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s]
157/499 4.32G 0.00991 0.009056 0.004317 71 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s]
157/499 4.32G 0.009656 0.008895 0.004041 68 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s]
157/499 4.32G 0.009656 0.008895 0.004041 68 640: 6%|5 | 10/168 [00:01<00:30, 5.20it/s]
157/499 4.32G 0.009708 0.009048 0.004043 73 640: 6%|5 | 10/168 [00:02<00:30, 5.20it/s]
157/499 4.32G 0.009708 0.009048 0.004043 73 640: 7%|6 | 11/168 [00:02<00:29, 5.27it/s]
157/499 4.32G 0.009643 0.008853 0.00435 64 640: 7%|6 | 11/168 [00:02<00:29, 5.27it/s]
157/499 4.32G 0.009643 0.008853 0.00435 64 640: 7%|7 | 12/168 [00:02<00:29, 5.28it/s]
157/499 4.32G 0.009571 0.00885 0.00415 71 640: 7%|7 | 12/168 [00:02<00:29, 5.28it/s]
157/499 4.32G 0.009571 0.00885 0.00415 71 640: 8%|7 | 13/168 [00:02<00:29, 5.17it/s]
157/499 4.32G 0.009669 0.008849 0.004184 67 640: 8%|7 | 13/168 [00:02<00:29, 5.17it/s]
157/499 4.32G 0.009669 0.008849 0.004184 67 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s]
157/499 4.32G 0.009589 0.008806 0.004094 68 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s]
157/499 4.32G 0.009589 0.008806 0.004094 68 640: 9%|8 | 15/168 [00:02<00:28, 5.33it/s]
157/499 4.32G 0.00957 0.008841 0.003942 70 640: 9%|8 | 15/168 [00:03<00:28, 5.33it/s]
157/499 4.32G 0.00957 0.008841 0.003942 70 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s]
157/499 4.32G 0.009662 0.008879 0.003766 71 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s]
157/499 4.32G 0.009662 0.008879 0.003766 71 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
157/499 4.32G 0.00969 0.008948 0.003736 67 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
157/499 4.32G 0.00969 0.008948 0.003736 67 640: 11%|# | 18/168 [00:03<00:28, 5.31it/s]
157/499 4.32G 0.009603 0.008916 0.003673 66 640: 11%|# | 18/168 [00:03<00:28, 5.31it/s]
157/499 4.32G 0.009603 0.008916 0.003673 66 640: 11%|#1 | 19/168 [00:03<00:28, 5.18it/s]
157/499 4.32G 0.009681 0.008906 0.003728 71 640: 11%|#1 | 19/168 [00:03<00:28, 5.18it/s]
157/499 4.32G 0.009681 0.008906 0.003728 71 640: 12%|#1 | 20/168 [00:03<00:28, 5.25it/s]
157/499 4.32G 0.009774 0.008827 0.003929 56 640: 12%|#1 | 20/168 [00:04<00:28, 5.25it/s]
157/499 4.32G 0.009774 0.008827 0.003929 56 640: 12%|#2 | 21/168 [00:04<00:27, 5.29it/s]
157/499 4.32G 0.009785 0.008885 0.003963 75 640: 12%|#2 | 21/168 [00:04<00:27, 5.29it/s]
157/499 4.32G 0.009785 0.008885 0.003963 75 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s]
157/499 4.32G 0.009766 0.008996 0.003887 83 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s]
157/499 4.32G 0.009766 0.008996 0.003887 83 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s]
157/499 4.32G 0.009702 0.008951 0.00386 59 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s]
157/499 4.32G 0.009702 0.008951 0.00386 59 640: 14%|#4 | 24/168 [00:04<00:27, 5.29it/s]
157/499 4.32G 0.009685 0.008966 0.003828 71 640: 14%|#4 | 24/168 [00:04<00:27, 5.29it/s]
157/499 4.32G 0.009685 0.008966 0.003828 71 640: 15%|#4 | 25/168 [00:04<00:27, 5.15it/s]
157/499 4.32G 0.009686 0.009029 0.003749 70 640: 15%|#4 | 25/168 [00:04<00:27, 5.15it/s]
157/499 4.32G 0.009686 0.009029 0.003749 70 640: 15%|#5 | 26/168 [00:04<00:27, 5.21it/s]
157/499 4.32G 0.009661 0.008966 0.003776 71 640: 15%|#5 | 26/168 [00:05<00:27, 5.21it/s]
157/499 4.32G 0.009661 0.008966 0.003776 71 640: 16%|#6 | 27/168 [00:05<00:26, 5.30it/s]
157/499 4.32G 0.009674 0.009006 0.003698 67 640: 16%|#6 | 27/168 [00:05<00:26, 5.30it/s]
157/499 4.32G 0.009674 0.009006 0.003698 67 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s]
157/499 4.32G 0.009661 0.008927 0.003752 63 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s]
157/499 4.32G 0.009661 0.008927 0.003752 63 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
157/499 4.32G 0.009617 0.008933 0.003728 67 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
157/499 4.32G 0.009617 0.008933 0.003728 67 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s]
157/499 4.32G 0.009595 0.008864 0.003697 61 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s]
157/499 4.32G 0.009595 0.008864 0.003697 61 640: 18%|#8 | 31/168 [00:05<00:26, 5.21it/s]
157/499 4.32G 0.009564 0.008876 0.003697 86 640: 18%|#8 | 31/168 [00:06<00:26, 5.21it/s]
157/499 4.32G 0.009564 0.008876 0.003697 86 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s]
157/499 4.32G 0.009558 0.008858 0.003684 64 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s]
157/499 4.32G 0.009558 0.008858 0.003684 64 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s]
157/499 4.32G 0.009549 0.008836 0.003687 70 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s]
157/499 4.32G 0.009549 0.008836 0.003687 70 640: 20%|## | 34/168 [00:06<00:26, 5.10it/s]
157/499 4.32G 0.009511 0.008784 0.00369 71 640: 20%|## | 34/168 [00:06<00:26, 5.10it/s]
157/499 4.32G 0.009511 0.008784 0.00369 71 640: 21%|## | 35/168 [00:06<00:25, 5.22it/s]
157/499 4.32G 0.009515 0.008727 0.003744 58 640: 21%|## | 35/168 [00:06<00:25, 5.22it/s]
157/499 4.32G 0.009515 0.008727 0.003744 58 640: 21%|##1 | 36/168 [00:06<00:24, 5.30it/s]
157/499 4.32G 0.009569 0.008761 0.003709 77 640: 21%|##1 | 36/168 [00:07<00:24, 5.30it/s]
157/499 4.32G 0.009569 0.008761 0.003709 77 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s]
157/499 4.32G 0.00961 0.008746 0.003686 61 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s]
157/499 4.32G 0.00961 0.008746 0.003686 61 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s]
157/499 4.32G 0.009573 0.008721 0.003611 63 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s]
157/499 4.32G 0.009573 0.008721 0.003611 63 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
157/499 4.32G 0.009601 0.008761 0.003627 79 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
157/499 4.32G 0.009601 0.008761 0.003627 79 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
157/499 4.32G 0.009596 0.008793 0.003582 79 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
157/499 4.32G 0.009596 0.008793 0.003582 79 640: 24%|##4 | 41/168 [00:07<00:24, 5.27it/s]
157/499 4.32G 0.009572 0.008768 0.003604 56 640: 24%|##4 | 41/168 [00:07<00:24, 5.27it/s]
157/499 4.32G 0.009572 0.008768 0.003604 56 640: 25%|##5 | 42/168 [00:07<00:23, 5.36it/s]
157/499 4.32G 0.009584 0.008788 0.003689 75 640: 25%|##5 | 42/168 [00:08<00:23, 5.36it/s]
157/499 4.32G 0.009584 0.008788 0.003689 75 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
157/499 4.32G 0.009591 0.00874 0.003659 59 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
157/499 4.32G 0.009591 0.00874 0.003659 59 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s]
157/499 4.32G 0.009646 0.008678 0.003638 48 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s]
157/499 4.32G 0.009646 0.008678 0.003638 48 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s]
157/499 4.32G 0.009618 0.008729 0.003604 82 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s]
157/499 4.32G 0.009618 0.008729 0.003604 82 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s]
157/499 4.32G 0.00963 0.008726 0.003628 67 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s]
157/499 4.32G 0.00963 0.008726 0.003628 67 640: 28%|##7 | 47/168 [00:08<00:22, 5.29it/s]
157/499 4.32G 0.009616 0.008703 0.003607 61 640: 28%|##7 | 47/168 [00:09<00:22, 5.29it/s]
157/499 4.32G 0.009616 0.008703 0.003607 61 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
157/499 4.32G 0.009646 0.00874 0.003643 71 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
157/499 4.32G 0.009646 0.00874 0.003643 71 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
157/499 4.32G 0.009639 0.008715 0.003603 63 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
157/499 4.32G 0.009639 0.008715 0.003603 63 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s]
157/499 4.32G 0.009627 0.00873 0.003629 65 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s]
157/499 4.32G 0.009627 0.00873 0.003629 65 640: 30%|### | 51/168 [00:09<00:22, 5.31it/s]
157/499 4.32G 0.009609 0.008725 0.003688 69 640: 30%|### | 51/168 [00:09<00:22, 5.31it/s]
157/499 4.32G 0.009609 0.008725 0.003688 69 640: 31%|### | 52/168 [00:09<00:22, 5.19it/s]
157/499 4.32G 0.009597 0.00876 0.00367 79 640: 31%|### | 52/168 [00:10<00:22, 5.19it/s]
157/499 4.32G 0.009597 0.00876 0.00367 79 640: 32%|###1 | 53/168 [00:10<00:21, 5.27it/s]
157/499 4.32G 0.009589 0.008761 0.003644 69 640: 32%|###1 | 53/168 [00:10<00:21, 5.27it/s]
157/499 4.32G 0.009589 0.008761 0.003644 69 640: 32%|###2 | 54/168 [00:10<00:21, 5.28it/s]
157/499 4.32G 0.009582 0.008761 0.003661 64 640: 32%|###2 | 54/168 [00:10<00:21, 5.28it/s]
157/499 4.32G 0.009582 0.008761 0.003661 64 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s]
157/499 4.32G 0.009577 0.008742 0.003625 64 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s]
157/499 4.32G 0.009577 0.008742 0.003625 64 640: 33%|###3 | 56/168 [00:10<00:21, 5.26it/s]
157/499 4.32G 0.009586 0.008773 0.003633 83 640: 33%|###3 | 56/168 [00:10<00:21, 5.26it/s]
157/499 4.32G 0.009586 0.008773 0.003633 83 640: 34%|###3 | 57/168 [00:10<00:20, 5.32it/s]
157/499 4.32G 0.009568 0.008756 0.003632 69 640: 34%|###3 | 57/168 [00:11<00:20, 5.32it/s]
157/499 4.32G 0.009568 0.008756 0.003632 69 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s]
157/499 4.32G 0.009539 0.008725 0.003635 60 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s]
157/499 4.32G 0.009539 0.008725 0.003635 60 640: 35%|###5 | 59/168 [00:11<00:20, 5.25it/s]
157/499 4.32G 0.009535 0.008737 0.003604 67 640: 35%|###5 | 59/168 [00:11<00:20, 5.25it/s]
157/499 4.32G 0.009535 0.008737 0.003604 67 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s]
157/499 4.32G 0.009543 0.008709 0.003583 60 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s]
157/499 4.32G 0.009543 0.008709 0.003583 60 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
157/499 4.32G 0.009536 0.008698 0.003566 61 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
157/499 4.32G 0.009536 0.008698 0.003566 61 640: 37%|###6 | 62/168 [00:11<00:20, 5.23it/s]
157/499 4.32G 0.009571 0.008742 0.003554 82 640: 37%|###6 | 62/168 [00:11<00:20, 5.23it/s]
157/499 4.32G 0.009571 0.008742 0.003554 82 640: 38%|###7 | 63/168 [00:11<00:19, 5.29it/s]
157/499 4.32G 0.009546 0.008769 0.003555 80 640: 38%|###7 | 63/168 [00:12<00:19, 5.29it/s]
157/499 4.32G 0.009546 0.008769 0.003555 80 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s]
157/499 4.32G 0.009541 0.008782 0.003552 74 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s]
157/499 4.32G 0.009541 0.008782 0.003552 74 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s]
157/499 4.32G 0.00959 0.008842 0.003542 79 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s]
157/499 4.32G 0.00959 0.008842 0.003542 79 640: 39%|###9 | 66/168 [00:12<00:19, 5.30it/s]
157/499 4.32G 0.009628 0.008836 0.003542 61 640: 39%|###9 | 66/168 [00:12<00:19, 5.30it/s]
157/499 4.32G 0.009628 0.008836 0.003542 61 640: 40%|###9 | 67/168 [00:12<00:19, 5.15it/s]
157/499 4.32G 0.00961 0.008833 0.003547 73 640: 40%|###9 | 67/168 [00:12<00:19, 5.15it/s]
157/499 4.32G 0.00961 0.008833 0.003547 73 640: 40%|#### | 68/168 [00:12<00:19, 5.24it/s]
157/499 4.32G 0.009588 0.008822 0.003545 72 640: 40%|#### | 68/168 [00:13<00:19, 5.24it/s]
157/499 4.32G 0.009588 0.008822 0.003545 72 640: 41%|####1 | 69/168 [00:13<00:18, 5.28it/s]
157/499 4.32G 0.009578 0.008843 0.003564 94 640: 41%|####1 | 69/168 [00:13<00:18, 5.28it/s]
157/499 4.32G 0.009578 0.008843 0.003564 94 640: 42%|####1 | 70/168 [00:13<00:19, 5.11it/s]
157/499 4.32G 0.009598 0.008832 0.003577 60 640: 42%|####1 | 70/168 [00:13<00:19, 5.11it/s]
157/499 4.32G 0.009598 0.008832 0.003577 60 640: 42%|####2 | 71/168 [00:13<00:18, 5.20it/s]
157/499 4.32G 0.009591 0.008806 0.003595 60 640: 42%|####2 | 71/168 [00:13<00:18, 5.20it/s]
157/499 4.32G 0.009591 0.008806 0.003595 60 640: 43%|####2 | 72/168 [00:13<00:18, 5.27it/s]
157/499 4.32G 0.009604 0.008837 0.003576 79 640: 43%|####2 | 72/168 [00:13<00:18, 5.27it/s]
157/499 4.32G 0.009604 0.008837 0.003576 79 640: 43%|####3 | 73/168 [00:13<00:18, 5.10it/s]
157/499 4.32G 0.00961 0.008844 0.003567 77 640: 43%|####3 | 73/168 [00:14<00:18, 5.10it/s]
157/499 4.32G 0.00961 0.008844 0.003567 77 640: 44%|####4 | 74/168 [00:14<00:18, 5.19it/s]
157/499 4.32G 0.009606 0.008841 0.003579 68 640: 44%|####4 | 74/168 [00:14<00:18, 5.19it/s]
157/499 4.32G 0.009606 0.008841 0.003579 68 640: 45%|####4 | 75/168 [00:14<00:17, 5.29it/s]
157/499 4.32G 0.0096 0.008831 0.003552 62 640: 45%|####4 | 75/168 [00:14<00:17, 5.29it/s]
157/499 4.32G 0.0096 0.008831 0.003552 62 640: 45%|####5 | 76/168 [00:14<00:17, 5.14it/s]
157/499 4.32G 0.00961 0.008831 0.00355 65 640: 45%|####5 | 76/168 [00:14<00:17, 5.14it/s]
157/499 4.32G 0.00961 0.008831 0.00355 65 640: 46%|####5 | 77/168 [00:14<00:17, 5.23it/s]
157/499 4.32G 0.009605 0.008826 0.003552 72 640: 46%|####5 | 77/168 [00:14<00:17, 5.23it/s]
157/499 4.32G 0.009605 0.008826 0.003552 72 640: 46%|####6 | 78/168 [00:14<00:16, 5.31it/s]
157/499 4.32G 0.009602 0.008823 0.003514 73 640: 46%|####6 | 78/168 [00:15<00:16, 5.31it/s]
157/499 4.32G 0.009602 0.008823 0.003514 73 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s]
157/499 4.32G 0.009591 0.008807 0.003534 58 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s]
157/499 4.32G 0.009591 0.008807 0.003534 58 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
157/499 4.32G 0.009579 0.008797 0.003578 59 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
157/499 4.32G 0.009579 0.008797 0.003578 59 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s]
157/499 4.32G 0.00957 0.008781 0.003604 63 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s]
157/499 4.32G 0.00957 0.008781 0.003604 63 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
157/499 4.32G 0.009584 0.008804 0.003578 76 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
157/499 4.32G 0.009584 0.008804 0.003578 76 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s]
157/499 4.32G 0.009579 0.008808 0.003545 72 640: 49%|####9 | 83/168 [00:16<00:16, 5.30it/s]
157/499 4.32G 0.009579 0.008808 0.003545 72 640: 50%|##### | 84/168 [00:16<00:15, 5.35it/s]
157/499 4.32G 0.009566 0.008786 0.003554 65 640: 50%|##### | 84/168 [00:16<00:15, 5.35it/s]
157/499 4.32G 0.009566 0.008786 0.003554 65 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s]
157/499 4.32G 0.009571 0.008806 0.003552 73 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s]
157/499 4.32G 0.009571 0.008806 0.003552 73 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s]
157/499 4.32G 0.009568 0.008796 0.003521 64 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s]
157/499 4.32G 0.009568 0.008796 0.003521 64 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s]
157/499 4.32G 0.009587 0.008804 0.003526 63 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s]
157/499 4.32G 0.009587 0.008804 0.003526 63 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
157/499 4.32G 0.009562 0.008827 0.003521 80 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
157/499 4.32G 0.009562 0.008827 0.003521 80 640: 53%|#####2 | 89/168 [00:16<00:14, 5.30it/s]
157/499 4.32G 0.009574 0.008844 0.003522 74 640: 53%|#####2 | 89/168 [00:17<00:14, 5.30it/s]
157/499 4.32G 0.009574 0.008844 0.003522 74 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s]
157/499 4.32G 0.009575 0.00885 0.003535 75 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s]
157/499 4.32G 0.009575 0.00885 0.003535 75 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
157/499 4.32G 0.009562 0.008822 0.003541 60 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
157/499 4.32G 0.009562 0.008822 0.003541 60 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s]
157/499 4.32G 0.00956 0.008798 0.003559 69 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s]
157/499 4.32G 0.00956 0.008798 0.003559 69 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s]
157/499 4.32G 0.009547 0.008826 0.00356 82 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s]
157/499 4.32G 0.009547 0.008826 0.00356 82 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
157/499 4.32G 0.009572 0.008837 0.003533 54 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s]
157/499 4.32G 0.009572 0.008837 0.003533 54 640: 57%|#####6 | 95/168 [00:18<00:13, 5.30it/s]
157/499 4.32G 0.009564 0.008822 0.003522 51 640: 57%|#####6 | 95/168 [00:18<00:13, 5.30it/s]
157/499 4.32G 0.009564 0.008822 0.003522 51 640: 57%|#####7 | 96/168 [00:18<00:13, 5.38it/s]
157/499 4.32G 0.009547 0.00881 0.003525 66 640: 57%|#####7 | 96/168 [00:18<00:13, 5.38it/s]
157/499 4.32G 0.009547 0.00881 0.003525 66 640: 58%|#####7 | 97/168 [00:18<00:13, 5.24it/s]
157/499 4.32G 0.009543 0.008816 0.003538 74 640: 58%|#####7 | 97/168 [00:18<00:13, 5.24it/s]
157/499 4.32G 0.009543 0.008816 0.003538 74 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s]
157/499 4.32G 0.009544 0.008797 0.003504 54 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s]
157/499 4.32G 0.009544 0.008797 0.003504 54 640: 59%|#####8 | 99/168 [00:18<00:12, 5.38it/s]
157/499 4.32G 0.009539 0.008808 0.003511 82 640: 59%|#####8 | 99/168 [00:19<00:12, 5.38it/s]
157/499 4.32G 0.009539 0.008808 0.003511 82 640: 60%|#####9 | 100/168 [00:19<00:13, 5.23it/s]
157/499 4.32G 0.009527 0.008794 0.003498 60 640: 60%|#####9 | 100/168 [00:19<00:13, 5.23it/s]
157/499 4.32G 0.009527 0.008794 0.003498 60 640: 60%|###### | 101/168 [00:19<00:12, 5.33it/s]
157/499 4.32G 0.009512 0.008793 0.003481 75 640: 60%|###### | 101/168 [00:19<00:12, 5.33it/s]
157/499 4.32G 0.009512 0.008793 0.003481 75 640: 61%|###### | 102/168 [00:19<00:12, 5.39it/s]
157/499 4.32G 0.009496 0.008802 0.003474 85 640: 61%|###### | 102/168 [00:19<00:12, 5.39it/s]
157/499 4.32G 0.009496 0.008802 0.003474 85 640: 61%|######1 | 103/168 [00:19<00:12, 5.23it/s]
157/499 4.32G 0.009499 0.008805 0.003456 72 640: 61%|######1 | 103/168 [00:19<00:12, 5.23it/s]
157/499 4.32G 0.009499 0.008805 0.003456 72 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s]
157/499 4.32G 0.009506 0.0088 0.003431 54 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s]
157/499 4.32G 0.009506 0.0088 0.003431 54 640: 62%|######2 | 105/168 [00:19<00:11, 5.29it/s]
157/499 4.32G 0.009512 0.008793 0.003422 60 640: 62%|######2 | 105/168 [00:20<00:11, 5.29it/s]
157/499 4.32G 0.009512 0.008793 0.003422 60 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s]
157/499 4.32G 0.009503 0.008777 0.003401 56 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s]
157/499 4.32G 0.009503 0.008777 0.003401 56 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s]
157/499 4.32G 0.009495 0.008775 0.003395 71 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s]
157/499 4.32G 0.009495 0.008775 0.003395 71 640: 64%|######4 | 108/168 [00:20<00:11, 5.30it/s]
157/499 4.32G 0.009484 0.008763 0.003394 68 640: 64%|######4 | 108/168 [00:20<00:11, 5.30it/s]
157/499 4.32G 0.009484 0.008763 0.003394 68 640: 65%|######4 | 109/168 [00:20<00:11, 5.17it/s]
157/499 4.32G 0.009473 0.008773 0.003402 81 640: 65%|######4 | 109/168 [00:20<00:11, 5.17it/s]
157/499 4.32G 0.009473 0.008773 0.003402 81 640: 65%|######5 | 110/168 [00:20<00:11, 5.26it/s]
157/499 4.32G 0.009459 0.008779 0.003399 79 640: 65%|######5 | 110/168 [00:21<00:11, 5.26it/s]
157/499 4.32G 0.009459 0.008779 0.003399 79 640: 66%|######6 | 111/168 [00:21<00:10, 5.30it/s]
157/499 4.32G 0.009473 0.008803 0.00341 78 640: 66%|######6 | 111/168 [00:21<00:10, 5.30it/s]
157/499 4.32G 0.009473 0.008803 0.00341 78 640: 67%|######6 | 112/168 [00:21<00:10, 5.15it/s]
157/499 4.32G 0.00948 0.008789 0.003392 50 640: 67%|######6 | 112/168 [00:21<00:10, 5.15it/s]
157/499 4.32G 0.00948 0.008789 0.003392 50 640: 67%|######7 | 113/168 [00:21<00:10, 5.23it/s]
157/499 4.32G 0.009466 0.008771 0.003413 53 640: 67%|######7 | 113/168 [00:21<00:10, 5.23it/s]
157/499 4.32G 0.009466 0.008771 0.003413 53 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s]
157/499 4.32G 0.009467 0.008772 0.003405 69 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s]
157/499 4.32G 0.009467 0.008772 0.003405 69 640: 68%|######8 | 115/168 [00:21<00:10, 5.19it/s]
157/499 4.32G 0.009466 0.008766 0.003397 72 640: 68%|######8 | 115/168 [00:22<00:10, 5.19it/s]
157/499 4.32G 0.009466 0.008766 0.003397 72 640: 69%|######9 | 116/168 [00:22<00:09, 5.27it/s]
157/499 4.32G 0.009469 0.008762 0.003379 70 640: 69%|######9 | 116/168 [00:22<00:09, 5.27it/s]
157/499 4.32G 0.009469 0.008762 0.003379 70 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
157/499 4.32G 0.009475 0.00876 0.003364 59 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
157/499 4.32G 0.009475 0.00876 0.003364 59 640: 70%|####### | 118/168 [00:22<00:09, 5.15it/s]
157/499 4.32G 0.009481 0.008783 0.00336 84 640: 70%|####### | 118/168 [00:22<00:09, 5.15it/s]
157/499 4.32G 0.009481 0.008783 0.00336 84 640: 71%|####### | 119/168 [00:22<00:09, 5.23it/s]
157/499 4.32G 0.009481 0.008791 0.00336 76 640: 71%|####### | 119/168 [00:22<00:09, 5.23it/s]
157/499 4.32G 0.009481 0.008791 0.00336 76 640: 71%|#######1 | 120/168 [00:22<00:09, 5.32it/s]
157/499 4.32G 0.009477 0.008775 0.003343 56 640: 71%|#######1 | 120/168 [00:23<00:09, 5.32it/s]
157/499 4.32G 0.009477 0.008775 0.003343 56 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s]
157/499 4.32G 0.009477 0.008762 0.003324 58 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s]
157/499 4.32G 0.009477 0.008762 0.003324 58 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s]
157/499 4.32G 0.009486 0.008775 0.003311 78 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s]
157/499 4.32G 0.009486 0.008775 0.003311 78 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s]
157/499 4.32G 0.009493 0.00879 0.003307 74 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s]
157/499 4.32G 0.009493 0.00879 0.003307 74 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
157/499 4.32G 0.009496 0.008792 0.003358 73 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
157/499 4.32G 0.009496 0.008792 0.003358 73 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
157/499 4.32G 0.009505 0.008795 0.003353 65 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
157/499 4.32G 0.009505 0.008795 0.003353 65 640: 75%|#######5 | 126/168 [00:23<00:07, 5.36it/s]
157/499 4.32G 0.009504 0.008784 0.003349 58 640: 75%|#######5 | 126/168 [00:24<00:07, 5.36it/s]
157/499 4.32G 0.009504 0.008784 0.003349 58 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
157/499 4.32G 0.009505 0.008792 0.00334 73 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
157/499 4.32G 0.009505 0.008792 0.00334 73 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s]
157/499 4.32G 0.009501 0.008772 0.003353 62 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s]
157/499 4.32G 0.009501 0.008772 0.003353 62 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s]
157/499 4.32G 0.009501 0.008784 0.003337 67 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s]
157/499 4.32G 0.009501 0.008784 0.003337 67 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s]
157/499 4.32G 0.009499 0.008774 0.003343 61 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s]
157/499 4.32G 0.009499 0.008774 0.003343 61 640: 78%|#######7 | 131/168 [00:24<00:07, 5.23it/s]
157/499 4.32G 0.009491 0.008782 0.003332 78 640: 78%|#######7 | 131/168 [00:25<00:07, 5.23it/s]
157/499 4.32G 0.009491 0.008782 0.003332 78 640: 79%|#######8 | 132/168 [00:25<00:06, 5.28it/s]
157/499 4.32G 0.00949 0.008789 0.003322 76 640: 79%|#######8 | 132/168 [00:25<00:06, 5.28it/s]
157/499 4.32G 0.00949 0.008789 0.003322 76 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s]
157/499 4.32G 0.009492 0.008786 0.003318 69 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s]
157/499 4.32G 0.009492 0.008786 0.003318 69 640: 80%|#######9 | 134/168 [00:25<00:06, 5.22it/s]
157/499 4.32G 0.009492 0.008786 0.003314 66 640: 80%|#######9 | 134/168 [00:25<00:06, 5.22it/s]
157/499 4.32G 0.009492 0.008786 0.003314 66 640: 80%|######## | 135/168 [00:25<00:06, 5.29it/s]
157/499 4.32G 0.00949 0.008781 0.003328 69 640: 80%|######## | 135/168 [00:25<00:06, 5.29it/s]
157/499 4.32G 0.00949 0.008781 0.003328 69 640: 81%|######## | 136/168 [00:25<00:06, 5.18it/s]
157/499 4.32G 0.009493 0.008785 0.003343 75 640: 81%|######## | 136/168 [00:26<00:06, 5.18it/s]
157/499 4.32G 0.009493 0.008785 0.003343 75 640: 82%|########1 | 137/168 [00:26<00:05, 5.27it/s]
157/499 4.32G 0.0095 0.008785 0.003335 57 640: 82%|########1 | 137/168 [00:26<00:05, 5.27it/s]
157/499 4.32G 0.0095 0.008785 0.003335 57 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s]
157/499 4.32G 0.009499 0.008795 0.003338 79 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s]
157/499 4.32G 0.009499 0.008795 0.003338 79 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s]
157/499 4.32G 0.009507 0.008789 0.003341 65 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s]
157/499 4.32G 0.009507 0.008789 0.003341 65 640: 83%|########3 | 140/168 [00:26<00:05, 5.27it/s]
157/499 4.32G 0.009498 0.008777 0.003335 61 640: 83%|########3 | 140/168 [00:26<00:05, 5.27it/s]
157/499 4.32G 0.009498 0.008777 0.003335 61 640: 84%|########3 | 141/168 [00:26<00:05, 5.32it/s]
157/499 4.32G 0.009502 0.008774 0.003335 64 640: 84%|########3 | 141/168 [00:27<00:05, 5.32it/s]
157/499 4.32G 0.009502 0.008774 0.003335 64 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s]
157/499 4.32G 0.009506 0.008771 0.003335 65 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s]
157/499 4.32G 0.009506 0.008771 0.003335 65 640: 85%|########5 | 143/168 [00:27<00:04, 5.20it/s]
157/499 4.32G 0.009508 0.008762 0.003339 64 640: 85%|########5 | 143/168 [00:27<00:04, 5.20it/s]
157/499 4.32G 0.009508 0.008762 0.003339 64 640: 86%|########5 | 144/168 [00:27<00:04, 5.27it/s]
157/499 4.32G 0.009507 0.008778 0.003355 80 640: 86%|########5 | 144/168 [00:27<00:04, 5.27it/s]
157/499 4.32G 0.009507 0.008778 0.003355 80 640: 86%|########6 | 145/168 [00:27<00:04, 5.12it/s]
157/499 4.32G 0.009515 0.008776 0.003374 68 640: 86%|########6 | 145/168 [00:27<00:04, 5.12it/s]
157/499 4.32G 0.009515 0.008776 0.003374 68 640: 87%|########6 | 146/168 [00:27<00:04, 5.20it/s]
157/499 4.32G 0.009512 0.008761 0.003373 65 640: 87%|########6 | 146/168 [00:27<00:04, 5.20it/s]
157/499 4.32G 0.009512 0.008761 0.003373 65 640: 88%|########7 | 147/168 [00:27<00:03, 5.27it/s]
157/499 4.32G 0.009501 0.008745 0.003377 55 640: 88%|########7 | 147/168 [00:28<00:03, 5.27it/s]
157/499 4.32G 0.009501 0.008745 0.003377 55 640: 88%|########8 | 148/168 [00:28<00:03, 5.10it/s]
157/499 4.32G 0.00949 0.008738 0.003376 69 640: 88%|########8 | 148/168 [00:28<00:03, 5.10it/s]
157/499 4.32G 0.00949 0.008738 0.003376 69 640: 89%|########8 | 149/168 [00:28<00:03, 5.18it/s]
157/499 4.32G 0.009478 0.008724 0.003373 64 640: 89%|########8 | 149/168 [00:28<00:03, 5.18it/s]
157/499 4.32G 0.009478 0.008724 0.003373 64 640: 89%|########9 | 150/168 [00:28<00:03, 5.22it/s]
157/499 4.32G 0.009469 0.008722 0.003379 82 640: 89%|########9 | 150/168 [00:28<00:03, 5.22it/s]
157/499 4.32G 0.009469 0.008722 0.003379 82 640: 90%|########9 | 151/168 [00:28<00:03, 5.09it/s]
157/499 4.32G 0.009472 0.008724 0.003373 74 640: 90%|########9 | 151/168 [00:28<00:03, 5.09it/s]
157/499 4.32G 0.009472 0.008724 0.003373 74 640: 90%|######### | 152/168 [00:28<00:03, 5.15it/s]
157/499 4.32G 0.009462 0.008715 0.003367 69 640: 90%|######### | 152/168 [00:29<00:03, 5.15it/s]
157/499 4.32G 0.009462 0.008715 0.003367 69 640: 91%|#########1| 153/168 [00:29<00:02, 5.21it/s]
157/499 4.32G 0.009455 0.008699 0.003378 60 640: 91%|#########1| 153/168 [00:29<00:02, 5.21it/s]
157/499 4.32G 0.009455 0.008699 0.003378 60 640: 92%|#########1| 154/168 [00:29<00:02, 5.06it/s]
157/499 4.32G 0.009467 0.008705 0.003395 69 640: 92%|#########1| 154/168 [00:29<00:02, 5.06it/s]
157/499 4.32G 0.009467 0.008705 0.003395 69 640: 92%|#########2| 155/168 [00:29<00:02, 5.16it/s]
157/499 4.32G 0.009461 0.00869 0.003414 60 640: 92%|#########2| 155/168 [00:29<00:02, 5.16it/s]
157/499 4.32G 0.009461 0.00869 0.003414 60 640: 93%|#########2| 156/168 [00:29<00:02, 5.21it/s]
157/499 4.32G 0.009466 0.008683 0.00341 48 640: 93%|#########2| 156/168 [00:29<00:02, 5.21it/s]
157/499 4.32G 0.009466 0.008683 0.00341 48 640: 93%|#########3| 157/168 [00:29<00:02, 5.08it/s]
157/499 4.32G 0.009469 0.008683 0.003407 60 640: 93%|#########3| 157/168 [00:30<00:02, 5.08it/s]
157/499 4.32G 0.009469 0.008683 0.003407 60 640: 94%|#########4| 158/168 [00:30<00:01, 5.21it/s]
157/499 4.32G 0.009482 0.008693 0.003407 68 640: 94%|#########4| 158/168 [00:30<00:01, 5.21it/s]
157/499 4.32G 0.009482 0.008693 0.003407 68 640: 95%|#########4| 159/168 [00:30<00:01, 5.25it/s]
157/499 4.32G 0.009482 0.008695 0.003408 66 640: 95%|#########4| 159/168 [00:30<00:01, 5.25it/s]
157/499 4.32G 0.009482 0.008695 0.003408 66 640: 95%|#########5| 160/168 [00:30<00:01, 5.09it/s]
157/499 4.32G 0.009477 0.00869 0.003408 66 640: 95%|#########5| 160/168 [00:30<00:01, 5.09it/s]
157/499 4.32G 0.009477 0.00869 0.003408 66 640: 96%|#########5| 161/168 [00:30<00:01, 5.19it/s]
157/499 4.32G 0.00947 0.008674 0.003395 61 640: 96%|#########5| 161/168 [00:30<00:01, 5.19it/s]
157/499 4.32G 0.00947 0.008674 0.003395 61 640: 96%|#########6| 162/168 [00:30<00:01, 5.28it/s]
157/499 4.32G 0.009471 0.008675 0.003388 56 640: 96%|#########6| 162/168 [00:31<00:01, 5.28it/s]
157/499 4.32G 0.009471 0.008675 0.003388 56 640: 97%|#########7| 163/168 [00:31<00:00, 5.14it/s]
157/499 4.32G 0.009468 0.008673 0.003384 68 640: 97%|#########7| 163/168 [00:31<00:00, 5.14it/s]
157/499 4.32G 0.009468 0.008673 0.003384 68 640: 98%|#########7| 164/168 [00:31<00:00, 5.22it/s]
157/499 4.32G 0.009464 0.008667 0.003379 60 640: 98%|#########7| 164/168 [00:31<00:00, 5.22it/s]
157/499 4.32G 0.009464 0.008667 0.003379 60 640: 98%|#########8| 165/168 [00:31<00:00, 5.29it/s]
157/499 4.32G 0.009461 0.008664 0.003369 68 640: 98%|#########8| 165/168 [00:31<00:00, 5.29it/s]
157/499 4.32G 0.009461 0.008664 0.003369 68 640: 99%|#########8| 166/168 [00:31<00:00, 5.14it/s]
157/499 4.32G 0.009459 0.008668 0.003358 72 640: 99%|#########8| 166/168 [00:31<00:00, 5.14it/s]
157/499 4.32G 0.009459 0.008668 0.003358 72 640: 99%|#########9| 167/168 [00:31<00:00, 5.23it/s]
157/499 4.32G 0.009455 0.008668 0.003382 38 640: 99%|#########9| 167/168 [00:32<00:00, 5.23it/s]
157/499 4.32G 0.009455 0.008668 0.003382 38 640: 100%|##########| 168/168 [00:32<00:00, 5.37it/s]
157/499 4.32G 0.009455 0.008668 0.003382 38 640: 100%|##########| 168/168 [00:32<00:00, 5.24it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s]
all 132 263 0.831 0.829 0.85 0.752
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
158/499 4.32G 0.009704 0.008781 0.002891 77 640: 0%| | 0/168 [00:00<?, ?it/s]
158/499 4.32G 0.009704 0.008781 0.002891 77 640: 1%| | 1/168 [00:00<00:34, 4.84it/s]
158/499 4.32G 0.009372 0.009956 0.003257 84 640: 1%| | 1/168 [00:00<00:34, 4.84it/s]
158/499 4.32G 0.009372 0.009956 0.003257 84 640: 1%|1 | 2/168 [00:00<00:31, 5.19it/s]
158/499 4.32G 0.009824 0.008824 0.004382 46 640: 1%|1 | 2/168 [00:00<00:31, 5.19it/s]
158/499 4.32G 0.009824 0.008824 0.004382 46 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s]
158/499 4.32G 0.009849 0.008888 0.004302 80 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s]
158/499 4.32G 0.009849 0.008888 0.004302 80 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s]
158/499 4.32G 0.009739 0.009042 0.004864 77 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s]
158/499 4.32G 0.009739 0.009042 0.004864 77 640: 3%|2 | 5/168 [00:00<00:31, 5.17it/s]
158/499 4.32G 0.009715 0.008872 0.004356 58 640: 3%|2 | 5/168 [00:01<00:31, 5.17it/s]
158/499 4.32G 0.009715 0.008872 0.004356 58 640: 4%|3 | 6/168 [00:01<00:30, 5.24it/s]
158/499 4.32G 0.009873 0.008956 0.003786 83 640: 4%|3 | 6/168 [00:01<00:30, 5.24it/s]
158/499 4.32G 0.009873 0.008956 0.003786 83 640: 4%|4 | 7/168 [00:01<00:31, 5.11it/s]
158/499 4.32G 0.009804 0.009121 0.003787 62 640: 4%|4 | 7/168 [00:01<00:31, 5.11it/s]
158/499 4.32G 0.009804 0.009121 0.003787 62 640: 5%|4 | 8/168 [00:01<00:30, 5.21it/s]
158/499 4.32G 0.009589 0.009108 0.003502 77 640: 5%|4 | 8/168 [00:01<00:30, 5.21it/s]
158/499 4.32G 0.009589 0.009108 0.003502 77 640: 5%|5 | 9/168 [00:01<00:30, 5.29it/s]
158/499 4.32G 0.009625 0.009085 0.00328 68 640: 5%|5 | 9/168 [00:01<00:30, 5.29it/s]
158/499 4.32G 0.009625 0.009085 0.00328 68 640: 6%|5 | 10/168 [00:01<00:30, 5.14it/s]
158/499 4.32G 0.009537 0.008973 0.003207 68 640: 6%|5 | 10/168 [00:02<00:30, 5.14it/s]
158/499 4.32G 0.009537 0.008973 0.003207 68 640: 7%|6 | 11/168 [00:02<00:30, 5.22it/s]
158/499 4.32G 0.009558 0.008905 0.003208 60 640: 7%|6 | 11/168 [00:02<00:30, 5.22it/s]
158/499 4.32G 0.009558 0.008905 0.003208 60 640: 7%|7 | 12/168 [00:02<00:29, 5.28it/s]
158/499 4.32G 0.009625 0.008938 0.003265 61 640: 7%|7 | 12/168 [00:02<00:29, 5.28it/s]
158/499 4.32G 0.009625 0.008938 0.003265 61 640: 8%|7 | 13/168 [00:02<00:30, 5.14it/s]
158/499 4.32G 0.009609 0.009038 0.003348 71 640: 8%|7 | 13/168 [00:02<00:30, 5.14it/s]
158/499 4.32G 0.009609 0.009038 0.003348 71 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s]
158/499 4.32G 0.009619 0.009001 0.003281 61 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s]
158/499 4.32G 0.009619 0.009001 0.003281 61 640: 9%|8 | 15/168 [00:02<00:29, 5.27it/s]
158/499 4.32G 0.009666 0.009067 0.003274 74 640: 9%|8 | 15/168 [00:03<00:29, 5.27it/s]
158/499 4.32G 0.009666 0.009067 0.003274 74 640: 10%|9 | 16/168 [00:03<00:29, 5.16it/s]
158/499 4.32G 0.009619 0.009017 0.003287 62 640: 10%|9 | 16/168 [00:03<00:29, 5.16it/s]
158/499 4.32G 0.009619 0.009017 0.003287 62 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s]
158/499 4.32G 0.009508 0.008917 0.003361 74 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s]
158/499 4.32G 0.009508 0.008917 0.003361 74 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
158/499 4.32G 0.009479 0.008833 0.003418 78 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
158/499 4.32G 0.009479 0.008833 0.003418 78 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s]
158/499 4.32G 0.009531 0.008972 0.003379 85 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s]
158/499 4.32G 0.009531 0.008972 0.003379 85 640: 12%|#1 | 20/168 [00:03<00:28, 5.26it/s]
158/499 4.32G 0.00947 0.008902 0.003333 66 640: 12%|#1 | 20/168 [00:04<00:28, 5.26it/s]
158/499 4.32G 0.00947 0.008902 0.003333 66 640: 12%|#2 | 21/168 [00:04<00:27, 5.30it/s]
158/499 4.32G 0.009388 0.008814 0.003331 59 640: 12%|#2 | 21/168 [00:04<00:27, 5.30it/s]
158/499 4.32G 0.009388 0.008814 0.003331 59 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s]
158/499 4.32G 0.009393 0.0088 0.003445 66 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s]
158/499 4.32G 0.009393 0.0088 0.003445 66 640: 14%|#3 | 23/168 [00:04<00:27, 5.20it/s]
158/499 4.32G 0.009344 0.008737 0.003561 60 640: 14%|#3 | 23/168 [00:04<00:27, 5.20it/s]
158/499 4.32G 0.009344 0.008737 0.003561 60 640: 14%|#4 | 24/168 [00:04<00:27, 5.29it/s]
158/499 4.32G 0.009307 0.008678 0.00354 65 640: 14%|#4 | 24/168 [00:04<00:27, 5.29it/s]
158/499 4.32G 0.009307 0.008678 0.00354 65 640: 15%|#4 | 25/168 [00:04<00:28, 5.10it/s]
158/499 4.32G 0.009305 0.00864 0.003493 70 640: 15%|#4 | 25/168 [00:04<00:28, 5.10it/s]
158/499 4.32G 0.009305 0.00864 0.003493 70 640: 15%|#5 | 26/168 [00:04<00:27, 5.18it/s]
158/499 4.32G 0.009316 0.008657 0.003455 66 640: 15%|#5 | 26/168 [00:05<00:27, 5.18it/s]
158/499 4.32G 0.009316 0.008657 0.003455 66 640: 16%|#6 | 27/168 [00:05<00:26, 5.26it/s]
158/499 4.32G 0.009315 0.008642 0.003405 65 640: 16%|#6 | 27/168 [00:05<00:26, 5.26it/s]
158/499 4.32G 0.009315 0.008642 0.003405 65 640: 17%|#6 | 28/168 [00:05<00:27, 5.12it/s]
158/499 4.32G 0.009363 0.008714 0.003404 72 640: 17%|#6 | 28/168 [00:05<00:27, 5.12it/s]
158/499 4.32G 0.009363 0.008714 0.003404 72 640: 17%|#7 | 29/168 [00:05<00:26, 5.21it/s]
158/499 4.32G 0.00933 0.008744 0.003451 84 640: 17%|#7 | 29/168 [00:05<00:26, 5.21it/s]
158/499 4.32G 0.00933 0.008744 0.003451 84 640: 18%|#7 | 30/168 [00:05<00:26, 5.26it/s]
158/499 4.32G 0.009319 0.008712 0.003459 66 640: 18%|#7 | 30/168 [00:05<00:26, 5.26it/s]
158/499 4.32G 0.009319 0.008712 0.003459 66 640: 18%|#8 | 31/168 [00:05<00:26, 5.13it/s]
158/499 4.32G 0.009289 0.008711 0.003494 74 640: 18%|#8 | 31/168 [00:06<00:26, 5.13it/s]
158/499 4.32G 0.009289 0.008711 0.003494 74 640: 19%|#9 | 32/168 [00:06<00:26, 5.21it/s]
158/499 4.32G 0.009259 0.008712 0.00351 86 640: 19%|#9 | 32/168 [00:06<00:26, 5.21it/s]
158/499 4.32G 0.009259 0.008712 0.00351 86 640: 20%|#9 | 33/168 [00:06<00:25, 5.28it/s]
158/499 4.32G 0.009266 0.008701 0.00363 70 640: 20%|#9 | 33/168 [00:06<00:25, 5.28it/s]
158/499 4.32G 0.009266 0.008701 0.00363 70 640: 20%|## | 34/168 [00:06<00:26, 5.12it/s]
158/499 4.32G 0.009264 0.00864 0.003564 58 640: 20%|## | 34/168 [00:06<00:26, 5.12it/s]
158/499 4.32G 0.009264 0.00864 0.003564 58 640: 21%|## | 35/168 [00:06<00:26, 5.11it/s]
158/499 4.32G 0.009281 0.008661 0.003567 75 640: 21%|## | 35/168 [00:06<00:26, 5.11it/s]
158/499 4.32G 0.009281 0.008661 0.003567 75 640: 21%|##1 | 36/168 [00:06<00:25, 5.16it/s]
158/499 4.32G 0.00928 0.008651 0.00367 62 640: 21%|##1 | 36/168 [00:07<00:25, 5.16it/s]
158/499 4.32G 0.00928 0.008651 0.00367 62 640: 22%|##2 | 37/168 [00:07<00:26, 5.04it/s]
158/499 4.32G 0.00934 0.008727 0.003612 73 640: 22%|##2 | 37/168 [00:07<00:26, 5.04it/s]
158/499 4.32G 0.00934 0.008727 0.003612 73 640: 23%|##2 | 38/168 [00:07<00:25, 5.15it/s]
158/499 4.32G 0.00934 0.008673 0.003591 54 640: 23%|##2 | 38/168 [00:07<00:25, 5.15it/s]
158/499 4.32G 0.00934 0.008673 0.003591 54 640: 23%|##3 | 39/168 [00:07<00:24, 5.22it/s]
158/499 4.32G 0.00934 0.008667 0.003528 65 640: 23%|##3 | 39/168 [00:07<00:24, 5.22it/s]
158/499 4.32G 0.00934 0.008667 0.003528 65 640: 24%|##3 | 40/168 [00:07<00:25, 5.04it/s]
158/499 4.32G 0.009399 0.008676 0.003675 57 640: 24%|##3 | 40/168 [00:07<00:25, 5.04it/s]
158/499 4.32G 0.009399 0.008676 0.003675 57 640: 24%|##4 | 41/168 [00:07<00:24, 5.16it/s]
158/499 4.32G 0.009366 0.008686 0.003667 70 640: 24%|##4 | 41/168 [00:08<00:24, 5.16it/s]
158/499 4.32G 0.009366 0.008686 0.003667 70 640: 25%|##5 | 42/168 [00:08<00:23, 5.25it/s]
158/499 4.32G 0.009394 0.008756 0.00365 83 640: 25%|##5 | 42/168 [00:08<00:23, 5.25it/s]
158/499 4.32G 0.009394 0.008756 0.00365 83 640: 26%|##5 | 43/168 [00:08<00:24, 5.14it/s]
158/499 4.32G 0.009415 0.008768 0.003637 68 640: 26%|##5 | 43/168 [00:08<00:24, 5.14it/s]
158/499 4.32G 0.009415 0.008768 0.003637 68 640: 26%|##6 | 44/168 [00:08<00:23, 5.24it/s]
158/499 4.32G 0.009423 0.008748 0.003616 75 640: 26%|##6 | 44/168 [00:08<00:23, 5.24it/s]
158/499 4.32G 0.009423 0.008748 0.003616 75 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s]
158/499 4.32G 0.009419 0.008739 0.003686 74 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s]
158/499 4.32G 0.009419 0.008739 0.003686 74 640: 27%|##7 | 46/168 [00:08<00:23, 5.14it/s]
158/499 4.32G 0.009439 0.008754 0.003652 67 640: 27%|##7 | 46/168 [00:09<00:23, 5.14it/s]
158/499 4.32G 0.009439 0.008754 0.003652 67 640: 28%|##7 | 47/168 [00:09<00:23, 5.24it/s]
158/499 4.32G 0.009422 0.008767 0.003643 80 640: 28%|##7 | 47/168 [00:09<00:23, 5.24it/s]
158/499 4.32G 0.009422 0.008767 0.003643 80 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s]
158/499 4.32G 0.009426 0.008736 0.00362 51 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s]
158/499 4.32G 0.009426 0.008736 0.00362 51 640: 29%|##9 | 49/168 [00:09<00:22, 5.18it/s]
158/499 4.32G 0.009448 0.008741 0.003736 67 640: 29%|##9 | 49/168 [00:09<00:22, 5.18it/s]
158/499 4.32G 0.009448 0.008741 0.003736 67 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s]
158/499 4.32G 0.009454 0.008722 0.003713 65 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s]
158/499 4.32G 0.009454 0.008722 0.003713 65 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s]
158/499 4.32G 0.009473 0.008773 0.003693 75 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s]
158/499 4.32G 0.009473 0.008773 0.003693 75 640: 31%|### | 52/168 [00:09<00:22, 5.18it/s]
158/499 4.32G 0.009474 0.008744 0.003716 63 640: 31%|### | 52/168 [00:10<00:22, 5.18it/s]
158/499 4.32G 0.009474 0.008744 0.003716 63 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
158/499 4.32G 0.009486 0.008708 0.003721 60 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
158/499 4.32G 0.009486 0.008708 0.003721 60 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s]
158/499 4.32G 0.009509 0.008709 0.003661 60 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s]
158/499 4.32G 0.009509 0.008709 0.003661 60 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s]
158/499 4.32G 0.009493 0.008708 0.003696 64 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s]
158/499 4.32G 0.009493 0.008708 0.003696 64 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s]
158/499 4.32G 0.009487 0.008749 0.003691 86 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s]
158/499 4.32G 0.009487 0.008749 0.003691 86 640: 34%|###3 | 57/168 [00:10<00:20, 5.34it/s]
158/499 4.32G 0.00949 0.008733 0.0037 63 640: 34%|###3 | 57/168 [00:11<00:20, 5.34it/s]
158/499 4.32G 0.00949 0.008733 0.0037 63 640: 35%|###4 | 58/168 [00:11<00:21, 5.16it/s]
158/499 4.32G 0.009491 0.008781 0.003719 88 640: 35%|###4 | 58/168 [00:11<00:21, 5.16it/s]
158/499 4.32G 0.009491 0.008781 0.003719 88 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
158/499 4.32G 0.009499 0.008772 0.003751 73 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
158/499 4.32G 0.009499 0.008772 0.003751 73 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s]
158/499 4.32G 0.009491 0.008741 0.003741 57 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s]
158/499 4.32G 0.009491 0.008741 0.003741 57 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s]
158/499 4.32G 0.009465 0.008739 0.003746 76 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s]
158/499 4.32G 0.009465 0.008739 0.003746 76 640: 37%|###6 | 62/168 [00:11<00:20, 5.25it/s]
158/499 4.32G 0.009485 0.008708 0.003758 50 640: 37%|###6 | 62/168 [00:12<00:20, 5.25it/s]
158/499 4.32G 0.009485 0.008708 0.003758 50 640: 38%|###7 | 63/168 [00:12<00:19, 5.31it/s]
158/499 4.32G 0.009496 0.008718 0.00378 72 640: 38%|###7 | 63/168 [00:12<00:19, 5.31it/s]
158/499 4.32G 0.009496 0.008718 0.00378 72 640: 38%|###8 | 64/168 [00:12<00:20, 5.20it/s]
158/499 4.32G 0.009483 0.008686 0.003766 67 640: 38%|###8 | 64/168 [00:12<00:20, 5.20it/s]
158/499 4.32G 0.009483 0.008686 0.003766 67 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
158/499 4.32G 0.009491 0.008679 0.003737 68 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
158/499 4.32G 0.009491 0.008679 0.003737 68 640: 39%|###9 | 66/168 [00:12<00:19, 5.33it/s]
158/499 4.32G 0.009511 0.008652 0.003723 59 640: 39%|###9 | 66/168 [00:12<00:19, 5.33it/s]
158/499 4.32G 0.009511 0.008652 0.003723 59 640: 40%|###9 | 67/168 [00:12<00:19, 5.18it/s]
158/499 4.32G 0.009498 0.008654 0.003741 75 640: 40%|###9 | 67/168 [00:13<00:19, 5.18it/s]
158/499 4.32G 0.009498 0.008654 0.003741 75 640: 40%|#### | 68/168 [00:13<00:19, 5.26it/s]
158/499 4.32G 0.009505 0.008667 0.00371 57 640: 40%|#### | 68/168 [00:13<00:19, 5.26it/s]
158/499 4.32G 0.009505 0.008667 0.00371 57 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s]
158/499 4.32G 0.009507 0.008666 0.003721 68 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s]
158/499 4.32G 0.009507 0.008666 0.003721 68 640: 42%|####1 | 70/168 [00:13<00:19, 5.11it/s]
158/499 4.32G 0.009533 0.00869 0.003714 71 640: 42%|####1 | 70/168 [00:13<00:19, 5.11it/s]
158/499 4.32G 0.009533 0.00869 0.003714 71 640: 42%|####2 | 71/168 [00:13<00:18, 5.19it/s]
158/499 4.32G 0.009521 0.0087 0.003666 76 640: 42%|####2 | 71/168 [00:13<00:18, 5.19it/s]
158/499 4.32G 0.009521 0.0087 0.003666 76 640: 43%|####2 | 72/168 [00:13<00:18, 5.24it/s]
158/499 4.32G 0.009516 0.008697 0.003657 74 640: 43%|####2 | 72/168 [00:14<00:18, 5.24it/s]
158/499 4.32G 0.009516 0.008697 0.003657 74 640: 43%|####3 | 73/168 [00:14<00:18, 5.10it/s]
158/499 4.32G 0.009501 0.008694 0.003641 77 640: 43%|####3 | 73/168 [00:14<00:18, 5.10it/s]
158/499 4.32G 0.009501 0.008694 0.003641 77 640: 44%|####4 | 74/168 [00:14<00:18, 5.16it/s]
158/499 4.32G 0.009477 0.008665 0.003629 57 640: 44%|####4 | 74/168 [00:14<00:18, 5.16it/s]
158/499 4.32G 0.009477 0.008665 0.003629 57 640: 45%|####4 | 75/168 [00:14<00:17, 5.23it/s]
158/499 4.32G 0.009487 0.008661 0.003626 75 640: 45%|####4 | 75/168 [00:14<00:17, 5.23it/s]
158/499 4.32G 0.009487 0.008661 0.003626 75 640: 45%|####5 | 76/168 [00:14<00:17, 5.11it/s]
158/499 4.32G 0.009477 0.008653 0.003595 63 640: 45%|####5 | 76/168 [00:14<00:17, 5.11it/s]
158/499 4.32G 0.009477 0.008653 0.003595 63 640: 46%|####5 | 77/168 [00:14<00:17, 5.19it/s]
158/499 4.32G 0.009473 0.00866 0.003648 73 640: 46%|####5 | 77/168 [00:14<00:17, 5.19it/s]
158/499 4.32G 0.009473 0.00866 0.003648 73 640: 46%|####6 | 78/168 [00:14<00:17, 5.22it/s]
158/499 4.32G 0.009464 0.008643 0.003634 63 640: 46%|####6 | 78/168 [00:15<00:17, 5.22it/s]
158/499 4.32G 0.009464 0.008643 0.003634 63 640: 47%|####7 | 79/168 [00:15<00:17, 5.02it/s]
158/499 4.32G 0.009482 0.008674 0.003666 83 640: 47%|####7 | 79/168 [00:15<00:17, 5.02it/s]
158/499 4.32G 0.009482 0.008674 0.003666 83 640: 48%|####7 | 80/168 [00:15<00:17, 5.15it/s]
158/499 4.32G 0.009493 0.00867 0.003661 62 640: 48%|####7 | 80/168 [00:15<00:17, 5.15it/s]
158/499 4.32G 0.009493 0.00867 0.003661 62 640: 48%|####8 | 81/168 [00:15<00:16, 5.26it/s]
158/499 4.32G 0.009488 0.008676 0.003668 76 640: 48%|####8 | 81/168 [00:15<00:16, 5.26it/s]
158/499 4.32G 0.009488 0.008676 0.003668 76 640: 49%|####8 | 82/168 [00:15<00:16, 5.13it/s]
158/499 4.32G 0.009511 0.008698 0.003645 74 640: 49%|####8 | 82/168 [00:15<00:16, 5.13it/s]
158/499 4.32G 0.009511 0.008698 0.003645 74 640: 49%|####9 | 83/168 [00:15<00:16, 5.24it/s]
158/499 4.32G 0.009496 0.008689 0.003604 69 640: 49%|####9 | 83/168 [00:16<00:16, 5.24it/s]
158/499 4.32G 0.009496 0.008689 0.003604 69 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s]
158/499 4.32G 0.009483 0.008684 0.003603 64 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s]
158/499 4.32G 0.009483 0.008684 0.003603 64 640: 51%|##### | 85/168 [00:16<00:16, 5.15it/s]
158/499 4.32G 0.009494 0.008696 0.00358 67 640: 51%|##### | 85/168 [00:16<00:16, 5.15it/s]
158/499 4.32G 0.009494 0.008696 0.00358 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s]
158/499 4.32G 0.009493 0.008699 0.003588 77 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s]
158/499 4.32G 0.009493 0.008699 0.003588 77 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
158/499 4.32G 0.009514 0.008712 0.003578 81 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
158/499 4.32G 0.009514 0.008712 0.003578 81 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
158/499 4.32G 0.009531 0.008733 0.003572 76 640: 52%|#####2 | 88/168 [00:17<00:15, 5.19it/s]
158/499 4.32G 0.009531 0.008733 0.003572 76 640: 53%|#####2 | 89/168 [00:17<00:14, 5.28it/s]
158/499 4.32G 0.009512 0.008718 0.00358 67 640: 53%|#####2 | 89/168 [00:17<00:14, 5.28it/s]
158/499 4.32G 0.009512 0.008718 0.00358 67 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s]
158/499 4.32G 0.009501 0.008734 0.003564 77 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s]
158/499 4.32G 0.009501 0.008734 0.003564 77 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
158/499 4.32G 0.009516 0.008727 0.00362 64 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
158/499 4.32G 0.009516 0.008727 0.00362 64 640: 55%|#####4 | 92/168 [00:17<00:14, 5.22it/s]
158/499 4.32G 0.009524 0.008728 0.003619 65 640: 55%|#####4 | 92/168 [00:17<00:14, 5.22it/s]
158/499 4.32G 0.009524 0.008728 0.003619 65 640: 55%|#####5 | 93/168 [00:17<00:14, 5.30it/s]
158/499 4.32G 0.00952 0.008725 0.003661 69 640: 55%|#####5 | 93/168 [00:18<00:14, 5.30it/s]
158/499 4.32G 0.00952 0.008725 0.003661 69 640: 56%|#####5 | 94/168 [00:18<00:14, 5.18it/s]
158/499 4.32G 0.009531 0.008723 0.003642 60 640: 56%|#####5 | 94/168 [00:18<00:14, 5.18it/s]
158/499 4.32G 0.009531 0.008723 0.003642 60 640: 57%|#####6 | 95/168 [00:18<00:13, 5.25it/s]
158/499 4.32G 0.009516 0.008702 0.003633 62 640: 57%|#####6 | 95/168 [00:18<00:13, 5.25it/s]
158/499 4.32G 0.009516 0.008702 0.003633 62 640: 57%|#####7 | 96/168 [00:18<00:13, 5.28it/s]
158/499 4.32G 0.009528 0.008718 0.003616 67 640: 57%|#####7 | 96/168 [00:18<00:13, 5.28it/s]
158/499 4.32G 0.009528 0.008718 0.003616 67 640: 58%|#####7 | 97/168 [00:18<00:13, 5.14it/s]
158/499 4.32G 0.009529 0.008694 0.003608 61 640: 58%|#####7 | 97/168 [00:18<00:13, 5.14it/s]
158/499 4.32G 0.009529 0.008694 0.003608 61 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s]
158/499 4.32G 0.009543 0.008685 0.003617 67 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s]
158/499 4.32G 0.009543 0.008685 0.003617 67 640: 59%|#####8 | 99/168 [00:18<00:13, 5.30it/s]
158/499 4.32G 0.00955 0.008657 0.003613 56 640: 59%|#####8 | 99/168 [00:19<00:13, 5.30it/s]
158/499 4.32G 0.00955 0.008657 0.003613 56 640: 60%|#####9 | 100/168 [00:19<00:13, 5.18it/s]
158/499 4.32G 0.009543 0.008654 0.003614 68 640: 60%|#####9 | 100/168 [00:19<00:13, 5.18it/s]
158/499 4.32G 0.009543 0.008654 0.003614 68 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s]
158/499 4.32G 0.009539 0.008659 0.003587 56 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s]
158/499 4.32G 0.009539 0.008659 0.003587 56 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
158/499 4.32G 0.009537 0.008662 0.003594 73 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
158/499 4.32G 0.009537 0.008662 0.003594 73 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s]
158/499 4.32G 0.009535 0.008662 0.003621 70 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s]
158/499 4.32G 0.009535 0.008662 0.003621 70 640: 62%|######1 | 104/168 [00:19<00:12, 5.25it/s]
158/499 4.32G 0.009539 0.008653 0.00361 56 640: 62%|######1 | 104/168 [00:20<00:12, 5.25it/s]
158/499 4.32G 0.009539 0.008653 0.00361 56 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s]
158/499 4.32G 0.009538 0.008658 0.003582 71 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s]
158/499 4.32G 0.009538 0.008658 0.003582 71 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s]
158/499 4.32G 0.009533 0.008651 0.003581 71 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s]
158/499 4.32G 0.009533 0.008651 0.003581 71 640: 64%|######3 | 107/168 [00:20<00:11, 5.17it/s]
158/499 4.32G 0.009529 0.008662 0.003586 80 640: 64%|######3 | 107/168 [00:20<00:11, 5.17it/s]
158/499 4.32G 0.009529 0.008662 0.003586 80 640: 64%|######4 | 108/168 [00:20<00:11, 5.24it/s]
158/499 4.32G 0.009531 0.00867 0.003595 65 640: 64%|######4 | 108/168 [00:20<00:11, 5.24it/s]
158/499 4.32G 0.009531 0.00867 0.003595 65 640: 65%|######4 | 109/168 [00:20<00:11, 5.13it/s]
158/499 4.32G 0.009518 0.00865 0.003589 62 640: 65%|######4 | 109/168 [00:21<00:11, 5.13it/s]
158/499 4.32G 0.009518 0.00865 0.003589 62 640: 65%|######5 | 110/168 [00:21<00:11, 5.22it/s]
158/499 4.32G 0.009507 0.00865 0.003586 72 640: 65%|######5 | 110/168 [00:21<00:11, 5.22it/s]
158/499 4.32G 0.009507 0.00865 0.003586 72 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
158/499 4.32G 0.009514 0.008652 0.003572 64 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
158/499 4.32G 0.009514 0.008652 0.003572 64 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s]
158/499 4.32G 0.009511 0.008655 0.00356 72 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s]
158/499 4.32G 0.009511 0.008655 0.00356 72 640: 67%|######7 | 113/168 [00:21<00:10, 5.21it/s]
158/499 4.32G 0.009498 0.008652 0.003552 71 640: 67%|######7 | 113/168 [00:21<00:10, 5.21it/s]
158/499 4.32G 0.009498 0.008652 0.003552 71 640: 68%|######7 | 114/168 [00:21<00:10, 5.30it/s]
158/499 4.32G 0.009496 0.008643 0.003567 66 640: 68%|######7 | 114/168 [00:22<00:10, 5.30it/s]
158/499 4.32G 0.009496 0.008643 0.003567 66 640: 68%|######8 | 115/168 [00:22<00:10, 5.15it/s]
158/499 4.32G 0.009505 0.008642 0.003543 59 640: 68%|######8 | 115/168 [00:22<00:10, 5.15it/s]
158/499 4.32G 0.009505 0.008642 0.003543 59 640: 69%|######9 | 116/168 [00:22<00:09, 5.22it/s]
158/499 4.32G 0.009504 0.008633 0.003533 61 640: 69%|######9 | 116/168 [00:22<00:09, 5.22it/s]
158/499 4.32G 0.009504 0.008633 0.003533 61 640: 70%|######9 | 117/168 [00:22<00:09, 5.19it/s]
158/499 4.32G 0.009511 0.008646 0.003522 87 640: 70%|######9 | 117/168 [00:22<00:09, 5.19it/s]
158/499 4.32G 0.009511 0.008646 0.003522 87 640: 70%|####### | 118/168 [00:22<00:09, 5.09it/s]
158/499 4.32G 0.009517 0.008644 0.003512 54 640: 70%|####### | 118/168 [00:22<00:09, 5.09it/s]
158/499 4.32G 0.009517 0.008644 0.003512 54 640: 71%|####### | 119/168 [00:22<00:09, 5.19it/s]
158/499 4.32G 0.009522 0.008655 0.003501 80 640: 71%|####### | 119/168 [00:23<00:09, 5.19it/s]
158/499 4.32G 0.009522 0.008655 0.003501 80 640: 71%|#######1 | 120/168 [00:23<00:09, 5.27it/s]
158/499 4.32G 0.009519 0.008647 0.003513 66 640: 71%|#######1 | 120/168 [00:23<00:09, 5.27it/s]
158/499 4.32G 0.009519 0.008647 0.003513 66 640: 72%|#######2 | 121/168 [00:23<00:09, 5.14it/s]
158/499 4.32G 0.00951 0.008653 0.003504 67 640: 72%|#######2 | 121/168 [00:23<00:09, 5.14it/s]
158/499 4.32G 0.00951 0.008653 0.003504 67 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
158/499 4.32G 0.009504 0.008639 0.003493 52 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
158/499 4.32G 0.009504 0.008639 0.003493 52 640: 73%|#######3 | 123/168 [00:23<00:08, 5.30it/s]
158/499 4.32G 0.009518 0.008645 0.00349 61 640: 73%|#######3 | 123/168 [00:23<00:08, 5.30it/s]
158/499 4.32G 0.009518 0.008645 0.00349 61 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s]
158/499 4.32G 0.009516 0.008626 0.003484 50 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s]
158/499 4.32G 0.009516 0.008626 0.003484 50 640: 74%|#######4 | 125/168 [00:23<00:08, 5.25it/s]
158/499 4.32G 0.009526 0.00865 0.003489 80 640: 74%|#######4 | 125/168 [00:24<00:08, 5.25it/s]
158/499 4.32G 0.009526 0.00865 0.003489 80 640: 75%|#######5 | 126/168 [00:24<00:07, 5.26it/s]
158/499 4.32G 0.009526 0.008651 0.003493 73 640: 75%|#######5 | 126/168 [00:24<00:07, 5.26it/s]
158/499 4.32G 0.009526 0.008651 0.003493 73 640: 76%|#######5 | 127/168 [00:24<00:07, 5.14it/s]
158/499 4.32G 0.009517 0.00863 0.003541 48 640: 76%|#######5 | 127/168 [00:24<00:07, 5.14it/s]
158/499 4.32G 0.009517 0.00863 0.003541 48 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s]
158/499 4.32G 0.009521 0.008634 0.003536 71 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s]
158/499 4.32G 0.009521 0.008634 0.003536 71 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s]
158/499 4.32G 0.009518 0.008642 0.003524 84 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s]
158/499 4.32G 0.009518 0.008642 0.003524 84 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s]
158/499 4.32G 0.009502 0.008626 0.003531 72 640: 77%|#######7 | 130/168 [00:25<00:07, 5.16it/s]
158/499 4.32G 0.009502 0.008626 0.003531 72 640: 78%|#######7 | 131/168 [00:25<00:07, 5.22it/s]
158/499 4.32G 0.009511 0.008647 0.003534 71 640: 78%|#######7 | 131/168 [00:25<00:07, 5.22it/s]
158/499 4.32G 0.009511 0.008647 0.003534 71 640: 79%|#######8 | 132/168 [00:25<00:06, 5.27it/s]
158/499 4.32G 0.009518 0.008657 0.003536 72 640: 79%|#######8 | 132/168 [00:25<00:06, 5.27it/s]
158/499 4.32G 0.009518 0.008657 0.003536 72 640: 79%|#######9 | 133/168 [00:25<00:06, 5.16it/s]
158/499 4.32G 0.009523 0.008678 0.003528 82 640: 79%|#######9 | 133/168 [00:25<00:06, 5.16it/s]
158/499 4.32G 0.009523 0.008678 0.003528 82 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s]
158/499 4.32G 0.009532 0.008681 0.003521 63 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s]
158/499 4.32G 0.009532 0.008681 0.003521 63 640: 80%|######## | 135/168 [00:25<00:06, 5.28it/s]
158/499 4.32G 0.009533 0.008684 0.003522 76 640: 80%|######## | 135/168 [00:26<00:06, 5.28it/s]
158/499 4.32G 0.009533 0.008684 0.003522 76 640: 81%|######## | 136/168 [00:26<00:06, 5.18it/s]
158/499 4.32G 0.009537 0.008707 0.003506 82 640: 81%|######## | 136/168 [00:26<00:06, 5.18it/s]
158/499 4.32G 0.009537 0.008707 0.003506 82 640: 82%|########1 | 137/168 [00:26<00:05, 5.18it/s]
158/499 4.32G 0.009528 0.008698 0.003504 64 640: 82%|########1 | 137/168 [00:26<00:05, 5.18it/s]
158/499 4.32G 0.009528 0.008698 0.003504 64 640: 82%|########2 | 138/168 [00:26<00:05, 5.28it/s]
158/499 4.32G 0.009524 0.008716 0.00349 91 640: 82%|########2 | 138/168 [00:26<00:05, 5.28it/s]
158/499 4.32G 0.009524 0.008716 0.00349 91 640: 83%|########2 | 139/168 [00:26<00:05, 5.15it/s]
158/499 4.32G 0.009524 0.008716 0.003486 70 640: 83%|########2 | 139/168 [00:26<00:05, 5.15it/s]
158/499 4.32G 0.009524 0.008716 0.003486 70 640: 83%|########3 | 140/168 [00:26<00:05, 5.24it/s]
158/499 4.32G 0.009518 0.008702 0.003486 55 640: 83%|########3 | 140/168 [00:27<00:05, 5.24it/s]
158/499 4.32G 0.009518 0.008702 0.003486 55 640: 84%|########3 | 141/168 [00:27<00:05, 5.30it/s]
158/499 4.32G 0.009513 0.008713 0.003472 79 640: 84%|########3 | 141/168 [00:27<00:05, 5.30it/s]
158/499 4.32G 0.009513 0.008713 0.003472 79 640: 85%|########4 | 142/168 [00:27<00:05, 5.16it/s]
158/499 4.32G 0.00951 0.008706 0.00346 65 640: 85%|########4 | 142/168 [00:27<00:05, 5.16it/s]
158/499 4.32G 0.00951 0.008706 0.00346 65 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s]
158/499 4.32G 0.009498 0.008694 0.003448 59 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s]
158/499 4.32G 0.009498 0.008694 0.003448 59 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s]
158/499 4.32G 0.009495 0.0087 0.003467 67 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s]
158/499 4.32G 0.009495 0.0087 0.003467 67 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s]
158/499 4.32G 0.009504 0.008685 0.003473 56 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s]
158/499 4.32G 0.009504 0.008685 0.003473 56 640: 87%|########6 | 146/168 [00:27<00:04, 5.26it/s]
158/499 4.32G 0.009497 0.008686 0.003465 84 640: 87%|########6 | 146/168 [00:28<00:04, 5.26it/s]
158/499 4.32G 0.009497 0.008686 0.003465 84 640: 88%|########7 | 147/168 [00:28<00:03, 5.29it/s]
158/499 4.32G 0.009497 0.008698 0.003462 64 640: 88%|########7 | 147/168 [00:28<00:03, 5.29it/s]
158/499 4.32G 0.009497 0.008698 0.003462 64 640: 88%|########8 | 148/168 [00:28<00:03, 5.17it/s]
158/499 4.32G 0.009502 0.008696 0.003464 64 640: 88%|########8 | 148/168 [00:28<00:03, 5.17it/s]
158/499 4.32G 0.009502 0.008696 0.003464 64 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
158/499 4.32G 0.009494 0.008689 0.00346 65 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
158/499 4.32G 0.009494 0.008689 0.00346 65 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s]
158/499 4.32G 0.009491 0.008699 0.003455 70 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s]
158/499 4.32G 0.009491 0.008699 0.003455 70 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s]
158/499 4.32G 0.009489 0.0087 0.003456 74 640: 90%|########9 | 151/168 [00:29<00:03, 5.19it/s]
158/499 4.32G 0.009489 0.0087 0.003456 74 640: 90%|######### | 152/168 [00:29<00:03, 5.26it/s]
158/499 4.32G 0.009485 0.008699 0.003461 68 640: 90%|######### | 152/168 [00:29<00:03, 5.26it/s]
158/499 4.32G 0.009485 0.008699 0.003461 68 640: 91%|#########1| 153/168 [00:29<00:02, 5.25it/s]
158/499 4.32G 0.00949 0.008698 0.003484 70 640: 91%|#########1| 153/168 [00:29<00:02, 5.25it/s]
158/499 4.32G 0.00949 0.008698 0.003484 70 640: 92%|#########1| 154/168 [00:29<00:02, 5.08it/s]
158/499 4.32G 0.009492 0.008714 0.00348 72 640: 92%|#########1| 154/168 [00:29<00:02, 5.08it/s]
158/499 4.32G 0.009492 0.008714 0.00348 72 640: 92%|#########2| 155/168 [00:29<00:02, 5.12it/s]
158/499 4.32G 0.009486 0.008703 0.003485 59 640: 92%|#########2| 155/168 [00:29<00:02, 5.12it/s]
158/499 4.32G 0.009486 0.008703 0.003485 59 640: 93%|#########2| 156/168 [00:29<00:02, 5.23it/s]
158/499 4.32G 0.009493 0.008712 0.003471 72 640: 93%|#########2| 156/168 [00:30<00:02, 5.23it/s]
158/499 4.32G 0.009493 0.008712 0.003471 72 640: 93%|#########3| 157/168 [00:30<00:02, 5.13it/s]
158/499 4.32G 0.009494 0.008715 0.003479 65 640: 93%|#########3| 157/168 [00:30<00:02, 5.13it/s]
158/499 4.32G 0.009494 0.008715 0.003479 65 640: 94%|#########4| 158/168 [00:30<00:01, 5.22it/s]
158/499 4.32G 0.00949 0.008711 0.003486 64 640: 94%|#########4| 158/168 [00:30<00:01, 5.22it/s]
158/499 4.32G 0.00949 0.008711 0.003486 64 640: 95%|#########4| 159/168 [00:30<00:01, 5.29it/s]
158/499 4.32G 0.00948 0.008702 0.003468 55 640: 95%|#########4| 159/168 [00:30<00:01, 5.29it/s]
158/499 4.32G 0.00948 0.008702 0.003468 55 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s]
158/499 4.32G 0.009486 0.008697 0.003468 63 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s]
158/499 4.32G 0.009486 0.008697 0.003468 63 640: 96%|#########5| 161/168 [00:30<00:01, 5.24it/s]
158/499 4.32G 0.009483 0.008689 0.003467 47 640: 96%|#########5| 161/168 [00:31<00:01, 5.24it/s]
158/499 4.32G 0.009483 0.008689 0.003467 47 640: 96%|#########6| 162/168 [00:31<00:01, 5.30it/s]
158/499 4.32G 0.00948 0.008686 0.003454 68 640: 96%|#########6| 162/168 [00:31<00:01, 5.30it/s]
158/499 4.32G 0.00948 0.008686 0.003454 68 640: 97%|#########7| 163/168 [00:31<00:00, 5.13it/s]
158/499 4.32G 0.009479 0.008676 0.003475 67 640: 97%|#########7| 163/168 [00:31<00:00, 5.13it/s]
158/499 4.32G 0.009479 0.008676 0.003475 67 640: 98%|#########7| 164/168 [00:31<00:00, 5.23it/s]
158/499 4.32G 0.009476 0.008681 0.003456 73 640: 98%|#########7| 164/168 [00:31<00:00, 5.23it/s]
158/499 4.32G 0.009476 0.008681 0.003456 73 640: 98%|#########8| 165/168 [00:31<00:00, 5.27it/s]
158/499 4.32G 0.009475 0.008682 0.003451 66 640: 98%|#########8| 165/168 [00:31<00:00, 5.27it/s]
158/499 4.32G 0.009475 0.008682 0.003451 66 640: 99%|#########8| 166/168 [00:31<00:00, 5.14it/s]
158/499 4.32G 0.009478 0.008684 0.00345 63 640: 99%|#########8| 166/168 [00:32<00:00, 5.14it/s]
158/499 4.32G 0.009478 0.008684 0.00345 63 640: 99%|#########9| 167/168 [00:32<00:00, 5.22it/s]
158/499 4.32G 0.009474 0.00868 0.00344 29 640: 99%|#########9| 167/168 [00:32<00:00, 5.22it/s]
158/499 4.32G 0.009474 0.00868 0.00344 29 640: 100%|##########| 168/168 [00:32<00:00, 5.41it/s]
158/499 4.32G 0.009474 0.00868 0.00344 29 640: 100%|##########| 168/168 [00:32<00:00, 5.22it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.88it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.46it/s]
all 132 263 0.837 0.823 0.848 0.754
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
159/499 4.32G 0.009339 0.009013 0.002754 73 640: 0%| | 0/168 [00:00<?, ?it/s]
159/499 4.32G 0.009339 0.009013 0.002754 73 640: 1%| | 1/168 [00:00<00:33, 4.95it/s]
159/499 4.32G 0.009604 0.00935 0.003449 68 640: 1%| | 1/168 [00:00<00:33, 4.95it/s]
159/499 4.32G 0.009604 0.00935 0.003449 68 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s]
159/499 4.32G 0.009977 0.009321 0.003092 68 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s]
159/499 4.32G 0.009977 0.009321 0.003092 68 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s]
159/499 4.32G 0.01006 0.009067 0.002855 67 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s]
159/499 4.32G 0.01006 0.009067 0.002855 67 640: 2%|2 | 4/168 [00:00<00:32, 5.11it/s]
159/499 4.32G 0.01034 0.009038 0.002579 64 640: 2%|2 | 4/168 [00:00<00:32, 5.11it/s]
159/499 4.32G 0.01034 0.009038 0.002579 64 640: 3%|2 | 5/168 [00:00<00:30, 5.26it/s]
159/499 4.32G 0.01012 0.008897 0.003326 72 640: 3%|2 | 5/168 [00:01<00:30, 5.26it/s]
159/499 4.32G 0.01012 0.008897 0.003326 72 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s]
159/499 4.32G 0.01015 0.008893 0.003513 63 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s]
159/499 4.32G 0.01015 0.008893 0.003513 63 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s]
159/499 4.32G 0.01014 0.008968 0.003519 63 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s]
159/499 4.32G 0.01014 0.008968 0.003519 63 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s]
159/499 4.32G 0.01013 0.008945 0.003656 64 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s]
159/499 4.32G 0.01013 0.008945 0.003656 64 640: 5%|5 | 9/168 [00:01<00:29, 5.37it/s]
159/499 4.32G 0.01001 0.00883 0.003433 72 640: 5%|5 | 9/168 [00:01<00:29, 5.37it/s]
159/499 4.32G 0.01001 0.00883 0.003433 72 640: 6%|5 | 10/168 [00:01<00:30, 5.22it/s]
159/499 4.32G 0.01013 0.008883 0.003299 64 640: 6%|5 | 10/168 [00:02<00:30, 5.22it/s]
159/499 4.32G 0.01013 0.008883 0.003299 64 640: 7%|6 | 11/168 [00:02<00:29, 5.27it/s]
159/499 4.32G 0.01006 0.008849 0.003384 71 640: 7%|6 | 11/168 [00:02<00:29, 5.27it/s]
159/499 4.32G 0.01006 0.008849 0.003384 71 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s]
159/499 4.32G 0.009971 0.008878 0.003314 68 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s]
159/499 4.32G 0.009971 0.008878 0.003314 68 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s]
159/499 4.32G 0.01028 0.009001 0.00356 52 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s]
159/499 4.32G 0.01028 0.009001 0.00356 52 640: 8%|8 | 14/168 [00:02<00:29, 5.31it/s]
159/499 4.32G 0.01032 0.008991 0.003542 60 640: 8%|8 | 14/168 [00:02<00:29, 5.31it/s]
159/499 4.32G 0.01032 0.008991 0.003542 60 640: 9%|8 | 15/168 [00:02<00:28, 5.35it/s]
159/499 4.32G 0.01033 0.008963 0.003535 57 640: 9%|8 | 15/168 [00:03<00:28, 5.35it/s]
159/499 4.32G 0.01033 0.008963 0.003535 57 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s]
159/499 4.32G 0.01025 0.008917 0.003535 63 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s]
159/499 4.32G 0.01025 0.008917 0.003535 63 640: 10%|# | 17/168 [00:03<00:28, 5.30it/s]
159/499 4.32G 0.01027 0.008852 0.003473 58 640: 10%|# | 17/168 [00:03<00:28, 5.30it/s]
159/499 4.32G 0.01027 0.008852 0.003473 58 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s]
159/499 4.32G 0.01024 0.008907 0.003456 54 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s]
159/499 4.32G 0.01024 0.008907 0.003456 54 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s]
159/499 4.32G 0.01018 0.008844 0.003287 55 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s]
159/499 4.32G 0.01018 0.008844 0.003287 55 640: 12%|#1 | 20/168 [00:03<00:28, 5.24it/s]
159/499 4.32G 0.01016 0.008828 0.003234 66 640: 12%|#1 | 20/168 [00:03<00:28, 5.24it/s]
159/499 4.32G 0.01016 0.008828 0.003234 66 640: 12%|#2 | 21/168 [00:03<00:27, 5.27it/s]
159/499 4.32G 0.01013 0.008795 0.003352 68 640: 12%|#2 | 21/168 [00:04<00:27, 5.27it/s]
159/499 4.32G 0.01013 0.008795 0.003352 68 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s]
159/499 4.32G 0.01007 0.008876 0.003348 84 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s]
159/499 4.32G 0.01007 0.008876 0.003348 84 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s]
159/499 4.32G 0.01002 0.008918 0.003304 77 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s]
159/499 4.32G 0.01002 0.008918 0.003304 77 640: 14%|#4 | 24/168 [00:04<00:27, 5.33it/s]
159/499 4.32G 0.009985 0.008852 0.00338 62 640: 14%|#4 | 24/168 [00:04<00:27, 5.33it/s]
159/499 4.32G 0.009985 0.008852 0.00338 62 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s]
159/499 4.32G 0.009979 0.008851 0.003441 72 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s]
159/499 4.32G 0.009979 0.008851 0.003441 72 640: 15%|#5 | 26/168 [00:04<00:27, 5.21it/s]
159/499 4.32G 0.009967 0.008825 0.003434 68 640: 15%|#5 | 26/168 [00:05<00:27, 5.21it/s]
159/499 4.32G 0.009967 0.008825 0.003434 68 640: 16%|#6 | 27/168 [00:05<00:26, 5.30it/s]
159/499 4.32G 0.009978 0.008847 0.003414 62 640: 16%|#6 | 27/168 [00:05<00:26, 5.30it/s]
159/499 4.32G 0.009978 0.008847 0.003414 62 640: 17%|#6 | 28/168 [00:05<00:27, 5.14it/s]
159/499 4.32G 0.009996 0.008909 0.003401 66 640: 17%|#6 | 28/168 [00:05<00:27, 5.14it/s]
159/499 4.32G 0.009996 0.008909 0.003401 66 640: 17%|#7 | 29/168 [00:05<00:26, 5.22it/s]
159/499 4.32G 0.01002 0.008903 0.003427 67 640: 17%|#7 | 29/168 [00:05<00:26, 5.22it/s]
159/499 4.32G 0.01002 0.008903 0.003427 67 640: 18%|#7 | 30/168 [00:05<00:26, 5.28it/s]
159/499 4.32G 0.01006 0.008961 0.003435 78 640: 18%|#7 | 30/168 [00:05<00:26, 5.28it/s]
159/499 4.32G 0.01006 0.008961 0.003435 78 640: 18%|#8 | 31/168 [00:05<00:26, 5.15it/s]
159/499 4.32G 0.01012 0.008978 0.003498 71 640: 18%|#8 | 31/168 [00:06<00:26, 5.15it/s]
159/499 4.32G 0.01012 0.008978 0.003498 71 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s]
159/499 4.32G 0.01014 0.008995 0.003468 58 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s]
159/499 4.32G 0.01014 0.008995 0.003468 58 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s]
159/499 4.32G 0.01012 0.008999 0.003519 75 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s]
159/499 4.32G 0.01012 0.008999 0.003519 75 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
159/499 4.32G 0.01009 0.009056 0.003518 84 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
159/499 4.32G 0.01009 0.009056 0.003518 84 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s]
159/499 4.32G 0.01004 0.009028 0.003534 66 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s]
159/499 4.32G 0.01004 0.009028 0.003534 66 640: 21%|##1 | 36/168 [00:06<00:24, 5.32it/s]
159/499 4.32G 0.01006 0.009039 0.003521 64 640: 21%|##1 | 36/168 [00:07<00:24, 5.32it/s]
159/499 4.32G 0.01006 0.009039 0.003521 64 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
159/499 4.32G 0.01002 0.009073 0.003584 73 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
159/499 4.32G 0.01002 0.009073 0.003584 73 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s]
159/499 4.32G 0.00999 0.009054 0.003583 57 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s]
159/499 4.32G 0.00999 0.009054 0.003583 57 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
159/499 4.32G 0.009974 0.009066 0.003632 78 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
159/499 4.32G 0.009974 0.009066 0.003632 78 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
159/499 4.32G 0.009955 0.009006 0.003546 52 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
159/499 4.32G 0.009955 0.009006 0.003546 52 640: 24%|##4 | 41/168 [00:07<00:24, 5.27it/s]
159/499 4.32G 0.009936 0.009044 0.003607 79 640: 24%|##4 | 41/168 [00:07<00:24, 5.27it/s]
159/499 4.32G 0.009936 0.009044 0.003607 79 640: 25%|##5 | 42/168 [00:07<00:23, 5.32it/s]
159/499 4.32G 0.00994 0.009013 0.003595 67 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s]
159/499 4.32G 0.00994 0.009013 0.003595 67 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s]
159/499 4.32G 0.009922 0.008967 0.003644 58 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s]
159/499 4.32G 0.009922 0.008967 0.003644 58 640: 26%|##6 | 44/168 [00:08<00:23, 5.25it/s]
159/499 4.32G 0.009906 0.008983 0.003627 75 640: 26%|##6 | 44/168 [00:08<00:23, 5.25it/s]
159/499 4.32G 0.009906 0.008983 0.003627 75 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s]
159/499 4.32G 0.009885 0.00894 0.003659 56 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s]
159/499 4.32G 0.009885 0.00894 0.003659 56 640: 27%|##7 | 46/168 [00:08<00:23, 5.14it/s]
159/499 4.32G 0.009872 0.008922 0.003628 68 640: 27%|##7 | 46/168 [00:08<00:23, 5.14it/s]
159/499 4.32G 0.009872 0.008922 0.003628 68 640: 28%|##7 | 47/168 [00:08<00:23, 5.22it/s]
159/499 4.32G 0.009896 0.008919 0.003628 64 640: 28%|##7 | 47/168 [00:09<00:23, 5.22it/s]
159/499 4.32G 0.009896 0.008919 0.003628 64 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s]
159/499 4.32G 0.009892 0.008907 0.003575 59 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s]
159/499 4.32G 0.009892 0.008907 0.003575 59 640: 29%|##9 | 49/168 [00:09<00:23, 5.12it/s]
159/499 4.32G 0.009885 0.00888 0.003537 61 640: 29%|##9 | 49/168 [00:09<00:23, 5.12it/s]
159/499 4.32G 0.009885 0.00888 0.003537 61 640: 30%|##9 | 50/168 [00:09<00:22, 5.21it/s]
159/499 4.32G 0.009865 0.008901 0.003562 79 640: 30%|##9 | 50/168 [00:09<00:22, 5.21it/s]
159/499 4.32G 0.009865 0.008901 0.003562 79 640: 30%|### | 51/168 [00:09<00:22, 5.30it/s]
159/499 4.32G 0.009815 0.008869 0.00358 63 640: 30%|### | 51/168 [00:09<00:22, 5.30it/s]
159/499 4.32G 0.009815 0.008869 0.00358 63 640: 31%|### | 52/168 [00:09<00:22, 5.17it/s]
159/499 4.32G 0.009822 0.008867 0.003588 74 640: 31%|### | 52/168 [00:10<00:22, 5.17it/s]
159/499 4.32G 0.009822 0.008867 0.003588 74 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
159/499 4.32G 0.009794 0.008853 0.003641 65 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
159/499 4.32G 0.009794 0.008853 0.003641 65 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s]
159/499 4.32G 0.009819 0.008852 0.003591 65 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s]
159/499 4.32G 0.009819 0.008852 0.003591 65 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s]
159/499 4.32G 0.009811 0.008833 0.003633 67 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s]
159/499 4.32G 0.009811 0.008833 0.003633 67 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s]
159/499 4.32G 0.009809 0.00888 0.003621 87 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s]
159/499 4.32G 0.009809 0.00888 0.003621 87 640: 34%|###3 | 57/168 [00:10<00:20, 5.30it/s]
159/499 4.32G 0.009814 0.008866 0.00365 65 640: 34%|###3 | 57/168 [00:11<00:20, 5.30it/s]
159/499 4.32G 0.009814 0.008866 0.00365 65 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s]
159/499 4.32G 0.009831 0.008888 0.003645 77 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s]
159/499 4.32G 0.009831 0.008888 0.003645 77 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s]
159/499 4.32G 0.00984 0.008971 0.003628 86 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s]
159/499 4.32G 0.00984 0.008971 0.003628 86 640: 36%|###5 | 60/168 [00:11<00:20, 5.28it/s]
159/499 4.32G 0.009818 0.008973 0.003584 66 640: 36%|###5 | 60/168 [00:11<00:20, 5.28it/s]
159/499 4.32G 0.009818 0.008973 0.003584 66 640: 36%|###6 | 61/168 [00:11<00:20, 5.14it/s]
159/499 4.32G 0.009816 0.009019 0.003631 87 640: 36%|###6 | 61/168 [00:11<00:20, 5.14it/s]
159/499 4.32G 0.009816 0.009019 0.003631 87 640: 37%|###6 | 62/168 [00:11<00:20, 5.24it/s]
159/499 4.32G 0.009806 0.009015 0.003596 67 640: 37%|###6 | 62/168 [00:12<00:20, 5.24it/s]
159/499 4.32G 0.009806 0.009015 0.003596 67 640: 38%|###7 | 63/168 [00:12<00:19, 5.29it/s]
159/499 4.32G 0.009784 0.008999 0.003566 69 640: 38%|###7 | 63/168 [00:12<00:19, 5.29it/s]
159/499 4.32G 0.009784 0.008999 0.003566 69 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s]
159/499 4.32G 0.009777 0.008988 0.003621 63 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s]
159/499 4.32G 0.009777 0.008988 0.003621 63 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s]
159/499 4.32G 0.009792 0.008958 0.003618 47 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s]
159/499 4.32G 0.009792 0.008958 0.003618 47 640: 39%|###9 | 66/168 [00:12<00:19, 5.33it/s]
159/499 4.32G 0.009777 0.008974 0.003634 77 640: 39%|###9 | 66/168 [00:12<00:19, 5.33it/s]
159/499 4.32G 0.009777 0.008974 0.003634 77 640: 40%|###9 | 67/168 [00:12<00:19, 5.20it/s]
159/499 4.32G 0.009772 0.008958 0.003655 57 640: 40%|###9 | 67/168 [00:12<00:19, 5.20it/s]
159/499 4.32G 0.009772 0.008958 0.003655 57 640: 40%|#### | 68/168 [00:12<00:18, 5.29it/s]
159/499 4.32G 0.009769 0.008951 0.003646 76 640: 40%|#### | 68/168 [00:13<00:18, 5.29it/s]
159/499 4.32G 0.009769 0.008951 0.003646 76 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s]
159/499 4.32G 0.009772 0.008961 0.003649 83 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s]
159/499 4.32G 0.009772 0.008961 0.003649 83 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s]
159/499 4.32G 0.009772 0.008956 0.003641 67 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s]
159/499 4.32G 0.009772 0.008956 0.003641 67 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s]
159/499 4.32G 0.009796 0.008941 0.003634 65 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s]
159/499 4.32G 0.009796 0.008941 0.003634 65 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s]
159/499 4.32G 0.009786 0.008937 0.003625 70 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s]
159/499 4.32G 0.009786 0.008937 0.003625 70 640: 43%|####3 | 73/168 [00:13<00:18, 5.14it/s]
159/499 4.32G 0.00979 0.008948 0.003644 67 640: 43%|####3 | 73/168 [00:14<00:18, 5.14it/s]
159/499 4.32G 0.00979 0.008948 0.003644 67 640: 44%|####4 | 74/168 [00:14<00:17, 5.25it/s]
159/499 4.32G 0.009792 0.00893 0.003668 60 640: 44%|####4 | 74/168 [00:14<00:17, 5.25it/s]
159/499 4.32G 0.009792 0.00893 0.003668 60 640: 45%|####4 | 75/168 [00:14<00:17, 5.32it/s]
159/499 4.32G 0.009766 0.008919 0.00367 75 640: 45%|####4 | 75/168 [00:14<00:17, 5.32it/s]
159/499 4.32G 0.009766 0.008919 0.00367 75 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s]
159/499 4.32G 0.00975 0.008928 0.003669 91 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s]
159/499 4.32G 0.00975 0.008928 0.003669 91 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s]
159/499 4.32G 0.009729 0.008908 0.003645 68 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s]
159/499 4.32G 0.009729 0.008908 0.003645 68 640: 46%|####6 | 78/168 [00:14<00:16, 5.30it/s]
159/499 4.32G 0.009712 0.008908 0.003617 69 640: 46%|####6 | 78/168 [00:15<00:16, 5.30it/s]
159/499 4.32G 0.009712 0.008908 0.003617 69 640: 47%|####7 | 79/168 [00:15<00:17, 5.12it/s]
159/499 4.32G 0.009705 0.008904 0.003642 62 640: 47%|####7 | 79/168 [00:15<00:17, 5.12it/s]
159/499 4.32G 0.009705 0.008904 0.003642 62 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s]
159/499 4.32G 0.009729 0.008915 0.003629 64 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s]
159/499 4.32G 0.009729 0.008915 0.003629 64 640: 48%|####8 | 81/168 [00:15<00:16, 5.31it/s]
159/499 4.32G 0.009758 0.008921 0.003614 64 640: 48%|####8 | 81/168 [00:15<00:16, 5.31it/s]
159/499 4.32G 0.009758 0.008921 0.003614 64 640: 49%|####8 | 82/168 [00:15<00:16, 5.19it/s]
159/499 4.32G 0.009747 0.008914 0.003604 65 640: 49%|####8 | 82/168 [00:15<00:16, 5.19it/s]
159/499 4.32G 0.009747 0.008914 0.003604 65 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s]
159/499 4.32G 0.009752 0.008905 0.003673 53 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s]
159/499 4.32G 0.009752 0.008905 0.003673 53 640: 50%|##### | 84/168 [00:15<00:15, 5.28it/s]
159/499 4.32G 0.009746 0.008933 0.003683 83 640: 50%|##### | 84/168 [00:16<00:15, 5.28it/s]
159/499 4.32G 0.009746 0.008933 0.003683 83 640: 51%|##### | 85/168 [00:16<00:16, 5.14it/s]
159/499 4.32G 0.009738 0.008935 0.003679 68 640: 51%|##### | 85/168 [00:16<00:16, 5.14it/s]
159/499 4.32G 0.009738 0.008935 0.003679 68 640: 51%|#####1 | 86/168 [00:16<00:15, 5.23it/s]
159/499 4.32G 0.009734 0.008938 0.003698 65 640: 51%|#####1 | 86/168 [00:16<00:15, 5.23it/s]
159/499 4.32G 0.009734 0.008938 0.003698 65 640: 52%|#####1 | 87/168 [00:16<00:15, 5.29it/s]
159/499 4.32G 0.009735 0.008923 0.003683 71 640: 52%|#####1 | 87/168 [00:16<00:15, 5.29it/s]
159/499 4.32G 0.009735 0.008923 0.003683 71 640: 52%|#####2 | 88/168 [00:16<00:15, 5.17it/s]
159/499 4.32G 0.009734 0.008914 0.003677 54 640: 52%|#####2 | 88/168 [00:16<00:15, 5.17it/s]
159/499 4.32G 0.009734 0.008914 0.003677 54 640: 53%|#####2 | 89/168 [00:16<00:14, 5.27it/s]
159/499 4.32G 0.009731 0.008902 0.00366 66 640: 53%|#####2 | 89/168 [00:17<00:14, 5.27it/s]
159/499 4.32G 0.009731 0.008902 0.00366 66 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
159/499 4.32G 0.00973 0.008895 0.003659 69 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
159/499 4.32G 0.00973 0.008895 0.003659 69 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s]
159/499 4.32G 0.009716 0.008889 0.003642 71 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s]
159/499 4.32G 0.009716 0.008889 0.003642 71 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s]
159/499 4.32G 0.009724 0.008867 0.003627 62 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s]
159/499 4.32G 0.009724 0.008867 0.003627 62 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s]
159/499 4.32G 0.009721 0.008874 0.00362 73 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s]
159/499 4.32G 0.009721 0.008874 0.00362 73 640: 56%|#####5 | 94/168 [00:17<00:14, 5.12it/s]
159/499 4.32G 0.009715 0.008848 0.003678 57 640: 56%|#####5 | 94/168 [00:18<00:14, 5.12it/s]
159/499 4.32G 0.009715 0.008848 0.003678 57 640: 57%|#####6 | 95/168 [00:18<00:14, 5.15it/s]
159/499 4.32G 0.009714 0.008836 0.003656 62 640: 57%|#####6 | 95/168 [00:18<00:14, 5.15it/s]
159/499 4.32G 0.009714 0.008836 0.003656 62 640: 57%|#####7 | 96/168 [00:18<00:13, 5.26it/s]
159/499 4.32G 0.0097 0.008834 0.003649 61 640: 57%|#####7 | 96/168 [00:18<00:13, 5.26it/s]
159/499 4.32G 0.0097 0.008834 0.003649 61 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s]
159/499 4.32G 0.009697 0.008834 0.003648 72 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s]
159/499 4.32G 0.009697 0.008834 0.003648 72 640: 58%|#####8 | 98/168 [00:18<00:13, 5.25it/s]
159/499 4.32G 0.009702 0.008831 0.003642 73 640: 58%|#####8 | 98/168 [00:18<00:13, 5.25it/s]
159/499 4.32G 0.009702 0.008831 0.003642 73 640: 59%|#####8 | 99/168 [00:18<00:12, 5.32it/s]
159/499 4.32G 0.009692 0.008843 0.003663 76 640: 59%|#####8 | 99/168 [00:19<00:12, 5.32it/s]
159/499 4.32G 0.009692 0.008843 0.003663 76 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s]
159/499 4.32G 0.009694 0.008848 0.003658 78 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s]
159/499 4.32G 0.009694 0.008848 0.003658 78 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s]
159/499 4.32G 0.009689 0.008842 0.003643 65 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s]
159/499 4.32G 0.009689 0.008842 0.003643 65 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s]
159/499 4.32G 0.009692 0.008858 0.00364 80 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s]
159/499 4.32G 0.009692 0.008858 0.00364 80 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s]
159/499 4.32G 0.009682 0.008856 0.00363 71 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s]
159/499 4.32G 0.009682 0.008856 0.00363 71 640: 62%|######1 | 104/168 [00:19<00:12, 5.30it/s]
159/499 4.32G 0.009682 0.008888 0.003623 89 640: 62%|######1 | 104/168 [00:20<00:12, 5.30it/s]
159/499 4.32G 0.009682 0.008888 0.003623 89 640: 62%|######2 | 105/168 [00:20<00:11, 5.26it/s]
159/499 4.32G 0.009694 0.008891 0.00363 70 640: 62%|######2 | 105/168 [00:20<00:11, 5.26it/s]
159/499 4.32G 0.009694 0.008891 0.00363 70 640: 63%|######3 | 106/168 [00:20<00:12, 5.12it/s]
159/499 4.32G 0.009684 0.008876 0.003608 54 640: 63%|######3 | 106/168 [00:20<00:12, 5.12it/s]
159/499 4.32G 0.009684 0.008876 0.003608 54 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s]
159/499 4.32G 0.009686 0.008874 0.003603 66 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s]
159/499 4.32G 0.009686 0.008874 0.003603 66 640: 64%|######4 | 108/168 [00:20<00:11, 5.25it/s]
159/499 4.32G 0.009678 0.008864 0.003591 71 640: 64%|######4 | 108/168 [00:20<00:11, 5.25it/s]
159/499 4.32G 0.009678 0.008864 0.003591 71 640: 65%|######4 | 109/168 [00:20<00:11, 5.11it/s]
159/499 4.32G 0.009686 0.008876 0.003585 66 640: 65%|######4 | 109/168 [00:20<00:11, 5.11it/s]
159/499 4.32G 0.009686 0.008876 0.003585 66 640: 65%|######5 | 110/168 [00:20<00:11, 5.15it/s]
159/499 4.32G 0.009685 0.008862 0.003577 64 640: 65%|######5 | 110/168 [00:21<00:11, 5.15it/s]
159/499 4.32G 0.009685 0.008862 0.003577 64 640: 66%|######6 | 111/168 [00:21<00:10, 5.25it/s]
159/499 4.32G 0.009671 0.008859 0.003576 71 640: 66%|######6 | 111/168 [00:21<00:10, 5.25it/s]
159/499 4.32G 0.009671 0.008859 0.003576 71 640: 67%|######6 | 112/168 [00:21<00:10, 5.15it/s]
159/499 4.32G 0.009677 0.008866 0.003593 69 640: 67%|######6 | 112/168 [00:21<00:10, 5.15it/s]
159/499 4.32G 0.009677 0.008866 0.003593 69 640: 67%|######7 | 113/168 [00:21<00:10, 5.23it/s]
159/499 4.32G 0.00968 0.008878 0.00361 69 640: 67%|######7 | 113/168 [00:21<00:10, 5.23it/s]
159/499 4.32G 0.00968 0.008878 0.00361 69 640: 68%|######7 | 114/168 [00:21<00:10, 5.30it/s]
159/499 4.32G 0.00969 0.008898 0.003601 72 640: 68%|######7 | 114/168 [00:21<00:10, 5.30it/s]
159/499 4.32G 0.00969 0.008898 0.003601 72 640: 68%|######8 | 115/168 [00:21<00:10, 5.17it/s]
159/499 4.32G 0.009689 0.008901 0.003608 85 640: 68%|######8 | 115/168 [00:22<00:10, 5.17it/s]
159/499 4.32G 0.009689 0.008901 0.003608 85 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s]
159/499 4.32G 0.009675 0.008898 0.003615 75 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s]
159/499 4.32G 0.009675 0.008898 0.003615 75 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s]
159/499 4.32G 0.009664 0.008906 0.003602 79 640: 70%|######9 | 117/168 [00:22<00:09, 5.29it/s]
159/499 4.32G 0.009664 0.008906 0.003602 79 640: 70%|####### | 118/168 [00:22<00:09, 5.14it/s]
159/499 4.32G 0.009647 0.008901 0.003613 68 640: 70%|####### | 118/168 [00:22<00:09, 5.14it/s]
159/499 4.32G 0.009647 0.008901 0.003613 68 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s]
159/499 4.32G 0.009654 0.008908 0.003621 64 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s]
159/499 4.32G 0.009654 0.008908 0.003621 64 640: 71%|#######1 | 120/168 [00:22<00:09, 5.32it/s]
159/499 4.32G 0.00966 0.00891 0.003621 72 640: 71%|#######1 | 120/168 [00:23<00:09, 5.32it/s]
159/499 4.32G 0.00966 0.00891 0.003621 72 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
159/499 4.32G 0.009663 0.008912 0.003638 67 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
159/499 4.32G 0.009663 0.008912 0.003638 67 640: 73%|#######2 | 122/168 [00:23<00:08, 5.21it/s]
159/499 4.32G 0.009661 0.008914 0.003616 63 640: 73%|#######2 | 122/168 [00:23<00:08, 5.21it/s]
159/499 4.32G 0.009661 0.008914 0.003616 63 640: 73%|#######3 | 123/168 [00:23<00:08, 5.30it/s]
159/499 4.32G 0.009666 0.0089 0.003617 55 640: 73%|#######3 | 123/168 [00:23<00:08, 5.30it/s]
159/499 4.32G 0.009666 0.0089 0.003617 55 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s]
159/499 4.32G 0.009656 0.008891 0.003605 63 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s]
159/499 4.32G 0.009656 0.008891 0.003605 63 640: 74%|#######4 | 125/168 [00:23<00:08, 5.21it/s]
159/499 4.32G 0.009662 0.008886 0.00363 63 640: 74%|#######4 | 125/168 [00:24<00:08, 5.21it/s]
159/499 4.32G 0.009662 0.008886 0.00363 63 640: 75%|#######5 | 126/168 [00:24<00:07, 5.29it/s]
159/499 4.32G 0.009657 0.008898 0.003624 84 640: 75%|#######5 | 126/168 [00:24<00:07, 5.29it/s]
159/499 4.32G 0.009657 0.008898 0.003624 84 640: 76%|#######5 | 127/168 [00:24<00:07, 5.15it/s]
159/499 4.32G 0.009659 0.008894 0.003638 65 640: 76%|#######5 | 127/168 [00:24<00:07, 5.15it/s]
159/499 4.32G 0.009659 0.008894 0.003638 65 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s]
159/499 4.32G 0.009658 0.008882 0.003633 58 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s]
159/499 4.32G 0.009658 0.008882 0.003633 58 640: 77%|#######6 | 129/168 [00:24<00:07, 5.33it/s]
159/499 4.32G 0.009648 0.008888 0.003642 71 640: 77%|#######6 | 129/168 [00:24<00:07, 5.33it/s]
159/499 4.32G 0.009648 0.008888 0.003642 71 640: 77%|#######7 | 130/168 [00:24<00:07, 5.14it/s]
159/499 4.32G 0.009636 0.008909 0.003646 102 640: 77%|#######7 | 130/168 [00:24<00:07, 5.14it/s]
159/499 4.32G 0.009636 0.008909 0.003646 102 640: 78%|#######7 | 131/168 [00:24<00:07, 5.21it/s]
159/499 4.32G 0.009628 0.008906 0.003649 78 640: 78%|#######7 | 131/168 [00:25<00:07, 5.21it/s]
159/499 4.32G 0.009628 0.008906 0.003649 78 640: 79%|#######8 | 132/168 [00:25<00:06, 5.30it/s]
159/499 4.32G 0.009621 0.008899 0.003642 69 640: 79%|#######8 | 132/168 [00:25<00:06, 5.30it/s]
159/499 4.32G 0.009621 0.008899 0.003642 69 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s]
159/499 4.32G 0.009608 0.00889 0.003625 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s]
159/499 4.32G 0.009608 0.00889 0.003625 65 640: 80%|#######9 | 134/168 [00:25<00:06, 5.24it/s]
159/499 4.32G 0.009613 0.008892 0.003621 78 640: 80%|#######9 | 134/168 [00:25<00:06, 5.24it/s]
159/499 4.32G 0.009613 0.008892 0.003621 78 640: 80%|######## | 135/168 [00:25<00:06, 5.29it/s]
159/499 4.32G 0.009616 0.008897 0.003629 75 640: 80%|######## | 135/168 [00:25<00:06, 5.29it/s]
159/499 4.32G 0.009616 0.008897 0.003629 75 640: 81%|######## | 136/168 [00:25<00:06, 5.17it/s]
159/499 4.32G 0.009608 0.008887 0.003613 57 640: 81%|######## | 136/168 [00:26<00:06, 5.17it/s]
159/499 4.32G 0.009608 0.008887 0.003613 57 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s]
159/499 4.32G 0.009603 0.008883 0.003598 66 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s]
159/499 4.32G 0.009603 0.008883 0.003598 66 640: 82%|########2 | 138/168 [00:26<00:05, 5.32it/s]
159/499 4.32G 0.00959 0.008863 0.003602 70 640: 82%|########2 | 138/168 [00:26<00:05, 5.32it/s]
159/499 4.32G 0.00959 0.008863 0.003602 70 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s]
159/499 4.32G 0.009579 0.008866 0.003607 65 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s]
159/499 4.32G 0.009579 0.008866 0.003607 65 640: 83%|########3 | 140/168 [00:26<00:05, 5.27it/s]
159/499 4.32G 0.009571 0.008862 0.003595 57 640: 83%|########3 | 140/168 [00:26<00:05, 5.27it/s]
159/499 4.32G 0.009571 0.008862 0.003595 57 640: 84%|########3 | 141/168 [00:26<00:05, 5.34it/s]
159/499 4.32G 0.00957 0.008862 0.00359 78 640: 84%|########3 | 141/168 [00:27<00:05, 5.34it/s]
159/499 4.32G 0.00957 0.008862 0.00359 78 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s]
159/499 4.32G 0.00957 0.008866 0.003578 70 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s]
159/499 4.32G 0.00957 0.008866 0.003578 70 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s]
159/499 4.32G 0.00957 0.008861 0.003573 63 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s]
159/499 4.32G 0.00957 0.008861 0.003573 63 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s]
159/499 4.32G 0.009574 0.008872 0.003581 76 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s]
159/499 4.32G 0.009574 0.008872 0.003581 76 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s]
159/499 4.32G 0.009567 0.008868 0.003582 72 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s]
159/499 4.32G 0.009567 0.008868 0.003582 72 640: 87%|########6 | 146/168 [00:27<00:04, 5.27it/s]
159/499 4.32G 0.009579 0.008871 0.00362 63 640: 87%|########6 | 146/168 [00:28<00:04, 5.27it/s]
159/499 4.32G 0.009579 0.008871 0.00362 63 640: 88%|########7 | 147/168 [00:28<00:03, 5.32it/s]
159/499 4.32G 0.009573 0.008858 0.00362 65 640: 88%|########7 | 147/168 [00:28<00:03, 5.32it/s]
159/499 4.32G 0.009573 0.008858 0.00362 65 640: 88%|########8 | 148/168 [00:28<00:03, 5.15it/s]
159/499 4.32G 0.009583 0.008868 0.003624 82 640: 88%|########8 | 148/168 [00:28<00:03, 5.15it/s]
159/499 4.32G 0.009583 0.008868 0.003624 82 640: 89%|########8 | 149/168 [00:28<00:03, 5.20it/s]
159/499 4.32G 0.009583 0.00886 0.003626 62 640: 89%|########8 | 149/168 [00:28<00:03, 5.20it/s]
159/499 4.32G 0.009583 0.00886 0.003626 62 640: 89%|########9 | 150/168 [00:28<00:03, 5.29it/s]
159/499 4.32G 0.009582 0.008856 0.003622 70 640: 89%|########9 | 150/168 [00:28<00:03, 5.29it/s]
159/499 4.32G 0.009582 0.008856 0.003622 70 640: 90%|########9 | 151/168 [00:28<00:03, 5.18it/s]
159/499 4.32G 0.009583 0.008863 0.003617 79 640: 90%|########9 | 151/168 [00:28<00:03, 5.18it/s]
159/499 4.32G 0.009583 0.008863 0.003617 79 640: 90%|######### | 152/168 [00:28<00:03, 5.24it/s]
159/499 4.32G 0.009591 0.008868 0.003617 80 640: 90%|######### | 152/168 [00:29<00:03, 5.24it/s]
159/499 4.32G 0.009591 0.008868 0.003617 80 640: 91%|#########1| 153/168 [00:29<00:02, 5.33it/s]
159/499 4.32G 0.009588 0.008861 0.003614 61 640: 91%|#########1| 153/168 [00:29<00:02, 5.33it/s]
159/499 4.32G 0.009588 0.008861 0.003614 61 640: 92%|#########1| 154/168 [00:29<00:02, 5.18it/s]
159/499 4.32G 0.009587 0.008873 0.003602 85 640: 92%|#########1| 154/168 [00:29<00:02, 5.18it/s]
159/499 4.32G 0.009587 0.008873 0.003602 85 640: 92%|#########2| 155/168 [00:29<00:02, 5.25it/s]
159/499 4.32G 0.009597 0.008884 0.003592 74 640: 92%|#########2| 155/168 [00:29<00:02, 5.25it/s]
159/499 4.32G 0.009597 0.008884 0.003592 74 640: 93%|#########2| 156/168 [00:29<00:02, 5.23it/s]
159/499 4.32G 0.009599 0.008874 0.003587 54 640: 93%|#########2| 156/168 [00:29<00:02, 5.23it/s]
159/499 4.32G 0.009599 0.008874 0.003587 54 640: 93%|#########3| 157/168 [00:29<00:02, 5.12it/s]
159/499 4.32G 0.0096 0.008879 0.003584 79 640: 93%|#########3| 157/168 [00:30<00:02, 5.12it/s]
159/499 4.32G 0.0096 0.008879 0.003584 79 640: 94%|#########4| 158/168 [00:30<00:01, 5.19it/s]
159/499 4.32G 0.0096 0.008869 0.003569 53 640: 94%|#########4| 158/168 [00:30<00:01, 5.19it/s]
159/499 4.32G 0.0096 0.008869 0.003569 53 640: 95%|#########4| 159/168 [00:30<00:01, 5.26it/s]
159/499 4.32G 0.009599 0.008856 0.003551 57 640: 95%|#########4| 159/168 [00:30<00:01, 5.26it/s]
159/499 4.32G 0.009599 0.008856 0.003551 57 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s]
159/499 4.32G 0.009592 0.008855 0.003539 70 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s]
159/499 4.32G 0.009592 0.008855 0.003539 70 640: 96%|#########5| 161/168 [00:30<00:01, 5.23it/s]
159/499 4.32G 0.009585 0.008858 0.003548 73 640: 96%|#########5| 161/168 [00:30<00:01, 5.23it/s]
159/499 4.32G 0.009585 0.008858 0.003548 73 640: 96%|#########6| 162/168 [00:30<00:01, 5.30it/s]
159/499 4.32G 0.009583 0.008861 0.003558 79 640: 96%|#########6| 162/168 [00:31<00:01, 5.30it/s]
159/499 4.32G 0.009583 0.008861 0.003558 79 640: 97%|#########7| 163/168 [00:31<00:00, 5.16it/s]
159/499 4.32G 0.009579 0.008866 0.003565 72 640: 97%|#########7| 163/168 [00:31<00:00, 5.16it/s]
159/499 4.32G 0.009579 0.008866 0.003565 72 640: 98%|#########7| 164/168 [00:31<00:00, 5.26it/s]
159/499 4.32G 0.009575 0.00886 0.003571 79 640: 98%|#########7| 164/168 [00:31<00:00, 5.26it/s]
159/499 4.32G 0.009575 0.00886 0.003571 79 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s]
159/499 4.32G 0.009577 0.008862 0.003582 71 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s]
159/499 4.32G 0.009577 0.008862 0.003582 71 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s]
159/499 4.32G 0.009577 0.008865 0.00357 65 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s]
159/499 4.32G 0.009577 0.008865 0.00357 65 640: 99%|#########9| 167/168 [00:31<00:00, 5.25it/s]
159/499 4.32G 0.009568 0.008868 0.003563 33 640: 99%|#########9| 167/168 [00:32<00:00, 5.25it/s]
159/499 4.32G 0.009568 0.008868 0.003563 33 640: 100%|##########| 168/168 [00:32<00:00, 5.44it/s]
159/499 4.32G 0.009568 0.008868 0.003563 33 640: 100%|##########| 168/168 [00:32<00:00, 5.24it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.71it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.83it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.81it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.79it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.37it/s]
all 132 263 0.817 0.835 0.853 0.761
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
160/499 4.32G 0.009247 0.008371 0.00334 75 640: 0%| | 0/168 [00:00<?, ?it/s]
160/499 4.32G 0.009247 0.008371 0.00334 75 640: 1%| | 1/168 [00:00<00:34, 4.86it/s]
160/499 4.32G 0.008899 0.009028 0.003873 72 640: 1%| | 1/168 [00:00<00:34, 4.86it/s]
160/499 4.32G 0.008899 0.009028 0.003873 72 640: 1%|1 | 2/168 [00:00<00:32, 5.17it/s]
160/499 4.32G 0.009442 0.008751 0.003644 60 640: 1%|1 | 2/168 [00:00<00:32, 5.17it/s]
160/499 4.32G 0.009442 0.008751 0.003644 60 640: 2%|1 | 3/168 [00:00<00:31, 5.27it/s]
160/499 4.32G 0.009533 0.00878 0.00375 82 640: 2%|1 | 3/168 [00:00<00:31, 5.27it/s]
160/499 4.32G 0.009533 0.00878 0.00375 82 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s]
160/499 4.32G 0.01014 0.009077 0.004458 65 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s]
160/499 4.32G 0.01014 0.009077 0.004458 65 640: 3%|2 | 5/168 [00:00<00:31, 5.25it/s]
160/499 4.32G 0.01001 0.008851 0.004111 56 640: 3%|2 | 5/168 [00:01<00:31, 5.25it/s]
160/499 4.32G 0.01001 0.008851 0.004111 56 640: 4%|3 | 6/168 [00:01<00:30, 5.25it/s]
160/499 4.32G 0.0101 0.008807 0.004006 64 640: 4%|3 | 6/168 [00:01<00:30, 5.25it/s]
160/499 4.32G 0.0101 0.008807 0.004006 64 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s]
160/499 4.32G 0.009919 0.008884 0.004014 70 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s]
160/499 4.32G 0.009919 0.008884 0.004014 70 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s]
160/499 4.32G 0.00981 0.008655 0.003901 59 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s]
160/499 4.32G 0.00981 0.008655 0.003901 59 640: 5%|5 | 9/168 [00:01<00:30, 5.30it/s]
160/499 4.32G 0.009743 0.008665 0.003725 75 640: 5%|5 | 9/168 [00:01<00:30, 5.30it/s]
160/499 4.32G 0.009743 0.008665 0.003725 75 640: 6%|5 | 10/168 [00:01<00:30, 5.18it/s]
160/499 4.32G 0.009607 0.008693 0.00353 67 640: 6%|5 | 10/168 [00:02<00:30, 5.18it/s]
160/499 4.32G 0.009607 0.008693 0.00353 67 640: 7%|6 | 11/168 [00:02<00:29, 5.26it/s]
160/499 4.32G 0.009579 0.008837 0.003522 81 640: 7%|6 | 11/168 [00:02<00:29, 5.26it/s]
160/499 4.32G 0.009579 0.008837 0.003522 81 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s]
160/499 4.32G 0.009554 0.008877 0.00347 69 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s]
160/499 4.32G 0.009554 0.008877 0.00347 69 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s]
160/499 4.32G 0.009512 0.009011 0.003614 88 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s]
160/499 4.32G 0.009512 0.009011 0.003614 88 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s]
160/499 4.32G 0.009658 0.008883 0.003684 54 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s]
160/499 4.32G 0.009658 0.008883 0.003684 54 640: 9%|8 | 15/168 [00:02<00:29, 5.24it/s]
160/499 4.32G 0.009707 0.008826 0.003592 61 640: 9%|8 | 15/168 [00:03<00:29, 5.24it/s]
160/499 4.32G 0.009707 0.008826 0.003592 61 640: 10%|9 | 16/168 [00:03<00:29, 5.16it/s]
160/499 4.32G 0.009652 0.008756 0.003677 66 640: 10%|9 | 16/168 [00:03<00:29, 5.16it/s]
160/499 4.32G 0.009652 0.008756 0.003677 66 640: 10%|# | 17/168 [00:03<00:29, 5.19it/s]
160/499 4.32G 0.009617 0.008785 0.00355 73 640: 10%|# | 17/168 [00:03<00:29, 5.19it/s]
160/499 4.32G 0.009617 0.008785 0.00355 73 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s]
160/499 4.32G 0.00963 0.008756 0.003589 68 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s]
160/499 4.32G 0.00963 0.008756 0.003589 68 640: 11%|#1 | 19/168 [00:03<00:28, 5.15it/s]
160/499 4.32G 0.009644 0.008891 0.003534 82 640: 11%|#1 | 19/168 [00:03<00:28, 5.15it/s]
160/499 4.32G 0.009644 0.008891 0.003534 82 640: 12%|#1 | 20/168 [00:03<00:28, 5.22it/s]
160/499 4.32G 0.00959 0.008902 0.003601 61 640: 12%|#1 | 20/168 [00:04<00:28, 5.22it/s]
160/499 4.32G 0.00959 0.008902 0.003601 61 640: 12%|#2 | 21/168 [00:04<00:27, 5.29it/s]
160/499 4.32G 0.009566 0.008883 0.003581 66 640: 12%|#2 | 21/168 [00:04<00:27, 5.29it/s]
160/499 4.32G 0.009566 0.008883 0.003581 66 640: 13%|#3 | 22/168 [00:04<00:28, 5.15it/s]
160/499 4.32G 0.009567 0.008881 0.003526 67 640: 13%|#3 | 22/168 [00:04<00:28, 5.15it/s]
160/499 4.32G 0.009567 0.008881 0.003526 67 640: 14%|#3 | 23/168 [00:04<00:27, 5.23it/s]
160/499 4.32G 0.009628 0.00879 0.003506 59 640: 14%|#3 | 23/168 [00:04<00:27, 5.23it/s]
160/499 4.32G 0.009628 0.00879 0.003506 59 640: 14%|#4 | 24/168 [00:04<00:27, 5.30it/s]
160/499 4.32G 0.009609 0.00876 0.003534 60 640: 14%|#4 | 24/168 [00:04<00:27, 5.30it/s]
160/499 4.32G 0.009609 0.00876 0.003534 60 640: 15%|#4 | 25/168 [00:04<00:27, 5.11it/s]
160/499 4.32G 0.009586 0.008779 0.00348 63 640: 15%|#4 | 25/168 [00:04<00:27, 5.11it/s]
160/499 4.32G 0.009586 0.008779 0.00348 63 640: 15%|#5 | 26/168 [00:04<00:27, 5.21it/s]
160/499 4.32G 0.009574 0.008676 0.003409 43 640: 15%|#5 | 26/168 [00:05<00:27, 5.21it/s]
160/499 4.32G 0.009574 0.008676 0.003409 43 640: 16%|#6 | 27/168 [00:05<00:26, 5.30it/s]
160/499 4.32G 0.009525 0.008616 0.003388 52 640: 16%|#6 | 27/168 [00:05<00:26, 5.30it/s]
160/499 4.32G 0.009525 0.008616 0.003388 52 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s]
160/499 4.32G 0.009487 0.008607 0.003468 82 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s]
160/499 4.32G 0.009487 0.008607 0.003468 82 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
160/499 4.32G 0.009482 0.008622 0.00345 75 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
160/499 4.32G 0.009482 0.008622 0.00345 75 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
160/499 4.32G 0.009542 0.008653 0.003496 64 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
160/499 4.32G 0.009542 0.008653 0.003496 64 640: 18%|#8 | 31/168 [00:05<00:26, 5.22it/s]
160/499 4.32G 0.009525 0.008722 0.003436 78 640: 18%|#8 | 31/168 [00:06<00:26, 5.22it/s]
160/499 4.32G 0.009525 0.008722 0.003436 78 640: 19%|#9 | 32/168 [00:06<00:25, 5.32it/s]
160/499 4.32G 0.009552 0.008786 0.003406 68 640: 19%|#9 | 32/168 [00:06<00:25, 5.32it/s]
160/499 4.32G 0.009552 0.008786 0.003406 68 640: 20%|#9 | 33/168 [00:06<00:25, 5.38it/s]
160/499 4.32G 0.009529 0.008784 0.003352 67 640: 20%|#9 | 33/168 [00:06<00:25, 5.38it/s]
160/499 4.32G 0.009529 0.008784 0.003352 67 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
160/499 4.32G 0.009541 0.008778 0.003377 68 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
160/499 4.32G 0.009541 0.008778 0.003377 68 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s]
160/499 4.32G 0.009493 0.008705 0.003391 61 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s]
160/499 4.32G 0.009493 0.008705 0.003391 61 640: 21%|##1 | 36/168 [00:06<00:24, 5.34it/s]
160/499 4.32G 0.009497 0.008675 0.003335 49 640: 21%|##1 | 36/168 [00:07<00:24, 5.34it/s]
160/499 4.32G 0.009497 0.008675 0.003335 49 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s]
160/499 4.32G 0.0095 0.008646 0.003349 73 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s]
160/499 4.32G 0.0095 0.008646 0.003349 73 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
160/499 4.32G 0.009481 0.008613 0.003313 66 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
160/499 4.32G 0.009481 0.008613 0.003313 66 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s]
160/499 4.32G 0.00946 0.008676 0.003308 85 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s]
160/499 4.32G 0.00946 0.008676 0.003308 85 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
160/499 4.32G 0.009447 0.008653 0.00334 53 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
160/499 4.32G 0.009447 0.008653 0.00334 53 640: 24%|##4 | 41/168 [00:07<00:24, 5.25it/s]
160/499 4.32G 0.009408 0.008632 0.003354 73 640: 24%|##4 | 41/168 [00:08<00:24, 5.25it/s]
160/499 4.32G 0.009408 0.008632 0.003354 73 640: 25%|##5 | 42/168 [00:08<00:23, 5.28it/s]
160/499 4.32G 0.009403 0.008649 0.003358 75 640: 25%|##5 | 42/168 [00:08<00:23, 5.28it/s]
160/499 4.32G 0.009403 0.008649 0.003358 75 640: 26%|##5 | 43/168 [00:08<00:24, 5.14it/s]
160/499 4.32G 0.009444 0.008615 0.003322 50 640: 26%|##5 | 43/168 [00:08<00:24, 5.14it/s]
160/499 4.32G 0.009444 0.008615 0.003322 50 640: 26%|##6 | 44/168 [00:08<00:23, 5.22it/s]
160/499 4.32G 0.009453 0.008643 0.003308 77 640: 26%|##6 | 44/168 [00:08<00:23, 5.22it/s]
160/499 4.32G 0.009453 0.008643 0.003308 77 640: 27%|##6 | 45/168 [00:08<00:23, 5.26it/s]
160/499 4.32G 0.009425 0.008614 0.003316 66 640: 27%|##6 | 45/168 [00:08<00:23, 5.26it/s]
160/499 4.32G 0.009425 0.008614 0.003316 66 640: 27%|##7 | 46/168 [00:08<00:23, 5.13it/s]
160/499 4.32G 0.009399 0.008603 0.003337 61 640: 27%|##7 | 46/168 [00:08<00:23, 5.13it/s]
160/499 4.32G 0.009399 0.008603 0.003337 61 640: 28%|##7 | 47/168 [00:08<00:23, 5.23it/s]
160/499 4.32G 0.009417 0.008612 0.003316 62 640: 28%|##7 | 47/168 [00:09<00:23, 5.23it/s]
160/499 4.32G 0.009417 0.008612 0.003316 62 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s]
160/499 4.32G 0.009415 0.008617 0.0033 77 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s]
160/499 4.32G 0.009415 0.008617 0.0033 77 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
160/499 4.32G 0.009428 0.008611 0.003242 64 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
160/499 4.32G 0.009428 0.008611 0.003242 64 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s]
160/499 4.32G 0.009465 0.008639 0.003292 75 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s]
160/499 4.32G 0.009465 0.008639 0.003292 75 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s]
160/499 4.32G 0.00948 0.008621 0.003293 58 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s]
160/499 4.32G 0.00948 0.008621 0.003293 58 640: 31%|### | 52/168 [00:09<00:22, 5.13it/s]
160/499 4.32G 0.00945 0.008617 0.003307 74 640: 31%|### | 52/168 [00:10<00:22, 5.13it/s]
160/499 4.32G 0.00945 0.008617 0.003307 74 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
160/499 4.32G 0.009441 0.008609 0.003294 63 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
160/499 4.32G 0.009441 0.008609 0.003294 63 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s]
160/499 4.32G 0.009431 0.008625 0.00326 60 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s]
160/499 4.32G 0.009431 0.008625 0.00326 60 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
160/499 4.32G 0.009449 0.008637 0.003244 69 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
160/499 4.32G 0.009449 0.008637 0.003244 69 640: 33%|###3 | 56/168 [00:10<00:21, 5.32it/s]
160/499 4.32G 0.009472 0.008616 0.003245 52 640: 33%|###3 | 56/168 [00:10<00:21, 5.32it/s]
160/499 4.32G 0.009472 0.008616 0.003245 52 640: 34%|###3 | 57/168 [00:10<00:20, 5.32it/s]
160/499 4.32G 0.009438 0.008615 0.003253 64 640: 34%|###3 | 57/168 [00:11<00:20, 5.32it/s]
160/499 4.32G 0.009438 0.008615 0.003253 64 640: 35%|###4 | 58/168 [00:11<00:21, 5.20it/s]
160/499 4.32G 0.009458 0.008633 0.003275 73 640: 35%|###4 | 58/168 [00:11<00:21, 5.20it/s]
160/499 4.32G 0.009458 0.008633 0.003275 73 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
160/499 4.32G 0.00946 0.008666 0.003282 71 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
160/499 4.32G 0.00946 0.008666 0.003282 71 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s]
160/499 4.32G 0.009438 0.00865 0.003329 70 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s]
160/499 4.32G 0.009438 0.00865 0.003329 70 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
160/499 4.32G 0.009429 0.008667 0.003307 78 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
160/499 4.32G 0.009429 0.008667 0.003307 78 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s]
160/499 4.32G 0.009484 0.008704 0.003334 79 640: 37%|###6 | 62/168 [00:12<00:20, 5.29it/s]
160/499 4.32G 0.009484 0.008704 0.003334 79 640: 38%|###7 | 63/168 [00:12<00:19, 5.37it/s]
160/499 4.32G 0.009498 0.008711 0.003316 74 640: 38%|###7 | 63/168 [00:12<00:19, 5.37it/s]
160/499 4.32G 0.009498 0.008711 0.003316 74 640: 38%|###8 | 64/168 [00:12<00:19, 5.25it/s]
160/499 4.32G 0.009484 0.008727 0.003309 73 640: 38%|###8 | 64/168 [00:12<00:19, 5.25it/s]
160/499 4.32G 0.009484 0.008727 0.003309 73 640: 39%|###8 | 65/168 [00:12<00:19, 5.34it/s]
160/499 4.32G 0.009482 0.008736 0.003303 81 640: 39%|###8 | 65/168 [00:12<00:19, 5.34it/s]
160/499 4.32G 0.009482 0.008736 0.003303 81 640: 39%|###9 | 66/168 [00:12<00:18, 5.39it/s]
160/499 4.32G 0.009461 0.008733 0.003319 65 640: 39%|###9 | 66/168 [00:12<00:18, 5.39it/s]
160/499 4.32G 0.009461 0.008733 0.003319 65 640: 40%|###9 | 67/168 [00:12<00:19, 5.25it/s]
160/499 4.32G 0.009447 0.008715 0.003284 57 640: 40%|###9 | 67/168 [00:12<00:19, 5.25it/s]
160/499 4.32G 0.009447 0.008715 0.003284 57 640: 40%|#### | 68/168 [00:12<00:18, 5.33it/s]
160/499 4.32G 0.009432 0.008701 0.003264 62 640: 40%|#### | 68/168 [00:13<00:18, 5.33it/s]
160/499 4.32G 0.009432 0.008701 0.003264 62 640: 41%|####1 | 69/168 [00:13<00:18, 5.40it/s]
160/499 4.32G 0.009434 0.008732 0.003253 79 640: 41%|####1 | 69/168 [00:13<00:18, 5.40it/s]
160/499 4.32G 0.009434 0.008732 0.003253 79 640: 42%|####1 | 70/168 [00:13<00:18, 5.25it/s]
160/499 4.32G 0.009436 0.008756 0.003247 69 640: 42%|####1 | 70/168 [00:13<00:18, 5.25it/s]
160/499 4.32G 0.009436 0.008756 0.003247 69 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s]
160/499 4.32G 0.009432 0.008786 0.003238 86 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s]
160/499 4.32G 0.009432 0.008786 0.003238 86 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s]
160/499 4.32G 0.009408 0.00876 0.003221 60 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s]
160/499 4.32G 0.009408 0.00876 0.003221 60 640: 43%|####3 | 73/168 [00:13<00:18, 5.22it/s]
160/499 4.32G 0.009397 0.008725 0.003196 58 640: 43%|####3 | 73/168 [00:14<00:18, 5.22it/s]
160/499 4.32G 0.009397 0.008725 0.003196 58 640: 44%|####4 | 74/168 [00:14<00:17, 5.30it/s]
160/499 4.32G 0.009385 0.008701 0.003184 55 640: 44%|####4 | 74/168 [00:14<00:17, 5.30it/s]
160/499 4.32G 0.009385 0.008701 0.003184 55 640: 45%|####4 | 75/168 [00:14<00:17, 5.38it/s]
160/499 4.32G 0.009374 0.008683 0.003212 73 640: 45%|####4 | 75/168 [00:14<00:17, 5.38it/s]
160/499 4.32G 0.009374 0.008683 0.003212 73 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s]
160/499 4.32G 0.009363 0.008666 0.003174 62 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s]
160/499 4.32G 0.009363 0.008666 0.003174 62 640: 46%|####5 | 77/168 [00:14<00:17, 5.32it/s]
160/499 4.32G 0.009363 0.008672 0.003178 63 640: 46%|####5 | 77/168 [00:14<00:17, 5.32it/s]
160/499 4.32G 0.009363 0.008672 0.003178 63 640: 46%|####6 | 78/168 [00:14<00:16, 5.38it/s]
160/499 4.32G 0.009354 0.008696 0.003171 82 640: 46%|####6 | 78/168 [00:15<00:16, 5.38it/s]
160/499 4.32G 0.009354 0.008696 0.003171 82 640: 47%|####7 | 79/168 [00:15<00:16, 5.24it/s]
160/499 4.32G 0.009348 0.008716 0.003176 70 640: 47%|####7 | 79/168 [00:15<00:16, 5.24it/s]
160/499 4.32G 0.009348 0.008716 0.003176 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.34it/s]
160/499 4.32G 0.009356 0.008724 0.003171 68 640: 48%|####7 | 80/168 [00:15<00:16, 5.34it/s]
160/499 4.32G 0.009356 0.008724 0.003171 68 640: 48%|####8 | 81/168 [00:15<00:16, 5.40it/s]
160/499 4.32G 0.009378 0.00874 0.003166 73 640: 48%|####8 | 81/168 [00:15<00:16, 5.40it/s]
160/499 4.32G 0.009378 0.00874 0.003166 73 640: 49%|####8 | 82/168 [00:15<00:16, 5.26it/s]
160/499 4.32G 0.009387 0.008752 0.003181 79 640: 49%|####8 | 82/168 [00:15<00:16, 5.26it/s]
160/499 4.32G 0.009387 0.008752 0.003181 79 640: 49%|####9 | 83/168 [00:15<00:16, 5.31it/s]
160/499 4.32G 0.009382 0.008763 0.003208 75 640: 49%|####9 | 83/168 [00:15<00:16, 5.31it/s]
160/499 4.32G 0.009382 0.008763 0.003208 75 640: 50%|##### | 84/168 [00:15<00:15, 5.38it/s]
160/499 4.32G 0.009375 0.008749 0.003207 67 640: 50%|##### | 84/168 [00:16<00:15, 5.38it/s]
160/499 4.32G 0.009375 0.008749 0.003207 67 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s]
160/499 4.32G 0.009389 0.008759 0.003207 67 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s]
160/499 4.32G 0.009389 0.008759 0.003207 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s]
160/499 4.32G 0.009407 0.008754 0.003211 53 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s]
160/499 4.32G 0.009407 0.008754 0.003211 53 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s]
160/499 4.32G 0.009427 0.008752 0.003211 75 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s]
160/499 4.32G 0.009427 0.008752 0.003211 75 640: 52%|#####2 | 88/168 [00:16<00:15, 5.17it/s]
160/499 4.32G 0.009418 0.008742 0.003203 71 640: 52%|#####2 | 88/168 [00:16<00:15, 5.17it/s]
160/499 4.32G 0.009418 0.008742 0.003203 71 640: 53%|#####2 | 89/168 [00:16<00:15, 5.23it/s]
160/499 4.32G 0.009444 0.008721 0.003226 51 640: 53%|#####2 | 89/168 [00:17<00:15, 5.23it/s]
160/499 4.32G 0.009444 0.008721 0.003226 51 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s]
160/499 4.32G 0.009449 0.008729 0.00322 75 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s]
160/499 4.32G 0.009449 0.008729 0.00322 75 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
160/499 4.32G 0.009432 0.008734 0.00325 75 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
160/499 4.32G 0.009432 0.008734 0.00325 75 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s]
160/499 4.32G 0.009451 0.008738 0.00323 55 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s]
160/499 4.32G 0.009451 0.008738 0.00323 55 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s]
160/499 4.32G 0.009443 0.008724 0.003232 71 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s]
160/499 4.32G 0.009443 0.008724 0.003232 71 640: 56%|#####5 | 94/168 [00:17<00:14, 5.20it/s]
160/499 4.32G 0.00943 0.008712 0.003251 58 640: 56%|#####5 | 94/168 [00:18<00:14, 5.20it/s]
160/499 4.32G 0.00943 0.008712 0.003251 58 640: 57%|#####6 | 95/168 [00:18<00:13, 5.23it/s]
160/499 4.32G 0.009422 0.0087 0.00325 72 640: 57%|#####6 | 95/168 [00:18<00:13, 5.23it/s]
160/499 4.32G 0.009422 0.0087 0.00325 72 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s]
160/499 4.32G 0.00942 0.008711 0.003279 85 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s]
160/499 4.32G 0.00942 0.008711 0.003279 85 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s]
160/499 4.32G 0.009414 0.008701 0.003302 65 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s]
160/499 4.32G 0.009414 0.008701 0.003302 65 640: 58%|#####8 | 98/168 [00:18<00:13, 5.25it/s]
160/499 4.32G 0.009427 0.008692 0.003328 70 640: 58%|#####8 | 98/168 [00:18<00:13, 5.25it/s]
160/499 4.32G 0.009427 0.008692 0.003328 70 640: 59%|#####8 | 99/168 [00:18<00:12, 5.31it/s]
160/499 4.32G 0.009423 0.008682 0.003317 60 640: 59%|#####8 | 99/168 [00:19<00:12, 5.31it/s]
160/499 4.32G 0.009423 0.008682 0.003317 60 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s]
160/499 4.32G 0.009414 0.00868 0.003319 81 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s]
160/499 4.32G 0.009414 0.00868 0.003319 81 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s]
160/499 4.32G 0.009418 0.008677 0.003305 60 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s]
160/499 4.32G 0.009418 0.008677 0.003305 60 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
160/499 4.32G 0.009403 0.008661 0.003283 56 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
160/499 4.32G 0.009403 0.008661 0.003283 56 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s]
160/499 4.32G 0.009402 0.008673 0.003322 74 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s]
160/499 4.32G 0.009402 0.008673 0.003322 74 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s]
160/499 4.32G 0.009422 0.008673 0.003314 54 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s]
160/499 4.32G 0.009422 0.008673 0.003314 54 640: 62%|######2 | 105/168 [00:19<00:11, 5.33it/s]
160/499 4.32G 0.009436 0.008666 0.003308 61 640: 62%|######2 | 105/168 [00:20<00:11, 5.33it/s]
160/499 4.32G 0.009436 0.008666 0.003308 61 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s]
160/499 4.32G 0.00943 0.008686 0.003316 89 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s]
160/499 4.32G 0.00943 0.008686 0.003316 89 640: 64%|######3 | 107/168 [00:20<00:11, 5.32it/s]
160/499 4.32G 0.009418 0.008688 0.003318 73 640: 64%|######3 | 107/168 [00:20<00:11, 5.32it/s]
160/499 4.32G 0.009418 0.008688 0.003318 73 640: 64%|######4 | 108/168 [00:20<00:11, 5.39it/s]
160/499 4.32G 0.009403 0.008663 0.003306 68 640: 64%|######4 | 108/168 [00:20<00:11, 5.39it/s]
160/499 4.32G 0.009403 0.008663 0.003306 68 640: 65%|######4 | 109/168 [00:20<00:11, 5.26it/s]
160/499 4.32G 0.00939 0.008642 0.003361 57 640: 65%|######4 | 109/168 [00:20<00:11, 5.26it/s]
160/499 4.32G 0.00939 0.008642 0.003361 57 640: 65%|######5 | 110/168 [00:20<00:10, 5.35it/s]
160/499 4.32G 0.009393 0.008641 0.003348 62 640: 65%|######5 | 110/168 [00:21<00:10, 5.35it/s]
160/499 4.32G 0.009393 0.008641 0.003348 62 640: 66%|######6 | 111/168 [00:21<00:10, 5.39it/s]
160/499 4.32G 0.009388 0.008635 0.003347 68 640: 66%|######6 | 111/168 [00:21<00:10, 5.39it/s]
160/499 4.32G 0.009388 0.008635 0.003347 68 640: 67%|######6 | 112/168 [00:21<00:10, 5.25it/s]
160/499 4.32G 0.009381 0.008629 0.003323 68 640: 67%|######6 | 112/168 [00:21<00:10, 5.25it/s]
160/499 4.32G 0.009381 0.008629 0.003323 68 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s]
160/499 4.32G 0.009389 0.008654 0.003326 89 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s]
160/499 4.32G 0.009389 0.008654 0.003326 89 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s]
160/499 4.32G 0.009399 0.008656 0.003304 65 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s]
160/499 4.32G 0.009399 0.008656 0.003304 65 640: 68%|######8 | 115/168 [00:21<00:10, 5.23it/s]
160/499 4.32G 0.009404 0.008645 0.003309 52 640: 68%|######8 | 115/168 [00:22<00:10, 5.23it/s]
160/499 4.32G 0.009404 0.008645 0.003309 52 640: 69%|######9 | 116/168 [00:22<00:09, 5.32it/s]
160/499 4.32G 0.009393 0.008634 0.003304 70 640: 69%|######9 | 116/168 [00:22<00:09, 5.32it/s]
160/499 4.32G 0.009393 0.008634 0.003304 70 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s]
160/499 4.32G 0.009387 0.008641 0.003319 68 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s]
160/499 4.32G 0.009387 0.008641 0.003319 68 640: 70%|####### | 118/168 [00:22<00:09, 5.24it/s]
160/499 4.32G 0.009373 0.008636 0.003321 66 640: 70%|####### | 118/168 [00:22<00:09, 5.24it/s]
160/499 4.32G 0.009373 0.008636 0.003321 66 640: 71%|####### | 119/168 [00:22<00:09, 5.31it/s]
160/499 4.32G 0.009374 0.008627 0.003324 69 640: 71%|####### | 119/168 [00:22<00:09, 5.31it/s]
160/499 4.32G 0.009374 0.008627 0.003324 69 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s]
160/499 4.32G 0.009367 0.008615 0.003325 62 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s]
160/499 4.32G 0.009367 0.008615 0.003325 62 640: 72%|#######2 | 121/168 [00:22<00:08, 5.24it/s]
160/499 4.32G 0.009371 0.008612 0.003337 68 640: 72%|#######2 | 121/168 [00:23<00:08, 5.24it/s]
160/499 4.32G 0.009371 0.008612 0.003337 68 640: 73%|#######2 | 122/168 [00:23<00:08, 5.34it/s]
160/499 4.32G 0.009372 0.008614 0.003316 65 640: 73%|#######2 | 122/168 [00:23<00:08, 5.34it/s]
160/499 4.32G 0.009372 0.008614 0.003316 65 640: 73%|#######3 | 123/168 [00:23<00:08, 5.41it/s]
160/499 4.32G 0.009363 0.008608 0.00333 72 640: 73%|#######3 | 123/168 [00:23<00:08, 5.41it/s]
160/499 4.32G 0.009363 0.008608 0.00333 72 640: 74%|#######3 | 124/168 [00:23<00:08, 5.24it/s]
160/499 4.32G 0.009351 0.00859 0.003309 60 640: 74%|#######3 | 124/168 [00:23<00:08, 5.24it/s]
160/499 4.32G 0.009351 0.00859 0.003309 60 640: 74%|#######4 | 125/168 [00:23<00:08, 5.34it/s]
160/499 4.32G 0.009349 0.008589 0.003346 71 640: 74%|#######4 | 125/168 [00:23<00:08, 5.34it/s]
160/499 4.32G 0.009349 0.008589 0.003346 71 640: 75%|#######5 | 126/168 [00:23<00:07, 5.36it/s]
160/499 4.32G 0.009356 0.008582 0.003348 50 640: 75%|#######5 | 126/168 [00:24<00:07, 5.36it/s]
160/499 4.32G 0.009356 0.008582 0.003348 50 640: 76%|#######5 | 127/168 [00:24<00:07, 5.22it/s]
160/499 4.32G 0.009359 0.008594 0.003333 73 640: 76%|#######5 | 127/168 [00:24<00:07, 5.22it/s]
160/499 4.32G 0.009359 0.008594 0.003333 73 640: 76%|#######6 | 128/168 [00:24<00:07, 5.33it/s]
160/499 4.32G 0.009358 0.008596 0.003339 66 640: 76%|#######6 | 128/168 [00:24<00:07, 5.33it/s]
160/499 4.32G 0.009358 0.008596 0.003339 66 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s]
160/499 4.32G 0.009364 0.008599 0.003343 65 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s]
160/499 4.32G 0.009364 0.008599 0.003343 65 640: 77%|#######7 | 130/168 [00:24<00:07, 5.13it/s]
160/499 4.32G 0.009362 0.008605 0.003344 78 640: 77%|#######7 | 130/168 [00:24<00:07, 5.13it/s]
160/499 4.32G 0.009362 0.008605 0.003344 78 640: 78%|#######7 | 131/168 [00:24<00:07, 5.21it/s]
160/499 4.32G 0.009353 0.008607 0.003328 63 640: 78%|#######7 | 131/168 [00:25<00:07, 5.21it/s]
160/499 4.32G 0.009353 0.008607 0.003328 63 640: 79%|#######8 | 132/168 [00:25<00:06, 5.26it/s]
160/499 4.32G 0.009355 0.008611 0.003314 77 640: 79%|#######8 | 132/168 [00:25<00:06, 5.26it/s]
160/499 4.32G 0.009355 0.008611 0.003314 77 640: 79%|#######9 | 133/168 [00:25<00:06, 5.13it/s]
160/499 4.32G 0.009354 0.008615 0.003306 64 640: 79%|#######9 | 133/168 [00:25<00:06, 5.13it/s]
160/499 4.32G 0.009354 0.008615 0.003306 64 640: 80%|#######9 | 134/168 [00:25<00:06, 5.22it/s]
160/499 4.32G 0.009354 0.008638 0.003307 88 640: 80%|#######9 | 134/168 [00:25<00:06, 5.22it/s]
160/499 4.32G 0.009354 0.008638 0.003307 88 640: 80%|######## | 135/168 [00:25<00:06, 5.29it/s]
160/499 4.32G 0.009345 0.008632 0.003307 67 640: 80%|######## | 135/168 [00:25<00:06, 5.29it/s]
160/499 4.32G 0.009345 0.008632 0.003307 67 640: 81%|######## | 136/168 [00:25<00:06, 5.16it/s]
160/499 4.32G 0.009364 0.008658 0.003303 83 640: 81%|######## | 136/168 [00:26<00:06, 5.16it/s]
160/499 4.32G 0.009364 0.008658 0.003303 83 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s]
160/499 4.32G 0.009357 0.008663 0.003308 81 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s]
160/499 4.32G 0.009357 0.008663 0.003308 81 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s]
160/499 4.32G 0.009356 0.008657 0.003287 65 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s]
160/499 4.32G 0.009356 0.008657 0.003287 65 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s]
160/499 4.32G 0.009361 0.00865 0.003279 61 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s]
160/499 4.32G 0.009361 0.00865 0.003279 61 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s]
160/499 4.32G 0.009364 0.00866 0.003297 73 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s]
160/499 4.32G 0.009364 0.00866 0.003297 73 640: 84%|########3 | 141/168 [00:26<00:05, 5.37it/s]
160/499 4.32G 0.009372 0.008658 0.003307 61 640: 84%|########3 | 141/168 [00:26<00:05, 5.37it/s]
160/499 4.32G 0.009372 0.008658 0.003307 61 640: 85%|########4 | 142/168 [00:26<00:04, 5.22it/s]
160/499 4.32G 0.009373 0.008664 0.0033 70 640: 85%|########4 | 142/168 [00:27<00:04, 5.22it/s]
160/499 4.32G 0.009373 0.008664 0.0033 70 640: 85%|########5 | 143/168 [00:27<00:04, 5.31it/s]
160/499 4.32G 0.00938 0.00866 0.003314 62 640: 85%|########5 | 143/168 [00:27<00:04, 5.31it/s]
160/499 4.32G 0.00938 0.00866 0.003314 62 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s]
160/499 4.32G 0.009375 0.008654 0.003347 72 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s]
160/499 4.32G 0.009375 0.008654 0.003347 72 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s]
160/499 4.32G 0.009371 0.008667 0.003349 78 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s]
160/499 4.32G 0.009371 0.008667 0.003349 78 640: 87%|########6 | 146/168 [00:27<00:04, 5.27it/s]
160/499 4.32G 0.009369 0.008659 0.003364 67 640: 87%|########6 | 146/168 [00:27<00:04, 5.27it/s]
160/499 4.32G 0.009369 0.008659 0.003364 67 640: 88%|########7 | 147/168 [00:27<00:03, 5.35it/s]
160/499 4.32G 0.009369 0.00866 0.003351 67 640: 88%|########7 | 147/168 [00:28<00:03, 5.35it/s]
160/499 4.32G 0.009369 0.00866 0.003351 67 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s]
160/499 4.32G 0.009363 0.008663 0.003343 72 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s]
160/499 4.32G 0.009363 0.008663 0.003343 72 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
160/499 4.32G 0.009351 0.008659 0.003346 66 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
160/499 4.32G 0.009351 0.008659 0.003346 66 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
160/499 4.32G 0.009348 0.008651 0.003335 57 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
160/499 4.32G 0.009348 0.008651 0.003335 57 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s]
160/499 4.32G 0.009338 0.008635 0.003329 68 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s]
160/499 4.32G 0.009338 0.008635 0.003329 68 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s]
160/499 4.32G 0.009329 0.008647 0.003326 91 640: 90%|######### | 152/168 [00:29<00:03, 5.30it/s]
160/499 4.32G 0.009329 0.008647 0.003326 91 640: 91%|#########1| 153/168 [00:29<00:02, 5.40it/s]
160/499 4.32G 0.009335 0.008652 0.003319 74 640: 91%|#########1| 153/168 [00:29<00:02, 5.40it/s]
160/499 4.32G 0.009335 0.008652 0.003319 74 640: 92%|#########1| 154/168 [00:29<00:02, 5.26it/s]
160/499 4.32G 0.009328 0.008649 0.003313 69 640: 92%|#########1| 154/168 [00:29<00:02, 5.26it/s]
160/499 4.32G 0.009328 0.008649 0.003313 69 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s]
160/499 4.32G 0.009321 0.008642 0.003306 61 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s]
160/499 4.32G 0.009321 0.008642 0.003306 61 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s]
160/499 4.32G 0.009322 0.008653 0.003298 75 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s]
160/499 4.32G 0.009322 0.008653 0.003298 75 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s]
160/499 4.32G 0.009316 0.008642 0.003313 61 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s]
160/499 4.32G 0.009316 0.008642 0.003313 61 640: 94%|#########4| 158/168 [00:29<00:01, 5.27it/s]
160/499 4.32G 0.009316 0.008638 0.003314 78 640: 94%|#########4| 158/168 [00:30<00:01, 5.27it/s]
160/499 4.32G 0.009316 0.008638 0.003314 78 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s]
160/499 4.32G 0.009315 0.008627 0.003294 52 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s]
160/499 4.32G 0.009315 0.008627 0.003294 52 640: 95%|#########5| 160/168 [00:30<00:01, 5.23it/s]
160/499 4.32G 0.009314 0.008636 0.003295 68 640: 95%|#########5| 160/168 [00:30<00:01, 5.23it/s]
160/499 4.32G 0.009314 0.008636 0.003295 68 640: 96%|#########5| 161/168 [00:30<00:01, 5.33it/s]
160/499 4.32G 0.009324 0.00864 0.003326 65 640: 96%|#########5| 161/168 [00:30<00:01, 5.33it/s]
160/499 4.32G 0.009324 0.00864 0.003326 65 640: 96%|#########6| 162/168 [00:30<00:01, 5.38it/s]
160/499 4.32G 0.009322 0.00863 0.003309 58 640: 96%|#########6| 162/168 [00:30<00:01, 5.38it/s]
160/499 4.32G 0.009322 0.00863 0.003309 58 640: 97%|#########7| 163/168 [00:30<00:00, 5.25it/s]
160/499 4.32G 0.009309 0.008609 0.003331 50 640: 97%|#########7| 163/168 [00:31<00:00, 5.25it/s]
160/499 4.32G 0.009309 0.008609 0.003331 50 640: 98%|#########7| 164/168 [00:31<00:00, 5.35it/s]
160/499 4.32G 0.009308 0.008612 0.003355 73 640: 98%|#########7| 164/168 [00:31<00:00, 5.35it/s]
160/499 4.32G 0.009308 0.008612 0.003355 73 640: 98%|#########8| 165/168 [00:31<00:00, 5.38it/s]
160/499 4.32G 0.009308 0.00861 0.003346 68 640: 98%|#########8| 165/168 [00:31<00:00, 5.38it/s]
160/499 4.32G 0.009308 0.00861 0.003346 68 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s]
160/499 4.32G 0.009315 0.008613 0.003369 63 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s]
160/499 4.32G 0.009315 0.008613 0.003369 63 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s]
160/499 4.32G 0.009311 0.008613 0.00339 35 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s]
160/499 4.32G 0.009311 0.008613 0.00339 35 640: 100%|##########| 168/168 [00:31<00:00, 5.48it/s]
160/499 4.32G 0.009311 0.008613 0.00339 35 640: 100%|##########| 168/168 [00:31<00:00, 5.28it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s]
all 132 263 0.792 0.898 0.859 0.767
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
161/499 4.32G 0.009337 0.007885 0.003224 65 640: 0%| | 0/168 [00:00<?, ?it/s]
161/499 4.32G 0.009337 0.007885 0.003224 65 640: 1%| | 1/168 [00:00<00:33, 5.01it/s]
161/499 4.32G 0.009868 0.00804 0.004348 67 640: 1%| | 1/168 [00:00<00:33, 5.01it/s]
161/499 4.32G 0.009868 0.00804 0.004348 67 640: 1%|1 | 2/168 [00:00<00:31, 5.33it/s]
161/499 4.32G 0.01017 0.008426 0.003861 64 640: 1%|1 | 2/168 [00:00<00:31, 5.33it/s]
161/499 4.32G 0.01017 0.008426 0.003861 64 640: 2%|1 | 3/168 [00:00<00:30, 5.42it/s]
161/499 4.32G 0.009884 0.008189 0.003172 64 640: 2%|1 | 3/168 [00:00<00:30, 5.42it/s]
161/499 4.32G 0.009884 0.008189 0.003172 64 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s]
161/499 4.32G 0.009665 0.008103 0.003215 68 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s]
161/499 4.32G 0.009665 0.008103 0.003215 68 640: 3%|2 | 5/168 [00:00<00:30, 5.31it/s]
161/499 4.32G 0.009452 0.008283 0.003288 80 640: 3%|2 | 5/168 [00:01<00:30, 5.31it/s]
161/499 4.32G 0.009452 0.008283 0.003288 80 640: 4%|3 | 6/168 [00:01<00:30, 5.38it/s]
161/499 4.32G 0.009482 0.008522 0.003375 75 640: 4%|3 | 6/168 [00:01<00:30, 5.38it/s]
161/499 4.32G 0.009482 0.008522 0.003375 75 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s]
161/499 4.32G 0.009475 0.008344 0.00342 55 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s]
161/499 4.32G 0.009475 0.008344 0.00342 55 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s]
161/499 4.32G 0.009365 0.008301 0.003308 53 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s]
161/499 4.32G 0.009365 0.008301 0.003308 53 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s]
161/499 4.32G 0.009293 0.008193 0.003108 63 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s]
161/499 4.32G 0.009293 0.008193 0.003108 63 640: 6%|5 | 10/168 [00:01<00:30, 5.21it/s]
161/499 4.32G 0.009229 0.008163 0.003118 70 640: 6%|5 | 10/168 [00:02<00:30, 5.21it/s]
161/499 4.32G 0.009229 0.008163 0.003118 70 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s]
161/499 4.32G 0.009165 0.008165 0.003115 78 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s]
161/499 4.32G 0.009165 0.008165 0.003115 78 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s]
161/499 4.32G 0.009107 0.008025 0.00307 52 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s]
161/499 4.32G 0.009107 0.008025 0.00307 52 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s]
161/499 4.32G 0.009094 0.00812 0.003066 73 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s]
161/499 4.32G 0.009094 0.00812 0.003066 73 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s]
161/499 4.32G 0.009191 0.008227 0.002988 62 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s]
161/499 4.32G 0.009191 0.008227 0.002988 62 640: 9%|8 | 15/168 [00:02<00:28, 5.31it/s]
161/499 4.32G 0.009258 0.008261 0.003153 72 640: 9%|8 | 15/168 [00:03<00:28, 5.31it/s]
161/499 4.32G 0.009258 0.008261 0.003153 72 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s]
161/499 4.32G 0.009328 0.008201 0.00318 64 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s]
161/499 4.32G 0.009328 0.008201 0.00318 64 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s]
161/499 4.32G 0.009316 0.008199 0.003172 67 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s]
161/499 4.32G 0.009316 0.008199 0.003172 67 640: 11%|# | 18/168 [00:03<00:28, 5.32it/s]
161/499 4.32G 0.009222 0.008172 0.003243 69 640: 11%|# | 18/168 [00:03<00:28, 5.32it/s]
161/499 4.32G 0.009222 0.008172 0.003243 69 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s]
161/499 4.32G 0.009236 0.008181 0.00321 67 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s]
161/499 4.32G 0.009236 0.008181 0.00321 67 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s]
161/499 4.32G 0.009194 0.008231 0.0032 77 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s]
161/499 4.32G 0.009194 0.008231 0.0032 77 640: 12%|#2 | 21/168 [00:03<00:27, 5.35it/s]
161/499 4.32G 0.009167 0.008219 0.003289 59 640: 12%|#2 | 21/168 [00:04<00:27, 5.35it/s]
161/499 4.32G 0.009167 0.008219 0.003289 59 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s]
161/499 4.32G 0.00916 0.008308 0.003268 78 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s]
161/499 4.32G 0.00916 0.008308 0.003268 78 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s]
161/499 4.32G 0.009223 0.008373 0.003189 62 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s]
161/499 4.32G 0.009223 0.008373 0.003189 62 640: 14%|#4 | 24/168 [00:04<00:26, 5.39it/s]
161/499 4.32G 0.009252 0.0084 0.003252 82 640: 14%|#4 | 24/168 [00:04<00:26, 5.39it/s]
161/499 4.32G 0.009252 0.0084 0.003252 82 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s]
161/499 4.32G 0.009277 0.008502 0.003224 70 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s]
161/499 4.32G 0.009277 0.008502 0.003224 70 640: 15%|#5 | 26/168 [00:04<00:26, 5.27it/s]
161/499 4.32G 0.009283 0.008521 0.003175 74 640: 15%|#5 | 26/168 [00:05<00:26, 5.27it/s]
161/499 4.32G 0.009283 0.008521 0.003175 74 640: 16%|#6 | 27/168 [00:05<00:26, 5.29it/s]
161/499 4.32G 0.009272 0.008514 0.003197 62 640: 16%|#6 | 27/168 [00:05<00:26, 5.29it/s]
161/499 4.32G 0.009272 0.008514 0.003197 62 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s]
161/499 4.32G 0.009255 0.008503 0.00327 69 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s]
161/499 4.32G 0.009255 0.008503 0.00327 69 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
161/499 4.32G 0.009274 0.008492 0.003264 69 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
161/499 4.32G 0.009274 0.008492 0.003264 69 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s]
161/499 4.32G 0.009249 0.008489 0.003231 70 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s]
161/499 4.32G 0.009249 0.008489 0.003231 70 640: 18%|#8 | 31/168 [00:05<00:26, 5.19it/s]
161/499 4.32G 0.009271 0.008524 0.003384 72 640: 18%|#8 | 31/168 [00:06<00:26, 5.19it/s]
161/499 4.32G 0.009271 0.008524 0.003384 72 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s]
161/499 4.32G 0.009275 0.008513 0.003379 58 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s]
161/499 4.32G 0.009275 0.008513 0.003379 58 640: 20%|#9 | 33/168 [00:06<00:25, 5.39it/s]
161/499 4.32G 0.009265 0.008523 0.003391 60 640: 20%|#9 | 33/168 [00:06<00:25, 5.39it/s]
161/499 4.32G 0.009265 0.008523 0.003391 60 640: 20%|## | 34/168 [00:06<00:25, 5.25it/s]
161/499 4.32G 0.009252 0.008492 0.003446 67 640: 20%|## | 34/168 [00:06<00:25, 5.25it/s]
161/499 4.32G 0.009252 0.008492 0.003446 67 640: 21%|## | 35/168 [00:06<00:24, 5.34it/s]
161/499 4.32G 0.009231 0.008488 0.00343 82 640: 21%|## | 35/168 [00:06<00:24, 5.34it/s]
161/499 4.32G 0.009231 0.008488 0.00343 82 640: 21%|##1 | 36/168 [00:06<00:24, 5.40it/s]
161/499 4.32G 0.009275 0.008532 0.003379 66 640: 21%|##1 | 36/168 [00:07<00:24, 5.40it/s]
161/499 4.32G 0.009275 0.008532 0.003379 66 640: 22%|##2 | 37/168 [00:07<00:24, 5.25it/s]
161/499 4.32G 0.009284 0.008518 0.003415 69 640: 22%|##2 | 37/168 [00:07<00:24, 5.25it/s]
161/499 4.32G 0.009284 0.008518 0.003415 69 640: 23%|##2 | 38/168 [00:07<00:24, 5.34it/s]
161/499 4.32G 0.009247 0.008509 0.003405 50 640: 23%|##2 | 38/168 [00:07<00:24, 5.34it/s]
161/499 4.32G 0.009247 0.008509 0.003405 50 640: 23%|##3 | 39/168 [00:07<00:23, 5.39it/s]
161/499 4.32G 0.009276 0.008577 0.003412 77 640: 23%|##3 | 39/168 [00:07<00:23, 5.39it/s]
161/499 4.32G 0.009276 0.008577 0.003412 77 640: 24%|##3 | 40/168 [00:07<00:24, 5.27it/s]
161/499 4.32G 0.009263 0.008566 0.00341 72 640: 24%|##3 | 40/168 [00:07<00:24, 5.27it/s]
161/499 4.32G 0.009263 0.008566 0.00341 72 640: 24%|##4 | 41/168 [00:07<00:23, 5.35it/s]
161/499 4.32G 0.009256 0.008551 0.003392 72 640: 24%|##4 | 41/168 [00:07<00:23, 5.35it/s]
161/499 4.32G 0.009256 0.008551 0.003392 72 640: 25%|##5 | 42/168 [00:07<00:23, 5.41it/s]
161/499 4.32G 0.009245 0.008578 0.003366 69 640: 25%|##5 | 42/168 [00:08<00:23, 5.41it/s]
161/499 4.32G 0.009245 0.008578 0.003366 69 640: 26%|##5 | 43/168 [00:08<00:23, 5.22it/s]
161/499 4.32G 0.009256 0.008586 0.003383 80 640: 26%|##5 | 43/168 [00:08<00:23, 5.22it/s]
161/499 4.32G 0.009256 0.008586 0.003383 80 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s]
161/499 4.32G 0.009249 0.008571 0.003472 68 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s]
161/499 4.32G 0.009249 0.008571 0.003472 68 640: 27%|##6 | 45/168 [00:08<00:22, 5.37it/s]
161/499 4.32G 0.009275 0.0086 0.003445 68 640: 27%|##6 | 45/168 [00:08<00:22, 5.37it/s]
161/499 4.32G 0.009275 0.0086 0.003445 68 640: 27%|##7 | 46/168 [00:08<00:23, 5.23it/s]
161/499 4.32G 0.009298 0.008632 0.003399 79 640: 27%|##7 | 46/168 [00:08<00:23, 5.23it/s]
161/499 4.32G 0.009298 0.008632 0.003399 79 640: 28%|##7 | 47/168 [00:08<00:22, 5.33it/s]
161/499 4.32G 0.009334 0.008594 0.00337 60 640: 28%|##7 | 47/168 [00:09<00:22, 5.33it/s]
161/499 4.32G 0.009334 0.008594 0.00337 60 640: 29%|##8 | 48/168 [00:09<00:22, 5.41it/s]
161/499 4.32G 0.009372 0.008579 0.003344 56 640: 29%|##8 | 48/168 [00:09<00:22, 5.41it/s]
161/499 4.32G 0.009372 0.008579 0.003344 56 640: 29%|##9 | 49/168 [00:09<00:22, 5.23it/s]
161/499 4.32G 0.009379 0.008592 0.003348 76 640: 29%|##9 | 49/168 [00:09<00:22, 5.23it/s]
161/499 4.32G 0.009379 0.008592 0.003348 76 640: 30%|##9 | 50/168 [00:09<00:22, 5.32it/s]
161/499 4.32G 0.009426 0.008606 0.003373 66 640: 30%|##9 | 50/168 [00:09<00:22, 5.32it/s]
161/499 4.32G 0.009426 0.008606 0.003373 66 640: 30%|### | 51/168 [00:09<00:21, 5.40it/s]
161/499 4.32G 0.009415 0.008622 0.003355 83 640: 30%|### | 51/168 [00:09<00:21, 5.40it/s]
161/499 4.32G 0.009415 0.008622 0.003355 83 640: 31%|### | 52/168 [00:09<00:22, 5.26it/s]
161/499 4.32G 0.009435 0.008674 0.003378 75 640: 31%|### | 52/168 [00:10<00:22, 5.26it/s]
161/499 4.32G 0.009435 0.008674 0.003378 75 640: 32%|###1 | 53/168 [00:10<00:21, 5.32it/s]
161/499 4.32G 0.009446 0.008701 0.003388 83 640: 32%|###1 | 53/168 [00:10<00:21, 5.32it/s]
161/499 4.32G 0.009446 0.008701 0.003388 83 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s]
161/499 4.32G 0.009421 0.008687 0.003397 63 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s]
161/499 4.32G 0.009421 0.008687 0.003397 63 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
161/499 4.32G 0.009415 0.00868 0.003392 69 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
161/499 4.32G 0.009415 0.00868 0.003392 69 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s]
161/499 4.32G 0.009411 0.008673 0.003374 63 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s]
161/499 4.32G 0.009411 0.008673 0.003374 63 640: 34%|###3 | 57/168 [00:10<00:20, 5.38it/s]
161/499 4.32G 0.009393 0.008677 0.003423 74 640: 34%|###3 | 57/168 [00:10<00:20, 5.38it/s]
161/499 4.32G 0.009393 0.008677 0.003423 74 640: 35%|###4 | 58/168 [00:10<00:21, 5.15it/s]
161/499 4.32G 0.009382 0.00869 0.003387 66 640: 35%|###4 | 58/168 [00:11<00:21, 5.15it/s]
161/499 4.32G 0.009382 0.00869 0.003387 66 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s]
161/499 4.32G 0.009364 0.008667 0.003374 66 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s]
161/499 4.32G 0.009364 0.008667 0.003374 66 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s]
161/499 4.32G 0.009361 0.008673 0.003379 69 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s]
161/499 4.32G 0.009361 0.008673 0.003379 69 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s]
161/499 4.32G 0.00936 0.008655 0.003424 51 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s]
161/499 4.32G 0.00936 0.008655 0.003424 51 640: 37%|###6 | 62/168 [00:11<00:20, 5.24it/s]
161/499 4.32G 0.009376 0.008702 0.003432 74 640: 37%|###6 | 62/168 [00:11<00:20, 5.24it/s]
161/499 4.32G 0.009376 0.008702 0.003432 74 640: 38%|###7 | 63/168 [00:11<00:19, 5.27it/s]
161/499 4.32G 0.009374 0.008716 0.003547 72 640: 38%|###7 | 63/168 [00:12<00:19, 5.27it/s]
161/499 4.32G 0.009374 0.008716 0.003547 72 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s]
161/499 4.32G 0.009373 0.008712 0.003546 69 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s]
161/499 4.32G 0.009373 0.008712 0.003546 69 640: 39%|###8 | 65/168 [00:12<00:19, 5.25it/s]
161/499 4.32G 0.009379 0.008744 0.003558 82 640: 39%|###8 | 65/168 [00:12<00:19, 5.25it/s]
161/499 4.32G 0.009379 0.008744 0.003558 82 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s]
161/499 4.32G 0.009357 0.008724 0.003527 62 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s]
161/499 4.32G 0.009357 0.008724 0.003527 62 640: 40%|###9 | 67/168 [00:12<00:19, 5.20it/s]
161/499 4.32G 0.009365 0.008729 0.003543 64 640: 40%|###9 | 67/168 [00:12<00:19, 5.20it/s]
161/499 4.32G 0.009365 0.008729 0.003543 64 640: 40%|#### | 68/168 [00:12<00:18, 5.27it/s]
161/499 4.32G 0.009357 0.008735 0.003568 70 640: 40%|#### | 68/168 [00:13<00:18, 5.27it/s]
161/499 4.32G 0.009357 0.008735 0.003568 70 640: 41%|####1 | 69/168 [00:13<00:18, 5.35it/s]
161/499 4.32G 0.009337 0.008723 0.003571 75 640: 41%|####1 | 69/168 [00:13<00:18, 5.35it/s]
161/499 4.32G 0.009337 0.008723 0.003571 75 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s]
161/499 4.32G 0.009331 0.008714 0.003568 65 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s]
161/499 4.32G 0.009331 0.008714 0.003568 65 640: 42%|####2 | 71/168 [00:13<00:18, 5.31it/s]
161/499 4.32G 0.00932 0.008699 0.003569 64 640: 42%|####2 | 71/168 [00:13<00:18, 5.31it/s]
161/499 4.32G 0.00932 0.008699 0.003569 64 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s]
161/499 4.32G 0.009337 0.008679 0.003553 47 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s]
161/499 4.32G 0.009337 0.008679 0.003553 47 640: 43%|####3 | 73/168 [00:13<00:18, 5.18it/s]
161/499 4.32G 0.009349 0.008664 0.003558 52 640: 43%|####3 | 73/168 [00:14<00:18, 5.18it/s]
161/499 4.32G 0.009349 0.008664 0.003558 52 640: 44%|####4 | 74/168 [00:14<00:18, 5.22it/s]
161/499 4.32G 0.009357 0.008646 0.003541 55 640: 44%|####4 | 74/168 [00:14<00:18, 5.22it/s]
161/499 4.32G 0.009357 0.008646 0.003541 55 640: 45%|####4 | 75/168 [00:14<00:17, 5.31it/s]
161/499 4.32G 0.009353 0.008658 0.003534 76 640: 45%|####4 | 75/168 [00:14<00:17, 5.31it/s]
161/499 4.32G 0.009353 0.008658 0.003534 76 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s]
161/499 4.32G 0.009347 0.008661 0.003535 67 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s]
161/499 4.32G 0.009347 0.008661 0.003535 67 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
161/499 4.32G 0.009365 0.008667 0.00351 63 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
161/499 4.32G 0.009365 0.008667 0.00351 63 640: 46%|####6 | 78/168 [00:14<00:16, 5.36it/s]
161/499 4.32G 0.009389 0.008673 0.003488 60 640: 46%|####6 | 78/168 [00:14<00:16, 5.36it/s]
161/499 4.32G 0.009389 0.008673 0.003488 60 640: 47%|####7 | 79/168 [00:14<00:17, 5.22it/s]
161/499 4.32G 0.00938 0.008723 0.003486 100 640: 47%|####7 | 79/168 [00:15<00:17, 5.22it/s]
161/499 4.32G 0.00938 0.008723 0.003486 100 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s]
161/499 4.32G 0.009379 0.008737 0.003477 62 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s]
161/499 4.32G 0.009379 0.008737 0.003477 62 640: 48%|####8 | 81/168 [00:15<00:16, 5.39it/s]
161/499 4.32G 0.009378 0.008738 0.003441 63 640: 48%|####8 | 81/168 [00:15<00:16, 5.39it/s]
161/499 4.32G 0.009378 0.008738 0.003441 63 640: 49%|####8 | 82/168 [00:15<00:16, 5.27it/s]
161/499 4.32G 0.009371 0.008749 0.003438 77 640: 49%|####8 | 82/168 [00:15<00:16, 5.27it/s]
161/499 4.32G 0.009371 0.008749 0.003438 77 640: 49%|####9 | 83/168 [00:15<00:15, 5.35it/s]
161/499 4.32G 0.009366 0.008738 0.003429 69 640: 49%|####9 | 83/168 [00:15<00:15, 5.35it/s]
161/499 4.32G 0.009366 0.008738 0.003429 69 640: 50%|##### | 84/168 [00:15<00:15, 5.38it/s]
161/499 4.32G 0.009377 0.008734 0.003428 68 640: 50%|##### | 84/168 [00:16<00:15, 5.38it/s]
161/499 4.32G 0.009377 0.008734 0.003428 68 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s]
161/499 4.32G 0.009384 0.008734 0.003429 67 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s]
161/499 4.32G 0.009384 0.008734 0.003429 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.31it/s]
161/499 4.32G 0.009378 0.008722 0.003461 59 640: 51%|#####1 | 86/168 [00:16<00:15, 5.31it/s]
161/499 4.32G 0.009378 0.008722 0.003461 59 640: 52%|#####1 | 87/168 [00:16<00:15, 5.39it/s]
161/499 4.32G 0.00937 0.00872 0.003449 73 640: 52%|#####1 | 87/168 [00:16<00:15, 5.39it/s]
161/499 4.32G 0.00937 0.00872 0.003449 73 640: 52%|#####2 | 88/168 [00:16<00:15, 5.25it/s]
161/499 4.32G 0.009366 0.008712 0.003452 56 640: 52%|#####2 | 88/168 [00:16<00:15, 5.25it/s]
161/499 4.32G 0.009366 0.008712 0.003452 56 640: 53%|#####2 | 89/168 [00:16<00:14, 5.31it/s]
161/499 4.32G 0.009386 0.008722 0.003428 66 640: 53%|#####2 | 89/168 [00:17<00:14, 5.31it/s]
161/499 4.32G 0.009386 0.008722 0.003428 66 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s]
161/499 4.32G 0.009398 0.008706 0.003415 61 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s]
161/499 4.32G 0.009398 0.008706 0.003415 61 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s]
161/499 4.32G 0.009385 0.008684 0.003423 62 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s]
161/499 4.32G 0.009385 0.008684 0.003423 62 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s]
161/499 4.32G 0.009409 0.00867 0.003388 53 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s]
161/499 4.32G 0.009409 0.00867 0.003388 53 640: 55%|#####5 | 93/168 [00:17<00:13, 5.38it/s]
161/499 4.32G 0.009425 0.008676 0.003373 71 640: 55%|#####5 | 93/168 [00:17<00:13, 5.38it/s]
161/499 4.32G 0.009425 0.008676 0.003373 71 640: 56%|#####5 | 94/168 [00:17<00:14, 5.20it/s]
161/499 4.32G 0.009415 0.00868 0.00339 80 640: 56%|#####5 | 94/168 [00:17<00:14, 5.20it/s]
161/499 4.32G 0.009415 0.00868 0.00339 80 640: 57%|#####6 | 95/168 [00:17<00:13, 5.28it/s]
161/499 4.32G 0.009415 0.008651 0.003382 46 640: 57%|#####6 | 95/168 [00:18<00:13, 5.28it/s]
161/499 4.32G 0.009415 0.008651 0.003382 46 640: 57%|#####7 | 96/168 [00:18<00:13, 5.38it/s]
161/499 4.32G 0.009427 0.008653 0.003416 74 640: 57%|#####7 | 96/168 [00:18<00:13, 5.38it/s]
161/499 4.32G 0.009427 0.008653 0.003416 74 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s]
161/499 4.32G 0.00943 0.00867 0.003402 76 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s]
161/499 4.32G 0.00943 0.00867 0.003402 76 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s]
161/499 4.32G 0.009459 0.008679 0.003406 66 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s]
161/499 4.32G 0.009459 0.008679 0.003406 66 640: 59%|#####8 | 99/168 [00:18<00:13, 5.24it/s]
161/499 4.32G 0.00947 0.008679 0.003383 60 640: 59%|#####8 | 99/168 [00:18<00:13, 5.24it/s]
161/499 4.32G 0.00947 0.008679 0.003383 60 640: 60%|#####9 | 100/168 [00:18<00:13, 5.10it/s]
161/499 4.32G 0.009461 0.008701 0.00337 76 640: 60%|#####9 | 100/168 [00:19<00:13, 5.10it/s]
161/499 4.32G 0.009461 0.008701 0.00337 76 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s]
161/499 4.32G 0.009442 0.008679 0.003378 73 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s]
161/499 4.32G 0.009442 0.008679 0.003378 73 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s]
161/499 4.32G 0.009445 0.00868 0.003375 68 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s]
161/499 4.32G 0.009445 0.00868 0.003375 68 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
161/499 4.32G 0.009464 0.008689 0.00339 64 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
161/499 4.32G 0.009464 0.008689 0.00339 64 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s]
161/499 4.32G 0.009462 0.008678 0.00339 67 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s]
161/499 4.32G 0.009462 0.008678 0.00339 67 640: 62%|######2 | 105/168 [00:19<00:11, 5.37it/s]
161/499 4.32G 0.009451 0.008673 0.003413 75 640: 62%|######2 | 105/168 [00:20<00:11, 5.37it/s]
161/499 4.32G 0.009451 0.008673 0.003413 75 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s]
161/499 4.32G 0.009448 0.008691 0.003404 79 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s]
161/499 4.32G 0.009448 0.008691 0.003404 79 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s]
161/499 4.32G 0.00944 0.00867 0.003389 59 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s]
161/499 4.32G 0.00944 0.00867 0.003389 59 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s]
161/499 4.32G 0.009438 0.008666 0.003407 65 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s]
161/499 4.32G 0.009438 0.008666 0.003407 65 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s]
161/499 4.32G 0.009427 0.008656 0.003409 71 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s]
161/499 4.32G 0.009427 0.008656 0.003409 71 640: 65%|######5 | 110/168 [00:20<00:10, 5.31it/s]
161/499 4.32G 0.009419 0.008641 0.003435 70 640: 65%|######5 | 110/168 [00:20<00:10, 5.31it/s]
161/499 4.32G 0.009419 0.008641 0.003435 70 640: 66%|######6 | 111/168 [00:20<00:10, 5.38it/s]
161/499 4.32G 0.009425 0.008654 0.003427 72 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s]
161/499 4.32G 0.009425 0.008654 0.003427 72 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
161/499 4.32G 0.009432 0.008645 0.003456 70 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
161/499 4.32G 0.009432 0.008645 0.003456 70 640: 67%|######7 | 113/168 [00:21<00:10, 5.33it/s]
161/499 4.32G 0.009439 0.008645 0.003445 67 640: 67%|######7 | 113/168 [00:21<00:10, 5.33it/s]
161/499 4.32G 0.009439 0.008645 0.003445 67 640: 68%|######7 | 114/168 [00:21<00:10, 5.39it/s]
161/499 4.32G 0.009436 0.00865 0.003443 70 640: 68%|######7 | 114/168 [00:21<00:10, 5.39it/s]
161/499 4.32G 0.009436 0.00865 0.003443 70 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s]
161/499 4.32G 0.009424 0.008638 0.003452 70 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s]
161/499 4.32G 0.009424 0.008638 0.003452 70 640: 69%|######9 | 116/168 [00:21<00:09, 5.30it/s]
161/499 4.32G 0.009425 0.00862 0.003455 60 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s]
161/499 4.32G 0.009425 0.00862 0.003455 60 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s]
161/499 4.32G 0.009428 0.008614 0.003438 61 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s]
161/499 4.32G 0.009428 0.008614 0.003438 61 640: 70%|####### | 118/168 [00:22<00:09, 5.24it/s]
161/499 4.32G 0.009426 0.008622 0.003415 71 640: 70%|####### | 118/168 [00:22<00:09, 5.24it/s]
161/499 4.32G 0.009426 0.008622 0.003415 71 640: 71%|####### | 119/168 [00:22<00:09, 5.32it/s]
161/499 4.32G 0.009435 0.008631 0.003431 69 640: 71%|####### | 119/168 [00:22<00:09, 5.32it/s]
161/499 4.32G 0.009435 0.008631 0.003431 69 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s]
161/499 4.32G 0.009431 0.008627 0.003426 70 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s]
161/499 4.32G 0.009431 0.008627 0.003426 70 640: 72%|#######2 | 121/168 [00:22<00:08, 5.24it/s]
161/499 4.32G 0.009417 0.008621 0.003426 57 640: 72%|#######2 | 121/168 [00:23<00:08, 5.24it/s]
161/499 4.32G 0.009417 0.008621 0.003426 57 640: 73%|#######2 | 122/168 [00:23<00:08, 5.32it/s]
161/499 4.32G 0.009405 0.008609 0.003433 62 640: 73%|#######2 | 122/168 [00:23<00:08, 5.32it/s]
161/499 4.32G 0.009405 0.008609 0.003433 62 640: 73%|#######3 | 123/168 [00:23<00:08, 5.40it/s]
161/499 4.32G 0.009397 0.008589 0.003432 57 640: 73%|#######3 | 123/168 [00:23<00:08, 5.40it/s]
161/499 4.32G 0.009397 0.008589 0.003432 57 640: 74%|#######3 | 124/168 [00:23<00:08, 5.25it/s]
161/499 4.32G 0.009393 0.008593 0.003437 75 640: 74%|#######3 | 124/168 [00:23<00:08, 5.25it/s]
161/499 4.32G 0.009393 0.008593 0.003437 75 640: 74%|#######4 | 125/168 [00:23<00:08, 5.32it/s]
161/499 4.32G 0.009375 0.008606 0.003462 87 640: 74%|#######4 | 125/168 [00:23<00:08, 5.32it/s]
161/499 4.32G 0.009375 0.008606 0.003462 87 640: 75%|#######5 | 126/168 [00:23<00:07, 5.38it/s]
161/499 4.32G 0.009365 0.008611 0.003459 84 640: 75%|#######5 | 126/168 [00:24<00:07, 5.38it/s]
161/499 4.32G 0.009365 0.008611 0.003459 84 640: 76%|#######5 | 127/168 [00:24<00:07, 5.23it/s]
161/499 4.32G 0.009363 0.008607 0.00349 65 640: 76%|#######5 | 127/168 [00:24<00:07, 5.23it/s]
161/499 4.32G 0.009363 0.008607 0.00349 65 640: 76%|#######6 | 128/168 [00:24<00:07, 5.32it/s]
161/499 4.32G 0.009376 0.008623 0.0035 67 640: 76%|#######6 | 128/168 [00:24<00:07, 5.32it/s]
161/499 4.32G 0.009376 0.008623 0.0035 67 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s]
161/499 4.32G 0.009373 0.008622 0.003526 56 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s]
161/499 4.32G 0.009373 0.008622 0.003526 56 640: 77%|#######7 | 130/168 [00:24<00:07, 5.25it/s]
161/499 4.32G 0.009388 0.008623 0.003554 64 640: 77%|#######7 | 130/168 [00:24<00:07, 5.25it/s]
161/499 4.32G 0.009388 0.008623 0.003554 64 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s]
161/499 4.32G 0.009398 0.008628 0.003548 73 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s]
161/499 4.32G 0.009398 0.008628 0.003548 73 640: 79%|#######8 | 132/168 [00:24<00:06, 5.36it/s]
161/499 4.32G 0.009394 0.008615 0.003551 59 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s]
161/499 4.32G 0.009394 0.008615 0.003551 59 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s]
161/499 4.32G 0.009386 0.008608 0.003553 73 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s]
161/499 4.32G 0.009386 0.008608 0.003553 73 640: 80%|#######9 | 134/168 [00:25<00:06, 5.34it/s]
161/499 4.32G 0.009391 0.008613 0.003572 73 640: 80%|#######9 | 134/168 [00:25<00:06, 5.34it/s]
161/499 4.32G 0.009391 0.008613 0.003572 73 640: 80%|######## | 135/168 [00:25<00:06, 5.40it/s]
161/499 4.32G 0.009391 0.008611 0.003579 65 640: 80%|######## | 135/168 [00:25<00:06, 5.40it/s]
161/499 4.32G 0.009391 0.008611 0.003579 65 640: 81%|######## | 136/168 [00:25<00:06, 5.26it/s]
161/499 4.32G 0.009389 0.008603 0.003573 66 640: 81%|######## | 136/168 [00:25<00:06, 5.26it/s]
161/499 4.32G 0.009389 0.008603 0.003573 66 640: 82%|########1 | 137/168 [00:25<00:05, 5.34it/s]
161/499 4.32G 0.009377 0.008586 0.003559 52 640: 82%|########1 | 137/168 [00:26<00:05, 5.34it/s]
161/499 4.32G 0.009377 0.008586 0.003559 52 640: 82%|########2 | 138/168 [00:26<00:05, 5.39it/s]
161/499 4.32G 0.009389 0.008579 0.003564 55 640: 82%|########2 | 138/168 [00:26<00:05, 5.39it/s]
161/499 4.32G 0.009389 0.008579 0.003564 55 640: 83%|########2 | 139/168 [00:26<00:05, 5.25it/s]
161/499 4.32G 0.009382 0.008564 0.00355 52 640: 83%|########2 | 139/168 [00:26<00:05, 5.25it/s]
161/499 4.32G 0.009382 0.008564 0.00355 52 640: 83%|########3 | 140/168 [00:26<00:05, 5.33it/s]
161/499 4.32G 0.009391 0.00858 0.003551 74 640: 83%|########3 | 140/168 [00:26<00:05, 5.33it/s]
161/499 4.32G 0.009391 0.00858 0.003551 74 640: 84%|########3 | 141/168 [00:26<00:05, 5.39it/s]
161/499 4.32G 0.009398 0.008591 0.003548 77 640: 84%|########3 | 141/168 [00:26<00:05, 5.39it/s]
161/499 4.32G 0.009398 0.008591 0.003548 77 640: 85%|########4 | 142/168 [00:26<00:05, 5.20it/s]
161/499 4.32G 0.009385 0.008591 0.003537 71 640: 85%|########4 | 142/168 [00:27<00:05, 5.20it/s]
161/499 4.32G 0.009385 0.008591 0.003537 71 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s]
161/499 4.32G 0.009382 0.008586 0.003532 63 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s]
161/499 4.32G 0.009382 0.008586 0.003532 63 640: 86%|########5 | 144/168 [00:27<00:04, 5.39it/s]
161/499 4.32G 0.009382 0.008579 0.003524 56 640: 86%|########5 | 144/168 [00:27<00:04, 5.39it/s]
161/499 4.32G 0.009382 0.008579 0.003524 56 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s]
161/499 4.32G 0.009389 0.008589 0.003543 68 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s]
161/499 4.32G 0.009389 0.008589 0.003543 68 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s]
161/499 4.32G 0.009393 0.008605 0.003528 75 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s]
161/499 4.32G 0.009393 0.008605 0.003528 75 640: 88%|########7 | 147/168 [00:27<00:03, 5.35it/s]
161/499 4.32G 0.009391 0.008597 0.003542 61 640: 88%|########7 | 147/168 [00:27<00:03, 5.35it/s]
161/499 4.32G 0.009391 0.008597 0.003542 61 640: 88%|########8 | 148/168 [00:27<00:03, 5.17it/s]
161/499 4.32G 0.0094 0.008598 0.003536 67 640: 88%|########8 | 148/168 [00:28<00:03, 5.17it/s]
161/499 4.32G 0.0094 0.008598 0.003536 67 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s]
161/499 4.32G 0.00939 0.008585 0.003533 55 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s]
161/499 4.32G 0.00939 0.008585 0.003533 55 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
161/499 4.32G 0.009389 0.00859 0.003536 67 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
161/499 4.32G 0.009389 0.00859 0.003536 67 640: 90%|########9 | 151/168 [00:28<00:03, 5.16it/s]
161/499 4.32G 0.009384 0.008573 0.003534 54 640: 90%|########9 | 151/168 [00:28<00:03, 5.16it/s]
161/499 4.32G 0.009384 0.008573 0.003534 54 640: 90%|######### | 152/168 [00:28<00:03, 5.26it/s]
161/499 4.32G 0.00939 0.008565 0.003524 66 640: 90%|######### | 152/168 [00:28<00:03, 5.26it/s]
161/499 4.32G 0.00939 0.008565 0.003524 66 640: 91%|#########1| 153/168 [00:28<00:02, 5.36it/s]
161/499 4.32G 0.00938 0.00855 0.003535 51 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s]
161/499 4.32G 0.00938 0.00855 0.003535 51 640: 92%|#########1| 154/168 [00:29<00:02, 5.18it/s]
161/499 4.32G 0.009381 0.008536 0.003529 51 640: 92%|#########1| 154/168 [00:29<00:02, 5.18it/s]
161/499 4.32G 0.009381 0.008536 0.003529 51 640: 92%|#########2| 155/168 [00:29<00:02, 5.27it/s]
161/499 4.32G 0.009384 0.008533 0.003519 74 640: 92%|#########2| 155/168 [00:29<00:02, 5.27it/s]
161/499 4.32G 0.009384 0.008533 0.003519 74 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s]
161/499 4.32G 0.009378 0.008529 0.00351 62 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s]
161/499 4.32G 0.009378 0.008529 0.00351 62 640: 93%|#########3| 157/168 [00:29<00:02, 5.16it/s]
161/499 4.32G 0.009393 0.008524 0.003512 56 640: 93%|#########3| 157/168 [00:29<00:02, 5.16it/s]
161/499 4.32G 0.009393 0.008524 0.003512 56 640: 94%|#########4| 158/168 [00:29<00:01, 5.28it/s]
161/499 4.32G 0.009389 0.008528 0.003519 78 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s]
161/499 4.32G 0.009389 0.008528 0.003519 78 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s]
161/499 4.32G 0.009391 0.008542 0.003519 89 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s]
161/499 4.32G 0.009391 0.008542 0.003519 89 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s]
161/499 4.32G 0.00939 0.008536 0.003526 72 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s]
161/499 4.32G 0.00939 0.008536 0.003526 72 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s]
161/499 4.32G 0.00939 0.008531 0.003528 67 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s]
161/499 4.32G 0.00939 0.008531 0.003528 67 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s]
161/499 4.32G 0.00939 0.00853 0.003538 65 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s]
161/499 4.32G 0.00939 0.00853 0.003538 65 640: 97%|#########7| 163/168 [00:30<00:00, 5.23it/s]
161/499 4.32G 0.009386 0.008525 0.003535 60 640: 97%|#########7| 163/168 [00:31<00:00, 5.23it/s]
161/499 4.32G 0.009386 0.008525 0.003535 60 640: 98%|#########7| 164/168 [00:31<00:00, 5.32it/s]
161/499 4.32G 0.009387 0.008515 0.003557 66 640: 98%|#########7| 164/168 [00:31<00:00, 5.32it/s]
161/499 4.32G 0.009387 0.008515 0.003557 66 640: 98%|#########8| 165/168 [00:31<00:00, 5.39it/s]
161/499 4.32G 0.009387 0.008506 0.003574 45 640: 98%|#########8| 165/168 [00:31<00:00, 5.39it/s]
161/499 4.32G 0.009387 0.008506 0.003574 45 640: 99%|#########8| 166/168 [00:31<00:00, 5.24it/s]
161/499 4.32G 0.00938 0.008521 0.003589 90 640: 99%|#########8| 166/168 [00:31<00:00, 5.24it/s]
161/499 4.32G 0.00938 0.008521 0.003589 90 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s]
161/499 4.32G 0.009387 0.008517 0.003584 29 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s]
161/499 4.32G 0.009387 0.008517 0.003584 29 640: 100%|##########| 168/168 [00:31<00:00, 5.50it/s]
161/499 4.32G 0.009387 0.008517 0.003584 29 640: 100%|##########| 168/168 [00:31<00:00, 5.29it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s]
all 132 263 0.868 0.882 0.898 0.775
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
162/499 4.32G 0.008475 0.009784 0.004756 72 640: 0%| | 0/168 [00:00<?, ?it/s]
162/499 4.32G 0.008475 0.009784 0.004756 72 640: 1%| | 1/168 [00:00<00:33, 4.95it/s]
162/499 4.32G 0.009436 0.01054 0.003413 72 640: 1%| | 1/168 [00:00<00:33, 4.95it/s]
162/499 4.32G 0.009436 0.01054 0.003413 72 640: 1%|1 | 2/168 [00:00<00:31, 5.29it/s]
162/499 4.32G 0.009375 0.009653 0.004042 64 640: 1%|1 | 2/168 [00:00<00:31, 5.29it/s]
162/499 4.32G 0.009375 0.009653 0.004042 64 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s]
162/499 4.32G 0.009643 0.009475 0.003703 73 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s]
162/499 4.32G 0.009643 0.009475 0.003703 73 640: 2%|2 | 4/168 [00:00<00:31, 5.20it/s]
162/499 4.32G 0.009656 0.00963 0.003692 70 640: 2%|2 | 4/168 [00:00<00:31, 5.20it/s]
162/499 4.32G 0.009656 0.00963 0.003692 70 640: 3%|2 | 5/168 [00:00<00:30, 5.33it/s]
162/499 4.32G 0.009579 0.009285 0.003483 59 640: 3%|2 | 5/168 [00:01<00:30, 5.33it/s]
162/499 4.32G 0.009579 0.009285 0.003483 59 640: 4%|3 | 6/168 [00:01<00:30, 5.38it/s]
162/499 4.32G 0.009658 0.009359 0.003408 64 640: 4%|3 | 6/168 [00:01<00:30, 5.38it/s]
162/499 4.32G 0.009658 0.009359 0.003408 64 640: 4%|4 | 7/168 [00:01<00:30, 5.23it/s]
162/499 4.32G 0.009626 0.009198 0.003673 65 640: 4%|4 | 7/168 [00:01<00:30, 5.23it/s]
162/499 4.32G 0.009626 0.009198 0.003673 65 640: 5%|4 | 8/168 [00:01<00:29, 5.34it/s]
162/499 4.32G 0.009673 0.009142 0.003542 63 640: 5%|4 | 8/168 [00:01<00:29, 5.34it/s]
162/499 4.32G 0.009673 0.009142 0.003542 63 640: 5%|5 | 9/168 [00:01<00:29, 5.40it/s]
162/499 4.32G 0.009657 0.008838 0.003803 49 640: 5%|5 | 9/168 [00:01<00:29, 5.40it/s]
162/499 4.32G 0.009657 0.008838 0.003803 49 640: 6%|5 | 10/168 [00:01<00:30, 5.24it/s]
162/499 4.32G 0.009654 0.008655 0.003743 55 640: 6%|5 | 10/168 [00:02<00:30, 5.24it/s]
162/499 4.32G 0.009654 0.008655 0.003743 55 640: 7%|6 | 11/168 [00:02<00:29, 5.32it/s]
162/499 4.32G 0.009617 0.008804 0.003739 84 640: 7%|6 | 11/168 [00:02<00:29, 5.32it/s]
162/499 4.32G 0.009617 0.008804 0.003739 84 640: 7%|7 | 12/168 [00:02<00:28, 5.39it/s]
162/499 4.32G 0.009643 0.008771 0.003928 76 640: 7%|7 | 12/168 [00:02<00:28, 5.39it/s]
162/499 4.32G 0.009643 0.008771 0.003928 76 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s]
162/499 4.32G 0.009725 0.008718 0.003779 60 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s]
162/499 4.32G 0.009725 0.008718 0.003779 60 640: 8%|8 | 14/168 [00:02<00:29, 5.31it/s]
162/499 4.32G 0.009732 0.00879 0.003632 79 640: 8%|8 | 14/168 [00:02<00:29, 5.31it/s]
162/499 4.32G 0.009732 0.00879 0.003632 79 640: 9%|8 | 15/168 [00:02<00:28, 5.37it/s]
162/499 4.32G 0.009672 0.008851 0.003805 82 640: 9%|8 | 15/168 [00:03<00:28, 5.37it/s]
162/499 4.32G 0.009672 0.008851 0.003805 82 640: 10%|9 | 16/168 [00:03<00:29, 5.24it/s]
162/499 4.32G 0.009758 0.008923 0.003826 72 640: 10%|9 | 16/168 [00:03<00:29, 5.24it/s]
162/499 4.32G 0.009758 0.008923 0.003826 72 640: 10%|# | 17/168 [00:03<00:28, 5.33it/s]
162/499 4.32G 0.009845 0.008869 0.003801 57 640: 10%|# | 17/168 [00:03<00:28, 5.33it/s]
162/499 4.32G 0.009845 0.008869 0.003801 57 640: 11%|# | 18/168 [00:03<00:27, 5.40it/s]
162/499 4.32G 0.009962 0.008963 0.003654 68 640: 11%|# | 18/168 [00:03<00:27, 5.40it/s]
162/499 4.32G 0.009962 0.008963 0.003654 68 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s]
162/499 4.32G 0.009929 0.008965 0.003525 75 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s]
162/499 4.32G 0.009929 0.008965 0.003525 75 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
162/499 4.32G 0.009939 0.008819 0.003546 54 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
162/499 4.32G 0.009939 0.008819 0.003546 54 640: 12%|#2 | 21/168 [00:03<00:27, 5.37it/s]
162/499 4.32G 0.009992 0.008797 0.00344 58 640: 12%|#2 | 21/168 [00:04<00:27, 5.37it/s]
162/499 4.32G 0.009992 0.008797 0.00344 58 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s]
162/499 4.32G 0.01 0.008754 0.003427 71 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s]
162/499 4.32G 0.01 0.008754 0.003427 71 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s]
162/499 4.32G 0.01007 0.008723 0.003417 58 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s]
162/499 4.32G 0.01007 0.008723 0.003417 58 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s]
162/499 4.32G 0.01008 0.008747 0.003366 55 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s]
162/499 4.32G 0.01008 0.008747 0.003366 55 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
162/499 4.32G 0.01008 0.00871 0.00341 58 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
162/499 4.32G 0.01008 0.00871 0.00341 58 640: 15%|#5 | 26/168 [00:04<00:26, 5.28it/s]
162/499 4.32G 0.01004 0.008675 0.003327 68 640: 15%|#5 | 26/168 [00:05<00:26, 5.28it/s]
162/499 4.32G 0.01004 0.008675 0.003327 68 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s]
162/499 4.32G 0.01005 0.008626 0.003409 53 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s]
162/499 4.32G 0.01005 0.008626 0.003409 53 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s]
162/499 4.32G 0.01007 0.008645 0.0034 73 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s]
162/499 4.32G 0.01007 0.008645 0.0034 73 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s]
162/499 4.32G 0.01006 0.008643 0.003354 75 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s]
162/499 4.32G 0.01006 0.008643 0.003354 75 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
162/499 4.32G 0.009973 0.008606 0.003343 58 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
162/499 4.32G 0.009973 0.008606 0.003343 58 640: 18%|#8 | 31/168 [00:05<00:26, 5.21it/s]
162/499 4.32G 0.01004 0.008674 0.003477 75 640: 18%|#8 | 31/168 [00:06<00:26, 5.21it/s]
162/499 4.32G 0.01004 0.008674 0.003477 75 640: 19%|#9 | 32/168 [00:06<00:25, 5.32it/s]
162/499 4.32G 0.01005 0.008689 0.003522 73 640: 19%|#9 | 32/168 [00:06<00:25, 5.32it/s]
162/499 4.32G 0.01005 0.008689 0.003522 73 640: 20%|#9 | 33/168 [00:06<00:25, 5.38it/s]
162/499 4.32G 0.009993 0.008652 0.003528 74 640: 20%|#9 | 33/168 [00:06<00:25, 5.38it/s]
162/499 4.32G 0.009993 0.008652 0.003528 74 640: 20%|## | 34/168 [00:06<00:25, 5.26it/s]
162/499 4.32G 0.009964 0.008611 0.003438 62 640: 20%|## | 34/168 [00:06<00:25, 5.26it/s]
162/499 4.32G 0.009964 0.008611 0.003438 62 640: 21%|## | 35/168 [00:06<00:24, 5.33it/s]
162/499 4.32G 0.009923 0.008603 0.003477 73 640: 21%|## | 35/168 [00:06<00:24, 5.33it/s]
162/499 4.32G 0.009923 0.008603 0.003477 73 640: 21%|##1 | 36/168 [00:06<00:24, 5.37it/s]
162/499 4.32G 0.00992 0.008637 0.003478 68 640: 21%|##1 | 36/168 [00:06<00:24, 5.37it/s]
162/499 4.32G 0.00992 0.008637 0.003478 68 640: 22%|##2 | 37/168 [00:06<00:24, 5.25it/s]
162/499 4.32G 0.009939 0.008665 0.003471 68 640: 22%|##2 | 37/168 [00:07<00:24, 5.25it/s]
162/499 4.32G 0.009939 0.008665 0.003471 68 640: 23%|##2 | 38/168 [00:07<00:24, 5.33it/s]
162/499 4.32G 0.009947 0.008709 0.003511 76 640: 23%|##2 | 38/168 [00:07<00:24, 5.33it/s]
162/499 4.32G 0.009947 0.008709 0.003511 76 640: 23%|##3 | 39/168 [00:07<00:23, 5.38it/s]
162/499 4.32G 0.009975 0.008724 0.00351 75 640: 23%|##3 | 39/168 [00:07<00:23, 5.38it/s]
162/499 4.32G 0.009975 0.008724 0.00351 75 640: 24%|##3 | 40/168 [00:07<00:24, 5.25it/s]
162/499 4.32G 0.009936 0.008693 0.00351 66 640: 24%|##3 | 40/168 [00:07<00:24, 5.25it/s]
162/499 4.32G 0.009936 0.008693 0.00351 66 640: 24%|##4 | 41/168 [00:07<00:23, 5.34it/s]
162/499 4.32G 0.009961 0.008713 0.003485 72 640: 24%|##4 | 41/168 [00:07<00:23, 5.34it/s]
162/499 4.32G 0.009961 0.008713 0.003485 72 640: 25%|##5 | 42/168 [00:07<00:23, 5.40it/s]
162/499 4.32G 0.009988 0.008764 0.003483 73 640: 25%|##5 | 42/168 [00:08<00:23, 5.40it/s]
162/499 4.32G 0.009988 0.008764 0.003483 73 640: 26%|##5 | 43/168 [00:08<00:23, 5.25it/s]
162/499 4.32G 0.01001 0.008793 0.003493 64 640: 26%|##5 | 43/168 [00:08<00:23, 5.25it/s]
162/499 4.32G 0.01001 0.008793 0.003493 64 640: 26%|##6 | 44/168 [00:08<00:23, 5.34it/s]
162/499 4.32G 0.01004 0.008798 0.003492 56 640: 26%|##6 | 44/168 [00:08<00:23, 5.34it/s]
162/499 4.32G 0.01004 0.008798 0.003492 56 640: 27%|##6 | 45/168 [00:08<00:22, 5.40it/s]
162/499 4.32G 0.01 0.008794 0.003473 64 640: 27%|##6 | 45/168 [00:08<00:22, 5.40it/s]
162/499 4.32G 0.01 0.008794 0.003473 64 640: 27%|##7 | 46/168 [00:08<00:23, 5.28it/s]
162/499 4.32G 0.009996 0.008742 0.003484 48 640: 27%|##7 | 46/168 [00:08<00:23, 5.28it/s]
162/499 4.32G 0.009996 0.008742 0.003484 48 640: 28%|##7 | 47/168 [00:08<00:22, 5.37it/s]
162/499 4.32G 0.009969 0.008737 0.003463 78 640: 28%|##7 | 47/168 [00:09<00:22, 5.37it/s]
162/499 4.32G 0.009969 0.008737 0.003463 78 640: 29%|##8 | 48/168 [00:09<00:22, 5.43it/s]
162/499 4.32G 0.01001 0.008737 0.003553 63 640: 29%|##8 | 48/168 [00:09<00:22, 5.43it/s]
162/499 4.32G 0.01001 0.008737 0.003553 63 640: 29%|##9 | 49/168 [00:09<00:22, 5.27it/s]
162/499 4.32G 0.009992 0.008688 0.003527 55 640: 29%|##9 | 49/168 [00:09<00:22, 5.27it/s]
162/499 4.32G 0.009992 0.008688 0.003527 55 640: 30%|##9 | 50/168 [00:09<00:22, 5.35it/s]
162/499 4.32G 0.009995 0.008708 0.003509 71 640: 30%|##9 | 50/168 [00:09<00:22, 5.35it/s]
162/499 4.32G 0.009995 0.008708 0.003509 71 640: 30%|### | 51/168 [00:09<00:21, 5.42it/s]
162/499 4.32G 0.00998 0.008714 0.003482 65 640: 30%|### | 51/168 [00:09<00:21, 5.42it/s]
162/499 4.32G 0.00998 0.008714 0.003482 65 640: 31%|### | 52/168 [00:09<00:22, 5.25it/s]
162/499 4.32G 0.009969 0.00869 0.003473 69 640: 31%|### | 52/168 [00:09<00:22, 5.25it/s]
162/499 4.32G 0.009969 0.00869 0.003473 69 640: 32%|###1 | 53/168 [00:09<00:21, 5.33it/s]
162/499 4.32G 0.009971 0.00872 0.003479 75 640: 32%|###1 | 53/168 [00:10<00:21, 5.33it/s]
162/499 4.32G 0.009971 0.00872 0.003479 75 640: 32%|###2 | 54/168 [00:10<00:21, 5.39it/s]
162/499 4.32G 0.009934 0.008704 0.003472 69 640: 32%|###2 | 54/168 [00:10<00:21, 5.39it/s]
162/499 4.32G 0.009934 0.008704 0.003472 69 640: 33%|###2 | 55/168 [00:10<00:21, 5.26it/s]
162/499 4.32G 0.009919 0.008685 0.0035 68 640: 33%|###2 | 55/168 [00:10<00:21, 5.26it/s]
162/499 4.32G 0.009919 0.008685 0.0035 68 640: 33%|###3 | 56/168 [00:10<00:20, 5.36it/s]
162/499 4.32G 0.009938 0.00871 0.003477 70 640: 33%|###3 | 56/168 [00:10<00:20, 5.36it/s]
162/499 4.32G 0.009938 0.00871 0.003477 70 640: 34%|###3 | 57/168 [00:10<00:20, 5.33it/s]
162/499 4.32G 0.009914 0.008716 0.003482 76 640: 34%|###3 | 57/168 [00:10<00:20, 5.33it/s]
162/499 4.32G 0.009914 0.008716 0.003482 76 640: 35%|###4 | 58/168 [00:10<00:21, 5.23it/s]
162/499 4.32G 0.009942 0.008713 0.00352 67 640: 35%|###4 | 58/168 [00:11<00:21, 5.23it/s]
162/499 4.32G 0.009942 0.008713 0.00352 67 640: 35%|###5 | 59/168 [00:11<00:20, 5.34it/s]
162/499 4.32G 0.009903 0.008712 0.003517 65 640: 35%|###5 | 59/168 [00:11<00:20, 5.34it/s]
162/499 4.32G 0.009903 0.008712 0.003517 65 640: 36%|###5 | 60/168 [00:11<00:20, 5.36it/s]
162/499 4.32G 0.009911 0.00868 0.003493 63 640: 36%|###5 | 60/168 [00:11<00:20, 5.36it/s]
162/499 4.32G 0.009911 0.00868 0.003493 63 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s]
162/499 4.32G 0.009909 0.008657 0.003487 55 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s]
162/499 4.32G 0.009909 0.008657 0.003487 55 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s]
162/499 4.32G 0.009904 0.008636 0.003478 61 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s]
162/499 4.32G 0.009904 0.008636 0.003478 61 640: 38%|###7 | 63/168 [00:11<00:19, 5.36it/s]
162/499 4.32G 0.009893 0.008626 0.00347 66 640: 38%|###7 | 63/168 [00:12<00:19, 5.36it/s]
162/499 4.32G 0.009893 0.008626 0.00347 66 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
162/499 4.32G 0.00986 0.008631 0.00348 70 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
162/499 4.32G 0.00986 0.008631 0.00348 70 640: 39%|###8 | 65/168 [00:12<00:19, 5.30it/s]
162/499 4.32G 0.009842 0.00862 0.003484 76 640: 39%|###8 | 65/168 [00:12<00:19, 5.30it/s]
162/499 4.32G 0.009842 0.00862 0.003484 76 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
162/499 4.32G 0.009849 0.008611 0.003506 69 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
162/499 4.32G 0.009849 0.008611 0.003506 69 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
162/499 4.32G 0.009841 0.008608 0.003513 66 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
162/499 4.32G 0.009841 0.008608 0.003513 66 640: 40%|#### | 68/168 [00:12<00:18, 5.30it/s]
162/499 4.32G 0.009829 0.008623 0.003543 75 640: 40%|#### | 68/168 [00:12<00:18, 5.30it/s]
162/499 4.32G 0.009829 0.008623 0.003543 75 640: 41%|####1 | 69/168 [00:12<00:18, 5.36it/s]
162/499 4.32G 0.009831 0.008618 0.003543 55 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s]
162/499 4.32G 0.009831 0.008618 0.003543 55 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s]
162/499 4.32G 0.009808 0.0086 0.003506 65 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s]
162/499 4.32G 0.009808 0.0086 0.003506 65 640: 42%|####2 | 71/168 [00:13<00:18, 5.33it/s]
162/499 4.32G 0.009786 0.008592 0.003524 73 640: 42%|####2 | 71/168 [00:13<00:18, 5.33it/s]
162/499 4.32G 0.009786 0.008592 0.003524 73 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s]
162/499 4.32G 0.009771 0.00857 0.003512 65 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s]
162/499 4.32G 0.009771 0.00857 0.003512 65 640: 43%|####3 | 73/168 [00:13<00:18, 5.24it/s]
162/499 4.32G 0.00977 0.008556 0.00351 63 640: 43%|####3 | 73/168 [00:13<00:18, 5.24it/s]
162/499 4.32G 0.00977 0.008556 0.00351 63 640: 44%|####4 | 74/168 [00:13<00:17, 5.34it/s]
162/499 4.32G 0.00975 0.008528 0.003525 64 640: 44%|####4 | 74/168 [00:14<00:17, 5.34it/s]
162/499 4.32G 0.00975 0.008528 0.003525 64 640: 45%|####4 | 75/168 [00:14<00:17, 5.42it/s]
162/499 4.32G 0.009734 0.008526 0.003592 68 640: 45%|####4 | 75/168 [00:14<00:17, 5.42it/s]
162/499 4.32G 0.009734 0.008526 0.003592 68 640: 45%|####5 | 76/168 [00:14<00:17, 5.27it/s]
162/499 4.32G 0.009716 0.008531 0.003586 69 640: 45%|####5 | 76/168 [00:14<00:17, 5.27it/s]
162/499 4.32G 0.009716 0.008531 0.003586 69 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
162/499 4.32G 0.009713 0.008569 0.003595 80 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
162/499 4.32G 0.009713 0.008569 0.003595 80 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s]
162/499 4.32G 0.009726 0.008559 0.003566 57 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s]
162/499 4.32G 0.009726 0.008559 0.003566 57 640: 47%|####7 | 79/168 [00:14<00:17, 5.19it/s]
162/499 4.32G 0.009725 0.008562 0.003527 78 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s]
162/499 4.32G 0.009725 0.008562 0.003527 78 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
162/499 4.32G 0.009727 0.008534 0.003533 58 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
162/499 4.32G 0.009727 0.008534 0.003533 58 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s]
162/499 4.32G 0.00974 0.008578 0.003519 76 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s]
162/499 4.32G 0.00974 0.008578 0.003519 76 640: 49%|####8 | 82/168 [00:15<00:16, 5.10it/s]
162/499 4.32G 0.009748 0.008563 0.003517 67 640: 49%|####8 | 82/168 [00:15<00:16, 5.10it/s]
162/499 4.32G 0.009748 0.008563 0.003517 67 640: 49%|####9 | 83/168 [00:15<00:16, 5.23it/s]
162/499 4.32G 0.009747 0.008572 0.003517 77 640: 49%|####9 | 83/168 [00:15<00:16, 5.23it/s]
162/499 4.32G 0.009747 0.008572 0.003517 77 640: 50%|##### | 84/168 [00:15<00:15, 5.31it/s]
162/499 4.32G 0.009721 0.008548 0.003496 55 640: 50%|##### | 84/168 [00:16<00:15, 5.31it/s]
162/499 4.32G 0.009721 0.008548 0.003496 55 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s]
162/499 4.32G 0.009739 0.008586 0.003486 77 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s]
162/499 4.32G 0.009739 0.008586 0.003486 77 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
162/499 4.32G 0.009725 0.008577 0.00348 62 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
162/499 4.32G 0.009725 0.008577 0.00348 62 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s]
162/499 4.32G 0.009717 0.00859 0.003496 69 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s]
162/499 4.32G 0.009717 0.00859 0.003496 69 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
162/499 4.32G 0.009719 0.008596 0.003483 78 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
162/499 4.32G 0.009719 0.008596 0.003483 78 640: 53%|#####2 | 89/168 [00:16<00:14, 5.29it/s]
162/499 4.32G 0.00972 0.008593 0.003477 58 640: 53%|#####2 | 89/168 [00:16<00:14, 5.29it/s]
162/499 4.32G 0.00972 0.008593 0.003477 58 640: 54%|#####3 | 90/168 [00:16<00:14, 5.35it/s]
162/499 4.32G 0.009723 0.008576 0.003478 55 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s]
162/499 4.32G 0.009723 0.008576 0.003478 55 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s]
162/499 4.32G 0.009735 0.008572 0.003446 62 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s]
162/499 4.32G 0.009735 0.008572 0.003446 62 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s]
162/499 4.32G 0.009726 0.008562 0.003436 70 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s]
162/499 4.32G 0.009726 0.008562 0.003436 70 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s]
162/499 4.32G 0.009724 0.008572 0.003421 82 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s]
162/499 4.32G 0.009724 0.008572 0.003421 82 640: 56%|#####5 | 94/168 [00:17<00:14, 5.17it/s]
162/499 4.32G 0.009717 0.008578 0.003403 68 640: 56%|#####5 | 94/168 [00:17<00:14, 5.17it/s]
162/499 4.32G 0.009717 0.008578 0.003403 68 640: 57%|#####6 | 95/168 [00:17<00:14, 5.19it/s]
162/499 4.32G 0.009736 0.008598 0.003414 69 640: 57%|#####6 | 95/168 [00:18<00:14, 5.19it/s]
162/499 4.32G 0.009736 0.008598 0.003414 69 640: 57%|#####7 | 96/168 [00:18<00:13, 5.28it/s]
162/499 4.32G 0.009728 0.008583 0.003422 60 640: 57%|#####7 | 96/168 [00:18<00:13, 5.28it/s]
162/499 4.32G 0.009728 0.008583 0.003422 60 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s]
162/499 4.32G 0.009712 0.008584 0.003411 74 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s]
162/499 4.32G 0.009712 0.008584 0.003411 74 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s]
162/499 4.32G 0.009711 0.008596 0.003392 69 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s]
162/499 4.32G 0.009711 0.008596 0.003392 69 640: 59%|#####8 | 99/168 [00:18<00:13, 5.31it/s]
162/499 4.32G 0.009723 0.008602 0.003397 74 640: 59%|#####8 | 99/168 [00:18<00:13, 5.31it/s]
162/499 4.32G 0.009723 0.008602 0.003397 74 640: 60%|#####9 | 100/168 [00:18<00:13, 5.19it/s]
162/499 4.32G 0.00972 0.008602 0.003418 72 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s]
162/499 4.32G 0.00972 0.008602 0.003418 72 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s]
162/499 4.32G 0.009734 0.008616 0.003406 80 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s]
162/499 4.32G 0.009734 0.008616 0.003406 80 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
162/499 4.32G 0.00973 0.00861 0.003382 62 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
162/499 4.32G 0.00973 0.00861 0.003382 62 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s]
162/499 4.32G 0.009729 0.008626 0.00338 91 640: 61%|######1 | 103/168 [00:19<00:12, 5.19it/s]
162/499 4.32G 0.009729 0.008626 0.00338 91 640: 62%|######1 | 104/168 [00:19<00:12, 5.30it/s]
162/499 4.32G 0.009715 0.008632 0.003391 64 640: 62%|######1 | 104/168 [00:19<00:12, 5.30it/s]
162/499 4.32G 0.009715 0.008632 0.003391 64 640: 62%|######2 | 105/168 [00:19<00:11, 5.37it/s]
162/499 4.32G 0.009708 0.008618 0.00338 62 640: 62%|######2 | 105/168 [00:20<00:11, 5.37it/s]
162/499 4.32G 0.009708 0.008618 0.00338 62 640: 63%|######3 | 106/168 [00:20<00:11, 5.24it/s]
162/499 4.32G 0.009707 0.008608 0.003367 58 640: 63%|######3 | 106/168 [00:20<00:11, 5.24it/s]
162/499 4.32G 0.009707 0.008608 0.003367 58 640: 64%|######3 | 107/168 [00:20<00:11, 5.34it/s]
162/499 4.32G 0.009702 0.008618 0.003361 70 640: 64%|######3 | 107/168 [00:20<00:11, 5.34it/s]
162/499 4.32G 0.009702 0.008618 0.003361 70 640: 64%|######4 | 108/168 [00:20<00:11, 5.39it/s]
162/499 4.32G 0.009703 0.008637 0.003357 77 640: 64%|######4 | 108/168 [00:20<00:11, 5.39it/s]
162/499 4.32G 0.009703 0.008637 0.003357 77 640: 65%|######4 | 109/168 [00:20<00:11, 5.24it/s]
162/499 4.32G 0.009702 0.008651 0.003361 72 640: 65%|######4 | 109/168 [00:20<00:11, 5.24it/s]
162/499 4.32G 0.009702 0.008651 0.003361 72 640: 65%|######5 | 110/168 [00:20<00:10, 5.29it/s]
162/499 4.32G 0.009698 0.008642 0.00338 65 640: 65%|######5 | 110/168 [00:20<00:10, 5.29it/s]
162/499 4.32G 0.009698 0.008642 0.00338 65 640: 66%|######6 | 111/168 [00:20<00:10, 5.38it/s]
162/499 4.32G 0.009686 0.008667 0.003389 92 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s]
162/499 4.32G 0.009686 0.008667 0.003389 92 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
162/499 4.32G 0.009675 0.008652 0.003397 73 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
162/499 4.32G 0.009675 0.008652 0.003397 73 640: 67%|######7 | 113/168 [00:21<00:10, 5.26it/s]
162/499 4.32G 0.009665 0.008649 0.003372 75 640: 67%|######7 | 113/168 [00:21<00:10, 5.26it/s]
162/499 4.32G 0.009665 0.008649 0.003372 75 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s]
162/499 4.32G 0.009665 0.008659 0.00338 74 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s]
162/499 4.32G 0.009665 0.008659 0.00338 74 640: 68%|######8 | 115/168 [00:21<00:10, 5.17it/s]
162/499 4.32G 0.009662 0.00866 0.003375 59 640: 68%|######8 | 115/168 [00:21<00:10, 5.17it/s]
162/499 4.32G 0.009662 0.00866 0.003375 59 640: 69%|######9 | 116/168 [00:21<00:09, 5.27it/s]
162/499 4.32G 0.009671 0.008672 0.00338 62 640: 69%|######9 | 116/168 [00:22<00:09, 5.27it/s]
162/499 4.32G 0.009671 0.008672 0.00338 62 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s]
162/499 4.32G 0.009659 0.008662 0.003368 60 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s]
162/499 4.32G 0.009659 0.008662 0.003368 60 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s]
162/499 4.32G 0.009665 0.008659 0.003364 67 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s]
162/499 4.32G 0.009665 0.008659 0.003364 67 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s]
162/499 4.32G 0.009653 0.008679 0.003357 83 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s]
162/499 4.32G 0.009653 0.008679 0.003357 83 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s]
162/499 4.32G 0.009636 0.008678 0.003351 73 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s]
162/499 4.32G 0.009636 0.008678 0.003351 73 640: 72%|#######2 | 121/168 [00:22<00:09, 5.21it/s]
162/499 4.32G 0.009623 0.008671 0.003377 71 640: 72%|#######2 | 121/168 [00:23<00:09, 5.21it/s]
162/499 4.32G 0.009623 0.008671 0.003377 71 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s]
162/499 4.32G 0.009624 0.008661 0.003418 60 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s]
162/499 4.32G 0.009624 0.008661 0.003418 60 640: 73%|#######3 | 123/168 [00:23<00:08, 5.38it/s]
162/499 4.32G 0.009609 0.008661 0.003412 81 640: 73%|#######3 | 123/168 [00:23<00:08, 5.38it/s]
162/499 4.32G 0.009609 0.008661 0.003412 81 640: 74%|#######3 | 124/168 [00:23<00:08, 5.23it/s]
162/499 4.32G 0.009595 0.008665 0.003422 68 640: 74%|#######3 | 124/168 [00:23<00:08, 5.23it/s]
162/499 4.32G 0.009595 0.008665 0.003422 68 640: 74%|#######4 | 125/168 [00:23<00:08, 5.33it/s]
162/499 4.32G 0.009588 0.008668 0.003432 75 640: 74%|#######4 | 125/168 [00:23<00:08, 5.33it/s]
162/499 4.32G 0.009588 0.008668 0.003432 75 640: 75%|#######5 | 126/168 [00:23<00:07, 5.38it/s]
162/499 4.32G 0.009599 0.008682 0.003439 80 640: 75%|#######5 | 126/168 [00:23<00:07, 5.38it/s]
162/499 4.32G 0.009599 0.008682 0.003439 80 640: 76%|#######5 | 127/168 [00:23<00:07, 5.24it/s]
162/499 4.32G 0.0096 0.008703 0.003431 92 640: 76%|#######5 | 127/168 [00:24<00:07, 5.24it/s]
162/499 4.32G 0.0096 0.008703 0.003431 92 640: 76%|#######6 | 128/168 [00:24<00:07, 5.33it/s]
162/499 4.32G 0.009594 0.008701 0.003434 76 640: 76%|#######6 | 128/168 [00:24<00:07, 5.33it/s]
162/499 4.32G 0.009594 0.008701 0.003434 76 640: 77%|#######6 | 129/168 [00:24<00:07, 5.40it/s]
162/499 4.32G 0.009584 0.008685 0.003451 51 640: 77%|#######6 | 129/168 [00:24<00:07, 5.40it/s]
162/499 4.32G 0.009584 0.008685 0.003451 51 640: 77%|#######7 | 130/168 [00:24<00:07, 5.24it/s]
162/499 4.32G 0.009601 0.008694 0.003433 76 640: 77%|#######7 | 130/168 [00:24<00:07, 5.24it/s]
162/499 4.32G 0.009601 0.008694 0.003433 76 640: 78%|#######7 | 131/168 [00:24<00:06, 5.32it/s]
162/499 4.32G 0.009601 0.0087 0.003435 71 640: 78%|#######7 | 131/168 [00:24<00:06, 5.32it/s]
162/499 4.32G 0.009601 0.0087 0.003435 71 640: 79%|#######8 | 132/168 [00:24<00:06, 5.38it/s]
162/499 4.32G 0.009607 0.008707 0.003419 69 640: 79%|#######8 | 132/168 [00:25<00:06, 5.38it/s]
162/499 4.32G 0.009607 0.008707 0.003419 69 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s]
162/499 4.32G 0.009605 0.008708 0.003421 68 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s]
162/499 4.32G 0.009605 0.008708 0.003421 68 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
162/499 4.32G 0.00961 0.008705 0.003452 72 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
162/499 4.32G 0.00961 0.008705 0.003452 72 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s]
162/499 4.32G 0.009607 0.008711 0.003454 72 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s]
162/499 4.32G 0.009607 0.008711 0.003454 72 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s]
162/499 4.32G 0.009622 0.008701 0.003465 61 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s]
162/499 4.32G 0.009622 0.008701 0.003465 61 640: 82%|########1 | 137/168 [00:25<00:05, 5.33it/s]
162/499 4.32G 0.009605 0.008695 0.003456 61 640: 82%|########1 | 137/168 [00:26<00:05, 5.33it/s]
162/499 4.32G 0.009605 0.008695 0.003456 61 640: 82%|########2 | 138/168 [00:26<00:05, 5.38it/s]
162/499 4.32G 0.009605 0.008707 0.003461 82 640: 82%|########2 | 138/168 [00:26<00:05, 5.38it/s]
162/499 4.32G 0.009605 0.008707 0.003461 82 640: 83%|########2 | 139/168 [00:26<00:05, 5.25it/s]
162/499 4.32G 0.009604 0.008702 0.003468 66 640: 83%|########2 | 139/168 [00:26<00:05, 5.25it/s]
162/499 4.32G 0.009604 0.008702 0.003468 66 640: 83%|########3 | 140/168 [00:26<00:05, 5.33it/s]
162/499 4.32G 0.009605 0.008702 0.003468 76 640: 83%|########3 | 140/168 [00:26<00:05, 5.33it/s]
162/499 4.32G 0.009605 0.008702 0.003468 76 640: 84%|########3 | 141/168 [00:26<00:04, 5.41it/s]
162/499 4.32G 0.009607 0.008693 0.003461 57 640: 84%|########3 | 141/168 [00:26<00:04, 5.41it/s]
162/499 4.32G 0.009607 0.008693 0.003461 57 640: 85%|########4 | 142/168 [00:26<00:04, 5.26it/s]
162/499 4.32G 0.0096 0.008706 0.003472 83 640: 85%|########4 | 142/168 [00:26<00:04, 5.26it/s]
162/499 4.32G 0.0096 0.008706 0.003472 83 640: 85%|########5 | 143/168 [00:26<00:04, 5.35it/s]
162/499 4.32G 0.0096 0.008698 0.003498 66 640: 85%|########5 | 143/168 [00:27<00:04, 5.35it/s]
162/499 4.32G 0.0096 0.008698 0.003498 66 640: 86%|########5 | 144/168 [00:27<00:04, 5.42it/s]
162/499 4.32G 0.009593 0.008701 0.003489 79 640: 86%|########5 | 144/168 [00:27<00:04, 5.42it/s]
162/499 4.32G 0.009593 0.008701 0.003489 79 640: 86%|########6 | 145/168 [00:27<00:04, 5.26it/s]
162/499 4.32G 0.009589 0.008704 0.0035 82 640: 86%|########6 | 145/168 [00:27<00:04, 5.26it/s]
162/499 4.32G 0.009589 0.008704 0.0035 82 640: 87%|########6 | 146/168 [00:27<00:04, 5.35it/s]
162/499 4.32G 0.009586 0.008715 0.003478 73 640: 87%|########6 | 146/168 [00:27<00:04, 5.35it/s]
162/499 4.32G 0.009586 0.008715 0.003478 73 640: 88%|########7 | 147/168 [00:27<00:03, 5.42it/s]
162/499 4.32G 0.009578 0.008705 0.003461 62 640: 88%|########7 | 147/168 [00:27<00:03, 5.42it/s]
162/499 4.32G 0.009578 0.008705 0.003461 62 640: 88%|########8 | 148/168 [00:27<00:03, 5.26it/s]
162/499 4.32G 0.009575 0.00872 0.003452 85 640: 88%|########8 | 148/168 [00:28<00:03, 5.26it/s]
162/499 4.32G 0.009575 0.00872 0.003452 85 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
162/499 4.32G 0.009578 0.008728 0.003436 67 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
162/499 4.32G 0.009578 0.008728 0.003436 67 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s]
162/499 4.32G 0.009577 0.008732 0.003442 66 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s]
162/499 4.32G 0.009577 0.008732 0.003442 66 640: 90%|########9 | 151/168 [00:28<00:03, 5.24it/s]
162/499 4.32G 0.009576 0.008728 0.003429 60 640: 90%|########9 | 151/168 [00:28<00:03, 5.24it/s]
162/499 4.32G 0.009576 0.008728 0.003429 60 640: 90%|######### | 152/168 [00:28<00:03, 5.32it/s]
162/499 4.32G 0.009571 0.008724 0.003434 75 640: 90%|######### | 152/168 [00:28<00:03, 5.32it/s]
162/499 4.32G 0.009571 0.008724 0.003434 75 640: 91%|#########1| 153/168 [00:28<00:02, 5.40it/s]
162/499 4.32G 0.009571 0.008748 0.003429 85 640: 91%|#########1| 153/168 [00:29<00:02, 5.40it/s]
162/499 4.32G 0.009571 0.008748 0.003429 85 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
162/499 4.32G 0.009562 0.008749 0.003415 75 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
162/499 4.32G 0.009562 0.008749 0.003415 75 640: 92%|#########2| 155/168 [00:29<00:02, 5.32it/s]
162/499 4.32G 0.009562 0.008759 0.003396 74 640: 92%|#########2| 155/168 [00:29<00:02, 5.32it/s]
162/499 4.32G 0.009562 0.008759 0.003396 74 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s]
162/499 4.32G 0.00956 0.008761 0.003394 76 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s]
162/499 4.32G 0.00956 0.008761 0.003394 76 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s]
162/499 4.32G 0.009556 0.008751 0.003389 61 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s]
162/499 4.32G 0.009556 0.008751 0.003389 61 640: 94%|#########4| 158/168 [00:29<00:01, 5.29it/s]
162/499 4.32G 0.009546 0.008757 0.003394 81 640: 94%|#########4| 158/168 [00:29<00:01, 5.29it/s]
162/499 4.32G 0.009546 0.008757 0.003394 81 640: 95%|#########4| 159/168 [00:29<00:01, 5.35it/s]
162/499 4.32G 0.009546 0.008765 0.003379 65 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s]
162/499 4.32G 0.009546 0.008765 0.003379 65 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s]
162/499 4.32G 0.009545 0.00876 0.003376 63 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s]
162/499 4.32G 0.009545 0.00876 0.003376 63 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
162/499 4.32G 0.009539 0.008766 0.003396 69 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
162/499 4.32G 0.009539 0.008766 0.003396 69 640: 96%|#########6| 162/168 [00:30<00:01, 5.33it/s]
162/499 4.32G 0.009532 0.00877 0.003395 75 640: 96%|#########6| 162/168 [00:30<00:01, 5.33it/s]
162/499 4.32G 0.009532 0.00877 0.003395 75 640: 97%|#########7| 163/168 [00:30<00:00, 5.16it/s]
162/499 4.32G 0.009525 0.008771 0.003411 74 640: 97%|#########7| 163/168 [00:30<00:00, 5.16it/s]
162/499 4.32G 0.009525 0.008771 0.003411 74 640: 98%|#########7| 164/168 [00:30<00:00, 5.27it/s]
162/499 4.32G 0.009526 0.008767 0.003411 75 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s]
162/499 4.32G 0.009526 0.008767 0.003411 75 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s]
162/499 4.32G 0.009526 0.008763 0.003407 63 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s]
162/499 4.32G 0.009526 0.008763 0.003407 63 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s]
162/499 4.32G 0.00952 0.008776 0.003401 86 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s]
162/499 4.32G 0.00952 0.008776 0.003401 86 640: 99%|#########9| 167/168 [00:31<00:00, 5.31it/s]
162/499 4.32G 0.009517 0.008772 0.003401 35 640: 99%|#########9| 167/168 [00:31<00:00, 5.31it/s]
162/499 4.32G 0.009517 0.008772 0.003401 35 640: 100%|##########| 168/168 [00:31<00:00, 5.49it/s]
162/499 4.32G 0.009517 0.008772 0.003401 35 640: 100%|##########| 168/168 [00:31<00:00, 5.30it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.78it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.85it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.83it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.42it/s]
all 132 263 0.871 0.903 0.898 0.776
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
163/499 4.32G 0.008788 0.009307 0.004853 72 640: 0%| | 0/168 [00:00<?, ?it/s]
163/499 4.32G 0.008788 0.009307 0.004853 72 640: 1%| | 1/168 [00:00<00:33, 5.01it/s]
163/499 4.32G 0.008871 0.008742 0.004494 66 640: 1%| | 1/168 [00:00<00:33, 5.01it/s]
163/499 4.32G 0.008871 0.008742 0.004494 66 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s]
163/499 4.32G 0.008718 0.008668 0.003938 70 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s]
163/499 4.32G 0.008718 0.008668 0.003938 70 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s]
163/499 4.32G 0.008683 0.00943 0.003143 87 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s]
163/499 4.32G 0.008683 0.00943 0.003143 87 640: 2%|2 | 4/168 [00:00<00:32, 5.11it/s]
163/499 4.32G 0.008799 0.008926 0.00312 61 640: 2%|2 | 4/168 [00:00<00:32, 5.11it/s]
163/499 4.32G 0.008799 0.008926 0.00312 61 640: 3%|2 | 5/168 [00:00<00:31, 5.17it/s]
163/499 4.32G 0.008824 0.008937 0.003024 71 640: 3%|2 | 5/168 [00:01<00:31, 5.17it/s]
163/499 4.32G 0.008824 0.008937 0.003024 71 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s]
163/499 4.32G 0.008869 0.008591 0.003355 61 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s]
163/499 4.32G 0.008869 0.008591 0.003355 61 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s]
163/499 4.32G 0.00896 0.008542 0.003324 55 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s]
163/499 4.32G 0.00896 0.008542 0.003324 55 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s]
163/499 4.32G 0.008991 0.008704 0.003317 69 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s]
163/499 4.32G 0.008991 0.008704 0.003317 69 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s]
163/499 4.32G 0.008937 0.008795 0.003371 71 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s]
163/499 4.32G 0.008937 0.008795 0.003371 71 640: 6%|5 | 10/168 [00:01<00:30, 5.22it/s]
163/499 4.32G 0.008795 0.008679 0.00349 68 640: 6%|5 | 10/168 [00:02<00:30, 5.22it/s]
163/499 4.32G 0.008795 0.008679 0.00349 68 640: 7%|6 | 11/168 [00:02<00:29, 5.33it/s]
163/499 4.32G 0.008825 0.008817 0.003505 89 640: 7%|6 | 11/168 [00:02<00:29, 5.33it/s]
163/499 4.32G 0.008825 0.008817 0.003505 89 640: 7%|7 | 12/168 [00:02<00:28, 5.39it/s]
163/499 4.32G 0.008955 0.008658 0.003778 51 640: 7%|7 | 12/168 [00:02<00:28, 5.39it/s]
163/499 4.32G 0.008955 0.008658 0.003778 51 640: 8%|7 | 13/168 [00:02<00:29, 5.27it/s]
163/499 4.32G 0.008975 0.008537 0.003768 65 640: 8%|7 | 13/168 [00:02<00:29, 5.27it/s]
163/499 4.32G 0.008975 0.008537 0.003768 65 640: 8%|8 | 14/168 [00:02<00:28, 5.32it/s]
163/499 4.32G 0.008898 0.008544 0.003772 68 640: 8%|8 | 14/168 [00:02<00:28, 5.32it/s]
163/499 4.32G 0.008898 0.008544 0.003772 68 640: 9%|8 | 15/168 [00:02<00:28, 5.38it/s]
163/499 4.32G 0.008785 0.008385 0.003884 64 640: 9%|8 | 15/168 [00:03<00:28, 5.38it/s]
163/499 4.32G 0.008785 0.008385 0.003884 64 640: 10%|9 | 16/168 [00:03<00:28, 5.25it/s]
163/499 4.32G 0.008716 0.00824 0.003867 63 640: 10%|9 | 16/168 [00:03<00:28, 5.25it/s]
163/499 4.32G 0.008716 0.00824 0.003867 63 640: 10%|# | 17/168 [00:03<00:28, 5.30it/s]
163/499 4.32G 0.008793 0.008286 0.003777 59 640: 10%|# | 17/168 [00:03<00:28, 5.30it/s]
163/499 4.32G 0.008793 0.008286 0.003777 59 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s]
163/499 4.32G 0.00887 0.008417 0.003635 81 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s]
163/499 4.32G 0.00887 0.008417 0.003635 81 640: 11%|#1 | 19/168 [00:03<00:28, 5.23it/s]
163/499 4.32G 0.008892 0.008465 0.003603 73 640: 11%|#1 | 19/168 [00:03<00:28, 5.23it/s]
163/499 4.32G 0.008892 0.008465 0.003603 73 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s]
163/499 4.32G 0.008976 0.008608 0.003639 77 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s]
163/499 4.32G 0.008976 0.008608 0.003639 77 640: 12%|#2 | 21/168 [00:03<00:27, 5.37it/s]
163/499 4.32G 0.008906 0.008461 0.003674 57 640: 12%|#2 | 21/168 [00:04<00:27, 5.37it/s]
163/499 4.32G 0.008906 0.008461 0.003674 57 640: 13%|#3 | 22/168 [00:04<00:27, 5.24it/s]
163/499 4.32G 0.008868 0.008447 0.003605 71 640: 13%|#3 | 22/168 [00:04<00:27, 5.24it/s]
163/499 4.32G 0.008868 0.008447 0.003605 71 640: 14%|#3 | 23/168 [00:04<00:27, 5.35it/s]
163/499 4.32G 0.008896 0.008444 0.003543 66 640: 14%|#3 | 23/168 [00:04<00:27, 5.35it/s]
163/499 4.32G 0.008896 0.008444 0.003543 66 640: 14%|#4 | 24/168 [00:04<00:26, 5.40it/s]
163/499 4.32G 0.008903 0.008451 0.003567 65 640: 14%|#4 | 24/168 [00:04<00:26, 5.40it/s]
163/499 4.32G 0.008903 0.008451 0.003567 65 640: 15%|#4 | 25/168 [00:04<00:27, 5.27it/s]
163/499 4.32G 0.008968 0.008478 0.003837 60 640: 15%|#4 | 25/168 [00:04<00:27, 5.27it/s]
163/499 4.32G 0.008968 0.008478 0.003837 60 640: 15%|#5 | 26/168 [00:04<00:26, 5.36it/s]
163/499 4.32G 0.008991 0.008458 0.003885 69 640: 15%|#5 | 26/168 [00:05<00:26, 5.36it/s]
163/499 4.32G 0.008991 0.008458 0.003885 69 640: 16%|#6 | 27/168 [00:05<00:26, 5.41it/s]
163/499 4.32G 0.009054 0.008502 0.00392 76 640: 16%|#6 | 27/168 [00:05<00:26, 5.41it/s]
163/499 4.32G 0.009054 0.008502 0.00392 76 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s]
163/499 4.32G 0.009083 0.008556 0.003854 61 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s]
163/499 4.32G 0.009083 0.008556 0.003854 61 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s]
163/499 4.32G 0.009098 0.008562 0.003832 71 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s]
163/499 4.32G 0.009098 0.008562 0.003832 71 640: 18%|#7 | 30/168 [00:05<00:25, 5.39it/s]
163/499 4.32G 0.009067 0.008553 0.003875 68 640: 18%|#7 | 30/168 [00:05<00:25, 5.39it/s]
163/499 4.32G 0.009067 0.008553 0.003875 68 640: 18%|#8 | 31/168 [00:05<00:26, 5.24it/s]
163/499 4.32G 0.00901 0.008486 0.00392 61 640: 18%|#8 | 31/168 [00:06<00:26, 5.24it/s]
163/499 4.32G 0.00901 0.008486 0.00392 61 640: 19%|#9 | 32/168 [00:06<00:25, 5.34it/s]
163/499 4.32G 0.009015 0.008509 0.003915 84 640: 19%|#9 | 32/168 [00:06<00:25, 5.34it/s]
163/499 4.32G 0.009015 0.008509 0.003915 84 640: 20%|#9 | 33/168 [00:06<00:25, 5.39it/s]
163/499 4.32G 0.008973 0.00853 0.003916 79 640: 20%|#9 | 33/168 [00:06<00:25, 5.39it/s]
163/499 4.32G 0.008973 0.00853 0.003916 79 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s]
163/499 4.32G 0.009041 0.008612 0.003928 78 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s]
163/499 4.32G 0.009041 0.008612 0.003928 78 640: 21%|## | 35/168 [00:06<00:25, 5.32it/s]
163/499 4.32G 0.009026 0.008663 0.003891 81 640: 21%|## | 35/168 [00:06<00:25, 5.32it/s]
163/499 4.32G 0.009026 0.008663 0.003891 81 640: 21%|##1 | 36/168 [00:06<00:24, 5.40it/s]
163/499 4.32G 0.009014 0.008664 0.003824 73 640: 21%|##1 | 36/168 [00:06<00:24, 5.40it/s]
163/499 4.32G 0.009014 0.008664 0.003824 73 640: 22%|##2 | 37/168 [00:06<00:25, 5.22it/s]
163/499 4.32G 0.008973 0.008645 0.003791 68 640: 22%|##2 | 37/168 [00:07<00:25, 5.22it/s]
163/499 4.32G 0.008973 0.008645 0.003791 68 640: 23%|##2 | 38/168 [00:07<00:24, 5.24it/s]
163/499 4.32G 0.009031 0.008594 0.003708 50 640: 23%|##2 | 38/168 [00:07<00:24, 5.24it/s]
163/499 4.32G 0.009031 0.008594 0.003708 50 640: 23%|##3 | 39/168 [00:07<00:24, 5.31it/s]
163/499 4.32G 0.00904 0.008546 0.003693 61 640: 23%|##3 | 39/168 [00:07<00:24, 5.31it/s]
163/499 4.32G 0.00904 0.008546 0.003693 61 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s]
163/499 4.32G 0.009048 0.008572 0.00366 70 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s]
163/499 4.32G 0.009048 0.008572 0.00366 70 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s]
163/499 4.32G 0.009032 0.008545 0.003693 75 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s]
163/499 4.32G 0.009032 0.008545 0.003693 75 640: 25%|##5 | 42/168 [00:07<00:23, 5.35it/s]
163/499 4.32G 0.009077 0.008595 0.003665 74 640: 25%|##5 | 42/168 [00:08<00:23, 5.35it/s]
163/499 4.32G 0.009077 0.008595 0.003665 74 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
163/499 4.32G 0.009087 0.008613 0.00372 69 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
163/499 4.32G 0.009087 0.008613 0.00372 69 640: 26%|##6 | 44/168 [00:08<00:23, 5.32it/s]
163/499 4.32G 0.00909 0.008611 0.003695 69 640: 26%|##6 | 44/168 [00:08<00:23, 5.32it/s]
163/499 4.32G 0.00909 0.008611 0.003695 69 640: 27%|##6 | 45/168 [00:08<00:22, 5.37it/s]
163/499 4.32G 0.009078 0.008632 0.003642 76 640: 27%|##6 | 45/168 [00:08<00:22, 5.37it/s]
163/499 4.32G 0.009078 0.008632 0.003642 76 640: 27%|##7 | 46/168 [00:08<00:23, 5.25it/s]
163/499 4.32G 0.009132 0.008638 0.003597 67 640: 27%|##7 | 46/168 [00:08<00:23, 5.25it/s]
163/499 4.32G 0.009132 0.008638 0.003597 67 640: 28%|##7 | 47/168 [00:08<00:22, 5.35it/s]
163/499 4.32G 0.009155 0.008683 0.003571 76 640: 28%|##7 | 47/168 [00:09<00:22, 5.35it/s]
163/499 4.32G 0.009155 0.008683 0.003571 76 640: 29%|##8 | 48/168 [00:09<00:22, 5.42it/s]
163/499 4.32G 0.009145 0.008712 0.003552 80 640: 29%|##8 | 48/168 [00:09<00:22, 5.42it/s]
163/499 4.32G 0.009145 0.008712 0.003552 80 640: 29%|##9 | 49/168 [00:09<00:22, 5.29it/s]
163/499 4.32G 0.009175 0.008709 0.003507 65 640: 29%|##9 | 49/168 [00:09<00:22, 5.29it/s]
163/499 4.32G 0.009175 0.008709 0.003507 65 640: 30%|##9 | 50/168 [00:09<00:21, 5.36it/s]
163/499 4.32G 0.009181 0.008692 0.003691 64 640: 30%|##9 | 50/168 [00:09<00:21, 5.36it/s]
163/499 4.32G 0.009181 0.008692 0.003691 64 640: 30%|### | 51/168 [00:09<00:21, 5.44it/s]
163/499 4.32G 0.009205 0.008677 0.003697 65 640: 30%|### | 51/168 [00:09<00:21, 5.44it/s]
163/499 4.32G 0.009205 0.008677 0.003697 65 640: 31%|### | 52/168 [00:09<00:21, 5.29it/s]
163/499 4.32G 0.009186 0.008656 0.003682 75 640: 31%|### | 52/168 [00:09<00:21, 5.29it/s]
163/499 4.32G 0.009186 0.008656 0.003682 75 640: 32%|###1 | 53/168 [00:09<00:21, 5.38it/s]
163/499 4.32G 0.009158 0.00862 0.00366 55 640: 32%|###1 | 53/168 [00:10<00:21, 5.38it/s]
163/499 4.32G 0.009158 0.00862 0.00366 55 640: 32%|###2 | 54/168 [00:10<00:21, 5.43it/s]
163/499 4.32G 0.009182 0.008613 0.003717 56 640: 32%|###2 | 54/168 [00:10<00:21, 5.43it/s]
163/499 4.32G 0.009182 0.008613 0.003717 56 640: 33%|###2 | 55/168 [00:10<00:21, 5.30it/s]
163/499 4.32G 0.0092 0.008628 0.003683 57 640: 33%|###2 | 55/168 [00:10<00:21, 5.30it/s]
163/499 4.32G 0.0092 0.008628 0.003683 57 640: 33%|###3 | 56/168 [00:10<00:20, 5.39it/s]
163/499 4.32G 0.009209 0.008653 0.003677 87 640: 33%|###3 | 56/168 [00:10<00:20, 5.39it/s]
163/499 4.32G 0.009209 0.008653 0.003677 87 640: 34%|###3 | 57/168 [00:10<00:20, 5.46it/s]
163/499 4.32G 0.009206 0.008657 0.00364 75 640: 34%|###3 | 57/168 [00:10<00:20, 5.46it/s]
163/499 4.32G 0.009206 0.008657 0.00364 75 640: 35%|###4 | 58/168 [00:10<00:20, 5.26it/s]
163/499 4.32G 0.009234 0.008693 0.003659 76 640: 35%|###4 | 58/168 [00:11<00:20, 5.26it/s]
163/499 4.32G 0.009234 0.008693 0.003659 76 640: 35%|###5 | 59/168 [00:11<00:20, 5.34it/s]
163/499 4.32G 0.009228 0.008664 0.003702 66 640: 35%|###5 | 59/168 [00:11<00:20, 5.34it/s]
163/499 4.32G 0.009228 0.008664 0.003702 66 640: 36%|###5 | 60/168 [00:11<00:20, 5.40it/s]
163/499 4.32G 0.009226 0.008661 0.003686 68 640: 36%|###5 | 60/168 [00:11<00:20, 5.40it/s]
163/499 4.32G 0.009226 0.008661 0.003686 68 640: 36%|###6 | 61/168 [00:11<00:20, 5.25it/s]
163/499 4.32G 0.00921 0.008677 0.00373 83 640: 36%|###6 | 61/168 [00:11<00:20, 5.25it/s]
163/499 4.32G 0.00921 0.008677 0.00373 83 640: 37%|###6 | 62/168 [00:11<00:19, 5.34it/s]
163/499 4.32G 0.009213 0.00867 0.003745 68 640: 37%|###6 | 62/168 [00:11<00:19, 5.34it/s]
163/499 4.32G 0.009213 0.00867 0.003745 68 640: 38%|###7 | 63/168 [00:11<00:19, 5.42it/s]
163/499 4.32G 0.009202 0.008676 0.003746 77 640: 38%|###7 | 63/168 [00:12<00:19, 5.42it/s]
163/499 4.32G 0.009202 0.008676 0.003746 77 640: 38%|###8 | 64/168 [00:12<00:19, 5.27it/s]
163/499 4.32G 0.009212 0.008687 0.003728 79 640: 38%|###8 | 64/168 [00:12<00:19, 5.27it/s]
163/499 4.32G 0.009212 0.008687 0.003728 79 640: 39%|###8 | 65/168 [00:12<00:19, 5.33it/s]
163/499 4.32G 0.009209 0.008657 0.003743 70 640: 39%|###8 | 65/168 [00:12<00:19, 5.33it/s]
163/499 4.32G 0.009209 0.008657 0.003743 70 640: 39%|###9 | 66/168 [00:12<00:18, 5.37it/s]
163/499 4.32G 0.009216 0.00867 0.003733 77 640: 39%|###9 | 66/168 [00:12<00:18, 5.37it/s]
163/499 4.32G 0.009216 0.00867 0.003733 77 640: 40%|###9 | 67/168 [00:12<00:19, 5.27it/s]
163/499 4.32G 0.009207 0.008645 0.003776 61 640: 40%|###9 | 67/168 [00:12<00:19, 5.27it/s]
163/499 4.32G 0.009207 0.008645 0.003776 61 640: 40%|#### | 68/168 [00:12<00:18, 5.36it/s]
163/499 4.32G 0.009188 0.008627 0.003737 51 640: 40%|#### | 68/168 [00:12<00:18, 5.36it/s]
163/499 4.32G 0.009188 0.008627 0.003737 51 640: 41%|####1 | 69/168 [00:12<00:18, 5.36it/s]
163/499 4.32G 0.009182 0.008632 0.003736 68 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s]
163/499 4.32G 0.009182 0.008632 0.003736 68 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s]
163/499 4.32G 0.009199 0.008627 0.00378 72 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s]
163/499 4.32G 0.009199 0.008627 0.00378 72 640: 42%|####2 | 71/168 [00:13<00:18, 5.33it/s]
163/499 4.32G 0.009182 0.008615 0.00378 68 640: 42%|####2 | 71/168 [00:13<00:18, 5.33it/s]
163/499 4.32G 0.009182 0.008615 0.00378 68 640: 43%|####2 | 72/168 [00:13<00:17, 5.40it/s]
163/499 4.32G 0.009183 0.00864 0.00378 83 640: 43%|####2 | 72/168 [00:13<00:17, 5.40it/s]
163/499 4.32G 0.009183 0.00864 0.00378 83 640: 43%|####3 | 73/168 [00:13<00:18, 5.25it/s]
163/499 4.32G 0.009171 0.008624 0.003771 67 640: 43%|####3 | 73/168 [00:13<00:18, 5.25it/s]
163/499 4.32G 0.009171 0.008624 0.003771 67 640: 44%|####4 | 74/168 [00:13<00:17, 5.34it/s]
163/499 4.32G 0.009165 0.008629 0.003768 70 640: 44%|####4 | 74/168 [00:14<00:17, 5.34it/s]
163/499 4.32G 0.009165 0.008629 0.003768 70 640: 45%|####4 | 75/168 [00:14<00:17, 5.37it/s]
163/499 4.32G 0.009162 0.008612 0.003766 57 640: 45%|####4 | 75/168 [00:14<00:17, 5.37it/s]
163/499 4.32G 0.009162 0.008612 0.003766 57 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s]
163/499 4.32G 0.009175 0.008583 0.003764 49 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s]
163/499 4.32G 0.009175 0.008583 0.003764 49 640: 46%|####5 | 77/168 [00:14<00:17, 5.32it/s]
163/499 4.32G 0.009189 0.008576 0.003763 61 640: 46%|####5 | 77/168 [00:14<00:17, 5.32it/s]
163/499 4.32G 0.009189 0.008576 0.003763 61 640: 46%|####6 | 78/168 [00:14<00:16, 5.39it/s]
163/499 4.32G 0.009176 0.008571 0.003744 66 640: 46%|####6 | 78/168 [00:14<00:16, 5.39it/s]
163/499 4.32G 0.009176 0.008571 0.003744 66 640: 47%|####7 | 79/168 [00:14<00:16, 5.25it/s]
163/499 4.32G 0.009165 0.008578 0.003763 71 640: 47%|####7 | 79/168 [00:15<00:16, 5.25it/s]
163/499 4.32G 0.009165 0.008578 0.003763 71 640: 48%|####7 | 80/168 [00:15<00:16, 5.33it/s]
163/499 4.32G 0.009162 0.008597 0.003744 85 640: 48%|####7 | 80/168 [00:15<00:16, 5.33it/s]
163/499 4.32G 0.009162 0.008597 0.003744 85 640: 48%|####8 | 81/168 [00:15<00:16, 5.40it/s]
163/499 4.32G 0.009161 0.008594 0.003745 68 640: 48%|####8 | 81/168 [00:15<00:16, 5.40it/s]
163/499 4.32G 0.009161 0.008594 0.003745 68 640: 49%|####8 | 82/168 [00:15<00:16, 5.26it/s]
163/499 4.32G 0.009154 0.008584 0.003712 72 640: 49%|####8 | 82/168 [00:15<00:16, 5.26it/s]
163/499 4.32G 0.009154 0.008584 0.003712 72 640: 49%|####9 | 83/168 [00:15<00:15, 5.33it/s]
163/499 4.32G 0.009146 0.008585 0.003686 68 640: 49%|####9 | 83/168 [00:15<00:15, 5.33it/s]
163/499 4.32G 0.009146 0.008585 0.003686 68 640: 50%|##### | 84/168 [00:15<00:15, 5.39it/s]
163/499 4.32G 0.009151 0.008583 0.003669 64 640: 50%|##### | 84/168 [00:15<00:15, 5.39it/s]
163/499 4.32G 0.009151 0.008583 0.003669 64 640: 51%|##### | 85/168 [00:15<00:15, 5.24it/s]
163/499 4.32G 0.009176 0.008604 0.003663 70 640: 51%|##### | 85/168 [00:16<00:15, 5.24it/s]
163/499 4.32G 0.009176 0.008604 0.003663 70 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s]
163/499 4.32G 0.009176 0.008611 0.003648 75 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s]
163/499 4.32G 0.009176 0.008611 0.003648 75 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s]
163/499 4.32G 0.009181 0.008623 0.003698 66 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s]
163/499 4.32G 0.009181 0.008623 0.003698 66 640: 52%|#####2 | 88/168 [00:16<00:15, 5.22it/s]
163/499 4.32G 0.009191 0.008624 0.003691 68 640: 52%|#####2 | 88/168 [00:16<00:15, 5.22it/s]
163/499 4.32G 0.009191 0.008624 0.003691 68 640: 53%|#####2 | 89/168 [00:16<00:14, 5.30it/s]
163/499 4.32G 0.009199 0.008627 0.003673 78 640: 53%|#####2 | 89/168 [00:16<00:14, 5.30it/s]
163/499 4.32G 0.009199 0.008627 0.003673 78 640: 54%|#####3 | 90/168 [00:16<00:14, 5.38it/s]
163/499 4.32G 0.009209 0.008613 0.003655 61 640: 54%|#####3 | 90/168 [00:17<00:14, 5.38it/s]
163/499 4.32G 0.009209 0.008613 0.003655 61 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s]
163/499 4.32G 0.009206 0.008612 0.003642 74 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s]
163/499 4.32G 0.009206 0.008612 0.003642 74 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s]
163/499 4.32G 0.009202 0.008614 0.003613 63 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s]
163/499 4.32G 0.009202 0.008614 0.003613 63 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s]
163/499 4.32G 0.009192 0.008593 0.003596 51 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s]
163/499 4.32G 0.009192 0.008593 0.003596 51 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
163/499 4.32G 0.00918 0.008569 0.003578 58 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
163/499 4.32G 0.00918 0.008569 0.003578 58 640: 57%|#####6 | 95/168 [00:17<00:13, 5.31it/s]
163/499 4.32G 0.009181 0.008572 0.003585 64 640: 57%|#####6 | 95/168 [00:18<00:13, 5.31it/s]
163/499 4.32G 0.009181 0.008572 0.003585 64 640: 57%|#####7 | 96/168 [00:18<00:13, 5.38it/s]
163/499 4.32G 0.009196 0.008589 0.003587 73 640: 57%|#####7 | 96/168 [00:18<00:13, 5.38it/s]
163/499 4.32G 0.009196 0.008589 0.003587 73 640: 58%|#####7 | 97/168 [00:18<00:13, 5.26it/s]
163/499 4.32G 0.009185 0.00859 0.003554 80 640: 58%|#####7 | 97/168 [00:18<00:13, 5.26it/s]
163/499 4.32G 0.009185 0.00859 0.003554 80 640: 58%|#####8 | 98/168 [00:18<00:13, 5.33it/s]
163/499 4.32G 0.00917 0.008572 0.003531 63 640: 58%|#####8 | 98/168 [00:18<00:13, 5.33it/s]
163/499 4.32G 0.00917 0.008572 0.003531 63 640: 59%|#####8 | 99/168 [00:18<00:12, 5.41it/s]
163/499 4.32G 0.009167 0.008553 0.003536 65 640: 59%|#####8 | 99/168 [00:18<00:12, 5.41it/s]
163/499 4.32G 0.009167 0.008553 0.003536 65 640: 60%|#####9 | 100/168 [00:18<00:12, 5.27it/s]
163/499 4.32G 0.009165 0.008571 0.003538 87 640: 60%|#####9 | 100/168 [00:19<00:12, 5.27it/s]
163/499 4.32G 0.009165 0.008571 0.003538 87 640: 60%|###### | 101/168 [00:19<00:12, 5.35it/s]
163/499 4.32G 0.00915 0.008571 0.003524 80 640: 60%|###### | 101/168 [00:19<00:12, 5.35it/s]
163/499 4.32G 0.00915 0.008571 0.003524 80 640: 61%|###### | 102/168 [00:19<00:12, 5.42it/s]
163/499 4.32G 0.009145 0.008577 0.003517 58 640: 61%|###### | 102/168 [00:19<00:12, 5.42it/s]
163/499 4.32G 0.009145 0.008577 0.003517 58 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s]
163/499 4.32G 0.009136 0.008568 0.003517 63 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s]
163/499 4.32G 0.009136 0.008568 0.003517 63 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s]
163/499 4.32G 0.009146 0.00858 0.003516 66 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s]
163/499 4.32G 0.009146 0.00858 0.003516 66 640: 62%|######2 | 105/168 [00:19<00:11, 5.38it/s]
163/499 4.32G 0.00914 0.008565 0.003505 61 640: 62%|######2 | 105/168 [00:19<00:11, 5.38it/s]
163/499 4.32G 0.00914 0.008565 0.003505 61 640: 63%|######3 | 106/168 [00:19<00:11, 5.24it/s]
163/499 4.32G 0.009137 0.008565 0.003515 70 640: 63%|######3 | 106/168 [00:20<00:11, 5.24it/s]
163/499 4.32G 0.009137 0.008565 0.003515 70 640: 64%|######3 | 107/168 [00:20<00:11, 5.35it/s]
163/499 4.32G 0.009146 0.008577 0.003512 61 640: 64%|######3 | 107/168 [00:20<00:11, 5.35it/s]
163/499 4.32G 0.009146 0.008577 0.003512 61 640: 64%|######4 | 108/168 [00:20<00:11, 5.43it/s]
163/499 4.32G 0.009152 0.008603 0.003511 82 640: 64%|######4 | 108/168 [00:20<00:11, 5.43it/s]
163/499 4.32G 0.009152 0.008603 0.003511 82 640: 65%|######4 | 109/168 [00:20<00:11, 5.29it/s]
163/499 4.32G 0.009153 0.008603 0.00353 72 640: 65%|######4 | 109/168 [00:20<00:11, 5.29it/s]
163/499 4.32G 0.009153 0.008603 0.00353 72 640: 65%|######5 | 110/168 [00:20<00:10, 5.39it/s]
163/499 4.32G 0.009153 0.008586 0.003529 52 640: 65%|######5 | 110/168 [00:20<00:10, 5.39it/s]
163/499 4.32G 0.009153 0.008586 0.003529 52 640: 66%|######6 | 111/168 [00:20<00:10, 5.44it/s]
163/499 4.32G 0.009147 0.008582 0.003518 64 640: 66%|######6 | 111/168 [00:21<00:10, 5.44it/s]
163/499 4.32G 0.009147 0.008582 0.003518 64 640: 67%|######6 | 112/168 [00:21<00:10, 5.29it/s]
163/499 4.32G 0.009148 0.008576 0.003525 77 640: 67%|######6 | 112/168 [00:21<00:10, 5.29it/s]
163/499 4.32G 0.009148 0.008576 0.003525 77 640: 67%|######7 | 113/168 [00:21<00:10, 5.35it/s]
163/499 4.32G 0.009136 0.008579 0.003552 75 640: 67%|######7 | 113/168 [00:21<00:10, 5.35it/s]
163/499 4.32G 0.009136 0.008579 0.003552 75 640: 68%|######7 | 114/168 [00:21<00:09, 5.40it/s]
163/499 4.32G 0.009162 0.008577 0.003548 64 640: 68%|######7 | 114/168 [00:21<00:09, 5.40it/s]
163/499 4.32G 0.009162 0.008577 0.003548 64 640: 68%|######8 | 115/168 [00:21<00:10, 5.28it/s]
163/499 4.32G 0.009165 0.008581 0.003544 72 640: 68%|######8 | 115/168 [00:21<00:10, 5.28it/s]
163/499 4.32G 0.009165 0.008581 0.003544 72 640: 69%|######9 | 116/168 [00:21<00:09, 5.37it/s]
163/499 4.32G 0.009152 0.008588 0.003559 76 640: 69%|######9 | 116/168 [00:21<00:09, 5.37it/s]
163/499 4.32G 0.009152 0.008588 0.003559 76 640: 70%|######9 | 117/168 [00:21<00:09, 5.43it/s]
163/499 4.32G 0.009139 0.008588 0.003554 70 640: 70%|######9 | 117/168 [00:22<00:09, 5.43it/s]
163/499 4.32G 0.009139 0.008588 0.003554 70 640: 70%|####### | 118/168 [00:22<00:09, 5.25it/s]
163/499 4.32G 0.009132 0.008585 0.00356 72 640: 70%|####### | 118/168 [00:22<00:09, 5.25it/s]
163/499 4.32G 0.009132 0.008585 0.00356 72 640: 71%|####### | 119/168 [00:22<00:09, 5.35it/s]
163/499 4.32G 0.009127 0.008585 0.003532 69 640: 71%|####### | 119/168 [00:22<00:09, 5.35it/s]
163/499 4.32G 0.009127 0.008585 0.003532 69 640: 71%|#######1 | 120/168 [00:22<00:08, 5.42it/s]
163/499 4.32G 0.009135 0.008572 0.003526 50 640: 71%|#######1 | 120/168 [00:22<00:08, 5.42it/s]
163/499 4.32G 0.009135 0.008572 0.003526 50 640: 72%|#######2 | 121/168 [00:22<00:08, 5.27it/s]
163/499 4.32G 0.009134 0.008564 0.00351 57 640: 72%|#######2 | 121/168 [00:22<00:08, 5.27it/s]
163/499 4.32G 0.009134 0.008564 0.00351 57 640: 73%|#######2 | 122/168 [00:22<00:08, 5.34it/s]
163/499 4.32G 0.009134 0.008558 0.00353 75 640: 73%|#######2 | 122/168 [00:23<00:08, 5.34it/s]
163/499 4.32G 0.009134 0.008558 0.00353 75 640: 73%|#######3 | 123/168 [00:23<00:08, 5.40it/s]
163/499 4.32G 0.009136 0.008576 0.003528 86 640: 73%|#######3 | 123/168 [00:23<00:08, 5.40it/s]
163/499 4.32G 0.009136 0.008576 0.003528 86 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
163/499 4.32G 0.009129 0.008558 0.003501 57 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
163/499 4.32G 0.009129 0.008558 0.003501 57 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
163/499 4.32G 0.009126 0.008546 0.003513 65 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
163/499 4.32G 0.009126 0.008546 0.003513 65 640: 75%|#######5 | 126/168 [00:23<00:07, 5.38it/s]
163/499 4.32G 0.009127 0.008533 0.003497 49 640: 75%|#######5 | 126/168 [00:23<00:07, 5.38it/s]
163/499 4.32G 0.009127 0.008533 0.003497 49 640: 76%|#######5 | 127/168 [00:23<00:07, 5.24it/s]
163/499 4.32G 0.009117 0.008532 0.003502 56 640: 76%|#######5 | 127/168 [00:24<00:07, 5.24it/s]
163/499 4.32G 0.009117 0.008532 0.003502 56 640: 76%|#######6 | 128/168 [00:24<00:07, 5.32it/s]
163/499 4.32G 0.009128 0.008538 0.003531 72 640: 76%|#######6 | 128/168 [00:24<00:07, 5.32it/s]
163/499 4.32G 0.009128 0.008538 0.003531 72 640: 77%|#######6 | 129/168 [00:24<00:07, 5.39it/s]
163/499 4.32G 0.009133 0.00853 0.003518 51 640: 77%|#######6 | 129/168 [00:24<00:07, 5.39it/s]
163/499 4.32G 0.009133 0.00853 0.003518 51 640: 77%|#######7 | 130/168 [00:24<00:07, 5.26it/s]
163/499 4.32G 0.009134 0.008528 0.003511 68 640: 77%|#######7 | 130/168 [00:24<00:07, 5.26it/s]
163/499 4.32G 0.009134 0.008528 0.003511 68 640: 78%|#######7 | 131/168 [00:24<00:06, 5.35it/s]
163/499 4.32G 0.009141 0.008537 0.003494 74 640: 78%|#######7 | 131/168 [00:24<00:06, 5.35it/s]
163/499 4.32G 0.009141 0.008537 0.003494 74 640: 79%|#######8 | 132/168 [00:24<00:06, 5.38it/s]
163/499 4.32G 0.009147 0.008544 0.003489 83 640: 79%|#######8 | 132/168 [00:25<00:06, 5.38it/s]
163/499 4.32G 0.009147 0.008544 0.003489 83 640: 79%|#######9 | 133/168 [00:25<00:06, 5.10it/s]
163/499 4.32G 0.009148 0.008533 0.00351 57 640: 79%|#######9 | 133/168 [00:25<00:06, 5.10it/s]
163/499 4.32G 0.009148 0.008533 0.00351 57 640: 80%|#######9 | 134/168 [00:25<00:06, 5.24it/s]
163/499 4.32G 0.009166 0.008543 0.003502 60 640: 80%|#######9 | 134/168 [00:25<00:06, 5.24it/s]
163/499 4.32G 0.009166 0.008543 0.003502 60 640: 80%|######## | 135/168 [00:25<00:06, 5.28it/s]
163/499 4.32G 0.009179 0.00854 0.0035 62 640: 80%|######## | 135/168 [00:25<00:06, 5.28it/s]
163/499 4.32G 0.009179 0.00854 0.0035 62 640: 81%|######## | 136/168 [00:25<00:06, 5.17it/s]
163/499 4.32G 0.009181 0.008525 0.003487 50 640: 81%|######## | 136/168 [00:25<00:06, 5.17it/s]
163/499 4.32G 0.009181 0.008525 0.003487 50 640: 82%|########1 | 137/168 [00:25<00:05, 5.28it/s]
163/499 4.32G 0.009179 0.00851 0.003502 62 640: 82%|########1 | 137/168 [00:25<00:05, 5.28it/s]
163/499 4.32G 0.009179 0.00851 0.003502 62 640: 82%|########2 | 138/168 [00:25<00:05, 5.36it/s]
163/499 4.32G 0.009193 0.008523 0.003498 76 640: 82%|########2 | 138/168 [00:26<00:05, 5.36it/s]
163/499 4.32G 0.009193 0.008523 0.003498 76 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
163/499 4.32G 0.009196 0.008523 0.003504 74 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
163/499 4.32G 0.009196 0.008523 0.003504 74 640: 83%|########3 | 140/168 [00:26<00:05, 5.33it/s]
163/499 4.32G 0.009193 0.008515 0.003488 70 640: 83%|########3 | 140/168 [00:26<00:05, 5.33it/s]
163/499 4.32G 0.009193 0.008515 0.003488 70 640: 84%|########3 | 141/168 [00:26<00:05, 5.38it/s]
163/499 4.32G 0.009193 0.008513 0.003486 70 640: 84%|########3 | 141/168 [00:26<00:05, 5.38it/s]
163/499 4.32G 0.009193 0.008513 0.003486 70 640: 85%|########4 | 142/168 [00:26<00:04, 5.24it/s]
163/499 4.32G 0.009195 0.008532 0.003491 80 640: 85%|########4 | 142/168 [00:26<00:04, 5.24it/s]
163/499 4.32G 0.009195 0.008532 0.003491 80 640: 85%|########5 | 143/168 [00:26<00:04, 5.33it/s]
163/499 4.32G 0.0092 0.008527 0.003485 56 640: 85%|########5 | 143/168 [00:27<00:04, 5.33it/s]
163/499 4.32G 0.0092 0.008527 0.003485 56 640: 86%|########5 | 144/168 [00:27<00:04, 5.40it/s]
163/499 4.32G 0.009198 0.008527 0.003487 57 640: 86%|########5 | 144/168 [00:27<00:04, 5.40it/s]
163/499 4.32G 0.009198 0.008527 0.003487 57 640: 86%|########6 | 145/168 [00:27<00:04, 5.26it/s]
163/499 4.32G 0.009197 0.008535 0.003476 65 640: 86%|########6 | 145/168 [00:27<00:04, 5.26it/s]
163/499 4.32G 0.009197 0.008535 0.003476 65 640: 87%|########6 | 146/168 [00:27<00:04, 5.36it/s]
163/499 4.32G 0.009196 0.00854 0.003476 74 640: 87%|########6 | 146/168 [00:27<00:04, 5.36it/s]
163/499 4.32G 0.009196 0.00854 0.003476 74 640: 88%|########7 | 147/168 [00:27<00:03, 5.43it/s]
163/499 4.32G 0.009198 0.008535 0.003477 65 640: 88%|########7 | 147/168 [00:27<00:03, 5.43it/s]
163/499 4.32G 0.009198 0.008535 0.003477 65 640: 88%|########8 | 148/168 [00:27<00:03, 5.29it/s]
163/499 4.32G 0.009192 0.008532 0.003476 66 640: 88%|########8 | 148/168 [00:28<00:03, 5.29it/s]
163/499 4.32G 0.009192 0.008532 0.003476 66 640: 89%|########8 | 149/168 [00:28<00:03, 5.37it/s]
163/499 4.32G 0.0092 0.008532 0.003481 72 640: 89%|########8 | 149/168 [00:28<00:03, 5.37it/s]
163/499 4.32G 0.0092 0.008532 0.003481 72 640: 89%|########9 | 150/168 [00:28<00:03, 5.43it/s]
163/499 4.32G 0.009202 0.008538 0.003466 76 640: 89%|########9 | 150/168 [00:28<00:03, 5.43it/s]
163/499 4.32G 0.009202 0.008538 0.003466 76 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
163/499 4.32G 0.009202 0.008545 0.003473 76 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
163/499 4.32G 0.009202 0.008545 0.003473 76 640: 90%|######### | 152/168 [00:28<00:03, 5.32it/s]
163/499 4.32G 0.009208 0.008558 0.003481 77 640: 90%|######### | 152/168 [00:28<00:03, 5.32it/s]
163/499 4.32G 0.009208 0.008558 0.003481 77 640: 91%|#########1| 153/168 [00:28<00:02, 5.41it/s]
163/499 4.32G 0.009211 0.008576 0.003476 77 640: 91%|#########1| 153/168 [00:28<00:02, 5.41it/s]
163/499 4.32G 0.009211 0.008576 0.003476 77 640: 92%|#########1| 154/168 [00:28<00:02, 5.28it/s]
163/499 4.32G 0.009227 0.008576 0.003489 68 640: 92%|#########1| 154/168 [00:29<00:02, 5.28it/s]
163/499 4.32G 0.009227 0.008576 0.003489 68 640: 92%|#########2| 155/168 [00:29<00:02, 5.38it/s]
163/499 4.32G 0.009237 0.00858 0.003498 68 640: 92%|#########2| 155/168 [00:29<00:02, 5.38it/s]
163/499 4.32G 0.009237 0.00858 0.003498 68 640: 93%|#########2| 156/168 [00:29<00:02, 5.39it/s]
163/499 4.32G 0.009241 0.008582 0.003484 65 640: 93%|#########2| 156/168 [00:29<00:02, 5.39it/s]
163/499 4.32G 0.009241 0.008582 0.003484 65 640: 93%|#########3| 157/168 [00:29<00:02, 5.23it/s]
163/499 4.32G 0.009239 0.008585 0.003491 73 640: 93%|#########3| 157/168 [00:29<00:02, 5.23it/s]
163/499 4.32G 0.009239 0.008585 0.003491 73 640: 94%|#########4| 158/168 [00:29<00:01, 5.35it/s]
163/499 4.32G 0.00924 0.008598 0.003508 80 640: 94%|#########4| 158/168 [00:29<00:01, 5.35it/s]
163/499 4.32G 0.00924 0.008598 0.003508 80 640: 95%|#########4| 159/168 [00:29<00:01, 5.44it/s]
163/499 4.32G 0.009241 0.008601 0.00351 77 640: 95%|#########4| 159/168 [00:30<00:01, 5.44it/s]
163/499 4.32G 0.009241 0.008601 0.00351 77 640: 95%|#########5| 160/168 [00:30<00:01, 5.28it/s]
163/499 4.32G 0.00924 0.008601 0.003499 69 640: 95%|#########5| 160/168 [00:30<00:01, 5.28it/s]
163/499 4.32G 0.00924 0.008601 0.003499 69 640: 96%|#########5| 161/168 [00:30<00:01, 5.36it/s]
163/499 4.32G 0.009232 0.008593 0.00352 62 640: 96%|#########5| 161/168 [00:30<00:01, 5.36it/s]
163/499 4.32G 0.009232 0.008593 0.00352 62 640: 96%|#########6| 162/168 [00:30<00:01, 5.40it/s]
163/499 4.32G 0.009222 0.008588 0.003533 70 640: 96%|#########6| 162/168 [00:30<00:01, 5.40it/s]
163/499 4.32G 0.009222 0.008588 0.003533 70 640: 97%|#########7| 163/168 [00:30<00:00, 5.28it/s]
163/499 4.32G 0.009227 0.008592 0.003532 65 640: 97%|#########7| 163/168 [00:30<00:00, 5.28it/s]
163/499 4.32G 0.009227 0.008592 0.003532 65 640: 98%|#########7| 164/168 [00:30<00:00, 5.35it/s]
163/499 4.32G 0.009236 0.00859 0.003521 54 640: 98%|#########7| 164/168 [00:31<00:00, 5.35it/s]
163/499 4.32G 0.009236 0.00859 0.003521 54 640: 98%|#########8| 165/168 [00:31<00:00, 5.43it/s]
163/499 4.32G 0.009238 0.008605 0.003519 84 640: 98%|#########8| 165/168 [00:31<00:00, 5.43it/s]
163/499 4.32G 0.009238 0.008605 0.003519 84 640: 99%|#########8| 166/168 [00:31<00:00, 5.29it/s]
163/499 4.32G 0.009236 0.008597 0.003516 54 640: 99%|#########8| 166/168 [00:31<00:00, 5.29it/s]
163/499 4.32G 0.009236 0.008597 0.003516 54 640: 99%|#########9| 167/168 [00:31<00:00, 5.36it/s]
163/499 4.32G 0.009235 0.008592 0.003514 30 640: 99%|#########9| 167/168 [00:31<00:00, 5.36it/s]
163/499 4.32G 0.009235 0.008592 0.003514 30 640: 100%|##########| 168/168 [00:31<00:00, 5.52it/s]
163/499 4.32G 0.009235 0.008592 0.003514 30 640: 100%|##########| 168/168 [00:31<00:00, 5.32it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.87it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s]
all 132 263 0.84 0.918 0.91 0.779
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
164/499 4.32G 0.009116 0.008176 0.003483 61 640: 0%| | 0/168 [00:00<?, ?it/s]
164/499 4.32G 0.009116 0.008176 0.003483 61 640: 1%| | 1/168 [00:00<00:35, 4.76it/s]
164/499 4.32G 0.00957 0.008788 0.003433 73 640: 1%| | 1/168 [00:00<00:35, 4.76it/s]
164/499 4.32G 0.00957 0.008788 0.003433 73 640: 1%|1 | 2/168 [00:00<00:32, 5.15it/s]
164/499 4.32G 0.009654 0.008877 0.00271 57 640: 1%|1 | 2/168 [00:00<00:32, 5.15it/s]
164/499 4.32G 0.009654 0.008877 0.00271 57 640: 2%|1 | 3/168 [00:00<00:31, 5.32it/s]
164/499 4.32G 0.01018 0.009047 0.003301 70 640: 2%|1 | 3/168 [00:00<00:31, 5.32it/s]
164/499 4.32G 0.01018 0.009047 0.003301 70 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s]
164/499 4.32G 0.009961 0.009269 0.003055 86 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s]
164/499 4.32G 0.009961 0.009269 0.003055 86 640: 3%|2 | 5/168 [00:00<00:30, 5.27it/s]
164/499 4.32G 0.009924 0.009024 0.002828 47 640: 3%|2 | 5/168 [00:01<00:30, 5.27it/s]
164/499 4.32G 0.009924 0.009024 0.002828 47 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s]
164/499 4.32G 0.009706 0.008721 0.003283 72 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s]
164/499 4.32G 0.009706 0.008721 0.003283 72 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s]
164/499 4.32G 0.009627 0.008798 0.003251 76 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s]
164/499 4.32G 0.009627 0.008798 0.003251 76 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s]
164/499 4.32G 0.00966 0.009061 0.003107 74 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s]
164/499 4.32G 0.00966 0.009061 0.003107 74 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s]
164/499 4.32G 0.009938 0.009021 0.003077 65 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s]
164/499 4.32G 0.009938 0.009021 0.003077 65 640: 6%|5 | 10/168 [00:01<00:30, 5.18it/s]
164/499 4.32G 0.0099 0.008938 0.00297 71 640: 6%|5 | 10/168 [00:02<00:30, 5.18it/s]
164/499 4.32G 0.0099 0.008938 0.00297 71 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s]
164/499 4.32G 0.009833 0.008854 0.00288 61 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s]
164/499 4.32G 0.009833 0.008854 0.00288 61 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s]
164/499 4.32G 0.009784 0.008708 0.002892 55 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s]
164/499 4.32G 0.009784 0.008708 0.002892 55 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s]
164/499 4.32G 0.009768 0.00874 0.002931 65 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s]
164/499 4.32G 0.009768 0.00874 0.002931 65 640: 8%|8 | 14/168 [00:02<00:28, 5.31it/s]
164/499 4.32G 0.009824 0.008607 0.002889 58 640: 8%|8 | 14/168 [00:02<00:28, 5.31it/s]
164/499 4.32G 0.009824 0.008607 0.002889 58 640: 9%|8 | 15/168 [00:02<00:28, 5.38it/s]
164/499 4.32G 0.009712 0.008561 0.003018 62 640: 9%|8 | 15/168 [00:03<00:28, 5.38it/s]
164/499 4.32G 0.009712 0.008561 0.003018 62 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s]
164/499 4.32G 0.009771 0.008531 0.003113 63 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s]
164/499 4.32G 0.009771 0.008531 0.003113 63 640: 10%|# | 17/168 [00:03<00:28, 5.33it/s]
164/499 4.32G 0.009797 0.008625 0.003191 82 640: 10%|# | 17/168 [00:03<00:28, 5.33it/s]
164/499 4.32G 0.009797 0.008625 0.003191 82 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s]
164/499 4.32G 0.009731 0.008729 0.003155 79 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s]
164/499 4.32G 0.009731 0.008729 0.003155 79 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s]
164/499 4.32G 0.009791 0.008791 0.003343 68 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s]
164/499 4.32G 0.009791 0.008791 0.003343 68 640: 12%|#1 | 20/168 [00:03<00:27, 5.34it/s]
164/499 4.32G 0.009741 0.008768 0.003451 66 640: 12%|#1 | 20/168 [00:03<00:27, 5.34it/s]
164/499 4.32G 0.009741 0.008768 0.003451 66 640: 12%|#2 | 21/168 [00:03<00:27, 5.39it/s]
164/499 4.32G 0.009706 0.008703 0.00353 71 640: 12%|#2 | 21/168 [00:04<00:27, 5.39it/s]
164/499 4.32G 0.009706 0.008703 0.00353 71 640: 13%|#3 | 22/168 [00:04<00:27, 5.25it/s]
164/499 4.32G 0.009629 0.008661 0.003615 72 640: 13%|#3 | 22/168 [00:04<00:27, 5.25it/s]
164/499 4.32G 0.009629 0.008661 0.003615 72 640: 14%|#3 | 23/168 [00:04<00:27, 5.33it/s]
164/499 4.32G 0.0096 0.008584 0.003561 53 640: 14%|#3 | 23/168 [00:04<00:27, 5.33it/s]
164/499 4.32G 0.0096 0.008584 0.003561 53 640: 14%|#4 | 24/168 [00:04<00:26, 5.40it/s]
164/499 4.32G 0.009541 0.00855 0.003695 75 640: 14%|#4 | 24/168 [00:04<00:26, 5.40it/s]
164/499 4.32G 0.009541 0.00855 0.003695 75 640: 15%|#4 | 25/168 [00:04<00:27, 5.25it/s]
164/499 4.32G 0.009575 0.008634 0.003753 69 640: 15%|#4 | 25/168 [00:04<00:27, 5.25it/s]
164/499 4.32G 0.009575 0.008634 0.003753 69 640: 15%|#5 | 26/168 [00:04<00:26, 5.33it/s]
164/499 4.32G 0.009576 0.008625 0.00397 60 640: 15%|#5 | 26/168 [00:05<00:26, 5.33it/s]
164/499 4.32G 0.009576 0.008625 0.00397 60 640: 16%|#6 | 27/168 [00:05<00:26, 5.40it/s]
164/499 4.32G 0.009527 0.0086 0.00397 64 640: 16%|#6 | 27/168 [00:05<00:26, 5.40it/s]
164/499 4.32G 0.009527 0.0086 0.00397 64 640: 17%|#6 | 28/168 [00:05<00:26, 5.27it/s]
164/499 4.32G 0.009538 0.0086 0.003915 66 640: 17%|#6 | 28/168 [00:05<00:26, 5.27it/s]
164/499 4.32G 0.009538 0.0086 0.003915 66 640: 17%|#7 | 29/168 [00:05<00:25, 5.35it/s]
164/499 4.32G 0.009572 0.008632 0.003825 62 640: 17%|#7 | 29/168 [00:05<00:25, 5.35it/s]
164/499 4.32G 0.009572 0.008632 0.003825 62 640: 18%|#7 | 30/168 [00:05<00:25, 5.41it/s]
164/499 4.32G 0.009586 0.008726 0.003892 91 640: 18%|#7 | 30/168 [00:05<00:25, 5.41it/s]
164/499 4.32G 0.009586 0.008726 0.003892 91 640: 18%|#8 | 31/168 [00:05<00:26, 5.27it/s]
164/499 4.32G 0.009577 0.008728 0.003889 61 640: 18%|#8 | 31/168 [00:06<00:26, 5.27it/s]
164/499 4.32G 0.009577 0.008728 0.003889 61 640: 19%|#9 | 32/168 [00:06<00:25, 5.32it/s]
164/499 4.32G 0.009621 0.008697 0.003874 61 640: 19%|#9 | 32/168 [00:06<00:25, 5.32it/s]
164/499 4.32G 0.009621 0.008697 0.003874 61 640: 20%|#9 | 33/168 [00:06<00:25, 5.39it/s]
164/499 4.32G 0.00965 0.008665 0.003913 61 640: 20%|#9 | 33/168 [00:06<00:25, 5.39it/s]
164/499 4.32G 0.00965 0.008665 0.003913 61 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
164/499 4.32G 0.009629 0.008631 0.003891 76 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
164/499 4.32G 0.009629 0.008631 0.003891 76 640: 21%|## | 35/168 [00:06<00:24, 5.32it/s]
164/499 4.32G 0.009601 0.008646 0.003864 73 640: 21%|## | 35/168 [00:06<00:24, 5.32it/s]
164/499 4.32G 0.009601 0.008646 0.003864 73 640: 21%|##1 | 36/168 [00:06<00:24, 5.39it/s]
164/499 4.32G 0.009599 0.008713 0.003801 68 640: 21%|##1 | 36/168 [00:06<00:24, 5.39it/s]
164/499 4.32G 0.009599 0.008713 0.003801 68 640: 22%|##2 | 37/168 [00:06<00:24, 5.26it/s]
164/499 4.32G 0.00961 0.008705 0.00376 70 640: 22%|##2 | 37/168 [00:07<00:24, 5.26it/s]
164/499 4.32G 0.00961 0.008705 0.00376 70 640: 23%|##2 | 38/168 [00:07<00:24, 5.35it/s]
164/499 4.32G 0.009595 0.008661 0.003784 58 640: 23%|##2 | 38/168 [00:07<00:24, 5.35it/s]
164/499 4.32G 0.009595 0.008661 0.003784 58 640: 23%|##3 | 39/168 [00:07<00:23, 5.38it/s]
164/499 4.32G 0.009587 0.008654 0.003741 70 640: 23%|##3 | 39/168 [00:07<00:23, 5.38it/s]
164/499 4.32G 0.009587 0.008654 0.003741 70 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
164/499 4.32G 0.009542 0.00863 0.003705 61 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
164/499 4.32G 0.009542 0.00863 0.003705 61 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s]
164/499 4.32G 0.009502 0.008614 0.003718 77 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s]
164/499 4.32G 0.009502 0.008614 0.003718 77 640: 25%|##5 | 42/168 [00:07<00:23, 5.37it/s]
164/499 4.32G 0.009507 0.00865 0.003686 71 640: 25%|##5 | 42/168 [00:08<00:23, 5.37it/s]
164/499 4.32G 0.009507 0.00865 0.003686 71 640: 26%|##5 | 43/168 [00:08<00:23, 5.24it/s]
164/499 4.32G 0.009516 0.008651 0.003781 68 640: 26%|##5 | 43/168 [00:08<00:23, 5.24it/s]
164/499 4.32G 0.009516 0.008651 0.003781 68 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s]
164/499 4.32G 0.009512 0.008731 0.003808 85 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s]
164/499 4.32G 0.009512 0.008731 0.003808 85 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s]
164/499 4.32G 0.009506 0.008731 0.003803 68 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s]
164/499 4.32G 0.009506 0.008731 0.003803 68 640: 27%|##7 | 46/168 [00:08<00:23, 5.20it/s]
164/499 4.32G 0.009519 0.008748 0.003864 65 640: 27%|##7 | 46/168 [00:08<00:23, 5.20it/s]
164/499 4.32G 0.009519 0.008748 0.003864 65 640: 28%|##7 | 47/168 [00:08<00:22, 5.29it/s]
164/499 4.32G 0.009476 0.008728 0.00386 66 640: 28%|##7 | 47/168 [00:09<00:22, 5.29it/s]
164/499 4.32G 0.009476 0.008728 0.00386 66 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
164/499 4.32G 0.009476 0.008719 0.00382 59 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
164/499 4.32G 0.009476 0.008719 0.00382 59 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s]
164/499 4.32G 0.00948 0.00869 0.003864 62 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s]
164/499 4.32G 0.00948 0.00869 0.003864 62 640: 30%|##9 | 50/168 [00:09<00:22, 5.25it/s]
164/499 4.32G 0.009454 0.008664 0.003861 70 640: 30%|##9 | 50/168 [00:09<00:22, 5.25it/s]
164/499 4.32G 0.009454 0.008664 0.003861 70 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
164/499 4.32G 0.009436 0.008665 0.003846 76 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
164/499 4.32G 0.009436 0.008665 0.003846 76 640: 31%|### | 52/168 [00:09<00:22, 5.20it/s]
164/499 4.32G 0.009455 0.008676 0.003807 65 640: 31%|### | 52/168 [00:10<00:22, 5.20it/s]
164/499 4.32G 0.009455 0.008676 0.003807 65 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s]
164/499 4.32G 0.00945 0.008667 0.003778 67 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s]
164/499 4.32G 0.00945 0.008667 0.003778 67 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s]
164/499 4.32G 0.009434 0.008619 0.00376 57 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s]
164/499 4.32G 0.009434 0.008619 0.00376 57 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s]
164/499 4.32G 0.009445 0.008588 0.003749 63 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s]
164/499 4.32G 0.009445 0.008588 0.003749 63 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s]
164/499 4.32G 0.00946 0.008576 0.00371 60 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s]
164/499 4.32G 0.00946 0.008576 0.00371 60 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s]
164/499 4.32G 0.009444 0.008555 0.003672 56 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s]
164/499 4.32G 0.009444 0.008555 0.003672 56 640: 35%|###4 | 58/168 [00:10<00:21, 5.15it/s]
164/499 4.32G 0.00944 0.008552 0.003683 68 640: 35%|###4 | 58/168 [00:11<00:21, 5.15it/s]
164/499 4.32G 0.00944 0.008552 0.003683 68 640: 35%|###5 | 59/168 [00:11<00:20, 5.25it/s]
164/499 4.32G 0.009407 0.008529 0.003704 64 640: 35%|###5 | 59/168 [00:11<00:20, 5.25it/s]
164/499 4.32G 0.009407 0.008529 0.003704 64 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s]
164/499 4.32G 0.009439 0.008519 0.003747 51 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s]
164/499 4.32G 0.009439 0.008519 0.003747 51 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
164/499 4.32G 0.009437 0.008522 0.003775 68 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
164/499 4.32G 0.009437 0.008522 0.003775 68 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s]
164/499 4.32G 0.009426 0.008493 0.003803 58 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s]
164/499 4.32G 0.009426 0.008493 0.003803 58 640: 38%|###7 | 63/168 [00:11<00:19, 5.35it/s]
164/499 4.32G 0.009438 0.00848 0.00383 75 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s]
164/499 4.32G 0.009438 0.00848 0.00383 75 640: 38%|###8 | 64/168 [00:12<00:19, 5.22it/s]
164/499 4.32G 0.009419 0.008479 0.003829 71 640: 38%|###8 | 64/168 [00:12<00:19, 5.22it/s]
164/499 4.32G 0.009419 0.008479 0.003829 71 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
164/499 4.32G 0.009401 0.008479 0.003868 77 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
164/499 4.32G 0.009401 0.008479 0.003868 77 640: 39%|###9 | 66/168 [00:12<00:19, 5.27it/s]
164/499 4.32G 0.009412 0.008506 0.003886 75 640: 39%|###9 | 66/168 [00:12<00:19, 5.27it/s]
164/499 4.32G 0.009412 0.008506 0.003886 75 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s]
164/499 4.32G 0.009412 0.008514 0.003861 60 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s]
164/499 4.32G 0.009412 0.008514 0.003861 60 640: 40%|#### | 68/168 [00:12<00:18, 5.29it/s]
164/499 4.32G 0.009416 0.008516 0.003881 76 640: 40%|#### | 68/168 [00:13<00:18, 5.29it/s]
164/499 4.32G 0.009416 0.008516 0.003881 76 640: 41%|####1 | 69/168 [00:13<00:18, 5.35it/s]
164/499 4.32G 0.009392 0.008492 0.003901 70 640: 41%|####1 | 69/168 [00:13<00:18, 5.35it/s]
164/499 4.32G 0.009392 0.008492 0.003901 70 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s]
164/499 4.32G 0.00943 0.008491 0.003873 53 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s]
164/499 4.32G 0.00943 0.008491 0.003873 53 640: 42%|####2 | 71/168 [00:13<00:18, 5.31it/s]
164/499 4.32G 0.009415 0.008445 0.003873 53 640: 42%|####2 | 71/168 [00:13<00:18, 5.31it/s]
164/499 4.32G 0.009415 0.008445 0.003873 53 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s]
164/499 4.32G 0.009424 0.008447 0.003874 76 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s]
164/499 4.32G 0.009424 0.008447 0.003874 76 640: 43%|####3 | 73/168 [00:13<00:18, 5.25it/s]
164/499 4.32G 0.009472 0.008478 0.003897 67 640: 43%|####3 | 73/168 [00:13<00:18, 5.25it/s]
164/499 4.32G 0.009472 0.008478 0.003897 67 640: 44%|####4 | 74/168 [00:13<00:17, 5.30it/s]
164/499 4.32G 0.009492 0.008513 0.003894 86 640: 44%|####4 | 74/168 [00:14<00:17, 5.30it/s]
164/499 4.32G 0.009492 0.008513 0.003894 86 640: 45%|####4 | 75/168 [00:14<00:17, 5.37it/s]
164/499 4.32G 0.009485 0.008509 0.003967 68 640: 45%|####4 | 75/168 [00:14<00:17, 5.37it/s]
164/499 4.32G 0.009485 0.008509 0.003967 68 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s]
164/499 4.32G 0.009466 0.008497 0.003945 69 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s]
164/499 4.32G 0.009466 0.008497 0.003945 69 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s]
164/499 4.32G 0.009441 0.00848 0.003935 58 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s]
164/499 4.32G 0.009441 0.00848 0.003935 58 640: 46%|####6 | 78/168 [00:14<00:16, 5.37it/s]
164/499 4.32G 0.009451 0.00849 0.003911 68 640: 46%|####6 | 78/168 [00:14<00:16, 5.37it/s]
164/499 4.32G 0.009451 0.00849 0.003911 68 640: 47%|####7 | 79/168 [00:14<00:17, 5.22it/s]
164/499 4.32G 0.009473 0.008501 0.003896 66 640: 47%|####7 | 79/168 [00:15<00:17, 5.22it/s]
164/499 4.32G 0.009473 0.008501 0.003896 66 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
164/499 4.32G 0.009473 0.008477 0.003879 58 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
164/499 4.32G 0.009473 0.008477 0.003879 58 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s]
164/499 4.32G 0.009517 0.008471 0.003857 55 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s]
164/499 4.32G 0.009517 0.008471 0.003857 55 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s]
164/499 4.32G 0.009534 0.008471 0.003881 68 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s]
164/499 4.32G 0.009534 0.008471 0.003881 68 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s]
164/499 4.32G 0.009554 0.008504 0.003859 77 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s]
164/499 4.32G 0.009554 0.008504 0.003859 77 640: 50%|##### | 84/168 [00:15<00:15, 5.34it/s]
164/499 4.32G 0.009539 0.008483 0.003818 58 640: 50%|##### | 84/168 [00:16<00:15, 5.34it/s]
164/499 4.32G 0.009539 0.008483 0.003818 58 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
164/499 4.32G 0.009554 0.008468 0.003835 57 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
164/499 4.32G 0.009554 0.008468 0.003835 57 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s]
164/499 4.32G 0.009559 0.008461 0.003824 55 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s]
164/499 4.32G 0.009559 0.008461 0.003824 55 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s]
164/499 4.32G 0.009549 0.008471 0.003811 69 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s]
164/499 4.32G 0.009549 0.008471 0.003811 69 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
164/499 4.32G 0.009548 0.008469 0.00382 67 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
164/499 4.32G 0.009548 0.008469 0.00382 67 640: 53%|#####2 | 89/168 [00:16<00:14, 5.31it/s]
164/499 4.32G 0.009552 0.008482 0.003818 76 640: 53%|#####2 | 89/168 [00:17<00:14, 5.31it/s]
164/499 4.32G 0.009552 0.008482 0.003818 76 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s]
164/499 4.32G 0.009563 0.008499 0.003825 65 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s]
164/499 4.32G 0.009563 0.008499 0.003825 65 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s]
164/499 4.32G 0.009539 0.008463 0.003832 59 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s]
164/499 4.32G 0.009539 0.008463 0.003832 59 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s]
164/499 4.32G 0.009536 0.008464 0.003834 71 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s]
164/499 4.32G 0.009536 0.008464 0.003834 71 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s]
164/499 4.32G 0.00953 0.008458 0.003812 63 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s]
164/499 4.32G 0.00953 0.008458 0.003812 63 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s]
164/499 4.32G 0.009517 0.008465 0.003814 82 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s]
164/499 4.32G 0.009517 0.008465 0.003814 82 640: 57%|#####6 | 95/168 [00:17<00:13, 5.28it/s]
164/499 4.32G 0.009512 0.008483 0.003806 65 640: 57%|#####6 | 95/168 [00:18<00:13, 5.28it/s]
164/499 4.32G 0.009512 0.008483 0.003806 65 640: 57%|#####7 | 96/168 [00:18<00:13, 5.35it/s]
164/499 4.32G 0.009513 0.008488 0.003794 60 640: 57%|#####7 | 96/168 [00:18<00:13, 5.35it/s]
164/499 4.32G 0.009513 0.008488 0.003794 60 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s]
164/499 4.32G 0.009507 0.008486 0.003796 69 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s]
164/499 4.32G 0.009507 0.008486 0.003796 69 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s]
164/499 4.32G 0.009489 0.008484 0.003806 69 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s]
164/499 4.32G 0.009489 0.008484 0.003806 69 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s]
164/499 4.32G 0.009485 0.008466 0.003828 56 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s]
164/499 4.32G 0.009485 0.008466 0.003828 56 640: 60%|#####9 | 100/168 [00:18<00:13, 5.21it/s]
164/499 4.32G 0.009487 0.008474 0.003816 69 640: 60%|#####9 | 100/168 [00:19<00:13, 5.21it/s]
164/499 4.32G 0.009487 0.008474 0.003816 69 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s]
164/499 4.32G 0.009503 0.008456 0.003849 59 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s]
164/499 4.32G 0.009503 0.008456 0.003849 59 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s]
164/499 4.32G 0.009488 0.008459 0.003826 75 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s]
164/499 4.32G 0.009488 0.008459 0.003826 75 640: 61%|######1 | 103/168 [00:19<00:12, 5.23it/s]
164/499 4.32G 0.009494 0.008453 0.003814 61 640: 61%|######1 | 103/168 [00:19<00:12, 5.23it/s]
164/499 4.32G 0.009494 0.008453 0.003814 61 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s]
164/499 4.32G 0.009486 0.008439 0.003824 59 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s]
164/499 4.32G 0.009486 0.008439 0.003824 59 640: 62%|######2 | 105/168 [00:19<00:11, 5.37it/s]
164/499 4.32G 0.00949 0.008448 0.003815 64 640: 62%|######2 | 105/168 [00:20<00:11, 5.37it/s]
164/499 4.32G 0.00949 0.008448 0.003815 64 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s]
164/499 4.32G 0.009496 0.00846 0.003831 69 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s]
164/499 4.32G 0.009496 0.00846 0.003831 69 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s]
164/499 4.32G 0.009477 0.008435 0.003851 64 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s]
164/499 4.32G 0.009477 0.008435 0.003851 64 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s]
164/499 4.32G 0.009473 0.00843 0.003853 68 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s]
164/499 4.32G 0.009473 0.00843 0.003853 68 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s]
164/499 4.32G 0.009475 0.008441 0.003839 68 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s]
164/499 4.32G 0.009475 0.008441 0.003839 68 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s]
164/499 4.32G 0.009472 0.008437 0.003839 66 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s]
164/499 4.32G 0.009472 0.008437 0.003839 66 640: 66%|######6 | 111/168 [00:20<00:10, 5.38it/s]
164/499 4.32G 0.009463 0.008431 0.003822 70 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s]
164/499 4.32G 0.009463 0.008431 0.003822 70 640: 67%|######6 | 112/168 [00:21<00:10, 5.25it/s]
164/499 4.32G 0.009477 0.008425 0.003824 56 640: 67%|######6 | 112/168 [00:21<00:10, 5.25it/s]
164/499 4.32G 0.009477 0.008425 0.003824 56 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s]
164/499 4.32G 0.009482 0.008449 0.003821 77 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s]
164/499 4.32G 0.009482 0.008449 0.003821 77 640: 68%|######7 | 114/168 [00:21<00:10, 5.33it/s]
164/499 4.32G 0.00947 0.008443 0.003831 70 640: 68%|######7 | 114/168 [00:21<00:10, 5.33it/s]
164/499 4.32G 0.00947 0.008443 0.003831 70 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s]
164/499 4.32G 0.009463 0.008438 0.003833 68 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s]
164/499 4.32G 0.009463 0.008438 0.003833 68 640: 69%|######9 | 116/168 [00:21<00:09, 5.30it/s]
164/499 4.32G 0.009459 0.008429 0.00383 59 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s]
164/499 4.32G 0.009459 0.008429 0.00383 59 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s]
164/499 4.32G 0.009453 0.008424 0.003803 70 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s]
164/499 4.32G 0.009453 0.008424 0.003803 70 640: 70%|####### | 118/168 [00:22<00:09, 5.23it/s]
164/499 4.32G 0.009447 0.00843 0.003784 72 640: 70%|####### | 118/168 [00:22<00:09, 5.23it/s]
164/499 4.32G 0.009447 0.00843 0.003784 72 640: 71%|####### | 119/168 [00:22<00:09, 5.32it/s]
164/499 4.32G 0.009452 0.008435 0.003797 65 640: 71%|####### | 119/168 [00:22<00:09, 5.32it/s]
164/499 4.32G 0.009452 0.008435 0.003797 65 640: 71%|#######1 | 120/168 [00:22<00:08, 5.38it/s]
164/499 4.32G 0.00945 0.008455 0.003813 74 640: 71%|#######1 | 120/168 [00:22<00:08, 5.38it/s]
164/499 4.32G 0.00945 0.008455 0.003813 74 640: 72%|#######2 | 121/168 [00:22<00:08, 5.24it/s]
164/499 4.32G 0.00945 0.008472 0.003796 69 640: 72%|#######2 | 121/168 [00:23<00:08, 5.24it/s]
164/499 4.32G 0.00945 0.008472 0.003796 69 640: 73%|#######2 | 122/168 [00:23<00:08, 5.33it/s]
164/499 4.32G 0.009456 0.008495 0.00379 90 640: 73%|#######2 | 122/168 [00:23<00:08, 5.33it/s]
164/499 4.32G 0.009456 0.008495 0.00379 90 640: 73%|#######3 | 123/168 [00:23<00:08, 5.39it/s]
164/499 4.32G 0.009448 0.008506 0.003784 81 640: 73%|#######3 | 123/168 [00:23<00:08, 5.39it/s]
164/499 4.32G 0.009448 0.008506 0.003784 81 640: 74%|#######3 | 124/168 [00:23<00:08, 5.25it/s]
164/499 4.32G 0.009446 0.008525 0.003781 82 640: 74%|#######3 | 124/168 [00:23<00:08, 5.25it/s]
164/499 4.32G 0.009446 0.008525 0.003781 82 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
164/499 4.32G 0.009442 0.008527 0.003783 76 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
164/499 4.32G 0.009442 0.008527 0.003783 76 640: 75%|#######5 | 126/168 [00:23<00:07, 5.37it/s]
164/499 4.32G 0.00943 0.008535 0.003773 80 640: 75%|#######5 | 126/168 [00:24<00:07, 5.37it/s]
164/499 4.32G 0.00943 0.008535 0.003773 80 640: 76%|#######5 | 127/168 [00:24<00:07, 5.24it/s]
164/499 4.32G 0.009429 0.00853 0.003767 66 640: 76%|#######5 | 127/168 [00:24<00:07, 5.24it/s]
164/499 4.32G 0.009429 0.00853 0.003767 66 640: 76%|#######6 | 128/168 [00:24<00:07, 5.32it/s]
164/499 4.32G 0.009426 0.008539 0.00376 66 640: 76%|#######6 | 128/168 [00:24<00:07, 5.32it/s]
164/499 4.32G 0.009426 0.008539 0.00376 66 640: 77%|#######6 | 129/168 [00:24<00:07, 5.28it/s]
164/499 4.32G 0.009431 0.008535 0.003756 68 640: 77%|#######6 | 129/168 [00:24<00:07, 5.28it/s]
164/499 4.32G 0.009431 0.008535 0.003756 68 640: 77%|#######7 | 130/168 [00:24<00:07, 5.11it/s]
164/499 4.32G 0.009426 0.008526 0.003763 73 640: 77%|#######7 | 130/168 [00:24<00:07, 5.11it/s]
164/499 4.32G 0.009426 0.008526 0.003763 73 640: 78%|#######7 | 131/168 [00:24<00:07, 5.23it/s]
164/499 4.32G 0.009428 0.008537 0.003752 72 640: 78%|#######7 | 131/168 [00:24<00:07, 5.23it/s]
164/499 4.32G 0.009428 0.008537 0.003752 72 640: 79%|#######8 | 132/168 [00:24<00:06, 5.29it/s]
164/499 4.32G 0.009434 0.008544 0.003731 67 640: 79%|#######8 | 132/168 [00:25<00:06, 5.29it/s]
164/499 4.32G 0.009434 0.008544 0.003731 67 640: 79%|#######9 | 133/168 [00:25<00:06, 5.15it/s]
164/499 4.32G 0.009429 0.008548 0.003737 85 640: 79%|#######9 | 133/168 [00:25<00:06, 5.15it/s]
164/499 4.32G 0.009429 0.008548 0.003737 85 640: 80%|#######9 | 134/168 [00:25<00:06, 5.19it/s]
164/499 4.32G 0.009426 0.008543 0.003732 65 640: 80%|#######9 | 134/168 [00:25<00:06, 5.19it/s]
164/499 4.32G 0.009426 0.008543 0.003732 65 640: 80%|######## | 135/168 [00:25<00:06, 5.26it/s]
164/499 4.32G 0.009414 0.008534 0.003751 67 640: 80%|######## | 135/168 [00:25<00:06, 5.26it/s]
164/499 4.32G 0.009414 0.008534 0.003751 67 640: 81%|######## | 136/168 [00:25<00:06, 5.15it/s]
164/499 4.32G 0.009418 0.008527 0.00375 58 640: 81%|######## | 136/168 [00:25<00:06, 5.15it/s]
164/499 4.32G 0.009418 0.008527 0.00375 58 640: 82%|########1 | 137/168 [00:25<00:05, 5.24it/s]
164/499 4.32G 0.009415 0.008509 0.00375 56 640: 82%|########1 | 137/168 [00:26<00:05, 5.24it/s]
164/499 4.32G 0.009415 0.008509 0.00375 56 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s]
164/499 4.32G 0.009411 0.008499 0.003754 60 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s]
164/499 4.32G 0.009411 0.008499 0.003754 60 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
164/499 4.32G 0.009411 0.008508 0.003763 82 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
164/499 4.32G 0.009411 0.008508 0.003763 82 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
164/499 4.32G 0.009408 0.008522 0.003747 62 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
164/499 4.32G 0.009408 0.008522 0.003747 62 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s]
164/499 4.32G 0.009413 0.008521 0.003727 70 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s]
164/499 4.32G 0.009413 0.008521 0.003727 70 640: 85%|########4 | 142/168 [00:26<00:05, 5.16it/s]
164/499 4.32G 0.009427 0.00853 0.003713 72 640: 85%|########4 | 142/168 [00:27<00:05, 5.16it/s]
164/499 4.32G 0.009427 0.00853 0.003713 72 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s]
164/499 4.32G 0.009431 0.00854 0.003713 74 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s]
164/499 4.32G 0.009431 0.00854 0.003713 74 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s]
164/499 4.32G 0.009441 0.008536 0.003734 62 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s]
164/499 4.32G 0.009441 0.008536 0.003734 62 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s]
164/499 4.32G 0.009445 0.008541 0.003722 73 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s]
164/499 4.32G 0.009445 0.008541 0.003722 73 640: 87%|########6 | 146/168 [00:27<00:04, 5.26it/s]
164/499 4.32G 0.009443 0.008537 0.003725 72 640: 87%|########6 | 146/168 [00:27<00:04, 5.26it/s]
164/499 4.32G 0.009443 0.008537 0.003725 72 640: 88%|########7 | 147/168 [00:27<00:03, 5.35it/s]
164/499 4.32G 0.009444 0.008535 0.003708 70 640: 88%|########7 | 147/168 [00:28<00:03, 5.35it/s]
164/499 4.32G 0.009444 0.008535 0.003708 70 640: 88%|########8 | 148/168 [00:28<00:03, 5.22it/s]
164/499 4.32G 0.009448 0.008548 0.0037 61 640: 88%|########8 | 148/168 [00:28<00:03, 5.22it/s]
164/499 4.32G 0.009448 0.008548 0.0037 61 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
164/499 4.32G 0.009441 0.008557 0.003689 82 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
164/499 4.32G 0.009441 0.008557 0.003689 82 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s]
164/499 4.32G 0.009437 0.008576 0.003684 78 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s]
164/499 4.32G 0.009437 0.008576 0.003684 78 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s]
164/499 4.32G 0.009428 0.008562 0.00368 51 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s]
164/499 4.32G 0.009428 0.008562 0.00368 51 640: 90%|######### | 152/168 [00:28<00:03, 5.29it/s]
164/499 4.32G 0.009417 0.008561 0.003671 70 640: 90%|######### | 152/168 [00:28<00:03, 5.29it/s]
164/499 4.32G 0.009417 0.008561 0.003671 70 640: 91%|#########1| 153/168 [00:28<00:02, 5.38it/s]
164/499 4.32G 0.009416 0.008552 0.003698 75 640: 91%|#########1| 153/168 [00:29<00:02, 5.38it/s]
164/499 4.32G 0.009416 0.008552 0.003698 75 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
164/499 4.32G 0.009405 0.008541 0.0037 65 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
164/499 4.32G 0.009405 0.008541 0.0037 65 640: 92%|#########2| 155/168 [00:29<00:02, 5.34it/s]
164/499 4.32G 0.009397 0.008535 0.003694 64 640: 92%|#########2| 155/168 [00:29<00:02, 5.34it/s]
164/499 4.32G 0.009397 0.008535 0.003694 64 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s]
164/499 4.32G 0.009394 0.008534 0.003696 70 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s]
164/499 4.32G 0.009394 0.008534 0.003696 70 640: 93%|#########3| 157/168 [00:29<00:02, 5.23it/s]
164/499 4.32G 0.009396 0.008532 0.003693 71 640: 93%|#########3| 157/168 [00:29<00:02, 5.23it/s]
164/499 4.32G 0.009396 0.008532 0.003693 71 640: 94%|#########4| 158/168 [00:29<00:01, 5.30it/s]
164/499 4.32G 0.009399 0.008525 0.003691 59 640: 94%|#########4| 158/168 [00:30<00:01, 5.30it/s]
164/499 4.32G 0.009399 0.008525 0.003691 59 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s]
164/499 4.32G 0.009397 0.008521 0.003692 64 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s]
164/499 4.32G 0.009397 0.008521 0.003692 64 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
164/499 4.32G 0.009385 0.008508 0.003689 49 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
164/499 4.32G 0.009385 0.008508 0.003689 49 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s]
164/499 4.32G 0.009382 0.00852 0.003679 82 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s]
164/499 4.32G 0.009382 0.00852 0.003679 82 640: 96%|#########6| 162/168 [00:30<00:01, 5.30it/s]
164/499 4.32G 0.009377 0.008514 0.003672 64 640: 96%|#########6| 162/168 [00:30<00:01, 5.30it/s]
164/499 4.32G 0.009377 0.008514 0.003672 64 640: 97%|#########7| 163/168 [00:30<00:00, 5.20it/s]
164/499 4.32G 0.009385 0.00852 0.003659 73 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s]
164/499 4.32G 0.009385 0.00852 0.003659 73 640: 98%|#########7| 164/168 [00:31<00:00, 5.24it/s]
164/499 4.32G 0.00938 0.008515 0.003652 70 640: 98%|#########7| 164/168 [00:31<00:00, 5.24it/s]
164/499 4.32G 0.00938 0.008515 0.003652 70 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s]
164/499 4.32G 0.009372 0.00851 0.003647 58 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s]
164/499 4.32G 0.009372 0.00851 0.003647 58 640: 99%|#########8| 166/168 [00:31<00:00, 5.18it/s]
164/499 4.32G 0.009377 0.008512 0.003633 66 640: 99%|#########8| 166/168 [00:31<00:00, 5.18it/s]
164/499 4.32G 0.009377 0.008512 0.003633 66 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s]
164/499 4.32G 0.009369 0.008522 0.003648 34 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s]
164/499 4.32G 0.009369 0.008522 0.003648 34 640: 100%|##########| 168/168 [00:31<00:00, 5.48it/s]
164/499 4.32G 0.009369 0.008522 0.003648 34 640: 100%|##########| 168/168 [00:31<00:00, 5.29it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s]
all 132 263 0.844 0.921 0.907 0.774
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
165/499 4.32G 0.008932 0.008222 0.0007938 64 640: 0%| | 0/168 [00:00<?, ?it/s]
165/499 4.32G 0.008932 0.008222 0.0007938 64 640: 1%| | 1/168 [00:00<00:33, 4.97it/s]
165/499 4.32G 0.008646 0.007818 0.002127 66 640: 1%| | 1/168 [00:00<00:33, 4.97it/s]
165/499 4.32G 0.008646 0.007818 0.002127 66 640: 1%|1 | 2/168 [00:00<00:31, 5.27it/s]
165/499 4.32G 0.008198 0.007367 0.002395 61 640: 1%|1 | 2/168 [00:00<00:31, 5.27it/s]
165/499 4.32G 0.008198 0.007367 0.002395 61 640: 2%|1 | 3/168 [00:00<00:30, 5.42it/s]
165/499 4.32G 0.008424 0.007611 0.002183 60 640: 2%|1 | 3/168 [00:00<00:30, 5.42it/s]
165/499 4.32G 0.008424 0.007611 0.002183 60 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s]
165/499 4.32G 0.008876 0.008228 0.002146 73 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s]
165/499 4.32G 0.008876 0.008228 0.002146 73 640: 3%|2 | 5/168 [00:00<00:30, 5.31it/s]
165/499 4.32G 0.009097 0.008669 0.001879 80 640: 3%|2 | 5/168 [00:01<00:30, 5.31it/s]
165/499 4.32G 0.009097 0.008669 0.001879 80 640: 4%|3 | 6/168 [00:01<00:30, 5.38it/s]
165/499 4.32G 0.009055 0.008524 0.002045 63 640: 4%|3 | 6/168 [00:01<00:30, 5.38it/s]
165/499 4.32G 0.009055 0.008524 0.002045 63 640: 4%|4 | 7/168 [00:01<00:30, 5.22it/s]
165/499 4.32G 0.009023 0.00884 0.002266 83 640: 4%|4 | 7/168 [00:01<00:30, 5.22it/s]
165/499 4.32G 0.009023 0.00884 0.002266 83 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s]
165/499 4.32G 0.009176 0.009113 0.002119 70 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s]
165/499 4.32G 0.009176 0.009113 0.002119 70 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s]
165/499 4.32G 0.009269 0.009025 0.002215 52 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s]
165/499 4.32G 0.009269 0.009025 0.002215 52 640: 6%|5 | 10/168 [00:01<00:30, 5.20it/s]
165/499 4.32G 0.009268 0.009086 0.002447 78 640: 6%|5 | 10/168 [00:02<00:30, 5.20it/s]
165/499 4.32G 0.009268 0.009086 0.002447 78 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s]
165/499 4.32G 0.009237 0.00913 0.002585 79 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s]
165/499 4.32G 0.009237 0.00913 0.002585 79 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s]
165/499 4.32G 0.009247 0.008942 0.002622 58 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s]
165/499 4.32G 0.009247 0.008942 0.002622 58 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s]
165/499 4.32G 0.009194 0.008958 0.002736 58 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s]
165/499 4.32G 0.009194 0.008958 0.002736 58 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s]
165/499 4.32G 0.009199 0.008959 0.002668 67 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s]
165/499 4.32G 0.009199 0.008959 0.002668 67 640: 9%|8 | 15/168 [00:02<00:28, 5.32it/s]
165/499 4.32G 0.009139 0.008849 0.002589 54 640: 9%|8 | 15/168 [00:03<00:28, 5.32it/s]
165/499 4.32G 0.009139 0.008849 0.002589 54 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s]
165/499 4.32G 0.009096 0.008949 0.002634 83 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s]
165/499 4.32G 0.009096 0.008949 0.002634 83 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
165/499 4.32G 0.009108 0.008921 0.002601 78 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
165/499 4.32G 0.009108 0.008921 0.002601 78 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
165/499 4.32G 0.009044 0.008862 0.002691 60 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
165/499 4.32G 0.009044 0.008862 0.002691 60 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s]
165/499 4.32G 0.009027 0.008893 0.00271 66 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s]
165/499 4.32G 0.009027 0.008893 0.00271 66 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s]
165/499 4.32G 0.00901 0.009038 0.00276 80 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s]
165/499 4.32G 0.00901 0.009038 0.00276 80 640: 12%|#2 | 21/168 [00:03<00:27, 5.36it/s]
165/499 4.32G 0.008985 0.008998 0.002749 68 640: 12%|#2 | 21/168 [00:04<00:27, 5.36it/s]
165/499 4.32G 0.008985 0.008998 0.002749 68 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s]
165/499 4.32G 0.009021 0.008913 0.002828 65 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s]
165/499 4.32G 0.009021 0.008913 0.002828 65 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s]
165/499 4.32G 0.009046 0.008974 0.002856 77 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s]
165/499 4.32G 0.009046 0.008974 0.002856 77 640: 14%|#4 | 24/168 [00:04<00:26, 5.39it/s]
165/499 4.32G 0.008989 0.008896 0.002855 55 640: 14%|#4 | 24/168 [00:04<00:26, 5.39it/s]
165/499 4.32G 0.008989 0.008896 0.002855 55 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
165/499 4.32G 0.008992 0.008999 0.002867 96 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
165/499 4.32G 0.008992 0.008999 0.002867 96 640: 15%|#5 | 26/168 [00:04<00:27, 5.23it/s]
165/499 4.32G 0.008941 0.008962 0.002862 78 640: 15%|#5 | 26/168 [00:05<00:27, 5.23it/s]
165/499 4.32G 0.008941 0.008962 0.002862 78 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s]
165/499 4.32G 0.008948 0.008931 0.002827 71 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s]
165/499 4.32G 0.008948 0.008931 0.002827 71 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s]
165/499 4.32G 0.009005 0.008892 0.002847 60 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s]
165/499 4.32G 0.009005 0.008892 0.002847 60 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s]
165/499 4.32G 0.008983 0.008823 0.002836 60 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s]
165/499 4.32G 0.008983 0.008823 0.002836 60 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s]
165/499 4.32G 0.008997 0.008843 0.002857 73 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s]
165/499 4.32G 0.008997 0.008843 0.002857 73 640: 18%|#8 | 31/168 [00:05<00:26, 5.21it/s]
165/499 4.32G 0.008976 0.008813 0.002846 64 640: 18%|#8 | 31/168 [00:06<00:26, 5.21it/s]
165/499 4.32G 0.008976 0.008813 0.002846 64 640: 19%|#9 | 32/168 [00:06<00:25, 5.32it/s]
165/499 4.32G 0.009011 0.00888 0.002839 77 640: 19%|#9 | 32/168 [00:06<00:25, 5.32it/s]
165/499 4.32G 0.009011 0.00888 0.002839 77 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
165/499 4.32G 0.009031 0.008851 0.002809 64 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
165/499 4.32G 0.009031 0.008851 0.002809 64 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
165/499 4.32G 0.009007 0.008892 0.002777 87 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
165/499 4.32G 0.009007 0.008892 0.002777 87 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s]
165/499 4.32G 0.008992 0.008867 0.002752 55 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s]
165/499 4.32G 0.008992 0.008867 0.002752 55 640: 21%|##1 | 36/168 [00:06<00:24, 5.30it/s]
165/499 4.32G 0.008998 0.008919 0.002737 87 640: 21%|##1 | 36/168 [00:07<00:24, 5.30it/s]
165/499 4.32G 0.008998 0.008919 0.002737 87 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s]
165/499 4.32G 0.008977 0.008922 0.002717 78 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s]
165/499 4.32G 0.008977 0.008922 0.002717 78 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s]
165/499 4.32G 0.008989 0.008951 0.002675 70 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s]
165/499 4.32G 0.008989 0.008951 0.002675 70 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
165/499 4.32G 0.009001 0.008933 0.002653 54 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
165/499 4.32G 0.009001 0.008933 0.002653 54 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
165/499 4.32G 0.008989 0.00896 0.002667 85 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
165/499 4.32G 0.008989 0.00896 0.002667 85 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s]
165/499 4.32G 0.008981 0.009002 0.002695 84 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s]
165/499 4.32G 0.008981 0.009002 0.002695 84 640: 25%|##5 | 42/168 [00:07<00:23, 5.38it/s]
165/499 4.32G 0.008995 0.009026 0.002722 79 640: 25%|##5 | 42/168 [00:08<00:23, 5.38it/s]
165/499 4.32G 0.008995 0.009026 0.002722 79 640: 26%|##5 | 43/168 [00:08<00:23, 5.25it/s]
165/499 4.32G 0.009014 0.008971 0.002699 42 640: 26%|##5 | 43/168 [00:08<00:23, 5.25it/s]
165/499 4.32G 0.009014 0.008971 0.002699 42 640: 26%|##6 | 44/168 [00:08<00:23, 5.34it/s]
165/499 4.32G 0.009014 0.008923 0.002709 69 640: 26%|##6 | 44/168 [00:08<00:23, 5.34it/s]
165/499 4.32G 0.009014 0.008923 0.002709 69 640: 27%|##6 | 45/168 [00:08<00:22, 5.41it/s]
165/499 4.32G 0.009027 0.00889 0.002759 61 640: 27%|##6 | 45/168 [00:08<00:22, 5.41it/s]
165/499 4.32G 0.009027 0.00889 0.002759 61 640: 27%|##7 | 46/168 [00:08<00:23, 5.27it/s]
165/499 4.32G 0.009028 0.008905 0.002834 73 640: 27%|##7 | 46/168 [00:08<00:23, 5.27it/s]
165/499 4.32G 0.009028 0.008905 0.002834 73 640: 28%|##7 | 47/168 [00:08<00:22, 5.35it/s]
165/499 4.32G 0.009009 0.008851 0.002893 67 640: 28%|##7 | 47/168 [00:09<00:22, 5.35it/s]
165/499 4.32G 0.009009 0.008851 0.002893 67 640: 29%|##8 | 48/168 [00:09<00:22, 5.38it/s]
165/499 4.32G 0.009009 0.008855 0.002862 69 640: 29%|##8 | 48/168 [00:09<00:22, 5.38it/s]
165/499 4.32G 0.009009 0.008855 0.002862 69 640: 29%|##9 | 49/168 [00:09<00:22, 5.24it/s]
165/499 4.32G 0.009034 0.008897 0.002907 81 640: 29%|##9 | 49/168 [00:09<00:22, 5.24it/s]
165/499 4.32G 0.009034 0.008897 0.002907 81 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s]
165/499 4.32G 0.009015 0.008878 0.002898 69 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s]
165/499 4.32G 0.009015 0.008878 0.002898 69 640: 30%|### | 51/168 [00:09<00:22, 5.30it/s]
165/499 4.32G 0.009003 0.008858 0.002872 63 640: 30%|### | 51/168 [00:09<00:22, 5.30it/s]
165/499 4.32G 0.009003 0.008858 0.002872 63 640: 31%|### | 52/168 [00:09<00:22, 5.19it/s]
165/499 4.32G 0.009 0.008862 0.00287 80 640: 31%|### | 52/168 [00:10<00:22, 5.19it/s]
165/499 4.32G 0.009 0.008862 0.00287 80 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s]
165/499 4.32G 0.008997 0.008834 0.00288 61 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s]
165/499 4.32G 0.008997 0.008834 0.00288 61 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s]
165/499 4.32G 0.009007 0.008812 0.002897 67 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s]
165/499 4.32G 0.009007 0.008812 0.002897 67 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s]
165/499 4.32G 0.009042 0.008807 0.002901 72 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s]
165/499 4.32G 0.009042 0.008807 0.002901 72 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s]
165/499 4.32G 0.00906 0.008776 0.002908 62 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s]
165/499 4.32G 0.00906 0.008776 0.002908 62 640: 34%|###3 | 57/168 [00:10<00:20, 5.30it/s]
165/499 4.32G 0.009048 0.00873 0.002905 52 640: 34%|###3 | 57/168 [00:10<00:20, 5.30it/s]
165/499 4.32G 0.009048 0.00873 0.002905 52 640: 35%|###4 | 58/168 [00:10<00:21, 5.19it/s]
165/499 4.32G 0.00906 0.008742 0.002928 77 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s]
165/499 4.32G 0.00906 0.008742 0.002928 77 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s]
165/499 4.32G 0.009099 0.008752 0.002917 69 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s]
165/499 4.32G 0.009099 0.008752 0.002917 69 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s]
165/499 4.32G 0.009103 0.008765 0.002916 76 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s]
165/499 4.32G 0.009103 0.008765 0.002916 76 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
165/499 4.32G 0.00912 0.008745 0.002945 80 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
165/499 4.32G 0.00912 0.008745 0.002945 80 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s]
165/499 4.32G 0.009111 0.008726 0.002944 57 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s]
165/499 4.32G 0.009111 0.008726 0.002944 57 640: 38%|###7 | 63/168 [00:11<00:19, 5.34it/s]
165/499 4.32G 0.009125 0.008743 0.002916 75 640: 38%|###7 | 63/168 [00:12<00:19, 5.34it/s]
165/499 4.32G 0.009125 0.008743 0.002916 75 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
165/499 4.32G 0.009134 0.008755 0.002897 68 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
165/499 4.32G 0.009134 0.008755 0.002897 68 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s]
165/499 4.32G 0.009151 0.008751 0.002905 58 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s]
165/499 4.32G 0.009151 0.008751 0.002905 58 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s]
165/499 4.32G 0.009144 0.008748 0.002929 73 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s]
165/499 4.32G 0.009144 0.008748 0.002929 73 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
165/499 4.32G 0.009131 0.008755 0.002925 72 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
165/499 4.32G 0.009131 0.008755 0.002925 72 640: 40%|#### | 68/168 [00:12<00:18, 5.29it/s]
165/499 4.32G 0.009132 0.00877 0.00292 75 640: 40%|#### | 68/168 [00:13<00:18, 5.29it/s]
165/499 4.32G 0.009132 0.00877 0.00292 75 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s]
165/499 4.32G 0.009157 0.008763 0.00291 65 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s]
165/499 4.32G 0.009157 0.008763 0.00291 65 640: 42%|####1 | 70/168 [00:13<00:18, 5.24it/s]
165/499 4.32G 0.009168 0.008779 0.00293 84 640: 42%|####1 | 70/168 [00:13<00:18, 5.24it/s]
165/499 4.32G 0.009168 0.008779 0.00293 84 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s]
165/499 4.32G 0.009167 0.008758 0.002978 60 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s]
165/499 4.32G 0.009167 0.008758 0.002978 60 640: 43%|####2 | 72/168 [00:13<00:17, 5.38it/s]
165/499 4.32G 0.009171 0.008775 0.002955 74 640: 43%|####2 | 72/168 [00:13<00:17, 5.38it/s]
165/499 4.32G 0.009171 0.008775 0.002955 74 640: 43%|####3 | 73/168 [00:13<00:18, 5.25it/s]
165/499 4.32G 0.009155 0.008777 0.002943 71 640: 43%|####3 | 73/168 [00:14<00:18, 5.25it/s]
165/499 4.32G 0.009155 0.008777 0.002943 71 640: 44%|####4 | 74/168 [00:14<00:17, 5.33it/s]
165/499 4.32G 0.009159 0.008767 0.002925 72 640: 44%|####4 | 74/168 [00:14<00:17, 5.33it/s]
165/499 4.32G 0.009159 0.008767 0.002925 72 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s]
165/499 4.32G 0.00914 0.008742 0.002942 62 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s]
165/499 4.32G 0.00914 0.008742 0.002942 62 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s]
165/499 4.32G 0.009134 0.008753 0.002977 69 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s]
165/499 4.32G 0.009134 0.008753 0.002977 69 640: 46%|####5 | 77/168 [00:14<00:17, 5.32it/s]
165/499 4.32G 0.009162 0.008761 0.003007 67 640: 46%|####5 | 77/168 [00:14<00:17, 5.32it/s]
165/499 4.32G 0.009162 0.008761 0.003007 67 640: 46%|####6 | 78/168 [00:14<00:16, 5.40it/s]
165/499 4.32G 0.009168 0.008779 0.003012 77 640: 46%|####6 | 78/168 [00:14<00:16, 5.40it/s]
165/499 4.32G 0.009168 0.008779 0.003012 77 640: 47%|####7 | 79/168 [00:14<00:16, 5.25it/s]
165/499 4.32G 0.009171 0.008776 0.002994 64 640: 47%|####7 | 79/168 [00:15<00:16, 5.25it/s]
165/499 4.32G 0.009171 0.008776 0.002994 64 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s]
165/499 4.32G 0.009176 0.008774 0.002978 74 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s]
165/499 4.32G 0.009176 0.008774 0.002978 74 640: 48%|####8 | 81/168 [00:15<00:16, 5.39it/s]
165/499 4.32G 0.009186 0.008774 0.002974 61 640: 48%|####8 | 81/168 [00:15<00:16, 5.39it/s]
165/499 4.32G 0.009186 0.008774 0.002974 61 640: 49%|####8 | 82/168 [00:15<00:16, 5.23it/s]
165/499 4.32G 0.009178 0.008769 0.002961 64 640: 49%|####8 | 82/168 [00:15<00:16, 5.23it/s]
165/499 4.32G 0.009178 0.008769 0.002961 64 640: 49%|####9 | 83/168 [00:15<00:15, 5.34it/s]
165/499 4.32G 0.009174 0.008764 0.00294 74 640: 49%|####9 | 83/168 [00:15<00:15, 5.34it/s]
165/499 4.32G 0.009174 0.008764 0.00294 74 640: 50%|##### | 84/168 [00:15<00:15, 5.40it/s]
165/499 4.32G 0.009168 0.008766 0.002914 72 640: 50%|##### | 84/168 [00:16<00:15, 5.40it/s]
165/499 4.32G 0.009168 0.008766 0.002914 72 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s]
165/499 4.32G 0.009158 0.008764 0.002933 81 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s]
165/499 4.32G 0.009158 0.008764 0.002933 81 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s]
165/499 4.32G 0.009158 0.008762 0.002945 74 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s]
165/499 4.32G 0.009158 0.008762 0.002945 74 640: 52%|#####1 | 87/168 [00:16<00:15, 5.38it/s]
165/499 4.32G 0.009165 0.008781 0.002933 73 640: 52%|#####1 | 87/168 [00:16<00:15, 5.38it/s]
165/499 4.32G 0.009165 0.008781 0.002933 73 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s]
165/499 4.32G 0.009157 0.00876 0.002932 65 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s]
165/499 4.32G 0.009157 0.00876 0.002932 65 640: 53%|#####2 | 89/168 [00:16<00:14, 5.31it/s]
165/499 4.32G 0.009158 0.008775 0.002971 73 640: 53%|#####2 | 89/168 [00:17<00:14, 5.31it/s]
165/499 4.32G 0.009158 0.008775 0.002971 73 640: 54%|#####3 | 90/168 [00:17<00:14, 5.38it/s]
165/499 4.32G 0.009177 0.008769 0.002999 80 640: 54%|#####3 | 90/168 [00:17<00:14, 5.38it/s]
165/499 4.32G 0.009177 0.008769 0.002999 80 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
165/499 4.32G 0.009177 0.00877 0.003 75 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
165/499 4.32G 0.009177 0.00877 0.003 75 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s]
165/499 4.32G 0.009181 0.008758 0.002974 63 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s]
165/499 4.32G 0.009181 0.008758 0.002974 63 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s]
165/499 4.32G 0.009177 0.008757 0.002983 62 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s]
165/499 4.32G 0.009177 0.008757 0.002983 62 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s]
165/499 4.32G 0.009192 0.008745 0.003009 55 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s]
165/499 4.32G 0.009192 0.008745 0.003009 55 640: 57%|#####6 | 95/168 [00:17<00:13, 5.32it/s]
165/499 4.32G 0.0092 0.008746 0.003022 69 640: 57%|#####6 | 95/168 [00:18<00:13, 5.32it/s]
165/499 4.32G 0.0092 0.008746 0.003022 69 640: 57%|#####7 | 96/168 [00:18<00:13, 5.39it/s]
165/499 4.32G 0.009221 0.008743 0.003025 69 640: 57%|#####7 | 96/168 [00:18<00:13, 5.39it/s]
165/499 4.32G 0.009221 0.008743 0.003025 69 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s]
165/499 4.32G 0.009234 0.008755 0.003014 67 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s]
165/499 4.32G 0.009234 0.008755 0.003014 67 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s]
165/499 4.32G 0.009247 0.008769 0.003026 66 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s]
165/499 4.32G 0.009247 0.008769 0.003026 66 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s]
165/499 4.32G 0.00925 0.008781 0.003009 73 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s]
165/499 4.32G 0.00925 0.008781 0.003009 73 640: 60%|#####9 | 100/168 [00:18<00:12, 5.25it/s]
165/499 4.32G 0.009267 0.008769 0.003024 59 640: 60%|#####9 | 100/168 [00:19<00:12, 5.25it/s]
165/499 4.32G 0.009267 0.008769 0.003024 59 640: 60%|###### | 101/168 [00:19<00:12, 5.31it/s]
165/499 4.32G 0.009252 0.008752 0.003054 66 640: 60%|###### | 101/168 [00:19<00:12, 5.31it/s]
165/499 4.32G 0.009252 0.008752 0.003054 66 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s]
165/499 4.32G 0.009247 0.008731 0.003052 57 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s]
165/499 4.32G 0.009247 0.008731 0.003052 57 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
165/499 4.32G 0.009239 0.008733 0.003049 70 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
165/499 4.32G 0.009239 0.008733 0.003049 70 640: 62%|######1 | 104/168 [00:19<00:12, 5.28it/s]
165/499 4.32G 0.009236 0.008733 0.003039 76 640: 62%|######1 | 104/168 [00:19<00:12, 5.28it/s]
165/499 4.32G 0.009236 0.008733 0.003039 76 640: 62%|######2 | 105/168 [00:19<00:11, 5.37it/s]
165/499 4.32G 0.00923 0.00873 0.003047 63 640: 62%|######2 | 105/168 [00:20<00:11, 5.37it/s]
165/499 4.32G 0.00923 0.00873 0.003047 63 640: 63%|######3 | 106/168 [00:20<00:11, 5.23it/s]
165/499 4.32G 0.009239 0.008749 0.003037 71 640: 63%|######3 | 106/168 [00:20<00:11, 5.23it/s]
165/499 4.32G 0.009239 0.008749 0.003037 71 640: 64%|######3 | 107/168 [00:20<00:11, 5.31it/s]
165/499 4.32G 0.009228 0.00875 0.003028 73 640: 64%|######3 | 107/168 [00:20<00:11, 5.31it/s]
165/499 4.32G 0.009228 0.00875 0.003028 73 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s]
165/499 4.32G 0.009236 0.00875 0.003033 68 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s]
165/499 4.32G 0.009236 0.00875 0.003033 68 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s]
165/499 4.32G 0.009239 0.008743 0.003018 72 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s]
165/499 4.32G 0.009239 0.008743 0.003018 72 640: 65%|######5 | 110/168 [00:20<00:10, 5.31it/s]
165/499 4.32G 0.009243 0.008727 0.003017 69 640: 65%|######5 | 110/168 [00:20<00:10, 5.31it/s]
165/499 4.32G 0.009243 0.008727 0.003017 69 640: 66%|######6 | 111/168 [00:20<00:10, 5.35it/s]
165/499 4.32G 0.009237 0.008734 0.002997 80 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s]
165/499 4.32G 0.009237 0.008734 0.002997 80 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s]
165/499 4.32G 0.009234 0.00876 0.002996 83 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s]
165/499 4.32G 0.009234 0.00876 0.002996 83 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s]
165/499 4.32G 0.009221 0.008756 0.002993 67 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s]
165/499 4.32G 0.009221 0.008756 0.002993 67 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s]
165/499 4.32G 0.00925 0.008764 0.003041 76 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s]
165/499 4.32G 0.00925 0.008764 0.003041 76 640: 68%|######8 | 115/168 [00:21<00:10, 5.23it/s]
165/499 4.32G 0.009278 0.008766 0.003064 58 640: 68%|######8 | 115/168 [00:21<00:10, 5.23it/s]
165/499 4.32G 0.009278 0.008766 0.003064 58 640: 69%|######9 | 116/168 [00:21<00:09, 5.32it/s]
165/499 4.32G 0.009287 0.008752 0.003055 65 640: 69%|######9 | 116/168 [00:22<00:09, 5.32it/s]
165/499 4.32G 0.009287 0.008752 0.003055 65 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
165/499 4.32G 0.009282 0.008734 0.003064 65 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
165/499 4.32G 0.009282 0.008734 0.003064 65 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s]
165/499 4.32G 0.009289 0.008751 0.003071 82 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s]
165/499 4.32G 0.009289 0.008751 0.003071 82 640: 71%|####### | 119/168 [00:22<00:09, 5.32it/s]
165/499 4.32G 0.009278 0.008732 0.003084 58 640: 71%|####### | 119/168 [00:22<00:09, 5.32it/s]
165/499 4.32G 0.009278 0.008732 0.003084 58 640: 71%|#######1 | 120/168 [00:22<00:08, 5.40it/s]
165/499 4.32G 0.009273 0.008734 0.003078 81 640: 71%|#######1 | 120/168 [00:22<00:08, 5.40it/s]
165/499 4.32G 0.009273 0.008734 0.003078 81 640: 72%|#######2 | 121/168 [00:22<00:08, 5.24it/s]
165/499 4.32G 0.009268 0.008731 0.003075 66 640: 72%|#######2 | 121/168 [00:23<00:08, 5.24it/s]
165/499 4.32G 0.009268 0.008731 0.003075 66 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s]
165/499 4.32G 0.009275 0.008723 0.003089 62 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s]
165/499 4.32G 0.009275 0.008723 0.003089 62 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s]
165/499 4.32G 0.009276 0.008732 0.003091 75 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s]
165/499 4.32G 0.009276 0.008732 0.003091 75 640: 74%|#######3 | 124/168 [00:23<00:08, 5.25it/s]
165/499 4.32G 0.009281 0.00872 0.003082 53 640: 74%|#######3 | 124/168 [00:23<00:08, 5.25it/s]
165/499 4.32G 0.009281 0.00872 0.003082 53 640: 74%|#######4 | 125/168 [00:23<00:08, 5.27it/s]
165/499 4.32G 0.009285 0.008707 0.003112 52 640: 74%|#######4 | 125/168 [00:23<00:08, 5.27it/s]
165/499 4.32G 0.009285 0.008707 0.003112 52 640: 75%|#######5 | 126/168 [00:23<00:07, 5.36it/s]
165/499 4.32G 0.009277 0.008693 0.003095 68 640: 75%|#######5 | 126/168 [00:24<00:07, 5.36it/s]
165/499 4.32G 0.009277 0.008693 0.003095 68 640: 76%|#######5 | 127/168 [00:24<00:07, 5.24it/s]
165/499 4.32G 0.009285 0.008694 0.003118 68 640: 76%|#######5 | 127/168 [00:24<00:07, 5.24it/s]
165/499 4.32G 0.009285 0.008694 0.003118 68 640: 76%|#######6 | 128/168 [00:24<00:07, 5.34it/s]
165/499 4.32G 0.009287 0.008692 0.003121 57 640: 76%|#######6 | 128/168 [00:24<00:07, 5.34it/s]
165/499 4.32G 0.009287 0.008692 0.003121 57 640: 77%|#######6 | 129/168 [00:24<00:07, 5.41it/s]
165/499 4.32G 0.009288 0.008695 0.003103 62 640: 77%|#######6 | 129/168 [00:24<00:07, 5.41it/s]
165/499 4.32G 0.009288 0.008695 0.003103 62 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s]
165/499 4.32G 0.009283 0.008688 0.003105 73 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s]
165/499 4.32G 0.009283 0.008688 0.003105 73 640: 78%|#######7 | 131/168 [00:24<00:07, 5.28it/s]
165/499 4.32G 0.009289 0.008686 0.003097 54 640: 78%|#######7 | 131/168 [00:24<00:07, 5.28it/s]
165/499 4.32G 0.009289 0.008686 0.003097 54 640: 79%|#######8 | 132/168 [00:24<00:06, 5.33it/s]
165/499 4.32G 0.009287 0.008672 0.003115 65 640: 79%|#######8 | 132/168 [00:25<00:06, 5.33it/s]
165/499 4.32G 0.009287 0.008672 0.003115 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s]
165/499 4.32G 0.009291 0.008675 0.003104 70 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s]
165/499 4.32G 0.009291 0.008675 0.003104 70 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s]
165/499 4.32G 0.009281 0.008674 0.003094 81 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s]
165/499 4.32G 0.009281 0.008674 0.003094 81 640: 80%|######## | 135/168 [00:25<00:06, 5.35it/s]
165/499 4.32G 0.009281 0.008672 0.003096 71 640: 80%|######## | 135/168 [00:25<00:06, 5.35it/s]
165/499 4.32G 0.009281 0.008672 0.003096 71 640: 81%|######## | 136/168 [00:25<00:06, 5.16it/s]
165/499 4.32G 0.00928 0.008664 0.003093 48 640: 81%|######## | 136/168 [00:25<00:06, 5.16it/s]
165/499 4.32G 0.00928 0.008664 0.003093 48 640: 82%|########1 | 137/168 [00:25<00:05, 5.27it/s]
165/499 4.32G 0.009277 0.008655 0.003081 53 640: 82%|########1 | 137/168 [00:26<00:05, 5.27it/s]
165/499 4.32G 0.009277 0.008655 0.003081 53 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s]
165/499 4.32G 0.009266 0.008649 0.003101 66 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s]
165/499 4.32G 0.009266 0.008649 0.003101 66 640: 83%|########2 | 139/168 [00:26<00:05, 5.20it/s]
165/499 4.32G 0.009252 0.008641 0.003106 60 640: 83%|########2 | 139/168 [00:26<00:05, 5.20it/s]
165/499 4.32G 0.009252 0.008641 0.003106 60 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s]
165/499 4.32G 0.009246 0.008646 0.003108 79 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s]
165/499 4.32G 0.009246 0.008646 0.003108 79 640: 84%|########3 | 141/168 [00:26<00:05, 5.37it/s]
165/499 4.32G 0.00925 0.00867 0.003107 89 640: 84%|########3 | 141/168 [00:26<00:05, 5.37it/s]
165/499 4.32G 0.00925 0.00867 0.003107 89 640: 85%|########4 | 142/168 [00:26<00:05, 5.20it/s]
165/499 4.32G 0.009255 0.008675 0.003107 69 640: 85%|########4 | 142/168 [00:27<00:05, 5.20it/s]
165/499 4.32G 0.009255 0.008675 0.003107 69 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s]
165/499 4.32G 0.009259 0.008687 0.003101 67 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s]
165/499 4.32G 0.009259 0.008687 0.003101 67 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s]
165/499 4.32G 0.009262 0.008695 0.00309 71 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s]
165/499 4.32G 0.009262 0.008695 0.00309 71 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s]
165/499 4.32G 0.009265 0.0087 0.003092 69 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s]
165/499 4.32G 0.009265 0.0087 0.003092 69 640: 87%|########6 | 146/168 [00:27<00:04, 5.31it/s]
165/499 4.32G 0.009264 0.00869 0.003094 58 640: 87%|########6 | 146/168 [00:27<00:04, 5.31it/s]
165/499 4.32G 0.009264 0.00869 0.003094 58 640: 88%|########7 | 147/168 [00:27<00:03, 5.37it/s]
165/499 4.32G 0.009265 0.008699 0.003092 77 640: 88%|########7 | 147/168 [00:27<00:03, 5.37it/s]
165/499 4.32G 0.009265 0.008699 0.003092 77 640: 88%|########8 | 148/168 [00:27<00:03, 5.21it/s]
165/499 4.32G 0.009267 0.008691 0.003094 63 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s]
165/499 4.32G 0.009267 0.008691 0.003094 63 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s]
165/499 4.32G 0.009269 0.008686 0.003103 74 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s]
165/499 4.32G 0.009269 0.008686 0.003103 74 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s]
165/499 4.32G 0.009265 0.008671 0.003102 55 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s]
165/499 4.32G 0.009265 0.008671 0.003102 55 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
165/499 4.32G 0.009278 0.008673 0.003116 74 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
165/499 4.32G 0.009278 0.008673 0.003116 74 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s]
165/499 4.32G 0.00929 0.00867 0.003127 62 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s]
165/499 4.32G 0.00929 0.00867 0.003127 62 640: 91%|#########1| 153/168 [00:28<00:02, 5.38it/s]
165/499 4.32G 0.009285 0.008675 0.00312 78 640: 91%|#########1| 153/168 [00:29<00:02, 5.38it/s]
165/499 4.32G 0.009285 0.008675 0.00312 78 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
165/499 4.32G 0.009279 0.008673 0.003127 78 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
165/499 4.32G 0.009279 0.008673 0.003127 78 640: 92%|#########2| 155/168 [00:29<00:02, 5.33it/s]
165/499 4.32G 0.009272 0.00867 0.003143 67 640: 92%|#########2| 155/168 [00:29<00:02, 5.33it/s]
165/499 4.32G 0.009272 0.00867 0.003143 67 640: 93%|#########2| 156/168 [00:29<00:02, 5.39it/s]
165/499 4.32G 0.009268 0.008674 0.003151 77 640: 93%|#########2| 156/168 [00:29<00:02, 5.39it/s]
165/499 4.32G 0.009268 0.008674 0.003151 77 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s]
165/499 4.32G 0.009273 0.008672 0.003144 55 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s]
165/499 4.32G 0.009273 0.008672 0.003144 55 640: 94%|#########4| 158/168 [00:29<00:01, 5.31it/s]
165/499 4.32G 0.009264 0.008662 0.003137 67 640: 94%|#########4| 158/168 [00:30<00:01, 5.31it/s]
165/499 4.32G 0.009264 0.008662 0.003137 67 640: 95%|#########4| 159/168 [00:30<00:01, 5.37it/s]
165/499 4.32G 0.009252 0.008659 0.003168 79 640: 95%|#########4| 159/168 [00:30<00:01, 5.37it/s]
165/499 4.32G 0.009252 0.008659 0.003168 79 640: 95%|#########5| 160/168 [00:30<00:01, 5.25it/s]
165/499 4.32G 0.009256 0.008662 0.003167 78 640: 95%|#########5| 160/168 [00:30<00:01, 5.25it/s]
165/499 4.32G 0.009256 0.008662 0.003167 78 640: 96%|#########5| 161/168 [00:30<00:01, 5.33it/s]
165/499 4.32G 0.00926 0.008659 0.003165 66 640: 96%|#########5| 161/168 [00:30<00:01, 5.33it/s]
165/499 4.32G 0.00926 0.008659 0.003165 66 640: 96%|#########6| 162/168 [00:30<00:01, 5.37it/s]
165/499 4.32G 0.009257 0.008649 0.003179 71 640: 96%|#########6| 162/168 [00:30<00:01, 5.37it/s]
165/499 4.32G 0.009257 0.008649 0.003179 71 640: 97%|#########7| 163/168 [00:30<00:00, 5.25it/s]
165/499 4.32G 0.009267 0.008648 0.003179 58 640: 97%|#########7| 163/168 [00:30<00:00, 5.25it/s]
165/499 4.32G 0.009267 0.008648 0.003179 58 640: 98%|#########7| 164/168 [00:30<00:00, 5.35it/s]
165/499 4.32G 0.009275 0.008641 0.003179 47 640: 98%|#########7| 164/168 [00:31<00:00, 5.35it/s]
165/499 4.32G 0.009275 0.008641 0.003179 47 640: 98%|#########8| 165/168 [00:31<00:00, 5.40it/s]
165/499 4.32G 0.00927 0.008632 0.003179 59 640: 98%|#########8| 165/168 [00:31<00:00, 5.40it/s]
165/499 4.32G 0.00927 0.008632 0.003179 59 640: 99%|#########8| 166/168 [00:31<00:00, 5.25it/s]
165/499 4.32G 0.009267 0.00863 0.003184 64 640: 99%|#########8| 166/168 [00:31<00:00, 5.25it/s]
165/499 4.32G 0.009267 0.00863 0.003184 64 640: 99%|#########9| 167/168 [00:31<00:00, 5.33it/s]
165/499 4.32G 0.009271 0.008639 0.003178 38 640: 99%|#########9| 167/168 [00:31<00:00, 5.33it/s]
165/499 4.32G 0.009271 0.008639 0.003178 38 640: 100%|##########| 168/168 [00:31<00:00, 5.51it/s]
165/499 4.32G 0.009271 0.008639 0.003178 38 640: 100%|##########| 168/168 [00:31<00:00, 5.30it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s]
all 132 263 0.837 0.876 0.907 0.776
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
166/499 4.32G 0.009565 0.008586 0.007308 65 640: 0%| | 0/168 [00:00<?, ?it/s]
166/499 4.32G 0.009565 0.008586 0.007308 65 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
166/499 4.32G 0.009331 0.007563 0.005505 61 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
166/499 4.32G 0.009331 0.007563 0.005505 61 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s]
166/499 4.32G 0.009079 0.007783 0.004435 83 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s]
166/499 4.32G 0.009079 0.007783 0.004435 83 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s]
166/499 4.32G 0.009225 0.007595 0.004977 64 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s]
166/499 4.32G 0.009225 0.007595 0.004977 64 640: 2%|2 | 4/168 [00:00<00:31, 5.21it/s]
166/499 4.32G 0.009091 0.007499 0.004911 63 640: 2%|2 | 4/168 [00:00<00:31, 5.21it/s]
166/499 4.32G 0.009091 0.007499 0.004911 63 640: 3%|2 | 5/168 [00:00<00:30, 5.33it/s]
166/499 4.32G 0.009167 0.007781 0.004816 87 640: 3%|2 | 5/168 [00:01<00:30, 5.33it/s]
166/499 4.32G 0.009167 0.007781 0.004816 87 640: 4%|3 | 6/168 [00:01<00:29, 5.40it/s]
166/499 4.32G 0.009315 0.008113 0.004734 79 640: 4%|3 | 6/168 [00:01<00:29, 5.40it/s]
166/499 4.32G 0.009315 0.008113 0.004734 79 640: 4%|4 | 7/168 [00:01<00:30, 5.25it/s]
166/499 4.32G 0.009401 0.008563 0.004468 84 640: 4%|4 | 7/168 [00:01<00:30, 5.25it/s]
166/499 4.32G 0.009401 0.008563 0.004468 84 640: 5%|4 | 8/168 [00:01<00:29, 5.34it/s]
166/499 4.32G 0.009475 0.008667 0.004586 68 640: 5%|4 | 8/168 [00:01<00:29, 5.34it/s]
166/499 4.32G 0.009475 0.008667 0.004586 68 640: 5%|5 | 9/168 [00:01<00:29, 5.40it/s]
166/499 4.32G 0.009555 0.008675 0.004425 64 640: 5%|5 | 9/168 [00:01<00:29, 5.40it/s]
166/499 4.32G 0.009555 0.008675 0.004425 64 640: 6%|5 | 10/168 [00:01<00:30, 5.25it/s]
166/499 4.32G 0.00959 0.008813 0.004317 71 640: 6%|5 | 10/168 [00:02<00:30, 5.25it/s]
166/499 4.32G 0.00959 0.008813 0.004317 71 640: 7%|6 | 11/168 [00:02<00:29, 5.35it/s]
166/499 4.32G 0.009538 0.008904 0.004189 86 640: 7%|6 | 11/168 [00:02<00:29, 5.35it/s]
166/499 4.32G 0.009538 0.008904 0.004189 86 640: 7%|7 | 12/168 [00:02<00:28, 5.40it/s]
166/499 4.32G 0.00948 0.008913 0.00399 75 640: 7%|7 | 12/168 [00:02<00:28, 5.40it/s]
166/499 4.32G 0.00948 0.008913 0.00399 75 640: 8%|7 | 13/168 [00:02<00:29, 5.25it/s]
166/499 4.32G 0.009479 0.008841 0.003907 68 640: 8%|7 | 13/168 [00:02<00:29, 5.25it/s]
166/499 4.32G 0.009479 0.008841 0.003907 68 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s]
166/499 4.32G 0.009465 0.008785 0.003674 57 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s]
166/499 4.32G 0.009465 0.008785 0.003674 57 640: 9%|8 | 15/168 [00:02<00:28, 5.33it/s]
166/499 4.32G 0.009463 0.008766 0.003733 63 640: 9%|8 | 15/168 [00:03<00:28, 5.33it/s]
166/499 4.32G 0.009463 0.008766 0.003733 63 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s]
166/499 4.32G 0.009521 0.008723 0.003681 57 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s]
166/499 4.32G 0.009521 0.008723 0.003681 57 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s]
166/499 4.32G 0.009546 0.008731 0.003667 78 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s]
166/499 4.32G 0.009546 0.008731 0.003667 78 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s]
166/499 4.32G 0.009557 0.0088 0.003613 76 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s]
166/499 4.32G 0.009557 0.0088 0.003613 76 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
166/499 4.32G 0.009582 0.008811 0.003626 78 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
166/499 4.32G 0.009582 0.008811 0.003626 78 640: 12%|#1 | 20/168 [00:03<00:27, 5.29it/s]
166/499 4.32G 0.009509 0.008805 0.003676 83 640: 12%|#1 | 20/168 [00:03<00:27, 5.29it/s]
166/499 4.32G 0.009509 0.008805 0.003676 83 640: 12%|#2 | 21/168 [00:03<00:27, 5.35it/s]
166/499 4.32G 0.009461 0.008873 0.003735 89 640: 12%|#2 | 21/168 [00:04<00:27, 5.35it/s]
166/499 4.32G 0.009461 0.008873 0.003735 89 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s]
166/499 4.32G 0.009413 0.008967 0.003652 74 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s]
166/499 4.32G 0.009413 0.008967 0.003652 74 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s]
166/499 4.32G 0.009426 0.00897 0.003644 72 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s]
166/499 4.32G 0.009426 0.00897 0.003644 72 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s]
166/499 4.32G 0.009439 0.008997 0.003533 76 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s]
166/499 4.32G 0.009439 0.008997 0.003533 76 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s]
166/499 4.32G 0.009457 0.008994 0.003619 63 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s]
166/499 4.32G 0.009457 0.008994 0.003619 63 640: 15%|#5 | 26/168 [00:04<00:26, 5.26it/s]
166/499 4.32G 0.009462 0.008939 0.003542 57 640: 15%|#5 | 26/168 [00:05<00:26, 5.26it/s]
166/499 4.32G 0.009462 0.008939 0.003542 57 640: 16%|#6 | 27/168 [00:05<00:26, 5.31it/s]
166/499 4.32G 0.009487 0.008882 0.003555 64 640: 16%|#6 | 27/168 [00:05<00:26, 5.31it/s]
166/499 4.32G 0.009487 0.008882 0.003555 64 640: 17%|#6 | 28/168 [00:05<00:27, 5.13it/s]
166/499 4.32G 0.009505 0.008928 0.003523 70 640: 17%|#6 | 28/168 [00:05<00:27, 5.13it/s]
166/499 4.32G 0.009505 0.008928 0.003523 70 640: 17%|#7 | 29/168 [00:05<00:26, 5.22it/s]
166/499 4.32G 0.009477 0.008849 0.0035 68 640: 17%|#7 | 29/168 [00:05<00:26, 5.22it/s]
166/499 4.32G 0.009477 0.008849 0.0035 68 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s]
166/499 4.32G 0.009484 0.008927 0.003467 74 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s]
166/499 4.32G 0.009484 0.008927 0.003467 74 640: 18%|#8 | 31/168 [00:05<00:26, 5.17it/s]
166/499 4.32G 0.009472 0.008915 0.003427 63 640: 18%|#8 | 31/168 [00:06<00:26, 5.17it/s]
166/499 4.32G 0.009472 0.008915 0.003427 63 640: 19%|#9 | 32/168 [00:06<00:25, 5.26it/s]
166/499 4.32G 0.009491 0.008918 0.003434 73 640: 19%|#9 | 32/168 [00:06<00:25, 5.26it/s]
166/499 4.32G 0.009491 0.008918 0.003434 73 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s]
166/499 4.32G 0.009464 0.008894 0.00349 84 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s]
166/499 4.32G 0.009464 0.008894 0.00349 84 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s]
166/499 4.32G 0.009442 0.008929 0.003463 78 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s]
166/499 4.32G 0.009442 0.008929 0.003463 78 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s]
166/499 4.32G 0.00943 0.008914 0.003475 61 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s]
166/499 4.32G 0.00943 0.008914 0.003475 61 640: 21%|##1 | 36/168 [00:06<00:24, 5.35it/s]
166/499 4.32G 0.009389 0.008893 0.003496 66 640: 21%|##1 | 36/168 [00:07<00:24, 5.35it/s]
166/499 4.32G 0.009389 0.008893 0.003496 66 640: 22%|##2 | 37/168 [00:07<00:25, 5.22it/s]
166/499 4.32G 0.009382 0.008832 0.003539 59 640: 22%|##2 | 37/168 [00:07<00:25, 5.22it/s]
166/499 4.32G 0.009382 0.008832 0.003539 59 640: 23%|##2 | 38/168 [00:07<00:24, 5.31it/s]
166/499 4.32G 0.009378 0.008789 0.003489 68 640: 23%|##2 | 38/168 [00:07<00:24, 5.31it/s]
166/499 4.32G 0.009378 0.008789 0.003489 68 640: 23%|##3 | 39/168 [00:07<00:23, 5.38it/s]
166/499 4.32G 0.009391 0.008805 0.003579 65 640: 23%|##3 | 39/168 [00:07<00:23, 5.38it/s]
166/499 4.32G 0.009391 0.008805 0.003579 65 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
166/499 4.32G 0.009406 0.008813 0.003602 72 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
166/499 4.32G 0.009406 0.008813 0.003602 72 640: 24%|##4 | 41/168 [00:07<00:23, 5.29it/s]
166/499 4.32G 0.009414 0.008833 0.003626 75 640: 24%|##4 | 41/168 [00:07<00:23, 5.29it/s]
166/499 4.32G 0.009414 0.008833 0.003626 75 640: 25%|##5 | 42/168 [00:07<00:23, 5.35it/s]
166/499 4.32G 0.009394 0.008872 0.003662 78 640: 25%|##5 | 42/168 [00:08<00:23, 5.35it/s]
166/499 4.32G 0.009394 0.008872 0.003662 78 640: 26%|##5 | 43/168 [00:08<00:24, 5.14it/s]
166/499 4.32G 0.009441 0.008907 0.003624 70 640: 26%|##5 | 43/168 [00:08<00:24, 5.14it/s]
166/499 4.32G 0.009441 0.008907 0.003624 70 640: 26%|##6 | 44/168 [00:08<00:23, 5.20it/s]
166/499 4.32G 0.009436 0.008884 0.003603 68 640: 26%|##6 | 44/168 [00:08<00:23, 5.20it/s]
166/499 4.32G 0.009436 0.008884 0.003603 68 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s]
166/499 4.32G 0.009412 0.00884 0.003603 60 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s]
166/499 4.32G 0.009412 0.00884 0.003603 60 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s]
166/499 4.32G 0.009405 0.008862 0.003559 79 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s]
166/499 4.32G 0.009405 0.008862 0.003559 79 640: 28%|##7 | 47/168 [00:08<00:23, 5.23it/s]
166/499 4.32G 0.009393 0.008896 0.003521 79 640: 28%|##7 | 47/168 [00:09<00:23, 5.23it/s]
166/499 4.32G 0.009393 0.008896 0.003521 79 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
166/499 4.32G 0.009421 0.008932 0.003495 65 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
166/499 4.32G 0.009421 0.008932 0.003495 65 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s]
166/499 4.32G 0.009457 0.008897 0.003553 61 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s]
166/499 4.32G 0.009457 0.008897 0.003553 61 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s]
166/499 4.32G 0.009455 0.008902 0.003654 65 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s]
166/499 4.32G 0.009455 0.008902 0.003654 65 640: 30%|### | 51/168 [00:09<00:21, 5.38it/s]
166/499 4.32G 0.009462 0.008914 0.003603 71 640: 30%|### | 51/168 [00:09<00:21, 5.38it/s]
166/499 4.32G 0.009462 0.008914 0.003603 71 640: 31%|### | 52/168 [00:09<00:22, 5.21it/s]
166/499 4.32G 0.009451 0.008931 0.003584 77 640: 31%|### | 52/168 [00:10<00:22, 5.21it/s]
166/499 4.32G 0.009451 0.008931 0.003584 77 640: 32%|###1 | 53/168 [00:10<00:21, 5.30it/s]
166/499 4.32G 0.009456 0.008937 0.00358 60 640: 32%|###1 | 53/168 [00:10<00:21, 5.30it/s]
166/499 4.32G 0.009456 0.008937 0.00358 60 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s]
166/499 4.32G 0.00944 0.008941 0.003593 77 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s]
166/499 4.32G 0.00944 0.008941 0.003593 77 640: 33%|###2 | 55/168 [00:10<00:21, 5.22it/s]
166/499 4.32G 0.009428 0.008922 0.003547 65 640: 33%|###2 | 55/168 [00:10<00:21, 5.22it/s]
166/499 4.32G 0.009428 0.008922 0.003547 65 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s]
166/499 4.32G 0.009416 0.008907 0.003562 63 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s]
166/499 4.32G 0.009416 0.008907 0.003562 63 640: 34%|###3 | 57/168 [00:10<00:20, 5.36it/s]
166/499 4.32G 0.009398 0.0089 0.003572 69 640: 34%|###3 | 57/168 [00:10<00:20, 5.36it/s]
166/499 4.32G 0.009398 0.0089 0.003572 69 640: 35%|###4 | 58/168 [00:10<00:21, 5.17it/s]
166/499 4.32G 0.009399 0.008913 0.003574 75 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s]
166/499 4.32G 0.009399 0.008913 0.003574 75 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s]
166/499 4.32G 0.009412 0.008911 0.00357 70 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s]
166/499 4.32G 0.009412 0.008911 0.00357 70 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s]
166/499 4.32G 0.009421 0.008896 0.003636 58 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s]
166/499 4.32G 0.009421 0.008896 0.003636 58 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
166/499 4.32G 0.009439 0.008941 0.003638 89 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
166/499 4.32G 0.009439 0.008941 0.003638 89 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s]
166/499 4.32G 0.009427 0.008927 0.003609 73 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s]
166/499 4.32G 0.009427 0.008927 0.003609 73 640: 38%|###7 | 63/168 [00:11<00:19, 5.35it/s]
166/499 4.32G 0.009433 0.008912 0.003614 71 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s]
166/499 4.32G 0.009433 0.008912 0.003614 71 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
166/499 4.32G 0.009477 0.008915 0.003589 58 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
166/499 4.32G 0.009477 0.008915 0.003589 58 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s]
166/499 4.32G 0.009469 0.008867 0.003715 52 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s]
166/499 4.32G 0.009469 0.008867 0.003715 52 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
166/499 4.32G 0.009463 0.00884 0.003681 68 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
166/499 4.32G 0.009463 0.00884 0.003681 68 640: 40%|###9 | 67/168 [00:12<00:19, 5.20it/s]
166/499 4.32G 0.009454 0.008841 0.003687 73 640: 40%|###9 | 67/168 [00:12<00:19, 5.20it/s]
166/499 4.32G 0.009454 0.008841 0.003687 73 640: 40%|#### | 68/168 [00:12<00:18, 5.31it/s]
166/499 4.32G 0.00944 0.008845 0.003692 70 640: 40%|#### | 68/168 [00:13<00:18, 5.31it/s]
166/499 4.32G 0.00944 0.008845 0.003692 70 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s]
166/499 4.32G 0.009459 0.008883 0.003661 75 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s]
166/499 4.32G 0.009459 0.008883 0.003661 75 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s]
166/499 4.32G 0.009468 0.008877 0.003637 68 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s]
166/499 4.32G 0.009468 0.008877 0.003637 68 640: 42%|####2 | 71/168 [00:13<00:18, 5.26it/s]
166/499 4.32G 0.009457 0.008855 0.003612 65 640: 42%|####2 | 71/168 [00:13<00:18, 5.26it/s]
166/499 4.32G 0.009457 0.008855 0.003612 65 640: 43%|####2 | 72/168 [00:13<00:18, 5.26it/s]
166/499 4.32G 0.009476 0.008844 0.003625 67 640: 43%|####2 | 72/168 [00:13<00:18, 5.26it/s]
166/499 4.32G 0.009476 0.008844 0.003625 67 640: 43%|####3 | 73/168 [00:13<00:18, 5.11it/s]
166/499 4.32G 0.009472 0.008862 0.003592 75 640: 43%|####3 | 73/168 [00:14<00:18, 5.11it/s]
166/499 4.32G 0.009472 0.008862 0.003592 75 640: 44%|####4 | 74/168 [00:14<00:18, 5.22it/s]
166/499 4.32G 0.009491 0.008847 0.003635 66 640: 44%|####4 | 74/168 [00:14<00:18, 5.22it/s]
166/499 4.32G 0.009491 0.008847 0.003635 66 640: 45%|####4 | 75/168 [00:14<00:17, 5.29it/s]
166/499 4.32G 0.009462 0.008836 0.003639 72 640: 45%|####4 | 75/168 [00:14<00:17, 5.29it/s]
166/499 4.32G 0.009462 0.008836 0.003639 72 640: 45%|####5 | 76/168 [00:14<00:17, 5.16it/s]
166/499 4.32G 0.009474 0.008821 0.003651 49 640: 45%|####5 | 76/168 [00:14<00:17, 5.16it/s]
166/499 4.32G 0.009474 0.008821 0.003651 49 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s]
166/499 4.32G 0.009441 0.008792 0.003668 75 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s]
166/499 4.32G 0.009441 0.008792 0.003668 75 640: 46%|####6 | 78/168 [00:14<00:16, 5.32it/s]
166/499 4.32G 0.009433 0.008775 0.003664 59 640: 46%|####6 | 78/168 [00:14<00:16, 5.32it/s]
166/499 4.32G 0.009433 0.008775 0.003664 59 640: 47%|####7 | 79/168 [00:14<00:17, 5.20it/s]
166/499 4.32G 0.00943 0.008774 0.00365 63 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s]
166/499 4.32G 0.00943 0.008774 0.00365 63 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
166/499 4.32G 0.009412 0.00874 0.003654 58 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
166/499 4.32G 0.009412 0.00874 0.003654 58 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
166/499 4.32G 0.009409 0.00874 0.003636 68 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
166/499 4.32G 0.009409 0.00874 0.003636 68 640: 49%|####8 | 82/168 [00:15<00:16, 5.16it/s]
166/499 4.32G 0.009408 0.008735 0.003617 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.16it/s]
166/499 4.32G 0.009408 0.008735 0.003617 71 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s]
166/499 4.32G 0.009412 0.008717 0.003588 56 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s]
166/499 4.32G 0.009412 0.008717 0.003588 56 640: 50%|##### | 84/168 [00:15<00:15, 5.34it/s]
166/499 4.32G 0.009408 0.008694 0.003591 62 640: 50%|##### | 84/168 [00:16<00:15, 5.34it/s]
166/499 4.32G 0.009408 0.008694 0.003591 62 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s]
166/499 4.32G 0.009407 0.00869 0.00359 75 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s]
166/499 4.32G 0.009407 0.00869 0.00359 75 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s]
166/499 4.32G 0.009417 0.008673 0.003608 72 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s]
166/499 4.32G 0.009417 0.008673 0.003608 72 640: 52%|#####1 | 87/168 [00:16<00:15, 5.38it/s]
166/499 4.32G 0.009425 0.008687 0.003592 65 640: 52%|#####1 | 87/168 [00:16<00:15, 5.38it/s]
166/499 4.32G 0.009425 0.008687 0.003592 65 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s]
166/499 4.32G 0.009409 0.008665 0.003617 57 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s]
166/499 4.32G 0.009409 0.008665 0.003617 57 640: 53%|#####2 | 89/168 [00:16<00:14, 5.32it/s]
166/499 4.32G 0.009397 0.008653 0.003602 60 640: 53%|#####2 | 89/168 [00:17<00:14, 5.32it/s]
166/499 4.32G 0.009397 0.008653 0.003602 60 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s]
166/499 4.32G 0.009411 0.008681 0.003609 89 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s]
166/499 4.32G 0.009411 0.008681 0.003609 89 640: 54%|#####4 | 91/168 [00:17<00:14, 5.24it/s]
166/499 4.32G 0.009439 0.008692 0.003603 62 640: 54%|#####4 | 91/168 [00:17<00:14, 5.24it/s]
166/499 4.32G 0.009439 0.008692 0.003603 62 640: 55%|#####4 | 92/168 [00:17<00:14, 5.33it/s]
166/499 4.32G 0.009432 0.008708 0.003572 84 640: 55%|#####4 | 92/168 [00:17<00:14, 5.33it/s]
166/499 4.32G 0.009432 0.008708 0.003572 84 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s]
166/499 4.32G 0.009421 0.008704 0.003582 59 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s]
166/499 4.32G 0.009421 0.008704 0.003582 59 640: 56%|#####5 | 94/168 [00:17<00:14, 5.20it/s]
166/499 4.32G 0.009429 0.008706 0.003575 61 640: 56%|#####5 | 94/168 [00:18<00:14, 5.20it/s]
166/499 4.32G 0.009429 0.008706 0.003575 61 640: 57%|#####6 | 95/168 [00:18<00:13, 5.29it/s]
166/499 4.32G 0.009437 0.008682 0.003572 52 640: 57%|#####6 | 95/168 [00:18<00:13, 5.29it/s]
166/499 4.32G 0.009437 0.008682 0.003572 52 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
166/499 4.32G 0.009458 0.008672 0.003596 62 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
166/499 4.32G 0.009458 0.008672 0.003596 62 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s]
166/499 4.32G 0.009465 0.008687 0.003578 73 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s]
166/499 4.32G 0.009465 0.008687 0.003578 73 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s]
166/499 4.32G 0.009467 0.008711 0.00355 78 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s]
166/499 4.32G 0.009467 0.008711 0.00355 78 640: 59%|#####8 | 99/168 [00:18<00:12, 5.38it/s]
166/499 4.32G 0.00946 0.008718 0.00356 74 640: 59%|#####8 | 99/168 [00:18<00:12, 5.38it/s]
166/499 4.32G 0.00946 0.008718 0.00356 74 640: 60%|#####9 | 100/168 [00:18<00:12, 5.24it/s]
166/499 4.32G 0.009461 0.008727 0.00357 84 640: 60%|#####9 | 100/168 [00:19<00:12, 5.24it/s]
166/499 4.32G 0.009461 0.008727 0.00357 84 640: 60%|###### | 101/168 [00:19<00:12, 5.32it/s]
166/499 4.32G 0.009459 0.00873 0.003568 68 640: 60%|###### | 101/168 [00:19<00:12, 5.32it/s]
166/499 4.32G 0.009459 0.00873 0.003568 68 640: 61%|###### | 102/168 [00:19<00:12, 5.39it/s]
166/499 4.32G 0.009481 0.008725 0.003555 64 640: 61%|###### | 102/168 [00:19<00:12, 5.39it/s]
166/499 4.32G 0.009481 0.008725 0.003555 64 640: 61%|######1 | 103/168 [00:19<00:12, 5.24it/s]
166/499 4.32G 0.009472 0.008711 0.003551 68 640: 61%|######1 | 103/168 [00:19<00:12, 5.24it/s]
166/499 4.32G 0.009472 0.008711 0.003551 68 640: 62%|######1 | 104/168 [00:19<00:12, 5.31it/s]
166/499 4.32G 0.009456 0.008688 0.003533 54 640: 62%|######1 | 104/168 [00:19<00:12, 5.31it/s]
166/499 4.32G 0.009456 0.008688 0.003533 54 640: 62%|######2 | 105/168 [00:19<00:11, 5.37it/s]
166/499 4.32G 0.009444 0.008678 0.003522 57 640: 62%|######2 | 105/168 [00:20<00:11, 5.37it/s]
166/499 4.32G 0.009444 0.008678 0.003522 57 640: 63%|######3 | 106/168 [00:20<00:11, 5.24it/s]
166/499 4.32G 0.009449 0.008675 0.003515 62 640: 63%|######3 | 106/168 [00:20<00:11, 5.24it/s]
166/499 4.32G 0.009449 0.008675 0.003515 62 640: 64%|######3 | 107/168 [00:20<00:11, 5.32it/s]
166/499 4.32G 0.009451 0.008707 0.00349 82 640: 64%|######3 | 107/168 [00:20<00:11, 5.32it/s]
166/499 4.32G 0.009451 0.008707 0.00349 82 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s]
166/499 4.32G 0.009438 0.008706 0.003505 76 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s]
166/499 4.32G 0.009438 0.008706 0.003505 76 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s]
166/499 4.32G 0.009446 0.008717 0.00349 79 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s]
166/499 4.32G 0.009446 0.008717 0.00349 79 640: 65%|######5 | 110/168 [00:20<00:10, 5.34it/s]
166/499 4.32G 0.00946 0.008705 0.003487 65 640: 65%|######5 | 110/168 [00:21<00:10, 5.34it/s]
166/499 4.32G 0.00946 0.008705 0.003487 65 640: 66%|######6 | 111/168 [00:21<00:10, 5.41it/s]
166/499 4.32G 0.009481 0.008712 0.003495 77 640: 66%|######6 | 111/168 [00:21<00:10, 5.41it/s]
166/499 4.32G 0.009481 0.008712 0.003495 77 640: 67%|######6 | 112/168 [00:21<00:10, 5.16it/s]
166/499 4.32G 0.009481 0.008699 0.003498 64 640: 67%|######6 | 112/168 [00:21<00:10, 5.16it/s]
166/499 4.32G 0.009481 0.008699 0.003498 64 640: 67%|######7 | 113/168 [00:21<00:10, 5.26it/s]
166/499 4.32G 0.009471 0.00871 0.003491 72 640: 67%|######7 | 113/168 [00:21<00:10, 5.26it/s]
166/499 4.32G 0.009471 0.00871 0.003491 72 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s]
166/499 4.32G 0.009471 0.008708 0.003463 61 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s]
166/499 4.32G 0.009471 0.008708 0.003463 61 640: 68%|######8 | 115/168 [00:21<00:10, 5.19it/s]
166/499 4.32G 0.009472 0.008724 0.003459 73 640: 68%|######8 | 115/168 [00:21<00:10, 5.19it/s]
166/499 4.32G 0.009472 0.008724 0.003459 73 640: 69%|######9 | 116/168 [00:21<00:09, 5.28it/s]
166/499 4.32G 0.009472 0.008746 0.00346 83 640: 69%|######9 | 116/168 [00:22<00:09, 5.28it/s]
166/499 4.32G 0.009472 0.008746 0.00346 83 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
166/499 4.32G 0.009476 0.008741 0.003454 62 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
166/499 4.32G 0.009476 0.008741 0.003454 62 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s]
166/499 4.32G 0.00949 0.008735 0.003466 68 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s]
166/499 4.32G 0.00949 0.008735 0.003466 68 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s]
166/499 4.32G 0.009485 0.008736 0.003457 71 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s]
166/499 4.32G 0.009485 0.008736 0.003457 71 640: 71%|#######1 | 120/168 [00:22<00:09, 5.33it/s]
166/499 4.32G 0.009483 0.008752 0.003445 76 640: 71%|#######1 | 120/168 [00:22<00:09, 5.33it/s]
166/499 4.32G 0.009483 0.008752 0.003445 76 640: 72%|#######2 | 121/168 [00:22<00:09, 5.19it/s]
166/499 4.32G 0.009477 0.008763 0.003426 65 640: 72%|#######2 | 121/168 [00:23<00:09, 5.19it/s]
166/499 4.32G 0.009477 0.008763 0.003426 65 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s]
166/499 4.32G 0.009477 0.008752 0.003407 66 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s]
166/499 4.32G 0.009477 0.008752 0.003407 66 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s]
166/499 4.32G 0.00948 0.008751 0.003409 74 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s]
166/499 4.32G 0.00948 0.008751 0.003409 74 640: 74%|#######3 | 124/168 [00:23<00:08, 5.22it/s]
166/499 4.32G 0.009472 0.008757 0.003402 85 640: 74%|#######3 | 124/168 [00:23<00:08, 5.22it/s]
166/499 4.32G 0.009472 0.008757 0.003402 85 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s]
166/499 4.32G 0.009474 0.008785 0.003413 83 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s]
166/499 4.32G 0.009474 0.008785 0.003413 83 640: 75%|#######5 | 126/168 [00:23<00:07, 5.39it/s]
166/499 4.32G 0.009459 0.008798 0.00341 82 640: 75%|#######5 | 126/168 [00:24<00:07, 5.39it/s]
166/499 4.32G 0.009459 0.008798 0.00341 82 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s]
166/499 4.32G 0.009459 0.00879 0.003417 63 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s]
166/499 4.32G 0.009459 0.00879 0.003417 63 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s]
166/499 4.32G 0.009463 0.00879 0.003438 69 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s]
166/499 4.32G 0.009463 0.00879 0.003438 69 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s]
166/499 4.32G 0.009469 0.008802 0.003428 76 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s]
166/499 4.32G 0.009469 0.008802 0.003428 76 640: 77%|#######7 | 130/168 [00:24<00:07, 5.23it/s]
166/499 4.32G 0.00947 0.008813 0.003417 67 640: 77%|#######7 | 130/168 [00:24<00:07, 5.23it/s]
166/499 4.32G 0.00947 0.008813 0.003417 67 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s]
166/499 4.32G 0.009464 0.008809 0.003409 68 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s]
166/499 4.32G 0.009464 0.008809 0.003409 68 640: 79%|#######8 | 132/168 [00:24<00:06, 5.38it/s]
166/499 4.32G 0.009462 0.008803 0.003391 64 640: 79%|#######8 | 132/168 [00:25<00:06, 5.38it/s]
166/499 4.32G 0.009462 0.008803 0.003391 64 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s]
166/499 4.32G 0.009463 0.008785 0.003395 55 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s]
166/499 4.32G 0.009463 0.008785 0.003395 55 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
166/499 4.32G 0.009454 0.008781 0.003397 61 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
166/499 4.32G 0.009454 0.008781 0.003397 61 640: 80%|######## | 135/168 [00:25<00:06, 5.38it/s]
166/499 4.32G 0.009469 0.008779 0.003413 63 640: 80%|######## | 135/168 [00:25<00:06, 5.38it/s]
166/499 4.32G 0.009469 0.008779 0.003413 63 640: 81%|######## | 136/168 [00:25<00:06, 5.25it/s]
166/499 4.32G 0.009455 0.008775 0.003405 66 640: 81%|######## | 136/168 [00:25<00:06, 5.25it/s]
166/499 4.32G 0.009455 0.008775 0.003405 66 640: 82%|########1 | 137/168 [00:25<00:05, 5.33it/s]
166/499 4.32G 0.009452 0.008783 0.00339 76 640: 82%|########1 | 137/168 [00:26<00:05, 5.33it/s]
166/499 4.32G 0.009452 0.008783 0.00339 76 640: 82%|########2 | 138/168 [00:26<00:05, 5.38it/s]
166/499 4.32G 0.009447 0.008788 0.003388 86 640: 82%|########2 | 138/168 [00:26<00:05, 5.38it/s]
166/499 4.32G 0.009447 0.008788 0.003388 86 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s]
166/499 4.32G 0.009448 0.008787 0.003397 72 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s]
166/499 4.32G 0.009448 0.008787 0.003397 72 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s]
166/499 4.32G 0.009447 0.008779 0.003394 71 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s]
166/499 4.32G 0.009447 0.008779 0.003394 71 640: 84%|########3 | 141/168 [00:26<00:05, 5.37it/s]
166/499 4.32G 0.00944 0.008778 0.003394 78 640: 84%|########3 | 141/168 [00:26<00:05, 5.37it/s]
166/499 4.32G 0.00944 0.008778 0.003394 78 640: 85%|########4 | 142/168 [00:26<00:04, 5.25it/s]
166/499 4.32G 0.009428 0.008784 0.003406 74 640: 85%|########4 | 142/168 [00:27<00:04, 5.25it/s]
166/499 4.32G 0.009428 0.008784 0.003406 74 640: 85%|########5 | 143/168 [00:27<00:04, 5.32it/s]
166/499 4.32G 0.009428 0.008789 0.003395 75 640: 85%|########5 | 143/168 [00:27<00:04, 5.32it/s]
166/499 4.32G 0.009428 0.008789 0.003395 75 640: 86%|########5 | 144/168 [00:27<00:04, 5.40it/s]
166/499 4.32G 0.009427 0.008793 0.003381 66 640: 86%|########5 | 144/168 [00:27<00:04, 5.40it/s]
166/499 4.32G 0.009427 0.008793 0.003381 66 640: 86%|########6 | 145/168 [00:27<00:04, 5.25it/s]
166/499 4.32G 0.00942 0.008794 0.003388 79 640: 86%|########6 | 145/168 [00:27<00:04, 5.25it/s]
166/499 4.32G 0.00942 0.008794 0.003388 79 640: 87%|########6 | 146/168 [00:27<00:04, 5.34it/s]
166/499 4.32G 0.00942 0.0088 0.003383 61 640: 87%|########6 | 146/168 [00:27<00:04, 5.34it/s]
166/499 4.32G 0.00942 0.0088 0.003383 61 640: 88%|########7 | 147/168 [00:27<00:03, 5.39it/s]
166/499 4.32G 0.009419 0.008796 0.003391 66 640: 88%|########7 | 147/168 [00:28<00:03, 5.39it/s]
166/499 4.32G 0.009419 0.008796 0.003391 66 640: 88%|########8 | 148/168 [00:28<00:03, 5.22it/s]
166/499 4.32G 0.009409 0.008782 0.003379 60 640: 88%|########8 | 148/168 [00:28<00:03, 5.22it/s]
166/499 4.32G 0.009409 0.008782 0.003379 60 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s]
166/499 4.32G 0.009402 0.008778 0.003386 67 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s]
166/499 4.32G 0.009402 0.008778 0.003386 67 640: 89%|########9 | 150/168 [00:28<00:03, 5.38it/s]
166/499 4.32G 0.009399 0.008779 0.003385 68 640: 89%|########9 | 150/168 [00:28<00:03, 5.38it/s]
166/499 4.32G 0.009399 0.008779 0.003385 68 640: 90%|########9 | 151/168 [00:28<00:03, 5.24it/s]
166/499 4.32G 0.00939 0.008753 0.00339 48 640: 90%|########9 | 151/168 [00:28<00:03, 5.24it/s]
166/499 4.32G 0.00939 0.008753 0.00339 48 640: 90%|######### | 152/168 [00:28<00:03, 5.32it/s]
166/499 4.32G 0.009375 0.008744 0.003389 62 640: 90%|######### | 152/168 [00:28<00:03, 5.32it/s]
166/499 4.32G 0.009375 0.008744 0.003389 62 640: 91%|#########1| 153/168 [00:28<00:02, 5.38it/s]
166/499 4.32G 0.009363 0.008733 0.00337 57 640: 91%|#########1| 153/168 [00:29<00:02, 5.38it/s]
166/499 4.32G 0.009363 0.008733 0.00337 57 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s]
166/499 4.32G 0.009366 0.008746 0.003378 82 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s]
166/499 4.32G 0.009366 0.008746 0.003378 82 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s]
166/499 4.32G 0.009362 0.008735 0.003378 61 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s]
166/499 4.32G 0.009362 0.008735 0.003378 61 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s]
166/499 4.32G 0.00936 0.008743 0.003372 75 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s]
166/499 4.32G 0.00936 0.008743 0.003372 75 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s]
166/499 4.32G 0.009354 0.008745 0.003363 67 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s]
166/499 4.32G 0.009354 0.008745 0.003363 67 640: 94%|#########4| 158/168 [00:29<00:01, 5.29it/s]
166/499 4.32G 0.009355 0.00874 0.003349 64 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s]
166/499 4.32G 0.009355 0.00874 0.003349 64 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s]
166/499 4.32G 0.009357 0.00873 0.003352 58 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s]
166/499 4.32G 0.009357 0.00873 0.003352 58 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s]
166/499 4.32G 0.009361 0.008724 0.003359 63 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s]
166/499 4.32G 0.009361 0.008724 0.003359 63 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s]
166/499 4.32G 0.00935 0.008718 0.003366 72 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s]
166/499 4.32G 0.00935 0.008718 0.003366 72 640: 96%|#########6| 162/168 [00:30<00:01, 5.31it/s]
166/499 4.32G 0.00935 0.008725 0.00337 65 640: 96%|#########6| 162/168 [00:30<00:01, 5.31it/s]
166/499 4.32G 0.00935 0.008725 0.00337 65 640: 97%|#########7| 163/168 [00:30<00:00, 5.12it/s]
166/499 4.32G 0.009339 0.008715 0.003371 61 640: 97%|#########7| 163/168 [00:31<00:00, 5.12it/s]
166/499 4.32G 0.009339 0.008715 0.003371 61 640: 98%|#########7| 164/168 [00:31<00:00, 5.24it/s]
166/499 4.32G 0.009341 0.008725 0.003376 84 640: 98%|#########7| 164/168 [00:31<00:00, 5.24it/s]
166/499 4.32G 0.009341 0.008725 0.003376 84 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s]
166/499 4.32G 0.009343 0.008705 0.003364 50 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s]
166/499 4.32G 0.009343 0.008705 0.003364 50 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s]
166/499 4.32G 0.009348 0.008703 0.003368 68 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s]
166/499 4.32G 0.009348 0.008703 0.003368 68 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s]
166/499 4.32G 0.009348 0.008718 0.00338 45 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s]
166/499 4.32G 0.009348 0.008718 0.00338 45 640: 100%|##########| 168/168 [00:31<00:00, 5.45it/s]
166/499 4.32G 0.009348 0.008718 0.00338 45 640: 100%|##########| 168/168 [00:31<00:00, 5.29it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s]
all 132 263 0.836 0.876 0.907 0.777
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
167/499 4.32G 0.009906 0.005779 0.004006 59 640: 0%| | 0/168 [00:00<?, ?it/s]
167/499 4.32G 0.009906 0.005779 0.004006 59 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
167/499 4.32G 0.009833 0.006778 0.0026 59 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
167/499 4.32G 0.009833 0.006778 0.0026 59 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s]
167/499 4.32G 0.01034 0.007853 0.002007 62 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s]
167/499 4.32G 0.01034 0.007853 0.002007 62 640: 2%|1 | 3/168 [00:00<00:30, 5.39it/s]
167/499 4.32G 0.01032 0.008379 0.002159 73 640: 2%|1 | 3/168 [00:00<00:30, 5.39it/s]
167/499 4.32G 0.01032 0.008379 0.002159 73 640: 2%|2 | 4/168 [00:00<00:31, 5.21it/s]
167/499 4.32G 0.01016 0.008378 0.002484 75 640: 2%|2 | 4/168 [00:00<00:31, 5.21it/s]
167/499 4.32G 0.01016 0.008378 0.002484 75 640: 3%|2 | 5/168 [00:00<00:30, 5.26it/s]
167/499 4.32G 0.01005 0.008715 0.002786 80 640: 3%|2 | 5/168 [00:01<00:30, 5.26it/s]
167/499 4.32G 0.01005 0.008715 0.002786 80 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s]
167/499 4.32G 0.009748 0.008581 0.002682 67 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s]
167/499 4.32G 0.009748 0.008581 0.002682 67 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s]
167/499 4.32G 0.009731 0.008451 0.002643 64 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s]
167/499 4.32G 0.009731 0.008451 0.002643 64 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s]
167/499 4.32G 0.009635 0.008593 0.002647 72 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s]
167/499 4.32G 0.009635 0.008593 0.002647 72 640: 5%|5 | 9/168 [00:01<00:29, 5.39it/s]
167/499 4.32G 0.00964 0.008765 0.002538 77 640: 5%|5 | 9/168 [00:01<00:29, 5.39it/s]
167/499 4.32G 0.00964 0.008765 0.002538 77 640: 6%|5 | 10/168 [00:01<00:30, 5.25it/s]
167/499 4.32G 0.009861 0.008713 0.002761 59 640: 6%|5 | 10/168 [00:02<00:30, 5.25it/s]
167/499 4.32G 0.009861 0.008713 0.002761 59 640: 7%|6 | 11/168 [00:02<00:29, 5.33it/s]
167/499 4.32G 0.009834 0.008724 0.002728 69 640: 7%|6 | 11/168 [00:02<00:29, 5.33it/s]
167/499 4.32G 0.009834 0.008724 0.002728 69 640: 7%|7 | 12/168 [00:02<00:28, 5.39it/s]
167/499 4.32G 0.009846 0.008805 0.002786 67 640: 7%|7 | 12/168 [00:02<00:28, 5.39it/s]
167/499 4.32G 0.009846 0.008805 0.002786 67 640: 8%|7 | 13/168 [00:02<00:29, 5.26it/s]
167/499 4.32G 0.009763 0.008803 0.002859 80 640: 8%|7 | 13/168 [00:02<00:29, 5.26it/s]
167/499 4.32G 0.009763 0.008803 0.002859 80 640: 8%|8 | 14/168 [00:02<00:28, 5.35it/s]
167/499 4.32G 0.009756 0.008711 0.002975 60 640: 8%|8 | 14/168 [00:02<00:28, 5.35it/s]
167/499 4.32G 0.009756 0.008711 0.002975 60 640: 9%|8 | 15/168 [00:02<00:28, 5.41it/s]
167/499 4.32G 0.009722 0.008622 0.002997 64 640: 9%|8 | 15/168 [00:03<00:28, 5.41it/s]
167/499 4.32G 0.009722 0.008622 0.002997 64 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s]
167/499 4.32G 0.009709 0.008521 0.002934 59 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s]
167/499 4.32G 0.009709 0.008521 0.002934 59 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s]
167/499 4.32G 0.009669 0.008574 0.003176 61 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s]
167/499 4.32G 0.009669 0.008574 0.003176 61 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s]
167/499 4.32G 0.00958 0.008476 0.003136 55 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s]
167/499 4.32G 0.00958 0.008476 0.003136 55 640: 11%|#1 | 19/168 [00:03<00:28, 5.23it/s]
167/499 4.32G 0.009573 0.00848 0.003121 68 640: 11%|#1 | 19/168 [00:03<00:28, 5.23it/s]
167/499 4.32G 0.009573 0.00848 0.003121 68 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
167/499 4.32G 0.009585 0.008535 0.003149 71 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
167/499 4.32G 0.009585 0.008535 0.003149 71 640: 12%|#2 | 21/168 [00:03<00:27, 5.37it/s]
167/499 4.32G 0.009489 0.008497 0.003067 60 640: 12%|#2 | 21/168 [00:04<00:27, 5.37it/s]
167/499 4.32G 0.009489 0.008497 0.003067 60 640: 13%|#3 | 22/168 [00:04<00:27, 5.25it/s]
167/499 4.32G 0.00944 0.00837 0.003151 63 640: 13%|#3 | 22/168 [00:04<00:27, 5.25it/s]
167/499 4.32G 0.00944 0.00837 0.003151 63 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s]
167/499 4.32G 0.009376 0.008334 0.003158 55 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s]
167/499 4.32G 0.009376 0.008334 0.003158 55 640: 14%|#4 | 24/168 [00:04<00:26, 5.39it/s]
167/499 4.32G 0.009382 0.008332 0.003124 65 640: 14%|#4 | 24/168 [00:04<00:26, 5.39it/s]
167/499 4.32G 0.009382 0.008332 0.003124 65 640: 15%|#4 | 25/168 [00:04<00:27, 5.24it/s]
167/499 4.32G 0.009454 0.008287 0.00309 51 640: 15%|#4 | 25/168 [00:04<00:27, 5.24it/s]
167/499 4.32G 0.009454 0.008287 0.00309 51 640: 15%|#5 | 26/168 [00:04<00:26, 5.32it/s]
167/499 4.32G 0.009422 0.00832 0.003082 83 640: 15%|#5 | 26/168 [00:05<00:26, 5.32it/s]
167/499 4.32G 0.009422 0.00832 0.003082 83 640: 16%|#6 | 27/168 [00:05<00:26, 5.39it/s]
167/499 4.32G 0.009408 0.008267 0.003029 62 640: 16%|#6 | 27/168 [00:05<00:26, 5.39it/s]
167/499 4.32G 0.009408 0.008267 0.003029 62 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s]
167/499 4.32G 0.009452 0.008378 0.003031 75 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s]
167/499 4.32G 0.009452 0.008378 0.003031 75 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s]
167/499 4.32G 0.00945 0.008445 0.003028 90 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s]
167/499 4.32G 0.00945 0.008445 0.003028 90 640: 18%|#7 | 30/168 [00:05<00:25, 5.31it/s]
167/499 4.32G 0.009406 0.00841 0.002998 67 640: 18%|#7 | 30/168 [00:05<00:25, 5.31it/s]
167/499 4.32G 0.009406 0.00841 0.002998 67 640: 18%|#8 | 31/168 [00:05<00:26, 5.16it/s]
167/499 4.32G 0.009371 0.008447 0.00296 84 640: 18%|#8 | 31/168 [00:06<00:26, 5.16it/s]
167/499 4.32G 0.009371 0.008447 0.00296 84 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s]
167/499 4.32G 0.009382 0.008486 0.00288 82 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s]
167/499 4.32G 0.009382 0.008486 0.00288 82 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s]
167/499 4.32G 0.009341 0.008454 0.002938 68 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s]
167/499 4.32G 0.009341 0.008454 0.002938 68 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
167/499 4.32G 0.009384 0.008432 0.002919 62 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
167/499 4.32G 0.009384 0.008432 0.002919 62 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s]
167/499 4.32G 0.009389 0.008433 0.00294 65 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s]
167/499 4.32G 0.009389 0.008433 0.00294 65 640: 21%|##1 | 36/168 [00:06<00:24, 5.34it/s]
167/499 4.32G 0.009402 0.008522 0.002905 80 640: 21%|##1 | 36/168 [00:06<00:24, 5.34it/s]
167/499 4.32G 0.009402 0.008522 0.002905 80 640: 22%|##2 | 37/168 [00:06<00:25, 5.20it/s]
167/499 4.32G 0.009413 0.008508 0.002945 64 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s]
167/499 4.32G 0.009413 0.008508 0.002945 64 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s]
167/499 4.32G 0.009412 0.008499 0.002904 59 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s]
167/499 4.32G 0.009412 0.008499 0.002904 59 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s]
167/499 4.32G 0.009406 0.008555 0.002938 84 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s]
167/499 4.32G 0.009406 0.008555 0.002938 84 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
167/499 4.32G 0.009388 0.008561 0.002921 70 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
167/499 4.32G 0.009388 0.008561 0.002921 70 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s]
167/499 4.32G 0.009405 0.008527 0.002898 62 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s]
167/499 4.32G 0.009405 0.008527 0.002898 62 640: 25%|##5 | 42/168 [00:07<00:23, 5.36it/s]
167/499 4.32G 0.009392 0.008513 0.00294 68 640: 25%|##5 | 42/168 [00:08<00:23, 5.36it/s]
167/499 4.32G 0.009392 0.008513 0.00294 68 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
167/499 4.32G 0.009387 0.008483 0.002938 64 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
167/499 4.32G 0.009387 0.008483 0.002938 64 640: 26%|##6 | 44/168 [00:08<00:23, 5.33it/s]
167/499 4.32G 0.009374 0.008503 0.002942 66 640: 26%|##6 | 44/168 [00:08<00:23, 5.33it/s]
167/499 4.32G 0.009374 0.008503 0.002942 66 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s]
167/499 4.32G 0.009371 0.008479 0.002947 65 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s]
167/499 4.32G 0.009371 0.008479 0.002947 65 640: 27%|##7 | 46/168 [00:08<00:23, 5.23it/s]
167/499 4.32G 0.009373 0.008486 0.002912 67 640: 27%|##7 | 46/168 [00:08<00:23, 5.23it/s]
167/499 4.32G 0.009373 0.008486 0.002912 67 640: 28%|##7 | 47/168 [00:08<00:22, 5.33it/s]
167/499 4.32G 0.009373 0.008474 0.002905 75 640: 28%|##7 | 47/168 [00:09<00:22, 5.33it/s]
167/499 4.32G 0.009373 0.008474 0.002905 75 640: 29%|##8 | 48/168 [00:09<00:22, 5.42it/s]
167/499 4.32G 0.009362 0.008494 0.002922 76 640: 29%|##8 | 48/168 [00:09<00:22, 5.42it/s]
167/499 4.32G 0.009362 0.008494 0.002922 76 640: 29%|##9 | 49/168 [00:09<00:22, 5.28it/s]
167/499 4.32G 0.009357 0.00854 0.002932 69 640: 29%|##9 | 49/168 [00:09<00:22, 5.28it/s]
167/499 4.32G 0.009357 0.00854 0.002932 69 640: 30%|##9 | 50/168 [00:09<00:22, 5.35it/s]
167/499 4.32G 0.009364 0.00855 0.002931 66 640: 30%|##9 | 50/168 [00:09<00:22, 5.35it/s]
167/499 4.32G 0.009364 0.00855 0.002931 66 640: 30%|### | 51/168 [00:09<00:21, 5.41it/s]
167/499 4.32G 0.009351 0.008547 0.002978 75 640: 30%|### | 51/168 [00:09<00:21, 5.41it/s]
167/499 4.32G 0.009351 0.008547 0.002978 75 640: 31%|### | 52/168 [00:09<00:22, 5.21it/s]
167/499 4.32G 0.009344 0.008541 0.002958 73 640: 31%|### | 52/168 [00:10<00:22, 5.21it/s]
167/499 4.32G 0.009344 0.008541 0.002958 73 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
167/499 4.32G 0.00935 0.008522 0.002952 65 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
167/499 4.32G 0.00935 0.008522 0.002952 65 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s]
167/499 4.32G 0.009339 0.008555 0.002919 71 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s]
167/499 4.32G 0.009339 0.008555 0.002919 71 640: 33%|###2 | 55/168 [00:10<00:21, 5.22it/s]
167/499 4.32G 0.009352 0.008631 0.002893 80 640: 33%|###2 | 55/168 [00:10<00:21, 5.22it/s]
167/499 4.32G 0.009352 0.008631 0.002893 80 640: 33%|###3 | 56/168 [00:10<00:20, 5.35it/s]
167/499 4.32G 0.009344 0.008602 0.002908 68 640: 33%|###3 | 56/168 [00:10<00:20, 5.35it/s]
167/499 4.32G 0.009344 0.008602 0.002908 68 640: 34%|###3 | 57/168 [00:10<00:20, 5.41it/s]
167/499 4.32G 0.009363 0.008613 0.002889 72 640: 34%|###3 | 57/168 [00:10<00:20, 5.41it/s]
167/499 4.32G 0.009363 0.008613 0.002889 72 640: 35%|###4 | 58/168 [00:10<00:20, 5.26it/s]
167/499 4.32G 0.009364 0.008599 0.002864 59 640: 35%|###4 | 58/168 [00:11<00:20, 5.26it/s]
167/499 4.32G 0.009364 0.008599 0.002864 59 640: 35%|###5 | 59/168 [00:11<00:20, 5.35it/s]
167/499 4.32G 0.009364 0.008606 0.00283 64 640: 35%|###5 | 59/168 [00:11<00:20, 5.35it/s]
167/499 4.32G 0.009364 0.008606 0.00283 64 640: 36%|###5 | 60/168 [00:11<00:19, 5.41it/s]
167/499 4.32G 0.009338 0.00858 0.002837 64 640: 36%|###5 | 60/168 [00:11<00:19, 5.41it/s]
167/499 4.32G 0.009338 0.00858 0.002837 64 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
167/499 4.32G 0.009339 0.008573 0.002822 69 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
167/499 4.32G 0.009339 0.008573 0.002822 69 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s]
167/499 4.32G 0.009326 0.008606 0.002875 87 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s]
167/499 4.32G 0.009326 0.008606 0.002875 87 640: 38%|###7 | 63/168 [00:11<00:19, 5.35it/s]
167/499 4.32G 0.009306 0.008572 0.002883 64 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s]
167/499 4.32G 0.009306 0.008572 0.002883 64 640: 38%|###8 | 64/168 [00:12<00:19, 5.22it/s]
167/499 4.32G 0.009288 0.008576 0.002908 68 640: 38%|###8 | 64/168 [00:12<00:19, 5.22it/s]
167/499 4.32G 0.009288 0.008576 0.002908 68 640: 39%|###8 | 65/168 [00:12<00:19, 5.31it/s]
167/499 4.32G 0.009297 0.008541 0.002894 54 640: 39%|###8 | 65/168 [00:12<00:19, 5.31it/s]
167/499 4.32G 0.009297 0.008541 0.002894 54 640: 39%|###9 | 66/168 [00:12<00:18, 5.37it/s]
167/499 4.32G 0.009288 0.008532 0.002892 67 640: 39%|###9 | 66/168 [00:12<00:18, 5.37it/s]
167/499 4.32G 0.009288 0.008532 0.002892 67 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s]
167/499 4.32G 0.009279 0.008539 0.002875 66 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s]
167/499 4.32G 0.009279 0.008539 0.002875 66 640: 40%|#### | 68/168 [00:12<00:18, 5.29it/s]
167/499 4.32G 0.009286 0.008522 0.002894 65 640: 40%|#### | 68/168 [00:13<00:18, 5.29it/s]
167/499 4.32G 0.009286 0.008522 0.002894 65 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s]
167/499 4.32G 0.00931 0.008557 0.002912 74 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s]
167/499 4.32G 0.00931 0.008557 0.002912 74 640: 42%|####1 | 70/168 [00:13<00:18, 5.24it/s]
167/499 4.32G 0.009305 0.008562 0.002889 68 640: 42%|####1 | 70/168 [00:13<00:18, 5.24it/s]
167/499 4.32G 0.009305 0.008562 0.002889 68 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s]
167/499 4.32G 0.009293 0.008569 0.002859 67 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s]
167/499 4.32G 0.009293 0.008569 0.002859 67 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s]
167/499 4.32G 0.009301 0.008556 0.002888 65 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s]
167/499 4.32G 0.009301 0.008556 0.002888 65 640: 43%|####3 | 73/168 [00:13<00:18, 5.20it/s]
167/499 4.32G 0.009309 0.008577 0.002884 75 640: 43%|####3 | 73/168 [00:13<00:18, 5.20it/s]
167/499 4.32G 0.009309 0.008577 0.002884 75 640: 44%|####4 | 74/168 [00:13<00:17, 5.31it/s]
167/499 4.32G 0.009298 0.008566 0.00289 71 640: 44%|####4 | 74/168 [00:14<00:17, 5.31it/s]
167/499 4.32G 0.009298 0.008566 0.00289 71 640: 45%|####4 | 75/168 [00:14<00:17, 5.37it/s]
167/499 4.32G 0.009295 0.008593 0.002881 85 640: 45%|####4 | 75/168 [00:14<00:17, 5.37it/s]
167/499 4.32G 0.009295 0.008593 0.002881 85 640: 45%|####5 | 76/168 [00:14<00:17, 5.24it/s]
167/499 4.32G 0.009298 0.008627 0.002905 83 640: 45%|####5 | 76/168 [00:14<00:17, 5.24it/s]
167/499 4.32G 0.009298 0.008627 0.002905 83 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
167/499 4.32G 0.009314 0.008636 0.002965 71 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
167/499 4.32G 0.009314 0.008636 0.002965 71 640: 46%|####6 | 78/168 [00:14<00:16, 5.35it/s]
167/499 4.32G 0.0093 0.008634 0.002992 71 640: 46%|####6 | 78/168 [00:14<00:16, 5.35it/s]
167/499 4.32G 0.0093 0.008634 0.002992 71 640: 47%|####7 | 79/168 [00:14<00:17, 5.21it/s]
167/499 4.32G 0.009304 0.008628 0.002988 66 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s]
167/499 4.32G 0.009304 0.008628 0.002988 66 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
167/499 4.32G 0.009313 0.008663 0.003028 83 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
167/499 4.32G 0.009313 0.008663 0.003028 83 640: 48%|####8 | 81/168 [00:15<00:16, 5.37it/s]
167/499 4.32G 0.009311 0.008658 0.003017 65 640: 48%|####8 | 81/168 [00:15<00:16, 5.37it/s]
167/499 4.32G 0.009311 0.008658 0.003017 65 640: 49%|####8 | 82/168 [00:15<00:16, 5.23it/s]
167/499 4.32G 0.009301 0.00866 0.003052 79 640: 49%|####8 | 82/168 [00:15<00:16, 5.23it/s]
167/499 4.32G 0.009301 0.00866 0.003052 79 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s]
167/499 4.32G 0.009313 0.00866 0.003073 55 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s]
167/499 4.32G 0.009313 0.00866 0.003073 55 640: 50%|##### | 84/168 [00:15<00:15, 5.34it/s]
167/499 4.32G 0.009316 0.008645 0.003109 59 640: 50%|##### | 84/168 [00:16<00:15, 5.34it/s]
167/499 4.32G 0.009316 0.008645 0.003109 59 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s]
167/499 4.32G 0.00929 0.008638 0.003143 65 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s]
167/499 4.32G 0.00929 0.008638 0.003143 65 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s]
167/499 4.32G 0.009284 0.008635 0.003137 74 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s]
167/499 4.32G 0.009284 0.008635 0.003137 74 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s]
167/499 4.32G 0.009295 0.008642 0.003152 73 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s]
167/499 4.32G 0.009295 0.008642 0.003152 73 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s]
167/499 4.32G 0.009322 0.008668 0.00315 83 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s]
167/499 4.32G 0.009322 0.008668 0.00315 83 640: 53%|#####2 | 89/168 [00:16<00:14, 5.31it/s]
167/499 4.32G 0.00931 0.00868 0.00316 77 640: 53%|#####2 | 89/168 [00:16<00:14, 5.31it/s]
167/499 4.32G 0.00931 0.00868 0.00316 77 640: 54%|#####3 | 90/168 [00:16<00:14, 5.39it/s]
167/499 4.32G 0.00933 0.008682 0.003137 62 640: 54%|#####3 | 90/168 [00:17<00:14, 5.39it/s]
167/499 4.32G 0.00933 0.008682 0.003137 62 640: 54%|#####4 | 91/168 [00:17<00:14, 5.26it/s]
167/499 4.32G 0.009344 0.008687 0.003123 62 640: 54%|#####4 | 91/168 [00:17<00:14, 5.26it/s]
167/499 4.32G 0.009344 0.008687 0.003123 62 640: 55%|#####4 | 92/168 [00:17<00:14, 5.34it/s]
167/499 4.32G 0.009335 0.008671 0.003097 57 640: 55%|#####4 | 92/168 [00:17<00:14, 5.34it/s]
167/499 4.32G 0.009335 0.008671 0.003097 57 640: 55%|#####5 | 93/168 [00:17<00:13, 5.41it/s]
167/499 4.32G 0.009332 0.008688 0.0031 86 640: 55%|#####5 | 93/168 [00:17<00:13, 5.41it/s]
167/499 4.32G 0.009332 0.008688 0.0031 86 640: 56%|#####5 | 94/168 [00:17<00:14, 5.28it/s]
167/499 4.32G 0.009322 0.008687 0.003096 61 640: 56%|#####5 | 94/168 [00:17<00:14, 5.28it/s]
167/499 4.32G 0.009322 0.008687 0.003096 61 640: 57%|#####6 | 95/168 [00:17<00:13, 5.31it/s]
167/499 4.32G 0.009332 0.008686 0.003097 69 640: 57%|#####6 | 95/168 [00:18<00:13, 5.31it/s]
167/499 4.32G 0.009332 0.008686 0.003097 69 640: 57%|#####7 | 96/168 [00:18<00:13, 5.38it/s]
167/499 4.32G 0.009323 0.008684 0.003072 73 640: 57%|#####7 | 96/168 [00:18<00:13, 5.38it/s]
167/499 4.32G 0.009323 0.008684 0.003072 73 640: 58%|#####7 | 97/168 [00:18<00:13, 5.25it/s]
167/499 4.32G 0.009356 0.008656 0.003074 56 640: 58%|#####7 | 97/168 [00:18<00:13, 5.25it/s]
167/499 4.32G 0.009356 0.008656 0.003074 56 640: 58%|#####8 | 98/168 [00:18<00:13, 5.32it/s]
167/499 4.32G 0.009356 0.008663 0.003056 74 640: 58%|#####8 | 98/168 [00:18<00:13, 5.32it/s]
167/499 4.32G 0.009356 0.008663 0.003056 74 640: 59%|#####8 | 99/168 [00:18<00:12, 5.38it/s]
167/499 4.32G 0.009354 0.008655 0.003074 67 640: 59%|#####8 | 99/168 [00:18<00:12, 5.38it/s]
167/499 4.32G 0.009354 0.008655 0.003074 67 640: 60%|#####9 | 100/168 [00:18<00:13, 5.22it/s]
167/499 4.32G 0.009349 0.008642 0.00307 61 640: 60%|#####9 | 100/168 [00:19<00:13, 5.22it/s]
167/499 4.32G 0.009349 0.008642 0.00307 61 640: 60%|###### | 101/168 [00:19<00:12, 5.31it/s]
167/499 4.32G 0.009349 0.008672 0.003051 77 640: 60%|###### | 101/168 [00:19<00:12, 5.31it/s]
167/499 4.32G 0.009349 0.008672 0.003051 77 640: 61%|###### | 102/168 [00:19<00:12, 5.38it/s]
167/499 4.32G 0.009354 0.008692 0.003073 86 640: 61%|###### | 102/168 [00:19<00:12, 5.38it/s]
167/499 4.32G 0.009354 0.008692 0.003073 86 640: 61%|######1 | 103/168 [00:19<00:12, 5.24it/s]
167/499 4.32G 0.009352 0.008685 0.003104 65 640: 61%|######1 | 103/168 [00:19<00:12, 5.24it/s]
167/499 4.32G 0.009352 0.008685 0.003104 65 640: 62%|######1 | 104/168 [00:19<00:11, 5.34it/s]
167/499 4.32G 0.009372 0.008702 0.003107 63 640: 62%|######1 | 104/168 [00:19<00:11, 5.34it/s]
167/499 4.32G 0.009372 0.008702 0.003107 63 640: 62%|######2 | 105/168 [00:19<00:11, 5.40it/s]
167/499 4.32G 0.009361 0.008672 0.003114 55 640: 62%|######2 | 105/168 [00:20<00:11, 5.40it/s]
167/499 4.32G 0.009361 0.008672 0.003114 55 640: 63%|######3 | 106/168 [00:20<00:11, 5.23it/s]
167/499 4.32G 0.009359 0.008672 0.003118 73 640: 63%|######3 | 106/168 [00:20<00:11, 5.23it/s]
167/499 4.32G 0.009359 0.008672 0.003118 73 640: 64%|######3 | 107/168 [00:20<00:11, 5.33it/s]
167/499 4.32G 0.009369 0.008689 0.00311 72 640: 64%|######3 | 107/168 [00:20<00:11, 5.33it/s]
167/499 4.32G 0.009369 0.008689 0.00311 72 640: 64%|######4 | 108/168 [00:20<00:11, 5.39it/s]
167/499 4.32G 0.009384 0.008692 0.003123 75 640: 64%|######4 | 108/168 [00:20<00:11, 5.39it/s]
167/499 4.32G 0.009384 0.008692 0.003123 75 640: 65%|######4 | 109/168 [00:20<00:11, 5.25it/s]
167/499 4.32G 0.00939 0.008703 0.003105 77 640: 65%|######4 | 109/168 [00:20<00:11, 5.25it/s]
167/499 4.32G 0.00939 0.008703 0.003105 77 640: 65%|######5 | 110/168 [00:20<00:10, 5.33it/s]
167/499 4.32G 0.009401 0.008706 0.003094 63 640: 65%|######5 | 110/168 [00:20<00:10, 5.33it/s]
167/499 4.32G 0.009401 0.008706 0.003094 63 640: 66%|######6 | 111/168 [00:20<00:10, 5.38it/s]
167/499 4.32G 0.009392 0.008698 0.003094 68 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s]
167/499 4.32G 0.009392 0.008698 0.003094 68 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
167/499 4.32G 0.00938 0.008695 0.003102 74 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
167/499 4.32G 0.00938 0.008695 0.003102 74 640: 67%|######7 | 113/168 [00:21<00:10, 5.32it/s]
167/499 4.32G 0.00938 0.008697 0.003084 78 640: 67%|######7 | 113/168 [00:21<00:10, 5.32it/s]
167/499 4.32G 0.00938 0.008697 0.003084 78 640: 68%|######7 | 114/168 [00:21<00:10, 5.38it/s]
167/499 4.32G 0.009372 0.008688 0.003095 70 640: 68%|######7 | 114/168 [00:21<00:10, 5.38it/s]
167/499 4.32G 0.009372 0.008688 0.003095 70 640: 68%|######8 | 115/168 [00:21<00:10, 5.22it/s]
167/499 4.32G 0.009375 0.008697 0.003091 78 640: 68%|######8 | 115/168 [00:21<00:10, 5.22it/s]
167/499 4.32G 0.009375 0.008697 0.003091 78 640: 69%|######9 | 116/168 [00:21<00:09, 5.25it/s]
167/499 4.32G 0.009379 0.008722 0.003082 80 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
167/499 4.32G 0.009379 0.008722 0.003082 80 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
167/499 4.32G 0.009375 0.008719 0.00307 57 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
167/499 4.32G 0.009375 0.008719 0.00307 57 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s]
167/499 4.32G 0.009365 0.008718 0.003073 70 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s]
167/499 4.32G 0.009365 0.008718 0.003073 70 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s]
167/499 4.32G 0.00936 0.008731 0.00306 89 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s]
167/499 4.32G 0.00936 0.008731 0.00306 89 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s]
167/499 4.32G 0.009353 0.008729 0.00306 70 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s]
167/499 4.32G 0.009353 0.008729 0.00306 70 640: 72%|#######2 | 121/168 [00:22<00:08, 5.22it/s]
167/499 4.32G 0.009357 0.008747 0.003065 68 640: 72%|#######2 | 121/168 [00:23<00:08, 5.22it/s]
167/499 4.32G 0.009357 0.008747 0.003065 68 640: 73%|#######2 | 122/168 [00:23<00:08, 5.32it/s]
167/499 4.32G 0.009356 0.008753 0.003054 73 640: 73%|#######2 | 122/168 [00:23<00:08, 5.32it/s]
167/499 4.32G 0.009356 0.008753 0.003054 73 640: 73%|#######3 | 123/168 [00:23<00:08, 5.39it/s]
167/499 4.32G 0.009353 0.008757 0.003041 70 640: 73%|#######3 | 123/168 [00:23<00:08, 5.39it/s]
167/499 4.32G 0.009353 0.008757 0.003041 70 640: 74%|#######3 | 124/168 [00:23<00:08, 5.24it/s]
167/499 4.32G 0.009353 0.008751 0.003039 68 640: 74%|#######3 | 124/168 [00:23<00:08, 5.24it/s]
167/499 4.32G 0.009353 0.008751 0.003039 68 640: 74%|#######4 | 125/168 [00:23<00:08, 5.32it/s]
167/499 4.32G 0.009342 0.008735 0.003061 59 640: 74%|#######4 | 125/168 [00:23<00:08, 5.32it/s]
167/499 4.32G 0.009342 0.008735 0.003061 59 640: 75%|#######5 | 126/168 [00:23<00:07, 5.32it/s]
167/499 4.32G 0.009341 0.008737 0.003074 63 640: 75%|#######5 | 126/168 [00:23<00:07, 5.32it/s]
167/499 4.32G 0.009341 0.008737 0.003074 63 640: 76%|#######5 | 127/168 [00:23<00:07, 5.19it/s]
167/499 4.32G 0.009335 0.008744 0.003074 74 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s]
167/499 4.32G 0.009335 0.008744 0.003074 74 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s]
167/499 4.32G 0.009331 0.008731 0.003079 60 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s]
167/499 4.32G 0.009331 0.008731 0.003079 60 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s]
167/499 4.32G 0.009331 0.008733 0.003081 66 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s]
167/499 4.32G 0.009331 0.008733 0.003081 66 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s]
167/499 4.32G 0.009326 0.00872 0.003102 73 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s]
167/499 4.32G 0.009326 0.00872 0.003102 73 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s]
167/499 4.32G 0.009319 0.008717 0.003092 73 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s]
167/499 4.32G 0.009319 0.008717 0.003092 73 640: 79%|#######8 | 132/168 [00:24<00:06, 5.36it/s]
167/499 4.32G 0.009322 0.008705 0.003085 57 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s]
167/499 4.32G 0.009322 0.008705 0.003085 57 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s]
167/499 4.32G 0.009315 0.008698 0.00308 71 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s]
167/499 4.32G 0.009315 0.008698 0.00308 71 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s]
167/499 4.32G 0.009318 0.0087 0.0031 70 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s]
167/499 4.32G 0.009318 0.0087 0.0031 70 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s]
167/499 4.32G 0.009319 0.008693 0.003094 64 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s]
167/499 4.32G 0.009319 0.008693 0.003094 64 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
167/499 4.32G 0.009321 0.008705 0.003105 91 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
167/499 4.32G 0.009321 0.008705 0.003105 91 640: 82%|########1 | 137/168 [00:25<00:05, 5.27it/s]
167/499 4.32G 0.009311 0.00868 0.003116 55 640: 82%|########1 | 137/168 [00:26<00:05, 5.27it/s]
167/499 4.32G 0.009311 0.00868 0.003116 55 640: 82%|########2 | 138/168 [00:26<00:05, 5.36it/s]
167/499 4.32G 0.009293 0.008655 0.003129 53 640: 82%|########2 | 138/168 [00:26<00:05, 5.36it/s]
167/499 4.32G 0.009293 0.008655 0.003129 53 640: 83%|########2 | 139/168 [00:26<00:05, 5.24it/s]
167/499 4.32G 0.00929 0.008664 0.003128 85 640: 83%|########2 | 139/168 [00:26<00:05, 5.24it/s]
167/499 4.32G 0.00929 0.008664 0.003128 85 640: 83%|########3 | 140/168 [00:26<00:05, 5.34it/s]
167/499 4.32G 0.009293 0.008671 0.003129 71 640: 83%|########3 | 140/168 [00:26<00:05, 5.34it/s]
167/499 4.32G 0.009293 0.008671 0.003129 71 640: 84%|########3 | 141/168 [00:26<00:04, 5.41it/s]
167/499 4.32G 0.009289 0.008663 0.003144 60 640: 84%|########3 | 141/168 [00:26<00:04, 5.41it/s]
167/499 4.32G 0.009289 0.008663 0.003144 60 640: 85%|########4 | 142/168 [00:26<00:04, 5.27it/s]
167/499 4.32G 0.009277 0.008656 0.003165 70 640: 85%|########4 | 142/168 [00:26<00:04, 5.27it/s]
167/499 4.32G 0.009277 0.008656 0.003165 70 640: 85%|########5 | 143/168 [00:26<00:04, 5.34it/s]
167/499 4.32G 0.00927 0.008646 0.003172 70 640: 85%|########5 | 143/168 [00:27<00:04, 5.34it/s]
167/499 4.32G 0.00927 0.008646 0.003172 70 640: 86%|########5 | 144/168 [00:27<00:04, 5.41it/s]
167/499 4.32G 0.009272 0.008646 0.003176 72 640: 86%|########5 | 144/168 [00:27<00:04, 5.41it/s]
167/499 4.32G 0.009272 0.008646 0.003176 72 640: 86%|########6 | 145/168 [00:27<00:04, 5.26it/s]
167/499 4.32G 0.009272 0.008653 0.003175 86 640: 86%|########6 | 145/168 [00:27<00:04, 5.26it/s]
167/499 4.32G 0.009272 0.008653 0.003175 86 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s]
167/499 4.32G 0.009273 0.008659 0.003183 79 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s]
167/499 4.32G 0.009273 0.008659 0.003183 79 640: 88%|########7 | 147/168 [00:27<00:03, 5.37it/s]
167/499 4.32G 0.009271 0.008658 0.003182 78 640: 88%|########7 | 147/168 [00:27<00:03, 5.37it/s]
167/499 4.32G 0.009271 0.008658 0.003182 78 640: 88%|########8 | 148/168 [00:27<00:03, 5.21it/s]
167/499 4.32G 0.009272 0.008649 0.003169 59 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s]
167/499 4.32G 0.009272 0.008649 0.003169 59 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s]
167/499 4.32G 0.009275 0.008651 0.003175 88 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s]
167/499 4.32G 0.009275 0.008651 0.003175 88 640: 89%|########9 | 150/168 [00:28<00:03, 5.39it/s]
167/499 4.32G 0.009265 0.008664 0.003167 91 640: 89%|########9 | 150/168 [00:28<00:03, 5.39it/s]
167/499 4.32G 0.009265 0.008664 0.003167 91 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
167/499 4.32G 0.009268 0.008667 0.003163 69 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
167/499 4.32G 0.009268 0.008667 0.003163 69 640: 90%|######### | 152/168 [00:28<00:02, 5.33it/s]
167/499 4.32G 0.009263 0.008672 0.003151 74 640: 90%|######### | 152/168 [00:28<00:02, 5.33it/s]
167/499 4.32G 0.009263 0.008672 0.003151 74 640: 91%|#########1| 153/168 [00:28<00:02, 5.41it/s]
167/499 4.32G 0.009254 0.008659 0.003138 68 640: 91%|#########1| 153/168 [00:29<00:02, 5.41it/s]
167/499 4.32G 0.009254 0.008659 0.003138 68 640: 92%|#########1| 154/168 [00:29<00:02, 5.26it/s]
167/499 4.32G 0.009256 0.00866 0.003137 64 640: 92%|#########1| 154/168 [00:29<00:02, 5.26it/s]
167/499 4.32G 0.009256 0.00866 0.003137 64 640: 92%|#########2| 155/168 [00:29<00:02, 5.36it/s]
167/499 4.32G 0.009258 0.008677 0.003139 78 640: 92%|#########2| 155/168 [00:29<00:02, 5.36it/s]
167/499 4.32G 0.009258 0.008677 0.003139 78 640: 93%|#########2| 156/168 [00:29<00:02, 5.41it/s]
167/499 4.32G 0.009248 0.008672 0.00313 66 640: 93%|#########2| 156/168 [00:29<00:02, 5.41it/s]
167/499 4.32G 0.009248 0.008672 0.00313 66 640: 93%|#########3| 157/168 [00:29<00:02, 5.27it/s]
167/499 4.32G 0.009238 0.008652 0.003136 59 640: 93%|#########3| 157/168 [00:29<00:02, 5.27it/s]
167/499 4.32G 0.009238 0.008652 0.003136 59 640: 94%|#########4| 158/168 [00:29<00:01, 5.34it/s]
167/499 4.32G 0.009233 0.008651 0.003144 75 640: 94%|#########4| 158/168 [00:29<00:01, 5.34it/s]
167/499 4.32G 0.009233 0.008651 0.003144 75 640: 95%|#########4| 159/168 [00:29<00:01, 5.40it/s]
167/499 4.32G 0.009227 0.008644 0.003145 62 640: 95%|#########4| 159/168 [00:30<00:01, 5.40it/s]
167/499 4.32G 0.009227 0.008644 0.003145 62 640: 95%|#########5| 160/168 [00:30<00:01, 5.26it/s]
167/499 4.32G 0.009229 0.008642 0.00314 61 640: 95%|#########5| 160/168 [00:30<00:01, 5.26it/s]
167/499 4.32G 0.009229 0.008642 0.00314 61 640: 96%|#########5| 161/168 [00:30<00:01, 5.35it/s]
167/499 4.32G 0.009237 0.008649 0.003143 76 640: 96%|#########5| 161/168 [00:30<00:01, 5.35it/s]
167/499 4.32G 0.009237 0.008649 0.003143 76 640: 96%|#########6| 162/168 [00:30<00:01, 5.40it/s]
167/499 4.32G 0.009237 0.008644 0.003136 56 640: 96%|#########6| 162/168 [00:30<00:01, 5.40it/s]
167/499 4.32G 0.009237 0.008644 0.003136 56 640: 97%|#########7| 163/168 [00:30<00:00, 5.23it/s]
167/499 4.32G 0.009237 0.008638 0.003128 65 640: 97%|#########7| 163/168 [00:30<00:00, 5.23it/s]
167/499 4.32G 0.009237 0.008638 0.003128 65 640: 98%|#########7| 164/168 [00:30<00:00, 5.30it/s]
167/499 4.32G 0.009237 0.008638 0.003122 72 640: 98%|#########7| 164/168 [00:31<00:00, 5.30it/s]
167/499 4.32G 0.009237 0.008638 0.003122 72 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s]
167/499 4.32G 0.00923 0.00863 0.003135 74 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s]
167/499 4.32G 0.00923 0.00863 0.003135 74 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s]
167/499 4.32G 0.00923 0.008646 0.003129 79 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s]
167/499 4.32G 0.00923 0.008646 0.003129 79 640: 99%|#########9| 167/168 [00:31<00:00, 5.28it/s]
167/499 4.32G 0.009222 0.008648 0.003119 30 640: 99%|#########9| 167/168 [00:31<00:00, 5.28it/s]
167/499 4.32G 0.009222 0.008648 0.003119 30 640: 100%|##########| 168/168 [00:31<00:00, 5.43it/s]
167/499 4.32G 0.009222 0.008648 0.003119 30 640: 100%|##########| 168/168 [00:31<00:00, 5.30it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.77it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.83it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.84it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.80it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.39it/s]
all 132 263 0.832 0.898 0.89 0.769
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
168/499 4.32G 0.008396 0.00671 0.006051 60 640: 0%| | 0/168 [00:00<?, ?it/s]
168/499 4.32G 0.008396 0.00671 0.006051 60 640: 1%| | 1/168 [00:00<00:34, 4.87it/s]
168/499 4.32G 0.009396 0.00743 0.005024 67 640: 1%| | 1/168 [00:00<00:34, 4.87it/s]
168/499 4.32G 0.009396 0.00743 0.005024 67 640: 1%|1 | 2/168 [00:00<00:31, 5.22it/s]
168/499 4.32G 0.00966 0.008154 0.004565 81 640: 1%|1 | 2/168 [00:00<00:31, 5.22it/s]
168/499 4.32G 0.00966 0.008154 0.004565 81 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s]
168/499 4.32G 0.00984 0.008068 0.004806 64 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s]
168/499 4.32G 0.00984 0.008068 0.004806 64 640: 2%|2 | 4/168 [00:00<00:31, 5.20it/s]
168/499 4.32G 0.009478 0.008043 0.004534 80 640: 2%|2 | 4/168 [00:00<00:31, 5.20it/s]
168/499 4.32G 0.009478 0.008043 0.004534 80 640: 3%|2 | 5/168 [00:00<00:30, 5.30it/s]
168/499 4.32G 0.009195 0.007933 0.004383 66 640: 3%|2 | 5/168 [00:01<00:30, 5.30it/s]
168/499 4.32G 0.009195 0.007933 0.004383 66 640: 4%|3 | 6/168 [00:01<00:30, 5.39it/s]
168/499 4.32G 0.009028 0.007895 0.004066 67 640: 4%|3 | 6/168 [00:01<00:30, 5.39it/s]
168/499 4.32G 0.009028 0.007895 0.004066 67 640: 4%|4 | 7/168 [00:01<00:30, 5.24it/s]
168/499 4.32G 0.008957 0.007794 0.003761 61 640: 4%|4 | 7/168 [00:01<00:30, 5.24it/s]
168/499 4.32G 0.008957 0.007794 0.003761 61 640: 5%|4 | 8/168 [00:01<00:29, 5.35it/s]
168/499 4.32G 0.008957 0.008062 0.00351 77 640: 5%|4 | 8/168 [00:01<00:29, 5.35it/s]
168/499 4.32G 0.008957 0.008062 0.00351 77 640: 5%|5 | 9/168 [00:01<00:29, 5.41it/s]
168/499 4.32G 0.008927 0.00805 0.003461 67 640: 5%|5 | 9/168 [00:01<00:29, 5.41it/s]
168/499 4.32G 0.008927 0.00805 0.003461 67 640: 6%|5 | 10/168 [00:01<00:30, 5.21it/s]
168/499 4.32G 0.009202 0.008177 0.003857 71 640: 6%|5 | 10/168 [00:02<00:30, 5.21it/s]
168/499 4.32G 0.009202 0.008177 0.003857 71 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s]
168/499 4.32G 0.009071 0.008176 0.003596 60 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s]
168/499 4.32G 0.009071 0.008176 0.003596 60 640: 7%|7 | 12/168 [00:02<00:28, 5.39it/s]
168/499 4.32G 0.00906 0.008244 0.003603 76 640: 7%|7 | 12/168 [00:02<00:28, 5.39it/s]
168/499 4.32G 0.00906 0.008244 0.003603 76 640: 8%|7 | 13/168 [00:02<00:29, 5.25it/s]
168/499 4.32G 0.009223 0.00826 0.003688 66 640: 8%|7 | 13/168 [00:02<00:29, 5.25it/s]
168/499 4.32G 0.009223 0.00826 0.003688 66 640: 8%|8 | 14/168 [00:02<00:28, 5.33it/s]
168/499 4.32G 0.009199 0.008243 0.003524 71 640: 8%|8 | 14/168 [00:02<00:28, 5.33it/s]
168/499 4.32G 0.009199 0.008243 0.003524 71 640: 9%|8 | 15/168 [00:02<00:28, 5.39it/s]
168/499 4.32G 0.009159 0.008285 0.003427 76 640: 9%|8 | 15/168 [00:03<00:28, 5.39it/s]
168/499 4.32G 0.009159 0.008285 0.003427 76 640: 10%|9 | 16/168 [00:03<00:28, 5.25it/s]
168/499 4.32G 0.009184 0.008345 0.003357 69 640: 10%|9 | 16/168 [00:03<00:28, 5.25it/s]
168/499 4.32G 0.009184 0.008345 0.003357 69 640: 10%|# | 17/168 [00:03<00:28, 5.34it/s]
168/499 4.32G 0.009149 0.008399 0.003185 64 640: 10%|# | 17/168 [00:03<00:28, 5.34it/s]
168/499 4.32G 0.009149 0.008399 0.003185 64 640: 11%|# | 18/168 [00:03<00:27, 5.39it/s]
168/499 4.32G 0.009177 0.008374 0.003118 65 640: 11%|# | 18/168 [00:03<00:27, 5.39it/s]
168/499 4.32G 0.009177 0.008374 0.003118 65 640: 11%|#1 | 19/168 [00:03<00:28, 5.25it/s]
168/499 4.32G 0.00917 0.008316 0.003027 68 640: 11%|#1 | 19/168 [00:03<00:28, 5.25it/s]
168/499 4.32G 0.00917 0.008316 0.003027 68 640: 12%|#1 | 20/168 [00:03<00:27, 5.35it/s]
168/499 4.32G 0.009114 0.008305 0.003019 78 640: 12%|#1 | 20/168 [00:03<00:27, 5.35it/s]
168/499 4.32G 0.009114 0.008305 0.003019 78 640: 12%|#2 | 21/168 [00:03<00:27, 5.39it/s]
168/499 4.32G 0.009074 0.008348 0.00312 89 640: 12%|#2 | 21/168 [00:04<00:27, 5.39it/s]
168/499 4.32G 0.009074 0.008348 0.00312 89 640: 13%|#3 | 22/168 [00:04<00:27, 5.25it/s]
168/499 4.32G 0.009064 0.008364 0.003076 73 640: 13%|#3 | 22/168 [00:04<00:27, 5.25it/s]
168/499 4.32G 0.009064 0.008364 0.003076 73 640: 14%|#3 | 23/168 [00:04<00:27, 5.33it/s]
168/499 4.32G 0.009061 0.00833 0.003035 71 640: 14%|#3 | 23/168 [00:04<00:27, 5.33it/s]
168/499 4.32G 0.009061 0.00833 0.003035 71 640: 14%|#4 | 24/168 [00:04<00:26, 5.40it/s]
168/499 4.32G 0.009023 0.008236 0.002942 58 640: 14%|#4 | 24/168 [00:04<00:26, 5.40it/s]
168/499 4.32G 0.009023 0.008236 0.002942 58 640: 15%|#4 | 25/168 [00:04<00:27, 5.25it/s]
168/499 4.32G 0.008991 0.008216 0.002964 58 640: 15%|#4 | 25/168 [00:04<00:27, 5.25it/s]
168/499 4.32G 0.008991 0.008216 0.002964 58 640: 15%|#5 | 26/168 [00:04<00:26, 5.33it/s]
168/499 4.32G 0.008985 0.008201 0.002999 64 640: 15%|#5 | 26/168 [00:05<00:26, 5.33it/s]
168/499 4.32G 0.008985 0.008201 0.002999 64 640: 16%|#6 | 27/168 [00:05<00:26, 5.40it/s]
168/499 4.32G 0.008952 0.008236 0.002993 71 640: 16%|#6 | 27/168 [00:05<00:26, 5.40it/s]
168/499 4.32G 0.008952 0.008236 0.002993 71 640: 17%|#6 | 28/168 [00:05<00:26, 5.26it/s]
168/499 4.32G 0.009019 0.008249 0.00298 62 640: 17%|#6 | 28/168 [00:05<00:26, 5.26it/s]
168/499 4.32G 0.009019 0.008249 0.00298 62 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s]
168/499 4.32G 0.009013 0.00828 0.002931 60 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s]
168/499 4.32G 0.009013 0.00828 0.002931 60 640: 18%|#7 | 30/168 [00:05<00:25, 5.39it/s]
168/499 4.32G 0.009031 0.008288 0.002863 67 640: 18%|#7 | 30/168 [00:05<00:25, 5.39it/s]
168/499 4.32G 0.009031 0.008288 0.002863 67 640: 18%|#8 | 31/168 [00:05<00:26, 5.24it/s]
168/499 4.32G 0.009034 0.008354 0.003027 75 640: 18%|#8 | 31/168 [00:06<00:26, 5.24it/s]
168/499 4.32G 0.009034 0.008354 0.003027 75 640: 19%|#9 | 32/168 [00:06<00:25, 5.35it/s]
168/499 4.32G 0.009032 0.00837 0.002982 68 640: 19%|#9 | 32/168 [00:06<00:25, 5.35it/s]
168/499 4.32G 0.009032 0.00837 0.002982 68 640: 20%|#9 | 33/168 [00:06<00:25, 5.39it/s]
168/499 4.32G 0.009031 0.008364 0.002966 70 640: 20%|#9 | 33/168 [00:06<00:25, 5.39it/s]
168/499 4.32G 0.009031 0.008364 0.002966 70 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
168/499 4.32G 0.009023 0.008385 0.002987 73 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
168/499 4.32G 0.009023 0.008385 0.002987 73 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s]
168/499 4.32G 0.009018 0.008415 0.003001 73 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s]
168/499 4.32G 0.009018 0.008415 0.003001 73 640: 21%|##1 | 36/168 [00:06<00:24, 5.35it/s]
168/499 4.32G 0.009007 0.008397 0.002996 56 640: 21%|##1 | 36/168 [00:06<00:24, 5.35it/s]
168/499 4.32G 0.009007 0.008397 0.002996 56 640: 22%|##2 | 37/168 [00:06<00:25, 5.20it/s]
168/499 4.32G 0.009029 0.008442 0.002952 68 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s]
168/499 4.32G 0.009029 0.008442 0.002952 68 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s]
168/499 4.32G 0.009063 0.008484 0.002922 73 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s]
168/499 4.32G 0.009063 0.008484 0.002922 73 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
168/499 4.32G 0.009032 0.008478 0.002969 71 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
168/499 4.32G 0.009032 0.008478 0.002969 71 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
168/499 4.32G 0.009035 0.008507 0.002972 63 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
168/499 4.32G 0.009035 0.008507 0.002972 63 640: 24%|##4 | 41/168 [00:07<00:23, 5.33it/s]
168/499 4.32G 0.009058 0.008543 0.002977 80 640: 24%|##4 | 41/168 [00:07<00:23, 5.33it/s]
168/499 4.32G 0.009058 0.008543 0.002977 80 640: 25%|##5 | 42/168 [00:07<00:23, 5.37it/s]
168/499 4.32G 0.009083 0.008584 0.00305 73 640: 25%|##5 | 42/168 [00:08<00:23, 5.37it/s]
168/499 4.32G 0.009083 0.008584 0.00305 73 640: 26%|##5 | 43/168 [00:08<00:24, 5.14it/s]
168/499 4.32G 0.009079 0.008584 0.003038 61 640: 26%|##5 | 43/168 [00:08<00:24, 5.14it/s]
168/499 4.32G 0.009079 0.008584 0.003038 61 640: 26%|##6 | 44/168 [00:08<00:23, 5.22it/s]
168/499 4.32G 0.009088 0.008611 0.003099 86 640: 26%|##6 | 44/168 [00:08<00:23, 5.22it/s]
168/499 4.32G 0.009088 0.008611 0.003099 86 640: 27%|##6 | 45/168 [00:08<00:23, 5.30it/s]
168/499 4.32G 0.009072 0.008629 0.003092 78 640: 27%|##6 | 45/168 [00:08<00:23, 5.30it/s]
168/499 4.32G 0.009072 0.008629 0.003092 78 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s]
168/499 4.32G 0.009091 0.008606 0.003041 61 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s]
168/499 4.32G 0.009091 0.008606 0.003041 61 640: 28%|##7 | 47/168 [00:08<00:23, 5.26it/s]
168/499 4.32G 0.00911 0.008608 0.003115 72 640: 28%|##7 | 47/168 [00:09<00:23, 5.26it/s]
168/499 4.32G 0.00911 0.008608 0.003115 72 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
168/499 4.32G 0.009097 0.008652 0.003155 79 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
168/499 4.32G 0.009097 0.008652 0.003155 79 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
168/499 4.32G 0.00911 0.008632 0.003206 72 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
168/499 4.32G 0.00911 0.008632 0.003206 72 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
168/499 4.32G 0.009082 0.00862 0.003189 64 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
168/499 4.32G 0.009082 0.00862 0.003189 64 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s]
168/499 4.32G 0.00906 0.008636 0.003171 74 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s]
168/499 4.32G 0.00906 0.008636 0.003171 74 640: 31%|### | 52/168 [00:09<00:22, 5.21it/s]
168/499 4.32G 0.009076 0.008658 0.003229 63 640: 31%|### | 52/168 [00:10<00:22, 5.21it/s]
168/499 4.32G 0.009076 0.008658 0.003229 63 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s]
168/499 4.32G 0.009098 0.008639 0.003225 59 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s]
168/499 4.32G 0.009098 0.008639 0.003225 59 640: 32%|###2 | 54/168 [00:10<00:21, 5.36it/s]
168/499 4.32G 0.009082 0.008664 0.00323 76 640: 32%|###2 | 54/168 [00:10<00:21, 5.36it/s]
168/499 4.32G 0.009082 0.008664 0.00323 76 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s]
168/499 4.32G 0.009093 0.008693 0.003242 75 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s]
168/499 4.32G 0.009093 0.008693 0.003242 75 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s]
168/499 4.32G 0.009064 0.008704 0.003343 79 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s]
168/499 4.32G 0.009064 0.008704 0.003343 79 640: 34%|###3 | 57/168 [00:10<00:20, 5.39it/s]
168/499 4.32G 0.009072 0.008746 0.003352 85 640: 34%|###3 | 57/168 [00:10<00:20, 5.39it/s]
168/499 4.32G 0.009072 0.008746 0.003352 85 640: 35%|###4 | 58/168 [00:10<00:21, 5.21it/s]
168/499 4.32G 0.009057 0.008764 0.003359 81 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s]
168/499 4.32G 0.009057 0.008764 0.003359 81 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s]
168/499 4.32G 0.009077 0.008818 0.003367 83 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s]
168/499 4.32G 0.009077 0.008818 0.003367 83 640: 36%|###5 | 60/168 [00:11<00:20, 5.39it/s]
168/499 4.32G 0.009076 0.008874 0.003333 87 640: 36%|###5 | 60/168 [00:11<00:20, 5.39it/s]
168/499 4.32G 0.009076 0.008874 0.003333 87 640: 36%|###6 | 61/168 [00:11<00:20, 5.24it/s]
168/499 4.32G 0.00905 0.008835 0.003344 56 640: 36%|###6 | 61/168 [00:11<00:20, 5.24it/s]
168/499 4.32G 0.00905 0.008835 0.003344 56 640: 37%|###6 | 62/168 [00:11<00:19, 5.32it/s]
168/499 4.32G 0.009042 0.008839 0.00331 71 640: 37%|###6 | 62/168 [00:11<00:19, 5.32it/s]
168/499 4.32G 0.009042 0.008839 0.00331 71 640: 38%|###7 | 63/168 [00:11<00:19, 5.38it/s]
168/499 4.32G 0.009028 0.008845 0.003298 77 640: 38%|###7 | 63/168 [00:12<00:19, 5.38it/s]
168/499 4.32G 0.009028 0.008845 0.003298 77 640: 38%|###8 | 64/168 [00:12<00:19, 5.26it/s]
168/499 4.32G 0.009041 0.008843 0.003265 72 640: 38%|###8 | 64/168 [00:12<00:19, 5.26it/s]
168/499 4.32G 0.009041 0.008843 0.003265 72 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s]
168/499 4.32G 0.009025 0.008839 0.003262 62 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s]
168/499 4.32G 0.009025 0.008839 0.003262 62 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s]
168/499 4.32G 0.009041 0.00881 0.003294 48 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s]
168/499 4.32G 0.009041 0.00881 0.003294 48 640: 40%|###9 | 67/168 [00:12<00:19, 5.24it/s]
168/499 4.32G 0.009018 0.008808 0.003293 73 640: 40%|###9 | 67/168 [00:12<00:19, 5.24it/s]
168/499 4.32G 0.009018 0.008808 0.003293 73 640: 40%|#### | 68/168 [00:12<00:18, 5.30it/s]
168/499 4.32G 0.009018 0.008804 0.003315 77 640: 40%|#### | 68/168 [00:13<00:18, 5.30it/s]
168/499 4.32G 0.009018 0.008804 0.003315 77 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s]
168/499 4.32G 0.008983 0.008761 0.003356 48 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s]
168/499 4.32G 0.008983 0.008761 0.003356 48 640: 42%|####1 | 70/168 [00:13<00:18, 5.25it/s]
168/499 4.32G 0.008998 0.008755 0.003354 57 640: 42%|####1 | 70/168 [00:13<00:18, 5.25it/s]
168/499 4.32G 0.008998 0.008755 0.003354 57 640: 42%|####2 | 71/168 [00:13<00:18, 5.33it/s]
168/499 4.32G 0.009004 0.008745 0.003376 70 640: 42%|####2 | 71/168 [00:13<00:18, 5.33it/s]
168/499 4.32G 0.009004 0.008745 0.003376 70 640: 43%|####2 | 72/168 [00:13<00:17, 5.42it/s]
168/499 4.32G 0.008991 0.008752 0.003425 77 640: 43%|####2 | 72/168 [00:13<00:17, 5.42it/s]
168/499 4.32G 0.008991 0.008752 0.003425 77 640: 43%|####3 | 73/168 [00:13<00:18, 5.22it/s]
168/499 4.32G 0.008995 0.008751 0.003417 74 640: 43%|####3 | 73/168 [00:13<00:18, 5.22it/s]
168/499 4.32G 0.008995 0.008751 0.003417 74 640: 44%|####4 | 74/168 [00:13<00:17, 5.32it/s]
168/499 4.32G 0.008999 0.008708 0.003423 56 640: 44%|####4 | 74/168 [00:14<00:17, 5.32it/s]
168/499 4.32G 0.008999 0.008708 0.003423 56 640: 45%|####4 | 75/168 [00:14<00:17, 5.38it/s]
168/499 4.32G 0.008997 0.008726 0.003455 84 640: 45%|####4 | 75/168 [00:14<00:17, 5.38it/s]
168/499 4.32G 0.008997 0.008726 0.003455 84 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s]
168/499 4.32G 0.008986 0.008722 0.003442 66 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s]
168/499 4.32G 0.008986 0.008722 0.003442 66 640: 46%|####5 | 77/168 [00:14<00:17, 5.24it/s]
168/499 4.32G 0.008997 0.008735 0.003437 63 640: 46%|####5 | 77/168 [00:14<00:17, 5.24it/s]
168/499 4.32G 0.008997 0.008735 0.003437 63 640: 46%|####6 | 78/168 [00:14<00:16, 5.31it/s]
168/499 4.32G 0.008987 0.008726 0.003417 70 640: 46%|####6 | 78/168 [00:14<00:16, 5.31it/s]
168/499 4.32G 0.008987 0.008726 0.003417 70 640: 47%|####7 | 79/168 [00:14<00:17, 5.19it/s]
168/499 4.32G 0.008968 0.008718 0.003424 69 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s]
168/499 4.32G 0.008968 0.008718 0.003424 69 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
168/499 4.32G 0.008989 0.008757 0.003412 71 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
168/499 4.32G 0.008989 0.008757 0.003412 71 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s]
168/499 4.32G 0.008988 0.008752 0.00341 63 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s]
168/499 4.32G 0.008988 0.008752 0.00341 63 640: 49%|####8 | 82/168 [00:15<00:16, 5.19it/s]
168/499 4.32G 0.008985 0.008771 0.003403 82 640: 49%|####8 | 82/168 [00:15<00:16, 5.19it/s]
168/499 4.32G 0.008985 0.008771 0.003403 82 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s]
168/499 4.32G 0.008991 0.008811 0.003444 98 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s]
168/499 4.32G 0.008991 0.008811 0.003444 98 640: 50%|##### | 84/168 [00:15<00:15, 5.35it/s]
168/499 4.32G 0.008984 0.008802 0.003446 59 640: 50%|##### | 84/168 [00:16<00:15, 5.35it/s]
168/499 4.32G 0.008984 0.008802 0.003446 59 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s]
168/499 4.32G 0.008973 0.008804 0.003428 73 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s]
168/499 4.32G 0.008973 0.008804 0.003428 73 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s]
168/499 4.32G 0.008993 0.008808 0.003414 69 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s]
168/499 4.32G 0.008993 0.008808 0.003414 69 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s]
168/499 4.32G 0.008986 0.0088 0.003425 74 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s]
168/499 4.32G 0.008986 0.0088 0.003425 74 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
168/499 4.32G 0.008993 0.008791 0.003436 59 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
168/499 4.32G 0.008993 0.008791 0.003436 59 640: 53%|#####2 | 89/168 [00:16<00:14, 5.29it/s]
168/499 4.32G 0.009007 0.008766 0.003462 55 640: 53%|#####2 | 89/168 [00:16<00:14, 5.29it/s]
168/499 4.32G 0.009007 0.008766 0.003462 55 640: 54%|#####3 | 90/168 [00:16<00:14, 5.34it/s]
168/499 4.32G 0.008994 0.008745 0.003462 71 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
168/499 4.32G 0.008994 0.008745 0.003462 71 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s]
168/499 4.32G 0.009001 0.008736 0.003484 70 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s]
168/499 4.32G 0.009001 0.008736 0.003484 70 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s]
168/499 4.32G 0.00901 0.008738 0.003483 67 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s]
168/499 4.32G 0.00901 0.008738 0.003483 67 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s]
168/499 4.32G 0.009007 0.008729 0.003478 65 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s]
168/499 4.32G 0.009007 0.008729 0.003478 65 640: 56%|#####5 | 94/168 [00:17<00:14, 5.07it/s]
168/499 4.32G 0.009018 0.008737 0.003492 65 640: 56%|#####5 | 94/168 [00:17<00:14, 5.07it/s]
168/499 4.32G 0.009018 0.008737 0.003492 65 640: 57%|#####6 | 95/168 [00:17<00:14, 5.19it/s]
168/499 4.32G 0.009013 0.008726 0.003479 76 640: 57%|#####6 | 95/168 [00:18<00:14, 5.19it/s]
168/499 4.32G 0.009013 0.008726 0.003479 76 640: 57%|#####7 | 96/168 [00:18<00:13, 5.29it/s]
168/499 4.32G 0.009002 0.008729 0.003487 65 640: 57%|#####7 | 96/168 [00:18<00:13, 5.29it/s]
168/499 4.32G 0.009002 0.008729 0.003487 65 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s]
168/499 4.32G 0.009011 0.008722 0.003471 63 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s]
168/499 4.32G 0.009011 0.008722 0.003471 63 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s]
168/499 4.32G 0.009001 0.00873 0.003451 75 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s]
168/499 4.32G 0.009001 0.00873 0.003451 75 640: 59%|#####8 | 99/168 [00:18<00:12, 5.34it/s]
168/499 4.32G 0.009005 0.008733 0.003426 75 640: 59%|#####8 | 99/168 [00:18<00:12, 5.34it/s]
168/499 4.32G 0.009005 0.008733 0.003426 75 640: 60%|#####9 | 100/168 [00:18<00:13, 5.20it/s]
168/499 4.32G 0.009022 0.00874 0.003441 65 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s]
168/499 4.32G 0.009022 0.00874 0.003441 65 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s]
168/499 4.32G 0.009037 0.008759 0.003431 76 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s]
168/499 4.32G 0.009037 0.008759 0.003431 76 640: 61%|###### | 102/168 [00:19<00:12, 5.37it/s]
168/499 4.32G 0.009047 0.008774 0.003431 80 640: 61%|###### | 102/168 [00:19<00:12, 5.37it/s]
168/499 4.32G 0.009047 0.008774 0.003431 80 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s]
168/499 4.32G 0.009041 0.008765 0.003427 76 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s]
168/499 4.32G 0.009041 0.008765 0.003427 76 640: 62%|######1 | 104/168 [00:19<00:12, 5.26it/s]
168/499 4.32G 0.009043 0.008764 0.003451 61 640: 62%|######1 | 104/168 [00:19<00:12, 5.26it/s]
168/499 4.32G 0.009043 0.008764 0.003451 61 640: 62%|######2 | 105/168 [00:19<00:11, 5.35it/s]
168/499 4.32G 0.009057 0.008762 0.003459 74 640: 62%|######2 | 105/168 [00:20<00:11, 5.35it/s]
168/499 4.32G 0.009057 0.008762 0.003459 74 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s]
168/499 4.32G 0.009052 0.008754 0.00344 68 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s]
168/499 4.32G 0.009052 0.008754 0.00344 68 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s]
168/499 4.32G 0.009054 0.008734 0.003458 62 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s]
168/499 4.32G 0.009054 0.008734 0.003458 62 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s]
168/499 4.32G 0.009061 0.008736 0.003437 61 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s]
168/499 4.32G 0.009061 0.008736 0.003437 61 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s]
168/499 4.32G 0.009066 0.008735 0.00342 62 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s]
168/499 4.32G 0.009066 0.008735 0.00342 62 640: 65%|######5 | 110/168 [00:20<00:10, 5.32it/s]
168/499 4.32G 0.009072 0.008722 0.003428 66 640: 65%|######5 | 110/168 [00:20<00:10, 5.32it/s]
168/499 4.32G 0.009072 0.008722 0.003428 66 640: 66%|######6 | 111/168 [00:20<00:10, 5.39it/s]
168/499 4.32G 0.009064 0.008706 0.003431 58 640: 66%|######6 | 111/168 [00:21<00:10, 5.39it/s]
168/499 4.32G 0.009064 0.008706 0.003431 58 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
168/499 4.32G 0.009066 0.008683 0.003424 49 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
168/499 4.32G 0.009066 0.008683 0.003424 49 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s]
168/499 4.32G 0.009053 0.008676 0.003452 63 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s]
168/499 4.32G 0.009053 0.008676 0.003452 63 640: 68%|######7 | 114/168 [00:21<00:10, 5.38it/s]
168/499 4.32G 0.009073 0.008689 0.003446 71 640: 68%|######7 | 114/168 [00:21<00:10, 5.38it/s]
168/499 4.32G 0.009073 0.008689 0.003446 71 640: 68%|######8 | 115/168 [00:21<00:10, 5.25it/s]
168/499 4.32G 0.009076 0.00872 0.003441 94 640: 68%|######8 | 115/168 [00:21<00:10, 5.25it/s]
168/499 4.32G 0.009076 0.00872 0.003441 94 640: 69%|######9 | 116/168 [00:21<00:09, 5.35it/s]
168/499 4.32G 0.009078 0.008724 0.003448 81 640: 69%|######9 | 116/168 [00:22<00:09, 5.35it/s]
168/499 4.32G 0.009078 0.008724 0.003448 81 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
168/499 4.32G 0.009078 0.008723 0.003455 79 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
168/499 4.32G 0.009078 0.008723 0.003455 79 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s]
168/499 4.32G 0.009086 0.008723 0.003478 76 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s]
168/499 4.32G 0.009086 0.008723 0.003478 76 640: 71%|####### | 119/168 [00:22<00:09, 5.31it/s]
168/499 4.32G 0.009089 0.008716 0.003492 55 640: 71%|####### | 119/168 [00:22<00:09, 5.31it/s]
168/499 4.32G 0.009089 0.008716 0.003492 55 640: 71%|#######1 | 120/168 [00:22<00:08, 5.38it/s]
168/499 4.32G 0.009084 0.008693 0.003515 57 640: 71%|#######1 | 120/168 [00:22<00:08, 5.38it/s]
168/499 4.32G 0.009084 0.008693 0.003515 57 640: 72%|#######2 | 121/168 [00:22<00:08, 5.25it/s]
168/499 4.32G 0.009092 0.008718 0.003539 70 640: 72%|#######2 | 121/168 [00:23<00:08, 5.25it/s]
168/499 4.32G 0.009092 0.008718 0.003539 70 640: 73%|#######2 | 122/168 [00:23<00:08, 5.31it/s]
168/499 4.32G 0.009096 0.008697 0.003522 54 640: 73%|#######2 | 122/168 [00:23<00:08, 5.31it/s]
168/499 4.32G 0.009096 0.008697 0.003522 54 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s]
168/499 4.32G 0.009102 0.008719 0.003514 82 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s]
168/499 4.32G 0.009102 0.008719 0.003514 82 640: 74%|#######3 | 124/168 [00:23<00:08, 5.22it/s]
168/499 4.32G 0.0091 0.008729 0.003491 72 640: 74%|#######3 | 124/168 [00:23<00:08, 5.22it/s]
168/499 4.32G 0.0091 0.008729 0.003491 72 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s]
168/499 4.32G 0.009105 0.008716 0.003491 60 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s]
168/499 4.32G 0.009105 0.008716 0.003491 60 640: 75%|#######5 | 126/168 [00:23<00:07, 5.38it/s]
168/499 4.32G 0.009109 0.008725 0.003485 69 640: 75%|#######5 | 126/168 [00:24<00:07, 5.38it/s]
168/499 4.32G 0.009109 0.008725 0.003485 69 640: 76%|#######5 | 127/168 [00:24<00:07, 5.22it/s]
168/499 4.32G 0.009103 0.008723 0.003491 75 640: 76%|#######5 | 127/168 [00:24<00:07, 5.22it/s]
168/499 4.32G 0.009103 0.008723 0.003491 75 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s]
168/499 4.32G 0.009102 0.008708 0.003494 63 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s]
168/499 4.32G 0.009102 0.008708 0.003494 63 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s]
168/499 4.32G 0.009102 0.008705 0.003511 73 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s]
168/499 4.32G 0.009102 0.008705 0.003511 73 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s]
168/499 4.32G 0.009099 0.008712 0.003528 83 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s]
168/499 4.32G 0.009099 0.008712 0.003528 83 640: 78%|#######7 | 131/168 [00:24<00:06, 5.30it/s]
168/499 4.32G 0.009101 0.008704 0.003518 57 640: 78%|#######7 | 131/168 [00:24<00:06, 5.30it/s]
168/499 4.32G 0.009101 0.008704 0.003518 57 640: 79%|#######8 | 132/168 [00:24<00:06, 5.36it/s]
168/499 4.32G 0.009094 0.008696 0.00351 59 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s]
168/499 4.32G 0.009094 0.008696 0.00351 59 640: 79%|#######9 | 133/168 [00:25<00:06, 5.23it/s]
168/499 4.32G 0.009086 0.008703 0.003512 91 640: 79%|#######9 | 133/168 [00:25<00:06, 5.23it/s]
168/499 4.32G 0.009086 0.008703 0.003512 91 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
168/499 4.32G 0.009079 0.008715 0.003517 79 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
168/499 4.32G 0.009079 0.008715 0.003517 79 640: 80%|######## | 135/168 [00:25<00:06, 5.38it/s]
168/499 4.32G 0.009079 0.008722 0.003517 77 640: 80%|######## | 135/168 [00:25<00:06, 5.38it/s]
168/499 4.32G 0.009079 0.008722 0.003517 77 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s]
168/499 4.32G 0.009072 0.008722 0.003511 73 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s]
168/499 4.32G 0.009072 0.008722 0.003511 73 640: 82%|########1 | 137/168 [00:25<00:05, 5.29it/s]
168/499 4.32G 0.009065 0.008724 0.003518 84 640: 82%|########1 | 137/168 [00:26<00:05, 5.29it/s]
168/499 4.32G 0.009065 0.008724 0.003518 84 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s]
168/499 4.32G 0.009064 0.008711 0.003521 69 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s]
168/499 4.32G 0.009064 0.008711 0.003521 69 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s]
168/499 4.32G 0.009062 0.008707 0.00352 57 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s]
168/499 4.32G 0.009062 0.008707 0.00352 57 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s]
168/499 4.32G 0.009074 0.0087 0.003515 61 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s]
168/499 4.32G 0.009074 0.0087 0.003515 61 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s]
168/499 4.32G 0.009065 0.008698 0.003552 73 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s]
168/499 4.32G 0.009065 0.008698 0.003552 73 640: 85%|########4 | 142/168 [00:26<00:05, 5.19it/s]
168/499 4.32G 0.009064 0.008695 0.003564 62 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s]
168/499 4.32G 0.009064 0.008695 0.003564 62 640: 85%|########5 | 143/168 [00:27<00:04, 5.22it/s]
168/499 4.32G 0.009056 0.008682 0.003569 65 640: 85%|########5 | 143/168 [00:27<00:04, 5.22it/s]
168/499 4.32G 0.009056 0.008682 0.003569 65 640: 86%|########5 | 144/168 [00:27<00:04, 5.28it/s]
168/499 4.32G 0.009054 0.008689 0.003576 72 640: 86%|########5 | 144/168 [00:27<00:04, 5.28it/s]
168/499 4.32G 0.009054 0.008689 0.003576 72 640: 86%|########6 | 145/168 [00:27<00:04, 5.15it/s]
168/499 4.32G 0.009065 0.008678 0.003562 55 640: 86%|########6 | 145/168 [00:27<00:04, 5.15it/s]
168/499 4.32G 0.009065 0.008678 0.003562 55 640: 87%|########6 | 146/168 [00:27<00:04, 5.27it/s]
168/499 4.32G 0.009066 0.008688 0.003556 67 640: 87%|########6 | 146/168 [00:27<00:04, 5.27it/s]
168/499 4.32G 0.009066 0.008688 0.003556 67 640: 88%|########7 | 147/168 [00:27<00:03, 5.33it/s]
168/499 4.32G 0.00906 0.008699 0.003553 79 640: 88%|########7 | 147/168 [00:27<00:03, 5.33it/s]
168/499 4.32G 0.00906 0.008699 0.003553 79 640: 88%|########8 | 148/168 [00:27<00:03, 5.20it/s]
168/499 4.32G 0.009059 0.008708 0.003567 85 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s]
168/499 4.32G 0.009059 0.008708 0.003567 85 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s]
168/499 4.32G 0.009063 0.008712 0.003571 67 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s]
168/499 4.32G 0.009063 0.008712 0.003571 67 640: 89%|########9 | 150/168 [00:28<00:03, 5.30it/s]
168/499 4.32G 0.009063 0.008711 0.003553 61 640: 89%|########9 | 150/168 [00:28<00:03, 5.30it/s]
168/499 4.32G 0.009063 0.008711 0.003553 61 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s]
168/499 4.32G 0.009068 0.008715 0.003559 71 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s]
168/499 4.32G 0.009068 0.008715 0.003559 71 640: 90%|######### | 152/168 [00:28<00:03, 5.28it/s]
168/499 4.32G 0.009072 0.008715 0.003557 79 640: 90%|######### | 152/168 [00:28<00:03, 5.28it/s]
168/499 4.32G 0.009072 0.008715 0.003557 79 640: 91%|#########1| 153/168 [00:28<00:02, 5.38it/s]
168/499 4.32G 0.009075 0.008715 0.003568 67 640: 91%|#########1| 153/168 [00:29<00:02, 5.38it/s]
168/499 4.32G 0.009075 0.008715 0.003568 67 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
168/499 4.32G 0.009075 0.008713 0.003564 62 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
168/499 4.32G 0.009075 0.008713 0.003564 62 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s]
168/499 4.32G 0.009072 0.008714 0.003566 67 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s]
168/499 4.32G 0.009072 0.008714 0.003566 67 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s]
168/499 4.32G 0.009077 0.008715 0.003562 69 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s]
168/499 4.32G 0.009077 0.008715 0.003562 69 640: 93%|#########3| 157/168 [00:29<00:02, 5.24it/s]
168/499 4.32G 0.009087 0.008719 0.003561 72 640: 93%|#########3| 157/168 [00:29<00:02, 5.24it/s]
168/499 4.32G 0.009087 0.008719 0.003561 72 640: 94%|#########4| 158/168 [00:29<00:01, 5.33it/s]
168/499 4.32G 0.009086 0.008722 0.003582 64 640: 94%|#########4| 158/168 [00:30<00:01, 5.33it/s]
168/499 4.32G 0.009086 0.008722 0.003582 64 640: 95%|#########4| 159/168 [00:30<00:01, 5.39it/s]
168/499 4.32G 0.009094 0.008715 0.003586 64 640: 95%|#########4| 159/168 [00:30<00:01, 5.39it/s]
168/499 4.32G 0.009094 0.008715 0.003586 64 640: 95%|#########5| 160/168 [00:30<00:01, 5.26it/s]
168/499 4.32G 0.009093 0.008706 0.003596 72 640: 95%|#########5| 160/168 [00:30<00:01, 5.26it/s]
168/499 4.32G 0.009093 0.008706 0.003596 72 640: 96%|#########5| 161/168 [00:30<00:01, 5.33it/s]
168/499 4.32G 0.009097 0.008711 0.003594 74 640: 96%|#########5| 161/168 [00:30<00:01, 5.33it/s]
168/499 4.32G 0.009097 0.008711 0.003594 74 640: 96%|#########6| 162/168 [00:30<00:01, 5.40it/s]
168/499 4.32G 0.009096 0.008715 0.003593 81 640: 96%|#########6| 162/168 [00:30<00:01, 5.40it/s]
168/499 4.32G 0.009096 0.008715 0.003593 81 640: 97%|#########7| 163/168 [00:30<00:00, 5.24it/s]
168/499 4.32G 0.009087 0.008709 0.003587 64 640: 97%|#########7| 163/168 [00:31<00:00, 5.24it/s]
168/499 4.32G 0.009087 0.008709 0.003587 64 640: 98%|#########7| 164/168 [00:31<00:00, 5.32it/s]
168/499 4.32G 0.009082 0.008701 0.003579 54 640: 98%|#########7| 164/168 [00:31<00:00, 5.32it/s]
168/499 4.32G 0.009082 0.008701 0.003579 54 640: 98%|#########8| 165/168 [00:31<00:00, 5.37it/s]
168/499 4.32G 0.009084 0.008688 0.003568 54 640: 98%|#########8| 165/168 [00:31<00:00, 5.37it/s]
168/499 4.32G 0.009084 0.008688 0.003568 54 640: 99%|#########8| 166/168 [00:31<00:00, 5.23it/s]
168/499 4.32G 0.009084 0.008689 0.003573 74 640: 99%|#########8| 166/168 [00:31<00:00, 5.23it/s]
168/499 4.32G 0.009084 0.008689 0.003573 74 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s]
168/499 4.32G 0.009087 0.008683 0.003566 33 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s]
168/499 4.32G 0.009087 0.008683 0.003566 33 640: 100%|##########| 168/168 [00:31<00:00, 5.51it/s]
168/499 4.32G 0.009087 0.008683 0.003566 33 640: 100%|##########| 168/168 [00:31<00:00, 5.29it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s]
all 132 263 0.849 0.854 0.89 0.769
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
169/499 4.32G 0.008968 0.007581 0.0008621 72 640: 0%| | 0/168 [00:00<?, ?it/s]
169/499 4.32G 0.008968 0.007581 0.0008621 72 640: 1%| | 1/168 [00:00<00:33, 4.95it/s]
169/499 4.32G 0.009251 0.008229 0.002202 65 640: 1%| | 1/168 [00:00<00:33, 4.95it/s]
169/499 4.32G 0.009251 0.008229 0.002202 65 640: 1%|1 | 2/168 [00:00<00:31, 5.28it/s]
169/499 4.32G 0.009294 0.008426 0.002361 79 640: 1%|1 | 2/168 [00:00<00:31, 5.28it/s]
169/499 4.32G 0.009294 0.008426 0.002361 79 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s]
169/499 4.32G 0.009286 0.008834 0.002179 78 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s]
169/499 4.32G 0.009286 0.008834 0.002179 78 640: 2%|2 | 4/168 [00:00<00:31, 5.14it/s]
169/499 4.32G 0.009265 0.008782 0.002413 69 640: 2%|2 | 4/168 [00:00<00:31, 5.14it/s]
169/499 4.32G 0.009265 0.008782 0.002413 69 640: 3%|2 | 5/168 [00:00<00:30, 5.27it/s]
169/499 4.32G 0.00915 0.008593 0.002988 71 640: 3%|2 | 5/168 [00:01<00:30, 5.27it/s]
169/499 4.32G 0.00915 0.008593 0.002988 71 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s]
169/499 4.32G 0.009025 0.008499 0.002741 67 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s]
169/499 4.32G 0.009025 0.008499 0.002741 67 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s]
169/499 4.32G 0.009033 0.008264 0.002652 62 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s]
169/499 4.32G 0.009033 0.008264 0.002652 62 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s]
169/499 4.32G 0.009005 0.008465 0.002638 74 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s]
169/499 4.32G 0.009005 0.008465 0.002638 74 640: 5%|5 | 9/168 [00:01<00:30, 5.30it/s]
169/499 4.32G 0.00914 0.008407 0.00281 56 640: 5%|5 | 9/168 [00:01<00:30, 5.30it/s]
169/499 4.32G 0.00914 0.008407 0.00281 56 640: 6%|5 | 10/168 [00:01<00:30, 5.15it/s]
169/499 4.32G 0.009278 0.008464 0.002867 56 640: 6%|5 | 10/168 [00:02<00:30, 5.15it/s]
169/499 4.32G 0.009278 0.008464 0.002867 56 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
169/499 4.32G 0.009255 0.00849 0.002812 70 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
169/499 4.32G 0.009255 0.00849 0.002812 70 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s]
169/499 4.32G 0.009334 0.008493 0.002833 63 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s]
169/499 4.32G 0.009334 0.008493 0.002833 63 640: 8%|7 | 13/168 [00:02<00:29, 5.17it/s]
169/499 4.32G 0.009373 0.008793 0.002776 94 640: 8%|7 | 13/168 [00:02<00:29, 5.17it/s]
169/499 4.32G 0.009373 0.008793 0.002776 94 640: 8%|8 | 14/168 [00:02<00:29, 5.22it/s]
169/499 4.32G 0.009345 0.008784 0.002888 63 640: 8%|8 | 14/168 [00:02<00:29, 5.22it/s]
169/499 4.32G 0.009345 0.008784 0.002888 63 640: 9%|8 | 15/168 [00:02<00:28, 5.28it/s]
169/499 4.32G 0.009327 0.008806 0.002881 72 640: 9%|8 | 15/168 [00:03<00:28, 5.28it/s]
169/499 4.32G 0.009327 0.008806 0.002881 72 640: 10%|9 | 16/168 [00:03<00:29, 5.15it/s]
169/499 4.32G 0.009242 0.008839 0.002953 85 640: 10%|9 | 16/168 [00:03<00:29, 5.15it/s]
169/499 4.32G 0.009242 0.008839 0.002953 85 640: 10%|# | 17/168 [00:03<00:28, 5.24it/s]
169/499 4.32G 0.009273 0.008825 0.003054 69 640: 10%|# | 17/168 [00:03<00:28, 5.24it/s]
169/499 4.32G 0.009273 0.008825 0.003054 69 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
169/499 4.32G 0.009274 0.008894 0.003014 77 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
169/499 4.32G 0.009274 0.008894 0.003014 77 640: 11%|#1 | 19/168 [00:03<00:29, 5.12it/s]
169/499 4.32G 0.009261 0.008908 0.003017 74 640: 11%|#1 | 19/168 [00:03<00:29, 5.12it/s]
169/499 4.32G 0.009261 0.008908 0.003017 74 640: 12%|#1 | 20/168 [00:03<00:28, 5.24it/s]
169/499 4.32G 0.009228 0.008818 0.002959 56 640: 12%|#1 | 20/168 [00:03<00:28, 5.24it/s]
169/499 4.32G 0.009228 0.008818 0.002959 56 640: 12%|#2 | 21/168 [00:03<00:27, 5.32it/s]
169/499 4.32G 0.009202 0.008708 0.003001 54 640: 12%|#2 | 21/168 [00:04<00:27, 5.32it/s]
169/499 4.32G 0.009202 0.008708 0.003001 54 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
169/499 4.32G 0.009236 0.008699 0.00302 67 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
169/499 4.32G 0.009236 0.008699 0.00302 67 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s]
169/499 4.32G 0.009257 0.00877 0.002954 81 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s]
169/499 4.32G 0.009257 0.00877 0.002954 81 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s]
169/499 4.32G 0.009262 0.008712 0.002921 62 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s]
169/499 4.32G 0.009262 0.008712 0.002921 62 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
169/499 4.32G 0.009256 0.008689 0.00295 55 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
169/499 4.32G 0.009256 0.008689 0.00295 55 640: 15%|#5 | 26/168 [00:04<00:26, 5.32it/s]
169/499 4.32G 0.009334 0.008773 0.002932 75 640: 15%|#5 | 26/168 [00:05<00:26, 5.32it/s]
169/499 4.32G 0.009334 0.008773 0.002932 75 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s]
169/499 4.32G 0.009295 0.008721 0.002858 61 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s]
169/499 4.32G 0.009295 0.008721 0.002858 61 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s]
169/499 4.32G 0.009328 0.008744 0.00281 78 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s]
169/499 4.32G 0.009328 0.008744 0.00281 78 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s]
169/499 4.32G 0.009376 0.008729 0.002782 62 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s]
169/499 4.32G 0.009376 0.008729 0.002782 62 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s]
169/499 4.32G 0.009373 0.008661 0.002783 54 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s]
169/499 4.32G 0.009373 0.008661 0.002783 54 640: 18%|#8 | 31/168 [00:05<00:26, 5.23it/s]
169/499 4.32G 0.009344 0.008627 0.002788 57 640: 18%|#8 | 31/168 [00:06<00:26, 5.23it/s]
169/499 4.32G 0.009344 0.008627 0.002788 57 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s]
169/499 4.32G 0.009359 0.00865 0.002838 80 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s]
169/499 4.32G 0.009359 0.00865 0.002838 80 640: 20%|#9 | 33/168 [00:06<00:25, 5.39it/s]
169/499 4.32G 0.009363 0.008614 0.002916 63 640: 20%|#9 | 33/168 [00:06<00:25, 5.39it/s]
169/499 4.32G 0.009363 0.008614 0.002916 63 640: 20%|## | 34/168 [00:06<00:25, 5.26it/s]
169/499 4.32G 0.009365 0.008652 0.002892 79 640: 20%|## | 34/168 [00:06<00:25, 5.26it/s]
169/499 4.32G 0.009365 0.008652 0.002892 79 640: 21%|## | 35/168 [00:06<00:24, 5.35it/s]
169/499 4.32G 0.009354 0.008671 0.002905 76 640: 21%|## | 35/168 [00:06<00:24, 5.35it/s]
169/499 4.32G 0.009354 0.008671 0.002905 76 640: 21%|##1 | 36/168 [00:06<00:24, 5.41it/s]
169/499 4.32G 0.009337 0.008631 0.002946 66 640: 21%|##1 | 36/168 [00:07<00:24, 5.41it/s]
169/499 4.32G 0.009337 0.008631 0.002946 66 640: 22%|##2 | 37/168 [00:07<00:24, 5.25it/s]
169/499 4.32G 0.009326 0.008636 0.002935 79 640: 22%|##2 | 37/168 [00:07<00:24, 5.25it/s]
169/499 4.32G 0.009326 0.008636 0.002935 79 640: 23%|##2 | 38/168 [00:07<00:24, 5.32it/s]
169/499 4.32G 0.009306 0.008592 0.002983 54 640: 23%|##2 | 38/168 [00:07<00:24, 5.32it/s]
169/499 4.32G 0.009306 0.008592 0.002983 54 640: 23%|##3 | 39/168 [00:07<00:23, 5.38it/s]
169/499 4.32G 0.009297 0.008594 0.002984 65 640: 23%|##3 | 39/168 [00:07<00:23, 5.38it/s]
169/499 4.32G 0.009297 0.008594 0.002984 65 640: 24%|##3 | 40/168 [00:07<00:24, 5.24it/s]
169/499 4.32G 0.009321 0.008584 0.002946 61 640: 24%|##3 | 40/168 [00:07<00:24, 5.24it/s]
169/499 4.32G 0.009321 0.008584 0.002946 61 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s]
169/499 4.32G 0.009325 0.008608 0.003002 78 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s]
169/499 4.32G 0.009325 0.008608 0.003002 78 640: 25%|##5 | 42/168 [00:07<00:23, 5.37it/s]
169/499 4.32G 0.009335 0.008571 0.003122 60 640: 25%|##5 | 42/168 [00:08<00:23, 5.37it/s]
169/499 4.32G 0.009335 0.008571 0.003122 60 640: 26%|##5 | 43/168 [00:08<00:23, 5.24it/s]
169/499 4.32G 0.009326 0.0086 0.003102 85 640: 26%|##5 | 43/168 [00:08<00:23, 5.24it/s]
169/499 4.32G 0.009326 0.0086 0.003102 85 640: 26%|##6 | 44/168 [00:08<00:23, 5.34it/s]
169/499 4.32G 0.009324 0.008552 0.003111 57 640: 26%|##6 | 44/168 [00:08<00:23, 5.34it/s]
169/499 4.32G 0.009324 0.008552 0.003111 57 640: 27%|##6 | 45/168 [00:08<00:22, 5.40it/s]
169/499 4.32G 0.0093 0.008591 0.00309 76 640: 27%|##6 | 45/168 [00:08<00:22, 5.40it/s]
169/499 4.32G 0.0093 0.008591 0.00309 76 640: 27%|##7 | 46/168 [00:08<00:23, 5.25it/s]
169/499 4.32G 0.009288 0.00856 0.00305 53 640: 27%|##7 | 46/168 [00:08<00:23, 5.25it/s]
169/499 4.32G 0.009288 0.00856 0.00305 53 640: 28%|##7 | 47/168 [00:08<00:22, 5.27it/s]
169/499 4.32G 0.00928 0.008575 0.003032 71 640: 28%|##7 | 47/168 [00:09<00:22, 5.27it/s]
169/499 4.32G 0.00928 0.008575 0.003032 71 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s]
169/499 4.32G 0.009269 0.00856 0.003063 78 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s]
169/499 4.32G 0.009269 0.00856 0.003063 78 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s]
169/499 4.32G 0.009263 0.008527 0.003084 78 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s]
169/499 4.32G 0.009263 0.008527 0.003084 78 640: 30%|##9 | 50/168 [00:09<00:22, 5.30it/s]
169/499 4.32G 0.009274 0.008564 0.003051 69 640: 30%|##9 | 50/168 [00:09<00:22, 5.30it/s]
169/499 4.32G 0.009274 0.008564 0.003051 69 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
169/499 4.32G 0.009271 0.008544 0.003099 77 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
169/499 4.32G 0.009271 0.008544 0.003099 77 640: 31%|### | 52/168 [00:09<00:22, 5.22it/s]
169/499 4.32G 0.009282 0.008511 0.003059 63 640: 31%|### | 52/168 [00:10<00:22, 5.22it/s]
169/499 4.32G 0.009282 0.008511 0.003059 63 640: 32%|###1 | 53/168 [00:10<00:21, 5.31it/s]
169/499 4.32G 0.009265 0.008523 0.003049 63 640: 32%|###1 | 53/168 [00:10<00:21, 5.31it/s]
169/499 4.32G 0.009265 0.008523 0.003049 63 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s]
169/499 4.32G 0.009275 0.008567 0.003056 69 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s]
169/499 4.32G 0.009275 0.008567 0.003056 69 640: 33%|###2 | 55/168 [00:10<00:21, 5.22it/s]
169/499 4.32G 0.009311 0.008579 0.003043 63 640: 33%|###2 | 55/168 [00:10<00:21, 5.22it/s]
169/499 4.32G 0.009311 0.008579 0.003043 63 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s]
169/499 4.32G 0.009318 0.00854 0.003097 55 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s]
169/499 4.32G 0.009318 0.00854 0.003097 55 640: 34%|###3 | 57/168 [00:10<00:20, 5.36it/s]
169/499 4.32G 0.009383 0.008512 0.00306 58 640: 34%|###3 | 57/168 [00:10<00:20, 5.36it/s]
169/499 4.32G 0.009383 0.008512 0.00306 58 640: 35%|###4 | 58/168 [00:10<00:21, 5.22it/s]
169/499 4.32G 0.009393 0.008526 0.003092 68 640: 35%|###4 | 58/168 [00:11<00:21, 5.22it/s]
169/499 4.32G 0.009393 0.008526 0.003092 68 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s]
169/499 4.32G 0.009369 0.008505 0.003043 68 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s]
169/499 4.32G 0.009369 0.008505 0.003043 68 640: 36%|###5 | 60/168 [00:11<00:20, 5.36it/s]
169/499 4.32G 0.009365 0.008524 0.003021 71 640: 36%|###5 | 60/168 [00:11<00:20, 5.36it/s]
169/499 4.32G 0.009365 0.008524 0.003021 71 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s]
169/499 4.32G 0.009335 0.008485 0.002993 57 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s]
169/499 4.32G 0.009335 0.008485 0.002993 57 640: 37%|###6 | 62/168 [00:11<00:19, 5.32it/s]
169/499 4.32G 0.009355 0.00852 0.00296 75 640: 37%|###6 | 62/168 [00:11<00:19, 5.32it/s]
169/499 4.32G 0.009355 0.00852 0.00296 75 640: 38%|###7 | 63/168 [00:11<00:19, 5.39it/s]
169/499 4.32G 0.009349 0.008492 0.002953 59 640: 38%|###7 | 63/168 [00:12<00:19, 5.39it/s]
169/499 4.32G 0.009349 0.008492 0.002953 59 640: 38%|###8 | 64/168 [00:12<00:19, 5.25it/s]
169/499 4.32G 0.009334 0.008474 0.002967 62 640: 38%|###8 | 64/168 [00:12<00:19, 5.25it/s]
169/499 4.32G 0.009334 0.008474 0.002967 62 640: 39%|###8 | 65/168 [00:12<00:19, 5.32it/s]
169/499 4.32G 0.009367 0.008469 0.00301 78 640: 39%|###8 | 65/168 [00:12<00:19, 5.32it/s]
169/499 4.32G 0.009367 0.008469 0.00301 78 640: 39%|###9 | 66/168 [00:12<00:19, 5.27it/s]
169/499 4.32G 0.009344 0.008462 0.00301 68 640: 39%|###9 | 66/168 [00:12<00:19, 5.27it/s]
169/499 4.32G 0.009344 0.008462 0.00301 68 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s]
169/499 4.32G 0.009324 0.008453 0.002986 64 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s]
169/499 4.32G 0.009324 0.008453 0.002986 64 640: 40%|#### | 68/168 [00:12<00:18, 5.29it/s]
169/499 4.32G 0.009321 0.008453 0.003004 59 640: 40%|#### | 68/168 [00:13<00:18, 5.29it/s]
169/499 4.32G 0.009321 0.008453 0.003004 59 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s]
169/499 4.32G 0.009326 0.008437 0.002969 61 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s]
169/499 4.32G 0.009326 0.008437 0.002969 61 640: 42%|####1 | 70/168 [00:13<00:18, 5.24it/s]
169/499 4.32G 0.009314 0.008433 0.002994 71 640: 42%|####1 | 70/168 [00:13<00:18, 5.24it/s]
169/499 4.32G 0.009314 0.008433 0.002994 71 640: 42%|####2 | 71/168 [00:13<00:18, 5.31it/s]
169/499 4.32G 0.009307 0.008455 0.003001 76 640: 42%|####2 | 71/168 [00:13<00:18, 5.31it/s]
169/499 4.32G 0.009307 0.008455 0.003001 76 640: 43%|####2 | 72/168 [00:13<00:17, 5.38it/s]
169/499 4.32G 0.009312 0.008445 0.003019 66 640: 43%|####2 | 72/168 [00:13<00:17, 5.38it/s]
169/499 4.32G 0.009312 0.008445 0.003019 66 640: 43%|####3 | 73/168 [00:13<00:18, 5.24it/s]
169/499 4.32G 0.009302 0.00847 0.003022 75 640: 43%|####3 | 73/168 [00:13<00:18, 5.24it/s]
169/499 4.32G 0.009302 0.00847 0.003022 75 640: 44%|####4 | 74/168 [00:13<00:17, 5.34it/s]
169/499 4.32G 0.00931 0.008482 0.002994 62 640: 44%|####4 | 74/168 [00:14<00:17, 5.34it/s]
169/499 4.32G 0.00931 0.008482 0.002994 62 640: 45%|####4 | 75/168 [00:14<00:17, 5.40it/s]
169/499 4.32G 0.009325 0.00848 0.002967 63 640: 45%|####4 | 75/168 [00:14<00:17, 5.40it/s]
169/499 4.32G 0.009325 0.00848 0.002967 63 640: 45%|####5 | 76/168 [00:14<00:17, 5.24it/s]
169/499 4.32G 0.009315 0.008485 0.002978 73 640: 45%|####5 | 76/168 [00:14<00:17, 5.24it/s]
169/499 4.32G 0.009315 0.008485 0.002978 73 640: 46%|####5 | 77/168 [00:14<00:17, 5.32it/s]
169/499 4.32G 0.009295 0.008466 0.003026 59 640: 46%|####5 | 77/168 [00:14<00:17, 5.32it/s]
169/499 4.32G 0.009295 0.008466 0.003026 59 640: 46%|####6 | 78/168 [00:14<00:16, 5.37it/s]
169/499 4.32G 0.009286 0.008469 0.003006 71 640: 46%|####6 | 78/168 [00:14<00:16, 5.37it/s]
169/499 4.32G 0.009286 0.008469 0.003006 71 640: 47%|####7 | 79/168 [00:14<00:17, 5.20it/s]
169/499 4.32G 0.009273 0.008458 0.003006 62 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s]
169/499 4.32G 0.009273 0.008458 0.003006 62 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
169/499 4.32G 0.009262 0.008452 0.002985 63 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
169/499 4.32G 0.009262 0.008452 0.002985 63 640: 48%|####8 | 81/168 [00:15<00:16, 5.30it/s]
169/499 4.32G 0.009255 0.008465 0.002961 77 640: 48%|####8 | 81/168 [00:15<00:16, 5.30it/s]
169/499 4.32G 0.009255 0.008465 0.002961 77 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s]
169/499 4.32G 0.009243 0.00842 0.002974 46 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s]
169/499 4.32G 0.009243 0.00842 0.002974 46 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s]
169/499 4.32G 0.00924 0.008435 0.002965 83 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s]
169/499 4.32G 0.00924 0.008435 0.002965 83 640: 50%|##### | 84/168 [00:15<00:15, 5.36it/s]
169/499 4.32G 0.009245 0.008426 0.002957 70 640: 50%|##### | 84/168 [00:16<00:15, 5.36it/s]
169/499 4.32G 0.009245 0.008426 0.002957 70 640: 51%|##### | 85/168 [00:16<00:16, 5.19it/s]
169/499 4.32G 0.009254 0.008454 0.002944 73 640: 51%|##### | 85/168 [00:16<00:16, 5.19it/s]
169/499 4.32G 0.009254 0.008454 0.002944 73 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
169/499 4.32G 0.009277 0.008473 0.00295 80 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
169/499 4.32G 0.009277 0.008473 0.00295 80 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
169/499 4.32G 0.009264 0.008443 0.002988 55 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
169/499 4.32G 0.009264 0.008443 0.002988 55 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
169/499 4.32G 0.009259 0.008439 0.002979 71 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
169/499 4.32G 0.009259 0.008439 0.002979 71 640: 53%|#####2 | 89/168 [00:16<00:14, 5.30it/s]
169/499 4.32G 0.009266 0.008426 0.003024 64 640: 53%|#####2 | 89/168 [00:17<00:14, 5.30it/s]
169/499 4.32G 0.009266 0.008426 0.003024 64 640: 54%|#####3 | 90/168 [00:17<00:14, 5.36it/s]
169/499 4.32G 0.009249 0.008425 0.00303 73 640: 54%|#####3 | 90/168 [00:17<00:14, 5.36it/s]
169/499 4.32G 0.009249 0.008425 0.00303 73 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
169/499 4.32G 0.009249 0.008451 0.003017 74 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
169/499 4.32G 0.009249 0.008451 0.003017 74 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s]
169/499 4.32G 0.009253 0.008481 0.003013 79 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s]
169/499 4.32G 0.009253 0.008481 0.003013 79 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s]
169/499 4.32G 0.009266 0.008522 0.003046 87 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s]
169/499 4.32G 0.009266 0.008522 0.003046 87 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
169/499 4.32G 0.009259 0.008531 0.003029 66 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
169/499 4.32G 0.009259 0.008531 0.003029 66 640: 57%|#####6 | 95/168 [00:17<00:13, 5.23it/s]
169/499 4.32G 0.009257 0.008511 0.003013 54 640: 57%|#####6 | 95/168 [00:18<00:13, 5.23it/s]
169/499 4.32G 0.009257 0.008511 0.003013 54 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s]
169/499 4.32G 0.009252 0.008488 0.00301 55 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s]
169/499 4.32G 0.009252 0.008488 0.00301 55 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s]
169/499 4.32G 0.009246 0.008488 0.00303 66 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s]
169/499 4.32G 0.009246 0.008488 0.00303 66 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s]
169/499 4.32G 0.009249 0.008486 0.003029 56 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s]
169/499 4.32G 0.009249 0.008486 0.003029 56 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s]
169/499 4.32G 0.009237 0.008458 0.003043 56 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s]
169/499 4.32G 0.009237 0.008458 0.003043 56 640: 60%|#####9 | 100/168 [00:18<00:13, 5.22it/s]
169/499 4.32G 0.009234 0.008474 0.003036 69 640: 60%|#####9 | 100/168 [00:19<00:13, 5.22it/s]
169/499 4.32G 0.009234 0.008474 0.003036 69 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s]
169/499 4.32G 0.009244 0.008468 0.003026 56 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s]
169/499 4.32G 0.009244 0.008468 0.003026 56 640: 61%|###### | 102/168 [00:19<00:12, 5.37it/s]
169/499 4.32G 0.009238 0.008478 0.003062 72 640: 61%|###### | 102/168 [00:19<00:12, 5.37it/s]
169/499 4.32G 0.009238 0.008478 0.003062 72 640: 61%|######1 | 103/168 [00:19<00:12, 5.23it/s]
169/499 4.32G 0.009227 0.008483 0.003062 79 640: 61%|######1 | 103/168 [00:19<00:12, 5.23it/s]
169/499 4.32G 0.009227 0.008483 0.003062 79 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s]
169/499 4.32G 0.009225 0.008465 0.003056 54 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s]
169/499 4.32G 0.009225 0.008465 0.003056 54 640: 62%|######2 | 105/168 [00:19<00:11, 5.36it/s]
169/499 4.32G 0.009235 0.008469 0.003055 69 640: 62%|######2 | 105/168 [00:20<00:11, 5.36it/s]
169/499 4.32G 0.009235 0.008469 0.003055 69 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s]
169/499 4.32G 0.009238 0.008466 0.003065 76 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s]
169/499 4.32G 0.009238 0.008466 0.003065 76 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s]
169/499 4.32G 0.009229 0.008467 0.003074 81 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s]
169/499 4.32G 0.009229 0.008467 0.003074 81 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s]
169/499 4.32G 0.009221 0.008479 0.003069 80 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s]
169/499 4.32G 0.009221 0.008479 0.003069 80 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s]
169/499 4.32G 0.009224 0.008503 0.003075 77 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s]
169/499 4.32G 0.009224 0.008503 0.003075 77 640: 65%|######5 | 110/168 [00:20<00:10, 5.32it/s]
169/499 4.32G 0.009222 0.008519 0.003074 76 640: 65%|######5 | 110/168 [00:20<00:10, 5.32it/s]
169/499 4.32G 0.009222 0.008519 0.003074 76 640: 66%|######6 | 111/168 [00:20<00:10, 5.40it/s]
169/499 4.32G 0.009227 0.008513 0.003068 71 640: 66%|######6 | 111/168 [00:21<00:10, 5.40it/s]
169/499 4.32G 0.009227 0.008513 0.003068 71 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s]
169/499 4.32G 0.009234 0.008501 0.003073 60 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s]
169/499 4.32G 0.009234 0.008501 0.003073 60 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s]
169/499 4.32G 0.00923 0.008494 0.003053 62 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s]
169/499 4.32G 0.00923 0.008494 0.003053 62 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s]
169/499 4.32G 0.009237 0.008496 0.00304 57 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s]
169/499 4.32G 0.009237 0.008496 0.00304 57 640: 68%|######8 | 115/168 [00:21<00:10, 5.22it/s]
169/499 4.32G 0.009223 0.008479 0.003071 62 640: 68%|######8 | 115/168 [00:21<00:10, 5.22it/s]
169/499 4.32G 0.009223 0.008479 0.003071 62 640: 69%|######9 | 116/168 [00:21<00:09, 5.32it/s]
169/499 4.32G 0.009218 0.008488 0.003046 71 640: 69%|######9 | 116/168 [00:22<00:09, 5.32it/s]
169/499 4.32G 0.009218 0.008488 0.003046 71 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s]
169/499 4.32G 0.0092 0.008488 0.003037 64 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s]
169/499 4.32G 0.0092 0.008488 0.003037 64 640: 70%|####### | 118/168 [00:22<00:10, 4.96it/s]
169/499 4.32G 0.00919 0.00849 0.003021 71 640: 70%|####### | 118/168 [00:22<00:10, 4.96it/s]
169/499 4.32G 0.00919 0.00849 0.003021 71 640: 71%|####### | 119/168 [00:22<00:09, 5.12it/s]
169/499 4.32G 0.009184 0.008481 0.003042 76 640: 71%|####### | 119/168 [00:22<00:09, 5.12it/s]
169/499 4.32G 0.009184 0.008481 0.003042 76 640: 71%|#######1 | 120/168 [00:22<00:09, 5.24it/s]
169/499 4.32G 0.009195 0.008484 0.003071 64 640: 71%|#######1 | 120/168 [00:22<00:09, 5.24it/s]
169/499 4.32G 0.009195 0.008484 0.003071 64 640: 72%|#######2 | 121/168 [00:22<00:09, 5.14it/s]
169/499 4.32G 0.0092 0.008483 0.003077 63 640: 72%|#######2 | 121/168 [00:23<00:09, 5.14it/s]
169/499 4.32G 0.0092 0.008483 0.003077 63 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
169/499 4.32G 0.009199 0.008471 0.003085 59 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
169/499 4.32G 0.009199 0.008471 0.003085 59 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
169/499 4.32G 0.009189 0.008477 0.003093 76 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
169/499 4.32G 0.009189 0.008477 0.003093 76 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s]
169/499 4.32G 0.00919 0.008494 0.003106 80 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s]
169/499 4.32G 0.00919 0.008494 0.003106 80 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
169/499 4.32G 0.009187 0.008488 0.003095 64 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
169/499 4.32G 0.009187 0.008488 0.003095 64 640: 75%|#######5 | 126/168 [00:23<00:07, 5.38it/s]
169/499 4.32G 0.009197 0.008485 0.003097 72 640: 75%|#######5 | 126/168 [00:24<00:07, 5.38it/s]
169/499 4.32G 0.009197 0.008485 0.003097 72 640: 76%|#######5 | 127/168 [00:24<00:07, 5.24it/s]
169/499 4.32G 0.009189 0.008488 0.00309 73 640: 76%|#######5 | 127/168 [00:24<00:07, 5.24it/s]
169/499 4.32G 0.009189 0.008488 0.00309 73 640: 76%|#######6 | 128/168 [00:24<00:07, 5.32it/s]
169/499 4.32G 0.009193 0.008473 0.003094 68 640: 76%|#######6 | 128/168 [00:24<00:07, 5.32it/s]
169/499 4.32G 0.009193 0.008473 0.003094 68 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s]
169/499 4.32G 0.009184 0.008473 0.003101 59 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s]
169/499 4.32G 0.009184 0.008473 0.003101 59 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s]
169/499 4.32G 0.009175 0.00848 0.003106 83 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s]
169/499 4.32G 0.009175 0.00848 0.003106 83 640: 78%|#######7 | 131/168 [00:24<00:06, 5.30it/s]
169/499 4.32G 0.009191 0.008495 0.003103 70 640: 78%|#######7 | 131/168 [00:24<00:06, 5.30it/s]
169/499 4.32G 0.009191 0.008495 0.003103 70 640: 79%|#######8 | 132/168 [00:24<00:06, 5.37it/s]
169/499 4.32G 0.009184 0.008488 0.003097 65 640: 79%|#######8 | 132/168 [00:25<00:06, 5.37it/s]
169/499 4.32G 0.009184 0.008488 0.003097 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.16it/s]
169/499 4.32G 0.009184 0.008493 0.003091 77 640: 79%|#######9 | 133/168 [00:25<00:06, 5.16it/s]
169/499 4.32G 0.009184 0.008493 0.003091 77 640: 80%|#######9 | 134/168 [00:25<00:06, 5.24it/s]
169/499 4.32G 0.009184 0.008522 0.003105 82 640: 80%|#######9 | 134/168 [00:25<00:06, 5.24it/s]
169/499 4.32G 0.009184 0.008522 0.003105 82 640: 80%|######## | 135/168 [00:25<00:06, 5.32it/s]
169/499 4.32G 0.009183 0.008505 0.003086 58 640: 80%|######## | 135/168 [00:25<00:06, 5.32it/s]
169/499 4.32G 0.009183 0.008505 0.003086 58 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s]
169/499 4.32G 0.009182 0.008494 0.003078 64 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s]
169/499 4.32G 0.009182 0.008494 0.003078 64 640: 82%|########1 | 137/168 [00:25<00:05, 5.27it/s]
169/499 4.32G 0.009177 0.008488 0.003064 64 640: 82%|########1 | 137/168 [00:26<00:05, 5.27it/s]
169/499 4.32G 0.009177 0.008488 0.003064 64 640: 82%|########2 | 138/168 [00:26<00:05, 5.31it/s]
169/499 4.32G 0.009173 0.008481 0.003062 63 640: 82%|########2 | 138/168 [00:26<00:05, 5.31it/s]
169/499 4.32G 0.009173 0.008481 0.003062 63 640: 83%|########2 | 139/168 [00:26<00:05, 5.15it/s]
169/499 4.32G 0.009192 0.008465 0.003088 54 640: 83%|########2 | 139/168 [00:26<00:05, 5.15it/s]
169/499 4.32G 0.009192 0.008465 0.003088 54 640: 83%|########3 | 140/168 [00:26<00:05, 5.23it/s]
169/499 4.32G 0.009195 0.008494 0.003084 86 640: 83%|########3 | 140/168 [00:26<00:05, 5.23it/s]
169/499 4.32G 0.009195 0.008494 0.003084 86 640: 84%|########3 | 141/168 [00:26<00:05, 5.31it/s]
169/499 4.32G 0.009215 0.008504 0.003077 62 640: 84%|########3 | 141/168 [00:26<00:05, 5.31it/s]
169/499 4.32G 0.009215 0.008504 0.003077 62 640: 85%|########4 | 142/168 [00:26<00:05, 5.18it/s]
169/499 4.32G 0.009214 0.0085 0.003089 69 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s]
169/499 4.32G 0.009214 0.0085 0.003089 69 640: 85%|########5 | 143/168 [00:27<00:04, 5.24it/s]
169/499 4.32G 0.009225 0.008512 0.00307 71 640: 85%|########5 | 143/168 [00:27<00:04, 5.24it/s]
169/499 4.32G 0.009225 0.008512 0.00307 71 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s]
169/499 4.32G 0.009223 0.008511 0.003082 74 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s]
169/499 4.32G 0.009223 0.008511 0.003082 74 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s]
169/499 4.32G 0.00923 0.008521 0.003071 78 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s]
169/499 4.32G 0.00923 0.008521 0.003071 78 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s]
169/499 4.32G 0.00924 0.00853 0.003075 81 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s]
169/499 4.32G 0.00924 0.00853 0.003075 81 640: 88%|########7 | 147/168 [00:27<00:03, 5.35it/s]
169/499 4.32G 0.009235 0.00854 0.003065 79 640: 88%|########7 | 147/168 [00:28<00:03, 5.35it/s]
169/499 4.32G 0.009235 0.00854 0.003065 79 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s]
169/499 4.32G 0.009239 0.008535 0.003086 64 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s]
169/499 4.32G 0.009239 0.008535 0.003086 64 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s]
169/499 4.32G 0.009252 0.00852 0.003082 54 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s]
169/499 4.32G 0.009252 0.00852 0.003082 54 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s]
169/499 4.32G 0.009259 0.008539 0.003093 77 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s]
169/499 4.32G 0.009259 0.008539 0.003093 77 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s]
169/499 4.32G 0.009253 0.00853 0.003093 61 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s]
169/499 4.32G 0.009253 0.00853 0.003093 61 640: 90%|######### | 152/168 [00:28<00:03, 5.28it/s]
169/499 4.32G 0.009252 0.008534 0.003102 74 640: 90%|######### | 152/168 [00:28<00:03, 5.28it/s]
169/499 4.32G 0.009252 0.008534 0.003102 74 640: 91%|#########1| 153/168 [00:28<00:02, 5.37it/s]
169/499 4.32G 0.009242 0.008522 0.003135 66 640: 91%|#########1| 153/168 [00:29<00:02, 5.37it/s]
169/499 4.32G 0.009242 0.008522 0.003135 66 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
169/499 4.32G 0.009249 0.008524 0.003128 65 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
169/499 4.32G 0.009249 0.008524 0.003128 65 640: 92%|#########2| 155/168 [00:29<00:02, 5.33it/s]
169/499 4.32G 0.00925 0.008516 0.003132 63 640: 92%|#########2| 155/168 [00:29<00:02, 5.33it/s]
169/499 4.32G 0.00925 0.008516 0.003132 63 640: 93%|#########2| 156/168 [00:29<00:02, 5.40it/s]
169/499 4.32G 0.00925 0.008525 0.003132 75 640: 93%|#########2| 156/168 [00:29<00:02, 5.40it/s]
169/499 4.32G 0.00925 0.008525 0.003132 75 640: 93%|#########3| 157/168 [00:29<00:02, 5.27it/s]
169/499 4.32G 0.009241 0.008525 0.003136 68 640: 93%|#########3| 157/168 [00:29<00:02, 5.27it/s]
169/499 4.32G 0.009241 0.008525 0.003136 68 640: 94%|#########4| 158/168 [00:29<00:01, 5.35it/s]
169/499 4.32G 0.009243 0.00852 0.003147 60 640: 94%|#########4| 158/168 [00:30<00:01, 5.35it/s]
169/499 4.32G 0.009243 0.00852 0.003147 60 640: 95%|#########4| 159/168 [00:30<00:01, 5.38it/s]
169/499 4.32G 0.009238 0.008505 0.003167 65 640: 95%|#########4| 159/168 [00:30<00:01, 5.38it/s]
169/499 4.32G 0.009238 0.008505 0.003167 65 640: 95%|#########5| 160/168 [00:30<00:01, 5.26it/s]
169/499 4.32G 0.009245 0.008516 0.003169 72 640: 95%|#########5| 160/168 [00:30<00:01, 5.26it/s]
169/499 4.32G 0.009245 0.008516 0.003169 72 640: 96%|#########5| 161/168 [00:30<00:01, 5.35it/s]
169/499 4.32G 0.009243 0.008521 0.003164 68 640: 96%|#########5| 161/168 [00:30<00:01, 5.35it/s]
169/499 4.32G 0.009243 0.008521 0.003164 68 640: 96%|#########6| 162/168 [00:30<00:01, 5.40it/s]
169/499 4.32G 0.009246 0.008527 0.003177 82 640: 96%|#########6| 162/168 [00:30<00:01, 5.40it/s]
169/499 4.32G 0.009246 0.008527 0.003177 82 640: 97%|#########7| 163/168 [00:30<00:00, 5.23it/s]
169/499 4.32G 0.009255 0.008518 0.003159 49 640: 97%|#########7| 163/168 [00:31<00:00, 5.23it/s]
169/499 4.32G 0.009255 0.008518 0.003159 49 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s]
169/499 4.32G 0.009254 0.008517 0.003163 60 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s]
169/499 4.32G 0.009254 0.008517 0.003163 60 640: 98%|#########8| 165/168 [00:31<00:00, 5.38it/s]
169/499 4.32G 0.009251 0.008513 0.003179 73 640: 98%|#########8| 165/168 [00:31<00:00, 5.38it/s]
169/499 4.32G 0.009251 0.008513 0.003179 73 640: 99%|#########8| 166/168 [00:31<00:00, 5.24it/s]
169/499 4.32G 0.009249 0.008516 0.003172 66 640: 99%|#########8| 166/168 [00:31<00:00, 5.24it/s]
169/499 4.32G 0.009249 0.008516 0.003172 66 640: 99%|#########9| 167/168 [00:31<00:00, 5.33it/s]
169/499 4.32G 0.009244 0.008522 0.003157 37 640: 99%|#########9| 167/168 [00:31<00:00, 5.33it/s]
169/499 4.32G 0.009244 0.008522 0.003157 37 640: 100%|##########| 168/168 [00:31<00:00, 5.51it/s]
169/499 4.32G 0.009244 0.008522 0.003157 37 640: 100%|##########| 168/168 [00:31<00:00, 5.29it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s]
all 132 263 0.839 0.891 0.894 0.771
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
170/499 4.32G 0.009908 0.01067 0.003331 94 640: 0%| | 0/168 [00:00<?, ?it/s]
170/499 4.32G 0.009908 0.01067 0.003331 94 640: 1%| | 1/168 [00:00<00:33, 4.97it/s]
170/499 4.32G 0.009165 0.009149 0.003417 61 640: 1%| | 1/168 [00:00<00:33, 4.97it/s]
170/499 4.32G 0.009165 0.009149 0.003417 61 640: 1%|1 | 2/168 [00:00<00:31, 5.31it/s]
170/499 4.32G 0.009372 0.008903 0.003791 56 640: 1%|1 | 2/168 [00:00<00:31, 5.31it/s]
170/499 4.32G 0.009372 0.008903 0.003791 56 640: 2%|1 | 3/168 [00:00<00:30, 5.42it/s]
170/499 4.32G 0.009155 0.008118 0.003737 57 640: 2%|1 | 3/168 [00:00<00:30, 5.42it/s]
170/499 4.32G 0.009155 0.008118 0.003737 57 640: 2%|2 | 4/168 [00:00<00:31, 5.20it/s]
170/499 4.32G 0.00914 0.007992 0.003228 71 640: 2%|2 | 4/168 [00:00<00:31, 5.20it/s]
170/499 4.32G 0.00914 0.007992 0.003228 71 640: 3%|2 | 5/168 [00:00<00:30, 5.33it/s]
170/499 4.32G 0.009236 0.008127 0.00309 67 640: 3%|2 | 5/168 [00:01<00:30, 5.33it/s]
170/499 4.32G 0.009236 0.008127 0.00309 67 640: 4%|3 | 6/168 [00:01<00:29, 5.41it/s]
170/499 4.32G 0.009246 0.007998 0.00311 52 640: 4%|3 | 6/168 [00:01<00:29, 5.41it/s]
170/499 4.32G 0.009246 0.007998 0.00311 52 640: 4%|4 | 7/168 [00:01<00:30, 5.23it/s]
170/499 4.32G 0.009475 0.008359 0.003178 71 640: 4%|4 | 7/168 [00:01<00:30, 5.23it/s]
170/499 4.32G 0.009475 0.008359 0.003178 71 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s]
170/499 4.32G 0.009432 0.008263 0.003068 65 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s]
170/499 4.32G 0.009432 0.008263 0.003068 65 640: 5%|5 | 9/168 [00:01<00:29, 5.41it/s]
170/499 4.32G 0.009351 0.008134 0.003434 51 640: 5%|5 | 9/168 [00:01<00:29, 5.41it/s]
170/499 4.32G 0.009351 0.008134 0.003434 51 640: 6%|5 | 10/168 [00:01<00:30, 5.21it/s]
170/499 4.32G 0.009284 0.008127 0.003308 72 640: 6%|5 | 10/168 [00:02<00:30, 5.21it/s]
170/499 4.32G 0.009284 0.008127 0.003308 72 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s]
170/499 4.32G 0.009284 0.008162 0.003208 59 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s]
170/499 4.32G 0.009284 0.008162 0.003208 59 640: 7%|7 | 12/168 [00:02<00:29, 5.37it/s]
170/499 4.32G 0.00927 0.008288 0.003135 71 640: 7%|7 | 12/168 [00:02<00:29, 5.37it/s]
170/499 4.32G 0.00927 0.008288 0.003135 71 640: 8%|7 | 13/168 [00:02<00:29, 5.24it/s]
170/499 4.32G 0.0093 0.008324 0.003226 63 640: 8%|7 | 13/168 [00:02<00:29, 5.24it/s]
170/499 4.32G 0.0093 0.008324 0.003226 63 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s]
170/499 4.32G 0.009344 0.008429 0.003247 73 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s]
170/499 4.32G 0.009344 0.008429 0.003247 73 640: 9%|8 | 15/168 [00:02<00:28, 5.34it/s]
170/499 4.32G 0.009542 0.008312 0.003213 54 640: 9%|8 | 15/168 [00:03<00:28, 5.34it/s]
170/499 4.32G 0.009542 0.008312 0.003213 54 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s]
170/499 4.32G 0.009579 0.008454 0.003303 70 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s]
170/499 4.32G 0.009579 0.008454 0.003303 70 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
170/499 4.32G 0.009826 0.008709 0.003334 83 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
170/499 4.32G 0.009826 0.008709 0.003334 83 640: 11%|# | 18/168 [00:03<00:28, 5.36it/s]
170/499 4.32G 0.009825 0.008805 0.003282 85 640: 11%|# | 18/168 [00:03<00:28, 5.36it/s]
170/499 4.32G 0.009825 0.008805 0.003282 85 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
170/499 4.32G 0.009766 0.008986 0.003295 83 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
170/499 4.32G 0.009766 0.008986 0.003295 83 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
170/499 4.32G 0.009771 0.009037 0.003266 72 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
170/499 4.32G 0.009771 0.009037 0.003266 72 640: 12%|#2 | 21/168 [00:03<00:27, 5.37it/s]
170/499 4.32G 0.009778 0.009053 0.003202 72 640: 12%|#2 | 21/168 [00:04<00:27, 5.37it/s]
170/499 4.32G 0.009778 0.009053 0.003202 72 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s]
170/499 4.32G 0.009727 0.009104 0.003205 80 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s]
170/499 4.32G 0.009727 0.009104 0.003205 80 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s]
170/499 4.32G 0.009669 0.009059 0.003237 75 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s]
170/499 4.32G 0.009669 0.009059 0.003237 75 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s]
170/499 4.32G 0.00964 0.009046 0.00342 74 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s]
170/499 4.32G 0.00964 0.009046 0.00342 74 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s]
170/499 4.32G 0.009683 0.009052 0.003345 64 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s]
170/499 4.32G 0.009683 0.009052 0.003345 64 640: 15%|#5 | 26/168 [00:04<00:27, 5.24it/s]
170/499 4.32G 0.009681 0.009029 0.003268 68 640: 15%|#5 | 26/168 [00:05<00:27, 5.24it/s]
170/499 4.32G 0.009681 0.009029 0.003268 68 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s]
170/499 4.32G 0.009638 0.009014 0.003273 68 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s]
170/499 4.32G 0.009638 0.009014 0.003273 68 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s]
170/499 4.32G 0.009635 0.009062 0.003237 76 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s]
170/499 4.32G 0.009635 0.009062 0.003237 76 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s]
170/499 4.32G 0.009617 0.009038 0.003376 65 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s]
170/499 4.32G 0.009617 0.009038 0.003376 65 640: 18%|#7 | 30/168 [00:05<00:25, 5.32it/s]
170/499 4.32G 0.009609 0.009033 0.003404 68 640: 18%|#7 | 30/168 [00:05<00:25, 5.32it/s]
170/499 4.32G 0.009609 0.009033 0.003404 68 640: 18%|#8 | 31/168 [00:05<00:26, 5.17it/s]
170/499 4.32G 0.009586 0.008996 0.003413 71 640: 18%|#8 | 31/168 [00:06<00:26, 5.17it/s]
170/499 4.32G 0.009586 0.008996 0.003413 71 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s]
170/499 4.32G 0.009566 0.008953 0.003448 69 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s]
170/499 4.32G 0.009566 0.008953 0.003448 69 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s]
170/499 4.32G 0.009545 0.008928 0.00339 69 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s]
170/499 4.32G 0.009545 0.008928 0.00339 69 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
170/499 4.32G 0.009571 0.008944 0.003357 75 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
170/499 4.32G 0.009571 0.008944 0.003357 75 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s]
170/499 4.32G 0.009571 0.008964 0.003323 74 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s]
170/499 4.32G 0.009571 0.008964 0.003323 74 640: 21%|##1 | 36/168 [00:06<00:24, 5.38it/s]
170/499 4.32G 0.009561 0.008929 0.003333 62 640: 21%|##1 | 36/168 [00:07<00:24, 5.38it/s]
170/499 4.32G 0.009561 0.008929 0.003333 62 640: 22%|##2 | 37/168 [00:07<00:24, 5.25it/s]
170/499 4.32G 0.009539 0.008965 0.003369 73 640: 22%|##2 | 37/168 [00:07<00:24, 5.25it/s]
170/499 4.32G 0.009539 0.008965 0.003369 73 640: 23%|##2 | 38/168 [00:07<00:24, 5.36it/s]
170/499 4.32G 0.009547 0.008916 0.003505 60 640: 23%|##2 | 38/168 [00:07<00:24, 5.36it/s]
170/499 4.32G 0.009547 0.008916 0.003505 60 640: 23%|##3 | 39/168 [00:07<00:23, 5.42it/s]
170/499 4.32G 0.009548 0.008862 0.003485 62 640: 23%|##3 | 39/168 [00:07<00:23, 5.42it/s]
170/499 4.32G 0.009548 0.008862 0.003485 62 640: 24%|##3 | 40/168 [00:07<00:24, 5.28it/s]
170/499 4.32G 0.009537 0.008856 0.003526 74 640: 24%|##3 | 40/168 [00:07<00:24, 5.28it/s]
170/499 4.32G 0.009537 0.008856 0.003526 74 640: 24%|##4 | 41/168 [00:07<00:23, 5.37it/s]
170/499 4.32G 0.009521 0.00887 0.00346 68 640: 24%|##4 | 41/168 [00:07<00:23, 5.37it/s]
170/499 4.32G 0.009521 0.00887 0.00346 68 640: 25%|##5 | 42/168 [00:07<00:23, 5.39it/s]
170/499 4.32G 0.009505 0.008852 0.003461 61 640: 25%|##5 | 42/168 [00:08<00:23, 5.39it/s]
170/499 4.32G 0.009505 0.008852 0.003461 61 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
170/499 4.32G 0.009473 0.008845 0.003475 71 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
170/499 4.32G 0.009473 0.008845 0.003475 71 640: 26%|##6 | 44/168 [00:08<00:23, 5.34it/s]
170/499 4.32G 0.009539 0.008836 0.00343 60 640: 26%|##6 | 44/168 [00:08<00:23, 5.34it/s]
170/499 4.32G 0.009539 0.008836 0.00343 60 640: 27%|##6 | 45/168 [00:08<00:22, 5.42it/s]
170/499 4.32G 0.009527 0.008832 0.003435 73 640: 27%|##6 | 45/168 [00:08<00:22, 5.42it/s]
170/499 4.32G 0.009527 0.008832 0.003435 73 640: 27%|##7 | 46/168 [00:08<00:23, 5.28it/s]
170/499 4.32G 0.009526 0.008829 0.003386 61 640: 27%|##7 | 46/168 [00:08<00:23, 5.28it/s]
170/499 4.32G 0.009526 0.008829 0.003386 61 640: 28%|##7 | 47/168 [00:08<00:22, 5.35it/s]
170/499 4.32G 0.009537 0.008805 0.003412 65 640: 28%|##7 | 47/168 [00:09<00:22, 5.35it/s]
170/499 4.32G 0.009537 0.008805 0.003412 65 640: 29%|##8 | 48/168 [00:09<00:22, 5.43it/s]
170/499 4.32G 0.00956 0.008836 0.003387 68 640: 29%|##8 | 48/168 [00:09<00:22, 5.43it/s]
170/499 4.32G 0.00956 0.008836 0.003387 68 640: 29%|##9 | 49/168 [00:09<00:22, 5.26it/s]
170/499 4.32G 0.009538 0.008764 0.003362 43 640: 29%|##9 | 49/168 [00:09<00:22, 5.26it/s]
170/499 4.32G 0.009538 0.008764 0.003362 43 640: 30%|##9 | 50/168 [00:09<00:22, 5.33it/s]
170/499 4.32G 0.009523 0.008747 0.003416 68 640: 30%|##9 | 50/168 [00:09<00:22, 5.33it/s]
170/499 4.32G 0.009523 0.008747 0.003416 68 640: 30%|### | 51/168 [00:09<00:21, 5.39it/s]
170/499 4.32G 0.009548 0.008776 0.003433 67 640: 30%|### | 51/168 [00:09<00:21, 5.39it/s]
170/499 4.32G 0.009548 0.008776 0.003433 67 640: 31%|### | 52/168 [00:09<00:22, 5.20it/s]
170/499 4.32G 0.009569 0.008746 0.003476 62 640: 31%|### | 52/168 [00:09<00:22, 5.20it/s]
170/499 4.32G 0.009569 0.008746 0.003476 62 640: 32%|###1 | 53/168 [00:10<00:21, 5.30it/s]
170/499 4.32G 0.009546 0.008744 0.003476 75 640: 32%|###1 | 53/168 [00:10<00:21, 5.30it/s]
170/499 4.32G 0.009546 0.008744 0.003476 75 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s]
170/499 4.32G 0.009547 0.008735 0.003485 69 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s]
170/499 4.32G 0.009547 0.008735 0.003485 69 640: 33%|###2 | 55/168 [00:10<00:21, 5.31it/s]
170/499 4.32G 0.009555 0.008728 0.003466 67 640: 33%|###2 | 55/168 [00:10<00:21, 5.31it/s]
170/499 4.32G 0.009555 0.008728 0.003466 67 640: 33%|###3 | 56/168 [00:10<00:20, 5.40it/s]
170/499 4.32G 0.009538 0.008732 0.003444 71 640: 33%|###3 | 56/168 [00:10<00:20, 5.40it/s]
170/499 4.32G 0.009538 0.008732 0.003444 71 640: 34%|###3 | 57/168 [00:10<00:20, 5.42it/s]
170/499 4.32G 0.009544 0.008727 0.003444 66 640: 34%|###3 | 57/168 [00:10<00:20, 5.42it/s]
170/499 4.32G 0.009544 0.008727 0.003444 66 640: 35%|###4 | 58/168 [00:10<00:20, 5.25it/s]
170/499 4.32G 0.009528 0.008681 0.003469 61 640: 35%|###4 | 58/168 [00:11<00:20, 5.25it/s]
170/499 4.32G 0.009528 0.008681 0.003469 61 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s]
170/499 4.32G 0.009507 0.008669 0.003466 67 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s]
170/499 4.32G 0.009507 0.008669 0.003466 67 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s]
170/499 4.32G 0.009505 0.008648 0.003495 64 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s]
170/499 4.32G 0.009505 0.008648 0.003495 64 640: 36%|###6 | 61/168 [00:11<00:20, 5.23it/s]
170/499 4.32G 0.009498 0.008626 0.00347 55 640: 36%|###6 | 61/168 [00:11<00:20, 5.23it/s]
170/499 4.32G 0.009498 0.008626 0.00347 55 640: 37%|###6 | 62/168 [00:11<00:19, 5.32it/s]
170/499 4.32G 0.009506 0.008641 0.003474 76 640: 37%|###6 | 62/168 [00:11<00:19, 5.32it/s]
170/499 4.32G 0.009506 0.008641 0.003474 76 640: 38%|###7 | 63/168 [00:11<00:19, 5.37it/s]
170/499 4.32G 0.009524 0.008626 0.003496 62 640: 38%|###7 | 63/168 [00:12<00:19, 5.37it/s]
170/499 4.32G 0.009524 0.008626 0.003496 62 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
170/499 4.32G 0.009531 0.008594 0.003542 57 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
170/499 4.32G 0.009531 0.008594 0.003542 57 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s]
170/499 4.32G 0.009516 0.008584 0.003532 73 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s]
170/499 4.32G 0.009516 0.008584 0.003532 73 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s]
170/499 4.32G 0.009528 0.008658 0.003493 94 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s]
170/499 4.32G 0.009528 0.008658 0.003493 94 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
170/499 4.32G 0.009526 0.008679 0.003476 84 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
170/499 4.32G 0.009526 0.008679 0.003476 84 640: 40%|#### | 68/168 [00:12<00:18, 5.27it/s]
170/499 4.32G 0.009515 0.008683 0.003493 77 640: 40%|#### | 68/168 [00:13<00:18, 5.27it/s]
170/499 4.32G 0.009515 0.008683 0.003493 77 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s]
170/499 4.32G 0.009526 0.008681 0.003481 67 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s]
170/499 4.32G 0.009526 0.008681 0.003481 67 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s]
170/499 4.32G 0.009534 0.008682 0.003501 74 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s]
170/499 4.32G 0.009534 0.008682 0.003501 74 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s]
170/499 4.32G 0.009526 0.008676 0.00347 61 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s]
170/499 4.32G 0.009526 0.008676 0.00347 61 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s]
170/499 4.32G 0.009526 0.008661 0.003441 58 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s]
170/499 4.32G 0.009526 0.008661 0.003441 58 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s]
170/499 4.32G 0.009514 0.008676 0.00342 69 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s]
170/499 4.32G 0.009514 0.008676 0.00342 69 640: 44%|####4 | 74/168 [00:13<00:17, 5.27it/s]
170/499 4.32G 0.009502 0.008699 0.003422 83 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s]
170/499 4.32G 0.009502 0.008699 0.003422 83 640: 45%|####4 | 75/168 [00:14<00:17, 5.29it/s]
170/499 4.32G 0.009494 0.008682 0.003439 73 640: 45%|####4 | 75/168 [00:14<00:17, 5.29it/s]
170/499 4.32G 0.009494 0.008682 0.003439 73 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s]
170/499 4.32G 0.009483 0.008668 0.003432 73 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s]
170/499 4.32G 0.009483 0.008668 0.003432 73 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s]
170/499 4.32G 0.009475 0.008659 0.003484 71 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s]
170/499 4.32G 0.009475 0.008659 0.003484 71 640: 46%|####6 | 78/168 [00:14<00:16, 5.36it/s]
170/499 4.32G 0.009479 0.008677 0.003483 75 640: 46%|####6 | 78/168 [00:14<00:16, 5.36it/s]
170/499 4.32G 0.009479 0.008677 0.003483 75 640: 47%|####7 | 79/168 [00:14<00:17, 5.23it/s]
170/499 4.32G 0.00946 0.008665 0.003479 62 640: 47%|####7 | 79/168 [00:15<00:17, 5.23it/s]
170/499 4.32G 0.00946 0.008665 0.003479 62 640: 48%|####7 | 80/168 [00:15<00:16, 5.34it/s]
170/499 4.32G 0.00947 0.008677 0.003483 76 640: 48%|####7 | 80/168 [00:15<00:16, 5.34it/s]
170/499 4.32G 0.00947 0.008677 0.003483 76 640: 48%|####8 | 81/168 [00:15<00:16, 5.41it/s]
170/499 4.32G 0.009459 0.008661 0.003467 63 640: 48%|####8 | 81/168 [00:15<00:16, 5.41it/s]
170/499 4.32G 0.009459 0.008661 0.003467 63 640: 49%|####8 | 82/168 [00:15<00:16, 5.29it/s]
170/499 4.32G 0.009462 0.008686 0.003465 83 640: 49%|####8 | 82/168 [00:15<00:16, 5.29it/s]
170/499 4.32G 0.009462 0.008686 0.003465 83 640: 49%|####9 | 83/168 [00:15<00:15, 5.36it/s]
170/499 4.32G 0.009458 0.008683 0.003479 79 640: 49%|####9 | 83/168 [00:15<00:15, 5.36it/s]
170/499 4.32G 0.009458 0.008683 0.003479 79 640: 50%|##### | 84/168 [00:15<00:15, 5.41it/s]
170/499 4.32G 0.009463 0.00869 0.003459 81 640: 50%|##### | 84/168 [00:16<00:15, 5.41it/s]
170/499 4.32G 0.009463 0.00869 0.003459 81 640: 51%|##### | 85/168 [00:16<00:15, 5.26it/s]
170/499 4.32G 0.009437 0.008658 0.003475 63 640: 51%|##### | 85/168 [00:16<00:15, 5.26it/s]
170/499 4.32G 0.009437 0.008658 0.003475 63 640: 51%|#####1 | 86/168 [00:16<00:15, 5.33it/s]
170/499 4.32G 0.00943 0.008664 0.003487 74 640: 51%|#####1 | 86/168 [00:16<00:15, 5.33it/s]
170/499 4.32G 0.00943 0.008664 0.003487 74 640: 52%|#####1 | 87/168 [00:16<00:15, 5.38it/s]
170/499 4.32G 0.009431 0.008642 0.003524 60 640: 52%|#####1 | 87/168 [00:16<00:15, 5.38it/s]
170/499 4.32G 0.009431 0.008642 0.003524 60 640: 52%|#####2 | 88/168 [00:16<00:15, 5.26it/s]
170/499 4.32G 0.009425 0.008618 0.003564 48 640: 52%|#####2 | 88/168 [00:16<00:15, 5.26it/s]
170/499 4.32G 0.009425 0.008618 0.003564 48 640: 53%|#####2 | 89/168 [00:16<00:14, 5.33it/s]
170/499 4.32G 0.009431 0.008651 0.00356 82 640: 53%|#####2 | 89/168 [00:16<00:14, 5.33it/s]
170/499 4.32G 0.009431 0.008651 0.00356 82 640: 54%|#####3 | 90/168 [00:16<00:14, 5.39it/s]
170/499 4.32G 0.009433 0.008658 0.003551 64 640: 54%|#####3 | 90/168 [00:17<00:14, 5.39it/s]
170/499 4.32G 0.009433 0.008658 0.003551 64 640: 54%|#####4 | 91/168 [00:17<00:14, 5.26it/s]
170/499 4.32G 0.009436 0.008656 0.00354 73 640: 54%|#####4 | 91/168 [00:17<00:14, 5.26it/s]
170/499 4.32G 0.009436 0.008656 0.00354 73 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s]
170/499 4.32G 0.009432 0.008664 0.003526 69 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s]
170/499 4.32G 0.009432 0.008664 0.003526 69 640: 55%|#####5 | 93/168 [00:17<00:13, 5.37it/s]
170/499 4.32G 0.009449 0.008689 0.00355 68 640: 55%|#####5 | 93/168 [00:17<00:13, 5.37it/s]
170/499 4.32G 0.009449 0.008689 0.00355 68 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s]
170/499 4.32G 0.009452 0.008688 0.003536 66 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s]
170/499 4.32G 0.009452 0.008688 0.003536 66 640: 57%|#####6 | 95/168 [00:17<00:13, 5.31it/s]
170/499 4.32G 0.009459 0.008674 0.003536 58 640: 57%|#####6 | 95/168 [00:18<00:13, 5.31it/s]
170/499 4.32G 0.009459 0.008674 0.003536 58 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s]
170/499 4.32G 0.009455 0.008664 0.003532 65 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s]
170/499 4.32G 0.009455 0.008664 0.003532 65 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s]
170/499 4.32G 0.009462 0.008667 0.003515 76 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s]
170/499 4.32G 0.009462 0.008667 0.003515 76 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s]
170/499 4.32G 0.009458 0.008672 0.003531 71 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s]
170/499 4.32G 0.009458 0.008672 0.003531 71 640: 59%|#####8 | 99/168 [00:18<00:12, 5.34it/s]
170/499 4.32G 0.00945 0.008667 0.003559 67 640: 59%|#####8 | 99/168 [00:18<00:12, 5.34it/s]
170/499 4.32G 0.00945 0.008667 0.003559 67 640: 60%|#####9 | 100/168 [00:18<00:13, 5.21it/s]
170/499 4.32G 0.009451 0.008645 0.003562 54 640: 60%|#####9 | 100/168 [00:19<00:13, 5.21it/s]
170/499 4.32G 0.009451 0.008645 0.003562 54 640: 60%|###### | 101/168 [00:19<00:12, 5.31it/s]
170/499 4.32G 0.009445 0.008643 0.00358 77 640: 60%|###### | 101/168 [00:19<00:12, 5.31it/s]
170/499 4.32G 0.009445 0.008643 0.00358 77 640: 61%|###### | 102/168 [00:19<00:12, 5.39it/s]
170/499 4.32G 0.009439 0.008629 0.003595 58 640: 61%|###### | 102/168 [00:19<00:12, 5.39it/s]
170/499 4.32G 0.009439 0.008629 0.003595 58 640: 61%|######1 | 103/168 [00:19<00:12, 5.25it/s]
170/499 4.32G 0.009425 0.008619 0.003589 71 640: 61%|######1 | 103/168 [00:19<00:12, 5.25it/s]
170/499 4.32G 0.009425 0.008619 0.003589 71 640: 62%|######1 | 104/168 [00:19<00:12, 5.33it/s]
170/499 4.32G 0.009434 0.008638 0.003584 65 640: 62%|######1 | 104/168 [00:19<00:12, 5.33it/s]
170/499 4.32G 0.009434 0.008638 0.003584 65 640: 62%|######2 | 105/168 [00:19<00:11, 5.38it/s]
170/499 4.32G 0.009434 0.008642 0.003577 62 640: 62%|######2 | 105/168 [00:19<00:11, 5.38it/s]
170/499 4.32G 0.009434 0.008642 0.003577 62 640: 63%|######3 | 106/168 [00:19<00:11, 5.25it/s]
170/499 4.32G 0.00943 0.008652 0.003578 72 640: 63%|######3 | 106/168 [00:20<00:11, 5.25it/s]
170/499 4.32G 0.00943 0.008652 0.003578 72 640: 64%|######3 | 107/168 [00:20<00:11, 5.33it/s]
170/499 4.32G 0.009431 0.008635 0.003555 55 640: 64%|######3 | 107/168 [00:20<00:11, 5.33it/s]
170/499 4.32G 0.009431 0.008635 0.003555 55 640: 64%|######4 | 108/168 [00:20<00:11, 5.41it/s]
170/499 4.32G 0.009418 0.008641 0.00357 86 640: 64%|######4 | 108/168 [00:20<00:11, 5.41it/s]
170/499 4.32G 0.009418 0.008641 0.00357 86 640: 65%|######4 | 109/168 [00:20<00:11, 5.26it/s]
170/499 4.32G 0.00942 0.008641 0.003549 52 640: 65%|######4 | 109/168 [00:20<00:11, 5.26it/s]
170/499 4.32G 0.00942 0.008641 0.003549 52 640: 65%|######5 | 110/168 [00:20<00:10, 5.35it/s]
170/499 4.32G 0.009419 0.008654 0.003544 77 640: 65%|######5 | 110/168 [00:20<00:10, 5.35it/s]
170/499 4.32G 0.009419 0.008654 0.003544 77 640: 66%|######6 | 111/168 [00:20<00:10, 5.39it/s]
170/499 4.32G 0.009416 0.00867 0.003554 77 640: 66%|######6 | 111/168 [00:21<00:10, 5.39it/s]
170/499 4.32G 0.009416 0.00867 0.003554 77 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s]
170/499 4.32G 0.009421 0.008658 0.003531 50 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s]
170/499 4.32G 0.009421 0.008658 0.003531 50 640: 67%|######7 | 113/168 [00:21<00:10, 5.33it/s]
170/499 4.32G 0.009414 0.008656 0.003516 67 640: 67%|######7 | 113/168 [00:21<00:10, 5.33it/s]
170/499 4.32G 0.009414 0.008656 0.003516 67 640: 68%|######7 | 114/168 [00:21<00:10, 5.39it/s]
170/499 4.32G 0.009415 0.008663 0.0035 73 640: 68%|######7 | 114/168 [00:21<00:10, 5.39it/s]
170/499 4.32G 0.009415 0.008663 0.0035 73 640: 68%|######8 | 115/168 [00:21<00:10, 5.24it/s]
170/499 4.32G 0.00941 0.008654 0.003486 54 640: 68%|######8 | 115/168 [00:21<00:10, 5.24it/s]
170/499 4.32G 0.00941 0.008654 0.003486 54 640: 69%|######9 | 116/168 [00:21<00:09, 5.32it/s]
170/499 4.32G 0.009412 0.008648 0.003473 57 640: 69%|######9 | 116/168 [00:22<00:09, 5.32it/s]
170/499 4.32G 0.009412 0.008648 0.003473 57 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s]
170/499 4.32G 0.009428 0.008652 0.003495 71 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s]
170/499 4.32G 0.009428 0.008652 0.003495 71 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s]
170/499 4.32G 0.00942 0.008653 0.003504 74 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s]
170/499 4.32G 0.00942 0.008653 0.003504 74 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s]
170/499 4.32G 0.009414 0.008667 0.003489 70 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s]
170/499 4.32G 0.009414 0.008667 0.003489 70 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s]
170/499 4.32G 0.009411 0.008652 0.003499 55 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s]
170/499 4.32G 0.009411 0.008652 0.003499 55 640: 72%|#######2 | 121/168 [00:22<00:08, 5.25it/s]
170/499 4.32G 0.009404 0.008649 0.00349 65 640: 72%|#######2 | 121/168 [00:23<00:08, 5.25it/s]
170/499 4.32G 0.009404 0.008649 0.00349 65 640: 73%|#######2 | 122/168 [00:23<00:08, 5.32it/s]
170/499 4.32G 0.009404 0.008644 0.003487 73 640: 73%|#######2 | 122/168 [00:23<00:08, 5.32it/s]
170/499 4.32G 0.009404 0.008644 0.003487 73 640: 73%|#######3 | 123/168 [00:23<00:08, 5.39it/s]
170/499 4.32G 0.009402 0.008636 0.003484 65 640: 73%|#######3 | 123/168 [00:23<00:08, 5.39it/s]
170/499 4.32G 0.009402 0.008636 0.003484 65 640: 74%|#######3 | 124/168 [00:23<00:08, 5.24it/s]
170/499 4.32G 0.009398 0.008654 0.003474 86 640: 74%|#######3 | 124/168 [00:23<00:08, 5.24it/s]
170/499 4.32G 0.009398 0.008654 0.003474 86 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
170/499 4.32G 0.009399 0.008648 0.003492 65 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
170/499 4.32G 0.009399 0.008648 0.003492 65 640: 75%|#######5 | 126/168 [00:23<00:07, 5.39it/s]
170/499 4.32G 0.009393 0.008649 0.003486 73 640: 75%|#######5 | 126/168 [00:23<00:07, 5.39it/s]
170/499 4.32G 0.009393 0.008649 0.003486 73 640: 76%|#######5 | 127/168 [00:23<00:07, 5.25it/s]
170/499 4.32G 0.009394 0.008651 0.003486 58 640: 76%|#######5 | 127/168 [00:24<00:07, 5.25it/s]
170/499 4.32G 0.009394 0.008651 0.003486 58 640: 76%|#######6 | 128/168 [00:24<00:07, 5.35it/s]
170/499 4.32G 0.00939 0.008656 0.003475 71 640: 76%|#######6 | 128/168 [00:24<00:07, 5.35it/s]
170/499 4.32G 0.00939 0.008656 0.003475 71 640: 77%|#######6 | 129/168 [00:24<00:07, 5.39it/s]
170/499 4.32G 0.009395 0.00865 0.003457 63 640: 77%|#######6 | 129/168 [00:24<00:07, 5.39it/s]
170/499 4.32G 0.009395 0.00865 0.003457 63 640: 77%|#######7 | 130/168 [00:24<00:07, 5.23it/s]
170/499 4.32G 0.009402 0.008663 0.003477 75 640: 77%|#######7 | 130/168 [00:24<00:07, 5.23it/s]
170/499 4.32G 0.009402 0.008663 0.003477 75 640: 78%|#######7 | 131/168 [00:24<00:06, 5.33it/s]
170/499 4.32G 0.009404 0.008683 0.003476 87 640: 78%|#######7 | 131/168 [00:24<00:06, 5.33it/s]
170/499 4.32G 0.009404 0.008683 0.003476 87 640: 79%|#######8 | 132/168 [00:24<00:06, 5.41it/s]
170/499 4.32G 0.009393 0.008677 0.003469 59 640: 79%|#######8 | 132/168 [00:25<00:06, 5.41it/s]
170/499 4.32G 0.009393 0.008677 0.003469 59 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s]
170/499 4.32G 0.009392 0.008676 0.003467 74 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s]
170/499 4.32G 0.009392 0.008676 0.003467 74 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
170/499 4.32G 0.009379 0.008667 0.003482 67 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
170/499 4.32G 0.009379 0.008667 0.003482 67 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s]
170/499 4.32G 0.009372 0.008646 0.003505 43 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s]
170/499 4.32G 0.009372 0.008646 0.003505 43 640: 81%|######## | 136/168 [00:25<00:06, 5.24it/s]
170/499 4.32G 0.009374 0.008652 0.003498 71 640: 81%|######## | 136/168 [00:25<00:06, 5.24it/s]
170/499 4.32G 0.009374 0.008652 0.003498 71 640: 82%|########1 | 137/168 [00:25<00:05, 5.33it/s]
170/499 4.32G 0.00937 0.008653 0.003505 74 640: 82%|########1 | 137/168 [00:26<00:05, 5.33it/s]
170/499 4.32G 0.00937 0.008653 0.003505 74 640: 82%|########2 | 138/168 [00:26<00:05, 5.40it/s]
170/499 4.32G 0.009362 0.008644 0.003514 61 640: 82%|########2 | 138/168 [00:26<00:05, 5.40it/s]
170/499 4.32G 0.009362 0.008644 0.003514 61 640: 83%|########2 | 139/168 [00:26<00:05, 5.26it/s]
170/499 4.32G 0.009351 0.008652 0.003497 70 640: 83%|########2 | 139/168 [00:26<00:05, 5.26it/s]
170/499 4.32G 0.009351 0.008652 0.003497 70 640: 83%|########3 | 140/168 [00:26<00:05, 5.35it/s]
170/499 4.32G 0.009347 0.00866 0.003493 83 640: 83%|########3 | 140/168 [00:26<00:05, 5.35it/s]
170/499 4.32G 0.009347 0.00866 0.003493 83 640: 84%|########3 | 141/168 [00:26<00:04, 5.41it/s]
170/499 4.32G 0.00935 0.008659 0.003472 65 640: 84%|########3 | 141/168 [00:26<00:04, 5.41it/s]
170/499 4.32G 0.00935 0.008659 0.003472 65 640: 85%|########4 | 142/168 [00:26<00:04, 5.27it/s]
170/499 4.32G 0.009339 0.008654 0.003471 75 640: 85%|########4 | 142/168 [00:26<00:04, 5.27it/s]
170/499 4.32G 0.009339 0.008654 0.003471 75 640: 85%|########5 | 143/168 [00:26<00:04, 5.36it/s]
170/499 4.32G 0.009341 0.008653 0.003467 61 640: 85%|########5 | 143/168 [00:27<00:04, 5.36it/s]
170/499 4.32G 0.009341 0.008653 0.003467 61 640: 86%|########5 | 144/168 [00:27<00:04, 5.40it/s]
170/499 4.32G 0.009334 0.008652 0.003461 75 640: 86%|########5 | 144/168 [00:27<00:04, 5.40it/s]
170/499 4.32G 0.009334 0.008652 0.003461 75 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s]
170/499 4.32G 0.009335 0.008653 0.003453 62 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s]
170/499 4.32G 0.009335 0.008653 0.003453 62 640: 87%|########6 | 146/168 [00:27<00:04, 5.27it/s]
170/499 4.32G 0.009332 0.008669 0.003442 88 640: 87%|########6 | 146/168 [00:27<00:04, 5.27it/s]
170/499 4.32G 0.009332 0.008669 0.003442 88 640: 88%|########7 | 147/168 [00:27<00:03, 5.34it/s]
170/499 4.32G 0.009323 0.008669 0.003459 74 640: 88%|########7 | 147/168 [00:27<00:03, 5.34it/s]
170/499 4.32G 0.009323 0.008669 0.003459 74 640: 88%|########8 | 148/168 [00:27<00:03, 5.23it/s]
170/499 4.32G 0.00932 0.008683 0.003446 83 640: 88%|########8 | 148/168 [00:28<00:03, 5.23it/s]
170/499 4.32G 0.00932 0.008683 0.003446 83 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s]
170/499 4.32G 0.009308 0.008694 0.003445 84 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s]
170/499 4.32G 0.009308 0.008694 0.003445 84 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s]
170/499 4.32G 0.009314 0.008693 0.003444 68 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s]
170/499 4.32G 0.009314 0.008693 0.003444 68 640: 90%|########9 | 151/168 [00:28<00:03, 5.12it/s]
170/499 4.32G 0.009329 0.008693 0.00344 73 640: 90%|########9 | 151/168 [00:28<00:03, 5.12it/s]
170/499 4.32G 0.009329 0.008693 0.00344 73 640: 90%|######### | 152/168 [00:28<00:03, 5.23it/s]
170/499 4.32G 0.009325 0.0087 0.003424 61 640: 90%|######### | 152/168 [00:28<00:03, 5.23it/s]
170/499 4.32G 0.009325 0.0087 0.003424 61 640: 91%|#########1| 153/168 [00:28<00:02, 5.25it/s]
170/499 4.32G 0.009324 0.008703 0.00342 64 640: 91%|#########1| 153/168 [00:29<00:02, 5.25it/s]
170/499 4.32G 0.009324 0.008703 0.00342 64 640: 92%|#########1| 154/168 [00:29<00:02, 5.15it/s]
170/499 4.32G 0.009328 0.008685 0.003424 59 640: 92%|#########1| 154/168 [00:29<00:02, 5.15it/s]
170/499 4.32G 0.009328 0.008685 0.003424 59 640: 92%|#########2| 155/168 [00:29<00:02, 5.21it/s]
170/499 4.32G 0.009327 0.008687 0.003419 67 640: 92%|#########2| 155/168 [00:29<00:02, 5.21it/s]
170/499 4.32G 0.009327 0.008687 0.003419 67 640: 93%|#########2| 156/168 [00:29<00:02, 5.28it/s]
170/499 4.32G 0.009344 0.008688 0.003427 55 640: 93%|#########2| 156/168 [00:29<00:02, 5.28it/s]
170/499 4.32G 0.009344 0.008688 0.003427 55 640: 93%|#########3| 157/168 [00:29<00:02, 5.11it/s]
170/499 4.32G 0.009338 0.008672 0.003419 60 640: 93%|#########3| 157/168 [00:29<00:02, 5.11it/s]
170/499 4.32G 0.009338 0.008672 0.003419 60 640: 94%|#########4| 158/168 [00:29<00:01, 5.22it/s]
170/499 4.32G 0.009333 0.008672 0.003421 70 640: 94%|#########4| 158/168 [00:29<00:01, 5.22it/s]
170/499 4.32G 0.009333 0.008672 0.003421 70 640: 95%|#########4| 159/168 [00:29<00:01, 5.32it/s]
170/499 4.32G 0.009325 0.008667 0.003418 64 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s]
170/499 4.32G 0.009325 0.008667 0.003418 64 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s]
170/499 4.32G 0.009319 0.008661 0.00342 60 640: 95%|#########5| 160/168 [00:30<00:01, 5.16it/s]
170/499 4.32G 0.009319 0.008661 0.00342 60 640: 96%|#########5| 161/168 [00:30<00:01, 5.25it/s]
170/499 4.32G 0.009324 0.00866 0.003412 72 640: 96%|#########5| 161/168 [00:30<00:01, 5.25it/s]
170/499 4.32G 0.009324 0.00866 0.003412 72 640: 96%|#########6| 162/168 [00:30<00:01, 5.32it/s]
170/499 4.32G 0.009325 0.008655 0.003418 59 640: 96%|#########6| 162/168 [00:30<00:01, 5.32it/s]
170/499 4.32G 0.009325 0.008655 0.003418 59 640: 97%|#########7| 163/168 [00:30<00:00, 5.20it/s]
170/499 4.32G 0.009334 0.008669 0.003419 74 640: 97%|#########7| 163/168 [00:30<00:00, 5.20it/s]
170/499 4.32G 0.009334 0.008669 0.003419 74 640: 98%|#########7| 164/168 [00:30<00:00, 5.30it/s]
170/499 4.32G 0.009324 0.008664 0.003426 67 640: 98%|#########7| 164/168 [00:31<00:00, 5.30it/s]
170/499 4.32G 0.009324 0.008664 0.003426 67 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s]
170/499 4.32G 0.009318 0.008659 0.003422 73 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s]
170/499 4.32G 0.009318 0.008659 0.003422 73 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s]
170/499 4.32G 0.009312 0.008661 0.003431 82 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s]
170/499 4.32G 0.009312 0.008661 0.003431 82 640: 99%|#########9| 167/168 [00:31<00:00, 5.31it/s]
170/499 4.32G 0.00929 0.008641 0.003411 21 640: 99%|#########9| 167/168 [00:31<00:00, 5.31it/s]
170/499 4.32G 0.00929 0.008641 0.003411 21 640: 100%|##########| 168/168 [00:31<00:00, 5.48it/s]
170/499 4.32G 0.00929 0.008641 0.003411 21 640: 100%|##########| 168/168 [00:31<00:00, 5.30it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.97it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s]
all 132 263 0.864 0.876 0.895 0.775
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
171/499 4.32G 0.008062 0.009805 0.003054 76 640: 0%| | 0/168 [00:00<?, ?it/s]
171/499 4.32G 0.008062 0.009805 0.003054 76 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
171/499 4.32G 0.009289 0.008935 0.00325 64 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
171/499 4.32G 0.009289 0.008935 0.00325 64 640: 1%|1 | 2/168 [00:00<00:31, 5.29it/s]
171/499 4.32G 0.00936 0.008147 0.003334 60 640: 1%|1 | 2/168 [00:00<00:31, 5.29it/s]
171/499 4.32G 0.00936 0.008147 0.003334 60 640: 2%|1 | 3/168 [00:00<00:30, 5.41it/s]
171/499 4.32G 0.009367 0.008495 0.003205 76 640: 2%|1 | 3/168 [00:00<00:30, 5.41it/s]
171/499 4.32G 0.009367 0.008495 0.003205 76 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s]
171/499 4.32G 0.009126 0.008405 0.003725 73 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s]
171/499 4.32G 0.009126 0.008405 0.003725 73 640: 3%|2 | 5/168 [00:00<00:30, 5.30it/s]
171/499 4.32G 0.008969 0.008688 0.003783 83 640: 3%|2 | 5/168 [00:01<00:30, 5.30it/s]
171/499 4.32G 0.008969 0.008688 0.003783 83 640: 4%|3 | 6/168 [00:01<00:30, 5.38it/s]
171/499 4.32G 0.008927 0.008561 0.004357 62 640: 4%|3 | 6/168 [00:01<00:30, 5.38it/s]
171/499 4.32G 0.008927 0.008561 0.004357 62 640: 4%|4 | 7/168 [00:01<00:30, 5.22it/s]
171/499 4.32G 0.008995 0.008557 0.004113 73 640: 4%|4 | 7/168 [00:01<00:30, 5.22it/s]
171/499 4.32G 0.008995 0.008557 0.004113 73 640: 5%|4 | 8/168 [00:01<00:30, 5.32it/s]
171/499 4.32G 0.009059 0.008612 0.003785 76 640: 5%|4 | 8/168 [00:01<00:30, 5.32it/s]
171/499 4.32G 0.009059 0.008612 0.003785 76 640: 5%|5 | 9/168 [00:01<00:29, 5.40it/s]
171/499 4.32G 0.009076 0.008571 0.003842 67 640: 5%|5 | 9/168 [00:01<00:29, 5.40it/s]
171/499 4.32G 0.009076 0.008571 0.003842 67 640: 6%|5 | 10/168 [00:01<00:30, 5.24it/s]
171/499 4.32G 0.009191 0.00839 0.003573 51 640: 6%|5 | 10/168 [00:02<00:30, 5.24it/s]
171/499 4.32G 0.009191 0.00839 0.003573 51 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s]
171/499 4.32G 0.009259 0.008482 0.003739 67 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s]
171/499 4.32G 0.009259 0.008482 0.003739 67 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s]
171/499 4.32G 0.009237 0.008575 0.003546 71 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s]
171/499 4.32G 0.009237 0.008575 0.003546 71 640: 8%|7 | 13/168 [00:02<00:29, 5.23it/s]
171/499 4.32G 0.009158 0.008585 0.003503 61 640: 8%|7 | 13/168 [00:02<00:29, 5.23it/s]
171/499 4.32G 0.009158 0.008585 0.003503 61 640: 8%|8 | 14/168 [00:02<00:29, 5.31it/s]
171/499 4.32G 0.009121 0.008519 0.003416 56 640: 8%|8 | 14/168 [00:02<00:29, 5.31it/s]
171/499 4.32G 0.009121 0.008519 0.003416 56 640: 9%|8 | 15/168 [00:02<00:28, 5.37it/s]
171/499 4.32G 0.009212 0.008574 0.003488 69 640: 9%|8 | 15/168 [00:03<00:28, 5.37it/s]
171/499 4.32G 0.009212 0.008574 0.003488 69 640: 10%|9 | 16/168 [00:03<00:28, 5.24it/s]
171/499 4.32G 0.009191 0.008486 0.003526 61 640: 10%|9 | 16/168 [00:03<00:28, 5.24it/s]
171/499 4.32G 0.009191 0.008486 0.003526 61 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s]
171/499 4.32G 0.009136 0.00841 0.003421 59 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s]
171/499 4.32G 0.009136 0.00841 0.003421 59 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s]
171/499 4.32G 0.009061 0.008308 0.003344 60 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s]
171/499 4.32G 0.009061 0.008308 0.003344 60 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s]
171/499 4.32G 0.009214 0.00837 0.003447 66 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s]
171/499 4.32G 0.009214 0.00837 0.003447 66 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s]
171/499 4.32G 0.00917 0.00838 0.003522 76 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s]
171/499 4.32G 0.00917 0.00838 0.003522 76 640: 12%|#2 | 21/168 [00:03<00:27, 5.36it/s]
171/499 4.32G 0.009206 0.008324 0.003505 73 640: 12%|#2 | 21/168 [00:04<00:27, 5.36it/s]
171/499 4.32G 0.009206 0.008324 0.003505 73 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s]
171/499 4.32G 0.009154 0.008238 0.003504 61 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s]
171/499 4.32G 0.009154 0.008238 0.003504 61 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s]
171/499 4.32G 0.009122 0.008207 0.003559 63 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s]
171/499 4.32G 0.009122 0.008207 0.003559 63 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s]
171/499 4.32G 0.009132 0.008297 0.003589 68 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s]
171/499 4.32G 0.009132 0.008297 0.003589 68 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
171/499 4.32G 0.009117 0.008252 0.003565 67 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
171/499 4.32G 0.009117 0.008252 0.003565 67 640: 15%|#5 | 26/168 [00:04<00:26, 5.30it/s]
171/499 4.32G 0.00919 0.008367 0.003643 86 640: 15%|#5 | 26/168 [00:05<00:26, 5.30it/s]
171/499 4.32G 0.00919 0.008367 0.003643 86 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s]
171/499 4.32G 0.009153 0.008351 0.003785 60 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s]
171/499 4.32G 0.009153 0.008351 0.003785 60 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s]
171/499 4.32G 0.009102 0.008451 0.003717 77 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s]
171/499 4.32G 0.009102 0.008451 0.003717 77 640: 17%|#7 | 29/168 [00:05<00:26, 5.28it/s]
171/499 4.32G 0.009106 0.008384 0.003682 55 640: 17%|#7 | 29/168 [00:05<00:26, 5.28it/s]
171/499 4.32G 0.009106 0.008384 0.003682 55 640: 18%|#7 | 30/168 [00:05<00:25, 5.31it/s]
171/499 4.32G 0.009073 0.008482 0.00364 85 640: 18%|#7 | 30/168 [00:05<00:25, 5.31it/s]
171/499 4.32G 0.009073 0.008482 0.00364 85 640: 18%|#8 | 31/168 [00:05<00:26, 5.17it/s]
171/499 4.32G 0.009074 0.008476 0.003652 63 640: 18%|#8 | 31/168 [00:06<00:26, 5.17it/s]
171/499 4.32G 0.009074 0.008476 0.003652 63 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s]
171/499 4.32G 0.009059 0.008443 0.003617 65 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s]
171/499 4.32G 0.009059 0.008443 0.003617 65 640: 20%|#9 | 33/168 [00:06<00:25, 5.31it/s]
171/499 4.32G 0.009017 0.008446 0.003609 77 640: 20%|#9 | 33/168 [00:06<00:25, 5.31it/s]
171/499 4.32G 0.009017 0.008446 0.003609 77 640: 20%|## | 34/168 [00:06<00:26, 5.15it/s]
171/499 4.32G 0.009017 0.008411 0.003579 63 640: 20%|## | 34/168 [00:06<00:26, 5.15it/s]
171/499 4.32G 0.009017 0.008411 0.003579 63 640: 21%|## | 35/168 [00:06<00:25, 5.23it/s]
171/499 4.32G 0.00897 0.008409 0.003531 71 640: 21%|## | 35/168 [00:06<00:25, 5.23it/s]
171/499 4.32G 0.00897 0.008409 0.003531 71 640: 21%|##1 | 36/168 [00:06<00:24, 5.29it/s]
171/499 4.32G 0.008982 0.008434 0.00351 73 640: 21%|##1 | 36/168 [00:07<00:24, 5.29it/s]
171/499 4.32G 0.008982 0.008434 0.00351 73 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s]
171/499 4.32G 0.008936 0.008366 0.003536 59 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s]
171/499 4.32G 0.008936 0.008366 0.003536 59 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s]
171/499 4.32G 0.008912 0.008352 0.003546 67 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s]
171/499 4.32G 0.008912 0.008352 0.003546 67 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s]
171/499 4.32G 0.008916 0.008375 0.003528 78 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s]
171/499 4.32G 0.008916 0.008375 0.003528 78 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
171/499 4.32G 0.008935 0.008403 0.003505 73 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
171/499 4.32G 0.008935 0.008403 0.003505 73 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s]
171/499 4.32G 0.008955 0.008474 0.00344 84 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s]
171/499 4.32G 0.008955 0.008474 0.00344 84 640: 25%|##5 | 42/168 [00:07<00:23, 5.34it/s]
171/499 4.32G 0.008965 0.008457 0.003398 66 640: 25%|##5 | 42/168 [00:08<00:23, 5.34it/s]
171/499 4.32G 0.008965 0.008457 0.003398 66 640: 26%|##5 | 43/168 [00:08<00:23, 5.22it/s]
171/499 4.32G 0.008991 0.008458 0.003411 62 640: 26%|##5 | 43/168 [00:08<00:23, 5.22it/s]
171/499 4.32G 0.008991 0.008458 0.003411 62 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s]
171/499 4.32G 0.00898 0.008479 0.003356 68 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s]
171/499 4.32G 0.00898 0.008479 0.003356 68 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s]
171/499 4.32G 0.008969 0.008482 0.003367 81 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s]
171/499 4.32G 0.008969 0.008482 0.003367 81 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s]
171/499 4.32G 0.008949 0.008447 0.003333 59 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s]
171/499 4.32G 0.008949 0.008447 0.003333 59 640: 28%|##7 | 47/168 [00:08<00:22, 5.31it/s]
171/499 4.32G 0.00895 0.00841 0.003309 55 640: 28%|##7 | 47/168 [00:09<00:22, 5.31it/s]
171/499 4.32G 0.00895 0.00841 0.003309 55 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s]
171/499 4.32G 0.00894 0.008447 0.003306 74 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s]
171/499 4.32G 0.00894 0.008447 0.003306 74 640: 29%|##9 | 49/168 [00:09<00:22, 5.26it/s]
171/499 4.32G 0.008994 0.008491 0.003286 75 640: 29%|##9 | 49/168 [00:09<00:22, 5.26it/s]
171/499 4.32G 0.008994 0.008491 0.003286 75 640: 30%|##9 | 50/168 [00:09<00:22, 5.34it/s]
171/499 4.32G 0.008986 0.00853 0.003286 77 640: 30%|##9 | 50/168 [00:09<00:22, 5.34it/s]
171/499 4.32G 0.008986 0.00853 0.003286 77 640: 30%|### | 51/168 [00:09<00:21, 5.40it/s]
171/499 4.32G 0.008998 0.00853 0.00329 67 640: 30%|### | 51/168 [00:09<00:21, 5.40it/s]
171/499 4.32G 0.008998 0.00853 0.00329 67 640: 31%|### | 52/168 [00:09<00:22, 5.20it/s]
171/499 4.32G 0.009022 0.008511 0.003262 67 640: 31%|### | 52/168 [00:10<00:22, 5.20it/s]
171/499 4.32G 0.009022 0.008511 0.003262 67 640: 32%|###1 | 53/168 [00:10<00:21, 5.30it/s]
171/499 4.32G 0.009018 0.008507 0.003277 65 640: 32%|###1 | 53/168 [00:10<00:21, 5.30it/s]
171/499 4.32G 0.009018 0.008507 0.003277 65 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s]
171/499 4.32G 0.009001 0.008515 0.003292 72 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s]
171/499 4.32G 0.009001 0.008515 0.003292 72 640: 33%|###2 | 55/168 [00:10<00:21, 5.23it/s]
171/499 4.32G 0.008997 0.008508 0.003299 69 640: 33%|###2 | 55/168 [00:10<00:21, 5.23it/s]
171/499 4.32G 0.008997 0.008508 0.003299 69 640: 33%|###3 | 56/168 [00:10<00:21, 5.32it/s]
171/499 4.32G 0.008998 0.008529 0.003282 78 640: 33%|###3 | 56/168 [00:10<00:21, 5.32it/s]
171/499 4.32G 0.008998 0.008529 0.003282 78 640: 34%|###3 | 57/168 [00:10<00:20, 5.38it/s]
171/499 4.32G 0.008973 0.008533 0.003315 76 640: 34%|###3 | 57/168 [00:10<00:20, 5.38it/s]
171/499 4.32G 0.008973 0.008533 0.003315 76 640: 35%|###4 | 58/168 [00:10<00:20, 5.25it/s]
171/499 4.32G 0.00896 0.008526 0.003303 71 640: 35%|###4 | 58/168 [00:11<00:20, 5.25it/s]
171/499 4.32G 0.00896 0.008526 0.003303 71 640: 35%|###5 | 59/168 [00:11<00:20, 5.33it/s]
171/499 4.32G 0.008965 0.008508 0.003325 68 640: 35%|###5 | 59/168 [00:11<00:20, 5.33it/s]
171/499 4.32G 0.008965 0.008508 0.003325 68 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s]
171/499 4.32G 0.008968 0.008489 0.003348 65 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s]
171/499 4.32G 0.008968 0.008489 0.003348 65 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s]
171/499 4.32G 0.008956 0.008486 0.003313 66 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s]
171/499 4.32G 0.008956 0.008486 0.003313 66 640: 37%|###6 | 62/168 [00:11<00:19, 5.32it/s]
171/499 4.32G 0.008953 0.008496 0.003379 71 640: 37%|###6 | 62/168 [00:11<00:19, 5.32it/s]
171/499 4.32G 0.008953 0.008496 0.003379 71 640: 38%|###7 | 63/168 [00:11<00:19, 5.39it/s]
171/499 4.32G 0.008935 0.008499 0.00334 59 640: 38%|###7 | 63/168 [00:12<00:19, 5.39it/s]
171/499 4.32G 0.008935 0.008499 0.00334 59 640: 38%|###8 | 64/168 [00:12<00:19, 5.25it/s]
171/499 4.32G 0.008932 0.008472 0.003369 58 640: 38%|###8 | 64/168 [00:12<00:19, 5.25it/s]
171/499 4.32G 0.008932 0.008472 0.003369 58 640: 39%|###8 | 65/168 [00:12<00:19, 5.33it/s]
171/499 4.32G 0.008943 0.008467 0.003402 66 640: 39%|###8 | 65/168 [00:12<00:19, 5.33it/s]
171/499 4.32G 0.008943 0.008467 0.003402 66 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
171/499 4.32G 0.008932 0.008441 0.003377 56 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
171/499 4.32G 0.008932 0.008441 0.003377 56 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
171/499 4.32G 0.008929 0.008432 0.003342 65 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
171/499 4.32G 0.008929 0.008432 0.003342 65 640: 40%|#### | 68/168 [00:12<00:18, 5.31it/s]
171/499 4.32G 0.008918 0.008435 0.003316 78 640: 40%|#### | 68/168 [00:13<00:18, 5.31it/s]
171/499 4.32G 0.008918 0.008435 0.003316 78 640: 41%|####1 | 69/168 [00:13<00:18, 5.35it/s]
171/499 4.32G 0.008909 0.008414 0.003318 57 640: 41%|####1 | 69/168 [00:13<00:18, 5.35it/s]
171/499 4.32G 0.008909 0.008414 0.003318 57 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s]
171/499 4.32G 0.008894 0.008376 0.003329 56 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s]
171/499 4.32G 0.008894 0.008376 0.003329 56 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s]
171/499 4.32G 0.008903 0.008372 0.003312 74 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s]
171/499 4.32G 0.008903 0.008372 0.003312 74 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s]
171/499 4.32G 0.008885 0.008359 0.003352 59 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s]
171/499 4.32G 0.008885 0.008359 0.003352 59 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s]
171/499 4.32G 0.00888 0.008379 0.003337 82 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s]
171/499 4.32G 0.00888 0.008379 0.003337 82 640: 44%|####4 | 74/168 [00:13<00:17, 5.28it/s]
171/499 4.32G 0.008874 0.008408 0.00332 68 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s]
171/499 4.32G 0.008874 0.008408 0.00332 68 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s]
171/499 4.32G 0.008879 0.008437 0.003304 72 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s]
171/499 4.32G 0.008879 0.008437 0.003304 72 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s]
171/499 4.32G 0.008875 0.008438 0.003311 72 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s]
171/499 4.32G 0.008875 0.008438 0.003311 72 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
171/499 4.32G 0.008885 0.008458 0.003303 70 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
171/499 4.32G 0.008885 0.008458 0.003303 70 640: 46%|####6 | 78/168 [00:14<00:16, 5.33it/s]
171/499 4.32G 0.008883 0.008446 0.003319 65 640: 46%|####6 | 78/168 [00:14<00:16, 5.33it/s]
171/499 4.32G 0.008883 0.008446 0.003319 65 640: 47%|####7 | 79/168 [00:14<00:17, 5.19it/s]
171/499 4.32G 0.008879 0.008445 0.003323 70 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s]
171/499 4.32G 0.008879 0.008445 0.003323 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
171/499 4.32G 0.008869 0.008458 0.003327 74 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
171/499 4.32G 0.008869 0.008458 0.003327 74 640: 48%|####8 | 81/168 [00:15<00:16, 5.37it/s]
171/499 4.32G 0.008866 0.008483 0.00332 82 640: 48%|####8 | 81/168 [00:15<00:16, 5.37it/s]
171/499 4.32G 0.008866 0.008483 0.00332 82 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s]
171/499 4.32G 0.008851 0.00849 0.003336 87 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s]
171/499 4.32G 0.008851 0.00849 0.003336 87 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s]
171/499 4.32G 0.008851 0.008486 0.003351 61 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s]
171/499 4.32G 0.008851 0.008486 0.003351 61 640: 50%|##### | 84/168 [00:15<00:15, 5.36it/s]
171/499 4.32G 0.008849 0.008496 0.003437 73 640: 50%|##### | 84/168 [00:16<00:15, 5.36it/s]
171/499 4.32G 0.008849 0.008496 0.003437 73 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s]
171/499 4.32G 0.008843 0.008478 0.003443 64 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s]
171/499 4.32G 0.008843 0.008478 0.003443 64 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s]
171/499 4.32G 0.008842 0.008469 0.003463 69 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s]
171/499 4.32G 0.008842 0.008469 0.003463 69 640: 52%|#####1 | 87/168 [00:16<00:15, 5.31it/s]
171/499 4.32G 0.008835 0.008466 0.003456 77 640: 52%|#####1 | 87/168 [00:16<00:15, 5.31it/s]
171/499 4.32G 0.008835 0.008466 0.003456 77 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
171/499 4.32G 0.008851 0.008453 0.003444 60 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
171/499 4.32G 0.008851 0.008453 0.003444 60 640: 53%|#####2 | 89/168 [00:16<00:15, 5.24it/s]
171/499 4.32G 0.00884 0.008473 0.003432 80 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s]
171/499 4.32G 0.00884 0.008473 0.003432 80 640: 54%|#####3 | 90/168 [00:17<00:14, 5.26it/s]
171/499 4.32G 0.008845 0.00849 0.003433 86 640: 54%|#####3 | 90/168 [00:17<00:14, 5.26it/s]
171/499 4.32G 0.008845 0.00849 0.003433 86 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s]
171/499 4.32G 0.00885 0.008508 0.003419 74 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s]
171/499 4.32G 0.00885 0.008508 0.003419 74 640: 55%|#####4 | 92/168 [00:17<00:14, 5.25it/s]
171/499 4.32G 0.008843 0.008505 0.003406 66 640: 55%|#####4 | 92/168 [00:17<00:14, 5.25it/s]
171/499 4.32G 0.008843 0.008505 0.003406 66 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s]
171/499 4.32G 0.00884 0.008505 0.003446 72 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s]
171/499 4.32G 0.00884 0.008505 0.003446 72 640: 56%|#####5 | 94/168 [00:17<00:14, 5.20it/s]
171/499 4.32G 0.00884 0.00853 0.003463 74 640: 56%|#####5 | 94/168 [00:17<00:14, 5.20it/s]
171/499 4.32G 0.00884 0.00853 0.003463 74 640: 57%|#####6 | 95/168 [00:17<00:13, 5.29it/s]
171/499 4.32G 0.008853 0.008516 0.00348 58 640: 57%|#####6 | 95/168 [00:18<00:13, 5.29it/s]
171/499 4.32G 0.008853 0.008516 0.00348 58 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s]
171/499 4.32G 0.008837 0.008505 0.003461 56 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s]
171/499 4.32G 0.008837 0.008505 0.003461 56 640: 58%|#####7 | 97/168 [00:18<00:13, 5.23it/s]
171/499 4.32G 0.008842 0.008512 0.003458 67 640: 58%|#####7 | 97/168 [00:18<00:13, 5.23it/s]
171/499 4.32G 0.008842 0.008512 0.003458 67 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s]
171/499 4.32G 0.008861 0.008508 0.003446 61 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s]
171/499 4.32G 0.008861 0.008508 0.003446 61 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s]
171/499 4.32G 0.008861 0.008515 0.003465 86 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s]
171/499 4.32G 0.008861 0.008515 0.003465 86 640: 60%|#####9 | 100/168 [00:18<00:12, 5.24it/s]
171/499 4.32G 0.008862 0.008506 0.003481 69 640: 60%|#####9 | 100/168 [00:19<00:12, 5.24it/s]
171/499 4.32G 0.008862 0.008506 0.003481 69 640: 60%|###### | 101/168 [00:19<00:12, 5.34it/s]
171/499 4.32G 0.008861 0.008509 0.003469 73 640: 60%|###### | 101/168 [00:19<00:12, 5.34it/s]
171/499 4.32G 0.008861 0.008509 0.003469 73 640: 61%|###### | 102/168 [00:19<00:12, 5.40it/s]
171/499 4.32G 0.008861 0.008502 0.003486 73 640: 61%|###### | 102/168 [00:19<00:12, 5.40it/s]
171/499 4.32G 0.008861 0.008502 0.003486 73 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s]
171/499 4.32G 0.008867 0.008495 0.003483 64 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s]
171/499 4.32G 0.008867 0.008495 0.003483 64 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s]
171/499 4.32G 0.008867 0.00849 0.003508 63 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s]
171/499 4.32G 0.008867 0.00849 0.003508 63 640: 62%|######2 | 105/168 [00:19<00:11, 5.39it/s]
171/499 4.32G 0.008879 0.008492 0.003539 73 640: 62%|######2 | 105/168 [00:20<00:11, 5.39it/s]
171/499 4.32G 0.008879 0.008492 0.003539 73 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s]
171/499 4.32G 0.008895 0.008492 0.00356 63 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s]
171/499 4.32G 0.008895 0.008492 0.00356 63 640: 64%|######3 | 107/168 [00:20<00:11, 5.31it/s]
171/499 4.32G 0.00888 0.008473 0.003558 64 640: 64%|######3 | 107/168 [00:20<00:11, 5.31it/s]
171/499 4.32G 0.00888 0.008473 0.003558 64 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s]
171/499 4.32G 0.008874 0.008477 0.003564 68 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s]
171/499 4.32G 0.008874 0.008477 0.003564 68 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s]
171/499 4.32G 0.008877 0.008486 0.003559 70 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s]
171/499 4.32G 0.008877 0.008486 0.003559 70 640: 65%|######5 | 110/168 [00:20<00:10, 5.31it/s]
171/499 4.32G 0.008867 0.008466 0.003557 56 640: 65%|######5 | 110/168 [00:20<00:10, 5.31it/s]
171/499 4.32G 0.008867 0.008466 0.003557 56 640: 66%|######6 | 111/168 [00:20<00:10, 5.37it/s]
171/499 4.32G 0.008864 0.008464 0.003579 74 640: 66%|######6 | 111/168 [00:21<00:10, 5.37it/s]
171/499 4.32G 0.008864 0.008464 0.003579 74 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s]
171/499 4.32G 0.008876 0.008472 0.003573 72 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s]
171/499 4.32G 0.008876 0.008472 0.003573 72 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s]
171/499 4.32G 0.008882 0.008479 0.003567 73 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s]
171/499 4.32G 0.008882 0.008479 0.003567 73 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s]
171/499 4.32G 0.008867 0.008451 0.003563 54 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s]
171/499 4.32G 0.008867 0.008451 0.003563 54 640: 68%|######8 | 115/168 [00:21<00:10, 5.17it/s]
171/499 4.32G 0.008882 0.008435 0.00358 57 640: 68%|######8 | 115/168 [00:21<00:10, 5.17it/s]
171/499 4.32G 0.008882 0.008435 0.00358 57 640: 69%|######9 | 116/168 [00:21<00:09, 5.27it/s]
171/499 4.32G 0.008877 0.008412 0.003583 57 640: 69%|######9 | 116/168 [00:22<00:09, 5.27it/s]
171/499 4.32G 0.008877 0.008412 0.003583 57 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s]
171/499 4.32G 0.008871 0.0084 0.003557 60 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s]
171/499 4.32G 0.008871 0.0084 0.003557 60 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s]
171/499 4.32G 0.008875 0.008392 0.003552 62 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s]
171/499 4.32G 0.008875 0.008392 0.003552 62 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s]
171/499 4.32G 0.008858 0.008373 0.003533 52 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s]
171/499 4.32G 0.008858 0.008373 0.003533 52 640: 71%|#######1 | 120/168 [00:22<00:09, 5.32it/s]
171/499 4.32G 0.008859 0.008385 0.003531 74 640: 71%|#######1 | 120/168 [00:22<00:09, 5.32it/s]
171/499 4.32G 0.008859 0.008385 0.003531 74 640: 72%|#######2 | 121/168 [00:22<00:09, 5.18it/s]
171/499 4.32G 0.008851 0.008379 0.003519 63 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s]
171/499 4.32G 0.008851 0.008379 0.003519 63 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s]
171/499 4.32G 0.00884 0.008367 0.003528 70 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s]
171/499 4.32G 0.00884 0.008367 0.003528 70 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s]
171/499 4.32G 0.008829 0.008381 0.003529 87 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s]
171/499 4.32G 0.008829 0.008381 0.003529 87 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s]
171/499 4.32G 0.008825 0.008391 0.003521 79 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s]
171/499 4.32G 0.008825 0.008391 0.003521 79 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s]
171/499 4.32G 0.008822 0.00838 0.003511 64 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s]
171/499 4.32G 0.008822 0.00838 0.003511 64 640: 75%|#######5 | 126/168 [00:23<00:07, 5.34it/s]
171/499 4.32G 0.008811 0.008385 0.003503 76 640: 75%|#######5 | 126/168 [00:24<00:07, 5.34it/s]
171/499 4.32G 0.008811 0.008385 0.003503 76 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s]
171/499 4.32G 0.008804 0.008381 0.003511 70 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s]
171/499 4.32G 0.008804 0.008381 0.003511 70 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s]
171/499 4.32G 0.008811 0.00838 0.003509 71 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s]
171/499 4.32G 0.008811 0.00838 0.003509 71 640: 77%|#######6 | 129/168 [00:24<00:07, 5.36it/s]
171/499 4.32G 0.008804 0.008369 0.003516 44 640: 77%|#######6 | 129/168 [00:24<00:07, 5.36it/s]
171/499 4.32G 0.008804 0.008369 0.003516 44 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s]
171/499 4.32G 0.008811 0.008364 0.003511 62 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s]
171/499 4.32G 0.008811 0.008364 0.003511 62 640: 78%|#######7 | 131/168 [00:24<00:06, 5.29it/s]
171/499 4.32G 0.008823 0.008406 0.003521 89 640: 78%|#######7 | 131/168 [00:24<00:06, 5.29it/s]
171/499 4.32G 0.008823 0.008406 0.003521 89 640: 79%|#######8 | 132/168 [00:24<00:06, 5.36it/s]
171/499 4.32G 0.008842 0.008431 0.003542 79 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s]
171/499 4.32G 0.008842 0.008431 0.003542 79 640: 79%|#######9 | 133/168 [00:25<00:06, 5.23it/s]
171/499 4.32G 0.008845 0.008429 0.003536 60 640: 79%|#######9 | 133/168 [00:25<00:06, 5.23it/s]
171/499 4.32G 0.008845 0.008429 0.003536 60 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
171/499 4.32G 0.008844 0.008441 0.003535 75 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
171/499 4.32G 0.008844 0.008441 0.003535 75 640: 80%|######## | 135/168 [00:25<00:06, 5.38it/s]
171/499 4.32G 0.008842 0.008438 0.003541 80 640: 80%|######## | 135/168 [00:25<00:06, 5.38it/s]
171/499 4.32G 0.008842 0.008438 0.003541 80 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s]
171/499 4.32G 0.008847 0.008431 0.003528 55 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s]
171/499 4.32G 0.008847 0.008431 0.003528 55 640: 82%|########1 | 137/168 [00:25<00:05, 5.26it/s]
171/499 4.32G 0.008828 0.008409 0.003548 58 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s]
171/499 4.32G 0.008828 0.008409 0.003548 58 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
171/499 4.32G 0.008828 0.008405 0.003533 67 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
171/499 4.32G 0.008828 0.008405 0.003533 67 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
171/499 4.32G 0.008839 0.008407 0.00351 67 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
171/499 4.32G 0.008839 0.008407 0.00351 67 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s]
171/499 4.32G 0.00884 0.008411 0.003505 83 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s]
171/499 4.32G 0.00884 0.008411 0.003505 83 640: 84%|########3 | 141/168 [00:26<00:05, 5.37it/s]
171/499 4.32G 0.008844 0.008413 0.003528 69 640: 84%|########3 | 141/168 [00:26<00:05, 5.37it/s]
171/499 4.32G 0.008844 0.008413 0.003528 69 640: 85%|########4 | 142/168 [00:26<00:04, 5.24it/s]
171/499 4.32G 0.008843 0.008415 0.003526 69 640: 85%|########4 | 142/168 [00:27<00:04, 5.24it/s]
171/499 4.32G 0.008843 0.008415 0.003526 69 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s]
171/499 4.32G 0.008841 0.008442 0.003535 75 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s]
171/499 4.32G 0.008841 0.008442 0.003535 75 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s]
171/499 4.32G 0.008844 0.008454 0.003532 75 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s]
171/499 4.32G 0.008844 0.008454 0.003532 75 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s]
171/499 4.32G 0.008842 0.008459 0.003528 81 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s]
171/499 4.32G 0.008842 0.008459 0.003528 81 640: 87%|########6 | 146/168 [00:27<00:04, 5.32it/s]
171/499 4.32G 0.008852 0.008468 0.003525 76 640: 87%|########6 | 146/168 [00:27<00:04, 5.32it/s]
171/499 4.32G 0.008852 0.008468 0.003525 76 640: 88%|########7 | 147/168 [00:27<00:03, 5.37it/s]
171/499 4.32G 0.008855 0.008473 0.003511 76 640: 88%|########7 | 147/168 [00:28<00:03, 5.37it/s]
171/499 4.32G 0.008855 0.008473 0.003511 76 640: 88%|########8 | 148/168 [00:28<00:03, 5.23it/s]
171/499 4.32G 0.008847 0.008459 0.003504 63 640: 88%|########8 | 148/168 [00:28<00:03, 5.23it/s]
171/499 4.32G 0.008847 0.008459 0.003504 63 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s]
171/499 4.32G 0.008855 0.008453 0.0035 61 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s]
171/499 4.32G 0.008855 0.008453 0.0035 61 640: 89%|########9 | 150/168 [00:28<00:03, 5.38it/s]
171/499 4.32G 0.008856 0.008458 0.003494 75 640: 89%|########9 | 150/168 [00:28<00:03, 5.38it/s]
171/499 4.32G 0.008856 0.008458 0.003494 75 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s]
171/499 4.32G 0.008856 0.008454 0.003481 60 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s]
171/499 4.32G 0.008856 0.008454 0.003481 60 640: 90%|######### | 152/168 [00:28<00:03, 5.31it/s]
171/499 4.32G 0.008853 0.008454 0.003478 65 640: 90%|######### | 152/168 [00:28<00:03, 5.31it/s]
171/499 4.32G 0.008853 0.008454 0.003478 65 640: 91%|#########1| 153/168 [00:28<00:02, 5.39it/s]
171/499 4.32G 0.008861 0.008457 0.003482 61 640: 91%|#########1| 153/168 [00:29<00:02, 5.39it/s]
171/499 4.32G 0.008861 0.008457 0.003482 61 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s]
171/499 4.32G 0.008872 0.008457 0.003465 70 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s]
171/499 4.32G 0.008872 0.008457 0.003465 70 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s]
171/499 4.32G 0.008865 0.008456 0.003485 64 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s]
171/499 4.32G 0.008865 0.008456 0.003485 64 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s]
171/499 4.32G 0.00886 0.008464 0.0035 82 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s]
171/499 4.32G 0.00886 0.008464 0.0035 82 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s]
171/499 4.32G 0.008861 0.008469 0.003494 70 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s]
171/499 4.32G 0.008861 0.008469 0.003494 70 640: 94%|#########4| 158/168 [00:29<00:01, 5.26it/s]
171/499 4.32G 0.008878 0.008464 0.003491 47 640: 94%|#########4| 158/168 [00:30<00:01, 5.26it/s]
171/499 4.32G 0.008878 0.008464 0.003491 47 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s]
171/499 4.32G 0.008889 0.008476 0.003528 63 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s]
171/499 4.32G 0.008889 0.008476 0.003528 63 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s]
171/499 4.32G 0.008891 0.008479 0.00353 66 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s]
171/499 4.32G 0.008891 0.008479 0.00353 66 640: 96%|#########5| 161/168 [00:30<00:01, 5.31it/s]
171/499 4.32G 0.008889 0.008484 0.00353 77 640: 96%|#########5| 161/168 [00:30<00:01, 5.31it/s]
171/499 4.32G 0.008889 0.008484 0.00353 77 640: 96%|#########6| 162/168 [00:30<00:01, 5.28it/s]
171/499 4.32G 0.008891 0.008474 0.003527 58 640: 96%|#########6| 162/168 [00:30<00:01, 5.28it/s]
171/499 4.32G 0.008891 0.008474 0.003527 58 640: 97%|#########7| 163/168 [00:30<00:00, 5.17it/s]
171/499 4.32G 0.008889 0.008469 0.003524 60 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s]
171/499 4.32G 0.008889 0.008469 0.003524 60 640: 98%|#########7| 164/168 [00:31<00:00, 5.26it/s]
171/499 4.32G 0.00888 0.008463 0.003528 75 640: 98%|#########7| 164/168 [00:31<00:00, 5.26it/s]
171/499 4.32G 0.00888 0.008463 0.003528 75 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s]
171/499 4.32G 0.008877 0.00846 0.003521 69 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s]
171/499 4.32G 0.008877 0.00846 0.003521 69 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s]
171/499 4.32G 0.008871 0.008464 0.003526 79 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s]
171/499 4.32G 0.008871 0.008464 0.003526 79 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s]
171/499 4.32G 0.00887 0.008482 0.003517 31 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s]
171/499 4.32G 0.00887 0.008482 0.003517 31 640: 100%|##########| 168/168 [00:31<00:00, 5.47it/s]
171/499 4.32G 0.00887 0.008482 0.003517 31 640: 100%|##########| 168/168 [00:31<00:00, 5.29it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.80it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.84it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.80it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.40it/s]
all 132 263 0.821 0.92 0.893 0.77
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
172/499 4.32G 0.007776 0.008277 0.00363 85 640: 0%| | 0/168 [00:00<?, ?it/s]
172/499 4.32G 0.007776 0.008277 0.00363 85 640: 1%| | 1/168 [00:00<00:35, 4.76it/s]
172/499 4.32G 0.008997 0.007695 0.003115 56 640: 1%| | 1/168 [00:00<00:35, 4.76it/s]
172/499 4.32G 0.008997 0.007695 0.003115 56 640: 1%|1 | 2/168 [00:00<00:32, 5.17it/s]
172/499 4.32G 0.008878 0.007223 0.004058 55 640: 1%|1 | 2/168 [00:00<00:32, 5.17it/s]
172/499 4.32G 0.008878 0.007223 0.004058 55 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s]
172/499 4.32G 0.008816 0.007463 0.004531 65 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s]
172/499 4.32G 0.008816 0.007463 0.004531 65 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s]
172/499 4.32G 0.008757 0.008106 0.00396 72 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s]
172/499 4.32G 0.008757 0.008106 0.00396 72 640: 3%|2 | 5/168 [00:00<00:31, 5.23it/s]
172/499 4.32G 0.008717 0.008183 0.003913 66 640: 3%|2 | 5/168 [00:01<00:31, 5.23it/s]
172/499 4.32G 0.008717 0.008183 0.003913 66 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s]
172/499 4.32G 0.008843 0.008033 0.003889 63 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s]
172/499 4.32G 0.008843 0.008033 0.003889 63 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s]
172/499 4.32G 0.008803 0.007974 0.003897 59 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s]
172/499 4.32G 0.008803 0.007974 0.003897 59 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s]
172/499 4.32G 0.008694 0.008242 0.003757 76 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s]
172/499 4.32G 0.008694 0.008242 0.003757 76 640: 5%|5 | 9/168 [00:01<00:29, 5.37it/s]
172/499 4.32G 0.008794 0.008373 0.003791 69 640: 5%|5 | 9/168 [00:01<00:29, 5.37it/s]
172/499 4.32G 0.008794 0.008373 0.003791 69 640: 6%|5 | 10/168 [00:01<00:30, 5.23it/s]
172/499 4.32G 0.00871 0.008431 0.003805 83 640: 6%|5 | 10/168 [00:02<00:30, 5.23it/s]
172/499 4.32G 0.00871 0.008431 0.003805 83 640: 7%|6 | 11/168 [00:02<00:29, 5.32it/s]
172/499 4.32G 0.008929 0.008496 0.003768 69 640: 7%|6 | 11/168 [00:02<00:29, 5.32it/s]
172/499 4.32G 0.008929 0.008496 0.003768 69 640: 7%|7 | 12/168 [00:02<00:28, 5.40it/s]
172/499 4.32G 0.008857 0.008484 0.00379 66 640: 7%|7 | 12/168 [00:02<00:28, 5.40it/s]
172/499 4.32G 0.008857 0.008484 0.00379 66 640: 8%|7 | 13/168 [00:02<00:29, 5.26it/s]
172/499 4.32G 0.008815 0.008407 0.004069 70 640: 8%|7 | 13/168 [00:02<00:29, 5.26it/s]
172/499 4.32G 0.008815 0.008407 0.004069 70 640: 8%|8 | 14/168 [00:02<00:28, 5.35it/s]
172/499 4.32G 0.008865 0.008363 0.003983 55 640: 8%|8 | 14/168 [00:02<00:28, 5.35it/s]
172/499 4.32G 0.008865 0.008363 0.003983 55 640: 9%|8 | 15/168 [00:02<00:28, 5.41it/s]
172/499 4.32G 0.008823 0.008326 0.00388 63 640: 9%|8 | 15/168 [00:03<00:28, 5.41it/s]
172/499 4.32G 0.008823 0.008326 0.00388 63 640: 10%|9 | 16/168 [00:03<00:28, 5.27it/s]
172/499 4.32G 0.008852 0.008387 0.003906 83 640: 10%|9 | 16/168 [00:03<00:28, 5.27it/s]
172/499 4.32G 0.008852 0.008387 0.003906 83 640: 10%|# | 17/168 [00:03<00:28, 5.29it/s]
172/499 4.32G 0.008834 0.008304 0.003783 69 640: 10%|# | 17/168 [00:03<00:28, 5.29it/s]
172/499 4.32G 0.008834 0.008304 0.003783 69 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s]
172/499 4.32G 0.008841 0.008305 0.003663 65 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s]
172/499 4.32G 0.008841 0.008305 0.003663 65 640: 11%|#1 | 19/168 [00:03<00:28, 5.25it/s]
172/499 4.32G 0.008897 0.008255 0.00373 58 640: 11%|#1 | 19/168 [00:03<00:28, 5.25it/s]
172/499 4.32G 0.008897 0.008255 0.00373 58 640: 12%|#1 | 20/168 [00:03<00:27, 5.33it/s]
172/499 4.32G 0.008879 0.00821 0.00372 64 640: 12%|#1 | 20/168 [00:03<00:27, 5.33it/s]
172/499 4.32G 0.008879 0.00821 0.00372 64 640: 12%|#2 | 21/168 [00:03<00:27, 5.40it/s]
172/499 4.32G 0.008891 0.008178 0.00393 76 640: 12%|#2 | 21/168 [00:04<00:27, 5.40it/s]
172/499 4.32G 0.008891 0.008178 0.00393 76 640: 13%|#3 | 22/168 [00:04<00:27, 5.26it/s]
172/499 4.32G 0.008878 0.008151 0.003929 68 640: 13%|#3 | 22/168 [00:04<00:27, 5.26it/s]
172/499 4.32G 0.008878 0.008151 0.003929 68 640: 14%|#3 | 23/168 [00:04<00:27, 5.35it/s]
172/499 4.32G 0.008851 0.008128 0.003823 59 640: 14%|#3 | 23/168 [00:04<00:27, 5.35it/s]
172/499 4.32G 0.008851 0.008128 0.003823 59 640: 14%|#4 | 24/168 [00:04<00:26, 5.41it/s]
172/499 4.32G 0.008844 0.008076 0.00374 61 640: 14%|#4 | 24/168 [00:04<00:26, 5.41it/s]
172/499 4.32G 0.008844 0.008076 0.00374 61 640: 15%|#4 | 25/168 [00:04<00:27, 5.28it/s]
172/499 4.32G 0.00882 0.008087 0.003647 60 640: 15%|#4 | 25/168 [00:04<00:27, 5.28it/s]
172/499 4.32G 0.00882 0.008087 0.003647 60 640: 15%|#5 | 26/168 [00:04<00:26, 5.36it/s]
172/499 4.32G 0.008834 0.008051 0.003664 56 640: 15%|#5 | 26/168 [00:05<00:26, 5.36it/s]
172/499 4.32G 0.008834 0.008051 0.003664 56 640: 16%|#6 | 27/168 [00:05<00:25, 5.43it/s]
172/499 4.32G 0.008808 0.008135 0.003626 67 640: 16%|#6 | 27/168 [00:05<00:25, 5.43it/s]
172/499 4.32G 0.008808 0.008135 0.003626 67 640: 17%|#6 | 28/168 [00:05<00:26, 5.28it/s]
172/499 4.32G 0.00882 0.008237 0.003563 68 640: 17%|#6 | 28/168 [00:05<00:26, 5.28it/s]
172/499 4.32G 0.00882 0.008237 0.003563 68 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s]
172/499 4.32G 0.008802 0.008254 0.003658 74 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s]
172/499 4.32G 0.008802 0.008254 0.003658 74 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s]
172/499 4.32G 0.008868 0.008302 0.003604 80 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s]
172/499 4.32G 0.008868 0.008302 0.003604 80 640: 18%|#8 | 31/168 [00:05<00:26, 5.23it/s]
172/499 4.32G 0.008848 0.00834 0.003624 80 640: 18%|#8 | 31/168 [00:06<00:26, 5.23it/s]
172/499 4.32G 0.008848 0.00834 0.003624 80 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s]
172/499 4.32G 0.008869 0.008353 0.003726 57 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s]
172/499 4.32G 0.008869 0.008353 0.003726 57 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
172/499 4.32G 0.008886 0.008401 0.003732 68 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
172/499 4.32G 0.008886 0.008401 0.003732 68 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s]
172/499 4.32G 0.008897 0.008431 0.003665 74 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s]
172/499 4.32G 0.008897 0.008431 0.003665 74 640: 21%|## | 35/168 [00:06<00:25, 5.32it/s]
172/499 4.32G 0.008906 0.008451 0.003704 76 640: 21%|## | 35/168 [00:06<00:25, 5.32it/s]
172/499 4.32G 0.008906 0.008451 0.003704 76 640: 21%|##1 | 36/168 [00:06<00:24, 5.38it/s]
172/499 4.32G 0.008921 0.008426 0.003755 75 640: 21%|##1 | 36/168 [00:06<00:24, 5.38it/s]
172/499 4.32G 0.008921 0.008426 0.003755 75 640: 22%|##2 | 37/168 [00:06<00:25, 5.23it/s]
172/499 4.32G 0.008934 0.008456 0.003803 61 640: 22%|##2 | 37/168 [00:07<00:25, 5.23it/s]
172/499 4.32G 0.008934 0.008456 0.003803 61 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s]
172/499 4.32G 0.008895 0.008417 0.003801 62 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s]
172/499 4.32G 0.008895 0.008417 0.003801 62 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
172/499 4.32G 0.008893 0.008393 0.003798 58 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
172/499 4.32G 0.008893 0.008393 0.003798 58 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
172/499 4.32G 0.008927 0.008406 0.003773 69 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
172/499 4.32G 0.008927 0.008406 0.003773 69 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s]
172/499 4.32G 0.008937 0.0084 0.003814 63 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s]
172/499 4.32G 0.008937 0.0084 0.003814 63 640: 25%|##5 | 42/168 [00:07<00:23, 5.38it/s]
172/499 4.32G 0.008931 0.008433 0.003779 75 640: 25%|##5 | 42/168 [00:08<00:23, 5.38it/s]
172/499 4.32G 0.008931 0.008433 0.003779 75 640: 26%|##5 | 43/168 [00:08<00:23, 5.22it/s]
172/499 4.32G 0.00898 0.008432 0.003725 64 640: 26%|##5 | 43/168 [00:08<00:23, 5.22it/s]
172/499 4.32G 0.00898 0.008432 0.003725 64 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s]
172/499 4.32G 0.00898 0.008436 0.003672 58 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s]
172/499 4.32G 0.00898 0.008436 0.003672 58 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s]
172/499 4.32G 0.008987 0.008434 0.003651 66 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s]
172/499 4.32G 0.008987 0.008434 0.003651 66 640: 27%|##7 | 46/168 [00:08<00:23, 5.20it/s]
172/499 4.32G 0.00901 0.008493 0.003633 90 640: 27%|##7 | 46/168 [00:08<00:23, 5.20it/s]
172/499 4.32G 0.00901 0.008493 0.003633 90 640: 28%|##7 | 47/168 [00:08<00:22, 5.29it/s]
172/499 4.32G 0.008998 0.008507 0.003588 68 640: 28%|##7 | 47/168 [00:09<00:22, 5.29it/s]
172/499 4.32G 0.008998 0.008507 0.003588 68 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s]
172/499 4.32G 0.008987 0.00846 0.003593 56 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s]
172/499 4.32G 0.008987 0.00846 0.003593 56 640: 29%|##9 | 49/168 [00:09<00:22, 5.22it/s]
172/499 4.32G 0.009017 0.00842 0.003581 60 640: 29%|##9 | 49/168 [00:09<00:22, 5.22it/s]
172/499 4.32G 0.009017 0.00842 0.003581 60 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s]
172/499 4.32G 0.009014 0.008419 0.003607 69 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s]
172/499 4.32G 0.009014 0.008419 0.003607 69 640: 30%|### | 51/168 [00:09<00:21, 5.37it/s]
172/499 4.32G 0.009057 0.008468 0.003576 78 640: 30%|### | 51/168 [00:09<00:21, 5.37it/s]
172/499 4.32G 0.009057 0.008468 0.003576 78 640: 31%|### | 52/168 [00:09<00:22, 5.24it/s]
172/499 4.32G 0.009057 0.008476 0.003523 72 640: 31%|### | 52/168 [00:09<00:22, 5.24it/s]
172/499 4.32G 0.009057 0.008476 0.003523 72 640: 32%|###1 | 53/168 [00:09<00:21, 5.34it/s]
172/499 4.32G 0.00907 0.008469 0.003511 61 640: 32%|###1 | 53/168 [00:10<00:21, 5.34it/s]
172/499 4.32G 0.00907 0.008469 0.003511 61 640: 32%|###2 | 54/168 [00:10<00:21, 5.40it/s]
172/499 4.32G 0.009058 0.008469 0.00352 72 640: 32%|###2 | 54/168 [00:10<00:21, 5.40it/s]
172/499 4.32G 0.009058 0.008469 0.00352 72 640: 33%|###2 | 55/168 [00:10<00:21, 5.25it/s]
172/499 4.32G 0.009058 0.008455 0.003459 49 640: 33%|###2 | 55/168 [00:10<00:21, 5.25it/s]
172/499 4.32G 0.009058 0.008455 0.003459 49 640: 33%|###3 | 56/168 [00:10<00:21, 5.32it/s]
172/499 4.32G 0.009091 0.008466 0.003482 72 640: 33%|###3 | 56/168 [00:10<00:21, 5.32it/s]
172/499 4.32G 0.009091 0.008466 0.003482 72 640: 34%|###3 | 57/168 [00:10<00:20, 5.38it/s]
172/499 4.32G 0.009104 0.008479 0.003461 62 640: 34%|###3 | 57/168 [00:10<00:20, 5.38it/s]
172/499 4.32G 0.009104 0.008479 0.003461 62 640: 35%|###4 | 58/168 [00:10<00:20, 5.25it/s]
172/499 4.32G 0.009105 0.008462 0.003479 65 640: 35%|###4 | 58/168 [00:11<00:20, 5.25it/s]
172/499 4.32G 0.009105 0.008462 0.003479 65 640: 35%|###5 | 59/168 [00:11<00:20, 5.33it/s]
172/499 4.32G 0.009102 0.008466 0.003428 70 640: 35%|###5 | 59/168 [00:11<00:20, 5.33it/s]
172/499 4.32G 0.009102 0.008466 0.003428 70 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s]
172/499 4.32G 0.0091 0.008481 0.003424 70 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s]
172/499 4.32G 0.0091 0.008481 0.003424 70 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s]
172/499 4.32G 0.009089 0.008501 0.003411 87 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s]
172/499 4.32G 0.009089 0.008501 0.003411 87 640: 37%|###6 | 62/168 [00:11<00:19, 5.32it/s]
172/499 4.32G 0.009079 0.008498 0.003394 71 640: 37%|###6 | 62/168 [00:11<00:19, 5.32it/s]
172/499 4.32G 0.009079 0.008498 0.003394 71 640: 38%|###7 | 63/168 [00:11<00:19, 5.37it/s]
172/499 4.32G 0.009082 0.008499 0.003413 69 640: 38%|###7 | 63/168 [00:12<00:19, 5.37it/s]
172/499 4.32G 0.009082 0.008499 0.003413 69 640: 38%|###8 | 64/168 [00:12<00:19, 5.24it/s]
172/499 4.32G 0.009084 0.008511 0.003411 71 640: 38%|###8 | 64/168 [00:12<00:19, 5.24it/s]
172/499 4.32G 0.009084 0.008511 0.003411 71 640: 39%|###8 | 65/168 [00:12<00:19, 5.34it/s]
172/499 4.32G 0.009112 0.008519 0.003393 62 640: 39%|###8 | 65/168 [00:12<00:19, 5.34it/s]
172/499 4.32G 0.009112 0.008519 0.003393 62 640: 39%|###9 | 66/168 [00:12<00:18, 5.40it/s]
172/499 4.32G 0.009098 0.008534 0.003392 72 640: 39%|###9 | 66/168 [00:12<00:18, 5.40it/s]
172/499 4.32G 0.009098 0.008534 0.003392 72 640: 40%|###9 | 67/168 [00:12<00:19, 5.26it/s]
172/499 4.32G 0.009085 0.008527 0.003369 60 640: 40%|###9 | 67/168 [00:12<00:19, 5.26it/s]
172/499 4.32G 0.009085 0.008527 0.003369 60 640: 40%|#### | 68/168 [00:12<00:18, 5.34it/s]
172/499 4.32G 0.009106 0.008564 0.003362 82 640: 40%|#### | 68/168 [00:12<00:18, 5.34it/s]
172/499 4.32G 0.009106 0.008564 0.003362 82 640: 41%|####1 | 69/168 [00:12<00:18, 5.40it/s]
172/499 4.32G 0.009119 0.008588 0.003358 72 640: 41%|####1 | 69/168 [00:13<00:18, 5.40it/s]
172/499 4.32G 0.009119 0.008588 0.003358 72 640: 42%|####1 | 70/168 [00:13<00:18, 5.26it/s]
172/499 4.32G 0.009135 0.008574 0.003331 59 640: 42%|####1 | 70/168 [00:13<00:18, 5.26it/s]
172/499 4.32G 0.009135 0.008574 0.003331 59 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s]
172/499 4.32G 0.009141 0.008572 0.00335 76 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s]
172/499 4.32G 0.009141 0.008572 0.00335 76 640: 43%|####2 | 72/168 [00:13<00:17, 5.38it/s]
172/499 4.32G 0.009157 0.008565 0.003314 58 640: 43%|####2 | 72/168 [00:13<00:17, 5.38it/s]
172/499 4.32G 0.009157 0.008565 0.003314 58 640: 43%|####3 | 73/168 [00:13<00:18, 5.26it/s]
172/499 4.32G 0.00917 0.008528 0.003333 44 640: 43%|####3 | 73/168 [00:13<00:18, 5.26it/s]
172/499 4.32G 0.00917 0.008528 0.003333 44 640: 44%|####4 | 74/168 [00:13<00:17, 5.34it/s]
172/499 4.32G 0.009165 0.008535 0.003324 69 640: 44%|####4 | 74/168 [00:14<00:17, 5.34it/s]
172/499 4.32G 0.009165 0.008535 0.003324 69 640: 45%|####4 | 75/168 [00:14<00:17, 5.40it/s]
172/499 4.32G 0.009158 0.008535 0.003311 64 640: 45%|####4 | 75/168 [00:14<00:17, 5.40it/s]
172/499 4.32G 0.009158 0.008535 0.003311 64 640: 45%|####5 | 76/168 [00:14<00:17, 5.27it/s]
172/499 4.32G 0.009157 0.008517 0.003322 59 640: 45%|####5 | 76/168 [00:14<00:17, 5.27it/s]
172/499 4.32G 0.009157 0.008517 0.003322 59 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s]
172/499 4.32G 0.009153 0.008512 0.00331 65 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s]
172/499 4.32G 0.009153 0.008512 0.00331 65 640: 46%|####6 | 78/168 [00:14<00:16, 5.37it/s]
172/499 4.32G 0.009178 0.008509 0.003338 65 640: 46%|####6 | 78/168 [00:14<00:16, 5.37it/s]
172/499 4.32G 0.009178 0.008509 0.003338 65 640: 47%|####7 | 79/168 [00:14<00:17, 5.22it/s]
172/499 4.32G 0.009189 0.008496 0.003349 67 640: 47%|####7 | 79/168 [00:15<00:17, 5.22it/s]
172/499 4.32G 0.009189 0.008496 0.003349 67 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s]
172/499 4.32G 0.009193 0.008513 0.003332 82 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s]
172/499 4.32G 0.009193 0.008513 0.003332 82 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s]
172/499 4.32G 0.009181 0.008504 0.00336 71 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s]
172/499 4.32G 0.009181 0.008504 0.00336 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
172/499 4.32G 0.00917 0.008503 0.003402 73 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
172/499 4.32G 0.00917 0.008503 0.003402 73 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s]
172/499 4.32G 0.009172 0.008503 0.003425 61 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s]
172/499 4.32G 0.009172 0.008503 0.003425 61 640: 50%|##### | 84/168 [00:15<00:15, 5.33it/s]
172/499 4.32G 0.009165 0.008507 0.003435 77 640: 50%|##### | 84/168 [00:16<00:15, 5.33it/s]
172/499 4.32G 0.009165 0.008507 0.003435 77 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
172/499 4.32G 0.009147 0.008493 0.003432 65 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
172/499 4.32G 0.009147 0.008493 0.003432 65 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
172/499 4.32G 0.009153 0.008495 0.003435 62 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
172/499 4.32G 0.009153 0.008495 0.003435 62 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s]
172/499 4.32G 0.00914 0.008495 0.003425 76 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s]
172/499 4.32G 0.00914 0.008495 0.003425 76 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s]
172/499 4.32G 0.00913 0.008475 0.003417 48 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s]
172/499 4.32G 0.00913 0.008475 0.003417 48 640: 53%|#####2 | 89/168 [00:16<00:14, 5.28it/s]
172/499 4.32G 0.009135 0.008465 0.003411 70 640: 53%|#####2 | 89/168 [00:16<00:14, 5.28it/s]
172/499 4.32G 0.009135 0.008465 0.003411 70 640: 54%|#####3 | 90/168 [00:16<00:14, 5.34it/s]
172/499 4.32G 0.009137 0.008473 0.003408 76 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
172/499 4.32G 0.009137 0.008473 0.003408 76 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
172/499 4.32G 0.009135 0.008485 0.003453 83 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
172/499 4.32G 0.009135 0.008485 0.003453 83 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s]
172/499 4.32G 0.009133 0.008478 0.003425 73 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s]
172/499 4.32G 0.009133 0.008478 0.003425 73 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s]
172/499 4.32G 0.009158 0.008507 0.003428 74 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s]
172/499 4.32G 0.009158 0.008507 0.003428 74 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
172/499 4.32G 0.00915 0.008503 0.003415 67 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
172/499 4.32G 0.00915 0.008503 0.003415 67 640: 57%|#####6 | 95/168 [00:17<00:13, 5.29it/s]
172/499 4.32G 0.009157 0.008492 0.003418 64 640: 57%|#####6 | 95/168 [00:18<00:13, 5.29it/s]
172/499 4.32G 0.009157 0.008492 0.003418 64 640: 57%|#####7 | 96/168 [00:18<00:13, 5.38it/s]
172/499 4.32G 0.009168 0.008507 0.003425 64 640: 57%|#####7 | 96/168 [00:18<00:13, 5.38it/s]
172/499 4.32G 0.009168 0.008507 0.003425 64 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s]
172/499 4.32G 0.009167 0.008504 0.003404 55 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s]
172/499 4.32G 0.009167 0.008504 0.003404 55 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s]
172/499 4.32G 0.009154 0.008498 0.003405 60 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s]
172/499 4.32G 0.009154 0.008498 0.003405 60 640: 59%|#####8 | 99/168 [00:18<00:12, 5.38it/s]
172/499 4.32G 0.009158 0.0085 0.003383 60 640: 59%|#####8 | 99/168 [00:18<00:12, 5.38it/s]
172/499 4.32G 0.009158 0.0085 0.003383 60 640: 60%|#####9 | 100/168 [00:18<00:12, 5.24it/s]
172/499 4.32G 0.009148 0.00849 0.003373 57 640: 60%|#####9 | 100/168 [00:19<00:12, 5.24it/s]
172/499 4.32G 0.009148 0.00849 0.003373 57 640: 60%|###### | 101/168 [00:19<00:12, 5.33it/s]
172/499 4.32G 0.009143 0.008483 0.003373 64 640: 60%|###### | 101/168 [00:19<00:12, 5.33it/s]
172/499 4.32G 0.009143 0.008483 0.003373 64 640: 61%|###### | 102/168 [00:19<00:12, 5.40it/s]
172/499 4.32G 0.009136 0.008476 0.003357 69 640: 61%|###### | 102/168 [00:19<00:12, 5.40it/s]
172/499 4.32G 0.009136 0.008476 0.003357 69 640: 61%|######1 | 103/168 [00:19<00:12, 5.25it/s]
172/499 4.32G 0.009136 0.008476 0.003353 61 640: 61%|######1 | 103/168 [00:19<00:12, 5.25it/s]
172/499 4.32G 0.009136 0.008476 0.003353 61 640: 62%|######1 | 104/168 [00:19<00:11, 5.34it/s]
172/499 4.32G 0.009141 0.008482 0.003392 68 640: 62%|######1 | 104/168 [00:19<00:11, 5.34it/s]
172/499 4.32G 0.009141 0.008482 0.003392 68 640: 62%|######2 | 105/168 [00:19<00:11, 5.38it/s]
172/499 4.32G 0.009128 0.008468 0.003434 61 640: 62%|######2 | 105/168 [00:19<00:11, 5.38it/s]
172/499 4.32G 0.009128 0.008468 0.003434 61 640: 63%|######3 | 106/168 [00:19<00:11, 5.24it/s]
172/499 4.32G 0.009151 0.008484 0.003422 66 640: 63%|######3 | 106/168 [00:20<00:11, 5.24it/s]
172/499 4.32G 0.009151 0.008484 0.003422 66 640: 64%|######3 | 107/168 [00:20<00:11, 5.32it/s]
172/499 4.32G 0.009138 0.008466 0.003403 55 640: 64%|######3 | 107/168 [00:20<00:11, 5.32it/s]
172/499 4.32G 0.009138 0.008466 0.003403 55 640: 64%|######4 | 108/168 [00:20<00:11, 5.40it/s]
172/499 4.32G 0.009125 0.008446 0.003415 61 640: 64%|######4 | 108/168 [00:20<00:11, 5.40it/s]
172/499 4.32G 0.009125 0.008446 0.003415 61 640: 65%|######4 | 109/168 [00:20<00:11, 5.25it/s]
172/499 4.32G 0.009135 0.008449 0.00341 65 640: 65%|######4 | 109/168 [00:20<00:11, 5.25it/s]
172/499 4.32G 0.009135 0.008449 0.00341 65 640: 65%|######5 | 110/168 [00:20<00:10, 5.33it/s]
172/499 4.32G 0.009132 0.008446 0.003398 68 640: 65%|######5 | 110/168 [00:20<00:10, 5.33it/s]
172/499 4.32G 0.009132 0.008446 0.003398 68 640: 66%|######6 | 111/168 [00:20<00:10, 5.39it/s]
172/499 4.32G 0.009129 0.008451 0.003422 78 640: 66%|######6 | 111/168 [00:21<00:10, 5.39it/s]
172/499 4.32G 0.009129 0.008451 0.003422 78 640: 67%|######6 | 112/168 [00:21<00:10, 5.26it/s]
172/499 4.32G 0.009134 0.008448 0.003418 70 640: 67%|######6 | 112/168 [00:21<00:10, 5.26it/s]
172/499 4.32G 0.009134 0.008448 0.003418 70 640: 67%|######7 | 113/168 [00:21<00:10, 5.35it/s]
172/499 4.32G 0.009133 0.008427 0.003461 54 640: 67%|######7 | 113/168 [00:21<00:10, 5.35it/s]
172/499 4.32G 0.009133 0.008427 0.003461 54 640: 68%|######7 | 114/168 [00:21<00:09, 5.41it/s]
172/499 4.32G 0.009133 0.008426 0.003442 66 640: 68%|######7 | 114/168 [00:21<00:09, 5.41it/s]
172/499 4.32G 0.009133 0.008426 0.003442 66 640: 68%|######8 | 115/168 [00:21<00:10, 5.26it/s]
172/499 4.32G 0.009125 0.008439 0.003426 79 640: 68%|######8 | 115/168 [00:21<00:10, 5.26it/s]
172/499 4.32G 0.009125 0.008439 0.003426 79 640: 69%|######9 | 116/168 [00:21<00:09, 5.36it/s]
172/499 4.32G 0.009132 0.00843 0.003448 61 640: 69%|######9 | 116/168 [00:22<00:09, 5.36it/s]
172/499 4.32G 0.009132 0.00843 0.003448 61 640: 70%|######9 | 117/168 [00:22<00:09, 5.42it/s]
172/499 4.32G 0.009119 0.008419 0.003428 64 640: 70%|######9 | 117/168 [00:22<00:09, 5.42it/s]
172/499 4.32G 0.009119 0.008419 0.003428 64 640: 70%|####### | 118/168 [00:22<00:09, 5.27it/s]
172/499 4.32G 0.00913 0.008406 0.003429 62 640: 70%|####### | 118/168 [00:22<00:09, 5.27it/s]
172/499 4.32G 0.00913 0.008406 0.003429 62 640: 71%|####### | 119/168 [00:22<00:09, 5.35it/s]
172/499 4.32G 0.009131 0.008431 0.003409 67 640: 71%|####### | 119/168 [00:22<00:09, 5.35it/s]
172/499 4.32G 0.009131 0.008431 0.003409 67 640: 71%|#######1 | 120/168 [00:22<00:08, 5.43it/s]
172/499 4.32G 0.009136 0.008437 0.003409 75 640: 71%|#######1 | 120/168 [00:22<00:08, 5.43it/s]
172/499 4.32G 0.009136 0.008437 0.003409 75 640: 72%|#######2 | 121/168 [00:22<00:08, 5.26it/s]
172/499 4.32G 0.009133 0.008427 0.003394 67 640: 72%|#######2 | 121/168 [00:22<00:08, 5.26it/s]
172/499 4.32G 0.009133 0.008427 0.003394 67 640: 73%|#######2 | 122/168 [00:22<00:08, 5.29it/s]
172/499 4.32G 0.009133 0.008429 0.003398 69 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s]
172/499 4.32G 0.009133 0.008429 0.003398 69 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s]
172/499 4.32G 0.009129 0.008423 0.003397 63 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s]
172/499 4.32G 0.009129 0.008423 0.003397 63 640: 74%|#######3 | 124/168 [00:23<00:08, 5.24it/s]
172/499 4.32G 0.009114 0.008414 0.003417 66 640: 74%|#######3 | 124/168 [00:23<00:08, 5.24it/s]
172/499 4.32G 0.009114 0.008414 0.003417 66 640: 74%|#######4 | 125/168 [00:23<00:08, 5.33it/s]
172/499 4.32G 0.009104 0.008409 0.003409 67 640: 74%|#######4 | 125/168 [00:23<00:08, 5.33it/s]
172/499 4.32G 0.009104 0.008409 0.003409 67 640: 75%|#######5 | 126/168 [00:23<00:07, 5.38it/s]
172/499 4.32G 0.009106 0.008418 0.003398 72 640: 75%|#######5 | 126/168 [00:23<00:07, 5.38it/s]
172/499 4.32G 0.009106 0.008418 0.003398 72 640: 76%|#######5 | 127/168 [00:23<00:07, 5.24it/s]
172/499 4.32G 0.009096 0.008406 0.003389 66 640: 76%|#######5 | 127/168 [00:24<00:07, 5.24it/s]
172/499 4.32G 0.009096 0.008406 0.003389 66 640: 76%|#######6 | 128/168 [00:24<00:07, 5.31it/s]
172/499 4.32G 0.00911 0.008429 0.003379 85 640: 76%|#######6 | 128/168 [00:24<00:07, 5.31it/s]
172/499 4.32G 0.00911 0.008429 0.003379 85 640: 77%|#######6 | 129/168 [00:24<00:07, 5.39it/s]
172/499 4.32G 0.009112 0.00844 0.003394 78 640: 77%|#######6 | 129/168 [00:24<00:07, 5.39it/s]
172/499 4.32G 0.009112 0.00844 0.003394 78 640: 77%|#######7 | 130/168 [00:24<00:07, 5.18it/s]
172/499 4.32G 0.009115 0.008443 0.003384 64 640: 77%|#######7 | 130/168 [00:24<00:07, 5.18it/s]
172/499 4.32G 0.009115 0.008443 0.003384 64 640: 78%|#######7 | 131/168 [00:24<00:07, 5.22it/s]
172/499 4.32G 0.00913 0.008442 0.00338 58 640: 78%|#######7 | 131/168 [00:24<00:07, 5.22it/s]
172/499 4.32G 0.00913 0.008442 0.00338 58 640: 79%|#######8 | 132/168 [00:24<00:06, 5.30it/s]
172/499 4.32G 0.009129 0.008433 0.003371 61 640: 79%|#######8 | 132/168 [00:25<00:06, 5.30it/s]
172/499 4.32G 0.009129 0.008433 0.003371 61 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s]
172/499 4.32G 0.009134 0.008425 0.003369 63 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s]
172/499 4.32G 0.009134 0.008425 0.003369 63 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s]
172/499 4.32G 0.009129 0.008434 0.00336 79 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s]
172/499 4.32G 0.009129 0.008434 0.00336 79 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s]
172/499 4.32G 0.009127 0.008432 0.003373 77 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s]
172/499 4.32G 0.009127 0.008432 0.003373 77 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
172/499 4.32G 0.009119 0.008427 0.003379 72 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
172/499 4.32G 0.009119 0.008427 0.003379 72 640: 82%|########1 | 137/168 [00:25<00:05, 5.29it/s]
172/499 4.32G 0.009126 0.008435 0.003385 84 640: 82%|########1 | 137/168 [00:26<00:05, 5.29it/s]
172/499 4.32G 0.009126 0.008435 0.003385 84 640: 82%|########2 | 138/168 [00:26<00:05, 5.36it/s]
172/499 4.32G 0.009122 0.008435 0.003372 69 640: 82%|########2 | 138/168 [00:26<00:05, 5.36it/s]
172/499 4.32G 0.009122 0.008435 0.003372 69 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s]
172/499 4.32G 0.009113 0.008434 0.003378 66 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s]
172/499 4.32G 0.009113 0.008434 0.003378 66 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s]
172/499 4.32G 0.009114 0.008427 0.003378 64 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s]
172/499 4.32G 0.009114 0.008427 0.003378 64 640: 84%|########3 | 141/168 [00:26<00:05, 5.37it/s]
172/499 4.32G 0.009114 0.00842 0.003395 55 640: 84%|########3 | 141/168 [00:26<00:05, 5.37it/s]
172/499 4.32G 0.009114 0.00842 0.003395 55 640: 85%|########4 | 142/168 [00:26<00:04, 5.24it/s]
172/499 4.32G 0.009112 0.008412 0.003376 57 640: 85%|########4 | 142/168 [00:26<00:04, 5.24it/s]
172/499 4.32G 0.009112 0.008412 0.003376 57 640: 85%|########5 | 143/168 [00:26<00:04, 5.25it/s]
172/499 4.32G 0.009109 0.008403 0.003372 63 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s]
172/499 4.32G 0.009109 0.008403 0.003372 63 640: 86%|########5 | 144/168 [00:27<00:04, 5.34it/s]
172/499 4.32G 0.009115 0.008384 0.003367 47 640: 86%|########5 | 144/168 [00:27<00:04, 5.34it/s]
172/499 4.32G 0.009115 0.008384 0.003367 47 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s]
172/499 4.32G 0.009116 0.008393 0.003355 71 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s]
172/499 4.32G 0.009116 0.008393 0.003355 71 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s]
172/499 4.32G 0.009115 0.008378 0.003362 48 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s]
172/499 4.32G 0.009115 0.008378 0.003362 48 640: 88%|########7 | 147/168 [00:27<00:03, 5.32it/s]
172/499 4.32G 0.009115 0.008383 0.003363 83 640: 88%|########7 | 147/168 [00:27<00:03, 5.32it/s]
172/499 4.32G 0.009115 0.008383 0.003363 83 640: 88%|########8 | 148/168 [00:27<00:03, 5.20it/s]
172/499 4.32G 0.009102 0.008365 0.003358 61 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s]
172/499 4.32G 0.009102 0.008365 0.003358 61 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
172/499 4.32G 0.009096 0.008359 0.003351 61 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
172/499 4.32G 0.009096 0.008359 0.003351 61 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s]
172/499 4.32G 0.009094 0.008358 0.003357 65 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s]
172/499 4.32G 0.009094 0.008358 0.003357 65 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s]
172/499 4.32G 0.009082 0.008358 0.003342 72 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s]
172/499 4.32G 0.009082 0.008358 0.003342 72 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s]
172/499 4.32G 0.009074 0.00835 0.003335 65 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s]
172/499 4.32G 0.009074 0.00835 0.003335 65 640: 91%|#########1| 153/168 [00:28<00:02, 5.39it/s]
172/499 4.32G 0.009071 0.008348 0.003352 67 640: 91%|#########1| 153/168 [00:29<00:02, 5.39it/s]
172/499 4.32G 0.009071 0.008348 0.003352 67 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s]
172/499 4.32G 0.009067 0.008341 0.003339 71 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s]
172/499 4.32G 0.009067 0.008341 0.003339 71 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s]
172/499 4.32G 0.00906 0.008331 0.003345 70 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s]
172/499 4.32G 0.00906 0.008331 0.003345 70 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s]
172/499 4.32G 0.009054 0.008312 0.003344 64 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s]
172/499 4.32G 0.009054 0.008312 0.003344 64 640: 93%|#########3| 157/168 [00:29<00:02, 5.23it/s]
172/499 4.32G 0.009054 0.008308 0.003359 53 640: 93%|#########3| 157/168 [00:29<00:02, 5.23it/s]
172/499 4.32G 0.009054 0.008308 0.003359 53 640: 94%|#########4| 158/168 [00:29<00:01, 5.32it/s]
172/499 4.32G 0.009056 0.008303 0.003348 70 640: 94%|#########4| 158/168 [00:29<00:01, 5.32it/s]
172/499 4.32G 0.009056 0.008303 0.003348 70 640: 95%|#########4| 159/168 [00:29<00:01, 5.38it/s]
172/499 4.32G 0.009067 0.008304 0.003344 60 640: 95%|#########4| 159/168 [00:30<00:01, 5.38it/s]
172/499 4.32G 0.009067 0.008304 0.003344 60 640: 95%|#########5| 160/168 [00:30<00:01, 5.26it/s]
172/499 4.32G 0.009061 0.00831 0.003362 82 640: 95%|#########5| 160/168 [00:30<00:01, 5.26it/s]
172/499 4.32G 0.009061 0.00831 0.003362 82 640: 96%|#########5| 161/168 [00:30<00:01, 5.32it/s]
172/499 4.32G 0.009055 0.008304 0.00335 75 640: 96%|#########5| 161/168 [00:30<00:01, 5.32it/s]
172/499 4.32G 0.009055 0.008304 0.00335 75 640: 96%|#########6| 162/168 [00:30<00:01, 5.39it/s]
172/499 4.32G 0.009057 0.008308 0.003349 67 640: 96%|#########6| 162/168 [00:30<00:01, 5.39it/s]
172/499 4.32G 0.009057 0.008308 0.003349 67 640: 97%|#########7| 163/168 [00:30<00:00, 5.25it/s]
172/499 4.32G 0.009059 0.008305 0.003334 60 640: 97%|#########7| 163/168 [00:30<00:00, 5.25it/s]
172/499 4.32G 0.009059 0.008305 0.003334 60 640: 98%|#########7| 164/168 [00:30<00:00, 5.33it/s]
172/499 4.32G 0.009062 0.008309 0.003326 66 640: 98%|#########7| 164/168 [00:31<00:00, 5.33it/s]
172/499 4.32G 0.009062 0.008309 0.003326 66 640: 98%|#########8| 165/168 [00:31<00:00, 5.40it/s]
172/499 4.32G 0.00906 0.008306 0.003322 59 640: 98%|#########8| 165/168 [00:31<00:00, 5.40it/s]
172/499 4.32G 0.00906 0.008306 0.003322 59 640: 99%|#########8| 166/168 [00:31<00:00, 5.26it/s]
172/499 4.32G 0.009059 0.008298 0.003325 67 640: 99%|#########8| 166/168 [00:31<00:00, 5.26it/s]
172/499 4.32G 0.009059 0.008298 0.003325 67 640: 99%|#########9| 167/168 [00:31<00:00, 5.35it/s]
172/499 4.32G 0.009054 0.008294 0.003307 27 640: 99%|#########9| 167/168 [00:31<00:00, 5.35it/s]
172/499 4.32G 0.009054 0.008294 0.003307 27 640: 100%|##########| 168/168 [00:31<00:00, 5.51it/s]
172/499 4.32G 0.009054 0.008294 0.003307 27 640: 100%|##########| 168/168 [00:31<00:00, 5.31it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.85it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.88it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s]
all 132 263 0.855 0.853 0.896 0.775
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
173/499 4.32G 0.009619 0.008356 0.00386 72 640: 0%| | 0/168 [00:00<?, ?it/s]
173/499 4.32G 0.009619 0.008356 0.00386 72 640: 1%| | 1/168 [00:00<00:33, 4.97it/s]
173/499 4.32G 0.009566 0.009463 0.003248 73 640: 1%| | 1/168 [00:00<00:33, 4.97it/s]
173/499 4.32G 0.009566 0.009463 0.003248 73 640: 1%|1 | 2/168 [00:00<00:31, 5.30it/s]
173/499 4.32G 0.009715 0.008828 0.003083 67 640: 1%|1 | 2/168 [00:00<00:31, 5.30it/s]
173/499 4.32G 0.009715 0.008828 0.003083 67 640: 2%|1 | 3/168 [00:00<00:30, 5.39it/s]
173/499 4.32G 0.009595 0.009062 0.002763 78 640: 2%|1 | 3/168 [00:00<00:30, 5.39it/s]
173/499 4.32G 0.009595 0.009062 0.002763 78 640: 2%|2 | 4/168 [00:00<00:31, 5.15it/s]
173/499 4.32G 0.00971 0.009124 0.002853 71 640: 2%|2 | 4/168 [00:00<00:31, 5.15it/s]
173/499 4.32G 0.00971 0.009124 0.002853 71 640: 3%|2 | 5/168 [00:00<00:30, 5.26it/s]
173/499 4.32G 0.009665 0.008786 0.002853 66 640: 3%|2 | 5/168 [00:01<00:30, 5.26it/s]
173/499 4.32G 0.009665 0.008786 0.002853 66 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s]
173/499 4.32G 0.009725 0.008999 0.003154 81 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s]
173/499 4.32G 0.009725 0.008999 0.003154 81 640: 4%|4 | 7/168 [00:01<00:31, 5.16it/s]
173/499 4.32G 0.009637 0.008702 0.002916 57 640: 4%|4 | 7/168 [00:01<00:31, 5.16it/s]
173/499 4.32G 0.009637 0.008702 0.002916 57 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s]
173/499 4.32G 0.009671 0.008583 0.002921 56 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s]
173/499 4.32G 0.009671 0.008583 0.002921 56 640: 5%|5 | 9/168 [00:01<00:29, 5.35it/s]
173/499 4.32G 0.00953 0.008571 0.002875 76 640: 5%|5 | 9/168 [00:01<00:29, 5.35it/s]
173/499 4.32G 0.00953 0.008571 0.002875 76 640: 6%|5 | 10/168 [00:01<00:30, 5.21it/s]
173/499 4.32G 0.009584 0.008509 0.003174 55 640: 6%|5 | 10/168 [00:02<00:30, 5.21it/s]
173/499 4.32G 0.009584 0.008509 0.003174 55 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s]
173/499 4.32G 0.009454 0.008389 0.003095 63 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s]
173/499 4.32G 0.009454 0.008389 0.003095 63 640: 7%|7 | 12/168 [00:02<00:29, 5.37it/s]
173/499 4.32G 0.009447 0.008409 0.002984 69 640: 7%|7 | 12/168 [00:02<00:29, 5.37it/s]
173/499 4.32G 0.009447 0.008409 0.002984 69 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s]
173/499 4.32G 0.009508 0.008313 0.002839 61 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s]
173/499 4.32G 0.009508 0.008313 0.002839 61 640: 8%|8 | 14/168 [00:02<00:29, 5.31it/s]
173/499 4.32G 0.00951 0.00834 0.002854 71 640: 8%|8 | 14/168 [00:02<00:29, 5.31it/s]
173/499 4.32G 0.00951 0.00834 0.002854 71 640: 9%|8 | 15/168 [00:02<00:28, 5.36it/s]
173/499 4.32G 0.009463 0.008431 0.003007 78 640: 9%|8 | 15/168 [00:03<00:28, 5.36it/s]
173/499 4.32G 0.009463 0.008431 0.003007 78 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s]
173/499 4.32G 0.009412 0.008335 0.002959 58 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s]
173/499 4.32G 0.009412 0.008335 0.002959 58 640: 10%|# | 17/168 [00:03<00:28, 5.29it/s]
173/499 4.32G 0.009361 0.008379 0.002915 77 640: 10%|# | 17/168 [00:03<00:28, 5.29it/s]
173/499 4.32G 0.009361 0.008379 0.002915 77 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s]
173/499 4.32G 0.009401 0.008435 0.002932 78 640: 11%|# | 18/168 [00:03<00:27, 5.36it/s]
173/499 4.32G 0.009401 0.008435 0.002932 78 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s]
173/499 4.32G 0.009373 0.008396 0.002906 67 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s]
173/499 4.32G 0.009373 0.008396 0.002906 67 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
173/499 4.32G 0.00931 0.00839 0.002906 80 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
173/499 4.32G 0.00931 0.00839 0.002906 80 640: 12%|#2 | 21/168 [00:03<00:27, 5.34it/s]
173/499 4.32G 0.009297 0.00848 0.002866 80 640: 12%|#2 | 21/168 [00:04<00:27, 5.34it/s]
173/499 4.32G 0.009297 0.00848 0.002866 80 640: 13%|#3 | 22/168 [00:04<00:28, 5.15it/s]
173/499 4.32G 0.009225 0.00846 0.002849 72 640: 13%|#3 | 22/168 [00:04<00:28, 5.15it/s]
173/499 4.32G 0.009225 0.00846 0.002849 72 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s]
173/499 4.32G 0.009237 0.008394 0.002908 52 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s]
173/499 4.32G 0.009237 0.008394 0.002908 52 640: 14%|#4 | 24/168 [00:04<00:27, 5.33it/s]
173/499 4.32G 0.009308 0.008417 0.002876 61 640: 14%|#4 | 24/168 [00:04<00:27, 5.33it/s]
173/499 4.32G 0.009308 0.008417 0.002876 61 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s]
173/499 4.32G 0.009294 0.008449 0.002889 77 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s]
173/499 4.32G 0.009294 0.008449 0.002889 77 640: 15%|#5 | 26/168 [00:04<00:26, 5.30it/s]
173/499 4.32G 0.009302 0.008472 0.00288 68 640: 15%|#5 | 26/168 [00:05<00:26, 5.30it/s]
173/499 4.32G 0.009302 0.008472 0.00288 68 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s]
173/499 4.32G 0.009326 0.008519 0.002965 72 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s]
173/499 4.32G 0.009326 0.008519 0.002965 72 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s]
173/499 4.32G 0.009372 0.008555 0.002985 76 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s]
173/499 4.32G 0.009372 0.008555 0.002985 76 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s]
173/499 4.32G 0.009393 0.008573 0.003007 70 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s]
173/499 4.32G 0.009393 0.008573 0.003007 70 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
173/499 4.32G 0.009409 0.008536 0.003119 58 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
173/499 4.32G 0.009409 0.008536 0.003119 58 640: 18%|#8 | 31/168 [00:05<00:26, 5.15it/s]
173/499 4.32G 0.009412 0.008594 0.003086 78 640: 18%|#8 | 31/168 [00:06<00:26, 5.15it/s]
173/499 4.32G 0.009412 0.008594 0.003086 78 640: 19%|#9 | 32/168 [00:06<00:26, 5.20it/s]
173/499 4.32G 0.009447 0.008585 0.00307 71 640: 19%|#9 | 32/168 [00:06<00:26, 5.20it/s]
173/499 4.32G 0.009447 0.008585 0.00307 71 640: 20%|#9 | 33/168 [00:06<00:25, 5.28it/s]
173/499 4.32G 0.00944 0.008616 0.003038 73 640: 20%|#9 | 33/168 [00:06<00:25, 5.28it/s]
173/499 4.32G 0.00944 0.008616 0.003038 73 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s]
173/499 4.32G 0.009463 0.00864 0.002989 67 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s]
173/499 4.32G 0.009463 0.00864 0.002989 67 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
173/499 4.32G 0.009475 0.008623 0.003012 71 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
173/499 4.32G 0.009475 0.008623 0.003012 71 640: 21%|##1 | 36/168 [00:06<00:24, 5.36it/s]
173/499 4.32G 0.009459 0.008618 0.003017 63 640: 21%|##1 | 36/168 [00:07<00:24, 5.36it/s]
173/499 4.32G 0.009459 0.008618 0.003017 63 640: 22%|##2 | 37/168 [00:07<00:25, 5.23it/s]
173/499 4.32G 0.009429 0.008594 0.003023 70 640: 22%|##2 | 37/168 [00:07<00:25, 5.23it/s]
173/499 4.32G 0.009429 0.008594 0.003023 70 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s]
173/499 4.32G 0.009384 0.008557 0.00311 61 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s]
173/499 4.32G 0.009384 0.008557 0.00311 61 640: 23%|##3 | 39/168 [00:07<00:24, 5.33it/s]
173/499 4.32G 0.009365 0.008544 0.003087 67 640: 23%|##3 | 39/168 [00:07<00:24, 5.33it/s]
173/499 4.32G 0.009365 0.008544 0.003087 67 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s]
173/499 4.32G 0.009367 0.008605 0.003087 80 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s]
173/499 4.32G 0.009367 0.008605 0.003087 80 640: 24%|##4 | 41/168 [00:07<00:23, 5.29it/s]
173/499 4.32G 0.009399 0.008646 0.003151 62 640: 24%|##4 | 41/168 [00:07<00:23, 5.29it/s]
173/499 4.32G 0.009399 0.008646 0.003151 62 640: 25%|##5 | 42/168 [00:07<00:23, 5.35it/s]
173/499 4.32G 0.009402 0.008619 0.00312 74 640: 25%|##5 | 42/168 [00:08<00:23, 5.35it/s]
173/499 4.32G 0.009402 0.008619 0.00312 74 640: 26%|##5 | 43/168 [00:08<00:23, 5.21it/s]
173/499 4.32G 0.009416 0.00865 0.00316 73 640: 26%|##5 | 43/168 [00:08<00:23, 5.21it/s]
173/499 4.32G 0.009416 0.00865 0.00316 73 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s]
173/499 4.32G 0.009418 0.008654 0.003173 72 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s]
173/499 4.32G 0.009418 0.008654 0.003173 72 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s]
173/499 4.32G 0.009425 0.008678 0.003122 78 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s]
173/499 4.32G 0.009425 0.008678 0.003122 78 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s]
173/499 4.32G 0.009469 0.008715 0.003148 76 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s]
173/499 4.32G 0.009469 0.008715 0.003148 76 640: 28%|##7 | 47/168 [00:08<00:22, 5.30it/s]
173/499 4.32G 0.009438 0.00872 0.00315 84 640: 28%|##7 | 47/168 [00:09<00:22, 5.30it/s]
173/499 4.32G 0.009438 0.00872 0.00315 84 640: 29%|##8 | 48/168 [00:09<00:22, 5.37it/s]
173/499 4.32G 0.009425 0.008709 0.003148 61 640: 29%|##8 | 48/168 [00:09<00:22, 5.37it/s]
173/499 4.32G 0.009425 0.008709 0.003148 61 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s]
173/499 4.32G 0.009413 0.008682 0.003131 67 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s]
173/499 4.32G 0.009413 0.008682 0.003131 67 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
173/499 4.32G 0.009417 0.008706 0.00317 72 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
173/499 4.32G 0.009417 0.008706 0.00317 72 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s]
173/499 4.32G 0.009421 0.008682 0.003142 57 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s]
173/499 4.32G 0.009421 0.008682 0.003142 57 640: 31%|### | 52/168 [00:09<00:22, 5.21it/s]
173/499 4.32G 0.009406 0.008716 0.003115 89 640: 31%|### | 52/168 [00:10<00:22, 5.21it/s]
173/499 4.32G 0.009406 0.008716 0.003115 89 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s]
173/499 4.32G 0.009417 0.008698 0.003108 54 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s]
173/499 4.32G 0.009417 0.008698 0.003108 54 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s]
173/499 4.32G 0.009405 0.008699 0.003111 56 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s]
173/499 4.32G 0.009405 0.008699 0.003111 56 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s]
173/499 4.32G 0.009415 0.00871 0.003108 69 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s]
173/499 4.32G 0.009415 0.00871 0.003108 69 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s]
173/499 4.32G 0.009414 0.008714 0.003103 69 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s]
173/499 4.32G 0.009414 0.008714 0.003103 69 640: 34%|###3 | 57/168 [00:10<00:20, 5.34it/s]
173/499 4.32G 0.009393 0.008716 0.003132 71 640: 34%|###3 | 57/168 [00:11<00:20, 5.34it/s]
173/499 4.32G 0.009393 0.008716 0.003132 71 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s]
173/499 4.32G 0.009398 0.008719 0.003122 72 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s]
173/499 4.32G 0.009398 0.008719 0.003122 72 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
173/499 4.32G 0.009388 0.008691 0.003098 57 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
173/499 4.32G 0.009388 0.008691 0.003098 57 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s]
173/499 4.32G 0.009386 0.008686 0.003075 68 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s]
173/499 4.32G 0.009386 0.008686 0.003075 68 640: 36%|###6 | 61/168 [00:11<00:20, 5.23it/s]
173/499 4.32G 0.00939 0.008665 0.003076 63 640: 36%|###6 | 61/168 [00:11<00:20, 5.23it/s]
173/499 4.32G 0.00939 0.008665 0.003076 63 640: 37%|###6 | 62/168 [00:11<00:19, 5.31it/s]
173/499 4.32G 0.009393 0.008652 0.003122 64 640: 37%|###6 | 62/168 [00:11<00:19, 5.31it/s]
173/499 4.32G 0.009393 0.008652 0.003122 64 640: 38%|###7 | 63/168 [00:11<00:19, 5.38it/s]
173/499 4.32G 0.009371 0.008628 0.003188 71 640: 38%|###7 | 63/168 [00:12<00:19, 5.38it/s]
173/499 4.32G 0.009371 0.008628 0.003188 71 640: 38%|###8 | 64/168 [00:12<00:19, 5.24it/s]
173/499 4.32G 0.009367 0.008661 0.003196 85 640: 38%|###8 | 64/168 [00:12<00:19, 5.24it/s]
173/499 4.32G 0.009367 0.008661 0.003196 85 640: 39%|###8 | 65/168 [00:12<00:19, 5.33it/s]
173/499 4.32G 0.009362 0.008639 0.003222 66 640: 39%|###8 | 65/168 [00:12<00:19, 5.33it/s]
173/499 4.32G 0.009362 0.008639 0.003222 66 640: 39%|###9 | 66/168 [00:12<00:18, 5.40it/s]
173/499 4.32G 0.009358 0.008622 0.003193 51 640: 39%|###9 | 66/168 [00:12<00:18, 5.40it/s]
173/499 4.32G 0.009358 0.008622 0.003193 51 640: 40%|###9 | 67/168 [00:12<00:19, 5.26it/s]
173/499 4.32G 0.009384 0.008653 0.003177 72 640: 40%|###9 | 67/168 [00:12<00:19, 5.26it/s]
173/499 4.32G 0.009384 0.008653 0.003177 72 640: 40%|#### | 68/168 [00:12<00:18, 5.35it/s]
173/499 4.32G 0.009384 0.008637 0.00322 58 640: 40%|#### | 68/168 [00:13<00:18, 5.35it/s]
173/499 4.32G 0.009384 0.008637 0.00322 58 640: 41%|####1 | 69/168 [00:13<00:18, 5.40it/s]
173/499 4.32G 0.009405 0.008614 0.003239 62 640: 41%|####1 | 69/168 [00:13<00:18, 5.40it/s]
173/499 4.32G 0.009405 0.008614 0.003239 62 640: 42%|####1 | 70/168 [00:13<00:18, 5.27it/s]
173/499 4.32G 0.009382 0.008638 0.003216 71 640: 42%|####1 | 70/168 [00:13<00:18, 5.27it/s]
173/499 4.32G 0.009382 0.008638 0.003216 71 640: 42%|####2 | 71/168 [00:13<00:18, 5.35it/s]
173/499 4.32G 0.009375 0.008611 0.003204 61 640: 42%|####2 | 71/168 [00:13<00:18, 5.35it/s]
173/499 4.32G 0.009375 0.008611 0.003204 61 640: 43%|####2 | 72/168 [00:13<00:17, 5.38it/s]
173/499 4.32G 0.009367 0.008611 0.003199 64 640: 43%|####2 | 72/168 [00:13<00:17, 5.38it/s]
173/499 4.32G 0.009367 0.008611 0.003199 64 640: 43%|####3 | 73/168 [00:13<00:18, 5.23it/s]
173/499 4.32G 0.009355 0.008626 0.003212 89 640: 43%|####3 | 73/168 [00:14<00:18, 5.23it/s]
173/499 4.32G 0.009355 0.008626 0.003212 89 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s]
173/499 4.32G 0.009356 0.008618 0.003233 63 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s]
173/499 4.32G 0.009356 0.008618 0.003233 63 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s]
173/499 4.32G 0.009356 0.008601 0.003215 61 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s]
173/499 4.32G 0.009356 0.008601 0.003215 61 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s]
173/499 4.32G 0.009352 0.008586 0.003215 71 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s]
173/499 4.32G 0.009352 0.008586 0.003215 71 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s]
173/499 4.32G 0.009362 0.0086 0.003216 72 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s]
173/499 4.32G 0.009362 0.0086 0.003216 72 640: 46%|####6 | 78/168 [00:14<00:16, 5.37it/s]
173/499 4.32G 0.009377 0.008602 0.003222 55 640: 46%|####6 | 78/168 [00:14<00:16, 5.37it/s]
173/499 4.32G 0.009377 0.008602 0.003222 55 640: 47%|####7 | 79/168 [00:14<00:17, 5.21it/s]
173/499 4.32G 0.00938 0.00858 0.003216 55 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s]
173/499 4.32G 0.00938 0.00858 0.003216 55 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s]
173/499 4.32G 0.00936 0.008556 0.003198 55 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s]
173/499 4.32G 0.00936 0.008556 0.003198 55 640: 48%|####8 | 81/168 [00:15<00:16, 5.32it/s]
173/499 4.32G 0.009349 0.008574 0.003224 94 640: 48%|####8 | 81/168 [00:15<00:16, 5.32it/s]
173/499 4.32G 0.009349 0.008574 0.003224 94 640: 49%|####8 | 82/168 [00:15<00:16, 5.19it/s]
173/499 4.32G 0.009346 0.00856 0.00325 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.19it/s]
173/499 4.32G 0.009346 0.00856 0.00325 71 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s]
173/499 4.32G 0.009326 0.008556 0.003248 77 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s]
173/499 4.32G 0.009326 0.008556 0.003248 77 640: 50%|##### | 84/168 [00:15<00:15, 5.35it/s]
173/499 4.32G 0.009329 0.008571 0.003229 79 640: 50%|##### | 84/168 [00:16<00:15, 5.35it/s]
173/499 4.32G 0.009329 0.008571 0.003229 79 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s]
173/499 4.32G 0.009334 0.00857 0.003216 68 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s]
173/499 4.32G 0.009334 0.00857 0.003216 68 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s]
173/499 4.32G 0.009321 0.008552 0.003214 56 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s]
173/499 4.32G 0.009321 0.008552 0.003214 56 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s]
173/499 4.32G 0.009327 0.008534 0.003195 53 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s]
173/499 4.32G 0.009327 0.008534 0.003195 53 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
173/499 4.32G 0.009331 0.008524 0.003195 67 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
173/499 4.32G 0.009331 0.008524 0.003195 67 640: 53%|#####2 | 89/168 [00:16<00:14, 5.29it/s]
173/499 4.32G 0.009334 0.008547 0.003177 72 640: 53%|#####2 | 89/168 [00:17<00:14, 5.29it/s]
173/499 4.32G 0.009334 0.008547 0.003177 72 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
173/499 4.32G 0.009361 0.008533 0.003183 63 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
173/499 4.32G 0.009361 0.008533 0.003183 63 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s]
173/499 4.32G 0.009349 0.008512 0.00318 63 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s]
173/499 4.32G 0.009349 0.008512 0.00318 63 640: 55%|#####4 | 92/168 [00:17<00:14, 5.23it/s]
173/499 4.32G 0.009326 0.008501 0.003197 73 640: 55%|#####4 | 92/168 [00:17<00:14, 5.23it/s]
173/499 4.32G 0.009326 0.008501 0.003197 73 640: 55%|#####5 | 93/168 [00:17<00:14, 5.28it/s]
173/499 4.32G 0.009307 0.008475 0.003232 63 640: 55%|#####5 | 93/168 [00:17<00:14, 5.28it/s]
173/499 4.32G 0.009307 0.008475 0.003232 63 640: 56%|#####5 | 94/168 [00:17<00:14, 5.17it/s]
173/499 4.32G 0.009312 0.008491 0.003208 78 640: 56%|#####5 | 94/168 [00:18<00:14, 5.17it/s]
173/499 4.32G 0.009312 0.008491 0.003208 78 640: 57%|#####6 | 95/168 [00:18<00:14, 5.21it/s]
173/499 4.32G 0.009308 0.008504 0.003226 72 640: 57%|#####6 | 95/168 [00:18<00:14, 5.21it/s]
173/499 4.32G 0.009308 0.008504 0.003226 72 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s]
173/499 4.32G 0.0093 0.008499 0.003236 62 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s]
173/499 4.32G 0.0093 0.008499 0.003236 62 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s]
173/499 4.32G 0.009289 0.008493 0.003216 55 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s]
173/499 4.32G 0.009289 0.008493 0.003216 55 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s]
173/499 4.32G 0.00929 0.008502 0.003213 72 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s]
173/499 4.32G 0.00929 0.008502 0.003213 72 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s]
173/499 4.32G 0.009299 0.008511 0.003195 59 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s]
173/499 4.32G 0.009299 0.008511 0.003195 59 640: 60%|#####9 | 100/168 [00:18<00:13, 5.16it/s]
173/499 4.32G 0.009279 0.008495 0.003217 66 640: 60%|#####9 | 100/168 [00:19<00:13, 5.16it/s]
173/499 4.32G 0.009279 0.008495 0.003217 66 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s]
173/499 4.32G 0.009274 0.008513 0.003209 71 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s]
173/499 4.32G 0.009274 0.008513 0.003209 71 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s]
173/499 4.32G 0.009273 0.008513 0.003232 74 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s]
173/499 4.32G 0.009273 0.008513 0.003232 74 640: 61%|######1 | 103/168 [00:19<00:12, 5.11it/s]
173/499 4.32G 0.009283 0.008517 0.00322 56 640: 61%|######1 | 103/168 [00:19<00:12, 5.11it/s]
173/499 4.32G 0.009283 0.008517 0.00322 56 640: 62%|######1 | 104/168 [00:19<00:12, 5.21it/s]
173/499 4.32G 0.009299 0.008519 0.003246 68 640: 62%|######1 | 104/168 [00:19<00:12, 5.21it/s]
173/499 4.32G 0.009299 0.008519 0.003246 68 640: 62%|######2 | 105/168 [00:19<00:11, 5.30it/s]
173/499 4.32G 0.00928 0.008496 0.00326 65 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s]
173/499 4.32G 0.00928 0.008496 0.00326 65 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s]
173/499 4.32G 0.009271 0.008479 0.003276 69 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s]
173/499 4.32G 0.009271 0.008479 0.003276 69 640: 64%|######3 | 107/168 [00:20<00:11, 5.23it/s]
173/499 4.32G 0.009263 0.008488 0.003286 82 640: 64%|######3 | 107/168 [00:20<00:11, 5.23it/s]
173/499 4.32G 0.009263 0.008488 0.003286 82 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s]
173/499 4.32G 0.009264 0.008479 0.003293 70 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s]
173/499 4.32G 0.009264 0.008479 0.003293 70 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s]
173/499 4.32G 0.009257 0.008477 0.003286 79 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s]
173/499 4.32G 0.009257 0.008477 0.003286 79 640: 65%|######5 | 110/168 [00:20<00:10, 5.28it/s]
173/499 4.32G 0.009264 0.008466 0.003324 53 640: 65%|######5 | 110/168 [00:21<00:10, 5.28it/s]
173/499 4.32G 0.009264 0.008466 0.003324 53 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s]
173/499 4.32G 0.00927 0.008455 0.003316 62 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s]
173/499 4.32G 0.00927 0.008455 0.003316 62 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
173/499 4.32G 0.009258 0.008459 0.003316 83 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
173/499 4.32G 0.009258 0.008459 0.003316 83 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s]
173/499 4.32G 0.009255 0.008468 0.00333 79 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s]
173/499 4.32G 0.009255 0.008468 0.00333 79 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s]
173/499 4.32G 0.009253 0.008473 0.003356 68 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s]
173/499 4.32G 0.009253 0.008473 0.003356 68 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s]
173/499 4.32G 0.009246 0.008474 0.003372 73 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s]
173/499 4.32G 0.009246 0.008474 0.003372 73 640: 69%|######9 | 116/168 [00:21<00:09, 5.28it/s]
173/499 4.32G 0.009245 0.008474 0.003374 72 640: 69%|######9 | 116/168 [00:22<00:09, 5.28it/s]
173/499 4.32G 0.009245 0.008474 0.003374 72 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s]
173/499 4.32G 0.00926 0.008475 0.003415 67 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s]
173/499 4.32G 0.00926 0.008475 0.003415 67 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s]
173/499 4.32G 0.009257 0.008468 0.003394 66 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s]
173/499 4.32G 0.009257 0.008468 0.003394 66 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s]
173/499 4.32G 0.009253 0.008465 0.003419 58 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s]
173/499 4.32G 0.009253 0.008465 0.003419 58 640: 71%|#######1 | 120/168 [00:22<00:08, 5.38it/s]
173/499 4.32G 0.009265 0.008458 0.00344 51 640: 71%|#######1 | 120/168 [00:22<00:08, 5.38it/s]
173/499 4.32G 0.009265 0.008458 0.00344 51 640: 72%|#######2 | 121/168 [00:22<00:08, 5.23it/s]
173/499 4.32G 0.009262 0.008451 0.003432 72 640: 72%|#######2 | 121/168 [00:23<00:08, 5.23it/s]
173/499 4.32G 0.009262 0.008451 0.003432 72 640: 73%|#######2 | 122/168 [00:23<00:08, 5.31it/s]
173/499 4.32G 0.009257 0.008459 0.003419 70 640: 73%|#######2 | 122/168 [00:23<00:08, 5.31it/s]
173/499 4.32G 0.009257 0.008459 0.003419 70 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s]
173/499 4.32G 0.009271 0.008471 0.003402 67 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s]
173/499 4.32G 0.009271 0.008471 0.003402 67 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s]
173/499 4.32G 0.009266 0.008478 0.003414 70 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s]
173/499 4.32G 0.009266 0.008478 0.003414 70 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s]
173/499 4.32G 0.009265 0.008479 0.003391 70 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s]
173/499 4.32G 0.009265 0.008479 0.003391 70 640: 75%|#######5 | 126/168 [00:23<00:07, 5.34it/s]
173/499 4.32G 0.009261 0.008467 0.003437 58 640: 75%|#######5 | 126/168 [00:24<00:07, 5.34it/s]
173/499 4.32G 0.009261 0.008467 0.003437 58 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s]
173/499 4.32G 0.00926 0.008479 0.003447 78 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s]
173/499 4.32G 0.00926 0.008479 0.003447 78 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s]
173/499 4.32G 0.009257 0.008466 0.003445 61 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s]
173/499 4.32G 0.009257 0.008466 0.003445 61 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s]
173/499 4.32G 0.00926 0.008466 0.003455 51 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s]
173/499 4.32G 0.00926 0.008466 0.003455 51 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s]
173/499 4.32G 0.009274 0.008473 0.003455 72 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s]
173/499 4.32G 0.009274 0.008473 0.003455 72 640: 78%|#######7 | 131/168 [00:24<00:06, 5.29it/s]
173/499 4.32G 0.009283 0.008482 0.003483 78 640: 78%|#######7 | 131/168 [00:25<00:06, 5.29it/s]
173/499 4.32G 0.009283 0.008482 0.003483 78 640: 79%|#######8 | 132/168 [00:25<00:06, 5.35it/s]
173/499 4.32G 0.00928 0.008473 0.003477 58 640: 79%|#######8 | 132/168 [00:25<00:06, 5.35it/s]
173/499 4.32G 0.00928 0.008473 0.003477 58 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s]
173/499 4.32G 0.009278 0.008476 0.003502 72 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s]
173/499 4.32G 0.009278 0.008476 0.003502 72 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s]
173/499 4.32G 0.009284 0.008473 0.003507 68 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s]
173/499 4.32G 0.009284 0.008473 0.003507 68 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s]
173/499 4.32G 0.0093 0.008475 0.003536 65 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s]
173/499 4.32G 0.0093 0.008475 0.003536 65 640: 81%|######## | 136/168 [00:25<00:06, 5.18it/s]
173/499 4.32G 0.009307 0.008473 0.003533 64 640: 81%|######## | 136/168 [00:25<00:06, 5.18it/s]
173/499 4.32G 0.009307 0.008473 0.003533 64 640: 82%|########1 | 137/168 [00:25<00:05, 5.28it/s]
173/499 4.32G 0.009309 0.008496 0.003569 76 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s]
173/499 4.32G 0.009309 0.008496 0.003569 76 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s]
173/499 4.32G 0.009317 0.008501 0.003584 71 640: 82%|########2 | 138/168 [00:26<00:05, 5.34it/s]
173/499 4.32G 0.009317 0.008501 0.003584 71 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
173/499 4.32G 0.009318 0.008509 0.003578 69 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
173/499 4.32G 0.009318 0.008509 0.003578 69 640: 83%|########3 | 140/168 [00:26<00:05, 5.32it/s]
173/499 4.32G 0.009315 0.008517 0.003576 72 640: 83%|########3 | 140/168 [00:26<00:05, 5.32it/s]
173/499 4.32G 0.009315 0.008517 0.003576 72 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s]
173/499 4.32G 0.009312 0.008505 0.003552 52 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s]
173/499 4.32G 0.009312 0.008505 0.003552 52 640: 85%|########4 | 142/168 [00:26<00:05, 5.17it/s]
173/499 4.32G 0.009318 0.008522 0.003537 63 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s]
173/499 4.32G 0.009318 0.008522 0.003537 63 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s]
173/499 4.32G 0.009322 0.008527 0.003534 68 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s]
173/499 4.32G 0.009322 0.008527 0.003534 68 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s]
173/499 4.32G 0.009325 0.008515 0.00352 49 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s]
173/499 4.32G 0.009325 0.008515 0.00352 49 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s]
173/499 4.32G 0.009329 0.008513 0.003516 61 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s]
173/499 4.32G 0.009329 0.008513 0.003516 61 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s]
173/499 4.32G 0.009333 0.008495 0.003532 54 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s]
173/499 4.32G 0.009333 0.008495 0.003532 54 640: 88%|########7 | 147/168 [00:27<00:03, 5.34it/s]
173/499 4.32G 0.009342 0.008496 0.003525 75 640: 88%|########7 | 147/168 [00:28<00:03, 5.34it/s]
173/499 4.32G 0.009342 0.008496 0.003525 75 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s]
173/499 4.32G 0.009344 0.008502 0.00353 84 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s]
173/499 4.32G 0.009344 0.008502 0.00353 84 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s]
173/499 4.32G 0.00934 0.008491 0.003517 53 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s]
173/499 4.32G 0.00934 0.008491 0.003517 53 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s]
173/499 4.32G 0.009342 0.008483 0.003503 65 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s]
173/499 4.32G 0.009342 0.008483 0.003503 65 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s]
173/499 4.32G 0.009349 0.008481 0.003491 56 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s]
173/499 4.32G 0.009349 0.008481 0.003491 56 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s]
173/499 4.32G 0.009352 0.008495 0.003492 78 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s]
173/499 4.32G 0.009352 0.008495 0.003492 78 640: 91%|#########1| 153/168 [00:28<00:02, 5.30it/s]
173/499 4.32G 0.00935 0.008495 0.003482 74 640: 91%|#########1| 153/168 [00:29<00:02, 5.30it/s]
173/499 4.32G 0.00935 0.008495 0.003482 74 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s]
173/499 4.32G 0.009339 0.008494 0.003478 62 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s]
173/499 4.32G 0.009339 0.008494 0.003478 62 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
173/499 4.32G 0.009341 0.008494 0.003468 67 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
173/499 4.32G 0.009341 0.008494 0.003468 67 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s]
173/499 4.32G 0.009337 0.008505 0.003476 94 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s]
173/499 4.32G 0.009337 0.008505 0.003476 94 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s]
173/499 4.32G 0.00933 0.008512 0.003464 71 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s]
173/499 4.32G 0.00933 0.008512 0.003464 71 640: 94%|#########4| 158/168 [00:29<00:01, 5.26it/s]
173/499 4.32G 0.00933 0.008514 0.003467 70 640: 94%|#########4| 158/168 [00:30<00:01, 5.26it/s]
173/499 4.32G 0.00933 0.008514 0.003467 70 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s]
173/499 4.32G 0.009333 0.008524 0.003468 77 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s]
173/499 4.32G 0.009333 0.008524 0.003468 77 640: 95%|#########5| 160/168 [00:30<00:01, 5.23it/s]
173/499 4.32G 0.009342 0.008514 0.003458 54 640: 95%|#########5| 160/168 [00:30<00:01, 5.23it/s]
173/499 4.32G 0.009342 0.008514 0.003458 54 640: 96%|#########5| 161/168 [00:30<00:01, 5.31it/s]
173/499 4.32G 0.009347 0.008528 0.003454 80 640: 96%|#########5| 161/168 [00:30<00:01, 5.31it/s]
173/499 4.32G 0.009347 0.008528 0.003454 80 640: 96%|#########6| 162/168 [00:30<00:01, 5.37it/s]
173/499 4.32G 0.009344 0.008534 0.003458 87 640: 96%|#########6| 162/168 [00:30<00:01, 5.37it/s]
173/499 4.32G 0.009344 0.008534 0.003458 87 640: 97%|#########7| 163/168 [00:30<00:00, 5.24it/s]
173/499 4.32G 0.009337 0.008536 0.003441 67 640: 97%|#########7| 163/168 [00:31<00:00, 5.24it/s]
173/499 4.32G 0.009337 0.008536 0.003441 67 640: 98%|#########7| 164/168 [00:31<00:00, 5.30it/s]
173/499 4.32G 0.009331 0.008529 0.003436 58 640: 98%|#########7| 164/168 [00:31<00:00, 5.30it/s]
173/499 4.32G 0.009331 0.008529 0.003436 58 640: 98%|#########8| 165/168 [00:31<00:00, 5.38it/s]
173/499 4.32G 0.009327 0.008529 0.003432 68 640: 98%|#########8| 165/168 [00:31<00:00, 5.38it/s]
173/499 4.32G 0.009327 0.008529 0.003432 68 640: 99%|#########8| 166/168 [00:31<00:00, 5.24it/s]
173/499 4.32G 0.009341 0.00854 0.003437 85 640: 99%|#########8| 166/168 [00:31<00:00, 5.24it/s]
173/499 4.32G 0.009341 0.00854 0.003437 85 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s]
173/499 4.32G 0.009335 0.008548 0.003431 35 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s]
173/499 4.32G 0.009335 0.008548 0.003431 35 640: 100%|##########| 168/168 [00:31<00:00, 5.48it/s]
173/499 4.32G 0.009335 0.008548 0.003431 35 640: 100%|##########| 168/168 [00:31<00:00, 5.28it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s]
all 132 263 0.852 0.896 0.902 0.772
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
174/499 4.32G 0.006757 0.006693 0.004039 65 640: 0%| | 0/168 [00:00<?, ?it/s]
174/499 4.32G 0.006757 0.006693 0.004039 65 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
174/499 4.32G 0.008367 0.009024 0.004008 78 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
174/499 4.32G 0.008367 0.009024 0.004008 78 640: 1%|1 | 2/168 [00:00<00:31, 5.33it/s]
174/499 4.32G 0.008649 0.008639 0.003884 56 640: 1%|1 | 2/168 [00:00<00:31, 5.33it/s]
174/499 4.32G 0.008649 0.008639 0.003884 56 640: 2%|1 | 3/168 [00:00<00:30, 5.45it/s]
174/499 4.32G 0.009453 0.00865 0.00399 56 640: 2%|1 | 3/168 [00:00<00:30, 5.45it/s]
174/499 4.32G 0.009453 0.00865 0.00399 56 640: 2%|2 | 4/168 [00:00<00:31, 5.22it/s]
174/499 4.32G 0.00964 0.009036 0.003879 85 640: 2%|2 | 4/168 [00:00<00:31, 5.22it/s]
174/499 4.32G 0.00964 0.009036 0.003879 85 640: 3%|2 | 5/168 [00:00<00:30, 5.31it/s]
174/499 4.32G 0.009621 0.008929 0.003762 67 640: 3%|2 | 5/168 [00:01<00:30, 5.31it/s]
174/499 4.32G 0.009621 0.008929 0.003762 67 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s]
174/499 4.32G 0.009503 0.008958 0.003666 78 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s]
174/499 4.32G 0.009503 0.008958 0.003666 78 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s]
174/499 4.32G 0.009611 0.008774 0.003774 61 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s]
174/499 4.32G 0.009611 0.008774 0.003774 61 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s]
174/499 4.32G 0.009526 0.008775 0.003665 72 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s]
174/499 4.32G 0.009526 0.008775 0.003665 72 640: 5%|5 | 9/168 [00:01<00:29, 5.33it/s]
174/499 4.32G 0.009641 0.008774 0.003906 75 640: 5%|5 | 9/168 [00:01<00:29, 5.33it/s]
174/499 4.32G 0.009641 0.008774 0.003906 75 640: 6%|5 | 10/168 [00:01<00:30, 5.18it/s]
174/499 4.32G 0.009658 0.008618 0.003904 68 640: 6%|5 | 10/168 [00:02<00:30, 5.18it/s]
174/499 4.32G 0.009658 0.008618 0.003904 68 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s]
174/499 4.32G 0.009662 0.008705 0.003745 68 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s]
174/499 4.32G 0.009662 0.008705 0.003745 68 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s]
174/499 4.32G 0.009621 0.008863 0.003658 77 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s]
174/499 4.32G 0.009621 0.008863 0.003658 77 640: 8%|7 | 13/168 [00:02<00:29, 5.17it/s]
174/499 4.32G 0.009508 0.008899 0.00356 80 640: 8%|7 | 13/168 [00:02<00:29, 5.17it/s]
174/499 4.32G 0.009508 0.008899 0.00356 80 640: 8%|8 | 14/168 [00:02<00:29, 5.26it/s]
174/499 4.32G 0.009468 0.008912 0.003553 76 640: 8%|8 | 14/168 [00:02<00:29, 5.26it/s]
174/499 4.32G 0.009468 0.008912 0.003553 76 640: 9%|8 | 15/168 [00:02<00:28, 5.33it/s]
174/499 4.32G 0.009415 0.008875 0.003433 64 640: 9%|8 | 15/168 [00:03<00:28, 5.33it/s]
174/499 4.32G 0.009415 0.008875 0.003433 64 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s]
174/499 4.32G 0.009448 0.008793 0.0034 62 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s]
174/499 4.32G 0.009448 0.008793 0.0034 62 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
174/499 4.32G 0.009416 0.008764 0.003714 72 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
174/499 4.32G 0.009416 0.008764 0.003714 72 640: 11%|# | 18/168 [00:03<00:28, 5.32it/s]
174/499 4.32G 0.009436 0.008837 0.003891 76 640: 11%|# | 18/168 [00:03<00:28, 5.32it/s]
174/499 4.32G 0.009436 0.008837 0.003891 76 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s]
174/499 4.32G 0.009412 0.008868 0.003797 70 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s]
174/499 4.32G 0.009412 0.008868 0.003797 70 640: 12%|#1 | 20/168 [00:03<00:27, 5.29it/s]
174/499 4.32G 0.009521 0.008841 0.003734 62 640: 12%|#1 | 20/168 [00:03<00:27, 5.29it/s]
174/499 4.32G 0.009521 0.008841 0.003734 62 640: 12%|#2 | 21/168 [00:03<00:27, 5.36it/s]
174/499 4.32G 0.009486 0.008834 0.003688 73 640: 12%|#2 | 21/168 [00:04<00:27, 5.36it/s]
174/499 4.32G 0.009486 0.008834 0.003688 73 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s]
174/499 4.32G 0.009459 0.008846 0.003656 74 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s]
174/499 4.32G 0.009459 0.008846 0.003656 74 640: 14%|#3 | 23/168 [00:04<00:27, 5.32it/s]
174/499 4.32G 0.009422 0.008798 0.003628 71 640: 14%|#3 | 23/168 [00:04<00:27, 5.32it/s]
174/499 4.32G 0.009422 0.008798 0.003628 71 640: 14%|#4 | 24/168 [00:04<00:26, 5.39it/s]
174/499 4.32G 0.009435 0.00878 0.003801 71 640: 14%|#4 | 24/168 [00:04<00:26, 5.39it/s]
174/499 4.32G 0.009435 0.00878 0.003801 71 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
174/499 4.32G 0.009433 0.008806 0.003818 82 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
174/499 4.32G 0.009433 0.008806 0.003818 82 640: 15%|#5 | 26/168 [00:04<00:26, 5.32it/s]
174/499 4.32G 0.009425 0.008826 0.003737 76 640: 15%|#5 | 26/168 [00:05<00:26, 5.32it/s]
174/499 4.32G 0.009425 0.008826 0.003737 76 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s]
174/499 4.32G 0.009395 0.008772 0.003631 56 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s]
174/499 4.32G 0.009395 0.008772 0.003631 56 640: 17%|#6 | 28/168 [00:05<00:26, 5.25it/s]
174/499 4.32G 0.009393 0.008777 0.003611 77 640: 17%|#6 | 28/168 [00:05<00:26, 5.25it/s]
174/499 4.32G 0.009393 0.008777 0.003611 77 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s]
174/499 4.32G 0.00935 0.008755 0.003527 65 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s]
174/499 4.32G 0.00935 0.008755 0.003527 65 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s]
174/499 4.32G 0.009357 0.008749 0.003595 78 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s]
174/499 4.32G 0.009357 0.008749 0.003595 78 640: 18%|#8 | 31/168 [00:05<00:26, 5.21it/s]
174/499 4.32G 0.009336 0.008755 0.003578 76 640: 18%|#8 | 31/168 [00:06<00:26, 5.21it/s]
174/499 4.32G 0.009336 0.008755 0.003578 76 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s]
174/499 4.32G 0.009359 0.008748 0.003507 72 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s]
174/499 4.32G 0.009359 0.008748 0.003507 72 640: 20%|#9 | 33/168 [00:06<00:25, 5.26it/s]
174/499 4.32G 0.009382 0.008724 0.003595 59 640: 20%|#9 | 33/168 [00:06<00:25, 5.26it/s]
174/499 4.32G 0.009382 0.008724 0.003595 59 640: 20%|## | 34/168 [00:06<00:26, 5.13it/s]
174/499 4.32G 0.009488 0.008711 0.003696 58 640: 20%|## | 34/168 [00:06<00:26, 5.13it/s]
174/499 4.32G 0.009488 0.008711 0.003696 58 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s]
174/499 4.32G 0.009491 0.00875 0.003783 76 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s]
174/499 4.32G 0.009491 0.00875 0.003783 76 640: 21%|##1 | 36/168 [00:06<00:24, 5.34it/s]
174/499 4.32G 0.009524 0.008746 0.00374 64 640: 21%|##1 | 36/168 [00:07<00:24, 5.34it/s]
174/499 4.32G 0.009524 0.008746 0.00374 64 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
174/499 4.32G 0.009485 0.008737 0.003686 75 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
174/499 4.32G 0.009485 0.008737 0.003686 75 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s]
174/499 4.32G 0.009446 0.008717 0.003624 67 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s]
174/499 4.32G 0.009446 0.008717 0.003624 67 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
174/499 4.32G 0.009452 0.008725 0.003618 76 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
174/499 4.32G 0.009452 0.008725 0.003618 76 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
174/499 4.32G 0.009422 0.008723 0.003592 69 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
174/499 4.32G 0.009422 0.008723 0.003592 69 640: 24%|##4 | 41/168 [00:07<00:23, 5.29it/s]
174/499 4.32G 0.009408 0.00871 0.00354 59 640: 24%|##4 | 41/168 [00:07<00:23, 5.29it/s]
174/499 4.32G 0.009408 0.00871 0.00354 59 640: 25%|##5 | 42/168 [00:07<00:23, 5.36it/s]
174/499 4.32G 0.009438 0.008671 0.003525 66 640: 25%|##5 | 42/168 [00:08<00:23, 5.36it/s]
174/499 4.32G 0.009438 0.008671 0.003525 66 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s]
174/499 4.32G 0.009396 0.008652 0.003456 63 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s]
174/499 4.32G 0.009396 0.008652 0.003456 63 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s]
174/499 4.32G 0.009355 0.008673 0.003412 73 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s]
174/499 4.32G 0.009355 0.008673 0.003412 73 640: 27%|##6 | 45/168 [00:08<00:23, 5.32it/s]
174/499 4.32G 0.009344 0.008707 0.003419 82 640: 27%|##6 | 45/168 [00:08<00:23, 5.32it/s]
174/499 4.32G 0.009344 0.008707 0.003419 82 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s]
174/499 4.32G 0.009371 0.008674 0.003383 54 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s]
174/499 4.32G 0.009371 0.008674 0.003383 54 640: 28%|##7 | 47/168 [00:08<00:23, 5.25it/s]
174/499 4.32G 0.00934 0.008681 0.003363 69 640: 28%|##7 | 47/168 [00:09<00:23, 5.25it/s]
174/499 4.32G 0.00934 0.008681 0.003363 69 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s]
174/499 4.32G 0.009326 0.008686 0.003351 57 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s]
174/499 4.32G 0.009326 0.008686 0.003351 57 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s]
174/499 4.32G 0.009292 0.008684 0.003352 72 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s]
174/499 4.32G 0.009292 0.008684 0.003352 72 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
174/499 4.32G 0.009298 0.008675 0.003435 71 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
174/499 4.32G 0.009298 0.008675 0.003435 71 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s]
174/499 4.32G 0.009315 0.008663 0.003447 62 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s]
174/499 4.32G 0.009315 0.008663 0.003447 62 640: 31%|### | 52/168 [00:09<00:22, 5.20it/s]
174/499 4.32G 0.009288 0.008677 0.003436 76 640: 31%|### | 52/168 [00:10<00:22, 5.20it/s]
174/499 4.32G 0.009288 0.008677 0.003436 76 640: 32%|###1 | 53/168 [00:10<00:21, 5.27it/s]
174/499 4.32G 0.009285 0.008649 0.003433 58 640: 32%|###1 | 53/168 [00:10<00:21, 5.27it/s]
174/499 4.32G 0.009285 0.008649 0.003433 58 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s]
174/499 4.32G 0.009272 0.008678 0.003468 70 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s]
174/499 4.32G 0.009272 0.008678 0.003468 70 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
174/499 4.32G 0.009251 0.008651 0.003451 71 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
174/499 4.32G 0.009251 0.008651 0.003451 71 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s]
174/499 4.32G 0.009265 0.008644 0.00346 66 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s]
174/499 4.32G 0.009265 0.008644 0.00346 66 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s]
174/499 4.32G 0.009243 0.008593 0.00349 47 640: 34%|###3 | 57/168 [00:11<00:20, 5.35it/s]
174/499 4.32G 0.009243 0.008593 0.00349 47 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s]
174/499 4.32G 0.009217 0.00857 0.00349 71 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s]
174/499 4.32G 0.009217 0.00857 0.00349 71 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s]
174/499 4.32G 0.009201 0.00856 0.003517 68 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s]
174/499 4.32G 0.009201 0.00856 0.003517 68 640: 36%|###5 | 60/168 [00:11<00:20, 5.36it/s]
174/499 4.32G 0.009203 0.008525 0.003511 60 640: 36%|###5 | 60/168 [00:11<00:20, 5.36it/s]
174/499 4.32G 0.009203 0.008525 0.003511 60 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s]
174/499 4.32G 0.009223 0.008546 0.00349 69 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s]
174/499 4.32G 0.009223 0.008546 0.00349 69 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s]
174/499 4.32G 0.009251 0.008559 0.003508 68 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s]
174/499 4.32G 0.009251 0.008559 0.003508 68 640: 38%|###7 | 63/168 [00:11<00:19, 5.35it/s]
174/499 4.32G 0.009239 0.008544 0.00349 73 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s]
174/499 4.32G 0.009239 0.008544 0.00349 73 640: 38%|###8 | 64/168 [00:12<00:19, 5.22it/s]
174/499 4.32G 0.009255 0.008585 0.003459 78 640: 38%|###8 | 64/168 [00:12<00:19, 5.22it/s]
174/499 4.32G 0.009255 0.008585 0.003459 78 640: 39%|###8 | 65/168 [00:12<00:19, 5.30it/s]
174/499 4.32G 0.009252 0.008574 0.003455 65 640: 39%|###8 | 65/168 [00:12<00:19, 5.30it/s]
174/499 4.32G 0.009252 0.008574 0.003455 65 640: 39%|###9 | 66/168 [00:12<00:18, 5.38it/s]
174/499 4.32G 0.009259 0.00861 0.003452 70 640: 39%|###9 | 66/168 [00:12<00:18, 5.38it/s]
174/499 4.32G 0.009259 0.00861 0.003452 70 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
174/499 4.32G 0.009239 0.008585 0.003457 62 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
174/499 4.32G 0.009239 0.008585 0.003457 62 640: 40%|#### | 68/168 [00:12<00:18, 5.30it/s]
174/499 4.32G 0.009237 0.008585 0.003457 61 640: 40%|#### | 68/168 [00:13<00:18, 5.30it/s]
174/499 4.32G 0.009237 0.008585 0.003457 61 640: 41%|####1 | 69/168 [00:13<00:18, 5.35it/s]
174/499 4.32G 0.00923 0.008609 0.003447 90 640: 41%|####1 | 69/168 [00:13<00:18, 5.35it/s]
174/499 4.32G 0.00923 0.008609 0.003447 90 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s]
174/499 4.32G 0.009217 0.008631 0.003431 86 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s]
174/499 4.32G 0.009217 0.008631 0.003431 86 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s]
174/499 4.32G 0.009205 0.008629 0.003415 67 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s]
174/499 4.32G 0.009205 0.008629 0.003415 67 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
174/499 4.32G 0.009202 0.008605 0.003396 64 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
174/499 4.32G 0.009202 0.008605 0.003396 64 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s]
174/499 4.32G 0.009175 0.008596 0.003418 76 640: 43%|####3 | 73/168 [00:14<00:18, 5.21it/s]
174/499 4.32G 0.009175 0.008596 0.003418 76 640: 44%|####4 | 74/168 [00:14<00:17, 5.30it/s]
174/499 4.32G 0.009156 0.008564 0.003487 57 640: 44%|####4 | 74/168 [00:14<00:17, 5.30it/s]
174/499 4.32G 0.009156 0.008564 0.003487 57 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s]
174/499 4.32G 0.009144 0.008568 0.003494 80 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s]
174/499 4.32G 0.009144 0.008568 0.003494 80 640: 45%|####5 | 76/168 [00:14<00:17, 5.25it/s]
174/499 4.32G 0.009164 0.008559 0.003465 56 640: 45%|####5 | 76/168 [00:14<00:17, 5.25it/s]
174/499 4.32G 0.009164 0.008559 0.003465 56 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s]
174/499 4.32G 0.009185 0.008553 0.003449 68 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s]
174/499 4.32G 0.009185 0.008553 0.003449 68 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s]
174/499 4.32G 0.009189 0.008521 0.003457 53 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s]
174/499 4.32G 0.009189 0.008521 0.003457 53 640: 47%|####7 | 79/168 [00:14<00:17, 5.19it/s]
174/499 4.32G 0.009179 0.008541 0.003449 67 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s]
174/499 4.32G 0.009179 0.008541 0.003449 67 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s]
174/499 4.32G 0.009171 0.008538 0.003414 63 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s]
174/499 4.32G 0.009171 0.008538 0.003414 63 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
174/499 4.32G 0.009164 0.008534 0.003417 77 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
174/499 4.32G 0.009164 0.008534 0.003417 77 640: 49%|####8 | 82/168 [00:15<00:16, 5.19it/s]
174/499 4.32G 0.009169 0.008539 0.003391 67 640: 49%|####8 | 82/168 [00:15<00:16, 5.19it/s]
174/499 4.32G 0.009169 0.008539 0.003391 67 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s]
174/499 4.32G 0.009177 0.008554 0.003379 72 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s]
174/499 4.32G 0.009177 0.008554 0.003379 72 640: 50%|##### | 84/168 [00:15<00:15, 5.36it/s]
174/499 4.32G 0.009162 0.008538 0.003389 72 640: 50%|##### | 84/168 [00:16<00:15, 5.36it/s]
174/499 4.32G 0.009162 0.008538 0.003389 72 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s]
174/499 4.32G 0.00915 0.008547 0.003416 74 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s]
174/499 4.32G 0.00915 0.008547 0.003416 74 640: 51%|#####1 | 86/168 [00:16<00:15, 5.31it/s]
174/499 4.32G 0.009158 0.00856 0.003437 63 640: 51%|#####1 | 86/168 [00:16<00:15, 5.31it/s]
174/499 4.32G 0.009158 0.00856 0.003437 63 640: 52%|#####1 | 87/168 [00:16<00:15, 5.39it/s]
174/499 4.32G 0.009169 0.00856 0.003412 61 640: 52%|#####1 | 87/168 [00:16<00:15, 5.39it/s]
174/499 4.32G 0.009169 0.00856 0.003412 61 640: 52%|#####2 | 88/168 [00:16<00:15, 5.24it/s]
174/499 4.32G 0.009167 0.008564 0.003426 74 640: 52%|#####2 | 88/168 [00:16<00:15, 5.24it/s]
174/499 4.32G 0.009167 0.008564 0.003426 74 640: 53%|#####2 | 89/168 [00:16<00:14, 5.32it/s]
174/499 4.32G 0.009159 0.008591 0.003416 85 640: 53%|#####2 | 89/168 [00:17<00:14, 5.32it/s]
174/499 4.32G 0.009159 0.008591 0.003416 85 640: 54%|#####3 | 90/168 [00:17<00:14, 5.38it/s]
174/499 4.32G 0.00916 0.008582 0.003391 67 640: 54%|#####3 | 90/168 [00:17<00:14, 5.38it/s]
174/499 4.32G 0.00916 0.008582 0.003391 67 640: 54%|#####4 | 91/168 [00:17<00:14, 5.24it/s]
174/499 4.32G 0.009145 0.008561 0.003374 62 640: 54%|#####4 | 91/168 [00:17<00:14, 5.24it/s]
174/499 4.32G 0.009145 0.008561 0.003374 62 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s]
174/499 4.32G 0.009132 0.008555 0.003382 77 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s]
174/499 4.32G 0.009132 0.008555 0.003382 77 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s]
174/499 4.32G 0.009114 0.008541 0.003395 63 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s]
174/499 4.32G 0.009114 0.008541 0.003395 63 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s]
174/499 4.32G 0.009109 0.008532 0.003384 69 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s]
174/499 4.32G 0.009109 0.008532 0.003384 69 640: 57%|#####6 | 95/168 [00:17<00:13, 5.32it/s]
174/499 4.32G 0.009111 0.008539 0.003412 65 640: 57%|#####6 | 95/168 [00:18<00:13, 5.32it/s]
174/499 4.32G 0.009111 0.008539 0.003412 65 640: 57%|#####7 | 96/168 [00:18<00:13, 5.38it/s]
174/499 4.32G 0.009118 0.008543 0.003446 85 640: 57%|#####7 | 96/168 [00:18<00:13, 5.38it/s]
174/499 4.32G 0.009118 0.008543 0.003446 85 640: 58%|#####7 | 97/168 [00:18<00:13, 5.23it/s]
174/499 4.32G 0.009147 0.008529 0.003425 60 640: 58%|#####7 | 97/168 [00:18<00:13, 5.23it/s]
174/499 4.32G 0.009147 0.008529 0.003425 60 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s]
174/499 4.32G 0.00914 0.008528 0.003427 64 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s]
174/499 4.32G 0.00914 0.008528 0.003427 64 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s]
174/499 4.32G 0.009137 0.00853 0.003422 68 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s]
174/499 4.32G 0.009137 0.00853 0.003422 68 640: 60%|#####9 | 100/168 [00:18<00:13, 5.21it/s]
174/499 4.32G 0.009141 0.008516 0.00342 55 640: 60%|#####9 | 100/168 [00:19<00:13, 5.21it/s]
174/499 4.32G 0.009141 0.008516 0.00342 55 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s]
174/499 4.32G 0.009124 0.008494 0.003412 64 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s]
174/499 4.32G 0.009124 0.008494 0.003412 64 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
174/499 4.32G 0.00913 0.008484 0.003397 59 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
174/499 4.32G 0.00913 0.008484 0.003397 59 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
174/499 4.32G 0.00913 0.00849 0.003415 80 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
174/499 4.32G 0.00913 0.00849 0.003415 80 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s]
174/499 4.32G 0.009123 0.008472 0.003388 57 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s]
174/499 4.32G 0.009123 0.008472 0.003388 57 640: 62%|######2 | 105/168 [00:19<00:11, 5.36it/s]
174/499 4.32G 0.009118 0.008457 0.003375 50 640: 62%|######2 | 105/168 [00:20<00:11, 5.36it/s]
174/499 4.32G 0.009118 0.008457 0.003375 50 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s]
174/499 4.32G 0.009116 0.00848 0.003363 84 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s]
174/499 4.32G 0.009116 0.00848 0.003363 84 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s]
174/499 4.32G 0.009121 0.008479 0.003398 78 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s]
174/499 4.32G 0.009121 0.008479 0.003398 78 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s]
174/499 4.32G 0.009097 0.008457 0.003394 58 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s]
174/499 4.32G 0.009097 0.008457 0.003394 58 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s]
174/499 4.32G 0.009106 0.008458 0.003411 69 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s]
174/499 4.32G 0.009106 0.008458 0.003411 69 640: 65%|######5 | 110/168 [00:20<00:10, 5.28it/s]
174/499 4.32G 0.009113 0.00846 0.003398 67 640: 65%|######5 | 110/168 [00:21<00:10, 5.28it/s]
174/499 4.32G 0.009113 0.00846 0.003398 67 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s]
174/499 4.32G 0.009118 0.008457 0.003373 63 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s]
174/499 4.32G 0.009118 0.008457 0.003373 63 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
174/499 4.32G 0.009108 0.008447 0.00338 68 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
174/499 4.32G 0.009108 0.008447 0.00338 68 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s]
174/499 4.32G 0.009096 0.008436 0.003382 50 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s]
174/499 4.32G 0.009096 0.008436 0.003382 50 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s]
174/499 4.32G 0.009097 0.008436 0.003392 71 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s]
174/499 4.32G 0.009097 0.008436 0.003392 71 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s]
174/499 4.32G 0.009086 0.008432 0.003387 75 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s]
174/499 4.32G 0.009086 0.008432 0.003387 75 640: 69%|######9 | 116/168 [00:21<00:09, 5.28it/s]
174/499 4.32G 0.009083 0.008476 0.003372 81 640: 69%|######9 | 116/168 [00:22<00:09, 5.28it/s]
174/499 4.32G 0.009083 0.008476 0.003372 81 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s]
174/499 4.32G 0.009087 0.008495 0.00337 68 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s]
174/499 4.32G 0.009087 0.008495 0.00337 68 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s]
174/499 4.32G 0.009091 0.008501 0.003381 78 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s]
174/499 4.32G 0.009091 0.008501 0.003381 78 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s]
174/499 4.32G 0.009093 0.008502 0.003391 63 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s]
174/499 4.32G 0.009093 0.008502 0.003391 63 640: 71%|#######1 | 120/168 [00:22<00:08, 5.38it/s]
174/499 4.32G 0.009089 0.008501 0.003372 74 640: 71%|#######1 | 120/168 [00:22<00:08, 5.38it/s]
174/499 4.32G 0.009089 0.008501 0.003372 74 640: 72%|#######2 | 121/168 [00:22<00:08, 5.24it/s]
174/499 4.32G 0.009085 0.008502 0.003366 58 640: 72%|#######2 | 121/168 [00:23<00:08, 5.24it/s]
174/499 4.32G 0.009085 0.008502 0.003366 58 640: 73%|#######2 | 122/168 [00:23<00:08, 5.31it/s]
174/499 4.32G 0.00908 0.008501 0.003345 61 640: 73%|#######2 | 122/168 [00:23<00:08, 5.31it/s]
174/499 4.32G 0.00908 0.008501 0.003345 61 640: 73%|#######3 | 123/168 [00:23<00:08, 5.38it/s]
174/499 4.32G 0.009071 0.008501 0.003331 77 640: 73%|#######3 | 123/168 [00:23<00:08, 5.38it/s]
174/499 4.32G 0.009071 0.008501 0.003331 77 640: 74%|#######3 | 124/168 [00:23<00:08, 5.22it/s]
174/499 4.32G 0.00908 0.008505 0.003343 74 640: 74%|#######3 | 124/168 [00:23<00:08, 5.22it/s]
174/499 4.32G 0.00908 0.008505 0.003343 74 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
174/499 4.32G 0.00909 0.008519 0.003334 74 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
174/499 4.32G 0.00909 0.008519 0.003334 74 640: 75%|#######5 | 126/168 [00:23<00:07, 5.35it/s]
174/499 4.32G 0.009087 0.0085 0.00335 66 640: 75%|#######5 | 126/168 [00:24<00:07, 5.35it/s]
174/499 4.32G 0.009087 0.0085 0.00335 66 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s]
174/499 4.32G 0.009085 0.008497 0.003347 60 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s]
174/499 4.32G 0.009085 0.008497 0.003347 60 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s]
174/499 4.32G 0.009089 0.008507 0.003342 69 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s]
174/499 4.32G 0.009089 0.008507 0.003342 69 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s]
174/499 4.32G 0.009092 0.008507 0.003332 61 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s]
174/499 4.32G 0.009092 0.008507 0.003332 61 640: 77%|#######7 | 130/168 [00:24<00:07, 5.24it/s]
174/499 4.32G 0.009087 0.008505 0.003319 70 640: 77%|#######7 | 130/168 [00:24<00:07, 5.24it/s]
174/499 4.32G 0.009087 0.008505 0.003319 70 640: 78%|#######7 | 131/168 [00:24<00:06, 5.32it/s]
174/499 4.32G 0.009096 0.008507 0.003326 63 640: 78%|#######7 | 131/168 [00:24<00:06, 5.32it/s]
174/499 4.32G 0.009096 0.008507 0.003326 63 640: 79%|#######8 | 132/168 [00:24<00:06, 5.38it/s]
174/499 4.32G 0.009082 0.008482 0.003351 56 640: 79%|#######8 | 132/168 [00:25<00:06, 5.38it/s]
174/499 4.32G 0.009082 0.008482 0.003351 56 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
174/499 4.32G 0.009074 0.008482 0.00334 60 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
174/499 4.32G 0.009074 0.008482 0.00334 60 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s]
174/499 4.32G 0.009064 0.008461 0.003324 48 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s]
174/499 4.32G 0.009064 0.008461 0.003324 48 640: 80%|######## | 135/168 [00:25<00:06, 5.29it/s]
174/499 4.32G 0.009071 0.008455 0.003325 51 640: 80%|######## | 135/168 [00:25<00:06, 5.29it/s]
174/499 4.32G 0.009071 0.008455 0.003325 51 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s]
174/499 4.32G 0.00907 0.008456 0.003333 78 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s]
174/499 4.32G 0.00907 0.008456 0.003333 78 640: 82%|########1 | 137/168 [00:25<00:05, 5.30it/s]
174/499 4.32G 0.009074 0.008462 0.003316 67 640: 82%|########1 | 137/168 [00:26<00:05, 5.30it/s]
174/499 4.32G 0.009074 0.008462 0.003316 67 640: 82%|########2 | 138/168 [00:26<00:05, 5.36it/s]
174/499 4.32G 0.009064 0.008463 0.003322 88 640: 82%|########2 | 138/168 [00:26<00:05, 5.36it/s]
174/499 4.32G 0.009064 0.008463 0.003322 88 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
174/499 4.32G 0.009065 0.008465 0.003305 71 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
174/499 4.32G 0.009065 0.008465 0.003305 71 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s]
174/499 4.32G 0.009066 0.008452 0.003326 55 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s]
174/499 4.32G 0.009066 0.008452 0.003326 55 640: 84%|########3 | 141/168 [00:26<00:05, 5.36it/s]
174/499 4.32G 0.009068 0.008455 0.003329 71 640: 84%|########3 | 141/168 [00:26<00:05, 5.36it/s]
174/499 4.32G 0.009068 0.008455 0.003329 71 640: 85%|########4 | 142/168 [00:26<00:05, 5.13it/s]
174/499 4.32G 0.009081 0.008453 0.003338 65 640: 85%|########4 | 142/168 [00:27<00:05, 5.13it/s]
174/499 4.32G 0.009081 0.008453 0.003338 65 640: 85%|########5 | 143/168 [00:27<00:04, 5.24it/s]
174/499 4.32G 0.009077 0.008443 0.003332 47 640: 85%|########5 | 143/168 [00:27<00:04, 5.24it/s]
174/499 4.32G 0.009077 0.008443 0.003332 47 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s]
174/499 4.32G 0.009086 0.008455 0.003324 67 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s]
174/499 4.32G 0.009086 0.008455 0.003324 67 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s]
174/499 4.32G 0.009086 0.008451 0.003325 69 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s]
174/499 4.32G 0.009086 0.008451 0.003325 69 640: 87%|########6 | 146/168 [00:27<00:04, 5.23it/s]
174/499 4.32G 0.009106 0.008461 0.003347 61 640: 87%|########6 | 146/168 [00:27<00:04, 5.23it/s]
174/499 4.32G 0.009106 0.008461 0.003347 61 640: 88%|########7 | 147/168 [00:27<00:03, 5.31it/s]
174/499 4.32G 0.009098 0.008461 0.003335 68 640: 88%|########7 | 147/168 [00:28<00:03, 5.31it/s]
174/499 4.32G 0.009098 0.008461 0.003335 68 640: 88%|########8 | 148/168 [00:28<00:03, 5.17it/s]
174/499 4.32G 0.009118 0.008456 0.003412 52 640: 88%|########8 | 148/168 [00:28<00:03, 5.17it/s]
174/499 4.32G 0.009118 0.008456 0.003412 52 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
174/499 4.32G 0.009115 0.00845 0.003413 74 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
174/499 4.32G 0.009115 0.00845 0.003413 74 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s]
174/499 4.32G 0.009118 0.008445 0.003412 60 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s]
174/499 4.32G 0.009118 0.008445 0.003412 60 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s]
174/499 4.32G 0.009117 0.008435 0.003423 63 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s]
174/499 4.32G 0.009117 0.008435 0.003423 63 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s]
174/499 4.32G 0.009115 0.008437 0.003433 72 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s]
174/499 4.32G 0.009115 0.008437 0.003433 72 640: 91%|#########1| 153/168 [00:28<00:02, 5.39it/s]
174/499 4.32G 0.00911 0.00843 0.003431 75 640: 91%|#########1| 153/168 [00:29<00:02, 5.39it/s]
174/499 4.32G 0.00911 0.00843 0.003431 75 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
174/499 4.32G 0.009107 0.008421 0.003418 53 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
174/499 4.32G 0.009107 0.008421 0.003418 53 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s]
174/499 4.32G 0.009117 0.008435 0.003411 63 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s]
174/499 4.32G 0.009117 0.008435 0.003411 63 640: 93%|#########2| 156/168 [00:29<00:02, 5.36it/s]
174/499 4.32G 0.009123 0.008447 0.003419 67 640: 93%|#########2| 156/168 [00:29<00:02, 5.36it/s]
174/499 4.32G 0.009123 0.008447 0.003419 67 640: 93%|#########3| 157/168 [00:29<00:02, 5.18it/s]
174/499 4.32G 0.009125 0.008458 0.003415 79 640: 93%|#########3| 157/168 [00:29<00:02, 5.18it/s]
174/499 4.32G 0.009125 0.008458 0.003415 79 640: 94%|#########4| 158/168 [00:29<00:01, 5.25it/s]
174/499 4.32G 0.009123 0.008463 0.003416 72 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s]
174/499 4.32G 0.009123 0.008463 0.003416 72 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s]
174/499 4.32G 0.009134 0.008473 0.003437 71 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s]
174/499 4.32G 0.009134 0.008473 0.003437 71 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
174/499 4.32G 0.009131 0.008478 0.00346 67 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
174/499 4.32G 0.009131 0.008478 0.00346 67 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s]
174/499 4.32G 0.009131 0.008478 0.003453 60 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s]
174/499 4.32G 0.009131 0.008478 0.003453 60 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s]
174/499 4.32G 0.00912 0.00848 0.00344 70 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s]
174/499 4.32G 0.00912 0.00848 0.00344 70 640: 97%|#########7| 163/168 [00:30<00:00, 5.16it/s]
174/499 4.32G 0.00912 0.008494 0.003437 76 640: 97%|#########7| 163/168 [00:31<00:00, 5.16it/s]
174/499 4.32G 0.00912 0.008494 0.003437 76 640: 98%|#########7| 164/168 [00:31<00:00, 5.13it/s]
174/499 4.32G 0.009116 0.008488 0.00343 75 640: 98%|#########7| 164/168 [00:31<00:00, 5.13it/s]
174/499 4.32G 0.009116 0.008488 0.00343 75 640: 98%|#########8| 165/168 [00:31<00:00, 5.24it/s]
174/499 4.32G 0.009114 0.008491 0.003443 77 640: 98%|#########8| 165/168 [00:31<00:00, 5.24it/s]
174/499 4.32G 0.009114 0.008491 0.003443 77 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s]
174/499 4.32G 0.009131 0.008495 0.003436 64 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s]
174/499 4.32G 0.009131 0.008495 0.003436 64 640: 99%|#########9| 167/168 [00:31<00:00, 5.26it/s]
174/499 4.32G 0.009118 0.008482 0.003425 24 640: 99%|#########9| 167/168 [00:31<00:00, 5.26it/s]
174/499 4.32G 0.009118 0.008482 0.003425 24 640: 100%|##########| 168/168 [00:31<00:00, 5.44it/s]
174/499 4.32G 0.009118 0.008482 0.003425 24 640: 100%|##########| 168/168 [00:31<00:00, 5.28it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.81it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s]
all 132 263 0.853 0.856 0.895 0.771
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
175/499 4.32G 0.007057 0.008866 0.001218 69 640: 0%| | 0/168 [00:00<?, ?it/s]
175/499 4.32G 0.007057 0.008866 0.001218 69 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
175/499 4.32G 0.007642 0.008482 0.00214 65 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
175/499 4.32G 0.007642 0.008482 0.00214 65 640: 1%|1 | 2/168 [00:00<00:31, 5.31it/s]
175/499 4.32G 0.00797 0.009439 0.002472 91 640: 1%|1 | 2/168 [00:00<00:31, 5.31it/s]
175/499 4.32G 0.00797 0.009439 0.002472 91 640: 2%|1 | 3/168 [00:00<00:30, 5.33it/s]
175/499 4.32G 0.008352 0.008635 0.003807 55 640: 2%|1 | 3/168 [00:00<00:30, 5.33it/s]
175/499 4.32G 0.008352 0.008635 0.003807 55 640: 2%|2 | 4/168 [00:00<00:31, 5.14it/s]
175/499 4.32G 0.008581 0.008723 0.003396 73 640: 2%|2 | 4/168 [00:00<00:31, 5.14it/s]
175/499 4.32G 0.008581 0.008723 0.003396 73 640: 3%|2 | 5/168 [00:00<00:31, 5.24it/s]
175/499 4.32G 0.008442 0.008617 0.003746 73 640: 3%|2 | 5/168 [00:01<00:31, 5.24it/s]
175/499 4.32G 0.008442 0.008617 0.003746 73 640: 4%|3 | 6/168 [00:01<00:30, 5.34it/s]
175/499 4.32G 0.008553 0.008214 0.00362 58 640: 4%|3 | 6/168 [00:01<00:30, 5.34it/s]
175/499 4.32G 0.008553 0.008214 0.00362 58 640: 4%|4 | 7/168 [00:01<00:31, 5.16it/s]
175/499 4.32G 0.00852 0.008275 0.003327 69 640: 4%|4 | 7/168 [00:01<00:31, 5.16it/s]
175/499 4.32G 0.00852 0.008275 0.003327 69 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s]
175/499 4.32G 0.008671 0.008358 0.003598 73 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s]
175/499 4.32G 0.008671 0.008358 0.003598 73 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s]
175/499 4.32G 0.008826 0.008555 0.003867 81 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s]
175/499 4.32G 0.008826 0.008555 0.003867 81 640: 6%|5 | 10/168 [00:01<00:30, 5.19it/s]
175/499 4.32G 0.008766 0.008333 0.00393 66 640: 6%|5 | 10/168 [00:02<00:30, 5.19it/s]
175/499 4.32G 0.008766 0.008333 0.00393 66 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s]
175/499 4.32G 0.008732 0.008318 0.003904 66 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s]
175/499 4.32G 0.008732 0.008318 0.003904 66 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s]
175/499 4.32G 0.008804 0.008566 0.004047 84 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s]
175/499 4.32G 0.008804 0.008566 0.004047 84 640: 8%|7 | 13/168 [00:02<00:30, 5.12it/s]
175/499 4.32G 0.008808 0.008437 0.003938 46 640: 8%|7 | 13/168 [00:02<00:30, 5.12it/s]
175/499 4.32G 0.008808 0.008437 0.003938 46 640: 8%|8 | 14/168 [00:02<00:29, 5.25it/s]
175/499 4.32G 0.008905 0.008364 0.003829 57 640: 8%|8 | 14/168 [00:02<00:29, 5.25it/s]
175/499 4.32G 0.008905 0.008364 0.003829 57 640: 9%|8 | 15/168 [00:02<00:28, 5.30it/s]
175/499 4.32G 0.008934 0.008272 0.003765 59 640: 9%|8 | 15/168 [00:03<00:28, 5.30it/s]
175/499 4.32G 0.008934 0.008272 0.003765 59 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s]
175/499 4.32G 0.008928 0.008174 0.003616 55 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s]
175/499 4.32G 0.008928 0.008174 0.003616 55 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s]
175/499 4.32G 0.00892 0.008169 0.003731 69 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s]
175/499 4.32G 0.00892 0.008169 0.003731 69 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s]
175/499 4.32G 0.008942 0.008295 0.003668 82 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s]
175/499 4.32G 0.008942 0.008295 0.003668 82 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s]
175/499 4.32G 0.008941 0.00843 0.003678 82 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s]
175/499 4.32G 0.008941 0.00843 0.003678 82 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s]
175/499 4.32G 0.009024 0.008432 0.003679 63 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s]
175/499 4.32G 0.009024 0.008432 0.003679 63 640: 12%|#2 | 21/168 [00:03<00:27, 5.26it/s]
175/499 4.32G 0.009078 0.008454 0.00364 62 640: 12%|#2 | 21/168 [00:04<00:27, 5.26it/s]
175/499 4.32G 0.009078 0.008454 0.00364 62 640: 13%|#3 | 22/168 [00:04<00:28, 5.15it/s]
175/499 4.32G 0.009104 0.008468 0.003771 62 640: 13%|#3 | 22/168 [00:04<00:28, 5.15it/s]
175/499 4.32G 0.009104 0.008468 0.003771 62 640: 14%|#3 | 23/168 [00:04<00:27, 5.18it/s]
175/499 4.32G 0.009107 0.008467 0.00398 55 640: 14%|#3 | 23/168 [00:04<00:27, 5.18it/s]
175/499 4.32G 0.009107 0.008467 0.00398 55 640: 14%|#4 | 24/168 [00:04<00:27, 5.28it/s]
175/499 4.32G 0.009125 0.008466 0.004031 71 640: 14%|#4 | 24/168 [00:04<00:27, 5.28it/s]
175/499 4.32G 0.009125 0.008466 0.004031 71 640: 15%|#4 | 25/168 [00:04<00:27, 5.16it/s]
175/499 4.32G 0.009067 0.008456 0.004027 68 640: 15%|#4 | 25/168 [00:04<00:27, 5.16it/s]
175/499 4.32G 0.009067 0.008456 0.004027 68 640: 15%|#5 | 26/168 [00:04<00:26, 5.27it/s]
175/499 4.32G 0.008997 0.008472 0.003982 79 640: 15%|#5 | 26/168 [00:05<00:26, 5.27it/s]
175/499 4.32G 0.008997 0.008472 0.003982 79 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s]
175/499 4.32G 0.008999 0.008475 0.003928 69 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s]
175/499 4.32G 0.008999 0.008475 0.003928 69 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s]
175/499 4.32G 0.008948 0.008414 0.0039 55 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s]
175/499 4.32G 0.008948 0.008414 0.0039 55 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s]
175/499 4.32G 0.008936 0.008413 0.003847 70 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s]
175/499 4.32G 0.008936 0.008413 0.003847 70 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s]
175/499 4.32G 0.008972 0.00837 0.003881 57 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s]
175/499 4.32G 0.008972 0.00837 0.003881 57 640: 18%|#8 | 31/168 [00:05<00:26, 5.12it/s]
175/499 4.32G 0.008969 0.008427 0.00388 81 640: 18%|#8 | 31/168 [00:06<00:26, 5.12it/s]
175/499 4.32G 0.008969 0.008427 0.00388 81 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s]
175/499 4.32G 0.008995 0.008454 0.00385 69 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s]
175/499 4.32G 0.008995 0.008454 0.00385 69 640: 20%|#9 | 33/168 [00:06<00:25, 5.31it/s]
175/499 4.32G 0.008984 0.008448 0.003796 71 640: 20%|#9 | 33/168 [00:06<00:25, 5.31it/s]
175/499 4.32G 0.008984 0.008448 0.003796 71 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s]
175/499 4.32G 0.008975 0.00848 0.003753 78 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s]
175/499 4.32G 0.008975 0.00848 0.003753 78 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s]
175/499 4.32G 0.008981 0.008497 0.003787 82 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s]
175/499 4.32G 0.008981 0.008497 0.003787 82 640: 21%|##1 | 36/168 [00:06<00:24, 5.35it/s]
175/499 4.32G 0.008996 0.008486 0.003718 65 640: 21%|##1 | 36/168 [00:07<00:24, 5.35it/s]
175/499 4.32G 0.008996 0.008486 0.003718 65 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s]
175/499 4.32G 0.008993 0.008455 0.003686 68 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s]
175/499 4.32G 0.008993 0.008455 0.003686 68 640: 23%|##2 | 38/168 [00:07<00:24, 5.32it/s]
175/499 4.32G 0.009004 0.008434 0.00363 53 640: 23%|##2 | 38/168 [00:07<00:24, 5.32it/s]
175/499 4.32G 0.009004 0.008434 0.00363 53 640: 23%|##3 | 39/168 [00:07<00:23, 5.39it/s]
175/499 4.32G 0.009073 0.008468 0.00366 76 640: 23%|##3 | 39/168 [00:07<00:23, 5.39it/s]
175/499 4.32G 0.009073 0.008468 0.00366 76 640: 24%|##3 | 40/168 [00:07<00:24, 5.26it/s]
175/499 4.32G 0.009074 0.008472 0.003632 80 640: 24%|##3 | 40/168 [00:07<00:24, 5.26it/s]
175/499 4.32G 0.009074 0.008472 0.003632 80 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s]
175/499 4.32G 0.009089 0.008417 0.003603 52 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s]
175/499 4.32G 0.009089 0.008417 0.003603 52 640: 25%|##5 | 42/168 [00:07<00:23, 5.34it/s]
175/499 4.32G 0.009095 0.008415 0.003579 75 640: 25%|##5 | 42/168 [00:08<00:23, 5.34it/s]
175/499 4.32G 0.009095 0.008415 0.003579 75 640: 26%|##5 | 43/168 [00:08<00:23, 5.22it/s]
175/499 4.32G 0.009077 0.008414 0.003523 70 640: 26%|##5 | 43/168 [00:08<00:23, 5.22it/s]
175/499 4.32G 0.009077 0.008414 0.003523 70 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s]
175/499 4.32G 0.00908 0.008396 0.00345 63 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s]
175/499 4.32G 0.00908 0.008396 0.00345 63 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s]
175/499 4.32G 0.009044 0.008392 0.003442 73 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s]
175/499 4.32G 0.009044 0.008392 0.003442 73 640: 27%|##7 | 46/168 [00:08<00:23, 5.23it/s]
175/499 4.32G 0.009061 0.008387 0.003418 65 640: 27%|##7 | 46/168 [00:08<00:23, 5.23it/s]
175/499 4.32G 0.009061 0.008387 0.003418 65 640: 28%|##7 | 47/168 [00:08<00:22, 5.32it/s]
175/499 4.32G 0.009064 0.008398 0.003372 70 640: 28%|##7 | 47/168 [00:09<00:22, 5.32it/s]
175/499 4.32G 0.009064 0.008398 0.003372 70 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s]
175/499 4.32G 0.009024 0.008394 0.003344 67 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s]
175/499 4.32G 0.009024 0.008394 0.003344 67 640: 29%|##9 | 49/168 [00:09<00:22, 5.24it/s]
175/499 4.32G 0.008995 0.008373 0.003309 60 640: 29%|##9 | 49/168 [00:09<00:22, 5.24it/s]
175/499 4.32G 0.008995 0.008373 0.003309 60 640: 30%|##9 | 50/168 [00:09<00:22, 5.32it/s]
175/499 4.32G 0.00899 0.008378 0.00334 76 640: 30%|##9 | 50/168 [00:09<00:22, 5.32it/s]
175/499 4.32G 0.00899 0.008378 0.00334 76 640: 30%|### | 51/168 [00:09<00:21, 5.39it/s]
175/499 4.32G 0.008989 0.008406 0.003306 76 640: 30%|### | 51/168 [00:09<00:21, 5.39it/s]
175/499 4.32G 0.008989 0.008406 0.003306 76 640: 31%|### | 52/168 [00:09<00:22, 5.24it/s]
175/499 4.32G 0.008966 0.008425 0.003314 73 640: 31%|### | 52/168 [00:10<00:22, 5.24it/s]
175/499 4.32G 0.008966 0.008425 0.003314 73 640: 32%|###1 | 53/168 [00:10<00:21, 5.32it/s]
175/499 4.32G 0.008972 0.008451 0.003364 82 640: 32%|###1 | 53/168 [00:10<00:21, 5.32it/s]
175/499 4.32G 0.008972 0.008451 0.003364 82 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s]
175/499 4.32G 0.008975 0.008448 0.003354 62 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s]
175/499 4.32G 0.008975 0.008448 0.003354 62 640: 33%|###2 | 55/168 [00:10<00:21, 5.23it/s]
175/499 4.32G 0.008985 0.008478 0.003346 77 640: 33%|###2 | 55/168 [00:10<00:21, 5.23it/s]
175/499 4.32G 0.008985 0.008478 0.003346 77 640: 33%|###3 | 56/168 [00:10<00:21, 5.33it/s]
175/499 4.32G 0.008961 0.008491 0.003321 61 640: 33%|###3 | 56/168 [00:10<00:21, 5.33it/s]
175/499 4.32G 0.008961 0.008491 0.003321 61 640: 34%|###3 | 57/168 [00:10<00:20, 5.38it/s]
175/499 4.32G 0.008969 0.008487 0.003369 66 640: 34%|###3 | 57/168 [00:11<00:20, 5.38it/s]
175/499 4.32G 0.008969 0.008487 0.003369 66 640: 35%|###4 | 58/168 [00:11<00:21, 5.23it/s]
175/499 4.32G 0.008947 0.008472 0.003373 63 640: 35%|###4 | 58/168 [00:11<00:21, 5.23it/s]
175/499 4.32G 0.008947 0.008472 0.003373 63 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s]
175/499 4.32G 0.008938 0.008434 0.003378 58 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s]
175/499 4.32G 0.008938 0.008434 0.003378 58 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s]
175/499 4.32G 0.008931 0.008417 0.003336 63 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s]
175/499 4.32G 0.008931 0.008417 0.003336 63 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s]
175/499 4.32G 0.008942 0.008408 0.003368 63 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s]
175/499 4.32G 0.008942 0.008408 0.003368 63 640: 37%|###6 | 62/168 [00:11<00:20, 5.24it/s]
175/499 4.32G 0.008948 0.008397 0.003369 77 640: 37%|###6 | 62/168 [00:11<00:20, 5.24it/s]
175/499 4.32G 0.008948 0.008397 0.003369 77 640: 38%|###7 | 63/168 [00:11<00:19, 5.30it/s]
175/499 4.32G 0.008955 0.008373 0.003333 48 640: 38%|###7 | 63/168 [00:12<00:19, 5.30it/s]
175/499 4.32G 0.008955 0.008373 0.003333 48 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s]
175/499 4.32G 0.008935 0.00833 0.003297 51 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s]
175/499 4.32G 0.008935 0.00833 0.003297 51 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
175/499 4.32G 0.008951 0.008327 0.003273 72 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
175/499 4.32G 0.008951 0.008327 0.003273 72 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s]
175/499 4.32G 0.008977 0.008319 0.003276 60 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s]
175/499 4.32G 0.008977 0.008319 0.003276 60 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
175/499 4.32G 0.008957 0.008301 0.003258 62 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
175/499 4.32G 0.008957 0.008301 0.003258 62 640: 40%|#### | 68/168 [00:12<00:19, 5.26it/s]
175/499 4.32G 0.008976 0.008294 0.003224 59 640: 40%|#### | 68/168 [00:13<00:19, 5.26it/s]
175/499 4.32G 0.008976 0.008294 0.003224 59 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
175/499 4.32G 0.008965 0.008299 0.003237 80 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
175/499 4.32G 0.008965 0.008299 0.003237 80 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s]
175/499 4.32G 0.00893 0.008265 0.003301 59 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s]
175/499 4.32G 0.00893 0.008265 0.003301 59 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s]
175/499 4.32G 0.008958 0.008257 0.0033 56 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s]
175/499 4.32G 0.008958 0.008257 0.0033 56 640: 43%|####2 | 72/168 [00:13<00:17, 5.38it/s]
175/499 4.32G 0.00896 0.008262 0.003277 64 640: 43%|####2 | 72/168 [00:13<00:17, 5.38it/s]
175/499 4.32G 0.00896 0.008262 0.003277 64 640: 43%|####3 | 73/168 [00:13<00:18, 5.22it/s]
175/499 4.32G 0.008967 0.00829 0.003293 79 640: 43%|####3 | 73/168 [00:14<00:18, 5.22it/s]
175/499 4.32G 0.008967 0.00829 0.003293 79 640: 44%|####4 | 74/168 [00:14<00:17, 5.31it/s]
175/499 4.32G 0.008961 0.008307 0.003305 76 640: 44%|####4 | 74/168 [00:14<00:17, 5.31it/s]
175/499 4.32G 0.008961 0.008307 0.003305 76 640: 45%|####4 | 75/168 [00:14<00:17, 5.38it/s]
175/499 4.32G 0.008971 0.008298 0.003279 59 640: 45%|####4 | 75/168 [00:14<00:17, 5.38it/s]
175/499 4.32G 0.008971 0.008298 0.003279 59 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s]
175/499 4.32G 0.008983 0.008303 0.003277 71 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s]
175/499 4.32G 0.008983 0.008303 0.003277 71 640: 46%|####5 | 77/168 [00:14<00:17, 5.30it/s]
175/499 4.32G 0.008975 0.008298 0.003298 65 640: 46%|####5 | 77/168 [00:14<00:17, 5.30it/s]
175/499 4.32G 0.008975 0.008298 0.003298 65 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s]
175/499 4.32G 0.008995 0.00828 0.00333 61 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s]
175/499 4.32G 0.008995 0.00828 0.00333 61 640: 47%|####7 | 79/168 [00:14<00:17, 5.18it/s]
175/499 4.32G 0.009015 0.00831 0.003312 72 640: 47%|####7 | 79/168 [00:15<00:17, 5.18it/s]
175/499 4.32G 0.009015 0.00831 0.003312 72 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s]
175/499 4.32G 0.009005 0.008312 0.00333 72 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s]
175/499 4.32G 0.009005 0.008312 0.00333 72 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s]
175/499 4.32G 0.008997 0.00832 0.003355 68 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s]
175/499 4.32G 0.008997 0.00832 0.003355 68 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
175/499 4.32G 0.00899 0.008316 0.003348 66 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
175/499 4.32G 0.00899 0.008316 0.003348 66 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s]
175/499 4.32G 0.008994 0.008316 0.003356 74 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s]
175/499 4.32G 0.008994 0.008316 0.003356 74 640: 50%|##### | 84/168 [00:15<00:15, 5.36it/s]
175/499 4.32G 0.008986 0.008303 0.003338 50 640: 50%|##### | 84/168 [00:16<00:15, 5.36it/s]
175/499 4.32G 0.008986 0.008303 0.003338 50 640: 51%|##### | 85/168 [00:16<00:15, 5.24it/s]
175/499 4.32G 0.00897 0.008328 0.003332 80 640: 51%|##### | 85/168 [00:16<00:15, 5.24it/s]
175/499 4.32G 0.00897 0.008328 0.003332 80 640: 51%|#####1 | 86/168 [00:16<00:15, 5.31it/s]
175/499 4.32G 0.008985 0.008336 0.003346 74 640: 51%|#####1 | 86/168 [00:16<00:15, 5.31it/s]
175/499 4.32G 0.008985 0.008336 0.003346 74 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s]
175/499 4.32G 0.008989 0.008331 0.003356 65 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s]
175/499 4.32G 0.008989 0.008331 0.003356 65 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s]
175/499 4.32G 0.009008 0.008343 0.003346 67 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s]
175/499 4.32G 0.009008 0.008343 0.003346 67 640: 53%|#####2 | 89/168 [00:16<00:14, 5.30it/s]
175/499 4.32G 0.009004 0.008343 0.00333 68 640: 53%|#####2 | 89/168 [00:17<00:14, 5.30it/s]
175/499 4.32G 0.009004 0.008343 0.00333 68 640: 54%|#####3 | 90/168 [00:17<00:14, 5.29it/s]
175/499 4.32G 0.008995 0.008345 0.003322 77 640: 54%|#####3 | 90/168 [00:17<00:14, 5.29it/s]
175/499 4.32G 0.008995 0.008345 0.003322 77 640: 54%|#####4 | 91/168 [00:17<00:14, 5.14it/s]
175/499 4.32G 0.008985 0.00835 0.003349 78 640: 54%|#####4 | 91/168 [00:17<00:14, 5.14it/s]
175/499 4.32G 0.008985 0.00835 0.003349 78 640: 55%|#####4 | 92/168 [00:17<00:14, 5.24it/s]
175/499 4.32G 0.008986 0.008341 0.003357 65 640: 55%|#####4 | 92/168 [00:17<00:14, 5.24it/s]
175/499 4.32G 0.008986 0.008341 0.003357 65 640: 55%|#####5 | 93/168 [00:17<00:14, 5.26it/s]
175/499 4.32G 0.008979 0.00833 0.00337 63 640: 55%|#####5 | 93/168 [00:17<00:14, 5.26it/s]
175/499 4.32G 0.008979 0.00833 0.00337 63 640: 56%|#####5 | 94/168 [00:17<00:14, 5.15it/s]
175/499 4.32G 0.00897 0.00832 0.003336 58 640: 56%|#####5 | 94/168 [00:18<00:14, 5.15it/s]
175/499 4.32G 0.00897 0.00832 0.003336 58 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s]
175/499 4.32G 0.008968 0.008309 0.003317 61 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s]
175/499 4.32G 0.008968 0.008309 0.003317 61 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s]
175/499 4.32G 0.008976 0.008304 0.003318 63 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s]
175/499 4.32G 0.008976 0.008304 0.003318 63 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s]
175/499 4.32G 0.008978 0.008316 0.003338 70 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s]
175/499 4.32G 0.008978 0.008316 0.003338 70 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s]
175/499 4.32G 0.008975 0.00834 0.003337 84 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s]
175/499 4.32G 0.008975 0.00834 0.003337 84 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s]
175/499 4.32G 0.008984 0.008352 0.003321 69 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s]
175/499 4.32G 0.008984 0.008352 0.003321 69 640: 60%|#####9 | 100/168 [00:18<00:13, 5.17it/s]
175/499 4.32G 0.008974 0.008358 0.003303 79 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s]
175/499 4.32G 0.008974 0.008358 0.003303 79 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
175/499 4.32G 0.008962 0.008376 0.003321 81 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
175/499 4.32G 0.008962 0.008376 0.003321 81 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s]
175/499 4.32G 0.008959 0.008382 0.00331 82 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s]
175/499 4.32G 0.008959 0.008382 0.00331 82 640: 61%|######1 | 103/168 [00:19<00:12, 5.16it/s]
175/499 4.32G 0.008957 0.008389 0.0033 82 640: 61%|######1 | 103/168 [00:19<00:12, 5.16it/s]
175/499 4.32G 0.008957 0.008389 0.0033 82 640: 62%|######1 | 104/168 [00:19<00:12, 5.26it/s]
175/499 4.32G 0.00896 0.008403 0.003285 71 640: 62%|######1 | 104/168 [00:19<00:12, 5.26it/s]
175/499 4.32G 0.00896 0.008403 0.003285 71 640: 62%|######2 | 105/168 [00:19<00:11, 5.34it/s]
175/499 4.32G 0.008963 0.008408 0.003309 69 640: 62%|######2 | 105/168 [00:20<00:11, 5.34it/s]
175/499 4.32G 0.008963 0.008408 0.003309 69 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s]
175/499 4.32G 0.008974 0.008399 0.003314 61 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s]
175/499 4.32G 0.008974 0.008399 0.003314 61 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s]
175/499 4.32G 0.008959 0.008385 0.003311 53 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s]
175/499 4.32G 0.008959 0.008385 0.003311 53 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s]
175/499 4.32G 0.008969 0.008364 0.003312 67 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s]
175/499 4.32G 0.008969 0.008364 0.003312 67 640: 65%|######4 | 109/168 [00:20<00:11, 5.16it/s]
175/499 4.32G 0.008972 0.00836 0.003291 60 640: 65%|######4 | 109/168 [00:20<00:11, 5.16it/s]
175/499 4.32G 0.008972 0.00836 0.003291 60 640: 65%|######5 | 110/168 [00:20<00:11, 5.27it/s]
175/499 4.32G 0.008972 0.008378 0.003299 89 640: 65%|######5 | 110/168 [00:21<00:11, 5.27it/s]
175/499 4.32G 0.008972 0.008378 0.003299 89 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s]
175/499 4.32G 0.008978 0.008369 0.003287 68 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s]
175/499 4.32G 0.008978 0.008369 0.003287 68 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s]
175/499 4.32G 0.008978 0.008356 0.003355 70 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s]
175/499 4.32G 0.008978 0.008356 0.003355 70 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s]
175/499 4.32G 0.008979 0.008357 0.003346 70 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s]
175/499 4.32G 0.008979 0.008357 0.003346 70 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s]
175/499 4.32G 0.008965 0.008348 0.00335 64 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s]
175/499 4.32G 0.008965 0.008348 0.00335 64 640: 68%|######8 | 115/168 [00:21<00:10, 5.18it/s]
175/499 4.32G 0.008961 0.008341 0.003367 74 640: 68%|######8 | 115/168 [00:22<00:10, 5.18it/s]
175/499 4.32G 0.008961 0.008341 0.003367 74 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s]
175/499 4.32G 0.008968 0.008344 0.003354 61 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s]
175/499 4.32G 0.008968 0.008344 0.003354 61 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s]
175/499 4.32G 0.00897 0.008352 0.003336 69 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s]
175/499 4.32G 0.00897 0.008352 0.003336 69 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s]
175/499 4.32G 0.008969 0.008357 0.003328 78 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s]
175/499 4.32G 0.008969 0.008357 0.003328 78 640: 71%|####### | 119/168 [00:22<00:09, 5.23it/s]
175/499 4.32G 0.008974 0.008354 0.003342 69 640: 71%|####### | 119/168 [00:22<00:09, 5.23it/s]
175/499 4.32G 0.008974 0.008354 0.003342 69 640: 71%|#######1 | 120/168 [00:22<00:09, 5.32it/s]
175/499 4.32G 0.008977 0.008387 0.003342 83 640: 71%|#######1 | 120/168 [00:22<00:09, 5.32it/s]
175/499 4.32G 0.008977 0.008387 0.003342 83 640: 72%|#######2 | 121/168 [00:22<00:09, 5.17it/s]
175/499 4.32G 0.00898 0.008406 0.003346 83 640: 72%|#######2 | 121/168 [00:23<00:09, 5.17it/s]
175/499 4.32G 0.00898 0.008406 0.003346 83 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s]
175/499 4.32G 0.008993 0.008404 0.003358 66 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s]
175/499 4.32G 0.008993 0.008404 0.003358 66 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
175/499 4.32G 0.008983 0.008413 0.003374 84 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
175/499 4.32G 0.008983 0.008413 0.003374 84 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
175/499 4.32G 0.008985 0.008414 0.003361 62 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
175/499 4.32G 0.008985 0.008414 0.003361 62 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s]
175/499 4.32G 0.008987 0.008431 0.003351 74 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s]
175/499 4.32G 0.008987 0.008431 0.003351 74 640: 75%|#######5 | 126/168 [00:23<00:07, 5.29it/s]
175/499 4.32G 0.008969 0.00843 0.003334 71 640: 75%|#######5 | 126/168 [00:24<00:07, 5.29it/s]
175/499 4.32G 0.008969 0.00843 0.003334 71 640: 76%|#######5 | 127/168 [00:24<00:07, 5.16it/s]
175/499 4.32G 0.008974 0.008421 0.003324 60 640: 76%|#######5 | 127/168 [00:24<00:07, 5.16it/s]
175/499 4.32G 0.008974 0.008421 0.003324 60 640: 76%|#######6 | 128/168 [00:24<00:07, 5.23it/s]
175/499 4.32G 0.008966 0.008416 0.003324 63 640: 76%|#######6 | 128/168 [00:24<00:07, 5.23it/s]
175/499 4.32G 0.008966 0.008416 0.003324 63 640: 77%|#######6 | 129/168 [00:24<00:07, 5.29it/s]
175/499 4.32G 0.008967 0.008416 0.003333 62 640: 77%|#######6 | 129/168 [00:24<00:07, 5.29it/s]
175/499 4.32G 0.008967 0.008416 0.003333 62 640: 77%|#######7 | 130/168 [00:24<00:07, 5.19it/s]
175/499 4.32G 0.008964 0.008413 0.00332 55 640: 77%|#######7 | 130/168 [00:24<00:07, 5.19it/s]
175/499 4.32G 0.008964 0.008413 0.00332 55 640: 78%|#######7 | 131/168 [00:24<00:06, 5.29it/s]
175/499 4.32G 0.00896 0.008409 0.003314 64 640: 78%|#######7 | 131/168 [00:25<00:06, 5.29it/s]
175/499 4.32G 0.00896 0.008409 0.003314 64 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s]
175/499 4.32G 0.008963 0.008408 0.003341 80 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s]
175/499 4.32G 0.008963 0.008408 0.003341 80 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
175/499 4.32G 0.008972 0.008417 0.003351 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
175/499 4.32G 0.008972 0.008417 0.003351 65 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
175/499 4.32G 0.00897 0.008415 0.003336 69 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
175/499 4.32G 0.00897 0.008415 0.003336 69 640: 80%|######## | 135/168 [00:25<00:06, 5.39it/s]
175/499 4.32G 0.00898 0.008413 0.003332 62 640: 80%|######## | 135/168 [00:25<00:06, 5.39it/s]
175/499 4.32G 0.00898 0.008413 0.003332 62 640: 81%|######## | 136/168 [00:25<00:06, 5.25it/s]
175/499 4.32G 0.008997 0.008427 0.003328 72 640: 81%|######## | 136/168 [00:26<00:06, 5.25it/s]
175/499 4.32G 0.008997 0.008427 0.003328 72 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s]
175/499 4.32G 0.008996 0.00842 0.003345 65 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s]
175/499 4.32G 0.008996 0.00842 0.003345 65 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s]
175/499 4.32G 0.008994 0.00841 0.003348 70 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s]
175/499 4.32G 0.008994 0.00841 0.003348 70 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
175/499 4.32G 0.008997 0.008419 0.00334 72 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
175/499 4.32G 0.008997 0.008419 0.00334 72 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s]
175/499 4.32G 0.008985 0.008407 0.003343 68 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s]
175/499 4.32G 0.008985 0.008407 0.003343 68 640: 84%|########3 | 141/168 [00:26<00:05, 5.36it/s]
175/499 4.32G 0.008994 0.008414 0.003351 66 640: 84%|########3 | 141/168 [00:26<00:05, 5.36it/s]
175/499 4.32G 0.008994 0.008414 0.003351 66 640: 85%|########4 | 142/168 [00:26<00:04, 5.22it/s]
175/499 4.32G 0.008989 0.008427 0.003371 79 640: 85%|########4 | 142/168 [00:27<00:04, 5.22it/s]
175/499 4.32G 0.008989 0.008427 0.003371 79 640: 85%|########5 | 143/168 [00:27<00:04, 5.31it/s]
175/499 4.32G 0.00899 0.008422 0.003359 64 640: 85%|########5 | 143/168 [00:27<00:04, 5.31it/s]
175/499 4.32G 0.00899 0.008422 0.003359 64 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s]
175/499 4.32G 0.009004 0.008429 0.00337 70 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s]
175/499 4.32G 0.009004 0.008429 0.00337 70 640: 86%|########6 | 145/168 [00:27<00:04, 5.24it/s]
175/499 4.32G 0.009001 0.008429 0.003364 58 640: 86%|########6 | 145/168 [00:27<00:04, 5.24it/s]
175/499 4.32G 0.009001 0.008429 0.003364 58 640: 87%|########6 | 146/168 [00:27<00:04, 5.26it/s]
175/499 4.32G 0.008993 0.008419 0.003369 71 640: 87%|########6 | 146/168 [00:27<00:04, 5.26it/s]
175/499 4.32G 0.008993 0.008419 0.003369 71 640: 88%|########7 | 147/168 [00:27<00:03, 5.35it/s]
175/499 4.32G 0.008985 0.008414 0.003358 62 640: 88%|########7 | 147/168 [00:28<00:03, 5.35it/s]
175/499 4.32G 0.008985 0.008414 0.003358 62 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s]
175/499 4.32G 0.008993 0.008394 0.003365 54 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s]
175/499 4.32G 0.008993 0.008394 0.003365 54 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s]
175/499 4.32G 0.008995 0.008399 0.003362 75 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s]
175/499 4.32G 0.008995 0.008399 0.003362 75 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s]
175/499 4.32G 0.008986 0.008385 0.003349 59 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s]
175/499 4.32G 0.008986 0.008385 0.003349 59 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
175/499 4.32G 0.008997 0.008379 0.003337 68 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
175/499 4.32G 0.008997 0.008379 0.003337 68 640: 90%|######### | 152/168 [00:28<00:03, 5.29it/s]
175/499 4.32G 0.008993 0.008372 0.003327 59 640: 90%|######### | 152/168 [00:29<00:03, 5.29it/s]
175/499 4.32G 0.008993 0.008372 0.003327 59 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s]
175/499 4.32G 0.009005 0.008368 0.003311 55 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s]
175/499 4.32G 0.009005 0.008368 0.003311 55 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s]
175/499 4.32G 0.009002 0.008355 0.003316 60 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s]
175/499 4.32G 0.009002 0.008355 0.003316 60 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s]
175/499 4.32G 0.009009 0.008342 0.003329 54 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s]
175/499 4.32G 0.009009 0.008342 0.003329 54 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s]
175/499 4.32G 0.009005 0.008338 0.003347 61 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s]
175/499 4.32G 0.009005 0.008338 0.003347 61 640: 93%|#########3| 157/168 [00:29<00:02, 5.23it/s]
175/499 4.32G 0.008993 0.008336 0.003353 83 640: 93%|#########3| 157/168 [00:29<00:02, 5.23it/s]
175/499 4.32G 0.008993 0.008336 0.003353 83 640: 94%|#########4| 158/168 [00:29<00:01, 5.30it/s]
175/499 4.32G 0.008987 0.008332 0.003362 66 640: 94%|#########4| 158/168 [00:30<00:01, 5.30it/s]
175/499 4.32G 0.008987 0.008332 0.003362 66 640: 95%|#########4| 159/168 [00:30<00:01, 5.36it/s]
175/499 4.32G 0.008998 0.008328 0.003372 68 640: 95%|#########4| 159/168 [00:30<00:01, 5.36it/s]
175/499 4.32G 0.008998 0.008328 0.003372 68 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s]
175/499 4.32G 0.009001 0.008322 0.003378 62 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s]
175/499 4.32G 0.009001 0.008322 0.003378 62 640: 96%|#########5| 161/168 [00:30<00:01, 5.31it/s]
175/499 4.32G 0.008998 0.008317 0.003371 77 640: 96%|#########5| 161/168 [00:30<00:01, 5.31it/s]
175/499 4.32G 0.008998 0.008317 0.003371 77 640: 96%|#########6| 162/168 [00:30<00:01, 5.38it/s]
175/499 4.32G 0.008991 0.008325 0.003373 85 640: 96%|#########6| 162/168 [00:30<00:01, 5.38it/s]
175/499 4.32G 0.008991 0.008325 0.003373 85 640: 97%|#########7| 163/168 [00:30<00:00, 5.21it/s]
175/499 4.32G 0.008987 0.008327 0.003376 79 640: 97%|#########7| 163/168 [00:31<00:00, 5.21it/s]
175/499 4.32G 0.008987 0.008327 0.003376 79 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s]
175/499 4.32G 0.008982 0.008324 0.003396 52 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s]
175/499 4.32G 0.008982 0.008324 0.003396 52 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s]
175/499 4.32G 0.008989 0.008343 0.003389 87 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s]
175/499 4.32G 0.008989 0.008343 0.003389 87 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s]
175/499 4.32G 0.008999 0.008353 0.003409 75 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s]
175/499 4.32G 0.008999 0.008353 0.003409 75 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s]
175/499 4.32G 0.008997 0.00836 0.003413 33 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s]
175/499 4.32G 0.008997 0.00836 0.003413 33 640: 100%|##########| 168/168 [00:31<00:00, 5.46it/s]
175/499 4.32G 0.008997 0.00836 0.003413 33 640: 100%|##########| 168/168 [00:31<00:00, 5.28it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.86it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.46it/s]
all 132 263 0.845 0.854 0.895 0.77
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
176/499 4.32G 0.008762 0.008806 0.00516 63 640: 0%| | 0/168 [00:00<?, ?it/s]
176/499 4.32G 0.008762 0.008806 0.00516 63 640: 1%| | 1/168 [00:00<00:33, 4.96it/s]
176/499 4.32G 0.008734 0.008049 0.004818 60 640: 1%| | 1/168 [00:00<00:33, 4.96it/s]
176/499 4.32G 0.008734 0.008049 0.004818 60 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s]
176/499 4.32G 0.009125 0.008917 0.004054 86 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s]
176/499 4.32G 0.009125 0.008917 0.004054 86 640: 2%|1 | 3/168 [00:00<00:30, 5.36it/s]
176/499 4.32G 0.009031 0.008891 0.003776 62 640: 2%|1 | 3/168 [00:00<00:30, 5.36it/s]
176/499 4.32G 0.009031 0.008891 0.003776 62 640: 2%|2 | 4/168 [00:00<00:31, 5.14it/s]
176/499 4.32G 0.00883 0.008673 0.003985 72 640: 2%|2 | 4/168 [00:00<00:31, 5.14it/s]
176/499 4.32G 0.00883 0.008673 0.003985 72 640: 3%|2 | 5/168 [00:00<00:31, 5.20it/s]
176/499 4.32G 0.008572 0.008333 0.003706 61 640: 3%|2 | 5/168 [00:01<00:31, 5.20it/s]
176/499 4.32G 0.008572 0.008333 0.003706 61 640: 4%|3 | 6/168 [00:01<00:30, 5.29it/s]
176/499 4.32G 0.00869 0.008348 0.003346 65 640: 4%|3 | 6/168 [00:01<00:30, 5.29it/s]
176/499 4.32G 0.00869 0.008348 0.003346 65 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s]
176/499 4.32G 0.008657 0.008299 0.003278 81 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s]
176/499 4.32G 0.008657 0.008299 0.003278 81 640: 5%|4 | 8/168 [00:01<00:31, 5.11it/s]
176/499 4.32G 0.008597 0.008171 0.003576 64 640: 5%|4 | 8/168 [00:01<00:31, 5.11it/s]
176/499 4.32G 0.008597 0.008171 0.003576 64 640: 5%|5 | 9/168 [00:01<00:30, 5.22it/s]
176/499 4.32G 0.008681 0.008171 0.00335 62 640: 5%|5 | 9/168 [00:01<00:30, 5.22it/s]
176/499 4.32G 0.008681 0.008171 0.00335 62 640: 6%|5 | 10/168 [00:01<00:30, 5.11it/s]
176/499 4.32G 0.008697 0.008205 0.003273 72 640: 6%|5 | 10/168 [00:02<00:30, 5.11it/s]
176/499 4.32G 0.008697 0.008205 0.003273 72 640: 7%|6 | 11/168 [00:02<00:30, 5.22it/s]
176/499 4.32G 0.008687 0.008311 0.003348 77 640: 7%|6 | 11/168 [00:02<00:30, 5.22it/s]
176/499 4.32G 0.008687 0.008311 0.003348 77 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s]
176/499 4.32G 0.008627 0.008229 0.003228 72 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s]
176/499 4.32G 0.008627 0.008229 0.003228 72 640: 8%|7 | 13/168 [00:02<00:29, 5.18it/s]
176/499 4.32G 0.008604 0.008517 0.003201 99 640: 8%|7 | 13/168 [00:02<00:29, 5.18it/s]
176/499 4.32G 0.008604 0.008517 0.003201 99 640: 8%|8 | 14/168 [00:02<00:29, 5.31it/s]
176/499 4.32G 0.00865 0.008404 0.003329 61 640: 8%|8 | 14/168 [00:02<00:29, 5.31it/s]
176/499 4.32G 0.00865 0.008404 0.003329 61 640: 9%|8 | 15/168 [00:02<00:28, 5.35it/s]
176/499 4.32G 0.008552 0.008395 0.00345 80 640: 9%|8 | 15/168 [00:03<00:28, 5.35it/s]
176/499 4.32G 0.008552 0.008395 0.00345 80 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s]
176/499 4.32G 0.008622 0.008343 0.003528 64 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s]
176/499 4.32G 0.008622 0.008343 0.003528 64 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
176/499 4.32G 0.008615 0.008353 0.003444 72 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
176/499 4.32G 0.008615 0.008353 0.003444 72 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s]
176/499 4.32G 0.008606 0.008286 0.003463 65 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s]
176/499 4.32G 0.008606 0.008286 0.003463 65 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
176/499 4.32G 0.008563 0.008205 0.003589 66 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
176/499 4.32G 0.008563 0.008205 0.003589 66 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s]
176/499 4.32G 0.008586 0.008261 0.003552 76 640: 12%|#1 | 20/168 [00:04<00:28, 5.27it/s]
176/499 4.32G 0.008586 0.008261 0.003552 76 640: 12%|#2 | 21/168 [00:04<00:27, 5.35it/s]
176/499 4.32G 0.008677 0.008191 0.003503 54 640: 12%|#2 | 21/168 [00:04<00:27, 5.35it/s]
176/499 4.32G 0.008677 0.008191 0.003503 54 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s]
176/499 4.32G 0.00866 0.008209 0.00352 79 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s]
176/499 4.32G 0.00866 0.008209 0.00352 79 640: 14%|#3 | 23/168 [00:04<00:27, 5.23it/s]
176/499 4.32G 0.008674 0.008165 0.003588 51 640: 14%|#3 | 23/168 [00:04<00:27, 5.23it/s]
176/499 4.32G 0.008674 0.008165 0.003588 51 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
176/499 4.32G 0.008714 0.008158 0.003584 58 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
176/499 4.32G 0.008714 0.008158 0.003584 58 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s]
176/499 4.32G 0.008714 0.008306 0.003582 81 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s]
176/499 4.32G 0.008714 0.008306 0.003582 81 640: 15%|#5 | 26/168 [00:04<00:26, 5.27it/s]
176/499 4.32G 0.008763 0.008422 0.0036 76 640: 15%|#5 | 26/168 [00:05<00:26, 5.27it/s]
176/499 4.32G 0.008763 0.008422 0.0036 76 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s]
176/499 4.32G 0.008762 0.008451 0.003561 76 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s]
176/499 4.32G 0.008762 0.008451 0.003561 76 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s]
176/499 4.32G 0.00884 0.008415 0.003526 63 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s]
176/499 4.32G 0.00884 0.008415 0.003526 63 640: 17%|#7 | 29/168 [00:05<00:26, 5.28it/s]
176/499 4.32G 0.008798 0.008392 0.003488 65 640: 17%|#7 | 29/168 [00:05<00:26, 5.28it/s]
176/499 4.32G 0.008798 0.008392 0.003488 65 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
176/499 4.32G 0.008779 0.008369 0.003432 58 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
176/499 4.32G 0.008779 0.008369 0.003432 58 640: 18%|#8 | 31/168 [00:05<00:26, 5.19it/s]
176/499 4.32G 0.008757 0.008422 0.003408 83 640: 18%|#8 | 31/168 [00:06<00:26, 5.19it/s]
176/499 4.32G 0.008757 0.008422 0.003408 83 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s]
176/499 4.32G 0.008746 0.008386 0.003431 64 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s]
176/499 4.32G 0.008746 0.008386 0.003431 64 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s]
176/499 4.32G 0.008814 0.008348 0.003544 60 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s]
176/499 4.32G 0.008814 0.008348 0.003544 60 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s]
176/499 4.32G 0.008822 0.008327 0.003492 63 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s]
176/499 4.32G 0.008822 0.008327 0.003492 63 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
176/499 4.32G 0.008807 0.008336 0.003464 76 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
176/499 4.32G 0.008807 0.008336 0.003464 76 640: 21%|##1 | 36/168 [00:06<00:24, 5.32it/s]
176/499 4.32G 0.008793 0.008322 0.003512 74 640: 21%|##1 | 36/168 [00:07<00:24, 5.32it/s]
176/499 4.32G 0.008793 0.008322 0.003512 74 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s]
176/499 4.32G 0.008802 0.008319 0.003558 68 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s]
176/499 4.32G 0.008802 0.008319 0.003558 68 640: 23%|##2 | 38/168 [00:07<00:24, 5.23it/s]
176/499 4.32G 0.008851 0.008317 0.003579 68 640: 23%|##2 | 38/168 [00:07<00:24, 5.23it/s]
176/499 4.32G 0.008851 0.008317 0.003579 68 640: 23%|##3 | 39/168 [00:07<00:24, 5.27it/s]
176/499 4.32G 0.008832 0.008397 0.00355 81 640: 23%|##3 | 39/168 [00:07<00:24, 5.27it/s]
176/499 4.32G 0.008832 0.008397 0.00355 81 640: 24%|##3 | 40/168 [00:07<00:24, 5.13it/s]
176/499 4.32G 0.00883 0.008449 0.003538 85 640: 24%|##3 | 40/168 [00:07<00:24, 5.13it/s]
176/499 4.32G 0.00883 0.008449 0.003538 85 640: 24%|##4 | 41/168 [00:07<00:24, 5.24it/s]
176/499 4.32G 0.008829 0.008502 0.003557 97 640: 24%|##4 | 41/168 [00:08<00:24, 5.24it/s]
176/499 4.32G 0.008829 0.008502 0.003557 97 640: 25%|##5 | 42/168 [00:08<00:23, 5.31it/s]
176/499 4.32G 0.008849 0.008522 0.003605 77 640: 25%|##5 | 42/168 [00:08<00:23, 5.31it/s]
176/499 4.32G 0.008849 0.008522 0.003605 77 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s]
176/499 4.32G 0.008877 0.008568 0.003607 75 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s]
176/499 4.32G 0.008877 0.008568 0.003607 75 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s]
176/499 4.32G 0.008859 0.008528 0.003641 58 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s]
176/499 4.32G 0.008859 0.008528 0.003641 58 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s]
176/499 4.32G 0.008858 0.008515 0.003617 63 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s]
176/499 4.32G 0.008858 0.008515 0.003617 63 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s]
176/499 4.32G 0.008866 0.00852 0.003645 66 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s]
176/499 4.32G 0.008866 0.00852 0.003645 66 640: 28%|##7 | 47/168 [00:08<00:23, 5.22it/s]
176/499 4.32G 0.008857 0.008545 0.003674 88 640: 28%|##7 | 47/168 [00:09<00:23, 5.22it/s]
176/499 4.32G 0.008857 0.008545 0.003674 88 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s]
176/499 4.32G 0.008857 0.008564 0.003665 76 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s]
176/499 4.32G 0.008857 0.008564 0.003665 76 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s]
176/499 4.32G 0.008863 0.008598 0.003642 80 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s]
176/499 4.32G 0.008863 0.008598 0.003642 80 640: 30%|##9 | 50/168 [00:09<00:22, 5.25it/s]
176/499 4.32G 0.008869 0.008575 0.003626 68 640: 30%|##9 | 50/168 [00:09<00:22, 5.25it/s]
176/499 4.32G 0.008869 0.008575 0.003626 68 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s]
176/499 4.32G 0.008865 0.008595 0.003575 70 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s]
176/499 4.32G 0.008865 0.008595 0.003575 70 640: 31%|### | 52/168 [00:09<00:22, 5.11it/s]
176/499 4.32G 0.008872 0.008576 0.003548 66 640: 31%|### | 52/168 [00:10<00:22, 5.11it/s]
176/499 4.32G 0.008872 0.008576 0.003548 66 640: 32%|###1 | 53/168 [00:10<00:21, 5.23it/s]
176/499 4.32G 0.008888 0.008582 0.00356 69 640: 32%|###1 | 53/168 [00:10<00:21, 5.23it/s]
176/499 4.32G 0.008888 0.008582 0.00356 69 640: 32%|###2 | 54/168 [00:10<00:21, 5.29it/s]
176/499 4.32G 0.00888 0.008565 0.003541 63 640: 32%|###2 | 54/168 [00:10<00:21, 5.29it/s]
176/499 4.32G 0.00888 0.008565 0.003541 63 640: 33%|###2 | 55/168 [00:10<00:21, 5.15it/s]
176/499 4.32G 0.008933 0.008553 0.003552 59 640: 33%|###2 | 55/168 [00:10<00:21, 5.15it/s]
176/499 4.32G 0.008933 0.008553 0.003552 59 640: 33%|###3 | 56/168 [00:10<00:21, 5.26it/s]
176/499 4.32G 0.008943 0.008596 0.003551 76 640: 33%|###3 | 56/168 [00:10<00:21, 5.26it/s]
176/499 4.32G 0.008943 0.008596 0.003551 76 640: 34%|###3 | 57/168 [00:10<00:20, 5.32it/s]
176/499 4.32G 0.008922 0.008587 0.003541 70 640: 34%|###3 | 57/168 [00:11<00:20, 5.32it/s]
176/499 4.32G 0.008922 0.008587 0.003541 70 640: 35%|###4 | 58/168 [00:11<00:21, 5.20it/s]
176/499 4.32G 0.008903 0.008555 0.003539 61 640: 35%|###4 | 58/168 [00:11<00:21, 5.20it/s]
176/499 4.32G 0.008903 0.008555 0.003539 61 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s]
176/499 4.32G 0.008887 0.008553 0.003537 67 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s]
176/499 4.32G 0.008887 0.008553 0.003537 67 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s]
176/499 4.32G 0.008901 0.008544 0.003562 74 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s]
176/499 4.32G 0.008901 0.008544 0.003562 74 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s]
176/499 4.32G 0.008886 0.008584 0.003583 79 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s]
176/499 4.32G 0.008886 0.008584 0.003583 79 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s]
176/499 4.32G 0.008872 0.008573 0.003589 73 640: 37%|###6 | 62/168 [00:12<00:20, 5.29it/s]
176/499 4.32G 0.008872 0.008573 0.003589 73 640: 38%|###7 | 63/168 [00:12<00:19, 5.32it/s]
176/499 4.32G 0.008877 0.008582 0.003574 67 640: 38%|###7 | 63/168 [00:12<00:19, 5.32it/s]
176/499 4.32G 0.008877 0.008582 0.003574 67 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s]
176/499 4.32G 0.008871 0.008592 0.003606 71 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s]
176/499 4.32G 0.008871 0.008592 0.003606 71 640: 39%|###8 | 65/168 [00:12<00:19, 5.20it/s]
176/499 4.32G 0.008855 0.008572 0.003591 63 640: 39%|###8 | 65/168 [00:12<00:19, 5.20it/s]
176/499 4.32G 0.008855 0.008572 0.003591 63 640: 39%|###9 | 66/168 [00:12<00:19, 5.30it/s]
176/499 4.32G 0.008842 0.008554 0.003579 71 640: 39%|###9 | 66/168 [00:12<00:19, 5.30it/s]
176/499 4.32G 0.008842 0.008554 0.003579 71 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
176/499 4.32G 0.008827 0.00856 0.003555 72 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
176/499 4.32G 0.008827 0.00856 0.003555 72 640: 40%|#### | 68/168 [00:12<00:18, 5.28it/s]
176/499 4.32G 0.008809 0.008554 0.003539 80 640: 40%|#### | 68/168 [00:13<00:18, 5.28it/s]
176/499 4.32G 0.008809 0.008554 0.003539 80 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s]
176/499 4.32G 0.008801 0.00856 0.003523 71 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s]
176/499 4.32G 0.008801 0.00856 0.003523 71 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s]
176/499 4.32G 0.008809 0.008552 0.003523 62 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s]
176/499 4.32G 0.008809 0.008552 0.003523 62 640: 42%|####2 | 71/168 [00:13<00:18, 5.20it/s]
176/499 4.32G 0.008808 0.008551 0.003506 69 640: 42%|####2 | 71/168 [00:13<00:18, 5.20it/s]
176/499 4.32G 0.008808 0.008551 0.003506 69 640: 43%|####2 | 72/168 [00:13<00:18, 5.30it/s]
176/499 4.32G 0.008842 0.008562 0.003478 65 640: 43%|####2 | 72/168 [00:13<00:18, 5.30it/s]
176/499 4.32G 0.008842 0.008562 0.003478 65 640: 43%|####3 | 73/168 [00:13<00:18, 5.15it/s]
176/499 4.32G 0.00886 0.008584 0.003476 76 640: 43%|####3 | 73/168 [00:14<00:18, 5.15it/s]
176/499 4.32G 0.00886 0.008584 0.003476 76 640: 44%|####4 | 74/168 [00:14<00:17, 5.23it/s]
176/499 4.32G 0.008847 0.008574 0.003463 64 640: 44%|####4 | 74/168 [00:14<00:17, 5.23it/s]
176/499 4.32G 0.008847 0.008574 0.003463 64 640: 45%|####4 | 75/168 [00:14<00:17, 5.24it/s]
176/499 4.32G 0.008837 0.008574 0.003467 76 640: 45%|####4 | 75/168 [00:14<00:17, 5.24it/s]
176/499 4.32G 0.008837 0.008574 0.003467 76 640: 45%|####5 | 76/168 [00:14<00:18, 5.10it/s]
176/499 4.32G 0.008837 0.008573 0.003438 57 640: 45%|####5 | 76/168 [00:14<00:18, 5.10it/s]
176/499 4.32G 0.008837 0.008573 0.003438 57 640: 46%|####5 | 77/168 [00:14<00:17, 5.20it/s]
176/499 4.32G 0.008834 0.008554 0.003403 56 640: 46%|####5 | 77/168 [00:14<00:17, 5.20it/s]
176/499 4.32G 0.008834 0.008554 0.003403 56 640: 46%|####6 | 78/168 [00:14<00:17, 5.28it/s]
176/499 4.32G 0.008827 0.008542 0.003428 58 640: 46%|####6 | 78/168 [00:15<00:17, 5.28it/s]
176/499 4.32G 0.008827 0.008542 0.003428 58 640: 47%|####7 | 79/168 [00:15<00:17, 5.13it/s]
176/499 4.32G 0.008829 0.008562 0.003413 76 640: 47%|####7 | 79/168 [00:15<00:17, 5.13it/s]
176/499 4.32G 0.008829 0.008562 0.003413 76 640: 48%|####7 | 80/168 [00:15<00:16, 5.20it/s]
176/499 4.32G 0.008841 0.008583 0.003409 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.20it/s]
176/499 4.32G 0.008841 0.008583 0.003409 70 640: 48%|####8 | 81/168 [00:15<00:16, 5.29it/s]
176/499 4.32G 0.008846 0.008585 0.003401 60 640: 48%|####8 | 81/168 [00:15<00:16, 5.29it/s]
176/499 4.32G 0.008846 0.008585 0.003401 60 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s]
176/499 4.32G 0.008848 0.008566 0.00339 59 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s]
176/499 4.32G 0.008848 0.008566 0.00339 59 640: 49%|####9 | 83/168 [00:15<00:16, 5.19it/s]
176/499 4.32G 0.008867 0.008564 0.003384 66 640: 49%|####9 | 83/168 [00:16<00:16, 5.19it/s]
176/499 4.32G 0.008867 0.008564 0.003384 66 640: 50%|##### | 84/168 [00:16<00:15, 5.27it/s]
176/499 4.32G 0.008859 0.008562 0.003359 71 640: 50%|##### | 84/168 [00:16<00:15, 5.27it/s]
176/499 4.32G 0.008859 0.008562 0.003359 71 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s]
176/499 4.32G 0.008873 0.008557 0.003334 60 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s]
176/499 4.32G 0.008873 0.008557 0.003334 60 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
176/499 4.32G 0.008885 0.008565 0.003313 63 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
176/499 4.32G 0.008885 0.008565 0.003313 63 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
176/499 4.32G 0.008877 0.008568 0.003348 71 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
176/499 4.32G 0.008877 0.008568 0.003348 71 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
176/499 4.32G 0.00889 0.008548 0.003368 59 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
176/499 4.32G 0.00889 0.008548 0.003368 59 640: 53%|#####2 | 89/168 [00:16<00:15, 5.27it/s]
176/499 4.32G 0.008884 0.008535 0.003355 71 640: 53%|#####2 | 89/168 [00:17<00:15, 5.27it/s]
176/499 4.32G 0.008884 0.008535 0.003355 71 640: 54%|#####3 | 90/168 [00:17<00:14, 5.31it/s]
176/499 4.32G 0.008881 0.008535 0.003344 68 640: 54%|#####3 | 90/168 [00:17<00:14, 5.31it/s]
176/499 4.32G 0.008881 0.008535 0.003344 68 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s]
176/499 4.32G 0.008876 0.008543 0.003342 68 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s]
176/499 4.32G 0.008876 0.008543 0.003342 68 640: 55%|#####4 | 92/168 [00:17<00:14, 5.23it/s]
176/499 4.32G 0.008881 0.00854 0.00333 73 640: 55%|#####4 | 92/168 [00:17<00:14, 5.23it/s]
176/499 4.32G 0.008881 0.00854 0.00333 73 640: 55%|#####5 | 93/168 [00:17<00:14, 5.29it/s]
176/499 4.32G 0.008904 0.008557 0.003337 66 640: 55%|#####5 | 93/168 [00:17<00:14, 5.29it/s]
176/499 4.32G 0.008904 0.008557 0.003337 66 640: 56%|#####5 | 94/168 [00:17<00:14, 5.14it/s]
176/499 4.32G 0.008888 0.008557 0.003356 66 640: 56%|#####5 | 94/168 [00:18<00:14, 5.14it/s]
176/499 4.32G 0.008888 0.008557 0.003356 66 640: 57%|#####6 | 95/168 [00:18<00:13, 5.22it/s]
176/499 4.32G 0.008888 0.008535 0.003359 58 640: 57%|#####6 | 95/168 [00:18<00:13, 5.22it/s]
176/499 4.32G 0.008888 0.008535 0.003359 58 640: 57%|#####7 | 96/168 [00:18<00:13, 5.28it/s]
176/499 4.32G 0.008899 0.008549 0.003367 79 640: 57%|#####7 | 96/168 [00:18<00:13, 5.28it/s]
176/499 4.32G 0.008899 0.008549 0.003367 79 640: 58%|#####7 | 97/168 [00:18<00:13, 5.11it/s]
176/499 4.32G 0.008906 0.008542 0.00336 61 640: 58%|#####7 | 97/168 [00:18<00:13, 5.11it/s]
176/499 4.32G 0.008906 0.008542 0.00336 61 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s]
176/499 4.32G 0.008898 0.008555 0.00337 83 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s]
176/499 4.32G 0.008898 0.008555 0.00337 83 640: 59%|#####8 | 99/168 [00:18<00:13, 5.30it/s]
176/499 4.32G 0.008899 0.008574 0.003374 76 640: 59%|#####8 | 99/168 [00:19<00:13, 5.30it/s]
176/499 4.32G 0.008899 0.008574 0.003374 76 640: 60%|#####9 | 100/168 [00:19<00:13, 5.16it/s]
176/499 4.32G 0.008893 0.008566 0.003386 67 640: 60%|#####9 | 100/168 [00:19<00:13, 5.16it/s]
176/499 4.32G 0.008893 0.008566 0.003386 67 640: 60%|###### | 101/168 [00:19<00:12, 5.23it/s]
176/499 4.32G 0.008901 0.008576 0.003371 69 640: 60%|###### | 101/168 [00:19<00:12, 5.23it/s]
176/499 4.32G 0.008901 0.008576 0.003371 69 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s]
176/499 4.32G 0.008898 0.008572 0.003346 60 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s]
176/499 4.32G 0.008898 0.008572 0.003346 60 640: 61%|######1 | 103/168 [00:19<00:12, 5.16it/s]
176/499 4.32G 0.008895 0.008578 0.003364 68 640: 61%|######1 | 103/168 [00:19<00:12, 5.16it/s]
176/499 4.32G 0.008895 0.008578 0.003364 68 640: 62%|######1 | 104/168 [00:19<00:12, 5.25it/s]
176/499 4.32G 0.008893 0.008575 0.003367 71 640: 62%|######1 | 104/168 [00:20<00:12, 5.25it/s]
176/499 4.32G 0.008893 0.008575 0.003367 71 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s]
176/499 4.32G 0.008891 0.008571 0.003343 67 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s]
176/499 4.32G 0.008891 0.008571 0.003343 67 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s]
176/499 4.32G 0.008894 0.008573 0.003346 74 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s]
176/499 4.32G 0.008894 0.008573 0.003346 74 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s]
176/499 4.32G 0.008894 0.008606 0.003342 84 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s]
176/499 4.32G 0.008894 0.008606 0.003342 84 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s]
176/499 4.32G 0.008899 0.008602 0.003345 65 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s]
176/499 4.32G 0.008899 0.008602 0.003345 65 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s]
176/499 4.32G 0.008891 0.008586 0.003338 66 640: 65%|######4 | 109/168 [00:21<00:11, 5.18it/s]
176/499 4.32G 0.008891 0.008586 0.003338 66 640: 65%|######5 | 110/168 [00:21<00:11, 5.27it/s]
176/499 4.32G 0.008887 0.008602 0.003327 83 640: 65%|######5 | 110/168 [00:21<00:11, 5.27it/s]
176/499 4.32G 0.008887 0.008602 0.003327 83 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s]
176/499 4.32G 0.008882 0.008584 0.003345 56 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s]
176/499 4.32G 0.008882 0.008584 0.003345 56 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
176/499 4.32G 0.00888 0.008576 0.003331 56 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
176/499 4.32G 0.00888 0.008576 0.003331 56 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s]
176/499 4.32G 0.008869 0.008565 0.003313 69 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s]
176/499 4.32G 0.008869 0.008565 0.003313 69 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s]
176/499 4.32G 0.008867 0.008548 0.003354 62 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s]
176/499 4.32G 0.008867 0.008548 0.003354 62 640: 68%|######8 | 115/168 [00:21<00:10, 5.14it/s]
176/499 4.32G 0.008863 0.008539 0.003357 61 640: 68%|######8 | 115/168 [00:22<00:10, 5.14it/s]
176/499 4.32G 0.008863 0.008539 0.003357 61 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s]
176/499 4.32G 0.008859 0.008527 0.003366 59 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s]
176/499 4.32G 0.008859 0.008527 0.003366 59 640: 70%|######9 | 117/168 [00:22<00:09, 5.30it/s]
176/499 4.32G 0.00886 0.008516 0.00336 63 640: 70%|######9 | 117/168 [00:22<00:09, 5.30it/s]
176/499 4.32G 0.00886 0.008516 0.00336 63 640: 70%|####### | 118/168 [00:22<00:09, 5.12it/s]
176/499 4.32G 0.00884 0.008505 0.003364 59 640: 70%|####### | 118/168 [00:22<00:09, 5.12it/s]
176/499 4.32G 0.00884 0.008505 0.003364 59 640: 71%|####### | 119/168 [00:22<00:09, 5.20it/s]
176/499 4.32G 0.008835 0.008499 0.003358 82 640: 71%|####### | 119/168 [00:22<00:09, 5.20it/s]
176/499 4.32G 0.008835 0.008499 0.003358 82 640: 71%|#######1 | 120/168 [00:22<00:09, 5.28it/s]
176/499 4.32G 0.008843 0.008498 0.003349 67 640: 71%|#######1 | 120/168 [00:23<00:09, 5.28it/s]
176/499 4.32G 0.008843 0.008498 0.003349 67 640: 72%|#######2 | 121/168 [00:23<00:09, 5.10it/s]
176/499 4.32G 0.008838 0.008504 0.003329 78 640: 72%|#######2 | 121/168 [00:23<00:09, 5.10it/s]
176/499 4.32G 0.008838 0.008504 0.003329 78 640: 73%|#######2 | 122/168 [00:23<00:08, 5.19it/s]
176/499 4.32G 0.008834 0.008518 0.003326 90 640: 73%|#######2 | 122/168 [00:23<00:08, 5.19it/s]
176/499 4.32G 0.008834 0.008518 0.003326 90 640: 73%|#######3 | 123/168 [00:23<00:08, 5.22it/s]
176/499 4.32G 0.008834 0.008518 0.003328 63 640: 73%|#######3 | 123/168 [00:23<00:08, 5.22it/s]
176/499 4.32G 0.008834 0.008518 0.003328 63 640: 74%|#######3 | 124/168 [00:23<00:08, 5.01it/s]
176/499 4.32G 0.008832 0.008528 0.003321 76 640: 74%|#######3 | 124/168 [00:23<00:08, 5.01it/s]
176/499 4.32G 0.008832 0.008528 0.003321 76 640: 74%|#######4 | 125/168 [00:23<00:08, 5.12it/s]
176/499 4.32G 0.00884 0.008536 0.003313 70 640: 74%|#######4 | 125/168 [00:24<00:08, 5.12it/s]
176/499 4.32G 0.00884 0.008536 0.003313 70 640: 75%|#######5 | 126/168 [00:24<00:08, 5.20it/s]
176/499 4.32G 0.008842 0.008534 0.003293 71 640: 75%|#######5 | 126/168 [00:24<00:08, 5.20it/s]
176/499 4.32G 0.008842 0.008534 0.003293 71 640: 76%|#######5 | 127/168 [00:24<00:08, 5.07it/s]
176/499 4.32G 0.008851 0.008531 0.003303 72 640: 76%|#######5 | 127/168 [00:24<00:08, 5.07it/s]
176/499 4.32G 0.008851 0.008531 0.003303 72 640: 76%|#######6 | 128/168 [00:24<00:07, 5.18it/s]
176/499 4.32G 0.008847 0.008527 0.003312 70 640: 76%|#######6 | 128/168 [00:24<00:07, 5.18it/s]
176/499 4.32G 0.008847 0.008527 0.003312 70 640: 77%|#######6 | 129/168 [00:24<00:07, 5.23it/s]
176/499 4.32G 0.008862 0.008518 0.003301 62 640: 77%|#######6 | 129/168 [00:24<00:07, 5.23it/s]
176/499 4.32G 0.008862 0.008518 0.003301 62 640: 77%|#######7 | 130/168 [00:24<00:07, 5.12it/s]
176/499 4.32G 0.008846 0.008508 0.003323 77 640: 77%|#######7 | 130/168 [00:25<00:07, 5.12it/s]
176/499 4.32G 0.008846 0.008508 0.003323 77 640: 78%|#######7 | 131/168 [00:25<00:07, 5.17it/s]
176/499 4.32G 0.008846 0.008503 0.003333 70 640: 78%|#######7 | 131/168 [00:25<00:07, 5.17it/s]
176/499 4.32G 0.008846 0.008503 0.003333 70 640: 79%|#######8 | 132/168 [00:25<00:06, 5.21it/s]
176/499 4.32G 0.008844 0.008497 0.003338 65 640: 79%|#######8 | 132/168 [00:25<00:06, 5.21it/s]
176/499 4.32G 0.008844 0.008497 0.003338 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.09it/s]
176/499 4.32G 0.008841 0.008496 0.003326 72 640: 79%|#######9 | 133/168 [00:25<00:06, 5.09it/s]
176/499 4.32G 0.008841 0.008496 0.003326 72 640: 80%|#######9 | 134/168 [00:25<00:06, 5.21it/s]
176/499 4.32G 0.008837 0.008496 0.003317 70 640: 80%|#######9 | 134/168 [00:25<00:06, 5.21it/s]
176/499 4.32G 0.008837 0.008496 0.003317 70 640: 80%|######## | 135/168 [00:25<00:06, 5.27it/s]
176/499 4.32G 0.008848 0.008492 0.003312 68 640: 80%|######## | 135/168 [00:26<00:06, 5.27it/s]
176/499 4.32G 0.008848 0.008492 0.003312 68 640: 81%|######## | 136/168 [00:26<00:06, 5.14it/s]
176/499 4.32G 0.008849 0.008491 0.003308 69 640: 81%|######## | 136/168 [00:26<00:06, 5.14it/s]
176/499 4.32G 0.008849 0.008491 0.003308 69 640: 82%|########1 | 137/168 [00:26<00:05, 5.24it/s]
176/499 4.32G 0.008847 0.008481 0.003293 64 640: 82%|########1 | 137/168 [00:26<00:05, 5.24it/s]
176/499 4.32G 0.008847 0.008481 0.003293 64 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s]
176/499 4.32G 0.008852 0.008494 0.003291 72 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s]
176/499 4.32G 0.008852 0.008494 0.003291 72 640: 83%|########2 | 139/168 [00:26<00:05, 5.12it/s]
176/499 4.32G 0.008846 0.008495 0.003293 78 640: 83%|########2 | 139/168 [00:26<00:05, 5.12it/s]
176/499 4.32G 0.008846 0.008495 0.003293 78 640: 83%|########3 | 140/168 [00:26<00:05, 5.22it/s]
176/499 4.32G 0.008843 0.008497 0.003284 72 640: 83%|########3 | 140/168 [00:26<00:05, 5.22it/s]
176/499 4.32G 0.008843 0.008497 0.003284 72 640: 84%|########3 | 141/168 [00:26<00:05, 5.30it/s]
176/499 4.32G 0.008845 0.008482 0.003278 67 640: 84%|########3 | 141/168 [00:27<00:05, 5.30it/s]
176/499 4.32G 0.008845 0.008482 0.003278 67 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s]
176/499 4.32G 0.008844 0.008475 0.003262 64 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s]
176/499 4.32G 0.008844 0.008475 0.003262 64 640: 85%|########5 | 143/168 [00:27<00:04, 5.20it/s]
176/499 4.32G 0.008843 0.008485 0.003271 73 640: 85%|########5 | 143/168 [00:27<00:04, 5.20it/s]
176/499 4.32G 0.008843 0.008485 0.003271 73 640: 86%|########5 | 144/168 [00:27<00:04, 5.27it/s]
176/499 4.32G 0.008857 0.008491 0.003266 67 640: 86%|########5 | 144/168 [00:27<00:04, 5.27it/s]
176/499 4.32G 0.008857 0.008491 0.003266 67 640: 86%|########6 | 145/168 [00:27<00:04, 5.12it/s]
176/499 4.32G 0.008863 0.008497 0.003261 68 640: 86%|########6 | 145/168 [00:27<00:04, 5.12it/s]
176/499 4.32G 0.008863 0.008497 0.003261 68 640: 87%|########6 | 146/168 [00:27<00:04, 5.16it/s]
176/499 4.32G 0.008861 0.008489 0.00328 66 640: 87%|########6 | 146/168 [00:28<00:04, 5.16it/s]
176/499 4.32G 0.008861 0.008489 0.00328 66 640: 88%|########7 | 147/168 [00:28<00:04, 5.22it/s]
176/499 4.32G 0.008853 0.008475 0.003279 66 640: 88%|########7 | 147/168 [00:28<00:04, 5.22it/s]
176/499 4.32G 0.008853 0.008475 0.003279 66 640: 88%|########8 | 148/168 [00:28<00:03, 5.09it/s]
176/499 4.32G 0.00885 0.008473 0.003289 70 640: 88%|########8 | 148/168 [00:28<00:03, 5.09it/s]
176/499 4.32G 0.00885 0.008473 0.003289 70 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s]
176/499 4.32G 0.008847 0.008484 0.003288 83 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s]
176/499 4.32G 0.008847 0.008484 0.003288 83 640: 89%|########9 | 150/168 [00:28<00:03, 5.29it/s]
176/499 4.32G 0.008846 0.008461 0.003279 48 640: 89%|########9 | 150/168 [00:28<00:03, 5.29it/s]
176/499 4.32G 0.008846 0.008461 0.003279 48 640: 90%|########9 | 151/168 [00:28<00:03, 5.18it/s]
176/499 4.32G 0.008853 0.008466 0.00327 57 640: 90%|########9 | 151/168 [00:29<00:03, 5.18it/s]
176/499 4.32G 0.008853 0.008466 0.00327 57 640: 90%|######### | 152/168 [00:29<00:03, 5.29it/s]
176/499 4.32G 0.008852 0.008451 0.003269 54 640: 90%|######### | 152/168 [00:29<00:03, 5.29it/s]
176/499 4.32G 0.008852 0.008451 0.003269 54 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s]
176/499 4.32G 0.008847 0.008444 0.003255 52 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s]
176/499 4.32G 0.008847 0.008444 0.003255 52 640: 92%|#########1| 154/168 [00:29<00:02, 5.18it/s]
176/499 4.32G 0.008859 0.008439 0.003239 67 640: 92%|#########1| 154/168 [00:29<00:02, 5.18it/s]
176/499 4.32G 0.008859 0.008439 0.003239 67 640: 92%|#########2| 155/168 [00:29<00:02, 5.22it/s]
176/499 4.32G 0.00886 0.008429 0.003237 63 640: 92%|#########2| 155/168 [00:29<00:02, 5.22it/s]
176/499 4.32G 0.00886 0.008429 0.003237 63 640: 93%|#########2| 156/168 [00:29<00:02, 5.29it/s]
176/499 4.32G 0.008879 0.008437 0.003227 68 640: 93%|#########2| 156/168 [00:30<00:02, 5.29it/s]
176/499 4.32G 0.008879 0.008437 0.003227 68 640: 93%|#########3| 157/168 [00:30<00:02, 5.15it/s]
176/499 4.32G 0.008882 0.008423 0.003209 57 640: 93%|#########3| 157/168 [00:30<00:02, 5.15it/s]
176/499 4.32G 0.008882 0.008423 0.003209 57 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s]
176/499 4.32G 0.008883 0.008421 0.003202 63 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s]
176/499 4.32G 0.008883 0.008421 0.003202 63 640: 95%|#########4| 159/168 [00:30<00:01, 5.29it/s]
176/499 4.32G 0.008875 0.008414 0.003194 57 640: 95%|#########4| 159/168 [00:30<00:01, 5.29it/s]
176/499 4.32G 0.008875 0.008414 0.003194 57 640: 95%|#########5| 160/168 [00:30<00:01, 5.14it/s]
176/499 4.32G 0.00888 0.008419 0.003191 64 640: 95%|#########5| 160/168 [00:30<00:01, 5.14it/s]
176/499 4.32G 0.00888 0.008419 0.003191 64 640: 96%|#########5| 161/168 [00:30<00:01, 5.20it/s]
176/499 4.32G 0.008882 0.008415 0.0032 65 640: 96%|#########5| 161/168 [00:30<00:01, 5.20it/s]
176/499 4.32G 0.008882 0.008415 0.0032 65 640: 96%|#########6| 162/168 [00:30<00:01, 5.28it/s]
176/499 4.32G 0.008882 0.008412 0.003215 66 640: 96%|#########6| 162/168 [00:31<00:01, 5.28it/s]
176/499 4.32G 0.008882 0.008412 0.003215 66 640: 97%|#########7| 163/168 [00:31<00:00, 5.13it/s]
176/499 4.32G 0.008875 0.008414 0.003221 70 640: 97%|#########7| 163/168 [00:31<00:00, 5.13it/s]
176/499 4.32G 0.008875 0.008414 0.003221 70 640: 98%|#########7| 164/168 [00:31<00:00, 5.21it/s]
176/499 4.32G 0.008881 0.008413 0.003227 58 640: 98%|#########7| 164/168 [00:31<00:00, 5.21it/s]
176/499 4.32G 0.008881 0.008413 0.003227 58 640: 98%|#########8| 165/168 [00:31<00:00, 5.26it/s]
176/499 4.32G 0.008875 0.008408 0.003226 61 640: 98%|#########8| 165/168 [00:31<00:00, 5.26it/s]
176/499 4.32G 0.008875 0.008408 0.003226 61 640: 99%|#########8| 166/168 [00:31<00:00, 5.14it/s]
176/499 4.32G 0.008876 0.008413 0.003259 72 640: 99%|#########8| 166/168 [00:31<00:00, 5.14it/s]
176/499 4.32G 0.008876 0.008413 0.003259 72 640: 99%|#########9| 167/168 [00:31<00:00, 5.20it/s]
176/499 4.32G 0.008877 0.008406 0.003248 29 640: 99%|#########9| 167/168 [00:32<00:00, 5.20it/s]
176/499 4.32G 0.008877 0.008406 0.003248 29 640: 100%|##########| 168/168 [00:32<00:00, 5.40it/s]
176/499 4.32G 0.008877 0.008406 0.003248 29 640: 100%|##########| 168/168 [00:32<00:00, 5.23it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.85it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.88it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.46it/s]
all 132 263 0.834 0.854 0.885 0.765
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
177/499 4.32G 0.008752 0.007873 0.001833 64 640: 0%| | 0/168 [00:00<?, ?it/s]
177/499 4.32G 0.008752 0.007873 0.001833 64 640: 1%| | 1/168 [00:00<00:34, 4.89it/s]
177/499 4.32G 0.009381 0.008183 0.001981 66 640: 1%| | 1/168 [00:00<00:34, 4.89it/s]
177/499 4.32G 0.009381 0.008183 0.001981 66 640: 1%|1 | 2/168 [00:00<00:31, 5.21it/s]
177/499 4.32G 0.009396 0.008067 0.002172 63 640: 1%|1 | 2/168 [00:00<00:31, 5.21it/s]
177/499 4.32G 0.009396 0.008067 0.002172 63 640: 2%|1 | 3/168 [00:00<00:31, 5.31it/s]
177/499 4.32G 0.009465 0.007869 0.00169 54 640: 2%|1 | 3/168 [00:00<00:31, 5.31it/s]
177/499 4.32G 0.009465 0.007869 0.00169 54 640: 2%|2 | 4/168 [00:00<00:32, 5.09it/s]
177/499 4.32G 0.009627 0.007751 0.001961 59 640: 2%|2 | 4/168 [00:00<00:32, 5.09it/s]
177/499 4.32G 0.009627 0.007751 0.001961 59 640: 3%|2 | 5/168 [00:00<00:31, 5.22it/s]
177/499 4.32G 0.009423 0.008086 0.001823 76 640: 3%|2 | 5/168 [00:01<00:31, 5.22it/s]
177/499 4.32G 0.009423 0.008086 0.001823 76 640: 4%|3 | 6/168 [00:01<00:30, 5.30it/s]
177/499 4.32G 0.009439 0.007949 0.002027 53 640: 4%|3 | 6/168 [00:01<00:30, 5.30it/s]
177/499 4.32G 0.009439 0.007949 0.002027 53 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s]
177/499 4.32G 0.0094 0.008091 0.002186 70 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s]
177/499 4.32G 0.0094 0.008091 0.002186 70 640: 5%|4 | 8/168 [00:01<00:30, 5.18it/s]
177/499 4.32G 0.009519 0.008238 0.002419 66 640: 5%|4 | 8/168 [00:01<00:30, 5.18it/s]
177/499 4.32G 0.009519 0.008238 0.002419 66 640: 5%|5 | 9/168 [00:01<00:30, 5.27it/s]
177/499 4.32G 0.009416 0.00839 0.0025 81 640: 5%|5 | 9/168 [00:01<00:30, 5.27it/s]
177/499 4.32G 0.009416 0.00839 0.0025 81 640: 6%|5 | 10/168 [00:01<00:31, 5.07it/s]
177/499 4.32G 0.009458 0.008464 0.002393 69 640: 6%|5 | 10/168 [00:02<00:31, 5.07it/s]
177/499 4.32G 0.009458 0.008464 0.002393 69 640: 7%|6 | 11/168 [00:02<00:30, 5.21it/s]
177/499 4.32G 0.009544 0.00837 0.00237 68 640: 7%|6 | 11/168 [00:02<00:30, 5.21it/s]
177/499 4.32G 0.009544 0.00837 0.00237 68 640: 7%|7 | 12/168 [00:02<00:29, 5.29it/s]
177/499 4.32G 0.009522 0.008522 0.002327 83 640: 7%|7 | 12/168 [00:02<00:29, 5.29it/s]
177/499 4.32G 0.009522 0.008522 0.002327 83 640: 8%|7 | 13/168 [00:02<00:30, 5.14it/s]
177/499 4.32G 0.00958 0.008683 0.00256 81 640: 8%|7 | 13/168 [00:02<00:30, 5.14it/s]
177/499 4.32G 0.00958 0.008683 0.00256 81 640: 8%|8 | 14/168 [00:02<00:29, 5.18it/s]
177/499 4.32G 0.00958 0.008738 0.002562 59 640: 8%|8 | 14/168 [00:02<00:29, 5.18it/s]
177/499 4.32G 0.00958 0.008738 0.002562 59 640: 9%|8 | 15/168 [00:02<00:29, 5.26it/s]
177/499 4.32G 0.009469 0.00863 0.002561 65 640: 9%|8 | 15/168 [00:03<00:29, 5.26it/s]
177/499 4.32G 0.009469 0.00863 0.002561 65 640: 10%|9 | 16/168 [00:03<00:29, 5.14it/s]
177/499 4.32G 0.00955 0.008591 0.002703 65 640: 10%|9 | 16/168 [00:03<00:29, 5.14it/s]
177/499 4.32G 0.00955 0.008591 0.002703 65 640: 10%|# | 17/168 [00:03<00:29, 5.21it/s]
177/499 4.32G 0.00946 0.008502 0.002731 60 640: 10%|# | 17/168 [00:03<00:29, 5.21it/s]
177/499 4.32G 0.00946 0.008502 0.002731 60 640: 11%|# | 18/168 [00:03<00:28, 5.24it/s]
177/499 4.32G 0.009389 0.008446 0.002839 58 640: 11%|# | 18/168 [00:03<00:28, 5.24it/s]
177/499 4.32G 0.009389 0.008446 0.002839 58 640: 11%|#1 | 19/168 [00:03<00:29, 5.14it/s]
177/499 4.32G 0.009438 0.008526 0.002914 79 640: 11%|#1 | 19/168 [00:03<00:29, 5.14it/s]
177/499 4.32G 0.009438 0.008526 0.002914 79 640: 12%|#1 | 20/168 [00:03<00:28, 5.21it/s]
177/499 4.32G 0.009341 0.008406 0.002974 55 640: 12%|#1 | 20/168 [00:04<00:28, 5.21it/s]
177/499 4.32G 0.009341 0.008406 0.002974 55 640: 12%|#2 | 21/168 [00:04<00:27, 5.30it/s]
177/499 4.32G 0.009366 0.008475 0.003086 72 640: 12%|#2 | 21/168 [00:04<00:27, 5.30it/s]
177/499 4.32G 0.009366 0.008475 0.003086 72 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s]
177/499 4.32G 0.009393 0.008496 0.003161 72 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s]
177/499 4.32G 0.009393 0.008496 0.003161 72 640: 14%|#3 | 23/168 [00:04<00:27, 5.26it/s]
177/499 4.32G 0.009399 0.008476 0.003166 64 640: 14%|#3 | 23/168 [00:04<00:27, 5.26it/s]
177/499 4.32G 0.009399 0.008476 0.003166 64 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s]
177/499 4.32G 0.009406 0.008545 0.00322 71 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s]
177/499 4.32G 0.009406 0.008545 0.00322 71 640: 15%|#4 | 25/168 [00:04<00:27, 5.14it/s]
177/499 4.32G 0.009357 0.008509 0.003183 63 640: 15%|#4 | 25/168 [00:05<00:27, 5.14it/s]
177/499 4.32G 0.009357 0.008509 0.003183 63 640: 15%|#5 | 26/168 [00:05<00:27, 5.16it/s]
177/499 4.32G 0.009329 0.008505 0.003137 69 640: 15%|#5 | 26/168 [00:05<00:27, 5.16it/s]
177/499 4.32G 0.009329 0.008505 0.003137 69 640: 16%|#6 | 27/168 [00:05<00:26, 5.28it/s]
177/499 4.32G 0.009298 0.008529 0.003062 63 640: 16%|#6 | 27/168 [00:05<00:26, 5.28it/s]
177/499 4.32G 0.009298 0.008529 0.003062 63 640: 17%|#6 | 28/168 [00:05<00:27, 5.14it/s]
177/499 4.32G 0.009341 0.008546 0.003062 68 640: 17%|#6 | 28/168 [00:05<00:27, 5.14it/s]
177/499 4.32G 0.009341 0.008546 0.003062 68 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s]
177/499 4.32G 0.009327 0.00856 0.002988 71 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s]
177/499 4.32G 0.009327 0.00856 0.002988 71 640: 18%|#7 | 30/168 [00:05<00:26, 5.26it/s]
177/499 4.32G 0.009316 0.008585 0.002963 66 640: 18%|#7 | 30/168 [00:05<00:26, 5.26it/s]
177/499 4.32G 0.009316 0.008585 0.002963 66 640: 18%|#8 | 31/168 [00:05<00:26, 5.11it/s]
177/499 4.32G 0.00926 0.008534 0.00298 62 640: 18%|#8 | 31/168 [00:06<00:26, 5.11it/s]
177/499 4.32G 0.00926 0.008534 0.00298 62 640: 19%|#9 | 32/168 [00:06<00:25, 5.23it/s]
177/499 4.32G 0.009192 0.008548 0.002922 76 640: 19%|#9 | 32/168 [00:06<00:25, 5.23it/s]
177/499 4.32G 0.009192 0.008548 0.002922 76 640: 20%|#9 | 33/168 [00:06<00:25, 5.30it/s]
177/499 4.32G 0.009197 0.008558 0.002936 74 640: 20%|#9 | 33/168 [00:06<00:25, 5.30it/s]
177/499 4.32G 0.009197 0.008558 0.002936 74 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
177/499 4.32G 0.009179 0.008542 0.002919 67 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
177/499 4.32G 0.009179 0.008542 0.002919 67 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s]
177/499 4.32G 0.009186 0.00852 0.002893 61 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s]
177/499 4.32G 0.009186 0.00852 0.002893 61 640: 21%|##1 | 36/168 [00:06<00:24, 5.32it/s]
177/499 4.32G 0.009167 0.00859 0.002848 88 640: 21%|##1 | 36/168 [00:07<00:24, 5.32it/s]
177/499 4.32G 0.009167 0.00859 0.002848 88 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s]
177/499 4.32G 0.009182 0.0086 0.002794 76 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s]
177/499 4.32G 0.009182 0.0086 0.002794 76 640: 23%|##2 | 38/168 [00:07<00:24, 5.20it/s]
177/499 4.32G 0.009189 0.008575 0.002779 74 640: 23%|##2 | 38/168 [00:07<00:24, 5.20it/s]
177/499 4.32G 0.009189 0.008575 0.002779 74 640: 23%|##3 | 39/168 [00:07<00:24, 5.29it/s]
177/499 4.32G 0.0092 0.008551 0.002854 63 640: 23%|##3 | 39/168 [00:07<00:24, 5.29it/s]
177/499 4.32G 0.0092 0.008551 0.002854 63 640: 24%|##3 | 40/168 [00:07<00:25, 5.11it/s]
177/499 4.32G 0.009174 0.00854 0.002834 73 640: 24%|##3 | 40/168 [00:07<00:25, 5.11it/s]
177/499 4.32G 0.009174 0.00854 0.002834 73 640: 24%|##4 | 41/168 [00:07<00:24, 5.21it/s]
177/499 4.32G 0.009162 0.008566 0.002791 81 640: 24%|##4 | 41/168 [00:08<00:24, 5.21it/s]
177/499 4.32G 0.009162 0.008566 0.002791 81 640: 25%|##5 | 42/168 [00:08<00:23, 5.28it/s]
177/499 4.32G 0.009151 0.008607 0.002777 78 640: 25%|##5 | 42/168 [00:08<00:23, 5.28it/s]
177/499 4.32G 0.009151 0.008607 0.002777 78 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s]
177/499 4.32G 0.009154 0.00859 0.002777 67 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s]
177/499 4.32G 0.009154 0.00859 0.002777 67 640: 26%|##6 | 44/168 [00:08<00:23, 5.21it/s]
177/499 4.32G 0.00914 0.008569 0.002786 66 640: 26%|##6 | 44/168 [00:08<00:23, 5.21it/s]
177/499 4.32G 0.00914 0.008569 0.002786 66 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s]
177/499 4.32G 0.009139 0.008547 0.002755 55 640: 27%|##6 | 45/168 [00:08<00:23, 5.29it/s]
177/499 4.32G 0.009139 0.008547 0.002755 55 640: 27%|##7 | 46/168 [00:08<00:23, 5.12it/s]
177/499 4.32G 0.009144 0.008588 0.00278 90 640: 27%|##7 | 46/168 [00:09<00:23, 5.12it/s]
177/499 4.32G 0.009144 0.008588 0.00278 90 640: 28%|##7 | 47/168 [00:09<00:23, 5.22it/s]
177/499 4.32G 0.009126 0.008562 0.002896 52 640: 28%|##7 | 47/168 [00:09<00:23, 5.22it/s]
177/499 4.32G 0.009126 0.008562 0.002896 52 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s]
177/499 4.32G 0.009153 0.008577 0.002939 56 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s]
177/499 4.32G 0.009153 0.008577 0.002939 56 640: 29%|##9 | 49/168 [00:09<00:23, 5.14it/s]
177/499 4.32G 0.009142 0.008624 0.002962 87 640: 29%|##9 | 49/168 [00:09<00:23, 5.14it/s]
177/499 4.32G 0.009142 0.008624 0.002962 87 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s]
177/499 4.32G 0.009161 0.008589 0.002975 55 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s]
177/499 4.32G 0.009161 0.008589 0.002975 55 640: 30%|### | 51/168 [00:09<00:21, 5.32it/s]
177/499 4.32G 0.009123 0.008535 0.003072 69 640: 30%|### | 51/168 [00:09<00:21, 5.32it/s]
177/499 4.32G 0.009123 0.008535 0.003072 69 640: 31%|### | 52/168 [00:09<00:22, 5.19it/s]
177/499 4.32G 0.009152 0.008526 0.003138 66 640: 31%|### | 52/168 [00:10<00:22, 5.19it/s]
177/499 4.32G 0.009152 0.008526 0.003138 66 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
177/499 4.32G 0.009126 0.008502 0.003106 71 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
177/499 4.32G 0.009126 0.008502 0.003106 71 640: 32%|###2 | 54/168 [00:10<00:21, 5.28it/s]
177/499 4.32G 0.009128 0.008508 0.003081 68 640: 32%|###2 | 54/168 [00:10<00:21, 5.28it/s]
177/499 4.32G 0.009128 0.008508 0.003081 68 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s]
177/499 4.32G 0.009127 0.008455 0.003093 50 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s]
177/499 4.32G 0.009127 0.008455 0.003093 50 640: 33%|###3 | 56/168 [00:10<00:21, 5.26it/s]
177/499 4.32G 0.009118 0.008502 0.003078 80 640: 33%|###3 | 56/168 [00:10<00:21, 5.26it/s]
177/499 4.32G 0.009118 0.008502 0.003078 80 640: 34%|###3 | 57/168 [00:10<00:20, 5.31it/s]
177/499 4.32G 0.009119 0.008541 0.003089 76 640: 34%|###3 | 57/168 [00:11<00:20, 5.31it/s]
177/499 4.32G 0.009119 0.008541 0.003089 76 640: 35%|###4 | 58/168 [00:11<00:21, 5.20it/s]
177/499 4.32G 0.009127 0.008546 0.00307 71 640: 35%|###4 | 58/168 [00:11<00:21, 5.20it/s]
177/499 4.32G 0.009127 0.008546 0.00307 71 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s]
177/499 4.32G 0.009149 0.008611 0.003051 77 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s]
177/499 4.32G 0.009149 0.008611 0.003051 77 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
177/499 4.32G 0.009127 0.008594 0.00304 77 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
177/499 4.32G 0.009127 0.008594 0.00304 77 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
177/499 4.32G 0.00912 0.008597 0.003036 87 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
177/499 4.32G 0.00912 0.008597 0.003036 87 640: 37%|###6 | 62/168 [00:11<00:20, 5.20it/s]
177/499 4.32G 0.009138 0.0086 0.003032 68 640: 37%|###6 | 62/168 [00:12<00:20, 5.20it/s]
177/499 4.32G 0.009138 0.0086 0.003032 68 640: 38%|###7 | 63/168 [00:12<00:19, 5.28it/s]
177/499 4.32G 0.00914 0.008607 0.003077 74 640: 38%|###7 | 63/168 [00:12<00:19, 5.28it/s]
177/499 4.32G 0.00914 0.008607 0.003077 74 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s]
177/499 4.32G 0.009136 0.008614 0.003042 70 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s]
177/499 4.32G 0.009136 0.008614 0.003042 70 640: 39%|###8 | 65/168 [00:12<00:19, 5.23it/s]
177/499 4.32G 0.009164 0.008631 0.003038 72 640: 39%|###8 | 65/168 [00:12<00:19, 5.23it/s]
177/499 4.32G 0.009164 0.008631 0.003038 72 640: 39%|###9 | 66/168 [00:12<00:19, 5.29it/s]
177/499 4.32G 0.009164 0.008605 0.00307 52 640: 39%|###9 | 66/168 [00:12<00:19, 5.29it/s]
177/499 4.32G 0.009164 0.008605 0.00307 52 640: 40%|###9 | 67/168 [00:12<00:19, 5.18it/s]
177/499 4.32G 0.009162 0.0086 0.003108 71 640: 40%|###9 | 67/168 [00:13<00:19, 5.18it/s]
177/499 4.32G 0.009162 0.0086 0.003108 71 640: 40%|#### | 68/168 [00:13<00:19, 5.24it/s]
177/499 4.32G 0.00915 0.008588 0.003111 60 640: 40%|#### | 68/168 [00:13<00:19, 5.24it/s]
177/499 4.32G 0.00915 0.008588 0.003111 60 640: 41%|####1 | 69/168 [00:13<00:18, 5.28it/s]
177/499 4.32G 0.009142 0.008577 0.003096 67 640: 41%|####1 | 69/168 [00:13<00:18, 5.28it/s]
177/499 4.32G 0.009142 0.008577 0.003096 67 640: 42%|####1 | 70/168 [00:13<00:19, 5.13it/s]
177/499 4.32G 0.009126 0.008542 0.003081 58 640: 42%|####1 | 70/168 [00:13<00:19, 5.13it/s]
177/499 4.32G 0.009126 0.008542 0.003081 58 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s]
177/499 4.32G 0.009129 0.008533 0.003108 70 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s]
177/499 4.32G 0.009129 0.008533 0.003108 70 640: 43%|####2 | 72/168 [00:13<00:18, 5.33it/s]
177/499 4.32G 0.009116 0.008496 0.003097 66 640: 43%|####2 | 72/168 [00:13<00:18, 5.33it/s]
177/499 4.32G 0.009116 0.008496 0.003097 66 640: 43%|####3 | 73/168 [00:13<00:18, 5.19it/s]
177/499 4.32G 0.0091 0.008489 0.003126 80 640: 43%|####3 | 73/168 [00:14<00:18, 5.19it/s]
177/499 4.32G 0.0091 0.008489 0.003126 80 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s]
177/499 4.32G 0.009107 0.008504 0.003161 76 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s]
177/499 4.32G 0.009107 0.008504 0.003161 76 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s]
177/499 4.32G 0.009132 0.008532 0.00315 72 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s]
177/499 4.32G 0.009132 0.008532 0.00315 72 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s]
177/499 4.32G 0.009119 0.008564 0.003151 85 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s]
177/499 4.32G 0.009119 0.008564 0.003151 85 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s]
177/499 4.32G 0.009159 0.008561 0.003156 71 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s]
177/499 4.32G 0.009159 0.008561 0.003156 71 640: 46%|####6 | 78/168 [00:14<00:16, 5.32it/s]
177/499 4.32G 0.009144 0.008558 0.003148 76 640: 46%|####6 | 78/168 [00:15<00:16, 5.32it/s]
177/499 4.32G 0.009144 0.008558 0.003148 76 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s]
177/499 4.32G 0.00913 0.008551 0.003157 73 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s]
177/499 4.32G 0.00913 0.008551 0.003157 73 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s]
177/499 4.32G 0.009122 0.008552 0.003143 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s]
177/499 4.32G 0.009122 0.008552 0.003143 70 640: 48%|####8 | 81/168 [00:15<00:16, 5.27it/s]
177/499 4.32G 0.009118 0.008543 0.003174 64 640: 48%|####8 | 81/168 [00:15<00:16, 5.27it/s]
177/499 4.32G 0.009118 0.008543 0.003174 64 640: 49%|####8 | 82/168 [00:15<00:16, 5.11it/s]
177/499 4.32G 0.009102 0.008553 0.003177 65 640: 49%|####8 | 82/168 [00:15<00:16, 5.11it/s]
177/499 4.32G 0.009102 0.008553 0.003177 65 640: 49%|####9 | 83/168 [00:15<00:16, 5.17it/s]
177/499 4.32G 0.009096 0.008524 0.0032 67 640: 49%|####9 | 83/168 [00:16<00:16, 5.17it/s]
177/499 4.32G 0.009096 0.008524 0.0032 67 640: 50%|##### | 84/168 [00:16<00:16, 5.23it/s]
177/499 4.32G 0.00908 0.00853 0.00322 75 640: 50%|##### | 84/168 [00:16<00:16, 5.23it/s]
177/499 4.32G 0.00908 0.00853 0.00322 75 640: 51%|##### | 85/168 [00:16<00:16, 5.12it/s]
177/499 4.32G 0.009099 0.008515 0.00323 62 640: 51%|##### | 85/168 [00:16<00:16, 5.12it/s]
177/499 4.32G 0.009099 0.008515 0.00323 62 640: 51%|#####1 | 86/168 [00:16<00:15, 5.20it/s]
177/499 4.32G 0.009098 0.008525 0.003213 72 640: 51%|#####1 | 86/168 [00:16<00:15, 5.20it/s]
177/499 4.32G 0.009098 0.008525 0.003213 72 640: 52%|#####1 | 87/168 [00:16<00:15, 5.27it/s]
177/499 4.32G 0.009106 0.00853 0.003215 75 640: 52%|#####1 | 87/168 [00:16<00:15, 5.27it/s]
177/499 4.32G 0.009106 0.00853 0.003215 75 640: 52%|#####2 | 88/168 [00:16<00:15, 5.16it/s]
177/499 4.32G 0.009092 0.008518 0.003212 65 640: 52%|#####2 | 88/168 [00:17<00:15, 5.16it/s]
177/499 4.32G 0.009092 0.008518 0.003212 65 640: 53%|#####2 | 89/168 [00:17<00:15, 5.23it/s]
177/499 4.32G 0.009102 0.00852 0.003222 63 640: 53%|#####2 | 89/168 [00:17<00:15, 5.23it/s]
177/499 4.32G 0.009102 0.00852 0.003222 63 640: 54%|#####3 | 90/168 [00:17<00:14, 5.30it/s]
177/499 4.32G 0.009095 0.008523 0.003226 79 640: 54%|#####3 | 90/168 [00:17<00:14, 5.30it/s]
177/499 4.32G 0.009095 0.008523 0.003226 79 640: 54%|#####4 | 91/168 [00:17<00:15, 5.13it/s]
177/499 4.32G 0.009095 0.008561 0.003207 95 640: 54%|#####4 | 91/168 [00:17<00:15, 5.13it/s]
177/499 4.32G 0.009095 0.008561 0.003207 95 640: 55%|#####4 | 92/168 [00:17<00:14, 5.15it/s]
177/499 4.32G 0.009106 0.008557 0.003206 71 640: 55%|#####4 | 92/168 [00:17<00:14, 5.15it/s]
177/499 4.32G 0.009106 0.008557 0.003206 71 640: 55%|#####5 | 93/168 [00:17<00:14, 5.24it/s]
177/499 4.32G 0.009102 0.008554 0.00324 66 640: 55%|#####5 | 93/168 [00:18<00:14, 5.24it/s]
177/499 4.32G 0.009102 0.008554 0.00324 66 640: 56%|#####5 | 94/168 [00:18<00:14, 5.15it/s]
177/499 4.32G 0.009102 0.00857 0.003228 76 640: 56%|#####5 | 94/168 [00:18<00:14, 5.15it/s]
177/499 4.32G 0.009102 0.00857 0.003228 76 640: 57%|#####6 | 95/168 [00:18<00:13, 5.23it/s]
177/499 4.32G 0.009103 0.008591 0.003247 77 640: 57%|#####6 | 95/168 [00:18<00:13, 5.23it/s]
177/499 4.32G 0.009103 0.008591 0.003247 77 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s]
177/499 4.32G 0.009074 0.00858 0.003249 75 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s]
177/499 4.32G 0.009074 0.00858 0.003249 75 640: 58%|#####7 | 97/168 [00:18<00:13, 5.12it/s]
177/499 4.32G 0.009085 0.008563 0.003252 62 640: 58%|#####7 | 97/168 [00:18<00:13, 5.12it/s]
177/499 4.32G 0.009085 0.008563 0.003252 62 640: 58%|#####8 | 98/168 [00:18<00:13, 5.23it/s]
177/499 4.32G 0.009077 0.00855 0.003227 62 640: 58%|#####8 | 98/168 [00:18<00:13, 5.23it/s]
177/499 4.32G 0.009077 0.00855 0.003227 62 640: 59%|#####8 | 99/168 [00:18<00:13, 5.29it/s]
177/499 4.32G 0.009073 0.008543 0.003217 71 640: 59%|#####8 | 99/168 [00:19<00:13, 5.29it/s]
177/499 4.32G 0.009073 0.008543 0.003217 71 640: 60%|#####9 | 100/168 [00:19<00:13, 5.12it/s]
177/499 4.32G 0.009075 0.008542 0.0032 79 640: 60%|#####9 | 100/168 [00:19<00:13, 5.12it/s]
177/499 4.32G 0.009075 0.008542 0.0032 79 640: 60%|###### | 101/168 [00:19<00:12, 5.23it/s]
177/499 4.32G 0.009083 0.008561 0.003176 72 640: 60%|###### | 101/168 [00:19<00:12, 5.23it/s]
177/499 4.32G 0.009083 0.008561 0.003176 72 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s]
177/499 4.32G 0.009072 0.008545 0.003166 58 640: 61%|###### | 102/168 [00:19<00:12, 5.30it/s]
177/499 4.32G 0.009072 0.008545 0.003166 58 640: 61%|######1 | 103/168 [00:19<00:12, 5.17it/s]
177/499 4.32G 0.009067 0.008558 0.003189 75 640: 61%|######1 | 103/168 [00:19<00:12, 5.17it/s]
177/499 4.32G 0.009067 0.008558 0.003189 75 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s]
177/499 4.32G 0.009066 0.008564 0.003206 62 640: 62%|######1 | 104/168 [00:20<00:12, 5.24it/s]
177/499 4.32G 0.009066 0.008564 0.003206 62 640: 62%|######2 | 105/168 [00:20<00:11, 5.33it/s]
177/499 4.32G 0.009058 0.008567 0.003236 73 640: 62%|######2 | 105/168 [00:20<00:11, 5.33it/s]
177/499 4.32G 0.009058 0.008567 0.003236 73 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s]
177/499 4.32G 0.009056 0.008564 0.003239 66 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s]
177/499 4.32G 0.009056 0.008564 0.003239 66 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s]
177/499 4.32G 0.009059 0.008548 0.003247 48 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s]
177/499 4.32G 0.009059 0.008548 0.003247 48 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s]
177/499 4.32G 0.009072 0.00858 0.003248 85 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s]
177/499 4.32G 0.009072 0.00858 0.003248 85 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s]
177/499 4.32G 0.009078 0.008576 0.003255 63 640: 65%|######4 | 109/168 [00:21<00:11, 5.21it/s]
177/499 4.32G 0.009078 0.008576 0.003255 63 640: 65%|######5 | 110/168 [00:21<00:11, 5.22it/s]
177/499 4.32G 0.009073 0.008573 0.003276 71 640: 65%|######5 | 110/168 [00:21<00:11, 5.22it/s]
177/499 4.32G 0.009073 0.008573 0.003276 71 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
177/499 4.32G 0.009076 0.008567 0.003287 63 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
177/499 4.32G 0.009076 0.008567 0.003287 63 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s]
177/499 4.32G 0.009077 0.008567 0.003259 71 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s]
177/499 4.32G 0.009077 0.008567 0.003259 71 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s]
177/499 4.32G 0.009077 0.008563 0.003237 63 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s]
177/499 4.32G 0.009077 0.008563 0.003237 63 640: 68%|######7 | 114/168 [00:21<00:10, 5.28it/s]
177/499 4.32G 0.009068 0.008554 0.003236 62 640: 68%|######7 | 114/168 [00:22<00:10, 5.28it/s]
177/499 4.32G 0.009068 0.008554 0.003236 62 640: 68%|######8 | 115/168 [00:22<00:10, 5.17it/s]
177/499 4.32G 0.009062 0.008545 0.003235 63 640: 68%|######8 | 115/168 [00:22<00:10, 5.17it/s]
177/499 4.32G 0.009062 0.008545 0.003235 63 640: 69%|######9 | 116/168 [00:22<00:09, 5.27it/s]
177/499 4.32G 0.009064 0.00854 0.003234 65 640: 69%|######9 | 116/168 [00:22<00:09, 5.27it/s]
177/499 4.32G 0.009064 0.00854 0.003234 65 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s]
177/499 4.32G 0.009053 0.008525 0.00325 56 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s]
177/499 4.32G 0.009053 0.008525 0.00325 56 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s]
177/499 4.32G 0.009057 0.008524 0.003248 63 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s]
177/499 4.32G 0.009057 0.008524 0.003248 63 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s]
177/499 4.32G 0.009054 0.008524 0.003242 74 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s]
177/499 4.32G 0.009054 0.008524 0.003242 74 640: 71%|#######1 | 120/168 [00:22<00:09, 5.15it/s]
177/499 4.32G 0.009042 0.008511 0.003221 58 640: 71%|#######1 | 120/168 [00:23<00:09, 5.15it/s]
177/499 4.32G 0.009042 0.008511 0.003221 58 640: 72%|#######2 | 121/168 [00:23<00:09, 5.06it/s]
177/499 4.32G 0.009034 0.008497 0.003235 57 640: 72%|#######2 | 121/168 [00:23<00:09, 5.06it/s]
177/499 4.32G 0.009034 0.008497 0.003235 57 640: 73%|#######2 | 122/168 [00:23<00:08, 5.18it/s]
177/499 4.32G 0.009036 0.0085 0.003224 72 640: 73%|#######2 | 122/168 [00:23<00:08, 5.18it/s]
177/499 4.32G 0.009036 0.0085 0.003224 72 640: 73%|#######3 | 123/168 [00:23<00:08, 5.27it/s]
177/499 4.32G 0.009038 0.008511 0.003221 69 640: 73%|#######3 | 123/168 [00:23<00:08, 5.27it/s]
177/499 4.32G 0.009038 0.008511 0.003221 69 640: 74%|#######3 | 124/168 [00:23<00:08, 5.13it/s]
177/499 4.32G 0.009028 0.0085 0.003222 62 640: 74%|#######3 | 124/168 [00:23<00:08, 5.13it/s]
177/499 4.32G 0.009028 0.0085 0.003222 62 640: 74%|#######4 | 125/168 [00:23<00:08, 5.19it/s]
177/499 4.32G 0.009029 0.00849 0.003236 69 640: 74%|#######4 | 125/168 [00:24<00:08, 5.19it/s]
177/499 4.32G 0.009029 0.00849 0.003236 69 640: 75%|#######5 | 126/168 [00:24<00:07, 5.29it/s]
177/499 4.32G 0.009027 0.008507 0.003237 81 640: 75%|#######5 | 126/168 [00:24<00:07, 5.29it/s]
177/499 4.32G 0.009027 0.008507 0.003237 81 640: 76%|#######5 | 127/168 [00:24<00:07, 5.16it/s]
177/499 4.32G 0.009018 0.008505 0.003235 72 640: 76%|#######5 | 127/168 [00:24<00:07, 5.16it/s]
177/499 4.32G 0.009018 0.008505 0.003235 72 640: 76%|#######6 | 128/168 [00:24<00:07, 5.23it/s]
177/499 4.32G 0.009016 0.008492 0.003232 66 640: 76%|#######6 | 128/168 [00:24<00:07, 5.23it/s]
177/499 4.32G 0.009016 0.008492 0.003232 66 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s]
177/499 4.32G 0.009009 0.00849 0.00324 63 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s]
177/499 4.32G 0.009009 0.00849 0.00324 63 640: 77%|#######7 | 130/168 [00:24<00:07, 5.12it/s]
177/499 4.32G 0.009011 0.008497 0.00327 76 640: 77%|#######7 | 130/168 [00:25<00:07, 5.12it/s]
177/499 4.32G 0.009011 0.008497 0.00327 76 640: 78%|#######7 | 131/168 [00:25<00:07, 5.20it/s]
177/499 4.32G 0.009011 0.008482 0.003264 58 640: 78%|#######7 | 131/168 [00:25<00:07, 5.20it/s]
177/499 4.32G 0.009011 0.008482 0.003264 58 640: 79%|#######8 | 132/168 [00:25<00:06, 5.26it/s]
177/499 4.32G 0.009015 0.008467 0.003268 62 640: 79%|#######8 | 132/168 [00:25<00:06, 5.26it/s]
177/499 4.32G 0.009015 0.008467 0.003268 62 640: 79%|#######9 | 133/168 [00:25<00:06, 5.06it/s]
177/499 4.32G 0.009008 0.00846 0.003271 71 640: 79%|#######9 | 133/168 [00:25<00:06, 5.06it/s]
177/499 4.32G 0.009008 0.00846 0.003271 71 640: 80%|#######9 | 134/168 [00:25<00:06, 5.16it/s]
177/499 4.32G 0.009009 0.008461 0.003279 62 640: 80%|#######9 | 134/168 [00:25<00:06, 5.16it/s]
177/499 4.32G 0.009009 0.008461 0.003279 62 640: 80%|######## | 135/168 [00:25<00:06, 5.25it/s]
177/499 4.32G 0.009008 0.00846 0.003294 77 640: 80%|######## | 135/168 [00:26<00:06, 5.25it/s]
177/499 4.32G 0.009008 0.00846 0.003294 77 640: 81%|######## | 136/168 [00:26<00:06, 5.13it/s]
177/499 4.32G 0.00901 0.008468 0.003288 68 640: 81%|######## | 136/168 [00:26<00:06, 5.13it/s]
177/499 4.32G 0.00901 0.008468 0.003288 68 640: 82%|########1 | 137/168 [00:26<00:05, 5.24it/s]
177/499 4.32G 0.009009 0.008457 0.003266 59 640: 82%|########1 | 137/168 [00:26<00:05, 5.24it/s]
177/499 4.32G 0.009009 0.008457 0.003266 59 640: 82%|########2 | 138/168 [00:26<00:05, 5.28it/s]
177/499 4.32G 0.009015 0.008478 0.003273 84 640: 82%|########2 | 138/168 [00:26<00:05, 5.28it/s]
177/499 4.32G 0.009015 0.008478 0.003273 84 640: 83%|########2 | 139/168 [00:26<00:05, 5.12it/s]
177/499 4.32G 0.009018 0.008488 0.003285 75 640: 83%|########2 | 139/168 [00:26<00:05, 5.12it/s]
177/499 4.32G 0.009018 0.008488 0.003285 75 640: 83%|########3 | 140/168 [00:26<00:05, 5.21it/s]
177/499 4.32G 0.009017 0.008486 0.003302 82 640: 83%|########3 | 140/168 [00:27<00:05, 5.21it/s]
177/499 4.32G 0.009017 0.008486 0.003302 82 640: 84%|########3 | 141/168 [00:27<00:05, 5.27it/s]
177/499 4.32G 0.009015 0.008479 0.003313 69 640: 84%|########3 | 141/168 [00:27<00:05, 5.27it/s]
177/499 4.32G 0.009015 0.008479 0.003313 69 640: 85%|########4 | 142/168 [00:27<00:05, 5.16it/s]
177/499 4.32G 0.009017 0.00849 0.003311 84 640: 85%|########4 | 142/168 [00:27<00:05, 5.16it/s]
177/499 4.32G 0.009017 0.00849 0.003311 84 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s]
177/499 4.32G 0.009015 0.008486 0.003294 69 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s]
177/499 4.32G 0.009015 0.008486 0.003294 69 640: 86%|########5 | 144/168 [00:27<00:04, 5.34it/s]
177/499 4.32G 0.009018 0.008484 0.003303 60 640: 86%|########5 | 144/168 [00:27<00:04, 5.34it/s]
177/499 4.32G 0.009018 0.008484 0.003303 60 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s]
177/499 4.32G 0.009034 0.008486 0.003322 67 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s]
177/499 4.32G 0.009034 0.008486 0.003322 67 640: 87%|########6 | 146/168 [00:27<00:04, 5.24it/s]
177/499 4.32G 0.009028 0.008475 0.003351 63 640: 87%|########6 | 146/168 [00:28<00:04, 5.24it/s]
177/499 4.32G 0.009028 0.008475 0.003351 63 640: 88%|########7 | 147/168 [00:28<00:03, 5.29it/s]
177/499 4.32G 0.009029 0.008462 0.003364 65 640: 88%|########7 | 147/168 [00:28<00:03, 5.29it/s]
177/499 4.32G 0.009029 0.008462 0.003364 65 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s]
177/499 4.32G 0.009036 0.008465 0.00336 74 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s]
177/499 4.32G 0.009036 0.008465 0.00336 74 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
177/499 4.32G 0.009046 0.008467 0.003355 56 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
177/499 4.32G 0.009046 0.008467 0.003355 56 640: 89%|########9 | 150/168 [00:28<00:03, 5.29it/s]
177/499 4.32G 0.009047 0.008458 0.003342 49 640: 89%|########9 | 150/168 [00:28<00:03, 5.29it/s]
177/499 4.32G 0.009047 0.008458 0.003342 49 640: 90%|########9 | 151/168 [00:28<00:03, 5.15it/s]
177/499 4.32G 0.009055 0.008464 0.003327 77 640: 90%|########9 | 151/168 [00:29<00:03, 5.15it/s]
177/499 4.32G 0.009055 0.008464 0.003327 77 640: 90%|######### | 152/168 [00:29<00:03, 5.26it/s]
177/499 4.32G 0.009064 0.00847 0.003321 74 640: 90%|######### | 152/168 [00:29<00:03, 5.26it/s]
177/499 4.32G 0.009064 0.00847 0.003321 74 640: 91%|#########1| 153/168 [00:29<00:02, 5.26it/s]
177/499 4.32G 0.009069 0.008483 0.003308 78 640: 91%|#########1| 153/168 [00:29<00:02, 5.26it/s]
177/499 4.32G 0.009069 0.008483 0.003308 78 640: 92%|#########1| 154/168 [00:29<00:02, 5.10it/s]
177/499 4.32G 0.009069 0.008476 0.003338 63 640: 92%|#########1| 154/168 [00:29<00:02, 5.10it/s]
177/499 4.32G 0.009069 0.008476 0.003338 63 640: 92%|#########2| 155/168 [00:29<00:02, 5.18it/s]
177/499 4.32G 0.009071 0.00848 0.003358 71 640: 92%|#########2| 155/168 [00:29<00:02, 5.18it/s]
177/499 4.32G 0.009071 0.00848 0.003358 71 640: 93%|#########2| 156/168 [00:29<00:02, 5.24it/s]
177/499 4.32G 0.009073 0.008485 0.003365 65 640: 93%|#########2| 156/168 [00:30<00:02, 5.24it/s]
177/499 4.32G 0.009073 0.008485 0.003365 65 640: 93%|#########3| 157/168 [00:30<00:02, 5.11it/s]
177/499 4.32G 0.009075 0.008477 0.003389 61 640: 93%|#########3| 157/168 [00:30<00:02, 5.11it/s]
177/499 4.32G 0.009075 0.008477 0.003389 61 640: 94%|#########4| 158/168 [00:30<00:01, 5.19it/s]
177/499 4.32G 0.009076 0.00847 0.003379 60 640: 94%|#########4| 158/168 [00:30<00:01, 5.19it/s]
177/499 4.32G 0.009076 0.00847 0.003379 60 640: 95%|#########4| 159/168 [00:30<00:01, 5.29it/s]
177/499 4.32G 0.009076 0.008472 0.003362 69 640: 95%|#########4| 159/168 [00:30<00:01, 5.29it/s]
177/499 4.32G 0.009076 0.008472 0.003362 69 640: 95%|#########5| 160/168 [00:30<00:01, 5.13it/s]
177/499 4.32G 0.009082 0.008488 0.003363 77 640: 95%|#########5| 160/168 [00:30<00:01, 5.13it/s]
177/499 4.32G 0.009082 0.008488 0.003363 77 640: 96%|#########5| 161/168 [00:30<00:01, 5.22it/s]
177/499 4.32G 0.009078 0.008493 0.003359 77 640: 96%|#########5| 161/168 [00:31<00:01, 5.22it/s]
177/499 4.32G 0.009078 0.008493 0.003359 77 640: 96%|#########6| 162/168 [00:31<00:01, 5.31it/s]
177/499 4.32G 0.009071 0.00849 0.003352 75 640: 96%|#########6| 162/168 [00:31<00:01, 5.31it/s]
177/499 4.32G 0.009071 0.00849 0.003352 75 640: 97%|#########7| 163/168 [00:31<00:00, 5.16it/s]
177/499 4.32G 0.009075 0.008496 0.003358 81 640: 97%|#########7| 163/168 [00:31<00:00, 5.16it/s]
177/499 4.32G 0.009075 0.008496 0.003358 81 640: 98%|#########7| 164/168 [00:31<00:00, 5.23it/s]
177/499 4.32G 0.009078 0.008504 0.003344 76 640: 98%|#########7| 164/168 [00:31<00:00, 5.23it/s]
177/499 4.32G 0.009078 0.008504 0.003344 76 640: 98%|#########8| 165/168 [00:31<00:00, 5.29it/s]
177/499 4.32G 0.009089 0.008505 0.003341 58 640: 98%|#########8| 165/168 [00:31<00:00, 5.29it/s]
177/499 4.32G 0.009089 0.008505 0.003341 58 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s]
177/499 4.32G 0.00909 0.008501 0.003342 76 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s]
177/499 4.32G 0.00909 0.008501 0.003342 76 640: 99%|#########9| 167/168 [00:31<00:00, 5.26it/s]
177/499 4.32G 0.00909 0.008502 0.003339 37 640: 99%|#########9| 167/168 [00:32<00:00, 5.26it/s]
177/499 4.32G 0.00909 0.008502 0.003339 37 640: 100%|##########| 168/168 [00:32<00:00, 5.43it/s]
177/499 4.32G 0.00909 0.008502 0.003339 37 640: 100%|##########| 168/168 [00:32<00:00, 5.22it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.81it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.87it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.87it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.85it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.43it/s]
all 132 263 0.839 0.855 0.885 0.771
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
178/499 4.32G 0.008444 0.006564 0.0026 57 640: 0%| | 0/168 [00:00<?, ?it/s]
178/499 4.32G 0.008444 0.006564 0.0026 57 640: 1%| | 1/168 [00:00<00:33, 4.95it/s]
178/499 4.32G 0.008277 0.007072 0.003846 66 640: 1%| | 1/168 [00:00<00:33, 4.95it/s]
178/499 4.32G 0.008277 0.007072 0.003846 66 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s]
178/499 4.32G 0.008213 0.007947 0.003743 79 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s]
178/499 4.32G 0.008213 0.007947 0.003743 79 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s]
178/499 4.32G 0.008879 0.008326 0.003284 71 640: 2%|1 | 3/168 [00:00<00:30, 5.34it/s]
178/499 4.32G 0.008879 0.008326 0.003284 71 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s]
178/499 4.32G 0.008738 0.00827 0.003255 59 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s]
178/499 4.32G 0.008738 0.00827 0.003255 59 640: 3%|2 | 5/168 [00:00<00:31, 5.21it/s]
178/499 4.32G 0.008698 0.008591 0.002851 89 640: 3%|2 | 5/168 [00:01<00:31, 5.21it/s]
178/499 4.32G 0.008698 0.008591 0.002851 89 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s]
178/499 4.32G 0.008556 0.008501 0.003071 64 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s]
178/499 4.32G 0.008556 0.008501 0.003071 64 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s]
178/499 4.32G 0.008756 0.008539 0.003038 61 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s]
178/499 4.32G 0.008756 0.008539 0.003038 61 640: 5%|4 | 8/168 [00:01<00:30, 5.28it/s]
178/499 4.32G 0.008765 0.008516 0.00289 82 640: 5%|4 | 8/168 [00:01<00:30, 5.28it/s]
178/499 4.32G 0.008765 0.008516 0.00289 82 640: 5%|5 | 9/168 [00:01<00:30, 5.27it/s]
178/499 4.32G 0.00878 0.008478 0.002804 56 640: 5%|5 | 9/168 [00:01<00:30, 5.27it/s]
178/499 4.32G 0.00878 0.008478 0.002804 56 640: 6%|5 | 10/168 [00:01<00:30, 5.15it/s]
178/499 4.32G 0.008798 0.008524 0.003083 74 640: 6%|5 | 10/168 [00:02<00:30, 5.15it/s]
178/499 4.32G 0.008798 0.008524 0.003083 74 640: 7%|6 | 11/168 [00:02<00:29, 5.26it/s]
178/499 4.32G 0.00879 0.008471 0.003036 57 640: 7%|6 | 11/168 [00:02<00:29, 5.26it/s]
178/499 4.32G 0.00879 0.008471 0.003036 57 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s]
178/499 4.32G 0.008757 0.008427 0.003145 65 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s]
178/499 4.32G 0.008757 0.008427 0.003145 65 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s]
178/499 4.32G 0.008722 0.00841 0.00324 75 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s]
178/499 4.32G 0.008722 0.00841 0.00324 75 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s]
178/499 4.32G 0.008658 0.008394 0.00328 67 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s]
178/499 4.32G 0.008658 0.008394 0.00328 67 640: 9%|8 | 15/168 [00:02<00:28, 5.32it/s]
178/499 4.32G 0.008823 0.008417 0.003542 71 640: 9%|8 | 15/168 [00:03<00:28, 5.32it/s]
178/499 4.32G 0.008823 0.008417 0.003542 71 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s]
178/499 4.32G 0.008885 0.008428 0.003393 63 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s]
178/499 4.32G 0.008885 0.008428 0.003393 63 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
178/499 4.32G 0.008893 0.00842 0.003478 74 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
178/499 4.32G 0.008893 0.00842 0.003478 74 640: 11%|# | 18/168 [00:03<00:28, 5.31it/s]
178/499 4.32G 0.008919 0.008376 0.003532 65 640: 11%|# | 18/168 [00:03<00:28, 5.31it/s]
178/499 4.32G 0.008919 0.008376 0.003532 65 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s]
178/499 4.32G 0.008866 0.008364 0.003573 67 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s]
178/499 4.32G 0.008866 0.008364 0.003573 67 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s]
178/499 4.32G 0.008912 0.008419 0.003565 68 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s]
178/499 4.32G 0.008912 0.008419 0.003565 68 640: 12%|#2 | 21/168 [00:03<00:27, 5.36it/s]
178/499 4.32G 0.008966 0.008501 0.003692 82 640: 12%|#2 | 21/168 [00:04<00:27, 5.36it/s]
178/499 4.32G 0.008966 0.008501 0.003692 82 640: 13%|#3 | 22/168 [00:04<00:27, 5.23it/s]
178/499 4.32G 0.008938 0.008423 0.003607 70 640: 13%|#3 | 22/168 [00:04<00:27, 5.23it/s]
178/499 4.32G 0.008938 0.008423 0.003607 70 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s]
178/499 4.32G 0.008887 0.00845 0.003471 64 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s]
178/499 4.32G 0.008887 0.00845 0.003471 64 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s]
178/499 4.32G 0.008891 0.008404 0.003475 59 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s]
178/499 4.32G 0.008891 0.008404 0.003475 59 640: 15%|#4 | 25/168 [00:04<00:27, 5.24it/s]
178/499 4.32G 0.008866 0.008371 0.003541 69 640: 15%|#4 | 25/168 [00:04<00:27, 5.24it/s]
178/499 4.32G 0.008866 0.008371 0.003541 69 640: 15%|#5 | 26/168 [00:04<00:26, 5.32it/s]
178/499 4.32G 0.008864 0.00841 0.003438 83 640: 15%|#5 | 26/168 [00:05<00:26, 5.32it/s]
178/499 4.32G 0.008864 0.00841 0.003438 83 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s]
178/499 4.32G 0.008851 0.008379 0.003327 65 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s]
178/499 4.32G 0.008851 0.008379 0.003327 65 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s]
178/499 4.32G 0.008836 0.008323 0.003297 62 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s]
178/499 4.32G 0.008836 0.008323 0.003297 62 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s]
178/499 4.32G 0.008839 0.00832 0.003193 55 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s]
178/499 4.32G 0.008839 0.00832 0.003193 55 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s]
178/499 4.32G 0.008825 0.008277 0.003257 64 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s]
178/499 4.32G 0.008825 0.008277 0.003257 64 640: 18%|#8 | 31/168 [00:05<00:26, 5.23it/s]
178/499 4.32G 0.008799 0.008352 0.003241 93 640: 18%|#8 | 31/168 [00:06<00:26, 5.23it/s]
178/499 4.32G 0.008799 0.008352 0.003241 93 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s]
178/499 4.32G 0.008836 0.008371 0.003243 69 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s]
178/499 4.32G 0.008836 0.008371 0.003243 69 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s]
178/499 4.32G 0.008796 0.008404 0.003285 76 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s]
178/499 4.32G 0.008796 0.008404 0.003285 76 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s]
178/499 4.32G 0.008824 0.008437 0.003315 70 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s]
178/499 4.32G 0.008824 0.008437 0.003315 70 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s]
178/499 4.32G 0.008832 0.008469 0.003312 72 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s]
178/499 4.32G 0.008832 0.008469 0.003312 72 640: 21%|##1 | 36/168 [00:06<00:24, 5.35it/s]
178/499 4.32G 0.008787 0.008462 0.00331 57 640: 21%|##1 | 36/168 [00:07<00:24, 5.35it/s]
178/499 4.32G 0.008787 0.008462 0.00331 57 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s]
178/499 4.32G 0.008805 0.008451 0.003341 68 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s]
178/499 4.32G 0.008805 0.008451 0.003341 68 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
178/499 4.32G 0.008771 0.008458 0.00343 84 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
178/499 4.32G 0.008771 0.008458 0.00343 84 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s]
178/499 4.32G 0.008744 0.008423 0.003478 60 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s]
178/499 4.32G 0.008744 0.008423 0.003478 60 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
178/499 4.32G 0.008722 0.008371 0.003425 65 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
178/499 4.32G 0.008722 0.008371 0.003425 65 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
178/499 4.32G 0.008739 0.008359 0.003438 68 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
178/499 4.32G 0.008739 0.008359 0.003438 68 640: 25%|##5 | 42/168 [00:07<00:23, 5.35it/s]
178/499 4.32G 0.008721 0.00838 0.003447 76 640: 25%|##5 | 42/168 [00:08<00:23, 5.35it/s]
178/499 4.32G 0.008721 0.00838 0.003447 76 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s]
178/499 4.32G 0.008712 0.008374 0.003502 80 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s]
178/499 4.32G 0.008712 0.008374 0.003502 80 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s]
178/499 4.32G 0.008756 0.008377 0.003478 65 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s]
178/499 4.32G 0.008756 0.008377 0.003478 65 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s]
178/499 4.32G 0.00873 0.008327 0.00344 58 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s]
178/499 4.32G 0.00873 0.008327 0.00344 58 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s]
178/499 4.32G 0.008702 0.008268 0.003497 58 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s]
178/499 4.32G 0.008702 0.008268 0.003497 58 640: 28%|##7 | 47/168 [00:08<00:22, 5.27it/s]
178/499 4.32G 0.008702 0.008278 0.003477 76 640: 28%|##7 | 47/168 [00:09<00:22, 5.27it/s]
178/499 4.32G 0.008702 0.008278 0.003477 76 640: 29%|##8 | 48/168 [00:09<00:22, 5.32it/s]
178/499 4.32G 0.008726 0.008322 0.003472 66 640: 29%|##8 | 48/168 [00:09<00:22, 5.32it/s]
178/499 4.32G 0.008726 0.008322 0.003472 66 640: 29%|##9 | 49/168 [00:09<00:23, 5.13it/s]
178/499 4.32G 0.008698 0.008328 0.003427 70 640: 29%|##9 | 49/168 [00:09<00:23, 5.13it/s]
178/499 4.32G 0.008698 0.008328 0.003427 70 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s]
178/499 4.32G 0.008699 0.008346 0.003458 79 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s]
178/499 4.32G 0.008699 0.008346 0.003458 79 640: 30%|### | 51/168 [00:09<00:21, 5.32it/s]
178/499 4.32G 0.008697 0.008365 0.00344 81 640: 30%|### | 51/168 [00:09<00:21, 5.32it/s]
178/499 4.32G 0.008697 0.008365 0.00344 81 640: 31%|### | 52/168 [00:09<00:22, 5.19it/s]
178/499 4.32G 0.008712 0.008389 0.00346 88 640: 31%|### | 52/168 [00:10<00:22, 5.19it/s]
178/499 4.32G 0.008712 0.008389 0.00346 88 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s]
178/499 4.32G 0.00869 0.008361 0.003437 67 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s]
178/499 4.32G 0.00869 0.008361 0.003437 67 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s]
178/499 4.32G 0.008722 0.008356 0.003442 72 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s]
178/499 4.32G 0.008722 0.008356 0.003442 72 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s]
178/499 4.32G 0.008703 0.008339 0.003419 59 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s]
178/499 4.32G 0.008703 0.008339 0.003419 59 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s]
178/499 4.32G 0.008694 0.008331 0.003416 72 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s]
178/499 4.32G 0.008694 0.008331 0.003416 72 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s]
178/499 4.32G 0.008719 0.00831 0.00338 62 640: 34%|###3 | 57/168 [00:11<00:20, 5.35it/s]
178/499 4.32G 0.008719 0.00831 0.00338 62 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s]
178/499 4.32G 0.008752 0.00833 0.003424 70 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s]
178/499 4.32G 0.008752 0.00833 0.003424 70 640: 35%|###5 | 59/168 [00:11<00:20, 5.22it/s]
178/499 4.32G 0.008762 0.008325 0.003422 63 640: 35%|###5 | 59/168 [00:11<00:20, 5.22it/s]
178/499 4.32G 0.008762 0.008325 0.003422 63 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
178/499 4.32G 0.008759 0.008322 0.003463 79 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
178/499 4.32G 0.008759 0.008322 0.003463 79 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
178/499 4.32G 0.008785 0.008356 0.00344 60 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
178/499 4.32G 0.008785 0.008356 0.00344 60 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s]
178/499 4.32G 0.008822 0.008361 0.003405 58 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s]
178/499 4.32G 0.008822 0.008361 0.003405 58 640: 38%|###7 | 63/168 [00:11<00:19, 5.36it/s]
178/499 4.32G 0.00883 0.008367 0.003426 63 640: 38%|###7 | 63/168 [00:12<00:19, 5.36it/s]
178/499 4.32G 0.00883 0.008367 0.003426 63 640: 38%|###8 | 64/168 [00:12<00:19, 5.23it/s]
178/499 4.32G 0.008834 0.008381 0.003397 72 640: 38%|###8 | 64/168 [00:12<00:19, 5.23it/s]
178/499 4.32G 0.008834 0.008381 0.003397 72 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s]
178/499 4.32G 0.008821 0.008366 0.003452 79 640: 39%|###8 | 65/168 [00:12<00:19, 5.29it/s]
178/499 4.32G 0.008821 0.008366 0.003452 79 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s]
178/499 4.32G 0.008817 0.008382 0.003418 77 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s]
178/499 4.32G 0.008817 0.008382 0.003418 77 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
178/499 4.32G 0.008803 0.008377 0.00338 55 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
178/499 4.32G 0.008803 0.008377 0.00338 55 640: 40%|#### | 68/168 [00:12<00:18, 5.31it/s]
178/499 4.32G 0.00879 0.008364 0.003352 70 640: 40%|#### | 68/168 [00:13<00:18, 5.31it/s]
178/499 4.32G 0.00879 0.008364 0.003352 70 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s]
178/499 4.32G 0.008786 0.008361 0.003337 57 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s]
178/499 4.32G 0.008786 0.008361 0.003337 57 640: 42%|####1 | 70/168 [00:13<00:19, 5.14it/s]
178/499 4.32G 0.008795 0.008343 0.003304 48 640: 42%|####1 | 70/168 [00:13<00:19, 5.14it/s]
178/499 4.32G 0.008795 0.008343 0.003304 48 640: 42%|####2 | 71/168 [00:13<00:18, 5.24it/s]
178/499 4.32G 0.008818 0.008344 0.0033 66 640: 42%|####2 | 71/168 [00:13<00:18, 5.24it/s]
178/499 4.32G 0.008818 0.008344 0.0033 66 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s]
178/499 4.32G 0.008822 0.008346 0.003303 68 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s]
178/499 4.32G 0.008822 0.008346 0.003303 68 640: 43%|####3 | 73/168 [00:13<00:18, 5.19it/s]
178/499 4.32G 0.008848 0.008356 0.00329 61 640: 43%|####3 | 73/168 [00:14<00:18, 5.19it/s]
178/499 4.32G 0.008848 0.008356 0.00329 61 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s]
178/499 4.32G 0.008865 0.008389 0.003274 83 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s]
178/499 4.32G 0.008865 0.008389 0.003274 83 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s]
178/499 4.32G 0.00886 0.008385 0.003293 70 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s]
178/499 4.32G 0.00886 0.008385 0.003293 70 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s]
178/499 4.32G 0.008896 0.008391 0.003343 60 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s]
178/499 4.32G 0.008896 0.008391 0.003343 60 640: 46%|####5 | 77/168 [00:14<00:17, 5.30it/s]
178/499 4.32G 0.008886 0.008362 0.003335 56 640: 46%|####5 | 77/168 [00:14<00:17, 5.30it/s]
178/499 4.32G 0.008886 0.008362 0.003335 56 640: 46%|####6 | 78/168 [00:14<00:16, 5.36it/s]
178/499 4.32G 0.008866 0.008344 0.003317 59 640: 46%|####6 | 78/168 [00:15<00:16, 5.36it/s]
178/499 4.32G 0.008866 0.008344 0.003317 59 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s]
178/499 4.32G 0.008867 0.008339 0.003294 63 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s]
178/499 4.32G 0.008867 0.008339 0.003294 63 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
178/499 4.32G 0.008892 0.008406 0.003305 82 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
178/499 4.32G 0.008892 0.008406 0.003305 82 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
178/499 4.32G 0.008914 0.008422 0.003298 62 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
178/499 4.32G 0.008914 0.008422 0.003298 62 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s]
178/499 4.32G 0.008917 0.008399 0.003291 66 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s]
178/499 4.32G 0.008917 0.008399 0.003291 66 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s]
178/499 4.32G 0.008919 0.008401 0.003305 76 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s]
178/499 4.32G 0.008919 0.008401 0.003305 76 640: 50%|##### | 84/168 [00:15<00:15, 5.35it/s]
178/499 4.32G 0.008911 0.008389 0.003288 54 640: 50%|##### | 84/168 [00:16<00:15, 5.35it/s]
178/499 4.32G 0.008911 0.008389 0.003288 54 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s]
178/499 4.32G 0.008904 0.008393 0.003306 71 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s]
178/499 4.32G 0.008904 0.008393 0.003306 71 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s]
178/499 4.32G 0.008916 0.008428 0.00329 91 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s]
178/499 4.32G 0.008916 0.008428 0.00329 91 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s]
178/499 4.32G 0.008914 0.008422 0.003284 62 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s]
178/499 4.32G 0.008914 0.008422 0.003284 62 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
178/499 4.32G 0.008911 0.008435 0.003302 75 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
178/499 4.32G 0.008911 0.008435 0.003302 75 640: 53%|#####2 | 89/168 [00:16<00:14, 5.29it/s]
178/499 4.32G 0.008906 0.008403 0.003305 58 640: 53%|#####2 | 89/168 [00:17<00:14, 5.29it/s]
178/499 4.32G 0.008906 0.008403 0.003305 58 640: 54%|#####3 | 90/168 [00:17<00:14, 5.36it/s]
178/499 4.32G 0.008904 0.008407 0.003299 64 640: 54%|#####3 | 90/168 [00:17<00:14, 5.36it/s]
178/499 4.32G 0.008904 0.008407 0.003299 64 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s]
178/499 4.32G 0.008906 0.008403 0.003298 73 640: 54%|#####4 | 91/168 [00:17<00:14, 5.15it/s]
178/499 4.32G 0.008906 0.008403 0.003298 73 640: 55%|#####4 | 92/168 [00:17<00:14, 5.25it/s]
178/499 4.32G 0.008901 0.008397 0.0033 73 640: 55%|#####4 | 92/168 [00:17<00:14, 5.25it/s]
178/499 4.32G 0.008901 0.008397 0.0033 73 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s]
178/499 4.32G 0.008925 0.00843 0.003274 71 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s]
178/499 4.32G 0.008925 0.00843 0.003274 71 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
178/499 4.32G 0.008936 0.008408 0.003316 54 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s]
178/499 4.32G 0.008936 0.008408 0.003316 54 640: 57%|#####6 | 95/168 [00:18<00:13, 5.29it/s]
178/499 4.32G 0.008938 0.008397 0.003318 72 640: 57%|#####6 | 95/168 [00:18<00:13, 5.29it/s]
178/499 4.32G 0.008938 0.008397 0.003318 72 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s]
178/499 4.32G 0.008935 0.008412 0.003327 79 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s]
178/499 4.32G 0.008935 0.008412 0.003327 79 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s]
178/499 4.32G 0.00894 0.008443 0.003333 76 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s]
178/499 4.32G 0.00894 0.008443 0.003333 76 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s]
178/499 4.32G 0.008945 0.008451 0.00333 93 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s]
178/499 4.32G 0.008945 0.008451 0.00333 93 640: 59%|#####8 | 99/168 [00:18<00:12, 5.32it/s]
178/499 4.32G 0.008947 0.008457 0.003323 69 640: 59%|#####8 | 99/168 [00:18<00:12, 5.32it/s]
178/499 4.32G 0.008947 0.008457 0.003323 69 640: 60%|#####9 | 100/168 [00:18<00:13, 5.18it/s]
178/499 4.32G 0.008947 0.008486 0.003313 90 640: 60%|#####9 | 100/168 [00:19<00:13, 5.18it/s]
178/499 4.32G 0.008947 0.008486 0.003313 90 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s]
178/499 4.32G 0.008944 0.008489 0.003379 75 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s]
178/499 4.32G 0.008944 0.008489 0.003379 75 640: 61%|###### | 102/168 [00:19<00:12, 5.29it/s]
178/499 4.32G 0.00895 0.008486 0.003377 72 640: 61%|###### | 102/168 [00:19<00:12, 5.29it/s]
178/499 4.32G 0.00895 0.008486 0.003377 72 640: 61%|######1 | 103/168 [00:19<00:12, 5.08it/s]
178/499 4.32G 0.008946 0.008488 0.003356 66 640: 61%|######1 | 103/168 [00:19<00:12, 5.08it/s]
178/499 4.32G 0.008946 0.008488 0.003356 66 640: 62%|######1 | 104/168 [00:19<00:12, 5.18it/s]
178/499 4.32G 0.008943 0.008499 0.003368 70 640: 62%|######1 | 104/168 [00:19<00:12, 5.18it/s]
178/499 4.32G 0.008943 0.008499 0.003368 70 640: 62%|######2 | 105/168 [00:19<00:11, 5.30it/s]
178/499 4.32G 0.008949 0.008498 0.003357 65 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s]
178/499 4.32G 0.008949 0.008498 0.003357 65 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s]
178/499 4.32G 0.008954 0.008509 0.003342 77 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s]
178/499 4.32G 0.008954 0.008509 0.003342 77 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s]
178/499 4.32G 0.008934 0.008492 0.003368 70 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s]
178/499 4.32G 0.008934 0.008492 0.003368 70 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s]
178/499 4.32G 0.008937 0.008484 0.003364 52 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s]
178/499 4.32G 0.008937 0.008484 0.003364 52 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s]
178/499 4.32G 0.008945 0.008491 0.003379 66 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s]
178/499 4.32G 0.008945 0.008491 0.003379 66 640: 65%|######5 | 110/168 [00:20<00:10, 5.32it/s]
178/499 4.32G 0.008933 0.008476 0.003389 54 640: 65%|######5 | 110/168 [00:21<00:10, 5.32it/s]
178/499 4.32G 0.008933 0.008476 0.003389 54 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s]
178/499 4.32G 0.008935 0.008479 0.003395 69 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s]
178/499 4.32G 0.008935 0.008479 0.003395 69 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
178/499 4.32G 0.008929 0.00847 0.003374 59 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
178/499 4.32G 0.008929 0.00847 0.003374 59 640: 67%|######7 | 113/168 [00:21<00:10, 5.32it/s]
178/499 4.32G 0.008935 0.008476 0.003363 63 640: 67%|######7 | 113/168 [00:21<00:10, 5.32it/s]
178/499 4.32G 0.008935 0.008476 0.003363 63 640: 68%|######7 | 114/168 [00:21<00:10, 5.38it/s]
178/499 4.32G 0.008934 0.008475 0.003356 74 640: 68%|######7 | 114/168 [00:21<00:10, 5.38it/s]
178/499 4.32G 0.008934 0.008475 0.003356 74 640: 68%|######8 | 115/168 [00:21<00:10, 5.24it/s]
178/499 4.32G 0.008928 0.008468 0.00334 71 640: 68%|######8 | 115/168 [00:22<00:10, 5.24it/s]
178/499 4.32G 0.008928 0.008468 0.00334 71 640: 69%|######9 | 116/168 [00:22<00:09, 5.32it/s]
178/499 4.32G 0.008938 0.008487 0.003324 72 640: 69%|######9 | 116/168 [00:22<00:09, 5.32it/s]
178/499 4.32G 0.008938 0.008487 0.003324 72 640: 70%|######9 | 117/168 [00:22<00:09, 5.37it/s]
178/499 4.32G 0.008944 0.008494 0.003327 77 640: 70%|######9 | 117/168 [00:22<00:09, 5.37it/s]
178/499 4.32G 0.008944 0.008494 0.003327 77 640: 70%|####### | 118/168 [00:22<00:09, 5.23it/s]
178/499 4.32G 0.008936 0.008486 0.003347 77 640: 70%|####### | 118/168 [00:22<00:09, 5.23it/s]
178/499 4.32G 0.008936 0.008486 0.003347 77 640: 71%|####### | 119/168 [00:22<00:09, 5.31it/s]
178/499 4.32G 0.008941 0.008481 0.003328 66 640: 71%|####### | 119/168 [00:22<00:09, 5.31it/s]
178/499 4.32G 0.008941 0.008481 0.003328 66 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s]
178/499 4.32G 0.008952 0.008485 0.003334 70 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s]
178/499 4.32G 0.008952 0.008485 0.003334 70 640: 72%|#######2 | 121/168 [00:22<00:08, 5.24it/s]
178/499 4.32G 0.008955 0.008501 0.003311 75 640: 72%|#######2 | 121/168 [00:23<00:08, 5.24it/s]
178/499 4.32G 0.008955 0.008501 0.003311 75 640: 73%|#######2 | 122/168 [00:23<00:08, 5.32it/s]
178/499 4.32G 0.008952 0.008519 0.003318 82 640: 73%|#######2 | 122/168 [00:23<00:08, 5.32it/s]
178/499 4.32G 0.008952 0.008519 0.003318 82 640: 73%|#######3 | 123/168 [00:23<00:08, 5.29it/s]
178/499 4.32G 0.008964 0.008532 0.003325 74 640: 73%|#######3 | 123/168 [00:23<00:08, 5.29it/s]
178/499 4.32G 0.008964 0.008532 0.003325 74 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s]
178/499 4.32G 0.008977 0.008541 0.003357 74 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s]
178/499 4.32G 0.008977 0.008541 0.003357 74 640: 74%|#######4 | 125/168 [00:23<00:08, 5.29it/s]
178/499 4.32G 0.00897 0.008545 0.003367 66 640: 74%|#######4 | 125/168 [00:23<00:08, 5.29it/s]
178/499 4.32G 0.00897 0.008545 0.003367 66 640: 75%|#######5 | 126/168 [00:23<00:07, 5.34it/s]
178/499 4.32G 0.008976 0.008542 0.00337 58 640: 75%|#######5 | 126/168 [00:24<00:07, 5.34it/s]
178/499 4.32G 0.008976 0.008542 0.00337 58 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s]
178/499 4.32G 0.008981 0.008543 0.003375 65 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s]
178/499 4.32G 0.008981 0.008543 0.003375 65 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s]
178/499 4.32G 0.008981 0.00854 0.003376 67 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s]
178/499 4.32G 0.008981 0.00854 0.003376 67 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s]
178/499 4.32G 0.008993 0.008535 0.003369 69 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s]
178/499 4.32G 0.008993 0.008535 0.003369 69 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s]
178/499 4.32G 0.008994 0.008521 0.00339 56 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s]
178/499 4.32G 0.008994 0.008521 0.00339 56 640: 78%|#######7 | 131/168 [00:24<00:07, 5.28it/s]
178/499 4.32G 0.009002 0.008513 0.00339 66 640: 78%|#######7 | 131/168 [00:25<00:07, 5.28it/s]
178/499 4.32G 0.009002 0.008513 0.00339 66 640: 79%|#######8 | 132/168 [00:25<00:06, 5.34it/s]
178/499 4.32G 0.009016 0.008509 0.003392 58 640: 79%|#######8 | 132/168 [00:25<00:06, 5.34it/s]
178/499 4.32G 0.009016 0.008509 0.003392 58 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s]
178/499 4.32G 0.009017 0.008487 0.003376 52 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s]
178/499 4.32G 0.009017 0.008487 0.003376 52 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s]
178/499 4.32G 0.009016 0.008508 0.00337 90 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s]
178/499 4.32G 0.009016 0.008508 0.00337 90 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s]
178/499 4.32G 0.009009 0.008519 0.003379 79 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s]
178/499 4.32G 0.009009 0.008519 0.003379 79 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s]
178/499 4.32G 0.009009 0.008522 0.003369 65 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s]
178/499 4.32G 0.009009 0.008522 0.003369 65 640: 82%|########1 | 137/168 [00:25<00:05, 5.29it/s]
178/499 4.32G 0.009008 0.00851 0.003362 48 640: 82%|########1 | 137/168 [00:26<00:05, 5.29it/s]
178/499 4.32G 0.009008 0.00851 0.003362 48 640: 82%|########2 | 138/168 [00:26<00:05, 5.32it/s]
178/499 4.32G 0.009009 0.008518 0.003347 72 640: 82%|########2 | 138/168 [00:26<00:05, 5.32it/s]
178/499 4.32G 0.009009 0.008518 0.003347 72 640: 83%|########2 | 139/168 [00:26<00:05, 5.11it/s]
178/499 4.32G 0.00902 0.008512 0.00333 57 640: 83%|########2 | 139/168 [00:26<00:05, 5.11it/s]
178/499 4.32G 0.00902 0.008512 0.00333 57 640: 83%|########3 | 140/168 [00:26<00:05, 5.21it/s]
178/499 4.32G 0.009008 0.008508 0.003346 58 640: 83%|########3 | 140/168 [00:26<00:05, 5.21it/s]
178/499 4.32G 0.009008 0.008508 0.003346 58 640: 84%|########3 | 141/168 [00:26<00:05, 5.29it/s]
178/499 4.32G 0.009012 0.008519 0.003365 75 640: 84%|########3 | 141/168 [00:26<00:05, 5.29it/s]
178/499 4.32G 0.009012 0.008519 0.003365 75 640: 85%|########4 | 142/168 [00:26<00:05, 5.14it/s]
178/499 4.32G 0.009006 0.008514 0.003368 63 640: 85%|########4 | 142/168 [00:27<00:05, 5.14it/s]
178/499 4.32G 0.009006 0.008514 0.003368 63 640: 85%|########5 | 143/168 [00:27<00:04, 5.20it/s]
178/499 4.32G 0.009009 0.008504 0.003389 62 640: 85%|########5 | 143/168 [00:27<00:04, 5.20it/s]
178/499 4.32G 0.009009 0.008504 0.003389 62 640: 86%|########5 | 144/168 [00:27<00:04, 5.28it/s]
178/499 4.32G 0.009004 0.008502 0.003377 69 640: 86%|########5 | 144/168 [00:27<00:04, 5.28it/s]
178/499 4.32G 0.009004 0.008502 0.003377 69 640: 86%|########6 | 145/168 [00:27<00:04, 5.09it/s]
178/499 4.32G 0.008993 0.0085 0.00337 60 640: 86%|########6 | 145/168 [00:27<00:04, 5.09it/s]
178/499 4.32G 0.008993 0.0085 0.00337 60 640: 87%|########6 | 146/168 [00:27<00:04, 5.22it/s]
178/499 4.32G 0.008989 0.008504 0.003369 81 640: 87%|########6 | 146/168 [00:27<00:04, 5.22it/s]
178/499 4.32G 0.008989 0.008504 0.003369 81 640: 88%|########7 | 147/168 [00:27<00:03, 5.29it/s]
178/499 4.32G 0.008995 0.008504 0.003354 50 640: 88%|########7 | 147/168 [00:28<00:03, 5.29it/s]
178/499 4.32G 0.008995 0.008504 0.003354 50 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s]
178/499 4.32G 0.008991 0.008503 0.003351 60 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s]
178/499 4.32G 0.008991 0.008503 0.003351 60 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
178/499 4.32G 0.008996 0.008498 0.003355 56 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
178/499 4.32G 0.008996 0.008498 0.003355 56 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s]
178/499 4.32G 0.008998 0.008506 0.003364 70 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s]
178/499 4.32G 0.008998 0.008506 0.003364 70 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s]
178/499 4.32G 0.009008 0.008506 0.003375 75 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s]
178/499 4.32G 0.009008 0.008506 0.003375 75 640: 90%|######### | 152/168 [00:28<00:03, 5.25it/s]
178/499 4.32G 0.009013 0.008507 0.003363 71 640: 90%|######### | 152/168 [00:29<00:03, 5.25it/s]
178/499 4.32G 0.009013 0.008507 0.003363 71 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s]
178/499 4.32G 0.009013 0.008506 0.003367 73 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s]
178/499 4.32G 0.009013 0.008506 0.003367 73 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s]
178/499 4.32G 0.009003 0.008497 0.003359 63 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s]
178/499 4.32G 0.009003 0.008497 0.003359 63 640: 92%|#########2| 155/168 [00:29<00:02, 5.24it/s]
178/499 4.32G 0.009019 0.008485 0.003365 53 640: 92%|#########2| 155/168 [00:29<00:02, 5.24it/s]
178/499 4.32G 0.009019 0.008485 0.003365 53 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s]
178/499 4.32G 0.009022 0.008479 0.003369 72 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s]
178/499 4.32G 0.009022 0.008479 0.003369 72 640: 93%|#########3| 157/168 [00:29<00:02, 5.20it/s]
178/499 4.32G 0.009029 0.008487 0.003401 72 640: 93%|#########3| 157/168 [00:30<00:02, 5.20it/s]
178/499 4.32G 0.009029 0.008487 0.003401 72 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s]
178/499 4.32G 0.009037 0.008495 0.00341 70 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s]
178/499 4.32G 0.009037 0.008495 0.00341 70 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s]
178/499 4.32G 0.009029 0.008488 0.003416 65 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s]
178/499 4.32G 0.009029 0.008488 0.003416 65 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
178/499 4.32G 0.009023 0.008486 0.003419 70 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
178/499 4.32G 0.009023 0.008486 0.003419 70 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s]
178/499 4.32G 0.009022 0.008491 0.003411 75 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s]
178/499 4.32G 0.009022 0.008491 0.003411 75 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s]
178/499 4.32G 0.009012 0.008477 0.003416 67 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s]
178/499 4.32G 0.009012 0.008477 0.003416 67 640: 97%|#########7| 163/168 [00:30<00:00, 5.22it/s]
178/499 4.32G 0.009015 0.008469 0.003412 69 640: 97%|#########7| 163/168 [00:31<00:00, 5.22it/s]
178/499 4.32G 0.009015 0.008469 0.003412 69 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s]
178/499 4.32G 0.009014 0.00847 0.003411 64 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s]
178/499 4.32G 0.009014 0.00847 0.003411 64 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s]
178/499 4.32G 0.009018 0.008479 0.003406 69 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s]
178/499 4.32G 0.009018 0.008479 0.003406 69 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s]
178/499 4.32G 0.009017 0.008473 0.003409 60 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s]
178/499 4.32G 0.009017 0.008473 0.003409 60 640: 99%|#########9| 167/168 [00:31<00:00, 5.28it/s]
178/499 4.32G 0.009013 0.008483 0.003397 44 640: 99%|#########9| 167/168 [00:31<00:00, 5.28it/s]
178/499 4.32G 0.009013 0.008483 0.003397 44 640: 100%|##########| 168/168 [00:31<00:00, 5.48it/s]
178/499 4.32G 0.009013 0.008483 0.003397 44 640: 100%|##########| 168/168 [00:31<00:00, 5.27it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s]
all 132 263 0.827 0.893 0.889 0.771
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
179/499 4.32G 0.008659 0.007377 0.003526 60 640: 0%| | 0/168 [00:00<?, ?it/s]
179/499 4.32G 0.008659 0.007377 0.003526 60 640: 1%| | 1/168 [00:00<00:33, 5.01it/s]
179/499 4.32G 0.009203 0.007967 0.00265 63 640: 1%| | 1/168 [00:00<00:33, 5.01it/s]
179/499 4.32G 0.009203 0.007967 0.00265 63 640: 1%|1 | 2/168 [00:00<00:31, 5.31it/s]
179/499 4.32G 0.00931 0.008092 0.003032 61 640: 1%|1 | 2/168 [00:00<00:31, 5.31it/s]
179/499 4.32G 0.00931 0.008092 0.003032 61 640: 2%|1 | 3/168 [00:00<00:30, 5.37it/s]
179/499 4.32G 0.00959 0.008085 0.002999 72 640: 2%|1 | 3/168 [00:00<00:30, 5.37it/s]
179/499 4.32G 0.00959 0.008085 0.002999 72 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s]
179/499 4.32G 0.009286 0.007874 0.002844 69 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s]
179/499 4.32G 0.009286 0.007874 0.002844 69 640: 3%|2 | 5/168 [00:00<00:31, 5.22it/s]
179/499 4.32G 0.009252 0.007902 0.002826 59 640: 3%|2 | 5/168 [00:01<00:31, 5.22it/s]
179/499 4.32G 0.009252 0.007902 0.002826 59 640: 4%|3 | 6/168 [00:01<00:30, 5.30it/s]
179/499 4.32G 0.009297 0.008237 0.002913 74 640: 4%|3 | 6/168 [00:01<00:30, 5.30it/s]
179/499 4.32G 0.009297 0.008237 0.002913 74 640: 4%|4 | 7/168 [00:01<00:31, 5.06it/s]
179/499 4.32G 0.00906 0.008298 0.002977 68 640: 4%|4 | 7/168 [00:01<00:31, 5.06it/s]
179/499 4.32G 0.00906 0.008298 0.002977 68 640: 5%|4 | 8/168 [00:01<00:30, 5.18it/s]
179/499 4.32G 0.009133 0.008495 0.002997 63 640: 5%|4 | 8/168 [00:01<00:30, 5.18it/s]
179/499 4.32G 0.009133 0.008495 0.002997 63 640: 5%|5 | 9/168 [00:01<00:30, 5.25it/s]
179/499 4.32G 0.00913 0.008351 0.002819 42 640: 5%|5 | 9/168 [00:01<00:30, 5.25it/s]
179/499 4.32G 0.00913 0.008351 0.002819 42 640: 6%|5 | 10/168 [00:01<00:30, 5.13it/s]
179/499 4.32G 0.009015 0.008205 0.002874 54 640: 6%|5 | 10/168 [00:02<00:30, 5.13it/s]
179/499 4.32G 0.009015 0.008205 0.002874 54 640: 7%|6 | 11/168 [00:02<00:30, 5.22it/s]
179/499 4.32G 0.008882 0.008239 0.002938 70 640: 7%|6 | 11/168 [00:02<00:30, 5.22it/s]
179/499 4.32G 0.008882 0.008239 0.002938 70 640: 7%|7 | 12/168 [00:02<00:29, 5.22it/s]
179/499 4.32G 0.008832 0.008386 0.002841 79 640: 7%|7 | 12/168 [00:02<00:29, 5.22it/s]
179/499 4.32G 0.008832 0.008386 0.002841 79 640: 8%|7 | 13/168 [00:02<00:30, 5.12it/s]
179/499 4.32G 0.008966 0.008492 0.002818 79 640: 8%|7 | 13/168 [00:02<00:30, 5.12it/s]
179/499 4.32G 0.008966 0.008492 0.002818 79 640: 8%|8 | 14/168 [00:02<00:29, 5.22it/s]
179/499 4.32G 0.008978 0.008317 0.002962 57 640: 8%|8 | 14/168 [00:02<00:29, 5.22it/s]
179/499 4.32G 0.008978 0.008317 0.002962 57 640: 9%|8 | 15/168 [00:02<00:28, 5.30it/s]
179/499 4.32G 0.008915 0.008188 0.003019 65 640: 9%|8 | 15/168 [00:03<00:28, 5.30it/s]
179/499 4.32G 0.008915 0.008188 0.003019 65 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s]
179/499 4.32G 0.008969 0.008228 0.002896 62 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s]
179/499 4.32G 0.008969 0.008228 0.002896 62 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s]
179/499 4.32G 0.009016 0.008255 0.002794 76 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s]
179/499 4.32G 0.009016 0.008255 0.002794 76 640: 11%|# | 18/168 [00:03<00:28, 5.32it/s]
179/499 4.32G 0.008972 0.008287 0.002874 77 640: 11%|# | 18/168 [00:03<00:28, 5.32it/s]
179/499 4.32G 0.008972 0.008287 0.002874 77 640: 11%|#1 | 19/168 [00:03<00:28, 5.18it/s]
179/499 4.32G 0.008948 0.008308 0.002911 67 640: 11%|#1 | 19/168 [00:03<00:28, 5.18it/s]
179/499 4.32G 0.008948 0.008308 0.002911 67 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s]
179/499 4.32G 0.008973 0.008234 0.002911 55 640: 12%|#1 | 20/168 [00:04<00:28, 5.27it/s]
179/499 4.32G 0.008973 0.008234 0.002911 55 640: 12%|#2 | 21/168 [00:04<00:27, 5.33it/s]
179/499 4.32G 0.008996 0.008382 0.00291 83 640: 12%|#2 | 21/168 [00:04<00:27, 5.33it/s]
179/499 4.32G 0.008996 0.008382 0.00291 83 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s]
179/499 4.32G 0.008987 0.008501 0.002921 75 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s]
179/499 4.32G 0.008987 0.008501 0.002921 75 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s]
179/499 4.32G 0.009029 0.008512 0.002982 61 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s]
179/499 4.32G 0.009029 0.008512 0.002982 61 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
179/499 4.32G 0.008993 0.008395 0.003104 61 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
179/499 4.32G 0.008993 0.008395 0.003104 61 640: 15%|#4 | 25/168 [00:04<00:27, 5.16it/s]
179/499 4.32G 0.008992 0.008445 0.00308 85 640: 15%|#4 | 25/168 [00:04<00:27, 5.16it/s]
179/499 4.32G 0.008992 0.008445 0.00308 85 640: 15%|#5 | 26/168 [00:04<00:27, 5.25it/s]
179/499 4.32G 0.008927 0.008493 0.003158 74 640: 15%|#5 | 26/168 [00:05<00:27, 5.25it/s]
179/499 4.32G 0.008927 0.008493 0.003158 74 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s]
179/499 4.32G 0.008939 0.008529 0.003132 88 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s]
179/499 4.32G 0.008939 0.008529 0.003132 88 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s]
179/499 4.32G 0.008967 0.008497 0.003238 57 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s]
179/499 4.32G 0.008967 0.008497 0.003238 57 640: 17%|#7 | 29/168 [00:05<00:26, 5.28it/s]
179/499 4.32G 0.008923 0.008505 0.003224 75 640: 17%|#7 | 29/168 [00:05<00:26, 5.28it/s]
179/499 4.32G 0.008923 0.008505 0.003224 75 640: 18%|#7 | 30/168 [00:05<00:25, 5.33it/s]
179/499 4.32G 0.008944 0.008539 0.003181 66 640: 18%|#7 | 30/168 [00:05<00:25, 5.33it/s]
179/499 4.32G 0.008944 0.008539 0.003181 66 640: 18%|#8 | 31/168 [00:05<00:26, 5.19it/s]
179/499 4.32G 0.009006 0.008611 0.003198 74 640: 18%|#8 | 31/168 [00:06<00:26, 5.19it/s]
179/499 4.32G 0.009006 0.008611 0.003198 74 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s]
179/499 4.32G 0.008969 0.008605 0.003245 82 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s]
179/499 4.32G 0.008969 0.008605 0.003245 82 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
179/499 4.32G 0.008933 0.008559 0.003215 55 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
179/499 4.32G 0.008933 0.008559 0.003215 55 640: 20%|## | 34/168 [00:06<00:26, 5.14it/s]
179/499 4.32G 0.008958 0.008526 0.003224 62 640: 20%|## | 34/168 [00:06<00:26, 5.14it/s]
179/499 4.32G 0.008958 0.008526 0.003224 62 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s]
179/499 4.32G 0.008944 0.008509 0.003241 60 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s]
179/499 4.32G 0.008944 0.008509 0.003241 60 640: 21%|##1 | 36/168 [00:06<00:24, 5.34it/s]
179/499 4.32G 0.008906 0.008528 0.003244 68 640: 21%|##1 | 36/168 [00:07<00:24, 5.34it/s]
179/499 4.32G 0.008906 0.008528 0.003244 68 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s]
179/499 4.32G 0.008912 0.008521 0.003241 66 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s]
179/499 4.32G 0.008912 0.008521 0.003241 66 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s]
179/499 4.32G 0.008898 0.008524 0.003224 67 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s]
179/499 4.32G 0.008898 0.008524 0.003224 67 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
179/499 4.32G 0.008899 0.008523 0.003223 83 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
179/499 4.32G 0.008899 0.008523 0.003223 83 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
179/499 4.32G 0.008938 0.008555 0.003195 77 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
179/499 4.32G 0.008938 0.008555 0.003195 77 640: 24%|##4 | 41/168 [00:07<00:24, 5.29it/s]
179/499 4.32G 0.008929 0.008532 0.003178 65 640: 24%|##4 | 41/168 [00:07<00:24, 5.29it/s]
179/499 4.32G 0.008929 0.008532 0.003178 65 640: 25%|##5 | 42/168 [00:07<00:23, 5.36it/s]
179/499 4.32G 0.008954 0.00851 0.003144 58 640: 25%|##5 | 42/168 [00:08<00:23, 5.36it/s]
179/499 4.32G 0.008954 0.00851 0.003144 58 640: 26%|##5 | 43/168 [00:08<00:23, 5.21it/s]
179/499 4.32G 0.008939 0.008514 0.003084 61 640: 26%|##5 | 43/168 [00:08<00:23, 5.21it/s]
179/499 4.32G 0.008939 0.008514 0.003084 61 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s]
179/499 4.32G 0.008933 0.00852 0.003069 70 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s]
179/499 4.32G 0.008933 0.00852 0.003069 70 640: 27%|##6 | 45/168 [00:08<00:22, 5.37it/s]
179/499 4.32G 0.008944 0.008518 0.003131 68 640: 27%|##6 | 45/168 [00:08<00:22, 5.37it/s]
179/499 4.32G 0.008944 0.008518 0.003131 68 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s]
179/499 4.32G 0.008948 0.008526 0.003085 70 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s]
179/499 4.32G 0.008948 0.008526 0.003085 70 640: 28%|##7 | 47/168 [00:08<00:22, 5.28it/s]
179/499 4.32G 0.008986 0.008534 0.003104 59 640: 28%|##7 | 47/168 [00:09<00:22, 5.28it/s]
179/499 4.32G 0.008986 0.008534 0.003104 59 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s]
179/499 4.32G 0.008975 0.008539 0.003098 76 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s]
179/499 4.32G 0.008975 0.008539 0.003098 76 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s]
179/499 4.32G 0.008953 0.008558 0.003106 84 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s]
179/499 4.32G 0.008953 0.008558 0.003106 84 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s]
179/499 4.32G 0.008944 0.008564 0.003067 77 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s]
179/499 4.32G 0.008944 0.008564 0.003067 77 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
179/499 4.32G 0.008926 0.00855 0.003053 70 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
179/499 4.32G 0.008926 0.00855 0.003053 70 640: 31%|### | 52/168 [00:09<00:22, 5.17it/s]
179/499 4.32G 0.00892 0.008554 0.003087 80 640: 31%|### | 52/168 [00:10<00:22, 5.17it/s]
179/499 4.32G 0.00892 0.008554 0.003087 80 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
179/499 4.32G 0.008912 0.008567 0.003051 77 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
179/499 4.32G 0.008912 0.008567 0.003051 77 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s]
179/499 4.32G 0.008935 0.008591 0.003037 73 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s]
179/499 4.32G 0.008935 0.008591 0.003037 73 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s]
179/499 4.32G 0.008951 0.008602 0.003005 68 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s]
179/499 4.32G 0.008951 0.008602 0.003005 68 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s]
179/499 4.32G 0.008945 0.008624 0.00303 79 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s]
179/499 4.32G 0.008945 0.008624 0.00303 79 640: 34%|###3 | 57/168 [00:10<00:20, 5.34it/s]
179/499 4.32G 0.008955 0.008644 0.002989 65 640: 34%|###3 | 57/168 [00:11<00:20, 5.34it/s]
179/499 4.32G 0.008955 0.008644 0.002989 65 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s]
179/499 4.32G 0.008957 0.008656 0.003026 80 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s]
179/499 4.32G 0.008957 0.008656 0.003026 80 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
179/499 4.32G 0.00895 0.008651 0.003022 68 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
179/499 4.32G 0.00895 0.008651 0.003022 68 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s]
179/499 4.32G 0.008912 0.008637 0.003067 70 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s]
179/499 4.32G 0.008912 0.008637 0.003067 70 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
179/499 4.32G 0.008926 0.008636 0.003033 64 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
179/499 4.32G 0.008926 0.008636 0.003033 64 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s]
179/499 4.32G 0.008922 0.008641 0.003047 69 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s]
179/499 4.32G 0.008922 0.008641 0.003047 69 640: 38%|###7 | 63/168 [00:11<00:19, 5.31it/s]
179/499 4.32G 0.00892 0.008628 0.003064 72 640: 38%|###7 | 63/168 [00:12<00:19, 5.31it/s]
179/499 4.32G 0.00892 0.008628 0.003064 72 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s]
179/499 4.32G 0.008913 0.008611 0.003205 58 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s]
179/499 4.32G 0.008913 0.008611 0.003205 58 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s]
179/499 4.32G 0.008884 0.008587 0.003174 64 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s]
179/499 4.32G 0.008884 0.008587 0.003174 64 640: 39%|###9 | 66/168 [00:12<00:19, 5.30it/s]
179/499 4.32G 0.00888 0.008586 0.003194 69 640: 39%|###9 | 66/168 [00:12<00:19, 5.30it/s]
179/499 4.32G 0.00888 0.008586 0.003194 69 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
179/499 4.32G 0.008868 0.008587 0.003259 68 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
179/499 4.32G 0.008868 0.008587 0.003259 68 640: 40%|#### | 68/168 [00:12<00:18, 5.27it/s]
179/499 4.32G 0.008867 0.008556 0.003276 65 640: 40%|#### | 68/168 [00:13<00:18, 5.27it/s]
179/499 4.32G 0.008867 0.008556 0.003276 65 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s]
179/499 4.32G 0.008844 0.008545 0.003266 64 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s]
179/499 4.32G 0.008844 0.008545 0.003266 64 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s]
179/499 4.32G 0.008831 0.008555 0.003258 82 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s]
179/499 4.32G 0.008831 0.008555 0.003258 82 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s]
179/499 4.32G 0.008847 0.008582 0.003264 76 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s]
179/499 4.32G 0.008847 0.008582 0.003264 76 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s]
179/499 4.32G 0.008848 0.008587 0.003278 72 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s]
179/499 4.32G 0.008848 0.008587 0.003278 72 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s]
179/499 4.32G 0.008842 0.0086 0.003254 78 640: 43%|####3 | 73/168 [00:14<00:18, 5.21it/s]
179/499 4.32G 0.008842 0.0086 0.003254 78 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s]
179/499 4.32G 0.00889 0.008594 0.00323 62 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s]
179/499 4.32G 0.00889 0.008594 0.00323 62 640: 45%|####4 | 75/168 [00:14<00:17, 5.38it/s]
179/499 4.32G 0.0089 0.0086 0.003203 65 640: 45%|####4 | 75/168 [00:14<00:17, 5.38it/s]
179/499 4.32G 0.0089 0.0086 0.003203 65 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s]
179/499 4.32G 0.008902 0.008609 0.003202 69 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s]
179/499 4.32G 0.008902 0.008609 0.003202 69 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s]
179/499 4.32G 0.008925 0.00864 0.003204 72 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s]
179/499 4.32G 0.008925 0.00864 0.003204 72 640: 46%|####6 | 78/168 [00:14<00:16, 5.37it/s]
179/499 4.32G 0.008912 0.008659 0.003209 74 640: 46%|####6 | 78/168 [00:15<00:16, 5.37it/s]
179/499 4.32G 0.008912 0.008659 0.003209 74 640: 47%|####7 | 79/168 [00:15<00:17, 5.12it/s]
179/499 4.32G 0.008921 0.008662 0.003219 64 640: 47%|####7 | 79/168 [00:15<00:17, 5.12it/s]
179/499 4.32G 0.008921 0.008662 0.003219 64 640: 48%|####7 | 80/168 [00:15<00:17, 5.14it/s]
179/499 4.32G 0.008918 0.008657 0.003221 64 640: 48%|####7 | 80/168 [00:15<00:17, 5.14it/s]
179/499 4.32G 0.008918 0.008657 0.003221 64 640: 48%|####8 | 81/168 [00:15<00:16, 5.23it/s]
179/499 4.32G 0.008918 0.008651 0.003221 66 640: 48%|####8 | 81/168 [00:15<00:16, 5.23it/s]
179/499 4.32G 0.008918 0.008651 0.003221 66 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s]
179/499 4.32G 0.008913 0.008652 0.003223 77 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s]
179/499 4.32G 0.008913 0.008652 0.003223 77 640: 49%|####9 | 83/168 [00:15<00:16, 5.24it/s]
179/499 4.32G 0.008893 0.008646 0.003214 84 640: 49%|####9 | 83/168 [00:15<00:16, 5.24it/s]
179/499 4.32G 0.008893 0.008646 0.003214 84 640: 50%|##### | 84/168 [00:15<00:15, 5.34it/s]
179/499 4.32G 0.008892 0.008644 0.003223 74 640: 50%|##### | 84/168 [00:16<00:15, 5.34it/s]
179/499 4.32G 0.008892 0.008644 0.003223 74 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s]
179/499 4.32G 0.00888 0.008649 0.003239 83 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s]
179/499 4.32G 0.00888 0.008649 0.003239 83 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s]
179/499 4.32G 0.008896 0.008646 0.003232 71 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s]
179/499 4.32G 0.008896 0.008646 0.003232 71 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s]
179/499 4.32G 0.008888 0.00864 0.003242 62 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s]
179/499 4.32G 0.008888 0.00864 0.003242 62 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s]
179/499 4.32G 0.008875 0.008625 0.003231 68 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s]
179/499 4.32G 0.008875 0.008625 0.003231 68 640: 53%|#####2 | 89/168 [00:16<00:14, 5.31it/s]
179/499 4.32G 0.008877 0.008614 0.003244 76 640: 53%|#####2 | 89/168 [00:17<00:14, 5.31it/s]
179/499 4.32G 0.008877 0.008614 0.003244 76 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s]
179/499 4.32G 0.00888 0.008615 0.003264 80 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s]
179/499 4.32G 0.00888 0.008615 0.003264 80 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s]
179/499 4.32G 0.00887 0.008616 0.003265 74 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s]
179/499 4.32G 0.00887 0.008616 0.003265 74 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s]
179/499 4.32G 0.008873 0.008616 0.003248 71 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s]
179/499 4.32G 0.008873 0.008616 0.003248 71 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s]
179/499 4.32G 0.008857 0.008593 0.003224 64 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s]
179/499 4.32G 0.008857 0.008593 0.003224 64 640: 56%|#####5 | 94/168 [00:17<00:14, 5.21it/s]
179/499 4.32G 0.008868 0.008609 0.003224 75 640: 56%|#####5 | 94/168 [00:18<00:14, 5.21it/s]
179/499 4.32G 0.008868 0.008609 0.003224 75 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
179/499 4.32G 0.00887 0.008587 0.003232 59 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
179/499 4.32G 0.00887 0.008587 0.003232 59 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s]
179/499 4.32G 0.008847 0.008553 0.003223 51 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s]
179/499 4.32G 0.008847 0.008553 0.003223 51 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s]
179/499 4.32G 0.008838 0.008551 0.003218 70 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s]
179/499 4.32G 0.008838 0.008551 0.003218 70 640: 58%|#####8 | 98/168 [00:18<00:13, 5.24it/s]
179/499 4.32G 0.008838 0.008556 0.003207 76 640: 58%|#####8 | 98/168 [00:18<00:13, 5.24it/s]
179/499 4.32G 0.008838 0.008556 0.003207 76 640: 59%|#####8 | 99/168 [00:18<00:13, 5.31it/s]
179/499 4.32G 0.00884 0.008585 0.003208 89 640: 59%|#####8 | 99/168 [00:19<00:13, 5.31it/s]
179/499 4.32G 0.00884 0.008585 0.003208 89 640: 60%|#####9 | 100/168 [00:19<00:13, 5.18it/s]
179/499 4.32G 0.008849 0.008574 0.003199 63 640: 60%|#####9 | 100/168 [00:19<00:13, 5.18it/s]
179/499 4.32G 0.008849 0.008574 0.003199 63 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s]
179/499 4.32G 0.008836 0.008552 0.003183 52 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s]
179/499 4.32G 0.008836 0.008552 0.003183 52 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s]
179/499 4.32G 0.008832 0.008551 0.003184 74 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s]
179/499 4.32G 0.008832 0.008551 0.003184 74 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
179/499 4.32G 0.008823 0.00854 0.003172 67 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
179/499 4.32G 0.008823 0.00854 0.003172 67 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s]
179/499 4.32G 0.00883 0.008543 0.003193 64 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s]
179/499 4.32G 0.00883 0.008543 0.003193 64 640: 62%|######2 | 105/168 [00:19<00:11, 5.31it/s]
179/499 4.32G 0.008831 0.008529 0.003205 60 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s]
179/499 4.32G 0.008831 0.008529 0.003205 60 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s]
179/499 4.32G 0.008817 0.008536 0.003193 79 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s]
179/499 4.32G 0.008817 0.008536 0.003193 79 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s]
179/499 4.32G 0.008805 0.008536 0.003202 88 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s]
179/499 4.32G 0.008805 0.008536 0.003202 88 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s]
179/499 4.32G 0.008813 0.008551 0.003241 86 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s]
179/499 4.32G 0.008813 0.008551 0.003241 86 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s]
179/499 4.32G 0.008813 0.008553 0.003239 73 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s]
179/499 4.32G 0.008813 0.008553 0.003239 73 640: 65%|######5 | 110/168 [00:20<00:11, 5.26it/s]
179/499 4.32G 0.008806 0.008555 0.003249 65 640: 65%|######5 | 110/168 [00:21<00:11, 5.26it/s]
179/499 4.32G 0.008806 0.008555 0.003249 65 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s]
179/499 4.32G 0.008803 0.008558 0.003271 72 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s]
179/499 4.32G 0.008803 0.008558 0.003271 72 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s]
179/499 4.32G 0.008803 0.008544 0.003303 68 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s]
179/499 4.32G 0.008803 0.008544 0.003303 68 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s]
179/499 4.32G 0.008804 0.00854 0.003319 60 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s]
179/499 4.32G 0.008804 0.00854 0.003319 60 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s]
179/499 4.32G 0.00881 0.008539 0.003338 69 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s]
179/499 4.32G 0.00881 0.008539 0.003338 69 640: 68%|######8 | 115/168 [00:21<00:10, 5.20it/s]
179/499 4.32G 0.008807 0.008537 0.003322 72 640: 68%|######8 | 115/168 [00:22<00:10, 5.20it/s]
179/499 4.32G 0.008807 0.008537 0.003322 72 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s]
179/499 4.32G 0.008818 0.008545 0.003321 72 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s]
179/499 4.32G 0.008818 0.008545 0.003321 72 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s]
179/499 4.32G 0.008823 0.008538 0.003301 45 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s]
179/499 4.32G 0.008823 0.008538 0.003301 45 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s]
179/499 4.32G 0.008811 0.008539 0.003301 73 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s]
179/499 4.32G 0.008811 0.008539 0.003301 73 640: 71%|####### | 119/168 [00:22<00:09, 5.25it/s]
179/499 4.32G 0.008804 0.008535 0.003322 59 640: 71%|####### | 119/168 [00:22<00:09, 5.25it/s]
179/499 4.32G 0.008804 0.008535 0.003322 59 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s]
179/499 4.32G 0.008794 0.008513 0.003323 53 640: 71%|#######1 | 120/168 [00:23<00:08, 5.34it/s]
179/499 4.32G 0.008794 0.008513 0.003323 53 640: 72%|#######2 | 121/168 [00:23<00:09, 5.21it/s]
179/499 4.32G 0.008802 0.008519 0.003316 70 640: 72%|#######2 | 121/168 [00:23<00:09, 5.21it/s]
179/499 4.32G 0.008802 0.008519 0.003316 70 640: 73%|#######2 | 122/168 [00:23<00:08, 5.31it/s]
179/499 4.32G 0.008796 0.008501 0.003316 53 640: 73%|#######2 | 122/168 [00:23<00:08, 5.31it/s]
179/499 4.32G 0.008796 0.008501 0.003316 53 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s]
179/499 4.32G 0.008788 0.008498 0.003305 61 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s]
179/499 4.32G 0.008788 0.008498 0.003305 61 640: 74%|#######3 | 124/168 [00:23<00:08, 5.24it/s]
179/499 4.32G 0.008786 0.008497 0.003299 75 640: 74%|#######3 | 124/168 [00:23<00:08, 5.24it/s]
179/499 4.32G 0.008786 0.008497 0.003299 75 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s]
179/499 4.32G 0.008787 0.008511 0.003295 76 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s]
179/499 4.32G 0.008787 0.008511 0.003295 76 640: 75%|#######5 | 126/168 [00:23<00:07, 5.38it/s]
179/499 4.32G 0.00879 0.008516 0.003315 71 640: 75%|#######5 | 126/168 [00:24<00:07, 5.38it/s]
179/499 4.32G 0.00879 0.008516 0.003315 71 640: 76%|#######5 | 127/168 [00:24<00:07, 5.24it/s]
179/499 4.32G 0.008793 0.008532 0.003319 76 640: 76%|#######5 | 127/168 [00:24<00:07, 5.24it/s]
179/499 4.32G 0.008793 0.008532 0.003319 76 640: 76%|#######6 | 128/168 [00:24<00:07, 5.33it/s]
179/499 4.32G 0.008798 0.008533 0.003332 65 640: 76%|#######6 | 128/168 [00:24<00:07, 5.33it/s]
179/499 4.32G 0.008798 0.008533 0.003332 65 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s]
179/499 4.32G 0.008797 0.008521 0.003317 67 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s]
179/499 4.32G 0.008797 0.008521 0.003317 67 640: 77%|#######7 | 130/168 [00:24<00:07, 5.23it/s]
179/499 4.32G 0.0088 0.008525 0.003295 61 640: 77%|#######7 | 130/168 [00:24<00:07, 5.23it/s]
179/499 4.32G 0.0088 0.008525 0.003295 61 640: 78%|#######7 | 131/168 [00:24<00:06, 5.32it/s]
179/499 4.32G 0.008807 0.008521 0.003284 61 640: 78%|#######7 | 131/168 [00:25<00:06, 5.32it/s]
179/499 4.32G 0.008807 0.008521 0.003284 61 640: 79%|#######8 | 132/168 [00:25<00:06, 5.37it/s]
179/499 4.32G 0.008806 0.008539 0.003295 81 640: 79%|#######8 | 132/168 [00:25<00:06, 5.37it/s]
179/499 4.32G 0.008806 0.008539 0.003295 81 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s]
179/499 4.32G 0.008797 0.008534 0.003307 70 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s]
179/499 4.32G 0.008797 0.008534 0.003307 70 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s]
179/499 4.32G 0.008791 0.008523 0.003319 57 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s]
179/499 4.32G 0.008791 0.008523 0.003319 57 640: 80%|######## | 135/168 [00:25<00:06, 5.38it/s]
179/499 4.32G 0.008802 0.008521 0.003299 66 640: 80%|######## | 135/168 [00:25<00:06, 5.38it/s]
179/499 4.32G 0.008802 0.008521 0.003299 66 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
179/499 4.32G 0.008806 0.008531 0.003292 73 640: 81%|######## | 136/168 [00:26<00:06, 5.21it/s]
179/499 4.32G 0.008806 0.008531 0.003292 73 640: 82%|########1 | 137/168 [00:26<00:05, 5.30it/s]
179/499 4.32G 0.008804 0.008541 0.003286 65 640: 82%|########1 | 137/168 [00:26<00:05, 5.30it/s]
179/499 4.32G 0.008804 0.008541 0.003286 65 640: 82%|########2 | 138/168 [00:26<00:05, 5.38it/s]
179/499 4.32G 0.0088 0.008537 0.003275 53 640: 82%|########2 | 138/168 [00:26<00:05, 5.38it/s]
179/499 4.32G 0.0088 0.008537 0.003275 53 640: 83%|########2 | 139/168 [00:26<00:05, 5.26it/s]
179/499 4.32G 0.008805 0.008535 0.003291 65 640: 83%|########2 | 139/168 [00:26<00:05, 5.26it/s]
179/499 4.32G 0.008805 0.008535 0.003291 65 640: 83%|########3 | 140/168 [00:26<00:05, 5.33it/s]
179/499 4.32G 0.0088 0.008533 0.003278 64 640: 83%|########3 | 140/168 [00:26<00:05, 5.33it/s]
179/499 4.32G 0.0088 0.008533 0.003278 64 640: 84%|########3 | 141/168 [00:26<00:05, 5.39it/s]
179/499 4.32G 0.008811 0.008514 0.003278 63 640: 84%|########3 | 141/168 [00:26<00:05, 5.39it/s]
179/499 4.32G 0.008811 0.008514 0.003278 63 640: 85%|########4 | 142/168 [00:26<00:04, 5.26it/s]
179/499 4.32G 0.008815 0.00852 0.003265 62 640: 85%|########4 | 142/168 [00:27<00:04, 5.26it/s]
179/499 4.32G 0.008815 0.00852 0.003265 62 640: 85%|########5 | 143/168 [00:27<00:04, 5.33it/s]
179/499 4.32G 0.008815 0.008519 0.003257 68 640: 85%|########5 | 143/168 [00:27<00:04, 5.33it/s]
179/499 4.32G 0.008815 0.008519 0.003257 68 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s]
179/499 4.32G 0.008816 0.008525 0.003267 70 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s]
179/499 4.32G 0.008816 0.008525 0.003267 70 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s]
179/499 4.32G 0.008817 0.008526 0.003259 62 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s]
179/499 4.32G 0.008817 0.008526 0.003259 62 640: 87%|########6 | 146/168 [00:27<00:04, 5.21it/s]
179/499 4.32G 0.008815 0.008514 0.003273 65 640: 87%|########6 | 146/168 [00:27<00:04, 5.21it/s]
179/499 4.32G 0.008815 0.008514 0.003273 65 640: 88%|########7 | 147/168 [00:27<00:03, 5.27it/s]
179/499 4.32G 0.008812 0.008528 0.003283 73 640: 88%|########7 | 147/168 [00:28<00:03, 5.27it/s]
179/499 4.32G 0.008812 0.008528 0.003283 73 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s]
179/499 4.32G 0.008815 0.008529 0.003271 68 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s]
179/499 4.32G 0.008815 0.008529 0.003271 68 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
179/499 4.32G 0.008816 0.008526 0.003297 71 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
179/499 4.32G 0.008816 0.008526 0.003297 71 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s]
179/499 4.32G 0.008819 0.008524 0.003292 72 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s]
179/499 4.32G 0.008819 0.008524 0.003292 72 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s]
179/499 4.32G 0.008819 0.008517 0.003288 65 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s]
179/499 4.32G 0.008819 0.008517 0.003288 65 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s]
179/499 4.32G 0.008821 0.008534 0.003273 71 640: 90%|######### | 152/168 [00:29<00:03, 5.30it/s]
179/499 4.32G 0.008821 0.008534 0.003273 71 640: 91%|#########1| 153/168 [00:29<00:02, 5.39it/s]
179/499 4.32G 0.008825 0.008533 0.003275 66 640: 91%|#########1| 153/168 [00:29<00:02, 5.39it/s]
179/499 4.32G 0.008825 0.008533 0.003275 66 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s]
179/499 4.32G 0.00883 0.008537 0.00327 73 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s]
179/499 4.32G 0.00883 0.008537 0.00327 73 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
179/499 4.32G 0.008836 0.008553 0.003265 90 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
179/499 4.32G 0.008836 0.008553 0.003265 90 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s]
179/499 4.32G 0.00884 0.008555 0.00326 58 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s]
179/499 4.32G 0.00884 0.008555 0.00326 58 640: 93%|#########3| 157/168 [00:29<00:02, 5.15it/s]
179/499 4.32G 0.008841 0.008544 0.003265 58 640: 93%|#########3| 157/168 [00:30<00:02, 5.15it/s]
179/499 4.32G 0.008841 0.008544 0.003265 58 640: 94%|#########4| 158/168 [00:30<00:01, 5.24it/s]
179/499 4.32G 0.008848 0.008545 0.003249 69 640: 94%|#########4| 158/168 [00:30<00:01, 5.24it/s]
179/499 4.32G 0.008848 0.008545 0.003249 69 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s]
179/499 4.32G 0.008844 0.008542 0.003244 66 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s]
179/499 4.32G 0.008844 0.008542 0.003244 66 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
179/499 4.32G 0.008849 0.008535 0.003256 65 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
179/499 4.32G 0.008849 0.008535 0.003256 65 640: 96%|#########5| 161/168 [00:30<00:01, 5.27it/s]
179/499 4.32G 0.008854 0.008528 0.003271 66 640: 96%|#########5| 161/168 [00:30<00:01, 5.27it/s]
179/499 4.32G 0.008854 0.008528 0.003271 66 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s]
179/499 4.32G 0.008851 0.00853 0.003264 72 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s]
179/499 4.32G 0.008851 0.00853 0.003264 72 640: 97%|#########7| 163/168 [00:30<00:00, 5.21it/s]
179/499 4.32G 0.008851 0.008526 0.003259 70 640: 97%|#########7| 163/168 [00:31<00:00, 5.21it/s]
179/499 4.32G 0.008851 0.008526 0.003259 70 640: 98%|#########7| 164/168 [00:31<00:00, 5.31it/s]
179/499 4.32G 0.008866 0.008544 0.003259 78 640: 98%|#########7| 164/168 [00:31<00:00, 5.31it/s]
179/499 4.32G 0.008866 0.008544 0.003259 78 640: 98%|#########8| 165/168 [00:31<00:00, 5.38it/s]
179/499 4.32G 0.008871 0.008537 0.003257 60 640: 98%|#########8| 165/168 [00:31<00:00, 5.38it/s]
179/499 4.32G 0.008871 0.008537 0.003257 60 640: 99%|#########8| 166/168 [00:31<00:00, 5.23it/s]
179/499 4.32G 0.008877 0.008535 0.003254 70 640: 99%|#########8| 166/168 [00:31<00:00, 5.23it/s]
179/499 4.32G 0.008877 0.008535 0.003254 70 640: 99%|#########9| 167/168 [00:31<00:00, 5.31it/s]
179/499 4.32G 0.008872 0.008522 0.003235 26 640: 99%|#########9| 167/168 [00:31<00:00, 5.31it/s]
179/499 4.32G 0.008872 0.008522 0.003235 26 640: 100%|##########| 168/168 [00:31<00:00, 5.47it/s]
179/499 4.32G 0.008872 0.008522 0.003235 26 640: 100%|##########| 168/168 [00:31<00:00, 5.27it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s]
all 132 263 0.848 0.884 0.887 0.772
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
180/499 4.32G 0.01006 0.008622 0.003313 61 640: 0%| | 0/168 [00:00<?, ?it/s]
180/499 4.32G 0.01006 0.008622 0.003313 61 640: 1%| | 1/168 [00:00<00:33, 5.02it/s]
180/499 4.32G 0.01001 0.009431 0.003216 75 640: 1%| | 1/168 [00:00<00:33, 5.02it/s]
180/499 4.32G 0.01001 0.009431 0.003216 75 640: 1%|1 | 2/168 [00:00<00:31, 5.35it/s]
180/499 4.32G 0.009827 0.009256 0.002571 65 640: 1%|1 | 2/168 [00:00<00:31, 5.35it/s]
180/499 4.32G 0.009827 0.009256 0.002571 65 640: 2%|1 | 3/168 [00:00<00:30, 5.43it/s]
180/499 4.32G 0.009519 0.008709 0.00229 56 640: 2%|1 | 3/168 [00:00<00:30, 5.43it/s]
180/499 4.32G 0.009519 0.008709 0.00229 56 640: 2%|2 | 4/168 [00:00<00:31, 5.22it/s]
180/499 4.32G 0.009175 0.008018 0.002293 48 640: 2%|2 | 4/168 [00:00<00:31, 5.22it/s]
180/499 4.32G 0.009175 0.008018 0.002293 48 640: 3%|2 | 5/168 [00:00<00:30, 5.34it/s]
180/499 4.32G 0.008889 0.008031 0.002563 76 640: 3%|2 | 5/168 [00:01<00:30, 5.34it/s]
180/499 4.32G 0.008889 0.008031 0.002563 76 640: 4%|3 | 6/168 [00:01<00:29, 5.40it/s]
180/499 4.32G 0.008921 0.007781 0.002559 57 640: 4%|3 | 6/168 [00:01<00:29, 5.40it/s]
180/499 4.32G 0.008921 0.007781 0.002559 57 640: 4%|4 | 7/168 [00:01<00:30, 5.23it/s]
180/499 4.32G 0.008918 0.008022 0.002431 79 640: 4%|4 | 7/168 [00:01<00:30, 5.23it/s]
180/499 4.32G 0.008918 0.008022 0.002431 79 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s]
180/499 4.32G 0.008731 0.007951 0.002193 72 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s]
180/499 4.32G 0.008731 0.007951 0.002193 72 640: 5%|5 | 9/168 [00:01<00:29, 5.40it/s]
180/499 4.32G 0.008829 0.008165 0.002514 71 640: 5%|5 | 9/168 [00:01<00:29, 5.40it/s]
180/499 4.32G 0.008829 0.008165 0.002514 71 640: 6%|5 | 10/168 [00:01<00:30, 5.25it/s]
180/499 4.32G 0.008877 0.008219 0.002353 69 640: 6%|5 | 10/168 [00:02<00:30, 5.25it/s]
180/499 4.32G 0.008877 0.008219 0.002353 69 640: 7%|6 | 11/168 [00:02<00:29, 5.35it/s]
180/499 4.32G 0.009037 0.008418 0.00236 79 640: 7%|6 | 11/168 [00:02<00:29, 5.35it/s]
180/499 4.32G 0.009037 0.008418 0.00236 79 640: 7%|7 | 12/168 [00:02<00:28, 5.41it/s]
180/499 4.32G 0.009025 0.008427 0.002441 62 640: 7%|7 | 12/168 [00:02<00:28, 5.41it/s]
180/499 4.32G 0.009025 0.008427 0.002441 62 640: 8%|7 | 13/168 [00:02<00:29, 5.27it/s]
180/499 4.32G 0.009028 0.008547 0.002418 99 640: 8%|7 | 13/168 [00:02<00:29, 5.27it/s]
180/499 4.32G 0.009028 0.008547 0.002418 99 640: 8%|8 | 14/168 [00:02<00:28, 5.32it/s]
180/499 4.32G 0.009067 0.008463 0.002394 58 640: 8%|8 | 14/168 [00:02<00:28, 5.32it/s]
180/499 4.32G 0.009067 0.008463 0.002394 58 640: 9%|8 | 15/168 [00:02<00:28, 5.38it/s]
180/499 4.32G 0.009069 0.00841 0.002397 57 640: 9%|8 | 15/168 [00:03<00:28, 5.38it/s]
180/499 4.32G 0.009069 0.00841 0.002397 57 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s]
180/499 4.32G 0.009078 0.008447 0.002406 69 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s]
180/499 4.32G 0.009078 0.008447 0.002406 69 640: 10%|# | 17/168 [00:03<00:28, 5.29it/s]
180/499 4.32G 0.009108 0.00835 0.002758 62 640: 10%|# | 17/168 [00:03<00:28, 5.29it/s]
180/499 4.32G 0.009108 0.00835 0.002758 62 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s]
180/499 4.32G 0.009002 0.008216 0.002713 50 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s]
180/499 4.32G 0.009002 0.008216 0.002713 50 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
180/499 4.32G 0.00899 0.008296 0.002726 74 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
180/499 4.32G 0.00899 0.008296 0.002726 74 640: 12%|#1 | 20/168 [00:03<00:28, 5.23it/s]
180/499 4.32G 0.008984 0.008339 0.002641 75 640: 12%|#1 | 20/168 [00:03<00:28, 5.23it/s]
180/499 4.32G 0.008984 0.008339 0.002641 75 640: 12%|#2 | 21/168 [00:03<00:27, 5.29it/s]
180/499 4.32G 0.008964 0.008353 0.002681 67 640: 12%|#2 | 21/168 [00:04<00:27, 5.29it/s]
180/499 4.32G 0.008964 0.008353 0.002681 67 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s]
180/499 4.32G 0.008947 0.008333 0.002779 62 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s]
180/499 4.32G 0.008947 0.008333 0.002779 62 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s]
180/499 4.32G 0.008985 0.008408 0.002829 68 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s]
180/499 4.32G 0.008985 0.008408 0.002829 68 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s]
180/499 4.32G 0.008985 0.008363 0.002935 71 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s]
180/499 4.32G 0.008985 0.008363 0.002935 71 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
180/499 4.32G 0.009007 0.008437 0.002921 78 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
180/499 4.32G 0.009007 0.008437 0.002921 78 640: 15%|#5 | 26/168 [00:04<00:26, 5.30it/s]
180/499 4.32G 0.009001 0.008471 0.002912 68 640: 15%|#5 | 26/168 [00:05<00:26, 5.30it/s]
180/499 4.32G 0.009001 0.008471 0.002912 68 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s]
180/499 4.32G 0.009041 0.008549 0.002911 79 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s]
180/499 4.32G 0.009041 0.008549 0.002911 79 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s]
180/499 4.32G 0.009109 0.008524 0.00282 48 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s]
180/499 4.32G 0.009109 0.008524 0.00282 48 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
180/499 4.32G 0.009086 0.008476 0.002824 65 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
180/499 4.32G 0.009086 0.008476 0.002824 65 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s]
180/499 4.32G 0.009094 0.008503 0.002786 68 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s]
180/499 4.32G 0.009094 0.008503 0.002786 68 640: 18%|#8 | 31/168 [00:05<00:26, 5.20it/s]
180/499 4.32G 0.009077 0.008434 0.002747 54 640: 18%|#8 | 31/168 [00:06<00:26, 5.20it/s]
180/499 4.32G 0.009077 0.008434 0.002747 54 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s]
180/499 4.32G 0.009146 0.008381 0.002806 64 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s]
180/499 4.32G 0.009146 0.008381 0.002806 64 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
180/499 4.32G 0.009114 0.008369 0.002886 65 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
180/499 4.32G 0.009114 0.008369 0.002886 65 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s]
180/499 4.32G 0.009084 0.008397 0.002873 73 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s]
180/499 4.32G 0.009084 0.008397 0.002873 73 640: 21%|## | 35/168 [00:06<00:25, 5.32it/s]
180/499 4.32G 0.009069 0.008386 0.002843 62 640: 21%|## | 35/168 [00:06<00:25, 5.32it/s]
180/499 4.32G 0.009069 0.008386 0.002843 62 640: 21%|##1 | 36/168 [00:06<00:24, 5.37it/s]
180/499 4.32G 0.009055 0.008418 0.002822 85 640: 21%|##1 | 36/168 [00:06<00:24, 5.37it/s]
180/499 4.32G 0.009055 0.008418 0.002822 85 640: 22%|##2 | 37/168 [00:06<00:25, 5.23it/s]
180/499 4.32G 0.009067 0.008395 0.002831 64 640: 22%|##2 | 37/168 [00:07<00:25, 5.23it/s]
180/499 4.32G 0.009067 0.008395 0.002831 64 640: 23%|##2 | 38/168 [00:07<00:24, 5.31it/s]
180/499 4.32G 0.009082 0.008391 0.00285 70 640: 23%|##2 | 38/168 [00:07<00:24, 5.31it/s]
180/499 4.32G 0.009082 0.008391 0.00285 70 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
180/499 4.32G 0.009076 0.008398 0.002865 80 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
180/499 4.32G 0.009076 0.008398 0.002865 80 640: 24%|##3 | 40/168 [00:07<00:24, 5.24it/s]
180/499 4.32G 0.0091 0.008442 0.002876 72 640: 24%|##3 | 40/168 [00:07<00:24, 5.24it/s]
180/499 4.32G 0.0091 0.008442 0.002876 72 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s]
180/499 4.32G 0.009071 0.00848 0.002863 80 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s]
180/499 4.32G 0.009071 0.00848 0.002863 80 640: 25%|##5 | 42/168 [00:07<00:23, 5.39it/s]
180/499 4.32G 0.009073 0.008464 0.002877 65 640: 25%|##5 | 42/168 [00:08<00:23, 5.39it/s]
180/499 4.32G 0.009073 0.008464 0.002877 65 640: 26%|##5 | 43/168 [00:08<00:23, 5.24it/s]
180/499 4.32G 0.009069 0.008488 0.002861 70 640: 26%|##5 | 43/168 [00:08<00:23, 5.24it/s]
180/499 4.32G 0.009069 0.008488 0.002861 70 640: 26%|##6 | 44/168 [00:08<00:23, 5.32it/s]
180/499 4.32G 0.009031 0.008474 0.002911 76 640: 26%|##6 | 44/168 [00:08<00:23, 5.32it/s]
180/499 4.32G 0.009031 0.008474 0.002911 76 640: 27%|##6 | 45/168 [00:08<00:22, 5.39it/s]
180/499 4.32G 0.009022 0.008475 0.002917 68 640: 27%|##6 | 45/168 [00:08<00:22, 5.39it/s]
180/499 4.32G 0.009022 0.008475 0.002917 68 640: 27%|##7 | 46/168 [00:08<00:23, 5.25it/s]
180/499 4.32G 0.008998 0.008478 0.002883 72 640: 27%|##7 | 46/168 [00:08<00:23, 5.25it/s]
180/499 4.32G 0.008998 0.008478 0.002883 72 640: 28%|##7 | 47/168 [00:08<00:22, 5.34it/s]
180/499 4.32G 0.008981 0.008456 0.002917 62 640: 28%|##7 | 47/168 [00:09<00:22, 5.34it/s]
180/499 4.32G 0.008981 0.008456 0.002917 62 640: 29%|##8 | 48/168 [00:09<00:22, 5.38it/s]
180/499 4.32G 0.008956 0.008455 0.002941 64 640: 29%|##8 | 48/168 [00:09<00:22, 5.38it/s]
180/499 4.32G 0.008956 0.008455 0.002941 64 640: 29%|##9 | 49/168 [00:09<00:22, 5.25it/s]
180/499 4.32G 0.008942 0.008489 0.002913 77 640: 29%|##9 | 49/168 [00:09<00:22, 5.25it/s]
180/499 4.32G 0.008942 0.008489 0.002913 77 640: 30%|##9 | 50/168 [00:09<00:22, 5.34it/s]
180/499 4.32G 0.008934 0.008474 0.003008 67 640: 30%|##9 | 50/168 [00:09<00:22, 5.34it/s]
180/499 4.32G 0.008934 0.008474 0.003008 67 640: 30%|### | 51/168 [00:09<00:21, 5.41it/s]
180/499 4.32G 0.008915 0.008478 0.002998 69 640: 30%|### | 51/168 [00:09<00:21, 5.41it/s]
180/499 4.32G 0.008915 0.008478 0.002998 69 640: 31%|### | 52/168 [00:09<00:22, 5.26it/s]
180/499 4.32G 0.008908 0.008482 0.003009 70 640: 31%|### | 52/168 [00:09<00:22, 5.26it/s]
180/499 4.32G 0.008908 0.008482 0.003009 70 640: 32%|###1 | 53/168 [00:09<00:21, 5.34it/s]
180/499 4.32G 0.008907 0.008496 0.003005 67 640: 32%|###1 | 53/168 [00:10<00:21, 5.34it/s]
180/499 4.32G 0.008907 0.008496 0.003005 67 640: 32%|###2 | 54/168 [00:10<00:21, 5.41it/s]
180/499 4.32G 0.008879 0.008463 0.00301 69 640: 32%|###2 | 54/168 [00:10<00:21, 5.41it/s]
180/499 4.32G 0.008879 0.008463 0.00301 69 640: 33%|###2 | 55/168 [00:10<00:21, 5.23it/s]
180/499 4.32G 0.008865 0.008448 0.003052 54 640: 33%|###2 | 55/168 [00:10<00:21, 5.23it/s]
180/499 4.32G 0.008865 0.008448 0.003052 54 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s]
180/499 4.32G 0.008847 0.008423 0.003062 59 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s]
180/499 4.32G 0.008847 0.008423 0.003062 59 640: 34%|###3 | 57/168 [00:10<00:20, 5.37it/s]
180/499 4.32G 0.008858 0.008455 0.003051 80 640: 34%|###3 | 57/168 [00:10<00:20, 5.37it/s]
180/499 4.32G 0.008858 0.008455 0.003051 80 640: 35%|###4 | 58/168 [00:10<00:21, 5.23it/s]
180/499 4.32G 0.008856 0.008462 0.003049 60 640: 35%|###4 | 58/168 [00:11<00:21, 5.23it/s]
180/499 4.32G 0.008856 0.008462 0.003049 60 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s]
180/499 4.32G 0.008831 0.00846 0.003035 71 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s]
180/499 4.32G 0.008831 0.00846 0.003035 71 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s]
180/499 4.32G 0.008832 0.008434 0.003027 60 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s]
180/499 4.32G 0.008832 0.008434 0.003027 60 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s]
180/499 4.32G 0.008838 0.008447 0.003006 84 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s]
180/499 4.32G 0.008838 0.008447 0.003006 84 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s]
180/499 4.32G 0.008836 0.008444 0.002996 69 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s]
180/499 4.32G 0.008836 0.008444 0.002996 69 640: 38%|###7 | 63/168 [00:11<00:19, 5.32it/s]
180/499 4.32G 0.008856 0.008468 0.002995 65 640: 38%|###7 | 63/168 [00:12<00:19, 5.32it/s]
180/499 4.32G 0.008856 0.008468 0.002995 65 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s]
180/499 4.32G 0.008856 0.008503 0.003006 92 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s]
180/499 4.32G 0.008856 0.008503 0.003006 92 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
180/499 4.32G 0.00886 0.008496 0.003016 69 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
180/499 4.32G 0.00886 0.008496 0.003016 69 640: 39%|###9 | 66/168 [00:12<00:19, 5.33it/s]
180/499 4.32G 0.008869 0.00849 0.003033 75 640: 39%|###9 | 66/168 [00:12<00:19, 5.33it/s]
180/499 4.32G 0.008869 0.00849 0.003033 75 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s]
180/499 4.32G 0.008864 0.008488 0.003023 72 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s]
180/499 4.32G 0.008864 0.008488 0.003023 72 640: 40%|#### | 68/168 [00:12<00:18, 5.27it/s]
180/499 4.32G 0.008857 0.008488 0.003051 73 640: 40%|#### | 68/168 [00:13<00:18, 5.27it/s]
180/499 4.32G 0.008857 0.008488 0.003051 73 640: 41%|####1 | 69/168 [00:13<00:18, 5.34it/s]
180/499 4.32G 0.00891 0.008471 0.003063 48 640: 41%|####1 | 69/168 [00:13<00:18, 5.34it/s]
180/499 4.32G 0.00891 0.008471 0.003063 48 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s]
180/499 4.32G 0.008914 0.008479 0.003063 83 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s]
180/499 4.32G 0.008914 0.008479 0.003063 83 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s]
180/499 4.32G 0.008907 0.008468 0.003064 71 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s]
180/499 4.32G 0.008907 0.008468 0.003064 71 640: 43%|####2 | 72/168 [00:13<00:18, 5.31it/s]
180/499 4.32G 0.00891 0.008451 0.003073 67 640: 43%|####2 | 72/168 [00:13<00:18, 5.31it/s]
180/499 4.32G 0.00891 0.008451 0.003073 67 640: 43%|####3 | 73/168 [00:13<00:18, 5.15it/s]
180/499 4.32G 0.008926 0.00845 0.003036 60 640: 43%|####3 | 73/168 [00:13<00:18, 5.15it/s]
180/499 4.32G 0.008926 0.00845 0.003036 60 640: 44%|####4 | 74/168 [00:13<00:17, 5.25it/s]
180/499 4.32G 0.008915 0.008437 0.003019 60 640: 44%|####4 | 74/168 [00:14<00:17, 5.25it/s]
180/499 4.32G 0.008915 0.008437 0.003019 60 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s]
180/499 4.32G 0.008901 0.008437 0.002996 71 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s]
180/499 4.32G 0.008901 0.008437 0.002996 71 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s]
180/499 4.32G 0.008893 0.00842 0.002975 59 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s]
180/499 4.32G 0.008893 0.00842 0.002975 59 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
180/499 4.32G 0.008906 0.008444 0.002961 81 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
180/499 4.32G 0.008906 0.008444 0.002961 81 640: 46%|####6 | 78/168 [00:14<00:16, 5.33it/s]
180/499 4.32G 0.008934 0.008466 0.002951 73 640: 46%|####6 | 78/168 [00:14<00:16, 5.33it/s]
180/499 4.32G 0.008934 0.008466 0.002951 73 640: 47%|####7 | 79/168 [00:14<00:17, 5.19it/s]
180/499 4.32G 0.00894 0.008484 0.002956 75 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s]
180/499 4.32G 0.00894 0.008484 0.002956 75 640: 48%|####7 | 80/168 [00:15<00:16, 5.28it/s]
180/499 4.32G 0.00894 0.008489 0.00296 61 640: 48%|####7 | 80/168 [00:15<00:16, 5.28it/s]
180/499 4.32G 0.00894 0.008489 0.00296 61 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
180/499 4.32G 0.008928 0.008459 0.002949 54 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
180/499 4.32G 0.008928 0.008459 0.002949 54 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s]
180/499 4.32G 0.008917 0.008418 0.00295 51 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s]
180/499 4.32G 0.008917 0.008418 0.00295 51 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s]
180/499 4.32G 0.008924 0.008432 0.002958 77 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s]
180/499 4.32G 0.008924 0.008432 0.002958 77 640: 50%|##### | 84/168 [00:15<00:15, 5.37it/s]
180/499 4.32G 0.008922 0.008443 0.003001 58 640: 50%|##### | 84/168 [00:16<00:15, 5.37it/s]
180/499 4.32G 0.008922 0.008443 0.003001 58 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
180/499 4.32G 0.008923 0.008459 0.003001 92 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
180/499 4.32G 0.008923 0.008459 0.003001 92 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s]
180/499 4.32G 0.00891 0.008467 0.003008 73 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s]
180/499 4.32G 0.00891 0.008467 0.003008 73 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s]
180/499 4.32G 0.008917 0.008478 0.003024 61 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s]
180/499 4.32G 0.008917 0.008478 0.003024 61 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
180/499 4.32G 0.008931 0.008481 0.00302 61 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
180/499 4.32G 0.008931 0.008481 0.00302 61 640: 53%|#####2 | 89/168 [00:16<00:14, 5.32it/s]
180/499 4.32G 0.008924 0.008476 0.003033 71 640: 53%|#####2 | 89/168 [00:17<00:14, 5.32it/s]
180/499 4.32G 0.008924 0.008476 0.003033 71 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
180/499 4.32G 0.008925 0.008489 0.003049 70 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
180/499 4.32G 0.008925 0.008489 0.003049 70 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s]
180/499 4.32G 0.008924 0.008496 0.003067 71 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s]
180/499 4.32G 0.008924 0.008496 0.003067 71 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s]
180/499 4.32G 0.008928 0.008524 0.003049 84 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s]
180/499 4.32G 0.008928 0.008524 0.003049 84 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s]
180/499 4.32G 0.008908 0.008511 0.003034 62 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s]
180/499 4.32G 0.008908 0.008511 0.003034 62 640: 56%|#####5 | 94/168 [00:17<00:14, 5.22it/s]
180/499 4.32G 0.008933 0.008531 0.003069 75 640: 56%|#####5 | 94/168 [00:17<00:14, 5.22it/s]
180/499 4.32G 0.008933 0.008531 0.003069 75 640: 57%|#####6 | 95/168 [00:17<00:13, 5.29it/s]
180/499 4.32G 0.008937 0.008526 0.003059 63 640: 57%|#####6 | 95/168 [00:18<00:13, 5.29it/s]
180/499 4.32G 0.008937 0.008526 0.003059 63 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
180/499 4.32G 0.008942 0.008526 0.003052 74 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
180/499 4.32G 0.008942 0.008526 0.003052 74 640: 58%|#####7 | 97/168 [00:18<00:13, 5.13it/s]
180/499 4.32G 0.008941 0.008534 0.003058 75 640: 58%|#####7 | 97/168 [00:18<00:13, 5.13it/s]
180/499 4.32G 0.008941 0.008534 0.003058 75 640: 58%|#####8 | 98/168 [00:18<00:13, 5.25it/s]
180/499 4.32G 0.008961 0.008529 0.003045 62 640: 58%|#####8 | 98/168 [00:18<00:13, 5.25it/s]
180/499 4.32G 0.008961 0.008529 0.003045 62 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s]
180/499 4.32G 0.008958 0.00852 0.003042 72 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s]
180/499 4.32G 0.008958 0.00852 0.003042 72 640: 60%|#####9 | 100/168 [00:18<00:13, 5.18it/s]
180/499 4.32G 0.008947 0.008524 0.003061 67 640: 60%|#####9 | 100/168 [00:19<00:13, 5.18it/s]
180/499 4.32G 0.008947 0.008524 0.003061 67 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s]
180/499 4.32G 0.008938 0.008511 0.003072 66 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s]
180/499 4.32G 0.008938 0.008511 0.003072 66 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s]
180/499 4.32G 0.008937 0.008517 0.003055 70 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s]
180/499 4.32G 0.008937 0.008517 0.003055 70 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s]
180/499 4.32G 0.00894 0.008517 0.003062 68 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s]
180/499 4.32G 0.00894 0.008517 0.003062 68 640: 62%|######1 | 104/168 [00:19<00:12, 5.28it/s]
180/499 4.32G 0.008926 0.008525 0.003075 93 640: 62%|######1 | 104/168 [00:19<00:12, 5.28it/s]
180/499 4.32G 0.008926 0.008525 0.003075 93 640: 62%|######2 | 105/168 [00:19<00:11, 5.32it/s]
180/499 4.32G 0.008916 0.008526 0.003079 72 640: 62%|######2 | 105/168 [00:20<00:11, 5.32it/s]
180/499 4.32G 0.008916 0.008526 0.003079 72 640: 63%|######3 | 106/168 [00:20<00:11, 5.17it/s]
180/499 4.32G 0.008907 0.008511 0.003098 63 640: 63%|######3 | 106/168 [00:20<00:11, 5.17it/s]
180/499 4.32G 0.008907 0.008511 0.003098 63 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s]
180/499 4.32G 0.008907 0.008526 0.003082 84 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s]
180/499 4.32G 0.008907 0.008526 0.003082 84 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s]
180/499 4.32G 0.008901 0.008506 0.003071 55 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s]
180/499 4.32G 0.008901 0.008506 0.003071 55 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s]
180/499 4.32G 0.008908 0.008486 0.003094 59 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s]
180/499 4.32G 0.008908 0.008486 0.003094 59 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s]
180/499 4.32G 0.008905 0.008477 0.003101 65 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s]
180/499 4.32G 0.008905 0.008477 0.003101 65 640: 66%|######6 | 111/168 [00:20<00:10, 5.36it/s]
180/499 4.32G 0.008902 0.008478 0.003084 71 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s]
180/499 4.32G 0.008902 0.008478 0.003084 71 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
180/499 4.32G 0.008906 0.008465 0.003076 57 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
180/499 4.32G 0.008906 0.008465 0.003076 57 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s]
180/499 4.32G 0.008899 0.00846 0.003085 72 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s]
180/499 4.32G 0.008899 0.00846 0.003085 72 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s]
180/499 4.32G 0.008909 0.008473 0.003074 67 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s]
180/499 4.32G 0.008909 0.008473 0.003074 67 640: 68%|######8 | 115/168 [00:21<00:10, 5.20it/s]
180/499 4.32G 0.008906 0.008469 0.003062 74 640: 68%|######8 | 115/168 [00:21<00:10, 5.20it/s]
180/499 4.32G 0.008906 0.008469 0.003062 74 640: 69%|######9 | 116/168 [00:21<00:09, 5.30it/s]
180/499 4.32G 0.008916 0.008486 0.003058 88 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s]
180/499 4.32G 0.008916 0.008486 0.003058 88 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s]
180/499 4.32G 0.008901 0.008464 0.003051 57 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s]
180/499 4.32G 0.008901 0.008464 0.003051 57 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s]
180/499 4.32G 0.00891 0.008488 0.003052 89 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s]
180/499 4.32G 0.00891 0.008488 0.003052 89 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s]
180/499 4.32G 0.008913 0.008496 0.00304 72 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s]
180/499 4.32G 0.008913 0.008496 0.00304 72 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s]
180/499 4.32G 0.008913 0.008516 0.003082 99 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s]
180/499 4.32G 0.008913 0.008516 0.003082 99 640: 72%|#######2 | 121/168 [00:22<00:09, 5.17it/s]
180/499 4.32G 0.008911 0.008509 0.003147 60 640: 72%|#######2 | 121/168 [00:23<00:09, 5.17it/s]
180/499 4.32G 0.008911 0.008509 0.003147 60 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s]
180/499 4.32G 0.0089 0.008496 0.003134 67 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s]
180/499 4.32G 0.0089 0.008496 0.003134 67 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s]
180/499 4.32G 0.008905 0.00851 0.003128 62 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s]
180/499 4.32G 0.008905 0.00851 0.003128 62 640: 74%|#######3 | 124/168 [00:23<00:08, 5.23it/s]
180/499 4.32G 0.008901 0.008511 0.003103 66 640: 74%|#######3 | 124/168 [00:23<00:08, 5.23it/s]
180/499 4.32G 0.008901 0.008511 0.003103 66 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s]
180/499 4.32G 0.008903 0.008502 0.003116 63 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s]
180/499 4.32G 0.008903 0.008502 0.003116 63 640: 75%|#######5 | 126/168 [00:23<00:07, 5.37it/s]
180/499 4.32G 0.008906 0.008498 0.003105 69 640: 75%|#######5 | 126/168 [00:24<00:07, 5.37it/s]
180/499 4.32G 0.008906 0.008498 0.003105 69 640: 76%|#######5 | 127/168 [00:24<00:07, 5.22it/s]
180/499 4.32G 0.008899 0.008499 0.003101 68 640: 76%|#######5 | 127/168 [00:24<00:07, 5.22it/s]
180/499 4.32G 0.008899 0.008499 0.003101 68 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s]
180/499 4.32G 0.00889 0.00848 0.003116 63 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s]
180/499 4.32G 0.00889 0.00848 0.003116 63 640: 77%|#######6 | 129/168 [00:24<00:07, 5.36it/s]
180/499 4.32G 0.008892 0.008492 0.003123 80 640: 77%|#######6 | 129/168 [00:24<00:07, 5.36it/s]
180/499 4.32G 0.008892 0.008492 0.003123 80 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s]
180/499 4.32G 0.00888 0.008477 0.003125 58 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s]
180/499 4.32G 0.00888 0.008477 0.003125 58 640: 78%|#######7 | 131/168 [00:24<00:06, 5.29it/s]
180/499 4.32G 0.008896 0.008483 0.003121 67 640: 78%|#######7 | 131/168 [00:24<00:06, 5.29it/s]
180/499 4.32G 0.008896 0.008483 0.003121 67 640: 79%|#######8 | 132/168 [00:24<00:06, 5.37it/s]
180/499 4.32G 0.0089 0.008472 0.00311 50 640: 79%|#######8 | 132/168 [00:25<00:06, 5.37it/s]
180/499 4.32G 0.0089 0.008472 0.00311 50 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
180/499 4.32G 0.008908 0.008484 0.003094 81 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
180/499 4.32G 0.008908 0.008484 0.003094 81 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
180/499 4.32G 0.008915 0.008478 0.003079 66 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
180/499 4.32G 0.008915 0.008478 0.003079 66 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s]
180/499 4.32G 0.008931 0.008481 0.00308 60 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s]
180/499 4.32G 0.008931 0.008481 0.00308 60 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s]
180/499 4.32G 0.008935 0.008479 0.003095 58 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s]
180/499 4.32G 0.008935 0.008479 0.003095 58 640: 82%|########1 | 137/168 [00:25<00:05, 5.31it/s]
180/499 4.32G 0.00892 0.008479 0.003107 72 640: 82%|########1 | 137/168 [00:26<00:05, 5.31it/s]
180/499 4.32G 0.00892 0.008479 0.003107 72 640: 82%|########2 | 138/168 [00:26<00:05, 5.32it/s]
180/499 4.32G 0.008909 0.008474 0.003119 69 640: 82%|########2 | 138/168 [00:26<00:05, 5.32it/s]
180/499 4.32G 0.008909 0.008474 0.003119 69 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s]
180/499 4.32G 0.008898 0.008466 0.003105 56 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s]
180/499 4.32G 0.008898 0.008466 0.003105 56 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s]
180/499 4.32G 0.008913 0.008467 0.00309 64 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s]
180/499 4.32G 0.008913 0.008467 0.00309 64 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s]
180/499 4.32G 0.00891 0.008465 0.003087 73 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s]
180/499 4.32G 0.00891 0.008465 0.003087 73 640: 85%|########4 | 142/168 [00:26<00:05, 5.19it/s]
180/499 4.32G 0.008902 0.008472 0.0031 88 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s]
180/499 4.32G 0.008902 0.008472 0.0031 88 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s]
180/499 4.32G 0.008895 0.008477 0.003091 74 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s]
180/499 4.32G 0.008895 0.008477 0.003091 74 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s]
180/499 4.32G 0.008901 0.008485 0.003108 75 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s]
180/499 4.32G 0.008901 0.008485 0.003108 75 640: 86%|########6 | 145/168 [00:27<00:04, 5.23it/s]
180/499 4.32G 0.008907 0.008503 0.003104 71 640: 86%|########6 | 145/168 [00:27<00:04, 5.23it/s]
180/499 4.32G 0.008907 0.008503 0.003104 71 640: 87%|########6 | 146/168 [00:27<00:04, 5.33it/s]
180/499 4.32G 0.008906 0.008501 0.003102 64 640: 87%|########6 | 146/168 [00:27<00:04, 5.33it/s]
180/499 4.32G 0.008906 0.008501 0.003102 64 640: 88%|########7 | 147/168 [00:27<00:03, 5.34it/s]
180/499 4.32G 0.00891 0.008485 0.003112 61 640: 88%|########7 | 147/168 [00:28<00:03, 5.34it/s]
180/499 4.32G 0.00891 0.008485 0.003112 61 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s]
180/499 4.32G 0.0089 0.008492 0.003106 92 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s]
180/499 4.32G 0.0089 0.008492 0.003106 92 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s]
180/499 4.32G 0.008895 0.008488 0.003116 64 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s]
180/499 4.32G 0.008895 0.008488 0.003116 64 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s]
180/499 4.32G 0.00889 0.008489 0.003128 80 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s]
180/499 4.32G 0.00889 0.008489 0.003128 80 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s]
180/499 4.32G 0.008884 0.008498 0.003114 83 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s]
180/499 4.32G 0.008884 0.008498 0.003114 83 640: 90%|######### | 152/168 [00:28<00:03, 5.29it/s]
180/499 4.32G 0.008873 0.008497 0.003113 58 640: 90%|######### | 152/168 [00:28<00:03, 5.29it/s]
180/499 4.32G 0.008873 0.008497 0.003113 58 640: 91%|#########1| 153/168 [00:28<00:02, 5.37it/s]
180/499 4.32G 0.008877 0.008507 0.003129 69 640: 91%|#########1| 153/168 [00:29<00:02, 5.37it/s]
180/499 4.32G 0.008877 0.008507 0.003129 69 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s]
180/499 4.32G 0.008878 0.008498 0.00314 63 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s]
180/499 4.32G 0.008878 0.008498 0.00314 63 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s]
180/499 4.32G 0.008869 0.00849 0.003141 54 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s]
180/499 4.32G 0.008869 0.00849 0.003141 54 640: 93%|#########2| 156/168 [00:29<00:02, 5.33it/s]
180/499 4.32G 0.00887 0.008493 0.003155 75 640: 93%|#########2| 156/168 [00:29<00:02, 5.33it/s]
180/499 4.32G 0.00887 0.008493 0.003155 75 640: 93%|#########3| 157/168 [00:29<00:02, 5.19it/s]
180/499 4.32G 0.008878 0.00851 0.003162 78 640: 93%|#########3| 157/168 [00:29<00:02, 5.19it/s]
180/499 4.32G 0.008878 0.00851 0.003162 78 640: 94%|#########4| 158/168 [00:29<00:01, 5.28it/s]
180/499 4.32G 0.008881 0.008517 0.003155 81 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s]
180/499 4.32G 0.008881 0.008517 0.003155 81 640: 95%|#########4| 159/168 [00:30<00:01, 5.31it/s]
180/499 4.32G 0.008885 0.008511 0.003143 55 640: 95%|#########4| 159/168 [00:30<00:01, 5.31it/s]
180/499 4.32G 0.008885 0.008511 0.003143 55 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s]
180/499 4.32G 0.008889 0.008513 0.00314 71 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s]
180/499 4.32G 0.008889 0.008513 0.00314 71 640: 96%|#########5| 161/168 [00:30<00:01, 5.22it/s]
180/499 4.32G 0.008897 0.008512 0.003135 61 640: 96%|#########5| 161/168 [00:30<00:01, 5.22it/s]
180/499 4.32G 0.008897 0.008512 0.003135 61 640: 96%|#########6| 162/168 [00:30<00:01, 5.31it/s]
180/499 4.32G 0.008904 0.008524 0.003144 73 640: 96%|#########6| 162/168 [00:30<00:01, 5.31it/s]
180/499 4.32G 0.008904 0.008524 0.003144 73 640: 97%|#########7| 163/168 [00:30<00:00, 5.16it/s]
180/499 4.32G 0.008903 0.008529 0.003148 84 640: 97%|#########7| 163/168 [00:31<00:00, 5.16it/s]
180/499 4.32G 0.008903 0.008529 0.003148 84 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s]
180/499 4.32G 0.008903 0.008523 0.003133 63 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s]
180/499 4.32G 0.008903 0.008523 0.003133 63 640: 98%|#########8| 165/168 [00:31<00:00, 5.25it/s]
180/499 4.32G 0.008902 0.008529 0.003125 80 640: 98%|#########8| 165/168 [00:31<00:00, 5.25it/s]
180/499 4.32G 0.008902 0.008529 0.003125 80 640: 99%|#########8| 166/168 [00:31<00:00, 5.13it/s]
180/499 4.32G 0.008899 0.008543 0.003118 83 640: 99%|#########8| 166/168 [00:31<00:00, 5.13it/s]
180/499 4.32G 0.008899 0.008543 0.003118 83 640: 99%|#########9| 167/168 [00:31<00:00, 5.26it/s]
180/499 4.32G 0.008894 0.008536 0.003112 31 640: 99%|#########9| 167/168 [00:31<00:00, 5.26it/s]
180/499 4.32G 0.008894 0.008536 0.003112 31 640: 100%|##########| 168/168 [00:31<00:00, 5.44it/s]
180/499 4.32G 0.008894 0.008536 0.003112 31 640: 100%|##########| 168/168 [00:31<00:00, 5.28it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s]
all 132 263 0.811 0.896 0.887 0.773
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
181/499 4.32G 0.01117 0.008969 0.003592 67 640: 0%| | 0/168 [00:00<?, ?it/s]
181/499 4.32G 0.01117 0.008969 0.003592 67 640: 1%| | 1/168 [00:00<00:33, 5.01it/s]
181/499 4.32G 0.009769 0.009023 0.002261 66 640: 1%| | 1/168 [00:00<00:33, 5.01it/s]
181/499 4.32G 0.009769 0.009023 0.002261 66 640: 1%|1 | 2/168 [00:00<00:31, 5.29it/s]
181/499 4.32G 0.009452 0.008743 0.002687 60 640: 1%|1 | 2/168 [00:00<00:31, 5.29it/s]
181/499 4.32G 0.009452 0.008743 0.002687 60 640: 2%|1 | 3/168 [00:00<00:30, 5.39it/s]
181/499 4.32G 0.009851 0.008693 0.004173 71 640: 2%|1 | 3/168 [00:00<00:30, 5.39it/s]
181/499 4.32G 0.009851 0.008693 0.004173 71 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s]
181/499 4.32G 0.009703 0.00849 0.003815 76 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s]
181/499 4.32G 0.009703 0.00849 0.003815 76 640: 3%|2 | 5/168 [00:00<00:30, 5.29it/s]
181/499 4.32G 0.009883 0.008572 0.004811 67 640: 3%|2 | 5/168 [00:01<00:30, 5.29it/s]
181/499 4.32G 0.009883 0.008572 0.004811 67 640: 4%|3 | 6/168 [00:01<00:29, 5.40it/s]
181/499 4.32G 0.009652 0.008427 0.004924 75 640: 4%|3 | 6/168 [00:01<00:29, 5.40it/s]
181/499 4.32G 0.009652 0.008427 0.004924 75 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s]
181/499 4.32G 0.009503 0.008518 0.004495 75 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s]
181/499 4.32G 0.009503 0.008518 0.004495 75 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s]
181/499 4.32G 0.009614 0.008396 0.00461 64 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s]
181/499 4.32G 0.009614 0.008396 0.00461 64 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s]
181/499 4.32G 0.009418 0.008304 0.004641 69 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s]
181/499 4.32G 0.009418 0.008304 0.004641 69 640: 6%|5 | 10/168 [00:01<00:30, 5.20it/s]
181/499 4.32G 0.009315 0.008332 0.004543 74 640: 6%|5 | 10/168 [00:02<00:30, 5.20it/s]
181/499 4.32G 0.009315 0.008332 0.004543 74 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s]
181/499 4.32G 0.009147 0.008205 0.004657 63 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s]
181/499 4.32G 0.009147 0.008205 0.004657 63 640: 7%|7 | 12/168 [00:02<00:29, 5.37it/s]
181/499 4.32G 0.009128 0.008204 0.004685 80 640: 7%|7 | 12/168 [00:02<00:29, 5.37it/s]
181/499 4.32G 0.009128 0.008204 0.004685 80 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s]
181/499 4.32G 0.009116 0.008249 0.004615 63 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s]
181/499 4.32G 0.009116 0.008249 0.004615 63 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s]
181/499 4.32G 0.009031 0.008417 0.00453 85 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s]
181/499 4.32G 0.009031 0.008417 0.00453 85 640: 9%|8 | 15/168 [00:02<00:29, 5.21it/s]
181/499 4.32G 0.009016 0.008406 0.004504 59 640: 9%|8 | 15/168 [00:03<00:29, 5.21it/s]
181/499 4.32G 0.009016 0.008406 0.004504 59 640: 10%|9 | 16/168 [00:03<00:29, 5.11it/s]
181/499 4.32G 0.009034 0.008698 0.004334 94 640: 10%|9 | 16/168 [00:03<00:29, 5.11it/s]
181/499 4.32G 0.009034 0.008698 0.004334 94 640: 10%|# | 17/168 [00:03<00:28, 5.22it/s]
181/499 4.32G 0.008961 0.008642 0.004452 68 640: 10%|# | 17/168 [00:03<00:28, 5.22it/s]
181/499 4.32G 0.008961 0.008642 0.004452 68 640: 11%|# | 18/168 [00:03<00:28, 5.27it/s]
181/499 4.32G 0.008892 0.008569 0.004316 75 640: 11%|# | 18/168 [00:03<00:28, 5.27it/s]
181/499 4.32G 0.008892 0.008569 0.004316 75 640: 11%|#1 | 19/168 [00:03<00:29, 5.13it/s]
181/499 4.32G 0.008849 0.008532 0.004168 64 640: 11%|#1 | 19/168 [00:03<00:29, 5.13it/s]
181/499 4.32G 0.008849 0.008532 0.004168 64 640: 12%|#1 | 20/168 [00:03<00:28, 5.25it/s]
181/499 4.32G 0.00884 0.008604 0.004162 66 640: 12%|#1 | 20/168 [00:03<00:28, 5.25it/s]
181/499 4.32G 0.00884 0.008604 0.004162 66 640: 12%|#2 | 21/168 [00:03<00:27, 5.35it/s]
181/499 4.32G 0.008789 0.008549 0.004167 76 640: 12%|#2 | 21/168 [00:04<00:27, 5.35it/s]
181/499 4.32G 0.008789 0.008549 0.004167 76 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s]
181/499 4.32G 0.008832 0.008505 0.004153 66 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s]
181/499 4.32G 0.008832 0.008505 0.004153 66 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s]
181/499 4.32G 0.008871 0.008557 0.004231 77 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s]
181/499 4.32G 0.008871 0.008557 0.004231 77 640: 14%|#4 | 24/168 [00:04<00:26, 5.38it/s]
181/499 4.32G 0.008823 0.008569 0.004145 62 640: 14%|#4 | 24/168 [00:04<00:26, 5.38it/s]
181/499 4.32G 0.008823 0.008569 0.004145 62 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
181/499 4.32G 0.008827 0.00861 0.004136 69 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
181/499 4.32G 0.008827 0.00861 0.004136 69 640: 15%|#5 | 26/168 [00:04<00:26, 5.32it/s]
181/499 4.32G 0.008846 0.008612 0.004173 75 640: 15%|#5 | 26/168 [00:05<00:26, 5.32it/s]
181/499 4.32G 0.008846 0.008612 0.004173 75 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s]
181/499 4.32G 0.008831 0.008577 0.00416 69 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s]
181/499 4.32G 0.008831 0.008577 0.00416 69 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s]
181/499 4.32G 0.008836 0.008531 0.00407 61 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s]
181/499 4.32G 0.008836 0.008531 0.00407 61 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s]
181/499 4.32G 0.008876 0.008537 0.004016 72 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s]
181/499 4.32G 0.008876 0.008537 0.004016 72 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
181/499 4.32G 0.008896 0.008526 0.004037 67 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
181/499 4.32G 0.008896 0.008526 0.004037 67 640: 18%|#8 | 31/168 [00:05<00:26, 5.20it/s]
181/499 4.32G 0.008856 0.008474 0.00397 54 640: 18%|#8 | 31/168 [00:06<00:26, 5.20it/s]
181/499 4.32G 0.008856 0.008474 0.00397 54 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s]
181/499 4.32G 0.008867 0.008462 0.003862 77 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s]
181/499 4.32G 0.008867 0.008462 0.003862 77 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s]
181/499 4.32G 0.0089 0.008553 0.003779 85 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s]
181/499 4.32G 0.0089 0.008553 0.003779 85 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s]
181/499 4.32G 0.008877 0.008525 0.003702 58 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s]
181/499 4.32G 0.008877 0.008525 0.003702 58 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s]
181/499 4.32G 0.008832 0.008465 0.003677 63 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s]
181/499 4.32G 0.008832 0.008465 0.003677 63 640: 21%|##1 | 36/168 [00:06<00:24, 5.31it/s]
181/499 4.32G 0.008807 0.008434 0.003714 69 640: 21%|##1 | 36/168 [00:07<00:24, 5.31it/s]
181/499 4.32G 0.008807 0.008434 0.003714 69 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
181/499 4.32G 0.008781 0.008501 0.003738 94 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
181/499 4.32G 0.008781 0.008501 0.003738 94 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s]
181/499 4.32G 0.008806 0.008487 0.003684 66 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s]
181/499 4.32G 0.008806 0.008487 0.003684 66 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
181/499 4.32G 0.008795 0.008447 0.003662 61 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
181/499 4.32G 0.008795 0.008447 0.003662 61 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
181/499 4.32G 0.008772 0.008434 0.003664 59 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
181/499 4.32G 0.008772 0.008434 0.003664 59 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s]
181/499 4.32G 0.00877 0.008417 0.003691 67 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s]
181/499 4.32G 0.00877 0.008417 0.003691 67 640: 25%|##5 | 42/168 [00:07<00:23, 5.38it/s]
181/499 4.32G 0.008757 0.00844 0.003693 79 640: 25%|##5 | 42/168 [00:08<00:23, 5.38it/s]
181/499 4.32G 0.008757 0.00844 0.003693 79 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
181/499 4.32G 0.008732 0.008434 0.003696 81 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
181/499 4.32G 0.008732 0.008434 0.003696 81 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s]
181/499 4.32G 0.008733 0.008413 0.00366 60 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s]
181/499 4.32G 0.008733 0.008413 0.00366 60 640: 27%|##6 | 45/168 [00:08<00:22, 5.38it/s]
181/499 4.32G 0.008761 0.008384 0.003622 56 640: 27%|##6 | 45/168 [00:08<00:22, 5.38it/s]
181/499 4.32G 0.008761 0.008384 0.003622 56 640: 27%|##7 | 46/168 [00:08<00:23, 5.26it/s]
181/499 4.32G 0.008784 0.008381 0.003567 66 640: 27%|##7 | 46/168 [00:08<00:23, 5.26it/s]
181/499 4.32G 0.008784 0.008381 0.003567 66 640: 28%|##7 | 47/168 [00:08<00:22, 5.33it/s]
181/499 4.32G 0.008766 0.008391 0.00357 74 640: 28%|##7 | 47/168 [00:09<00:22, 5.33it/s]
181/499 4.32G 0.008766 0.008391 0.00357 74 640: 29%|##8 | 48/168 [00:09<00:22, 5.37it/s]
181/499 4.32G 0.008739 0.008369 0.003562 63 640: 29%|##8 | 48/168 [00:09<00:22, 5.37it/s]
181/499 4.32G 0.008739 0.008369 0.003562 63 640: 29%|##9 | 49/168 [00:09<00:22, 5.23it/s]
181/499 4.32G 0.008741 0.008335 0.003544 47 640: 29%|##9 | 49/168 [00:09<00:22, 5.23it/s]
181/499 4.32G 0.008741 0.008335 0.003544 47 640: 30%|##9 | 50/168 [00:09<00:22, 5.32it/s]
181/499 4.32G 0.008729 0.008346 0.003542 68 640: 30%|##9 | 50/168 [00:09<00:22, 5.32it/s]
181/499 4.32G 0.008729 0.008346 0.003542 68 640: 30%|### | 51/168 [00:09<00:21, 5.38it/s]
181/499 4.32G 0.008727 0.008325 0.00354 69 640: 30%|### | 51/168 [00:09<00:21, 5.38it/s]
181/499 4.32G 0.008727 0.008325 0.00354 69 640: 31%|### | 52/168 [00:09<00:22, 5.26it/s]
181/499 4.32G 0.008712 0.008309 0.003568 71 640: 31%|### | 52/168 [00:10<00:22, 5.26it/s]
181/499 4.32G 0.008712 0.008309 0.003568 71 640: 32%|###1 | 53/168 [00:10<00:21, 5.35it/s]
181/499 4.32G 0.008704 0.008324 0.003567 87 640: 32%|###1 | 53/168 [00:10<00:21, 5.35it/s]
181/499 4.32G 0.008704 0.008324 0.003567 87 640: 32%|###2 | 54/168 [00:10<00:21, 5.40it/s]
181/499 4.32G 0.008698 0.008358 0.003569 75 640: 32%|###2 | 54/168 [00:10<00:21, 5.40it/s]
181/499 4.32G 0.008698 0.008358 0.003569 75 640: 33%|###2 | 55/168 [00:10<00:21, 5.23it/s]
181/499 4.32G 0.008714 0.00837 0.00356 73 640: 33%|###2 | 55/168 [00:10<00:21, 5.23it/s]
181/499 4.32G 0.008714 0.00837 0.00356 73 640: 33%|###3 | 56/168 [00:10<00:21, 5.32it/s]
181/499 4.32G 0.00872 0.008394 0.00355 78 640: 33%|###3 | 56/168 [00:10<00:21, 5.32it/s]
181/499 4.32G 0.00872 0.008394 0.00355 78 640: 34%|###3 | 57/168 [00:10<00:20, 5.40it/s]
181/499 4.32G 0.008717 0.008409 0.003524 85 640: 34%|###3 | 57/168 [00:10<00:20, 5.40it/s]
181/499 4.32G 0.008717 0.008409 0.003524 85 640: 35%|###4 | 58/168 [00:10<00:21, 5.23it/s]
181/499 4.32G 0.008698 0.008421 0.003503 77 640: 35%|###4 | 58/168 [00:11<00:21, 5.23it/s]
181/499 4.32G 0.008698 0.008421 0.003503 77 640: 35%|###5 | 59/168 [00:11<00:20, 5.32it/s]
181/499 4.32G 0.008676 0.008397 0.003543 74 640: 35%|###5 | 59/168 [00:11<00:20, 5.32it/s]
181/499 4.32G 0.008676 0.008397 0.003543 74 640: 36%|###5 | 60/168 [00:11<00:20, 5.40it/s]
181/499 4.32G 0.008685 0.008384 0.003507 64 640: 36%|###5 | 60/168 [00:11<00:20, 5.40it/s]
181/499 4.32G 0.008685 0.008384 0.003507 64 640: 36%|###6 | 61/168 [00:11<00:20, 5.24it/s]
181/499 4.32G 0.008697 0.008347 0.003512 53 640: 36%|###6 | 61/168 [00:11<00:20, 5.24it/s]
181/499 4.32G 0.008697 0.008347 0.003512 53 640: 37%|###6 | 62/168 [00:11<00:19, 5.34it/s]
181/499 4.32G 0.008673 0.008329 0.003538 66 640: 37%|###6 | 62/168 [00:11<00:19, 5.34it/s]
181/499 4.32G 0.008673 0.008329 0.003538 66 640: 38%|###7 | 63/168 [00:11<00:19, 5.40it/s]
181/499 4.32G 0.008657 0.008303 0.003516 64 640: 38%|###7 | 63/168 [00:12<00:19, 5.40it/s]
181/499 4.32G 0.008657 0.008303 0.003516 64 640: 38%|###8 | 64/168 [00:12<00:19, 5.27it/s]
181/499 4.32G 0.008666 0.0083 0.003511 55 640: 38%|###8 | 64/168 [00:12<00:19, 5.27it/s]
181/499 4.32G 0.008666 0.0083 0.003511 55 640: 39%|###8 | 65/168 [00:12<00:19, 5.33it/s]
181/499 4.32G 0.008689 0.008309 0.003498 63 640: 39%|###8 | 65/168 [00:12<00:19, 5.33it/s]
181/499 4.32G 0.008689 0.008309 0.003498 63 640: 39%|###9 | 66/168 [00:12<00:18, 5.38it/s]
181/499 4.32G 0.008686 0.008318 0.003467 78 640: 39%|###9 | 66/168 [00:12<00:18, 5.38it/s]
181/499 4.32G 0.008686 0.008318 0.003467 78 640: 40%|###9 | 67/168 [00:12<00:19, 5.25it/s]
181/499 4.32G 0.008665 0.008311 0.003495 68 640: 40%|###9 | 67/168 [00:12<00:19, 5.25it/s]
181/499 4.32G 0.008665 0.008311 0.003495 68 640: 40%|#### | 68/168 [00:12<00:18, 5.34it/s]
181/499 4.32G 0.008645 0.008292 0.003507 61 640: 40%|#### | 68/168 [00:13<00:18, 5.34it/s]
181/499 4.32G 0.008645 0.008292 0.003507 61 640: 41%|####1 | 69/168 [00:13<00:18, 5.40it/s]
181/499 4.32G 0.008635 0.008307 0.003497 77 640: 41%|####1 | 69/168 [00:13<00:18, 5.40it/s]
181/499 4.32G 0.008635 0.008307 0.003497 77 640: 42%|####1 | 70/168 [00:13<00:18, 5.25it/s]
181/499 4.32G 0.008647 0.00832 0.003471 68 640: 42%|####1 | 70/168 [00:13<00:18, 5.25it/s]
181/499 4.32G 0.008647 0.00832 0.003471 68 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s]
181/499 4.32G 0.008645 0.008359 0.003505 82 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s]
181/499 4.32G 0.008645 0.008359 0.003505 82 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s]
181/499 4.32G 0.008641 0.008335 0.003485 65 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s]
181/499 4.32G 0.008641 0.008335 0.003485 65 640: 43%|####3 | 73/168 [00:13<00:18, 5.20it/s]
181/499 4.32G 0.008662 0.008335 0.003447 65 640: 43%|####3 | 73/168 [00:13<00:18, 5.20it/s]
181/499 4.32G 0.008662 0.008335 0.003447 65 640: 44%|####4 | 74/168 [00:13<00:17, 5.30it/s]
181/499 4.32G 0.008653 0.00831 0.003438 58 640: 44%|####4 | 74/168 [00:14<00:17, 5.30it/s]
181/499 4.32G 0.008653 0.00831 0.003438 58 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s]
181/499 4.32G 0.008688 0.008318 0.003461 61 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s]
181/499 4.32G 0.008688 0.008318 0.003461 61 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s]
181/499 4.32G 0.008688 0.008342 0.003441 85 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s]
181/499 4.32G 0.008688 0.008342 0.003441 85 640: 46%|####5 | 77/168 [00:14<00:17, 5.24it/s]
181/499 4.32G 0.008676 0.008328 0.003426 61 640: 46%|####5 | 77/168 [00:14<00:17, 5.24it/s]
181/499 4.32G 0.008676 0.008328 0.003426 61 640: 46%|####6 | 78/168 [00:14<00:16, 5.32it/s]
181/499 4.32G 0.008681 0.008335 0.003429 73 640: 46%|####6 | 78/168 [00:14<00:16, 5.32it/s]
181/499 4.32G 0.008681 0.008335 0.003429 73 640: 47%|####7 | 79/168 [00:14<00:17, 5.20it/s]
181/499 4.32G 0.008672 0.008313 0.00341 58 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s]
181/499 4.32G 0.008672 0.008313 0.00341 58 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
181/499 4.32G 0.008678 0.008305 0.003408 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
181/499 4.32G 0.008678 0.008305 0.003408 70 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
181/499 4.32G 0.008674 0.008313 0.003383 76 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
181/499 4.32G 0.008674 0.008313 0.003383 76 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
181/499 4.32G 0.008668 0.008325 0.003375 84 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
181/499 4.32G 0.008668 0.008325 0.003375 84 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s]
181/499 4.32G 0.008662 0.008308 0.00339 69 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s]
181/499 4.32G 0.008662 0.008308 0.00339 69 640: 50%|##### | 84/168 [00:15<00:15, 5.36it/s]
181/499 4.32G 0.008663 0.008298 0.003387 62 640: 50%|##### | 84/168 [00:16<00:15, 5.36it/s]
181/499 4.32G 0.008663 0.008298 0.003387 62 640: 51%|##### | 85/168 [00:16<00:15, 5.19it/s]
181/499 4.32G 0.008656 0.008277 0.00336 47 640: 51%|##### | 85/168 [00:16<00:15, 5.19it/s]
181/499 4.32G 0.008656 0.008277 0.00336 47 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s]
181/499 4.32G 0.008662 0.008281 0.003371 77 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s]
181/499 4.32G 0.008662 0.008281 0.003371 77 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s]
181/499 4.32G 0.008666 0.008284 0.003359 73 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s]
181/499 4.32G 0.008666 0.008284 0.003359 73 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
181/499 4.32G 0.008671 0.008272 0.003365 56 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
181/499 4.32G 0.008671 0.008272 0.003365 56 640: 53%|#####2 | 89/168 [00:16<00:14, 5.30it/s]
181/499 4.32G 0.008688 0.008297 0.003358 79 640: 53%|#####2 | 89/168 [00:17<00:14, 5.30it/s]
181/499 4.32G 0.008688 0.008297 0.003358 79 640: 54%|#####3 | 90/168 [00:17<00:14, 5.39it/s]
181/499 4.32G 0.008684 0.00831 0.003332 70 640: 54%|#####3 | 90/168 [00:17<00:14, 5.39it/s]
181/499 4.32G 0.008684 0.00831 0.003332 70 640: 54%|#####4 | 91/168 [00:17<00:14, 5.26it/s]
181/499 4.32G 0.008686 0.008298 0.00333 58 640: 54%|#####4 | 91/168 [00:17<00:14, 5.26it/s]
181/499 4.32G 0.008686 0.008298 0.00333 58 640: 55%|#####4 | 92/168 [00:17<00:14, 5.35it/s]
181/499 4.32G 0.008688 0.008289 0.003318 60 640: 55%|#####4 | 92/168 [00:17<00:14, 5.35it/s]
181/499 4.32G 0.008688 0.008289 0.003318 60 640: 55%|#####5 | 93/168 [00:17<00:13, 5.42it/s]
181/499 4.32G 0.00868 0.008297 0.003296 63 640: 55%|#####5 | 93/168 [00:17<00:13, 5.42it/s]
181/499 4.32G 0.00868 0.008297 0.003296 63 640: 56%|#####5 | 94/168 [00:17<00:14, 5.24it/s]
181/499 4.32G 0.00869 0.008295 0.003296 72 640: 56%|#####5 | 94/168 [00:17<00:14, 5.24it/s]
181/499 4.32G 0.00869 0.008295 0.003296 72 640: 57%|#####6 | 95/168 [00:17<00:13, 5.32it/s]
181/499 4.32G 0.008693 0.008286 0.003313 65 640: 57%|#####6 | 95/168 [00:18<00:13, 5.32it/s]
181/499 4.32G 0.008693 0.008286 0.003313 65 640: 57%|#####7 | 96/168 [00:18<00:13, 5.41it/s]
181/499 4.32G 0.008687 0.008269 0.003289 43 640: 57%|#####7 | 96/168 [00:18<00:13, 5.41it/s]
181/499 4.32G 0.008687 0.008269 0.003289 43 640: 58%|#####7 | 97/168 [00:18<00:13, 5.26it/s]
181/499 4.32G 0.008685 0.008287 0.003271 80 640: 58%|#####7 | 97/168 [00:18<00:13, 5.26it/s]
181/499 4.32G 0.008685 0.008287 0.003271 80 640: 58%|#####8 | 98/168 [00:18<00:13, 5.32it/s]
181/499 4.32G 0.0087 0.008294 0.003256 64 640: 58%|#####8 | 98/168 [00:18<00:13, 5.32it/s]
181/499 4.32G 0.0087 0.008294 0.003256 64 640: 59%|#####8 | 99/168 [00:18<00:12, 5.36it/s]
181/499 4.32G 0.00869 0.008276 0.003256 72 640: 59%|#####8 | 99/168 [00:18<00:12, 5.36it/s]
181/499 4.32G 0.00869 0.008276 0.003256 72 640: 60%|#####9 | 100/168 [00:18<00:13, 5.22it/s]
181/499 4.32G 0.008677 0.008275 0.003279 72 640: 60%|#####9 | 100/168 [00:19<00:13, 5.22it/s]
181/499 4.32G 0.008677 0.008275 0.003279 72 640: 60%|###### | 101/168 [00:19<00:12, 5.32it/s]
181/499 4.32G 0.008693 0.008304 0.003269 84 640: 60%|###### | 101/168 [00:19<00:12, 5.32it/s]
181/499 4.32G 0.008693 0.008304 0.003269 84 640: 61%|###### | 102/168 [00:19<00:12, 5.38it/s]
181/499 4.32G 0.008694 0.008297 0.003269 68 640: 61%|###### | 102/168 [00:19<00:12, 5.38it/s]
181/499 4.32G 0.008694 0.008297 0.003269 68 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s]
181/499 4.32G 0.008684 0.008293 0.003246 68 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s]
181/499 4.32G 0.008684 0.008293 0.003246 68 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s]
181/499 4.32G 0.008701 0.0083 0.003249 66 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s]
181/499 4.32G 0.008701 0.0083 0.003249 66 640: 62%|######2 | 105/168 [00:19<00:11, 5.35it/s]
181/499 4.32G 0.008711 0.008308 0.003242 77 640: 62%|######2 | 105/168 [00:20<00:11, 5.35it/s]
181/499 4.32G 0.008711 0.008308 0.003242 77 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s]
181/499 4.32G 0.008716 0.008312 0.003242 64 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s]
181/499 4.32G 0.008716 0.008312 0.003242 64 640: 64%|######3 | 107/168 [00:20<00:11, 5.31it/s]
181/499 4.32G 0.008714 0.008315 0.00323 67 640: 64%|######3 | 107/168 [00:20<00:11, 5.31it/s]
181/499 4.32G 0.008714 0.008315 0.00323 67 640: 64%|######4 | 108/168 [00:20<00:11, 5.38it/s]
181/499 4.32G 0.008707 0.008292 0.003224 57 640: 64%|######4 | 108/168 [00:20<00:11, 5.38it/s]
181/499 4.32G 0.008707 0.008292 0.003224 57 640: 65%|######4 | 109/168 [00:20<00:11, 5.26it/s]
181/499 4.32G 0.008706 0.008302 0.003234 77 640: 65%|######4 | 109/168 [00:20<00:11, 5.26it/s]
181/499 4.32G 0.008706 0.008302 0.003234 77 640: 65%|######5 | 110/168 [00:20<00:10, 5.35it/s]
181/499 4.32G 0.0087 0.008299 0.003234 71 640: 65%|######5 | 110/168 [00:20<00:10, 5.35it/s]
181/499 4.32G 0.0087 0.008299 0.003234 71 640: 66%|######6 | 111/168 [00:20<00:10, 5.35it/s]
181/499 4.32G 0.008713 0.008313 0.00322 70 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s]
181/499 4.32G 0.008713 0.008313 0.00322 70 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
181/499 4.32G 0.008743 0.008328 0.003224 67 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
181/499 4.32G 0.008743 0.008328 0.003224 67 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s]
181/499 4.32G 0.008737 0.008326 0.003217 73 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s]
181/499 4.32G 0.008737 0.008326 0.003217 73 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s]
181/499 4.32G 0.008728 0.008296 0.003203 52 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s]
181/499 4.32G 0.008728 0.008296 0.003203 52 640: 68%|######8 | 115/168 [00:21<00:10, 5.20it/s]
181/499 4.32G 0.008727 0.008296 0.003191 69 640: 68%|######8 | 115/168 [00:21<00:10, 5.20it/s]
181/499 4.32G 0.008727 0.008296 0.003191 69 640: 69%|######9 | 116/168 [00:21<00:09, 5.28it/s]
181/499 4.32G 0.008726 0.008298 0.003174 63 640: 69%|######9 | 116/168 [00:22<00:09, 5.28it/s]
181/499 4.32G 0.008726 0.008298 0.003174 63 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s]
181/499 4.32G 0.008722 0.008308 0.003197 83 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s]
181/499 4.32G 0.008722 0.008308 0.003197 83 640: 70%|####### | 118/168 [00:22<00:09, 5.23it/s]
181/499 4.32G 0.008724 0.008312 0.003179 67 640: 70%|####### | 118/168 [00:22<00:09, 5.23it/s]
181/499 4.32G 0.008724 0.008312 0.003179 67 640: 71%|####### | 119/168 [00:22<00:09, 5.31it/s]
181/499 4.32G 0.008729 0.008325 0.003178 63 640: 71%|####### | 119/168 [00:22<00:09, 5.31it/s]
181/499 4.32G 0.008729 0.008325 0.003178 63 640: 71%|#######1 | 120/168 [00:22<00:09, 5.33it/s]
181/499 4.32G 0.008715 0.008304 0.003193 57 640: 71%|#######1 | 120/168 [00:22<00:09, 5.33it/s]
181/499 4.32G 0.008715 0.008304 0.003193 57 640: 72%|#######2 | 121/168 [00:22<00:09, 5.17it/s]
181/499 4.32G 0.008726 0.008311 0.003189 72 640: 72%|#######2 | 121/168 [00:23<00:09, 5.17it/s]
181/499 4.32G 0.008726 0.008311 0.003189 72 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s]
181/499 4.32G 0.008719 0.00832 0.003196 76 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s]
181/499 4.32G 0.008719 0.00832 0.003196 76 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
181/499 4.32G 0.008723 0.008311 0.003184 51 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
181/499 4.32G 0.008723 0.008311 0.003184 51 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s]
181/499 4.32G 0.008724 0.008321 0.003184 72 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s]
181/499 4.32G 0.008724 0.008321 0.003184 72 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s]
181/499 4.32G 0.008738 0.008318 0.003174 59 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s]
181/499 4.32G 0.008738 0.008318 0.003174 59 640: 75%|#######5 | 126/168 [00:23<00:07, 5.30it/s]
181/499 4.32G 0.008736 0.008315 0.003166 64 640: 75%|#######5 | 126/168 [00:24<00:07, 5.30it/s]
181/499 4.32G 0.008736 0.008315 0.003166 64 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s]
181/499 4.32G 0.00873 0.008305 0.003157 53 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s]
181/499 4.32G 0.00873 0.008305 0.003157 53 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s]
181/499 4.32G 0.00874 0.00832 0.003156 74 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s]
181/499 4.32G 0.00874 0.00832 0.003156 74 640: 77%|#######6 | 129/168 [00:24<00:07, 5.29it/s]
181/499 4.32G 0.008739 0.00832 0.003166 65 640: 77%|#######6 | 129/168 [00:24<00:07, 5.29it/s]
181/499 4.32G 0.008739 0.00832 0.003166 65 640: 77%|#######7 | 130/168 [00:24<00:07, 5.14it/s]
181/499 4.32G 0.008739 0.008313 0.003175 59 640: 77%|#######7 | 130/168 [00:24<00:07, 5.14it/s]
181/499 4.32G 0.008739 0.008313 0.003175 59 640: 78%|#######7 | 131/168 [00:24<00:07, 5.23it/s]
181/499 4.32G 0.00874 0.008312 0.003188 58 640: 78%|#######7 | 131/168 [00:24<00:07, 5.23it/s]
181/499 4.32G 0.00874 0.008312 0.003188 58 640: 79%|#######8 | 132/168 [00:24<00:06, 5.31it/s]
181/499 4.32G 0.008751 0.008319 0.003184 64 640: 79%|#######8 | 132/168 [00:25<00:06, 5.31it/s]
181/499 4.32G 0.008751 0.008319 0.003184 64 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s]
181/499 4.32G 0.008751 0.008322 0.003197 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.18it/s]
181/499 4.32G 0.008751 0.008322 0.003197 65 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s]
181/499 4.32G 0.008745 0.008327 0.00318 74 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s]
181/499 4.32G 0.008745 0.008327 0.00318 74 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s]
181/499 4.32G 0.008749 0.008334 0.003169 68 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s]
181/499 4.32G 0.008749 0.008334 0.003169 68 640: 81%|######## | 136/168 [00:25<00:06, 5.19it/s]
181/499 4.32G 0.008762 0.008337 0.003169 56 640: 81%|######## | 136/168 [00:25<00:06, 5.19it/s]
181/499 4.32G 0.008762 0.008337 0.003169 56 640: 82%|########1 | 137/168 [00:25<00:05, 5.29it/s]
181/499 4.32G 0.008748 0.008341 0.003182 68 640: 82%|########1 | 137/168 [00:26<00:05, 5.29it/s]
181/499 4.32G 0.008748 0.008341 0.003182 68 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s]
181/499 4.32G 0.008742 0.008344 0.003195 76 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s]
181/499 4.32G 0.008742 0.008344 0.003195 76 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s]
181/499 4.32G 0.008751 0.008352 0.003188 86 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s]
181/499 4.32G 0.008751 0.008352 0.003188 86 640: 83%|########3 | 140/168 [00:26<00:05, 5.28it/s]
181/499 4.32G 0.00876 0.008354 0.00319 67 640: 83%|########3 | 140/168 [00:26<00:05, 5.28it/s]
181/499 4.32G 0.00876 0.008354 0.00319 67 640: 84%|########3 | 141/168 [00:26<00:05, 5.34it/s]
181/499 4.32G 0.008752 0.008361 0.003182 73 640: 84%|########3 | 141/168 [00:26<00:05, 5.34it/s]
181/499 4.32G 0.008752 0.008361 0.003182 73 640: 85%|########4 | 142/168 [00:26<00:04, 5.22it/s]
181/499 4.32G 0.008752 0.008379 0.003168 88 640: 85%|########4 | 142/168 [00:27<00:04, 5.22it/s]
181/499 4.32G 0.008752 0.008379 0.003168 88 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s]
181/499 4.32G 0.008748 0.008384 0.003167 83 640: 85%|########5 | 143/168 [00:27<00:04, 5.28it/s]
181/499 4.32G 0.008748 0.008384 0.003167 83 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s]
181/499 4.32G 0.00876 0.008393 0.003146 69 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s]
181/499 4.32G 0.00876 0.008393 0.003146 69 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s]
181/499 4.32G 0.008752 0.008401 0.003146 78 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s]
181/499 4.32G 0.008752 0.008401 0.003146 78 640: 87%|########6 | 146/168 [00:27<00:04, 5.24it/s]
181/499 4.32G 0.008752 0.008401 0.00315 62 640: 87%|########6 | 146/168 [00:27<00:04, 5.24it/s]
181/499 4.32G 0.008752 0.008401 0.00315 62 640: 88%|########7 | 147/168 [00:27<00:03, 5.33it/s]
181/499 4.32G 0.008755 0.008404 0.003179 78 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s]
181/499 4.32G 0.008755 0.008404 0.003179 78 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s]
181/499 4.32G 0.008757 0.008395 0.003172 70 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s]
181/499 4.32G 0.008757 0.008395 0.003172 70 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s]
181/499 4.32G 0.008758 0.00841 0.00317 83 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s]
181/499 4.32G 0.008758 0.00841 0.00317 83 640: 89%|########9 | 150/168 [00:28<00:03, 5.38it/s]
181/499 4.32G 0.008763 0.008425 0.003177 82 640: 89%|########9 | 150/168 [00:28<00:03, 5.38it/s]
181/499 4.32G 0.008763 0.008425 0.003177 82 640: 90%|########9 | 151/168 [00:28<00:03, 5.22it/s]
181/499 4.32G 0.008759 0.008415 0.003167 65 640: 90%|########9 | 151/168 [00:28<00:03, 5.22it/s]
181/499 4.32G 0.008759 0.008415 0.003167 65 640: 90%|######### | 152/168 [00:28<00:03, 5.31it/s]
181/499 4.32G 0.008758 0.008413 0.003175 72 640: 90%|######### | 152/168 [00:28<00:03, 5.31it/s]
181/499 4.32G 0.008758 0.008413 0.003175 72 640: 91%|#########1| 153/168 [00:28<00:02, 5.39it/s]
181/499 4.32G 0.008762 0.008421 0.003162 65 640: 91%|#########1| 153/168 [00:29<00:02, 5.39it/s]
181/499 4.32G 0.008762 0.008421 0.003162 65 640: 92%|#########1| 154/168 [00:29<00:02, 5.25it/s]
181/499 4.32G 0.008762 0.008417 0.003152 69 640: 92%|#########1| 154/168 [00:29<00:02, 5.25it/s]
181/499 4.32G 0.008762 0.008417 0.003152 69 640: 92%|#########2| 155/168 [00:29<00:02, 5.33it/s]
181/499 4.32G 0.008761 0.008418 0.00315 69 640: 92%|#########2| 155/168 [00:29<00:02, 5.33it/s]
181/499 4.32G 0.008761 0.008418 0.00315 69 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s]
181/499 4.32G 0.008762 0.008411 0.003139 64 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s]
181/499 4.32G 0.008762 0.008411 0.003139 64 640: 93%|#########3| 157/168 [00:29<00:02, 5.25it/s]
181/499 4.32G 0.008761 0.008407 0.003131 64 640: 93%|#########3| 157/168 [00:29<00:02, 5.25it/s]
181/499 4.32G 0.008761 0.008407 0.003131 64 640: 94%|#########4| 158/168 [00:29<00:01, 5.34it/s]
181/499 4.32G 0.008784 0.0084 0.003145 56 640: 94%|#########4| 158/168 [00:30<00:01, 5.34it/s]
181/499 4.32G 0.008784 0.0084 0.003145 56 640: 95%|#########4| 159/168 [00:30<00:01, 5.39it/s]
181/499 4.32G 0.008783 0.008395 0.00316 71 640: 95%|#########4| 159/168 [00:30<00:01, 5.39it/s]
181/499 4.32G 0.008783 0.008395 0.00316 71 640: 95%|#########5| 160/168 [00:30<00:01, 5.24it/s]
181/499 4.32G 0.008775 0.008389 0.003161 70 640: 95%|#########5| 160/168 [00:30<00:01, 5.24it/s]
181/499 4.32G 0.008775 0.008389 0.003161 70 640: 96%|#########5| 161/168 [00:30<00:01, 5.32it/s]
181/499 4.32G 0.00878 0.008394 0.003168 83 640: 96%|#########5| 161/168 [00:30<00:01, 5.32it/s]
181/499 4.32G 0.00878 0.008394 0.003168 83 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s]
181/499 4.32G 0.008763 0.008379 0.003166 60 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s]
181/499 4.32G 0.008763 0.008379 0.003166 60 640: 97%|#########7| 163/168 [00:30<00:00, 5.19it/s]
181/499 4.32G 0.008775 0.008383 0.003179 62 640: 97%|#########7| 163/168 [00:31<00:00, 5.19it/s]
181/499 4.32G 0.008775 0.008383 0.003179 62 640: 98%|#########7| 164/168 [00:31<00:00, 5.30it/s]
181/499 4.32G 0.008793 0.008386 0.003187 66 640: 98%|#########7| 164/168 [00:31<00:00, 5.30it/s]
181/499 4.32G 0.008793 0.008386 0.003187 66 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s]
181/499 4.32G 0.008789 0.008385 0.003182 71 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s]
181/499 4.32G 0.008789 0.008385 0.003182 71 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s]
181/499 4.32G 0.008788 0.008376 0.003166 68 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s]
181/499 4.32G 0.008788 0.008376 0.003166 68 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s]
181/499 4.32G 0.008777 0.008369 0.003176 25 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s]
181/499 4.32G 0.008777 0.008369 0.003176 25 640: 100%|##########| 168/168 [00:31<00:00, 5.46it/s]
181/499 4.32G 0.008777 0.008369 0.003176 25 640: 100%|##########| 168/168 [00:31<00:00, 5.29it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.69it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.81it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.85it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.84it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.40it/s]
all 132 263 0.829 0.868 0.874 0.762
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
182/499 4.32G 0.01051 0.009447 0.002113 73 640: 0%| | 0/168 [00:00<?, ?it/s]
182/499 4.32G 0.01051 0.009447 0.002113 73 640: 1%| | 1/168 [00:00<00:35, 4.77it/s]
182/499 4.32G 0.009366 0.009093 0.002165 66 640: 1%| | 1/168 [00:00<00:35, 4.77it/s]
182/499 4.32G 0.009366 0.009093 0.002165 66 640: 1%|1 | 2/168 [00:00<00:32, 5.14it/s]
182/499 4.32G 0.009129 0.009062 0.002758 89 640: 1%|1 | 2/168 [00:00<00:32, 5.14it/s]
182/499 4.32G 0.009129 0.009062 0.002758 89 640: 2%|1 | 3/168 [00:00<00:31, 5.29it/s]
182/499 4.32G 0.009288 0.009073 0.002264 70 640: 2%|1 | 3/168 [00:00<00:31, 5.29it/s]
182/499 4.32G 0.009288 0.009073 0.002264 70 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s]
182/499 4.32G 0.009112 0.008761 0.002121 70 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s]
182/499 4.32G 0.009112 0.008761 0.002121 70 640: 3%|2 | 5/168 [00:00<00:30, 5.27it/s]
182/499 4.32G 0.00898 0.008785 0.002144 74 640: 3%|2 | 5/168 [00:01<00:30, 5.27it/s]
182/499 4.32G 0.00898 0.008785 0.002144 74 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s]
182/499 4.32G 0.00895 0.008619 0.002142 64 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s]
182/499 4.32G 0.00895 0.008619 0.002142 64 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s]
182/499 4.32G 0.0089 0.008281 0.002551 67 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s]
182/499 4.32G 0.0089 0.008281 0.002551 67 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s]
182/499 4.32G 0.008911 0.008421 0.00253 70 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s]
182/499 4.32G 0.008911 0.008421 0.00253 70 640: 5%|5 | 9/168 [00:01<00:29, 5.35it/s]
182/499 4.32G 0.008935 0.008256 0.002306 56 640: 5%|5 | 9/168 [00:01<00:29, 5.35it/s]
182/499 4.32G 0.008935 0.008256 0.002306 56 640: 6%|5 | 10/168 [00:01<00:30, 5.22it/s]
182/499 4.32G 0.008809 0.008307 0.002507 79 640: 6%|5 | 10/168 [00:02<00:30, 5.22it/s]
182/499 4.32G 0.008809 0.008307 0.002507 79 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s]
182/499 4.32G 0.008754 0.008379 0.002608 87 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s]
182/499 4.32G 0.008754 0.008379 0.002608 87 640: 7%|7 | 12/168 [00:02<00:29, 5.38it/s]
182/499 4.32G 0.008664 0.008436 0.00256 73 640: 7%|7 | 12/168 [00:02<00:29, 5.38it/s]
182/499 4.32G 0.008664 0.008436 0.00256 73 640: 8%|7 | 13/168 [00:02<00:29, 5.24it/s]
182/499 4.32G 0.008654 0.008426 0.002565 65 640: 8%|7 | 13/168 [00:02<00:29, 5.24it/s]
182/499 4.32G 0.008654 0.008426 0.002565 65 640: 8%|8 | 14/168 [00:02<00:28, 5.32it/s]
182/499 4.32G 0.008658 0.008554 0.002532 79 640: 8%|8 | 14/168 [00:02<00:28, 5.32it/s]
182/499 4.32G 0.008658 0.008554 0.002532 79 640: 9%|8 | 15/168 [00:02<00:28, 5.38it/s]
182/499 4.32G 0.008736 0.008644 0.002742 74 640: 9%|8 | 15/168 [00:03<00:28, 5.38it/s]
182/499 4.32G 0.008736 0.008644 0.002742 74 640: 10%|9 | 16/168 [00:03<00:28, 5.25it/s]
182/499 4.32G 0.00875 0.008754 0.002685 76 640: 10%|9 | 16/168 [00:03<00:28, 5.25it/s]
182/499 4.32G 0.00875 0.008754 0.002685 76 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
182/499 4.32G 0.008726 0.008774 0.002717 74 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
182/499 4.32G 0.008726 0.008774 0.002717 74 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s]
182/499 4.32G 0.00869 0.008774 0.002748 69 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s]
182/499 4.32G 0.00869 0.008774 0.002748 69 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s]
182/499 4.32G 0.008715 0.00874 0.002779 57 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s]
182/499 4.32G 0.008715 0.00874 0.002779 57 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s]
182/499 4.32G 0.008764 0.008804 0.002796 78 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s]
182/499 4.32G 0.008764 0.008804 0.002796 78 640: 12%|#2 | 21/168 [00:03<00:27, 5.35it/s]
182/499 4.32G 0.008741 0.008763 0.002771 78 640: 12%|#2 | 21/168 [00:04<00:27, 5.35it/s]
182/499 4.32G 0.008741 0.008763 0.002771 78 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s]
182/499 4.32G 0.008667 0.008642 0.00274 56 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s]
182/499 4.32G 0.008667 0.008642 0.00274 56 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s]
182/499 4.32G 0.008664 0.008616 0.002738 70 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s]
182/499 4.32G 0.008664 0.008616 0.002738 70 640: 14%|#4 | 24/168 [00:04<00:27, 5.29it/s]
182/499 4.32G 0.008713 0.008554 0.002848 67 640: 14%|#4 | 24/168 [00:04<00:27, 5.29it/s]
182/499 4.32G 0.008713 0.008554 0.002848 67 640: 15%|#4 | 25/168 [00:04<00:27, 5.15it/s]
182/499 4.32G 0.008699 0.008551 0.002862 67 640: 15%|#4 | 25/168 [00:04<00:27, 5.15it/s]
182/499 4.32G 0.008699 0.008551 0.002862 67 640: 15%|#5 | 26/168 [00:04<00:26, 5.26it/s]
182/499 4.32G 0.008696 0.008517 0.002903 61 640: 15%|#5 | 26/168 [00:05<00:26, 5.26it/s]
182/499 4.32G 0.008696 0.008517 0.002903 61 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s]
182/499 4.32G 0.008698 0.008456 0.002925 57 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s]
182/499 4.32G 0.008698 0.008456 0.002925 57 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s]
182/499 4.32G 0.008717 0.008423 0.002932 64 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s]
182/499 4.32G 0.008717 0.008423 0.002932 64 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s]
182/499 4.32G 0.008701 0.008349 0.002874 58 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s]
182/499 4.32G 0.008701 0.008349 0.002874 58 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
182/499 4.32G 0.008676 0.008323 0.002929 73 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
182/499 4.32G 0.008676 0.008323 0.002929 73 640: 18%|#8 | 31/168 [00:05<00:26, 5.21it/s]
182/499 4.32G 0.00864 0.008313 0.002991 85 640: 18%|#8 | 31/168 [00:06<00:26, 5.21it/s]
182/499 4.32G 0.00864 0.008313 0.002991 85 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s]
182/499 4.32G 0.008645 0.008305 0.003002 77 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s]
182/499 4.32G 0.008645 0.008305 0.003002 77 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
182/499 4.32G 0.008655 0.008387 0.003015 77 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
182/499 4.32G 0.008655 0.008387 0.003015 77 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s]
182/499 4.32G 0.008669 0.00841 0.002978 68 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s]
182/499 4.32G 0.008669 0.00841 0.002978 68 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s]
182/499 4.32G 0.008655 0.008403 0.002991 65 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s]
182/499 4.32G 0.008655 0.008403 0.002991 65 640: 21%|##1 | 36/168 [00:06<00:24, 5.29it/s]
182/499 4.32G 0.008637 0.008441 0.002998 71 640: 21%|##1 | 36/168 [00:07<00:24, 5.29it/s]
182/499 4.32G 0.008637 0.008441 0.002998 71 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s]
182/499 4.32G 0.008582 0.008473 0.003036 85 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s]
182/499 4.32G 0.008582 0.008473 0.003036 85 640: 23%|##2 | 38/168 [00:07<00:24, 5.24it/s]
182/499 4.32G 0.0086 0.008475 0.003018 72 640: 23%|##2 | 38/168 [00:07<00:24, 5.24it/s]
182/499 4.32G 0.0086 0.008475 0.003018 72 640: 23%|##3 | 39/168 [00:07<00:24, 5.24it/s]
182/499 4.32G 0.008608 0.008505 0.003017 76 640: 23%|##3 | 39/168 [00:07<00:24, 5.24it/s]
182/499 4.32G 0.008608 0.008505 0.003017 76 640: 24%|##3 | 40/168 [00:07<00:25, 5.12it/s]
182/499 4.32G 0.008558 0.00849 0.003003 80 640: 24%|##3 | 40/168 [00:07<00:25, 5.12it/s]
182/499 4.32G 0.008558 0.00849 0.003003 80 640: 24%|##4 | 41/168 [00:07<00:24, 5.21it/s]
182/499 4.32G 0.008545 0.008433 0.002951 57 640: 24%|##4 | 41/168 [00:07<00:24, 5.21it/s]
182/499 4.32G 0.008545 0.008433 0.002951 57 640: 25%|##5 | 42/168 [00:07<00:23, 5.27it/s]
182/499 4.32G 0.008582 0.008417 0.002926 58 640: 25%|##5 | 42/168 [00:08<00:23, 5.27it/s]
182/499 4.32G 0.008582 0.008417 0.002926 58 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s]
182/499 4.32G 0.008569 0.00843 0.002878 75 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s]
182/499 4.32G 0.008569 0.00843 0.002878 75 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s]
182/499 4.32G 0.008567 0.008438 0.002835 73 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s]
182/499 4.32G 0.008567 0.008438 0.002835 73 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s]
182/499 4.32G 0.008532 0.008436 0.002874 73 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s]
182/499 4.32G 0.008532 0.008436 0.002874 73 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s]
182/499 4.32G 0.008532 0.008403 0.002966 63 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s]
182/499 4.32G 0.008532 0.008403 0.002966 63 640: 28%|##7 | 47/168 [00:08<00:22, 5.28it/s]
182/499 4.32G 0.00852 0.008352 0.002976 52 640: 28%|##7 | 47/168 [00:09<00:22, 5.28it/s]
182/499 4.32G 0.00852 0.008352 0.002976 52 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s]
182/499 4.32G 0.008536 0.008348 0.002945 66 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s]
182/499 4.32G 0.008536 0.008348 0.002945 66 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s]
182/499 4.32G 0.008513 0.008351 0.002915 64 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s]
182/499 4.32G 0.008513 0.008351 0.002915 64 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
182/499 4.32G 0.008482 0.008322 0.002927 69 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
182/499 4.32G 0.008482 0.008322 0.002927 69 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
182/499 4.32G 0.0085 0.008306 0.002911 71 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
182/499 4.32G 0.0085 0.008306 0.002911 71 640: 31%|### | 52/168 [00:09<00:22, 5.21it/s]
182/499 4.32G 0.008485 0.008315 0.002966 68 640: 31%|### | 52/168 [00:10<00:22, 5.21it/s]
182/499 4.32G 0.008485 0.008315 0.002966 68 640: 32%|###1 | 53/168 [00:10<00:21, 5.31it/s]
182/499 4.32G 0.008492 0.00832 0.002959 77 640: 32%|###1 | 53/168 [00:10<00:21, 5.31it/s]
182/499 4.32G 0.008492 0.00832 0.002959 77 640: 32%|###2 | 54/168 [00:10<00:21, 5.37it/s]
182/499 4.32G 0.008475 0.008288 0.002953 56 640: 32%|###2 | 54/168 [00:10<00:21, 5.37it/s]
182/499 4.32G 0.008475 0.008288 0.002953 56 640: 33%|###2 | 55/168 [00:10<00:21, 5.24it/s]
182/499 4.32G 0.008477 0.008274 0.002917 68 640: 33%|###2 | 55/168 [00:10<00:21, 5.24it/s]
182/499 4.32G 0.008477 0.008274 0.002917 68 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s]
182/499 4.32G 0.008482 0.008289 0.002949 59 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s]
182/499 4.32G 0.008482 0.008289 0.002949 59 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s]
182/499 4.32G 0.008507 0.008332 0.002931 85 640: 34%|###3 | 57/168 [00:11<00:20, 5.35it/s]
182/499 4.32G 0.008507 0.008332 0.002931 85 640: 35%|###4 | 58/168 [00:11<00:21, 5.22it/s]
182/499 4.32G 0.00852 0.008318 0.002909 59 640: 35%|###4 | 58/168 [00:11<00:21, 5.22it/s]
182/499 4.32G 0.00852 0.008318 0.002909 59 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s]
182/499 4.32G 0.008515 0.008313 0.002923 75 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s]
182/499 4.32G 0.008515 0.008313 0.002923 75 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s]
182/499 4.32G 0.008517 0.008296 0.00294 66 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s]
182/499 4.32G 0.008517 0.008296 0.00294 66 640: 36%|###6 | 61/168 [00:11<00:20, 5.23it/s]
182/499 4.32G 0.008519 0.008265 0.002933 60 640: 36%|###6 | 61/168 [00:11<00:20, 5.23it/s]
182/499 4.32G 0.008519 0.008265 0.002933 60 640: 37%|###6 | 62/168 [00:11<00:19, 5.33it/s]
182/499 4.32G 0.008505 0.008262 0.00292 80 640: 37%|###6 | 62/168 [00:11<00:19, 5.33it/s]
182/499 4.32G 0.008505 0.008262 0.00292 80 640: 38%|###7 | 63/168 [00:11<00:19, 5.39it/s]
182/499 4.32G 0.008506 0.00828 0.002928 79 640: 38%|###7 | 63/168 [00:12<00:19, 5.39it/s]
182/499 4.32G 0.008506 0.00828 0.002928 79 640: 38%|###8 | 64/168 [00:12<00:19, 5.25it/s]
182/499 4.32G 0.008505 0.008291 0.002894 68 640: 38%|###8 | 64/168 [00:12<00:19, 5.25it/s]
182/499 4.32G 0.008505 0.008291 0.002894 68 640: 39%|###8 | 65/168 [00:12<00:19, 5.33it/s]
182/499 4.32G 0.008508 0.008292 0.002971 65 640: 39%|###8 | 65/168 [00:12<00:19, 5.33it/s]
182/499 4.32G 0.008508 0.008292 0.002971 65 640: 39%|###9 | 66/168 [00:12<00:18, 5.41it/s]
182/499 4.32G 0.008513 0.008293 0.002983 66 640: 39%|###9 | 66/168 [00:12<00:18, 5.41it/s]
182/499 4.32G 0.008513 0.008293 0.002983 66 640: 40%|###9 | 67/168 [00:12<00:19, 5.25it/s]
182/499 4.32G 0.008514 0.008277 0.00299 65 640: 40%|###9 | 67/168 [00:12<00:19, 5.25it/s]
182/499 4.32G 0.008514 0.008277 0.00299 65 640: 40%|#### | 68/168 [00:12<00:18, 5.33it/s]
182/499 4.32G 0.008512 0.00827 0.003026 63 640: 40%|#### | 68/168 [00:13<00:18, 5.33it/s]
182/499 4.32G 0.008512 0.00827 0.003026 63 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s]
182/499 4.32G 0.00853 0.008267 0.003005 75 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s]
182/499 4.32G 0.00853 0.008267 0.003005 75 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s]
182/499 4.32G 0.008529 0.008243 0.003018 49 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s]
182/499 4.32G 0.008529 0.008243 0.003018 49 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s]
182/499 4.32G 0.008542 0.008245 0.003032 65 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s]
182/499 4.32G 0.008542 0.008245 0.003032 65 640: 43%|####2 | 72/168 [00:13<00:17, 5.38it/s]
182/499 4.32G 0.008516 0.008224 0.003051 71 640: 43%|####2 | 72/168 [00:13<00:17, 5.38it/s]
182/499 4.32G 0.008516 0.008224 0.003051 71 640: 43%|####3 | 73/168 [00:13<00:18, 5.23it/s]
182/499 4.32G 0.008524 0.008226 0.003078 86 640: 43%|####3 | 73/168 [00:14<00:18, 5.23it/s]
182/499 4.32G 0.008524 0.008226 0.003078 86 640: 44%|####4 | 74/168 [00:14<00:17, 5.32it/s]
182/499 4.32G 0.008519 0.008224 0.003081 60 640: 44%|####4 | 74/168 [00:14<00:17, 5.32it/s]
182/499 4.32G 0.008519 0.008224 0.003081 60 640: 45%|####4 | 75/168 [00:14<00:17, 5.39it/s]
182/499 4.32G 0.00851 0.008244 0.003117 84 640: 45%|####4 | 75/168 [00:14<00:17, 5.39it/s]
182/499 4.32G 0.00851 0.008244 0.003117 84 640: 45%|####5 | 76/168 [00:14<00:17, 5.24it/s]
182/499 4.32G 0.008514 0.008243 0.003143 65 640: 45%|####5 | 76/168 [00:14<00:17, 5.24it/s]
182/499 4.32G 0.008514 0.008243 0.003143 65 640: 46%|####5 | 77/168 [00:14<00:17, 5.32it/s]
182/499 4.32G 0.008515 0.00825 0.003159 75 640: 46%|####5 | 77/168 [00:14<00:17, 5.32it/s]
182/499 4.32G 0.008515 0.00825 0.003159 75 640: 46%|####6 | 78/168 [00:14<00:16, 5.38it/s]
182/499 4.32G 0.008537 0.00825 0.003123 64 640: 46%|####6 | 78/168 [00:14<00:16, 5.38it/s]
182/499 4.32G 0.008537 0.00825 0.003123 64 640: 47%|####7 | 79/168 [00:14<00:16, 5.24it/s]
182/499 4.32G 0.008531 0.008234 0.003126 59 640: 47%|####7 | 79/168 [00:15<00:16, 5.24it/s]
182/499 4.32G 0.008531 0.008234 0.003126 59 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s]
182/499 4.32G 0.008526 0.008227 0.003129 67 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s]
182/499 4.32G 0.008526 0.008227 0.003129 67 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s]
182/499 4.32G 0.008542 0.008236 0.00315 73 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s]
182/499 4.32G 0.008542 0.008236 0.00315 73 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s]
182/499 4.32G 0.008554 0.008275 0.003136 80 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s]
182/499 4.32G 0.008554 0.008275 0.003136 80 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s]
182/499 4.32G 0.008565 0.008262 0.003151 65 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s]
182/499 4.32G 0.008565 0.008262 0.003151 65 640: 50%|##### | 84/168 [00:15<00:15, 5.33it/s]
182/499 4.32G 0.008573 0.008262 0.003157 65 640: 50%|##### | 84/168 [00:16<00:15, 5.33it/s]
182/499 4.32G 0.008573 0.008262 0.003157 65 640: 51%|##### | 85/168 [00:16<00:15, 5.19it/s]
182/499 4.32G 0.008556 0.008242 0.003147 57 640: 51%|##### | 85/168 [00:16<00:15, 5.19it/s]
182/499 4.32G 0.008556 0.008242 0.003147 57 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
182/499 4.32G 0.008546 0.008233 0.00314 66 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
182/499 4.32G 0.008546 0.008233 0.00314 66 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s]
182/499 4.32G 0.008545 0.008209 0.003154 49 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s]
182/499 4.32G 0.008545 0.008209 0.003154 49 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s]
182/499 4.32G 0.008536 0.008193 0.003189 61 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s]
182/499 4.32G 0.008536 0.008193 0.003189 61 640: 53%|#####2 | 89/168 [00:16<00:15, 5.20it/s]
182/499 4.32G 0.008557 0.008196 0.00319 72 640: 53%|#####2 | 89/168 [00:17<00:15, 5.20it/s]
182/499 4.32G 0.008557 0.008196 0.00319 72 640: 54%|#####3 | 90/168 [00:17<00:14, 5.26it/s]
182/499 4.32G 0.00856 0.008211 0.003183 75 640: 54%|#####3 | 90/168 [00:17<00:14, 5.26it/s]
182/499 4.32G 0.00856 0.008211 0.003183 75 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s]
182/499 4.32G 0.00857 0.008204 0.003184 63 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s]
182/499 4.32G 0.00857 0.008204 0.003184 63 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
182/499 4.32G 0.008564 0.008193 0.003172 62 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
182/499 4.32G 0.008564 0.008193 0.003172 62 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s]
182/499 4.32G 0.008556 0.008181 0.003182 66 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s]
182/499 4.32G 0.008556 0.008181 0.003182 66 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
182/499 4.32G 0.008571 0.008183 0.003196 56 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s]
182/499 4.32G 0.008571 0.008183 0.003196 56 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s]
182/499 4.32G 0.008562 0.008192 0.003204 83 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s]
182/499 4.32G 0.008562 0.008192 0.003204 83 640: 57%|#####7 | 96/168 [00:18<00:13, 5.35it/s]
182/499 4.32G 0.008571 0.008219 0.003189 83 640: 57%|#####7 | 96/168 [00:18<00:13, 5.35it/s]
182/499 4.32G 0.008571 0.008219 0.003189 83 640: 58%|#####7 | 97/168 [00:18<00:13, 5.21it/s]
182/499 4.32G 0.00856 0.008212 0.003185 58 640: 58%|#####7 | 97/168 [00:18<00:13, 5.21it/s]
182/499 4.32G 0.00856 0.008212 0.003185 58 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s]
182/499 4.32G 0.008561 0.008218 0.003183 76 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s]
182/499 4.32G 0.008561 0.008218 0.003183 76 640: 59%|#####8 | 99/168 [00:18<00:12, 5.36it/s]
182/499 4.32G 0.008549 0.008207 0.003159 55 640: 59%|#####8 | 99/168 [00:18<00:12, 5.36it/s]
182/499 4.32G 0.008549 0.008207 0.003159 55 640: 60%|#####9 | 100/168 [00:18<00:13, 5.20it/s]
182/499 4.32G 0.008571 0.008206 0.003144 53 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s]
182/499 4.32G 0.008571 0.008206 0.003144 53 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s]
182/499 4.32G 0.008577 0.008202 0.003156 55 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s]
182/499 4.32G 0.008577 0.008202 0.003156 55 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s]
182/499 4.32G 0.008565 0.00819 0.003155 64 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s]
182/499 4.32G 0.008565 0.00819 0.003155 64 640: 61%|######1 | 103/168 [00:19<00:12, 5.23it/s]
182/499 4.32G 0.008571 0.008203 0.003157 67 640: 61%|######1 | 103/168 [00:19<00:12, 5.23it/s]
182/499 4.32G 0.008571 0.008203 0.003157 67 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s]
182/499 4.32G 0.008571 0.008205 0.003182 56 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s]
182/499 4.32G 0.008571 0.008205 0.003182 56 640: 62%|######2 | 105/168 [00:19<00:11, 5.39it/s]
182/499 4.32G 0.008566 0.008205 0.003164 77 640: 62%|######2 | 105/168 [00:20<00:11, 5.39it/s]
182/499 4.32G 0.008566 0.008205 0.003164 77 640: 63%|######3 | 106/168 [00:20<00:11, 5.21it/s]
182/499 4.32G 0.008582 0.008197 0.003159 57 640: 63%|######3 | 106/168 [00:20<00:11, 5.21it/s]
182/499 4.32G 0.008582 0.008197 0.003159 57 640: 64%|######3 | 107/168 [00:20<00:11, 5.32it/s]
182/499 4.32G 0.008592 0.008215 0.003154 81 640: 64%|######3 | 107/168 [00:20<00:11, 5.32it/s]
182/499 4.32G 0.008592 0.008215 0.003154 81 640: 64%|######4 | 108/168 [00:20<00:11, 5.38it/s]
182/499 4.32G 0.008582 0.008221 0.003168 68 640: 64%|######4 | 108/168 [00:20<00:11, 5.38it/s]
182/499 4.32G 0.008582 0.008221 0.003168 68 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s]
182/499 4.32G 0.008588 0.008231 0.003167 83 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s]
182/499 4.32G 0.008588 0.008231 0.003167 83 640: 65%|######5 | 110/168 [00:20<00:10, 5.28it/s]
182/499 4.32G 0.008597 0.008239 0.003154 66 640: 65%|######5 | 110/168 [00:21<00:10, 5.28it/s]
182/499 4.32G 0.008597 0.008239 0.003154 66 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s]
182/499 4.32G 0.008605 0.00824 0.003161 69 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s]
182/499 4.32G 0.008605 0.00824 0.003161 69 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s]
182/499 4.32G 0.00861 0.008246 0.003197 66 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s]
182/499 4.32G 0.00861 0.008246 0.003197 66 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s]
182/499 4.32G 0.008612 0.008236 0.003235 66 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s]
182/499 4.32G 0.008612 0.008236 0.003235 66 640: 68%|######7 | 114/168 [00:21<00:10, 5.33it/s]
182/499 4.32G 0.008615 0.008235 0.003214 57 640: 68%|######7 | 114/168 [00:21<00:10, 5.33it/s]
182/499 4.32G 0.008615 0.008235 0.003214 57 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s]
182/499 4.32G 0.008611 0.008238 0.003193 71 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s]
182/499 4.32G 0.008611 0.008238 0.003193 71 640: 69%|######9 | 116/168 [00:21<00:09, 5.30it/s]
182/499 4.32G 0.008612 0.008245 0.003193 81 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s]
182/499 4.32G 0.008612 0.008245 0.003193 81 640: 70%|######9 | 117/168 [00:22<00:09, 5.37it/s]
182/499 4.32G 0.008609 0.008231 0.003186 63 640: 70%|######9 | 117/168 [00:22<00:09, 5.37it/s]
182/499 4.32G 0.008609 0.008231 0.003186 63 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s]
182/499 4.32G 0.008608 0.008236 0.003188 80 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s]
182/499 4.32G 0.008608 0.008236 0.003188 80 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s]
182/499 4.32G 0.008598 0.008228 0.003171 74 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s]
182/499 4.32G 0.008598 0.008228 0.003171 74 640: 71%|#######1 | 120/168 [00:22<00:08, 5.37it/s]
182/499 4.32G 0.008603 0.008226 0.003184 77 640: 71%|#######1 | 120/168 [00:22<00:08, 5.37it/s]
182/499 4.32G 0.008603 0.008226 0.003184 77 640: 72%|#######2 | 121/168 [00:22<00:09, 5.21it/s]
182/499 4.32G 0.008604 0.008223 0.003236 67 640: 72%|#######2 | 121/168 [00:23<00:09, 5.21it/s]
182/499 4.32G 0.008604 0.008223 0.003236 67 640: 73%|#######2 | 122/168 [00:23<00:08, 5.31it/s]
182/499 4.32G 0.008605 0.008225 0.003213 69 640: 73%|#######2 | 122/168 [00:23<00:08, 5.31it/s]
182/499 4.32G 0.008605 0.008225 0.003213 69 640: 73%|#######3 | 123/168 [00:23<00:08, 5.38it/s]
182/499 4.32G 0.0086 0.008223 0.003243 79 640: 73%|#######3 | 123/168 [00:23<00:08, 5.38it/s]
182/499 4.32G 0.0086 0.008223 0.003243 79 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
182/499 4.32G 0.008598 0.008225 0.003237 84 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
182/499 4.32G 0.008598 0.008225 0.003237 84 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s]
182/499 4.32G 0.008592 0.008222 0.003245 63 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s]
182/499 4.32G 0.008592 0.008222 0.003245 63 640: 75%|#######5 | 126/168 [00:23<00:07, 5.35it/s]
182/499 4.32G 0.008591 0.00822 0.003262 72 640: 75%|#######5 | 126/168 [00:24<00:07, 5.35it/s]
182/499 4.32G 0.008591 0.00822 0.003262 72 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s]
182/499 4.32G 0.00859 0.008218 0.003264 70 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s]
182/499 4.32G 0.00859 0.008218 0.003264 70 640: 76%|#######6 | 128/168 [00:24<00:07, 5.31it/s]
182/499 4.32G 0.008589 0.008234 0.003251 71 640: 76%|#######6 | 128/168 [00:24<00:07, 5.31it/s]
182/499 4.32G 0.008589 0.008234 0.003251 71 640: 77%|#######6 | 129/168 [00:24<00:07, 5.36it/s]
182/499 4.32G 0.008589 0.008238 0.003262 69 640: 77%|#######6 | 129/168 [00:24<00:07, 5.36it/s]
182/499 4.32G 0.008589 0.008238 0.003262 69 640: 77%|#######7 | 130/168 [00:24<00:07, 5.09it/s]
182/499 4.32G 0.008595 0.008255 0.003258 83 640: 77%|#######7 | 130/168 [00:24<00:07, 5.09it/s]
182/499 4.32G 0.008595 0.008255 0.003258 83 640: 78%|#######7 | 131/168 [00:24<00:07, 5.20it/s]
182/499 4.32G 0.008584 0.008253 0.003257 83 640: 78%|#######7 | 131/168 [00:25<00:07, 5.20it/s]
182/499 4.32G 0.008584 0.008253 0.003257 83 640: 79%|#######8 | 132/168 [00:25<00:06, 5.29it/s]
182/499 4.32G 0.008584 0.008246 0.003241 65 640: 79%|#######8 | 132/168 [00:25<00:06, 5.29it/s]
182/499 4.32G 0.008584 0.008246 0.003241 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s]
182/499 4.32G 0.008589 0.008233 0.003249 62 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s]
182/499 4.32G 0.008589 0.008233 0.003249 62 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s]
182/499 4.32G 0.008587 0.008257 0.003246 87 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s]
182/499 4.32G 0.008587 0.008257 0.003246 87 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s]
182/499 4.32G 0.008582 0.008251 0.00326 75 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s]
182/499 4.32G 0.008582 0.008251 0.00326 75 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s]
182/499 4.32G 0.008585 0.008244 0.003254 64 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s]
182/499 4.32G 0.008585 0.008244 0.003254 64 640: 82%|########1 | 137/168 [00:25<00:05, 5.29it/s]
182/499 4.32G 0.008589 0.008251 0.003248 74 640: 82%|########1 | 137/168 [00:26<00:05, 5.29it/s]
182/499 4.32G 0.008589 0.008251 0.003248 74 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
182/499 4.32G 0.008592 0.008248 0.00326 62 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
182/499 4.32G 0.008592 0.008248 0.00326 62 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
182/499 4.32G 0.008596 0.008253 0.003254 74 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
182/499 4.32G 0.008596 0.008253 0.003254 74 640: 83%|########3 | 140/168 [00:26<00:05, 5.24it/s]
182/499 4.32G 0.008592 0.008253 0.003248 65 640: 83%|########3 | 140/168 [00:26<00:05, 5.24it/s]
182/499 4.32G 0.008592 0.008253 0.003248 65 640: 84%|########3 | 141/168 [00:26<00:05, 5.30it/s]
182/499 4.32G 0.00859 0.008258 0.003247 80 640: 84%|########3 | 141/168 [00:26<00:05, 5.30it/s]
182/499 4.32G 0.00859 0.008258 0.003247 80 640: 85%|########4 | 142/168 [00:26<00:05, 5.19it/s]
182/499 4.32G 0.008596 0.008264 0.003245 73 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s]
182/499 4.32G 0.008596 0.008264 0.003245 73 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s]
182/499 4.32G 0.00859 0.008248 0.003245 57 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s]
182/499 4.32G 0.00859 0.008248 0.003245 57 640: 86%|########5 | 144/168 [00:27<00:04, 5.34it/s]
182/499 4.32G 0.008584 0.008246 0.003249 77 640: 86%|########5 | 144/168 [00:27<00:04, 5.34it/s]
182/499 4.32G 0.008584 0.008246 0.003249 77 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s]
182/499 4.32G 0.008589 0.008253 0.003238 63 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s]
182/499 4.32G 0.008589 0.008253 0.003238 63 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s]
182/499 4.32G 0.008591 0.008248 0.003251 74 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s]
182/499 4.32G 0.008591 0.008248 0.003251 74 640: 88%|########7 | 147/168 [00:27<00:03, 5.34it/s]
182/499 4.32G 0.008594 0.008258 0.003247 81 640: 88%|########7 | 147/168 [00:28<00:03, 5.34it/s]
182/499 4.32G 0.008594 0.008258 0.003247 81 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s]
182/499 4.32G 0.00859 0.00826 0.003232 72 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s]
182/499 4.32G 0.00859 0.00826 0.003232 72 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
182/499 4.32G 0.008601 0.008276 0.003225 79 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
182/499 4.32G 0.008601 0.008276 0.003225 79 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s]
182/499 4.32G 0.008591 0.008268 0.003231 66 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s]
182/499 4.32G 0.008591 0.008268 0.003231 66 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
182/499 4.32G 0.008588 0.008264 0.003272 61 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
182/499 4.32G 0.008588 0.008264 0.003272 61 640: 90%|######### | 152/168 [00:28<00:03, 5.29it/s]
182/499 4.32G 0.008591 0.008262 0.003268 79 640: 90%|######### | 152/168 [00:28<00:03, 5.29it/s]
182/499 4.32G 0.008591 0.008262 0.003268 79 640: 91%|#########1| 153/168 [00:28<00:02, 5.38it/s]
182/499 4.32G 0.008595 0.008258 0.003264 64 640: 91%|#########1| 153/168 [00:29<00:02, 5.38it/s]
182/499 4.32G 0.008595 0.008258 0.003264 64 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
182/499 4.32G 0.008598 0.00825 0.003252 59 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
182/499 4.32G 0.008598 0.00825 0.003252 59 640: 92%|#########2| 155/168 [00:29<00:02, 5.33it/s]
182/499 4.32G 0.008613 0.008248 0.003271 52 640: 92%|#########2| 155/168 [00:29<00:02, 5.33it/s]
182/499 4.32G 0.008613 0.008248 0.003271 52 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s]
182/499 4.32G 0.008608 0.008251 0.00327 77 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s]
182/499 4.32G 0.008608 0.008251 0.00327 77 640: 93%|#########3| 157/168 [00:29<00:02, 5.24it/s]
182/499 4.32G 0.008605 0.00825 0.003275 66 640: 93%|#########3| 157/168 [00:29<00:02, 5.24it/s]
182/499 4.32G 0.008605 0.00825 0.003275 66 640: 94%|#########4| 158/168 [00:29<00:01, 5.31it/s]
182/499 4.32G 0.0086 0.008257 0.003295 67 640: 94%|#########4| 158/168 [00:30<00:01, 5.31it/s]
182/499 4.32G 0.0086 0.008257 0.003295 67 640: 95%|#########4| 159/168 [00:30<00:01, 5.39it/s]
182/499 4.32G 0.008593 0.008247 0.003318 55 640: 95%|#########4| 159/168 [00:30<00:01, 5.39it/s]
182/499 4.32G 0.008593 0.008247 0.003318 55 640: 95%|#########5| 160/168 [00:30<00:01, 5.23it/s]
182/499 4.32G 0.008595 0.008255 0.003309 81 640: 95%|#########5| 160/168 [00:30<00:01, 5.23it/s]
182/499 4.32G 0.008595 0.008255 0.003309 81 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
182/499 4.32G 0.008598 0.008259 0.003316 66 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
182/499 4.32G 0.008598 0.008259 0.003316 66 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s]
182/499 4.32G 0.008602 0.008262 0.003314 78 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s]
182/499 4.32G 0.008602 0.008262 0.003314 78 640: 97%|#########7| 163/168 [00:30<00:00, 5.23it/s]
182/499 4.32G 0.008601 0.008256 0.003307 66 640: 97%|#########7| 163/168 [00:31<00:00, 5.23it/s]
182/499 4.32G 0.008601 0.008256 0.003307 66 640: 98%|#########7| 164/168 [00:31<00:00, 5.32it/s]
182/499 4.32G 0.008605 0.008265 0.003298 75 640: 98%|#########7| 164/168 [00:31<00:00, 5.32it/s]
182/499 4.32G 0.008605 0.008265 0.003298 75 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s]
182/499 4.32G 0.008601 0.008253 0.003304 65 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s]
182/499 4.32G 0.008601 0.008253 0.003304 65 640: 99%|#########8| 166/168 [00:31<00:00, 5.18it/s]
182/499 4.32G 0.008606 0.008244 0.003311 59 640: 99%|#########8| 166/168 [00:31<00:00, 5.18it/s]
182/499 4.32G 0.008606 0.008244 0.003311 59 640: 99%|#########9| 167/168 [00:31<00:00, 5.28it/s]
182/499 4.32G 0.008613 0.008256 0.003309 29 640: 99%|#########9| 167/168 [00:31<00:00, 5.28it/s]
182/499 4.32G 0.008613 0.008256 0.003309 29 640: 100%|##########| 168/168 [00:31<00:00, 5.47it/s]
182/499 4.32G 0.008613 0.008256 0.003309 29 640: 100%|##########| 168/168 [00:31<00:00, 5.28it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s]
all 132 263 0.829 0.873 0.881 0.767
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
183/499 4.32G 0.006628 0.006545 0.003093 63 640: 0%| | 0/168 [00:00<?, ?it/s]
183/499 4.32G 0.006628 0.006545 0.003093 63 640: 1%| | 1/168 [00:00<00:33, 5.00it/s]
183/499 4.32G 0.007302 0.008346 0.002445 74 640: 1%| | 1/168 [00:00<00:33, 5.00it/s]
183/499 4.32G 0.007302 0.008346 0.002445 74 640: 1%|1 | 2/168 [00:00<00:31, 5.28it/s]
183/499 4.32G 0.0079 0.008687 0.002413 71 640: 1%|1 | 2/168 [00:00<00:31, 5.28it/s]
183/499 4.32G 0.0079 0.008687 0.002413 71 640: 2%|1 | 3/168 [00:00<00:30, 5.41it/s]
183/499 4.32G 0.008049 0.008814 0.002517 68 640: 2%|1 | 3/168 [00:00<00:30, 5.41it/s]
183/499 4.32G 0.008049 0.008814 0.002517 68 640: 2%|2 | 4/168 [00:00<00:31, 5.21it/s]
183/499 4.32G 0.008106 0.008951 0.003182 72 640: 2%|2 | 4/168 [00:00<00:31, 5.21it/s]
183/499 4.32G 0.008106 0.008951 0.003182 72 640: 3%|2 | 5/168 [00:00<00:30, 5.30it/s]
183/499 4.32G 0.008288 0.009028 0.003066 71 640: 3%|2 | 5/168 [00:01<00:30, 5.30it/s]
183/499 4.32G 0.008288 0.009028 0.003066 71 640: 4%|3 | 6/168 [00:01<00:30, 5.38it/s]
183/499 4.32G 0.008322 0.009096 0.002892 84 640: 4%|3 | 6/168 [00:01<00:30, 5.38it/s]
183/499 4.32G 0.008322 0.009096 0.002892 84 640: 4%|4 | 7/168 [00:01<00:30, 5.23it/s]
183/499 4.32G 0.008326 0.00907 0.002877 91 640: 4%|4 | 7/168 [00:01<00:30, 5.23it/s]
183/499 4.32G 0.008326 0.00907 0.002877 91 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s]
183/499 4.32G 0.008253 0.008784 0.00323 56 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s]
183/499 4.32G 0.008253 0.008784 0.00323 56 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s]
183/499 4.32G 0.008351 0.008874 0.003078 80 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s]
183/499 4.32G 0.008351 0.008874 0.003078 80 640: 6%|5 | 10/168 [00:01<00:30, 5.14it/s]
183/499 4.32G 0.00845 0.008835 0.003113 72 640: 6%|5 | 10/168 [00:02<00:30, 5.14it/s]
183/499 4.32G 0.00845 0.008835 0.003113 72 640: 7%|6 | 11/168 [00:02<00:30, 5.23it/s]
183/499 4.32G 0.008402 0.008775 0.002981 77 640: 7%|6 | 11/168 [00:02<00:30, 5.23it/s]
183/499 4.32G 0.008402 0.008775 0.002981 77 640: 7%|7 | 12/168 [00:02<00:29, 5.25it/s]
183/499 4.32G 0.008395 0.008749 0.003293 68 640: 7%|7 | 12/168 [00:02<00:29, 5.25it/s]
183/499 4.32G 0.008395 0.008749 0.003293 68 640: 8%|7 | 13/168 [00:02<00:30, 5.14it/s]
183/499 4.32G 0.008332 0.008732 0.003206 69 640: 8%|7 | 13/168 [00:02<00:30, 5.14it/s]
183/499 4.32G 0.008332 0.008732 0.003206 69 640: 8%|8 | 14/168 [00:02<00:29, 5.24it/s]
183/499 4.32G 0.008326 0.008592 0.003085 59 640: 8%|8 | 14/168 [00:02<00:29, 5.24it/s]
183/499 4.32G 0.008326 0.008592 0.003085 59 640: 9%|8 | 15/168 [00:02<00:28, 5.33it/s]
183/499 4.32G 0.008263 0.008463 0.003059 61 640: 9%|8 | 15/168 [00:03<00:28, 5.33it/s]
183/499 4.32G 0.008263 0.008463 0.003059 61 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s]
183/499 4.32G 0.008243 0.008452 0.003174 60 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s]
183/499 4.32G 0.008243 0.008452 0.003174 60 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s]
183/499 4.32G 0.008202 0.008406 0.003264 71 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s]
183/499 4.32G 0.008202 0.008406 0.003264 71 640: 11%|# | 18/168 [00:03<00:27, 5.38it/s]
183/499 4.32G 0.008219 0.008294 0.00325 52 640: 11%|# | 18/168 [00:03<00:27, 5.38it/s]
183/499 4.32G 0.008219 0.008294 0.00325 52 640: 11%|#1 | 19/168 [00:03<00:28, 5.25it/s]
183/499 4.32G 0.008172 0.008211 0.003181 57 640: 11%|#1 | 19/168 [00:03<00:28, 5.25it/s]
183/499 4.32G 0.008172 0.008211 0.003181 57 640: 12%|#1 | 20/168 [00:03<00:27, 5.34it/s]
183/499 4.32G 0.008237 0.008159 0.003489 51 640: 12%|#1 | 20/168 [00:03<00:27, 5.34it/s]
183/499 4.32G 0.008237 0.008159 0.003489 51 640: 12%|#2 | 21/168 [00:03<00:27, 5.40it/s]
183/499 4.32G 0.008224 0.00812 0.003427 55 640: 12%|#2 | 21/168 [00:04<00:27, 5.40it/s]
183/499 4.32G 0.008224 0.00812 0.003427 55 640: 13%|#3 | 22/168 [00:04<00:27, 5.26it/s]
183/499 4.32G 0.008269 0.008223 0.003428 76 640: 13%|#3 | 22/168 [00:04<00:27, 5.26it/s]
183/499 4.32G 0.008269 0.008223 0.003428 76 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s]
183/499 4.32G 0.008234 0.008228 0.003373 65 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s]
183/499 4.32G 0.008234 0.008228 0.003373 65 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s]
183/499 4.32G 0.008269 0.008272 0.003411 78 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s]
183/499 4.32G 0.008269 0.008272 0.003411 78 640: 15%|#4 | 25/168 [00:04<00:27, 5.24it/s]
183/499 4.32G 0.008295 0.008183 0.003424 52 640: 15%|#4 | 25/168 [00:04<00:27, 5.24it/s]
183/499 4.32G 0.008295 0.008183 0.003424 52 640: 15%|#5 | 26/168 [00:04<00:26, 5.34it/s]
183/499 4.32G 0.008276 0.008124 0.003481 61 640: 15%|#5 | 26/168 [00:05<00:26, 5.34it/s]
183/499 4.32G 0.008276 0.008124 0.003481 61 640: 16%|#6 | 27/168 [00:05<00:26, 5.39it/s]
183/499 4.32G 0.00826 0.008131 0.003466 71 640: 16%|#6 | 27/168 [00:05<00:26, 5.39it/s]
183/499 4.32G 0.00826 0.008131 0.003466 71 640: 17%|#6 | 28/168 [00:05<00:26, 5.25it/s]
183/499 4.32G 0.008298 0.008149 0.003455 71 640: 17%|#6 | 28/168 [00:05<00:26, 5.25it/s]
183/499 4.32G 0.008298 0.008149 0.003455 71 640: 17%|#7 | 29/168 [00:05<00:26, 5.34it/s]
183/499 4.32G 0.0083 0.008193 0.003461 77 640: 17%|#7 | 29/168 [00:05<00:26, 5.34it/s]
183/499 4.32G 0.0083 0.008193 0.003461 77 640: 18%|#7 | 30/168 [00:05<00:25, 5.40it/s]
183/499 4.32G 0.008381 0.008192 0.003469 60 640: 18%|#7 | 30/168 [00:05<00:25, 5.40it/s]
183/499 4.32G 0.008381 0.008192 0.003469 60 640: 18%|#8 | 31/168 [00:05<00:26, 5.25it/s]
183/499 4.32G 0.0084 0.008227 0.003493 74 640: 18%|#8 | 31/168 [00:06<00:26, 5.25it/s]
183/499 4.32G 0.0084 0.008227 0.003493 74 640: 19%|#9 | 32/168 [00:06<00:25, 5.33it/s]
183/499 4.32G 0.0084 0.008232 0.003484 69 640: 19%|#9 | 32/168 [00:06<00:25, 5.33it/s]
183/499 4.32G 0.0084 0.008232 0.003484 69 640: 20%|#9 | 33/168 [00:06<00:25, 5.39it/s]
183/499 4.32G 0.008435 0.008171 0.003459 45 640: 20%|#9 | 33/168 [00:06<00:25, 5.39it/s]
183/499 4.32G 0.008435 0.008171 0.003459 45 640: 20%|## | 34/168 [00:06<00:25, 5.25it/s]
183/499 4.32G 0.008498 0.008129 0.003405 55 640: 20%|## | 34/168 [00:06<00:25, 5.25it/s]
183/499 4.32G 0.008498 0.008129 0.003405 55 640: 21%|## | 35/168 [00:06<00:24, 5.34it/s]
183/499 4.32G 0.008508 0.008097 0.003394 57 640: 21%|## | 35/168 [00:06<00:24, 5.34it/s]
183/499 4.32G 0.008508 0.008097 0.003394 57 640: 21%|##1 | 36/168 [00:06<00:24, 5.41it/s]
183/499 4.32G 0.00851 0.008074 0.00344 60 640: 21%|##1 | 36/168 [00:06<00:24, 5.41it/s]
183/499 4.32G 0.00851 0.008074 0.00344 60 640: 22%|##2 | 37/168 [00:06<00:25, 5.22it/s]
183/499 4.32G 0.008563 0.008087 0.003356 59 640: 22%|##2 | 37/168 [00:07<00:25, 5.22it/s]
183/499 4.32G 0.008563 0.008087 0.003356 59 640: 23%|##2 | 38/168 [00:07<00:24, 5.31it/s]
183/499 4.32G 0.008561 0.008083 0.003349 73 640: 23%|##2 | 38/168 [00:07<00:24, 5.31it/s]
183/499 4.32G 0.008561 0.008083 0.003349 73 640: 23%|##3 | 39/168 [00:07<00:24, 5.37it/s]
183/499 4.32G 0.008572 0.008086 0.003352 70 640: 23%|##3 | 39/168 [00:07<00:24, 5.37it/s]
183/499 4.32G 0.008572 0.008086 0.003352 70 640: 24%|##3 | 40/168 [00:07<00:24, 5.24it/s]
183/499 4.32G 0.008574 0.008077 0.003318 64 640: 24%|##3 | 40/168 [00:07<00:24, 5.24it/s]
183/499 4.32G 0.008574 0.008077 0.003318 64 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s]
183/499 4.32G 0.008608 0.008133 0.003261 83 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s]
183/499 4.32G 0.008608 0.008133 0.003261 83 640: 25%|##5 | 42/168 [00:07<00:23, 5.39it/s]
183/499 4.32G 0.008574 0.008133 0.003293 81 640: 25%|##5 | 42/168 [00:08<00:23, 5.39it/s]
183/499 4.32G 0.008574 0.008133 0.003293 81 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
183/499 4.32G 0.008565 0.008108 0.003284 61 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
183/499 4.32G 0.008565 0.008108 0.003284 61 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s]
183/499 4.32G 0.008583 0.008087 0.003295 71 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s]
183/499 4.32G 0.008583 0.008087 0.003295 71 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s]
183/499 4.32G 0.008642 0.008136 0.003284 59 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s]
183/499 4.32G 0.008642 0.008136 0.003284 59 640: 27%|##7 | 46/168 [00:08<00:23, 5.20it/s]
183/499 4.32G 0.008679 0.008171 0.003342 73 640: 27%|##7 | 46/168 [00:08<00:23, 5.20it/s]
183/499 4.32G 0.008679 0.008171 0.003342 73 640: 28%|##7 | 47/168 [00:08<00:23, 5.23it/s]
183/499 4.32G 0.008706 0.008186 0.003328 60 640: 28%|##7 | 47/168 [00:09<00:23, 5.23it/s]
183/499 4.32G 0.008706 0.008186 0.003328 60 640: 29%|##8 | 48/168 [00:09<00:22, 5.28it/s]
183/499 4.32G 0.008679 0.008149 0.003326 56 640: 29%|##8 | 48/168 [00:09<00:22, 5.28it/s]
183/499 4.32G 0.008679 0.008149 0.003326 56 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s]
183/499 4.32G 0.008675 0.008152 0.003286 63 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s]
183/499 4.32G 0.008675 0.008152 0.003286 63 640: 30%|##9 | 50/168 [00:09<00:22, 5.25it/s]
183/499 4.32G 0.008689 0.008173 0.003253 71 640: 30%|##9 | 50/168 [00:09<00:22, 5.25it/s]
183/499 4.32G 0.008689 0.008173 0.003253 71 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
183/499 4.32G 0.008707 0.008225 0.003225 82 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
183/499 4.32G 0.008707 0.008225 0.003225 82 640: 31%|### | 52/168 [00:09<00:22, 5.21it/s]
183/499 4.32G 0.008708 0.008204 0.003216 52 640: 31%|### | 52/168 [00:10<00:22, 5.21it/s]
183/499 4.32G 0.008708 0.008204 0.003216 52 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s]
183/499 4.32G 0.008693 0.008173 0.00318 61 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s]
183/499 4.32G 0.008693 0.008173 0.00318 61 640: 32%|###2 | 54/168 [00:10<00:21, 5.36it/s]
183/499 4.32G 0.008715 0.008175 0.003174 58 640: 32%|###2 | 54/168 [00:10<00:21, 5.36it/s]
183/499 4.32G 0.008715 0.008175 0.003174 58 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
183/499 4.32G 0.008702 0.008151 0.003166 56 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
183/499 4.32G 0.008702 0.008151 0.003166 56 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s]
183/499 4.32G 0.008703 0.008164 0.003188 71 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s]
183/499 4.32G 0.008703 0.008164 0.003188 71 640: 34%|###3 | 57/168 [00:10<00:20, 5.36it/s]
183/499 4.32G 0.008753 0.008227 0.003207 74 640: 34%|###3 | 57/168 [00:10<00:20, 5.36it/s]
183/499 4.32G 0.008753 0.008227 0.003207 74 640: 35%|###4 | 58/168 [00:10<00:21, 5.22it/s]
183/499 4.32G 0.008744 0.008224 0.003195 58 640: 35%|###4 | 58/168 [00:11<00:21, 5.22it/s]
183/499 4.32G 0.008744 0.008224 0.003195 58 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s]
183/499 4.32G 0.008742 0.008233 0.003199 69 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s]
183/499 4.32G 0.008742 0.008233 0.003199 69 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s]
183/499 4.32G 0.008747 0.008224 0.003196 74 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s]
183/499 4.32G 0.008747 0.008224 0.003196 74 640: 36%|###6 | 61/168 [00:11<00:20, 5.23it/s]
183/499 4.32G 0.008776 0.008233 0.003179 62 640: 36%|###6 | 61/168 [00:11<00:20, 5.23it/s]
183/499 4.32G 0.008776 0.008233 0.003179 62 640: 37%|###6 | 62/168 [00:11<00:19, 5.33it/s]
183/499 4.32G 0.008782 0.008257 0.003165 76 640: 37%|###6 | 62/168 [00:11<00:19, 5.33it/s]
183/499 4.32G 0.008782 0.008257 0.003165 76 640: 38%|###7 | 63/168 [00:11<00:19, 5.38it/s]
183/499 4.32G 0.008781 0.008294 0.003162 83 640: 38%|###7 | 63/168 [00:12<00:19, 5.38it/s]
183/499 4.32G 0.008781 0.008294 0.003162 83 640: 38%|###8 | 64/168 [00:12<00:19, 5.25it/s]
183/499 4.32G 0.008763 0.008282 0.003154 72 640: 38%|###8 | 64/168 [00:12<00:19, 5.25it/s]
183/499 4.32G 0.008763 0.008282 0.003154 72 640: 39%|###8 | 65/168 [00:12<00:19, 5.31it/s]
183/499 4.32G 0.008765 0.008294 0.003138 71 640: 39%|###8 | 65/168 [00:12<00:19, 5.31it/s]
183/499 4.32G 0.008765 0.008294 0.003138 71 640: 39%|###9 | 66/168 [00:12<00:18, 5.37it/s]
183/499 4.32G 0.008762 0.008293 0.003161 68 640: 39%|###9 | 66/168 [00:12<00:18, 5.37it/s]
183/499 4.32G 0.008762 0.008293 0.003161 68 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s]
183/499 4.32G 0.008747 0.008284 0.003187 65 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s]
183/499 4.32G 0.008747 0.008284 0.003187 65 640: 40%|#### | 68/168 [00:12<00:18, 5.31it/s]
183/499 4.32G 0.008769 0.00831 0.003203 66 640: 40%|#### | 68/168 [00:13<00:18, 5.31it/s]
183/499 4.32G 0.008769 0.00831 0.003203 66 640: 41%|####1 | 69/168 [00:13<00:18, 5.35it/s]
183/499 4.32G 0.008763 0.008315 0.003174 83 640: 41%|####1 | 69/168 [00:13<00:18, 5.35it/s]
183/499 4.32G 0.008763 0.008315 0.003174 83 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s]
183/499 4.32G 0.008762 0.008307 0.003213 69 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s]
183/499 4.32G 0.008762 0.008307 0.003213 69 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s]
183/499 4.32G 0.008762 0.008319 0.003203 70 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s]
183/499 4.32G 0.008762 0.008319 0.003203 70 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
183/499 4.32G 0.008761 0.008322 0.00321 68 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
183/499 4.32G 0.008761 0.008322 0.00321 68 640: 43%|####3 | 73/168 [00:13<00:18, 5.24it/s]
183/499 4.32G 0.008753 0.008338 0.003219 74 640: 43%|####3 | 73/168 [00:13<00:18, 5.24it/s]
183/499 4.32G 0.008753 0.008338 0.003219 74 640: 44%|####4 | 74/168 [00:13<00:17, 5.33it/s]
183/499 4.32G 0.008741 0.008316 0.003196 69 640: 44%|####4 | 74/168 [00:14<00:17, 5.33it/s]
183/499 4.32G 0.008741 0.008316 0.003196 69 640: 45%|####4 | 75/168 [00:14<00:17, 5.39it/s]
183/499 4.32G 0.008772 0.008305 0.003182 52 640: 45%|####4 | 75/168 [00:14<00:17, 5.39it/s]
183/499 4.32G 0.008772 0.008305 0.003182 52 640: 45%|####5 | 76/168 [00:14<00:17, 5.25it/s]
183/499 4.32G 0.008756 0.008269 0.003201 52 640: 45%|####5 | 76/168 [00:14<00:17, 5.25it/s]
183/499 4.32G 0.008756 0.008269 0.003201 52 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
183/499 4.32G 0.008767 0.008259 0.003259 66 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
183/499 4.32G 0.008767 0.008259 0.003259 66 640: 46%|####6 | 78/168 [00:14<00:16, 5.37it/s]
183/499 4.32G 0.008774 0.008281 0.003236 70 640: 46%|####6 | 78/168 [00:14<00:16, 5.37it/s]
183/499 4.32G 0.008774 0.008281 0.003236 70 640: 47%|####7 | 79/168 [00:14<00:17, 5.22it/s]
183/499 4.32G 0.008772 0.00829 0.003228 65 640: 47%|####7 | 79/168 [00:15<00:17, 5.22it/s]
183/499 4.32G 0.008772 0.00829 0.003228 65 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s]
183/499 4.32G 0.008767 0.008281 0.00325 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s]
183/499 4.32G 0.008767 0.008281 0.00325 70 640: 48%|####8 | 81/168 [00:15<00:16, 5.39it/s]
183/499 4.32G 0.00875 0.008262 0.003241 67 640: 48%|####8 | 81/168 [00:15<00:16, 5.39it/s]
183/499 4.32G 0.00875 0.008262 0.003241 67 640: 49%|####8 | 82/168 [00:15<00:16, 5.25it/s]
183/499 4.32G 0.008738 0.008247 0.003246 66 640: 49%|####8 | 82/168 [00:15<00:16, 5.25it/s]
183/499 4.32G 0.008738 0.008247 0.003246 66 640: 49%|####9 | 83/168 [00:15<00:15, 5.32it/s]
183/499 4.32G 0.008727 0.008257 0.003268 70 640: 49%|####9 | 83/168 [00:15<00:15, 5.32it/s]
183/499 4.32G 0.008727 0.008257 0.003268 70 640: 50%|##### | 84/168 [00:15<00:15, 5.39it/s]
183/499 4.32G 0.008736 0.008267 0.003253 65 640: 50%|##### | 84/168 [00:16<00:15, 5.39it/s]
183/499 4.32G 0.008736 0.008267 0.003253 65 640: 51%|##### | 85/168 [00:16<00:15, 5.24it/s]
183/499 4.32G 0.008724 0.00827 0.003246 67 640: 51%|##### | 85/168 [00:16<00:15, 5.24it/s]
183/499 4.32G 0.008724 0.00827 0.003246 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
183/499 4.32G 0.008727 0.008298 0.003251 90 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
183/499 4.32G 0.008727 0.008298 0.003251 90 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s]
183/499 4.32G 0.008738 0.008313 0.003247 78 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s]
183/499 4.32G 0.008738 0.008313 0.003247 78 640: 52%|#####2 | 88/168 [00:16<00:15, 5.22it/s]
183/499 4.32G 0.008736 0.00831 0.003244 67 640: 52%|#####2 | 88/168 [00:16<00:15, 5.22it/s]
183/499 4.32G 0.008736 0.00831 0.003244 67 640: 53%|#####2 | 89/168 [00:16<00:14, 5.31it/s]
183/499 4.32G 0.008761 0.008327 0.003226 67 640: 53%|#####2 | 89/168 [00:16<00:14, 5.31it/s]
183/499 4.32G 0.008761 0.008327 0.003226 67 640: 54%|#####3 | 90/168 [00:16<00:14, 5.37it/s]
183/499 4.32G 0.008748 0.008314 0.003234 64 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s]
183/499 4.32G 0.008748 0.008314 0.003234 64 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s]
183/499 4.32G 0.008739 0.008321 0.003236 70 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s]
183/499 4.32G 0.008739 0.008321 0.003236 70 640: 55%|#####4 | 92/168 [00:17<00:14, 5.16it/s]
183/499 4.32G 0.00875 0.00834 0.003225 77 640: 55%|#####4 | 92/168 [00:17<00:14, 5.16it/s]
183/499 4.32G 0.00875 0.00834 0.003225 77 640: 55%|#####5 | 93/168 [00:17<00:14, 5.27it/s]
183/499 4.32G 0.00875 0.008351 0.00322 69 640: 55%|#####5 | 93/168 [00:17<00:14, 5.27it/s]
183/499 4.32G 0.00875 0.008351 0.00322 69 640: 56%|#####5 | 94/168 [00:17<00:14, 5.15it/s]
183/499 4.32G 0.008751 0.008351 0.003189 63 640: 56%|#####5 | 94/168 [00:17<00:14, 5.15it/s]
183/499 4.32G 0.008751 0.008351 0.003189 63 640: 57%|#####6 | 95/168 [00:17<00:13, 5.22it/s]
183/499 4.32G 0.008745 0.008373 0.003192 83 640: 57%|#####6 | 95/168 [00:18<00:13, 5.22it/s]
183/499 4.32G 0.008745 0.008373 0.003192 83 640: 57%|#####7 | 96/168 [00:18<00:13, 5.29it/s]
183/499 4.32G 0.00875 0.008383 0.00318 92 640: 57%|#####7 | 96/168 [00:18<00:13, 5.29it/s]
183/499 4.32G 0.00875 0.008383 0.00318 92 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s]
183/499 4.32G 0.008742 0.008382 0.003211 69 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s]
183/499 4.32G 0.008742 0.008382 0.003211 69 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s]
183/499 4.32G 0.008745 0.00839 0.003226 87 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s]
183/499 4.32G 0.008745 0.00839 0.003226 87 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s]
183/499 4.32G 0.008738 0.008394 0.003224 68 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s]
183/499 4.32G 0.008738 0.008394 0.003224 68 640: 60%|#####9 | 100/168 [00:18<00:13, 5.20it/s]
183/499 4.32G 0.008764 0.008394 0.003279 65 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s]
183/499 4.32G 0.008764 0.008394 0.003279 65 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s]
183/499 4.32G 0.008773 0.008391 0.003271 61 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s]
183/499 4.32G 0.008773 0.008391 0.003271 61 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s]
183/499 4.32G 0.00876 0.008376 0.003262 63 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s]
183/499 4.32G 0.00876 0.008376 0.003262 63 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
183/499 4.32G 0.008746 0.008351 0.003277 72 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
183/499 4.32G 0.008746 0.008351 0.003277 72 640: 62%|######1 | 104/168 [00:19<00:12, 5.28it/s]
183/499 4.32G 0.008738 0.008358 0.003264 80 640: 62%|######1 | 104/168 [00:19<00:12, 5.28it/s]
183/499 4.32G 0.008738 0.008358 0.003264 80 640: 62%|######2 | 105/168 [00:19<00:11, 5.35it/s]
183/499 4.32G 0.008741 0.008365 0.003282 64 640: 62%|######2 | 105/168 [00:20<00:11, 5.35it/s]
183/499 4.32G 0.008741 0.008365 0.003282 64 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s]
183/499 4.32G 0.008728 0.008371 0.003263 79 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s]
183/499 4.32G 0.008728 0.008371 0.003263 79 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s]
183/499 4.32G 0.008729 0.008359 0.003268 64 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s]
183/499 4.32G 0.008729 0.008359 0.003268 64 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s]
183/499 4.32G 0.008736 0.008353 0.00325 71 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s]
183/499 4.32G 0.008736 0.008353 0.00325 71 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s]
183/499 4.32G 0.008748 0.008363 0.003241 66 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s]
183/499 4.32G 0.008748 0.008363 0.003241 66 640: 65%|######5 | 110/168 [00:20<00:10, 5.31it/s]
183/499 4.32G 0.008747 0.008383 0.003253 85 640: 65%|######5 | 110/168 [00:20<00:10, 5.31it/s]
183/499 4.32G 0.008747 0.008383 0.003253 85 640: 66%|######6 | 111/168 [00:20<00:10, 5.39it/s]
183/499 4.32G 0.008736 0.008372 0.003244 52 640: 66%|######6 | 111/168 [00:21<00:10, 5.39it/s]
183/499 4.32G 0.008736 0.008372 0.003244 52 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s]
183/499 4.32G 0.008742 0.00837 0.003231 69 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s]
183/499 4.32G 0.008742 0.00837 0.003231 69 640: 67%|######7 | 113/168 [00:21<00:10, 5.34it/s]
183/499 4.32G 0.008741 0.008361 0.003257 62 640: 67%|######7 | 113/168 [00:21<00:10, 5.34it/s]
183/499 4.32G 0.008741 0.008361 0.003257 62 640: 68%|######7 | 114/168 [00:21<00:09, 5.40it/s]
183/499 4.32G 0.008732 0.008378 0.003238 76 640: 68%|######7 | 114/168 [00:21<00:09, 5.40it/s]
183/499 4.32G 0.008732 0.008378 0.003238 76 640: 68%|######8 | 115/168 [00:21<00:10, 5.26it/s]
183/499 4.32G 0.008736 0.008374 0.003233 63 640: 68%|######8 | 115/168 [00:21<00:10, 5.26it/s]
183/499 4.32G 0.008736 0.008374 0.003233 63 640: 69%|######9 | 116/168 [00:21<00:09, 5.34it/s]
183/499 4.32G 0.008731 0.008366 0.003228 65 640: 69%|######9 | 116/168 [00:22<00:09, 5.34it/s]
183/499 4.32G 0.008731 0.008366 0.003228 65 640: 70%|######9 | 117/168 [00:22<00:09, 5.41it/s]
183/499 4.32G 0.008725 0.00835 0.003218 52 640: 70%|######9 | 117/168 [00:22<00:09, 5.41it/s]
183/499 4.32G 0.008725 0.00835 0.003218 52 640: 70%|####### | 118/168 [00:22<00:09, 5.24it/s]
183/499 4.32G 0.008718 0.008364 0.003217 86 640: 70%|####### | 118/168 [00:22<00:09, 5.24it/s]
183/499 4.32G 0.008718 0.008364 0.003217 86 640: 71%|####### | 119/168 [00:22<00:09, 5.34it/s]
183/499 4.32G 0.008703 0.008357 0.003202 61 640: 71%|####### | 119/168 [00:22<00:09, 5.34it/s]
183/499 4.32G 0.008703 0.008357 0.003202 61 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s]
183/499 4.32G 0.008712 0.008362 0.003204 75 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s]
183/499 4.32G 0.008712 0.008362 0.003204 75 640: 72%|#######2 | 121/168 [00:22<00:09, 5.12it/s]
183/499 4.32G 0.008712 0.008368 0.003189 72 640: 72%|#######2 | 121/168 [00:23<00:09, 5.12it/s]
183/499 4.32G 0.008712 0.008368 0.003189 72 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
183/499 4.32G 0.008711 0.008367 0.003179 66 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
183/499 4.32G 0.008711 0.008367 0.003179 66 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
183/499 4.32G 0.008705 0.008354 0.003166 55 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
183/499 4.32G 0.008705 0.008354 0.003166 55 640: 74%|#######3 | 124/168 [00:23<00:08, 5.22it/s]
183/499 4.32G 0.008702 0.008352 0.003162 77 640: 74%|#######3 | 124/168 [00:23<00:08, 5.22it/s]
183/499 4.32G 0.008702 0.008352 0.003162 77 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
183/499 4.32G 0.008704 0.008355 0.003166 81 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
183/499 4.32G 0.008704 0.008355 0.003166 81 640: 75%|#######5 | 126/168 [00:23<00:07, 5.37it/s]
183/499 4.32G 0.008698 0.008366 0.003145 87 640: 75%|#######5 | 126/168 [00:24<00:07, 5.37it/s]
183/499 4.32G 0.008698 0.008366 0.003145 87 640: 76%|#######5 | 127/168 [00:24<00:07, 5.24it/s]
183/499 4.32G 0.008708 0.008372 0.003154 78 640: 76%|#######5 | 127/168 [00:24<00:07, 5.24it/s]
183/499 4.32G 0.008708 0.008372 0.003154 78 640: 76%|#######6 | 128/168 [00:24<00:07, 5.32it/s]
183/499 4.32G 0.008713 0.008378 0.003159 76 640: 76%|#######6 | 128/168 [00:24<00:07, 5.32it/s]
183/499 4.32G 0.008713 0.008378 0.003159 76 640: 77%|#######6 | 129/168 [00:24<00:07, 5.39it/s]
183/499 4.32G 0.008714 0.008384 0.003157 66 640: 77%|#######6 | 129/168 [00:24<00:07, 5.39it/s]
183/499 4.32G 0.008714 0.008384 0.003157 66 640: 77%|#######7 | 130/168 [00:24<00:07, 5.25it/s]
183/499 4.32G 0.008699 0.008367 0.003172 67 640: 77%|#######7 | 130/168 [00:24<00:07, 5.25it/s]
183/499 4.32G 0.008699 0.008367 0.003172 67 640: 78%|#######7 | 131/168 [00:24<00:06, 5.33it/s]
183/499 4.32G 0.008696 0.008361 0.003169 68 640: 78%|#######7 | 131/168 [00:24<00:06, 5.33it/s]
183/499 4.32G 0.008696 0.008361 0.003169 68 640: 79%|#######8 | 132/168 [00:24<00:06, 5.40it/s]
183/499 4.32G 0.008699 0.008368 0.003192 79 640: 79%|#######8 | 132/168 [00:25<00:06, 5.40it/s]
183/499 4.32G 0.008699 0.008368 0.003192 79 640: 79%|#######9 | 133/168 [00:25<00:06, 5.25it/s]
183/499 4.32G 0.008697 0.008356 0.0032 73 640: 79%|#######9 | 133/168 [00:25<00:06, 5.25it/s]
183/499 4.32G 0.008697 0.008356 0.0032 73 640: 80%|#######9 | 134/168 [00:25<00:06, 5.34it/s]
183/499 4.32G 0.008695 0.008348 0.003198 66 640: 80%|#######9 | 134/168 [00:25<00:06, 5.34it/s]
183/499 4.32G 0.008695 0.008348 0.003198 66 640: 80%|######## | 135/168 [00:25<00:06, 5.41it/s]
183/499 4.32G 0.008691 0.008355 0.003194 76 640: 80%|######## | 135/168 [00:25<00:06, 5.41it/s]
183/499 4.32G 0.008691 0.008355 0.003194 76 640: 81%|######## | 136/168 [00:25<00:06, 5.25it/s]
183/499 4.32G 0.008699 0.008344 0.003185 57 640: 81%|######## | 136/168 [00:25<00:06, 5.25it/s]
183/499 4.32G 0.008699 0.008344 0.003185 57 640: 82%|########1 | 137/168 [00:25<00:05, 5.32it/s]
183/499 4.32G 0.008696 0.008342 0.003177 64 640: 82%|########1 | 137/168 [00:26<00:05, 5.32it/s]
183/499 4.32G 0.008696 0.008342 0.003177 64 640: 82%|########2 | 138/168 [00:26<00:05, 5.36it/s]
183/499 4.32G 0.008711 0.008345 0.00319 69 640: 82%|########2 | 138/168 [00:26<00:05, 5.36it/s]
183/499 4.32G 0.008711 0.008345 0.00319 69 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s]
183/499 4.32G 0.008703 0.008345 0.00319 65 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s]
183/499 4.32G 0.008703 0.008345 0.00319 65 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
183/499 4.32G 0.008698 0.008339 0.003195 68 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
183/499 4.32G 0.008698 0.008339 0.003195 68 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s]
183/499 4.32G 0.0087 0.008335 0.003213 65 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s]
183/499 4.32G 0.0087 0.008335 0.003213 65 640: 85%|########4 | 142/168 [00:26<00:04, 5.21it/s]
183/499 4.32G 0.008716 0.008361 0.00321 76 640: 85%|########4 | 142/168 [00:27<00:04, 5.21it/s]
183/499 4.32G 0.008716 0.008361 0.00321 76 640: 85%|########5 | 143/168 [00:27<00:04, 5.31it/s]
183/499 4.32G 0.008707 0.008352 0.003205 75 640: 85%|########5 | 143/168 [00:27<00:04, 5.31it/s]
183/499 4.32G 0.008707 0.008352 0.003205 75 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s]
183/499 4.32G 0.008708 0.008353 0.003198 68 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s]
183/499 4.32G 0.008708 0.008353 0.003198 68 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s]
183/499 4.32G 0.008733 0.008333 0.003226 41 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s]
183/499 4.32G 0.008733 0.008333 0.003226 41 640: 87%|########6 | 146/168 [00:27<00:04, 5.31it/s]
183/499 4.32G 0.008734 0.008334 0.00323 82 640: 87%|########6 | 146/168 [00:27<00:04, 5.31it/s]
183/499 4.32G 0.008734 0.008334 0.00323 82 640: 88%|########7 | 147/168 [00:27<00:03, 5.38it/s]
183/499 4.32G 0.00874 0.00833 0.00322 64 640: 88%|########7 | 147/168 [00:27<00:03, 5.38it/s]
183/499 4.32G 0.00874 0.00833 0.00322 64 640: 88%|########8 | 148/168 [00:27<00:03, 5.23it/s]
183/499 4.32G 0.008731 0.008321 0.003214 56 640: 88%|########8 | 148/168 [00:28<00:03, 5.23it/s]
183/499 4.32G 0.008731 0.008321 0.003214 56 640: 89%|########8 | 149/168 [00:28<00:03, 5.32it/s]
183/499 4.32G 0.008721 0.008318 0.00322 74 640: 89%|########8 | 149/168 [00:28<00:03, 5.32it/s]
183/499 4.32G 0.008721 0.008318 0.00322 74 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s]
183/499 4.32G 0.008719 0.008312 0.003221 67 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s]
183/499 4.32G 0.008719 0.008312 0.003221 67 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s]
183/499 4.32G 0.008717 0.008317 0.003222 80 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s]
183/499 4.32G 0.008717 0.008317 0.003222 80 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s]
183/499 4.32G 0.008714 0.008321 0.003232 72 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s]
183/499 4.32G 0.008714 0.008321 0.003232 72 640: 91%|#########1| 153/168 [00:28<00:02, 5.37it/s]
183/499 4.32G 0.008713 0.008326 0.003239 71 640: 91%|#########1| 153/168 [00:29<00:02, 5.37it/s]
183/499 4.32G 0.008713 0.008326 0.003239 71 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s]
183/499 4.32G 0.008711 0.008322 0.00323 54 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s]
183/499 4.32G 0.008711 0.008322 0.00323 54 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s]
183/499 4.32G 0.008716 0.008343 0.003244 67 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s]
183/499 4.32G 0.008716 0.008343 0.003244 67 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s]
183/499 4.32G 0.008718 0.008343 0.003263 65 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s]
183/499 4.32G 0.008718 0.008343 0.003263 65 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s]
183/499 4.32G 0.008711 0.008352 0.003268 79 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s]
183/499 4.32G 0.008711 0.008352 0.003268 79 640: 94%|#########4| 158/168 [00:29<00:01, 5.31it/s]
183/499 4.32G 0.008713 0.008359 0.003266 72 640: 94%|#########4| 158/168 [00:30<00:01, 5.31it/s]
183/499 4.32G 0.008713 0.008359 0.003266 72 640: 95%|#########4| 159/168 [00:30<00:01, 5.38it/s]
183/499 4.32G 0.00872 0.008354 0.003256 67 640: 95%|#########4| 159/168 [00:30<00:01, 5.38it/s]
183/499 4.32G 0.00872 0.008354 0.003256 67 640: 95%|#########5| 160/168 [00:30<00:01, 5.24it/s]
183/499 4.32G 0.008721 0.008352 0.003269 67 640: 95%|#########5| 160/168 [00:30<00:01, 5.24it/s]
183/499 4.32G 0.008721 0.008352 0.003269 67 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s]
183/499 4.32G 0.008722 0.008351 0.003269 66 640: 96%|#########5| 161/168 [00:30<00:01, 5.30it/s]
183/499 4.32G 0.008722 0.008351 0.003269 66 640: 96%|#########6| 162/168 [00:30<00:01, 5.37it/s]
183/499 4.32G 0.008722 0.008343 0.00328 65 640: 96%|#########6| 162/168 [00:30<00:01, 5.37it/s]
183/499 4.32G 0.008722 0.008343 0.00328 65 640: 97%|#########7| 163/168 [00:30<00:00, 5.24it/s]
183/499 4.32G 0.00873 0.008349 0.003276 66 640: 97%|#########7| 163/168 [00:30<00:00, 5.24it/s]
183/499 4.32G 0.00873 0.008349 0.003276 66 640: 98%|#########7| 164/168 [00:30<00:00, 5.33it/s]
183/499 4.32G 0.00873 0.008353 0.003272 66 640: 98%|#########7| 164/168 [00:31<00:00, 5.33it/s]
183/499 4.32G 0.00873 0.008353 0.003272 66 640: 98%|#########8| 165/168 [00:31<00:00, 5.38it/s]
183/499 4.32G 0.008734 0.008359 0.003263 70 640: 98%|#########8| 165/168 [00:31<00:00, 5.38it/s]
183/499 4.32G 0.008734 0.008359 0.003263 70 640: 99%|#########8| 166/168 [00:31<00:00, 5.23it/s]
183/499 4.32G 0.008735 0.008367 0.003275 68 640: 99%|#########8| 166/168 [00:31<00:00, 5.23it/s]
183/499 4.32G 0.008735 0.008367 0.003275 68 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s]
183/499 4.32G 0.008738 0.008358 0.003278 28 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s]
183/499 4.32G 0.008738 0.008358 0.003278 28 640: 100%|##########| 168/168 [00:31<00:00, 5.50it/s]
183/499 4.32G 0.008738 0.008358 0.003278 28 640: 100%|##########| 168/168 [00:31<00:00, 5.30it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s]
all 132 263 0.816 0.869 0.893 0.782
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
184/499 4.32G 0.007691 0.007976 0.0042 74 640: 0%| | 0/168 [00:00<?, ?it/s]
184/499 4.32G 0.007691 0.007976 0.0042 74 640: 1%| | 1/168 [00:00<00:35, 4.77it/s]
184/499 4.32G 0.007835 0.008772 0.003406 73 640: 1%| | 1/168 [00:00<00:35, 4.77it/s]
184/499 4.32G 0.007835 0.008772 0.003406 73 640: 1%|1 | 2/168 [00:00<00:32, 5.08it/s]
184/499 4.32G 0.008643 0.009618 0.003688 79 640: 1%|1 | 2/168 [00:00<00:32, 5.08it/s]
184/499 4.32G 0.008643 0.009618 0.003688 79 640: 2%|1 | 3/168 [00:00<00:31, 5.25it/s]
184/499 4.32G 0.008952 0.01016 0.003976 87 640: 2%|1 | 3/168 [00:00<00:31, 5.25it/s]
184/499 4.32G 0.008952 0.01016 0.003976 87 640: 2%|2 | 4/168 [00:00<00:32, 5.04it/s]
184/499 4.32G 0.008942 0.009806 0.003964 74 640: 2%|2 | 4/168 [00:00<00:32, 5.04it/s]
184/499 4.32G 0.008942 0.009806 0.003964 74 640: 3%|2 | 5/168 [00:00<00:31, 5.21it/s]
184/499 4.32G 0.008991 0.00939 0.004666 62 640: 3%|2 | 5/168 [00:01<00:31, 5.21it/s]
184/499 4.32G 0.008991 0.00939 0.004666 62 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s]
184/499 4.32G 0.008982 0.009237 0.004248 74 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s]
184/499 4.32G 0.008982 0.009237 0.004248 74 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s]
184/499 4.32G 0.009143 0.009245 0.003734 65 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s]
184/499 4.32G 0.009143 0.009245 0.003734 65 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s]
184/499 4.32G 0.009137 0.008931 0.003545 54 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s]
184/499 4.32G 0.009137 0.008931 0.003545 54 640: 5%|5 | 9/168 [00:01<00:29, 5.37it/s]
184/499 4.32G 0.009206 0.008854 0.003336 59 640: 5%|5 | 9/168 [00:01<00:29, 5.37it/s]
184/499 4.32G 0.009206 0.008854 0.003336 59 640: 6%|5 | 10/168 [00:01<00:30, 5.22it/s]
184/499 4.32G 0.009021 0.008736 0.003197 60 640: 6%|5 | 10/168 [00:02<00:30, 5.22it/s]
184/499 4.32G 0.009021 0.008736 0.003197 60 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s]
184/499 4.32G 0.008889 0.008596 0.003152 65 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s]
184/499 4.32G 0.008889 0.008596 0.003152 65 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s]
184/499 4.32G 0.008957 0.008747 0.003044 75 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s]
184/499 4.32G 0.008957 0.008747 0.003044 75 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s]
184/499 4.32G 0.008927 0.008809 0.003047 78 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s]
184/499 4.32G 0.008927 0.008809 0.003047 78 640: 8%|8 | 14/168 [00:02<00:29, 5.29it/s]
184/499 4.32G 0.008955 0.00883 0.003195 68 640: 8%|8 | 14/168 [00:02<00:29, 5.29it/s]
184/499 4.32G 0.008955 0.00883 0.003195 68 640: 9%|8 | 15/168 [00:02<00:28, 5.34it/s]
184/499 4.32G 0.008843 0.008816 0.003353 74 640: 9%|8 | 15/168 [00:03<00:28, 5.34it/s]
184/499 4.32G 0.008843 0.008816 0.003353 74 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s]
184/499 4.32G 0.008913 0.008831 0.003388 71 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s]
184/499 4.32G 0.008913 0.008831 0.003388 71 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s]
184/499 4.32G 0.008994 0.008779 0.003409 55 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s]
184/499 4.32G 0.008994 0.008779 0.003409 55 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s]
184/499 4.32G 0.009011 0.008853 0.003294 78 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s]
184/499 4.32G 0.009011 0.008853 0.003294 78 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
184/499 4.32G 0.009011 0.008776 0.003168 57 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
184/499 4.32G 0.009011 0.008776 0.003168 57 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s]
184/499 4.32G 0.008964 0.008777 0.00308 68 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s]
184/499 4.32G 0.008964 0.008777 0.00308 68 640: 12%|#2 | 21/168 [00:03<00:27, 5.30it/s]
184/499 4.32G 0.008981 0.00875 0.003006 68 640: 12%|#2 | 21/168 [00:04<00:27, 5.30it/s]
184/499 4.32G 0.008981 0.00875 0.003006 68 640: 13%|#3 | 22/168 [00:04<00:28, 5.17it/s]
184/499 4.32G 0.008969 0.008751 0.003106 68 640: 13%|#3 | 22/168 [00:04<00:28, 5.17it/s]
184/499 4.32G 0.008969 0.008751 0.003106 68 640: 14%|#3 | 23/168 [00:04<00:27, 5.23it/s]
184/499 4.32G 0.008985 0.008785 0.003066 74 640: 14%|#3 | 23/168 [00:04<00:27, 5.23it/s]
184/499 4.32G 0.008985 0.008785 0.003066 74 640: 14%|#4 | 24/168 [00:04<00:27, 5.26it/s]
184/499 4.32G 0.009023 0.00876 0.002958 62 640: 14%|#4 | 24/168 [00:04<00:27, 5.26it/s]
184/499 4.32G 0.009023 0.00876 0.002958 62 640: 15%|#4 | 25/168 [00:04<00:28, 5.08it/s]
184/499 4.32G 0.009002 0.008752 0.002893 76 640: 15%|#4 | 25/168 [00:04<00:28, 5.08it/s]
184/499 4.32G 0.009002 0.008752 0.002893 76 640: 15%|#5 | 26/168 [00:04<00:27, 5.18it/s]
184/499 4.32G 0.008968 0.008762 0.002857 70 640: 15%|#5 | 26/168 [00:05<00:27, 5.18it/s]
184/499 4.32G 0.008968 0.008762 0.002857 70 640: 16%|#6 | 27/168 [00:05<00:26, 5.29it/s]
184/499 4.32G 0.008949 0.008713 0.002757 59 640: 16%|#6 | 27/168 [00:05<00:26, 5.29it/s]
184/499 4.32G 0.008949 0.008713 0.002757 59 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s]
184/499 4.32G 0.008957 0.0087 0.002755 71 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s]
184/499 4.32G 0.008957 0.0087 0.002755 71 640: 17%|#7 | 29/168 [00:05<00:26, 5.22it/s]
184/499 4.32G 0.00893 0.008717 0.002744 66 640: 17%|#7 | 29/168 [00:05<00:26, 5.22it/s]
184/499 4.32G 0.00893 0.008717 0.002744 66 640: 18%|#7 | 30/168 [00:05<00:25, 5.31it/s]
184/499 4.32G 0.00895 0.008711 0.002767 77 640: 18%|#7 | 30/168 [00:05<00:25, 5.31it/s]
184/499 4.32G 0.00895 0.008711 0.002767 77 640: 18%|#8 | 31/168 [00:05<00:26, 5.19it/s]
184/499 4.32G 0.008925 0.00866 0.002818 71 640: 18%|#8 | 31/168 [00:06<00:26, 5.19it/s]
184/499 4.32G 0.008925 0.00866 0.002818 71 640: 19%|#9 | 32/168 [00:06<00:25, 5.26it/s]
184/499 4.32G 0.008893 0.008685 0.002794 74 640: 19%|#9 | 32/168 [00:06<00:25, 5.26it/s]
184/499 4.32G 0.008893 0.008685 0.002794 74 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s]
184/499 4.32G 0.008857 0.008698 0.002772 70 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s]
184/499 4.32G 0.008857 0.008698 0.002772 70 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s]
184/499 4.32G 0.008846 0.008648 0.002744 57 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s]
184/499 4.32G 0.008846 0.008648 0.002744 57 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s]
184/499 4.32G 0.008802 0.008651 0.00278 66 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s]
184/499 4.32G 0.008802 0.008651 0.00278 66 640: 21%|##1 | 36/168 [00:06<00:24, 5.37it/s]
184/499 4.32G 0.00879 0.008595 0.002759 62 640: 21%|##1 | 36/168 [00:07<00:24, 5.37it/s]
184/499 4.32G 0.00879 0.008595 0.002759 62 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s]
184/499 4.32G 0.008793 0.008632 0.002836 68 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s]
184/499 4.32G 0.008793 0.008632 0.002836 68 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
184/499 4.32G 0.008786 0.008627 0.002826 73 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
184/499 4.32G 0.008786 0.008627 0.002826 73 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
184/499 4.32G 0.008772 0.008596 0.002835 72 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
184/499 4.32G 0.008772 0.008596 0.002835 72 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
184/499 4.32G 0.008766 0.008604 0.00286 73 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
184/499 4.32G 0.008766 0.008604 0.00286 73 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
184/499 4.32G 0.00873 0.008522 0.002934 45 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
184/499 4.32G 0.00873 0.008522 0.002934 45 640: 25%|##5 | 42/168 [00:07<00:23, 5.36it/s]
184/499 4.32G 0.008718 0.008555 0.002939 75 640: 25%|##5 | 42/168 [00:08<00:23, 5.36it/s]
184/499 4.32G 0.008718 0.008555 0.002939 75 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
184/499 4.32G 0.008711 0.008538 0.003019 73 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
184/499 4.32G 0.008711 0.008538 0.003019 73 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s]
184/499 4.32G 0.008713 0.00855 0.003004 77 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s]
184/499 4.32G 0.008713 0.00855 0.003004 77 640: 27%|##6 | 45/168 [00:08<00:23, 5.35it/s]
184/499 4.32G 0.008726 0.0086 0.002976 76 640: 27%|##6 | 45/168 [00:08<00:23, 5.35it/s]
184/499 4.32G 0.008726 0.0086 0.002976 76 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s]
184/499 4.32G 0.008712 0.008596 0.002974 75 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s]
184/499 4.32G 0.008712 0.008596 0.002974 75 640: 28%|##7 | 47/168 [00:08<00:22, 5.29it/s]
184/499 4.32G 0.008719 0.008629 0.00297 88 640: 28%|##7 | 47/168 [00:09<00:22, 5.29it/s]
184/499 4.32G 0.008719 0.008629 0.00297 88 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s]
184/499 4.32G 0.008732 0.008649 0.002997 72 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s]
184/499 4.32G 0.008732 0.008649 0.002997 72 640: 29%|##9 | 49/168 [00:09<00:22, 5.22it/s]
184/499 4.32G 0.008742 0.008631 0.003004 57 640: 29%|##9 | 49/168 [00:09<00:22, 5.22it/s]
184/499 4.32G 0.008742 0.008631 0.003004 57 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s]
184/499 4.32G 0.008746 0.008614 0.002972 60 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s]
184/499 4.32G 0.008746 0.008614 0.002972 60 640: 30%|### | 51/168 [00:09<00:21, 5.37it/s]
184/499 4.32G 0.008775 0.008607 0.002985 69 640: 30%|### | 51/168 [00:09<00:21, 5.37it/s]
184/499 4.32G 0.008775 0.008607 0.002985 69 640: 31%|### | 52/168 [00:09<00:22, 5.23it/s]
184/499 4.32G 0.008792 0.008609 0.002961 69 640: 31%|### | 52/168 [00:10<00:22, 5.23it/s]
184/499 4.32G 0.008792 0.008609 0.002961 69 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
184/499 4.32G 0.008805 0.008594 0.002995 70 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
184/499 4.32G 0.008805 0.008594 0.002995 70 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s]
184/499 4.32G 0.008775 0.008571 0.003011 71 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s]
184/499 4.32G 0.008775 0.008571 0.003011 71 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
184/499 4.32G 0.008758 0.008593 0.003014 72 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
184/499 4.32G 0.008758 0.008593 0.003014 72 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s]
184/499 4.32G 0.008744 0.008581 0.003032 82 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s]
184/499 4.32G 0.008744 0.008581 0.003032 82 640: 34%|###3 | 57/168 [00:10<00:20, 5.34it/s]
184/499 4.32G 0.008782 0.008582 0.003043 67 640: 34%|###3 | 57/168 [00:11<00:20, 5.34it/s]
184/499 4.32G 0.008782 0.008582 0.003043 67 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s]
184/499 4.32G 0.008757 0.00855 0.003032 65 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s]
184/499 4.32G 0.008757 0.00855 0.003032 65 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s]
184/499 4.32G 0.008746 0.008545 0.003023 69 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s]
184/499 4.32G 0.008746 0.008545 0.003023 69 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s]
184/499 4.32G 0.008756 0.008522 0.003007 59 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s]
184/499 4.32G 0.008756 0.008522 0.003007 59 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
184/499 4.32G 0.00875 0.008494 0.002992 66 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
184/499 4.32G 0.00875 0.008494 0.002992 66 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s]
184/499 4.32G 0.008753 0.008474 0.002989 69 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s]
184/499 4.32G 0.008753 0.008474 0.002989 69 640: 38%|###7 | 63/168 [00:11<00:19, 5.34it/s]
184/499 4.32G 0.008737 0.00847 0.003051 83 640: 38%|###7 | 63/168 [00:12<00:19, 5.34it/s]
184/499 4.32G 0.008737 0.00847 0.003051 83 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s]
184/499 4.32G 0.008726 0.008491 0.003045 86 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s]
184/499 4.32G 0.008726 0.008491 0.003045 86 640: 39%|###8 | 65/168 [00:12<00:19, 5.23it/s]
184/499 4.32G 0.008713 0.00848 0.003039 76 640: 39%|###8 | 65/168 [00:12<00:19, 5.23it/s]
184/499 4.32G 0.008713 0.00848 0.003039 76 640: 39%|###9 | 66/168 [00:12<00:19, 5.28it/s]
184/499 4.32G 0.008726 0.008509 0.00302 66 640: 39%|###9 | 66/168 [00:12<00:19, 5.28it/s]
184/499 4.32G 0.008726 0.008509 0.00302 66 640: 40%|###9 | 67/168 [00:12<00:19, 5.16it/s]
184/499 4.32G 0.008735 0.008496 0.003005 69 640: 40%|###9 | 67/168 [00:12<00:19, 5.16it/s]
184/499 4.32G 0.008735 0.008496 0.003005 69 640: 40%|#### | 68/168 [00:12<00:19, 5.25it/s]
184/499 4.32G 0.008741 0.008489 0.002991 67 640: 40%|#### | 68/168 [00:13<00:19, 5.25it/s]
184/499 4.32G 0.008741 0.008489 0.002991 67 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s]
184/499 4.32G 0.008727 0.008471 0.003012 61 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s]
184/499 4.32G 0.008727 0.008471 0.003012 61 640: 42%|####1 | 70/168 [00:13<00:19, 5.14it/s]
184/499 4.32G 0.008733 0.008475 0.003051 77 640: 42%|####1 | 70/168 [00:13<00:19, 5.14it/s]
184/499 4.32G 0.008733 0.008475 0.003051 77 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s]
184/499 4.32G 0.00871 0.008466 0.003057 76 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s]
184/499 4.32G 0.00871 0.008466 0.003057 76 640: 43%|####2 | 72/168 [00:13<00:18, 5.33it/s]
184/499 4.32G 0.008727 0.008446 0.003056 58 640: 43%|####2 | 72/168 [00:13<00:18, 5.33it/s]
184/499 4.32G 0.008727 0.008446 0.003056 58 640: 43%|####3 | 73/168 [00:13<00:18, 5.19it/s]
184/499 4.32G 0.008734 0.008459 0.003046 67 640: 43%|####3 | 73/168 [00:14<00:18, 5.19it/s]
184/499 4.32G 0.008734 0.008459 0.003046 67 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s]
184/499 4.32G 0.008735 0.008433 0.003045 65 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s]
184/499 4.32G 0.008735 0.008433 0.003045 65 640: 45%|####4 | 75/168 [00:14<00:17, 5.37it/s]
184/499 4.32G 0.00878 0.008481 0.003108 79 640: 45%|####4 | 75/168 [00:14<00:17, 5.37it/s]
184/499 4.32G 0.00878 0.008481 0.003108 79 640: 45%|####5 | 76/168 [00:14<00:17, 5.24it/s]
184/499 4.32G 0.008775 0.00848 0.003072 67 640: 45%|####5 | 76/168 [00:14<00:17, 5.24it/s]
184/499 4.32G 0.008775 0.00848 0.003072 67 640: 46%|####5 | 77/168 [00:14<00:17, 5.32it/s]
184/499 4.32G 0.008747 0.008466 0.003086 73 640: 46%|####5 | 77/168 [00:14<00:17, 5.32it/s]
184/499 4.32G 0.008747 0.008466 0.003086 73 640: 46%|####6 | 78/168 [00:14<00:16, 5.38it/s]
184/499 4.32G 0.008736 0.008442 0.003093 63 640: 46%|####6 | 78/168 [00:15<00:16, 5.38it/s]
184/499 4.32G 0.008736 0.008442 0.003093 63 640: 47%|####7 | 79/168 [00:15<00:16, 5.25it/s]
184/499 4.32G 0.008725 0.008441 0.003071 75 640: 47%|####7 | 79/168 [00:15<00:16, 5.25it/s]
184/499 4.32G 0.008725 0.008441 0.003071 75 640: 48%|####7 | 80/168 [00:15<00:16, 5.33it/s]
184/499 4.32G 0.008721 0.008436 0.003049 73 640: 48%|####7 | 80/168 [00:15<00:16, 5.33it/s]
184/499 4.32G 0.008721 0.008436 0.003049 73 640: 48%|####8 | 81/168 [00:15<00:16, 5.39it/s]
184/499 4.32G 0.008747 0.008429 0.003039 65 640: 48%|####8 | 81/168 [00:15<00:16, 5.39it/s]
184/499 4.32G 0.008747 0.008429 0.003039 65 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
184/499 4.32G 0.00874 0.008421 0.003028 58 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
184/499 4.32G 0.00874 0.008421 0.003028 58 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s]
184/499 4.32G 0.008724 0.008396 0.003001 53 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s]
184/499 4.32G 0.008724 0.008396 0.003001 53 640: 50%|##### | 84/168 [00:15<00:15, 5.35it/s]
184/499 4.32G 0.008712 0.008407 0.002994 79 640: 50%|##### | 84/168 [00:16<00:15, 5.35it/s]
184/499 4.32G 0.008712 0.008407 0.002994 79 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s]
184/499 4.32G 0.008722 0.008412 0.002993 59 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s]
184/499 4.32G 0.008722 0.008412 0.002993 59 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s]
184/499 4.32G 0.008715 0.008424 0.002976 76 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s]
184/499 4.32G 0.008715 0.008424 0.002976 76 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s]
184/499 4.32G 0.008701 0.008437 0.002963 93 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s]
184/499 4.32G 0.008701 0.008437 0.002963 93 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s]
184/499 4.32G 0.008713 0.008415 0.00294 55 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s]
184/499 4.32G 0.008713 0.008415 0.00294 55 640: 53%|#####2 | 89/168 [00:16<00:14, 5.32it/s]
184/499 4.32G 0.008719 0.008425 0.002929 78 640: 53%|#####2 | 89/168 [00:17<00:14, 5.32it/s]
184/499 4.32G 0.008719 0.008425 0.002929 78 640: 54%|#####3 | 90/168 [00:17<00:14, 5.36it/s]
184/499 4.32G 0.0087 0.008408 0.002928 59 640: 54%|#####3 | 90/168 [00:17<00:14, 5.36it/s]
184/499 4.32G 0.0087 0.008408 0.002928 59 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s]
184/499 4.32G 0.008726 0.008401 0.002927 63 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s]
184/499 4.32G 0.008726 0.008401 0.002927 63 640: 55%|#####4 | 92/168 [00:17<00:14, 5.33it/s]
184/499 4.32G 0.008751 0.008391 0.002929 60 640: 55%|#####4 | 92/168 [00:17<00:14, 5.33it/s]
184/499 4.32G 0.008751 0.008391 0.002929 60 640: 55%|#####5 | 93/168 [00:17<00:13, 5.38it/s]
184/499 4.32G 0.008746 0.008393 0.002904 72 640: 55%|#####5 | 93/168 [00:17<00:13, 5.38it/s]
184/499 4.32G 0.008746 0.008393 0.002904 72 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s]
184/499 4.32G 0.008741 0.008393 0.002909 67 640: 56%|#####5 | 94/168 [00:18<00:14, 5.23it/s]
184/499 4.32G 0.008741 0.008393 0.002909 67 640: 57%|#####6 | 95/168 [00:18<00:13, 5.32it/s]
184/499 4.32G 0.008738 0.008373 0.002903 71 640: 57%|#####6 | 95/168 [00:18<00:13, 5.32it/s]
184/499 4.32G 0.008738 0.008373 0.002903 71 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s]
184/499 4.32G 0.008729 0.00837 0.002915 76 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s]
184/499 4.32G 0.008729 0.00837 0.002915 76 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s]
184/499 4.32G 0.008735 0.008372 0.002899 65 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s]
184/499 4.32G 0.008735 0.008372 0.002899 65 640: 58%|#####8 | 98/168 [00:18<00:13, 5.24it/s]
184/499 4.32G 0.008743 0.008383 0.002904 86 640: 58%|#####8 | 98/168 [00:18<00:13, 5.24it/s]
184/499 4.32G 0.008743 0.008383 0.002904 86 640: 59%|#####8 | 99/168 [00:18<00:12, 5.31it/s]
184/499 4.32G 0.008744 0.008363 0.002901 67 640: 59%|#####8 | 99/168 [00:18<00:12, 5.31it/s]
184/499 4.32G 0.008744 0.008363 0.002901 67 640: 60%|#####9 | 100/168 [00:18<00:13, 5.18it/s]
184/499 4.32G 0.008727 0.008365 0.002893 81 640: 60%|#####9 | 100/168 [00:19<00:13, 5.18it/s]
184/499 4.32G 0.008727 0.008365 0.002893 81 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
184/499 4.32G 0.008723 0.008354 0.002886 56 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
184/499 4.32G 0.008723 0.008354 0.002886 56 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s]
184/499 4.32G 0.008715 0.008332 0.002886 67 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s]
184/499 4.32G 0.008715 0.008332 0.002886 67 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s]
184/499 4.32G 0.008716 0.00832 0.00294 62 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s]
184/499 4.32G 0.008716 0.00832 0.00294 62 640: 62%|######1 | 104/168 [00:19<00:12, 5.25it/s]
184/499 4.32G 0.008726 0.008318 0.002931 58 640: 62%|######1 | 104/168 [00:19<00:12, 5.25it/s]
184/499 4.32G 0.008726 0.008318 0.002931 58 640: 62%|######2 | 105/168 [00:19<00:11, 5.31it/s]
184/499 4.32G 0.00871 0.008301 0.00293 73 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s]
184/499 4.32G 0.00871 0.008301 0.00293 73 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s]
184/499 4.32G 0.008712 0.008292 0.002926 69 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s]
184/499 4.32G 0.008712 0.008292 0.002926 69 640: 64%|######3 | 107/168 [00:20<00:11, 5.16it/s]
184/499 4.32G 0.008706 0.008296 0.002923 74 640: 64%|######3 | 107/168 [00:20<00:11, 5.16it/s]
184/499 4.32G 0.008706 0.008296 0.002923 74 640: 64%|######4 | 108/168 [00:20<00:11, 5.25it/s]
184/499 4.32G 0.008703 0.008301 0.002911 67 640: 64%|######4 | 108/168 [00:20<00:11, 5.25it/s]
184/499 4.32G 0.008703 0.008301 0.002911 67 640: 65%|######4 | 109/168 [00:20<00:11, 5.14it/s]
184/499 4.32G 0.008704 0.008314 0.002913 74 640: 65%|######4 | 109/168 [00:20<00:11, 5.14it/s]
184/499 4.32G 0.008704 0.008314 0.002913 74 640: 65%|######5 | 110/168 [00:20<00:11, 5.23it/s]
184/499 4.32G 0.008697 0.008311 0.00292 74 640: 65%|######5 | 110/168 [00:21<00:11, 5.23it/s]
184/499 4.32G 0.008697 0.008311 0.00292 74 640: 66%|######6 | 111/168 [00:21<00:10, 5.32it/s]
184/499 4.32G 0.008701 0.008312 0.002913 52 640: 66%|######6 | 111/168 [00:21<00:10, 5.32it/s]
184/499 4.32G 0.008701 0.008312 0.002913 52 640: 67%|######6 | 112/168 [00:21<00:10, 5.20it/s]
184/499 4.32G 0.008692 0.008317 0.002901 78 640: 67%|######6 | 112/168 [00:21<00:10, 5.20it/s]
184/499 4.32G 0.008692 0.008317 0.002901 78 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s]
184/499 4.32G 0.008684 0.008324 0.002913 68 640: 67%|######7 | 113/168 [00:21<00:10, 5.28it/s]
184/499 4.32G 0.008684 0.008324 0.002913 68 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s]
184/499 4.32G 0.008684 0.00833 0.002899 74 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s]
184/499 4.32G 0.008684 0.00833 0.002899 74 640: 68%|######8 | 115/168 [00:21<00:10, 5.20it/s]
184/499 4.32G 0.008682 0.008326 0.002894 73 640: 68%|######8 | 115/168 [00:22<00:10, 5.20it/s]
184/499 4.32G 0.008682 0.008326 0.002894 73 640: 69%|######9 | 116/168 [00:22<00:09, 5.28it/s]
184/499 4.32G 0.008697 0.008311 0.002902 67 640: 69%|######9 | 116/168 [00:22<00:09, 5.28it/s]
184/499 4.32G 0.008697 0.008311 0.002902 67 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s]
184/499 4.32G 0.008697 0.00832 0.002908 79 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s]
184/499 4.32G 0.008697 0.00832 0.002908 79 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s]
184/499 4.32G 0.008697 0.008324 0.002894 68 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s]
184/499 4.32G 0.008697 0.008324 0.002894 68 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s]
184/499 4.32G 0.008695 0.008333 0.002929 62 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s]
184/499 4.32G 0.008695 0.008333 0.002929 62 640: 71%|#######1 | 120/168 [00:22<00:08, 5.35it/s]
184/499 4.32G 0.008691 0.008339 0.002917 85 640: 71%|#######1 | 120/168 [00:22<00:08, 5.35it/s]
184/499 4.32G 0.008691 0.008339 0.002917 85 640: 72%|#######2 | 121/168 [00:22<00:09, 5.22it/s]
184/499 4.32G 0.008694 0.008347 0.002931 72 640: 72%|#######2 | 121/168 [00:23<00:09, 5.22it/s]
184/499 4.32G 0.008694 0.008347 0.002931 72 640: 73%|#######2 | 122/168 [00:23<00:08, 5.31it/s]
184/499 4.32G 0.008678 0.008345 0.002945 83 640: 73%|#######2 | 122/168 [00:23<00:08, 5.31it/s]
184/499 4.32G 0.008678 0.008345 0.002945 83 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s]
184/499 4.32G 0.008679 0.008348 0.002964 76 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s]
184/499 4.32G 0.008679 0.008348 0.002964 76 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
184/499 4.32G 0.008674 0.008343 0.00298 71 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
184/499 4.32G 0.008674 0.008343 0.00298 71 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
184/499 4.32G 0.008681 0.008338 0.002967 58 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
184/499 4.32G 0.008681 0.008338 0.002967 58 640: 75%|#######5 | 126/168 [00:23<00:07, 5.37it/s]
184/499 4.32G 0.008672 0.008345 0.002964 76 640: 75%|#######5 | 126/168 [00:24<00:07, 5.37it/s]
184/499 4.32G 0.008672 0.008345 0.002964 76 640: 76%|#######5 | 127/168 [00:24<00:07, 5.16it/s]
184/499 4.32G 0.008665 0.008347 0.002947 71 640: 76%|#######5 | 127/168 [00:24<00:07, 5.16it/s]
184/499 4.32G 0.008665 0.008347 0.002947 71 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s]
184/499 4.32G 0.008655 0.008345 0.002946 68 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s]
184/499 4.32G 0.008655 0.008345 0.002946 68 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s]
184/499 4.32G 0.008653 0.008349 0.002943 81 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s]
184/499 4.32G 0.008653 0.008349 0.002943 81 640: 77%|#######7 | 130/168 [00:24<00:07, 5.23it/s]
184/499 4.32G 0.008649 0.00834 0.002944 61 640: 77%|#######7 | 130/168 [00:24<00:07, 5.23it/s]
184/499 4.32G 0.008649 0.00834 0.002944 61 640: 78%|#######7 | 131/168 [00:24<00:06, 5.32it/s]
184/499 4.32G 0.008649 0.00833 0.002953 64 640: 78%|#######7 | 131/168 [00:25<00:06, 5.32it/s]
184/499 4.32G 0.008649 0.00833 0.002953 64 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s]
184/499 4.32G 0.008653 0.00832 0.00294 57 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s]
184/499 4.32G 0.008653 0.00832 0.00294 57 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
184/499 4.32G 0.008649 0.008318 0.002941 78 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
184/499 4.32G 0.008649 0.008318 0.002941 78 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s]
184/499 4.32G 0.008641 0.008319 0.00295 74 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s]
184/499 4.32G 0.008641 0.008319 0.00295 74 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s]
184/499 4.32G 0.008638 0.008304 0.002946 60 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s]
184/499 4.32G 0.008638 0.008304 0.002946 60 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s]
184/499 4.32G 0.008635 0.008301 0.002958 80 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s]
184/499 4.32G 0.008635 0.008301 0.002958 80 640: 82%|########1 | 137/168 [00:25<00:05, 5.30it/s]
184/499 4.32G 0.008631 0.00831 0.002952 93 640: 82%|########1 | 137/168 [00:26<00:05, 5.30it/s]
184/499 4.32G 0.008631 0.00831 0.002952 93 640: 82%|########2 | 138/168 [00:26<00:05, 5.36it/s]
184/499 4.32G 0.008631 0.008317 0.002947 73 640: 82%|########2 | 138/168 [00:26<00:05, 5.36it/s]
184/499 4.32G 0.008631 0.008317 0.002947 73 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s]
184/499 4.32G 0.008623 0.008298 0.002929 51 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s]
184/499 4.32G 0.008623 0.008298 0.002929 51 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
184/499 4.32G 0.008619 0.008291 0.002925 61 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
184/499 4.32G 0.008619 0.008291 0.002925 61 640: 84%|########3 | 141/168 [00:26<00:05, 5.32it/s]
184/499 4.32G 0.008624 0.008306 0.002955 72 640: 84%|########3 | 141/168 [00:26<00:05, 5.32it/s]
184/499 4.32G 0.008624 0.008306 0.002955 72 640: 85%|########4 | 142/168 [00:26<00:05, 5.18it/s]
184/499 4.32G 0.008625 0.008304 0.002956 59 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s]
184/499 4.32G 0.008625 0.008304 0.002956 59 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s]
184/499 4.32G 0.008627 0.008314 0.002945 78 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s]
184/499 4.32G 0.008627 0.008314 0.002945 78 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s]
184/499 4.32G 0.008631 0.008314 0.00293 70 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s]
184/499 4.32G 0.008631 0.008314 0.00293 70 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s]
184/499 4.32G 0.008625 0.008315 0.00293 71 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s]
184/499 4.32G 0.008625 0.008315 0.00293 71 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s]
184/499 4.32G 0.00862 0.008315 0.002927 79 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s]
184/499 4.32G 0.00862 0.008315 0.002927 79 640: 88%|########7 | 147/168 [00:27<00:03, 5.36it/s]
184/499 4.32G 0.008621 0.008308 0.002925 56 640: 88%|########7 | 147/168 [00:28<00:03, 5.36it/s]
184/499 4.32G 0.008621 0.008308 0.002925 56 640: 88%|########8 | 148/168 [00:28<00:03, 5.22it/s]
184/499 4.32G 0.008615 0.0083 0.002917 65 640: 88%|########8 | 148/168 [00:28<00:03, 5.22it/s]
184/499 4.32G 0.008615 0.0083 0.002917 65 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s]
184/499 4.32G 0.008616 0.0083 0.002904 61 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s]
184/499 4.32G 0.008616 0.0083 0.002904 61 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s]
184/499 4.32G 0.008614 0.008307 0.002893 89 640: 89%|########9 | 150/168 [00:28<00:03, 5.36it/s]
184/499 4.32G 0.008614 0.008307 0.002893 89 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s]
184/499 4.32G 0.008612 0.008314 0.002896 65 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s]
184/499 4.32G 0.008612 0.008314 0.002896 65 640: 90%|######### | 152/168 [00:28<00:03, 5.28it/s]
184/499 4.32G 0.008618 0.008325 0.002895 74 640: 90%|######### | 152/168 [00:29<00:03, 5.28it/s]
184/499 4.32G 0.008618 0.008325 0.002895 74 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s]
184/499 4.32G 0.008618 0.008327 0.002905 76 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s]
184/499 4.32G 0.008618 0.008327 0.002905 76 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s]
184/499 4.32G 0.008622 0.008324 0.002901 56 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s]
184/499 4.32G 0.008622 0.008324 0.002901 56 640: 92%|#########2| 155/168 [00:29<00:02, 5.27it/s]
184/499 4.32G 0.008619 0.008315 0.002894 53 640: 92%|#########2| 155/168 [00:29<00:02, 5.27it/s]
184/499 4.32G 0.008619 0.008315 0.002894 53 640: 93%|#########2| 156/168 [00:29<00:02, 5.33it/s]
184/499 4.32G 0.008625 0.008325 0.002886 72 640: 93%|#########2| 156/168 [00:29<00:02, 5.33it/s]
184/499 4.32G 0.008625 0.008325 0.002886 72 640: 93%|#########3| 157/168 [00:29<00:02, 5.18it/s]
184/499 4.32G 0.008625 0.008323 0.002878 68 640: 93%|#########3| 157/168 [00:29<00:02, 5.18it/s]
184/499 4.32G 0.008625 0.008323 0.002878 68 640: 94%|#########4| 158/168 [00:29<00:01, 5.27it/s]
184/499 4.32G 0.008619 0.008316 0.002874 61 640: 94%|#########4| 158/168 [00:30<00:01, 5.27it/s]
184/499 4.32G 0.008619 0.008316 0.002874 61 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s]
184/499 4.32G 0.008617 0.008321 0.002868 71 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s]
184/499 4.32G 0.008617 0.008321 0.002868 71 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
184/499 4.32G 0.008619 0.00832 0.002864 76 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
184/499 4.32G 0.008619 0.00832 0.002864 76 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
184/499 4.32G 0.008615 0.008323 0.002864 74 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
184/499 4.32G 0.008615 0.008323 0.002864 74 640: 96%|#########6| 162/168 [00:30<00:01, 5.33it/s]
184/499 4.32G 0.008611 0.008335 0.002853 78 640: 96%|#########6| 162/168 [00:30<00:01, 5.33it/s]
184/499 4.32G 0.008611 0.008335 0.002853 78 640: 97%|#########7| 163/168 [00:30<00:00, 5.20it/s]
184/499 4.32G 0.008605 0.008327 0.00285 78 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s]
184/499 4.32G 0.008605 0.008327 0.00285 78 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s]
184/499 4.32G 0.008607 0.008334 0.002846 82 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s]
184/499 4.32G 0.008607 0.008334 0.002846 82 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s]
184/499 4.32G 0.0086 0.008328 0.002855 63 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s]
184/499 4.32G 0.0086 0.008328 0.002855 63 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s]
184/499 4.32G 0.008592 0.008323 0.002864 75 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s]
184/499 4.32G 0.008592 0.008323 0.002864 75 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s]
184/499 4.32G 0.008584 0.008314 0.002864 24 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s]
184/499 4.32G 0.008584 0.008314 0.002864 24 640: 100%|##########| 168/168 [00:31<00:00, 5.48it/s]
184/499 4.32G 0.008584 0.008314 0.002864 24 640: 100%|##########| 168/168 [00:31<00:00, 5.27it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.65it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.84it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.88it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.43it/s]
all 132 263 0.815 0.871 0.886 0.772
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
185/499 4.32G 0.008439 0.01082 0.002134 79 640: 0%| | 0/168 [00:00<?, ?it/s]
185/499 4.32G 0.008439 0.01082 0.002134 79 640: 1%| | 1/168 [00:00<00:33, 5.00it/s]
185/499 4.32G 0.007867 0.009416 0.003364 68 640: 1%| | 1/168 [00:00<00:33, 5.00it/s]
185/499 4.32G 0.007867 0.009416 0.003364 68 640: 1%|1 | 2/168 [00:00<00:32, 5.19it/s]
185/499 4.32G 0.007733 0.009206 0.002703 75 640: 1%|1 | 2/168 [00:00<00:32, 5.19it/s]
185/499 4.32G 0.007733 0.009206 0.002703 75 640: 2%|1 | 3/168 [00:00<00:30, 5.35it/s]
185/499 4.32G 0.00778 0.008488 0.002693 62 640: 2%|1 | 3/168 [00:00<00:30, 5.35it/s]
185/499 4.32G 0.00778 0.008488 0.002693 62 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s]
185/499 4.32G 0.007713 0.008398 0.00266 65 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s]
185/499 4.32G 0.007713 0.008398 0.00266 65 640: 3%|2 | 5/168 [00:00<00:30, 5.30it/s]
185/499 4.32G 0.008018 0.008752 0.002624 71 640: 3%|2 | 5/168 [00:01<00:30, 5.30it/s]
185/499 4.32G 0.008018 0.008752 0.002624 71 640: 4%|3 | 6/168 [00:01<00:30, 5.39it/s]
185/499 4.32G 0.008083 0.008851 0.002675 66 640: 4%|3 | 6/168 [00:01<00:30, 5.39it/s]
185/499 4.32G 0.008083 0.008851 0.002675 66 640: 4%|4 | 7/168 [00:01<00:30, 5.25it/s]
185/499 4.32G 0.00822 0.008737 0.002687 59 640: 4%|4 | 7/168 [00:01<00:30, 5.25it/s]
185/499 4.32G 0.00822 0.008737 0.002687 59 640: 5%|4 | 8/168 [00:01<00:30, 5.31it/s]
185/499 4.32G 0.008178 0.008629 0.002932 76 640: 5%|4 | 8/168 [00:01<00:30, 5.31it/s]
185/499 4.32G 0.008178 0.008629 0.002932 76 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s]
185/499 4.32G 0.008086 0.00852 0.003192 71 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s]
185/499 4.32G 0.008086 0.00852 0.003192 71 640: 6%|5 | 10/168 [00:01<00:30, 5.22it/s]
185/499 4.32G 0.008166 0.008479 0.003244 71 640: 6%|5 | 10/168 [00:02<00:30, 5.22it/s]
185/499 4.32G 0.008166 0.008479 0.003244 71 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s]
185/499 4.32G 0.008104 0.008451 0.003071 59 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s]
185/499 4.32G 0.008104 0.008451 0.003071 59 640: 7%|7 | 12/168 [00:02<00:29, 5.37it/s]
185/499 4.32G 0.008159 0.008551 0.003053 72 640: 7%|7 | 12/168 [00:02<00:29, 5.37it/s]
185/499 4.32G 0.008159 0.008551 0.003053 72 640: 8%|7 | 13/168 [00:02<00:29, 5.24it/s]
185/499 4.32G 0.008161 0.008453 0.003068 67 640: 8%|7 | 13/168 [00:02<00:29, 5.24it/s]
185/499 4.32G 0.008161 0.008453 0.003068 67 640: 8%|8 | 14/168 [00:02<00:28, 5.33it/s]
185/499 4.32G 0.008316 0.008464 0.003176 64 640: 8%|8 | 14/168 [00:02<00:28, 5.33it/s]
185/499 4.32G 0.008316 0.008464 0.003176 64 640: 9%|8 | 15/168 [00:02<00:28, 5.37it/s]
185/499 4.32G 0.008295 0.008518 0.003312 77 640: 9%|8 | 15/168 [00:03<00:28, 5.37it/s]
185/499 4.32G 0.008295 0.008518 0.003312 77 640: 10%|9 | 16/168 [00:03<00:28, 5.26it/s]
185/499 4.32G 0.008268 0.008464 0.003352 78 640: 10%|9 | 16/168 [00:03<00:28, 5.26it/s]
185/499 4.32G 0.008268 0.008464 0.003352 78 640: 10%|# | 17/168 [00:03<00:28, 5.34it/s]
185/499 4.32G 0.008407 0.008539 0.003219 69 640: 10%|# | 17/168 [00:03<00:28, 5.34it/s]
185/499 4.32G 0.008407 0.008539 0.003219 69 640: 11%|# | 18/168 [00:03<00:27, 5.39it/s]
185/499 4.32G 0.008356 0.008432 0.003184 57 640: 11%|# | 18/168 [00:03<00:27, 5.39it/s]
185/499 4.32G 0.008356 0.008432 0.003184 57 640: 11%|#1 | 19/168 [00:03<00:28, 5.25it/s]
185/499 4.32G 0.008402 0.008466 0.003266 75 640: 11%|#1 | 19/168 [00:03<00:28, 5.25it/s]
185/499 4.32G 0.008402 0.008466 0.003266 75 640: 12%|#1 | 20/168 [00:03<00:27, 5.32it/s]
185/499 4.32G 0.008362 0.008441 0.003179 61 640: 12%|#1 | 20/168 [00:03<00:27, 5.32it/s]
185/499 4.32G 0.008362 0.008441 0.003179 61 640: 12%|#2 | 21/168 [00:03<00:27, 5.36it/s]
185/499 4.32G 0.008362 0.008464 0.003228 78 640: 12%|#2 | 21/168 [00:04<00:27, 5.36it/s]
185/499 4.32G 0.008362 0.008464 0.003228 78 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s]
185/499 4.32G 0.008375 0.008508 0.00317 64 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s]
185/499 4.32G 0.008375 0.008508 0.00317 64 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s]
185/499 4.32G 0.008337 0.008423 0.003305 65 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s]
185/499 4.32G 0.008337 0.008423 0.003305 65 640: 14%|#4 | 24/168 [00:04<00:26, 5.38it/s]
185/499 4.32G 0.008326 0.00842 0.003287 66 640: 14%|#4 | 24/168 [00:04<00:26, 5.38it/s]
185/499 4.32G 0.008326 0.00842 0.003287 66 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s]
185/499 4.32G 0.008406 0.00848 0.003355 87 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s]
185/499 4.32G 0.008406 0.00848 0.003355 87 640: 15%|#5 | 26/168 [00:04<00:26, 5.30it/s]
185/499 4.32G 0.008354 0.008428 0.003436 69 640: 15%|#5 | 26/168 [00:05<00:26, 5.30it/s]
185/499 4.32G 0.008354 0.008428 0.003436 69 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s]
185/499 4.32G 0.008338 0.008398 0.003391 84 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s]
185/499 4.32G 0.008338 0.008398 0.003391 84 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s]
185/499 4.32G 0.008296 0.008342 0.00337 69 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s]
185/499 4.32G 0.008296 0.008342 0.00337 69 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s]
185/499 4.32G 0.008285 0.008338 0.003346 70 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s]
185/499 4.32G 0.008285 0.008338 0.003346 70 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s]
185/499 4.32G 0.008276 0.008356 0.003492 68 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s]
185/499 4.32G 0.008276 0.008356 0.003492 68 640: 18%|#8 | 31/168 [00:05<00:26, 5.22it/s]
185/499 4.32G 0.008257 0.008363 0.003483 83 640: 18%|#8 | 31/168 [00:06<00:26, 5.22it/s]
185/499 4.32G 0.008257 0.008363 0.003483 83 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s]
185/499 4.32G 0.008233 0.008355 0.003526 82 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s]
185/499 4.32G 0.008233 0.008355 0.003526 82 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
185/499 4.32G 0.008247 0.008323 0.003515 61 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
185/499 4.32G 0.008247 0.008323 0.003515 61 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
185/499 4.32G 0.008277 0.008304 0.003459 60 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
185/499 4.32G 0.008277 0.008304 0.003459 60 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s]
185/499 4.32G 0.008299 0.00833 0.003398 78 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s]
185/499 4.32G 0.008299 0.00833 0.003398 78 640: 21%|##1 | 36/168 [00:06<00:24, 5.37it/s]
185/499 4.32G 0.008309 0.008336 0.003386 63 640: 21%|##1 | 36/168 [00:06<00:24, 5.37it/s]
185/499 4.32G 0.008309 0.008336 0.003386 63 640: 22%|##2 | 37/168 [00:06<00:25, 5.21it/s]
185/499 4.32G 0.00831 0.00834 0.003373 66 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s]
185/499 4.32G 0.00831 0.00834 0.003373 66 640: 23%|##2 | 38/168 [00:07<00:24, 5.32it/s]
185/499 4.32G 0.00833 0.008322 0.003489 71 640: 23%|##2 | 38/168 [00:07<00:24, 5.32it/s]
185/499 4.32G 0.00833 0.008322 0.003489 71 640: 23%|##3 | 39/168 [00:07<00:23, 5.38it/s]
185/499 4.32G 0.008359 0.008333 0.00346 77 640: 23%|##3 | 39/168 [00:07<00:23, 5.38it/s]
185/499 4.32G 0.008359 0.008333 0.00346 77 640: 24%|##3 | 40/168 [00:07<00:24, 5.24it/s]
185/499 4.32G 0.008405 0.008354 0.003455 69 640: 24%|##3 | 40/168 [00:07<00:24, 5.24it/s]
185/499 4.32G 0.008405 0.008354 0.003455 69 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s]
185/499 4.32G 0.008449 0.008421 0.003408 73 640: 24%|##4 | 41/168 [00:07<00:23, 5.32it/s]
185/499 4.32G 0.008449 0.008421 0.003408 73 640: 25%|##5 | 42/168 [00:07<00:23, 5.39it/s]
185/499 4.32G 0.008436 0.008418 0.003381 72 640: 25%|##5 | 42/168 [00:08<00:23, 5.39it/s]
185/499 4.32G 0.008436 0.008418 0.003381 72 640: 26%|##5 | 43/168 [00:08<00:23, 5.22it/s]
185/499 4.32G 0.008465 0.008434 0.003377 65 640: 26%|##5 | 43/168 [00:08<00:23, 5.22it/s]
185/499 4.32G 0.008465 0.008434 0.003377 65 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s]
185/499 4.32G 0.008461 0.008428 0.003339 58 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s]
185/499 4.32G 0.008461 0.008428 0.003339 58 640: 27%|##6 | 45/168 [00:08<00:22, 5.37it/s]
185/499 4.32G 0.00849 0.008429 0.003351 68 640: 27%|##6 | 45/168 [00:08<00:22, 5.37it/s]
185/499 4.32G 0.00849 0.008429 0.003351 68 640: 27%|##7 | 46/168 [00:08<00:23, 5.24it/s]
185/499 4.32G 0.008508 0.008454 0.003316 74 640: 27%|##7 | 46/168 [00:08<00:23, 5.24it/s]
185/499 4.32G 0.008508 0.008454 0.003316 74 640: 28%|##7 | 47/168 [00:08<00:22, 5.31it/s]
185/499 4.32G 0.008531 0.008441 0.003347 59 640: 28%|##7 | 47/168 [00:09<00:22, 5.31it/s]
185/499 4.32G 0.008531 0.008441 0.003347 59 640: 29%|##8 | 48/168 [00:09<00:22, 5.40it/s]
185/499 4.32G 0.008544 0.008469 0.003308 73 640: 29%|##8 | 48/168 [00:09<00:22, 5.40it/s]
185/499 4.32G 0.008544 0.008469 0.003308 73 640: 29%|##9 | 49/168 [00:09<00:22, 5.24it/s]
185/499 4.32G 0.008562 0.008469 0.003291 67 640: 29%|##9 | 49/168 [00:09<00:22, 5.24it/s]
185/499 4.32G 0.008562 0.008469 0.003291 67 640: 30%|##9 | 50/168 [00:09<00:22, 5.34it/s]
185/499 4.32G 0.008566 0.008472 0.00328 63 640: 30%|##9 | 50/168 [00:09<00:22, 5.34it/s]
185/499 4.32G 0.008566 0.008472 0.00328 63 640: 30%|### | 51/168 [00:09<00:21, 5.38it/s]
185/499 4.32G 0.008574 0.008485 0.003285 74 640: 30%|### | 51/168 [00:09<00:21, 5.38it/s]
185/499 4.32G 0.008574 0.008485 0.003285 74 640: 31%|### | 52/168 [00:09<00:22, 5.21it/s]
185/499 4.32G 0.008571 0.008506 0.003298 91 640: 31%|### | 52/168 [00:09<00:22, 5.21it/s]
185/499 4.32G 0.008571 0.008506 0.003298 91 640: 32%|###1 | 53/168 [00:09<00:21, 5.31it/s]
185/499 4.32G 0.008585 0.008532 0.003289 76 640: 32%|###1 | 53/168 [00:10<00:21, 5.31it/s]
185/499 4.32G 0.008585 0.008532 0.003289 76 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s]
185/499 4.32G 0.008602 0.00852 0.003293 68 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s]
185/499 4.32G 0.008602 0.00852 0.003293 68 640: 33%|###2 | 55/168 [00:10<00:21, 5.25it/s]
185/499 4.32G 0.008613 0.008507 0.003352 70 640: 33%|###2 | 55/168 [00:10<00:21, 5.25it/s]
185/499 4.32G 0.008613 0.008507 0.003352 70 640: 33%|###3 | 56/168 [00:10<00:20, 5.35it/s]
185/499 4.32G 0.008582 0.008467 0.003319 58 640: 33%|###3 | 56/168 [00:10<00:20, 5.35it/s]
185/499 4.32G 0.008582 0.008467 0.003319 58 640: 34%|###3 | 57/168 [00:10<00:20, 5.43it/s]
185/499 4.32G 0.008576 0.008463 0.003284 64 640: 34%|###3 | 57/168 [00:10<00:20, 5.43it/s]
185/499 4.32G 0.008576 0.008463 0.003284 64 640: 35%|###4 | 58/168 [00:10<00:21, 5.20it/s]
185/499 4.32G 0.008564 0.00842 0.003258 56 640: 35%|###4 | 58/168 [00:11<00:21, 5.20it/s]
185/499 4.32G 0.008564 0.00842 0.003258 56 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s]
185/499 4.32G 0.008546 0.008404 0.003322 66 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s]
185/499 4.32G 0.008546 0.008404 0.003322 66 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s]
185/499 4.32G 0.008547 0.008422 0.003308 74 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s]
185/499 4.32G 0.008547 0.008422 0.003308 74 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s]
185/499 4.32G 0.008576 0.008441 0.003262 75 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s]
185/499 4.32G 0.008576 0.008441 0.003262 75 640: 37%|###6 | 62/168 [00:11<00:19, 5.32it/s]
185/499 4.32G 0.008553 0.008438 0.003234 57 640: 37%|###6 | 62/168 [00:11<00:19, 5.32it/s]
185/499 4.32G 0.008553 0.008438 0.003234 57 640: 38%|###7 | 63/168 [00:11<00:19, 5.40it/s]
185/499 4.32G 0.008565 0.008462 0.003218 79 640: 38%|###7 | 63/168 [00:12<00:19, 5.40it/s]
185/499 4.32G 0.008565 0.008462 0.003218 79 640: 38%|###8 | 64/168 [00:12<00:19, 5.26it/s]
185/499 4.32G 0.008587 0.008447 0.003183 58 640: 38%|###8 | 64/168 [00:12<00:19, 5.26it/s]
185/499 4.32G 0.008587 0.008447 0.003183 58 640: 39%|###8 | 65/168 [00:12<00:19, 5.34it/s]
185/499 4.32G 0.008577 0.008402 0.003184 46 640: 39%|###8 | 65/168 [00:12<00:19, 5.34it/s]
185/499 4.32G 0.008577 0.008402 0.003184 46 640: 39%|###9 | 66/168 [00:12<00:18, 5.40it/s]
185/499 4.32G 0.008582 0.008415 0.003178 71 640: 39%|###9 | 66/168 [00:12<00:18, 5.40it/s]
185/499 4.32G 0.008582 0.008415 0.003178 71 640: 40%|###9 | 67/168 [00:12<00:19, 5.15it/s]
185/499 4.32G 0.008588 0.008426 0.00318 65 640: 40%|###9 | 67/168 [00:12<00:19, 5.15it/s]
185/499 4.32G 0.008588 0.008426 0.00318 65 640: 40%|#### | 68/168 [00:12<00:19, 5.17it/s]
185/499 4.32G 0.008592 0.008427 0.003157 72 640: 40%|#### | 68/168 [00:13<00:19, 5.17it/s]
185/499 4.32G 0.008592 0.008427 0.003157 72 640: 41%|####1 | 69/168 [00:13<00:18, 5.28it/s]
185/499 4.32G 0.008581 0.008454 0.003145 81 640: 41%|####1 | 69/168 [00:13<00:18, 5.28it/s]
185/499 4.32G 0.008581 0.008454 0.003145 81 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s]
185/499 4.32G 0.00859 0.008442 0.003154 63 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s]
185/499 4.32G 0.00859 0.008442 0.003154 63 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s]
185/499 4.32G 0.008592 0.00845 0.003156 78 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s]
185/499 4.32G 0.008592 0.00845 0.003156 78 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
185/499 4.32G 0.008591 0.008447 0.003152 68 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
185/499 4.32G 0.008591 0.008447 0.003152 68 640: 43%|####3 | 73/168 [00:13<00:18, 5.22it/s]
185/499 4.32G 0.008592 0.008455 0.003163 76 640: 43%|####3 | 73/168 [00:13<00:18, 5.22it/s]
185/499 4.32G 0.008592 0.008455 0.003163 76 640: 44%|####4 | 74/168 [00:13<00:17, 5.28it/s]
185/499 4.32G 0.008596 0.008455 0.003134 58 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s]
185/499 4.32G 0.008596 0.008455 0.003134 58 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s]
185/499 4.32G 0.008583 0.008434 0.003167 61 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s]
185/499 4.32G 0.008583 0.008434 0.003167 61 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s]
185/499 4.32G 0.0086 0.008453 0.003158 77 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s]
185/499 4.32G 0.0086 0.008453 0.003158 77 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s]
185/499 4.32G 0.0086 0.00843 0.003132 54 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s]
185/499 4.32G 0.0086 0.00843 0.003132 54 640: 46%|####6 | 78/168 [00:14<00:16, 5.35it/s]
185/499 4.32G 0.0086 0.008426 0.003154 66 640: 46%|####6 | 78/168 [00:14<00:16, 5.35it/s]
185/499 4.32G 0.0086 0.008426 0.003154 66 640: 47%|####7 | 79/168 [00:14<00:17, 5.23it/s]
185/499 4.32G 0.008616 0.008447 0.003161 75 640: 47%|####7 | 79/168 [00:15<00:17, 5.23it/s]
185/499 4.32G 0.008616 0.008447 0.003161 75 640: 48%|####7 | 80/168 [00:15<00:16, 5.28it/s]
185/499 4.32G 0.00863 0.008463 0.003176 74 640: 48%|####7 | 80/168 [00:15<00:16, 5.28it/s]
185/499 4.32G 0.00863 0.008463 0.003176 74 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
185/499 4.32G 0.008644 0.008474 0.003179 71 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
185/499 4.32G 0.008644 0.008474 0.003179 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s]
185/499 4.32G 0.008651 0.008476 0.003161 73 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s]
185/499 4.32G 0.008651 0.008476 0.003161 73 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s]
185/499 4.32G 0.008674 0.008467 0.003202 67 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s]
185/499 4.32G 0.008674 0.008467 0.003202 67 640: 50%|##### | 84/168 [00:15<00:15, 5.33it/s]
185/499 4.32G 0.008669 0.008436 0.003225 59 640: 50%|##### | 84/168 [00:16<00:15, 5.33it/s]
185/499 4.32G 0.008669 0.008436 0.003225 59 640: 51%|##### | 85/168 [00:16<00:15, 5.19it/s]
185/499 4.32G 0.008678 0.008414 0.003232 68 640: 51%|##### | 85/168 [00:16<00:15, 5.19it/s]
185/499 4.32G 0.008678 0.008414 0.003232 68 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s]
185/499 4.32G 0.008671 0.008395 0.003227 61 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s]
185/499 4.32G 0.008671 0.008395 0.003227 61 640: 52%|#####1 | 87/168 [00:16<00:15, 5.37it/s]
185/499 4.32G 0.008683 0.008404 0.003223 68 640: 52%|#####1 | 87/168 [00:16<00:15, 5.37it/s]
185/499 4.32G 0.008683 0.008404 0.003223 68 640: 52%|#####2 | 88/168 [00:16<00:15, 5.24it/s]
185/499 4.32G 0.008683 0.008382 0.003266 61 640: 52%|#####2 | 88/168 [00:16<00:15, 5.24it/s]
185/499 4.32G 0.008683 0.008382 0.003266 61 640: 53%|#####2 | 89/168 [00:16<00:14, 5.32it/s]
185/499 4.32G 0.008674 0.008399 0.003256 82 640: 53%|#####2 | 89/168 [00:16<00:14, 5.32it/s]
185/499 4.32G 0.008674 0.008399 0.003256 82 640: 54%|#####3 | 90/168 [00:16<00:14, 5.38it/s]
185/499 4.32G 0.008669 0.008428 0.003259 74 640: 54%|#####3 | 90/168 [00:17<00:14, 5.38it/s]
185/499 4.32G 0.008669 0.008428 0.003259 74 640: 54%|#####4 | 91/168 [00:17<00:14, 5.25it/s]
185/499 4.32G 0.008665 0.008438 0.003248 76 640: 54%|#####4 | 91/168 [00:17<00:14, 5.25it/s]
185/499 4.32G 0.008665 0.008438 0.003248 76 640: 55%|#####4 | 92/168 [00:17<00:14, 5.34it/s]
185/499 4.32G 0.008675 0.008461 0.003252 76 640: 55%|#####4 | 92/168 [00:17<00:14, 5.34it/s]
185/499 4.32G 0.008675 0.008461 0.003252 76 640: 55%|#####5 | 93/168 [00:17<00:13, 5.41it/s]
185/499 4.32G 0.00866 0.008455 0.003259 65 640: 55%|#####5 | 93/168 [00:17<00:13, 5.41it/s]
185/499 4.32G 0.00866 0.008455 0.003259 65 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s]
185/499 4.32G 0.008672 0.008472 0.003327 84 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s]
185/499 4.32G 0.008672 0.008472 0.003327 84 640: 57%|#####6 | 95/168 [00:17<00:13, 5.27it/s]
185/499 4.32G 0.008663 0.008468 0.003334 81 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
185/499 4.32G 0.008663 0.008468 0.003334 81 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
185/499 4.32G 0.008656 0.008457 0.003315 57 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
185/499 4.32G 0.008656 0.008457 0.003315 57 640: 58%|#####7 | 97/168 [00:18<00:13, 5.25it/s]
185/499 4.32G 0.008654 0.008456 0.003311 70 640: 58%|#####7 | 97/168 [00:18<00:13, 5.25it/s]
185/499 4.32G 0.008654 0.008456 0.003311 70 640: 58%|#####8 | 98/168 [00:18<00:13, 5.32it/s]
185/499 4.32G 0.008642 0.008425 0.003304 59 640: 58%|#####8 | 98/168 [00:18<00:13, 5.32it/s]
185/499 4.32G 0.008642 0.008425 0.003304 59 640: 59%|#####8 | 99/168 [00:18<00:12, 5.39it/s]
185/499 4.32G 0.008632 0.008415 0.003303 78 640: 59%|#####8 | 99/168 [00:18<00:12, 5.39it/s]
185/499 4.32G 0.008632 0.008415 0.003303 78 640: 60%|#####9 | 100/168 [00:18<00:12, 5.24it/s]
185/499 4.32G 0.008628 0.008401 0.003299 60 640: 60%|#####9 | 100/168 [00:19<00:12, 5.24it/s]
185/499 4.32G 0.008628 0.008401 0.003299 60 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s]
185/499 4.32G 0.008631 0.008414 0.003284 73 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s]
185/499 4.32G 0.008631 0.008414 0.003284 73 640: 61%|###### | 102/168 [00:19<00:12, 5.37it/s]
185/499 4.32G 0.008636 0.00841 0.003284 61 640: 61%|###### | 102/168 [00:19<00:12, 5.37it/s]
185/499 4.32G 0.008636 0.00841 0.003284 61 640: 61%|######1 | 103/168 [00:19<00:12, 5.24it/s]
185/499 4.32G 0.008636 0.008413 0.003268 65 640: 61%|######1 | 103/168 [00:19<00:12, 5.24it/s]
185/499 4.32G 0.008636 0.008413 0.003268 65 640: 62%|######1 | 104/168 [00:19<00:11, 5.35it/s]
185/499 4.32G 0.008627 0.008385 0.003265 53 640: 62%|######1 | 104/168 [00:19<00:11, 5.35it/s]
185/499 4.32G 0.008627 0.008385 0.003265 53 640: 62%|######2 | 105/168 [00:19<00:11, 5.40it/s]
185/499 4.32G 0.008637 0.008375 0.00328 58 640: 62%|######2 | 105/168 [00:20<00:11, 5.40it/s]
185/499 4.32G 0.008637 0.008375 0.00328 58 640: 63%|######3 | 106/168 [00:20<00:11, 5.27it/s]
185/499 4.32G 0.008657 0.008371 0.003276 72 640: 63%|######3 | 106/168 [00:20<00:11, 5.27it/s]
185/499 4.32G 0.008657 0.008371 0.003276 72 640: 64%|######3 | 107/168 [00:20<00:11, 5.35it/s]
185/499 4.32G 0.008666 0.008373 0.003269 62 640: 64%|######3 | 107/168 [00:20<00:11, 5.35it/s]
185/499 4.32G 0.008666 0.008373 0.003269 62 640: 64%|######4 | 108/168 [00:20<00:11, 5.41it/s]
185/499 4.32G 0.008657 0.00837 0.003265 67 640: 64%|######4 | 108/168 [00:20<00:11, 5.41it/s]
185/499 4.32G 0.008657 0.00837 0.003265 67 640: 65%|######4 | 109/168 [00:20<00:11, 5.24it/s]
185/499 4.32G 0.008657 0.008395 0.003276 89 640: 65%|######4 | 109/168 [00:20<00:11, 5.24it/s]
185/499 4.32G 0.008657 0.008395 0.003276 89 640: 65%|######5 | 110/168 [00:20<00:10, 5.33it/s]
185/499 4.32G 0.008661 0.008416 0.003263 68 640: 65%|######5 | 110/168 [00:20<00:10, 5.33it/s]
185/499 4.32G 0.008661 0.008416 0.003263 68 640: 66%|######6 | 111/168 [00:20<00:10, 5.38it/s]
185/499 4.32G 0.008655 0.008428 0.00326 71 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s]
185/499 4.32G 0.008655 0.008428 0.00326 71 640: 67%|######6 | 112/168 [00:21<00:10, 5.26it/s]
185/499 4.32G 0.008645 0.008413 0.003268 68 640: 67%|######6 | 112/168 [00:21<00:10, 5.26it/s]
185/499 4.32G 0.008645 0.008413 0.003268 68 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s]
185/499 4.32G 0.008666 0.008404 0.003273 59 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s]
185/499 4.32G 0.008666 0.008404 0.003273 59 640: 68%|######7 | 114/168 [00:21<00:10, 5.39it/s]
185/499 4.32G 0.008677 0.008397 0.003275 62 640: 68%|######7 | 114/168 [00:21<00:10, 5.39it/s]
185/499 4.32G 0.008677 0.008397 0.003275 62 640: 68%|######8 | 115/168 [00:21<00:10, 5.24it/s]
185/499 4.32G 0.008665 0.008391 0.003293 72 640: 68%|######8 | 115/168 [00:21<00:10, 5.24it/s]
185/499 4.32G 0.008665 0.008391 0.003293 72 640: 69%|######9 | 116/168 [00:21<00:09, 5.29it/s]
185/499 4.32G 0.008665 0.008392 0.003289 65 640: 69%|######9 | 116/168 [00:22<00:09, 5.29it/s]
185/499 4.32G 0.008665 0.008392 0.003289 65 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s]
185/499 4.32G 0.008658 0.008391 0.003272 63 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s]
185/499 4.32G 0.008658 0.008391 0.003272 63 640: 70%|####### | 118/168 [00:22<00:09, 5.23it/s]
185/499 4.32G 0.008657 0.008391 0.003279 71 640: 70%|####### | 118/168 [00:22<00:09, 5.23it/s]
185/499 4.32G 0.008657 0.008391 0.003279 71 640: 71%|####### | 119/168 [00:22<00:09, 5.32it/s]
185/499 4.32G 0.008651 0.008387 0.00326 70 640: 71%|####### | 119/168 [00:22<00:09, 5.32it/s]
185/499 4.32G 0.008651 0.008387 0.00326 70 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s]
185/499 4.32G 0.008651 0.008386 0.003245 75 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s]
185/499 4.32G 0.008651 0.008386 0.003245 75 640: 72%|#######2 | 121/168 [00:22<00:08, 5.25it/s]
185/499 4.32G 0.008655 0.008385 0.003236 68 640: 72%|#######2 | 121/168 [00:23<00:08, 5.25it/s]
185/499 4.32G 0.008655 0.008385 0.003236 68 640: 73%|#######2 | 122/168 [00:23<00:08, 5.33it/s]
185/499 4.32G 0.008654 0.008365 0.003231 53 640: 73%|#######2 | 122/168 [00:23<00:08, 5.33it/s]
185/499 4.32G 0.008654 0.008365 0.003231 53 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s]
185/499 4.32G 0.008658 0.00836 0.003234 56 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s]
185/499 4.32G 0.008658 0.00836 0.003234 56 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
185/499 4.32G 0.008674 0.008377 0.003228 76 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
185/499 4.32G 0.008674 0.008377 0.003228 76 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
185/499 4.32G 0.008672 0.008353 0.00321 46 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
185/499 4.32G 0.008672 0.008353 0.00321 46 640: 75%|#######5 | 126/168 [00:23<00:07, 5.35it/s]
185/499 4.32G 0.008674 0.008347 0.003192 62 640: 75%|#######5 | 126/168 [00:23<00:07, 5.35it/s]
185/499 4.32G 0.008674 0.008347 0.003192 62 640: 76%|#######5 | 127/168 [00:23<00:07, 5.23it/s]
185/499 4.32G 0.008677 0.008348 0.003192 68 640: 76%|#######5 | 127/168 [00:24<00:07, 5.23it/s]
185/499 4.32G 0.008677 0.008348 0.003192 68 640: 76%|#######6 | 128/168 [00:24<00:07, 5.33it/s]
185/499 4.32G 0.008681 0.008334 0.003173 53 640: 76%|#######6 | 128/168 [00:24<00:07, 5.33it/s]
185/499 4.32G 0.008681 0.008334 0.003173 53 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s]
185/499 4.32G 0.008679 0.008342 0.003172 75 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s]
185/499 4.32G 0.008679 0.008342 0.003172 75 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s]
185/499 4.32G 0.008675 0.008351 0.003149 80 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s]
185/499 4.32G 0.008675 0.008351 0.003149 80 640: 78%|#######7 | 131/168 [00:24<00:06, 5.32it/s]
185/499 4.32G 0.008673 0.00835 0.003134 75 640: 78%|#######7 | 131/168 [00:24<00:06, 5.32it/s]
185/499 4.32G 0.008673 0.00835 0.003134 75 640: 79%|#######8 | 132/168 [00:24<00:06, 5.39it/s]
185/499 4.32G 0.008674 0.008337 0.003137 70 640: 79%|#######8 | 132/168 [00:25<00:06, 5.39it/s]
185/499 4.32G 0.008674 0.008337 0.003137 70 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
185/499 4.32G 0.008674 0.00834 0.003142 79 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
185/499 4.32G 0.008674 0.00834 0.003142 79 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s]
185/499 4.32G 0.008679 0.008336 0.003149 64 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s]
185/499 4.32G 0.008679 0.008336 0.003149 64 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s]
185/499 4.32G 0.008681 0.008351 0.003151 82 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s]
185/499 4.32G 0.008681 0.008351 0.003151 82 640: 81%|######## | 136/168 [00:25<00:06, 5.24it/s]
185/499 4.32G 0.008675 0.008358 0.003159 75 640: 81%|######## | 136/168 [00:25<00:06, 5.24it/s]
185/499 4.32G 0.008675 0.008358 0.003159 75 640: 82%|########1 | 137/168 [00:25<00:05, 5.31it/s]
185/499 4.32G 0.008667 0.008351 0.003153 68 640: 82%|########1 | 137/168 [00:26<00:05, 5.31it/s]
185/499 4.32G 0.008667 0.008351 0.003153 68 640: 82%|########2 | 138/168 [00:26<00:05, 5.40it/s]
185/499 4.32G 0.008669 0.008349 0.003153 70 640: 82%|########2 | 138/168 [00:26<00:05, 5.40it/s]
185/499 4.32G 0.008669 0.008349 0.003153 70 640: 83%|########2 | 139/168 [00:26<00:05, 5.26it/s]
185/499 4.32G 0.008668 0.008335 0.003142 59 640: 83%|########2 | 139/168 [00:26<00:05, 5.26it/s]
185/499 4.32G 0.008668 0.008335 0.003142 59 640: 83%|########3 | 140/168 [00:26<00:05, 5.28it/s]
185/499 4.32G 0.008677 0.008343 0.003136 76 640: 83%|########3 | 140/168 [00:26<00:05, 5.28it/s]
185/499 4.32G 0.008677 0.008343 0.003136 76 640: 84%|########3 | 141/168 [00:26<00:05, 5.36it/s]
185/499 4.32G 0.008671 0.008347 0.003127 72 640: 84%|########3 | 141/168 [00:26<00:05, 5.36it/s]
185/499 4.32G 0.008671 0.008347 0.003127 72 640: 85%|########4 | 142/168 [00:26<00:04, 5.23it/s]
185/499 4.32G 0.008678 0.008344 0.003159 70 640: 85%|########4 | 142/168 [00:26<00:04, 5.23it/s]
185/499 4.32G 0.008678 0.008344 0.003159 70 640: 85%|########5 | 143/168 [00:26<00:04, 5.33it/s]
185/499 4.32G 0.008672 0.008352 0.00318 74 640: 85%|########5 | 143/168 [00:27<00:04, 5.33it/s]
185/499 4.32G 0.008672 0.008352 0.00318 74 640: 86%|########5 | 144/168 [00:27<00:04, 5.41it/s]
185/499 4.32G 0.008675 0.008354 0.003192 76 640: 86%|########5 | 144/168 [00:27<00:04, 5.41it/s]
185/499 4.32G 0.008675 0.008354 0.003192 76 640: 86%|########6 | 145/168 [00:27<00:04, 5.26it/s]
185/499 4.32G 0.008673 0.008338 0.003197 66 640: 86%|########6 | 145/168 [00:27<00:04, 5.26it/s]
185/499 4.32G 0.008673 0.008338 0.003197 66 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s]
185/499 4.32G 0.008668 0.008341 0.003189 69 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s]
185/499 4.32G 0.008668 0.008341 0.003189 69 640: 88%|########7 | 147/168 [00:27<00:03, 5.34it/s]
185/499 4.32G 0.008678 0.008341 0.003184 61 640: 88%|########7 | 147/168 [00:27<00:03, 5.34it/s]
185/499 4.32G 0.008678 0.008341 0.003184 61 640: 88%|########8 | 148/168 [00:27<00:03, 5.22it/s]
185/499 4.32G 0.008701 0.008338 0.003207 54 640: 88%|########8 | 148/168 [00:28<00:03, 5.22it/s]
185/499 4.32G 0.008701 0.008338 0.003207 54 640: 89%|########8 | 149/168 [00:28<00:03, 5.32it/s]
185/499 4.32G 0.008709 0.008329 0.003206 63 640: 89%|########8 | 149/168 [00:28<00:03, 5.32it/s]
185/499 4.32G 0.008709 0.008329 0.003206 63 640: 89%|########9 | 150/168 [00:28<00:03, 5.39it/s]
185/499 4.32G 0.008717 0.008336 0.003211 89 640: 89%|########9 | 150/168 [00:28<00:03, 5.39it/s]
185/499 4.32G 0.008717 0.008336 0.003211 89 640: 90%|########9 | 151/168 [00:28<00:03, 5.27it/s]
185/499 4.32G 0.008716 0.008329 0.003225 62 640: 90%|########9 | 151/168 [00:28<00:03, 5.27it/s]
185/499 4.32G 0.008716 0.008329 0.003225 62 640: 90%|######### | 152/168 [00:28<00:02, 5.36it/s]
185/499 4.32G 0.008714 0.008337 0.003242 78 640: 90%|######### | 152/168 [00:28<00:02, 5.36it/s]
185/499 4.32G 0.008714 0.008337 0.003242 78 640: 91%|#########1| 153/168 [00:28<00:02, 5.42it/s]
185/499 4.32G 0.008717 0.008348 0.003233 82 640: 91%|#########1| 153/168 [00:29<00:02, 5.42it/s]
185/499 4.32G 0.008717 0.008348 0.003233 82 640: 92%|#########1| 154/168 [00:29<00:02, 5.25it/s]
185/499 4.32G 0.008707 0.008334 0.003228 63 640: 92%|#########1| 154/168 [00:29<00:02, 5.25it/s]
185/499 4.32G 0.008707 0.008334 0.003228 63 640: 92%|#########2| 155/168 [00:29<00:02, 5.33it/s]
185/499 4.32G 0.0087 0.008313 0.003221 57 640: 92%|#########2| 155/168 [00:29<00:02, 5.33it/s]
185/499 4.32G 0.0087 0.008313 0.003221 57 640: 93%|#########2| 156/168 [00:29<00:02, 5.39it/s]
185/499 4.32G 0.008689 0.008319 0.003217 68 640: 93%|#########2| 156/168 [00:29<00:02, 5.39it/s]
185/499 4.32G 0.008689 0.008319 0.003217 68 640: 93%|#########3| 157/168 [00:29<00:02, 5.25it/s]
185/499 4.32G 0.00869 0.008321 0.003212 74 640: 93%|#########3| 157/168 [00:29<00:02, 5.25it/s]
185/499 4.32G 0.00869 0.008321 0.003212 74 640: 94%|#########4| 158/168 [00:29<00:01, 5.34it/s]
185/499 4.32G 0.008686 0.008322 0.003201 72 640: 94%|#########4| 158/168 [00:29<00:01, 5.34it/s]
185/499 4.32G 0.008686 0.008322 0.003201 72 640: 95%|#########4| 159/168 [00:29<00:01, 5.38it/s]
185/499 4.32G 0.008676 0.008329 0.003204 75 640: 95%|#########4| 159/168 [00:30<00:01, 5.38it/s]
185/499 4.32G 0.008676 0.008329 0.003204 75 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s]
185/499 4.32G 0.008674 0.008322 0.003216 72 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s]
185/499 4.32G 0.008674 0.008322 0.003216 72 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s]
185/499 4.32G 0.008687 0.008324 0.003229 63 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s]
185/499 4.32G 0.008687 0.008324 0.003229 63 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s]
185/499 4.32G 0.008687 0.008329 0.003218 69 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s]
185/499 4.32G 0.008687 0.008329 0.003218 69 640: 97%|#########7| 163/168 [00:30<00:00, 5.23it/s]
185/499 4.32G 0.008695 0.008339 0.003229 89 640: 97%|#########7| 163/168 [00:30<00:00, 5.23it/s]
185/499 4.32G 0.008695 0.008339 0.003229 89 640: 98%|#########7| 164/168 [00:30<00:00, 5.30it/s]
185/499 4.32G 0.008691 0.008338 0.003244 61 640: 98%|#########7| 164/168 [00:31<00:00, 5.30it/s]
185/499 4.32G 0.008691 0.008338 0.003244 61 640: 98%|#########8| 165/168 [00:31<00:00, 5.37it/s]
185/499 4.32G 0.008715 0.008325 0.003249 48 640: 98%|#########8| 165/168 [00:31<00:00, 5.37it/s]
185/499 4.32G 0.008715 0.008325 0.003249 48 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s]
185/499 4.32G 0.008722 0.008328 0.003263 81 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s]
185/499 4.32G 0.008722 0.008328 0.003263 81 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s]
185/499 4.32G 0.008738 0.00833 0.003269 40 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s]
185/499 4.32G 0.008738 0.00833 0.003269 40 640: 100%|##########| 168/168 [00:31<00:00, 5.48it/s]
185/499 4.32G 0.008738 0.00833 0.003269 40 640: 100%|##########| 168/168 [00:31<00:00, 5.31it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s]
all 132 263 0.814 0.871 0.889 0.781
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
186/499 4.32G 0.007839 0.009846 0.002198 76 640: 0%| | 0/168 [00:00<?, ?it/s]
186/499 4.32G 0.007839 0.009846 0.002198 76 640: 1%| | 1/168 [00:00<00:33, 4.95it/s]
186/499 4.32G 0.008547 0.008427 0.002483 67 640: 1%| | 1/168 [00:00<00:33, 4.95it/s]
186/499 4.32G 0.008547 0.008427 0.002483 67 640: 1%|1 | 2/168 [00:00<00:31, 5.25it/s]
186/499 4.32G 0.009283 0.008033 0.003121 57 640: 1%|1 | 2/168 [00:00<00:31, 5.25it/s]
186/499 4.32G 0.009283 0.008033 0.003121 57 640: 2%|1 | 3/168 [00:00<00:30, 5.36it/s]
186/499 4.32G 0.009328 0.008287 0.00411 59 640: 2%|1 | 3/168 [00:00<00:30, 5.36it/s]
186/499 4.32G 0.009328 0.008287 0.00411 59 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s]
186/499 4.32G 0.009523 0.008242 0.004234 70 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s]
186/499 4.32G 0.009523 0.008242 0.004234 70 640: 3%|2 | 5/168 [00:00<00:30, 5.29it/s]
186/499 4.32G 0.009339 0.008577 0.004371 81 640: 3%|2 | 5/168 [00:01<00:30, 5.29it/s]
186/499 4.32G 0.009339 0.008577 0.004371 81 640: 4%|3 | 6/168 [00:01<00:30, 5.37it/s]
186/499 4.32G 0.009214 0.008585 0.004216 78 640: 4%|3 | 6/168 [00:01<00:30, 5.37it/s]
186/499 4.32G 0.009214 0.008585 0.004216 78 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s]
186/499 4.32G 0.009186 0.008578 0.004105 82 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s]
186/499 4.32G 0.009186 0.008578 0.004105 82 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s]
186/499 4.32G 0.009161 0.008449 0.004034 59 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s]
186/499 4.32G 0.009161 0.008449 0.004034 59 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s]
186/499 4.32G 0.00928 0.008436 0.003714 77 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s]
186/499 4.32G 0.00928 0.008436 0.003714 77 640: 6%|5 | 10/168 [00:01<00:30, 5.25it/s]
186/499 4.32G 0.009194 0.008432 0.003473 56 640: 6%|5 | 10/168 [00:02<00:30, 5.25it/s]
186/499 4.32G 0.009194 0.008432 0.003473 56 640: 7%|6 | 11/168 [00:02<00:29, 5.33it/s]
186/499 4.32G 0.009084 0.008225 0.003417 62 640: 7%|6 | 11/168 [00:02<00:29, 5.33it/s]
186/499 4.32G 0.009084 0.008225 0.003417 62 640: 7%|7 | 12/168 [00:02<00:28, 5.39it/s]
186/499 4.32G 0.008957 0.008293 0.003389 68 640: 7%|7 | 12/168 [00:02<00:28, 5.39it/s]
186/499 4.32G 0.008957 0.008293 0.003389 68 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s]
186/499 4.32G 0.008862 0.008111 0.003451 60 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s]
186/499 4.32G 0.008862 0.008111 0.003451 60 640: 8%|8 | 14/168 [00:02<00:29, 5.29it/s]
186/499 4.32G 0.008852 0.008218 0.003507 83 640: 8%|8 | 14/168 [00:02<00:29, 5.29it/s]
186/499 4.32G 0.008852 0.008218 0.003507 83 640: 9%|8 | 15/168 [00:02<00:28, 5.38it/s]
186/499 4.32G 0.008809 0.00817 0.003446 65 640: 9%|8 | 15/168 [00:03<00:28, 5.38it/s]
186/499 4.32G 0.008809 0.00817 0.003446 65 640: 10%|9 | 16/168 [00:03<00:28, 5.26it/s]
186/499 4.32G 0.0087 0.008069 0.003376 56 640: 10%|9 | 16/168 [00:03<00:28, 5.26it/s]
186/499 4.32G 0.0087 0.008069 0.003376 56 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s]
186/499 4.32G 0.008682 0.008139 0.003251 62 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s]
186/499 4.32G 0.008682 0.008139 0.003251 62 640: 11%|# | 18/168 [00:03<00:27, 5.39it/s]
186/499 4.32G 0.008634 0.008063 0.003177 65 640: 11%|# | 18/168 [00:03<00:27, 5.39it/s]
186/499 4.32G 0.008634 0.008063 0.003177 65 640: 11%|#1 | 19/168 [00:03<00:28, 5.25it/s]
186/499 4.32G 0.008594 0.008109 0.003301 71 640: 11%|#1 | 19/168 [00:03<00:28, 5.25it/s]
186/499 4.32G 0.008594 0.008109 0.003301 71 640: 12%|#1 | 20/168 [00:03<00:27, 5.34it/s]
186/499 4.32G 0.00855 0.008119 0.003353 62 640: 12%|#1 | 20/168 [00:03<00:27, 5.34it/s]
186/499 4.32G 0.00855 0.008119 0.003353 62 640: 12%|#2 | 21/168 [00:03<00:27, 5.40it/s]
186/499 4.32G 0.008548 0.008105 0.00345 76 640: 12%|#2 | 21/168 [00:04<00:27, 5.40it/s]
186/499 4.32G 0.008548 0.008105 0.00345 76 640: 13%|#3 | 22/168 [00:04<00:27, 5.24it/s]
186/499 4.32G 0.008556 0.00807 0.003446 59 640: 13%|#3 | 22/168 [00:04<00:27, 5.24it/s]
186/499 4.32G 0.008556 0.00807 0.003446 59 640: 14%|#3 | 23/168 [00:04<00:27, 5.33it/s]
186/499 4.32G 0.008538 0.008093 0.003463 80 640: 14%|#3 | 23/168 [00:04<00:27, 5.33it/s]
186/499 4.32G 0.008538 0.008093 0.003463 80 640: 14%|#4 | 24/168 [00:04<00:26, 5.40it/s]
186/499 4.32G 0.008513 0.008086 0.003421 80 640: 14%|#4 | 24/168 [00:04<00:26, 5.40it/s]
186/499 4.32G 0.008513 0.008086 0.003421 80 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s]
186/499 4.32G 0.008544 0.008172 0.003464 75 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s]
186/499 4.32G 0.008544 0.008172 0.003464 75 640: 15%|#5 | 26/168 [00:04<00:26, 5.30it/s]
186/499 4.32G 0.008515 0.008122 0.003459 63 640: 15%|#5 | 26/168 [00:05<00:26, 5.30it/s]
186/499 4.32G 0.008515 0.008122 0.003459 63 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s]
186/499 4.32G 0.008546 0.008151 0.003417 76 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s]
186/499 4.32G 0.008546 0.008151 0.003417 76 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s]
186/499 4.32G 0.008543 0.008116 0.00332 49 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s]
186/499 4.32G 0.008543 0.008116 0.00332 49 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s]
186/499 4.32G 0.008569 0.008177 0.003257 79 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s]
186/499 4.32G 0.008569 0.008177 0.003257 79 640: 18%|#7 | 30/168 [00:05<00:26, 5.27it/s]
186/499 4.32G 0.008547 0.008171 0.003221 76 640: 18%|#7 | 30/168 [00:05<00:26, 5.27it/s]
186/499 4.32G 0.008547 0.008171 0.003221 76 640: 18%|#8 | 31/168 [00:05<00:26, 5.14it/s]
186/499 4.32G 0.008566 0.008272 0.003205 78 640: 18%|#8 | 31/168 [00:06<00:26, 5.14it/s]
186/499 4.32G 0.008566 0.008272 0.003205 78 640: 19%|#9 | 32/168 [00:06<00:26, 5.22it/s]
186/499 4.32G 0.008548 0.008286 0.003223 65 640: 19%|#9 | 32/168 [00:06<00:26, 5.22it/s]
186/499 4.32G 0.008548 0.008286 0.003223 65 640: 20%|#9 | 33/168 [00:06<00:25, 5.30it/s]
186/499 4.32G 0.008562 0.008339 0.003237 73 640: 20%|#9 | 33/168 [00:06<00:25, 5.30it/s]
186/499 4.32G 0.008562 0.008339 0.003237 73 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s]
186/499 4.32G 0.008543 0.008337 0.003258 74 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s]
186/499 4.32G 0.008543 0.008337 0.003258 74 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s]
186/499 4.32G 0.008503 0.008338 0.003261 73 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s]
186/499 4.32G 0.008503 0.008338 0.003261 73 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s]
186/499 4.32G 0.008511 0.008346 0.003279 82 640: 21%|##1 | 36/168 [00:07<00:24, 5.33it/s]
186/499 4.32G 0.008511 0.008346 0.003279 82 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s]
186/499 4.32G 0.008507 0.008324 0.003225 61 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s]
186/499 4.32G 0.008507 0.008324 0.003225 61 640: 23%|##2 | 38/168 [00:07<00:24, 5.22it/s]
186/499 4.32G 0.008528 0.008318 0.003238 74 640: 23%|##2 | 38/168 [00:07<00:24, 5.22it/s]
186/499 4.32G 0.008528 0.008318 0.003238 74 640: 23%|##3 | 39/168 [00:07<00:24, 5.30it/s]
186/499 4.32G 0.008517 0.008343 0.003241 75 640: 23%|##3 | 39/168 [00:07<00:24, 5.30it/s]
186/499 4.32G 0.008517 0.008343 0.003241 75 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s]
186/499 4.32G 0.008539 0.008336 0.003265 61 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s]
186/499 4.32G 0.008539 0.008336 0.003265 61 640: 24%|##4 | 41/168 [00:07<00:24, 5.27it/s]
186/499 4.32G 0.008546 0.008356 0.00326 86 640: 24%|##4 | 41/168 [00:07<00:24, 5.27it/s]
186/499 4.32G 0.008546 0.008356 0.00326 86 640: 25%|##5 | 42/168 [00:07<00:23, 5.34it/s]
186/499 4.32G 0.008516 0.008311 0.003259 62 640: 25%|##5 | 42/168 [00:08<00:23, 5.34it/s]
186/499 4.32G 0.008516 0.008311 0.003259 62 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s]
186/499 4.32G 0.008538 0.008368 0.003227 73 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s]
186/499 4.32G 0.008538 0.008368 0.003227 73 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s]
186/499 4.32G 0.008542 0.008368 0.003178 67 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s]
186/499 4.32G 0.008542 0.008368 0.003178 67 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s]
186/499 4.32G 0.008517 0.008342 0.003162 71 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s]
186/499 4.32G 0.008517 0.008342 0.003162 71 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s]
186/499 4.32G 0.008501 0.008367 0.003153 79 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s]
186/499 4.32G 0.008501 0.008367 0.003153 79 640: 28%|##7 | 47/168 [00:08<00:23, 5.26it/s]
186/499 4.32G 0.008476 0.008381 0.003194 88 640: 28%|##7 | 47/168 [00:09<00:23, 5.26it/s]
186/499 4.32G 0.008476 0.008381 0.003194 88 640: 29%|##8 | 48/168 [00:09<00:22, 5.24it/s]
186/499 4.32G 0.00858 0.00838 0.003334 58 640: 29%|##8 | 48/168 [00:09<00:22, 5.24it/s]
186/499 4.32G 0.00858 0.00838 0.003334 58 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s]
186/499 4.32G 0.008568 0.008378 0.0033 70 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s]
186/499 4.32G 0.008568 0.008378 0.0033 70 640: 30%|##9 | 50/168 [00:09<00:22, 5.25it/s]
186/499 4.32G 0.008551 0.008432 0.003288 88 640: 30%|##9 | 50/168 [00:09<00:22, 5.25it/s]
186/499 4.32G 0.008551 0.008432 0.003288 88 640: 30%|### | 51/168 [00:09<00:22, 5.31it/s]
186/499 4.32G 0.008568 0.008482 0.003279 74 640: 30%|### | 51/168 [00:09<00:22, 5.31it/s]
186/499 4.32G 0.008568 0.008482 0.003279 74 640: 31%|### | 52/168 [00:09<00:22, 5.19it/s]
186/499 4.32G 0.008539 0.008445 0.003282 58 640: 31%|### | 52/168 [00:10<00:22, 5.19it/s]
186/499 4.32G 0.008539 0.008445 0.003282 58 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s]
186/499 4.32G 0.008533 0.008417 0.003295 56 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s]
186/499 4.32G 0.008533 0.008417 0.003295 56 640: 32%|###2 | 54/168 [00:10<00:21, 5.37it/s]
186/499 4.32G 0.008506 0.008376 0.003278 59 640: 32%|###2 | 54/168 [00:10<00:21, 5.37it/s]
186/499 4.32G 0.008506 0.008376 0.003278 59 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
186/499 4.32G 0.008493 0.008394 0.003262 76 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
186/499 4.32G 0.008493 0.008394 0.003262 76 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s]
186/499 4.32G 0.008487 0.00839 0.003247 60 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s]
186/499 4.32G 0.008487 0.00839 0.003247 60 640: 34%|###3 | 57/168 [00:10<00:20, 5.37it/s]
186/499 4.32G 0.008462 0.008419 0.003209 80 640: 34%|###3 | 57/168 [00:11<00:20, 5.37it/s]
186/499 4.32G 0.008462 0.008419 0.003209 80 640: 35%|###4 | 58/168 [00:11<00:21, 5.16it/s]
186/499 4.32G 0.00848 0.008422 0.003224 64 640: 35%|###4 | 58/168 [00:11<00:21, 5.16it/s]
186/499 4.32G 0.00848 0.008422 0.003224 64 640: 35%|###5 | 59/168 [00:11<00:20, 5.25it/s]
186/499 4.32G 0.008473 0.008426 0.003222 73 640: 35%|###5 | 59/168 [00:11<00:20, 5.25it/s]
186/499 4.32G 0.008473 0.008426 0.003222 73 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s]
186/499 4.32G 0.008476 0.008401 0.003197 64 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s]
186/499 4.32G 0.008476 0.008401 0.003197 64 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
186/499 4.32G 0.008481 0.008446 0.003179 81 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
186/499 4.32G 0.008481 0.008446 0.003179 81 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s]
186/499 4.32G 0.008471 0.008419 0.00321 71 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s]
186/499 4.32G 0.008471 0.008419 0.00321 71 640: 38%|###7 | 63/168 [00:11<00:19, 5.33it/s]
186/499 4.32G 0.008467 0.00842 0.003195 69 640: 38%|###7 | 63/168 [00:12<00:19, 5.33it/s]
186/499 4.32G 0.008467 0.00842 0.003195 69 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s]
186/499 4.32G 0.008438 0.008376 0.003215 58 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s]
186/499 4.32G 0.008438 0.008376 0.003215 58 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
186/499 4.32G 0.008421 0.00835 0.003234 70 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
186/499 4.32G 0.008421 0.00835 0.003234 70 640: 39%|###9 | 66/168 [00:12<00:19, 5.33it/s]
186/499 4.32G 0.008425 0.008322 0.003251 61 640: 39%|###9 | 66/168 [00:12<00:19, 5.33it/s]
186/499 4.32G 0.008425 0.008322 0.003251 61 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s]
186/499 4.32G 0.008408 0.008279 0.003251 53 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s]
186/499 4.32G 0.008408 0.008279 0.003251 53 640: 40%|#### | 68/168 [00:12<00:19, 5.26it/s]
186/499 4.32G 0.008407 0.008239 0.003244 59 640: 40%|#### | 68/168 [00:13<00:19, 5.26it/s]
186/499 4.32G 0.008407 0.008239 0.003244 59 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
186/499 4.32G 0.008394 0.008218 0.003226 63 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
186/499 4.32G 0.008394 0.008218 0.003226 63 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s]
186/499 4.32G 0.008395 0.008252 0.003196 72 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s]
186/499 4.32G 0.008395 0.008252 0.003196 72 640: 42%|####2 | 71/168 [00:13<00:18, 5.24it/s]
186/499 4.32G 0.008392 0.008235 0.003198 69 640: 42%|####2 | 71/168 [00:13<00:18, 5.24it/s]
186/499 4.32G 0.008392 0.008235 0.003198 69 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s]
186/499 4.32G 0.00839 0.00826 0.003191 85 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s]
186/499 4.32G 0.00839 0.00826 0.003191 85 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s]
186/499 4.32G 0.008393 0.008277 0.003179 73 640: 43%|####3 | 73/168 [00:14<00:18, 5.21it/s]
186/499 4.32G 0.008393 0.008277 0.003179 73 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s]
186/499 4.32G 0.008417 0.008331 0.00316 79 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s]
186/499 4.32G 0.008417 0.008331 0.00316 79 640: 45%|####4 | 75/168 [00:14<00:17, 5.29it/s]
186/499 4.32G 0.008406 0.008297 0.003142 64 640: 45%|####4 | 75/168 [00:14<00:17, 5.29it/s]
186/499 4.32G 0.008406 0.008297 0.003142 64 640: 45%|####5 | 76/168 [00:14<00:17, 5.15it/s]
186/499 4.32G 0.00841 0.008296 0.003109 66 640: 45%|####5 | 76/168 [00:14<00:17, 5.15it/s]
186/499 4.32G 0.00841 0.008296 0.003109 66 640: 46%|####5 | 77/168 [00:14<00:17, 5.24it/s]
186/499 4.32G 0.008391 0.008279 0.003119 71 640: 46%|####5 | 77/168 [00:14<00:17, 5.24it/s]
186/499 4.32G 0.008391 0.008279 0.003119 71 640: 46%|####6 | 78/168 [00:14<00:16, 5.31it/s]
186/499 4.32G 0.008376 0.008261 0.003122 57 640: 46%|####6 | 78/168 [00:15<00:16, 5.31it/s]
186/499 4.32G 0.008376 0.008261 0.003122 57 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s]
186/499 4.32G 0.008401 0.008253 0.003121 63 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s]
186/499 4.32G 0.008401 0.008253 0.003121 63 640: 48%|####7 | 80/168 [00:15<00:16, 5.26it/s]
186/499 4.32G 0.008397 0.008224 0.003143 51 640: 48%|####7 | 80/168 [00:15<00:16, 5.26it/s]
186/499 4.32G 0.008397 0.008224 0.003143 51 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s]
186/499 4.32G 0.008388 0.008213 0.003168 58 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s]
186/499 4.32G 0.008388 0.008213 0.003168 58 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s]
186/499 4.32G 0.008393 0.008202 0.003155 58 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s]
186/499 4.32G 0.008393 0.008202 0.003155 58 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s]
186/499 4.32G 0.008408 0.008199 0.003194 67 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s]
186/499 4.32G 0.008408 0.008199 0.003194 67 640: 50%|##### | 84/168 [00:15<00:15, 5.35it/s]
186/499 4.32G 0.008443 0.008193 0.003188 60 640: 50%|##### | 84/168 [00:16<00:15, 5.35it/s]
186/499 4.32G 0.008443 0.008193 0.003188 60 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s]
186/499 4.32G 0.008449 0.008192 0.003176 65 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s]
186/499 4.32G 0.008449 0.008192 0.003176 65 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s]
186/499 4.32G 0.008464 0.008225 0.003183 79 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s]
186/499 4.32G 0.008464 0.008225 0.003183 79 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s]
186/499 4.32G 0.008457 0.008225 0.003182 74 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s]
186/499 4.32G 0.008457 0.008225 0.003182 74 640: 52%|#####2 | 88/168 [00:16<00:15, 5.22it/s]
186/499 4.32G 0.008456 0.008204 0.003181 58 640: 52%|#####2 | 88/168 [00:16<00:15, 5.22it/s]
186/499 4.32G 0.008456 0.008204 0.003181 58 640: 53%|#####2 | 89/168 [00:16<00:14, 5.31it/s]
186/499 4.32G 0.008453 0.008216 0.003171 82 640: 53%|#####2 | 89/168 [00:17<00:14, 5.31it/s]
186/499 4.32G 0.008453 0.008216 0.003171 82 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s]
186/499 4.32G 0.008432 0.008193 0.003175 73 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s]
186/499 4.32G 0.008432 0.008193 0.003175 73 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
186/499 4.32G 0.008431 0.008193 0.003165 68 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
186/499 4.32G 0.008431 0.008193 0.003165 68 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s]
186/499 4.32G 0.008433 0.008184 0.003154 56 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s]
186/499 4.32G 0.008433 0.008184 0.003154 56 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s]
186/499 4.32G 0.008428 0.008196 0.003151 82 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s]
186/499 4.32G 0.008428 0.008196 0.003151 82 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
186/499 4.32G 0.008418 0.00818 0.003146 61 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s]
186/499 4.32G 0.008418 0.00818 0.003146 61 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
186/499 4.32G 0.008426 0.008182 0.003152 76 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
186/499 4.32G 0.008426 0.008182 0.003152 76 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s]
186/499 4.32G 0.00842 0.008164 0.0032 53 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s]
186/499 4.32G 0.00842 0.008164 0.0032 53 640: 58%|#####7 | 97/168 [00:18<00:13, 5.12it/s]
186/499 4.32G 0.008426 0.008151 0.003205 62 640: 58%|#####7 | 97/168 [00:18<00:13, 5.12it/s]
186/499 4.32G 0.008426 0.008151 0.003205 62 640: 58%|#####8 | 98/168 [00:18<00:13, 5.24it/s]
186/499 4.32G 0.008437 0.008152 0.003189 62 640: 58%|#####8 | 98/168 [00:18<00:13, 5.24it/s]
186/499 4.32G 0.008437 0.008152 0.003189 62 640: 59%|#####8 | 99/168 [00:18<00:13, 5.29it/s]
186/499 4.32G 0.008439 0.008155 0.003165 73 640: 59%|#####8 | 99/168 [00:18<00:13, 5.29it/s]
186/499 4.32G 0.008439 0.008155 0.003165 73 640: 60%|#####9 | 100/168 [00:18<00:13, 5.18it/s]
186/499 4.32G 0.008441 0.008155 0.003139 56 640: 60%|#####9 | 100/168 [00:19<00:13, 5.18it/s]
186/499 4.32G 0.008441 0.008155 0.003139 56 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
186/499 4.32G 0.00844 0.008166 0.003126 73 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
186/499 4.32G 0.00844 0.008166 0.003126 73 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s]
186/499 4.32G 0.008435 0.008159 0.003121 60 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s]
186/499 4.32G 0.008435 0.008159 0.003121 60 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
186/499 4.32G 0.008446 0.008152 0.003092 63 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
186/499 4.32G 0.008446 0.008152 0.003092 63 640: 62%|######1 | 104/168 [00:19<00:12, 5.33it/s]
186/499 4.32G 0.008458 0.008154 0.003094 72 640: 62%|######1 | 104/168 [00:19<00:12, 5.33it/s]
186/499 4.32G 0.008458 0.008154 0.003094 72 640: 62%|######2 | 105/168 [00:19<00:11, 5.39it/s]
186/499 4.32G 0.008445 0.008159 0.003098 87 640: 62%|######2 | 105/168 [00:20<00:11, 5.39it/s]
186/499 4.32G 0.008445 0.008159 0.003098 87 640: 63%|######3 | 106/168 [00:20<00:11, 5.23it/s]
186/499 4.32G 0.008445 0.008138 0.003111 53 640: 63%|######3 | 106/168 [00:20<00:11, 5.23it/s]
186/499 4.32G 0.008445 0.008138 0.003111 53 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s]
186/499 4.32G 0.008447 0.008126 0.003099 76 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s]
186/499 4.32G 0.008447 0.008126 0.003099 76 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s]
186/499 4.32G 0.008445 0.008121 0.003104 71 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s]
186/499 4.32G 0.008445 0.008121 0.003104 71 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s]
186/499 4.32G 0.008439 0.008112 0.003114 76 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s]
186/499 4.32G 0.008439 0.008112 0.003114 76 640: 65%|######5 | 110/168 [00:20<00:10, 5.29it/s]
186/499 4.32G 0.008431 0.008108 0.003106 54 640: 65%|######5 | 110/168 [00:21<00:10, 5.29it/s]
186/499 4.32G 0.008431 0.008108 0.003106 54 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s]
186/499 4.32G 0.008428 0.008117 0.003123 87 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s]
186/499 4.32G 0.008428 0.008117 0.003123 87 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
186/499 4.32G 0.008441 0.008122 0.003127 73 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
186/499 4.32G 0.008441 0.008122 0.003127 73 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s]
186/499 4.32G 0.008446 0.00814 0.003152 71 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s]
186/499 4.32G 0.008446 0.00814 0.003152 71 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s]
186/499 4.32G 0.008444 0.008122 0.00315 48 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s]
186/499 4.32G 0.008444 0.008122 0.00315 48 640: 68%|######8 | 115/168 [00:21<00:10, 5.23it/s]
186/499 4.32G 0.008452 0.008126 0.003136 72 640: 68%|######8 | 115/168 [00:22<00:10, 5.23it/s]
186/499 4.32G 0.008452 0.008126 0.003136 72 640: 69%|######9 | 116/168 [00:22<00:09, 5.31it/s]
186/499 4.32G 0.008466 0.008121 0.00314 63 640: 69%|######9 | 116/168 [00:22<00:09, 5.31it/s]
186/499 4.32G 0.008466 0.008121 0.00314 63 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s]
186/499 4.32G 0.008464 0.008121 0.003123 73 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s]
186/499 4.32G 0.008464 0.008121 0.003123 73 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s]
186/499 4.32G 0.008458 0.008116 0.003098 66 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s]
186/499 4.32G 0.008458 0.008116 0.003098 66 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s]
186/499 4.32G 0.008451 0.008121 0.003098 81 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s]
186/499 4.32G 0.008451 0.008121 0.003098 81 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s]
186/499 4.32G 0.008445 0.008114 0.003112 63 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s]
186/499 4.32G 0.008445 0.008114 0.003112 63 640: 72%|#######2 | 121/168 [00:22<00:09, 5.20it/s]
186/499 4.32G 0.00845 0.00811 0.003119 59 640: 72%|#######2 | 121/168 [00:23<00:09, 5.20it/s]
186/499 4.32G 0.00845 0.00811 0.003119 59 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s]
186/499 4.32G 0.008461 0.008133 0.003113 74 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s]
186/499 4.32G 0.008461 0.008133 0.003113 74 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s]
186/499 4.32G 0.008471 0.008152 0.003122 86 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s]
186/499 4.32G 0.008471 0.008152 0.003122 86 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
186/499 4.32G 0.008478 0.008155 0.003107 65 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
186/499 4.32G 0.008478 0.008155 0.003107 65 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s]
186/499 4.32G 0.00848 0.008144 0.00312 56 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s]
186/499 4.32G 0.00848 0.008144 0.00312 56 640: 75%|#######5 | 126/168 [00:23<00:07, 5.29it/s]
186/499 4.32G 0.008479 0.00814 0.003133 72 640: 75%|#######5 | 126/168 [00:24<00:07, 5.29it/s]
186/499 4.32G 0.008479 0.00814 0.003133 72 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
186/499 4.32G 0.008469 0.008146 0.003139 88 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
186/499 4.32G 0.008469 0.008146 0.003139 88 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s]
186/499 4.32G 0.008471 0.008138 0.003149 57 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s]
186/499 4.32G 0.008471 0.008138 0.003149 57 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s]
186/499 4.32G 0.008476 0.008131 0.003155 68 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s]
186/499 4.32G 0.008476 0.008131 0.003155 68 640: 77%|#######7 | 130/168 [00:24<00:07, 5.19it/s]
186/499 4.32G 0.008485 0.008139 0.00315 76 640: 77%|#######7 | 130/168 [00:24<00:07, 5.19it/s]
186/499 4.32G 0.008485 0.008139 0.00315 76 640: 78%|#######7 | 131/168 [00:24<00:07, 5.26it/s]
186/499 4.32G 0.008492 0.008152 0.003161 68 640: 78%|#######7 | 131/168 [00:25<00:07, 5.26it/s]
186/499 4.32G 0.008492 0.008152 0.003161 68 640: 79%|#######8 | 132/168 [00:25<00:06, 5.34it/s]
186/499 4.32G 0.0085 0.008148 0.003153 65 640: 79%|#######8 | 132/168 [00:25<00:06, 5.34it/s]
186/499 4.32G 0.0085 0.008148 0.003153 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s]
186/499 4.32G 0.008505 0.008149 0.003172 71 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s]
186/499 4.32G 0.008505 0.008149 0.003172 71 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s]
186/499 4.32G 0.008513 0.008156 0.003187 75 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s]
186/499 4.32G 0.008513 0.008156 0.003187 75 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s]
186/499 4.32G 0.008523 0.008152 0.003231 59 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s]
186/499 4.32G 0.008523 0.008152 0.003231 59 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s]
186/499 4.32G 0.008522 0.008162 0.00322 73 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s]
186/499 4.32G 0.008522 0.008162 0.00322 73 640: 82%|########1 | 137/168 [00:25<00:05, 5.26it/s]
186/499 4.32G 0.008526 0.008175 0.003213 75 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s]
186/499 4.32G 0.008526 0.008175 0.003213 75 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s]
186/499 4.32G 0.008519 0.00816 0.003191 45 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s]
186/499 4.32G 0.008519 0.00816 0.003191 45 640: 83%|########2 | 139/168 [00:26<00:05, 5.20it/s]
186/499 4.32G 0.008523 0.008153 0.0032 55 640: 83%|########2 | 139/168 [00:26<00:05, 5.20it/s]
186/499 4.32G 0.008523 0.008153 0.0032 55 640: 83%|########3 | 140/168 [00:26<00:05, 5.27it/s]
186/499 4.32G 0.008516 0.008146 0.003185 62 640: 83%|########3 | 140/168 [00:26<00:05, 5.27it/s]
186/499 4.32G 0.008516 0.008146 0.003185 62 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s]
186/499 4.32G 0.008512 0.008124 0.00317 51 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s]
186/499 4.32G 0.008512 0.008124 0.00317 51 640: 85%|########4 | 142/168 [00:26<00:04, 5.21it/s]
186/499 4.32G 0.008514 0.008125 0.003166 68 640: 85%|########4 | 142/168 [00:27<00:04, 5.21it/s]
186/499 4.32G 0.008514 0.008125 0.003166 68 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s]
186/499 4.32G 0.008519 0.008118 0.003161 56 640: 85%|########5 | 143/168 [00:27<00:04, 5.29it/s]
186/499 4.32G 0.008519 0.008118 0.003161 56 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s]
186/499 4.32G 0.008528 0.008135 0.00317 83 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s]
186/499 4.32G 0.008528 0.008135 0.00317 83 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s]
186/499 4.32G 0.008531 0.008143 0.003155 63 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s]
186/499 4.32G 0.008531 0.008143 0.003155 63 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s]
186/499 4.32G 0.008538 0.008149 0.00315 69 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s]
186/499 4.32G 0.008538 0.008149 0.00315 69 640: 88%|########7 | 147/168 [00:27<00:03, 5.28it/s]
186/499 4.32G 0.008541 0.008142 0.003138 57 640: 88%|########7 | 147/168 [00:28<00:03, 5.28it/s]
186/499 4.32G 0.008541 0.008142 0.003138 57 640: 88%|########8 | 148/168 [00:28<00:03, 5.15it/s]
186/499 4.32G 0.008534 0.008139 0.003154 78 640: 88%|########8 | 148/168 [00:28<00:03, 5.15it/s]
186/499 4.32G 0.008534 0.008139 0.003154 78 640: 89%|########8 | 149/168 [00:28<00:03, 5.21it/s]
186/499 4.32G 0.008557 0.008146 0.003178 63 640: 89%|########8 | 149/168 [00:28<00:03, 5.21it/s]
186/499 4.32G 0.008557 0.008146 0.003178 63 640: 89%|########9 | 150/168 [00:28<00:03, 5.29it/s]
186/499 4.32G 0.008567 0.00815 0.003224 63 640: 89%|########9 | 150/168 [00:28<00:03, 5.29it/s]
186/499 4.32G 0.008567 0.00815 0.003224 63 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s]
186/499 4.32G 0.00858 0.00817 0.00321 78 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s]
186/499 4.32G 0.00858 0.00817 0.00321 78 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s]
186/499 4.32G 0.00858 0.008165 0.003221 67 640: 90%|######### | 152/168 [00:29<00:03, 5.30it/s]
186/499 4.32G 0.00858 0.008165 0.003221 67 640: 91%|#########1| 153/168 [00:29<00:02, 5.31it/s]
186/499 4.32G 0.008588 0.008162 0.003215 60 640: 91%|#########1| 153/168 [00:29<00:02, 5.31it/s]
186/499 4.32G 0.008588 0.008162 0.003215 60 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s]
186/499 4.32G 0.008601 0.008176 0.003208 65 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s]
186/499 4.32G 0.008601 0.008176 0.003208 65 640: 92%|#########2| 155/168 [00:29<00:02, 5.29it/s]
186/499 4.32G 0.008591 0.008164 0.0032 62 640: 92%|#########2| 155/168 [00:29<00:02, 5.29it/s]
186/499 4.32G 0.008591 0.008164 0.0032 62 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s]
186/499 4.32G 0.008588 0.008181 0.003205 81 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s]
186/499 4.32G 0.008588 0.008181 0.003205 81 640: 93%|#########3| 157/168 [00:29<00:02, 5.20it/s]
186/499 4.32G 0.008591 0.008182 0.003192 70 640: 93%|#########3| 157/168 [00:29<00:02, 5.20it/s]
186/499 4.32G 0.008591 0.008182 0.003192 70 640: 94%|#########4| 158/168 [00:29<00:01, 5.28it/s]
186/499 4.32G 0.008592 0.008188 0.003199 73 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s]
186/499 4.32G 0.008592 0.008188 0.003199 73 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s]
186/499 4.32G 0.008584 0.008186 0.003201 63 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s]
186/499 4.32G 0.008584 0.008186 0.003201 63 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s]
186/499 4.32G 0.008586 0.008185 0.003202 65 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s]
186/499 4.32G 0.008586 0.008185 0.003202 65 640: 96%|#########5| 161/168 [00:30<00:01, 5.27it/s]
186/499 4.32G 0.008593 0.008196 0.003196 81 640: 96%|#########5| 161/168 [00:30<00:01, 5.27it/s]
186/499 4.32G 0.008593 0.008196 0.003196 81 640: 96%|#########6| 162/168 [00:30<00:01, 5.32it/s]
186/499 4.32G 0.008596 0.008199 0.003188 76 640: 96%|#########6| 162/168 [00:30<00:01, 5.32it/s]
186/499 4.32G 0.008596 0.008199 0.003188 76 640: 97%|#########7| 163/168 [00:30<00:00, 5.19it/s]
186/499 4.32G 0.008604 0.008208 0.003185 72 640: 97%|#########7| 163/168 [00:31<00:00, 5.19it/s]
186/499 4.32G 0.008604 0.008208 0.003185 72 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s]
186/499 4.32G 0.008599 0.008201 0.003182 63 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s]
186/499 4.32G 0.008599 0.008201 0.003182 63 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s]
186/499 4.32G 0.008596 0.008203 0.003192 75 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s]
186/499 4.32G 0.008596 0.008203 0.003192 75 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s]
186/499 4.32G 0.008598 0.008211 0.003188 65 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s]
186/499 4.32G 0.008598 0.008211 0.003188 65 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s]
186/499 4.32G 0.008606 0.008223 0.003174 26 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s]
186/499 4.32G 0.008606 0.008223 0.003174 26 640: 100%|##########| 168/168 [00:31<00:00, 5.38it/s]
186/499 4.32G 0.008606 0.008223 0.003174 26 640: 100%|##########| 168/168 [00:31<00:00, 5.27it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.85it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.88it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.85it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.44it/s]
all 132 263 0.784 0.876 0.865 0.765
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
187/499 4.32G 0.008269 0.007051 0.002433 54 640: 0%| | 0/168 [00:00<?, ?it/s]
187/499 4.32G 0.008269 0.007051 0.002433 54 640: 1%| | 1/168 [00:00<00:33, 4.96it/s]
187/499 4.32G 0.008356 0.006292 0.003909 55 640: 1%| | 1/168 [00:00<00:33, 4.96it/s]
187/499 4.32G 0.008356 0.006292 0.003909 55 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s]
187/499 4.32G 0.009158 0.007389 0.004329 70 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s]
187/499 4.32G 0.009158 0.007389 0.004329 70 640: 2%|1 | 3/168 [00:00<00:30, 5.37it/s]
187/499 4.32G 0.01026 0.007392 0.004545 60 640: 2%|1 | 3/168 [00:00<00:30, 5.37it/s]
187/499 4.32G 0.01026 0.007392 0.004545 60 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s]
187/499 4.32G 0.01003 0.007473 0.00431 73 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s]
187/499 4.32G 0.01003 0.007473 0.00431 73 640: 3%|2 | 5/168 [00:00<00:30, 5.27it/s]
187/499 4.32G 0.009597 0.007168 0.004158 61 640: 3%|2 | 5/168 [00:01<00:30, 5.27it/s]
187/499 4.32G 0.009597 0.007168 0.004158 61 640: 4%|3 | 6/168 [00:01<00:30, 5.34it/s]
187/499 4.32G 0.009449 0.007429 0.003742 83 640: 4%|3 | 6/168 [00:01<00:30, 5.34it/s]
187/499 4.32G 0.009449 0.007429 0.003742 83 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s]
187/499 4.32G 0.009282 0.007514 0.00389 70 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s]
187/499 4.32G 0.009282 0.007514 0.00389 70 640: 5%|4 | 8/168 [00:01<00:30, 5.32it/s]
187/499 4.32G 0.009235 0.007631 0.003715 83 640: 5%|4 | 8/168 [00:01<00:30, 5.32it/s]
187/499 4.32G 0.009235 0.007631 0.003715 83 640: 5%|5 | 9/168 [00:01<00:29, 5.35it/s]
187/499 4.32G 0.009224 0.007753 0.003685 62 640: 5%|5 | 9/168 [00:01<00:29, 5.35it/s]
187/499 4.32G 0.009224 0.007753 0.003685 62 640: 6%|5 | 10/168 [00:01<00:30, 5.19it/s]
187/499 4.32G 0.009263 0.007929 0.003806 85 640: 6%|5 | 10/168 [00:02<00:30, 5.19it/s]
187/499 4.32G 0.009263 0.007929 0.003806 85 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s]
187/499 4.32G 0.009262 0.007979 0.003889 68 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s]
187/499 4.32G 0.009262 0.007979 0.003889 68 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s]
187/499 4.32G 0.009331 0.008102 0.003992 89 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s]
187/499 4.32G 0.009331 0.008102 0.003992 89 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s]
187/499 4.32G 0.009342 0.008241 0.003954 84 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s]
187/499 4.32G 0.009342 0.008241 0.003954 84 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s]
187/499 4.32G 0.009272 0.008107 0.004 65 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s]
187/499 4.32G 0.009272 0.008107 0.004 65 640: 9%|8 | 15/168 [00:02<00:28, 5.34it/s]
187/499 4.32G 0.009284 0.008072 0.003923 66 640: 9%|8 | 15/168 [00:03<00:28, 5.34it/s]
187/499 4.32G 0.009284 0.008072 0.003923 66 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s]
187/499 4.32G 0.009323 0.00815 0.004031 73 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s]
187/499 4.32G 0.009323 0.00815 0.004031 73 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
187/499 4.32G 0.009224 0.00811 0.004029 70 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
187/499 4.32G 0.009224 0.00811 0.004029 70 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s]
187/499 4.32G 0.009282 0.00813 0.003961 64 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s]
187/499 4.32G 0.009282 0.00813 0.003961 64 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
187/499 4.32G 0.009297 0.008177 0.003943 80 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
187/499 4.32G 0.009297 0.008177 0.003943 80 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s]
187/499 4.32G 0.009256 0.008145 0.003962 61 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s]
187/499 4.32G 0.009256 0.008145 0.003962 61 640: 12%|#2 | 21/168 [00:03<00:27, 5.36it/s]
187/499 4.32G 0.009307 0.008207 0.004046 70 640: 12%|#2 | 21/168 [00:04<00:27, 5.36it/s]
187/499 4.32G 0.009307 0.008207 0.004046 70 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
187/499 4.32G 0.009318 0.008288 0.003943 73 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
187/499 4.32G 0.009318 0.008288 0.003943 73 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s]
187/499 4.32G 0.009318 0.008267 0.003907 66 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s]
187/499 4.32G 0.009318 0.008267 0.003907 66 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s]
187/499 4.32G 0.009282 0.008251 0.003843 65 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s]
187/499 4.32G 0.009282 0.008251 0.003843 65 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s]
187/499 4.32G 0.00926 0.008265 0.003827 76 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s]
187/499 4.32G 0.00926 0.008265 0.003827 76 640: 15%|#5 | 26/168 [00:04<00:27, 5.22it/s]
187/499 4.32G 0.009269 0.008275 0.003821 66 640: 15%|#5 | 26/168 [00:05<00:27, 5.22it/s]
187/499 4.32G 0.009269 0.008275 0.003821 66 640: 16%|#6 | 27/168 [00:05<00:26, 5.31it/s]
187/499 4.32G 0.009301 0.008215 0.003857 58 640: 16%|#6 | 27/168 [00:05<00:26, 5.31it/s]
187/499 4.32G 0.009301 0.008215 0.003857 58 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s]
187/499 4.32G 0.009273 0.008209 0.003845 59 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s]
187/499 4.32G 0.009273 0.008209 0.003845 59 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s]
187/499 4.32G 0.009268 0.008166 0.004002 69 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s]
187/499 4.32G 0.009268 0.008166 0.004002 69 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s]
187/499 4.32G 0.009247 0.008104 0.003975 50 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s]
187/499 4.32G 0.009247 0.008104 0.003975 50 640: 18%|#8 | 31/168 [00:05<00:26, 5.15it/s]
187/499 4.32G 0.009229 0.008126 0.004058 63 640: 18%|#8 | 31/168 [00:06<00:26, 5.15it/s]
187/499 4.32G 0.009229 0.008126 0.004058 63 640: 19%|#9 | 32/168 [00:06<00:25, 5.26it/s]
187/499 4.32G 0.009258 0.008131 0.004083 74 640: 19%|#9 | 32/168 [00:06<00:25, 5.26it/s]
187/499 4.32G 0.009258 0.008131 0.004083 74 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s]
187/499 4.32G 0.009199 0.00811 0.003988 57 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s]
187/499 4.32G 0.009199 0.00811 0.003988 57 640: 20%|## | 34/168 [00:06<00:26, 5.13it/s]
187/499 4.32G 0.009172 0.008141 0.003987 75 640: 20%|## | 34/168 [00:06<00:26, 5.13it/s]
187/499 4.32G 0.009172 0.008141 0.003987 75 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s]
187/499 4.32G 0.009199 0.008194 0.00396 79 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s]
187/499 4.32G 0.009199 0.008194 0.00396 79 640: 21%|##1 | 36/168 [00:06<00:24, 5.30it/s]
187/499 4.32G 0.009176 0.008204 0.003971 76 640: 21%|##1 | 36/168 [00:07<00:24, 5.30it/s]
187/499 4.32G 0.009176 0.008204 0.003971 76 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s]
187/499 4.32G 0.009168 0.008223 0.003944 77 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s]
187/499 4.32G 0.009168 0.008223 0.003944 77 640: 23%|##2 | 38/168 [00:07<00:24, 5.22it/s]
187/499 4.32G 0.009131 0.008227 0.003931 77 640: 23%|##2 | 38/168 [00:07<00:24, 5.22it/s]
187/499 4.32G 0.009131 0.008227 0.003931 77 640: 23%|##3 | 39/168 [00:07<00:24, 5.31it/s]
187/499 4.32G 0.009142 0.008267 0.00394 71 640: 23%|##3 | 39/168 [00:07<00:24, 5.31it/s]
187/499 4.32G 0.009142 0.008267 0.00394 71 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s]
187/499 4.32G 0.009129 0.008277 0.003995 76 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s]
187/499 4.32G 0.009129 0.008277 0.003995 76 640: 24%|##4 | 41/168 [00:07<00:24, 5.25it/s]
187/499 4.32G 0.009104 0.008255 0.004012 65 640: 24%|##4 | 41/168 [00:07<00:24, 5.25it/s]
187/499 4.32G 0.009104 0.008255 0.004012 65 640: 25%|##5 | 42/168 [00:07<00:23, 5.33it/s]
187/499 4.32G 0.009106 0.008233 0.003988 61 640: 25%|##5 | 42/168 [00:08<00:23, 5.33it/s]
187/499 4.32G 0.009106 0.008233 0.003988 61 640: 26%|##5 | 43/168 [00:08<00:24, 5.17it/s]
187/499 4.32G 0.009128 0.008276 0.003993 76 640: 26%|##5 | 43/168 [00:08<00:24, 5.17it/s]
187/499 4.32G 0.009128 0.008276 0.003993 76 640: 26%|##6 | 44/168 [00:08<00:23, 5.25it/s]
187/499 4.32G 0.009121 0.008249 0.003947 58 640: 26%|##6 | 44/168 [00:08<00:23, 5.25it/s]
187/499 4.32G 0.009121 0.008249 0.003947 58 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s]
187/499 4.32G 0.009101 0.008329 0.003956 100 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s]
187/499 4.32G 0.009101 0.008329 0.003956 100 640: 27%|##7 | 46/168 [00:08<00:23, 5.18it/s]
187/499 4.32G 0.009097 0.008358 0.003974 77 640: 27%|##7 | 46/168 [00:08<00:23, 5.18it/s]
187/499 4.32G 0.009097 0.008358 0.003974 77 640: 28%|##7 | 47/168 [00:08<00:23, 5.26it/s]
187/499 4.32G 0.009091 0.008323 0.003992 53 640: 28%|##7 | 47/168 [00:09<00:23, 5.26it/s]
187/499 4.32G 0.009091 0.008323 0.003992 53 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
187/499 4.32G 0.009076 0.008335 0.003955 71 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
187/499 4.32G 0.009076 0.008335 0.003955 71 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s]
187/499 4.32G 0.009099 0.00829 0.003979 60 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s]
187/499 4.32G 0.009099 0.00829 0.003979 60 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s]
187/499 4.32G 0.009083 0.008309 0.003935 76 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s]
187/499 4.32G 0.009083 0.008309 0.003935 76 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
187/499 4.32G 0.009077 0.008295 0.003953 63 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
187/499 4.32G 0.009077 0.008295 0.003953 63 640: 31%|### | 52/168 [00:09<00:22, 5.15it/s]
187/499 4.32G 0.009056 0.008273 0.003914 68 640: 31%|### | 52/168 [00:10<00:22, 5.15it/s]
187/499 4.32G 0.009056 0.008273 0.003914 68 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
187/499 4.32G 0.009073 0.008275 0.003919 74 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
187/499 4.32G 0.009073 0.008275 0.003919 74 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s]
187/499 4.32G 0.009068 0.008282 0.003928 68 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s]
187/499 4.32G 0.009068 0.008282 0.003928 68 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s]
187/499 4.32G 0.00905 0.008298 0.003955 71 640: 33%|###2 | 55/168 [00:10<00:21, 5.16it/s]
187/499 4.32G 0.00905 0.008298 0.003955 71 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s]
187/499 4.32G 0.009046 0.008276 0.003962 59 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s]
187/499 4.32G 0.009046 0.008276 0.003962 59 640: 34%|###3 | 57/168 [00:10<00:20, 5.34it/s]
187/499 4.32G 0.009066 0.008275 0.004004 56 640: 34%|###3 | 57/168 [00:11<00:20, 5.34it/s]
187/499 4.32G 0.009066 0.008275 0.004004 56 640: 35%|###4 | 58/168 [00:11<00:21, 5.15it/s]
187/499 4.32G 0.009096 0.008302 0.004054 78 640: 35%|###4 | 58/168 [00:11<00:21, 5.15it/s]
187/499 4.32G 0.009096 0.008302 0.004054 78 640: 35%|###5 | 59/168 [00:11<00:20, 5.21it/s]
187/499 4.32G 0.009101 0.008296 0.004073 67 640: 35%|###5 | 59/168 [00:11<00:20, 5.21it/s]
187/499 4.32G 0.009101 0.008296 0.004073 67 640: 36%|###5 | 60/168 [00:11<00:20, 5.28it/s]
187/499 4.32G 0.00911 0.008324 0.004083 71 640: 36%|###5 | 60/168 [00:11<00:20, 5.28it/s]
187/499 4.32G 0.00911 0.008324 0.004083 71 640: 36%|###6 | 61/168 [00:11<00:20, 5.12it/s]
187/499 4.32G 0.009114 0.008347 0.004073 81 640: 36%|###6 | 61/168 [00:11<00:20, 5.12it/s]
187/499 4.32G 0.009114 0.008347 0.004073 81 640: 37%|###6 | 62/168 [00:11<00:20, 5.17it/s]
187/499 4.32G 0.009128 0.008376 0.004049 79 640: 37%|###6 | 62/168 [00:11<00:20, 5.17it/s]
187/499 4.32G 0.009128 0.008376 0.004049 79 640: 38%|###7 | 63/168 [00:11<00:19, 5.26it/s]
187/499 4.32G 0.009118 0.008391 0.004033 72 640: 38%|###7 | 63/168 [00:12<00:19, 5.26it/s]
187/499 4.32G 0.009118 0.008391 0.004033 72 640: 38%|###8 | 64/168 [00:12<00:20, 5.14it/s]
187/499 4.32G 0.009113 0.008402 0.004054 83 640: 38%|###8 | 64/168 [00:12<00:20, 5.14it/s]
187/499 4.32G 0.009113 0.008402 0.004054 83 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s]
187/499 4.32G 0.009111 0.008365 0.004043 64 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s]
187/499 4.32G 0.009111 0.008365 0.004043 64 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s]
187/499 4.32G 0.009087 0.008382 0.004039 78 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s]
187/499 4.32G 0.009087 0.008382 0.004039 78 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
187/499 4.32G 0.009073 0.008361 0.004009 64 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
187/499 4.32G 0.009073 0.008361 0.004009 64 640: 40%|#### | 68/168 [00:12<00:18, 5.31it/s]
187/499 4.32G 0.009081 0.008341 0.003985 54 640: 40%|#### | 68/168 [00:13<00:18, 5.31it/s]
187/499 4.32G 0.009081 0.008341 0.003985 54 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s]
187/499 4.32G 0.009087 0.008354 0.003967 70 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s]
187/499 4.32G 0.009087 0.008354 0.003967 70 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s]
187/499 4.32G 0.009109 0.008356 0.003956 70 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s]
187/499 4.32G 0.009109 0.008356 0.003956 70 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s]
187/499 4.32G 0.009093 0.008395 0.003941 81 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s]
187/499 4.32G 0.009093 0.008395 0.003941 81 640: 43%|####2 | 72/168 [00:13<00:17, 5.38it/s]
187/499 4.32G 0.009084 0.008409 0.003933 83 640: 43%|####2 | 72/168 [00:13<00:17, 5.38it/s]
187/499 4.32G 0.009084 0.008409 0.003933 83 640: 43%|####3 | 73/168 [00:13<00:18, 5.13it/s]
187/499 4.32G 0.009099 0.008437 0.003933 84 640: 43%|####3 | 73/168 [00:14<00:18, 5.13it/s]
187/499 4.32G 0.009099 0.008437 0.003933 84 640: 44%|####4 | 74/168 [00:14<00:17, 5.24it/s]
187/499 4.32G 0.009074 0.008422 0.003907 71 640: 44%|####4 | 74/168 [00:14<00:17, 5.24it/s]
187/499 4.32G 0.009074 0.008422 0.003907 71 640: 45%|####4 | 75/168 [00:14<00:17, 5.32it/s]
187/499 4.32G 0.009084 0.008432 0.003889 70 640: 45%|####4 | 75/168 [00:14<00:17, 5.32it/s]
187/499 4.32G 0.009084 0.008432 0.003889 70 640: 45%|####5 | 76/168 [00:14<00:17, 5.15it/s]
187/499 4.32G 0.009113 0.008422 0.00392 66 640: 45%|####5 | 76/168 [00:14<00:17, 5.15it/s]
187/499 4.32G 0.009113 0.008422 0.00392 66 640: 46%|####5 | 77/168 [00:14<00:17, 5.24it/s]
187/499 4.32G 0.009127 0.008426 0.00391 66 640: 46%|####5 | 77/168 [00:14<00:17, 5.24it/s]
187/499 4.32G 0.009127 0.008426 0.00391 66 640: 46%|####6 | 78/168 [00:14<00:17, 5.26it/s]
187/499 4.32G 0.009102 0.008398 0.003914 73 640: 46%|####6 | 78/168 [00:15<00:17, 5.26it/s]
187/499 4.32G 0.009102 0.008398 0.003914 73 640: 47%|####7 | 79/168 [00:15<00:17, 5.15it/s]
187/499 4.32G 0.009083 0.008399 0.003912 70 640: 47%|####7 | 79/168 [00:15<00:17, 5.15it/s]
187/499 4.32G 0.009083 0.008399 0.003912 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.26it/s]
187/499 4.32G 0.0091 0.008394 0.003912 57 640: 48%|####7 | 80/168 [00:15<00:16, 5.26it/s]
187/499 4.32G 0.0091 0.008394 0.003912 57 640: 48%|####8 | 81/168 [00:15<00:16, 5.31it/s]
187/499 4.32G 0.009075 0.008357 0.003903 63 640: 48%|####8 | 81/168 [00:15<00:16, 5.31it/s]
187/499 4.32G 0.009075 0.008357 0.003903 63 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s]
187/499 4.32G 0.009072 0.008343 0.003922 59 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s]
187/499 4.32G 0.009072 0.008343 0.003922 59 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s]
187/499 4.32G 0.009051 0.008339 0.003906 85 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s]
187/499 4.32G 0.009051 0.008339 0.003906 85 640: 50%|##### | 84/168 [00:15<00:15, 5.34it/s]
187/499 4.32G 0.009052 0.00836 0.003881 78 640: 50%|##### | 84/168 [00:16<00:15, 5.34it/s]
187/499 4.32G 0.009052 0.00836 0.003881 78 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
187/499 4.32G 0.009045 0.008363 0.003868 72 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
187/499 4.32G 0.009045 0.008363 0.003868 72 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s]
187/499 4.32G 0.009034 0.008354 0.00386 60 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s]
187/499 4.32G 0.009034 0.008354 0.00386 60 640: 52%|#####1 | 87/168 [00:16<00:15, 5.37it/s]
187/499 4.32G 0.009028 0.008336 0.003866 63 640: 52%|#####1 | 87/168 [00:16<00:15, 5.37it/s]
187/499 4.32G 0.009028 0.008336 0.003866 63 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
187/499 4.32G 0.009028 0.00831 0.003841 49 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
187/499 4.32G 0.009028 0.00831 0.003841 49 640: 53%|#####2 | 89/168 [00:16<00:14, 5.28it/s]
187/499 4.32G 0.009024 0.008298 0.00381 66 640: 53%|#####2 | 89/168 [00:17<00:14, 5.28it/s]
187/499 4.32G 0.009024 0.008298 0.00381 66 640: 54%|#####3 | 90/168 [00:17<00:14, 5.31it/s]
187/499 4.32G 0.009012 0.008293 0.003799 66 640: 54%|#####3 | 90/168 [00:17<00:14, 5.31it/s]
187/499 4.32G 0.009012 0.008293 0.003799 66 640: 54%|#####4 | 91/168 [00:17<00:14, 5.18it/s]
187/499 4.32G 0.009042 0.008289 0.003772 48 640: 54%|#####4 | 91/168 [00:17<00:14, 5.18it/s]
187/499 4.32G 0.009042 0.008289 0.003772 48 640: 55%|#####4 | 92/168 [00:17<00:14, 5.23it/s]
187/499 4.32G 0.009034 0.008296 0.003747 72 640: 55%|#####4 | 92/168 [00:17<00:14, 5.23it/s]
187/499 4.32G 0.009034 0.008296 0.003747 72 640: 55%|#####5 | 93/168 [00:17<00:14, 5.29it/s]
187/499 4.32G 0.009008 0.008279 0.003711 47 640: 55%|#####5 | 93/168 [00:17<00:14, 5.29it/s]
187/499 4.32G 0.009008 0.008279 0.003711 47 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
187/499 4.32G 0.00901 0.008291 0.003699 80 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s]
187/499 4.32G 0.00901 0.008291 0.003699 80 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s]
187/499 4.32G 0.009003 0.008309 0.003686 78 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s]
187/499 4.32G 0.009003 0.008309 0.003686 78 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s]
187/499 4.32G 0.008996 0.008316 0.003683 75 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s]
187/499 4.32G 0.008996 0.008316 0.003683 75 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s]
187/499 4.32G 0.009008 0.008303 0.003679 50 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s]
187/499 4.32G 0.009008 0.008303 0.003679 50 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s]
187/499 4.32G 0.00901 0.008311 0.003696 79 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s]
187/499 4.32G 0.00901 0.008311 0.003696 79 640: 59%|#####8 | 99/168 [00:18<00:12, 5.34it/s]
187/499 4.32G 0.009001 0.008328 0.003716 79 640: 59%|#####8 | 99/168 [00:19<00:12, 5.34it/s]
187/499 4.32G 0.009001 0.008328 0.003716 79 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s]
187/499 4.32G 0.008998 0.00832 0.003699 59 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s]
187/499 4.32G 0.008998 0.00832 0.003699 59 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s]
187/499 4.32G 0.00899 0.008327 0.003688 67 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s]
187/499 4.32G 0.00899 0.008327 0.003688 67 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
187/499 4.32G 0.008988 0.00832 0.003678 66 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
187/499 4.32G 0.008988 0.00832 0.003678 66 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
187/499 4.32G 0.008969 0.008303 0.003656 65 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
187/499 4.32G 0.008969 0.008303 0.003656 65 640: 62%|######1 | 104/168 [00:19<00:12, 5.30it/s]
187/499 4.32G 0.008961 0.008292 0.003645 64 640: 62%|######1 | 104/168 [00:19<00:12, 5.30it/s]
187/499 4.32G 0.008961 0.008292 0.003645 64 640: 62%|######2 | 105/168 [00:19<00:11, 5.25it/s]
187/499 4.32G 0.008952 0.008289 0.003623 68 640: 62%|######2 | 105/168 [00:20<00:11, 5.25it/s]
187/499 4.32G 0.008952 0.008289 0.003623 68 640: 63%|######3 | 106/168 [00:20<00:12, 5.14it/s]
187/499 4.32G 0.00894 0.008284 0.003616 64 640: 63%|######3 | 106/168 [00:20<00:12, 5.14it/s]
187/499 4.32G 0.00894 0.008284 0.003616 64 640: 64%|######3 | 107/168 [00:20<00:11, 5.22it/s]
187/499 4.32G 0.008932 0.008276 0.00359 61 640: 64%|######3 | 107/168 [00:20<00:11, 5.22it/s]
187/499 4.32G 0.008932 0.008276 0.00359 61 640: 64%|######4 | 108/168 [00:20<00:11, 5.30it/s]
187/499 4.32G 0.008938 0.008283 0.003561 69 640: 64%|######4 | 108/168 [00:20<00:11, 5.30it/s]
187/499 4.32G 0.008938 0.008283 0.003561 69 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s]
187/499 4.32G 0.008928 0.008288 0.003572 78 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s]
187/499 4.32G 0.008928 0.008288 0.003572 78 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s]
187/499 4.32G 0.008933 0.008294 0.003574 67 640: 65%|######5 | 110/168 [00:21<00:10, 5.30it/s]
187/499 4.32G 0.008933 0.008294 0.003574 67 640: 66%|######6 | 111/168 [00:21<00:10, 5.27it/s]
187/499 4.32G 0.008919 0.008303 0.003577 90 640: 66%|######6 | 111/168 [00:21<00:10, 5.27it/s]
187/499 4.32G 0.008919 0.008303 0.003577 90 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s]
187/499 4.32G 0.008908 0.00832 0.003572 72 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s]
187/499 4.32G 0.008908 0.00832 0.003572 72 640: 67%|######7 | 113/168 [00:21<00:10, 5.19it/s]
187/499 4.32G 0.008915 0.00834 0.003573 88 640: 67%|######7 | 113/168 [00:21<00:10, 5.19it/s]
187/499 4.32G 0.008915 0.00834 0.003573 88 640: 68%|######7 | 114/168 [00:21<00:10, 5.26it/s]
187/499 4.32G 0.00891 0.008337 0.003561 68 640: 68%|######7 | 114/168 [00:21<00:10, 5.26it/s]
187/499 4.32G 0.00891 0.008337 0.003561 68 640: 68%|######8 | 115/168 [00:21<00:10, 5.17it/s]
187/499 4.32G 0.008909 0.008331 0.003581 73 640: 68%|######8 | 115/168 [00:22<00:10, 5.17it/s]
187/499 4.32G 0.008909 0.008331 0.003581 73 640: 69%|######9 | 116/168 [00:22<00:09, 5.27it/s]
187/499 4.32G 0.008908 0.008336 0.003582 78 640: 69%|######9 | 116/168 [00:22<00:09, 5.27it/s]
187/499 4.32G 0.008908 0.008336 0.003582 78 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
187/499 4.32G 0.008899 0.008335 0.003581 64 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
187/499 4.32G 0.008899 0.008335 0.003581 64 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s]
187/499 4.32G 0.00889 0.008324 0.003588 69 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s]
187/499 4.32G 0.00889 0.008324 0.003588 69 640: 71%|####### | 119/168 [00:22<00:09, 5.31it/s]
187/499 4.32G 0.008876 0.008314 0.003577 59 640: 71%|####### | 119/168 [00:22<00:09, 5.31it/s]
187/499 4.32G 0.008876 0.008314 0.003577 59 640: 71%|#######1 | 120/168 [00:22<00:08, 5.37it/s]
187/499 4.32G 0.00887 0.008309 0.00359 63 640: 71%|#######1 | 120/168 [00:23<00:08, 5.37it/s]
187/499 4.32G 0.00887 0.008309 0.00359 63 640: 72%|#######2 | 121/168 [00:23<00:09, 5.20it/s]
187/499 4.32G 0.008866 0.008322 0.003609 84 640: 72%|#######2 | 121/168 [00:23<00:09, 5.20it/s]
187/499 4.32G 0.008866 0.008322 0.003609 84 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s]
187/499 4.32G 0.008872 0.008324 0.003598 74 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s]
187/499 4.32G 0.008872 0.008324 0.003598 74 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s]
187/499 4.32G 0.008879 0.008305 0.003612 47 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s]
187/499 4.32G 0.008879 0.008305 0.003612 47 640: 74%|#######3 | 124/168 [00:23<00:08, 5.23it/s]
187/499 4.32G 0.008882 0.008311 0.003606 77 640: 74%|#######3 | 124/168 [00:23<00:08, 5.23it/s]
187/499 4.32G 0.008882 0.008311 0.003606 77 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s]
187/499 4.32G 0.008878 0.008307 0.003621 70 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s]
187/499 4.32G 0.008878 0.008307 0.003621 70 640: 75%|#######5 | 126/168 [00:23<00:07, 5.34it/s]
187/499 4.32G 0.008875 0.008313 0.00361 71 640: 75%|#######5 | 126/168 [00:24<00:07, 5.34it/s]
187/499 4.32G 0.008875 0.008313 0.00361 71 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s]
187/499 4.32G 0.008879 0.008306 0.003613 60 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s]
187/499 4.32G 0.008879 0.008306 0.003613 60 640: 76%|#######6 | 128/168 [00:24<00:07, 5.32it/s]
187/499 4.32G 0.008883 0.008318 0.003597 76 640: 76%|#######6 | 128/168 [00:24<00:07, 5.32it/s]
187/499 4.32G 0.008883 0.008318 0.003597 76 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s]
187/499 4.32G 0.008879 0.008325 0.003599 84 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s]
187/499 4.32G 0.008879 0.008325 0.003599 84 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s]
187/499 4.32G 0.008878 0.008334 0.003584 78 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s]
187/499 4.32G 0.008878 0.008334 0.003584 78 640: 78%|#######7 | 131/168 [00:24<00:06, 5.30it/s]
187/499 4.32G 0.008879 0.008345 0.003565 75 640: 78%|#######7 | 131/168 [00:25<00:06, 5.30it/s]
187/499 4.32G 0.008879 0.008345 0.003565 75 640: 79%|#######8 | 132/168 [00:25<00:06, 5.37it/s]
187/499 4.32G 0.008877 0.008339 0.003548 61 640: 79%|#######8 | 132/168 [00:25<00:06, 5.37it/s]
187/499 4.32G 0.008877 0.008339 0.003548 61 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
187/499 4.32G 0.008862 0.008334 0.003558 77 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
187/499 4.32G 0.008862 0.008334 0.003558 77 640: 80%|#######9 | 134/168 [00:25<00:06, 5.30it/s]
187/499 4.32G 0.00887 0.008334 0.003569 73 640: 80%|#######9 | 134/168 [00:25<00:06, 5.30it/s]
187/499 4.32G 0.00887 0.008334 0.003569 73 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s]
187/499 4.32G 0.008859 0.008322 0.003565 55 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s]
187/499 4.32G 0.008859 0.008322 0.003565 55 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s]
187/499 4.32G 0.008854 0.008314 0.003575 73 640: 81%|######## | 136/168 [00:26<00:06, 5.23it/s]
187/499 4.32G 0.008854 0.008314 0.003575 73 640: 82%|########1 | 137/168 [00:26<00:05, 5.30it/s]
187/499 4.32G 0.008847 0.008311 0.003586 69 640: 82%|########1 | 137/168 [00:26<00:05, 5.30it/s]
187/499 4.32G 0.008847 0.008311 0.003586 69 640: 82%|########2 | 138/168 [00:26<00:05, 5.36it/s]
187/499 4.32G 0.008839 0.008319 0.003571 79 640: 82%|########2 | 138/168 [00:26<00:05, 5.36it/s]
187/499 4.32G 0.008839 0.008319 0.003571 79 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
187/499 4.32G 0.008836 0.008326 0.003555 76 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
187/499 4.32G 0.008836 0.008326 0.003555 76 640: 83%|########3 | 140/168 [00:26<00:05, 5.28it/s]
187/499 4.32G 0.008831 0.00832 0.003548 68 640: 83%|########3 | 140/168 [00:26<00:05, 5.28it/s]
187/499 4.32G 0.008831 0.00832 0.003548 68 640: 84%|########3 | 141/168 [00:26<00:05, 5.36it/s]
187/499 4.32G 0.008832 0.008329 0.003531 72 640: 84%|########3 | 141/168 [00:27<00:05, 5.36it/s]
187/499 4.32G 0.008832 0.008329 0.003531 72 640: 85%|########4 | 142/168 [00:27<00:04, 5.22it/s]
187/499 4.32G 0.008835 0.008321 0.00353 56 640: 85%|########4 | 142/168 [00:27<00:04, 5.22it/s]
187/499 4.32G 0.008835 0.008321 0.00353 56 640: 85%|########5 | 143/168 [00:27<00:04, 5.31it/s]
187/499 4.32G 0.008828 0.008305 0.003525 63 640: 85%|########5 | 143/168 [00:27<00:04, 5.31it/s]
187/499 4.32G 0.008828 0.008305 0.003525 63 640: 86%|########5 | 144/168 [00:27<00:04, 5.39it/s]
187/499 4.32G 0.008821 0.008306 0.003525 80 640: 86%|########5 | 144/168 [00:27<00:04, 5.39it/s]
187/499 4.32G 0.008821 0.008306 0.003525 80 640: 86%|########6 | 145/168 [00:27<00:04, 5.23it/s]
187/499 4.32G 0.008815 0.008317 0.00352 86 640: 86%|########6 | 145/168 [00:27<00:04, 5.23it/s]
187/499 4.32G 0.008815 0.008317 0.00352 86 640: 87%|########6 | 146/168 [00:27<00:04, 5.31it/s]
187/499 4.32G 0.008807 0.008311 0.003516 56 640: 87%|########6 | 146/168 [00:27<00:04, 5.31it/s]
187/499 4.32G 0.008807 0.008311 0.003516 56 640: 88%|########7 | 147/168 [00:27<00:03, 5.38it/s]
187/499 4.32G 0.008811 0.008313 0.003516 62 640: 88%|########7 | 147/168 [00:28<00:03, 5.38it/s]
187/499 4.32G 0.008811 0.008313 0.003516 62 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s]
187/499 4.32G 0.008826 0.008335 0.003518 84 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s]
187/499 4.32G 0.008826 0.008335 0.003518 84 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
187/499 4.32G 0.008831 0.008339 0.003499 72 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
187/499 4.32G 0.008831 0.008339 0.003499 72 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s]
187/499 4.32G 0.008824 0.008347 0.003497 85 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s]
187/499 4.32G 0.008824 0.008347 0.003497 85 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s]
187/499 4.32G 0.008827 0.008339 0.003477 66 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s]
187/499 4.32G 0.008827 0.008339 0.003477 66 640: 90%|######### | 152/168 [00:28<00:03, 5.31it/s]
187/499 4.32G 0.00883 0.008346 0.003482 77 640: 90%|######### | 152/168 [00:29<00:03, 5.31it/s]
187/499 4.32G 0.00883 0.008346 0.003482 77 640: 91%|#########1| 153/168 [00:29<00:02, 5.37it/s]
187/499 4.32G 0.008831 0.008332 0.003476 64 640: 91%|#########1| 153/168 [00:29<00:02, 5.37it/s]
187/499 4.32G 0.008831 0.008332 0.003476 64 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
187/499 4.32G 0.008848 0.008343 0.00346 58 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
187/499 4.32G 0.008848 0.008343 0.00346 58 640: 92%|#########2| 155/168 [00:29<00:02, 5.34it/s]
187/499 4.32G 0.008841 0.008342 0.00346 76 640: 92%|#########2| 155/168 [00:29<00:02, 5.34it/s]
187/499 4.32G 0.008841 0.008342 0.00346 76 640: 93%|#########2| 156/168 [00:29<00:02, 5.39it/s]
187/499 4.32G 0.008843 0.008346 0.003459 72 640: 93%|#########2| 156/168 [00:29<00:02, 5.39it/s]
187/499 4.32G 0.008843 0.008346 0.003459 72 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s]
187/499 4.32G 0.008842 0.008347 0.003449 70 640: 93%|#########3| 157/168 [00:30<00:02, 5.21it/s]
187/499 4.32G 0.008842 0.008347 0.003449 70 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s]
187/499 4.32G 0.008841 0.00835 0.003458 67 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s]
187/499 4.32G 0.008841 0.00835 0.003458 67 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s]
187/499 4.32G 0.008837 0.008356 0.003451 77 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s]
187/499 4.32G 0.008837 0.008356 0.003451 77 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s]
187/499 4.32G 0.008835 0.008356 0.00344 69 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s]
187/499 4.32G 0.008835 0.008356 0.00344 69 640: 96%|#########5| 161/168 [00:30<00:01, 5.31it/s]
187/499 4.32G 0.008829 0.008351 0.00346 72 640: 96%|#########5| 161/168 [00:30<00:01, 5.31it/s]
187/499 4.32G 0.008829 0.008351 0.00346 72 640: 96%|#########6| 162/168 [00:30<00:01, 5.39it/s]
187/499 4.32G 0.008831 0.008363 0.003453 77 640: 96%|#########6| 162/168 [00:30<00:01, 5.39it/s]
187/499 4.32G 0.008831 0.008363 0.003453 77 640: 97%|#########7| 163/168 [00:30<00:00, 5.25it/s]
187/499 4.32G 0.008829 0.008349 0.00346 53 640: 97%|#########7| 163/168 [00:31<00:00, 5.25it/s]
187/499 4.32G 0.008829 0.008349 0.00346 53 640: 98%|#########7| 164/168 [00:31<00:00, 5.31it/s]
187/499 4.32G 0.008836 0.008343 0.003452 69 640: 98%|#########7| 164/168 [00:31<00:00, 5.31it/s]
187/499 4.32G 0.008836 0.008343 0.003452 69 640: 98%|#########8| 165/168 [00:31<00:00, 5.38it/s]
187/499 4.32G 0.008833 0.008348 0.003444 81 640: 98%|#########8| 165/168 [00:31<00:00, 5.38it/s]
187/499 4.32G 0.008833 0.008348 0.003444 81 640: 99%|#########8| 166/168 [00:31<00:00, 5.24it/s]
187/499 4.32G 0.008831 0.008345 0.003436 70 640: 99%|#########8| 166/168 [00:31<00:00, 5.24it/s]
187/499 4.32G 0.008831 0.008345 0.003436 70 640: 99%|#########9| 167/168 [00:31<00:00, 5.31it/s]
187/499 4.32G 0.008831 0.008368 0.003417 32 640: 99%|#########9| 167/168 [00:31<00:00, 5.31it/s]
187/499 4.32G 0.008831 0.008368 0.003417 32 640: 100%|##########| 168/168 [00:31<00:00, 5.49it/s]
187/499 4.32G 0.008831 0.008368 0.003417 32 640: 100%|##########| 168/168 [00:31<00:00, 5.27it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s]
all 132 263 0.786 0.887 0.868 0.764
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
188/499 4.32G 0.009355 0.008524 0.002339 73 640: 0%| | 0/168 [00:00<?, ?it/s]
188/499 4.32G 0.009355 0.008524 0.002339 73 640: 1%| | 1/168 [00:00<00:33, 4.92it/s]
188/499 4.32G 0.009356 0.008633 0.003362 65 640: 1%| | 1/168 [00:00<00:33, 4.92it/s]
188/499 4.32G 0.009356 0.008633 0.003362 65 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s]
188/499 4.32G 0.009497 0.008256 0.003658 59 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s]
188/499 4.32G 0.009497 0.008256 0.003658 59 640: 2%|1 | 3/168 [00:00<00:30, 5.37it/s]
188/499 4.32G 0.009408 0.008047 0.003163 67 640: 2%|1 | 3/168 [00:00<00:30, 5.37it/s]
188/499 4.32G 0.009408 0.008047 0.003163 67 640: 2%|2 | 4/168 [00:00<00:31, 5.14it/s]
188/499 4.32G 0.009148 0.008154 0.003539 86 640: 2%|2 | 4/168 [00:00<00:31, 5.14it/s]
188/499 4.32G 0.009148 0.008154 0.003539 86 640: 3%|2 | 5/168 [00:00<00:30, 5.26it/s]
188/499 4.32G 0.009234 0.008215 0.003292 62 640: 3%|2 | 5/168 [00:01<00:30, 5.26it/s]
188/499 4.32G 0.009234 0.008215 0.003292 62 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s]
188/499 4.32G 0.009101 0.008414 0.003086 77 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s]
188/499 4.32G 0.009101 0.008414 0.003086 77 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s]
188/499 4.32G 0.008885 0.008337 0.003052 79 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s]
188/499 4.32G 0.008885 0.008337 0.003052 79 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s]
188/499 4.32G 0.008995 0.008318 0.00317 70 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s]
188/499 4.32G 0.008995 0.008318 0.00317 70 640: 5%|5 | 9/168 [00:01<00:29, 5.33it/s]
188/499 4.32G 0.008895 0.008346 0.003106 80 640: 5%|5 | 9/168 [00:01<00:29, 5.33it/s]
188/499 4.32G 0.008895 0.008346 0.003106 80 640: 6%|5 | 10/168 [00:01<00:30, 5.11it/s]
188/499 4.32G 0.008865 0.008334 0.003244 74 640: 6%|5 | 10/168 [00:02<00:30, 5.11it/s]
188/499 4.32G 0.008865 0.008334 0.003244 74 640: 7%|6 | 11/168 [00:02<00:30, 5.21it/s]
188/499 4.32G 0.008833 0.008108 0.003424 57 640: 7%|6 | 11/168 [00:02<00:30, 5.21it/s]
188/499 4.32G 0.008833 0.008108 0.003424 57 640: 7%|7 | 12/168 [00:02<00:29, 5.29it/s]
188/499 4.32G 0.008757 0.008256 0.003486 80 640: 7%|7 | 12/168 [00:02<00:29, 5.29it/s]
188/499 4.32G 0.008757 0.008256 0.003486 80 640: 8%|7 | 13/168 [00:02<00:30, 5.11it/s]
188/499 4.32G 0.00888 0.008522 0.003528 71 640: 8%|7 | 13/168 [00:02<00:30, 5.11it/s]
188/499 4.32G 0.00888 0.008522 0.003528 71 640: 8%|8 | 14/168 [00:02<00:29, 5.22it/s]
188/499 4.32G 0.008952 0.008747 0.003781 86 640: 8%|8 | 14/168 [00:02<00:29, 5.22it/s]
188/499 4.32G 0.008952 0.008747 0.003781 86 640: 9%|8 | 15/168 [00:02<00:28, 5.30it/s]
188/499 4.32G 0.008959 0.008732 0.003754 76 640: 9%|8 | 15/168 [00:03<00:28, 5.30it/s]
188/499 4.32G 0.008959 0.008732 0.003754 76 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s]
188/499 4.32G 0.008985 0.008814 0.003694 74 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s]
188/499 4.32G 0.008985 0.008814 0.003694 74 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s]
188/499 4.32G 0.008958 0.008838 0.003679 85 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s]
188/499 4.32G 0.008958 0.008838 0.003679 85 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
188/499 4.32G 0.009037 0.008781 0.003689 53 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
188/499 4.32G 0.009037 0.008781 0.003689 53 640: 11%|#1 | 19/168 [00:03<00:28, 5.16it/s]
188/499 4.32G 0.009102 0.008737 0.003658 67 640: 11%|#1 | 19/168 [00:03<00:28, 5.16it/s]
188/499 4.32G 0.009102 0.008737 0.003658 67 640: 12%|#1 | 20/168 [00:03<00:28, 5.25it/s]
188/499 4.32G 0.009054 0.008701 0.003628 60 640: 12%|#1 | 20/168 [00:04<00:28, 5.25it/s]
188/499 4.32G 0.009054 0.008701 0.003628 60 640: 12%|#2 | 21/168 [00:04<00:27, 5.31it/s]
188/499 4.32G 0.009056 0.008619 0.003647 60 640: 12%|#2 | 21/168 [00:04<00:27, 5.31it/s]
188/499 4.32G 0.009056 0.008619 0.003647 60 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s]
188/499 4.32G 0.00906 0.008565 0.003613 60 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s]
188/499 4.32G 0.00906 0.008565 0.003613 60 640: 14%|#3 | 23/168 [00:04<00:27, 5.26it/s]
188/499 4.32G 0.009183 0.008546 0.003596 56 640: 14%|#3 | 23/168 [00:04<00:27, 5.26it/s]
188/499 4.32G 0.009183 0.008546 0.003596 56 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s]
188/499 4.32G 0.009106 0.008504 0.003499 62 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s]
188/499 4.32G 0.009106 0.008504 0.003499 62 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s]
188/499 4.32G 0.009118 0.008517 0.003461 63 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s]
188/499 4.32G 0.009118 0.008517 0.003461 63 640: 15%|#5 | 26/168 [00:04<00:26, 5.31it/s]
188/499 4.32G 0.009073 0.008539 0.003477 79 640: 15%|#5 | 26/168 [00:05<00:26, 5.31it/s]
188/499 4.32G 0.009073 0.008539 0.003477 79 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s]
188/499 4.32G 0.009045 0.008543 0.003516 74 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s]
188/499 4.32G 0.009045 0.008543 0.003516 74 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s]
188/499 4.32G 0.009024 0.008496 0.003509 58 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s]
188/499 4.32G 0.009024 0.008496 0.003509 58 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s]
188/499 4.32G 0.009021 0.008473 0.003472 64 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s]
188/499 4.32G 0.009021 0.008473 0.003472 64 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
188/499 4.32G 0.009061 0.008457 0.00344 65 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
188/499 4.32G 0.009061 0.008457 0.00344 65 640: 18%|#8 | 31/168 [00:05<00:26, 5.22it/s]
188/499 4.32G 0.009037 0.008442 0.00336 56 640: 18%|#8 | 31/168 [00:06<00:26, 5.22it/s]
188/499 4.32G 0.009037 0.008442 0.00336 56 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s]
188/499 4.32G 0.009052 0.008475 0.003345 62 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s]
188/499 4.32G 0.009052 0.008475 0.003345 62 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
188/499 4.32G 0.009048 0.008427 0.00333 70 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
188/499 4.32G 0.009048 0.008427 0.00333 70 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s]
188/499 4.32G 0.009084 0.008458 0.003336 85 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s]
188/499 4.32G 0.009084 0.008458 0.003336 85 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s]
188/499 4.32G 0.00907 0.00843 0.003315 68 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s]
188/499 4.32G 0.00907 0.00843 0.003315 68 640: 21%|##1 | 36/168 [00:06<00:24, 5.36it/s]
188/499 4.32G 0.009048 0.008391 0.003244 57 640: 21%|##1 | 36/168 [00:07<00:24, 5.36it/s]
188/499 4.32G 0.009048 0.008391 0.003244 57 640: 22%|##2 | 37/168 [00:07<00:25, 5.15it/s]
188/499 4.32G 0.009046 0.008395 0.003249 76 640: 22%|##2 | 37/168 [00:07<00:25, 5.15it/s]
188/499 4.32G 0.009046 0.008395 0.003249 76 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s]
188/499 4.32G 0.009025 0.008426 0.003279 84 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s]
188/499 4.32G 0.009025 0.008426 0.003279 84 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s]
188/499 4.32G 0.009 0.008434 0.003265 70 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s]
188/499 4.32G 0.009 0.008434 0.003265 70 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
188/499 4.32G 0.008993 0.008442 0.003249 64 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
188/499 4.32G 0.008993 0.008442 0.003249 64 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s]
188/499 4.32G 0.00899 0.008415 0.003379 56 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s]
188/499 4.32G 0.00899 0.008415 0.003379 56 640: 25%|##5 | 42/168 [00:07<00:23, 5.36it/s]
188/499 4.32G 0.008955 0.008424 0.003379 71 640: 25%|##5 | 42/168 [00:08<00:23, 5.36it/s]
188/499 4.32G 0.008955 0.008424 0.003379 71 640: 26%|##5 | 43/168 [00:08<00:24, 5.21it/s]
188/499 4.32G 0.008942 0.008444 0.00345 81 640: 26%|##5 | 43/168 [00:08<00:24, 5.21it/s]
188/499 4.32G 0.008942 0.008444 0.00345 81 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s]
188/499 4.32G 0.008947 0.008432 0.003459 67 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s]
188/499 4.32G 0.008947 0.008432 0.003459 67 640: 27%|##6 | 45/168 [00:08<00:22, 5.37it/s]
188/499 4.32G 0.008958 0.008412 0.003436 45 640: 27%|##6 | 45/168 [00:08<00:22, 5.37it/s]
188/499 4.32G 0.008958 0.008412 0.003436 45 640: 27%|##7 | 46/168 [00:08<00:23, 5.25it/s]
188/499 4.32G 0.00894 0.008395 0.003388 69 640: 27%|##7 | 46/168 [00:08<00:23, 5.25it/s]
188/499 4.32G 0.00894 0.008395 0.003388 69 640: 28%|##7 | 47/168 [00:08<00:22, 5.33it/s]
188/499 4.32G 0.008939 0.008366 0.003397 71 640: 28%|##7 | 47/168 [00:09<00:22, 5.33it/s]
188/499 4.32G 0.008939 0.008366 0.003397 71 640: 29%|##8 | 48/168 [00:09<00:22, 5.38it/s]
188/499 4.32G 0.00892 0.00837 0.003423 71 640: 29%|##8 | 48/168 [00:09<00:22, 5.38it/s]
188/499 4.32G 0.00892 0.00837 0.003423 71 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s]
188/499 4.32G 0.008934 0.008364 0.003375 69 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s]
188/499 4.32G 0.008934 0.008364 0.003375 69 640: 30%|##9 | 50/168 [00:09<00:22, 5.30it/s]
188/499 4.32G 0.008925 0.008358 0.003335 67 640: 30%|##9 | 50/168 [00:09<00:22, 5.30it/s]
188/499 4.32G 0.008925 0.008358 0.003335 67 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s]
188/499 4.32G 0.008961 0.00842 0.003312 72 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s]
188/499 4.32G 0.008961 0.00842 0.003312 72 640: 31%|### | 52/168 [00:09<00:22, 5.21it/s]
188/499 4.32G 0.008925 0.008425 0.003338 86 640: 31%|### | 52/168 [00:10<00:22, 5.21it/s]
188/499 4.32G 0.008925 0.008425 0.003338 86 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s]
188/499 4.32G 0.008955 0.008419 0.003285 57 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s]
188/499 4.32G 0.008955 0.008419 0.003285 57 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s]
188/499 4.32G 0.008948 0.008415 0.003296 62 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s]
188/499 4.32G 0.008948 0.008415 0.003296 62 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s]
188/499 4.32G 0.008967 0.008414 0.003276 64 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s]
188/499 4.32G 0.008967 0.008414 0.003276 64 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s]
188/499 4.32G 0.008944 0.008414 0.003259 66 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s]
188/499 4.32G 0.008944 0.008414 0.003259 66 640: 34%|###3 | 57/168 [00:10<00:20, 5.32it/s]
188/499 4.32G 0.008916 0.008419 0.003285 77 640: 34%|###3 | 57/168 [00:11<00:20, 5.32it/s]
188/499 4.32G 0.008916 0.008419 0.003285 77 640: 35%|###4 | 58/168 [00:11<00:21, 5.20it/s]
188/499 4.32G 0.00892 0.008458 0.003257 74 640: 35%|###4 | 58/168 [00:11<00:21, 5.20it/s]
188/499 4.32G 0.00892 0.008458 0.003257 74 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
188/499 4.32G 0.008911 0.008475 0.003287 72 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
188/499 4.32G 0.008911 0.008475 0.003287 72 640: 36%|###5 | 60/168 [00:11<00:20, 5.38it/s]
188/499 4.32G 0.008878 0.00846 0.003265 70 640: 36%|###5 | 60/168 [00:11<00:20, 5.38it/s]
188/499 4.32G 0.008878 0.00846 0.003265 70 640: 36%|###6 | 61/168 [00:11<00:20, 5.23it/s]
188/499 4.32G 0.008858 0.008436 0.003285 59 640: 36%|###6 | 61/168 [00:11<00:20, 5.23it/s]
188/499 4.32G 0.008858 0.008436 0.003285 59 640: 37%|###6 | 62/168 [00:11<00:20, 5.30it/s]
188/499 4.32G 0.008866 0.008413 0.003337 56 640: 37%|###6 | 62/168 [00:11<00:20, 5.30it/s]
188/499 4.32G 0.008866 0.008413 0.003337 56 640: 38%|###7 | 63/168 [00:11<00:19, 5.35it/s]
188/499 4.32G 0.00888 0.008382 0.003338 63 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s]
188/499 4.32G 0.00888 0.008382 0.003338 63 640: 38%|###8 | 64/168 [00:12<00:19, 5.22it/s]
188/499 4.32G 0.008873 0.008348 0.003335 58 640: 38%|###8 | 64/168 [00:12<00:19, 5.22it/s]
188/499 4.32G 0.008873 0.008348 0.003335 58 640: 39%|###8 | 65/168 [00:12<00:19, 5.33it/s]
188/499 4.32G 0.00883 0.008311 0.003388 69 640: 39%|###8 | 65/168 [00:12<00:19, 5.33it/s]
188/499 4.32G 0.00883 0.008311 0.003388 69 640: 39%|###9 | 66/168 [00:12<00:18, 5.39it/s]
188/499 4.32G 0.008817 0.008283 0.003372 49 640: 39%|###9 | 66/168 [00:12<00:18, 5.39it/s]
188/499 4.32G 0.008817 0.008283 0.003372 49 640: 40%|###9 | 67/168 [00:12<00:19, 5.24it/s]
188/499 4.32G 0.008831 0.008297 0.003341 68 640: 40%|###9 | 67/168 [00:12<00:19, 5.24it/s]
188/499 4.32G 0.008831 0.008297 0.003341 68 640: 40%|#### | 68/168 [00:12<00:18, 5.30it/s]
188/499 4.32G 0.00884 0.008295 0.003332 63 640: 40%|#### | 68/168 [00:13<00:18, 5.30it/s]
188/499 4.32G 0.00884 0.008295 0.003332 63 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
188/499 4.32G 0.008838 0.008285 0.003329 60 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
188/499 4.32G 0.008838 0.008285 0.003329 60 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s]
188/499 4.32G 0.008837 0.008289 0.003354 68 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s]
188/499 4.32G 0.008837 0.008289 0.003354 68 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s]
188/499 4.32G 0.008819 0.008285 0.003359 77 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s]
188/499 4.32G 0.008819 0.008285 0.003359 77 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s]
188/499 4.32G 0.008818 0.008278 0.003342 72 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s]
188/499 4.32G 0.008818 0.008278 0.003342 72 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s]
188/499 4.32G 0.008816 0.008266 0.003383 64 640: 43%|####3 | 73/168 [00:14<00:18, 5.21it/s]
188/499 4.32G 0.008816 0.008266 0.003383 64 640: 44%|####4 | 74/168 [00:14<00:17, 5.30it/s]
188/499 4.32G 0.00879 0.008232 0.003363 59 640: 44%|####4 | 74/168 [00:14<00:17, 5.30it/s]
188/499 4.32G 0.00879 0.008232 0.003363 59 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s]
188/499 4.32G 0.008779 0.008228 0.003353 68 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s]
188/499 4.32G 0.008779 0.008228 0.003353 68 640: 45%|####5 | 76/168 [00:14<00:17, 5.16it/s]
188/499 4.32G 0.008778 0.008268 0.003354 82 640: 45%|####5 | 76/168 [00:14<00:17, 5.16it/s]
188/499 4.32G 0.008778 0.008268 0.003354 82 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s]
188/499 4.32G 0.00879 0.008275 0.00334 64 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s]
188/499 4.32G 0.00879 0.008275 0.00334 64 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s]
188/499 4.32G 0.008789 0.008237 0.003315 46 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s]
188/499 4.32G 0.008789 0.008237 0.003315 46 640: 47%|####7 | 79/168 [00:14<00:17, 5.20it/s]
188/499 4.32G 0.008758 0.008217 0.003318 76 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s]
188/499 4.32G 0.008758 0.008217 0.003318 76 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s]
188/499 4.32G 0.008742 0.008222 0.003321 73 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s]
188/499 4.32G 0.008742 0.008222 0.003321 73 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s]
188/499 4.32G 0.008733 0.008197 0.003304 55 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s]
188/499 4.32G 0.008733 0.008197 0.003304 55 640: 49%|####8 | 82/168 [00:15<00:16, 5.23it/s]
188/499 4.32G 0.008726 0.0082 0.00335 77 640: 49%|####8 | 82/168 [00:15<00:16, 5.23it/s]
188/499 4.32G 0.008726 0.0082 0.00335 77 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s]
188/499 4.32G 0.008743 0.008205 0.003339 68 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s]
188/499 4.32G 0.008743 0.008205 0.003339 68 640: 50%|##### | 84/168 [00:15<00:15, 5.37it/s]
188/499 4.32G 0.008741 0.008188 0.003361 66 640: 50%|##### | 84/168 [00:16<00:15, 5.37it/s]
188/499 4.32G 0.008741 0.008188 0.003361 66 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s]
188/499 4.32G 0.008718 0.008154 0.003354 52 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s]
188/499 4.32G 0.008718 0.008154 0.003354 52 640: 51%|#####1 | 86/168 [00:16<00:15, 5.31it/s]
188/499 4.32G 0.008726 0.00815 0.003376 73 640: 51%|#####1 | 86/168 [00:16<00:15, 5.31it/s]
188/499 4.32G 0.008726 0.00815 0.003376 73 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s]
188/499 4.32G 0.008724 0.008131 0.003386 62 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s]
188/499 4.32G 0.008724 0.008131 0.003386 62 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s]
188/499 4.32G 0.008729 0.008135 0.003417 70 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s]
188/499 4.32G 0.008729 0.008135 0.003417 70 640: 53%|#####2 | 89/168 [00:16<00:14, 5.33it/s]
188/499 4.32G 0.008706 0.00812 0.003424 63 640: 53%|#####2 | 89/168 [00:17<00:14, 5.33it/s]
188/499 4.32G 0.008706 0.00812 0.003424 63 640: 54%|#####3 | 90/168 [00:17<00:14, 5.40it/s]
188/499 4.32G 0.008708 0.008119 0.00342 76 640: 54%|#####3 | 90/168 [00:17<00:14, 5.40it/s]
188/499 4.32G 0.008708 0.008119 0.00342 76 640: 54%|#####4 | 91/168 [00:17<00:14, 5.26it/s]
188/499 4.32G 0.008713 0.008135 0.003418 67 640: 54%|#####4 | 91/168 [00:17<00:14, 5.26it/s]
188/499 4.32G 0.008713 0.008135 0.003418 67 640: 55%|#####4 | 92/168 [00:17<00:14, 5.33it/s]
188/499 4.32G 0.008707 0.008118 0.00343 57 640: 55%|#####4 | 92/168 [00:17<00:14, 5.33it/s]
188/499 4.32G 0.008707 0.008118 0.00343 57 640: 55%|#####5 | 93/168 [00:17<00:13, 5.38it/s]
188/499 4.32G 0.0087 0.008113 0.003429 55 640: 55%|#####5 | 93/168 [00:17<00:13, 5.38it/s]
188/499 4.32G 0.0087 0.008113 0.003429 55 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
188/499 4.32G 0.008717 0.008139 0.003418 80 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s]
188/499 4.32G 0.008717 0.008139 0.003418 80 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s]
188/499 4.32G 0.008714 0.008116 0.003404 47 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s]
188/499 4.32G 0.008714 0.008116 0.003404 47 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s]
188/499 4.32G 0.008728 0.008134 0.003426 72 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s]
188/499 4.32G 0.008728 0.008134 0.003426 72 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s]
188/499 4.32G 0.008719 0.008126 0.00341 73 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s]
188/499 4.32G 0.008719 0.008126 0.00341 73 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s]
188/499 4.32G 0.008711 0.008127 0.003395 71 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s]
188/499 4.32G 0.008711 0.008127 0.003395 71 640: 59%|#####8 | 99/168 [00:18<00:12, 5.36it/s]
188/499 4.32G 0.008699 0.008124 0.003407 74 640: 59%|#####8 | 99/168 [00:18<00:12, 5.36it/s]
188/499 4.32G 0.008699 0.008124 0.003407 74 640: 60%|#####9 | 100/168 [00:18<00:13, 5.19it/s]
188/499 4.32G 0.008699 0.008134 0.003403 74 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s]
188/499 4.32G 0.008699 0.008134 0.003403 74 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s]
188/499 4.32G 0.008707 0.008134 0.003377 69 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s]
188/499 4.32G 0.008707 0.008134 0.003377 69 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s]
188/499 4.32G 0.008704 0.008139 0.003358 69 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s]
188/499 4.32G 0.008704 0.008139 0.003358 69 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
188/499 4.32G 0.008706 0.008141 0.003333 62 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
188/499 4.32G 0.008706 0.008141 0.003333 62 640: 62%|######1 | 104/168 [00:19<00:12, 5.30it/s]
188/499 4.32G 0.008689 0.008141 0.00332 73 640: 62%|######1 | 104/168 [00:19<00:12, 5.30it/s]
188/499 4.32G 0.008689 0.008141 0.00332 73 640: 62%|######2 | 105/168 [00:19<00:11, 5.36it/s]
188/499 4.32G 0.008681 0.008133 0.003319 74 640: 62%|######2 | 105/168 [00:20<00:11, 5.36it/s]
188/499 4.32G 0.008681 0.008133 0.003319 74 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s]
188/499 4.32G 0.00867 0.008135 0.003327 64 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s]
188/499 4.32G 0.00867 0.008135 0.003327 64 640: 64%|######3 | 107/168 [00:20<00:11, 5.31it/s]
188/499 4.32G 0.008674 0.008129 0.003335 57 640: 64%|######3 | 107/168 [00:20<00:11, 5.31it/s]
188/499 4.32G 0.008674 0.008129 0.003335 57 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s]
188/499 4.32G 0.008673 0.008117 0.003315 56 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s]
188/499 4.32G 0.008673 0.008117 0.003315 56 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s]
188/499 4.32G 0.008673 0.008128 0.003307 67 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s]
188/499 4.32G 0.008673 0.008128 0.003307 67 640: 65%|######5 | 110/168 [00:20<00:10, 5.28it/s]
188/499 4.32G 0.008674 0.008122 0.003286 58 640: 65%|######5 | 110/168 [00:21<00:10, 5.28it/s]
188/499 4.32G 0.008674 0.008122 0.003286 58 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s]
188/499 4.32G 0.00868 0.00813 0.003295 77 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s]
188/499 4.32G 0.00868 0.00813 0.003295 77 640: 67%|######6 | 112/168 [00:21<00:10, 5.20it/s]
188/499 4.32G 0.008668 0.00812 0.003303 67 640: 67%|######6 | 112/168 [00:21<00:10, 5.20it/s]
188/499 4.32G 0.008668 0.00812 0.003303 67 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s]
188/499 4.32G 0.008673 0.008123 0.003298 72 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s]
188/499 4.32G 0.008673 0.008123 0.003298 72 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s]
188/499 4.32G 0.008684 0.008147 0.003315 75 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s]
188/499 4.32G 0.008684 0.008147 0.003315 75 640: 68%|######8 | 115/168 [00:21<00:10, 5.15it/s]
188/499 4.32G 0.008682 0.008143 0.003307 74 640: 68%|######8 | 115/168 [00:21<00:10, 5.15it/s]
188/499 4.32G 0.008682 0.008143 0.003307 74 640: 69%|######9 | 116/168 [00:21<00:09, 5.25it/s]
188/499 4.32G 0.008681 0.008144 0.003321 69 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
188/499 4.32G 0.008681 0.008144 0.003321 69 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
188/499 4.32G 0.008665 0.008123 0.003316 55 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
188/499 4.32G 0.008665 0.008123 0.003316 55 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s]
188/499 4.32G 0.008663 0.008133 0.003297 71 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s]
188/499 4.32G 0.008663 0.008133 0.003297 71 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s]
188/499 4.32G 0.008665 0.008164 0.003296 84 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s]
188/499 4.32G 0.008665 0.008164 0.003296 84 640: 71%|#######1 | 120/168 [00:22<00:08, 5.37it/s]
188/499 4.32G 0.008667 0.008167 0.003293 65 640: 71%|#######1 | 120/168 [00:22<00:08, 5.37it/s]
188/499 4.32G 0.008667 0.008167 0.003293 65 640: 72%|#######2 | 121/168 [00:22<00:08, 5.25it/s]
188/499 4.32G 0.008682 0.008163 0.003289 57 640: 72%|#######2 | 121/168 [00:23<00:08, 5.25it/s]
188/499 4.32G 0.008682 0.008163 0.003289 57 640: 73%|#######2 | 122/168 [00:23<00:08, 5.33it/s]
188/499 4.32G 0.008679 0.008146 0.003288 60 640: 73%|#######2 | 122/168 [00:23<00:08, 5.33it/s]
188/499 4.32G 0.008679 0.008146 0.003288 60 640: 73%|#######3 | 123/168 [00:23<00:08, 5.41it/s]
188/499 4.32G 0.008671 0.008152 0.003269 64 640: 73%|#######3 | 123/168 [00:23<00:08, 5.41it/s]
188/499 4.32G 0.008671 0.008152 0.003269 64 640: 74%|#######3 | 124/168 [00:23<00:08, 5.25it/s]
188/499 4.32G 0.008684 0.008161 0.003259 72 640: 74%|#######3 | 124/168 [00:23<00:08, 5.25it/s]
188/499 4.32G 0.008684 0.008161 0.003259 72 640: 74%|#######4 | 125/168 [00:23<00:08, 5.34it/s]
188/499 4.32G 0.008674 0.008158 0.003255 80 640: 74%|#######4 | 125/168 [00:23<00:08, 5.34it/s]
188/499 4.32G 0.008674 0.008158 0.003255 80 640: 75%|#######5 | 126/168 [00:23<00:07, 5.39it/s]
188/499 4.32G 0.008667 0.008158 0.003266 70 640: 75%|#######5 | 126/168 [00:24<00:07, 5.39it/s]
188/499 4.32G 0.008667 0.008158 0.003266 70 640: 76%|#######5 | 127/168 [00:24<00:07, 5.23it/s]
188/499 4.32G 0.00867 0.008161 0.003259 75 640: 76%|#######5 | 127/168 [00:24<00:07, 5.23it/s]
188/499 4.32G 0.00867 0.008161 0.003259 75 640: 76%|#######6 | 128/168 [00:24<00:07, 5.32it/s]
188/499 4.32G 0.008672 0.008157 0.003258 67 640: 76%|#######6 | 128/168 [00:24<00:07, 5.32it/s]
188/499 4.32G 0.008672 0.008157 0.003258 67 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s]
188/499 4.32G 0.008673 0.00816 0.003281 74 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s]
188/499 4.32G 0.008673 0.00816 0.003281 74 640: 77%|#######7 | 130/168 [00:24<00:07, 5.24it/s]
188/499 4.32G 0.008662 0.008149 0.003286 62 640: 77%|#######7 | 130/168 [00:24<00:07, 5.24it/s]
188/499 4.32G 0.008662 0.008149 0.003286 62 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s]
188/499 4.32G 0.008673 0.008154 0.00329 60 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s]
188/499 4.32G 0.008673 0.008154 0.00329 60 640: 79%|#######8 | 132/168 [00:24<00:06, 5.36it/s]
188/499 4.32G 0.008672 0.008145 0.003284 63 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s]
188/499 4.32G 0.008672 0.008145 0.003284 63 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
188/499 4.32G 0.008666 0.008149 0.003279 80 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
188/499 4.32G 0.008666 0.008149 0.003279 80 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s]
188/499 4.32G 0.008672 0.008161 0.003296 84 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s]
188/499 4.32G 0.008672 0.008161 0.003296 84 640: 80%|######## | 135/168 [00:25<00:06, 5.38it/s]
188/499 4.32G 0.008661 0.008141 0.003283 55 640: 80%|######## | 135/168 [00:25<00:06, 5.38it/s]
188/499 4.32G 0.008661 0.008141 0.003283 55 640: 81%|######## | 136/168 [00:25<00:06, 5.25it/s]
188/499 4.32G 0.008653 0.008141 0.003286 66 640: 81%|######## | 136/168 [00:25<00:06, 5.25it/s]
188/499 4.32G 0.008653 0.008141 0.003286 66 640: 82%|########1 | 137/168 [00:25<00:05, 5.33it/s]
188/499 4.32G 0.008645 0.008126 0.003295 61 640: 82%|########1 | 137/168 [00:26<00:05, 5.33it/s]
188/499 4.32G 0.008645 0.008126 0.003295 61 640: 82%|########2 | 138/168 [00:26<00:05, 5.38it/s]
188/499 4.32G 0.008645 0.008131 0.003292 60 640: 82%|########2 | 138/168 [00:26<00:05, 5.38it/s]
188/499 4.32G 0.008645 0.008131 0.003292 60 640: 83%|########2 | 139/168 [00:26<00:05, 5.25it/s]
188/499 4.32G 0.008637 0.008133 0.00329 63 640: 83%|########2 | 139/168 [00:26<00:05, 5.25it/s]
188/499 4.32G 0.008637 0.008133 0.00329 63 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
188/499 4.32G 0.008635 0.008133 0.003291 73 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
188/499 4.32G 0.008635 0.008133 0.003291 73 640: 84%|########3 | 141/168 [00:26<00:05, 5.32it/s]
188/499 4.32G 0.008629 0.008127 0.003301 70 640: 84%|########3 | 141/168 [00:26<00:05, 5.32it/s]
188/499 4.32G 0.008629 0.008127 0.003301 70 640: 85%|########4 | 142/168 [00:26<00:05, 5.19it/s]
188/499 4.32G 0.008623 0.008121 0.003307 68 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s]
188/499 4.32G 0.008623 0.008121 0.003307 68 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s]
188/499 4.32G 0.00862 0.008126 0.003301 70 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s]
188/499 4.32G 0.00862 0.008126 0.003301 70 640: 86%|########5 | 144/168 [00:27<00:04, 5.34it/s]
188/499 4.32G 0.00862 0.00813 0.003288 64 640: 86%|########5 | 144/168 [00:27<00:04, 5.34it/s]
188/499 4.32G 0.00862 0.00813 0.003288 64 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s]
188/499 4.32G 0.008614 0.008131 0.003288 68 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s]
188/499 4.32G 0.008614 0.008131 0.003288 68 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s]
188/499 4.32G 0.008624 0.008143 0.003281 72 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s]
188/499 4.32G 0.008624 0.008143 0.003281 72 640: 88%|########7 | 147/168 [00:27<00:03, 5.35it/s]
188/499 4.32G 0.008615 0.008144 0.003287 73 640: 88%|########7 | 147/168 [00:28<00:03, 5.35it/s]
188/499 4.32G 0.008615 0.008144 0.003287 73 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s]
188/499 4.32G 0.008618 0.008151 0.003304 68 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s]
188/499 4.32G 0.008618 0.008151 0.003304 68 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s]
188/499 4.32G 0.008611 0.008151 0.003301 77 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s]
188/499 4.32G 0.008611 0.008151 0.003301 77 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s]
188/499 4.32G 0.00861 0.008149 0.003322 59 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s]
188/499 4.32G 0.00861 0.008149 0.003322 59 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s]
188/499 4.32G 0.008622 0.008146 0.003331 65 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s]
188/499 4.32G 0.008622 0.008146 0.003331 65 640: 90%|######### | 152/168 [00:28<00:03, 5.29it/s]
188/499 4.32G 0.008614 0.008133 0.003339 62 640: 90%|######### | 152/168 [00:28<00:03, 5.29it/s]
188/499 4.32G 0.008614 0.008133 0.003339 62 640: 91%|#########1| 153/168 [00:28<00:02, 5.37it/s]
188/499 4.32G 0.008629 0.008132 0.003331 52 640: 91%|#########1| 153/168 [00:29<00:02, 5.37it/s]
188/499 4.32G 0.008629 0.008132 0.003331 52 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s]
188/499 4.32G 0.008631 0.008135 0.003325 71 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s]
188/499 4.32G 0.008631 0.008135 0.003325 71 640: 92%|#########2| 155/168 [00:29<00:02, 5.27it/s]
188/499 4.32G 0.008631 0.008127 0.003327 59 640: 92%|#########2| 155/168 [00:29<00:02, 5.27it/s]
188/499 4.32G 0.008631 0.008127 0.003327 59 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s]
188/499 4.32G 0.008636 0.008138 0.003325 84 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s]
188/499 4.32G 0.008636 0.008138 0.003325 84 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s]
188/499 4.32G 0.00863 0.008136 0.003322 70 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s]
188/499 4.32G 0.00863 0.008136 0.003322 70 640: 94%|#########4| 158/168 [00:29<00:01, 5.29it/s]
188/499 4.32G 0.008622 0.008132 0.003312 64 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s]
188/499 4.32G 0.008622 0.008132 0.003312 64 640: 95%|#########4| 159/168 [00:30<00:01, 5.36it/s]
188/499 4.32G 0.008639 0.008136 0.003328 54 640: 95%|#########4| 159/168 [00:30<00:01, 5.36it/s]
188/499 4.32G 0.008639 0.008136 0.003328 54 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
188/499 4.32G 0.008636 0.008125 0.003322 66 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
188/499 4.32G 0.008636 0.008125 0.003322 66 640: 96%|#########5| 161/168 [00:30<00:01, 5.27it/s]
188/499 4.32G 0.008641 0.008123 0.003312 67 640: 96%|#########5| 161/168 [00:30<00:01, 5.27it/s]
188/499 4.32G 0.008641 0.008123 0.003312 67 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s]
188/499 4.32G 0.00864 0.008134 0.003303 80 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s]
188/499 4.32G 0.00864 0.008134 0.003303 80 640: 97%|#########7| 163/168 [00:30<00:00, 5.23it/s]
188/499 4.32G 0.00864 0.008153 0.003293 95 640: 97%|#########7| 163/168 [00:31<00:00, 5.23it/s]
188/499 4.32G 0.00864 0.008153 0.003293 95 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s]
188/499 4.32G 0.008641 0.008159 0.003286 68 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s]
188/499 4.32G 0.008641 0.008159 0.003286 68 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s]
188/499 4.32G 0.008631 0.008158 0.003283 88 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s]
188/499 4.32G 0.008631 0.008158 0.003283 88 640: 99%|#########8| 166/168 [00:31<00:00, 5.24it/s]
188/499 4.32G 0.00863 0.008142 0.003293 53 640: 99%|#########8| 166/168 [00:31<00:00, 5.24it/s]
188/499 4.32G 0.00863 0.008142 0.003293 53 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s]
188/499 4.32G 0.008646 0.008122 0.003317 16 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s]
188/499 4.32G 0.008646 0.008122 0.003317 16 640: 100%|##########| 168/168 [00:31<00:00, 5.41it/s]
188/499 4.32G 0.008646 0.008122 0.003317 16 640: 100%|##########| 168/168 [00:31<00:00, 5.28it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.85it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s]
all 132 263 0.801 0.89 0.865 0.763
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
189/499 4.32G 0.008438 0.006802 0.001502 55 640: 0%| | 0/168 [00:00<?, ?it/s]
189/499 4.32G 0.008438 0.006802 0.001502 55 640: 1%| | 1/168 [00:00<00:33, 4.93it/s]
189/499 4.32G 0.009012 0.008726 0.002255 73 640: 1%| | 1/168 [00:00<00:33, 4.93it/s]
189/499 4.32G 0.009012 0.008726 0.002255 73 640: 1%|1 | 2/168 [00:00<00:31, 5.21it/s]
189/499 4.32G 0.00989 0.008986 0.001849 68 640: 1%|1 | 2/168 [00:00<00:31, 5.21it/s]
189/499 4.32G 0.00989 0.008986 0.001849 68 640: 2%|1 | 3/168 [00:00<00:31, 5.32it/s]
189/499 4.32G 0.009785 0.008954 0.001968 66 640: 2%|1 | 3/168 [00:00<00:31, 5.32it/s]
189/499 4.32G 0.009785 0.008954 0.001968 66 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s]
189/499 4.32G 0.009598 0.008804 0.002024 66 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s]
189/499 4.32G 0.009598 0.008804 0.002024 66 640: 3%|2 | 5/168 [00:00<00:30, 5.26it/s]
189/499 4.32G 0.009325 0.008585 0.002483 62 640: 3%|2 | 5/168 [00:01<00:30, 5.26it/s]
189/499 4.32G 0.009325 0.008585 0.002483 62 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s]
189/499 4.32G 0.00899 0.008462 0.002736 61 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s]
189/499 4.32G 0.00899 0.008462 0.002736 61 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s]
189/499 4.32G 0.008855 0.008285 0.003031 67 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s]
189/499 4.32G 0.008855 0.008285 0.003031 67 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s]
189/499 4.32G 0.008869 0.008139 0.003178 56 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s]
189/499 4.32G 0.008869 0.008139 0.003178 56 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s]
189/499 4.32G 0.008956 0.008165 0.003083 65 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s]
189/499 4.32G 0.008956 0.008165 0.003083 65 640: 6%|5 | 10/168 [00:01<00:30, 5.23it/s]
189/499 4.32G 0.008818 0.008208 0.002897 79 640: 6%|5 | 10/168 [00:02<00:30, 5.23it/s]
189/499 4.32G 0.008818 0.008208 0.002897 79 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s]
189/499 4.32G 0.008799 0.008333 0.003079 77 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s]
189/499 4.32G 0.008799 0.008333 0.003079 77 640: 7%|7 | 12/168 [00:02<00:29, 5.37it/s]
189/499 4.32G 0.008814 0.008324 0.002999 68 640: 7%|7 | 12/168 [00:02<00:29, 5.37it/s]
189/499 4.32G 0.008814 0.008324 0.002999 68 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s]
189/499 4.32G 0.008705 0.008193 0.003147 60 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s]
189/499 4.32G 0.008705 0.008193 0.003147 60 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s]
189/499 4.32G 0.00866 0.008191 0.003046 69 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s]
189/499 4.32G 0.00866 0.008191 0.003046 69 640: 9%|8 | 15/168 [00:02<00:28, 5.32it/s]
189/499 4.32G 0.008717 0.00801 0.003373 61 640: 9%|8 | 15/168 [00:03<00:28, 5.32it/s]
189/499 4.32G 0.008717 0.00801 0.003373 61 640: 10%|9 | 16/168 [00:03<00:29, 5.13it/s]
189/499 4.32G 0.008745 0.007955 0.003363 64 640: 10%|9 | 16/168 [00:03<00:29, 5.13it/s]
189/499 4.32G 0.008745 0.007955 0.003363 64 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
189/499 4.32G 0.008758 0.008019 0.00322 79 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
189/499 4.32G 0.008758 0.008019 0.00322 79 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s]
189/499 4.32G 0.008694 0.007973 0.003168 66 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s]
189/499 4.32G 0.008694 0.007973 0.003168 66 640: 11%|#1 | 19/168 [00:03<00:28, 5.18it/s]
189/499 4.32G 0.008662 0.00798 0.003169 62 640: 11%|#1 | 19/168 [00:03<00:28, 5.18it/s]
189/499 4.32G 0.008662 0.00798 0.003169 62 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s]
189/499 4.32G 0.008633 0.007935 0.003355 61 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s]
189/499 4.32G 0.008633 0.007935 0.003355 61 640: 12%|#2 | 21/168 [00:03<00:27, 5.32it/s]
189/499 4.32G 0.008596 0.007999 0.00335 73 640: 12%|#2 | 21/168 [00:04<00:27, 5.32it/s]
189/499 4.32G 0.008596 0.007999 0.00335 73 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
189/499 4.32G 0.008561 0.00798 0.003215 71 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
189/499 4.32G 0.008561 0.00798 0.003215 71 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s]
189/499 4.32G 0.008598 0.008018 0.003167 76 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s]
189/499 4.32G 0.008598 0.008018 0.003167 76 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s]
189/499 4.32G 0.008567 0.008084 0.003109 72 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s]
189/499 4.32G 0.008567 0.008084 0.003109 72 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s]
189/499 4.32G 0.008547 0.007987 0.003137 56 640: 15%|#4 | 25/168 [00:04<00:27, 5.19it/s]
189/499 4.32G 0.008547 0.007987 0.003137 56 640: 15%|#5 | 26/168 [00:04<00:27, 5.24it/s]
189/499 4.32G 0.00852 0.007979 0.003237 66 640: 15%|#5 | 26/168 [00:05<00:27, 5.24it/s]
189/499 4.32G 0.00852 0.007979 0.003237 66 640: 16%|#6 | 27/168 [00:05<00:26, 5.30it/s]
189/499 4.32G 0.008533 0.008022 0.003265 78 640: 16%|#6 | 27/168 [00:05<00:26, 5.30it/s]
189/499 4.32G 0.008533 0.008022 0.003265 78 640: 17%|#6 | 28/168 [00:05<00:27, 5.17it/s]
189/499 4.32G 0.008541 0.008022 0.003306 70 640: 17%|#6 | 28/168 [00:05<00:27, 5.17it/s]
189/499 4.32G 0.008541 0.008022 0.003306 70 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s]
189/499 4.32G 0.008588 0.00802 0.003273 68 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s]
189/499 4.32G 0.008588 0.00802 0.003273 68 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s]
189/499 4.32G 0.008572 0.008089 0.003257 98 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s]
189/499 4.32G 0.008572 0.008089 0.003257 98 640: 18%|#8 | 31/168 [00:05<00:26, 5.22it/s]
189/499 4.32G 0.008526 0.00811 0.003303 73 640: 18%|#8 | 31/168 [00:06<00:26, 5.22it/s]
189/499 4.32G 0.008526 0.00811 0.003303 73 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s]
189/499 4.32G 0.008586 0.008078 0.003247 62 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s]
189/499 4.32G 0.008586 0.008078 0.003247 62 640: 20%|#9 | 33/168 [00:06<00:25, 5.40it/s]
189/499 4.32G 0.008585 0.008117 0.003223 79 640: 20%|#9 | 33/168 [00:06<00:25, 5.40it/s]
189/499 4.32G 0.008585 0.008117 0.003223 79 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
189/499 4.32G 0.008566 0.00806 0.003248 58 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
189/499 4.32G 0.008566 0.00806 0.003248 58 640: 21%|## | 35/168 [00:06<00:25, 5.32it/s]
189/499 4.32G 0.008529 0.008013 0.003225 51 640: 21%|## | 35/168 [00:06<00:25, 5.32it/s]
189/499 4.32G 0.008529 0.008013 0.003225 51 640: 21%|##1 | 36/168 [00:06<00:24, 5.34it/s]
189/499 4.32G 0.008532 0.008009 0.003262 67 640: 21%|##1 | 36/168 [00:07<00:24, 5.34it/s]
189/499 4.32G 0.008532 0.008009 0.003262 67 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s]
189/499 4.32G 0.00856 0.008047 0.003247 80 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s]
189/499 4.32G 0.00856 0.008047 0.003247 80 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s]
189/499 4.32G 0.008574 0.008049 0.003221 65 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s]
189/499 4.32G 0.008574 0.008049 0.003221 65 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
189/499 4.32G 0.00858 0.008003 0.003192 49 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
189/499 4.32G 0.00858 0.008003 0.003192 49 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s]
189/499 4.32G 0.008604 0.008002 0.003294 64 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s]
189/499 4.32G 0.008604 0.008002 0.003294 64 640: 24%|##4 | 41/168 [00:07<00:24, 5.23it/s]
189/499 4.32G 0.008603 0.008003 0.003302 70 640: 24%|##4 | 41/168 [00:07<00:24, 5.23it/s]
189/499 4.32G 0.008603 0.008003 0.003302 70 640: 25%|##5 | 42/168 [00:07<00:23, 5.32it/s]
189/499 4.32G 0.008585 0.00803 0.003312 74 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s]
189/499 4.32G 0.008585 0.00803 0.003312 74 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
189/499 4.32G 0.008612 0.008019 0.003265 58 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
189/499 4.32G 0.008612 0.008019 0.003265 58 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s]
189/499 4.32G 0.008606 0.008039 0.003272 64 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s]
189/499 4.32G 0.008606 0.008039 0.003272 64 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s]
189/499 4.32G 0.008642 0.008033 0.003313 63 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s]
189/499 4.32G 0.008642 0.008033 0.003313 63 640: 27%|##7 | 46/168 [00:08<00:23, 5.23it/s]
189/499 4.32G 0.008628 0.008059 0.003315 69 640: 27%|##7 | 46/168 [00:08<00:23, 5.23it/s]
189/499 4.32G 0.008628 0.008059 0.003315 69 640: 28%|##7 | 47/168 [00:08<00:22, 5.33it/s]
189/499 4.32G 0.008656 0.00807 0.003292 66 640: 28%|##7 | 47/168 [00:09<00:22, 5.33it/s]
189/499 4.32G 0.008656 0.00807 0.003292 66 640: 29%|##8 | 48/168 [00:09<00:22, 5.40it/s]
189/499 4.32G 0.008661 0.008073 0.003267 67 640: 29%|##8 | 48/168 [00:09<00:22, 5.40it/s]
189/499 4.32G 0.008661 0.008073 0.003267 67 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s]
189/499 4.32G 0.008661 0.008051 0.003272 70 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s]
189/499 4.32G 0.008661 0.008051 0.003272 70 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
189/499 4.32G 0.008616 0.008008 0.003302 58 640: 30%|##9 | 50/168 [00:09<00:22, 5.28it/s]
189/499 4.32G 0.008616 0.008008 0.003302 58 640: 30%|### | 51/168 [00:09<00:22, 5.31it/s]
189/499 4.32G 0.008622 0.008001 0.003267 66 640: 30%|### | 51/168 [00:09<00:22, 5.31it/s]
189/499 4.32G 0.008622 0.008001 0.003267 66 640: 31%|### | 52/168 [00:09<00:22, 5.18it/s]
189/499 4.32G 0.008602 0.007983 0.003289 82 640: 31%|### | 52/168 [00:10<00:22, 5.18it/s]
189/499 4.32G 0.008602 0.007983 0.003289 82 640: 32%|###1 | 53/168 [00:10<00:21, 5.30it/s]
189/499 4.32G 0.008614 0.007971 0.003309 62 640: 32%|###1 | 53/168 [00:10<00:21, 5.30it/s]
189/499 4.32G 0.008614 0.007971 0.003309 62 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s]
189/499 4.32G 0.00863 0.007952 0.003286 53 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s]
189/499 4.32G 0.00863 0.007952 0.003286 53 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
189/499 4.32G 0.008634 0.007945 0.003321 70 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
189/499 4.32G 0.008634 0.007945 0.003321 70 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s]
189/499 4.32G 0.008645 0.007957 0.003324 73 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s]
189/499 4.32G 0.008645 0.007957 0.003324 73 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s]
189/499 4.32G 0.00865 0.007975 0.003281 68 640: 34%|###3 | 57/168 [00:11<00:20, 5.35it/s]
189/499 4.32G 0.00865 0.007975 0.003281 68 640: 35%|###4 | 58/168 [00:11<00:21, 5.22it/s]
189/499 4.32G 0.008624 0.00794 0.003312 62 640: 35%|###4 | 58/168 [00:11<00:21, 5.22it/s]
189/499 4.32G 0.008624 0.00794 0.003312 62 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s]
189/499 4.32G 0.008603 0.007904 0.003308 54 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s]
189/499 4.32G 0.008603 0.007904 0.003308 54 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s]
189/499 4.32G 0.008594 0.007943 0.003335 74 640: 36%|###5 | 60/168 [00:11<00:20, 5.35it/s]
189/499 4.32G 0.008594 0.007943 0.003335 74 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s]
189/499 4.32G 0.008611 0.007977 0.003323 73 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s]
189/499 4.32G 0.008611 0.007977 0.003323 73 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s]
189/499 4.32G 0.008589 0.007964 0.003356 63 640: 37%|###6 | 62/168 [00:11<00:20, 5.29it/s]
189/499 4.32G 0.008589 0.007964 0.003356 63 640: 38%|###7 | 63/168 [00:11<00:19, 5.34it/s]
189/499 4.32G 0.008638 0.007986 0.003398 58 640: 38%|###7 | 63/168 [00:12<00:19, 5.34it/s]
189/499 4.32G 0.008638 0.007986 0.003398 58 640: 38%|###8 | 64/168 [00:12<00:19, 5.20it/s]
189/499 4.32G 0.008613 0.007961 0.003385 61 640: 38%|###8 | 64/168 [00:12<00:19, 5.20it/s]
189/499 4.32G 0.008613 0.007961 0.003385 61 640: 39%|###8 | 65/168 [00:12<00:19, 5.30it/s]
189/499 4.32G 0.00863 0.00796 0.003404 69 640: 39%|###8 | 65/168 [00:12<00:19, 5.30it/s]
189/499 4.32G 0.00863 0.00796 0.003404 69 640: 39%|###9 | 66/168 [00:12<00:18, 5.37it/s]
189/499 4.32G 0.008626 0.007964 0.003414 71 640: 39%|###9 | 66/168 [00:12<00:18, 5.37it/s]
189/499 4.32G 0.008626 0.007964 0.003414 71 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
189/499 4.32G 0.008615 0.007954 0.003416 65 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
189/499 4.32G 0.008615 0.007954 0.003416 65 640: 40%|#### | 68/168 [00:12<00:18, 5.30it/s]
189/499 4.32G 0.008604 0.00797 0.003431 68 640: 40%|#### | 68/168 [00:13<00:18, 5.30it/s]
189/499 4.32G 0.008604 0.00797 0.003431 68 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
189/499 4.32G 0.008587 0.007948 0.003411 59 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
189/499 4.32G 0.008587 0.007948 0.003411 59 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s]
189/499 4.32G 0.008593 0.007955 0.003392 69 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s]
189/499 4.32G 0.008593 0.007955 0.003392 69 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s]
189/499 4.32G 0.008567 0.007941 0.003362 67 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s]
189/499 4.32G 0.008567 0.007941 0.003362 67 640: 43%|####2 | 72/168 [00:13<00:18, 5.31it/s]
189/499 4.32G 0.008558 0.007956 0.003347 67 640: 43%|####2 | 72/168 [00:13<00:18, 5.31it/s]
189/499 4.32G 0.008558 0.007956 0.003347 67 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s]
189/499 4.32G 0.00855 0.007946 0.003351 64 640: 43%|####3 | 73/168 [00:14<00:18, 5.21it/s]
189/499 4.32G 0.00855 0.007946 0.003351 64 640: 44%|####4 | 74/168 [00:14<00:17, 5.30it/s]
189/499 4.32G 0.008555 0.007925 0.003329 50 640: 44%|####4 | 74/168 [00:14<00:17, 5.30it/s]
189/499 4.32G 0.008555 0.007925 0.003329 50 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s]
189/499 4.32G 0.008571 0.007943 0.003297 69 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s]
189/499 4.32G 0.008571 0.007943 0.003297 69 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s]
189/499 4.32G 0.008583 0.007946 0.003305 63 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s]
189/499 4.32G 0.008583 0.007946 0.003305 63 640: 46%|####5 | 77/168 [00:14<00:17, 5.30it/s]
189/499 4.32G 0.008566 0.007922 0.003304 55 640: 46%|####5 | 77/168 [00:14<00:17, 5.30it/s]
189/499 4.32G 0.008566 0.007922 0.003304 55 640: 46%|####6 | 78/168 [00:14<00:16, 5.36it/s]
189/499 4.32G 0.008566 0.007935 0.003286 67 640: 46%|####6 | 78/168 [00:14<00:16, 5.36it/s]
189/499 4.32G 0.008566 0.007935 0.003286 67 640: 47%|####7 | 79/168 [00:14<00:17, 5.23it/s]
189/499 4.32G 0.008573 0.007956 0.003264 74 640: 47%|####7 | 79/168 [00:15<00:17, 5.23it/s]
189/499 4.32G 0.008573 0.007956 0.003264 74 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s]
189/499 4.32G 0.00858 0.007957 0.003255 72 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s]
189/499 4.32G 0.00858 0.007957 0.003255 72 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s]
189/499 4.32G 0.008574 0.007957 0.003238 65 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s]
189/499 4.32G 0.008574 0.007957 0.003238 65 640: 49%|####8 | 82/168 [00:15<00:16, 5.24it/s]
189/499 4.32G 0.008564 0.007956 0.003241 67 640: 49%|####8 | 82/168 [00:15<00:16, 5.24it/s]
189/499 4.32G 0.008564 0.007956 0.003241 67 640: 49%|####9 | 83/168 [00:15<00:15, 5.32it/s]
189/499 4.32G 0.008578 0.007992 0.003239 68 640: 49%|####9 | 83/168 [00:15<00:15, 5.32it/s]
189/499 4.32G 0.008578 0.007992 0.003239 68 640: 50%|##### | 84/168 [00:15<00:15, 5.39it/s]
189/499 4.32G 0.008589 0.007975 0.003303 54 640: 50%|##### | 84/168 [00:16<00:15, 5.39it/s]
189/499 4.32G 0.008589 0.007975 0.003303 54 640: 51%|##### | 85/168 [00:16<00:16, 5.13it/s]
189/499 4.32G 0.008584 0.007978 0.003293 71 640: 51%|##### | 85/168 [00:16<00:16, 5.13it/s]
189/499 4.32G 0.008584 0.007978 0.003293 71 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s]
189/499 4.32G 0.008573 0.007962 0.003257 61 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s]
189/499 4.32G 0.008573 0.007962 0.003257 61 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s]
189/499 4.32G 0.008582 0.00797 0.003259 66 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s]
189/499 4.32G 0.008582 0.00797 0.003259 66 640: 52%|#####2 | 88/168 [00:16<00:15, 5.22it/s]
189/499 4.32G 0.008568 0.007975 0.003252 63 640: 52%|#####2 | 88/168 [00:16<00:15, 5.22it/s]
189/499 4.32G 0.008568 0.007975 0.003252 63 640: 53%|#####2 | 89/168 [00:16<00:14, 5.32it/s]
189/499 4.32G 0.008571 0.007976 0.003237 60 640: 53%|#####2 | 89/168 [00:17<00:14, 5.32it/s]
189/499 4.32G 0.008571 0.007976 0.003237 60 640: 54%|#####3 | 90/168 [00:17<00:14, 5.39it/s]
189/499 4.32G 0.008558 0.00797 0.003276 72 640: 54%|#####3 | 90/168 [00:17<00:14, 5.39it/s]
189/499 4.32G 0.008558 0.00797 0.003276 72 640: 54%|#####4 | 91/168 [00:17<00:14, 5.25it/s]
189/499 4.32G 0.008557 0.007986 0.003288 77 640: 54%|#####4 | 91/168 [00:17<00:14, 5.25it/s]
189/499 4.32G 0.008557 0.007986 0.003288 77 640: 55%|#####4 | 92/168 [00:17<00:14, 5.33it/s]
189/499 4.32G 0.008567 0.007987 0.003347 60 640: 55%|#####4 | 92/168 [00:17<00:14, 5.33it/s]
189/499 4.32G 0.008567 0.007987 0.003347 60 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s]
189/499 4.32G 0.008561 0.007985 0.003338 61 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s]
189/499 4.32G 0.008561 0.007985 0.003338 61 640: 56%|#####5 | 94/168 [00:17<00:14, 5.22it/s]
189/499 4.32G 0.008555 0.007982 0.003362 71 640: 56%|#####5 | 94/168 [00:18<00:14, 5.22it/s]
189/499 4.32G 0.008555 0.007982 0.003362 71 640: 57%|#####6 | 95/168 [00:18<00:13, 5.32it/s]
189/499 4.32G 0.00855 0.007995 0.003395 88 640: 57%|#####6 | 95/168 [00:18<00:13, 5.32it/s]
189/499 4.32G 0.00855 0.007995 0.003395 88 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s]
189/499 4.32G 0.008543 0.008004 0.003377 74 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s]
189/499 4.32G 0.008543 0.008004 0.003377 74 640: 58%|#####7 | 97/168 [00:18<00:13, 5.23it/s]
189/499 4.32G 0.008547 0.008046 0.003365 93 640: 58%|#####7 | 97/168 [00:18<00:13, 5.23it/s]
189/499 4.32G 0.008547 0.008046 0.003365 93 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s]
189/499 4.32G 0.008561 0.00806 0.003358 74 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s]
189/499 4.32G 0.008561 0.00806 0.003358 74 640: 59%|#####8 | 99/168 [00:18<00:12, 5.39it/s]
189/499 4.32G 0.00857 0.008077 0.003358 79 640: 59%|#####8 | 99/168 [00:18<00:12, 5.39it/s]
189/499 4.32G 0.00857 0.008077 0.003358 79 640: 60%|#####9 | 100/168 [00:18<00:12, 5.26it/s]
189/499 4.32G 0.008578 0.008065 0.003336 56 640: 60%|#####9 | 100/168 [00:19<00:12, 5.26it/s]
189/499 4.32G 0.008578 0.008065 0.003336 56 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
189/499 4.32G 0.008582 0.008052 0.003318 55 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
189/499 4.32G 0.008582 0.008052 0.003318 55 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s]
189/499 4.32G 0.008585 0.008025 0.003311 50 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s]
189/499 4.32G 0.008585 0.008025 0.003311 50 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
189/499 4.32G 0.0086 0.008026 0.003293 64 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
189/499 4.32G 0.0086 0.008026 0.003293 64 640: 62%|######1 | 104/168 [00:19<00:12, 5.31it/s]
189/499 4.32G 0.0086 0.008037 0.003272 64 640: 62%|######1 | 104/168 [00:19<00:12, 5.31it/s]
189/499 4.32G 0.0086 0.008037 0.003272 64 640: 62%|######2 | 105/168 [00:19<00:11, 5.37it/s]
189/499 4.32G 0.008598 0.008046 0.003276 80 640: 62%|######2 | 105/168 [00:20<00:11, 5.37it/s]
189/499 4.32G 0.008598 0.008046 0.003276 80 640: 63%|######3 | 106/168 [00:20<00:11, 5.23it/s]
189/499 4.32G 0.008606 0.008057 0.003273 73 640: 63%|######3 | 106/168 [00:20<00:11, 5.23it/s]
189/499 4.32G 0.008606 0.008057 0.003273 73 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s]
189/499 4.32G 0.008599 0.008045 0.003286 62 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s]
189/499 4.32G 0.008599 0.008045 0.003286 62 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s]
189/499 4.32G 0.008605 0.008046 0.003263 71 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s]
189/499 4.32G 0.008605 0.008046 0.003263 71 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s]
189/499 4.32G 0.008622 0.008021 0.003286 59 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s]
189/499 4.32G 0.008622 0.008021 0.003286 59 640: 65%|######5 | 110/168 [00:20<00:10, 5.29it/s]
189/499 4.32G 0.008639 0.00802 0.003294 60 640: 65%|######5 | 110/168 [00:21<00:10, 5.29it/s]
189/499 4.32G 0.008639 0.00802 0.003294 60 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s]
189/499 4.32G 0.008635 0.008012 0.00327 60 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s]
189/499 4.32G 0.008635 0.008012 0.00327 60 640: 67%|######6 | 112/168 [00:21<00:10, 5.15it/s]
189/499 4.32G 0.008633 0.008019 0.003269 72 640: 67%|######6 | 112/168 [00:21<00:10, 5.15it/s]
189/499 4.32G 0.008633 0.008019 0.003269 72 640: 67%|######7 | 113/168 [00:21<00:10, 5.26it/s]
189/499 4.32G 0.00863 0.008028 0.003255 69 640: 67%|######7 | 113/168 [00:21<00:10, 5.26it/s]
189/499 4.32G 0.00863 0.008028 0.003255 69 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s]
189/499 4.32G 0.008627 0.008024 0.003255 77 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s]
189/499 4.32G 0.008627 0.008024 0.003255 77 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s]
189/499 4.32G 0.008622 0.00802 0.003273 70 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s]
189/499 4.32G 0.008622 0.00802 0.003273 70 640: 69%|######9 | 116/168 [00:21<00:09, 5.30it/s]
189/499 4.32G 0.008634 0.008025 0.003268 66 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s]
189/499 4.32G 0.008634 0.008025 0.003268 66 640: 70%|######9 | 117/168 [00:22<00:09, 5.30it/s]
189/499 4.32G 0.008621 0.008022 0.003245 61 640: 70%|######9 | 117/168 [00:22<00:09, 5.30it/s]
189/499 4.32G 0.008621 0.008022 0.003245 61 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s]
189/499 4.32G 0.008606 0.008011 0.003239 62 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s]
189/499 4.32G 0.008606 0.008011 0.003239 62 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s]
189/499 4.32G 0.008618 0.008013 0.003224 55 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s]
189/499 4.32G 0.008618 0.008013 0.003224 55 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s]
189/499 4.32G 0.008617 0.007997 0.003223 59 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s]
189/499 4.32G 0.008617 0.007997 0.003223 59 640: 72%|#######2 | 121/168 [00:22<00:09, 5.19it/s]
189/499 4.32G 0.00861 0.007993 0.003243 78 640: 72%|#######2 | 121/168 [00:23<00:09, 5.19it/s]
189/499 4.32G 0.00861 0.007993 0.003243 78 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s]
189/499 4.32G 0.008604 0.00799 0.003254 74 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s]
189/499 4.32G 0.008604 0.00799 0.003254 74 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s]
189/499 4.32G 0.008599 0.007993 0.003261 76 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s]
189/499 4.32G 0.008599 0.007993 0.003261 76 640: 74%|#######3 | 124/168 [00:23<00:08, 5.23it/s]
189/499 4.32G 0.008597 0.007992 0.003251 70 640: 74%|#######3 | 124/168 [00:23<00:08, 5.23it/s]
189/499 4.32G 0.008597 0.007992 0.003251 70 640: 74%|#######4 | 125/168 [00:23<00:08, 5.25it/s]
189/499 4.32G 0.008588 0.007997 0.003263 77 640: 74%|#######4 | 125/168 [00:23<00:08, 5.25it/s]
189/499 4.32G 0.008588 0.007997 0.003263 77 640: 75%|#######5 | 126/168 [00:23<00:07, 5.33it/s]
189/499 4.32G 0.008599 0.007999 0.003247 60 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s]
189/499 4.32G 0.008599 0.007999 0.003247 60 640: 76%|#######5 | 127/168 [00:24<00:07, 5.22it/s]
189/499 4.32G 0.008594 0.008003 0.003234 58 640: 76%|#######5 | 127/168 [00:24<00:07, 5.22it/s]
189/499 4.32G 0.008594 0.008003 0.003234 58 640: 76%|#######6 | 128/168 [00:24<00:07, 5.31it/s]
189/499 4.32G 0.008592 0.008005 0.003221 55 640: 76%|#######6 | 128/168 [00:24<00:07, 5.31it/s]
189/499 4.32G 0.008592 0.008005 0.003221 55 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s]
189/499 4.32G 0.008586 0.007997 0.003216 69 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s]
189/499 4.32G 0.008586 0.007997 0.003216 69 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s]
189/499 4.32G 0.008583 0.007996 0.003226 89 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s]
189/499 4.32G 0.008583 0.007996 0.003226 89 640: 78%|#######7 | 131/168 [00:24<00:06, 5.29it/s]
189/499 4.32G 0.008574 0.007998 0.003223 68 640: 78%|#######7 | 131/168 [00:25<00:06, 5.29it/s]
189/499 4.32G 0.008574 0.007998 0.003223 68 640: 79%|#######8 | 132/168 [00:25<00:06, 5.38it/s]
189/499 4.32G 0.008581 0.007998 0.003202 50 640: 79%|#######8 | 132/168 [00:25<00:06, 5.38it/s]
189/499 4.32G 0.008581 0.007998 0.003202 50 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s]
189/499 4.32G 0.008584 0.007987 0.003216 51 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s]
189/499 4.32G 0.008584 0.007987 0.003216 51 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s]
189/499 4.32G 0.008588 0.007987 0.003243 64 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s]
189/499 4.32G 0.008588 0.007987 0.003243 64 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s]
189/499 4.32G 0.008601 0.008007 0.00324 73 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s]
189/499 4.32G 0.008601 0.008007 0.00324 73 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
189/499 4.32G 0.008596 0.008002 0.003241 69 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
189/499 4.32G 0.008596 0.008002 0.003241 69 640: 82%|########1 | 137/168 [00:25<00:05, 5.26it/s]
189/499 4.32G 0.008608 0.007998 0.003222 64 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s]
189/499 4.32G 0.008608 0.007998 0.003222 64 640: 82%|########2 | 138/168 [00:26<00:05, 5.32it/s]
189/499 4.32G 0.0086 0.007998 0.003232 66 640: 82%|########2 | 138/168 [00:26<00:05, 5.32it/s]
189/499 4.32G 0.0086 0.007998 0.003232 66 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s]
189/499 4.32G 0.008604 0.008011 0.003216 83 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s]
189/499 4.32G 0.008604 0.008011 0.003216 83 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s]
189/499 4.32G 0.008606 0.007999 0.003233 49 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s]
189/499 4.32G 0.008606 0.007999 0.003233 49 640: 84%|########3 | 141/168 [00:26<00:05, 5.38it/s]
189/499 4.32G 0.008625 0.008008 0.003216 58 640: 84%|########3 | 141/168 [00:26<00:05, 5.38it/s]
189/499 4.32G 0.008625 0.008008 0.003216 58 640: 85%|########4 | 142/168 [00:26<00:04, 5.23it/s]
189/499 4.32G 0.008628 0.007998 0.003228 52 640: 85%|########4 | 142/168 [00:27<00:04, 5.23it/s]
189/499 4.32G 0.008628 0.007998 0.003228 52 640: 85%|########5 | 143/168 [00:27<00:04, 5.32it/s]
189/499 4.32G 0.008628 0.00799 0.003223 68 640: 85%|########5 | 143/168 [00:27<00:04, 5.32it/s]
189/499 4.32G 0.008628 0.00799 0.003223 68 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s]
189/499 4.32G 0.00863 0.00801 0.003218 73 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s]
189/499 4.32G 0.00863 0.00801 0.003218 73 640: 86%|########6 | 145/168 [00:27<00:04, 5.24it/s]
189/499 4.32G 0.008637 0.008001 0.003218 49 640: 86%|########6 | 145/168 [00:27<00:04, 5.24it/s]
189/499 4.32G 0.008637 0.008001 0.003218 49 640: 87%|########6 | 146/168 [00:27<00:04, 5.35it/s]
189/499 4.32G 0.008632 0.008004 0.003217 77 640: 87%|########6 | 146/168 [00:27<00:04, 5.35it/s]
189/499 4.32G 0.008632 0.008004 0.003217 77 640: 88%|########7 | 147/168 [00:27<00:03, 5.41it/s]
189/499 4.32G 0.008638 0.008012 0.003236 71 640: 88%|########7 | 147/168 [00:28<00:03, 5.41it/s]
189/499 4.32G 0.008638 0.008012 0.003236 71 640: 88%|########8 | 148/168 [00:28<00:03, 5.23it/s]
189/499 4.32G 0.008639 0.008033 0.003226 87 640: 88%|########8 | 148/168 [00:28<00:03, 5.23it/s]
189/499 4.32G 0.008639 0.008033 0.003226 87 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s]
189/499 4.32G 0.008629 0.008019 0.003208 60 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s]
189/499 4.32G 0.008629 0.008019 0.003208 60 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s]
189/499 4.32G 0.008626 0.008021 0.003202 62 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s]
189/499 4.32G 0.008626 0.008021 0.003202 62 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s]
189/499 4.32G 0.008631 0.008023 0.00321 61 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s]
189/499 4.32G 0.008631 0.008023 0.00321 61 640: 90%|######### | 152/168 [00:28<00:03, 5.31it/s]
189/499 4.32G 0.008638 0.008023 0.003227 76 640: 90%|######### | 152/168 [00:28<00:03, 5.31it/s]
189/499 4.32G 0.008638 0.008023 0.003227 76 640: 91%|#########1| 153/168 [00:28<00:02, 5.39it/s]
189/499 4.32G 0.008655 0.008009 0.003213 54 640: 91%|#########1| 153/168 [00:29<00:02, 5.39it/s]
189/499 4.32G 0.008655 0.008009 0.003213 54 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s]
189/499 4.32G 0.008649 0.007998 0.003205 48 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s]
189/499 4.32G 0.008649 0.007998 0.003205 48 640: 92%|#########2| 155/168 [00:29<00:02, 5.26it/s]
189/499 4.32G 0.008658 0.008002 0.003199 66 640: 92%|#########2| 155/168 [00:29<00:02, 5.26it/s]
189/499 4.32G 0.008658 0.008002 0.003199 66 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s]
189/499 4.32G 0.00867 0.008008 0.003189 53 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s]
189/499 4.32G 0.00867 0.008008 0.003189 53 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s]
189/499 4.32G 0.008671 0.008008 0.003186 70 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s]
189/499 4.32G 0.008671 0.008008 0.003186 70 640: 94%|#########4| 158/168 [00:29<00:01, 5.27it/s]
189/499 4.32G 0.008673 0.008005 0.003174 72 640: 94%|#########4| 158/168 [00:30<00:01, 5.27it/s]
189/499 4.32G 0.008673 0.008005 0.003174 72 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s]
189/499 4.32G 0.008662 0.008 0.003169 67 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s]
189/499 4.32G 0.008662 0.008 0.003169 67 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s]
189/499 4.32G 0.008658 0.008014 0.003165 76 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s]
189/499 4.32G 0.008658 0.008014 0.003165 76 640: 96%|#########5| 161/168 [00:30<00:01, 5.25it/s]
189/499 4.32G 0.008657 0.008024 0.003156 70 640: 96%|#########5| 161/168 [00:30<00:01, 5.25it/s]
189/499 4.32G 0.008657 0.008024 0.003156 70 640: 96%|#########6| 162/168 [00:30<00:01, 5.31it/s]
189/499 4.32G 0.008659 0.00803 0.00315 63 640: 96%|#########6| 162/168 [00:30<00:01, 5.31it/s]
189/499 4.32G 0.008659 0.00803 0.00315 63 640: 97%|#########7| 163/168 [00:30<00:00, 5.19it/s]
189/499 4.32G 0.00866 0.008051 0.003155 73 640: 97%|#########7| 163/168 [00:31<00:00, 5.19it/s]
189/499 4.32G 0.00866 0.008051 0.003155 73 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s]
189/499 4.32G 0.008671 0.008056 0.003164 69 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s]
189/499 4.32G 0.008671 0.008056 0.003164 69 640: 98%|#########8| 165/168 [00:31<00:00, 5.37it/s]
189/499 4.32G 0.008665 0.008043 0.003166 57 640: 98%|#########8| 165/168 [00:31<00:00, 5.37it/s]
189/499 4.32G 0.008665 0.008043 0.003166 57 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s]
189/499 4.32G 0.008675 0.00805 0.003163 57 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s]
189/499 4.32G 0.008675 0.00805 0.003163 57 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s]
189/499 4.32G 0.008677 0.00808 0.003151 48 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s]
189/499 4.32G 0.008677 0.00808 0.003151 48 640: 100%|##########| 168/168 [00:31<00:00, 5.46it/s]
189/499 4.32G 0.008677 0.00808 0.003151 48 640: 100%|##########| 168/168 [00:31<00:00, 5.28it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s]
all 132 263 0.798 0.869 0.865 0.761
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
190/499 4.32G 0.008744 0.01061 0.003785 91 640: 0%| | 0/168 [00:00<?, ?it/s]
190/499 4.32G 0.008744 0.01061 0.003785 91 640: 1%| | 1/168 [00:00<00:33, 4.95it/s]
190/499 4.32G 0.008573 0.008472 0.003384 52 640: 1%| | 1/168 [00:00<00:33, 4.95it/s]
190/499 4.32G 0.008573 0.008472 0.003384 52 640: 1%|1 | 2/168 [00:00<00:31, 5.27it/s]
190/499 4.32G 0.008553 0.008299 0.003096 64 640: 1%|1 | 2/168 [00:00<00:31, 5.27it/s]
190/499 4.32G 0.008553 0.008299 0.003096 64 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s]
190/499 4.32G 0.008669 0.007984 0.002874 64 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s]
190/499 4.32G 0.008669 0.007984 0.002874 64 640: 2%|2 | 4/168 [00:00<00:32, 5.10it/s]
190/499 4.32G 0.00834 0.00801 0.003217 75 640: 2%|2 | 4/168 [00:00<00:32, 5.10it/s]
190/499 4.32G 0.00834 0.00801 0.003217 75 640: 3%|2 | 5/168 [00:00<00:31, 5.23it/s]
190/499 4.32G 0.008587 0.00774 0.003779 52 640: 3%|2 | 5/168 [00:01<00:31, 5.23it/s]
190/499 4.32G 0.008587 0.00774 0.003779 52 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s]
190/499 4.32G 0.008606 0.007672 0.003622 58 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s]
190/499 4.32G 0.008606 0.007672 0.003622 58 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s]
190/499 4.32G 0.008724 0.007734 0.003563 78 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s]
190/499 4.32G 0.008724 0.007734 0.003563 78 640: 5%|4 | 8/168 [00:01<00:30, 5.31it/s]
190/499 4.32G 0.008897 0.007916 0.003404 71 640: 5%|4 | 8/168 [00:01<00:30, 5.31it/s]
190/499 4.32G 0.008897 0.007916 0.003404 71 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s]
190/499 4.32G 0.008794 0.007855 0.003145 67 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s]
190/499 4.32G 0.008794 0.007855 0.003145 67 640: 6%|5 | 10/168 [00:01<00:30, 5.17it/s]
190/499 4.32G 0.008798 0.007886 0.00289 74 640: 6%|5 | 10/168 [00:02<00:30, 5.17it/s]
190/499 4.32G 0.008798 0.007886 0.00289 74 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s]
190/499 4.32G 0.008862 0.00803 0.002968 69 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s]
190/499 4.32G 0.008862 0.00803 0.002968 69 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s]
190/499 4.32G 0.008817 0.008024 0.002961 71 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s]
190/499 4.32G 0.008817 0.008024 0.002961 71 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s]
190/499 4.32G 0.008798 0.008004 0.002976 70 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s]
190/499 4.32G 0.008798 0.008004 0.002976 70 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s]
190/499 4.32G 0.008798 0.008036 0.003134 66 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s]
190/499 4.32G 0.008798 0.008036 0.003134 66 640: 9%|8 | 15/168 [00:02<00:28, 5.37it/s]
190/499 4.32G 0.008813 0.007942 0.003063 64 640: 9%|8 | 15/168 [00:03<00:28, 5.37it/s]
190/499 4.32G 0.008813 0.007942 0.003063 64 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s]
190/499 4.32G 0.008766 0.007884 0.003046 54 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s]
190/499 4.32G 0.008766 0.007884 0.003046 54 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s]
190/499 4.32G 0.008917 0.007842 0.003026 58 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s]
190/499 4.32G 0.008917 0.007842 0.003026 58 640: 11%|# | 18/168 [00:03<00:27, 5.39it/s]
190/499 4.32G 0.008924 0.007738 0.003085 58 640: 11%|# | 18/168 [00:03<00:27, 5.39it/s]
190/499 4.32G 0.008924 0.007738 0.003085 58 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
190/499 4.32G 0.008871 0.007735 0.003254 66 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
190/499 4.32G 0.008871 0.007735 0.003254 66 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
190/499 4.32G 0.008926 0.007898 0.003269 79 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
190/499 4.32G 0.008926 0.007898 0.003269 79 640: 12%|#2 | 21/168 [00:03<00:27, 5.35it/s]
190/499 4.32G 0.008944 0.007909 0.003351 70 640: 12%|#2 | 21/168 [00:04<00:27, 5.35it/s]
190/499 4.32G 0.008944 0.007909 0.003351 70 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s]
190/499 4.32G 0.0089 0.007884 0.003237 56 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s]
190/499 4.32G 0.0089 0.007884 0.003237 56 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s]
190/499 4.32G 0.008872 0.007855 0.003396 64 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s]
190/499 4.32G 0.008872 0.007855 0.003396 64 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s]
190/499 4.32G 0.008855 0.007925 0.003395 81 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s]
190/499 4.32G 0.008855 0.007925 0.003395 81 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s]
190/499 4.32G 0.008803 0.00797 0.003455 88 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s]
190/499 4.32G 0.008803 0.00797 0.003455 88 640: 15%|#5 | 26/168 [00:04<00:26, 5.29it/s]
190/499 4.32G 0.008797 0.008065 0.003376 83 640: 15%|#5 | 26/168 [00:05<00:26, 5.29it/s]
190/499 4.32G 0.008797 0.008065 0.003376 83 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s]
190/499 4.32G 0.008814 0.008138 0.003394 81 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s]
190/499 4.32G 0.008814 0.008138 0.003394 81 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s]
190/499 4.32G 0.008784 0.008224 0.00345 87 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s]
190/499 4.32G 0.008784 0.008224 0.00345 87 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s]
190/499 4.32G 0.008797 0.008168 0.003534 69 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s]
190/499 4.32G 0.008797 0.008168 0.003534 69 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s]
190/499 4.32G 0.008778 0.008165 0.003487 63 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s]
190/499 4.32G 0.008778 0.008165 0.003487 63 640: 18%|#8 | 31/168 [00:05<00:26, 5.19it/s]
190/499 4.32G 0.008785 0.008144 0.00341 56 640: 18%|#8 | 31/168 [00:06<00:26, 5.19it/s]
190/499 4.32G 0.008785 0.008144 0.00341 56 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s]
190/499 4.32G 0.008781 0.008171 0.003353 72 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s]
190/499 4.32G 0.008781 0.008171 0.003353 72 640: 20%|#9 | 33/168 [00:06<00:25, 5.38it/s]
190/499 4.32G 0.008752 0.008104 0.003331 52 640: 20%|#9 | 33/168 [00:06<00:25, 5.38it/s]
190/499 4.32G 0.008752 0.008104 0.003331 52 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
190/499 4.32G 0.008766 0.008148 0.003404 72 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
190/499 4.32G 0.008766 0.008148 0.003404 72 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s]
190/499 4.32G 0.008767 0.008144 0.003419 64 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s]
190/499 4.32G 0.008767 0.008144 0.003419 64 640: 21%|##1 | 36/168 [00:06<00:24, 5.37it/s]
190/499 4.32G 0.008772 0.008186 0.003367 73 640: 21%|##1 | 36/168 [00:07<00:24, 5.37it/s]
190/499 4.32G 0.008772 0.008186 0.003367 73 640: 22%|##2 | 37/168 [00:07<00:25, 5.22it/s]
190/499 4.32G 0.008765 0.008147 0.003429 67 640: 22%|##2 | 37/168 [00:07<00:25, 5.22it/s]
190/499 4.32G 0.008765 0.008147 0.003429 67 640: 23%|##2 | 38/168 [00:07<00:24, 5.31it/s]
190/499 4.32G 0.008761 0.008186 0.003376 71 640: 23%|##2 | 38/168 [00:07<00:24, 5.31it/s]
190/499 4.32G 0.008761 0.008186 0.003376 71 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
190/499 4.32G 0.008753 0.008191 0.003358 70 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
190/499 4.32G 0.008753 0.008191 0.003358 70 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
190/499 4.32G 0.008798 0.008179 0.003289 67 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
190/499 4.32G 0.008798 0.008179 0.003289 67 640: 24%|##4 | 41/168 [00:07<00:24, 5.29it/s]
190/499 4.32G 0.008789 0.008204 0.003232 70 640: 24%|##4 | 41/168 [00:07<00:24, 5.29it/s]
190/499 4.32G 0.008789 0.008204 0.003232 70 640: 25%|##5 | 42/168 [00:07<00:23, 5.36it/s]
190/499 4.32G 0.008781 0.008236 0.003266 67 640: 25%|##5 | 42/168 [00:08<00:23, 5.36it/s]
190/499 4.32G 0.008781 0.008236 0.003266 67 640: 26%|##5 | 43/168 [00:08<00:23, 5.24it/s]
190/499 4.32G 0.008772 0.008242 0.003253 67 640: 26%|##5 | 43/168 [00:08<00:23, 5.24it/s]
190/499 4.32G 0.008772 0.008242 0.003253 67 640: 26%|##6 | 44/168 [00:08<00:23, 5.33it/s]
190/499 4.32G 0.008754 0.008212 0.00319 58 640: 26%|##6 | 44/168 [00:08<00:23, 5.33it/s]
190/499 4.32G 0.008754 0.008212 0.00319 58 640: 27%|##6 | 45/168 [00:08<00:23, 5.26it/s]
190/499 4.32G 0.008737 0.008213 0.003153 56 640: 27%|##6 | 45/168 [00:08<00:23, 5.26it/s]
190/499 4.32G 0.008737 0.008213 0.003153 56 640: 27%|##7 | 46/168 [00:08<00:23, 5.16it/s]
190/499 4.32G 0.008747 0.008257 0.003173 76 640: 27%|##7 | 46/168 [00:08<00:23, 5.16it/s]
190/499 4.32G 0.008747 0.008257 0.003173 76 640: 28%|##7 | 47/168 [00:08<00:22, 5.28it/s]
190/499 4.32G 0.008747 0.008229 0.003193 60 640: 28%|##7 | 47/168 [00:09<00:22, 5.28it/s]
190/499 4.32G 0.008747 0.008229 0.003193 60 640: 29%|##8 | 48/168 [00:09<00:22, 5.37it/s]
190/499 4.32G 0.008779 0.008214 0.003192 50 640: 29%|##8 | 48/168 [00:09<00:22, 5.37it/s]
190/499 4.32G 0.008779 0.008214 0.003192 50 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s]
190/499 4.32G 0.008775 0.008204 0.003197 68 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s]
190/499 4.32G 0.008775 0.008204 0.003197 68 640: 30%|##9 | 50/168 [00:09<00:22, 5.30it/s]
190/499 4.32G 0.008773 0.008235 0.003281 72 640: 30%|##9 | 50/168 [00:09<00:22, 5.30it/s]
190/499 4.32G 0.008773 0.008235 0.003281 72 640: 30%|### | 51/168 [00:09<00:21, 5.38it/s]
190/499 4.32G 0.008769 0.008217 0.003239 69 640: 30%|### | 51/168 [00:09<00:21, 5.38it/s]
190/499 4.32G 0.008769 0.008217 0.003239 69 640: 31%|### | 52/168 [00:09<00:22, 5.22it/s]
190/499 4.32G 0.00876 0.008198 0.003288 69 640: 31%|### | 52/168 [00:10<00:22, 5.22it/s]
190/499 4.32G 0.00876 0.008198 0.003288 69 640: 32%|###1 | 53/168 [00:10<00:21, 5.32it/s]
190/499 4.32G 0.008746 0.008205 0.003277 70 640: 32%|###1 | 53/168 [00:10<00:21, 5.32it/s]
190/499 4.32G 0.008746 0.008205 0.003277 70 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s]
190/499 4.32G 0.008778 0.008267 0.003332 80 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s]
190/499 4.32G 0.008778 0.008267 0.003332 80 640: 33%|###2 | 55/168 [00:10<00:21, 5.25it/s]
190/499 4.32G 0.008781 0.00829 0.003287 71 640: 33%|###2 | 55/168 [00:10<00:21, 5.25it/s]
190/499 4.32G 0.008781 0.00829 0.003287 71 640: 33%|###3 | 56/168 [00:10<00:20, 5.34it/s]
190/499 4.32G 0.00881 0.008308 0.003294 78 640: 33%|###3 | 56/168 [00:10<00:20, 5.34it/s]
190/499 4.32G 0.00881 0.008308 0.003294 78 640: 34%|###3 | 57/168 [00:10<00:21, 5.10it/s]
190/499 4.32G 0.008823 0.008286 0.003251 54 640: 34%|###3 | 57/168 [00:11<00:21, 5.10it/s]
190/499 4.32G 0.008823 0.008286 0.003251 54 640: 35%|###4 | 58/168 [00:11<00:21, 5.04it/s]
190/499 4.32G 0.008838 0.008287 0.003264 59 640: 35%|###4 | 58/168 [00:11<00:21, 5.04it/s]
190/499 4.32G 0.008838 0.008287 0.003264 59 640: 35%|###5 | 59/168 [00:11<00:20, 5.19it/s]
190/499 4.32G 0.008828 0.008314 0.003237 71 640: 35%|###5 | 59/168 [00:11<00:20, 5.19it/s]
190/499 4.32G 0.008828 0.008314 0.003237 71 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s]
190/499 4.32G 0.008845 0.008296 0.003206 61 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s]
190/499 4.32G 0.008845 0.008296 0.003206 61 640: 36%|###6 | 61/168 [00:11<00:20, 5.12it/s]
190/499 4.32G 0.008825 0.00826 0.003181 57 640: 36%|###6 | 61/168 [00:11<00:20, 5.12it/s]
190/499 4.32G 0.008825 0.00826 0.003181 57 640: 37%|###6 | 62/168 [00:11<00:20, 5.21it/s]
190/499 4.32G 0.008846 0.008289 0.003195 91 640: 37%|###6 | 62/168 [00:11<00:20, 5.21it/s]
190/499 4.32G 0.008846 0.008289 0.003195 91 640: 38%|###7 | 63/168 [00:11<00:19, 5.30it/s]
190/499 4.32G 0.00883 0.008308 0.003232 87 640: 38%|###7 | 63/168 [00:12<00:19, 5.30it/s]
190/499 4.32G 0.00883 0.008308 0.003232 87 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s]
190/499 4.32G 0.008849 0.008297 0.003251 65 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s]
190/499 4.32G 0.008849 0.008297 0.003251 65 640: 39%|###8 | 65/168 [00:12<00:19, 5.22it/s]
190/499 4.32G 0.00885 0.008308 0.003263 78 640: 39%|###8 | 65/168 [00:12<00:19, 5.22it/s]
190/499 4.32G 0.00885 0.008308 0.003263 78 640: 39%|###9 | 66/168 [00:12<00:19, 5.30it/s]
190/499 4.32G 0.008843 0.008312 0.003225 55 640: 39%|###9 | 66/168 [00:12<00:19, 5.30it/s]
190/499 4.32G 0.008843 0.008312 0.003225 55 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
190/499 4.32G 0.008852 0.008295 0.00321 59 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
190/499 4.32G 0.008852 0.008295 0.00321 59 640: 40%|#### | 68/168 [00:12<00:18, 5.29it/s]
190/499 4.32G 0.008847 0.008286 0.003218 58 640: 40%|#### | 68/168 [00:13<00:18, 5.29it/s]
190/499 4.32G 0.008847 0.008286 0.003218 58 640: 41%|####1 | 69/168 [00:13<00:18, 5.28it/s]
190/499 4.32G 0.008841 0.008263 0.003201 77 640: 41%|####1 | 69/168 [00:13<00:18, 5.28it/s]
190/499 4.32G 0.008841 0.008263 0.003201 77 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s]
190/499 4.32G 0.008848 0.008289 0.003188 75 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s]
190/499 4.32G 0.008848 0.008289 0.003188 75 640: 42%|####2 | 71/168 [00:13<00:18, 5.20it/s]
190/499 4.32G 0.008851 0.008283 0.003183 65 640: 42%|####2 | 71/168 [00:13<00:18, 5.20it/s]
190/499 4.32G 0.008851 0.008283 0.003183 65 640: 43%|####2 | 72/168 [00:13<00:18, 5.28it/s]
190/499 4.32G 0.008871 0.008325 0.003168 78 640: 43%|####2 | 72/168 [00:13<00:18, 5.28it/s]
190/499 4.32G 0.008871 0.008325 0.003168 78 640: 43%|####3 | 73/168 [00:13<00:18, 5.16it/s]
190/499 4.32G 0.008898 0.008334 0.003192 66 640: 43%|####3 | 73/168 [00:14<00:18, 5.16it/s]
190/499 4.32G 0.008898 0.008334 0.003192 66 640: 44%|####4 | 74/168 [00:14<00:17, 5.25it/s]
190/499 4.32G 0.008905 0.008333 0.00321 64 640: 44%|####4 | 74/168 [00:14<00:17, 5.25it/s]
190/499 4.32G 0.008905 0.008333 0.00321 64 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s]
190/499 4.32G 0.008924 0.008334 0.003219 54 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s]
190/499 4.32G 0.008924 0.008334 0.003219 54 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s]
190/499 4.32G 0.008919 0.008328 0.003184 66 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s]
190/499 4.32G 0.008919 0.008328 0.003184 66 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s]
190/499 4.32G 0.008925 0.008333 0.00318 55 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s]
190/499 4.32G 0.008925 0.008333 0.00318 55 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s]
190/499 4.32G 0.00892 0.008311 0.003169 65 640: 46%|####6 | 78/168 [00:15<00:16, 5.34it/s]
190/499 4.32G 0.00892 0.008311 0.003169 65 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s]
190/499 4.32G 0.008909 0.008347 0.003169 79 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s]
190/499 4.32G 0.008909 0.008347 0.003169 79 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
190/499 4.32G 0.008895 0.008373 0.00317 78 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
190/499 4.32G 0.008895 0.008373 0.00317 78 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
190/499 4.32G 0.008895 0.008385 0.003165 73 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
190/499 4.32G 0.008895 0.008385 0.003165 73 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s]
190/499 4.32G 0.008912 0.008372 0.003146 59 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s]
190/499 4.32G 0.008912 0.008372 0.003146 59 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s]
190/499 4.32G 0.008912 0.008361 0.003162 65 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s]
190/499 4.32G 0.008912 0.008361 0.003162 65 640: 50%|##### | 84/168 [00:15<00:15, 5.36it/s]
190/499 4.32G 0.008899 0.008376 0.003137 70 640: 50%|##### | 84/168 [00:16<00:15, 5.36it/s]
190/499 4.32G 0.008899 0.008376 0.003137 70 640: 51%|##### | 85/168 [00:16<00:15, 5.24it/s]
190/499 4.32G 0.008898 0.008376 0.003146 69 640: 51%|##### | 85/168 [00:16<00:15, 5.24it/s]
190/499 4.32G 0.008898 0.008376 0.003146 69 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s]
190/499 4.32G 0.008891 0.008375 0.00318 64 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s]
190/499 4.32G 0.008891 0.008375 0.00318 64 640: 52%|#####1 | 87/168 [00:16<00:15, 5.38it/s]
190/499 4.32G 0.008914 0.008389 0.003198 84 640: 52%|#####1 | 87/168 [00:16<00:15, 5.38it/s]
190/499 4.32G 0.008914 0.008389 0.003198 84 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s]
190/499 4.32G 0.008906 0.008404 0.003178 74 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s]
190/499 4.32G 0.008906 0.008404 0.003178 74 640: 53%|#####2 | 89/168 [00:16<00:14, 5.33it/s]
190/499 4.32G 0.008929 0.008405 0.003159 58 640: 53%|#####2 | 89/168 [00:17<00:14, 5.33it/s]
190/499 4.32G 0.008929 0.008405 0.003159 58 640: 54%|#####3 | 90/168 [00:17<00:14, 5.40it/s]
190/499 4.32G 0.008927 0.008412 0.003172 70 640: 54%|#####3 | 90/168 [00:17<00:14, 5.40it/s]
190/499 4.32G 0.008927 0.008412 0.003172 70 640: 54%|#####4 | 91/168 [00:17<00:14, 5.25it/s]
190/499 4.32G 0.008926 0.008428 0.003155 76 640: 54%|#####4 | 91/168 [00:17<00:14, 5.25it/s]
190/499 4.32G 0.008926 0.008428 0.003155 76 640: 55%|#####4 | 92/168 [00:17<00:14, 5.33it/s]
190/499 4.32G 0.00891 0.008413 0.003195 59 640: 55%|#####4 | 92/168 [00:17<00:14, 5.33it/s]
190/499 4.32G 0.00891 0.008413 0.003195 59 640: 55%|#####5 | 93/168 [00:17<00:13, 5.40it/s]
190/499 4.32G 0.008917 0.008404 0.003231 65 640: 55%|#####5 | 93/168 [00:17<00:13, 5.40it/s]
190/499 4.32G 0.008917 0.008404 0.003231 65 640: 56%|#####5 | 94/168 [00:17<00:14, 5.25it/s]
190/499 4.32G 0.008909 0.008407 0.003243 78 640: 56%|#####5 | 94/168 [00:18<00:14, 5.25it/s]
190/499 4.32G 0.008909 0.008407 0.003243 78 640: 57%|#####6 | 95/168 [00:18<00:13, 5.32it/s]
190/499 4.32G 0.008894 0.008401 0.003235 76 640: 57%|#####6 | 95/168 [00:18<00:13, 5.32it/s]
190/499 4.32G 0.008894 0.008401 0.003235 76 640: 57%|#####7 | 96/168 [00:18<00:13, 5.39it/s]
190/499 4.32G 0.008888 0.008408 0.003232 66 640: 57%|#####7 | 96/168 [00:18<00:13, 5.39it/s]
190/499 4.32G 0.008888 0.008408 0.003232 66 640: 58%|#####7 | 97/168 [00:18<00:13, 5.25it/s]
190/499 4.32G 0.008873 0.008409 0.003234 63 640: 58%|#####7 | 97/168 [00:18<00:13, 5.25it/s]
190/499 4.32G 0.008873 0.008409 0.003234 63 640: 58%|#####8 | 98/168 [00:18<00:13, 5.32it/s]
190/499 4.32G 0.008868 0.008416 0.003208 77 640: 58%|#####8 | 98/168 [00:18<00:13, 5.32it/s]
190/499 4.32G 0.008868 0.008416 0.003208 77 640: 59%|#####8 | 99/168 [00:18<00:12, 5.39it/s]
190/499 4.32G 0.008865 0.008418 0.003224 70 640: 59%|#####8 | 99/168 [00:18<00:12, 5.39it/s]
190/499 4.32G 0.008865 0.008418 0.003224 70 640: 60%|#####9 | 100/168 [00:18<00:12, 5.25it/s]
190/499 4.32G 0.008876 0.008391 0.003209 53 640: 60%|#####9 | 100/168 [00:19<00:12, 5.25it/s]
190/499 4.32G 0.008876 0.008391 0.003209 53 640: 60%|###### | 101/168 [00:19<00:12, 5.34it/s]
190/499 4.32G 0.008887 0.008395 0.003215 70 640: 60%|###### | 101/168 [00:19<00:12, 5.34it/s]
190/499 4.32G 0.008887 0.008395 0.003215 70 640: 61%|###### | 102/168 [00:19<00:12, 5.40it/s]
190/499 4.32G 0.008884 0.008393 0.003207 78 640: 61%|###### | 102/168 [00:19<00:12, 5.40it/s]
190/499 4.32G 0.008884 0.008393 0.003207 78 640: 61%|######1 | 103/168 [00:19<00:12, 5.26it/s]
190/499 4.32G 0.00888 0.0084 0.003224 75 640: 61%|######1 | 103/168 [00:19<00:12, 5.26it/s]
190/499 4.32G 0.00888 0.0084 0.003224 75 640: 62%|######1 | 104/168 [00:19<00:11, 5.34it/s]
190/499 4.32G 0.008892 0.008403 0.003224 70 640: 62%|######1 | 104/168 [00:19<00:11, 5.34it/s]
190/499 4.32G 0.008892 0.008403 0.003224 70 640: 62%|######2 | 105/168 [00:19<00:11, 5.27it/s]
190/499 4.32G 0.008885 0.008397 0.003225 75 640: 62%|######2 | 105/168 [00:20<00:11, 5.27it/s]
190/499 4.32G 0.008885 0.008397 0.003225 75 640: 63%|######3 | 106/168 [00:20<00:11, 5.17it/s]
190/499 4.32G 0.008884 0.0084 0.003226 67 640: 63%|######3 | 106/168 [00:20<00:11, 5.17it/s]
190/499 4.32G 0.008884 0.0084 0.003226 67 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s]
190/499 4.32G 0.008884 0.008412 0.003213 76 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s]
190/499 4.32G 0.008884 0.008412 0.003213 76 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s]
190/499 4.32G 0.008876 0.00841 0.003218 76 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s]
190/499 4.32G 0.008876 0.00841 0.003218 76 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s]
190/499 4.32G 0.00887 0.008409 0.003218 53 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s]
190/499 4.32G 0.00887 0.008409 0.003218 53 640: 65%|######5 | 110/168 [00:20<00:10, 5.33it/s]
190/499 4.32G 0.008862 0.008421 0.003218 75 640: 65%|######5 | 110/168 [00:21<00:10, 5.33it/s]
190/499 4.32G 0.008862 0.008421 0.003218 75 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s]
190/499 4.32G 0.008864 0.008409 0.003213 55 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s]
190/499 4.32G 0.008864 0.008409 0.003213 55 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s]
190/499 4.32G 0.008863 0.008391 0.003204 62 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s]
190/499 4.32G 0.008863 0.008391 0.003204 62 640: 67%|######7 | 113/168 [00:21<00:10, 5.32it/s]
190/499 4.32G 0.008867 0.008389 0.003247 71 640: 67%|######7 | 113/168 [00:21<00:10, 5.32it/s]
190/499 4.32G 0.008867 0.008389 0.003247 71 640: 68%|######7 | 114/168 [00:21<00:10, 5.39it/s]
190/499 4.32G 0.008855 0.00838 0.00325 69 640: 68%|######7 | 114/168 [00:21<00:10, 5.39it/s]
190/499 4.32G 0.008855 0.00838 0.00325 69 640: 68%|######8 | 115/168 [00:21<00:10, 5.24it/s]
190/499 4.32G 0.008867 0.008365 0.003259 56 640: 68%|######8 | 115/168 [00:21<00:10, 5.24it/s]
190/499 4.32G 0.008867 0.008365 0.003259 56 640: 69%|######9 | 116/168 [00:21<00:09, 5.33it/s]
190/499 4.32G 0.008869 0.008381 0.003257 77 640: 69%|######9 | 116/168 [00:22<00:09, 5.33it/s]
190/499 4.32G 0.008869 0.008381 0.003257 77 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s]
190/499 4.32G 0.008867 0.008374 0.003272 68 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s]
190/499 4.32G 0.008867 0.008374 0.003272 68 640: 70%|####### | 118/168 [00:22<00:09, 5.15it/s]
190/499 4.32G 0.008865 0.008358 0.003271 61 640: 70%|####### | 118/168 [00:22<00:09, 5.15it/s]
190/499 4.32G 0.008865 0.008358 0.003271 61 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s]
190/499 4.32G 0.008871 0.008371 0.003307 64 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s]
190/499 4.32G 0.008871 0.008371 0.003307 64 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s]
190/499 4.32G 0.008872 0.008371 0.003296 65 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s]
190/499 4.32G 0.008872 0.008371 0.003296 65 640: 72%|#######2 | 121/168 [00:22<00:09, 5.18it/s]
190/499 4.32G 0.008878 0.008387 0.003292 90 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s]
190/499 4.32G 0.008878 0.008387 0.003292 90 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s]
190/499 4.32G 0.008884 0.0084 0.00329 86 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s]
190/499 4.32G 0.008884 0.0084 0.00329 86 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s]
190/499 4.32G 0.008885 0.008407 0.003291 80 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s]
190/499 4.32G 0.008885 0.008407 0.003291 80 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
190/499 4.32G 0.008887 0.0084 0.003298 58 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
190/499 4.32G 0.008887 0.0084 0.003298 58 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s]
190/499 4.32G 0.008872 0.008401 0.003281 65 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s]
190/499 4.32G 0.008872 0.008401 0.003281 65 640: 75%|#######5 | 126/168 [00:23<00:07, 5.35it/s]
190/499 4.32G 0.008865 0.008394 0.003289 69 640: 75%|#######5 | 126/168 [00:24<00:07, 5.35it/s]
190/499 4.32G 0.008865 0.008394 0.003289 69 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s]
190/499 4.32G 0.008883 0.008436 0.003273 86 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s]
190/499 4.32G 0.008883 0.008436 0.003273 86 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s]
190/499 4.32G 0.008882 0.008418 0.003265 54 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s]
190/499 4.32G 0.008882 0.008418 0.003265 54 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s]
190/499 4.32G 0.008902 0.008406 0.003264 42 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s]
190/499 4.32G 0.008902 0.008406 0.003264 42 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s]
190/499 4.32G 0.008893 0.008405 0.003264 76 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s]
190/499 4.32G 0.008893 0.008405 0.003264 76 640: 78%|#######7 | 131/168 [00:24<00:06, 5.30it/s]
190/499 4.32G 0.008893 0.008436 0.003265 72 640: 78%|#######7 | 131/168 [00:24<00:06, 5.30it/s]
190/499 4.32G 0.008893 0.008436 0.003265 72 640: 79%|#######8 | 132/168 [00:24<00:06, 5.38it/s]
190/499 4.32G 0.008884 0.008415 0.003263 54 640: 79%|#######8 | 132/168 [00:25<00:06, 5.38it/s]
190/499 4.32G 0.008884 0.008415 0.003263 54 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
190/499 4.32G 0.008901 0.008418 0.003254 48 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
190/499 4.32G 0.008901 0.008418 0.003254 48 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
190/499 4.32G 0.008895 0.008419 0.003252 74 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
190/499 4.32G 0.008895 0.008419 0.003252 74 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s]
190/499 4.32G 0.008891 0.008415 0.003259 66 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s]
190/499 4.32G 0.008891 0.008415 0.003259 66 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s]
190/499 4.32G 0.008886 0.008416 0.003255 72 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s]
190/499 4.32G 0.008886 0.008416 0.003255 72 640: 82%|########1 | 137/168 [00:25<00:05, 5.30it/s]
190/499 4.32G 0.008877 0.008404 0.003253 52 640: 82%|########1 | 137/168 [00:26<00:05, 5.30it/s]
190/499 4.32G 0.008877 0.008404 0.003253 52 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s]
190/499 4.32G 0.008872 0.008403 0.003263 92 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s]
190/499 4.32G 0.008872 0.008403 0.003263 92 640: 83%|########2 | 139/168 [00:26<00:05, 5.24it/s]
190/499 4.32G 0.008869 0.008408 0.003257 68 640: 83%|########2 | 139/168 [00:26<00:05, 5.24it/s]
190/499 4.32G 0.008869 0.008408 0.003257 68 640: 83%|########3 | 140/168 [00:26<00:05, 5.33it/s]
190/499 4.32G 0.008867 0.008403 0.003257 75 640: 83%|########3 | 140/168 [00:26<00:05, 5.33it/s]
190/499 4.32G 0.008867 0.008403 0.003257 75 640: 84%|########3 | 141/168 [00:26<00:05, 5.39it/s]
190/499 4.32G 0.008871 0.008409 0.003266 63 640: 84%|########3 | 141/168 [00:26<00:05, 5.39it/s]
190/499 4.32G 0.008871 0.008409 0.003266 63 640: 85%|########4 | 142/168 [00:26<00:04, 5.23it/s]
190/499 4.32G 0.008882 0.008416 0.003259 69 640: 85%|########4 | 142/168 [00:27<00:04, 5.23it/s]
190/499 4.32G 0.008882 0.008416 0.003259 69 640: 85%|########5 | 143/168 [00:27<00:04, 5.32it/s]
190/499 4.32G 0.008874 0.008414 0.003273 69 640: 85%|########5 | 143/168 [00:27<00:04, 5.32it/s]
190/499 4.32G 0.008874 0.008414 0.003273 69 640: 86%|########5 | 144/168 [00:27<00:04, 5.39it/s]
190/499 4.32G 0.008876 0.008405 0.003274 64 640: 86%|########5 | 144/168 [00:27<00:04, 5.39it/s]
190/499 4.32G 0.008876 0.008405 0.003274 64 640: 86%|########6 | 145/168 [00:27<00:04, 5.26it/s]
190/499 4.32G 0.008868 0.00839 0.003311 61 640: 86%|########6 | 145/168 [00:27<00:04, 5.26it/s]
190/499 4.32G 0.008868 0.00839 0.003311 61 640: 87%|########6 | 146/168 [00:27<00:04, 5.35it/s]
190/499 4.32G 0.008853 0.008377 0.003314 60 640: 87%|########6 | 146/168 [00:27<00:04, 5.35it/s]
190/499 4.32G 0.008853 0.008377 0.003314 60 640: 88%|########7 | 147/168 [00:27<00:03, 5.40it/s]
190/499 4.32G 0.008864 0.008399 0.003301 78 640: 88%|########7 | 147/168 [00:28<00:03, 5.40it/s]
190/499 4.32G 0.008864 0.008399 0.003301 78 640: 88%|########8 | 148/168 [00:28<00:03, 5.27it/s]
190/499 4.32G 0.008854 0.008396 0.003325 81 640: 88%|########8 | 148/168 [00:28<00:03, 5.27it/s]
190/499 4.32G 0.008854 0.008396 0.003325 81 640: 89%|########8 | 149/168 [00:28<00:03, 5.36it/s]
190/499 4.32G 0.00885 0.008402 0.00333 72 640: 89%|########8 | 149/168 [00:28<00:03, 5.36it/s]
190/499 4.32G 0.00885 0.008402 0.00333 72 640: 89%|########9 | 150/168 [00:28<00:03, 5.40it/s]
190/499 4.32G 0.008845 0.008399 0.003322 73 640: 89%|########9 | 150/168 [00:28<00:03, 5.40it/s]
190/499 4.32G 0.008845 0.008399 0.003322 73 640: 90%|########9 | 151/168 [00:28<00:03, 5.25it/s]
190/499 4.32G 0.008852 0.008395 0.003314 53 640: 90%|########9 | 151/168 [00:28<00:03, 5.25it/s]
190/499 4.32G 0.008852 0.008395 0.003314 53 640: 90%|######### | 152/168 [00:28<00:03, 5.33it/s]
190/499 4.32G 0.008853 0.008394 0.003305 81 640: 90%|######### | 152/168 [00:28<00:03, 5.33it/s]
190/499 4.32G 0.008853 0.008394 0.003305 81 640: 91%|#########1| 153/168 [00:28<00:02, 5.41it/s]
190/499 4.32G 0.008852 0.00839 0.003286 68 640: 91%|#########1| 153/168 [00:29<00:02, 5.41it/s]
190/499 4.32G 0.008852 0.00839 0.003286 68 640: 92%|#########1| 154/168 [00:29<00:02, 5.26it/s]
190/499 4.32G 0.008837 0.00839 0.003276 72 640: 92%|#########1| 154/168 [00:29<00:02, 5.26it/s]
190/499 4.32G 0.008837 0.00839 0.003276 72 640: 92%|#########2| 155/168 [00:29<00:02, 5.34it/s]
190/499 4.32G 0.008832 0.008396 0.003278 94 640: 92%|#########2| 155/168 [00:29<00:02, 5.34it/s]
190/499 4.32G 0.008832 0.008396 0.003278 94 640: 93%|#########2| 156/168 [00:29<00:02, 5.41it/s]
190/499 4.32G 0.008842 0.0084 0.003301 66 640: 93%|#########2| 156/168 [00:29<00:02, 5.41it/s]
190/499 4.32G 0.008842 0.0084 0.003301 66 640: 93%|#########3| 157/168 [00:29<00:02, 5.28it/s]
190/499 4.32G 0.008841 0.008397 0.003299 70 640: 93%|#########3| 157/168 [00:29<00:02, 5.28it/s]
190/499 4.32G 0.008841 0.008397 0.003299 70 640: 94%|#########4| 158/168 [00:29<00:01, 5.36it/s]
190/499 4.32G 0.008841 0.008387 0.003306 62 640: 94%|#########4| 158/168 [00:30<00:01, 5.36it/s]
190/499 4.32G 0.008841 0.008387 0.003306 62 640: 95%|#########4| 159/168 [00:30<00:01, 5.41it/s]
190/499 4.32G 0.008832 0.008379 0.003299 65 640: 95%|#########4| 159/168 [00:30<00:01, 5.41it/s]
190/499 4.32G 0.008832 0.008379 0.003299 65 640: 95%|#########5| 160/168 [00:30<00:01, 5.25it/s]
190/499 4.32G 0.008831 0.008381 0.00331 78 640: 95%|#########5| 160/168 [00:30<00:01, 5.25it/s]
190/499 4.32G 0.008831 0.008381 0.00331 78 640: 96%|#########5| 161/168 [00:30<00:01, 5.34it/s]
190/499 4.32G 0.008822 0.00837 0.003323 66 640: 96%|#########5| 161/168 [00:30<00:01, 5.34it/s]
190/499 4.32G 0.008822 0.00837 0.003323 66 640: 96%|#########6| 162/168 [00:30<00:01, 5.41it/s]
190/499 4.32G 0.00882 0.008359 0.003337 57 640: 96%|#########6| 162/168 [00:30<00:01, 5.41it/s]
190/499 4.32G 0.00882 0.008359 0.003337 57 640: 97%|#########7| 163/168 [00:30<00:00, 5.25it/s]
190/499 4.32G 0.008813 0.008356 0.003332 79 640: 97%|#########7| 163/168 [00:31<00:00, 5.25it/s]
190/499 4.32G 0.008813 0.008356 0.003332 79 640: 98%|#########7| 164/168 [00:31<00:00, 5.33it/s]
190/499 4.32G 0.008802 0.008361 0.003325 74 640: 98%|#########7| 164/168 [00:31<00:00, 5.33it/s]
190/499 4.32G 0.008802 0.008361 0.003325 74 640: 98%|#########8| 165/168 [00:31<00:00, 5.40it/s]
190/499 4.32G 0.008804 0.008368 0.003316 77 640: 98%|#########8| 165/168 [00:31<00:00, 5.40it/s]
190/499 4.32G 0.008804 0.008368 0.003316 77 640: 99%|#########8| 166/168 [00:31<00:00, 5.25it/s]
190/499 4.32G 0.008804 0.008365 0.003332 76 640: 99%|#########8| 166/168 [00:31<00:00, 5.25it/s]
190/499 4.32G 0.008804 0.008365 0.003332 76 640: 99%|#########9| 167/168 [00:31<00:00, 5.33it/s]
190/499 4.32G 0.00879 0.008346 0.003313 22 640: 99%|#########9| 167/168 [00:31<00:00, 5.33it/s]
190/499 4.32G 0.00879 0.008346 0.003313 22 640: 100%|##########| 168/168 [00:31<00:00, 5.50it/s]
190/499 4.32G 0.00879 0.008346 0.003313 22 640: 100%|##########| 168/168 [00:31<00:00, 5.29it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s]
all 132 263 0.851 0.856 0.873 0.763
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
191/499 4.32G 0.008828 0.009366 0.006787 61 640: 0%| | 0/168 [00:00<?, ?it/s]
191/499 4.32G 0.008828 0.009366 0.006787 61 640: 1%| | 1/168 [00:00<00:33, 4.96it/s]
191/499 4.32G 0.008974 0.008895 0.005315 72 640: 1%| | 1/168 [00:00<00:33, 4.96it/s]
191/499 4.32G 0.008974 0.008895 0.005315 72 640: 1%|1 | 2/168 [00:00<00:31, 5.27it/s]
191/499 4.32G 0.00925 0.0102 0.003985 82 640: 1%|1 | 2/168 [00:00<00:31, 5.27it/s]
191/499 4.32G 0.00925 0.0102 0.003985 82 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s]
191/499 4.32G 0.009262 0.009734 0.003541 73 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s]
191/499 4.32G 0.009262 0.009734 0.003541 73 640: 2%|2 | 4/168 [00:00<00:31, 5.22it/s]
191/499 4.32G 0.008906 0.009203 0.003529 69 640: 2%|2 | 4/168 [00:00<00:31, 5.22it/s]
191/499 4.32G 0.008906 0.009203 0.003529 69 640: 3%|2 | 5/168 [00:00<00:30, 5.34it/s]
191/499 4.32G 0.008722 0.008939 0.003846 65 640: 3%|2 | 5/168 [00:01<00:30, 5.34it/s]
191/499 4.32G 0.008722 0.008939 0.003846 65 640: 4%|3 | 6/168 [00:01<00:29, 5.42it/s]
191/499 4.32G 0.008828 0.009085 0.003593 78 640: 4%|3 | 6/168 [00:01<00:29, 5.42it/s]
191/499 4.32G 0.008828 0.009085 0.003593 78 640: 4%|4 | 7/168 [00:01<00:30, 5.25it/s]
191/499 4.32G 0.008756 0.009365 0.003489 84 640: 4%|4 | 7/168 [00:01<00:30, 5.25it/s]
191/499 4.32G 0.008756 0.009365 0.003489 84 640: 5%|4 | 8/168 [00:01<00:29, 5.35it/s]
191/499 4.32G 0.008874 0.009281 0.003297 75 640: 5%|4 | 8/168 [00:01<00:29, 5.35it/s]
191/499 4.32G 0.008874 0.009281 0.003297 75 640: 5%|5 | 9/168 [00:01<00:29, 5.42it/s]
191/499 4.32G 0.008922 0.009013 0.003282 63 640: 5%|5 | 9/168 [00:01<00:29, 5.42it/s]
191/499 4.32G 0.008922 0.009013 0.003282 63 640: 6%|5 | 10/168 [00:01<00:30, 5.26it/s]
191/499 4.32G 0.008978 0.008935 0.003322 64 640: 6%|5 | 10/168 [00:02<00:30, 5.26it/s]
191/499 4.32G 0.008978 0.008935 0.003322 64 640: 7%|6 | 11/168 [00:02<00:29, 5.33it/s]
191/499 4.32G 0.008904 0.009072 0.003344 81 640: 7%|6 | 11/168 [00:02<00:29, 5.33it/s]
191/499 4.32G 0.008904 0.009072 0.003344 81 640: 7%|7 | 12/168 [00:02<00:28, 5.40it/s]
191/499 4.32G 0.008829 0.008794 0.003274 47 640: 7%|7 | 12/168 [00:02<00:28, 5.40it/s]
191/499 4.32G 0.008829 0.008794 0.003274 47 640: 8%|7 | 13/168 [00:02<00:29, 5.25it/s]
191/499 4.32G 0.008861 0.00879 0.00317 69 640: 8%|7 | 13/168 [00:02<00:29, 5.25it/s]
191/499 4.32G 0.008861 0.00879 0.00317 69 640: 8%|8 | 14/168 [00:02<00:28, 5.35it/s]
191/499 4.32G 0.008844 0.008627 0.003358 61 640: 8%|8 | 14/168 [00:02<00:28, 5.35it/s]
191/499 4.32G 0.008844 0.008627 0.003358 61 640: 9%|8 | 15/168 [00:02<00:28, 5.41it/s]
191/499 4.32G 0.008909 0.008586 0.003351 60 640: 9%|8 | 15/168 [00:03<00:28, 5.41it/s]
191/499 4.32G 0.008909 0.008586 0.003351 60 640: 10%|9 | 16/168 [00:03<00:28, 5.26it/s]
191/499 4.32G 0.008842 0.008549 0.003327 75 640: 10%|9 | 16/168 [00:03<00:28, 5.26it/s]
191/499 4.32G 0.008842 0.008549 0.003327 75 640: 10%|# | 17/168 [00:03<00:28, 5.34it/s]
191/499 4.32G 0.008817 0.008467 0.003388 71 640: 10%|# | 17/168 [00:03<00:28, 5.34it/s]
191/499 4.32G 0.008817 0.008467 0.003388 71 640: 11%|# | 18/168 [00:03<00:27, 5.42it/s]
191/499 4.32G 0.008868 0.008481 0.003319 82 640: 11%|# | 18/168 [00:03<00:27, 5.42it/s]
191/499 4.32G 0.008868 0.008481 0.003319 82 640: 11%|#1 | 19/168 [00:03<00:28, 5.27it/s]
191/499 4.32G 0.008811 0.008484 0.003318 77 640: 11%|#1 | 19/168 [00:03<00:28, 5.27it/s]
191/499 4.32G 0.008811 0.008484 0.003318 77 640: 12%|#1 | 20/168 [00:03<00:27, 5.36it/s]
191/499 4.32G 0.008826 0.008509 0.003301 67 640: 12%|#1 | 20/168 [00:03<00:27, 5.36it/s]
191/499 4.32G 0.008826 0.008509 0.003301 67 640: 12%|#2 | 21/168 [00:03<00:27, 5.41it/s]
191/499 4.32G 0.008834 0.008508 0.003235 75 640: 12%|#2 | 21/168 [00:04<00:27, 5.41it/s]
191/499 4.32G 0.008834 0.008508 0.003235 75 640: 13%|#3 | 22/168 [00:04<00:27, 5.26it/s]
191/499 4.32G 0.008774 0.008565 0.003261 78 640: 13%|#3 | 22/168 [00:04<00:27, 5.26it/s]
191/499 4.32G 0.008774 0.008565 0.003261 78 640: 14%|#3 | 23/168 [00:04<00:27, 5.34it/s]
191/499 4.32G 0.008728 0.008549 0.003232 69 640: 14%|#3 | 23/168 [00:04<00:27, 5.34it/s]
191/499 4.32G 0.008728 0.008549 0.003232 69 640: 14%|#4 | 24/168 [00:04<00:26, 5.40it/s]
191/499 4.32G 0.008698 0.008498 0.003271 72 640: 14%|#4 | 24/168 [00:04<00:26, 5.40it/s]
191/499 4.32G 0.008698 0.008498 0.003271 72 640: 15%|#4 | 25/168 [00:04<00:27, 5.26it/s]
191/499 4.32G 0.008678 0.00848 0.003315 66 640: 15%|#4 | 25/168 [00:04<00:27, 5.26it/s]
191/499 4.32G 0.008678 0.00848 0.003315 66 640: 15%|#5 | 26/168 [00:04<00:26, 5.27it/s]
191/499 4.32G 0.008683 0.008545 0.003246 74 640: 15%|#5 | 26/168 [00:05<00:26, 5.27it/s]
191/499 4.32G 0.008683 0.008545 0.003246 74 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s]
191/499 4.32G 0.008669 0.008532 0.003272 80 640: 16%|#6 | 27/168 [00:05<00:26, 5.35it/s]
191/499 4.32G 0.008669 0.008532 0.003272 80 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s]
191/499 4.32G 0.008612 0.008465 0.003217 66 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s]
191/499 4.32G 0.008612 0.008465 0.003217 66 640: 17%|#7 | 29/168 [00:05<00:26, 5.25it/s]
191/499 4.32G 0.008584 0.008409 0.0032 64 640: 17%|#7 | 29/168 [00:05<00:26, 5.25it/s]
191/499 4.32G 0.008584 0.008409 0.0032 64 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s]
191/499 4.32G 0.008619 0.008412 0.003258 68 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s]
191/499 4.32G 0.008619 0.008412 0.003258 68 640: 18%|#8 | 31/168 [00:05<00:26, 5.23it/s]
191/499 4.32G 0.008683 0.008379 0.003291 55 640: 18%|#8 | 31/168 [00:06<00:26, 5.23it/s]
191/499 4.32G 0.008683 0.008379 0.003291 55 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s]
191/499 4.32G 0.008695 0.008346 0.003256 59 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s]
191/499 4.32G 0.008695 0.008346 0.003256 59 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s]
191/499 4.32G 0.008676 0.008322 0.003222 67 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s]
191/499 4.32G 0.008676 0.008322 0.003222 67 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s]
191/499 4.32G 0.008675 0.008292 0.003236 58 640: 20%|## | 34/168 [00:06<00:25, 5.22it/s]
191/499 4.32G 0.008675 0.008292 0.003236 58 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s]
191/499 4.32G 0.008697 0.008293 0.003211 57 640: 21%|## | 35/168 [00:06<00:25, 5.31it/s]
191/499 4.32G 0.008697 0.008293 0.003211 57 640: 21%|##1 | 36/168 [00:06<00:24, 5.36it/s]
191/499 4.32G 0.008655 0.008281 0.003238 71 640: 21%|##1 | 36/168 [00:06<00:24, 5.36it/s]
191/499 4.32G 0.008655 0.008281 0.003238 71 640: 22%|##2 | 37/168 [00:06<00:25, 5.21it/s]
191/499 4.32G 0.008647 0.008267 0.003299 71 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s]
191/499 4.32G 0.008647 0.008267 0.003299 71 640: 23%|##2 | 38/168 [00:07<00:24, 5.31it/s]
191/499 4.32G 0.0086 0.008252 0.003296 57 640: 23%|##2 | 38/168 [00:07<00:24, 5.31it/s]
191/499 4.32G 0.0086 0.008252 0.003296 57 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
191/499 4.32G 0.008591 0.008259 0.003312 82 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
191/499 4.32G 0.008591 0.008259 0.003312 82 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
191/499 4.32G 0.008627 0.008285 0.003275 77 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
191/499 4.32G 0.008627 0.008285 0.003275 77 640: 24%|##4 | 41/168 [00:07<00:24, 5.29it/s]
191/499 4.32G 0.008602 0.008242 0.003364 67 640: 24%|##4 | 41/168 [00:07<00:24, 5.29it/s]
191/499 4.32G 0.008602 0.008242 0.003364 67 640: 25%|##5 | 42/168 [00:07<00:23, 5.26it/s]
191/499 4.32G 0.008589 0.00825 0.003315 69 640: 25%|##5 | 42/168 [00:08<00:23, 5.26it/s]
191/499 4.32G 0.008589 0.00825 0.003315 69 640: 26%|##5 | 43/168 [00:08<00:24, 5.15it/s]
191/499 4.32G 0.008631 0.008259 0.00329 55 640: 26%|##5 | 43/168 [00:08<00:24, 5.15it/s]
191/499 4.32G 0.008631 0.008259 0.00329 55 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s]
191/499 4.32G 0.008648 0.008278 0.003254 74 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s]
191/499 4.32G 0.008648 0.008278 0.003254 74 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s]
191/499 4.32G 0.008621 0.008239 0.003185 53 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s]
191/499 4.32G 0.008621 0.008239 0.003185 53 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s]
191/499 4.32G 0.00866 0.008256 0.003178 64 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s]
191/499 4.32G 0.00866 0.008256 0.003178 64 640: 28%|##7 | 47/168 [00:08<00:23, 5.25it/s]
191/499 4.32G 0.008665 0.008306 0.003158 79 640: 28%|##7 | 47/168 [00:09<00:23, 5.25it/s]
191/499 4.32G 0.008665 0.008306 0.003158 79 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
191/499 4.32G 0.008636 0.00827 0.003168 56 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
191/499 4.32G 0.008636 0.00827 0.003168 56 640: 29%|##9 | 49/168 [00:09<00:23, 5.13it/s]
191/499 4.32G 0.008643 0.008286 0.003158 80 640: 29%|##9 | 49/168 [00:09<00:23, 5.13it/s]
191/499 4.32G 0.008643 0.008286 0.003158 80 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s]
191/499 4.32G 0.008625 0.008312 0.003129 82 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s]
191/499 4.32G 0.008625 0.008312 0.003129 82 640: 30%|### | 51/168 [00:09<00:21, 5.32it/s]
191/499 4.32G 0.008613 0.008315 0.003091 57 640: 30%|### | 51/168 [00:09<00:21, 5.32it/s]
191/499 4.32G 0.008613 0.008315 0.003091 57 640: 31%|### | 52/168 [00:09<00:22, 5.15it/s]
191/499 4.32G 0.008609 0.008284 0.003055 48 640: 31%|### | 52/168 [00:10<00:22, 5.15it/s]
191/499 4.32G 0.008609 0.008284 0.003055 48 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
191/499 4.32G 0.008593 0.008275 0.003114 69 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
191/499 4.32G 0.008593 0.008275 0.003114 69 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s]
191/499 4.32G 0.008575 0.008274 0.00308 72 640: 32%|###2 | 54/168 [00:10<00:21, 5.34it/s]
191/499 4.32G 0.008575 0.008274 0.00308 72 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
191/499 4.32G 0.008559 0.008294 0.003063 83 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
191/499 4.32G 0.008559 0.008294 0.003063 83 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s]
191/499 4.32G 0.008533 0.008281 0.003038 65 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s]
191/499 4.32G 0.008533 0.008281 0.003038 65 640: 34%|###3 | 57/168 [00:10<00:20, 5.38it/s]
191/499 4.32G 0.008561 0.0083 0.003059 69 640: 34%|###3 | 57/168 [00:10<00:20, 5.38it/s]
191/499 4.32G 0.008561 0.0083 0.003059 69 640: 35%|###4 | 58/168 [00:10<00:21, 5.23it/s]
191/499 4.32G 0.008531 0.008287 0.003033 70 640: 35%|###4 | 58/168 [00:11<00:21, 5.23it/s]
191/499 4.32G 0.008531 0.008287 0.003033 70 640: 35%|###5 | 59/168 [00:11<00:20, 5.33it/s]
191/499 4.32G 0.008552 0.008281 0.003008 73 640: 35%|###5 | 59/168 [00:11<00:20, 5.33it/s]
191/499 4.32G 0.008552 0.008281 0.003008 73 640: 36%|###5 | 60/168 [00:11<00:20, 5.39it/s]
191/499 4.32G 0.008542 0.008284 0.00304 71 640: 36%|###5 | 60/168 [00:11<00:20, 5.39it/s]
191/499 4.32G 0.008542 0.008284 0.00304 71 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s]
191/499 4.32G 0.008536 0.008257 0.00306 59 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s]
191/499 4.32G 0.008536 0.008257 0.00306 59 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s]
191/499 4.32G 0.00858 0.008266 0.003042 63 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s]
191/499 4.32G 0.00858 0.008266 0.003042 63 640: 38%|###7 | 63/168 [00:11<00:19, 5.36it/s]
191/499 4.32G 0.00858 0.008229 0.00308 59 640: 38%|###7 | 63/168 [00:12<00:19, 5.36it/s]
191/499 4.32G 0.00858 0.008229 0.00308 59 640: 38%|###8 | 64/168 [00:12<00:19, 5.24it/s]
191/499 4.32G 0.008577 0.008218 0.003056 74 640: 38%|###8 | 64/168 [00:12<00:19, 5.24it/s]
191/499 4.32G 0.008577 0.008218 0.003056 74 640: 39%|###8 | 65/168 [00:12<00:19, 5.32it/s]
191/499 4.32G 0.00858 0.008222 0.003064 87 640: 39%|###8 | 65/168 [00:12<00:19, 5.32it/s]
191/499 4.32G 0.00858 0.008222 0.003064 87 640: 39%|###9 | 66/168 [00:12<00:18, 5.38it/s]
191/499 4.32G 0.008582 0.008221 0.003038 61 640: 39%|###9 | 66/168 [00:12<00:18, 5.38it/s]
191/499 4.32G 0.008582 0.008221 0.003038 61 640: 40%|###9 | 67/168 [00:12<00:19, 5.25it/s]
191/499 4.32G 0.008562 0.008238 0.003042 79 640: 40%|###9 | 67/168 [00:12<00:19, 5.25it/s]
191/499 4.32G 0.008562 0.008238 0.003042 79 640: 40%|#### | 68/168 [00:12<00:18, 5.33it/s]
191/499 4.32G 0.008564 0.008234 0.003064 62 640: 40%|#### | 68/168 [00:13<00:18, 5.33it/s]
191/499 4.32G 0.008564 0.008234 0.003064 62 640: 41%|####1 | 69/168 [00:13<00:18, 5.40it/s]
191/499 4.32G 0.008576 0.008227 0.003041 58 640: 41%|####1 | 69/168 [00:13<00:18, 5.40it/s]
191/499 4.32G 0.008576 0.008227 0.003041 58 640: 42%|####1 | 70/168 [00:13<00:18, 5.25it/s]
191/499 4.32G 0.00856 0.008224 0.003052 62 640: 42%|####1 | 70/168 [00:13<00:18, 5.25it/s]
191/499 4.32G 0.00856 0.008224 0.003052 62 640: 42%|####2 | 71/168 [00:13<00:18, 5.33it/s]
191/499 4.32G 0.008554 0.008211 0.003042 62 640: 42%|####2 | 71/168 [00:13<00:18, 5.33it/s]
191/499 4.32G 0.008554 0.008211 0.003042 62 640: 43%|####2 | 72/168 [00:13<00:17, 5.40it/s]
191/499 4.32G 0.008581 0.008225 0.003096 63 640: 43%|####2 | 72/168 [00:13<00:17, 5.40it/s]
191/499 4.32G 0.008581 0.008225 0.003096 63 640: 43%|####3 | 73/168 [00:13<00:18, 5.25it/s]
191/499 4.32G 0.008582 0.008235 0.003159 71 640: 43%|####3 | 73/168 [00:13<00:18, 5.25it/s]
191/499 4.32G 0.008582 0.008235 0.003159 71 640: 44%|####4 | 74/168 [00:13<00:17, 5.34it/s]
191/499 4.32G 0.008603 0.008222 0.003144 62 640: 44%|####4 | 74/168 [00:14<00:17, 5.34it/s]
191/499 4.32G 0.008603 0.008222 0.003144 62 640: 45%|####4 | 75/168 [00:14<00:17, 5.41it/s]
191/499 4.32G 0.008602 0.008194 0.003169 54 640: 45%|####4 | 75/168 [00:14<00:17, 5.41it/s]
191/499 4.32G 0.008602 0.008194 0.003169 54 640: 45%|####5 | 76/168 [00:14<00:17, 5.25it/s]
191/499 4.32G 0.008598 0.008209 0.003185 87 640: 45%|####5 | 76/168 [00:14<00:17, 5.25it/s]
191/499 4.32G 0.008598 0.008209 0.003185 87 640: 46%|####5 | 77/168 [00:14<00:17, 5.30it/s]
191/499 4.32G 0.008594 0.008204 0.003159 62 640: 46%|####5 | 77/168 [00:14<00:17, 5.30it/s]
191/499 4.32G 0.008594 0.008204 0.003159 62 640: 46%|####6 | 78/168 [00:14<00:16, 5.37it/s]
191/499 4.32G 0.008592 0.008193 0.003187 70 640: 46%|####6 | 78/168 [00:14<00:16, 5.37it/s]
191/499 4.32G 0.008592 0.008193 0.003187 70 640: 47%|####7 | 79/168 [00:14<00:16, 5.24it/s]
191/499 4.32G 0.008596 0.008199 0.003164 69 640: 47%|####7 | 79/168 [00:15<00:16, 5.24it/s]
191/499 4.32G 0.008596 0.008199 0.003164 69 640: 48%|####7 | 80/168 [00:15<00:16, 5.34it/s]
191/499 4.32G 0.00859 0.008205 0.003198 80 640: 48%|####7 | 80/168 [00:15<00:16, 5.34it/s]
191/499 4.32G 0.00859 0.008205 0.003198 80 640: 48%|####8 | 81/168 [00:15<00:16, 5.39it/s]
191/499 4.32G 0.008584 0.00822 0.003206 73 640: 48%|####8 | 81/168 [00:15<00:16, 5.39it/s]
191/499 4.32G 0.008584 0.00822 0.003206 73 640: 49%|####8 | 82/168 [00:15<00:16, 5.24it/s]
191/499 4.32G 0.008578 0.008266 0.003182 84 640: 49%|####8 | 82/168 [00:15<00:16, 5.24it/s]
191/499 4.32G 0.008578 0.008266 0.003182 84 640: 49%|####9 | 83/168 [00:15<00:16, 5.31it/s]
191/499 4.32G 0.008592 0.008286 0.00322 73 640: 49%|####9 | 83/168 [00:15<00:16, 5.31it/s]
191/499 4.32G 0.008592 0.008286 0.00322 73 640: 50%|##### | 84/168 [00:15<00:15, 5.37it/s]
191/499 4.32G 0.008603 0.008278 0.003189 64 640: 50%|##### | 84/168 [00:16<00:15, 5.37it/s]
191/499 4.32G 0.008603 0.008278 0.003189 64 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s]
191/499 4.32G 0.008635 0.008275 0.003171 57 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s]
191/499 4.32G 0.008635 0.008275 0.003171 57 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s]
191/499 4.32G 0.008632 0.00825 0.003169 58 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s]
191/499 4.32G 0.008632 0.00825 0.003169 58 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s]
191/499 4.32G 0.008649 0.008258 0.003148 75 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s]
191/499 4.32G 0.008649 0.008258 0.003148 75 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
191/499 4.32G 0.008661 0.00825 0.003141 65 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
191/499 4.32G 0.008661 0.00825 0.003141 65 640: 53%|#####2 | 89/168 [00:16<00:14, 5.27it/s]
191/499 4.32G 0.008642 0.008224 0.003153 58 640: 53%|#####2 | 89/168 [00:16<00:14, 5.27it/s]
191/499 4.32G 0.008642 0.008224 0.003153 58 640: 54%|#####3 | 90/168 [00:16<00:14, 5.34it/s]
191/499 4.32G 0.008628 0.008206 0.003176 65 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
191/499 4.32G 0.008628 0.008206 0.003176 65 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s]
191/499 4.32G 0.008635 0.008228 0.003172 70 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s]
191/499 4.32G 0.008635 0.008228 0.003172 70 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s]
191/499 4.32G 0.008624 0.008215 0.003179 71 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s]
191/499 4.32G 0.008624 0.008215 0.003179 71 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s]
191/499 4.32G 0.00862 0.008227 0.003226 81 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s]
191/499 4.32G 0.00862 0.008227 0.003226 81 640: 56%|#####5 | 94/168 [00:17<00:14, 5.20it/s]
191/499 4.32G 0.008619 0.008218 0.003214 71 640: 56%|#####5 | 94/168 [00:17<00:14, 5.20it/s]
191/499 4.32G 0.008619 0.008218 0.003214 71 640: 57%|#####6 | 95/168 [00:17<00:13, 5.28it/s]
191/499 4.32G 0.008603 0.008223 0.003199 73 640: 57%|#####6 | 95/168 [00:18<00:13, 5.28it/s]
191/499 4.32G 0.008603 0.008223 0.003199 73 640: 57%|#####7 | 96/168 [00:18<00:13, 5.35it/s]
191/499 4.32G 0.008627 0.008216 0.003192 56 640: 57%|#####7 | 96/168 [00:18<00:13, 5.35it/s]
191/499 4.32G 0.008627 0.008216 0.003192 56 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s]
191/499 4.32G 0.008633 0.008225 0.003245 93 640: 58%|#####7 | 97/168 [00:18<00:13, 5.22it/s]
191/499 4.32G 0.008633 0.008225 0.003245 93 640: 58%|#####8 | 98/168 [00:18<00:13, 5.33it/s]
191/499 4.32G 0.008649 0.008225 0.003287 66 640: 58%|#####8 | 98/168 [00:18<00:13, 5.33it/s]
191/499 4.32G 0.008649 0.008225 0.003287 66 640: 59%|#####8 | 99/168 [00:18<00:12, 5.40it/s]
191/499 4.32G 0.008651 0.008211 0.00329 64 640: 59%|#####8 | 99/168 [00:18<00:12, 5.40it/s]
191/499 4.32G 0.008651 0.008211 0.00329 64 640: 60%|#####9 | 100/168 [00:18<00:12, 5.26it/s]
191/499 4.32G 0.008667 0.008213 0.003273 69 640: 60%|#####9 | 100/168 [00:19<00:12, 5.26it/s]
191/499 4.32G 0.008667 0.008213 0.003273 69 640: 60%|###### | 101/168 [00:19<00:12, 5.34it/s]
191/499 4.32G 0.008679 0.008213 0.003283 73 640: 60%|###### | 101/168 [00:19<00:12, 5.34it/s]
191/499 4.32G 0.008679 0.008213 0.003283 73 640: 61%|###### | 102/168 [00:19<00:12, 5.40it/s]
191/499 4.32G 0.008666 0.008211 0.003281 75 640: 61%|###### | 102/168 [00:19<00:12, 5.40it/s]
191/499 4.32G 0.008666 0.008211 0.003281 75 640: 61%|######1 | 103/168 [00:19<00:12, 5.25it/s]
191/499 4.32G 0.008678 0.008197 0.003284 57 640: 61%|######1 | 103/168 [00:19<00:12, 5.25it/s]
191/499 4.32G 0.008678 0.008197 0.003284 57 640: 62%|######1 | 104/168 [00:19<00:12, 5.33it/s]
191/499 4.32G 0.008676 0.008194 0.003279 69 640: 62%|######1 | 104/168 [00:19<00:12, 5.33it/s]
191/499 4.32G 0.008676 0.008194 0.003279 69 640: 62%|######2 | 105/168 [00:19<00:11, 5.40it/s]
191/499 4.32G 0.008667 0.008197 0.00329 68 640: 62%|######2 | 105/168 [00:20<00:11, 5.40it/s]
191/499 4.32G 0.008667 0.008197 0.00329 68 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s]
191/499 4.32G 0.008671 0.008207 0.003265 59 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s]
191/499 4.32G 0.008671 0.008207 0.003265 59 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s]
191/499 4.32G 0.008661 0.008196 0.003264 61 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s]
191/499 4.32G 0.008661 0.008196 0.003264 61 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s]
191/499 4.32G 0.008657 0.008187 0.003283 67 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s]
191/499 4.32G 0.008657 0.008187 0.003283 67 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s]
191/499 4.32G 0.008654 0.008192 0.003281 76 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s]
191/499 4.32G 0.008654 0.008192 0.003281 76 640: 65%|######5 | 110/168 [00:20<00:10, 5.31it/s]
191/499 4.32G 0.00865 0.008176 0.003288 58 640: 65%|######5 | 110/168 [00:20<00:10, 5.31it/s]
191/499 4.32G 0.00865 0.008176 0.003288 58 640: 66%|######6 | 111/168 [00:20<00:10, 5.37it/s]
191/499 4.32G 0.008655 0.008161 0.003291 63 640: 66%|######6 | 111/168 [00:21<00:10, 5.37it/s]
191/499 4.32G 0.008655 0.008161 0.003291 63 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s]
191/499 4.32G 0.008657 0.008153 0.00329 56 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s]
191/499 4.32G 0.008657 0.008153 0.00329 56 640: 67%|######7 | 113/168 [00:21<00:10, 5.33it/s]
191/499 4.32G 0.008662 0.008167 0.00327 65 640: 67%|######7 | 113/168 [00:21<00:10, 5.33it/s]
191/499 4.32G 0.008662 0.008167 0.00327 65 640: 68%|######7 | 114/168 [00:21<00:10, 5.33it/s]
191/499 4.32G 0.008667 0.008159 0.003291 69 640: 68%|######7 | 114/168 [00:21<00:10, 5.33it/s]
191/499 4.32G 0.008667 0.008159 0.003291 69 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s]
191/499 4.32G 0.008668 0.008173 0.003324 73 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s]
191/499 4.32G 0.008668 0.008173 0.003324 73 640: 69%|######9 | 116/168 [00:21<00:09, 5.32it/s]
191/499 4.32G 0.008668 0.008182 0.003306 66 640: 69%|######9 | 116/168 [00:22<00:09, 5.32it/s]
191/499 4.32G 0.008668 0.008182 0.003306 66 640: 70%|######9 | 117/168 [00:22<00:09, 5.39it/s]
191/499 4.32G 0.00866 0.008204 0.003297 87 640: 70%|######9 | 117/168 [00:22<00:09, 5.39it/s]
191/499 4.32G 0.00866 0.008204 0.003297 87 640: 70%|####### | 118/168 [00:22<00:09, 5.24it/s]
191/499 4.32G 0.008657 0.008211 0.003298 77 640: 70%|####### | 118/168 [00:22<00:09, 5.24it/s]
191/499 4.32G 0.008657 0.008211 0.003298 77 640: 71%|####### | 119/168 [00:22<00:09, 5.33it/s]
191/499 4.32G 0.008649 0.008207 0.003298 79 640: 71%|####### | 119/168 [00:22<00:09, 5.33it/s]
191/499 4.32G 0.008649 0.008207 0.003298 79 640: 71%|#######1 | 120/168 [00:22<00:08, 5.41it/s]
191/499 4.32G 0.008656 0.00823 0.003287 87 640: 71%|#######1 | 120/168 [00:22<00:08, 5.41it/s]
191/499 4.32G 0.008656 0.00823 0.003287 87 640: 72%|#######2 | 121/168 [00:22<00:08, 5.27it/s]
191/499 4.32G 0.008651 0.008235 0.003282 77 640: 72%|#######2 | 121/168 [00:23<00:08, 5.27it/s]
191/499 4.32G 0.008651 0.008235 0.003282 77 640: 73%|#######2 | 122/168 [00:23<00:08, 5.36it/s]
191/499 4.32G 0.008639 0.008208 0.003284 62 640: 73%|#######2 | 122/168 [00:23<00:08, 5.36it/s]
191/499 4.32G 0.008639 0.008208 0.003284 62 640: 73%|#######3 | 123/168 [00:23<00:08, 5.43it/s]
191/499 4.32G 0.008644 0.008225 0.003265 68 640: 73%|#######3 | 123/168 [00:23<00:08, 5.43it/s]
191/499 4.32G 0.008644 0.008225 0.003265 68 640: 74%|#######3 | 124/168 [00:23<00:08, 5.23it/s]
191/499 4.32G 0.008647 0.008223 0.003243 60 640: 74%|#######3 | 124/168 [00:23<00:08, 5.23it/s]
191/499 4.32G 0.008647 0.008223 0.003243 60 640: 74%|#######4 | 125/168 [00:23<00:08, 5.32it/s]
191/499 4.32G 0.008663 0.008213 0.003248 63 640: 74%|#######4 | 125/168 [00:23<00:08, 5.32it/s]
191/499 4.32G 0.008663 0.008213 0.003248 63 640: 75%|#######5 | 126/168 [00:23<00:07, 5.40it/s]
191/499 4.32G 0.008659 0.008207 0.003245 74 640: 75%|#######5 | 126/168 [00:23<00:07, 5.40it/s]
191/499 4.32G 0.008659 0.008207 0.003245 74 640: 76%|#######5 | 127/168 [00:23<00:07, 5.20it/s]
191/499 4.32G 0.008652 0.008192 0.003239 66 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s]
191/499 4.32G 0.008652 0.008192 0.003239 66 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s]
191/499 4.32G 0.00866 0.008194 0.003242 78 640: 76%|#######6 | 128/168 [00:24<00:07, 5.29it/s]
191/499 4.32G 0.00866 0.008194 0.003242 78 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s]
191/499 4.32G 0.008656 0.008192 0.003228 75 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s]
191/499 4.32G 0.008656 0.008192 0.003228 75 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s]
191/499 4.32G 0.008652 0.008195 0.003241 60 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s]
191/499 4.32G 0.008652 0.008195 0.003241 60 640: 78%|#######7 | 131/168 [00:24<00:07, 5.28it/s]
191/499 4.32G 0.008644 0.00819 0.003219 65 640: 78%|#######7 | 131/168 [00:24<00:07, 5.28it/s]
191/499 4.32G 0.008644 0.00819 0.003219 65 640: 79%|#######8 | 132/168 [00:24<00:06, 5.36it/s]
191/499 4.32G 0.008643 0.008181 0.003206 63 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s]
191/499 4.32G 0.008643 0.008181 0.003206 63 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s]
191/499 4.32G 0.008633 0.008176 0.003202 72 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s]
191/499 4.32G 0.008633 0.008176 0.003202 72 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
191/499 4.32G 0.008624 0.008179 0.003194 74 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
191/499 4.32G 0.008624 0.008179 0.003194 74 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s]
191/499 4.32G 0.008624 0.008155 0.003196 49 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s]
191/499 4.32G 0.008624 0.008155 0.003196 49 640: 81%|######## | 136/168 [00:25<00:06, 5.24it/s]
191/499 4.32G 0.008637 0.008141 0.003211 51 640: 81%|######## | 136/168 [00:25<00:06, 5.24it/s]
191/499 4.32G 0.008637 0.008141 0.003211 51 640: 82%|########1 | 137/168 [00:25<00:05, 5.34it/s]
191/499 4.32G 0.008644 0.008134 0.003197 55 640: 82%|########1 | 137/168 [00:26<00:05, 5.34it/s]
191/499 4.32G 0.008644 0.008134 0.003197 55 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s]
191/499 4.32G 0.008659 0.008136 0.003187 61 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s]
191/499 4.32G 0.008659 0.008136 0.003187 61 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s]
191/499 4.32G 0.008663 0.008137 0.003197 68 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s]
191/499 4.32G 0.008663 0.008137 0.003197 68 640: 83%|########3 | 140/168 [00:26<00:05, 5.19it/s]
191/499 4.32G 0.00866 0.008151 0.003184 73 640: 83%|########3 | 140/168 [00:26<00:05, 5.19it/s]
191/499 4.32G 0.00866 0.008151 0.003184 73 640: 84%|########3 | 141/168 [00:26<00:05, 5.28it/s]
191/499 4.32G 0.008648 0.008141 0.003188 73 640: 84%|########3 | 141/168 [00:26<00:05, 5.28it/s]
191/499 4.32G 0.008648 0.008141 0.003188 73 640: 85%|########4 | 142/168 [00:26<00:05, 5.16it/s]
191/499 4.32G 0.008646 0.008151 0.003187 80 640: 85%|########4 | 142/168 [00:26<00:05, 5.16it/s]
191/499 4.32G 0.008646 0.008151 0.003187 80 640: 85%|########5 | 143/168 [00:26<00:04, 5.26it/s]
191/499 4.32G 0.008647 0.008176 0.00318 80 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s]
191/499 4.32G 0.008647 0.008176 0.00318 80 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s]
191/499 4.32G 0.008645 0.008172 0.003177 65 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s]
191/499 4.32G 0.008645 0.008172 0.003177 65 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s]
191/499 4.32G 0.008644 0.008175 0.003182 72 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s]
191/499 4.32G 0.008644 0.008175 0.003182 72 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s]
191/499 4.32G 0.008644 0.008168 0.003187 69 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s]
191/499 4.32G 0.008644 0.008168 0.003187 69 640: 88%|########7 | 147/168 [00:27<00:03, 5.33it/s]
191/499 4.32G 0.00864 0.008167 0.003184 62 640: 88%|########7 | 147/168 [00:27<00:03, 5.33it/s]
191/499 4.32G 0.00864 0.008167 0.003184 62 640: 88%|########8 | 148/168 [00:27<00:03, 5.23it/s]
191/499 4.32G 0.008643 0.008168 0.003188 78 640: 88%|########8 | 148/168 [00:28<00:03, 5.23it/s]
191/499 4.32G 0.008643 0.008168 0.003188 78 640: 89%|########8 | 149/168 [00:28<00:03, 5.32it/s]
191/499 4.32G 0.008636 0.00817 0.003192 84 640: 89%|########8 | 149/168 [00:28<00:03, 5.32it/s]
191/499 4.32G 0.008636 0.00817 0.003192 84 640: 89%|########9 | 150/168 [00:28<00:03, 5.39it/s]
191/499 4.32G 0.008631 0.008165 0.003193 66 640: 89%|########9 | 150/168 [00:28<00:03, 5.39it/s]
191/499 4.32G 0.008631 0.008165 0.003193 66 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s]
191/499 4.32G 0.008623 0.00816 0.003187 72 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s]
191/499 4.32G 0.008623 0.00816 0.003187 72 640: 90%|######### | 152/168 [00:28<00:03, 5.32it/s]
191/499 4.32G 0.008623 0.008156 0.003202 56 640: 90%|######### | 152/168 [00:28<00:03, 5.32it/s]
191/499 4.32G 0.008623 0.008156 0.003202 56 640: 91%|#########1| 153/168 [00:28<00:02, 5.33it/s]
191/499 4.32G 0.008623 0.00816 0.003191 69 640: 91%|#########1| 153/168 [00:29<00:02, 5.33it/s]
191/499 4.32G 0.008623 0.00816 0.003191 69 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s]
191/499 4.32G 0.008618 0.008157 0.003197 63 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s]
191/499 4.32G 0.008618 0.008157 0.003197 63 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s]
191/499 4.32G 0.008616 0.008149 0.003196 63 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s]
191/499 4.32G 0.008616 0.008149 0.003196 63 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s]
191/499 4.32G 0.00861 0.008139 0.003191 74 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s]
191/499 4.32G 0.00861 0.008139 0.003191 74 640: 93%|#########3| 157/168 [00:29<00:02, 5.24it/s]
191/499 4.32G 0.008615 0.008137 0.003186 60 640: 93%|#########3| 157/168 [00:29<00:02, 5.24it/s]
191/499 4.32G 0.008615 0.008137 0.003186 60 640: 94%|#########4| 158/168 [00:29<00:01, 5.32it/s]
191/499 4.32G 0.008625 0.008139 0.003179 79 640: 94%|#########4| 158/168 [00:30<00:01, 5.32it/s]
191/499 4.32G 0.008625 0.008139 0.003179 79 640: 95%|#########4| 159/168 [00:30<00:01, 5.39it/s]
191/499 4.32G 0.008628 0.008131 0.003202 60 640: 95%|#########4| 159/168 [00:30<00:01, 5.39it/s]
191/499 4.32G 0.008628 0.008131 0.003202 60 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s]
191/499 4.32G 0.008623 0.008129 0.003206 77 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s]
191/499 4.32G 0.008623 0.008129 0.003206 77 640: 96%|#########5| 161/168 [00:30<00:01, 5.25it/s]
191/499 4.32G 0.008627 0.00814 0.003201 70 640: 96%|#########5| 161/168 [00:30<00:01, 5.25it/s]
191/499 4.32G 0.008627 0.00814 0.003201 70 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s]
191/499 4.32G 0.008624 0.008144 0.003195 65 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s]
191/499 4.32G 0.008624 0.008144 0.003195 65 640: 97%|#########7| 163/168 [00:30<00:00, 5.22it/s]
191/499 4.32G 0.008627 0.008132 0.003199 70 640: 97%|#########7| 163/168 [00:30<00:00, 5.22it/s]
191/499 4.32G 0.008627 0.008132 0.003199 70 640: 98%|#########7| 164/168 [00:30<00:00, 5.34it/s]
191/499 4.32G 0.008624 0.008126 0.003197 70 640: 98%|#########7| 164/168 [00:31<00:00, 5.34it/s]
191/499 4.32G 0.008624 0.008126 0.003197 70 640: 98%|#########8| 165/168 [00:31<00:00, 5.40it/s]
191/499 4.32G 0.008644 0.008131 0.003193 70 640: 98%|#########8| 165/168 [00:31<00:00, 5.40it/s]
191/499 4.32G 0.008644 0.008131 0.003193 70 640: 99%|#########8| 166/168 [00:31<00:00, 5.27it/s]
191/499 4.32G 0.008648 0.008121 0.003201 54 640: 99%|#########8| 166/168 [00:31<00:00, 5.27it/s]
191/499 4.32G 0.008648 0.008121 0.003201 54 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s]
191/499 4.32G 0.008644 0.008123 0.003191 29 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s]
191/499 4.32G 0.008644 0.008123 0.003191 29 640: 100%|##########| 168/168 [00:31<00:00, 5.47it/s]
191/499 4.32G 0.008644 0.008123 0.003191 29 640: 100%|##########| 168/168 [00:31<00:00, 5.30it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.88it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s]
all 132 263 0.848 0.86 0.872 0.76
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
192/499 4.32G 0.009581 0.01153 0.004394 73 640: 0%| | 0/168 [00:00<?, ?it/s]
192/499 4.32G 0.009581 0.01153 0.004394 73 640: 1%| | 1/168 [00:00<00:34, 4.78it/s]
192/499 4.32G 0.00965 0.009637 0.003448 67 640: 1%| | 1/168 [00:00<00:34, 4.78it/s]
192/499 4.32G 0.00965 0.009637 0.003448 67 640: 1%|1 | 2/168 [00:00<00:31, 5.21it/s]
192/499 4.32G 0.008951 0.008831 0.002981 60 640: 1%|1 | 2/168 [00:00<00:31, 5.21it/s]
192/499 4.32G 0.008951 0.008831 0.002981 60 640: 2%|1 | 3/168 [00:00<00:30, 5.35it/s]
192/499 4.32G 0.008784 0.00887 0.002458 62 640: 2%|1 | 3/168 [00:00<00:30, 5.35it/s]
192/499 4.32G 0.008784 0.00887 0.002458 62 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s]
192/499 4.32G 0.008848 0.008788 0.002354 70 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s]
192/499 4.32G 0.008848 0.008788 0.002354 70 640: 3%|2 | 5/168 [00:00<00:30, 5.29it/s]
192/499 4.32G 0.008896 0.008638 0.003077 62 640: 3%|2 | 5/168 [00:01<00:30, 5.29it/s]
192/499 4.32G 0.008896 0.008638 0.003077 62 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s]
192/499 4.32G 0.008761 0.008408 0.003139 64 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s]
192/499 4.32G 0.008761 0.008408 0.003139 64 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s]
192/499 4.32G 0.00896 0.008426 0.002952 58 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s]
192/499 4.32G 0.00896 0.008426 0.002952 58 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s]
192/499 4.32G 0.008999 0.008479 0.003089 67 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s]
192/499 4.32G 0.008999 0.008479 0.003089 67 640: 5%|5 | 9/168 [00:01<00:29, 5.33it/s]
192/499 4.32G 0.008931 0.008766 0.002945 81 640: 5%|5 | 9/168 [00:01<00:29, 5.33it/s]
192/499 4.32G 0.008931 0.008766 0.002945 81 640: 6%|5 | 10/168 [00:01<00:30, 5.15it/s]
192/499 4.32G 0.008914 0.008562 0.002857 55 640: 6%|5 | 10/168 [00:02<00:30, 5.15it/s]
192/499 4.32G 0.008914 0.008562 0.002857 55 640: 7%|6 | 11/168 [00:02<00:29, 5.26it/s]
192/499 4.32G 0.008867 0.008455 0.002734 61 640: 7%|6 | 11/168 [00:02<00:29, 5.26it/s]
192/499 4.32G 0.008867 0.008455 0.002734 61 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s]
192/499 4.32G 0.008821 0.008385 0.002777 69 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s]
192/499 4.32G 0.008821 0.008385 0.002777 69 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s]
192/499 4.32G 0.008733 0.008223 0.003062 67 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s]
192/499 4.32G 0.008733 0.008223 0.003062 67 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s]
192/499 4.32G 0.008622 0.008187 0.00317 72 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s]
192/499 4.32G 0.008622 0.008187 0.00317 72 640: 9%|8 | 15/168 [00:02<00:28, 5.38it/s]
192/499 4.32G 0.008627 0.008152 0.003107 71 640: 9%|8 | 15/168 [00:03<00:28, 5.38it/s]
192/499 4.32G 0.008627 0.008152 0.003107 71 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s]
192/499 4.32G 0.008558 0.008091 0.003132 71 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s]
192/499 4.32G 0.008558 0.008091 0.003132 71 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
192/499 4.32G 0.008581 0.008115 0.003015 54 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
192/499 4.32G 0.008581 0.008115 0.003015 54 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
192/499 4.32G 0.008524 0.008176 0.003029 87 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
192/499 4.32G 0.008524 0.008176 0.003029 87 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s]
192/499 4.32G 0.008529 0.008125 0.003002 64 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s]
192/499 4.32G 0.008529 0.008125 0.003002 64 640: 12%|#1 | 20/168 [00:03<00:27, 5.33it/s]
192/499 4.32G 0.008508 0.008095 0.002977 60 640: 12%|#1 | 20/168 [00:03<00:27, 5.33it/s]
192/499 4.32G 0.008508 0.008095 0.002977 60 640: 12%|#2 | 21/168 [00:03<00:27, 5.33it/s]
192/499 4.32G 0.008479 0.008112 0.003067 83 640: 12%|#2 | 21/168 [00:04<00:27, 5.33it/s]
192/499 4.32G 0.008479 0.008112 0.003067 83 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s]
192/499 4.32G 0.008425 0.008135 0.002946 69 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s]
192/499 4.32G 0.008425 0.008135 0.002946 69 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s]
192/499 4.32G 0.008425 0.008165 0.002918 54 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s]
192/499 4.32G 0.008425 0.008165 0.002918 54 640: 14%|#4 | 24/168 [00:04<00:26, 5.38it/s]
192/499 4.32G 0.008376 0.008161 0.002989 71 640: 14%|#4 | 24/168 [00:04<00:26, 5.38it/s]
192/499 4.32G 0.008376 0.008161 0.002989 71 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s]
192/499 4.32G 0.008367 0.008179 0.003008 72 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s]
192/499 4.32G 0.008367 0.008179 0.003008 72 640: 15%|#5 | 26/168 [00:04<00:26, 5.32it/s]
192/499 4.32G 0.00835 0.008165 0.003109 74 640: 15%|#5 | 26/168 [00:05<00:26, 5.32it/s]
192/499 4.32G 0.00835 0.008165 0.003109 74 640: 16%|#6 | 27/168 [00:05<00:26, 5.40it/s]
192/499 4.32G 0.008358 0.0082 0.003075 73 640: 16%|#6 | 27/168 [00:05<00:26, 5.40it/s]
192/499 4.32G 0.008358 0.0082 0.003075 73 640: 17%|#6 | 28/168 [00:05<00:26, 5.25it/s]
192/499 4.32G 0.008319 0.008163 0.003134 66 640: 17%|#6 | 28/168 [00:05<00:26, 5.25it/s]
192/499 4.32G 0.008319 0.008163 0.003134 66 640: 17%|#7 | 29/168 [00:05<00:26, 5.34it/s]
192/499 4.32G 0.008331 0.00814 0.003188 66 640: 17%|#7 | 29/168 [00:05<00:26, 5.34it/s]
192/499 4.32G 0.008331 0.00814 0.003188 66 640: 18%|#7 | 30/168 [00:05<00:25, 5.40it/s]
192/499 4.32G 0.008305 0.008084 0.003222 58 640: 18%|#7 | 30/168 [00:05<00:25, 5.40it/s]
192/499 4.32G 0.008305 0.008084 0.003222 58 640: 18%|#8 | 31/168 [00:05<00:25, 5.27it/s]
192/499 4.32G 0.008328 0.008098 0.003213 69 640: 18%|#8 | 31/168 [00:06<00:25, 5.27it/s]
192/499 4.32G 0.008328 0.008098 0.003213 69 640: 19%|#9 | 32/168 [00:06<00:25, 5.36it/s]
192/499 4.32G 0.008315 0.008106 0.003244 59 640: 19%|#9 | 32/168 [00:06<00:25, 5.36it/s]
192/499 4.32G 0.008315 0.008106 0.003244 59 640: 20%|#9 | 33/168 [00:06<00:24, 5.43it/s]
192/499 4.32G 0.008305 0.008136 0.003291 67 640: 20%|#9 | 33/168 [00:06<00:24, 5.43it/s]
192/499 4.32G 0.008305 0.008136 0.003291 67 640: 20%|## | 34/168 [00:06<00:25, 5.28it/s]
192/499 4.32G 0.0083 0.008122 0.00332 69 640: 20%|## | 34/168 [00:06<00:25, 5.28it/s]
192/499 4.32G 0.0083 0.008122 0.00332 69 640: 21%|## | 35/168 [00:06<00:24, 5.37it/s]
192/499 4.32G 0.008291 0.0081 0.003395 82 640: 21%|## | 35/168 [00:06<00:24, 5.37it/s]
192/499 4.32G 0.008291 0.0081 0.003395 82 640: 21%|##1 | 36/168 [00:06<00:24, 5.42it/s]
192/499 4.32G 0.008295 0.008043 0.003378 58 640: 21%|##1 | 36/168 [00:06<00:24, 5.42it/s]
192/499 4.32G 0.008295 0.008043 0.003378 58 640: 22%|##2 | 37/168 [00:06<00:24, 5.27it/s]
192/499 4.32G 0.008327 0.008075 0.003372 60 640: 22%|##2 | 37/168 [00:07<00:24, 5.27it/s]
192/499 4.32G 0.008327 0.008075 0.003372 60 640: 23%|##2 | 38/168 [00:07<00:24, 5.34it/s]
192/499 4.32G 0.008376 0.008133 0.003331 82 640: 23%|##2 | 38/168 [00:07<00:24, 5.34it/s]
192/499 4.32G 0.008376 0.008133 0.003331 82 640: 23%|##3 | 39/168 [00:07<00:23, 5.40it/s]
192/499 4.32G 0.00838 0.008201 0.00332 96 640: 23%|##3 | 39/168 [00:07<00:23, 5.40it/s]
192/499 4.32G 0.00838 0.008201 0.00332 96 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
192/499 4.32G 0.00839 0.008215 0.003337 67 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
192/499 4.32G 0.00839 0.008215 0.003337 67 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s]
192/499 4.32G 0.008423 0.008222 0.003327 77 640: 24%|##4 | 41/168 [00:07<00:23, 5.31it/s]
192/499 4.32G 0.008423 0.008222 0.003327 77 640: 25%|##5 | 42/168 [00:07<00:23, 5.39it/s]
192/499 4.32G 0.008406 0.008248 0.003302 72 640: 25%|##5 | 42/168 [00:08<00:23, 5.39it/s]
192/499 4.32G 0.008406 0.008248 0.003302 72 640: 26%|##5 | 43/168 [00:08<00:23, 5.25it/s]
192/499 4.32G 0.008391 0.008264 0.00332 78 640: 26%|##5 | 43/168 [00:08<00:23, 5.25it/s]
192/499 4.32G 0.008391 0.008264 0.00332 78 640: 26%|##6 | 44/168 [00:08<00:23, 5.34it/s]
192/499 4.32G 0.008387 0.00825 0.003358 67 640: 26%|##6 | 44/168 [00:08<00:23, 5.34it/s]
192/499 4.32G 0.008387 0.00825 0.003358 67 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s]
192/499 4.32G 0.008366 0.008206 0.003384 79 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s]
192/499 4.32G 0.008366 0.008206 0.003384 79 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s]
192/499 4.32G 0.008399 0.008244 0.003368 63 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s]
192/499 4.32G 0.008399 0.008244 0.003368 63 640: 28%|##7 | 47/168 [00:08<00:22, 5.30it/s]
192/499 4.32G 0.008392 0.008254 0.003369 73 640: 28%|##7 | 47/168 [00:09<00:22, 5.30it/s]
192/499 4.32G 0.008392 0.008254 0.003369 73 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s]
192/499 4.32G 0.00839 0.008228 0.003373 59 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s]
192/499 4.32G 0.00839 0.008228 0.003373 59 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s]
192/499 4.32G 0.008412 0.008227 0.0034 61 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s]
192/499 4.32G 0.008412 0.008227 0.0034 61 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s]
192/499 4.32G 0.008404 0.008214 0.003386 65 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s]
192/499 4.32G 0.008404 0.008214 0.003386 65 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
192/499 4.32G 0.00842 0.008227 0.003392 68 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
192/499 4.32G 0.00842 0.008227 0.003392 68 640: 31%|### | 52/168 [00:09<00:22, 5.19it/s]
192/499 4.32G 0.008418 0.008233 0.00338 62 640: 31%|### | 52/168 [00:10<00:22, 5.19it/s]
192/499 4.32G 0.008418 0.008233 0.00338 62 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s]
192/499 4.32G 0.008397 0.00821 0.003392 68 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s]
192/499 4.32G 0.008397 0.00821 0.003392 68 640: 32%|###2 | 54/168 [00:10<00:21, 5.36it/s]
192/499 4.32G 0.008478 0.008175 0.003387 67 640: 32%|###2 | 54/168 [00:10<00:21, 5.36it/s]
192/499 4.32G 0.008478 0.008175 0.003387 67 640: 33%|###2 | 55/168 [00:10<00:21, 5.23it/s]
192/499 4.32G 0.008484 0.00816 0.003329 65 640: 33%|###2 | 55/168 [00:10<00:21, 5.23it/s]
192/499 4.32G 0.008484 0.00816 0.003329 65 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s]
192/499 4.32G 0.008493 0.00817 0.003298 66 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s]
192/499 4.32G 0.008493 0.00817 0.003298 66 640: 34%|###3 | 57/168 [00:10<00:20, 5.34it/s]
192/499 4.32G 0.008499 0.008214 0.003303 78 640: 34%|###3 | 57/168 [00:10<00:20, 5.34it/s]
192/499 4.32G 0.008499 0.008214 0.003303 78 640: 35%|###4 | 58/168 [00:10<00:21, 5.19it/s]
192/499 4.32G 0.008519 0.008244 0.003316 73 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s]
192/499 4.32G 0.008519 0.008244 0.003316 73 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s]
192/499 4.32G 0.008524 0.008258 0.00334 83 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s]
192/499 4.32G 0.008524 0.008258 0.00334 83 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
192/499 4.32G 0.0085 0.008227 0.003343 55 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
192/499 4.32G 0.0085 0.008227 0.003343 55 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
192/499 4.32G 0.008482 0.008214 0.003357 67 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
192/499 4.32G 0.008482 0.008214 0.003357 67 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s]
192/499 4.32G 0.008506 0.008193 0.003389 58 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s]
192/499 4.32G 0.008506 0.008193 0.003389 58 640: 38%|###7 | 63/168 [00:11<00:19, 5.35it/s]
192/499 4.32G 0.008547 0.008226 0.003359 74 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s]
192/499 4.32G 0.008547 0.008226 0.003359 74 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s]
192/499 4.32G 0.00856 0.008247 0.003333 75 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s]
192/499 4.32G 0.00856 0.008247 0.003333 75 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s]
192/499 4.32G 0.00857 0.008255 0.003384 65 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s]
192/499 4.32G 0.00857 0.008255 0.003384 65 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s]
192/499 4.32G 0.008567 0.008244 0.00342 68 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s]
192/499 4.32G 0.008567 0.008244 0.00342 68 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
192/499 4.32G 0.008563 0.008245 0.003437 72 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
192/499 4.32G 0.008563 0.008245 0.003437 72 640: 40%|#### | 68/168 [00:12<00:18, 5.30it/s]
192/499 4.32G 0.008565 0.008284 0.003421 85 640: 40%|#### | 68/168 [00:13<00:18, 5.30it/s]
192/499 4.32G 0.008565 0.008284 0.003421 85 640: 41%|####1 | 69/168 [00:13<00:18, 5.38it/s]
192/499 4.32G 0.008577 0.008288 0.003396 64 640: 41%|####1 | 69/168 [00:13<00:18, 5.38it/s]
192/499 4.32G 0.008577 0.008288 0.003396 64 640: 42%|####1 | 70/168 [00:13<00:18, 5.25it/s]
192/499 4.32G 0.008568 0.008293 0.003397 79 640: 42%|####1 | 70/168 [00:13<00:18, 5.25it/s]
192/499 4.32G 0.008568 0.008293 0.003397 79 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s]
192/499 4.32G 0.008575 0.008305 0.00343 60 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s]
192/499 4.32G 0.008575 0.008305 0.00343 60 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
192/499 4.32G 0.008601 0.008329 0.003422 65 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
192/499 4.32G 0.008601 0.008329 0.003422 65 640: 43%|####3 | 73/168 [00:13<00:18, 5.23it/s]
192/499 4.32G 0.008615 0.008331 0.003429 78 640: 43%|####3 | 73/168 [00:13<00:18, 5.23it/s]
192/499 4.32G 0.008615 0.008331 0.003429 78 640: 44%|####4 | 74/168 [00:13<00:17, 5.33it/s]
192/499 4.32G 0.008606 0.00832 0.003385 53 640: 44%|####4 | 74/168 [00:14<00:17, 5.33it/s]
192/499 4.32G 0.008606 0.00832 0.003385 53 640: 45%|####4 | 75/168 [00:14<00:17, 5.41it/s]
192/499 4.32G 0.008608 0.008304 0.003382 69 640: 45%|####4 | 75/168 [00:14<00:17, 5.41it/s]
192/499 4.32G 0.008608 0.008304 0.003382 69 640: 45%|####5 | 76/168 [00:14<00:17, 5.27it/s]
192/499 4.32G 0.008612 0.00833 0.00339 76 640: 45%|####5 | 76/168 [00:14<00:17, 5.27it/s]
192/499 4.32G 0.008612 0.00833 0.00339 76 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s]
192/499 4.32G 0.00859 0.008306 0.00341 60 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s]
192/499 4.32G 0.00859 0.008306 0.00341 60 640: 46%|####6 | 78/168 [00:14<00:16, 5.38it/s]
192/499 4.32G 0.008585 0.008285 0.003405 72 640: 46%|####6 | 78/168 [00:14<00:16, 5.38it/s]
192/499 4.32G 0.008585 0.008285 0.003405 72 640: 47%|####7 | 79/168 [00:14<00:17, 5.23it/s]
192/499 4.32G 0.008563 0.008299 0.003425 80 640: 47%|####7 | 79/168 [00:15<00:17, 5.23it/s]
192/499 4.32G 0.008563 0.008299 0.003425 80 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s]
192/499 4.32G 0.008561 0.0083 0.00342 75 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s]
192/499 4.32G 0.008561 0.0083 0.00342 75 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s]
192/499 4.32G 0.008546 0.008293 0.003436 68 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s]
192/499 4.32G 0.008546 0.008293 0.003436 68 640: 49%|####8 | 82/168 [00:15<00:16, 5.25it/s]
192/499 4.32G 0.008545 0.008276 0.00346 63 640: 49%|####8 | 82/168 [00:15<00:16, 5.25it/s]
192/499 4.32G 0.008545 0.008276 0.00346 63 640: 49%|####9 | 83/168 [00:15<00:15, 5.32it/s]
192/499 4.32G 0.008542 0.008265 0.003437 74 640: 49%|####9 | 83/168 [00:15<00:15, 5.32it/s]
192/499 4.32G 0.008542 0.008265 0.003437 74 640: 50%|##### | 84/168 [00:15<00:15, 5.39it/s]
192/499 4.32G 0.008541 0.008277 0.003412 75 640: 50%|##### | 84/168 [00:16<00:15, 5.39it/s]
192/499 4.32G 0.008541 0.008277 0.003412 75 640: 51%|##### | 85/168 [00:16<00:15, 5.25it/s]
192/499 4.32G 0.008566 0.008321 0.003427 76 640: 51%|##### | 85/168 [00:16<00:15, 5.25it/s]
192/499 4.32G 0.008566 0.008321 0.003427 76 640: 51%|#####1 | 86/168 [00:16<00:15, 5.34it/s]
192/499 4.32G 0.008569 0.008339 0.003415 72 640: 51%|#####1 | 86/168 [00:16<00:15, 5.34it/s]
192/499 4.32G 0.008569 0.008339 0.003415 72 640: 52%|#####1 | 87/168 [00:16<00:15, 5.39it/s]
192/499 4.32G 0.00857 0.008359 0.003433 81 640: 52%|#####1 | 87/168 [00:16<00:15, 5.39it/s]
192/499 4.32G 0.00857 0.008359 0.003433 81 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s]
192/499 4.32G 0.008578 0.008352 0.003439 52 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s]
192/499 4.32G 0.008578 0.008352 0.003439 52 640: 53%|#####2 | 89/168 [00:16<00:14, 5.31it/s]
192/499 4.32G 0.008569 0.008342 0.003461 66 640: 53%|#####2 | 89/168 [00:16<00:14, 5.31it/s]
192/499 4.32G 0.008569 0.008342 0.003461 66 640: 54%|#####3 | 90/168 [00:16<00:14, 5.38it/s]
192/499 4.32G 0.008578 0.008335 0.003457 64 640: 54%|#####3 | 90/168 [00:17<00:14, 5.38it/s]
192/499 4.32G 0.008578 0.008335 0.003457 64 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s]
192/499 4.32G 0.00859 0.008347 0.003443 62 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s]
192/499 4.32G 0.00859 0.008347 0.003443 62 640: 55%|#####4 | 92/168 [00:17<00:14, 5.33it/s]
192/499 4.32G 0.008592 0.00835 0.003453 76 640: 55%|#####4 | 92/168 [00:17<00:14, 5.33it/s]
192/499 4.32G 0.008592 0.00835 0.003453 76 640: 55%|#####5 | 93/168 [00:17<00:13, 5.39it/s]
192/499 4.32G 0.008614 0.008345 0.003435 58 640: 55%|#####5 | 93/168 [00:17<00:13, 5.39it/s]
192/499 4.32G 0.008614 0.008345 0.003435 58 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s]
192/499 4.32G 0.008615 0.008318 0.003429 63 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s]
192/499 4.32G 0.008615 0.008318 0.003429 63 640: 57%|#####6 | 95/168 [00:17<00:13, 5.32it/s]
192/499 4.32G 0.008613 0.008293 0.003443 55 640: 57%|#####6 | 95/168 [00:18<00:13, 5.32it/s]
192/499 4.32G 0.008613 0.008293 0.003443 55 640: 57%|#####7 | 96/168 [00:18<00:13, 5.39it/s]
192/499 4.32G 0.00861 0.008305 0.00344 84 640: 57%|#####7 | 96/168 [00:18<00:13, 5.39it/s]
192/499 4.32G 0.00861 0.008305 0.00344 84 640: 58%|#####7 | 97/168 [00:18<00:13, 5.24it/s]
192/499 4.32G 0.008603 0.008328 0.003442 89 640: 58%|#####7 | 97/168 [00:18<00:13, 5.24it/s]
192/499 4.32G 0.008603 0.008328 0.003442 89 640: 58%|#####8 | 98/168 [00:18<00:13, 5.32it/s]
192/499 4.32G 0.008614 0.008315 0.003421 61 640: 58%|#####8 | 98/168 [00:18<00:13, 5.32it/s]
192/499 4.32G 0.008614 0.008315 0.003421 61 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s]
192/499 4.32G 0.00862 0.008318 0.003395 69 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s]
192/499 4.32G 0.00862 0.008318 0.003395 69 640: 60%|#####9 | 100/168 [00:18<00:13, 5.23it/s]
192/499 4.32G 0.008618 0.008316 0.003409 72 640: 60%|#####9 | 100/168 [00:19<00:13, 5.23it/s]
192/499 4.32G 0.008618 0.008316 0.003409 72 640: 60%|###### | 101/168 [00:19<00:12, 5.31it/s]
192/499 4.32G 0.008631 0.008325 0.00341 67 640: 60%|###### | 101/168 [00:19<00:12, 5.31it/s]
192/499 4.32G 0.008631 0.008325 0.00341 67 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s]
192/499 4.32G 0.008639 0.008329 0.00341 69 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s]
192/499 4.32G 0.008639 0.008329 0.00341 69 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s]
192/499 4.32G 0.008644 0.008338 0.003416 70 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s]
192/499 4.32G 0.008644 0.008338 0.003416 70 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s]
192/499 4.32G 0.008657 0.008355 0.003407 84 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s]
192/499 4.32G 0.008657 0.008355 0.003407 84 640: 62%|######2 | 105/168 [00:19<00:11, 5.37it/s]
192/499 4.32G 0.008653 0.008357 0.003402 56 640: 62%|######2 | 105/168 [00:20<00:11, 5.37it/s]
192/499 4.32G 0.008653 0.008357 0.003402 56 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s]
192/499 4.32G 0.008671 0.008367 0.003431 63 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s]
192/499 4.32G 0.008671 0.008367 0.003431 63 640: 64%|######3 | 107/168 [00:20<00:11, 5.31it/s]
192/499 4.32G 0.008664 0.008352 0.003423 68 640: 64%|######3 | 107/168 [00:20<00:11, 5.31it/s]
192/499 4.32G 0.008664 0.008352 0.003423 68 640: 64%|######4 | 108/168 [00:20<00:11, 5.39it/s]
192/499 4.32G 0.008662 0.008341 0.003464 63 640: 64%|######4 | 108/168 [00:20<00:11, 5.39it/s]
192/499 4.32G 0.008662 0.008341 0.003464 63 640: 65%|######4 | 109/168 [00:20<00:11, 5.24it/s]
192/499 4.32G 0.008657 0.008326 0.003449 65 640: 65%|######4 | 109/168 [00:20<00:11, 5.24it/s]
192/499 4.32G 0.008657 0.008326 0.003449 65 640: 65%|######5 | 110/168 [00:20<00:11, 5.26it/s]
192/499 4.32G 0.008654 0.00832 0.003468 76 640: 65%|######5 | 110/168 [00:20<00:11, 5.26it/s]
192/499 4.32G 0.008654 0.00832 0.003468 76 640: 66%|######6 | 111/168 [00:20<00:10, 5.35it/s]
192/499 4.32G 0.00865 0.008327 0.003471 84 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s]
192/499 4.32G 0.00865 0.008327 0.003471 84 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
192/499 4.32G 0.008654 0.008339 0.003491 76 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
192/499 4.32G 0.008654 0.008339 0.003491 76 640: 67%|######7 | 113/168 [00:21<00:10, 5.33it/s]
192/499 4.32G 0.008654 0.008337 0.003481 67 640: 67%|######7 | 113/168 [00:21<00:10, 5.33it/s]
192/499 4.32G 0.008654 0.008337 0.003481 67 640: 68%|######7 | 114/168 [00:21<00:10, 5.39it/s]
192/499 4.32G 0.008652 0.008346 0.00347 72 640: 68%|######7 | 114/168 [00:21<00:10, 5.39it/s]
192/499 4.32G 0.008652 0.008346 0.00347 72 640: 68%|######8 | 115/168 [00:21<00:10, 5.25it/s]
192/499 4.32G 0.008644 0.008339 0.003476 72 640: 68%|######8 | 115/168 [00:21<00:10, 5.25it/s]
192/499 4.32G 0.008644 0.008339 0.003476 72 640: 69%|######9 | 116/168 [00:21<00:09, 5.33it/s]
192/499 4.32G 0.008664 0.008338 0.003482 54 640: 69%|######9 | 116/168 [00:22<00:09, 5.33it/s]
192/499 4.32G 0.008664 0.008338 0.003482 54 640: 70%|######9 | 117/168 [00:22<00:09, 5.39it/s]
192/499 4.32G 0.00866 0.008333 0.00347 73 640: 70%|######9 | 117/168 [00:22<00:09, 5.39it/s]
192/499 4.32G 0.00866 0.008333 0.00347 73 640: 70%|####### | 118/168 [00:22<00:09, 5.27it/s]
192/499 4.32G 0.008665 0.008334 0.003474 62 640: 70%|####### | 118/168 [00:22<00:09, 5.27it/s]
192/499 4.32G 0.008665 0.008334 0.003474 62 640: 71%|####### | 119/168 [00:22<00:09, 5.33it/s]
192/499 4.32G 0.008659 0.008342 0.003468 77 640: 71%|####### | 119/168 [00:22<00:09, 5.33it/s]
192/499 4.32G 0.008659 0.008342 0.003468 77 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s]
192/499 4.32G 0.008655 0.008344 0.00347 77 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s]
192/499 4.32G 0.008655 0.008344 0.00347 77 640: 72%|#######2 | 121/168 [00:22<00:08, 5.25it/s]
192/499 4.32G 0.008638 0.008355 0.003455 84 640: 72%|#######2 | 121/168 [00:23<00:08, 5.25it/s]
192/499 4.32G 0.008638 0.008355 0.003455 84 640: 73%|#######2 | 122/168 [00:23<00:08, 5.34it/s]
192/499 4.32G 0.008638 0.00837 0.003432 84 640: 73%|#######2 | 122/168 [00:23<00:08, 5.34it/s]
192/499 4.32G 0.008638 0.00837 0.003432 84 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s]
192/499 4.32G 0.008623 0.008368 0.003448 79 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s]
192/499 4.32G 0.008623 0.008368 0.003448 79 640: 74%|#######3 | 124/168 [00:23<00:08, 5.23it/s]
192/499 4.32G 0.008609 0.008372 0.00344 63 640: 74%|#######3 | 124/168 [00:23<00:08, 5.23it/s]
192/499 4.32G 0.008609 0.008372 0.00344 63 640: 74%|#######4 | 125/168 [00:23<00:08, 5.32it/s]
192/499 4.32G 0.008602 0.008361 0.003421 59 640: 74%|#######4 | 125/168 [00:23<00:08, 5.32it/s]
192/499 4.32G 0.008602 0.008361 0.003421 59 640: 75%|#######5 | 126/168 [00:23<00:07, 5.37it/s]
192/499 4.32G 0.008606 0.008365 0.00341 66 640: 75%|#######5 | 126/168 [00:23<00:07, 5.37it/s]
192/499 4.32G 0.008606 0.008365 0.00341 66 640: 76%|#######5 | 127/168 [00:23<00:07, 5.24it/s]
192/499 4.32G 0.008609 0.00837 0.003413 73 640: 76%|#######5 | 127/168 [00:24<00:07, 5.24it/s]
192/499 4.32G 0.008609 0.00837 0.003413 73 640: 76%|#######6 | 128/168 [00:24<00:07, 5.33it/s]
192/499 4.32G 0.00862 0.008374 0.003426 70 640: 76%|#######6 | 128/168 [00:24<00:07, 5.33it/s]
192/499 4.32G 0.00862 0.008374 0.003426 70 640: 77%|#######6 | 129/168 [00:24<00:07, 5.39it/s]
192/499 4.32G 0.008619 0.008386 0.003425 81 640: 77%|#######6 | 129/168 [00:24<00:07, 5.39it/s]
192/499 4.32G 0.008619 0.008386 0.003425 81 640: 77%|#######7 | 130/168 [00:24<00:07, 5.23it/s]
192/499 4.32G 0.008614 0.008376 0.003413 67 640: 77%|#######7 | 130/168 [00:24<00:07, 5.23it/s]
192/499 4.32G 0.008614 0.008376 0.003413 67 640: 78%|#######7 | 131/168 [00:24<00:06, 5.32it/s]
192/499 4.32G 0.008605 0.008374 0.003397 78 640: 78%|#######7 | 131/168 [00:24<00:06, 5.32it/s]
192/499 4.32G 0.008605 0.008374 0.003397 78 640: 79%|#######8 | 132/168 [00:24<00:06, 5.39it/s]
192/499 4.32G 0.008595 0.008388 0.003413 90 640: 79%|#######8 | 132/168 [00:25<00:06, 5.39it/s]
192/499 4.32G 0.008595 0.008388 0.003413 90 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s]
192/499 4.32G 0.008604 0.008416 0.003407 86 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s]
192/499 4.32G 0.008604 0.008416 0.003407 86 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
192/499 4.32G 0.008617 0.008415 0.003431 68 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
192/499 4.32G 0.008617 0.008415 0.003431 68 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s]
192/499 4.32G 0.008619 0.00841 0.003419 53 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s]
192/499 4.32G 0.008619 0.00841 0.003419 53 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
192/499 4.32G 0.008633 0.008411 0.003441 70 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
192/499 4.32G 0.008633 0.008411 0.003441 70 640: 82%|########1 | 137/168 [00:25<00:05, 5.30it/s]
192/499 4.32G 0.008626 0.008414 0.003427 65 640: 82%|########1 | 137/168 [00:26<00:05, 5.30it/s]
192/499 4.32G 0.008626 0.008414 0.003427 65 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
192/499 4.32G 0.008628 0.008415 0.003414 61 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
192/499 4.32G 0.008628 0.008415 0.003414 61 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s]
192/499 4.32G 0.008623 0.008421 0.003417 73 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s]
192/499 4.32G 0.008623 0.008421 0.003417 73 640: 83%|########3 | 140/168 [00:26<00:05, 5.28it/s]
192/499 4.32G 0.008625 0.008423 0.003402 72 640: 83%|########3 | 140/168 [00:26<00:05, 5.28it/s]
192/499 4.32G 0.008625 0.008423 0.003402 72 640: 84%|########3 | 141/168 [00:26<00:05, 5.36it/s]
192/499 4.32G 0.008629 0.008412 0.003398 52 640: 84%|########3 | 141/168 [00:26<00:05, 5.36it/s]
192/499 4.32G 0.008629 0.008412 0.003398 52 640: 85%|########4 | 142/168 [00:26<00:04, 5.22it/s]
192/499 4.32G 0.008627 0.00842 0.003398 73 640: 85%|########4 | 142/168 [00:26<00:04, 5.22it/s]
192/499 4.32G 0.008627 0.00842 0.003398 73 640: 85%|########5 | 143/168 [00:26<00:04, 5.30it/s]
192/499 4.32G 0.008629 0.008403 0.003388 57 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s]
192/499 4.32G 0.008629 0.008403 0.003388 57 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s]
192/499 4.32G 0.008624 0.008397 0.003369 58 640: 86%|########5 | 144/168 [00:27<00:04, 5.36it/s]
192/499 4.32G 0.008624 0.008397 0.003369 58 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s]
192/499 4.32G 0.008618 0.008391 0.003374 74 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s]
192/499 4.32G 0.008618 0.008391 0.003374 74 640: 87%|########6 | 146/168 [00:27<00:04, 5.32it/s]
192/499 4.32G 0.008621 0.00841 0.00337 75 640: 87%|########6 | 146/168 [00:27<00:04, 5.32it/s]
192/499 4.32G 0.008621 0.00841 0.00337 75 640: 88%|########7 | 147/168 [00:27<00:03, 5.37it/s]
192/499 4.32G 0.00862 0.008405 0.003366 68 640: 88%|########7 | 147/168 [00:27<00:03, 5.37it/s]
192/499 4.32G 0.00862 0.008405 0.003366 68 640: 88%|########8 | 148/168 [00:27<00:03, 5.21it/s]
192/499 4.32G 0.008621 0.008404 0.003365 59 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s]
192/499 4.32G 0.008621 0.008404 0.003365 59 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s]
192/499 4.32G 0.008611 0.008397 0.003372 64 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s]
192/499 4.32G 0.008611 0.008397 0.003372 64 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s]
192/499 4.32G 0.008608 0.008403 0.003369 85 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s]
192/499 4.32G 0.008608 0.008403 0.003369 85 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s]
192/499 4.32G 0.008604 0.008388 0.003365 56 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s]
192/499 4.32G 0.008604 0.008388 0.003365 56 640: 90%|######### | 152/168 [00:28<00:03, 5.22it/s]
192/499 4.32G 0.008597 0.008391 0.003385 77 640: 90%|######### | 152/168 [00:28<00:03, 5.22it/s]
192/499 4.32G 0.008597 0.008391 0.003385 77 640: 91%|#########1| 153/168 [00:28<00:02, 5.33it/s]
192/499 4.32G 0.008595 0.008386 0.0034 65 640: 91%|#########1| 153/168 [00:29<00:02, 5.33it/s]
192/499 4.32G 0.008595 0.008386 0.0034 65 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s]
192/499 4.32G 0.008597 0.008382 0.003394 68 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s]
192/499 4.32G 0.008597 0.008382 0.003394 68 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s]
192/499 4.32G 0.008608 0.008387 0.003387 80 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s]
192/499 4.32G 0.008608 0.008387 0.003387 80 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s]
192/499 4.32G 0.008613 0.008395 0.003387 69 640: 93%|#########2| 156/168 [00:29<00:02, 5.35it/s]
192/499 4.32G 0.008613 0.008395 0.003387 69 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s]
192/499 4.32G 0.008616 0.008392 0.003392 68 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s]
192/499 4.32G 0.008616 0.008392 0.003392 68 640: 94%|#########4| 158/168 [00:29<00:01, 5.31it/s]
192/499 4.32G 0.008608 0.008397 0.003398 59 640: 94%|#########4| 158/168 [00:29<00:01, 5.31it/s]
192/499 4.32G 0.008608 0.008397 0.003398 59 640: 95%|#########4| 159/168 [00:29<00:01, 5.39it/s]
192/499 4.32G 0.008603 0.008408 0.003411 88 640: 95%|#########4| 159/168 [00:30<00:01, 5.39it/s]
192/499 4.32G 0.008603 0.008408 0.003411 88 640: 95%|#########5| 160/168 [00:30<00:01, 5.23it/s]
192/499 4.32G 0.0086 0.00841 0.003415 85 640: 95%|#########5| 160/168 [00:30<00:01, 5.23it/s]
192/499 4.32G 0.0086 0.00841 0.003415 85 640: 96%|#########5| 161/168 [00:30<00:01, 5.32it/s]
192/499 4.32G 0.008607 0.008398 0.00342 56 640: 96%|#########5| 161/168 [00:30<00:01, 5.32it/s]
192/499 4.32G 0.008607 0.008398 0.00342 56 640: 96%|#########6| 162/168 [00:30<00:01, 5.38it/s]
192/499 4.32G 0.008602 0.008391 0.003426 66 640: 96%|#########6| 162/168 [00:30<00:01, 5.38it/s]
192/499 4.32G 0.008602 0.008391 0.003426 66 640: 97%|#########7| 163/168 [00:30<00:00, 5.22it/s]
192/499 4.32G 0.008598 0.00838 0.003432 56 640: 97%|#########7| 163/168 [00:30<00:00, 5.22it/s]
192/499 4.32G 0.008598 0.00838 0.003432 56 640: 98%|#########7| 164/168 [00:30<00:00, 5.33it/s]
192/499 4.32G 0.008593 0.008385 0.003444 84 640: 98%|#########7| 164/168 [00:31<00:00, 5.33it/s]
192/499 4.32G 0.008593 0.008385 0.003444 84 640: 98%|#########8| 165/168 [00:31<00:00, 5.39it/s]
192/499 4.32G 0.008594 0.008393 0.003445 72 640: 98%|#########8| 165/168 [00:31<00:00, 5.39it/s]
192/499 4.32G 0.008594 0.008393 0.003445 72 640: 99%|#########8| 166/168 [00:31<00:00, 5.24it/s]
192/499 4.32G 0.008588 0.00839 0.003435 59 640: 99%|#########8| 166/168 [00:31<00:00, 5.24it/s]
192/499 4.32G 0.008588 0.00839 0.003435 59 640: 99%|#########9| 167/168 [00:31<00:00, 5.33it/s]
192/499 4.32G 0.00859 0.00838 0.003451 24 640: 99%|#########9| 167/168 [00:31<00:00, 5.33it/s]
192/499 4.32G 0.00859 0.00838 0.003451 24 640: 100%|##########| 168/168 [00:31<00:00, 5.47it/s]
192/499 4.32G 0.00859 0.00838 0.003451 24 640: 100%|##########| 168/168 [00:31<00:00, 5.30it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s]
all 132 263 0.836 0.825 0.865 0.761
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
193/499 4.32G 0.008156 0.005766 0.00305 48 640: 0%| | 0/168 [00:00<?, ?it/s]
193/499 4.32G 0.008156 0.005766 0.00305 48 640: 1%| | 1/168 [00:00<00:33, 5.01it/s]
193/499 4.32G 0.008596 0.006792 0.002706 61 640: 1%| | 1/168 [00:00<00:33, 5.01it/s]
193/499 4.32G 0.008596 0.006792 0.002706 61 640: 1%|1 | 2/168 [00:00<00:31, 5.30it/s]
193/499 4.32G 0.008867 0.007584 0.002779 67 640: 1%|1 | 2/168 [00:00<00:31, 5.30it/s]
193/499 4.32G 0.008867 0.007584 0.002779 67 640: 2%|1 | 3/168 [00:00<00:30, 5.41it/s]
193/499 4.32G 0.008879 0.008031 0.003426 79 640: 2%|1 | 3/168 [00:00<00:30, 5.41it/s]
193/499 4.32G 0.008879 0.008031 0.003426 79 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s]
193/499 4.32G 0.00902 0.007811 0.003489 70 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s]
193/499 4.32G 0.00902 0.007811 0.003489 70 640: 3%|2 | 5/168 [00:00<00:30, 5.30it/s]
193/499 4.32G 0.008867 0.007778 0.003458 71 640: 3%|2 | 5/168 [00:01<00:30, 5.30it/s]
193/499 4.32G 0.008867 0.007778 0.003458 71 640: 4%|3 | 6/168 [00:01<00:30, 5.40it/s]
193/499 4.32G 0.008786 0.00768 0.003361 62 640: 4%|3 | 6/168 [00:01<00:30, 5.40it/s]
193/499 4.32G 0.008786 0.00768 0.003361 62 640: 4%|4 | 7/168 [00:01<00:30, 5.24it/s]
193/499 4.32G 0.008795 0.007908 0.003039 62 640: 4%|4 | 7/168 [00:01<00:30, 5.24it/s]
193/499 4.32G 0.008795 0.007908 0.003039 62 640: 5%|4 | 8/168 [00:01<00:30, 5.31it/s]
193/499 4.32G 0.008757 0.007848 0.003105 65 640: 5%|4 | 8/168 [00:01<00:30, 5.31it/s]
193/499 4.32G 0.008757 0.007848 0.003105 65 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s]
193/499 4.32G 0.008782 0.007822 0.003101 70 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s]
193/499 4.32G 0.008782 0.007822 0.003101 70 640: 6%|5 | 10/168 [00:01<00:30, 5.21it/s]
193/499 4.32G 0.008765 0.007704 0.003209 60 640: 6%|5 | 10/168 [00:02<00:30, 5.21it/s]
193/499 4.32G 0.008765 0.007704 0.003209 60 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s]
193/499 4.32G 0.008682 0.00772 0.003168 67 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s]
193/499 4.32G 0.008682 0.00772 0.003168 67 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s]
193/499 4.32G 0.008625 0.007659 0.002988 68 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s]
193/499 4.32G 0.008625 0.007659 0.002988 68 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s]
193/499 4.32G 0.008608 0.007605 0.003068 56 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s]
193/499 4.32G 0.008608 0.007605 0.003068 56 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s]
193/499 4.32G 0.0085 0.007565 0.003113 65 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s]
193/499 4.32G 0.0085 0.007565 0.003113 65 640: 9%|8 | 15/168 [00:02<00:28, 5.31it/s]
193/499 4.32G 0.008427 0.00763 0.003109 62 640: 9%|8 | 15/168 [00:03<00:28, 5.31it/s]
193/499 4.32G 0.008427 0.00763 0.003109 62 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s]
193/499 4.32G 0.00846 0.00766 0.003187 72 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s]
193/499 4.32G 0.00846 0.00766 0.003187 72 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s]
193/499 4.32G 0.008484 0.007816 0.003101 80 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s]
193/499 4.32G 0.008484 0.007816 0.003101 80 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
193/499 4.32G 0.008644 0.007819 0.003061 65 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
193/499 4.32G 0.008644 0.007819 0.003061 65 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s]
193/499 4.32G 0.008635 0.007775 0.002996 62 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s]
193/499 4.32G 0.008635 0.007775 0.002996 62 640: 12%|#1 | 20/168 [00:03<00:27, 5.29it/s]
193/499 4.32G 0.00865 0.007673 0.003243 54 640: 12%|#1 | 20/168 [00:03<00:27, 5.29it/s]
193/499 4.32G 0.00865 0.007673 0.003243 54 640: 12%|#2 | 21/168 [00:03<00:27, 5.35it/s]
193/499 4.32G 0.00864 0.007695 0.003165 73 640: 12%|#2 | 21/168 [00:04<00:27, 5.35it/s]
193/499 4.32G 0.00864 0.007695 0.003165 73 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s]
193/499 4.32G 0.008656 0.007628 0.003229 68 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s]
193/499 4.32G 0.008656 0.007628 0.003229 68 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s]
193/499 4.32G 0.008695 0.007701 0.003172 59 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s]
193/499 4.32G 0.008695 0.007701 0.003172 59 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s]
193/499 4.32G 0.008704 0.007672 0.003098 65 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s]
193/499 4.32G 0.008704 0.007672 0.003098 65 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
193/499 4.32G 0.008704 0.007727 0.00319 76 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
193/499 4.32G 0.008704 0.007727 0.00319 76 640: 15%|#5 | 26/168 [00:04<00:26, 5.29it/s]
193/499 4.32G 0.008654 0.007703 0.003203 65 640: 15%|#5 | 26/168 [00:05<00:26, 5.29it/s]
193/499 4.32G 0.008654 0.007703 0.003203 65 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s]
193/499 4.32G 0.008614 0.007724 0.003247 77 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s]
193/499 4.32G 0.008614 0.007724 0.003247 77 640: 17%|#6 | 28/168 [00:05<00:26, 5.25it/s]
193/499 4.32G 0.008691 0.007768 0.003217 64 640: 17%|#6 | 28/168 [00:05<00:26, 5.25it/s]
193/499 4.32G 0.008691 0.007768 0.003217 64 640: 17%|#7 | 29/168 [00:05<00:26, 5.34it/s]
193/499 4.32G 0.008691 0.007741 0.003225 56 640: 17%|#7 | 29/168 [00:05<00:26, 5.34it/s]
193/499 4.32G 0.008691 0.007741 0.003225 56 640: 18%|#7 | 30/168 [00:05<00:25, 5.41it/s]
193/499 4.32G 0.008713 0.007725 0.003145 55 640: 18%|#7 | 30/168 [00:05<00:25, 5.41it/s]
193/499 4.32G 0.008713 0.007725 0.003145 55 640: 18%|#8 | 31/168 [00:05<00:26, 5.25it/s]
193/499 4.32G 0.008713 0.007813 0.003175 100 640: 18%|#8 | 31/168 [00:06<00:26, 5.25it/s]
193/499 4.32G 0.008713 0.007813 0.003175 100 640: 19%|#9 | 32/168 [00:06<00:25, 5.33it/s]
193/499 4.32G 0.008699 0.007783 0.003145 62 640: 19%|#9 | 32/168 [00:06<00:25, 5.33it/s]
193/499 4.32G 0.008699 0.007783 0.003145 62 640: 20%|#9 | 33/168 [00:06<00:24, 5.41it/s]
193/499 4.32G 0.008675 0.007797 0.003099 74 640: 20%|#9 | 33/168 [00:06<00:24, 5.41it/s]
193/499 4.32G 0.008675 0.007797 0.003099 74 640: 20%|## | 34/168 [00:06<00:25, 5.27it/s]
193/499 4.32G 0.008669 0.007874 0.003125 73 640: 20%|## | 34/168 [00:06<00:25, 5.27it/s]
193/499 4.32G 0.008669 0.007874 0.003125 73 640: 21%|## | 35/168 [00:06<00:24, 5.37it/s]
193/499 4.32G 0.008646 0.007886 0.003109 76 640: 21%|## | 35/168 [00:06<00:24, 5.37it/s]
193/499 4.32G 0.008646 0.007886 0.003109 76 640: 21%|##1 | 36/168 [00:06<00:24, 5.43it/s]
193/499 4.32G 0.008606 0.007832 0.003132 67 640: 21%|##1 | 36/168 [00:06<00:24, 5.43it/s]
193/499 4.32G 0.008606 0.007832 0.003132 67 640: 22%|##2 | 37/168 [00:06<00:24, 5.29it/s]
193/499 4.32G 0.008583 0.007861 0.003131 67 640: 22%|##2 | 37/168 [00:07<00:24, 5.29it/s]
193/499 4.32G 0.008583 0.007861 0.003131 67 640: 23%|##2 | 38/168 [00:07<00:24, 5.37it/s]
193/499 4.32G 0.008581 0.007905 0.003107 65 640: 23%|##2 | 38/168 [00:07<00:24, 5.37it/s]
193/499 4.32G 0.008581 0.007905 0.003107 65 640: 23%|##3 | 39/168 [00:07<00:23, 5.42it/s]
193/499 4.32G 0.008586 0.007911 0.003055 64 640: 23%|##3 | 39/168 [00:07<00:23, 5.42it/s]
193/499 4.32G 0.008586 0.007911 0.003055 64 640: 24%|##3 | 40/168 [00:07<00:24, 5.28it/s]
193/499 4.32G 0.008615 0.007875 0.003003 51 640: 24%|##3 | 40/168 [00:07<00:24, 5.28it/s]
193/499 4.32G 0.008615 0.007875 0.003003 51 640: 24%|##4 | 41/168 [00:07<00:23, 5.36it/s]
193/499 4.32G 0.008607 0.007908 0.002966 77 640: 24%|##4 | 41/168 [00:07<00:23, 5.36it/s]
193/499 4.32G 0.008607 0.007908 0.002966 77 640: 25%|##5 | 42/168 [00:07<00:23, 5.40it/s]
193/499 4.32G 0.008631 0.007924 0.00294 59 640: 25%|##5 | 42/168 [00:08<00:23, 5.40it/s]
193/499 4.32G 0.008631 0.007924 0.00294 59 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
193/499 4.32G 0.008683 0.007903 0.003001 56 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
193/499 4.32G 0.008683 0.007903 0.003001 56 640: 26%|##6 | 44/168 [00:08<00:23, 5.32it/s]
193/499 4.32G 0.008713 0.007951 0.00296 76 640: 26%|##6 | 44/168 [00:08<00:23, 5.32it/s]
193/499 4.32G 0.008713 0.007951 0.00296 76 640: 27%|##6 | 45/168 [00:08<00:22, 5.41it/s]
193/499 4.32G 0.008702 0.007943 0.002936 67 640: 27%|##6 | 45/168 [00:08<00:22, 5.41it/s]
193/499 4.32G 0.008702 0.007943 0.002936 67 640: 27%|##7 | 46/168 [00:08<00:23, 5.27it/s]
193/499 4.32G 0.008708 0.007914 0.002957 57 640: 27%|##7 | 46/168 [00:08<00:23, 5.27it/s]
193/499 4.32G 0.008708 0.007914 0.002957 57 640: 28%|##7 | 47/168 [00:08<00:22, 5.35it/s]
193/499 4.32G 0.008694 0.007929 0.00291 77 640: 28%|##7 | 47/168 [00:09<00:22, 5.35it/s]
193/499 4.32G 0.008694 0.007929 0.00291 77 640: 29%|##8 | 48/168 [00:09<00:22, 5.42it/s]
193/499 4.32G 0.008691 0.007962 0.002875 72 640: 29%|##8 | 48/168 [00:09<00:22, 5.42it/s]
193/499 4.32G 0.008691 0.007962 0.002875 72 640: 29%|##9 | 49/168 [00:09<00:22, 5.28it/s]
193/499 4.32G 0.008721 0.007996 0.002895 77 640: 29%|##9 | 49/168 [00:09<00:22, 5.28it/s]
193/499 4.32G 0.008721 0.007996 0.002895 77 640: 30%|##9 | 50/168 [00:09<00:22, 5.33it/s]
193/499 4.32G 0.008712 0.007994 0.0029 51 640: 30%|##9 | 50/168 [00:09<00:22, 5.33it/s]
193/499 4.32G 0.008712 0.007994 0.0029 51 640: 30%|### | 51/168 [00:09<00:21, 5.41it/s]
193/499 4.32G 0.00877 0.008058 0.002945 80 640: 30%|### | 51/168 [00:09<00:21, 5.41it/s]
193/499 4.32G 0.00877 0.008058 0.002945 80 640: 31%|### | 52/168 [00:09<00:21, 5.29it/s]
193/499 4.32G 0.008735 0.008038 0.002967 73 640: 31%|### | 52/168 [00:09<00:21, 5.29it/s]
193/499 4.32G 0.008735 0.008038 0.002967 73 640: 32%|###1 | 53/168 [00:09<00:21, 5.38it/s]
193/499 4.32G 0.008741 0.008017 0.002932 51 640: 32%|###1 | 53/168 [00:10<00:21, 5.38it/s]
193/499 4.32G 0.008741 0.008017 0.002932 51 640: 32%|###2 | 54/168 [00:10<00:21, 5.42it/s]
193/499 4.32G 0.008718 0.007998 0.00291 54 640: 32%|###2 | 54/168 [00:10<00:21, 5.42it/s]
193/499 4.32G 0.008718 0.007998 0.00291 54 640: 33%|###2 | 55/168 [00:10<00:21, 5.25it/s]
193/499 4.32G 0.008704 0.007985 0.002982 67 640: 33%|###2 | 55/168 [00:10<00:21, 5.25it/s]
193/499 4.32G 0.008704 0.007985 0.002982 67 640: 33%|###3 | 56/168 [00:10<00:20, 5.36it/s]
193/499 4.32G 0.008686 0.007983 0.002959 68 640: 33%|###3 | 56/168 [00:10<00:20, 5.36it/s]
193/499 4.32G 0.008686 0.007983 0.002959 68 640: 34%|###3 | 57/168 [00:10<00:20, 5.41it/s]
193/499 4.32G 0.008671 0.007992 0.002965 80 640: 34%|###3 | 57/168 [00:10<00:20, 5.41it/s]
193/499 4.32G 0.008671 0.007992 0.002965 80 640: 35%|###4 | 58/168 [00:10<00:21, 5.21it/s]
193/499 4.32G 0.008646 0.007971 0.002971 68 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s]
193/499 4.32G 0.008646 0.007971 0.002971 68 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s]
193/499 4.32G 0.008631 0.007974 0.002977 72 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s]
193/499 4.32G 0.008631 0.007974 0.002977 72 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s]
193/499 4.32G 0.00862 0.008004 0.002964 85 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s]
193/499 4.32G 0.00862 0.008004 0.002964 85 640: 36%|###6 | 61/168 [00:11<00:20, 5.25it/s]
193/499 4.32G 0.008615 0.008044 0.002941 79 640: 36%|###6 | 61/168 [00:11<00:20, 5.25it/s]
193/499 4.32G 0.008615 0.008044 0.002941 79 640: 37%|###6 | 62/168 [00:11<00:19, 5.34it/s]
193/499 4.32G 0.008637 0.008066 0.002956 84 640: 37%|###6 | 62/168 [00:11<00:19, 5.34it/s]
193/499 4.32G 0.008637 0.008066 0.002956 84 640: 38%|###7 | 63/168 [00:11<00:19, 5.29it/s]
193/499 4.32G 0.008645 0.008058 0.002928 67 640: 38%|###7 | 63/168 [00:12<00:19, 5.29it/s]
193/499 4.32G 0.008645 0.008058 0.002928 67 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s]
193/499 4.32G 0.008631 0.008097 0.002916 87 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s]
193/499 4.32G 0.008631 0.008097 0.002916 87 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s]
193/499 4.32G 0.008655 0.008071 0.00293 57 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s]
193/499 4.32G 0.008655 0.008071 0.00293 57 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s]
193/499 4.32G 0.008649 0.008074 0.00294 70 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s]
193/499 4.32G 0.008649 0.008074 0.00294 70 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s]
193/499 4.32G 0.008659 0.008081 0.002917 65 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s]
193/499 4.32G 0.008659 0.008081 0.002917 65 640: 40%|#### | 68/168 [00:12<00:19, 5.26it/s]
193/499 4.32G 0.008644 0.008085 0.002903 79 640: 40%|#### | 68/168 [00:12<00:19, 5.26it/s]
193/499 4.32G 0.008644 0.008085 0.002903 79 640: 41%|####1 | 69/168 [00:12<00:18, 5.33it/s]
193/499 4.32G 0.008622 0.008058 0.002912 62 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
193/499 4.32G 0.008622 0.008058 0.002912 62 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s]
193/499 4.32G 0.008608 0.008073 0.002908 69 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s]
193/499 4.32G 0.008608 0.008073 0.002908 69 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s]
193/499 4.32G 0.008611 0.008052 0.00288 61 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s]
193/499 4.32G 0.008611 0.008052 0.00288 61 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s]
193/499 4.32G 0.008608 0.008046 0.002874 60 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s]
193/499 4.32G 0.008608 0.008046 0.002874 60 640: 43%|####3 | 73/168 [00:13<00:18, 5.18it/s]
193/499 4.32G 0.008611 0.008043 0.002861 67 640: 43%|####3 | 73/168 [00:13<00:18, 5.18it/s]
193/499 4.32G 0.008611 0.008043 0.002861 67 640: 44%|####4 | 74/168 [00:13<00:17, 5.30it/s]
193/499 4.32G 0.008627 0.008038 0.002842 73 640: 44%|####4 | 74/168 [00:14<00:17, 5.30it/s]
193/499 4.32G 0.008627 0.008038 0.002842 73 640: 45%|####4 | 75/168 [00:14<00:17, 5.38it/s]
193/499 4.32G 0.0086 0.008024 0.002854 78 640: 45%|####4 | 75/168 [00:14<00:17, 5.38it/s]
193/499 4.32G 0.0086 0.008024 0.002854 78 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s]
193/499 4.32G 0.008625 0.008017 0.002867 59 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s]
193/499 4.32G 0.008625 0.008017 0.002867 59 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s]
193/499 4.32G 0.008647 0.00799 0.002911 54 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s]
193/499 4.32G 0.008647 0.00799 0.002911 54 640: 46%|####6 | 78/168 [00:14<00:16, 5.38it/s]
193/499 4.32G 0.008655 0.007994 0.002888 62 640: 46%|####6 | 78/168 [00:14<00:16, 5.38it/s]
193/499 4.32G 0.008655 0.007994 0.002888 62 640: 47%|####7 | 79/168 [00:14<00:16, 5.25it/s]
193/499 4.32G 0.008646 0.008021 0.002882 87 640: 47%|####7 | 79/168 [00:15<00:16, 5.25it/s]
193/499 4.32G 0.008646 0.008021 0.002882 87 640: 48%|####7 | 80/168 [00:15<00:16, 5.35it/s]
193/499 4.32G 0.008636 0.008011 0.002855 62 640: 48%|####7 | 80/168 [00:15<00:16, 5.35it/s]
193/499 4.32G 0.008636 0.008011 0.002855 62 640: 48%|####8 | 81/168 [00:15<00:16, 5.42it/s]
193/499 4.32G 0.008633 0.008015 0.002868 71 640: 48%|####8 | 81/168 [00:15<00:16, 5.42it/s]
193/499 4.32G 0.008633 0.008015 0.002868 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.29it/s]
193/499 4.32G 0.008637 0.008036 0.002849 93 640: 49%|####8 | 82/168 [00:15<00:16, 5.29it/s]
193/499 4.32G 0.008637 0.008036 0.002849 93 640: 49%|####9 | 83/168 [00:15<00:15, 5.37it/s]
193/499 4.32G 0.008629 0.008025 0.002869 58 640: 49%|####9 | 83/168 [00:15<00:15, 5.37it/s]
193/499 4.32G 0.008629 0.008025 0.002869 58 640: 50%|##### | 84/168 [00:15<00:15, 5.44it/s]
193/499 4.32G 0.008622 0.008024 0.002868 64 640: 50%|##### | 84/168 [00:16<00:15, 5.44it/s]
193/499 4.32G 0.008622 0.008024 0.002868 64 640: 51%|##### | 85/168 [00:16<00:15, 5.29it/s]
193/499 4.32G 0.008615 0.008009 0.002907 62 640: 51%|##### | 85/168 [00:16<00:15, 5.29it/s]
193/499 4.32G 0.008615 0.008009 0.002907 62 640: 51%|#####1 | 86/168 [00:16<00:15, 5.33it/s]
193/499 4.32G 0.008599 0.008005 0.00292 68 640: 51%|#####1 | 86/168 [00:16<00:15, 5.33it/s]
193/499 4.32G 0.008599 0.008005 0.00292 68 640: 52%|#####1 | 87/168 [00:16<00:14, 5.41it/s]
193/499 4.32G 0.008577 0.008005 0.002902 56 640: 52%|#####1 | 87/168 [00:16<00:14, 5.41it/s]
193/499 4.32G 0.008577 0.008005 0.002902 56 640: 52%|#####2 | 88/168 [00:16<00:15, 5.28it/s]
193/499 4.32G 0.008571 0.007988 0.002898 57 640: 52%|#####2 | 88/168 [00:16<00:15, 5.28it/s]
193/499 4.32G 0.008571 0.007988 0.002898 57 640: 53%|#####2 | 89/168 [00:16<00:14, 5.32it/s]
193/499 4.32G 0.00855 0.00799 0.002881 70 640: 53%|#####2 | 89/168 [00:16<00:14, 5.32it/s]
193/499 4.32G 0.00855 0.00799 0.002881 70 640: 54%|#####3 | 90/168 [00:16<00:14, 5.38it/s]
193/499 4.32G 0.008548 0.007991 0.002873 67 640: 54%|#####3 | 90/168 [00:17<00:14, 5.38it/s]
193/499 4.32G 0.008548 0.007991 0.002873 67 640: 54%|#####4 | 91/168 [00:17<00:14, 5.26it/s]
193/499 4.32G 0.008544 0.007986 0.002871 59 640: 54%|#####4 | 91/168 [00:17<00:14, 5.26it/s]
193/499 4.32G 0.008544 0.007986 0.002871 59 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s]
193/499 4.32G 0.008536 0.007969 0.002894 66 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s]
193/499 4.32G 0.008536 0.007969 0.002894 66 640: 55%|#####5 | 93/168 [00:17<00:13, 5.37it/s]
193/499 4.32G 0.008532 0.007948 0.002889 55 640: 55%|#####5 | 93/168 [00:17<00:13, 5.37it/s]
193/499 4.32G 0.008532 0.007948 0.002889 55 640: 56%|#####5 | 94/168 [00:17<00:14, 5.25it/s]
193/499 4.32G 0.008527 0.007933 0.002886 72 640: 56%|#####5 | 94/168 [00:17<00:14, 5.25it/s]
193/499 4.32G 0.008527 0.007933 0.002886 72 640: 57%|#####6 | 95/168 [00:17<00:13, 5.35it/s]
193/499 4.32G 0.008533 0.007947 0.002861 71 640: 57%|#####6 | 95/168 [00:18<00:13, 5.35it/s]
193/499 4.32G 0.008533 0.007947 0.002861 71 640: 57%|#####7 | 96/168 [00:18<00:13, 5.41it/s]
193/499 4.32G 0.008528 0.007928 0.002877 60 640: 57%|#####7 | 96/168 [00:18<00:13, 5.41it/s]
193/499 4.32G 0.008528 0.007928 0.002877 60 640: 58%|#####7 | 97/168 [00:18<00:13, 5.26it/s]
193/499 4.32G 0.008529 0.007915 0.002865 57 640: 58%|#####7 | 97/168 [00:18<00:13, 5.26it/s]
193/499 4.32G 0.008529 0.007915 0.002865 57 640: 58%|#####8 | 98/168 [00:18<00:13, 5.35it/s]
193/499 4.32G 0.008525 0.007926 0.002861 78 640: 58%|#####8 | 98/168 [00:18<00:13, 5.35it/s]
193/499 4.32G 0.008525 0.007926 0.002861 78 640: 59%|#####8 | 99/168 [00:18<00:12, 5.44it/s]
193/499 4.32G 0.008524 0.007959 0.002866 95 640: 59%|#####8 | 99/168 [00:18<00:12, 5.44it/s]
193/499 4.32G 0.008524 0.007959 0.002866 95 640: 60%|#####9 | 100/168 [00:18<00:12, 5.27it/s]
193/499 4.32G 0.008519 0.00797 0.002856 77 640: 60%|#####9 | 100/168 [00:19<00:12, 5.27it/s]
193/499 4.32G 0.008519 0.00797 0.002856 77 640: 60%|###### | 101/168 [00:19<00:12, 5.34it/s]
193/499 4.32G 0.008512 0.007967 0.00287 58 640: 60%|###### | 101/168 [00:19<00:12, 5.34it/s]
193/499 4.32G 0.008512 0.007967 0.00287 58 640: 61%|###### | 102/168 [00:19<00:12, 5.40it/s]
193/499 4.32G 0.008515 0.00798 0.002857 74 640: 61%|###### | 102/168 [00:19<00:12, 5.40it/s]
193/499 4.32G 0.008515 0.00798 0.002857 74 640: 61%|######1 | 103/168 [00:19<00:12, 5.26it/s]
193/499 4.32G 0.008501 0.007981 0.002858 67 640: 61%|######1 | 103/168 [00:19<00:12, 5.26it/s]
193/499 4.32G 0.008501 0.007981 0.002858 67 640: 62%|######1 | 104/168 [00:19<00:11, 5.34it/s]
193/499 4.32G 0.008498 0.007989 0.002858 81 640: 62%|######1 | 104/168 [00:19<00:11, 5.34it/s]
193/499 4.32G 0.008498 0.007989 0.002858 81 640: 62%|######2 | 105/168 [00:19<00:11, 5.40it/s]
193/499 4.32G 0.008507 0.00801 0.002876 78 640: 62%|######2 | 105/168 [00:19<00:11, 5.40it/s]
193/499 4.32G 0.008507 0.00801 0.002876 78 640: 63%|######3 | 106/168 [00:19<00:11, 5.19it/s]
193/499 4.32G 0.00851 0.007988 0.002885 58 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s]
193/499 4.32G 0.00851 0.007988 0.002885 58 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s]
193/499 4.32G 0.008511 0.007982 0.002868 74 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s]
193/499 4.32G 0.008511 0.007982 0.002868 74 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s]
193/499 4.32G 0.008497 0.007968 0.002887 62 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s]
193/499 4.32G 0.008497 0.007968 0.002887 62 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s]
193/499 4.32G 0.008486 0.007961 0.002926 65 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s]
193/499 4.32G 0.008486 0.007961 0.002926 65 640: 65%|######5 | 110/168 [00:20<00:10, 5.31it/s]
193/499 4.32G 0.008484 0.007952 0.002921 58 640: 65%|######5 | 110/168 [00:20<00:10, 5.31it/s]
193/499 4.32G 0.008484 0.007952 0.002921 58 640: 66%|######6 | 111/168 [00:20<00:10, 5.38it/s]
193/499 4.32G 0.008472 0.00795 0.002935 75 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s]
193/499 4.32G 0.008472 0.00795 0.002935 75 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s]
193/499 4.32G 0.008466 0.007951 0.002947 55 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s]
193/499 4.32G 0.008466 0.007951 0.002947 55 640: 67%|######7 | 113/168 [00:21<00:10, 5.32it/s]
193/499 4.32G 0.008459 0.007952 0.002985 67 640: 67%|######7 | 113/168 [00:21<00:10, 5.32it/s]
193/499 4.32G 0.008459 0.007952 0.002985 67 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s]
193/499 4.32G 0.008463 0.007972 0.002991 78 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s]
193/499 4.32G 0.008463 0.007972 0.002991 78 640: 68%|######8 | 115/168 [00:21<00:10, 5.23it/s]
193/499 4.32G 0.008452 0.007962 0.003007 77 640: 68%|######8 | 115/168 [00:21<00:10, 5.23it/s]
193/499 4.32G 0.008452 0.007962 0.003007 77 640: 69%|######9 | 116/168 [00:21<00:09, 5.30it/s]
193/499 4.32G 0.008444 0.007967 0.003006 68 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s]
193/499 4.32G 0.008444 0.007967 0.003006 68 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s]
193/499 4.32G 0.00844 0.007963 0.003003 60 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s]
193/499 4.32G 0.00844 0.007963 0.003003 60 640: 70%|####### | 118/168 [00:22<00:09, 5.23it/s]
193/499 4.32G 0.00845 0.007952 0.00302 62 640: 70%|####### | 118/168 [00:22<00:09, 5.23it/s]
193/499 4.32G 0.00845 0.007952 0.00302 62 640: 71%|####### | 119/168 [00:22<00:09, 5.32it/s]
193/499 4.32G 0.008448 0.007951 0.00304 69 640: 71%|####### | 119/168 [00:22<00:09, 5.32it/s]
193/499 4.32G 0.008448 0.007951 0.00304 69 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s]
193/499 4.32G 0.008455 0.007963 0.003069 71 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s]
193/499 4.32G 0.008455 0.007963 0.003069 71 640: 72%|#######2 | 121/168 [00:22<00:08, 5.26it/s]
193/499 4.32G 0.008442 0.007955 0.003076 66 640: 72%|#######2 | 121/168 [00:22<00:08, 5.26it/s]
193/499 4.32G 0.008442 0.007955 0.003076 66 640: 73%|#######2 | 122/168 [00:22<00:08, 5.32it/s]
193/499 4.32G 0.00844 0.007976 0.003082 92 640: 73%|#######2 | 122/168 [00:23<00:08, 5.32it/s]
193/499 4.32G 0.00844 0.007976 0.003082 92 640: 73%|#######3 | 123/168 [00:23<00:08, 5.38it/s]
193/499 4.32G 0.008443 0.007971 0.003095 72 640: 73%|#######3 | 123/168 [00:23<00:08, 5.38it/s]
193/499 4.32G 0.008443 0.007971 0.003095 72 640: 74%|#######3 | 124/168 [00:23<00:08, 5.27it/s]
193/499 4.32G 0.008455 0.007972 0.003094 74 640: 74%|#######3 | 124/168 [00:23<00:08, 5.27it/s]
193/499 4.32G 0.008455 0.007972 0.003094 74 640: 74%|#######4 | 125/168 [00:23<00:08, 5.36it/s]
193/499 4.32G 0.008464 0.007983 0.003089 81 640: 74%|#######4 | 125/168 [00:23<00:08, 5.36it/s]
193/499 4.32G 0.008464 0.007983 0.003089 81 640: 75%|#######5 | 126/168 [00:23<00:07, 5.43it/s]
193/499 4.32G 0.008463 0.007974 0.003087 67 640: 75%|#######5 | 126/168 [00:23<00:07, 5.43it/s]
193/499 4.32G 0.008463 0.007974 0.003087 67 640: 76%|#######5 | 127/168 [00:23<00:07, 5.29it/s]
193/499 4.32G 0.008461 0.007966 0.003097 72 640: 76%|#######5 | 127/168 [00:24<00:07, 5.29it/s]
193/499 4.32G 0.008461 0.007966 0.003097 72 640: 76%|#######6 | 128/168 [00:24<00:07, 5.38it/s]
193/499 4.32G 0.008455 0.00796 0.003111 75 640: 76%|#######6 | 128/168 [00:24<00:07, 5.38it/s]
193/499 4.32G 0.008455 0.00796 0.003111 75 640: 77%|#######6 | 129/168 [00:24<00:07, 5.44it/s]
193/499 4.32G 0.008457 0.007966 0.003123 72 640: 77%|#######6 | 129/168 [00:24<00:07, 5.44it/s]
193/499 4.32G 0.008457 0.007966 0.003123 72 640: 77%|#######7 | 130/168 [00:24<00:07, 5.30it/s]
193/499 4.32G 0.008453 0.007974 0.00311 75 640: 77%|#######7 | 130/168 [00:24<00:07, 5.30it/s]
193/499 4.32G 0.008453 0.007974 0.00311 75 640: 78%|#######7 | 131/168 [00:24<00:06, 5.34it/s]
193/499 4.32G 0.008467 0.007985 0.003094 70 640: 78%|#######7 | 131/168 [00:24<00:06, 5.34it/s]
193/499 4.32G 0.008467 0.007985 0.003094 70 640: 79%|#######8 | 132/168 [00:24<00:06, 5.41it/s]
193/499 4.32G 0.008465 0.007988 0.003106 73 640: 79%|#######8 | 132/168 [00:25<00:06, 5.41it/s]
193/499 4.32G 0.008465 0.007988 0.003106 73 640: 79%|#######9 | 133/168 [00:25<00:06, 5.27it/s]
193/499 4.32G 0.008446 0.00797 0.003109 63 640: 79%|#######9 | 133/168 [00:25<00:06, 5.27it/s]
193/499 4.32G 0.008446 0.00797 0.003109 63 640: 80%|#######9 | 134/168 [00:25<00:06, 5.34it/s]
193/499 4.32G 0.008442 0.007976 0.003116 67 640: 80%|#######9 | 134/168 [00:25<00:06, 5.34it/s]
193/499 4.32G 0.008442 0.007976 0.003116 67 640: 80%|######## | 135/168 [00:25<00:06, 5.40it/s]
193/499 4.32G 0.008442 0.007972 0.003098 64 640: 80%|######## | 135/168 [00:25<00:06, 5.40it/s]
193/499 4.32G 0.008442 0.007972 0.003098 64 640: 81%|######## | 136/168 [00:25<00:06, 5.25it/s]
193/499 4.32G 0.008452 0.007968 0.003099 66 640: 81%|######## | 136/168 [00:25<00:06, 5.25it/s]
193/499 4.32G 0.008452 0.007968 0.003099 66 640: 82%|########1 | 137/168 [00:25<00:05, 5.28it/s]
193/499 4.32G 0.008453 0.00796 0.0031 65 640: 82%|########1 | 137/168 [00:25<00:05, 5.28it/s]
193/499 4.32G 0.008453 0.00796 0.0031 65 640: 82%|########2 | 138/168 [00:25<00:05, 5.37it/s]
193/499 4.32G 0.008456 0.007958 0.003095 71 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s]
193/499 4.32G 0.008456 0.007958 0.003095 71 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
193/499 4.32G 0.008467 0.007968 0.00309 57 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
193/499 4.32G 0.008467 0.007968 0.00309 57 640: 83%|########3 | 140/168 [00:26<00:05, 5.33it/s]
193/499 4.32G 0.008487 0.007987 0.003092 75 640: 83%|########3 | 140/168 [00:26<00:05, 5.33it/s]
193/499 4.32G 0.008487 0.007987 0.003092 75 640: 84%|########3 | 141/168 [00:26<00:04, 5.40it/s]
193/499 4.32G 0.008481 0.007992 0.003087 75 640: 84%|########3 | 141/168 [00:26<00:04, 5.40it/s]
193/499 4.32G 0.008481 0.007992 0.003087 75 640: 85%|########4 | 142/168 [00:26<00:04, 5.26it/s]
193/499 4.32G 0.008485 0.008001 0.00309 75 640: 85%|########4 | 142/168 [00:26<00:04, 5.26it/s]
193/499 4.32G 0.008485 0.008001 0.00309 75 640: 85%|########5 | 143/168 [00:26<00:04, 5.35it/s]
193/499 4.32G 0.008491 0.00801 0.003094 80 640: 85%|########5 | 143/168 [00:27<00:04, 5.35it/s]
193/499 4.32G 0.008491 0.00801 0.003094 80 640: 86%|########5 | 144/168 [00:27<00:04, 5.41it/s]
193/499 4.32G 0.008487 0.007996 0.003091 62 640: 86%|########5 | 144/168 [00:27<00:04, 5.41it/s]
193/499 4.32G 0.008487 0.007996 0.003091 62 640: 86%|########6 | 145/168 [00:27<00:04, 5.09it/s]
193/499 4.32G 0.008484 0.007996 0.003076 68 640: 86%|########6 | 145/168 [00:27<00:04, 5.09it/s]
193/499 4.32G 0.008484 0.007996 0.003076 68 640: 87%|########6 | 146/168 [00:27<00:04, 5.24it/s]
193/499 4.32G 0.008496 0.008008 0.003073 73 640: 87%|########6 | 146/168 [00:27<00:04, 5.24it/s]
193/499 4.32G 0.008496 0.008008 0.003073 73 640: 88%|########7 | 147/168 [00:27<00:03, 5.31it/s]
193/499 4.32G 0.008497 0.008012 0.003067 78 640: 88%|########7 | 147/168 [00:27<00:03, 5.31it/s]
193/499 4.32G 0.008497 0.008012 0.003067 78 640: 88%|########8 | 148/168 [00:27<00:03, 5.18it/s]
193/499 4.32G 0.008494 0.008014 0.003087 85 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s]
193/499 4.32G 0.008494 0.008014 0.003087 85 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
193/499 4.32G 0.008491 0.008011 0.003077 64 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
193/499 4.32G 0.008491 0.008011 0.003077 64 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s]
193/499 4.32G 0.008488 0.008008 0.003074 66 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s]
193/499 4.32G 0.008488 0.008008 0.003074 66 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s]
193/499 4.32G 0.00849 0.008014 0.003082 76 640: 90%|########9 | 151/168 [00:28<00:03, 5.21it/s]
193/499 4.32G 0.00849 0.008014 0.003082 76 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s]
193/499 4.32G 0.00848 0.008003 0.003088 70 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s]
193/499 4.32G 0.00848 0.008003 0.003088 70 640: 91%|#########1| 153/168 [00:28<00:02, 5.36it/s]
193/499 4.32G 0.008485 0.007983 0.003111 47 640: 91%|#########1| 153/168 [00:28<00:02, 5.36it/s]
193/499 4.32G 0.008485 0.007983 0.003111 47 640: 92%|#########1| 154/168 [00:28<00:02, 5.23it/s]
193/499 4.32G 0.008491 0.007978 0.003115 55 640: 92%|#########1| 154/168 [00:29<00:02, 5.23it/s]
193/499 4.32G 0.008491 0.007978 0.003115 55 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s]
193/499 4.32G 0.008496 0.007985 0.003119 75 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s]
193/499 4.32G 0.008496 0.007985 0.003119 75 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s]
193/499 4.32G 0.008491 0.007983 0.003123 73 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s]
193/499 4.32G 0.008491 0.007983 0.003123 73 640: 93%|#########3| 157/168 [00:29<00:02, 5.23it/s]
193/499 4.32G 0.008489 0.008001 0.003124 76 640: 93%|#########3| 157/168 [00:29<00:02, 5.23it/s]
193/499 4.32G 0.008489 0.008001 0.003124 76 640: 94%|#########4| 158/168 [00:29<00:01, 5.27it/s]
193/499 4.32G 0.008486 0.008012 0.003149 82 640: 94%|#########4| 158/168 [00:29<00:01, 5.27it/s]
193/499 4.32G 0.008486 0.008012 0.003149 82 640: 95%|#########4| 159/168 [00:29<00:01, 5.32it/s]
193/499 4.32G 0.008483 0.008011 0.003142 73 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s]
193/499 4.32G 0.008483 0.008011 0.003142 73 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s]
193/499 4.32G 0.008482 0.008004 0.003138 51 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s]
193/499 4.32G 0.008482 0.008004 0.003138 51 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s]
193/499 4.32G 0.008486 0.008013 0.003128 67 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s]
193/499 4.32G 0.008486 0.008013 0.003128 67 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s]
193/499 4.32G 0.008482 0.008006 0.003127 71 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s]
193/499 4.32G 0.008482 0.008006 0.003127 71 640: 97%|#########7| 163/168 [00:30<00:00, 5.23it/s]
193/499 4.32G 0.008498 0.008024 0.003135 74 640: 97%|#########7| 163/168 [00:30<00:00, 5.23it/s]
193/499 4.32G 0.008498 0.008024 0.003135 74 640: 98%|#########7| 164/168 [00:30<00:00, 5.27it/s]
193/499 4.32G 0.008503 0.008025 0.003134 65 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s]
193/499 4.32G 0.008503 0.008025 0.003134 65 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s]
193/499 4.32G 0.00851 0.008023 0.003128 66 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s]
193/499 4.32G 0.00851 0.008023 0.003128 66 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s]
193/499 4.32G 0.00852 0.00803 0.003135 63 640: 99%|#########8| 166/168 [00:31<00:00, 5.19it/s]
193/499 4.32G 0.00852 0.00803 0.003135 63 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s]
193/499 4.32G 0.008527 0.008028 0.003154 27 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s]
193/499 4.32G 0.008527 0.008028 0.003154 27 640: 100%|##########| 168/168 [00:31<00:00, 5.49it/s]
193/499 4.32G 0.008527 0.008028 0.003154 27 640: 100%|##########| 168/168 [00:31<00:00, 5.31it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.92it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s]
all 132 263 0.833 0.823 0.866 0.762
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
194/499 4.32G 0.007812 0.009911 0.002087 74 640: 0%| | 0/168 [00:00<?, ?it/s]
194/499 4.32G 0.007812 0.009911 0.002087 74 640: 1%| | 1/168 [00:00<00:34, 4.79it/s]
194/499 4.32G 0.009056 0.00928 0.002983 67 640: 1%| | 1/168 [00:00<00:34, 4.79it/s]
194/499 4.32G 0.009056 0.00928 0.002983 67 640: 1%|1 | 2/168 [00:00<00:31, 5.21it/s]
194/499 4.32G 0.009024 0.009114 0.004389 68 640: 1%|1 | 2/168 [00:00<00:31, 5.21it/s]
194/499 4.32G 0.009024 0.009114 0.004389 68 640: 2%|1 | 3/168 [00:00<00:30, 5.36it/s]
194/499 4.32G 0.008971 0.009179 0.005311 79 640: 2%|1 | 3/168 [00:00<00:30, 5.36it/s]
194/499 4.32G 0.008971 0.009179 0.005311 79 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s]
194/499 4.32G 0.009352 0.008873 0.005613 58 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s]
194/499 4.32G 0.009352 0.008873 0.005613 58 640: 3%|2 | 5/168 [00:00<00:30, 5.32it/s]
194/499 4.32G 0.009071 0.008716 0.004932 65 640: 3%|2 | 5/168 [00:01<00:30, 5.32it/s]
194/499 4.32G 0.009071 0.008716 0.004932 65 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s]
194/499 4.32G 0.008972 0.008614 0.004995 74 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s]
194/499 4.32G 0.008972 0.008614 0.004995 74 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s]
194/499 4.32G 0.008979 0.008661 0.004931 79 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s]
194/499 4.32G 0.008979 0.008661 0.004931 79 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s]
194/499 4.32G 0.008932 0.008484 0.004885 68 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s]
194/499 4.32G 0.008932 0.008484 0.004885 68 640: 5%|5 | 9/168 [00:01<00:29, 5.37it/s]
194/499 4.32G 0.008892 0.008517 0.004546 76 640: 5%|5 | 9/168 [00:01<00:29, 5.37it/s]
194/499 4.32G 0.008892 0.008517 0.004546 76 640: 6%|5 | 10/168 [00:01<00:30, 5.20it/s]
194/499 4.32G 0.008713 0.008508 0.004679 74 640: 6%|5 | 10/168 [00:02<00:30, 5.20it/s]
194/499 4.32G 0.008713 0.008508 0.004679 74 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s]
194/499 4.32G 0.008704 0.008591 0.004463 66 640: 7%|6 | 11/168 [00:02<00:29, 5.30it/s]
194/499 4.32G 0.008704 0.008591 0.004463 66 640: 7%|7 | 12/168 [00:02<00:29, 5.37it/s]
194/499 4.32G 0.008708 0.008536 0.004293 59 640: 7%|7 | 12/168 [00:02<00:29, 5.37it/s]
194/499 4.32G 0.008708 0.008536 0.004293 59 640: 8%|7 | 13/168 [00:02<00:29, 5.23it/s]
194/499 4.32G 0.00875 0.008528 0.004097 61 640: 8%|7 | 13/168 [00:02<00:29, 5.23it/s]
194/499 4.32G 0.00875 0.008528 0.004097 61 640: 8%|8 | 14/168 [00:02<00:28, 5.33it/s]
194/499 4.32G 0.008714 0.008555 0.003952 68 640: 8%|8 | 14/168 [00:02<00:28, 5.33it/s]
194/499 4.32G 0.008714 0.008555 0.003952 68 640: 9%|8 | 15/168 [00:02<00:28, 5.36it/s]
194/499 4.32G 0.008745 0.008561 0.004001 80 640: 9%|8 | 15/168 [00:03<00:28, 5.36it/s]
194/499 4.32G 0.008745 0.008561 0.004001 80 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s]
194/499 4.32G 0.008755 0.008571 0.003894 73 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s]
194/499 4.32G 0.008755 0.008571 0.003894 73 640: 10%|# | 17/168 [00:03<00:28, 5.33it/s]
194/499 4.32G 0.008805 0.008608 0.003978 52 640: 10%|# | 17/168 [00:03<00:28, 5.33it/s]
194/499 4.32G 0.008805 0.008608 0.003978 52 640: 11%|# | 18/168 [00:03<00:27, 5.40it/s]
194/499 4.32G 0.008865 0.008553 0.003927 63 640: 11%|# | 18/168 [00:03<00:27, 5.40it/s]
194/499 4.32G 0.008865 0.008553 0.003927 63 640: 11%|#1 | 19/168 [00:03<00:28, 5.26it/s]
194/499 4.32G 0.008879 0.008604 0.003934 80 640: 11%|#1 | 19/168 [00:03<00:28, 5.26it/s]
194/499 4.32G 0.008879 0.008604 0.003934 80 640: 12%|#1 | 20/168 [00:03<00:27, 5.35it/s]
194/499 4.32G 0.008922 0.008587 0.003853 66 640: 12%|#1 | 20/168 [00:03<00:27, 5.35it/s]
194/499 4.32G 0.008922 0.008587 0.003853 66 640: 12%|#2 | 21/168 [00:03<00:27, 5.42it/s]
194/499 4.32G 0.008997 0.008561 0.003817 62 640: 12%|#2 | 21/168 [00:04<00:27, 5.42it/s]
194/499 4.32G 0.008997 0.008561 0.003817 62 640: 13%|#3 | 22/168 [00:04<00:27, 5.24it/s]
194/499 4.32G 0.00894 0.008539 0.003756 66 640: 13%|#3 | 22/168 [00:04<00:27, 5.24it/s]
194/499 4.32G 0.00894 0.008539 0.003756 66 640: 14%|#3 | 23/168 [00:04<00:27, 5.33it/s]
194/499 4.32G 0.009 0.008546 0.003822 70 640: 14%|#3 | 23/168 [00:04<00:27, 5.33it/s]
194/499 4.32G 0.009 0.008546 0.003822 70 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s]
194/499 4.32G 0.009039 0.008485 0.003772 50 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s]
194/499 4.32G 0.009039 0.008485 0.003772 50 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
194/499 4.32G 0.008996 0.008437 0.003695 63 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
194/499 4.32G 0.008996 0.008437 0.003695 63 640: 15%|#5 | 26/168 [00:04<00:26, 5.32it/s]
194/499 4.32G 0.008936 0.008431 0.003668 71 640: 15%|#5 | 26/168 [00:05<00:26, 5.32it/s]
194/499 4.32G 0.008936 0.008431 0.003668 71 640: 16%|#6 | 27/168 [00:05<00:26, 5.39it/s]
194/499 4.32G 0.008927 0.008463 0.003581 75 640: 16%|#6 | 27/168 [00:05<00:26, 5.39it/s]
194/499 4.32G 0.008927 0.008463 0.003581 75 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s]
194/499 4.32G 0.008907 0.00846 0.003552 65 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s]
194/499 4.32G 0.008907 0.00846 0.003552 65 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s]
194/499 4.32G 0.008937 0.008369 0.003752 46 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s]
194/499 4.32G 0.008937 0.008369 0.003752 46 640: 18%|#7 | 30/168 [00:05<00:25, 5.38it/s]
194/499 4.32G 0.008923 0.008338 0.003705 72 640: 18%|#7 | 30/168 [00:05<00:25, 5.38it/s]
194/499 4.32G 0.008923 0.008338 0.003705 72 640: 18%|#8 | 31/168 [00:05<00:26, 5.24it/s]
194/499 4.32G 0.008927 0.008414 0.00374 81 640: 18%|#8 | 31/168 [00:06<00:26, 5.24it/s]
194/499 4.32G 0.008927 0.008414 0.00374 81 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s]
194/499 4.32G 0.008937 0.008451 0.003654 64 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s]
194/499 4.32G 0.008937 0.008451 0.003654 64 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s]
194/499 4.32G 0.008894 0.008488 0.003646 72 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s]
194/499 4.32G 0.008894 0.008488 0.003646 72 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s]
194/499 4.32G 0.0089 0.00843 0.0036 47 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s]
194/499 4.32G 0.0089 0.00843 0.0036 47 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s]
194/499 4.32G 0.00891 0.008444 0.003549 73 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s]
194/499 4.32G 0.00891 0.008444 0.003549 73 640: 21%|##1 | 36/168 [00:06<00:24, 5.38it/s]
194/499 4.32G 0.0089 0.008474 0.003567 66 640: 21%|##1 | 36/168 [00:06<00:24, 5.38it/s]
194/499 4.32G 0.0089 0.008474 0.003567 66 640: 22%|##2 | 37/168 [00:06<00:25, 5.23it/s]
194/499 4.32G 0.008907 0.008469 0.003528 67 640: 22%|##2 | 37/168 [00:07<00:25, 5.23it/s]
194/499 4.32G 0.008907 0.008469 0.003528 67 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s]
194/499 4.32G 0.008919 0.008479 0.003513 79 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s]
194/499 4.32G 0.008919 0.008479 0.003513 79 640: 23%|##3 | 39/168 [00:07<00:24, 5.37it/s]
194/499 4.32G 0.008926 0.00852 0.003557 72 640: 23%|##3 | 39/168 [00:07<00:24, 5.37it/s]
194/499 4.32G 0.008926 0.00852 0.003557 72 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
194/499 4.32G 0.008875 0.008471 0.003523 57 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
194/499 4.32G 0.008875 0.008471 0.003523 57 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
194/499 4.32G 0.008866 0.008491 0.003478 78 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
194/499 4.32G 0.008866 0.008491 0.003478 78 640: 25%|##5 | 42/168 [00:07<00:23, 5.36it/s]
194/499 4.32G 0.008857 0.008499 0.003525 71 640: 25%|##5 | 42/168 [00:08<00:23, 5.36it/s]
194/499 4.32G 0.008857 0.008499 0.003525 71 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
194/499 4.32G 0.008911 0.008521 0.00349 64 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
194/499 4.32G 0.008911 0.008521 0.00349 64 640: 26%|##6 | 44/168 [00:08<00:23, 5.33it/s]
194/499 4.32G 0.008873 0.008515 0.003526 84 640: 26%|##6 | 44/168 [00:08<00:23, 5.33it/s]
194/499 4.32G 0.008873 0.008515 0.003526 84 640: 27%|##6 | 45/168 [00:08<00:22, 5.39it/s]
194/499 4.32G 0.008927 0.00851 0.003539 60 640: 27%|##6 | 45/168 [00:08<00:22, 5.39it/s]
194/499 4.32G 0.008927 0.00851 0.003539 60 640: 27%|##7 | 46/168 [00:08<00:23, 5.23it/s]
194/499 4.32G 0.008955 0.008476 0.003539 53 640: 27%|##7 | 46/168 [00:08<00:23, 5.23it/s]
194/499 4.32G 0.008955 0.008476 0.003539 53 640: 28%|##7 | 47/168 [00:08<00:22, 5.34it/s]
194/499 4.32G 0.008956 0.008443 0.00352 73 640: 28%|##7 | 47/168 [00:09<00:22, 5.34it/s]
194/499 4.32G 0.008956 0.008443 0.00352 73 640: 29%|##8 | 48/168 [00:09<00:22, 5.40it/s]
194/499 4.32G 0.008959 0.008463 0.003531 86 640: 29%|##8 | 48/168 [00:09<00:22, 5.40it/s]
194/499 4.32G 0.008959 0.008463 0.003531 86 640: 29%|##9 | 49/168 [00:09<00:22, 5.26it/s]
194/499 4.32G 0.008987 0.00847 0.003513 65 640: 29%|##9 | 49/168 [00:09<00:22, 5.26it/s]
194/499 4.32G 0.008987 0.00847 0.003513 65 640: 30%|##9 | 50/168 [00:09<00:22, 5.34it/s]
194/499 4.32G 0.008972 0.00848 0.003512 79 640: 30%|##9 | 50/168 [00:09<00:22, 5.34it/s]
194/499 4.32G 0.008972 0.00848 0.003512 79 640: 30%|### | 51/168 [00:09<00:21, 5.40it/s]
194/499 4.32G 0.008986 0.008488 0.003466 71 640: 30%|### | 51/168 [00:09<00:21, 5.40it/s]
194/499 4.32G 0.008986 0.008488 0.003466 71 640: 31%|### | 52/168 [00:09<00:22, 5.27it/s]
194/499 4.32G 0.008982 0.008458 0.003434 61 640: 31%|### | 52/168 [00:09<00:22, 5.27it/s]
194/499 4.32G 0.008982 0.008458 0.003434 61 640: 32%|###1 | 53/168 [00:09<00:21, 5.32it/s]
194/499 4.32G 0.008962 0.008448 0.003393 68 640: 32%|###1 | 53/168 [00:10<00:21, 5.32it/s]
194/499 4.32G 0.008962 0.008448 0.003393 68 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s]
194/499 4.32G 0.008964 0.008457 0.003379 73 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s]
194/499 4.32G 0.008964 0.008457 0.003379 73 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
194/499 4.32G 0.008975 0.008455 0.003353 71 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
194/499 4.32G 0.008975 0.008455 0.003353 71 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s]
194/499 4.32G 0.00899 0.008483 0.003332 86 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s]
194/499 4.32G 0.00899 0.008483 0.003332 86 640: 34%|###3 | 57/168 [00:10<00:20, 5.37it/s]
194/499 4.32G 0.008984 0.008492 0.003316 66 640: 34%|###3 | 57/168 [00:10<00:20, 5.37it/s]
194/499 4.32G 0.008984 0.008492 0.003316 66 640: 35%|###4 | 58/168 [00:10<00:21, 5.20it/s]
194/499 4.32G 0.008965 0.008508 0.0033 91 640: 35%|###4 | 58/168 [00:11<00:21, 5.20it/s]
194/499 4.32G 0.008965 0.008508 0.0033 91 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
194/499 4.32G 0.008972 0.008512 0.003274 69 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
194/499 4.32G 0.008972 0.008512 0.003274 69 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s]
194/499 4.32G 0.00895 0.008477 0.003288 57 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s]
194/499 4.32G 0.00895 0.008477 0.003288 57 640: 36%|###6 | 61/168 [00:11<00:20, 5.14it/s]
194/499 4.32G 0.00896 0.00844 0.003337 58 640: 36%|###6 | 61/168 [00:11<00:20, 5.14it/s]
194/499 4.32G 0.00896 0.00844 0.003337 58 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s]
194/499 4.32G 0.008945 0.008429 0.003362 71 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s]
194/499 4.32G 0.008945 0.008429 0.003362 71 640: 38%|###7 | 63/168 [00:11<00:19, 5.36it/s]
194/499 4.32G 0.008939 0.008426 0.00335 66 640: 38%|###7 | 63/168 [00:12<00:19, 5.36it/s]
194/499 4.32G 0.008939 0.008426 0.00335 66 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
194/499 4.32G 0.008922 0.008424 0.003356 86 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
194/499 4.32G 0.008922 0.008424 0.003356 86 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
194/499 4.32G 0.008924 0.008406 0.00333 68 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
194/499 4.32G 0.008924 0.008406 0.00333 68 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s]
194/499 4.32G 0.008905 0.008394 0.003305 71 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s]
194/499 4.32G 0.008905 0.008394 0.003305 71 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s]
194/499 4.32G 0.008898 0.008411 0.003293 75 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s]
194/499 4.32G 0.008898 0.008411 0.003293 75 640: 40%|#### | 68/168 [00:12<00:18, 5.30it/s]
194/499 4.32G 0.008928 0.008431 0.003306 79 640: 40%|#### | 68/168 [00:13<00:18, 5.30it/s]
194/499 4.32G 0.008928 0.008431 0.003306 79 640: 41%|####1 | 69/168 [00:13<00:18, 5.35it/s]
194/499 4.32G 0.008924 0.008411 0.003279 58 640: 41%|####1 | 69/168 [00:13<00:18, 5.35it/s]
194/499 4.32G 0.008924 0.008411 0.003279 58 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s]
194/499 4.32G 0.008909 0.00841 0.003269 62 640: 42%|####1 | 70/168 [00:13<00:18, 5.22it/s]
194/499 4.32G 0.008909 0.00841 0.003269 62 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s]
194/499 4.32G 0.008903 0.008385 0.003268 56 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s]
194/499 4.32G 0.008903 0.008385 0.003268 56 640: 43%|####2 | 72/168 [00:13<00:17, 5.38it/s]
194/499 4.32G 0.008898 0.008377 0.003264 71 640: 43%|####2 | 72/168 [00:13<00:17, 5.38it/s]
194/499 4.32G 0.008898 0.008377 0.003264 71 640: 43%|####3 | 73/168 [00:13<00:18, 5.23it/s]
194/499 4.32G 0.008886 0.008378 0.003281 59 640: 43%|####3 | 73/168 [00:13<00:18, 5.23it/s]
194/499 4.32G 0.008886 0.008378 0.003281 59 640: 44%|####4 | 74/168 [00:13<00:17, 5.31it/s]
194/499 4.32G 0.008876 0.008359 0.003258 70 640: 44%|####4 | 74/168 [00:14<00:17, 5.31it/s]
194/499 4.32G 0.008876 0.008359 0.003258 70 640: 45%|####4 | 75/168 [00:14<00:17, 5.37it/s]
194/499 4.32G 0.008858 0.008347 0.003261 63 640: 45%|####4 | 75/168 [00:14<00:17, 5.37it/s]
194/499 4.32G 0.008858 0.008347 0.003261 63 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s]
194/499 4.32G 0.008845 0.008333 0.0033 62 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s]
194/499 4.32G 0.008845 0.008333 0.0033 62 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s]
194/499 4.32G 0.008842 0.008319 0.003282 68 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s]
194/499 4.32G 0.008842 0.008319 0.003282 68 640: 46%|####6 | 78/168 [00:14<00:16, 5.38it/s]
194/499 4.32G 0.008835 0.008337 0.003286 80 640: 46%|####6 | 78/168 [00:14<00:16, 5.38it/s]
194/499 4.32G 0.008835 0.008337 0.003286 80 640: 47%|####7 | 79/168 [00:14<00:17, 5.23it/s]
194/499 4.32G 0.008859 0.008365 0.003313 71 640: 47%|####7 | 79/168 [00:15<00:17, 5.23it/s]
194/499 4.32G 0.008859 0.008365 0.003313 71 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s]
194/499 4.32G 0.008869 0.008374 0.003324 80 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s]
194/499 4.32G 0.008869 0.008374 0.003324 80 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s]
194/499 4.32G 0.008871 0.008386 0.003328 76 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s]
194/499 4.32G 0.008871 0.008386 0.003328 76 640: 49%|####8 | 82/168 [00:15<00:16, 5.25it/s]
194/499 4.32G 0.008898 0.008396 0.00334 67 640: 49%|####8 | 82/168 [00:15<00:16, 5.25it/s]
194/499 4.32G 0.008898 0.008396 0.00334 67 640: 49%|####9 | 83/168 [00:15<00:15, 5.33it/s]
194/499 4.32G 0.008913 0.008384 0.003331 57 640: 49%|####9 | 83/168 [00:15<00:15, 5.33it/s]
194/499 4.32G 0.008913 0.008384 0.003331 57 640: 50%|##### | 84/168 [00:15<00:15, 5.39it/s]
194/499 4.32G 0.0089 0.008386 0.003322 70 640: 50%|##### | 84/168 [00:16<00:15, 5.39it/s]
194/499 4.32G 0.0089 0.008386 0.003322 70 640: 51%|##### | 85/168 [00:16<00:15, 5.24it/s]
194/499 4.32G 0.008899 0.00837 0.003311 62 640: 51%|##### | 85/168 [00:16<00:15, 5.24it/s]
194/499 4.32G 0.008899 0.00837 0.003311 62 640: 51%|#####1 | 86/168 [00:16<00:15, 5.33it/s]
194/499 4.32G 0.008899 0.008374 0.003298 59 640: 51%|#####1 | 86/168 [00:16<00:15, 5.33it/s]
194/499 4.32G 0.008899 0.008374 0.003298 59 640: 52%|#####1 | 87/168 [00:16<00:15, 5.40it/s]
194/499 4.32G 0.008896 0.008377 0.003294 75 640: 52%|#####1 | 87/168 [00:16<00:15, 5.40it/s]
194/499 4.32G 0.008896 0.008377 0.003294 75 640: 52%|#####2 | 88/168 [00:16<00:15, 5.25it/s]
194/499 4.32G 0.008898 0.008392 0.00329 84 640: 52%|#####2 | 88/168 [00:16<00:15, 5.25it/s]
194/499 4.32G 0.008898 0.008392 0.00329 84 640: 53%|#####2 | 89/168 [00:16<00:14, 5.27it/s]
194/499 4.32G 0.008883 0.008381 0.00328 72 640: 53%|#####2 | 89/168 [00:16<00:14, 5.27it/s]
194/499 4.32G 0.008883 0.008381 0.00328 72 640: 54%|#####3 | 90/168 [00:16<00:14, 5.34it/s]
194/499 4.32G 0.008867 0.008368 0.003265 68 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
194/499 4.32G 0.008867 0.008368 0.003265 68 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
194/499 4.32G 0.008863 0.008385 0.003264 71 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
194/499 4.32G 0.008863 0.008385 0.003264 71 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s]
194/499 4.32G 0.008865 0.008395 0.003233 70 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s]
194/499 4.32G 0.008865 0.008395 0.003233 70 640: 55%|#####5 | 93/168 [00:17<00:14, 5.28it/s]
194/499 4.32G 0.008846 0.008384 0.003238 69 640: 55%|#####5 | 93/168 [00:17<00:14, 5.28it/s]
194/499 4.32G 0.008846 0.008384 0.003238 69 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
194/499 4.32G 0.008844 0.008381 0.003259 71 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
194/499 4.32G 0.008844 0.008381 0.003259 71 640: 57%|#####6 | 95/168 [00:17<00:13, 5.27it/s]
194/499 4.32G 0.008838 0.00837 0.003256 65 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
194/499 4.32G 0.008838 0.00837 0.003256 65 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
194/499 4.32G 0.008845 0.008372 0.003257 61 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
194/499 4.32G 0.008845 0.008372 0.003257 61 640: 58%|#####7 | 97/168 [00:18<00:13, 5.23it/s]
194/499 4.32G 0.008844 0.008377 0.003244 83 640: 58%|#####7 | 97/168 [00:18<00:13, 5.23it/s]
194/499 4.32G 0.008844 0.008377 0.003244 83 640: 58%|#####8 | 98/168 [00:18<00:13, 5.32it/s]
194/499 4.32G 0.008844 0.008366 0.003234 66 640: 58%|#####8 | 98/168 [00:18<00:13, 5.32it/s]
194/499 4.32G 0.008844 0.008366 0.003234 66 640: 59%|#####8 | 99/168 [00:18<00:12, 5.40it/s]
194/499 4.32G 0.008849 0.008393 0.003229 67 640: 59%|#####8 | 99/168 [00:18<00:12, 5.40it/s]
194/499 4.32G 0.008849 0.008393 0.003229 67 640: 60%|#####9 | 100/168 [00:18<00:12, 5.24it/s]
194/499 4.32G 0.008847 0.00837 0.00322 54 640: 60%|#####9 | 100/168 [00:19<00:12, 5.24it/s]
194/499 4.32G 0.008847 0.00837 0.00322 54 640: 60%|###### | 101/168 [00:19<00:12, 5.32it/s]
194/499 4.32G 0.008837 0.008364 0.00324 75 640: 60%|###### | 101/168 [00:19<00:12, 5.32it/s]
194/499 4.32G 0.008837 0.008364 0.00324 75 640: 61%|###### | 102/168 [00:19<00:12, 5.39it/s]
194/499 4.32G 0.008827 0.008362 0.00327 88 640: 61%|###### | 102/168 [00:19<00:12, 5.39it/s]
194/499 4.32G 0.008827 0.008362 0.00327 88 640: 61%|######1 | 103/168 [00:19<00:12, 5.25it/s]
194/499 4.32G 0.008808 0.008349 0.003283 68 640: 61%|######1 | 103/168 [00:19<00:12, 5.25it/s]
194/499 4.32G 0.008808 0.008349 0.003283 68 640: 62%|######1 | 104/168 [00:19<00:11, 5.34it/s]
194/499 4.32G 0.008817 0.008336 0.003273 51 640: 62%|######1 | 104/168 [00:19<00:11, 5.34it/s]
194/499 4.32G 0.008817 0.008336 0.003273 51 640: 62%|######2 | 105/168 [00:19<00:11, 5.41it/s]
194/499 4.32G 0.008839 0.008341 0.003257 64 640: 62%|######2 | 105/168 [00:20<00:11, 5.41it/s]
194/499 4.32G 0.008839 0.008341 0.003257 64 640: 63%|######3 | 106/168 [00:20<00:11, 5.26it/s]
194/499 4.32G 0.008839 0.008347 0.003251 66 640: 63%|######3 | 106/168 [00:20<00:11, 5.26it/s]
194/499 4.32G 0.008839 0.008347 0.003251 66 640: 64%|######3 | 107/168 [00:20<00:11, 5.35it/s]
194/499 4.32G 0.008837 0.00838 0.003232 86 640: 64%|######3 | 107/168 [00:20<00:11, 5.35it/s]
194/499 4.32G 0.008837 0.00838 0.003232 86 640: 64%|######4 | 108/168 [00:20<00:11, 5.43it/s]
194/499 4.32G 0.008844 0.008387 0.003232 73 640: 64%|######4 | 108/168 [00:20<00:11, 5.43it/s]
194/499 4.32G 0.008844 0.008387 0.003232 73 640: 65%|######4 | 109/168 [00:20<00:11, 5.28it/s]
194/499 4.32G 0.008847 0.008392 0.00325 69 640: 65%|######4 | 109/168 [00:20<00:11, 5.28it/s]
194/499 4.32G 0.008847 0.008392 0.00325 69 640: 65%|######5 | 110/168 [00:20<00:10, 5.36it/s]
194/499 4.32G 0.008836 0.008385 0.003259 71 640: 65%|######5 | 110/168 [00:20<00:10, 5.36it/s]
194/499 4.32G 0.008836 0.008385 0.003259 71 640: 66%|######6 | 111/168 [00:20<00:10, 5.40it/s]
194/499 4.32G 0.008832 0.008398 0.003249 74 640: 66%|######6 | 111/168 [00:21<00:10, 5.40it/s]
194/499 4.32G 0.008832 0.008398 0.003249 74 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s]
194/499 4.32G 0.008831 0.008392 0.00325 63 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s]
194/499 4.32G 0.008831 0.008392 0.00325 63 640: 67%|######7 | 113/168 [00:21<00:10, 5.33it/s]
194/499 4.32G 0.008833 0.0084 0.003244 71 640: 67%|######7 | 113/168 [00:21<00:10, 5.33it/s]
194/499 4.32G 0.008833 0.0084 0.003244 71 640: 68%|######7 | 114/168 [00:21<00:10, 5.39it/s]
194/499 4.32G 0.008825 0.008387 0.003259 60 640: 68%|######7 | 114/168 [00:21<00:10, 5.39it/s]
194/499 4.32G 0.008825 0.008387 0.003259 60 640: 68%|######8 | 115/168 [00:21<00:10, 5.25it/s]
194/499 4.32G 0.00882 0.008387 0.003246 70 640: 68%|######8 | 115/168 [00:21<00:10, 5.25it/s]
194/499 4.32G 0.00882 0.008387 0.003246 70 640: 69%|######9 | 116/168 [00:21<00:09, 5.32it/s]
194/499 4.32G 0.00881 0.00838 0.00322 67 640: 69%|######9 | 116/168 [00:22<00:09, 5.32it/s]
194/499 4.32G 0.00881 0.00838 0.00322 67 640: 70%|######9 | 117/168 [00:22<00:09, 5.39it/s]
194/499 4.32G 0.0088 0.008378 0.003193 48 640: 70%|######9 | 117/168 [00:22<00:09, 5.39it/s]
194/499 4.32G 0.0088 0.008378 0.003193 48 640: 70%|####### | 118/168 [00:22<00:09, 5.25it/s]
194/499 4.32G 0.008797 0.008386 0.003181 75 640: 70%|####### | 118/168 [00:22<00:09, 5.25it/s]
194/499 4.32G 0.008797 0.008386 0.003181 75 640: 71%|####### | 119/168 [00:22<00:09, 5.33it/s]
194/499 4.32G 0.008795 0.00838 0.003164 74 640: 71%|####### | 119/168 [00:22<00:09, 5.33it/s]
194/499 4.32G 0.008795 0.00838 0.003164 74 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s]
194/499 4.32G 0.008794 0.008383 0.003159 94 640: 71%|#######1 | 120/168 [00:22<00:08, 5.39it/s]
194/499 4.32G 0.008794 0.008383 0.003159 94 640: 72%|#######2 | 121/168 [00:22<00:08, 5.24it/s]
194/499 4.32G 0.008795 0.008383 0.003144 59 640: 72%|#######2 | 121/168 [00:23<00:08, 5.24it/s]
194/499 4.32G 0.008795 0.008383 0.003144 59 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s]
194/499 4.32G 0.008792 0.008407 0.003151 90 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s]
194/499 4.32G 0.008792 0.008407 0.003151 90 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s]
194/499 4.32G 0.008797 0.008398 0.003138 61 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s]
194/499 4.32G 0.008797 0.008398 0.003138 61 640: 74%|#######3 | 124/168 [00:23<00:08, 5.22it/s]
194/499 4.32G 0.008796 0.008395 0.00312 63 640: 74%|#######3 | 124/168 [00:23<00:08, 5.22it/s]
194/499 4.32G 0.008796 0.008395 0.00312 63 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
194/499 4.32G 0.008792 0.008383 0.003103 65 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
194/499 4.32G 0.008792 0.008383 0.003103 65 640: 75%|#######5 | 126/168 [00:23<00:07, 5.33it/s]
194/499 4.32G 0.008788 0.008395 0.003092 78 640: 75%|#######5 | 126/168 [00:23<00:07, 5.33it/s]
194/499 4.32G 0.008788 0.008395 0.003092 78 640: 76%|#######5 | 127/168 [00:23<00:07, 5.18it/s]
194/499 4.32G 0.008773 0.008381 0.003091 55 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s]
194/499 4.32G 0.008773 0.008381 0.003091 55 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s]
194/499 4.32G 0.008779 0.008367 0.003089 51 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s]
194/499 4.32G 0.008779 0.008367 0.003089 51 640: 77%|#######6 | 129/168 [00:24<00:07, 5.36it/s]
194/499 4.32G 0.008767 0.008348 0.003083 58 640: 77%|#######6 | 129/168 [00:24<00:07, 5.36it/s]
194/499 4.32G 0.008767 0.008348 0.003083 58 640: 77%|#######7 | 130/168 [00:24<00:07, 5.23it/s]
194/499 4.32G 0.008768 0.00833 0.003075 58 640: 77%|#######7 | 130/168 [00:24<00:07, 5.23it/s]
194/499 4.32G 0.008768 0.00833 0.003075 58 640: 78%|#######7 | 131/168 [00:24<00:07, 5.24it/s]
194/499 4.32G 0.008776 0.008346 0.003065 79 640: 78%|#######7 | 131/168 [00:24<00:07, 5.24it/s]
194/499 4.32G 0.008776 0.008346 0.003065 79 640: 79%|#######8 | 132/168 [00:24<00:06, 5.33it/s]
194/499 4.32G 0.008767 0.008345 0.003059 81 640: 79%|#######8 | 132/168 [00:25<00:06, 5.33it/s]
194/499 4.32G 0.008767 0.008345 0.003059 81 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s]
194/499 4.32G 0.008754 0.008331 0.003072 62 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s]
194/499 4.32G 0.008754 0.008331 0.003072 62 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s]
194/499 4.32G 0.00876 0.008335 0.003116 72 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s]
194/499 4.32G 0.00876 0.008335 0.003116 72 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s]
194/499 4.32G 0.008777 0.008326 0.00314 51 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s]
194/499 4.32G 0.008777 0.008326 0.00314 51 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
194/499 4.32G 0.00877 0.008313 0.00313 57 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
194/499 4.32G 0.00877 0.008313 0.00313 57 640: 82%|########1 | 137/168 [00:25<00:05, 5.32it/s]
194/499 4.32G 0.008783 0.008302 0.003129 50 640: 82%|########1 | 137/168 [00:26<00:05, 5.32it/s]
194/499 4.32G 0.008783 0.008302 0.003129 50 640: 82%|########2 | 138/168 [00:26<00:05, 5.39it/s]
194/499 4.32G 0.008776 0.008287 0.003125 57 640: 82%|########2 | 138/168 [00:26<00:05, 5.39it/s]
194/499 4.32G 0.008776 0.008287 0.003125 57 640: 83%|########2 | 139/168 [00:26<00:05, 5.26it/s]
194/499 4.32G 0.008782 0.008282 0.003116 63 640: 83%|########2 | 139/168 [00:26<00:05, 5.26it/s]
194/499 4.32G 0.008782 0.008282 0.003116 63 640: 83%|########3 | 140/168 [00:26<00:05, 5.34it/s]
194/499 4.32G 0.008782 0.008269 0.00317 60 640: 83%|########3 | 140/168 [00:26<00:05, 5.34it/s]
194/499 4.32G 0.008782 0.008269 0.00317 60 640: 84%|########3 | 141/168 [00:26<00:05, 5.37it/s]
194/499 4.32G 0.008774 0.008264 0.003161 68 640: 84%|########3 | 141/168 [00:26<00:05, 5.37it/s]
194/499 4.32G 0.008774 0.008264 0.003161 68 640: 85%|########4 | 142/168 [00:26<00:04, 5.23it/s]
194/499 4.32G 0.008769 0.008266 0.003168 74 640: 85%|########4 | 142/168 [00:26<00:04, 5.23it/s]
194/499 4.32G 0.008769 0.008266 0.003168 74 640: 85%|########5 | 143/168 [00:26<00:04, 5.33it/s]
194/499 4.32G 0.008769 0.008257 0.003174 60 640: 85%|########5 | 143/168 [00:27<00:04, 5.33it/s]
194/499 4.32G 0.008769 0.008257 0.003174 60 640: 86%|########5 | 144/168 [00:27<00:04, 5.41it/s]
194/499 4.32G 0.008774 0.008249 0.00319 67 640: 86%|########5 | 144/168 [00:27<00:04, 5.41it/s]
194/499 4.32G 0.008774 0.008249 0.00319 67 640: 86%|########6 | 145/168 [00:27<00:04, 5.26it/s]
194/499 4.32G 0.00878 0.00824 0.003184 65 640: 86%|########6 | 145/168 [00:27<00:04, 5.26it/s]
194/499 4.32G 0.00878 0.00824 0.003184 65 640: 87%|########6 | 146/168 [00:27<00:04, 5.33it/s]
194/499 4.32G 0.008769 0.008235 0.003191 67 640: 87%|########6 | 146/168 [00:27<00:04, 5.33it/s]
194/499 4.32G 0.008769 0.008235 0.003191 67 640: 88%|########7 | 147/168 [00:27<00:03, 5.40it/s]
194/499 4.32G 0.008763 0.008241 0.003187 70 640: 88%|########7 | 147/168 [00:27<00:03, 5.40it/s]
194/499 4.32G 0.008763 0.008241 0.003187 70 640: 88%|########8 | 148/168 [00:27<00:03, 5.25it/s]
194/499 4.32G 0.008756 0.008234 0.003188 71 640: 88%|########8 | 148/168 [00:28<00:03, 5.25it/s]
194/499 4.32G 0.008756 0.008234 0.003188 71 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s]
194/499 4.32G 0.008753 0.008243 0.003177 76 640: 89%|########8 | 149/168 [00:28<00:03, 5.30it/s]
194/499 4.32G 0.008753 0.008243 0.003177 76 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s]
194/499 4.32G 0.008755 0.008239 0.003169 58 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s]
194/499 4.32G 0.008755 0.008239 0.003169 58 640: 90%|########9 | 151/168 [00:28<00:03, 5.25it/s]
194/499 4.32G 0.008763 0.008234 0.003174 58 640: 90%|########9 | 151/168 [00:28<00:03, 5.25it/s]
194/499 4.32G 0.008763 0.008234 0.003174 58 640: 90%|######### | 152/168 [00:28<00:02, 5.34it/s]
194/499 4.32G 0.008756 0.008235 0.003172 67 640: 90%|######### | 152/168 [00:28<00:02, 5.34it/s]
194/499 4.32G 0.008756 0.008235 0.003172 67 640: 91%|#########1| 153/168 [00:28<00:02, 5.41it/s]
194/499 4.32G 0.008761 0.008245 0.003188 73 640: 91%|#########1| 153/168 [00:29<00:02, 5.41it/s]
194/499 4.32G 0.008761 0.008245 0.003188 73 640: 92%|#########1| 154/168 [00:29<00:02, 5.27it/s]
194/499 4.32G 0.008758 0.008242 0.00318 60 640: 92%|#########1| 154/168 [00:29<00:02, 5.27it/s]
194/499 4.32G 0.008758 0.008242 0.00318 60 640: 92%|#########2| 155/168 [00:29<00:02, 5.37it/s]
194/499 4.32G 0.008756 0.008247 0.003171 67 640: 92%|#########2| 155/168 [00:29<00:02, 5.37it/s]
194/499 4.32G 0.008756 0.008247 0.003171 67 640: 93%|#########2| 156/168 [00:29<00:02, 5.43it/s]
194/499 4.32G 0.008754 0.008245 0.003177 66 640: 93%|#########2| 156/168 [00:29<00:02, 5.43it/s]
194/499 4.32G 0.008754 0.008245 0.003177 66 640: 93%|#########3| 157/168 [00:29<00:02, 5.18it/s]
194/499 4.32G 0.008748 0.008253 0.003191 88 640: 93%|#########3| 157/168 [00:29<00:02, 5.18it/s]
194/499 4.32G 0.008748 0.008253 0.003191 88 640: 94%|#########4| 158/168 [00:29<00:01, 5.28it/s]
194/499 4.32G 0.008738 0.008252 0.003192 77 640: 94%|#########4| 158/168 [00:29<00:01, 5.28it/s]
194/499 4.32G 0.008738 0.008252 0.003192 77 640: 95%|#########4| 159/168 [00:29<00:01, 5.37it/s]
194/499 4.32G 0.008736 0.008254 0.003201 78 640: 95%|#########4| 159/168 [00:30<00:01, 5.37it/s]
194/499 4.32G 0.008736 0.008254 0.003201 78 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s]
194/499 4.32G 0.008733 0.008251 0.003187 68 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s]
194/499 4.32G 0.008733 0.008251 0.003187 68 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s]
194/499 4.32G 0.008725 0.008252 0.003182 67 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s]
194/499 4.32G 0.008725 0.008252 0.003182 67 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s]
194/499 4.32G 0.008731 0.008249 0.003178 63 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s]
194/499 4.32G 0.008731 0.008249 0.003178 63 640: 97%|#########7| 163/168 [00:30<00:00, 5.23it/s]
194/499 4.32G 0.008728 0.008251 0.003187 77 640: 97%|#########7| 163/168 [00:30<00:00, 5.23it/s]
194/499 4.32G 0.008728 0.008251 0.003187 77 640: 98%|#########7| 164/168 [00:30<00:00, 5.32it/s]
194/499 4.32G 0.00872 0.008252 0.003178 65 640: 98%|#########7| 164/168 [00:31<00:00, 5.32it/s]
194/499 4.32G 0.00872 0.008252 0.003178 65 640: 98%|#########8| 165/168 [00:31<00:00, 5.39it/s]
194/499 4.32G 0.008726 0.00825 0.003176 57 640: 98%|#########8| 165/168 [00:31<00:00, 5.39it/s]
194/499 4.32G 0.008726 0.00825 0.003176 57 640: 99%|#########8| 166/168 [00:31<00:00, 5.25it/s]
194/499 4.32G 0.008723 0.008242 0.003173 67 640: 99%|#########8| 166/168 [00:31<00:00, 5.25it/s]
194/499 4.32G 0.008723 0.008242 0.003173 67 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s]
194/499 4.32G 0.008715 0.008239 0.003189 35 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s]
194/499 4.32G 0.008715 0.008239 0.003189 35 640: 100%|##########| 168/168 [00:31<00:00, 5.49it/s]
194/499 4.32G 0.008715 0.008239 0.003189 35 640: 100%|##########| 168/168 [00:31<00:00, 5.31it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.88it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s]
all 132 263 0.852 0.848 0.872 0.763
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
195/499 4.32G 0.00763 0.007108 0.001065 65 640: 0%| | 0/168 [00:00<?, ?it/s]
195/499 4.32G 0.00763 0.007108 0.001065 65 640: 1%| | 1/168 [00:00<00:34, 4.85it/s]
195/499 4.32G 0.008632 0.008064 0.001479 73 640: 1%| | 1/168 [00:00<00:34, 4.85it/s]
195/499 4.32G 0.008632 0.008064 0.001479 73 640: 1%|1 | 2/168 [00:00<00:32, 5.16it/s]
195/499 4.32G 0.009729 0.009099 0.001658 74 640: 1%|1 | 2/168 [00:00<00:32, 5.16it/s]
195/499 4.32G 0.009729 0.009099 0.001658 74 640: 2%|1 | 3/168 [00:00<00:30, 5.35it/s]
195/499 4.32G 0.009337 0.009047 0.002626 78 640: 2%|1 | 3/168 [00:00<00:30, 5.35it/s]
195/499 4.32G 0.009337 0.009047 0.002626 78 640: 2%|2 | 4/168 [00:00<00:32, 5.09it/s]
195/499 4.32G 0.009132 0.009445 0.002645 87 640: 2%|2 | 4/168 [00:00<00:32, 5.09it/s]
195/499 4.32G 0.009132 0.009445 0.002645 87 640: 3%|2 | 5/168 [00:00<00:31, 5.19it/s]
195/499 4.32G 0.009204 0.009212 0.00292 63 640: 3%|2 | 5/168 [00:01<00:31, 5.19it/s]
195/499 4.32G 0.009204 0.009212 0.00292 63 640: 4%|3 | 6/168 [00:01<00:30, 5.29it/s]
195/499 4.32G 0.009243 0.009051 0.002632 60 640: 4%|3 | 6/168 [00:01<00:30, 5.29it/s]
195/499 4.32G 0.009243 0.009051 0.002632 60 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s]
195/499 4.32G 0.009211 0.009112 0.002643 77 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s]
195/499 4.32G 0.009211 0.009112 0.002643 77 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s]
195/499 4.32G 0.009063 0.009154 0.002499 81 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s]
195/499 4.32G 0.009063 0.009154 0.002499 81 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s]
195/499 4.32G 0.009196 0.009159 0.003014 77 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s]
195/499 4.32G 0.009196 0.009159 0.003014 77 640: 6%|5 | 10/168 [00:01<00:30, 5.18it/s]
195/499 4.32G 0.009406 0.009078 0.003106 66 640: 6%|5 | 10/168 [00:02<00:30, 5.18it/s]
195/499 4.32G 0.009406 0.009078 0.003106 66 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
195/499 4.32G 0.009303 0.00889 0.0032 60 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
195/499 4.32G 0.009303 0.00889 0.0032 60 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s]
195/499 4.32G 0.009285 0.008685 0.003032 49 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s]
195/499 4.32G 0.009285 0.008685 0.003032 49 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s]
195/499 4.32G 0.009234 0.00888 0.003036 99 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s]
195/499 4.32G 0.009234 0.00888 0.003036 99 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s]
195/499 4.32G 0.009041 0.00876 0.003072 73 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s]
195/499 4.32G 0.009041 0.00876 0.003072 73 640: 9%|8 | 15/168 [00:02<00:28, 5.35it/s]
195/499 4.32G 0.009043 0.008635 0.00341 55 640: 9%|8 | 15/168 [00:03<00:28, 5.35it/s]
195/499 4.32G 0.009043 0.008635 0.00341 55 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s]
195/499 4.32G 0.009058 0.008477 0.003249 48 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s]
195/499 4.32G 0.009058 0.008477 0.003249 48 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s]
195/499 4.32G 0.009028 0.008489 0.003164 66 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s]
195/499 4.32G 0.009028 0.008489 0.003164 66 640: 11%|# | 18/168 [00:03<00:28, 5.36it/s]
195/499 4.32G 0.009023 0.008405 0.003139 56 640: 11%|# | 18/168 [00:03<00:28, 5.36it/s]
195/499 4.32G 0.009023 0.008405 0.003139 56 640: 11%|#1 | 19/168 [00:03<00:28, 5.23it/s]
195/499 4.32G 0.008995 0.008467 0.003094 83 640: 11%|#1 | 19/168 [00:03<00:28, 5.23it/s]
195/499 4.32G 0.008995 0.008467 0.003094 83 640: 12%|#1 | 20/168 [00:03<00:27, 5.32it/s]
195/499 4.32G 0.009034 0.008493 0.003014 71 640: 12%|#1 | 20/168 [00:03<00:27, 5.32it/s]
195/499 4.32G 0.009034 0.008493 0.003014 71 640: 12%|#2 | 21/168 [00:03<00:27, 5.38it/s]
195/499 4.32G 0.00907 0.008465 0.002939 65 640: 12%|#2 | 21/168 [00:04<00:27, 5.38it/s]
195/499 4.32G 0.00907 0.008465 0.002939 65 640: 13%|#3 | 22/168 [00:04<00:27, 5.23it/s]
195/499 4.32G 0.009075 0.008543 0.002886 79 640: 13%|#3 | 22/168 [00:04<00:27, 5.23it/s]
195/499 4.32G 0.009075 0.008543 0.002886 79 640: 14%|#3 | 23/168 [00:04<00:27, 5.32it/s]
195/499 4.32G 0.00913 0.008681 0.002818 73 640: 14%|#3 | 23/168 [00:04<00:27, 5.32it/s]
195/499 4.32G 0.00913 0.008681 0.002818 73 640: 14%|#4 | 24/168 [00:04<00:26, 5.39it/s]
195/499 4.32G 0.009149 0.008661 0.002812 69 640: 14%|#4 | 24/168 [00:04<00:26, 5.39it/s]
195/499 4.32G 0.009149 0.008661 0.002812 69 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
195/499 4.32G 0.009161 0.008807 0.002771 90 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
195/499 4.32G 0.009161 0.008807 0.002771 90 640: 15%|#5 | 26/168 [00:04<00:26, 5.30it/s]
195/499 4.32G 0.009112 0.008752 0.002724 71 640: 15%|#5 | 26/168 [00:05<00:26, 5.30it/s]
195/499 4.32G 0.009112 0.008752 0.002724 71 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s]
195/499 4.32G 0.009044 0.008671 0.002785 65 640: 16%|#6 | 27/168 [00:05<00:26, 5.36it/s]
195/499 4.32G 0.009044 0.008671 0.002785 65 640: 17%|#6 | 28/168 [00:05<00:27, 5.15it/s]
195/499 4.32G 0.009021 0.008616 0.002774 69 640: 17%|#6 | 28/168 [00:05<00:27, 5.15it/s]
195/499 4.32G 0.009021 0.008616 0.002774 69 640: 17%|#7 | 29/168 [00:05<00:26, 5.21it/s]
195/499 4.32G 0.009024 0.008579 0.002722 58 640: 17%|#7 | 29/168 [00:05<00:26, 5.21it/s]
195/499 4.32G 0.009024 0.008579 0.002722 58 640: 18%|#7 | 30/168 [00:05<00:26, 5.31it/s]
195/499 4.32G 0.009005 0.008576 0.002725 61 640: 18%|#7 | 30/168 [00:05<00:26, 5.31it/s]
195/499 4.32G 0.009005 0.008576 0.002725 61 640: 18%|#8 | 31/168 [00:05<00:26, 5.18it/s]
195/499 4.32G 0.009005 0.008563 0.00274 65 640: 18%|#8 | 31/168 [00:06<00:26, 5.18it/s]
195/499 4.32G 0.009005 0.008563 0.00274 65 640: 19%|#9 | 32/168 [00:06<00:25, 5.26it/s]
195/499 4.32G 0.008957 0.008529 0.002817 66 640: 19%|#9 | 32/168 [00:06<00:25, 5.26it/s]
195/499 4.32G 0.008957 0.008529 0.002817 66 640: 20%|#9 | 33/168 [00:06<00:25, 5.30it/s]
195/499 4.32G 0.008949 0.008563 0.002825 73 640: 20%|#9 | 33/168 [00:06<00:25, 5.30it/s]
195/499 4.32G 0.008949 0.008563 0.002825 73 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s]
195/499 4.32G 0.008945 0.008587 0.00283 75 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s]
195/499 4.32G 0.008945 0.008587 0.00283 75 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
195/499 4.32G 0.008949 0.008542 0.002846 67 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
195/499 4.32G 0.008949 0.008542 0.002846 67 640: 21%|##1 | 36/168 [00:06<00:24, 5.29it/s]
195/499 4.32G 0.008921 0.008499 0.002902 70 640: 21%|##1 | 36/168 [00:07<00:24, 5.29it/s]
195/499 4.32G 0.008921 0.008499 0.002902 70 640: 22%|##2 | 37/168 [00:07<00:25, 5.15it/s]
195/499 4.32G 0.008915 0.008497 0.002874 74 640: 22%|##2 | 37/168 [00:07<00:25, 5.15it/s]
195/499 4.32G 0.008915 0.008497 0.002874 74 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s]
195/499 4.32G 0.008908 0.008504 0.002816 63 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s]
195/499 4.32G 0.008908 0.008504 0.002816 63 640: 23%|##3 | 39/168 [00:07<00:24, 5.31it/s]
195/499 4.32G 0.008909 0.008579 0.002805 69 640: 23%|##3 | 39/168 [00:07<00:24, 5.31it/s]
195/499 4.32G 0.008909 0.008579 0.002805 69 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
195/499 4.32G 0.008887 0.008606 0.002804 78 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
195/499 4.32G 0.008887 0.008606 0.002804 78 640: 24%|##4 | 41/168 [00:07<00:24, 5.29it/s]
195/499 4.32G 0.008912 0.008628 0.002831 68 640: 24%|##4 | 41/168 [00:07<00:24, 5.29it/s]
195/499 4.32G 0.008912 0.008628 0.002831 68 640: 25%|##5 | 42/168 [00:07<00:23, 5.37it/s]
195/499 4.32G 0.008936 0.008638 0.00281 62 640: 25%|##5 | 42/168 [00:08<00:23, 5.37it/s]
195/499 4.32G 0.008936 0.008638 0.00281 62 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s]
195/499 4.32G 0.008927 0.008627 0.002787 61 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s]
195/499 4.32G 0.008927 0.008627 0.002787 61 640: 26%|##6 | 44/168 [00:08<00:23, 5.26it/s]
195/499 4.32G 0.008936 0.008614 0.002747 58 640: 26%|##6 | 44/168 [00:08<00:23, 5.26it/s]
195/499 4.32G 0.008936 0.008614 0.002747 58 640: 27%|##6 | 45/168 [00:08<00:23, 5.28it/s]
195/499 4.32G 0.008941 0.008635 0.002711 75 640: 27%|##6 | 45/168 [00:08<00:23, 5.28it/s]
195/499 4.32G 0.008941 0.008635 0.002711 75 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s]
195/499 4.32G 0.008915 0.008568 0.002668 44 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s]
195/499 4.32G 0.008915 0.008568 0.002668 44 640: 28%|##7 | 47/168 [00:08<00:23, 5.22it/s]
195/499 4.32G 0.008897 0.008533 0.002697 52 640: 28%|##7 | 47/168 [00:09<00:23, 5.22it/s]
195/499 4.32G 0.008897 0.008533 0.002697 52 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s]
195/499 4.32G 0.008871 0.008549 0.002715 78 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s]
195/499 4.32G 0.008871 0.008549 0.002715 78 640: 29%|##9 | 49/168 [00:09<00:23, 5.10it/s]
195/499 4.32G 0.008887 0.008572 0.00272 72 640: 29%|##9 | 49/168 [00:09<00:23, 5.10it/s]
195/499 4.32G 0.008887 0.008572 0.00272 72 640: 30%|##9 | 50/168 [00:09<00:22, 5.22it/s]
195/499 4.32G 0.00892 0.008562 0.002696 55 640: 30%|##9 | 50/168 [00:09<00:22, 5.22it/s]
195/499 4.32G 0.00892 0.008562 0.002696 55 640: 30%|### | 51/168 [00:09<00:22, 5.31it/s]
195/499 4.32G 0.008895 0.008575 0.0027 84 640: 30%|### | 51/168 [00:09<00:22, 5.31it/s]
195/499 4.32G 0.008895 0.008575 0.0027 84 640: 31%|### | 52/168 [00:09<00:22, 5.19it/s]
195/499 4.32G 0.008876 0.008567 0.002676 70 640: 31%|### | 52/168 [00:10<00:22, 5.19it/s]
195/499 4.32G 0.008876 0.008567 0.002676 70 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s]
195/499 4.32G 0.008889 0.008544 0.002672 58 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s]
195/499 4.32G 0.008889 0.008544 0.002672 58 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s]
195/499 4.32G 0.008898 0.008525 0.002696 71 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s]
195/499 4.32G 0.008898 0.008525 0.002696 71 640: 33%|###2 | 55/168 [00:10<00:21, 5.22it/s]
195/499 4.32G 0.008865 0.008522 0.002719 67 640: 33%|###2 | 55/168 [00:10<00:21, 5.22it/s]
195/499 4.32G 0.008865 0.008522 0.002719 67 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s]
195/499 4.32G 0.008837 0.008535 0.002752 74 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s]
195/499 4.32G 0.008837 0.008535 0.002752 74 640: 34%|###3 | 57/168 [00:10<00:20, 5.29it/s]
195/499 4.32G 0.008818 0.008502 0.00275 60 640: 34%|###3 | 57/168 [00:11<00:20, 5.29it/s]
195/499 4.32G 0.008818 0.008502 0.00275 60 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s]
195/499 4.32G 0.008827 0.008504 0.002721 63 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s]
195/499 4.32G 0.008827 0.008504 0.002721 63 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s]
195/499 4.32G 0.008853 0.008499 0.002729 65 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s]
195/499 4.32G 0.008853 0.008499 0.002729 65 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s]
195/499 4.32G 0.008866 0.008496 0.002721 56 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s]
195/499 4.32G 0.008866 0.008496 0.002721 56 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
195/499 4.32G 0.008866 0.00845 0.002727 58 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
195/499 4.32G 0.008866 0.00845 0.002727 58 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s]
195/499 4.32G 0.008866 0.00843 0.002707 63 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s]
195/499 4.32G 0.008866 0.00843 0.002707 63 640: 38%|###7 | 63/168 [00:11<00:19, 5.33it/s]
195/499 4.32G 0.00887 0.008453 0.002776 76 640: 38%|###7 | 63/168 [00:12<00:19, 5.33it/s]
195/499 4.32G 0.00887 0.008453 0.002776 76 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
195/499 4.32G 0.008871 0.00846 0.00277 77 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
195/499 4.32G 0.008871 0.00846 0.00277 77 640: 39%|###8 | 65/168 [00:12<00:19, 5.30it/s]
195/499 4.32G 0.008854 0.008443 0.00276 66 640: 39%|###8 | 65/168 [00:12<00:19, 5.30it/s]
195/499 4.32G 0.008854 0.008443 0.00276 66 640: 39%|###9 | 66/168 [00:12<00:18, 5.37it/s]
195/499 4.32G 0.008836 0.008443 0.002737 67 640: 39%|###9 | 66/168 [00:12<00:18, 5.37it/s]
195/499 4.32G 0.008836 0.008443 0.002737 67 640: 40%|###9 | 67/168 [00:12<00:19, 5.15it/s]
195/499 4.32G 0.008841 0.008445 0.002779 68 640: 40%|###9 | 67/168 [00:12<00:19, 5.15it/s]
195/499 4.32G 0.008841 0.008445 0.002779 68 640: 40%|#### | 68/168 [00:12<00:19, 5.21it/s]
195/499 4.32G 0.008822 0.008428 0.002777 66 640: 40%|#### | 68/168 [00:13<00:19, 5.21it/s]
195/499 4.32G 0.008822 0.008428 0.002777 66 640: 41%|####1 | 69/168 [00:13<00:18, 5.30it/s]
195/499 4.32G 0.008806 0.008436 0.002805 83 640: 41%|####1 | 69/168 [00:13<00:18, 5.30it/s]
195/499 4.32G 0.008806 0.008436 0.002805 83 640: 42%|####1 | 70/168 [00:13<00:19, 5.08it/s]
195/499 4.32G 0.008808 0.008438 0.002784 61 640: 42%|####1 | 70/168 [00:13<00:19, 5.08it/s]
195/499 4.32G 0.008808 0.008438 0.002784 61 640: 42%|####2 | 71/168 [00:13<00:18, 5.19it/s]
195/499 4.32G 0.008815 0.008427 0.002781 64 640: 42%|####2 | 71/168 [00:13<00:18, 5.19it/s]
195/499 4.32G 0.008815 0.008427 0.002781 64 640: 43%|####2 | 72/168 [00:13<00:18, 5.27it/s]
195/499 4.32G 0.008813 0.008432 0.002755 75 640: 43%|####2 | 72/168 [00:13<00:18, 5.27it/s]
195/499 4.32G 0.008813 0.008432 0.002755 75 640: 43%|####3 | 73/168 [00:13<00:18, 5.16it/s]
195/499 4.32G 0.008808 0.008429 0.002722 68 640: 43%|####3 | 73/168 [00:14<00:18, 5.16it/s]
195/499 4.32G 0.008808 0.008429 0.002722 68 640: 44%|####4 | 74/168 [00:14<00:17, 5.25it/s]
195/499 4.32G 0.008804 0.008428 0.00274 66 640: 44%|####4 | 74/168 [00:14<00:17, 5.25it/s]
195/499 4.32G 0.008804 0.008428 0.00274 66 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s]
195/499 4.32G 0.008797 0.008415 0.002717 63 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s]
195/499 4.32G 0.008797 0.008415 0.002717 63 640: 45%|####5 | 76/168 [00:14<00:17, 5.12it/s]
195/499 4.32G 0.008792 0.008424 0.00274 71 640: 45%|####5 | 76/168 [00:14<00:17, 5.12it/s]
195/499 4.32G 0.008792 0.008424 0.00274 71 640: 46%|####5 | 77/168 [00:14<00:17, 5.20it/s]
195/499 4.32G 0.008785 0.008404 0.002768 61 640: 46%|####5 | 77/168 [00:14<00:17, 5.20it/s]
195/499 4.32G 0.008785 0.008404 0.002768 61 640: 46%|####6 | 78/168 [00:14<00:17, 5.26it/s]
195/499 4.32G 0.008795 0.008434 0.002765 76 640: 46%|####6 | 78/168 [00:15<00:17, 5.26it/s]
195/499 4.32G 0.008795 0.008434 0.002765 76 640: 47%|####7 | 79/168 [00:15<00:17, 5.14it/s]
195/499 4.32G 0.008788 0.008428 0.002786 67 640: 47%|####7 | 79/168 [00:15<00:17, 5.14it/s]
195/499 4.32G 0.008788 0.008428 0.002786 67 640: 48%|####7 | 80/168 [00:15<00:16, 5.24it/s]
195/499 4.32G 0.008807 0.008434 0.00278 72 640: 48%|####7 | 80/168 [00:15<00:16, 5.24it/s]
195/499 4.32G 0.008807 0.008434 0.00278 72 640: 48%|####8 | 81/168 [00:15<00:16, 5.26it/s]
195/499 4.32G 0.008817 0.008412 0.002803 66 640: 48%|####8 | 81/168 [00:15<00:16, 5.26it/s]
195/499 4.32G 0.008817 0.008412 0.002803 66 640: 49%|####8 | 82/168 [00:15<00:16, 5.16it/s]
195/499 4.32G 0.008792 0.008391 0.002807 66 640: 49%|####8 | 82/168 [00:15<00:16, 5.16it/s]
195/499 4.32G 0.008792 0.008391 0.002807 66 640: 49%|####9 | 83/168 [00:15<00:16, 5.23it/s]
195/499 4.32G 0.008789 0.008385 0.002838 77 640: 49%|####9 | 83/168 [00:16<00:16, 5.23it/s]
195/499 4.32G 0.008789 0.008385 0.002838 77 640: 50%|##### | 84/168 [00:16<00:15, 5.26it/s]
195/499 4.32G 0.00877 0.008357 0.002834 57 640: 50%|##### | 84/168 [00:16<00:15, 5.26it/s]
195/499 4.32G 0.00877 0.008357 0.002834 57 640: 51%|##### | 85/168 [00:16<00:16, 5.09it/s]
195/499 4.32G 0.008776 0.008335 0.002813 50 640: 51%|##### | 85/168 [00:16<00:16, 5.09it/s]
195/499 4.32G 0.008776 0.008335 0.002813 50 640: 51%|#####1 | 86/168 [00:16<00:15, 5.21it/s]
195/499 4.32G 0.008774 0.008315 0.002839 72 640: 51%|#####1 | 86/168 [00:16<00:15, 5.21it/s]
195/499 4.32G 0.008774 0.008315 0.002839 72 640: 52%|#####1 | 87/168 [00:16<00:15, 5.29it/s]
195/499 4.32G 0.008766 0.008312 0.002849 61 640: 52%|#####1 | 87/168 [00:16<00:15, 5.29it/s]
195/499 4.32G 0.008766 0.008312 0.002849 61 640: 52%|#####2 | 88/168 [00:16<00:15, 5.16it/s]
195/499 4.32G 0.008762 0.008309 0.002867 70 640: 52%|#####2 | 88/168 [00:16<00:15, 5.16it/s]
195/499 4.32G 0.008762 0.008309 0.002867 70 640: 53%|#####2 | 89/168 [00:16<00:14, 5.27it/s]
195/499 4.32G 0.008765 0.008309 0.002894 61 640: 53%|#####2 | 89/168 [00:17<00:14, 5.27it/s]
195/499 4.32G 0.008765 0.008309 0.002894 61 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s]
195/499 4.32G 0.008765 0.008312 0.002887 61 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s]
195/499 4.32G 0.008765 0.008312 0.002887 61 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
195/499 4.32G 0.008774 0.008341 0.002879 84 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
195/499 4.32G 0.008774 0.008341 0.002879 84 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s]
195/499 4.32G 0.008775 0.008349 0.002881 65 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s]
195/499 4.32G 0.008775 0.008349 0.002881 65 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s]
195/499 4.32G 0.008788 0.00835 0.002867 73 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s]
195/499 4.32G 0.008788 0.00835 0.002867 73 640: 56%|#####5 | 94/168 [00:17<00:14, 5.22it/s]
195/499 4.32G 0.008776 0.00832 0.002881 58 640: 56%|#####5 | 94/168 [00:18<00:14, 5.22it/s]
195/499 4.32G 0.008776 0.00832 0.002881 58 640: 57%|#####6 | 95/168 [00:18<00:13, 5.30it/s]
195/499 4.32G 0.00878 0.008313 0.002882 62 640: 57%|#####6 | 95/168 [00:18<00:13, 5.30it/s]
195/499 4.32G 0.00878 0.008313 0.002882 62 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
195/499 4.32G 0.008794 0.008296 0.002947 56 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
195/499 4.32G 0.008794 0.008296 0.002947 56 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s]
195/499 4.32G 0.008797 0.008313 0.002938 78 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s]
195/499 4.32G 0.008797 0.008313 0.002938 78 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s]
195/499 4.32G 0.008795 0.008321 0.002937 81 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s]
195/499 4.32G 0.008795 0.008321 0.002937 81 640: 59%|#####8 | 99/168 [00:18<00:12, 5.35it/s]
195/499 4.32G 0.008803 0.008317 0.002929 69 640: 59%|#####8 | 99/168 [00:19<00:12, 5.35it/s]
195/499 4.32G 0.008803 0.008317 0.002929 69 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s]
195/499 4.32G 0.00881 0.008318 0.002925 74 640: 60%|#####9 | 100/168 [00:19<00:13, 5.20it/s]
195/499 4.32G 0.00881 0.008318 0.002925 74 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s]
195/499 4.32G 0.008812 0.008321 0.002948 75 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s]
195/499 4.32G 0.008812 0.008321 0.002948 75 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
195/499 4.32G 0.008821 0.008332 0.002936 71 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
195/499 4.32G 0.008821 0.008332 0.002936 71 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s]
195/499 4.32G 0.008825 0.008328 0.002969 75 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s]
195/499 4.32G 0.008825 0.008328 0.002969 75 640: 62%|######1 | 104/168 [00:19<00:12, 5.31it/s]
195/499 4.32G 0.008833 0.008332 0.002973 66 640: 62%|######1 | 104/168 [00:19<00:12, 5.31it/s]
195/499 4.32G 0.008833 0.008332 0.002973 66 640: 62%|######2 | 105/168 [00:19<00:11, 5.38it/s]
195/499 4.32G 0.008831 0.008341 0.002978 76 640: 62%|######2 | 105/168 [00:20<00:11, 5.38it/s]
195/499 4.32G 0.008831 0.008341 0.002978 76 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s]
195/499 4.32G 0.008819 0.008335 0.002994 80 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s]
195/499 4.32G 0.008819 0.008335 0.002994 80 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s]
195/499 4.32G 0.008807 0.008327 0.003013 77 640: 64%|######3 | 107/168 [00:20<00:11, 5.28it/s]
195/499 4.32G 0.008807 0.008327 0.003013 77 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s]
195/499 4.32G 0.008808 0.008336 0.003012 63 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s]
195/499 4.32G 0.008808 0.008336 0.003012 63 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s]
195/499 4.32G 0.008796 0.008338 0.003035 71 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s]
195/499 4.32G 0.008796 0.008338 0.003035 71 640: 65%|######5 | 110/168 [00:20<00:10, 5.28it/s]
195/499 4.32G 0.008804 0.008333 0.003035 65 640: 65%|######5 | 110/168 [00:21<00:10, 5.28it/s]
195/499 4.32G 0.008804 0.008333 0.003035 65 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
195/499 4.32G 0.008805 0.008333 0.003033 76 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
195/499 4.32G 0.008805 0.008333 0.003033 76 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
195/499 4.32G 0.008797 0.00832 0.003087 67 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
195/499 4.32G 0.008797 0.00832 0.003087 67 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s]
195/499 4.32G 0.008807 0.008337 0.003065 79 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s]
195/499 4.32G 0.008807 0.008337 0.003065 79 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s]
195/499 4.32G 0.008809 0.008365 0.003064 78 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s]
195/499 4.32G 0.008809 0.008365 0.003064 78 640: 68%|######8 | 115/168 [00:21<00:10, 5.24it/s]
195/499 4.32G 0.008808 0.008359 0.003068 63 640: 68%|######8 | 115/168 [00:22<00:10, 5.24it/s]
195/499 4.32G 0.008808 0.008359 0.003068 63 640: 69%|######9 | 116/168 [00:22<00:09, 5.31it/s]
195/499 4.32G 0.008808 0.008354 0.003065 58 640: 69%|######9 | 116/168 [00:22<00:09, 5.31it/s]
195/499 4.32G 0.008808 0.008354 0.003065 58 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s]
195/499 4.32G 0.008816 0.008358 0.003085 62 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s]
195/499 4.32G 0.008816 0.008358 0.003085 62 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s]
195/499 4.32G 0.00881 0.008347 0.003074 57 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s]
195/499 4.32G 0.00881 0.008347 0.003074 57 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s]
195/499 4.32G 0.008798 0.008343 0.003081 70 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s]
195/499 4.32G 0.008798 0.008343 0.003081 70 640: 71%|#######1 | 120/168 [00:22<00:08, 5.37it/s]
195/499 4.32G 0.008807 0.008362 0.003081 76 640: 71%|#######1 | 120/168 [00:23<00:08, 5.37it/s]
195/499 4.32G 0.008807 0.008362 0.003081 76 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s]
195/499 4.32G 0.008816 0.008367 0.003065 65 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s]
195/499 4.32G 0.008816 0.008367 0.003065 65 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
195/499 4.32G 0.008826 0.008367 0.003063 62 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
195/499 4.32G 0.008826 0.008367 0.003063 62 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s]
195/499 4.32G 0.008821 0.008368 0.003059 67 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s]
195/499 4.32G 0.008821 0.008368 0.003059 67 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
195/499 4.32G 0.008813 0.008361 0.003044 62 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
195/499 4.32G 0.008813 0.008361 0.003044 62 640: 74%|#######4 | 125/168 [00:23<00:08, 5.27it/s]
195/499 4.32G 0.008825 0.008353 0.003049 68 640: 74%|#######4 | 125/168 [00:23<00:08, 5.27it/s]
195/499 4.32G 0.008825 0.008353 0.003049 68 640: 75%|#######5 | 126/168 [00:23<00:07, 5.33it/s]
195/499 4.32G 0.00882 0.008349 0.003092 58 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s]
195/499 4.32G 0.00882 0.008349 0.003092 58 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
195/499 4.32G 0.00882 0.008384 0.003089 78 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
195/499 4.32G 0.00882 0.008384 0.003089 78 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s]
195/499 4.32G 0.008833 0.008383 0.003073 66 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s]
195/499 4.32G 0.008833 0.008383 0.003073 66 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s]
195/499 4.32G 0.008846 0.008364 0.003141 68 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s]
195/499 4.32G 0.008846 0.008364 0.003141 68 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s]
195/499 4.32G 0.008847 0.008369 0.003127 68 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s]
195/499 4.32G 0.008847 0.008369 0.003127 68 640: 78%|#######7 | 131/168 [00:24<00:07, 5.21it/s]
195/499 4.32G 0.008842 0.00838 0.00312 78 640: 78%|#######7 | 131/168 [00:25<00:07, 5.21it/s]
195/499 4.32G 0.008842 0.00838 0.00312 78 640: 79%|#######8 | 132/168 [00:25<00:06, 5.24it/s]
195/499 4.32G 0.00885 0.00839 0.003109 78 640: 79%|#######8 | 132/168 [00:25<00:06, 5.24it/s]
195/499 4.32G 0.00885 0.00839 0.003109 78 640: 79%|#######9 | 133/168 [00:25<00:06, 5.13it/s]
195/499 4.32G 0.008851 0.008377 0.00311 72 640: 79%|#######9 | 133/168 [00:25<00:06, 5.13it/s]
195/499 4.32G 0.008851 0.008377 0.00311 72 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s]
195/499 4.32G 0.008848 0.008366 0.003105 69 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s]
195/499 4.32G 0.008848 0.008366 0.003105 69 640: 80%|######## | 135/168 [00:25<00:06, 5.31it/s]
195/499 4.32G 0.008849 0.008377 0.003109 76 640: 80%|######## | 135/168 [00:25<00:06, 5.31it/s]
195/499 4.32G 0.008849 0.008377 0.003109 76 640: 81%|######## | 136/168 [00:25<00:06, 5.18it/s]
195/499 4.32G 0.008847 0.00838 0.003152 67 640: 81%|######## | 136/168 [00:26<00:06, 5.18it/s]
195/499 4.32G 0.008847 0.00838 0.003152 67 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s]
195/499 4.32G 0.008841 0.008377 0.003178 68 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s]
195/499 4.32G 0.008841 0.008377 0.003178 68 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
195/499 4.32G 0.008851 0.008396 0.003176 78 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
195/499 4.32G 0.008851 0.008396 0.003176 78 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s]
195/499 4.32G 0.008856 0.008387 0.00317 59 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s]
195/499 4.32G 0.008856 0.008387 0.00317 59 640: 83%|########3 | 140/168 [00:26<00:05, 5.32it/s]
195/499 4.32G 0.008862 0.008381 0.003154 65 640: 83%|########3 | 140/168 [00:26<00:05, 5.32it/s]
195/499 4.32G 0.008862 0.008381 0.003154 65 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s]
195/499 4.32G 0.00885 0.008379 0.003146 68 640: 84%|########3 | 141/168 [00:27<00:05, 5.35it/s]
195/499 4.32G 0.00885 0.008379 0.003146 68 640: 85%|########4 | 142/168 [00:27<00:05, 5.11it/s]
195/499 4.32G 0.008854 0.008376 0.00314 64 640: 85%|########4 | 142/168 [00:27<00:05, 5.11it/s]
195/499 4.32G 0.008854 0.008376 0.00314 64 640: 85%|########5 | 143/168 [00:27<00:04, 5.22it/s]
195/499 4.32G 0.008846 0.008398 0.00313 86 640: 85%|########5 | 143/168 [00:27<00:04, 5.22it/s]
195/499 4.32G 0.008846 0.008398 0.00313 86 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s]
195/499 4.32G 0.008833 0.008386 0.00314 66 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s]
195/499 4.32G 0.008833 0.008386 0.00314 66 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s]
195/499 4.32G 0.008834 0.008384 0.003139 71 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s]
195/499 4.32G 0.008834 0.008384 0.003139 71 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s]
195/499 4.32G 0.008832 0.00837 0.003128 56 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s]
195/499 4.32G 0.008832 0.00837 0.003128 56 640: 88%|########7 | 147/168 [00:27<00:03, 5.30it/s]
195/499 4.32G 0.008835 0.008371 0.003129 67 640: 88%|########7 | 147/168 [00:28<00:03, 5.30it/s]
195/499 4.32G 0.008835 0.008371 0.003129 67 640: 88%|########8 | 148/168 [00:28<00:03, 5.15it/s]
195/499 4.32G 0.008834 0.008375 0.003126 72 640: 88%|########8 | 148/168 [00:28<00:03, 5.15it/s]
195/499 4.32G 0.008834 0.008375 0.003126 72 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s]
195/499 4.32G 0.008831 0.008377 0.003109 79 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s]
195/499 4.32G 0.008831 0.008377 0.003109 79 640: 89%|########9 | 150/168 [00:28<00:03, 5.25it/s]
195/499 4.32G 0.008834 0.00838 0.0031 77 640: 89%|########9 | 150/168 [00:28<00:03, 5.25it/s]
195/499 4.32G 0.008834 0.00838 0.0031 77 640: 90%|########9 | 151/168 [00:28<00:03, 5.10it/s]
195/499 4.32G 0.008849 0.008375 0.003129 58 640: 90%|########9 | 151/168 [00:28<00:03, 5.10it/s]
195/499 4.32G 0.008849 0.008375 0.003129 58 640: 90%|######### | 152/168 [00:28<00:03, 5.13it/s]
195/499 4.32G 0.008851 0.008365 0.003116 63 640: 90%|######### | 152/168 [00:29<00:03, 5.13it/s]
195/499 4.32G 0.008851 0.008365 0.003116 63 640: 91%|#########1| 153/168 [00:29<00:02, 5.26it/s]
195/499 4.32G 0.008846 0.008365 0.003123 73 640: 91%|#########1| 153/168 [00:29<00:02, 5.26it/s]
195/499 4.32G 0.008846 0.008365 0.003123 73 640: 92%|#########1| 154/168 [00:29<00:02, 5.13it/s]
195/499 4.32G 0.008847 0.008356 0.003125 59 640: 92%|#########1| 154/168 [00:29<00:02, 5.13it/s]
195/499 4.32G 0.008847 0.008356 0.003125 59 640: 92%|#########2| 155/168 [00:29<00:02, 5.22it/s]
195/499 4.32G 0.008855 0.008368 0.003142 76 640: 92%|#########2| 155/168 [00:29<00:02, 5.22it/s]
195/499 4.32G 0.008855 0.008368 0.003142 76 640: 93%|#########2| 156/168 [00:29<00:02, 5.29it/s]
195/499 4.32G 0.008856 0.008366 0.003144 65 640: 93%|#########2| 156/168 [00:29<00:02, 5.29it/s]
195/499 4.32G 0.008856 0.008366 0.003144 65 640: 93%|#########3| 157/168 [00:29<00:02, 5.15it/s]
195/499 4.32G 0.008851 0.008362 0.00315 63 640: 93%|#########3| 157/168 [00:30<00:02, 5.15it/s]
195/499 4.32G 0.008851 0.008362 0.00315 63 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s]
195/499 4.32G 0.008858 0.00837 0.003158 70 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s]
195/499 4.32G 0.008858 0.00837 0.003158 70 640: 95%|#########4| 159/168 [00:30<00:01, 5.30it/s]
195/499 4.32G 0.008863 0.008375 0.003155 69 640: 95%|#########4| 159/168 [00:30<00:01, 5.30it/s]
195/499 4.32G 0.008863 0.008375 0.003155 69 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
195/499 4.32G 0.008858 0.008374 0.003161 71 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
195/499 4.32G 0.008858 0.008374 0.003161 71 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s]
195/499 4.32G 0.008848 0.008375 0.003162 79 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s]
195/499 4.32G 0.008848 0.008375 0.003162 79 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s]
195/499 4.32G 0.00885 0.008382 0.003159 73 640: 96%|#########6| 162/168 [00:31<00:01, 5.34it/s]
195/499 4.32G 0.00885 0.008382 0.003159 73 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s]
195/499 4.32G 0.008847 0.008396 0.003154 72 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s]
195/499 4.32G 0.008847 0.008396 0.003154 72 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s]
195/499 4.32G 0.008839 0.008389 0.003171 69 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s]
195/499 4.32G 0.008839 0.008389 0.003171 69 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s]
195/499 4.32G 0.008855 0.008389 0.003162 70 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s]
195/499 4.32G 0.008855 0.008389 0.003162 70 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s]
195/499 4.32G 0.008865 0.008399 0.003177 84 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s]
195/499 4.32G 0.008865 0.008399 0.003177 84 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s]
195/499 4.32G 0.008867 0.008389 0.003194 22 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s]
195/499 4.32G 0.008867 0.008389 0.003194 22 640: 100%|##########| 168/168 [00:31<00:00, 5.45it/s]
195/499 4.32G 0.008867 0.008389 0.003194 22 640: 100%|##########| 168/168 [00:31<00:00, 5.25it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.78it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.86it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.86it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.85it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.42it/s]
all 132 263 0.849 0.847 0.871 0.764
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
196/499 4.32G 0.009086 0.008746 0.00323 81 640: 0%| | 0/168 [00:00<?, ?it/s]
196/499 4.32G 0.009086 0.008746 0.00323 81 640: 1%| | 1/168 [00:00<00:34, 4.79it/s]
196/499 4.32G 0.009246 0.007791 0.003179 62 640: 1%| | 1/168 [00:00<00:34, 4.79it/s]
196/499 4.32G 0.009246 0.007791 0.003179 62 640: 1%|1 | 2/168 [00:00<00:32, 5.17it/s]
196/499 4.32G 0.009173 0.007434 0.003468 57 640: 1%|1 | 2/168 [00:00<00:32, 5.17it/s]
196/499 4.32G 0.009173 0.007434 0.003468 57 640: 2%|1 | 3/168 [00:00<00:30, 5.32it/s]
196/499 4.32G 0.008882 0.007514 0.003162 67 640: 2%|1 | 3/168 [00:00<00:30, 5.32it/s]
196/499 4.32G 0.008882 0.007514 0.003162 67 640: 2%|2 | 4/168 [00:00<00:32, 5.11it/s]
196/499 4.32G 0.008924 0.007446 0.003464 61 640: 2%|2 | 4/168 [00:00<00:32, 5.11it/s]
196/499 4.32G 0.008924 0.007446 0.003464 61 640: 3%|2 | 5/168 [00:00<00:31, 5.19it/s]
196/499 4.32G 0.008631 0.007614 0.003262 64 640: 3%|2 | 5/168 [00:01<00:31, 5.19it/s]
196/499 4.32G 0.008631 0.007614 0.003262 64 640: 4%|3 | 6/168 [00:01<00:30, 5.28it/s]
196/499 4.32G 0.008957 0.007904 0.003255 68 640: 4%|3 | 6/168 [00:01<00:30, 5.28it/s]
196/499 4.32G 0.008957 0.007904 0.003255 68 640: 4%|4 | 7/168 [00:01<00:31, 5.12it/s]
196/499 4.32G 0.009156 0.007953 0.003344 59 640: 4%|4 | 7/168 [00:01<00:31, 5.12it/s]
196/499 4.32G 0.009156 0.007953 0.003344 59 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s]
196/499 4.32G 0.008977 0.007846 0.003359 64 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s]
196/499 4.32G 0.008977 0.007846 0.003359 64 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s]
196/499 4.32G 0.008929 0.008122 0.003287 89 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s]
196/499 4.32G 0.008929 0.008122 0.003287 89 640: 6%|5 | 10/168 [00:01<00:30, 5.16it/s]
196/499 4.32G 0.008924 0.008124 0.003167 63 640: 6%|5 | 10/168 [00:02<00:30, 5.16it/s]
196/499 4.32G 0.008924 0.008124 0.003167 63 640: 7%|6 | 11/168 [00:02<00:30, 5.23it/s]
196/499 4.32G 0.008911 0.008339 0.00299 69 640: 7%|6 | 11/168 [00:02<00:30, 5.23it/s]
196/499 4.32G 0.008911 0.008339 0.00299 69 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s]
196/499 4.32G 0.0089 0.008273 0.003014 70 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s]
196/499 4.32G 0.0089 0.008273 0.003014 70 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s]
196/499 4.32G 0.008788 0.008333 0.003042 82 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s]
196/499 4.32G 0.008788 0.008333 0.003042 82 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s]
196/499 4.32G 0.008896 0.008336 0.003087 59 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s]
196/499 4.32G 0.008896 0.008336 0.003087 59 640: 9%|8 | 15/168 [00:02<00:28, 5.29it/s]
196/499 4.32G 0.008913 0.008392 0.002927 74 640: 9%|8 | 15/168 [00:03<00:28, 5.29it/s]
196/499 4.32G 0.008913 0.008392 0.002927 74 640: 10%|9 | 16/168 [00:03<00:29, 5.16it/s]
196/499 4.32G 0.008915 0.008404 0.002857 67 640: 10%|9 | 16/168 [00:03<00:29, 5.16it/s]
196/499 4.32G 0.008915 0.008404 0.002857 67 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
196/499 4.32G 0.008931 0.008393 0.003035 62 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
196/499 4.32G 0.008931 0.008393 0.003035 62 640: 11%|# | 18/168 [00:03<00:28, 5.32it/s]
196/499 4.32G 0.0089 0.008394 0.003099 78 640: 11%|# | 18/168 [00:03<00:28, 5.32it/s]
196/499 4.32G 0.0089 0.008394 0.003099 78 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s]
196/499 4.32G 0.00891 0.008565 0.003163 85 640: 11%|#1 | 19/168 [00:03<00:28, 5.20it/s]
196/499 4.32G 0.00891 0.008565 0.003163 85 640: 12%|#1 | 20/168 [00:03<00:28, 5.18it/s]
196/499 4.32G 0.008979 0.008607 0.003178 67 640: 12%|#1 | 20/168 [00:04<00:28, 5.18it/s]
196/499 4.32G 0.008979 0.008607 0.003178 67 640: 12%|#2 | 21/168 [00:04<00:27, 5.26it/s]
196/499 4.32G 0.008992 0.008584 0.003165 66 640: 12%|#2 | 21/168 [00:04<00:27, 5.26it/s]
196/499 4.32G 0.008992 0.008584 0.003165 66 640: 13%|#3 | 22/168 [00:04<00:28, 5.14it/s]
196/499 4.32G 0.009016 0.008655 0.003047 62 640: 13%|#3 | 22/168 [00:04<00:28, 5.14it/s]
196/499 4.32G 0.009016 0.008655 0.003047 62 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s]
196/499 4.32G 0.009049 0.008671 0.002956 69 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s]
196/499 4.32G 0.009049 0.008671 0.002956 69 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
196/499 4.32G 0.009027 0.008712 0.003045 60 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
196/499 4.32G 0.009027 0.008712 0.003045 60 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s]
196/499 4.32G 0.008981 0.008664 0.003077 64 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s]
196/499 4.32G 0.008981 0.008664 0.003077 64 640: 15%|#5 | 26/168 [00:04<00:26, 5.29it/s]
196/499 4.32G 0.009008 0.008713 0.003027 80 640: 15%|#5 | 26/168 [00:05<00:26, 5.29it/s]
196/499 4.32G 0.009008 0.008713 0.003027 80 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s]
196/499 4.32G 0.008974 0.00867 0.003066 68 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s]
196/499 4.32G 0.008974 0.00867 0.003066 68 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s]
196/499 4.32G 0.008959 0.008598 0.003074 68 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s]
196/499 4.32G 0.008959 0.008598 0.003074 68 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
196/499 4.32G 0.008977 0.0086 0.002979 61 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
196/499 4.32G 0.008977 0.0086 0.002979 61 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s]
196/499 4.32G 0.008963 0.008558 0.003 67 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s]
196/499 4.32G 0.008963 0.008558 0.003 67 640: 18%|#8 | 31/168 [00:05<00:26, 5.21it/s]
196/499 4.32G 0.008965 0.008521 0.002955 53 640: 18%|#8 | 31/168 [00:06<00:26, 5.21it/s]
196/499 4.32G 0.008965 0.008521 0.002955 53 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s]
196/499 4.32G 0.008962 0.008521 0.003038 76 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s]
196/499 4.32G 0.008962 0.008521 0.003038 76 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
196/499 4.32G 0.008957 0.008438 0.003007 49 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
196/499 4.32G 0.008957 0.008438 0.003007 49 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
196/499 4.32G 0.008924 0.008453 0.003005 75 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
196/499 4.32G 0.008924 0.008453 0.003005 75 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s]
196/499 4.32G 0.008929 0.008422 0.003004 61 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s]
196/499 4.32G 0.008929 0.008422 0.003004 61 640: 21%|##1 | 36/168 [00:06<00:24, 5.34it/s]
196/499 4.32G 0.008901 0.008449 0.002974 79 640: 21%|##1 | 36/168 [00:07<00:24, 5.34it/s]
196/499 4.32G 0.008901 0.008449 0.002974 79 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
196/499 4.32G 0.008903 0.008463 0.002967 77 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
196/499 4.32G 0.008903 0.008463 0.002967 77 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
196/499 4.32G 0.008921 0.008403 0.002971 53 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
196/499 4.32G 0.008921 0.008403 0.002971 53 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s]
196/499 4.32G 0.008925 0.008408 0.003066 73 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s]
196/499 4.32G 0.008925 0.008408 0.003066 73 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
196/499 4.32G 0.008864 0.008402 0.003079 82 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
196/499 4.32G 0.008864 0.008402 0.003079 82 640: 24%|##4 | 41/168 [00:07<00:24, 5.29it/s]
196/499 4.32G 0.008867 0.008347 0.003127 52 640: 24%|##4 | 41/168 [00:08<00:24, 5.29it/s]
196/499 4.32G 0.008867 0.008347 0.003127 52 640: 25%|##5 | 42/168 [00:08<00:24, 5.20it/s]
196/499 4.32G 0.008863 0.008327 0.003111 58 640: 25%|##5 | 42/168 [00:08<00:24, 5.20it/s]
196/499 4.32G 0.008863 0.008327 0.003111 58 640: 26%|##5 | 43/168 [00:08<00:24, 5.10it/s]
196/499 4.32G 0.008836 0.008297 0.003099 64 640: 26%|##5 | 43/168 [00:08<00:24, 5.10it/s]
196/499 4.32G 0.008836 0.008297 0.003099 64 640: 26%|##6 | 44/168 [00:08<00:23, 5.22it/s]
196/499 4.32G 0.00881 0.008289 0.003088 64 640: 26%|##6 | 44/168 [00:08<00:23, 5.22it/s]
196/499 4.32G 0.00881 0.008289 0.003088 64 640: 27%|##6 | 45/168 [00:08<00:23, 5.30it/s]
196/499 4.32G 0.008785 0.008294 0.003089 83 640: 27%|##6 | 45/168 [00:08<00:23, 5.30it/s]
196/499 4.32G 0.008785 0.008294 0.003089 83 640: 27%|##7 | 46/168 [00:08<00:23, 5.16it/s]
196/499 4.32G 0.008783 0.008295 0.00306 65 640: 27%|##7 | 46/168 [00:08<00:23, 5.16it/s]
196/499 4.32G 0.008783 0.008295 0.00306 65 640: 28%|##7 | 47/168 [00:08<00:23, 5.25it/s]
196/499 4.32G 0.008787 0.008287 0.003037 66 640: 28%|##7 | 47/168 [00:09<00:23, 5.25it/s]
196/499 4.32G 0.008787 0.008287 0.003037 66 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s]
196/499 4.32G 0.008763 0.00827 0.003044 73 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s]
196/499 4.32G 0.008763 0.00827 0.003044 73 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s]
196/499 4.32G 0.008748 0.008288 0.003032 83 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s]
196/499 4.32G 0.008748 0.008288 0.003032 83 640: 30%|##9 | 50/168 [00:09<00:22, 5.25it/s]
196/499 4.32G 0.008721 0.008293 0.003061 65 640: 30%|##9 | 50/168 [00:09<00:22, 5.25it/s]
196/499 4.32G 0.008721 0.008293 0.003061 65 640: 30%|### | 51/168 [00:09<00:21, 5.32it/s]
196/499 4.32G 0.008698 0.008252 0.003031 56 640: 30%|### | 51/168 [00:09<00:21, 5.32it/s]
196/499 4.32G 0.008698 0.008252 0.003031 56 640: 31%|### | 52/168 [00:09<00:22, 5.15it/s]
196/499 4.32G 0.008697 0.008278 0.003068 72 640: 31%|### | 52/168 [00:10<00:22, 5.15it/s]
196/499 4.32G 0.008697 0.008278 0.003068 72 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
196/499 4.32G 0.008686 0.008267 0.003043 61 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
196/499 4.32G 0.008686 0.008267 0.003043 61 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s]
196/499 4.32G 0.008678 0.008233 0.003007 59 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s]
196/499 4.32G 0.008678 0.008233 0.003007 59 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
196/499 4.32G 0.008692 0.008257 0.003011 74 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
196/499 4.32G 0.008692 0.008257 0.003011 74 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s]
196/499 4.32G 0.008675 0.008246 0.002996 66 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s]
196/499 4.32G 0.008675 0.008246 0.002996 66 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s]
196/499 4.32G 0.008698 0.00823 0.003108 59 640: 34%|###3 | 57/168 [00:11<00:20, 5.35it/s]
196/499 4.32G 0.008698 0.00823 0.003108 59 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s]
196/499 4.32G 0.0087 0.008239 0.003069 82 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s]
196/499 4.32G 0.0087 0.008239 0.003069 82 640: 35%|###5 | 59/168 [00:11<00:20, 5.25it/s]
196/499 4.32G 0.008709 0.008285 0.003046 78 640: 35%|###5 | 59/168 [00:11<00:20, 5.25it/s]
196/499 4.32G 0.008709 0.008285 0.003046 78 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s]
196/499 4.32G 0.008699 0.008267 0.00306 65 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s]
196/499 4.32G 0.008699 0.008267 0.00306 65 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s]
196/499 4.32G 0.008707 0.0083 0.003043 73 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s]
196/499 4.32G 0.008707 0.0083 0.003043 73 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s]
196/499 4.32G 0.00874 0.008274 0.003106 53 640: 37%|###6 | 62/168 [00:12<00:20, 5.26it/s]
196/499 4.32G 0.00874 0.008274 0.003106 53 640: 38%|###7 | 63/168 [00:12<00:19, 5.31it/s]
196/499 4.32G 0.008737 0.008264 0.003102 72 640: 38%|###7 | 63/168 [00:12<00:19, 5.31it/s]
196/499 4.32G 0.008737 0.008264 0.003102 72 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s]
196/499 4.32G 0.008729 0.008261 0.003111 70 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s]
196/499 4.32G 0.008729 0.008261 0.003111 70 640: 39%|###8 | 65/168 [00:12<00:19, 5.23it/s]
196/499 4.32G 0.008774 0.008249 0.003105 54 640: 39%|###8 | 65/168 [00:12<00:19, 5.23it/s]
196/499 4.32G 0.008774 0.008249 0.003105 54 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s]
196/499 4.32G 0.008784 0.008242 0.003082 61 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s]
196/499 4.32G 0.008784 0.008242 0.003082 61 640: 40%|###9 | 67/168 [00:12<00:19, 5.15it/s]
196/499 4.32G 0.008786 0.008206 0.00304 50 640: 40%|###9 | 67/168 [00:12<00:19, 5.15it/s]
196/499 4.32G 0.008786 0.008206 0.00304 50 640: 40%|#### | 68/168 [00:12<00:19, 5.25it/s]
196/499 4.32G 0.008786 0.008212 0.003055 67 640: 40%|#### | 68/168 [00:13<00:19, 5.25it/s]
196/499 4.32G 0.008786 0.008212 0.003055 67 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s]
196/499 4.32G 0.008801 0.008262 0.003074 84 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s]
196/499 4.32G 0.008801 0.008262 0.003074 84 640: 42%|####1 | 70/168 [00:13<00:18, 5.16it/s]
196/499 4.32G 0.008826 0.008282 0.003063 70 640: 42%|####1 | 70/168 [00:13<00:18, 5.16it/s]
196/499 4.32G 0.008826 0.008282 0.003063 70 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s]
196/499 4.32G 0.008825 0.008293 0.00306 78 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s]
196/499 4.32G 0.008825 0.008293 0.00306 78 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s]
196/499 4.32G 0.008825 0.008299 0.003037 66 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s]
196/499 4.32G 0.008825 0.008299 0.003037 66 640: 43%|####3 | 73/168 [00:13<00:18, 5.23it/s]
196/499 4.32G 0.008809 0.00829 0.003081 65 640: 43%|####3 | 73/168 [00:14<00:18, 5.23it/s]
196/499 4.32G 0.008809 0.00829 0.003081 65 640: 44%|####4 | 74/168 [00:14<00:17, 5.25it/s]
196/499 4.32G 0.008792 0.008257 0.003079 57 640: 44%|####4 | 74/168 [00:14<00:17, 5.25it/s]
196/499 4.32G 0.008792 0.008257 0.003079 57 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s]
196/499 4.32G 0.008788 0.008244 0.003114 69 640: 45%|####4 | 75/168 [00:14<00:17, 5.33it/s]
196/499 4.32G 0.008788 0.008244 0.003114 69 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s]
196/499 4.32G 0.008778 0.008259 0.003119 69 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s]
196/499 4.32G 0.008778 0.008259 0.003119 69 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s]
196/499 4.32G 0.008765 0.008239 0.003111 58 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s]
196/499 4.32G 0.008765 0.008239 0.003111 58 640: 46%|####6 | 78/168 [00:14<00:16, 5.32it/s]
196/499 4.32G 0.008748 0.008225 0.003148 65 640: 46%|####6 | 78/168 [00:15<00:16, 5.32it/s]
196/499 4.32G 0.008748 0.008225 0.003148 65 640: 47%|####7 | 79/168 [00:15<00:17, 5.18it/s]
196/499 4.32G 0.008753 0.008206 0.003144 56 640: 47%|####7 | 79/168 [00:15<00:17, 5.18it/s]
196/499 4.32G 0.008753 0.008206 0.003144 56 640: 48%|####7 | 80/168 [00:15<00:16, 5.26it/s]
196/499 4.32G 0.00874 0.008197 0.00316 60 640: 48%|####7 | 80/168 [00:15<00:16, 5.26it/s]
196/499 4.32G 0.00874 0.008197 0.00316 60 640: 48%|####8 | 81/168 [00:15<00:16, 5.32it/s]
196/499 4.32G 0.008721 0.008209 0.003161 86 640: 48%|####8 | 81/168 [00:15<00:16, 5.32it/s]
196/499 4.32G 0.008721 0.008209 0.003161 86 640: 49%|####8 | 82/168 [00:15<00:16, 5.16it/s]
196/499 4.32G 0.008725 0.008225 0.003148 69 640: 49%|####8 | 82/168 [00:15<00:16, 5.16it/s]
196/499 4.32G 0.008725 0.008225 0.003148 69 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s]
196/499 4.32G 0.008735 0.008193 0.003163 55 640: 49%|####9 | 83/168 [00:16<00:16, 5.27it/s]
196/499 4.32G 0.008735 0.008193 0.003163 55 640: 50%|##### | 84/168 [00:16<00:15, 5.35it/s]
196/499 4.32G 0.008746 0.008216 0.003163 91 640: 50%|##### | 84/168 [00:16<00:15, 5.35it/s]
196/499 4.32G 0.008746 0.008216 0.003163 91 640: 51%|##### | 85/168 [00:16<00:16, 5.17it/s]
196/499 4.32G 0.00874 0.008224 0.003169 73 640: 51%|##### | 85/168 [00:16<00:16, 5.17it/s]
196/499 4.32G 0.00874 0.008224 0.003169 73 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
196/499 4.32G 0.008739 0.008235 0.003169 74 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
196/499 4.32G 0.008739 0.008235 0.003169 74 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s]
196/499 4.32G 0.00875 0.008221 0.003175 54 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s]
196/499 4.32G 0.00875 0.008221 0.003175 54 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s]
196/499 4.32G 0.008736 0.008205 0.003196 59 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s]
196/499 4.32G 0.008736 0.008205 0.003196 59 640: 53%|#####2 | 89/168 [00:16<00:14, 5.28it/s]
196/499 4.32G 0.008755 0.008206 0.003201 69 640: 53%|#####2 | 89/168 [00:17<00:14, 5.28it/s]
196/499 4.32G 0.008755 0.008206 0.003201 69 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
196/499 4.32G 0.008767 0.008211 0.003173 72 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
196/499 4.32G 0.008767 0.008211 0.003173 72 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s]
196/499 4.32G 0.008763 0.008218 0.003176 64 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s]
196/499 4.32G 0.008763 0.008218 0.003176 64 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s]
196/499 4.32G 0.008777 0.008209 0.003174 69 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s]
196/499 4.32G 0.008777 0.008209 0.003174 69 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s]
196/499 4.32G 0.008765 0.008201 0.003189 77 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s]
196/499 4.32G 0.008765 0.008201 0.003189 77 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
196/499 4.32G 0.008763 0.008182 0.003219 62 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s]
196/499 4.32G 0.008763 0.008182 0.003219 62 640: 57%|#####6 | 95/168 [00:18<00:14, 5.20it/s]
196/499 4.32G 0.008765 0.008216 0.003222 92 640: 57%|#####6 | 95/168 [00:18<00:14, 5.20it/s]
196/499 4.32G 0.008765 0.008216 0.003222 92 640: 57%|#####7 | 96/168 [00:18<00:13, 5.29it/s]
196/499 4.32G 0.00875 0.008214 0.003216 70 640: 57%|#####7 | 96/168 [00:18<00:13, 5.29it/s]
196/499 4.32G 0.00875 0.008214 0.003216 70 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s]
196/499 4.32G 0.00875 0.008209 0.003247 72 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s]
196/499 4.32G 0.00875 0.008209 0.003247 72 640: 58%|#####8 | 98/168 [00:18<00:13, 5.19it/s]
196/499 4.32G 0.008735 0.008221 0.003246 80 640: 58%|#####8 | 98/168 [00:18<00:13, 5.19it/s]
196/499 4.32G 0.008735 0.008221 0.003246 80 640: 59%|#####8 | 99/168 [00:18<00:13, 5.24it/s]
196/499 4.32G 0.00873 0.008212 0.003248 56 640: 59%|#####8 | 99/168 [00:19<00:13, 5.24it/s]
196/499 4.32G 0.00873 0.008212 0.003248 56 640: 60%|#####9 | 100/168 [00:19<00:13, 5.12it/s]
196/499 4.32G 0.008714 0.008224 0.003225 78 640: 60%|#####9 | 100/168 [00:19<00:13, 5.12it/s]
196/499 4.32G 0.008714 0.008224 0.003225 78 640: 60%|###### | 101/168 [00:19<00:12, 5.23it/s]
196/499 4.32G 0.008707 0.008236 0.003204 73 640: 60%|###### | 101/168 [00:19<00:12, 5.23it/s]
196/499 4.32G 0.008707 0.008236 0.003204 73 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s]
196/499 4.32G 0.008698 0.008228 0.003228 62 640: 61%|###### | 102/168 [00:19<00:12, 5.31it/s]
196/499 4.32G 0.008698 0.008228 0.003228 62 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
196/499 4.32G 0.008686 0.008235 0.003217 79 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
196/499 4.32G 0.008686 0.008235 0.003217 79 640: 62%|######1 | 104/168 [00:19<00:12, 5.28it/s]
196/499 4.32G 0.008666 0.008233 0.003214 75 640: 62%|######1 | 104/168 [00:20<00:12, 5.28it/s]
196/499 4.32G 0.008666 0.008233 0.003214 75 640: 62%|######2 | 105/168 [00:20<00:11, 5.29it/s]
196/499 4.32G 0.008654 0.008223 0.003195 63 640: 62%|######2 | 105/168 [00:20<00:11, 5.29it/s]
196/499 4.32G 0.008654 0.008223 0.003195 63 640: 63%|######3 | 106/168 [00:20<00:12, 5.08it/s]
196/499 4.32G 0.00865 0.008206 0.003259 51 640: 63%|######3 | 106/168 [00:20<00:12, 5.08it/s]
196/499 4.32G 0.00865 0.008206 0.003259 51 640: 64%|######3 | 107/168 [00:20<00:11, 5.14it/s]
196/499 4.32G 0.008644 0.0082 0.003291 69 640: 64%|######3 | 107/168 [00:20<00:11, 5.14it/s]
196/499 4.32G 0.008644 0.0082 0.003291 69 640: 64%|######4 | 108/168 [00:20<00:11, 5.25it/s]
196/499 4.32G 0.008642 0.008199 0.003292 73 640: 64%|######4 | 108/168 [00:20<00:11, 5.25it/s]
196/499 4.32G 0.008642 0.008199 0.003292 73 640: 65%|######4 | 109/168 [00:20<00:11, 5.17it/s]
196/499 4.32G 0.00864 0.008211 0.003278 80 640: 65%|######4 | 109/168 [00:20<00:11, 5.17it/s]
196/499 4.32G 0.00864 0.008211 0.003278 80 640: 65%|######5 | 110/168 [00:20<00:10, 5.28it/s]
196/499 4.32G 0.008641 0.00821 0.003255 66 640: 65%|######5 | 110/168 [00:21<00:10, 5.28it/s]
196/499 4.32G 0.008641 0.00821 0.003255 66 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s]
196/499 4.32G 0.00865 0.008193 0.00325 53 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s]
196/499 4.32G 0.00865 0.008193 0.00325 53 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s]
196/499 4.32G 0.008677 0.008187 0.003259 64 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s]
196/499 4.32G 0.008677 0.008187 0.003259 64 640: 67%|######7 | 113/168 [00:21<00:10, 5.26it/s]
196/499 4.32G 0.00866 0.008178 0.003272 60 640: 67%|######7 | 113/168 [00:21<00:10, 5.26it/s]
196/499 4.32G 0.00866 0.008178 0.003272 60 640: 68%|######7 | 114/168 [00:21<00:10, 5.25it/s]
196/499 4.32G 0.008671 0.008183 0.003264 67 640: 68%|######7 | 114/168 [00:21<00:10, 5.25it/s]
196/499 4.32G 0.008671 0.008183 0.003264 67 640: 68%|######8 | 115/168 [00:21<00:10, 5.13it/s]
196/499 4.32G 0.008674 0.008165 0.003257 58 640: 68%|######8 | 115/168 [00:22<00:10, 5.13it/s]
196/499 4.32G 0.008674 0.008165 0.003257 58 640: 69%|######9 | 116/168 [00:22<00:10, 5.17it/s]
196/499 4.32G 0.008673 0.008161 0.003294 67 640: 69%|######9 | 116/168 [00:22<00:10, 5.17it/s]
196/499 4.32G 0.008673 0.008161 0.003294 67 640: 70%|######9 | 117/168 [00:22<00:09, 5.25it/s]
196/499 4.32G 0.008675 0.008163 0.003283 80 640: 70%|######9 | 117/168 [00:22<00:09, 5.25it/s]
196/499 4.32G 0.008675 0.008163 0.003283 80 640: 70%|####### | 118/168 [00:22<00:09, 5.12it/s]
196/499 4.32G 0.00869 0.00817 0.003288 59 640: 70%|####### | 118/168 [00:22<00:09, 5.12it/s]
196/499 4.32G 0.00869 0.00817 0.003288 59 640: 71%|####### | 119/168 [00:22<00:09, 5.21it/s]
196/499 4.32G 0.008705 0.008183 0.003285 72 640: 71%|####### | 119/168 [00:22<00:09, 5.21it/s]
196/499 4.32G 0.008705 0.008183 0.003285 72 640: 71%|#######1 | 120/168 [00:22<00:09, 5.29it/s]
196/499 4.32G 0.008707 0.008195 0.003298 82 640: 71%|#######1 | 120/168 [00:23<00:09, 5.29it/s]
196/499 4.32G 0.008707 0.008195 0.003298 82 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
196/499 4.32G 0.0087 0.008192 0.003299 74 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
196/499 4.32G 0.0087 0.008192 0.003299 74 640: 73%|#######2 | 122/168 [00:23<00:08, 5.19it/s]
196/499 4.32G 0.008693 0.008185 0.003278 56 640: 73%|#######2 | 122/168 [00:23<00:08, 5.19it/s]
196/499 4.32G 0.008693 0.008185 0.003278 56 640: 73%|#######3 | 123/168 [00:23<00:08, 5.20it/s]
196/499 4.32G 0.008692 0.00818 0.003267 57 640: 73%|#######3 | 123/168 [00:23<00:08, 5.20it/s]
196/499 4.32G 0.008692 0.00818 0.003267 57 640: 74%|#######3 | 124/168 [00:23<00:08, 5.10it/s]
196/499 4.32G 0.008705 0.008187 0.003257 62 640: 74%|#######3 | 124/168 [00:23<00:08, 5.10it/s]
196/499 4.32G 0.008705 0.008187 0.003257 62 640: 74%|#######4 | 125/168 [00:23<00:08, 5.19it/s]
196/499 4.32G 0.008706 0.008169 0.003243 57 640: 74%|#######4 | 125/168 [00:24<00:08, 5.19it/s]
196/499 4.32G 0.008706 0.008169 0.003243 57 640: 75%|#######5 | 126/168 [00:24<00:07, 5.25it/s]
196/499 4.32G 0.008702 0.008162 0.003246 63 640: 75%|#######5 | 126/168 [00:24<00:07, 5.25it/s]
196/499 4.32G 0.008702 0.008162 0.003246 63 640: 76%|#######5 | 127/168 [00:24<00:08, 5.11it/s]
196/499 4.32G 0.008704 0.008158 0.003233 62 640: 76%|#######5 | 127/168 [00:24<00:08, 5.11it/s]
196/499 4.32G 0.008704 0.008158 0.003233 62 640: 76%|#######6 | 128/168 [00:24<00:07, 5.16it/s]
196/499 4.32G 0.008704 0.008153 0.003223 57 640: 76%|#######6 | 128/168 [00:24<00:07, 5.16it/s]
196/499 4.32G 0.008704 0.008153 0.003223 57 640: 77%|#######6 | 129/168 [00:24<00:07, 5.26it/s]
196/499 4.32G 0.008698 0.008151 0.003222 58 640: 77%|#######6 | 129/168 [00:24<00:07, 5.26it/s]
196/499 4.32G 0.008698 0.008151 0.003222 58 640: 77%|#######7 | 130/168 [00:24<00:07, 5.13it/s]
196/499 4.32G 0.008698 0.008164 0.003235 86 640: 77%|#######7 | 130/168 [00:25<00:07, 5.13it/s]
196/499 4.32G 0.008698 0.008164 0.003235 86 640: 78%|#######7 | 131/168 [00:25<00:07, 5.24it/s]
196/499 4.32G 0.008698 0.008148 0.003216 58 640: 78%|#######7 | 131/168 [00:25<00:07, 5.24it/s]
196/499 4.32G 0.008698 0.008148 0.003216 58 640: 79%|#######8 | 132/168 [00:25<00:06, 5.24it/s]
196/499 4.32G 0.008701 0.008161 0.003197 73 640: 79%|#######8 | 132/168 [00:25<00:06, 5.24it/s]
196/499 4.32G 0.008701 0.008161 0.003197 73 640: 79%|#######9 | 133/168 [00:25<00:06, 5.09it/s]
196/499 4.32G 0.008697 0.008179 0.003201 96 640: 79%|#######9 | 133/168 [00:25<00:06, 5.09it/s]
196/499 4.32G 0.008697 0.008179 0.003201 96 640: 80%|#######9 | 134/168 [00:25<00:06, 5.16it/s]
196/499 4.32G 0.00869 0.008158 0.003178 51 640: 80%|#######9 | 134/168 [00:25<00:06, 5.16it/s]
196/499 4.32G 0.00869 0.008158 0.003178 51 640: 80%|######## | 135/168 [00:25<00:06, 5.25it/s]
196/499 4.32G 0.008691 0.008156 0.003176 77 640: 80%|######## | 135/168 [00:26<00:06, 5.25it/s]
196/499 4.32G 0.008691 0.008156 0.003176 77 640: 81%|######## | 136/168 [00:26<00:06, 5.11it/s]
196/499 4.32G 0.008695 0.008145 0.00318 55 640: 81%|######## | 136/168 [00:26<00:06, 5.11it/s]
196/499 4.32G 0.008695 0.008145 0.00318 55 640: 82%|########1 | 137/168 [00:26<00:06, 5.17it/s]
196/499 4.32G 0.008707 0.008159 0.003186 73 640: 82%|########1 | 137/168 [00:26<00:06, 5.17it/s]
196/499 4.32G 0.008707 0.008159 0.003186 73 640: 82%|########2 | 138/168 [00:26<00:05, 5.28it/s]
196/499 4.32G 0.00871 0.008152 0.003188 60 640: 82%|########2 | 138/168 [00:26<00:05, 5.28it/s]
196/499 4.32G 0.00871 0.008152 0.003188 60 640: 83%|########2 | 139/168 [00:26<00:05, 5.16it/s]
196/499 4.32G 0.008717 0.008149 0.003174 61 640: 83%|########2 | 139/168 [00:26<00:05, 5.16it/s]
196/499 4.32G 0.008717 0.008149 0.003174 61 640: 83%|########3 | 140/168 [00:26<00:05, 5.22it/s]
196/499 4.32G 0.008723 0.00815 0.003171 67 640: 83%|########3 | 140/168 [00:26<00:05, 5.22it/s]
196/499 4.32G 0.008723 0.00815 0.003171 67 640: 84%|########3 | 141/168 [00:26<00:05, 5.25it/s]
196/499 4.32G 0.008734 0.008161 0.003159 64 640: 84%|########3 | 141/168 [00:27<00:05, 5.25it/s]
196/499 4.32G 0.008734 0.008161 0.003159 64 640: 85%|########4 | 142/168 [00:27<00:05, 5.12it/s]
196/499 4.32G 0.008741 0.008164 0.003157 67 640: 85%|########4 | 142/168 [00:27<00:05, 5.12it/s]
196/499 4.32G 0.008741 0.008164 0.003157 67 640: 85%|########5 | 143/168 [00:27<00:04, 5.21it/s]
196/499 4.32G 0.008753 0.008162 0.003165 66 640: 85%|########5 | 143/168 [00:27<00:04, 5.21it/s]
196/499 4.32G 0.008753 0.008162 0.003165 66 640: 86%|########5 | 144/168 [00:27<00:04, 5.31it/s]
196/499 4.32G 0.008759 0.008152 0.00318 54 640: 86%|########5 | 144/168 [00:27<00:04, 5.31it/s]
196/499 4.32G 0.008759 0.008152 0.00318 54 640: 86%|########6 | 145/168 [00:27<00:04, 5.15it/s]
196/499 4.32G 0.00875 0.008141 0.003176 60 640: 86%|########6 | 145/168 [00:27<00:04, 5.15it/s]
196/499 4.32G 0.00875 0.008141 0.003176 60 640: 87%|########6 | 146/168 [00:27<00:04, 5.23it/s]
196/499 4.32G 0.00876 0.008135 0.003168 64 640: 87%|########6 | 146/168 [00:28<00:04, 5.23it/s]
196/499 4.32G 0.00876 0.008135 0.003168 64 640: 88%|########7 | 147/168 [00:28<00:03, 5.28it/s]
196/499 4.32G 0.00876 0.008139 0.003165 71 640: 88%|########7 | 147/168 [00:28<00:03, 5.28it/s]
196/499 4.32G 0.00876 0.008139 0.003165 71 640: 88%|########8 | 148/168 [00:28<00:03, 5.15it/s]
196/499 4.32G 0.008769 0.008136 0.003151 59 640: 88%|########8 | 148/168 [00:28<00:03, 5.15it/s]
196/499 4.32G 0.008769 0.008136 0.003151 59 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
196/499 4.32G 0.008771 0.008126 0.003164 71 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
196/499 4.32G 0.008771 0.008126 0.003164 71 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s]
196/499 4.32G 0.008766 0.008122 0.003151 68 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s]
196/499 4.32G 0.008766 0.008122 0.003151 68 640: 90%|########9 | 151/168 [00:28<00:03, 5.20it/s]
196/499 4.32G 0.00876 0.008122 0.003147 66 640: 90%|########9 | 151/168 [00:29<00:03, 5.20it/s]
196/499 4.32G 0.00876 0.008122 0.003147 66 640: 90%|######### | 152/168 [00:29<00:03, 5.30it/s]
196/499 4.32G 0.008773 0.008118 0.003156 57 640: 90%|######### | 152/168 [00:29<00:03, 5.30it/s]
196/499 4.32G 0.008773 0.008118 0.003156 57 640: 91%|#########1| 153/168 [00:29<00:02, 5.37it/s]
196/499 4.32G 0.00878 0.008111 0.00315 55 640: 91%|#########1| 153/168 [00:29<00:02, 5.37it/s]
196/499 4.32G 0.00878 0.008111 0.00315 55 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
196/499 4.32G 0.008775 0.008102 0.003142 59 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
196/499 4.32G 0.008775 0.008102 0.003142 59 640: 92%|#########2| 155/168 [00:29<00:02, 5.29it/s]
196/499 4.32G 0.008781 0.00811 0.003149 75 640: 92%|#########2| 155/168 [00:29<00:02, 5.29it/s]
196/499 4.32G 0.008781 0.00811 0.003149 75 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s]
196/499 4.32G 0.008785 0.008107 0.003153 65 640: 93%|#########2| 156/168 [00:30<00:02, 5.34it/s]
196/499 4.32G 0.008785 0.008107 0.003153 65 640: 93%|#########3| 157/168 [00:30<00:02, 5.19it/s]
196/499 4.32G 0.008784 0.008099 0.003156 66 640: 93%|#########3| 157/168 [00:30<00:02, 5.19it/s]
196/499 4.32G 0.008784 0.008099 0.003156 66 640: 94%|#########4| 158/168 [00:30<00:01, 5.26it/s]
196/499 4.32G 0.008784 0.008106 0.003144 72 640: 94%|#########4| 158/168 [00:30<00:01, 5.26it/s]
196/499 4.32G 0.008784 0.008106 0.003144 72 640: 95%|#########4| 159/168 [00:30<00:01, 5.31it/s]
196/499 4.32G 0.008784 0.008121 0.003145 103 640: 95%|#########4| 159/168 [00:30<00:01, 5.31it/s]
196/499 4.32G 0.008784 0.008121 0.003145 103 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s]
196/499 4.32G 0.008781 0.008126 0.003141 72 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s]
196/499 4.32G 0.008781 0.008126 0.003141 72 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s]
196/499 4.32G 0.008788 0.008124 0.00314 59 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s]
196/499 4.32G 0.008788 0.008124 0.00314 59 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s]
196/499 4.32G 0.008792 0.008119 0.003141 60 640: 96%|#########6| 162/168 [00:31<00:01, 5.34it/s]
196/499 4.32G 0.008792 0.008119 0.003141 60 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s]
196/499 4.32G 0.008801 0.008127 0.003135 70 640: 97%|#########7| 163/168 [00:31<00:00, 5.20it/s]
196/499 4.32G 0.008801 0.008127 0.003135 70 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s]
196/499 4.32G 0.0088 0.008131 0.003127 63 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s]
196/499 4.32G 0.0088 0.008131 0.003127 63 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s]
196/499 4.32G 0.008798 0.008139 0.003129 84 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s]
196/499 4.32G 0.008798 0.008139 0.003129 84 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s]
196/499 4.32G 0.008801 0.008142 0.003122 71 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s]
196/499 4.32G 0.008801 0.008142 0.003122 71 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s]
196/499 4.32G 0.008799 0.00815 0.003106 34 640: 99%|#########9| 167/168 [00:32<00:00, 5.29it/s]
196/499 4.32G 0.008799 0.00815 0.003106 34 640: 100%|##########| 168/168 [00:32<00:00, 5.48it/s]
196/499 4.32G 0.008799 0.00815 0.003106 34 640: 100%|##########| 168/168 [00:32<00:00, 5.24it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.95it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s]
all 132 263 0.846 0.844 0.87 0.761
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
197/499 4.32G 0.007397 0.005523 0.003169 63 640: 0%| | 0/168 [00:00<?, ?it/s]
197/499 4.32G 0.007397 0.005523 0.003169 63 640: 1%| | 1/168 [00:00<00:34, 4.83it/s]
197/499 4.32G 0.008563 0.006725 0.002693 55 640: 1%| | 1/168 [00:00<00:34, 4.83it/s]
197/499 4.32G 0.008563 0.006725 0.002693 55 640: 1%|1 | 2/168 [00:00<00:31, 5.21it/s]
197/499 4.32G 0.008685 0.007287 0.002995 71 640: 1%|1 | 2/168 [00:00<00:31, 5.21it/s]
197/499 4.32G 0.008685 0.007287 0.002995 71 640: 2%|1 | 3/168 [00:00<00:30, 5.37it/s]
197/499 4.32G 0.008654 0.007525 0.003524 76 640: 2%|1 | 3/168 [00:00<00:30, 5.37it/s]
197/499 4.32G 0.008654 0.007525 0.003524 76 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s]
197/499 4.32G 0.008629 0.00778 0.003119 63 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s]
197/499 4.32G 0.008629 0.00778 0.003119 63 640: 3%|2 | 5/168 [00:00<00:30, 5.27it/s]
197/499 4.32G 0.008492 0.007651 0.002949 64 640: 3%|2 | 5/168 [00:01<00:30, 5.27it/s]
197/499 4.32G 0.008492 0.007651 0.002949 64 640: 4%|3 | 6/168 [00:01<00:30, 5.34it/s]
197/499 4.32G 0.008733 0.007755 0.002983 65 640: 4%|3 | 6/168 [00:01<00:30, 5.34it/s]
197/499 4.32G 0.008733 0.007755 0.002983 65 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s]
197/499 4.32G 0.0086 0.007844 0.002795 75 640: 4%|4 | 7/168 [00:01<00:31, 5.18it/s]
197/499 4.32G 0.0086 0.007844 0.002795 75 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s]
197/499 4.32G 0.008503 0.00798 0.002648 88 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s]
197/499 4.32G 0.008503 0.00798 0.002648 88 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s]
197/499 4.32G 0.008371 0.00783 0.002799 62 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s]
197/499 4.32G 0.008371 0.00783 0.002799 62 640: 6%|5 | 10/168 [00:01<00:30, 5.15it/s]
197/499 4.32G 0.008239 0.007832 0.002652 74 640: 6%|5 | 10/168 [00:02<00:30, 5.15it/s]
197/499 4.32G 0.008239 0.007832 0.002652 74 640: 7%|6 | 11/168 [00:02<00:29, 5.23it/s]
197/499 4.32G 0.008268 0.007956 0.002545 75 640: 7%|6 | 11/168 [00:02<00:29, 5.23it/s]
197/499 4.32G 0.008268 0.007956 0.002545 75 640: 7%|7 | 12/168 [00:02<00:29, 5.28it/s]
197/499 4.32G 0.008278 0.00801 0.002375 62 640: 7%|7 | 12/168 [00:02<00:29, 5.28it/s]
197/499 4.32G 0.008278 0.00801 0.002375 62 640: 8%|7 | 13/168 [00:02<00:30, 5.13it/s]
197/499 4.32G 0.008221 0.008013 0.002391 62 640: 8%|7 | 13/168 [00:02<00:30, 5.13it/s]
197/499 4.32G 0.008221 0.008013 0.002391 62 640: 8%|8 | 14/168 [00:02<00:29, 5.25it/s]
197/499 4.32G 0.008276 0.008042 0.002263 70 640: 8%|8 | 14/168 [00:02<00:29, 5.25it/s]
197/499 4.32G 0.008276 0.008042 0.002263 70 640: 9%|8 | 15/168 [00:02<00:28, 5.30it/s]
197/499 4.32G 0.00847 0.007977 0.002375 52 640: 9%|8 | 15/168 [00:03<00:28, 5.30it/s]
197/499 4.32G 0.00847 0.007977 0.002375 52 640: 10%|9 | 16/168 [00:03<00:29, 5.13it/s]
197/499 4.32G 0.008554 0.007958 0.002442 83 640: 10%|9 | 16/168 [00:03<00:29, 5.13it/s]
197/499 4.32G 0.008554 0.007958 0.002442 83 640: 10%|# | 17/168 [00:03<00:28, 5.22it/s]
197/499 4.32G 0.008594 0.007973 0.002417 66 640: 10%|# | 17/168 [00:03<00:28, 5.22it/s]
197/499 4.32G 0.008594 0.007973 0.002417 66 640: 11%|# | 18/168 [00:03<00:28, 5.29it/s]
197/499 4.32G 0.008578 0.007957 0.002586 71 640: 11%|# | 18/168 [00:03<00:28, 5.29it/s]
197/499 4.32G 0.008578 0.007957 0.002586 71 640: 11%|#1 | 19/168 [00:03<00:28, 5.18it/s]
197/499 4.32G 0.008579 0.007997 0.002643 74 640: 11%|#1 | 19/168 [00:03<00:28, 5.18it/s]
197/499 4.32G 0.008579 0.007997 0.002643 74 640: 12%|#1 | 20/168 [00:03<00:28, 5.24it/s]
197/499 4.32G 0.008632 0.008017 0.002626 67 640: 12%|#1 | 20/168 [00:04<00:28, 5.24it/s]
197/499 4.32G 0.008632 0.008017 0.002626 67 640: 12%|#2 | 21/168 [00:04<00:27, 5.27it/s]
197/499 4.32G 0.00861 0.007939 0.002598 62 640: 12%|#2 | 21/168 [00:04<00:27, 5.27it/s]
197/499 4.32G 0.00861 0.007939 0.002598 62 640: 13%|#3 | 22/168 [00:04<00:28, 5.15it/s]
197/499 4.32G 0.008629 0.00793 0.002608 75 640: 13%|#3 | 22/168 [00:04<00:28, 5.15it/s]
197/499 4.32G 0.008629 0.00793 0.002608 75 640: 14%|#3 | 23/168 [00:04<00:27, 5.26it/s]
197/499 4.32G 0.008607 0.007974 0.002607 81 640: 14%|#3 | 23/168 [00:04<00:27, 5.26it/s]
197/499 4.32G 0.008607 0.007974 0.002607 81 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s]
197/499 4.32G 0.008578 0.008007 0.002525 77 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s]
197/499 4.32G 0.008578 0.008007 0.002525 77 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s]
197/499 4.32G 0.008602 0.00801 0.002529 77 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s]
197/499 4.32G 0.008602 0.00801 0.002529 77 640: 15%|#5 | 26/168 [00:04<00:27, 5.25it/s]
197/499 4.32G 0.008599 0.007945 0.002672 56 640: 15%|#5 | 26/168 [00:05<00:27, 5.25it/s]
197/499 4.32G 0.008599 0.007945 0.002672 56 640: 16%|#6 | 27/168 [00:05<00:26, 5.24it/s]
197/499 4.32G 0.008637 0.007952 0.002725 61 640: 16%|#6 | 27/168 [00:05<00:26, 5.24it/s]
197/499 4.32G 0.008637 0.007952 0.002725 61 640: 17%|#6 | 28/168 [00:05<00:27, 5.10it/s]
197/499 4.32G 0.00867 0.007946 0.002725 59 640: 17%|#6 | 28/168 [00:05<00:27, 5.10it/s]
197/499 4.32G 0.00867 0.007946 0.002725 59 640: 17%|#7 | 29/168 [00:05<00:26, 5.21it/s]
197/499 4.32G 0.008612 0.007926 0.00275 71 640: 17%|#7 | 29/168 [00:05<00:26, 5.21it/s]
197/499 4.32G 0.008612 0.007926 0.00275 71 640: 18%|#7 | 30/168 [00:05<00:25, 5.31it/s]
197/499 4.32G 0.008663 0.007921 0.002758 64 640: 18%|#7 | 30/168 [00:05<00:25, 5.31it/s]
197/499 4.32G 0.008663 0.007921 0.002758 64 640: 18%|#8 | 31/168 [00:05<00:26, 5.16it/s]
197/499 4.32G 0.008641 0.00789 0.002722 62 640: 18%|#8 | 31/168 [00:06<00:26, 5.16it/s]
197/499 4.32G 0.008641 0.00789 0.002722 62 640: 19%|#9 | 32/168 [00:06<00:25, 5.26it/s]
197/499 4.32G 0.008635 0.007952 0.002751 82 640: 19%|#9 | 32/168 [00:06<00:25, 5.26it/s]
197/499 4.32G 0.008635 0.007952 0.002751 82 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s]
197/499 4.32G 0.008646 0.007957 0.002736 73 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s]
197/499 4.32G 0.008646 0.007957 0.002736 73 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s]
197/499 4.32G 0.008657 0.007905 0.002753 56 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s]
197/499 4.32G 0.008657 0.007905 0.002753 56 640: 21%|## | 35/168 [00:06<00:25, 5.24it/s]
197/499 4.32G 0.00866 0.007918 0.00276 65 640: 21%|## | 35/168 [00:06<00:25, 5.24it/s]
197/499 4.32G 0.00866 0.007918 0.00276 65 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s]
197/499 4.32G 0.008664 0.007851 0.002905 47 640: 21%|##1 | 36/168 [00:07<00:24, 5.33it/s]
197/499 4.32G 0.008664 0.007851 0.002905 47 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s]
197/499 4.32G 0.008636 0.00783 0.002955 61 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s]
197/499 4.32G 0.008636 0.00783 0.002955 61 640: 23%|##2 | 38/168 [00:07<00:24, 5.22it/s]
197/499 4.32G 0.00866 0.007798 0.002979 57 640: 23%|##2 | 38/168 [00:07<00:24, 5.22it/s]
197/499 4.32G 0.00866 0.007798 0.002979 57 640: 23%|##3 | 39/168 [00:07<00:24, 5.29it/s]
197/499 4.32G 0.00867 0.007773 0.002963 56 640: 23%|##3 | 39/168 [00:07<00:24, 5.29it/s]
197/499 4.32G 0.00867 0.007773 0.002963 56 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s]
197/499 4.32G 0.008663 0.00778 0.002989 81 640: 24%|##3 | 40/168 [00:07<00:24, 5.19it/s]
197/499 4.32G 0.008663 0.00778 0.002989 81 640: 24%|##4 | 41/168 [00:07<00:24, 5.29it/s]
197/499 4.32G 0.008694 0.007792 0.003004 73 640: 24%|##4 | 41/168 [00:08<00:24, 5.29it/s]
197/499 4.32G 0.008694 0.007792 0.003004 73 640: 25%|##5 | 42/168 [00:08<00:23, 5.35it/s]
197/499 4.32G 0.008684 0.007768 0.00307 60 640: 25%|##5 | 42/168 [00:08<00:23, 5.35it/s]
197/499 4.32G 0.008684 0.007768 0.00307 60 640: 26%|##5 | 43/168 [00:08<00:23, 5.21it/s]
197/499 4.32G 0.00865 0.007754 0.003003 47 640: 26%|##5 | 43/168 [00:08<00:23, 5.21it/s]
197/499 4.32G 0.00865 0.007754 0.003003 47 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s]
197/499 4.32G 0.008656 0.007794 0.002972 85 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s]
197/499 4.32G 0.008656 0.007794 0.002972 85 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s]
197/499 4.32G 0.008667 0.00775 0.003023 60 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s]
197/499 4.32G 0.008667 0.00775 0.003023 60 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s]
197/499 4.32G 0.008644 0.007753 0.002991 62 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s]
197/499 4.32G 0.008644 0.007753 0.002991 62 640: 28%|##7 | 47/168 [00:08<00:23, 5.22it/s]
197/499 4.32G 0.008637 0.007724 0.002966 62 640: 28%|##7 | 47/168 [00:09<00:23, 5.22it/s]
197/499 4.32G 0.008637 0.007724 0.002966 62 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s]
197/499 4.32G 0.008621 0.007725 0.002911 63 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s]
197/499 4.32G 0.008621 0.007725 0.002911 63 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s]
197/499 4.32G 0.008617 0.007769 0.002919 65 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s]
197/499 4.32G 0.008617 0.007769 0.002919 65 640: 30%|##9 | 50/168 [00:09<00:22, 5.25it/s]
197/499 4.32G 0.00861 0.007785 0.002896 70 640: 30%|##9 | 50/168 [00:09<00:22, 5.25it/s]
197/499 4.32G 0.00861 0.007785 0.002896 70 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s]
197/499 4.32G 0.008633 0.007762 0.002892 60 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s]
197/499 4.32G 0.008633 0.007762 0.002892 60 640: 31%|### | 52/168 [00:09<00:22, 5.20it/s]
197/499 4.32G 0.00863 0.007726 0.002927 58 640: 31%|### | 52/168 [00:10<00:22, 5.20it/s]
197/499 4.32G 0.00863 0.007726 0.002927 58 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
197/499 4.32G 0.008643 0.007749 0.00291 62 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
197/499 4.32G 0.008643 0.007749 0.00291 62 640: 32%|###2 | 54/168 [00:10<00:21, 5.20it/s]
197/499 4.32G 0.008662 0.007803 0.002919 78 640: 32%|###2 | 54/168 [00:10<00:21, 5.20it/s]
197/499 4.32G 0.008662 0.007803 0.002919 78 640: 33%|###2 | 55/168 [00:10<00:22, 5.11it/s]
197/499 4.32G 0.008674 0.007805 0.002893 57 640: 33%|###2 | 55/168 [00:10<00:22, 5.11it/s]
197/499 4.32G 0.008674 0.007805 0.002893 57 640: 33%|###3 | 56/168 [00:10<00:21, 5.21it/s]
197/499 4.32G 0.008662 0.007795 0.002898 72 640: 33%|###3 | 56/168 [00:10<00:21, 5.21it/s]
197/499 4.32G 0.008662 0.007795 0.002898 72 640: 34%|###3 | 57/168 [00:10<00:21, 5.26it/s]
197/499 4.32G 0.008665 0.007833 0.002908 84 640: 34%|###3 | 57/168 [00:11<00:21, 5.26it/s]
197/499 4.32G 0.008665 0.007833 0.002908 84 640: 35%|###4 | 58/168 [00:11<00:21, 5.14it/s]
197/499 4.32G 0.008656 0.00784 0.002886 68 640: 35%|###4 | 58/168 [00:11<00:21, 5.14it/s]
197/499 4.32G 0.008656 0.00784 0.002886 68 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
197/499 4.32G 0.008682 0.007803 0.002901 57 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
197/499 4.32G 0.008682 0.007803 0.002901 57 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s]
197/499 4.32G 0.008659 0.007789 0.002905 68 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s]
197/499 4.32G 0.008659 0.007789 0.002905 68 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
197/499 4.32G 0.008666 0.007801 0.002883 60 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
197/499 4.32G 0.008666 0.007801 0.002883 60 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s]
197/499 4.32G 0.008659 0.007802 0.002886 69 640: 37%|###6 | 62/168 [00:12<00:20, 5.26it/s]
197/499 4.32G 0.008659 0.007802 0.002886 69 640: 38%|###7 | 63/168 [00:12<00:19, 5.34it/s]
197/499 4.32G 0.008667 0.007816 0.002854 63 640: 38%|###7 | 63/168 [00:12<00:19, 5.34it/s]
197/499 4.32G 0.008667 0.007816 0.002854 63 640: 38%|###8 | 64/168 [00:12<00:20, 5.15it/s]
197/499 4.32G 0.008659 0.00783 0.002859 77 640: 38%|###8 | 64/168 [00:12<00:20, 5.15it/s]
197/499 4.32G 0.008659 0.00783 0.002859 77 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
197/499 4.32G 0.008653 0.007826 0.002826 72 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
197/499 4.32G 0.008653 0.007826 0.002826 72 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
197/499 4.32G 0.008654 0.007859 0.002881 91 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
197/499 4.32G 0.008654 0.007859 0.002881 91 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
197/499 4.32G 0.008639 0.007851 0.002853 59 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
197/499 4.32G 0.008639 0.007851 0.002853 59 640: 40%|#### | 68/168 [00:12<00:18, 5.27it/s]
197/499 4.32G 0.008628 0.007858 0.002868 79 640: 40%|#### | 68/168 [00:13<00:18, 5.27it/s]
197/499 4.32G 0.008628 0.007858 0.002868 79 640: 41%|####1 | 69/168 [00:13<00:18, 5.34it/s]
197/499 4.32G 0.008627 0.007843 0.002863 55 640: 41%|####1 | 69/168 [00:13<00:18, 5.34it/s]
197/499 4.32G 0.008627 0.007843 0.002863 55 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s]
197/499 4.32G 0.00862 0.007848 0.00288 66 640: 42%|####1 | 70/168 [00:13<00:18, 5.20it/s]
197/499 4.32G 0.00862 0.007848 0.00288 66 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s]
197/499 4.32G 0.008622 0.007865 0.002916 64 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s]
197/499 4.32G 0.008622 0.007865 0.002916 64 640: 43%|####2 | 72/168 [00:13<00:17, 5.38it/s]
197/499 4.32G 0.008641 0.007866 0.002928 61 640: 43%|####2 | 72/168 [00:13<00:17, 5.38it/s]
197/499 4.32G 0.008641 0.007866 0.002928 61 640: 43%|####3 | 73/168 [00:13<00:18, 5.22it/s]
197/499 4.32G 0.008653 0.007891 0.002922 79 640: 43%|####3 | 73/168 [00:14<00:18, 5.22it/s]
197/499 4.32G 0.008653 0.007891 0.002922 79 640: 44%|####4 | 74/168 [00:14<00:17, 5.31it/s]
197/499 4.32G 0.008661 0.007885 0.002903 62 640: 44%|####4 | 74/168 [00:14<00:17, 5.31it/s]
197/499 4.32G 0.008661 0.007885 0.002903 62 640: 45%|####4 | 75/168 [00:14<00:17, 5.27it/s]
197/499 4.32G 0.008663 0.007914 0.002921 73 640: 45%|####4 | 75/168 [00:14<00:17, 5.27it/s]
197/499 4.32G 0.008663 0.007914 0.002921 73 640: 45%|####5 | 76/168 [00:14<00:17, 5.13it/s]
197/499 4.32G 0.008656 0.007918 0.002922 74 640: 45%|####5 | 76/168 [00:14<00:17, 5.13it/s]
197/499 4.32G 0.008656 0.007918 0.002922 74 640: 46%|####5 | 77/168 [00:14<00:17, 5.25it/s]
197/499 4.32G 0.008637 0.007913 0.002898 63 640: 46%|####5 | 77/168 [00:14<00:17, 5.25it/s]
197/499 4.32G 0.008637 0.007913 0.002898 63 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s]
197/499 4.32G 0.008651 0.007899 0.002893 62 640: 46%|####6 | 78/168 [00:15<00:16, 5.34it/s]
197/499 4.32G 0.008651 0.007899 0.002893 62 640: 47%|####7 | 79/168 [00:15<00:17, 5.14it/s]
197/499 4.32G 0.008643 0.007896 0.002905 64 640: 47%|####7 | 79/168 [00:15<00:17, 5.14it/s]
197/499 4.32G 0.008643 0.007896 0.002905 64 640: 48%|####7 | 80/168 [00:15<00:16, 5.21it/s]
197/499 4.32G 0.008629 0.007888 0.002917 76 640: 48%|####7 | 80/168 [00:15<00:16, 5.21it/s]
197/499 4.32G 0.008629 0.007888 0.002917 76 640: 48%|####8 | 81/168 [00:15<00:16, 5.20it/s]
197/499 4.32G 0.008616 0.007897 0.002914 78 640: 48%|####8 | 81/168 [00:15<00:16, 5.20it/s]
197/499 4.32G 0.008616 0.007897 0.002914 78 640: 49%|####8 | 82/168 [00:15<00:16, 5.11it/s]
197/499 4.32G 0.008624 0.007914 0.002892 63 640: 49%|####8 | 82/168 [00:15<00:16, 5.11it/s]
197/499 4.32G 0.008624 0.007914 0.002892 63 640: 49%|####9 | 83/168 [00:15<00:16, 5.20it/s]
197/499 4.32G 0.008617 0.007908 0.002872 68 640: 49%|####9 | 83/168 [00:16<00:16, 5.20it/s]
197/499 4.32G 0.008617 0.007908 0.002872 68 640: 50%|##### | 84/168 [00:16<00:15, 5.27it/s]
197/499 4.32G 0.00861 0.00792 0.002904 67 640: 50%|##### | 84/168 [00:16<00:15, 5.27it/s]
197/499 4.32G 0.00861 0.00792 0.002904 67 640: 51%|##### | 85/168 [00:16<00:16, 5.13it/s]
197/499 4.32G 0.008606 0.007915 0.002887 59 640: 51%|##### | 85/168 [00:16<00:16, 5.13it/s]
197/499 4.32G 0.008606 0.007915 0.002887 59 640: 51%|#####1 | 86/168 [00:16<00:15, 5.22it/s]
197/499 4.32G 0.008607 0.007924 0.002908 73 640: 51%|#####1 | 86/168 [00:16<00:15, 5.22it/s]
197/499 4.32G 0.008607 0.007924 0.002908 73 640: 52%|#####1 | 87/168 [00:16<00:15, 5.30it/s]
197/499 4.32G 0.008604 0.007952 0.002909 74 640: 52%|#####1 | 87/168 [00:16<00:15, 5.30it/s]
197/499 4.32G 0.008604 0.007952 0.002909 74 640: 52%|#####2 | 88/168 [00:16<00:15, 5.17it/s]
197/499 4.32G 0.008601 0.007964 0.002898 73 640: 52%|#####2 | 88/168 [00:16<00:15, 5.17it/s]
197/499 4.32G 0.008601 0.007964 0.002898 73 640: 53%|#####2 | 89/168 [00:16<00:15, 5.26it/s]
197/499 4.32G 0.008611 0.007953 0.002893 58 640: 53%|#####2 | 89/168 [00:17<00:15, 5.26it/s]
197/499 4.32G 0.008611 0.007953 0.002893 58 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s]
197/499 4.32G 0.008596 0.007959 0.002938 80 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s]
197/499 4.32G 0.008596 0.007959 0.002938 80 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
197/499 4.32G 0.008593 0.007956 0.002934 75 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
197/499 4.32G 0.008593 0.007956 0.002934 75 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s]
197/499 4.32G 0.008607 0.007967 0.002915 56 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s]
197/499 4.32G 0.008607 0.007967 0.002915 56 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s]
197/499 4.32G 0.008599 0.007978 0.002891 72 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s]
197/499 4.32G 0.008599 0.007978 0.002891 72 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
197/499 4.32G 0.008591 0.007958 0.002941 61 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s]
197/499 4.32G 0.008591 0.007958 0.002941 61 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
197/499 4.32G 0.008583 0.007949 0.00295 60 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
197/499 4.32G 0.008583 0.007949 0.00295 60 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s]
197/499 4.32G 0.008579 0.007943 0.002939 68 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s]
197/499 4.32G 0.008579 0.007943 0.002939 68 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s]
197/499 4.32G 0.008584 0.007953 0.002938 64 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s]
197/499 4.32G 0.008584 0.007953 0.002938 64 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s]
197/499 4.32G 0.008575 0.007926 0.002958 65 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s]
197/499 4.32G 0.008575 0.007926 0.002958 65 640: 59%|#####8 | 99/168 [00:18<00:12, 5.31it/s]
197/499 4.32G 0.008577 0.007929 0.003003 64 640: 59%|#####8 | 99/168 [00:19<00:12, 5.31it/s]
197/499 4.32G 0.008577 0.007929 0.003003 64 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s]
197/499 4.32G 0.008581 0.007907 0.002983 54 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s]
197/499 4.32G 0.008581 0.007907 0.002983 54 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s]
197/499 4.32G 0.008568 0.007896 0.002983 70 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s]
197/499 4.32G 0.008568 0.007896 0.002983 70 640: 61%|###### | 102/168 [00:19<00:12, 5.28it/s]
197/499 4.32G 0.008569 0.007892 0.002967 63 640: 61%|###### | 102/168 [00:19<00:12, 5.28it/s]
197/499 4.32G 0.008569 0.007892 0.002967 63 640: 61%|######1 | 103/168 [00:19<00:12, 5.12it/s]
197/499 4.32G 0.008559 0.007892 0.002967 78 640: 61%|######1 | 103/168 [00:19<00:12, 5.12it/s]
197/499 4.32G 0.008559 0.007892 0.002967 78 640: 62%|######1 | 104/168 [00:19<00:12, 5.19it/s]
197/499 4.32G 0.008583 0.00791 0.002954 65 640: 62%|######1 | 104/168 [00:20<00:12, 5.19it/s]
197/499 4.32G 0.008583 0.00791 0.002954 65 640: 62%|######2 | 105/168 [00:20<00:11, 5.28it/s]
197/499 4.32G 0.00858 0.007912 0.002949 69 640: 62%|######2 | 105/168 [00:20<00:11, 5.28it/s]
197/499 4.32G 0.00858 0.007912 0.002949 69 640: 63%|######3 | 106/168 [00:20<00:11, 5.17it/s]
197/499 4.32G 0.008572 0.007916 0.002932 65 640: 63%|######3 | 106/168 [00:20<00:11, 5.17it/s]
197/499 4.32G 0.008572 0.007916 0.002932 65 640: 64%|######3 | 107/168 [00:20<00:11, 5.22it/s]
197/499 4.32G 0.008577 0.007914 0.002944 59 640: 64%|######3 | 107/168 [00:20<00:11, 5.22it/s]
197/499 4.32G 0.008577 0.007914 0.002944 59 640: 64%|######4 | 108/168 [00:20<00:11, 5.29it/s]
197/499 4.32G 0.008592 0.007933 0.002932 66 640: 64%|######4 | 108/168 [00:20<00:11, 5.29it/s]
197/499 4.32G 0.008592 0.007933 0.002932 66 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s]
197/499 4.32G 0.008598 0.007933 0.002931 62 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s]
197/499 4.32G 0.008598 0.007933 0.002931 62 640: 65%|######5 | 110/168 [00:20<00:11, 5.27it/s]
197/499 4.32G 0.008589 0.007933 0.002969 70 640: 65%|######5 | 110/168 [00:21<00:11, 5.27it/s]
197/499 4.32G 0.008589 0.007933 0.002969 70 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s]
197/499 4.32G 0.008595 0.007931 0.002952 61 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s]
197/499 4.32G 0.008595 0.007931 0.002952 61 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
197/499 4.32G 0.008592 0.00793 0.00296 75 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
197/499 4.32G 0.008592 0.00793 0.00296 75 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s]
197/499 4.32G 0.008595 0.007923 0.002948 53 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s]
197/499 4.32G 0.008595 0.007923 0.002948 53 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s]
197/499 4.32G 0.00859 0.00794 0.002952 76 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s]
197/499 4.32G 0.00859 0.00794 0.002952 76 640: 68%|######8 | 115/168 [00:21<00:10, 5.23it/s]
197/499 4.32G 0.008572 0.007921 0.00295 57 640: 68%|######8 | 115/168 [00:22<00:10, 5.23it/s]
197/499 4.32G 0.008572 0.007921 0.00295 57 640: 69%|######9 | 116/168 [00:22<00:09, 5.32it/s]
197/499 4.32G 0.008563 0.007916 0.00294 70 640: 69%|######9 | 116/168 [00:22<00:09, 5.32it/s]
197/499 4.32G 0.008563 0.007916 0.00294 70 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s]
197/499 4.32G 0.008562 0.007914 0.002953 51 640: 70%|######9 | 117/168 [00:22<00:09, 5.38it/s]
197/499 4.32G 0.008562 0.007914 0.002953 51 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s]
197/499 4.32G 0.00856 0.007921 0.002972 73 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s]
197/499 4.32G 0.00856 0.007921 0.002972 73 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s]
197/499 4.32G 0.008547 0.007913 0.002984 62 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s]
197/499 4.32G 0.008547 0.007913 0.002984 62 640: 71%|#######1 | 120/168 [00:22<00:08, 5.38it/s]
197/499 4.32G 0.008554 0.007912 0.002966 67 640: 71%|#######1 | 120/168 [00:23<00:08, 5.38it/s]
197/499 4.32G 0.008554 0.007912 0.002966 67 640: 72%|#######2 | 121/168 [00:23<00:09, 5.21it/s]
197/499 4.32G 0.00853 0.007893 0.002965 56 640: 72%|#######2 | 121/168 [00:23<00:09, 5.21it/s]
197/499 4.32G 0.00853 0.007893 0.002965 56 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s]
197/499 4.32G 0.008535 0.007883 0.00297 68 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s]
197/499 4.32G 0.008535 0.007883 0.00297 68 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
197/499 4.32G 0.008534 0.007891 0.002972 82 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
197/499 4.32G 0.008534 0.007891 0.002972 82 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s]
197/499 4.32G 0.008547 0.007899 0.002987 74 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s]
197/499 4.32G 0.008547 0.007899 0.002987 74 640: 74%|#######4 | 125/168 [00:23<00:08, 5.24it/s]
197/499 4.32G 0.008547 0.007896 0.002984 67 640: 74%|#######4 | 125/168 [00:24<00:08, 5.24it/s]
197/499 4.32G 0.008547 0.007896 0.002984 67 640: 75%|#######5 | 126/168 [00:24<00:07, 5.32it/s]
197/499 4.32G 0.008555 0.007889 0.00297 63 640: 75%|#######5 | 126/168 [00:24<00:07, 5.32it/s]
197/499 4.32G 0.008555 0.007889 0.00297 63 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
197/499 4.32G 0.008558 0.007903 0.003015 64 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
197/499 4.32G 0.008558 0.007903 0.003015 64 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s]
197/499 4.32G 0.008565 0.007915 0.003028 68 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s]
197/499 4.32G 0.008565 0.007915 0.003028 68 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s]
197/499 4.32G 0.008563 0.007911 0.003014 62 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s]
197/499 4.32G 0.008563 0.007911 0.003014 62 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s]
197/499 4.32G 0.008561 0.007917 0.003022 69 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s]
197/499 4.32G 0.008561 0.007917 0.003022 69 640: 78%|#######7 | 131/168 [00:24<00:07, 5.28it/s]
197/499 4.32G 0.008562 0.007939 0.003022 79 640: 78%|#######7 | 131/168 [00:25<00:07, 5.28it/s]
197/499 4.32G 0.008562 0.007939 0.003022 79 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s]
197/499 4.32G 0.008554 0.007925 0.003032 54 640: 79%|#######8 | 132/168 [00:25<00:06, 5.36it/s]
197/499 4.32G 0.008554 0.007925 0.003032 54 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
197/499 4.32G 0.00856 0.007931 0.003018 57 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
197/499 4.32G 0.00856 0.007931 0.003018 57 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s]
197/499 4.32G 0.008573 0.007941 0.003021 63 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s]
197/499 4.32G 0.008573 0.007941 0.003021 63 640: 80%|######## | 135/168 [00:25<00:06, 5.38it/s]
197/499 4.32G 0.00857 0.007943 0.003005 56 640: 80%|######## | 135/168 [00:25<00:06, 5.38it/s]
197/499 4.32G 0.00857 0.007943 0.003005 56 640: 81%|######## | 136/168 [00:25<00:06, 5.23it/s]
197/499 4.32G 0.008573 0.007949 0.003011 78 640: 81%|######## | 136/168 [00:26<00:06, 5.23it/s]
197/499 4.32G 0.008573 0.007949 0.003011 78 640: 82%|########1 | 137/168 [00:26<00:05, 5.24it/s]
197/499 4.32G 0.008567 0.007943 0.002989 65 640: 82%|########1 | 137/168 [00:26<00:05, 5.24it/s]
197/499 4.32G 0.008567 0.007943 0.002989 65 640: 82%|########2 | 138/168 [00:26<00:05, 5.28it/s]
197/499 4.32G 0.008576 0.007958 0.002997 80 640: 82%|########2 | 138/168 [00:26<00:05, 5.28it/s]
197/499 4.32G 0.008576 0.007958 0.002997 80 640: 83%|########2 | 139/168 [00:26<00:05, 5.15it/s]
197/499 4.32G 0.00857 0.007941 0.002995 63 640: 83%|########2 | 139/168 [00:26<00:05, 5.15it/s]
197/499 4.32G 0.00857 0.007941 0.002995 63 640: 83%|########3 | 140/168 [00:26<00:05, 5.21it/s]
197/499 4.32G 0.008561 0.007955 0.002987 82 640: 83%|########3 | 140/168 [00:26<00:05, 5.21it/s]
197/499 4.32G 0.008561 0.007955 0.002987 82 640: 84%|########3 | 141/168 [00:26<00:05, 5.30it/s]
197/499 4.32G 0.008559 0.007962 0.002987 85 640: 84%|########3 | 141/168 [00:27<00:05, 5.30it/s]
197/499 4.32G 0.008559 0.007962 0.002987 85 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s]
197/499 4.32G 0.008561 0.007953 0.002996 61 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s]
197/499 4.32G 0.008561 0.007953 0.002996 61 640: 85%|########5 | 143/168 [00:27<00:04, 5.24it/s]
197/499 4.32G 0.008559 0.007961 0.002986 67 640: 85%|########5 | 143/168 [00:27<00:04, 5.24it/s]
197/499 4.32G 0.008559 0.007961 0.002986 67 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s]
197/499 4.32G 0.008563 0.007958 0.002992 62 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s]
197/499 4.32G 0.008563 0.007958 0.002992 62 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s]
197/499 4.32G 0.00856 0.007959 0.002989 72 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s]
197/499 4.32G 0.00856 0.007959 0.002989 72 640: 87%|########6 | 146/168 [00:27<00:04, 5.26it/s]
197/499 4.32G 0.008554 0.007958 0.002981 67 640: 87%|########6 | 146/168 [00:28<00:04, 5.26it/s]
197/499 4.32G 0.008554 0.007958 0.002981 67 640: 88%|########7 | 147/168 [00:28<00:03, 5.28it/s]
197/499 4.32G 0.008547 0.00797 0.002992 98 640: 88%|########7 | 147/168 [00:28<00:03, 5.28it/s]
197/499 4.32G 0.008547 0.00797 0.002992 98 640: 88%|########8 | 148/168 [00:28<00:03, 5.13it/s]
197/499 4.32G 0.008538 0.007978 0.002985 74 640: 88%|########8 | 148/168 [00:28<00:03, 5.13it/s]
197/499 4.32G 0.008538 0.007978 0.002985 74 640: 89%|########8 | 149/168 [00:28<00:03, 5.21it/s]
197/499 4.32G 0.008535 0.007982 0.002993 77 640: 89%|########8 | 149/168 [00:28<00:03, 5.21it/s]
197/499 4.32G 0.008535 0.007982 0.002993 77 640: 89%|########9 | 150/168 [00:28<00:03, 5.27it/s]
197/499 4.32G 0.008532 0.007988 0.002997 67 640: 89%|########9 | 150/168 [00:28<00:03, 5.27it/s]
197/499 4.32G 0.008532 0.007988 0.002997 67 640: 90%|########9 | 151/168 [00:28<00:03, 5.12it/s]
197/499 4.32G 0.00854 0.007985 0.002991 59 640: 90%|########9 | 151/168 [00:28<00:03, 5.12it/s]
197/499 4.32G 0.00854 0.007985 0.002991 59 640: 90%|######### | 152/168 [00:28<00:03, 5.17it/s]
197/499 4.32G 0.008547 0.007969 0.002994 48 640: 90%|######### | 152/168 [00:29<00:03, 5.17it/s]
197/499 4.32G 0.008547 0.007969 0.002994 48 640: 91%|#########1| 153/168 [00:29<00:02, 5.27it/s]
197/499 4.32G 0.008541 0.007954 0.002995 48 640: 91%|#########1| 153/168 [00:29<00:02, 5.27it/s]
197/499 4.32G 0.008541 0.007954 0.002995 48 640: 92%|#########1| 154/168 [00:29<00:02, 5.15it/s]
197/499 4.32G 0.008556 0.007944 0.003021 55 640: 92%|#########1| 154/168 [00:29<00:02, 5.15it/s]
197/499 4.32G 0.008556 0.007944 0.003021 55 640: 92%|#########2| 155/168 [00:29<00:02, 5.24it/s]
197/499 4.32G 0.008553 0.007954 0.003025 70 640: 92%|#########2| 155/168 [00:29<00:02, 5.24it/s]
197/499 4.32G 0.008553 0.007954 0.003025 70 640: 93%|#########2| 156/168 [00:29<00:02, 5.32it/s]
197/499 4.32G 0.008559 0.007962 0.00302 69 640: 93%|#########2| 156/168 [00:29<00:02, 5.32it/s]
197/499 4.32G 0.008559 0.007962 0.00302 69 640: 93%|#########3| 157/168 [00:29<00:02, 5.18it/s]
197/499 4.32G 0.008559 0.007968 0.00304 61 640: 93%|#########3| 157/168 [00:30<00:02, 5.18it/s]
197/499 4.32G 0.008559 0.007968 0.00304 61 640: 94%|#########4| 158/168 [00:30<00:01, 5.23it/s]
197/499 4.32G 0.00856 0.007967 0.003045 67 640: 94%|#########4| 158/168 [00:30<00:01, 5.23it/s]
197/499 4.32G 0.00856 0.007967 0.003045 67 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s]
197/499 4.32G 0.008559 0.007969 0.003041 86 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s]
197/499 4.32G 0.008559 0.007969 0.003041 86 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s]
197/499 4.32G 0.008563 0.007976 0.003058 71 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s]
197/499 4.32G 0.008563 0.007976 0.003058 71 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s]
197/499 4.32G 0.008559 0.007976 0.00306 70 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s]
197/499 4.32G 0.008559 0.007976 0.00306 70 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s]
197/499 4.32G 0.008565 0.007985 0.003051 70 640: 96%|#########6| 162/168 [00:31<00:01, 5.35it/s]
197/499 4.32G 0.008565 0.007985 0.003051 70 640: 97%|#########7| 163/168 [00:31<00:00, 5.22it/s]
197/499 4.32G 0.008561 0.007991 0.00305 70 640: 97%|#########7| 163/168 [00:31<00:00, 5.22it/s]
197/499 4.32G 0.008561 0.007991 0.00305 70 640: 98%|#########7| 164/168 [00:31<00:00, 5.31it/s]
197/499 4.32G 0.008561 0.007995 0.003044 62 640: 98%|#########7| 164/168 [00:31<00:00, 5.31it/s]
197/499 4.32G 0.008561 0.007995 0.003044 62 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s]
197/499 4.32G 0.008569 0.007987 0.003049 60 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s]
197/499 4.32G 0.008569 0.007987 0.003049 60 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s]
197/499 4.32G 0.008565 0.007998 0.003036 77 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s]
197/499 4.32G 0.008565 0.007998 0.003036 77 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s]
197/499 4.32G 0.008557 0.007981 0.003025 32 640: 99%|#########9| 167/168 [00:32<00:00, 5.27it/s]
197/499 4.32G 0.008557 0.007981 0.003025 32 640: 100%|##########| 168/168 [00:32<00:00, 5.43it/s]
197/499 4.32G 0.008557 0.007981 0.003025 32 640: 100%|##########| 168/168 [00:32<00:00, 5.25it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.86it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s]
all 132 263 0.85 0.845 0.87 0.76
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
198/499 4.32G 0.01026 0.008312 0.003429 69 640: 0%| | 0/168 [00:00<?, ?it/s]
198/499 4.32G 0.01026 0.008312 0.003429 69 640: 1%| | 1/168 [00:00<00:35, 4.69it/s]
198/499 4.32G 0.008645 0.008558 0.004255 77 640: 1%| | 1/168 [00:00<00:35, 4.69it/s]
198/499 4.32G 0.008645 0.008558 0.004255 77 640: 1%|1 | 2/168 [00:00<00:32, 5.17it/s]
198/499 4.32G 0.008902 0.009035 0.003604 75 640: 1%|1 | 2/168 [00:00<00:32, 5.17it/s]
198/499 4.32G 0.008902 0.009035 0.003604 75 640: 2%|1 | 3/168 [00:00<00:31, 5.28it/s]
198/499 4.32G 0.008609 0.008471 0.003933 65 640: 2%|1 | 3/168 [00:00<00:31, 5.28it/s]
198/499 4.32G 0.008609 0.008471 0.003933 65 640: 2%|2 | 4/168 [00:00<00:32, 5.11it/s]
198/499 4.32G 0.008823 0.008419 0.003467 66 640: 2%|2 | 4/168 [00:00<00:32, 5.11it/s]
198/499 4.32G 0.008823 0.008419 0.003467 66 640: 3%|2 | 5/168 [00:00<00:31, 5.21it/s]
198/499 4.32G 0.008613 0.008173 0.003802 59 640: 3%|2 | 5/168 [00:01<00:31, 5.21it/s]
198/499 4.32G 0.008613 0.008173 0.003802 59 640: 4%|3 | 6/168 [00:01<00:30, 5.27it/s]
198/499 4.32G 0.008492 0.008194 0.003388 66 640: 4%|3 | 6/168 [00:01<00:30, 5.27it/s]
198/499 4.32G 0.008492 0.008194 0.003388 66 640: 4%|4 | 7/168 [00:01<00:31, 5.12it/s]
198/499 4.32G 0.008398 0.008127 0.00393 70 640: 4%|4 | 7/168 [00:01<00:31, 5.12it/s]
198/499 4.32G 0.008398 0.008127 0.00393 70 640: 5%|4 | 8/168 [00:01<00:30, 5.25it/s]
198/499 4.32G 0.008564 0.008262 0.004045 64 640: 5%|4 | 8/168 [00:01<00:30, 5.25it/s]
198/499 4.32G 0.008564 0.008262 0.004045 64 640: 5%|5 | 9/168 [00:01<00:30, 5.30it/s]
198/499 4.32G 0.008779 0.008282 0.004286 65 640: 5%|5 | 9/168 [00:01<00:30, 5.30it/s]
198/499 4.32G 0.008779 0.008282 0.004286 65 640: 6%|5 | 10/168 [00:01<00:30, 5.14it/s]
198/499 4.32G 0.008751 0.008209 0.004255 61 640: 6%|5 | 10/168 [00:02<00:30, 5.14it/s]
198/499 4.32G 0.008751 0.008209 0.004255 61 640: 7%|6 | 11/168 [00:02<00:29, 5.26it/s]
198/499 4.32G 0.008798 0.008457 0.004232 78 640: 7%|6 | 11/168 [00:02<00:29, 5.26it/s]
198/499 4.32G 0.008798 0.008457 0.004232 78 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s]
198/499 4.32G 0.008796 0.008351 0.004303 55 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s]
198/499 4.32G 0.008796 0.008351 0.004303 55 640: 8%|7 | 13/168 [00:02<00:30, 5.17it/s]
198/499 4.32G 0.008762 0.008494 0.004119 81 640: 8%|7 | 13/168 [00:02<00:30, 5.17it/s]
198/499 4.32G 0.008762 0.008494 0.004119 81 640: 8%|8 | 14/168 [00:02<00:29, 5.25it/s]
198/499 4.32G 0.008689 0.008514 0.00411 74 640: 8%|8 | 14/168 [00:02<00:29, 5.25it/s]
198/499 4.32G 0.008689 0.008514 0.00411 74 640: 9%|8 | 15/168 [00:02<00:28, 5.32it/s]
198/499 4.32G 0.00858 0.008317 0.004026 53 640: 9%|8 | 15/168 [00:03<00:28, 5.32it/s]
198/499 4.32G 0.00858 0.008317 0.004026 53 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s]
198/499 4.32G 0.008644 0.008444 0.00405 89 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s]
198/499 4.32G 0.008644 0.008444 0.00405 89 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
198/499 4.32G 0.008616 0.008586 0.003955 89 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
198/499 4.32G 0.008616 0.008586 0.003955 89 640: 11%|# | 18/168 [00:03<00:28, 5.28it/s]
198/499 4.32G 0.008566 0.008572 0.003887 69 640: 11%|# | 18/168 [00:03<00:28, 5.28it/s]
198/499 4.32G 0.008566 0.008572 0.003887 69 640: 11%|#1 | 19/168 [00:03<00:28, 5.15it/s]
198/499 4.32G 0.008607 0.008631 0.003973 84 640: 11%|#1 | 19/168 [00:03<00:28, 5.15it/s]
198/499 4.32G 0.008607 0.008631 0.003973 84 640: 12%|#1 | 20/168 [00:03<00:28, 5.23it/s]
198/499 4.32G 0.00858 0.008664 0.003867 62 640: 12%|#1 | 20/168 [00:04<00:28, 5.23it/s]
198/499 4.32G 0.00858 0.008664 0.003867 62 640: 12%|#2 | 21/168 [00:04<00:27, 5.31it/s]
198/499 4.32G 0.008641 0.008733 0.003852 70 640: 12%|#2 | 21/168 [00:04<00:27, 5.31it/s]
198/499 4.32G 0.008641 0.008733 0.003852 70 640: 13%|#3 | 22/168 [00:04<00:28, 5.14it/s]
198/499 4.32G 0.008681 0.008696 0.003813 66 640: 13%|#3 | 22/168 [00:04<00:28, 5.14it/s]
198/499 4.32G 0.008681 0.008696 0.003813 66 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s]
198/499 4.32G 0.008694 0.008619 0.003794 51 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s]
198/499 4.32G 0.008694 0.008619 0.003794 51 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
198/499 4.32G 0.008657 0.008662 0.003693 81 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
198/499 4.32G 0.008657 0.008662 0.003693 81 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s]
198/499 4.32G 0.008595 0.008565 0.003803 57 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s]
198/499 4.32G 0.008595 0.008565 0.003803 57 640: 15%|#5 | 26/168 [00:04<00:27, 5.24it/s]
198/499 4.32G 0.008655 0.008543 0.003776 59 640: 15%|#5 | 26/168 [00:05<00:27, 5.24it/s]
198/499 4.32G 0.008655 0.008543 0.003776 59 640: 16%|#6 | 27/168 [00:05<00:26, 5.30it/s]
198/499 4.32G 0.008646 0.008459 0.00368 51 640: 16%|#6 | 27/168 [00:05<00:26, 5.30it/s]
198/499 4.32G 0.008646 0.008459 0.00368 51 640: 17%|#6 | 28/168 [00:05<00:27, 5.17it/s]
198/499 4.32G 0.00864 0.008475 0.003597 73 640: 17%|#6 | 28/168 [00:05<00:27, 5.17it/s]
198/499 4.32G 0.00864 0.008475 0.003597 73 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s]
198/499 4.32G 0.008657 0.008478 0.00358 61 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s]
198/499 4.32G 0.008657 0.008478 0.00358 61 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
198/499 4.32G 0.008647 0.008465 0.003554 74 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
198/499 4.32G 0.008647 0.008465 0.003554 74 640: 18%|#8 | 31/168 [00:05<00:26, 5.23it/s]
198/499 4.32G 0.008647 0.00856 0.003514 78 640: 18%|#8 | 31/168 [00:06<00:26, 5.23it/s]
198/499 4.32G 0.008647 0.00856 0.003514 78 640: 19%|#9 | 32/168 [00:06<00:25, 5.33it/s]
198/499 4.32G 0.008657 0.008499 0.003463 51 640: 19%|#9 | 32/168 [00:06<00:25, 5.33it/s]
198/499 4.32G 0.008657 0.008499 0.003463 51 640: 20%|#9 | 33/168 [00:06<00:25, 5.39it/s]
198/499 4.32G 0.008644 0.008522 0.003464 74 640: 20%|#9 | 33/168 [00:06<00:25, 5.39it/s]
198/499 4.32G 0.008644 0.008522 0.003464 74 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
198/499 4.32G 0.008644 0.008545 0.003415 66 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
198/499 4.32G 0.008644 0.008545 0.003415 66 640: 21%|## | 35/168 [00:06<00:25, 5.32it/s]
198/499 4.32G 0.008654 0.008493 0.003388 59 640: 21%|## | 35/168 [00:06<00:25, 5.32it/s]
198/499 4.32G 0.008654 0.008493 0.003388 59 640: 21%|##1 | 36/168 [00:06<00:24, 5.39it/s]
198/499 4.32G 0.008689 0.008507 0.003391 66 640: 21%|##1 | 36/168 [00:07<00:24, 5.39it/s]
198/499 4.32G 0.008689 0.008507 0.003391 66 640: 22%|##2 | 37/168 [00:07<00:25, 5.23it/s]
198/499 4.32G 0.0087 0.008533 0.003346 66 640: 22%|##2 | 37/168 [00:07<00:25, 5.23it/s]
198/499 4.32G 0.0087 0.008533 0.003346 66 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s]
198/499 4.32G 0.008703 0.00857 0.003354 78 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s]
198/499 4.32G 0.008703 0.00857 0.003354 78 640: 23%|##3 | 39/168 [00:07<00:24, 5.31it/s]
198/499 4.32G 0.008682 0.008548 0.003474 67 640: 23%|##3 | 39/168 [00:07<00:24, 5.31it/s]
198/499 4.32G 0.008682 0.008548 0.003474 67 640: 24%|##3 | 40/168 [00:07<00:24, 5.16it/s]
198/499 4.32G 0.008671 0.008553 0.00349 86 640: 24%|##3 | 40/168 [00:07<00:24, 5.16it/s]
198/499 4.32G 0.008671 0.008553 0.00349 86 640: 24%|##4 | 41/168 [00:07<00:24, 5.26it/s]
198/499 4.32G 0.00864 0.008526 0.003569 64 640: 24%|##4 | 41/168 [00:08<00:24, 5.26it/s]
198/499 4.32G 0.00864 0.008526 0.003569 64 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s]
198/499 4.32G 0.008614 0.008502 0.003602 83 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s]
198/499 4.32G 0.008614 0.008502 0.003602 83 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
198/499 4.32G 0.008604 0.008478 0.003547 68 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
198/499 4.32G 0.008604 0.008478 0.003547 68 640: 26%|##6 | 44/168 [00:08<00:23, 5.26it/s]
198/499 4.32G 0.00863 0.008432 0.003552 64 640: 26%|##6 | 44/168 [00:08<00:23, 5.26it/s]
198/499 4.32G 0.00863 0.008432 0.003552 64 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s]
198/499 4.32G 0.008619 0.008419 0.003546 65 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s]
198/499 4.32G 0.008619 0.008419 0.003546 65 640: 27%|##7 | 46/168 [00:08<00:23, 5.20it/s]
198/499 4.32G 0.008641 0.008383 0.003547 63 640: 27%|##7 | 46/168 [00:08<00:23, 5.20it/s]
198/499 4.32G 0.008641 0.008383 0.003547 63 640: 28%|##7 | 47/168 [00:08<00:22, 5.28it/s]
198/499 4.32G 0.008623 0.008388 0.003552 78 640: 28%|##7 | 47/168 [00:09<00:22, 5.28it/s]
198/499 4.32G 0.008623 0.008388 0.003552 78 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s]
198/499 4.32G 0.008595 0.008356 0.003512 58 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s]
198/499 4.32G 0.008595 0.008356 0.003512 58 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s]
198/499 4.32G 0.008581 0.008343 0.003521 61 640: 29%|##9 | 49/168 [00:09<00:23, 5.15it/s]
198/499 4.32G 0.008581 0.008343 0.003521 61 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s]
198/499 4.32G 0.008569 0.008375 0.003529 77 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s]
198/499 4.32G 0.008569 0.008375 0.003529 77 640: 30%|### | 51/168 [00:09<00:22, 5.27it/s]
198/499 4.32G 0.008553 0.008359 0.003523 77 640: 30%|### | 51/168 [00:09<00:22, 5.27it/s]
198/499 4.32G 0.008553 0.008359 0.003523 77 640: 31%|### | 52/168 [00:09<00:22, 5.17it/s]
198/499 4.32G 0.008538 0.008372 0.003556 75 640: 31%|### | 52/168 [00:10<00:22, 5.17it/s]
198/499 4.32G 0.008538 0.008372 0.003556 75 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
198/499 4.32G 0.008541 0.008312 0.003506 45 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
198/499 4.32G 0.008541 0.008312 0.003506 45 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s]
198/499 4.32G 0.008553 0.008326 0.003494 68 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s]
198/499 4.32G 0.008553 0.008326 0.003494 68 640: 33%|###2 | 55/168 [00:10<00:21, 5.15it/s]
198/499 4.32G 0.008583 0.00832 0.003478 72 640: 33%|###2 | 55/168 [00:10<00:21, 5.15it/s]
198/499 4.32G 0.008583 0.00832 0.003478 72 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s]
198/499 4.32G 0.008574 0.008339 0.00344 67 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s]
198/499 4.32G 0.008574 0.008339 0.00344 67 640: 34%|###3 | 57/168 [00:10<00:20, 5.34it/s]
198/499 4.32G 0.008579 0.008339 0.0034 65 640: 34%|###3 | 57/168 [00:11<00:20, 5.34it/s]
198/499 4.32G 0.008579 0.008339 0.0034 65 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s]
198/499 4.32G 0.008567 0.008326 0.0034 61 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s]
198/499 4.32G 0.008567 0.008326 0.0034 61 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
198/499 4.32G 0.008569 0.008314 0.003395 62 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
198/499 4.32G 0.008569 0.008314 0.003395 62 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s]
198/499 4.32G 0.008554 0.008315 0.003369 63 640: 36%|###5 | 60/168 [00:11<00:20, 5.29it/s]
198/499 4.32G 0.008554 0.008315 0.003369 63 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
198/499 4.32G 0.008576 0.00834 0.00341 78 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
198/499 4.32G 0.008576 0.00834 0.00341 78 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s]
198/499 4.32G 0.008574 0.008296 0.003445 62 640: 37%|###6 | 62/168 [00:12<00:20, 5.28it/s]
198/499 4.32G 0.008574 0.008296 0.003445 62 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s]
198/499 4.32G 0.00856 0.008272 0.003427 71 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s]
198/499 4.32G 0.00856 0.008272 0.003427 71 640: 38%|###8 | 64/168 [00:12<00:20, 5.20it/s]
198/499 4.32G 0.008568 0.00826 0.003392 72 640: 38%|###8 | 64/168 [00:12<00:20, 5.20it/s]
198/499 4.32G 0.008568 0.00826 0.003392 72 640: 39%|###8 | 65/168 [00:12<00:19, 5.18it/s]
198/499 4.32G 0.008553 0.008235 0.003406 67 640: 39%|###8 | 65/168 [00:12<00:19, 5.18it/s]
198/499 4.32G 0.008553 0.008235 0.003406 67 640: 39%|###9 | 66/168 [00:12<00:19, 5.24it/s]
198/499 4.32G 0.008546 0.008205 0.003397 62 640: 39%|###9 | 66/168 [00:12<00:19, 5.24it/s]
198/499 4.32G 0.008546 0.008205 0.003397 62 640: 40%|###9 | 67/168 [00:12<00:19, 5.11it/s]
198/499 4.32G 0.00853 0.008187 0.003399 66 640: 40%|###9 | 67/168 [00:12<00:19, 5.11it/s]
198/499 4.32G 0.00853 0.008187 0.003399 66 640: 40%|#### | 68/168 [00:12<00:19, 5.21it/s]
198/499 4.32G 0.008535 0.008206 0.003392 75 640: 40%|#### | 68/168 [00:13<00:19, 5.21it/s]
198/499 4.32G 0.008535 0.008206 0.003392 75 640: 41%|####1 | 69/168 [00:13<00:18, 5.24it/s]
198/499 4.32G 0.008535 0.008236 0.003388 76 640: 41%|####1 | 69/168 [00:13<00:18, 5.24it/s]
198/499 4.32G 0.008535 0.008236 0.003388 76 640: 42%|####1 | 70/168 [00:13<00:19, 5.13it/s]
198/499 4.32G 0.008531 0.008231 0.003393 70 640: 42%|####1 | 70/168 [00:13<00:19, 5.13it/s]
198/499 4.32G 0.008531 0.008231 0.003393 70 640: 42%|####2 | 71/168 [00:13<00:18, 5.14it/s]
198/499 4.32G 0.008534 0.008267 0.003407 78 640: 42%|####2 | 71/168 [00:13<00:18, 5.14it/s]
198/499 4.32G 0.008534 0.008267 0.003407 78 640: 43%|####2 | 72/168 [00:13<00:18, 5.23it/s]
198/499 4.32G 0.008538 0.008281 0.003371 76 640: 43%|####2 | 72/168 [00:13<00:18, 5.23it/s]
198/499 4.32G 0.008538 0.008281 0.003371 76 640: 43%|####3 | 73/168 [00:13<00:18, 5.11it/s]
198/499 4.32G 0.008557 0.008305 0.003369 69 640: 43%|####3 | 73/168 [00:14<00:18, 5.11it/s]
198/499 4.32G 0.008557 0.008305 0.003369 69 640: 44%|####4 | 74/168 [00:14<00:18, 5.19it/s]
198/499 4.32G 0.008569 0.008297 0.003369 64 640: 44%|####4 | 74/168 [00:14<00:18, 5.19it/s]
198/499 4.32G 0.008569 0.008297 0.003369 64 640: 45%|####4 | 75/168 [00:14<00:17, 5.29it/s]
198/499 4.32G 0.008572 0.008284 0.003342 68 640: 45%|####4 | 75/168 [00:14<00:17, 5.29it/s]
198/499 4.32G 0.008572 0.008284 0.003342 68 640: 45%|####5 | 76/168 [00:14<00:17, 5.13it/s]
198/499 4.32G 0.008587 0.008282 0.003323 60 640: 45%|####5 | 76/168 [00:14<00:17, 5.13it/s]
198/499 4.32G 0.008587 0.008282 0.003323 60 640: 46%|####5 | 77/168 [00:14<00:17, 5.24it/s]
198/499 4.32G 0.008581 0.008284 0.003326 64 640: 46%|####5 | 77/168 [00:14<00:17, 5.24it/s]
198/499 4.32G 0.008581 0.008284 0.003326 64 640: 46%|####6 | 78/168 [00:14<00:16, 5.32it/s]
198/499 4.32G 0.008566 0.008298 0.003305 73 640: 46%|####6 | 78/168 [00:15<00:16, 5.32it/s]
198/499 4.32G 0.008566 0.008298 0.003305 73 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s]
198/499 4.32G 0.008549 0.008284 0.003287 61 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s]
198/499 4.32G 0.008549 0.008284 0.003287 61 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
198/499 4.32G 0.008539 0.008298 0.003265 76 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
198/499 4.32G 0.008539 0.008298 0.003265 76 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
198/499 4.32G 0.008524 0.008291 0.003274 62 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
198/499 4.32G 0.008524 0.008291 0.003274 62 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s]
198/499 4.32G 0.008524 0.008272 0.003346 60 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s]
198/499 4.32G 0.008524 0.008272 0.003346 60 640: 49%|####9 | 83/168 [00:15<00:16, 5.25it/s]
198/499 4.32G 0.008539 0.008269 0.003375 70 640: 49%|####9 | 83/168 [00:16<00:16, 5.25it/s]
198/499 4.32G 0.008539 0.008269 0.003375 70 640: 50%|##### | 84/168 [00:16<00:15, 5.31it/s]
198/499 4.32G 0.008542 0.008269 0.003418 61 640: 50%|##### | 84/168 [00:16<00:15, 5.31it/s]
198/499 4.32G 0.008542 0.008269 0.003418 61 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s]
198/499 4.32G 0.008545 0.008258 0.003428 53 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s]
198/499 4.32G 0.008545 0.008258 0.003428 53 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
198/499 4.32G 0.008558 0.008285 0.003396 72 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
198/499 4.32G 0.008558 0.008285 0.003396 72 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s]
198/499 4.32G 0.008564 0.008284 0.003418 69 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s]
198/499 4.32G 0.008564 0.008284 0.003418 69 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
198/499 4.32G 0.008558 0.008283 0.003416 64 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
198/499 4.32G 0.008558 0.008283 0.003416 64 640: 53%|#####2 | 89/168 [00:16<00:14, 5.29it/s]
198/499 4.32G 0.008575 0.008294 0.003419 87 640: 53%|#####2 | 89/168 [00:17<00:14, 5.29it/s]
198/499 4.32G 0.008575 0.008294 0.003419 87 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s]
198/499 4.32G 0.008583 0.008294 0.003415 65 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s]
198/499 4.32G 0.008583 0.008294 0.003415 65 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
198/499 4.32G 0.008579 0.008301 0.003432 68 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
198/499 4.32G 0.008579 0.008301 0.003432 68 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s]
198/499 4.32G 0.008568 0.008291 0.003409 59 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s]
198/499 4.32G 0.008568 0.008291 0.003409 59 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s]
198/499 4.32G 0.008554 0.00828 0.003388 65 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s]
198/499 4.32G 0.008554 0.00828 0.003388 65 640: 56%|#####5 | 94/168 [00:17<00:14, 5.20it/s]
198/499 4.32G 0.008555 0.008274 0.003377 66 640: 56%|#####5 | 94/168 [00:18<00:14, 5.20it/s]
198/499 4.32G 0.008555 0.008274 0.003377 66 640: 57%|#####6 | 95/168 [00:18<00:13, 5.30it/s]
198/499 4.32G 0.008553 0.008286 0.003354 82 640: 57%|#####6 | 95/168 [00:18<00:13, 5.30it/s]
198/499 4.32G 0.008553 0.008286 0.003354 82 640: 57%|#####7 | 96/168 [00:18<00:13, 5.38it/s]
198/499 4.32G 0.008544 0.008297 0.003323 78 640: 57%|#####7 | 96/168 [00:18<00:13, 5.38it/s]
198/499 4.32G 0.008544 0.008297 0.003323 78 640: 58%|#####7 | 97/168 [00:18<00:13, 5.25it/s]
198/499 4.32G 0.008546 0.008284 0.003353 70 640: 58%|#####7 | 97/168 [00:18<00:13, 5.25it/s]
198/499 4.32G 0.008546 0.008284 0.003353 70 640: 58%|#####8 | 98/168 [00:18<00:13, 5.32it/s]
198/499 4.32G 0.008539 0.008271 0.003349 61 640: 58%|#####8 | 98/168 [00:18<00:13, 5.32it/s]
198/499 4.32G 0.008539 0.008271 0.003349 61 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s]
198/499 4.32G 0.008532 0.00826 0.003341 73 640: 59%|#####8 | 99/168 [00:19<00:12, 5.37it/s]
198/499 4.32G 0.008532 0.00826 0.003341 73 640: 60%|#####9 | 100/168 [00:19<00:13, 5.14it/s]
198/499 4.32G 0.008536 0.008246 0.003356 72 640: 60%|#####9 | 100/168 [00:19<00:13, 5.14it/s]
198/499 4.32G 0.008536 0.008246 0.003356 72 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s]
198/499 4.32G 0.008538 0.00824 0.003334 56 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s]
198/499 4.32G 0.008538 0.00824 0.003334 56 640: 61%|###### | 102/168 [00:19<00:12, 5.29it/s]
198/499 4.32G 0.008539 0.008234 0.003326 67 640: 61%|###### | 102/168 [00:19<00:12, 5.29it/s]
198/499 4.32G 0.008539 0.008234 0.003326 67 640: 61%|######1 | 103/168 [00:19<00:12, 5.09it/s]
198/499 4.32G 0.008552 0.008223 0.00332 55 640: 61%|######1 | 103/168 [00:19<00:12, 5.09it/s]
198/499 4.32G 0.008552 0.008223 0.00332 55 640: 62%|######1 | 104/168 [00:19<00:12, 5.17it/s]
198/499 4.32G 0.008563 0.008208 0.003335 56 640: 62%|######1 | 104/168 [00:20<00:12, 5.17it/s]
198/499 4.32G 0.008563 0.008208 0.003335 56 640: 62%|######2 | 105/168 [00:20<00:11, 5.27it/s]
198/499 4.32G 0.008557 0.008193 0.003334 61 640: 62%|######2 | 105/168 [00:20<00:11, 5.27it/s]
198/499 4.32G 0.008557 0.008193 0.003334 61 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s]
198/499 4.32G 0.008562 0.008186 0.003309 62 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s]
198/499 4.32G 0.008562 0.008186 0.003309 62 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s]
198/499 4.32G 0.008562 0.008171 0.003315 63 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s]
198/499 4.32G 0.008562 0.008171 0.003315 63 640: 64%|######4 | 108/168 [00:20<00:11, 5.30it/s]
198/499 4.32G 0.00855 0.008161 0.003325 77 640: 64%|######4 | 108/168 [00:20<00:11, 5.30it/s]
198/499 4.32G 0.00855 0.008161 0.003325 77 640: 65%|######4 | 109/168 [00:20<00:11, 5.13it/s]
198/499 4.32G 0.008545 0.008162 0.003321 60 640: 65%|######4 | 109/168 [00:20<00:11, 5.13it/s]
198/499 4.32G 0.008545 0.008162 0.003321 60 640: 65%|######5 | 110/168 [00:20<00:11, 5.20it/s]
198/499 4.32G 0.008545 0.008158 0.003382 60 640: 65%|######5 | 110/168 [00:21<00:11, 5.20it/s]
198/499 4.32G 0.008545 0.008158 0.003382 60 640: 66%|######6 | 111/168 [00:21<00:10, 5.29it/s]
198/499 4.32G 0.00853 0.008157 0.003378 66 640: 66%|######6 | 111/168 [00:21<00:10, 5.29it/s]
198/499 4.32G 0.00853 0.008157 0.003378 66 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s]
198/499 4.32G 0.008525 0.00814 0.003349 63 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s]
198/499 4.32G 0.008525 0.00814 0.003349 63 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s]
198/499 4.32G 0.008523 0.008126 0.003386 59 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s]
198/499 4.32G 0.008523 0.008126 0.003386 59 640: 68%|######7 | 114/168 [00:21<00:10, 5.30it/s]
198/499 4.32G 0.00851 0.008133 0.003393 83 640: 68%|######7 | 114/168 [00:21<00:10, 5.30it/s]
198/499 4.32G 0.00851 0.008133 0.003393 83 640: 68%|######8 | 115/168 [00:21<00:10, 5.14it/s]
198/499 4.32G 0.008511 0.008137 0.003396 75 640: 68%|######8 | 115/168 [00:22<00:10, 5.14it/s]
198/499 4.32G 0.008511 0.008137 0.003396 75 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
198/499 4.32G 0.008515 0.008124 0.003377 55 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
198/499 4.32G 0.008515 0.008124 0.003377 55 640: 70%|######9 | 117/168 [00:22<00:09, 5.30it/s]
198/499 4.32G 0.008521 0.008123 0.003387 67 640: 70%|######9 | 117/168 [00:22<00:09, 5.30it/s]
198/499 4.32G 0.008521 0.008123 0.003387 67 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s]
198/499 4.32G 0.008525 0.008138 0.003382 89 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s]
198/499 4.32G 0.008525 0.008138 0.003382 89 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s]
198/499 4.32G 0.008531 0.008123 0.00338 56 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s]
198/499 4.32G 0.008531 0.008123 0.00338 56 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s]
198/499 4.32G 0.008532 0.008148 0.003373 87 640: 71%|#######1 | 120/168 [00:23<00:08, 5.34it/s]
198/499 4.32G 0.008532 0.008148 0.003373 87 640: 72%|#######2 | 121/168 [00:23<00:09, 5.22it/s]
198/499 4.32G 0.008537 0.008159 0.003375 74 640: 72%|#######2 | 121/168 [00:23<00:09, 5.22it/s]
198/499 4.32G 0.008537 0.008159 0.003375 74 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s]
198/499 4.32G 0.008539 0.008175 0.003366 91 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s]
198/499 4.32G 0.008539 0.008175 0.003366 91 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s]
198/499 4.32G 0.008532 0.008156 0.003345 56 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s]
198/499 4.32G 0.008532 0.008156 0.003345 56 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
198/499 4.32G 0.008539 0.00814 0.003347 53 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
198/499 4.32G 0.008539 0.00814 0.003347 53 640: 74%|#######4 | 125/168 [00:23<00:08, 5.25it/s]
198/499 4.32G 0.008536 0.008131 0.003335 65 640: 74%|#######4 | 125/168 [00:24<00:08, 5.25it/s]
198/499 4.32G 0.008536 0.008131 0.003335 65 640: 75%|#######5 | 126/168 [00:24<00:07, 5.31it/s]
198/499 4.32G 0.008539 0.00814 0.003325 69 640: 75%|#######5 | 126/168 [00:24<00:07, 5.31it/s]
198/499 4.32G 0.008539 0.00814 0.003325 69 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s]
198/499 4.32G 0.00854 0.008133 0.003329 57 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s]
198/499 4.32G 0.00854 0.008133 0.003329 57 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s]
198/499 4.32G 0.008557 0.008126 0.003366 64 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s]
198/499 4.32G 0.008557 0.008126 0.003366 64 640: 77%|#######6 | 129/168 [00:24<00:07, 5.22it/s]
198/499 4.32G 0.008546 0.008127 0.003368 79 640: 77%|#######6 | 129/168 [00:24<00:07, 5.22it/s]
198/499 4.32G 0.008546 0.008127 0.003368 79 640: 77%|#######7 | 130/168 [00:24<00:07, 5.11it/s]
198/499 4.32G 0.008541 0.008119 0.003376 62 640: 77%|#######7 | 130/168 [00:24<00:07, 5.11it/s]
198/499 4.32G 0.008541 0.008119 0.003376 62 640: 78%|#######7 | 131/168 [00:24<00:07, 5.16it/s]
198/499 4.32G 0.008542 0.008116 0.003376 68 640: 78%|#######7 | 131/168 [00:25<00:07, 5.16it/s]
198/499 4.32G 0.008542 0.008116 0.003376 68 640: 79%|#######8 | 132/168 [00:25<00:06, 5.26it/s]
198/499 4.32G 0.008553 0.008127 0.003376 67 640: 79%|#######8 | 132/168 [00:25<00:06, 5.26it/s]
198/499 4.32G 0.008553 0.008127 0.003376 67 640: 79%|#######9 | 133/168 [00:25<00:06, 5.14it/s]
198/499 4.32G 0.008553 0.008109 0.003364 48 640: 79%|#######9 | 133/168 [00:25<00:06, 5.14it/s]
198/499 4.32G 0.008553 0.008109 0.003364 48 640: 80%|#######9 | 134/168 [00:25<00:06, 5.20it/s]
198/499 4.32G 0.008558 0.008111 0.003356 64 640: 80%|#######9 | 134/168 [00:25<00:06, 5.20it/s]
198/499 4.32G 0.008558 0.008111 0.003356 64 640: 80%|######## | 135/168 [00:25<00:06, 5.29it/s]
198/499 4.32G 0.008562 0.008124 0.003349 79 640: 80%|######## | 135/168 [00:25<00:06, 5.29it/s]
198/499 4.32G 0.008562 0.008124 0.003349 79 640: 81%|######## | 136/168 [00:25<00:06, 5.15it/s]
198/499 4.32G 0.008554 0.008125 0.003344 65 640: 81%|######## | 136/168 [00:26<00:06, 5.15it/s]
198/499 4.32G 0.008554 0.008125 0.003344 65 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s]
198/499 4.32G 0.008559 0.008125 0.003352 60 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s]
198/499 4.32G 0.008559 0.008125 0.003352 60 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
198/499 4.32G 0.008569 0.008129 0.003349 67 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
198/499 4.32G 0.008569 0.008129 0.003349 67 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s]
198/499 4.32G 0.00857 0.008131 0.003354 66 640: 83%|########2 | 139/168 [00:26<00:05, 5.21it/s]
198/499 4.32G 0.00857 0.008131 0.003354 66 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s]
198/499 4.32G 0.008565 0.008154 0.003345 89 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s]
198/499 4.32G 0.008565 0.008154 0.003345 89 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s]
198/499 4.32G 0.008575 0.00816 0.003341 68 640: 84%|########3 | 141/168 [00:27<00:05, 5.35it/s]
198/499 4.32G 0.008575 0.00816 0.003341 68 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s]
198/499 4.32G 0.008572 0.008165 0.003325 65 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s]
198/499 4.32G 0.008572 0.008165 0.003325 65 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s]
198/499 4.32G 0.008571 0.008166 0.003312 74 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s]
198/499 4.32G 0.008571 0.008166 0.003312 74 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s]
198/499 4.32G 0.008575 0.008171 0.003313 80 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s]
198/499 4.32G 0.008575 0.008171 0.003313 80 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s]
198/499 4.32G 0.008574 0.008171 0.003317 63 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s]
198/499 4.32G 0.008574 0.008171 0.003317 63 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s]
198/499 4.32G 0.008569 0.008176 0.003325 87 640: 87%|########6 | 146/168 [00:28<00:04, 5.28it/s]
198/499 4.32G 0.008569 0.008176 0.003325 87 640: 88%|########7 | 147/168 [00:28<00:03, 5.34it/s]
198/499 4.32G 0.008567 0.008187 0.003339 82 640: 88%|########7 | 147/168 [00:28<00:03, 5.34it/s]
198/499 4.32G 0.008567 0.008187 0.003339 82 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s]
198/499 4.32G 0.008569 0.008203 0.00334 77 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s]
198/499 4.32G 0.008569 0.008203 0.00334 77 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s]
198/499 4.32G 0.008571 0.008203 0.00333 67 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s]
198/499 4.32G 0.008571 0.008203 0.00333 67 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s]
198/499 4.32G 0.008562 0.008196 0.003325 62 640: 89%|########9 | 150/168 [00:28<00:03, 5.34it/s]
198/499 4.32G 0.008562 0.008196 0.003325 62 640: 90%|########9 | 151/168 [00:28<00:03, 5.08it/s]
198/499 4.32G 0.008565 0.008213 0.003309 85 640: 90%|########9 | 151/168 [00:29<00:03, 5.08it/s]
198/499 4.32G 0.008565 0.008213 0.003309 85 640: 90%|######### | 152/168 [00:29<00:03, 5.10it/s]
198/499 4.32G 0.008557 0.008203 0.003321 64 640: 90%|######### | 152/168 [00:29<00:03, 5.10it/s]
198/499 4.32G 0.008557 0.008203 0.003321 64 640: 91%|#########1| 153/168 [00:29<00:02, 5.23it/s]
198/499 4.32G 0.008548 0.00819 0.003336 59 640: 91%|#########1| 153/168 [00:29<00:02, 5.23it/s]
198/499 4.32G 0.008548 0.00819 0.003336 59 640: 92%|#########1| 154/168 [00:29<00:02, 5.09it/s]
198/499 4.32G 0.008539 0.008183 0.003334 63 640: 92%|#########1| 154/168 [00:29<00:02, 5.09it/s]
198/499 4.32G 0.008539 0.008183 0.003334 63 640: 92%|#########2| 155/168 [00:29<00:02, 5.18it/s]
198/499 4.32G 0.008542 0.008192 0.003327 68 640: 92%|#########2| 155/168 [00:29<00:02, 5.18it/s]
198/499 4.32G 0.008542 0.008192 0.003327 68 640: 93%|#########2| 156/168 [00:29<00:02, 5.28it/s]
198/499 4.32G 0.008542 0.008189 0.003326 56 640: 93%|#########2| 156/168 [00:29<00:02, 5.28it/s]
198/499 4.32G 0.008542 0.008189 0.003326 56 640: 93%|#########3| 157/168 [00:29<00:02, 5.16it/s]
198/499 4.32G 0.008554 0.008183 0.003323 59 640: 93%|#########3| 157/168 [00:30<00:02, 5.16it/s]
198/499 4.32G 0.008554 0.008183 0.003323 59 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s]
198/499 4.32G 0.008545 0.00817 0.003343 60 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s]
198/499 4.32G 0.008545 0.00817 0.003343 60 640: 95%|#########4| 159/168 [00:30<00:01, 5.30it/s]
198/499 4.32G 0.008545 0.008175 0.003349 76 640: 95%|#########4| 159/168 [00:30<00:01, 5.30it/s]
198/499 4.32G 0.008545 0.008175 0.003349 76 640: 95%|#########5| 160/168 [00:30<00:01, 5.15it/s]
198/499 4.32G 0.008543 0.008176 0.003333 59 640: 95%|#########5| 160/168 [00:30<00:01, 5.15it/s]
198/499 4.32G 0.008543 0.008176 0.003333 59 640: 96%|#########5| 161/168 [00:30<00:01, 5.24it/s]
198/499 4.32G 0.008542 0.008171 0.003343 74 640: 96%|#########5| 161/168 [00:30<00:01, 5.24it/s]
198/499 4.32G 0.008542 0.008171 0.003343 74 640: 96%|#########6| 162/168 [00:30<00:01, 5.32it/s]
198/499 4.32G 0.00854 0.008168 0.003329 63 640: 96%|#########6| 162/168 [00:31<00:01, 5.32it/s]
198/499 4.32G 0.00854 0.008168 0.003329 63 640: 97%|#########7| 163/168 [00:31<00:00, 5.15it/s]
198/499 4.32G 0.008543 0.008165 0.003329 67 640: 97%|#########7| 163/168 [00:31<00:00, 5.15it/s]
198/499 4.32G 0.008543 0.008165 0.003329 67 640: 98%|#########7| 164/168 [00:31<00:00, 5.24it/s]
198/499 4.32G 0.008544 0.00816 0.00332 64 640: 98%|#########7| 164/168 [00:31<00:00, 5.24it/s]
198/499 4.32G 0.008544 0.00816 0.00332 64 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s]
198/499 4.32G 0.008542 0.008162 0.00332 81 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s]
198/499 4.32G 0.008542 0.008162 0.00332 81 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s]
198/499 4.32G 0.008537 0.00816 0.003317 65 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s]
198/499 4.32G 0.008537 0.00816 0.003317 65 640: 99%|#########9| 167/168 [00:31<00:00, 5.26it/s]
198/499 4.32G 0.008534 0.008151 0.003303 30 640: 99%|#########9| 167/168 [00:32<00:00, 5.26it/s]
198/499 4.32G 0.008534 0.008151 0.003303 30 640: 100%|##########| 168/168 [00:32<00:00, 5.45it/s]
198/499 4.32G 0.008534 0.008151 0.003303 30 640: 100%|##########| 168/168 [00:32<00:00, 5.24it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.97it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.53it/s]
all 132 263 0.85 0.851 0.877 0.766
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
199/499 4.32G 0.008023 0.007523 0.001709 55 640: 0%| | 0/168 [00:00<?, ?it/s]
199/499 4.32G 0.008023 0.007523 0.001709 55 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
199/499 4.32G 0.00776 0.007906 0.003372 76 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
199/499 4.32G 0.00776 0.007906 0.003372 76 640: 1%|1 | 2/168 [00:00<00:31, 5.34it/s]
199/499 4.32G 0.008054 0.008588 0.003081 84 640: 1%|1 | 2/168 [00:00<00:31, 5.34it/s]
199/499 4.32G 0.008054 0.008588 0.003081 84 640: 2%|1 | 3/168 [00:00<00:30, 5.39it/s]
199/499 4.32G 0.00826 0.008667 0.003266 66 640: 2%|1 | 3/168 [00:00<00:30, 5.39it/s]
199/499 4.32G 0.00826 0.008667 0.003266 66 640: 2%|2 | 4/168 [00:00<00:31, 5.15it/s]
199/499 4.32G 0.008338 0.00877 0.003392 73 640: 2%|2 | 4/168 [00:00<00:31, 5.15it/s]
199/499 4.32G 0.008338 0.00877 0.003392 73 640: 3%|2 | 5/168 [00:00<00:31, 5.23it/s]
199/499 4.32G 0.008348 0.008808 0.003717 72 640: 3%|2 | 5/168 [00:01<00:31, 5.23it/s]
199/499 4.32G 0.008348 0.008808 0.003717 72 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s]
199/499 4.32G 0.008447 0.008932 0.003644 72 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s]
199/499 4.32G 0.008447 0.008932 0.003644 72 640: 4%|4 | 7/168 [00:01<00:31, 5.07it/s]
199/499 4.32G 0.008264 0.00865 0.003594 70 640: 4%|4 | 7/168 [00:01<00:31, 5.07it/s]
199/499 4.32G 0.008264 0.00865 0.003594 70 640: 5%|4 | 8/168 [00:01<00:30, 5.19it/s]
199/499 4.32G 0.008506 0.008387 0.003389 53 640: 5%|4 | 8/168 [00:01<00:30, 5.19it/s]
199/499 4.32G 0.008506 0.008387 0.003389 53 640: 5%|5 | 9/168 [00:01<00:30, 5.25it/s]
199/499 4.32G 0.008381 0.008267 0.003384 74 640: 5%|5 | 9/168 [00:01<00:30, 5.25it/s]
199/499 4.32G 0.008381 0.008267 0.003384 74 640: 6%|5 | 10/168 [00:01<00:30, 5.13it/s]
199/499 4.32G 0.008294 0.008138 0.003556 61 640: 6%|5 | 10/168 [00:02<00:30, 5.13it/s]
199/499 4.32G 0.008294 0.008138 0.003556 61 640: 7%|6 | 11/168 [00:02<00:30, 5.22it/s]
199/499 4.32G 0.008349 0.008302 0.003416 72 640: 7%|6 | 11/168 [00:02<00:30, 5.22it/s]
199/499 4.32G 0.008349 0.008302 0.003416 72 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s]
199/499 4.32G 0.008392 0.008328 0.003215 70 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s]
199/499 4.32G 0.008392 0.008328 0.003215 70 640: 8%|7 | 13/168 [00:02<00:30, 5.09it/s]
199/499 4.32G 0.008387 0.008441 0.003084 86 640: 8%|7 | 13/168 [00:02<00:30, 5.09it/s]
199/499 4.32G 0.008387 0.008441 0.003084 86 640: 8%|8 | 14/168 [00:02<00:29, 5.18it/s]
199/499 4.32G 0.00838 0.008502 0.00304 63 640: 8%|8 | 14/168 [00:02<00:29, 5.18it/s]
199/499 4.32G 0.00838 0.008502 0.00304 63 640: 9%|8 | 15/168 [00:02<00:29, 5.26it/s]
199/499 4.32G 0.008381 0.008462 0.003168 68 640: 9%|8 | 15/168 [00:03<00:29, 5.26it/s]
199/499 4.32G 0.008381 0.008462 0.003168 68 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s]
199/499 4.32G 0.008351 0.008301 0.003133 53 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s]
199/499 4.32G 0.008351 0.008301 0.003133 53 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s]
199/499 4.32G 0.00837 0.008291 0.003009 64 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s]
199/499 4.32G 0.00837 0.008291 0.003009 64 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s]
199/499 4.32G 0.008339 0.00832 0.002876 75 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s]
199/499 4.32G 0.008339 0.00832 0.002876 75 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s]
199/499 4.32G 0.00831 0.008256 0.002956 69 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s]
199/499 4.32G 0.00831 0.008256 0.002956 69 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s]
199/499 4.32G 0.008267 0.008198 0.002885 63 640: 12%|#1 | 20/168 [00:04<00:28, 5.27it/s]
199/499 4.32G 0.008267 0.008198 0.002885 63 640: 12%|#2 | 21/168 [00:04<00:27, 5.34it/s]
199/499 4.32G 0.008229 0.008228 0.002964 78 640: 12%|#2 | 21/168 [00:04<00:27, 5.34it/s]
199/499 4.32G 0.008229 0.008228 0.002964 78 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s]
199/499 4.32G 0.00827 0.008238 0.003001 66 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s]
199/499 4.32G 0.00827 0.008238 0.003001 66 640: 14%|#3 | 23/168 [00:04<00:27, 5.26it/s]
199/499 4.32G 0.008297 0.008215 0.003094 61 640: 14%|#3 | 23/168 [00:04<00:27, 5.26it/s]
199/499 4.32G 0.008297 0.008215 0.003094 61 640: 14%|#4 | 24/168 [00:04<00:27, 5.32it/s]
199/499 4.32G 0.008345 0.008172 0.003098 56 640: 14%|#4 | 24/168 [00:04<00:27, 5.32it/s]
199/499 4.32G 0.008345 0.008172 0.003098 56 640: 15%|#4 | 25/168 [00:04<00:27, 5.17it/s]
199/499 4.32G 0.008354 0.008189 0.003088 65 640: 15%|#4 | 25/168 [00:04<00:27, 5.17it/s]
199/499 4.32G 0.008354 0.008189 0.003088 65 640: 15%|#5 | 26/168 [00:04<00:26, 5.26it/s]
199/499 4.32G 0.008498 0.008114 0.003027 52 640: 15%|#5 | 26/168 [00:05<00:26, 5.26it/s]
199/499 4.32G 0.008498 0.008114 0.003027 52 640: 16%|#6 | 27/168 [00:05<00:26, 5.28it/s]
199/499 4.32G 0.008485 0.008092 0.002936 63 640: 16%|#6 | 27/168 [00:05<00:26, 5.28it/s]
199/499 4.32G 0.008485 0.008092 0.002936 63 640: 17%|#6 | 28/168 [00:05<00:27, 5.14it/s]
199/499 4.32G 0.008463 0.008125 0.002947 74 640: 17%|#6 | 28/168 [00:05<00:27, 5.14it/s]
199/499 4.32G 0.008463 0.008125 0.002947 74 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s]
199/499 4.32G 0.008517 0.008175 0.00291 72 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s]
199/499 4.32G 0.008517 0.008175 0.00291 72 640: 18%|#7 | 30/168 [00:05<00:26, 5.31it/s]
199/499 4.32G 0.008508 0.008166 0.00287 68 640: 18%|#7 | 30/168 [00:05<00:26, 5.31it/s]
199/499 4.32G 0.008508 0.008166 0.00287 68 640: 18%|#8 | 31/168 [00:05<00:26, 5.17it/s]
199/499 4.32G 0.008542 0.008217 0.002961 76 640: 18%|#8 | 31/168 [00:06<00:26, 5.17it/s]
199/499 4.32G 0.008542 0.008217 0.002961 76 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s]
199/499 4.32G 0.008523 0.008229 0.002945 65 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s]
199/499 4.32G 0.008523 0.008229 0.002945 65 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s]
199/499 4.32G 0.008526 0.008152 0.002872 46 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s]
199/499 4.32G 0.008526 0.008152 0.002872 46 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s]
199/499 4.32G 0.008503 0.008191 0.003037 66 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s]
199/499 4.32G 0.008503 0.008191 0.003037 66 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s]
199/499 4.32G 0.008497 0.008152 0.003112 54 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s]
199/499 4.32G 0.008497 0.008152 0.003112 54 640: 21%|##1 | 36/168 [00:06<00:24, 5.31it/s]
199/499 4.32G 0.008485 0.008152 0.003074 68 640: 21%|##1 | 36/168 [00:07<00:24, 5.31it/s]
199/499 4.32G 0.008485 0.008152 0.003074 68 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
199/499 4.32G 0.008543 0.008092 0.003123 60 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
199/499 4.32G 0.008543 0.008092 0.003123 60 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
199/499 4.32G 0.008543 0.008111 0.003111 72 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
199/499 4.32G 0.008543 0.008111 0.003111 72 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s]
199/499 4.32G 0.008548 0.008026 0.003214 56 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s]
199/499 4.32G 0.008548 0.008026 0.003214 56 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
199/499 4.32G 0.008537 0.008061 0.003178 69 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
199/499 4.32G 0.008537 0.008061 0.003178 69 640: 24%|##4 | 41/168 [00:07<00:24, 5.25it/s]
199/499 4.32G 0.008544 0.008055 0.003115 55 640: 24%|##4 | 41/168 [00:08<00:24, 5.25it/s]
199/499 4.32G 0.008544 0.008055 0.003115 55 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s]
199/499 4.32G 0.008532 0.008052 0.003177 79 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s]
199/499 4.32G 0.008532 0.008052 0.003177 79 640: 26%|##5 | 43/168 [00:08<00:24, 5.13it/s]
199/499 4.32G 0.008497 0.008061 0.00314 63 640: 26%|##5 | 43/168 [00:08<00:24, 5.13it/s]
199/499 4.32G 0.008497 0.008061 0.00314 63 640: 26%|##6 | 44/168 [00:08<00:23, 5.25it/s]
199/499 4.32G 0.008508 0.008096 0.003165 82 640: 26%|##6 | 44/168 [00:08<00:23, 5.25it/s]
199/499 4.32G 0.008508 0.008096 0.003165 82 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s]
199/499 4.32G 0.008487 0.008073 0.003137 64 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s]
199/499 4.32G 0.008487 0.008073 0.003137 64 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s]
199/499 4.32G 0.008467 0.008078 0.003138 57 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s]
199/499 4.32G 0.008467 0.008078 0.003138 57 640: 28%|##7 | 47/168 [00:08<00:23, 5.24it/s]
199/499 4.32G 0.008472 0.00811 0.003214 66 640: 28%|##7 | 47/168 [00:09<00:23, 5.24it/s]
199/499 4.32G 0.008472 0.00811 0.003214 66 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s]
199/499 4.32G 0.008485 0.008161 0.003188 67 640: 29%|##8 | 48/168 [00:09<00:22, 5.30it/s]
199/499 4.32G 0.008485 0.008161 0.003188 67 640: 29%|##9 | 49/168 [00:09<00:23, 5.13it/s]
199/499 4.32G 0.008476 0.008193 0.003163 75 640: 29%|##9 | 49/168 [00:09<00:23, 5.13it/s]
199/499 4.32G 0.008476 0.008193 0.003163 75 640: 30%|##9 | 50/168 [00:09<00:22, 5.21it/s]
199/499 4.32G 0.008469 0.008195 0.003175 65 640: 30%|##9 | 50/168 [00:09<00:22, 5.21it/s]
199/499 4.32G 0.008469 0.008195 0.003175 65 640: 30%|### | 51/168 [00:09<00:22, 5.25it/s]
199/499 4.32G 0.008473 0.00819 0.003189 77 640: 30%|### | 51/168 [00:09<00:22, 5.25it/s]
199/499 4.32G 0.008473 0.00819 0.003189 77 640: 31%|### | 52/168 [00:09<00:22, 5.15it/s]
199/499 4.32G 0.008451 0.008173 0.003155 69 640: 31%|### | 52/168 [00:10<00:22, 5.15it/s]
199/499 4.32G 0.008451 0.008173 0.003155 69 640: 32%|###1 | 53/168 [00:10<00:22, 5.19it/s]
199/499 4.32G 0.008431 0.008182 0.003147 73 640: 32%|###1 | 53/168 [00:10<00:22, 5.19it/s]
199/499 4.32G 0.008431 0.008182 0.003147 73 640: 32%|###2 | 54/168 [00:10<00:21, 5.26it/s]
199/499 4.32G 0.00843 0.008199 0.003156 77 640: 32%|###2 | 54/168 [00:10<00:21, 5.26it/s]
199/499 4.32G 0.00843 0.008199 0.003156 77 640: 33%|###2 | 55/168 [00:10<00:22, 5.13it/s]
199/499 4.32G 0.008462 0.008233 0.00314 76 640: 33%|###2 | 55/168 [00:10<00:22, 5.13it/s]
199/499 4.32G 0.008462 0.008233 0.00314 76 640: 33%|###3 | 56/168 [00:10<00:21, 5.24it/s]
199/499 4.32G 0.008472 0.008228 0.00313 65 640: 33%|###3 | 56/168 [00:10<00:21, 5.24it/s]
199/499 4.32G 0.008472 0.008228 0.00313 65 640: 34%|###3 | 57/168 [00:10<00:20, 5.32it/s]
199/499 4.32G 0.008466 0.00824 0.003168 79 640: 34%|###3 | 57/168 [00:11<00:20, 5.32it/s]
199/499 4.32G 0.008466 0.00824 0.003168 79 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s]
199/499 4.32G 0.008476 0.008224 0.003174 60 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s]
199/499 4.32G 0.008476 0.008224 0.003174 60 640: 35%|###5 | 59/168 [00:11<00:20, 5.20it/s]
199/499 4.32G 0.008449 0.008166 0.003135 43 640: 35%|###5 | 59/168 [00:11<00:20, 5.20it/s]
199/499 4.32G 0.008449 0.008166 0.003135 43 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
199/499 4.32G 0.008442 0.00817 0.003125 67 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
199/499 4.32G 0.008442 0.00817 0.003125 67 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s]
199/499 4.32G 0.00844 0.008164 0.003123 62 640: 36%|###6 | 61/168 [00:11<00:20, 5.18it/s]
199/499 4.32G 0.00844 0.008164 0.003123 62 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s]
199/499 4.32G 0.00844 0.008121 0.003105 44 640: 37%|###6 | 62/168 [00:12<00:20, 5.27it/s]
199/499 4.32G 0.00844 0.008121 0.003105 44 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s]
199/499 4.32G 0.00844 0.008139 0.003098 70 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s]
199/499 4.32G 0.00844 0.008139 0.003098 70 640: 38%|###8 | 64/168 [00:12<00:20, 5.20it/s]
199/499 4.32G 0.00843 0.008122 0.003078 72 640: 38%|###8 | 64/168 [00:12<00:20, 5.20it/s]
199/499 4.32G 0.00843 0.008122 0.003078 72 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s]
199/499 4.32G 0.008406 0.008141 0.00309 78 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s]
199/499 4.32G 0.008406 0.008141 0.00309 78 640: 39%|###9 | 66/168 [00:12<00:19, 5.27it/s]
199/499 4.32G 0.008417 0.008142 0.003075 75 640: 39%|###9 | 66/168 [00:12<00:19, 5.27it/s]
199/499 4.32G 0.008417 0.008142 0.003075 75 640: 40%|###9 | 67/168 [00:12<00:19, 5.15it/s]
199/499 4.32G 0.008426 0.008143 0.003165 65 640: 40%|###9 | 67/168 [00:12<00:19, 5.15it/s]
199/499 4.32G 0.008426 0.008143 0.003165 65 640: 40%|#### | 68/168 [00:12<00:19, 5.20it/s]
199/499 4.32G 0.008402 0.008122 0.003215 78 640: 40%|#### | 68/168 [00:13<00:19, 5.20it/s]
199/499 4.32G 0.008402 0.008122 0.003215 78 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s]
199/499 4.32G 0.008405 0.00811 0.003182 54 640: 41%|####1 | 69/168 [00:13<00:18, 5.31it/s]
199/499 4.32G 0.008405 0.00811 0.003182 54 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s]
199/499 4.32G 0.008398 0.008127 0.003141 60 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s]
199/499 4.32G 0.008398 0.008127 0.003141 60 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s]
199/499 4.32G 0.008396 0.008126 0.003161 61 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s]
199/499 4.32G 0.008396 0.008126 0.003161 61 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s]
199/499 4.32G 0.008409 0.008121 0.003199 58 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s]
199/499 4.32G 0.008409 0.008121 0.003199 58 640: 43%|####3 | 73/168 [00:13<00:18, 5.17it/s]
199/499 4.32G 0.008408 0.008146 0.003201 73 640: 43%|####3 | 73/168 [00:14<00:18, 5.17it/s]
199/499 4.32G 0.008408 0.008146 0.003201 73 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s]
199/499 4.32G 0.008397 0.008149 0.003188 63 640: 44%|####4 | 74/168 [00:14<00:17, 5.26it/s]
199/499 4.32G 0.008397 0.008149 0.003188 63 640: 45%|####4 | 75/168 [00:14<00:17, 5.27it/s]
199/499 4.32G 0.008397 0.00816 0.00321 79 640: 45%|####4 | 75/168 [00:14<00:17, 5.27it/s]
199/499 4.32G 0.008397 0.00816 0.00321 79 640: 45%|####5 | 76/168 [00:14<00:17, 5.13it/s]
199/499 4.32G 0.008387 0.00816 0.003189 67 640: 45%|####5 | 76/168 [00:14<00:17, 5.13it/s]
199/499 4.32G 0.008387 0.00816 0.003189 67 640: 46%|####5 | 77/168 [00:14<00:17, 5.24it/s]
199/499 4.32G 0.008386 0.008187 0.003213 77 640: 46%|####5 | 77/168 [00:14<00:17, 5.24it/s]
199/499 4.32G 0.008386 0.008187 0.003213 77 640: 46%|####6 | 78/168 [00:14<00:17, 5.29it/s]
199/499 4.32G 0.008404 0.008167 0.003234 53 640: 46%|####6 | 78/168 [00:15<00:17, 5.29it/s]
199/499 4.32G 0.008404 0.008167 0.003234 53 640: 47%|####7 | 79/168 [00:15<00:17, 5.18it/s]
199/499 4.32G 0.00841 0.008141 0.00324 51 640: 47%|####7 | 79/168 [00:15<00:17, 5.18it/s]
199/499 4.32G 0.00841 0.008141 0.00324 51 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
199/499 4.32G 0.008416 0.008176 0.003212 76 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
199/499 4.32G 0.008416 0.008176 0.003212 76 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
199/499 4.32G 0.008422 0.008167 0.003232 68 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
199/499 4.32G 0.008422 0.008167 0.003232 68 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s]
199/499 4.32G 0.008418 0.008176 0.003235 64 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s]
199/499 4.32G 0.008418 0.008176 0.003235 64 640: 49%|####9 | 83/168 [00:15<00:16, 5.26it/s]
199/499 4.32G 0.008411 0.008168 0.00322 68 640: 49%|####9 | 83/168 [00:16<00:16, 5.26it/s]
199/499 4.32G 0.008411 0.008168 0.00322 68 640: 50%|##### | 84/168 [00:16<00:15, 5.32it/s]
199/499 4.32G 0.008424 0.008163 0.003255 73 640: 50%|##### | 84/168 [00:16<00:15, 5.32it/s]
199/499 4.32G 0.008424 0.008163 0.003255 73 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
199/499 4.32G 0.00842 0.008166 0.003273 68 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
199/499 4.32G 0.00842 0.008166 0.003273 68 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
199/499 4.32G 0.008415 0.008158 0.003273 65 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
199/499 4.32G 0.008415 0.008158 0.003273 65 640: 52%|#####1 | 87/168 [00:16<00:15, 5.31it/s]
199/499 4.32G 0.008417 0.008159 0.003334 65 640: 52%|#####1 | 87/168 [00:16<00:15, 5.31it/s]
199/499 4.32G 0.008417 0.008159 0.003334 65 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
199/499 4.32G 0.008411 0.008173 0.003314 70 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
199/499 4.32G 0.008411 0.008173 0.003314 70 640: 53%|#####2 | 89/168 [00:16<00:14, 5.27it/s]
199/499 4.32G 0.008402 0.008181 0.003303 67 640: 53%|#####2 | 89/168 [00:17<00:14, 5.27it/s]
199/499 4.32G 0.008402 0.008181 0.003303 67 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s]
199/499 4.32G 0.008417 0.008163 0.003285 57 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s]
199/499 4.32G 0.008417 0.008163 0.003285 57 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
199/499 4.32G 0.008412 0.008161 0.003286 75 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
199/499 4.32G 0.008412 0.008161 0.003286 75 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
199/499 4.32G 0.008426 0.008154 0.003291 64 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
199/499 4.32G 0.008426 0.008154 0.003291 64 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s]
199/499 4.32G 0.008427 0.008158 0.003306 77 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s]
199/499 4.32G 0.008427 0.008158 0.003306 77 640: 56%|#####5 | 94/168 [00:17<00:14, 5.20it/s]
199/499 4.32G 0.008429 0.008167 0.003299 71 640: 56%|#####5 | 94/168 [00:18<00:14, 5.20it/s]
199/499 4.32G 0.008429 0.008167 0.003299 71 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
199/499 4.32G 0.008426 0.00816 0.003315 76 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
199/499 4.32G 0.008426 0.00816 0.003315 76 640: 57%|#####7 | 96/168 [00:18<00:13, 5.27it/s]
199/499 4.32G 0.008453 0.008144 0.003338 65 640: 57%|#####7 | 96/168 [00:18<00:13, 5.27it/s]
199/499 4.32G 0.008453 0.008144 0.003338 65 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s]
199/499 4.32G 0.008446 0.008146 0.003336 68 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s]
199/499 4.32G 0.008446 0.008146 0.003336 68 640: 58%|#####8 | 98/168 [00:18<00:13, 5.23it/s]
199/499 4.32G 0.008435 0.008106 0.003324 44 640: 58%|#####8 | 98/168 [00:18<00:13, 5.23it/s]
199/499 4.32G 0.008435 0.008106 0.003324 44 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s]
199/499 4.32G 0.008425 0.008099 0.003312 59 640: 59%|#####8 | 99/168 [00:19<00:12, 5.33it/s]
199/499 4.32G 0.008425 0.008099 0.003312 59 640: 60%|#####9 | 100/168 [00:19<00:13, 5.18it/s]
199/499 4.32G 0.008442 0.008098 0.003335 69 640: 60%|#####9 | 100/168 [00:19<00:13, 5.18it/s]
199/499 4.32G 0.008442 0.008098 0.003335 69 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s]
199/499 4.32G 0.008441 0.008105 0.003368 79 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s]
199/499 4.32G 0.008441 0.008105 0.003368 79 640: 61%|###### | 102/168 [00:19<00:12, 5.29it/s]
199/499 4.32G 0.008466 0.008117 0.00336 73 640: 61%|###### | 102/168 [00:19<00:12, 5.29it/s]
199/499 4.32G 0.008466 0.008117 0.00336 73 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s]
199/499 4.32G 0.008478 0.008124 0.003339 65 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s]
199/499 4.32G 0.008478 0.008124 0.003339 65 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s]
199/499 4.32G 0.008479 0.008126 0.003409 62 640: 62%|######1 | 104/168 [00:20<00:12, 5.29it/s]
199/499 4.32G 0.008479 0.008126 0.003409 62 640: 62%|######2 | 105/168 [00:20<00:11, 5.35it/s]
199/499 4.32G 0.008493 0.00815 0.003412 74 640: 62%|######2 | 105/168 [00:20<00:11, 5.35it/s]
199/499 4.32G 0.008493 0.00815 0.003412 74 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s]
199/499 4.32G 0.008492 0.008151 0.003396 77 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s]
199/499 4.32G 0.008492 0.008151 0.003396 77 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s]
199/499 4.32G 0.008486 0.00816 0.003392 78 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s]
199/499 4.32G 0.008486 0.00816 0.003392 78 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s]
199/499 4.32G 0.008485 0.008153 0.003388 57 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s]
199/499 4.32G 0.008485 0.008153 0.003388 57 640: 65%|######4 | 109/168 [00:20<00:11, 5.08it/s]
199/499 4.32G 0.008474 0.008157 0.003368 76 640: 65%|######4 | 109/168 [00:21<00:11, 5.08it/s]
199/499 4.32G 0.008474 0.008157 0.003368 76 640: 65%|######5 | 110/168 [00:21<00:11, 5.14it/s]
199/499 4.32G 0.008471 0.00814 0.003354 57 640: 65%|######5 | 110/168 [00:21<00:11, 5.14it/s]
199/499 4.32G 0.008471 0.00814 0.003354 57 640: 66%|######6 | 111/168 [00:21<00:10, 5.25it/s]
199/499 4.32G 0.008465 0.00815 0.003331 69 640: 66%|######6 | 111/168 [00:21<00:10, 5.25it/s]
199/499 4.32G 0.008465 0.00815 0.003331 69 640: 67%|######6 | 112/168 [00:21<00:10, 5.13it/s]
199/499 4.32G 0.008477 0.008178 0.003339 77 640: 67%|######6 | 112/168 [00:21<00:10, 5.13it/s]
199/499 4.32G 0.008477 0.008178 0.003339 77 640: 67%|######7 | 113/168 [00:21<00:10, 5.21it/s]
199/499 4.32G 0.008491 0.008191 0.003336 74 640: 67%|######7 | 113/168 [00:21<00:10, 5.21it/s]
199/499 4.32G 0.008491 0.008191 0.003336 74 640: 68%|######7 | 114/168 [00:21<00:10, 5.28it/s]
199/499 4.32G 0.008491 0.008177 0.003313 57 640: 68%|######7 | 114/168 [00:21<00:10, 5.28it/s]
199/499 4.32G 0.008491 0.008177 0.003313 57 640: 68%|######8 | 115/168 [00:21<00:10, 5.15it/s]
199/499 4.32G 0.008497 0.008201 0.003304 85 640: 68%|######8 | 115/168 [00:22<00:10, 5.15it/s]
199/499 4.32G 0.008497 0.008201 0.003304 85 640: 69%|######9 | 116/168 [00:22<00:09, 5.22it/s]
199/499 4.32G 0.00851 0.00822 0.003296 76 640: 69%|######9 | 116/168 [00:22<00:09, 5.22it/s]
199/499 4.32G 0.00851 0.00822 0.003296 76 640: 70%|######9 | 117/168 [00:22<00:09, 5.30it/s]
199/499 4.32G 0.008523 0.00822 0.003274 66 640: 70%|######9 | 117/168 [00:22<00:09, 5.30it/s]
199/499 4.32G 0.008523 0.00822 0.003274 66 640: 70%|####### | 118/168 [00:22<00:09, 5.14it/s]
199/499 4.32G 0.008512 0.008216 0.003256 59 640: 70%|####### | 118/168 [00:22<00:09, 5.14it/s]
199/499 4.32G 0.008512 0.008216 0.003256 59 640: 71%|####### | 119/168 [00:22<00:09, 5.23it/s]
199/499 4.32G 0.00851 0.008204 0.003264 63 640: 71%|####### | 119/168 [00:22<00:09, 5.23it/s]
199/499 4.32G 0.00851 0.008204 0.003264 63 640: 71%|#######1 | 120/168 [00:22<00:09, 5.31it/s]
199/499 4.32G 0.008511 0.008209 0.003253 71 640: 71%|#######1 | 120/168 [00:23<00:09, 5.31it/s]
199/499 4.32G 0.008511 0.008209 0.003253 71 640: 72%|#######2 | 121/168 [00:23<00:09, 5.17it/s]
199/499 4.32G 0.008524 0.00822 0.003255 72 640: 72%|#######2 | 121/168 [00:23<00:09, 5.17it/s]
199/499 4.32G 0.008524 0.00822 0.003255 72 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
199/499 4.32G 0.008518 0.008205 0.003251 59 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
199/499 4.32G 0.008518 0.008205 0.003251 59 640: 73%|#######3 | 123/168 [00:23<00:08, 5.26it/s]
199/499 4.32G 0.008512 0.008212 0.003245 86 640: 73%|#######3 | 123/168 [00:23<00:08, 5.26it/s]
199/499 4.32G 0.008512 0.008212 0.003245 86 640: 74%|#######3 | 124/168 [00:23<00:08, 5.12it/s]
199/499 4.32G 0.008505 0.008212 0.003239 76 640: 74%|#######3 | 124/168 [00:23<00:08, 5.12it/s]
199/499 4.32G 0.008505 0.008212 0.003239 76 640: 74%|#######4 | 125/168 [00:23<00:08, 5.15it/s]
199/499 4.32G 0.0085 0.008212 0.003221 67 640: 74%|#######4 | 125/168 [00:24<00:08, 5.15it/s]
199/499 4.32G 0.0085 0.008212 0.003221 67 640: 75%|#######5 | 126/168 [00:24<00:08, 5.18it/s]
199/499 4.32G 0.008495 0.008203 0.003214 72 640: 75%|#######5 | 126/168 [00:24<00:08, 5.18it/s]
199/499 4.32G 0.008495 0.008203 0.003214 72 640: 76%|#######5 | 127/168 [00:24<00:08, 5.05it/s]
199/499 4.32G 0.0085 0.008216 0.003208 82 640: 76%|#######5 | 127/168 [00:24<00:08, 5.05it/s]
199/499 4.32G 0.0085 0.008216 0.003208 82 640: 76%|#######6 | 128/168 [00:24<00:07, 5.19it/s]
199/499 4.32G 0.008506 0.008215 0.003213 68 640: 76%|#######6 | 128/168 [00:24<00:07, 5.19it/s]
199/499 4.32G 0.008506 0.008215 0.003213 68 640: 77%|#######6 | 129/168 [00:24<00:07, 5.26it/s]
199/499 4.32G 0.008505 0.008211 0.003194 65 640: 77%|#######6 | 129/168 [00:24<00:07, 5.26it/s]
199/499 4.32G 0.008505 0.008211 0.003194 65 640: 77%|#######7 | 130/168 [00:24<00:07, 5.09it/s]
199/499 4.32G 0.0085 0.008213 0.003182 72 640: 77%|#######7 | 130/168 [00:25<00:07, 5.09it/s]
199/499 4.32G 0.0085 0.008213 0.003182 72 640: 78%|#######7 | 131/168 [00:25<00:07, 5.21it/s]
199/499 4.32G 0.00851 0.008226 0.003179 73 640: 78%|#######7 | 131/168 [00:25<00:07, 5.21it/s]
199/499 4.32G 0.00851 0.008226 0.003179 73 640: 79%|#######8 | 132/168 [00:25<00:06, 5.29it/s]
199/499 4.32G 0.008515 0.008224 0.003169 61 640: 79%|#######8 | 132/168 [00:25<00:06, 5.29it/s]
199/499 4.32G 0.008515 0.008224 0.003169 61 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s]
199/499 4.32G 0.008518 0.008212 0.003179 71 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s]
199/499 4.32G 0.008518 0.008212 0.003179 71 640: 80%|#######9 | 134/168 [00:25<00:06, 5.26it/s]
199/499 4.32G 0.008516 0.008222 0.003172 73 640: 80%|#######9 | 134/168 [00:25<00:06, 5.26it/s]
199/499 4.32G 0.008516 0.008222 0.003172 73 640: 80%|######## | 135/168 [00:25<00:06, 5.29it/s]
199/499 4.32G 0.008513 0.008234 0.003165 73 640: 80%|######## | 135/168 [00:26<00:06, 5.29it/s]
199/499 4.32G 0.008513 0.008234 0.003165 73 640: 81%|######## | 136/168 [00:26<00:06, 5.16it/s]
199/499 4.32G 0.008514 0.008231 0.003166 68 640: 81%|######## | 136/168 [00:26<00:06, 5.16it/s]
199/499 4.32G 0.008514 0.008231 0.003166 68 640: 82%|########1 | 137/168 [00:26<00:05, 5.24it/s]
199/499 4.32G 0.008512 0.008235 0.003159 83 640: 82%|########1 | 137/168 [00:26<00:05, 5.24it/s]
199/499 4.32G 0.008512 0.008235 0.003159 83 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s]
199/499 4.32G 0.00851 0.008241 0.003151 71 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s]
199/499 4.32G 0.00851 0.008241 0.003151 71 640: 83%|########2 | 139/168 [00:26<00:05, 5.16it/s]
199/499 4.32G 0.008515 0.008242 0.003143 58 640: 83%|########2 | 139/168 [00:26<00:05, 5.16it/s]
199/499 4.32G 0.008515 0.008242 0.003143 58 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
199/499 4.32G 0.008522 0.00825 0.003124 67 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
199/499 4.32G 0.008522 0.00825 0.003124 67 640: 84%|########3 | 141/168 [00:26<00:05, 5.30it/s]
199/499 4.32G 0.008518 0.008239 0.003127 63 640: 84%|########3 | 141/168 [00:27<00:05, 5.30it/s]
199/499 4.32G 0.008518 0.008239 0.003127 63 640: 85%|########4 | 142/168 [00:27<00:05, 5.16it/s]
199/499 4.32G 0.008515 0.008236 0.00312 62 640: 85%|########4 | 142/168 [00:27<00:05, 5.16it/s]
199/499 4.32G 0.008515 0.008236 0.00312 62 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s]
199/499 4.32G 0.008517 0.008234 0.003111 61 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s]
199/499 4.32G 0.008517 0.008234 0.003111 61 640: 86%|########5 | 144/168 [00:27<00:04, 5.29it/s]
199/499 4.32G 0.008507 0.008222 0.003106 66 640: 86%|########5 | 144/168 [00:27<00:04, 5.29it/s]
199/499 4.32G 0.008507 0.008222 0.003106 66 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s]
199/499 4.32G 0.008511 0.008226 0.003104 78 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s]
199/499 4.32G 0.008511 0.008226 0.003104 78 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s]
199/499 4.32G 0.008514 0.008225 0.003119 76 640: 87%|########6 | 146/168 [00:28<00:04, 5.28it/s]
199/499 4.32G 0.008514 0.008225 0.003119 76 640: 88%|########7 | 147/168 [00:28<00:04, 5.25it/s]
199/499 4.32G 0.008505 0.008217 0.003111 68 640: 88%|########7 | 147/168 [00:28<00:04, 5.25it/s]
199/499 4.32G 0.008505 0.008217 0.003111 68 640: 88%|########8 | 148/168 [00:28<00:03, 5.11it/s]
199/499 4.32G 0.008527 0.008219 0.003108 68 640: 88%|########8 | 148/168 [00:28<00:03, 5.11it/s]
199/499 4.32G 0.008527 0.008219 0.003108 68 640: 89%|########8 | 149/168 [00:28<00:03, 5.21it/s]
199/499 4.32G 0.008526 0.008221 0.003096 70 640: 89%|########8 | 149/168 [00:28<00:03, 5.21it/s]
199/499 4.32G 0.008526 0.008221 0.003096 70 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
199/499 4.32G 0.008519 0.008234 0.003099 69 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
199/499 4.32G 0.008519 0.008234 0.003099 69 640: 90%|########9 | 151/168 [00:28<00:03, 5.13it/s]
199/499 4.32G 0.008523 0.008238 0.003091 57 640: 90%|########9 | 151/168 [00:29<00:03, 5.13it/s]
199/499 4.32G 0.008523 0.008238 0.003091 57 640: 90%|######### | 152/168 [00:29<00:03, 5.22it/s]
199/499 4.32G 0.008535 0.008251 0.003085 88 640: 90%|######### | 152/168 [00:29<00:03, 5.22it/s]
199/499 4.32G 0.008535 0.008251 0.003085 88 640: 91%|#########1| 153/168 [00:29<00:02, 5.30it/s]
199/499 4.32G 0.008536 0.008245 0.003088 65 640: 91%|#########1| 153/168 [00:29<00:02, 5.30it/s]
199/499 4.32G 0.008536 0.008245 0.003088 65 640: 92%|#########1| 154/168 [00:29<00:02, 5.09it/s]
199/499 4.32G 0.008532 0.008246 0.003086 75 640: 92%|#########1| 154/168 [00:29<00:02, 5.09it/s]
199/499 4.32G 0.008532 0.008246 0.003086 75 640: 92%|#########2| 155/168 [00:29<00:02, 5.20it/s]
199/499 4.32G 0.008536 0.008245 0.003091 68 640: 92%|#########2| 155/168 [00:29<00:02, 5.20it/s]
199/499 4.32G 0.008536 0.008245 0.003091 68 640: 93%|#########2| 156/168 [00:29<00:02, 5.28it/s]
199/499 4.32G 0.008534 0.008237 0.003086 64 640: 93%|#########2| 156/168 [00:30<00:02, 5.28it/s]
199/499 4.32G 0.008534 0.008237 0.003086 64 640: 93%|#########3| 157/168 [00:30<00:02, 5.12it/s]
199/499 4.32G 0.008534 0.008237 0.003074 69 640: 93%|#########3| 157/168 [00:30<00:02, 5.12it/s]
199/499 4.32G 0.008534 0.008237 0.003074 69 640: 94%|#########4| 158/168 [00:30<00:01, 5.20it/s]
199/499 4.32G 0.008543 0.008237 0.003062 62 640: 94%|#########4| 158/168 [00:30<00:01, 5.20it/s]
199/499 4.32G 0.008543 0.008237 0.003062 62 640: 95%|#########4| 159/168 [00:30<00:01, 5.28it/s]
199/499 4.32G 0.008538 0.008226 0.003058 62 640: 95%|#########4| 159/168 [00:30<00:01, 5.28it/s]
199/499 4.32G 0.008538 0.008226 0.003058 62 640: 95%|#########5| 160/168 [00:30<00:01, 5.06it/s]
199/499 4.32G 0.008537 0.008226 0.003059 67 640: 95%|#########5| 160/168 [00:30<00:01, 5.06it/s]
199/499 4.32G 0.008537 0.008226 0.003059 67 640: 96%|#########5| 161/168 [00:30<00:01, 5.19it/s]
199/499 4.32G 0.008538 0.008227 0.003058 77 640: 96%|#########5| 161/168 [00:30<00:01, 5.19it/s]
199/499 4.32G 0.008538 0.008227 0.003058 77 640: 96%|#########6| 162/168 [00:30<00:01, 5.29it/s]
199/499 4.32G 0.008536 0.008249 0.003064 87 640: 96%|#########6| 162/168 [00:31<00:01, 5.29it/s]
199/499 4.32G 0.008536 0.008249 0.003064 87 640: 97%|#########7| 163/168 [00:31<00:00, 5.15it/s]
199/499 4.32G 0.008529 0.008242 0.003071 66 640: 97%|#########7| 163/168 [00:31<00:00, 5.15it/s]
199/499 4.32G 0.008529 0.008242 0.003071 66 640: 98%|#########7| 164/168 [00:31<00:00, 5.22it/s]
199/499 4.32G 0.008529 0.008242 0.003085 74 640: 98%|#########7| 164/168 [00:31<00:00, 5.22it/s]
199/499 4.32G 0.008529 0.008242 0.003085 74 640: 98%|#########8| 165/168 [00:31<00:00, 5.30it/s]
199/499 4.32G 0.008523 0.008244 0.003081 65 640: 98%|#########8| 165/168 [00:31<00:00, 5.30it/s]
199/499 4.32G 0.008523 0.008244 0.003081 65 640: 99%|#########8| 166/168 [00:31<00:00, 5.13it/s]
199/499 4.32G 0.008525 0.008258 0.003088 76 640: 99%|#########8| 166/168 [00:31<00:00, 5.13it/s]
199/499 4.32G 0.008525 0.008258 0.003088 76 640: 99%|#########9| 167/168 [00:31<00:00, 5.20it/s]
199/499 4.32G 0.008512 0.008258 0.003126 40 640: 99%|#########9| 167/168 [00:32<00:00, 5.20it/s]
199/499 4.32G 0.008512 0.008258 0.003126 40 640: 100%|##########| 168/168 [00:32<00:00, 5.41it/s]
199/499 4.32G 0.008512 0.008258 0.003126 40 640: 100%|##########| 168/168 [00:32<00:00, 5.23it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.88it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.46it/s]
all 132 263 0.852 0.851 0.879 0.765
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
200/499 4.32G 0.00826 0.007666 0.001117 68 640: 0%| | 0/168 [00:00<?, ?it/s]
200/499 4.32G 0.00826 0.007666 0.001117 68 640: 1%| | 1/168 [00:00<00:33, 4.96it/s]
200/499 4.32G 0.008272 0.007567 0.002896 70 640: 1%| | 1/168 [00:00<00:33, 4.96it/s]
200/499 4.32G 0.008272 0.007567 0.002896 70 640: 1%|1 | 2/168 [00:00<00:31, 5.29it/s]
200/499 4.32G 0.008575 0.008117 0.002194 69 640: 1%|1 | 2/168 [00:00<00:31, 5.29it/s]
200/499 4.32G 0.008575 0.008117 0.002194 69 640: 2%|1 | 3/168 [00:00<00:30, 5.33it/s]
200/499 4.32G 0.008525 0.008259 0.001958 81 640: 2%|1 | 3/168 [00:00<00:30, 5.33it/s]
200/499 4.32G 0.008525 0.008259 0.001958 81 640: 2%|2 | 4/168 [00:00<00:31, 5.13it/s]
200/499 4.32G 0.009032 0.008949 0.001861 77 640: 2%|2 | 4/168 [00:00<00:31, 5.13it/s]
200/499 4.32G 0.009032 0.008949 0.001861 77 640: 3%|2 | 5/168 [00:00<00:31, 5.23it/s]
200/499 4.32G 0.00891 0.008815 0.001761 70 640: 3%|2 | 5/168 [00:01<00:31, 5.23it/s]
200/499 4.32G 0.00891 0.008815 0.001761 70 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s]
200/499 4.32G 0.008804 0.008785 0.001591 68 640: 4%|3 | 6/168 [00:01<00:30, 5.32it/s]
200/499 4.32G 0.008804 0.008785 0.001591 68 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s]
200/499 4.32G 0.008936 0.008451 0.001471 49 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s]
200/499 4.32G 0.008936 0.008451 0.001471 49 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s]
200/499 4.32G 0.008851 0.008603 0.001833 85 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s]
200/499 4.32G 0.008851 0.008603 0.001833 85 640: 5%|5 | 9/168 [00:01<00:29, 5.30it/s]
200/499 4.32G 0.008705 0.008526 0.001825 62 640: 5%|5 | 9/168 [00:01<00:29, 5.30it/s]
200/499 4.32G 0.008705 0.008526 0.001825 62 640: 6%|5 | 10/168 [00:01<00:30, 5.19it/s]
200/499 4.32G 0.008668 0.008564 0.001816 72 640: 6%|5 | 10/168 [00:02<00:30, 5.19it/s]
200/499 4.32G 0.008668 0.008564 0.001816 72 640: 7%|6 | 11/168 [00:02<00:29, 5.25it/s]
200/499 4.32G 0.008636 0.008425 0.002076 63 640: 7%|6 | 11/168 [00:02<00:29, 5.25it/s]
200/499 4.32G 0.008636 0.008425 0.002076 63 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s]
200/499 4.32G 0.008664 0.008459 0.002161 83 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s]
200/499 4.32G 0.008664 0.008459 0.002161 83 640: 8%|7 | 13/168 [00:02<00:30, 5.14it/s]
200/499 4.32G 0.008641 0.008504 0.002125 79 640: 8%|7 | 13/168 [00:02<00:30, 5.14it/s]
200/499 4.32G 0.008641 0.008504 0.002125 79 640: 8%|8 | 14/168 [00:02<00:29, 5.20it/s]
200/499 4.32G 0.008614 0.008478 0.002255 71 640: 8%|8 | 14/168 [00:02<00:29, 5.20it/s]
200/499 4.32G 0.008614 0.008478 0.002255 71 640: 9%|8 | 15/168 [00:02<00:29, 5.27it/s]
200/499 4.32G 0.008543 0.008266 0.002124 49 640: 9%|8 | 15/168 [00:03<00:29, 5.27it/s]
200/499 4.32G 0.008543 0.008266 0.002124 49 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s]
200/499 4.32G 0.008553 0.008432 0.002128 94 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s]
200/499 4.32G 0.008553 0.008432 0.002128 94 640: 10%|# | 17/168 [00:03<00:28, 5.24it/s]
200/499 4.32G 0.008517 0.008399 0.002189 63 640: 10%|# | 17/168 [00:03<00:28, 5.24it/s]
200/499 4.32G 0.008517 0.008399 0.002189 63 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s]
200/499 4.32G 0.008552 0.008423 0.002098 67 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s]
200/499 4.32G 0.008552 0.008423 0.002098 67 640: 11%|#1 | 19/168 [00:03<00:28, 5.17it/s]
200/499 4.32G 0.008581 0.00847 0.00218 76 640: 11%|#1 | 19/168 [00:03<00:28, 5.17it/s]
200/499 4.32G 0.008581 0.00847 0.00218 76 640: 12%|#1 | 20/168 [00:03<00:28, 5.23it/s]
200/499 4.32G 0.008567 0.008345 0.00215 57 640: 12%|#1 | 20/168 [00:04<00:28, 5.23it/s]
200/499 4.32G 0.008567 0.008345 0.00215 57 640: 12%|#2 | 21/168 [00:04<00:27, 5.30it/s]
200/499 4.32G 0.008518 0.008269 0.002247 65 640: 12%|#2 | 21/168 [00:04<00:27, 5.30it/s]
200/499 4.32G 0.008518 0.008269 0.002247 65 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s]
200/499 4.32G 0.008499 0.008417 0.002287 91 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s]
200/499 4.32G 0.008499 0.008417 0.002287 91 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s]
200/499 4.32G 0.008468 0.008371 0.002334 71 640: 14%|#3 | 23/168 [00:04<00:27, 5.25it/s]
200/499 4.32G 0.008468 0.008371 0.002334 71 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
200/499 4.32G 0.008494 0.008387 0.002363 69 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
200/499 4.32G 0.008494 0.008387 0.002363 69 640: 15%|#4 | 25/168 [00:04<00:27, 5.16it/s]
200/499 4.32G 0.0085 0.008412 0.002395 68 640: 15%|#4 | 25/168 [00:04<00:27, 5.16it/s]
200/499 4.32G 0.0085 0.008412 0.002395 68 640: 15%|#5 | 26/168 [00:04<00:27, 5.23it/s]
200/499 4.32G 0.00846 0.008365 0.002562 57 640: 15%|#5 | 26/168 [00:05<00:27, 5.23it/s]
200/499 4.32G 0.00846 0.008365 0.002562 57 640: 16%|#6 | 27/168 [00:05<00:26, 5.28it/s]
200/499 4.32G 0.008454 0.008353 0.002486 65 640: 16%|#6 | 27/168 [00:05<00:26, 5.28it/s]
200/499 4.32G 0.008454 0.008353 0.002486 65 640: 17%|#6 | 28/168 [00:05<00:27, 5.12it/s]
200/499 4.32G 0.008392 0.008348 0.002448 75 640: 17%|#6 | 28/168 [00:05<00:27, 5.12it/s]
200/499 4.32G 0.008392 0.008348 0.002448 75 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s]
200/499 4.32G 0.008447 0.008251 0.002544 52 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s]
200/499 4.32G 0.008447 0.008251 0.002544 52 640: 18%|#7 | 30/168 [00:05<00:26, 5.28it/s]
200/499 4.32G 0.008424 0.008207 0.002579 60 640: 18%|#7 | 30/168 [00:05<00:26, 5.28it/s]
200/499 4.32G 0.008424 0.008207 0.002579 60 640: 18%|#8 | 31/168 [00:05<00:26, 5.14it/s]
200/499 4.32G 0.008433 0.008186 0.002612 63 640: 18%|#8 | 31/168 [00:06<00:26, 5.14it/s]
200/499 4.32G 0.008433 0.008186 0.002612 63 640: 19%|#9 | 32/168 [00:06<00:25, 5.24it/s]
200/499 4.32G 0.008398 0.008149 0.002617 59 640: 19%|#9 | 32/168 [00:06<00:25, 5.24it/s]
200/499 4.32G 0.008398 0.008149 0.002617 59 640: 20%|#9 | 33/168 [00:06<00:25, 5.29it/s]
200/499 4.32G 0.008357 0.008117 0.002654 71 640: 20%|#9 | 33/168 [00:06<00:25, 5.29it/s]
200/499 4.32G 0.008357 0.008117 0.002654 71 640: 20%|## | 34/168 [00:06<00:26, 5.14it/s]
200/499 4.32G 0.008324 0.008118 0.002666 72 640: 20%|## | 34/168 [00:06<00:26, 5.14it/s]
200/499 4.32G 0.008324 0.008118 0.002666 72 640: 21%|## | 35/168 [00:06<00:25, 5.18it/s]
200/499 4.32G 0.008319 0.00808 0.002718 67 640: 21%|## | 35/168 [00:06<00:25, 5.18it/s]
200/499 4.32G 0.008319 0.00808 0.002718 67 640: 21%|##1 | 36/168 [00:06<00:25, 5.27it/s]
200/499 4.32G 0.008302 0.008062 0.002739 65 640: 21%|##1 | 36/168 [00:07<00:25, 5.27it/s]
200/499 4.32G 0.008302 0.008062 0.002739 65 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s]
200/499 4.32G 0.008318 0.008049 0.002743 51 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s]
200/499 4.32G 0.008318 0.008049 0.002743 51 640: 23%|##2 | 38/168 [00:07<00:24, 5.24it/s]
200/499 4.32G 0.008295 0.008066 0.002725 83 640: 23%|##2 | 38/168 [00:07<00:24, 5.24it/s]
200/499 4.32G 0.008295 0.008066 0.002725 83 640: 23%|##3 | 39/168 [00:07<00:24, 5.30it/s]
200/499 4.32G 0.008275 0.008081 0.002858 80 640: 23%|##3 | 39/168 [00:07<00:24, 5.30it/s]
200/499 4.32G 0.008275 0.008081 0.002858 80 640: 24%|##3 | 40/168 [00:07<00:24, 5.15it/s]
200/499 4.32G 0.008278 0.008048 0.002899 63 640: 24%|##3 | 40/168 [00:07<00:24, 5.15it/s]
200/499 4.32G 0.008278 0.008048 0.002899 63 640: 24%|##4 | 41/168 [00:07<00:24, 5.23it/s]
200/499 4.32G 0.008257 0.008052 0.002954 73 640: 24%|##4 | 41/168 [00:08<00:24, 5.23it/s]
200/499 4.32G 0.008257 0.008052 0.002954 73 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s]
200/499 4.32G 0.008242 0.008004 0.002887 42 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s]
200/499 4.32G 0.008242 0.008004 0.002887 42 640: 26%|##5 | 43/168 [00:08<00:24, 5.15it/s]
200/499 4.32G 0.008244 0.008004 0.00286 52 640: 26%|##5 | 43/168 [00:08<00:24, 5.15it/s]
200/499 4.32G 0.008244 0.008004 0.00286 52 640: 26%|##6 | 44/168 [00:08<00:23, 5.21it/s]
200/499 4.32G 0.008226 0.007983 0.002872 53 640: 26%|##6 | 44/168 [00:08<00:23, 5.21it/s]
200/499 4.32G 0.008226 0.007983 0.002872 53 640: 27%|##6 | 45/168 [00:08<00:23, 5.30it/s]
200/499 4.32G 0.008193 0.007961 0.002851 64 640: 27%|##6 | 45/168 [00:08<00:23, 5.30it/s]
200/499 4.32G 0.008193 0.007961 0.002851 64 640: 27%|##7 | 46/168 [00:08<00:23, 5.14it/s]
200/499 4.32G 0.008181 0.008015 0.00287 76 640: 27%|##7 | 46/168 [00:08<00:23, 5.14it/s]
200/499 4.32G 0.008181 0.008015 0.00287 76 640: 28%|##7 | 47/168 [00:08<00:23, 5.24it/s]
200/499 4.32G 0.008207 0.008033 0.002842 78 640: 28%|##7 | 47/168 [00:09<00:23, 5.24it/s]
200/499 4.32G 0.008207 0.008033 0.002842 78 640: 29%|##8 | 48/168 [00:09<00:22, 5.28it/s]
200/499 4.32G 0.008243 0.008055 0.002872 71 640: 29%|##8 | 48/168 [00:09<00:22, 5.28it/s]
200/499 4.32G 0.008243 0.008055 0.002872 71 640: 29%|##9 | 49/168 [00:09<00:23, 5.09it/s]
200/499 4.32G 0.008231 0.008064 0.002862 70 640: 29%|##9 | 49/168 [00:09<00:23, 5.09it/s]
200/499 4.32G 0.008231 0.008064 0.002862 70 640: 30%|##9 | 50/168 [00:09<00:22, 5.20it/s]
200/499 4.32G 0.00825 0.008035 0.002863 64 640: 30%|##9 | 50/168 [00:09<00:22, 5.20it/s]
200/499 4.32G 0.00825 0.008035 0.002863 64 640: 30%|### | 51/168 [00:09<00:22, 5.25it/s]
200/499 4.32G 0.00827 0.008073 0.002834 75 640: 30%|### | 51/168 [00:09<00:22, 5.25it/s]
200/499 4.32G 0.00827 0.008073 0.002834 75 640: 31%|### | 52/168 [00:09<00:22, 5.13it/s]
200/499 4.32G 0.008326 0.008128 0.002846 73 640: 31%|### | 52/168 [00:10<00:22, 5.13it/s]
200/499 4.32G 0.008326 0.008128 0.002846 73 640: 32%|###1 | 53/168 [00:10<00:22, 5.22it/s]
200/499 4.32G 0.008313 0.008129 0.002833 56 640: 32%|###1 | 53/168 [00:10<00:22, 5.22it/s]
200/499 4.32G 0.008313 0.008129 0.002833 56 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s]
200/499 4.32G 0.008341 0.008107 0.002805 49 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s]
200/499 4.32G 0.008341 0.008107 0.002805 49 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s]
200/499 4.32G 0.008343 0.008152 0.002853 78 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s]
200/499 4.32G 0.008343 0.008152 0.002853 78 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s]
200/499 4.32G 0.008353 0.008147 0.002821 64 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s]
200/499 4.32G 0.008353 0.008147 0.002821 64 640: 34%|###3 | 57/168 [00:10<00:20, 5.34it/s]
200/499 4.32G 0.008359 0.008159 0.002807 76 640: 34%|###3 | 57/168 [00:11<00:20, 5.34it/s]
200/499 4.32G 0.008359 0.008159 0.002807 76 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s]
200/499 4.32G 0.008334 0.008105 0.002832 53 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s]
200/499 4.32G 0.008334 0.008105 0.002832 53 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s]
200/499 4.32G 0.008342 0.00813 0.002818 68 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s]
200/499 4.32G 0.008342 0.00813 0.002818 68 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s]
200/499 4.32G 0.008331 0.008094 0.002819 63 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s]
200/499 4.32G 0.008331 0.008094 0.002819 63 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
200/499 4.32G 0.008344 0.008081 0.002845 55 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
200/499 4.32G 0.008344 0.008081 0.002845 55 640: 37%|###6 | 62/168 [00:11<00:20, 5.23it/s]
200/499 4.32G 0.008328 0.008068 0.002844 66 640: 37%|###6 | 62/168 [00:12<00:20, 5.23it/s]
200/499 4.32G 0.008328 0.008068 0.002844 66 640: 38%|###7 | 63/168 [00:12<00:19, 5.34it/s]
200/499 4.32G 0.008319 0.008066 0.002836 71 640: 38%|###7 | 63/168 [00:12<00:19, 5.34it/s]
200/499 4.32G 0.008319 0.008066 0.002836 71 640: 38%|###8 | 64/168 [00:12<00:19, 5.22it/s]
200/499 4.32G 0.008335 0.008064 0.002834 62 640: 38%|###8 | 64/168 [00:12<00:19, 5.22it/s]
200/499 4.32G 0.008335 0.008064 0.002834 62 640: 39%|###8 | 65/168 [00:12<00:19, 5.21it/s]
200/499 4.32G 0.00832 0.008078 0.002835 77 640: 39%|###8 | 65/168 [00:12<00:19, 5.21it/s]
200/499 4.32G 0.00832 0.008078 0.002835 77 640: 39%|###9 | 66/168 [00:12<00:19, 5.17it/s]
200/499 4.32G 0.008305 0.008059 0.002841 57 640: 39%|###9 | 66/168 [00:12<00:19, 5.17it/s]
200/499 4.32G 0.008305 0.008059 0.002841 57 640: 40%|###9 | 67/168 [00:12<00:19, 5.05it/s]
200/499 4.32G 0.008298 0.008057 0.002823 70 640: 40%|###9 | 67/168 [00:13<00:19, 5.05it/s]
200/499 4.32G 0.008298 0.008057 0.002823 70 640: 40%|#### | 68/168 [00:13<00:19, 5.20it/s]
200/499 4.32G 0.008279 0.008053 0.00282 72 640: 40%|#### | 68/168 [00:13<00:19, 5.20it/s]
200/499 4.32G 0.008279 0.008053 0.00282 72 640: 41%|####1 | 69/168 [00:13<00:18, 5.28it/s]
200/499 4.32G 0.008273 0.008069 0.002786 70 640: 41%|####1 | 69/168 [00:13<00:18, 5.28it/s]
200/499 4.32G 0.008273 0.008069 0.002786 70 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s]
200/499 4.32G 0.008295 0.00808 0.002792 71 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s]
200/499 4.32G 0.008295 0.00808 0.002792 71 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s]
200/499 4.32G 0.008295 0.008122 0.002777 72 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s]
200/499 4.32G 0.008295 0.008122 0.002777 72 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s]
200/499 4.32G 0.00829 0.00813 0.002771 71 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s]
200/499 4.32G 0.00829 0.00813 0.002771 71 640: 43%|####3 | 73/168 [00:13<00:18, 5.17it/s]
200/499 4.32G 0.008294 0.008117 0.002785 71 640: 43%|####3 | 73/168 [00:14<00:18, 5.17it/s]
200/499 4.32G 0.008294 0.008117 0.002785 71 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s]
200/499 4.32G 0.008286 0.00814 0.002796 83 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s]
200/499 4.32G 0.008286 0.00814 0.002796 83 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s]
200/499 4.32G 0.008291 0.008171 0.002799 81 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s]
200/499 4.32G 0.008291 0.008171 0.002799 81 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s]
200/499 4.32G 0.008275 0.008171 0.002791 72 640: 45%|####5 | 76/168 [00:14<00:17, 5.17it/s]
200/499 4.32G 0.008275 0.008171 0.002791 72 640: 46%|####5 | 77/168 [00:14<00:17, 5.23it/s]
200/499 4.32G 0.008283 0.008164 0.002783 70 640: 46%|####5 | 77/168 [00:14<00:17, 5.23it/s]
200/499 4.32G 0.008283 0.008164 0.002783 70 640: 46%|####6 | 78/168 [00:14<00:16, 5.31it/s]
200/499 4.32G 0.008268 0.008153 0.002797 75 640: 46%|####6 | 78/168 [00:15<00:16, 5.31it/s]
200/499 4.32G 0.008268 0.008153 0.002797 75 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s]
200/499 4.32G 0.008264 0.008157 0.002809 67 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s]
200/499 4.32G 0.008264 0.008157 0.002809 67 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
200/499 4.32G 0.008269 0.00816 0.002793 74 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
200/499 4.32G 0.008269 0.00816 0.002793 74 640: 48%|####8 | 81/168 [00:15<00:16, 5.32it/s]
200/499 4.32G 0.008266 0.008117 0.002783 44 640: 48%|####8 | 81/168 [00:15<00:16, 5.32it/s]
200/499 4.32G 0.008266 0.008117 0.002783 44 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s]
200/499 4.32G 0.008278 0.008131 0.002814 63 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s]
200/499 4.32G 0.008278 0.008131 0.002814 63 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s]
200/499 4.32G 0.008312 0.008158 0.002829 71 640: 49%|####9 | 83/168 [00:16<00:16, 5.27it/s]
200/499 4.32G 0.008312 0.008158 0.002829 71 640: 50%|##### | 84/168 [00:16<00:15, 5.33it/s]
200/499 4.32G 0.008299 0.008148 0.002813 61 640: 50%|##### | 84/168 [00:16<00:15, 5.33it/s]
200/499 4.32G 0.008299 0.008148 0.002813 61 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
200/499 4.32G 0.008299 0.008139 0.002804 68 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
200/499 4.32G 0.008299 0.008139 0.002804 68 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s]
200/499 4.32G 0.008293 0.008144 0.002802 70 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s]
200/499 4.32G 0.008293 0.008144 0.002802 70 640: 52%|#####1 | 87/168 [00:16<00:15, 5.31it/s]
200/499 4.32G 0.008314 0.008149 0.002816 70 640: 52%|#####1 | 87/168 [00:16<00:15, 5.31it/s]
200/499 4.32G 0.008314 0.008149 0.002816 70 640: 52%|#####2 | 88/168 [00:16<00:15, 5.14it/s]
200/499 4.32G 0.008344 0.008141 0.002852 65 640: 52%|#####2 | 88/168 [00:17<00:15, 5.14it/s]
200/499 4.32G 0.008344 0.008141 0.002852 65 640: 53%|#####2 | 89/168 [00:17<00:15, 5.14it/s]
200/499 4.32G 0.00835 0.008142 0.002844 74 640: 53%|#####2 | 89/168 [00:17<00:15, 5.14it/s]
200/499 4.32G 0.00835 0.008142 0.002844 74 640: 54%|#####3 | 90/168 [00:17<00:14, 5.23it/s]
200/499 4.32G 0.008353 0.00812 0.002853 59 640: 54%|#####3 | 90/168 [00:17<00:14, 5.23it/s]
200/499 4.32G 0.008353 0.00812 0.002853 59 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s]
200/499 4.32G 0.008337 0.00812 0.002867 67 640: 54%|#####4 | 91/168 [00:17<00:14, 5.16it/s]
200/499 4.32G 0.008337 0.00812 0.002867 67 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
200/499 4.32G 0.008355 0.008102 0.002854 49 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
200/499 4.32G 0.008355 0.008102 0.002854 49 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s]
200/499 4.32G 0.008351 0.008089 0.002872 56 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s]
200/499 4.32G 0.008351 0.008089 0.002872 56 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
200/499 4.32G 0.008363 0.008086 0.002868 61 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s]
200/499 4.32G 0.008363 0.008086 0.002868 61 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
200/499 4.32G 0.008354 0.0081 0.002866 80 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
200/499 4.32G 0.008354 0.0081 0.002866 80 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s]
200/499 4.32G 0.00835 0.008118 0.002844 69 640: 57%|#####7 | 96/168 [00:18<00:13, 5.33it/s]
200/499 4.32G 0.00835 0.008118 0.002844 69 640: 58%|#####7 | 97/168 [00:18<00:13, 5.13it/s]
200/499 4.32G 0.008364 0.008091 0.002845 43 640: 58%|#####7 | 97/168 [00:18<00:13, 5.13it/s]
200/499 4.32G 0.008364 0.008091 0.002845 43 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s]
200/499 4.32G 0.008361 0.00809 0.002887 70 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s]
200/499 4.32G 0.008361 0.00809 0.002887 70 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s]
200/499 4.32G 0.008381 0.008119 0.002916 81 640: 59%|#####8 | 99/168 [00:19<00:12, 5.33it/s]
200/499 4.32G 0.008381 0.008119 0.002916 81 640: 60%|#####9 | 100/168 [00:19<00:13, 5.21it/s]
200/499 4.32G 0.008385 0.008117 0.002915 66 640: 60%|#####9 | 100/168 [00:19<00:13, 5.21it/s]
200/499 4.32G 0.008385 0.008117 0.002915 66 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s]
200/499 4.32G 0.008384 0.008099 0.002898 58 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s]
200/499 4.32G 0.008384 0.008099 0.002898 58 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s]
200/499 4.32G 0.008381 0.008114 0.002913 84 640: 61%|###### | 102/168 [00:19<00:12, 5.32it/s]
200/499 4.32G 0.008381 0.008114 0.002913 84 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
200/499 4.32G 0.008378 0.008108 0.002897 63 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
200/499 4.32G 0.008378 0.008108 0.002897 63 640: 62%|######1 | 104/168 [00:19<00:12, 5.28it/s]
200/499 4.32G 0.00838 0.008094 0.002938 63 640: 62%|######1 | 104/168 [00:20<00:12, 5.28it/s]
200/499 4.32G 0.00838 0.008094 0.002938 63 640: 62%|######2 | 105/168 [00:20<00:11, 5.35it/s]
200/499 4.32G 0.008376 0.008096 0.002921 82 640: 62%|######2 | 105/168 [00:20<00:11, 5.35it/s]
200/499 4.32G 0.008376 0.008096 0.002921 82 640: 63%|######3 | 106/168 [00:20<00:11, 5.21it/s]
200/499 4.32G 0.008378 0.008105 0.002913 74 640: 63%|######3 | 106/168 [00:20<00:11, 5.21it/s]
200/499 4.32G 0.008378 0.008105 0.002913 74 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s]
200/499 4.32G 0.008381 0.008106 0.002941 62 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s]
200/499 4.32G 0.008381 0.008106 0.002941 62 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s]
200/499 4.32G 0.008374 0.008099 0.002944 72 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s]
200/499 4.32G 0.008374 0.008099 0.002944 72 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s]
200/499 4.32G 0.008369 0.008091 0.002958 67 640: 65%|######4 | 109/168 [00:21<00:11, 5.22it/s]
200/499 4.32G 0.008369 0.008091 0.002958 67 640: 65%|######5 | 110/168 [00:21<00:11, 5.27it/s]
200/499 4.32G 0.008365 0.008093 0.002956 75 640: 65%|######5 | 110/168 [00:21<00:11, 5.27it/s]
200/499 4.32G 0.008365 0.008093 0.002956 75 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s]
200/499 4.32G 0.00835 0.008084 0.002977 68 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s]
200/499 4.32G 0.00835 0.008084 0.002977 68 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s]
200/499 4.32G 0.008365 0.008084 0.00298 74 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s]
200/499 4.32G 0.008365 0.008084 0.00298 74 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s]
200/499 4.32G 0.008361 0.008082 0.00298 64 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s]
200/499 4.32G 0.008361 0.008082 0.00298 64 640: 68%|######7 | 114/168 [00:21<00:10, 5.33it/s]
200/499 4.32G 0.008353 0.008073 0.002973 74 640: 68%|######7 | 114/168 [00:21<00:10, 5.33it/s]
200/499 4.32G 0.008353 0.008073 0.002973 74 640: 68%|######8 | 115/168 [00:21<00:10, 5.20it/s]
200/499 4.32G 0.00835 0.008062 0.002976 63 640: 68%|######8 | 115/168 [00:22<00:10, 5.20it/s]
200/499 4.32G 0.00835 0.008062 0.002976 63 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s]
200/499 4.32G 0.008349 0.008061 0.002959 67 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s]
200/499 4.32G 0.008349 0.008061 0.002959 67 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s]
200/499 4.32G 0.008352 0.008058 0.002953 67 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s]
200/499 4.32G 0.008352 0.008058 0.002953 67 640: 70%|####### | 118/168 [00:22<00:09, 5.15it/s]
200/499 4.32G 0.008346 0.008053 0.002947 73 640: 70%|####### | 118/168 [00:22<00:09, 5.15it/s]
200/499 4.32G 0.008346 0.008053 0.002947 73 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s]
200/499 4.32G 0.008338 0.008043 0.002953 63 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s]
200/499 4.32G 0.008338 0.008043 0.002953 63 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s]
200/499 4.32G 0.008342 0.008037 0.002945 69 640: 71%|#######1 | 120/168 [00:23<00:08, 5.34it/s]
200/499 4.32G 0.008342 0.008037 0.002945 69 640: 72%|#######2 | 121/168 [00:23<00:09, 5.17it/s]
200/499 4.32G 0.008348 0.008039 0.002942 84 640: 72%|#######2 | 121/168 [00:23<00:09, 5.17it/s]
200/499 4.32G 0.008348 0.008039 0.002942 84 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s]
200/499 4.32G 0.008354 0.008044 0.002929 64 640: 73%|#######2 | 122/168 [00:23<00:08, 5.26it/s]
200/499 4.32G 0.008354 0.008044 0.002929 64 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s]
200/499 4.32G 0.008348 0.008052 0.002929 67 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s]
200/499 4.32G 0.008348 0.008052 0.002929 67 640: 74%|#######3 | 124/168 [00:23<00:08, 5.15it/s]
200/499 4.32G 0.008348 0.008061 0.002929 76 640: 74%|#######3 | 124/168 [00:23<00:08, 5.15it/s]
200/499 4.32G 0.008348 0.008061 0.002929 76 640: 74%|#######4 | 125/168 [00:23<00:08, 5.21it/s]
200/499 4.32G 0.008344 0.008072 0.002926 74 640: 74%|#######4 | 125/168 [00:24<00:08, 5.21it/s]
200/499 4.32G 0.008344 0.008072 0.002926 74 640: 75%|#######5 | 126/168 [00:24<00:07, 5.29it/s]
200/499 4.32G 0.008348 0.008085 0.002936 77 640: 75%|#######5 | 126/168 [00:24<00:07, 5.29it/s]
200/499 4.32G 0.008348 0.008085 0.002936 77 640: 76%|#######5 | 127/168 [00:24<00:08, 5.09it/s]
200/499 4.32G 0.008343 0.008075 0.002941 58 640: 76%|#######5 | 127/168 [00:24<00:08, 5.09it/s]
200/499 4.32G 0.008343 0.008075 0.002941 58 640: 76%|#######6 | 128/168 [00:24<00:07, 5.13it/s]
200/499 4.32G 0.008348 0.008061 0.002934 53 640: 76%|#######6 | 128/168 [00:24<00:07, 5.13it/s]
200/499 4.32G 0.008348 0.008061 0.002934 53 640: 77%|#######6 | 129/168 [00:24<00:07, 5.19it/s]
200/499 4.32G 0.008343 0.008035 0.00295 45 640: 77%|#######6 | 129/168 [00:24<00:07, 5.19it/s]
200/499 4.32G 0.008343 0.008035 0.00295 45 640: 77%|#######7 | 130/168 [00:24<00:07, 5.07it/s]
200/499 4.32G 0.008339 0.008038 0.002959 67 640: 77%|#######7 | 130/168 [00:25<00:07, 5.07it/s]
200/499 4.32G 0.008339 0.008038 0.002959 67 640: 78%|#######7 | 131/168 [00:25<00:07, 5.17it/s]
200/499 4.32G 0.00834 0.00804 0.002992 77 640: 78%|#######7 | 131/168 [00:25<00:07, 5.17it/s]
200/499 4.32G 0.00834 0.00804 0.002992 77 640: 79%|#######8 | 132/168 [00:25<00:06, 5.26it/s]
200/499 4.32G 0.008348 0.008034 0.003004 65 640: 79%|#######8 | 132/168 [00:25<00:06, 5.26it/s]
200/499 4.32G 0.008348 0.008034 0.003004 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.11it/s]
200/499 4.32G 0.008359 0.008053 0.003003 76 640: 79%|#######9 | 133/168 [00:25<00:06, 5.11it/s]
200/499 4.32G 0.008359 0.008053 0.003003 76 640: 80%|#######9 | 134/168 [00:25<00:06, 5.16it/s]
200/499 4.32G 0.008372 0.008057 0.002997 70 640: 80%|#######9 | 134/168 [00:25<00:06, 5.16it/s]
200/499 4.32G 0.008372 0.008057 0.002997 70 640: 80%|######## | 135/168 [00:25<00:06, 5.26it/s]
200/499 4.32G 0.00837 0.008052 0.002987 69 640: 80%|######## | 135/168 [00:25<00:06, 5.26it/s]
200/499 4.32G 0.00837 0.008052 0.002987 69 640: 81%|######## | 136/168 [00:25<00:06, 5.16it/s]
200/499 4.32G 0.008371 0.008041 0.002987 58 640: 81%|######## | 136/168 [00:26<00:06, 5.16it/s]
200/499 4.32G 0.008371 0.008041 0.002987 58 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s]
200/499 4.32G 0.008366 0.008028 0.002997 52 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s]
200/499 4.32G 0.008366 0.008028 0.002997 52 640: 82%|########2 | 138/168 [00:26<00:05, 5.31it/s]
200/499 4.32G 0.008358 0.008042 0.003 83 640: 82%|########2 | 138/168 [00:26<00:05, 5.31it/s]
200/499 4.32G 0.008358 0.008042 0.003 83 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s]
200/499 4.32G 0.008358 0.008036 0.002986 58 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s]
200/499 4.32G 0.008358 0.008036 0.002986 58 640: 83%|########3 | 140/168 [00:26<00:05, 5.18it/s]
200/499 4.32G 0.008352 0.008041 0.00298 75 640: 83%|########3 | 140/168 [00:26<00:05, 5.18it/s]
200/499 4.32G 0.008352 0.008041 0.00298 75 640: 84%|########3 | 141/168 [00:26<00:05, 5.27it/s]
200/499 4.32G 0.008356 0.00804 0.002979 73 640: 84%|########3 | 141/168 [00:27<00:05, 5.27it/s]
200/499 4.32G 0.008356 0.00804 0.002979 73 640: 85%|########4 | 142/168 [00:27<00:05, 5.13it/s]
200/499 4.32G 0.008347 0.00804 0.002977 62 640: 85%|########4 | 142/168 [00:27<00:05, 5.13it/s]
200/499 4.32G 0.008347 0.00804 0.002977 62 640: 85%|########5 | 143/168 [00:27<00:04, 5.20it/s]
200/499 4.32G 0.008342 0.00803 0.002967 51 640: 85%|########5 | 143/168 [00:27<00:04, 5.20it/s]
200/499 4.32G 0.008342 0.00803 0.002967 51 640: 86%|########5 | 144/168 [00:27<00:04, 5.29it/s]
200/499 4.32G 0.008334 0.008034 0.002973 84 640: 86%|########5 | 144/168 [00:27<00:04, 5.29it/s]
200/499 4.32G 0.008334 0.008034 0.002973 84 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s]
200/499 4.32G 0.008339 0.008045 0.002966 83 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s]
200/499 4.32G 0.008339 0.008045 0.002966 83 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s]
200/499 4.32G 0.008347 0.008038 0.002958 58 640: 87%|########6 | 146/168 [00:28<00:04, 5.25it/s]
200/499 4.32G 0.008347 0.008038 0.002958 58 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s]
200/499 4.32G 0.008351 0.008037 0.002965 66 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s]
200/499 4.32G 0.008351 0.008037 0.002965 66 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s]
200/499 4.32G 0.008378 0.008037 0.002962 61 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s]
200/499 4.32G 0.008378 0.008037 0.002962 61 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
200/499 4.32G 0.008381 0.008023 0.002961 56 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
200/499 4.32G 0.008381 0.008023 0.002961 56 640: 89%|########9 | 150/168 [00:28<00:03, 5.30it/s]
200/499 4.32G 0.008378 0.008015 0.002985 59 640: 89%|########9 | 150/168 [00:28<00:03, 5.30it/s]
200/499 4.32G 0.008378 0.008015 0.002985 59 640: 90%|########9 | 151/168 [00:28<00:03, 5.18it/s]
200/499 4.32G 0.008381 0.008021 0.00299 74 640: 90%|########9 | 151/168 [00:29<00:03, 5.18it/s]
200/499 4.32G 0.008381 0.008021 0.00299 74 640: 90%|######### | 152/168 [00:29<00:03, 5.27it/s]
200/499 4.32G 0.008386 0.008045 0.002991 73 640: 90%|######### | 152/168 [00:29<00:03, 5.27it/s]
200/499 4.32G 0.008386 0.008045 0.002991 73 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s]
200/499 4.32G 0.008381 0.008053 0.002997 70 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s]
200/499 4.32G 0.008381 0.008053 0.002997 70 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s]
200/499 4.32G 0.008382 0.008061 0.002999 85 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s]
200/499 4.32G 0.008382 0.008061 0.002999 85 640: 92%|#########2| 155/168 [00:29<00:02, 5.18it/s]
200/499 4.32G 0.008374 0.008067 0.002995 77 640: 92%|#########2| 155/168 [00:29<00:02, 5.18it/s]
200/499 4.32G 0.008374 0.008067 0.002995 77 640: 93%|#########2| 156/168 [00:29<00:02, 5.28it/s]
200/499 4.32G 0.008369 0.008058 0.002987 67 640: 93%|#########2| 156/168 [00:30<00:02, 5.28it/s]
200/499 4.32G 0.008369 0.008058 0.002987 67 640: 93%|#########3| 157/168 [00:30<00:02, 5.17it/s]
200/499 4.32G 0.008367 0.008048 0.002986 60 640: 93%|#########3| 157/168 [00:30<00:02, 5.17it/s]
200/499 4.32G 0.008367 0.008048 0.002986 60 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s]
200/499 4.32G 0.008363 0.008036 0.002975 55 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s]
200/499 4.32G 0.008363 0.008036 0.002975 55 640: 95%|#########4| 159/168 [00:30<00:01, 5.29it/s]
200/499 4.32G 0.008375 0.00803 0.002965 64 640: 95%|#########4| 159/168 [00:30<00:01, 5.29it/s]
200/499 4.32G 0.008375 0.00803 0.002965 64 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
200/499 4.32G 0.00837 0.008027 0.002964 63 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
200/499 4.32G 0.00837 0.008027 0.002964 63 640: 96%|#########5| 161/168 [00:30<00:01, 5.23it/s]
200/499 4.32G 0.00837 0.008039 0.002964 90 640: 96%|#########5| 161/168 [00:30<00:01, 5.23it/s]
200/499 4.32G 0.00837 0.008039 0.002964 90 640: 96%|#########6| 162/168 [00:30<00:01, 5.29it/s]
200/499 4.32G 0.008373 0.008037 0.002977 62 640: 96%|#########6| 162/168 [00:31<00:01, 5.29it/s]
200/499 4.32G 0.008373 0.008037 0.002977 62 640: 97%|#########7| 163/168 [00:31<00:00, 5.18it/s]
200/499 4.32G 0.008371 0.008033 0.002964 59 640: 97%|#########7| 163/168 [00:31<00:00, 5.18it/s]
200/499 4.32G 0.008371 0.008033 0.002964 59 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s]
200/499 4.32G 0.00837 0.008031 0.002954 62 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s]
200/499 4.32G 0.00837 0.008031 0.002954 62 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s]
200/499 4.32G 0.008363 0.008022 0.002955 73 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s]
200/499 4.32G 0.008363 0.008022 0.002955 73 640: 99%|#########8| 166/168 [00:31<00:00, 5.14it/s]
200/499 4.32G 0.008364 0.008025 0.002958 61 640: 99%|#########8| 166/168 [00:31<00:00, 5.14it/s]
200/499 4.32G 0.008364 0.008025 0.002958 61 640: 99%|#########9| 167/168 [00:31<00:00, 5.22it/s]
200/499 4.32G 0.008372 0.008042 0.002952 30 640: 99%|#########9| 167/168 [00:32<00:00, 5.22it/s]
200/499 4.32G 0.008372 0.008042 0.002952 30 640: 100%|##########| 168/168 [00:32<00:00, 5.43it/s]
200/499 4.32G 0.008372 0.008042 0.002952 30 640: 100%|##########| 168/168 [00:32<00:00, 5.24it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.88it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s]
all 132 263 0.852 0.851 0.88 0.77
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
201/499 4.32G 0.008065 0.007515 0.00217 73 640: 0%| | 0/168 [00:00<?, ?it/s]
201/499 4.32G 0.008065 0.007515 0.00217 73 640: 1%| | 1/168 [00:00<00:33, 4.92it/s]
201/499 4.32G 0.008742 0.008439 0.001594 67 640: 1%| | 1/168 [00:00<00:33, 4.92it/s]
201/499 4.32G 0.008742 0.008439 0.001594 67 640: 1%|1 | 2/168 [00:00<00:31, 5.22it/s]
201/499 4.32G 0.008295 0.007744 0.002853 60 640: 1%|1 | 2/168 [00:00<00:31, 5.22it/s]
201/499 4.32G 0.008295 0.007744 0.002853 60 640: 2%|1 | 3/168 [00:00<00:30, 5.33it/s]
201/499 4.32G 0.00845 0.008015 0.003089 75 640: 2%|1 | 3/168 [00:00<00:30, 5.33it/s]
201/499 4.32G 0.00845 0.008015 0.003089 75 640: 2%|2 | 4/168 [00:00<00:31, 5.13it/s]
201/499 4.32G 0.008415 0.007683 0.003286 53 640: 2%|2 | 4/168 [00:00<00:31, 5.13it/s]
201/499 4.32G 0.008415 0.007683 0.003286 53 640: 3%|2 | 5/168 [00:00<00:31, 5.25it/s]
201/499 4.32G 0.008813 0.00804 0.003707 64 640: 3%|2 | 5/168 [00:01<00:31, 5.25it/s]
201/499 4.32G 0.008813 0.00804 0.003707 64 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s]
201/499 4.32G 0.008789 0.008212 0.00353 78 640: 4%|3 | 6/168 [00:01<00:30, 5.33it/s]
201/499 4.32G 0.008789 0.008212 0.00353 78 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s]
201/499 4.32G 0.00873 0.008205 0.003554 80 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s]
201/499 4.32G 0.00873 0.008205 0.003554 80 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s]
201/499 4.32G 0.008695 0.008238 0.003426 74 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s]
201/499 4.32G 0.008695 0.008238 0.003426 74 640: 5%|5 | 9/168 [00:01<00:29, 5.33it/s]
201/499 4.32G 0.008603 0.00813 0.003397 66 640: 5%|5 | 9/168 [00:01<00:29, 5.33it/s]
201/499 4.32G 0.008603 0.00813 0.003397 66 640: 6%|5 | 10/168 [00:01<00:30, 5.20it/s]
201/499 4.32G 0.008697 0.008055 0.003329 67 640: 6%|5 | 10/168 [00:02<00:30, 5.20it/s]
201/499 4.32G 0.008697 0.008055 0.003329 67 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s]
201/499 4.32G 0.008654 0.008039 0.003401 69 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s]
201/499 4.32G 0.008654 0.008039 0.003401 69 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s]
201/499 4.32G 0.008606 0.008241 0.00323 87 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s]
201/499 4.32G 0.008606 0.008241 0.00323 87 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s]
201/499 4.32G 0.008656 0.008439 0.00326 80 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s]
201/499 4.32G 0.008656 0.008439 0.00326 80 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s]
201/499 4.32G 0.008635 0.008403 0.003304 66 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s]
201/499 4.32G 0.008635 0.008403 0.003304 66 640: 9%|8 | 15/168 [00:02<00:28, 5.35it/s]
201/499 4.32G 0.008679 0.008408 0.003262 83 640: 9%|8 | 15/168 [00:03<00:28, 5.35it/s]
201/499 4.32G 0.008679 0.008408 0.003262 83 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s]
201/499 4.32G 0.008655 0.008351 0.003453 65 640: 10%|9 | 16/168 [00:03<00:29, 5.18it/s]
201/499 4.32G 0.008655 0.008351 0.003453 65 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s]
201/499 4.32G 0.008572 0.008295 0.003443 64 640: 10%|# | 17/168 [00:03<00:28, 5.27it/s]
201/499 4.32G 0.008572 0.008295 0.003443 64 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s]
201/499 4.32G 0.008615 0.00828 0.003506 67 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s]
201/499 4.32G 0.008615 0.00828 0.003506 67 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
201/499 4.32G 0.008513 0.008196 0.003472 66 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
201/499 4.32G 0.008513 0.008196 0.003472 66 640: 12%|#1 | 20/168 [00:03<00:27, 5.29it/s]
201/499 4.32G 0.008567 0.008232 0.003398 72 640: 12%|#1 | 20/168 [00:03<00:27, 5.29it/s]
201/499 4.32G 0.008567 0.008232 0.003398 72 640: 12%|#2 | 21/168 [00:03<00:27, 5.34it/s]
201/499 4.32G 0.008531 0.008189 0.003458 65 640: 12%|#2 | 21/168 [00:04<00:27, 5.34it/s]
201/499 4.32G 0.008531 0.008189 0.003458 65 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s]
201/499 4.32G 0.008537 0.008323 0.003457 95 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s]
201/499 4.32G 0.008537 0.008323 0.003457 95 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s]
201/499 4.32G 0.008513 0.008328 0.003557 87 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s]
201/499 4.32G 0.008513 0.008328 0.003557 87 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s]
201/499 4.32G 0.00852 0.008349 0.003605 71 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s]
201/499 4.32G 0.00852 0.008349 0.003605 71 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s]
201/499 4.32G 0.008455 0.008273 0.003583 70 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s]
201/499 4.32G 0.008455 0.008273 0.003583 70 640: 15%|#5 | 26/168 [00:04<00:26, 5.27it/s]
201/499 4.32G 0.008455 0.008262 0.003585 64 640: 15%|#5 | 26/168 [00:05<00:26, 5.27it/s]
201/499 4.32G 0.008455 0.008262 0.003585 64 640: 16%|#6 | 27/168 [00:05<00:26, 5.27it/s]
201/499 4.32G 0.008425 0.008257 0.003552 64 640: 16%|#6 | 27/168 [00:05<00:26, 5.27it/s]
201/499 4.32G 0.008425 0.008257 0.003552 64 640: 17%|#6 | 28/168 [00:05<00:27, 5.14it/s]
201/499 4.32G 0.008409 0.008281 0.003484 82 640: 17%|#6 | 28/168 [00:05<00:27, 5.14it/s]
201/499 4.32G 0.008409 0.008281 0.003484 82 640: 17%|#7 | 29/168 [00:05<00:26, 5.25it/s]
201/499 4.32G 0.008402 0.008265 0.003431 66 640: 17%|#7 | 29/168 [00:05<00:26, 5.25it/s]
201/499 4.32G 0.008402 0.008265 0.003431 66 640: 18%|#7 | 30/168 [00:05<00:26, 5.31it/s]
201/499 4.32G 0.008459 0.00832 0.003416 71 640: 18%|#7 | 30/168 [00:05<00:26, 5.31it/s]
201/499 4.32G 0.008459 0.00832 0.003416 71 640: 18%|#8 | 31/168 [00:05<00:26, 5.16it/s]
201/499 4.32G 0.008473 0.008379 0.003384 88 640: 18%|#8 | 31/168 [00:06<00:26, 5.16it/s]
201/499 4.32G 0.008473 0.008379 0.003384 88 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s]
201/499 4.32G 0.008484 0.008318 0.003339 56 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s]
201/499 4.32G 0.008484 0.008318 0.003339 56 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s]
201/499 4.32G 0.008463 0.008286 0.003361 59 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s]
201/499 4.32G 0.008463 0.008286 0.003361 59 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
201/499 4.32G 0.008423 0.008284 0.003369 66 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
201/499 4.32G 0.008423 0.008284 0.003369 66 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s]
201/499 4.32G 0.008412 0.008258 0.003464 72 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s]
201/499 4.32G 0.008412 0.008258 0.003464 72 640: 21%|##1 | 36/168 [00:06<00:24, 5.35it/s]
201/499 4.32G 0.008469 0.00822 0.003429 59 640: 21%|##1 | 36/168 [00:07<00:24, 5.35it/s]
201/499 4.32G 0.008469 0.00822 0.003429 59 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
201/499 4.32G 0.008491 0.008194 0.003502 67 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
201/499 4.32G 0.008491 0.008194 0.003502 67 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
201/499 4.32G 0.008474 0.008155 0.003486 65 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
201/499 4.32G 0.008474 0.008155 0.003486 65 640: 23%|##3 | 39/168 [00:07<00:24, 5.28it/s]
201/499 4.32G 0.008475 0.008109 0.003558 52 640: 23%|##3 | 39/168 [00:07<00:24, 5.28it/s]
201/499 4.32G 0.008475 0.008109 0.003558 52 640: 24%|##3 | 40/168 [00:07<00:25, 5.11it/s]
201/499 4.32G 0.008456 0.008078 0.003587 57 640: 24%|##3 | 40/168 [00:07<00:25, 5.11it/s]
201/499 4.32G 0.008456 0.008078 0.003587 57 640: 24%|##4 | 41/168 [00:07<00:24, 5.22it/s]
201/499 4.32G 0.008471 0.008067 0.003548 62 640: 24%|##4 | 41/168 [00:07<00:24, 5.22it/s]
201/499 4.32G 0.008471 0.008067 0.003548 62 640: 25%|##5 | 42/168 [00:07<00:23, 5.29it/s]
201/499 4.32G 0.008442 0.0081 0.003532 92 640: 25%|##5 | 42/168 [00:08<00:23, 5.29it/s]
201/499 4.32G 0.008442 0.0081 0.003532 92 640: 26%|##5 | 43/168 [00:08<00:24, 5.13it/s]
201/499 4.32G 0.008447 0.008148 0.003558 68 640: 26%|##5 | 43/168 [00:08<00:24, 5.13it/s]
201/499 4.32G 0.008447 0.008148 0.003558 68 640: 26%|##6 | 44/168 [00:08<00:23, 5.19it/s]
201/499 4.32G 0.00845 0.008144 0.003523 59 640: 26%|##6 | 44/168 [00:08<00:23, 5.19it/s]
201/499 4.32G 0.00845 0.008144 0.003523 59 640: 27%|##6 | 45/168 [00:08<00:23, 5.26it/s]
201/499 4.32G 0.008438 0.008169 0.003544 75 640: 27%|##6 | 45/168 [00:08<00:23, 5.26it/s]
201/499 4.32G 0.008438 0.008169 0.003544 75 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s]
201/499 4.32G 0.00843 0.008146 0.003526 60 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s]
201/499 4.32G 0.00843 0.008146 0.003526 60 640: 28%|##7 | 47/168 [00:08<00:23, 5.23it/s]
201/499 4.32G 0.008451 0.008178 0.003506 70 640: 28%|##7 | 47/168 [00:09<00:23, 5.23it/s]
201/499 4.32G 0.008451 0.008178 0.003506 70 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s]
201/499 4.32G 0.008424 0.008155 0.003462 61 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s]
201/499 4.32G 0.008424 0.008155 0.003462 61 640: 29%|##9 | 49/168 [00:09<00:23, 5.17it/s]
201/499 4.32G 0.008423 0.008186 0.003457 79 640: 29%|##9 | 49/168 [00:09<00:23, 5.17it/s]
201/499 4.32G 0.008423 0.008186 0.003457 79 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s]
201/499 4.32G 0.008407 0.008201 0.003475 74 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s]
201/499 4.32G 0.008407 0.008201 0.003475 74 640: 30%|### | 51/168 [00:09<00:22, 5.21it/s]
201/499 4.32G 0.008405 0.008212 0.003461 78 640: 30%|### | 51/168 [00:09<00:22, 5.21it/s]
201/499 4.32G 0.008405 0.008212 0.003461 78 640: 31%|### | 52/168 [00:09<00:22, 5.08it/s]
201/499 4.32G 0.008393 0.008225 0.003467 78 640: 31%|### | 52/168 [00:10<00:22, 5.08it/s]
201/499 4.32G 0.008393 0.008225 0.003467 78 640: 32%|###1 | 53/168 [00:10<00:22, 5.19it/s]
201/499 4.32G 0.008394 0.008278 0.003447 92 640: 32%|###1 | 53/168 [00:10<00:22, 5.19it/s]
201/499 4.32G 0.008394 0.008278 0.003447 92 640: 32%|###2 | 54/168 [00:10<00:22, 5.16it/s]
201/499 4.32G 0.008353 0.008229 0.003411 60 640: 32%|###2 | 54/168 [00:10<00:22, 5.16it/s]
201/499 4.32G 0.008353 0.008229 0.003411 60 640: 33%|###2 | 55/168 [00:10<00:22, 4.99it/s]
201/499 4.32G 0.008337 0.008186 0.003402 57 640: 33%|###2 | 55/168 [00:10<00:22, 4.99it/s]
201/499 4.32G 0.008337 0.008186 0.003402 57 640: 33%|###3 | 56/168 [00:10<00:21, 5.14it/s]
201/499 4.32G 0.008341 0.00818 0.003375 70 640: 33%|###3 | 56/168 [00:10<00:21, 5.14it/s]
201/499 4.32G 0.008341 0.00818 0.003375 70 640: 34%|###3 | 57/168 [00:10<00:21, 5.26it/s]
201/499 4.32G 0.008352 0.008198 0.003339 67 640: 34%|###3 | 57/168 [00:11<00:21, 5.26it/s]
201/499 4.32G 0.008352 0.008198 0.003339 67 640: 35%|###4 | 58/168 [00:11<00:21, 5.14it/s]
201/499 4.32G 0.008386 0.008233 0.003312 79 640: 35%|###4 | 58/168 [00:11<00:21, 5.14it/s]
201/499 4.32G 0.008386 0.008233 0.003312 79 640: 35%|###5 | 59/168 [00:11<00:20, 5.20it/s]
201/499 4.32G 0.008354 0.008209 0.003306 66 640: 35%|###5 | 59/168 [00:11<00:20, 5.20it/s]
201/499 4.32G 0.008354 0.008209 0.003306 66 640: 36%|###5 | 60/168 [00:11<00:20, 5.28it/s]
201/499 4.32G 0.008351 0.008203 0.00332 73 640: 36%|###5 | 60/168 [00:11<00:20, 5.28it/s]
201/499 4.32G 0.008351 0.008203 0.00332 73 640: 36%|###6 | 61/168 [00:11<00:20, 5.15it/s]
201/499 4.32G 0.008373 0.008227 0.00331 69 640: 36%|###6 | 61/168 [00:11<00:20, 5.15it/s]
201/499 4.32G 0.008373 0.008227 0.00331 69 640: 37%|###6 | 62/168 [00:11<00:20, 5.25it/s]
201/499 4.32G 0.008378 0.008209 0.003319 59 640: 37%|###6 | 62/168 [00:12<00:20, 5.25it/s]
201/499 4.32G 0.008378 0.008209 0.003319 59 640: 38%|###7 | 63/168 [00:12<00:19, 5.30it/s]
201/499 4.32G 0.008371 0.008174 0.003305 64 640: 38%|###7 | 63/168 [00:12<00:19, 5.30it/s]
201/499 4.32G 0.008371 0.008174 0.003305 64 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s]
201/499 4.32G 0.008383 0.008223 0.003279 88 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s]
201/499 4.32G 0.008383 0.008223 0.003279 88 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s]
201/499 4.32G 0.008392 0.008208 0.003268 64 640: 39%|###8 | 65/168 [00:12<00:19, 5.26it/s]
201/499 4.32G 0.008392 0.008208 0.003268 64 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s]
201/499 4.32G 0.008419 0.008224 0.003249 69 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s]
201/499 4.32G 0.008419 0.008224 0.003249 69 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
201/499 4.32G 0.008404 0.008224 0.003249 74 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
201/499 4.32G 0.008404 0.008224 0.003249 74 640: 40%|#### | 68/168 [00:12<00:18, 5.27it/s]
201/499 4.32G 0.008412 0.008252 0.003253 78 640: 40%|#### | 68/168 [00:13<00:18, 5.27it/s]
201/499 4.32G 0.008412 0.008252 0.003253 78 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s]
201/499 4.32G 0.008398 0.00824 0.003237 62 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s]
201/499 4.32G 0.008398 0.00824 0.003237 62 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s]
201/499 4.32G 0.008385 0.008255 0.003291 85 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s]
201/499 4.32G 0.008385 0.008255 0.003291 85 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s]
201/499 4.32G 0.008411 0.008286 0.003311 70 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s]
201/499 4.32G 0.008411 0.008286 0.003311 70 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s]
201/499 4.32G 0.008432 0.008282 0.003295 58 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s]
201/499 4.32G 0.008432 0.008282 0.003295 58 640: 43%|####3 | 73/168 [00:13<00:18, 5.13it/s]
201/499 4.32G 0.00844 0.008288 0.003275 72 640: 43%|####3 | 73/168 [00:14<00:18, 5.13it/s]
201/499 4.32G 0.00844 0.008288 0.003275 72 640: 44%|####4 | 74/168 [00:14<00:17, 5.23it/s]
201/499 4.32G 0.008437 0.008297 0.003268 67 640: 44%|####4 | 74/168 [00:14<00:17, 5.23it/s]
201/499 4.32G 0.008437 0.008297 0.003268 67 640: 45%|####4 | 75/168 [00:14<00:17, 5.31it/s]
201/499 4.32G 0.008456 0.008306 0.003264 72 640: 45%|####4 | 75/168 [00:14<00:17, 5.31it/s]
201/499 4.32G 0.008456 0.008306 0.003264 72 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s]
201/499 4.32G 0.008438 0.008297 0.003274 71 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s]
201/499 4.32G 0.008438 0.008297 0.003274 71 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s]
201/499 4.32G 0.008435 0.008281 0.003289 65 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s]
201/499 4.32G 0.008435 0.008281 0.003289 65 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s]
201/499 4.32G 0.00843 0.008271 0.003267 68 640: 46%|####6 | 78/168 [00:15<00:16, 5.34it/s]
201/499 4.32G 0.00843 0.008271 0.003267 68 640: 47%|####7 | 79/168 [00:15<00:17, 5.18it/s]
201/499 4.32G 0.008428 0.008276 0.003299 70 640: 47%|####7 | 79/168 [00:15<00:17, 5.18it/s]
201/499 4.32G 0.008428 0.008276 0.003299 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.28it/s]
201/499 4.32G 0.008441 0.008285 0.003307 63 640: 48%|####7 | 80/168 [00:15<00:16, 5.28it/s]
201/499 4.32G 0.008441 0.008285 0.003307 63 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s]
201/499 4.32G 0.008431 0.008275 0.003309 64 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s]
201/499 4.32G 0.008431 0.008275 0.003309 64 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s]
201/499 4.32G 0.008434 0.008262 0.003308 61 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s]
201/499 4.32G 0.008434 0.008262 0.003308 61 640: 49%|####9 | 83/168 [00:15<00:16, 5.27it/s]
201/499 4.32G 0.008446 0.008286 0.003294 81 640: 49%|####9 | 83/168 [00:16<00:16, 5.27it/s]
201/499 4.32G 0.008446 0.008286 0.003294 81 640: 50%|##### | 84/168 [00:16<00:15, 5.31it/s]
201/499 4.32G 0.008452 0.008274 0.00328 73 640: 50%|##### | 84/168 [00:16<00:15, 5.31it/s]
201/499 4.32G 0.008452 0.008274 0.00328 73 640: 51%|##### | 85/168 [00:16<00:16, 5.17it/s]
201/499 4.32G 0.008477 0.008283 0.003303 81 640: 51%|##### | 85/168 [00:16<00:16, 5.17it/s]
201/499 4.32G 0.008477 0.008283 0.003303 81 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s]
201/499 4.32G 0.008482 0.008283 0.003286 68 640: 51%|#####1 | 86/168 [00:16<00:15, 5.28it/s]
201/499 4.32G 0.008482 0.008283 0.003286 68 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s]
201/499 4.32G 0.008465 0.008259 0.003287 62 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s]
201/499 4.32G 0.008465 0.008259 0.003287 62 640: 52%|#####2 | 88/168 [00:16<00:15, 5.16it/s]
201/499 4.32G 0.008461 0.008265 0.003293 72 640: 52%|#####2 | 88/168 [00:16<00:15, 5.16it/s]
201/499 4.32G 0.008461 0.008265 0.003293 72 640: 53%|#####2 | 89/168 [00:16<00:15, 5.24it/s]
201/499 4.32G 0.008458 0.008252 0.003307 61 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s]
201/499 4.32G 0.008458 0.008252 0.003307 61 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s]
201/499 4.32G 0.008452 0.008245 0.003338 69 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s]
201/499 4.32G 0.008452 0.008245 0.003338 69 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
201/499 4.32G 0.008467 0.00823 0.003343 59 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
201/499 4.32G 0.008467 0.00823 0.003343 59 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s]
201/499 4.32G 0.008466 0.008243 0.003332 74 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s]
201/499 4.32G 0.008466 0.008243 0.003332 74 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s]
201/499 4.32G 0.008493 0.008227 0.003313 44 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s]
201/499 4.32G 0.008493 0.008227 0.003313 44 640: 56%|#####5 | 94/168 [00:17<00:14, 5.18it/s]
201/499 4.32G 0.00849 0.008228 0.003301 72 640: 56%|#####5 | 94/168 [00:18<00:14, 5.18it/s]
201/499 4.32G 0.00849 0.008228 0.003301 72 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s]
201/499 4.32G 0.008496 0.008229 0.003315 58 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s]
201/499 4.32G 0.008496 0.008229 0.003315 58 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s]
201/499 4.32G 0.008499 0.008241 0.003315 76 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s]
201/499 4.32G 0.008499 0.008241 0.003315 76 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s]
201/499 4.32G 0.008528 0.008264 0.003313 74 640: 58%|#####7 | 97/168 [00:18<00:13, 5.17it/s]
201/499 4.32G 0.008528 0.008264 0.003313 74 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s]
201/499 4.32G 0.008536 0.008302 0.003318 98 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s]
201/499 4.32G 0.008536 0.008302 0.003318 98 640: 59%|#####8 | 99/168 [00:18<00:13, 5.30it/s]
201/499 4.32G 0.00852 0.008293 0.003316 81 640: 59%|#####8 | 99/168 [00:19<00:13, 5.30it/s]
201/499 4.32G 0.00852 0.008293 0.003316 81 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s]
201/499 4.32G 0.008519 0.008279 0.003374 55 640: 60%|#####9 | 100/168 [00:19<00:13, 5.17it/s]
201/499 4.32G 0.008519 0.008279 0.003374 55 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s]
201/499 4.32G 0.008515 0.008272 0.003383 63 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s]
201/499 4.32G 0.008515 0.008272 0.003383 63 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s]
201/499 4.32G 0.008513 0.008262 0.003407 63 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s]
201/499 4.32G 0.008513 0.008262 0.003407 63 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s]
201/499 4.32G 0.008515 0.008268 0.003382 71 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s]
201/499 4.32G 0.008515 0.008268 0.003382 71 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s]
201/499 4.32G 0.00852 0.008272 0.003367 71 640: 62%|######1 | 104/168 [00:20<00:12, 5.29it/s]
201/499 4.32G 0.00852 0.008272 0.003367 71 640: 62%|######2 | 105/168 [00:20<00:11, 5.34it/s]
201/499 4.32G 0.008513 0.008265 0.003359 58 640: 62%|######2 | 105/168 [00:20<00:11, 5.34it/s]
201/499 4.32G 0.008513 0.008265 0.003359 58 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s]
201/499 4.32G 0.008506 0.008256 0.00336 65 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s]
201/499 4.32G 0.008506 0.008256 0.00336 65 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s]
201/499 4.32G 0.008524 0.008263 0.003377 66 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s]
201/499 4.32G 0.008524 0.008263 0.003377 66 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s]
201/499 4.32G 0.008524 0.008261 0.003393 61 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s]
201/499 4.32G 0.008524 0.008261 0.003393 61 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s]
201/499 4.32G 0.00853 0.008268 0.003369 67 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s]
201/499 4.32G 0.00853 0.008268 0.003369 67 640: 65%|######5 | 110/168 [00:20<00:11, 5.25it/s]
201/499 4.32G 0.008526 0.00826 0.003348 71 640: 65%|######5 | 110/168 [00:21<00:11, 5.25it/s]
201/499 4.32G 0.008526 0.00826 0.003348 71 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s]
201/499 4.32G 0.008526 0.008261 0.003339 75 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s]
201/499 4.32G 0.008526 0.008261 0.003339 75 640: 67%|######6 | 112/168 [00:21<00:10, 5.20it/s]
201/499 4.32G 0.00852 0.00826 0.003337 62 640: 67%|######6 | 112/168 [00:21<00:10, 5.20it/s]
201/499 4.32G 0.00852 0.00826 0.003337 62 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s]
201/499 4.32G 0.008526 0.008258 0.003337 60 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s]
201/499 4.32G 0.008526 0.008258 0.003337 60 640: 68%|######7 | 114/168 [00:21<00:10, 5.33it/s]
201/499 4.32G 0.008534 0.008246 0.003337 62 640: 68%|######7 | 114/168 [00:21<00:10, 5.33it/s]
201/499 4.32G 0.008534 0.008246 0.003337 62 640: 68%|######8 | 115/168 [00:21<00:10, 5.17it/s]
201/499 4.32G 0.008526 0.008243 0.003334 75 640: 68%|######8 | 115/168 [00:22<00:10, 5.17it/s]
201/499 4.32G 0.008526 0.008243 0.003334 75 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s]
201/499 4.32G 0.008541 0.008253 0.003326 64 640: 69%|######9 | 116/168 [00:22<00:09, 5.26it/s]
201/499 4.32G 0.008541 0.008253 0.003326 64 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s]
201/499 4.32G 0.008555 0.008247 0.003311 50 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s]
201/499 4.32G 0.008555 0.008247 0.003311 50 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s]
201/499 4.32G 0.00855 0.008245 0.003303 75 640: 70%|####### | 118/168 [00:22<00:09, 5.18it/s]
201/499 4.32G 0.00855 0.008245 0.003303 75 640: 71%|####### | 119/168 [00:22<00:09, 5.24it/s]
201/499 4.32G 0.008548 0.008239 0.003276 56 640: 71%|####### | 119/168 [00:22<00:09, 5.24it/s]
201/499 4.32G 0.008548 0.008239 0.003276 56 640: 71%|#######1 | 120/168 [00:22<00:09, 5.31it/s]
201/499 4.32G 0.008541 0.008226 0.003313 58 640: 71%|#######1 | 120/168 [00:23<00:09, 5.31it/s]
201/499 4.32G 0.008541 0.008226 0.003313 58 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
201/499 4.32G 0.008567 0.00824 0.00335 80 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
201/499 4.32G 0.008567 0.00824 0.00335 80 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s]
201/499 4.32G 0.008569 0.008256 0.00333 83 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s]
201/499 4.32G 0.008569 0.008256 0.00333 83 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s]
201/499 4.32G 0.008573 0.008255 0.003312 57 640: 73%|#######3 | 123/168 [00:23<00:08, 5.31it/s]
201/499 4.32G 0.008573 0.008255 0.003312 57 640: 74%|#######3 | 124/168 [00:23<00:08, 5.15it/s]
201/499 4.32G 0.008568 0.008267 0.003301 77 640: 74%|#######3 | 124/168 [00:23<00:08, 5.15it/s]
201/499 4.32G 0.008568 0.008267 0.003301 77 640: 74%|#######4 | 125/168 [00:23<00:08, 5.20it/s]
201/499 4.32G 0.008561 0.008266 0.003314 83 640: 74%|#######4 | 125/168 [00:24<00:08, 5.20it/s]
201/499 4.32G 0.008561 0.008266 0.003314 83 640: 75%|#######5 | 126/168 [00:24<00:07, 5.29it/s]
201/499 4.32G 0.008558 0.008273 0.003309 78 640: 75%|#######5 | 126/168 [00:24<00:07, 5.29it/s]
201/499 4.32G 0.008558 0.008273 0.003309 78 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
201/499 4.32G 0.008558 0.00827 0.003305 61 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
201/499 4.32G 0.008558 0.00827 0.003305 61 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s]
201/499 4.32G 0.00856 0.008269 0.00331 65 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s]
201/499 4.32G 0.00856 0.008269 0.00331 65 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s]
201/499 4.32G 0.008557 0.008261 0.003317 58 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s]
201/499 4.32G 0.008557 0.008261 0.003317 58 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s]
201/499 4.32G 0.008565 0.008279 0.003309 80 640: 77%|#######7 | 130/168 [00:24<00:07, 5.20it/s]
201/499 4.32G 0.008565 0.008279 0.003309 80 640: 78%|#######7 | 131/168 [00:24<00:07, 5.27it/s]
201/499 4.32G 0.008577 0.008281 0.003297 61 640: 78%|#######7 | 131/168 [00:25<00:07, 5.27it/s]
201/499 4.32G 0.008577 0.008281 0.003297 61 640: 79%|#######8 | 132/168 [00:25<00:06, 5.33it/s]
201/499 4.32G 0.008576 0.00828 0.003287 59 640: 79%|#######8 | 132/168 [00:25<00:06, 5.33it/s]
201/499 4.32G 0.008576 0.00828 0.003287 59 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s]
201/499 4.32G 0.008562 0.008276 0.003273 73 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s]
201/499 4.32G 0.008562 0.008276 0.003273 73 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s]
201/499 4.32G 0.008565 0.008277 0.00328 67 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s]
201/499 4.32G 0.008565 0.008277 0.00328 67 640: 80%|######## | 135/168 [00:25<00:06, 5.31it/s]
201/499 4.32G 0.008562 0.008273 0.003273 63 640: 80%|######## | 135/168 [00:25<00:06, 5.31it/s]
201/499 4.32G 0.008562 0.008273 0.003273 63 640: 81%|######## | 136/168 [00:25<00:06, 5.17it/s]
201/499 4.32G 0.008565 0.00828 0.003276 75 640: 81%|######## | 136/168 [00:26<00:06, 5.17it/s]
201/499 4.32G 0.008565 0.00828 0.003276 75 640: 82%|########1 | 137/168 [00:26<00:05, 5.23it/s]
201/499 4.32G 0.008561 0.00828 0.003261 74 640: 82%|########1 | 137/168 [00:26<00:05, 5.23it/s]
201/499 4.32G 0.008561 0.00828 0.003261 74 640: 82%|########2 | 138/168 [00:26<00:05, 5.30it/s]
201/499 4.32G 0.008553 0.008265 0.003246 52 640: 82%|########2 | 138/168 [00:26<00:05, 5.30it/s]
201/499 4.32G 0.008553 0.008265 0.003246 52 640: 83%|########2 | 139/168 [00:26<00:05, 5.17it/s]
201/499 4.32G 0.008553 0.008265 0.003237 67 640: 83%|########2 | 139/168 [00:26<00:05, 5.17it/s]
201/499 4.32G 0.008553 0.008265 0.003237 67 640: 83%|########3 | 140/168 [00:26<00:05, 5.24it/s]
201/499 4.32G 0.008552 0.008266 0.003237 73 640: 83%|########3 | 140/168 [00:26<00:05, 5.24it/s]
201/499 4.32G 0.008552 0.008266 0.003237 73 640: 84%|########3 | 141/168 [00:26<00:05, 5.32it/s]
201/499 4.32G 0.008556 0.008255 0.003231 54 640: 84%|########3 | 141/168 [00:27<00:05, 5.32it/s]
201/499 4.32G 0.008556 0.008255 0.003231 54 640: 85%|########4 | 142/168 [00:27<00:05, 5.13it/s]
201/499 4.32G 0.008573 0.008254 0.003234 65 640: 85%|########4 | 142/168 [00:27<00:05, 5.13it/s]
201/499 4.32G 0.008573 0.008254 0.003234 65 640: 85%|########5 | 143/168 [00:27<00:04, 5.22it/s]
201/499 4.32G 0.00857 0.008255 0.003217 72 640: 85%|########5 | 143/168 [00:27<00:04, 5.22it/s]
201/499 4.32G 0.00857 0.008255 0.003217 72 640: 86%|########5 | 144/168 [00:27<00:04, 5.31it/s]
201/499 4.32G 0.00857 0.008253 0.003214 76 640: 86%|########5 | 144/168 [00:27<00:04, 5.31it/s]
201/499 4.32G 0.00857 0.008253 0.003214 76 640: 86%|########6 | 145/168 [00:27<00:04, 5.15it/s]
201/499 4.32G 0.008565 0.008252 0.003201 67 640: 86%|########6 | 145/168 [00:27<00:04, 5.15it/s]
201/499 4.32G 0.008565 0.008252 0.003201 67 640: 87%|########6 | 146/168 [00:27<00:04, 5.23it/s]
201/499 4.32G 0.008567 0.008253 0.003194 65 640: 87%|########6 | 146/168 [00:28<00:04, 5.23it/s]
201/499 4.32G 0.008567 0.008253 0.003194 65 640: 88%|########7 | 147/168 [00:28<00:04, 5.25it/s]
201/499 4.32G 0.008563 0.008248 0.003188 77 640: 88%|########7 | 147/168 [00:28<00:04, 5.25it/s]
201/499 4.32G 0.008563 0.008248 0.003188 77 640: 88%|########8 | 148/168 [00:28<00:03, 5.15it/s]
201/499 4.32G 0.008578 0.008249 0.003185 65 640: 88%|########8 | 148/168 [00:28<00:03, 5.15it/s]
201/499 4.32G 0.008578 0.008249 0.003185 65 640: 89%|########8 | 149/168 [00:28<00:03, 5.24it/s]
201/499 4.32G 0.008581 0.008241 0.003202 58 640: 89%|########8 | 149/168 [00:28<00:03, 5.24it/s]
201/499 4.32G 0.008581 0.008241 0.003202 58 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s]
201/499 4.32G 0.00858 0.008248 0.003197 76 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s]
201/499 4.32G 0.00858 0.008248 0.003197 76 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s]
201/499 4.32G 0.00858 0.008244 0.003216 74 640: 90%|########9 | 151/168 [00:29<00:03, 5.17it/s]
201/499 4.32G 0.00858 0.008244 0.003216 74 640: 90%|######### | 152/168 [00:29<00:03, 5.24it/s]
201/499 4.32G 0.008588 0.008244 0.003205 58 640: 90%|######### | 152/168 [00:29<00:03, 5.24it/s]
201/499 4.32G 0.008588 0.008244 0.003205 58 640: 91%|#########1| 153/168 [00:29<00:02, 5.22it/s]
201/499 4.32G 0.008582 0.008239 0.003204 65 640: 91%|#########1| 153/168 [00:29<00:02, 5.22it/s]
201/499 4.32G 0.008582 0.008239 0.003204 65 640: 92%|#########1| 154/168 [00:29<00:02, 5.12it/s]
201/499 4.32G 0.008592 0.008225 0.00323 41 640: 92%|#########1| 154/168 [00:29<00:02, 5.12it/s]
201/499 4.32G 0.008592 0.008225 0.00323 41 640: 92%|#########2| 155/168 [00:29<00:02, 5.20it/s]
201/499 4.32G 0.008602 0.008216 0.003247 56 640: 92%|#########2| 155/168 [00:29<00:02, 5.20it/s]
201/499 4.32G 0.008602 0.008216 0.003247 56 640: 93%|#########2| 156/168 [00:29<00:02, 5.29it/s]
201/499 4.32G 0.008595 0.008217 0.003245 70 640: 93%|#########2| 156/168 [00:29<00:02, 5.29it/s]
201/499 4.32G 0.008595 0.008217 0.003245 70 640: 93%|#########3| 157/168 [00:29<00:02, 5.15it/s]
201/499 4.32G 0.00859 0.008209 0.003243 71 640: 93%|#########3| 157/168 [00:30<00:02, 5.15it/s]
201/499 4.32G 0.00859 0.008209 0.003243 71 640: 94%|#########4| 158/168 [00:30<00:01, 5.20it/s]
201/499 4.32G 0.008595 0.008223 0.003235 75 640: 94%|#########4| 158/168 [00:30<00:01, 5.20it/s]
201/499 4.32G 0.008595 0.008223 0.003235 75 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s]
201/499 4.32G 0.008603 0.008233 0.003235 71 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s]
201/499 4.32G 0.008603 0.008233 0.003235 71 640: 95%|#########5| 160/168 [00:30<00:01, 5.14it/s]
201/499 4.32G 0.0086 0.008246 0.003234 84 640: 95%|#########5| 160/168 [00:30<00:01, 5.14it/s]
201/499 4.32G 0.0086 0.008246 0.003234 84 640: 96%|#########5| 161/168 [00:30<00:01, 5.20it/s]
201/499 4.32G 0.008588 0.008234 0.003242 68 640: 96%|#########5| 161/168 [00:30<00:01, 5.20it/s]
201/499 4.32G 0.008588 0.008234 0.003242 68 640: 96%|#########6| 162/168 [00:30<00:01, 5.23it/s]
201/499 4.32G 0.008584 0.008223 0.003242 65 640: 96%|#########6| 162/168 [00:31<00:01, 5.23it/s]
201/499 4.32G 0.008584 0.008223 0.003242 65 640: 97%|#########7| 163/168 [00:31<00:00, 5.12it/s]
201/499 4.32G 0.008593 0.008235 0.003233 78 640: 97%|#########7| 163/168 [00:31<00:00, 5.12it/s]
201/499 4.32G 0.008593 0.008235 0.003233 78 640: 98%|#########7| 164/168 [00:31<00:00, 5.21it/s]
201/499 4.32G 0.008589 0.008235 0.003228 82 640: 98%|#########7| 164/168 [00:31<00:00, 5.21it/s]
201/499 4.32G 0.008589 0.008235 0.003228 82 640: 98%|#########8| 165/168 [00:31<00:00, 5.29it/s]
201/499 4.32G 0.008594 0.008237 0.003215 64 640: 98%|#########8| 165/168 [00:31<00:00, 5.29it/s]
201/499 4.32G 0.008594 0.008237 0.003215 64 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s]
201/499 4.32G 0.008601 0.008229 0.003229 61 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s]
201/499 4.32G 0.008601 0.008229 0.003229 61 640: 99%|#########9| 167/168 [00:31<00:00, 5.25it/s]
201/499 4.32G 0.008594 0.008232 0.003216 27 640: 99%|#########9| 167/168 [00:32<00:00, 5.25it/s]
201/499 4.32G 0.008594 0.008232 0.003216 27 640: 100%|##########| 168/168 [00:32<00:00, 5.41it/s]
201/499 4.32G 0.008594 0.008232 0.003216 27 640: 100%|##########| 168/168 [00:32<00:00, 5.24it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.76it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.88it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.88it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.45it/s]
all 132 263 0.853 0.881 0.893 0.778
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
202/499 4.32G 0.008636 0.008678 0.002782 88 640: 0%| | 0/168 [00:00<?, ?it/s]
202/499 4.32G 0.008636 0.008678 0.002782 88 640: 1%| | 1/168 [00:00<00:34, 4.78it/s]
202/499 4.32G 0.008666 0.009108 0.002052 71 640: 1%| | 1/168 [00:00<00:34, 4.78it/s]
202/499 4.32G 0.008666 0.009108 0.002052 71 640: 1%|1 | 2/168 [00:00<00:31, 5.20it/s]
202/499 4.32G 0.009091 0.008473 0.001587 58 640: 1%|1 | 2/168 [00:00<00:31, 5.20it/s]
202/499 4.32G 0.009091 0.008473 0.001587 58 640: 2%|1 | 3/168 [00:00<00:30, 5.33it/s]
202/499 4.32G 0.009274 0.008749 0.002015 70 640: 2%|1 | 3/168 [00:00<00:30, 5.33it/s]
202/499 4.32G 0.009274 0.008749 0.002015 70 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s]
202/499 4.32G 0.009095 0.008644 0.001832 63 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s]
202/499 4.32G 0.009095 0.008644 0.001832 63 640: 3%|2 | 5/168 [00:00<00:31, 5.22it/s]
202/499 4.32G 0.008988 0.008922 0.002061 72 640: 3%|2 | 5/168 [00:01<00:31, 5.22it/s]
202/499 4.32G 0.008988 0.008922 0.002061 72 640: 4%|3 | 6/168 [00:01<00:30, 5.26it/s]
202/499 4.32G 0.00893 0.008565 0.002086 61 640: 4%|3 | 6/168 [00:01<00:30, 5.26it/s]
202/499 4.32G 0.00893 0.008565 0.002086 61 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s]
202/499 4.32G 0.008799 0.008576 0.002278 73 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s]
202/499 4.32G 0.008799 0.008576 0.002278 73 640: 5%|4 | 8/168 [00:01<00:30, 5.23it/s]
202/499 4.32G 0.008719 0.008271 0.002522 54 640: 5%|4 | 8/168 [00:01<00:30, 5.23it/s]
202/499 4.32G 0.008719 0.008271 0.002522 54 640: 5%|5 | 9/168 [00:01<00:30, 5.28it/s]
202/499 4.32G 0.008574 0.008108 0.002338 64 640: 5%|5 | 9/168 [00:01<00:30, 5.28it/s]
202/499 4.32G 0.008574 0.008108 0.002338 64 640: 6%|5 | 10/168 [00:01<00:30, 5.15it/s]
202/499 4.32G 0.008501 0.008212 0.002483 79 640: 6%|5 | 10/168 [00:02<00:30, 5.15it/s]
202/499 4.32G 0.008501 0.008212 0.002483 79 640: 7%|6 | 11/168 [00:02<00:29, 5.25it/s]
202/499 4.32G 0.00866 0.008289 0.002539 69 640: 7%|6 | 11/168 [00:02<00:29, 5.25it/s]
202/499 4.32G 0.00866 0.008289 0.002539 69 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s]
202/499 4.32G 0.008597 0.008288 0.002651 75 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s]
202/499 4.32G 0.008597 0.008288 0.002651 75 640: 8%|7 | 13/168 [00:02<00:29, 5.17it/s]
202/499 4.32G 0.008631 0.008211 0.00266 62 640: 8%|7 | 13/168 [00:02<00:29, 5.17it/s]
202/499 4.32G 0.008631 0.008211 0.00266 62 640: 8%|8 | 14/168 [00:02<00:29, 5.25it/s]
202/499 4.32G 0.00863 0.008223 0.002738 78 640: 8%|8 | 14/168 [00:02<00:29, 5.25it/s]
202/499 4.32G 0.00863 0.008223 0.002738 78 640: 9%|8 | 15/168 [00:02<00:28, 5.32it/s]
202/499 4.32G 0.008641 0.008268 0.002702 76 640: 9%|8 | 15/168 [00:03<00:28, 5.32it/s]
202/499 4.32G 0.008641 0.008268 0.002702 76 640: 10%|9 | 16/168 [00:03<00:29, 5.16it/s]
202/499 4.32G 0.00863 0.008215 0.002773 70 640: 10%|9 | 16/168 [00:03<00:29, 5.16it/s]
202/499 4.32G 0.00863 0.008215 0.002773 70 640: 10%|# | 17/168 [00:03<00:28, 5.25it/s]
202/499 4.32G 0.008691 0.008159 0.002817 52 640: 10%|# | 17/168 [00:03<00:28, 5.25it/s]
202/499 4.32G 0.008691 0.008159 0.002817 52 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
202/499 4.32G 0.008686 0.008158 0.002769 66 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
202/499 4.32G 0.008686 0.008158 0.002769 66 640: 11%|#1 | 19/168 [00:03<00:28, 5.15it/s]
202/499 4.32G 0.008728 0.008117 0.002893 71 640: 11%|#1 | 19/168 [00:03<00:28, 5.15it/s]
202/499 4.32G 0.008728 0.008117 0.002893 71 640: 12%|#1 | 20/168 [00:03<00:28, 5.22it/s]
202/499 4.32G 0.008741 0.008138 0.002896 69 640: 12%|#1 | 20/168 [00:04<00:28, 5.22it/s]
202/499 4.32G 0.008741 0.008138 0.002896 69 640: 12%|#2 | 21/168 [00:04<00:27, 5.29it/s]
202/499 4.32G 0.008748 0.008151 0.003168 64 640: 12%|#2 | 21/168 [00:04<00:27, 5.29it/s]
202/499 4.32G 0.008748 0.008151 0.003168 64 640: 13%|#3 | 22/168 [00:04<00:28, 5.15it/s]
202/499 4.32G 0.008723 0.00822 0.003085 73 640: 13%|#3 | 22/168 [00:04<00:28, 5.15it/s]
202/499 4.32G 0.008723 0.00822 0.003085 73 640: 14%|#3 | 23/168 [00:04<00:27, 5.23it/s]
202/499 4.32G 0.00876 0.008239 0.003096 64 640: 14%|#3 | 23/168 [00:04<00:27, 5.23it/s]
202/499 4.32G 0.00876 0.008239 0.003096 64 640: 14%|#4 | 24/168 [00:04<00:27, 5.30it/s]
202/499 4.32G 0.008715 0.00819 0.003088 70 640: 14%|#4 | 24/168 [00:04<00:27, 5.30it/s]
202/499 4.32G 0.008715 0.00819 0.003088 70 640: 15%|#4 | 25/168 [00:04<00:27, 5.15it/s]
202/499 4.32G 0.008698 0.008115 0.003254 51 640: 15%|#4 | 25/168 [00:04<00:27, 5.15it/s]
202/499 4.32G 0.008698 0.008115 0.003254 51 640: 15%|#5 | 26/168 [00:04<00:26, 5.26it/s]
202/499 4.32G 0.008642 0.008072 0.003296 70 640: 15%|#5 | 26/168 [00:05<00:26, 5.26it/s]
202/499 4.32G 0.008642 0.008072 0.003296 70 640: 16%|#6 | 27/168 [00:05<00:26, 5.29it/s]
202/499 4.32G 0.008654 0.008089 0.003391 81 640: 16%|#6 | 27/168 [00:05<00:26, 5.29it/s]
202/499 4.32G 0.008654 0.008089 0.003391 81 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s]
202/499 4.32G 0.008609 0.008088 0.003316 69 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s]
202/499 4.32G 0.008609 0.008088 0.003316 69 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s]
202/499 4.32G 0.008688 0.008183 0.003344 67 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s]
202/499 4.32G 0.008688 0.008183 0.003344 67 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
202/499 4.32G 0.008708 0.008182 0.003296 65 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
202/499 4.32G 0.008708 0.008182 0.003296 65 640: 18%|#8 | 31/168 [00:05<00:26, 5.19it/s]
202/499 4.32G 0.008749 0.008162 0.003283 61 640: 18%|#8 | 31/168 [00:06<00:26, 5.19it/s]
202/499 4.32G 0.008749 0.008162 0.003283 61 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s]
202/499 4.32G 0.008728 0.008163 0.003319 86 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s]
202/499 4.32G 0.008728 0.008163 0.003319 86 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s]
202/499 4.32G 0.008738 0.00813 0.003331 67 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s]
202/499 4.32G 0.008738 0.00813 0.003331 67 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s]
202/499 4.32G 0.008727 0.00809 0.003362 62 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s]
202/499 4.32G 0.008727 0.00809 0.003362 62 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s]
202/499 4.32G 0.008826 0.008047 0.003379 54 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s]
202/499 4.32G 0.008826 0.008047 0.003379 54 640: 21%|##1 | 36/168 [00:06<00:24, 5.35it/s]
202/499 4.32G 0.008811 0.00805 0.00332 65 640: 21%|##1 | 36/168 [00:07<00:24, 5.35it/s]
202/499 4.32G 0.008811 0.00805 0.00332 65 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s]
202/499 4.32G 0.008839 0.008127 0.003287 75 640: 22%|##2 | 37/168 [00:07<00:25, 5.19it/s]
202/499 4.32G 0.008839 0.008127 0.003287 75 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s]
202/499 4.32G 0.008818 0.008132 0.003286 71 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s]
202/499 4.32G 0.008818 0.008132 0.003286 71 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s]
202/499 4.32G 0.008796 0.008101 0.003227 47 640: 23%|##3 | 39/168 [00:07<00:24, 5.34it/s]
202/499 4.32G 0.008796 0.008101 0.003227 47 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
202/499 4.32G 0.008801 0.008087 0.003258 68 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
202/499 4.32G 0.008801 0.008087 0.003258 68 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
202/499 4.32G 0.00878 0.008086 0.003251 69 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
202/499 4.32G 0.00878 0.008086 0.003251 69 640: 25%|##5 | 42/168 [00:07<00:23, 5.38it/s]
202/499 4.32G 0.008774 0.008097 0.003226 51 640: 25%|##5 | 42/168 [00:08<00:23, 5.38it/s]
202/499 4.32G 0.008774 0.008097 0.003226 51 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
202/499 4.32G 0.008759 0.008068 0.003209 58 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
202/499 4.32G 0.008759 0.008068 0.003209 58 640: 26%|##6 | 44/168 [00:08<00:23, 5.26it/s]
202/499 4.32G 0.008738 0.008046 0.003244 72 640: 26%|##6 | 44/168 [00:08<00:23, 5.26it/s]
202/499 4.32G 0.008738 0.008046 0.003244 72 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s]
202/499 4.32G 0.008741 0.008047 0.003226 64 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s]
202/499 4.32G 0.008741 0.008047 0.003226 64 640: 27%|##7 | 46/168 [00:08<00:23, 5.16it/s]
202/499 4.32G 0.00876 0.008021 0.003178 56 640: 27%|##7 | 46/168 [00:08<00:23, 5.16it/s]
202/499 4.32G 0.00876 0.008021 0.003178 56 640: 28%|##7 | 47/168 [00:08<00:22, 5.27it/s]
202/499 4.32G 0.008784 0.008027 0.00316 60 640: 28%|##7 | 47/168 [00:09<00:22, 5.27it/s]
202/499 4.32G 0.008784 0.008027 0.00316 60 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s]
202/499 4.32G 0.008781 0.008028 0.003169 63 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s]
202/499 4.32G 0.008781 0.008028 0.003169 63 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
202/499 4.32G 0.008783 0.008018 0.003113 64 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
202/499 4.32G 0.008783 0.008018 0.003113 64 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s]
202/499 4.32G 0.008789 0.008 0.003109 66 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s]
202/499 4.32G 0.008789 0.008 0.003109 66 640: 30%|### | 51/168 [00:09<00:22, 5.30it/s]
202/499 4.32G 0.008777 0.008001 0.003103 68 640: 30%|### | 51/168 [00:09<00:22, 5.30it/s]
202/499 4.32G 0.008777 0.008001 0.003103 68 640: 31%|### | 52/168 [00:09<00:22, 5.12it/s]
202/499 4.32G 0.008797 0.008012 0.003118 70 640: 31%|### | 52/168 [00:10<00:22, 5.12it/s]
202/499 4.32G 0.008797 0.008012 0.003118 70 640: 32%|###1 | 53/168 [00:10<00:22, 5.20it/s]
202/499 4.32G 0.008823 0.008038 0.003079 68 640: 32%|###1 | 53/168 [00:10<00:22, 5.20it/s]
202/499 4.32G 0.008823 0.008038 0.003079 68 640: 32%|###2 | 54/168 [00:10<00:21, 5.21it/s]
202/499 4.32G 0.008855 0.00803 0.003072 62 640: 32%|###2 | 54/168 [00:10<00:21, 5.21it/s]
202/499 4.32G 0.008855 0.00803 0.003072 62 640: 33%|###2 | 55/168 [00:10<00:22, 5.08it/s]
202/499 4.32G 0.008838 0.008035 0.003096 77 640: 33%|###2 | 55/168 [00:10<00:22, 5.08it/s]
202/499 4.32G 0.008838 0.008035 0.003096 77 640: 33%|###3 | 56/168 [00:10<00:21, 5.18it/s]
202/499 4.32G 0.008805 0.007996 0.003105 64 640: 33%|###3 | 56/168 [00:10<00:21, 5.18it/s]
202/499 4.32G 0.008805 0.007996 0.003105 64 640: 34%|###3 | 57/168 [00:10<00:21, 5.26it/s]
202/499 4.32G 0.008781 0.007991 0.003086 68 640: 34%|###3 | 57/168 [00:11<00:21, 5.26it/s]
202/499 4.32G 0.008781 0.007991 0.003086 68 640: 35%|###4 | 58/168 [00:11<00:21, 5.14it/s]
202/499 4.32G 0.008777 0.007965 0.003111 59 640: 35%|###4 | 58/168 [00:11<00:21, 5.14it/s]
202/499 4.32G 0.008777 0.007965 0.003111 59 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
202/499 4.32G 0.008769 0.007961 0.003117 64 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
202/499 4.32G 0.008769 0.007961 0.003117 64 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s]
202/499 4.32G 0.008753 0.00798 0.0031 68 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s]
202/499 4.32G 0.008753 0.00798 0.0031 68 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
202/499 4.32G 0.008758 0.008031 0.00308 86 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
202/499 4.32G 0.008758 0.008031 0.00308 86 640: 37%|###6 | 62/168 [00:11<00:20, 5.26it/s]
202/499 4.32G 0.008748 0.008067 0.00307 81 640: 37%|###6 | 62/168 [00:12<00:20, 5.26it/s]
202/499 4.32G 0.008748 0.008067 0.00307 81 640: 38%|###7 | 63/168 [00:12<00:19, 5.30it/s]
202/499 4.32G 0.008766 0.008072 0.003053 66 640: 38%|###7 | 63/168 [00:12<00:19, 5.30it/s]
202/499 4.32G 0.008766 0.008072 0.003053 66 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s]
202/499 4.32G 0.008751 0.008067 0.003019 77 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s]
202/499 4.32G 0.008751 0.008067 0.003019 77 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
202/499 4.32G 0.008746 0.008107 0.003062 90 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
202/499 4.32G 0.008746 0.008107 0.003062 90 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s]
202/499 4.32G 0.008761 0.008094 0.003073 52 640: 39%|###9 | 66/168 [00:12<00:19, 5.36it/s]
202/499 4.32G 0.008761 0.008094 0.003073 52 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
202/499 4.32G 0.008754 0.008093 0.003084 78 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
202/499 4.32G 0.008754 0.008093 0.003084 78 640: 40%|#### | 68/168 [00:12<00:18, 5.27it/s]
202/499 4.32G 0.008772 0.0081 0.00306 76 640: 40%|#### | 68/168 [00:13<00:18, 5.27it/s]
202/499 4.32G 0.008772 0.0081 0.00306 76 640: 41%|####1 | 69/168 [00:13<00:18, 5.34it/s]
202/499 4.32G 0.008761 0.008113 0.003078 75 640: 41%|####1 | 69/168 [00:13<00:18, 5.34it/s]
202/499 4.32G 0.008761 0.008113 0.003078 75 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s]
202/499 4.32G 0.008787 0.008119 0.003071 70 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s]
202/499 4.32G 0.008787 0.008119 0.003071 70 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s]
202/499 4.32G 0.008781 0.008136 0.003041 68 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s]
202/499 4.32G 0.008781 0.008136 0.003041 68 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
202/499 4.32G 0.008785 0.00815 0.003034 60 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
202/499 4.32G 0.008785 0.00815 0.003034 60 640: 43%|####3 | 73/168 [00:13<00:18, 5.21it/s]
202/499 4.32G 0.008789 0.008147 0.003028 69 640: 43%|####3 | 73/168 [00:14<00:18, 5.21it/s]
202/499 4.32G 0.008789 0.008147 0.003028 69 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s]
202/499 4.32G 0.008791 0.008168 0.003012 71 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s]
202/499 4.32G 0.008791 0.008168 0.003012 71 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s]
202/499 4.32G 0.00878 0.008159 0.00304 73 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s]
202/499 4.32G 0.00878 0.008159 0.00304 73 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s]
202/499 4.32G 0.008781 0.008173 0.003079 74 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s]
202/499 4.32G 0.008781 0.008173 0.003079 74 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s]
202/499 4.32G 0.008796 0.008172 0.003098 57 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s]
202/499 4.32G 0.008796 0.008172 0.003098 57 640: 46%|####6 | 78/168 [00:14<00:16, 5.33it/s]
202/499 4.32G 0.008788 0.008161 0.003086 70 640: 46%|####6 | 78/168 [00:15<00:16, 5.33it/s]
202/499 4.32G 0.008788 0.008161 0.003086 70 640: 47%|####7 | 79/168 [00:15<00:17, 5.17it/s]
202/499 4.32G 0.008797 0.008167 0.003119 74 640: 47%|####7 | 79/168 [00:15<00:17, 5.17it/s]
202/499 4.32G 0.008797 0.008167 0.003119 74 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s]
202/499 4.32G 0.008813 0.008139 0.003121 59 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s]
202/499 4.32G 0.008813 0.008139 0.003121 59 640: 48%|####8 | 81/168 [00:15<00:16, 5.29it/s]
202/499 4.32G 0.008819 0.008142 0.003101 62 640: 48%|####8 | 81/168 [00:15<00:16, 5.29it/s]
202/499 4.32G 0.008819 0.008142 0.003101 62 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s]
202/499 4.32G 0.008818 0.008162 0.003102 73 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s]
202/499 4.32G 0.008818 0.008162 0.003102 73 640: 49%|####9 | 83/168 [00:15<00:16, 5.26it/s]
202/499 4.32G 0.008804 0.008157 0.003113 63 640: 49%|####9 | 83/168 [00:16<00:16, 5.26it/s]
202/499 4.32G 0.008804 0.008157 0.003113 63 640: 50%|##### | 84/168 [00:16<00:15, 5.33it/s]
202/499 4.32G 0.008818 0.008146 0.003089 47 640: 50%|##### | 84/168 [00:16<00:15, 5.33it/s]
202/499 4.32G 0.008818 0.008146 0.003089 47 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s]
202/499 4.32G 0.008805 0.008139 0.003084 63 640: 51%|##### | 85/168 [00:16<00:16, 5.18it/s]
202/499 4.32G 0.008805 0.008139 0.003084 63 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s]
202/499 4.32G 0.008805 0.008115 0.00307 59 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s]
202/499 4.32G 0.008805 0.008115 0.00307 59 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
202/499 4.32G 0.008803 0.008124 0.003058 66 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
202/499 4.32G 0.008803 0.008124 0.003058 66 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
202/499 4.32G 0.008792 0.008123 0.003071 63 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
202/499 4.32G 0.008792 0.008123 0.003071 63 640: 53%|#####2 | 89/168 [00:16<00:15, 5.25it/s]
202/499 4.32G 0.008796 0.008129 0.003063 76 640: 53%|#####2 | 89/168 [00:17<00:15, 5.25it/s]
202/499 4.32G 0.008796 0.008129 0.003063 76 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s]
202/499 4.32G 0.008776 0.008116 0.003063 57 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s]
202/499 4.32G 0.008776 0.008116 0.003063 57 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
202/499 4.32G 0.008762 0.008136 0.003072 93 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
202/499 4.32G 0.008762 0.008136 0.003072 93 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s]
202/499 4.32G 0.008758 0.008152 0.003071 86 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s]
202/499 4.32G 0.008758 0.008152 0.003071 86 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s]
202/499 4.32G 0.008751 0.008147 0.003066 63 640: 55%|#####5 | 93/168 [00:17<00:14, 5.33it/s]
202/499 4.32G 0.008751 0.008147 0.003066 63 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
202/499 4.32G 0.008739 0.008124 0.003066 58 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s]
202/499 4.32G 0.008739 0.008124 0.003066 58 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
202/499 4.32G 0.008725 0.008122 0.003057 73 640: 57%|#####6 | 95/168 [00:18<00:13, 5.27it/s]
202/499 4.32G 0.008725 0.008122 0.003057 73 640: 57%|#####7 | 96/168 [00:18<00:13, 5.35it/s]
202/499 4.32G 0.008703 0.008105 0.003074 59 640: 57%|#####7 | 96/168 [00:18<00:13, 5.35it/s]
202/499 4.32G 0.008703 0.008105 0.003074 59 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s]
202/499 4.32G 0.008695 0.008084 0.003068 58 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s]
202/499 4.32G 0.008695 0.008084 0.003068 58 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s]
202/499 4.32G 0.008717 0.008102 0.003064 69 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s]
202/499 4.32G 0.008717 0.008102 0.003064 69 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s]
202/499 4.32G 0.008713 0.008103 0.003066 72 640: 59%|#####8 | 99/168 [00:19<00:12, 5.33it/s]
202/499 4.32G 0.008713 0.008103 0.003066 72 640: 60%|#####9 | 100/168 [00:19<00:13, 5.15it/s]
202/499 4.32G 0.008702 0.008109 0.003047 70 640: 60%|#####9 | 100/168 [00:19<00:13, 5.15it/s]
202/499 4.32G 0.008702 0.008109 0.003047 70 640: 60%|###### | 101/168 [00:19<00:12, 5.25it/s]
202/499 4.32G 0.00869 0.008098 0.00305 66 640: 60%|###### | 101/168 [00:19<00:12, 5.25it/s]
202/499 4.32G 0.00869 0.008098 0.00305 66 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s]
202/499 4.32G 0.00868 0.008079 0.003051 60 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s]
202/499 4.32G 0.00868 0.008079 0.003051 60 640: 61%|######1 | 103/168 [00:19<00:12, 5.14it/s]
202/499 4.32G 0.00867 0.00808 0.003027 60 640: 61%|######1 | 103/168 [00:19<00:12, 5.14it/s]
202/499 4.32G 0.00867 0.00808 0.003027 60 640: 62%|######1 | 104/168 [00:19<00:12, 5.23it/s]
202/499 4.32G 0.008682 0.008098 0.003027 73 640: 62%|######1 | 104/168 [00:20<00:12, 5.23it/s]
202/499 4.32G 0.008682 0.008098 0.003027 73 640: 62%|######2 | 105/168 [00:20<00:11, 5.29it/s]
202/499 4.32G 0.008674 0.008091 0.003015 75 640: 62%|######2 | 105/168 [00:20<00:11, 5.29it/s]
202/499 4.32G 0.008674 0.008091 0.003015 75 640: 63%|######3 | 106/168 [00:20<00:12, 5.14it/s]
202/499 4.32G 0.008667 0.008118 0.003019 87 640: 63%|######3 | 106/168 [00:20<00:12, 5.14it/s]
202/499 4.32G 0.008667 0.008118 0.003019 87 640: 64%|######3 | 107/168 [00:20<00:11, 5.22it/s]
202/499 4.32G 0.008673 0.008109 0.003013 52 640: 64%|######3 | 107/168 [00:20<00:11, 5.22it/s]
202/499 4.32G 0.008673 0.008109 0.003013 52 640: 64%|######4 | 108/168 [00:20<00:11, 5.27it/s]
202/499 4.32G 0.008675 0.008104 0.003018 64 640: 64%|######4 | 108/168 [00:20<00:11, 5.27it/s]
202/499 4.32G 0.008675 0.008104 0.003018 64 640: 65%|######4 | 109/168 [00:20<00:11, 5.15it/s]
202/499 4.32G 0.00866 0.008087 0.003033 68 640: 65%|######4 | 109/168 [00:20<00:11, 5.15it/s]
202/499 4.32G 0.00866 0.008087 0.003033 68 640: 65%|######5 | 110/168 [00:20<00:11, 5.25it/s]
202/499 4.32G 0.008657 0.008092 0.003041 71 640: 65%|######5 | 110/168 [00:21<00:11, 5.25it/s]
202/499 4.32G 0.008657 0.008092 0.003041 71 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s]
202/499 4.32G 0.008664 0.008085 0.003044 58 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s]
202/499 4.32G 0.008664 0.008085 0.003044 58 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
202/499 4.32G 0.008651 0.008097 0.003033 74 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
202/499 4.32G 0.008651 0.008097 0.003033 74 640: 67%|######7 | 113/168 [00:21<00:10, 5.27it/s]
202/499 4.32G 0.008667 0.008102 0.003023 67 640: 67%|######7 | 113/168 [00:21<00:10, 5.27it/s]
202/499 4.32G 0.008667 0.008102 0.003023 67 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s]
202/499 4.32G 0.008672 0.008098 0.003029 72 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s]
202/499 4.32G 0.008672 0.008098 0.003029 72 640: 68%|######8 | 115/168 [00:21<00:10, 5.19it/s]
202/499 4.32G 0.008668 0.008104 0.003016 74 640: 68%|######8 | 115/168 [00:22<00:10, 5.19it/s]
202/499 4.32G 0.008668 0.008104 0.003016 74 640: 69%|######9 | 116/168 [00:22<00:09, 5.27it/s]
202/499 4.32G 0.00867 0.008125 0.003014 74 640: 69%|######9 | 116/168 [00:22<00:09, 5.27it/s]
202/499 4.32G 0.00867 0.008125 0.003014 74 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s]
202/499 4.32G 0.008669 0.008121 0.003002 68 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s]
202/499 4.32G 0.008669 0.008121 0.003002 68 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s]
202/499 4.32G 0.008669 0.008115 0.002993 56 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s]
202/499 4.32G 0.008669 0.008115 0.002993 56 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s]
202/499 4.32G 0.008675 0.008129 0.002985 60 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s]
202/499 4.32G 0.008675 0.008129 0.002985 60 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s]
202/499 4.32G 0.00868 0.008137 0.003006 70 640: 71%|#######1 | 120/168 [00:23<00:08, 5.36it/s]
202/499 4.32G 0.00868 0.008137 0.003006 70 640: 72%|#######2 | 121/168 [00:23<00:09, 5.19it/s]
202/499 4.32G 0.008681 0.008153 0.003008 88 640: 72%|#######2 | 121/168 [00:23<00:09, 5.19it/s]
202/499 4.32G 0.008681 0.008153 0.003008 88 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s]
202/499 4.32G 0.008681 0.008156 0.003023 69 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s]
202/499 4.32G 0.008681 0.008156 0.003023 69 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s]
202/499 4.32G 0.008698 0.008156 0.003062 62 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s]
202/499 4.32G 0.008698 0.008156 0.003062 62 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
202/499 4.32G 0.008698 0.008152 0.003056 66 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
202/499 4.32G 0.008698 0.008152 0.003056 66 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
202/499 4.32G 0.008689 0.008149 0.003062 68 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
202/499 4.32G 0.008689 0.008149 0.003062 68 640: 75%|#######5 | 126/168 [00:23<00:07, 5.37it/s]
202/499 4.32G 0.008685 0.008148 0.003056 70 640: 75%|#######5 | 126/168 [00:24<00:07, 5.37it/s]
202/499 4.32G 0.008685 0.008148 0.003056 70 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s]
202/499 4.32G 0.008692 0.00818 0.003082 82 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s]
202/499 4.32G 0.008692 0.00818 0.003082 82 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s]
202/499 4.32G 0.008692 0.008176 0.003083 71 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s]
202/499 4.32G 0.008692 0.008176 0.003083 71 640: 77%|#######6 | 129/168 [00:24<00:07, 5.32it/s]
202/499 4.32G 0.008679 0.008183 0.003086 86 640: 77%|#######6 | 129/168 [00:24<00:07, 5.32it/s]
202/499 4.32G 0.008679 0.008183 0.003086 86 640: 77%|#######7 | 130/168 [00:24<00:07, 5.19it/s]
202/499 4.32G 0.008686 0.008177 0.003093 64 640: 77%|#######7 | 130/168 [00:24<00:07, 5.19it/s]
202/499 4.32G 0.008686 0.008177 0.003093 64 640: 78%|#######7 | 131/168 [00:24<00:07, 5.28it/s]
202/499 4.32G 0.008683 0.008181 0.003079 78 640: 78%|#######7 | 131/168 [00:25<00:07, 5.28it/s]
202/499 4.32G 0.008683 0.008181 0.003079 78 640: 79%|#######8 | 132/168 [00:25<00:06, 5.35it/s]
202/499 4.32G 0.008679 0.008197 0.00309 80 640: 79%|#######8 | 132/168 [00:25<00:06, 5.35it/s]
202/499 4.32G 0.008679 0.008197 0.00309 80 640: 79%|#######9 | 133/168 [00:25<00:06, 5.23it/s]
202/499 4.32G 0.008677 0.008207 0.003093 84 640: 79%|#######9 | 133/168 [00:25<00:06, 5.23it/s]
202/499 4.32G 0.008677 0.008207 0.003093 84 640: 80%|#######9 | 134/168 [00:25<00:06, 5.30it/s]
202/499 4.32G 0.008668 0.008204 0.00309 72 640: 80%|#######9 | 134/168 [00:25<00:06, 5.30it/s]
202/499 4.32G 0.008668 0.008204 0.00309 72 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s]
202/499 4.32G 0.008673 0.008201 0.003075 53 640: 80%|######## | 135/168 [00:25<00:06, 5.33it/s]
202/499 4.32G 0.008673 0.008201 0.003075 53 640: 81%|######## | 136/168 [00:25<00:06, 5.19it/s]
202/499 4.32G 0.008667 0.008191 0.003069 54 640: 81%|######## | 136/168 [00:26<00:06, 5.19it/s]
202/499 4.32G 0.008667 0.008191 0.003069 54 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s]
202/499 4.32G 0.008664 0.008197 0.003076 79 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s]
202/499 4.32G 0.008664 0.008197 0.003076 79 640: 82%|########2 | 138/168 [00:26<00:05, 5.30it/s]
202/499 4.32G 0.008657 0.00821 0.003067 77 640: 82%|########2 | 138/168 [00:26<00:05, 5.30it/s]
202/499 4.32G 0.008657 0.00821 0.003067 77 640: 83%|########2 | 139/168 [00:26<00:05, 5.15it/s]
202/499 4.32G 0.00865 0.008222 0.003087 88 640: 83%|########2 | 139/168 [00:26<00:05, 5.15it/s]
202/499 4.32G 0.00865 0.008222 0.003087 88 640: 83%|########3 | 140/168 [00:26<00:05, 5.24it/s]
202/499 4.32G 0.008648 0.008219 0.003101 58 640: 83%|########3 | 140/168 [00:26<00:05, 5.24it/s]
202/499 4.32G 0.008648 0.008219 0.003101 58 640: 84%|########3 | 141/168 [00:26<00:05, 5.31it/s]
202/499 4.32G 0.008652 0.008223 0.003104 78 640: 84%|########3 | 141/168 [00:27<00:05, 5.31it/s]
202/499 4.32G 0.008652 0.008223 0.003104 78 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s]
202/499 4.32G 0.008662 0.00823 0.00311 70 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s]
202/499 4.32G 0.008662 0.00823 0.00311 70 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s]
202/499 4.32G 0.008655 0.00822 0.003127 63 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s]
202/499 4.32G 0.008655 0.00822 0.003127 63 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s]
202/499 4.32G 0.008641 0.008227 0.003124 73 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s]
202/499 4.32G 0.008641 0.008227 0.003124 73 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s]
202/499 4.32G 0.008643 0.008219 0.003139 58 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s]
202/499 4.32G 0.008643 0.008219 0.003139 58 640: 87%|########6 | 146/168 [00:27<00:04, 5.26it/s]
202/499 4.32G 0.008637 0.008207 0.003127 59 640: 87%|########6 | 146/168 [00:27<00:04, 5.26it/s]
202/499 4.32G 0.008637 0.008207 0.003127 59 640: 88%|########7 | 147/168 [00:27<00:03, 5.34it/s]
202/499 4.32G 0.008636 0.008204 0.00312 59 640: 88%|########7 | 147/168 [00:28<00:03, 5.34it/s]
202/499 4.32G 0.008636 0.008204 0.00312 59 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s]
202/499 4.32G 0.008625 0.00819 0.003122 53 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s]
202/499 4.32G 0.008625 0.00819 0.003122 53 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s]
202/499 4.32G 0.008622 0.008183 0.00313 68 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s]
202/499 4.32G 0.008622 0.008183 0.00313 68 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s]
202/499 4.32G 0.008629 0.008181 0.003126 68 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s]
202/499 4.32G 0.008629 0.008181 0.003126 68 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s]
202/499 4.32G 0.008633 0.008169 0.003131 64 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s]
202/499 4.32G 0.008633 0.008169 0.003131 64 640: 90%|######### | 152/168 [00:28<00:03, 5.25it/s]
202/499 4.32G 0.008632 0.008169 0.00312 76 640: 90%|######### | 152/168 [00:29<00:03, 5.25it/s]
202/499 4.32G 0.008632 0.008169 0.00312 76 640: 91%|#########1| 153/168 [00:29<00:02, 5.32it/s]
202/499 4.32G 0.008618 0.00817 0.003108 69 640: 91%|#########1| 153/168 [00:29<00:02, 5.32it/s]
202/499 4.32G 0.008618 0.00817 0.003108 69 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s]
202/499 4.32G 0.008608 0.008162 0.003099 63 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s]
202/499 4.32G 0.008608 0.008162 0.003099 63 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
202/499 4.32G 0.00861 0.008165 0.00311 75 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
202/499 4.32G 0.00861 0.008165 0.00311 75 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s]
202/499 4.32G 0.008607 0.008174 0.003106 84 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s]
202/499 4.32G 0.008607 0.008174 0.003106 84 640: 93%|#########3| 157/168 [00:29<00:02, 5.20it/s]
202/499 4.32G 0.008602 0.008173 0.003096 76 640: 93%|#########3| 157/168 [00:30<00:02, 5.20it/s]
202/499 4.32G 0.008602 0.008173 0.003096 76 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s]
202/499 4.32G 0.008599 0.008165 0.003106 66 640: 94%|#########4| 158/168 [00:30<00:01, 5.25it/s]
202/499 4.32G 0.008599 0.008165 0.003106 66 640: 95%|#########4| 159/168 [00:30<00:01, 5.30it/s]
202/499 4.32G 0.008592 0.00817 0.003121 81 640: 95%|#########4| 159/168 [00:30<00:01, 5.30it/s]
202/499 4.32G 0.008592 0.00817 0.003121 81 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
202/499 4.32G 0.008594 0.008188 0.003112 86 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
202/499 4.32G 0.008594 0.008188 0.003112 86 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s]
202/499 4.32G 0.008586 0.008187 0.003097 59 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s]
202/499 4.32G 0.008586 0.008187 0.003097 59 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s]
202/499 4.32G 0.008577 0.008184 0.003097 60 640: 96%|#########6| 162/168 [00:31<00:01, 5.36it/s]
202/499 4.32G 0.008577 0.008184 0.003097 60 640: 97%|#########7| 163/168 [00:31<00:00, 5.22it/s]
202/499 4.32G 0.008576 0.008184 0.003108 75 640: 97%|#########7| 163/168 [00:31<00:00, 5.22it/s]
202/499 4.32G 0.008576 0.008184 0.003108 75 640: 98%|#########7| 164/168 [00:31<00:00, 5.30it/s]
202/499 4.32G 0.008574 0.008173 0.003101 51 640: 98%|#########7| 164/168 [00:31<00:00, 5.30it/s]
202/499 4.32G 0.008574 0.008173 0.003101 51 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s]
202/499 4.32G 0.008569 0.008174 0.003088 60 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s]
202/499 4.32G 0.008569 0.008174 0.003088 60 640: 99%|#########8| 166/168 [00:31<00:00, 5.23it/s]
202/499 4.32G 0.008564 0.008177 0.003083 77 640: 99%|#########8| 166/168 [00:31<00:00, 5.23it/s]
202/499 4.32G 0.008564 0.008177 0.003083 77 640: 99%|#########9| 167/168 [00:31<00:00, 5.22it/s]
202/499 4.32G 0.008556 0.008161 0.003068 25 640: 99%|#########9| 167/168 [00:31<00:00, 5.22it/s]
202/499 4.32G 0.008556 0.008161 0.003068 25 640: 100%|##########| 168/168 [00:31<00:00, 5.40it/s]
202/499 4.32G 0.008556 0.008161 0.003068 25 640: 100%|##########| 168/168 [00:31<00:00, 5.26it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s]
all 132 263 0.855 0.878 0.898 0.78
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
203/499 4.32G 0.007654 0.006062 0.004555 64 640: 0%| | 0/168 [00:00<?, ?it/s]
203/499 4.32G 0.007654 0.006062 0.004555 64 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
203/499 4.32G 0.007936 0.0066 0.005041 70 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
203/499 4.32G 0.007936 0.0066 0.005041 70 640: 1%|1 | 2/168 [00:00<00:31, 5.32it/s]
203/499 4.32G 0.007953 0.007684 0.004441 84 640: 1%|1 | 2/168 [00:00<00:31, 5.32it/s]
203/499 4.32G 0.007953 0.007684 0.004441 84 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s]
203/499 4.32G 0.008307 0.007933 0.003863 69 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s]
203/499 4.32G 0.008307 0.007933 0.003863 69 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s]
203/499 4.32G 0.00813 0.008373 0.003626 88 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s]
203/499 4.32G 0.00813 0.008373 0.003626 88 640: 3%|2 | 5/168 [00:00<00:30, 5.30it/s]
203/499 4.32G 0.008063 0.008251 0.003731 62 640: 3%|2 | 5/168 [00:01<00:30, 5.30it/s]
203/499 4.32G 0.008063 0.008251 0.003731 62 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s]
203/499 4.32G 0.008361 0.00824 0.003661 69 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s]
203/499 4.32G 0.008361 0.00824 0.003661 69 640: 4%|4 | 7/168 [00:01<00:31, 5.16it/s]
203/499 4.32G 0.008322 0.008145 0.003452 65 640: 4%|4 | 7/168 [00:01<00:31, 5.16it/s]
203/499 4.32G 0.008322 0.008145 0.003452 65 640: 5%|4 | 8/168 [00:01<00:30, 5.24it/s]
203/499 4.32G 0.008373 0.008108 0.003378 64 640: 5%|4 | 8/168 [00:01<00:30, 5.24it/s]
203/499 4.32G 0.008373 0.008108 0.003378 64 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s]
203/499 4.32G 0.008413 0.007948 0.003398 58 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s]
203/499 4.32G 0.008413 0.007948 0.003398 58 640: 6%|5 | 10/168 [00:01<00:30, 5.16it/s]
203/499 4.32G 0.008437 0.008025 0.003212 65 640: 6%|5 | 10/168 [00:02<00:30, 5.16it/s]
203/499 4.32G 0.008437 0.008025 0.003212 65 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
203/499 4.32G 0.008475 0.008091 0.003197 66 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
203/499 4.32G 0.008475 0.008091 0.003197 66 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s]
203/499 4.32G 0.008315 0.007875 0.003089 63 640: 7%|7 | 12/168 [00:02<00:29, 5.31it/s]
203/499 4.32G 0.008315 0.007875 0.003089 63 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s]
203/499 4.32G 0.008245 0.007987 0.002993 78 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s]
203/499 4.32G 0.008245 0.007987 0.002993 78 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s]
203/499 4.32G 0.008237 0.007888 0.00311 68 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s]
203/499 4.32G 0.008237 0.007888 0.00311 68 640: 9%|8 | 15/168 [00:02<00:28, 5.31it/s]
203/499 4.32G 0.008223 0.007831 0.003071 58 640: 9%|8 | 15/168 [00:03<00:28, 5.31it/s]
203/499 4.32G 0.008223 0.007831 0.003071 58 640: 10%|9 | 16/168 [00:03<00:29, 5.14it/s]
203/499 4.32G 0.008209 0.007772 0.003029 65 640: 10%|9 | 16/168 [00:03<00:29, 5.14it/s]
203/499 4.32G 0.008209 0.007772 0.003029 65 640: 10%|# | 17/168 [00:03<00:28, 5.22it/s]
203/499 4.32G 0.008198 0.007965 0.002982 87 640: 10%|# | 17/168 [00:03<00:28, 5.22it/s]
203/499 4.32G 0.008198 0.007965 0.002982 87 640: 11%|# | 18/168 [00:03<00:28, 5.31it/s]
203/499 4.32G 0.008202 0.00796 0.002971 57 640: 11%|# | 18/168 [00:03<00:28, 5.31it/s]
203/499 4.32G 0.008202 0.00796 0.002971 57 640: 11%|#1 | 19/168 [00:03<00:28, 5.15it/s]
203/499 4.32G 0.008296 0.008018 0.003036 73 640: 11%|#1 | 19/168 [00:03<00:28, 5.15it/s]
203/499 4.32G 0.008296 0.008018 0.003036 73 640: 12%|#1 | 20/168 [00:03<00:28, 5.22it/s]
203/499 4.32G 0.008267 0.008017 0.003002 79 640: 12%|#1 | 20/168 [00:04<00:28, 5.22it/s]
203/499 4.32G 0.008267 0.008017 0.003002 79 640: 12%|#2 | 21/168 [00:04<00:27, 5.29it/s]
203/499 4.32G 0.008275 0.008011 0.002954 55 640: 12%|#2 | 21/168 [00:04<00:27, 5.29it/s]
203/499 4.32G 0.008275 0.008011 0.002954 55 640: 13%|#3 | 22/168 [00:04<00:28, 5.12it/s]
203/499 4.32G 0.008218 0.007947 0.003103 63 640: 13%|#3 | 22/168 [00:04<00:28, 5.12it/s]
203/499 4.32G 0.008218 0.007947 0.003103 63 640: 14%|#3 | 23/168 [00:04<00:28, 5.17it/s]
203/499 4.32G 0.008193 0.007932 0.003123 62 640: 14%|#3 | 23/168 [00:04<00:28, 5.17it/s]
203/499 4.32G 0.008193 0.007932 0.003123 62 640: 14%|#4 | 24/168 [00:04<00:27, 5.24it/s]
203/499 4.32G 0.008235 0.007959 0.003092 76 640: 14%|#4 | 24/168 [00:04<00:27, 5.24it/s]
203/499 4.32G 0.008235 0.007959 0.003092 76 640: 15%|#4 | 25/168 [00:04<00:28, 5.10it/s]
203/499 4.32G 0.008192 0.007909 0.003166 63 640: 15%|#4 | 25/168 [00:04<00:28, 5.10it/s]
203/499 4.32G 0.008192 0.007909 0.003166 63 640: 15%|#5 | 26/168 [00:04<00:27, 5.20it/s]
203/499 4.32G 0.008181 0.007824 0.003103 51 640: 15%|#5 | 26/168 [00:05<00:27, 5.20it/s]
203/499 4.32G 0.008181 0.007824 0.003103 51 640: 16%|#6 | 27/168 [00:05<00:26, 5.27it/s]
203/499 4.32G 0.008164 0.007828 0.003063 73 640: 16%|#6 | 27/168 [00:05<00:26, 5.27it/s]
203/499 4.32G 0.008164 0.007828 0.003063 73 640: 17%|#6 | 28/168 [00:05<00:27, 5.15it/s]
203/499 4.32G 0.008167 0.00782 0.003073 75 640: 17%|#6 | 28/168 [00:05<00:27, 5.15it/s]
203/499 4.32G 0.008167 0.00782 0.003073 75 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s]
203/499 4.32G 0.008168 0.007834 0.003025 76 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s]
203/499 4.32G 0.008168 0.007834 0.003025 76 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s]
203/499 4.32G 0.008198 0.007813 0.003068 69 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s]
203/499 4.32G 0.008198 0.007813 0.003068 69 640: 18%|#8 | 31/168 [00:05<00:26, 5.14it/s]
203/499 4.32G 0.008187 0.007918 0.003034 82 640: 18%|#8 | 31/168 [00:06<00:26, 5.14it/s]
203/499 4.32G 0.008187 0.007918 0.003034 82 640: 19%|#9 | 32/168 [00:06<00:26, 5.23it/s]
203/499 4.32G 0.008175 0.007972 0.002997 69 640: 19%|#9 | 32/168 [00:06<00:26, 5.23it/s]
203/499 4.32G 0.008175 0.007972 0.002997 69 640: 20%|#9 | 33/168 [00:06<00:25, 5.30it/s]
203/499 4.32G 0.008166 0.007971 0.003025 66 640: 20%|#9 | 33/168 [00:06<00:25, 5.30it/s]
203/499 4.32G 0.008166 0.007971 0.003025 66 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
203/499 4.32G 0.008192 0.008003 0.002968 52 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
203/499 4.32G 0.008192 0.008003 0.002968 52 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
203/499 4.32G 0.008202 0.007994 0.002959 65 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
203/499 4.32G 0.008202 0.007994 0.002959 65 640: 21%|##1 | 36/168 [00:06<00:24, 5.32it/s]
203/499 4.32G 0.008213 0.008067 0.002984 77 640: 21%|##1 | 36/168 [00:07<00:24, 5.32it/s]
203/499 4.32G 0.008213 0.008067 0.002984 77 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s]
203/499 4.32G 0.008255 0.008055 0.002949 62 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s]
203/499 4.32G 0.008255 0.008055 0.002949 62 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s]
203/499 4.32G 0.00828 0.008089 0.002973 81 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s]
203/499 4.32G 0.00828 0.008089 0.002973 81 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s]
203/499 4.32G 0.008265 0.008081 0.003059 77 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s]
203/499 4.32G 0.008265 0.008081 0.003059 77 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
203/499 4.32G 0.008272 0.00812 0.003084 77 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
203/499 4.32G 0.008272 0.00812 0.003084 77 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
203/499 4.32G 0.008258 0.008161 0.003114 69 640: 24%|##4 | 41/168 [00:08<00:23, 5.30it/s]
203/499 4.32G 0.008258 0.008161 0.003114 69 640: 25%|##5 | 42/168 [00:08<00:23, 5.27it/s]
203/499 4.32G 0.008252 0.008133 0.003125 57 640: 25%|##5 | 42/168 [00:08<00:23, 5.27it/s]
203/499 4.32G 0.008252 0.008133 0.003125 57 640: 26%|##5 | 43/168 [00:08<00:24, 5.15it/s]
203/499 4.32G 0.008247 0.008121 0.003084 64 640: 26%|##5 | 43/168 [00:08<00:24, 5.15it/s]
203/499 4.32G 0.008247 0.008121 0.003084 64 640: 26%|##6 | 44/168 [00:08<00:23, 5.21it/s]
203/499 4.32G 0.008227 0.008088 0.003085 59 640: 26%|##6 | 44/168 [00:08<00:23, 5.21it/s]
203/499 4.32G 0.008227 0.008088 0.003085 59 640: 27%|##6 | 45/168 [00:08<00:23, 5.27it/s]
203/499 4.32G 0.008254 0.008138 0.00307 78 640: 27%|##6 | 45/168 [00:08<00:23, 5.27it/s]
203/499 4.32G 0.008254 0.008138 0.00307 78 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s]
203/499 4.32G 0.008278 0.008165 0.003099 76 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s]
203/499 4.32G 0.008278 0.008165 0.003099 76 640: 28%|##7 | 47/168 [00:08<00:23, 5.25it/s]
203/499 4.32G 0.00826 0.00811 0.003099 63 640: 28%|##7 | 47/168 [00:09<00:23, 5.25it/s]
203/499 4.32G 0.00826 0.00811 0.003099 63 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s]
203/499 4.32G 0.00824 0.008073 0.003092 66 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s]
203/499 4.32G 0.00824 0.008073 0.003092 66 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s]
203/499 4.32G 0.0082 0.008059 0.003105 82 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s]
203/499 4.32G 0.0082 0.008059 0.003105 82 640: 30%|##9 | 50/168 [00:09<00:22, 5.30it/s]
203/499 4.32G 0.008184 0.008011 0.003098 53 640: 30%|##9 | 50/168 [00:09<00:22, 5.30it/s]
203/499 4.32G 0.008184 0.008011 0.003098 53 640: 30%|### | 51/168 [00:09<00:21, 5.36it/s]
203/499 4.32G 0.008173 0.008016 0.003088 76 640: 30%|### | 51/168 [00:09<00:21, 5.36it/s]
203/499 4.32G 0.008173 0.008016 0.003088 76 640: 31%|### | 52/168 [00:09<00:22, 5.18it/s]
203/499 4.32G 0.008147 0.007992 0.003143 66 640: 31%|### | 52/168 [00:10<00:22, 5.18it/s]
203/499 4.32G 0.008147 0.007992 0.003143 66 640: 32%|###1 | 53/168 [00:10<00:22, 5.22it/s]
203/499 4.32G 0.008121 0.007989 0.003138 63 640: 32%|###1 | 53/168 [00:10<00:22, 5.22it/s]
203/499 4.32G 0.008121 0.007989 0.003138 63 640: 32%|###2 | 54/168 [00:10<00:21, 5.29it/s]
203/499 4.32G 0.008134 0.007998 0.003157 77 640: 32%|###2 | 54/168 [00:10<00:21, 5.29it/s]
203/499 4.32G 0.008134 0.007998 0.003157 77 640: 33%|###2 | 55/168 [00:10<00:21, 5.15it/s]
203/499 4.32G 0.008119 0.007994 0.003151 74 640: 33%|###2 | 55/168 [00:10<00:21, 5.15it/s]
203/499 4.32G 0.008119 0.007994 0.003151 74 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s]
203/499 4.32G 0.008116 0.008026 0.003128 79 640: 33%|###3 | 56/168 [00:10<00:21, 5.25it/s]
203/499 4.32G 0.008116 0.008026 0.003128 79 640: 34%|###3 | 57/168 [00:10<00:20, 5.29it/s]
203/499 4.32G 0.008115 0.008013 0.003101 61 640: 34%|###3 | 57/168 [00:11<00:20, 5.29it/s]
203/499 4.32G 0.008115 0.008013 0.003101 61 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s]
203/499 4.32G 0.008138 0.00801 0.003155 66 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s]
203/499 4.32G 0.008138 0.00801 0.003155 66 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s]
203/499 4.32G 0.00814 0.00806 0.003119 76 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s]
203/499 4.32G 0.00814 0.00806 0.003119 76 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s]
203/499 4.32G 0.008141 0.008011 0.0031 52 640: 36%|###5 | 60/168 [00:11<00:20, 5.33it/s]
203/499 4.32G 0.008141 0.008011 0.0031 52 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s]
203/499 4.32G 0.008132 0.00803 0.003067 81 640: 36%|###6 | 61/168 [00:11<00:20, 5.20it/s]
203/499 4.32G 0.008132 0.00803 0.003067 81 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s]
203/499 4.32G 0.008101 0.007981 0.003135 62 640: 37%|###6 | 62/168 [00:12<00:20, 5.27it/s]
203/499 4.32G 0.008101 0.007981 0.003135 62 640: 38%|###7 | 63/168 [00:12<00:19, 5.34it/s]
203/499 4.32G 0.008111 0.007984 0.003104 70 640: 38%|###7 | 63/168 [00:12<00:19, 5.34it/s]
203/499 4.32G 0.008111 0.007984 0.003104 70 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s]
203/499 4.32G 0.00812 0.007982 0.003109 64 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s]
203/499 4.32G 0.00812 0.007982 0.003109 64 640: 39%|###8 | 65/168 [00:12<00:19, 5.25it/s]
203/499 4.32G 0.008139 0.008003 0.003123 71 640: 39%|###8 | 65/168 [00:12<00:19, 5.25it/s]
203/499 4.32G 0.008139 0.008003 0.003123 71 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s]
203/499 4.32G 0.008157 0.008019 0.003124 72 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s]
203/499 4.32G 0.008157 0.008019 0.003124 72 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s]
203/499 4.32G 0.008158 0.00803 0.003105 74 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s]
203/499 4.32G 0.008158 0.00803 0.003105 74 640: 40%|#### | 68/168 [00:12<00:19, 5.21it/s]
203/499 4.32G 0.008162 0.00802 0.003073 72 640: 40%|#### | 68/168 [00:13<00:19, 5.21it/s]
203/499 4.32G 0.008162 0.00802 0.003073 72 640: 41%|####1 | 69/168 [00:13<00:18, 5.28it/s]
203/499 4.32G 0.008176 0.008044 0.003055 77 640: 41%|####1 | 69/168 [00:13<00:18, 5.28it/s]
203/499 4.32G 0.008176 0.008044 0.003055 77 640: 42%|####1 | 70/168 [00:13<00:19, 5.14it/s]
203/499 4.32G 0.008177 0.008058 0.00304 76 640: 42%|####1 | 70/168 [00:13<00:19, 5.14it/s]
203/499 4.32G 0.008177 0.008058 0.00304 76 640: 42%|####2 | 71/168 [00:13<00:18, 5.26it/s]
203/499 4.32G 0.008183 0.008046 0.003066 62 640: 42%|####2 | 71/168 [00:13<00:18, 5.26it/s]
203/499 4.32G 0.008183 0.008046 0.003066 62 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s]
203/499 4.32G 0.008189 0.008059 0.003064 89 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s]
203/499 4.32G 0.008189 0.008059 0.003064 89 640: 43%|####3 | 73/168 [00:13<00:18, 5.22it/s]
203/499 4.32G 0.008194 0.008048 0.003113 66 640: 43%|####3 | 73/168 [00:14<00:18, 5.22it/s]
203/499 4.32G 0.008194 0.008048 0.003113 66 640: 44%|####4 | 74/168 [00:14<00:17, 5.32it/s]
203/499 4.32G 0.008203 0.008031 0.003113 66 640: 44%|####4 | 74/168 [00:14<00:17, 5.32it/s]
203/499 4.32G 0.008203 0.008031 0.003113 66 640: 45%|####4 | 75/168 [00:14<00:17, 5.38it/s]
203/499 4.32G 0.008204 0.008023 0.003149 57 640: 45%|####4 | 75/168 [00:14<00:17, 5.38it/s]
203/499 4.32G 0.008204 0.008023 0.003149 57 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s]
203/499 4.32G 0.008197 0.008024 0.003118 71 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s]
203/499 4.32G 0.008197 0.008024 0.003118 71 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s]
203/499 4.32G 0.008187 0.007996 0.003118 58 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s]
203/499 4.32G 0.008187 0.007996 0.003118 58 640: 46%|####6 | 78/168 [00:14<00:16, 5.36it/s]
203/499 4.32G 0.008185 0.008004 0.003151 75 640: 46%|####6 | 78/168 [00:15<00:16, 5.36it/s]
203/499 4.32G 0.008185 0.008004 0.003151 75 640: 47%|####7 | 79/168 [00:15<00:17, 5.22it/s]
203/499 4.32G 0.008172 0.008013 0.003145 78 640: 47%|####7 | 79/168 [00:15<00:17, 5.22it/s]
203/499 4.32G 0.008172 0.008013 0.003145 78 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
203/499 4.32G 0.008169 0.008003 0.003114 60 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
203/499 4.32G 0.008169 0.008003 0.003114 60 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s]
203/499 4.32G 0.008195 0.008027 0.003173 76 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s]
203/499 4.32G 0.008195 0.008027 0.003173 76 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
203/499 4.32G 0.008214 0.008055 0.003201 74 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
203/499 4.32G 0.008214 0.008055 0.003201 74 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s]
203/499 4.32G 0.008215 0.008036 0.003192 62 640: 49%|####9 | 83/168 [00:16<00:16, 5.30it/s]
203/499 4.32G 0.008215 0.008036 0.003192 62 640: 50%|##### | 84/168 [00:16<00:15, 5.36it/s]
203/499 4.32G 0.008213 0.008047 0.003173 77 640: 50%|##### | 84/168 [00:16<00:15, 5.36it/s]
203/499 4.32G 0.008213 0.008047 0.003173 77 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
203/499 4.32G 0.008228 0.008062 0.003182 76 640: 51%|##### | 85/168 [00:16<00:15, 5.20it/s]
203/499 4.32G 0.008228 0.008062 0.003182 76 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s]
203/499 4.32G 0.008253 0.008069 0.003172 59 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s]
203/499 4.32G 0.008253 0.008069 0.003172 59 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s]
203/499 4.32G 0.00825 0.008089 0.003158 77 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s]
203/499 4.32G 0.00825 0.008089 0.003158 77 640: 52%|#####2 | 88/168 [00:16<00:15, 5.18it/s]
203/499 4.32G 0.008244 0.00807 0.003171 64 640: 52%|#####2 | 88/168 [00:16<00:15, 5.18it/s]
203/499 4.32G 0.008244 0.00807 0.003171 64 640: 53%|#####2 | 89/168 [00:16<00:15, 5.24it/s]
203/499 4.32G 0.008244 0.008068 0.003195 64 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s]
203/499 4.32G 0.008244 0.008068 0.003195 64 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s]
203/499 4.32G 0.008243 0.008073 0.003218 74 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s]
203/499 4.32G 0.008243 0.008073 0.003218 74 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s]
203/499 4.32G 0.008247 0.008081 0.003219 77 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s]
203/499 4.32G 0.008247 0.008081 0.003219 77 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s]
203/499 4.32G 0.008249 0.008085 0.003192 63 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s]
203/499 4.32G 0.008249 0.008085 0.003192 63 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s]
203/499 4.32G 0.008247 0.008088 0.003176 72 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s]
203/499 4.32G 0.008247 0.008088 0.003176 72 640: 56%|#####5 | 94/168 [00:17<00:14, 5.21it/s]
203/499 4.32G 0.008249 0.008104 0.003177 84 640: 56%|#####5 | 94/168 [00:18<00:14, 5.21it/s]
203/499 4.32G 0.008249 0.008104 0.003177 84 640: 57%|#####6 | 95/168 [00:18<00:13, 5.28it/s]
203/499 4.32G 0.00824 0.008102 0.0032 64 640: 57%|#####6 | 95/168 [00:18<00:13, 5.28it/s]
203/499 4.32G 0.00824 0.008102 0.0032 64 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
203/499 4.32G 0.008249 0.008117 0.003186 79 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
203/499 4.32G 0.008249 0.008117 0.003186 79 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s]
203/499 4.32G 0.008253 0.008132 0.003167 71 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s]
203/499 4.32G 0.008253 0.008132 0.003167 71 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s]
203/499 4.32G 0.008252 0.008138 0.003159 73 640: 58%|#####8 | 98/168 [00:18<00:13, 5.27it/s]
203/499 4.32G 0.008252 0.008138 0.003159 73 640: 59%|#####8 | 99/168 [00:18<00:13, 5.30it/s]
203/499 4.32G 0.008249 0.008131 0.003149 67 640: 59%|#####8 | 99/168 [00:19<00:13, 5.30it/s]
203/499 4.32G 0.008249 0.008131 0.003149 67 640: 60%|#####9 | 100/168 [00:19<00:13, 5.15it/s]
203/499 4.32G 0.008248 0.008138 0.003154 69 640: 60%|#####9 | 100/168 [00:19<00:13, 5.15it/s]
203/499 4.32G 0.008248 0.008138 0.003154 69 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s]
203/499 4.32G 0.008272 0.00814 0.003145 72 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s]
203/499 4.32G 0.008272 0.00814 0.003145 72 640: 61%|###### | 102/168 [00:19<00:12, 5.27it/s]
203/499 4.32G 0.008291 0.00814 0.00315 69 640: 61%|###### | 102/168 [00:19<00:12, 5.27it/s]
203/499 4.32G 0.008291 0.00814 0.00315 69 640: 61%|######1 | 103/168 [00:19<00:12, 5.17it/s]
203/499 4.32G 0.008283 0.008144 0.003136 75 640: 61%|######1 | 103/168 [00:19<00:12, 5.17it/s]
203/499 4.32G 0.008283 0.008144 0.003136 75 640: 62%|######1 | 104/168 [00:19<00:12, 5.23it/s]
203/499 4.32G 0.008281 0.008134 0.003128 64 640: 62%|######1 | 104/168 [00:20<00:12, 5.23it/s]
203/499 4.32G 0.008281 0.008134 0.003128 64 640: 62%|######2 | 105/168 [00:20<00:11, 5.26it/s]
203/499 4.32G 0.00828 0.008105 0.003124 46 640: 62%|######2 | 105/168 [00:20<00:11, 5.26it/s]
203/499 4.32G 0.00828 0.008105 0.003124 46 640: 63%|######3 | 106/168 [00:20<00:12, 5.12it/s]
203/499 4.32G 0.008294 0.008095 0.003116 59 640: 63%|######3 | 106/168 [00:20<00:12, 5.12it/s]
203/499 4.32G 0.008294 0.008095 0.003116 59 640: 64%|######3 | 107/168 [00:20<00:11, 5.22it/s]
203/499 4.32G 0.0083 0.008106 0.003151 82 640: 64%|######3 | 107/168 [00:20<00:11, 5.22it/s]
203/499 4.32G 0.0083 0.008106 0.003151 82 640: 64%|######4 | 108/168 [00:20<00:11, 5.28it/s]
203/499 4.32G 0.008295 0.008093 0.003178 61 640: 64%|######4 | 108/168 [00:20<00:11, 5.28it/s]
203/499 4.32G 0.008295 0.008093 0.003178 61 640: 65%|######4 | 109/168 [00:20<00:11, 5.12it/s]
203/499 4.32G 0.008307 0.008092 0.003212 76 640: 65%|######4 | 109/168 [00:20<00:11, 5.12it/s]
203/499 4.32G 0.008307 0.008092 0.003212 76 640: 65%|######5 | 110/168 [00:20<00:11, 5.22it/s]
203/499 4.32G 0.008304 0.008087 0.003248 79 640: 65%|######5 | 110/168 [00:21<00:11, 5.22it/s]
203/499 4.32G 0.008304 0.008087 0.003248 79 640: 66%|######6 | 111/168 [00:21<00:10, 5.29it/s]
203/499 4.32G 0.008306 0.008112 0.003224 75 640: 66%|######6 | 111/168 [00:21<00:10, 5.29it/s]
203/499 4.32G 0.008306 0.008112 0.003224 75 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s]
203/499 4.32G 0.008323 0.008101 0.003226 46 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s]
203/499 4.32G 0.008323 0.008101 0.003226 46 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s]
203/499 4.32G 0.008317 0.00812 0.003217 94 640: 67%|######7 | 113/168 [00:21<00:10, 5.24it/s]
203/499 4.32G 0.008317 0.00812 0.003217 94 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s]
203/499 4.32G 0.008314 0.008119 0.003213 77 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s]
203/499 4.32G 0.008314 0.008119 0.003213 77 640: 68%|######8 | 115/168 [00:21<00:10, 5.20it/s]
203/499 4.32G 0.008311 0.008131 0.003199 77 640: 68%|######8 | 115/168 [00:22<00:10, 5.20it/s]
203/499 4.32G 0.008311 0.008131 0.003199 77 640: 69%|######9 | 116/168 [00:22<00:09, 5.27it/s]
203/499 4.32G 0.008325 0.008132 0.003207 67 640: 69%|######9 | 116/168 [00:22<00:09, 5.27it/s]
203/499 4.32G 0.008325 0.008132 0.003207 67 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s]
203/499 4.32G 0.008322 0.008143 0.003212 72 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s]
203/499 4.32G 0.008322 0.008143 0.003212 72 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s]
203/499 4.32G 0.008311 0.008128 0.003249 70 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s]
203/499 4.32G 0.008311 0.008128 0.003249 70 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s]
203/499 4.32G 0.00831 0.008122 0.003262 61 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s]
203/499 4.32G 0.00831 0.008122 0.003262 61 640: 71%|#######1 | 120/168 [00:22<00:08, 5.37it/s]
203/499 4.32G 0.008318 0.008104 0.003246 59 640: 71%|#######1 | 120/168 [00:23<00:08, 5.37it/s]
203/499 4.32G 0.008318 0.008104 0.003246 59 640: 72%|#######2 | 121/168 [00:23<00:08, 5.22it/s]
203/499 4.32G 0.008325 0.008117 0.00327 76 640: 72%|#######2 | 121/168 [00:23<00:08, 5.22it/s]
203/499 4.32G 0.008325 0.008117 0.00327 76 640: 73%|#######2 | 122/168 [00:23<00:08, 5.31it/s]
203/499 4.32G 0.008316 0.00809 0.003283 46 640: 73%|#######2 | 122/168 [00:23<00:08, 5.31it/s]
203/499 4.32G 0.008316 0.00809 0.003283 46 640: 73%|#######3 | 123/168 [00:23<00:08, 5.39it/s]
203/499 4.32G 0.00833 0.008095 0.003312 68 640: 73%|#######3 | 123/168 [00:23<00:08, 5.39it/s]
203/499 4.32G 0.00833 0.008095 0.003312 68 640: 74%|#######3 | 124/168 [00:23<00:08, 5.24it/s]
203/499 4.32G 0.008342 0.008111 0.003308 78 640: 74%|#######3 | 124/168 [00:23<00:08, 5.24it/s]
203/499 4.32G 0.008342 0.008111 0.003308 78 640: 74%|#######4 | 125/168 [00:23<00:08, 5.23it/s]
203/499 4.32G 0.008379 0.008109 0.0033 60 640: 74%|#######4 | 125/168 [00:23<00:08, 5.23it/s]
203/499 4.32G 0.008379 0.008109 0.0033 60 640: 75%|#######5 | 126/168 [00:23<00:07, 5.33it/s]
203/499 4.32G 0.008366 0.0081 0.003298 75 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s]
203/499 4.32G 0.008366 0.0081 0.003298 75 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s]
203/499 4.32G 0.008383 0.008102 0.003305 60 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s]
203/499 4.32G 0.008383 0.008102 0.003305 60 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s]
203/499 4.32G 0.008384 0.008096 0.003312 62 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s]
203/499 4.32G 0.008384 0.008096 0.003312 62 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s]
203/499 4.32G 0.008373 0.00809 0.003312 70 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s]
203/499 4.32G 0.008373 0.00809 0.003312 70 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s]
203/499 4.32G 0.008389 0.008082 0.003298 60 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s]
203/499 4.32G 0.008389 0.008082 0.003298 60 640: 78%|#######7 | 131/168 [00:24<00:07, 5.28it/s]
203/499 4.32G 0.008386 0.008081 0.003301 70 640: 78%|#######7 | 131/168 [00:25<00:07, 5.28it/s]
203/499 4.32G 0.008386 0.008081 0.003301 70 640: 79%|#######8 | 132/168 [00:25<00:06, 5.33it/s]
203/499 4.32G 0.00838 0.008091 0.003306 73 640: 79%|#######8 | 132/168 [00:25<00:06, 5.33it/s]
203/499 4.32G 0.00838 0.008091 0.003306 73 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s]
203/499 4.32G 0.00838 0.00809 0.003324 78 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s]
203/499 4.32G 0.00838 0.00809 0.003324 78 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s]
203/499 4.32G 0.008373 0.008084 0.003349 86 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s]
203/499 4.32G 0.008373 0.008084 0.003349 86 640: 80%|######## | 135/168 [00:25<00:06, 5.31it/s]
203/499 4.32G 0.008384 0.00808 0.003344 60 640: 80%|######## | 135/168 [00:25<00:06, 5.31it/s]
203/499 4.32G 0.008384 0.00808 0.003344 60 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s]
203/499 4.32G 0.008394 0.008083 0.003353 68 640: 81%|######## | 136/168 [00:26<00:06, 5.20it/s]
203/499 4.32G 0.008394 0.008083 0.003353 68 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s]
203/499 4.32G 0.0084 0.008088 0.003357 69 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s]
203/499 4.32G 0.0084 0.008088 0.003357 69 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
203/499 4.32G 0.008396 0.008074 0.003349 55 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
203/499 4.32G 0.008396 0.008074 0.003349 55 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s]
203/499 4.32G 0.0084 0.008058 0.003331 59 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s]
203/499 4.32G 0.0084 0.008058 0.003331 59 640: 83%|########3 | 140/168 [00:26<00:05, 5.32it/s]
203/499 4.32G 0.008401 0.008054 0.003324 62 640: 83%|########3 | 140/168 [00:26<00:05, 5.32it/s]
203/499 4.32G 0.008401 0.008054 0.003324 62 640: 84%|########3 | 141/168 [00:26<00:05, 5.38it/s]
203/499 4.32G 0.008397 0.008057 0.003316 74 640: 84%|########3 | 141/168 [00:27<00:05, 5.38it/s]
203/499 4.32G 0.008397 0.008057 0.003316 74 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s]
203/499 4.32G 0.008394 0.008055 0.003329 61 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s]
203/499 4.32G 0.008394 0.008055 0.003329 61 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s]
203/499 4.32G 0.008392 0.008061 0.00332 76 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s]
203/499 4.32G 0.008392 0.008061 0.00332 76 640: 86%|########5 | 144/168 [00:27<00:04, 5.34it/s]
203/499 4.32G 0.008399 0.008068 0.003315 80 640: 86%|########5 | 144/168 [00:27<00:04, 5.34it/s]
203/499 4.32G 0.008399 0.008068 0.003315 80 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s]
203/499 4.32G 0.008398 0.008087 0.003312 95 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s]
203/499 4.32G 0.008398 0.008087 0.003312 95 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s]
203/499 4.32G 0.008392 0.008088 0.003325 81 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s]
203/499 4.32G 0.008392 0.008088 0.003325 81 640: 88%|########7 | 147/168 [00:27<00:03, 5.30it/s]
203/499 4.32G 0.008397 0.008087 0.003317 84 640: 88%|########7 | 147/168 [00:28<00:03, 5.30it/s]
203/499 4.32G 0.008397 0.008087 0.003317 84 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s]
203/499 4.32G 0.00839 0.008088 0.003334 78 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s]
203/499 4.32G 0.00839 0.008088 0.003334 78 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s]
203/499 4.32G 0.008392 0.008083 0.003333 71 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s]
203/499 4.32G 0.008392 0.008083 0.003333 71 640: 89%|########9 | 150/168 [00:28<00:03, 5.30it/s]
203/499 4.32G 0.00839 0.008074 0.003339 69 640: 89%|########9 | 150/168 [00:28<00:03, 5.30it/s]
203/499 4.32G 0.00839 0.008074 0.003339 69 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s]
203/499 4.32G 0.0084 0.008067 0.003331 57 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s]
203/499 4.32G 0.0084 0.008067 0.003331 57 640: 90%|######### | 152/168 [00:28<00:03, 5.27it/s]
203/499 4.32G 0.008398 0.008069 0.003344 86 640: 90%|######### | 152/168 [00:29<00:03, 5.27it/s]
203/499 4.32G 0.008398 0.008069 0.003344 86 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s]
203/499 4.32G 0.008397 0.008073 0.003342 71 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s]
203/499 4.32G 0.008397 0.008073 0.003342 71 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s]
203/499 4.32G 0.008405 0.008073 0.003353 70 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s]
203/499 4.32G 0.008405 0.008073 0.003353 70 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s]
203/499 4.32G 0.008417 0.008107 0.003356 81 640: 92%|#########2| 155/168 [00:29<00:02, 5.30it/s]
203/499 4.32G 0.008417 0.008107 0.003356 81 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s]
203/499 4.32G 0.008435 0.008129 0.003367 81 640: 93%|#########2| 156/168 [00:29<00:02, 5.37it/s]
203/499 4.32G 0.008435 0.008129 0.003367 81 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s]
203/499 4.32G 0.00844 0.008134 0.003363 63 640: 93%|#########3| 157/168 [00:30<00:02, 5.21it/s]
203/499 4.32G 0.00844 0.008134 0.003363 63 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s]
203/499 4.32G 0.008441 0.008141 0.003366 73 640: 94%|#########4| 158/168 [00:30<00:01, 5.29it/s]
203/499 4.32G 0.008441 0.008141 0.003366 73 640: 95%|#########4| 159/168 [00:30<00:01, 5.36it/s]
203/499 4.32G 0.008449 0.008148 0.003362 70 640: 95%|#########4| 159/168 [00:30<00:01, 5.36it/s]
203/499 4.32G 0.008449 0.008148 0.003362 70 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s]
203/499 4.32G 0.00844 0.008144 0.003369 78 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s]
203/499 4.32G 0.00844 0.008144 0.003369 78 640: 96%|#########5| 161/168 [00:30<00:01, 5.23it/s]
203/499 4.32G 0.008448 0.008148 0.003351 77 640: 96%|#########5| 161/168 [00:30<00:01, 5.23it/s]
203/499 4.32G 0.008448 0.008148 0.003351 77 640: 96%|#########6| 162/168 [00:30<00:01, 5.29it/s]
203/499 4.32G 0.008451 0.008146 0.003358 64 640: 96%|#########6| 162/168 [00:31<00:01, 5.29it/s]
203/499 4.32G 0.008451 0.008146 0.003358 64 640: 97%|#########7| 163/168 [00:31<00:00, 5.18it/s]
203/499 4.32G 0.008446 0.008134 0.00335 56 640: 97%|#########7| 163/168 [00:31<00:00, 5.18it/s]
203/499 4.32G 0.008446 0.008134 0.00335 56 640: 98%|#########7| 164/168 [00:31<00:00, 5.26it/s]
203/499 4.32G 0.008442 0.008133 0.003338 70 640: 98%|#########7| 164/168 [00:31<00:00, 5.26it/s]
203/499 4.32G 0.008442 0.008133 0.003338 70 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s]
203/499 4.32G 0.008445 0.008144 0.003342 76 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s]
203/499 4.32G 0.008445 0.008144 0.003342 76 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s]
203/499 4.32G 0.00844 0.008139 0.003346 72 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s]
203/499 4.32G 0.00844 0.008139 0.003346 72 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s]
203/499 4.32G 0.008423 0.008121 0.003354 25 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s]
203/499 4.32G 0.008423 0.008121 0.003354 25 640: 100%|##########| 168/168 [00:31<00:00, 5.44it/s]
203/499 4.32G 0.008423 0.008121 0.003354 25 640: 100%|##########| 168/168 [00:31<00:00, 5.26it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.96it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s]
all 132 263 0.852 0.874 0.888 0.775
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
204/499 4.32G 0.01035 0.009104 0.004702 63 640: 0%| | 0/168 [00:00<?, ?it/s]
204/499 4.32G 0.01035 0.009104 0.004702 63 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
204/499 4.32G 0.009787 0.008432 0.006457 67 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
204/499 4.32G 0.009787 0.008432 0.006457 67 640: 1%|1 | 2/168 [00:00<00:31, 5.29it/s]
204/499 4.32G 0.009818 0.008263 0.006997 52 640: 1%|1 | 2/168 [00:00<00:31, 5.29it/s]
204/499 4.32G 0.009818 0.008263 0.006997 52 640: 2%|1 | 3/168 [00:00<00:30, 5.41it/s]
204/499 4.32G 0.009657 0.008525 0.006071 71 640: 2%|1 | 3/168 [00:00<00:30, 5.41it/s]
204/499 4.32G 0.009657 0.008525 0.006071 71 640: 2%|2 | 4/168 [00:00<00:31, 5.22it/s]
204/499 4.32G 0.009307 0.008134 0.005789 59 640: 2%|2 | 4/168 [00:00<00:31, 5.22it/s]
204/499 4.32G 0.009307 0.008134 0.005789 59 640: 3%|2 | 5/168 [00:00<00:30, 5.32it/s]
204/499 4.32G 0.009246 0.008118 0.005264 66 640: 3%|2 | 5/168 [00:01<00:30, 5.32it/s]
204/499 4.32G 0.009246 0.008118 0.005264 66 640: 4%|3 | 6/168 [00:01<00:30, 5.25it/s]
204/499 4.32G 0.009336 0.008259 0.0049 61 640: 4%|3 | 6/168 [00:01<00:30, 5.25it/s]
204/499 4.32G 0.009336 0.008259 0.0049 61 640: 4%|4 | 7/168 [00:01<00:31, 5.13it/s]
204/499 4.32G 0.009177 0.007931 0.004412 47 640: 4%|4 | 7/168 [00:01<00:31, 5.13it/s]
204/499 4.32G 0.009177 0.007931 0.004412 47 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s]
204/499 4.32G 0.009034 0.007883 0.004435 73 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s]
204/499 4.32G 0.009034 0.007883 0.004435 73 640: 5%|5 | 9/168 [00:01<00:29, 5.35it/s]
204/499 4.32G 0.008897 0.007941 0.004054 78 640: 5%|5 | 9/168 [00:01<00:29, 5.35it/s]
204/499 4.32G 0.008897 0.007941 0.004054 78 640: 6%|5 | 10/168 [00:01<00:30, 5.14it/s]
204/499 4.32G 0.008841 0.007937 0.004097 67 640: 6%|5 | 10/168 [00:02<00:30, 5.14it/s]
204/499 4.32G 0.008841 0.007937 0.004097 67 640: 7%|6 | 11/168 [00:02<00:29, 5.25it/s]
204/499 4.32G 0.008856 0.007886 0.00415 51 640: 7%|6 | 11/168 [00:02<00:29, 5.25it/s]
204/499 4.32G 0.008856 0.007886 0.00415 51 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s]
204/499 4.32G 0.00895 0.008047 0.004053 64 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s]
204/499 4.32G 0.00895 0.008047 0.004053 64 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s]
204/499 4.32G 0.008939 0.008158 0.00396 85 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s]
204/499 4.32G 0.008939 0.008158 0.00396 85 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s]
204/499 4.32G 0.008864 0.008138 0.00395 67 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s]
204/499 4.32G 0.008864 0.008138 0.00395 67 640: 9%|8 | 15/168 [00:02<00:28, 5.29it/s]
204/499 4.32G 0.00879 0.007977 0.00397 52 640: 9%|8 | 15/168 [00:03<00:28, 5.29it/s]
204/499 4.32G 0.00879 0.007977 0.00397 52 640: 10%|9 | 16/168 [00:03<00:29, 5.16it/s]
204/499 4.32G 0.008733 0.007911 0.004186 72 640: 10%|9 | 16/168 [00:03<00:29, 5.16it/s]
204/499 4.32G 0.008733 0.007911 0.004186 72 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
204/499 4.32G 0.008694 0.007986 0.004211 71 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
204/499 4.32G 0.008694 0.007986 0.004211 71 640: 11%|# | 18/168 [00:03<00:28, 5.31it/s]
204/499 4.32G 0.008722 0.008035 0.004156 69 640: 11%|# | 18/168 [00:03<00:28, 5.31it/s]
204/499 4.32G 0.008722 0.008035 0.004156 69 640: 11%|#1 | 19/168 [00:03<00:28, 5.18it/s]
204/499 4.32G 0.008669 0.008024 0.004124 76 640: 11%|#1 | 19/168 [00:03<00:28, 5.18it/s]
204/499 4.32G 0.008669 0.008024 0.004124 76 640: 12%|#1 | 20/168 [00:03<00:28, 5.25it/s]
204/499 4.32G 0.008707 0.008019 0.004121 74 640: 12%|#1 | 20/168 [00:03<00:28, 5.25it/s]
204/499 4.32G 0.008707 0.008019 0.004121 74 640: 12%|#2 | 21/168 [00:03<00:27, 5.28it/s]
204/499 4.32G 0.00872 0.007949 0.004029 65 640: 12%|#2 | 21/168 [00:04<00:27, 5.28it/s]
204/499 4.32G 0.00872 0.007949 0.004029 65 640: 13%|#3 | 22/168 [00:04<00:28, 5.15it/s]
204/499 4.32G 0.008754 0.007921 0.003922 62 640: 13%|#3 | 22/168 [00:04<00:28, 5.15it/s]
204/499 4.32G 0.008754 0.007921 0.003922 62 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s]
204/499 4.32G 0.008707 0.007901 0.00392 76 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s]
204/499 4.32G 0.008707 0.007901 0.00392 76 640: 14%|#4 | 24/168 [00:04<00:27, 5.29it/s]
204/499 4.32G 0.008654 0.007816 0.003846 53 640: 14%|#4 | 24/168 [00:04<00:27, 5.29it/s]
204/499 4.32G 0.008654 0.007816 0.003846 53 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s]
204/499 4.32G 0.00867 0.007872 0.003817 75 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s]
204/499 4.32G 0.00867 0.007872 0.003817 75 640: 15%|#5 | 26/168 [00:04<00:26, 5.27it/s]
204/499 4.32G 0.008669 0.007878 0.003741 66 640: 15%|#5 | 26/168 [00:05<00:26, 5.27it/s]
204/499 4.32G 0.008669 0.007878 0.003741 66 640: 16%|#6 | 27/168 [00:05<00:26, 5.30it/s]
204/499 4.32G 0.008674 0.007851 0.003731 69 640: 16%|#6 | 27/168 [00:05<00:26, 5.30it/s]
204/499 4.32G 0.008674 0.007851 0.003731 69 640: 17%|#6 | 28/168 [00:05<00:27, 5.17it/s]
204/499 4.32G 0.00876 0.007884 0.003742 70 640: 17%|#6 | 28/168 [00:05<00:27, 5.17it/s]
204/499 4.32G 0.00876 0.007884 0.003742 70 640: 17%|#7 | 29/168 [00:05<00:26, 5.25it/s]
204/499 4.32G 0.008752 0.007933 0.003703 61 640: 17%|#7 | 29/168 [00:05<00:26, 5.25it/s]
204/499 4.32G 0.008752 0.007933 0.003703 61 640: 18%|#7 | 30/168 [00:05<00:25, 5.31it/s]
204/499 4.32G 0.008749 0.007891 0.00374 62 640: 18%|#7 | 30/168 [00:05<00:25, 5.31it/s]
204/499 4.32G 0.008749 0.007891 0.00374 62 640: 18%|#8 | 31/168 [00:05<00:26, 5.16it/s]
204/499 4.32G 0.008749 0.007853 0.003709 62 640: 18%|#8 | 31/168 [00:06<00:26, 5.16it/s]
204/499 4.32G 0.008749 0.007853 0.003709 62 640: 19%|#9 | 32/168 [00:06<00:25, 5.24it/s]
204/499 4.32G 0.008747 0.007782 0.003601 49 640: 19%|#9 | 32/168 [00:06<00:25, 5.24it/s]
204/499 4.32G 0.008747 0.007782 0.003601 49 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s]
204/499 4.32G 0.008704 0.007726 0.003559 61 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s]
204/499 4.32G 0.008704 0.007726 0.003559 61 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s]
204/499 4.32G 0.008718 0.007751 0.003612 80 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s]
204/499 4.32G 0.008718 0.007751 0.003612 80 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s]
204/499 4.32G 0.008719 0.007784 0.003603 73 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s]
204/499 4.32G 0.008719 0.007784 0.003603 73 640: 21%|##1 | 36/168 [00:06<00:24, 5.35it/s]
204/499 4.32G 0.008749 0.007774 0.003616 62 640: 21%|##1 | 36/168 [00:07<00:24, 5.35it/s]
204/499 4.32G 0.008749 0.007774 0.003616 62 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
204/499 4.32G 0.008777 0.007804 0.003543 70 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
204/499 4.32G 0.008777 0.007804 0.003543 70 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s]
204/499 4.32G 0.008797 0.007791 0.003509 63 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s]
204/499 4.32G 0.008797 0.007791 0.003509 63 640: 23%|##3 | 39/168 [00:07<00:24, 5.33it/s]
204/499 4.32G 0.008778 0.00776 0.003495 64 640: 23%|##3 | 39/168 [00:07<00:24, 5.33it/s]
204/499 4.32G 0.008778 0.00776 0.003495 64 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
204/499 4.32G 0.008774 0.007811 0.003497 76 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
204/499 4.32G 0.008774 0.007811 0.003497 76 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
204/499 4.32G 0.008792 0.007855 0.003499 66 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
204/499 4.32G 0.008792 0.007855 0.003499 66 640: 25%|##5 | 42/168 [00:07<00:23, 5.32it/s]
204/499 4.32G 0.008798 0.00787 0.003491 72 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s]
204/499 4.32G 0.008798 0.00787 0.003491 72 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s]
204/499 4.32G 0.008833 0.007831 0.003521 55 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s]
204/499 4.32G 0.008833 0.007831 0.003521 55 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s]
204/499 4.32G 0.008812 0.007828 0.003545 72 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s]
204/499 4.32G 0.008812 0.007828 0.003545 72 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s]
204/499 4.32G 0.008793 0.007826 0.003512 59 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s]
204/499 4.32G 0.008793 0.007826 0.003512 59 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s]
204/499 4.32G 0.008749 0.007828 0.003481 70 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s]
204/499 4.32G 0.008749 0.007828 0.003481 70 640: 28%|##7 | 47/168 [00:08<00:22, 5.29it/s]
204/499 4.32G 0.008741 0.007864 0.003465 72 640: 28%|##7 | 47/168 [00:09<00:22, 5.29it/s]
204/499 4.32G 0.008741 0.007864 0.003465 72 640: 29%|##8 | 48/168 [00:09<00:22, 5.37it/s]
204/499 4.32G 0.008734 0.007865 0.003434 73 640: 29%|##8 | 48/168 [00:09<00:22, 5.37it/s]
204/499 4.32G 0.008734 0.007865 0.003434 73 640: 29%|##9 | 49/168 [00:09<00:23, 5.14it/s]
204/499 4.32G 0.00872 0.007858 0.003407 69 640: 29%|##9 | 49/168 [00:09<00:23, 5.14it/s]
204/499 4.32G 0.00872 0.007858 0.003407 69 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s]
204/499 4.32G 0.008691 0.007874 0.003416 81 640: 30%|##9 | 50/168 [00:09<00:22, 5.23it/s]
204/499 4.32G 0.008691 0.007874 0.003416 81 640: 30%|### | 51/168 [00:09<00:22, 5.31it/s]
204/499 4.32G 0.008704 0.007919 0.003402 73 640: 30%|### | 51/168 [00:09<00:22, 5.31it/s]
204/499 4.32G 0.008704 0.007919 0.003402 73 640: 31%|### | 52/168 [00:09<00:22, 5.13it/s]
204/499 4.32G 0.008698 0.007923 0.003354 69 640: 31%|### | 52/168 [00:10<00:22, 5.13it/s]
204/499 4.32G 0.008698 0.007923 0.003354 69 640: 32%|###1 | 53/168 [00:10<00:22, 5.22it/s]
204/499 4.32G 0.008674 0.007957 0.003352 75 640: 32%|###1 | 53/168 [00:10<00:22, 5.22it/s]
204/499 4.32G 0.008674 0.007957 0.003352 75 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s]
204/499 4.32G 0.008684 0.007954 0.003378 65 640: 32%|###2 | 54/168 [00:10<00:21, 5.32it/s]
204/499 4.32G 0.008684 0.007954 0.003378 65 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s]
204/499 4.32G 0.008669 0.007923 0.003389 52 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s]
204/499 4.32G 0.008669 0.007923 0.003389 52 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s]
204/499 4.32G 0.008658 0.007903 0.003381 60 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s]
204/499 4.32G 0.008658 0.007903 0.003381 60 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s]
204/499 4.32G 0.00869 0.007922 0.003391 67 640: 34%|###3 | 57/168 [00:11<00:20, 5.35it/s]
204/499 4.32G 0.00869 0.007922 0.003391 67 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s]
204/499 4.32G 0.008682 0.007932 0.003441 75 640: 35%|###4 | 58/168 [00:11<00:21, 5.18it/s]
204/499 4.32G 0.008682 0.007932 0.003441 75 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s]
204/499 4.32G 0.008665 0.007914 0.003457 58 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s]
204/499 4.32G 0.008665 0.007914 0.003457 58 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
204/499 4.32G 0.00869 0.007934 0.003465 59 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
204/499 4.32G 0.00869 0.007934 0.003465 59 640: 36%|###6 | 61/168 [00:11<00:21, 5.06it/s]
204/499 4.32G 0.008705 0.007951 0.003517 65 640: 36%|###6 | 61/168 [00:11<00:21, 5.06it/s]
204/499 4.32G 0.008705 0.007951 0.003517 65 640: 37%|###6 | 62/168 [00:11<00:20, 5.11it/s]
204/499 4.32G 0.0087 0.007974 0.00351 69 640: 37%|###6 | 62/168 [00:12<00:20, 5.11it/s]
204/499 4.32G 0.0087 0.007974 0.00351 69 640: 38%|###7 | 63/168 [00:12<00:20, 5.20it/s]
204/499 4.32G 0.008695 0.00796 0.00348 60 640: 38%|###7 | 63/168 [00:12<00:20, 5.20it/s]
204/499 4.32G 0.008695 0.00796 0.00348 60 640: 38%|###8 | 64/168 [00:12<00:20, 5.07it/s]
204/499 4.32G 0.00871 0.007986 0.003458 75 640: 38%|###8 | 64/168 [00:12<00:20, 5.07it/s]
204/499 4.32G 0.00871 0.007986 0.003458 75 640: 39%|###8 | 65/168 [00:12<00:19, 5.16it/s]
204/499 4.32G 0.008701 0.008014 0.003462 78 640: 39%|###8 | 65/168 [00:12<00:19, 5.16it/s]
204/499 4.32G 0.008701 0.008014 0.003462 78 640: 39%|###9 | 66/168 [00:12<00:19, 5.19it/s]
204/499 4.32G 0.008695 0.008011 0.003447 68 640: 39%|###9 | 66/168 [00:12<00:19, 5.19it/s]
204/499 4.32G 0.008695 0.008011 0.003447 68 640: 40%|###9 | 67/168 [00:12<00:19, 5.10it/s]
204/499 4.32G 0.008684 0.008016 0.003425 70 640: 40%|###9 | 67/168 [00:12<00:19, 5.10it/s]
204/499 4.32G 0.008684 0.008016 0.003425 70 640: 40%|#### | 68/168 [00:12<00:19, 5.20it/s]
204/499 4.32G 0.008698 0.008008 0.003439 55 640: 40%|#### | 68/168 [00:13<00:19, 5.20it/s]
204/499 4.32G 0.008698 0.008008 0.003439 55 640: 41%|####1 | 69/168 [00:13<00:18, 5.26it/s]
204/499 4.32G 0.008685 0.008003 0.003509 66 640: 41%|####1 | 69/168 [00:13<00:18, 5.26it/s]
204/499 4.32G 0.008685 0.008003 0.003509 66 640: 42%|####1 | 70/168 [00:13<00:19, 5.14it/s]
204/499 4.32G 0.008678 0.007983 0.003619 64 640: 42%|####1 | 70/168 [00:13<00:19, 5.14it/s]
204/499 4.32G 0.008678 0.007983 0.003619 64 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s]
204/499 4.32G 0.008671 0.007997 0.003597 63 640: 42%|####2 | 71/168 [00:13<00:18, 5.25it/s]
204/499 4.32G 0.008671 0.007997 0.003597 63 640: 43%|####2 | 72/168 [00:13<00:17, 5.33it/s]
204/499 4.32G 0.008653 0.007986 0.003563 61 640: 43%|####2 | 72/168 [00:13<00:17, 5.33it/s]
204/499 4.32G 0.008653 0.007986 0.003563 61 640: 43%|####3 | 73/168 [00:13<00:18, 5.18it/s]
204/499 4.32G 0.00865 0.007983 0.003546 71 640: 43%|####3 | 73/168 [00:14<00:18, 5.18it/s]
204/499 4.32G 0.00865 0.007983 0.003546 71 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s]
204/499 4.32G 0.008658 0.00798 0.003518 59 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s]
204/499 4.32G 0.008658 0.00798 0.003518 59 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s]
204/499 4.32G 0.008633 0.007955 0.003504 61 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s]
204/499 4.32G 0.008633 0.007955 0.003504 61 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s]
204/499 4.32G 0.008638 0.007961 0.00352 68 640: 45%|####5 | 76/168 [00:14<00:17, 5.19it/s]
204/499 4.32G 0.008638 0.007961 0.00352 68 640: 46%|####5 | 77/168 [00:14<00:17, 5.24it/s]
204/499 4.32G 0.008638 0.007941 0.003555 59 640: 46%|####5 | 77/168 [00:14<00:17, 5.24it/s]
204/499 4.32G 0.008638 0.007941 0.003555 59 640: 46%|####6 | 78/168 [00:14<00:16, 5.32it/s]
204/499 4.32G 0.008633 0.00793 0.003553 70 640: 46%|####6 | 78/168 [00:15<00:16, 5.32it/s]
204/499 4.32G 0.008633 0.00793 0.003553 70 640: 47%|####7 | 79/168 [00:15<00:17, 5.13it/s]
204/499 4.32G 0.008637 0.007961 0.003541 77 640: 47%|####7 | 79/168 [00:15<00:17, 5.13it/s]
204/499 4.32G 0.008637 0.007961 0.003541 77 640: 48%|####7 | 80/168 [00:15<00:16, 5.21it/s]
204/499 4.32G 0.008626 0.007958 0.003514 58 640: 48%|####7 | 80/168 [00:15<00:16, 5.21it/s]
204/499 4.32G 0.008626 0.007958 0.003514 58 640: 48%|####8 | 81/168 [00:15<00:16, 5.28it/s]
204/499 4.32G 0.00863 0.007946 0.00351 64 640: 48%|####8 | 81/168 [00:15<00:16, 5.28it/s]
204/499 4.32G 0.00863 0.007946 0.00351 64 640: 49%|####8 | 82/168 [00:15<00:16, 5.16it/s]
204/499 4.32G 0.008639 0.007948 0.003498 61 640: 49%|####8 | 82/168 [00:15<00:16, 5.16it/s]
204/499 4.32G 0.008639 0.007948 0.003498 61 640: 49%|####9 | 83/168 [00:15<00:16, 5.21it/s]
204/499 4.32G 0.008641 0.007958 0.003511 78 640: 49%|####9 | 83/168 [00:16<00:16, 5.21it/s]
204/499 4.32G 0.008641 0.007958 0.003511 78 640: 50%|##### | 84/168 [00:16<00:15, 5.29it/s]
204/499 4.32G 0.008648 0.00797 0.003494 72 640: 50%|##### | 84/168 [00:16<00:15, 5.29it/s]
204/499 4.32G 0.008648 0.00797 0.003494 72 640: 51%|##### | 85/168 [00:16<00:16, 5.15it/s]
204/499 4.32G 0.008646 0.007979 0.003478 74 640: 51%|##### | 85/168 [00:16<00:16, 5.15it/s]
204/499 4.32G 0.008646 0.007979 0.003478 74 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s]
204/499 4.32G 0.008641 0.00799 0.003457 72 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s]
204/499 4.32G 0.008641 0.00799 0.003457 72 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
204/499 4.32G 0.008626 0.007998 0.003451 72 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
204/499 4.32G 0.008626 0.007998 0.003451 72 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s]
204/499 4.32G 0.00863 0.007991 0.003456 69 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s]
204/499 4.32G 0.00863 0.007991 0.003456 69 640: 53%|#####2 | 89/168 [00:16<00:14, 5.29it/s]
204/499 4.32G 0.00864 0.007991 0.003474 70 640: 53%|#####2 | 89/168 [00:17<00:14, 5.29it/s]
204/499 4.32G 0.00864 0.007991 0.003474 70 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s]
204/499 4.32G 0.008638 0.007979 0.003453 58 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s]
204/499 4.32G 0.008638 0.007979 0.003453 58 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
204/499 4.32G 0.008656 0.007969 0.003428 58 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
204/499 4.32G 0.008656 0.007969 0.003428 58 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s]
204/499 4.32G 0.008648 0.007977 0.003411 69 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s]
204/499 4.32G 0.008648 0.007977 0.003411 69 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s]
204/499 4.32G 0.008637 0.007969 0.003379 65 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s]
204/499 4.32G 0.008637 0.007969 0.003379 65 640: 56%|#####5 | 94/168 [00:17<00:14, 5.21it/s]
204/499 4.32G 0.00864 0.007974 0.003392 62 640: 56%|#####5 | 94/168 [00:18<00:14, 5.21it/s]
204/499 4.32G 0.00864 0.007974 0.003392 62 640: 57%|#####6 | 95/168 [00:18<00:13, 5.30it/s]
204/499 4.32G 0.008643 0.007984 0.003384 69 640: 57%|#####6 | 95/168 [00:18<00:13, 5.30it/s]
204/499 4.32G 0.008643 0.007984 0.003384 69 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
204/499 4.32G 0.00865 0.007994 0.003359 65 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
204/499 4.32G 0.00865 0.007994 0.003359 65 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s]
204/499 4.32G 0.008645 0.007986 0.003351 64 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s]
204/499 4.32G 0.008645 0.007986 0.003351 64 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s]
204/499 4.32G 0.008648 0.007988 0.003361 62 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s]
204/499 4.32G 0.008648 0.007988 0.003361 62 640: 59%|#####8 | 99/168 [00:18<00:12, 5.34it/s]
204/499 4.32G 0.008641 0.007989 0.003364 73 640: 59%|#####8 | 99/168 [00:19<00:12, 5.34it/s]
204/499 4.32G 0.008641 0.007989 0.003364 73 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s]
204/499 4.32G 0.008639 0.00799 0.003363 66 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s]
204/499 4.32G 0.008639 0.00799 0.003363 66 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
204/499 4.32G 0.008643 0.00803 0.003365 103 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
204/499 4.32G 0.008643 0.00803 0.003365 103 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s]
204/499 4.32G 0.008652 0.008046 0.003361 88 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s]
204/499 4.32G 0.008652 0.008046 0.003361 88 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
204/499 4.32G 0.008634 0.008052 0.003347 76 640: 61%|######1 | 103/168 [00:19<00:12, 5.20it/s]
204/499 4.32G 0.008634 0.008052 0.003347 76 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s]
204/499 4.32G 0.00863 0.008044 0.003333 60 640: 62%|######1 | 104/168 [00:20<00:12, 5.27it/s]
204/499 4.32G 0.00863 0.008044 0.003333 60 640: 62%|######2 | 105/168 [00:20<00:11, 5.25it/s]
204/499 4.32G 0.008623 0.008049 0.003321 72 640: 62%|######2 | 105/168 [00:20<00:11, 5.25it/s]
204/499 4.32G 0.008623 0.008049 0.003321 72 640: 63%|######3 | 106/168 [00:20<00:12, 5.06it/s]
204/499 4.32G 0.008618 0.00806 0.003307 68 640: 63%|######3 | 106/168 [00:20<00:12, 5.06it/s]
204/499 4.32G 0.008618 0.00806 0.003307 68 640: 64%|######3 | 107/168 [00:20<00:11, 5.12it/s]
204/499 4.32G 0.008628 0.008072 0.003318 77 640: 64%|######3 | 107/168 [00:20<00:11, 5.12it/s]
204/499 4.32G 0.008628 0.008072 0.003318 77 640: 64%|######4 | 108/168 [00:20<00:11, 5.21it/s]
204/499 4.32G 0.008614 0.008051 0.003322 68 640: 64%|######4 | 108/168 [00:20<00:11, 5.21it/s]
204/499 4.32G 0.008614 0.008051 0.003322 68 640: 65%|######4 | 109/168 [00:20<00:11, 5.07it/s]
204/499 4.32G 0.00861 0.008051 0.003311 81 640: 65%|######4 | 109/168 [00:21<00:11, 5.07it/s]
204/499 4.32G 0.00861 0.008051 0.003311 81 640: 65%|######5 | 110/168 [00:21<00:11, 5.15it/s]
204/499 4.32G 0.008599 0.008064 0.00331 83 640: 65%|######5 | 110/168 [00:21<00:11, 5.15it/s]
204/499 4.32G 0.008599 0.008064 0.00331 83 640: 66%|######6 | 111/168 [00:21<00:10, 5.22it/s]
204/499 4.32G 0.008603 0.008081 0.003297 65 640: 66%|######6 | 111/168 [00:21<00:10, 5.22it/s]
204/499 4.32G 0.008603 0.008081 0.003297 65 640: 67%|######6 | 112/168 [00:21<00:10, 5.11it/s]
204/499 4.32G 0.008598 0.008081 0.003291 66 640: 67%|######6 | 112/168 [00:21<00:10, 5.11it/s]
204/499 4.32G 0.008598 0.008081 0.003291 66 640: 67%|######7 | 113/168 [00:21<00:10, 5.21it/s]
204/499 4.32G 0.008589 0.008082 0.003292 76 640: 67%|######7 | 113/168 [00:21<00:10, 5.21it/s]
204/499 4.32G 0.008589 0.008082 0.003292 76 640: 68%|######7 | 114/168 [00:21<00:10, 5.30it/s]
204/499 4.32G 0.008593 0.008091 0.003289 77 640: 68%|######7 | 114/168 [00:21<00:10, 5.30it/s]
204/499 4.32G 0.008593 0.008091 0.003289 77 640: 68%|######8 | 115/168 [00:21<00:10, 5.17it/s]
204/499 4.32G 0.008605 0.008099 0.003293 57 640: 68%|######8 | 115/168 [00:22<00:10, 5.17it/s]
204/499 4.32G 0.008605 0.008099 0.003293 57 640: 69%|######9 | 116/168 [00:22<00:10, 5.19it/s]
204/499 4.32G 0.008621 0.008108 0.003296 69 640: 69%|######9 | 116/168 [00:22<00:10, 5.19it/s]
204/499 4.32G 0.008621 0.008108 0.003296 69 640: 70%|######9 | 117/168 [00:22<00:09, 5.25it/s]
204/499 4.32G 0.008621 0.008099 0.003279 71 640: 70%|######9 | 117/168 [00:22<00:09, 5.25it/s]
204/499 4.32G 0.008621 0.008099 0.003279 71 640: 70%|####### | 118/168 [00:22<00:09, 5.12it/s]
204/499 4.32G 0.008639 0.008106 0.003274 70 640: 70%|####### | 118/168 [00:22<00:09, 5.12it/s]
204/499 4.32G 0.008639 0.008106 0.003274 70 640: 71%|####### | 119/168 [00:22<00:09, 5.22it/s]
204/499 4.32G 0.008645 0.008106 0.003262 74 640: 71%|####### | 119/168 [00:22<00:09, 5.22it/s]
204/499 4.32G 0.008645 0.008106 0.003262 74 640: 71%|#######1 | 120/168 [00:22<00:09, 5.30it/s]
204/499 4.32G 0.008645 0.008109 0.00326 66 640: 71%|#######1 | 120/168 [00:23<00:09, 5.30it/s]
204/499 4.32G 0.008645 0.008109 0.00326 66 640: 72%|#######2 | 121/168 [00:23<00:09, 5.15it/s]
204/499 4.32G 0.008658 0.008113 0.003248 70 640: 72%|#######2 | 121/168 [00:23<00:09, 5.15it/s]
204/499 4.32G 0.008658 0.008113 0.003248 70 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
204/499 4.32G 0.008642 0.008101 0.003236 60 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
204/499 4.32G 0.008642 0.008101 0.003236 60 640: 73%|#######3 | 123/168 [00:23<00:08, 5.28it/s]
204/499 4.32G 0.008654 0.008097 0.003257 72 640: 73%|#######3 | 123/168 [00:23<00:08, 5.28it/s]
204/499 4.32G 0.008654 0.008097 0.003257 72 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s]
204/499 4.32G 0.008653 0.00808 0.003237 50 640: 74%|#######3 | 124/168 [00:23<00:08, 5.16it/s]
204/499 4.32G 0.008653 0.00808 0.003237 50 640: 74%|#######4 | 125/168 [00:23<00:08, 5.24it/s]
204/499 4.32G 0.008648 0.00808 0.00327 78 640: 74%|#######4 | 125/168 [00:24<00:08, 5.24it/s]
204/499 4.32G 0.008648 0.00808 0.00327 78 640: 75%|#######5 | 126/168 [00:24<00:07, 5.31it/s]
204/499 4.32G 0.008644 0.008085 0.003245 72 640: 75%|#######5 | 126/168 [00:24<00:07, 5.31it/s]
204/499 4.32G 0.008644 0.008085 0.003245 72 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s]
204/499 4.32G 0.008646 0.008096 0.003241 75 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s]
204/499 4.32G 0.008646 0.008096 0.003241 75 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s]
204/499 4.32G 0.008648 0.008097 0.00324 72 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s]
204/499 4.32G 0.008648 0.008097 0.00324 72 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s]
204/499 4.32G 0.008644 0.008074 0.00323 56 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s]
204/499 4.32G 0.008644 0.008074 0.00323 56 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s]
204/499 4.32G 0.008648 0.008075 0.003233 67 640: 77%|#######7 | 130/168 [00:25<00:07, 5.22it/s]
204/499 4.32G 0.008648 0.008075 0.003233 67 640: 78%|#######7 | 131/168 [00:25<00:07, 5.27it/s]
204/499 4.32G 0.008647 0.008078 0.003231 76 640: 78%|#######7 | 131/168 [00:25<00:07, 5.27it/s]
204/499 4.32G 0.008647 0.008078 0.003231 76 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s]
204/499 4.32G 0.008647 0.008077 0.003253 76 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s]
204/499 4.32G 0.008647 0.008077 0.003253 76 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s]
204/499 4.32G 0.008649 0.008078 0.003281 71 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s]
204/499 4.32G 0.008649 0.008078 0.003281 71 640: 80%|#######9 | 134/168 [00:25<00:06, 5.26it/s]
204/499 4.32G 0.008635 0.00807 0.003289 73 640: 80%|#######9 | 134/168 [00:25<00:06, 5.26it/s]
204/499 4.32G 0.008635 0.00807 0.003289 73 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s]
204/499 4.32G 0.008628 0.008055 0.003282 72 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s]
204/499 4.32G 0.008628 0.008055 0.003282 72 640: 81%|######## | 136/168 [00:25<00:06, 5.18it/s]
204/499 4.32G 0.008629 0.008059 0.003288 73 640: 81%|######## | 136/168 [00:26<00:06, 5.18it/s]
204/499 4.32G 0.008629 0.008059 0.003288 73 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s]
204/499 4.32G 0.008629 0.008069 0.003293 76 640: 82%|########1 | 137/168 [00:26<00:05, 5.26it/s]
204/499 4.32G 0.008629 0.008069 0.003293 76 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s]
204/499 4.32G 0.008623 0.008067 0.003283 63 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s]
204/499 4.32G 0.008623 0.008067 0.003283 63 640: 83%|########2 | 139/168 [00:26<00:05, 5.20it/s]
204/499 4.32G 0.008615 0.00807 0.003289 83 640: 83%|########2 | 139/168 [00:26<00:05, 5.20it/s]
204/499 4.32G 0.008615 0.00807 0.003289 83 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
204/499 4.32G 0.008613 0.008063 0.003296 69 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
204/499 4.32G 0.008613 0.008063 0.003296 69 640: 84%|########3 | 141/168 [00:26<00:05, 5.31it/s]
204/499 4.32G 0.00861 0.00807 0.003292 73 640: 84%|########3 | 141/168 [00:27<00:05, 5.31it/s]
204/499 4.32G 0.00861 0.00807 0.003292 73 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s]
204/499 4.32G 0.008605 0.008067 0.003297 59 640: 85%|########4 | 142/168 [00:27<00:05, 5.18it/s]
204/499 4.32G 0.008605 0.008067 0.003297 59 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s]
204/499 4.32G 0.008604 0.008063 0.003305 67 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s]
204/499 4.32G 0.008604 0.008063 0.003305 67 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s]
204/499 4.32G 0.008603 0.008048 0.003317 53 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s]
204/499 4.32G 0.008603 0.008048 0.003317 53 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s]
204/499 4.32G 0.008602 0.008062 0.003326 71 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s]
204/499 4.32G 0.008602 0.008062 0.003326 71 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s]
204/499 4.32G 0.008601 0.008069 0.003342 75 640: 87%|########6 | 146/168 [00:28<00:04, 5.28it/s]
204/499 4.32G 0.008601 0.008069 0.003342 75 640: 88%|########7 | 147/168 [00:28<00:03, 5.35it/s]
204/499 4.32G 0.008604 0.008067 0.00334 59 640: 88%|########7 | 147/168 [00:28<00:03, 5.35it/s]
204/499 4.32G 0.008604 0.008067 0.00334 59 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s]
204/499 4.32G 0.008615 0.008073 0.003332 80 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s]
204/499 4.32G 0.008615 0.008073 0.003332 80 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s]
204/499 4.32G 0.008604 0.008055 0.003339 66 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s]
204/499 4.32G 0.008604 0.008055 0.003339 66 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s]
204/499 4.32G 0.008602 0.008051 0.003353 67 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s]
204/499 4.32G 0.008602 0.008051 0.003353 67 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s]
204/499 4.32G 0.008601 0.008043 0.003345 60 640: 90%|########9 | 151/168 [00:29<00:03, 5.19it/s]
204/499 4.32G 0.008601 0.008043 0.003345 60 640: 90%|######### | 152/168 [00:29<00:03, 5.27it/s]
204/499 4.32G 0.008597 0.008046 0.003337 75 640: 90%|######### | 152/168 [00:29<00:03, 5.27it/s]
204/499 4.32G 0.008597 0.008046 0.003337 75 640: 91%|#########1| 153/168 [00:29<00:02, 5.35it/s]
204/499 4.32G 0.008591 0.008048 0.00333 68 640: 91%|#########1| 153/168 [00:29<00:02, 5.35it/s]
204/499 4.32G 0.008591 0.008048 0.00333 68 640: 92%|#########1| 154/168 [00:29<00:02, 5.18it/s]
204/499 4.32G 0.008585 0.008049 0.003344 71 640: 92%|#########1| 154/168 [00:29<00:02, 5.18it/s]
204/499 4.32G 0.008585 0.008049 0.003344 71 640: 92%|#########2| 155/168 [00:29<00:02, 5.22it/s]
204/499 4.32G 0.008587 0.008051 0.003337 66 640: 92%|#########2| 155/168 [00:29<00:02, 5.22it/s]
204/499 4.32G 0.008587 0.008051 0.003337 66 640: 93%|#########2| 156/168 [00:29<00:02, 5.22it/s]
204/499 4.32G 0.00858 0.008043 0.003326 47 640: 93%|#########2| 156/168 [00:29<00:02, 5.22it/s]
204/499 4.32G 0.00858 0.008043 0.003326 47 640: 93%|#########3| 157/168 [00:29<00:02, 5.12it/s]
204/499 4.32G 0.008579 0.008059 0.003311 75 640: 93%|#########3| 157/168 [00:30<00:02, 5.12it/s]
204/499 4.32G 0.008579 0.008059 0.003311 75 640: 94%|#########4| 158/168 [00:30<00:01, 5.22it/s]
204/499 4.32G 0.00857 0.008053 0.003314 70 640: 94%|#########4| 158/168 [00:30<00:01, 5.22it/s]
204/499 4.32G 0.00857 0.008053 0.003314 70 640: 95%|#########4| 159/168 [00:30<00:01, 5.26it/s]
204/499 4.32G 0.008562 0.008051 0.00331 69 640: 95%|#########4| 159/168 [00:30<00:01, 5.26it/s]
204/499 4.32G 0.008562 0.008051 0.00331 69 640: 95%|#########5| 160/168 [00:30<00:01, 5.14it/s]
204/499 4.32G 0.008566 0.008045 0.003305 59 640: 95%|#########5| 160/168 [00:30<00:01, 5.14it/s]
204/499 4.32G 0.008566 0.008045 0.003305 59 640: 96%|#########5| 161/168 [00:30<00:01, 5.23it/s]
204/499 4.32G 0.008569 0.008041 0.003302 64 640: 96%|#########5| 161/168 [00:30<00:01, 5.23it/s]
204/499 4.32G 0.008569 0.008041 0.003302 64 640: 96%|#########6| 162/168 [00:30<00:01, 5.28it/s]
204/499 4.32G 0.008567 0.008031 0.003297 55 640: 96%|#########6| 162/168 [00:31<00:01, 5.28it/s]
204/499 4.32G 0.008567 0.008031 0.003297 55 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s]
204/499 4.32G 0.008572 0.008034 0.003294 78 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s]
204/499 4.32G 0.008572 0.008034 0.003294 78 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s]
204/499 4.32G 0.008574 0.008036 0.003299 60 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s]
204/499 4.32G 0.008574 0.008036 0.003299 60 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s]
204/499 4.32G 0.008569 0.00803 0.003286 71 640: 98%|#########8| 165/168 [00:31<00:00, 5.32it/s]
204/499 4.32G 0.008569 0.00803 0.003286 71 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s]
204/499 4.32G 0.008561 0.008024 0.003279 57 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s]
204/499 4.32G 0.008561 0.008024 0.003279 57 640: 99%|#########9| 167/168 [00:31<00:00, 5.25it/s]
204/499 4.32G 0.008558 0.00801 0.003262 16 640: 99%|#########9| 167/168 [00:32<00:00, 5.25it/s]
204/499 4.32G 0.008558 0.00801 0.003262 16 640: 100%|##########| 168/168 [00:32<00:00, 5.43it/s]
204/499 4.32G 0.008558 0.00801 0.003262 16 640: 100%|##########| 168/168 [00:32<00:00, 5.24it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s]
all 132 263 0.847 0.854 0.881 0.773
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
205/499 4.32G 0.008891 0.007903 0.003187 77 640: 0%| | 0/168 [00:00<?, ?it/s]
205/499 4.32G 0.008891 0.007903 0.003187 77 640: 1%| | 1/168 [00:00<00:34, 4.85it/s]
205/499 4.32G 0.009287 0.008516 0.002979 74 640: 1%| | 1/168 [00:00<00:34, 4.85it/s]
205/499 4.32G 0.009287 0.008516 0.002979 74 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s]
205/499 4.32G 0.009287 0.008029 0.004472 61 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s]
205/499 4.32G 0.009287 0.008029 0.004472 61 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s]
205/499 4.32G 0.009267 0.00789 0.003555 58 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s]
205/499 4.32G 0.009267 0.00789 0.003555 58 640: 2%|2 | 4/168 [00:00<00:31, 5.22it/s]
205/499 4.32G 0.00896 0.007718 0.003348 64 640: 2%|2 | 4/168 [00:00<00:31, 5.22it/s]
205/499 4.32G 0.00896 0.007718 0.003348 64 640: 3%|2 | 5/168 [00:00<00:30, 5.33it/s]
205/499 4.32G 0.008671 0.007989 0.003113 77 640: 3%|2 | 5/168 [00:01<00:30, 5.33it/s]
205/499 4.32G 0.008671 0.007989 0.003113 77 640: 4%|3 | 6/168 [00:01<00:30, 5.39it/s]
205/499 4.32G 0.008782 0.008075 0.00294 66 640: 4%|3 | 6/168 [00:01<00:30, 5.39it/s]
205/499 4.32G 0.008782 0.008075 0.00294 66 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s]
205/499 4.32G 0.008721 0.008172 0.003464 76 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s]
205/499 4.32G 0.008721 0.008172 0.003464 76 640: 5%|4 | 8/168 [00:01<00:30, 5.31it/s]
205/499 4.32G 0.008626 0.008429 0.003347 90 640: 5%|4 | 8/168 [00:01<00:30, 5.31it/s]
205/499 4.32G 0.008626 0.008429 0.003347 90 640: 5%|5 | 9/168 [00:01<00:30, 5.28it/s]
205/499 4.32G 0.008564 0.008403 0.003386 71 640: 5%|5 | 9/168 [00:01<00:30, 5.28it/s]
205/499 4.32G 0.008564 0.008403 0.003386 71 640: 6%|5 | 10/168 [00:01<00:30, 5.18it/s]
205/499 4.32G 0.008547 0.008443 0.003283 65 640: 6%|5 | 10/168 [00:02<00:30, 5.18it/s]
205/499 4.32G 0.008547 0.008443 0.003283 65 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s]
205/499 4.32G 0.008485 0.008523 0.003192 68 640: 7%|6 | 11/168 [00:02<00:29, 5.29it/s]
205/499 4.32G 0.008485 0.008523 0.003192 68 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s]
205/499 4.32G 0.008496 0.008535 0.00322 68 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s]
205/499 4.32G 0.008496 0.008535 0.00322 68 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s]
205/499 4.32G 0.008504 0.00859 0.003123 87 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s]
205/499 4.32G 0.008504 0.00859 0.003123 87 640: 8%|8 | 14/168 [00:02<00:29, 5.29it/s]
205/499 4.32G 0.008428 0.008479 0.003015 67 640: 8%|8 | 14/168 [00:02<00:29, 5.29it/s]
205/499 4.32G 0.008428 0.008479 0.003015 67 640: 9%|8 | 15/168 [00:02<00:28, 5.32it/s]
205/499 4.32G 0.008372 0.008439 0.002957 60 640: 9%|8 | 15/168 [00:03<00:28, 5.32it/s]
205/499 4.32G 0.008372 0.008439 0.002957 60 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s]
205/499 4.32G 0.008497 0.008539 0.003072 78 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s]
205/499 4.32G 0.008497 0.008539 0.003072 78 640: 10%|# | 17/168 [00:03<00:28, 5.30it/s]
205/499 4.32G 0.008516 0.008591 0.003062 79 640: 10%|# | 17/168 [00:03<00:28, 5.30it/s]
205/499 4.32G 0.008516 0.008591 0.003062 79 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s]
205/499 4.32G 0.008423 0.008605 0.003138 81 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s]
205/499 4.32G 0.008423 0.008605 0.003138 81 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s]
205/499 4.32G 0.008391 0.008553 0.003024 65 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s]
205/499 4.32G 0.008391 0.008553 0.003024 65 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s]
205/499 4.32G 0.008439 0.00857 0.003049 66 640: 12%|#1 | 20/168 [00:03<00:28, 5.28it/s]
205/499 4.32G 0.008439 0.00857 0.003049 66 640: 12%|#2 | 21/168 [00:03<00:27, 5.35it/s]
205/499 4.32G 0.008396 0.008534 0.003055 66 640: 12%|#2 | 21/168 [00:04<00:27, 5.35it/s]
205/499 4.32G 0.008396 0.008534 0.003055 66 640: 13%|#3 | 22/168 [00:04<00:28, 5.12it/s]
205/499 4.32G 0.008395 0.008514 0.003274 73 640: 13%|#3 | 22/168 [00:04<00:28, 5.12it/s]
205/499 4.32G 0.008395 0.008514 0.003274 73 640: 14%|#3 | 23/168 [00:04<00:27, 5.22it/s]
205/499 4.32G 0.008389 0.008443 0.003223 54 640: 14%|#3 | 23/168 [00:04<00:27, 5.22it/s]
205/499 4.32G 0.008389 0.008443 0.003223 54 640: 14%|#4 | 24/168 [00:04<00:27, 5.29it/s]
205/499 4.32G 0.008395 0.008475 0.00317 78 640: 14%|#4 | 24/168 [00:04<00:27, 5.29it/s]
205/499 4.32G 0.008395 0.008475 0.00317 78 640: 15%|#4 | 25/168 [00:04<00:28, 5.10it/s]
205/499 4.32G 0.008385 0.008451 0.003154 69 640: 15%|#4 | 25/168 [00:04<00:28, 5.10it/s]
205/499 4.32G 0.008385 0.008451 0.003154 69 640: 15%|#5 | 26/168 [00:04<00:27, 5.22it/s]
205/499 4.32G 0.008397 0.00843 0.003088 61 640: 15%|#5 | 26/168 [00:05<00:27, 5.22it/s]
205/499 4.32G 0.008397 0.00843 0.003088 61 640: 16%|#6 | 27/168 [00:05<00:26, 5.31it/s]
205/499 4.32G 0.008378 0.008419 0.003079 73 640: 16%|#6 | 27/168 [00:05<00:26, 5.31it/s]
205/499 4.32G 0.008378 0.008419 0.003079 73 640: 17%|#6 | 28/168 [00:05<00:27, 5.16it/s]
205/499 4.32G 0.008423 0.008452 0.00298 59 640: 17%|#6 | 28/168 [00:05<00:27, 5.16it/s]
205/499 4.32G 0.008423 0.008452 0.00298 59 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s]
205/499 4.32G 0.008424 0.008434 0.002985 80 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s]
205/499 4.32G 0.008424 0.008434 0.002985 80 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s]
205/499 4.32G 0.008415 0.008478 0.003058 81 640: 18%|#7 | 30/168 [00:05<00:26, 5.30it/s]
205/499 4.32G 0.008415 0.008478 0.003058 81 640: 18%|#8 | 31/168 [00:05<00:26, 5.11it/s]
205/499 4.32G 0.008421 0.008433 0.003167 67 640: 18%|#8 | 31/168 [00:06<00:26, 5.11it/s]
205/499 4.32G 0.008421 0.008433 0.003167 67 640: 19%|#9 | 32/168 [00:06<00:26, 5.22it/s]
205/499 4.32G 0.008397 0.008414 0.003195 71 640: 19%|#9 | 32/168 [00:06<00:26, 5.22it/s]
205/499 4.32G 0.008397 0.008414 0.003195 71 640: 20%|#9 | 33/168 [00:06<00:25, 5.28it/s]
205/499 4.32G 0.008446 0.008395 0.0032 67 640: 20%|#9 | 33/168 [00:06<00:25, 5.28it/s]
205/499 4.32G 0.008446 0.008395 0.0032 67 640: 20%|## | 34/168 [00:06<00:26, 5.14it/s]
205/499 4.32G 0.008431 0.008367 0.003235 71 640: 20%|## | 34/168 [00:06<00:26, 5.14it/s]
205/499 4.32G 0.008431 0.008367 0.003235 71 640: 21%|## | 35/168 [00:06<00:25, 5.16it/s]
205/499 4.32G 0.008416 0.008342 0.003192 70 640: 21%|## | 35/168 [00:06<00:25, 5.16it/s]
205/499 4.32G 0.008416 0.008342 0.003192 70 640: 21%|##1 | 36/168 [00:06<00:25, 5.25it/s]
205/499 4.32G 0.008393 0.008291 0.003189 66 640: 21%|##1 | 36/168 [00:07<00:25, 5.25it/s]
205/499 4.32G 0.008393 0.008291 0.003189 66 640: 22%|##2 | 37/168 [00:07<00:25, 5.13it/s]
205/499 4.32G 0.008399 0.008359 0.003234 77 640: 22%|##2 | 37/168 [00:07<00:25, 5.13it/s]
205/499 4.32G 0.008399 0.008359 0.003234 77 640: 23%|##2 | 38/168 [00:07<00:24, 5.20it/s]
205/499 4.32G 0.008371 0.008325 0.003203 63 640: 23%|##2 | 38/168 [00:07<00:24, 5.20it/s]
205/499 4.32G 0.008371 0.008325 0.003203 63 640: 23%|##3 | 39/168 [00:07<00:24, 5.28it/s]
205/499 4.32G 0.00837 0.008309 0.003187 61 640: 23%|##3 | 39/168 [00:07<00:24, 5.28it/s]
205/499 4.32G 0.00837 0.008309 0.003187 61 640: 24%|##3 | 40/168 [00:07<00:24, 5.16it/s]
205/499 4.32G 0.008422 0.008291 0.003112 53 640: 24%|##3 | 40/168 [00:07<00:24, 5.16it/s]
205/499 4.32G 0.008422 0.008291 0.003112 53 640: 24%|##4 | 41/168 [00:07<00:24, 5.19it/s]
205/499 4.32G 0.00844 0.008286 0.003102 54 640: 24%|##4 | 41/168 [00:08<00:24, 5.19it/s]
205/499 4.32G 0.00844 0.008286 0.003102 54 640: 25%|##5 | 42/168 [00:08<00:23, 5.29it/s]
205/499 4.32G 0.008448 0.008269 0.00305 64 640: 25%|##5 | 42/168 [00:08<00:23, 5.29it/s]
205/499 4.32G 0.008448 0.008269 0.00305 64 640: 26%|##5 | 43/168 [00:08<00:24, 5.16it/s]
205/499 4.32G 0.008436 0.008218 0.00306 52 640: 26%|##5 | 43/168 [00:08<00:24, 5.16it/s]
205/499 4.32G 0.008436 0.008218 0.00306 52 640: 26%|##6 | 44/168 [00:08<00:23, 5.25it/s]
205/499 4.32G 0.00842 0.008228 0.003111 68 640: 26%|##6 | 44/168 [00:08<00:23, 5.25it/s]
205/499 4.32G 0.00842 0.008228 0.003111 68 640: 27%|##6 | 45/168 [00:08<00:23, 5.32it/s]
205/499 4.32G 0.008434 0.008259 0.003118 79 640: 27%|##6 | 45/168 [00:08<00:23, 5.32it/s]
205/499 4.32G 0.008434 0.008259 0.003118 79 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s]
205/499 4.32G 0.008413 0.008282 0.003148 71 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s]
205/499 4.32G 0.008413 0.008282 0.003148 71 640: 28%|##7 | 47/168 [00:08<00:22, 5.26it/s]
205/499 4.32G 0.008429 0.008317 0.003105 79 640: 28%|##7 | 47/168 [00:09<00:22, 5.26it/s]
205/499 4.32G 0.008429 0.008317 0.003105 79 640: 29%|##8 | 48/168 [00:09<00:22, 5.32it/s]
205/499 4.32G 0.008418 0.008275 0.003044 49 640: 29%|##8 | 48/168 [00:09<00:22, 5.32it/s]
205/499 4.32G 0.008418 0.008275 0.003044 49 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s]
205/499 4.32G 0.008406 0.008286 0.003018 65 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s]
205/499 4.32G 0.008406 0.008286 0.003018 65 640: 30%|##9 | 50/168 [00:09<00:22, 5.30it/s]
205/499 4.32G 0.008405 0.008289 0.003075 83 640: 30%|##9 | 50/168 [00:09<00:22, 5.30it/s]
205/499 4.32G 0.008405 0.008289 0.003075 83 640: 30%|### | 51/168 [00:09<00:21, 5.38it/s]
205/499 4.32G 0.008429 0.008311 0.003118 71 640: 30%|### | 51/168 [00:09<00:21, 5.38it/s]
205/499 4.32G 0.008429 0.008311 0.003118 71 640: 31%|### | 52/168 [00:09<00:22, 5.20it/s]
205/499 4.32G 0.008443 0.008287 0.003162 68 640: 31%|### | 52/168 [00:10<00:22, 5.20it/s]
205/499 4.32G 0.008443 0.008287 0.003162 68 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s]
205/499 4.32G 0.008445 0.008244 0.003131 56 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s]
205/499 4.32G 0.008445 0.008244 0.003131 56 640: 32%|###2 | 54/168 [00:10<00:21, 5.37it/s]
205/499 4.32G 0.008433 0.008267 0.003108 80 640: 32%|###2 | 54/168 [00:10<00:21, 5.37it/s]
205/499 4.32G 0.008433 0.008267 0.003108 80 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
205/499 4.32G 0.008435 0.008262 0.003116 67 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
205/499 4.32G 0.008435 0.008262 0.003116 67 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s]
205/499 4.32G 0.008413 0.008246 0.003117 72 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s]
205/499 4.32G 0.008413 0.008246 0.003117 72 640: 34%|###3 | 57/168 [00:10<00:20, 5.33it/s]
205/499 4.32G 0.008429 0.008226 0.003107 70 640: 34%|###3 | 57/168 [00:11<00:20, 5.33it/s]
205/499 4.32G 0.008429 0.008226 0.003107 70 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s]
205/499 4.32G 0.008464 0.008228 0.003104 69 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s]
205/499 4.32G 0.008464 0.008228 0.003104 69 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s]
205/499 4.32G 0.008452 0.008211 0.003101 67 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s]
205/499 4.32G 0.008452 0.008211 0.003101 67 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s]
205/499 4.32G 0.008468 0.008201 0.003141 56 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s]
205/499 4.32G 0.008468 0.008201 0.003141 56 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
205/499 4.32G 0.008476 0.008201 0.003137 75 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
205/499 4.32G 0.008476 0.008201 0.003137 75 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s]
205/499 4.32G 0.008469 0.008208 0.003125 83 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s]
205/499 4.32G 0.008469 0.008208 0.003125 83 640: 38%|###7 | 63/168 [00:11<00:19, 5.32it/s]
205/499 4.32G 0.008452 0.00822 0.003136 78 640: 38%|###7 | 63/168 [00:12<00:19, 5.32it/s]
205/499 4.32G 0.008452 0.00822 0.003136 78 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s]
205/499 4.32G 0.00845 0.00821 0.003156 71 640: 38%|###8 | 64/168 [00:12<00:20, 5.18it/s]
205/499 4.32G 0.00845 0.00821 0.003156 71 640: 39%|###8 | 65/168 [00:12<00:19, 5.25it/s]
205/499 4.32G 0.008427 0.008215 0.003181 78 640: 39%|###8 | 65/168 [00:12<00:19, 5.25it/s]
205/499 4.32G 0.008427 0.008215 0.003181 78 640: 39%|###9 | 66/168 [00:12<00:19, 5.28it/s]
205/499 4.32G 0.008425 0.008205 0.003154 64 640: 39%|###9 | 66/168 [00:12<00:19, 5.28it/s]
205/499 4.32G 0.008425 0.008205 0.003154 64 640: 40%|###9 | 67/168 [00:12<00:19, 5.14it/s]
205/499 4.32G 0.008407 0.008181 0.00317 63 640: 40%|###9 | 67/168 [00:12<00:19, 5.14it/s]
205/499 4.32G 0.008407 0.008181 0.00317 63 640: 40%|#### | 68/168 [00:12<00:19, 5.23it/s]
205/499 4.32G 0.008393 0.008205 0.003151 80 640: 40%|#### | 68/168 [00:13<00:19, 5.23it/s]
205/499 4.32G 0.008393 0.008205 0.003151 80 640: 41%|####1 | 69/168 [00:13<00:18, 5.22it/s]
205/499 4.32G 0.008402 0.0082 0.003182 74 640: 41%|####1 | 69/168 [00:13<00:18, 5.22it/s]
205/499 4.32G 0.008402 0.0082 0.003182 74 640: 42%|####1 | 70/168 [00:13<00:19, 5.10it/s]
205/499 4.32G 0.008405 0.008204 0.003181 63 640: 42%|####1 | 70/168 [00:13<00:19, 5.10it/s]
205/499 4.32G 0.008405 0.008204 0.003181 63 640: 42%|####2 | 71/168 [00:13<00:18, 5.19it/s]
205/499 4.32G 0.008399 0.008216 0.00318 74 640: 42%|####2 | 71/168 [00:13<00:18, 5.19it/s]
205/499 4.32G 0.008399 0.008216 0.00318 74 640: 43%|####2 | 72/168 [00:13<00:18, 5.29it/s]
205/499 4.32G 0.008384 0.008206 0.003175 77 640: 43%|####2 | 72/168 [00:13<00:18, 5.29it/s]
205/499 4.32G 0.008384 0.008206 0.003175 77 640: 43%|####3 | 73/168 [00:13<00:18, 5.02it/s]
205/499 4.32G 0.008384 0.008196 0.003154 61 640: 43%|####3 | 73/168 [00:14<00:18, 5.02it/s]
205/499 4.32G 0.008384 0.008196 0.003154 61 640: 44%|####4 | 74/168 [00:14<00:18, 5.17it/s]
205/499 4.32G 0.008392 0.008183 0.003138 61 640: 44%|####4 | 74/168 [00:14<00:18, 5.17it/s]
205/499 4.32G 0.008392 0.008183 0.003138 61 640: 45%|####4 | 75/168 [00:14<00:17, 5.26it/s]
205/499 4.32G 0.008416 0.00819 0.003144 75 640: 45%|####4 | 75/168 [00:14<00:17, 5.26it/s]
205/499 4.32G 0.008416 0.00819 0.003144 75 640: 45%|####5 | 76/168 [00:14<00:17, 5.11it/s]
205/499 4.32G 0.008425 0.008178 0.003141 55 640: 45%|####5 | 76/168 [00:14<00:17, 5.11it/s]
205/499 4.32G 0.008425 0.008178 0.003141 55 640: 46%|####5 | 77/168 [00:14<00:17, 5.22it/s]
205/499 4.32G 0.008403 0.008133 0.003137 53 640: 46%|####5 | 77/168 [00:14<00:17, 5.22it/s]
205/499 4.32G 0.008403 0.008133 0.003137 53 640: 46%|####6 | 78/168 [00:14<00:17, 5.28it/s]
205/499 4.32G 0.008397 0.008127 0.003131 73 640: 46%|####6 | 78/168 [00:15<00:17, 5.28it/s]
205/499 4.32G 0.008397 0.008127 0.003131 73 640: 47%|####7 | 79/168 [00:15<00:17, 5.15it/s]
205/499 4.32G 0.008393 0.008122 0.00312 59 640: 47%|####7 | 79/168 [00:15<00:17, 5.15it/s]
205/499 4.32G 0.008393 0.008122 0.00312 59 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s]
205/499 4.32G 0.008387 0.008103 0.003117 64 640: 48%|####7 | 80/168 [00:15<00:16, 5.23it/s]
205/499 4.32G 0.008387 0.008103 0.003117 64 640: 48%|####8 | 81/168 [00:15<00:16, 5.31it/s]
205/499 4.32G 0.008381 0.00811 0.003123 71 640: 48%|####8 | 81/168 [00:15<00:16, 5.31it/s]
205/499 4.32G 0.008381 0.00811 0.003123 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s]
205/499 4.32G 0.008379 0.008101 0.003126 74 640: 49%|####8 | 82/168 [00:15<00:16, 5.18it/s]
205/499 4.32G 0.008379 0.008101 0.003126 74 640: 49%|####9 | 83/168 [00:15<00:16, 5.26it/s]
205/499 4.32G 0.008377 0.008118 0.003103 86 640: 49%|####9 | 83/168 [00:16<00:16, 5.26it/s]
205/499 4.32G 0.008377 0.008118 0.003103 86 640: 50%|##### | 84/168 [00:16<00:15, 5.36it/s]
205/499 4.32G 0.008366 0.008106 0.003086 67 640: 50%|##### | 84/168 [00:16<00:15, 5.36it/s]
205/499 4.32G 0.008366 0.008106 0.003086 67 640: 51%|##### | 85/168 [00:16<00:16, 5.19it/s]
205/499 4.32G 0.008377 0.008103 0.003101 57 640: 51%|##### | 85/168 [00:16<00:16, 5.19it/s]
205/499 4.32G 0.008377 0.008103 0.003101 57 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s]
205/499 4.32G 0.008368 0.008088 0.003081 65 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s]
205/499 4.32G 0.008368 0.008088 0.003081 65 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s]
205/499 4.32G 0.008376 0.008093 0.003083 59 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s]
205/499 4.32G 0.008376 0.008093 0.003083 59 640: 52%|#####2 | 88/168 [00:16<00:15, 5.12it/s]
205/499 4.32G 0.00838 0.008118 0.003087 76 640: 52%|#####2 | 88/168 [00:16<00:15, 5.12it/s]
205/499 4.32G 0.00838 0.008118 0.003087 76 640: 53%|#####2 | 89/168 [00:16<00:15, 5.23it/s]
205/499 4.32G 0.008393 0.008105 0.003102 60 640: 53%|#####2 | 89/168 [00:17<00:15, 5.23it/s]
205/499 4.32G 0.008393 0.008105 0.003102 60 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s]
205/499 4.32G 0.008399 0.008117 0.0031 73 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s]
205/499 4.32G 0.008399 0.008117 0.0031 73 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
205/499 4.32G 0.008408 0.008116 0.003086 68 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
205/499 4.32G 0.008408 0.008116 0.003086 68 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s]
205/499 4.32G 0.008412 0.008126 0.003079 74 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s]
205/499 4.32G 0.008412 0.008126 0.003079 74 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s]
205/499 4.32G 0.00843 0.008124 0.003078 70 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s]
205/499 4.32G 0.00843 0.008124 0.003078 70 640: 56%|#####5 | 94/168 [00:17<00:14, 5.13it/s]
205/499 4.32G 0.00843 0.008125 0.003055 74 640: 56%|#####5 | 94/168 [00:18<00:14, 5.13it/s]
205/499 4.32G 0.00843 0.008125 0.003055 74 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s]
205/499 4.32G 0.008434 0.008131 0.003061 75 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s]
205/499 4.32G 0.008434 0.008131 0.003061 75 640: 57%|#####7 | 96/168 [00:18<00:13, 5.29it/s]
205/499 4.32G 0.00847 0.008126 0.003063 57 640: 57%|#####7 | 96/168 [00:18<00:13, 5.29it/s]
205/499 4.32G 0.00847 0.008126 0.003063 57 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s]
205/499 4.32G 0.008469 0.008135 0.003056 77 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s]
205/499 4.32G 0.008469 0.008135 0.003056 77 640: 58%|#####8 | 98/168 [00:18<00:13, 5.14it/s]
205/499 4.32G 0.008471 0.008132 0.003062 65 640: 58%|#####8 | 98/168 [00:18<00:13, 5.14it/s]
205/499 4.32G 0.008471 0.008132 0.003062 65 640: 59%|#####8 | 99/168 [00:18<00:13, 5.24it/s]
205/499 4.32G 0.008474 0.00813 0.003059 55 640: 59%|#####8 | 99/168 [00:19<00:13, 5.24it/s]
205/499 4.32G 0.008474 0.00813 0.003059 55 640: 60%|#####9 | 100/168 [00:19<00:13, 5.14it/s]
205/499 4.32G 0.00847 0.008112 0.003079 65 640: 60%|#####9 | 100/168 [00:19<00:13, 5.14it/s]
205/499 4.32G 0.00847 0.008112 0.003079 65 640: 60%|###### | 101/168 [00:19<00:12, 5.23it/s]
205/499 4.32G 0.008475 0.008103 0.003085 55 640: 60%|###### | 101/168 [00:19<00:12, 5.23it/s]
205/499 4.32G 0.008475 0.008103 0.003085 55 640: 61%|###### | 102/168 [00:19<00:12, 5.28it/s]
205/499 4.32G 0.008461 0.008091 0.003105 74 640: 61%|###### | 102/168 [00:19<00:12, 5.28it/s]
205/499 4.32G 0.008461 0.008091 0.003105 74 640: 61%|######1 | 103/168 [00:19<00:12, 5.14it/s]
205/499 4.32G 0.008463 0.008092 0.003109 61 640: 61%|######1 | 103/168 [00:19<00:12, 5.14it/s]
205/499 4.32G 0.008463 0.008092 0.003109 61 640: 62%|######1 | 104/168 [00:19<00:12, 5.20it/s]
205/499 4.32G 0.008467 0.008083 0.003088 64 640: 62%|######1 | 104/168 [00:20<00:12, 5.20it/s]
205/499 4.32G 0.008467 0.008083 0.003088 64 640: 62%|######2 | 105/168 [00:20<00:11, 5.26it/s]
205/499 4.32G 0.008468 0.008088 0.00309 72 640: 62%|######2 | 105/168 [00:20<00:11, 5.26it/s]
205/499 4.32G 0.008468 0.008088 0.00309 72 640: 63%|######3 | 106/168 [00:20<00:12, 5.13it/s]
205/499 4.32G 0.008463 0.00809 0.003078 61 640: 63%|######3 | 106/168 [00:20<00:12, 5.13it/s]
205/499 4.32G 0.008463 0.00809 0.003078 61 640: 64%|######3 | 107/168 [00:20<00:11, 5.22it/s]
205/499 4.32G 0.008463 0.008082 0.003102 68 640: 64%|######3 | 107/168 [00:20<00:11, 5.22it/s]
205/499 4.32G 0.008463 0.008082 0.003102 68 640: 64%|######4 | 108/168 [00:20<00:11, 5.30it/s]
205/499 4.32G 0.008467 0.008084 0.003114 68 640: 64%|######4 | 108/168 [00:20<00:11, 5.30it/s]
205/499 4.32G 0.008467 0.008084 0.003114 68 640: 65%|######4 | 109/168 [00:20<00:11, 5.18it/s]
205/499 4.32G 0.00847 0.008085 0.003097 61 640: 65%|######4 | 109/168 [00:21<00:11, 5.18it/s]
205/499 4.32G 0.00847 0.008085 0.003097 61 640: 65%|######5 | 110/168 [00:21<00:11, 5.26it/s]
205/499 4.32G 0.008481 0.008073 0.003083 57 640: 65%|######5 | 110/168 [00:21<00:11, 5.26it/s]
205/499 4.32G 0.008481 0.008073 0.003083 57 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s]
205/499 4.32G 0.008482 0.008083 0.003079 89 640: 66%|######6 | 111/168 [00:21<00:10, 5.35it/s]
205/499 4.32G 0.008482 0.008083 0.003079 89 640: 67%|######6 | 112/168 [00:21<00:10, 5.19it/s]
205/499 4.32G 0.008481 0.00807 0.003066 56 640: 67%|######6 | 112/168 [00:21<00:10, 5.19it/s]
205/499 4.32G 0.008481 0.00807 0.003066 56 640: 67%|######7 | 113/168 [00:21<00:10, 5.26it/s]
205/499 4.32G 0.008476 0.008077 0.003066 72 640: 67%|######7 | 113/168 [00:21<00:10, 5.26it/s]
205/499 4.32G 0.008476 0.008077 0.003066 72 640: 68%|######7 | 114/168 [00:21<00:10, 5.31it/s]
205/499 4.32G 0.008463 0.008077 0.003041 70 640: 68%|######7 | 114/168 [00:21<00:10, 5.31it/s]
205/499 4.32G 0.008463 0.008077 0.003041 70 640: 68%|######8 | 115/168 [00:21<00:10, 5.15it/s]
205/499 4.32G 0.008446 0.008078 0.003066 79 640: 68%|######8 | 115/168 [00:22<00:10, 5.15it/s]
205/499 4.32G 0.008446 0.008078 0.003066 79 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s]
205/499 4.32G 0.008435 0.008052 0.003074 54 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s]
205/499 4.32G 0.008435 0.008052 0.003074 54 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s]
205/499 4.32G 0.008432 0.008049 0.003069 66 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s]
205/499 4.32G 0.008432 0.008049 0.003069 66 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s]
205/499 4.32G 0.00842 0.008034 0.003062 70 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s]
205/499 4.32G 0.00842 0.008034 0.003062 70 640: 71%|####### | 119/168 [00:22<00:09, 5.22it/s]
205/499 4.32G 0.008436 0.008035 0.003055 72 640: 71%|####### | 119/168 [00:22<00:09, 5.22it/s]
205/499 4.32G 0.008436 0.008035 0.003055 72 640: 71%|#######1 | 120/168 [00:22<00:09, 5.31it/s]
205/499 4.32G 0.008432 0.008017 0.003069 57 640: 71%|#######1 | 120/168 [00:23<00:09, 5.31it/s]
205/499 4.32G 0.008432 0.008017 0.003069 57 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
205/499 4.32G 0.008442 0.008027 0.003084 71 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
205/499 4.32G 0.008442 0.008027 0.003084 71 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s]
205/499 4.32G 0.00844 0.008028 0.003071 51 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s]
205/499 4.32G 0.00844 0.008028 0.003071 51 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s]
205/499 4.32G 0.008433 0.008017 0.003066 62 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s]
205/499 4.32G 0.008433 0.008017 0.003066 62 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
205/499 4.32G 0.008435 0.00803 0.003056 67 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
205/499 4.32G 0.008435 0.00803 0.003056 67 640: 74%|#######4 | 125/168 [00:23<00:08, 5.27it/s]
205/499 4.32G 0.008443 0.00803 0.003061 65 640: 74%|#######4 | 125/168 [00:24<00:08, 5.27it/s]
205/499 4.32G 0.008443 0.00803 0.003061 65 640: 75%|#######5 | 126/168 [00:24<00:07, 5.29it/s]
205/499 4.32G 0.008436 0.008018 0.003053 67 640: 75%|#######5 | 126/168 [00:24<00:07, 5.29it/s]
205/499 4.32G 0.008436 0.008018 0.003053 67 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s]
205/499 4.32G 0.008438 0.008011 0.003094 66 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s]
205/499 4.32G 0.008438 0.008011 0.003094 66 640: 76%|#######6 | 128/168 [00:24<00:07, 5.23it/s]
205/499 4.32G 0.008435 0.008004 0.003081 61 640: 76%|#######6 | 128/168 [00:24<00:07, 5.23it/s]
205/499 4.32G 0.008435 0.008004 0.003081 61 640: 77%|#######6 | 129/168 [00:24<00:07, 5.28it/s]
205/499 4.32G 0.008439 0.008013 0.003092 74 640: 77%|#######6 | 129/168 [00:24<00:07, 5.28it/s]
205/499 4.32G 0.008439 0.008013 0.003092 74 640: 77%|#######7 | 130/168 [00:24<00:07, 5.09it/s]
205/499 4.32G 0.008437 0.008005 0.0031 63 640: 77%|#######7 | 130/168 [00:25<00:07, 5.09it/s]
205/499 4.32G 0.008437 0.008005 0.0031 63 640: 78%|#######7 | 131/168 [00:25<00:07, 5.17it/s]
205/499 4.32G 0.008453 0.007998 0.003108 59 640: 78%|#######7 | 131/168 [00:25<00:07, 5.17it/s]
205/499 4.32G 0.008453 0.007998 0.003108 59 640: 79%|#######8 | 132/168 [00:25<00:06, 5.20it/s]
205/499 4.32G 0.008455 0.007989 0.003108 57 640: 79%|#######8 | 132/168 [00:25<00:06, 5.20it/s]
205/499 4.32G 0.008455 0.007989 0.003108 57 640: 79%|#######9 | 133/168 [00:25<00:06, 5.12it/s]
205/499 4.32G 0.008461 0.007989 0.00309 63 640: 79%|#######9 | 133/168 [00:25<00:06, 5.12it/s]
205/499 4.32G 0.008461 0.007989 0.00309 63 640: 80%|#######9 | 134/168 [00:25<00:06, 5.22it/s]
205/499 4.32G 0.008454 0.007992 0.003107 75 640: 80%|#######9 | 134/168 [00:25<00:06, 5.22it/s]
205/499 4.32G 0.008454 0.007992 0.003107 75 640: 80%|######## | 135/168 [00:25<00:06, 5.29it/s]
205/499 4.32G 0.008458 0.008002 0.003108 76 640: 80%|######## | 135/168 [00:25<00:06, 5.29it/s]
205/499 4.32G 0.008458 0.008002 0.003108 76 640: 81%|######## | 136/168 [00:25<00:06, 5.17it/s]
205/499 4.32G 0.008463 0.008006 0.003121 79 640: 81%|######## | 136/168 [00:26<00:06, 5.17it/s]
205/499 4.32G 0.008463 0.008006 0.003121 79 640: 82%|########1 | 137/168 [00:26<00:05, 5.24it/s]
205/499 4.32G 0.008463 0.008013 0.00314 64 640: 82%|########1 | 137/168 [00:26<00:05, 5.24it/s]
205/499 4.32G 0.008463 0.008013 0.00314 64 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s]
205/499 4.32G 0.008458 0.008004 0.00314 70 640: 82%|########2 | 138/168 [00:26<00:05, 5.29it/s]
205/499 4.32G 0.008458 0.008004 0.00314 70 640: 83%|########2 | 139/168 [00:26<00:05, 5.15it/s]
205/499 4.32G 0.008451 0.008005 0.003146 82 640: 83%|########2 | 139/168 [00:26<00:05, 5.15it/s]
205/499 4.32G 0.008451 0.008005 0.003146 82 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
205/499 4.32G 0.008446 0.008011 0.003138 59 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
205/499 4.32G 0.008446 0.008011 0.003138 59 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s]
205/499 4.32G 0.008442 0.008011 0.003129 70 640: 84%|########3 | 141/168 [00:27<00:05, 5.33it/s]
205/499 4.32G 0.008442 0.008011 0.003129 70 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s]
205/499 4.32G 0.008441 0.008017 0.00312 65 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s]
205/499 4.32G 0.008441 0.008017 0.00312 65 640: 85%|########5 | 143/168 [00:27<00:04, 5.24it/s]
205/499 4.32G 0.008445 0.008029 0.003113 72 640: 85%|########5 | 143/168 [00:27<00:04, 5.24it/s]
205/499 4.32G 0.008445 0.008029 0.003113 72 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s]
205/499 4.32G 0.008443 0.008016 0.003108 61 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s]
205/499 4.32G 0.008443 0.008016 0.003108 61 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s]
205/499 4.32G 0.008452 0.008023 0.003092 69 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s]
205/499 4.32G 0.008452 0.008023 0.003092 69 640: 87%|########6 | 146/168 [00:27<00:04, 5.26it/s]
205/499 4.32G 0.00846 0.00803 0.003095 61 640: 87%|########6 | 146/168 [00:28<00:04, 5.26it/s]
205/499 4.32G 0.00846 0.00803 0.003095 61 640: 88%|########7 | 147/168 [00:28<00:03, 5.34it/s]
205/499 4.32G 0.008457 0.008039 0.003109 89 640: 88%|########7 | 147/168 [00:28<00:03, 5.34it/s]
205/499 4.32G 0.008457 0.008039 0.003109 89 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s]
205/499 4.32G 0.008457 0.008044 0.003099 63 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s]
205/499 4.32G 0.008457 0.008044 0.003099 63 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s]
205/499 4.32G 0.008459 0.008045 0.0031 65 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s]
205/499 4.32G 0.008459 0.008045 0.0031 65 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s]
205/499 4.32G 0.008468 0.008046 0.003099 62 640: 89%|########9 | 150/168 [00:28<00:03, 5.32it/s]
205/499 4.32G 0.008468 0.008046 0.003099 62 640: 90%|########9 | 151/168 [00:28<00:03, 5.18it/s]
205/499 4.32G 0.008473 0.008042 0.003116 53 640: 90%|########9 | 151/168 [00:29<00:03, 5.18it/s]
205/499 4.32G 0.008473 0.008042 0.003116 53 640: 90%|######### | 152/168 [00:29<00:03, 5.23it/s]
205/499 4.32G 0.008478 0.00803 0.003127 52 640: 90%|######### | 152/168 [00:29<00:03, 5.23it/s]
205/499 4.32G 0.008478 0.00803 0.003127 52 640: 91%|#########1| 153/168 [00:29<00:02, 5.30it/s]
205/499 4.32G 0.008488 0.008023 0.003132 61 640: 91%|#########1| 153/168 [00:29<00:02, 5.30it/s]
205/499 4.32G 0.008488 0.008023 0.003132 61 640: 92%|#########1| 154/168 [00:29<00:02, 5.15it/s]
205/499 4.32G 0.008484 0.008016 0.003123 52 640: 92%|#########1| 154/168 [00:29<00:02, 5.15it/s]
205/499 4.32G 0.008484 0.008016 0.003123 52 640: 92%|#########2| 155/168 [00:29<00:02, 5.24it/s]
205/499 4.32G 0.008481 0.008013 0.003114 58 640: 92%|#########2| 155/168 [00:29<00:02, 5.24it/s]
205/499 4.32G 0.008481 0.008013 0.003114 58 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s]
205/499 4.32G 0.008482 0.008018 0.003103 76 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s]
205/499 4.32G 0.008482 0.008018 0.003103 76 640: 93%|#########3| 157/168 [00:29<00:02, 5.17it/s]
205/499 4.32G 0.008488 0.008016 0.003103 60 640: 93%|#########3| 157/168 [00:30<00:02, 5.17it/s]
205/499 4.32G 0.008488 0.008016 0.003103 60 640: 94%|#########4| 158/168 [00:30<00:01, 5.27it/s]
205/499 4.32G 0.008482 0.008011 0.003122 63 640: 94%|#########4| 158/168 [00:30<00:01, 5.27it/s]
205/499 4.32G 0.008482 0.008011 0.003122 63 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s]
205/499 4.32G 0.008482 0.008014 0.003123 72 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s]
205/499 4.32G 0.008482 0.008014 0.003123 72 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s]
205/499 4.32G 0.008473 0.008005 0.003119 67 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s]
205/499 4.32G 0.008473 0.008005 0.003119 67 640: 96%|#########5| 161/168 [00:30<00:01, 5.27it/s]
205/499 4.32G 0.008475 0.008009 0.003122 73 640: 96%|#########5| 161/168 [00:30<00:01, 5.27it/s]
205/499 4.32G 0.008475 0.008009 0.003122 73 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s]
205/499 4.32G 0.008475 0.008007 0.00312 66 640: 96%|#########6| 162/168 [00:31<00:01, 5.34it/s]
205/499 4.32G 0.008475 0.008007 0.00312 66 640: 97%|#########7| 163/168 [00:31<00:00, 5.16it/s]
205/499 4.32G 0.008498 0.008013 0.003136 59 640: 97%|#########7| 163/168 [00:31<00:00, 5.16it/s]
205/499 4.32G 0.008498 0.008013 0.003136 59 640: 98%|#########7| 164/168 [00:31<00:00, 5.26it/s]
205/499 4.32G 0.008493 0.008012 0.003134 62 640: 98%|#########7| 164/168 [00:31<00:00, 5.26it/s]
205/499 4.32G 0.008493 0.008012 0.003134 62 640: 98%|#########8| 165/168 [00:31<00:00, 5.29it/s]
205/499 4.32G 0.008483 0.008011 0.003137 65 640: 98%|#########8| 165/168 [00:31<00:00, 5.29it/s]
205/499 4.32G 0.008483 0.008011 0.003137 65 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s]
205/499 4.32G 0.008485 0.008019 0.003141 79 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s]
205/499 4.32G 0.008485 0.008019 0.003141 79 640: 99%|#########9| 167/168 [00:31<00:00, 5.24it/s]
205/499 4.32G 0.008489 0.008029 0.00314 31 640: 99%|#########9| 167/168 [00:32<00:00, 5.24it/s]
205/499 4.32G 0.008489 0.008029 0.00314 31 640: 100%|##########| 168/168 [00:32<00:00, 5.40it/s]
205/499 4.32G 0.008489 0.008029 0.00314 31 640: 100%|##########| 168/168 [00:32<00:00, 5.24it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s]
all 132 263 0.848 0.849 0.875 0.766
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
206/499 4.32G 0.008628 0.009693 0.002657 62 640: 0%| | 0/168 [00:00<?, ?it/s]
206/499 4.32G 0.008628 0.009693 0.002657 62 640: 1%| | 1/168 [00:00<00:34, 4.85it/s]
206/499 4.32G 0.008063 0.008049 0.002408 68 640: 1%| | 1/168 [00:00<00:34, 4.85it/s]
206/499 4.32G 0.008063 0.008049 0.002408 68 640: 1%|1 | 2/168 [00:00<00:32, 5.14it/s]
206/499 4.32G 0.008225 0.007773 0.003008 63 640: 1%|1 | 2/168 [00:00<00:32, 5.14it/s]
206/499 4.32G 0.008225 0.007773 0.003008 63 640: 2%|1 | 3/168 [00:00<00:31, 5.30it/s]
206/499 4.32G 0.008142 0.007778 0.003389 61 640: 2%|1 | 3/168 [00:00<00:31, 5.30it/s]
206/499 4.32G 0.008142 0.007778 0.003389 61 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s]
206/499 4.32G 0.008121 0.007733 0.003029 61 640: 2%|2 | 4/168 [00:00<00:32, 5.12it/s]
206/499 4.32G 0.008121 0.007733 0.003029 61 640: 3%|2 | 5/168 [00:00<00:31, 5.24it/s]
206/499 4.32G 0.008004 0.00763 0.003313 73 640: 3%|2 | 5/168 [00:01<00:31, 5.24it/s]
206/499 4.32G 0.008004 0.00763 0.003313 73 640: 4%|3 | 6/168 [00:01<00:30, 5.28it/s]
206/499 4.32G 0.007956 0.007646 0.00326 63 640: 4%|3 | 6/168 [00:01<00:30, 5.28it/s]
206/499 4.32G 0.007956 0.007646 0.00326 63 640: 4%|4 | 7/168 [00:01<00:31, 5.11it/s]
206/499 4.32G 0.007895 0.007551 0.003131 61 640: 4%|4 | 7/168 [00:01<00:31, 5.11it/s]
206/499 4.32G 0.007895 0.007551 0.003131 61 640: 5%|4 | 8/168 [00:01<00:30, 5.23it/s]
206/499 4.32G 0.008017 0.007474 0.002901 67 640: 5%|4 | 8/168 [00:01<00:30, 5.23it/s]
206/499 4.32G 0.008017 0.007474 0.002901 67 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s]
206/499 4.32G 0.007998 0.007565 0.003019 80 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s]
206/499 4.32G 0.007998 0.007565 0.003019 80 640: 6%|5 | 10/168 [00:01<00:30, 5.16it/s]
206/499 4.32G 0.00799 0.007577 0.003061 60 640: 6%|5 | 10/168 [00:02<00:30, 5.16it/s]
206/499 4.32G 0.00799 0.007577 0.003061 60 640: 7%|6 | 11/168 [00:02<00:29, 5.23it/s]
206/499 4.32G 0.008078 0.007825 0.003161 96 640: 7%|6 | 11/168 [00:02<00:29, 5.23it/s]
206/499 4.32G 0.008078 0.007825 0.003161 96 640: 7%|7 | 12/168 [00:02<00:29, 5.23it/s]
206/499 4.32G 0.008096 0.007857 0.002942 58 640: 7%|7 | 12/168 [00:02<00:29, 5.23it/s]
206/499 4.32G 0.008096 0.007857 0.002942 58 640: 8%|7 | 13/168 [00:02<00:30, 5.12it/s]
206/499 4.32G 0.008058 0.007791 0.002916 67 640: 8%|7 | 13/168 [00:02<00:30, 5.12it/s]
206/499 4.32G 0.008058 0.007791 0.002916 67 640: 8%|8 | 14/168 [00:02<00:29, 5.22it/s]
206/499 4.32G 0.008015 0.007783 0.002909 70 640: 8%|8 | 14/168 [00:02<00:29, 5.22it/s]
206/499 4.32G 0.008015 0.007783 0.002909 70 640: 9%|8 | 15/168 [00:02<00:28, 5.28it/s]
206/499 4.32G 0.007988 0.007728 0.002933 69 640: 9%|8 | 15/168 [00:03<00:28, 5.28it/s]
206/499 4.32G 0.007988 0.007728 0.002933 69 640: 10%|9 | 16/168 [00:03<00:29, 5.15it/s]
206/499 4.32G 0.008084 0.00782 0.002997 73 640: 10%|9 | 16/168 [00:03<00:29, 5.15it/s]
206/499 4.32G 0.008084 0.00782 0.002997 73 640: 10%|# | 17/168 [00:03<00:28, 5.25it/s]
206/499 4.32G 0.008045 0.007755 0.002951 74 640: 10%|# | 17/168 [00:03<00:28, 5.25it/s]
206/499 4.32G 0.008045 0.007755 0.002951 74 640: 11%|# | 18/168 [00:03<00:28, 5.31it/s]
206/499 4.32G 0.008023 0.007775 0.002842 74 640: 11%|# | 18/168 [00:03<00:28, 5.31it/s]
206/499 4.32G 0.008023 0.007775 0.002842 74 640: 11%|#1 | 19/168 [00:03<00:29, 5.14it/s]
206/499 4.32G 0.007981 0.007751 0.002794 70 640: 11%|#1 | 19/168 [00:03<00:29, 5.14it/s]
206/499 4.32G 0.007981 0.007751 0.002794 70 640: 12%|#1 | 20/168 [00:03<00:28, 5.16it/s]
206/499 4.32G 0.007992 0.007786 0.002784 76 640: 12%|#1 | 20/168 [00:04<00:28, 5.16it/s]
206/499 4.32G 0.007992 0.007786 0.002784 76 640: 12%|#2 | 21/168 [00:04<00:28, 5.25it/s]
206/499 4.32G 0.008046 0.007867 0.002778 78 640: 12%|#2 | 21/168 [00:04<00:28, 5.25it/s]
206/499 4.32G 0.008046 0.007867 0.002778 78 640: 13%|#3 | 22/168 [00:04<00:28, 5.15it/s]
206/499 4.32G 0.00801 0.00783 0.002784 66 640: 13%|#3 | 22/168 [00:04<00:28, 5.15it/s]
206/499 4.32G 0.00801 0.00783 0.002784 66 640: 14%|#3 | 23/168 [00:04<00:27, 5.23it/s]
206/499 4.32G 0.007999 0.007917 0.00277 77 640: 14%|#3 | 23/168 [00:04<00:27, 5.23it/s]
206/499 4.32G 0.007999 0.007917 0.00277 77 640: 14%|#4 | 24/168 [00:04<00:27, 5.30it/s]
206/499 4.32G 0.008021 0.007897 0.002855 57 640: 14%|#4 | 24/168 [00:04<00:27, 5.30it/s]
206/499 4.32G 0.008021 0.007897 0.002855 57 640: 15%|#4 | 25/168 [00:04<00:27, 5.13it/s]
206/499 4.32G 0.00799 0.007945 0.002839 81 640: 15%|#4 | 25/168 [00:04<00:27, 5.13it/s]
206/499 4.32G 0.00799 0.007945 0.002839 81 640: 15%|#5 | 26/168 [00:04<00:27, 5.23it/s]
206/499 4.32G 0.008024 0.00797 0.002788 61 640: 15%|#5 | 26/168 [00:05<00:27, 5.23it/s]
206/499 4.32G 0.008024 0.00797 0.002788 61 640: 16%|#6 | 27/168 [00:05<00:26, 5.26it/s]
206/499 4.32G 0.008022 0.007915 0.002698 64 640: 16%|#6 | 27/168 [00:05<00:26, 5.26it/s]
206/499 4.32G 0.008022 0.007915 0.002698 64 640: 17%|#6 | 28/168 [00:05<00:27, 5.14it/s]
206/499 4.32G 0.008021 0.00795 0.002615 68 640: 17%|#6 | 28/168 [00:05<00:27, 5.14it/s]
206/499 4.32G 0.008021 0.00795 0.002615 68 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s]
206/499 4.32G 0.008095 0.008012 0.002607 67 640: 17%|#7 | 29/168 [00:05<00:26, 5.23it/s]
206/499 4.32G 0.008095 0.008012 0.002607 67 640: 18%|#7 | 30/168 [00:05<00:26, 5.28it/s]
206/499 4.32G 0.008067 0.007986 0.002654 73 640: 18%|#7 | 30/168 [00:05<00:26, 5.28it/s]
206/499 4.32G 0.008067 0.007986 0.002654 73 640: 18%|#8 | 31/168 [00:05<00:26, 5.14it/s]
206/499 4.32G 0.008101 0.007982 0.002617 60 640: 18%|#8 | 31/168 [00:06<00:26, 5.14it/s]
206/499 4.32G 0.008101 0.007982 0.002617 60 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s]
206/499 4.32G 0.008078 0.007927 0.00257 69 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s]
206/499 4.32G 0.008078 0.007927 0.00257 69 640: 20%|#9 | 33/168 [00:06<00:25, 5.26it/s]
206/499 4.32G 0.008092 0.007908 0.002626 59 640: 20%|#9 | 33/168 [00:06<00:25, 5.26it/s]
206/499 4.32G 0.008092 0.007908 0.002626 59 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s]
206/499 4.32G 0.008087 0.007934 0.002612 77 640: 20%|## | 34/168 [00:06<00:25, 5.17it/s]
206/499 4.32G 0.008087 0.007934 0.002612 77 640: 21%|## | 35/168 [00:06<00:25, 5.24it/s]
206/499 4.32G 0.008103 0.007942 0.00261 68 640: 21%|## | 35/168 [00:06<00:25, 5.24it/s]
206/499 4.32G 0.008103 0.007942 0.00261 68 640: 21%|##1 | 36/168 [00:06<00:24, 5.31it/s]
206/499 4.32G 0.008067 0.00796 0.0026 77 640: 21%|##1 | 36/168 [00:07<00:24, 5.31it/s]
206/499 4.32G 0.008067 0.00796 0.0026 77 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s]
206/499 4.32G 0.008063 0.007954 0.002605 77 640: 22%|##2 | 37/168 [00:07<00:25, 5.17it/s]
206/499 4.32G 0.008063 0.007954 0.002605 77 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s]
206/499 4.32G 0.008076 0.007926 0.002623 58 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s]
206/499 4.32G 0.008076 0.007926 0.002623 58 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s]
206/499 4.32G 0.008092 0.007896 0.002618 63 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s]
206/499 4.32G 0.008092 0.007896 0.002618 63 640: 24%|##3 | 40/168 [00:07<00:24, 5.15it/s]
206/499 4.32G 0.008084 0.007908 0.00269 79 640: 24%|##3 | 40/168 [00:07<00:24, 5.15it/s]
206/499 4.32G 0.008084 0.007908 0.00269 79 640: 24%|##4 | 41/168 [00:07<00:24, 5.22it/s]
206/499 4.32G 0.008119 0.007947 0.002714 74 640: 24%|##4 | 41/168 [00:08<00:24, 5.22it/s]
206/499 4.32G 0.008119 0.007947 0.002714 74 640: 25%|##5 | 42/168 [00:08<00:23, 5.29it/s]
206/499 4.32G 0.00813 0.007935 0.002817 65 640: 25%|##5 | 42/168 [00:08<00:23, 5.29it/s]
206/499 4.32G 0.00813 0.007935 0.002817 65 640: 26%|##5 | 43/168 [00:08<00:24, 5.13it/s]
206/499 4.32G 0.008107 0.007896 0.002796 58 640: 26%|##5 | 43/168 [00:08<00:24, 5.13it/s]
206/499 4.32G 0.008107 0.007896 0.002796 58 640: 26%|##6 | 44/168 [00:08<00:23, 5.21it/s]
206/499 4.32G 0.008095 0.007878 0.002768 65 640: 26%|##6 | 44/168 [00:08<00:23, 5.21it/s]
206/499 4.32G 0.008095 0.007878 0.002768 65 640: 27%|##6 | 45/168 [00:08<00:23, 5.26it/s]
206/499 4.32G 0.00808 0.007909 0.002816 75 640: 27%|##6 | 45/168 [00:08<00:23, 5.26it/s]
206/499 4.32G 0.00808 0.007909 0.002816 75 640: 27%|##7 | 46/168 [00:08<00:23, 5.14it/s]
206/499 4.32G 0.008098 0.007965 0.002814 90 640: 27%|##7 | 46/168 [00:09<00:23, 5.14it/s]
206/499 4.32G 0.008098 0.007965 0.002814 90 640: 28%|##7 | 47/168 [00:09<00:23, 5.24it/s]
206/499 4.32G 0.008098 0.007955 0.002824 80 640: 28%|##7 | 47/168 [00:09<00:23, 5.24it/s]
206/499 4.32G 0.008098 0.007955 0.002824 80 640: 29%|##8 | 48/168 [00:09<00:22, 5.32it/s]
206/499 4.32G 0.008125 0.007948 0.002821 63 640: 29%|##8 | 48/168 [00:09<00:22, 5.32it/s]
206/499 4.32G 0.008125 0.007948 0.002821 63 640: 29%|##9 | 49/168 [00:09<00:22, 5.18it/s]
206/499 4.32G 0.008111 0.007919 0.002793 50 640: 29%|##9 | 49/168 [00:09<00:22, 5.18it/s]
206/499 4.32G 0.008111 0.007919 0.002793 50 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s]
206/499 4.32G 0.008103 0.007904 0.002782 67 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s]
206/499 4.32G 0.008103 0.007904 0.002782 67 640: 30%|### | 51/168 [00:09<00:21, 5.32it/s]
206/499 4.32G 0.008071 0.007857 0.002793 66 640: 30%|### | 51/168 [00:09<00:21, 5.32it/s]
206/499 4.32G 0.008071 0.007857 0.002793 66 640: 31%|### | 52/168 [00:09<00:22, 5.18it/s]
206/499 4.32G 0.008104 0.007924 0.002792 78 640: 31%|### | 52/168 [00:10<00:22, 5.18it/s]
206/499 4.32G 0.008104 0.007924 0.002792 78 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s]
206/499 4.32G 0.008103 0.007888 0.002797 57 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s]
206/499 4.32G 0.008103 0.007888 0.002797 57 640: 32%|###2 | 54/168 [00:10<00:21, 5.36it/s]
206/499 4.32G 0.008093 0.007891 0.002763 70 640: 32%|###2 | 54/168 [00:10<00:21, 5.36it/s]
206/499 4.32G 0.008093 0.007891 0.002763 70 640: 33%|###2 | 55/168 [00:10<00:21, 5.24it/s]
206/499 4.32G 0.008089 0.007837 0.002795 47 640: 33%|###2 | 55/168 [00:10<00:21, 5.24it/s]
206/499 4.32G 0.008089 0.007837 0.002795 47 640: 33%|###3 | 56/168 [00:10<00:21, 5.33it/s]
206/499 4.32G 0.008101 0.007854 0.002822 72 640: 33%|###3 | 56/168 [00:10<00:21, 5.33it/s]
206/499 4.32G 0.008101 0.007854 0.002822 72 640: 34%|###3 | 57/168 [00:10<00:20, 5.37it/s]
206/499 4.32G 0.008094 0.007835 0.002836 70 640: 34%|###3 | 57/168 [00:11<00:20, 5.37it/s]
206/499 4.32G 0.008094 0.007835 0.002836 70 640: 35%|###4 | 58/168 [00:11<00:21, 5.20it/s]
206/499 4.32G 0.008066 0.007848 0.002841 82 640: 35%|###4 | 58/168 [00:11<00:21, 5.20it/s]
206/499 4.32G 0.008066 0.007848 0.002841 82 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s]
206/499 4.32G 0.008094 0.007873 0.00282 80 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s]
206/499 4.32G 0.008094 0.007873 0.00282 80 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
206/499 4.32G 0.008103 0.007863 0.0028 62 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
206/499 4.32G 0.008103 0.007863 0.0028 62 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s]
206/499 4.32G 0.008124 0.007894 0.002834 86 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s]
206/499 4.32G 0.008124 0.007894 0.002834 86 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s]
206/499 4.32G 0.008091 0.007878 0.002818 70 640: 37%|###6 | 62/168 [00:12<00:20, 5.27it/s]
206/499 4.32G 0.008091 0.007878 0.002818 70 640: 38%|###7 | 63/168 [00:12<00:19, 5.34it/s]
206/499 4.32G 0.008083 0.00787 0.002815 65 640: 38%|###7 | 63/168 [00:12<00:19, 5.34it/s]
206/499 4.32G 0.008083 0.00787 0.002815 65 640: 38%|###8 | 64/168 [00:12<00:21, 4.86it/s]
206/499 4.32G 0.00811 0.007861 0.002819 53 640: 38%|###8 | 64/168 [00:12<00:21, 4.86it/s]
206/499 4.32G 0.00811 0.007861 0.002819 53 640: 39%|###8 | 65/168 [00:12<00:20, 5.06it/s]
206/499 4.32G 0.008107 0.007864 0.002831 59 640: 39%|###8 | 65/168 [00:12<00:20, 5.06it/s]
206/499 4.32G 0.008107 0.007864 0.002831 59 640: 39%|###9 | 66/168 [00:12<00:19, 5.16it/s]
206/499 4.32G 0.008112 0.007874 0.002849 68 640: 39%|###9 | 66/168 [00:12<00:19, 5.16it/s]
206/499 4.32G 0.008112 0.007874 0.002849 68 640: 40%|###9 | 67/168 [00:12<00:19, 5.08it/s]
206/499 4.32G 0.008147 0.007851 0.002865 55 640: 40%|###9 | 67/168 [00:13<00:19, 5.08it/s]
206/499 4.32G 0.008147 0.007851 0.002865 55 640: 40%|#### | 68/168 [00:13<00:19, 5.22it/s]
206/499 4.32G 0.008165 0.007854 0.002888 59 640: 40%|#### | 68/168 [00:13<00:19, 5.22it/s]
206/499 4.32G 0.008165 0.007854 0.002888 59 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s]
206/499 4.32G 0.008179 0.007839 0.002895 64 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s]
206/499 4.32G 0.008179 0.007839 0.002895 64 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s]
206/499 4.32G 0.008191 0.007853 0.002891 69 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s]
206/499 4.32G 0.008191 0.007853 0.002891 69 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s]
206/499 4.32G 0.008216 0.007853 0.002885 66 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s]
206/499 4.32G 0.008216 0.007853 0.002885 66 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s]
206/499 4.32G 0.00821 0.007849 0.002913 65 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s]
206/499 4.32G 0.00821 0.007849 0.002913 65 640: 43%|####3 | 73/168 [00:13<00:18, 5.19it/s]
206/499 4.32G 0.008196 0.007839 0.002911 68 640: 43%|####3 | 73/168 [00:14<00:18, 5.19it/s]
206/499 4.32G 0.008196 0.007839 0.002911 68 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s]
206/499 4.32G 0.008192 0.007851 0.002932 66 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s]
206/499 4.32G 0.008192 0.007851 0.002932 66 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s]
206/499 4.32G 0.008192 0.007855 0.00291 66 640: 45%|####4 | 75/168 [00:14<00:17, 5.34it/s]
206/499 4.32G 0.008192 0.007855 0.00291 66 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s]
206/499 4.32G 0.008198 0.007843 0.002898 69 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s]
206/499 4.32G 0.008198 0.007843 0.002898 69 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
206/499 4.32G 0.008209 0.007839 0.002872 51 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
206/499 4.32G 0.008209 0.007839 0.002872 51 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s]
206/499 4.32G 0.008197 0.007842 0.002871 64 640: 46%|####6 | 78/168 [00:15<00:16, 5.34it/s]
206/499 4.32G 0.008197 0.007842 0.002871 64 640: 47%|####7 | 79/168 [00:15<00:17, 5.18it/s]
206/499 4.32G 0.008193 0.007827 0.002891 56 640: 47%|####7 | 79/168 [00:15<00:17, 5.18it/s]
206/499 4.32G 0.008193 0.007827 0.002891 56 640: 48%|####7 | 80/168 [00:15<00:16, 5.28it/s]
206/499 4.32G 0.008191 0.007824 0.002896 76 640: 48%|####7 | 80/168 [00:15<00:16, 5.28it/s]
206/499 4.32G 0.008191 0.007824 0.002896 76 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s]
206/499 4.32G 0.008201 0.007825 0.002906 65 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s]
206/499 4.32G 0.008201 0.007825 0.002906 65 640: 49%|####8 | 82/168 [00:15<00:16, 5.19it/s]
206/499 4.32G 0.008194 0.007816 0.002922 71 640: 49%|####8 | 82/168 [00:15<00:16, 5.19it/s]
206/499 4.32G 0.008194 0.007816 0.002922 71 640: 49%|####9 | 83/168 [00:15<00:16, 5.28it/s]
206/499 4.32G 0.008186 0.007812 0.002934 70 640: 49%|####9 | 83/168 [00:16<00:16, 5.28it/s]
206/499 4.32G 0.008186 0.007812 0.002934 70 640: 50%|##### | 84/168 [00:16<00:15, 5.36it/s]
206/499 4.32G 0.008175 0.007828 0.002986 85 640: 50%|##### | 84/168 [00:16<00:15, 5.36it/s]
206/499 4.32G 0.008175 0.007828 0.002986 85 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s]
206/499 4.32G 0.008176 0.007828 0.002976 67 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s]
206/499 4.32G 0.008176 0.007828 0.002976 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s]
206/499 4.32G 0.008185 0.00782 0.002978 66 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s]
206/499 4.32G 0.008185 0.00782 0.002978 66 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s]
206/499 4.32G 0.008181 0.007803 0.002961 68 640: 52%|#####1 | 87/168 [00:16<00:15, 5.35it/s]
206/499 4.32G 0.008181 0.007803 0.002961 68 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
206/499 4.32G 0.008181 0.007804 0.002998 71 640: 52%|#####2 | 88/168 [00:17<00:15, 5.21it/s]
206/499 4.32G 0.008181 0.007804 0.002998 71 640: 53%|#####2 | 89/168 [00:17<00:14, 5.30it/s]
206/499 4.32G 0.008178 0.007829 0.003 84 640: 53%|#####2 | 89/168 [00:17<00:14, 5.30it/s]
206/499 4.32G 0.008178 0.007829 0.003 84 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s]
206/499 4.32G 0.008171 0.007838 0.002996 67 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s]
206/499 4.32G 0.008171 0.007838 0.002996 67 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
206/499 4.32G 0.00817 0.007856 0.003007 79 640: 54%|#####4 | 91/168 [00:17<00:14, 5.22it/s]
206/499 4.32G 0.00817 0.007856 0.003007 79 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s]
206/499 4.32G 0.008169 0.007865 0.002989 79 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s]
206/499 4.32G 0.008169 0.007865 0.002989 79 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s]
206/499 4.32G 0.00817 0.007879 0.002981 71 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s]
206/499 4.32G 0.00817 0.007879 0.002981 71 640: 56%|#####5 | 94/168 [00:17<00:14, 5.17it/s]
206/499 4.32G 0.008172 0.00787 0.002968 60 640: 56%|#####5 | 94/168 [00:18<00:14, 5.17it/s]
206/499 4.32G 0.008172 0.00787 0.002968 60 640: 57%|#####6 | 95/168 [00:18<00:13, 5.28it/s]
206/499 4.32G 0.008169 0.007874 0.002953 71 640: 57%|#####6 | 95/168 [00:18<00:13, 5.28it/s]
206/499 4.32G 0.008169 0.007874 0.002953 71 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
206/499 4.32G 0.008155 0.007869 0.002971 65 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
206/499 4.32G 0.008155 0.007869 0.002971 65 640: 58%|#####7 | 97/168 [00:18<00:13, 5.14it/s]
206/499 4.32G 0.008143 0.007858 0.002983 65 640: 58%|#####7 | 97/168 [00:18<00:13, 5.14it/s]
206/499 4.32G 0.008143 0.007858 0.002983 65 640: 58%|#####8 | 98/168 [00:18<00:13, 5.24it/s]
206/499 4.32G 0.00815 0.007854 0.00302 54 640: 58%|#####8 | 98/168 [00:18<00:13, 5.24it/s]
206/499 4.32G 0.00815 0.007854 0.00302 54 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s]
206/499 4.32G 0.008149 0.007872 0.003016 77 640: 59%|#####8 | 99/168 [00:19<00:12, 5.33it/s]
206/499 4.32G 0.008149 0.007872 0.003016 77 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s]
206/499 4.32G 0.008157 0.007873 0.003005 65 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s]
206/499 4.32G 0.008157 0.007873 0.003005 65 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s]
206/499 4.32G 0.008151 0.007863 0.002992 63 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s]
206/499 4.32G 0.008151 0.007863 0.002992 63 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s]
206/499 4.32G 0.008167 0.007867 0.002997 73 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s]
206/499 4.32G 0.008167 0.007867 0.002997 73 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s]
206/499 4.32G 0.008153 0.007862 0.003019 80 640: 61%|######1 | 103/168 [00:19<00:12, 5.18it/s]
206/499 4.32G 0.008153 0.007862 0.003019 80 640: 62%|######1 | 104/168 [00:19<00:12, 5.29it/s]
206/499 4.32G 0.008161 0.007873 0.003016 69 640: 62%|######1 | 104/168 [00:20<00:12, 5.29it/s]
206/499 4.32G 0.008161 0.007873 0.003016 69 640: 62%|######2 | 105/168 [00:20<00:11, 5.37it/s]
206/499 4.32G 0.008167 0.007858 0.002998 56 640: 62%|######2 | 105/168 [00:20<00:11, 5.37it/s]
206/499 4.32G 0.008167 0.007858 0.002998 56 640: 63%|######3 | 106/168 [00:20<00:11, 5.24it/s]
206/499 4.32G 0.008164 0.007877 0.002993 82 640: 63%|######3 | 106/168 [00:20<00:11, 5.24it/s]
206/499 4.32G 0.008164 0.007877 0.002993 82 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s]
206/499 4.32G 0.008171 0.00787 0.002983 61 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s]
206/499 4.32G 0.008171 0.00787 0.002983 61 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s]
206/499 4.32G 0.008175 0.00787 0.002957 70 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s]
206/499 4.32G 0.008175 0.00787 0.002957 70 640: 65%|######4 | 109/168 [00:20<00:11, 5.20it/s]
206/499 4.32G 0.008187 0.007876 0.002938 67 640: 65%|######4 | 109/168 [00:21<00:11, 5.20it/s]
206/499 4.32G 0.008187 0.007876 0.002938 67 640: 65%|######5 | 110/168 [00:21<00:11, 5.22it/s]
206/499 4.32G 0.008193 0.007877 0.002929 66 640: 65%|######5 | 110/168 [00:21<00:11, 5.22it/s]
206/499 4.32G 0.008193 0.007877 0.002929 66 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
206/499 4.32G 0.008202 0.007875 0.002904 68 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
206/499 4.32G 0.008202 0.007875 0.002904 68 640: 67%|######6 | 112/168 [00:21<00:10, 5.20it/s]
206/499 4.32G 0.008212 0.007881 0.00288 55 640: 67%|######6 | 112/168 [00:21<00:10, 5.20it/s]
206/499 4.32G 0.008212 0.007881 0.00288 55 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s]
206/499 4.32G 0.008223 0.007884 0.002865 59 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s]
206/499 4.32G 0.008223 0.007884 0.002865 59 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s]
206/499 4.32G 0.008219 0.007876 0.002874 62 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s]
206/499 4.32G 0.008219 0.007876 0.002874 62 640: 68%|######8 | 115/168 [00:21<00:10, 5.23it/s]
206/499 4.32G 0.008232 0.007887 0.002864 71 640: 68%|######8 | 115/168 [00:22<00:10, 5.23it/s]
206/499 4.32G 0.008232 0.007887 0.002864 71 640: 69%|######9 | 116/168 [00:22<00:09, 5.27it/s]
206/499 4.32G 0.008252 0.007919 0.002877 89 640: 69%|######9 | 116/168 [00:22<00:09, 5.27it/s]
206/499 4.32G 0.008252 0.007919 0.002877 89 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s]
206/499 4.32G 0.008264 0.00793 0.002865 70 640: 70%|######9 | 117/168 [00:22<00:09, 5.35it/s]
206/499 4.32G 0.008264 0.00793 0.002865 70 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s]
206/499 4.32G 0.008262 0.007941 0.002858 81 640: 70%|####### | 118/168 [00:22<00:09, 5.22it/s]
206/499 4.32G 0.008262 0.007941 0.002858 81 640: 71%|####### | 119/168 [00:22<00:09, 5.23it/s]
206/499 4.32G 0.008269 0.007939 0.002853 76 640: 71%|####### | 119/168 [00:22<00:09, 5.23it/s]
206/499 4.32G 0.008269 0.007939 0.002853 76 640: 71%|#######1 | 120/168 [00:22<00:09, 5.22it/s]
206/499 4.32G 0.008274 0.007936 0.002858 64 640: 71%|#######1 | 120/168 [00:23<00:09, 5.22it/s]
206/499 4.32G 0.008274 0.007936 0.002858 64 640: 72%|#######2 | 121/168 [00:23<00:09, 5.14it/s]
206/499 4.32G 0.008267 0.007938 0.002874 79 640: 72%|#######2 | 121/168 [00:23<00:09, 5.14it/s]
206/499 4.32G 0.008267 0.007938 0.002874 79 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s]
206/499 4.32G 0.00826 0.007945 0.00287 61 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s]
206/499 4.32G 0.00826 0.007945 0.00287 61 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s]
206/499 4.32G 0.008257 0.007941 0.002914 76 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s]
206/499 4.32G 0.008257 0.007941 0.002914 76 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
206/499 4.32G 0.008249 0.007948 0.002911 76 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
206/499 4.32G 0.008249 0.007948 0.002911 76 640: 74%|#######4 | 125/168 [00:23<00:08, 5.27it/s]
206/499 4.32G 0.00825 0.007944 0.002913 58 640: 74%|#######4 | 125/168 [00:24<00:08, 5.27it/s]
206/499 4.32G 0.00825 0.007944 0.002913 58 640: 75%|#######5 | 126/168 [00:24<00:07, 5.31it/s]
206/499 4.32G 0.008252 0.007936 0.002924 70 640: 75%|#######5 | 126/168 [00:24<00:07, 5.31it/s]
206/499 4.32G 0.008252 0.007936 0.002924 70 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
206/499 4.32G 0.008252 0.00793 0.00293 69 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
206/499 4.32G 0.008252 0.00793 0.00293 69 640: 76%|#######6 | 128/168 [00:24<00:07, 5.23it/s]
206/499 4.32G 0.008248 0.007927 0.002922 70 640: 76%|#######6 | 128/168 [00:24<00:07, 5.23it/s]
206/499 4.32G 0.008248 0.007927 0.002922 70 640: 77%|#######6 | 129/168 [00:24<00:07, 5.29it/s]
206/499 4.32G 0.008242 0.007932 0.002951 69 640: 77%|#######6 | 129/168 [00:24<00:07, 5.29it/s]
206/499 4.32G 0.008242 0.007932 0.002951 69 640: 77%|#######7 | 130/168 [00:24<00:07, 5.15it/s]
206/499 4.32G 0.008235 0.007927 0.002961 69 640: 77%|#######7 | 130/168 [00:24<00:07, 5.15it/s]
206/499 4.32G 0.008235 0.007927 0.002961 69 640: 78%|#######7 | 131/168 [00:24<00:07, 5.26it/s]
206/499 4.32G 0.00823 0.007919 0.002961 67 640: 78%|#######7 | 131/168 [00:25<00:07, 5.26it/s]
206/499 4.32G 0.00823 0.007919 0.002961 67 640: 79%|#######8 | 132/168 [00:25<00:06, 5.33it/s]
206/499 4.32G 0.008225 0.007909 0.00295 59 640: 79%|#######8 | 132/168 [00:25<00:06, 5.33it/s]
206/499 4.32G 0.008225 0.007909 0.00295 59 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s]
206/499 4.32G 0.008223 0.007903 0.002944 63 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s]
206/499 4.32G 0.008223 0.007903 0.002944 63 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s]
206/499 4.32G 0.00822 0.007907 0.002941 78 640: 80%|#######9 | 134/168 [00:25<00:06, 5.23it/s]
206/499 4.32G 0.00822 0.007907 0.002941 78 640: 80%|######## | 135/168 [00:25<00:06, 5.27it/s]
206/499 4.32G 0.008228 0.007907 0.002941 65 640: 80%|######## | 135/168 [00:25<00:06, 5.27it/s]
206/499 4.32G 0.008228 0.007907 0.002941 65 640: 81%|######## | 136/168 [00:25<00:06, 5.15it/s]
206/499 4.32G 0.008238 0.007893 0.002979 60 640: 81%|######## | 136/168 [00:26<00:06, 5.15it/s]
206/499 4.32G 0.008238 0.007893 0.002979 60 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s]
206/499 4.32G 0.008244 0.0079 0.002967 72 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s]
206/499 4.32G 0.008244 0.0079 0.002967 72 640: 82%|########2 | 138/168 [00:26<00:05, 5.32it/s]
206/499 4.32G 0.008247 0.007898 0.002979 62 640: 82%|########2 | 138/168 [00:26<00:05, 5.32it/s]
206/499 4.32G 0.008247 0.007898 0.002979 62 640: 83%|########2 | 139/168 [00:26<00:05, 5.17it/s]
206/499 4.32G 0.008248 0.007914 0.002973 72 640: 83%|########2 | 139/168 [00:26<00:05, 5.17it/s]
206/499 4.32G 0.008248 0.007914 0.002973 72 640: 83%|########3 | 140/168 [00:26<00:05, 5.22it/s]
206/499 4.32G 0.008258 0.007917 0.002968 58 640: 83%|########3 | 140/168 [00:26<00:05, 5.22it/s]
206/499 4.32G 0.008258 0.007917 0.002968 58 640: 84%|########3 | 141/168 [00:26<00:05, 5.30it/s]
206/499 4.32G 0.008253 0.007928 0.002969 73 640: 84%|########3 | 141/168 [00:27<00:05, 5.30it/s]
206/499 4.32G 0.008253 0.007928 0.002969 73 640: 85%|########4 | 142/168 [00:27<00:05, 5.14it/s]
206/499 4.32G 0.008247 0.007918 0.00297 61 640: 85%|########4 | 142/168 [00:27<00:05, 5.14it/s]
206/499 4.32G 0.008247 0.007918 0.00297 61 640: 85%|########5 | 143/168 [00:27<00:04, 5.21it/s]
206/499 4.32G 0.008242 0.007908 0.002971 65 640: 85%|########5 | 143/168 [00:27<00:04, 5.21it/s]
206/499 4.32G 0.008242 0.007908 0.002971 65 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s]
206/499 4.32G 0.008239 0.007915 0.002981 81 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s]
206/499 4.32G 0.008239 0.007915 0.002981 81 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s]
206/499 4.32G 0.008236 0.007916 0.002965 67 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s]
206/499 4.32G 0.008236 0.007916 0.002965 67 640: 87%|########6 | 146/168 [00:27<00:04, 5.27it/s]
206/499 4.32G 0.00823 0.007914 0.002962 59 640: 87%|########6 | 146/168 [00:28<00:04, 5.27it/s]
206/499 4.32G 0.00823 0.007914 0.002962 59 640: 88%|########7 | 147/168 [00:28<00:03, 5.32it/s]
206/499 4.32G 0.008228 0.007908 0.002964 70 640: 88%|########7 | 147/168 [00:28<00:03, 5.32it/s]
206/499 4.32G 0.008228 0.007908 0.002964 70 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s]
206/499 4.32G 0.008217 0.007898 0.002987 63 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s]
206/499 4.32G 0.008217 0.007898 0.002987 63 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s]
206/499 4.32G 0.008216 0.0079 0.002983 73 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s]
206/499 4.32G 0.008216 0.0079 0.002983 73 640: 89%|########9 | 150/168 [00:28<00:03, 5.29it/s]
206/499 4.32G 0.008209 0.007901 0.002997 80 640: 89%|########9 | 150/168 [00:28<00:03, 5.29it/s]
206/499 4.32G 0.008209 0.007901 0.002997 80 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s]
206/499 4.32G 0.008215 0.007925 0.00299 76 640: 90%|########9 | 151/168 [00:29<00:03, 5.17it/s]
206/499 4.32G 0.008215 0.007925 0.00299 76 640: 90%|######### | 152/168 [00:29<00:03, 5.24it/s]
206/499 4.32G 0.008207 0.007923 0.002994 65 640: 90%|######### | 152/168 [00:29<00:03, 5.24it/s]
206/499 4.32G 0.008207 0.007923 0.002994 65 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s]
206/499 4.32G 0.008214 0.00792 0.00299 65 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s]
206/499 4.32G 0.008214 0.00792 0.00299 65 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s]
206/499 4.32G 0.008207 0.007904 0.002987 59 640: 92%|#########1| 154/168 [00:29<00:02, 5.22it/s]
206/499 4.32G 0.008207 0.007904 0.002987 59 640: 92%|#########2| 155/168 [00:29<00:02, 5.29it/s]
206/499 4.32G 0.008213 0.00793 0.003004 80 640: 92%|#########2| 155/168 [00:29<00:02, 5.29it/s]
206/499 4.32G 0.008213 0.00793 0.003004 80 640: 93%|#########2| 156/168 [00:29<00:02, 5.36it/s]
206/499 4.32G 0.008217 0.007925 0.00303 61 640: 93%|#########2| 156/168 [00:29<00:02, 5.36it/s]
206/499 4.32G 0.008217 0.007925 0.00303 61 640: 93%|#########3| 157/168 [00:29<00:02, 5.19it/s]
206/499 4.32G 0.008223 0.007934 0.003012 70 640: 93%|#########3| 157/168 [00:30<00:02, 5.19it/s]
206/499 4.32G 0.008223 0.007934 0.003012 70 640: 94%|#########4| 158/168 [00:30<00:01, 5.26it/s]
206/499 4.32G 0.008222 0.007922 0.003018 60 640: 94%|#########4| 158/168 [00:30<00:01, 5.26it/s]
206/499 4.32G 0.008222 0.007922 0.003018 60 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s]
206/499 4.32G 0.008218 0.007915 0.003026 55 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s]
206/499 4.32G 0.008218 0.007915 0.003026 55 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s]
206/499 4.32G 0.008212 0.007909 0.003019 69 640: 95%|#########5| 160/168 [00:30<00:01, 5.18it/s]
206/499 4.32G 0.008212 0.007909 0.003019 69 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
206/499 4.32G 0.008207 0.007904 0.003024 68 640: 96%|#########5| 161/168 [00:30<00:01, 5.26it/s]
206/499 4.32G 0.008207 0.007904 0.003024 68 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s]
206/499 4.32G 0.008212 0.007896 0.003023 59 640: 96%|#########6| 162/168 [00:31<00:01, 5.34it/s]
206/499 4.32G 0.008212 0.007896 0.003023 59 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s]
206/499 4.32G 0.008203 0.007882 0.003055 57 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s]
206/499 4.32G 0.008203 0.007882 0.003055 57 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s]
206/499 4.32G 0.008206 0.007891 0.003048 73 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s]
206/499 4.32G 0.008206 0.007891 0.003048 73 640: 98%|#########8| 165/168 [00:31<00:00, 5.30it/s]
206/499 4.32G 0.0082 0.0079 0.003053 80 640: 98%|#########8| 165/168 [00:31<00:00, 5.30it/s]
206/499 4.32G 0.0082 0.0079 0.003053 80 640: 99%|#########8| 166/168 [00:31<00:00, 5.18it/s]
206/499 4.32G 0.008192 0.007896 0.003057 59 640: 99%|#########8| 166/168 [00:31<00:00, 5.18it/s]
206/499 4.32G 0.008192 0.007896 0.003057 59 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s]
206/499 4.32G 0.008193 0.007896 0.003041 34 640: 99%|#########9| 167/168 [00:32<00:00, 5.27it/s]
206/499 4.32G 0.008193 0.007896 0.003041 34 640: 100%|##########| 168/168 [00:32<00:00, 5.44it/s]
206/499 4.32G 0.008193 0.007896 0.003041 34 640: 100%|##########| 168/168 [00:32<00:00, 5.25it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.88it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.88it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s]
all 132 263 0.844 0.854 0.876 0.761
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
207/499 4.32G 0.006789 0.005092 0.006438 46 640: 0%| | 0/168 [00:00<?, ?it/s]
207/499 4.32G 0.006789 0.005092 0.006438 46 640: 1%| | 1/168 [00:00<00:32, 5.11it/s]
207/499 4.32G 0.008587 0.007405 0.007023 61 640: 1%| | 1/168 [00:00<00:32, 5.11it/s]
207/499 4.32G 0.008587 0.007405 0.007023 61 640: 1%|1 | 2/168 [00:00<00:31, 5.30it/s]
207/499 4.32G 0.008394 0.007721 0.006502 67 640: 1%|1 | 2/168 [00:00<00:31, 5.30it/s]
207/499 4.32G 0.008394 0.007721 0.006502 67 640: 2%|1 | 3/168 [00:00<00:30, 5.41it/s]
207/499 4.32G 0.008195 0.007295 0.005073 59 640: 2%|1 | 3/168 [00:00<00:30, 5.41it/s]
207/499 4.32G 0.008195 0.007295 0.005073 59 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s]
207/499 4.32G 0.008467 0.007526 0.004364 82 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s]
207/499 4.32G 0.008467 0.007526 0.004364 82 640: 3%|2 | 5/168 [00:00<00:30, 5.30it/s]
207/499 4.32G 0.008366 0.007723 0.003875 67 640: 3%|2 | 5/168 [00:01<00:30, 5.30it/s]
207/499 4.32G 0.008366 0.007723 0.003875 67 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s]
207/499 4.32G 0.008315 0.007426 0.003723 59 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s]
207/499 4.32G 0.008315 0.007426 0.003723 59 640: 4%|4 | 7/168 [00:01<00:31, 5.09it/s]
207/499 4.32G 0.008238 0.00753 0.003712 71 640: 4%|4 | 7/168 [00:01<00:31, 5.09it/s]
207/499 4.32G 0.008238 0.00753 0.003712 71 640: 5%|4 | 8/168 [00:01<00:30, 5.19it/s]
207/499 4.32G 0.008199 0.00743 0.003579 77 640: 5%|4 | 8/168 [00:01<00:30, 5.19it/s]
207/499 4.32G 0.008199 0.00743 0.003579 77 640: 5%|5 | 9/168 [00:01<00:30, 5.26it/s]
207/499 4.32G 0.008232 0.00758 0.003626 79 640: 5%|5 | 9/168 [00:01<00:30, 5.26it/s]
207/499 4.32G 0.008232 0.00758 0.003626 79 640: 6%|5 | 10/168 [00:01<00:30, 5.12it/s]
207/499 4.32G 0.008226 0.00781 0.003588 82 640: 6%|5 | 10/168 [00:02<00:30, 5.12it/s]
207/499 4.32G 0.008226 0.00781 0.003588 82 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
207/499 4.32G 0.008153 0.007859 0.003605 80 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
207/499 4.32G 0.008153 0.007859 0.003605 80 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s]
207/499 4.32G 0.008222 0.007927 0.003909 69 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s]
207/499 4.32G 0.008222 0.007927 0.003909 69 640: 8%|7 | 13/168 [00:02<00:29, 5.18it/s]
207/499 4.32G 0.008191 0.008004 0.003725 77 640: 8%|7 | 13/168 [00:02<00:29, 5.18it/s]
207/499 4.32G 0.008191 0.008004 0.003725 77 640: 8%|8 | 14/168 [00:02<00:29, 5.26it/s]
207/499 4.32G 0.00812 0.008012 0.003563 71 640: 8%|8 | 14/168 [00:02<00:29, 5.26it/s]
207/499 4.32G 0.00812 0.008012 0.003563 71 640: 9%|8 | 15/168 [00:02<00:28, 5.33it/s]
207/499 4.32G 0.008107 0.00812 0.003577 85 640: 9%|8 | 15/168 [00:03<00:28, 5.33it/s]
207/499 4.32G 0.008107 0.00812 0.003577 85 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s]
207/499 4.32G 0.008223 0.008246 0.003709 78 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s]
207/499 4.32G 0.008223 0.008246 0.003709 78 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s]
207/499 4.32G 0.008292 0.008121 0.003837 53 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s]
207/499 4.32G 0.008292 0.008121 0.003837 53 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s]
207/499 4.32G 0.008273 0.008224 0.003774 77 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s]
207/499 4.32G 0.008273 0.008224 0.003774 77 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
207/499 4.32G 0.008185 0.008125 0.003809 67 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
207/499 4.32G 0.008185 0.008125 0.003809 67 640: 12%|#1 | 20/168 [00:03<00:28, 5.22it/s]
207/499 4.32G 0.008166 0.008102 0.00372 64 640: 12%|#1 | 20/168 [00:03<00:28, 5.22it/s]
207/499 4.32G 0.008166 0.008102 0.00372 64 640: 12%|#2 | 21/168 [00:03<00:27, 5.31it/s]
207/499 4.32G 0.008186 0.008122 0.003798 79 640: 12%|#2 | 21/168 [00:04<00:27, 5.31it/s]
207/499 4.32G 0.008186 0.008122 0.003798 79 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
207/499 4.32G 0.008142 0.008088 0.003729 70 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
207/499 4.32G 0.008142 0.008088 0.003729 70 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s]
207/499 4.32G 0.008104 0.008058 0.00367 63 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s]
207/499 4.32G 0.008104 0.008058 0.00367 63 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
207/499 4.32G 0.008054 0.007963 0.003642 63 640: 14%|#4 | 24/168 [00:04<00:27, 5.31it/s]
207/499 4.32G 0.008054 0.007963 0.003642 63 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s]
207/499 4.32G 0.00816 0.008076 0.003657 74 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s]
207/499 4.32G 0.00816 0.008076 0.003657 74 640: 15%|#5 | 26/168 [00:04<00:26, 5.27it/s]
207/499 4.32G 0.008234 0.008116 0.003673 70 640: 15%|#5 | 26/168 [00:05<00:26, 5.27it/s]
207/499 4.32G 0.008234 0.008116 0.003673 70 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s]
207/499 4.32G 0.00821 0.008038 0.003634 57 640: 16%|#6 | 27/168 [00:05<00:26, 5.34it/s]
207/499 4.32G 0.00821 0.008038 0.003634 57 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s]
207/499 4.32G 0.008191 0.007981 0.003623 66 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s]
207/499 4.32G 0.008191 0.007981 0.003623 66 640: 17%|#7 | 29/168 [00:05<00:26, 5.28it/s]
207/499 4.32G 0.00824 0.008006 0.00352 58 640: 17%|#7 | 29/168 [00:05<00:26, 5.28it/s]
207/499 4.32G 0.00824 0.008006 0.00352 58 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s]
207/499 4.32G 0.008216 0.008005 0.003475 73 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s]
207/499 4.32G 0.008216 0.008005 0.003475 73 640: 18%|#8 | 31/168 [00:05<00:26, 5.22it/s]
207/499 4.32G 0.008211 0.00808 0.003391 79 640: 18%|#8 | 31/168 [00:06<00:26, 5.22it/s]
207/499 4.32G 0.008211 0.00808 0.003391 79 640: 19%|#9 | 32/168 [00:06<00:26, 5.20it/s]
207/499 4.32G 0.008207 0.008063 0.003443 76 640: 19%|#9 | 32/168 [00:06<00:26, 5.20it/s]
207/499 4.32G 0.008207 0.008063 0.003443 76 640: 20%|#9 | 33/168 [00:06<00:25, 5.30it/s]
207/499 4.32G 0.008201 0.008099 0.003461 67 640: 20%|#9 | 33/168 [00:06<00:25, 5.30it/s]
207/499 4.32G 0.008201 0.008099 0.003461 67 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
207/499 4.32G 0.008191 0.008121 0.003397 76 640: 20%|## | 34/168 [00:06<00:25, 5.19it/s]
207/499 4.32G 0.008191 0.008121 0.003397 76 640: 21%|## | 35/168 [00:06<00:25, 5.22it/s]
207/499 4.32G 0.008225 0.008187 0.003378 77 640: 21%|## | 35/168 [00:06<00:25, 5.22it/s]
207/499 4.32G 0.008225 0.008187 0.003378 77 640: 21%|##1 | 36/168 [00:06<00:24, 5.30it/s]
207/499 4.32G 0.008248 0.008152 0.003465 63 640: 21%|##1 | 36/168 [00:07<00:24, 5.30it/s]
207/499 4.32G 0.008248 0.008152 0.003465 63 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
207/499 4.32G 0.008283 0.008145 0.00341 56 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
207/499 4.32G 0.008283 0.008145 0.00341 56 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
207/499 4.32G 0.008315 0.008125 0.003397 56 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
207/499 4.32G 0.008315 0.008125 0.003397 56 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
207/499 4.32G 0.008316 0.008128 0.003345 73 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
207/499 4.32G 0.008316 0.008128 0.003345 73 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
207/499 4.32G 0.008293 0.008122 0.003385 86 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
207/499 4.32G 0.008293 0.008122 0.003385 86 640: 24%|##4 | 41/168 [00:07<00:24, 5.29it/s]
207/499 4.32G 0.0083 0.008071 0.003336 53 640: 24%|##4 | 41/168 [00:07<00:24, 5.29it/s]
207/499 4.32G 0.0083 0.008071 0.003336 53 640: 25%|##5 | 42/168 [00:07<00:23, 5.35it/s]
207/499 4.32G 0.008291 0.008101 0.003266 62 640: 25%|##5 | 42/168 [00:08<00:23, 5.35it/s]
207/499 4.32G 0.008291 0.008101 0.003266 62 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
207/499 4.32G 0.008296 0.008099 0.003299 72 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
207/499 4.32G 0.008296 0.008099 0.003299 72 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s]
207/499 4.32G 0.008279 0.008097 0.003292 70 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s]
207/499 4.32G 0.008279 0.008097 0.003292 70 640: 27%|##6 | 45/168 [00:08<00:23, 5.30it/s]
207/499 4.32G 0.00826 0.008089 0.003279 71 640: 27%|##6 | 45/168 [00:08<00:23, 5.30it/s]
207/499 4.32G 0.00826 0.008089 0.003279 71 640: 27%|##7 | 46/168 [00:08<00:23, 5.18it/s]
207/499 4.32G 0.008245 0.008093 0.003241 69 640: 27%|##7 | 46/168 [00:08<00:23, 5.18it/s]
207/499 4.32G 0.008245 0.008093 0.003241 69 640: 28%|##7 | 47/168 [00:08<00:22, 5.26it/s]
207/499 4.32G 0.008223 0.008046 0.003245 61 640: 28%|##7 | 47/168 [00:09<00:22, 5.26it/s]
207/499 4.32G 0.008223 0.008046 0.003245 61 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s]
207/499 4.32G 0.008191 0.008037 0.003286 71 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s]
207/499 4.32G 0.008191 0.008037 0.003286 71 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s]
207/499 4.32G 0.00819 0.008029 0.003296 67 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s]
207/499 4.32G 0.00819 0.008029 0.003296 67 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s]
207/499 4.32G 0.008224 0.008067 0.003288 74 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s]
207/499 4.32G 0.008224 0.008067 0.003288 74 640: 30%|### | 51/168 [00:09<00:22, 5.30it/s]
207/499 4.32G 0.008264 0.008108 0.003273 70 640: 30%|### | 51/168 [00:09<00:22, 5.30it/s]
207/499 4.32G 0.008264 0.008108 0.003273 70 640: 31%|### | 52/168 [00:09<00:22, 5.18it/s]
207/499 4.32G 0.008246 0.00812 0.00328 79 640: 31%|### | 52/168 [00:10<00:22, 5.18it/s]
207/499 4.32G 0.008246 0.00812 0.00328 79 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
207/499 4.32G 0.008263 0.00808 0.003269 57 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
207/499 4.32G 0.008263 0.00808 0.003269 57 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s]
207/499 4.32G 0.008283 0.008106 0.003247 68 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s]
207/499 4.32G 0.008283 0.008106 0.003247 68 640: 33%|###2 | 55/168 [00:10<00:22, 5.13it/s]
207/499 4.32G 0.008314 0.008094 0.003275 58 640: 33%|###2 | 55/168 [00:10<00:22, 5.13it/s]
207/499 4.32G 0.008314 0.008094 0.003275 58 640: 33%|###3 | 56/168 [00:10<00:21, 5.22it/s]
207/499 4.32G 0.008305 0.00807 0.003275 59 640: 33%|###3 | 56/168 [00:10<00:21, 5.22it/s]
207/499 4.32G 0.008305 0.00807 0.003275 59 640: 34%|###3 | 57/168 [00:10<00:20, 5.29it/s]
207/499 4.32G 0.008312 0.00809 0.00324 67 640: 34%|###3 | 57/168 [00:11<00:20, 5.29it/s]
207/499 4.32G 0.008312 0.00809 0.00324 67 640: 35%|###4 | 58/168 [00:11<00:21, 5.16it/s]
207/499 4.32G 0.008348 0.008127 0.003243 70 640: 35%|###4 | 58/168 [00:11<00:21, 5.16it/s]
207/499 4.32G 0.008348 0.008127 0.003243 70 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
207/499 4.32G 0.008401 0.008116 0.003209 58 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
207/499 4.32G 0.008401 0.008116 0.003209 58 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
207/499 4.32G 0.008461 0.008108 0.003279 52 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
207/499 4.32G 0.008461 0.008108 0.003279 52 640: 36%|###6 | 61/168 [00:11<00:20, 5.13it/s]
207/499 4.32G 0.008461 0.008124 0.003243 75 640: 36%|###6 | 61/168 [00:11<00:20, 5.13it/s]
207/499 4.32G 0.008461 0.008124 0.003243 75 640: 37%|###6 | 62/168 [00:11<00:20, 5.23it/s]
207/499 4.32G 0.008464 0.008103 0.003344 59 640: 37%|###6 | 62/168 [00:11<00:20, 5.23it/s]
207/499 4.32G 0.008464 0.008103 0.003344 59 640: 38%|###7 | 63/168 [00:11<00:19, 5.31it/s]
207/499 4.32G 0.008446 0.008106 0.00332 67 640: 38%|###7 | 63/168 [00:12<00:19, 5.31it/s]
207/499 4.32G 0.008446 0.008106 0.00332 67 640: 38%|###8 | 64/168 [00:12<00:20, 5.20it/s]
207/499 4.32G 0.008435 0.008077 0.003292 48 640: 38%|###8 | 64/168 [00:12<00:20, 5.20it/s]
207/499 4.32G 0.008435 0.008077 0.003292 48 640: 39%|###8 | 65/168 [00:12<00:19, 5.25it/s]
207/499 4.32G 0.008412 0.008034 0.003274 50 640: 39%|###8 | 65/168 [00:12<00:19, 5.25it/s]
207/499 4.32G 0.008412 0.008034 0.003274 50 640: 39%|###9 | 66/168 [00:12<00:19, 5.27it/s]
207/499 4.32G 0.008405 0.008034 0.003288 67 640: 39%|###9 | 66/168 [00:12<00:19, 5.27it/s]
207/499 4.32G 0.008405 0.008034 0.003288 67 640: 40%|###9 | 67/168 [00:12<00:19, 5.15it/s]
207/499 4.32G 0.008423 0.008026 0.003282 65 640: 40%|###9 | 67/168 [00:12<00:19, 5.15it/s]
207/499 4.32G 0.008423 0.008026 0.003282 65 640: 40%|#### | 68/168 [00:12<00:19, 5.20it/s]
207/499 4.32G 0.008433 0.00803 0.003271 65 640: 40%|#### | 68/168 [00:13<00:19, 5.20it/s]
207/499 4.32G 0.008433 0.00803 0.003271 65 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s]
207/499 4.32G 0.008433 0.008035 0.003259 71 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s]
207/499 4.32G 0.008433 0.008035 0.003259 71 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s]
207/499 4.32G 0.008431 0.008053 0.003251 74 640: 42%|####1 | 70/168 [00:13<00:18, 5.18it/s]
207/499 4.32G 0.008431 0.008053 0.003251 74 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s]
207/499 4.32G 0.008442 0.008049 0.003296 62 640: 42%|####2 | 71/168 [00:13<00:18, 5.27it/s]
207/499 4.32G 0.008442 0.008049 0.003296 62 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s]
207/499 4.32G 0.008429 0.008045 0.003299 68 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s]
207/499 4.32G 0.008429 0.008045 0.003299 68 640: 43%|####3 | 73/168 [00:13<00:18, 5.16it/s]
207/499 4.32G 0.008412 0.008018 0.003274 56 640: 43%|####3 | 73/168 [00:14<00:18, 5.16it/s]
207/499 4.32G 0.008412 0.008018 0.003274 56 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s]
207/499 4.32G 0.00841 0.008018 0.003274 76 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s]
207/499 4.32G 0.00841 0.008018 0.003274 76 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s]
207/499 4.32G 0.008403 0.008035 0.003275 68 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s]
207/499 4.32G 0.008403 0.008035 0.003275 68 640: 45%|####5 | 76/168 [00:14<00:17, 5.16it/s]
207/499 4.32G 0.008409 0.00802 0.003283 58 640: 45%|####5 | 76/168 [00:14<00:17, 5.16it/s]
207/499 4.32G 0.008409 0.00802 0.003283 58 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s]
207/499 4.32G 0.008407 0.008013 0.003275 57 640: 46%|####5 | 77/168 [00:14<00:17, 5.26it/s]
207/499 4.32G 0.008407 0.008013 0.003275 57 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s]
207/499 4.32G 0.008396 0.008007 0.003276 69 640: 46%|####6 | 78/168 [00:15<00:16, 5.34it/s]
207/499 4.32G 0.008396 0.008007 0.003276 69 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s]
207/499 4.32G 0.008381 0.008002 0.003261 67 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s]
207/499 4.32G 0.008381 0.008002 0.003261 67 640: 48%|####7 | 80/168 [00:15<00:16, 5.26it/s]
207/499 4.32G 0.008391 0.007992 0.003262 61 640: 48%|####7 | 80/168 [00:15<00:16, 5.26it/s]
207/499 4.32G 0.008391 0.007992 0.003262 61 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s]
207/499 4.32G 0.008407 0.007992 0.003282 67 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s]
207/499 4.32G 0.008407 0.007992 0.003282 67 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s]
207/499 4.32G 0.008396 0.007966 0.003273 57 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s]
207/499 4.32G 0.008396 0.007966 0.003273 57 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s]
207/499 4.32G 0.008403 0.007969 0.003258 76 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s]
207/499 4.32G 0.008403 0.007969 0.003258 76 640: 50%|##### | 84/168 [00:15<00:15, 5.37it/s]
207/499 4.32G 0.008404 0.007962 0.003314 80 640: 50%|##### | 84/168 [00:16<00:15, 5.37it/s]
207/499 4.32G 0.008404 0.007962 0.003314 80 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s]
207/499 4.32G 0.008386 0.00794 0.003317 69 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s]
207/499 4.32G 0.008386 0.00794 0.003317 69 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s]
207/499 4.32G 0.008385 0.00793 0.003324 76 640: 51%|#####1 | 86/168 [00:16<00:15, 5.32it/s]
207/499 4.32G 0.008385 0.00793 0.003324 76 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s]
207/499 4.32G 0.008393 0.007941 0.003301 67 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s]
207/499 4.32G 0.008393 0.007941 0.003301 67 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
207/499 4.32G 0.008413 0.007954 0.003299 70 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
207/499 4.32G 0.008413 0.007954 0.003299 70 640: 53%|#####2 | 89/168 [00:16<00:14, 5.29it/s]
207/499 4.32G 0.008403 0.007968 0.003278 76 640: 53%|#####2 | 89/168 [00:17<00:14, 5.29it/s]
207/499 4.32G 0.008403 0.007968 0.003278 76 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s]
207/499 4.32G 0.00843 0.00795 0.003307 58 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s]
207/499 4.32G 0.00843 0.00795 0.003307 58 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s]
207/499 4.32G 0.008438 0.007965 0.003278 69 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s]
207/499 4.32G 0.008438 0.007965 0.003278 69 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s]
207/499 4.32G 0.008439 0.007949 0.003254 54 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s]
207/499 4.32G 0.008439 0.007949 0.003254 54 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s]
207/499 4.32G 0.008438 0.007945 0.003252 64 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s]
207/499 4.32G 0.008438 0.007945 0.003252 64 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
207/499 4.32G 0.008448 0.007932 0.003265 56 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s]
207/499 4.32G 0.008448 0.007932 0.003265 56 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s]
207/499 4.32G 0.008439 0.007918 0.003259 63 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s]
207/499 4.32G 0.008439 0.007918 0.003259 63 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s]
207/499 4.32G 0.008434 0.007912 0.003245 70 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s]
207/499 4.32G 0.008434 0.007912 0.003245 70 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s]
207/499 4.32G 0.008427 0.007914 0.003243 73 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s]
207/499 4.32G 0.008427 0.007914 0.003243 73 640: 58%|#####8 | 98/168 [00:18<00:13, 5.18it/s]
207/499 4.32G 0.00843 0.007908 0.003266 62 640: 58%|#####8 | 98/168 [00:18<00:13, 5.18it/s]
207/499 4.32G 0.00843 0.007908 0.003266 62 640: 59%|#####8 | 99/168 [00:18<00:13, 5.25it/s]
207/499 4.32G 0.008421 0.007895 0.003252 51 640: 59%|#####8 | 99/168 [00:19<00:13, 5.25it/s]
207/499 4.32G 0.008421 0.007895 0.003252 51 640: 60%|#####9 | 100/168 [00:19<00:13, 5.13it/s]
207/499 4.32G 0.008418 0.00789 0.003242 63 640: 60%|#####9 | 100/168 [00:19<00:13, 5.13it/s]
207/499 4.32G 0.008418 0.00789 0.003242 63 640: 60%|###### | 101/168 [00:19<00:12, 5.23it/s]
207/499 4.32G 0.008424 0.007901 0.003223 63 640: 60%|###### | 101/168 [00:19<00:12, 5.23it/s]
207/499 4.32G 0.008424 0.007901 0.003223 63 640: 61%|###### | 102/168 [00:19<00:12, 5.29it/s]
207/499 4.32G 0.008415 0.007885 0.003234 59 640: 61%|###### | 102/168 [00:19<00:12, 5.29it/s]
207/499 4.32G 0.008415 0.007885 0.003234 59 640: 61%|######1 | 103/168 [00:19<00:12, 5.12it/s]
207/499 4.32G 0.008405 0.007888 0.003237 73 640: 61%|######1 | 103/168 [00:19<00:12, 5.12it/s]
207/499 4.32G 0.008405 0.007888 0.003237 73 640: 62%|######1 | 104/168 [00:19<00:12, 5.21it/s]
207/499 4.32G 0.008397 0.007874 0.003246 62 640: 62%|######1 | 104/168 [00:19<00:12, 5.21it/s]
207/499 4.32G 0.008397 0.007874 0.003246 62 640: 62%|######2 | 105/168 [00:19<00:11, 5.29it/s]
207/499 4.32G 0.008407 0.007853 0.003231 54 640: 62%|######2 | 105/168 [00:20<00:11, 5.29it/s]
207/499 4.32G 0.008407 0.007853 0.003231 54 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s]
207/499 4.32G 0.008397 0.007858 0.003221 76 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s]
207/499 4.32G 0.008397 0.007858 0.003221 76 640: 64%|######3 | 107/168 [00:20<00:11, 5.23it/s]
207/499 4.32G 0.008403 0.007863 0.003216 68 640: 64%|######3 | 107/168 [00:20<00:11, 5.23it/s]
207/499 4.32G 0.008403 0.007863 0.003216 68 640: 64%|######4 | 108/168 [00:20<00:11, 5.28it/s]
207/499 4.32G 0.008397 0.007887 0.003228 87 640: 64%|######4 | 108/168 [00:20<00:11, 5.28it/s]
207/499 4.32G 0.008397 0.007887 0.003228 87 640: 65%|######4 | 109/168 [00:20<00:11, 5.15it/s]
207/499 4.32G 0.008411 0.007876 0.003213 60 640: 65%|######4 | 109/168 [00:20<00:11, 5.15it/s]
207/499 4.32G 0.008411 0.007876 0.003213 60 640: 65%|######5 | 110/168 [00:20<00:11, 5.26it/s]
207/499 4.32G 0.008404 0.007872 0.003196 68 640: 65%|######5 | 110/168 [00:21<00:11, 5.26it/s]
207/499 4.32G 0.008404 0.007872 0.003196 68 640: 66%|######6 | 111/168 [00:21<00:10, 5.29it/s]
207/499 4.32G 0.0084 0.007887 0.003188 80 640: 66%|######6 | 111/168 [00:21<00:10, 5.29it/s]
207/499 4.32G 0.0084 0.007887 0.003188 80 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s]
207/499 4.32G 0.00839 0.007883 0.003202 79 640: 67%|######6 | 112/168 [00:21<00:10, 5.18it/s]
207/499 4.32G 0.00839 0.007883 0.003202 79 640: 67%|######7 | 113/168 [00:21<00:10, 5.22it/s]
207/499 4.32G 0.008395 0.007887 0.003229 77 640: 67%|######7 | 113/168 [00:21<00:10, 5.22it/s]
207/499 4.32G 0.008395 0.007887 0.003229 77 640: 68%|######7 | 114/168 [00:21<00:10, 5.31it/s]
207/499 4.32G 0.00841 0.007879 0.003252 60 640: 68%|######7 | 114/168 [00:21<00:10, 5.31it/s]
207/499 4.32G 0.00841 0.007879 0.003252 60 640: 68%|######8 | 115/168 [00:21<00:10, 5.16it/s]
207/499 4.32G 0.008395 0.007871 0.003263 77 640: 68%|######8 | 115/168 [00:22<00:10, 5.16it/s]
207/499 4.32G 0.008395 0.007871 0.003263 77 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
207/499 4.32G 0.008401 0.007865 0.00326 61 640: 69%|######9 | 116/168 [00:22<00:09, 5.25it/s]
207/499 4.32G 0.008401 0.007865 0.00326 61 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
207/499 4.32G 0.008408 0.007859 0.003258 56 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
207/499 4.32G 0.008408 0.007859 0.003258 56 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s]
207/499 4.32G 0.008417 0.007871 0.003251 69 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s]
207/499 4.32G 0.008417 0.007871 0.003251 69 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s]
207/499 4.32G 0.008408 0.007885 0.003249 79 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s]
207/499 4.32G 0.008408 0.007885 0.003249 79 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s]
207/499 4.32G 0.008413 0.007885 0.003252 69 640: 71%|#######1 | 120/168 [00:23<00:08, 5.36it/s]
207/499 4.32G 0.008413 0.007885 0.003252 69 640: 72%|#######2 | 121/168 [00:23<00:08, 5.23it/s]
207/499 4.32G 0.008402 0.007865 0.003245 55 640: 72%|#######2 | 121/168 [00:23<00:08, 5.23it/s]
207/499 4.32G 0.008402 0.007865 0.003245 55 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s]
207/499 4.32G 0.008388 0.007841 0.003246 52 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s]
207/499 4.32G 0.008388 0.007841 0.003246 52 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s]
207/499 4.32G 0.00839 0.007851 0.003248 63 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s]
207/499 4.32G 0.00839 0.007851 0.003248 63 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
207/499 4.32G 0.008401 0.007836 0.003245 47 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
207/499 4.32G 0.008401 0.007836 0.003245 47 640: 74%|#######4 | 125/168 [00:23<00:08, 5.27it/s]
207/499 4.32G 0.008394 0.00784 0.003257 75 640: 74%|#######4 | 125/168 [00:23<00:08, 5.27it/s]
207/499 4.32G 0.008394 0.00784 0.003257 75 640: 75%|#######5 | 126/168 [00:23<00:07, 5.33it/s]
207/499 4.32G 0.008407 0.007849 0.003262 77 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s]
207/499 4.32G 0.008407 0.007849 0.003262 77 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s]
207/499 4.32G 0.008394 0.007844 0.00324 56 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s]
207/499 4.32G 0.008394 0.007844 0.00324 56 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s]
207/499 4.32G 0.008402 0.007843 0.003243 58 640: 76%|#######6 | 128/168 [00:24<00:07, 5.26it/s]
207/499 4.32G 0.008402 0.007843 0.003243 58 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s]
207/499 4.32G 0.008393 0.007836 0.003253 65 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s]
207/499 4.32G 0.008393 0.007836 0.003253 65 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s]
207/499 4.32G 0.008392 0.007828 0.003261 56 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s]
207/499 4.32G 0.008392 0.007828 0.003261 56 640: 78%|#######7 | 131/168 [00:24<00:07, 5.28it/s]
207/499 4.32G 0.008396 0.00784 0.003242 72 640: 78%|#######7 | 131/168 [00:25<00:07, 5.28it/s]
207/499 4.32G 0.008396 0.00784 0.003242 72 640: 79%|#######8 | 132/168 [00:25<00:06, 5.33it/s]
207/499 4.32G 0.00839 0.007838 0.003241 70 640: 79%|#######8 | 132/168 [00:25<00:06, 5.33it/s]
207/499 4.32G 0.00839 0.007838 0.003241 70 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s]
207/499 4.32G 0.008382 0.007821 0.003248 61 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s]
207/499 4.32G 0.008382 0.007821 0.003248 61 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s]
207/499 4.32G 0.008385 0.007812 0.003249 52 640: 80%|#######9 | 134/168 [00:25<00:06, 5.28it/s]
207/499 4.32G 0.008385 0.007812 0.003249 52 640: 80%|######## | 135/168 [00:25<00:06, 5.35it/s]
207/499 4.32G 0.00838 0.007819 0.003242 65 640: 80%|######## | 135/168 [00:25<00:06, 5.35it/s]
207/499 4.32G 0.00838 0.007819 0.003242 65 640: 81%|######## | 136/168 [00:25<00:06, 5.10it/s]
207/499 4.32G 0.008372 0.007812 0.003267 74 640: 81%|######## | 136/168 [00:26<00:06, 5.10it/s]
207/499 4.32G 0.008372 0.007812 0.003267 74 640: 82%|########1 | 137/168 [00:26<00:05, 5.21it/s]
207/499 4.32G 0.00837 0.007817 0.003281 63 640: 82%|########1 | 137/168 [00:26<00:05, 5.21it/s]
207/499 4.32G 0.00837 0.007817 0.003281 63 640: 82%|########2 | 138/168 [00:26<00:05, 5.30it/s]
207/499 4.32G 0.008365 0.00781 0.003279 78 640: 82%|########2 | 138/168 [00:26<00:05, 5.30it/s]
207/499 4.32G 0.008365 0.00781 0.003279 78 640: 83%|########2 | 139/168 [00:26<00:05, 5.16it/s]
207/499 4.32G 0.008362 0.007812 0.00327 59 640: 83%|########2 | 139/168 [00:26<00:05, 5.16it/s]
207/499 4.32G 0.008362 0.007812 0.00327 59 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
207/499 4.32G 0.008356 0.007809 0.003261 71 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
207/499 4.32G 0.008356 0.007809 0.003261 71 640: 84%|########3 | 141/168 [00:26<00:05, 5.34it/s]
207/499 4.32G 0.008354 0.0078 0.003275 61 640: 84%|########3 | 141/168 [00:27<00:05, 5.34it/s]
207/499 4.32G 0.008354 0.0078 0.003275 61 640: 85%|########4 | 142/168 [00:27<00:05, 5.20it/s]
207/499 4.32G 0.008359 0.007803 0.003263 66 640: 85%|########4 | 142/168 [00:27<00:05, 5.20it/s]
207/499 4.32G 0.008359 0.007803 0.003263 66 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s]
207/499 4.32G 0.008361 0.007822 0.003258 85 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s]
207/499 4.32G 0.008361 0.007822 0.003258 85 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s]
207/499 4.32G 0.00836 0.007827 0.003249 73 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s]
207/499 4.32G 0.00836 0.007827 0.003249 73 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s]
207/499 4.32G 0.008352 0.007826 0.003239 52 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s]
207/499 4.32G 0.008352 0.007826 0.003239 52 640: 87%|########6 | 146/168 [00:27<00:04, 5.26it/s]
207/499 4.32G 0.008348 0.007831 0.003227 76 640: 87%|########6 | 146/168 [00:27<00:04, 5.26it/s]
207/499 4.32G 0.008348 0.007831 0.003227 76 640: 88%|########7 | 147/168 [00:27<00:03, 5.31it/s]
207/499 4.32G 0.008335 0.007826 0.003229 66 640: 88%|########7 | 147/168 [00:28<00:03, 5.31it/s]
207/499 4.32G 0.008335 0.007826 0.003229 66 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s]
207/499 4.32G 0.008329 0.007833 0.003208 74 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s]
207/499 4.32G 0.008329 0.007833 0.003208 74 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
207/499 4.32G 0.008331 0.007857 0.003192 91 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
207/499 4.32G 0.008331 0.007857 0.003192 91 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s]
207/499 4.32G 0.008325 0.007861 0.003181 68 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s]
207/499 4.32G 0.008325 0.007861 0.003181 68 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s]
207/499 4.32G 0.00833 0.007857 0.003201 69 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s]
207/499 4.32G 0.00833 0.007857 0.003201 69 640: 90%|######### | 152/168 [00:28<00:03, 5.29it/s]
207/499 4.32G 0.008329 0.007865 0.00321 81 640: 90%|######### | 152/168 [00:29<00:03, 5.29it/s]
207/499 4.32G 0.008329 0.007865 0.00321 81 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s]
207/499 4.32G 0.008329 0.007877 0.003216 70 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s]
207/499 4.32G 0.008329 0.007877 0.003216 70 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
207/499 4.32G 0.008337 0.007874 0.003214 67 640: 92%|#########1| 154/168 [00:29<00:02, 5.24it/s]
207/499 4.32G 0.008337 0.007874 0.003214 67 640: 92%|#########2| 155/168 [00:29<00:02, 5.32it/s]
207/499 4.32G 0.008341 0.00787 0.003218 64 640: 92%|#########2| 155/168 [00:29<00:02, 5.32it/s]
207/499 4.32G 0.008341 0.00787 0.003218 64 640: 93%|#########2| 156/168 [00:29<00:02, 5.36it/s]
207/499 4.32G 0.008347 0.007881 0.003213 74 640: 93%|#########2| 156/168 [00:29<00:02, 5.36it/s]
207/499 4.32G 0.008347 0.007881 0.003213 74 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s]
207/499 4.32G 0.008346 0.007888 0.003201 74 640: 93%|#########3| 157/168 [00:30<00:02, 5.21it/s]
207/499 4.32G 0.008346 0.007888 0.003201 74 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s]
207/499 4.32G 0.008345 0.007891 0.003217 69 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s]
207/499 4.32G 0.008345 0.007891 0.003217 69 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s]
207/499 4.32G 0.008337 0.007884 0.003209 62 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s]
207/499 4.32G 0.008337 0.007884 0.003209 62 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s]
207/499 4.32G 0.008339 0.007879 0.003208 59 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s]
207/499 4.32G 0.008339 0.007879 0.003208 59 640: 96%|#########5| 161/168 [00:30<00:01, 5.27it/s]
207/499 4.32G 0.008334 0.00789 0.003207 83 640: 96%|#########5| 161/168 [00:30<00:01, 5.27it/s]
207/499 4.32G 0.008334 0.00789 0.003207 83 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s]
207/499 4.32G 0.008338 0.007888 0.003214 57 640: 96%|#########6| 162/168 [00:31<00:01, 5.35it/s]
207/499 4.32G 0.008338 0.007888 0.003214 57 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s]
207/499 4.32G 0.008337 0.007881 0.003212 63 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s]
207/499 4.32G 0.008337 0.007881 0.003212 63 640: 98%|#########7| 164/168 [00:31<00:00, 5.24it/s]
207/499 4.32G 0.008346 0.00788 0.003225 66 640: 98%|#########7| 164/168 [00:31<00:00, 5.24it/s]
207/499 4.32G 0.008346 0.00788 0.003225 66 640: 98%|#########8| 165/168 [00:31<00:00, 5.29it/s]
207/499 4.32G 0.008345 0.00787 0.003228 58 640: 98%|#########8| 165/168 [00:31<00:00, 5.29it/s]
207/499 4.32G 0.008345 0.00787 0.003228 58 640: 99%|#########8| 166/168 [00:31<00:00, 5.14it/s]
207/499 4.32G 0.008349 0.007872 0.003217 66 640: 99%|#########8| 166/168 [00:31<00:00, 5.14it/s]
207/499 4.32G 0.008349 0.007872 0.003217 66 640: 99%|#########9| 167/168 [00:31<00:00, 5.23it/s]
207/499 4.32G 0.008344 0.007886 0.0032 36 640: 99%|#########9| 167/168 [00:31<00:00, 5.23it/s]
207/499 4.32G 0.008344 0.007886 0.0032 36 640: 100%|##########| 168/168 [00:31<00:00, 5.39it/s]
207/499 4.32G 0.008344 0.007886 0.0032 36 640: 100%|##########| 168/168 [00:31<00:00, 5.26it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.51it/s]
all 132 263 0.845 0.854 0.876 0.762
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
208/499 4.32G 0.00821 0.008879 0.003072 72 640: 0%| | 0/168 [00:00<?, ?it/s]
208/499 4.32G 0.00821 0.008879 0.003072 72 640: 1%| | 1/168 [00:00<00:34, 4.85it/s]
208/499 4.32G 0.007824 0.008447 0.002416 65 640: 1%| | 1/168 [00:00<00:34, 4.85it/s]
208/499 4.32G 0.007824 0.008447 0.002416 65 640: 1%|1 | 2/168 [00:00<00:31, 5.20it/s]
208/499 4.32G 0.007899 0.008169 0.002549 59 640: 1%|1 | 2/168 [00:00<00:31, 5.20it/s]
208/499 4.32G 0.007899 0.008169 0.002549 59 640: 2%|1 | 3/168 [00:00<00:31, 5.30it/s]
208/499 4.32G 0.007662 0.008192 0.00245 71 640: 2%|1 | 3/168 [00:00<00:31, 5.30it/s]
208/499 4.32G 0.007662 0.008192 0.00245 71 640: 2%|2 | 4/168 [00:00<00:32, 5.08it/s]
208/499 4.32G 0.007719 0.008221 0.002621 64 640: 2%|2 | 4/168 [00:00<00:32, 5.08it/s]
208/499 4.32G 0.007719 0.008221 0.002621 64 640: 3%|2 | 5/168 [00:00<00:31, 5.23it/s]
208/499 4.32G 0.0079 0.008343 0.002831 78 640: 3%|2 | 5/168 [00:01<00:31, 5.23it/s]
208/499 4.32G 0.0079 0.008343 0.002831 78 640: 4%|3 | 6/168 [00:01<00:30, 5.29it/s]
208/499 4.32G 0.007959 0.008398 0.003166 84 640: 4%|3 | 6/168 [00:01<00:30, 5.29it/s]
208/499 4.32G 0.007959 0.008398 0.003166 84 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s]
208/499 4.32G 0.008029 0.008263 0.003503 59 640: 4%|4 | 7/168 [00:01<00:31, 5.14it/s]
208/499 4.32G 0.008029 0.008263 0.003503 59 640: 5%|4 | 8/168 [00:01<00:30, 5.22it/s]
208/499 4.32G 0.008085 0.008247 0.003313 72 640: 5%|4 | 8/168 [00:01<00:30, 5.22it/s]
208/499 4.32G 0.008085 0.008247 0.003313 72 640: 5%|5 | 9/168 [00:01<00:30, 5.30it/s]
208/499 4.32G 0.008168 0.00836 0.003206 65 640: 5%|5 | 9/168 [00:01<00:30, 5.30it/s]
208/499 4.32G 0.008168 0.00836 0.003206 65 640: 6%|5 | 10/168 [00:01<00:30, 5.13it/s]
208/499 4.32G 0.008227 0.008428 0.00337 69 640: 6%|5 | 10/168 [00:02<00:30, 5.13it/s]
208/499 4.32G 0.008227 0.008428 0.00337 69 640: 7%|6 | 11/168 [00:02<00:29, 5.25it/s]
208/499 4.32G 0.008241 0.008176 0.003364 51 640: 7%|6 | 11/168 [00:02<00:29, 5.25it/s]
208/499 4.32G 0.008241 0.008176 0.003364 51 640: 7%|7 | 12/168 [00:02<00:29, 5.29it/s]
208/499 4.32G 0.008139 0.008237 0.003236 83 640: 7%|7 | 12/168 [00:02<00:29, 5.29it/s]
208/499 4.32G 0.008139 0.008237 0.003236 83 640: 8%|7 | 13/168 [00:02<00:30, 5.15it/s]
208/499 4.32G 0.008153 0.008142 0.003066 57 640: 8%|7 | 13/168 [00:02<00:30, 5.15it/s]
208/499 4.32G 0.008153 0.008142 0.003066 57 640: 8%|8 | 14/168 [00:02<00:29, 5.18it/s]
208/499 4.32G 0.00815 0.008191 0.003153 75 640: 8%|8 | 14/168 [00:02<00:29, 5.18it/s]
208/499 4.32G 0.00815 0.008191 0.003153 75 640: 9%|8 | 15/168 [00:02<00:29, 5.22it/s]
208/499 4.32G 0.00813 0.008204 0.003136 77 640: 9%|8 | 15/168 [00:03<00:29, 5.22it/s]
208/499 4.32G 0.00813 0.008204 0.003136 77 640: 10%|9 | 16/168 [00:03<00:29, 5.12it/s]
208/499 4.32G 0.00809 0.008147 0.003324 68 640: 10%|9 | 16/168 [00:03<00:29, 5.12it/s]
208/499 4.32G 0.00809 0.008147 0.003324 68 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
208/499 4.32G 0.008062 0.007994 0.003293 55 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
208/499 4.32G 0.008062 0.007994 0.003293 55 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s]
208/499 4.32G 0.008027 0.007955 0.003325 58 640: 11%|# | 18/168 [00:03<00:28, 5.30it/s]
208/499 4.32G 0.008027 0.007955 0.003325 58 640: 11%|#1 | 19/168 [00:03<00:28, 5.16it/s]
208/499 4.32G 0.008018 0.00794 0.003289 69 640: 11%|#1 | 19/168 [00:03<00:28, 5.16it/s]
208/499 4.32G 0.008018 0.00794 0.003289 69 640: 12%|#1 | 20/168 [00:03<00:28, 5.25it/s]
208/499 4.32G 0.008011 0.008 0.003233 85 640: 12%|#1 | 20/168 [00:04<00:28, 5.25it/s]
208/499 4.32G 0.008011 0.008 0.003233 85 640: 12%|#2 | 21/168 [00:04<00:27, 5.30it/s]
208/499 4.32G 0.007967 0.007989 0.003292 68 640: 12%|#2 | 21/168 [00:04<00:27, 5.30it/s]
208/499 4.32G 0.007967 0.007989 0.003292 68 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s]
208/499 4.32G 0.00796 0.007939 0.003275 64 640: 13%|#3 | 22/168 [00:04<00:28, 5.16it/s]
208/499 4.32G 0.00796 0.007939 0.003275 64 640: 14%|#3 | 23/168 [00:04<00:27, 5.21it/s]
208/499 4.32G 0.007939 0.007894 0.003303 64 640: 14%|#3 | 23/168 [00:04<00:27, 5.21it/s]
208/499 4.32G 0.007939 0.007894 0.003303 64 640: 14%|#4 | 24/168 [00:04<00:27, 5.29it/s]
208/499 4.32G 0.007946 0.00787 0.003249 63 640: 14%|#4 | 24/168 [00:04<00:27, 5.29it/s]
208/499 4.32G 0.007946 0.00787 0.003249 63 640: 15%|#4 | 25/168 [00:04<00:27, 5.15it/s]
208/499 4.32G 0.008012 0.007871 0.003227 73 640: 15%|#4 | 25/168 [00:04<00:27, 5.15it/s]
208/499 4.32G 0.008012 0.007871 0.003227 73 640: 15%|#5 | 26/168 [00:04<00:27, 5.17it/s]
208/499 4.32G 0.008032 0.007814 0.003225 67 640: 15%|#5 | 26/168 [00:05<00:27, 5.17it/s]
208/499 4.32G 0.008032 0.007814 0.003225 67 640: 16%|#6 | 27/168 [00:05<00:26, 5.24it/s]
208/499 4.32G 0.008017 0.007818 0.003311 67 640: 16%|#6 | 27/168 [00:05<00:26, 5.24it/s]
208/499 4.32G 0.008017 0.007818 0.003311 67 640: 17%|#6 | 28/168 [00:05<00:27, 5.12it/s]
208/499 4.32G 0.008069 0.007724 0.003248 47 640: 17%|#6 | 28/168 [00:05<00:27, 5.12it/s]
208/499 4.32G 0.008069 0.007724 0.003248 47 640: 17%|#7 | 29/168 [00:05<00:26, 5.22it/s]
208/499 4.32G 0.008061 0.007725 0.003195 72 640: 17%|#7 | 29/168 [00:05<00:26, 5.22it/s]
208/499 4.32G 0.008061 0.007725 0.003195 72 640: 18%|#7 | 30/168 [00:05<00:26, 5.29it/s]
208/499 4.32G 0.008103 0.007782 0.003287 70 640: 18%|#7 | 30/168 [00:05<00:26, 5.29it/s]
208/499 4.32G 0.008103 0.007782 0.003287 70 640: 18%|#8 | 31/168 [00:05<00:26, 5.19it/s]
208/499 4.32G 0.0082 0.007748 0.00329 52 640: 18%|#8 | 31/168 [00:06<00:26, 5.19it/s]
208/499 4.32G 0.0082 0.007748 0.00329 52 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s]
208/499 4.32G 0.008177 0.007815 0.00327 80 640: 19%|#9 | 32/168 [00:06<00:25, 5.30it/s]
208/499 4.32G 0.008177 0.007815 0.00327 80 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s]
208/499 4.32G 0.008227 0.007827 0.003241 60 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s]
208/499 4.32G 0.008227 0.007827 0.003241 60 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s]
208/499 4.32G 0.008309 0.007853 0.003208 70 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s]
208/499 4.32G 0.008309 0.007853 0.003208 70 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s]
208/499 4.32G 0.008284 0.007793 0.003176 53 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s]
208/499 4.32G 0.008284 0.007793 0.003176 53 640: 21%|##1 | 36/168 [00:06<00:24, 5.34it/s]
208/499 4.32G 0.008246 0.007801 0.003149 70 640: 21%|##1 | 36/168 [00:07<00:24, 5.34it/s]
208/499 4.32G 0.008246 0.007801 0.003149 70 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
208/499 4.32G 0.008269 0.007837 0.003239 78 640: 22%|##2 | 37/168 [00:07<00:25, 5.18it/s]
208/499 4.32G 0.008269 0.007837 0.003239 78 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s]
208/499 4.32G 0.008297 0.007839 0.003199 70 640: 23%|##2 | 38/168 [00:07<00:24, 5.28it/s]
208/499 4.32G 0.008297 0.007839 0.003199 70 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s]
208/499 4.32G 0.008302 0.007838 0.003145 67 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s]
208/499 4.32G 0.008302 0.007838 0.003145 67 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
208/499 4.32G 0.008277 0.007862 0.00314 73 640: 24%|##3 | 40/168 [00:07<00:24, 5.20it/s]
208/499 4.32G 0.008277 0.007862 0.00314 73 640: 24%|##4 | 41/168 [00:07<00:24, 5.27it/s]
208/499 4.32G 0.00832 0.007871 0.003087 58 640: 24%|##4 | 41/168 [00:08<00:24, 5.27it/s]
208/499 4.32G 0.00832 0.007871 0.003087 58 640: 25%|##5 | 42/168 [00:08<00:24, 5.24it/s]
208/499 4.32G 0.008323 0.0079 0.003086 82 640: 25%|##5 | 42/168 [00:08<00:24, 5.24it/s]
208/499 4.32G 0.008323 0.0079 0.003086 82 640: 26%|##5 | 43/168 [00:08<00:24, 5.11it/s]
208/499 4.32G 0.008315 0.007936 0.003074 74 640: 26%|##5 | 43/168 [00:08<00:24, 5.11it/s]
208/499 4.32G 0.008315 0.007936 0.003074 74 640: 26%|##6 | 44/168 [00:08<00:23, 5.20it/s]
208/499 4.32G 0.00831 0.007974 0.003163 69 640: 26%|##6 | 44/168 [00:08<00:23, 5.20it/s]
208/499 4.32G 0.00831 0.007974 0.003163 69 640: 27%|##6 | 45/168 [00:08<00:23, 5.26it/s]
208/499 4.32G 0.008287 0.007943 0.003193 58 640: 27%|##6 | 45/168 [00:08<00:23, 5.26it/s]
208/499 4.32G 0.008287 0.007943 0.003193 58 640: 27%|##7 | 46/168 [00:08<00:23, 5.13it/s]
208/499 4.32G 0.008274 0.007999 0.003176 72 640: 27%|##7 | 46/168 [00:09<00:23, 5.13it/s]
208/499 4.32G 0.008274 0.007999 0.003176 72 640: 28%|##7 | 47/168 [00:09<00:23, 5.21it/s]
208/499 4.32G 0.008241 0.007977 0.003168 81 640: 28%|##7 | 47/168 [00:09<00:23, 5.21it/s]
208/499 4.32G 0.008241 0.007977 0.003168 81 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s]
208/499 4.32G 0.008211 0.007939 0.003231 57 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s]
208/499 4.32G 0.008211 0.007939 0.003231 57 640: 29%|##9 | 49/168 [00:09<00:23, 5.17it/s]
208/499 4.32G 0.008207 0.007908 0.003294 49 640: 29%|##9 | 49/168 [00:09<00:23, 5.17it/s]
208/499 4.32G 0.008207 0.007908 0.003294 49 640: 30%|##9 | 50/168 [00:09<00:22, 5.18it/s]
208/499 4.32G 0.008187 0.007869 0.003331 52 640: 30%|##9 | 50/168 [00:09<00:22, 5.18it/s]
208/499 4.32G 0.008187 0.007869 0.003331 52 640: 30%|### | 51/168 [00:09<00:22, 5.24it/s]
208/499 4.32G 0.008205 0.007854 0.00332 67 640: 30%|### | 51/168 [00:09<00:22, 5.24it/s]
208/499 4.32G 0.008205 0.007854 0.00332 67 640: 31%|### | 52/168 [00:09<00:22, 5.13it/s]
208/499 4.32G 0.008221 0.007838 0.003351 57 640: 31%|### | 52/168 [00:10<00:22, 5.13it/s]
208/499 4.32G 0.008221 0.007838 0.003351 57 640: 32%|###1 | 53/168 [00:10<00:22, 5.18it/s]
208/499 4.32G 0.00823 0.007871 0.003365 71 640: 32%|###1 | 53/168 [00:10<00:22, 5.18it/s]
208/499 4.32G 0.00823 0.007871 0.003365 71 640: 32%|###2 | 54/168 [00:10<00:21, 5.22it/s]
208/499 4.32G 0.00822 0.007882 0.003331 85 640: 32%|###2 | 54/168 [00:10<00:21, 5.22it/s]
208/499 4.32G 0.00822 0.007882 0.003331 85 640: 33%|###2 | 55/168 [00:10<00:22, 5.10it/s]
208/499 4.32G 0.008213 0.007887 0.003326 77 640: 33%|###2 | 55/168 [00:10<00:22, 5.10it/s]
208/499 4.32G 0.008213 0.007887 0.003326 77 640: 33%|###3 | 56/168 [00:10<00:21, 5.22it/s]
208/499 4.32G 0.008192 0.007894 0.0033 72 640: 33%|###3 | 56/168 [00:10<00:21, 5.22it/s]
208/499 4.32G 0.008192 0.007894 0.0033 72 640: 34%|###3 | 57/168 [00:10<00:20, 5.29it/s]
208/499 4.32G 0.008202 0.007913 0.003305 65 640: 34%|###3 | 57/168 [00:11<00:20, 5.29it/s]
208/499 4.32G 0.008202 0.007913 0.003305 65 640: 35%|###4 | 58/168 [00:11<00:21, 5.16it/s]
208/499 4.32G 0.0082 0.007933 0.00326 76 640: 35%|###4 | 58/168 [00:11<00:21, 5.16it/s]
208/499 4.32G 0.0082 0.007933 0.00326 76 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
208/499 4.32G 0.008207 0.007945 0.003259 70 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
208/499 4.32G 0.008207 0.007945 0.003259 70 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
208/499 4.32G 0.008238 0.007965 0.003315 65 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
208/499 4.32G 0.008238 0.007965 0.003315 65 640: 36%|###6 | 61/168 [00:11<00:20, 5.12it/s]
208/499 4.32G 0.008246 0.007993 0.003315 77 640: 36%|###6 | 61/168 [00:11<00:20, 5.12it/s]
208/499 4.32G 0.008246 0.007993 0.003315 77 640: 37%|###6 | 62/168 [00:11<00:20, 5.22it/s]
208/499 4.32G 0.008255 0.00798 0.003313 66 640: 37%|###6 | 62/168 [00:12<00:20, 5.22it/s]
208/499 4.32G 0.008255 0.00798 0.003313 66 640: 38%|###7 | 63/168 [00:12<00:19, 5.30it/s]
208/499 4.32G 0.008243 0.007972 0.003358 81 640: 38%|###7 | 63/168 [00:12<00:19, 5.30it/s]
208/499 4.32G 0.008243 0.007972 0.003358 81 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s]
208/499 4.32G 0.008245 0.007948 0.003378 62 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s]
208/499 4.32G 0.008245 0.007948 0.003378 62 640: 39%|###8 | 65/168 [00:12<00:19, 5.25it/s]
208/499 4.32G 0.008234 0.00793 0.003403 64 640: 39%|###8 | 65/168 [00:12<00:19, 5.25it/s]
208/499 4.32G 0.008234 0.00793 0.003403 64 640: 39%|###9 | 66/168 [00:12<00:19, 5.28it/s]
208/499 4.32G 0.008234 0.00793 0.003405 74 640: 39%|###9 | 66/168 [00:12<00:19, 5.28it/s]
208/499 4.32G 0.008234 0.00793 0.003405 74 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s]
208/499 4.32G 0.008234 0.007965 0.003369 85 640: 40%|###9 | 67/168 [00:13<00:19, 5.17it/s]
208/499 4.32G 0.008234 0.007965 0.003369 85 640: 40%|#### | 68/168 [00:13<00:19, 5.25it/s]
208/499 4.32G 0.00825 0.008018 0.003325 86 640: 40%|#### | 68/168 [00:13<00:19, 5.25it/s]
208/499 4.32G 0.00825 0.008018 0.003325 86 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s]
208/499 4.32G 0.008254 0.008012 0.003309 65 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s]
208/499 4.32G 0.008254 0.008012 0.003309 65 640: 42%|####1 | 70/168 [00:13<00:19, 5.14it/s]
208/499 4.32G 0.008244 0.008037 0.003303 82 640: 42%|####1 | 70/168 [00:13<00:19, 5.14it/s]
208/499 4.32G 0.008244 0.008037 0.003303 82 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s]
208/499 4.32G 0.008256 0.008053 0.003326 73 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s]
208/499 4.32G 0.008256 0.008053 0.003326 73 640: 43%|####2 | 72/168 [00:13<00:18, 5.29it/s]
208/499 4.32G 0.008258 0.00808 0.003314 77 640: 43%|####2 | 72/168 [00:13<00:18, 5.29it/s]
208/499 4.32G 0.008258 0.00808 0.003314 77 640: 43%|####3 | 73/168 [00:13<00:18, 5.14it/s]
208/499 4.32G 0.008258 0.008081 0.003309 65 640: 43%|####3 | 73/168 [00:14<00:18, 5.14it/s]
208/499 4.32G 0.008258 0.008081 0.003309 65 640: 44%|####4 | 74/168 [00:14<00:18, 5.22it/s]
208/499 4.32G 0.008256 0.008074 0.00328 77 640: 44%|####4 | 74/168 [00:14<00:18, 5.22it/s]
208/499 4.32G 0.008256 0.008074 0.00328 77 640: 45%|####4 | 75/168 [00:14<00:17, 5.26it/s]
208/499 4.32G 0.008252 0.008075 0.003263 64 640: 45%|####4 | 75/168 [00:14<00:17, 5.26it/s]
208/499 4.32G 0.008252 0.008075 0.003263 64 640: 45%|####5 | 76/168 [00:14<00:17, 5.15it/s]
208/499 4.32G 0.00825 0.008089 0.003252 65 640: 45%|####5 | 76/168 [00:14<00:17, 5.15it/s]
208/499 4.32G 0.00825 0.008089 0.003252 65 640: 46%|####5 | 77/168 [00:14<00:17, 5.23it/s]
208/499 4.32G 0.008247 0.008081 0.003243 69 640: 46%|####5 | 77/168 [00:14<00:17, 5.23it/s]
208/499 4.32G 0.008247 0.008081 0.003243 69 640: 46%|####6 | 78/168 [00:14<00:16, 5.32it/s]
208/499 4.32G 0.008243 0.008073 0.003217 63 640: 46%|####6 | 78/168 [00:15<00:16, 5.32it/s]
208/499 4.32G 0.008243 0.008073 0.003217 63 640: 47%|####7 | 79/168 [00:15<00:17, 5.17it/s]
208/499 4.32G 0.008227 0.008072 0.003209 70 640: 47%|####7 | 79/168 [00:15<00:17, 5.17it/s]
208/499 4.32G 0.008227 0.008072 0.003209 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s]
208/499 4.32G 0.008218 0.008071 0.003195 61 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s]
208/499 4.32G 0.008218 0.008071 0.003195 61 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s]
208/499 4.32G 0.0082 0.00807 0.003192 63 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s]
208/499 4.32G 0.0082 0.00807 0.003192 63 640: 49%|####8 | 82/168 [00:15<00:16, 5.16it/s]
208/499 4.32G 0.008196 0.008078 0.003207 72 640: 49%|####8 | 82/168 [00:15<00:16, 5.16it/s]
208/499 4.32G 0.008196 0.008078 0.003207 72 640: 49%|####9 | 83/168 [00:15<00:16, 5.22it/s]
208/499 4.32G 0.008174 0.008062 0.003186 68 640: 49%|####9 | 83/168 [00:16<00:16, 5.22it/s]
208/499 4.32G 0.008174 0.008062 0.003186 68 640: 50%|##### | 84/168 [00:16<00:15, 5.29it/s]
208/499 4.32G 0.008169 0.008083 0.003192 83 640: 50%|##### | 84/168 [00:16<00:15, 5.29it/s]
208/499 4.32G 0.008169 0.008083 0.003192 83 640: 51%|##### | 85/168 [00:16<00:16, 5.14it/s]
208/499 4.32G 0.008163 0.008069 0.003187 61 640: 51%|##### | 85/168 [00:16<00:16, 5.14it/s]
208/499 4.32G 0.008163 0.008069 0.003187 61 640: 51%|#####1 | 86/168 [00:16<00:15, 5.24it/s]
208/499 4.32G 0.008163 0.00808 0.003181 58 640: 51%|#####1 | 86/168 [00:16<00:15, 5.24it/s]
208/499 4.32G 0.008163 0.00808 0.003181 58 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
208/499 4.32G 0.008171 0.008077 0.003169 73 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
208/499 4.32G 0.008171 0.008077 0.003169 73 640: 52%|#####2 | 88/168 [00:16<00:15, 5.19it/s]
208/499 4.32G 0.008159 0.008071 0.003204 68 640: 52%|#####2 | 88/168 [00:17<00:15, 5.19it/s]
208/499 4.32G 0.008159 0.008071 0.003204 68 640: 53%|#####2 | 89/168 [00:17<00:15, 5.26it/s]
208/499 4.32G 0.008172 0.008067 0.003213 71 640: 53%|#####2 | 89/168 [00:17<00:15, 5.26it/s]
208/499 4.32G 0.008172 0.008067 0.003213 71 640: 54%|#####3 | 90/168 [00:17<00:14, 5.31it/s]
208/499 4.32G 0.008159 0.008079 0.003221 76 640: 54%|#####3 | 90/168 [00:17<00:14, 5.31it/s]
208/499 4.32G 0.008159 0.008079 0.003221 76 640: 54%|#####4 | 91/168 [00:17<00:14, 5.17it/s]
208/499 4.32G 0.008147 0.008057 0.003198 58 640: 54%|#####4 | 91/168 [00:17<00:14, 5.17it/s]
208/499 4.32G 0.008147 0.008057 0.003198 58 640: 55%|#####4 | 92/168 [00:17<00:14, 5.23it/s]
208/499 4.32G 0.00813 0.008032 0.003193 47 640: 55%|#####4 | 92/168 [00:17<00:14, 5.23it/s]
208/499 4.32G 0.00813 0.008032 0.003193 47 640: 55%|#####5 | 93/168 [00:17<00:14, 5.29it/s]
208/499 4.32G 0.008137 0.008031 0.003194 62 640: 55%|#####5 | 93/168 [00:18<00:14, 5.29it/s]
208/499 4.32G 0.008137 0.008031 0.003194 62 640: 56%|#####5 | 94/168 [00:18<00:14, 5.18it/s]
208/499 4.32G 0.008131 0.00802 0.003194 60 640: 56%|#####5 | 94/168 [00:18<00:14, 5.18it/s]
208/499 4.32G 0.008131 0.00802 0.003194 60 640: 57%|#####6 | 95/168 [00:18<00:13, 5.25it/s]
208/499 4.32G 0.008132 0.008019 0.003189 68 640: 57%|#####6 | 95/168 [00:18<00:13, 5.25it/s]
208/499 4.32G 0.008132 0.008019 0.003189 68 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s]
208/499 4.32G 0.008148 0.008005 0.00321 63 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s]
208/499 4.32G 0.008148 0.008005 0.00321 63 640: 58%|#####7 | 97/168 [00:18<00:13, 5.14it/s]
208/499 4.32G 0.008145 0.007997 0.003219 67 640: 58%|#####7 | 97/168 [00:18<00:13, 5.14it/s]
208/499 4.32G 0.008145 0.007997 0.003219 67 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s]
208/499 4.32G 0.008154 0.008005 0.003223 78 640: 58%|#####8 | 98/168 [00:18<00:13, 5.22it/s]
208/499 4.32G 0.008154 0.008005 0.003223 78 640: 59%|#####8 | 99/168 [00:18<00:13, 5.27it/s]
208/499 4.32G 0.008147 0.008002 0.003215 61 640: 59%|#####8 | 99/168 [00:19<00:13, 5.27it/s]
208/499 4.32G 0.008147 0.008002 0.003215 61 640: 60%|#####9 | 100/168 [00:19<00:13, 5.07it/s]
208/499 4.32G 0.008159 0.008006 0.003223 72 640: 60%|#####9 | 100/168 [00:19<00:13, 5.07it/s]
208/499 4.32G 0.008159 0.008006 0.003223 72 640: 60%|###### | 101/168 [00:19<00:12, 5.18it/s]
208/499 4.32G 0.008164 0.008012 0.003212 70 640: 60%|###### | 101/168 [00:19<00:12, 5.18it/s]
208/499 4.32G 0.008164 0.008012 0.003212 70 640: 61%|###### | 102/168 [00:19<00:12, 5.24it/s]
208/499 4.32G 0.008181 0.008001 0.003207 62 640: 61%|###### | 102/168 [00:19<00:12, 5.24it/s]
208/499 4.32G 0.008181 0.008001 0.003207 62 640: 61%|######1 | 103/168 [00:19<00:12, 5.12it/s]
208/499 4.32G 0.008171 0.008004 0.003193 63 640: 61%|######1 | 103/168 [00:19<00:12, 5.12it/s]
208/499 4.32G 0.008171 0.008004 0.003193 63 640: 62%|######1 | 104/168 [00:19<00:12, 5.23it/s]
208/499 4.32G 0.00818 0.007994 0.003169 59 640: 62%|######1 | 104/168 [00:20<00:12, 5.23it/s]
208/499 4.32G 0.00818 0.007994 0.003169 59 640: 62%|######2 | 105/168 [00:20<00:11, 5.27it/s]
208/499 4.32G 0.008185 0.007987 0.003155 61 640: 62%|######2 | 105/168 [00:20<00:11, 5.27it/s]
208/499 4.32G 0.008185 0.007987 0.003155 61 640: 63%|######3 | 106/168 [00:20<00:12, 5.15it/s]
208/499 4.32G 0.008191 0.007981 0.003162 67 640: 63%|######3 | 106/168 [00:20<00:12, 5.15it/s]
208/499 4.32G 0.008191 0.007981 0.003162 67 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s]
208/499 4.32G 0.008184 0.007964 0.003168 54 640: 64%|######3 | 107/168 [00:20<00:11, 5.24it/s]
208/499 4.32G 0.008184 0.007964 0.003168 54 640: 64%|######4 | 108/168 [00:20<00:11, 5.27it/s]
208/499 4.32G 0.008194 0.00795 0.003165 51 640: 64%|######4 | 108/168 [00:20<00:11, 5.27it/s]
208/499 4.32G 0.008194 0.00795 0.003165 51 640: 65%|######4 | 109/168 [00:20<00:11, 5.00it/s]
208/499 4.32G 0.008182 0.007929 0.003163 57 640: 65%|######4 | 109/168 [00:21<00:11, 5.00it/s]
208/499 4.32G 0.008182 0.007929 0.003163 57 640: 65%|######5 | 110/168 [00:21<00:11, 5.13it/s]
208/499 4.32G 0.008176 0.007937 0.003162 87 640: 65%|######5 | 110/168 [00:21<00:11, 5.13it/s]
208/499 4.32G 0.008176 0.007937 0.003162 87 640: 66%|######6 | 111/168 [00:21<00:10, 5.20it/s]
208/499 4.32G 0.008176 0.007933 0.003167 64 640: 66%|######6 | 111/168 [00:21<00:10, 5.20it/s]
208/499 4.32G 0.008176 0.007933 0.003167 64 640: 67%|######6 | 112/168 [00:21<00:11, 5.09it/s]
208/499 4.32G 0.008167 0.007915 0.003154 63 640: 67%|######6 | 112/168 [00:21<00:11, 5.09it/s]
208/499 4.32G 0.008167 0.007915 0.003154 63 640: 67%|######7 | 113/168 [00:21<00:10, 5.20it/s]
208/499 4.32G 0.008163 0.007907 0.003168 68 640: 67%|######7 | 113/168 [00:21<00:10, 5.20it/s]
208/499 4.32G 0.008163 0.007907 0.003168 68 640: 68%|######7 | 114/168 [00:21<00:10, 5.28it/s]
208/499 4.32G 0.00816 0.007891 0.003173 61 640: 68%|######7 | 114/168 [00:22<00:10, 5.28it/s]
208/499 4.32G 0.00816 0.007891 0.003173 61 640: 68%|######8 | 115/168 [00:22<00:10, 5.17it/s]
208/499 4.32G 0.008168 0.007884 0.00317 61 640: 68%|######8 | 115/168 [00:22<00:10, 5.17it/s]
208/499 4.32G 0.008168 0.007884 0.00317 61 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s]
208/499 4.32G 0.008161 0.007882 0.003152 67 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s]
208/499 4.32G 0.008161 0.007882 0.003152 67 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s]
208/499 4.32G 0.008172 0.007885 0.003154 74 640: 70%|######9 | 117/168 [00:22<00:09, 5.32it/s]
208/499 4.32G 0.008172 0.007885 0.003154 74 640: 70%|####### | 118/168 [00:22<00:09, 5.17it/s]
208/499 4.32G 0.008172 0.0079 0.003156 67 640: 70%|####### | 118/168 [00:22<00:09, 5.17it/s]
208/499 4.32G 0.008172 0.0079 0.003156 67 640: 71%|####### | 119/168 [00:22<00:09, 5.23it/s]
208/499 4.32G 0.008168 0.007893 0.003148 55 640: 71%|####### | 119/168 [00:22<00:09, 5.23it/s]
208/499 4.32G 0.008168 0.007893 0.003148 55 640: 71%|#######1 | 120/168 [00:22<00:09, 5.32it/s]
208/499 4.32G 0.008174 0.007903 0.003138 77 640: 71%|#######1 | 120/168 [00:23<00:09, 5.32it/s]
208/499 4.32G 0.008174 0.007903 0.003138 77 640: 72%|#######2 | 121/168 [00:23<00:09, 5.11it/s]
208/499 4.32G 0.008183 0.007915 0.003123 73 640: 72%|#######2 | 121/168 [00:23<00:09, 5.11it/s]
208/499 4.32G 0.008183 0.007915 0.003123 73 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
208/499 4.32G 0.008178 0.007925 0.003124 78 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
208/499 4.32G 0.008178 0.007925 0.003124 78 640: 73%|#######3 | 123/168 [00:23<00:08, 5.28it/s]
208/499 4.32G 0.008174 0.007916 0.003146 64 640: 73%|#######3 | 123/168 [00:23<00:08, 5.28it/s]
208/499 4.32G 0.008174 0.007916 0.003146 64 640: 74%|#######3 | 124/168 [00:23<00:08, 5.15it/s]
208/499 4.32G 0.008172 0.00791 0.00314 68 640: 74%|#######3 | 124/168 [00:23<00:08, 5.15it/s]
208/499 4.32G 0.008172 0.00791 0.00314 68 640: 74%|#######4 | 125/168 [00:23<00:08, 5.16it/s]
208/499 4.32G 0.008173 0.007925 0.003146 80 640: 74%|#######4 | 125/168 [00:24<00:08, 5.16it/s]
208/499 4.32G 0.008173 0.007925 0.003146 80 640: 75%|#######5 | 126/168 [00:24<00:08, 5.23it/s]
208/499 4.32G 0.008163 0.007915 0.003154 47 640: 75%|#######5 | 126/168 [00:24<00:08, 5.23it/s]
208/499 4.32G 0.008163 0.007915 0.003154 47 640: 76%|#######5 | 127/168 [00:24<00:08, 5.10it/s]
208/499 4.32G 0.00816 0.007912 0.003149 59 640: 76%|#######5 | 127/168 [00:24<00:08, 5.10it/s]
208/499 4.32G 0.00816 0.007912 0.003149 59 640: 76%|#######6 | 128/168 [00:24<00:07, 5.21it/s]
208/499 4.32G 0.008172 0.007905 0.003142 60 640: 76%|#######6 | 128/168 [00:24<00:07, 5.21it/s]
208/499 4.32G 0.008172 0.007905 0.003142 60 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s]
208/499 4.32G 0.00816 0.007905 0.003163 80 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s]
208/499 4.32G 0.00816 0.007905 0.003163 80 640: 77%|#######7 | 130/168 [00:24<00:07, 5.13it/s]
208/499 4.32G 0.008161 0.007904 0.003167 77 640: 77%|#######7 | 130/168 [00:25<00:07, 5.13it/s]
208/499 4.32G 0.008161 0.007904 0.003167 77 640: 78%|#######7 | 131/168 [00:25<00:07, 5.17it/s]
208/499 4.32G 0.008153 0.007899 0.003152 65 640: 78%|#######7 | 131/168 [00:25<00:07, 5.17it/s]
208/499 4.32G 0.008153 0.007899 0.003152 65 640: 79%|#######8 | 132/168 [00:25<00:06, 5.26it/s]
208/499 4.32G 0.008165 0.007919 0.003141 80 640: 79%|#######8 | 132/168 [00:25<00:06, 5.26it/s]
208/499 4.32G 0.008165 0.007919 0.003141 80 640: 79%|#######9 | 133/168 [00:25<00:06, 5.14it/s]
208/499 4.32G 0.008171 0.007924 0.003132 72 640: 79%|#######9 | 133/168 [00:25<00:06, 5.14it/s]
208/499 4.32G 0.008171 0.007924 0.003132 72 640: 80%|#######9 | 134/168 [00:25<00:06, 5.24it/s]
208/499 4.32G 0.008177 0.007939 0.003139 79 640: 80%|#######9 | 134/168 [00:25<00:06, 5.24it/s]
208/499 4.32G 0.008177 0.007939 0.003139 79 640: 80%|######## | 135/168 [00:25<00:06, 5.30it/s]
208/499 4.32G 0.008186 0.00793 0.003133 71 640: 80%|######## | 135/168 [00:26<00:06, 5.30it/s]
208/499 4.32G 0.008186 0.00793 0.003133 71 640: 81%|######## | 136/168 [00:26<00:06, 5.19it/s]
208/499 4.32G 0.008193 0.00794 0.003137 77 640: 81%|######## | 136/168 [00:26<00:06, 5.19it/s]
208/499 4.32G 0.008193 0.00794 0.003137 77 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s]
208/499 4.32G 0.008197 0.00794 0.003131 68 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s]
208/499 4.32G 0.008197 0.00794 0.003131 68 640: 82%|########2 | 138/168 [00:26<00:05, 5.30it/s]
208/499 4.32G 0.008194 0.007945 0.003119 68 640: 82%|########2 | 138/168 [00:26<00:05, 5.30it/s]
208/499 4.32G 0.008194 0.007945 0.003119 68 640: 83%|########2 | 139/168 [00:26<00:05, 5.15it/s]
208/499 4.32G 0.008194 0.007948 0.003117 88 640: 83%|########2 | 139/168 [00:26<00:05, 5.15it/s]
208/499 4.32G 0.008194 0.007948 0.003117 88 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
208/499 4.32G 0.008184 0.007947 0.003112 65 640: 83%|########3 | 140/168 [00:27<00:05, 5.26it/s]
208/499 4.32G 0.008184 0.007947 0.003112 65 640: 84%|########3 | 141/168 [00:27<00:05, 5.28it/s]
208/499 4.32G 0.008178 0.007944 0.003112 69 640: 84%|########3 | 141/168 [00:27<00:05, 5.28it/s]
208/499 4.32G 0.008178 0.007944 0.003112 69 640: 85%|########4 | 142/168 [00:27<00:05, 5.13it/s]
208/499 4.32G 0.00819 0.007955 0.003097 72 640: 85%|########4 | 142/168 [00:27<00:05, 5.13it/s]
208/499 4.32G 0.00819 0.007955 0.003097 72 640: 85%|########5 | 143/168 [00:27<00:04, 5.22it/s]
208/499 4.32G 0.008195 0.007955 0.003088 68 640: 85%|########5 | 143/168 [00:27<00:04, 5.22it/s]
208/499 4.32G 0.008195 0.007955 0.003088 68 640: 86%|########5 | 144/168 [00:27<00:04, 5.31it/s]
208/499 4.32G 0.00819 0.007946 0.003086 71 640: 86%|########5 | 144/168 [00:27<00:04, 5.31it/s]
208/499 4.32G 0.00819 0.007946 0.003086 71 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s]
208/499 4.32G 0.008191 0.007949 0.003087 75 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s]
208/499 4.32G 0.008191 0.007949 0.003087 75 640: 87%|########6 | 146/168 [00:27<00:04, 5.26it/s]
208/499 4.32G 0.008199 0.007949 0.003088 62 640: 87%|########6 | 146/168 [00:28<00:04, 5.26it/s]
208/499 4.32G 0.008199 0.007949 0.003088 62 640: 88%|########7 | 147/168 [00:28<00:03, 5.28it/s]
208/499 4.32G 0.008195 0.00796 0.003084 82 640: 88%|########7 | 147/168 [00:28<00:03, 5.28it/s]
208/499 4.32G 0.008195 0.00796 0.003084 82 640: 88%|########8 | 148/168 [00:28<00:03, 5.12it/s]
208/499 4.32G 0.0082 0.007974 0.003068 83 640: 88%|########8 | 148/168 [00:28<00:03, 5.12it/s]
208/499 4.32G 0.0082 0.007974 0.003068 83 640: 89%|########8 | 149/168 [00:28<00:03, 5.19it/s]
208/499 4.32G 0.008199 0.007975 0.003069 76 640: 89%|########8 | 149/168 [00:28<00:03, 5.19it/s]
208/499 4.32G 0.008199 0.007975 0.003069 76 640: 89%|########9 | 150/168 [00:28<00:03, 5.26it/s]
208/499 4.32G 0.008191 0.007972 0.003069 69 640: 89%|########9 | 150/168 [00:28<00:03, 5.26it/s]
208/499 4.32G 0.008191 0.007972 0.003069 69 640: 90%|########9 | 151/168 [00:28<00:03, 5.14it/s]
208/499 4.32G 0.008188 0.007971 0.00307 73 640: 90%|########9 | 151/168 [00:29<00:03, 5.14it/s]
208/499 4.32G 0.008188 0.007971 0.00307 73 640: 90%|######### | 152/168 [00:29<00:03, 5.24it/s]
208/499 4.32G 0.008195 0.007977 0.003062 74 640: 90%|######### | 152/168 [00:29<00:03, 5.24it/s]
208/499 4.32G 0.008195 0.007977 0.003062 74 640: 91%|#########1| 153/168 [00:29<00:02, 5.33it/s]
208/499 4.32G 0.008215 0.008001 0.003095 66 640: 91%|#########1| 153/168 [00:29<00:02, 5.33it/s]
208/499 4.32G 0.008215 0.008001 0.003095 66 640: 92%|#########1| 154/168 [00:29<00:02, 5.17it/s]
208/499 4.32G 0.008214 0.007998 0.003084 57 640: 92%|#########1| 154/168 [00:29<00:02, 5.17it/s]
208/499 4.32G 0.008214 0.007998 0.003084 57 640: 92%|#########2| 155/168 [00:29<00:02, 5.26it/s]
208/499 4.32G 0.00821 0.007996 0.003076 74 640: 92%|#########2| 155/168 [00:29<00:02, 5.26it/s]
208/499 4.32G 0.00821 0.007996 0.003076 74 640: 93%|#########2| 156/168 [00:29<00:02, 5.28it/s]
208/499 4.32G 0.008211 0.008001 0.003075 78 640: 93%|#########2| 156/168 [00:30<00:02, 5.28it/s]
208/499 4.32G 0.008211 0.008001 0.003075 78 640: 93%|#########3| 157/168 [00:30<00:02, 5.11it/s]
208/499 4.32G 0.00821 0.007997 0.003077 73 640: 93%|#########3| 157/168 [00:30<00:02, 5.11it/s]
208/499 4.32G 0.00821 0.007997 0.003077 73 640: 94%|#########4| 158/168 [00:30<00:01, 5.22it/s]
208/499 4.32G 0.008207 0.00798 0.003075 54 640: 94%|#########4| 158/168 [00:30<00:01, 5.22it/s]
208/499 4.32G 0.008207 0.00798 0.003075 54 640: 95%|#########4| 159/168 [00:30<00:01, 5.25it/s]
208/499 4.32G 0.008198 0.00798 0.003082 81 640: 95%|#########4| 159/168 [00:30<00:01, 5.25it/s]
208/499 4.32G 0.008198 0.00798 0.003082 81 640: 95%|#########5| 160/168 [00:30<00:01, 5.13it/s]
208/499 4.32G 0.008188 0.007973 0.003082 70 640: 95%|#########5| 160/168 [00:30<00:01, 5.13it/s]
208/499 4.32G 0.008188 0.007973 0.003082 70 640: 96%|#########5| 161/168 [00:30<00:01, 5.23it/s]
208/499 4.32G 0.008192 0.007976 0.003085 67 640: 96%|#########5| 161/168 [00:31<00:01, 5.23it/s]
208/499 4.32G 0.008192 0.007976 0.003085 67 640: 96%|#########6| 162/168 [00:31<00:01, 5.20it/s]
208/499 4.32G 0.008186 0.007971 0.003075 60 640: 96%|#########6| 162/168 [00:31<00:01, 5.20it/s]
208/499 4.32G 0.008186 0.007971 0.003075 60 640: 97%|#########7| 163/168 [00:31<00:00, 5.08it/s]
208/499 4.32G 0.008181 0.007968 0.003078 71 640: 97%|#########7| 163/168 [00:31<00:00, 5.08it/s]
208/499 4.32G 0.008181 0.007968 0.003078 71 640: 98%|#########7| 164/168 [00:31<00:00, 5.17it/s]
208/499 4.32G 0.008183 0.007962 0.003075 66 640: 98%|#########7| 164/168 [00:31<00:00, 5.17it/s]
208/499 4.32G 0.008183 0.007962 0.003075 66 640: 98%|#########8| 165/168 [00:31<00:00, 5.25it/s]
208/499 4.32G 0.00818 0.007959 0.003071 67 640: 98%|#########8| 165/168 [00:31<00:00, 5.25it/s]
208/499 4.32G 0.00818 0.007959 0.003071 67 640: 99%|#########8| 166/168 [00:31<00:00, 5.13it/s]
208/499 4.32G 0.00819 0.007967 0.003063 79 640: 99%|#########8| 166/168 [00:32<00:00, 5.13it/s]
208/499 4.32G 0.00819 0.007967 0.003063 79 640: 99%|#########9| 167/168 [00:32<00:00, 5.22it/s]
208/499 4.32G 0.008179 0.007952 0.003052 32 640: 99%|#########9| 167/168 [00:32<00:00, 5.22it/s]
208/499 4.32G 0.008179 0.007952 0.003052 32 640: 100%|##########| 168/168 [00:32<00:00, 5.43it/s]
208/499 4.32G 0.008179 0.007952 0.003052 32 640: 100%|##########| 168/168 [00:32<00:00, 5.22it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s]
all 132 263 0.847 0.852 0.881 0.766
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
209/499 4.32G 0.007918 0.007319 0.003751 76 640: 0%| | 0/168 [00:00<?, ?it/s]
209/499 4.32G 0.007918 0.007319 0.003751 76 640: 1%| | 1/168 [00:00<00:33, 4.93it/s]
209/499 4.32G 0.008543 0.008692 0.003734 82 640: 1%| | 1/168 [00:00<00:33, 4.93it/s]
209/499 4.32G 0.008543 0.008692 0.003734 82 640: 1%|1 | 2/168 [00:00<00:31, 5.20it/s]
209/499 4.32G 0.008506 0.008919 0.002715 84 640: 1%|1 | 2/168 [00:00<00:31, 5.20it/s]
209/499 4.32G 0.008506 0.008919 0.002715 84 640: 2%|1 | 3/168 [00:00<00:30, 5.33it/s]
209/499 4.32G 0.008494 0.009121 0.002582 64 640: 2%|1 | 3/168 [00:00<00:30, 5.33it/s]
209/499 4.32G 0.008494 0.009121 0.002582 64 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s]
209/499 4.32G 0.008522 0.008669 0.002532 62 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s]
209/499 4.32G 0.008522 0.008669 0.002532 62 640: 3%|2 | 5/168 [00:00<00:31, 5.22it/s]
209/499 4.32G 0.008434 0.008685 0.003152 83 640: 3%|2 | 5/168 [00:01<00:31, 5.22it/s]
209/499 4.32G 0.008434 0.008685 0.003152 83 640: 4%|3 | 6/168 [00:01<00:30, 5.29it/s]
209/499 4.32G 0.008348 0.008393 0.002941 66 640: 4%|3 | 6/168 [00:01<00:30, 5.29it/s]
209/499 4.32G 0.008348 0.008393 0.002941 66 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s]
209/499 4.32G 0.008661 0.008302 0.002905 62 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s]
209/499 4.32G 0.008661 0.008302 0.002905 62 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s]
209/499 4.32G 0.008611 0.008252 0.002873 81 640: 5%|4 | 8/168 [00:01<00:30, 5.27it/s]
209/499 4.32G 0.008611 0.008252 0.002873 81 640: 5%|5 | 9/168 [00:01<00:29, 5.33it/s]
209/499 4.32G 0.008588 0.008604 0.002767 82 640: 5%|5 | 9/168 [00:01<00:29, 5.33it/s]
209/499 4.32G 0.008588 0.008604 0.002767 82 640: 6%|5 | 10/168 [00:01<00:30, 5.19it/s]
209/499 4.32G 0.00858 0.008773 0.002861 79 640: 6%|5 | 10/168 [00:02<00:30, 5.19it/s]
209/499 4.32G 0.00858 0.008773 0.002861 79 640: 7%|6 | 11/168 [00:02<00:29, 5.27it/s]
209/499 4.32G 0.008533 0.008691 0.003057 67 640: 7%|6 | 11/168 [00:02<00:29, 5.27it/s]
209/499 4.32G 0.008533 0.008691 0.003057 67 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s]
209/499 4.32G 0.00868 0.008727 0.003072 58 640: 7%|7 | 12/168 [00:02<00:29, 5.34it/s]
209/499 4.32G 0.00868 0.008727 0.003072 58 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s]
209/499 4.32G 0.008607 0.008514 0.003188 50 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s]
209/499 4.32G 0.008607 0.008514 0.003188 50 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s]
209/499 4.32G 0.008641 0.008331 0.003138 50 640: 8%|8 | 14/168 [00:02<00:29, 5.27it/s]
209/499 4.32G 0.008641 0.008331 0.003138 50 640: 9%|8 | 15/168 [00:02<00:29, 5.27it/s]
209/499 4.32G 0.0086 0.008199 0.003064 63 640: 9%|8 | 15/168 [00:03<00:29, 5.27it/s]
209/499 4.32G 0.0086 0.008199 0.003064 63 640: 10%|9 | 16/168 [00:03<00:29, 5.15it/s]
209/499 4.32G 0.008576 0.008136 0.003193 69 640: 10%|9 | 16/168 [00:03<00:29, 5.15it/s]
209/499 4.32G 0.008576 0.008136 0.003193 69 640: 10%|# | 17/168 [00:03<00:29, 5.15it/s]
209/499 4.32G 0.008578 0.008237 0.003191 94 640: 10%|# | 17/168 [00:03<00:29, 5.15it/s]
209/499 4.32G 0.008578 0.008237 0.003191 94 640: 11%|# | 18/168 [00:03<00:28, 5.23it/s]
209/499 4.32G 0.008613 0.008162 0.003313 58 640: 11%|# | 18/168 [00:03<00:28, 5.23it/s]
209/499 4.32G 0.008613 0.008162 0.003313 58 640: 11%|#1 | 19/168 [00:03<00:29, 5.11it/s]
209/499 4.32G 0.008587 0.008166 0.003303 86 640: 11%|#1 | 19/168 [00:03<00:29, 5.11it/s]
209/499 4.32G 0.008587 0.008166 0.003303 86 640: 12%|#1 | 20/168 [00:03<00:28, 5.20it/s]
209/499 4.32G 0.008631 0.008153 0.003218 68 640: 12%|#1 | 20/168 [00:04<00:28, 5.20it/s]
209/499 4.32G 0.008631 0.008153 0.003218 68 640: 12%|#2 | 21/168 [00:04<00:27, 5.29it/s]
209/499 4.32G 0.008556 0.008134 0.003145 68 640: 12%|#2 | 21/168 [00:04<00:27, 5.29it/s]
209/499 4.32G 0.008556 0.008134 0.003145 68 640: 13%|#3 | 22/168 [00:04<00:28, 5.12it/s]
209/499 4.32G 0.008589 0.008141 0.003175 65 640: 13%|#3 | 22/168 [00:04<00:28, 5.12it/s]
209/499 4.32G 0.008589 0.008141 0.003175 65 640: 14%|#3 | 23/168 [00:04<00:27, 5.18it/s]
209/499 4.32G 0.008587 0.008049 0.003315 54 640: 14%|#3 | 23/168 [00:04<00:27, 5.18it/s]
209/499 4.32G 0.008587 0.008049 0.003315 54 640: 14%|#4 | 24/168 [00:04<00:27, 5.27it/s]
209/499 4.32G 0.008544 0.007974 0.0033 66 640: 14%|#4 | 24/168 [00:04<00:27, 5.27it/s]
209/499 4.32G 0.008544 0.007974 0.0033 66 640: 15%|#4 | 25/168 [00:04<00:27, 5.13it/s]
209/499 4.32G 0.00851 0.007948 0.003358 65 640: 15%|#4 | 25/168 [00:04<00:27, 5.13it/s]
209/499 4.32G 0.00851 0.007948 0.003358 65 640: 15%|#5 | 26/168 [00:04<00:27, 5.23it/s]
209/499 4.32G 0.008521 0.008008 0.003388 66 640: 15%|#5 | 26/168 [00:05<00:27, 5.23it/s]
209/499 4.32G 0.008521 0.008008 0.003388 66 640: 16%|#6 | 27/168 [00:05<00:26, 5.29it/s]
209/499 4.32G 0.008513 0.00813 0.003392 91 640: 16%|#6 | 27/168 [00:05<00:26, 5.29it/s]
209/499 4.32G 0.008513 0.00813 0.003392 91 640: 17%|#6 | 28/168 [00:05<00:27, 5.15it/s]
209/499 4.32G 0.008494 0.00814 0.003281 63 640: 17%|#6 | 28/168 [00:05<00:27, 5.15it/s]
209/499 4.32G 0.008494 0.00814 0.003281 63 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s]
209/499 4.32G 0.008462 0.008144 0.003229 66 640: 17%|#7 | 29/168 [00:05<00:26, 5.24it/s]
209/499 4.32G 0.008462 0.008144 0.003229 66 640: 18%|#7 | 30/168 [00:05<00:26, 5.28it/s]
209/499 4.32G 0.008454 0.008154 0.003228 64 640: 18%|#7 | 30/168 [00:05<00:26, 5.28it/s]
209/499 4.32G 0.008454 0.008154 0.003228 64 640: 18%|#8 | 31/168 [00:05<00:26, 5.13it/s]
209/499 4.32G 0.008453 0.008134 0.003249 71 640: 18%|#8 | 31/168 [00:06<00:26, 5.13it/s]
209/499 4.32G 0.008453 0.008134 0.003249 71 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s]
209/499 4.32G 0.008466 0.00816 0.003182 64 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s]
209/499 4.32G 0.008466 0.00816 0.003182 64 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s]
209/499 4.32G 0.008442 0.00815 0.003277 76 640: 20%|#9 | 33/168 [00:06<00:25, 5.32it/s]
209/499 4.32G 0.008442 0.00815 0.003277 76 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s]
209/499 4.32G 0.00843 0.008175 0.00332 88 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s]
209/499 4.32G 0.00843 0.008175 0.00332 88 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
209/499 4.32G 0.008433 0.008207 0.00326 79 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
209/499 4.32G 0.008433 0.008207 0.00326 79 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s]
209/499 4.32G 0.008408 0.008142 0.003283 63 640: 21%|##1 | 36/168 [00:07<00:24, 5.33it/s]
209/499 4.32G 0.008408 0.008142 0.003283 63 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s]
209/499 4.32G 0.008413 0.00814 0.003308 72 640: 22%|##2 | 37/168 [00:07<00:25, 5.16it/s]
209/499 4.32G 0.008413 0.00814 0.003308 72 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
209/499 4.32G 0.008397 0.008148 0.00333 84 640: 23%|##2 | 38/168 [00:07<00:24, 5.27it/s]
209/499 4.32G 0.008397 0.008148 0.00333 84 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
209/499 4.32G 0.008362 0.008133 0.003341 76 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
209/499 4.32G 0.008362 0.008133 0.003341 76 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
209/499 4.32G 0.008355 0.008089 0.003291 49 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
209/499 4.32G 0.008355 0.008089 0.003291 49 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
209/499 4.32G 0.00835 0.008052 0.003284 61 640: 24%|##4 | 41/168 [00:08<00:23, 5.30it/s]
209/499 4.32G 0.00835 0.008052 0.003284 61 640: 25%|##5 | 42/168 [00:08<00:23, 5.36it/s]
209/499 4.32G 0.008362 0.008047 0.003275 57 640: 25%|##5 | 42/168 [00:08<00:23, 5.36it/s]
209/499 4.32G 0.008362 0.008047 0.003275 57 640: 26%|##5 | 43/168 [00:08<00:23, 5.21it/s]
209/499 4.32G 0.008414 0.008082 0.00328 86 640: 26%|##5 | 43/168 [00:08<00:23, 5.21it/s]
209/499 4.32G 0.008414 0.008082 0.00328 86 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s]
209/499 4.32G 0.008411 0.008057 0.003259 66 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s]
209/499 4.32G 0.008411 0.008057 0.003259 66 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s]
209/499 4.32G 0.0084 0.008065 0.003219 67 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s]
209/499 4.32G 0.0084 0.008065 0.003219 67 640: 27%|##7 | 46/168 [00:08<00:23, 5.20it/s]
209/499 4.32G 0.008403 0.008105 0.003224 83 640: 27%|##7 | 46/168 [00:08<00:23, 5.20it/s]
209/499 4.32G 0.008403 0.008105 0.003224 83 640: 28%|##7 | 47/168 [00:08<00:22, 5.29it/s]
209/499 4.32G 0.008382 0.008098 0.003223 68 640: 28%|##7 | 47/168 [00:09<00:22, 5.29it/s]
209/499 4.32G 0.008382 0.008098 0.003223 68 640: 29%|##8 | 48/168 [00:09<00:22, 5.38it/s]
209/499 4.32G 0.008383 0.008134 0.003213 73 640: 29%|##8 | 48/168 [00:09<00:22, 5.38it/s]
209/499 4.32G 0.008383 0.008134 0.003213 73 640: 29%|##9 | 49/168 [00:09<00:22, 5.23it/s]
209/499 4.32G 0.008378 0.008131 0.003157 65 640: 29%|##9 | 49/168 [00:09<00:22, 5.23it/s]
209/499 4.32G 0.008378 0.008131 0.003157 65 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s]
209/499 4.32G 0.00839 0.00811 0.003165 71 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s]
209/499 4.32G 0.00839 0.00811 0.003165 71 640: 30%|### | 51/168 [00:09<00:21, 5.36it/s]
209/499 4.32G 0.008373 0.008148 0.003146 85 640: 30%|### | 51/168 [00:09<00:21, 5.36it/s]
209/499 4.32G 0.008373 0.008148 0.003146 85 640: 31%|### | 52/168 [00:09<00:22, 5.18it/s]
209/499 4.32G 0.00835 0.008127 0.003181 74 640: 31%|### | 52/168 [00:10<00:22, 5.18it/s]
209/499 4.32G 0.00835 0.008127 0.003181 74 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
209/499 4.32G 0.008331 0.008127 0.003151 68 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
209/499 4.32G 0.008331 0.008127 0.003151 68 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s]
209/499 4.32G 0.00835 0.00812 0.00315 67 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s]
209/499 4.32G 0.00835 0.00812 0.00315 67 640: 33%|###2 | 55/168 [00:10<00:21, 5.22it/s]
209/499 4.32G 0.008347 0.008145 0.003162 78 640: 33%|###2 | 55/168 [00:10<00:21, 5.22it/s]
209/499 4.32G 0.008347 0.008145 0.003162 78 640: 33%|###3 | 56/168 [00:10<00:21, 5.32it/s]
209/499 4.32G 0.008349 0.008122 0.003179 59 640: 33%|###3 | 56/168 [00:10<00:21, 5.32it/s]
209/499 4.32G 0.008349 0.008122 0.003179 59 640: 34%|###3 | 57/168 [00:10<00:20, 5.33it/s]
209/499 4.32G 0.008343 0.008095 0.003159 61 640: 34%|###3 | 57/168 [00:11<00:20, 5.33it/s]
209/499 4.32G 0.008343 0.008095 0.003159 61 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s]
209/499 4.32G 0.008327 0.008094 0.003153 83 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s]
209/499 4.32G 0.008327 0.008094 0.003153 83 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
209/499 4.32G 0.008324 0.008092 0.003157 77 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
209/499 4.32G 0.008324 0.008092 0.003157 77 640: 36%|###5 | 60/168 [00:11<00:20, 5.26it/s]
209/499 4.32G 0.008333 0.008055 0.003189 54 640: 36%|###5 | 60/168 [00:11<00:20, 5.26it/s]
209/499 4.32G 0.008333 0.008055 0.003189 54 640: 36%|###6 | 61/168 [00:11<00:20, 5.12it/s]
209/499 4.32G 0.008324 0.008029 0.003167 68 640: 36%|###6 | 61/168 [00:11<00:20, 5.12it/s]
209/499 4.32G 0.008324 0.008029 0.003167 68 640: 37%|###6 | 62/168 [00:11<00:20, 5.21it/s]
209/499 4.32G 0.008346 0.008066 0.003152 71 640: 37%|###6 | 62/168 [00:12<00:20, 5.21it/s]
209/499 4.32G 0.008346 0.008066 0.003152 71 640: 38%|###7 | 63/168 [00:12<00:19, 5.27it/s]
209/499 4.32G 0.008372 0.008076 0.003144 61 640: 38%|###7 | 63/168 [00:12<00:19, 5.27it/s]
209/499 4.32G 0.008372 0.008076 0.003144 61 640: 38%|###8 | 64/168 [00:12<00:20, 5.14it/s]
209/499 4.32G 0.008381 0.00808 0.003168 68 640: 38%|###8 | 64/168 [00:12<00:20, 5.14it/s]
209/499 4.32G 0.008381 0.00808 0.003168 68 640: 39%|###8 | 65/168 [00:12<00:19, 5.25it/s]
209/499 4.32G 0.008408 0.008098 0.003141 58 640: 39%|###8 | 65/168 [00:12<00:19, 5.25it/s]
209/499 4.32G 0.008408 0.008098 0.003141 58 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s]
209/499 4.32G 0.00841 0.008099 0.003161 71 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s]
209/499 4.32G 0.00841 0.008099 0.003161 71 640: 40%|###9 | 67/168 [00:12<00:19, 5.18it/s]
209/499 4.32G 0.008397 0.008131 0.003154 75 640: 40%|###9 | 67/168 [00:12<00:19, 5.18it/s]
209/499 4.32G 0.008397 0.008131 0.003154 75 640: 40%|#### | 68/168 [00:12<00:19, 5.25it/s]
209/499 4.32G 0.00839 0.008102 0.003158 61 640: 40%|#### | 68/168 [00:13<00:19, 5.25it/s]
209/499 4.32G 0.00839 0.008102 0.003158 61 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s]
209/499 4.32G 0.008376 0.008082 0.003142 60 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s]
209/499 4.32G 0.008376 0.008082 0.003142 60 640: 42%|####1 | 70/168 [00:13<00:19, 5.14it/s]
209/499 4.32G 0.008389 0.008075 0.003118 59 640: 42%|####1 | 70/168 [00:13<00:19, 5.14it/s]
209/499 4.32G 0.008389 0.008075 0.003118 59 640: 42%|####2 | 71/168 [00:13<00:18, 5.24it/s]
209/499 4.32G 0.008379 0.008071 0.003129 68 640: 42%|####2 | 71/168 [00:13<00:18, 5.24it/s]
209/499 4.32G 0.008379 0.008071 0.003129 68 640: 43%|####2 | 72/168 [00:13<00:18, 5.30it/s]
209/499 4.32G 0.008367 0.008056 0.003144 68 640: 43%|####2 | 72/168 [00:13<00:18, 5.30it/s]
209/499 4.32G 0.008367 0.008056 0.003144 68 640: 43%|####3 | 73/168 [00:13<00:18, 5.10it/s]
209/499 4.32G 0.008379 0.00805 0.00318 65 640: 43%|####3 | 73/168 [00:14<00:18, 5.10it/s]
209/499 4.32G 0.008379 0.00805 0.00318 65 640: 44%|####4 | 74/168 [00:14<00:18, 5.14it/s]
209/499 4.32G 0.00837 0.008062 0.003178 74 640: 44%|####4 | 74/168 [00:14<00:18, 5.14it/s]
209/499 4.32G 0.00837 0.008062 0.003178 74 640: 45%|####4 | 75/168 [00:14<00:17, 5.22it/s]
209/499 4.32G 0.008374 0.008073 0.003142 59 640: 45%|####4 | 75/168 [00:14<00:17, 5.22it/s]
209/499 4.32G 0.008374 0.008073 0.003142 59 640: 45%|####5 | 76/168 [00:14<00:18, 5.09it/s]
209/499 4.32G 0.008389 0.008087 0.003148 60 640: 45%|####5 | 76/168 [00:14<00:18, 5.09it/s]
209/499 4.32G 0.008389 0.008087 0.003148 60 640: 46%|####5 | 77/168 [00:14<00:17, 5.20it/s]
209/499 4.32G 0.008389 0.008104 0.003136 67 640: 46%|####5 | 77/168 [00:14<00:17, 5.20it/s]
209/499 4.32G 0.008389 0.008104 0.003136 67 640: 46%|####6 | 78/168 [00:14<00:17, 5.29it/s]
209/499 4.32G 0.008377 0.008077 0.003122 54 640: 46%|####6 | 78/168 [00:15<00:17, 5.29it/s]
209/499 4.32G 0.008377 0.008077 0.003122 54 640: 47%|####7 | 79/168 [00:15<00:17, 5.08it/s]
209/499 4.32G 0.00837 0.008079 0.00311 75 640: 47%|####7 | 79/168 [00:15<00:17, 5.08it/s]
209/499 4.32G 0.00837 0.008079 0.00311 75 640: 48%|####7 | 80/168 [00:15<00:17, 5.17it/s]
209/499 4.32G 0.008376 0.008085 0.003104 60 640: 48%|####7 | 80/168 [00:15<00:17, 5.17it/s]
209/499 4.32G 0.008376 0.008085 0.003104 60 640: 48%|####8 | 81/168 [00:15<00:16, 5.26it/s]
209/499 4.32G 0.008386 0.008105 0.003114 66 640: 48%|####8 | 81/168 [00:15<00:16, 5.26it/s]
209/499 4.32G 0.008386 0.008105 0.003114 66 640: 49%|####8 | 82/168 [00:15<00:16, 5.12it/s]
209/499 4.32G 0.008381 0.00811 0.003119 72 640: 49%|####8 | 82/168 [00:15<00:16, 5.12it/s]
209/499 4.32G 0.008381 0.00811 0.003119 72 640: 49%|####9 | 83/168 [00:15<00:16, 5.19it/s]
209/499 4.32G 0.008393 0.008117 0.003125 63 640: 49%|####9 | 83/168 [00:16<00:16, 5.19it/s]
209/499 4.32G 0.008393 0.008117 0.003125 63 640: 50%|##### | 84/168 [00:16<00:15, 5.29it/s]
209/499 4.32G 0.008425 0.008136 0.003124 72 640: 50%|##### | 84/168 [00:16<00:15, 5.29it/s]
209/499 4.32G 0.008425 0.008136 0.003124 72 640: 51%|##### | 85/168 [00:16<00:16, 5.17it/s]
209/499 4.32G 0.008413 0.008123 0.003133 64 640: 51%|##### | 85/168 [00:16<00:16, 5.17it/s]
209/499 4.32G 0.008413 0.008123 0.003133 64 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
209/499 4.32G 0.0084 0.008113 0.003136 71 640: 51%|#####1 | 86/168 [00:16<00:15, 5.27it/s]
209/499 4.32G 0.0084 0.008113 0.003136 71 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s]
209/499 4.32G 0.008407 0.008107 0.003147 60 640: 52%|#####1 | 87/168 [00:16<00:15, 5.34it/s]
209/499 4.32G 0.008407 0.008107 0.003147 60 640: 52%|#####2 | 88/168 [00:16<00:15, 5.22it/s]
209/499 4.32G 0.008415 0.008109 0.003158 71 640: 52%|#####2 | 88/168 [00:17<00:15, 5.22it/s]
209/499 4.32G 0.008415 0.008109 0.003158 71 640: 53%|#####2 | 89/168 [00:17<00:14, 5.28it/s]
209/499 4.32G 0.008413 0.008098 0.003167 63 640: 53%|#####2 | 89/168 [00:17<00:14, 5.28it/s]
209/499 4.32G 0.008413 0.008098 0.003167 63 640: 54%|#####3 | 90/168 [00:17<00:14, 5.36it/s]
209/499 4.32G 0.008409 0.008081 0.00316 57 640: 54%|#####3 | 90/168 [00:17<00:14, 5.36it/s]
209/499 4.32G 0.008409 0.008081 0.00316 57 640: 54%|#####4 | 91/168 [00:17<00:14, 5.24it/s]
209/499 4.32G 0.008409 0.008086 0.003148 69 640: 54%|#####4 | 91/168 [00:17<00:14, 5.24it/s]
209/499 4.32G 0.008409 0.008086 0.003148 69 640: 55%|#####4 | 92/168 [00:17<00:14, 5.32it/s]
209/499 4.32G 0.008422 0.008072 0.003149 53 640: 55%|#####4 | 92/168 [00:17<00:14, 5.32it/s]
209/499 4.32G 0.008422 0.008072 0.003149 53 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s]
209/499 4.32G 0.00841 0.008088 0.00313 71 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s]
209/499 4.32G 0.00841 0.008088 0.00313 71 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s]
209/499 4.32G 0.008389 0.008082 0.003129 70 640: 56%|#####5 | 94/168 [00:18<00:14, 5.23it/s]
209/499 4.32G 0.008389 0.008082 0.003129 70 640: 57%|#####6 | 95/168 [00:18<00:13, 5.32it/s]
209/499 4.32G 0.008389 0.008078 0.003127 75 640: 57%|#####6 | 95/168 [00:18<00:13, 5.32it/s]
209/499 4.32G 0.008389 0.008078 0.003127 75 640: 57%|#####7 | 96/168 [00:18<00:13, 5.35it/s]
209/499 4.32G 0.008395 0.008081 0.003105 64 640: 57%|#####7 | 96/168 [00:18<00:13, 5.35it/s]
209/499 4.32G 0.008395 0.008081 0.003105 64 640: 58%|#####7 | 97/168 [00:18<00:13, 5.23it/s]
209/499 4.32G 0.008395 0.008089 0.003098 77 640: 58%|#####7 | 97/168 [00:18<00:13, 5.23it/s]
209/499 4.32G 0.008395 0.008089 0.003098 77 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s]
209/499 4.32G 0.008385 0.008087 0.003073 68 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s]
209/499 4.32G 0.008385 0.008087 0.003073 68 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s]
209/499 4.32G 0.008376 0.008088 0.003077 83 640: 59%|#####8 | 99/168 [00:19<00:12, 5.37it/s]
209/499 4.32G 0.008376 0.008088 0.003077 83 640: 60%|#####9 | 100/168 [00:19<00:13, 5.22it/s]
209/499 4.32G 0.008383 0.008123 0.003086 90 640: 60%|#####9 | 100/168 [00:19<00:13, 5.22it/s]
209/499 4.32G 0.008383 0.008123 0.003086 90 640: 60%|###### | 101/168 [00:19<00:12, 5.31it/s]
209/499 4.32G 0.008388 0.008133 0.003082 66 640: 60%|###### | 101/168 [00:19<00:12, 5.31it/s]
209/499 4.32G 0.008388 0.008133 0.003082 66 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s]
209/499 4.32G 0.008384 0.008158 0.003088 85 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s]
209/499 4.32G 0.008384 0.008158 0.003088 85 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s]
209/499 4.32G 0.008384 0.008154 0.003105 68 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s]
209/499 4.32G 0.008384 0.008154 0.003105 68 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s]
209/499 4.32G 0.008375 0.008156 0.003082 75 640: 62%|######1 | 104/168 [00:20<00:12, 5.27it/s]
209/499 4.32G 0.008375 0.008156 0.003082 75 640: 62%|######2 | 105/168 [00:20<00:11, 5.33it/s]
209/499 4.32G 0.008384 0.008164 0.003099 80 640: 62%|######2 | 105/168 [00:20<00:11, 5.33it/s]
209/499 4.32G 0.008384 0.008164 0.003099 80 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s]
209/499 4.32G 0.008383 0.008136 0.003097 45 640: 63%|######3 | 106/168 [00:20<00:11, 5.19it/s]
209/499 4.32G 0.008383 0.008136 0.003097 45 640: 64%|######3 | 107/168 [00:20<00:11, 5.25it/s]
209/499 4.32G 0.008377 0.008137 0.003091 53 640: 64%|######3 | 107/168 [00:20<00:11, 5.25it/s]
209/499 4.32G 0.008377 0.008137 0.003091 53 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s]
209/499 4.32G 0.008376 0.008147 0.00309 74 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s]
209/499 4.32G 0.008376 0.008147 0.00309 74 640: 65%|######4 | 109/168 [00:20<00:11, 5.15it/s]
209/499 4.32G 0.00837 0.00814 0.003085 68 640: 65%|######4 | 109/168 [00:20<00:11, 5.15it/s]
209/499 4.32G 0.00837 0.00814 0.003085 68 640: 65%|######5 | 110/168 [00:20<00:11, 5.22it/s]
209/499 4.32G 0.008367 0.008143 0.003084 73 640: 65%|######5 | 110/168 [00:21<00:11, 5.22it/s]
209/499 4.32G 0.008367 0.008143 0.003084 73 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
209/499 4.32G 0.008365 0.008172 0.00308 73 640: 66%|######6 | 111/168 [00:21<00:10, 5.31it/s]
209/499 4.32G 0.008365 0.008172 0.00308 73 640: 67%|######6 | 112/168 [00:21<00:10, 5.16it/s]
209/499 4.32G 0.008359 0.00817 0.003068 69 640: 67%|######6 | 112/168 [00:21<00:10, 5.16it/s]
209/499 4.32G 0.008359 0.00817 0.003068 69 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s]
209/499 4.32G 0.008354 0.008183 0.003058 78 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s]
209/499 4.32G 0.008354 0.008183 0.003058 78 640: 68%|######7 | 114/168 [00:21<00:10, 5.27it/s]
209/499 4.32G 0.008356 0.008181 0.003062 62 640: 68%|######7 | 114/168 [00:21<00:10, 5.27it/s]
209/499 4.32G 0.008356 0.008181 0.003062 62 640: 68%|######8 | 115/168 [00:21<00:10, 5.08it/s]
209/499 4.32G 0.008358 0.008191 0.003054 91 640: 68%|######8 | 115/168 [00:22<00:10, 5.08it/s]
209/499 4.32G 0.008358 0.008191 0.003054 91 640: 69%|######9 | 116/168 [00:22<00:10, 5.16it/s]
209/499 4.32G 0.008354 0.008198 0.003044 74 640: 69%|######9 | 116/168 [00:22<00:10, 5.16it/s]
209/499 4.32G 0.008354 0.008198 0.003044 74 640: 70%|######9 | 117/168 [00:22<00:09, 5.14it/s]
209/499 4.32G 0.008356 0.008215 0.003042 79 640: 70%|######9 | 117/168 [00:22<00:09, 5.14it/s]
209/499 4.32G 0.008356 0.008215 0.003042 79 640: 70%|####### | 118/168 [00:22<00:09, 5.03it/s]
209/499 4.32G 0.008363 0.008221 0.003023 70 640: 70%|####### | 118/168 [00:22<00:09, 5.03it/s]
209/499 4.32G 0.008363 0.008221 0.003023 70 640: 71%|####### | 119/168 [00:22<00:09, 5.12it/s]
209/499 4.32G 0.008394 0.008204 0.00305 50 640: 71%|####### | 119/168 [00:22<00:09, 5.12it/s]
209/499 4.32G 0.008394 0.008204 0.00305 50 640: 71%|#######1 | 120/168 [00:22<00:09, 5.25it/s]
209/499 4.32G 0.008395 0.008209 0.003049 68 640: 71%|#######1 | 120/168 [00:23<00:09, 5.25it/s]
209/499 4.32G 0.008395 0.008209 0.003049 68 640: 72%|#######2 | 121/168 [00:23<00:09, 5.12it/s]
209/499 4.32G 0.008401 0.008203 0.003069 57 640: 72%|#######2 | 121/168 [00:23<00:09, 5.12it/s]
209/499 4.32G 0.008401 0.008203 0.003069 57 640: 73%|#######2 | 122/168 [00:23<00:08, 5.21it/s]
209/499 4.32G 0.008408 0.008203 0.003064 69 640: 73%|#######2 | 122/168 [00:23<00:08, 5.21it/s]
209/499 4.32G 0.008408 0.008203 0.003064 69 640: 73%|#######3 | 123/168 [00:23<00:08, 5.27it/s]
209/499 4.32G 0.0084 0.008184 0.003072 68 640: 73%|#######3 | 123/168 [00:23<00:08, 5.27it/s]
209/499 4.32G 0.0084 0.008184 0.003072 68 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s]
209/499 4.32G 0.008397 0.008179 0.003078 69 640: 74%|#######3 | 124/168 [00:23<00:08, 5.17it/s]
209/499 4.32G 0.008397 0.008179 0.003078 69 640: 74%|#######4 | 125/168 [00:23<00:08, 5.23it/s]
209/499 4.32G 0.008414 0.008206 0.003102 86 640: 74%|#######4 | 125/168 [00:24<00:08, 5.23it/s]
209/499 4.32G 0.008414 0.008206 0.003102 86 640: 75%|#######5 | 126/168 [00:24<00:07, 5.30it/s]
209/499 4.32G 0.00841 0.008208 0.003112 72 640: 75%|#######5 | 126/168 [00:24<00:07, 5.30it/s]
209/499 4.32G 0.00841 0.008208 0.003112 72 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s]
209/499 4.32G 0.008407 0.008187 0.003129 59 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s]
209/499 4.32G 0.008407 0.008187 0.003129 59 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s]
209/499 4.32G 0.008413 0.00819 0.003157 80 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s]
209/499 4.32G 0.008413 0.00819 0.003157 80 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s]
209/499 4.32G 0.008415 0.008182 0.00317 63 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s]
209/499 4.32G 0.008415 0.008182 0.00317 63 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s]
209/499 4.32G 0.008415 0.008187 0.003169 78 640: 77%|#######7 | 130/168 [00:25<00:07, 5.17it/s]
209/499 4.32G 0.008415 0.008187 0.003169 78 640: 78%|#######7 | 131/168 [00:25<00:07, 5.28it/s]
209/499 4.32G 0.008416 0.008174 0.003155 60 640: 78%|#######7 | 131/168 [00:25<00:07, 5.28it/s]
209/499 4.32G 0.008416 0.008174 0.003155 60 640: 79%|#######8 | 132/168 [00:25<00:06, 5.35it/s]
209/499 4.32G 0.008417 0.008163 0.003161 59 640: 79%|#######8 | 132/168 [00:25<00:06, 5.35it/s]
209/499 4.32G 0.008417 0.008163 0.003161 59 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s]
209/499 4.32G 0.008415 0.008172 0.003143 74 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s]
209/499 4.32G 0.008415 0.008172 0.003143 74 640: 80%|#######9 | 134/168 [00:25<00:06, 5.30it/s]
209/499 4.32G 0.008417 0.00817 0.003132 62 640: 80%|#######9 | 134/168 [00:25<00:06, 5.30it/s]
209/499 4.32G 0.008417 0.00817 0.003132 62 640: 80%|######## | 135/168 [00:25<00:06, 5.32it/s]
209/499 4.32G 0.008425 0.008177 0.003129 66 640: 80%|######## | 135/168 [00:25<00:06, 5.32it/s]
209/499 4.32G 0.008425 0.008177 0.003129 66 640: 81%|######## | 136/168 [00:25<00:06, 5.14it/s]
209/499 4.32G 0.008418 0.008168 0.003139 72 640: 81%|######## | 136/168 [00:26<00:06, 5.14it/s]
209/499 4.32G 0.008418 0.008168 0.003139 72 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s]
209/499 4.32G 0.008418 0.008168 0.003135 64 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s]
209/499 4.32G 0.008418 0.008168 0.003135 64 640: 82%|########2 | 138/168 [00:26<00:05, 5.24it/s]
209/499 4.32G 0.008418 0.00817 0.003135 65 640: 82%|########2 | 138/168 [00:26<00:05, 5.24it/s]
209/499 4.32G 0.008418 0.00817 0.003135 65 640: 83%|########2 | 139/168 [00:26<00:05, 5.12it/s]
209/499 4.32G 0.008419 0.00816 0.003134 60 640: 83%|########2 | 139/168 [00:26<00:05, 5.12it/s]
209/499 4.32G 0.008419 0.00816 0.003134 60 640: 83%|########3 | 140/168 [00:26<00:05, 5.23it/s]
209/499 4.32G 0.008412 0.008148 0.003141 60 640: 83%|########3 | 140/168 [00:26<00:05, 5.23it/s]
209/499 4.32G 0.008412 0.008148 0.003141 60 640: 84%|########3 | 141/168 [00:26<00:05, 5.30it/s]
209/499 4.32G 0.008408 0.008151 0.003133 67 640: 84%|########3 | 141/168 [00:27<00:05, 5.30it/s]
209/499 4.32G 0.008408 0.008151 0.003133 67 640: 85%|########4 | 142/168 [00:27<00:05, 5.20it/s]
209/499 4.32G 0.00842 0.00814 0.003121 54 640: 85%|########4 | 142/168 [00:27<00:05, 5.20it/s]
209/499 4.32G 0.00842 0.00814 0.003121 54 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s]
209/499 4.32G 0.008424 0.008152 0.003125 75 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s]
209/499 4.32G 0.008424 0.008152 0.003125 75 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s]
209/499 4.32G 0.008433 0.00815 0.003119 63 640: 86%|########5 | 144/168 [00:27<00:04, 5.32it/s]
209/499 4.32G 0.008433 0.00815 0.003119 63 640: 86%|########6 | 145/168 [00:27<00:04, 5.11it/s]
209/499 4.32G 0.008429 0.00815 0.00312 74 640: 86%|########6 | 145/168 [00:27<00:04, 5.11it/s]
209/499 4.32G 0.008429 0.00815 0.00312 74 640: 87%|########6 | 146/168 [00:27<00:04, 5.21it/s]
209/499 4.32G 0.008426 0.008156 0.00315 74 640: 87%|########6 | 146/168 [00:28<00:04, 5.21it/s]
209/499 4.32G 0.008426 0.008156 0.00315 74 640: 88%|########7 | 147/168 [00:28<00:03, 5.30it/s]
209/499 4.32G 0.008422 0.008157 0.00315 78 640: 88%|########7 | 147/168 [00:28<00:03, 5.30it/s]
209/499 4.32G 0.008422 0.008157 0.00315 78 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s]
209/499 4.32G 0.008423 0.008154 0.003148 64 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s]
209/499 4.32G 0.008423 0.008154 0.003148 64 640: 89%|########8 | 149/168 [00:28<00:03, 5.25it/s]
209/499 4.32G 0.008423 0.008153 0.00315 65 640: 89%|########8 | 149/168 [00:28<00:03, 5.25it/s]
209/499 4.32G 0.008423 0.008153 0.00315 65 640: 89%|########9 | 150/168 [00:28<00:03, 5.30it/s]
209/499 4.32G 0.008414 0.008149 0.003169 80 640: 89%|########9 | 150/168 [00:28<00:03, 5.30it/s]
209/499 4.32G 0.008414 0.008149 0.003169 80 640: 90%|########9 | 151/168 [00:28<00:03, 5.13it/s]
209/499 4.32G 0.008414 0.008143 0.003181 67 640: 90%|########9 | 151/168 [00:29<00:03, 5.13it/s]
209/499 4.32G 0.008414 0.008143 0.003181 67 640: 90%|######### | 152/168 [00:29<00:03, 5.22it/s]
209/499 4.32G 0.008412 0.008142 0.003176 72 640: 90%|######### | 152/168 [00:29<00:03, 5.22it/s]
209/499 4.32G 0.008412 0.008142 0.003176 72 640: 91%|#########1| 153/168 [00:29<00:02, 5.28it/s]
209/499 4.32G 0.008406 0.008148 0.003172 67 640: 91%|#########1| 153/168 [00:29<00:02, 5.28it/s]
209/499 4.32G 0.008406 0.008148 0.003172 67 640: 92%|#########1| 154/168 [00:29<00:02, 5.16it/s]
209/499 4.32G 0.008403 0.008152 0.003159 80 640: 92%|#########1| 154/168 [00:29<00:02, 5.16it/s]
209/499 4.32G 0.008403 0.008152 0.003159 80 640: 92%|#########2| 155/168 [00:29<00:02, 5.23it/s]
209/499 4.32G 0.008418 0.008143 0.003162 63 640: 92%|#########2| 155/168 [00:29<00:02, 5.23it/s]
209/499 4.32G 0.008418 0.008143 0.003162 63 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s]
209/499 4.32G 0.008418 0.008149 0.003159 65 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s]
209/499 4.32G 0.008418 0.008149 0.003159 65 640: 93%|#########3| 157/168 [00:29<00:02, 5.15it/s]
209/499 4.32G 0.008417 0.008149 0.00316 57 640: 93%|#########3| 157/168 [00:30<00:02, 5.15it/s]
209/499 4.32G 0.008417 0.008149 0.00316 57 640: 94%|#########4| 158/168 [00:30<00:01, 5.24it/s]
209/499 4.32G 0.008418 0.008166 0.003162 76 640: 94%|#########4| 158/168 [00:30<00:01, 5.24it/s]
209/499 4.32G 0.008418 0.008166 0.003162 76 640: 95%|#########4| 159/168 [00:30<00:01, 5.28it/s]
209/499 4.32G 0.008419 0.008175 0.003161 83 640: 95%|#########4| 159/168 [00:30<00:01, 5.28it/s]
209/499 4.32G 0.008419 0.008175 0.003161 83 640: 95%|#########5| 160/168 [00:30<00:01, 5.12it/s]
209/499 4.32G 0.008428 0.008175 0.003154 68 640: 95%|#########5| 160/168 [00:30<00:01, 5.12it/s]
209/499 4.32G 0.008428 0.008175 0.003154 68 640: 96%|#########5| 161/168 [00:30<00:01, 5.22it/s]
209/499 4.32G 0.008428 0.008168 0.003153 64 640: 96%|#########5| 161/168 [00:30<00:01, 5.22it/s]
209/499 4.32G 0.008428 0.008168 0.003153 64 640: 96%|#########6| 162/168 [00:30<00:01, 5.29it/s]
209/499 4.32G 0.008427 0.008181 0.003157 83 640: 96%|#########6| 162/168 [00:31<00:01, 5.29it/s]
209/499 4.32G 0.008427 0.008181 0.003157 83 640: 97%|#########7| 163/168 [00:31<00:00, 5.16it/s]
209/499 4.32G 0.008426 0.008189 0.00316 75 640: 97%|#########7| 163/168 [00:31<00:00, 5.16it/s]
209/499 4.32G 0.008426 0.008189 0.00316 75 640: 98%|#########7| 164/168 [00:31<00:00, 5.22it/s]
209/499 4.32G 0.008415 0.008181 0.003145 50 640: 98%|#########7| 164/168 [00:31<00:00, 5.22it/s]
209/499 4.32G 0.008415 0.008181 0.003145 50 640: 98%|#########8| 165/168 [00:31<00:00, 5.27it/s]
209/499 4.32G 0.008436 0.008172 0.003139 60 640: 98%|#########8| 165/168 [00:31<00:00, 5.27it/s]
209/499 4.32G 0.008436 0.008172 0.003139 60 640: 99%|#########8| 166/168 [00:31<00:00, 5.14it/s]
209/499 4.32G 0.008431 0.008171 0.003142 84 640: 99%|#########8| 166/168 [00:31<00:00, 5.14it/s]
209/499 4.32G 0.008431 0.008171 0.003142 84 640: 99%|#########9| 167/168 [00:31<00:00, 5.23it/s]
209/499 4.32G 0.008424 0.008161 0.003138 24 640: 99%|#########9| 167/168 [00:32<00:00, 5.23it/s]
209/499 4.32G 0.008424 0.008161 0.003138 24 640: 100%|##########| 168/168 [00:32<00:00, 5.41it/s]
209/499 4.32G 0.008424 0.008161 0.003138 24 640: 100%|##########| 168/168 [00:32<00:00, 5.24it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s]
all 132 263 0.847 0.851 0.876 0.763
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
210/499 4.32G 0.008311 0.006966 0.003829 67 640: 0%| | 0/168 [00:00<?, ?it/s]
210/499 4.32G 0.008311 0.006966 0.003829 67 640: 1%| | 1/168 [00:00<00:33, 4.97it/s]
210/499 4.32G 0.008086 0.006886 0.003218 57 640: 1%| | 1/168 [00:00<00:33, 4.97it/s]
210/499 4.32G 0.008086 0.006886 0.003218 57 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s]
210/499 4.32G 0.008238 0.007281 0.003355 71 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s]
210/499 4.32G 0.008238 0.007281 0.003355 71 640: 2%|1 | 3/168 [00:00<00:30, 5.39it/s]
210/499 4.32G 0.008397 0.007638 0.003713 82 640: 2%|1 | 3/168 [00:00<00:30, 5.39it/s]
210/499 4.32G 0.008397 0.007638 0.003713 82 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s]
210/499 4.32G 0.008422 0.008167 0.003508 78 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s]
210/499 4.32G 0.008422 0.008167 0.003508 78 640: 3%|2 | 5/168 [00:00<00:30, 5.27it/s]
210/499 4.32G 0.008327 0.008477 0.003914 81 640: 3%|2 | 5/168 [00:01<00:30, 5.27it/s]
210/499 4.32G 0.008327 0.008477 0.003914 81 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s]
210/499 4.32G 0.008304 0.008409 0.003898 61 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s]
210/499 4.32G 0.008304 0.008409 0.003898 61 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s]
210/499 4.32G 0.008301 0.008429 0.003973 70 640: 4%|4 | 7/168 [00:01<00:30, 5.21it/s]
210/499 4.32G 0.008301 0.008429 0.003973 70 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s]
210/499 4.32G 0.008204 0.008215 0.003693 59 640: 5%|4 | 8/168 [00:01<00:30, 5.33it/s]
210/499 4.32G 0.008204 0.008215 0.003693 59 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s]
210/499 4.32G 0.00816 0.0082 0.003415 77 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s]
210/499 4.32G 0.00816 0.0082 0.003415 77 640: 6%|5 | 10/168 [00:01<00:30, 5.23it/s]
210/499 4.32G 0.008116 0.008274 0.003464 83 640: 6%|5 | 10/168 [00:02<00:30, 5.23it/s]
210/499 4.32G 0.008116 0.008274 0.003464 83 640: 7%|6 | 11/168 [00:02<00:29, 5.32it/s]
210/499 4.32G 0.008081 0.008089 0.00335 55 640: 7%|6 | 11/168 [00:02<00:29, 5.32it/s]
210/499 4.32G 0.008081 0.008089 0.00335 55 640: 7%|7 | 12/168 [00:02<00:29, 5.37it/s]
210/499 4.32G 0.008122 0.008035 0.003432 70 640: 7%|7 | 12/168 [00:02<00:29, 5.37it/s]
210/499 4.32G 0.008122 0.008035 0.003432 70 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s]
210/499 4.32G 0.008173 0.007971 0.003374 57 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s]
210/499 4.32G 0.008173 0.007971 0.003374 57 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s]
210/499 4.32G 0.008157 0.00791 0.003372 70 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s]
210/499 4.32G 0.008157 0.00791 0.003372 70 640: 9%|8 | 15/168 [00:02<00:28, 5.33it/s]
210/499 4.32G 0.00811 0.007838 0.003396 67 640: 9%|8 | 15/168 [00:03<00:28, 5.33it/s]
210/499 4.32G 0.00811 0.007838 0.003396 67 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s]
210/499 4.32G 0.008076 0.007799 0.003338 58 640: 10%|9 | 16/168 [00:03<00:29, 5.19it/s]
210/499 4.32G 0.008076 0.007799 0.003338 58 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
210/499 4.32G 0.008105 0.007761 0.003311 63 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
210/499 4.32G 0.008105 0.007761 0.003311 63 640: 11%|# | 18/168 [00:03<00:28, 5.27it/s]
210/499 4.32G 0.008164 0.007812 0.003418 65 640: 11%|# | 18/168 [00:03<00:28, 5.27it/s]
210/499 4.32G 0.008164 0.007812 0.003418 65 640: 11%|#1 | 19/168 [00:03<00:28, 5.16it/s]
210/499 4.32G 0.008088 0.007788 0.003512 80 640: 11%|#1 | 19/168 [00:03<00:28, 5.16it/s]
210/499 4.32G 0.008088 0.007788 0.003512 80 640: 12%|#1 | 20/168 [00:03<00:28, 5.21it/s]
210/499 4.32G 0.008104 0.007784 0.003478 61 640: 12%|#1 | 20/168 [00:03<00:28, 5.21it/s]
210/499 4.32G 0.008104 0.007784 0.003478 61 640: 12%|#2 | 21/168 [00:03<00:27, 5.29it/s]
210/499 4.32G 0.008056 0.007688 0.003454 59 640: 12%|#2 | 21/168 [00:04<00:27, 5.29it/s]
210/499 4.32G 0.008056 0.007688 0.003454 59 640: 13%|#3 | 22/168 [00:04<00:28, 5.17it/s]
210/499 4.32G 0.008091 0.007745 0.003453 87 640: 13%|#3 | 22/168 [00:04<00:28, 5.17it/s]
210/499 4.32G 0.008091 0.007745 0.003453 87 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s]
210/499 4.32G 0.008065 0.007744 0.00344 71 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s]
210/499 4.32G 0.008065 0.007744 0.00344 71 640: 14%|#4 | 24/168 [00:04<00:27, 5.33it/s]
210/499 4.32G 0.008052 0.007752 0.003437 67 640: 14%|#4 | 24/168 [00:04<00:27, 5.33it/s]
210/499 4.32G 0.008052 0.007752 0.003437 67 640: 15%|#4 | 25/168 [00:04<00:27, 5.17it/s]
210/499 4.32G 0.008041 0.007813 0.003387 86 640: 15%|#4 | 25/168 [00:04<00:27, 5.17it/s]
210/499 4.32G 0.008041 0.007813 0.003387 86 640: 15%|#5 | 26/168 [00:04<00:27, 5.23it/s]
210/499 4.32G 0.008109 0.007897 0.003369 74 640: 15%|#5 | 26/168 [00:05<00:27, 5.23it/s]
210/499 4.32G 0.008109 0.007897 0.003369 74 640: 16%|#6 | 27/168 [00:05<00:26, 5.31it/s]
210/499 4.32G 0.008166 0.007901 0.003358 70 640: 16%|#6 | 27/168 [00:05<00:26, 5.31it/s]
210/499 4.32G 0.008166 0.007901 0.003358 70 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s]
210/499 4.32G 0.008221 0.007892 0.003316 70 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s]
210/499 4.32G 0.008221 0.007892 0.003316 70 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s]
210/499 4.32G 0.008208 0.007878 0.003231 74 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s]
210/499 4.32G 0.008208 0.007878 0.003231 74 640: 18%|#7 | 30/168 [00:05<00:25, 5.32it/s]
210/499 4.32G 0.008178 0.007853 0.003182 56 640: 18%|#7 | 30/168 [00:05<00:25, 5.32it/s]
210/499 4.32G 0.008178 0.007853 0.003182 56 640: 18%|#8 | 31/168 [00:05<00:26, 5.14it/s]
210/499 4.32G 0.008206 0.007859 0.003187 72 640: 18%|#8 | 31/168 [00:06<00:26, 5.14it/s]
210/499 4.32G 0.008206 0.007859 0.003187 72 640: 19%|#9 | 32/168 [00:06<00:26, 5.18it/s]
210/499 4.32G 0.00824 0.007872 0.003197 77 640: 19%|#9 | 32/168 [00:06<00:26, 5.18it/s]
210/499 4.32G 0.00824 0.007872 0.003197 77 640: 20%|#9 | 33/168 [00:06<00:25, 5.22it/s]
210/499 4.32G 0.008264 0.007883 0.003153 59 640: 20%|#9 | 33/168 [00:06<00:25, 5.22it/s]
210/499 4.32G 0.008264 0.007883 0.003153 59 640: 20%|## | 34/168 [00:06<00:26, 5.11it/s]
210/499 4.32G 0.008276 0.007867 0.003159 66 640: 20%|## | 34/168 [00:06<00:26, 5.11it/s]
210/499 4.32G 0.008276 0.007867 0.003159 66 640: 21%|## | 35/168 [00:06<00:25, 5.19it/s]
210/499 4.32G 0.008286 0.007883 0.003125 80 640: 21%|## | 35/168 [00:06<00:25, 5.19it/s]
210/499 4.32G 0.008286 0.007883 0.003125 80 640: 21%|##1 | 36/168 [00:06<00:25, 5.25it/s]
210/499 4.32G 0.008305 0.007885 0.003076 72 640: 21%|##1 | 36/168 [00:07<00:25, 5.25it/s]
210/499 4.32G 0.008305 0.007885 0.003076 72 640: 22%|##2 | 37/168 [00:07<00:26, 5.04it/s]
210/499 4.32G 0.008317 0.007848 0.003062 61 640: 22%|##2 | 37/168 [00:07<00:26, 5.04it/s]
210/499 4.32G 0.008317 0.007848 0.003062 61 640: 23%|##2 | 38/168 [00:07<00:25, 5.15it/s]
210/499 4.32G 0.00831 0.007832 0.003052 76 640: 23%|##2 | 38/168 [00:07<00:25, 5.15it/s]
210/499 4.32G 0.00831 0.007832 0.003052 76 640: 23%|##3 | 39/168 [00:07<00:24, 5.22it/s]
210/499 4.32G 0.008312 0.007822 0.003094 69 640: 23%|##3 | 39/168 [00:07<00:24, 5.22it/s]
210/499 4.32G 0.008312 0.007822 0.003094 69 640: 24%|##3 | 40/168 [00:07<00:25, 5.12it/s]
210/499 4.32G 0.008305 0.007865 0.003118 79 640: 24%|##3 | 40/168 [00:07<00:25, 5.12it/s]
210/499 4.32G 0.008305 0.007865 0.003118 79 640: 24%|##4 | 41/168 [00:07<00:24, 5.22it/s]
210/499 4.32G 0.008273 0.007834 0.003127 67 640: 24%|##4 | 41/168 [00:08<00:24, 5.22it/s]
210/499 4.32G 0.008273 0.007834 0.003127 67 640: 25%|##5 | 42/168 [00:08<00:23, 5.30it/s]
210/499 4.32G 0.008264 0.007823 0.003141 71 640: 25%|##5 | 42/168 [00:08<00:23, 5.30it/s]
210/499 4.32G 0.008264 0.007823 0.003141 71 640: 26%|##5 | 43/168 [00:08<00:24, 5.15it/s]
210/499 4.32G 0.008287 0.007825 0.003121 64 640: 26%|##5 | 43/168 [00:08<00:24, 5.15it/s]
210/499 4.32G 0.008287 0.007825 0.003121 64 640: 26%|##6 | 44/168 [00:08<00:23, 5.25it/s]
210/499 4.32G 0.008284 0.007803 0.003143 58 640: 26%|##6 | 44/168 [00:08<00:23, 5.25it/s]
210/499 4.32G 0.008284 0.007803 0.003143 58 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s]
210/499 4.32G 0.00827 0.00783 0.003091 64 640: 27%|##6 | 45/168 [00:08<00:23, 5.31it/s]
210/499 4.32G 0.00827 0.00783 0.003091 64 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s]
210/499 4.32G 0.008268 0.007833 0.003082 68 640: 27%|##7 | 46/168 [00:08<00:23, 5.17it/s]
210/499 4.32G 0.008268 0.007833 0.003082 68 640: 28%|##7 | 47/168 [00:08<00:23, 5.24it/s]
210/499 4.32G 0.008241 0.007806 0.003087 60 640: 28%|##7 | 47/168 [00:09<00:23, 5.24it/s]
210/499 4.32G 0.008241 0.007806 0.003087 60 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
210/499 4.32G 0.008248 0.007813 0.003081 65 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
210/499 4.32G 0.008248 0.007813 0.003081 65 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s]
210/499 4.32G 0.008231 0.00783 0.00305 73 640: 29%|##9 | 49/168 [00:09<00:23, 5.16it/s]
210/499 4.32G 0.008231 0.00783 0.00305 73 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s]
210/499 4.32G 0.008248 0.007827 0.00304 67 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s]
210/499 4.32G 0.008248 0.007827 0.00304 67 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
210/499 4.32G 0.008255 0.007845 0.003035 67 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
210/499 4.32G 0.008255 0.007845 0.003035 67 640: 31%|### | 52/168 [00:09<00:22, 5.17it/s]
210/499 4.32G 0.00824 0.007799 0.003036 61 640: 31%|### | 52/168 [00:10<00:22, 5.17it/s]
210/499 4.32G 0.00824 0.007799 0.003036 61 640: 32%|###1 | 53/168 [00:10<00:21, 5.24it/s]
210/499 4.32G 0.008209 0.007766 0.003146 54 640: 32%|###1 | 53/168 [00:10<00:21, 5.24it/s]
210/499 4.32G 0.008209 0.007766 0.003146 54 640: 32%|###2 | 54/168 [00:10<00:21, 5.29it/s]
210/499 4.32G 0.008219 0.007785 0.00318 72 640: 32%|###2 | 54/168 [00:10<00:21, 5.29it/s]
210/499 4.32G 0.008219 0.007785 0.00318 72 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s]
210/499 4.32G 0.008225 0.007749 0.003158 60 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s]
210/499 4.32G 0.008225 0.007749 0.003158 60 640: 33%|###3 | 56/168 [00:10<00:21, 5.20it/s]
210/499 4.32G 0.008203 0.00772 0.00314 67 640: 33%|###3 | 56/168 [00:10<00:21, 5.20it/s]
210/499 4.32G 0.008203 0.00772 0.00314 67 640: 34%|###3 | 57/168 [00:10<00:20, 5.29it/s]
210/499 4.32G 0.008217 0.007729 0.003115 61 640: 34%|###3 | 57/168 [00:11<00:20, 5.29it/s]
210/499 4.32G 0.008217 0.007729 0.003115 61 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s]
210/499 4.32G 0.00822 0.007727 0.003091 61 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s]
210/499 4.32G 0.00822 0.007727 0.003091 61 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
210/499 4.32G 0.008236 0.007747 0.00309 61 640: 35%|###5 | 59/168 [00:11<00:20, 5.24it/s]
210/499 4.32G 0.008236 0.007747 0.00309 61 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
210/499 4.32G 0.00822 0.007737 0.003065 66 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
210/499 4.32G 0.00822 0.007737 0.003065 66 640: 36%|###6 | 61/168 [00:11<00:20, 5.14it/s]
210/499 4.32G 0.008207 0.00773 0.003044 68 640: 36%|###6 | 61/168 [00:11<00:20, 5.14it/s]
210/499 4.32G 0.008207 0.00773 0.003044 68 640: 37%|###6 | 62/168 [00:11<00:20, 5.25it/s]
210/499 4.32G 0.008229 0.007737 0.003033 61 640: 37%|###6 | 62/168 [00:12<00:20, 5.25it/s]
210/499 4.32G 0.008229 0.007737 0.003033 61 640: 38%|###7 | 63/168 [00:12<00:19, 5.30it/s]
210/499 4.32G 0.008204 0.00772 0.003039 73 640: 38%|###7 | 63/168 [00:12<00:19, 5.30it/s]
210/499 4.32G 0.008204 0.00772 0.003039 73 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s]
210/499 4.32G 0.008194 0.007695 0.003014 62 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s]
210/499 4.32G 0.008194 0.007695 0.003014 62 640: 39%|###8 | 65/168 [00:12<00:19, 5.24it/s]
210/499 4.32G 0.008172 0.007694 0.002996 73 640: 39%|###8 | 65/168 [00:12<00:19, 5.24it/s]
210/499 4.32G 0.008172 0.007694 0.002996 73 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s]
210/499 4.32G 0.008191 0.00767 0.002979 49 640: 39%|###9 | 66/168 [00:12<00:19, 5.32it/s]
210/499 4.32G 0.008191 0.00767 0.002979 49 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
210/499 4.32G 0.008216 0.007691 0.002989 72 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
210/499 4.32G 0.008216 0.007691 0.002989 72 640: 40%|#### | 68/168 [00:12<00:18, 5.28it/s]
210/499 4.32G 0.008224 0.00767 0.00299 59 640: 40%|#### | 68/168 [00:13<00:18, 5.28it/s]
210/499 4.32G 0.008224 0.00767 0.00299 59 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
210/499 4.32G 0.00821 0.007668 0.002964 68 640: 41%|####1 | 69/168 [00:13<00:18, 5.33it/s]
210/499 4.32G 0.00821 0.007668 0.002964 68 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s]
210/499 4.32G 0.008228 0.007712 0.00299 78 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s]
210/499 4.32G 0.008228 0.007712 0.00299 78 640: 42%|####2 | 71/168 [00:13<00:18, 5.24it/s]
210/499 4.32G 0.008233 0.007714 0.003022 67 640: 42%|####2 | 71/168 [00:13<00:18, 5.24it/s]
210/499 4.32G 0.008233 0.007714 0.003022 67 640: 43%|####2 | 72/168 [00:13<00:18, 5.30it/s]
210/499 4.32G 0.00824 0.007742 0.003031 74 640: 43%|####2 | 72/168 [00:13<00:18, 5.30it/s]
210/499 4.32G 0.00824 0.007742 0.003031 74 640: 43%|####3 | 73/168 [00:13<00:18, 5.11it/s]
210/499 4.32G 0.008241 0.007749 0.003107 74 640: 43%|####3 | 73/168 [00:14<00:18, 5.11it/s]
210/499 4.32G 0.008241 0.007749 0.003107 74 640: 44%|####4 | 74/168 [00:14<00:18, 5.20it/s]
210/499 4.32G 0.008243 0.007741 0.003107 78 640: 44%|####4 | 74/168 [00:14<00:18, 5.20it/s]
210/499 4.32G 0.008243 0.007741 0.003107 78 640: 45%|####4 | 75/168 [00:14<00:17, 5.22it/s]
210/499 4.32G 0.008247 0.007751 0.003103 77 640: 45%|####4 | 75/168 [00:14<00:17, 5.22it/s]
210/499 4.32G 0.008247 0.007751 0.003103 77 640: 45%|####5 | 76/168 [00:14<00:17, 5.12it/s]
210/499 4.32G 0.008273 0.007776 0.003125 77 640: 45%|####5 | 76/168 [00:14<00:17, 5.12it/s]
210/499 4.32G 0.008273 0.007776 0.003125 77 640: 46%|####5 | 77/168 [00:14<00:17, 5.19it/s]
210/499 4.32G 0.008261 0.007772 0.003094 54 640: 46%|####5 | 77/168 [00:14<00:17, 5.19it/s]
210/499 4.32G 0.008261 0.007772 0.003094 54 640: 46%|####6 | 78/168 [00:14<00:17, 5.27it/s]
210/499 4.32G 0.008273 0.007785 0.003113 77 640: 46%|####6 | 78/168 [00:15<00:17, 5.27it/s]
210/499 4.32G 0.008273 0.007785 0.003113 77 640: 47%|####7 | 79/168 [00:15<00:17, 5.12it/s]
210/499 4.32G 0.008268 0.007778 0.003093 69 640: 47%|####7 | 79/168 [00:15<00:17, 5.12it/s]
210/499 4.32G 0.008268 0.007778 0.003093 69 640: 48%|####7 | 80/168 [00:15<00:16, 5.21it/s]
210/499 4.32G 0.008268 0.007761 0.003083 48 640: 48%|####7 | 80/168 [00:15<00:16, 5.21it/s]
210/499 4.32G 0.008268 0.007761 0.003083 48 640: 48%|####8 | 81/168 [00:15<00:16, 5.27it/s]
210/499 4.32G 0.008267 0.007754 0.00308 62 640: 48%|####8 | 81/168 [00:15<00:16, 5.27it/s]
210/499 4.32G 0.008267 0.007754 0.00308 62 640: 49%|####8 | 82/168 [00:15<00:16, 5.14it/s]
210/499 4.32G 0.008266 0.007753 0.003058 65 640: 49%|####8 | 82/168 [00:15<00:16, 5.14it/s]
210/499 4.32G 0.008266 0.007753 0.003058 65 640: 49%|####9 | 83/168 [00:15<00:16, 5.21it/s]
210/499 4.32G 0.008262 0.007748 0.003078 69 640: 49%|####9 | 83/168 [00:16<00:16, 5.21it/s]
210/499 4.32G 0.008262 0.007748 0.003078 69 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s]
210/499 4.32G 0.00827 0.007786 0.003067 80 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s]
210/499 4.32G 0.00827 0.007786 0.003067 80 640: 51%|##### | 85/168 [00:16<00:16, 5.15it/s]
210/499 4.32G 0.008245 0.007768 0.003058 62 640: 51%|##### | 85/168 [00:16<00:16, 5.15it/s]
210/499 4.32G 0.008245 0.007768 0.003058 62 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s]
210/499 4.32G 0.008254 0.007777 0.003056 69 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s]
210/499 4.32G 0.008254 0.007777 0.003056 69 640: 52%|#####1 | 87/168 [00:16<00:15, 5.30it/s]
210/499 4.32G 0.008241 0.00778 0.003059 90 640: 52%|#####1 | 87/168 [00:16<00:15, 5.30it/s]
210/499 4.32G 0.008241 0.00778 0.003059 90 640: 52%|#####2 | 88/168 [00:16<00:15, 5.17it/s]
210/499 4.32G 0.00824 0.007782 0.003069 69 640: 52%|#####2 | 88/168 [00:17<00:15, 5.17it/s]
210/499 4.32G 0.00824 0.007782 0.003069 69 640: 53%|#####2 | 89/168 [00:17<00:15, 5.23it/s]
210/499 4.32G 0.008228 0.007772 0.003085 63 640: 53%|#####2 | 89/168 [00:17<00:15, 5.23it/s]
210/499 4.32G 0.008228 0.007772 0.003085 63 640: 54%|#####3 | 90/168 [00:17<00:14, 5.28it/s]
210/499 4.32G 0.008217 0.007796 0.003088 97 640: 54%|#####3 | 90/168 [00:17<00:14, 5.28it/s]
210/499 4.32G 0.008217 0.007796 0.003088 97 640: 54%|#####4 | 91/168 [00:17<00:14, 5.17it/s]
210/499 4.32G 0.00823 0.007794 0.003099 70 640: 54%|#####4 | 91/168 [00:17<00:14, 5.17it/s]
210/499 4.32G 0.00823 0.007794 0.003099 70 640: 55%|#####4 | 92/168 [00:17<00:14, 5.24it/s]
210/499 4.32G 0.008229 0.007806 0.003093 70 640: 55%|#####4 | 92/168 [00:17<00:14, 5.24it/s]
210/499 4.32G 0.008229 0.007806 0.003093 70 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s]
210/499 4.32G 0.00824 0.007796 0.00309 52 640: 55%|#####5 | 93/168 [00:17<00:14, 5.31it/s]
210/499 4.32G 0.00824 0.007796 0.00309 52 640: 56%|#####5 | 94/168 [00:17<00:14, 5.13it/s]
210/499 4.32G 0.008242 0.007819 0.003087 66 640: 56%|#####5 | 94/168 [00:18<00:14, 5.13it/s]
210/499 4.32G 0.008242 0.007819 0.003087 66 640: 57%|#####6 | 95/168 [00:18<00:13, 5.22it/s]
210/499 4.32G 0.008247 0.007819 0.003107 61 640: 57%|#####6 | 95/168 [00:18<00:13, 5.22it/s]
210/499 4.32G 0.008247 0.007819 0.003107 61 640: 57%|#####7 | 96/168 [00:18<00:13, 5.29it/s]
210/499 4.32G 0.008245 0.007816 0.003119 76 640: 57%|#####7 | 96/168 [00:18<00:13, 5.29it/s]
210/499 4.32G 0.008245 0.007816 0.003119 76 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s]
210/499 4.32G 0.008235 0.007809 0.003095 63 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s]
210/499 4.32G 0.008235 0.007809 0.003095 63 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s]
210/499 4.32G 0.008235 0.007818 0.003083 63 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s]
210/499 4.32G 0.008235 0.007818 0.003083 63 640: 59%|#####8 | 99/168 [00:18<00:12, 5.36it/s]
210/499 4.32G 0.008229 0.007803 0.003077 57 640: 59%|#####8 | 99/168 [00:19<00:12, 5.36it/s]
210/499 4.32G 0.008229 0.007803 0.003077 57 640: 60%|#####9 | 100/168 [00:19<00:13, 5.23it/s]
210/499 4.32G 0.008217 0.007793 0.003072 62 640: 60%|#####9 | 100/168 [00:19<00:13, 5.23it/s]
210/499 4.32G 0.008217 0.007793 0.003072 62 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s]
210/499 4.32G 0.008229 0.007812 0.003114 62 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s]
210/499 4.32G 0.008229 0.007812 0.003114 62 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
210/499 4.32G 0.008237 0.00783 0.003104 83 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
210/499 4.32G 0.008237 0.00783 0.003104 83 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s]
210/499 4.32G 0.008231 0.007811 0.003091 58 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s]
210/499 4.32G 0.008231 0.007811 0.003091 58 640: 62%|######1 | 104/168 [00:19<00:12, 5.27it/s]
210/499 4.32G 0.008238 0.007796 0.003071 53 640: 62%|######1 | 104/168 [00:20<00:12, 5.27it/s]
210/499 4.32G 0.008238 0.007796 0.003071 53 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s]
210/499 4.32G 0.00824 0.007797 0.003062 62 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s]
210/499 4.32G 0.00824 0.007797 0.003062 62 640: 63%|######3 | 106/168 [00:20<00:11, 5.17it/s]
210/499 4.32G 0.008247 0.007796 0.00306 59 640: 63%|######3 | 106/168 [00:20<00:11, 5.17it/s]
210/499 4.32G 0.008247 0.007796 0.00306 59 640: 64%|######3 | 107/168 [00:20<00:11, 5.25it/s]
210/499 4.32G 0.008245 0.007798 0.003057 80 640: 64%|######3 | 107/168 [00:20<00:11, 5.25it/s]
210/499 4.32G 0.008245 0.007798 0.003057 80 640: 64%|######4 | 108/168 [00:20<00:11, 5.25it/s]
210/499 4.32G 0.008238 0.007803 0.00305 68 640: 64%|######4 | 108/168 [00:20<00:11, 5.25it/s]
210/499 4.32G 0.008238 0.007803 0.00305 68 640: 65%|######4 | 109/168 [00:20<00:11, 5.12it/s]
210/499 4.32G 0.008237 0.007795 0.003044 58 640: 65%|######4 | 109/168 [00:21<00:11, 5.12it/s]
210/499 4.32G 0.008237 0.007795 0.003044 58 640: 65%|######5 | 110/168 [00:21<00:11, 5.21it/s]
210/499 4.32G 0.008237 0.007798 0.003026 72 640: 65%|######5 | 110/168 [00:21<00:11, 5.21it/s]
210/499 4.32G 0.008237 0.007798 0.003026 72 640: 66%|######6 | 111/168 [00:21<00:10, 5.29it/s]
210/499 4.32G 0.008227 0.007786 0.003043 64 640: 66%|######6 | 111/168 [00:21<00:10, 5.29it/s]
210/499 4.32G 0.008227 0.007786 0.003043 64 640: 67%|######6 | 112/168 [00:21<00:10, 5.12it/s]
210/499 4.32G 0.008221 0.007782 0.003032 68 640: 67%|######6 | 112/168 [00:21<00:10, 5.12it/s]
210/499 4.32G 0.008221 0.007782 0.003032 68 640: 67%|######7 | 113/168 [00:21<00:10, 5.19it/s]
210/499 4.32G 0.008222 0.007788 0.003018 71 640: 67%|######7 | 113/168 [00:21<00:10, 5.19it/s]
210/499 4.32G 0.008222 0.007788 0.003018 71 640: 68%|######7 | 114/168 [00:21<00:10, 5.24it/s]
210/499 4.32G 0.008217 0.007786 0.003003 62 640: 68%|######7 | 114/168 [00:21<00:10, 5.24it/s]
210/499 4.32G 0.008217 0.007786 0.003003 62 640: 68%|######8 | 115/168 [00:21<00:10, 5.09it/s]
210/499 4.32G 0.008213 0.007777 0.003019 64 640: 68%|######8 | 115/168 [00:22<00:10, 5.09it/s]
210/499 4.32G 0.008213 0.007777 0.003019 64 640: 69%|######9 | 116/168 [00:22<00:10, 5.17it/s]
210/499 4.32G 0.008208 0.007774 0.00301 65 640: 69%|######9 | 116/168 [00:22<00:10, 5.17it/s]
210/499 4.32G 0.008208 0.007774 0.00301 65 640: 70%|######9 | 117/168 [00:22<00:09, 5.25it/s]
210/499 4.32G 0.008202 0.007771 0.002985 59 640: 70%|######9 | 117/168 [00:22<00:09, 5.25it/s]
210/499 4.32G 0.008202 0.007771 0.002985 59 640: 70%|####### | 118/168 [00:22<00:09, 5.14it/s]
210/499 4.32G 0.008195 0.007792 0.002981 85 640: 70%|####### | 118/168 [00:22<00:09, 5.14it/s]
210/499 4.32G 0.008195 0.007792 0.002981 85 640: 71%|####### | 119/168 [00:22<00:09, 5.20it/s]
210/499 4.32G 0.008188 0.007789 0.002971 63 640: 71%|####### | 119/168 [00:22<00:09, 5.20it/s]
210/499 4.32G 0.008188 0.007789 0.002971 63 640: 71%|#######1 | 120/168 [00:22<00:09, 5.25it/s]
210/499 4.32G 0.008187 0.007786 0.002992 61 640: 71%|#######1 | 120/168 [00:23<00:09, 5.25it/s]
210/499 4.32G 0.008187 0.007786 0.002992 61 640: 72%|#######2 | 121/168 [00:23<00:09, 5.14it/s]
210/499 4.32G 0.008186 0.007789 0.003 77 640: 72%|#######2 | 121/168 [00:23<00:09, 5.14it/s]
210/499 4.32G 0.008186 0.007789 0.003 77 640: 73%|#######2 | 122/168 [00:23<00:08, 5.21it/s]
210/499 4.32G 0.008187 0.007793 0.002986 71 640: 73%|#######2 | 122/168 [00:23<00:08, 5.21it/s]
210/499 4.32G 0.008187 0.007793 0.002986 71 640: 73%|#######3 | 123/168 [00:23<00:08, 5.21it/s]
210/499 4.32G 0.008195 0.007794 0.002986 74 640: 73%|#######3 | 123/168 [00:23<00:08, 5.21it/s]
210/499 4.32G 0.008195 0.007794 0.002986 74 640: 74%|#######3 | 124/168 [00:23<00:08, 5.09it/s]
210/499 4.32G 0.008192 0.007796 0.002975 62 640: 74%|#######3 | 124/168 [00:23<00:08, 5.09it/s]
210/499 4.32G 0.008192 0.007796 0.002975 62 640: 74%|#######4 | 125/168 [00:23<00:08, 5.15it/s]
210/499 4.32G 0.008199 0.007803 0.002965 59 640: 74%|#######4 | 125/168 [00:24<00:08, 5.15it/s]
210/499 4.32G 0.008199 0.007803 0.002965 59 640: 75%|#######5 | 126/168 [00:24<00:08, 5.25it/s]
210/499 4.32G 0.008195 0.007804 0.002974 75 640: 75%|#######5 | 126/168 [00:24<00:08, 5.25it/s]
210/499 4.32G 0.008195 0.007804 0.002974 75 640: 76%|#######5 | 127/168 [00:24<00:07, 5.14it/s]
210/499 4.32G 0.0082 0.007796 0.002971 59 640: 76%|#######5 | 127/168 [00:24<00:07, 5.14it/s]
210/499 4.32G 0.0082 0.007796 0.002971 59 640: 76%|#######6 | 128/168 [00:24<00:07, 5.25it/s]
210/499 4.32G 0.008204 0.007803 0.002968 68 640: 76%|#######6 | 128/168 [00:24<00:07, 5.25it/s]
210/499 4.32G 0.008204 0.007803 0.002968 68 640: 77%|#######6 | 129/168 [00:24<00:07, 5.32it/s]
210/499 4.32G 0.008219 0.007802 0.00298 59 640: 77%|#######6 | 129/168 [00:24<00:07, 5.32it/s]
210/499 4.32G 0.008219 0.007802 0.00298 59 640: 77%|#######7 | 130/168 [00:24<00:07, 5.15it/s]
210/499 4.32G 0.00822 0.007793 0.002992 61 640: 77%|#######7 | 130/168 [00:25<00:07, 5.15it/s]
210/499 4.32G 0.00822 0.007793 0.002992 61 640: 78%|#######7 | 131/168 [00:25<00:07, 5.10it/s]
210/499 4.32G 0.008218 0.007778 0.002995 61 640: 78%|#######7 | 131/168 [00:25<00:07, 5.10it/s]
210/499 4.32G 0.008218 0.007778 0.002995 61 640: 79%|#######8 | 132/168 [00:25<00:06, 5.20it/s]
210/499 4.32G 0.008209 0.007764 0.003003 58 640: 79%|#######8 | 132/168 [00:25<00:06, 5.20it/s]
210/499 4.32G 0.008209 0.007764 0.003003 58 640: 79%|#######9 | 133/168 [00:25<00:06, 5.08it/s]
210/499 4.32G 0.008219 0.007772 0.003015 73 640: 79%|#######9 | 133/168 [00:25<00:06, 5.08it/s]
210/499 4.32G 0.008219 0.007772 0.003015 73 640: 80%|#######9 | 134/168 [00:25<00:06, 5.19it/s]
210/499 4.32G 0.008218 0.00777 0.003009 69 640: 80%|#######9 | 134/168 [00:25<00:06, 5.19it/s]
210/499 4.32G 0.008218 0.00777 0.003009 69 640: 80%|######## | 135/168 [00:25<00:06, 5.27it/s]
210/499 4.32G 0.008217 0.007758 0.00302 46 640: 80%|######## | 135/168 [00:26<00:06, 5.27it/s]
210/499 4.32G 0.008217 0.007758 0.00302 46 640: 81%|######## | 136/168 [00:26<00:06, 5.16it/s]
210/499 4.32G 0.008221 0.007755 0.003012 74 640: 81%|######## | 136/168 [00:26<00:06, 5.16it/s]
210/499 4.32G 0.008221 0.007755 0.003012 74 640: 82%|########1 | 137/168 [00:26<00:05, 5.27it/s]
210/499 4.32G 0.00823 0.007767 0.003009 79 640: 82%|########1 | 137/168 [00:26<00:05, 5.27it/s]
210/499 4.32G 0.00823 0.007767 0.003009 79 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
210/499 4.32G 0.008224 0.007766 0.003013 69 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
210/499 4.32G 0.008224 0.007766 0.003013 69 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
210/499 4.32G 0.008233 0.007753 0.003002 45 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
210/499 4.32G 0.008233 0.007753 0.003002 45 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s]
210/499 4.32G 0.008228 0.007755 0.002989 64 640: 83%|########3 | 140/168 [00:26<00:05, 5.30it/s]
210/499 4.32G 0.008228 0.007755 0.002989 64 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s]
210/499 4.32G 0.008228 0.00775 0.00299 61 640: 84%|########3 | 141/168 [00:27<00:05, 5.35it/s]
210/499 4.32G 0.008228 0.00775 0.00299 61 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s]
210/499 4.32G 0.008231 0.007743 0.00297 61 640: 85%|########4 | 142/168 [00:27<00:05, 5.17it/s]
210/499 4.32G 0.008231 0.007743 0.00297 61 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s]
210/499 4.32G 0.008236 0.007749 0.002969 75 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s]
210/499 4.32G 0.008236 0.007749 0.002969 75 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s]
210/499 4.32G 0.008233 0.007739 0.002961 55 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s]
210/499 4.32G 0.008233 0.007739 0.002961 55 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s]
210/499 4.32G 0.008241 0.007754 0.002958 85 640: 86%|########6 | 145/168 [00:27<00:04, 5.17it/s]
210/499 4.32G 0.008241 0.007754 0.002958 85 640: 87%|########6 | 146/168 [00:27<00:04, 5.23it/s]
210/499 4.32G 0.008241 0.007752 0.00295 72 640: 87%|########6 | 146/168 [00:28<00:04, 5.23it/s]
210/499 4.32G 0.008241 0.007752 0.00295 72 640: 88%|########7 | 147/168 [00:28<00:03, 5.29it/s]
210/499 4.32G 0.00825 0.007763 0.002954 70 640: 88%|########7 | 147/168 [00:28<00:03, 5.29it/s]
210/499 4.32G 0.00825 0.007763 0.002954 70 640: 88%|########8 | 148/168 [00:28<00:03, 5.13it/s]
210/499 4.32G 0.008249 0.007767 0.002953 74 640: 88%|########8 | 148/168 [00:28<00:03, 5.13it/s]
210/499 4.32G 0.008249 0.007767 0.002953 74 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s]
210/499 4.32G 0.008247 0.007767 0.00296 82 640: 89%|########8 | 149/168 [00:28<00:03, 5.23it/s]
210/499 4.32G 0.008247 0.007767 0.00296 82 640: 89%|########9 | 150/168 [00:28<00:03, 5.29it/s]
210/499 4.32G 0.008247 0.00778 0.002947 77 640: 89%|########9 | 150/168 [00:28<00:03, 5.29it/s]
210/499 4.32G 0.008247 0.00778 0.002947 77 640: 90%|########9 | 151/168 [00:28<00:03, 5.15it/s]
210/499 4.32G 0.008267 0.007775 0.002949 46 640: 90%|########9 | 151/168 [00:29<00:03, 5.15it/s]
210/499 4.32G 0.008267 0.007775 0.002949 46 640: 90%|######### | 152/168 [00:29<00:03, 5.24it/s]
210/499 4.32G 0.008263 0.007787 0.002938 70 640: 90%|######### | 152/168 [00:29<00:03, 5.24it/s]
210/499 4.32G 0.008263 0.007787 0.002938 70 640: 91%|#########1| 153/168 [00:29<00:02, 5.23it/s]
210/499 4.32G 0.008265 0.007788 0.002943 79 640: 91%|#########1| 153/168 [00:29<00:02, 5.23it/s]
210/499 4.32G 0.008265 0.007788 0.002943 79 640: 92%|#########1| 154/168 [00:29<00:02, 5.12it/s]
210/499 4.32G 0.008265 0.00779 0.002951 72 640: 92%|#########1| 154/168 [00:29<00:02, 5.12it/s]
210/499 4.32G 0.008265 0.00779 0.002951 72 640: 92%|#########2| 155/168 [00:29<00:02, 5.23it/s]
210/499 4.32G 0.008256 0.007787 0.002957 76 640: 92%|#########2| 155/168 [00:29<00:02, 5.23it/s]
210/499 4.32G 0.008256 0.007787 0.002957 76 640: 93%|#########2| 156/168 [00:29<00:02, 5.30it/s]
210/499 4.32G 0.008265 0.007789 0.002951 67 640: 93%|#########2| 156/168 [00:30<00:02, 5.30it/s]
210/499 4.32G 0.008265 0.007789 0.002951 67 640: 93%|#########3| 157/168 [00:30<00:02, 5.13it/s]
210/499 4.32G 0.008274 0.007796 0.002966 68 640: 93%|#########3| 157/168 [00:30<00:02, 5.13it/s]
210/499 4.32G 0.008274 0.007796 0.002966 68 640: 94%|#########4| 158/168 [00:30<00:01, 5.20it/s]
210/499 4.32G 0.008278 0.00779 0.002968 53 640: 94%|#########4| 158/168 [00:30<00:01, 5.20it/s]
210/499 4.32G 0.008278 0.00779 0.002968 53 640: 95%|#########4| 159/168 [00:30<00:01, 5.29it/s]
210/499 4.32G 0.00828 0.007802 0.002968 79 640: 95%|#########4| 159/168 [00:30<00:01, 5.29it/s]
210/499 4.32G 0.00828 0.007802 0.002968 79 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s]
210/499 4.32G 0.008284 0.007802 0.00296 71 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s]
210/499 4.32G 0.008284 0.007802 0.00296 71 640: 96%|#########5| 161/168 [00:30<00:01, 5.23it/s]
210/499 4.32G 0.008283 0.007807 0.002957 66 640: 96%|#########5| 161/168 [00:30<00:01, 5.23it/s]
210/499 4.32G 0.008283 0.007807 0.002957 66 640: 96%|#########6| 162/168 [00:30<00:01, 5.29it/s]
210/499 4.32G 0.008297 0.007815 0.00296 63 640: 96%|#########6| 162/168 [00:31<00:01, 5.29it/s]
210/499 4.32G 0.008297 0.007815 0.00296 63 640: 97%|#########7| 163/168 [00:31<00:00, 5.14it/s]
210/499 4.32G 0.008298 0.007814 0.002953 59 640: 97%|#########7| 163/168 [00:31<00:00, 5.14it/s]
210/499 4.32G 0.008298 0.007814 0.002953 59 640: 98%|#########7| 164/168 [00:31<00:00, 5.20it/s]
210/499 4.32G 0.008307 0.007806 0.002972 61 640: 98%|#########7| 164/168 [00:31<00:00, 5.20it/s]
210/499 4.32G 0.008307 0.007806 0.002972 61 640: 98%|#########8| 165/168 [00:31<00:00, 5.25it/s]
210/499 4.32G 0.008306 0.007795 0.002989 58 640: 98%|#########8| 165/168 [00:31<00:00, 5.25it/s]
210/499 4.32G 0.008306 0.007795 0.002989 58 640: 99%|#########8| 166/168 [00:31<00:00, 5.14it/s]
210/499 4.32G 0.008302 0.007798 0.002998 62 640: 99%|#########8| 166/168 [00:31<00:00, 5.14it/s]
210/499 4.32G 0.008302 0.007798 0.002998 62 640: 99%|#########9| 167/168 [00:31<00:00, 5.22it/s]
210/499 4.32G 0.008319 0.007782 0.003 23 640: 99%|#########9| 167/168 [00:32<00:00, 5.22it/s]
210/499 4.32G 0.008319 0.007782 0.003 23 640: 100%|##########| 168/168 [00:32<00:00, 5.42it/s]
210/499 4.32G 0.008319 0.007782 0.003 23 640: 100%|##########| 168/168 [00:32<00:00, 5.23it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.88it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s]
all 132 263 0.847 0.85 0.874 0.762
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
211/499 4.32G 0.008956 0.007259 0.004505 64 640: 0%| | 0/168 [00:00<?, ?it/s]
211/499 4.32G 0.008956 0.007259 0.004505 64 640: 1%| | 1/168 [00:00<00:34, 4.89it/s]
211/499 4.32G 0.009491 0.007586 0.003335 69 640: 1%| | 1/168 [00:00<00:34, 4.89it/s]
211/499 4.32G 0.009491 0.007586 0.003335 69 640: 1%|1 | 2/168 [00:00<00:31, 5.21it/s]
211/499 4.32G 0.009222 0.007613 0.003284 72 640: 1%|1 | 2/168 [00:00<00:31, 5.21it/s]
211/499 4.32G 0.009222 0.007613 0.003284 72 640: 2%|1 | 3/168 [00:00<00:31, 5.29it/s]
211/499 4.32G 0.00934 0.007759 0.00302 67 640: 2%|1 | 3/168 [00:00<00:31, 5.29it/s]
211/499 4.32G 0.00934 0.007759 0.00302 67 640: 2%|2 | 4/168 [00:00<00:32, 5.06it/s]
211/499 4.32G 0.009179 0.008121 0.002817 65 640: 2%|2 | 4/168 [00:00<00:32, 5.06it/s]
211/499 4.32G 0.009179 0.008121 0.002817 65 640: 3%|2 | 5/168 [00:00<00:31, 5.19it/s]
211/499 4.32G 0.009043 0.007903 0.002841 63 640: 3%|2 | 5/168 [00:01<00:31, 5.19it/s]
211/499 4.32G 0.009043 0.007903 0.002841 63 640: 4%|3 | 6/168 [00:01<00:30, 5.25it/s]
211/499 4.32G 0.009225 0.008058 0.002826 70 640: 4%|3 | 6/168 [00:01<00:30, 5.25it/s]
211/499 4.32G 0.009225 0.008058 0.002826 70 640: 4%|4 | 7/168 [00:01<00:31, 5.13it/s]
211/499 4.32G 0.009139 0.008318 0.002629 77 640: 4%|4 | 7/168 [00:01<00:31, 5.13it/s]
211/499 4.32G 0.009139 0.008318 0.002629 77 640: 5%|4 | 8/168 [00:01<00:30, 5.25it/s]
211/499 4.32G 0.009035 0.00831 0.002542 74 640: 5%|4 | 8/168 [00:01<00:30, 5.25it/s]
211/499 4.32G 0.009035 0.00831 0.002542 74 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s]
211/499 4.32G 0.009179 0.008151 0.002659 54 640: 5%|5 | 9/168 [00:01<00:29, 5.31it/s]
211/499 4.32G 0.009179 0.008151 0.002659 54 640: 6%|5 | 10/168 [00:01<00:30, 5.17it/s]
211/499 4.32G 0.009016 0.008239 0.002781 83 640: 6%|5 | 10/168 [00:02<00:30, 5.17it/s]
211/499 4.32G 0.009016 0.008239 0.002781 83 640: 7%|6 | 11/168 [00:02<00:30, 5.23it/s]
211/499 4.32G 0.009028 0.008212 0.002886 71 640: 7%|6 | 11/168 [00:02<00:30, 5.23it/s]
211/499 4.32G 0.009028 0.008212 0.002886 71 640: 7%|7 | 12/168 [00:02<00:29, 5.29it/s]
211/499 4.32G 0.008887 0.008206 0.003077 73 640: 7%|7 | 12/168 [00:02<00:29, 5.29it/s]
211/499 4.32G 0.008887 0.008206 0.003077 73 640: 8%|7 | 13/168 [00:02<00:30, 5.15it/s]
211/499 4.32G 0.008867 0.00823 0.00298 63 640: 8%|7 | 13/168 [00:02<00:30, 5.15it/s]
211/499 4.32G 0.008867 0.00823 0.00298 63 640: 8%|8 | 14/168 [00:02<00:29, 5.21it/s]
211/499 4.32G 0.008864 0.008229 0.002979 71 640: 8%|8 | 14/168 [00:02<00:29, 5.21it/s]
211/499 4.32G 0.008864 0.008229 0.002979 71 640: 9%|8 | 15/168 [00:02<00:28, 5.30it/s]
211/499 4.32G 0.008761 0.008208 0.003026 73 640: 9%|8 | 15/168 [00:03<00:28, 5.30it/s]
211/499 4.32G 0.008761 0.008208 0.003026 73 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s]
211/499 4.32G 0.008845 0.008327 0.003168 74 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s]
211/499 4.32G 0.008845 0.008327 0.003168 74 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
211/499 4.32G 0.008819 0.008323 0.00316 73 640: 10%|# | 17/168 [00:03<00:28, 5.23it/s]
211/499 4.32G 0.008819 0.008323 0.00316 73 640: 11%|# | 18/168 [00:03<00:28, 5.31it/s]
211/499 4.32G 0.008783 0.008334 0.003193 65 640: 11%|# | 18/168 [00:03<00:28, 5.31it/s]
211/499 4.32G 0.008783 0.008334 0.003193 65 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s]
211/499 4.32G 0.008828 0.008269 0.00321 71 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s]
211/499 4.32G 0.008828 0.008269 0.00321 71 640: 12%|#1 | 20/168 [00:03<00:28, 5.25it/s]
211/499 4.32G 0.008823 0.008208 0.003241 56 640: 12%|#1 | 20/168 [00:04<00:28, 5.25it/s]
211/499 4.32G 0.008823 0.008208 0.003241 56 640: 12%|#2 | 21/168 [00:04<00:27, 5.31it/s]
211/499 4.32G 0.008898 0.00824 0.003281 80 640: 12%|#2 | 21/168 [00:04<00:27, 5.31it/s]
211/499 4.32G 0.008898 0.00824 0.003281 80 640: 13%|#3 | 22/168 [00:04<00:28, 5.17it/s]
211/499 4.32G 0.008867 0.008118 0.003238 52 640: 13%|#3 | 22/168 [00:04<00:28, 5.17it/s]
211/499 4.32G 0.008867 0.008118 0.003238 52 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s]
211/499 4.32G 0.008912 0.008267 0.003342 83 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s]
211/499 4.32G 0.008912 0.008267 0.003342 83 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s]
211/499 4.32G 0.008907 0.008307 0.003295 76 640: 14%|#4 | 24/168 [00:04<00:26, 5.35it/s]
211/499 4.32G 0.008907 0.008307 0.003295 76 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
211/499 4.32G 0.008895 0.008249 0.003295 51 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
211/499 4.32G 0.008895 0.008249 0.003295 51 640: 15%|#5 | 26/168 [00:04<00:27, 5.22it/s]
211/499 4.32G 0.008872 0.008238 0.003223 60 640: 15%|#5 | 26/168 [00:05<00:27, 5.22it/s]
211/499 4.32G 0.008872 0.008238 0.003223 60 640: 16%|#6 | 27/168 [00:05<00:26, 5.31it/s]
211/499 4.32G 0.008885 0.008276 0.003137 77 640: 16%|#6 | 27/168 [00:05<00:26, 5.31it/s]
211/499 4.32G 0.008885 0.008276 0.003137 77 640: 17%|#6 | 28/168 [00:05<00:27, 5.06it/s]
211/499 4.32G 0.008901 0.008303 0.003114 73 640: 17%|#6 | 28/168 [00:05<00:27, 5.06it/s]
211/499 4.32G 0.008901 0.008303 0.003114 73 640: 17%|#7 | 29/168 [00:05<00:26, 5.17it/s]
211/499 4.32G 0.008924 0.008296 0.003106 55 640: 17%|#7 | 29/168 [00:05<00:26, 5.17it/s]
211/499 4.32G 0.008924 0.008296 0.003106 55 640: 18%|#7 | 30/168 [00:05<00:26, 5.23it/s]
211/499 4.32G 0.008938 0.008287 0.003095 70 640: 18%|#7 | 30/168 [00:05<00:26, 5.23it/s]
211/499 4.32G 0.008938 0.008287 0.003095 70 640: 18%|#8 | 31/168 [00:05<00:26, 5.12it/s]
211/499 4.32G 0.00888 0.008287 0.003188 80 640: 18%|#8 | 31/168 [00:06<00:26, 5.12it/s]
211/499 4.32G 0.00888 0.008287 0.003188 80 640: 19%|#9 | 32/168 [00:06<00:26, 5.16it/s]
211/499 4.32G 0.008857 0.008262 0.003194 64 640: 19%|#9 | 32/168 [00:06<00:26, 5.16it/s]
211/499 4.32G 0.008857 0.008262 0.003194 64 640: 20%|#9 | 33/168 [00:06<00:25, 5.25it/s]
211/499 4.32G 0.008841 0.008304 0.003164 84 640: 20%|#9 | 33/168 [00:06<00:25, 5.25it/s]
211/499 4.32G 0.008841 0.008304 0.003164 84 640: 20%|## | 34/168 [00:06<00:26, 5.14it/s]
211/499 4.32G 0.008822 0.008268 0.003225 66 640: 20%|## | 34/168 [00:06<00:26, 5.14it/s]
211/499 4.32G 0.008822 0.008268 0.003225 66 640: 21%|## | 35/168 [00:06<00:25, 5.18it/s]
211/499 4.32G 0.008787 0.008247 0.003246 75 640: 21%|## | 35/168 [00:06<00:25, 5.18it/s]
211/499 4.32G 0.008787 0.008247 0.003246 75 640: 21%|##1 | 36/168 [00:06<00:25, 5.22it/s]
211/499 4.32G 0.008761 0.008261 0.003204 67 640: 21%|##1 | 36/168 [00:07<00:25, 5.22it/s]
211/499 4.32G 0.008761 0.008261 0.003204 67 640: 22%|##2 | 37/168 [00:07<00:25, 5.12it/s]
211/499 4.32G 0.008728 0.008191 0.003309 48 640: 22%|##2 | 37/168 [00:07<00:25, 5.12it/s]
211/499 4.32G 0.008728 0.008191 0.003309 48 640: 23%|##2 | 38/168 [00:07<00:24, 5.20it/s]
211/499 4.32G 0.00873 0.008162 0.003257 66 640: 23%|##2 | 38/168 [00:07<00:24, 5.20it/s]
211/499 4.32G 0.00873 0.008162 0.003257 66 640: 23%|##3 | 39/168 [00:07<00:24, 5.26it/s]
211/499 4.32G 0.008725 0.008159 0.003239 66 640: 23%|##3 | 39/168 [00:07<00:24, 5.26it/s]
211/499 4.32G 0.008725 0.008159 0.003239 66 640: 24%|##3 | 40/168 [00:07<00:24, 5.16it/s]
211/499 4.32G 0.008725 0.008097 0.003238 59 640: 24%|##3 | 40/168 [00:07<00:24, 5.16it/s]
211/499 4.32G 0.008725 0.008097 0.003238 59 640: 24%|##4 | 41/168 [00:07<00:24, 5.25it/s]
211/499 4.32G 0.008701 0.008062 0.003201 68 640: 24%|##4 | 41/168 [00:08<00:24, 5.25it/s]
211/499 4.32G 0.008701 0.008062 0.003201 68 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s]
211/499 4.32G 0.008713 0.008049 0.003154 59 640: 25%|##5 | 42/168 [00:08<00:23, 5.32it/s]
211/499 4.32G 0.008713 0.008049 0.003154 59 640: 26%|##5 | 43/168 [00:08<00:24, 5.17it/s]
211/499 4.32G 0.008684 0.00806 0.003139 69 640: 26%|##5 | 43/168 [00:08<00:24, 5.17it/s]
211/499 4.32G 0.008684 0.00806 0.003139 69 640: 26%|##6 | 44/168 [00:08<00:23, 5.24it/s]
211/499 4.32G 0.008691 0.008086 0.00313 75 640: 26%|##6 | 44/168 [00:08<00:23, 5.24it/s]
211/499 4.32G 0.008691 0.008086 0.00313 75 640: 27%|##6 | 45/168 [00:08<00:23, 5.30it/s]
211/499 4.32G 0.008682 0.008074 0.003133 68 640: 27%|##6 | 45/168 [00:08<00:23, 5.30it/s]
211/499 4.32G 0.008682 0.008074 0.003133 68 640: 27%|##7 | 46/168 [00:08<00:23, 5.13it/s]
211/499 4.32G 0.008653 0.008057 0.00311 63 640: 27%|##7 | 46/168 [00:09<00:23, 5.13it/s]
211/499 4.32G 0.008653 0.008057 0.00311 63 640: 28%|##7 | 47/168 [00:09<00:23, 5.21it/s]
211/499 4.32G 0.008676 0.008036 0.003094 54 640: 28%|##7 | 47/168 [00:09<00:23, 5.21it/s]
211/499 4.32G 0.008676 0.008036 0.003094 54 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s]
211/499 4.32G 0.008653 0.008042 0.00309 67 640: 29%|##8 | 48/168 [00:09<00:22, 5.29it/s]
211/499 4.32G 0.008653 0.008042 0.00309 67 640: 29%|##9 | 49/168 [00:09<00:23, 5.14it/s]
211/499 4.32G 0.008665 0.008043 0.003141 70 640: 29%|##9 | 49/168 [00:09<00:23, 5.14it/s]
211/499 4.32G 0.008665 0.008043 0.003141 70 640: 30%|##9 | 50/168 [00:09<00:22, 5.22it/s]
211/499 4.32G 0.008661 0.00803 0.003232 71 640: 30%|##9 | 50/168 [00:09<00:22, 5.22it/s]
211/499 4.32G 0.008661 0.00803 0.003232 71 640: 30%|### | 51/168 [00:09<00:22, 5.25it/s]
211/499 4.32G 0.008679 0.008057 0.003251 72 640: 30%|### | 51/168 [00:09<00:22, 5.25it/s]
211/499 4.32G 0.008679 0.008057 0.003251 72 640: 31%|### | 52/168 [00:09<00:22, 5.14it/s]
211/499 4.32G 0.008682 0.008034 0.003193 61 640: 31%|### | 52/168 [00:10<00:22, 5.14it/s]
211/499 4.32G 0.008682 0.008034 0.003193 61 640: 32%|###1 | 53/168 [00:10<00:22, 5.15it/s]
211/499 4.32G 0.008649 0.008041 0.003177 66 640: 32%|###1 | 53/168 [00:10<00:22, 5.15it/s]
211/499 4.32G 0.008649 0.008041 0.003177 66 640: 32%|###2 | 54/168 [00:10<00:22, 5.16it/s]
211/499 4.32G 0.008646 0.008016 0.003156 71 640: 32%|###2 | 54/168 [00:10<00:22, 5.16it/s]
211/499 4.32G 0.008646 0.008016 0.003156 71 640: 33%|###2 | 55/168 [00:10<00:22, 5.08it/s]
211/499 4.32G 0.008626 0.008008 0.003223 69 640: 33%|###2 | 55/168 [00:10<00:22, 5.08it/s]
211/499 4.32G 0.008626 0.008008 0.003223 69 640: 33%|###3 | 56/168 [00:10<00:21, 5.21it/s]
211/499 4.32G 0.008616 0.008016 0.003214 78 640: 33%|###3 | 56/168 [00:10<00:21, 5.21it/s]
211/499 4.32G 0.008616 0.008016 0.003214 78 640: 34%|###3 | 57/168 [00:10<00:20, 5.29it/s]
211/499 4.32G 0.008622 0.008041 0.003186 81 640: 34%|###3 | 57/168 [00:11<00:20, 5.29it/s]
211/499 4.32G 0.008622 0.008041 0.003186 81 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s]
211/499 4.32G 0.008623 0.008011 0.003155 50 640: 35%|###4 | 58/168 [00:11<00:21, 5.17it/s]
211/499 4.32G 0.008623 0.008011 0.003155 50 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s]
211/499 4.32G 0.008624 0.007996 0.003143 64 640: 35%|###5 | 59/168 [00:11<00:20, 5.23it/s]
211/499 4.32G 0.008624 0.007996 0.003143 64 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
211/499 4.32G 0.00861 0.00802 0.003166 94 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
211/499 4.32G 0.00861 0.00802 0.003166 94 640: 36%|###6 | 61/168 [00:11<00:20, 5.15it/s]
211/499 4.32G 0.008591 0.008004 0.003185 66 640: 36%|###6 | 61/168 [00:11<00:20, 5.15it/s]
211/499 4.32G 0.008591 0.008004 0.003185 66 640: 37%|###6 | 62/168 [00:11<00:20, 5.25it/s]
211/499 4.32G 0.008581 0.007996 0.003149 73 640: 37%|###6 | 62/168 [00:12<00:20, 5.25it/s]
211/499 4.32G 0.008581 0.007996 0.003149 73 640: 38%|###7 | 63/168 [00:12<00:19, 5.32it/s]
211/499 4.32G 0.008581 0.007985 0.003168 61 640: 38%|###7 | 63/168 [00:12<00:19, 5.32it/s]
211/499 4.32G 0.008581 0.007985 0.003168 61 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s]
211/499 4.32G 0.008591 0.008006 0.003139 79 640: 38%|###8 | 64/168 [00:12<00:20, 5.19it/s]
211/499 4.32G 0.008591 0.008006 0.003139 79 640: 39%|###8 | 65/168 [00:12<00:19, 5.20it/s]
211/499 4.32G 0.008592 0.007985 0.003208 52 640: 39%|###8 | 65/168 [00:12<00:19, 5.20it/s]
211/499 4.32G 0.008592 0.007985 0.003208 52 640: 39%|###9 | 66/168 [00:12<00:19, 5.30it/s]
211/499 4.32G 0.008584 0.007978 0.003276 54 640: 39%|###9 | 66/168 [00:12<00:19, 5.30it/s]
211/499 4.32G 0.008584 0.007978 0.003276 54 640: 40%|###9 | 67/168 [00:12<00:19, 5.15it/s]
211/499 4.32G 0.008559 0.007959 0.003296 59 640: 40%|###9 | 67/168 [00:13<00:19, 5.15it/s]
211/499 4.32G 0.008559 0.007959 0.003296 59 640: 40%|#### | 68/168 [00:13<00:19, 5.24it/s]
211/499 4.32G 0.008575 0.007953 0.003281 63 640: 40%|#### | 68/168 [00:13<00:19, 5.24it/s]
211/499 4.32G 0.008575 0.007953 0.003281 63 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s]
211/499 4.32G 0.008584 0.007952 0.003266 71 640: 41%|####1 | 69/168 [00:13<00:18, 5.29it/s]
211/499 4.32G 0.008584 0.007952 0.003266 71 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s]
211/499 4.32G 0.008562 0.00794 0.003262 58 640: 42%|####1 | 70/168 [00:13<00:18, 5.17it/s]
211/499 4.32G 0.008562 0.00794 0.003262 58 640: 42%|####2 | 71/168 [00:13<00:18, 5.22it/s]
211/499 4.32G 0.008563 0.007972 0.003277 87 640: 42%|####2 | 71/168 [00:13<00:18, 5.22it/s]
211/499 4.32G 0.008563 0.007972 0.003277 87 640: 43%|####2 | 72/168 [00:13<00:18, 5.31it/s]
211/499 4.32G 0.00856 0.00798 0.003254 74 640: 43%|####2 | 72/168 [00:14<00:18, 5.31it/s]
211/499 4.32G 0.00856 0.00798 0.003254 74 640: 43%|####3 | 73/168 [00:14<00:18, 5.20it/s]
211/499 4.32G 0.008552 0.007997 0.003228 87 640: 43%|####3 | 73/168 [00:14<00:18, 5.20it/s]
211/499 4.32G 0.008552 0.007997 0.003228 87 640: 44%|####4 | 74/168 [00:14<00:17, 5.24it/s]
211/499 4.32G 0.008538 0.008015 0.003229 78 640: 44%|####4 | 74/168 [00:14<00:17, 5.24it/s]
211/499 4.32G 0.008538 0.008015 0.003229 78 640: 45%|####4 | 75/168 [00:14<00:17, 5.32it/s]
211/499 4.32G 0.008537 0.008031 0.003207 70 640: 45%|####4 | 75/168 [00:14<00:17, 5.32it/s]
211/499 4.32G 0.008537 0.008031 0.003207 70 640: 45%|####5 | 76/168 [00:14<00:17, 5.16it/s]
211/499 4.32G 0.00851 0.008011 0.003204 63 640: 45%|####5 | 76/168 [00:14<00:17, 5.16it/s]
211/499 4.32G 0.00851 0.008011 0.003204 63 640: 46%|####5 | 77/168 [00:14<00:17, 5.14it/s]
211/499 4.32G 0.008497 0.007989 0.003188 68 640: 46%|####5 | 77/168 [00:14<00:17, 5.14it/s]
211/499 4.32G 0.008497 0.007989 0.003188 68 640: 46%|####6 | 78/168 [00:14<00:17, 5.21it/s]
211/499 4.32G 0.008497 0.007991 0.003177 69 640: 46%|####6 | 78/168 [00:15<00:17, 5.21it/s]
211/499 4.32G 0.008497 0.007991 0.003177 69 640: 47%|####7 | 79/168 [00:15<00:17, 5.10it/s]
211/499 4.32G 0.008526 0.008029 0.003161 72 640: 47%|####7 | 79/168 [00:15<00:17, 5.10it/s]
211/499 4.32G 0.008526 0.008029 0.003161 72 640: 48%|####7 | 80/168 [00:15<00:16, 5.19it/s]
211/499 4.32G 0.008525 0.008022 0.003161 64 640: 48%|####7 | 80/168 [00:15<00:16, 5.19it/s]
211/499 4.32G 0.008525 0.008022 0.003161 64 640: 48%|####8 | 81/168 [00:15<00:16, 5.27it/s]
211/499 4.32G 0.008511 0.008006 0.00315 81 640: 48%|####8 | 81/168 [00:15<00:16, 5.27it/s]
211/499 4.32G 0.008511 0.008006 0.00315 81 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s]
211/499 4.32G 0.008521 0.007984 0.0032 46 640: 49%|####8 | 82/168 [00:15<00:16, 5.15it/s]
211/499 4.32G 0.008521 0.007984 0.0032 46 640: 49%|####9 | 83/168 [00:15<00:16, 5.23it/s]
211/499 4.32G 0.008508 0.007979 0.003176 71 640: 49%|####9 | 83/168 [00:16<00:16, 5.23it/s]
211/499 4.32G 0.008508 0.007979 0.003176 71 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s]
211/499 4.32G 0.00851 0.007997 0.003176 82 640: 50%|##### | 84/168 [00:16<00:15, 5.30it/s]
211/499 4.32G 0.00851 0.007997 0.003176 82 640: 51%|##### | 85/168 [00:16<00:16, 5.15it/s]
211/499 4.32G 0.008514 0.008011 0.003177 77 640: 51%|##### | 85/168 [00:16<00:16, 5.15it/s]
211/499 4.32G 0.008514 0.008011 0.003177 77 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s]
211/499 4.32G 0.008515 0.008019 0.003193 75 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s]
211/499 4.32G 0.008515 0.008019 0.003193 75 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
211/499 4.32G 0.00853 0.008008 0.003205 54 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
211/499 4.32G 0.00853 0.008008 0.003205 54 640: 52%|#####2 | 88/168 [00:16<00:15, 5.16it/s]
211/499 4.32G 0.00852 0.007994 0.003187 64 640: 52%|#####2 | 88/168 [00:17<00:15, 5.16it/s]
211/499 4.32G 0.00852 0.007994 0.003187 64 640: 53%|#####2 | 89/168 [00:17<00:15, 5.25it/s]
211/499 4.32G 0.008506 0.008002 0.003175 59 640: 53%|#####2 | 89/168 [00:17<00:15, 5.25it/s]
211/499 4.32G 0.008506 0.008002 0.003175 59 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s]
211/499 4.32G 0.008503 0.008017 0.003166 75 640: 54%|#####3 | 90/168 [00:17<00:14, 5.33it/s]
211/499 4.32G 0.008503 0.008017 0.003166 75 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s]
211/499 4.32G 0.008494 0.00801 0.003163 72 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s]
211/499 4.32G 0.008494 0.00801 0.003163 72 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s]
211/499 4.32G 0.008482 0.008004 0.003142 64 640: 55%|#####4 | 92/168 [00:17<00:14, 5.28it/s]
211/499 4.32G 0.008482 0.008004 0.003142 64 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s]
211/499 4.32G 0.008475 0.007989 0.003134 56 640: 55%|#####5 | 93/168 [00:18<00:14, 5.32it/s]
211/499 4.32G 0.008475 0.007989 0.003134 56 640: 56%|#####5 | 94/168 [00:18<00:14, 5.18it/s]
211/499 4.32G 0.008513 0.007999 0.003141 68 640: 56%|#####5 | 94/168 [00:18<00:14, 5.18it/s]
211/499 4.32G 0.008513 0.007999 0.003141 68 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s]
211/499 4.32G 0.008501 0.007977 0.003147 59 640: 57%|#####6 | 95/168 [00:18<00:13, 5.26it/s]
211/499 4.32G 0.008501 0.007977 0.003147 59 640: 57%|#####7 | 96/168 [00:18<00:13, 5.24it/s]
211/499 4.32G 0.008506 0.007978 0.003131 57 640: 57%|#####7 | 96/168 [00:18<00:13, 5.24it/s]
211/499 4.32G 0.008506 0.007978 0.003131 57 640: 58%|#####7 | 97/168 [00:18<00:13, 5.11it/s]
211/499 4.32G 0.008499 0.007976 0.003126 66 640: 58%|#####7 | 97/168 [00:18<00:13, 5.11it/s]
211/499 4.32G 0.008499 0.007976 0.003126 66 640: 58%|#####8 | 98/168 [00:18<00:13, 5.21it/s]
211/499 4.32G 0.008503 0.007969 0.003111 71 640: 58%|#####8 | 98/168 [00:18<00:13, 5.21it/s]
211/499 4.32G 0.008503 0.007969 0.003111 71 640: 59%|#####8 | 99/168 [00:18<00:13, 5.29it/s]
211/499 4.32G 0.008515 0.007982 0.003082 63 640: 59%|#####8 | 99/168 [00:19<00:13, 5.29it/s]
211/499 4.32G 0.008515 0.007982 0.003082 63 640: 60%|#####9 | 100/168 [00:19<00:13, 5.14it/s]
211/499 4.32G 0.008514 0.007995 0.003067 62 640: 60%|#####9 | 100/168 [00:19<00:13, 5.14it/s]
211/499 4.32G 0.008514 0.007995 0.003067 62 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s]
211/499 4.32G 0.008507 0.007986 0.003069 67 640: 60%|###### | 101/168 [00:19<00:12, 5.22it/s]
211/499 4.32G 0.008507 0.007986 0.003069 67 640: 61%|###### | 102/168 [00:19<00:12, 5.27it/s]
211/499 4.32G 0.008515 0.00799 0.003084 64 640: 61%|###### | 102/168 [00:19<00:12, 5.27it/s]
211/499 4.32G 0.008515 0.00799 0.003084 64 640: 61%|######1 | 103/168 [00:19<00:12, 5.16it/s]
211/499 4.32G 0.008514 0.008007 0.003075 80 640: 61%|######1 | 103/168 [00:19<00:12, 5.16it/s]
211/499 4.32G 0.008514 0.008007 0.003075 80 640: 62%|######1 | 104/168 [00:19<00:12, 5.26it/s]
211/499 4.32G 0.008521 0.008002 0.003066 71 640: 62%|######1 | 104/168 [00:20<00:12, 5.26it/s]
211/499 4.32G 0.008521 0.008002 0.003066 71 640: 62%|######2 | 105/168 [00:20<00:11, 5.29it/s]
211/499 4.32G 0.008508 0.007998 0.003063 70 640: 62%|######2 | 105/168 [00:20<00:11, 5.29it/s]
211/499 4.32G 0.008508 0.007998 0.003063 70 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s]
211/499 4.32G 0.008503 0.008 0.003049 70 640: 63%|######3 | 106/168 [00:20<00:12, 5.16it/s]
211/499 4.32G 0.008503 0.008 0.003049 70 640: 64%|######3 | 107/168 [00:20<00:11, 5.21it/s]
211/499 4.32G 0.008498 0.007989 0.003031 64 640: 64%|######3 | 107/168 [00:20<00:11, 5.21it/s]
211/499 4.32G 0.008498 0.007989 0.003031 64 640: 64%|######4 | 108/168 [00:20<00:11, 5.29it/s]
211/499 4.32G 0.008484 0.007985 0.003043 66 640: 64%|######4 | 108/168 [00:20<00:11, 5.29it/s]
211/499 4.32G 0.008484 0.007985 0.003043 66 640: 65%|######4 | 109/168 [00:20<00:11, 5.16it/s]
211/499 4.32G 0.008472 0.007975 0.003045 69 640: 65%|######4 | 109/168 [00:21<00:11, 5.16it/s]
211/499 4.32G 0.008472 0.007975 0.003045 69 640: 65%|######5 | 110/168 [00:21<00:11, 5.24it/s]
211/499 4.32G 0.008488 0.007965 0.003052 50 640: 65%|######5 | 110/168 [00:21<00:11, 5.24it/s]
211/499 4.32G 0.008488 0.007965 0.003052 50 640: 66%|######6 | 111/168 [00:21<00:10, 5.28it/s]
211/499 4.32G 0.008483 0.007966 0.00304 82 640: 66%|######6 | 111/168 [00:21<00:10, 5.28it/s]
211/499 4.32G 0.008483 0.007966 0.00304 82 640: 67%|######6 | 112/168 [00:21<00:10, 5.15it/s]
211/499 4.32G 0.008477 0.007982 0.003043 87 640: 67%|######6 | 112/168 [00:21<00:10, 5.15it/s]
211/499 4.32G 0.008477 0.007982 0.003043 87 640: 67%|######7 | 113/168 [00:21<00:10, 5.19it/s]
211/499 4.32G 0.00847 0.00798 0.003035 56 640: 67%|######7 | 113/168 [00:21<00:10, 5.19it/s]
211/499 4.32G 0.00847 0.00798 0.003035 56 640: 68%|######7 | 114/168 [00:21<00:10, 5.26it/s]
211/499 4.32G 0.008476 0.007976 0.003031 62 640: 68%|######7 | 114/168 [00:22<00:10, 5.26it/s]
211/499 4.32G 0.008476 0.007976 0.003031 62 640: 68%|######8 | 115/168 [00:22<00:10, 5.12it/s]
211/499 4.32G 0.008474 0.007982 0.003027 77 640: 68%|######8 | 115/168 [00:22<00:10, 5.12it/s]
211/499 4.32G 0.008474 0.007982 0.003027 77 640: 69%|######9 | 116/168 [00:22<00:09, 5.21it/s]
211/499 4.32G 0.008477 0.007977 0.003023 68 640: 69%|######9 | 116/168 [00:22<00:09, 5.21it/s]
211/499 4.32G 0.008477 0.007977 0.003023 68 640: 70%|######9 | 117/168 [00:22<00:09, 5.28it/s]
211/499 4.32G 0.008476 0.007963 0.003016 65 640: 70%|######9 | 117/168 [00:22<00:09, 5.28it/s]
211/499 4.32G 0.008476 0.007963 0.003016 65 640: 70%|####### | 118/168 [00:22<00:09, 5.15it/s]
211/499 4.32G 0.008479 0.007959 0.003036 69 640: 70%|####### | 118/168 [00:22<00:09, 5.15it/s]
211/499 4.32G 0.008479 0.007959 0.003036 69 640: 71%|####### | 119/168 [00:22<00:09, 5.25it/s]
211/499 4.32G 0.008487 0.007979 0.003023 74 640: 71%|####### | 119/168 [00:23<00:09, 5.25it/s]
211/499 4.32G 0.008487 0.007979 0.003023 74 640: 71%|#######1 | 120/168 [00:23<00:09, 5.23it/s]
211/499 4.32G 0.0085 0.007964 0.003021 59 640: 71%|#######1 | 120/168 [00:23<00:09, 5.23it/s]
211/499 4.32G 0.0085 0.007964 0.003021 59 640: 72%|#######2 | 121/168 [00:23<00:09, 5.15it/s]
211/499 4.32G 0.00851 0.007968 0.003007 70 640: 72%|#######2 | 121/168 [00:23<00:09, 5.15it/s]
211/499 4.32G 0.00851 0.007968 0.003007 70 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
211/499 4.32G 0.008514 0.007955 0.00302 61 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
211/499 4.32G 0.008514 0.007955 0.00302 61 640: 73%|#######3 | 123/168 [00:23<00:08, 5.30it/s]
211/499 4.32G 0.008514 0.007965 0.003002 72 640: 73%|#######3 | 123/168 [00:23<00:08, 5.30it/s]
211/499 4.32G 0.008514 0.007965 0.003002 72 640: 74%|#######3 | 124/168 [00:23<00:08, 5.15it/s]
211/499 4.32G 0.008513 0.007966 0.002995 70 640: 74%|#######3 | 124/168 [00:23<00:08, 5.15it/s]
211/499 4.32G 0.008513 0.007966 0.002995 70 640: 74%|#######4 | 125/168 [00:23<00:08, 5.21it/s]
211/499 4.32G 0.008506 0.007971 0.003005 67 640: 74%|#######4 | 125/168 [00:24<00:08, 5.21it/s]
211/499 4.32G 0.008506 0.007971 0.003005 67 640: 75%|#######5 | 126/168 [00:24<00:07, 5.29it/s]
211/499 4.32G 0.008509 0.00798 0.003016 73 640: 75%|#######5 | 126/168 [00:24<00:07, 5.29it/s]
211/499 4.32G 0.008509 0.00798 0.003016 73 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
211/499 4.32G 0.008506 0.007972 0.003006 69 640: 76%|#######5 | 127/168 [00:24<00:07, 5.17it/s]
211/499 4.32G 0.008506 0.007972 0.003006 69 640: 76%|#######6 | 128/168 [00:24<00:07, 5.25it/s]
211/499 4.32G 0.008495 0.007972 0.003006 72 640: 76%|#######6 | 128/168 [00:24<00:07, 5.25it/s]
211/499 4.32G 0.008495 0.007972 0.003006 72 640: 77%|#######6 | 129/168 [00:24<00:07, 5.32it/s]
211/499 4.32G 0.008479 0.007955 0.003016 43 640: 77%|#######6 | 129/168 [00:24<00:07, 5.32it/s]
211/499 4.32G 0.008479 0.007955 0.003016 43 640: 77%|#######7 | 130/168 [00:24<00:07, 5.15it/s]
211/499 4.32G 0.008475 0.007958 0.003 81 640: 77%|#######7 | 130/168 [00:25<00:07, 5.15it/s]
211/499 4.32G 0.008475 0.007958 0.003 81 640: 78%|#######7 | 131/168 [00:25<00:07, 5.24it/s]
211/499 4.32G 0.00847 0.007966 0.002997 74 640: 78%|#######7 | 131/168 [00:25<00:07, 5.24it/s]
211/499 4.32G 0.00847 0.007966 0.002997 74 640: 79%|#######8 | 132/168 [00:25<00:06, 5.31it/s]
211/499 4.32G 0.008475 0.007982 0.002982 77 640: 79%|#######8 | 132/168 [00:25<00:06, 5.31it/s]
211/499 4.32G 0.008475 0.007982 0.002982 77 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s]
211/499 4.32G 0.008481 0.007969 0.002976 56 640: 79%|#######9 | 133/168 [00:25<00:06, 5.17it/s]
211/499 4.32G 0.008481 0.007969 0.002976 56 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s]
211/499 4.32G 0.008492 0.007958 0.002984 56 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s]
211/499 4.32G 0.008492 0.007958 0.002984 56 640: 80%|######## | 135/168 [00:25<00:06, 5.32it/s]
211/499 4.32G 0.00849 0.007957 0.002981 67 640: 80%|######## | 135/168 [00:26<00:06, 5.32it/s]
211/499 4.32G 0.00849 0.007957 0.002981 67 640: 81%|######## | 136/168 [00:26<00:06, 5.18it/s]
211/499 4.32G 0.008493 0.007966 0.003 79 640: 81%|######## | 136/168 [00:26<00:06, 5.18it/s]
211/499 4.32G 0.008493 0.007966 0.003 79 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s]
211/499 4.32G 0.008502 0.007969 0.003 63 640: 82%|########1 | 137/168 [00:26<00:05, 5.25it/s]
211/499 4.32G 0.008502 0.007969 0.003 63 640: 82%|########2 | 138/168 [00:26<00:05, 5.31it/s]
211/499 4.32G 0.0085 0.007957 0.003018 57 640: 82%|########2 | 138/168 [00:26<00:05, 5.31it/s]
211/499 4.32G 0.0085 0.007957 0.003018 57 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s]
211/499 4.32G 0.008497 0.007953 0.00303 67 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s]
211/499 4.32G 0.008497 0.007953 0.00303 67 640: 83%|########3 | 140/168 [00:26<00:05, 5.25it/s]
211/499 4.32G 0.008489 0.007947 0.003026 70 640: 83%|########3 | 140/168 [00:27<00:05, 5.25it/s]
211/499 4.32G 0.008489 0.007947 0.003026 70 640: 84%|########3 | 141/168 [00:27<00:05, 5.29it/s]
211/499 4.32G 0.008486 0.007954 0.003027 71 640: 84%|########3 | 141/168 [00:27<00:05, 5.29it/s]
211/499 4.32G 0.008486 0.007954 0.003027 71 640: 85%|########4 | 142/168 [00:27<00:05, 5.15it/s]
211/499 4.32G 0.008486 0.007977 0.00302 93 640: 85%|########4 | 142/168 [00:27<00:05, 5.15it/s]
211/499 4.32G 0.008486 0.007977 0.00302 93 640: 85%|########5 | 143/168 [00:27<00:04, 5.16it/s]
211/499 4.32G 0.008484 0.007989 0.003004 76 640: 85%|########5 | 143/168 [00:27<00:04, 5.16it/s]
211/499 4.32G 0.008484 0.007989 0.003004 76 640: 86%|########5 | 144/168 [00:27<00:04, 5.27it/s]
211/499 4.32G 0.008489 0.00799 0.002994 64 640: 86%|########5 | 144/168 [00:27<00:04, 5.27it/s]
211/499 4.32G 0.008489 0.00799 0.002994 64 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s]
211/499 4.32G 0.008499 0.007999 0.003 68 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s]
211/499 4.32G 0.008499 0.007999 0.003 68 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s]
211/499 4.32G 0.008491 0.007996 0.002988 70 640: 87%|########6 | 146/168 [00:28<00:04, 5.25it/s]
211/499 4.32G 0.008491 0.007996 0.002988 70 640: 88%|########7 | 147/168 [00:28<00:03, 5.34it/s]
211/499 4.32G 0.008489 0.007995 0.00299 72 640: 88%|########7 | 147/168 [00:28<00:03, 5.34it/s]
211/499 4.32G 0.008489 0.007995 0.00299 72 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s]
211/499 4.32G 0.008489 0.008006 0.002994 66 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s]
211/499 4.32G 0.008489 0.008006 0.002994 66 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s]
211/499 4.32G 0.00849 0.008011 0.002998 70 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s]
211/499 4.32G 0.00849 0.008011 0.002998 70 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
211/499 4.32G 0.00848 0.007996 0.002993 49 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
211/499 4.32G 0.00848 0.007996 0.002993 49 640: 90%|########9 | 151/168 [00:28<00:03, 5.17it/s]
211/499 4.32G 0.008506 0.007997 0.002996 56 640: 90%|########9 | 151/168 [00:29<00:03, 5.17it/s]
211/499 4.32G 0.008506 0.007997 0.002996 56 640: 90%|######### | 152/168 [00:29<00:03, 5.26it/s]
211/499 4.32G 0.008505 0.008019 0.003005 89 640: 90%|######### | 152/168 [00:29<00:03, 5.26it/s]
211/499 4.32G 0.008505 0.008019 0.003005 89 640: 91%|#########1| 153/168 [00:29<00:02, 5.35it/s]
211/499 4.32G 0.008514 0.008014 0.003 57 640: 91%|#########1| 153/168 [00:29<00:02, 5.35it/s]
211/499 4.32G 0.008514 0.008014 0.003 57 640: 92%|#########1| 154/168 [00:29<00:02, 5.18it/s]
211/499 4.32G 0.00851 0.008029 0.002991 89 640: 92%|#########1| 154/168 [00:29<00:02, 5.18it/s]
211/499 4.32G 0.00851 0.008029 0.002991 89 640: 92%|#########2| 155/168 [00:29<00:02, 5.26it/s]
211/499 4.32G 0.00851 0.008026 0.00298 74 640: 92%|#########2| 155/168 [00:29<00:02, 5.26it/s]
211/499 4.32G 0.00851 0.008026 0.00298 74 640: 93%|#########2| 156/168 [00:29<00:02, 5.32it/s]
211/499 4.32G 0.008502 0.008019 0.002981 64 640: 93%|#########2| 156/168 [00:30<00:02, 5.32it/s]
211/499 4.32G 0.008502 0.008019 0.002981 64 640: 93%|#########3| 157/168 [00:30<00:02, 5.15it/s]
211/499 4.32G 0.008496 0.008018 0.002989 80 640: 93%|#########3| 157/168 [00:30<00:02, 5.15it/s]
211/499 4.32G 0.008496 0.008018 0.002989 80 640: 94%|#########4| 158/168 [00:30<00:01, 5.17it/s]
211/499 4.32G 0.008498 0.008025 0.00299 68 640: 94%|#########4| 158/168 [00:30<00:01, 5.17it/s]
211/499 4.32G 0.008498 0.008025 0.00299 68 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s]
211/499 4.32G 0.008494 0.008021 0.002983 70 640: 95%|#########4| 159/168 [00:30<00:01, 5.27it/s]
211/499 4.32G 0.008494 0.008021 0.002983 70 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s]
211/499 4.32G 0.008495 0.008026 0.002971 77 640: 95%|#########5| 160/168 [00:30<00:01, 5.17it/s]
211/499 4.32G 0.008495 0.008026 0.002971 77 640: 96%|#########5| 161/168 [00:30<00:01, 5.27it/s]
211/499 4.32G 0.008495 0.008041 0.002968 73 640: 96%|#########5| 161/168 [00:31<00:01, 5.27it/s]
211/499 4.32G 0.008495 0.008041 0.002968 73 640: 96%|#########6| 162/168 [00:31<00:01, 5.35it/s]
211/499 4.32G 0.008495 0.008036 0.002965 67 640: 96%|#########6| 162/168 [00:31<00:01, 5.35it/s]
211/499 4.32G 0.008495 0.008036 0.002965 67 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s]
211/499 4.32G 0.008492 0.008037 0.002956 61 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s]
211/499 4.32G 0.008492 0.008037 0.002956 61 640: 98%|#########7| 164/168 [00:31<00:00, 5.17it/s]
211/499 4.32G 0.008488 0.00802 0.002951 60 640: 98%|#########7| 164/168 [00:31<00:00, 5.17it/s]
211/499 4.32G 0.008488 0.00802 0.002951 60 640: 98%|#########8| 165/168 [00:31<00:00, 5.26it/s]
211/499 4.32G 0.008485 0.008012 0.002947 77 640: 98%|#########8| 165/168 [00:31<00:00, 5.26it/s]
211/499 4.32G 0.008485 0.008012 0.002947 77 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s]
211/499 4.32G 0.008495 0.008017 0.002938 83 640: 99%|#########8| 166/168 [00:31<00:00, 5.15it/s]
211/499 4.32G 0.008495 0.008017 0.002938 83 640: 99%|#########9| 167/168 [00:31<00:00, 5.20it/s]
211/499 4.32G 0.008491 0.00803 0.002952 35 640: 99%|#########9| 167/168 [00:32<00:00, 5.20it/s]
211/499 4.32G 0.008491 0.00803 0.002952 35 640: 100%|##########| 168/168 [00:32<00:00, 5.38it/s]
211/499 4.32G 0.008491 0.00803 0.002952 35 640: 100%|##########| 168/168 [00:32<00:00, 5.22it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.81it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s]
all 132 263 0.844 0.85 0.875 0.763
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
212/499 4.32G 0.009156 0.009764 0.002156 75 640: 0%| | 0/168 [00:00<?, ?it/s]
212/499 4.32G 0.009156 0.009764 0.002156 75 640: 1%| | 1/168 [00:00<00:33, 4.97it/s]
212/499 4.32G 0.01015 0.008745 0.003643 63 640: 1%| | 1/168 [00:00<00:33, 4.97it/s]
212/499 4.32G 0.01015 0.008745 0.003643 63 640: 1%|1 | 2/168 [00:00<00:31, 5.29it/s]
212/499 4.32G 0.009063 0.007745 0.004218 60 640: 1%|1 | 2/168 [00:00<00:31, 5.29it/s]
212/499 4.32G 0.009063 0.007745 0.004218 60 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s]
212/499 4.32G 0.00897 0.007217 0.003565 57 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s]
212/499 4.32G 0.00897 0.007217 0.003565 57 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s]
212/499 4.32G 0.009 0.007323 0.003542 67 640: 2%|2 | 4/168 [00:00<00:31, 5.17it/s]
212/499 4.32G 0.009 0.007323 0.003542 67 640: 3%|2 | 5/168 [00:00<00:30, 5.28it/s]
212/499 4.32G 0.008987 0.007387 0.003705 69 640: 3%|2 | 5/168 [00:01<00:30, 5.28it/s]
212/499 4.32G 0.008987 0.007387 0.003705 69 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s]
212/499 4.32G 0.008917 0.00763 0.003728 82 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s]
212/499 4.32G 0.008917 0.00763 0.003728 82 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s]
212/499 4.32G 0.00879 0.0077 0.003552 78 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s]
212/499 4.32G 0.00879 0.0077 0.003552 78 640: 5%|4 | 8/168 [00:01<00:30, 5.25it/s]
212/499 4.32G 0.00869 0.007867 0.003235 68 640: 5%|4 | 8/168 [00:01<00:30, 5.25it/s]
212/499 4.32G 0.00869 0.007867 0.003235 68 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s]
212/499 4.32G 0.008579 0.008044 0.00314 86 640: 5%|5 | 9/168 [00:01<00:29, 5.32it/s]
212/499 4.32G 0.008579 0.008044 0.00314 86 640: 6%|5 | 10/168 [00:01<00:30, 5.19it/s]
212/499 4.32G 0.008452 0.008083 0.0033 73 640: 6%|5 | 10/168 [00:02<00:30, 5.19it/s]
212/499 4.32G 0.008452 0.008083 0.0033 73 640: 7%|6 | 11/168 [00:02<00:29, 5.25it/s]
212/499 4.32G 0.008518 0.008055 0.003036 57 640: 7%|6 | 11/168 [00:02<00:29, 5.25it/s]
212/499 4.32G 0.008518 0.008055 0.003036 57 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s]
212/499 4.32G 0.008444 0.007942 0.002953 61 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s]
212/499 4.32G 0.008444 0.007942 0.002953 61 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s]
212/499 4.32G 0.008356 0.007921 0.003001 62 640: 8%|7 | 13/168 [00:02<00:29, 5.19it/s]
212/499 4.32G 0.008356 0.007921 0.003001 62 640: 8%|8 | 14/168 [00:02<00:29, 5.26it/s]
212/499 4.32G 0.008361 0.007837 0.003027 57 640: 8%|8 | 14/168 [00:02<00:29, 5.26it/s]
212/499 4.32G 0.008361 0.007837 0.003027 57 640: 9%|8 | 15/168 [00:02<00:28, 5.33it/s]
212/499 4.32G 0.008348 0.007725 0.002985 63 640: 9%|8 | 15/168 [00:03<00:28, 5.33it/s]
212/499 4.32G 0.008348 0.007725 0.002985 63 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s]
212/499 4.32G 0.008445 0.007726 0.00288 58 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s]
212/499 4.32G 0.008445 0.007726 0.00288 58 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s]
212/499 4.32G 0.008497 0.007637 0.002887 61 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s]
212/499 4.32G 0.008497 0.007637 0.002887 61 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s]
212/499 4.32G 0.008487 0.007643 0.002942 60 640: 11%|# | 18/168 [00:03<00:28, 5.34it/s]
212/499 4.32G 0.008487 0.007643 0.002942 60 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
212/499 4.32G 0.008482 0.007622 0.002873 65 640: 11%|#1 | 19/168 [00:03<00:28, 5.21it/s]
212/499 4.32G 0.008482 0.007622 0.002873 65 640: 12%|#1 | 20/168 [00:03<00:28, 5.29it/s]
212/499 4.32G 0.008442 0.00775 0.002798 72 640: 12%|#1 | 20/168 [00:03<00:28, 5.29it/s]
212/499 4.32G 0.008442 0.00775 0.002798 72 640: 12%|#2 | 21/168 [00:03<00:27, 5.35it/s]
212/499 4.32G 0.008467 0.007775 0.002757 66 640: 12%|#2 | 21/168 [00:04<00:27, 5.35it/s]
212/499 4.32G 0.008467 0.007775 0.002757 66 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s]
212/499 4.32G 0.008478 0.007796 0.002749 71 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s]
212/499 4.32G 0.008478 0.007796 0.002749 71 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s]
212/499 4.32G 0.008463 0.007717 0.002728 50 640: 14%|#3 | 23/168 [00:04<00:27, 5.29it/s]
212/499 4.32G 0.008463 0.007717 0.002728 50 640: 14%|#4 | 24/168 [00:04<00:26, 5.38it/s]
212/499 4.32G 0.008499 0.007748 0.002682 66 640: 14%|#4 | 24/168 [00:04<00:26, 5.38it/s]
212/499 4.32G 0.008499 0.007748 0.002682 66 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s]
212/499 4.32G 0.008532 0.007715 0.002741 50 640: 15%|#4 | 25/168 [00:04<00:27, 5.23it/s]
212/499 4.32G 0.008532 0.007715 0.002741 50 640: 15%|#5 | 26/168 [00:04<00:26, 5.32it/s]
212/499 4.32G 0.008541 0.007687 0.002691 62 640: 15%|#5 | 26/168 [00:05<00:26, 5.32it/s]
212/499 4.32G 0.008541 0.007687 0.002691 62 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s]
212/499 4.32G 0.008521 0.007724 0.002712 72 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s]
212/499 4.32G 0.008521 0.007724 0.002712 72 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s]
212/499 4.32G 0.008491 0.007742 0.00267 66 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s]
212/499 4.32G 0.008491 0.007742 0.00267 66 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s]
212/499 4.32G 0.008474 0.007795 0.002663 81 640: 17%|#7 | 29/168 [00:05<00:26, 5.31it/s]
212/499 4.32G 0.008474 0.007795 0.002663 81 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s]
212/499 4.32G 0.008493 0.007862 0.002685 61 640: 18%|#7 | 30/168 [00:05<00:25, 5.37it/s]
212/499 4.32G 0.008493 0.007862 0.002685 61 640: 18%|#8 | 31/168 [00:05<00:26, 5.24it/s]
212/499 4.32G 0.008499 0.007893 0.002679 75 640: 18%|#8 | 31/168 [00:06<00:26, 5.24it/s]
212/499 4.32G 0.008499 0.007893 0.002679 75 640: 19%|#9 | 32/168 [00:06<00:25, 5.33it/s]
212/499 4.32G 0.008488 0.007886 0.002687 70 640: 19%|#9 | 32/168 [00:06<00:25, 5.33it/s]
212/499 4.32G 0.008488 0.007886 0.002687 70 640: 20%|#9 | 33/168 [00:06<00:25, 5.38it/s]
212/499 4.32G 0.008438 0.007922 0.002692 68 640: 20%|#9 | 33/168 [00:06<00:25, 5.38it/s]
212/499 4.32G 0.008438 0.007922 0.002692 68 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
212/499 4.32G 0.008456 0.007912 0.002725 73 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
212/499 4.32G 0.008456 0.007912 0.002725 73 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s]
212/499 4.32G 0.008461 0.007938 0.002691 72 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s]
212/499 4.32G 0.008461 0.007938 0.002691 72 640: 21%|##1 | 36/168 [00:06<00:24, 5.36it/s]
212/499 4.32G 0.008416 0.00788 0.002667 48 640: 21%|##1 | 36/168 [00:07<00:24, 5.36it/s]
212/499 4.32G 0.008416 0.00788 0.002667 48 640: 22%|##2 | 37/168 [00:07<00:25, 5.13it/s]
212/499 4.32G 0.008417 0.007926 0.002631 69 640: 22%|##2 | 37/168 [00:07<00:25, 5.13it/s]
212/499 4.32G 0.008417 0.007926 0.002631 69 640: 23%|##2 | 38/168 [00:07<00:24, 5.24it/s]
212/499 4.32G 0.008447 0.007933 0.002601 57 640: 23%|##2 | 38/168 [00:07<00:24, 5.24it/s]
212/499 4.32G 0.008447 0.007933 0.002601 57 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s]
212/499 4.32G 0.008424 0.007876 0.002608 55 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s]
212/499 4.32G 0.008424 0.007876 0.002608 55 640: 24%|##3 | 40/168 [00:07<00:24, 5.15it/s]
212/499 4.32G 0.008396 0.007921 0.00262 79 640: 24%|##3 | 40/168 [00:07<00:24, 5.15it/s]
212/499 4.32G 0.008396 0.007921 0.00262 79 640: 24%|##4 | 41/168 [00:07<00:24, 5.24it/s]
212/499 4.32G 0.008392 0.007911 0.002606 75 640: 24%|##4 | 41/168 [00:07<00:24, 5.24it/s]
212/499 4.32G 0.008392 0.007911 0.002606 75 640: 25%|##5 | 42/168 [00:07<00:23, 5.31it/s]
212/499 4.32G 0.008371 0.007877 0.002593 68 640: 25%|##5 | 42/168 [00:08<00:23, 5.31it/s]
212/499 4.32G 0.008371 0.007877 0.002593 68 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
212/499 4.32G 0.008356 0.007839 0.002616 49 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
212/499 4.32G 0.008356 0.007839 0.002616 49 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s]
212/499 4.32G 0.008358 0.007858 0.002592 67 640: 26%|##6 | 44/168 [00:08<00:23, 5.29it/s]
212/499 4.32G 0.008358 0.007858 0.002592 67 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s]
212/499 4.32G 0.008374 0.007867 0.002635 65 640: 27%|##6 | 45/168 [00:08<00:23, 5.33it/s]
212/499 4.32G 0.008374 0.007867 0.002635 65 640: 27%|##7 | 46/168 [00:08<00:23, 5.13it/s]
212/499 4.32G 0.008363 0.007887 0.002634 72 640: 27%|##7 | 46/168 [00:08<00:23, 5.13it/s]
212/499 4.32G 0.008363 0.007887 0.002634 72 640: 28%|##7 | 47/168 [00:08<00:23, 5.23it/s]
212/499 4.32G 0.008355 0.007897 0.002673 76 640: 28%|##7 | 47/168 [00:09<00:23, 5.23it/s]
212/499 4.32G 0.008355 0.007897 0.002673 76 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
212/499 4.32G 0.008348 0.007881 0.002738 61 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
212/499 4.32G 0.008348 0.007881 0.002738 61 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
212/499 4.32G 0.008379 0.007915 0.002737 82 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
212/499 4.32G 0.008379 0.007915 0.002737 82 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s]
212/499 4.32G 0.008436 0.007917 0.002713 65 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s]
212/499 4.32G 0.008436 0.007917 0.002713 65 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s]
212/499 4.32G 0.00846 0.007904 0.002725 62 640: 30%|### | 51/168 [00:09<00:21, 5.33it/s]
212/499 4.32G 0.00846 0.007904 0.002725 62 640: 31%|### | 52/168 [00:09<00:22, 5.16it/s]
212/499 4.32G 0.008451 0.007894 0.002724 66 640: 31%|### | 52/168 [00:10<00:22, 5.16it/s]
212/499 4.32G 0.008451 0.007894 0.002724 66 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
212/499 4.32G 0.008428 0.007843 0.002689 59 640: 32%|###1 | 53/168 [00:10<00:21, 5.26it/s]
212/499 4.32G 0.008428 0.007843 0.002689 59 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s]
212/499 4.32G 0.008417 0.007845 0.002722 67 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s]
212/499 4.32G 0.008417 0.007845 0.002722 67 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s]
212/499 4.32G 0.008392 0.007809 0.002751 57 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s]
212/499 4.32G 0.008392 0.007809 0.002751 57 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s]
212/499 4.32G 0.008423 0.007824 0.002776 59 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s]
212/499 4.32G 0.008423 0.007824 0.002776 59 640: 34%|###3 | 57/168 [00:10<00:20, 5.34it/s]
212/499 4.32G 0.008451 0.007825 0.002755 48 640: 34%|###3 | 57/168 [00:11<00:20, 5.34it/s]
212/499 4.32G 0.008451 0.007825 0.002755 48 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s]
212/499 4.32G 0.008443 0.007821 0.002759 69 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s]
212/499 4.32G 0.008443 0.007821 0.002759 69 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s]
212/499 4.32G 0.008455 0.00782 0.002819 56 640: 35%|###5 | 59/168 [00:11<00:20, 5.28it/s]
212/499 4.32G 0.008455 0.00782 0.002819 56 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
212/499 4.32G 0.008445 0.007792 0.002809 52 640: 36%|###5 | 60/168 [00:11<00:20, 5.30it/s]
212/499 4.32G 0.008445 0.007792 0.002809 52 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
212/499 4.32G 0.008446 0.007756 0.002853 63 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
212/499 4.32G 0.008446 0.007756 0.002853 63 640: 37%|###6 | 62/168 [00:11<00:20, 5.20it/s]
212/499 4.32G 0.008439 0.007793 0.002843 71 640: 37%|###6 | 62/168 [00:11<00:20, 5.20it/s]
212/499 4.32G 0.008439 0.007793 0.002843 71 640: 38%|###7 | 63/168 [00:11<00:19, 5.27it/s]
212/499 4.32G 0.008426 0.007789 0.002864 77 640: 38%|###7 | 63/168 [00:12<00:19, 5.27it/s]
212/499 4.32G 0.008426 0.007789 0.002864 77 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s]
212/499 4.32G 0.008445 0.007798 0.002896 67 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s]
212/499 4.32G 0.008445 0.007798 0.002896 67 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
212/499 4.32G 0.008437 0.007839 0.0029 94 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
212/499 4.32G 0.008437 0.007839 0.0029 94 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
212/499 4.32G 0.008424 0.007823 0.002943 73 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
212/499 4.32G 0.008424 0.007823 0.002943 73 640: 40%|###9 | 67/168 [00:12<00:19, 5.20it/s]
212/499 4.32G 0.008428 0.007829 0.002936 56 640: 40%|###9 | 67/168 [00:12<00:19, 5.20it/s]
212/499 4.32G 0.008428 0.007829 0.002936 56 640: 40%|#### | 68/168 [00:12<00:18, 5.28it/s]
212/499 4.32G 0.008436 0.00784 0.002914 83 640: 40%|#### | 68/168 [00:13<00:18, 5.28it/s]
212/499 4.32G 0.008436 0.00784 0.002914 83 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s]
212/499 4.32G 0.008448 0.007832 0.002903 63 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s]
212/499 4.32G 0.008448 0.007832 0.002903 63 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s]
212/499 4.32G 0.008453 0.00786 0.002898 78 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s]
212/499 4.32G 0.008453 0.00786 0.002898 78 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s]
212/499 4.32G 0.008441 0.007866 0.002902 83 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s]
212/499 4.32G 0.008441 0.007866 0.002902 83 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s]
212/499 4.32G 0.00846 0.007879 0.002906 69 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s]
212/499 4.32G 0.00846 0.007879 0.002906 69 640: 43%|####3 | 73/168 [00:13<00:18, 5.25it/s]
212/499 4.32G 0.008495 0.007879 0.002915 67 640: 43%|####3 | 73/168 [00:14<00:18, 5.25it/s]
212/499 4.32G 0.008495 0.007879 0.002915 67 640: 44%|####4 | 74/168 [00:14<00:17, 5.33it/s]
212/499 4.32G 0.008516 0.007887 0.002906 60 640: 44%|####4 | 74/168 [00:14<00:17, 5.33it/s]
212/499 4.32G 0.008516 0.007887 0.002906 60 640: 45%|####4 | 75/168 [00:14<00:17, 5.40it/s]
212/499 4.32G 0.008535 0.0079 0.002913 72 640: 45%|####4 | 75/168 [00:14<00:17, 5.40it/s]
212/499 4.32G 0.008535 0.0079 0.002913 72 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s]
212/499 4.32G 0.008531 0.007911 0.0029 76 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s]
212/499 4.32G 0.008531 0.007911 0.0029 76 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
212/499 4.32G 0.00853 0.007925 0.002892 68 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
212/499 4.32G 0.00853 0.007925 0.002892 68 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s]
212/499 4.32G 0.008541 0.00795 0.002875 71 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s]
212/499 4.32G 0.008541 0.00795 0.002875 71 640: 47%|####7 | 79/168 [00:14<00:17, 5.22it/s]
212/499 4.32G 0.008556 0.007955 0.002889 60 640: 47%|####7 | 79/168 [00:15<00:17, 5.22it/s]
212/499 4.32G 0.008556 0.007955 0.002889 60 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s]
212/499 4.32G 0.008567 0.007974 0.002881 76 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s]
212/499 4.32G 0.008567 0.007974 0.002881 76 640: 48%|####8 | 81/168 [00:15<00:16, 5.37it/s]
212/499 4.32G 0.008563 0.007972 0.002877 66 640: 48%|####8 | 81/168 [00:15<00:16, 5.37it/s]
212/499 4.32G 0.008563 0.007972 0.002877 66 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s]
212/499 4.32G 0.008566 0.007974 0.002877 67 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s]
212/499 4.32G 0.008566 0.007974 0.002877 67 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s]
212/499 4.32G 0.008558 0.008024 0.002858 86 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s]
212/499 4.32G 0.008558 0.008024 0.002858 86 640: 50%|##### | 84/168 [00:15<00:15, 5.34it/s]
212/499 4.32G 0.008567 0.008029 0.002846 64 640: 50%|##### | 84/168 [00:16<00:15, 5.34it/s]
212/499 4.32G 0.008567 0.008029 0.002846 64 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s]
212/499 4.32G 0.008574 0.008049 0.00284 92 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s]
212/499 4.32G 0.008574 0.008049 0.00284 92 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s]
212/499 4.32G 0.008572 0.008036 0.002852 56 640: 51%|#####1 | 86/168 [00:16<00:15, 5.29it/s]
212/499 4.32G 0.008572 0.008036 0.002852 56 640: 52%|#####1 | 87/168 [00:16<00:15, 5.28it/s]
212/499 4.32G 0.008572 0.008027 0.002853 58 640: 52%|#####1 | 87/168 [00:16<00:15, 5.28it/s]
212/499 4.32G 0.008572 0.008027 0.002853 58 640: 52%|#####2 | 88/168 [00:16<00:15, 5.13it/s]
212/499 4.32G 0.008556 0.008017 0.002849 71 640: 52%|#####2 | 88/168 [00:16<00:15, 5.13it/s]
212/499 4.32G 0.008556 0.008017 0.002849 71 640: 53%|#####2 | 89/168 [00:16<00:15, 5.21it/s]
212/499 4.32G 0.008554 0.008013 0.002874 71 640: 53%|#####2 | 89/168 [00:17<00:15, 5.21it/s]
212/499 4.32G 0.008554 0.008013 0.002874 71 640: 54%|#####3 | 90/168 [00:17<00:14, 5.30it/s]
212/499 4.32G 0.008569 0.008013 0.002896 65 640: 54%|#####3 | 90/168 [00:17<00:14, 5.30it/s]
212/499 4.32G 0.008569 0.008013 0.002896 65 640: 54%|#####4 | 91/168 [00:17<00:14, 5.18it/s]
212/499 4.32G 0.008571 0.008011 0.002901 67 640: 54%|#####4 | 91/168 [00:17<00:14, 5.18it/s]
212/499 4.32G 0.008571 0.008011 0.002901 67 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s]
212/499 4.32G 0.008565 0.008009 0.002899 72 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s]
212/499 4.32G 0.008565 0.008009 0.002899 72 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s]
212/499 4.32G 0.008556 0.008015 0.002887 83 640: 55%|#####5 | 93/168 [00:17<00:14, 5.35it/s]
212/499 4.32G 0.008556 0.008015 0.002887 83 640: 56%|#####5 | 94/168 [00:17<00:14, 5.22it/s]
212/499 4.32G 0.008555 0.008011 0.002868 56 640: 56%|#####5 | 94/168 [00:18<00:14, 5.22it/s]
212/499 4.32G 0.008555 0.008011 0.002868 56 640: 57%|#####6 | 95/168 [00:18<00:13, 5.25it/s]
212/499 4.32G 0.00858 0.007999 0.002858 57 640: 57%|#####6 | 95/168 [00:18<00:13, 5.25it/s]
212/499 4.32G 0.00858 0.007999 0.002858 57 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s]
212/499 4.32G 0.008582 0.008009 0.002837 68 640: 57%|#####7 | 96/168 [00:18<00:13, 5.32it/s]
212/499 4.32G 0.008582 0.008009 0.002837 68 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s]
212/499 4.32G 0.008568 0.008013 0.002844 85 640: 58%|#####7 | 97/168 [00:18<00:13, 5.16it/s]
212/499 4.32G 0.008568 0.008013 0.002844 85 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s]
212/499 4.32G 0.008565 0.00801 0.002862 70 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s]
212/499 4.32G 0.008565 0.00801 0.002862 70 640: 59%|#####8 | 99/168 [00:18<00:12, 5.34it/s]
212/499 4.32G 0.008544 0.008007 0.002863 70 640: 59%|#####8 | 99/168 [00:18<00:12, 5.34it/s]
212/499 4.32G 0.008544 0.008007 0.002863 70 640: 60%|#####9 | 100/168 [00:18<00:13, 5.21it/s]
212/499 4.32G 0.008535 0.008 0.002856 68 640: 60%|#####9 | 100/168 [00:19<00:13, 5.21it/s]
212/499 4.32G 0.008535 0.008 0.002856 68 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s]
212/499 4.32G 0.008537 0.008001 0.002862 79 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s]
212/499 4.32G 0.008537 0.008001 0.002862 79 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s]
212/499 4.32G 0.008538 0.008027 0.002859 88 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s]
212/499 4.32G 0.008538 0.008027 0.002859 88 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s]
212/499 4.32G 0.008555 0.00802 0.002848 61 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s]
212/499 4.32G 0.008555 0.00802 0.002848 61 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s]
212/499 4.32G 0.00855 0.008012 0.002821 56 640: 62%|######1 | 104/168 [00:19<00:12, 5.32it/s]
212/499 4.32G 0.00855 0.008012 0.002821 56 640: 62%|######2 | 105/168 [00:19<00:11, 5.35it/s]
212/499 4.32G 0.00855 0.008031 0.002827 80 640: 62%|######2 | 105/168 [00:20<00:11, 5.35it/s]
212/499 4.32G 0.00855 0.008031 0.002827 80 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s]
212/499 4.32G 0.008569 0.00803 0.002844 59 640: 63%|######3 | 106/168 [00:20<00:11, 5.22it/s]
212/499 4.32G 0.008569 0.00803 0.002844 59 640: 64%|######3 | 107/168 [00:20<00:11, 5.31it/s]
212/499 4.32G 0.008558 0.00803 0.002847 63 640: 64%|######3 | 107/168 [00:20<00:11, 5.31it/s]
212/499 4.32G 0.008558 0.00803 0.002847 63 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s]
212/499 4.32G 0.008545 0.008021 0.002847 73 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s]
212/499 4.32G 0.008545 0.008021 0.002847 73 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s]
212/499 4.32G 0.008539 0.008012 0.002844 62 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s]
212/499 4.32G 0.008539 0.008012 0.002844 62 640: 65%|######5 | 110/168 [00:20<00:10, 5.31it/s]
212/499 4.32G 0.008541 0.008008 0.002872 70 640: 65%|######5 | 110/168 [00:21<00:10, 5.31it/s]
212/499 4.32G 0.008541 0.008008 0.002872 70 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s]
212/499 4.32G 0.008542 0.007992 0.002892 56 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s]
212/499 4.32G 0.008542 0.007992 0.002892 56 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
212/499 4.32G 0.00853 0.007978 0.002889 59 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
212/499 4.32G 0.00853 0.007978 0.002889 59 640: 67%|######7 | 113/168 [00:21<00:10, 5.27it/s]
212/499 4.32G 0.008534 0.00797 0.002876 52 640: 67%|######7 | 113/168 [00:21<00:10, 5.27it/s]
212/499 4.32G 0.008534 0.00797 0.002876 52 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s]
212/499 4.32G 0.00853 0.007961 0.00288 55 640: 68%|######7 | 114/168 [00:21<00:10, 5.32it/s]
212/499 4.32G 0.00853 0.007961 0.00288 55 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s]
212/499 4.32G 0.008529 0.00795 0.002887 59 640: 68%|######8 | 115/168 [00:22<00:10, 5.21it/s]
212/499 4.32G 0.008529 0.00795 0.002887 59 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s]
212/499 4.32G 0.008524 0.007946 0.002903 72 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s]
212/499 4.32G 0.008524 0.007946 0.002903 72 640: 70%|######9 | 117/168 [00:22<00:09, 5.37it/s]
212/499 4.32G 0.008522 0.007946 0.002901 69 640: 70%|######9 | 117/168 [00:22<00:09, 5.37it/s]
212/499 4.32G 0.008522 0.007946 0.002901 69 640: 70%|####### | 118/168 [00:22<00:09, 5.17it/s]
212/499 4.32G 0.008516 0.007938 0.002903 60 640: 70%|####### | 118/168 [00:22<00:09, 5.17it/s]
212/499 4.32G 0.008516 0.007938 0.002903 60 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s]
212/499 4.32G 0.008531 0.007952 0.002907 79 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s]
212/499 4.32G 0.008531 0.007952 0.002907 79 640: 71%|#######1 | 120/168 [00:22<00:09, 5.33it/s]
212/499 4.32G 0.008537 0.007951 0.002921 66 640: 71%|#######1 | 120/168 [00:22<00:09, 5.33it/s]
212/499 4.32G 0.008537 0.007951 0.002921 66 640: 72%|#######2 | 121/168 [00:22<00:09, 5.20it/s]
212/499 4.32G 0.008534 0.007964 0.002909 83 640: 72%|#######2 | 121/168 [00:23<00:09, 5.20it/s]
212/499 4.32G 0.008534 0.007964 0.002909 83 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s]
212/499 4.32G 0.008526 0.007962 0.002914 64 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s]
212/499 4.32G 0.008526 0.007962 0.002914 64 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s]
212/499 4.32G 0.00853 0.007978 0.002911 77 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s]
212/499 4.32G 0.00853 0.007978 0.002911 77 640: 74%|#######3 | 124/168 [00:23<00:08, 5.23it/s]
212/499 4.32G 0.008522 0.007971 0.002916 71 640: 74%|#######3 | 124/168 [00:23<00:08, 5.23it/s]
212/499 4.32G 0.008522 0.007971 0.002916 71 640: 74%|#######4 | 125/168 [00:23<00:08, 5.32it/s]
212/499 4.32G 0.008521 0.007968 0.002935 70 640: 74%|#######4 | 125/168 [00:23<00:08, 5.32it/s]
212/499 4.32G 0.008521 0.007968 0.002935 70 640: 75%|#######5 | 126/168 [00:23<00:07, 5.38it/s]
212/499 4.32G 0.008519 0.007968 0.002943 67 640: 75%|#######5 | 126/168 [00:24<00:07, 5.38it/s]
212/499 4.32G 0.008519 0.007968 0.002943 67 640: 76%|#######5 | 127/168 [00:24<00:07, 5.23it/s]
212/499 4.32G 0.008522 0.007957 0.002959 56 640: 76%|#######5 | 127/168 [00:24<00:07, 5.23it/s]
212/499 4.32G 0.008522 0.007957 0.002959 56 640: 76%|#######6 | 128/168 [00:24<00:07, 5.32it/s]
212/499 4.32G 0.008523 0.007963 0.002961 78 640: 76%|#######6 | 128/168 [00:24<00:07, 5.32it/s]
212/499 4.32G 0.008523 0.007963 0.002961 78 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s]
212/499 4.32G 0.008512 0.007964 0.002964 78 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s]
212/499 4.32G 0.008512 0.007964 0.002964 78 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s]
212/499 4.32G 0.008507 0.007973 0.00295 67 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s]
212/499 4.32G 0.008507 0.007973 0.00295 67 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s]
212/499 4.32G 0.008498 0.00799 0.002953 94 640: 78%|#######7 | 131/168 [00:25<00:06, 5.31it/s]
212/499 4.32G 0.008498 0.00799 0.002953 94 640: 79%|#######8 | 132/168 [00:25<00:06, 5.35it/s]
212/499 4.32G 0.008483 0.007981 0.002953 66 640: 79%|#######8 | 132/168 [00:25<00:06, 5.35it/s]
212/499 4.32G 0.008483 0.007981 0.002953 66 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s]
212/499 4.32G 0.008482 0.007971 0.00295 59 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s]
212/499 4.32G 0.008482 0.007971 0.00295 59 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s]
212/499 4.32G 0.008487 0.00797 0.002959 69 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s]
212/499 4.32G 0.008487 0.00797 0.002959 69 640: 80%|######## | 135/168 [00:25<00:06, 5.35it/s]
212/499 4.32G 0.00848 0.007957 0.002987 60 640: 80%|######## | 135/168 [00:25<00:06, 5.35it/s]
212/499 4.32G 0.00848 0.007957 0.002987 60 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
212/499 4.32G 0.008472 0.007962 0.002983 62 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
212/499 4.32G 0.008472 0.007962 0.002983 62 640: 82%|########1 | 137/168 [00:25<00:05, 5.28it/s]
212/499 4.32G 0.008472 0.007969 0.002986 79 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s]
212/499 4.32G 0.008472 0.007969 0.002986 79 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
212/499 4.32G 0.008469 0.007963 0.002996 59 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
212/499 4.32G 0.008469 0.007963 0.002996 59 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s]
212/499 4.32G 0.008468 0.007966 0.003012 63 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s]
212/499 4.32G 0.008468 0.007966 0.003012 63 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
212/499 4.32G 0.008464 0.00796 0.003023 88 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
212/499 4.32G 0.008464 0.00796 0.003023 88 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s]
212/499 4.32G 0.008456 0.007957 0.003023 68 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s]
212/499 4.32G 0.008456 0.007957 0.003023 68 640: 85%|########4 | 142/168 [00:26<00:05, 5.16it/s]
212/499 4.32G 0.008456 0.00796 0.003021 71 640: 85%|########4 | 142/168 [00:27<00:05, 5.16it/s]
212/499 4.32G 0.008456 0.00796 0.003021 71 640: 85%|########5 | 143/168 [00:27<00:04, 5.24it/s]
212/499 4.32G 0.008476 0.007953 0.003018 54 640: 85%|########5 | 143/168 [00:27<00:04, 5.24it/s]
212/499 4.32G 0.008476 0.007953 0.003018 54 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s]
212/499 4.32G 0.008471 0.007948 0.003022 72 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s]
212/499 4.32G 0.008471 0.007948 0.003022 72 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s]
212/499 4.32G 0.008471 0.007958 0.003018 88 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s]
212/499 4.32G 0.008471 0.007958 0.003018 88 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s]
212/499 4.32G 0.008466 0.007955 0.003027 89 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s]
212/499 4.32G 0.008466 0.007955 0.003027 89 640: 88%|########7 | 147/168 [00:27<00:03, 5.33it/s]
212/499 4.32G 0.008458 0.007966 0.003017 65 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s]
212/499 4.32G 0.008458 0.007966 0.003017 65 640: 88%|########8 | 148/168 [00:28<00:03, 5.17it/s]
212/499 4.32G 0.008446 0.007968 0.00302 68 640: 88%|########8 | 148/168 [00:28<00:03, 5.17it/s]
212/499 4.32G 0.008446 0.007968 0.00302 68 640: 89%|########8 | 149/168 [00:28<00:03, 5.25it/s]
212/499 4.32G 0.008444 0.007967 0.003007 77 640: 89%|########8 | 149/168 [00:28<00:03, 5.25it/s]
212/499 4.32G 0.008444 0.007967 0.003007 77 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s]
212/499 4.32G 0.008445 0.007961 0.003002 63 640: 89%|########9 | 150/168 [00:28<00:03, 5.33it/s]
212/499 4.32G 0.008445 0.007961 0.003002 63 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s]
212/499 4.32G 0.008446 0.007966 0.002987 63 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s]
212/499 4.32G 0.008446 0.007966 0.002987 63 640: 90%|######### | 152/168 [00:28<00:03, 5.26it/s]
212/499 4.32G 0.008433 0.007962 0.002983 62 640: 90%|######### | 152/168 [00:29<00:03, 5.26it/s]
212/499 4.32G 0.008433 0.007962 0.002983 62 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s]
212/499 4.32G 0.008432 0.007956 0.003004 75 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s]
212/499 4.32G 0.008432 0.007956 0.003004 75 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s]
212/499 4.32G 0.008427 0.007948 0.003011 59 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s]
212/499 4.32G 0.008427 0.007948 0.003011 59 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
212/499 4.32G 0.008432 0.007946 0.002997 63 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
212/499 4.32G 0.008432 0.007946 0.002997 63 640: 93%|#########2| 156/168 [00:29<00:02, 5.36it/s]
212/499 4.32G 0.008429 0.007943 0.002993 65 640: 93%|#########2| 156/168 [00:29<00:02, 5.36it/s]
212/499 4.32G 0.008429 0.007943 0.002993 65 640: 93%|#########3| 157/168 [00:29<00:02, 5.20it/s]
212/499 4.32G 0.008433 0.007948 0.002989 73 640: 93%|#########3| 157/168 [00:29<00:02, 5.20it/s]
212/499 4.32G 0.008433 0.007948 0.002989 73 640: 94%|#########4| 158/168 [00:29<00:01, 5.28it/s]
212/499 4.32G 0.008428 0.007944 0.002982 59 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s]
212/499 4.32G 0.008428 0.007944 0.002982 59 640: 95%|#########4| 159/168 [00:30<00:01, 5.37it/s]
212/499 4.32G 0.008432 0.007962 0.002978 93 640: 95%|#########4| 159/168 [00:30<00:01, 5.37it/s]
212/499 4.32G 0.008432 0.007962 0.002978 93 640: 95%|#########5| 160/168 [00:30<00:01, 5.23it/s]
212/499 4.32G 0.008421 0.007964 0.002974 69 640: 95%|#########5| 160/168 [00:30<00:01, 5.23it/s]
212/499 4.32G 0.008421 0.007964 0.002974 69 640: 96%|#########5| 161/168 [00:30<00:01, 5.31it/s]
212/499 4.32G 0.008424 0.007969 0.002974 72 640: 96%|#########5| 161/168 [00:30<00:01, 5.31it/s]
212/499 4.32G 0.008424 0.007969 0.002974 72 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s]
212/499 4.32G 0.008429 0.007968 0.002985 55 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s]
212/499 4.32G 0.008429 0.007968 0.002985 55 640: 97%|#########7| 163/168 [00:30<00:00, 5.22it/s]
212/499 4.32G 0.008428 0.00797 0.002997 68 640: 97%|#########7| 163/168 [00:31<00:00, 5.22it/s]
212/499 4.32G 0.008428 0.00797 0.002997 68 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s]
212/499 4.32G 0.008423 0.00798 0.002992 84 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s]
212/499 4.32G 0.008423 0.00798 0.002992 84 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s]
212/499 4.32G 0.008424 0.007984 0.002989 73 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s]
212/499 4.32G 0.008424 0.007984 0.002989 73 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s]
212/499 4.32G 0.008425 0.007983 0.002987 72 640: 99%|#########8| 166/168 [00:31<00:00, 5.22it/s]
212/499 4.32G 0.008425 0.007983 0.002987 72 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s]
212/499 4.32G 0.008422 0.007997 0.002976 33 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s]
212/499 4.32G 0.008422 0.007997 0.002976 33 640: 100%|##########| 168/168 [00:31<00:00, 5.48it/s]
212/499 4.32G 0.008422 0.007997 0.002976 33 640: 100%|##########| 168/168 [00:31<00:00, 5.28it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.85it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.47it/s]
all 132 263 0.84 0.848 0.875 0.759
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
213/499 4.32G 0.009123 0.007249 0.003197 57 640: 0%| | 0/168 [00:00<?, ?it/s]
213/499 4.32G 0.009123 0.007249 0.003197 57 640: 1%| | 1/168 [00:00<00:34, 4.80it/s]
213/499 4.32G 0.009132 0.006868 0.006344 60 640: 1%| | 1/168 [00:00<00:34, 4.80it/s]
213/499 4.32G 0.009132 0.006868 0.006344 60 640: 1%|1 | 2/168 [00:00<00:31, 5.20it/s]
213/499 4.32G 0.009172 0.007291 0.005949 72 640: 1%|1 | 2/168 [00:00<00:31, 5.20it/s]
213/499 4.32G 0.009172 0.007291 0.005949 72 640: 2%|1 | 3/168 [00:00<00:30, 5.37it/s]
213/499 4.32G 0.008982 0.007678 0.005126 75 640: 2%|1 | 3/168 [00:00<00:30, 5.37it/s]
213/499 4.32G 0.008982 0.007678 0.005126 75 640: 2%|2 | 4/168 [00:00<00:31, 5.20it/s]
213/499 4.32G 0.008904 0.007749 0.004628 60 640: 2%|2 | 4/168 [00:00<00:31, 5.20it/s]
213/499 4.32G 0.008904 0.007749 0.004628 60 640: 3%|2 | 5/168 [00:00<00:30, 5.31it/s]
213/499 4.32G 0.008846 0.007644 0.004356 56 640: 3%|2 | 5/168 [00:01<00:30, 5.31it/s]
213/499 4.32G 0.008846 0.007644 0.004356 56 640: 4%|3 | 6/168 [00:01<00:30, 5.39it/s]
213/499 4.32G 0.008742 0.007785 0.004099 72 640: 4%|3 | 6/168 [00:01<00:30, 5.39it/s]
213/499 4.32G 0.008742 0.007785 0.004099 72 640: 4%|4 | 7/168 [00:01<00:31, 5.16it/s]
213/499 4.32G 0.008559 0.007909 0.003807 70 640: 4%|4 | 7/168 [00:01<00:31, 5.16it/s]
213/499 4.32G 0.008559 0.007909 0.003807 70 640: 5%|4 | 8/168 [00:01<00:30, 5.23it/s]
213/499 4.32G 0.008517 0.007924 0.003607 61 640: 5%|4 | 8/168 [00:01<00:30, 5.23it/s]
213/499 4.32G 0.008517 0.007924 0.003607 61 640: 5%|5 | 9/168 [00:01<00:30, 5.28it/s]
213/499 4.32G 0.008487 0.008059 0.003647 71 640: 5%|5 | 9/168 [00:01<00:30, 5.28it/s]
213/499 4.32G 0.008487 0.008059 0.003647 71 640: 6%|5 | 10/168 [00:01<00:30, 5.15it/s]
213/499 4.32G 0.008365 0.008014 0.003489 68 640: 6%|5 | 10/168 [00:02<00:30, 5.15it/s]
213/499 4.32G 0.008365 0.008014 0.003489 68 640: 7%|6 | 11/168 [00:02<00:29, 5.26it/s]
213/499 4.32G 0.008274 0.007932 0.003326 55 640: 7%|6 | 11/168 [00:02<00:29, 5.26it/s]
213/499 4.32G 0.008274 0.007932 0.003326 55 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s]
213/499 4.32G 0.008247 0.007808 0.003238 57 640: 7%|7 | 12/168 [00:02<00:29, 5.32it/s]
213/499 4.32G 0.008247 0.007808 0.003238 57 640: 8%|7 | 13/168 [00:02<00:29, 5.17it/s]
213/499 4.32G 0.00822 0.007857 0.003324 81 640: 8%|7 | 13/168 [00:02<00:29, 5.17it/s]
213/499 4.32G 0.00822 0.007857 0.003324 81 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s]
213/499 4.32G 0.008173 0.007825 0.003349 68 640: 8%|8 | 14/168 [00:02<00:29, 5.23it/s]
213/499 4.32G 0.008173 0.007825 0.003349 68 640: 9%|8 | 15/168 [00:02<00:28, 5.32it/s]
213/499 4.32G 0.008197 0.007948 0.00327 74 640: 9%|8 | 15/168 [00:03<00:28, 5.32it/s]
213/499 4.32G 0.008197 0.007948 0.00327 74 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s]
213/499 4.32G 0.008196 0.007837 0.003088 49 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s]
213/499 4.32G 0.008196 0.007837 0.003088 49 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s]
213/499 4.32G 0.008228 0.008025 0.002933 88 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s]
213/499 4.32G 0.008228 0.008025 0.002933 88 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
213/499 4.32G 0.008181 0.007992 0.002909 82 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
213/499 4.32G 0.008181 0.007992 0.002909 82 640: 11%|#1 | 19/168 [00:03<00:28, 5.18it/s]
213/499 4.32G 0.008168 0.00806 0.002886 72 640: 11%|#1 | 19/168 [00:03<00:28, 5.18it/s]
213/499 4.32G 0.008168 0.00806 0.002886 72 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
213/499 4.32G 0.008132 0.008118 0.002998 80 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
213/499 4.32G 0.008132 0.008118 0.002998 80 640: 12%|#2 | 21/168 [00:03<00:27, 5.37it/s]
213/499 4.32G 0.00811 0.00807 0.002978 59 640: 12%|#2 | 21/168 [00:04<00:27, 5.37it/s]
213/499 4.32G 0.00811 0.00807 0.002978 59 640: 13%|#3 | 22/168 [00:04<00:27, 5.23it/s]
213/499 4.32G 0.008116 0.008067 0.002917 65 640: 13%|#3 | 22/168 [00:04<00:27, 5.23it/s]
213/499 4.32G 0.008116 0.008067 0.002917 65 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s]
213/499 4.32G 0.008168 0.008082 0.002837 56 640: 14%|#3 | 23/168 [00:04<00:27, 5.24it/s]
213/499 4.32G 0.008168 0.008082 0.002837 56 640: 14%|#4 | 24/168 [00:04<00:26, 5.33it/s]
213/499 4.32G 0.008169 0.008142 0.002833 81 640: 14%|#4 | 24/168 [00:04<00:26, 5.33it/s]
213/499 4.32G 0.008169 0.008142 0.002833 81 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
213/499 4.32G 0.008167 0.008199 0.002841 80 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
213/499 4.32G 0.008167 0.008199 0.002841 80 640: 15%|#5 | 26/168 [00:04<00:26, 5.27it/s]
213/499 4.32G 0.008143 0.008152 0.002835 69 640: 15%|#5 | 26/168 [00:05<00:26, 5.27it/s]
213/499 4.32G 0.008143 0.008152 0.002835 69 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s]
213/499 4.32G 0.00815 0.008073 0.00281 46 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s]
213/499 4.32G 0.00815 0.008073 0.00281 46 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s]
213/499 4.32G 0.008187 0.008087 0.002779 65 640: 17%|#6 | 28/168 [00:05<00:26, 5.20it/s]
213/499 4.32G 0.008187 0.008087 0.002779 65 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s]
213/499 4.32G 0.008215 0.008099 0.002984 64 640: 17%|#7 | 29/168 [00:05<00:26, 5.27it/s]
213/499 4.32G 0.008215 0.008099 0.002984 64 640: 18%|#7 | 30/168 [00:05<00:25, 5.32it/s]
213/499 4.32G 0.008179 0.008074 0.003014 61 640: 18%|#7 | 30/168 [00:05<00:25, 5.32it/s]
213/499 4.32G 0.008179 0.008074 0.003014 61 640: 18%|#8 | 31/168 [00:05<00:26, 5.20it/s]
213/499 4.32G 0.008179 0.008086 0.002998 75 640: 18%|#8 | 31/168 [00:06<00:26, 5.20it/s]
213/499 4.32G 0.008179 0.008086 0.002998 75 640: 19%|#9 | 32/168 [00:06<00:25, 5.26it/s]
213/499 4.32G 0.008232 0.008124 0.002959 67 640: 19%|#9 | 32/168 [00:06<00:25, 5.26it/s]
213/499 4.32G 0.008232 0.008124 0.002959 67 640: 20%|#9 | 33/168 [00:06<00:25, 5.28it/s]
213/499 4.32G 0.008245 0.008133 0.002971 75 640: 20%|#9 | 33/168 [00:06<00:25, 5.28it/s]
213/499 4.32G 0.008245 0.008133 0.002971 75 640: 20%|## | 34/168 [00:06<00:26, 5.14it/s]
213/499 4.32G 0.008222 0.008105 0.002956 62 640: 20%|## | 34/168 [00:06<00:26, 5.14it/s]
213/499 4.32G 0.008222 0.008105 0.002956 62 640: 21%|## | 35/168 [00:06<00:25, 5.24it/s]
213/499 4.32G 0.008199 0.008075 0.002961 74 640: 21%|## | 35/168 [00:06<00:25, 5.24it/s]
213/499 4.32G 0.008199 0.008075 0.002961 74 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s]
213/499 4.32G 0.008172 0.008031 0.002951 60 640: 21%|##1 | 36/168 [00:07<00:24, 5.33it/s]
213/499 4.32G 0.008172 0.008031 0.002951 60 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s]
213/499 4.32G 0.008142 0.008027 0.002898 61 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s]
213/499 4.32G 0.008142 0.008027 0.002898 61 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s]
213/499 4.32G 0.008146 0.008065 0.002903 84 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s]
213/499 4.32G 0.008146 0.008065 0.002903 84 640: 23%|##3 | 39/168 [00:07<00:24, 5.33it/s]
213/499 4.32G 0.008139 0.008057 0.002921 69 640: 23%|##3 | 39/168 [00:07<00:24, 5.33it/s]
213/499 4.32G 0.008139 0.008057 0.002921 69 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
213/499 4.32G 0.008129 0.008101 0.002958 78 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
213/499 4.32G 0.008129 0.008101 0.002958 78 640: 24%|##4 | 41/168 [00:07<00:24, 5.29it/s]
213/499 4.32G 0.008114 0.008091 0.00301 68 640: 24%|##4 | 41/168 [00:07<00:24, 5.29it/s]
213/499 4.32G 0.008114 0.008091 0.00301 68 640: 25%|##5 | 42/168 [00:07<00:23, 5.36it/s]
213/499 4.32G 0.008104 0.008096 0.003034 68 640: 25%|##5 | 42/168 [00:08<00:23, 5.36it/s]
213/499 4.32G 0.008104 0.008096 0.003034 68 640: 26%|##5 | 43/168 [00:08<00:23, 5.24it/s]
213/499 4.32G 0.00811 0.008114 0.003045 75 640: 26%|##5 | 43/168 [00:08<00:23, 5.24it/s]
213/499 4.32G 0.00811 0.008114 0.003045 75 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s]
213/499 4.32G 0.008081 0.008074 0.003052 65 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s]
213/499 4.32G 0.008081 0.008074 0.003052 65 640: 27%|##6 | 45/168 [00:08<00:22, 5.37it/s]
213/499 4.32G 0.00807 0.008063 0.003053 66 640: 27%|##6 | 45/168 [00:08<00:22, 5.37it/s]
213/499 4.32G 0.00807 0.008063 0.003053 66 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s]
213/499 4.32G 0.008108 0.008058 0.003095 57 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s]
213/499 4.32G 0.008108 0.008058 0.003095 57 640: 28%|##7 | 47/168 [00:08<00:22, 5.32it/s]
213/499 4.32G 0.008083 0.008053 0.003079 71 640: 28%|##7 | 47/168 [00:09<00:22, 5.32it/s]
213/499 4.32G 0.008083 0.008053 0.003079 71 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s]
213/499 4.32G 0.008115 0.008083 0.003048 77 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s]
213/499 4.32G 0.008115 0.008083 0.003048 77 640: 29%|##9 | 49/168 [00:09<00:22, 5.23it/s]
213/499 4.32G 0.008106 0.008098 0.003034 80 640: 29%|##9 | 49/168 [00:09<00:22, 5.23it/s]
213/499 4.32G 0.008106 0.008098 0.003034 80 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s]
213/499 4.32G 0.008105 0.008148 0.003118 80 640: 30%|##9 | 50/168 [00:09<00:22, 5.24it/s]
213/499 4.32G 0.008105 0.008148 0.003118 80 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
213/499 4.32G 0.008127 0.00814 0.003106 73 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
213/499 4.32G 0.008127 0.00814 0.003106 73 640: 31%|### | 52/168 [00:09<00:22, 5.21it/s]
213/499 4.32G 0.008149 0.008103 0.003159 59 640: 31%|### | 52/168 [00:10<00:22, 5.21it/s]
213/499 4.32G 0.008149 0.008103 0.003159 59 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s]
213/499 4.32G 0.008161 0.008106 0.003186 69 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s]
213/499 4.32G 0.008161 0.008106 0.003186 69 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s]
213/499 4.32G 0.008143 0.008129 0.003165 70 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s]
213/499 4.32G 0.008143 0.008129 0.003165 70 640: 33%|###2 | 55/168 [00:10<00:21, 5.22it/s]
213/499 4.32G 0.008147 0.008143 0.003209 69 640: 33%|###2 | 55/168 [00:10<00:21, 5.22it/s]
213/499 4.32G 0.008147 0.008143 0.003209 69 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s]
213/499 4.32G 0.008161 0.008114 0.003197 56 640: 33%|###3 | 56/168 [00:10<00:21, 5.30it/s]
213/499 4.32G 0.008161 0.008114 0.003197 56 640: 34%|###3 | 57/168 [00:10<00:20, 5.36it/s]
213/499 4.32G 0.008204 0.00807 0.003218 44 640: 34%|###3 | 57/168 [00:11<00:20, 5.36it/s]
213/499 4.32G 0.008204 0.00807 0.003218 44 640: 35%|###4 | 58/168 [00:11<00:21, 5.23it/s]
213/499 4.32G 0.008183 0.008046 0.00319 72 640: 35%|###4 | 58/168 [00:11<00:21, 5.23it/s]
213/499 4.32G 0.008183 0.008046 0.00319 72 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
213/499 4.32G 0.008175 0.008062 0.003197 85 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
213/499 4.32G 0.008175 0.008062 0.003197 85 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
213/499 4.32G 0.008147 0.008057 0.003166 54 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
213/499 4.32G 0.008147 0.008057 0.003166 54 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s]
213/499 4.32G 0.008155 0.008042 0.003162 55 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s]
213/499 4.32G 0.008155 0.008042 0.003162 55 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s]
213/499 4.32G 0.008165 0.008026 0.003158 57 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s]
213/499 4.32G 0.008165 0.008026 0.003158 57 640: 38%|###7 | 63/168 [00:11<00:19, 5.35it/s]
213/499 4.32G 0.008187 0.008048 0.003125 78 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s]
213/499 4.32G 0.008187 0.008048 0.003125 78 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
213/499 4.32G 0.008211 0.008043 0.003129 57 640: 38%|###8 | 64/168 [00:12<00:19, 5.21it/s]
213/499 4.32G 0.008211 0.008043 0.003129 57 640: 39%|###8 | 65/168 [00:12<00:19, 5.30it/s]
213/499 4.32G 0.008209 0.008044 0.003102 55 640: 39%|###8 | 65/168 [00:12<00:19, 5.30it/s]
213/499 4.32G 0.008209 0.008044 0.003102 55 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
213/499 4.32G 0.008222 0.008065 0.003115 68 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
213/499 4.32G 0.008222 0.008065 0.003115 68 640: 40%|###9 | 67/168 [00:12<00:19, 5.18it/s]
213/499 4.32G 0.008242 0.008069 0.003114 69 640: 40%|###9 | 67/168 [00:12<00:19, 5.18it/s]
213/499 4.32G 0.008242 0.008069 0.003114 69 640: 40%|#### | 68/168 [00:12<00:18, 5.28it/s]
213/499 4.32G 0.008247 0.008091 0.003107 74 640: 40%|#### | 68/168 [00:13<00:18, 5.28it/s]
213/499 4.32G 0.008247 0.008091 0.003107 74 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s]
213/499 4.32G 0.008245 0.008074 0.003067 58 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s]
213/499 4.32G 0.008245 0.008074 0.003067 58 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s]
213/499 4.32G 0.008233 0.008067 0.00307 76 640: 42%|####1 | 70/168 [00:13<00:18, 5.19it/s]
213/499 4.32G 0.008233 0.008067 0.00307 76 640: 42%|####2 | 71/168 [00:13<00:18, 5.26it/s]
213/499 4.32G 0.008243 0.00805 0.003056 67 640: 42%|####2 | 71/168 [00:13<00:18, 5.26it/s]
213/499 4.32G 0.008243 0.00805 0.003056 67 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s]
213/499 4.32G 0.008244 0.008076 0.003059 77 640: 43%|####2 | 72/168 [00:13<00:17, 5.35it/s]
213/499 4.32G 0.008244 0.008076 0.003059 77 640: 43%|####3 | 73/168 [00:13<00:18, 5.18it/s]
213/499 4.32G 0.008221 0.008048 0.003029 69 640: 43%|####3 | 73/168 [00:14<00:18, 5.18it/s]
213/499 4.32G 0.008221 0.008048 0.003029 69 640: 44%|####4 | 74/168 [00:14<00:17, 5.30it/s]
213/499 4.32G 0.008228 0.00807 0.003031 87 640: 44%|####4 | 74/168 [00:14<00:17, 5.30it/s]
213/499 4.32G 0.008228 0.00807 0.003031 87 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s]
213/499 4.32G 0.00821 0.008075 0.003026 79 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s]
213/499 4.32G 0.00821 0.008075 0.003026 79 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s]
213/499 4.32G 0.008209 0.00807 0.003002 60 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s]
213/499 4.32G 0.008209 0.00807 0.003002 60 640: 46%|####5 | 77/168 [00:14<00:17, 5.30it/s]
213/499 4.32G 0.008214 0.008054 0.003006 65 640: 46%|####5 | 77/168 [00:14<00:17, 5.30it/s]
213/499 4.32G 0.008214 0.008054 0.003006 65 640: 46%|####6 | 78/168 [00:14<00:16, 5.39it/s]
213/499 4.32G 0.008198 0.008041 0.003001 75 640: 46%|####6 | 78/168 [00:15<00:16, 5.39it/s]
213/499 4.32G 0.008198 0.008041 0.003001 75 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s]
213/499 4.32G 0.008187 0.008033 0.003001 68 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s]
213/499 4.32G 0.008187 0.008033 0.003001 68 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s]
213/499 4.32G 0.008175 0.008013 0.002994 51 640: 48%|####7 | 80/168 [00:15<00:16, 5.27it/s]
213/499 4.32G 0.008175 0.008013 0.002994 51 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s]
213/499 4.32G 0.008179 0.008012 0.002983 67 640: 48%|####8 | 81/168 [00:15<00:16, 5.33it/s]
213/499 4.32G 0.008179 0.008012 0.002983 67 640: 49%|####8 | 82/168 [00:15<00:16, 5.19it/s]
213/499 4.32G 0.008194 0.008026 0.003005 75 640: 49%|####8 | 82/168 [00:15<00:16, 5.19it/s]
213/499 4.32G 0.008194 0.008026 0.003005 75 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s]
213/499 4.32G 0.008191 0.008023 0.002984 68 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s]
213/499 4.32G 0.008191 0.008023 0.002984 68 640: 50%|##### | 84/168 [00:15<00:15, 5.35it/s]
213/499 4.32G 0.008209 0.008032 0.002983 58 640: 50%|##### | 84/168 [00:16<00:15, 5.35it/s]
213/499 4.32G 0.008209 0.008032 0.002983 58 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s]
213/499 4.32G 0.008205 0.008058 0.002984 79 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s]
213/499 4.32G 0.008205 0.008058 0.002984 79 640: 51%|#####1 | 86/168 [00:16<00:15, 5.31it/s]
213/499 4.32G 0.008188 0.00804 0.002968 65 640: 51%|#####1 | 86/168 [00:16<00:15, 5.31it/s]
213/499 4.32G 0.008188 0.00804 0.002968 65 640: 52%|#####1 | 87/168 [00:16<00:15, 5.37it/s]
213/499 4.32G 0.008198 0.008027 0.002982 57 640: 52%|#####1 | 87/168 [00:16<00:15, 5.37it/s]
213/499 4.32G 0.008198 0.008027 0.002982 57 640: 52%|#####2 | 88/168 [00:16<00:15, 5.24it/s]
213/499 4.32G 0.008223 0.008049 0.002976 67 640: 52%|#####2 | 88/168 [00:16<00:15, 5.24it/s]
213/499 4.32G 0.008223 0.008049 0.002976 67 640: 53%|#####2 | 89/168 [00:16<00:14, 5.32it/s]
213/499 4.32G 0.008216 0.008044 0.003014 65 640: 53%|#####2 | 89/168 [00:17<00:14, 5.32it/s]
213/499 4.32G 0.008216 0.008044 0.003014 65 640: 54%|#####3 | 90/168 [00:17<00:14, 5.38it/s]
213/499 4.32G 0.008211 0.008043 0.003026 77 640: 54%|#####3 | 90/168 [00:17<00:14, 5.38it/s]
213/499 4.32G 0.008211 0.008043 0.003026 77 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s]
213/499 4.32G 0.008209 0.008029 0.003027 64 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s]
213/499 4.32G 0.008209 0.008029 0.003027 64 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s]
213/499 4.32G 0.008209 0.008021 0.003008 71 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s]
213/499 4.32G 0.008209 0.008021 0.003008 71 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s]
213/499 4.32G 0.008237 0.008032 0.003037 70 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s]
213/499 4.32G 0.008237 0.008032 0.003037 70 640: 56%|#####5 | 94/168 [00:17<00:14, 5.23it/s]
213/499 4.32G 0.008231 0.008031 0.003047 74 640: 56%|#####5 | 94/168 [00:18<00:14, 5.23it/s]
213/499 4.32G 0.008231 0.008031 0.003047 74 640: 57%|#####6 | 95/168 [00:18<00:13, 5.31it/s]
213/499 4.32G 0.008234 0.008001 0.003049 59 640: 57%|#####6 | 95/168 [00:18<00:13, 5.31it/s]
213/499 4.32G 0.008234 0.008001 0.003049 59 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
213/499 4.32G 0.008227 0.007992 0.003045 62 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
213/499 4.32G 0.008227 0.007992 0.003045 62 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s]
213/499 4.32G 0.008236 0.007996 0.003042 63 640: 58%|#####7 | 97/168 [00:18<00:13, 5.18it/s]
213/499 4.32G 0.008236 0.007996 0.003042 63 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s]
213/499 4.32G 0.008227 0.007992 0.003048 55 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s]
213/499 4.32G 0.008227 0.007992 0.003048 55 640: 59%|#####8 | 99/168 [00:18<00:12, 5.36it/s]
213/499 4.32G 0.008227 0.007984 0.003046 62 640: 59%|#####8 | 99/168 [00:18<00:12, 5.36it/s]
213/499 4.32G 0.008227 0.007984 0.003046 62 640: 60%|#####9 | 100/168 [00:18<00:13, 5.23it/s]
213/499 4.32G 0.008211 0.007971 0.003049 65 640: 60%|#####9 | 100/168 [00:19<00:13, 5.23it/s]
213/499 4.32G 0.008211 0.007971 0.003049 65 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s]
213/499 4.32G 0.00822 0.007987 0.003056 79 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s]
213/499 4.32G 0.00822 0.007987 0.003056 79 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s]
213/499 4.32G 0.00822 0.007993 0.003035 73 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s]
213/499 4.32G 0.00822 0.007993 0.003035 73 640: 61%|######1 | 103/168 [00:19<00:12, 5.15it/s]
213/499 4.32G 0.00822 0.007964 0.003069 50 640: 61%|######1 | 103/168 [00:19<00:12, 5.15it/s]
213/499 4.32G 0.00822 0.007964 0.003069 50 640: 62%|######1 | 104/168 [00:19<00:12, 5.22it/s]
213/499 4.32G 0.008226 0.00795 0.003062 64 640: 62%|######1 | 104/168 [00:19<00:12, 5.22it/s]
213/499 4.32G 0.008226 0.00795 0.003062 64 640: 62%|######2 | 105/168 [00:19<00:11, 5.29it/s]
213/499 4.32G 0.008223 0.007931 0.003074 73 640: 62%|######2 | 105/168 [00:20<00:11, 5.29it/s]
213/499 4.32G 0.008223 0.007931 0.003074 73 640: 63%|######3 | 106/168 [00:20<00:12, 5.14it/s]
213/499 4.32G 0.008218 0.007953 0.003086 87 640: 63%|######3 | 106/168 [00:20<00:12, 5.14it/s]
213/499 4.32G 0.008218 0.007953 0.003086 87 640: 64%|######3 | 107/168 [00:20<00:11, 5.25it/s]
213/499 4.32G 0.008213 0.007955 0.003092 78 640: 64%|######3 | 107/168 [00:20<00:11, 5.25it/s]
213/499 4.32G 0.008213 0.007955 0.003092 78 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s]
213/499 4.32G 0.008216 0.007954 0.003071 72 640: 64%|######4 | 108/168 [00:20<00:11, 5.31it/s]
213/499 4.32G 0.008216 0.007954 0.003071 72 640: 65%|######4 | 109/168 [00:20<00:11, 5.15it/s]
213/499 4.32G 0.008212 0.007968 0.003063 75 640: 65%|######4 | 109/168 [00:20<00:11, 5.15it/s]
213/499 4.32G 0.008212 0.007968 0.003063 75 640: 65%|######5 | 110/168 [00:20<00:11, 5.26it/s]
213/499 4.32G 0.00822 0.007971 0.003077 66 640: 65%|######5 | 110/168 [00:21<00:11, 5.26it/s]
213/499 4.32G 0.00822 0.007971 0.003077 66 640: 66%|######6 | 111/168 [00:21<00:10, 5.32it/s]
213/499 4.32G 0.008228 0.007978 0.003095 73 640: 66%|######6 | 111/168 [00:21<00:10, 5.32it/s]
213/499 4.32G 0.008228 0.007978 0.003095 73 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s]
213/499 4.32G 0.008226 0.007981 0.0031 71 640: 67%|######6 | 112/168 [00:21<00:10, 5.17it/s]
213/499 4.32G 0.008226 0.007981 0.0031 71 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s]
213/499 4.32G 0.008227 0.007978 0.003104 67 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s]
213/499 4.32G 0.008227 0.007978 0.003104 67 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s]
213/499 4.32G 0.008236 0.007974 0.003094 60 640: 68%|######7 | 114/168 [00:21<00:10, 5.34it/s]
213/499 4.32G 0.008236 0.007974 0.003094 60 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s]
213/499 4.32G 0.00823 0.007968 0.003074 66 640: 68%|######8 | 115/168 [00:22<00:10, 5.21it/s]
213/499 4.32G 0.00823 0.007968 0.003074 66 640: 69%|######9 | 116/168 [00:22<00:09, 5.29it/s]
213/499 4.32G 0.008227 0.007969 0.003091 63 640: 69%|######9 | 116/168 [00:22<00:09, 5.29it/s]
213/499 4.32G 0.008227 0.007969 0.003091 63 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s]
213/499 4.32G 0.008228 0.007959 0.003103 63 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s]
213/499 4.32G 0.008228 0.007959 0.003103 63 640: 70%|####### | 118/168 [00:22<00:09, 5.17it/s]
213/499 4.32G 0.008224 0.007942 0.003097 58 640: 70%|####### | 118/168 [00:22<00:09, 5.17it/s]
213/499 4.32G 0.008224 0.007942 0.003097 58 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s]
213/499 4.32G 0.008218 0.007936 0.003086 75 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s]
213/499 4.32G 0.008218 0.007936 0.003086 75 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s]
213/499 4.32G 0.008222 0.007938 0.003098 77 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s]
213/499 4.32G 0.008222 0.007938 0.003098 77 640: 72%|#######2 | 121/168 [00:22<00:09, 5.18it/s]
213/499 4.32G 0.00821 0.007932 0.003086 72 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s]
213/499 4.32G 0.00821 0.007932 0.003086 72 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s]
213/499 4.32G 0.008198 0.007934 0.003074 76 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s]
213/499 4.32G 0.008198 0.007934 0.003074 76 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s]
213/499 4.32G 0.008198 0.007934 0.003086 75 640: 73%|#######3 | 123/168 [00:23<00:08, 5.35it/s]
213/499 4.32G 0.008198 0.007934 0.003086 75 640: 74%|#######3 | 124/168 [00:23<00:08, 5.22it/s]
213/499 4.32G 0.008207 0.007925 0.003092 68 640: 74%|#######3 | 124/168 [00:23<00:08, 5.22it/s]
213/499 4.32G 0.008207 0.007925 0.003092 68 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
213/499 4.32G 0.008217 0.007916 0.003096 60 640: 74%|#######4 | 125/168 [00:23<00:08, 5.30it/s]
213/499 4.32G 0.008217 0.007916 0.003096 60 640: 75%|#######5 | 126/168 [00:23<00:07, 5.32it/s]
213/499 4.32G 0.008209 0.007903 0.003117 59 640: 75%|#######5 | 126/168 [00:24<00:07, 5.32it/s]
213/499 4.32G 0.008209 0.007903 0.003117 59 640: 76%|#######5 | 127/168 [00:24<00:07, 5.16it/s]
213/499 4.32G 0.008211 0.007918 0.003105 81 640: 76%|#######5 | 127/168 [00:24<00:07, 5.16it/s]
213/499 4.32G 0.008211 0.007918 0.003105 81 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s]
213/499 4.32G 0.008222 0.007912 0.00309 66 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s]
213/499 4.32G 0.008222 0.007912 0.00309 66 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s]
213/499 4.32G 0.008216 0.007904 0.003087 63 640: 77%|#######6 | 129/168 [00:24<00:07, 5.30it/s]
213/499 4.32G 0.008216 0.007904 0.003087 63 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s]
213/499 4.32G 0.008222 0.007911 0.003077 72 640: 77%|#######7 | 130/168 [00:24<00:07, 5.17it/s]
213/499 4.32G 0.008222 0.007911 0.003077 72 640: 78%|#######7 | 131/168 [00:24<00:07, 5.26it/s]
213/499 4.32G 0.00822 0.007924 0.00307 69 640: 78%|#######7 | 131/168 [00:25<00:07, 5.26it/s]
213/499 4.32G 0.00822 0.007924 0.00307 69 640: 79%|#######8 | 132/168 [00:25<00:06, 5.35it/s]
213/499 4.32G 0.00823 0.007943 0.003072 71 640: 79%|#######8 | 132/168 [00:25<00:06, 5.35it/s]
213/499 4.32G 0.00823 0.007943 0.003072 71 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s]
213/499 4.32G 0.00823 0.007941 0.003065 57 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s]
213/499 4.32G 0.00823 0.007941 0.003065 57 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s]
213/499 4.32G 0.008223 0.007921 0.003049 54 640: 80%|#######9 | 134/168 [00:25<00:06, 5.29it/s]
213/499 4.32G 0.008223 0.007921 0.003049 54 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s]
213/499 4.32G 0.008208 0.007908 0.003041 61 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s]
213/499 4.32G 0.008208 0.007908 0.003041 61 640: 81%|######## | 136/168 [00:25<00:06, 5.24it/s]
213/499 4.32G 0.008198 0.007902 0.003047 61 640: 81%|######## | 136/168 [00:25<00:06, 5.24it/s]
213/499 4.32G 0.008198 0.007902 0.003047 61 640: 82%|########1 | 137/168 [00:25<00:05, 5.32it/s]
213/499 4.32G 0.008206 0.007905 0.003046 73 640: 82%|########1 | 137/168 [00:26<00:05, 5.32it/s]
213/499 4.32G 0.008206 0.007905 0.003046 73 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s]
213/499 4.32G 0.008203 0.007908 0.003051 70 640: 82%|########2 | 138/168 [00:26<00:05, 5.33it/s]
213/499 4.32G 0.008203 0.007908 0.003051 70 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s]
213/499 4.32G 0.008199 0.007909 0.003044 80 640: 83%|########2 | 139/168 [00:26<00:05, 5.19it/s]
213/499 4.32G 0.008199 0.007909 0.003044 80 640: 83%|########3 | 140/168 [00:26<00:05, 5.28it/s]
213/499 4.32G 0.008191 0.007915 0.003043 77 640: 83%|########3 | 140/168 [00:26<00:05, 5.28it/s]
213/499 4.32G 0.008191 0.007915 0.003043 77 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s]
213/499 4.32G 0.008184 0.007917 0.003046 77 640: 84%|########3 | 141/168 [00:26<00:05, 5.35it/s]
213/499 4.32G 0.008184 0.007917 0.003046 77 640: 85%|########4 | 142/168 [00:26<00:05, 5.16it/s]
213/499 4.32G 0.008188 0.007922 0.003033 65 640: 85%|########4 | 142/168 [00:27<00:05, 5.16it/s]
213/499 4.32G 0.008188 0.007922 0.003033 65 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s]
213/499 4.32G 0.008191 0.007926 0.003037 74 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s]
213/499 4.32G 0.008191 0.007926 0.003037 74 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s]
213/499 4.32G 0.008198 0.007919 0.003039 59 640: 86%|########5 | 144/168 [00:27<00:04, 5.33it/s]
213/499 4.32G 0.008198 0.007919 0.003039 59 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s]
213/499 4.32G 0.008191 0.007918 0.003039 77 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s]
213/499 4.32G 0.008191 0.007918 0.003039 77 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s]
213/499 4.32G 0.008188 0.007925 0.003037 82 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s]
213/499 4.32G 0.008188 0.007925 0.003037 82 640: 88%|########7 | 147/168 [00:27<00:03, 5.35it/s]
213/499 4.32G 0.008187 0.007929 0.003042 74 640: 88%|########7 | 147/168 [00:28<00:03, 5.35it/s]
213/499 4.32G 0.008187 0.007929 0.003042 74 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s]
213/499 4.32G 0.008201 0.007936 0.003046 74 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s]
213/499 4.32G 0.008201 0.007936 0.003046 74 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s]
213/499 4.32G 0.0082 0.007942 0.003041 65 640: 89%|########8 | 149/168 [00:28<00:03, 5.28it/s]
213/499 4.32G 0.0082 0.007942 0.003041 65 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s]
213/499 4.32G 0.008201 0.007958 0.003026 66 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s]
213/499 4.32G 0.008201 0.007958 0.003026 66 640: 90%|########9 | 151/168 [00:28<00:03, 5.22it/s]
213/499 4.32G 0.008199 0.007965 0.003038 83 640: 90%|########9 | 151/168 [00:28<00:03, 5.22it/s]
213/499 4.32G 0.008199 0.007965 0.003038 83 640: 90%|######### | 152/168 [00:28<00:03, 5.29it/s]
213/499 4.32G 0.008194 0.007966 0.003027 62 640: 90%|######### | 152/168 [00:29<00:03, 5.29it/s]
213/499 4.32G 0.008194 0.007966 0.003027 62 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s]
213/499 4.32G 0.008197 0.007965 0.003022 74 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s]
213/499 4.32G 0.008197 0.007965 0.003022 74 640: 92%|#########1| 154/168 [00:29<00:02, 5.17it/s]
213/499 4.32G 0.008193 0.007967 0.003005 64 640: 92%|#########1| 154/168 [00:29<00:02, 5.17it/s]
213/499 4.32G 0.008193 0.007967 0.003005 64 640: 92%|#########2| 155/168 [00:29<00:02, 5.26it/s]
213/499 4.32G 0.008189 0.007965 0.003013 73 640: 92%|#########2| 155/168 [00:29<00:02, 5.26it/s]
213/499 4.32G 0.008189 0.007965 0.003013 73 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s]
213/499 4.32G 0.008197 0.007958 0.003008 65 640: 93%|#########2| 156/168 [00:29<00:02, 5.31it/s]
213/499 4.32G 0.008197 0.007958 0.003008 65 640: 93%|#########3| 157/168 [00:29<00:02, 5.17it/s]
213/499 4.32G 0.008196 0.007957 0.003014 68 640: 93%|#########3| 157/168 [00:29<00:02, 5.17it/s]
213/499 4.32G 0.008196 0.007957 0.003014 68 640: 94%|#########4| 158/168 [00:29<00:01, 5.27it/s]
213/499 4.32G 0.008193 0.007964 0.003009 87 640: 94%|#########4| 158/168 [00:30<00:01, 5.27it/s]
213/499 4.32G 0.008193 0.007964 0.003009 87 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s]
213/499 4.32G 0.008214 0.00798 0.003002 65 640: 95%|#########4| 159/168 [00:30<00:01, 5.35it/s]
213/499 4.32G 0.008214 0.00798 0.003002 65 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
213/499 4.32G 0.008213 0.007981 0.003015 66 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
213/499 4.32G 0.008213 0.007981 0.003015 66 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s]
213/499 4.32G 0.008216 0.007989 0.003008 76 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s]
213/499 4.32G 0.008216 0.007989 0.003008 76 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s]
213/499 4.32G 0.008211 0.007989 0.00301 58 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s]
213/499 4.32G 0.008211 0.007989 0.00301 58 640: 97%|#########7| 163/168 [00:30<00:00, 5.21it/s]
213/499 4.32G 0.008206 0.007982 0.003025 62 640: 97%|#########7| 163/168 [00:31<00:00, 5.21it/s]
213/499 4.32G 0.008206 0.007982 0.003025 62 640: 98%|#########7| 164/168 [00:31<00:00, 5.30it/s]
213/499 4.32G 0.008202 0.007968 0.00301 57 640: 98%|#########7| 164/168 [00:31<00:00, 5.30it/s]
213/499 4.32G 0.008202 0.007968 0.00301 57 640: 98%|#########8| 165/168 [00:31<00:00, 5.37it/s]
213/499 4.32G 0.008199 0.007971 0.003004 74 640: 98%|#########8| 165/168 [00:31<00:00, 5.37it/s]
213/499 4.32G 0.008199 0.007971 0.003004 74 640: 99%|#########8| 166/168 [00:31<00:00, 5.24it/s]
213/499 4.32G 0.008201 0.007971 0.002997 62 640: 99%|#########8| 166/168 [00:31<00:00, 5.24it/s]
213/499 4.32G 0.008201 0.007971 0.002997 62 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s]
213/499 4.32G 0.008206 0.007974 0.002992 36 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s]
213/499 4.32G 0.008206 0.007974 0.002992 36 640: 100%|##########| 168/168 [00:31<00:00, 5.45it/s]
213/499 4.32G 0.008206 0.007974 0.002992 36 640: 100%|##########| 168/168 [00:31<00:00, 5.27it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.86it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s]
all 132 263 0.836 0.848 0.874 0.761
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
214/499 4.32G 0.008336 0.007189 0.001969 61 640: 0%| | 0/168 [00:00<?, ?it/s]
214/499 4.32G 0.008336 0.007189 0.001969 61 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
214/499 4.32G 0.007942 0.007459 0.001663 64 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
214/499 4.32G 0.007942 0.007459 0.001663 64 640: 1%|1 | 2/168 [00:00<00:31, 5.29it/s]
214/499 4.32G 0.008132 0.007273 0.002658 64 640: 1%|1 | 2/168 [00:00<00:31, 5.29it/s]
214/499 4.32G 0.008132 0.007273 0.002658 64 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s]
214/499 4.32G 0.008106 0.007634 0.002581 87 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s]
214/499 4.32G 0.008106 0.007634 0.002581 87 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s]
214/499 4.32G 0.008052 0.007673 0.00268 60 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s]
214/499 4.32G 0.008052 0.007673 0.00268 60 640: 3%|2 | 5/168 [00:00<00:30, 5.29it/s]
214/499 4.32G 0.008009 0.00792 0.003131 74 640: 3%|2 | 5/168 [00:01<00:30, 5.29it/s]
214/499 4.32G 0.008009 0.00792 0.003131 74 640: 4%|3 | 6/168 [00:01<00:30, 5.37it/s]
214/499 4.32G 0.008021 0.007926 0.003131 68 640: 4%|3 | 6/168 [00:01<00:30, 5.37it/s]
214/499 4.32G 0.008021 0.007926 0.003131 68 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s]
214/499 4.32G 0.008053 0.007827 0.003023 62 640: 4%|4 | 7/168 [00:01<00:31, 5.17it/s]
214/499 4.32G 0.008053 0.007827 0.003023 62 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s]
214/499 4.32G 0.008197 0.008028 0.00296 76 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s]
214/499 4.32G 0.008197 0.008028 0.00296 76 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s]
214/499 4.32G 0.008141 0.008045 0.003094 72 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s]
214/499 4.32G 0.008141 0.008045 0.003094 72 640: 6%|5 | 10/168 [00:01<00:30, 5.21it/s]
214/499 4.32G 0.008086 0.0083 0.002866 86 640: 6%|5 | 10/168 [00:02<00:30, 5.21it/s]
214/499 4.32G 0.008086 0.0083 0.002866 86 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s]
214/499 4.32G 0.008062 0.008381 0.003027 71 640: 7%|6 | 11/168 [00:02<00:29, 5.28it/s]
214/499 4.32G 0.008062 0.008381 0.003027 71 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s]
214/499 4.32G 0.008066 0.008296 0.002971 65 640: 7%|7 | 12/168 [00:02<00:29, 5.35it/s]
214/499 4.32G 0.008066 0.008296 0.002971 65 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s]
214/499 4.32G 0.008097 0.008148 0.002963 62 640: 8%|7 | 13/168 [00:02<00:29, 5.22it/s]
214/499 4.32G 0.008097 0.008148 0.002963 62 640: 8%|8 | 14/168 [00:02<00:29, 5.31it/s]
214/499 4.32G 0.008004 0.007989 0.003095 54 640: 8%|8 | 14/168 [00:02<00:29, 5.31it/s]
214/499 4.32G 0.008004 0.007989 0.003095 54 640: 9%|8 | 15/168 [00:02<00:28, 5.38it/s]
214/499 4.32G 0.007968 0.007901 0.003116 61 640: 9%|8 | 15/168 [00:03<00:28, 5.38it/s]
214/499 4.32G 0.007968 0.007901 0.003116 61 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s]
214/499 4.32G 0.008026 0.007851 0.00308 58 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s]
214/499 4.32G 0.008026 0.007851 0.00308 58 640: 10%|# | 17/168 [00:03<00:28, 5.30it/s]
214/499 4.32G 0.008004 0.007846 0.003005 73 640: 10%|# | 17/168 [00:03<00:28, 5.30it/s]
214/499 4.32G 0.008004 0.007846 0.003005 73 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s]
214/499 4.32G 0.007989 0.007799 0.00307 65 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s]
214/499 4.32G 0.007989 0.007799 0.00307 65 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s]
214/499 4.32G 0.008024 0.007808 0.002983 70 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s]
214/499 4.32G 0.008024 0.007808 0.002983 70 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
214/499 4.32G 0.008026 0.007792 0.003039 65 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
214/499 4.32G 0.008026 0.007792 0.003039 65 640: 12%|#2 | 21/168 [00:03<00:27, 5.37it/s]
214/499 4.32G 0.008087 0.007986 0.003225 106 640: 12%|#2 | 21/168 [00:04<00:27, 5.37it/s]
214/499 4.32G 0.008087 0.007986 0.003225 106 640: 13%|#3 | 22/168 [00:04<00:27, 5.24it/s]
214/499 4.32G 0.008033 0.007955 0.003218 76 640: 13%|#3 | 22/168 [00:04<00:27, 5.24it/s]
214/499 4.32G 0.008033 0.007955 0.003218 76 640: 14%|#3 | 23/168 [00:04<00:27, 5.32it/s]
214/499 4.32G 0.008017 0.007895 0.003233 50 640: 14%|#3 | 23/168 [00:04<00:27, 5.32it/s]
214/499 4.32G 0.008017 0.007895 0.003233 50 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s]
214/499 4.32G 0.007979 0.007859 0.003252 60 640: 14%|#4 | 24/168 [00:04<00:26, 5.36it/s]
214/499 4.32G 0.007979 0.007859 0.003252 60 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s]
214/499 4.32G 0.007984 0.007843 0.003238 73 640: 15%|#4 | 25/168 [00:04<00:27, 5.21it/s]
214/499 4.32G 0.007984 0.007843 0.003238 73 640: 15%|#5 | 26/168 [00:04<00:26, 5.30it/s]
214/499 4.32G 0.007956 0.007812 0.003167 59 640: 15%|#5 | 26/168 [00:05<00:26, 5.30it/s]
214/499 4.32G 0.007956 0.007812 0.003167 59 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s]
214/499 4.32G 0.00797 0.007785 0.003174 66 640: 16%|#6 | 27/168 [00:05<00:26, 5.38it/s]
214/499 4.32G 0.00797 0.007785 0.003174 66 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s]
214/499 4.32G 0.007952 0.007781 0.003236 75 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s]
214/499 4.32G 0.007952 0.007781 0.003236 75 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s]
214/499 4.32G 0.007954 0.007722 0.00317 56 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s]
214/499 4.32G 0.007954 0.007722 0.00317 56 640: 18%|#7 | 30/168 [00:05<00:26, 5.27it/s]
214/499 4.32G 0.007945 0.007718 0.003144 74 640: 18%|#7 | 30/168 [00:05<00:26, 5.27it/s]
214/499 4.32G 0.007945 0.007718 0.003144 74 640: 18%|#8 | 31/168 [00:05<00:26, 5.15it/s]
214/499 4.32G 0.007918 0.007718 0.003131 72 640: 18%|#8 | 31/168 [00:06<00:26, 5.15it/s]
214/499 4.32G 0.007918 0.007718 0.003131 72 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s]
214/499 4.32G 0.007914 0.007709 0.003099 64 640: 19%|#9 | 32/168 [00:06<00:25, 5.27it/s]
214/499 4.32G 0.007914 0.007709 0.003099 64 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s]
214/499 4.32G 0.00796 0.007729 0.003021 75 640: 20%|#9 | 33/168 [00:06<00:25, 5.34it/s]
214/499 4.32G 0.00796 0.007729 0.003021 75 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s]
214/499 4.32G 0.007994 0.007766 0.003073 66 640: 20%|## | 34/168 [00:06<00:25, 5.18it/s]
214/499 4.32G 0.007994 0.007766 0.003073 66 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
214/499 4.32G 0.007981 0.007724 0.003049 45 640: 21%|## | 35/168 [00:06<00:25, 5.27it/s]
214/499 4.32G 0.007981 0.007724 0.003049 45 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s]
214/499 4.32G 0.008004 0.007733 0.00305 72 640: 21%|##1 | 36/168 [00:07<00:24, 5.33it/s]
214/499 4.32G 0.008004 0.007733 0.00305 72 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s]
214/499 4.32G 0.008028 0.007726 0.002997 57 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s]
214/499 4.32G 0.008028 0.007726 0.002997 57 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s]
214/499 4.32G 0.008021 0.007775 0.002999 74 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s]
214/499 4.32G 0.008021 0.007775 0.002999 74 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
214/499 4.32G 0.008019 0.007772 0.00305 55 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
214/499 4.32G 0.008019 0.007772 0.00305 55 640: 24%|##3 | 40/168 [00:07<00:24, 5.24it/s]
214/499 4.32G 0.008011 0.007729 0.003076 67 640: 24%|##3 | 40/168 [00:07<00:24, 5.24it/s]
214/499 4.32G 0.008011 0.007729 0.003076 67 640: 24%|##4 | 41/168 [00:07<00:23, 5.33it/s]
214/499 4.32G 0.008057 0.007679 0.003079 45 640: 24%|##4 | 41/168 [00:07<00:23, 5.33it/s]
214/499 4.32G 0.008057 0.007679 0.003079 45 640: 25%|##5 | 42/168 [00:07<00:23, 5.38it/s]
214/499 4.32G 0.008049 0.007706 0.003185 69 640: 25%|##5 | 42/168 [00:08<00:23, 5.38it/s]
214/499 4.32G 0.008049 0.007706 0.003185 69 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
214/499 4.32G 0.00807 0.007703 0.003141 59 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
214/499 4.32G 0.00807 0.007703 0.003141 59 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s]
214/499 4.32G 0.008077 0.007695 0.003115 79 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s]
214/499 4.32G 0.008077 0.007695 0.003115 79 640: 27%|##6 | 45/168 [00:08<00:22, 5.37it/s]
214/499 4.32G 0.008079 0.007676 0.003261 54 640: 27%|##6 | 45/168 [00:08<00:22, 5.37it/s]
214/499 4.32G 0.008079 0.007676 0.003261 54 640: 27%|##7 | 46/168 [00:08<00:23, 5.25it/s]
214/499 4.32G 0.008105 0.007694 0.003275 57 640: 27%|##7 | 46/168 [00:08<00:23, 5.25it/s]
214/499 4.32G 0.008105 0.007694 0.003275 57 640: 28%|##7 | 47/168 [00:08<00:22, 5.33it/s]
214/499 4.32G 0.008155 0.007679 0.003261 58 640: 28%|##7 | 47/168 [00:09<00:22, 5.33it/s]
214/499 4.32G 0.008155 0.007679 0.003261 58 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s]
214/499 4.32G 0.008148 0.007689 0.00326 63 640: 29%|##8 | 48/168 [00:09<00:22, 5.39it/s]
214/499 4.32G 0.008148 0.007689 0.00326 63 640: 29%|##9 | 49/168 [00:09<00:22, 5.23it/s]
214/499 4.32G 0.008145 0.007709 0.003286 83 640: 29%|##9 | 49/168 [00:09<00:22, 5.23it/s]
214/499 4.32G 0.008145 0.007709 0.003286 83 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s]
214/499 4.32G 0.008163 0.007752 0.003253 69 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s]
214/499 4.32G 0.008163 0.007752 0.003253 69 640: 30%|### | 51/168 [00:09<00:21, 5.38it/s]
214/499 4.32G 0.008162 0.007776 0.003263 75 640: 30%|### | 51/168 [00:09<00:21, 5.38it/s]
214/499 4.32G 0.008162 0.007776 0.003263 75 640: 31%|### | 52/168 [00:09<00:22, 5.21it/s]
214/499 4.32G 0.008144 0.007752 0.003236 64 640: 31%|### | 52/168 [00:10<00:22, 5.21it/s]
214/499 4.32G 0.008144 0.007752 0.003236 64 640: 32%|###1 | 53/168 [00:10<00:21, 5.31it/s]
214/499 4.32G 0.008174 0.00778 0.003244 81 640: 32%|###1 | 53/168 [00:10<00:21, 5.31it/s]
214/499 4.32G 0.008174 0.00778 0.003244 81 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s]
214/499 4.32G 0.008191 0.007808 0.003229 66 640: 32%|###2 | 54/168 [00:10<00:21, 5.38it/s]
214/499 4.32G 0.008191 0.007808 0.003229 66 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
214/499 4.32G 0.008183 0.007771 0.003182 53 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
214/499 4.32G 0.008183 0.007771 0.003182 53 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s]
214/499 4.32G 0.008175 0.007743 0.003207 63 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s]
214/499 4.32G 0.008175 0.007743 0.003207 63 640: 34%|###3 | 57/168 [00:10<00:20, 5.37it/s]
214/499 4.32G 0.008179 0.007732 0.003235 62 640: 34%|###3 | 57/168 [00:10<00:20, 5.37it/s]
214/499 4.32G 0.008179 0.007732 0.003235 62 640: 35%|###4 | 58/168 [00:10<00:21, 5.23it/s]
214/499 4.32G 0.008163 0.007708 0.00322 66 640: 35%|###4 | 58/168 [00:11<00:21, 5.23it/s]
214/499 4.32G 0.008163 0.007708 0.00322 66 640: 35%|###5 | 59/168 [00:11<00:20, 5.32it/s]
214/499 4.32G 0.008157 0.007735 0.003218 67 640: 35%|###5 | 59/168 [00:11<00:20, 5.32it/s]
214/499 4.32G 0.008157 0.007735 0.003218 67 640: 36%|###5 | 60/168 [00:11<00:20, 5.38it/s]
214/499 4.32G 0.008167 0.007746 0.003196 62 640: 36%|###5 | 60/168 [00:11<00:20, 5.38it/s]
214/499 4.32G 0.008167 0.007746 0.003196 62 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s]
214/499 4.32G 0.008175 0.007784 0.003182 76 640: 36%|###6 | 61/168 [00:11<00:20, 5.22it/s]
214/499 4.32G 0.008175 0.007784 0.003182 76 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s]
214/499 4.32G 0.008177 0.007771 0.003209 69 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s]
214/499 4.32G 0.008177 0.007771 0.003209 69 640: 38%|###7 | 63/168 [00:11<00:19, 5.35it/s]
214/499 4.32G 0.008183 0.007763 0.003225 60 640: 38%|###7 | 63/168 [00:12<00:19, 5.35it/s]
214/499 4.32G 0.008183 0.007763 0.003225 60 640: 38%|###8 | 64/168 [00:12<00:19, 5.22it/s]
214/499 4.32G 0.008174 0.007756 0.003258 71 640: 38%|###8 | 64/168 [00:12<00:19, 5.22it/s]
214/499 4.32G 0.008174 0.007756 0.003258 71 640: 39%|###8 | 65/168 [00:12<00:19, 5.31it/s]
214/499 4.32G 0.008166 0.007733 0.003269 60 640: 39%|###8 | 65/168 [00:12<00:19, 5.31it/s]
214/499 4.32G 0.008166 0.007733 0.003269 60 640: 39%|###9 | 66/168 [00:12<00:19, 5.30it/s]
214/499 4.32G 0.008174 0.007742 0.003271 65 640: 39%|###9 | 66/168 [00:12<00:19, 5.30it/s]
214/499 4.32G 0.008174 0.007742 0.003271 65 640: 40%|###9 | 67/168 [00:12<00:19, 5.16it/s]
214/499 4.32G 0.008176 0.007714 0.00326 50 640: 40%|###9 | 67/168 [00:12<00:19, 5.16it/s]
214/499 4.32G 0.008176 0.007714 0.00326 50 640: 40%|#### | 68/168 [00:12<00:19, 5.18it/s]
214/499 4.32G 0.008177 0.007723 0.003249 71 640: 40%|#### | 68/168 [00:13<00:19, 5.18it/s]
214/499 4.32G 0.008177 0.007723 0.003249 71 640: 41%|####1 | 69/168 [00:13<00:18, 5.25it/s]
214/499 4.32G 0.008203 0.0077 0.00326 56 640: 41%|####1 | 69/168 [00:13<00:18, 5.25it/s]
214/499 4.32G 0.008203 0.0077 0.00326 56 640: 42%|####1 | 70/168 [00:13<00:19, 5.15it/s]
214/499 4.32G 0.008205 0.007701 0.00325 70 640: 42%|####1 | 70/168 [00:13<00:19, 5.15it/s]
214/499 4.32G 0.008205 0.007701 0.00325 70 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s]
214/499 4.32G 0.008192 0.007681 0.003223 66 640: 42%|####2 | 71/168 [00:13<00:18, 5.23it/s]
214/499 4.32G 0.008192 0.007681 0.003223 66 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s]
214/499 4.32G 0.008182 0.007704 0.003206 73 640: 43%|####2 | 72/168 [00:13<00:18, 5.32it/s]
214/499 4.32G 0.008182 0.007704 0.003206 73 640: 43%|####3 | 73/168 [00:13<00:18, 5.19it/s]
214/499 4.32G 0.008186 0.007734 0.003198 85 640: 43%|####3 | 73/168 [00:14<00:18, 5.19it/s]
214/499 4.32G 0.008186 0.007734 0.003198 85 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s]
214/499 4.32G 0.00818 0.00775 0.003206 73 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s]
214/499 4.32G 0.00818 0.00775 0.003206 73 640: 45%|####4 | 75/168 [00:14<00:17, 5.37it/s]
214/499 4.32G 0.008185 0.007756 0.003218 68 640: 45%|####4 | 75/168 [00:14<00:17, 5.37it/s]
214/499 4.32G 0.008185 0.007756 0.003218 68 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s]
214/499 4.32G 0.008164 0.00774 0.003207 70 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s]
214/499 4.32G 0.008164 0.00774 0.003207 70 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s]
214/499 4.32G 0.008166 0.007773 0.00322 92 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s]
214/499 4.32G 0.008166 0.007773 0.00322 92 640: 46%|####6 | 78/168 [00:14<00:16, 5.38it/s]
214/499 4.32G 0.008162 0.007768 0.00323 66 640: 46%|####6 | 78/168 [00:14<00:16, 5.38it/s]
214/499 4.32G 0.008162 0.007768 0.00323 66 640: 47%|####7 | 79/168 [00:14<00:16, 5.24it/s]
214/499 4.32G 0.008177 0.007766 0.003273 69 640: 47%|####7 | 79/168 [00:15<00:16, 5.24it/s]
214/499 4.32G 0.008177 0.007766 0.003273 69 640: 48%|####7 | 80/168 [00:15<00:16, 5.33it/s]
214/499 4.32G 0.008161 0.007761 0.003258 64 640: 48%|####7 | 80/168 [00:15<00:16, 5.33it/s]
214/499 4.32G 0.008161 0.007761 0.003258 64 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s]
214/499 4.32G 0.008177 0.007773 0.003276 77 640: 48%|####8 | 81/168 [00:15<00:16, 5.38it/s]
214/499 4.32G 0.008177 0.007773 0.003276 77 640: 49%|####8 | 82/168 [00:15<00:16, 5.26it/s]
214/499 4.32G 0.008182 0.007779 0.00327 82 640: 49%|####8 | 82/168 [00:15<00:16, 5.26it/s]
214/499 4.32G 0.008182 0.007779 0.00327 82 640: 49%|####9 | 83/168 [00:15<00:15, 5.32it/s]
214/499 4.32G 0.008188 0.007781 0.003296 71 640: 49%|####9 | 83/168 [00:15<00:15, 5.32it/s]
214/499 4.32G 0.008188 0.007781 0.003296 71 640: 50%|##### | 84/168 [00:15<00:15, 5.37it/s]
214/499 4.32G 0.008173 0.007777 0.00328 60 640: 50%|##### | 84/168 [00:16<00:15, 5.37it/s]
214/499 4.32G 0.008173 0.007777 0.00328 60 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s]
214/499 4.32G 0.008167 0.00776 0.003283 68 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s]
214/499 4.32G 0.008167 0.00776 0.003283 68 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s]
214/499 4.32G 0.008168 0.007785 0.003273 71 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s]
214/499 4.32G 0.008168 0.007785 0.003273 71 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s]
214/499 4.32G 0.008171 0.00779 0.003269 64 640: 52%|#####1 | 87/168 [00:16<00:15, 5.36it/s]
214/499 4.32G 0.008171 0.00779 0.003269 64 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s]
214/499 4.32G 0.008173 0.007778 0.003261 68 640: 52%|#####2 | 88/168 [00:16<00:15, 5.23it/s]
214/499 4.32G 0.008173 0.007778 0.003261 68 640: 53%|#####2 | 89/168 [00:16<00:14, 5.31it/s]
214/499 4.32G 0.008176 0.007778 0.003256 55 640: 53%|#####2 | 89/168 [00:17<00:14, 5.31it/s]
214/499 4.32G 0.008176 0.007778 0.003256 55 640: 54%|#####3 | 90/168 [00:17<00:14, 5.36it/s]
214/499 4.32G 0.008178 0.007764 0.003248 57 640: 54%|#####3 | 90/168 [00:17<00:14, 5.36it/s]
214/499 4.32G 0.008178 0.007764 0.003248 57 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s]
214/499 4.32G 0.008169 0.007762 0.003246 77 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s]
214/499 4.32G 0.008169 0.007762 0.003246 77 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s]
214/499 4.32G 0.00817 0.007775 0.003236 73 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s]
214/499 4.32G 0.00817 0.007775 0.003236 73 640: 55%|#####5 | 93/168 [00:17<00:13, 5.37it/s]
214/499 4.32G 0.00818 0.007815 0.003234 77 640: 55%|#####5 | 93/168 [00:17<00:13, 5.37it/s]
214/499 4.32G 0.00818 0.007815 0.003234 77 640: 56%|#####5 | 94/168 [00:17<00:14, 5.24it/s]
214/499 4.32G 0.008173 0.007806 0.003254 63 640: 56%|#####5 | 94/168 [00:17<00:14, 5.24it/s]
214/499 4.32G 0.008173 0.007806 0.003254 63 640: 57%|#####6 | 95/168 [00:17<00:13, 5.33it/s]
214/499 4.32G 0.008164 0.007787 0.00325 60 640: 57%|#####6 | 95/168 [00:18<00:13, 5.33it/s]
214/499 4.32G 0.008164 0.007787 0.00325 60 640: 57%|#####7 | 96/168 [00:18<00:13, 5.41it/s]
214/499 4.32G 0.008163 0.007772 0.003276 51 640: 57%|#####7 | 96/168 [00:18<00:13, 5.41it/s]
214/499 4.32G 0.008163 0.007772 0.003276 51 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s]
214/499 4.32G 0.008173 0.007755 0.003285 55 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s]
214/499 4.32G 0.008173 0.007755 0.003285 55 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s]
214/499 4.32G 0.008178 0.007754 0.003264 67 640: 58%|#####8 | 98/168 [00:18<00:13, 5.30it/s]
214/499 4.32G 0.008178 0.007754 0.003264 67 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s]
214/499 4.32G 0.008165 0.007748 0.003248 64 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s]
214/499 4.32G 0.008165 0.007748 0.003248 64 640: 60%|#####9 | 100/168 [00:18<00:13, 5.21it/s]
214/499 4.32G 0.008156 0.007744 0.003225 81 640: 60%|#####9 | 100/168 [00:19<00:13, 5.21it/s]
214/499 4.32G 0.008156 0.007744 0.003225 81 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s]
214/499 4.32G 0.00815 0.007746 0.003223 61 640: 60%|###### | 101/168 [00:19<00:12, 5.29it/s]
214/499 4.32G 0.00815 0.007746 0.003223 61 640: 61%|###### | 102/168 [00:19<00:12, 5.37it/s]
214/499 4.32G 0.008132 0.007749 0.003231 70 640: 61%|###### | 102/168 [00:19<00:12, 5.37it/s]
214/499 4.32G 0.008132 0.007749 0.003231 70 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s]
214/499 4.32G 0.008131 0.007733 0.003224 60 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s]
214/499 4.32G 0.008131 0.007733 0.003224 60 640: 62%|######1 | 104/168 [00:19<00:12, 5.31it/s]
214/499 4.32G 0.008121 0.00775 0.00323 77 640: 62%|######1 | 104/168 [00:19<00:12, 5.31it/s]
214/499 4.32G 0.008121 0.00775 0.00323 77 640: 62%|######2 | 105/168 [00:19<00:11, 5.37it/s]
214/499 4.32G 0.008113 0.007745 0.003224 61 640: 62%|######2 | 105/168 [00:20<00:11, 5.37it/s]
214/499 4.32G 0.008113 0.007745 0.003224 61 640: 63%|######3 | 106/168 [00:20<00:11, 5.21it/s]
214/499 4.32G 0.00812 0.007749 0.003206 64 640: 63%|######3 | 106/168 [00:20<00:11, 5.21it/s]
214/499 4.32G 0.00812 0.007749 0.003206 64 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s]
214/499 4.32G 0.008131 0.007787 0.003194 93 640: 64%|######3 | 107/168 [00:20<00:11, 5.30it/s]
214/499 4.32G 0.008131 0.007787 0.003194 93 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s]
214/499 4.32G 0.008146 0.007805 0.00319 76 640: 64%|######4 | 108/168 [00:20<00:11, 5.36it/s]
214/499 4.32G 0.008146 0.007805 0.00319 76 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s]
214/499 4.32G 0.008145 0.00781 0.003204 67 640: 65%|######4 | 109/168 [00:20<00:11, 5.22it/s]
214/499 4.32G 0.008145 0.00781 0.003204 67 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s]
214/499 4.32G 0.008154 0.007811 0.003188 66 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s]
214/499 4.32G 0.008154 0.007811 0.003188 66 640: 66%|######6 | 111/168 [00:20<00:10, 5.37it/s]
214/499 4.32G 0.008152 0.007804 0.003167 59 640: 66%|######6 | 111/168 [00:21<00:10, 5.37it/s]
214/499 4.32G 0.008152 0.007804 0.003167 59 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
214/499 4.32G 0.008171 0.007806 0.003158 58 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
214/499 4.32G 0.008171 0.007806 0.003158 58 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s]
214/499 4.32G 0.008174 0.007813 0.003164 74 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s]
214/499 4.32G 0.008174 0.007813 0.003164 74 640: 68%|######7 | 114/168 [00:21<00:10, 5.38it/s]
214/499 4.32G 0.008173 0.007811 0.003148 78 640: 68%|######7 | 114/168 [00:21<00:10, 5.38it/s]
214/499 4.32G 0.008173 0.007811 0.003148 78 640: 68%|######8 | 115/168 [00:21<00:10, 5.23it/s]
214/499 4.32G 0.008182 0.007809 0.003141 50 640: 68%|######8 | 115/168 [00:21<00:10, 5.23it/s]
214/499 4.32G 0.008182 0.007809 0.003141 50 640: 69%|######9 | 116/168 [00:21<00:09, 5.27it/s]
214/499 4.32G 0.008184 0.00782 0.003155 79 640: 69%|######9 | 116/168 [00:22<00:09, 5.27it/s]
214/499 4.32G 0.008184 0.00782 0.003155 79 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s]
214/499 4.32G 0.008195 0.007821 0.003132 55 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s]
214/499 4.32G 0.008195 0.007821 0.003132 55 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s]
214/499 4.32G 0.008199 0.007814 0.003142 64 640: 70%|####### | 118/168 [00:22<00:09, 5.19it/s]
214/499 4.32G 0.008199 0.007814 0.003142 64 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s]
214/499 4.32G 0.00819 0.007807 0.00313 67 640: 71%|####### | 119/168 [00:22<00:09, 5.27it/s]
214/499 4.32G 0.00819 0.007807 0.00313 67 640: 71%|#######1 | 120/168 [00:22<00:09, 5.33it/s]
214/499 4.32G 0.008199 0.007791 0.003136 60 640: 71%|#######1 | 120/168 [00:22<00:09, 5.33it/s]
214/499 4.32G 0.008199 0.007791 0.003136 60 640: 72%|#######2 | 121/168 [00:22<00:09, 5.21it/s]
214/499 4.32G 0.008208 0.007792 0.003153 74 640: 72%|#######2 | 121/168 [00:23<00:09, 5.21it/s]
214/499 4.32G 0.008208 0.007792 0.003153 74 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s]
214/499 4.32G 0.00822 0.007803 0.003185 69 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s]
214/499 4.32G 0.00822 0.007803 0.003185 69 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s]
214/499 4.32G 0.008228 0.007816 0.003176 77 640: 73%|#######3 | 123/168 [00:23<00:08, 5.34it/s]
214/499 4.32G 0.008228 0.007816 0.003176 77 640: 74%|#######3 | 124/168 [00:23<00:08, 5.22it/s]
214/499 4.32G 0.00823 0.007824 0.003178 65 640: 74%|#######3 | 124/168 [00:23<00:08, 5.22it/s]
214/499 4.32G 0.00823 0.007824 0.003178 65 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s]
214/499 4.32G 0.00824 0.007823 0.003167 65 640: 74%|#######4 | 125/168 [00:23<00:08, 5.31it/s]
214/499 4.32G 0.00824 0.007823 0.003167 65 640: 75%|#######5 | 126/168 [00:23<00:07, 5.37it/s]
214/499 4.32G 0.008231 0.007826 0.003156 80 640: 75%|#######5 | 126/168 [00:24<00:07, 5.37it/s]
214/499 4.32G 0.008231 0.007826 0.003156 80 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s]
214/499 4.32G 0.008225 0.007833 0.003157 70 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s]
214/499 4.32G 0.008225 0.007833 0.003157 70 640: 76%|#######6 | 128/168 [00:24<00:07, 5.31it/s]
214/499 4.32G 0.008222 0.007845 0.003157 79 640: 76%|#######6 | 128/168 [00:24<00:07, 5.31it/s]
214/499 4.32G 0.008222 0.007845 0.003157 79 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s]
214/499 4.32G 0.008224 0.007835 0.003146 61 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s]
214/499 4.32G 0.008224 0.007835 0.003146 61 640: 77%|#######7 | 130/168 [00:24<00:07, 5.23it/s]
214/499 4.32G 0.008229 0.00783 0.003142 67 640: 77%|#######7 | 130/168 [00:24<00:07, 5.23it/s]
214/499 4.32G 0.008229 0.00783 0.003142 67 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s]
214/499 4.32G 0.008223 0.007821 0.003145 53 640: 78%|#######7 | 131/168 [00:24<00:06, 5.31it/s]
214/499 4.32G 0.008223 0.007821 0.003145 53 640: 79%|#######8 | 132/168 [00:24<00:06, 5.39it/s]
214/499 4.32G 0.008221 0.007833 0.003134 72 640: 79%|#######8 | 132/168 [00:25<00:06, 5.39it/s]
214/499 4.32G 0.008221 0.007833 0.003134 72 640: 79%|#######9 | 133/168 [00:25<00:06, 5.23it/s]
214/499 4.32G 0.008216 0.007841 0.003133 81 640: 79%|#######9 | 133/168 [00:25<00:06, 5.23it/s]
214/499 4.32G 0.008216 0.007841 0.003133 81 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s]
214/499 4.32G 0.008214 0.007845 0.00314 63 640: 80%|#######9 | 134/168 [00:25<00:06, 5.32it/s]
214/499 4.32G 0.008214 0.007845 0.00314 63 640: 80%|######## | 135/168 [00:25<00:06, 5.35it/s]
214/499 4.32G 0.008217 0.00786 0.003143 83 640: 80%|######## | 135/168 [00:25<00:06, 5.35it/s]
214/499 4.32G 0.008217 0.00786 0.003143 83 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
214/499 4.32G 0.008223 0.007869 0.003141 67 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
214/499 4.32G 0.008223 0.007869 0.003141 67 640: 82%|########1 | 137/168 [00:25<00:05, 5.29it/s]
214/499 4.32G 0.008217 0.007852 0.003145 54 640: 82%|########1 | 137/168 [00:26<00:05, 5.29it/s]
214/499 4.32G 0.008217 0.007852 0.003145 54 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
214/499 4.32G 0.008231 0.007859 0.003143 75 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
214/499 4.32G 0.008231 0.007859 0.003143 75 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
214/499 4.32G 0.008232 0.007853 0.003134 51 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
214/499 4.32G 0.008232 0.007853 0.003134 51 640: 83%|########3 | 140/168 [00:26<00:05, 5.23it/s]
214/499 4.32G 0.008225 0.007843 0.003129 65 640: 83%|########3 | 140/168 [00:26<00:05, 5.23it/s]
214/499 4.32G 0.008225 0.007843 0.003129 65 640: 84%|########3 | 141/168 [00:26<00:05, 5.32it/s]
214/499 4.32G 0.008252 0.007874 0.00314 84 640: 84%|########3 | 141/168 [00:26<00:05, 5.32it/s]
214/499 4.32G 0.008252 0.007874 0.00314 84 640: 85%|########4 | 142/168 [00:26<00:04, 5.20it/s]
214/499 4.32G 0.008255 0.007871 0.003143 77 640: 85%|########4 | 142/168 [00:27<00:04, 5.20it/s]
214/499 4.32G 0.008255 0.007871 0.003143 77 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s]
214/499 4.32G 0.00825 0.007886 0.003127 83 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s]
214/499 4.32G 0.00825 0.007886 0.003127 83 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s]
214/499 4.32G 0.008251 0.007887 0.00312 71 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s]
214/499 4.32G 0.008251 0.007887 0.00312 71 640: 86%|########6 | 145/168 [00:27<00:04, 5.23it/s]
214/499 4.32G 0.008257 0.007884 0.003125 84 640: 86%|########6 | 145/168 [00:27<00:04, 5.23it/s]
214/499 4.32G 0.008257 0.007884 0.003125 84 640: 87%|########6 | 146/168 [00:27<00:04, 5.32it/s]
214/499 4.32G 0.008255 0.007878 0.003116 62 640: 87%|########6 | 146/168 [00:27<00:04, 5.32it/s]
214/499 4.32G 0.008255 0.007878 0.003116 62 640: 88%|########7 | 147/168 [00:27<00:03, 5.40it/s]
214/499 4.32G 0.008255 0.007873 0.003143 61 640: 88%|########7 | 147/168 [00:27<00:03, 5.40it/s]
214/499 4.32G 0.008255 0.007873 0.003143 61 640: 88%|########8 | 148/168 [00:27<00:03, 5.24it/s]
214/499 4.32G 0.008248 0.007868 0.003148 78 640: 88%|########8 | 148/168 [00:28<00:03, 5.24it/s]
214/499 4.32G 0.008248 0.007868 0.003148 78 640: 89%|########8 | 149/168 [00:28<00:03, 5.32it/s]
214/499 4.32G 0.008247 0.007864 0.003142 67 640: 89%|########8 | 149/168 [00:28<00:03, 5.32it/s]
214/499 4.32G 0.008247 0.007864 0.003142 67 640: 89%|########9 | 150/168 [00:28<00:03, 5.38it/s]
214/499 4.32G 0.008252 0.007868 0.003132 72 640: 89%|########9 | 150/168 [00:28<00:03, 5.38it/s]
214/499 4.32G 0.008252 0.007868 0.003132 72 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
214/499 4.32G 0.008247 0.007872 0.003142 80 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
214/499 4.32G 0.008247 0.007872 0.003142 80 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s]
214/499 4.32G 0.008243 0.007873 0.003126 63 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s]
214/499 4.32G 0.008243 0.007873 0.003126 63 640: 91%|#########1| 153/168 [00:28<00:02, 5.36it/s]
214/499 4.32G 0.008254 0.007874 0.003147 63 640: 91%|#########1| 153/168 [00:29<00:02, 5.36it/s]
214/499 4.32G 0.008254 0.007874 0.003147 63 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s]
214/499 4.32G 0.008253 0.00788 0.003147 67 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s]
214/499 4.32G 0.008253 0.00788 0.003147 67 640: 92%|#########2| 155/168 [00:29<00:02, 5.29it/s]
214/499 4.32G 0.008257 0.00788 0.003134 68 640: 92%|#########2| 155/168 [00:29<00:02, 5.29it/s]
214/499 4.32G 0.008257 0.00788 0.003134 68 640: 93%|#########2| 156/168 [00:29<00:02, 5.36it/s]
214/499 4.32G 0.008257 0.007891 0.003135 77 640: 93%|#########2| 156/168 [00:29<00:02, 5.36it/s]
214/499 4.32G 0.008257 0.007891 0.003135 77 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s]
214/499 4.32G 0.008252 0.00789 0.003127 70 640: 93%|#########3| 157/168 [00:29<00:02, 5.21it/s]
214/499 4.32G 0.008252 0.00789 0.003127 70 640: 94%|#########4| 158/168 [00:29<00:01, 5.30it/s]
214/499 4.32G 0.008259 0.007885 0.003127 66 640: 94%|#########4| 158/168 [00:30<00:01, 5.30it/s]
214/499 4.32G 0.008259 0.007885 0.003127 66 640: 95%|#########4| 159/168 [00:30<00:01, 5.37it/s]
214/499 4.32G 0.008257 0.007887 0.003131 71 640: 95%|#########4| 159/168 [00:30<00:01, 5.37it/s]
214/499 4.32G 0.008257 0.007887 0.003131 71 640: 95%|#########5| 160/168 [00:30<00:01, 5.14it/s]
214/499 4.32G 0.008258 0.007879 0.003122 64 640: 95%|#########5| 160/168 [00:30<00:01, 5.14it/s]
214/499 4.32G 0.008258 0.007879 0.003122 64 640: 96%|#########5| 161/168 [00:30<00:01, 5.24it/s]
214/499 4.32G 0.008251 0.007876 0.003131 70 640: 96%|#########5| 161/168 [00:30<00:01, 5.24it/s]
214/499 4.32G 0.008251 0.007876 0.003131 70 640: 96%|#########6| 162/168 [00:30<00:01, 5.29it/s]
214/499 4.32G 0.008247 0.007881 0.003143 70 640: 96%|#########6| 162/168 [00:30<00:01, 5.29it/s]
214/499 4.32G 0.008247 0.007881 0.003143 70 640: 97%|#########7| 163/168 [00:30<00:00, 5.18it/s]
214/499 4.32G 0.008248 0.007894 0.003151 89 640: 97%|#########7| 163/168 [00:31<00:00, 5.18it/s]
214/499 4.32G 0.008248 0.007894 0.003151 89 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s]
214/499 4.32G 0.008248 0.007896 0.00315 83 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s]
214/499 4.32G 0.008248 0.007896 0.00315 83 640: 98%|#########8| 165/168 [00:31<00:00, 5.29it/s]
214/499 4.32G 0.00825 0.007907 0.003138 80 640: 98%|#########8| 165/168 [00:31<00:00, 5.29it/s]
214/499 4.32G 0.00825 0.007907 0.003138 80 640: 99%|#########8| 166/168 [00:31<00:00, 5.18it/s]
214/499 4.32G 0.008249 0.007898 0.003129 49 640: 99%|#########8| 166/168 [00:31<00:00, 5.18it/s]
214/499 4.32G 0.008249 0.007898 0.003129 49 640: 99%|#########9| 167/168 [00:31<00:00, 5.28it/s]
214/499 4.32G 0.008247 0.007913 0.00313 30 640: 99%|#########9| 167/168 [00:31<00:00, 5.28it/s]
214/499 4.32G 0.008247 0.007913 0.00313 30 640: 100%|##########| 168/168 [00:31<00:00, 5.46it/s]
214/499 4.32G 0.008247 0.007913 0.00313 30 640: 100%|##########| 168/168 [00:31<00:00, 5.29it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.96it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s]
all 132 263 0.843 0.849 0.874 0.762
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
215/499 4.32G 0.009809 0.008859 0.003004 65 640: 0%| | 0/168 [00:00<?, ?it/s]
215/499 4.32G 0.009809 0.008859 0.003004 65 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
215/499 4.32G 0.008839 0.008282 0.003369 67 640: 1%| | 1/168 [00:00<00:33, 4.98it/s]
215/499 4.32G 0.008839 0.008282 0.003369 67 640: 1%|1 | 2/168 [00:00<00:31, 5.25it/s]
215/499 4.32G 0.008798 0.008574 0.002981 70 640: 1%|1 | 2/168 [00:00<00:31, 5.25it/s]
215/499 4.32G 0.008798 0.008574 0.002981 70 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s]
215/499 4.32G 0.009307 0.008774 0.002927 76 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s]
215/499 4.32G 0.009307 0.008774 0.002927 76 640: 2%|2 | 4/168 [00:00<00:31, 5.20it/s]
215/499 4.32G 0.00922 0.008399 0.00291 67 640: 2%|2 | 4/168 [00:00<00:31, 5.20it/s]
215/499 4.32G 0.00922 0.008399 0.00291 67 640: 3%|2 | 5/168 [00:00<00:30, 5.31it/s]
215/499 4.32G 0.009127 0.008091 0.003073 59 640: 3%|2 | 5/168 [00:01<00:30, 5.31it/s]
215/499 4.32G 0.009127 0.008091 0.003073 59 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s]
215/499 4.32G 0.00892 0.007859 0.002942 64 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s]
215/499 4.32G 0.00892 0.007859 0.002942 64 640: 4%|4 | 7/168 [00:01<00:30, 5.22it/s]
215/499 4.32G 0.008948 0.00783 0.002997 62 640: 4%|4 | 7/168 [00:01<00:30, 5.22it/s]
215/499 4.32G 0.008948 0.00783 0.002997 62 640: 5%|4 | 8/168 [00:01<00:30, 5.32it/s]
215/499 4.32G 0.008843 0.007824 0.002843 74 640: 5%|4 | 8/168 [00:01<00:30, 5.32it/s]
215/499 4.32G 0.008843 0.007824 0.002843 74 640: 5%|5 | 9/168 [00:01<00:29, 5.40it/s]
215/499 4.32G 0.008802 0.00786 0.002888 80 640: 5%|5 | 9/168 [00:01<00:29, 5.40it/s]
215/499 4.32G 0.008802 0.00786 0.002888 80 640: 6%|5 | 10/168 [00:01<00:30, 5.25it/s]
215/499 4.32G 0.008817 0.007827 0.002922 65 640: 6%|5 | 10/168 [00:02<00:30, 5.25it/s]
215/499 4.32G 0.008817 0.007827 0.002922 65 640: 7%|6 | 11/168 [00:02<00:29, 5.32it/s]
215/499 4.32G 0.008757 0.007865 0.002912 72 640: 7%|6 | 11/168 [00:02<00:29, 5.32it/s]
215/499 4.32G 0.008757 0.007865 0.002912 72 640: 7%|7 | 12/168 [00:02<00:28, 5.39it/s]
215/499 4.32G 0.008797 0.007904 0.002963 73 640: 7%|7 | 12/168 [00:02<00:28, 5.39it/s]
215/499 4.32G 0.008797 0.007904 0.002963 73 640: 8%|7 | 13/168 [00:02<00:29, 5.24it/s]
215/499 4.32G 0.008699 0.007785 0.003153 71 640: 8%|7 | 13/168 [00:02<00:29, 5.24it/s]
215/499 4.32G 0.008699 0.007785 0.003153 71 640: 8%|8 | 14/168 [00:02<00:28, 5.32it/s]
215/499 4.32G 0.008671 0.007903 0.003189 83 640: 8%|8 | 14/168 [00:02<00:28, 5.32it/s]
215/499 4.32G 0.008671 0.007903 0.003189 83 640: 9%|8 | 15/168 [00:02<00:28, 5.37it/s]
215/499 4.32G 0.008576 0.007832 0.003034 58 640: 9%|8 | 15/168 [00:03<00:28, 5.37it/s]
215/499 4.32G 0.008576 0.007832 0.003034 58 640: 10%|9 | 16/168 [00:03<00:28, 5.24it/s]
215/499 4.32G 0.008559 0.007916 0.003065 76 640: 10%|9 | 16/168 [00:03<00:28, 5.24it/s]
215/499 4.32G 0.008559 0.007916 0.003065 76 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s]
215/499 4.32G 0.008498 0.007902 0.002938 59 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s]
215/499 4.32G 0.008498 0.007902 0.002938 59 640: 11%|# | 18/168 [00:03<00:28, 5.36it/s]
215/499 4.32G 0.008489 0.007859 0.002921 54 640: 11%|# | 18/168 [00:03<00:28, 5.36it/s]
215/499 4.32G 0.008489 0.007859 0.002921 54 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s]
215/499 4.32G 0.008452 0.00787 0.00278 62 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s]
215/499 4.32G 0.008452 0.00787 0.00278 62 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
215/499 4.32G 0.008509 0.007888 0.002892 67 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
215/499 4.32G 0.008509 0.007888 0.002892 67 640: 12%|#2 | 21/168 [00:03<00:27, 5.36it/s]
215/499 4.32G 0.008476 0.007811 0.002876 64 640: 12%|#2 | 21/168 [00:04<00:27, 5.36it/s]
215/499 4.32G 0.008476 0.007811 0.002876 64 640: 13%|#3 | 22/168 [00:04<00:27, 5.23it/s]
215/499 4.32G 0.008606 0.007813 0.003158 60 640: 13%|#3 | 22/168 [00:04<00:27, 5.23it/s]
215/499 4.32G 0.008606 0.007813 0.003158 60 640: 14%|#3 | 23/168 [00:04<00:27, 5.32it/s]
215/499 4.32G 0.008572 0.007859 0.003077 73 640: 14%|#3 | 23/168 [00:04<00:27, 5.32it/s]
215/499 4.32G 0.008572 0.007859 0.003077 73 640: 14%|#4 | 24/168 [00:04<00:26, 5.40it/s]
215/499 4.32G 0.00853 0.007864 0.003035 77 640: 14%|#4 | 24/168 [00:04<00:26, 5.40it/s]
215/499 4.32G 0.00853 0.007864 0.003035 77 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
215/499 4.32G 0.008533 0.007787 0.003006 45 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
215/499 4.32G 0.008533 0.007787 0.003006 45 640: 15%|#5 | 26/168 [00:04<00:26, 5.28it/s]
215/499 4.32G 0.008487 0.007741 0.003022 68 640: 15%|#5 | 26/168 [00:05<00:26, 5.28it/s]
215/499 4.32G 0.008487 0.007741 0.003022 68 640: 16%|#6 | 27/168 [00:05<00:26, 5.32it/s]
215/499 4.32G 0.008448 0.007704 0.002987 62 640: 16%|#6 | 27/168 [00:05<00:26, 5.32it/s]
215/499 4.32G 0.008448 0.007704 0.002987 62 640: 17%|#6 | 28/168 [00:05<00:27, 5.16it/s]
215/499 4.32G 0.008467 0.007687 0.002931 67 640: 17%|#6 | 28/168 [00:05<00:27, 5.16it/s]
215/499 4.32G 0.008467 0.007687 0.002931 67 640: 17%|#7 | 29/168 [00:05<00:26, 5.25it/s]
215/499 4.32G 0.008514 0.007744 0.002948 76 640: 17%|#7 | 29/168 [00:05<00:26, 5.25it/s]
215/499 4.32G 0.008514 0.007744 0.002948 76 640: 18%|#7 | 30/168 [00:05<00:26, 5.24it/s]
215/499 4.32G 0.008486 0.007819 0.002944 73 640: 18%|#7 | 30/168 [00:05<00:26, 5.24it/s]
215/499 4.32G 0.008486 0.007819 0.002944 73 640: 18%|#8 | 31/168 [00:05<00:26, 5.12it/s]
215/499 4.32G 0.00847 0.007891 0.002984 83 640: 18%|#8 | 31/168 [00:06<00:26, 5.12it/s]
215/499 4.32G 0.00847 0.007891 0.002984 83 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s]
215/499 4.32G 0.008464 0.007909 0.003032 73 640: 19%|#9 | 32/168 [00:06<00:25, 5.25it/s]
215/499 4.32G 0.008464 0.007909 0.003032 73 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s]
215/499 4.32G 0.008421 0.007922 0.003002 68 640: 20%|#9 | 33/168 [00:06<00:25, 5.33it/s]
215/499 4.32G 0.008421 0.007922 0.003002 68 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s]
215/499 4.32G 0.008408 0.007928 0.003 71 640: 20%|## | 34/168 [00:06<00:25, 5.20it/s]
215/499 4.32G 0.008408 0.007928 0.003 71 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s]
215/499 4.32G 0.008353 0.007931 0.00305 66 640: 21%|## | 35/168 [00:06<00:25, 5.28it/s]
215/499 4.32G 0.008353 0.007931 0.00305 66 640: 21%|##1 | 36/168 [00:06<00:24, 5.34it/s]
215/499 4.32G 0.008311 0.007893 0.003059 67 640: 21%|##1 | 36/168 [00:07<00:24, 5.34it/s]
215/499 4.32G 0.008311 0.007893 0.003059 67 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s]
215/499 4.32G 0.008316 0.007882 0.003034 67 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s]
215/499 4.32G 0.008316 0.007882 0.003034 67 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s]
215/499 4.32G 0.008326 0.007967 0.002973 85 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s]
215/499 4.32G 0.008326 0.007967 0.002973 85 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
215/499 4.32G 0.00831 0.007978 0.002978 67 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
215/499 4.32G 0.00831 0.007978 0.002978 67 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
215/499 4.32G 0.008296 0.007924 0.003001 65 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
215/499 4.32G 0.008296 0.007924 0.003001 65 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
215/499 4.32G 0.00828 0.007913 0.002995 71 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
215/499 4.32G 0.00828 0.007913 0.002995 71 640: 25%|##5 | 42/168 [00:07<00:23, 5.37it/s]
215/499 4.32G 0.008293 0.007885 0.002933 61 640: 25%|##5 | 42/168 [00:08<00:23, 5.37it/s]
215/499 4.32G 0.008293 0.007885 0.002933 61 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
215/499 4.32G 0.008286 0.00788 0.00294 66 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
215/499 4.32G 0.008286 0.00788 0.00294 66 640: 26%|##6 | 44/168 [00:08<00:23, 5.32it/s]
215/499 4.32G 0.008289 0.007899 0.002998 77 640: 26%|##6 | 44/168 [00:08<00:23, 5.32it/s]
215/499 4.32G 0.008289 0.007899 0.002998 77 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s]
215/499 4.32G 0.008278 0.007887 0.002951 56 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s]
215/499 4.32G 0.008278 0.007887 0.002951 56 640: 27%|##7 | 46/168 [00:08<00:23, 5.23it/s]
215/499 4.32G 0.008345 0.007942 0.00296 64 640: 27%|##7 | 46/168 [00:08<00:23, 5.23it/s]
215/499 4.32G 0.008345 0.007942 0.00296 64 640: 28%|##7 | 47/168 [00:08<00:22, 5.32it/s]
215/499 4.32G 0.008326 0.007895 0.002994 68 640: 28%|##7 | 47/168 [00:09<00:22, 5.32it/s]
215/499 4.32G 0.008326 0.007895 0.002994 68 640: 29%|##8 | 48/168 [00:09<00:22, 5.40it/s]
215/499 4.32G 0.008325 0.007889 0.002991 71 640: 29%|##8 | 48/168 [00:09<00:22, 5.40it/s]
215/499 4.32G 0.008325 0.007889 0.002991 71 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s]
215/499 4.32G 0.008321 0.007898 0.002987 70 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s]
215/499 4.32G 0.008321 0.007898 0.002987 70 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s]
215/499 4.32G 0.008324 0.0079 0.002987 62 640: 30%|##9 | 50/168 [00:09<00:22, 5.27it/s]
215/499 4.32G 0.008324 0.0079 0.002987 62 640: 30%|### | 51/168 [00:09<00:22, 5.31it/s]
215/499 4.32G 0.008299 0.007867 0.002984 69 640: 30%|### | 51/168 [00:09<00:22, 5.31it/s]
215/499 4.32G 0.008299 0.007867 0.002984 69 640: 31%|### | 52/168 [00:09<00:22, 5.19it/s]
215/499 4.32G 0.008326 0.007844 0.003004 59 640: 31%|### | 52/168 [00:10<00:22, 5.19it/s]
215/499 4.32G 0.008326 0.007844 0.003004 59 640: 32%|###1 | 53/168 [00:10<00:21, 5.23it/s]
215/499 4.32G 0.008332 0.007886 0.003007 72 640: 32%|###1 | 53/168 [00:10<00:21, 5.23it/s]
215/499 4.32G 0.008332 0.007886 0.003007 72 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s]
215/499 4.32G 0.008359 0.007889 0.00301 64 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s]
215/499 4.32G 0.008359 0.007889 0.00301 64 640: 33%|###2 | 55/168 [00:10<00:22, 5.13it/s]
215/499 4.32G 0.008365 0.007913 0.003029 72 640: 33%|###2 | 55/168 [00:10<00:22, 5.13it/s]
215/499 4.32G 0.008365 0.007913 0.003029 72 640: 33%|###3 | 56/168 [00:10<00:21, 5.24it/s]
215/499 4.32G 0.00837 0.007911 0.003006 65 640: 33%|###3 | 56/168 [00:10<00:21, 5.24it/s]
215/499 4.32G 0.00837 0.007911 0.003006 65 640: 34%|###3 | 57/168 [00:10<00:20, 5.32it/s]
215/499 4.32G 0.008371 0.007881 0.003014 69 640: 34%|###3 | 57/168 [00:10<00:20, 5.32it/s]
215/499 4.32G 0.008371 0.007881 0.003014 69 640: 35%|###4 | 58/168 [00:10<00:21, 5.20it/s]
215/499 4.32G 0.008371 0.007905 0.002979 68 640: 35%|###4 | 58/168 [00:11<00:21, 5.20it/s]
215/499 4.32G 0.008371 0.007905 0.002979 68 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
215/499 4.32G 0.008379 0.007924 0.002955 62 640: 35%|###5 | 59/168 [00:11<00:20, 5.29it/s]
215/499 4.32G 0.008379 0.007924 0.002955 62 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s]
215/499 4.32G 0.008359 0.007923 0.002949 66 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s]
215/499 4.32G 0.008359 0.007923 0.002949 66 640: 36%|###6 | 61/168 [00:11<00:20, 5.24it/s]
215/499 4.32G 0.008372 0.007929 0.002923 74 640: 36%|###6 | 61/168 [00:11<00:20, 5.24it/s]
215/499 4.32G 0.008372 0.007929 0.002923 74 640: 37%|###6 | 62/168 [00:11<00:19, 5.31it/s]
215/499 4.32G 0.008372 0.007922 0.002925 64 640: 37%|###6 | 62/168 [00:11<00:19, 5.31it/s]
215/499 4.32G 0.008372 0.007922 0.002925 64 640: 38%|###7 | 63/168 [00:11<00:19, 5.36it/s]
215/499 4.32G 0.008358 0.007919 0.002944 64 640: 38%|###7 | 63/168 [00:12<00:19, 5.36it/s]
215/499 4.32G 0.008358 0.007919 0.002944 64 640: 38%|###8 | 64/168 [00:12<00:19, 5.22it/s]
215/499 4.32G 0.008339 0.007893 0.002966 69 640: 38%|###8 | 64/168 [00:12<00:19, 5.22it/s]
215/499 4.32G 0.008339 0.007893 0.002966 69 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s]
215/499 4.32G 0.008339 0.007894 0.002951 65 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s]
215/499 4.32G 0.008339 0.007894 0.002951 65 640: 39%|###9 | 66/168 [00:12<00:18, 5.38it/s]
215/499 4.32G 0.008353 0.007903 0.002978 65 640: 39%|###9 | 66/168 [00:12<00:18, 5.38it/s]
215/499 4.32G 0.008353 0.007903 0.002978 65 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s]
215/499 4.32G 0.008349 0.0079 0.002961 74 640: 40%|###9 | 67/168 [00:12<00:19, 5.23it/s]
215/499 4.32G 0.008349 0.0079 0.002961 74 640: 40%|#### | 68/168 [00:12<00:18, 5.32it/s]
215/499 4.32G 0.00835 0.007943 0.002993 91 640: 40%|#### | 68/168 [00:13<00:18, 5.32it/s]
215/499 4.32G 0.00835 0.007943 0.002993 91 640: 41%|####1 | 69/168 [00:13<00:18, 5.38it/s]
215/499 4.32G 0.008345 0.007978 0.00299 88 640: 41%|####1 | 69/168 [00:13<00:18, 5.38it/s]
215/499 4.32G 0.008345 0.007978 0.00299 88 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s]
215/499 4.32G 0.008326 0.007962 0.002963 65 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s]
215/499 4.32G 0.008326 0.007962 0.002963 65 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s]
215/499 4.32G 0.008323 0.007963 0.00304 69 640: 42%|####2 | 71/168 [00:13<00:18, 5.29it/s]
215/499 4.32G 0.008323 0.007963 0.00304 69 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s]
215/499 4.32G 0.008317 0.007972 0.00304 69 640: 43%|####2 | 72/168 [00:13<00:17, 5.36it/s]
215/499 4.32G 0.008317 0.007972 0.00304 69 640: 43%|####3 | 73/168 [00:13<00:18, 5.20it/s]
215/499 4.32G 0.008315 0.007981 0.00303 79 640: 43%|####3 | 73/168 [00:14<00:18, 5.20it/s]
215/499 4.32G 0.008315 0.007981 0.00303 79 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s]
215/499 4.32G 0.008312 0.007985 0.003027 70 640: 44%|####4 | 74/168 [00:14<00:17, 5.28it/s]
215/499 4.32G 0.008312 0.007985 0.003027 70 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s]
215/499 4.32G 0.008328 0.008007 0.003019 81 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s]
215/499 4.32G 0.008328 0.008007 0.003019 81 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s]
215/499 4.32G 0.008295 0.007965 0.003045 61 640: 45%|####5 | 76/168 [00:14<00:17, 5.21it/s]
215/499 4.32G 0.008295 0.007965 0.003045 61 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s]
215/499 4.32G 0.008328 0.007961 0.003032 60 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s]
215/499 4.32G 0.008328 0.007961 0.003032 60 640: 46%|####6 | 78/168 [00:14<00:16, 5.35it/s]
215/499 4.32G 0.008318 0.007945 0.003039 55 640: 46%|####6 | 78/168 [00:14<00:16, 5.35it/s]
215/499 4.32G 0.008318 0.007945 0.003039 55 640: 47%|####7 | 79/168 [00:14<00:17, 5.21it/s]
215/499 4.32G 0.008328 0.007972 0.003025 89 640: 47%|####7 | 79/168 [00:15<00:17, 5.21it/s]
215/499 4.32G 0.008328 0.007972 0.003025 89 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
215/499 4.32G 0.008331 0.007977 0.003019 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
215/499 4.32G 0.008331 0.007977 0.003019 70 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
215/499 4.32G 0.008325 0.007955 0.00301 47 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
215/499 4.32G 0.008325 0.007955 0.00301 47 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
215/499 4.32G 0.008304 0.007918 0.002997 51 640: 49%|####8 | 82/168 [00:15<00:16, 5.21it/s]
215/499 4.32G 0.008304 0.007918 0.002997 51 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s]
215/499 4.32G 0.008313 0.007911 0.002995 66 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s]
215/499 4.32G 0.008313 0.007911 0.002995 66 640: 50%|##### | 84/168 [00:15<00:15, 5.34it/s]
215/499 4.32G 0.008321 0.007884 0.003036 59 640: 50%|##### | 84/168 [00:16<00:15, 5.34it/s]
215/499 4.32G 0.008321 0.007884 0.003036 59 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s]
215/499 4.32G 0.008314 0.007882 0.003017 71 640: 51%|##### | 85/168 [00:16<00:15, 5.22it/s]
215/499 4.32G 0.008314 0.007882 0.003017 71 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s]
215/499 4.32G 0.008322 0.007877 0.003032 66 640: 51%|#####1 | 86/168 [00:16<00:15, 5.30it/s]
215/499 4.32G 0.008322 0.007877 0.003032 66 640: 52%|#####1 | 87/168 [00:16<00:15, 5.28it/s]
215/499 4.32G 0.008328 0.007874 0.003069 69 640: 52%|#####1 | 87/168 [00:16<00:15, 5.28it/s]
215/499 4.32G 0.008328 0.007874 0.003069 69 640: 52%|#####2 | 88/168 [00:16<00:15, 5.16it/s]
215/499 4.32G 0.008349 0.007907 0.003056 76 640: 52%|#####2 | 88/168 [00:16<00:15, 5.16it/s]
215/499 4.32G 0.008349 0.007907 0.003056 76 640: 53%|#####2 | 89/168 [00:16<00:14, 5.28it/s]
215/499 4.32G 0.008348 0.007913 0.003075 66 640: 53%|#####2 | 89/168 [00:17<00:14, 5.28it/s]
215/499 4.32G 0.008348 0.007913 0.003075 66 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s]
215/499 4.32G 0.008352 0.007941 0.003058 81 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s]
215/499 4.32G 0.008352 0.007941 0.003058 81 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s]
215/499 4.32G 0.008353 0.00795 0.003082 69 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s]
215/499 4.32G 0.008353 0.00795 0.003082 69 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s]
215/499 4.32G 0.008352 0.007945 0.003071 73 640: 55%|#####4 | 92/168 [00:17<00:14, 5.31it/s]
215/499 4.32G 0.008352 0.007945 0.003071 73 640: 55%|#####5 | 93/168 [00:17<00:13, 5.38it/s]
215/499 4.32G 0.00836 0.007979 0.003062 98 640: 55%|#####5 | 93/168 [00:17<00:13, 5.38it/s]
215/499 4.32G 0.00836 0.007979 0.003062 98 640: 56%|#####5 | 94/168 [00:17<00:14, 5.25it/s]
215/499 4.32G 0.008363 0.007989 0.003077 79 640: 56%|#####5 | 94/168 [00:17<00:14, 5.25it/s]
215/499 4.32G 0.008363 0.007989 0.003077 79 640: 57%|#####6 | 95/168 [00:17<00:13, 5.32it/s]
215/499 4.32G 0.00837 0.008 0.003062 74 640: 57%|#####6 | 95/168 [00:18<00:13, 5.32it/s]
215/499 4.32G 0.00837 0.008 0.003062 74 640: 57%|#####7 | 96/168 [00:18<00:13, 5.38it/s]
215/499 4.32G 0.008364 0.007997 0.003066 63 640: 57%|#####7 | 96/168 [00:18<00:13, 5.38it/s]
215/499 4.32G 0.008364 0.007997 0.003066 63 640: 58%|#####7 | 97/168 [00:18<00:13, 5.23it/s]
215/499 4.32G 0.00838 0.008002 0.003062 63 640: 58%|#####7 | 97/168 [00:18<00:13, 5.23it/s]
215/499 4.32G 0.00838 0.008002 0.003062 63 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s]
215/499 4.32G 0.008383 0.008002 0.003052 71 640: 58%|#####8 | 98/168 [00:18<00:13, 5.31it/s]
215/499 4.32G 0.008383 0.008002 0.003052 71 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s]
215/499 4.32G 0.008371 0.007994 0.003043 69 640: 59%|#####8 | 99/168 [00:18<00:12, 5.37it/s]
215/499 4.32G 0.008371 0.007994 0.003043 69 640: 60%|#####9 | 100/168 [00:18<00:12, 5.25it/s]
215/499 4.32G 0.00836 0.007983 0.003021 62 640: 60%|#####9 | 100/168 [00:19<00:12, 5.25it/s]
215/499 4.32G 0.00836 0.007983 0.003021 62 640: 60%|###### | 101/168 [00:19<00:12, 5.33it/s]
215/499 4.32G 0.008364 0.008016 0.003017 99 640: 60%|###### | 101/168 [00:19<00:12, 5.33it/s]
215/499 4.32G 0.008364 0.008016 0.003017 99 640: 61%|###### | 102/168 [00:19<00:12, 5.41it/s]
215/499 4.32G 0.008374 0.008042 0.003001 80 640: 61%|###### | 102/168 [00:19<00:12, 5.41it/s]
215/499 4.32G 0.008374 0.008042 0.003001 80 640: 61%|######1 | 103/168 [00:19<00:12, 5.25it/s]
215/499 4.32G 0.008356 0.008044 0.002995 81 640: 61%|######1 | 103/168 [00:19<00:12, 5.25it/s]
215/499 4.32G 0.008356 0.008044 0.002995 81 640: 62%|######1 | 104/168 [00:19<00:12, 5.33it/s]
215/499 4.32G 0.008363 0.008066 0.003001 71 640: 62%|######1 | 104/168 [00:19<00:12, 5.33it/s]
215/499 4.32G 0.008363 0.008066 0.003001 71 640: 62%|######2 | 105/168 [00:19<00:11, 5.39it/s]
215/499 4.32G 0.008362 0.008055 0.003006 67 640: 62%|######2 | 105/168 [00:20<00:11, 5.39it/s]
215/499 4.32G 0.008362 0.008055 0.003006 67 640: 63%|######3 | 106/168 [00:20<00:11, 5.23it/s]
215/499 4.32G 0.008356 0.008053 0.002998 70 640: 63%|######3 | 106/168 [00:20<00:11, 5.23it/s]
215/499 4.32G 0.008356 0.008053 0.002998 70 640: 64%|######3 | 107/168 [00:20<00:11, 5.32it/s]
215/499 4.32G 0.008353 0.008082 0.002991 70 640: 64%|######3 | 107/168 [00:20<00:11, 5.32it/s]
215/499 4.32G 0.008353 0.008082 0.002991 70 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s]
215/499 4.32G 0.008335 0.008059 0.003008 51 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s]
215/499 4.32G 0.008335 0.008059 0.003008 51 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s]
215/499 4.32G 0.008334 0.008054 0.002998 62 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s]
215/499 4.32G 0.008334 0.008054 0.002998 62 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s]
215/499 4.32G 0.008328 0.008046 0.003017 63 640: 65%|######5 | 110/168 [00:20<00:10, 5.30it/s]
215/499 4.32G 0.008328 0.008046 0.003017 63 640: 66%|######6 | 111/168 [00:20<00:10, 5.37it/s]
215/499 4.32G 0.008322 0.008043 0.003009 64 640: 66%|######6 | 111/168 [00:21<00:10, 5.37it/s]
215/499 4.32G 0.008322 0.008043 0.003009 64 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s]
215/499 4.32G 0.008318 0.008054 0.003012 73 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s]
215/499 4.32G 0.008318 0.008054 0.003012 73 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s]
215/499 4.32G 0.00831 0.008047 0.003 75 640: 67%|######7 | 113/168 [00:21<00:10, 5.30it/s]
215/499 4.32G 0.00831 0.008047 0.003 75 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s]
215/499 4.32G 0.008313 0.008058 0.002989 70 640: 68%|######7 | 114/168 [00:21<00:10, 5.36it/s]
215/499 4.32G 0.008313 0.008058 0.002989 70 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s]
215/499 4.32G 0.008305 0.008068 0.002991 81 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s]
215/499 4.32G 0.008305 0.008068 0.002991 81 640: 69%|######9 | 116/168 [00:21<00:09, 5.27it/s]
215/499 4.32G 0.00831 0.008055 0.002979 61 640: 69%|######9 | 116/168 [00:22<00:09, 5.27it/s]
215/499 4.32G 0.00831 0.008055 0.002979 61 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s]
215/499 4.32G 0.008295 0.008043 0.002973 60 640: 70%|######9 | 117/168 [00:22<00:09, 5.34it/s]
215/499 4.32G 0.008295 0.008043 0.002973 60 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s]
215/499 4.32G 0.008291 0.008026 0.002981 61 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s]
215/499 4.32G 0.008291 0.008026 0.002981 61 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s]
215/499 4.32G 0.0083 0.00801 0.002977 55 640: 71%|####### | 119/168 [00:22<00:09, 5.28it/s]
215/499 4.32G 0.0083 0.00801 0.002977 55 640: 71%|#######1 | 120/168 [00:22<00:08, 5.35it/s]
215/499 4.32G 0.008311 0.008005 0.003002 65 640: 71%|#######1 | 120/168 [00:22<00:08, 5.35it/s]
215/499 4.32G 0.008311 0.008005 0.003002 65 640: 72%|#######2 | 121/168 [00:22<00:09, 5.21it/s]
215/499 4.32G 0.008307 0.007995 0.002985 67 640: 72%|#######2 | 121/168 [00:23<00:09, 5.21it/s]
215/499 4.32G 0.008307 0.007995 0.002985 67 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s]
215/499 4.32G 0.008311 0.007983 0.002981 64 640: 73%|#######2 | 122/168 [00:23<00:08, 5.29it/s]
215/499 4.32G 0.008311 0.007983 0.002981 64 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s]
215/499 4.32G 0.008322 0.007981 0.002982 72 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s]
215/499 4.32G 0.008322 0.007981 0.002982 72 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
215/499 4.32G 0.00832 0.007969 0.002996 63 640: 74%|#######3 | 124/168 [00:23<00:08, 5.21it/s]
215/499 4.32G 0.00832 0.007969 0.002996 63 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s]
215/499 4.32G 0.008318 0.007965 0.002997 72 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s]
215/499 4.32G 0.008318 0.007965 0.002997 72 640: 75%|#######5 | 126/168 [00:23<00:07, 5.34it/s]
215/499 4.32G 0.008319 0.007971 0.002992 72 640: 75%|#######5 | 126/168 [00:24<00:07, 5.34it/s]
215/499 4.32G 0.008319 0.007971 0.002992 72 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s]
215/499 4.32G 0.008322 0.007967 0.002996 67 640: 76%|#######5 | 127/168 [00:24<00:07, 5.20it/s]
215/499 4.32G 0.008322 0.007967 0.002996 67 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s]
215/499 4.32G 0.00832 0.007951 0.003033 59 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s]
215/499 4.32G 0.00832 0.007951 0.003033 59 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s]
215/499 4.32G 0.008313 0.007954 0.003058 73 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s]
215/499 4.32G 0.008313 0.007954 0.003058 73 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s]
215/499 4.32G 0.008322 0.007952 0.003056 73 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s]
215/499 4.32G 0.008322 0.007952 0.003056 73 640: 78%|#######7 | 131/168 [00:24<00:06, 5.30it/s]
215/499 4.32G 0.008316 0.007948 0.003034 65 640: 78%|#######7 | 131/168 [00:24<00:06, 5.30it/s]
215/499 4.32G 0.008316 0.007948 0.003034 65 640: 79%|#######8 | 132/168 [00:24<00:06, 5.35it/s]
215/499 4.32G 0.00833 0.007947 0.003055 69 640: 79%|#######8 | 132/168 [00:25<00:06, 5.35it/s]
215/499 4.32G 0.00833 0.007947 0.003055 69 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s]
215/499 4.32G 0.00834 0.00794 0.003055 64 640: 79%|#######9 | 133/168 [00:25<00:06, 5.21it/s]
215/499 4.32G 0.00834 0.00794 0.003055 64 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
215/499 4.32G 0.00835 0.007929 0.003039 61 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
215/499 4.32G 0.00835 0.007929 0.003039 61 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s]
215/499 4.32G 0.008347 0.007915 0.003039 64 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s]
215/499 4.32G 0.008347 0.007915 0.003039 64 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s]
215/499 4.32G 0.008352 0.007946 0.00304 96 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s]
215/499 4.32G 0.008352 0.007946 0.00304 96 640: 82%|########1 | 137/168 [00:25<00:05, 5.29it/s]
215/499 4.32G 0.008357 0.00794 0.003047 61 640: 82%|########1 | 137/168 [00:26<00:05, 5.29it/s]
215/499 4.32G 0.008357 0.00794 0.003047 61 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s]
215/499 4.32G 0.008351 0.007938 0.003035 70 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s]
215/499 4.32G 0.008351 0.007938 0.003035 70 640: 83%|########2 | 139/168 [00:26<00:05, 5.24it/s]
215/499 4.32G 0.008363 0.007937 0.003032 58 640: 83%|########2 | 139/168 [00:26<00:05, 5.24it/s]
215/499 4.32G 0.008363 0.007937 0.003032 58 640: 83%|########3 | 140/168 [00:26<00:05, 5.33it/s]
215/499 4.32G 0.008363 0.007927 0.003029 60 640: 83%|########3 | 140/168 [00:26<00:05, 5.33it/s]
215/499 4.32G 0.008363 0.007927 0.003029 60 640: 84%|########3 | 141/168 [00:26<00:05, 5.32it/s]
215/499 4.32G 0.008357 0.007922 0.003022 68 640: 84%|########3 | 141/168 [00:26<00:05, 5.32it/s]
215/499 4.32G 0.008357 0.007922 0.003022 68 640: 85%|########4 | 142/168 [00:26<00:05, 5.16it/s]
215/499 4.32G 0.00836 0.007938 0.003013 88 640: 85%|########4 | 142/168 [00:27<00:05, 5.16it/s]
215/499 4.32G 0.00836 0.007938 0.003013 88 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s]
215/499 4.32G 0.008356 0.007935 0.003009 78 640: 85%|########5 | 143/168 [00:27<00:04, 5.26it/s]
215/499 4.32G 0.008356 0.007935 0.003009 78 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s]
215/499 4.32G 0.008359 0.007949 0.003009 84 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s]
215/499 4.32G 0.008359 0.007949 0.003009 84 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s]
215/499 4.32G 0.008347 0.007942 0.003028 58 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s]
215/499 4.32G 0.008347 0.007942 0.003028 58 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s]
215/499 4.32G 0.008349 0.007945 0.003017 66 640: 87%|########6 | 146/168 [00:27<00:04, 5.25it/s]
215/499 4.32G 0.008349 0.007945 0.003017 66 640: 88%|########7 | 147/168 [00:27<00:03, 5.32it/s]
215/499 4.32G 0.008339 0.007952 0.003017 75 640: 88%|########7 | 147/168 [00:28<00:03, 5.32it/s]
215/499 4.32G 0.008339 0.007952 0.003017 75 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s]
215/499 4.32G 0.008334 0.007949 0.003009 63 640: 88%|########8 | 148/168 [00:28<00:03, 5.20it/s]
215/499 4.32G 0.008334 0.007949 0.003009 63 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s]
215/499 4.32G 0.00835 0.007948 0.003007 64 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s]
215/499 4.32G 0.00835 0.007948 0.003007 64 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s]
215/499 4.32G 0.008349 0.007947 0.003012 63 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s]
215/499 4.32G 0.008349 0.007947 0.003012 63 640: 90%|########9 | 151/168 [00:28<00:03, 5.22it/s]
215/499 4.32G 0.008345 0.007958 0.00301 79 640: 90%|########9 | 151/168 [00:28<00:03, 5.22it/s]
215/499 4.32G 0.008345 0.007958 0.00301 79 640: 90%|######### | 152/168 [00:28<00:03, 5.20it/s]
215/499 4.32G 0.008343 0.007965 0.002996 70 640: 90%|######### | 152/168 [00:28<00:03, 5.20it/s]
215/499 4.32G 0.008343 0.007965 0.002996 70 640: 91%|#########1| 153/168 [00:28<00:02, 5.31it/s]
215/499 4.32G 0.008335 0.00795 0.003005 64 640: 91%|#########1| 153/168 [00:29<00:02, 5.31it/s]
215/499 4.32G 0.008335 0.00795 0.003005 64 640: 92%|#########1| 154/168 [00:29<00:02, 5.13it/s]
215/499 4.32G 0.00834 0.007949 0.002999 60 640: 92%|#########1| 154/168 [00:29<00:02, 5.13it/s]
215/499 4.32G 0.00834 0.007949 0.002999 60 640: 92%|#########2| 155/168 [00:29<00:02, 5.24it/s]
215/499 4.32G 0.008328 0.007946 0.002994 64 640: 92%|#########2| 155/168 [00:29<00:02, 5.24it/s]
215/499 4.32G 0.008328 0.007946 0.002994 64 640: 93%|#########2| 156/168 [00:29<00:02, 5.32it/s]
215/499 4.32G 0.008326 0.007946 0.002986 60 640: 93%|#########2| 156/168 [00:29<00:02, 5.32it/s]
215/499 4.32G 0.008326 0.007946 0.002986 60 640: 93%|#########3| 157/168 [00:29<00:02, 5.20it/s]
215/499 4.32G 0.00833 0.007939 0.003003 55 640: 93%|#########3| 157/168 [00:29<00:02, 5.20it/s]
215/499 4.32G 0.00833 0.007939 0.003003 55 640: 94%|#########4| 158/168 [00:29<00:01, 5.28it/s]
215/499 4.32G 0.008339 0.00794 0.003004 53 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s]
215/499 4.32G 0.008339 0.00794 0.003004 53 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s]
215/499 4.32G 0.008333 0.007943 0.003007 76 640: 95%|#########4| 159/168 [00:30<00:01, 5.33it/s]
215/499 4.32G 0.008333 0.007943 0.003007 76 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
215/499 4.32G 0.008334 0.007955 0.003001 74 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
215/499 4.32G 0.008334 0.007955 0.003001 74 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s]
215/499 4.32G 0.008322 0.007935 0.00302 57 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s]
215/499 4.32G 0.008322 0.007935 0.00302 57 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s]
215/499 4.32G 0.008317 0.007936 0.003015 60 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s]
215/499 4.32G 0.008317 0.007936 0.003015 60 640: 97%|#########7| 163/168 [00:30<00:00, 5.17it/s]
215/499 4.32G 0.008324 0.007934 0.003023 50 640: 97%|#########7| 163/168 [00:31<00:00, 5.17it/s]
215/499 4.32G 0.008324 0.007934 0.003023 50 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s]
215/499 4.32G 0.008316 0.007932 0.003018 65 640: 98%|#########7| 164/168 [00:31<00:00, 5.25it/s]
215/499 4.32G 0.008316 0.007932 0.003018 65 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s]
215/499 4.32G 0.008315 0.007928 0.003011 66 640: 98%|#########8| 165/168 [00:31<00:00, 5.33it/s]
215/499 4.32G 0.008315 0.007928 0.003011 66 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s]
215/499 4.32G 0.008307 0.007931 0.002999 72 640: 99%|#########8| 166/168 [00:31<00:00, 5.17it/s]
215/499 4.32G 0.008307 0.007931 0.002999 72 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s]
215/499 4.32G 0.008307 0.007955 0.003004 44 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s]
215/499 4.32G 0.008307 0.007955 0.003004 44 640: 100%|##########| 168/168 [00:31<00:00, 5.32it/s]
215/499 4.32G 0.008307 0.007955 0.003004 44 640: 100%|##########| 168/168 [00:31<00:00, 5.28it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.82it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s]
all 132 263 0.846 0.85 0.875 0.763
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
216/499 4.32G 0.0072 0.006556 0.001159 61 640: 0%| | 0/168 [00:00<?, ?it/s]
216/499 4.32G 0.0072 0.006556 0.001159 61 640: 1%| | 1/168 [00:00<00:34, 4.91it/s]
216/499 4.32G 0.007464 0.007603 0.002049 77 640: 1%| | 1/168 [00:00<00:34, 4.91it/s]
216/499 4.32G 0.007464 0.007603 0.002049 77 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s]
216/499 4.32G 0.007574 0.007589 0.002822 70 640: 1%|1 | 2/168 [00:00<00:31, 5.24it/s]
216/499 4.32G 0.007574 0.007589 0.002822 70 640: 2%|1 | 3/168 [00:00<00:30, 5.37it/s]
216/499 4.32G 0.00742 0.007513 0.002389 59 640: 2%|1 | 3/168 [00:00<00:30, 5.37it/s]
216/499 4.32G 0.00742 0.007513 0.002389 59 640: 2%|2 | 4/168 [00:00<00:31, 5.15it/s]
216/499 4.32G 0.007492 0.00746 0.003029 60 640: 2%|2 | 4/168 [00:00<00:31, 5.15it/s]
216/499 4.32G 0.007492 0.00746 0.003029 60 640: 3%|2 | 5/168 [00:00<00:30, 5.27it/s]
216/499 4.32G 0.007588 0.007293 0.003099 51 640: 3%|2 | 5/168 [00:01<00:30, 5.27it/s]
216/499 4.32G 0.007588 0.007293 0.003099 51 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s]
216/499 4.32G 0.007868 0.007214 0.003074 64 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s]
216/499 4.32G 0.007868 0.007214 0.003074 64 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s]
216/499 4.32G 0.007894 0.007065 0.002991 53 640: 4%|4 | 7/168 [00:01<00:30, 5.20it/s]
216/499 4.32G 0.007894 0.007065 0.002991 53 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s]
216/499 4.32G 0.007814 0.007169 0.002845 74 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s]
216/499 4.32G 0.007814 0.007169 0.002845 74 640: 5%|5 | 9/168 [00:01<00:29, 5.39it/s]
216/499 4.32G 0.007913 0.007307 0.00276 81 640: 5%|5 | 9/168 [00:01<00:29, 5.39it/s]
216/499 4.32G 0.007913 0.007307 0.00276 81 640: 6%|5 | 10/168 [00:01<00:30, 5.25it/s]
216/499 4.32G 0.007963 0.007398 0.002601 65 640: 6%|5 | 10/168 [00:02<00:30, 5.25it/s]
216/499 4.32G 0.007963 0.007398 0.002601 65 640: 7%|6 | 11/168 [00:02<00:29, 5.34it/s]
216/499 4.32G 0.008237 0.007498 0.002791 74 640: 7%|6 | 11/168 [00:02<00:29, 5.34it/s]
216/499 4.32G 0.008237 0.007498 0.002791 74 640: 7%|7 | 12/168 [00:02<00:28, 5.41it/s]
216/499 4.32G 0.008155 0.007482 0.002678 70 640: 7%|7 | 12/168 [00:02<00:28, 5.41it/s]
216/499 4.32G 0.008155 0.007482 0.002678 70 640: 8%|7 | 13/168 [00:02<00:29, 5.23it/s]
216/499 4.32G 0.00813 0.007688 0.002717 89 640: 8%|7 | 13/168 [00:02<00:29, 5.23it/s]
216/499 4.32G 0.00813 0.007688 0.002717 89 640: 8%|8 | 14/168 [00:02<00:28, 5.33it/s]
216/499 4.32G 0.008153 0.007578 0.002639 57 640: 8%|8 | 14/168 [00:02<00:28, 5.33it/s]
216/499 4.32G 0.008153 0.007578 0.002639 57 640: 9%|8 | 15/168 [00:02<00:28, 5.39it/s]
216/499 4.32G 0.008327 0.007554 0.002605 52 640: 9%|8 | 15/168 [00:03<00:28, 5.39it/s]
216/499 4.32G 0.008327 0.007554 0.002605 52 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s]
216/499 4.32G 0.008294 0.007565 0.002648 66 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s]
216/499 4.32G 0.008294 0.007565 0.002648 66 640: 10%|# | 17/168 [00:03<00:28, 5.29it/s]
216/499 4.32G 0.008323 0.007515 0.00254 62 640: 10%|# | 17/168 [00:03<00:28, 5.29it/s]
216/499 4.32G 0.008323 0.007515 0.00254 62 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s]
216/499 4.32G 0.008285 0.007461 0.002568 59 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s]
216/499 4.32G 0.008285 0.007461 0.002568 59 640: 11%|#1 | 19/168 [00:03<00:28, 5.23it/s]
216/499 4.32G 0.008339 0.007522 0.002482 68 640: 11%|#1 | 19/168 [00:03<00:28, 5.23it/s]
216/499 4.32G 0.008339 0.007522 0.002482 68 640: 12%|#1 | 20/168 [00:03<00:28, 5.26it/s]
216/499 4.32G 0.008373 0.007517 0.002513 76 640: 12%|#1 | 20/168 [00:03<00:28, 5.26it/s]
216/499 4.32G 0.008373 0.007517 0.002513 76 640: 12%|#2 | 21/168 [00:03<00:27, 5.35it/s]
216/499 4.32G 0.008394 0.007487 0.002669 71 640: 12%|#2 | 21/168 [00:04<00:27, 5.35it/s]
216/499 4.32G 0.008394 0.007487 0.002669 71 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s]
216/499 4.32G 0.008316 0.007467 0.002646 61 640: 13%|#3 | 22/168 [00:04<00:27, 5.22it/s]
216/499 4.32G 0.008316 0.007467 0.002646 61 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s]
216/499 4.32G 0.008257 0.007438 0.002891 60 640: 14%|#3 | 23/168 [00:04<00:27, 5.28it/s]
216/499 4.32G 0.008257 0.007438 0.002891 60 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s]
216/499 4.32G 0.00821 0.007386 0.002989 71 640: 14%|#4 | 24/168 [00:04<00:26, 5.37it/s]
216/499 4.32G 0.00821 0.007386 0.002989 71 640: 15%|#4 | 25/168 [00:04<00:27, 5.24it/s]
216/499 4.32G 0.00822 0.007468 0.002995 83 640: 15%|#4 | 25/168 [00:04<00:27, 5.24it/s]
216/499 4.32G 0.00822 0.007468 0.002995 83 640: 15%|#5 | 26/168 [00:04<00:26, 5.32it/s]
216/499 4.32G 0.008198 0.007461 0.003007 67 640: 15%|#5 | 26/168 [00:05<00:26, 5.32it/s]
216/499 4.32G 0.008198 0.007461 0.003007 67 640: 16%|#6 | 27/168 [00:05<00:26, 5.39it/s]
216/499 4.32G 0.008213 0.007514 0.002989 74 640: 16%|#6 | 27/168 [00:05<00:26, 5.39it/s]
216/499 4.32G 0.008213 0.007514 0.002989 74 640: 17%|#6 | 28/168 [00:05<00:26, 5.25it/s]
216/499 4.32G 0.008217 0.007504 0.002903 63 640: 17%|#6 | 28/168 [00:05<00:26, 5.25it/s]
216/499 4.32G 0.008217 0.007504 0.002903 63 640: 17%|#7 | 29/168 [00:05<00:26, 5.34it/s]
216/499 4.32G 0.008238 0.007534 0.002828 79 640: 17%|#7 | 29/168 [00:05<00:26, 5.34it/s]
216/499 4.32G 0.008238 0.007534 0.002828 79 640: 18%|#7 | 30/168 [00:05<00:25, 5.40it/s]
216/499 4.32G 0.008197 0.00747 0.002915 66 640: 18%|#7 | 30/168 [00:05<00:25, 5.40it/s]
216/499 4.32G 0.008197 0.00747 0.002915 66 640: 18%|#8 | 31/168 [00:05<00:26, 5.26it/s]
216/499 4.32G 0.008161 0.007464 0.002897 64 640: 18%|#8 | 31/168 [00:06<00:26, 5.26it/s]
216/499 4.32G 0.008161 0.007464 0.002897 64 640: 19%|#9 | 32/168 [00:06<00:25, 5.35it/s]
216/499 4.32G 0.008149 0.007507 0.002834 81 640: 19%|#9 | 32/168 [00:06<00:25, 5.35it/s]
216/499 4.32G 0.008149 0.007507 0.002834 81 640: 20%|#9 | 33/168 [00:06<00:24, 5.40it/s]
216/499 4.32G 0.008138 0.007501 0.002953 68 640: 20%|#9 | 33/168 [00:06<00:24, 5.40it/s]
216/499 4.32G 0.008138 0.007501 0.002953 68 640: 20%|## | 34/168 [00:06<00:25, 5.24it/s]
216/499 4.32G 0.008136 0.007437 0.002875 42 640: 20%|## | 34/168 [00:06<00:25, 5.24it/s]
216/499 4.32G 0.008136 0.007437 0.002875 42 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s]
216/499 4.32G 0.008125 0.00738 0.002892 54 640: 21%|## | 35/168 [00:06<00:25, 5.29it/s]
216/499 4.32G 0.008125 0.00738 0.002892 54 640: 21%|##1 | 36/168 [00:06<00:24, 5.37it/s]
216/499 4.32G 0.008113 0.007355 0.002935 56 640: 21%|##1 | 36/168 [00:06<00:24, 5.37it/s]
216/499 4.32G 0.008113 0.007355 0.002935 56 640: 22%|##2 | 37/168 [00:06<00:25, 5.23it/s]
216/499 4.32G 0.008106 0.00736 0.002987 77 640: 22%|##2 | 37/168 [00:07<00:25, 5.23it/s]
216/499 4.32G 0.008106 0.00736 0.002987 77 640: 23%|##2 | 38/168 [00:07<00:24, 5.31it/s]
216/499 4.32G 0.008086 0.00738 0.003023 75 640: 23%|##2 | 38/168 [00:07<00:24, 5.31it/s]
216/499 4.32G 0.008086 0.00738 0.003023 75 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
216/499 4.32G 0.008074 0.007373 0.003037 60 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
216/499 4.32G 0.008074 0.007373 0.003037 60 640: 24%|##3 | 40/168 [00:07<00:24, 5.23it/s]
216/499 4.32G 0.008147 0.007407 0.0031 64 640: 24%|##3 | 40/168 [00:07<00:24, 5.23it/s]
216/499 4.32G 0.008147 0.007407 0.0031 64 640: 24%|##4 | 41/168 [00:07<00:24, 5.27it/s]
216/499 4.32G 0.008198 0.007467 0.003106 72 640: 24%|##4 | 41/168 [00:07<00:24, 5.27it/s]
216/499 4.32G 0.008198 0.007467 0.003106 72 640: 25%|##5 | 42/168 [00:07<00:23, 5.30it/s]
216/499 4.32G 0.008211 0.007499 0.003066 70 640: 25%|##5 | 42/168 [00:08<00:23, 5.30it/s]
216/499 4.32G 0.008211 0.007499 0.003066 70 640: 26%|##5 | 43/168 [00:08<00:24, 5.17it/s]
216/499 4.32G 0.008214 0.007549 0.003074 90 640: 26%|##5 | 43/168 [00:08<00:24, 5.17it/s]
216/499 4.32G 0.008214 0.007549 0.003074 90 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s]
216/499 4.32G 0.008199 0.007545 0.00323 72 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s]
216/499 4.32G 0.008199 0.007545 0.00323 72 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s]
216/499 4.32G 0.008229 0.007543 0.003262 64 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s]
216/499 4.32G 0.008229 0.007543 0.003262 64 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s]
216/499 4.32G 0.008239 0.007557 0.003264 72 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s]
216/499 4.32G 0.008239 0.007557 0.003264 72 640: 28%|##7 | 47/168 [00:08<00:22, 5.30it/s]
216/499 4.32G 0.00826 0.007573 0.003266 61 640: 28%|##7 | 47/168 [00:09<00:22, 5.30it/s]
216/499 4.32G 0.00826 0.007573 0.003266 61 640: 29%|##8 | 48/168 [00:09<00:22, 5.37it/s]
216/499 4.32G 0.00826 0.007587 0.003234 69 640: 29%|##8 | 48/168 [00:09<00:22, 5.37it/s]
216/499 4.32G 0.00826 0.007587 0.003234 69 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s]
216/499 4.32G 0.008251 0.007618 0.003233 78 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s]
216/499 4.32G 0.008251 0.007618 0.003233 78 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s]
216/499 4.32G 0.008266 0.007614 0.00327 64 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s]
216/499 4.32G 0.008266 0.007614 0.00327 64 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s]
216/499 4.32G 0.008249 0.007593 0.003287 67 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s]
216/499 4.32G 0.008249 0.007593 0.003287 67 640: 31%|### | 52/168 [00:09<00:22, 5.22it/s]
216/499 4.32G 0.008251 0.007562 0.00335 66 640: 31%|### | 52/168 [00:10<00:22, 5.22it/s]
216/499 4.32G 0.008251 0.007562 0.00335 66 640: 32%|###1 | 53/168 [00:10<00:21, 5.31it/s]
216/499 4.32G 0.008243 0.007571 0.003347 75 640: 32%|###1 | 53/168 [00:10<00:21, 5.31it/s]
216/499 4.32G 0.008243 0.007571 0.003347 75 640: 32%|###2 | 54/168 [00:10<00:21, 5.37it/s]
216/499 4.32G 0.008229 0.007554 0.003346 74 640: 32%|###2 | 54/168 [00:10<00:21, 5.37it/s]
216/499 4.32G 0.008229 0.007554 0.003346 74 640: 33%|###2 | 55/168 [00:10<00:21, 5.23it/s]
216/499 4.32G 0.008208 0.007534 0.003356 76 640: 33%|###2 | 55/168 [00:10<00:21, 5.23it/s]
216/499 4.32G 0.008208 0.007534 0.003356 76 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s]
216/499 4.32G 0.008194 0.007565 0.00335 80 640: 33%|###3 | 56/168 [00:10<00:21, 5.31it/s]
216/499 4.32G 0.008194 0.007565 0.00335 80 640: 34%|###3 | 57/168 [00:10<00:20, 5.37it/s]
216/499 4.32G 0.008168 0.007561 0.003338 60 640: 34%|###3 | 57/168 [00:10<00:20, 5.37it/s]
216/499 4.32G 0.008168 0.007561 0.003338 60 640: 35%|###4 | 58/168 [00:10<00:21, 5.24it/s]
216/499 4.32G 0.008185 0.00757 0.003323 75 640: 35%|###4 | 58/168 [00:11<00:21, 5.24it/s]
216/499 4.32G 0.008185 0.00757 0.003323 75 640: 35%|###5 | 59/168 [00:11<00:20, 5.32it/s]
216/499 4.32G 0.008183 0.007558 0.003345 52 640: 35%|###5 | 59/168 [00:11<00:20, 5.32it/s]
216/499 4.32G 0.008183 0.007558 0.003345 52 640: 36%|###5 | 60/168 [00:11<00:20, 5.39it/s]
216/499 4.32G 0.008179 0.007599 0.003325 79 640: 36%|###5 | 60/168 [00:11<00:20, 5.39it/s]
216/499 4.32G 0.008179 0.007599 0.003325 79 640: 36%|###6 | 61/168 [00:11<00:20, 5.26it/s]
216/499 4.32G 0.00816 0.007592 0.003335 68 640: 36%|###6 | 61/168 [00:11<00:20, 5.26it/s]
216/499 4.32G 0.00816 0.007592 0.003335 68 640: 37%|###6 | 62/168 [00:11<00:19, 5.33it/s]
216/499 4.32G 0.008207 0.007591 0.003344 66 640: 37%|###6 | 62/168 [00:11<00:19, 5.33it/s]
216/499 4.32G 0.008207 0.007591 0.003344 66 640: 38%|###7 | 63/168 [00:11<00:19, 5.38it/s]
216/499 4.32G 0.008204 0.007642 0.003343 97 640: 38%|###7 | 63/168 [00:12<00:19, 5.38it/s]
216/499 4.32G 0.008204 0.007642 0.003343 97 640: 38%|###8 | 64/168 [00:12<00:19, 5.25it/s]
216/499 4.32G 0.008206 0.007613 0.003339 52 640: 38%|###8 | 64/168 [00:12<00:19, 5.25it/s]
216/499 4.32G 0.008206 0.007613 0.003339 52 640: 39%|###8 | 65/168 [00:12<00:19, 5.32it/s]
216/499 4.32G 0.008193 0.00761 0.003327 69 640: 39%|###8 | 65/168 [00:12<00:19, 5.32it/s]
216/499 4.32G 0.008193 0.00761 0.003327 69 640: 39%|###9 | 66/168 [00:12<00:18, 5.39it/s]
216/499 4.32G 0.008177 0.007618 0.003322 68 640: 39%|###9 | 66/168 [00:12<00:18, 5.39it/s]
216/499 4.32G 0.008177 0.007618 0.003322 68 640: 40%|###9 | 67/168 [00:12<00:19, 5.24it/s]
216/499 4.32G 0.008193 0.007609 0.00329 72 640: 40%|###9 | 67/168 [00:12<00:19, 5.24it/s]
216/499 4.32G 0.008193 0.007609 0.00329 72 640: 40%|#### | 68/168 [00:12<00:18, 5.33it/s]
216/499 4.32G 0.008182 0.007601 0.003313 67 640: 40%|#### | 68/168 [00:13<00:18, 5.33it/s]
216/499 4.32G 0.008182 0.007601 0.003313 67 640: 41%|####1 | 69/168 [00:13<00:18, 5.39it/s]
216/499 4.32G 0.008178 0.007601 0.0033 64 640: 41%|####1 | 69/168 [00:13<00:18, 5.39it/s]
216/499 4.32G 0.008178 0.007601 0.0033 64 640: 42%|####1 | 70/168 [00:13<00:18, 5.25it/s]
216/499 4.32G 0.008181 0.007572 0.003299 56 640: 42%|####1 | 70/168 [00:13<00:18, 5.25it/s]
216/499 4.32G 0.008181 0.007572 0.003299 56 640: 42%|####2 | 71/168 [00:13<00:18, 5.34it/s]
216/499 4.32G 0.008179 0.007566 0.003304 66 640: 42%|####2 | 71/168 [00:13<00:18, 5.34it/s]
216/499 4.32G 0.008179 0.007566 0.003304 66 640: 43%|####2 | 72/168 [00:13<00:17, 5.41it/s]
216/499 4.32G 0.008202 0.007583 0.003287 65 640: 43%|####2 | 72/168 [00:13<00:17, 5.41it/s]
216/499 4.32G 0.008202 0.007583 0.003287 65 640: 43%|####3 | 73/168 [00:13<00:18, 5.24it/s]
216/499 4.32G 0.008198 0.0076 0.003291 81 640: 43%|####3 | 73/168 [00:13<00:18, 5.24it/s]
216/499 4.32G 0.008198 0.0076 0.003291 81 640: 44%|####4 | 74/168 [00:13<00:17, 5.33it/s]
216/499 4.32G 0.008197 0.007604 0.003345 74 640: 44%|####4 | 74/168 [00:14<00:17, 5.33it/s]
216/499 4.32G 0.008197 0.007604 0.003345 74 640: 45%|####4 | 75/168 [00:14<00:17, 5.39it/s]
216/499 4.32G 0.008217 0.007626 0.003346 70 640: 45%|####4 | 75/168 [00:14<00:17, 5.39it/s]
216/499 4.32G 0.008217 0.007626 0.003346 70 640: 45%|####5 | 76/168 [00:14<00:17, 5.25it/s]
216/499 4.32G 0.008216 0.007668 0.003344 82 640: 45%|####5 | 76/168 [00:14<00:17, 5.25it/s]
216/499 4.32G 0.008216 0.007668 0.003344 82 640: 46%|####5 | 77/168 [00:14<00:17, 5.30it/s]
216/499 4.32G 0.008224 0.007673 0.00332 62 640: 46%|####5 | 77/168 [00:14<00:17, 5.30it/s]
216/499 4.32G 0.008224 0.007673 0.00332 62 640: 46%|####6 | 78/168 [00:14<00:16, 5.35it/s]
216/499 4.32G 0.008239 0.007702 0.003308 81 640: 46%|####6 | 78/168 [00:14<00:16, 5.35it/s]
216/499 4.32G 0.008239 0.007702 0.003308 81 640: 47%|####7 | 79/168 [00:14<00:17, 5.22it/s]
216/499 4.32G 0.008231 0.007695 0.003316 76 640: 47%|####7 | 79/168 [00:15<00:17, 5.22it/s]
216/499 4.32G 0.008231 0.007695 0.003316 76 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s]
216/499 4.32G 0.008239 0.007703 0.003296 69 640: 48%|####7 | 80/168 [00:15<00:16, 5.31it/s]
216/499 4.32G 0.008239 0.007703 0.003296 69 640: 48%|####8 | 81/168 [00:15<00:16, 5.37it/s]
216/499 4.32G 0.008249 0.007727 0.003279 84 640: 48%|####8 | 81/168 [00:15<00:16, 5.37it/s]
216/499 4.32G 0.008249 0.007727 0.003279 84 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s]
216/499 4.32G 0.008255 0.007728 0.003265 61 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s]
216/499 4.32G 0.008255 0.007728 0.003265 61 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s]
216/499 4.32G 0.008262 0.007718 0.00325 62 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s]
216/499 4.32G 0.008262 0.007718 0.00325 62 640: 50%|##### | 84/168 [00:15<00:15, 5.37it/s]
216/499 4.32G 0.008254 0.007702 0.003235 60 640: 50%|##### | 84/168 [00:16<00:15, 5.37it/s]
216/499 4.32G 0.008254 0.007702 0.003235 60 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s]
216/499 4.32G 0.008248 0.007686 0.003249 50 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s]
216/499 4.32G 0.008248 0.007686 0.003249 50 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s]
216/499 4.32G 0.008253 0.007674 0.003304 54 640: 51%|#####1 | 86/168 [00:16<00:15, 5.25it/s]
216/499 4.32G 0.008253 0.007674 0.003304 54 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
216/499 4.32G 0.00825 0.007687 0.003313 76 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
216/499 4.32G 0.00825 0.007687 0.003313 76 640: 52%|#####2 | 88/168 [00:16<00:15, 5.18it/s]
216/499 4.32G 0.008261 0.007681 0.003357 66 640: 52%|#####2 | 88/168 [00:16<00:15, 5.18it/s]
216/499 4.32G 0.008261 0.007681 0.003357 66 640: 53%|#####2 | 89/168 [00:16<00:14, 5.29it/s]
216/499 4.32G 0.008261 0.007679 0.003356 73 640: 53%|#####2 | 89/168 [00:16<00:14, 5.29it/s]
216/499 4.32G 0.008261 0.007679 0.003356 73 640: 54%|#####3 | 90/168 [00:16<00:14, 5.31it/s]
216/499 4.32G 0.008265 0.007695 0.003338 71 640: 54%|#####3 | 90/168 [00:17<00:14, 5.31it/s]
216/499 4.32G 0.008265 0.007695 0.003338 71 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s]
216/499 4.32G 0.00826 0.00769 0.003356 72 640: 54%|#####4 | 91/168 [00:17<00:14, 5.19it/s]
216/499 4.32G 0.00826 0.00769 0.003356 72 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s]
216/499 4.32G 0.008272 0.007724 0.003352 83 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s]
216/499 4.32G 0.008272 0.007724 0.003352 83 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s]
216/499 4.32G 0.008269 0.007709 0.003358 57 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s]
216/499 4.32G 0.008269 0.007709 0.003358 57 640: 56%|#####5 | 94/168 [00:17<00:14, 5.20it/s]
216/499 4.32G 0.008251 0.007698 0.003368 66 640: 56%|#####5 | 94/168 [00:17<00:14, 5.20it/s]
216/499 4.32G 0.008251 0.007698 0.003368 66 640: 57%|#####6 | 95/168 [00:17<00:13, 5.29it/s]
216/499 4.32G 0.00825 0.00769 0.003391 71 640: 57%|#####6 | 95/168 [00:18<00:13, 5.29it/s]
216/499 4.32G 0.00825 0.00769 0.003391 71 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
216/499 4.32G 0.008264 0.007724 0.003382 88 640: 57%|#####7 | 96/168 [00:18<00:13, 5.36it/s]
216/499 4.32G 0.008264 0.007724 0.003382 88 640: 58%|#####7 | 97/168 [00:18<00:13, 5.21it/s]
216/499 4.32G 0.008266 0.00775 0.003358 65 640: 58%|#####7 | 97/168 [00:18<00:13, 5.21it/s]
216/499 4.32G 0.008266 0.00775 0.003358 65 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s]
216/499 4.32G 0.008259 0.00775 0.003361 71 640: 58%|#####8 | 98/168 [00:18<00:13, 5.29it/s]
216/499 4.32G 0.008259 0.00775 0.003361 71 640: 59%|#####8 | 99/168 [00:18<00:12, 5.36it/s]
216/499 4.32G 0.008254 0.007749 0.003349 73 640: 59%|#####8 | 99/168 [00:18<00:12, 5.36it/s]
216/499 4.32G 0.008254 0.007749 0.003349 73 640: 60%|#####9 | 100/168 [00:18<00:13, 5.21it/s]
216/499 4.32G 0.008251 0.007739 0.003357 73 640: 60%|#####9 | 100/168 [00:19<00:13, 5.21it/s]
216/499 4.32G 0.008251 0.007739 0.003357 73 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s]
216/499 4.32G 0.008244 0.007739 0.00335 68 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s]
216/499 4.32G 0.008244 0.007739 0.00335 68 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
216/499 4.32G 0.00824 0.007729 0.003348 70 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
216/499 4.32G 0.00824 0.007729 0.003348 70 640: 61%|######1 | 103/168 [00:19<00:12, 5.23it/s]
216/499 4.32G 0.008241 0.00774 0.003343 74 640: 61%|######1 | 103/168 [00:19<00:12, 5.23it/s]
216/499 4.32G 0.008241 0.00774 0.003343 74 640: 62%|######1 | 104/168 [00:19<00:12, 5.33it/s]
216/499 4.32G 0.00824 0.007734 0.003343 52 640: 62%|######1 | 104/168 [00:19<00:12, 5.33it/s]
216/499 4.32G 0.00824 0.007734 0.003343 52 640: 62%|######2 | 105/168 [00:19<00:11, 5.40it/s]
216/499 4.32G 0.008238 0.007724 0.003324 56 640: 62%|######2 | 105/168 [00:20<00:11, 5.40it/s]
216/499 4.32G 0.008238 0.007724 0.003324 56 640: 63%|######3 | 106/168 [00:20<00:11, 5.25it/s]
216/499 4.32G 0.008245 0.007734 0.003344 74 640: 63%|######3 | 106/168 [00:20<00:11, 5.25it/s]
216/499 4.32G 0.008245 0.007734 0.003344 74 640: 64%|######3 | 107/168 [00:20<00:11, 5.33it/s]
216/499 4.32G 0.008246 0.007744 0.00333 71 640: 64%|######3 | 107/168 [00:20<00:11, 5.33it/s]
216/499 4.32G 0.008246 0.007744 0.00333 71 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s]
216/499 4.32G 0.008245 0.007739 0.003359 70 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s]
216/499 4.32G 0.008245 0.007739 0.003359 70 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s]
216/499 4.32G 0.008248 0.007754 0.003359 76 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s]
216/499 4.32G 0.008248 0.007754 0.003359 76 640: 65%|######5 | 110/168 [00:20<00:10, 5.31it/s]
216/499 4.32G 0.00826 0.007743 0.003348 54 640: 65%|######5 | 110/168 [00:20<00:10, 5.31it/s]
216/499 4.32G 0.00826 0.007743 0.003348 54 640: 66%|######6 | 111/168 [00:20<00:10, 5.38it/s]
216/499 4.32G 0.008273 0.00775 0.003348 76 640: 66%|######6 | 111/168 [00:21<00:10, 5.38it/s]
216/499 4.32G 0.008273 0.00775 0.003348 76 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
216/499 4.32G 0.008287 0.007742 0.003334 57 640: 67%|######6 | 112/168 [00:21<00:10, 5.23it/s]
216/499 4.32G 0.008287 0.007742 0.003334 57 640: 67%|######7 | 113/168 [00:21<00:10, 5.32it/s]
216/499 4.32G 0.008284 0.007739 0.003333 66 640: 67%|######7 | 113/168 [00:21<00:10, 5.32it/s]
216/499 4.32G 0.008284 0.007739 0.003333 66 640: 68%|######7 | 114/168 [00:21<00:10, 5.39it/s]
216/499 4.32G 0.008274 0.007732 0.003355 65 640: 68%|######7 | 114/168 [00:21<00:10, 5.39it/s]
216/499 4.32G 0.008274 0.007732 0.003355 65 640: 68%|######8 | 115/168 [00:21<00:10, 5.22it/s]
216/499 4.32G 0.008269 0.007709 0.003365 56 640: 68%|######8 | 115/168 [00:21<00:10, 5.22it/s]
216/499 4.32G 0.008269 0.007709 0.003365 56 640: 69%|######9 | 116/168 [00:21<00:09, 5.33it/s]
216/499 4.32G 0.008265 0.007718 0.003359 84 640: 69%|######9 | 116/168 [00:22<00:09, 5.33it/s]
216/499 4.32G 0.008265 0.007718 0.003359 84 640: 70%|######9 | 117/168 [00:22<00:09, 5.37it/s]
216/499 4.32G 0.008253 0.007717 0.003357 65 640: 70%|######9 | 117/168 [00:22<00:09, 5.37it/s]
216/499 4.32G 0.008253 0.007717 0.003357 65 640: 70%|####### | 118/168 [00:22<00:09, 5.23it/s]
216/499 4.32G 0.008261 0.007727 0.003353 79 640: 70%|####### | 118/168 [00:22<00:09, 5.23it/s]
216/499 4.32G 0.008261 0.007727 0.003353 79 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s]
216/499 4.32G 0.008277 0.007746 0.003361 77 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s]
216/499 4.32G 0.008277 0.007746 0.003361 77 640: 71%|#######1 | 120/168 [00:22<00:08, 5.38it/s]
216/499 4.32G 0.008278 0.007755 0.003359 82 640: 71%|#######1 | 120/168 [00:22<00:08, 5.38it/s]
216/499 4.32G 0.008278 0.007755 0.003359 82 640: 72%|#######2 | 121/168 [00:22<00:09, 5.10it/s]
216/499 4.32G 0.008275 0.007768 0.003356 83 640: 72%|#######2 | 121/168 [00:23<00:09, 5.10it/s]
216/499 4.32G 0.008275 0.007768 0.003356 83 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
216/499 4.32G 0.008268 0.007764 0.003356 64 640: 73%|#######2 | 122/168 [00:23<00:08, 5.23it/s]
216/499 4.32G 0.008268 0.007764 0.003356 64 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
216/499 4.32G 0.008275 0.007773 0.003367 77 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
216/499 4.32G 0.008275 0.007773 0.003367 77 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
216/499 4.32G 0.008286 0.00779 0.003352 75 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
216/499 4.32G 0.008286 0.00779 0.003352 75 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s]
216/499 4.32G 0.008278 0.007803 0.003352 68 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s]
216/499 4.32G 0.008278 0.007803 0.003352 68 640: 75%|#######5 | 126/168 [00:23<00:07, 5.36it/s]
216/499 4.32G 0.008275 0.007793 0.003354 68 640: 75%|#######5 | 126/168 [00:23<00:07, 5.36it/s]
216/499 4.32G 0.008275 0.007793 0.003354 68 640: 76%|#######5 | 127/168 [00:23<00:07, 5.21it/s]
216/499 4.32G 0.008273 0.007788 0.003346 56 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s]
216/499 4.32G 0.008273 0.007788 0.003346 56 640: 76%|#######6 | 128/168 [00:24<00:07, 5.25it/s]
216/499 4.32G 0.008277 0.007784 0.003348 76 640: 76%|#######6 | 128/168 [00:24<00:07, 5.25it/s]
216/499 4.32G 0.008277 0.007784 0.003348 76 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s]
216/499 4.32G 0.008276 0.00778 0.003338 65 640: 77%|#######6 | 129/168 [00:24<00:07, 5.31it/s]
216/499 4.32G 0.008276 0.00778 0.003338 65 640: 77%|#######7 | 130/168 [00:24<00:07, 5.14it/s]
216/499 4.32G 0.008268 0.007783 0.003381 67 640: 77%|#######7 | 130/168 [00:24<00:07, 5.14it/s]
216/499 4.32G 0.008268 0.007783 0.003381 67 640: 78%|#######7 | 131/168 [00:24<00:07, 5.25it/s]
216/499 4.32G 0.008267 0.007775 0.003381 80 640: 78%|#######7 | 131/168 [00:24<00:07, 5.25it/s]
216/499 4.32G 0.008267 0.007775 0.003381 80 640: 79%|#######8 | 132/168 [00:24<00:06, 5.34it/s]
216/499 4.32G 0.008265 0.007769 0.00338 61 640: 79%|#######8 | 132/168 [00:25<00:06, 5.34it/s]
216/499 4.32G 0.008265 0.007769 0.00338 61 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s]
216/499 4.32G 0.008258 0.007766 0.003372 63 640: 79%|#######9 | 133/168 [00:25<00:06, 5.20it/s]
216/499 4.32G 0.008258 0.007766 0.003372 63 640: 80%|#######9 | 134/168 [00:25<00:06, 5.30it/s]
216/499 4.32G 0.008257 0.007758 0.003382 61 640: 80%|#######9 | 134/168 [00:25<00:06, 5.30it/s]
216/499 4.32G 0.008257 0.007758 0.003382 61 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s]
216/499 4.32G 0.008266 0.007752 0.003385 60 640: 80%|######## | 135/168 [00:25<00:06, 5.36it/s]
216/499 4.32G 0.008266 0.007752 0.003385 60 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
216/499 4.32G 0.008265 0.007754 0.003377 61 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
216/499 4.32G 0.008265 0.007754 0.003377 61 640: 82%|########1 | 137/168 [00:25<00:05, 5.22it/s]
216/499 4.32G 0.008268 0.007758 0.003386 67 640: 82%|########1 | 137/168 [00:26<00:05, 5.22it/s]
216/499 4.32G 0.008268 0.007758 0.003386 67 640: 82%|########2 | 138/168 [00:26<00:05, 5.31it/s]
216/499 4.32G 0.008267 0.007753 0.003363 62 640: 82%|########2 | 138/168 [00:26<00:05, 5.31it/s]
216/499 4.32G 0.008267 0.007753 0.003363 62 640: 83%|########2 | 139/168 [00:26<00:05, 5.15it/s]
216/499 4.32G 0.008273 0.007759 0.003363 76 640: 83%|########2 | 139/168 [00:26<00:05, 5.15it/s]
216/499 4.32G 0.008273 0.007759 0.003363 76 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
216/499 4.32G 0.008268 0.007758 0.003359 67 640: 83%|########3 | 140/168 [00:26<00:05, 5.26it/s]
216/499 4.32G 0.008268 0.007758 0.003359 67 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s]
216/499 4.32G 0.008256 0.007762 0.003366 78 640: 84%|########3 | 141/168 [00:26<00:05, 5.33it/s]
216/499 4.32G 0.008256 0.007762 0.003366 78 640: 85%|########4 | 142/168 [00:26<00:04, 5.22it/s]
216/499 4.32G 0.008262 0.007765 0.003358 73 640: 85%|########4 | 142/168 [00:27<00:04, 5.22it/s]
216/499 4.32G 0.008262 0.007765 0.003358 73 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s]
216/499 4.32G 0.00827 0.007772 0.003365 70 640: 85%|########5 | 143/168 [00:27<00:04, 5.30it/s]
216/499 4.32G 0.00827 0.007772 0.003365 70 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s]
216/499 4.32G 0.008286 0.007774 0.00337 64 640: 86%|########5 | 144/168 [00:27<00:04, 5.37it/s]
216/499 4.32G 0.008286 0.007774 0.00337 64 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s]
216/499 4.32G 0.008282 0.007782 0.003353 67 640: 86%|########6 | 145/168 [00:27<00:04, 5.20it/s]
216/499 4.32G 0.008282 0.007782 0.003353 67 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s]
216/499 4.32G 0.008269 0.007777 0.003365 77 640: 87%|########6 | 146/168 [00:27<00:04, 5.30it/s]
216/499 4.32G 0.008269 0.007777 0.003365 77 640: 88%|########7 | 147/168 [00:27<00:03, 5.38it/s]
216/499 4.32G 0.008279 0.007785 0.003371 65 640: 88%|########7 | 147/168 [00:27<00:03, 5.38it/s]
216/499 4.32G 0.008279 0.007785 0.003371 65 640: 88%|########8 | 148/168 [00:27<00:03, 5.25it/s]
216/499 4.32G 0.008274 0.007779 0.003382 61 640: 88%|########8 | 148/168 [00:28<00:03, 5.25it/s]
216/499 4.32G 0.008274 0.007779 0.003382 61 640: 89%|########8 | 149/168 [00:28<00:03, 5.34it/s]
216/499 4.32G 0.008265 0.007784 0.003377 68 640: 89%|########8 | 149/168 [00:28<00:03, 5.34it/s]
216/499 4.32G 0.008265 0.007784 0.003377 68 640: 89%|########9 | 150/168 [00:28<00:03, 5.41it/s]
216/499 4.32G 0.008264 0.007778 0.003379 48 640: 89%|########9 | 150/168 [00:28<00:03, 5.41it/s]
216/499 4.32G 0.008264 0.007778 0.003379 48 640: 90%|########9 | 151/168 [00:28<00:03, 5.22it/s]
216/499 4.32G 0.008271 0.007788 0.003376 73 640: 90%|########9 | 151/168 [00:28<00:03, 5.22it/s]
216/499 4.32G 0.008271 0.007788 0.003376 73 640: 90%|######### | 152/168 [00:28<00:03, 5.31it/s]
216/499 4.32G 0.00827 0.007799 0.003368 84 640: 90%|######### | 152/168 [00:28<00:03, 5.31it/s]
216/499 4.32G 0.00827 0.007799 0.003368 84 640: 91%|#########1| 153/168 [00:28<00:02, 5.39it/s]
216/499 4.32G 0.008272 0.007794 0.003363 71 640: 91%|#########1| 153/168 [00:29<00:02, 5.39it/s]
216/499 4.32G 0.008272 0.007794 0.003363 71 640: 92%|#########1| 154/168 [00:29<00:02, 5.26it/s]
216/499 4.32G 0.008279 0.00779 0.003376 59 640: 92%|#########1| 154/168 [00:29<00:02, 5.26it/s]
216/499 4.32G 0.008279 0.00779 0.003376 59 640: 92%|#########2| 155/168 [00:29<00:02, 5.36it/s]
216/499 4.32G 0.008274 0.007785 0.003376 58 640: 92%|#########2| 155/168 [00:29<00:02, 5.36it/s]
216/499 4.32G 0.008274 0.007785 0.003376 58 640: 93%|#########2| 156/168 [00:29<00:02, 5.42it/s]
216/499 4.32G 0.008273 0.007789 0.00338 66 640: 93%|#########2| 156/168 [00:29<00:02, 5.42it/s]
216/499 4.32G 0.008273 0.007789 0.00338 66 640: 93%|#########3| 157/168 [00:29<00:02, 5.26it/s]
216/499 4.32G 0.008269 0.007794 0.003367 82 640: 93%|#########3| 157/168 [00:29<00:02, 5.26it/s]
216/499 4.32G 0.008269 0.007794 0.003367 82 640: 94%|#########4| 158/168 [00:29<00:01, 5.34it/s]
216/499 4.32G 0.008277 0.007793 0.003373 65 640: 94%|#########4| 158/168 [00:30<00:01, 5.34it/s]
216/499 4.32G 0.008277 0.007793 0.003373 65 640: 95%|#########4| 159/168 [00:30<00:01, 5.37it/s]
216/499 4.32G 0.008271 0.007791 0.003381 66 640: 95%|#########4| 159/168 [00:30<00:01, 5.37it/s]
216/499 4.32G 0.008271 0.007791 0.003381 66 640: 95%|#########5| 160/168 [00:30<00:01, 5.23it/s]
216/499 4.32G 0.008274 0.007799 0.00338 65 640: 95%|#########5| 160/168 [00:30<00:01, 5.23it/s]
216/499 4.32G 0.008274 0.007799 0.00338 65 640: 96%|#########5| 161/168 [00:30<00:01, 5.32it/s]
216/499 4.32G 0.008277 0.007793 0.00337 66 640: 96%|#########5| 161/168 [00:30<00:01, 5.32it/s]
216/499 4.32G 0.008277 0.007793 0.00337 66 640: 96%|#########6| 162/168 [00:30<00:01, 5.37it/s]
216/499 4.32G 0.008282 0.00781 0.003378 89 640: 96%|#########6| 162/168 [00:30<00:01, 5.37it/s]
216/499 4.32G 0.008282 0.00781 0.003378 89 640: 97%|#########7| 163/168 [00:30<00:00, 5.25it/s]
216/499 4.32G 0.008278 0.007809 0.00338 79 640: 97%|#########7| 163/168 [00:30<00:00, 5.25it/s]
216/499 4.32G 0.008278 0.007809 0.00338 79 640: 98%|#########7| 164/168 [00:30<00:00, 5.34it/s]
216/499 4.32G 0.008285 0.00781 0.003373 60 640: 98%|#########7| 164/168 [00:31<00:00, 5.34it/s]
216/499 4.32G 0.008285 0.00781 0.003373 60 640: 98%|#########8| 165/168 [00:31<00:00, 5.40it/s]
216/499 4.32G 0.008292 0.007814 0.003372 74 640: 98%|#########8| 165/168 [00:31<00:00, 5.40it/s]
216/499 4.32G 0.008292 0.007814 0.003372 74 640: 99%|#########8| 166/168 [00:31<00:00, 5.27it/s]
216/499 4.32G 0.008291 0.007814 0.003379 64 640: 99%|#########8| 166/168 [00:31<00:00, 5.27it/s]
216/499 4.32G 0.008291 0.007814 0.003379 64 640: 99%|#########9| 167/168 [00:31<00:00, 5.36it/s]
216/499 4.32G 0.008299 0.0078 0.003385 21 640: 99%|#########9| 167/168 [00:31<00:00, 5.36it/s]
216/499 4.32G 0.008299 0.0078 0.003385 21 640: 100%|##########| 168/168 [00:31<00:00, 5.50it/s]
216/499 4.32G 0.008299 0.0078 0.003385 21 640: 100%|##########| 168/168 [00:31<00:00, 5.30it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.89it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.48it/s]
all 132 263 0.847 0.854 0.877 0.766
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
217/499 4.32G 0.008633 0.00827 0.004224 58 640: 0%| | 0/168 [00:00<?, ?it/s]
217/499 4.32G 0.008633 0.00827 0.004224 58 640: 1%| | 1/168 [00:00<00:33, 4.93it/s]
217/499 4.32G 0.009408 0.00947 0.00457 82 640: 1%| | 1/168 [00:00<00:33, 4.93it/s]
217/499 4.32G 0.009408 0.00947 0.00457 82 640: 1%|1 | 2/168 [00:00<00:31, 5.28it/s]
217/499 4.32G 0.009123 0.008843 0.004192 57 640: 1%|1 | 2/168 [00:00<00:31, 5.28it/s]
217/499 4.32G 0.009123 0.008843 0.004192 57 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s]
217/499 4.32G 0.008777 0.008773 0.004053 80 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s]
217/499 4.32G 0.008777 0.008773 0.004053 80 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s]
217/499 4.32G 0.008736 0.008886 0.003442 67 640: 2%|2 | 4/168 [00:00<00:31, 5.19it/s]
217/499 4.32G 0.008736 0.008886 0.003442 67 640: 3%|2 | 5/168 [00:00<00:30, 5.31it/s]
217/499 4.32G 0.008633 0.008666 0.003465 64 640: 3%|2 | 5/168 [00:01<00:30, 5.31it/s]
217/499 4.32G 0.008633 0.008666 0.003465 64 640: 4%|3 | 6/168 [00:01<00:30, 5.39it/s]
217/499 4.32G 0.008575 0.008536 0.003817 62 640: 4%|3 | 6/168 [00:01<00:30, 5.39it/s]
217/499 4.32G 0.008575 0.008536 0.003817 62 640: 4%|4 | 7/168 [00:01<00:30, 5.19it/s]
217/499 4.32G 0.00851 0.008498 0.003986 83 640: 4%|4 | 7/168 [00:01<00:30, 5.19it/s]
217/499 4.32G 0.00851 0.008498 0.003986 83 640: 5%|4 | 8/168 [00:01<00:30, 5.28it/s]
217/499 4.32G 0.008393 0.008556 0.004004 79 640: 5%|4 | 8/168 [00:01<00:30, 5.28it/s]
217/499 4.32G 0.008393 0.008556 0.004004 79 640: 5%|5 | 9/168 [00:01<00:30, 5.30it/s]
217/499 4.32G 0.008412 0.008336 0.00431 60 640: 5%|5 | 9/168 [00:01<00:30, 5.30it/s]
217/499 4.32G 0.008412 0.008336 0.00431 60 640: 6%|5 | 10/168 [00:01<00:30, 5.13it/s]
217/499 4.32G 0.008523 0.008826 0.004224 85 640: 6%|5 | 10/168 [00:02<00:30, 5.13it/s]
217/499 4.32G 0.008523 0.008826 0.004224 85 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
217/499 4.32G 0.008578 0.008672 0.00403 55 640: 7%|6 | 11/168 [00:02<00:29, 5.24it/s]
217/499 4.32G 0.008578 0.008672 0.00403 55 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s]
217/499 4.32G 0.008522 0.008681 0.003834 67 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s]
217/499 4.32G 0.008522 0.008681 0.003834 67 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s]
217/499 4.32G 0.008494 0.008505 0.003773 71 640: 8%|7 | 13/168 [00:02<00:29, 5.21it/s]
217/499 4.32G 0.008494 0.008505 0.003773 71 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s]
217/499 4.32G 0.008553 0.008424 0.003691 64 640: 8%|8 | 14/168 [00:02<00:29, 5.30it/s]
217/499 4.32G 0.008553 0.008424 0.003691 64 640: 9%|8 | 15/168 [00:02<00:28, 5.36it/s]
217/499 4.32G 0.008545 0.008421 0.003686 71 640: 9%|8 | 15/168 [00:03<00:28, 5.36it/s]
217/499 4.32G 0.008545 0.008421 0.003686 71 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s]
217/499 4.32G 0.008487 0.008289 0.003575 61 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s]
217/499 4.32G 0.008487 0.008289 0.003575 61 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s]
217/499 4.32G 0.008479 0.008234 0.003594 68 640: 10%|# | 17/168 [00:03<00:28, 5.32it/s]
217/499 4.32G 0.008479 0.008234 0.003594 68 640: 11%|# | 18/168 [00:03<00:27, 5.39it/s]
217/499 4.32G 0.008453 0.008211 0.003534 74 640: 11%|# | 18/168 [00:03<00:27, 5.39it/s]
217/499 4.32G 0.008453 0.008211 0.003534 74 640: 11%|#1 | 19/168 [00:03<00:28, 5.25it/s]
217/499 4.32G 0.008409 0.008166 0.003634 68 640: 11%|#1 | 19/168 [00:03<00:28, 5.25it/s]
217/499 4.32G 0.008409 0.008166 0.003634 68 640: 12%|#1 | 20/168 [00:03<00:27, 5.33it/s]
217/499 4.32G 0.008447 0.00809 0.003565 60 640: 12%|#1 | 20/168 [00:03<00:27, 5.33it/s]
217/499 4.32G 0.008447 0.00809 0.003565 60 640: 12%|#2 | 21/168 [00:03<00:27, 5.36it/s]
217/499 4.32G 0.008436 0.00814 0.003599 81 640: 12%|#2 | 21/168 [00:04<00:27, 5.36it/s]
217/499 4.32G 0.008436 0.00814 0.003599 81 640: 13%|#3 | 22/168 [00:04<00:27, 5.24it/s]
217/499 4.32G 0.008405 0.008106 0.003763 78 640: 13%|#3 | 22/168 [00:04<00:27, 5.24it/s]
217/499 4.32G 0.008405 0.008106 0.003763 78 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s]
217/499 4.32G 0.00841 0.008074 0.00372 78 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s]
217/499 4.32G 0.00841 0.008074 0.00372 78 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s]
217/499 4.32G 0.00838 0.008032 0.003632 68 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s]
217/499 4.32G 0.00838 0.008032 0.003632 68 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
217/499 4.32G 0.008462 0.00804 0.003627 65 640: 15%|#4 | 25/168 [00:04<00:27, 5.20it/s]
217/499 4.32G 0.008462 0.00804 0.003627 65 640: 15%|#5 | 26/168 [00:04<00:26, 5.29it/s]
217/499 4.32G 0.008538 0.008104 0.003656 81 640: 15%|#5 | 26/168 [00:05<00:26, 5.29it/s]
217/499 4.32G 0.008538 0.008104 0.003656 81 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s]
217/499 4.32G 0.008543 0.008065 0.003595 65 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s]
217/499 4.32G 0.008543 0.008065 0.003595 65 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s]
217/499 4.32G 0.008523 0.00806 0.003559 78 640: 17%|#6 | 28/168 [00:05<00:26, 5.23it/s]
217/499 4.32G 0.008523 0.00806 0.003559 78 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s]
217/499 4.32G 0.008518 0.008021 0.003596 73 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s]
217/499 4.32G 0.008518 0.008021 0.003596 73 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s]
217/499 4.32G 0.008515 0.007953 0.0036 57 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s]
217/499 4.32G 0.008515 0.007953 0.0036 57 640: 18%|#8 | 31/168 [00:05<00:26, 5.22it/s]
217/499 4.32G 0.008534 0.007978 0.003548 72 640: 18%|#8 | 31/168 [00:06<00:26, 5.22it/s]
217/499 4.32G 0.008534 0.007978 0.003548 72 640: 19%|#9 | 32/168 [00:06<00:25, 5.32it/s]
217/499 4.32G 0.008548 0.008006 0.003658 64 640: 19%|#9 | 32/168 [00:06<00:25, 5.32it/s]
217/499 4.32G 0.008548 0.008006 0.003658 64 640: 20%|#9 | 33/168 [00:06<00:25, 5.40it/s]
217/499 4.32G 0.008553 0.007971 0.003653 62 640: 20%|#9 | 33/168 [00:06<00:25, 5.40it/s]
217/499 4.32G 0.008553 0.007971 0.003653 62 640: 20%|## | 34/168 [00:06<00:25, 5.25it/s]
217/499 4.32G 0.008594 0.007913 0.003609 51 640: 20%|## | 34/168 [00:06<00:25, 5.25it/s]
217/499 4.32G 0.008594 0.007913 0.003609 51 640: 21%|## | 35/168 [00:06<00:24, 5.34it/s]
217/499 4.32G 0.008576 0.007919 0.003557 58 640: 21%|## | 35/168 [00:06<00:24, 5.34it/s]
217/499 4.32G 0.008576 0.007919 0.003557 58 640: 21%|##1 | 36/168 [00:06<00:24, 5.39it/s]
217/499 4.32G 0.008567 0.007915 0.003562 66 640: 21%|##1 | 36/168 [00:07<00:24, 5.39it/s]
217/499 4.32G 0.008567 0.007915 0.003562 66 640: 22%|##2 | 37/168 [00:07<00:25, 5.23it/s]
217/499 4.32G 0.008574 0.007907 0.003541 58 640: 22%|##2 | 37/168 [00:07<00:25, 5.23it/s]
217/499 4.32G 0.008574 0.007907 0.003541 58 640: 23%|##2 | 38/168 [00:07<00:24, 5.33it/s]
217/499 4.32G 0.008643 0.007908 0.003582 47 640: 23%|##2 | 38/168 [00:07<00:24, 5.33it/s]
217/499 4.32G 0.008643 0.007908 0.003582 47 640: 23%|##3 | 39/168 [00:07<00:23, 5.38it/s]
217/499 4.32G 0.008615 0.007862 0.003655 66 640: 23%|##3 | 39/168 [00:07<00:23, 5.38it/s]
217/499 4.32G 0.008615 0.007862 0.003655 66 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s]
217/499 4.32G 0.008598 0.007855 0.00364 56 640: 24%|##3 | 40/168 [00:07<00:24, 5.17it/s]
217/499 4.32G 0.008598 0.007855 0.00364 56 640: 24%|##4 | 41/168 [00:07<00:24, 5.18it/s]
217/499 4.32G 0.008597 0.00782 0.00362 61 640: 24%|##4 | 41/168 [00:07<00:24, 5.18it/s]
217/499 4.32G 0.008597 0.00782 0.00362 61 640: 25%|##5 | 42/168 [00:07<00:23, 5.26it/s]
217/499 4.32G 0.008579 0.007851 0.003591 78 640: 25%|##5 | 42/168 [00:08<00:23, 5.26it/s]
217/499 4.32G 0.008579 0.007851 0.003591 78 640: 26%|##5 | 43/168 [00:08<00:24, 5.16it/s]
217/499 4.32G 0.008598 0.007835 0.003529 60 640: 26%|##5 | 43/168 [00:08<00:24, 5.16it/s]
217/499 4.32G 0.008598 0.007835 0.003529 60 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s]
217/499 4.32G 0.008581 0.007826 0.003526 69 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s]
217/499 4.32G 0.008581 0.007826 0.003526 69 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s]
217/499 4.32G 0.00859 0.00786 0.003506 65 640: 27%|##6 | 45/168 [00:08<00:22, 5.36it/s]
217/499 4.32G 0.00859 0.00786 0.003506 65 640: 27%|##7 | 46/168 [00:08<00:23, 5.20it/s]
217/499 4.32G 0.008568 0.007821 0.003498 66 640: 27%|##7 | 46/168 [00:08<00:23, 5.20it/s]
217/499 4.32G 0.008568 0.007821 0.003498 66 640: 28%|##7 | 47/168 [00:08<00:22, 5.29it/s]
217/499 4.32G 0.008568 0.007806 0.003499 71 640: 28%|##7 | 47/168 [00:09<00:22, 5.29it/s]
217/499 4.32G 0.008568 0.007806 0.003499 71 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s]
217/499 4.32G 0.008554 0.00785 0.003489 84 640: 29%|##8 | 48/168 [00:09<00:22, 5.35it/s]
217/499 4.32G 0.008554 0.00785 0.003489 84 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s]
217/499 4.32G 0.008569 0.007839 0.003486 72 640: 29%|##9 | 49/168 [00:09<00:22, 5.20it/s]
217/499 4.32G 0.008569 0.007839 0.003486 72 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s]
217/499 4.32G 0.008546 0.007793 0.003482 55 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s]
217/499 4.32G 0.008546 0.007793 0.003482 55 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s]
217/499 4.32G 0.008565 0.007823 0.003487 90 640: 30%|### | 51/168 [00:09<00:21, 5.35it/s]
217/499 4.32G 0.008565 0.007823 0.003487 90 640: 31%|### | 52/168 [00:09<00:22, 5.21it/s]
217/499 4.32G 0.008555 0.00782 0.003489 68 640: 31%|### | 52/168 [00:10<00:22, 5.21it/s]
217/499 4.32G 0.008555 0.00782 0.003489 68 640: 32%|###1 | 53/168 [00:10<00:21, 5.23it/s]
217/499 4.32G 0.008546 0.00783 0.003488 73 640: 32%|###1 | 53/168 [00:10<00:21, 5.23it/s]
217/499 4.32G 0.008546 0.00783 0.003488 73 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s]
217/499 4.32G 0.008525 0.007822 0.003514 67 640: 32%|###2 | 54/168 [00:10<00:21, 5.30it/s]
217/499 4.32G 0.008525 0.007822 0.003514 67 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s]
217/499 4.32G 0.008522 0.007827 0.003519 72 640: 33%|###2 | 55/168 [00:10<00:21, 5.17it/s]
217/499 4.32G 0.008522 0.007827 0.003519 72 640: 33%|###3 | 56/168 [00:10<00:21, 5.24it/s]
217/499 4.32G 0.008528 0.007801 0.0035 67 640: 33%|###3 | 56/168 [00:10<00:21, 5.24it/s]
217/499 4.32G 0.008528 0.007801 0.0035 67 640: 34%|###3 | 57/168 [00:10<00:20, 5.32it/s]
217/499 4.32G 0.008505 0.007832 0.00347 78 640: 34%|###3 | 57/168 [00:11<00:20, 5.32it/s]
217/499 4.32G 0.008505 0.007832 0.00347 78 640: 35%|###4 | 58/168 [00:11<00:21, 5.15it/s]
217/499 4.32G 0.008509 0.007816 0.003466 68 640: 35%|###4 | 58/168 [00:11<00:21, 5.15it/s]
217/499 4.32G 0.008509 0.007816 0.003466 68 640: 35%|###5 | 59/168 [00:11<00:20, 5.22it/s]
217/499 4.32G 0.008494 0.007793 0.003453 55 640: 35%|###5 | 59/168 [00:11<00:20, 5.22it/s]
217/499 4.32G 0.008494 0.007793 0.003453 55 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s]
217/499 4.32G 0.008467 0.007776 0.003456 66 640: 36%|###5 | 60/168 [00:11<00:20, 5.31it/s]
217/499 4.32G 0.008467 0.007776 0.003456 66 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
217/499 4.32G 0.008501 0.007766 0.00347 57 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
217/499 4.32G 0.008501 0.007766 0.00347 57 640: 37%|###6 | 62/168 [00:11<00:20, 5.21it/s]
217/499 4.32G 0.00848 0.007774 0.003489 71 640: 37%|###6 | 62/168 [00:11<00:20, 5.21it/s]
217/499 4.32G 0.00848 0.007774 0.003489 71 640: 38%|###7 | 63/168 [00:11<00:19, 5.28it/s]
217/499 4.32G 0.008481 0.00776 0.003465 60 640: 38%|###7 | 63/168 [00:12<00:19, 5.28it/s]
217/499 4.32G 0.008481 0.00776 0.003465 60 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s]
217/499 4.32G 0.008482 0.007748 0.003442 66 640: 38%|###8 | 64/168 [00:12<00:20, 5.16it/s]
217/499 4.32G 0.008482 0.007748 0.003442 66 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
217/499 4.32G 0.008468 0.00773 0.003435 65 640: 39%|###8 | 65/168 [00:12<00:19, 5.27it/s]
217/499 4.32G 0.008468 0.00773 0.003435 65 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s]
217/499 4.32G 0.008465 0.00778 0.003454 75 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s]
217/499 4.32G 0.008465 0.00778 0.003454 75 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s]
217/499 4.32G 0.008485 0.007775 0.003452 58 640: 40%|###9 | 67/168 [00:12<00:19, 5.17it/s]
217/499 4.32G 0.008485 0.007775 0.003452 58 640: 40%|#### | 68/168 [00:12<00:18, 5.28it/s]
217/499 4.32G 0.008472 0.007773 0.003448 73 640: 40%|#### | 68/168 [00:13<00:18, 5.28it/s]
217/499 4.32G 0.008472 0.007773 0.003448 73 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s]
217/499 4.32G 0.008482 0.007774 0.003435 66 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s]
217/499 4.32G 0.008482 0.007774 0.003435 66 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s]
217/499 4.32G 0.008463 0.007751 0.003405 68 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s]
217/499 4.32G 0.008463 0.007751 0.003405 68 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s]
217/499 4.32G 0.008465 0.007752 0.003424 82 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s]
217/499 4.32G 0.008465 0.007752 0.003424 82 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s]
217/499 4.32G 0.008451 0.007733 0.003378 47 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s]
217/499 4.32G 0.008451 0.007733 0.003378 47 640: 43%|####3 | 73/168 [00:13<00:18, 5.18it/s]
217/499 4.32G 0.008441 0.007712 0.003383 67 640: 43%|####3 | 73/168 [00:14<00:18, 5.18it/s]
217/499 4.32G 0.008441 0.007712 0.003383 67 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s]
217/499 4.32G 0.008436 0.00773 0.003349 70 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s]
217/499 4.32G 0.008436 0.00773 0.003349 70 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s]
217/499 4.32G 0.008428 0.007741 0.003363 78 640: 45%|####4 | 75/168 [00:14<00:17, 5.36it/s]
217/499 4.32G 0.008428 0.007741 0.003363 78 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s]
217/499 4.32G 0.00841 0.007744 0.003346 79 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s]
217/499 4.32G 0.00841 0.007744 0.003346 79 640: 46%|####5 | 77/168 [00:14<00:17, 5.33it/s]
217/499 4.32G 0.00839 0.007748 0.003332 65 640: 46%|####5 | 77/168 [00:14<00:17, 5.33it/s]
217/499 4.32G 0.00839 0.007748 0.003332 65 640: 46%|####6 | 78/168 [00:14<00:16, 5.38it/s]
217/499 4.32G 0.008374 0.007729 0.003328 59 640: 46%|####6 | 78/168 [00:14<00:16, 5.38it/s]
217/499 4.32G 0.008374 0.007729 0.003328 59 640: 47%|####7 | 79/168 [00:14<00:17, 5.23it/s]
217/499 4.32G 0.008378 0.00773 0.003335 63 640: 47%|####7 | 79/168 [00:15<00:17, 5.23it/s]
217/499 4.32G 0.008378 0.00773 0.003335 63 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s]
217/499 4.32G 0.008371 0.007732 0.003343 72 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s]
217/499 4.32G 0.008371 0.007732 0.003343 72 640: 48%|####8 | 81/168 [00:15<00:16, 5.40it/s]
217/499 4.32G 0.008358 0.007716 0.003323 53 640: 48%|####8 | 81/168 [00:15<00:16, 5.40it/s]
217/499 4.32G 0.008358 0.007716 0.003323 53 640: 49%|####8 | 82/168 [00:15<00:16, 5.25it/s]
217/499 4.32G 0.008362 0.007712 0.00334 58 640: 49%|####8 | 82/168 [00:15<00:16, 5.25it/s]
217/499 4.32G 0.008362 0.007712 0.00334 58 640: 49%|####9 | 83/168 [00:15<00:15, 5.34it/s]
217/499 4.32G 0.008348 0.007722 0.003328 72 640: 49%|####9 | 83/168 [00:15<00:15, 5.34it/s]
217/499 4.32G 0.008348 0.007722 0.003328 72 640: 50%|##### | 84/168 [00:15<00:15, 5.38it/s]
217/499 4.32G 0.008331 0.007723 0.003321 76 640: 50%|##### | 84/168 [00:16<00:15, 5.38it/s]
217/499 4.32G 0.008331 0.007723 0.003321 76 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s]
217/499 4.32G 0.008324 0.007734 0.003312 75 640: 51%|##### | 85/168 [00:16<00:15, 5.21it/s]
217/499 4.32G 0.008324 0.007734 0.003312 75 640: 51%|#####1 | 86/168 [00:16<00:15, 5.31it/s]
217/499 4.32G 0.00832 0.007738 0.003284 74 640: 51%|#####1 | 86/168 [00:16<00:15, 5.31it/s]
217/499 4.32G 0.00832 0.007738 0.003284 74 640: 52%|#####1 | 87/168 [00:16<00:15, 5.37it/s]
217/499 4.32G 0.00832 0.007738 0.003257 78 640: 52%|#####1 | 87/168 [00:16<00:15, 5.37it/s]
217/499 4.32G 0.00832 0.007738 0.003257 78 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
217/499 4.32G 0.008329 0.007742 0.003249 64 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
217/499 4.32G 0.008329 0.007742 0.003249 64 640: 53%|#####2 | 89/168 [00:16<00:14, 5.28it/s]
217/499 4.32G 0.008327 0.007755 0.003259 77 640: 53%|#####2 | 89/168 [00:17<00:14, 5.28it/s]
217/499 4.32G 0.008327 0.007755 0.003259 77 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
217/499 4.32G 0.008327 0.007758 0.003284 83 640: 54%|#####3 | 90/168 [00:17<00:14, 5.34it/s]
217/499 4.32G 0.008327 0.007758 0.003284 83 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s]
217/499 4.32G 0.008337 0.007755 0.003268 58 640: 54%|#####4 | 91/168 [00:17<00:14, 5.21it/s]
217/499 4.32G 0.008337 0.007755 0.003268 58 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s]
217/499 4.32G 0.008334 0.007781 0.003276 85 640: 55%|#####4 | 92/168 [00:17<00:14, 5.30it/s]
217/499 4.32G 0.008334 0.007781 0.003276 85 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s]
217/499 4.32G 0.008314 0.007759 0.003261 57 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s]
217/499 4.32G 0.008314 0.007759 0.003261 57 640: 56%|#####5 | 94/168 [00:17<00:14, 5.22it/s]
217/499 4.32G 0.008309 0.007775 0.003261 77 640: 56%|#####5 | 94/168 [00:17<00:14, 5.22it/s]
217/499 4.32G 0.008309 0.007775 0.003261 77 640: 57%|#####6 | 95/168 [00:17<00:13, 5.28it/s]
217/499 4.32G 0.008302 0.007766 0.003256 65 640: 57%|#####6 | 95/168 [00:18<00:13, 5.28it/s]
217/499 4.32G 0.008302 0.007766 0.003256 65 640: 57%|#####7 | 96/168 [00:18<00:13, 5.35it/s]
217/499 4.32G 0.008301 0.007753 0.003238 58 640: 57%|#####7 | 96/168 [00:18<00:13, 5.35it/s]
217/499 4.32G 0.008301 0.007753 0.003238 58 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s]
217/499 4.32G 0.008306 0.007765 0.003225 63 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s]
217/499 4.32G 0.008306 0.007765 0.003225 63 640: 58%|#####8 | 98/168 [00:18<00:13, 5.24it/s]
217/499 4.32G 0.008297 0.007753 0.00324 68 640: 58%|#####8 | 98/168 [00:18<00:13, 5.24it/s]
217/499 4.32G 0.008297 0.007753 0.00324 68 640: 59%|#####8 | 99/168 [00:18<00:12, 5.34it/s]
217/499 4.32G 0.008309 0.007757 0.003234 75 640: 59%|#####8 | 99/168 [00:18<00:12, 5.34it/s]
217/499 4.32G 0.008309 0.007757 0.003234 75 640: 60%|#####9 | 100/168 [00:18<00:13, 5.21it/s]
217/499 4.32G 0.008329 0.007759 0.00323 55 640: 60%|#####9 | 100/168 [00:19<00:13, 5.21it/s]
217/499 4.32G 0.008329 0.007759 0.00323 55 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s]
217/499 4.32G 0.008317 0.007735 0.003216 62 640: 60%|###### | 101/168 [00:19<00:12, 5.28it/s]
217/499 4.32G 0.008317 0.007735 0.003216 62 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s]
217/499 4.32G 0.008312 0.007724 0.003244 63 640: 61%|###### | 102/168 [00:19<00:12, 5.34it/s]
217/499 4.32G 0.008312 0.007724 0.003244 63 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s]
217/499 4.32G 0.008296 0.007727 0.00324 65 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s]
217/499 4.32G 0.008296 0.007727 0.00324 65 640: 62%|######1 | 104/168 [00:19<00:12, 5.28it/s]
217/499 4.32G 0.008284 0.007721 0.003231 81 640: 62%|######1 | 104/168 [00:19<00:12, 5.28it/s]
217/499 4.32G 0.008284 0.007721 0.003231 81 640: 62%|######2 | 105/168 [00:19<00:11, 5.34it/s]
217/499 4.32G 0.008281 0.007723 0.00323 78 640: 62%|######2 | 105/168 [00:20<00:11, 5.34it/s]
217/499 4.32G 0.008281 0.007723 0.00323 78 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s]
217/499 4.32G 0.008288 0.007731 0.003219 69 640: 63%|######3 | 106/168 [00:20<00:11, 5.20it/s]
217/499 4.32G 0.008288 0.007731 0.003219 69 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s]
217/499 4.32G 0.008321 0.007753 0.003229 71 640: 64%|######3 | 107/168 [00:20<00:11, 5.29it/s]
217/499 4.32G 0.008321 0.007753 0.003229 71 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s]
217/499 4.32G 0.008333 0.007753 0.003246 55 640: 64%|######4 | 108/168 [00:20<00:11, 5.37it/s]
217/499 4.32G 0.008333 0.007753 0.003246 55 640: 65%|######4 | 109/168 [00:20<00:11, 5.24it/s]
217/499 4.32G 0.008328 0.007764 0.003241 69 640: 65%|######4 | 109/168 [00:20<00:11, 5.24it/s]
217/499 4.32G 0.008328 0.007764 0.003241 69 640: 65%|######5 | 110/168 [00:20<00:10, 5.31it/s]
217/499 4.32G 0.008318 0.007771 0.003234 77 640: 65%|######5 | 110/168 [00:21<00:10, 5.31it/s]
217/499 4.32G 0.008318 0.007771 0.003234 77 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s]
217/499 4.32G 0.008322 0.007771 0.003223 61 640: 66%|######6 | 111/168 [00:21<00:10, 5.36it/s]
217/499 4.32G 0.008322 0.007771 0.003223 61 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s]
217/499 4.32G 0.008315 0.007766 0.003217 58 640: 67%|######6 | 112/168 [00:21<00:10, 5.22it/s]
217/499 4.32G 0.008315 0.007766 0.003217 58 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s]
217/499 4.32G 0.008318 0.007757 0.003201 60 640: 67%|######7 | 113/168 [00:21<00:10, 5.25it/s]
217/499 4.32G 0.008318 0.007757 0.003201 60 640: 68%|######7 | 114/168 [00:21<00:10, 5.33it/s]
217/499 4.32G 0.008303 0.007756 0.003201 66 640: 68%|######7 | 114/168 [00:21<00:10, 5.33it/s]
217/499 4.32G 0.008303 0.007756 0.003201 66 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s]
217/499 4.32G 0.008302 0.007783 0.003207 80 640: 68%|######8 | 115/168 [00:21<00:10, 5.21it/s]
217/499 4.32G 0.008302 0.007783 0.003207 80 640: 69%|######9 | 116/168 [00:21<00:09, 5.30it/s]
217/499 4.32G 0.0083 0.007785 0.003214 69 640: 69%|######9 | 116/168 [00:22<00:09, 5.30it/s]
217/499 4.32G 0.0083 0.007785 0.003214 69 640: 70%|######9 | 117/168 [00:22<00:09, 5.37it/s]
217/499 4.32G 0.008298 0.007787 0.003209 73 640: 70%|######9 | 117/168 [00:22<00:09, 5.37it/s]
217/499 4.32G 0.008298 0.007787 0.003209 73 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s]
217/499 4.32G 0.008298 0.00777 0.00319 47 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s]
217/499 4.32G 0.008298 0.00777 0.00319 47 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s]
217/499 4.32G 0.008299 0.007763 0.003174 70 640: 71%|####### | 119/168 [00:22<00:09, 5.30it/s]
217/499 4.32G 0.008299 0.007763 0.003174 70 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s]
217/499 4.32G 0.008294 0.007755 0.003174 62 640: 71%|#######1 | 120/168 [00:22<00:08, 5.34it/s]
217/499 4.32G 0.008294 0.007755 0.003174 62 640: 72%|#######2 | 121/168 [00:22<00:09, 5.19it/s]
217/499 4.32G 0.008306 0.00776 0.003207 71 640: 72%|#######2 | 121/168 [00:23<00:09, 5.19it/s]
217/499 4.32G 0.008306 0.00776 0.003207 71 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s]
217/499 4.32G 0.008319 0.007783 0.003211 72 640: 73%|#######2 | 122/168 [00:23<00:08, 5.30it/s]
217/499 4.32G 0.008319 0.007783 0.003211 72 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s]
217/499 4.32G 0.008334 0.007786 0.003204 63 640: 73%|#######3 | 123/168 [00:23<00:08, 5.37it/s]
217/499 4.32G 0.008334 0.007786 0.003204 63 640: 74%|#######3 | 124/168 [00:23<00:08, 5.24it/s]
217/499 4.32G 0.008331 0.007778 0.003215 55 640: 74%|#######3 | 124/168 [00:23<00:08, 5.24it/s]
217/499 4.32G 0.008331 0.007778 0.003215 55 640: 74%|#######4 | 125/168 [00:23<00:08, 5.33it/s]
217/499 4.32G 0.008333 0.007762 0.003215 55 640: 74%|#######4 | 125/168 [00:23<00:08, 5.33it/s]
217/499 4.32G 0.008333 0.007762 0.003215 55 640: 75%|#######5 | 126/168 [00:23<00:07, 5.39it/s]
217/499 4.32G 0.008329 0.007752 0.003227 59 640: 75%|#######5 | 126/168 [00:24<00:07, 5.39it/s]
217/499 4.32G 0.008329 0.007752 0.003227 59 640: 76%|#######5 | 127/168 [00:24<00:07, 5.23it/s]
217/499 4.32G 0.008316 0.00774 0.003229 58 640: 76%|#######5 | 127/168 [00:24<00:07, 5.23it/s]
217/499 4.32G 0.008316 0.00774 0.003229 58 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s]
217/499 4.32G 0.008311 0.007736 0.003237 63 640: 76%|#######6 | 128/168 [00:24<00:07, 5.30it/s]
217/499 4.32G 0.008311 0.007736 0.003237 63 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s]
217/499 4.32G 0.008316 0.007727 0.003222 57 640: 77%|#######6 | 129/168 [00:24<00:07, 5.37it/s]
217/499 4.32G 0.008316 0.007727 0.003222 57 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s]
217/499 4.32G 0.008322 0.007747 0.003222 75 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s]
217/499 4.32G 0.008322 0.007747 0.003222 75 640: 78%|#######7 | 131/168 [00:24<00:06, 5.32it/s]
217/499 4.32G 0.00832 0.007748 0.003199 60 640: 78%|#######7 | 131/168 [00:24<00:06, 5.32it/s]
217/499 4.32G 0.00832 0.007748 0.003199 60 640: 79%|#######8 | 132/168 [00:24<00:06, 5.38it/s]
217/499 4.32G 0.008321 0.00775 0.003195 78 640: 79%|#######8 | 132/168 [00:25<00:06, 5.38it/s]
217/499 4.32G 0.008321 0.00775 0.003195 78 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s]
217/499 4.32G 0.008323 0.00775 0.003178 61 640: 79%|#######9 | 133/168 [00:25<00:06, 5.24it/s]
217/499 4.32G 0.008323 0.00775 0.003178 61 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
217/499 4.32G 0.008309 0.007751 0.003169 72 640: 80%|#######9 | 134/168 [00:25<00:06, 5.31it/s]
217/499 4.32G 0.008309 0.007751 0.003169 72 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s]
217/499 4.32G 0.008306 0.007754 0.003154 71 640: 80%|######## | 135/168 [00:25<00:06, 5.37it/s]
217/499 4.32G 0.008306 0.007754 0.003154 71 640: 81%|######## | 136/168 [00:25<00:06, 5.19it/s]
217/499 4.32G 0.008303 0.007759 0.003194 78 640: 81%|######## | 136/168 [00:25<00:06, 5.19it/s]
217/499 4.32G 0.008303 0.007759 0.003194 78 640: 82%|########1 | 137/168 [00:25<00:05, 5.29it/s]
217/499 4.32G 0.008294 0.00775 0.003193 65 640: 82%|########1 | 137/168 [00:26<00:05, 5.29it/s]
217/499 4.32G 0.008294 0.00775 0.003193 65 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
217/499 4.32G 0.008298 0.007748 0.003213 61 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
217/499 4.32G 0.008298 0.007748 0.003213 61 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s]
217/499 4.32G 0.008295 0.007761 0.00322 84 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s]
217/499 4.32G 0.008295 0.007761 0.00322 84 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s]
217/499 4.32G 0.008288 0.007749 0.003215 56 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s]
217/499 4.32G 0.008288 0.007749 0.003215 56 640: 84%|########3 | 141/168 [00:26<00:05, 5.34it/s]
217/499 4.32G 0.008303 0.007757 0.003205 62 640: 84%|########3 | 141/168 [00:26<00:05, 5.34it/s]
217/499 4.32G 0.008303 0.007757 0.003205 62 640: 85%|########4 | 142/168 [00:26<00:05, 5.19it/s]
217/499 4.32G 0.008308 0.00776 0.003198 80 640: 85%|########4 | 142/168 [00:27<00:05, 5.19it/s]
217/499 4.32G 0.008308 0.00776 0.003198 80 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s]
217/499 4.32G 0.008315 0.007759 0.003186 65 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s]
217/499 4.32G 0.008315 0.007759 0.003186 65 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s]
217/499 4.32G 0.008324 0.007772 0.003206 74 640: 86%|########5 | 144/168 [00:27<00:04, 5.35it/s]
217/499 4.32G 0.008324 0.007772 0.003206 74 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s]
217/499 4.32G 0.008325 0.007769 0.003225 68 640: 86%|########6 | 145/168 [00:27<00:04, 5.21it/s]
217/499 4.32G 0.008325 0.007769 0.003225 68 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s]
217/499 4.32G 0.008333 0.007796 0.003224 101 640: 87%|########6 | 146/168 [00:27<00:04, 5.28it/s]
217/499 4.32G 0.008333 0.007796 0.003224 101 640: 88%|########7 | 147/168 [00:27<00:03, 5.34it/s]
217/499 4.32G 0.008341 0.007801 0.00324 59 640: 88%|########7 | 147/168 [00:28<00:03, 5.34it/s]
217/499 4.32G 0.008341 0.007801 0.00324 59 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s]
217/499 4.32G 0.008347 0.007799 0.003234 73 640: 88%|########8 | 148/168 [00:28<00:03, 5.19it/s]
217/499 4.32G 0.008347 0.007799 0.003234 73 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
217/499 4.32G 0.008347 0.007799 0.003219 61 640: 89%|########8 | 149/168 [00:28<00:03, 5.29it/s]
217/499 4.32G 0.008347 0.007799 0.003219 61 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
217/499 4.32G 0.008347 0.007804 0.003226 81 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
217/499 4.32G 0.008347 0.007804 0.003226 81 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s]
217/499 4.32G 0.008346 0.007808 0.003226 79 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s]
217/499 4.32G 0.008346 0.007808 0.003226 79 640: 90%|######### | 152/168 [00:28<00:03, 5.27it/s]
217/499 4.32G 0.008344 0.007806 0.003237 66 640: 90%|######### | 152/168 [00:28<00:03, 5.27it/s]
217/499 4.32G 0.008344 0.007806 0.003237 66 640: 91%|#########1| 153/168 [00:28<00:02, 5.34it/s]
217/499 4.32G 0.00834 0.007807 0.003229 71 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s]
217/499 4.32G 0.00834 0.007807 0.003229 71 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s]
217/499 4.32G 0.008342 0.00781 0.003212 57 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s]
217/499 4.32G 0.008342 0.00781 0.003212 57 640: 92%|#########2| 155/168 [00:29<00:02, 5.29it/s]
217/499 4.32G 0.008337 0.007806 0.003219 61 640: 92%|#########2| 155/168 [00:29<00:02, 5.29it/s]
217/499 4.32G 0.008337 0.007806 0.003219 61 640: 93%|#########2| 156/168 [00:29<00:02, 5.36it/s]
217/499 4.32G 0.008327 0.007806 0.003235 70 640: 93%|#########2| 156/168 [00:29<00:02, 5.36it/s]
217/499 4.32G 0.008327 0.007806 0.003235 70 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s]
217/499 4.32G 0.00833 0.007799 0.003228 51 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s]
217/499 4.32G 0.00833 0.007799 0.003228 51 640: 94%|#########4| 158/168 [00:29<00:01, 5.31it/s]
217/499 4.32G 0.008328 0.007794 0.003236 73 640: 94%|#########4| 158/168 [00:30<00:01, 5.31it/s]
217/499 4.32G 0.008328 0.007794 0.003236 73 640: 95%|#########4| 159/168 [00:30<00:01, 5.38it/s]
217/499 4.32G 0.008323 0.007796 0.003228 68 640: 95%|#########4| 159/168 [00:30<00:01, 5.38it/s]
217/499 4.32G 0.008323 0.007796 0.003228 68 640: 95%|#########5| 160/168 [00:30<00:01, 5.25it/s]
217/499 4.32G 0.008327 0.007794 0.003219 68 640: 95%|#########5| 160/168 [00:30<00:01, 5.25it/s]
217/499 4.32G 0.008327 0.007794 0.003219 68 640: 96%|#########5| 161/168 [00:30<00:01, 5.33it/s]
217/499 4.32G 0.008333 0.007797 0.003213 66 640: 96%|#########5| 161/168 [00:30<00:01, 5.33it/s]
217/499 4.32G 0.008333 0.007797 0.003213 66 640: 96%|#########6| 162/168 [00:30<00:01, 5.40it/s]
217/499 4.32G 0.008335 0.007791 0.003206 64 640: 96%|#########6| 162/168 [00:30<00:01, 5.40it/s]
217/499 4.32G 0.008335 0.007791 0.003206 64 640: 97%|#########7| 163/168 [00:30<00:00, 5.26it/s]
217/499 4.32G 0.008342 0.007783 0.003196 62 640: 97%|#########7| 163/168 [00:31<00:00, 5.26it/s]
217/499 4.32G 0.008342 0.007783 0.003196 62 640: 98%|#########7| 164/168 [00:31<00:00, 5.33it/s]
217/499 4.32G 0.008335 0.007789 0.003197 77 640: 98%|#########7| 164/168 [00:31<00:00, 5.33it/s]
217/499 4.32G 0.008335 0.007789 0.003197 77 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s]
217/499 4.32G 0.008328 0.00779 0.003214 71 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s]
217/499 4.32G 0.008328 0.00779 0.003214 71 640: 99%|#########8| 166/168 [00:31<00:00, 5.23it/s]
217/499 4.32G 0.008326 0.007791 0.003204 63 640: 99%|#########8| 166/168 [00:31<00:00, 5.23it/s]
217/499 4.32G 0.008326 0.007791 0.003204 63 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s]
217/499 4.32G 0.008319 0.007786 0.00322 35 640: 99%|#########9| 167/168 [00:31<00:00, 5.32it/s]
217/499 4.32G 0.008319 0.007786 0.00322 35 640: 100%|##########| 168/168 [00:31<00:00, 5.49it/s]
217/499 4.32G 0.008319 0.007786 0.00322 35 640: 100%|##########| 168/168 [00:31<00:00, 5.29it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s]
all 132 263 0.847 0.854 0.879 0.769
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
218/499 4.32G 0.007156 0.006689 0.002152 70 640: 0%| | 0/168 [00:00<?, ?it/s]
218/499 4.32G 0.007156 0.006689 0.002152 70 640: 1%| | 1/168 [00:00<00:33, 4.96it/s]
218/499 4.32G 0.008096 0.00716 0.003145 63 640: 1%| | 1/168 [00:00<00:33, 4.96it/s]
218/499 4.32G 0.008096 0.00716 0.003145 63 640: 1%|1 | 2/168 [00:00<00:31, 5.30it/s]
218/499 4.32G 0.007914 0.007399 0.003382 69 640: 1%|1 | 2/168 [00:00<00:31, 5.30it/s]
218/499 4.32G 0.007914 0.007399 0.003382 69 640: 2%|1 | 3/168 [00:00<00:30, 5.41it/s]
218/499 4.32G 0.008118 0.007626 0.003713 74 640: 2%|1 | 3/168 [00:00<00:30, 5.41it/s]
218/499 4.32G 0.008118 0.007626 0.003713 74 640: 2%|2 | 4/168 [00:00<00:31, 5.21it/s]
218/499 4.32G 0.008241 0.007402 0.004344 65 640: 2%|2 | 4/168 [00:00<00:31, 5.21it/s]
218/499 4.32G 0.008241 0.007402 0.004344 65 640: 3%|2 | 5/168 [00:00<00:30, 5.31it/s]
218/499 4.32G 0.008251 0.007467 0.004022 73 640: 3%|2 | 5/168 [00:01<00:30, 5.31it/s]
218/499 4.32G 0.008251 0.007467 0.004022 73 640: 4%|3 | 6/168 [00:01<00:30, 5.40it/s]
218/499 4.32G 0.008267 0.007138 0.003757 48 640: 4%|3 | 6/168 [00:01<00:30, 5.40it/s]
218/499 4.32G 0.008267 0.007138 0.003757 48 640: 4%|4 | 7/168 [00:01<00:30, 5.24it/s]
218/499 4.32G 0.00831 0.006929 0.003608 59 640: 4%|4 | 7/168 [00:01<00:30, 5.24it/s]
218/499 4.32G 0.00831 0.006929 0.003608 59 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s]
218/499 4.32G 0.008372 0.00702 0.003377 67 640: 5%|4 | 8/168 [00:01<00:30, 5.29it/s]
218/499 4.32G 0.008372 0.00702 0.003377 67 640: 5%|5 | 9/168 [00:01<00:29, 5.37it/s]
218/499 4.32G 0.008352 0.007069 0.003453 75 640: 5%|5 | 9/168 [00:01<00:29, 5.37it/s]
218/499 4.32G 0.008352 0.007069 0.003453 75 640: 6%|5 | 10/168 [00:01<00:30, 5.20it/s]
218/499 4.32G 0.008243 0.007032 0.003431 68 640: 6%|5 | 10/168 [00:02<00:30, 5.20it/s]
218/499 4.32G 0.008243 0.007032 0.003431 68 640: 7%|6 | 11/168 [00:02<00:29, 5.27it/s]
218/499 4.32G 0.008244 0.006929 0.003219 58 640: 7%|6 | 11/168 [00:02<00:29, 5.27it/s]
218/499 4.32G 0.008244 0.006929 0.003219 58 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s]
218/499 4.32G 0.008201 0.007151 0.003138 83 640: 7%|7 | 12/168 [00:02<00:29, 5.36it/s]
218/499 4.32G 0.008201 0.007151 0.003138 83 640: 8%|7 | 13/168 [00:02<00:29, 5.23it/s]
218/499 4.32G 0.008166 0.007282 0.003336 66 640: 8%|7 | 13/168 [00:02<00:29, 5.23it/s]
218/499 4.32G 0.008166 0.007282 0.003336 66 640: 8%|8 | 14/168 [00:02<00:28, 5.32it/s]
218/499 4.32G 0.008194 0.007421 0.00333 83 640: 8%|8 | 14/168 [00:02<00:28, 5.32it/s]
218/499 4.32G 0.008194 0.007421 0.00333 83 640: 9%|8 | 15/168 [00:02<00:28, 5.38it/s]
218/499 4.32G 0.008084 0.007374 0.003207 59 640: 9%|8 | 15/168 [00:03<00:28, 5.38it/s]
218/499 4.32G 0.008084 0.007374 0.003207 59 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s]
218/499 4.32G 0.008103 0.007378 0.003023 63 640: 10%|9 | 16/168 [00:03<00:29, 5.21it/s]
218/499 4.32G 0.008103 0.007378 0.003023 63 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s]
218/499 4.32G 0.008152 0.007428 0.003035 81 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s]
218/499 4.32G 0.008152 0.007428 0.003035 81 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s]
218/499 4.32G 0.008277 0.007508 0.003015 65 640: 11%|# | 18/168 [00:03<00:27, 5.37it/s]
218/499 4.32G 0.008277 0.007508 0.003015 65 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s]
218/499 4.32G 0.008268 0.007531 0.003157 70 640: 11%|#1 | 19/168 [00:03<00:28, 5.22it/s]
218/499 4.32G 0.008268 0.007531 0.003157 70 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
218/499 4.32G 0.008264 0.007553 0.003214 66 640: 12%|#1 | 20/168 [00:03<00:27, 5.30it/s]
218/499 4.32G 0.008264 0.007553 0.003214 66 640: 12%|#2 | 21/168 [00:03<00:27, 5.37it/s]
218/499 4.32G 0.008253 0.007566 0.00315 61 640: 12%|#2 | 21/168 [00:04<00:27, 5.37it/s]
218/499 4.32G 0.008253 0.007566 0.00315 61 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
218/499 4.32G 0.00827 0.007658 0.003171 73 640: 13%|#3 | 22/168 [00:04<00:28, 5.19it/s]
218/499 4.32G 0.00827 0.007658 0.003171 73 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s]
218/499 4.32G 0.008275 0.007761 0.003147 78 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s]
218/499 4.32G 0.008275 0.007761 0.003147 78 640: 14%|#4 | 24/168 [00:04<00:27, 5.33it/s]
218/499 4.32G 0.008287 0.007744 0.003026 64 640: 14%|#4 | 24/168 [00:04<00:27, 5.33it/s]
218/499 4.32G 0.008287 0.007744 0.003026 64 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s]
218/499 4.32G 0.008248 0.007737 0.003005 63 640: 15%|#4 | 25/168 [00:04<00:27, 5.18it/s]
218/499 4.32G 0.008248 0.007737 0.003005 63 640: 15%|#5 | 26/168 [00:04<00:26, 5.26it/s]
218/499 4.32G 0.008288 0.007667 0.002969 61 640: 15%|#5 | 26/168 [00:05<00:26, 5.26it/s]
218/499 4.32G 0.008288 0.007667 0.002969 61 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s]
218/499 4.32G 0.008332 0.007716 0.002995 65 640: 16%|#6 | 27/168 [00:05<00:26, 5.33it/s]
218/499 4.32G 0.008332 0.007716 0.002995 65 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s]
218/499 4.32G 0.008308 0.007739 0.002964 60 640: 17%|#6 | 28/168 [00:05<00:26, 5.21it/s]
218/499 4.32G 0.008308 0.007739 0.002964 60 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s]
218/499 4.32G 0.008336 0.00768 0.002951 61 640: 17%|#7 | 29/168 [00:05<00:26, 5.26it/s]
218/499 4.32G 0.008336 0.00768 0.002951 61 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s]
218/499 4.32G 0.008331 0.007677 0.002957 69 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s]
218/499 4.32G 0.008331 0.007677 0.002957 69 640: 18%|#8 | 31/168 [00:05<00:26, 5.22it/s]
218/499 4.32G 0.008343 0.007672 0.002984 63 640: 18%|#8 | 31/168 [00:06<00:26, 5.22it/s]
218/499 4.32G 0.008343 0.007672 0.002984 63 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s]
218/499 4.32G 0.008384 0.007665 0.002909 62 640: 19%|#9 | 32/168 [00:06<00:25, 5.29it/s]
218/499 4.32G 0.008384 0.007665 0.002909 62 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s]
218/499 4.32G 0.008362 0.007631 0.002861 60 640: 20%|#9 | 33/168 [00:06<00:25, 5.36it/s]
218/499 4.32G 0.008362 0.007631 0.002861 60 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
218/499 4.32G 0.008342 0.00765 0.002867 78 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
218/499 4.32G 0.008342 0.00765 0.002867 78 640: 21%|## | 35/168 [00:06<00:24, 5.33it/s]
218/499 4.32G 0.008332 0.007698 0.002894 84 640: 21%|## | 35/168 [00:06<00:24, 5.33it/s]
218/499 4.32G 0.008332 0.007698 0.002894 84 640: 21%|##1 | 36/168 [00:06<00:24, 5.40it/s]
218/499 4.32G 0.008303 0.007748 0.002858 78 640: 21%|##1 | 36/168 [00:07<00:24, 5.40it/s]
218/499 4.32G 0.008303 0.007748 0.002858 78 640: 22%|##2 | 37/168 [00:07<00:24, 5.24it/s]
218/499 4.32G 0.008286 0.007779 0.002819 75 640: 22%|##2 | 37/168 [00:07<00:24, 5.24it/s]
218/499 4.32G 0.008286 0.007779 0.002819 75 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s]
218/499 4.32G 0.008316 0.007753 0.002796 46 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s]
218/499 4.32G 0.008316 0.007753 0.002796 46 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
218/499 4.32G 0.008315 0.007748 0.002802 69 640: 23%|##3 | 39/168 [00:07<00:24, 5.36it/s]
218/499 4.32G 0.008315 0.007748 0.002802 69 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
218/499 4.32G 0.008327 0.007754 0.002856 71 640: 24%|##3 | 40/168 [00:07<00:24, 5.22it/s]
218/499 4.32G 0.008327 0.007754 0.002856 71 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
218/499 4.32G 0.008355 0.007777 0.002848 77 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
218/499 4.32G 0.008355 0.007777 0.002848 77 640: 25%|##5 | 42/168 [00:07<00:23, 5.36it/s]
218/499 4.32G 0.008346 0.007793 0.002862 69 640: 25%|##5 | 42/168 [00:08<00:23, 5.36it/s]
218/499 4.32G 0.008346 0.007793 0.002862 69 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s]
218/499 4.32G 0.008377 0.007777 0.002827 54 640: 26%|##5 | 43/168 [00:08<00:24, 5.20it/s]
218/499 4.32G 0.008377 0.007777 0.002827 54 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s]
218/499 4.32G 0.008365 0.007765 0.002814 71 640: 26%|##6 | 44/168 [00:08<00:23, 5.30it/s]
218/499 4.32G 0.008365 0.007765 0.002814 71 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s]
218/499 4.32G 0.008388 0.007782 0.002808 64 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s]
218/499 4.32G 0.008388 0.007782 0.002808 64 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s]
218/499 4.32G 0.008368 0.007767 0.002868 62 640: 27%|##7 | 46/168 [00:08<00:23, 5.15it/s]
218/499 4.32G 0.008368 0.007767 0.002868 62 640: 28%|##7 | 47/168 [00:08<00:23, 5.24it/s]
218/499 4.32G 0.008363 0.007834 0.002841 81 640: 28%|##7 | 47/168 [00:09<00:23, 5.24it/s]
218/499 4.32G 0.008363 0.007834 0.002841 81 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s]
218/499 4.32G 0.008395 0.007844 0.002851 68 640: 29%|##8 | 48/168 [00:09<00:22, 5.31it/s]
218/499 4.32G 0.008395 0.007844 0.002851 68 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
218/499 4.32G 0.008388 0.00784 0.002871 77 640: 29%|##9 | 49/168 [00:09<00:22, 5.19it/s]
218/499 4.32G 0.008388 0.00784 0.002871 77 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s]
218/499 4.32G 0.008358 0.007811 0.002843 58 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s]
218/499 4.32G 0.008358 0.007811 0.002843 58 640: 30%|### | 51/168 [00:09<00:21, 5.38it/s]
218/499 4.32G 0.008356 0.007826 0.00281 72 640: 30%|### | 51/168 [00:09<00:21, 5.38it/s]
218/499 4.32G 0.008356 0.007826 0.00281 72 640: 31%|### | 52/168 [00:09<00:22, 5.22it/s]
218/499 4.32G 0.008354 0.007841 0.002837 79 640: 31%|### | 52/168 [00:10<00:22, 5.22it/s]
218/499 4.32G 0.008354 0.007841 0.002837 79 640: 32%|###1 | 53/168 [00:10<00:21, 5.30it/s]
218/499 4.32G 0.008369 0.007833 0.002845 59 640: 32%|###1 | 53/168 [00:10<00:21, 5.30it/s]
218/499 4.32G 0.008369 0.007833 0.002845 59 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s]
218/499 4.32G 0.008371 0.007824 0.002843 68 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s]
218/499 4.32G 0.008371 0.007824 0.002843 68 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
218/499 4.32G 0.008361 0.007859 0.002848 77 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
218/499 4.32G 0.008361 0.007859 0.002848 77 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s]
218/499 4.32G 0.008378 0.007825 0.002837 49 640: 33%|###3 | 56/168 [00:10<00:21, 5.27it/s]
218/499 4.32G 0.008378 0.007825 0.002837 49 640: 34%|###3 | 57/168 [00:10<00:20, 5.33it/s]
218/499 4.32G 0.008379 0.0078 0.002861 64 640: 34%|###3 | 57/168 [00:10<00:20, 5.33it/s]
218/499 4.32G 0.008379 0.0078 0.002861 64 640: 35%|###4 | 58/168 [00:10<00:21, 5.14it/s]
218/499 4.32G 0.008356 0.007783 0.002861 65 640: 35%|###4 | 58/168 [00:11<00:21, 5.14it/s]
218/499 4.32G 0.008356 0.007783 0.002861 65 640: 35%|###5 | 59/168 [00:11<00:20, 5.25it/s]
218/499 4.32G 0.008376 0.007809 0.002831 64 640: 35%|###5 | 59/168 [00:11<00:20, 5.25it/s]
218/499 4.32G 0.008376 0.007809 0.002831 64 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
218/499 4.32G 0.008393 0.007834 0.002835 76 640: 36%|###5 | 60/168 [00:11<00:20, 5.32it/s]
218/499 4.32G 0.008393 0.007834 0.002835 76 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
218/499 4.32G 0.008386 0.007839 0.002841 64 640: 36%|###6 | 61/168 [00:11<00:20, 5.19it/s]
218/499 4.32G 0.008386 0.007839 0.002841 64 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s]
218/499 4.32G 0.008375 0.007804 0.002831 64 640: 37%|###6 | 62/168 [00:11<00:20, 5.27it/s]
218/499 4.32G 0.008375 0.007804 0.002831 64 640: 38%|###7 | 63/168 [00:11<00:19, 5.32it/s]
218/499 4.32G 0.008357 0.007825 0.002841 63 640: 38%|###7 | 63/168 [00:12<00:19, 5.32it/s]
218/499 4.32G 0.008357 0.007825 0.002841 63 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s]
218/499 4.32G 0.008344 0.007814 0.002831 69 640: 38%|###8 | 64/168 [00:12<00:20, 5.17it/s]
218/499 4.32G 0.008344 0.007814 0.002831 69 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s]
218/499 4.32G 0.008375 0.007834 0.002814 65 640: 39%|###8 | 65/168 [00:12<00:19, 5.28it/s]
218/499 4.32G 0.008375 0.007834 0.002814 65 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
218/499 4.32G 0.008372 0.007874 0.002818 81 640: 39%|###9 | 66/168 [00:12<00:19, 5.34it/s]
218/499 4.32G 0.008372 0.007874 0.002818 81 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s]
218/499 4.32G 0.008357 0.007873 0.002797 64 640: 40%|###9 | 67/168 [00:12<00:19, 5.21it/s]
218/499 4.32G 0.008357 0.007873 0.002797 64 640: 40%|#### | 68/168 [00:12<00:18, 5.30it/s]
218/499 4.32G 0.008349 0.007853 0.002775 62 640: 40%|#### | 68/168 [00:13<00:18, 5.30it/s]
218/499 4.32G 0.008349 0.007853 0.002775 62 640: 41%|####1 | 69/168 [00:13<00:18, 5.38it/s]
218/499 4.32G 0.008344 0.00788 0.002779 89 640: 41%|####1 | 69/168 [00:13<00:18, 5.38it/s]
218/499 4.32G 0.008344 0.00788 0.002779 89 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s]
218/499 4.32G 0.008333 0.007885 0.002766 87 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s]
218/499 4.32G 0.008333 0.007885 0.002766 87 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s]
218/499 4.32G 0.008333 0.007897 0.002772 78 640: 42%|####2 | 71/168 [00:13<00:18, 5.30it/s]
218/499 4.32G 0.008333 0.007897 0.002772 78 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
218/499 4.32G 0.008318 0.007893 0.002778 75 640: 43%|####2 | 72/168 [00:13<00:17, 5.37it/s]
218/499 4.32G 0.008318 0.007893 0.002778 75 640: 43%|####3 | 73/168 [00:13<00:18, 5.16it/s]
218/499 4.32G 0.008355 0.007884 0.002763 53 640: 43%|####3 | 73/168 [00:14<00:18, 5.16it/s]
218/499 4.32G 0.008355 0.007884 0.002763 53 640: 44%|####4 | 74/168 [00:14<00:17, 5.24it/s]
218/499 4.32G 0.008355 0.007882 0.002781 63 640: 44%|####4 | 74/168 [00:14<00:17, 5.24it/s]
218/499 4.32G 0.008355 0.007882 0.002781 63 640: 45%|####4 | 75/168 [00:14<00:17, 5.29it/s]
218/499 4.32G 0.008336 0.007884 0.002765 71 640: 45%|####4 | 75/168 [00:14<00:17, 5.29it/s]
218/499 4.32G 0.008336 0.007884 0.002765 71 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s]
218/499 4.32G 0.008326 0.007859 0.002753 53 640: 45%|####5 | 76/168 [00:14<00:17, 5.18it/s]
218/499 4.32G 0.008326 0.007859 0.002753 53 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
218/499 4.32G 0.00833 0.007878 0.002769 76 640: 46%|####5 | 77/168 [00:14<00:17, 5.28it/s]
218/499 4.32G 0.00833 0.007878 0.002769 76 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s]
218/499 4.32G 0.008311 0.007866 0.002752 62 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s]
218/499 4.32G 0.008311 0.007866 0.002752 62 640: 47%|####7 | 79/168 [00:14<00:17, 5.20it/s]
218/499 4.32G 0.008302 0.007871 0.002775 71 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s]
218/499 4.32G 0.008302 0.007871 0.002775 71 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
218/499 4.32G 0.008292 0.007854 0.002788 58 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
218/499 4.32G 0.008292 0.007854 0.002788 58 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s]
218/499 4.32G 0.00831 0.007881 0.002776 78 640: 48%|####8 | 81/168 [00:15<00:16, 5.36it/s]
218/499 4.32G 0.00831 0.007881 0.002776 78 640: 49%|####8 | 82/168 [00:15<00:16, 5.23it/s]
218/499 4.32G 0.008307 0.007878 0.002781 68 640: 49%|####8 | 82/168 [00:15<00:16, 5.23it/s]
218/499 4.32G 0.008307 0.007878 0.002781 68 640: 49%|####9 | 83/168 [00:15<00:15, 5.33it/s]
218/499 4.32G 0.00831 0.007901 0.002773 79 640: 49%|####9 | 83/168 [00:15<00:15, 5.33it/s]
218/499 4.32G 0.00831 0.007901 0.002773 79 640: 50%|##### | 84/168 [00:15<00:15, 5.38it/s]
218/499 4.32G 0.00833 0.007906 0.002773 74 640: 50%|##### | 84/168 [00:16<00:15, 5.38it/s]
218/499 4.32G 0.00833 0.007906 0.002773 74 640: 51%|##### | 85/168 [00:16<00:15, 5.25it/s]
218/499 4.32G 0.008331 0.007898 0.002771 62 640: 51%|##### | 85/168 [00:16<00:15, 5.25it/s]
218/499 4.32G 0.008331 0.007898 0.002771 62 640: 51%|#####1 | 86/168 [00:16<00:15, 5.33it/s]
218/499 4.32G 0.008317 0.007875 0.002829 58 640: 51%|#####1 | 86/168 [00:16<00:15, 5.33it/s]
218/499 4.32G 0.008317 0.007875 0.002829 58 640: 52%|#####1 | 87/168 [00:16<00:15, 5.39it/s]
218/499 4.32G 0.008326 0.007908 0.002821 82 640: 52%|#####1 | 87/168 [00:16<00:15, 5.39it/s]
218/499 4.32G 0.008326 0.007908 0.002821 82 640: 52%|#####2 | 88/168 [00:16<00:15, 5.25it/s]
218/499 4.32G 0.008322 0.007911 0.002808 71 640: 52%|#####2 | 88/168 [00:16<00:15, 5.25it/s]
218/499 4.32G 0.008322 0.007911 0.002808 71 640: 53%|#####2 | 89/168 [00:16<00:14, 5.30it/s]
218/499 4.32G 0.008327 0.00791 0.002789 68 640: 53%|#####2 | 89/168 [00:17<00:14, 5.30it/s]
218/499 4.32G 0.008327 0.00791 0.002789 68 640: 54%|#####3 | 90/168 [00:17<00:14, 5.36it/s]
218/499 4.32G 0.008337 0.007917 0.00277 72 640: 54%|#####3 | 90/168 [00:17<00:14, 5.36it/s]
218/499 4.32G 0.008337 0.007917 0.00277 72 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s]
218/499 4.32G 0.008318 0.007906 0.002771 65 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s]
218/499 4.32G 0.008318 0.007906 0.002771 65 640: 55%|#####4 | 92/168 [00:17<00:14, 5.32it/s]
218/499 4.32G 0.008308 0.007906 0.002778 87 640: 55%|#####4 | 92/168 [00:17<00:14, 5.32it/s]
218/499 4.32G 0.008308 0.007906 0.002778 87 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s]
218/499 4.32G 0.008294 0.007903 0.002801 70 640: 55%|#####5 | 93/168 [00:17<00:14, 5.32it/s]
218/499 4.32G 0.008294 0.007903 0.002801 70 640: 56%|#####5 | 94/168 [00:17<00:14, 5.21it/s]
218/499 4.32G 0.008298 0.007907 0.002791 79 640: 56%|#####5 | 94/168 [00:17<00:14, 5.21it/s]
218/499 4.32G 0.008298 0.007907 0.002791 79 640: 57%|#####6 | 95/168 [00:17<00:13, 5.29it/s]
218/499 4.32G 0.008308 0.007909 0.002807 83 640: 57%|#####6 | 95/168 [00:18<00:13, 5.29it/s]
218/499 4.32G 0.008308 0.007909 0.002807 83 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s]
218/499 4.32G 0.008326 0.007917 0.002807 69 640: 57%|#####7 | 96/168 [00:18<00:13, 5.37it/s]
218/499 4.32G 0.008326 0.007917 0.002807 69 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s]
218/499 4.32G 0.008317 0.007917 0.002806 74 640: 58%|#####7 | 97/168 [00:18<00:13, 5.15it/s]
218/499 4.32G 0.008317 0.007917 0.002806 74 640: 58%|#####8 | 98/168 [00:18<00:13, 5.25it/s]
218/499 4.32G 0.008319 0.007904 0.002843 57 640: 58%|#####8 | 98/168 [00:18<00:13, 5.25it/s]
218/499 4.32G 0.008319 0.007904 0.002843 57 640: 59%|#####8 | 99/168 [00:18<00:12, 5.34it/s]
218/499 4.32G 0.008314 0.007895 0.002836 65 640: 59%|#####8 | 99/168 [00:18<00:12, 5.34it/s]
218/499 4.32G 0.008314 0.007895 0.002836 65 640: 60%|#####9 | 100/168 [00:18<00:13, 5.21it/s]
218/499 4.32G 0.008307 0.007883 0.002857 63 640: 60%|#####9 | 100/168 [00:19<00:13, 5.21it/s]
218/499 4.32G 0.008307 0.007883 0.002857 63 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s]
218/499 4.32G 0.008305 0.007866 0.002856 60 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s]
218/499 4.32G 0.008305 0.007866 0.002856 60 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
218/499 4.32G 0.008315 0.007869 0.002866 71 640: 61%|###### | 102/168 [00:19<00:12, 5.35it/s]
218/499 4.32G 0.008315 0.007869 0.002866 71 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s]
218/499 4.32G 0.008313 0.007862 0.002871 71 640: 61%|######1 | 103/168 [00:19<00:12, 5.21it/s]
218/499 4.32G 0.008313 0.007862 0.002871 71 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s]
218/499 4.32G 0.008318 0.007864 0.002876 74 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s]
218/499 4.32G 0.008318 0.007864 0.002876 74 640: 62%|######2 | 105/168 [00:19<00:11, 5.30it/s]
218/499 4.32G 0.008323 0.007863 0.002883 67 640: 62%|######2 | 105/168 [00:20<00:11, 5.30it/s]
218/499 4.32G 0.008323 0.007863 0.002883 67 640: 63%|######3 | 106/168 [00:20<00:11, 5.17it/s]
218/499 4.32G 0.008305 0.007857 0.002898 75 640: 63%|######3 | 106/168 [00:20<00:11, 5.17it/s]
218/499 4.32G 0.008305 0.007857 0.002898 75 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s]
218/499 4.32G 0.008299 0.007878 0.002914 90 640: 64%|######3 | 107/168 [00:20<00:11, 5.27it/s]
218/499 4.32G 0.008299 0.007878 0.002914 90 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s]
218/499 4.32G 0.008292 0.007864 0.0029 56 640: 64%|######4 | 108/168 [00:20<00:11, 5.34it/s]
218/499 4.32G 0.008292 0.007864 0.0029 56 640: 65%|######4 | 109/168 [00:20<00:11, 5.17it/s]
218/499 4.32G 0.008308 0.00789 0.002907 81 640: 65%|######4 | 109/168 [00:20<00:11, 5.17it/s]
218/499 4.32G 0.008308 0.00789 0.002907 81 640: 65%|######5 | 110/168 [00:20<00:10, 5.28it/s]
218/499 4.32G 0.008316 0.007903 0.002889 83 640: 65%|######5 | 110/168 [00:21<00:10, 5.28it/s]
218/499 4.32G 0.008316 0.007903 0.002889 83 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s]
218/499 4.32G 0.008312 0.007918 0.00289 93 640: 66%|######6 | 111/168 [00:21<00:10, 5.34it/s]
218/499 4.32G 0.008312 0.007918 0.00289 93 640: 67%|######6 | 112/168 [00:21<00:10, 5.15it/s]
218/499 4.32G 0.008311 0.007911 0.002878 63 640: 67%|######6 | 112/168 [00:21<00:10, 5.15it/s]
218/499 4.32G 0.008311 0.007911 0.002878 63 640: 67%|######7 | 113/168 [00:21<00:10, 5.27it/s]
218/499 4.32G 0.008321 0.007918 0.002881 50 640: 67%|######7 | 113/168 [00:21<00:10, 5.27it/s]
218/499 4.32G 0.008321 0.007918 0.002881 50 640: 68%|######7 | 114/168 [00:21<00:10, 5.27it/s]
218/499 4.32G 0.008309 0.007905 0.002896 69 640: 68%|######7 | 114/168 [00:21<00:10, 5.27it/s]
218/499 4.32G 0.008309 0.007905 0.002896 69 640: 68%|######8 | 115/168 [00:21<00:10, 5.11it/s]
218/499 4.32G 0.008312 0.007928 0.002876 75 640: 68%|######8 | 115/168 [00:21<00:10, 5.11it/s]
218/499 4.32G 0.008312 0.007928 0.002876 75 640: 69%|######9 | 116/168 [00:21<00:09, 5.20it/s]
218/499 4.32G 0.008311 0.007939 0.002874 78 640: 69%|######9 | 116/168 [00:22<00:09, 5.20it/s]
218/499 4.32G 0.008311 0.007939 0.002874 78 640: 70%|######9 | 117/168 [00:22<00:09, 5.30it/s]
218/499 4.32G 0.008296 0.007932 0.002866 67 640: 70%|######9 | 117/168 [00:22<00:09, 5.30it/s]
218/499 4.32G 0.008296 0.007932 0.002866 67 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s]
218/499 4.32G 0.008303 0.007925 0.002897 54 640: 70%|####### | 118/168 [00:22<00:09, 5.16it/s]
218/499 4.32G 0.008303 0.007925 0.002897 54 640: 71%|####### | 119/168 [00:22<00:09, 5.21it/s]
218/499 4.32G 0.008301 0.007947 0.002917 82 640: 71%|####### | 119/168 [00:22<00:09, 5.21it/s]
218/499 4.32G 0.008301 0.007947 0.002917 82 640: 71%|#######1 | 120/168 [00:22<00:09, 5.32it/s]
218/499 4.32G 0.008293 0.007944 0.002917 64 640: 71%|#######1 | 120/168 [00:22<00:09, 5.32it/s]
218/499 4.32G 0.008293 0.007944 0.002917 64 640: 72%|#######2 | 121/168 [00:22<00:09, 5.17it/s]
218/499 4.32G 0.008304 0.007934 0.002902 57 640: 72%|#######2 | 121/168 [00:23<00:09, 5.17it/s]
218/499 4.32G 0.008304 0.007934 0.002902 57 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s]
218/499 4.32G 0.008303 0.00792 0.002889 61 640: 73%|#######2 | 122/168 [00:23<00:08, 5.27it/s]
218/499 4.32G 0.008303 0.00792 0.002889 61 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s]
218/499 4.32G 0.008292 0.007927 0.002894 72 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s]
218/499 4.32G 0.008292 0.007927 0.002894 72 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
218/499 4.32G 0.008285 0.007925 0.002896 67 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
218/499 4.32G 0.008285 0.007925 0.002896 67 640: 74%|#######4 | 125/168 [00:23<00:08, 5.27it/s]
218/499 4.32G 0.008271 0.007935 0.002888 66 640: 74%|#######4 | 125/168 [00:23<00:08, 5.27it/s]
218/499 4.32G 0.008271 0.007935 0.002888 66 640: 75%|#######5 | 126/168 [00:23<00:07, 5.35it/s]
218/499 4.32G 0.008268 0.007959 0.002874 88 640: 75%|#######5 | 126/168 [00:24<00:07, 5.35it/s]
218/499 4.32G 0.008268 0.007959 0.002874 88 640: 76%|#######5 | 127/168 [00:24<00:07, 5.22it/s]
218/499 4.32G 0.008262 0.007954 0.002867 75 640: 76%|#######5 | 127/168 [00:24<00:07, 5.22it/s]
218/499 4.32G 0.008262 0.007954 0.002867 75 640: 76%|#######6 | 128/168 [00:24<00:07, 5.32it/s]
218/499 4.32G 0.008268 0.007941 0.002856 45 640: 76%|#######6 | 128/168 [00:24<00:07, 5.32it/s]
218/499 4.32G 0.008268 0.007941 0.002856 45 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s]
218/499 4.32G 0.008262 0.007944 0.002865 67 640: 77%|#######6 | 129/168 [00:24<00:07, 5.38it/s]
218/499 4.32G 0.008262 0.007944 0.002865 67 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s]
218/499 4.32G 0.008258 0.00795 0.002871 66 640: 77%|#######7 | 130/168 [00:24<00:07, 5.22it/s]
218/499 4.32G 0.008258 0.00795 0.002871 66 640: 78%|#######7 | 131/168 [00:24<00:06, 5.30it/s]
218/499 4.32G 0.008253 0.007942 0.002877 67 640: 78%|#######7 | 131/168 [00:25<00:06, 5.30it/s]
218/499 4.32G 0.008253 0.007942 0.002877 67 640: 79%|#######8 | 132/168 [00:25<00:06, 5.34it/s]
218/499 4.32G 0.00825 0.007924 0.002876 66 640: 79%|#######8 | 132/168 [00:25<00:06, 5.34it/s]
218/499 4.32G 0.00825 0.007924 0.002876 66 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s]
218/499 4.32G 0.008248 0.007919 0.002861 65 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s]
218/499 4.32G 0.008248 0.007919 0.002861 65 640: 80%|#######9 | 134/168 [00:25<00:06, 5.20it/s]
218/499 4.32G 0.008251 0.007918 0.002854 62 640: 80%|#######9 | 134/168 [00:25<00:06, 5.20it/s]
218/499 4.32G 0.008251 0.007918 0.002854 62 640: 80%|######## | 135/168 [00:25<00:06, 5.30it/s]
218/499 4.32G 0.008248 0.007919 0.00284 58 640: 80%|######## | 135/168 [00:25<00:06, 5.30it/s]
218/499 4.32G 0.008248 0.007919 0.00284 58 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s]
218/499 4.32G 0.008242 0.00792 0.002838 66 640: 81%|######## | 136/168 [00:25<00:06, 5.20it/s]
218/499 4.32G 0.008242 0.00792 0.002838 66 640: 82%|########1 | 137/168 [00:25<00:05, 5.28it/s]
218/499 4.32G 0.008241 0.007909 0.002834 59 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s]
218/499 4.32G 0.008241 0.007909 0.002834 59 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
218/499 4.32G 0.008236 0.007901 0.002848 81 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
218/499 4.32G 0.008236 0.007901 0.002848 81 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s]
218/499 4.32G 0.008221 0.007885 0.002864 64 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s]
218/499 4.32G 0.008221 0.007885 0.002864 64 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s]
218/499 4.32G 0.008216 0.007885 0.002861 69 640: 83%|########3 | 140/168 [00:26<00:05, 5.31it/s]
218/499 4.32G 0.008216 0.007885 0.002861 69 640: 84%|########3 | 141/168 [00:26<00:05, 5.39it/s]
218/499 4.32G 0.008219 0.007893 0.002862 82 640: 84%|########3 | 141/168 [00:26<00:05, 5.39it/s]
218/499 4.32G 0.008219 0.007893 0.002862 82 640: 85%|########4 | 142/168 [00:26<00:04, 5.24it/s]
218/499 4.32G 0.008218 0.007914 0.00285 92 640: 85%|########4 | 142/168 [00:27<00:04, 5.24it/s]
218/499 4.32G 0.008218 0.007914 0.00285 92 640: 85%|########5 | 143/168 [00:27<00:04, 5.32it/s]
218/499 4.32G 0.008212 0.007911 0.002852 65 640: 85%|########5 | 143/168 [00:27<00:04, 5.32it/s]
218/499 4.32G 0.008212 0.007911 0.002852 65 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s]
218/499 4.32G 0.008209 0.007912 0.002841 69 640: 86%|########5 | 144/168 [00:27<00:04, 5.38it/s]
218/499 4.32G 0.008209 0.007912 0.002841 69 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s]
218/499 4.32G 0.008209 0.007907 0.002832 66 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s]
218/499 4.32G 0.008209 0.007907 0.002832 66 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s]
218/499 4.32G 0.008205 0.007906 0.002834 76 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s]
218/499 4.32G 0.008205 0.007906 0.002834 76 640: 88%|########7 | 147/168 [00:27<00:03, 5.36it/s]
218/499 4.32G 0.008208 0.007909 0.002835 75 640: 88%|########7 | 147/168 [00:28<00:03, 5.36it/s]
218/499 4.32G 0.008208 0.007909 0.002835 75 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s]
218/499 4.32G 0.008196 0.007905 0.002846 73 640: 88%|########8 | 148/168 [00:28<00:03, 5.16it/s]
218/499 4.32G 0.008196 0.007905 0.002846 73 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
218/499 4.32G 0.008205 0.007911 0.002848 57 640: 89%|########8 | 149/168 [00:28<00:03, 5.26it/s]
218/499 4.32G 0.008205 0.007911 0.002848 57 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
218/499 4.32G 0.008212 0.007924 0.002858 78 640: 89%|########9 | 150/168 [00:28<00:03, 5.31it/s]
218/499 4.32G 0.008212 0.007924 0.002858 78 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s]
218/499 4.32G 0.008209 0.007929 0.002853 74 640: 90%|########9 | 151/168 [00:28<00:03, 5.19it/s]
218/499 4.32G 0.008209 0.007929 0.002853 74 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s]
218/499 4.32G 0.008209 0.007925 0.002863 68 640: 90%|######### | 152/168 [00:28<00:03, 5.30it/s]
218/499 4.32G 0.008209 0.007925 0.002863 68 640: 91%|#########1| 153/168 [00:28<00:02, 5.32it/s]
218/499 4.32G 0.008213 0.007936 0.002889 81 640: 91%|#########1| 153/168 [00:29<00:02, 5.32it/s]
218/499 4.32G 0.008213 0.007936 0.002889 81 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s]
218/499 4.32G 0.008209 0.007929 0.002882 58 640: 92%|#########1| 154/168 [00:29<00:02, 5.20it/s]
218/499 4.32G 0.008209 0.007929 0.002882 58 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
218/499 4.32G 0.008206 0.007918 0.002888 60 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
218/499 4.32G 0.008206 0.007918 0.002888 60 640: 93%|#########2| 156/168 [00:29<00:02, 5.30it/s]
218/499 4.32G 0.008202 0.007922 0.002892 83 640: 93%|#########2| 156/168 [00:29<00:02, 5.30it/s]
218/499 4.32G 0.008202 0.007922 0.002892 83 640: 93%|#########3| 157/168 [00:29<00:02, 5.18it/s]
218/499 4.32G 0.008198 0.007913 0.002878 54 640: 93%|#########3| 157/168 [00:29<00:02, 5.18it/s]
218/499 4.32G 0.008198 0.007913 0.002878 54 640: 94%|#########4| 158/168 [00:29<00:01, 5.27it/s]
218/499 4.32G 0.008197 0.007905 0.002879 50 640: 94%|#########4| 158/168 [00:30<00:01, 5.27it/s]
218/499 4.32G 0.008197 0.007905 0.002879 50 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s]
218/499 4.32G 0.008202 0.007919 0.002885 72 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s]
218/499 4.32G 0.008202 0.007919 0.002885 72 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s]
218/499 4.32G 0.008195 0.00791 0.002898 72 640: 95%|#########5| 160/168 [00:30<00:01, 5.20it/s]
218/499 4.32G 0.008195 0.00791 0.002898 72 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s]
218/499 4.32G 0.008201 0.007915 0.002901 67 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s]
218/499 4.32G 0.008201 0.007915 0.002901 67 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s]
218/499 4.32G 0.008191 0.00791 0.002895 70 640: 96%|#########6| 162/168 [00:30<00:01, 5.34it/s]
218/499 4.32G 0.008191 0.00791 0.002895 70 640: 97%|#########7| 163/168 [00:30<00:00, 5.21it/s]
218/499 4.32G 0.008198 0.007906 0.002893 69 640: 97%|#########7| 163/168 [00:31<00:00, 5.21it/s]
218/499 4.32G 0.008198 0.007906 0.002893 69 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s]
218/499 4.32G 0.008203 0.0079 0.002912 58 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s]
218/499 4.32G 0.008203 0.0079 0.002912 58 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s]
218/499 4.32G 0.008197 0.007894 0.002916 62 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s]
218/499 4.32G 0.008197 0.007894 0.002916 62 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s]
218/499 4.32G 0.008193 0.007884 0.002915 58 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s]
218/499 4.32G 0.008193 0.007884 0.002915 58 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s]
218/499 4.32G 0.008204 0.007892 0.002937 31 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s]
218/499 4.32G 0.008204 0.007892 0.002937 31 640: 100%|##########| 168/168 [00:31<00:00, 5.49it/s]
218/499 4.32G 0.008204 0.007892 0.002937 31 640: 100%|##########| 168/168 [00:31<00:00, 5.28it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.94it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s]
all 132 263 0.848 0.855 0.879 0.761
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
219/499 4.32G 0.008669 0.01116 0.001558 81 640: 0%| | 0/168 [00:00<?, ?it/s]
219/499 4.32G 0.008669 0.01116 0.001558 81 640: 1%| | 1/168 [00:00<00:33, 4.92it/s]
219/499 4.32G 0.008004 0.009766 0.002325 77 640: 1%| | 1/168 [00:00<00:33, 4.92it/s]
219/499 4.32G 0.008004 0.009766 0.002325 77 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s]
219/499 4.32G 0.008096 0.009582 0.002886 83 640: 1%|1 | 2/168 [00:00<00:31, 5.26it/s]
219/499 4.32G 0.008096 0.009582 0.002886 83 640: 2%|1 | 3/168 [00:00<00:30, 5.37it/s]
219/499 4.32G 0.007982 0.009546 0.002691 73 640: 2%|1 | 3/168 [00:00<00:30, 5.37it/s]
219/499 4.32G 0.007982 0.009546 0.002691 73 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s]
219/499 4.32G 0.007882 0.009117 0.002894 67 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s]
219/499 4.32G 0.007882 0.009117 0.002894 67 640: 3%|2 | 5/168 [00:00<00:30, 5.29it/s]
219/499 4.32G 0.007937 0.008795 0.003108 69 640: 3%|2 | 5/168 [00:01<00:30, 5.29it/s]
219/499 4.32G 0.007937 0.008795 0.003108 69 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s]
219/499 4.32G 0.008077 0.008956 0.003308 72 640: 4%|3 | 6/168 [00:01<00:30, 5.35it/s]
219/499 4.32G 0.008077 0.008956 0.003308 72 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s]
219/499 4.32G 0.008007 0.008984 0.003046 80 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s]
219/499 4.32G 0.008007 0.008984 0.003046 80 640: 5%|4 | 8/168 [00:01<00:30, 5.31it/s]
219/499 4.32G 0.007919 0.008814 0.002825 69 640: 5%|4 | 8/168 [00:01<00:30, 5.31it/s]
219/499 4.32G 0.007919 0.008814 0.002825 69 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s]
219/499 4.32G 0.00789 0.008886 0.002699 73 640: 5%|5 | 9/168 [00:01<00:29, 5.38it/s]
219/499 4.32G 0.00789 0.008886 0.002699 73 640: 6%|5 | 10/168 [00:01<00:30, 5.25it/s]
219/499 4.32G 0.007973 0.008713 0.003127 65 640: 6%|5 | 10/168 [00:02<00:30, 5.25it/s]
219/499 4.32G 0.007973 0.008713 0.003127 65 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s]
219/499 4.32G 0.007933 0.008589 0.003224 70 640: 7%|6 | 11/168 [00:02<00:29, 5.31it/s]
219/499 4.32G 0.007933 0.008589 0.003224 70 640: 7%|7 | 12/168 [00:02<00:28, 5.38it/s]
219/499 4.32G 0.007899 0.008448 0.003087 61 640: 7%|7 | 12/168 [00:02<00:28, 5.38it/s]
219/499 4.32G 0.007899 0.008448 0.003087 61 640: 8%|7 | 13/168 [00:02<00:29, 5.24it/s]
219/499 4.32G 0.007957 0.008565 0.003171 85 640: 8%|7 | 13/168 [00:02<00:29, 5.24it/s]
219/499 4.32G 0.007957 0.008565 0.003171 85 640: 8%|8 | 14/168 [00:02<00:28, 5.32it/s]
219/499 4.32G 0.007935 0.008446 0.003246 66 640: 8%|8 | 14/168 [00:02<00:28, 5.32it/s]
219/499 4.32G 0.007935 0.008446 0.003246 66 640: 9%|8 | 15/168 [00:02<00:28, 5.37it/s]
219/499 4.32G 0.007984 0.008475 0.003303 72 640: 9%|8 | 15/168 [00:03<00:28, 5.37it/s]
219/499 4.32G 0.007984 0.008475 0.003303 72 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s]
219/499 4.32G 0.007957 0.008469 0.003194 83 640: 10%|9 | 16/168 [00:03<00:29, 5.22it/s]
219/499 4.32G 0.007957 0.008469 0.003194 83 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s]
219/499 4.32G 0.007889 0.008364 0.003021 58 640: 10%|# | 17/168 [00:03<00:28, 5.28it/s]
219/499 4.32G 0.007889 0.008364 0.003021 58 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s]
219/499 4.32G 0.008042 0.008265 0.002943 49 640: 11%|# | 18/168 [00:03<00:28, 5.35it/s]
219/499 4.32G 0.008042 0.008265 0.002943 49 640: 11%|#1 | 19/168 [00:03<00:28, 5.18it/s]
219/499 4.32G 0.008086 0.008243 0.002974 64 640: 11%|#1 | 19/168 [00:03<00:28, 5.18it/s]
219/499 4.32G 0.008086 0.008243 0.002974 64 640: 12%|#1 | 20/168 [00:03<00:28, 5.26it/s]
219/499 4.32G 0.008074 0.008164 0.002933 56 640: 12%|#1 | 20/168 [00:03<00:28, 5.26it/s]
219/499 4.32G 0.008074 0.008164 0.002933 56 640: 12%|#2 | 21/168 [00:03<00:27, 5.31it/s]
219/499 4.32G 0.008041 0.008102 0.0029 62 640: 12%|#2 | 21/168 [00:04<00:27, 5.31it/s]
219/499 4.32G 0.008041 0.008102 0.0029 62 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s]
219/499 4.32G 0.008088 0.008051 0.002924 47 640: 13%|#3 | 22/168 [00:04<00:28, 5.18it/s]
219/499 4.32G 0.008088 0.008051 0.002924 47 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s]
219/499 4.32G 0.008053 0.008015 0.002814 60 640: 14%|#3 | 23/168 [00:04<00:27, 5.27it/s]
219/499 4.32G 0.008053 0.008015 0.002814 60 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s]
219/499 4.32G 0.008073 0.008012 0.002832 71 640: 14%|#4 | 24/168 [00:04<00:26, 5.34it/s]
219/499 4.32G 0.008073 0.008012 0.002832 71 640: 15%|#4 | 25/168 [00:04<00:27, 5.16it/s]
219/499 4.32G 0.008071 0.008045 0.002813 64 640: 15%|#4 | 25/168 [00:04<00:27, 5.16it/s]
219/499 4.32G 0.008071 0.008045 0.002813 64 640: 15%|#5 | 26/168 [00:04<00:27, 5.25it/s]
219/499 4.32G 0.008049 0.007984 0.00276 56 640: 15%|#5 | 26/168 [00:05<00:27, 5.25it/s]
219/499 4.32G 0.008049 0.007984 0.00276 56 640: 16%|#6 | 27/168 [00:05<00:26, 5.30it/s]
219/499 4.32G 0.0081 0.007971 0.00281 58 640: 16%|#6 | 27/168 [00:05<00:26, 5.30it/s]
219/499 4.32G 0.0081 0.007971 0.00281 58 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s]
219/499 4.32G 0.008124 0.008001 0.002727 67 640: 17%|#6 | 28/168 [00:05<00:27, 5.18it/s]
219/499 4.32G 0.008124 0.008001 0.002727 67 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
219/499 4.32G 0.008087 0.008072 0.002688 83 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
219/499 4.32G 0.008087 0.008072 0.002688 83 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
219/499 4.32G 0.008098 0.008054 0.002681 67 640: 18%|#7 | 30/168 [00:05<00:25, 5.34it/s]
219/499 4.32G 0.008098 0.008054 0.002681 67 640: 18%|#8 | 31/168 [00:05<00:26, 5.20it/s]
219/499 4.32G 0.008094 0.008043 0.002645 68 640: 18%|#8 | 31/168 [00:06<00:26, 5.20it/s]
219/499 4.32G 0.008094 0.008043 0.002645 68 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s]
219/499 4.32G 0.008096 0.007992 0.002677 66 640: 19%|#9 | 32/168 [00:06<00:25, 5.28it/s]
219/499 4.32G 0.008096 0.007992 0.002677 66 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s]
219/499 4.32G 0.008069 0.007996 0.002824 81 640: 20%|#9 | 33/168 [00:06<00:25, 5.35it/s]
219/499 4.32G 0.008069 0.007996 0.002824 81 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s]
219/499 4.32G 0.008097 0.007962 0.002798 53 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s]
219/499 4.32G 0.008097 0.007962 0.002798 53 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s]
219/499 4.32G 0.008093 0.007911 0.002755 62 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s]
219/499 4.32G 0.008093 0.007911 0.002755 62 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s]
219/499 4.32G 0.008091 0.007944 0.002718 74 640: 21%|##1 | 36/168 [00:07<00:24, 5.33it/s]
219/499 4.32G 0.008091 0.007944 0.002718 74 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s]
219/499 4.32G 0.008086 0.007925 0.00271 73 640: 22%|##2 | 37/168 [00:07<00:25, 5.21it/s]
219/499 4.32G 0.008086 0.007925 0.00271 73 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s]
219/499 4.32G 0.008097 0.007934 0.002735 79 640: 23%|##2 | 38/168 [00:07<00:24, 5.29it/s]
219/499 4.32G 0.008097 0.007934 0.002735 79 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
219/499 4.32G 0.00806 0.00792 0.002728 67 640: 23%|##3 | 39/168 [00:07<00:24, 5.35it/s]
219/499 4.32G 0.00806 0.00792 0.002728 67 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
219/499 4.32G 0.00805 0.007918 0.002724 67 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
219/499 4.32G 0.00805 0.007918 0.002724 67 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
219/499 4.32G 0.008045 0.007915 0.002684 59 640: 24%|##4 | 41/168 [00:07<00:23, 5.30it/s]
219/499 4.32G 0.008045 0.007915 0.002684 59 640: 25%|##5 | 42/168 [00:07<00:23, 5.29it/s]
219/499 4.32G 0.00804 0.007909 0.002757 61 640: 25%|##5 | 42/168 [00:08<00:23, 5.29it/s]
219/499 4.32G 0.00804 0.007909 0.002757 61 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s]
219/499 4.32G 0.008024 0.007907 0.002757 75 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s]
219/499 4.32G 0.008024 0.007907 0.002757 75 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s]
219/499 4.32G 0.008017 0.007928 0.002777 72 640: 26%|##6 | 44/168 [00:08<00:23, 5.28it/s]
219/499 4.32G 0.008017 0.007928 0.002777 72 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s]
219/499 4.32G 0.00803 0.007916 0.002839 61 640: 27%|##6 | 45/168 [00:08<00:22, 5.35it/s]
219/499 4.32G 0.00803 0.007916 0.002839 61 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s]
219/499 4.32G 0.008014 0.007934 0.002889 79 640: 27%|##7 | 46/168 [00:08<00:23, 5.21it/s]
219/499 4.32G 0.008014 0.007934 0.002889 79 640: 28%|##7 | 47/168 [00:08<00:23, 5.24it/s]
219/499 4.32G 0.007999 0.00793 0.002892 69 640: 28%|##7 | 47/168 [00:09<00:23, 5.24it/s]
219/499 4.32G 0.007999 0.00793 0.002892 69 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s]
219/499 4.32G 0.007993 0.007938 0.002873 78 640: 29%|##8 | 48/168 [00:09<00:22, 5.34it/s]
219/499 4.32G 0.007993 0.007938 0.002873 78 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s]
219/499 4.32G 0.007982 0.007939 0.002826 71 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s]
219/499 4.32G 0.007982 0.007939 0.002826 71 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s]
219/499 4.32G 0.007982 0.007915 0.002863 65 640: 30%|##9 | 50/168 [00:09<00:22, 5.31it/s]
219/499 4.32G 0.007982 0.007915 0.002863 65 640: 30%|### | 51/168 [00:09<00:22, 5.31it/s]
219/499 4.32G 0.008015 0.007927 0.002856 73 640: 30%|### | 51/168 [00:09<00:22, 5.31it/s]
219/499 4.32G 0.008015 0.007927 0.002856 73 640: 31%|### | 52/168 [00:09<00:22, 5.19it/s]
219/499 4.32G 0.00799 0.007917 0.002857 75 640: 31%|### | 52/168 [00:10<00:22, 5.19it/s]
219/499 4.32G 0.00799 0.007917 0.002857 75 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s]
219/499 4.32G 0.008002 0.007947 0.002863 85 640: 32%|###1 | 53/168 [00:10<00:21, 5.29it/s]
219/499 4.32G 0.008002 0.007947 0.002863 85 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s]
219/499 4.32G 0.007995 0.00793 0.002835 63 640: 32%|###2 | 54/168 [00:10<00:21, 5.35it/s]
219/499 4.32G 0.007995 0.00793 0.002835 63 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
219/499 4.32G 0.007982 0.007897 0.002874 58 640: 33%|###2 | 55/168 [00:10<00:21, 5.21it/s]
219/499 4.32G 0.007982 0.007897 0.002874 58 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s]
219/499 4.32G 0.007971 0.007917 0.002905 84 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s]
219/499 4.32G 0.007971 0.007917 0.002905 84 640: 34%|###3 | 57/168 [00:10<00:20, 5.36it/s]
219/499 4.32G 0.00797 0.007899 0.002886 52 640: 34%|###3 | 57/168 [00:11<00:20, 5.36it/s]
219/499 4.32G 0.00797 0.007899 0.002886 52 640: 35%|###4 | 58/168 [00:11<00:21, 5.23it/s]
219/499 4.32G 0.007975 0.007913 0.002878 70 640: 35%|###4 | 58/168 [00:11<00:21, 5.23it/s]
219/499 4.32G 0.007975 0.007913 0.002878 70 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s]
219/499 4.32G 0.007964 0.007961 0.00288 76 640: 35%|###5 | 59/168 [00:11<00:20, 5.31it/s]
219/499 4.32G 0.007964 0.007961 0.00288 76 640: 36%|###5 | 60/168 [00:11<00:20, 5.39it/s]
219/499 4.32G 0.007948 0.007935 0.00286 50 640: 36%|###5 | 60/168 [00:11<00:20, 5.39it/s]
219/499 4.32G 0.007948 0.007935 0.00286 50 640: 36%|###6 | 61/168 [00:11<00:20, 5.25it/s]
219/499 4.32G 0.00794 0.007945 0.002846 62 640: 36%|###6 | 61/168 [00:11<00:20, 5.25it/s]
219/499 4.32G 0.00794 0.007945 0.002846 62 640: 37%|###6 | 62/168 [00:11<00:19, 5.33it/s]
219/499 4.32G 0.007941 0.007962 0.00285 88 640: 37%|###6 | 62/168 [00:11<00:19, 5.33it/s]
219/499 4.32G 0.007941 0.007962 0.00285 88 640: 38%|###7 | 63/168 [00:11<00:19, 5.37it/s]
219/499 4.32G 0.00794 0.007944 0.002831 59 640: 38%|###7 | 63/168 [00:12<00:19, 5.37it/s]
219/499 4.32G 0.00794 0.007944 0.002831 59 640: 38%|###8 | 64/168 [00:12<00:19, 5.23it/s]
219/499 4.32G 0.007943 0.007951 0.002871 73 640: 38%|###8 | 64/168 [00:12<00:19, 5.23it/s]
219/499 4.32G 0.007943 0.007951 0.002871 73 640: 39%|###8 | 65/168 [00:12<00:19, 5.24it/s]
219/499 4.32G 0.007939 0.007949 0.002894 75 640: 39%|###8 | 65/168 [00:12<00:19, 5.24it/s]
219/499 4.32G 0.007939 0.007949 0.002894 75 640: 39%|###9 | 66/168 [00:12<00:19, 5.28it/s]
219/499 4.32G 0.007956 0.007947 0.002913 67 640: 39%|###9 | 66/168 [00:12<00:19, 5.28it/s]
219/499 4.32G 0.007956 0.007947 0.002913 67 640: 40%|###9 | 67/168 [00:12<00:19, 5.16it/s]
219/499 4.32G 0.007936 0.007931 0.002917 64 640: 40%|###9 | 67/168 [00:12<00:19, 5.16it/s]
219/499 4.32G 0.007936 0.007931 0.002917 64 640: 40%|#### | 68/168 [00:12<00:19, 5.23it/s]
219/499 4.32G 0.007922 0.007922 0.002948 81 640: 40%|#### | 68/168 [00:13<00:19, 5.23it/s]
219/499 4.32G 0.007922 0.007922 0.002948 81 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s]
219/499 4.32G 0.007944 0.007976 0.002928 84 640: 41%|####1 | 69/168 [00:13<00:18, 5.32it/s]
219/499 4.32G 0.007944 0.007976 0.002928 84 640: 42%|####1 | 70/168 [00:13<00:19, 5.14it/s]
219/499 4.32G 0.007949 0.007996 0.002927 83 640: 42%|####1 | 70/168 [00:13<00:19, 5.14it/s]
219/499 4.32G 0.007949 0.007996 0.002927 83 640: 42%|####2 | 71/168 [00:13<00:18, 5.17it/s]
219/499 4.32G 0.007963 0.007977 0.002894 54 640: 42%|####2 | 71/168 [00:13<00:18, 5.17it/s]
219/499 4.32G 0.007963 0.007977 0.002894 54 640: 43%|####2 | 72/168 [00:13<00:18, 5.24it/s]
219/499 4.32G 0.007958 0.008002 0.002887 89 640: 43%|####2 | 72/168 [00:13<00:18, 5.24it/s]
219/499 4.32G 0.007958 0.008002 0.002887 89 640: 43%|####3 | 73/168 [00:13<00:18, 5.14it/s]
219/499 4.32G 0.007981 0.007994 0.002928 62 640: 43%|####3 | 73/168 [00:14<00:18, 5.14it/s]
219/499 4.32G 0.007981 0.007994 0.002928 62 640: 44%|####4 | 74/168 [00:14<00:17, 5.24it/s]
219/499 4.32G 0.007978 0.008007 0.002965 65 640: 44%|####4 | 74/168 [00:14<00:17, 5.24it/s]
219/499 4.32G 0.007978 0.008007 0.002965 65 640: 45%|####4 | 75/168 [00:14<00:17, 5.31it/s]
219/499 4.32G 0.007977 0.007995 0.002992 65 640: 45%|####4 | 75/168 [00:14<00:17, 5.31it/s]
219/499 4.32G 0.007977 0.007995 0.002992 65 640: 45%|####5 | 76/168 [00:14<00:17, 5.11it/s]
219/499 4.32G 0.007963 0.007992 0.002998 72 640: 45%|####5 | 76/168 [00:14<00:17, 5.11it/s]
219/499 4.32G 0.007963 0.007992 0.002998 72 640: 46%|####5 | 77/168 [00:14<00:17, 5.20it/s]
219/499 4.32G 0.007986 0.007974 0.003021 50 640: 46%|####5 | 77/168 [00:14<00:17, 5.20it/s]
219/499 4.32G 0.007986 0.007974 0.003021 50 640: 46%|####6 | 78/168 [00:14<00:16, 5.30it/s]
219/499 4.32G 0.008 0.007964 0.003033 65 640: 46%|####6 | 78/168 [00:15<00:16, 5.30it/s]
219/499 4.32G 0.008 0.007964 0.003033 65 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s]
219/499 4.32G 0.008015 0.00798 0.003005 67 640: 47%|####7 | 79/168 [00:15<00:17, 5.19it/s]
219/499 4.32G 0.008015 0.00798 0.003005 67 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
219/499 4.32G 0.008 0.007984 0.00301 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.29it/s]
219/499 4.32G 0.008 0.007984 0.00301 70 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
219/499 4.32G 0.007992 0.007975 0.003061 68 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
219/499 4.32G 0.007992 0.007975 0.003061 68 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s]
219/499 4.32G 0.007998 0.007986 0.003098 77 640: 49%|####8 | 82/168 [00:15<00:16, 5.22it/s]
219/499 4.32G 0.007998 0.007986 0.003098 77 640: 49%|####9 | 83/168 [00:15<00:15, 5.32it/s]
219/499 4.32G 0.008012 0.007978 0.003086 63 640: 49%|####9 | 83/168 [00:15<00:15, 5.32it/s]
219/499 4.32G 0.008012 0.007978 0.003086 63 640: 50%|##### | 84/168 [00:15<00:15, 5.38it/s]
219/499 4.32G 0.008031 0.007977 0.003084 69 640: 50%|##### | 84/168 [00:16<00:15, 5.38it/s]
219/499 4.32G 0.008031 0.007977 0.003084 69 640: 51%|##### | 85/168 [00:16<00:15, 5.25it/s]
219/499 4.32G 0.00803 0.007974 0.003084 63 640: 51%|##### | 85/168 [00:16<00:15, 5.25it/s]
219/499 4.32G 0.00803 0.007974 0.003084 63 640: 51%|#####1 | 86/168 [00:16<00:15, 5.33it/s]
219/499 4.32G 0.008018 0.007972 0.003087 67 640: 51%|#####1 | 86/168 [00:16<00:15, 5.33it/s]
219/499 4.32G 0.008018 0.007972 0.003087 67 640: 52%|#####1 | 87/168 [00:16<00:15, 5.39it/s]
219/499 4.32G 0.008022 0.007939 0.003077 56 640: 52%|#####1 | 87/168 [00:16<00:15, 5.39it/s]
219/499 4.32G 0.008022 0.007939 0.003077 56 640: 52%|#####2 | 88/168 [00:16<00:15, 5.24it/s]
219/499 4.32G 0.008027 0.00795 0.003087 78 640: 52%|#####2 | 88/168 [00:16<00:15, 5.24it/s]
219/499 4.32G 0.008027 0.00795 0.003087 78 640: 53%|#####2 | 89/168 [00:16<00:14, 5.31it/s]
219/499 4.32G 0.008041 0.007949 0.003081 72 640: 53%|#####2 | 89/168 [00:17<00:14, 5.31it/s]
219/499 4.32G 0.008041 0.007949 0.003081 72 640: 54%|#####3 | 90/168 [00:17<00:14, 5.38it/s]
219/499 4.32G 0.008044 0.007938 0.003066 64 640: 54%|#####3 | 90/168 [00:17<00:14, 5.38it/s]
219/499 4.32G 0.008044 0.007938 0.003066 64 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s]
219/499 4.32G 0.008059 0.007959 0.003064 77 640: 54%|#####4 | 91/168 [00:17<00:14, 5.23it/s]
219/499 4.32G 0.008059 0.007959 0.003064 77 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s]
219/499 4.32G 0.008059 0.007946 0.003058 64 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s]
219/499 4.32G 0.008059 0.007946 0.003058 64 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s]
219/499 4.32G 0.00805 0.007938 0.003076 78 640: 55%|#####5 | 93/168 [00:17<00:13, 5.36it/s]
219/499 4.32G 0.00805 0.007938 0.003076 78 640: 56%|#####5 | 94/168 [00:17<00:14, 5.19it/s]
219/499 4.32G 0.008059 0.007923 0.003074 59 640: 56%|#####5 | 94/168 [00:18<00:14, 5.19it/s]
219/499 4.32G 0.008059 0.007923 0.003074 59 640: 57%|#####6 | 95/168 [00:18<00:13, 5.29it/s]
219/499 4.32G 0.008039 0.007911 0.003094 73 640: 57%|#####6 | 95/168 [00:18<00:13, 5.29it/s]
219/499 4.32G 0.008039 0.007911 0.003094 73 640: 57%|#####7 | 96/168 [00:18<00:13, 5.38it/s]
219/499 4.32G 0.008063 0.00791 0.003113 63 640: 57%|#####7 | 96/168 [00:18<00:13, 5.38it/s]
219/499 4.32G 0.008063 0.00791 0.003113 63 640: 58%|#####7 | 97/168 [00:18<00:13, 5.21it/s]
219/499 4.32G 0.008077 0.007929 0.003136 69 640: 58%|#####7 | 97/168 [00:18<00:13, 5.21it/s]
219/499 4.32G 0.008077 0.007929 0.003136 69 640: 58%|#####8 | 98/168 [00:18<00:13, 5.24it/s]
219/499 4.32G 0.008076 0.007924 0.003127 67 640: 58%|#####8 | 98/168 [00:18<00:13, 5.24it/s]
219/499 4.32G 0.008076 0.007924 0.003127 67 640: 59%|#####8 | 99/168 [00:18<00:12, 5.32it/s]
219/499 4.32G 0.008066 0.007913 0.003114 55 640: 59%|#####8 | 99/168 [00:18<00:12, 5.32it/s]
219/499 4.32G 0.008066 0.007913 0.003114 55 640: 60%|#####9 | 100/168 [00:18<00:13, 5.21it/s]
219/499 4.32G 0.00808 0.007931 0.003136 79 640: 60%|#####9 | 100/168 [00:19<00:13, 5.21it/s]
219/499 4.32G 0.00808 0.007931 0.003136 79 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s]
219/499 4.32G 0.008084 0.007956 0.003135 87 640: 60%|###### | 101/168 [00:19<00:12, 5.30it/s]
219/499 4.32G 0.008084 0.007956 0.003135 87 640: 61%|###### | 102/168 [00:19<00:12, 5.40it/s]
219/499 4.32G 0.008066 0.00795 0.00314 62 640: 61%|###### | 102/168 [00:19<00:12, 5.40it/s]
219/499 4.32G 0.008066 0.00795 0.00314 62 640: 61%|######1 | 103/168 [00:19<00:12, 5.25it/s]
219/499 4.32G 0.008075 0.007973 0.003164 71 640: 61%|######1 | 103/168 [00:19<00:12, 5.25it/s]
219/499 4.32G 0.008075 0.007973 0.003164 71 640: 62%|######1 | 104/168 [00:19<00:12, 5.33it/s]
219/499 4.32G 0.008074 0.007993 0.003164 85 640: 62%|######1 | 104/168 [00:19<00:12, 5.33it/s]
219/499 4.32G 0.008074 0.007993 0.003164 85 640: 62%|######2 | 105/168 [00:19<00:11, 5.38it/s]
219/499 4.32G 0.00807 0.008041 0.003163 83 640: 62%|######2 | 105/168 [00:20<00:11, 5.38it/s]
219/499 4.32G 0.00807 0.008041 0.003163 83 640: 63%|######3 | 106/168 [00:20<00:11, 5.17it/s]
219/499 4.32G 0.008074 0.008055 0.003149 77 640: 63%|######3 | 106/168 [00:20<00:11, 5.17it/s]
219/499 4.32G 0.008074 0.008055 0.003149 77 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s]
219/499 4.32G 0.00808 0.008054 0.003143 75 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s]
219/499 4.32G 0.00808 0.008054 0.003143 75 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s]
219/499 4.32G 0.008075 0.008057 0.003137 76 640: 64%|######4 | 108/168 [00:20<00:11, 5.33it/s]
219/499 4.32G 0.008075 0.008057 0.003137 76 640: 65%|######4 | 109/168 [00:20<00:11, 5.10it/s]
219/499 4.32G 0.008074 0.008059 0.003141 82 640: 65%|######4 | 109/168 [00:20<00:11, 5.10it/s]
219/499 4.32G 0.008074 0.008059 0.003141 82 640: 65%|######5 | 110/168 [00:20<00:11, 5.22it/s]
219/499 4.32G 0.008083 0.00808 0.003134 68 640: 65%|######5 | 110/168 [00:21<00:11, 5.22it/s]
219/499 4.32G 0.008083 0.00808 0.003134 68 640: 66%|######6 | 111/168 [00:21<00:10, 5.29it/s]
219/499 4.32G 0.008108 0.008092 0.003142 61 640: 66%|######6 | 111/168 [00:21<00:10, 5.29it/s]
219/499 4.32G 0.008108 0.008092 0.003142 61 640: 67%|######6 | 112/168 [00:21<00:10, 5.16it/s]
219/499 4.32G 0.008122 0.008091 0.003122 59 640: 67%|######6 | 112/168 [00:21<00:10, 5.16it/s]
219/499 4.32G 0.008122 0.008091 0.003122 59 640: 67%|######7 | 113/168 [00:21<00:10, 5.23it/s]
219/499 4.32G 0.008125 0.008091 0.003131 77 640: 67%|######7 | 113/168 [00:21<00:10, 5.23it/s]
219/499 4.32G 0.008125 0.008091 0.003131 77 640: 68%|######7 | 114/168 [00:21<00:10, 5.30it/s]
219/499 4.32G 0.008122 0.008075 0.003122 60 640: 68%|######7 | 114/168 [00:21<00:10, 5.30it/s]
219/499 4.32G 0.008122 0.008075 0.003122 60 640: 68%|######8 | 115/168 [00:21<00:10, 5.18it/s]
219/499 4.32G 0.008114 0.008061 0.003121 69 640: 68%|######8 | 115/168 [00:22<00:10, 5.18it/s]
219/499 4.32G 0.008114 0.008061 0.003121 69 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s]
219/499 4.32G 0.008109 0.008074 0.003122 68 640: 69%|######9 | 116/168 [00:22<00:09, 5.24it/s]
219/499 4.32G 0.008109 0.008074 0.003122 68 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
219/499 4.32G 0.008108 0.00809 0.003118 84 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
219/499 4.32G 0.008108 0.00809 0.003118 84 640: 70%|####### | 118/168 [00:22<00:09, 5.14it/s]
219/499 4.32G 0.008105 0.008081 0.003108 74 640: 70%|####### | 118/168 [00:22<00:09, 5.14it/s]
219/499 4.32G 0.008105 0.008081 0.003108 74 640: 71%|####### | 119/168 [00:22<00:09, 5.24it/s]
219/499 4.32G 0.008111 0.008067 0.0031 52 640: 71%|####### | 119/168 [00:22<00:09, 5.24it/s]
219/499 4.32G 0.008111 0.008067 0.0031 52 640: 71%|#######1 | 120/168 [00:22<00:09, 5.31it/s]
219/499 4.32G 0.008101 0.008059 0.003085 53 640: 71%|#######1 | 120/168 [00:22<00:09, 5.31it/s]
219/499 4.32G 0.008101 0.008059 0.003085 53 640: 72%|#######2 | 121/168 [00:22<00:09, 5.18it/s]
219/499 4.32G 0.008105 0.008076 0.003061 75 640: 72%|#######2 | 121/168 [00:23<00:09, 5.18it/s]
219/499 4.32G 0.008105 0.008076 0.003061 75 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
219/499 4.32G 0.008105 0.008067 0.003058 67 640: 73%|#######2 | 122/168 [00:23<00:08, 5.24it/s]
219/499 4.32G 0.008105 0.008067 0.003058 67 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
219/499 4.32G 0.008111 0.008071 0.003047 65 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
219/499 4.32G 0.008111 0.008071 0.003047 65 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s]
219/499 4.32G 0.008104 0.008067 0.003032 53 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s]
219/499 4.32G 0.008104 0.008067 0.003032 53 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s]
219/499 4.32G 0.008106 0.008066 0.003045 69 640: 74%|#######4 | 125/168 [00:23<00:08, 5.26it/s]
219/499 4.32G 0.008106 0.008066 0.003045 69 640: 75%|#######5 | 126/168 [00:23<00:07, 5.33it/s]
219/499 4.32G 0.0081 0.008064 0.003027 63 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s]
219/499 4.32G 0.0081 0.008064 0.003027 63 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s]
219/499 4.32G 0.008089 0.008061 0.003032 67 640: 76%|#######5 | 127/168 [00:24<00:07, 5.18it/s]
219/499 4.32G 0.008089 0.008061 0.003032 67 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s]
219/499 4.32G 0.008086 0.00807 0.003022 79 640: 76%|#######6 | 128/168 [00:24<00:07, 5.28it/s]
219/499 4.32G 0.008086 0.00807 0.003022 79 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s]
219/499 4.32G 0.00808 0.008073 0.00302 71 640: 77%|#######6 | 129/168 [00:24<00:07, 5.34it/s]
219/499 4.32G 0.00808 0.008073 0.00302 71 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s]
219/499 4.32G 0.008082 0.008079 0.003012 77 640: 77%|#######7 | 130/168 [00:24<00:07, 5.21it/s]
219/499 4.32G 0.008082 0.008079 0.003012 77 640: 78%|#######7 | 131/168 [00:24<00:07, 5.27it/s]
219/499 4.32G 0.008076 0.008072 0.002991 68 640: 78%|#######7 | 131/168 [00:25<00:07, 5.27it/s]
219/499 4.32G 0.008076 0.008072 0.002991 68 640: 79%|#######8 | 132/168 [00:25<00:06, 5.35it/s]
219/499 4.32G 0.008088 0.008068 0.002994 60 640: 79%|#######8 | 132/168 [00:25<00:06, 5.35it/s]
219/499 4.32G 0.008088 0.008068 0.002994 60 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
219/499 4.32G 0.008097 0.00808 0.002991 73 640: 79%|#######9 | 133/168 [00:25<00:06, 5.22it/s]
219/499 4.32G 0.008097 0.00808 0.002991 73 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s]
219/499 4.32G 0.008094 0.008094 0.002995 82 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s]
219/499 4.32G 0.008094 0.008094 0.002995 82 640: 80%|######## | 135/168 [00:25<00:06, 5.32it/s]
219/499 4.32G 0.008102 0.008083 0.002988 51 640: 80%|######## | 135/168 [00:25<00:06, 5.32it/s]
219/499 4.32G 0.008102 0.008083 0.002988 51 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
219/499 4.32G 0.008105 0.008102 0.002981 91 640: 81%|######## | 136/168 [00:26<00:06, 5.21it/s]
219/499 4.32G 0.008105 0.008102 0.002981 91 640: 82%|########1 | 137/168 [00:26<00:05, 5.31it/s]
219/499 4.32G 0.00809 0.008085 0.002999 53 640: 82%|########1 | 137/168 [00:26<00:05, 5.31it/s]
219/499 4.32G 0.00809 0.008085 0.002999 53 640: 82%|########2 | 138/168 [00:26<00:05, 5.38it/s]
219/499 4.32G 0.008098 0.008079 0.002992 70 640: 82%|########2 | 138/168 [00:26<00:05, 5.38it/s]
219/499 4.32G 0.008098 0.008079 0.002992 70 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s]
219/499 4.32G 0.008097 0.008077 0.002997 64 640: 83%|########2 | 139/168 [00:26<00:05, 5.23it/s]
219/499 4.32G 0.008097 0.008077 0.002997 64 640: 83%|########3 | 140/168 [00:26<00:05, 5.32it/s]
219/499 4.32G 0.008111 0.00808 0.002995 58 640: 83%|########3 | 140/168 [00:26<00:05, 5.32it/s]
219/499 4.32G 0.008111 0.00808 0.002995 58 640: 84%|########3 | 141/168 [00:26<00:05, 5.40it/s]
219/499 4.32G 0.008108 0.008077 0.003013 70 640: 84%|########3 | 141/168 [00:26<00:05, 5.40it/s]
219/499 4.32G 0.008108 0.008077 0.003013 70 640: 85%|########4 | 142/168 [00:26<00:04, 5.21it/s]
219/499 4.32G 0.008108 0.008073 0.003002 57 640: 85%|########4 | 142/168 [00:27<00:04, 5.21it/s]
219/499 4.32G 0.008108 0.008073 0.003002 57 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s]
219/499 4.32G 0.008116 0.008058 0.003016 59 640: 85%|########5 | 143/168 [00:27<00:04, 5.27it/s]
219/499 4.32G 0.008116 0.008058 0.003016 59 640: 86%|########5 | 144/168 [00:27<00:04, 5.29it/s]
219/499 4.32G 0.008119 0.008078 0.003021 97 640: 86%|########5 | 144/168 [00:27<00:04, 5.29it/s]
219/499 4.32G 0.008119 0.008078 0.003021 97 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s]
219/499 4.32G 0.00811 0.00806 0.00301 59 640: 86%|########6 | 145/168 [00:27<00:04, 5.19it/s]
219/499 4.32G 0.00811 0.00806 0.00301 59 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s]
219/499 4.32G 0.008116 0.008067 0.003011 87 640: 87%|########6 | 146/168 [00:27<00:04, 5.29it/s]
219/499 4.32G 0.008116 0.008067 0.003011 87 640: 88%|########7 | 147/168 [00:27<00:03, 5.38it/s]
219/499 4.32G 0.008118 0.008081 0.003024 76 640: 88%|########7 | 147/168 [00:28<00:03, 5.38it/s]
219/499 4.32G 0.008118 0.008081 0.003024 76 640: 88%|########8 | 148/168 [00:28<00:03, 5.24it/s]
219/499 4.32G 0.008117 0.008074 0.00303 73 640: 88%|########8 | 148/168 [00:28<00:03, 5.24it/s]
219/499 4.32G 0.008117 0.008074 0.00303 73 640: 89%|########8 | 149/168 [00:28<00:03, 5.32it/s]
219/499 4.32G 0.008109 0.00807 0.003028 64 640: 89%|########8 | 149/168 [00:28<00:03, 5.32it/s]
219/499 4.32G 0.008109 0.00807 0.003028 64 640: 89%|########9 | 150/168 [00:28<00:03, 5.38it/s]
219/499 4.32G 0.008108 0.008059 0.003029 57 640: 89%|########9 | 150/168 [00:28<00:03, 5.38it/s]
219/499 4.32G 0.008108 0.008059 0.003029 57 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
219/499 4.32G 0.008101 0.008049 0.00303 62 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
219/499 4.32G 0.008101 0.008049 0.00303 62 640: 90%|######### | 152/168 [00:28<00:03, 5.31it/s]
219/499 4.32G 0.008104 0.008047 0.003032 69 640: 90%|######### | 152/168 [00:29<00:03, 5.31it/s]
219/499 4.32G 0.008104 0.008047 0.003032 69 640: 91%|#########1| 153/168 [00:29<00:02, 5.31it/s]
219/499 4.32G 0.008097 0.008044 0.00304 71 640: 91%|#########1| 153/168 [00:29<00:02, 5.31it/s]
219/499 4.32G 0.008097 0.008044 0.00304 71 640: 92%|#########1| 154/168 [00:29<00:02, 5.14it/s]
219/499 4.32G 0.008097 0.008036 0.003023 58 640: 92%|#########1| 154/168 [00:29<00:02, 5.14it/s]
219/499 4.32G 0.008097 0.008036 0.003023 58 640: 92%|#########2| 155/168 [00:29<00:02, 5.25it/s]
219/499 4.32G 0.0081 0.008021 0.003031 63 640: 92%|#########2| 155/168 [00:29<00:02, 5.25it/s]
219/499 4.32G 0.0081 0.008021 0.003031 63 640: 93%|#########2| 156/168 [00:29<00:02, 5.30it/s]
219/499 4.32G 0.0081 0.008005 0.003033 46 640: 93%|#########2| 156/168 [00:29<00:02, 5.30it/s]
219/499 4.32G 0.0081 0.008005 0.003033 46 640: 93%|#########3| 157/168 [00:29<00:02, 5.17it/s]
219/499 4.32G 0.008096 0.00801 0.003027 85 640: 93%|#########3| 157/168 [00:29<00:02, 5.17it/s]
219/499 4.32G 0.008096 0.00801 0.003027 85 640: 94%|#########4| 158/168 [00:29<00:01, 5.26it/s]
219/499 4.32G 0.0081 0.00802 0.003025 63 640: 94%|#########4| 158/168 [00:30<00:01, 5.26it/s]
219/499 4.32G 0.0081 0.00802 0.003025 63 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s]
219/499 4.32G 0.00811 0.008034 0.003018 83 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s]
219/499 4.32G 0.00811 0.008034 0.003018 83 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
219/499 4.32G 0.008115 0.008043 0.003006 67 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
219/499 4.32G 0.008115 0.008043 0.003006 67 640: 96%|#########5| 161/168 [00:30<00:01, 5.27it/s]
219/499 4.32G 0.008121 0.008055 0.003004 80 640: 96%|#########5| 161/168 [00:30<00:01, 5.27it/s]
219/499 4.32G 0.008121 0.008055 0.003004 80 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s]
219/499 4.32G 0.008128 0.008052 0.002999 57 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s]
219/499 4.32G 0.008128 0.008052 0.002999 57 640: 97%|#########7| 163/168 [00:30<00:00, 5.21it/s]
219/499 4.32G 0.008127 0.00805 0.003019 77 640: 97%|#########7| 163/168 [00:31<00:00, 5.21it/s]
219/499 4.32G 0.008127 0.00805 0.003019 77 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s]
219/499 4.32G 0.008127 0.008058 0.003013 68 640: 98%|#########7| 164/168 [00:31<00:00, 5.27it/s]
219/499 4.32G 0.008127 0.008058 0.003013 68 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s]
219/499 4.32G 0.008126 0.008059 0.003017 65 640: 98%|#########8| 165/168 [00:31<00:00, 5.34it/s]
219/499 4.32G 0.008126 0.008059 0.003017 65 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s]
219/499 4.32G 0.008124 0.008055 0.003031 61 640: 99%|#########8| 166/168 [00:31<00:00, 5.21it/s]
219/499 4.32G 0.008124 0.008055 0.003031 61 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s]
219/499 4.32G 0.00812 0.008052 0.003033 36 640: 99%|#########9| 167/168 [00:31<00:00, 5.30it/s]
219/499 4.32G 0.00812 0.008052 0.003033 36 640: 100%|##########| 168/168 [00:31<00:00, 5.46it/s]
219/499 4.32G 0.00812 0.008052 0.003033 36 640: 100%|##########| 168/168 [00:31<00:00, 5.27it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.92it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.90it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.49it/s]
all 132 263 0.848 0.855 0.876 0.757
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
220/499 4.32G 0.007944 0.005752 0.004301 59 640: 0%| | 0/168 [00:00<?, ?it/s]
220/499 4.32G 0.007944 0.005752 0.004301 59 640: 1%| | 1/168 [00:00<00:33, 4.95it/s]
220/499 4.32G 0.008825 0.00815 0.002671 80 640: 1%| | 1/168 [00:00<00:33, 4.95it/s]
220/499 4.32G 0.008825 0.00815 0.002671 80 640: 1%|1 | 2/168 [00:00<00:31, 5.29it/s]
220/499 4.32G 0.008499 0.007571 0.002091 59 640: 1%|1 | 2/168 [00:00<00:31, 5.29it/s]
220/499 4.32G 0.008499 0.007571 0.002091 59 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s]
220/499 4.32G 0.008563 0.00717 0.002018 56 640: 2%|1 | 3/168 [00:00<00:30, 5.40it/s]
220/499 4.32G 0.008563 0.00717 0.002018 56 640: 2%|2 | 4/168 [00:00<00:31, 5.22it/s]
220/499 4.32G 0.008608 0.007339 0.002344 68 640: 2%|2 | 4/168 [00:00<00:31, 5.22it/s]
220/499 4.32G 0.008608 0.007339 0.002344 68 640: 3%|2 | 5/168 [00:00<00:30, 5.33it/s]
220/499 4.32G 0.008681 0.007479 0.002884 71 640: 3%|2 | 5/168 [00:01<00:30, 5.33it/s]
220/499 4.32G 0.008681 0.007479 0.002884 71 640: 4%|3 | 6/168 [00:01<00:30, 5.38it/s]
220/499 4.32G 0.008599 0.007573 0.003019 67 640: 4%|3 | 6/168 [00:01<00:30, 5.38it/s]
220/499 4.32G 0.008599 0.007573 0.003019 67 640: 4%|4 | 7/168 [00:01<00:30, 5.22it/s]
220/499 4.32G 0.008516 0.007491 0.002808 53 640: 4%|4 | 7/168 [00:01<00:30, 5.22it/s]
220/499 4.32G 0.008516 0.007491 0.002808 53 640: 5%|4 | 8/168 [00:01<00:29, 5.34it/s]
220/499 4.32G 0.008499 0.007583 0.00268 57 640: 5%|4 | 8/168 [00:01<00:29, 5.34it/s]
220/499 4.32G 0.008499 0.007583 0.00268 57 640: 5%|5 | 9/168 [00:01<00:29, 5.40it/s]
220/499 4.32G 0.008407 0.007544 0.002691 80 640: 5%|5 | 9/168 [00:01<00:29, 5.40it/s]
220/499 4.32G 0.008407 0.007544 0.002691 80 640: 6%|5 | 10/168 [00:01<00:30, 5.25it/s]
220/499 4.32G 0.008326 0.007448 0.002572 59 640: 6%|5 | 10/168 [00:02<00:30, 5.25it/s]
220/499 4.32G 0.008326 0.007448 0.002572 59 640: 7%|6 | 11/168 [00:02<00:29, 5.33it/s]
220/499 4.32G 0.00837 0.007384 0.002653 69 640: 7%|6 | 11/168 [00:02<00:29, 5.33it/s]
220/499 4.32G 0.00837 0.007384 0.002653 69 640: 7%|7 | 12/168 [00:02<00:28, 5.39it/s]
220/499 4.32G 0.008326 0.007541 0.002684 68 640: 7%|7 | 12/168 [00:02<00:28, 5.39it/s]
220/499 4.32G 0.008326 0.007541 0.002684 68 640: 8%|7 | 13/168 [00:02<00:29, 5.25it/s]
220/499 4.32G 0.008268 0.007563 0.002607 68 640: 8%|7 | 13/168 [00:02<00:29, 5.25it/s]
220/499 4.32G 0.008268 0.007563 0.002607 68 640: 8%|8 | 14/168 [00:02<00:28, 5.32it/s]
220/499 4.32G 0.00824 0.007474 0.002481 50 640: 8%|8 | 14/168 [00:02<00:28, 5.32it/s]
220/499 4.32G 0.00824 0.007474 0.002481 50 640: 9%|8 | 15/168 [00:02<00:28, 5.34it/s]
220/499 4.32G 0.008182 0.007491 0.002453 71 640: 9%|8 | 15/168 [00:03<00:28, 5.34it/s]
220/499 4.32G 0.008182 0.007491 0.002453 71 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s]
220/499 4.32G 0.008233 0.007383 0.002574 50 640: 10%|9 | 16/168 [00:03<00:29, 5.20it/s]
220/499 4.32G 0.008233 0.007383 0.002574 50 640: 10%|# | 17/168 [00:03<00:28, 5.24it/s]
220/499 4.32G 0.008179 0.007285 0.002516 49 640: 10%|# | 17/168 [00:03<00:28, 5.24it/s]
220/499 4.32G 0.008179 0.007285 0.002516 49 640: 11%|# | 18/168 [00:03<00:28, 5.28it/s]
220/499 4.32G 0.00817 0.007331 0.00246 68 640: 11%|# | 18/168 [00:03<00:28, 5.28it/s]
220/499 4.32G 0.00817 0.007331 0.00246 68 640: 11%|#1 | 19/168 [00:03<00:28, 5.17it/s]
220/499 4.32G 0.008217 0.007455 0.002605 88 640: 11%|#1 | 19/168 [00:03<00:28, 5.17it/s]
220/499 4.32G 0.008217 0.007455 0.002605 88 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s]
220/499 4.32G 0.008212 0.007424 0.00271 65 640: 12%|#1 | 20/168 [00:03<00:28, 5.27it/s]
220/499 4.32G 0.008212 0.007424 0.00271 65 640: 12%|#2 | 21/168 [00:03<00:27, 5.35it/s]
220/499 4.32G 0.008206 0.007479 0.002722 73 640: 12%|#2 | 21/168 [00:04<00:27, 5.35it/s]
220/499 4.32G 0.008206 0.007479 0.002722 73 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s]
220/499 4.32G 0.00819 0.007494 0.002732 78 640: 13%|#3 | 22/168 [00:04<00:28, 5.21it/s]
220/499 4.32G 0.00819 0.007494 0.002732 78 640: 14%|#3 | 23/168 [00:04<00:27, 5.32it/s]
220/499 4.32G 0.008123 0.007474 0.002719 57 640: 14%|#3 | 23/168 [00:04<00:27, 5.32it/s]
220/499 4.32G 0.008123 0.007474 0.002719 57 640: 14%|#4 | 24/168 [00:04<00:26, 5.40it/s]
220/499 4.32G 0.00813 0.007558 0.002698 78 640: 14%|#4 | 24/168 [00:04<00:26, 5.40it/s]
220/499 4.32G 0.00813 0.007558 0.002698 78 640: 15%|#4 | 25/168 [00:04<00:27, 5.24it/s]
220/499 4.32G 0.008086 0.007555 0.002722 71 640: 15%|#4 | 25/168 [00:04<00:27, 5.24it/s]
220/499 4.32G 0.008086 0.007555 0.002722 71 640: 15%|#5 | 26/168 [00:04<00:26, 5.33it/s]
220/499 4.32G 0.00807 0.007504 0.0027 56 640: 15%|#5 | 26/168 [00:05<00:26, 5.33it/s]
220/499 4.32G 0.00807 0.007504 0.0027 56 640: 16%|#6 | 27/168 [00:05<00:26, 5.39it/s]
220/499 4.32G 0.008078 0.00755 0.002746 62 640: 16%|#6 | 27/168 [00:05<00:26, 5.39it/s]
220/499 4.32G 0.008078 0.00755 0.002746 62 640: 17%|#6 | 28/168 [00:05<00:26, 5.24it/s]
220/499 4.32G 0.008124 0.007568 0.002853 71 640: 17%|#6 | 28/168 [00:05<00:26, 5.24it/s]
220/499 4.32G 0.008124 0.007568 0.002853 71 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s]
220/499 4.32G 0.00811 0.007547 0.00291 71 640: 17%|#7 | 29/168 [00:05<00:26, 5.32it/s]
220/499 4.32G 0.00811 0.007547 0.00291 71 640: 18%|#7 | 30/168 [00:05<00:25, 5.39it/s]
220/499 4.32G 0.008123 0.007605 0.002893 70 640: 18%|#7 | 30/168 [00:05<00:25, 5.39it/s]
220/499 4.32G 0.008123 0.007605 0.002893 70 640: 18%|#8 | 31/168 [00:05<00:26, 5.24it/s]
220/499 4.32G 0.008099 0.007621 0.002843 66 640: 18%|#8 | 31/168 [00:06<00:26, 5.24it/s]
220/499 4.32G 0.008099 0.007621 0.002843 66 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s]
220/499 4.32G 0.008068 0.007595 0.002817 64 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s]
220/499 4.32G 0.008068 0.007595 0.002817 64 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
220/499 4.32G 0.008087 0.007614 0.002856 71 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
220/499 4.32G 0.008087 0.007614 0.002856 71 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
220/499 4.32G 0.008052 0.007591 0.002861 56 640: 20%|## | 34/168 [00:06<00:25, 5.23it/s]
220/499 4.32G 0.008052 0.007591 0.002861 56 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s]
220/499 4.32G 0.008004 0.007547 0.002924 55 640: 21%|## | 35/168 [00:06<00:25, 5.26it/s]
220/499 4.32G 0.008004 0.007547 0.002924 55 640: 21%|##1 | 36/168 [00:06<00:24, 5.32it/s]
220/499 4.32G 0.008011 0.007581 0.002997 63 640: 21%|##1 | 36/168 [00:06<00:24, 5.32it/s]
220/499 4.32G 0.008011 0.007581 0.002997 63 640: 22%|##2 | 37/168 [00:06<00:25, 5.20it/s]
220/499 4.32G 0.008014 0.007615 0.002985 77 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s]
220/499 4.32G 0.008014 0.007615 0.002985 77 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s]
220/499 4.32G 0.008034 0.007635 0.002995 67 640: 23%|##2 | 38/168 [00:07<00:24, 5.26it/s]
220/499 4.32G 0.008034 0.007635 0.002995 67 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s]
220/499 4.32G 0.008042 0.007653 0.002989 70 640: 23%|##3 | 39/168 [00:07<00:24, 5.32it/s]
220/499 4.32G 0.008042 0.007653 0.002989 70 640: 24%|##3 | 40/168 [00:07<00:25, 5.11it/s]
220/499 4.32G 0.008033 0.007672 0.003072 71 640: 24%|##3 | 40/168 [00:07<00:25, 5.11it/s]
220/499 4.32G 0.008033 0.007672 0.003072 71 640: 24%|##4 | 41/168 [00:07<00:24, 5.22it/s]
220/499 4.32G 0.008012 0.007603 0.00307 56 640: 24%|##4 | 41/168 [00:07<00:24, 5.22it/s]
220/499 4.32G 0.008012 0.007603 0.00307 56 640: 25%|##5 | 42/168 [00:07<00:23, 5.31it/s]
220/499 4.32G 0.007976 0.007652 0.003087 75 640: 25%|##5 | 42/168 [00:08<00:23, 5.31it/s]
220/499 4.32G 0.007976 0.007652 0.003087 75 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
220/499 4.32G 0.007969 0.007628 0.003128 60 640: 26%|##5 | 43/168 [00:08<00:24, 5.19it/s]
220/499 4.32G 0.007969 0.007628 0.003128 60 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s]
220/499 4.32G 0.007972 0.007625 0.003115 74 640: 26%|##6 | 44/168 [00:08<00:23, 5.27it/s]
220/499 4.32G 0.007972 0.007625 0.003115 74 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s]
220/499 4.32G 0.007984 0.007612 0.003106 62 640: 27%|##6 | 45/168 [00:08<00:23, 5.34it/s]
220/499 4.32G 0.007984 0.007612 0.003106 62 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s]
220/499 4.32G 0.007958 0.007573 0.003041 53 640: 27%|##7 | 46/168 [00:08<00:23, 5.19it/s]
220/499 4.32G 0.007958 0.007573 0.003041 53 640: 28%|##7 | 47/168 [00:08<00:22, 5.28it/s]
220/499 4.32G 0.007963 0.007558 0.003094 63 640: 28%|##7 | 47/168 [00:09<00:22, 5.28it/s]
220/499 4.32G 0.007963 0.007558 0.003094 63 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s]
220/499 4.32G 0.007983 0.007584 0.003121 60 640: 29%|##8 | 48/168 [00:09<00:22, 5.36it/s]
220/499 4.32G 0.007983 0.007584 0.003121 60 640: 29%|##9 | 49/168 [00:09<00:22, 5.22it/s]
220/499 4.32G 0.007996 0.00759 0.003061 65 640: 29%|##9 | 49/168 [00:09<00:22, 5.22it/s]
220/499 4.32G 0.007996 0.00759 0.003061 65 640: 30%|##9 | 50/168 [00:09<00:22, 5.30it/s]
220/499 4.32G 0.008022 0.007595 0.003048 66 640: 30%|##9 | 50/168 [00:09<00:22, 5.30it/s]
220/499 4.32G 0.008022 0.007595 0.003048 66 640: 30%|### | 51/168 [00:09<00:21, 5.38it/s]
220/499 4.32G 0.00805 0.007646 0.003037 69 640: 30%|### | 51/168 [00:09<00:21, 5.38it/s]
220/499 4.32G 0.00805 0.007646 0.003037 69 640: 31%|### | 52/168 [00:09<00:22, 5.23it/s]
220/499 4.32G 0.008065 0.007638 0.00307 59 640: 31%|### | 52/168 [00:10<00:22, 5.23it/s]
220/499 4.32G 0.008065 0.007638 0.00307 59 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
220/499 4.32G 0.008036 0.007642 0.003049 79 640: 32%|###1 | 53/168 [00:10<00:21, 5.25it/s]
220/499 4.32G 0.008036 0.007642 0.003049 79 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s]
220/499 4.32G 0.008049 0.007604 0.00304 51 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s]
220/499 4.32G 0.008049 0.007604 0.00304 51 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s]
220/499 4.32G 0.008062 0.007643 0.003045 75 640: 33%|###2 | 55/168 [00:10<00:21, 5.19it/s]
220/499 4.32G 0.008062 0.007643 0.003045 75 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s]
220/499 4.32G 0.008121 0.007593 0.003013 46 640: 33%|###3 | 56/168 [00:10<00:21, 5.28it/s]
220/499 4.32G 0.008121 0.007593 0.003013 46 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s]
220/499 4.32G 0.008136 0.007631 0.002996 69 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s]
220/499 4.32G 0.008136 0.007631 0.002996 69 640: 35%|###4 | 58/168 [00:10<00:21, 5.21it/s]
220/499 4.32G 0.008131 0.007618 0.00299 73 640: 35%|###4 | 58/168 [00:11<00:21, 5.21it/s]
220/499 4.32G 0.008131 0.007618 0.00299 73 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s]
220/499 4.32G 0.00811 0.007637 0.002953 68 640: 35%|###5 | 59/168 [00:11<00:20, 5.30it/s]
220/499 4.32G 0.00811 0.007637 0.002953 68 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s]
220/499 4.32G 0.008097 0.007595 0.002951 55 640: 36%|###5 | 60/168 [00:11<00:20, 5.37it/s]
220/499 4.32G 0.008097 0.007595 0.002951 55 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
220/499 4.32G 0.008089 0.007595 0.002957 62 640: 36%|###6 | 61/168 [00:11<00:20, 5.17it/s]
220/499 4.32G 0.008089 0.007595 0.002957 62 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s]
220/499 4.32G 0.008105 0.007609 0.002988 65 640: 37%|###6 | 62/168 [00:11<00:20, 5.28it/s]
220/499 4.32G 0.008105 0.007609 0.002988 65 640: 38%|###7 | 63/168 [00:11<00:19, 5.34it/s]
220/499 4.32G 0.008098 0.007593 0.002987 52 640: 38%|###7 | 63/168 [00:12<00:19, 5.34it/s]
220/499 4.32G 0.008098 0.007593 0.002987 52 640: 38%|###8 | 64/168 [00:12<00:19, 5.22it/s]
220/499 4.32G 0.008107 0.007615 0.002978 73 640: 38%|###8 | 64/168 [00:12<00:19, 5.22it/s]
220/499 4.32G 0.008107 0.007615 0.002978 73 640: 39%|###8 | 65/168 [00:12<00:19, 5.31it/s]
220/499 4.32G 0.00809 0.007625 0.002985 67 640: 39%|###8 | 65/168 [00:12<00:19, 5.31it/s]
220/499 4.32G 0.00809 0.007625 0.002985 67 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s]
220/499 4.32G 0.008074 0.007628 0.002981 71 640: 39%|###9 | 66/168 [00:12<00:19, 5.35it/s]
220/499 4.32G 0.008074 0.007628 0.002981 71 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
220/499 4.32G 0.008089 0.007645 0.002971 73 640: 40%|###9 | 67/168 [00:12<00:19, 5.22it/s]
220/499 4.32G 0.008089 0.007645 0.002971 73 640: 40%|#### | 68/168 [00:12<00:18, 5.30it/s]
220/499 4.32G 0.008105 0.007632 0.002934 50 640: 40%|#### | 68/168 [00:13<00:18, 5.30it/s]
220/499 4.32G 0.008105 0.007632 0.002934 50 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s]
220/499 4.32G 0.008112 0.007653 0.002942 73 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s]
220/499 4.32G 0.008112 0.007653 0.002942 73 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s]
220/499 4.32G 0.008103 0.00768 0.002973 87 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s]
220/499 4.32G 0.008103 0.00768 0.002973 87 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s]
220/499 4.32G 0.008099 0.007672 0.002948 45 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s]
220/499 4.32G 0.008099 0.007672 0.002948 45 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s]
220/499 4.32G 0.008096 0.007654 0.00295 66 640: 43%|####2 | 72/168 [00:13<00:17, 5.34it/s]
220/499 4.32G 0.008096 0.007654 0.00295 66 640: 43%|####3 | 73/168 [00:13<00:18, 5.22it/s]
220/499 4.32G 0.008079 0.007609 0.002935 49 640: 43%|####3 | 73/168 [00:14<00:18, 5.22it/s]
220/499 4.32G 0.008079 0.007609 0.002935 49 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s]
220/499 4.32G 0.008077 0.007601 0.002913 52 640: 44%|####4 | 74/168 [00:14<00:17, 5.27it/s]
220/499 4.32G 0.008077 0.007601 0.002913 52 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s]
220/499 4.32G 0.008099 0.007603 0.002877 58 640: 45%|####4 | 75/168 [00:14<00:17, 5.35it/s]
220/499 4.32G 0.008099 0.007603 0.002877 58 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s]
220/499 4.32G 0.008092 0.007598 0.002865 63 640: 45%|####5 | 76/168 [00:14<00:17, 5.20it/s]
220/499 4.32G 0.008092 0.007598 0.002865 63 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s]
220/499 4.32G 0.008085 0.007576 0.002847 58 640: 46%|####5 | 77/168 [00:14<00:17, 5.29it/s]
220/499 4.32G 0.008085 0.007576 0.002847 58 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s]
220/499 4.32G 0.008074 0.007581 0.002844 72 640: 46%|####6 | 78/168 [00:14<00:16, 5.34it/s]
220/499 4.32G 0.008074 0.007581 0.002844 72 640: 47%|####7 | 79/168 [00:14<00:17, 5.20it/s]
220/499 4.32G 0.00808 0.007589 0.002845 72 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s]
220/499 4.32G 0.00808 0.007589 0.002845 72 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
220/499 4.32G 0.008058 0.007579 0.002865 75 640: 48%|####7 | 80/168 [00:15<00:16, 5.30it/s]
220/499 4.32G 0.008058 0.007579 0.002865 75 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
220/499 4.32G 0.008067 0.007581 0.002853 59 640: 48%|####8 | 81/168 [00:15<00:16, 5.35it/s]
220/499 4.32G 0.008067 0.007581 0.002853 59 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s]
220/499 4.32G 0.00805 0.007586 0.002862 69 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s]
220/499 4.32G 0.00805 0.007586 0.002862 69 640: 49%|####9 | 83/168 [00:15<00:16, 5.20it/s]
220/499 4.32G 0.008045 0.007564 0.002843 55 640: 49%|####9 | 83/168 [00:15<00:16, 5.20it/s]
220/499 4.32G 0.008045 0.007564 0.002843 55 640: 50%|##### | 84/168 [00:15<00:16, 5.18it/s]
220/499 4.32G 0.008034 0.007548 0.002867 50 640: 50%|##### | 84/168 [00:16<00:16, 5.18it/s]
220/499 4.32G 0.008034 0.007548 0.002867 50 640: 51%|##### | 85/168 [00:16<00:16, 5.09it/s]
220/499 4.32G 0.00803 0.00752 0.002856 52 640: 51%|##### | 85/168 [00:16<00:16, 5.09it/s]
220/499 4.32G 0.00803 0.00752 0.002856 52 640: 51%|#####1 | 86/168 [00:16<00:16, 5.12it/s]
220/499 4.32G 0.008014 0.007526 0.002873 72 640: 51%|#####1 | 86/168 [00:16<00:16, 5.12it/s]
220/499 4.32G 0.008014 0.007526 0.002873 72 640: 52%|#####1 | 87/168 [00:16<00:15, 5.24it/s]
220/499 4.32G 0.008002 0.007545 0.002874 70 640: 52%|#####1 | 87/168 [00:16<00:15, 5.24it/s]
220/499 4.32G 0.008002 0.007545 0.002874 70 640: 52%|#####2 | 88/168 [00:16<00:15, 5.13it/s]
220/499 4.32G 0.008003 0.007558 0.002862 76 640: 52%|#####2 | 88/168 [00:16<00:15, 5.13it/s]
220/499 4.32G 0.008003 0.007558 0.002862 76 640: 53%|#####2 | 89/168 [00:16<00:15, 5.24it/s]
220/499 4.32G 0.008022 0.007539 0.002869 56 640: 53%|#####2 | 89/168 [00:17<00:15, 5.24it/s]
220/499 4.32G 0.008022 0.007539 0.002869 56 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s]
220/499 4.32G 0.008022 0.007555 0.002867 79 640: 54%|#####3 | 90/168 [00:17<00:14, 5.32it/s]
220/499 4.32G 0.008022 0.007555 0.002867 79 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
220/499 4.32G 0.008039 0.00756 0.002856 54 640: 54%|#####4 | 91/168 [00:17<00:14, 5.20it/s]
220/499 4.32G 0.008039 0.00756 0.002856 54 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s]
220/499 4.32G 0.008044 0.007534 0.002837 58 640: 55%|#####4 | 92/168 [00:17<00:14, 5.29it/s]
220/499 4.32G 0.008044 0.007534 0.002837 58 640: 55%|#####5 | 93/168 [00:17<00:14, 5.26it/s]
220/499 4.32G 0.008039 0.007514 0.002831 55 640: 55%|#####5 | 93/168 [00:17<00:14, 5.26it/s]
220/499 4.32G 0.008039 0.007514 0.002831 55 640: 56%|#####5 | 94/168 [00:17<00:14, 5.15it/s]
220/499 4.32G 0.008053 0.007505 0.00286 54 640: 56%|#####5 | 94/168 [00:18<00:14, 5.15it/s]
220/499 4.32G 0.008053 0.007505 0.00286 54 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s]
220/499 4.32G 0.008046 0.007527 0.002848 82 640: 57%|#####6 | 95/168 [00:18<00:13, 5.24it/s]
220/499 4.32G 0.008046 0.007527 0.002848 82 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s]
220/499 4.32G 0.008044 0.007523 0.002842 68 640: 57%|#####7 | 96/168 [00:18<00:13, 5.31it/s]
220/499 4.32G 0.008044 0.007523 0.002842 68 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s]
220/499 4.32G 0.008039 0.007505 0.002839 54 640: 58%|#####7 | 97/168 [00:18<00:13, 5.19it/s]
220/499 4.32G 0.008039 0.007505 0.002839 54 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s]
220/499 4.32G 0.008018 0.007515 0.002849 72 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s]
220/499 4.32G 0.008018 0.007515 0.002849 72 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s]
220/499 4.32G 0.008015 0.007537 0.002832 83 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s]
220/499 4.32G 0.008015 0.007537 0.002832 83 640: 60%|#####9 | 100/168 [00:18<00:13, 5.19it/s]
220/499 4.32G 0.008003 0.007537 0.002825 69 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s]
220/499 4.32G 0.008003 0.007537 0.002825 69 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s]
220/499 4.32G 0.008004 0.007547 0.002816 74 640: 60%|###### | 101/168 [00:19<00:12, 5.27it/s]
220/499 4.32G 0.008004 0.007547 0.002816 74 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s]
220/499 4.32G 0.007994 0.00754 0.002829 71 640: 61%|###### | 102/168 [00:19<00:12, 5.36it/s]
220/499 4.32G 0.007994 0.00754 0.002829 71 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s]
220/499 4.32G 0.007989 0.007549 0.002817 70 640: 61%|######1 | 103/168 [00:19<00:12, 5.22it/s]
220/499 4.32G 0.007989 0.007549 0.002817 70 640: 62%|######1 | 104/168 [00:19<00:12, 5.30it/s]
220/499 4.32G 0.00799 0.007553 0.002798 57 640: 62%|######1 | 104/168 [00:19<00:12, 5.30it/s]
220/499 4.32G 0.00799 0.007553 0.002798 57 640: 62%|######2 | 105/168 [00:19<00:11, 5.36it/s]
220/499 4.32G 0.007994 0.007569 0.00278 76 640: 62%|######2 | 105/168 [00:20<00:11, 5.36it/s]
220/499 4.32G 0.007994 0.007569 0.00278 76 640: 63%|######3 | 106/168 [00:20<00:11, 5.23it/s]
220/499 4.32G 0.007995 0.007575 0.002779 80 640: 63%|######3 | 106/168 [00:20<00:11, 5.23it/s]
220/499 4.32G 0.007995 0.007575 0.002779 80 640: 64%|######3 | 107/168 [00:20<00:11, 5.31it/s]
220/499 4.32G 0.007992 0.007589 0.002779 71 640: 64%|######3 | 107/168 [00:20<00:11, 5.31it/s]
220/499 4.32G 0.007992 0.007589 0.002779 71 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s]
220/499 4.32G 0.007989 0.007585 0.002773 66 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s]
220/499 4.32G 0.007989 0.007585 0.002773 66 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s]
220/499 4.32G 0.007976 0.007567 0.002799 62 640: 65%|######4 | 109/168 [00:20<00:11, 5.23it/s]
220/499 4.32G 0.007976 0.007567 0.002799 62 640: 65%|######5 | 110/168 [00:20<00:10, 5.31it/s]
220/499 4.32G 0.007974 0.007566 0.002793 63 640: 65%|######5 | 110/168 [00:21<00:10, 5.31it/s]
220/499 4.32G 0.007974 0.007566 0.002793 63 640: 66%|######6 | 111/168 [00:21<00:10, 5.39it/s]
220/499 4.32G 0.007973 0.007547 0.002775 51 640: 66%|######6 | 111/168 [00:21<00:10, 5.39it/s]
220/499 4.32G 0.007973 0.007547 0.002775 51 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s]
220/499 4.32G 0.007967 0.007565 0.00279 81 640: 67%|######6 | 112/168 [00:21<00:10, 5.24it/s]
220/499 4.32G 0.007967 0.007565 0.00279 81 640: 67%|######7 | 113/168 [00:21<00:10, 5.32it/s]
220/499 4.32G 0.007972 0.007565 0.002777 56 640: 67%|######7 | 113/168 [00:21<00:10, 5.32it/s]
220/499 4.32G 0.007972 0.007565 0.002777 56 640: 68%|######7 | 114/168 [00:21<00:10, 5.39it/s]
220/499 4.32G 0.007976 0.007579 0.002755 76 640: 68%|######7 | 114/168 [00:21<00:10, 5.39it/s]
220/499 4.32G 0.007976 0.007579 0.002755 76 640: 68%|######8 | 115/168 [00:21<00:10, 5.26it/s]
220/499 4.32G 0.007966 0.007577 0.002776 78 640: 68%|######8 | 115/168 [00:21<00:10, 5.26it/s]
220/499 4.32G 0.007966 0.007577 0.002776 78 640: 69%|######9 | 116/168 [00:21<00:09, 5.34it/s]
220/499 4.32G 0.007956 0.007556 0.002785 54 640: 69%|######9 | 116/168 [00:22<00:09, 5.34it/s]
220/499 4.32G 0.007956 0.007556 0.002785 54 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s]
220/499 4.32G 0.007945 0.00756 0.002783 67 640: 70%|######9 | 117/168 [00:22<00:09, 5.36it/s]
220/499 4.32G 0.007945 0.00756 0.002783 67 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s]
220/499 4.32G 0.007954 0.007558 0.002783 62 640: 70%|####### | 118/168 [00:22<00:09, 5.21it/s]
220/499 4.32G 0.007954 0.007558 0.002783 62 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s]
220/499 4.32G 0.00797 0.007571 0.00278 68 640: 71%|####### | 119/168 [00:22<00:09, 5.29it/s]
220/499 4.32G 0.00797 0.007571 0.00278 68 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s]
220/499 4.32G 0.007964 0.007578 0.002775 77 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s]
220/499 4.32G 0.007964 0.007578 0.002775 77 640: 72%|#######2 | 121/168 [00:22<00:09, 5.20it/s]
220/499 4.32G 0.007956 0.007578 0.002771 75 640: 72%|#######2 | 121/168 [00:23<00:09, 5.20it/s]
220/499 4.32G 0.007956 0.007578 0.002771 75 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s]
220/499 4.32G 0.00795 0.007563 0.002771 70 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s]
220/499 4.32G 0.00795 0.007563 0.002771 70 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s]
220/499 4.32G 0.007955 0.007571 0.002793 75 640: 73%|#######3 | 123/168 [00:23<00:08, 5.32it/s]
220/499 4.32G 0.007955 0.007571 0.002793 75 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s]
220/499 4.32G 0.007962 0.00757 0.002805 63 640: 74%|#######3 | 124/168 [00:23<00:08, 5.19it/s]
220/499 4.32G 0.007962 0.00757 0.002805 63 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s]
220/499 4.32G 0.007962 0.007565 0.002811 70 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s]
220/499 4.32G 0.007962 0.007565 0.002811 70 640: 75%|#######5 | 126/168 [00:23<00:07, 5.34it/s]
220/499 4.32G 0.007962 0.007563 0.002793 49 640: 75%|#######5 | 126/168 [00:24<00:07, 5.34it/s]
220/499 4.32G 0.007962 0.007563 0.002793 49 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s]
220/499 4.32G 0.007961 0.007575 0.002794 77 640: 76%|#######5 | 127/168 [00:24<00:07, 5.19it/s]
220/499 4.32G 0.007961 0.007575 0.002794 77 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s]
220/499 4.32G 0.007961 0.007598 0.002819 85 640: 76%|#######6 | 128/168 [00:24<00:07, 5.27it/s]
220/499 4.32G 0.007961 0.007598 0.002819 85 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s]
220/499 4.32G 0.00796 0.0076 0.002808 67 640: 77%|#######6 | 129/168 [00:24<00:07, 5.35it/s]
220/499 4.32G 0.00796 0.0076 0.002808 67 640: 77%|#######7 | 130/168 [00:24<00:07, 5.19it/s]
220/499 4.32G 0.007965 0.007608 0.002815 89 640: 77%|#######7 | 130/168 [00:24<00:07, 5.19it/s]
220/499 4.32G 0.007965 0.007608 0.002815 89 640: 78%|#######7 | 131/168 [00:24<00:07, 5.26it/s]
220/499 4.32G 0.007951 0.007601 0.002824 74 640: 78%|#######7 | 131/168 [00:25<00:07, 5.26it/s]
220/499 4.32G 0.007951 0.007601 0.002824 74 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s]
220/499 4.32G 0.007938 0.007591 0.002831 64 640: 79%|#######8 | 132/168 [00:25<00:06, 5.32it/s]
220/499 4.32G 0.007938 0.007591 0.002831 64 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s]
220/499 4.32G 0.007944 0.00761 0.002817 73 640: 79%|#######9 | 133/168 [00:25<00:06, 5.19it/s]
220/499 4.32G 0.007944 0.00761 0.002817 73 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s]
220/499 4.32G 0.007937 0.007615 0.002814 65 640: 80%|#######9 | 134/168 [00:25<00:06, 5.27it/s]
220/499 4.32G 0.007937 0.007615 0.002814 65 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s]
220/499 4.32G 0.00794 0.007623 0.002824 80 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s]
220/499 4.32G 0.00794 0.007623 0.002824 80 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
220/499 4.32G 0.00794 0.007622 0.002835 74 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
220/499 4.32G 0.00794 0.007622 0.002835 74 640: 82%|########1 | 137/168 [00:25<00:05, 5.31it/s]
220/499 4.32G 0.007946 0.007632 0.002845 79 640: 82%|########1 | 137/168 [00:26<00:05, 5.31it/s]
220/499 4.32G 0.007946 0.007632 0.002845 79 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s]
220/499 4.32G 0.007942 0.007633 0.002862 71 640: 82%|########2 | 138/168 [00:26<00:05, 5.37it/s]
220/499 4.32G 0.007942 0.007633 0.002862 71 640: 83%|########2 | 139/168 [00:26<00:05, 5.24it/s]
220/499 4.32G 0.007949 0.007628 0.00289 62 640: 83%|########2 | 139/168 [00:26<00:05, 5.24it/s]
220/499 4.32G 0.007949 0.007628 0.00289 62 640: 83%|########3 | 140/168 [00:26<00:05, 5.34it/s]
220/499 4.32G 0.007959 0.007632 0.002883 63 640: 83%|########3 | 140/168 [00:26<00:05, 5.34it/s]
220/499 4.32G 0.007959 0.007632 0.002883 63 640: 84%|########3 | 141/168 [00:26<00:05, 5.30it/s]
220/499 4.32G 0.007958 0.007654 0.002884 89 640: 84%|########3 | 141/168 [00:26<00:05, 5.30it/s]
220/499 4.32G 0.007958 0.007654 0.002884 89 640: 85%|########4 | 142/168 [00:26<00:05, 5.15it/s]
220/499 4.32G 0.007956 0.007654 0.00287 65 640: 85%|########4 | 142/168 [00:27<00:05, 5.15it/s]
220/499 4.32G 0.007956 0.007654 0.00287 65 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s]
220/499 4.32G 0.007955 0.007651 0.002883 68 640: 85%|########5 | 143/168 [00:27<00:04, 5.25it/s]
220/499 4.32G 0.007955 0.007651 0.002883 68 640: 86%|########5 | 144/168 [00:27<00:04, 5.34it/s]
220/499 4.32G 0.007959 0.007649 0.002889 63 640: 86%|########5 | 144/168 [00:27<00:04, 5.34it/s]
220/499 4.32G 0.007959 0.007649 0.002889 63 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s]
220/499 4.32G 0.007955 0.007648 0.002889 66 640: 86%|########6 | 145/168 [00:27<00:04, 5.22it/s]
220/499 4.32G 0.007955 0.007648 0.002889 66 640: 87%|########6 | 146/168 [00:27<00:04, 5.26it/s]
220/499 4.32G 0.007957 0.007647 0.002891 63 640: 87%|########6 | 146/168 [00:27<00:04, 5.26it/s]
220/499 4.32G 0.007957 0.007647 0.002891 63 640: 88%|########7 | 147/168 [00:27<00:03, 5.34it/s]
220/499 4.32G 0.007951 0.007652 0.002891 78 640: 88%|########7 | 147/168 [00:28<00:03, 5.34it/s]
220/499 4.32G 0.007951 0.007652 0.002891 78 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s]
220/499 4.32G 0.007955 0.007658 0.002883 74 640: 88%|########8 | 148/168 [00:28<00:03, 5.21it/s]
220/499 4.32G 0.007955 0.007658 0.002883 74 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s]
220/499 4.32G 0.007956 0.007672 0.002872 72 640: 89%|########8 | 149/168 [00:28<00:03, 5.31it/s]
220/499 4.32G 0.007956 0.007672 0.002872 72 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s]
220/499 4.32G 0.007959 0.007666 0.002892 70 640: 89%|########9 | 150/168 [00:28<00:03, 5.37it/s]
220/499 4.32G 0.007959 0.007666 0.002892 70 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
220/499 4.32G 0.00796 0.007662 0.002895 61 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
220/499 4.32G 0.00796 0.007662 0.002895 61 640: 90%|######### | 152/168 [00:28<00:03, 5.32it/s]
220/499 4.32G 0.007967 0.007667 0.002889 72 640: 90%|######### | 152/168 [00:28<00:03, 5.32it/s]
220/499 4.32G 0.007967 0.007667 0.002889 72 640: 91%|#########1| 153/168 [00:28<00:02, 5.41it/s]
220/499 4.32G 0.007965 0.007667 0.002895 73 640: 91%|#########1| 153/168 [00:29<00:02, 5.41it/s]
220/499 4.32G 0.007965 0.007667 0.002895 73 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s]
220/499 4.32G 0.007964 0.007665 0.002892 72 640: 92%|#########1| 154/168 [00:29<00:02, 5.19it/s]
220/499 4.32G 0.007964 0.007665 0.002892 72 640: 92%|#########2| 155/168 [00:29<00:02, 5.29it/s]
220/499 4.32G 0.007965 0.007665 0.00291 69 640: 92%|#########2| 155/168 [00:29<00:02, 5.29it/s]
220/499 4.32G 0.007965 0.007665 0.00291 69 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s]
220/499 4.32G 0.007967 0.007659 0.002916 67 640: 93%|#########2| 156/168 [00:29<00:02, 5.34it/s]
220/499 4.32G 0.007967 0.007659 0.002916 67 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s]
220/499 4.32G 0.007961 0.007648 0.002914 61 640: 93%|#########3| 157/168 [00:29<00:02, 5.22it/s]
220/499 4.32G 0.007961 0.007648 0.002914 61 640: 94%|#########4| 158/168 [00:29<00:01, 5.31it/s]
220/499 4.32G 0.007957 0.007642 0.00291 57 640: 94%|#########4| 158/168 [00:30<00:01, 5.31it/s]
220/499 4.32G 0.007957 0.007642 0.00291 57 640: 95%|#########4| 159/168 [00:30<00:01, 5.37it/s]
220/499 4.32G 0.007962 0.007634 0.002905 52 640: 95%|#########4| 159/168 [00:30<00:01, 5.37it/s]
220/499 4.32G 0.007962 0.007634 0.002905 52 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s]
220/499 4.32G 0.00796 0.007636 0.00291 72 640: 95%|#########5| 160/168 [00:30<00:01, 5.22it/s]
220/499 4.32G 0.00796 0.007636 0.00291 72 640: 96%|#########5| 161/168 [00:30<00:01, 5.31it/s]
220/499 4.32G 0.007968 0.007655 0.002918 73 640: 96%|#########5| 161/168 [00:30<00:01, 5.31it/s]
220/499 4.32G 0.007968 0.007655 0.002918 73 640: 96%|#########6| 162/168 [00:30<00:01, 5.39it/s]
220/499 4.32G 0.007961 0.007653 0.002922 69 640: 96%|#########6| 162/168 [00:30<00:01, 5.39it/s]
220/499 4.32G 0.007961 0.007653 0.002922 69 640: 97%|#########7| 163/168 [00:30<00:00, 5.24it/s]
220/499 4.32G 0.007966 0.007671 0.002928 92 640: 97%|#########7| 163/168 [00:31<00:00, 5.24it/s]
220/499 4.32G 0.007966 0.007671 0.002928 92 640: 98%|#########7| 164/168 [00:31<00:00, 5.31it/s]
220/499 4.32G 0.007961 0.00767 0.002955 68 640: 98%|#########7| 164/168 [00:31<00:00, 5.31it/s]
220/499 4.32G 0.007961 0.00767 0.002955 68 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s]
220/499 4.32G 0.007968 0.007668 0.00298 67 640: 98%|#########8| 165/168 [00:31<00:00, 5.36it/s]
220/499 4.32G 0.007968 0.007668 0.00298 67 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s]
220/499 4.32G 0.007973 0.007678 0.002976 62 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s]
220/499 4.32G 0.007973 0.007678 0.002976 62 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s]
220/499 4.32G 0.007977 0.007677 0.002995 34 640: 99%|#########9| 167/168 [00:31<00:00, 5.29it/s]
220/499 4.32G 0.007977 0.007677 0.002995 34 640: 100%|##########| 168/168 [00:31<00:00, 5.48it/s]
220/499 4.32G 0.007977 0.007677 0.002995 34 640: 100%|##########| 168/168 [00:31<00:00, 5.28it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.84it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.89it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.87it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.46it/s]
all 132 263 0.848 0.854 0.875 0.76
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
221/499 4.32G 0.007049 0.0077 0.002791 76 640: 0%| | 0/168 [00:00<?, ?it/s]
221/499 4.32G 0.007049 0.0077 0.002791 76 640: 1%| | 1/168 [00:00<00:34, 4.91it/s]
221/499 4.32G 0.007649 0.008344 0.001665 73 640: 1%| | 1/168 [00:00<00:34, 4.91it/s]
221/499 4.32G 0.007649 0.008344 0.001665 73 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s]
221/499 4.32G 0.008235 0.008575 0.001777 64 640: 1%|1 | 2/168 [00:00<00:31, 5.23it/s]
221/499 4.32G 0.008235 0.008575 0.001777 64 640: 2%|1 | 3/168 [00:00<00:30, 5.36it/s]
221/499 4.32G 0.008412 0.008477 0.002193 65 640: 2%|1 | 3/168 [00:00<00:30, 5.36it/s]
221/499 4.32G 0.008412 0.008477 0.002193 65 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s]
221/499 4.32G 0.008454 0.008392 0.002095 67 640: 2%|2 | 4/168 [00:00<00:31, 5.16it/s]
221/499 4.32G 0.008454 0.008392 0.002095 67 640: 3%|2 | 5/168 [00:00<00:30, 5.27it/s]
221/499 4.32G 0.008453 0.008271 0.002278 73 640: 3%|2 | 5/168 [00:01<00:30, 5.27it/s]
221/499 4.32G 0.008453 0.008271 0.002278 73 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s]
221/499 4.32G 0.008421 0.00824 0.002271 73 640: 4%|3 | 6/168 [00:01<00:30, 5.31it/s]
221/499 4.32G 0.008421 0.00824 0.002271 73 640: 4%|4 | 7/168 [00:01<00:31, 5.16it/s]
221/499 4.32G 0.008303 0.008228 0.00242 74 640: 4%|4 | 7/168 [00:01<00:31, 5.16it/s]
221/499 4.32G 0.008303 0.008228 0.00242 74 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s]
221/499 4.32G 0.008249 0.008093 0.002468 66 640: 5%|4 | 8/168 [00:01<00:30, 5.26it/s]
221/499 4.32G 0.008249 0.008093 0.002468 66 640: 5%|5 | 9/168 [00:01<00:29, 5.33it/s]
221/499 4.32G 0.008362 0.008007 0.00267 53 640: 5%|5 | 9/168 [00:01<00:29, 5.33it/s]
221/499 4.32G 0.008362 0.008007 0.00267 53 640: 6%|5 | 10/168 [00:01<00:30, 5.19it/s]
221/499 4.32G 0.008383 0.007862 0.002734 67 640: 6%|5 | 10/168 [00:02<00:30, 5.19it/s]
221/499 4.32G 0.008383 0.007862 0.002734 67 640: 7%|6 | 11/168 [00:02<00:29, 5.26it/s]
221/499 4.32G 0.008378 0.00793 0.00279 75 640: 7%|6 | 11/168 [00:02<00:29, 5.26it/s]
221/499 4.32G 0.008378 0.00793 0.00279 75 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s]
221/499 4.32G 0.008321 0.008082 0.002819 84 640: 7%|7 | 12/168 [00:02<00:29, 5.33it/s]
221/499 4.32G 0.008321 0.008082 0.002819 84 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s]
221/499 4.32G 0.008255 0.008009 0.002935 72 640: 8%|7 | 13/168 [00:02<00:29, 5.20it/s]
221/499 4.32G 0.008255 0.008009 0.002935 72 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s]
221/499 4.32G 0.00822 0.008008 0.003075 76 640: 8%|8 | 14/168 [00:02<00:29, 5.28it/s]
221/499 4.32G 0.00822 0.008008 0.003075 76 640: 9%|8 | 15/168 [00:02<00:28, 5.35it/s]
221/499 4.32G 0.008171 0.008069 0.003038 80 640: 9%|8 | 15/168 [00:03<00:28, 5.35it/s]
221/499 4.32G 0.008171 0.008069 0.003038 80 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s]
221/499 4.32G 0.008223 0.008154 0.003006 64 640: 10%|9 | 16/168 [00:03<00:29, 5.23it/s]
221/499 4.32G 0.008223 0.008154 0.003006 64 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s]
221/499 4.32G 0.008281 0.00802 0.002994 61 640: 10%|# | 17/168 [00:03<00:28, 5.31it/s]
221/499 4.32G 0.008281 0.00802 0.002994 61 640: 11%|# | 18/168 [00:03<00:27, 5.38it/s]
221/499 4.32G 0.008307 0.007908 0.002928 47 640: 11%|# | 18/168 [00:03<00:27, 5.38it/s]
221/499 4.32G 0.008307 0.007908 0.002928 47 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s]
221/499 4.32G 0.008309 0.007935 0.003056 74 640: 11%|#1 | 19/168 [00:03<00:28, 5.24it/s]
221/499 4.32G 0.008309 0.007935 0.003056 74 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s]
221/499 4.32G 0.008342 0.008029 0.003053 85 640: 12%|#1 | 20/168 [00:03<00:27, 5.31it/s]
221/499 4.32G 0.008342 0.008029 0.003053 85 640: 12%|#2 | 21/168 [00:03<00:27, 5.36it/s]
221/499 4.32G 0.008309 0.008099 0.002993 71 640: 12%|#2 | 21/168 [00:04<00:27, 5.36it/s]
221/499 4.32G 0.008309 0.008099 0.002993 71 640: 13%|#3 | 22/168 [00:04<00:27, 5.23it/s]
221/499 4.32G 0.008302 0.00809 0.003059 72 640: 13%|#3 | 22/168 [00:04<00:27, 5.23it/s]
221/499 4.32G 0.008302 0.00809 0.003059 72 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s]
221/499 4.32G 0.008296 0.008027 0.003018 54 640: 14%|#3 | 23/168 [00:04<00:27, 5.31it/s]
221/499 4.32G 0.008296 0.008027 0.003018 54 640: 14%|#4 | 24/168 [00:04<00:26, 5.39it/s]
221/499 4.32G 0.008269 0.008012 0.003055 67 640: 14%|#4 | 24/168 [00:04<00:26, 5.39it/s]
221/499 4.32G 0.008269 0.008012 0.003055 67 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
221/499 4.32G 0.008232 0.007955 0.003113 58 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
221/499 4.32G 0.008232 0.007955 0.003113 58 640: 15%|#5 | 26/168 [00:04<00:26, 5.30it/s]
221/499 4.32G 0.008273 0.007913 0.003105 60 640: 15%|#5 | 26/168 [00:05<00:26, 5.30it/s]
221/499 4.32G 0.008273 0.007913 0.003105 60 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s]
221/499 4.32G 0.008282 0.007935 0.003107 67 640: 16%|#6 | 27/168 [00:05<00:26, 5.37it/s]
221/499 4.32G 0.008282 0.007935 0.003107 67 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s]
221/499 4.32G 0.008297 0.007995 0.003074 77 640: 17%|#6 | 28/168 [00:05<00:26, 5.22it/s]
221/499 4.32G 0.008297 0.007995 0.003074 77 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s]
221/499 4.32G 0.00831 0.00801 0.003002 64 640: 17%|#7 | 29/168 [00:05<00:26, 5.30it/s]
221/499 4.32G 0.00831 0.00801 0.003002 64 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s]
221/499 4.32G 0.008267 0.00802 0.003054 73 640: 18%|#7 | 30/168 [00:05<00:25, 5.36it/s]
221/499 4.32G 0.008267 0.00802 0.003054 73 640: 18%|#8 | 31/168 [00:05<00:26, 5.22it/s]
221/499 4.32G 0.008308 0.007963 0.003082 57 640: 18%|#8 | 31/168 [00:06<00:26, 5.22it/s]
221/499 4.32G 0.008308 0.007963 0.003082 57 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s]
221/499 4.32G 0.008298 0.008027 0.003025 70 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s]
221/499 4.32G 0.008298 0.008027 0.003025 70 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
221/499 4.32G 0.008289 0.008014 0.003006 70 640: 20%|#9 | 33/168 [00:06<00:25, 5.37it/s]
221/499 4.32G 0.008289 0.008014 0.003006 70 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s]
221/499 4.32G 0.00828 0.008049 0.003006 77 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s]
221/499 4.32G 0.00828 0.008049 0.003006 77 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s]
221/499 4.32G 0.008303 0.00802 0.003046 69 640: 21%|## | 35/168 [00:06<00:25, 5.25it/s]
221/499 4.32G 0.008303 0.00802 0.003046 69 640: 21%|##1 | 36/168 [00:06<00:24, 5.33it/s]
221/499 4.32G 0.008285 0.007977 0.00306 60 640: 21%|##1 | 36/168 [00:07<00:24, 5.33it/s]
221/499 4.32G 0.008285 0.007977 0.00306 60 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s]
221/499 4.32G 0.008275 0.008001 0.003065 84 640: 22%|##2 | 37/168 [00:07<00:25, 5.20it/s]
221/499 4.32G 0.008275 0.008001 0.003065 84 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s]
221/499 4.32G 0.008276 0.008033 0.003079 62 640: 23%|##2 | 38/168 [00:07<00:24, 5.25it/s]
221/499 4.32G 0.008276 0.008033 0.003079 62 640: 23%|##3 | 39/168 [00:07<00:24, 5.33it/s]
221/499 4.32G 0.008295 0.007976 0.00303 49 640: 23%|##3 | 39/168 [00:07<00:24, 5.33it/s]
221/499 4.32G 0.008295 0.007976 0.00303 49 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
221/499 4.32G 0.008286 0.007937 0.003071 61 640: 24%|##3 | 40/168 [00:07<00:24, 5.21it/s]
221/499 4.32G 0.008286 0.007937 0.003071 61 640: 24%|##4 | 41/168 [00:07<00:24, 5.29it/s]
221/499 4.32G 0.008276 0.00793 0.003086 71 640: 24%|##4 | 41/168 [00:07<00:24, 5.29it/s]
221/499 4.32G 0.008276 0.00793 0.003086 71 640: 25%|##5 | 42/168 [00:07<00:23, 5.33it/s]
221/499 4.32G 0.008248 0.007918 0.003134 73 640: 25%|##5 | 42/168 [00:08<00:23, 5.33it/s]
221/499 4.32G 0.008248 0.007918 0.003134 73 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s]
221/499 4.32G 0.008228 0.00786 0.003081 50 640: 26%|##5 | 43/168 [00:08<00:24, 5.18it/s]
221/499 4.32G 0.008228 0.00786 0.003081 50 640: 26%|##6 | 44/168 [00:08<00:23, 5.24it/s]
221/499 4.32G 0.008244 0.007834 0.003031 56 640: 26%|##6 | 44/168 [00:08<00:23, 5.24it/s]
221/499 4.32G 0.008244 0.007834 0.003031 56 640: 27%|##6 | 45/168 [00:08<00:23, 5.32it/s]
221/499 4.32G 0.008229 0.007828 0.003042 71 640: 27%|##6 | 45/168 [00:08<00:23, 5.32it/s]
221/499 4.32G 0.008229 0.007828 0.003042 71 640: 27%|##7 | 46/168 [00:08<00:23, 5.18it/s]
221/499 4.32G 0.008219 0.007844 0.003045 67 640: 27%|##7 | 46/168 [00:08<00:23, 5.18it/s]
221/499 4.32G 0.008219 0.007844 0.003045 67 640: 28%|##7 | 47/168 [00:08<00:22, 5.27it/s]
221/499 4.32G 0.008231 0.007835 0.003063 62 640: 28%|##7 | 47/168 [00:09<00:22, 5.27it/s]
221/499 4.32G 0.008231 0.007835 0.003063 62 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
221/499 4.32G 0.008225 0.00783 0.003079 57 640: 29%|##8 | 48/168 [00:09<00:22, 5.33it/s]
221/499 4.32G 0.008225 0.00783 0.003079 57 640: 29%|##9 | 49/168 [00:09<00:22, 5.18it/s]
221/499 4.32G 0.00822 0.007814 0.003092 55 640: 29%|##9 | 49/168 [00:09<00:22, 5.18it/s]
221/499 4.32G 0.00822 0.007814 0.003092 55 640: 30%|##9 | 50/168 [00:09<00:22, 5.26it/s]
221/499 4.32G 0.008196 0.007822 0.003107 81 640: 30%|##9 | 50/168 [00:09<00:22, 5.26it/s]
221/499 4.32G 0.008196 0.007822 0.003107 81 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
221/499 4.32G 0.008174 0.007792 0.003066 62 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
221/499 4.32G 0.008174 0.007792 0.003066 62 640: 31%|### | 52/168 [00:09<00:22, 5.20it/s]
221/499 4.32G 0.008194 0.007765 0.003037 67 640: 31%|### | 52/168 [00:10<00:22, 5.20it/s]
221/499 4.32G 0.008194 0.007765 0.003037 67 640: 32%|###1 | 53/168 [00:10<00:21, 5.24it/s]
221/499 4.32G 0.008175 0.00773 0.003027 53 640: 32%|###1 | 53/168 [00:10<00:21, 5.24it/s]
221/499 4.32G 0.008175 0.00773 0.003027 53 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s]
221/499 4.32G 0.008178 0.007716 0.003036 60 640: 32%|###2 | 54/168 [00:10<00:21, 5.31it/s]
221/499 4.32G 0.008178 0.007716 0.003036 60 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s]
221/499 4.32G 0.00818 0.007693 0.003061 59 640: 33%|###2 | 55/168 [00:10<00:21, 5.20it/s]
221/499 4.32G 0.00818 0.007693 0.003061 59 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s]
221/499 4.32G 0.008181 0.007708 0.003075 72 640: 33%|###3 | 56/168 [00:10<00:21, 5.29it/s]
221/499 4.32G 0.008181 0.007708 0.003075 72 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s]
221/499 4.32G 0.00817 0.007713 0.003061 72 640: 34%|###3 | 57/168 [00:11<00:20, 5.35it/s]
221/499 4.32G 0.00817 0.007713 0.003061 72 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s]
221/499 4.32G 0.008177 0.007676 0.003029 53 640: 35%|###4 | 58/168 [00:11<00:21, 5.19it/s]
221/499 4.32G 0.008177 0.007676 0.003029 53 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s]
221/499 4.32G 0.008183 0.007739 0.003014 96 640: 35%|###5 | 59/168 [00:11<00:20, 5.27it/s]
221/499 4.32G 0.008183 0.007739 0.003014 96 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s]
221/499 4.32G 0.008168 0.007734 0.002998 70 640: 36%|###5 | 60/168 [00:11<00:20, 5.34it/s]
221/499 4.32G 0.008168 0.007734 0.002998 70 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s]
221/499 4.32G 0.00816 0.007731 0.002983 65 640: 36%|###6 | 61/168 [00:11<00:20, 5.21it/s]
221/499 4.32G 0.00816 0.007731 0.002983 65 640: 37%|###6 | 62/168 [00:11<00:19, 5.30it/s]
221/499 4.32G 0.008167 0.007739 0.003021 81 640: 37%|###6 | 62/168 [00:11<00:19, 5.30it/s]
221/499 4.32G 0.008167 0.007739 0.003021 81 640: 38%|###7 | 63/168 [00:11<00:19, 5.37it/s]
221/499 4.32G 0.00817 0.007762 0.00303 80 640: 38%|###7 | 63/168 [00:12<00:19, 5.37it/s]
221/499 4.32G 0.00817 0.007762 0.00303 80 640: 38%|###8 | 64/168 [00:12<00:19, 5.24it/s]
221/499 4.32G 0.008205 0.007758 0.003017 54 640: 38%|###8 | 64/168 [00:12<00:19, 5.24it/s]
221/499 4.32G 0.008205 0.007758 0.003017 54 640: 39%|###8 | 65/168 [00:12<00:19, 5.25it/s]
221/499 4.32G 0.008187 0.007778 0.002986 80 640: 39%|###8 | 65/168 [00:12<00:19, 5.25it/s]
221/499 4.32G 0.008187 0.007778 0.002986 80 640: 39%|###9 | 66/168 [00:12<00:19, 5.33it/s]
221/499 4.32G 0.008179 0.007791 0.002986 85 640: 39%|###9 | 66/168 [00:12<00:19, 5.33it/s]
221/499 4.32G 0.008179 0.007791 0.002986 85 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
221/499 4.32G 0.008163 0.00781 0.002968 83 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
221/499 4.32G 0.008163 0.00781 0.002968 83 640: 40%|#### | 68/168 [00:12<00:18, 5.29it/s]
221/499 4.32G 0.008191 0.007856 0.002976 72 640: 40%|#### | 68/168 [00:13<00:18, 5.29it/s]
221/499 4.32G 0.008191 0.007856 0.002976 72 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s]
221/499 4.32G 0.008205 0.00785 0.002982 58 640: 41%|####1 | 69/168 [00:13<00:18, 5.37it/s]
221/499 4.32G 0.008205 0.00785 0.002982 58 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s]
221/499 4.32G 0.008197 0.007857 0.002979 82 640: 42%|####1 | 70/168 [00:13<00:18, 5.23it/s]
221/499 4.32G 0.008197 0.007857 0.002979 82 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s]
221/499 4.32G 0.008198 0.007849 0.002955 63 640: 42%|####2 | 71/168 [00:13<00:18, 5.32it/s]
221/499 4.32G 0.008198 0.007849 0.002955 63 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s]
221/499 4.32G 0.0082 0.007838 0.002944 61 640: 43%|####2 | 72/168 [00:13<00:17, 5.39it/s]
221/499 4.32G 0.0082 0.007838 0.002944 61 640: 43%|####3 | 73/168 [00:13<00:18, 5.24it/s]
221/499 4.32G 0.008212 0.007842 0.002934 72 640: 43%|####3 | 73/168 [00:14<00:18, 5.24it/s]
221/499 4.32G 0.008212 0.007842 0.002934 72 640: 44%|####4 | 74/168 [00:14<00:17, 5.33it/s]
221/499 4.32G 0.0082 0.007826 0.002962 68 640: 44%|####4 | 74/168 [00:14<00:17, 5.33it/s]
221/499 4.32G 0.0082 0.007826 0.002962 68 640: 45%|####4 | 75/168 [00:14<00:17, 5.40it/s]
221/499 4.32G 0.008186 0.007822 0.002974 79 640: 45%|####4 | 75/168 [00:14<00:17, 5.40it/s]
221/499 4.32G 0.008186 0.007822 0.002974 79 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s]
221/499 4.32G 0.008179 0.007827 0.002969 84 640: 45%|####5 | 76/168 [00:14<00:17, 5.23it/s]
221/499 4.32G 0.008179 0.007827 0.002969 84 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s]
221/499 4.32G 0.008192 0.007812 0.002952 62 640: 46%|####5 | 77/168 [00:14<00:17, 5.31it/s]
221/499 4.32G 0.008192 0.007812 0.002952 62 640: 46%|####6 | 78/168 [00:14<00:16, 5.38it/s]
221/499 4.32G 0.008179 0.007798 0.002942 56 640: 46%|####6 | 78/168 [00:14<00:16, 5.38it/s]
221/499 4.32G 0.008179 0.007798 0.002942 56 640: 47%|####7 | 79/168 [00:14<00:16, 5.24it/s]
221/499 4.32G 0.008182 0.007774 0.002942 64 640: 47%|####7 | 79/168 [00:15<00:16, 5.24it/s]
221/499 4.32G 0.008182 0.007774 0.002942 64 640: 48%|####7 | 80/168 [00:15<00:16, 5.35it/s]
221/499 4.32G 0.008181 0.007762 0.002919 70 640: 48%|####7 | 80/168 [00:15<00:16, 5.35it/s]
221/499 4.32G 0.008181 0.007762 0.002919 70 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s]
221/499 4.32G 0.008183 0.007773 0.002926 67 640: 48%|####8 | 81/168 [00:15<00:16, 5.34it/s]
221/499 4.32G 0.008183 0.007773 0.002926 67 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s]
221/499 4.32G 0.008197 0.007778 0.002902 60 640: 49%|####8 | 82/168 [00:15<00:16, 5.20it/s]
221/499 4.32G 0.008197 0.007778 0.002902 60 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s]
221/499 4.32G 0.008189 0.007783 0.002891 70 640: 49%|####9 | 83/168 [00:15<00:16, 5.29it/s]
221/499 4.32G 0.008189 0.007783 0.002891 70 640: 50%|##### | 84/168 [00:15<00:15, 5.33it/s]
221/499 4.32G 0.008196 0.007768 0.002922 67 640: 50%|##### | 84/168 [00:16<00:15, 5.33it/s]
221/499 4.32G 0.008196 0.007768 0.002922 67 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s]
221/499 4.32G 0.008219 0.00777 0.002897 55 640: 51%|##### | 85/168 [00:16<00:16, 5.16it/s]
221/499 4.32G 0.008219 0.00777 0.002897 55 640: 51%|#####1 | 86/168 [00:16<00:15, 5.24it/s]
221/499 4.32G 0.008219 0.00775 0.0029 55 640: 51%|#####1 | 86/168 [00:16<00:15, 5.24it/s]
221/499 4.32G 0.008219 0.00775 0.0029 55 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
221/499 4.32G 0.008209 0.007765 0.002886 64 640: 52%|#####1 | 87/168 [00:16<00:15, 5.32it/s]
221/499 4.32G 0.008209 0.007765 0.002886 64 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s]
221/499 4.32G 0.008209 0.007762 0.002889 68 640: 52%|#####2 | 88/168 [00:16<00:15, 5.20it/s]
221/499 4.32G 0.008209 0.007762 0.002889 68 640: 53%|#####2 | 89/168 [00:16<00:14, 5.28it/s]
221/499 4.32G 0.008208 0.007784 0.002877 65 640: 53%|#####2 | 89/168 [00:17<00:14, 5.28it/s]
221/499 4.32G 0.008208 0.007784 0.002877 65 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s]
221/499 4.32G 0.008208 0.007795 0.0029 76 640: 54%|#####3 | 90/168 [00:17<00:14, 5.35it/s]
221/499 4.32G 0.008208 0.007795 0.0029 76 640: 54%|#####4 | 91/168 [00:17<00:14, 5.18it/s]
221/499 4.32G 0.008217 0.007792 0.002898 56 640: 54%|#####4 | 91/168 [00:17<00:14, 5.18it/s]
221/499 4.32G 0.008217 0.007792 0.002898 56 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s]
221/499 4.32G 0.008227 0.007774 0.002885 51 640: 55%|#####4 | 92/168 [00:17<00:14, 5.27it/s]
221/499 4.32G 0.008227 0.007774 0.002885 51 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s]
221/499 4.32G 0.008215 0.007788 0.002866 79 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s]
221/499 4.32G 0.008215 0.007788 0.002866 79 640: 56%|#####5 | 94/168 [00:17<00:14, 5.20it/s]
221/499 4.32G 0.008223 0.007794 0.002872 67 640: 56%|#####5 | 94/168 [00:18<00:14, 5.20it/s]
221/499 4.32G 0.008223 0.007794 0.002872 67 640: 57%|#####6 | 95/168 [00:18<00:13, 5.29it/s]
221/499 4.32G 0.008221 0.007788 0.002854 61 640: 57%|#####6 | 95/168 [00:18<00:13, 5.29it/s]
221/499 4.32G 0.008221 0.007788 0.002854 61 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s]
221/499 4.32G 0.008215 0.007778 0.002882 75 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s]
221/499 4.32G 0.008215 0.007778 0.002882 75 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s]
221/499 4.32G 0.008209 0.007766 0.002893 70 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s]
221/499 4.32G 0.008209 0.007766 0.002893 70 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s]
221/499 4.32G 0.008207 0.007755 0.002897 66 640: 58%|#####8 | 98/168 [00:18<00:13, 5.26it/s]
221/499 4.32G 0.008207 0.007755 0.002897 66 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s]
221/499 4.32G 0.008198 0.007754 0.002888 74 640: 59%|#####8 | 99/168 [00:18<00:12, 5.33it/s]
221/499 4.32G 0.008198 0.007754 0.002888 74 640: 60%|#####9 | 100/168 [00:18<00:13, 5.18it/s]
221/499 4.32G 0.008186 0.007745 0.002915 71 640: 60%|#####9 | 100/168 [00:19<00:13, 5.18it/s]
221/499 4.32G 0.008186 0.007745 0.002915 71 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
221/499 4.32G 0.008174 0.007737 0.002946 61 640: 60%|###### | 101/168 [00:19<00:12, 5.26it/s]
221/499 4.32G 0.008174 0.007737 0.002946 61 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s]
221/499 4.32G 0.008165 0.007743 0.002952 81 640: 61%|###### | 102/168 [00:19<00:12, 5.33it/s]
221/499 4.32G 0.008165 0.007743 0.002952 81 640: 61%|######1 | 103/168 [00:19<00:12, 5.12it/s]
221/499 4.32G 0.008159 0.007754 0.002951 73 640: 61%|######1 | 103/168 [00:19<00:12, 5.12it/s]
221/499 4.32G 0.008159 0.007754 0.002951 73 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s]
221/499 4.32G 0.008168 0.00775 0.002959 68 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s]
221/499 4.32G 0.008168 0.00775 0.002959 68 640: 62%|######2 | 105/168 [00:19<00:11, 5.32it/s]
221/499 4.32G 0.008165 0.007742 0.002966 59 640: 62%|######2 | 105/168 [00:20<00:11, 5.32it/s]
221/499 4.32G 0.008165 0.007742 0.002966 59 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s]
221/499 4.32G 0.008163 0.007725 0.002949 57 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s]
221/499 4.32G 0.008163 0.007725 0.002949 57 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s]
221/499 4.32G 0.008176 0.007746 0.002945 78 640: 64%|######3 | 107/168 [00:20<00:11, 5.26it/s]
221/499 4.32G 0.008176 0.007746 0.002945 78 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s]
221/499 4.32G 0.00817 0.00775 0.002941 67 640: 64%|######4 | 108/168 [00:20<00:11, 5.35it/s]
221/499 4.32G 0.00817 0.00775 0.002941 67 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s]
221/499 4.32G 0.008161 0.007741 0.002981 74 640: 65%|######4 | 109/168 [00:20<00:11, 5.21it/s]
221/499 4.32G 0.008161 0.007741 0.002981 74 640: 65%|######5 | 110/168 [00:20<00:11, 5.26it/s]
221/499 4.32G 0.008158 0.007752 0.002982 79 640: 65%|######5 | 110/168 [00:21<00:11, 5.26it/s]
221/499 4.32G 0.008158 0.007752 0.002982 79 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s]
221/499 4.32G 0.008153 0.007755 0.00296 64 640: 66%|######6 | 111/168 [00:21<00:10, 5.33it/s]
221/499 4.32G 0.008153 0.007755 0.00296 64 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
221/499 4.32G 0.008151 0.007785 0.002971 93 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
221/499 4.32G 0.008151 0.007785 0.002971 93 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s]
221/499 4.32G 0.008144 0.007784 0.002952 68 640: 67%|######7 | 113/168 [00:21<00:10, 5.31it/s]
221/499 4.32G 0.008144 0.007784 0.002952 68 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s]
221/499 4.32G 0.008148 0.007795 0.002971 85 640: 68%|######7 | 114/168 [00:21<00:10, 5.37it/s]
221/499 4.32G 0.008148 0.007795 0.002971 85 640: 68%|######8 | 115/168 [00:21<00:10, 5.24it/s]
221/499 4.32G 0.008141 0.007797 0.00296 73 640: 68%|######8 | 115/168 [00:21<00:10, 5.24it/s]
221/499 4.32G 0.008141 0.007797 0.00296 73 640: 69%|######9 | 116/168 [00:21<00:09, 5.29it/s]
221/499 4.32G 0.008136 0.007791 0.002968 63 640: 69%|######9 | 116/168 [00:22<00:09, 5.29it/s]
221/499 4.32G 0.008136 0.007791 0.002968 63 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
221/499 4.32G 0.008129 0.007802 0.002964 75 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
221/499 4.32G 0.008129 0.007802 0.002964 75 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s]
221/499 4.32G 0.008128 0.007795 0.002951 67 640: 70%|####### | 118/168 [00:22<00:09, 5.20it/s]
221/499 4.32G 0.008128 0.007795 0.002951 67 640: 71%|####### | 119/168 [00:22<00:09, 5.24it/s]
221/499 4.32G 0.008123 0.007797 0.002932 67 640: 71%|####### | 119/168 [00:22<00:09, 5.24it/s]
221/499 4.32G 0.008123 0.007797 0.002932 67 640: 71%|#######1 | 120/168 [00:22<00:09, 5.33it/s]
221/499 4.32G 0.008116 0.0078 0.002934 81 640: 71%|#######1 | 120/168 [00:22<00:09, 5.33it/s]
221/499 4.32G 0.008116 0.0078 0.002934 81 640: 72%|#######2 | 121/168 [00:22<00:09, 5.16it/s]
221/499 4.32G 0.008116 0.007797 0.00294 67 640: 72%|#######2 | 121/168 [00:23<00:09, 5.16it/s]
221/499 4.32G 0.008116 0.007797 0.00294 67 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s]
221/499 4.32G 0.00812 0.007818 0.002924 86 640: 73%|#######2 | 122/168 [00:23<00:08, 5.25it/s]
221/499 4.32G 0.00812 0.007818 0.002924 86 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
221/499 4.32G 0.008135 0.007853 0.002917 79 640: 73%|#######3 | 123/168 [00:23<00:08, 5.33it/s]
221/499 4.32G 0.008135 0.007853 0.002917 79 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
221/499 4.32G 0.008131 0.007842 0.002898 65 640: 74%|#######3 | 124/168 [00:23<00:08, 5.20it/s]
221/499 4.32G 0.008131 0.007842 0.002898 65 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s]
221/499 4.32G 0.008118 0.007836 0.00291 74 640: 74%|#######4 | 125/168 [00:23<00:08, 5.28it/s]
221/499 4.32G 0.008118 0.007836 0.00291 74 640: 75%|#######5 | 126/168 [00:23<00:07, 5.36it/s]
221/499 4.32G 0.008116 0.007832 0.002897 73 640: 75%|#######5 | 126/168 [00:24<00:07, 5.36it/s]
221/499 4.32G 0.008116 0.007832 0.002897 73 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s]
221/499 4.32G 0.00812 0.007828 0.002899 68 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s]
221/499 4.32G 0.00812 0.007828 0.002899 68 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s]
221/499 4.32G 0.008117 0.007833 0.002924 76 640: 76%|#######6 | 128/168 [00:24<00:07, 5.24it/s]
221/499 4.32G 0.008117 0.007833 0.002924 76 640: 77%|#######6 | 129/168 [00:24<00:07, 5.27it/s]
221/499 4.32G 0.008118 0.007828 0.002935 60 640: 77%|#######6 | 129/168 [00:24<00:07, 5.27it/s]
221/499 4.32G 0.008118 0.007828 0.002935 60 640: 77%|#######7 | 130/168 [00:24<00:07, 5.15it/s]
221/499 4.32G 0.008113 0.007838 0.00293 73 640: 77%|#######7 | 130/168 [00:24<00:07, 5.15it/s]
221/499 4.32G 0.008113 0.007838 0.00293 73 640: 78%|#######7 | 131/168 [00:24<00:07, 5.20it/s]
221/499 4.32G 0.008114 0.00785 0.002923 82 640: 78%|#######7 | 131/168 [00:25<00:07, 5.20it/s]
221/499 4.32G 0.008114 0.00785 0.002923 82 640: 79%|#######8 | 132/168 [00:25<00:06, 5.27it/s]
221/499 4.32G 0.008122 0.007856 0.002917 76 640: 79%|#######8 | 132/168 [00:25<00:06, 5.27it/s]
221/499 4.32G 0.008122 0.007856 0.002917 76 640: 79%|#######9 | 133/168 [00:25<00:06, 5.15it/s]
221/499 4.32G 0.00813 0.007856 0.002905 64 640: 79%|#######9 | 133/168 [00:25<00:06, 5.15it/s]
221/499 4.32G 0.00813 0.007856 0.002905 64 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s]
221/499 4.32G 0.00813 0.007865 0.002891 69 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s]
221/499 4.32G 0.00813 0.007865 0.002891 69 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s]
221/499 4.32G 0.008122 0.007875 0.002916 74 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s]
221/499 4.32G 0.008122 0.007875 0.002916 74 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
221/499 4.32G 0.008112 0.007855 0.002929 56 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
221/499 4.32G 0.008112 0.007855 0.002929 56 640: 82%|########1 | 137/168 [00:25<00:05, 5.28it/s]
221/499 4.32G 0.00812 0.007852 0.002929 54 640: 82%|########1 | 137/168 [00:26<00:05, 5.28it/s]
221/499 4.32G 0.00812 0.007852 0.002929 54 640: 82%|########2 | 138/168 [00:26<00:05, 5.32it/s]
221/499 4.32G 0.008122 0.007851 0.00292 71 640: 82%|########2 | 138/168 [00:26<00:05, 5.32it/s]
221/499 4.32G 0.008122 0.007851 0.00292 71 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s]
221/499 4.32G 0.008115 0.007843 0.002917 71 640: 83%|########2 | 139/168 [00:26<00:05, 5.18it/s]
221/499 4.32G 0.008115 0.007843 0.002917 71 640: 83%|########3 | 140/168 [00:26<00:05, 5.22it/s]
221/499 4.32G 0.008108 0.007842 0.002908 67 640: 83%|########3 | 140/168 [00:26<00:05, 5.22it/s]
221/499 4.32G 0.008108 0.007842 0.002908 67 640: 84%|########3 | 141/168 [00:26<00:05, 5.30it/s]
221/499 4.32G 0.008103 0.00785 0.002917 75 640: 84%|########3 | 141/168 [00:26<00:05, 5.30it/s]
221/499 4.32G 0.008103 0.00785 0.002917 75 640: 85%|########4 | 142/168 [00:26<00:05, 5.16it/s]
221/499 4.32G 0.008091 0.007854 0.002899 64 640: 85%|########4 | 142/168 [00:27<00:05, 5.16it/s]
221/499 4.32G 0.008091 0.007854 0.002899 64 640: 85%|########5 | 143/168 [00:27<00:04, 5.22it/s]
221/499 4.32G 0.008089 0.007849 0.002884 58 640: 85%|########5 | 143/168 [00:27<00:04, 5.22it/s]
221/499 4.32G 0.008089 0.007849 0.002884 58 640: 86%|########5 | 144/168 [00:27<00:04, 5.31it/s]
221/499 4.32G 0.008081 0.007836 0.002887 64 640: 86%|########5 | 144/168 [00:27<00:04, 5.31it/s]
221/499 4.32G 0.008081 0.007836 0.002887 64 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s]
221/499 4.32G 0.008082 0.007849 0.002869 74 640: 86%|########6 | 145/168 [00:27<00:04, 5.18it/s]
221/499 4.32G 0.008082 0.007849 0.002869 74 640: 87%|########6 | 146/168 [00:27<00:04, 5.23it/s]
221/499 4.32G 0.008085 0.007861 0.002873 87 640: 87%|########6 | 146/168 [00:27<00:04, 5.23it/s]
221/499 4.32G 0.008085 0.007861 0.002873 87 640: 88%|########7 | 147/168 [00:27<00:03, 5.31it/s]
221/499 4.32G 0.008082 0.007861 0.00287 63 640: 88%|########7 | 147/168 [00:28<00:03, 5.31it/s]
221/499 4.32G 0.008082 0.007861 0.00287 63 640: 88%|########8 | 148/168 [00:28<00:03, 5.17it/s]
221/499 4.32G 0.008081 0.007869 0.002855 73 640: 88%|########8 | 148/168 [00:28<00:03, 5.17it/s]
221/499 4.32G 0.008081 0.007869 0.002855 73 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s]
221/499 4.32G 0.008097 0.007877 0.002847 57 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s]
221/499 4.32G 0.008097 0.007877 0.002847 57 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s]
221/499 4.32G 0.008095 0.007875 0.002836 70 640: 89%|########9 | 150/168 [00:28<00:03, 5.35it/s]
221/499 4.32G 0.008095 0.007875 0.002836 70 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
221/499 4.32G 0.00809 0.007878 0.00284 65 640: 90%|########9 | 151/168 [00:28<00:03, 5.23it/s]
221/499 4.32G 0.00809 0.007878 0.00284 65 640: 90%|######### | 152/168 [00:28<00:03, 5.32it/s]
221/499 4.32G 0.008089 0.007874 0.002841 56 640: 90%|######### | 152/168 [00:29<00:03, 5.32it/s]
221/499 4.32G 0.008089 0.007874 0.002841 56 640: 91%|#########1| 153/168 [00:29<00:02, 5.40it/s]
221/499 4.32G 0.008082 0.007874 0.002843 76 640: 91%|#########1| 153/168 [00:29<00:02, 5.40it/s]
221/499 4.32G 0.008082 0.007874 0.002843 76 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s]
221/499 4.32G 0.008082 0.007881 0.002842 73 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s]
221/499 4.32G 0.008082 0.007881 0.002842 73 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s]
221/499 4.32G 0.008084 0.007882 0.002888 68 640: 92%|#########2| 155/168 [00:29<00:02, 5.31it/s]
221/499 4.32G 0.008084 0.007882 0.002888 68 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s]
221/499 4.32G 0.00808 0.007878 0.002877 75 640: 93%|#########2| 156/168 [00:29<00:02, 5.38it/s]
221/499 4.32G 0.00808 0.007878 0.002877 75 640: 93%|#########3| 157/168 [00:29<00:02, 5.24it/s]
221/499 4.32G 0.008079 0.007881 0.002865 62 640: 93%|#########3| 157/168 [00:29<00:02, 5.24it/s]
221/499 4.32G 0.008079 0.007881 0.002865 62 640: 94%|#########4| 158/168 [00:29<00:01, 5.28it/s]
221/499 4.32G 0.008078 0.00789 0.002859 79 640: 94%|#########4| 158/168 [00:30<00:01, 5.28it/s]
221/499 4.32G 0.008078 0.00789 0.002859 79 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s]
221/499 4.32G 0.008074 0.00788 0.002851 61 640: 95%|#########4| 159/168 [00:30<00:01, 5.34it/s]
221/499 4.32G 0.008074 0.00788 0.002851 61 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s]
221/499 4.32G 0.008077 0.0079 0.002853 96 640: 95%|#########5| 160/168 [00:30<00:01, 5.21it/s]
221/499 4.32G 0.008077 0.0079 0.002853 96 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s]
221/499 4.32G 0.008071 0.007896 0.002854 81 640: 96%|#########5| 161/168 [00:30<00:01, 5.28it/s]
221/499 4.32G 0.008071 0.007896 0.002854 81 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s]
221/499 4.32G 0.008074 0.007893 0.002848 62 640: 96%|#########6| 162/168 [00:30<00:01, 5.36it/s]
221/499 4.32G 0.008074 0.007893 0.002848 62 640: 97%|#########7| 163/168 [00:30<00:00, 5.22it/s]
221/499 4.32G 0.008074 0.007887 0.002843 67 640: 97%|#########7| 163/168 [00:31<00:00, 5.22it/s]
221/499 4.32G 0.008074 0.007887 0.002843 67 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s]
221/499 4.32G 0.008064 0.007872 0.002842 55 640: 98%|#########7| 164/168 [00:31<00:00, 5.29it/s]
221/499 4.32G 0.008064 0.007872 0.002842 55 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s]
221/499 4.32G 0.00806 0.00787 0.002847 75 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s]
221/499 4.32G 0.00806 0.00787 0.002847 75 640: 99%|#########8| 166/168 [00:31<00:00, 5.23it/s]
221/499 4.32G 0.008053 0.007872 0.002853 69 640: 99%|#########8| 166/168 [00:31<00:00, 5.23it/s]
221/499 4.32G 0.008053 0.007872 0.002853 69 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s]
221/499 4.32G 0.008047 0.007871 0.002837 30 640: 99%|#########9| 167/168 [00:31<00:00, 5.27it/s]
221/499 4.32G 0.008047 0.007871 0.002837 30 640: 100%|##########| 168/168 [00:31<00:00, 5.46it/s]
221/499 4.32G 0.008047 0.007871 0.002837 30 640: 100%|##########| 168/168 [00:31<00:00, 5.27it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.87it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.92it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.50it/s]
all 132 263 0.85 0.855 0.88 0.761
Epoch GPU_mem box_loss obj_loss cls_loss Instances Size
0%| | 0/168 [00:00<?, ?it/s]
222/499 4.32G 0.008538 0.00715 0.004855 74 640: 0%| | 0/168 [00:00<?, ?it/s]
222/499 4.32G 0.008538 0.00715 0.004855 74 640: 1%| | 1/168 [00:00<00:33, 4.96it/s]
222/499 4.32G 0.007764 0.007253 0.004089 71 640: 1%| | 1/168 [00:00<00:33, 4.96it/s]
222/499 4.32G 0.007764 0.007253 0.004089 71 640: 1%|1 | 2/168 [00:00<00:31, 5.25it/s]
222/499 4.32G 0.007971 0.007852 0.003958 80 640: 1%|1 | 2/168 [00:00<00:31, 5.25it/s]
222/499 4.32G 0.007971 0.007852 0.003958 80 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s]
222/499 4.32G 0.008295 0.008071 0.003386 70 640: 2%|1 | 3/168 [00:00<00:30, 5.38it/s]
222/499 4.32G 0.008295 0.008071 0.003386 70 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s]
222/499 4.32G 0.008239 0.007975 0.003513 74 640: 2%|2 | 4/168 [00:00<00:31, 5.18it/s]
222/499 4.32G 0.008239 0.007975 0.003513 74 640: 3%|2 | 5/168 [00:00<00:30, 5.29it/s]
222/499 4.32G 0.007903 0.00772 0.003547 69 640: 3%|2 | 5/168 [00:01<00:30, 5.29it/s]
222/499 4.32G 0.007903 0.00772 0.003547 69 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s]
222/499 4.32G 0.00771 0.00775 0.003285 72 640: 4%|3 | 6/168 [00:01<00:30, 5.36it/s]
222/499 4.32G 0.00771 0.00775 0.003285 72 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s]
222/499 4.32G 0.007845 0.007788 0.003077 57 640: 4%|4 | 7/168 [00:01<00:31, 5.19it/s]
222/499 4.32G 0.007845 0.007788 0.003077 57 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s]
222/499 4.32G 0.007814 0.007824 0.002878 70 640: 5%|4 | 8/168 [00:01<00:30, 5.30it/s]
222/499 4.32G 0.007814 0.007824 0.002878 70 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s]
222/499 4.32G 0.007815 0.007938 0.002869 70 640: 5%|5 | 9/168 [00:01<00:29, 5.36it/s]
222/499 4.32G 0.007815 0.007938 0.002869 70 640: 6%|5 | 10/168 [00:01<00:30, 5.13it/s]
222/499 4.32G 0.007756 0.007841 0.002923 68 640: 6%|5 | 10/168 [00:02<00:30, 5.13it/s]
222/499 4.32G 0.007756 0.007841 0.002923 68 640: 7%|6 | 11/168 [00:02<00:30, 5.20it/s]
222/499 4.32G 0.00768 0.007818 0.002781 71 640: 7%|6 | 11/168 [00:02<00:30, 5.20it/s]
222/499 4.32G 0.00768 0.007818 0.002781 71 640: 7%|7 | 12/168 [00:02<00:29, 5.28it/s]
222/499 4.32G 0.007614 0.007693 0.002781 66 640: 7%|7 | 12/168 [00:02<00:29, 5.28it/s]
222/499 4.32G 0.007614 0.007693 0.002781 66 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s]
222/499 4.32G 0.007671 0.007713 0.002786 63 640: 8%|7 | 13/168 [00:02<00:30, 5.16it/s]
222/499 4.32G 0.007671 0.007713 0.002786 63 640: 8%|8 | 14/168 [00:02<00:29, 5.24it/s]
222/499 4.32G 0.007697 0.00766 0.002618 55 640: 8%|8 | 14/168 [00:02<00:29, 5.24it/s]
222/499 4.32G 0.007697 0.00766 0.002618 55 640: 9%|8 | 15/168 [00:02<00:28, 5.34it/s]
222/499 4.32G 0.007814 0.007664 0.002652 64 640: 9%|8 | 15/168 [00:03<00:28, 5.34it/s]
222/499 4.32G 0.007814 0.007664 0.002652 64 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s]
222/499 4.32G 0.0078 0.007787 0.002718 80 640: 10%|9 | 16/168 [00:03<00:29, 5.17it/s]
222/499 4.32G 0.0078 0.007787 0.002718 80 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
222/499 4.32G 0.007739 0.007643 0.002749 67 640: 10%|# | 17/168 [00:03<00:28, 5.26it/s]
222/499 4.32G 0.007739 0.007643 0.002749 67 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
222/499 4.32G 0.00772 0.007598 0.002841 66 640: 11%|# | 18/168 [00:03<00:28, 5.33it/s]
222/499 4.32G 0.00772 0.007598 0.002841 66 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s]
222/499 4.32G 0.007743 0.00757 0.002986 70 640: 11%|#1 | 19/168 [00:03<00:28, 5.19it/s]
222/499 4.32G 0.007743 0.00757 0.002986 70 640: 12%|#1 | 20/168 [00:03<00:28, 5.26it/s]
222/499 4.32G 0.007761 0.007591 0.002899 48 640: 12%|#1 | 20/168 [00:03<00:28, 5.26it/s]
222/499 4.32G 0.007761 0.007591 0.002899 48 640: 12%|#2 | 21/168 [00:03<00:27, 5.34it/s]
222/499 4.32G 0.007792 0.007742 0.002908 89 640: 12%|#2 | 21/168 [00:04<00:27, 5.34it/s]
222/499 4.32G 0.007792 0.007742 0.002908 89 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s]
222/499 4.32G 0.00776 0.0078 0.002821 62 640: 13%|#3 | 22/168 [00:04<00:28, 5.20it/s]
222/499 4.32G 0.00776 0.0078 0.002821 62 640: 14%|#3 | 23/168 [00:04<00:27, 5.30it/s]
222/499 4.32G 0.007746 0.007791 0.002831 65 640: 14%|#3 | 23/168 [00:04<00:27, 5.30it/s]
222/499 4.32G 0.007746 0.007791 0.002831 65 640: 14%|#4 | 24/168 [00:04<00:26, 5.38it/s]
222/499 4.32G 0.007776 0.007796 0.002791 65 640: 14%|#4 | 24/168 [00:04<00:26, 5.38it/s]
222/499 4.32G 0.007776 0.007796 0.002791 65 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
222/499 4.32G 0.007798 0.007746 0.002764 56 640: 15%|#4 | 25/168 [00:04<00:27, 5.22it/s]
222/499 4.32G 0.007798 0.007746 0.002764 56 640: 15%|#5 | 26/168 [00:04<00:26, 5.31it/s]
222/499 4.32G 0.007752 0.007727 0.002767 63 640: 15%|#5 | 26/168 [00:05<00:26, 5.31it/s]
222/499 4.32G 0.007752 0.007727 0.002767 63 640: 16%|#6 | 27/168 [00:05<00:26, 5.39it/s]
222/499 4.32G 0.007793 0.007757 0.002742 71 640: 16%|#6 | 27/168 [00:05<00:26, 5.39it/s]
222/499 4.32G 0.007793 0.007757 0.002742 71 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s]
222/499 4.32G 0.007769 0.00777 0.002694 76 640: 17%|#6 | 28/168 [00:05<00:26, 5.19it/s]
222/499 4.32G 0.007769 0.00777 0.002694 76 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
222/499 4.32G 0.007767 0.007817 0.002709 84 640: 17%|#7 | 29/168 [00:05<00:26, 5.29it/s]
222/499 4.32G 0.007767 0.007817 0.002709 84 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s]
222/499 4.32G 0.007834 0.007914 0.002717 78 640: 18%|#7 | 30/168 [00:05<00:25, 5.35it/s]
222/499 4.32G 0.007834 0.007914 0.002717 78 640: 18%|#8 | 31/168 [00:05<00:26, 5.21it/s]
222/499 4.32G 0.007832 0.007879 0.002736 64 640: 18%|#8 | 31/168 [00:06<00:26, 5.21it/s]
222/499 4.32G 0.007832 0.007879 0.002736 64 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s]
222/499 4.32G 0.007839 0.007886 0.002683 68 640: 19%|#9 | 32/168 [00:06<00:25, 5.31it/s]
222/499 4.32G 0.007839 0.007886 0.002683 68 640: 20%|#9 | 33/168 [00:06<00:25, 5.38it/s]
222/499 4.32G 0.007836 0.007834 0.002708 66 640: 20%|#9 | 33/168 [00:06<00:25, 5.38it/s]
222/499 4.32G 0.007836 0.007834 0.002708 66 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s]
222/499 4.32G 0.007825 0.007863 0.002752 84 640: 20%|## | 34/168 [00:06<00:25, 5.21it/s]
222/499 4.32G 0.007825 0.007863 0.002752 84 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s]
222/499 4.32G 0.007827 0.007908 0.00276 76 640: 21%|## | 35/168 [00:06<00:25, 5.30it/s]
222/499 4.32G 0.007827 0.007908 0.00276 76 640: 21%|##1 | 36/168 [00:06<00:24, 5.37it/s]
222/499 4.32G 0.007792 0.007896 0.002731 67 640: 21%|##1 | 36/168 [00:07<00:24, 5.37it/s]
222/499 4.32G 0.007792 0.007896 0.002731 67 640: 22%|##2 | 37/168 [00:07<00:24, 5.25it/s]
222/499 4.32G 0.007802 0.007911 0.002747 56 640: 22%|##2 | 37/168 [00:07<00:24, 5.25it/s]
222/499 4.32G 0.007802 0.007911 0.002747 56 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s]
222/499 4.32G 0.007824 0.00794 0.002727 69 640: 23%|##2 | 38/168 [00:07<00:24, 5.30it/s]
222/499 4.32G 0.007824 0.00794 0.002727 69 640: 23%|##3 | 39/168 [00:07<00:23, 5.38it/s]
222/499 4.32G 0.007806 0.007944 0.002812 73 640: 23%|##3 | 39/168 [00:07<00:23, 5.38it/s]
222/499 4.32G 0.007806 0.007944 0.002812 73 640: 24%|##3 | 40/168 [00:07<00:24, 5.24it/s]
222/499 4.32G 0.007835 0.007883 0.002765 43 640: 24%|##3 | 40/168 [00:07<00:24, 5.24it/s]
222/499 4.32G 0.007835 0.007883 0.002765 43 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s]
222/499 4.32G 0.007812 0.007878 0.002784 64 640: 24%|##4 | 41/168 [00:07<00:24, 5.28it/s]
222/499 4.32G 0.007812 0.007878 0.002784 64 640: 25%|##5 | 42/168 [00:07<00:23, 5.37it/s]
222/499 4.32G 0.007825 0.007874 0.002806 71 640: 25%|##5 | 42/168 [00:08<00:23, 5.37it/s]
222/499 4.32G 0.007825 0.007874 0.002806 71 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
222/499 4.32G 0.007818 0.007862 0.00283 65 640: 26%|##5 | 43/168 [00:08<00:23, 5.23it/s]
222/499 4.32G 0.007818 0.007862 0.00283 65 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s]
222/499 4.32G 0.007826 0.007888 0.002831 72 640: 26%|##6 | 44/168 [00:08<00:23, 5.31it/s]
222/499 4.32G 0.007826 0.007888 0.002831 72 640: 27%|##6 | 45/168 [00:08<00:22, 5.37it/s]
222/499 4.32G 0.007828 0.007875 0.002841 66 640: 27%|##6 | 45/168 [00:08<00:22, 5.37it/s]
222/499 4.32G 0.007828 0.007875 0.002841 66 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s]
222/499 4.32G 0.007799 0.00787 0.002803 78 640: 27%|##7 | 46/168 [00:08<00:23, 5.22it/s]
222/499 4.32G 0.007799 0.00787 0.002803 78 640: 28%|##7 | 47/168 [00:08<00:22, 5.31it/s]
222/499 4.32G 0.007802 0.007848 0.002749 68 640: 28%|##7 | 47/168 [00:09<00:22, 5.31it/s]
222/499 4.32G 0.007802 0.007848 0.002749 68 640: 29%|##8 | 48/168 [00:09<00:22, 5.38it/s]
222/499 4.32G 0.007799 0.007841 0.002745 60 640: 29%|##8 | 48/168 [00:09<00:22, 5.38it/s]
222/499 4.32G 0.007799 0.007841 0.002745 60 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s]
222/499 4.32G 0.007802 0.007851 0.002706 70 640: 29%|##9 | 49/168 [00:09<00:22, 5.21it/s]
222/499 4.32G 0.007802 0.007851 0.002706 70 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s]
222/499 4.32G 0.007815 0.007861 0.002706 63 640: 30%|##9 | 50/168 [00:09<00:22, 5.29it/s]
222/499 4.32G 0.007815 0.007861 0.002706 63 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
222/499 4.32G 0.007846 0.00786 0.002683 64 640: 30%|### | 51/168 [00:09<00:21, 5.34it/s]
222/499 4.32G 0.007846 0.00786 0.002683 64 640: 31%|### | 52/168 [00:09<00:22, 5.20it/s]
222/499 4.32G 0.007859 0.007865 0.002696 61 640: 31%|### | 52/168 [00:10<00:22, 5.20it/s]
222/499 4.32G 0.007859 0.007865 0.002696 61 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s]
222/499 4.32G 0.00785 0.007831 0.00268 59 640: 32%|###1 | 53/168 [00:10<00:21, 5.28it/s]
222/499 4.32G 0.00785 0.007831 0.00268 59 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s]
222/499 4.32G 0.007871 0.007864 0.002676 83 640: 32%|###2 | 54/168 [00:10<00:21, 5.33it/s]
222/499 4.32G 0.007871 0.007864 0.002676 83 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s]
222/499 4.32G 0.007904 0.007875 0.002712 67 640: 33%|###2 | 55/168 [00:10<00:21, 5.18it/s]
222/499 4.32G 0.007904 0.007875 0.002712 67 640: 33%|###3 | 56/168 [00:10<00:21, 5.26it/s]
222/499 4.32G 0.007922 0.007853 0.002718 57 640: 33%|###3 | 56/168 [00:10<00:21, 5.26it/s]
222/499 4.32G 0.007922 0.007853 0.002718 57 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s]
222/499 4.32G 0.007911 0.007864 0.002726 87 640: 34%|###3 | 57/168 [00:10<00:20, 5.35it/s]
222/499 4.32G 0.007911 0.007864 0.002726 87 640: 35%|###4 | 58/168 [00:10<00:21, 5.22it/s]
222/499 4.32G 0.007912 0.007886 0.002704 65 640: 35%|###4 | 58/168 [00:11<00:21, 5.22it/s]
222/499 4.32G 0.007912 0.007886 0.002704 65 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s]
222/499 4.32G 0.007891 0.00787 0.002678 63 640: 35%|###5 | 59/168 [00:11<00:20, 5.26it/s]
222/499 4.32G 0.007891 0.00787 0.002678 63 640: 36%|###5 | 60/168 [00:11<00:20, 5.26it/s]
222/499 4.32G 0.007876 0.007853 0.00267 58 640: 36%|###5 | 60/168 [00:11<00:20, 5.26it/s]
222/499 4.32G 0.007876 0.007853 0.00267 58 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s]
222/499 4.32G 0.007874 0.007839 0.00268 61 640: 36%|###6 | 61/168 [00:11<00:20, 5.16it/s]
222/499 4.32G 0.007874 0.007839 0.00268 61 640: 37%|###6 | 62/168 [00:11<00:20, 5.22it/s]
222/499 4.32G 0.007863 0.007851 0.002672 73 640: 37%|###6 | 62/168 [00:11<00:20, 5.22it/s]
222/499 4.32G 0.007863 0.007851 0.002672 73 640: 38%|###7 | 63/168 [00:11<00:19, 5.32it/s]
222/499 4.32G 0.007862 0.007843 0.002672 68 640: 38%|###7 | 63/168 [00:12<00:19, 5.32it/s]
222/499 4.32G 0.007862 0.007843 0.002672 68 640: 38%|###8 | 64/168 [00:12<00:20, 5.20it/s]
222/499 4.32G 0.007869 0.007836 0.002649 63 640: 38%|###8 | 64/168 [00:12<00:20, 5.20it/s]
222/499 4.32G 0.007869 0.007836 0.002649 63 640: 39%|###8 | 65/168 [00:12<00:19, 5.23it/s]
222/499 4.32G 0.00787 0.007859 0.00267 83 640: 39%|###8 | 65/168 [00:12<00:19, 5.23it/s]
222/499 4.32G 0.00787 0.007859 0.00267 83 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s]
222/499 4.32G 0.007866 0.00784 0.002674 53 640: 39%|###9 | 66/168 [00:12<00:19, 5.31it/s]
222/499 4.32G 0.007866 0.00784 0.002674 53 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
222/499 4.32G 0.007853 0.007823 0.002678 67 640: 40%|###9 | 67/168 [00:12<00:19, 5.19it/s]
222/499 4.32G 0.007853 0.007823 0.002678 67 640: 40%|#### | 68/168 [00:12<00:18, 5.29it/s]
222/499 4.32G 0.007875 0.007848 0.002667 65 640: 40%|#### | 68/168 [00:13<00:18, 5.29it/s]
222/499 4.32G 0.007875 0.007848 0.002667 65 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s]
222/499 4.32G 0.007897 0.007868 0.002706 63 640: 41%|####1 | 69/168 [00:13<00:18, 5.36it/s]
222/499 4.32G 0.007897 0.007868 0.002706 63 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s]
222/499 4.32G 0.007893 0.007883 0.002695 78 640: 42%|####1 | 70/168 [00:13<00:18, 5.21it/s]
222/499 4.32G 0.007893 0.007883 0.002695 78 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s]
222/499 4.32G 0.007885 0.007896 0.002695 74 640: 42%|####2 | 71/168 [00:13<00:18, 5.28it/s]
222/499 4.32G 0.007885 0.007896 0.002695 74 640: 43%|####2 | 72/168 [00:13<00:18, 5.33it/s]
222/499 4.32G 0.007888 0.007885 0.00272 71 640: 43%|####2 | 72/168 [00:13<00:18, 5.33it/s]
222/499 4.32G 0.007888 0.007885 0.00272 71 640: 43%|####3 | 73/168 [00:13<00:18, 5.20it/s]
222/499 4.32G 0.00791 0.007897 0.002714 78 640: 43%|####3 | 73/168 [00:14<00:18, 5.20it/s]
222/499 4.32G 0.00791 0.007897 0.002714 78 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s]
222/499 4.32G 0.007922 0.007914 0.00272 67 640: 44%|####4 | 74/168 [00:14<00:17, 5.29it/s]
222/499 4.32G 0.007922 0.007914 0.00272 67 640: 45%|####4 | 75/168 [00:14<00:17, 5.37it/s]
222/499 4.32G 0.007927 0.007894 0.002708 52 640: 45%|####4 | 75/168 [00:14<00:17, 5.37it/s]
222/499 4.32G 0.007927 0.007894 0.002708 52 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s]
222/499 4.32G 0.007915 0.007857 0.002685 41 640: 45%|####5 | 76/168 [00:14<00:17, 5.22it/s]
222/499 4.32G 0.007915 0.007857 0.002685 41 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s]
222/499 4.32G 0.007916 0.007838 0.002668 60 640: 46%|####5 | 77/168 [00:14<00:17, 5.27it/s]
222/499 4.32G 0.007916 0.007838 0.002668 60 640: 46%|####6 | 78/168 [00:14<00:16, 5.33it/s]
222/499 4.32G 0.007918 0.007843 0.002671 68 640: 46%|####6 | 78/168 [00:14<00:16, 5.33it/s]
222/499 4.32G 0.007918 0.007843 0.002671 68 640: 47%|####7 | 79/168 [00:14<00:17, 5.20it/s]
222/499 4.32G 0.007902 0.007825 0.002653 66 640: 47%|####7 | 79/168 [00:15<00:17, 5.20it/s]
222/499 4.32G 0.007902 0.007825 0.002653 66 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s]
222/499 4.32G 0.007887 0.007797 0.002649 60 640: 48%|####7 | 80/168 [00:15<00:16, 5.32it/s]
222/499 4.32G 0.007887 0.007797 0.002649 60 640: 48%|####8 | 81/168 [00:15<00:16, 5.39it/s]
222/499 4.32G 0.007892 0.007801 0.002637 67 640: 48%|####8 | 81/168 [00:15<00:16, 5.39it/s]
222/499 4.32G 0.007892 0.007801 0.002637 67 640: 49%|####8 | 82/168 [00:15<00:16, 5.24it/s]
222/499 4.32G 0.007894 0.007784 0.002649 67 640: 49%|####8 | 82/168 [00:15<00:16, 5.24it/s]
222/499 4.32G 0.007894 0.007784 0.002649 67 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s]
222/499 4.32G 0.007895 0.007793 0.002663 68 640: 49%|####9 | 83/168 [00:15<00:16, 5.30it/s]
222/499 4.32G 0.007895 0.007793 0.002663 68 640: 50%|##### | 84/168 [00:15<00:15, 5.37it/s]
222/499 4.32G 0.007875 0.007792 0.002657 71 640: 50%|##### | 84/168 [00:16<00:15, 5.37it/s]
222/499 4.32G 0.007875 0.007792 0.002657 71 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s]
222/499 4.32G 0.007862 0.007791 0.002651 74 640: 51%|##### | 85/168 [00:16<00:15, 5.23it/s]
222/499 4.32G 0.007862 0.007791 0.002651 74 640: 51%|#####1 | 86/168 [00:16<00:15, 5.24it/s]
222/499 4.32G 0.007878 0.007801 0.002642 63 640: 51%|#####1 | 86/168 [00:16<00:15, 5.24it/s]
222/499 4.32G 0.007878 0.007801 0.002642 63 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s]
222/499 4.32G 0.007904 0.007813 0.002649 65 640: 52%|#####1 | 87/168 [00:16<00:15, 5.33it/s]
222/499 4.32G 0.007904 0.007813 0.002649 65 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
222/499 4.32G 0.007914 0.007817 0.002629 70 640: 52%|#####2 | 88/168 [00:16<00:15, 5.21it/s]
222/499 4.32G 0.007914 0.007817 0.002629 70 640: 53%|#####2 | 89/168 [00:16<00:14, 5.30it/s]
222/499 4.32G 0.007924 0.007808 0.002635 62 640: 53%|#####2 | 89/168 [00:17<00:14, 5.30it/s]
222/499 4.32G 0.007924 0.007808 0.002635 62 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s]
222/499 4.32G 0.00793 0.007794 0.002629 68 640: 54%|#####3 | 90/168 [00:17<00:14, 5.37it/s]
222/499 4.32G 0.00793 0.007794 0.002629 68 640: 54%|#####4 | 91/168 [00:17<00:14, 5.18it/s]
222/499 4.32G 0.00793 0.007791 0.002655 64 640: 54%|#####4 | 91/168 [00:17<00:14, 5.18it/s]
222/499 4.32G 0.00793 0.007791 0.002655 64 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
222/499 4.32G 0.007925 0.007778 0.002671 63 640: 55%|#####4 | 92/168 [00:17<00:14, 5.26it/s]
222/499 4.32G 0.007925 0.007778 0.002671 63 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s]
222/499 4.32G 0.007946 0.007785 0.002694 80 640: 55%|#####5 | 93/168 [00:17<00:14, 5.34it/s]
222/499 4.32G 0.007946 0.007785 0.002694 80 640: 56%|#####5 | 94/168 [00:17<00:14, 5.18it/s]
222/499 4.32G 0.007948 0.007813 0.00271 79 640: 56%|#####5 | 94/168 [00:18<00:14, 5.18it/s]
222/499 4.32G 0.007948 0.007813 0.00271 79 640: 57%|#####6 | 95/168 [00:18<00:13, 5.28it/s]
222/499 4.32G 0.007951 0.007814 0.00269 71 640: 57%|#####6 | 95/168 [00:18<00:13, 5.28it/s]
222/499 4.32G 0.007951 0.007814 0.00269 71 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s]
222/499 4.32G 0.007948 0.007805 0.002674 56 640: 57%|#####7 | 96/168 [00:18<00:13, 5.34it/s]
222/499 4.32G 0.007948 0.007805 0.002674 56 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s]
222/499 4.32G 0.007963 0.007793 0.002669 59 640: 58%|#####7 | 97/168 [00:18<00:13, 5.20it/s]
222/499 4.32G 0.007963 0.007793 0.002669 59 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s]
222/499 4.32G 0.00797 0.007792 0.002668 59 640: 58%|#####8 | 98/168 [00:18<00:13, 5.28it/s]
222/499 4.32G 0.00797 0.007792 0.002668 59 640: 59%|#####8 | 99/168 [00:18<00:12, 5.36it/s]
222/499 4.32G 0.007991 0.007796 0.002706 68 640: 59%|#####8 | 99/168 [00:18<00:12, 5.36it/s]
222/499 4.32G 0.007991 0.007796 0.002706 68 640: 60%|#####9 | 100/168 [00:18<00:13, 5.19it/s]
222/499 4.32G 0.007982 0.007789 0.002695 70 640: 60%|#####9 | 100/168 [00:19<00:13, 5.19it/s]
222/499 4.32G 0.007982 0.007789 0.002695 70 640: 60%|###### | 101/168 [00:19<00:12, 5.18it/s]
222/499 4.32G 0.007978 0.007769 0.002737 54 640: 60%|###### | 101/168 [00:19<00:12, 5.18it/s]
222/499 4.32G 0.007978 0.007769 0.002737 54 640: 61%|###### | 102/168 [00:19<00:12, 5.23it/s]
222/499 4.32G 0.00798 0.007779 0.00272 68 640: 61%|###### | 102/168 [00:19<00:12, 5.23it/s]
222/499 4.32G 0.00798 0.007779 0.00272 68 640: 61%|######1 | 103/168 [00:19<00:12, 5.13it/s]
222/499 4.32G 0.007995 0.007766 0.002718 51 640: 61%|######1 | 103/168 [00:19<00:12, 5.13it/s]
222/499 4.32G 0.007995 0.007766 0.002718 51 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s]
222/499 4.32G 0.008002 0.007773 0.002701 63 640: 62%|######1 | 104/168 [00:19<00:12, 5.24it/s]
222/499 4.32G 0.008002 0.007773 0.002701 63 640: 62%|######2 | 105/168 [00:19<00:11, 5.31it/s]
222/499 4.32G 0.008007 0.007763 0.002691 68 640: 62%|######2 | 105/168 [00:20<00:11, 5.31it/s]
222/499 4.32G 0.008007 0.007763 0.002691 68 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s]
222/499 4.32G 0.008003 0.00775 0.002713 68 640: 63%|######3 | 106/168 [00:20<00:11, 5.18it/s]
222/499 4.32G 0.008003 0.00775 0.002713 68 640: 64%|######3 | 107/168 [00:20<00:11, 5.25it/s]
222/499 4.32G 0.00801 0.00775 0.002733 73 640: 64%|######3 | 107/168 [00:20<00:11, 5.25it/s]
222/499 4.32G 0.00801 0.00775 0.002733 73 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s]
222/499 4.32G 0.007996 0.007726 0.002734 49 640: 64%|######4 | 108/168 [00:20<00:11, 5.32it/s]
222/499 4.32G 0.007996 0.007726 0.002734 49 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s]
222/499 4.32G 0.008016 0.007722 0.002745 62 640: 65%|######4 | 109/168 [00:20<00:11, 5.19it/s]
222/499 4.32G 0.008016 0.007722 0.002745 62 640: 65%|######5 | 110/168 [00:20<00:11, 5.26it/s]
222/499 4.32G 0.008011 0.007739 0.002751 72 640: 65%|######5 | 110/168 [00:21<00:11, 5.26it/s]
222/499 4.32G 0.008011 0.007739 0.002751 72 640: 66%|######6 | 111/168 [00:21<00:10, 5.32it/s]
222/499 4.32G 0.008029 0.007746 0.002733 59 640: 66%|######6 | 111/168 [00:21<00:10, 5.32it/s]
222/499 4.32G 0.008029 0.007746 0.002733 59 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
222/499 4.32G 0.008034 0.007736 0.00273 62 640: 67%|######6 | 112/168 [00:21<00:10, 5.21it/s]
222/499 4.32G 0.008034 0.007736 0.00273 62 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s]
222/499 4.32G 0.008037 0.00774 0.00274 75 640: 67%|######7 | 113/168 [00:21<00:10, 5.29it/s]
222/499 4.32G 0.008037 0.00774 0.00274 75 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s]
222/499 4.32G 0.008053 0.007741 0.002716 57 640: 68%|######7 | 114/168 [00:21<00:10, 5.35it/s]
222/499 4.32G 0.008053 0.007741 0.002716 57 640: 68%|######8 | 115/168 [00:21<00:10, 5.20it/s]
222/499 4.32G 0.008044 0.007741 0.002719 73 640: 68%|######8 | 115/168 [00:22<00:10, 5.20it/s]
222/499 4.32G 0.008044 0.007741 0.002719 73 640: 69%|######9 | 116/168 [00:22<00:09, 5.29it/s]
222/499 4.32G 0.008038 0.00773 0.002731 61 640: 69%|######9 | 116/168 [00:22<00:09, 5.29it/s]
222/499 4.32G 0.008038 0.00773 0.002731 61 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
222/499 4.32G 0.008039 0.007734 0.002729 77 640: 70%|######9 | 117/168 [00:22<00:09, 5.33it/s]
222/499 4.32G 0.008039 0.007734 0.002729 77 640: 70%|####### | 118/168 [00:22<00:09, 5.17it/s]
222/499 4.32G 0.008033 0.007733 0.002747 73 640: 70%|####### | 118/168 [00:22<00:09, 5.17it/s]
222/499 4.32G 0.008033 0.007733 0.002747 73 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s]
222/499 4.32G 0.008026 0.007735 0.002745 69 640: 71%|####### | 119/168 [00:22<00:09, 5.26it/s]
222/499 4.32G 0.008026 0.007735 0.002745 69 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s]
222/499 4.32G 0.008015 0.007719 0.002758 61 640: 71%|#######1 | 120/168 [00:22<00:08, 5.36it/s]
222/499 4.32G 0.008015 0.007719 0.002758 61 640: 72%|#######2 | 121/168 [00:22<00:09, 5.19it/s]
222/499 4.32G 0.008001 0.007715 0.002759 75 640: 72%|#######2 | 121/168 [00:23<00:09, 5.19it/s]
222/499 4.32G 0.008001 0.007715 0.002759 75 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s]
222/499 4.32G 0.008001 0.007717 0.002764 69 640: 73%|#######2 | 122/168 [00:23<00:08, 5.28it/s]
222/499 4.32G 0.008001 0.007717 0.002764 69 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s]
222/499 4.32G 0.008004 0.00772 0.002762 68 640: 73%|#######3 | 123/168 [00:23<00:08, 5.36it/s]
222/499 4.32G 0.008004 0.00772 0.002762 68 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s]
222/499 4.32G 0.007992 0.007714 0.002771 64 640: 74%|#######3 | 124/168 [00:23<00:08, 5.18it/s]
222/499 4.32G 0.007992 0.007714 0.002771 64 640: 74%|#######4 | 125/168 [00:23<00:08, 5.23it/s]
222/499 4.32G 0.007987 0.0077 0.002788 76 640: 74%|#######4 | 125/168 [00:23<00:08, 5.23it/s]
222/499 4.32G 0.007987 0.0077 0.002788 76 640: 75%|#######5 | 126/168 [00:23<00:07, 5.33it/s]
222/499 4.32G 0.00799 0.007704 0.002797 81 640: 75%|#######5 | 126/168 [00:24<00:07, 5.33it/s]
222/499 4.32G 0.00799 0.007704 0.002797 81 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s]
222/499 4.32G 0.007985 0.007708 0.002784 65 640: 76%|#######5 | 127/168 [00:24<00:07, 5.21it/s]
222/499 4.32G 0.007985 0.007708 0.002784 65 640: 76%|#######6 | 128/168 [00:24<00:07, 5.31it/s]
222/499 4.32G 0.007992 0.007705 0.002799 73 640: 76%|#######6 | 128/168 [00:24<00:07, 5.31it/s]
222/499 4.32G 0.007992 0.007705 0.002799 73 640: 77%|#######6 | 129/168 [00:24<00:07, 5.36it/s]
222/499 4.32G 0.008004 0.00771 0.002817 76 640: 77%|#######6 | 129/168 [00:24<00:07, 5.36it/s]
222/499 4.32G 0.008004 0.00771 0.002817 76 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s]
222/499 4.32G 0.008001 0.007704 0.002831 66 640: 77%|#######7 | 130/168 [00:24<00:07, 5.16it/s]
222/499 4.32G 0.008001 0.007704 0.002831 66 640: 78%|#######7 | 131/168 [00:24<00:07, 5.26it/s]
222/499 4.32G 0.008 0.007724 0.002837 80 640: 78%|#######7 | 131/168 [00:25<00:07, 5.26it/s]
222/499 4.32G 0.008 0.007724 0.002837 80 640: 79%|#######8 | 132/168 [00:25<00:06, 5.31it/s]
222/499 4.32G 0.00799 0.007704 0.002843 56 640: 79%|#######8 | 132/168 [00:25<00:06, 5.31it/s]
222/499 4.32G 0.00799 0.007704 0.002843 56 640: 79%|#######9 | 133/168 [00:25<00:06, 5.15it/s]
222/499 4.32G 0.007984 0.007702 0.002845 73 640: 79%|#######9 | 133/168 [00:25<00:06, 5.15it/s]
222/499 4.32G 0.007984 0.007702 0.002845 73 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s]
222/499 4.32G 0.007992 0.007708 0.002838 64 640: 80%|#######9 | 134/168 [00:25<00:06, 5.25it/s]
222/499 4.32G 0.007992 0.007708 0.002838 64 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s]
222/499 4.32G 0.008002 0.007696 0.002856 61 640: 80%|######## | 135/168 [00:25<00:06, 5.34it/s]
222/499 4.32G 0.008002 0.007696 0.002856 61 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
222/499 4.32G 0.008004 0.00771 0.002862 84 640: 81%|######## | 136/168 [00:25<00:06, 5.21it/s]
222/499 4.32G 0.008004 0.00771 0.002862 84 640: 82%|########1 | 137/168 [00:25<00:05, 5.29it/s]
222/499 4.32G 0.008007 0.007728 0.00285 81 640: 82%|########1 | 137/168 [00:26<00:05, 5.29it/s]
222/499 4.32G 0.008007 0.007728 0.00285 81 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
222/499 4.32G 0.008008 0.007742 0.002863 72 640: 82%|########2 | 138/168 [00:26<00:05, 5.35it/s]
222/499 4.32G 0.008008 0.007742 0.002863 72 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
222/499 4.32G 0.008007 0.007757 0.002861 86 640: 83%|########2 | 139/168 [00:26<00:05, 5.22it/s]
222/499 4.32G 0.008007 0.007757 0.002861 86 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s]
222/499 4.32G 0.00801 0.00776 0.002882 79 640: 83%|########3 | 140/168 [00:26<00:05, 5.29it/s]
222/499 4.32G 0.00801 0.00776 0.002882 79 640: 84%|########3 | 141/168 [00:26<00:05, 5.26it/s]
222/499 4.32G 0.008007 0.007765 0.002871 63 640: 84%|########3 | 141/168 [00:26<00:05, 5.26it/s]
222/499 4.32G 0.008007 0.007765 0.002871 63 640: 85%|########4 | 142/168 [00:26<00:05, 5.14it/s]
222/499 4.32G 0.008007 0.007764 0.002875 57 640: 85%|########4 | 142/168 [00:27<00:05, 5.14it/s]
222/499 4.32G 0.008007 0.007764 0.002875 57 640: 85%|########5 | 143/168 [00:27<00:04, 5.24it/s]
222/499 4.32G 0.008011 0.007741 0.002873 56 640: 85%|########5 | 143/168 [00:27<00:04, 5.24it/s]
222/499 4.32G 0.008011 0.007741 0.002873 56 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s]
222/499 4.32G 0.008004 0.00775 0.002887 84 640: 86%|########5 | 144/168 [00:27<00:04, 5.30it/s]
222/499 4.32G 0.008004 0.00775 0.002887 84 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s]
222/499 4.32G 0.008008 0.007752 0.00289 63 640: 86%|########6 | 145/168 [00:27<00:04, 5.16it/s]
222/499 4.32G 0.008008 0.007752 0.00289 63 640: 87%|########6 | 146/168 [00:27<00:04, 5.26it/s]
222/499 4.32G 0.008013 0.007753 0.002902 74 640: 87%|########6 | 146/168 [00:27<00:04, 5.26it/s]
222/499 4.32G 0.008013 0.007753 0.002902 74 640: 88%|########7 | 147/168 [00:27<00:03, 5.33it/s]
222/499 4.32G 0.008022 0.007742 0.002942 55 640: 88%|########7 | 147/168 [00:28<00:03, 5.33it/s]
222/499 4.32G 0.008022 0.007742 0.002942 55 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s]
222/499 4.32G 0.008025 0.00775 0.00294 76 640: 88%|########8 | 148/168 [00:28<00:03, 5.18it/s]
222/499 4.32G 0.008025 0.00775 0.00294 76 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s]
222/499 4.32G 0.008035 0.00777 0.002929 84 640: 89%|########8 | 149/168 [00:28<00:03, 5.27it/s]
222/499 4.32G 0.008035 0.00777 0.002929 84 640: 89%|########9 | 150/168 [00:28<00:03, 5.27it/s]
222/499 4.32G 0.008037 0.007772 0.00293 70 640: 89%|########9 | 150/168 [00:28<00:03, 5.27it/s]
222/499 4.32G 0.008037 0.007772 0.00293 70 640: 90%|########9 | 151/168 [00:28<00:03, 5.16it/s]
222/499 4.32G 0.008035 0.00778 0.002938 85 640: 90%|########9 | 151/168 [00:28<00:03, 5.16it/s]
222/499 4.32G 0.008035 0.00778 0.002938 85 640: 90%|######### | 152/168 [00:28<00:03, 5.25it/s]
222/499 4.32G 0.008041 0.007781 0.002944 75 640: 90%|######### | 152/168 [00:29<00:03, 5.25it/s]
222/499 4.32G 0.008041 0.007781 0.002944 75 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s]
222/499 4.32G 0.008039 0.007776 0.00294 68 640: 91%|#########1| 153/168 [00:29<00:02, 5.34it/s]
222/499 4.32G 0.008039 0.007776 0.00294 68 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s]
222/499 4.32G 0.008039 0.007762 0.002936 49 640: 92%|#########1| 154/168 [00:29<00:02, 5.21it/s]
222/499 4.32G 0.008039 0.007762 0.002936 49 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
222/499 4.32G 0.008033 0.007757 0.002938 78 640: 92%|#########2| 155/168 [00:29<00:02, 5.28it/s]
222/499 4.32G 0.008033 0.007757 0.002938 78 640: 93%|#########2| 156/168 [00:29<00:02, 5.27it/s]
222/499 4.32G 0.008029 0.007754 0.002952 68 640: 93%|#########2| 156/168 [00:29<00:02, 5.27it/s]
222/499 4.32G 0.008029 0.007754 0.002952 68 640: 93%|#########3| 157/168 [00:29<00:02, 5.18it/s]
222/499 4.32G 0.008022 0.007744 0.002949 67 640: 93%|#########3| 157/168 [00:30<00:02, 5.18it/s]
222/499 4.32G 0.008022 0.007744 0.002949 67 640: 94%|#########4| 158/168 [00:30<00:01, 5.24it/s]
222/499 4.32G 0.008017 0.007752 0.002943 67 640: 94%|#########4| 158/168 [00:30<00:01, 5.24it/s]
222/499 4.32G 0.008017 0.007752 0.002943 67 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s]
222/499 4.32G 0.00801 0.007751 0.002936 80 640: 95%|#########4| 159/168 [00:30<00:01, 5.32it/s]
222/499 4.32G 0.00801 0.007751 0.002936 80 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
222/499 4.32G 0.008007 0.007757 0.002926 71 640: 95%|#########5| 160/168 [00:30<00:01, 5.19it/s]
222/499 4.32G 0.008007 0.007757 0.002926 71 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s]
222/499 4.32G 0.00802 0.007762 0.002924 70 640: 96%|#########5| 161/168 [00:30<00:01, 5.29it/s]
222/499 4.32G 0.00802 0.007762 0.002924 70 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s]
222/499 4.32G 0.00801 0.007751 0.002926 64 640: 96%|#########6| 162/168 [00:30<00:01, 5.35it/s]
222/499 4.32G 0.00801 0.007751 0.002926 64 640: 97%|#########7| 163/168 [00:30<00:00, 5.23it/s]
222/499 4.32G 0.00801 0.007746 0.002917 48 640: 97%|#########7| 163/168 [00:31<00:00, 5.23it/s]
222/499 4.32G 0.00801 0.007746 0.002917 48 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s]
222/499 4.32G 0.008001 0.007742 0.002925 72 640: 98%|#########7| 164/168 [00:31<00:00, 5.28it/s]
222/499 4.32G 0.008001 0.007742 0.002925 72 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s]
222/499 4.32G 0.007997 0.007736 0.002919 62 640: 98%|#########8| 165/168 [00:31<00:00, 5.35it/s]
222/499 4.32G 0.007997 0.007736 0.002919 62 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s]
222/499 4.32G 0.007995 0.007735 0.002919 77 640: 99%|#########8| 166/168 [00:31<00:00, 5.20it/s]
222/499 4.32G 0.007995 0.007735 0.002919 77 640: 99%|#########9| 167/168 [00:31<00:00, 5.26it/s]
222/499 4.32G 0.008009 0.007732 0.002925 25 640: 99%|#########9| 167/168 [00:31<00:00, 5.26it/s]
222/499 4.32G 0.008009 0.007732 0.002925 25 640: 100%|##########| 168/168 [00:31<00:00, 5.43it/s]
222/499 4.32G 0.008009 0.007732 0.002925 25 640: 100%|##########| 168/168 [00:31<00:00, 5.27it/s]
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.91it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.94it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.95it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.52it/s]
all 132 263 0.85 0.856 0.886 0.768
Stopping training early as no improvement observed in last 100 epochs. Best results observed at epoch 122, best model saved as best.pt.
To update EarlyStopping(patience=100) pass a new patience value, i.e. `python train.py --patience 300` or use `--patience 0` to disable EarlyStopping.
223 epochs completed in 2.049 hours.
Optimizer stripped from yolov5_ws\yolov5\runs\train\exp11\weights\last.pt, 14.4MB
Optimizer stripped from yolov5_ws\yolov5\runs\train\exp11\weights\best.pt, 14.4MB
Validating yolov5_ws\yolov5\runs\train\exp11\weights\best.pt...
Fusing layers...
Model summary: 157 layers, 7031701 parameters, 0 gradients, 15.8 GFLOPs
Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s]
Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.21it/s]
Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 2.74it/s]
Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:01<00:00, 2.62it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.13it/s]
Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 2.98it/s]
all 132 263 0.888 0.897 0.915 0.792
Right_Scissors 132 29 0.873 0.931 0.973 0.854
Right_Needle_driver 132 95 0.989 0.979 0.989 0.871
Left_Needle_driver 132 6 0.781 0.833 0.844 0.784
Left_Forceps 132 44 0.93 0.903 0.942 0.856
Right_Empty 132 7 0.823 0.857 0.803 0.583
Left_Empty 132 82 0.935 0.877 0.941 0.806
Results saved to yolov5_ws\yolov5\runs\train\exp11
import imgaug as ia
import imgaug.augmenters as iaa
def augment_dataset(images_src, labels_src):
images = []
labels = []
for img_name, lbl_name in zip(os.listdir(images_src), os.listdir(labels_src)):
img = cv.imread(os.path.join(images_src, img_name))[..., ::-1]
with open(os.path.join(labels_src, lbl_name), "r") as f:
lines = f.readlines()
bbox_label = [reverse_transform_format([int(cls), float(x), float(y), float(w), float(h)], 640, 480)
for cls, x, y, w, h in [line.split(" ") for line in lines]]
images.append(img)
labels.append(bbox_label)
seq = iaa.Sequential([
iaa.AdditiveGaussianNoise(scale=(0, 0.1*255)), # add random noise to the images
iaa.Multiply((0.8, 1.2)), # adjust the brightness of the images
iaa.GaussianBlur(sigma=(0, 1.5)) # blur images with a sigma of 0 to 1.5
])
images_aug = seq(images=images)
return images_aug, images, labels
def write_augmented_dataset(images_src, labels_src, images_dest, labels_dest):
images_aug, _, labels = augment_dataset(images_src, labels_src)
for augmented_image, img_filename, label_filename in zip(images_aug, os.listdir(images_src), os.listdir(labels_src)):
cv.imwrite(os.path.join(images_dest, img_filename), augmented_image)
shutil.copy2(os.path.join(labels_src, label_filename), os.path.join(labels_dest, label_filename))
return images_aug, labels
create_train_test_val_dirs()
images_aug, labels = write_augmented_dataset("data/raw/images/training", "data/raw/labels/training",
"data/augmented/images/training", "data/augmented/labels/training")
c = 0
for img, label in zip(images_aug, labels):
if c > 10:
break
draw_bboxes_and_classes(img, label)
c += 1
!python yolov5_ws/yolov5/train.py --img 640 --batch 20 --epochs 500 --optimizer "AdamW" --device "cuda:0" --data yolov5_ws/yolov5/dataset-augmented.yaml --weights yolov5_ws/yolov5/yolov5s.pt
github: skipping check (not a git repository), for updates see https://github.com/ultralytics/yolov5
train: weights=yolov5_ws/yolov5/yolov5s.pt, cfg=, data=yolov5_ws/yolov5/dataset-augmented.yaml, hyp=yolov5_ws\yolov5\data\hyps\hyp.scratch-low.yaml, epochs=500, batch_size=20, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=cuda:0, multi_scale=False, single_cls=False, optimizer=AdamW, sync_bn=False, workers=8, project=yolov5_ws\yolov5\runs\train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, seed=0, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest YOLOv5 2022-12-5 Python-3.9.15 torch-1.13.0 CUDA:0 (NVIDIA GeForce RTX 4090, 24564MiB) hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0 ClearML: run 'pip install clearml' to automatically track, visualize and remotely train YOLOv5 in ClearML Comet: run 'pip install comet_ml' to automatically track and visualize YOLOv5 runs in Comet TensorBoard: Start with 'tensorboard --logdir yolov5_ws\yolov5\runs\train', view at http://localhost:6006/ Overriding model.yaml nc=80 with nc=8 from n params module arguments 0 -1 1 3520 models.common.Conv [3, 32, 6, 2, 2] 1 -1 1 18560 models.common.Conv [32, 64, 3, 2] 2 -1 1 18816 models.common.C3 [64, 64, 1] 3 -1 1 73984 models.common.Conv [64, 128, 3, 2] 4 -1 2 115712 models.common.C3 [128, 128, 2] 5 -1 1 295424 models.common.Conv [128, 256, 3, 2] 6 -1 3 625152 models.common.C3 [256, 256, 3] 7 -1 1 1180672 models.common.Conv [256, 512, 3, 2] 8 -1 1 1182720 models.common.C3 [512, 512, 1] 9 -1 1 656896 models.common.SPPF [512, 512, 5] 10 -1 1 131584 models.common.Conv [512, 256, 1, 1] 11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 12 [-1, 6] 1 0 models.common.Concat [1] 13 -1 1 361984 models.common.C3 [512, 256, 1, False] 14 -1 1 33024 models.common.Conv [256, 128, 1, 1] 15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 16 [-1, 4] 1 0 models.common.Concat [1] 17 -1 1 90880 models.common.C3 [256, 128, 1, False] 18 -1 1 147712 models.common.Conv [128, 128, 3, 2] 19 [-1, 14] 1 0 models.common.Concat [1] 20 -1 1 296448 models.common.C3 [256, 256, 1, False] 21 -1 1 590336 models.common.Conv [256, 256, 3, 2] 22 [-1, 10] 1 0 models.common.Concat [1] 23 -1 1 1182720 models.common.C3 [512, 512, 1, False] 24 [17, 20, 23] 1 35061 models.yolo.Detect [8, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]] Model summary: 214 layers, 7041205 parameters, 7041205 gradients, 16.0 GFLOPs Transferred 343/349 items from yolov5_ws\yolov5\yolov5s.pt AMP: checks passed optimizer: AdamW(lr=0.01) with parameter groups 57 weight(decay=0.0), 60 weight(decay=0.00046875), 60 bias train: Scanning C:\Users\user\Projects\cvor1\data\augmented\labels\training.cache... 790 images, 0 backgrounds, 0 corrupt: 100%|##########| 790/790 [00:00<?, ?it/s] train: Scanning C:\Users\user\Projects\cvor1\data\augmented\labels\training.cache... 790 images, 0 backgrounds, 0 corrupt: 100%|##########| 790/790 [00:00<?, ?it/s] val: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\validation.cache... 132 images, 0 backgrounds, 0 corrupt: 100%|##########| 132/132 [00:00<?, ?it/s] val: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\validation.cache... 132 images, 0 backgrounds, 0 corrupt: 100%|##########| 132/132 [00:00<?, ?it/s] AutoAnchor: 5.37 anchors/target, 1.000 Best Possible Recall (BPR). Current anchors are a good fit to dataset Plotting labels to yolov5_ws\yolov5\runs\train\exp12\labels.jpg... Image sizes 640 train, 640 val Using 8 dataloader workers Logging results to yolov5_ws\yolov5\runs\train\exp12 Starting training for 500 epochs... Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 0/499 3.68G 0.1162 0.03831 0.06458 75 640: 0%| | 0/40 [00:00<?, ?it/s] 0/499 3.68G 0.1162 0.03831 0.06458 75 640: 2%|2 | 1/40 [00:01<01:15, 1.94s/it] 0/499 3.75G 0.1125 0.03813 0.06126 73 640: 2%|2 | 1/40 [00:02<01:15, 1.94s/it] 0/499 3.75G 0.1125 0.03813 0.06126 73 640: 5%|5 | 2/40 [00:02<00:34, 1.09it/s] 0/499 3.88G 0.1093 0.03718 0.05932 65 640: 5%|5 | 2/40 [00:02<00:34, 1.09it/s] 0/499 3.88G 0.1093 0.03718 0.05932 65 640: 8%|7 | 3/40 [00:02<00:22, 1.67it/s] 0/499 3.88G 0.1052 0.03726 0.05761 70 640: 8%|7 | 3/40 [00:02<00:22, 1.67it/s] 0/499 3.88G 0.1052 0.03726 0.05761 70 640: 10%|# | 4/40 [00:02<00:16, 2.22it/s] 0/499 3.88G 0.1004 0.03785 0.0563 69 640: 10%|# | 4/40 [00:02<00:16, 2.22it/s] 0/499 3.88G 0.1004 0.03785 0.0563 69 640: 12%|#2 | 5/40 [00:02<00:12, 2.77it/s] 0/499 3.88G 0.09703 0.0398 0.05523 85 640: 12%|#2 | 5/40 [00:02<00:12, 2.77it/s] 0/499 3.88G 0.09703 0.0398 0.05523 85 640: 15%|#5 | 6/40 [00:02<00:10, 3.25it/s] 0/499 3.88G 0.0946 0.03953 0.0541 68 640: 15%|#5 | 6/40 [00:03<00:10, 3.25it/s] 0/499 3.88G 0.0946 0.03953 0.0541 68 640: 18%|#7 | 7/40 [00:03<00:08, 3.67it/s] 0/499 3.88G 0.09198 0.03955 0.05298 69 640: 18%|#7 | 7/40 [00:03<00:08, 3.67it/s] 0/499 3.88G 0.09198 0.03955 0.05298 69 640: 20%|## | 8/40 [00:03<00:08, 3.99it/s] 0/499 3.88G 0.08936 0.03937 0.05227 63 640: 20%|## | 8/40 [00:03<00:08, 3.99it/s] 0/499 3.88G 0.08936 0.03937 0.05227 63 640: 22%|##2 | 9/40 [00:03<00:07, 4.27it/s] 0/499 3.88G 0.08739 0.0393 0.05171 66 640: 22%|##2 | 9/40 [00:03<00:07, 4.27it/s] 0/499 3.88G 0.08739 0.0393 0.05171 66 640: 25%|##5 | 10/40 [00:03<00:06, 4.47it/s] 0/499 3.88G 0.08534 0.03907 0.05055 62 640: 25%|##5 | 10/40 [00:03<00:06, 4.47it/s] 0/499 3.88G 0.08534 0.03907 0.05055 62 640: 28%|##7 | 11/40 [00:03<00:06, 4.71it/s] 0/499 3.88G 0.08391 0.0391 0.04994 70 640: 28%|##7 | 11/40 [00:04<00:06, 4.71it/s] 0/499 3.88G 0.08391 0.0391 0.04994 70 640: 30%|### | 12/40 [00:04<00:05, 4.73it/s] 0/499 3.88G 0.08253 0.0393 0.04959 75 640: 30%|### | 12/40 [00:04<00:05, 4.73it/s] 0/499 3.88G 0.08253 0.0393 0.04959 75 640: 32%|###2 | 13/40 [00:04<00:05, 4.80it/s] 0/499 3.88G 0.08113 0.03927 0.04926 67 640: 32%|###2 | 13/40 [00:04<00:05, 4.80it/s] 0/499 3.88G 0.08113 0.03927 0.04926 67 640: 35%|###5 | 14/40 [00:04<00:05, 4.86it/s] 0/499 3.88G 0.08016 0.03963 0.04891 83 640: 35%|###5 | 14/40 [00:04<00:05, 4.86it/s] 0/499 3.88G 0.08016 0.03963 0.04891 83 640: 38%|###7 | 15/40 [00:04<00:05, 4.90it/s] 0/499 3.88G 0.07966 0.03954 0.04848 75 640: 38%|###7 | 15/40 [00:04<00:05, 4.90it/s] 0/499 3.88G 0.07966 0.03954 0.04848 75 640: 40%|#### | 16/40 [00:04<00:04, 4.90it/s] 0/499 3.88G 0.07876 0.03938 0.04817 73 640: 40%|#### | 16/40 [00:05<00:04, 4.90it/s] 0/499 3.88G 0.07876 0.03938 0.04817 73 640: 42%|####2 | 17/40 [00:05<00:04, 4.94it/s] 0/499 3.88G 0.07757 0.0395 0.04793 78 640: 42%|####2 | 17/40 [00:05<00:04, 4.94it/s] 0/499 3.88G 0.07757 0.0395 0.04793 78 640: 45%|####5 | 18/40 [00:05<00:04, 4.91it/s] 0/499 3.88G 0.07673 0.03929 0.04779 74 640: 45%|####5 | 18/40 [00:05<00:04, 4.91it/s] 0/499 3.88G 0.07673 0.03929 0.04779 74 640: 48%|####7 | 19/40 [00:05<00:04, 4.91it/s] 0/499 3.88G 0.07574 0.03922 0.04765 83 640: 48%|####7 | 19/40 [00:05<00:04, 4.91it/s] 0/499 3.88G 0.07574 0.03922 0.04765 83 640: 50%|##### | 20/40 [00:05<00:04, 4.94it/s] 0/499 3.88G 0.07495 0.03927 0.04732 86 640: 50%|##### | 20/40 [00:06<00:04, 4.94it/s] 0/499 3.88G 0.07495 0.03927 0.04732 86 640: 52%|#####2 | 21/40 [00:06<00:03, 4.96it/s] 0/499 3.88G 0.07412 0.03931 0.047 89 640: 52%|#####2 | 21/40 [00:06<00:03, 4.96it/s] 0/499 3.88G 0.07412 0.03931 0.047 89 640: 55%|#####5 | 22/40 [00:06<00:03, 4.97it/s] 0/499 3.88G 0.07321 0.03911 0.04681 73 640: 55%|#####5 | 22/40 [00:06<00:03, 4.97it/s] 0/499 3.88G 0.07321 0.03911 0.04681 73 640: 57%|#####7 | 23/40 [00:06<00:03, 4.98it/s] 0/499 3.88G 0.07233 0.03864 0.04666 64 640: 57%|#####7 | 23/40 [00:06<00:03, 4.98it/s] 0/499 3.88G 0.07233 0.03864 0.04666 64 640: 60%|###### | 24/40 [00:06<00:03, 4.94it/s] 0/499 3.88G 0.0715 0.03852 0.04654 83 640: 60%|###### | 24/40 [00:06<00:03, 4.94it/s] 0/499 3.88G 0.0715 0.03852 0.04654 83 640: 62%|######2 | 25/40 [00:06<00:03, 4.98it/s] 0/499 3.88G 0.07071 0.03821 0.04647 71 640: 62%|######2 | 25/40 [00:07<00:03, 4.98it/s] 0/499 3.88G 0.07071 0.03821 0.04647 71 640: 65%|######5 | 26/40 [00:07<00:02, 4.96it/s] 0/499 3.88G 0.07007 0.03774 0.04629 59 640: 65%|######5 | 26/40 [00:07<00:02, 4.96it/s] 0/499 3.88G 0.07007 0.03774 0.04629 59 640: 68%|######7 | 27/40 [00:07<00:02, 4.97it/s] 0/499 3.88G 0.06949 0.03751 0.04609 76 640: 68%|######7 | 27/40 [00:07<00:02, 4.97it/s] 0/499 3.88G 0.06949 0.03751 0.04609 76 640: 70%|####### | 28/40 [00:07<00:02, 4.98it/s] 0/499 3.88G 0.06888 0.03707 0.04602 60 640: 70%|####### | 28/40 [00:07<00:02, 4.98it/s] 0/499 3.88G 0.06888 0.03707 0.04602 60 640: 72%|#######2 | 29/40 [00:07<00:02, 5.17it/s] 0/499 3.88G 0.0683 0.03686 0.04596 74 640: 72%|#######2 | 29/40 [00:07<00:02, 5.17it/s] 0/499 3.88G 0.0683 0.03686 0.04596 74 640: 75%|#######5 | 30/40 [00:07<00:01, 5.11it/s] 0/499 3.88G 0.06798 0.03659 0.04581 77 640: 75%|#######5 | 30/40 [00:07<00:01, 5.11it/s] 0/499 3.88G 0.06798 0.03659 0.04581 77 640: 78%|#######7 | 31/40 [00:07<00:01, 5.25it/s] 0/499 3.88G 0.06779 0.03647 0.04565 90 640: 78%|#######7 | 31/40 [00:08<00:01, 5.25it/s] 0/499 3.88G 0.06779 0.03647 0.04565 90 640: 80%|######## | 32/40 [00:08<00:01, 4.45it/s] 0/499 3.88G 0.0675 0.03643 0.04541 93 640: 80%|######## | 32/40 [00:08<00:01, 4.45it/s] 0/499 3.88G 0.0675 0.03643 0.04541 93 640: 82%|########2 | 33/40 [00:08<00:01, 4.73it/s] 0/499 3.88G 0.06725 0.03624 0.04536 75 640: 82%|########2 | 33/40 [00:08<00:01, 4.73it/s] 0/499 3.88G 0.06725 0.03624 0.04536 75 640: 85%|########5 | 34/40 [00:08<00:01, 4.81it/s] 0/499 3.88G 0.06682 0.03606 0.04532 69 640: 85%|########5 | 34/40 [00:08<00:01, 4.81it/s] 0/499 3.88G 0.06682 0.03606 0.04532 69 640: 88%|########7 | 35/40 [00:08<00:00, 5.01it/s] 0/499 3.88G 0.06644 0.03585 0.0453 68 640: 88%|########7 | 35/40 [00:09<00:00, 5.01it/s] 0/499 3.88G 0.06644 0.03585 0.0453 68 640: 90%|######### | 36/40 [00:09<00:00, 4.99it/s] 0/499 3.88G 0.06623 0.03567 0.04518 69 640: 90%|######### | 36/40 [00:09<00:00, 4.99it/s] 0/499 3.88G 0.06623 0.03567 0.04518 69 640: 92%|#########2| 37/40 [00:09<00:00, 5.15it/s] 0/499 3.88G 0.06592 0.03553 0.04515 74 640: 92%|#########2| 37/40 [00:09<00:00, 5.15it/s] 0/499 3.88G 0.06592 0.03553 0.04515 74 640: 95%|#########5| 38/40 [00:09<00:00, 5.09it/s] 0/499 3.88G 0.06561 0.03551 0.0451 82 640: 95%|#########5| 38/40 [00:09<00:00, 5.09it/s] 0/499 3.88G 0.06561 0.03551 0.0451 82 640: 98%|#########7| 39/40 [00:09<00:00, 5.22it/s] 0/499 3.88G 0.06534 0.03535 0.04503 37 640: 98%|#########7| 39/40 [00:09<00:00, 5.22it/s] 0/499 3.88G 0.06534 0.03535 0.04503 37 640: 100%|##########| 40/40 [00:09<00:00, 5.22it/s] 0/499 3.88G 0.06534 0.03535 0.04503 37 640: 100%|##########| 40/40 [00:09<00:00, 4.09it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:01<00:04, 1.45s/it] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:02<00:02, 1.43s/it] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:04<00:01, 1.43s/it] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:04<00:00, 1.07s/it] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:04<00:00, 1.21s/it] all 132 263 0.000231 0.0316 0.000161 3.09e-05 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 1/499 4.32G 0.05781 0.03822 0.03945 85 640: 0%| | 0/40 [00:00<?, ?it/s] 1/499 4.32G 0.05781 0.03822 0.03945 85 640: 2%|2 | 1/40 [00:00<00:11, 3.50it/s] 1/499 4.32G 0.06081 0.03067 0.04137 52 640: 2%|2 | 1/40 [00:00<00:11, 3.50it/s] 1/499 4.32G 0.06081 0.03067 0.04137 52 640: 5%|5 | 2/40 [00:00<00:08, 4.39it/s] 1/499 4.32G 0.06118 0.0295 0.04194 60 640: 5%|5 | 2/40 [00:00<00:08, 4.39it/s] 1/499 4.32G 0.06118 0.0295 0.04194 60 640: 8%|7 | 3/40 [00:00<00:07, 4.89it/s] 1/499 4.32G 0.0608 0.03004 0.04232 72 640: 8%|7 | 3/40 [00:00<00:07, 4.89it/s] 1/499 4.32G 0.0608 0.03004 0.04232 72 640: 10%|# | 4/40 [00:00<00:07, 4.94it/s] 1/499 4.32G 0.0593 0.02908 0.04279 60 640: 10%|# | 4/40 [00:01<00:07, 4.94it/s] 1/499 4.32G 0.0593 0.02908 0.04279 60 640: 12%|#2 | 5/40 [00:01<00:06, 5.18it/s] 1/499 4.32G 0.05829 0.02987 0.04251 81 640: 12%|#2 | 5/40 [00:01<00:06, 5.18it/s] 1/499 4.32G 0.05829 0.02987 0.04251 81 640: 15%|#5 | 6/40 [00:01<00:06, 5.12it/s] 1/499 4.32G 0.05708 0.02982 0.04211 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.12it/s] 1/499 4.32G 0.05708 0.02982 0.04211 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 1/499 4.32G 0.05667 0.02964 0.04171 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 1/499 4.32G 0.05667 0.02964 0.04171 70 640: 20%|## | 8/40 [00:01<00:06, 5.17it/s] 1/499 4.32G 0.05654 0.02984 0.04164 83 640: 20%|## | 8/40 [00:01<00:06, 5.17it/s] 1/499 4.32G 0.05654 0.02984 0.04164 83 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 1/499 4.32G 0.05607 0.03025 0.04156 87 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 1/499 4.32G 0.05607 0.03025 0.04156 87 640: 25%|##5 | 10/40 [00:01<00:05, 5.21it/s] 1/499 4.32G 0.05578 0.02964 0.04176 56 640: 25%|##5 | 10/40 [00:02<00:05, 5.21it/s] 1/499 4.32G 0.05578 0.02964 0.04176 56 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 1/499 4.32G 0.05553 0.02967 0.04186 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 1/499 4.32G 0.05553 0.02967 0.04186 77 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 1/499 4.32G 0.05518 0.02956 0.04178 74 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 1/499 4.32G 0.05518 0.02956 0.04178 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 1/499 4.32G 0.05512 0.02963 0.04182 77 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 1/499 4.32G 0.05512 0.02963 0.04182 77 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 1/499 4.32G 0.05498 0.02936 0.0419 66 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 1/499 4.32G 0.05498 0.02936 0.0419 66 640: 38%|###7 | 15/40 [00:02<00:04, 5.33it/s] 1/499 4.32G 0.05478 0.02966 0.04172 87 640: 38%|###7 | 15/40 [00:03<00:04, 5.33it/s] 1/499 4.32G 0.05478 0.02966 0.04172 87 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 1/499 4.32G 0.05442 0.02976 0.04177 81 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 1/499 4.32G 0.05442 0.02976 0.04177 81 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 1/499 4.32G 0.05417 0.02963 0.0416 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 1/499 4.32G 0.05417 0.02963 0.0416 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.14it/s] 1/499 4.32G 0.05389 0.02959 0.04137 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.14it/s] 1/499 4.32G 0.05389 0.02959 0.04137 73 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 1/499 4.32G 0.05372 0.02973 0.04115 82 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 1/499 4.32G 0.05372 0.02973 0.04115 82 640: 50%|##### | 20/40 [00:03<00:03, 5.19it/s] 1/499 4.32G 0.05342 0.02964 0.04112 71 640: 50%|##### | 20/40 [00:04<00:03, 5.19it/s] 1/499 4.32G 0.05342 0.02964 0.04112 71 640: 52%|#####2 | 21/40 [00:04<00:03, 5.32it/s] 1/499 4.32G 0.05315 0.02974 0.04105 76 640: 52%|#####2 | 21/40 [00:04<00:03, 5.32it/s] 1/499 4.32G 0.05315 0.02974 0.04105 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 1/499 4.32G 0.05335 0.02967 0.04112 82 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 1/499 4.32G 0.05335 0.02967 0.04112 82 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 1/499 4.32G 0.05322 0.02954 0.04115 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 1/499 4.32G 0.05322 0.02954 0.04115 69 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 1/499 4.32G 0.05317 0.0296 0.04113 81 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 1/499 4.32G 0.05317 0.0296 0.04113 81 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 1/499 4.32G 0.05319 0.02936 0.041 64 640: 62%|######2 | 25/40 [00:05<00:02, 5.25it/s] 1/499 4.32G 0.05319 0.02936 0.041 64 640: 65%|######5 | 26/40 [00:05<00:02, 5.18it/s] 1/499 4.32G 0.05308 0.0296 0.04103 94 640: 65%|######5 | 26/40 [00:05<00:02, 5.18it/s] 1/499 4.32G 0.05308 0.0296 0.04103 94 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 1/499 4.32G 0.05286 0.02965 0.04097 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 1/499 4.32G 0.05286 0.02965 0.04097 79 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 1/499 4.32G 0.05261 0.02967 0.04096 78 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 1/499 4.32G 0.05261 0.02967 0.04096 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 1/499 4.32G 0.05237 0.02969 0.04094 81 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 1/499 4.32G 0.05237 0.02969 0.04094 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 1/499 4.32G 0.05228 0.02952 0.04092 71 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 1/499 4.32G 0.05228 0.02952 0.04092 71 640: 78%|#######7 | 31/40 [00:05<00:01, 5.36it/s] 1/499 4.32G 0.05202 0.02933 0.04087 63 640: 78%|#######7 | 31/40 [00:06<00:01, 5.36it/s] 1/499 4.32G 0.05202 0.02933 0.04087 63 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 1/499 4.32G 0.05181 0.02926 0.04077 80 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 1/499 4.32G 0.05181 0.02926 0.04077 80 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 1/499 4.32G 0.05166 0.02938 0.04079 96 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 1/499 4.32G 0.05166 0.02938 0.04079 96 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 1/499 4.32G 0.0515 0.02936 0.04065 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 1/499 4.32G 0.0515 0.02936 0.04065 76 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 1/499 4.32G 0.05136 0.02937 0.04059 85 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 1/499 4.32G 0.05136 0.02937 0.04059 85 640: 90%|######### | 36/40 [00:06<00:00, 5.23it/s] 1/499 4.32G 0.05117 0.02921 0.04054 66 640: 90%|######### | 36/40 [00:07<00:00, 5.23it/s] 1/499 4.32G 0.05117 0.02921 0.04054 66 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 1/499 4.32G 0.05097 0.02915 0.04047 80 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 1/499 4.32G 0.05097 0.02915 0.04047 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 1/499 4.32G 0.05079 0.02916 0.0404 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 1/499 4.32G 0.05079 0.02916 0.0404 80 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 1/499 4.32G 0.05078 0.02923 0.04042 43 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 1/499 4.32G 0.05078 0.02923 0.04042 43 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] 1/499 4.32G 0.05078 0.02923 0.04042 43 640: 100%|##########| 40/40 [00:07<00:00, 5.22it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.19it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.18it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.39it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.90it/s] all 132 263 0.000167 0.00175 7.22e-05 2.2e-05 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 2/499 4.32G 0.04588 0.02775 0.03632 78 640: 0%| | 0/40 [00:00<?, ?it/s] 2/499 4.32G 0.04588 0.02775 0.03632 78 640: 2%|2 | 1/40 [00:00<00:06, 5.64it/s] 2/499 4.32G 0.04808 0.0286 0.0355 84 640: 2%|2 | 1/40 [00:00<00:06, 5.64it/s] 2/499 4.32G 0.04808 0.0286 0.0355 84 640: 5%|5 | 2/40 [00:00<00:07, 5.24it/s] 2/499 4.32G 0.04799 0.02712 0.03577 73 640: 5%|5 | 2/40 [00:00<00:07, 5.24it/s] 2/499 4.32G 0.04799 0.02712 0.03577 73 640: 8%|7 | 3/40 [00:00<00:06, 5.36it/s] 2/499 4.32G 0.04752 0.02638 0.03539 70 640: 8%|7 | 3/40 [00:00<00:06, 5.36it/s] 2/499 4.32G 0.04752 0.02638 0.03539 70 640: 10%|# | 4/40 [00:00<00:06, 5.44it/s] 2/499 4.32G 0.04726 0.02592 0.0351 77 640: 10%|# | 4/40 [00:00<00:06, 5.44it/s] 2/499 4.32G 0.04726 0.02592 0.0351 77 640: 12%|#2 | 5/40 [00:00<00:06, 5.27it/s] 2/499 4.32G 0.04673 0.02644 0.0363 83 640: 12%|#2 | 5/40 [00:01<00:06, 5.27it/s] 2/499 4.32G 0.04673 0.02644 0.0363 83 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 2/499 4.32G 0.04697 0.02695 0.03685 78 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 2/499 4.32G 0.04697 0.02695 0.03685 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.43it/s] 2/499 4.32G 0.04731 0.02753 0.03705 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.43it/s] 2/499 4.32G 0.04731 0.02753 0.03705 79 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 2/499 4.32G 0.04743 0.02806 0.0367 79 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 2/499 4.32G 0.04743 0.02806 0.0367 79 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 2/499 4.32G 0.04767 0.02831 0.03671 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 2/499 4.32G 0.04767 0.02831 0.03671 78 640: 25%|##5 | 10/40 [00:01<00:05, 5.40it/s] 2/499 4.32G 0.04774 0.02852 0.03652 73 640: 25%|##5 | 10/40 [00:02<00:05, 5.40it/s] 2/499 4.32G 0.04774 0.02852 0.03652 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 2/499 4.32G 0.0474 0.02879 0.03648 86 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 2/499 4.32G 0.0474 0.02879 0.03648 86 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 2/499 4.32G 0.04722 0.02876 0.03634 74 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 2/499 4.32G 0.04722 0.02876 0.03634 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 2/499 4.32G 0.04728 0.02886 0.03645 79 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 2/499 4.32G 0.04728 0.02886 0.03645 79 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 2/499 4.32G 0.04752 0.02902 0.03634 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 2/499 4.32G 0.04752 0.02902 0.03634 75 640: 38%|###7 | 15/40 [00:02<00:04, 5.33it/s] 2/499 4.32G 0.04772 0.02905 0.03647 68 640: 38%|###7 | 15/40 [00:02<00:04, 5.33it/s] 2/499 4.32G 0.04772 0.02905 0.03647 68 640: 40%|#### | 16/40 [00:02<00:04, 5.40it/s] 2/499 4.32G 0.048 0.02928 0.03633 82 640: 40%|#### | 16/40 [00:03<00:04, 5.40it/s] 2/499 4.32G 0.048 0.02928 0.03633 82 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 2/499 4.32G 0.04785 0.02935 0.03607 77 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 2/499 4.32G 0.04785 0.02935 0.03607 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 2/499 4.32G 0.04794 0.02953 0.03625 88 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 2/499 4.32G 0.04794 0.02953 0.03625 88 640: 48%|####7 | 19/40 [00:03<00:03, 5.39it/s] 2/499 4.32G 0.04782 0.02931 0.03618 66 640: 48%|####7 | 19/40 [00:03<00:03, 5.39it/s] 2/499 4.32G 0.04782 0.02931 0.03618 66 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 2/499 4.32G 0.04795 0.02913 0.03606 65 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 2/499 4.32G 0.04795 0.02913 0.03606 65 640: 52%|#####2 | 21/40 [00:03<00:03, 5.34it/s] 2/499 4.32G 0.04783 0.02926 0.03624 86 640: 52%|#####2 | 21/40 [00:04<00:03, 5.34it/s] 2/499 4.32G 0.04783 0.02926 0.03624 86 640: 55%|#####5 | 22/40 [00:04<00:03, 5.40it/s] 2/499 4.32G 0.04794 0.0293 0.03625 83 640: 55%|#####5 | 22/40 [00:04<00:03, 5.40it/s] 2/499 4.32G 0.04794 0.0293 0.03625 83 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 2/499 4.32G 0.04783 0.0293 0.0362 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 2/499 4.32G 0.04783 0.0293 0.0362 79 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 2/499 4.32G 0.04792 0.02939 0.03619 82 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 2/499 4.32G 0.04792 0.02939 0.03619 82 640: 62%|######2 | 25/40 [00:04<00:02, 5.37it/s] 2/499 4.32G 0.04783 0.02918 0.03625 61 640: 62%|######2 | 25/40 [00:04<00:02, 5.37it/s] 2/499 4.32G 0.04783 0.02918 0.03625 61 640: 65%|######5 | 26/40 [00:04<00:02, 5.23it/s] 2/499 4.32G 0.04795 0.02905 0.03631 65 640: 65%|######5 | 26/40 [00:05<00:02, 5.23it/s] 2/499 4.32G 0.04795 0.02905 0.03631 65 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 2/499 4.32G 0.04805 0.02904 0.03625 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 2/499 4.32G 0.04805 0.02904 0.03625 71 640: 70%|####### | 28/40 [00:05<00:02, 5.39it/s] 2/499 4.32G 0.04814 0.0289 0.03634 65 640: 70%|####### | 28/40 [00:05<00:02, 5.39it/s] 2/499 4.32G 0.04814 0.0289 0.03634 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 2/499 4.32G 0.04817 0.0288 0.03636 66 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 2/499 4.32G 0.04817 0.0288 0.03636 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 2/499 4.32G 0.0481 0.02885 0.0363 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 2/499 4.32G 0.0481 0.02885 0.0363 73 640: 78%|#######7 | 31/40 [00:05<00:01, 5.39it/s] 2/499 4.32G 0.04822 0.02891 0.03631 83 640: 78%|#######7 | 31/40 [00:06<00:01, 5.39it/s] 2/499 4.32G 0.04822 0.02891 0.03631 83 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 2/499 4.32G 0.04835 0.029 0.03628 80 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 2/499 4.32G 0.04835 0.029 0.03628 80 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 2/499 4.32G 0.04832 0.02911 0.03632 80 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 2/499 4.32G 0.04832 0.02911 0.03632 80 640: 85%|########5 | 34/40 [00:06<00:01, 5.40it/s] 2/499 4.32G 0.04834 0.02912 0.03631 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.40it/s] 2/499 4.32G 0.04834 0.02912 0.03631 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 2/499 4.32G 0.04835 0.02896 0.03631 67 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 2/499 4.32G 0.04835 0.02896 0.03631 67 640: 90%|######### | 36/40 [00:06<00:00, 5.35it/s] 2/499 4.32G 0.04826 0.02887 0.03628 68 640: 90%|######### | 36/40 [00:06<00:00, 5.35it/s] 2/499 4.32G 0.04826 0.02887 0.03628 68 640: 92%|#########2| 37/40 [00:06<00:00, 5.42it/s] 2/499 4.32G 0.04828 0.02886 0.0362 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.42it/s] 2/499 4.32G 0.04828 0.02886 0.0362 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 2/499 4.32G 0.04826 0.02874 0.03619 62 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 2/499 4.32G 0.04826 0.02874 0.03619 62 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 2/499 4.32G 0.04843 0.02895 0.03627 51 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 2/499 4.32G 0.04843 0.02895 0.03627 51 640: 100%|##########| 40/40 [00:07<00:00, 5.49it/s] 2/499 4.32G 0.04843 0.02895 0.03627 51 640: 100%|##########| 40/40 [00:07<00:00, 5.34it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:01<00:03, 1.02s/it] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:02<00:02, 1.01s/it] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:03<00:01, 1.08s/it] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:03<00:00, 1.25it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:03<00:00, 1.13it/s] all 132 263 0.503 0.0281 0.00119 0.000174 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 3/499 4.32G 0.04716 0.03196 0.03142 85 640: 0%| | 0/40 [00:00<?, ?it/s] 3/499 4.32G 0.04716 0.03196 0.03142 85 640: 2%|2 | 1/40 [00:00<00:10, 3.62it/s] 3/499 4.32G 0.04984 0.0293 0.03357 69 640: 2%|2 | 1/40 [00:00<00:10, 3.62it/s] 3/499 4.32G 0.04984 0.0293 0.03357 69 640: 5%|5 | 2/40 [00:00<00:08, 4.55it/s] 3/499 4.32G 0.04981 0.02891 0.0325 72 640: 5%|5 | 2/40 [00:00<00:08, 4.55it/s] 3/499 4.32G 0.04981 0.02891 0.0325 72 640: 8%|7 | 3/40 [00:00<00:07, 4.99it/s] 3/499 4.32G 0.05053 0.02838 0.03381 69 640: 8%|7 | 3/40 [00:00<00:07, 4.99it/s] 3/499 4.32G 0.05053 0.02838 0.03381 69 640: 10%|# | 4/40 [00:00<00:07, 4.98it/s] 3/499 4.32G 0.04939 0.02894 0.03401 83 640: 10%|# | 4/40 [00:01<00:07, 4.98it/s] 3/499 4.32G 0.04939 0.02894 0.03401 83 640: 12%|#2 | 5/40 [00:01<00:06, 5.18it/s] 3/499 4.32G 0.04896 0.02884 0.03401 77 640: 12%|#2 | 5/40 [00:01<00:06, 5.18it/s] 3/499 4.32G 0.04896 0.02884 0.03401 77 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 3/499 4.32G 0.04867 0.02841 0.03419 70 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 3/499 4.32G 0.04867 0.02841 0.03419 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 3/499 4.32G 0.04865 0.02824 0.03444 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 3/499 4.32G 0.04865 0.02824 0.03444 74 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 3/499 4.32G 0.04861 0.02902 0.03421 91 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 3/499 4.32G 0.04861 0.02902 0.03421 91 640: 22%|##2 | 9/40 [00:01<00:05, 5.40it/s] 3/499 4.32G 0.04793 0.02836 0.03435 58 640: 22%|##2 | 9/40 [00:01<00:05, 5.40it/s] 3/499 4.32G 0.04793 0.02836 0.03435 58 640: 25%|##5 | 10/40 [00:01<00:05, 5.27it/s] 3/499 4.32G 0.0479 0.02825 0.03429 74 640: 25%|##5 | 10/40 [00:02<00:05, 5.27it/s] 3/499 4.32G 0.0479 0.02825 0.03429 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 3/499 4.32G 0.04794 0.02861 0.03402 97 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 3/499 4.32G 0.04794 0.02861 0.03402 97 640: 30%|### | 12/40 [00:02<00:05, 5.43it/s] 3/499 4.32G 0.04782 0.02875 0.03413 81 640: 30%|### | 12/40 [00:02<00:05, 5.43it/s] 3/499 4.32G 0.04782 0.02875 0.03413 81 640: 32%|###2 | 13/40 [00:02<00:05, 5.28it/s] 3/499 4.32G 0.04739 0.02855 0.03398 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.28it/s] 3/499 4.32G 0.04739 0.02855 0.03398 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.38it/s] 3/499 4.32G 0.04731 0.02867 0.03381 84 640: 35%|###5 | 14/40 [00:02<00:04, 5.38it/s] 3/499 4.32G 0.04731 0.02867 0.03381 84 640: 38%|###7 | 15/40 [00:02<00:04, 5.47it/s] 3/499 4.32G 0.04719 0.02845 0.03373 68 640: 38%|###7 | 15/40 [00:03<00:04, 5.47it/s] 3/499 4.32G 0.04719 0.02845 0.03373 68 640: 40%|#### | 16/40 [00:03<00:04, 5.31it/s] 3/499 4.32G 0.04712 0.02825 0.03384 68 640: 40%|#### | 16/40 [00:03<00:04, 5.31it/s] 3/499 4.32G 0.04712 0.02825 0.03384 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.41it/s] 3/499 4.32G 0.0473 0.028 0.03384 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.41it/s] 3/499 4.32G 0.0473 0.028 0.03384 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.40it/s] 3/499 4.32G 0.04718 0.02791 0.03391 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.40it/s] 3/499 4.32G 0.04718 0.02791 0.03391 69 640: 48%|####7 | 19/40 [00:03<00:03, 5.28it/s] 3/499 4.32G 0.04713 0.02777 0.03377 68 640: 48%|####7 | 19/40 [00:03<00:03, 5.28it/s] 3/499 4.32G 0.04713 0.02777 0.03377 68 640: 50%|##### | 20/40 [00:03<00:03, 5.37it/s] 3/499 4.32G 0.04694 0.02757 0.03358 68 640: 50%|##### | 20/40 [00:03<00:03, 5.37it/s] 3/499 4.32G 0.04694 0.02757 0.03358 68 640: 52%|#####2 | 21/40 [00:03<00:03, 5.44it/s] 3/499 4.32G 0.0469 0.02728 0.03348 61 640: 52%|#####2 | 21/40 [00:04<00:03, 5.44it/s] 3/499 4.32G 0.0469 0.02728 0.03348 61 640: 55%|#####5 | 22/40 [00:04<00:03, 5.28it/s] 3/499 4.32G 0.04701 0.02731 0.03346 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.28it/s] 3/499 4.32G 0.04701 0.02731 0.03346 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.38it/s] 3/499 4.32G 0.04706 0.02753 0.03354 89 640: 57%|#####7 | 23/40 [00:04<00:03, 5.38it/s] 3/499 4.32G 0.04706 0.02753 0.03354 89 640: 60%|###### | 24/40 [00:04<00:02, 5.46it/s] 3/499 4.32G 0.0471 0.02754 0.03368 78 640: 60%|###### | 24/40 [00:04<00:02, 5.46it/s] 3/499 4.32G 0.0471 0.02754 0.03368 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 3/499 4.32G 0.04702 0.0276 0.03376 81 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 3/499 4.32G 0.04702 0.0276 0.03376 81 640: 65%|######5 | 26/40 [00:04<00:02, 5.40it/s] 3/499 4.32G 0.04693 0.02767 0.03374 83 640: 65%|######5 | 26/40 [00:05<00:02, 5.40it/s] 3/499 4.32G 0.04693 0.02767 0.03374 83 640: 68%|######7 | 27/40 [00:05<00:02, 5.47it/s] 3/499 4.32G 0.04678 0.0274 0.03372 54 640: 68%|######7 | 27/40 [00:05<00:02, 5.47it/s] 3/499 4.32G 0.04678 0.0274 0.03372 54 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 3/499 4.32G 0.04684 0.02717 0.03389 58 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 3/499 4.32G 0.04684 0.02717 0.03389 58 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 3/499 4.32G 0.04687 0.02719 0.03392 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 3/499 4.32G 0.04687 0.02719 0.03392 78 640: 75%|#######5 | 30/40 [00:05<00:01, 5.43it/s] 3/499 4.32G 0.04686 0.02713 0.03387 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.43it/s] 3/499 4.32G 0.04686 0.02713 0.03387 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.22it/s] 3/499 4.32G 0.04679 0.0269 0.03404 58 640: 78%|#######7 | 31/40 [00:06<00:01, 5.22it/s] 3/499 4.32G 0.04679 0.0269 0.03404 58 640: 80%|######## | 32/40 [00:06<00:01, 5.35it/s] 3/499 4.32G 0.04675 0.02677 0.03411 68 640: 80%|######## | 32/40 [00:06<00:01, 5.35it/s] 3/499 4.32G 0.04675 0.02677 0.03411 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.43it/s] 3/499 4.32G 0.04666 0.02673 0.03424 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.43it/s] 3/499 4.32G 0.04666 0.02673 0.03424 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 3/499 4.32G 0.04655 0.02674 0.03414 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 3/499 4.32G 0.04655 0.02674 0.03414 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.39it/s] 3/499 4.32G 0.04647 0.02655 0.03398 56 640: 88%|########7 | 35/40 [00:06<00:00, 5.39it/s] 3/499 4.32G 0.04647 0.02655 0.03398 56 640: 90%|######### | 36/40 [00:06<00:00, 5.46it/s] 3/499 4.32G 0.04635 0.02645 0.03395 69 640: 90%|######### | 36/40 [00:06<00:00, 5.46it/s] 3/499 4.32G 0.04635 0.02645 0.03395 69 640: 92%|#########2| 37/40 [00:06<00:00, 5.30it/s] 3/499 4.32G 0.04639 0.02639 0.03396 69 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 3/499 4.32G 0.04639 0.02639 0.03396 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.38it/s] 3/499 4.32G 0.0464 0.02641 0.03389 83 640: 95%|#########5| 38/40 [00:07<00:00, 5.38it/s] 3/499 4.32G 0.0464 0.02641 0.03389 83 640: 98%|#########7| 39/40 [00:07<00:00, 5.39it/s] 3/499 4.32G 0.04644 0.02644 0.03385 39 640: 98%|#########7| 39/40 [00:07<00:00, 5.39it/s] 3/499 4.32G 0.04644 0.02644 0.03385 39 640: 100%|##########| 40/40 [00:07<00:00, 5.33it/s] 3/499 4.32G 0.04644 0.02644 0.03385 39 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.06it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.14it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.18it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.23it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.77it/s] all 132 263 0.00255 0.344 0.00211 0.000595 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 4/499 4.32G 0.04517 0.02747 0.0357 75 640: 0%| | 0/40 [00:00<?, ?it/s] 4/499 4.32G 0.04517 0.02747 0.0357 75 640: 2%|2 | 1/40 [00:00<00:06, 5.63it/s] 4/499 4.32G 0.04487 0.02658 0.03239 76 640: 2%|2 | 1/40 [00:00<00:06, 5.63it/s] 4/499 4.32G 0.04487 0.02658 0.03239 76 640: 5%|5 | 2/40 [00:00<00:06, 5.66it/s] 4/499 4.32G 0.04527 0.02621 0.03256 73 640: 5%|5 | 2/40 [00:00<00:06, 5.66it/s] 4/499 4.32G 0.04527 0.02621 0.03256 73 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 4/499 4.32G 0.04603 0.02588 0.03325 76 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 4/499 4.32G 0.04603 0.02588 0.03325 76 640: 10%|# | 4/40 [00:00<00:06, 5.45it/s] 4/499 4.32G 0.0464 0.02475 0.03355 58 640: 10%|# | 4/40 [00:00<00:06, 5.45it/s] 4/499 4.32G 0.0464 0.02475 0.03355 58 640: 12%|#2 | 5/40 [00:00<00:06, 5.49it/s] 4/499 4.32G 0.04624 0.02438 0.0336 63 640: 12%|#2 | 5/40 [00:01<00:06, 5.49it/s] 4/499 4.32G 0.04624 0.02438 0.0336 63 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 4/499 4.32G 0.04608 0.02349 0.03333 55 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 4/499 4.32G 0.04608 0.02349 0.03333 55 640: 18%|#7 | 7/40 [00:01<00:06, 5.42it/s] 4/499 4.32G 0.04578 0.02414 0.03335 83 640: 18%|#7 | 7/40 [00:01<00:06, 5.42it/s] 4/499 4.32G 0.04578 0.02414 0.03335 83 640: 20%|## | 8/40 [00:01<00:05, 5.47it/s] 4/499 4.32G 0.04549 0.02462 0.03397 88 640: 20%|## | 8/40 [00:01<00:05, 5.47it/s] 4/499 4.32G 0.04549 0.02462 0.03397 88 640: 22%|##2 | 9/40 [00:01<00:05, 5.29it/s] 4/499 4.32G 0.04546 0.02487 0.03376 73 640: 22%|##2 | 9/40 [00:01<00:05, 5.29it/s] 4/499 4.32G 0.04546 0.02487 0.03376 73 640: 25%|##5 | 10/40 [00:01<00:05, 5.39it/s] 4/499 4.32G 0.04548 0.02502 0.03372 73 640: 25%|##5 | 10/40 [00:02<00:05, 5.39it/s] 4/499 4.32G 0.04548 0.02502 0.03372 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.48it/s] 4/499 4.32G 0.04549 0.02529 0.03385 80 640: 28%|##7 | 11/40 [00:02<00:05, 5.48it/s] 4/499 4.32G 0.04549 0.02529 0.03385 80 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 4/499 4.32G 0.04521 0.02488 0.03388 52 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 4/499 4.32G 0.04521 0.02488 0.03388 52 640: 32%|###2 | 13/40 [00:02<00:04, 5.42it/s] 4/499 4.32G 0.04524 0.02527 0.03418 86 640: 32%|###2 | 13/40 [00:02<00:04, 5.42it/s] 4/499 4.32G 0.04524 0.02527 0.03418 86 640: 35%|###5 | 14/40 [00:02<00:04, 5.48it/s] 4/499 4.32G 0.04491 0.02546 0.03429 80 640: 35%|###5 | 14/40 [00:02<00:04, 5.48it/s] 4/499 4.32G 0.04491 0.02546 0.03429 80 640: 38%|###7 | 15/40 [00:02<00:04, 5.32it/s] 4/499 4.32G 0.04477 0.02522 0.03432 65 640: 38%|###7 | 15/40 [00:02<00:04, 5.32it/s] 4/499 4.32G 0.04477 0.02522 0.03432 65 640: 40%|#### | 16/40 [00:02<00:04, 5.42it/s] 4/499 4.32G 0.04481 0.02531 0.03432 80 640: 40%|#### | 16/40 [00:03<00:04, 5.42it/s] 4/499 4.32G 0.04481 0.02531 0.03432 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.50it/s] 4/499 4.32G 0.04466 0.02528 0.03436 65 640: 42%|####2 | 17/40 [00:03<00:04, 5.50it/s] 4/499 4.32G 0.04466 0.02528 0.03436 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 4/499 4.32G 0.04457 0.02522 0.03418 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 4/499 4.32G 0.04457 0.02522 0.03418 72 640: 48%|####7 | 19/40 [00:03<00:03, 5.41it/s] 4/499 4.32G 0.04443 0.0252 0.03406 77 640: 48%|####7 | 19/40 [00:03<00:03, 5.41it/s] 4/499 4.32G 0.04443 0.0252 0.03406 77 640: 50%|##### | 20/40 [00:03<00:03, 5.47it/s] 4/499 4.32G 0.04419 0.02509 0.03397 67 640: 50%|##### | 20/40 [00:03<00:03, 5.47it/s] 4/499 4.32G 0.04419 0.02509 0.03397 67 640: 52%|#####2 | 21/40 [00:03<00:03, 5.32it/s] 4/499 4.32G 0.04411 0.02518 0.03373 77 640: 52%|#####2 | 21/40 [00:04<00:03, 5.32it/s] 4/499 4.32G 0.04411 0.02518 0.03373 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.42it/s] 4/499 4.32G 0.04398 0.02547 0.03362 94 640: 55%|#####5 | 22/40 [00:04<00:03, 5.42it/s] 4/499 4.32G 0.04398 0.02547 0.03362 94 640: 57%|#####7 | 23/40 [00:04<00:03, 5.49it/s] 4/499 4.32G 0.04391 0.02541 0.03361 71 640: 57%|#####7 | 23/40 [00:04<00:03, 5.49it/s] 4/499 4.32G 0.04391 0.02541 0.03361 71 640: 60%|###### | 24/40 [00:04<00:02, 5.35it/s] 4/499 4.32G 0.0437 0.02548 0.03343 83 640: 60%|###### | 24/40 [00:04<00:02, 5.35it/s] 4/499 4.32G 0.0437 0.02548 0.03343 83 640: 62%|######2 | 25/40 [00:04<00:02, 5.38it/s] 4/499 4.32G 0.04355 0.02533 0.03327 63 640: 62%|######2 | 25/40 [00:04<00:02, 5.38it/s] 4/499 4.32G 0.04355 0.02533 0.03327 63 640: 65%|######5 | 26/40 [00:04<00:02, 5.46it/s] 4/499 4.32G 0.04353 0.02549 0.03334 87 640: 65%|######5 | 26/40 [00:04<00:02, 5.46it/s] 4/499 4.32G 0.04353 0.02549 0.03334 87 640: 68%|######7 | 27/40 [00:04<00:02, 5.33it/s] 4/499 4.32G 0.0435 0.02575 0.03337 95 640: 68%|######7 | 27/40 [00:05<00:02, 5.33it/s] 4/499 4.32G 0.0435 0.02575 0.03337 95 640: 70%|####### | 28/40 [00:05<00:02, 5.42it/s] 4/499 4.32G 0.04337 0.02575 0.0333 76 640: 70%|####### | 28/40 [00:05<00:02, 5.42it/s] 4/499 4.32G 0.04337 0.02575 0.0333 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.50it/s] 4/499 4.32G 0.04335 0.02587 0.03326 87 640: 72%|#######2 | 29/40 [00:05<00:02, 5.50it/s] 4/499 4.32G 0.04335 0.02587 0.03326 87 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 4/499 4.32G 0.04328 0.02582 0.03317 72 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 4/499 4.32G 0.04328 0.02582 0.03317 72 640: 78%|#######7 | 31/40 [00:05<00:01, 5.40it/s] 4/499 4.32G 0.04329 0.02589 0.03319 80 640: 78%|#######7 | 31/40 [00:05<00:01, 5.40it/s] 4/499 4.32G 0.04329 0.02589 0.03319 80 640: 80%|######## | 32/40 [00:05<00:01, 5.48it/s] 4/499 4.32G 0.04334 0.0259 0.03328 77 640: 80%|######## | 32/40 [00:06<00:01, 5.48it/s] 4/499 4.32G 0.04334 0.0259 0.03328 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 4/499 4.32G 0.04328 0.02599 0.03338 79 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 4/499 4.32G 0.04328 0.02599 0.03338 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.42it/s] 4/499 4.32G 0.04319 0.02609 0.03334 86 640: 85%|########5 | 34/40 [00:06<00:01, 5.42it/s] 4/499 4.32G 0.04319 0.02609 0.03334 86 640: 88%|########7 | 35/40 [00:06<00:00, 5.48it/s] 4/499 4.32G 0.04311 0.02606 0.03323 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.48it/s] 4/499 4.32G 0.04311 0.02606 0.03323 69 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 4/499 4.32G 0.0432 0.02613 0.03327 81 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 4/499 4.32G 0.0432 0.02613 0.03327 81 640: 92%|#########2| 37/40 [00:06<00:00, 5.38it/s] 4/499 4.32G 0.04321 0.02609 0.0331 73 640: 92%|#########2| 37/40 [00:07<00:00, 5.38it/s] 4/499 4.32G 0.04321 0.02609 0.0331 73 640: 95%|#########5| 38/40 [00:07<00:00, 5.46it/s] 4/499 4.32G 0.04321 0.02611 0.03311 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.46it/s] 4/499 4.32G 0.04321 0.02611 0.03311 80 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 4/499 4.32G 0.04298 0.0259 0.03305 28 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 4/499 4.32G 0.04298 0.0259 0.03305 28 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] 4/499 4.32G 0.04298 0.0259 0.03305 28 640: 100%|##########| 40/40 [00:07<00:00, 5.39it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.00it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.06it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.11it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.64it/s] all 132 263 0.534 0.103 0.0305 0.0104 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 5/499 4.32G 0.04277 0.02387 0.02687 71 640: 0%| | 0/40 [00:00<?, ?it/s] 5/499 4.32G 0.04277 0.02387 0.02687 71 640: 2%|2 | 1/40 [00:00<00:06, 5.61it/s] 5/499 4.32G 0.04131 0.02616 0.03003 81 640: 2%|2 | 1/40 [00:00<00:06, 5.61it/s] 5/499 4.32G 0.04131 0.02616 0.03003 81 640: 5%|5 | 2/40 [00:00<00:07, 5.19it/s] 5/499 4.32G 0.04211 0.02553 0.0302 71 640: 5%|5 | 2/40 [00:00<00:07, 5.19it/s] 5/499 4.32G 0.04211 0.02553 0.0302 71 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 5/499 4.32G 0.04222 0.02546 0.02965 77 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 5/499 4.32G 0.04222 0.02546 0.02965 77 640: 10%|# | 4/40 [00:00<00:06, 5.44it/s] 5/499 4.32G 0.04213 0.02584 0.03027 82 640: 10%|# | 4/40 [00:00<00:06, 5.44it/s] 5/499 4.32G 0.04213 0.02584 0.03027 82 640: 12%|#2 | 5/40 [00:00<00:06, 5.25it/s] 5/499 4.32G 0.04177 0.02583 0.03015 79 640: 12%|#2 | 5/40 [00:01<00:06, 5.25it/s] 5/499 4.32G 0.04177 0.02583 0.03015 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 5/499 4.32G 0.04201 0.0255 0.03136 70 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 5/499 4.32G 0.04201 0.0255 0.03136 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.31it/s] 5/499 4.32G 0.04171 0.02562 0.03157 80 640: 18%|#7 | 7/40 [00:01<00:06, 5.31it/s] 5/499 4.32G 0.04171 0.02562 0.03157 80 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 5/499 4.32G 0.04116 0.02519 0.03186 61 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 5/499 4.32G 0.04116 0.02519 0.03186 61 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 5/499 4.32G 0.04126 0.02572 0.03206 95 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 5/499 4.32G 0.04126 0.02572 0.03206 95 640: 25%|##5 | 10/40 [00:01<00:05, 5.28it/s] 5/499 4.32G 0.041 0.02544 0.03206 68 640: 25%|##5 | 10/40 [00:02<00:05, 5.28it/s] 5/499 4.32G 0.041 0.02544 0.03206 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 5/499 4.32G 0.0408 0.02529 0.0321 80 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 5/499 4.32G 0.0408 0.02529 0.0321 80 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 5/499 4.32G 0.04083 0.02526 0.03205 71 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 5/499 4.32G 0.04083 0.02526 0.03205 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.39it/s] 5/499 4.32G 0.04058 0.0249 0.03196 61 640: 32%|###2 | 13/40 [00:02<00:05, 5.39it/s] 5/499 4.32G 0.04058 0.0249 0.03196 61 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 5/499 4.32G 0.04034 0.02501 0.03203 86 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 5/499 4.32G 0.04034 0.02501 0.03203 86 640: 38%|###7 | 15/40 [00:02<00:04, 5.34it/s] 5/499 4.32G 0.04022 0.02499 0.0321 78 640: 38%|###7 | 15/40 [00:03<00:04, 5.34it/s] 5/499 4.32G 0.04022 0.02499 0.0321 78 640: 40%|#### | 16/40 [00:03<00:04, 5.42it/s] 5/499 4.32G 0.04022 0.02514 0.03208 86 640: 40%|#### | 16/40 [00:03<00:04, 5.42it/s] 5/499 4.32G 0.04022 0.02514 0.03208 86 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 5/499 4.32G 0.04015 0.02506 0.03213 70 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 5/499 4.32G 0.04015 0.02506 0.03213 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.40it/s] 5/499 4.32G 0.04015 0.02508 0.03226 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.40it/s] 5/499 4.32G 0.04015 0.02508 0.03226 72 640: 48%|####7 | 19/40 [00:03<00:03, 5.48it/s] 5/499 4.32G 0.04006 0.02512 0.03215 82 640: 48%|####7 | 19/40 [00:03<00:03, 5.48it/s] 5/499 4.32G 0.04006 0.02512 0.03215 82 640: 50%|##### | 20/40 [00:03<00:03, 5.33it/s] 5/499 4.32G 0.04009 0.02513 0.03213 77 640: 50%|##### | 20/40 [00:03<00:03, 5.33it/s] 5/499 4.32G 0.04009 0.02513 0.03213 77 640: 52%|#####2 | 21/40 [00:03<00:03, 5.41it/s] 5/499 4.32G 0.04015 0.02522 0.03208 89 640: 52%|#####2 | 21/40 [00:04<00:03, 5.41it/s] 5/499 4.32G 0.04015 0.02522 0.03208 89 640: 55%|#####5 | 22/40 [00:04<00:03, 5.46it/s] 5/499 4.32G 0.04005 0.0251 0.03213 68 640: 55%|#####5 | 22/40 [00:04<00:03, 5.46it/s] 5/499 4.32G 0.04005 0.0251 0.03213 68 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 5/499 4.32G 0.04002 0.02494 0.03204 60 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 5/499 4.32G 0.04002 0.02494 0.03204 60 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 5/499 4.32G 0.03997 0.02482 0.03195 65 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 5/499 4.32G 0.03997 0.02482 0.03195 65 640: 62%|######2 | 25/40 [00:04<00:02, 5.43it/s] 5/499 4.32G 0.03997 0.02484 0.03209 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.43it/s] 5/499 4.32G 0.03997 0.02484 0.03209 76 640: 65%|######5 | 26/40 [00:04<00:02, 5.31it/s] 5/499 4.32G 0.03988 0.0247 0.03201 64 640: 65%|######5 | 26/40 [00:05<00:02, 5.31it/s] 5/499 4.32G 0.03988 0.0247 0.03201 64 640: 68%|######7 | 27/40 [00:05<00:02, 5.40it/s] 5/499 4.32G 0.03969 0.02458 0.03226 62 640: 68%|######7 | 27/40 [00:05<00:02, 5.40it/s] 5/499 4.32G 0.03969 0.02458 0.03226 62 640: 70%|####### | 28/40 [00:05<00:02, 5.46it/s] 5/499 4.32G 0.03958 0.02451 0.03233 64 640: 70%|####### | 28/40 [00:05<00:02, 5.46it/s] 5/499 4.32G 0.03958 0.02451 0.03233 64 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 5/499 4.32G 0.03946 0.02445 0.03225 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 5/499 4.32G 0.03946 0.02445 0.03225 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.41it/s] 5/499 4.32G 0.03932 0.02448 0.03208 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.41it/s] 5/499 4.32G 0.03932 0.02448 0.03208 79 640: 78%|#######7 | 31/40 [00:05<00:01, 5.45it/s] 5/499 4.32G 0.03931 0.0244 0.03203 69 640: 78%|#######7 | 31/40 [00:05<00:01, 5.45it/s] 5/499 4.32G 0.03931 0.0244 0.03203 69 640: 80%|######## | 32/40 [00:05<00:01, 5.30it/s] 5/499 4.32G 0.03919 0.02442 0.03192 80 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 5/499 4.32G 0.03919 0.02442 0.03192 80 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 5/499 4.32G 0.0391 0.02442 0.03181 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 5/499 4.32G 0.0391 0.02442 0.03181 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.43it/s] 5/499 4.32G 0.03895 0.02424 0.0318 56 640: 85%|########5 | 34/40 [00:06<00:01, 5.43it/s] 5/499 4.32G 0.03895 0.02424 0.0318 56 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 5/499 4.32G 0.03882 0.02431 0.03179 83 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 5/499 4.32G 0.03882 0.02431 0.03179 83 640: 90%|######### | 36/40 [00:06<00:00, 5.41it/s] 5/499 4.32G 0.03882 0.02424 0.03165 68 640: 90%|######### | 36/40 [00:06<00:00, 5.41it/s] 5/499 4.32G 0.03882 0.02424 0.03165 68 640: 92%|#########2| 37/40 [00:06<00:00, 5.46it/s] 5/499 4.32G 0.03875 0.02412 0.03157 64 640: 92%|#########2| 37/40 [00:07<00:00, 5.46it/s] 5/499 4.32G 0.03875 0.02412 0.03157 64 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 5/499 4.32G 0.03868 0.02404 0.03157 57 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 5/499 4.32G 0.03868 0.02404 0.03157 57 640: 98%|#########7| 39/40 [00:07<00:00, 5.40it/s] 5/499 4.32G 0.03878 0.02394 0.03165 28 640: 98%|#########7| 39/40 [00:07<00:00, 5.40it/s] 5/499 4.32G 0.03878 0.02394 0.03165 28 640: 100%|##########| 40/40 [00:07<00:00, 5.50it/s] 5/499 4.32G 0.03878 0.02394 0.03165 28 640: 100%|##########| 40/40 [00:07<00:00, 5.36it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.71it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.65it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.63it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.67it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.25it/s] all 132 263 0.696 0.0298 0.0127 0.00202 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 6/499 4.32G 0.03474 0.02175 0.02794 68 640: 0%| | 0/40 [00:00<?, ?it/s] 6/499 4.32G 0.03474 0.02175 0.02794 68 640: 2%|2 | 1/40 [00:00<00:07, 5.02it/s] 6/499 4.32G 0.03883 0.02198 0.02884 59 640: 2%|2 | 1/40 [00:00<00:07, 5.02it/s] 6/499 4.32G 0.03883 0.02198 0.02884 59 640: 5%|5 | 2/40 [00:00<00:07, 5.33it/s] 6/499 4.32G 0.03826 0.02297 0.02826 86 640: 5%|5 | 2/40 [00:00<00:07, 5.33it/s] 6/499 4.32G 0.03826 0.02297 0.02826 86 640: 8%|7 | 3/40 [00:00<00:06, 5.41it/s] 6/499 4.32G 0.03852 0.02341 0.0286 79 640: 8%|7 | 3/40 [00:00<00:06, 5.41it/s] 6/499 4.32G 0.03852 0.02341 0.0286 79 640: 10%|# | 4/40 [00:00<00:06, 5.23it/s] 6/499 4.32G 0.03773 0.02353 0.02868 81 640: 10%|# | 4/40 [00:00<00:06, 5.23it/s] 6/499 4.32G 0.03773 0.02353 0.02868 81 640: 12%|#2 | 5/40 [00:00<00:06, 5.36it/s] 6/499 4.32G 0.03733 0.02351 0.02809 79 640: 12%|#2 | 5/40 [00:01<00:06, 5.36it/s] 6/499 4.32G 0.03733 0.02351 0.02809 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.46it/s] 6/499 4.32G 0.03766 0.02367 0.02851 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.46it/s] 6/499 4.32G 0.03766 0.02367 0.02851 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.29it/s] 6/499 4.32G 0.03758 0.02349 0.02895 75 640: 18%|#7 | 7/40 [00:01<00:06, 5.29it/s] 6/499 4.32G 0.03758 0.02349 0.02895 75 640: 20%|## | 8/40 [00:01<00:05, 5.35it/s] 6/499 4.32G 0.0376 0.02388 0.02899 83 640: 20%|## | 8/40 [00:01<00:05, 5.35it/s] 6/499 4.32G 0.0376 0.02388 0.02899 83 640: 22%|##2 | 9/40 [00:01<00:05, 5.42it/s] 6/499 4.32G 0.03746 0.02376 0.02902 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.42it/s] 6/499 4.32G 0.03746 0.02376 0.02902 68 640: 25%|##5 | 10/40 [00:01<00:05, 5.28it/s] 6/499 4.32G 0.03756 0.02412 0.02928 89 640: 25%|##5 | 10/40 [00:02<00:05, 5.28it/s] 6/499 4.32G 0.03756 0.02412 0.02928 89 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 6/499 4.32G 0.03785 0.02406 0.0291 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 6/499 4.32G 0.03785 0.02406 0.0291 71 640: 30%|### | 12/40 [00:02<00:05, 5.43it/s] 6/499 4.32G 0.03792 0.02407 0.02939 81 640: 30%|### | 12/40 [00:02<00:05, 5.43it/s] 6/499 4.32G 0.03792 0.02407 0.02939 81 640: 32%|###2 | 13/40 [00:02<00:05, 5.25it/s] 6/499 4.32G 0.03791 0.02382 0.02907 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.25it/s] 6/499 4.32G 0.03791 0.02382 0.02907 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 6/499 4.32G 0.03796 0.02354 0.02926 64 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 6/499 4.32G 0.03796 0.02354 0.02926 64 640: 38%|###7 | 15/40 [00:02<00:04, 5.44it/s] 6/499 4.32G 0.03787 0.02358 0.0292 79 640: 38%|###7 | 15/40 [00:02<00:04, 5.44it/s] 6/499 4.32G 0.03787 0.02358 0.0292 79 640: 40%|#### | 16/40 [00:02<00:04, 5.30it/s] 6/499 4.32G 0.03785 0.02349 0.02917 72 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 6/499 4.32G 0.03785 0.02349 0.02917 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.40it/s] 6/499 4.32G 0.03792 0.02347 0.02914 77 640: 42%|####2 | 17/40 [00:03<00:04, 5.40it/s] 6/499 4.32G 0.03792 0.02347 0.02914 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.46it/s] 6/499 4.32G 0.03795 0.02359 0.02929 87 640: 45%|####5 | 18/40 [00:03<00:04, 5.46it/s] 6/499 4.32G 0.03795 0.02359 0.02929 87 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 6/499 4.32G 0.03783 0.0236 0.02915 71 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 6/499 4.32G 0.03783 0.0236 0.02915 71 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 6/499 4.32G 0.03771 0.02339 0.02911 68 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 6/499 4.32G 0.03771 0.02339 0.02911 68 640: 52%|#####2 | 21/40 [00:03<00:03, 5.42it/s] 6/499 4.32G 0.03772 0.02333 0.02913 73 640: 52%|#####2 | 21/40 [00:04<00:03, 5.42it/s] 6/499 4.32G 0.03772 0.02333 0.02913 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.28it/s] 6/499 4.32G 0.03757 0.02328 0.02891 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.28it/s] 6/499 4.32G 0.03757 0.02328 0.02891 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.39it/s] 6/499 4.32G 0.0375 0.02347 0.02876 95 640: 57%|#####7 | 23/40 [00:04<00:03, 5.39it/s] 6/499 4.32G 0.0375 0.02347 0.02876 95 640: 60%|###### | 24/40 [00:04<00:02, 5.46it/s] 6/499 4.32G 0.03746 0.02363 0.02879 87 640: 60%|###### | 24/40 [00:04<00:02, 5.46it/s] 6/499 4.32G 0.03746 0.02363 0.02879 87 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 6/499 4.32G 0.03739 0.0235 0.02899 62 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 6/499 4.32G 0.03739 0.0235 0.02899 62 640: 65%|######5 | 26/40 [00:04<00:02, 5.38it/s] 6/499 4.32G 0.03738 0.02347 0.02916 67 640: 65%|######5 | 26/40 [00:05<00:02, 5.38it/s] 6/499 4.32G 0.03738 0.02347 0.02916 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.46it/s] 6/499 4.32G 0.03737 0.02351 0.02913 80 640: 68%|######7 | 27/40 [00:05<00:02, 5.46it/s] 6/499 4.32G 0.03737 0.02351 0.02913 80 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 6/499 4.32G 0.03747 0.0236 0.0291 81 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 6/499 4.32G 0.03747 0.0236 0.0291 81 640: 72%|#######2 | 29/40 [00:05<00:02, 5.42it/s] 6/499 4.32G 0.0376 0.02356 0.02924 63 640: 72%|#######2 | 29/40 [00:05<00:02, 5.42it/s] 6/499 4.32G 0.0376 0.02356 0.02924 63 640: 75%|#######5 | 30/40 [00:05<00:01, 5.49it/s] 6/499 4.32G 0.0376 0.02354 0.02924 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.49it/s] 6/499 4.32G 0.0376 0.02354 0.02924 73 640: 78%|#######7 | 31/40 [00:05<00:01, 5.33it/s] 6/499 4.32G 0.03751 0.02338 0.02927 59 640: 78%|#######7 | 31/40 [00:05<00:01, 5.33it/s] 6/499 4.32G 0.03751 0.02338 0.02927 59 640: 80%|######## | 32/40 [00:05<00:01, 5.42it/s] 6/499 4.32G 0.03758 0.02344 0.02932 80 640: 80%|######## | 32/40 [00:06<00:01, 5.42it/s] 6/499 4.32G 0.03758 0.02344 0.02932 80 640: 82%|########2 | 33/40 [00:06<00:01, 5.49it/s] 6/499 4.32G 0.03766 0.02342 0.02931 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.49it/s] 6/499 4.32G 0.03766 0.02342 0.02931 71 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 6/499 4.32G 0.03755 0.02347 0.02927 82 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 6/499 4.32G 0.03755 0.02347 0.02927 82 640: 88%|########7 | 35/40 [00:06<00:00, 5.42it/s] 6/499 4.32G 0.03749 0.02336 0.02927 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.42it/s] 6/499 4.32G 0.03749 0.02336 0.02927 68 640: 90%|######### | 36/40 [00:06<00:00, 5.49it/s] 6/499 4.32G 0.03747 0.02345 0.02919 84 640: 90%|######### | 36/40 [00:06<00:00, 5.49it/s] 6/499 4.32G 0.03747 0.02345 0.02919 84 640: 92%|#########2| 37/40 [00:06<00:00, 5.33it/s] 6/499 4.32G 0.03736 0.02351 0.02912 83 640: 92%|#########2| 37/40 [00:07<00:00, 5.33it/s] 6/499 4.32G 0.03736 0.02351 0.02912 83 640: 95%|#########5| 38/40 [00:07<00:00, 5.43it/s] 6/499 4.32G 0.03735 0.02359 0.02916 86 640: 95%|#########5| 38/40 [00:07<00:00, 5.43it/s] 6/499 4.32G 0.03735 0.02359 0.02916 86 640: 98%|#########7| 39/40 [00:07<00:00, 5.48it/s] 6/499 4.32G 0.03731 0.02374 0.02925 41 640: 98%|#########7| 39/40 [00:07<00:00, 5.48it/s] 6/499 4.32G 0.03731 0.02374 0.02925 41 640: 100%|##########| 40/40 [00:07<00:00, 5.41it/s] 6/499 4.32G 0.03731 0.02374 0.02925 41 640: 100%|##########| 40/40 [00:07<00:00, 5.38it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.09it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.29it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.34it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.37it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s] all 132 263 0.519 0.0519 0.0113 0.00272 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 7/499 4.32G 0.03197 0.02195 0.02914 72 640: 0%| | 0/40 [00:00<?, ?it/s] 7/499 4.32G 0.03197 0.02195 0.02914 72 640: 2%|2 | 1/40 [00:00<00:06, 5.66it/s] 7/499 4.32G 0.0353 0.02134 0.03203 59 640: 2%|2 | 1/40 [00:00<00:06, 5.66it/s] 7/499 4.32G 0.0353 0.02134 0.03203 59 640: 5%|5 | 2/40 [00:00<00:06, 5.62it/s] 7/499 4.32G 0.0357 0.02222 0.03092 78 640: 5%|5 | 2/40 [00:00<00:06, 5.62it/s] 7/499 4.32G 0.0357 0.02222 0.03092 78 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 7/499 4.32G 0.03619 0.02287 0.03101 84 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 7/499 4.32G 0.03619 0.02287 0.03101 84 640: 10%|# | 4/40 [00:00<00:06, 5.42it/s] 7/499 4.32G 0.03563 0.02298 0.0301 77 640: 10%|# | 4/40 [00:00<00:06, 5.42it/s] 7/499 4.32G 0.03563 0.02298 0.0301 77 640: 12%|#2 | 5/40 [00:00<00:06, 5.48it/s] 7/499 4.32G 0.03514 0.02278 0.02896 73 640: 12%|#2 | 5/40 [00:01<00:06, 5.48it/s] 7/499 4.32G 0.03514 0.02278 0.02896 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 7/499 4.32G 0.03554 0.02244 0.02904 65 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 7/499 4.32G 0.03554 0.02244 0.02904 65 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 7/499 4.32G 0.0359 0.02288 0.02902 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 7/499 4.32G 0.0359 0.02288 0.02902 76 640: 20%|## | 8/40 [00:01<00:05, 5.42it/s] 7/499 4.32G 0.03574 0.02263 0.02927 72 640: 20%|## | 8/40 [00:01<00:05, 5.42it/s] 7/499 4.32G 0.03574 0.02263 0.02927 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.27it/s] 7/499 4.32G 0.03603 0.02255 0.02932 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.27it/s] 7/499 4.32G 0.03603 0.02255 0.02932 69 640: 25%|##5 | 10/40 [00:01<00:05, 5.38it/s] 7/499 4.32G 0.03587 0.02279 0.02923 84 640: 25%|##5 | 10/40 [00:02<00:05, 5.38it/s] 7/499 4.32G 0.03587 0.02279 0.02923 84 640: 28%|##7 | 11/40 [00:02<00:05, 5.42it/s] 7/499 4.32G 0.03563 0.0225 0.02882 64 640: 28%|##7 | 11/40 [00:02<00:05, 5.42it/s] 7/499 4.32G 0.03563 0.0225 0.02882 64 640: 30%|### | 12/40 [00:02<00:05, 5.28it/s] 7/499 4.32G 0.03546 0.02264 0.02881 81 640: 30%|### | 12/40 [00:02<00:05, 5.28it/s] 7/499 4.32G 0.03546 0.02264 0.02881 81 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 7/499 4.32G 0.03549 0.02271 0.0289 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.37it/s] 7/499 4.32G 0.03549 0.02271 0.0289 73 640: 35%|###5 | 14/40 [00:02<00:04, 5.40it/s] 7/499 4.32G 0.03567 0.02296 0.02891 88 640: 35%|###5 | 14/40 [00:02<00:04, 5.40it/s] 7/499 4.32G 0.03567 0.02296 0.02891 88 640: 38%|###7 | 15/40 [00:02<00:04, 5.27it/s] 7/499 4.32G 0.03553 0.02284 0.02859 66 640: 38%|###7 | 15/40 [00:02<00:04, 5.27it/s] 7/499 4.32G 0.03553 0.02284 0.02859 66 640: 40%|#### | 16/40 [00:02<00:04, 5.37it/s] 7/499 4.32G 0.03549 0.02274 0.02859 66 640: 40%|#### | 16/40 [00:03<00:04, 5.37it/s] 7/499 4.32G 0.03549 0.02274 0.02859 66 640: 42%|####2 | 17/40 [00:03<00:04, 5.46it/s] 7/499 4.32G 0.03548 0.02292 0.02851 82 640: 42%|####2 | 17/40 [00:03<00:04, 5.46it/s] 7/499 4.32G 0.03548 0.02292 0.02851 82 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 7/499 4.32G 0.0356 0.023 0.02844 85 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 7/499 4.32G 0.0356 0.023 0.02844 85 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 7/499 4.32G 0.03563 0.02296 0.02842 71 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 7/499 4.32G 0.03563 0.02296 0.02842 71 640: 50%|##### | 20/40 [00:03<00:03, 5.39it/s] 7/499 4.32G 0.03558 0.02298 0.02845 76 640: 50%|##### | 20/40 [00:03<00:03, 5.39it/s] 7/499 4.32G 0.03558 0.02298 0.02845 76 640: 52%|#####2 | 21/40 [00:03<00:03, 5.29it/s] 7/499 4.32G 0.03553 0.02293 0.02843 72 640: 52%|#####2 | 21/40 [00:04<00:03, 5.29it/s] 7/499 4.32G 0.03553 0.02293 0.02843 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 7/499 4.32G 0.03552 0.02299 0.0285 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 7/499 4.32G 0.03552 0.02299 0.0285 80 640: 57%|#####7 | 23/40 [00:04<00:03, 5.44it/s] 7/499 4.32G 0.03553 0.0229 0.02846 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.44it/s] 7/499 4.32G 0.03553 0.0229 0.02846 69 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 7/499 4.32G 0.03547 0.02276 0.02852 69 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 7/499 4.32G 0.03547 0.02276 0.02852 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 7/499 4.32G 0.03547 0.02274 0.02841 68 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 7/499 4.32G 0.03547 0.02274 0.02841 68 640: 65%|######5 | 26/40 [00:04<00:02, 5.36it/s] 7/499 4.32G 0.03542 0.02276 0.02835 79 640: 65%|######5 | 26/40 [00:05<00:02, 5.36it/s] 7/499 4.32G 0.03542 0.02276 0.02835 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 7/499 4.32G 0.03545 0.02283 0.0283 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 7/499 4.32G 0.03545 0.02283 0.0283 79 640: 70%|####### | 28/40 [00:05<00:02, 5.23it/s] 7/499 4.32G 0.03542 0.02268 0.02821 61 640: 70%|####### | 28/40 [00:05<00:02, 5.23it/s] 7/499 4.32G 0.03542 0.02268 0.02821 61 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 7/499 4.32G 0.03531 0.02256 0.02801 60 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 7/499 4.32G 0.03531 0.02256 0.02801 60 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 7/499 4.32G 0.03535 0.02253 0.02792 69 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 7/499 4.32G 0.03535 0.02253 0.02792 69 640: 78%|#######7 | 31/40 [00:05<00:01, 5.32it/s] 7/499 4.32G 0.03528 0.02247 0.02795 70 640: 78%|#######7 | 31/40 [00:05<00:01, 5.32it/s] 7/499 4.32G 0.03528 0.02247 0.02795 70 640: 80%|######## | 32/40 [00:05<00:01, 5.40it/s] 7/499 4.32G 0.03535 0.02257 0.02797 89 640: 80%|######## | 32/40 [00:06<00:01, 5.40it/s] 7/499 4.32G 0.03535 0.02257 0.02797 89 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 7/499 4.32G 0.03536 0.02262 0.0278 78 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 7/499 4.32G 0.03536 0.02262 0.0278 78 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 7/499 4.32G 0.03526 0.0225 0.02778 64 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 7/499 4.32G 0.03526 0.0225 0.02778 64 640: 88%|########7 | 35/40 [00:06<00:00, 5.39it/s] 7/499 4.32G 0.03525 0.02248 0.02778 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.39it/s] 7/499 4.32G 0.03525 0.02248 0.02778 69 640: 90%|######### | 36/40 [00:06<00:00, 5.28it/s] 7/499 4.32G 0.03526 0.0226 0.02774 82 640: 90%|######### | 36/40 [00:06<00:00, 5.28it/s] 7/499 4.32G 0.03526 0.0226 0.02774 82 640: 92%|#########2| 37/40 [00:06<00:00, 5.36it/s] 7/499 4.32G 0.03523 0.02264 0.02775 80 640: 92%|#########2| 37/40 [00:07<00:00, 5.36it/s] 7/499 4.32G 0.03523 0.02264 0.02775 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.42it/s] 7/499 4.32G 0.03526 0.02252 0.02793 54 640: 95%|#########5| 38/40 [00:07<00:00, 5.42it/s] 7/499 4.32G 0.03526 0.02252 0.02793 54 640: 98%|#########7| 39/40 [00:07<00:00, 5.28it/s] 7/499 4.32G 0.03525 0.02258 0.02789 39 640: 98%|#########7| 39/40 [00:07<00:00, 5.28it/s] 7/499 4.32G 0.03525 0.02258 0.02789 39 640: 100%|##########| 40/40 [00:07<00:00, 5.45it/s] 7/499 4.32G 0.03525 0.02258 0.02789 39 640: 100%|##########| 40/40 [00:07<00:00, 5.35it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.66it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.72it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.77it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.85it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.38it/s] all 132 263 0.404 0.0708 0.0537 0.0185 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 8/499 4.32G 0.03503 0.02216 0.02558 79 640: 0%| | 0/40 [00:00<?, ?it/s] 8/499 4.32G 0.03503 0.02216 0.02558 79 640: 2%|2 | 1/40 [00:00<00:06, 5.64it/s] 8/499 4.32G 0.03433 0.02124 0.02865 66 640: 2%|2 | 1/40 [00:00<00:06, 5.64it/s] 8/499 4.32G 0.03433 0.02124 0.02865 66 640: 5%|5 | 2/40 [00:00<00:07, 5.22it/s] 8/499 4.32G 0.0358 0.02284 0.02756 78 640: 5%|5 | 2/40 [00:00<00:07, 5.22it/s] 8/499 4.32G 0.0358 0.02284 0.02756 78 640: 8%|7 | 3/40 [00:00<00:06, 5.40it/s] 8/499 4.32G 0.03524 0.02344 0.02777 89 640: 8%|7 | 3/40 [00:00<00:06, 5.40it/s] 8/499 4.32G 0.03524 0.02344 0.02777 89 640: 10%|# | 4/40 [00:00<00:06, 5.43it/s] 8/499 4.32G 0.03577 0.02271 0.02783 61 640: 10%|# | 4/40 [00:00<00:06, 5.43it/s] 8/499 4.32G 0.03577 0.02271 0.02783 61 640: 12%|#2 | 5/40 [00:00<00:06, 5.26it/s] 8/499 4.32G 0.0353 0.02223 0.02803 65 640: 12%|#2 | 5/40 [00:01<00:06, 5.26it/s] 8/499 4.32G 0.0353 0.02223 0.02803 65 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 8/499 4.32G 0.03519 0.02256 0.02816 83 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 8/499 4.32G 0.03519 0.02256 0.02816 83 640: 18%|#7 | 7/40 [00:01<00:06, 5.44it/s] 8/499 4.32G 0.03518 0.02238 0.02766 68 640: 18%|#7 | 7/40 [00:01<00:06, 5.44it/s] 8/499 4.32G 0.03518 0.02238 0.02766 68 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 8/499 4.32G 0.03526 0.02213 0.02764 68 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 8/499 4.32G 0.03526 0.02213 0.02764 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 8/499 4.32G 0.03519 0.02214 0.02748 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 8/499 4.32G 0.03519 0.02214 0.02748 70 640: 25%|##5 | 10/40 [00:01<00:05, 5.43it/s] 8/499 4.32G 0.03524 0.02237 0.02736 82 640: 25%|##5 | 10/40 [00:02<00:05, 5.43it/s] 8/499 4.32G 0.03524 0.02237 0.02736 82 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 8/499 4.32G 0.0352 0.02288 0.02705 91 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 8/499 4.32G 0.0352 0.02288 0.02705 91 640: 30%|### | 12/40 [00:02<00:05, 5.34it/s] 8/499 4.32G 0.0348 0.02268 0.02726 67 640: 30%|### | 12/40 [00:02<00:05, 5.34it/s] 8/499 4.32G 0.0348 0.02268 0.02726 67 640: 32%|###2 | 13/40 [00:02<00:05, 5.39it/s] 8/499 4.32G 0.03473 0.02266 0.02699 78 640: 32%|###2 | 13/40 [00:02<00:05, 5.39it/s] 8/499 4.32G 0.03473 0.02266 0.02699 78 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 8/499 4.32G 0.03481 0.02286 0.02698 82 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 8/499 4.32G 0.03481 0.02286 0.02698 82 640: 38%|###7 | 15/40 [00:02<00:04, 5.34it/s] 8/499 4.32G 0.03468 0.02266 0.02671 66 640: 38%|###7 | 15/40 [00:02<00:04, 5.34it/s] 8/499 4.32G 0.03468 0.02266 0.02671 66 640: 40%|#### | 16/40 [00:02<00:04, 5.41it/s] 8/499 4.32G 0.03475 0.02258 0.02665 68 640: 40%|#### | 16/40 [00:03<00:04, 5.41it/s] 8/499 4.32G 0.03475 0.02258 0.02665 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 8/499 4.32G 0.03484 0.02251 0.02681 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 8/499 4.32G 0.03484 0.02251 0.02681 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 8/499 4.32G 0.0348 0.0224 0.02647 61 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 8/499 4.32G 0.0348 0.0224 0.02647 61 640: 48%|####7 | 19/40 [00:03<00:03, 5.42it/s] 8/499 4.32G 0.03489 0.02248 0.02656 81 640: 48%|####7 | 19/40 [00:03<00:03, 5.42it/s] 8/499 4.32G 0.03489 0.02248 0.02656 81 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 8/499 4.32G 0.03488 0.02256 0.02694 87 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 8/499 4.32G 0.03488 0.02256 0.02694 87 640: 52%|#####2 | 21/40 [00:03<00:03, 5.35it/s] 8/499 4.32G 0.03478 0.02249 0.02696 69 640: 52%|#####2 | 21/40 [00:04<00:03, 5.35it/s] 8/499 4.32G 0.03478 0.02249 0.02696 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.42it/s] 8/499 4.32G 0.03473 0.0224 0.02687 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.42it/s] 8/499 4.32G 0.03473 0.0224 0.02687 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 8/499 4.32G 0.03463 0.02226 0.02668 62 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 8/499 4.32G 0.03463 0.02226 0.02668 62 640: 60%|###### | 24/40 [00:04<00:02, 5.39it/s] 8/499 4.32G 0.03459 0.0225 0.02662 85 640: 60%|###### | 24/40 [00:04<00:02, 5.39it/s] 8/499 4.32G 0.03459 0.0225 0.02662 85 640: 62%|######2 | 25/40 [00:04<00:02, 5.46it/s] 8/499 4.32G 0.03456 0.02261 0.0265 83 640: 62%|######2 | 25/40 [00:04<00:02, 5.46it/s] 8/499 4.32G 0.03456 0.02261 0.0265 83 640: 65%|######5 | 26/40 [00:04<00:02, 5.33it/s] 8/499 4.32G 0.03463 0.02263 0.02656 77 640: 65%|######5 | 26/40 [00:05<00:02, 5.33it/s] 8/499 4.32G 0.03463 0.02263 0.02656 77 640: 68%|######7 | 27/40 [00:05<00:02, 5.41it/s] 8/499 4.32G 0.03471 0.0226 0.02648 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.41it/s] 8/499 4.32G 0.03471 0.0226 0.02648 68 640: 70%|####### | 28/40 [00:05<00:02, 5.49it/s] 8/499 4.32G 0.03486 0.02252 0.02644 64 640: 70%|####### | 28/40 [00:05<00:02, 5.49it/s] 8/499 4.32G 0.03486 0.02252 0.02644 64 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 8/499 4.32G 0.03479 0.02248 0.02643 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 8/499 4.32G 0.03479 0.02248 0.02643 72 640: 75%|#######5 | 30/40 [00:05<00:01, 5.43it/s] 8/499 4.32G 0.03481 0.02247 0.02659 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.43it/s] 8/499 4.32G 0.03481 0.02247 0.02659 65 640: 78%|#######7 | 31/40 [00:05<00:01, 5.49it/s] 8/499 4.32G 0.0347 0.02234 0.02655 58 640: 78%|#######7 | 31/40 [00:05<00:01, 5.49it/s] 8/499 4.32G 0.0347 0.02234 0.02655 58 640: 80%|######## | 32/40 [00:05<00:01, 5.34it/s] 8/499 4.32G 0.03477 0.02224 0.02669 64 640: 80%|######## | 32/40 [00:06<00:01, 5.34it/s] 8/499 4.32G 0.03477 0.02224 0.02669 64 640: 82%|########2 | 33/40 [00:06<00:01, 5.43it/s] 8/499 4.32G 0.03481 0.02227 0.02687 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.43it/s] 8/499 4.32G 0.03481 0.02227 0.02687 72 640: 85%|########5 | 34/40 [00:06<00:01, 5.50it/s] 8/499 4.32G 0.03489 0.02231 0.02681 80 640: 85%|########5 | 34/40 [00:06<00:01, 5.50it/s] 8/499 4.32G 0.03489 0.02231 0.02681 80 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 8/499 4.32G 0.03485 0.0224 0.02687 80 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 8/499 4.32G 0.03485 0.0224 0.02687 80 640: 90%|######### | 36/40 [00:06<00:00, 5.41it/s] 8/499 4.32G 0.03485 0.02248 0.02684 85 640: 90%|######### | 36/40 [00:06<00:00, 5.41it/s] 8/499 4.32G 0.03485 0.02248 0.02684 85 640: 92%|#########2| 37/40 [00:06<00:00, 5.49it/s] 8/499 4.32G 0.03483 0.02249 0.02676 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.49it/s] 8/499 4.32G 0.03483 0.02249 0.02676 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 8/499 4.32G 0.03484 0.02243 0.02686 62 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 8/499 4.32G 0.03484 0.02243 0.02686 62 640: 98%|#########7| 39/40 [00:07<00:00, 5.42it/s] 8/499 4.32G 0.0349 0.02234 0.02696 30 640: 98%|#########7| 39/40 [00:07<00:00, 5.42it/s] 8/499 4.32G 0.0349 0.02234 0.02696 30 640: 100%|##########| 40/40 [00:07<00:00, 5.58it/s] 8/499 4.32G 0.0349 0.02234 0.02696 30 640: 100%|##########| 40/40 [00:07<00:00, 5.39it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.28it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.37it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.48it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 4.42it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.98it/s] all 132 263 0.946 0.093 0.0963 0.0375 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 9/499 4.32G 0.03516 0.02358 0.02394 70 640: 0%| | 0/40 [00:00<?, ?it/s] 9/499 4.32G 0.03516 0.02358 0.02394 70 640: 2%|2 | 1/40 [00:00<00:08, 4.83it/s] 9/499 4.32G 0.03926 0.02539 0.02676 83 640: 2%|2 | 1/40 [00:00<00:08, 4.83it/s] 9/499 4.32G 0.03926 0.02539 0.02676 83 640: 5%|5 | 2/40 [00:00<00:07, 5.28it/s] 9/499 4.32G 0.04183 0.02525 0.02728 73 640: 5%|5 | 2/40 [00:00<00:07, 5.28it/s] 9/499 4.32G 0.04183 0.02525 0.02728 73 640: 8%|7 | 3/40 [00:00<00:06, 5.29it/s] 9/499 4.32G 0.04234 0.0246 0.02667 72 640: 8%|7 | 3/40 [00:00<00:06, 5.29it/s] 9/499 4.32G 0.04234 0.0246 0.02667 72 640: 10%|# | 4/40 [00:00<00:06, 5.18it/s] 9/499 4.32G 0.04096 0.0243 0.0276 69 640: 10%|# | 4/40 [00:00<00:06, 5.18it/s] 9/499 4.32G 0.04096 0.0243 0.0276 69 640: 12%|#2 | 5/40 [00:00<00:06, 5.33it/s] 9/499 4.32G 0.04074 0.02437 0.02804 75 640: 12%|#2 | 5/40 [00:01<00:06, 5.33it/s] 9/499 4.32G 0.04074 0.02437 0.02804 75 640: 15%|#5 | 6/40 [00:01<00:06, 5.40it/s] 9/499 4.32G 0.04051 0.02432 0.02809 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.40it/s] 9/499 4.32G 0.04051 0.02432 0.02809 72 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 9/499 4.32G 0.03994 0.0241 0.02793 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 9/499 4.32G 0.03994 0.0241 0.02793 70 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 9/499 4.32G 0.03982 0.02447 0.0277 90 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 9/499 4.32G 0.03982 0.02447 0.0277 90 640: 22%|##2 | 9/40 [00:01<00:05, 5.43it/s] 9/499 4.32G 0.0397 0.02415 0.02791 64 640: 22%|##2 | 9/40 [00:01<00:05, 5.43it/s] 9/499 4.32G 0.0397 0.02415 0.02791 64 640: 25%|##5 | 10/40 [00:01<00:05, 5.26it/s] 9/499 4.32G 0.03922 0.02396 0.02817 66 640: 25%|##5 | 10/40 [00:02<00:05, 5.26it/s] 9/499 4.32G 0.03922 0.02396 0.02817 66 640: 28%|##7 | 11/40 [00:02<00:05, 5.36it/s] 9/499 4.32G 0.03891 0.0243 0.02807 91 640: 28%|##7 | 11/40 [00:02<00:05, 5.36it/s] 9/499 4.32G 0.03891 0.0243 0.02807 91 640: 30%|### | 12/40 [00:02<00:05, 5.41it/s] 9/499 4.32G 0.03877 0.02449 0.02806 80 640: 30%|### | 12/40 [00:02<00:05, 5.41it/s] 9/499 4.32G 0.03877 0.02449 0.02806 80 640: 32%|###2 | 13/40 [00:02<00:05, 5.27it/s] 9/499 4.32G 0.03821 0.02425 0.02815 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.27it/s] 9/499 4.32G 0.03821 0.02425 0.02815 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.36it/s] 9/499 4.32G 0.03794 0.02439 0.02848 89 640: 35%|###5 | 14/40 [00:02<00:04, 5.36it/s] 9/499 4.32G 0.03794 0.02439 0.02848 89 640: 38%|###7 | 15/40 [00:02<00:04, 5.44it/s] 9/499 4.32G 0.03777 0.02403 0.02821 65 640: 38%|###7 | 15/40 [00:03<00:04, 5.44it/s] 9/499 4.32G 0.03777 0.02403 0.02821 65 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 9/499 4.32G 0.03764 0.02404 0.02781 81 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 9/499 4.32G 0.03764 0.02404 0.02781 81 640: 42%|####2 | 17/40 [00:03<00:04, 5.37it/s] 9/499 4.32G 0.03752 0.02392 0.028 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.37it/s] 9/499 4.32G 0.03752 0.02392 0.028 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.45it/s] 9/499 4.32G 0.03742 0.02384 0.02799 71 640: 45%|####5 | 18/40 [00:03<00:04, 5.45it/s] 9/499 4.32G 0.03742 0.02384 0.02799 71 640: 48%|####7 | 19/40 [00:03<00:04, 5.25it/s] 9/499 4.32G 0.03728 0.0239 0.02784 76 640: 48%|####7 | 19/40 [00:03<00:04, 5.25it/s] 9/499 4.32G 0.03728 0.0239 0.02784 76 640: 50%|##### | 20/40 [00:03<00:03, 5.36it/s] 9/499 4.32G 0.03718 0.02377 0.02772 74 640: 50%|##### | 20/40 [00:03<00:03, 5.36it/s] 9/499 4.32G 0.03718 0.02377 0.02772 74 640: 52%|#####2 | 21/40 [00:03<00:03, 5.44it/s] 9/499 4.32G 0.0371 0.02385 0.02776 83 640: 52%|#####2 | 21/40 [00:04<00:03, 5.44it/s] 9/499 4.32G 0.0371 0.02385 0.02776 83 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 9/499 4.32G 0.03706 0.02407 0.02797 93 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 9/499 4.32G 0.03706 0.02407 0.02797 93 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 9/499 4.32G 0.03696 0.02405 0.02805 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 9/499 4.32G 0.03696 0.02405 0.02805 76 640: 60%|###### | 24/40 [00:04<00:02, 5.44it/s] 9/499 4.32G 0.037 0.02413 0.02809 89 640: 60%|###### | 24/40 [00:04<00:02, 5.44it/s] 9/499 4.32G 0.037 0.02413 0.02809 89 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 9/499 4.32G 0.03696 0.0241 0.02801 83 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 9/499 4.32G 0.03696 0.0241 0.02801 83 640: 65%|######5 | 26/40 [00:04<00:02, 5.41it/s] 9/499 4.32G 0.03701 0.02394 0.02818 66 640: 65%|######5 | 26/40 [00:05<00:02, 5.41it/s] 9/499 4.32G 0.03701 0.02394 0.02818 66 640: 68%|######7 | 27/40 [00:05<00:02, 5.48it/s] 9/499 4.32G 0.03684 0.02381 0.02804 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.48it/s] 9/499 4.32G 0.03684 0.02381 0.02804 67 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 9/499 4.32G 0.03669 0.02367 0.028 63 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 9/499 4.32G 0.03669 0.02367 0.028 63 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 9/499 4.32G 0.03659 0.02357 0.02782 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 9/499 4.32G 0.03659 0.02357 0.02782 72 640: 75%|#######5 | 30/40 [00:05<00:01, 5.40it/s] 9/499 4.32G 0.03642 0.02359 0.02774 83 640: 75%|#######5 | 30/40 [00:05<00:01, 5.40it/s] 9/499 4.32G 0.03642 0.02359 0.02774 83 640: 78%|#######7 | 31/40 [00:05<00:01, 5.28it/s] 9/499 4.32G 0.03627 0.02344 0.02773 61 640: 78%|#######7 | 31/40 [00:05<00:01, 5.28it/s] 9/499 4.32G 0.03627 0.02344 0.02773 61 640: 80%|######## | 32/40 [00:05<00:01, 5.38it/s] 9/499 4.32G 0.0362 0.02338 0.02756 79 640: 80%|######## | 32/40 [00:06<00:01, 5.38it/s] 9/499 4.32G 0.0362 0.02338 0.02756 79 640: 82%|########2 | 33/40 [00:06<00:01, 5.45it/s] 9/499 4.32G 0.03609 0.0234 0.02747 79 640: 82%|########2 | 33/40 [00:06<00:01, 5.45it/s] 9/499 4.32G 0.03609 0.0234 0.02747 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 9/499 4.32G 0.03604 0.02323 0.02754 59 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 9/499 4.32G 0.03604 0.02323 0.02754 59 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 9/499 4.32G 0.03596 0.02323 0.02759 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 9/499 4.32G 0.03596 0.02323 0.02759 77 640: 90%|######### | 36/40 [00:06<00:00, 5.42it/s] 9/499 4.32G 0.03594 0.02331 0.02752 84 640: 90%|######### | 36/40 [00:06<00:00, 5.42it/s] 9/499 4.32G 0.03594 0.02331 0.02752 84 640: 92%|#########2| 37/40 [00:06<00:00, 5.29it/s] 9/499 4.32G 0.03589 0.02323 0.02765 66 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 9/499 4.32G 0.03589 0.02323 0.02765 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 9/499 4.32G 0.03587 0.02321 0.02749 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 9/499 4.32G 0.03587 0.02321 0.02749 70 640: 98%|#########7| 39/40 [00:07<00:00, 5.43it/s] 9/499 4.32G 0.03586 0.02309 0.02752 35 640: 98%|#########7| 39/40 [00:07<00:00, 5.43it/s] 9/499 4.32G 0.03586 0.02309 0.02752 35 640: 100%|##########| 40/40 [00:07<00:00, 5.36it/s] 9/499 4.32G 0.03586 0.02309 0.02752 35 640: 100%|##########| 40/40 [00:07<00:00, 5.35it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 3.81it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.85it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.46it/s] all 132 263 0.389 0.166 0.0606 0.0212 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 10/499 4.32G 0.03362 0.02317 0.02765 75 640: 0%| | 0/40 [00:00<?, ?it/s] 10/499 4.32G 0.03362 0.02317 0.02765 75 640: 2%|2 | 1/40 [00:00<00:06, 5.63it/s] 10/499 4.32G 0.03508 0.0261 0.02795 92 640: 2%|2 | 1/40 [00:00<00:06, 5.63it/s] 10/499 4.32G 0.03508 0.0261 0.02795 92 640: 5%|5 | 2/40 [00:00<00:06, 5.64it/s] 10/499 4.32G 0.03458 0.02474 0.02625 68 640: 5%|5 | 2/40 [00:00<00:06, 5.64it/s] 10/499 4.32G 0.03458 0.02474 0.02625 68 640: 8%|7 | 3/40 [00:00<00:06, 5.31it/s] 10/499 4.32G 0.03398 0.0229 0.02657 57 640: 8%|7 | 3/40 [00:00<00:06, 5.31it/s] 10/499 4.32G 0.03398 0.0229 0.02657 57 640: 10%|# | 4/40 [00:00<00:06, 5.42it/s] 10/499 4.32G 0.03428 0.02232 0.02687 64 640: 10%|# | 4/40 [00:00<00:06, 5.42it/s] 10/499 4.32G 0.03428 0.02232 0.02687 64 640: 12%|#2 | 5/40 [00:00<00:06, 5.49it/s] 10/499 4.32G 0.03455 0.02318 0.02697 89 640: 12%|#2 | 5/40 [00:01<00:06, 5.49it/s] 10/499 4.32G 0.03455 0.02318 0.02697 89 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 10/499 4.32G 0.03406 0.02259 0.02684 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 10/499 4.32G 0.03406 0.02259 0.02684 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.40it/s] 10/499 4.32G 0.03409 0.02288 0.02675 82 640: 18%|#7 | 7/40 [00:01<00:06, 5.40it/s] 10/499 4.32G 0.03409 0.02288 0.02675 82 640: 20%|## | 8/40 [00:01<00:05, 5.46it/s] 10/499 4.32G 0.0341 0.02307 0.02729 78 640: 20%|## | 8/40 [00:01<00:05, 5.46it/s] 10/499 4.32G 0.0341 0.02307 0.02729 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.28it/s] 10/499 4.32G 0.03398 0.02275 0.02733 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.28it/s] 10/499 4.32G 0.03398 0.02275 0.02733 68 640: 25%|##5 | 10/40 [00:01<00:05, 5.38it/s] 10/499 4.32G 0.03377 0.0225 0.02725 64 640: 25%|##5 | 10/40 [00:02<00:05, 5.38it/s] 10/499 4.32G 0.03377 0.0225 0.02725 64 640: 28%|##7 | 11/40 [00:02<00:05, 5.42it/s] 10/499 4.32G 0.03367 0.02253 0.02717 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.42it/s] 10/499 4.32G 0.03367 0.02253 0.02717 75 640: 30%|### | 12/40 [00:02<00:05, 5.28it/s] 10/499 4.32G 0.03339 0.02222 0.02715 65 640: 30%|### | 12/40 [00:02<00:05, 5.28it/s] 10/499 4.32G 0.03339 0.02222 0.02715 65 640: 32%|###2 | 13/40 [00:02<00:05, 5.38it/s] 10/499 4.32G 0.03355 0.02202 0.02756 65 640: 32%|###2 | 13/40 [00:02<00:05, 5.38it/s] 10/499 4.32G 0.03355 0.02202 0.02756 65 640: 35%|###5 | 14/40 [00:02<00:04, 5.46it/s] 10/499 4.32G 0.03325 0.02174 0.02736 61 640: 35%|###5 | 14/40 [00:02<00:04, 5.46it/s] 10/499 4.32G 0.03325 0.02174 0.02736 61 640: 38%|###7 | 15/40 [00:02<00:04, 5.31it/s] 10/499 4.32G 0.03314 0.02191 0.027 88 640: 38%|###7 | 15/40 [00:02<00:04, 5.31it/s] 10/499 4.32G 0.03314 0.02191 0.027 88 640: 40%|#### | 16/40 [00:02<00:04, 5.34it/s] 10/499 4.32G 0.03341 0.02214 0.02669 89 640: 40%|#### | 16/40 [00:03<00:04, 5.34it/s] 10/499 4.32G 0.03341 0.02214 0.02669 89 640: 42%|####2 | 17/40 [00:03<00:04, 5.42it/s] 10/499 4.32G 0.03345 0.02212 0.02672 78 640: 42%|####2 | 17/40 [00:03<00:04, 5.42it/s] 10/499 4.32G 0.03345 0.02212 0.02672 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 10/499 4.32G 0.03344 0.02212 0.02688 64 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 10/499 4.32G 0.03344 0.02212 0.02688 64 640: 48%|####7 | 19/40 [00:03<00:03, 5.39it/s] 10/499 4.32G 0.03351 0.02222 0.0268 78 640: 48%|####7 | 19/40 [00:03<00:03, 5.39it/s] 10/499 4.32G 0.03351 0.02222 0.0268 78 640: 50%|##### | 20/40 [00:03<00:03, 5.47it/s] 10/499 4.32G 0.03331 0.02212 0.0268 66 640: 50%|##### | 20/40 [00:03<00:03, 5.47it/s] 10/499 4.32G 0.03331 0.02212 0.0268 66 640: 52%|#####2 | 21/40 [00:03<00:03, 5.32it/s] 10/499 4.32G 0.03317 0.02215 0.02679 81 640: 52%|#####2 | 21/40 [00:04<00:03, 5.32it/s] 10/499 4.32G 0.03317 0.02215 0.02679 81 640: 55%|#####5 | 22/40 [00:04<00:03, 5.39it/s] 10/499 4.32G 0.03318 0.02216 0.02679 84 640: 55%|#####5 | 22/40 [00:04<00:03, 5.39it/s] 10/499 4.32G 0.03318 0.02216 0.02679 84 640: 57%|#####7 | 23/40 [00:04<00:03, 5.47it/s] 10/499 4.32G 0.03313 0.02213 0.02667 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.47it/s] 10/499 4.32G 0.03313 0.02213 0.02667 79 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 10/499 4.32G 0.03308 0.02217 0.02649 79 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 10/499 4.32G 0.03308 0.02217 0.02649 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.41it/s] 10/499 4.32G 0.03309 0.02235 0.02638 96 640: 62%|######2 | 25/40 [00:04<00:02, 5.41it/s] 10/499 4.32G 0.03309 0.02235 0.02638 96 640: 65%|######5 | 26/40 [00:04<00:02, 5.48it/s] 10/499 4.32G 0.0331 0.02217 0.02631 61 640: 65%|######5 | 26/40 [00:05<00:02, 5.48it/s] 10/499 4.32G 0.0331 0.02217 0.02631 61 640: 68%|######7 | 27/40 [00:05<00:02, 5.26it/s] 10/499 4.32G 0.03308 0.02235 0.02616 92 640: 68%|######7 | 27/40 [00:05<00:02, 5.26it/s] 10/499 4.32G 0.03308 0.02235 0.02616 92 640: 70%|####### | 28/40 [00:05<00:02, 5.36it/s] 10/499 4.32G 0.03311 0.02239 0.02606 74 640: 70%|####### | 28/40 [00:05<00:02, 5.36it/s] 10/499 4.32G 0.03311 0.02239 0.02606 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.43it/s] 10/499 4.32G 0.03311 0.02246 0.02614 87 640: 72%|#######2 | 29/40 [00:05<00:02, 5.43it/s] 10/499 4.32G 0.03311 0.02246 0.02614 87 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 10/499 4.32G 0.03307 0.02245 0.02619 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 10/499 4.32G 0.03307 0.02245 0.02619 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.38it/s] 10/499 4.32G 0.033 0.02239 0.02636 70 640: 78%|#######7 | 31/40 [00:05<00:01, 5.38it/s] 10/499 4.32G 0.033 0.02239 0.02636 70 640: 80%|######## | 32/40 [00:05<00:01, 5.45it/s] 10/499 4.32G 0.03292 0.0222 0.02613 56 640: 80%|######## | 32/40 [00:06<00:01, 5.45it/s] 10/499 4.32G 0.03292 0.0222 0.02613 56 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 10/499 4.32G 0.0329 0.02227 0.02603 84 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 10/499 4.32G 0.0329 0.02227 0.02603 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 10/499 4.32G 0.03295 0.0222 0.02615 66 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 10/499 4.32G 0.03295 0.0222 0.02615 66 640: 88%|########7 | 35/40 [00:06<00:00, 5.37it/s] 10/499 4.32G 0.03293 0.02216 0.02618 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.37it/s] 10/499 4.32G 0.03293 0.02216 0.02618 74 640: 90%|######### | 36/40 [00:06<00:00, 5.26it/s] 10/499 4.32G 0.03301 0.02218 0.02615 76 640: 90%|######### | 36/40 [00:06<00:00, 5.26it/s] 10/499 4.32G 0.03301 0.02218 0.02615 76 640: 92%|#########2| 37/40 [00:06<00:00, 5.37it/s] 10/499 4.32G 0.03291 0.02211 0.02611 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.37it/s] 10/499 4.32G 0.03291 0.02211 0.02611 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.44it/s] 10/499 4.32G 0.03293 0.02224 0.02607 87 640: 95%|#########5| 38/40 [00:07<00:00, 5.44it/s] 10/499 4.32G 0.03293 0.02224 0.02607 87 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 10/499 4.32G 0.03288 0.02223 0.026 42 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 10/499 4.32G 0.03288 0.02223 0.026 42 640: 100%|##########| 40/40 [00:07<00:00, 5.44it/s] 10/499 4.32G 0.03288 0.02223 0.026 42 640: 100%|##########| 40/40 [00:07<00:00, 5.38it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.22it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.29it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.33it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.35it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.91it/s] all 132 263 0.775 0.0667 0.0693 0.0326 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 11/499 4.32G 0.037 0.02305 0.02552 76 640: 0%| | 0/40 [00:00<?, ?it/s] 11/499 4.32G 0.037 0.02305 0.02552 76 640: 2%|2 | 1/40 [00:00<00:06, 5.64it/s] 11/499 4.32G 0.03416 0.02282 0.02444 81 640: 2%|2 | 1/40 [00:00<00:06, 5.64it/s] 11/499 4.32G 0.03416 0.02282 0.02444 81 640: 5%|5 | 2/40 [00:00<00:07, 5.24it/s] 11/499 4.32G 0.03348 0.02154 0.02514 61 640: 5%|5 | 2/40 [00:00<00:07, 5.24it/s] 11/499 4.32G 0.03348 0.02154 0.02514 61 640: 8%|7 | 3/40 [00:00<00:06, 5.40it/s] 11/499 4.32G 0.03412 0.02214 0.02449 82 640: 8%|7 | 3/40 [00:00<00:06, 5.40it/s] 11/499 4.32G 0.03412 0.02214 0.02449 82 640: 10%|# | 4/40 [00:00<00:06, 5.49it/s] 11/499 4.32G 0.03396 0.02167 0.02436 68 640: 10%|# | 4/40 [00:00<00:06, 5.49it/s] 11/499 4.32G 0.03396 0.02167 0.02436 68 640: 12%|#2 | 5/40 [00:00<00:06, 5.28it/s] 11/499 4.32G 0.03355 0.02137 0.02455 66 640: 12%|#2 | 5/40 [00:01<00:06, 5.28it/s] 11/499 4.32G 0.03355 0.02137 0.02455 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.40it/s] 11/499 4.32G 0.03367 0.02232 0.02454 95 640: 15%|#5 | 6/40 [00:01<00:06, 5.40it/s] 11/499 4.32G 0.03367 0.02232 0.02454 95 640: 18%|#7 | 7/40 [00:01<00:06, 5.45it/s] 11/499 4.32G 0.03376 0.02193 0.02437 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.45it/s] 11/499 4.32G 0.03376 0.02193 0.02437 67 640: 20%|## | 8/40 [00:01<00:06, 5.28it/s] 11/499 4.32G 0.03352 0.02178 0.02451 70 640: 20%|## | 8/40 [00:01<00:06, 5.28it/s] 11/499 4.32G 0.03352 0.02178 0.02451 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 11/499 4.32G 0.03342 0.02212 0.02438 83 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 11/499 4.32G 0.03342 0.02212 0.02438 83 640: 25%|##5 | 10/40 [00:01<00:05, 5.42it/s] 11/499 4.32G 0.0336 0.02243 0.02444 89 640: 25%|##5 | 10/40 [00:02<00:05, 5.42it/s] 11/499 4.32G 0.0336 0.02243 0.02444 89 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 11/499 4.32G 0.03369 0.02268 0.02462 86 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 11/499 4.32G 0.03369 0.02268 0.02462 86 640: 30%|### | 12/40 [00:02<00:05, 5.34it/s] 11/499 4.32G 0.03334 0.02248 0.02464 73 640: 30%|### | 12/40 [00:02<00:05, 5.34it/s] 11/499 4.32G 0.03334 0.02248 0.02464 73 640: 32%|###2 | 13/40 [00:02<00:04, 5.42it/s] 11/499 4.32G 0.03321 0.02271 0.02452 94 640: 32%|###2 | 13/40 [00:02<00:04, 5.42it/s] 11/499 4.32G 0.03321 0.02271 0.02452 94 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 11/499 4.32G 0.0332 0.02256 0.02461 69 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 11/499 4.32G 0.0332 0.02256 0.02461 69 640: 38%|###7 | 15/40 [00:02<00:04, 5.38it/s] 11/499 4.32G 0.03312 0.02258 0.02465 81 640: 38%|###7 | 15/40 [00:02<00:04, 5.38it/s] 11/499 4.32G 0.03312 0.02258 0.02465 81 640: 40%|#### | 16/40 [00:02<00:04, 5.43it/s] 11/499 4.32G 0.03295 0.02263 0.02472 82 640: 40%|#### | 16/40 [00:03<00:04, 5.43it/s] 11/499 4.32G 0.03295 0.02263 0.02472 82 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 11/499 4.32G 0.03291 0.02267 0.0247 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 11/499 4.32G 0.03291 0.02267 0.0247 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 11/499 4.32G 0.03277 0.02256 0.02459 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 11/499 4.32G 0.03277 0.02256 0.02459 66 640: 48%|####7 | 19/40 [00:03<00:03, 5.41it/s] 11/499 4.32G 0.03271 0.02254 0.02458 80 640: 48%|####7 | 19/40 [00:03<00:03, 5.41it/s] 11/499 4.32G 0.03271 0.02254 0.02458 80 640: 50%|##### | 20/40 [00:03<00:03, 5.29it/s] 11/499 4.32G 0.03277 0.02253 0.02451 75 640: 50%|##### | 20/40 [00:03<00:03, 5.29it/s] 11/499 4.32G 0.03277 0.02253 0.02451 75 640: 52%|#####2 | 21/40 [00:03<00:03, 5.38it/s] 11/499 4.32G 0.03281 0.02243 0.02457 74 640: 52%|#####2 | 21/40 [00:04<00:03, 5.38it/s] 11/499 4.32G 0.03281 0.02243 0.02457 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.45it/s] 11/499 4.32G 0.03275 0.02241 0.02453 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.45it/s] 11/499 4.32G 0.03275 0.02241 0.02453 80 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 11/499 4.32G 0.0328 0.02231 0.02437 71 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 11/499 4.32G 0.0328 0.02231 0.02437 71 640: 60%|###### | 24/40 [00:04<00:02, 5.36it/s] 11/499 4.32G 0.03288 0.02225 0.02426 64 640: 60%|###### | 24/40 [00:04<00:02, 5.36it/s] 11/499 4.32G 0.03288 0.02225 0.02426 64 640: 62%|######2 | 25/40 [00:04<00:02, 5.42it/s] 11/499 4.32G 0.03286 0.02213 0.02422 66 640: 62%|######2 | 25/40 [00:04<00:02, 5.42it/s] 11/499 4.32G 0.03286 0.02213 0.02422 66 640: 65%|######5 | 26/40 [00:04<00:02, 5.30it/s] 11/499 4.32G 0.03278 0.02207 0.02417 72 640: 65%|######5 | 26/40 [00:05<00:02, 5.30it/s] 11/499 4.32G 0.03278 0.02207 0.02417 72 640: 68%|######7 | 27/40 [00:05<00:02, 5.39it/s] 11/499 4.32G 0.03268 0.02192 0.0243 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.39it/s] 11/499 4.32G 0.03268 0.02192 0.0243 67 640: 70%|####### | 28/40 [00:05<00:02, 5.46it/s] 11/499 4.32G 0.03254 0.02181 0.02423 66 640: 70%|####### | 28/40 [00:05<00:02, 5.46it/s] 11/499 4.32G 0.03254 0.02181 0.02423 66 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 11/499 4.32G 0.03251 0.02186 0.02413 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 11/499 4.32G 0.03251 0.02186 0.02413 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.40it/s] 11/499 4.32G 0.03251 0.02172 0.02416 62 640: 75%|#######5 | 30/40 [00:05<00:01, 5.40it/s] 11/499 4.32G 0.03251 0.02172 0.02416 62 640: 78%|#######7 | 31/40 [00:05<00:01, 5.47it/s] 11/499 4.32G 0.0324 0.02154 0.02394 65 640: 78%|#######7 | 31/40 [00:05<00:01, 5.47it/s] 11/499 4.32G 0.0324 0.02154 0.02394 65 640: 80%|######## | 32/40 [00:05<00:01, 5.31it/s] 11/499 4.32G 0.0324 0.0216 0.02393 83 640: 80%|######## | 32/40 [00:06<00:01, 5.31it/s] 11/499 4.32G 0.0324 0.0216 0.02393 83 640: 82%|########2 | 33/40 [00:06<00:01, 5.40it/s] 11/499 4.32G 0.0325 0.02155 0.02383 69 640: 82%|########2 | 33/40 [00:06<00:01, 5.40it/s] 11/499 4.32G 0.0325 0.02155 0.02383 69 640: 85%|########5 | 34/40 [00:06<00:01, 5.45it/s] 11/499 4.32G 0.03261 0.02154 0.02383 66 640: 85%|########5 | 34/40 [00:06<00:01, 5.45it/s] 11/499 4.32G 0.03261 0.02154 0.02383 66 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 11/499 4.32G 0.03248 0.02149 0.02376 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 11/499 4.32G 0.03248 0.02149 0.02376 81 640: 90%|######### | 36/40 [00:06<00:00, 5.40it/s] 11/499 4.32G 0.03248 0.02151 0.02382 82 640: 90%|######### | 36/40 [00:06<00:00, 5.40it/s] 11/499 4.32G 0.03248 0.02151 0.02382 82 640: 92%|#########2| 37/40 [00:06<00:00, 5.46it/s] 11/499 4.32G 0.03251 0.02157 0.02387 85 640: 92%|#########2| 37/40 [00:07<00:00, 5.46it/s] 11/499 4.32G 0.03251 0.02157 0.02387 85 640: 95%|#########5| 38/40 [00:07<00:00, 5.32it/s] 11/499 4.32G 0.03248 0.02158 0.02389 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.32it/s] 11/499 4.32G 0.03248 0.02158 0.02389 79 640: 98%|#########7| 39/40 [00:07<00:00, 5.40it/s] 11/499 4.32G 0.0325 0.02147 0.02418 27 640: 98%|#########7| 39/40 [00:07<00:00, 5.40it/s] 11/499 4.32G 0.0325 0.02147 0.02418 27 640: 100%|##########| 40/40 [00:07<00:00, 5.53it/s] 11/499 4.32G 0.0325 0.02147 0.02418 27 640: 100%|##########| 40/40 [00:07<00:00, 5.38it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.84it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.01it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.54it/s] all 132 263 0.864 0.0246 0.0114 0.0035 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 12/499 4.32G 0.03598 0.02025 0.02908 68 640: 0%| | 0/40 [00:00<?, ?it/s] 12/499 4.32G 0.03598 0.02025 0.02908 68 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 12/499 4.32G 0.03413 0.02075 0.02509 71 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 12/499 4.32G 0.03413 0.02075 0.02509 71 640: 5%|5 | 2/40 [00:00<00:07, 5.29it/s] 12/499 4.32G 0.03426 0.02232 0.02417 84 640: 5%|5 | 2/40 [00:00<00:07, 5.29it/s] 12/499 4.32G 0.03426 0.02232 0.02417 84 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 12/499 4.32G 0.03451 0.02205 0.02411 71 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 12/499 4.32G 0.03451 0.02205 0.02411 71 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 12/499 4.32G 0.03382 0.02146 0.0228 71 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 12/499 4.32G 0.03382 0.02146 0.0228 71 640: 12%|#2 | 5/40 [00:00<00:06, 5.33it/s] 12/499 4.32G 0.03344 0.02154 0.02316 82 640: 12%|#2 | 5/40 [00:01<00:06, 5.33it/s] 12/499 4.32G 0.03344 0.02154 0.02316 82 640: 15%|#5 | 6/40 [00:01<00:06, 5.41it/s] 12/499 4.32G 0.03299 0.02217 0.02275 101 640: 15%|#5 | 6/40 [00:01<00:06, 5.41it/s] 12/499 4.32G 0.03299 0.02217 0.02275 101 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 12/499 4.32G 0.03327 0.02261 0.02303 88 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 12/499 4.32G 0.03327 0.02261 0.02303 88 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 12/499 4.32G 0.03315 0.02259 0.02374 72 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 12/499 4.32G 0.03315 0.02259 0.02374 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 12/499 4.32G 0.03318 0.02242 0.02361 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 12/499 4.32G 0.03318 0.02242 0.02361 69 640: 25%|##5 | 10/40 [00:01<00:05, 5.21it/s] 12/499 4.32G 0.03308 0.02224 0.0236 70 640: 25%|##5 | 10/40 [00:02<00:05, 5.21it/s] 12/499 4.32G 0.03308 0.02224 0.0236 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.29it/s] 12/499 4.32G 0.0329 0.02209 0.02332 64 640: 28%|##7 | 11/40 [00:02<00:05, 5.29it/s] 12/499 4.32G 0.0329 0.02209 0.02332 64 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 12/499 4.32G 0.03257 0.02191 0.02302 70 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 12/499 4.32G 0.03257 0.02191 0.02302 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 12/499 4.32G 0.03255 0.02185 0.02288 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 12/499 4.32G 0.03255 0.02185 0.02288 68 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 12/499 4.32G 0.03235 0.02184 0.02262 81 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 12/499 4.32G 0.03235 0.02184 0.02262 81 640: 38%|###7 | 15/40 [00:02<00:04, 5.38it/s] 12/499 4.32G 0.03228 0.02181 0.02249 72 640: 38%|###7 | 15/40 [00:03<00:04, 5.38it/s] 12/499 4.32G 0.03228 0.02181 0.02249 72 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 12/499 4.32G 0.0322 0.02214 0.02236 96 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 12/499 4.32G 0.0322 0.02214 0.02236 96 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 12/499 4.32G 0.03233 0.02193 0.02224 63 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 12/499 4.32G 0.03233 0.02193 0.02224 63 640: 45%|####5 | 18/40 [00:03<00:04, 5.40it/s] 12/499 4.32G 0.03237 0.02211 0.02221 93 640: 45%|####5 | 18/40 [00:03<00:04, 5.40it/s] 12/499 4.32G 0.03237 0.02211 0.02221 93 640: 48%|####7 | 19/40 [00:03<00:04, 5.20it/s] 12/499 4.32G 0.03239 0.02196 0.02239 65 640: 48%|####7 | 19/40 [00:03<00:04, 5.20it/s] 12/499 4.32G 0.03239 0.02196 0.02239 65 640: 50%|##### | 20/40 [00:03<00:03, 5.28it/s] 12/499 4.32G 0.03237 0.02207 0.02247 86 640: 50%|##### | 20/40 [00:03<00:03, 5.28it/s] 12/499 4.32G 0.03237 0.02207 0.02247 86 640: 52%|#####2 | 21/40 [00:03<00:03, 5.37it/s] 12/499 4.32G 0.03235 0.0221 0.02241 89 640: 52%|#####2 | 21/40 [00:04<00:03, 5.37it/s] 12/499 4.32G 0.03235 0.0221 0.02241 89 640: 55%|#####5 | 22/40 [00:04<00:03, 5.26it/s] 12/499 4.32G 0.0324 0.02211 0.02251 78 640: 55%|#####5 | 22/40 [00:04<00:03, 5.26it/s] 12/499 4.32G 0.0324 0.02211 0.02251 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.35it/s] 12/499 4.32G 0.03243 0.02202 0.02267 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.35it/s] 12/499 4.32G 0.03243 0.02202 0.02267 70 640: 60%|###### | 24/40 [00:04<00:02, 5.41it/s] 12/499 4.32G 0.03245 0.02216 0.02268 86 640: 60%|###### | 24/40 [00:04<00:02, 5.41it/s] 12/499 4.32G 0.03245 0.02216 0.02268 86 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 12/499 4.32G 0.03255 0.02213 0.02262 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 12/499 4.32G 0.03255 0.02213 0.02262 76 640: 65%|######5 | 26/40 [00:04<00:02, 5.35it/s] 12/499 4.32G 0.03251 0.02218 0.02264 82 640: 65%|######5 | 26/40 [00:05<00:02, 5.35it/s] 12/499 4.32G 0.03251 0.02218 0.02264 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.41it/s] 12/499 4.32G 0.03248 0.02215 0.02273 78 640: 68%|######7 | 27/40 [00:05<00:02, 5.41it/s] 12/499 4.32G 0.03248 0.02215 0.02273 78 640: 70%|####### | 28/40 [00:05<00:02, 5.27it/s] 12/499 4.32G 0.03252 0.02201 0.02272 65 640: 70%|####### | 28/40 [00:05<00:02, 5.27it/s] 12/499 4.32G 0.03252 0.02201 0.02272 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.36it/s] 12/499 4.32G 0.03247 0.02204 0.02273 81 640: 72%|#######2 | 29/40 [00:05<00:02, 5.36it/s] 12/499 4.32G 0.03247 0.02204 0.02273 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.42it/s] 12/499 4.32G 0.03246 0.02193 0.02275 72 640: 75%|#######5 | 30/40 [00:05<00:01, 5.42it/s] 12/499 4.32G 0.03246 0.02193 0.02275 72 640: 78%|#######7 | 31/40 [00:05<00:01, 5.28it/s] 12/499 4.32G 0.03244 0.02187 0.02266 75 640: 78%|#######7 | 31/40 [00:06<00:01, 5.28it/s] 12/499 4.32G 0.03244 0.02187 0.02266 75 640: 80%|######## | 32/40 [00:06<00:01, 5.31it/s] 12/499 4.32G 0.03236 0.02182 0.02275 66 640: 80%|######## | 32/40 [00:06<00:01, 5.31it/s] 12/499 4.32G 0.03236 0.02182 0.02275 66 640: 82%|########2 | 33/40 [00:06<00:01, 5.39it/s] 12/499 4.32G 0.03232 0.02187 0.02294 79 640: 82%|########2 | 33/40 [00:06<00:01, 5.39it/s] 12/499 4.32G 0.03232 0.02187 0.02294 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 12/499 4.32G 0.03228 0.02182 0.02294 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 12/499 4.32G 0.03228 0.02182 0.02294 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 12/499 4.32G 0.03217 0.02177 0.02286 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 12/499 4.32G 0.03217 0.02177 0.02286 71 640: 90%|######### | 36/40 [00:06<00:00, 5.43it/s] 12/499 4.32G 0.03215 0.02175 0.02285 75 640: 90%|######### | 36/40 [00:06<00:00, 5.43it/s] 12/499 4.32G 0.03215 0.02175 0.02285 75 640: 92%|#########2| 37/40 [00:06<00:00, 5.28it/s] 12/499 4.32G 0.03203 0.02166 0.02289 65 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 12/499 4.32G 0.03203 0.02166 0.02289 65 640: 95%|#########5| 38/40 [00:07<00:00, 5.36it/s] 12/499 4.32G 0.03199 0.0216 0.0228 65 640: 95%|#########5| 38/40 [00:07<00:00, 5.36it/s] 12/499 4.32G 0.03199 0.0216 0.0228 65 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 12/499 4.32G 0.03199 0.02172 0.02278 52 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 12/499 4.32G 0.03199 0.02172 0.02278 52 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] 12/499 4.32G 0.03199 0.02172 0.02278 52 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.85it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.99it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.53it/s] all 132 263 0.172 0.00877 0.00161 0.000681 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 13/499 4.32G 0.03208 0.02211 0.02045 73 640: 0%| | 0/40 [00:00<?, ?it/s] 13/499 4.32G 0.03208 0.02211 0.02045 73 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 13/499 4.32G 0.03123 0.02081 0.02148 72 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 13/499 4.32G 0.03123 0.02081 0.02148 72 640: 5%|5 | 2/40 [00:00<00:06, 5.44it/s] 13/499 4.32G 0.03127 0.02047 0.02154 74 640: 5%|5 | 2/40 [00:00<00:06, 5.44it/s] 13/499 4.32G 0.03127 0.02047 0.02154 74 640: 8%|7 | 3/40 [00:00<00:07, 5.15it/s] 13/499 4.32G 0.03182 0.02095 0.02221 84 640: 8%|7 | 3/40 [00:00<00:07, 5.15it/s] 13/499 4.32G 0.03182 0.02095 0.02221 84 640: 10%|# | 4/40 [00:00<00:06, 5.30it/s] 13/499 4.32G 0.03149 0.02042 0.02151 67 640: 10%|# | 4/40 [00:00<00:06, 5.30it/s] 13/499 4.32G 0.03149 0.02042 0.02151 67 640: 12%|#2 | 5/40 [00:00<00:06, 5.30it/s] 13/499 4.32G 0.03106 0.01968 0.02127 61 640: 12%|#2 | 5/40 [00:01<00:06, 5.30it/s] 13/499 4.32G 0.03106 0.01968 0.02127 61 640: 15%|#5 | 6/40 [00:01<00:06, 5.17it/s] 13/499 4.32G 0.03125 0.01966 0.02148 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.17it/s] 13/499 4.32G 0.03125 0.01966 0.02148 72 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 13/499 4.32G 0.03088 0.02033 0.02134 89 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 13/499 4.32G 0.03088 0.02033 0.02134 89 640: 20%|## | 8/40 [00:01<00:05, 5.38it/s] 13/499 4.32G 0.03107 0.02048 0.02151 76 640: 20%|## | 8/40 [00:01<00:05, 5.38it/s] 13/499 4.32G 0.03107 0.02048 0.02151 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 13/499 4.32G 0.03116 0.02057 0.02148 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 13/499 4.32G 0.03116 0.02057 0.02148 72 640: 25%|##5 | 10/40 [00:01<00:05, 5.34it/s] 13/499 4.32G 0.03106 0.02039 0.02108 70 640: 25%|##5 | 10/40 [00:02<00:05, 5.34it/s] 13/499 4.32G 0.03106 0.02039 0.02108 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.41it/s] 13/499 4.32G 0.03113 0.02023 0.0209 62 640: 28%|##7 | 11/40 [00:02<00:05, 5.41it/s] 13/499 4.32G 0.03113 0.02023 0.0209 62 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 13/499 4.32G 0.03109 0.02047 0.02115 83 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 13/499 4.32G 0.03109 0.02047 0.02115 83 640: 32%|###2 | 13/40 [00:02<00:05, 5.28it/s] 13/499 4.32G 0.03117 0.02063 0.02104 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.28it/s] 13/499 4.32G 0.03117 0.02063 0.02104 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 13/499 4.32G 0.0313 0.02052 0.02087 64 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 13/499 4.32G 0.0313 0.02052 0.02087 64 640: 38%|###7 | 15/40 [00:02<00:04, 5.12it/s] 13/499 4.32G 0.03142 0.02075 0.02072 85 640: 38%|###7 | 15/40 [00:03<00:04, 5.12it/s] 13/499 4.32G 0.03142 0.02075 0.02072 85 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 13/499 4.32G 0.03122 0.02069 0.02078 72 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 13/499 4.32G 0.03122 0.02069 0.02078 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 13/499 4.32G 0.03127 0.02061 0.02079 69 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 13/499 4.32G 0.03127 0.02061 0.02079 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.23it/s] 13/499 4.32G 0.03118 0.02072 0.02105 82 640: 45%|####5 | 18/40 [00:03<00:04, 5.23it/s] 13/499 4.32G 0.03118 0.02072 0.02105 82 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 13/499 4.32G 0.03111 0.02063 0.02097 73 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 13/499 4.32G 0.03111 0.02063 0.02097 73 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 13/499 4.32G 0.03101 0.02072 0.021 92 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 13/499 4.32G 0.03101 0.02072 0.021 92 640: 52%|#####2 | 21/40 [00:03<00:03, 5.23it/s] 13/499 4.32G 0.031 0.02075 0.02108 82 640: 52%|#####2 | 21/40 [00:04<00:03, 5.23it/s] 13/499 4.32G 0.031 0.02075 0.02108 82 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 13/499 4.32G 0.03105 0.02097 0.02126 91 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 13/499 4.32G 0.03105 0.02097 0.02126 91 640: 57%|#####7 | 23/40 [00:04<00:03, 5.39it/s] 13/499 4.32G 0.03117 0.02096 0.02131 62 640: 57%|#####7 | 23/40 [00:04<00:03, 5.39it/s] 13/499 4.32G 0.03117 0.02096 0.02131 62 640: 60%|###### | 24/40 [00:04<00:03, 5.23it/s] 13/499 4.32G 0.03112 0.02092 0.02128 65 640: 60%|###### | 24/40 [00:04<00:03, 5.23it/s] 13/499 4.32G 0.03112 0.02092 0.02128 65 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 13/499 4.32G 0.03113 0.02085 0.02105 70 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 13/499 4.32G 0.03113 0.02085 0.02105 70 640: 65%|######5 | 26/40 [00:04<00:02, 5.40it/s] 13/499 4.32G 0.03103 0.02079 0.02106 72 640: 65%|######5 | 26/40 [00:05<00:02, 5.40it/s] 13/499 4.32G 0.03103 0.02079 0.02106 72 640: 68%|######7 | 27/40 [00:05<00:02, 5.26it/s] 13/499 4.32G 0.03103 0.02078 0.02116 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.26it/s] 13/499 4.32G 0.03103 0.02078 0.02116 70 640: 70%|####### | 28/40 [00:05<00:02, 5.33it/s] 13/499 4.32G 0.03091 0.0207 0.02128 63 640: 70%|####### | 28/40 [00:05<00:02, 5.33it/s] 13/499 4.32G 0.03091 0.0207 0.02128 63 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 13/499 4.32G 0.03084 0.0206 0.02138 60 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 13/499 4.32G 0.03084 0.0206 0.02138 60 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 13/499 4.32G 0.03074 0.02054 0.02123 67 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 13/499 4.32G 0.03074 0.02054 0.02123 67 640: 78%|#######7 | 31/40 [00:05<00:01, 5.31it/s] 13/499 4.32G 0.03081 0.02058 0.02117 79 640: 78%|#######7 | 31/40 [00:06<00:01, 5.31it/s] 13/499 4.32G 0.03081 0.02058 0.02117 79 640: 80%|######## | 32/40 [00:06<00:01, 5.38it/s] 13/499 4.32G 0.03073 0.0205 0.02123 69 640: 80%|######## | 32/40 [00:06<00:01, 5.38it/s] 13/499 4.32G 0.03073 0.0205 0.02123 69 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 13/499 4.32G 0.03071 0.02074 0.02114 106 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 13/499 4.32G 0.03071 0.02074 0.02114 106 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 13/499 4.32G 0.03076 0.02078 0.02114 78 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 13/499 4.32G 0.03076 0.02078 0.02114 78 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 13/499 4.32G 0.03068 0.02073 0.0214 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 13/499 4.32G 0.03068 0.02073 0.0214 68 640: 90%|######### | 36/40 [00:06<00:00, 5.16it/s] 13/499 4.32G 0.0307 0.02085 0.0214 88 640: 90%|######### | 36/40 [00:07<00:00, 5.16it/s] 13/499 4.32G 0.0307 0.02085 0.0214 88 640: 92%|#########2| 37/40 [00:07<00:00, 5.24it/s] 13/499 4.32G 0.03076 0.02088 0.02135 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.24it/s] 13/499 4.32G 0.03076 0.02088 0.02135 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 13/499 4.32G 0.03081 0.02093 0.02142 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 13/499 4.32G 0.03081 0.02093 0.02142 75 640: 98%|#########7| 39/40 [00:07<00:00, 5.16it/s] 13/499 4.32G 0.03062 0.02074 0.02142 25 640: 98%|#########7| 39/40 [00:07<00:00, 5.16it/s] 13/499 4.32G 0.03062 0.02074 0.02142 25 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] 13/499 4.32G 0.03062 0.02074 0.02142 25 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.86it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.06it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.59it/s] all 132 263 0.706 0.00582 0.00217 0.000516 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 14/499 4.32G 0.03014 0.02048 0.01903 70 640: 0%| | 0/40 [00:00<?, ?it/s] 14/499 4.32G 0.03014 0.02048 0.01903 70 640: 2%|2 | 1/40 [00:00<00:07, 5.16it/s] 14/499 4.32G 0.03005 0.01913 0.02027 64 640: 2%|2 | 1/40 [00:00<00:07, 5.16it/s] 14/499 4.32G 0.03005 0.01913 0.02027 64 640: 5%|5 | 2/40 [00:00<00:07, 5.04it/s] 14/499 4.32G 0.03048 0.02058 0.02077 79 640: 5%|5 | 2/40 [00:00<00:07, 5.04it/s] 14/499 4.32G 0.03048 0.02058 0.02077 79 640: 8%|7 | 3/40 [00:00<00:07, 5.27it/s] 14/499 4.32G 0.03064 0.02006 0.02047 66 640: 8%|7 | 3/40 [00:00<00:07, 5.27it/s] 14/499 4.32G 0.03064 0.02006 0.02047 66 640: 10%|# | 4/40 [00:00<00:06, 5.37it/s] 14/499 4.32G 0.03099 0.02035 0.0208 73 640: 10%|# | 4/40 [00:00<00:06, 5.37it/s] 14/499 4.32G 0.03099 0.02035 0.0208 73 640: 12%|#2 | 5/40 [00:00<00:06, 5.19it/s] 14/499 4.32G 0.0314 0.02049 0.0203 73 640: 12%|#2 | 5/40 [00:01<00:06, 5.19it/s] 14/499 4.32G 0.0314 0.02049 0.0203 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.18it/s] 14/499 4.32G 0.031 0.02008 0.01985 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.18it/s] 14/499 4.32G 0.031 0.02008 0.01985 68 640: 18%|#7 | 7/40 [00:01<00:06, 5.29it/s] 14/499 4.32G 0.03086 0.02009 0.01985 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.29it/s] 14/499 4.32G 0.03086 0.02009 0.01985 76 640: 20%|## | 8/40 [00:01<00:06, 5.16it/s] 14/499 4.32G 0.03078 0.02025 0.02017 74 640: 20%|## | 8/40 [00:01<00:06, 5.16it/s] 14/499 4.32G 0.03078 0.02025 0.02017 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.27it/s] 14/499 4.32G 0.03041 0.02 0.02026 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.27it/s] 14/499 4.32G 0.03041 0.02 0.02026 65 640: 25%|##5 | 10/40 [00:01<00:05, 5.34it/s] 14/499 4.32G 0.03031 0.02018 0.02022 88 640: 25%|##5 | 10/40 [00:02<00:05, 5.34it/s] 14/499 4.32G 0.03031 0.02018 0.02022 88 640: 28%|##7 | 11/40 [00:02<00:05, 5.16it/s] 14/499 4.32G 0.03034 0.02035 0.02011 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.16it/s] 14/499 4.32G 0.03034 0.02035 0.02011 78 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 14/499 4.32G 0.03031 0.02039 0.02036 78 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 14/499 4.32G 0.03031 0.02039 0.02036 78 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 14/499 4.32G 0.03025 0.02041 0.02039 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 14/499 4.32G 0.03025 0.02041 0.02039 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.20it/s] 14/499 4.32G 0.03032 0.02034 0.02054 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.20it/s] 14/499 4.32G 0.03032 0.02034 0.02054 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.29it/s] 14/499 4.32G 0.03047 0.02029 0.02042 65 640: 38%|###7 | 15/40 [00:03<00:04, 5.29it/s] 14/499 4.32G 0.03047 0.02029 0.02042 65 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 14/499 4.32G 0.03053 0.02038 0.02056 75 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 14/499 4.32G 0.03053 0.02038 0.02056 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 14/499 4.32G 0.03054 0.02045 0.02057 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 14/499 4.32G 0.03054 0.02045 0.02057 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.26it/s] 14/499 4.32G 0.03057 0.02063 0.02059 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.26it/s] 14/499 4.32G 0.03057 0.02063 0.02059 79 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 14/499 4.32G 0.03051 0.0207 0.0206 82 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 14/499 4.32G 0.03051 0.0207 0.0206 82 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 14/499 4.32G 0.03047 0.02043 0.02053 57 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 14/499 4.32G 0.03047 0.02043 0.02053 57 640: 52%|#####2 | 21/40 [00:03<00:03, 5.30it/s] 14/499 4.32G 0.03041 0.0204 0.02058 70 640: 52%|#####2 | 21/40 [00:04<00:03, 5.30it/s] 14/499 4.32G 0.03041 0.0204 0.02058 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 14/499 4.32G 0.03039 0.02045 0.02058 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 14/499 4.32G 0.03039 0.02045 0.02058 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.19it/s] 14/499 4.32G 0.03036 0.02045 0.0208 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.19it/s] 14/499 4.32G 0.03036 0.02045 0.0208 73 640: 60%|###### | 24/40 [00:04<00:03, 5.25it/s] 14/499 4.32G 0.03036 0.02049 0.02074 80 640: 60%|###### | 24/40 [00:04<00:03, 5.25it/s] 14/499 4.32G 0.03036 0.02049 0.02074 80 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 14/499 4.32G 0.0303 0.02062 0.02075 86 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 14/499 4.32G 0.0303 0.02062 0.02075 86 640: 65%|######5 | 26/40 [00:04<00:02, 5.22it/s] 14/499 4.32G 0.03024 0.02056 0.02084 70 640: 65%|######5 | 26/40 [00:05<00:02, 5.22it/s] 14/499 4.32G 0.03024 0.02056 0.02084 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 14/499 4.32G 0.03019 0.0205 0.02084 69 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 14/499 4.32G 0.03019 0.0205 0.02084 69 640: 70%|####### | 28/40 [00:05<00:02, 5.36it/s] 14/499 4.32G 0.03007 0.02036 0.02072 62 640: 70%|####### | 28/40 [00:05<00:02, 5.36it/s] 14/499 4.32G 0.03007 0.02036 0.02072 62 640: 72%|#######2 | 29/40 [00:05<00:02, 5.14it/s] 14/499 4.32G 0.03002 0.02029 0.02065 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.14it/s] 14/499 4.32G 0.03002 0.02029 0.02065 67 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 14/499 4.32G 0.03006 0.0203 0.0208 71 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 14/499 4.32G 0.03006 0.0203 0.0208 71 640: 78%|#######7 | 31/40 [00:05<00:01, 5.33it/s] 14/499 4.32G 0.03006 0.02029 0.02081 75 640: 78%|#######7 | 31/40 [00:06<00:01, 5.33it/s] 14/499 4.32G 0.03006 0.02029 0.02081 75 640: 80%|######## | 32/40 [00:06<00:01, 5.21it/s] 14/499 4.32G 0.03003 0.02041 0.02082 83 640: 80%|######## | 32/40 [00:06<00:01, 5.21it/s] 14/499 4.32G 0.03003 0.02041 0.02082 83 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 14/499 4.32G 0.03005 0.02029 0.02086 61 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 14/499 4.32G 0.03005 0.02029 0.02086 61 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 14/499 4.32G 0.03004 0.02026 0.02078 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 14/499 4.32G 0.03004 0.02026 0.02078 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.14it/s] 14/499 4.32G 0.03005 0.02021 0.02095 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.14it/s] 14/499 4.32G 0.03005 0.02021 0.02095 69 640: 90%|######### | 36/40 [00:06<00:00, 5.23it/s] 14/499 4.32G 0.02995 0.02017 0.02092 67 640: 90%|######### | 36/40 [00:07<00:00, 5.23it/s] 14/499 4.32G 0.02995 0.02017 0.02092 67 640: 92%|#########2| 37/40 [00:07<00:00, 5.32it/s] 14/499 4.32G 0.02985 0.02021 0.02083 78 640: 92%|#########2| 37/40 [00:07<00:00, 5.32it/s] 14/499 4.32G 0.02985 0.02021 0.02083 78 640: 95%|#########5| 38/40 [00:07<00:00, 5.18it/s] 14/499 4.32G 0.02983 0.02021 0.02079 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.18it/s] 14/499 4.32G 0.02983 0.02021 0.02079 77 640: 98%|#########7| 39/40 [00:07<00:00, 5.27it/s] 14/499 4.32G 0.0299 0.02024 0.02087 40 640: 98%|#########7| 39/40 [00:07<00:00, 5.27it/s] 14/499 4.32G 0.0299 0.02024 0.02087 40 640: 100%|##########| 40/40 [00:07<00:00, 5.42it/s] 14/499 4.32G 0.0299 0.02024 0.02087 40 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.76it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.86it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.86it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.49it/s] all 132 263 0.587 0.0296 0.0329 0.0102 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 15/499 4.32G 0.02747 0.02334 0.02257 87 640: 0%| | 0/40 [00:00<?, ?it/s] 15/499 4.32G 0.02747 0.02334 0.02257 87 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 15/499 4.32G 0.02979 0.02155 0.02174 71 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 15/499 4.32G 0.02979 0.02155 0.02174 71 640: 5%|5 | 2/40 [00:00<00:07, 5.26it/s] 15/499 4.32G 0.03121 0.02281 0.02204 88 640: 5%|5 | 2/40 [00:00<00:07, 5.26it/s] 15/499 4.32G 0.03121 0.02281 0.02204 88 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 15/499 4.32G 0.03165 0.02313 0.02194 80 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 15/499 4.32G 0.03165 0.02313 0.02194 80 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 15/499 4.32G 0.03123 0.02198 0.02228 66 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 15/499 4.32G 0.03123 0.02198 0.02228 66 640: 12%|#2 | 5/40 [00:00<00:06, 5.25it/s] 15/499 4.32G 0.03096 0.02128 0.02177 68 640: 12%|#2 | 5/40 [00:01<00:06, 5.25it/s] 15/499 4.32G 0.03096 0.02128 0.02177 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 15/499 4.32G 0.03099 0.02141 0.02056 77 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 15/499 4.32G 0.03099 0.02141 0.02056 77 640: 18%|#7 | 7/40 [00:01<00:06, 5.11it/s] 15/499 4.32G 0.03083 0.02089 0.02081 63 640: 18%|#7 | 7/40 [00:01<00:06, 5.11it/s] 15/499 4.32G 0.03083 0.02089 0.02081 63 640: 20%|## | 8/40 [00:01<00:06, 5.21it/s] 15/499 4.32G 0.03071 0.02111 0.02078 81 640: 20%|## | 8/40 [00:01<00:06, 5.21it/s] 15/499 4.32G 0.03071 0.02111 0.02078 81 640: 22%|##2 | 9/40 [00:01<00:05, 5.28it/s] 15/499 4.32G 0.03066 0.02095 0.02194 73 640: 22%|##2 | 9/40 [00:01<00:05, 5.28it/s] 15/499 4.32G 0.03066 0.02095 0.02194 73 640: 25%|##5 | 10/40 [00:01<00:05, 5.16it/s] 15/499 4.32G 0.03048 0.02091 0.02156 78 640: 25%|##5 | 10/40 [00:02<00:05, 5.16it/s] 15/499 4.32G 0.03048 0.02091 0.02156 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 15/499 4.32G 0.03045 0.02082 0.02132 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 15/499 4.32G 0.03045 0.02082 0.02132 74 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 15/499 4.32G 0.0304 0.0208 0.02157 75 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 15/499 4.32G 0.0304 0.0208 0.02157 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.14it/s] 15/499 4.32G 0.03027 0.02093 0.02189 83 640: 32%|###2 | 13/40 [00:02<00:05, 5.14it/s] 15/499 4.32G 0.03027 0.02093 0.02189 83 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 15/499 4.32G 0.03046 0.02079 0.02213 66 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 15/499 4.32G 0.03046 0.02079 0.02213 66 640: 38%|###7 | 15/40 [00:02<00:04, 5.26it/s] 15/499 4.32G 0.03065 0.02089 0.0223 77 640: 38%|###7 | 15/40 [00:03<00:04, 5.26it/s] 15/499 4.32G 0.03065 0.02089 0.0223 77 640: 40%|#### | 16/40 [00:03<00:04, 5.13it/s] 15/499 4.32G 0.03072 0.02106 0.02233 87 640: 40%|#### | 16/40 [00:03<00:04, 5.13it/s] 15/499 4.32G 0.03072 0.02106 0.02233 87 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 15/499 4.32G 0.03083 0.02082 0.02258 53 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 15/499 4.32G 0.03083 0.02082 0.02258 53 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 15/499 4.32G 0.03074 0.02092 0.02236 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 15/499 4.32G 0.03074 0.02092 0.02236 77 640: 48%|####7 | 19/40 [00:03<00:04, 5.17it/s] 15/499 4.32G 0.03075 0.02085 0.02266 73 640: 48%|####7 | 19/40 [00:03<00:04, 5.17it/s] 15/499 4.32G 0.03075 0.02085 0.02266 73 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 15/499 4.32G 0.0307 0.02104 0.02276 91 640: 50%|##### | 20/40 [00:04<00:03, 5.24it/s] 15/499 4.32G 0.0307 0.02104 0.02276 91 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 15/499 4.32G 0.03059 0.02101 0.02264 80 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 15/499 4.32G 0.03059 0.02101 0.02264 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.10it/s] 15/499 4.32G 0.03064 0.02088 0.02246 60 640: 55%|#####5 | 22/40 [00:04<00:03, 5.10it/s] 15/499 4.32G 0.03064 0.02088 0.02246 60 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 15/499 4.32G 0.03064 0.02073 0.0225 61 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 15/499 4.32G 0.03064 0.02073 0.0225 61 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 15/499 4.32G 0.03055 0.02059 0.0224 65 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 15/499 4.32G 0.03055 0.02059 0.0224 65 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 15/499 4.32G 0.03048 0.02051 0.02237 67 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 15/499 4.32G 0.03048 0.02051 0.02237 67 640: 65%|######5 | 26/40 [00:04<00:02, 5.27it/s] 15/499 4.32G 0.03038 0.02057 0.02231 89 640: 65%|######5 | 26/40 [00:05<00:02, 5.27it/s] 15/499 4.32G 0.03038 0.02057 0.02231 89 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 15/499 4.32G 0.03031 0.0205 0.02236 66 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 15/499 4.32G 0.03031 0.0205 0.02236 66 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 15/499 4.32G 0.03023 0.02055 0.02229 86 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 15/499 4.32G 0.03023 0.02055 0.02229 86 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 15/499 4.32G 0.03014 0.02058 0.02242 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 15/499 4.32G 0.03014 0.02058 0.02242 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.40it/s] 15/499 4.32G 0.03011 0.02071 0.02245 89 640: 75%|#######5 | 30/40 [00:05<00:01, 5.40it/s] 15/499 4.32G 0.03011 0.02071 0.02245 89 640: 78%|#######7 | 31/40 [00:05<00:01, 5.26it/s] 15/499 4.32G 0.03009 0.02062 0.02247 64 640: 78%|#######7 | 31/40 [00:06<00:01, 5.26it/s] 15/499 4.32G 0.03009 0.02062 0.02247 64 640: 80%|######## | 32/40 [00:06<00:01, 5.34it/s] 15/499 4.32G 0.03019 0.02059 0.02254 70 640: 80%|######## | 32/40 [00:06<00:01, 5.34it/s] 15/499 4.32G 0.03019 0.02059 0.02254 70 640: 82%|########2 | 33/40 [00:06<00:01, 5.39it/s] 15/499 4.32G 0.03019 0.02066 0.02244 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.39it/s] 15/499 4.32G 0.03019 0.02066 0.02244 82 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 15/499 4.32G 0.03012 0.02067 0.02235 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 15/499 4.32G 0.03012 0.02067 0.02235 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 15/499 4.32G 0.03002 0.02064 0.02221 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 15/499 4.32G 0.03002 0.02064 0.02221 73 640: 90%|######### | 36/40 [00:06<00:00, 5.41it/s] 15/499 4.32G 0.02997 0.02068 0.02212 82 640: 90%|######### | 36/40 [00:07<00:00, 5.41it/s] 15/499 4.32G 0.02997 0.02068 0.02212 82 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 15/499 4.32G 0.02989 0.02066 0.02193 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 15/499 4.32G 0.02989 0.02066 0.02193 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.32it/s] 15/499 4.32G 0.02986 0.02073 0.02202 87 640: 95%|#########5| 38/40 [00:07<00:00, 5.32it/s] 15/499 4.32G 0.02986 0.02073 0.02202 87 640: 98%|#########7| 39/40 [00:07<00:00, 5.38it/s] 15/499 4.32G 0.0299 0.02085 0.02192 45 640: 98%|#########7| 39/40 [00:07<00:00, 5.38it/s] 15/499 4.32G 0.0299 0.02085 0.02192 45 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] 15/499 4.32G 0.0299 0.02085 0.02192 45 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.03it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.01it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.06it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.16it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.69it/s] all 132 263 0.0226 0.00877 0.00315 0.000578 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 16/499 4.32G 0.02846 0.01873 0.02307 63 640: 0%| | 0/40 [00:00<?, ?it/s] 16/499 4.32G 0.02846 0.01873 0.02307 63 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 16/499 4.32G 0.03085 0.01976 0.02488 68 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 16/499 4.32G 0.03085 0.01976 0.02488 68 640: 5%|5 | 2/40 [00:00<00:06, 5.56it/s] 16/499 4.32G 0.03099 0.02008 0.02247 73 640: 5%|5 | 2/40 [00:00<00:06, 5.56it/s] 16/499 4.32G 0.03099 0.02008 0.02247 73 640: 8%|7 | 3/40 [00:00<00:07, 5.28it/s] 16/499 4.32G 0.03038 0.01973 0.0247 69 640: 8%|7 | 3/40 [00:00<00:07, 5.28it/s] 16/499 4.32G 0.03038 0.01973 0.0247 69 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 16/499 4.32G 0.02977 0.02025 0.0237 83 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 16/499 4.32G 0.02977 0.02025 0.0237 83 640: 12%|#2 | 5/40 [00:00<00:06, 5.39it/s] 16/499 4.32G 0.02959 0.02062 0.02282 82 640: 12%|#2 | 5/40 [00:01<00:06, 5.39it/s] 16/499 4.32G 0.02959 0.02062 0.02282 82 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 16/499 4.32G 0.02885 0.02084 0.02213 90 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 16/499 4.32G 0.02885 0.02084 0.02213 90 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 16/499 4.32G 0.02894 0.02065 0.02206 65 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 16/499 4.32G 0.02894 0.02065 0.02206 65 640: 20%|## | 8/40 [00:01<00:05, 5.40it/s] 16/499 4.32G 0.0289 0.02113 0.02181 89 640: 20%|## | 8/40 [00:01<00:05, 5.40it/s] 16/499 4.32G 0.0289 0.02113 0.02181 89 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 16/499 4.32G 0.02892 0.02122 0.02178 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 16/499 4.32G 0.02892 0.02122 0.02178 78 640: 25%|##5 | 10/40 [00:01<00:05, 5.29it/s] 16/499 4.32G 0.02893 0.02099 0.02158 64 640: 25%|##5 | 10/40 [00:02<00:05, 5.29it/s] 16/499 4.32G 0.02893 0.02099 0.02158 64 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 16/499 4.32G 0.02898 0.02112 0.02197 86 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 16/499 4.32G 0.02898 0.02112 0.02197 86 640: 30%|### | 12/40 [00:02<00:05, 5.20it/s] 16/499 4.32G 0.02908 0.02107 0.02218 71 640: 30%|### | 12/40 [00:02<00:05, 5.20it/s] 16/499 4.32G 0.02908 0.02107 0.02218 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.29it/s] 16/499 4.32G 0.02915 0.02097 0.02202 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.29it/s] 16/499 4.32G 0.02915 0.02097 0.02202 72 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 16/499 4.32G 0.02942 0.02086 0.02249 67 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 16/499 4.32G 0.02942 0.02086 0.02249 67 640: 38%|###7 | 15/40 [00:02<00:04, 5.17it/s] 16/499 4.32G 0.02955 0.02079 0.02248 70 640: 38%|###7 | 15/40 [00:03<00:04, 5.17it/s] 16/499 4.32G 0.02955 0.02079 0.02248 70 640: 40%|#### | 16/40 [00:03<00:04, 5.27it/s] 16/499 4.32G 0.02965 0.02081 0.02257 75 640: 40%|#### | 16/40 [00:03<00:04, 5.27it/s] 16/499 4.32G 0.02965 0.02081 0.02257 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 16/499 4.32G 0.0298 0.02085 0.0227 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 16/499 4.32G 0.0298 0.02085 0.0227 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.17it/s] 16/499 4.32G 0.02974 0.02094 0.02258 87 640: 45%|####5 | 18/40 [00:03<00:04, 5.17it/s] 16/499 4.32G 0.02974 0.02094 0.02258 87 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 16/499 4.32G 0.02974 0.02101 0.02251 79 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 16/499 4.32G 0.02974 0.02101 0.02251 79 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 16/499 4.32G 0.02974 0.021 0.02244 73 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 16/499 4.32G 0.02974 0.021 0.02244 73 640: 52%|#####2 | 21/40 [00:03<00:03, 5.20it/s] 16/499 4.32G 0.02977 0.02098 0.0225 73 640: 52%|#####2 | 21/40 [00:04<00:03, 5.20it/s] 16/499 4.32G 0.02977 0.02098 0.0225 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 16/499 4.32G 0.02972 0.02091 0.02263 68 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 16/499 4.32G 0.02972 0.02091 0.02263 68 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 16/499 4.32G 0.02969 0.02098 0.02252 88 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 16/499 4.32G 0.02969 0.02098 0.02252 88 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 16/499 4.32G 0.02961 0.02089 0.02247 71 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 16/499 4.32G 0.02961 0.02089 0.02247 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 16/499 4.32G 0.0295 0.02106 0.02231 93 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 16/499 4.32G 0.0295 0.02106 0.02231 93 640: 65%|######5 | 26/40 [00:04<00:02, 5.36it/s] 16/499 4.32G 0.02955 0.02116 0.0221 82 640: 65%|######5 | 26/40 [00:05<00:02, 5.36it/s] 16/499 4.32G 0.02955 0.02116 0.0221 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 16/499 4.32G 0.0296 0.02117 0.02197 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 16/499 4.32G 0.0296 0.02117 0.02197 73 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 16/499 4.32G 0.02952 0.02106 0.02171 68 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 16/499 4.32G 0.02952 0.02106 0.02171 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.40it/s] 16/499 4.32G 0.02946 0.02096 0.02144 69 640: 72%|#######2 | 29/40 [00:05<00:02, 5.40it/s] 16/499 4.32G 0.02946 0.02096 0.02144 69 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 16/499 4.32G 0.02943 0.02088 0.02125 57 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 16/499 4.32G 0.02943 0.02088 0.02125 57 640: 78%|#######7 | 31/40 [00:05<00:01, 5.34it/s] 16/499 4.32G 0.02944 0.02086 0.02142 77 640: 78%|#######7 | 31/40 [00:06<00:01, 5.34it/s] 16/499 4.32G 0.02944 0.02086 0.02142 77 640: 80%|######## | 32/40 [00:06<00:01, 5.35it/s] 16/499 4.32G 0.02948 0.02088 0.02124 79 640: 80%|######## | 32/40 [00:06<00:01, 5.35it/s] 16/499 4.32G 0.02948 0.02088 0.02124 79 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 16/499 4.32G 0.02944 0.02085 0.0212 75 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 16/499 4.32G 0.02944 0.02085 0.0212 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 16/499 4.32G 0.02948 0.02085 0.02106 72 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 16/499 4.32G 0.02948 0.02085 0.02106 72 640: 88%|########7 | 35/40 [00:06<00:00, 5.39it/s] 16/499 4.32G 0.02946 0.02079 0.02103 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.39it/s] 16/499 4.32G 0.02946 0.02079 0.02103 71 640: 90%|######### | 36/40 [00:06<00:00, 5.24it/s] 16/499 4.32G 0.02951 0.02074 0.02097 64 640: 90%|######### | 36/40 [00:06<00:00, 5.24it/s] 16/499 4.32G 0.02951 0.02074 0.02097 64 640: 92%|#########2| 37/40 [00:06<00:00, 5.33it/s] 16/499 4.32G 0.0295 0.02075 0.02086 83 640: 92%|#########2| 37/40 [00:07<00:00, 5.33it/s] 16/499 4.32G 0.0295 0.02075 0.02086 83 640: 95%|#########5| 38/40 [00:07<00:00, 5.39it/s] 16/499 4.32G 0.02955 0.0208 0.02083 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.39it/s] 16/499 4.32G 0.02955 0.0208 0.02083 79 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 16/499 4.32G 0.02956 0.02084 0.02088 41 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 16/499 4.32G 0.02956 0.02084 0.02088 41 640: 100%|##########| 40/40 [00:07<00:00, 5.40it/s] 16/499 4.32G 0.02956 0.02084 0.02088 41 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.61it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.78it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.99it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.49it/s] all 132 263 0.206 0.0389 0.0225 0.00805 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 17/499 4.32G 0.02836 0.02021 0.01467 75 640: 0%| | 0/40 [00:00<?, ?it/s] 17/499 4.32G 0.02836 0.02021 0.01467 75 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 17/499 4.32G 0.02926 0.02209 0.0181 91 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 17/499 4.32G 0.02926 0.02209 0.0181 91 640: 5%|5 | 2/40 [00:00<00:07, 5.16it/s] 17/499 4.32G 0.03018 0.02352 0.01902 94 640: 5%|5 | 2/40 [00:00<00:07, 5.16it/s] 17/499 4.32G 0.03018 0.02352 0.01902 94 640: 8%|7 | 3/40 [00:00<00:06, 5.31it/s] 17/499 4.32G 0.03149 0.02276 0.01938 68 640: 8%|7 | 3/40 [00:00<00:06, 5.31it/s] 17/499 4.32G 0.03149 0.02276 0.01938 68 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 17/499 4.32G 0.03137 0.0233 0.01953 99 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 17/499 4.32G 0.03137 0.0233 0.01953 99 640: 12%|#2 | 5/40 [00:00<00:06, 5.20it/s] 17/499 4.32G 0.03083 0.02312 0.01922 91 640: 12%|#2 | 5/40 [00:01<00:06, 5.20it/s] 17/499 4.32G 0.03083 0.02312 0.01922 91 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 17/499 4.32G 0.0312 0.02304 0.01973 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 17/499 4.32G 0.0312 0.02304 0.01973 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 17/499 4.32G 0.03111 0.02279 0.02011 77 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 17/499 4.32G 0.03111 0.02279 0.02011 77 640: 20%|## | 8/40 [00:01<00:06, 5.18it/s] 17/499 4.32G 0.03103 0.02237 0.02007 71 640: 20%|## | 8/40 [00:01<00:06, 5.18it/s] 17/499 4.32G 0.03103 0.02237 0.02007 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 17/499 4.32G 0.03101 0.02245 0.0201 79 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 17/499 4.32G 0.03101 0.02245 0.0201 79 640: 25%|##5 | 10/40 [00:01<00:05, 5.34it/s] 17/499 4.32G 0.0312 0.02222 0.02043 68 640: 25%|##5 | 10/40 [00:02<00:05, 5.34it/s] 17/499 4.32G 0.0312 0.02222 0.02043 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.19it/s] 17/499 4.32G 0.03135 0.02236 0.02067 87 640: 28%|##7 | 11/40 [00:02<00:05, 5.19it/s] 17/499 4.32G 0.03135 0.02236 0.02067 87 640: 30%|### | 12/40 [00:02<00:05, 5.27it/s] 17/499 4.32G 0.03124 0.02221 0.02044 72 640: 30%|### | 12/40 [00:02<00:05, 5.27it/s] 17/499 4.32G 0.03124 0.02221 0.02044 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.31it/s] 17/499 4.32G 0.03119 0.02222 0.02034 80 640: 32%|###2 | 13/40 [00:02<00:05, 5.31it/s] 17/499 4.32G 0.03119 0.02222 0.02034 80 640: 35%|###5 | 14/40 [00:02<00:05, 5.16it/s] 17/499 4.32G 0.03116 0.02193 0.02021 67 640: 35%|###5 | 14/40 [00:02<00:05, 5.16it/s] 17/499 4.32G 0.03116 0.02193 0.02021 67 640: 38%|###7 | 15/40 [00:02<00:04, 5.24it/s] 17/499 4.32G 0.03108 0.02192 0.01999 83 640: 38%|###7 | 15/40 [00:03<00:04, 5.24it/s] 17/499 4.32G 0.03108 0.02192 0.01999 83 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 17/499 4.32G 0.03102 0.02203 0.01998 88 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 17/499 4.32G 0.03102 0.02203 0.01998 88 640: 42%|####2 | 17/40 [00:03<00:04, 5.13it/s] 17/499 4.32G 0.03095 0.02187 0.02007 69 640: 42%|####2 | 17/40 [00:03<00:04, 5.13it/s] 17/499 4.32G 0.03095 0.02187 0.02007 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 17/499 4.32G 0.03088 0.02183 0.02004 83 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 17/499 4.32G 0.03088 0.02183 0.02004 83 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 17/499 4.32G 0.03069 0.0217 0.02019 70 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 17/499 4.32G 0.03069 0.0217 0.02019 70 640: 50%|##### | 20/40 [00:03<00:03, 5.18it/s] 17/499 4.32G 0.03053 0.02157 0.02 67 640: 50%|##### | 20/40 [00:03<00:03, 5.18it/s] 17/499 4.32G 0.03053 0.02157 0.02 67 640: 52%|#####2 | 21/40 [00:03<00:03, 5.27it/s] 17/499 4.32G 0.03049 0.02166 0.01995 83 640: 52%|#####2 | 21/40 [00:04<00:03, 5.27it/s] 17/499 4.32G 0.03049 0.02166 0.01995 83 640: 55%|#####5 | 22/40 [00:04<00:03, 5.34it/s] 17/499 4.32G 0.03044 0.02149 0.02009 53 640: 55%|#####5 | 22/40 [00:04<00:03, 5.34it/s] 17/499 4.32G 0.03044 0.02149 0.02009 53 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 17/499 4.32G 0.03039 0.0215 0.02002 87 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 17/499 4.32G 0.03039 0.0215 0.02002 87 640: 60%|###### | 24/40 [00:04<00:03, 5.29it/s] 17/499 4.32G 0.03032 0.02147 0.01992 81 640: 60%|###### | 24/40 [00:04<00:03, 5.29it/s] 17/499 4.32G 0.03032 0.02147 0.01992 81 640: 62%|######2 | 25/40 [00:04<00:02, 5.38it/s] 17/499 4.32G 0.03026 0.02131 0.01988 67 640: 62%|######2 | 25/40 [00:04<00:02, 5.38it/s] 17/499 4.32G 0.03026 0.02131 0.01988 67 640: 65%|######5 | 26/40 [00:04<00:02, 5.24it/s] 17/499 4.32G 0.03027 0.0214 0.01977 82 640: 65%|######5 | 26/40 [00:05<00:02, 5.24it/s] 17/499 4.32G 0.03027 0.0214 0.01977 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 17/499 4.32G 0.03025 0.02133 0.01971 69 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 17/499 4.32G 0.03025 0.02133 0.01971 69 640: 70%|####### | 28/40 [00:05<00:02, 5.37it/s] 17/499 4.32G 0.03032 0.02124 0.01962 66 640: 70%|####### | 28/40 [00:05<00:02, 5.37it/s] 17/499 4.32G 0.03032 0.02124 0.01962 66 640: 72%|#######2 | 29/40 [00:05<00:02, 5.20it/s] 17/499 4.32G 0.03034 0.02126 0.01973 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.20it/s] 17/499 4.32G 0.03034 0.02126 0.01973 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 17/499 4.32G 0.03036 0.02124 0.01975 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 17/499 4.32G 0.03036 0.02124 0.01975 68 640: 78%|#######7 | 31/40 [00:05<00:01, 5.36it/s] 17/499 4.32G 0.0303 0.02117 0.01998 71 640: 78%|#######7 | 31/40 [00:06<00:01, 5.36it/s] 17/499 4.32G 0.0303 0.02117 0.01998 71 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 17/499 4.32G 0.03026 0.0211 0.01988 70 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 17/499 4.32G 0.03026 0.0211 0.01988 70 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 17/499 4.32G 0.03027 0.02125 0.0198 101 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 17/499 4.32G 0.03027 0.02125 0.0198 101 640: 85%|########5 | 34/40 [00:06<00:01, 5.37it/s] 17/499 4.32G 0.03028 0.02122 0.01993 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.37it/s] 17/499 4.32G 0.03028 0.02122 0.01993 76 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 17/499 4.32G 0.03034 0.02128 0.01994 84 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 17/499 4.32G 0.03034 0.02128 0.01994 84 640: 90%|######### | 36/40 [00:06<00:00, 5.31it/s] 17/499 4.32G 0.03031 0.02116 0.01999 63 640: 90%|######### | 36/40 [00:07<00:00, 5.31it/s] 17/499 4.32G 0.03031 0.02116 0.01999 63 640: 92%|#########2| 37/40 [00:07<00:00, 5.38it/s] 17/499 4.32G 0.03023 0.02107 0.01992 66 640: 92%|#########2| 37/40 [00:07<00:00, 5.38it/s] 17/499 4.32G 0.03023 0.02107 0.01992 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 17/499 4.32G 0.03025 0.02096 0.02005 63 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 17/499 4.32G 0.03025 0.02096 0.02005 63 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 17/499 4.32G 0.03029 0.02113 0.02011 55 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 17/499 4.32G 0.03029 0.02113 0.02011 55 640: 100%|##########| 40/40 [00:07<00:00, 5.46it/s] 17/499 4.32G 0.03029 0.02113 0.02011 55 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.70it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.83it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.81it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.44it/s] all 132 263 0.227 0.0324 0.0232 0.0104 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 18/499 4.32G 0.02924 0.01907 0.01791 66 640: 0%| | 0/40 [00:00<?, ?it/s] 18/499 4.32G 0.02924 0.01907 0.01791 66 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 18/499 4.32G 0.03095 0.02054 0.01933 82 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 18/499 4.32G 0.03095 0.02054 0.01933 82 640: 5%|5 | 2/40 [00:00<00:07, 5.25it/s] 18/499 4.32G 0.03135 0.02026 0.01894 68 640: 5%|5 | 2/40 [00:00<00:07, 5.25it/s] 18/499 4.32G 0.03135 0.02026 0.01894 68 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 18/499 4.32G 0.03129 0.02007 0.01867 74 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 18/499 4.32G 0.03129 0.02007 0.01867 74 640: 10%|# | 4/40 [00:00<00:06, 5.18it/s] 18/499 4.32G 0.03066 0.02032 0.01888 87 640: 10%|# | 4/40 [00:00<00:06, 5.18it/s] 18/499 4.32G 0.03066 0.02032 0.01888 87 640: 12%|#2 | 5/40 [00:00<00:06, 5.30it/s] 18/499 4.32G 0.03044 0.02095 0.01927 86 640: 12%|#2 | 5/40 [00:01<00:06, 5.30it/s] 18/499 4.32G 0.03044 0.02095 0.01927 86 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 18/499 4.32G 0.03037 0.02078 0.01986 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 18/499 4.32G 0.03037 0.02078 0.01986 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 18/499 4.32G 0.0299 0.02077 0.01944 77 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 18/499 4.32G 0.0299 0.02077 0.01944 77 640: 20%|## | 8/40 [00:01<00:06, 5.28it/s] 18/499 4.32G 0.02989 0.02086 0.01932 80 640: 20%|## | 8/40 [00:01<00:06, 5.28it/s] 18/499 4.32G 0.02989 0.02086 0.01932 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 18/499 4.32G 0.02955 0.02071 0.01935 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 18/499 4.32G 0.02955 0.02071 0.01935 74 640: 25%|##5 | 10/40 [00:01<00:05, 5.20it/s] 18/499 4.32G 0.02965 0.02083 0.01994 85 640: 25%|##5 | 10/40 [00:02<00:05, 5.20it/s] 18/499 4.32G 0.02965 0.02083 0.01994 85 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 18/499 4.32G 0.02957 0.02064 0.01978 63 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 18/499 4.32G 0.02957 0.02064 0.01978 63 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 18/499 4.32G 0.02971 0.0207 0.01983 76 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 18/499 4.32G 0.02971 0.0207 0.01983 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.16it/s] 18/499 4.32G 0.02971 0.02055 0.01982 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.16it/s] 18/499 4.32G 0.02971 0.02055 0.01982 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 18/499 4.32G 0.02948 0.02019 0.01967 61 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 18/499 4.32G 0.02948 0.02019 0.01967 61 640: 38%|###7 | 15/40 [00:02<00:04, 5.28it/s] 18/499 4.32G 0.0296 0.02028 0.02003 81 640: 38%|###7 | 15/40 [00:03<00:04, 5.28it/s] 18/499 4.32G 0.0296 0.02028 0.02003 81 640: 40%|#### | 16/40 [00:03<00:04, 5.16it/s] 18/499 4.32G 0.02952 0.02012 0.01996 63 640: 40%|#### | 16/40 [00:03<00:04, 5.16it/s] 18/499 4.32G 0.02952 0.02012 0.01996 63 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 18/499 4.32G 0.02955 0.02012 0.0199 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 18/499 4.32G 0.02955 0.02012 0.0199 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 18/499 4.32G 0.02951 0.02007 0.0196 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 18/499 4.32G 0.02951 0.02007 0.0196 73 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 18/499 4.32G 0.0295 0.02015 0.01966 80 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 18/499 4.32G 0.0295 0.02015 0.01966 80 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 18/499 4.32G 0.02946 0.02027 0.01991 84 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 18/499 4.32G 0.02946 0.02027 0.01991 84 640: 52%|#####2 | 21/40 [00:03<00:03, 5.28it/s] 18/499 4.32G 0.02949 0.02027 0.01993 72 640: 52%|#####2 | 21/40 [00:04<00:03, 5.28it/s] 18/499 4.32G 0.02949 0.02027 0.01993 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.18it/s] 18/499 4.32G 0.02959 0.0203 0.01984 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.18it/s] 18/499 4.32G 0.02959 0.0203 0.01984 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.26it/s] 18/499 4.32G 0.02958 0.02052 0.0198 97 640: 57%|#####7 | 23/40 [00:04<00:03, 5.26it/s] 18/499 4.32G 0.02958 0.02052 0.0198 97 640: 60%|###### | 24/40 [00:04<00:02, 5.35it/s] 18/499 4.32G 0.02963 0.02048 0.01977 74 640: 60%|###### | 24/40 [00:04<00:02, 5.35it/s] 18/499 4.32G 0.02963 0.02048 0.01977 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.22it/s] 18/499 4.32G 0.02963 0.02056 0.01973 81 640: 62%|######2 | 25/40 [00:04<00:02, 5.22it/s] 18/499 4.32G 0.02963 0.02056 0.01973 81 640: 65%|######5 | 26/40 [00:04<00:02, 5.31it/s] 18/499 4.32G 0.02951 0.02054 0.01966 82 640: 65%|######5 | 26/40 [00:05<00:02, 5.31it/s] 18/499 4.32G 0.02951 0.02054 0.01966 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.37it/s] 18/499 4.32G 0.02951 0.02054 0.01974 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.37it/s] 18/499 4.32G 0.02951 0.02054 0.01974 76 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 18/499 4.32G 0.02956 0.02051 0.01967 81 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 18/499 4.32G 0.02956 0.02051 0.01967 81 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 18/499 4.32G 0.02946 0.0205 0.01956 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 18/499 4.32G 0.02946 0.0205 0.01956 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.40it/s] 18/499 4.32G 0.02954 0.02053 0.01959 80 640: 75%|#######5 | 30/40 [00:05<00:01, 5.40it/s] 18/499 4.32G 0.02954 0.02053 0.01959 80 640: 78%|#######7 | 31/40 [00:05<00:01, 5.17it/s] 18/499 4.32G 0.02951 0.0205 0.01959 70 640: 78%|#######7 | 31/40 [00:06<00:01, 5.17it/s] 18/499 4.32G 0.02951 0.0205 0.01959 70 640: 80%|######## | 32/40 [00:06<00:01, 5.23it/s] 18/499 4.32G 0.02945 0.02045 0.01952 70 640: 80%|######## | 32/40 [00:06<00:01, 5.23it/s] 18/499 4.32G 0.02945 0.02045 0.01952 70 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 18/499 4.32G 0.02937 0.02032 0.0194 59 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 18/499 4.32G 0.02937 0.02032 0.0194 59 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 18/499 4.32G 0.02945 0.02019 0.01925 57 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 18/499 4.32G 0.02945 0.02019 0.01925 57 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 18/499 4.32G 0.02954 0.02018 0.01932 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 18/499 4.32G 0.02954 0.02018 0.01932 75 640: 90%|######### | 36/40 [00:06<00:00, 5.40it/s] 18/499 4.32G 0.02957 0.02011 0.01934 68 640: 90%|######### | 36/40 [00:07<00:00, 5.40it/s] 18/499 4.32G 0.02957 0.02011 0.01934 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.23it/s] 18/499 4.32G 0.02959 0.02016 0.01934 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.23it/s] 18/499 4.32G 0.02959 0.02016 0.01934 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.32it/s] 18/499 4.32G 0.0296 0.02011 0.01924 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.32it/s] 18/499 4.32G 0.0296 0.02011 0.01924 70 640: 98%|#########7| 39/40 [00:07<00:00, 5.39it/s] 18/499 4.32G 0.0297 0.02003 0.01922 32 640: 98%|#########7| 39/40 [00:07<00:00, 5.39it/s] 18/499 4.32G 0.0297 0.02003 0.01922 32 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] 18/499 4.32G 0.0297 0.02003 0.01922 32 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.31it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.35it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.33it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.36it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 4.93it/s] all 132 263 0.141 0.153 0.103 0.0427 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 19/499 4.32G 0.02986 0.02044 0.02055 72 640: 0%| | 0/40 [00:00<?, ?it/s] 19/499 4.32G 0.02986 0.02044 0.02055 72 640: 2%|2 | 1/40 [00:00<00:07, 5.26it/s] 19/499 4.32G 0.03014 0.02199 0.01948 85 640: 2%|2 | 1/40 [00:00<00:07, 5.26it/s] 19/499 4.32G 0.03014 0.02199 0.01948 85 640: 5%|5 | 2/40 [00:00<00:06, 5.44it/s] 19/499 4.32G 0.02991 0.02119 0.01762 70 640: 5%|5 | 2/40 [00:00<00:06, 5.44it/s] 19/499 4.32G 0.02991 0.02119 0.01762 70 640: 8%|7 | 3/40 [00:00<00:07, 5.15it/s] 19/499 4.32G 0.0293 0.02165 0.01721 81 640: 8%|7 | 3/40 [00:00<00:07, 5.15it/s] 19/499 4.32G 0.0293 0.02165 0.01721 81 640: 10%|# | 4/40 [00:00<00:06, 5.25it/s] 19/499 4.32G 0.02947 0.02228 0.01648 87 640: 10%|# | 4/40 [00:00<00:06, 5.25it/s] 19/499 4.32G 0.02947 0.02228 0.01648 87 640: 12%|#2 | 5/40 [00:00<00:06, 5.37it/s] 19/499 4.32G 0.02929 0.02215 0.017 80 640: 12%|#2 | 5/40 [00:01<00:06, 5.37it/s] 19/499 4.32G 0.02929 0.02215 0.017 80 640: 15%|#5 | 6/40 [00:01<00:06, 5.21it/s] 19/499 4.32G 0.02898 0.02175 0.01659 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.21it/s] 19/499 4.32G 0.02898 0.02175 0.01659 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.28it/s] 19/499 4.32G 0.02881 0.02162 0.01699 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.28it/s] 19/499 4.32G 0.02881 0.02162 0.01699 69 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 19/499 4.32G 0.02886 0.0215 0.01726 73 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 19/499 4.32G 0.02886 0.0215 0.01726 73 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 19/499 4.32G 0.02904 0.02127 0.01714 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 19/499 4.32G 0.02904 0.02127 0.01714 70 640: 25%|##5 | 10/40 [00:01<00:05, 5.29it/s] 19/499 4.32G 0.02889 0.02101 0.01785 69 640: 25%|##5 | 10/40 [00:02<00:05, 5.29it/s] 19/499 4.32G 0.02889 0.02101 0.01785 69 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 19/499 4.32G 0.02883 0.0207 0.01833 62 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 19/499 4.32G 0.02883 0.0207 0.01833 62 640: 30%|### | 12/40 [00:02<00:05, 5.13it/s] 19/499 4.32G 0.02907 0.02082 0.01848 79 640: 30%|### | 12/40 [00:02<00:05, 5.13it/s] 19/499 4.32G 0.02907 0.02082 0.01848 79 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 19/499 4.32G 0.02907 0.02096 0.01838 85 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 19/499 4.32G 0.02907 0.02096 0.01838 85 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 19/499 4.32G 0.02906 0.02106 0.01842 82 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 19/499 4.32G 0.02906 0.02106 0.01842 82 640: 38%|###7 | 15/40 [00:02<00:04, 5.07it/s] 19/499 4.32G 0.02902 0.02117 0.01858 86 640: 38%|###7 | 15/40 [00:03<00:04, 5.07it/s] 19/499 4.32G 0.02902 0.02117 0.01858 86 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 19/499 4.32G 0.02899 0.02109 0.01856 63 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 19/499 4.32G 0.02899 0.02109 0.01856 63 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 19/499 4.32G 0.02904 0.02103 0.01842 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 19/499 4.32G 0.02904 0.02103 0.01842 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.11it/s] 19/499 4.32G 0.02915 0.02106 0.01825 81 640: 45%|####5 | 18/40 [00:03<00:04, 5.11it/s] 19/499 4.32G 0.02915 0.02106 0.01825 81 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 19/499 4.32G 0.02904 0.02099 0.01807 78 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 19/499 4.32G 0.02904 0.02099 0.01807 78 640: 50%|##### | 20/40 [00:03<00:03, 5.19it/s] 19/499 4.32G 0.0291 0.02086 0.01819 61 640: 50%|##### | 20/40 [00:04<00:03, 5.19it/s] 19/499 4.32G 0.0291 0.02086 0.01819 61 640: 52%|#####2 | 21/40 [00:04<00:03, 5.03it/s] 19/499 4.32G 0.02901 0.02079 0.01802 70 640: 52%|#####2 | 21/40 [00:04<00:03, 5.03it/s] 19/499 4.32G 0.02901 0.02079 0.01802 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.11it/s] 19/499 4.32G 0.02885 0.02063 0.01806 65 640: 55%|#####5 | 22/40 [00:04<00:03, 5.11it/s] 19/499 4.32G 0.02885 0.02063 0.01806 65 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 19/499 4.32G 0.02891 0.02069 0.018 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 19/499 4.32G 0.02891 0.02069 0.018 79 640: 60%|###### | 24/40 [00:04<00:03, 5.16it/s] 19/499 4.32G 0.02888 0.02063 0.01799 71 640: 60%|###### | 24/40 [00:04<00:03, 5.16it/s] 19/499 4.32G 0.02888 0.02063 0.01799 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 19/499 4.32G 0.02889 0.02073 0.01803 86 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 19/499 4.32G 0.02889 0.02073 0.01803 86 640: 65%|######5 | 26/40 [00:04<00:02, 5.38it/s] 19/499 4.32G 0.02878 0.02063 0.0179 70 640: 65%|######5 | 26/40 [00:05<00:02, 5.38it/s] 19/499 4.32G 0.02878 0.02063 0.0179 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 19/499 4.32G 0.0289 0.02061 0.01807 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 19/499 4.32G 0.0289 0.02061 0.01807 74 640: 70%|####### | 28/40 [00:05<00:02, 5.33it/s] 19/499 4.32G 0.02885 0.02054 0.01806 70 640: 70%|####### | 28/40 [00:05<00:02, 5.33it/s] 19/499 4.32G 0.02885 0.02054 0.01806 70 640: 72%|#######2 | 29/40 [00:05<00:02, 5.39it/s] 19/499 4.32G 0.02887 0.02049 0.01801 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.39it/s] 19/499 4.32G 0.02887 0.02049 0.01801 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 19/499 4.32G 0.02884 0.02053 0.01802 84 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 19/499 4.32G 0.02884 0.02053 0.01802 84 640: 78%|#######7 | 31/40 [00:05<00:01, 5.29it/s] 19/499 4.32G 0.02871 0.02047 0.01832 76 640: 78%|#######7 | 31/40 [00:06<00:01, 5.29it/s] 19/499 4.32G 0.02871 0.02047 0.01832 76 640: 80%|######## | 32/40 [00:06<00:01, 5.35it/s] 19/499 4.32G 0.02866 0.02055 0.01824 82 640: 80%|######## | 32/40 [00:06<00:01, 5.35it/s] 19/499 4.32G 0.02866 0.02055 0.01824 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.23it/s] 19/499 4.32G 0.02853 0.02056 0.01802 80 640: 82%|########2 | 33/40 [00:06<00:01, 5.23it/s] 19/499 4.32G 0.02853 0.02056 0.01802 80 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 19/499 4.32G 0.02853 0.02056 0.01815 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 19/499 4.32G 0.02853 0.02056 0.01815 76 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 19/499 4.32G 0.02844 0.02047 0.01809 64 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 19/499 4.32G 0.02844 0.02047 0.01809 64 640: 90%|######### | 36/40 [00:06<00:00, 5.21it/s] 19/499 4.32G 0.02832 0.02042 0.01818 70 640: 90%|######### | 36/40 [00:07<00:00, 5.21it/s] 19/499 4.32G 0.02832 0.02042 0.01818 70 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 19/499 4.32G 0.02826 0.0204 0.01819 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 19/499 4.32G 0.02826 0.0204 0.01819 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 19/499 4.32G 0.02824 0.02037 0.01816 82 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 19/499 4.32G 0.02824 0.02037 0.01816 82 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 19/499 4.32G 0.02816 0.0203 0.01807 34 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 19/499 4.32G 0.02816 0.0203 0.01807 34 640: 100%|##########| 40/40 [00:07<00:00, 5.36it/s] 19/499 4.32G 0.02816 0.0203 0.01807 34 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.06it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.10it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.06it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.16it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.71it/s] all 132 263 0.0138 0.00175 0.00349 0.00109 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 20/499 4.32G 0.02728 0.01918 0.02189 65 640: 0%| | 0/40 [00:00<?, ?it/s] 20/499 4.32G 0.02728 0.01918 0.02189 65 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 20/499 4.32G 0.0266 0.01835 0.02063 75 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 20/499 4.32G 0.0266 0.01835 0.02063 75 640: 5%|5 | 2/40 [00:00<00:07, 5.09it/s] 20/499 4.32G 0.0266 0.01856 0.01796 72 640: 5%|5 | 2/40 [00:00<00:07, 5.09it/s] 20/499 4.32G 0.0266 0.01856 0.01796 72 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 20/499 4.32G 0.02605 0.01808 0.01681 69 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 20/499 4.32G 0.02605 0.01808 0.01681 69 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 20/499 4.32G 0.02644 0.01855 0.01744 80 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 20/499 4.32G 0.02644 0.01855 0.01744 80 640: 12%|#2 | 5/40 [00:00<00:06, 5.18it/s] 20/499 4.32G 0.02666 0.01901 0.0177 79 640: 12%|#2 | 5/40 [00:01<00:06, 5.18it/s] 20/499 4.32G 0.02666 0.01901 0.0177 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 20/499 4.32G 0.02651 0.01911 0.01732 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 20/499 4.32G 0.02651 0.01911 0.01732 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 20/499 4.32G 0.02694 0.01957 0.01747 82 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 20/499 4.32G 0.02694 0.01957 0.01747 82 640: 20%|## | 8/40 [00:01<00:06, 5.17it/s] 20/499 4.32G 0.02703 0.01951 0.01704 75 640: 20%|## | 8/40 [00:01<00:06, 5.17it/s] 20/499 4.32G 0.02703 0.01951 0.01704 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 20/499 4.32G 0.02696 0.01936 0.01725 66 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 20/499 4.32G 0.02696 0.01936 0.01725 66 640: 25%|##5 | 10/40 [00:01<00:05, 5.30it/s] 20/499 4.32G 0.02712 0.01937 0.01727 71 640: 25%|##5 | 10/40 [00:02<00:05, 5.30it/s] 20/499 4.32G 0.02712 0.01937 0.01727 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.17it/s] 20/499 4.32G 0.02716 0.01915 0.01719 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.17it/s] 20/499 4.32G 0.02716 0.01915 0.01719 65 640: 30%|### | 12/40 [00:02<00:05, 5.17it/s] 20/499 4.32G 0.02737 0.01931 0.01791 71 640: 30%|### | 12/40 [00:02<00:05, 5.17it/s] 20/499 4.32G 0.02737 0.01931 0.01791 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 20/499 4.32G 0.02727 0.01918 0.01812 65 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 20/499 4.32G 0.02727 0.01918 0.01812 65 640: 35%|###5 | 14/40 [00:02<00:05, 5.15it/s] 20/499 4.32G 0.02718 0.01927 0.01784 79 640: 35%|###5 | 14/40 [00:02<00:05, 5.15it/s] 20/499 4.32G 0.02718 0.01927 0.01784 79 640: 38%|###7 | 15/40 [00:02<00:04, 5.22it/s] 20/499 4.32G 0.02714 0.01918 0.01749 67 640: 38%|###7 | 15/40 [00:03<00:04, 5.22it/s] 20/499 4.32G 0.02714 0.01918 0.01749 67 640: 40%|#### | 16/40 [00:03<00:04, 5.29it/s] 20/499 4.32G 0.02721 0.01936 0.01765 84 640: 40%|#### | 16/40 [00:03<00:04, 5.29it/s] 20/499 4.32G 0.02721 0.01936 0.01765 84 640: 42%|####2 | 17/40 [00:03<00:04, 5.17it/s] 20/499 4.32G 0.02703 0.01948 0.01789 84 640: 42%|####2 | 17/40 [00:03<00:04, 5.17it/s] 20/499 4.32G 0.02703 0.01948 0.01789 84 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 20/499 4.32G 0.02704 0.01959 0.01826 83 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 20/499 4.32G 0.02704 0.01959 0.01826 83 640: 48%|####7 | 19/40 [00:03<00:03, 5.31it/s] 20/499 4.32G 0.02685 0.0196 0.01817 79 640: 48%|####7 | 19/40 [00:03<00:03, 5.31it/s] 20/499 4.32G 0.02685 0.0196 0.01817 79 640: 50%|##### | 20/40 [00:03<00:03, 5.15it/s] 20/499 4.32G 0.02702 0.01961 0.0184 73 640: 50%|##### | 20/40 [00:04<00:03, 5.15it/s] 20/499 4.32G 0.02702 0.01961 0.0184 73 640: 52%|#####2 | 21/40 [00:04<00:03, 5.24it/s] 20/499 4.32G 0.0271 0.01964 0.01841 75 640: 52%|#####2 | 21/40 [00:04<00:03, 5.24it/s] 20/499 4.32G 0.0271 0.01964 0.01841 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 20/499 4.32G 0.02719 0.01958 0.01822 63 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 20/499 4.32G 0.02719 0.01958 0.01822 63 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 20/499 4.32G 0.02724 0.01951 0.0182 66 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 20/499 4.32G 0.02724 0.01951 0.0182 66 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 20/499 4.32G 0.02727 0.01963 0.0182 88 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 20/499 4.32G 0.02727 0.01963 0.0182 88 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 20/499 4.32G 0.02734 0.01954 0.01833 60 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 20/499 4.32G 0.02734 0.01954 0.01833 60 640: 65%|######5 | 26/40 [00:04<00:02, 5.16it/s] 20/499 4.32G 0.02737 0.01961 0.01836 81 640: 65%|######5 | 26/40 [00:05<00:02, 5.16it/s] 20/499 4.32G 0.02737 0.01961 0.01836 81 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 20/499 4.32G 0.02743 0.01957 0.01832 72 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 20/499 4.32G 0.02743 0.01957 0.01832 72 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 20/499 4.32G 0.02745 0.01959 0.01826 79 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 20/499 4.32G 0.02745 0.01959 0.01826 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 20/499 4.32G 0.02759 0.01953 0.01813 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 20/499 4.32G 0.02759 0.01953 0.01813 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 20/499 4.32G 0.0276 0.01966 0.01815 80 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 20/499 4.32G 0.0276 0.01966 0.01815 80 640: 78%|#######7 | 31/40 [00:05<00:01, 5.34it/s] 20/499 4.32G 0.02763 0.01977 0.01823 82 640: 78%|#######7 | 31/40 [00:06<00:01, 5.34it/s] 20/499 4.32G 0.02763 0.01977 0.01823 82 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 20/499 4.32G 0.0277 0.0197 0.01833 64 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 20/499 4.32G 0.0277 0.0197 0.01833 64 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 20/499 4.32G 0.02777 0.0197 0.0184 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 20/499 4.32G 0.02777 0.0197 0.0184 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 20/499 4.32G 0.02776 0.01976 0.01831 85 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 20/499 4.32G 0.02776 0.01976 0.01831 85 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 20/499 4.32G 0.02781 0.01976 0.01844 72 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 20/499 4.32G 0.02781 0.01976 0.01844 72 640: 90%|######### | 36/40 [00:06<00:00, 5.28it/s] 20/499 4.32G 0.02779 0.01971 0.01846 69 640: 90%|######### | 36/40 [00:07<00:00, 5.28it/s] 20/499 4.32G 0.02779 0.01971 0.01846 69 640: 92%|#########2| 37/40 [00:07<00:00, 5.37it/s] 20/499 4.32G 0.02782 0.01962 0.0185 58 640: 92%|#########2| 37/40 [00:07<00:00, 5.37it/s] 20/499 4.32G 0.02782 0.01962 0.0185 58 640: 95%|#########5| 38/40 [00:07<00:00, 5.17it/s] 20/499 4.32G 0.02787 0.01972 0.01858 85 640: 95%|#########5| 38/40 [00:07<00:00, 5.17it/s] 20/499 4.32G 0.02787 0.01972 0.01858 85 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 20/499 4.32G 0.02794 0.01971 0.01849 37 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 20/499 4.32G 0.02794 0.01971 0.01849 37 640: 100%|##########| 40/40 [00:07<00:00, 5.42it/s] 20/499 4.32G 0.02794 0.01971 0.01849 37 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.98it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.06it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.08it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.17it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.71it/s] all 132 263 0.397 0.00175 0.00147 0.00121 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 21/499 4.32G 0.02697 0.01732 0.02108 67 640: 0%| | 0/40 [00:00<?, ?it/s] 21/499 4.32G 0.02697 0.01732 0.02108 67 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 21/499 4.32G 0.03031 0.01981 0.02046 75 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 21/499 4.32G 0.03031 0.01981 0.02046 75 640: 5%|5 | 2/40 [00:00<00:07, 5.31it/s] 21/499 4.32G 0.03052 0.01831 0.01969 52 640: 5%|5 | 2/40 [00:00<00:07, 5.31it/s] 21/499 4.32G 0.03052 0.01831 0.01969 52 640: 8%|7 | 3/40 [00:00<00:06, 5.41it/s] 21/499 4.32G 0.03043 0.018 0.02039 65 640: 8%|7 | 3/40 [00:00<00:06, 5.41it/s] 21/499 4.32G 0.03043 0.018 0.02039 65 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 21/499 4.32G 0.03014 0.01837 0.01952 73 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 21/499 4.32G 0.03014 0.01837 0.01952 73 640: 12%|#2 | 5/40 [00:00<00:06, 5.31it/s] 21/499 4.32G 0.03026 0.01797 0.01925 60 640: 12%|#2 | 5/40 [00:01<00:06, 5.31it/s] 21/499 4.32G 0.03026 0.01797 0.01925 60 640: 15%|#5 | 6/40 [00:01<00:06, 5.40it/s] 21/499 4.32G 0.02973 0.01842 0.0191 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.40it/s] 21/499 4.32G 0.02973 0.01842 0.0191 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 21/499 4.32G 0.02953 0.01897 0.01861 91 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 21/499 4.32G 0.02953 0.01897 0.01861 91 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 21/499 4.32G 0.02961 0.01884 0.0187 66 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 21/499 4.32G 0.02961 0.01884 0.0187 66 640: 22%|##2 | 9/40 [00:01<00:05, 5.38it/s] 21/499 4.32G 0.03002 0.01883 0.01894 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.38it/s] 21/499 4.32G 0.03002 0.01883 0.01894 65 640: 25%|##5 | 10/40 [00:01<00:05, 5.22it/s] 21/499 4.32G 0.02991 0.01922 0.01866 91 640: 25%|##5 | 10/40 [00:02<00:05, 5.22it/s] 21/499 4.32G 0.02991 0.01922 0.01866 91 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 21/499 4.32G 0.02993 0.01918 0.01868 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 21/499 4.32G 0.02993 0.01918 0.01868 71 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 21/499 4.32G 0.02976 0.01919 0.01856 74 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 21/499 4.32G 0.02976 0.01919 0.01856 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 21/499 4.32G 0.03 0.01919 0.01854 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 21/499 4.32G 0.03 0.01919 0.01854 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 21/499 4.32G 0.03005 0.01913 0.01853 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 21/499 4.32G 0.03005 0.01913 0.01853 71 640: 38%|###7 | 15/40 [00:02<00:04, 5.35it/s] 21/499 4.32G 0.03008 0.01928 0.01853 76 640: 38%|###7 | 15/40 [00:03<00:04, 5.35it/s] 21/499 4.32G 0.03008 0.01928 0.01853 76 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 21/499 4.32G 0.03012 0.01926 0.0187 71 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 21/499 4.32G 0.03012 0.01926 0.0187 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 21/499 4.32G 0.03027 0.01935 0.01883 77 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 21/499 4.32G 0.03027 0.01935 0.01883 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 21/499 4.32G 0.03036 0.01917 0.01926 58 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 21/499 4.32G 0.03036 0.01917 0.01926 58 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 21/499 4.32G 0.03016 0.01908 0.01934 71 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 21/499 4.32G 0.03016 0.01908 0.01934 71 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 21/499 4.32G 0.03007 0.01924 0.01921 78 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 21/499 4.32G 0.03007 0.01924 0.01921 78 640: 52%|#####2 | 21/40 [00:03<00:03, 5.33it/s] 21/499 4.32G 0.02999 0.01932 0.01913 77 640: 52%|#####2 | 21/40 [00:04<00:03, 5.33it/s] 21/499 4.32G 0.02999 0.01932 0.01913 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.19it/s] 21/499 4.32G 0.02987 0.01954 0.01895 97 640: 55%|#####5 | 22/40 [00:04<00:03, 5.19it/s] 21/499 4.32G 0.02987 0.01954 0.01895 97 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 21/499 4.32G 0.02963 0.01958 0.01887 82 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 21/499 4.32G 0.02963 0.01958 0.01887 82 640: 60%|###### | 24/40 [00:04<00:02, 5.34it/s] 21/499 4.32G 0.02962 0.01946 0.01873 64 640: 60%|###### | 24/40 [00:04<00:02, 5.34it/s] 21/499 4.32G 0.02962 0.01946 0.01873 64 640: 62%|######2 | 25/40 [00:04<00:02, 5.17it/s] 21/499 4.32G 0.02961 0.01951 0.01878 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.17it/s] 21/499 4.32G 0.02961 0.01951 0.01878 74 640: 65%|######5 | 26/40 [00:04<00:02, 4.94it/s] 21/499 4.32G 0.02969 0.01953 0.01877 75 640: 65%|######5 | 26/40 [00:05<00:02, 4.94it/s] 21/499 4.32G 0.02969 0.01953 0.01877 75 640: 68%|######7 | 27/40 [00:05<00:02, 5.12it/s] 21/499 4.32G 0.02965 0.01956 0.01897 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.12it/s] 21/499 4.32G 0.02965 0.01956 0.01897 76 640: 70%|####### | 28/40 [00:05<00:02, 5.06it/s] 21/499 4.32G 0.02963 0.01964 0.01894 91 640: 70%|####### | 28/40 [00:05<00:02, 5.06it/s] 21/499 4.32G 0.02963 0.01964 0.01894 91 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 21/499 4.32G 0.02963 0.01961 0.01891 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 21/499 4.32G 0.02963 0.01961 0.01891 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 21/499 4.32G 0.02957 0.01953 0.01861 69 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 21/499 4.32G 0.02957 0.01953 0.01861 69 640: 78%|#######7 | 31/40 [00:05<00:01, 5.16it/s] 21/499 4.32G 0.02953 0.01957 0.0185 76 640: 78%|#######7 | 31/40 [00:06<00:01, 5.16it/s] 21/499 4.32G 0.02953 0.01957 0.0185 76 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 21/499 4.32G 0.02952 0.01967 0.01849 86 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 21/499 4.32G 0.02952 0.01967 0.01849 86 640: 82%|########2 | 33/40 [00:06<00:01, 5.35it/s] 21/499 4.32G 0.02943 0.01971 0.01848 84 640: 82%|########2 | 33/40 [00:06<00:01, 5.35it/s] 21/499 4.32G 0.02943 0.01971 0.01848 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 21/499 4.32G 0.02941 0.01964 0.01844 70 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 21/499 4.32G 0.02941 0.01964 0.01844 70 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 21/499 4.32G 0.02941 0.0197 0.01833 84 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 21/499 4.32G 0.02941 0.0197 0.01833 84 640: 90%|######### | 36/40 [00:06<00:00, 5.39it/s] 21/499 4.32G 0.02947 0.01962 0.0185 59 640: 90%|######### | 36/40 [00:07<00:00, 5.39it/s] 21/499 4.32G 0.02947 0.01962 0.0185 59 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 21/499 4.32G 0.02945 0.0197 0.01844 84 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 21/499 4.32G 0.02945 0.0197 0.01844 84 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 21/499 4.32G 0.02939 0.01956 0.01834 57 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 21/499 4.32G 0.02939 0.01956 0.01834 57 640: 98%|#########7| 39/40 [00:07<00:00, 5.37it/s] 21/499 4.32G 0.02932 0.01948 0.01827 27 640: 98%|#########7| 39/40 [00:07<00:00, 5.37it/s] 21/499 4.32G 0.02932 0.01948 0.01827 27 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] 21/499 4.32G 0.02932 0.01948 0.01827 27 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.46it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.53it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.53it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.59it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.14it/s] all 132 263 0.374 0.0707 0.0377 0.0159 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 22/499 4.32G 0.03283 0.02141 0.02085 80 640: 0%| | 0/40 [00:00<?, ?it/s] 22/499 4.32G 0.03283 0.02141 0.02085 80 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 22/499 4.32G 0.03001 0.02006 0.02096 74 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 22/499 4.32G 0.03001 0.02006 0.02096 74 640: 5%|5 | 2/40 [00:00<00:06, 5.56it/s] 22/499 4.32G 0.02957 0.0204 0.019 87 640: 5%|5 | 2/40 [00:00<00:06, 5.56it/s] 22/499 4.32G 0.02957 0.0204 0.019 87 640: 8%|7 | 3/40 [00:00<00:07, 5.27it/s] 22/499 4.32G 0.02866 0.01914 0.01867 65 640: 8%|7 | 3/40 [00:00<00:07, 5.27it/s] 22/499 4.32G 0.02866 0.01914 0.01867 65 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 22/499 4.32G 0.02875 0.01896 0.01768 69 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 22/499 4.32G 0.02875 0.01896 0.01768 69 640: 12%|#2 | 5/40 [00:00<00:06, 5.39it/s] 22/499 4.32G 0.02894 0.01982 0.01864 85 640: 12%|#2 | 5/40 [00:01<00:06, 5.39it/s] 22/499 4.32G 0.02894 0.01982 0.01864 85 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 22/499 4.32G 0.02856 0.0194 0.01835 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 22/499 4.32G 0.02856 0.0194 0.01835 68 640: 18%|#7 | 7/40 [00:01<00:06, 5.29it/s] 22/499 4.32G 0.02867 0.01928 0.01848 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.29it/s] 22/499 4.32G 0.02867 0.01928 0.01848 67 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 22/499 4.32G 0.02891 0.0193 0.01824 74 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 22/499 4.32G 0.02891 0.0193 0.01824 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 22/499 4.32G 0.02901 0.01952 0.01793 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 22/499 4.32G 0.02901 0.01952 0.01793 76 640: 25%|##5 | 10/40 [00:01<00:05, 5.27it/s] 22/499 4.32G 0.02929 0.01922 0.01815 54 640: 25%|##5 | 10/40 [00:02<00:05, 5.27it/s] 22/499 4.32G 0.02929 0.01922 0.01815 54 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 22/499 4.32G 0.02939 0.01902 0.0181 61 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 22/499 4.32G 0.02939 0.01902 0.0181 61 640: 30%|### | 12/40 [00:02<00:05, 5.19it/s] 22/499 4.32G 0.02939 0.01904 0.01792 72 640: 30%|### | 12/40 [00:02<00:05, 5.19it/s] 22/499 4.32G 0.02939 0.01904 0.01792 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.29it/s] 22/499 4.32G 0.02927 0.01889 0.01813 66 640: 32%|###2 | 13/40 [00:02<00:05, 5.29it/s] 22/499 4.32G 0.02927 0.01889 0.01813 66 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 22/499 4.32G 0.02911 0.01893 0.01836 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 22/499 4.32G 0.02911 0.01893 0.01836 71 640: 38%|###7 | 15/40 [00:02<00:04, 5.18it/s] 22/499 4.32G 0.02907 0.019 0.01841 78 640: 38%|###7 | 15/40 [00:03<00:04, 5.18it/s] 22/499 4.32G 0.02907 0.019 0.01841 78 640: 40%|#### | 16/40 [00:03<00:04, 5.29it/s] 22/499 4.32G 0.0291 0.01901 0.01867 77 640: 40%|#### | 16/40 [00:03<00:04, 5.29it/s] 22/499 4.32G 0.0291 0.01901 0.01867 77 640: 42%|####2 | 17/40 [00:03<00:04, 5.36it/s] 22/499 4.32G 0.02897 0.01916 0.01849 92 640: 42%|####2 | 17/40 [00:03<00:04, 5.36it/s] 22/499 4.32G 0.02897 0.01916 0.01849 92 640: 45%|####5 | 18/40 [00:03<00:04, 5.16it/s] 22/499 4.32G 0.02889 0.0193 0.01835 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.16it/s] 22/499 4.32G 0.02889 0.0193 0.01835 78 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 22/499 4.32G 0.02886 0.0193 0.01821 74 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 22/499 4.32G 0.02886 0.0193 0.01821 74 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 22/499 4.32G 0.0289 0.01926 0.01785 67 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 22/499 4.32G 0.0289 0.01926 0.01785 67 640: 52%|#####2 | 21/40 [00:03<00:03, 5.09it/s] 22/499 4.32G 0.02885 0.01933 0.01797 83 640: 52%|#####2 | 21/40 [00:04<00:03, 5.09it/s] 22/499 4.32G 0.02885 0.01933 0.01797 83 640: 55%|#####5 | 22/40 [00:04<00:03, 5.18it/s] 22/499 4.32G 0.02896 0.01936 0.01764 71 640: 55%|#####5 | 22/40 [00:04<00:03, 5.18it/s] 22/499 4.32G 0.02896 0.01936 0.01764 71 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 22/499 4.32G 0.02907 0.01935 0.0177 67 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 22/499 4.32G 0.02907 0.01935 0.0177 67 640: 60%|###### | 24/40 [00:04<00:03, 5.13it/s] 22/499 4.32G 0.02909 0.0193 0.01779 65 640: 60%|###### | 24/40 [00:04<00:03, 5.13it/s] 22/499 4.32G 0.02909 0.0193 0.01779 65 640: 62%|######2 | 25/40 [00:04<00:02, 5.22it/s] 22/499 4.32G 0.02902 0.01918 0.01766 65 640: 62%|######2 | 25/40 [00:04<00:02, 5.22it/s] 22/499 4.32G 0.02902 0.01918 0.01766 65 640: 65%|######5 | 26/40 [00:04<00:02, 5.30it/s] 22/499 4.32G 0.02902 0.01943 0.01761 98 640: 65%|######5 | 26/40 [00:05<00:02, 5.30it/s] 22/499 4.32G 0.02902 0.01943 0.01761 98 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 22/499 4.32G 0.02893 0.01935 0.01747 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 22/499 4.32G 0.02893 0.01935 0.01747 67 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 22/499 4.32G 0.02897 0.01933 0.01773 61 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 22/499 4.32G 0.02897 0.01933 0.01773 61 640: 72%|#######2 | 29/40 [00:05<00:02, 5.39it/s] 22/499 4.32G 0.02893 0.01931 0.01757 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.39it/s] 22/499 4.32G 0.02893 0.01931 0.01757 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 22/499 4.32G 0.02896 0.01915 0.01759 47 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 22/499 4.32G 0.02896 0.01915 0.01759 47 640: 78%|#######7 | 31/40 [00:05<00:01, 5.35it/s] 22/499 4.32G 0.02899 0.01924 0.01767 78 640: 78%|#######7 | 31/40 [00:06<00:01, 5.35it/s] 22/499 4.32G 0.02899 0.01924 0.01767 78 640: 80%|######## | 32/40 [00:06<00:01, 5.42it/s] 22/499 4.32G 0.029 0.01926 0.01774 74 640: 80%|######## | 32/40 [00:06<00:01, 5.42it/s] 22/499 4.32G 0.029 0.01926 0.01774 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 22/499 4.32G 0.02899 0.01932 0.01776 75 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 22/499 4.32G 0.02899 0.01932 0.01776 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.36it/s] 22/499 4.32G 0.02896 0.01935 0.01774 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.36it/s] 22/499 4.32G 0.02896 0.01935 0.01774 76 640: 88%|########7 | 35/40 [00:06<00:00, 5.37it/s] 22/499 4.32G 0.02894 0.01935 0.01775 76 640: 88%|########7 | 35/40 [00:06<00:00, 5.37it/s] 22/499 4.32G 0.02894 0.01935 0.01775 76 640: 90%|######### | 36/40 [00:06<00:00, 5.19it/s] 22/499 4.32G 0.02891 0.0194 0.01773 81 640: 90%|######### | 36/40 [00:07<00:00, 5.19it/s] 22/499 4.32G 0.02891 0.0194 0.01773 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 22/499 4.32G 0.02888 0.01944 0.01761 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 22/499 4.32G 0.02888 0.01944 0.01761 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 22/499 4.32G 0.02894 0.01947 0.01759 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 22/499 4.32G 0.02894 0.01947 0.01759 80 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 22/499 4.32G 0.02894 0.01953 0.01761 41 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 22/499 4.32G 0.02894 0.01953 0.01761 41 640: 100%|##########| 40/40 [00:07<00:00, 5.40it/s] 22/499 4.32G 0.02894 0.01953 0.01761 41 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.74it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.80it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.86it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.47it/s] all 132 263 0.204 0.0333 0.0159 0.00359 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 23/499 4.32G 0.02763 0.01487 0.01978 55 640: 0%| | 0/40 [00:00<?, ?it/s] 23/499 4.32G 0.02763 0.01487 0.01978 55 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 23/499 4.32G 0.02588 0.01643 0.01932 77 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 23/499 4.32G 0.02588 0.01643 0.01932 77 640: 5%|5 | 2/40 [00:00<00:07, 5.22it/s] 23/499 4.32G 0.02793 0.01844 0.01767 79 640: 5%|5 | 2/40 [00:00<00:07, 5.22it/s] 23/499 4.32G 0.02793 0.01844 0.01767 79 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 23/499 4.32G 0.02843 0.0174 0.01809 52 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 23/499 4.32G 0.02843 0.0174 0.01809 52 640: 10%|# | 4/40 [00:00<00:06, 5.31it/s] 23/499 4.32G 0.02921 0.01896 0.0176 98 640: 10%|# | 4/40 [00:00<00:06, 5.31it/s] 23/499 4.32G 0.02921 0.01896 0.0176 98 640: 12%|#2 | 5/40 [00:00<00:06, 5.18it/s] 23/499 4.32G 0.02871 0.01925 0.01711 76 640: 12%|#2 | 5/40 [00:01<00:06, 5.18it/s] 23/499 4.32G 0.02871 0.01925 0.01711 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 23/499 4.32G 0.0288 0.01942 0.01654 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 23/499 4.32G 0.0288 0.01942 0.01654 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 23/499 4.32G 0.02861 0.01938 0.0172 61 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 23/499 4.32G 0.02861 0.01938 0.0172 61 640: 20%|## | 8/40 [00:01<00:06, 5.21it/s] 23/499 4.32G 0.02815 0.01895 0.01741 57 640: 20%|## | 8/40 [00:01<00:06, 5.21it/s] 23/499 4.32G 0.02815 0.01895 0.01741 57 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 23/499 4.32G 0.02823 0.01909 0.01736 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 23/499 4.32G 0.02823 0.01909 0.01736 78 640: 25%|##5 | 10/40 [00:01<00:05, 5.38it/s] 23/499 4.32G 0.02826 0.01944 0.01763 86 640: 25%|##5 | 10/40 [00:02<00:05, 5.38it/s] 23/499 4.32G 0.02826 0.01944 0.01763 86 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 23/499 4.32G 0.02843 0.01938 0.01768 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 23/499 4.32G 0.02843 0.01938 0.01768 73 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 23/499 4.32G 0.02868 0.0192 0.01758 62 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 23/499 4.32G 0.02868 0.0192 0.01758 62 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 23/499 4.32G 0.02862 0.01933 0.01742 79 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 23/499 4.32G 0.02862 0.01933 0.01742 79 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 23/499 4.32G 0.02857 0.0194 0.01753 79 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 23/499 4.32G 0.02857 0.0194 0.01753 79 640: 38%|###7 | 15/40 [00:02<00:04, 5.32it/s] 23/499 4.32G 0.02825 0.01936 0.01744 77 640: 38%|###7 | 15/40 [00:03<00:04, 5.32it/s] 23/499 4.32G 0.02825 0.01936 0.01744 77 640: 40%|#### | 16/40 [00:03<00:04, 5.34it/s] 23/499 4.32G 0.02827 0.01967 0.01751 93 640: 40%|#### | 16/40 [00:03<00:04, 5.34it/s] 23/499 4.32G 0.02827 0.01967 0.01751 93 640: 42%|####2 | 17/40 [00:03<00:04, 5.18it/s] 23/499 4.32G 0.02823 0.01972 0.01739 83 640: 42%|####2 | 17/40 [00:03<00:04, 5.18it/s] 23/499 4.32G 0.02823 0.01972 0.01739 83 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 23/499 4.32G 0.02823 0.0195 0.0172 64 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 23/499 4.32G 0.02823 0.0195 0.0172 64 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 23/499 4.32G 0.02817 0.01944 0.01723 72 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 23/499 4.32G 0.02817 0.01944 0.01723 72 640: 50%|##### | 20/40 [00:03<00:03, 5.16it/s] 23/499 4.32G 0.02825 0.01946 0.01714 70 640: 50%|##### | 20/40 [00:03<00:03, 5.16it/s] 23/499 4.32G 0.02825 0.01946 0.01714 70 640: 52%|#####2 | 21/40 [00:03<00:03, 5.25it/s] 23/499 4.32G 0.02828 0.01952 0.0171 79 640: 52%|#####2 | 21/40 [00:04<00:03, 5.25it/s] 23/499 4.32G 0.02828 0.01952 0.0171 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 23/499 4.32G 0.02842 0.01967 0.01695 83 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 23/499 4.32G 0.02842 0.01967 0.01695 83 640: 57%|#####7 | 23/40 [00:04<00:03, 5.14it/s] 23/499 4.32G 0.02841 0.01974 0.01683 83 640: 57%|#####7 | 23/40 [00:04<00:03, 5.14it/s] 23/499 4.32G 0.02841 0.01974 0.01683 83 640: 60%|###### | 24/40 [00:04<00:03, 5.20it/s] 23/499 4.32G 0.02844 0.01976 0.01678 74 640: 60%|###### | 24/40 [00:04<00:03, 5.20it/s] 23/499 4.32G 0.02844 0.01976 0.01678 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 23/499 4.32G 0.02843 0.01968 0.0171 66 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 23/499 4.32G 0.02843 0.01968 0.0171 66 640: 65%|######5 | 26/40 [00:04<00:02, 5.17it/s] 23/499 4.32G 0.02844 0.0197 0.01725 87 640: 65%|######5 | 26/40 [00:05<00:02, 5.17it/s] 23/499 4.32G 0.02844 0.0197 0.01725 87 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 23/499 4.32G 0.02848 0.01979 0.01728 81 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 23/499 4.32G 0.02848 0.01979 0.01728 81 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 23/499 4.32G 0.0285 0.01985 0.01719 87 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 23/499 4.32G 0.0285 0.01985 0.01719 87 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 23/499 4.32G 0.02861 0.01997 0.0172 86 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 23/499 4.32G 0.02861 0.01997 0.0172 86 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 23/499 4.32G 0.02862 0.0198 0.01713 55 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 23/499 4.32G 0.02862 0.0198 0.01713 55 640: 78%|#######7 | 31/40 [00:05<00:01, 5.35it/s] 23/499 4.32G 0.02849 0.01972 0.01727 69 640: 78%|#######7 | 31/40 [00:06<00:01, 5.35it/s] 23/499 4.32G 0.02849 0.01972 0.01727 69 640: 80%|######## | 32/40 [00:06<00:01, 5.21it/s] 23/499 4.32G 0.0285 0.0197 0.01734 73 640: 80%|######## | 32/40 [00:06<00:01, 5.21it/s] 23/499 4.32G 0.0285 0.0197 0.01734 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 23/499 4.32G 0.02844 0.01964 0.01728 65 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 23/499 4.32G 0.02844 0.01964 0.01728 65 640: 85%|########5 | 34/40 [00:06<00:01, 5.36it/s] 23/499 4.32G 0.02842 0.01956 0.0172 70 640: 85%|########5 | 34/40 [00:06<00:01, 5.36it/s] 23/499 4.32G 0.02842 0.01956 0.0172 70 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 23/499 4.32G 0.02834 0.01944 0.0171 59 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 23/499 4.32G 0.02834 0.01944 0.0171 59 640: 90%|######### | 36/40 [00:06<00:00, 5.31it/s] 23/499 4.32G 0.02834 0.01962 0.01709 97 640: 90%|######### | 36/40 [00:07<00:00, 5.31it/s] 23/499 4.32G 0.02834 0.01962 0.01709 97 640: 92%|#########2| 37/40 [00:07<00:00, 5.37it/s] 23/499 4.32G 0.02827 0.01963 0.01699 83 640: 92%|#########2| 37/40 [00:07<00:00, 5.37it/s] 23/499 4.32G 0.02827 0.01963 0.01699 83 640: 95%|#########5| 38/40 [00:07<00:00, 5.22it/s] 23/499 4.32G 0.0282 0.0196 0.01686 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.22it/s] 23/499 4.32G 0.0282 0.0196 0.01686 75 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 23/499 4.32G 0.02818 0.01957 0.01673 37 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 23/499 4.32G 0.02818 0.01957 0.01673 37 640: 100%|##########| 40/40 [00:07<00:00, 5.39it/s] 23/499 4.32G 0.02818 0.01957 0.01673 37 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.98it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.08it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.05it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.17it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.71it/s] all 132 263 0.0094 0.0158 0.00289 0.000703 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 24/499 4.32G 0.02787 0.01972 0.02272 79 640: 0%| | 0/40 [00:00<?, ?it/s] 24/499 4.32G 0.02787 0.01972 0.02272 79 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 24/499 4.32G 0.02926 0.02071 0.01922 77 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 24/499 4.32G 0.02926 0.02071 0.01922 77 640: 5%|5 | 2/40 [00:00<00:07, 5.22it/s] 24/499 4.32G 0.02898 0.02005 0.01626 73 640: 5%|5 | 2/40 [00:00<00:07, 5.22it/s] 24/499 4.32G 0.02898 0.02005 0.01626 73 640: 8%|7 | 3/40 [00:00<00:06, 5.36it/s] 24/499 4.32G 0.02863 0.01931 0.01517 65 640: 8%|7 | 3/40 [00:00<00:06, 5.36it/s] 24/499 4.32G 0.02863 0.01931 0.01517 65 640: 10%|# | 4/40 [00:00<00:06, 5.17it/s] 24/499 4.32G 0.02883 0.01891 0.01473 62 640: 10%|# | 4/40 [00:00<00:06, 5.17it/s] 24/499 4.32G 0.02883 0.01891 0.01473 62 640: 12%|#2 | 5/40 [00:00<00:06, 5.28it/s] 24/499 4.32G 0.02879 0.01935 0.01461 82 640: 12%|#2 | 5/40 [00:01<00:06, 5.28it/s] 24/499 4.32G 0.02879 0.01935 0.01461 82 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 24/499 4.32G 0.02928 0.01945 0.01483 75 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 24/499 4.32G 0.02928 0.01945 0.01483 75 640: 18%|#7 | 7/40 [00:01<00:06, 5.16it/s] 24/499 4.32G 0.0291 0.01962 0.01551 77 640: 18%|#7 | 7/40 [00:01<00:06, 5.16it/s] 24/499 4.32G 0.0291 0.01962 0.01551 77 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 24/499 4.32G 0.02895 0.01984 0.01623 87 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 24/499 4.32G 0.02895 0.01984 0.01623 87 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 24/499 4.32G 0.02884 0.01955 0.01678 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 24/499 4.32G 0.02884 0.01955 0.01678 70 640: 25%|##5 | 10/40 [00:01<00:05, 5.11it/s] 24/499 4.32G 0.02851 0.01957 0.01698 80 640: 25%|##5 | 10/40 [00:02<00:05, 5.11it/s] 24/499 4.32G 0.02851 0.01957 0.01698 80 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 24/499 4.32G 0.02832 0.01943 0.01677 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 24/499 4.32G 0.02832 0.01943 0.01677 73 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 24/499 4.32G 0.02827 0.01964 0.01669 87 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 24/499 4.32G 0.02827 0.01964 0.01669 87 640: 32%|###2 | 13/40 [00:02<00:05, 5.19it/s] 24/499 4.32G 0.02813 0.01964 0.01635 85 640: 32%|###2 | 13/40 [00:02<00:05, 5.19it/s] 24/499 4.32G 0.02813 0.01964 0.01635 85 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 24/499 4.32G 0.02805 0.01971 0.01609 84 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 24/499 4.32G 0.02805 0.01971 0.01609 84 640: 38%|###7 | 15/40 [00:02<00:04, 5.30it/s] 24/499 4.32G 0.02804 0.0198 0.01606 85 640: 38%|###7 | 15/40 [00:03<00:04, 5.30it/s] 24/499 4.32G 0.02804 0.0198 0.01606 85 640: 40%|#### | 16/40 [00:03<00:04, 5.15it/s] 24/499 4.32G 0.02806 0.01969 0.01616 68 640: 40%|#### | 16/40 [00:03<00:04, 5.15it/s] 24/499 4.32G 0.02806 0.01969 0.01616 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 24/499 4.32G 0.02787 0.01976 0.01605 86 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 24/499 4.32G 0.02787 0.01976 0.01605 86 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 24/499 4.32G 0.02788 0.01989 0.01588 84 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 24/499 4.32G 0.02788 0.01989 0.01588 84 640: 48%|####7 | 19/40 [00:03<00:04, 5.15it/s] 24/499 4.32G 0.02779 0.01999 0.01588 89 640: 48%|####7 | 19/40 [00:03<00:04, 5.15it/s] 24/499 4.32G 0.02779 0.01999 0.01588 89 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 24/499 4.32G 0.02771 0.02001 0.01579 81 640: 50%|##### | 20/40 [00:04<00:03, 5.22it/s] 24/499 4.32G 0.02771 0.02001 0.01579 81 640: 52%|#####2 | 21/40 [00:04<00:03, 5.29it/s] 24/499 4.32G 0.02777 0.01986 0.01609 62 640: 52%|#####2 | 21/40 [00:04<00:03, 5.29it/s] 24/499 4.32G 0.02777 0.01986 0.01609 62 640: 55%|#####5 | 22/40 [00:04<00:03, 5.18it/s] 24/499 4.32G 0.02778 0.01992 0.0162 88 640: 55%|#####5 | 22/40 [00:04<00:03, 5.18it/s] 24/499 4.32G 0.02778 0.01992 0.0162 88 640: 57%|#####7 | 23/40 [00:04<00:03, 5.26it/s] 24/499 4.32G 0.02779 0.01985 0.01618 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.26it/s] 24/499 4.32G 0.02779 0.01985 0.01618 69 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 24/499 4.32G 0.02776 0.01992 0.01623 93 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 24/499 4.32G 0.02776 0.01992 0.01623 93 640: 62%|######2 | 25/40 [00:04<00:02, 5.11it/s] 24/499 4.32G 0.0278 0.01974 0.0163 61 640: 62%|######2 | 25/40 [00:04<00:02, 5.11it/s] 24/499 4.32G 0.0278 0.01974 0.0163 61 640: 65%|######5 | 26/40 [00:04<00:02, 5.18it/s] 24/499 4.32G 0.02789 0.01971 0.0164 81 640: 65%|######5 | 26/40 [00:05<00:02, 5.18it/s] 24/499 4.32G 0.02789 0.01971 0.0164 81 640: 68%|######7 | 27/40 [00:05<00:02, 5.27it/s] 24/499 4.32G 0.02786 0.01954 0.01633 62 640: 68%|######7 | 27/40 [00:05<00:02, 5.27it/s] 24/499 4.32G 0.02786 0.01954 0.01633 62 640: 70%|####### | 28/40 [00:05<00:02, 5.15it/s] 24/499 4.32G 0.02781 0.0196 0.01636 79 640: 70%|####### | 28/40 [00:05<00:02, 5.15it/s] 24/499 4.32G 0.02781 0.0196 0.01636 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 24/499 4.32G 0.02776 0.01962 0.01631 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 24/499 4.32G 0.02776 0.01962 0.01631 67 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 24/499 4.32G 0.02777 0.0197 0.0166 87 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 24/499 4.32G 0.02777 0.0197 0.0166 87 640: 78%|#######7 | 31/40 [00:05<00:01, 5.19it/s] 24/499 4.32G 0.0278 0.0197 0.01647 79 640: 78%|#######7 | 31/40 [00:06<00:01, 5.19it/s] 24/499 4.32G 0.0278 0.0197 0.01647 79 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 24/499 4.32G 0.02779 0.01973 0.01656 75 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 24/499 4.32G 0.02779 0.01973 0.01656 75 640: 82%|########2 | 33/40 [00:06<00:01, 5.37it/s] 24/499 4.32G 0.02783 0.01963 0.01668 62 640: 82%|########2 | 33/40 [00:06<00:01, 5.37it/s] 24/499 4.32G 0.02783 0.01963 0.01668 62 640: 85%|########5 | 34/40 [00:06<00:01, 5.23it/s] 24/499 4.32G 0.02788 0.01959 0.01668 66 640: 85%|########5 | 34/40 [00:06<00:01, 5.23it/s] 24/499 4.32G 0.02788 0.01959 0.01668 66 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 24/499 4.32G 0.02787 0.01954 0.01657 70 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 24/499 4.32G 0.02787 0.01954 0.01657 70 640: 90%|######### | 36/40 [00:06<00:00, 5.38it/s] 24/499 4.32G 0.02775 0.0195 0.01657 75 640: 90%|######### | 36/40 [00:07<00:00, 5.38it/s] 24/499 4.32G 0.02775 0.0195 0.01657 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.24it/s] 24/499 4.32G 0.0277 0.0194 0.01652 56 640: 92%|#########2| 37/40 [00:07<00:00, 5.24it/s] 24/499 4.32G 0.0277 0.0194 0.01652 56 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 24/499 4.32G 0.02768 0.01919 0.01655 40 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 24/499 4.32G 0.02768 0.01919 0.01655 40 640: 98%|#########7| 39/40 [00:07<00:00, 5.40it/s] 24/499 4.32G 0.02762 0.01929 0.0167 46 640: 98%|#########7| 39/40 [00:07<00:00, 5.40it/s] 24/499 4.32G 0.02762 0.01929 0.0167 46 640: 100%|##########| 40/40 [00:07<00:00, 5.33it/s] 24/499 4.32G 0.02762 0.01929 0.0167 46 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.11it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.11it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.13it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.24it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.78it/s] all 132 263 3.35e-05 0.00351 1.96e-05 5.67e-06 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 25/499 4.32G 0.02892 0.01835 0.01664 74 640: 0%| | 0/40 [00:00<?, ?it/s] 25/499 4.32G 0.02892 0.01835 0.01664 74 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 25/499 4.32G 0.02801 0.01967 0.01664 85 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 25/499 4.32G 0.02801 0.01967 0.01664 85 640: 5%|5 | 2/40 [00:00<00:06, 5.53it/s] 25/499 4.32G 0.02855 0.01967 0.01564 77 640: 5%|5 | 2/40 [00:00<00:06, 5.53it/s] 25/499 4.32G 0.02855 0.01967 0.01564 77 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 25/499 4.32G 0.02781 0.01904 0.01548 71 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 25/499 4.32G 0.02781 0.01904 0.01548 71 640: 10%|# | 4/40 [00:00<00:06, 5.36it/s] 25/499 4.32G 0.02768 0.01874 0.01455 74 640: 10%|# | 4/40 [00:00<00:06, 5.36it/s] 25/499 4.32G 0.02768 0.01874 0.01455 74 640: 12%|#2 | 5/40 [00:00<00:06, 5.42it/s] 25/499 4.32G 0.02773 0.01856 0.01483 66 640: 12%|#2 | 5/40 [00:01<00:06, 5.42it/s] 25/499 4.32G 0.02773 0.01856 0.01483 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 25/499 4.32G 0.02758 0.01821 0.01516 63 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 25/499 4.32G 0.02758 0.01821 0.01516 63 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 25/499 4.32G 0.0274 0.01888 0.01474 94 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 25/499 4.32G 0.0274 0.01888 0.01474 94 640: 20%|## | 8/40 [00:01<00:05, 5.40it/s] 25/499 4.32G 0.02731 0.01895 0.01462 81 640: 20%|## | 8/40 [00:01<00:05, 5.40it/s] 25/499 4.32G 0.02731 0.01895 0.01462 81 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 25/499 4.32G 0.02739 0.01871 0.01481 63 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 25/499 4.32G 0.02739 0.01871 0.01481 63 640: 25%|##5 | 10/40 [00:01<00:05, 5.30it/s] 25/499 4.32G 0.02744 0.01856 0.01541 70 640: 25%|##5 | 10/40 [00:02<00:05, 5.30it/s] 25/499 4.32G 0.02744 0.01856 0.01541 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 25/499 4.32G 0.02749 0.01869 0.01504 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 25/499 4.32G 0.02749 0.01869 0.01504 79 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 25/499 4.32G 0.02744 0.01871 0.01465 74 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 25/499 4.32G 0.02744 0.01871 0.01465 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 25/499 4.32G 0.02742 0.01869 0.01497 77 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 25/499 4.32G 0.02742 0.01869 0.01497 77 640: 35%|###5 | 14/40 [00:02<00:04, 5.36it/s] 25/499 4.32G 0.02744 0.01862 0.01519 69 640: 35%|###5 | 14/40 [00:02<00:04, 5.36it/s] 25/499 4.32G 0.02744 0.01862 0.01519 69 640: 38%|###7 | 15/40 [00:02<00:04, 5.22it/s] 25/499 4.32G 0.02731 0.0188 0.01517 91 640: 38%|###7 | 15/40 [00:03<00:04, 5.22it/s] 25/499 4.32G 0.02731 0.0188 0.01517 91 640: 40%|#### | 16/40 [00:03<00:04, 5.27it/s] 25/499 4.32G 0.02729 0.01869 0.01491 71 640: 40%|#### | 16/40 [00:03<00:04, 5.27it/s] 25/499 4.32G 0.02729 0.01869 0.01491 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.33it/s] 25/499 4.32G 0.02738 0.01869 0.01537 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.33it/s] 25/499 4.32G 0.02738 0.01869 0.01537 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.20it/s] 25/499 4.32G 0.02731 0.01881 0.01529 88 640: 45%|####5 | 18/40 [00:03<00:04, 5.20it/s] 25/499 4.32G 0.02731 0.01881 0.01529 88 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 25/499 4.32G 0.02723 0.0186 0.01511 59 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 25/499 4.32G 0.02723 0.0186 0.01511 59 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 25/499 4.32G 0.0271 0.01859 0.01483 80 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 25/499 4.32G 0.0271 0.01859 0.01483 80 640: 52%|#####2 | 21/40 [00:03<00:03, 5.22it/s] 25/499 4.32G 0.02706 0.01859 0.01471 71 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 25/499 4.32G 0.02706 0.01859 0.01471 71 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 25/499 4.32G 0.02698 0.01845 0.01499 61 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 25/499 4.32G 0.02698 0.01845 0.01499 61 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 25/499 4.32G 0.02688 0.01845 0.01507 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 25/499 4.32G 0.02688 0.01845 0.01507 73 640: 60%|###### | 24/40 [00:04<00:03, 5.13it/s] 25/499 4.32G 0.02688 0.01851 0.01502 76 640: 60%|###### | 24/40 [00:04<00:03, 5.13it/s] 25/499 4.32G 0.02688 0.01851 0.01502 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 25/499 4.32G 0.02677 0.01835 0.01484 59 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 25/499 4.32G 0.02677 0.01835 0.01484 59 640: 65%|######5 | 26/40 [00:04<00:02, 5.34it/s] 25/499 4.32G 0.02668 0.01834 0.01475 67 640: 65%|######5 | 26/40 [00:05<00:02, 5.34it/s] 25/499 4.32G 0.02668 0.01834 0.01475 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 25/499 4.32G 0.02671 0.01852 0.01487 96 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 25/499 4.32G 0.02671 0.01852 0.01487 96 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 25/499 4.32G 0.02674 0.01843 0.01497 64 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 25/499 4.32G 0.02674 0.01843 0.01497 64 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 25/499 4.32G 0.02675 0.01836 0.01505 60 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 25/499 4.32G 0.02675 0.01836 0.01505 60 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 25/499 4.32G 0.02672 0.01835 0.01514 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 25/499 4.32G 0.02672 0.01835 0.01514 76 640: 78%|#######7 | 31/40 [00:05<00:01, 5.27it/s] 25/499 4.32G 0.02676 0.01835 0.01501 71 640: 78%|#######7 | 31/40 [00:06<00:01, 5.27it/s] 25/499 4.32G 0.02676 0.01835 0.01501 71 640: 80%|######## | 32/40 [00:06<00:01, 5.36it/s] 25/499 4.32G 0.02678 0.0183 0.01498 65 640: 80%|######## | 32/40 [00:06<00:01, 5.36it/s] 25/499 4.32G 0.02678 0.0183 0.01498 65 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 25/499 4.32G 0.02689 0.0184 0.01504 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 25/499 4.32G 0.02689 0.0184 0.01504 82 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 25/499 4.32G 0.02697 0.01838 0.01508 64 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 25/499 4.32G 0.02697 0.01838 0.01508 64 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 25/499 4.32G 0.02701 0.01829 0.01517 61 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 25/499 4.32G 0.02701 0.01829 0.01517 61 640: 90%|######### | 36/40 [00:06<00:00, 5.22it/s] 25/499 4.32G 0.02704 0.0183 0.01517 73 640: 90%|######### | 36/40 [00:07<00:00, 5.22it/s] 25/499 4.32G 0.02704 0.0183 0.01517 73 640: 92%|#########2| 37/40 [00:07<00:00, 5.22it/s] 25/499 4.32G 0.02707 0.01824 0.01537 65 640: 92%|#########2| 37/40 [00:07<00:00, 5.22it/s] 25/499 4.32G 0.02707 0.01824 0.01537 65 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 25/499 4.32G 0.02706 0.01816 0.01561 58 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 25/499 4.32G 0.02706 0.01816 0.01561 58 640: 98%|#########7| 39/40 [00:07<00:00, 5.15it/s] 25/499 4.32G 0.02699 0.01808 0.0157 34 640: 98%|#########7| 39/40 [00:07<00:00, 5.15it/s] 25/499 4.32G 0.02699 0.01808 0.0157 34 640: 100%|##########| 40/40 [00:07<00:00, 5.34it/s] 25/499 4.32G 0.02699 0.01808 0.0157 34 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.75it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.86it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.98it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.50it/s] all 132 263 0.0225 0.028 0.00589 0.00161 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 26/499 4.32G 0.02474 0.01851 0.0157 77 640: 0%| | 0/40 [00:00<?, ?it/s] 26/499 4.32G 0.02474 0.01851 0.0157 77 640: 2%|2 | 1/40 [00:00<00:07, 5.49it/s] 26/499 4.32G 0.0257 0.01719 0.01743 65 640: 2%|2 | 1/40 [00:00<00:07, 5.49it/s] 26/499 4.32G 0.0257 0.01719 0.01743 65 640: 5%|5 | 2/40 [00:00<00:07, 5.12it/s] 26/499 4.32G 0.02615 0.0175 0.01598 69 640: 5%|5 | 2/40 [00:00<00:07, 5.12it/s] 26/499 4.32G 0.02615 0.0175 0.01598 69 640: 8%|7 | 3/40 [00:00<00:07, 5.28it/s] 26/499 4.32G 0.02665 0.01813 0.01755 78 640: 8%|7 | 3/40 [00:00<00:07, 5.28it/s] 26/499 4.32G 0.02665 0.01813 0.01755 78 640: 10%|# | 4/40 [00:00<00:06, 5.37it/s] 26/499 4.32G 0.02657 0.01845 0.01713 82 640: 10%|# | 4/40 [00:00<00:06, 5.37it/s] 26/499 4.32G 0.02657 0.01845 0.01713 82 640: 12%|#2 | 5/40 [00:00<00:06, 5.21it/s] 26/499 4.32G 0.02649 0.01885 0.01673 85 640: 12%|#2 | 5/40 [00:01<00:06, 5.21it/s] 26/499 4.32G 0.02649 0.01885 0.01673 85 640: 15%|#5 | 6/40 [00:01<00:06, 5.28it/s] 26/499 4.32G 0.02634 0.01875 0.01662 77 640: 15%|#5 | 6/40 [00:01<00:06, 5.28it/s] 26/499 4.32G 0.02634 0.01875 0.01662 77 640: 18%|#7 | 7/40 [00:01<00:06, 5.37it/s] 26/499 4.32G 0.02656 0.01907 0.01713 83 640: 18%|#7 | 7/40 [00:01<00:06, 5.37it/s] 26/499 4.32G 0.02656 0.01907 0.01713 83 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 26/499 4.32G 0.02682 0.0192 0.01747 68 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 26/499 4.32G 0.02682 0.0192 0.01747 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.29it/s] 26/499 4.32G 0.0268 0.01935 0.01717 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.29it/s] 26/499 4.32G 0.0268 0.01935 0.01717 78 640: 25%|##5 | 10/40 [00:01<00:05, 5.38it/s] 26/499 4.32G 0.02683 0.01968 0.01686 87 640: 25%|##5 | 10/40 [00:02<00:05, 5.38it/s] 26/499 4.32G 0.02683 0.01968 0.01686 87 640: 28%|##7 | 11/40 [00:02<00:05, 4.85it/s] 26/499 4.32G 0.02693 0.02002 0.01712 95 640: 28%|##7 | 11/40 [00:02<00:05, 4.85it/s] 26/499 4.32G 0.02693 0.02002 0.01712 95 640: 30%|### | 12/40 [00:02<00:05, 5.01it/s] 26/499 4.32G 0.0269 0.02019 0.01713 87 640: 30%|### | 12/40 [00:02<00:05, 5.01it/s] 26/499 4.32G 0.0269 0.02019 0.01713 87 640: 32%|###2 | 13/40 [00:02<00:05, 5.13it/s] 26/499 4.32G 0.02695 0.01981 0.01667 60 640: 32%|###2 | 13/40 [00:02<00:05, 5.13it/s] 26/499 4.32G 0.02695 0.01981 0.01667 60 640: 35%|###5 | 14/40 [00:02<00:05, 5.07it/s] 26/499 4.32G 0.02702 0.02 0.01667 87 640: 35%|###5 | 14/40 [00:02<00:05, 5.07it/s] 26/499 4.32G 0.02702 0.02 0.01667 87 640: 38%|###7 | 15/40 [00:02<00:04, 5.21it/s] 26/499 4.32G 0.0268 0.01951 0.01637 49 640: 38%|###7 | 15/40 [00:03<00:04, 5.21it/s] 26/499 4.32G 0.0268 0.01951 0.01637 49 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 26/499 4.32G 0.02683 0.01961 0.01611 86 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 26/499 4.32G 0.02683 0.01961 0.01611 86 640: 42%|####2 | 17/40 [00:03<00:04, 5.18it/s] 26/499 4.32G 0.02669 0.01948 0.0163 70 640: 42%|####2 | 17/40 [00:03<00:04, 5.18it/s] 26/499 4.32G 0.02669 0.01948 0.0163 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 26/499 4.32G 0.02657 0.01956 0.01636 83 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 26/499 4.32G 0.02657 0.01956 0.01636 83 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 26/499 4.32G 0.02652 0.01967 0.01608 87 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 26/499 4.32G 0.02652 0.01967 0.01608 87 640: 50%|##### | 20/40 [00:03<00:03, 5.17it/s] 26/499 4.32G 0.02651 0.01978 0.01611 80 640: 50%|##### | 20/40 [00:04<00:03, 5.17it/s] 26/499 4.32G 0.02651 0.01978 0.01611 80 640: 52%|#####2 | 21/40 [00:04<00:03, 5.27it/s] 26/499 4.32G 0.02643 0.01968 0.0162 76 640: 52%|#####2 | 21/40 [00:04<00:03, 5.27it/s] 26/499 4.32G 0.02643 0.01968 0.0162 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 26/499 4.32G 0.02638 0.01956 0.01606 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 26/499 4.32G 0.02638 0.01956 0.01606 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.14it/s] 26/499 4.32G 0.02632 0.0195 0.01582 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.14it/s] 26/499 4.32G 0.02632 0.0195 0.01582 78 640: 60%|###### | 24/40 [00:04<00:03, 5.15it/s] 26/499 4.32G 0.02627 0.01943 0.01574 72 640: 60%|###### | 24/40 [00:04<00:03, 5.15it/s] 26/499 4.32G 0.02627 0.01943 0.01574 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.26it/s] 26/499 4.32G 0.02622 0.01939 0.0156 70 640: 62%|######2 | 25/40 [00:04<00:02, 5.26it/s] 26/499 4.32G 0.02622 0.01939 0.0156 70 640: 65%|######5 | 26/40 [00:04<00:02, 5.14it/s] 26/499 4.32G 0.02627 0.0193 0.01561 67 640: 65%|######5 | 26/40 [00:05<00:02, 5.14it/s] 26/499 4.32G 0.02627 0.0193 0.01561 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 26/499 4.32G 0.02625 0.01927 0.01562 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 26/499 4.32G 0.02625 0.01927 0.01562 73 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 26/499 4.32G 0.02619 0.01919 0.01581 68 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 26/499 4.32G 0.02619 0.01919 0.01581 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.14it/s] 26/499 4.32G 0.02621 0.01912 0.01578 66 640: 72%|#######2 | 29/40 [00:05<00:02, 5.14it/s] 26/499 4.32G 0.02621 0.01912 0.01578 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 26/499 4.32G 0.02617 0.01921 0.01582 82 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 26/499 4.32G 0.02617 0.01921 0.01582 82 640: 78%|#######7 | 31/40 [00:05<00:01, 5.32it/s] 26/499 4.32G 0.02613 0.01928 0.01582 76 640: 78%|#######7 | 31/40 [00:06<00:01, 5.32it/s] 26/499 4.32G 0.02613 0.01928 0.01582 76 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 26/499 4.32G 0.02621 0.01928 0.01601 73 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 26/499 4.32G 0.02621 0.01928 0.01601 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 26/499 4.32G 0.02623 0.01935 0.016 85 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 26/499 4.32G 0.02623 0.01935 0.016 85 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 26/499 4.32G 0.02626 0.01928 0.01598 67 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 26/499 4.32G 0.02626 0.01928 0.01598 67 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 26/499 4.32G 0.02627 0.01924 0.0162 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 26/499 4.32G 0.02627 0.01924 0.0162 75 640: 90%|######### | 36/40 [00:06<00:00, 5.26it/s] 26/499 4.32G 0.02628 0.0192 0.01617 72 640: 90%|######### | 36/40 [00:07<00:00, 5.26it/s] 26/499 4.32G 0.02628 0.0192 0.01617 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.33it/s] 26/499 4.32G 0.02634 0.01914 0.01607 65 640: 92%|#########2| 37/40 [00:07<00:00, 5.33it/s] 26/499 4.32G 0.02634 0.01914 0.01607 65 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 26/499 4.32G 0.0263 0.0192 0.01608 86 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 26/499 4.32G 0.0263 0.0192 0.01608 86 640: 98%|#########7| 39/40 [00:07<00:00, 5.28it/s] 26/499 4.32G 0.02627 0.01914 0.01596 33 640: 98%|#########7| 39/40 [00:07<00:00, 5.28it/s] 26/499 4.32G 0.02627 0.01914 0.01596 33 640: 100%|##########| 40/40 [00:07<00:00, 5.39it/s] 26/499 4.32G 0.02627 0.01914 0.01596 33 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.85it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.99it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.15it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.28it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.75it/s] all 132 263 0.000995 0.00757 0.000516 0.000108 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 27/499 4.32G 0.02463 0.02003 0.01003 79 640: 0%| | 0/40 [00:00<?, ?it/s] 27/499 4.32G 0.02463 0.02003 0.01003 79 640: 2%|2 | 1/40 [00:00<00:07, 5.03it/s] 27/499 4.32G 0.0261 0.0189 0.01453 67 640: 2%|2 | 1/40 [00:00<00:07, 5.03it/s] 27/499 4.32G 0.0261 0.0189 0.01453 67 640: 5%|5 | 2/40 [00:00<00:07, 5.32it/s] 27/499 4.32G 0.02712 0.02104 0.01488 96 640: 5%|5 | 2/40 [00:00<00:07, 5.32it/s] 27/499 4.32G 0.02712 0.02104 0.01488 96 640: 8%|7 | 3/40 [00:00<00:06, 5.41it/s] 27/499 4.32G 0.02696 0.02041 0.01424 74 640: 8%|7 | 3/40 [00:00<00:06, 5.41it/s] 27/499 4.32G 0.02696 0.02041 0.01424 74 640: 10%|# | 4/40 [00:00<00:06, 5.22it/s] 27/499 4.32G 0.02718 0.0204 0.01498 74 640: 10%|# | 4/40 [00:00<00:06, 5.22it/s] 27/499 4.32G 0.02718 0.0204 0.01498 74 640: 12%|#2 | 5/40 [00:00<00:06, 5.33it/s] 27/499 4.32G 0.02744 0.0207 0.0159 80 640: 12%|#2 | 5/40 [00:01<00:06, 5.33it/s] 27/499 4.32G 0.02744 0.0207 0.0159 80 640: 15%|#5 | 6/40 [00:01<00:06, 5.40it/s] 27/499 4.32G 0.02755 0.02049 0.01625 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.40it/s] 27/499 4.32G 0.02755 0.02049 0.01625 68 640: 18%|#7 | 7/40 [00:01<00:06, 5.26it/s] 27/499 4.32G 0.02723 0.02072 0.01619 90 640: 18%|#7 | 7/40 [00:01<00:06, 5.26it/s] 27/499 4.32G 0.02723 0.02072 0.01619 90 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 27/499 4.32G 0.02708 0.02064 0.01601 74 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 27/499 4.32G 0.02708 0.02064 0.01601 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.39it/s] 27/499 4.32G 0.02691 0.02047 0.01591 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.39it/s] 27/499 4.32G 0.02691 0.02047 0.01591 80 640: 25%|##5 | 10/40 [00:01<00:05, 5.24it/s] 27/499 4.32G 0.0268 0.02056 0.01616 89 640: 25%|##5 | 10/40 [00:02<00:05, 5.24it/s] 27/499 4.32G 0.0268 0.02056 0.01616 89 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 27/499 4.32G 0.02681 0.02054 0.01559 83 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 27/499 4.32G 0.02681 0.02054 0.01559 83 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 27/499 4.32G 0.0268 0.02038 0.01549 68 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 27/499 4.32G 0.0268 0.02038 0.01549 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 27/499 4.32G 0.02667 0.02042 0.01529 86 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 27/499 4.32G 0.02667 0.02042 0.01529 86 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 27/499 4.32G 0.02674 0.02035 0.01523 83 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 27/499 4.32G 0.02674 0.02035 0.01523 83 640: 38%|###7 | 15/40 [00:02<00:04, 5.38it/s] 27/499 4.32G 0.02677 0.02015 0.01568 66 640: 38%|###7 | 15/40 [00:03<00:04, 5.38it/s] 27/499 4.32G 0.02677 0.02015 0.01568 66 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 27/499 4.32G 0.02667 0.01991 0.01568 64 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 27/499 4.32G 0.02667 0.01991 0.01568 64 640: 42%|####2 | 17/40 [00:03<00:04, 5.33it/s] 27/499 4.32G 0.02651 0.01972 0.01562 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.33it/s] 27/499 4.32G 0.02651 0.01972 0.01562 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.38it/s] 27/499 4.32G 0.0265 0.01972 0.01568 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.38it/s] 27/499 4.32G 0.0265 0.01972 0.01568 80 640: 48%|####7 | 19/40 [00:03<00:04, 5.18it/s] 27/499 4.32G 0.02644 0.01966 0.01545 79 640: 48%|####7 | 19/40 [00:03<00:04, 5.18it/s] 27/499 4.32G 0.02644 0.01966 0.01545 79 640: 50%|##### | 20/40 [00:03<00:03, 5.28it/s] 27/499 4.32G 0.02632 0.01979 0.01559 92 640: 50%|##### | 20/40 [00:03<00:03, 5.28it/s] 27/499 4.32G 0.02632 0.01979 0.01559 92 640: 52%|#####2 | 21/40 [00:03<00:03, 5.37it/s] 27/499 4.32G 0.02618 0.01969 0.01558 67 640: 52%|#####2 | 21/40 [00:04<00:03, 5.37it/s] 27/499 4.32G 0.02618 0.01969 0.01558 67 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 27/499 4.32G 0.0263 0.01954 0.01552 63 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 27/499 4.32G 0.0263 0.01954 0.01552 63 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 27/499 4.32G 0.02643 0.01944 0.01561 66 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 27/499 4.32G 0.02643 0.01944 0.01561 66 640: 60%|###### | 24/40 [00:04<00:02, 5.38it/s] 27/499 4.32G 0.02643 0.01945 0.01558 81 640: 60%|###### | 24/40 [00:04<00:02, 5.38it/s] 27/499 4.32G 0.02643 0.01945 0.01558 81 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 27/499 4.32G 0.02652 0.01945 0.01553 81 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 27/499 4.32G 0.02652 0.01945 0.01553 81 640: 65%|######5 | 26/40 [00:04<00:02, 5.31it/s] 27/499 4.32G 0.02649 0.01947 0.01555 78 640: 65%|######5 | 26/40 [00:05<00:02, 5.31it/s] 27/499 4.32G 0.02649 0.01947 0.01555 78 640: 68%|######7 | 27/40 [00:05<00:02, 5.38it/s] 27/499 4.32G 0.02643 0.01938 0.01536 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.38it/s] 27/499 4.32G 0.02643 0.01938 0.01536 73 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 27/499 4.32G 0.02634 0.01937 0.01524 75 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 27/499 4.32G 0.02634 0.01937 0.01524 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 27/499 4.32G 0.02635 0.0194 0.01523 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 27/499 4.32G 0.02635 0.0194 0.01523 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.40it/s] 27/499 4.32G 0.02636 0.01945 0.0152 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.40it/s] 27/499 4.32G 0.02636 0.01945 0.0152 77 640: 78%|#######7 | 31/40 [00:05<00:01, 5.26it/s] 27/499 4.32G 0.02639 0.01936 0.01514 63 640: 78%|#######7 | 31/40 [00:06<00:01, 5.26it/s] 27/499 4.32G 0.02639 0.01936 0.01514 63 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 27/499 4.32G 0.02637 0.01938 0.01531 74 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 27/499 4.32G 0.02637 0.01938 0.01531 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.38it/s] 27/499 4.32G 0.02636 0.01932 0.01522 65 640: 82%|########2 | 33/40 [00:06<00:01, 5.38it/s] 27/499 4.32G 0.02636 0.01932 0.01522 65 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 27/499 4.32G 0.02633 0.0194 0.01525 87 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 27/499 4.32G 0.02633 0.0194 0.01525 87 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 27/499 4.32G 0.02628 0.01934 0.0152 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 27/499 4.32G 0.02628 0.01934 0.0152 69 640: 90%|######### | 36/40 [00:06<00:00, 5.39it/s] 27/499 4.32G 0.02623 0.01937 0.01517 84 640: 90%|######### | 36/40 [00:06<00:00, 5.39it/s] 27/499 4.32G 0.02623 0.01937 0.01517 84 640: 92%|#########2| 37/40 [00:06<00:00, 5.24it/s] 27/499 4.32G 0.02625 0.01932 0.01506 67 640: 92%|#########2| 37/40 [00:07<00:00, 5.24it/s] 27/499 4.32G 0.02625 0.01932 0.01506 67 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 27/499 4.32G 0.02619 0.01924 0.01496 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 27/499 4.32G 0.02619 0.01924 0.01496 70 640: 98%|#########7| 39/40 [00:07<00:00, 5.43it/s] 27/499 4.32G 0.02628 0.01912 0.01487 25 640: 98%|#########7| 39/40 [00:07<00:00, 5.43it/s] 27/499 4.32G 0.02628 0.01912 0.01487 25 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] 27/499 4.32G 0.02628 0.01912 0.01487 25 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.07it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.13it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.14it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.26it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.78it/s] all 132 263 0.719 0.0123 0.0102 0.00298 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 28/499 4.32G 0.02595 0.02037 0.01207 82 640: 0%| | 0/40 [00:00<?, ?it/s] 28/499 4.32G 0.02595 0.02037 0.01207 82 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 28/499 4.32G 0.0262 0.02114 0.01391 74 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 28/499 4.32G 0.0262 0.02114 0.01391 74 640: 5%|5 | 2/40 [00:00<00:06, 5.56it/s] 28/499 4.32G 0.02707 0.02236 0.01399 90 640: 5%|5 | 2/40 [00:00<00:06, 5.56it/s] 28/499 4.32G 0.02707 0.02236 0.01399 90 640: 8%|7 | 3/40 [00:00<00:07, 5.15it/s] 28/499 4.32G 0.02666 0.02185 0.01576 77 640: 8%|7 | 3/40 [00:00<00:07, 5.15it/s] 28/499 4.32G 0.02666 0.02185 0.01576 77 640: 10%|# | 4/40 [00:00<00:06, 5.30it/s] 28/499 4.32G 0.02621 0.02056 0.01614 54 640: 10%|# | 4/40 [00:00<00:06, 5.30it/s] 28/499 4.32G 0.02621 0.02056 0.01614 54 640: 12%|#2 | 5/40 [00:00<00:06, 5.40it/s] 28/499 4.32G 0.02598 0.02018 0.0159 79 640: 12%|#2 | 5/40 [00:01<00:06, 5.40it/s] 28/499 4.32G 0.02598 0.02018 0.0159 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 28/499 4.32G 0.02626 0.0204 0.01559 84 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 28/499 4.32G 0.02626 0.0204 0.01559 84 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 28/499 4.32G 0.02589 0.01954 0.01531 54 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 28/499 4.32G 0.02589 0.01954 0.01531 54 640: 20%|## | 8/40 [00:01<00:05, 5.42it/s] 28/499 4.32G 0.02592 0.01989 0.01556 85 640: 20%|## | 8/40 [00:01<00:05, 5.42it/s] 28/499 4.32G 0.02592 0.01989 0.01556 85 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 28/499 4.32G 0.02584 0.01979 0.01571 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 28/499 4.32G 0.02584 0.01979 0.01571 74 640: 25%|##5 | 10/40 [00:01<00:05, 5.30it/s] 28/499 4.32G 0.02573 0.01956 0.01538 72 640: 25%|##5 | 10/40 [00:02<00:05, 5.30it/s] 28/499 4.32G 0.02573 0.01956 0.01538 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.38it/s] 28/499 4.32G 0.02571 0.01929 0.0153 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.38it/s] 28/499 4.32G 0.02571 0.01929 0.0153 68 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 28/499 4.32G 0.02569 0.01932 0.0152 81 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 28/499 4.32G 0.02569 0.01932 0.0152 81 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 28/499 4.32G 0.02572 0.01915 0.01509 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 28/499 4.32G 0.02572 0.01915 0.01509 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.38it/s] 28/499 4.32G 0.02565 0.01884 0.01503 66 640: 35%|###5 | 14/40 [00:02<00:04, 5.38it/s] 28/499 4.32G 0.02565 0.01884 0.01503 66 640: 38%|###7 | 15/40 [00:02<00:04, 5.23it/s] 28/499 4.32G 0.02555 0.01873 0.01483 72 640: 38%|###7 | 15/40 [00:03<00:04, 5.23it/s] 28/499 4.32G 0.02555 0.01873 0.01483 72 640: 40%|#### | 16/40 [00:03<00:04, 5.27it/s] 28/499 4.32G 0.02548 0.01861 0.0148 72 640: 40%|#### | 16/40 [00:03<00:04, 5.27it/s] 28/499 4.32G 0.02548 0.01861 0.0148 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 28/499 4.32G 0.02553 0.01879 0.01473 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 28/499 4.32G 0.02553 0.01879 0.01473 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.20it/s] 28/499 4.32G 0.02542 0.01877 0.01472 81 640: 45%|####5 | 18/40 [00:03<00:04, 5.20it/s] 28/499 4.32G 0.02542 0.01877 0.01472 81 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 28/499 4.32G 0.02539 0.01886 0.0146 76 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 28/499 4.32G 0.02539 0.01886 0.0146 76 640: 50%|##### | 20/40 [00:03<00:03, 5.36it/s] 28/499 4.32G 0.0254 0.01887 0.01463 74 640: 50%|##### | 20/40 [00:03<00:03, 5.36it/s] 28/499 4.32G 0.0254 0.01887 0.01463 74 640: 52%|#####2 | 21/40 [00:03<00:03, 5.21it/s] 28/499 4.32G 0.02534 0.01891 0.01451 81 640: 52%|#####2 | 21/40 [00:04<00:03, 5.21it/s] 28/499 4.32G 0.02534 0.01891 0.01451 81 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 28/499 4.32G 0.02526 0.01887 0.0144 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 28/499 4.32G 0.02526 0.01887 0.0144 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 28/499 4.32G 0.02528 0.01883 0.01437 71 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 28/499 4.32G 0.02528 0.01883 0.01437 71 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 28/499 4.32G 0.02528 0.0188 0.0141 76 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 28/499 4.32G 0.02528 0.0188 0.0141 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 28/499 4.32G 0.02524 0.01871 0.01415 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 28/499 4.32G 0.02524 0.01871 0.01415 69 640: 65%|######5 | 26/40 [00:04<00:02, 5.39it/s] 28/499 4.32G 0.02514 0.01861 0.01412 75 640: 65%|######5 | 26/40 [00:05<00:02, 5.39it/s] 28/499 4.32G 0.02514 0.01861 0.01412 75 640: 68%|######7 | 27/40 [00:05<00:02, 5.24it/s] 28/499 4.32G 0.02519 0.01866 0.01409 85 640: 68%|######7 | 27/40 [00:05<00:02, 5.24it/s] 28/499 4.32G 0.02519 0.01866 0.01409 85 640: 70%|####### | 28/40 [00:05<00:02, 5.33it/s] 28/499 4.32G 0.02512 0.01875 0.014 89 640: 70%|####### | 28/40 [00:05<00:02, 5.33it/s] 28/499 4.32G 0.02512 0.01875 0.014 89 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 28/499 4.32G 0.02528 0.01865 0.01415 55 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 28/499 4.32G 0.02528 0.01865 0.01415 55 640: 75%|#######5 | 30/40 [00:05<00:01, 5.19it/s] 28/499 4.32G 0.02525 0.01859 0.014 64 640: 75%|#######5 | 30/40 [00:05<00:01, 5.19it/s] 28/499 4.32G 0.02525 0.01859 0.014 64 640: 78%|#######7 | 31/40 [00:05<00:01, 5.30it/s] 28/499 4.32G 0.02522 0.01863 0.014 77 640: 78%|#######7 | 31/40 [00:06<00:01, 5.30it/s] 28/499 4.32G 0.02522 0.01863 0.014 77 640: 80%|######## | 32/40 [00:06<00:01, 5.39it/s] 28/499 4.32G 0.02522 0.01854 0.01405 62 640: 80%|######## | 32/40 [00:06<00:01, 5.39it/s] 28/499 4.32G 0.02522 0.01854 0.01405 62 640: 82%|########2 | 33/40 [00:06<00:01, 5.23it/s] 28/499 4.32G 0.02535 0.01862 0.01403 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.23it/s] 28/499 4.32G 0.02535 0.01862 0.01403 82 640: 85%|########5 | 34/40 [00:06<00:01, 5.32it/s] 28/499 4.32G 0.02538 0.01862 0.01394 78 640: 85%|########5 | 34/40 [00:06<00:01, 5.32it/s] 28/499 4.32G 0.02538 0.01862 0.01394 78 640: 88%|########7 | 35/40 [00:06<00:00, 5.38it/s] 28/499 4.32G 0.02535 0.01868 0.01388 91 640: 88%|########7 | 35/40 [00:06<00:00, 5.38it/s] 28/499 4.32G 0.02535 0.01868 0.01388 91 640: 90%|######### | 36/40 [00:06<00:00, 5.26it/s] 28/499 4.32G 0.02533 0.0186 0.01388 63 640: 90%|######### | 36/40 [00:06<00:00, 5.26it/s] 28/499 4.32G 0.02533 0.0186 0.01388 63 640: 92%|#########2| 37/40 [00:06<00:00, 5.35it/s] 28/499 4.32G 0.02545 0.01851 0.01377 60 640: 92%|#########2| 37/40 [00:07<00:00, 5.35it/s] 28/499 4.32G 0.02545 0.01851 0.01377 60 640: 95%|#########5| 38/40 [00:07<00:00, 5.41it/s] 28/499 4.32G 0.02545 0.01845 0.01385 57 640: 95%|#########5| 38/40 [00:07<00:00, 5.41it/s] 28/499 4.32G 0.02545 0.01845 0.01385 57 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 28/499 4.32G 0.02549 0.01842 0.01389 31 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 28/499 4.32G 0.02549 0.01842 0.01389 31 640: 100%|##########| 40/40 [00:07<00:00, 5.38it/s] 28/499 4.32G 0.02549 0.01842 0.01389 31 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.86it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.97it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.98it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.06it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.60it/s] all 132 263 0.176 0.0175 0.00287 0.001 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 29/499 4.32G 0.02359 0.01373 0.01083 59 640: 0%| | 0/40 [00:00<?, ?it/s] 29/499 4.32G 0.02359 0.01373 0.01083 59 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 29/499 4.32G 0.02438 0.01666 0.01053 89 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 29/499 4.32G 0.02438 0.01666 0.01053 89 640: 5%|5 | 2/40 [00:00<00:07, 5.19it/s] 29/499 4.32G 0.02566 0.01714 0.01385 73 640: 5%|5 | 2/40 [00:00<00:07, 5.19it/s] 29/499 4.32G 0.02566 0.01714 0.01385 73 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 29/499 4.32G 0.02592 0.01803 0.01392 85 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 29/499 4.32G 0.02592 0.01803 0.01392 85 640: 10%|# | 4/40 [00:00<00:06, 5.44it/s] 29/499 4.32G 0.0263 0.0181 0.01416 73 640: 10%|# | 4/40 [00:00<00:06, 5.44it/s] 29/499 4.32G 0.0263 0.0181 0.01416 73 640: 12%|#2 | 5/40 [00:00<00:06, 5.23it/s] 29/499 4.32G 0.02646 0.01898 0.01389 94 640: 12%|#2 | 5/40 [00:01<00:06, 5.23it/s] 29/499 4.32G 0.02646 0.01898 0.01389 94 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 29/499 4.32G 0.02661 0.01905 0.01328 75 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 29/499 4.32G 0.02661 0.01905 0.01328 75 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 29/499 4.32G 0.02669 0.01922 0.01329 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 29/499 4.32G 0.02669 0.01922 0.01329 79 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 29/499 4.32G 0.02644 0.01881 0.0136 63 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 29/499 4.32G 0.02644 0.01881 0.0136 63 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 29/499 4.32G 0.02665 0.01854 0.01328 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 29/499 4.32G 0.02665 0.01854 0.01328 65 640: 25%|##5 | 10/40 [00:01<00:05, 5.41it/s] 29/499 4.32G 0.02665 0.01837 0.01292 72 640: 25%|##5 | 10/40 [00:02<00:05, 5.41it/s] 29/499 4.32G 0.02665 0.01837 0.01292 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 29/499 4.32G 0.02642 0.01824 0.01309 64 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 29/499 4.32G 0.02642 0.01824 0.01309 64 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 29/499 4.32G 0.02618 0.0181 0.01314 71 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 29/499 4.32G 0.02618 0.0181 0.01314 71 640: 32%|###2 | 13/40 [00:02<00:04, 5.43it/s] 29/499 4.32G 0.02605 0.01812 0.01331 79 640: 32%|###2 | 13/40 [00:02<00:04, 5.43it/s] 29/499 4.32G 0.02605 0.01812 0.01331 79 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 29/499 4.32G 0.02619 0.01813 0.01321 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 29/499 4.32G 0.02619 0.01813 0.01321 75 640: 38%|###7 | 15/40 [00:02<00:04, 5.32it/s] 29/499 4.32G 0.02623 0.01812 0.01342 67 640: 38%|###7 | 15/40 [00:02<00:04, 5.32it/s] 29/499 4.32G 0.02623 0.01812 0.01342 67 640: 40%|#### | 16/40 [00:02<00:04, 5.40it/s] 29/499 4.32G 0.02623 0.01811 0.01345 68 640: 40%|#### | 16/40 [00:03<00:04, 5.40it/s] 29/499 4.32G 0.02623 0.01811 0.01345 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 29/499 4.32G 0.02619 0.01816 0.01322 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 29/499 4.32G 0.02619 0.01816 0.01322 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 29/499 4.32G 0.02596 0.01804 0.01326 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 29/499 4.32G 0.02596 0.01804 0.01326 69 640: 48%|####7 | 19/40 [00:03<00:03, 5.42it/s] 29/499 4.32G 0.02602 0.01794 0.01329 63 640: 48%|####7 | 19/40 [00:03<00:03, 5.42it/s] 29/499 4.32G 0.02602 0.01794 0.01329 63 640: 50%|##### | 20/40 [00:03<00:03, 5.26it/s] 29/499 4.32G 0.02606 0.01794 0.01319 72 640: 50%|##### | 20/40 [00:03<00:03, 5.26it/s] 29/499 4.32G 0.02606 0.01794 0.01319 72 640: 52%|#####2 | 21/40 [00:03<00:03, 5.35it/s] 29/499 4.32G 0.02607 0.01793 0.01351 67 640: 52%|#####2 | 21/40 [00:04<00:03, 5.35it/s] 29/499 4.32G 0.02607 0.01793 0.01351 67 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 29/499 4.32G 0.02609 0.01786 0.01361 67 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 29/499 4.32G 0.02609 0.01786 0.01361 67 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 29/499 4.32G 0.02614 0.01798 0.01347 84 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 29/499 4.32G 0.02614 0.01798 0.01347 84 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 29/499 4.32G 0.0261 0.01808 0.0135 84 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 29/499 4.32G 0.0261 0.01808 0.0135 84 640: 62%|######2 | 25/40 [00:04<00:02, 5.38it/s] 29/499 4.32G 0.02617 0.01819 0.01348 81 640: 62%|######2 | 25/40 [00:04<00:02, 5.38it/s] 29/499 4.32G 0.02617 0.01819 0.01348 81 640: 65%|######5 | 26/40 [00:04<00:02, 5.24it/s] 29/499 4.32G 0.02614 0.01812 0.01348 71 640: 65%|######5 | 26/40 [00:05<00:02, 5.24it/s] 29/499 4.32G 0.02614 0.01812 0.01348 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 29/499 4.32G 0.02609 0.01814 0.01329 80 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 29/499 4.32G 0.02609 0.01814 0.01329 80 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 29/499 4.32G 0.02614 0.01804 0.01336 62 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 29/499 4.32G 0.02614 0.01804 0.01336 62 640: 72%|#######2 | 29/40 [00:05<00:02, 5.20it/s] 29/499 4.32G 0.02617 0.01807 0.01325 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.20it/s] 29/499 4.32G 0.02617 0.01807 0.01325 72 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 29/499 4.32G 0.0263 0.01819 0.01321 82 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 29/499 4.32G 0.0263 0.01819 0.01321 82 640: 78%|#######7 | 31/40 [00:05<00:01, 5.38it/s] 29/499 4.32G 0.02621 0.0182 0.01323 73 640: 78%|#######7 | 31/40 [00:06<00:01, 5.38it/s] 29/499 4.32G 0.02621 0.0182 0.01323 73 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 29/499 4.32G 0.02624 0.01824 0.01319 73 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 29/499 4.32G 0.02624 0.01824 0.01319 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 29/499 4.32G 0.02624 0.01826 0.01304 81 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 29/499 4.32G 0.02624 0.01826 0.01304 81 640: 85%|########5 | 34/40 [00:06<00:01, 5.39it/s] 29/499 4.32G 0.02622 0.01816 0.01307 62 640: 85%|########5 | 34/40 [00:06<00:01, 5.39it/s] 29/499 4.32G 0.02622 0.01816 0.01307 62 640: 88%|########7 | 35/40 [00:06<00:00, 5.15it/s] 29/499 4.32G 0.02615 0.01806 0.01315 67 640: 88%|########7 | 35/40 [00:06<00:00, 5.15it/s] 29/499 4.32G 0.02615 0.01806 0.01315 67 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 29/499 4.32G 0.02616 0.01814 0.01324 86 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 29/499 4.32G 0.02616 0.01814 0.01324 86 640: 92%|#########2| 37/40 [00:06<00:00, 5.32it/s] 29/499 4.32G 0.02616 0.01817 0.0132 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.32it/s] 29/499 4.32G 0.02616 0.01817 0.0132 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 29/499 4.32G 0.02623 0.01814 0.01326 65 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 29/499 4.32G 0.02623 0.01814 0.01326 65 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 29/499 4.32G 0.02628 0.01821 0.01324 39 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 29/499 4.32G 0.02628 0.01821 0.01324 39 640: 100%|##########| 40/40 [00:07<00:00, 5.46it/s] 29/499 4.32G 0.02628 0.01821 0.01324 39 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.83it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.03it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.56it/s] all 132 263 0.592 0.0316 0.0337 0.0102 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 30/499 4.32G 0.02665 0.01699 0.01179 74 640: 0%| | 0/40 [00:00<?, ?it/s] 30/499 4.32G 0.02665 0.01699 0.01179 74 640: 2%|2 | 1/40 [00:00<00:07, 5.01it/s] 30/499 4.32G 0.02781 0.01848 0.0127 81 640: 2%|2 | 1/40 [00:00<00:07, 5.01it/s] 30/499 4.32G 0.02781 0.01848 0.0127 81 640: 5%|5 | 2/40 [00:00<00:07, 5.31it/s] 30/499 4.32G 0.02818 0.01912 0.01272 78 640: 5%|5 | 2/40 [00:00<00:07, 5.31it/s] 30/499 4.32G 0.02818 0.01912 0.01272 78 640: 8%|7 | 3/40 [00:00<00:06, 5.42it/s] 30/499 4.32G 0.02775 0.01896 0.0125 75 640: 8%|7 | 3/40 [00:00<00:06, 5.42it/s] 30/499 4.32G 0.02775 0.01896 0.0125 75 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 30/499 4.32G 0.02761 0.0183 0.01345 61 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 30/499 4.32G 0.02761 0.0183 0.01345 61 640: 12%|#2 | 5/40 [00:00<00:06, 5.32it/s] 30/499 4.32G 0.02755 0.01886 0.01308 87 640: 12%|#2 | 5/40 [00:01<00:06, 5.32it/s] 30/499 4.32G 0.02755 0.01886 0.01308 87 640: 15%|#5 | 6/40 [00:01<00:06, 5.40it/s] 30/499 4.32G 0.02763 0.01864 0.01338 70 640: 15%|#5 | 6/40 [00:01<00:06, 5.40it/s] 30/499 4.32G 0.02763 0.01864 0.01338 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.25it/s] 30/499 4.32G 0.02738 0.01817 0.01423 59 640: 18%|#7 | 7/40 [00:01<00:06, 5.25it/s] 30/499 4.32G 0.02738 0.01817 0.01423 59 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 30/499 4.32G 0.02794 0.01827 0.01428 76 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 30/499 4.32G 0.02794 0.01827 0.01428 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 30/499 4.32G 0.02772 0.01804 0.01359 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 30/499 4.32G 0.02772 0.01804 0.01359 70 640: 25%|##5 | 10/40 [00:01<00:05, 5.22it/s] 30/499 4.32G 0.02747 0.01833 0.01327 89 640: 25%|##5 | 10/40 [00:02<00:05, 5.22it/s] 30/499 4.32G 0.02747 0.01833 0.01327 89 640: 28%|##7 | 11/40 [00:02<00:05, 5.29it/s] 30/499 4.32G 0.02753 0.01838 0.01424 67 640: 28%|##7 | 11/40 [00:02<00:05, 5.29it/s] 30/499 4.32G 0.02753 0.01838 0.01424 67 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 30/499 4.32G 0.02743 0.01841 0.01453 78 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 30/499 4.32G 0.02743 0.01841 0.01453 78 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 30/499 4.32G 0.02764 0.01848 0.01453 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 30/499 4.32G 0.02764 0.01848 0.01453 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 30/499 4.32G 0.0277 0.01848 0.0145 67 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 30/499 4.32G 0.0277 0.01848 0.0145 67 640: 38%|###7 | 15/40 [00:02<00:04, 5.37it/s] 30/499 4.32G 0.02775 0.01849 0.01472 68 640: 38%|###7 | 15/40 [00:03<00:04, 5.37it/s] 30/499 4.32G 0.02775 0.01849 0.01472 68 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 30/499 4.32G 0.02777 0.01839 0.01455 68 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 30/499 4.32G 0.02777 0.01839 0.01455 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 30/499 4.32G 0.02764 0.01862 0.01451 92 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 30/499 4.32G 0.02764 0.01862 0.01451 92 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 30/499 4.32G 0.02765 0.01849 0.01437 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 30/499 4.32G 0.02765 0.01849 0.01437 65 640: 48%|####7 | 19/40 [00:03<00:04, 5.19it/s] 30/499 4.32G 0.0276 0.01859 0.01447 89 640: 48%|####7 | 19/40 [00:03<00:04, 5.19it/s] 30/499 4.32G 0.0276 0.01859 0.01447 89 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 30/499 4.32G 0.02758 0.01871 0.01452 94 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 30/499 4.32G 0.02758 0.01871 0.01452 94 640: 52%|#####2 | 21/40 [00:03<00:03, 5.29it/s] 30/499 4.32G 0.02757 0.0186 0.01474 66 640: 52%|#####2 | 21/40 [00:04<00:03, 5.29it/s] 30/499 4.32G 0.02757 0.0186 0.01474 66 640: 55%|#####5 | 22/40 [00:04<00:03, 5.18it/s] 30/499 4.32G 0.02761 0.01848 0.01465 65 640: 55%|#####5 | 22/40 [00:04<00:03, 5.18it/s] 30/499 4.32G 0.02761 0.01848 0.01465 65 640: 57%|#####7 | 23/40 [00:04<00:03, 5.26it/s] 30/499 4.32G 0.02766 0.01867 0.01457 89 640: 57%|#####7 | 23/40 [00:04<00:03, 5.26it/s] 30/499 4.32G 0.02766 0.01867 0.01457 89 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 30/499 4.32G 0.02777 0.01882 0.01468 89 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 30/499 4.32G 0.02777 0.01882 0.01468 89 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 30/499 4.32G 0.02774 0.01883 0.0149 65 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 30/499 4.32G 0.02774 0.01883 0.0149 65 640: 65%|######5 | 26/40 [00:04<00:02, 5.26it/s] 30/499 4.32G 0.02766 0.01871 0.01489 65 640: 65%|######5 | 26/40 [00:05<00:02, 5.26it/s] 30/499 4.32G 0.02766 0.01871 0.01489 65 640: 68%|######7 | 27/40 [00:05<00:02, 5.33it/s] 30/499 4.32G 0.02758 0.01861 0.01493 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.33it/s] 30/499 4.32G 0.02758 0.01861 0.01493 70 640: 70%|####### | 28/40 [00:05<00:02, 5.19it/s] 30/499 4.32G 0.02762 0.01857 0.01503 69 640: 70%|####### | 28/40 [00:05<00:02, 5.19it/s] 30/499 4.32G 0.02762 0.01857 0.01503 69 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 30/499 4.32G 0.02761 0.01853 0.01518 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 30/499 4.32G 0.02761 0.01853 0.01518 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 30/499 4.32G 0.02757 0.0185 0.01506 70 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 30/499 4.32G 0.02757 0.0185 0.01506 70 640: 78%|#######7 | 31/40 [00:05<00:01, 5.20it/s] 30/499 4.32G 0.02752 0.01844 0.01506 65 640: 78%|#######7 | 31/40 [00:06<00:01, 5.20it/s] 30/499 4.32G 0.02752 0.01844 0.01506 65 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 30/499 4.32G 0.02759 0.01868 0.01508 89 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 30/499 4.32G 0.02759 0.01868 0.01508 89 640: 82%|########2 | 33/40 [00:06<00:01, 5.35it/s] 30/499 4.32G 0.02756 0.0186 0.01514 66 640: 82%|########2 | 33/40 [00:06<00:01, 5.35it/s] 30/499 4.32G 0.02756 0.0186 0.01514 66 640: 85%|########5 | 34/40 [00:06<00:01, 5.23it/s] 30/499 4.32G 0.02756 0.01864 0.01512 85 640: 85%|########5 | 34/40 [00:06<00:01, 5.23it/s] 30/499 4.32G 0.02756 0.01864 0.01512 85 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 30/499 4.32G 0.02748 0.0186 0.01519 76 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 30/499 4.32G 0.02748 0.0186 0.01519 76 640: 90%|######### | 36/40 [00:06<00:00, 5.37it/s] 30/499 4.32G 0.02738 0.01857 0.01504 73 640: 90%|######### | 36/40 [00:07<00:00, 5.37it/s] 30/499 4.32G 0.02738 0.01857 0.01504 73 640: 92%|#########2| 37/40 [00:07<00:00, 5.24it/s] 30/499 4.32G 0.02736 0.01857 0.01497 74 640: 92%|#########2| 37/40 [00:07<00:00, 5.24it/s] 30/499 4.32G 0.02736 0.01857 0.01497 74 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 30/499 4.32G 0.02733 0.01859 0.0149 83 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 30/499 4.32G 0.02733 0.01859 0.0149 83 640: 98%|#########7| 39/40 [00:07<00:00, 5.36it/s] 30/499 4.32G 0.02721 0.0186 0.01488 43 640: 98%|#########7| 39/40 [00:07<00:00, 5.36it/s] 30/499 4.32G 0.02721 0.0186 0.01488 43 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] 30/499 4.32G 0.02721 0.0186 0.01488 43 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.05it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.09it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.09it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.20it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.74it/s] all 132 263 0.58 0.0175 0.0185 0.00522 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 31/499 4.32G 0.02425 0.01823 0.01456 73 640: 0%| | 0/40 [00:00<?, ?it/s] 31/499 4.32G 0.02425 0.01823 0.01456 73 640: 2%|2 | 1/40 [00:00<00:06, 5.61it/s] 31/499 4.32G 0.02447 0.01707 0.01221 67 640: 2%|2 | 1/40 [00:00<00:06, 5.61it/s] 31/499 4.32G 0.02447 0.01707 0.01221 67 640: 5%|5 | 2/40 [00:00<00:06, 5.59it/s] 31/499 4.32G 0.0255 0.01814 0.01169 80 640: 5%|5 | 2/40 [00:00<00:06, 5.59it/s] 31/499 4.32G 0.0255 0.01814 0.01169 80 640: 8%|7 | 3/40 [00:00<00:07, 5.29it/s] 31/499 4.32G 0.02535 0.01764 0.01377 66 640: 8%|7 | 3/40 [00:00<00:07, 5.29it/s] 31/499 4.32G 0.02535 0.01764 0.01377 66 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 31/499 4.32G 0.02505 0.01786 0.0138 80 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 31/499 4.32G 0.02505 0.01786 0.0138 80 640: 12%|#2 | 5/40 [00:00<00:06, 5.44it/s] 31/499 4.32G 0.02464 0.01747 0.01438 72 640: 12%|#2 | 5/40 [00:01<00:06, 5.44it/s] 31/499 4.32G 0.02464 0.01747 0.01438 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 31/499 4.32G 0.02472 0.01766 0.01425 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 31/499 4.32G 0.02472 0.01766 0.01425 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 31/499 4.32G 0.02473 0.01786 0.01396 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 31/499 4.32G 0.02473 0.01786 0.01396 74 640: 20%|## | 8/40 [00:01<00:05, 5.40it/s] 31/499 4.32G 0.02504 0.01783 0.01415 72 640: 20%|## | 8/40 [00:01<00:05, 5.40it/s] 31/499 4.32G 0.02504 0.01783 0.01415 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 31/499 4.32G 0.02488 0.01758 0.01347 61 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 31/499 4.32G 0.02488 0.01758 0.01347 61 640: 25%|##5 | 10/40 [00:01<00:05, 5.31it/s] 31/499 4.32G 0.02482 0.01775 0.01357 82 640: 25%|##5 | 10/40 [00:02<00:05, 5.31it/s] 31/499 4.32G 0.02482 0.01775 0.01357 82 640: 28%|##7 | 11/40 [00:02<00:05, 5.38it/s] 31/499 4.32G 0.02479 0.01777 0.01348 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.38it/s] 31/499 4.32G 0.02479 0.01777 0.01348 72 640: 30%|### | 12/40 [00:02<00:05, 5.24it/s] 31/499 4.32G 0.02474 0.01792 0.01305 83 640: 30%|### | 12/40 [00:02<00:05, 5.24it/s] 31/499 4.32G 0.02474 0.01792 0.01305 83 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 31/499 4.32G 0.02471 0.01778 0.01337 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 31/499 4.32G 0.02471 0.01778 0.01337 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.38it/s] 31/499 4.32G 0.02484 0.01809 0.01364 88 640: 35%|###5 | 14/40 [00:02<00:04, 5.38it/s] 31/499 4.32G 0.02484 0.01809 0.01364 88 640: 38%|###7 | 15/40 [00:02<00:04, 5.25it/s] 31/499 4.32G 0.02496 0.01823 0.01385 79 640: 38%|###7 | 15/40 [00:02<00:04, 5.25it/s] 31/499 4.32G 0.02496 0.01823 0.01385 79 640: 40%|#### | 16/40 [00:02<00:04, 5.33it/s] 31/499 4.32G 0.0251 0.01821 0.01386 66 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 31/499 4.32G 0.0251 0.01821 0.01386 66 640: 42%|####2 | 17/40 [00:03<00:04, 5.36it/s] 31/499 4.32G 0.02502 0.01829 0.01399 85 640: 42%|####2 | 17/40 [00:03<00:04, 5.36it/s] 31/499 4.32G 0.02502 0.01829 0.01399 85 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 31/499 4.32G 0.02509 0.0182 0.01383 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 31/499 4.32G 0.02509 0.0182 0.01383 66 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 31/499 4.32G 0.02506 0.01816 0.01365 75 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 31/499 4.32G 0.02506 0.01816 0.01365 75 640: 50%|##### | 20/40 [00:03<00:03, 5.40it/s] 31/499 4.32G 0.02525 0.0184 0.01366 92 640: 50%|##### | 20/40 [00:03<00:03, 5.40it/s] 31/499 4.32G 0.02525 0.0184 0.01366 92 640: 52%|#####2 | 21/40 [00:03<00:03, 5.26it/s] 31/499 4.32G 0.02521 0.01847 0.01374 74 640: 52%|#####2 | 21/40 [00:04<00:03, 5.26it/s] 31/499 4.32G 0.02521 0.01847 0.01374 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 31/499 4.32G 0.02522 0.01847 0.01378 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 31/499 4.32G 0.02522 0.01847 0.01378 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 31/499 4.32G 0.02511 0.01837 0.01374 65 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 31/499 4.32G 0.02511 0.01837 0.01374 65 640: 60%|###### | 24/40 [00:04<00:03, 5.25it/s] 31/499 4.32G 0.02516 0.01833 0.01377 64 640: 60%|###### | 24/40 [00:04<00:03, 5.25it/s] 31/499 4.32G 0.02516 0.01833 0.01377 64 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 31/499 4.32G 0.02526 0.01836 0.01385 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 31/499 4.32G 0.02526 0.01836 0.01385 79 640: 65%|######5 | 26/40 [00:04<00:02, 5.42it/s] 31/499 4.32G 0.02515 0.01828 0.01388 70 640: 65%|######5 | 26/40 [00:05<00:02, 5.42it/s] 31/499 4.32G 0.02515 0.01828 0.01388 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 31/499 4.32G 0.0251 0.01834 0.01378 81 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 31/499 4.32G 0.0251 0.01834 0.01378 81 640: 70%|####### | 28/40 [00:05<00:02, 5.35it/s] 31/499 4.32G 0.02505 0.01833 0.01376 72 640: 70%|####### | 28/40 [00:05<00:02, 5.35it/s] 31/499 4.32G 0.02505 0.01833 0.01376 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.42it/s] 31/499 4.32G 0.02495 0.01824 0.01365 66 640: 72%|#######2 | 29/40 [00:05<00:02, 5.42it/s] 31/499 4.32G 0.02495 0.01824 0.01365 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 31/499 4.32G 0.02491 0.01817 0.01368 64 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 31/499 4.32G 0.02491 0.01817 0.01368 64 640: 78%|#######7 | 31/40 [00:05<00:01, 5.29it/s] 31/499 4.32G 0.02487 0.01808 0.01366 65 640: 78%|#######7 | 31/40 [00:05<00:01, 5.29it/s] 31/499 4.32G 0.02487 0.01808 0.01366 65 640: 80%|######## | 32/40 [00:05<00:01, 5.36it/s] 31/499 4.32G 0.02476 0.01797 0.01357 63 640: 80%|######## | 32/40 [00:06<00:01, 5.36it/s] 31/499 4.32G 0.02476 0.01797 0.01357 63 640: 82%|########2 | 33/40 [00:06<00:01, 5.23it/s] 31/499 4.32G 0.02477 0.01797 0.01341 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.23it/s] 31/499 4.32G 0.02477 0.01797 0.01341 71 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 31/499 4.32G 0.02473 0.01795 0.01328 70 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 31/499 4.32G 0.02473 0.01795 0.01328 70 640: 88%|########7 | 35/40 [00:06<00:00, 5.39it/s] 31/499 4.32G 0.02472 0.01804 0.0133 87 640: 88%|########7 | 35/40 [00:06<00:00, 5.39it/s] 31/499 4.32G 0.02472 0.01804 0.0133 87 640: 90%|######### | 36/40 [00:06<00:00, 5.26it/s] 31/499 4.32G 0.02476 0.018 0.01321 70 640: 90%|######### | 36/40 [00:06<00:00, 5.26it/s] 31/499 4.32G 0.02476 0.018 0.01321 70 640: 92%|#########2| 37/40 [00:06<00:00, 5.36it/s] 31/499 4.32G 0.02475 0.01802 0.01315 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.36it/s] 31/499 4.32G 0.02475 0.01802 0.01315 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.39it/s] 31/499 4.32G 0.02475 0.018 0.01314 73 640: 95%|#########5| 38/40 [00:07<00:00, 5.39it/s] 31/499 4.32G 0.02475 0.018 0.01314 73 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 31/499 4.32G 0.02471 0.01817 0.01326 52 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 31/499 4.32G 0.02471 0.01817 0.01326 52 640: 100%|##########| 40/40 [00:07<00:00, 5.43it/s] 31/499 4.32G 0.02471 0.01817 0.01326 52 640: 100%|##########| 40/40 [00:07<00:00, 5.34it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.15it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.13it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.14it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.09it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.71it/s] all 132 263 0.00048 0.00526 0.000266 2.66e-05 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 32/499 4.32G 0.02429 0.01755 0.02135 72 640: 0%| | 0/40 [00:00<?, ?it/s] 32/499 4.32G 0.02429 0.01755 0.02135 72 640: 2%|2 | 1/40 [00:00<00:06, 5.63it/s] 32/499 4.32G 0.02449 0.01645 0.01578 64 640: 2%|2 | 1/40 [00:00<00:06, 5.63it/s] 32/499 4.32G 0.02449 0.01645 0.01578 64 640: 5%|5 | 2/40 [00:00<00:07, 5.26it/s] 32/499 4.32G 0.02595 0.01717 0.01386 75 640: 5%|5 | 2/40 [00:00<00:07, 5.26it/s] 32/499 4.32G 0.02595 0.01717 0.01386 75 640: 8%|7 | 3/40 [00:00<00:06, 5.40it/s] 32/499 4.32G 0.02589 0.01704 0.01276 66 640: 8%|7 | 3/40 [00:00<00:06, 5.40it/s] 32/499 4.32G 0.02589 0.01704 0.01276 66 640: 10%|# | 4/40 [00:00<00:06, 5.46it/s] 32/499 4.32G 0.02586 0.01712 0.01197 77 640: 10%|# | 4/40 [00:00<00:06, 5.46it/s] 32/499 4.32G 0.02586 0.01712 0.01197 77 640: 12%|#2 | 5/40 [00:00<00:06, 5.26it/s] 32/499 4.32G 0.02562 0.0171 0.01172 70 640: 12%|#2 | 5/40 [00:01<00:06, 5.26it/s] 32/499 4.32G 0.02562 0.0171 0.01172 70 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 32/499 4.32G 0.02563 0.0176 0.01185 85 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 32/499 4.32G 0.02563 0.0176 0.01185 85 640: 18%|#7 | 7/40 [00:01<00:06, 5.44it/s] 32/499 4.32G 0.02582 0.0173 0.01281 64 640: 18%|#7 | 7/40 [00:01<00:06, 5.44it/s] 32/499 4.32G 0.02582 0.0173 0.01281 64 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 32/499 4.32G 0.02564 0.01753 0.01245 76 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 32/499 4.32G 0.02564 0.01753 0.01245 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.28it/s] 32/499 4.32G 0.02555 0.01782 0.01332 85 640: 22%|##2 | 9/40 [00:01<00:05, 5.28it/s] 32/499 4.32G 0.02555 0.01782 0.01332 85 640: 25%|##5 | 10/40 [00:01<00:05, 5.37it/s] 32/499 4.32G 0.02539 0.01793 0.01334 84 640: 25%|##5 | 10/40 [00:02<00:05, 5.37it/s] 32/499 4.32G 0.02539 0.01793 0.01334 84 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 32/499 4.32G 0.02554 0.01816 0.01298 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 32/499 4.32G 0.02554 0.01816 0.01298 77 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 32/499 4.32G 0.02555 0.01811 0.01298 69 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 32/499 4.32G 0.02555 0.01811 0.01298 69 640: 32%|###2 | 13/40 [00:02<00:04, 5.42it/s] 32/499 4.32G 0.02576 0.01797 0.01306 60 640: 32%|###2 | 13/40 [00:02<00:04, 5.42it/s] 32/499 4.32G 0.02576 0.01797 0.01306 60 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 32/499 4.32G 0.02578 0.01797 0.01321 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 32/499 4.32G 0.02578 0.01797 0.01321 71 640: 38%|###7 | 15/40 [00:02<00:04, 5.31it/s] 32/499 4.32G 0.02576 0.01781 0.01333 61 640: 38%|###7 | 15/40 [00:02<00:04, 5.31it/s] 32/499 4.32G 0.02576 0.01781 0.01333 61 640: 40%|#### | 16/40 [00:02<00:04, 5.39it/s] 32/499 4.32G 0.02557 0.01787 0.0132 80 640: 40%|#### | 16/40 [00:03<00:04, 5.39it/s] 32/499 4.32G 0.02557 0.01787 0.0132 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 32/499 4.32G 0.02559 0.01799 0.01316 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 32/499 4.32G 0.02559 0.01799 0.01316 75 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 32/499 4.32G 0.02556 0.01803 0.0132 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 32/499 4.32G 0.02556 0.01803 0.0132 78 640: 48%|####7 | 19/40 [00:03<00:03, 5.38it/s] 32/499 4.32G 0.02542 0.01782 0.01311 62 640: 48%|####7 | 19/40 [00:03<00:03, 5.38it/s] 32/499 4.32G 0.02542 0.01782 0.01311 62 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 32/499 4.32G 0.02527 0.01782 0.01304 72 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 32/499 4.32G 0.02527 0.01782 0.01304 72 640: 52%|#####2 | 21/40 [00:03<00:03, 5.31it/s] 32/499 4.32G 0.0253 0.018 0.01305 83 640: 52%|#####2 | 21/40 [00:04<00:03, 5.31it/s] 32/499 4.32G 0.0253 0.018 0.01305 83 640: 55%|#####5 | 22/40 [00:04<00:03, 5.38it/s] 32/499 4.32G 0.0252 0.01814 0.01303 89 640: 55%|#####5 | 22/40 [00:04<00:03, 5.38it/s] 32/499 4.32G 0.0252 0.01814 0.01303 89 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 32/499 4.32G 0.02506 0.0179 0.01298 56 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 32/499 4.32G 0.02506 0.0179 0.01298 56 640: 60%|###### | 24/40 [00:04<00:02, 5.34it/s] 32/499 4.32G 0.02495 0.01779 0.01295 60 640: 60%|###### | 24/40 [00:04<00:02, 5.34it/s] 32/499 4.32G 0.02495 0.01779 0.01295 60 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 32/499 4.32G 0.02496 0.01781 0.01288 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 32/499 4.32G 0.02496 0.01781 0.01288 74 640: 65%|######5 | 26/40 [00:04<00:02, 5.19it/s] 32/499 4.32G 0.02488 0.01773 0.0127 63 640: 65%|######5 | 26/40 [00:05<00:02, 5.19it/s] 32/499 4.32G 0.02488 0.01773 0.0127 63 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 32/499 4.32G 0.02485 0.01778 0.01265 77 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 32/499 4.32G 0.02485 0.01778 0.01265 77 640: 70%|####### | 28/40 [00:05<00:02, 5.38it/s] 32/499 4.32G 0.02476 0.01764 0.01247 61 640: 70%|####### | 28/40 [00:05<00:02, 5.38it/s] 32/499 4.32G 0.02476 0.01764 0.01247 61 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 32/499 4.32G 0.02478 0.01768 0.01244 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 32/499 4.32G 0.02478 0.01768 0.01244 78 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 32/499 4.32G 0.02468 0.01766 0.01254 71 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 32/499 4.32G 0.02468 0.01766 0.01254 71 640: 78%|#######7 | 31/40 [00:05<00:01, 5.38it/s] 32/499 4.32G 0.02468 0.01769 0.01259 78 640: 78%|#######7 | 31/40 [00:06<00:01, 5.38it/s] 32/499 4.32G 0.02468 0.01769 0.01259 78 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 32/499 4.32G 0.0247 0.01775 0.01281 83 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 32/499 4.32G 0.0247 0.01775 0.01281 83 640: 82%|########2 | 33/40 [00:06<00:01, 5.34it/s] 32/499 4.32G 0.02465 0.01772 0.01274 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.34it/s] 32/499 4.32G 0.02465 0.01772 0.01274 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.41it/s] 32/499 4.32G 0.0247 0.01773 0.0128 80 640: 85%|########5 | 34/40 [00:06<00:01, 5.41it/s] 32/499 4.32G 0.0247 0.01773 0.0128 80 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 32/499 4.32G 0.02468 0.0177 0.01288 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 32/499 4.32G 0.02468 0.0177 0.01288 68 640: 90%|######### | 36/40 [00:06<00:00, 5.34it/s] 32/499 4.32G 0.02464 0.01766 0.01287 67 640: 90%|######### | 36/40 [00:06<00:00, 5.34it/s] 32/499 4.32G 0.02464 0.01766 0.01287 67 640: 92%|#########2| 37/40 [00:06<00:00, 5.41it/s] 32/499 4.32G 0.02462 0.0176 0.01283 74 640: 92%|#########2| 37/40 [00:07<00:00, 5.41it/s] 32/499 4.32G 0.02462 0.0176 0.01283 74 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 32/499 4.32G 0.02457 0.01765 0.0129 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 32/499 4.32G 0.02457 0.01765 0.0129 80 640: 98%|#########7| 39/40 [00:07<00:00, 5.36it/s] 32/499 4.32G 0.02452 0.01771 0.01283 49 640: 98%|#########7| 39/40 [00:07<00:00, 5.36it/s] 32/499 4.32G 0.02452 0.01771 0.01283 49 640: 100%|##########| 40/40 [00:07<00:00, 5.52it/s] 32/499 4.32G 0.02452 0.01771 0.01283 49 640: 100%|##########| 40/40 [00:07<00:00, 5.34it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.34it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.51it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.44it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.58it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.11it/s] all 132 263 0.029 0.085 0.052 0.0237 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 33/499 4.32G 0.02646 0.01633 0.01317 68 640: 0%| | 0/40 [00:00<?, ?it/s] 33/499 4.32G 0.02646 0.01633 0.01317 68 640: 2%|2 | 1/40 [00:00<00:07, 5.03it/s] 33/499 4.32G 0.02623 0.01777 0.0126 72 640: 2%|2 | 1/40 [00:00<00:07, 5.03it/s] 33/499 4.32G 0.02623 0.01777 0.0126 72 640: 5%|5 | 2/40 [00:00<00:07, 5.33it/s] 33/499 4.32G 0.02623 0.01787 0.01224 77 640: 5%|5 | 2/40 [00:00<00:07, 5.33it/s] 33/499 4.32G 0.02623 0.01787 0.01224 77 640: 8%|7 | 3/40 [00:00<00:06, 5.46it/s] 33/499 4.32G 0.02599 0.01813 0.01241 80 640: 8%|7 | 3/40 [00:00<00:06, 5.46it/s] 33/499 4.32G 0.02599 0.01813 0.01241 80 640: 10%|# | 4/40 [00:00<00:06, 5.27it/s] 33/499 4.32G 0.02553 0.01787 0.01187 70 640: 10%|# | 4/40 [00:00<00:06, 5.27it/s] 33/499 4.32G 0.02553 0.01787 0.01187 70 640: 12%|#2 | 5/40 [00:00<00:06, 5.41it/s] 33/499 4.32G 0.02552 0.01754 0.01153 64 640: 12%|#2 | 5/40 [00:01<00:06, 5.41it/s] 33/499 4.32G 0.02552 0.01754 0.01153 64 640: 15%|#5 | 6/40 [00:01<00:06, 5.47it/s] 33/499 4.32G 0.02549 0.01783 0.01177 81 640: 15%|#5 | 6/40 [00:01<00:06, 5.47it/s] 33/499 4.32G 0.02549 0.01783 0.01177 81 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 33/499 4.32G 0.02499 0.0175 0.01192 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 33/499 4.32G 0.02499 0.0175 0.01192 67 640: 20%|## | 8/40 [00:01<00:05, 5.35it/s] 33/499 4.32G 0.02488 0.01755 0.01171 77 640: 20%|## | 8/40 [00:01<00:05, 5.35it/s] 33/499 4.32G 0.02488 0.01755 0.01171 77 640: 22%|##2 | 9/40 [00:01<00:05, 5.38it/s] 33/499 4.32G 0.02495 0.01744 0.01197 66 640: 22%|##2 | 9/40 [00:01<00:05, 5.38it/s] 33/499 4.32G 0.02495 0.01744 0.01197 66 640: 25%|##5 | 10/40 [00:01<00:05, 5.27it/s] 33/499 4.32G 0.02487 0.01742 0.01205 71 640: 25%|##5 | 10/40 [00:02<00:05, 5.27it/s] 33/499 4.32G 0.02487 0.01742 0.01205 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.32it/s] 33/499 4.32G 0.02492 0.01731 0.01166 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.32it/s] 33/499 4.32G 0.02492 0.01731 0.01166 70 640: 30%|### | 12/40 [00:02<00:05, 5.40it/s] 33/499 4.32G 0.02496 0.01734 0.01181 65 640: 30%|### | 12/40 [00:02<00:05, 5.40it/s] 33/499 4.32G 0.02496 0.01734 0.01181 65 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 33/499 4.32G 0.02498 0.01739 0.01193 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 33/499 4.32G 0.02498 0.01739 0.01193 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 33/499 4.32G 0.02518 0.01757 0.01177 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 33/499 4.32G 0.02518 0.01757 0.01177 76 640: 38%|###7 | 15/40 [00:02<00:04, 5.40it/s] 33/499 4.32G 0.0252 0.01752 0.01189 65 640: 38%|###7 | 15/40 [00:03<00:04, 5.40it/s] 33/499 4.32G 0.0252 0.01752 0.01189 65 640: 40%|#### | 16/40 [00:03<00:04, 5.26it/s] 33/499 4.32G 0.02499 0.01738 0.01172 62 640: 40%|#### | 16/40 [00:03<00:04, 5.26it/s] 33/499 4.32G 0.02499 0.01738 0.01172 62 640: 42%|####2 | 17/40 [00:03<00:04, 5.36it/s] 33/499 4.32G 0.02511 0.01749 0.01162 78 640: 42%|####2 | 17/40 [00:03<00:04, 5.36it/s] 33/499 4.32G 0.02511 0.01749 0.01162 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.41it/s] 33/499 4.32G 0.02522 0.01752 0.01204 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.41it/s] 33/499 4.32G 0.02522 0.01752 0.01204 65 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 33/499 4.32G 0.02537 0.01756 0.01231 78 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 33/499 4.32G 0.02537 0.01756 0.01231 78 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 33/499 4.32G 0.02526 0.01765 0.01207 85 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 33/499 4.32G 0.02526 0.01765 0.01207 85 640: 52%|#####2 | 21/40 [00:03<00:03, 5.39it/s] 33/499 4.32G 0.02532 0.01765 0.01199 70 640: 52%|#####2 | 21/40 [00:04<00:03, 5.39it/s] 33/499 4.32G 0.02532 0.01765 0.01199 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 33/499 4.32G 0.02524 0.01756 0.01188 67 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 33/499 4.32G 0.02524 0.01756 0.01188 67 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 33/499 4.32G 0.02526 0.01759 0.01186 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 33/499 4.32G 0.02526 0.01759 0.01186 74 640: 60%|###### | 24/40 [00:04<00:02, 5.37it/s] 33/499 4.32G 0.02526 0.01757 0.01186 74 640: 60%|###### | 24/40 [00:04<00:02, 5.37it/s] 33/499 4.32G 0.02526 0.01757 0.01186 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 33/499 4.32G 0.02518 0.01744 0.0119 63 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 33/499 4.32G 0.02518 0.01744 0.0119 63 640: 65%|######5 | 26/40 [00:04<00:02, 5.32it/s] 33/499 4.32G 0.02513 0.01755 0.01202 88 640: 65%|######5 | 26/40 [00:05<00:02, 5.32it/s] 33/499 4.32G 0.02513 0.01755 0.01202 88 640: 68%|######7 | 27/40 [00:05<00:02, 5.38it/s] 33/499 4.32G 0.02512 0.01764 0.01212 78 640: 68%|######7 | 27/40 [00:05<00:02, 5.38it/s] 33/499 4.32G 0.02512 0.01764 0.01212 78 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 33/499 4.32G 0.02505 0.01767 0.01196 79 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 33/499 4.32G 0.02505 0.01767 0.01196 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 33/499 4.32G 0.02505 0.0177 0.01182 83 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 33/499 4.32G 0.02505 0.0177 0.01182 83 640: 75%|#######5 | 30/40 [00:05<00:01, 5.39it/s] 33/499 4.32G 0.02498 0.01765 0.01198 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.39it/s] 33/499 4.32G 0.02498 0.01765 0.01198 65 640: 78%|#######7 | 31/40 [00:05<00:01, 5.25it/s] 33/499 4.32G 0.02505 0.01764 0.01222 68 640: 78%|#######7 | 31/40 [00:06<00:01, 5.25it/s] 33/499 4.32G 0.02505 0.01764 0.01222 68 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 33/499 4.32G 0.02504 0.01759 0.01225 68 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 33/499 4.32G 0.02504 0.01759 0.01225 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.36it/s] 33/499 4.32G 0.02488 0.01746 0.01219 62 640: 82%|########2 | 33/40 [00:06<00:01, 5.36it/s] 33/499 4.32G 0.02488 0.01746 0.01219 62 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 33/499 4.32G 0.02485 0.01742 0.01231 57 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 33/499 4.32G 0.02485 0.01742 0.01231 57 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 33/499 4.32G 0.02493 0.01732 0.01259 49 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 33/499 4.32G 0.02493 0.01732 0.01259 49 640: 90%|######### | 36/40 [00:06<00:00, 5.37it/s] 33/499 4.32G 0.02498 0.0174 0.01255 83 640: 90%|######### | 36/40 [00:06<00:00, 5.37it/s] 33/499 4.32G 0.02498 0.0174 0.01255 83 640: 92%|#########2| 37/40 [00:06<00:00, 5.24it/s] 33/499 4.32G 0.02498 0.01743 0.0126 83 640: 92%|#########2| 37/40 [00:07<00:00, 5.24it/s] 33/499 4.32G 0.02498 0.01743 0.0126 83 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 33/499 4.32G 0.025 0.01744 0.01263 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 33/499 4.32G 0.025 0.01744 0.01263 77 640: 98%|#########7| 39/40 [00:07<00:00, 5.40it/s] 33/499 4.32G 0.02491 0.01733 0.01253 27 640: 98%|#########7| 39/40 [00:07<00:00, 5.40it/s] 33/499 4.32G 0.02491 0.01733 0.01253 27 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] 33/499 4.32G 0.02491 0.01733 0.01253 27 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.85it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.98it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.02it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.11it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.64it/s] all 132 263 0.274 0.038 0.05 0.017 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 34/499 4.32G 0.023 0.01587 0.008014 72 640: 0%| | 0/40 [00:00<?, ?it/s] 34/499 4.32G 0.023 0.01587 0.008014 72 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 34/499 4.32G 0.02401 0.01786 0.01034 84 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 34/499 4.32G 0.02401 0.01786 0.01034 84 640: 5%|5 | 2/40 [00:00<00:06, 5.54it/s] 34/499 4.32G 0.02405 0.0189 0.01206 88 640: 5%|5 | 2/40 [00:00<00:06, 5.54it/s] 34/499 4.32G 0.02405 0.0189 0.01206 88 640: 8%|7 | 3/40 [00:00<00:07, 5.27it/s] 34/499 4.32G 0.0242 0.01904 0.01229 86 640: 8%|7 | 3/40 [00:00<00:07, 5.27it/s] 34/499 4.32G 0.0242 0.01904 0.01229 86 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 34/499 4.32G 0.02404 0.01878 0.0122 76 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 34/499 4.32G 0.02404 0.01878 0.0122 76 640: 12%|#2 | 5/40 [00:00<00:06, 5.43it/s] 34/499 4.32G 0.02474 0.01869 0.01352 72 640: 12%|#2 | 5/40 [00:01<00:06, 5.43it/s] 34/499 4.32G 0.02474 0.01869 0.01352 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 34/499 4.32G 0.02477 0.01866 0.0133 77 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 34/499 4.32G 0.02477 0.01866 0.0133 77 640: 18%|#7 | 7/40 [00:01<00:06, 5.29it/s] 34/499 4.32G 0.02493 0.01885 0.01335 93 640: 18%|#7 | 7/40 [00:01<00:06, 5.29it/s] 34/499 4.32G 0.02493 0.01885 0.01335 93 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 34/499 4.32G 0.02492 0.01836 0.01357 69 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 34/499 4.32G 0.02492 0.01836 0.01357 69 640: 22%|##2 | 9/40 [00:01<00:06, 5.11it/s] 34/499 4.32G 0.02478 0.01834 0.01338 81 640: 22%|##2 | 9/40 [00:01<00:06, 5.11it/s] 34/499 4.32G 0.02478 0.01834 0.01338 81 640: 25%|##5 | 10/40 [00:01<00:05, 5.22it/s] 34/499 4.32G 0.02451 0.01801 0.01351 64 640: 25%|##5 | 10/40 [00:02<00:05, 5.22it/s] 34/499 4.32G 0.02451 0.01801 0.01351 64 640: 28%|##7 | 11/40 [00:02<00:05, 5.32it/s] 34/499 4.32G 0.02447 0.01793 0.0132 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.32it/s] 34/499 4.32G 0.02447 0.01793 0.0132 78 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 34/499 4.32G 0.02446 0.01797 0.01333 85 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 34/499 4.32G 0.02446 0.01797 0.01333 85 640: 32%|###2 | 13/40 [00:02<00:05, 5.29it/s] 34/499 4.32G 0.02433 0.01786 0.01311 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.29it/s] 34/499 4.32G 0.02433 0.01786 0.01311 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.36it/s] 34/499 4.32G 0.02417 0.01774 0.0128 77 640: 35%|###5 | 14/40 [00:02<00:04, 5.36it/s] 34/499 4.32G 0.02417 0.01774 0.0128 77 640: 38%|###7 | 15/40 [00:02<00:04, 5.23it/s] 34/499 4.32G 0.02415 0.01781 0.01247 85 640: 38%|###7 | 15/40 [00:03<00:04, 5.23it/s] 34/499 4.32G 0.02415 0.01781 0.01247 85 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 34/499 4.32G 0.02412 0.01782 0.01281 80 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 34/499 4.32G 0.02412 0.01782 0.01281 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.37it/s] 34/499 4.32G 0.02415 0.01794 0.01265 78 640: 42%|####2 | 17/40 [00:03<00:04, 5.37it/s] 34/499 4.32G 0.02415 0.01794 0.01265 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 34/499 4.32G 0.0242 0.01803 0.01252 81 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 34/499 4.32G 0.0242 0.01803 0.01252 81 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 34/499 4.32G 0.02411 0.01787 0.01234 66 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 34/499 4.32G 0.02411 0.01787 0.01234 66 640: 50%|##### | 20/40 [00:03<00:03, 5.38it/s] 34/499 4.32G 0.02426 0.01784 0.01242 72 640: 50%|##### | 20/40 [00:03<00:03, 5.38it/s] 34/499 4.32G 0.02426 0.01784 0.01242 72 640: 52%|#####2 | 21/40 [00:03<00:03, 5.21it/s] 34/499 4.32G 0.02421 0.01766 0.01229 64 640: 52%|#####2 | 21/40 [00:04<00:03, 5.21it/s] 34/499 4.32G 0.02421 0.01766 0.01229 64 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 34/499 4.32G 0.02419 0.01758 0.01222 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 34/499 4.32G 0.02419 0.01758 0.01222 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 34/499 4.32G 0.02422 0.01744 0.0122 57 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 34/499 4.32G 0.02422 0.01744 0.0122 57 640: 60%|###### | 24/40 [00:04<00:03, 5.20it/s] 34/499 4.32G 0.02419 0.01739 0.01219 73 640: 60%|###### | 24/40 [00:04<00:03, 5.20it/s] 34/499 4.32G 0.02419 0.01739 0.01219 73 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 34/499 4.32G 0.02424 0.01729 0.01221 63 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 34/499 4.32G 0.02424 0.01729 0.01221 63 640: 65%|######5 | 26/40 [00:04<00:02, 5.38it/s] 34/499 4.32G 0.02423 0.01736 0.01205 87 640: 65%|######5 | 26/40 [00:05<00:02, 5.38it/s] 34/499 4.32G 0.02423 0.01736 0.01205 87 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 34/499 4.32G 0.02427 0.01754 0.01214 89 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 34/499 4.32G 0.02427 0.01754 0.01214 89 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 34/499 4.32G 0.02427 0.01746 0.01218 69 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 34/499 4.32G 0.02427 0.01746 0.01218 69 640: 72%|#######2 | 29/40 [00:05<00:02, 5.38it/s] 34/499 4.32G 0.02429 0.01751 0.01208 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.38it/s] 34/499 4.32G 0.02429 0.01751 0.01208 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.23it/s] 34/499 4.32G 0.02442 0.01742 0.01212 59 640: 75%|#######5 | 30/40 [00:05<00:01, 5.23it/s] 34/499 4.32G 0.02442 0.01742 0.01212 59 640: 78%|#######7 | 31/40 [00:05<00:01, 5.29it/s] 34/499 4.32G 0.02445 0.01752 0.01214 82 640: 78%|#######7 | 31/40 [00:06<00:01, 5.29it/s] 34/499 4.32G 0.02445 0.01752 0.01214 82 640: 80%|######## | 32/40 [00:06<00:01, 5.35it/s] 34/499 4.32G 0.0244 0.01742 0.0121 68 640: 80%|######## | 32/40 [00:06<00:01, 5.35it/s] 34/499 4.32G 0.0244 0.01742 0.0121 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 34/499 4.32G 0.02437 0.01745 0.01205 78 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 34/499 4.32G 0.02437 0.01745 0.01205 78 640: 85%|########5 | 34/40 [00:06<00:01, 5.30it/s] 34/499 4.32G 0.02442 0.01735 0.01214 60 640: 85%|########5 | 34/40 [00:06<00:01, 5.30it/s] 34/499 4.32G 0.02442 0.01735 0.01214 60 640: 88%|########7 | 35/40 [00:06<00:00, 5.37it/s] 34/499 4.32G 0.02433 0.01729 0.01216 57 640: 88%|########7 | 35/40 [00:06<00:00, 5.37it/s] 34/499 4.32G 0.02433 0.01729 0.01216 57 640: 90%|######### | 36/40 [00:06<00:00, 5.23it/s] 34/499 4.32G 0.02428 0.01727 0.01203 68 640: 90%|######### | 36/40 [00:06<00:00, 5.23it/s] 34/499 4.32G 0.02428 0.01727 0.01203 68 640: 92%|#########2| 37/40 [00:06<00:00, 5.29it/s] 34/499 4.32G 0.02422 0.01712 0.0121 52 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 34/499 4.32G 0.02422 0.01712 0.0121 52 640: 95%|#########5| 38/40 [00:07<00:00, 5.38it/s] 34/499 4.32G 0.02427 0.01719 0.01204 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.38it/s] 34/499 4.32G 0.02427 0.01719 0.01204 77 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 34/499 4.32G 0.02429 0.0172 0.01214 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 34/499 4.32G 0.02429 0.0172 0.01214 38 640: 100%|##########| 40/40 [00:07<00:00, 5.42it/s] 34/499 4.32G 0.02429 0.0172 0.01214 38 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.75it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.85it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.99it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.52it/s] all 132 263 0.607 0.0421 0.0442 0.0126 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 35/499 4.32G 0.02538 0.01857 0.009873 77 640: 0%| | 0/40 [00:00<?, ?it/s] 35/499 4.32G 0.02538 0.01857 0.009873 77 640: 2%|2 | 1/40 [00:00<00:06, 5.63it/s] 35/499 4.32G 0.0251 0.01824 0.01041 77 640: 2%|2 | 1/40 [00:00<00:06, 5.63it/s] 35/499 4.32G 0.0251 0.01824 0.01041 77 640: 5%|5 | 2/40 [00:00<00:07, 5.24it/s] 35/499 4.32G 0.02536 0.01761 0.01004 80 640: 5%|5 | 2/40 [00:00<00:07, 5.24it/s] 35/499 4.32G 0.02536 0.01761 0.01004 80 640: 8%|7 | 3/40 [00:00<00:06, 5.38it/s] 35/499 4.32G 0.02491 0.01831 0.01088 84 640: 8%|7 | 3/40 [00:00<00:06, 5.38it/s] 35/499 4.32G 0.02491 0.01831 0.01088 84 640: 10%|# | 4/40 [00:00<00:06, 5.45it/s] 35/499 4.32G 0.025 0.01786 0.01045 70 640: 10%|# | 4/40 [00:00<00:06, 5.45it/s] 35/499 4.32G 0.025 0.01786 0.01045 70 640: 12%|#2 | 5/40 [00:00<00:06, 5.25it/s] 35/499 4.32G 0.02528 0.01751 0.01101 68 640: 12%|#2 | 5/40 [00:01<00:06, 5.25it/s] 35/499 4.32G 0.02528 0.01751 0.01101 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 35/499 4.32G 0.02531 0.01733 0.01102 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 35/499 4.32G 0.02531 0.01733 0.01102 72 640: 18%|#7 | 7/40 [00:01<00:06, 5.40it/s] 35/499 4.32G 0.02527 0.01721 0.01099 64 640: 18%|#7 | 7/40 [00:01<00:06, 5.40it/s] 35/499 4.32G 0.02527 0.01721 0.01099 64 640: 20%|## | 8/40 [00:01<00:06, 5.25it/s] 35/499 4.32G 0.02526 0.0171 0.01171 68 640: 20%|## | 8/40 [00:01<00:06, 5.25it/s] 35/499 4.32G 0.02526 0.0171 0.01171 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 35/499 4.32G 0.02503 0.01686 0.01274 60 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 35/499 4.32G 0.02503 0.01686 0.01274 60 640: 25%|##5 | 10/40 [00:01<00:05, 5.41it/s] 35/499 4.32G 0.02475 0.01672 0.01276 71 640: 25%|##5 | 10/40 [00:02<00:05, 5.41it/s] 35/499 4.32G 0.02475 0.01672 0.01276 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 35/499 4.32G 0.02478 0.01646 0.01325 57 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 35/499 4.32G 0.02478 0.01646 0.01325 57 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 35/499 4.32G 0.0248 0.01651 0.01298 71 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 35/499 4.32G 0.0248 0.01651 0.01298 71 640: 32%|###2 | 13/40 [00:02<00:04, 5.42it/s] 35/499 4.32G 0.02455 0.01657 0.0129 77 640: 32%|###2 | 13/40 [00:02<00:04, 5.42it/s] 35/499 4.32G 0.02455 0.01657 0.0129 77 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 35/499 4.32G 0.02444 0.01661 0.0126 73 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 35/499 4.32G 0.02444 0.01661 0.0126 73 640: 38%|###7 | 15/40 [00:02<00:04, 5.33it/s] 35/499 4.32G 0.02443 0.01693 0.01246 89 640: 38%|###7 | 15/40 [00:02<00:04, 5.33it/s] 35/499 4.32G 0.02443 0.01693 0.01246 89 640: 40%|#### | 16/40 [00:02<00:04, 5.40it/s] 35/499 4.32G 0.0245 0.01679 0.01242 63 640: 40%|#### | 16/40 [00:03<00:04, 5.40it/s] 35/499 4.32G 0.0245 0.01679 0.01242 63 640: 42%|####2 | 17/40 [00:03<00:04, 5.26it/s] 35/499 4.32G 0.02444 0.01688 0.01271 81 640: 42%|####2 | 17/40 [00:03<00:04, 5.26it/s] 35/499 4.32G 0.02444 0.01688 0.01271 81 640: 45%|####5 | 18/40 [00:03<00:04, 5.36it/s] 35/499 4.32G 0.02433 0.01684 0.01262 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.36it/s] 35/499 4.32G 0.02433 0.01684 0.01262 70 640: 48%|####7 | 19/40 [00:03<00:03, 5.41it/s] 35/499 4.32G 0.02428 0.01671 0.01254 62 640: 48%|####7 | 19/40 [00:03<00:03, 5.41it/s] 35/499 4.32G 0.02428 0.01671 0.01254 62 640: 50%|##### | 20/40 [00:03<00:03, 5.27it/s] 35/499 4.32G 0.02428 0.01673 0.01252 75 640: 50%|##### | 20/40 [00:03<00:03, 5.27it/s] 35/499 4.32G 0.02428 0.01673 0.01252 75 640: 52%|#####2 | 21/40 [00:03<00:03, 5.28it/s] 35/499 4.32G 0.02427 0.01694 0.01239 85 640: 52%|#####2 | 21/40 [00:04<00:03, 5.28it/s] 35/499 4.32G 0.02427 0.01694 0.01239 85 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 35/499 4.32G 0.02448 0.01705 0.01274 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 35/499 4.32G 0.02448 0.01705 0.01274 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 35/499 4.32G 0.02438 0.01695 0.01255 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 35/499 4.32G 0.02438 0.01695 0.01255 69 640: 60%|###### | 24/40 [00:04<00:03, 5.29it/s] 35/499 4.32G 0.02449 0.01702 0.01252 76 640: 60%|###### | 24/40 [00:04<00:03, 5.29it/s] 35/499 4.32G 0.02449 0.01702 0.01252 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.37it/s] 35/499 4.32G 0.02453 0.01702 0.0127 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.37it/s] 35/499 4.32G 0.02453 0.01702 0.0127 75 640: 65%|######5 | 26/40 [00:04<00:02, 5.24it/s] 35/499 4.32G 0.02444 0.01709 0.01259 78 640: 65%|######5 | 26/40 [00:05<00:02, 5.24it/s] 35/499 4.32G 0.02444 0.01709 0.01259 78 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 35/499 4.32G 0.02438 0.01706 0.01263 65 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 35/499 4.32G 0.02438 0.01706 0.01263 65 640: 70%|####### | 28/40 [00:05<00:02, 5.40it/s] 35/499 4.32G 0.0244 0.01709 0.01267 70 640: 70%|####### | 28/40 [00:05<00:02, 5.40it/s] 35/499 4.32G 0.0244 0.01709 0.01267 70 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 35/499 4.32G 0.02428 0.01706 0.01247 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 35/499 4.32G 0.02428 0.01706 0.01247 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 35/499 4.32G 0.02432 0.01707 0.01244 72 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 35/499 4.32G 0.02432 0.01707 0.01244 72 640: 78%|#######7 | 31/40 [00:05<00:01, 5.37it/s] 35/499 4.32G 0.02432 0.01715 0.01242 81 640: 78%|#######7 | 31/40 [00:06<00:01, 5.37it/s] 35/499 4.32G 0.02432 0.01715 0.01242 81 640: 80%|######## | 32/40 [00:06<00:01, 5.23it/s] 35/499 4.32G 0.02429 0.01707 0.01235 64 640: 80%|######## | 32/40 [00:06<00:01, 5.23it/s] 35/499 4.32G 0.02429 0.01707 0.01235 64 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 35/499 4.32G 0.02427 0.01717 0.01221 91 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 35/499 4.32G 0.02427 0.01717 0.01221 91 640: 85%|########5 | 34/40 [00:06<00:01, 5.39it/s] 35/499 4.32G 0.02434 0.01722 0.01218 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.39it/s] 35/499 4.32G 0.02434 0.01722 0.01218 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 35/499 4.32G 0.02436 0.0172 0.01224 63 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 35/499 4.32G 0.02436 0.0172 0.01224 63 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 35/499 4.32G 0.02429 0.0172 0.01217 72 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 35/499 4.32G 0.02429 0.0172 0.01217 72 640: 92%|#########2| 37/40 [00:06<00:00, 5.37it/s] 35/499 4.32G 0.0243 0.01726 0.01212 85 640: 92%|#########2| 37/40 [00:07<00:00, 5.37it/s] 35/499 4.32G 0.0243 0.01726 0.01212 85 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 35/499 4.32G 0.02438 0.01733 0.01215 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 35/499 4.32G 0.02438 0.01733 0.01215 80 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 35/499 4.32G 0.0243 0.01729 0.01228 34 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 35/499 4.32G 0.0243 0.01729 0.01228 34 640: 100%|##########| 40/40 [00:07<00:00, 5.42it/s] 35/499 4.32G 0.0243 0.01729 0.01228 34 640: 100%|##########| 40/40 [00:07<00:00, 5.33it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.86it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.03it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.06it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.17it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.68it/s] all 132 263 0.00121 0.0283 0.000709 0.000214 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 36/499 4.32G 0.02549 0.01722 0.008143 77 640: 0%| | 0/40 [00:00<?, ?it/s] 36/499 4.32G 0.02549 0.01722 0.008143 77 640: 2%|2 | 1/40 [00:00<00:07, 4.96it/s] 36/499 4.32G 0.02591 0.01578 0.01246 65 640: 2%|2 | 1/40 [00:00<00:07, 4.96it/s] 36/499 4.32G 0.02591 0.01578 0.01246 65 640: 5%|5 | 2/40 [00:00<00:07, 5.32it/s] 36/499 4.32G 0.0254 0.01572 0.01301 69 640: 5%|5 | 2/40 [00:00<00:07, 5.32it/s] 36/499 4.32G 0.0254 0.01572 0.01301 69 640: 8%|7 | 3/40 [00:00<00:06, 5.44it/s] 36/499 4.32G 0.0249 0.01566 0.01344 68 640: 8%|7 | 3/40 [00:00<00:06, 5.44it/s] 36/499 4.32G 0.0249 0.01566 0.01344 68 640: 10%|# | 4/40 [00:00<00:06, 5.24it/s] 36/499 4.32G 0.02518 0.01628 0.01302 86 640: 10%|# | 4/40 [00:00<00:06, 5.24it/s] 36/499 4.32G 0.02518 0.01628 0.01302 86 640: 12%|#2 | 5/40 [00:00<00:06, 5.37it/s] 36/499 4.32G 0.02525 0.01704 0.01351 85 640: 12%|#2 | 5/40 [00:01<00:06, 5.37it/s] 36/499 4.32G 0.02525 0.01704 0.01351 85 640: 15%|#5 | 6/40 [00:01<00:06, 5.42it/s] 36/499 4.32G 0.02524 0.01672 0.01378 60 640: 15%|#5 | 6/40 [00:01<00:06, 5.42it/s] 36/499 4.32G 0.02524 0.01672 0.01378 60 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 36/499 4.32G 0.0247 0.01674 0.01291 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 36/499 4.32G 0.0247 0.01674 0.01291 79 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 36/499 4.32G 0.02476 0.01716 0.0127 87 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 36/499 4.32G 0.02476 0.01716 0.0127 87 640: 22%|##2 | 9/40 [00:01<00:05, 5.43it/s] 36/499 4.32G 0.02464 0.01717 0.01262 77 640: 22%|##2 | 9/40 [00:01<00:05, 5.43it/s] 36/499 4.32G 0.02464 0.01717 0.01262 77 640: 25%|##5 | 10/40 [00:01<00:05, 5.29it/s] 36/499 4.32G 0.0245 0.01728 0.01252 76 640: 25%|##5 | 10/40 [00:02<00:05, 5.29it/s] 36/499 4.32G 0.0245 0.01728 0.01252 76 640: 28%|##7 | 11/40 [00:02<00:05, 5.37it/s] 36/499 4.32G 0.02444 0.01723 0.01247 80 640: 28%|##7 | 11/40 [00:02<00:05, 5.37it/s] 36/499 4.32G 0.02444 0.01723 0.01247 80 640: 30%|### | 12/40 [00:02<00:05, 5.43it/s] 36/499 4.32G 0.0244 0.01731 0.01251 79 640: 30%|### | 12/40 [00:02<00:05, 5.43it/s] 36/499 4.32G 0.0244 0.01731 0.01251 79 640: 32%|###2 | 13/40 [00:02<00:05, 5.27it/s] 36/499 4.32G 0.02423 0.01727 0.01235 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.27it/s] 36/499 4.32G 0.02423 0.01727 0.01235 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.37it/s] 36/499 4.32G 0.0242 0.01733 0.01225 84 640: 35%|###5 | 14/40 [00:02<00:04, 5.37it/s] 36/499 4.32G 0.0242 0.01733 0.01225 84 640: 38%|###7 | 15/40 [00:02<00:04, 5.43it/s] 36/499 4.32G 0.02433 0.01748 0.01237 77 640: 38%|###7 | 15/40 [00:03<00:04, 5.43it/s] 36/499 4.32G 0.02433 0.01748 0.01237 77 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 36/499 4.32G 0.0244 0.0175 0.0125 77 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 36/499 4.32G 0.0244 0.0175 0.0125 77 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 36/499 4.32G 0.02425 0.01735 0.01209 63 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 36/499 4.32G 0.02425 0.01735 0.01209 63 640: 45%|####5 | 18/40 [00:03<00:04, 5.42it/s] 36/499 4.32G 0.02421 0.01758 0.0119 93 640: 45%|####5 | 18/40 [00:03<00:04, 5.42it/s] 36/499 4.32G 0.02421 0.01758 0.0119 93 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 36/499 4.32G 0.02424 0.01774 0.01183 88 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 36/499 4.32G 0.02424 0.01774 0.01183 88 640: 50%|##### | 20/40 [00:03<00:03, 5.37it/s] 36/499 4.32G 0.0243 0.0179 0.01186 88 640: 50%|##### | 20/40 [00:03<00:03, 5.37it/s] 36/499 4.32G 0.0243 0.0179 0.01186 88 640: 52%|#####2 | 21/40 [00:03<00:03, 5.38it/s] 36/499 4.32G 0.02441 0.01794 0.01245 78 640: 52%|#####2 | 21/40 [00:04<00:03, 5.38it/s] 36/499 4.32G 0.02441 0.01794 0.01245 78 640: 55%|#####5 | 22/40 [00:04<00:03, 5.20it/s] 36/499 4.32G 0.02438 0.01795 0.0127 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.20it/s] 36/499 4.32G 0.02438 0.01795 0.0127 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 36/499 4.32G 0.02436 0.01788 0.0124 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 36/499 4.32G 0.02436 0.01788 0.0124 69 640: 60%|###### | 24/40 [00:04<00:02, 5.37it/s] 36/499 4.32G 0.02434 0.01794 0.01251 87 640: 60%|###### | 24/40 [00:04<00:02, 5.37it/s] 36/499 4.32G 0.02434 0.01794 0.01251 87 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 36/499 4.32G 0.02429 0.01785 0.01258 61 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 36/499 4.32G 0.02429 0.01785 0.01258 61 640: 65%|######5 | 26/40 [00:04<00:02, 5.33it/s] 36/499 4.32G 0.02442 0.01782 0.01261 58 640: 65%|######5 | 26/40 [00:05<00:02, 5.33it/s] 36/499 4.32G 0.02442 0.01782 0.01261 58 640: 68%|######7 | 27/40 [00:05<00:02, 5.38it/s] 36/499 4.32G 0.02438 0.01776 0.01264 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.38it/s] 36/499 4.32G 0.02438 0.01776 0.01264 68 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 36/499 4.32G 0.0243 0.0177 0.01241 75 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 36/499 4.32G 0.0243 0.0177 0.01241 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 36/499 4.32G 0.02431 0.01777 0.01235 89 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 36/499 4.32G 0.02431 0.01777 0.01235 89 640: 75%|#######5 | 30/40 [00:05<00:01, 5.39it/s] 36/499 4.32G 0.02428 0.01776 0.01255 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.39it/s] 36/499 4.32G 0.02428 0.01776 0.01255 68 640: 78%|#######7 | 31/40 [00:05<00:01, 5.25it/s] 36/499 4.32G 0.02431 0.01793 0.01253 97 640: 78%|#######7 | 31/40 [00:06<00:01, 5.25it/s] 36/499 4.32G 0.02431 0.01793 0.01253 97 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 36/499 4.32G 0.0243 0.01796 0.01257 85 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 36/499 4.32G 0.0243 0.01796 0.01257 85 640: 82%|########2 | 33/40 [00:06<00:01, 5.38it/s] 36/499 4.32G 0.02425 0.01802 0.01242 86 640: 82%|########2 | 33/40 [00:06<00:01, 5.38it/s] 36/499 4.32G 0.02425 0.01802 0.01242 86 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 36/499 4.32G 0.02423 0.01809 0.01248 91 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 36/499 4.32G 0.02423 0.01809 0.01248 91 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 36/499 4.32G 0.0242 0.01803 0.01231 63 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 36/499 4.32G 0.0242 0.01803 0.01231 63 640: 90%|######### | 36/40 [00:06<00:00, 5.39it/s] 36/499 4.32G 0.02419 0.01796 0.01223 66 640: 90%|######### | 36/40 [00:06<00:00, 5.39it/s] 36/499 4.32G 0.02419 0.01796 0.01223 66 640: 92%|#########2| 37/40 [00:06<00:00, 5.17it/s] 36/499 4.32G 0.02417 0.01793 0.01234 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.17it/s] 36/499 4.32G 0.02417 0.01793 0.01234 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 36/499 4.32G 0.02415 0.01786 0.01233 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 36/499 4.32G 0.02415 0.01786 0.01233 66 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 36/499 4.32G 0.02413 0.01785 0.01251 37 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 36/499 4.32G 0.02413 0.01785 0.01251 37 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] 36/499 4.32G 0.02413 0.01785 0.01251 37 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.02it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.01it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.10it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.64it/s] all 132 263 0.211 0.0235 0.0199 0.00494 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 37/499 4.32G 0.02469 0.0175 0.01374 72 640: 0%| | 0/40 [00:00<?, ?it/s] 37/499 4.32G 0.02469 0.0175 0.01374 72 640: 2%|2 | 1/40 [00:00<00:07, 5.37it/s] 37/499 4.32G 0.0248 0.0162 0.01502 59 640: 2%|2 | 1/40 [00:00<00:07, 5.37it/s] 37/499 4.32G 0.0248 0.0162 0.01502 59 640: 5%|5 | 2/40 [00:00<00:06, 5.46it/s] 37/499 4.32G 0.02539 0.01637 0.01521 64 640: 5%|5 | 2/40 [00:00<00:06, 5.46it/s] 37/499 4.32G 0.02539 0.01637 0.01521 64 640: 8%|7 | 3/40 [00:00<00:07, 5.18it/s] 37/499 4.32G 0.02483 0.01656 0.01369 72 640: 8%|7 | 3/40 [00:00<00:07, 5.18it/s] 37/499 4.32G 0.02483 0.01656 0.01369 72 640: 10%|# | 4/40 [00:00<00:06, 5.31it/s] 37/499 4.32G 0.02459 0.01695 0.01266 81 640: 10%|# | 4/40 [00:00<00:06, 5.31it/s] 37/499 4.32G 0.02459 0.01695 0.01266 81 640: 12%|#2 | 5/40 [00:00<00:06, 5.40it/s] 37/499 4.32G 0.02449 0.01742 0.01228 94 640: 12%|#2 | 5/40 [00:01<00:06, 5.40it/s] 37/499 4.32G 0.02449 0.01742 0.01228 94 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 37/499 4.32G 0.02426 0.0179 0.01201 92 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 37/499 4.32G 0.02426 0.0179 0.01201 92 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 37/499 4.32G 0.02418 0.01815 0.01186 82 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 37/499 4.32G 0.02418 0.01815 0.01186 82 640: 20%|## | 8/40 [00:01<00:05, 5.41it/s] 37/499 4.32G 0.024 0.01853 0.01215 84 640: 20%|## | 8/40 [00:01<00:05, 5.41it/s] 37/499 4.32G 0.024 0.01853 0.01215 84 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 37/499 4.32G 0.0243 0.01842 0.01238 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 37/499 4.32G 0.0243 0.01842 0.01238 69 640: 25%|##5 | 10/40 [00:01<00:05, 5.27it/s] 37/499 4.32G 0.02448 0.01819 0.01283 68 640: 25%|##5 | 10/40 [00:02<00:05, 5.27it/s] 37/499 4.32G 0.02448 0.01819 0.01283 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.36it/s] 37/499 4.32G 0.02444 0.01811 0.0127 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.36it/s] 37/499 4.32G 0.02444 0.01811 0.0127 75 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 37/499 4.32G 0.0244 0.01799 0.01308 70 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 37/499 4.32G 0.0244 0.01799 0.01308 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 37/499 4.32G 0.0243 0.01806 0.01307 81 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 37/499 4.32G 0.0243 0.01806 0.01307 81 640: 35%|###5 | 14/40 [00:02<00:04, 5.39it/s] 37/499 4.32G 0.02423 0.01818 0.01317 86 640: 35%|###5 | 14/40 [00:02<00:04, 5.39it/s] 37/499 4.32G 0.02423 0.01818 0.01317 86 640: 38%|###7 | 15/40 [00:02<00:04, 5.25it/s] 37/499 4.32G 0.02433 0.01796 0.01321 58 640: 38%|###7 | 15/40 [00:03<00:04, 5.25it/s] 37/499 4.32G 0.02433 0.01796 0.01321 58 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 37/499 4.32G 0.02463 0.01813 0.01313 89 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 37/499 4.32G 0.02463 0.01813 0.01313 89 640: 42%|####2 | 17/40 [00:03<00:04, 5.41it/s] 37/499 4.32G 0.02485 0.01794 0.01345 58 640: 42%|####2 | 17/40 [00:03<00:04, 5.41it/s] 37/499 4.32G 0.02485 0.01794 0.01345 58 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 37/499 4.32G 0.02476 0.01793 0.01335 83 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 37/499 4.32G 0.02476 0.01793 0.01335 83 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 37/499 4.32G 0.0248 0.01789 0.01316 73 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 37/499 4.32G 0.0248 0.01789 0.01316 73 640: 50%|##### | 20/40 [00:03<00:03, 5.37it/s] 37/499 4.32G 0.02486 0.01805 0.01326 90 640: 50%|##### | 20/40 [00:03<00:03, 5.37it/s] 37/499 4.32G 0.02486 0.01805 0.01326 90 640: 52%|#####2 | 21/40 [00:03<00:03, 5.24it/s] 37/499 4.32G 0.02491 0.01807 0.01318 78 640: 52%|#####2 | 21/40 [00:04<00:03, 5.24it/s] 37/499 4.32G 0.02491 0.01807 0.01318 78 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 37/499 4.32G 0.02479 0.01802 0.01303 83 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 37/499 4.32G 0.02479 0.01802 0.01303 83 640: 57%|#####7 | 23/40 [00:04<00:03, 5.38it/s] 37/499 4.32G 0.02472 0.01793 0.01297 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.38it/s] 37/499 4.32G 0.02472 0.01793 0.01297 74 640: 60%|###### | 24/40 [00:04<00:03, 5.20it/s] 37/499 4.32G 0.02482 0.01782 0.01288 65 640: 60%|###### | 24/40 [00:04<00:03, 5.20it/s] 37/499 4.32G 0.02482 0.01782 0.01288 65 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 37/499 4.32G 0.02481 0.01771 0.01274 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 37/499 4.32G 0.02481 0.01771 0.01274 71 640: 65%|######5 | 26/40 [00:04<00:02, 5.28it/s] 37/499 4.32G 0.02472 0.01774 0.01273 75 640: 65%|######5 | 26/40 [00:05<00:02, 5.28it/s] 37/499 4.32G 0.02472 0.01774 0.01273 75 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 37/499 4.32G 0.02482 0.01774 0.01273 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 37/499 4.32G 0.02482 0.01774 0.01273 71 640: 70%|####### | 28/40 [00:05<00:02, 5.23it/s] 37/499 4.32G 0.02478 0.01785 0.01256 93 640: 70%|####### | 28/40 [00:05<00:02, 5.23it/s] 37/499 4.32G 0.02478 0.01785 0.01256 93 640: 72%|#######2 | 29/40 [00:05<00:02, 5.31it/s] 37/499 4.32G 0.02483 0.01769 0.01259 49 640: 72%|#######2 | 29/40 [00:05<00:02, 5.31it/s] 37/499 4.32G 0.02483 0.01769 0.01259 49 640: 75%|#######5 | 30/40 [00:05<00:01, 5.17it/s] 37/499 4.32G 0.02488 0.01764 0.01259 67 640: 75%|#######5 | 30/40 [00:05<00:01, 5.17it/s] 37/499 4.32G 0.02488 0.01764 0.01259 67 640: 78%|#######7 | 31/40 [00:05<00:01, 5.24it/s] 37/499 4.32G 0.02484 0.01764 0.01245 69 640: 78%|#######7 | 31/40 [00:06<00:01, 5.24it/s] 37/499 4.32G 0.02484 0.01764 0.01245 69 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 37/499 4.32G 0.0249 0.01767 0.01245 74 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 37/499 4.32G 0.0249 0.01767 0.01245 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 37/499 4.32G 0.02477 0.01757 0.01234 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 37/499 4.32G 0.02477 0.01757 0.01234 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 37/499 4.32G 0.02469 0.0177 0.01243 103 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 37/499 4.32G 0.02469 0.0177 0.01243 103 640: 88%|########7 | 35/40 [00:06<00:00, 5.36it/s] 37/499 4.32G 0.02463 0.01769 0.01243 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.36it/s] 37/499 4.32G 0.02463 0.01769 0.01243 74 640: 90%|######### | 36/40 [00:06<00:00, 5.22it/s] 37/499 4.32G 0.02463 0.01766 0.01252 72 640: 90%|######### | 36/40 [00:06<00:00, 5.22it/s] 37/499 4.32G 0.02463 0.01766 0.01252 72 640: 92%|#########2| 37/40 [00:06<00:00, 5.31it/s] 37/499 4.32G 0.02461 0.01761 0.01238 70 640: 92%|#########2| 37/40 [00:07<00:00, 5.31it/s] 37/499 4.32G 0.02461 0.01761 0.01238 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.37it/s] 37/499 4.32G 0.02473 0.01757 0.01233 64 640: 95%|#########5| 38/40 [00:07<00:00, 5.37it/s] 37/499 4.32G 0.02473 0.01757 0.01233 64 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 37/499 4.32G 0.02472 0.01751 0.01229 34 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 37/499 4.32G 0.02472 0.01751 0.01229 34 640: 100%|##########| 40/40 [00:07<00:00, 5.39it/s] 37/499 4.32G 0.02472 0.01751 0.01229 34 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.06it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.08it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.18it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.71it/s] all 132 263 0.198 0.0105 0.013 0.00494 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 38/499 4.32G 0.02184 0.01714 0.01005 77 640: 0%| | 0/40 [00:00<?, ?it/s] 38/499 4.32G 0.02184 0.01714 0.01005 77 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 38/499 4.32G 0.02401 0.01712 0.009782 70 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 38/499 4.32G 0.02401 0.01712 0.009782 70 640: 5%|5 | 2/40 [00:00<00:07, 5.25it/s] 38/499 4.32G 0.0237 0.01706 0.01036 81 640: 5%|5 | 2/40 [00:00<00:07, 5.25it/s] 38/499 4.32G 0.0237 0.01706 0.01036 81 640: 8%|7 | 3/40 [00:00<00:06, 5.38it/s] 38/499 4.32G 0.02329 0.01617 0.009863 59 640: 8%|7 | 3/40 [00:00<00:06, 5.38it/s] 38/499 4.32G 0.02329 0.01617 0.009863 59 640: 10%|# | 4/40 [00:00<00:06, 5.47it/s] 38/499 4.32G 0.02309 0.01656 0.009513 76 640: 10%|# | 4/40 [00:00<00:06, 5.47it/s] 38/499 4.32G 0.02309 0.01656 0.009513 76 640: 12%|#2 | 5/40 [00:00<00:06, 5.29it/s] 38/499 4.32G 0.02332 0.0172 0.009814 87 640: 12%|#2 | 5/40 [00:01<00:06, 5.29it/s] 38/499 4.32G 0.02332 0.0172 0.009814 87 640: 15%|#5 | 6/40 [00:01<00:06, 5.40it/s] 38/499 4.32G 0.02337 0.01752 0.01077 78 640: 15%|#5 | 6/40 [00:01<00:06, 5.40it/s] 38/499 4.32G 0.02337 0.01752 0.01077 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.42it/s] 38/499 4.32G 0.02339 0.01764 0.01071 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.42it/s] 38/499 4.32G 0.02339 0.01764 0.01071 73 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 38/499 4.32G 0.02367 0.01784 0.01092 85 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 38/499 4.32G 0.02367 0.01784 0.01092 85 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 38/499 4.32G 0.02354 0.01789 0.01097 81 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 38/499 4.32G 0.02354 0.01789 0.01097 81 640: 25%|##5 | 10/40 [00:01<00:05, 5.43it/s] 38/499 4.32G 0.02348 0.01775 0.01057 75 640: 25%|##5 | 10/40 [00:02<00:05, 5.43it/s] 38/499 4.32G 0.02348 0.01775 0.01057 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 38/499 4.32G 0.02378 0.01746 0.01145 59 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 38/499 4.32G 0.02378 0.01746 0.01145 59 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 38/499 4.32G 0.0242 0.01743 0.01136 66 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 38/499 4.32G 0.0242 0.01743 0.01136 66 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 38/499 4.32G 0.02456 0.01724 0.01154 61 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 38/499 4.32G 0.02456 0.01724 0.01154 61 640: 35%|###5 | 14/40 [00:02<00:04, 5.25it/s] 38/499 4.32G 0.02456 0.01716 0.01145 65 640: 35%|###5 | 14/40 [00:02<00:04, 5.25it/s] 38/499 4.32G 0.02456 0.01716 0.01145 65 640: 38%|###7 | 15/40 [00:02<00:04, 5.37it/s] 38/499 4.32G 0.02455 0.01745 0.01165 89 640: 38%|###7 | 15/40 [00:02<00:04, 5.37it/s] 38/499 4.32G 0.02455 0.01745 0.01165 89 640: 40%|#### | 16/40 [00:02<00:04, 5.44it/s] 38/499 4.32G 0.02447 0.01765 0.01134 92 640: 40%|#### | 16/40 [00:03<00:04, 5.44it/s] 38/499 4.32G 0.02447 0.01765 0.01134 92 640: 42%|####2 | 17/40 [00:03<00:04, 5.28it/s] 38/499 4.32G 0.02445 0.0176 0.01138 69 640: 42%|####2 | 17/40 [00:03<00:04, 5.28it/s] 38/499 4.32G 0.02445 0.0176 0.01138 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 38/499 4.32G 0.02447 0.01753 0.01159 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 38/499 4.32G 0.02447 0.01753 0.01159 69 640: 48%|####7 | 19/40 [00:03<00:03, 5.43it/s] 38/499 4.32G 0.02442 0.01754 0.0119 78 640: 48%|####7 | 19/40 [00:03<00:03, 5.43it/s] 38/499 4.32G 0.02442 0.01754 0.0119 78 640: 50%|##### | 20/40 [00:03<00:03, 5.27it/s] 38/499 4.32G 0.02425 0.01742 0.01185 72 640: 50%|##### | 20/40 [00:03<00:03, 5.27it/s] 38/499 4.32G 0.02425 0.01742 0.01185 72 640: 52%|#####2 | 21/40 [00:03<00:03, 5.36it/s] 38/499 4.32G 0.02421 0.01738 0.01211 73 640: 52%|#####2 | 21/40 [00:04<00:03, 5.36it/s] 38/499 4.32G 0.02421 0.01738 0.01211 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.43it/s] 38/499 4.32G 0.02423 0.01745 0.01214 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.43it/s] 38/499 4.32G 0.02423 0.01745 0.01214 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 38/499 4.32G 0.02414 0.01733 0.01213 63 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 38/499 4.32G 0.02414 0.01733 0.01213 63 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 38/499 4.32G 0.02402 0.01729 0.01205 72 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 38/499 4.32G 0.02402 0.01729 0.01205 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.41it/s] 38/499 4.32G 0.02392 0.01727 0.01191 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.41it/s] 38/499 4.32G 0.02392 0.01727 0.01191 79 640: 65%|######5 | 26/40 [00:04<00:02, 5.27it/s] 38/499 4.32G 0.02389 0.01718 0.01193 62 640: 65%|######5 | 26/40 [00:05<00:02, 5.27it/s] 38/499 4.32G 0.02389 0.01718 0.01193 62 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 38/499 4.32G 0.02386 0.01723 0.01191 83 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 38/499 4.32G 0.02386 0.01723 0.01191 83 640: 70%|####### | 28/40 [00:05<00:02, 5.39it/s] 38/499 4.32G 0.02377 0.0171 0.01196 59 640: 70%|####### | 28/40 [00:05<00:02, 5.39it/s] 38/499 4.32G 0.02377 0.0171 0.01196 59 640: 72%|#######2 | 29/40 [00:05<00:02, 5.23it/s] 38/499 4.32G 0.02372 0.01712 0.01178 83 640: 72%|#######2 | 29/40 [00:05<00:02, 5.23it/s] 38/499 4.32G 0.02372 0.01712 0.01178 83 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 38/499 4.32G 0.02385 0.01719 0.01177 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 38/499 4.32G 0.02385 0.01719 0.01177 75 640: 78%|#######7 | 31/40 [00:05<00:01, 5.37it/s] 38/499 4.32G 0.02383 0.01708 0.01174 58 640: 78%|#######7 | 31/40 [00:06<00:01, 5.37it/s] 38/499 4.32G 0.02383 0.01708 0.01174 58 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 38/499 4.32G 0.02386 0.01712 0.01185 72 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 38/499 4.32G 0.02386 0.01712 0.01185 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 38/499 4.32G 0.02388 0.01711 0.01184 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 38/499 4.32G 0.02388 0.01711 0.01184 72 640: 85%|########5 | 34/40 [00:06<00:01, 5.38it/s] 38/499 4.32G 0.02376 0.01703 0.01167 67 640: 85%|########5 | 34/40 [00:06<00:01, 5.38it/s] 38/499 4.32G 0.02376 0.01703 0.01167 67 640: 88%|########7 | 35/40 [00:06<00:00, 5.17it/s] 38/499 4.32G 0.0237 0.01695 0.01161 63 640: 88%|########7 | 35/40 [00:06<00:00, 5.17it/s] 38/499 4.32G 0.0237 0.01695 0.01161 63 640: 90%|######### | 36/40 [00:06<00:00, 5.21it/s] 38/499 4.32G 0.02378 0.01705 0.01172 82 640: 90%|######### | 36/40 [00:06<00:00, 5.21it/s] 38/499 4.32G 0.02378 0.01705 0.01172 82 640: 92%|#########2| 37/40 [00:06<00:00, 5.31it/s] 38/499 4.32G 0.02377 0.01709 0.01172 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.31it/s] 38/499 4.32G 0.02377 0.01709 0.01172 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.16it/s] 38/499 4.32G 0.02369 0.01716 0.01167 93 640: 95%|#########5| 38/40 [00:07<00:00, 5.16it/s] 38/499 4.32G 0.02369 0.01716 0.01167 93 640: 98%|#########7| 39/40 [00:07<00:00, 5.27it/s] 38/499 4.32G 0.02384 0.01733 0.01183 43 640: 98%|#########7| 39/40 [00:07<00:00, 5.27it/s] 38/499 4.32G 0.02384 0.01733 0.01183 43 640: 100%|##########| 40/40 [00:07<00:00, 5.44it/s] 38/499 4.32G 0.02384 0.01733 0.01183 43 640: 100%|##########| 40/40 [00:07<00:00, 5.33it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.58it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.78it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.86it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.45it/s] all 132 263 0.255 0.0491 0.0556 0.0156 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 39/499 4.32G 0.02194 0.01968 0.008518 85 640: 0%| | 0/40 [00:00<?, ?it/s] 39/499 4.32G 0.02194 0.01968 0.008518 85 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 39/499 4.32G 0.02214 0.01829 0.007882 77 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 39/499 4.32G 0.02214 0.01829 0.007882 77 640: 5%|5 | 2/40 [00:00<00:07, 5.30it/s] 39/499 4.32G 0.02306 0.01887 0.009256 83 640: 5%|5 | 2/40 [00:00<00:07, 5.30it/s] 39/499 4.32G 0.02306 0.01887 0.009256 83 640: 8%|7 | 3/40 [00:00<00:06, 5.38it/s] 39/499 4.32G 0.0232 0.01862 0.009668 77 640: 8%|7 | 3/40 [00:00<00:06, 5.38it/s] 39/499 4.32G 0.0232 0.01862 0.009668 77 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 39/499 4.32G 0.023 0.01826 0.009967 71 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 39/499 4.32G 0.023 0.01826 0.009967 71 640: 12%|#2 | 5/40 [00:00<00:06, 5.33it/s] 39/499 4.32G 0.02315 0.01792 0.009898 73 640: 12%|#2 | 5/40 [00:01<00:06, 5.33it/s] 39/499 4.32G 0.02315 0.01792 0.009898 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.41it/s] 39/499 4.32G 0.0231 0.01787 0.0103 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.41it/s] 39/499 4.32G 0.0231 0.01787 0.0103 72 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 39/499 4.32G 0.02325 0.01761 0.01109 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 39/499 4.32G 0.02325 0.01761 0.01109 67 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 39/499 4.32G 0.02311 0.01789 0.01114 92 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 39/499 4.32G 0.02311 0.01789 0.01114 92 640: 22%|##2 | 9/40 [00:01<00:05, 5.42it/s] 39/499 4.32G 0.02287 0.01779 0.01075 79 640: 22%|##2 | 9/40 [00:01<00:05, 5.42it/s] 39/499 4.32G 0.02287 0.01779 0.01075 79 640: 25%|##5 | 10/40 [00:01<00:05, 5.26it/s] 39/499 4.32G 0.02303 0.0181 0.01123 92 640: 25%|##5 | 10/40 [00:02<00:05, 5.26it/s] 39/499 4.32G 0.02303 0.0181 0.01123 92 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 39/499 4.32G 0.0229 0.01772 0.01085 60 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 39/499 4.32G 0.0229 0.01772 0.01085 60 640: 30%|### | 12/40 [00:02<00:05, 5.41it/s] 39/499 4.32G 0.02305 0.01776 0.01105 76 640: 30%|### | 12/40 [00:02<00:05, 5.41it/s] 39/499 4.32G 0.02305 0.01776 0.01105 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.27it/s] 39/499 4.32G 0.02293 0.01764 0.01082 78 640: 32%|###2 | 13/40 [00:02<00:05, 5.27it/s] 39/499 4.32G 0.02293 0.01764 0.01082 78 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 39/499 4.32G 0.02301 0.01775 0.01138 87 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 39/499 4.32G 0.02301 0.01775 0.01138 87 640: 38%|###7 | 15/40 [00:02<00:04, 5.37it/s] 39/499 4.32G 0.02296 0.01758 0.01184 69 640: 38%|###7 | 15/40 [00:03<00:04, 5.37it/s] 39/499 4.32G 0.02296 0.01758 0.01184 69 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 39/499 4.32G 0.02312 0.0177 0.01194 73 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 39/499 4.32G 0.02312 0.0177 0.01194 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 39/499 4.32G 0.02317 0.01749 0.01204 60 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 39/499 4.32G 0.02317 0.01749 0.01204 60 640: 45%|####5 | 18/40 [00:03<00:04, 5.37it/s] 39/499 4.32G 0.02321 0.01749 0.01217 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.37it/s] 39/499 4.32G 0.02321 0.01749 0.01217 76 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 39/499 4.32G 0.02325 0.01762 0.01211 87 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 39/499 4.32G 0.02325 0.01762 0.01211 87 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 39/499 4.32G 0.02316 0.01747 0.01192 65 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 39/499 4.32G 0.02316 0.01747 0.01192 65 640: 52%|#####2 | 21/40 [00:03<00:03, 5.40it/s] 39/499 4.32G 0.0231 0.01761 0.01169 93 640: 52%|#####2 | 21/40 [00:04<00:03, 5.40it/s] 39/499 4.32G 0.0231 0.01761 0.01169 93 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 39/499 4.32G 0.02316 0.01761 0.01168 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 39/499 4.32G 0.02316 0.01761 0.01168 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 39/499 4.32G 0.02307 0.01744 0.01165 64 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 39/499 4.32G 0.02307 0.01744 0.01165 64 640: 60%|###### | 24/40 [00:04<00:02, 5.42it/s] 39/499 4.32G 0.0231 0.01734 0.01166 62 640: 60%|###### | 24/40 [00:04<00:02, 5.42it/s] 39/499 4.32G 0.0231 0.01734 0.01166 62 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 39/499 4.32G 0.02304 0.01736 0.01175 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 39/499 4.32G 0.02304 0.01736 0.01175 79 640: 65%|######5 | 26/40 [00:04<00:02, 5.36it/s] 39/499 4.32G 0.02303 0.0173 0.01176 63 640: 65%|######5 | 26/40 [00:05<00:02, 5.36it/s] 39/499 4.32G 0.02303 0.0173 0.01176 63 640: 68%|######7 | 27/40 [00:05<00:02, 5.40it/s] 39/499 4.32G 0.02315 0.01728 0.01178 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.40it/s] 39/499 4.32G 0.02315 0.01728 0.01178 71 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 39/499 4.32G 0.02317 0.01741 0.01176 87 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 39/499 4.32G 0.02317 0.01741 0.01176 87 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 39/499 4.32G 0.02313 0.01731 0.01199 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 39/499 4.32G 0.02313 0.01731 0.01199 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.37it/s] 39/499 4.32G 0.02319 0.01733 0.01203 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.37it/s] 39/499 4.32G 0.02319 0.01733 0.01203 79 640: 78%|#######7 | 31/40 [00:05<00:01, 5.22it/s] 39/499 4.32G 0.0232 0.01739 0.01205 93 640: 78%|#######7 | 31/40 [00:06<00:01, 5.22it/s] 39/499 4.32G 0.0232 0.01739 0.01205 93 640: 80%|######## | 32/40 [00:06<00:01, 5.33it/s] 39/499 4.32G 0.02328 0.01741 0.01208 73 640: 80%|######## | 32/40 [00:06<00:01, 5.33it/s] 39/499 4.32G 0.02328 0.01741 0.01208 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.39it/s] 39/499 4.32G 0.02331 0.0174 0.01203 80 640: 82%|########2 | 33/40 [00:06<00:01, 5.39it/s] 39/499 4.32G 0.02331 0.0174 0.01203 80 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 39/499 4.32G 0.02335 0.01749 0.01194 97 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 39/499 4.32G 0.02335 0.01749 0.01194 97 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 39/499 4.32G 0.02337 0.0174 0.01186 64 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 39/499 4.32G 0.02337 0.0174 0.01186 64 640: 90%|######### | 36/40 [00:06<00:00, 5.41it/s] 39/499 4.32G 0.02351 0.0174 0.01201 64 640: 90%|######### | 36/40 [00:06<00:00, 5.41it/s] 39/499 4.32G 0.02351 0.0174 0.01201 64 640: 92%|#########2| 37/40 [00:06<00:00, 5.25it/s] 39/499 4.32G 0.02353 0.01737 0.0119 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 39/499 4.32G 0.02353 0.01737 0.0119 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.32it/s] 39/499 4.32G 0.02357 0.01742 0.01186 83 640: 95%|#########5| 38/40 [00:07<00:00, 5.32it/s] 39/499 4.32G 0.02357 0.01742 0.01186 83 640: 98%|#########7| 39/40 [00:07<00:00, 5.40it/s] 39/499 4.32G 0.02364 0.01743 0.01183 35 640: 98%|#########7| 39/40 [00:07<00:00, 5.40it/s] 39/499 4.32G 0.02364 0.01743 0.01183 35 640: 100%|##########| 40/40 [00:07<00:00, 5.34it/s] 39/499 4.32G 0.02364 0.01743 0.01183 35 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.54it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.69it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.78it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.86it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.37it/s] all 132 263 0.594 0.0544 0.0594 0.0194 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 40/499 4.32G 0.02273 0.01614 0.01426 74 640: 0%| | 0/40 [00:00<?, ?it/s] 40/499 4.32G 0.02273 0.01614 0.01426 74 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 40/499 4.32G 0.0225 0.01464 0.01401 61 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 40/499 4.32G 0.0225 0.01464 0.01401 61 640: 5%|5 | 2/40 [00:00<00:06, 5.59it/s] 40/499 4.32G 0.02258 0.01492 0.01302 67 640: 5%|5 | 2/40 [00:00<00:06, 5.59it/s] 40/499 4.32G 0.02258 0.01492 0.01302 67 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 40/499 4.32G 0.02251 0.01566 0.01295 84 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 40/499 4.32G 0.02251 0.01566 0.01295 84 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 40/499 4.32G 0.02307 0.01574 0.01234 72 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 40/499 4.32G 0.02307 0.01574 0.01234 72 640: 12%|#2 | 5/40 [00:00<00:06, 5.38it/s] 40/499 4.32G 0.02308 0.01574 0.01285 71 640: 12%|#2 | 5/40 [00:01<00:06, 5.38it/s] 40/499 4.32G 0.02308 0.01574 0.01285 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 40/499 4.32G 0.02337 0.01573 0.01261 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 40/499 4.32G 0.02337 0.01573 0.01261 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 40/499 4.32G 0.02339 0.01622 0.0121 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 40/499 4.32G 0.02339 0.01622 0.0121 79 640: 20%|## | 8/40 [00:01<00:05, 5.43it/s] 40/499 4.32G 0.02331 0.01622 0.01177 66 640: 20%|## | 8/40 [00:01<00:05, 5.43it/s] 40/499 4.32G 0.02331 0.01622 0.01177 66 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 40/499 4.32G 0.02332 0.01591 0.01157 62 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 40/499 4.32G 0.02332 0.01591 0.01157 62 640: 25%|##5 | 10/40 [00:01<00:05, 5.35it/s] 40/499 4.32G 0.02348 0.01591 0.01214 58 640: 25%|##5 | 10/40 [00:02<00:05, 5.35it/s] 40/499 4.32G 0.02348 0.01591 0.01214 58 640: 28%|##7 | 11/40 [00:02<00:05, 5.41it/s] 40/499 4.32G 0.02338 0.01614 0.01247 84 640: 28%|##7 | 11/40 [00:02<00:05, 5.41it/s] 40/499 4.32G 0.02338 0.01614 0.01247 84 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 40/499 4.32G 0.02324 0.01607 0.01234 63 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 40/499 4.32G 0.02324 0.01607 0.01234 63 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 40/499 4.32G 0.02317 0.01619 0.01217 77 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 40/499 4.32G 0.02317 0.01619 0.01217 77 640: 35%|###5 | 14/40 [00:02<00:04, 5.40it/s] 40/499 4.32G 0.0232 0.01627 0.01219 72 640: 35%|###5 | 14/40 [00:02<00:04, 5.40it/s] 40/499 4.32G 0.0232 0.01627 0.01219 72 640: 38%|###7 | 15/40 [00:02<00:04, 5.25it/s] 40/499 4.32G 0.02305 0.01613 0.01194 68 640: 38%|###7 | 15/40 [00:02<00:04, 5.25it/s] 40/499 4.32G 0.02305 0.01613 0.01194 68 640: 40%|#### | 16/40 [00:02<00:04, 5.33it/s] 40/499 4.32G 0.02303 0.01627 0.01178 81 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 40/499 4.32G 0.02303 0.01627 0.01178 81 640: 42%|####2 | 17/40 [00:03<00:04, 5.39it/s] 40/499 4.32G 0.02306 0.01616 0.01194 65 640: 42%|####2 | 17/40 [00:03<00:04, 5.39it/s] 40/499 4.32G 0.02306 0.01616 0.01194 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 40/499 4.32G 0.0231 0.01641 0.01185 82 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 40/499 4.32G 0.0231 0.01641 0.01185 82 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 40/499 4.32G 0.02297 0.01645 0.01156 74 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 40/499 4.32G 0.02297 0.01645 0.01156 74 640: 50%|##### | 20/40 [00:03<00:03, 5.40it/s] 40/499 4.32G 0.02308 0.01652 0.01146 77 640: 50%|##### | 20/40 [00:03<00:03, 5.40it/s] 40/499 4.32G 0.02308 0.01652 0.01146 77 640: 52%|#####2 | 21/40 [00:03<00:03, 5.26it/s] 40/499 4.32G 0.02309 0.01651 0.0116 74 640: 52%|#####2 | 21/40 [00:04<00:03, 5.26it/s] 40/499 4.32G 0.02309 0.01651 0.0116 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.34it/s] 40/499 4.32G 0.02319 0.01655 0.01151 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.34it/s] 40/499 4.32G 0.02319 0.01655 0.01151 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.41it/s] 40/499 4.32G 0.02309 0.0164 0.01171 57 640: 57%|#####7 | 23/40 [00:04<00:03, 5.41it/s] 40/499 4.32G 0.02309 0.0164 0.01171 57 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 40/499 4.32G 0.02312 0.01635 0.01156 66 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 40/499 4.32G 0.02312 0.01635 0.01156 66 640: 62%|######2 | 25/40 [00:04<00:02, 5.36it/s] 40/499 4.32G 0.02313 0.01616 0.01191 51 640: 62%|######2 | 25/40 [00:04<00:02, 5.36it/s] 40/499 4.32G 0.02313 0.01616 0.01191 51 640: 65%|######5 | 26/40 [00:04<00:02, 5.41it/s] 40/499 4.32G 0.02321 0.01622 0.01188 70 640: 65%|######5 | 26/40 [00:05<00:02, 5.41it/s] 40/499 4.32G 0.02321 0.01622 0.01188 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.24it/s] 40/499 4.32G 0.02333 0.01621 0.01193 65 640: 68%|######7 | 27/40 [00:05<00:02, 5.24it/s] 40/499 4.32G 0.02333 0.01621 0.01193 65 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 40/499 4.32G 0.0234 0.01628 0.0119 82 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 40/499 4.32G 0.0234 0.01628 0.0119 82 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 40/499 4.32G 0.0234 0.01626 0.01204 61 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 40/499 4.32G 0.0234 0.01626 0.01204 61 640: 75%|#######5 | 30/40 [00:05<00:01, 5.19it/s] 40/499 4.32G 0.02343 0.01631 0.01193 71 640: 75%|#######5 | 30/40 [00:05<00:01, 5.19it/s] 40/499 4.32G 0.02343 0.01631 0.01193 71 640: 78%|#######7 | 31/40 [00:05<00:01, 5.28it/s] 40/499 4.32G 0.02344 0.01639 0.01187 86 640: 78%|#######7 | 31/40 [00:06<00:01, 5.28it/s] 40/499 4.32G 0.02344 0.01639 0.01187 86 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 40/499 4.32G 0.02345 0.01632 0.01186 65 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 40/499 4.32G 0.02345 0.01632 0.01186 65 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 40/499 4.32G 0.0234 0.01625 0.01175 64 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 40/499 4.32G 0.0234 0.01625 0.01175 64 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 40/499 4.32G 0.02337 0.01628 0.0118 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 40/499 4.32G 0.02337 0.01628 0.0118 79 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 40/499 4.32G 0.02336 0.01624 0.01203 67 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 40/499 4.32G 0.02336 0.01624 0.01203 67 640: 90%|######### | 36/40 [00:06<00:00, 5.16it/s] 40/499 4.32G 0.02336 0.01636 0.012 94 640: 90%|######### | 36/40 [00:06<00:00, 5.16it/s] 40/499 4.32G 0.02336 0.01636 0.012 94 640: 92%|#########2| 37/40 [00:06<00:00, 5.26it/s] 40/499 4.32G 0.02332 0.01633 0.01193 73 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 40/499 4.32G 0.02332 0.01633 0.01193 73 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 40/499 4.32G 0.02338 0.01637 0.01191 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 40/499 4.32G 0.02338 0.01637 0.01191 71 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 40/499 4.32G 0.02331 0.01632 0.01181 35 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 40/499 4.32G 0.02331 0.01632 0.01181 35 640: 100%|##########| 40/40 [00:07<00:00, 5.34it/s] 40/499 4.32G 0.02331 0.01632 0.01181 35 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.86it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.03it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.57it/s] all 132 263 0.532 0.0123 0.00541 0.00158 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 41/499 4.32G 0.02128 0.01871 0.01182 78 640: 0%| | 0/40 [00:00<?, ?it/s] 41/499 4.32G 0.02128 0.01871 0.01182 78 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 41/499 4.32G 0.02345 0.01722 0.01367 67 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 41/499 4.32G 0.02345 0.01722 0.01367 67 640: 5%|5 | 2/40 [00:00<00:07, 5.21it/s] 41/499 4.32G 0.02324 0.01673 0.01243 71 640: 5%|5 | 2/40 [00:00<00:07, 5.21it/s] 41/499 4.32G 0.02324 0.01673 0.01243 71 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 41/499 4.32G 0.02317 0.01724 0.01194 85 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 41/499 4.32G 0.02317 0.01724 0.01194 85 640: 10%|# | 4/40 [00:00<00:06, 5.42it/s] 41/499 4.32G 0.02325 0.01721 0.01175 77 640: 10%|# | 4/40 [00:00<00:06, 5.42it/s] 41/499 4.32G 0.02325 0.01721 0.01175 77 640: 12%|#2 | 5/40 [00:00<00:06, 5.13it/s] 41/499 4.32G 0.02323 0.01706 0.01241 66 640: 12%|#2 | 5/40 [00:01<00:06, 5.13it/s] 41/499 4.32G 0.02323 0.01706 0.01241 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 41/499 4.32G 0.02342 0.01711 0.01159 75 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 41/499 4.32G 0.02342 0.01711 0.01159 75 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 41/499 4.32G 0.02323 0.01703 0.01124 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 41/499 4.32G 0.02323 0.01703 0.01124 74 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 41/499 4.32G 0.02312 0.01683 0.01126 70 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 41/499 4.32G 0.02312 0.01683 0.01126 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 41/499 4.32G 0.02297 0.01658 0.01098 66 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 41/499 4.32G 0.02297 0.01658 0.01098 66 640: 25%|##5 | 10/40 [00:01<00:05, 5.42it/s] 41/499 4.32G 0.023 0.01679 0.01127 79 640: 25%|##5 | 10/40 [00:02<00:05, 5.42it/s] 41/499 4.32G 0.023 0.01679 0.01127 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 41/499 4.32G 0.02308 0.01687 0.01121 67 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 41/499 4.32G 0.02308 0.01687 0.01121 67 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 41/499 4.32G 0.02323 0.01677 0.01129 70 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 41/499 4.32G 0.02323 0.01677 0.01129 70 640: 32%|###2 | 13/40 [00:02<00:04, 5.41it/s] 41/499 4.32G 0.02294 0.01655 0.01129 66 640: 32%|###2 | 13/40 [00:02<00:04, 5.41it/s] 41/499 4.32G 0.02294 0.01655 0.01129 66 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 41/499 4.32G 0.02301 0.01653 0.01133 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 41/499 4.32G 0.02301 0.01653 0.01133 75 640: 38%|###7 | 15/40 [00:02<00:04, 5.37it/s] 41/499 4.32G 0.02323 0.01653 0.0114 68 640: 38%|###7 | 15/40 [00:02<00:04, 5.37it/s] 41/499 4.32G 0.02323 0.01653 0.0114 68 640: 40%|#### | 16/40 [00:02<00:04, 5.44it/s] 41/499 4.32G 0.02323 0.01665 0.01158 73 640: 40%|#### | 16/40 [00:03<00:04, 5.44it/s] 41/499 4.32G 0.02323 0.01665 0.01158 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 41/499 4.32G 0.02324 0.01683 0.01176 90 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 41/499 4.32G 0.02324 0.01683 0.01176 90 640: 45%|####5 | 18/40 [00:03<00:04, 5.36it/s] 41/499 4.32G 0.02321 0.01679 0.01158 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.36it/s] 41/499 4.32G 0.02321 0.01679 0.01158 74 640: 48%|####7 | 19/40 [00:03<00:03, 5.43it/s] 41/499 4.32G 0.02319 0.0167 0.01144 63 640: 48%|####7 | 19/40 [00:03<00:03, 5.43it/s] 41/499 4.32G 0.02319 0.0167 0.01144 63 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 41/499 4.32G 0.02318 0.01682 0.01144 87 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 41/499 4.32G 0.02318 0.01682 0.01144 87 640: 52%|#####2 | 21/40 [00:03<00:03, 5.37it/s] 41/499 4.32G 0.02316 0.01693 0.0113 85 640: 52%|#####2 | 21/40 [00:04<00:03, 5.37it/s] 41/499 4.32G 0.02316 0.01693 0.0113 85 640: 55%|#####5 | 22/40 [00:04<00:03, 5.44it/s] 41/499 4.32G 0.02308 0.01702 0.01121 87 640: 55%|#####5 | 22/40 [00:04<00:03, 5.44it/s] 41/499 4.32G 0.02308 0.01702 0.01121 87 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 41/499 4.32G 0.02305 0.0172 0.01103 95 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 41/499 4.32G 0.02305 0.0172 0.01103 95 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 41/499 4.32G 0.0231 0.01715 0.01095 68 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 41/499 4.32G 0.0231 0.01715 0.01095 68 640: 62%|######2 | 25/40 [00:04<00:02, 5.40it/s] 41/499 4.32G 0.02305 0.01714 0.01116 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.40it/s] 41/499 4.32G 0.02305 0.01714 0.01116 75 640: 65%|######5 | 26/40 [00:04<00:02, 5.26it/s] 41/499 4.32G 0.02306 0.01708 0.01107 70 640: 65%|######5 | 26/40 [00:05<00:02, 5.26it/s] 41/499 4.32G 0.02306 0.01708 0.01107 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.35it/s] 41/499 4.32G 0.0231 0.01704 0.0111 66 640: 68%|######7 | 27/40 [00:05<00:02, 5.35it/s] 41/499 4.32G 0.0231 0.01704 0.0111 66 640: 70%|####### | 28/40 [00:05<00:02, 5.37it/s] 41/499 4.32G 0.02308 0.01703 0.01107 71 640: 70%|####### | 28/40 [00:05<00:02, 5.37it/s] 41/499 4.32G 0.02308 0.01703 0.01107 71 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 41/499 4.32G 0.02316 0.01709 0.01114 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 41/499 4.32G 0.02316 0.01709 0.01114 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 41/499 4.32G 0.0232 0.01706 0.01111 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 41/499 4.32G 0.0232 0.01706 0.01111 68 640: 78%|#######7 | 31/40 [00:05<00:01, 5.39it/s] 41/499 4.32G 0.02325 0.01708 0.01111 72 640: 78%|#######7 | 31/40 [00:06<00:01, 5.39it/s] 41/499 4.32G 0.02325 0.01708 0.01111 72 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 41/499 4.32G 0.02314 0.01696 0.01109 67 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 41/499 4.32G 0.02314 0.01696 0.01109 67 640: 82%|########2 | 33/40 [00:06<00:01, 5.35it/s] 41/499 4.32G 0.02318 0.01694 0.01108 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.35it/s] 41/499 4.32G 0.02318 0.01694 0.01108 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.40it/s] 41/499 4.32G 0.02321 0.01688 0.01108 63 640: 85%|########5 | 34/40 [00:06<00:01, 5.40it/s] 41/499 4.32G 0.02321 0.01688 0.01108 63 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 41/499 4.32G 0.02324 0.01698 0.01103 84 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 41/499 4.32G 0.02324 0.01698 0.01103 84 640: 90%|######### | 36/40 [00:06<00:00, 5.23it/s] 41/499 4.32G 0.02322 0.01687 0.01096 55 640: 90%|######### | 36/40 [00:06<00:00, 5.23it/s] 41/499 4.32G 0.02322 0.01687 0.01096 55 640: 92%|#########2| 37/40 [00:06<00:00, 5.32it/s] 41/499 4.32G 0.02318 0.01692 0.0109 82 640: 92%|#########2| 37/40 [00:07<00:00, 5.32it/s] 41/499 4.32G 0.02318 0.01692 0.0109 82 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 41/499 4.32G 0.02326 0.01705 0.01096 85 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 41/499 4.32G 0.02326 0.01705 0.01096 85 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 41/499 4.32G 0.02323 0.01699 0.01095 33 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 41/499 4.32G 0.02323 0.01699 0.01095 33 640: 100%|##########| 40/40 [00:07<00:00, 5.41it/s] 41/499 4.32G 0.02323 0.01699 0.01095 33 640: 100%|##########| 40/40 [00:07<00:00, 5.33it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.69it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.87it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.01it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.53it/s] all 132 263 0.31 0.0108 0.019 0.00817 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 42/499 4.32G 0.02327 0.01725 0.009078 81 640: 0%| | 0/40 [00:00<?, ?it/s] 42/499 4.32G 0.02327 0.01725 0.009078 81 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 42/499 4.32G 0.02381 0.01777 0.01058 73 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 42/499 4.32G 0.02381 0.01777 0.01058 73 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 42/499 4.32G 0.02506 0.0185 0.0113 77 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 42/499 4.32G 0.02506 0.0185 0.0113 77 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 42/499 4.32G 0.02425 0.0175 0.01078 66 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 42/499 4.32G 0.02425 0.0175 0.01078 66 640: 10%|# | 4/40 [00:00<00:07, 5.12it/s] 42/499 4.32G 0.02418 0.01704 0.01184 62 640: 10%|# | 4/40 [00:00<00:07, 5.12it/s] 42/499 4.32G 0.02418 0.01704 0.01184 62 640: 12%|#2 | 5/40 [00:00<00:06, 5.20it/s] 42/499 4.32G 0.02395 0.01735 0.01121 85 640: 12%|#2 | 5/40 [00:01<00:06, 5.20it/s] 42/499 4.32G 0.02395 0.01735 0.01121 85 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 42/499 4.32G 0.02388 0.01731 0.01171 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 42/499 4.32G 0.02388 0.01731 0.01171 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.15it/s] 42/499 4.32G 0.0238 0.01714 0.01194 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.15it/s] 42/499 4.32G 0.0238 0.01714 0.01194 70 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 42/499 4.32G 0.02372 0.01729 0.01194 86 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 42/499 4.32G 0.02372 0.01729 0.01194 86 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 42/499 4.32G 0.02363 0.01739 0.012 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 42/499 4.32G 0.02363 0.01739 0.012 75 640: 25%|##5 | 10/40 [00:01<00:05, 5.18it/s] 42/499 4.32G 0.02345 0.01728 0.01148 73 640: 25%|##5 | 10/40 [00:02<00:05, 5.18it/s] 42/499 4.32G 0.02345 0.01728 0.01148 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 42/499 4.32G 0.02343 0.0172 0.0111 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 42/499 4.32G 0.02343 0.0172 0.0111 73 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 42/499 4.32G 0.0237 0.01699 0.01147 57 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 42/499 4.32G 0.0237 0.01699 0.01147 57 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 42/499 4.32G 0.02353 0.01674 0.01155 58 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 42/499 4.32G 0.02353 0.01674 0.01155 58 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 42/499 4.32G 0.02339 0.0166 0.01146 67 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 42/499 4.32G 0.02339 0.0166 0.01146 67 640: 38%|###7 | 15/40 [00:02<00:04, 5.33it/s] 42/499 4.32G 0.02354 0.01677 0.01143 78 640: 38%|###7 | 15/40 [00:03<00:04, 5.33it/s] 42/499 4.32G 0.02354 0.01677 0.01143 78 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 42/499 4.32G 0.02355 0.01688 0.01157 83 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 42/499 4.32G 0.02355 0.01688 0.01157 83 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 42/499 4.32G 0.02338 0.01709 0.01151 93 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 42/499 4.32G 0.02338 0.01709 0.01151 93 640: 45%|####5 | 18/40 [00:03<00:04, 5.39it/s] 42/499 4.32G 0.02344 0.0172 0.01137 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.39it/s] 42/499 4.32G 0.02344 0.0172 0.01137 74 640: 48%|####7 | 19/40 [00:03<00:03, 5.26it/s] 42/499 4.32G 0.02331 0.01729 0.01132 86 640: 48%|####7 | 19/40 [00:03<00:03, 5.26it/s] 42/499 4.32G 0.02331 0.01729 0.01132 86 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 42/499 4.32G 0.02326 0.01723 0.01115 73 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 42/499 4.32G 0.02326 0.01723 0.01115 73 640: 52%|#####2 | 21/40 [00:03<00:03, 5.42it/s] 42/499 4.32G 0.02318 0.01733 0.01107 88 640: 52%|#####2 | 21/40 [00:04<00:03, 5.42it/s] 42/499 4.32G 0.02318 0.01733 0.01107 88 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 42/499 4.32G 0.02317 0.01717 0.01089 59 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 42/499 4.32G 0.02317 0.01717 0.01089 59 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 42/499 4.32G 0.02314 0.01706 0.01086 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 42/499 4.32G 0.02314 0.01706 0.01086 69 640: 60%|###### | 24/40 [00:04<00:02, 5.43it/s] 42/499 4.32G 0.02313 0.01703 0.01078 75 640: 60%|###### | 24/40 [00:04<00:02, 5.43it/s] 42/499 4.32G 0.02313 0.01703 0.01078 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 42/499 4.32G 0.02316 0.01718 0.01075 84 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 42/499 4.32G 0.02316 0.01718 0.01075 84 640: 65%|######5 | 26/40 [00:04<00:02, 5.29it/s] 42/499 4.32G 0.02318 0.01722 0.01069 84 640: 65%|######5 | 26/40 [00:05<00:02, 5.29it/s] 42/499 4.32G 0.02318 0.01722 0.01069 84 640: 68%|######7 | 27/40 [00:05<00:02, 5.38it/s] 42/499 4.32G 0.02322 0.01712 0.0108 64 640: 68%|######7 | 27/40 [00:05<00:02, 5.38it/s] 42/499 4.32G 0.02322 0.01712 0.0108 64 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 42/499 4.32G 0.0232 0.01715 0.01065 86 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 42/499 4.32G 0.0232 0.01715 0.01065 86 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 42/499 4.32G 0.02321 0.01711 0.01067 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 42/499 4.32G 0.02321 0.01711 0.01067 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.40it/s] 42/499 4.32G 0.02313 0.01714 0.01054 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.40it/s] 42/499 4.32G 0.02313 0.01714 0.01054 81 640: 78%|#######7 | 31/40 [00:05<00:01, 5.24it/s] 42/499 4.32G 0.02312 0.01723 0.0106 91 640: 78%|#######7 | 31/40 [00:06<00:01, 5.24it/s] 42/499 4.32G 0.02312 0.01723 0.0106 91 640: 80%|######## | 32/40 [00:06<00:01, 5.33it/s] 42/499 4.32G 0.02317 0.01715 0.01054 68 640: 80%|######## | 32/40 [00:06<00:01, 5.33it/s] 42/499 4.32G 0.02317 0.01715 0.01054 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.38it/s] 42/499 4.32G 0.02323 0.01715 0.0106 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.38it/s] 42/499 4.32G 0.02323 0.01715 0.0106 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.23it/s] 42/499 4.32G 0.02324 0.01721 0.01055 88 640: 85%|########5 | 34/40 [00:06<00:01, 5.23it/s] 42/499 4.32G 0.02324 0.01721 0.01055 88 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 42/499 4.32G 0.02332 0.01722 0.01051 78 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 42/499 4.32G 0.02332 0.01722 0.01051 78 640: 90%|######### | 36/40 [00:06<00:00, 5.38it/s] 42/499 4.32G 0.02336 0.01722 0.01053 75 640: 90%|######### | 36/40 [00:06<00:00, 5.38it/s] 42/499 4.32G 0.02336 0.01722 0.01053 75 640: 92%|#########2| 37/40 [00:06<00:00, 5.25it/s] 42/499 4.32G 0.02337 0.01725 0.01055 82 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 42/499 4.32G 0.02337 0.01725 0.01055 82 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 42/499 4.32G 0.0234 0.01717 0.01058 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 42/499 4.32G 0.0234 0.01717 0.01058 69 640: 98%|#########7| 39/40 [00:07<00:00, 5.39it/s] 42/499 4.32G 0.02334 0.01719 0.01058 36 640: 98%|#########7| 39/40 [00:07<00:00, 5.39it/s] 42/499 4.32G 0.02334 0.01719 0.01058 36 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] 42/499 4.32G 0.02334 0.01719 0.01058 36 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.80it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.97it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.99it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.55it/s] all 132 263 0.576 0.0263 0.0238 0.0106 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 43/499 4.32G 0.02508 0.02042 0.009883 83 640: 0%| | 0/40 [00:00<?, ?it/s] 43/499 4.32G 0.02508 0.02042 0.009883 83 640: 2%|2 | 1/40 [00:00<00:07, 5.29it/s] 43/499 4.32G 0.02415 0.02011 0.01063 92 640: 2%|2 | 1/40 [00:00<00:07, 5.29it/s] 43/499 4.32G 0.02415 0.02011 0.01063 92 640: 5%|5 | 2/40 [00:00<00:06, 5.43it/s] 43/499 4.32G 0.02394 0.0189 0.01076 67 640: 5%|5 | 2/40 [00:00<00:06, 5.43it/s] 43/499 4.32G 0.02394 0.0189 0.01076 67 640: 8%|7 | 3/40 [00:00<00:07, 5.17it/s] 43/499 4.32G 0.02392 0.01807 0.009924 63 640: 8%|7 | 3/40 [00:00<00:07, 5.17it/s] 43/499 4.32G 0.02392 0.01807 0.009924 63 640: 10%|# | 4/40 [00:00<00:06, 5.23it/s] 43/499 4.32G 0.02349 0.01775 0.01009 73 640: 10%|# | 4/40 [00:00<00:06, 5.23it/s] 43/499 4.32G 0.02349 0.01775 0.01009 73 640: 12%|#2 | 5/40 [00:00<00:06, 5.35it/s] 43/499 4.32G 0.02331 0.01698 0.009652 59 640: 12%|#2 | 5/40 [00:01<00:06, 5.35it/s] 43/499 4.32G 0.02331 0.01698 0.009652 59 640: 15%|#5 | 6/40 [00:01<00:07, 4.82it/s] 43/499 4.32G 0.02297 0.01681 0.01005 74 640: 15%|#5 | 6/40 [00:01<00:07, 4.82it/s] 43/499 4.32G 0.02297 0.01681 0.01005 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.00it/s] 43/499 4.32G 0.02293 0.01711 0.01045 82 640: 18%|#7 | 7/40 [00:01<00:06, 5.00it/s] 43/499 4.32G 0.02293 0.01711 0.01045 82 640: 20%|## | 8/40 [00:01<00:06, 5.13it/s] 43/499 4.32G 0.02295 0.01704 0.0106 70 640: 20%|## | 8/40 [00:01<00:06, 5.13it/s] 43/499 4.32G 0.02295 0.01704 0.0106 70 640: 22%|##2 | 9/40 [00:01<00:06, 5.06it/s] 43/499 4.32G 0.02288 0.01712 0.01072 80 640: 22%|##2 | 9/40 [00:01<00:06, 5.06it/s] 43/499 4.32G 0.02288 0.01712 0.01072 80 640: 25%|##5 | 10/40 [00:01<00:05, 5.18it/s] 43/499 4.32G 0.0228 0.01732 0.01053 88 640: 25%|##5 | 10/40 [00:02<00:05, 5.18it/s] 43/499 4.32G 0.0228 0.01732 0.01053 88 640: 28%|##7 | 11/40 [00:02<00:05, 5.29it/s] 43/499 4.32G 0.02285 0.01732 0.01063 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.29it/s] 43/499 4.32G 0.02285 0.01732 0.01063 74 640: 30%|### | 12/40 [00:02<00:05, 5.11it/s] 43/499 4.32G 0.02293 0.01713 0.01071 60 640: 30%|### | 12/40 [00:02<00:05, 5.11it/s] 43/499 4.32G 0.02293 0.01713 0.01071 60 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 43/499 4.32G 0.02297 0.01709 0.01068 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 43/499 4.32G 0.02297 0.01709 0.01068 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 43/499 4.32G 0.02288 0.01702 0.01042 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 43/499 4.32G 0.02288 0.01702 0.01042 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.17it/s] 43/499 4.32G 0.02293 0.01704 0.01072 78 640: 38%|###7 | 15/40 [00:03<00:04, 5.17it/s] 43/499 4.32G 0.02293 0.01704 0.01072 78 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 43/499 4.32G 0.02284 0.0172 0.01075 89 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 43/499 4.32G 0.02284 0.0172 0.01075 89 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 43/499 4.32G 0.02283 0.01713 0.01085 69 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 43/499 4.32G 0.02283 0.01713 0.01085 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 43/499 4.32G 0.02275 0.01704 0.01089 63 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 43/499 4.32G 0.02275 0.01704 0.01089 63 640: 48%|####7 | 19/40 [00:03<00:04, 5.25it/s] 43/499 4.32G 0.02268 0.01707 0.01072 83 640: 48%|####7 | 19/40 [00:03<00:04, 5.25it/s] 43/499 4.32G 0.02268 0.01707 0.01072 83 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 43/499 4.32G 0.02268 0.01702 0.01063 69 640: 50%|##### | 20/40 [00:04<00:03, 5.34it/s] 43/499 4.32G 0.02268 0.01702 0.01063 69 640: 52%|#####2 | 21/40 [00:04<00:03, 5.20it/s] 43/499 4.32G 0.02274 0.01689 0.01071 65 640: 52%|#####2 | 21/40 [00:04<00:03, 5.20it/s] 43/499 4.32G 0.02274 0.01689 0.01071 65 640: 55%|#####5 | 22/40 [00:04<00:03, 5.28it/s] 43/499 4.32G 0.02273 0.01701 0.01064 87 640: 55%|#####5 | 22/40 [00:04<00:03, 5.28it/s] 43/499 4.32G 0.02273 0.01701 0.01064 87 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 43/499 4.32G 0.02288 0.01699 0.01059 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 43/499 4.32G 0.02288 0.01699 0.01059 75 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 43/499 4.32G 0.02286 0.01687 0.0106 67 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 43/499 4.32G 0.02286 0.01687 0.0106 67 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 43/499 4.32G 0.02287 0.01688 0.01045 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 43/499 4.32G 0.02287 0.01688 0.01045 79 640: 65%|######5 | 26/40 [00:04<00:02, 5.38it/s] 43/499 4.32G 0.02276 0.01673 0.01051 58 640: 65%|######5 | 26/40 [00:05<00:02, 5.38it/s] 43/499 4.32G 0.02276 0.01673 0.01051 58 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 43/499 4.32G 0.02281 0.01669 0.01046 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 43/499 4.32G 0.02281 0.01669 0.01046 67 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 43/499 4.32G 0.02281 0.01669 0.01066 72 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 43/499 4.32G 0.02281 0.01669 0.01066 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.38it/s] 43/499 4.32G 0.02275 0.01676 0.01066 89 640: 72%|#######2 | 29/40 [00:05<00:02, 5.38it/s] 43/499 4.32G 0.02275 0.01676 0.01066 89 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 43/499 4.32G 0.02272 0.01683 0.01063 92 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 43/499 4.32G 0.02272 0.01683 0.01063 92 640: 78%|#######7 | 31/40 [00:05<00:01, 5.29it/s] 43/499 4.32G 0.02273 0.01674 0.01066 59 640: 78%|#######7 | 31/40 [00:06<00:01, 5.29it/s] 43/499 4.32G 0.02273 0.01674 0.01066 59 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 43/499 4.32G 0.02268 0.01676 0.0106 86 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 43/499 4.32G 0.02268 0.01676 0.0106 86 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 43/499 4.32G 0.02271 0.01679 0.01087 75 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 43/499 4.32G 0.02271 0.01679 0.01087 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 43/499 4.32G 0.02272 0.01683 0.01085 88 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 43/499 4.32G 0.02272 0.01683 0.01085 88 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 43/499 4.32G 0.02276 0.01674 0.01087 54 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 43/499 4.32G 0.02276 0.01674 0.01087 54 640: 90%|######### | 36/40 [00:06<00:00, 5.17it/s] 43/499 4.32G 0.02274 0.01672 0.0109 68 640: 90%|######### | 36/40 [00:07<00:00, 5.17it/s] 43/499 4.32G 0.02274 0.01672 0.0109 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.24it/s] 43/499 4.32G 0.02278 0.01664 0.0109 69 640: 92%|#########2| 37/40 [00:07<00:00, 5.24it/s] 43/499 4.32G 0.02278 0.01664 0.0109 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 43/499 4.32G 0.02281 0.01672 0.01103 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 43/499 4.32G 0.02281 0.01672 0.01103 81 640: 98%|#########7| 39/40 [00:07<00:00, 5.17it/s] 43/499 4.32G 0.02285 0.01683 0.01089 51 640: 98%|#########7| 39/40 [00:07<00:00, 5.17it/s] 43/499 4.32G 0.02285 0.01683 0.01089 51 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] 43/499 4.32G 0.02285 0.01683 0.01089 51 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.01it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.03it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.59it/s] all 132 263 0.195 0.0126 0.00862 0.00298 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 44/499 4.32G 0.02253 0.01529 0.01096 71 640: 0%| | 0/40 [00:00<?, ?it/s] 44/499 4.32G 0.02253 0.01529 0.01096 71 640: 2%|2 | 1/40 [00:00<00:07, 5.54it/s] 44/499 4.32G 0.02278 0.01654 0.01123 80 640: 2%|2 | 1/40 [00:00<00:07, 5.54it/s] 44/499 4.32G 0.02278 0.01654 0.01123 80 640: 5%|5 | 2/40 [00:00<00:07, 5.13it/s] 44/499 4.32G 0.02243 0.01653 0.01072 77 640: 5%|5 | 2/40 [00:00<00:07, 5.13it/s] 44/499 4.32G 0.02243 0.01653 0.01072 77 640: 8%|7 | 3/40 [00:00<00:07, 5.22it/s] 44/499 4.32G 0.0223 0.01672 0.01018 84 640: 8%|7 | 3/40 [00:00<00:07, 5.22it/s] 44/499 4.32G 0.0223 0.01672 0.01018 84 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 44/499 4.32G 0.02301 0.01669 0.01025 67 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 44/499 4.32G 0.02301 0.01669 0.01025 67 640: 12%|#2 | 5/40 [00:00<00:06, 5.14it/s] 44/499 4.32G 0.02273 0.01631 0.01006 66 640: 12%|#2 | 5/40 [00:01<00:06, 5.14it/s] 44/499 4.32G 0.02273 0.01631 0.01006 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 44/499 4.32G 0.02286 0.01644 0.01042 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 44/499 4.32G 0.02286 0.01644 0.01042 71 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 44/499 4.32G 0.0228 0.01661 0.01047 75 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 44/499 4.32G 0.0228 0.01661 0.01047 75 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 44/499 4.32G 0.02297 0.01658 0.01055 72 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 44/499 4.32G 0.02297 0.01658 0.01055 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.28it/s] 44/499 4.32G 0.0234 0.0166 0.01062 79 640: 22%|##2 | 9/40 [00:01<00:05, 5.28it/s] 44/499 4.32G 0.0234 0.0166 0.01062 79 640: 25%|##5 | 10/40 [00:01<00:05, 5.30it/s] 44/499 4.32G 0.02334 0.01652 0.01051 75 640: 25%|##5 | 10/40 [00:02<00:05, 5.30it/s] 44/499 4.32G 0.02334 0.01652 0.01051 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.19it/s] 44/499 4.32G 0.02342 0.01684 0.01085 87 640: 28%|##7 | 11/40 [00:02<00:05, 5.19it/s] 44/499 4.32G 0.02342 0.01684 0.01085 87 640: 30%|### | 12/40 [00:02<00:05, 5.28it/s] 44/499 4.32G 0.0233 0.01688 0.01061 78 640: 30%|### | 12/40 [00:02<00:05, 5.28it/s] 44/499 4.32G 0.0233 0.01688 0.01061 78 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 44/499 4.32G 0.02358 0.01667 0.01109 56 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 44/499 4.32G 0.02358 0.01667 0.01109 56 640: 35%|###5 | 14/40 [00:02<00:05, 5.20it/s] 44/499 4.32G 0.02342 0.01645 0.01099 64 640: 35%|###5 | 14/40 [00:02<00:05, 5.20it/s] 44/499 4.32G 0.02342 0.01645 0.01099 64 640: 38%|###7 | 15/40 [00:02<00:04, 5.28it/s] 44/499 4.32G 0.02356 0.01659 0.0114 75 640: 38%|###7 | 15/40 [00:03<00:04, 5.28it/s] 44/499 4.32G 0.02356 0.01659 0.0114 75 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 44/499 4.32G 0.02345 0.01669 0.01124 82 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 44/499 4.32G 0.02345 0.01669 0.01124 82 640: 42%|####2 | 17/40 [00:03<00:04, 5.13it/s] 44/499 4.32G 0.02349 0.01667 0.01125 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.13it/s] 44/499 4.32G 0.02349 0.01667 0.01125 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 44/499 4.32G 0.0235 0.0166 0.01122 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 44/499 4.32G 0.0235 0.0166 0.01122 69 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 44/499 4.32G 0.02346 0.01661 0.0113 77 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 44/499 4.32G 0.02346 0.01661 0.0113 77 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 44/499 4.32G 0.0235 0.01653 0.01157 66 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 44/499 4.32G 0.0235 0.01653 0.01157 66 640: 52%|#####2 | 21/40 [00:03<00:03, 5.31it/s] 44/499 4.32G 0.02362 0.01655 0.01173 68 640: 52%|#####2 | 21/40 [00:04<00:03, 5.31it/s] 44/499 4.32G 0.02362 0.01655 0.01173 68 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 44/499 4.32G 0.0235 0.01651 0.01166 68 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 44/499 4.32G 0.0235 0.01651 0.01166 68 640: 57%|#####7 | 23/40 [00:04<00:03, 5.17it/s] 44/499 4.32G 0.02342 0.01649 0.01157 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.17it/s] 44/499 4.32G 0.02342 0.01649 0.01157 70 640: 60%|###### | 24/40 [00:04<00:03, 5.26it/s] 44/499 4.32G 0.02343 0.01642 0.0114 74 640: 60%|###### | 24/40 [00:04<00:03, 5.26it/s] 44/499 4.32G 0.02343 0.01642 0.0114 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.36it/s] 44/499 4.32G 0.02337 0.01648 0.01135 83 640: 62%|######2 | 25/40 [00:04<00:02, 5.36it/s] 44/499 4.32G 0.02337 0.01648 0.01135 83 640: 65%|######5 | 26/40 [00:04<00:02, 5.17it/s] 44/499 4.32G 0.02349 0.01631 0.0112 48 640: 65%|######5 | 26/40 [00:05<00:02, 5.17it/s] 44/499 4.32G 0.02349 0.01631 0.0112 48 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 44/499 4.32G 0.02357 0.01634 0.0111 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 44/499 4.32G 0.02357 0.01634 0.0111 67 640: 70%|####### | 28/40 [00:05<00:02, 5.36it/s] 44/499 4.32G 0.0235 0.01626 0.01108 66 640: 70%|####### | 28/40 [00:05<00:02, 5.36it/s] 44/499 4.32G 0.0235 0.01626 0.01108 66 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 44/499 4.32G 0.02337 0.01628 0.01097 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 44/499 4.32G 0.02337 0.01628 0.01097 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 44/499 4.32G 0.02335 0.01637 0.0109 84 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 44/499 4.32G 0.02335 0.01637 0.0109 84 640: 78%|#######7 | 31/40 [00:05<00:01, 5.40it/s] 44/499 4.32G 0.02334 0.01647 0.01098 82 640: 78%|#######7 | 31/40 [00:06<00:01, 5.40it/s] 44/499 4.32G 0.02334 0.01647 0.01098 82 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 44/499 4.32G 0.02333 0.01659 0.01096 86 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 44/499 4.32G 0.02333 0.01659 0.01096 86 640: 82%|########2 | 33/40 [00:06<00:01, 5.35it/s] 44/499 4.32G 0.02325 0.01657 0.01103 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.35it/s] 44/499 4.32G 0.02325 0.01657 0.01103 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.40it/s] 44/499 4.32G 0.02326 0.01656 0.011 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.40it/s] 44/499 4.32G 0.02326 0.01656 0.011 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 44/499 4.32G 0.02331 0.01665 0.01103 84 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 44/499 4.32G 0.02331 0.01665 0.01103 84 640: 90%|######### | 36/40 [00:06<00:00, 5.32it/s] 44/499 4.32G 0.02333 0.01672 0.01092 83 640: 90%|######### | 36/40 [00:07<00:00, 5.32it/s] 44/499 4.32G 0.02333 0.01672 0.01092 83 640: 92%|#########2| 37/40 [00:07<00:00, 5.39it/s] 44/499 4.32G 0.02337 0.01678 0.01089 76 640: 92%|#########2| 37/40 [00:07<00:00, 5.39it/s] 44/499 4.32G 0.02337 0.01678 0.01089 76 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 44/499 4.32G 0.02332 0.01682 0.01083 89 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 44/499 4.32G 0.02332 0.01682 0.01083 89 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 44/499 4.32G 0.02336 0.01676 0.01079 32 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 44/499 4.32G 0.02336 0.01676 0.01079 32 640: 100%|##########| 40/40 [00:07<00:00, 5.48it/s] 44/499 4.32G 0.02336 0.01676 0.01079 32 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.97it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.00it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.12it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.64it/s] all 132 263 0.0326 0.0359 0.0294 0.00754 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 45/499 4.32G 0.0231 0.01893 0.01587 77 640: 0%| | 0/40 [00:00<?, ?it/s] 45/499 4.32G 0.0231 0.01893 0.01587 77 640: 2%|2 | 1/40 [00:00<00:07, 4.96it/s] 45/499 4.32G 0.02374 0.01796 0.01523 73 640: 2%|2 | 1/40 [00:00<00:07, 4.96it/s] 45/499 4.32G 0.02374 0.01796 0.01523 73 640: 5%|5 | 2/40 [00:00<00:07, 5.30it/s] 45/499 4.32G 0.02368 0.01772 0.0133 84 640: 5%|5 | 2/40 [00:00<00:07, 5.30it/s] 45/499 4.32G 0.02368 0.01772 0.0133 84 640: 8%|7 | 3/40 [00:00<00:06, 5.42it/s] 45/499 4.32G 0.0241 0.01706 0.01241 70 640: 8%|7 | 3/40 [00:00<00:06, 5.42it/s] 45/499 4.32G 0.0241 0.01706 0.01241 70 640: 10%|# | 4/40 [00:00<00:07, 5.14it/s] 45/499 4.32G 0.02349 0.01677 0.01155 74 640: 10%|# | 4/40 [00:00<00:07, 5.14it/s] 45/499 4.32G 0.02349 0.01677 0.01155 74 640: 12%|#2 | 5/40 [00:00<00:06, 5.27it/s] 45/499 4.32G 0.02369 0.01634 0.01222 66 640: 12%|#2 | 5/40 [00:01<00:06, 5.27it/s] 45/499 4.32G 0.02369 0.01634 0.01222 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 45/499 4.32G 0.02333 0.016 0.01149 65 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 45/499 4.32G 0.02333 0.016 0.01149 65 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 45/499 4.32G 0.02303 0.01609 0.01131 77 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 45/499 4.32G 0.02303 0.01609 0.01131 77 640: 20%|## | 8/40 [00:01<00:05, 5.34it/s] 45/499 4.32G 0.02308 0.01591 0.01138 60 640: 20%|## | 8/40 [00:01<00:05, 5.34it/s] 45/499 4.32G 0.02308 0.01591 0.01138 60 640: 22%|##2 | 9/40 [00:01<00:05, 5.41it/s] 45/499 4.32G 0.02338 0.01573 0.01171 55 640: 22%|##2 | 9/40 [00:01<00:05, 5.41it/s] 45/499 4.32G 0.02338 0.01573 0.01171 55 640: 25%|##5 | 10/40 [00:01<00:05, 5.26it/s] 45/499 4.32G 0.02349 0.01599 0.01186 77 640: 25%|##5 | 10/40 [00:02<00:05, 5.26it/s] 45/499 4.32G 0.02349 0.01599 0.01186 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 45/499 4.32G 0.02355 0.01616 0.01151 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 45/499 4.32G 0.02355 0.01616 0.01151 78 640: 30%|### | 12/40 [00:02<00:05, 5.42it/s] 45/499 4.32G 0.02343 0.01618 0.01126 75 640: 30%|### | 12/40 [00:02<00:05, 5.42it/s] 45/499 4.32G 0.02343 0.01618 0.01126 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 45/499 4.32G 0.02335 0.01618 0.01152 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 45/499 4.32G 0.02335 0.01618 0.01152 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 45/499 4.32G 0.02357 0.01618 0.01189 65 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 45/499 4.32G 0.02357 0.01618 0.01189 65 640: 38%|###7 | 15/40 [00:02<00:04, 5.40it/s] 45/499 4.32G 0.02343 0.01624 0.01174 76 640: 38%|###7 | 15/40 [00:03<00:04, 5.40it/s] 45/499 4.32G 0.02343 0.01624 0.01174 76 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 45/499 4.32G 0.02333 0.01641 0.01176 85 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 45/499 4.32G 0.02333 0.01641 0.01176 85 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 45/499 4.32G 0.02338 0.01648 0.01164 65 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 45/499 4.32G 0.02338 0.01648 0.01164 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.42it/s] 45/499 4.32G 0.02359 0.01646 0.01189 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.42it/s] 45/499 4.32G 0.02359 0.01646 0.01189 69 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 45/499 4.32G 0.02354 0.01646 0.01178 75 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 45/499 4.32G 0.02354 0.01646 0.01178 75 640: 50%|##### | 20/40 [00:03<00:03, 5.36it/s] 45/499 4.32G 0.02352 0.01654 0.01175 82 640: 50%|##### | 20/40 [00:03<00:03, 5.36it/s] 45/499 4.32G 0.02352 0.01654 0.01175 82 640: 52%|#####2 | 21/40 [00:03<00:03, 5.42it/s] 45/499 4.32G 0.02341 0.0167 0.01198 91 640: 52%|#####2 | 21/40 [00:04<00:03, 5.42it/s] 45/499 4.32G 0.02341 0.0167 0.01198 91 640: 55%|#####5 | 22/40 [00:04<00:03, 5.28it/s] 45/499 4.32G 0.02342 0.01695 0.01177 93 640: 55%|#####5 | 22/40 [00:04<00:03, 5.28it/s] 45/499 4.32G 0.02342 0.01695 0.01177 93 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 45/499 4.32G 0.02334 0.01685 0.01177 64 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 45/499 4.32G 0.02334 0.01685 0.01177 64 640: 60%|###### | 24/40 [00:04<00:02, 5.44it/s] 45/499 4.32G 0.02358 0.01685 0.01199 67 640: 60%|###### | 24/40 [00:04<00:02, 5.44it/s] 45/499 4.32G 0.02358 0.01685 0.01199 67 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 45/499 4.32G 0.02359 0.01688 0.01195 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 45/499 4.32G 0.02359 0.01688 0.01195 78 640: 65%|######5 | 26/40 [00:04<00:02, 5.30it/s] 45/499 4.32G 0.0236 0.01688 0.01201 74 640: 65%|######5 | 26/40 [00:05<00:02, 5.30it/s] 45/499 4.32G 0.0236 0.01688 0.01201 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.39it/s] 45/499 4.32G 0.02368 0.01692 0.01192 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.39it/s] 45/499 4.32G 0.02368 0.01692 0.01192 74 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 45/499 4.32G 0.02365 0.01698 0.01185 78 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 45/499 4.32G 0.02365 0.01698 0.01185 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 45/499 4.32G 0.02359 0.01687 0.01167 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 45/499 4.32G 0.02359 0.01687 0.01167 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.41it/s] 45/499 4.32G 0.02352 0.01682 0.01153 82 640: 75%|#######5 | 30/40 [00:05<00:01, 5.41it/s] 45/499 4.32G 0.02352 0.01682 0.01153 82 640: 78%|#######7 | 31/40 [00:05<00:01, 5.26it/s] 45/499 4.32G 0.02345 0.01678 0.01168 68 640: 78%|#######7 | 31/40 [00:06<00:01, 5.26it/s] 45/499 4.32G 0.02345 0.01678 0.01168 68 640: 80%|######## | 32/40 [00:06<00:01, 5.34it/s] 45/499 4.32G 0.02341 0.01678 0.0116 76 640: 80%|######## | 32/40 [00:06<00:01, 5.34it/s] 45/499 4.32G 0.02341 0.01678 0.0116 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.41it/s] 45/499 4.32G 0.02338 0.01669 0.0116 64 640: 82%|########2 | 33/40 [00:06<00:01, 5.41it/s] 45/499 4.32G 0.02338 0.01669 0.0116 64 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 45/499 4.32G 0.02335 0.0168 0.01161 87 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 45/499 4.32G 0.02335 0.0168 0.01161 87 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 45/499 4.32G 0.02329 0.01681 0.01174 78 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 45/499 4.32G 0.02329 0.01681 0.01174 78 640: 90%|######### | 36/40 [00:06<00:00, 5.40it/s] 45/499 4.32G 0.02335 0.01686 0.0117 79 640: 90%|######### | 36/40 [00:06<00:00, 5.40it/s] 45/499 4.32G 0.02335 0.01686 0.0117 79 640: 92%|#########2| 37/40 [00:06<00:00, 5.26it/s] 45/499 4.32G 0.02333 0.01687 0.01157 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 45/499 4.32G 0.02333 0.01687 0.01157 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 45/499 4.32G 0.02326 0.01683 0.01163 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 45/499 4.32G 0.02326 0.01683 0.01163 71 640: 98%|#########7| 39/40 [00:07<00:00, 5.41it/s] 45/499 4.32G 0.02321 0.01674 0.01158 32 640: 98%|#########7| 39/40 [00:07<00:00, 5.41it/s] 45/499 4.32G 0.02321 0.01674 0.01158 32 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] 45/499 4.32G 0.02321 0.01674 0.01158 32 640: 100%|##########| 40/40 [00:07<00:00, 5.33it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.97it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.08it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.10it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.21it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.74it/s] all 132 263 0.518 0.00351 0.00253 0.000879 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 46/499 4.32G 0.02457 0.01618 0.01584 68 640: 0%| | 0/40 [00:00<?, ?it/s] 46/499 4.32G 0.02457 0.01618 0.01584 68 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 46/499 4.32G 0.02561 0.01625 0.01276 67 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 46/499 4.32G 0.02561 0.01625 0.01276 67 640: 5%|5 | 2/40 [00:00<00:06, 5.56it/s] 46/499 4.32G 0.02457 0.01662 0.01401 81 640: 5%|5 | 2/40 [00:00<00:06, 5.56it/s] 46/499 4.32G 0.02457 0.01662 0.01401 81 640: 8%|7 | 3/40 [00:00<00:07, 5.10it/s] 46/499 4.32G 0.02387 0.01654 0.01269 78 640: 8%|7 | 3/40 [00:00<00:07, 5.10it/s] 46/499 4.32G 0.02387 0.01654 0.01269 78 640: 10%|# | 4/40 [00:00<00:06, 5.28it/s] 46/499 4.32G 0.02386 0.01689 0.01312 76 640: 10%|# | 4/40 [00:00<00:06, 5.28it/s] 46/499 4.32G 0.02386 0.01689 0.01312 76 640: 12%|#2 | 5/40 [00:00<00:06, 5.38it/s] 46/499 4.32G 0.02315 0.01669 0.01177 76 640: 12%|#2 | 5/40 [00:01<00:06, 5.38it/s] 46/499 4.32G 0.02315 0.01669 0.01177 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 46/499 4.32G 0.02287 0.0163 0.01189 64 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 46/499 4.32G 0.02287 0.0163 0.01189 64 640: 18%|#7 | 7/40 [00:01<00:06, 5.31it/s] 46/499 4.32G 0.02309 0.017 0.01147 95 640: 18%|#7 | 7/40 [00:01<00:06, 5.31it/s] 46/499 4.32G 0.02309 0.017 0.01147 95 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 46/499 4.32G 0.02273 0.01679 0.01131 70 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 46/499 4.32G 0.02273 0.01679 0.01131 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.17it/s] 46/499 4.32G 0.02294 0.01679 0.01155 73 640: 22%|##2 | 9/40 [00:01<00:05, 5.17it/s] 46/499 4.32G 0.02294 0.01679 0.01155 73 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 46/499 4.32G 0.02276 0.01691 0.01148 77 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 46/499 4.32G 0.02276 0.01691 0.01148 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.34it/s] 46/499 4.32G 0.02307 0.01708 0.01129 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.34it/s] 46/499 4.32G 0.02307 0.01708 0.01129 77 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 46/499 4.32G 0.0229 0.01692 0.0112 75 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 46/499 4.32G 0.0229 0.01692 0.0112 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 46/499 4.32G 0.02288 0.01682 0.0113 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 46/499 4.32G 0.02288 0.01682 0.0113 68 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 46/499 4.32G 0.02296 0.01681 0.01122 77 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 46/499 4.32G 0.02296 0.01681 0.01122 77 640: 38%|###7 | 15/40 [00:02<00:04, 5.23it/s] 46/499 4.32G 0.02298 0.01685 0.01119 77 640: 38%|###7 | 15/40 [00:03<00:04, 5.23it/s] 46/499 4.32G 0.02298 0.01685 0.01119 77 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 46/499 4.32G 0.02293 0.0167 0.011 69 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 46/499 4.32G 0.02293 0.0167 0.011 69 640: 42%|####2 | 17/40 [00:03<00:04, 5.38it/s] 46/499 4.32G 0.02283 0.01668 0.01079 77 640: 42%|####2 | 17/40 [00:03<00:04, 5.38it/s] 46/499 4.32G 0.02283 0.01668 0.01079 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 46/499 4.32G 0.02285 0.01693 0.01076 90 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 46/499 4.32G 0.02285 0.01693 0.01076 90 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 46/499 4.32G 0.02272 0.01674 0.01082 62 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 46/499 4.32G 0.02272 0.01674 0.01082 62 640: 50%|##### | 20/40 [00:03<00:03, 5.38it/s] 46/499 4.32G 0.02273 0.01662 0.01102 62 640: 50%|##### | 20/40 [00:03<00:03, 5.38it/s] 46/499 4.32G 0.02273 0.01662 0.01102 62 640: 52%|#####2 | 21/40 [00:03<00:03, 5.25it/s] 46/499 4.32G 0.0228 0.01657 0.01086 68 640: 52%|#####2 | 21/40 [00:04<00:03, 5.25it/s] 46/499 4.32G 0.0228 0.01657 0.01086 68 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 46/499 4.32G 0.02282 0.01659 0.01079 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 46/499 4.32G 0.02282 0.01659 0.01079 77 640: 57%|#####7 | 23/40 [00:04<00:03, 5.39it/s] 46/499 4.32G 0.02294 0.01663 0.01079 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.39it/s] 46/499 4.32G 0.02294 0.01663 0.01079 78 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 46/499 4.32G 0.02294 0.01654 0.01089 68 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 46/499 4.32G 0.02294 0.01654 0.01089 68 640: 62%|######2 | 25/40 [00:04<00:02, 5.38it/s] 46/499 4.32G 0.02295 0.01649 0.01099 67 640: 62%|######2 | 25/40 [00:04<00:02, 5.38it/s] 46/499 4.32G 0.02295 0.01649 0.01099 67 640: 65%|######5 | 26/40 [00:04<00:02, 5.45it/s] 46/499 4.32G 0.02286 0.01645 0.01098 71 640: 65%|######5 | 26/40 [00:05<00:02, 5.45it/s] 46/499 4.32G 0.02286 0.01645 0.01098 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 46/499 4.32G 0.0229 0.01658 0.01099 90 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 46/499 4.32G 0.0229 0.01658 0.01099 90 640: 70%|####### | 28/40 [00:05<00:02, 5.38it/s] 46/499 4.32G 0.02291 0.01665 0.01092 83 640: 70%|####### | 28/40 [00:05<00:02, 5.38it/s] 46/499 4.32G 0.02291 0.01665 0.01092 83 640: 72%|#######2 | 29/40 [00:05<00:02, 5.44it/s] 46/499 4.32G 0.02296 0.01669 0.01084 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.44it/s] 46/499 4.32G 0.02296 0.01669 0.01084 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 46/499 4.32G 0.02296 0.01672 0.01078 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 46/499 4.32G 0.02296 0.01672 0.01078 81 640: 78%|#######7 | 31/40 [00:05<00:01, 5.31it/s] 46/499 4.32G 0.02296 0.01674 0.01078 80 640: 78%|#######7 | 31/40 [00:06<00:01, 5.31it/s] 46/499 4.32G 0.02296 0.01674 0.01078 80 640: 80%|######## | 32/40 [00:06<00:01, 5.38it/s] 46/499 4.32G 0.02298 0.0167 0.01085 67 640: 80%|######## | 32/40 [00:06<00:01, 5.38it/s] 46/499 4.32G 0.02298 0.0167 0.01085 67 640: 82%|########2 | 33/40 [00:06<00:01, 5.22it/s] 46/499 4.32G 0.02295 0.01667 0.01069 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.22it/s] 46/499 4.32G 0.02295 0.01667 0.01069 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 46/499 4.32G 0.0229 0.01657 0.01069 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 46/499 4.32G 0.0229 0.01657 0.01069 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.38it/s] 46/499 4.32G 0.02286 0.01655 0.01056 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.38it/s] 46/499 4.32G 0.02286 0.01655 0.01056 74 640: 90%|######### | 36/40 [00:06<00:00, 5.24it/s] 46/499 4.32G 0.0228 0.01654 0.01058 76 640: 90%|######### | 36/40 [00:06<00:00, 5.24it/s] 46/499 4.32G 0.0228 0.01654 0.01058 76 640: 92%|#########2| 37/40 [00:06<00:00, 5.32it/s] 46/499 4.32G 0.02286 0.01651 0.0105 74 640: 92%|#########2| 37/40 [00:07<00:00, 5.32it/s] 46/499 4.32G 0.02286 0.01651 0.0105 74 640: 95%|#########5| 38/40 [00:07<00:00, 5.40it/s] 46/499 4.32G 0.02284 0.01652 0.01047 76 640: 95%|#########5| 38/40 [00:07<00:00, 5.40it/s] 46/499 4.32G 0.02284 0.01652 0.01047 76 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 46/499 4.32G 0.02282 0.01663 0.01046 52 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 46/499 4.32G 0.02282 0.01663 0.01046 52 640: 100%|##########| 40/40 [00:07<00:00, 5.40it/s] 46/499 4.32G 0.02282 0.01663 0.01046 52 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.67it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.06it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.57it/s] all 132 263 0.559 0.0175 0.011 0.00504 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 47/499 4.32G 0.02338 0.01631 0.009008 71 640: 0%| | 0/40 [00:00<?, ?it/s] 47/499 4.32G 0.02338 0.01631 0.009008 71 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 47/499 4.32G 0.02304 0.01507 0.01716 63 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 47/499 4.32G 0.02304 0.01507 0.01716 63 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 47/499 4.32G 0.02286 0.01561 0.01442 75 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 47/499 4.32G 0.02286 0.01561 0.01442 75 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 47/499 4.32G 0.02312 0.01609 0.01395 74 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 47/499 4.32G 0.02312 0.01609 0.01395 74 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 47/499 4.32G 0.02323 0.01581 0.01298 70 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 47/499 4.32G 0.02323 0.01581 0.01298 70 640: 12%|#2 | 5/40 [00:00<00:06, 5.21it/s] 47/499 4.32G 0.0231 0.01582 0.01244 76 640: 12%|#2 | 5/40 [00:01<00:06, 5.21it/s] 47/499 4.32G 0.0231 0.01582 0.01244 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.29it/s] 47/499 4.32G 0.02292 0.01613 0.01149 85 640: 15%|#5 | 6/40 [00:01<00:06, 5.29it/s] 47/499 4.32G 0.02292 0.01613 0.01149 85 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 47/499 4.32G 0.0231 0.01632 0.01104 81 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 47/499 4.32G 0.0231 0.01632 0.01104 81 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 47/499 4.32G 0.02326 0.01638 0.01048 77 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 47/499 4.32G 0.02326 0.01638 0.01048 77 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 47/499 4.32G 0.02332 0.01634 0.0111 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 47/499 4.32G 0.02332 0.01634 0.0111 75 640: 25%|##5 | 10/40 [00:01<00:05, 5.36it/s] 47/499 4.32G 0.02338 0.01617 0.01081 63 640: 25%|##5 | 10/40 [00:02<00:05, 5.36it/s] 47/499 4.32G 0.02338 0.01617 0.01081 63 640: 28%|##7 | 11/40 [00:02<00:05, 5.19it/s] 47/499 4.32G 0.02342 0.016 0.01088 67 640: 28%|##7 | 11/40 [00:02<00:05, 5.19it/s] 47/499 4.32G 0.02342 0.016 0.01088 67 640: 30%|### | 12/40 [00:02<00:05, 5.28it/s] 47/499 4.32G 0.02313 0.01585 0.0108 69 640: 30%|### | 12/40 [00:02<00:05, 5.28it/s] 47/499 4.32G 0.02313 0.01585 0.0108 69 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 47/499 4.32G 0.02314 0.01609 0.01064 86 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 47/499 4.32G 0.02314 0.01609 0.01064 86 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 47/499 4.32G 0.02303 0.01631 0.01088 82 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 47/499 4.32G 0.02303 0.01631 0.01088 82 640: 38%|###7 | 15/40 [00:02<00:04, 5.32it/s] 47/499 4.32G 0.02301 0.01629 0.01071 66 640: 38%|###7 | 15/40 [00:03<00:04, 5.32it/s] 47/499 4.32G 0.02301 0.01629 0.01071 66 640: 40%|#### | 16/40 [00:03<00:04, 5.39it/s] 47/499 4.32G 0.02289 0.01628 0.01136 76 640: 40%|#### | 16/40 [00:03<00:04, 5.39it/s] 47/499 4.32G 0.02289 0.01628 0.01136 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 47/499 4.32G 0.02301 0.01634 0.01155 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 47/499 4.32G 0.02301 0.01634 0.01155 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 47/499 4.32G 0.02307 0.0163 0.01152 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 47/499 4.32G 0.02307 0.0163 0.01152 72 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 47/499 4.32G 0.02319 0.01632 0.01137 67 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 47/499 4.32G 0.02319 0.01632 0.01137 67 640: 50%|##### | 20/40 [00:03<00:03, 5.15it/s] 47/499 4.32G 0.02306 0.01637 0.01149 77 640: 50%|##### | 20/40 [00:03<00:03, 5.15it/s] 47/499 4.32G 0.02306 0.01637 0.01149 77 640: 52%|#####2 | 21/40 [00:03<00:03, 5.27it/s] 47/499 4.32G 0.0231 0.0164 0.0115 70 640: 52%|#####2 | 21/40 [00:04<00:03, 5.27it/s] 47/499 4.32G 0.0231 0.0164 0.0115 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.36it/s] 47/499 4.32G 0.02303 0.0165 0.01141 95 640: 55%|#####5 | 22/40 [00:04<00:03, 5.36it/s] 47/499 4.32G 0.02303 0.0165 0.01141 95 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 47/499 4.32G 0.02292 0.01649 0.01115 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 47/499 4.32G 0.02292 0.01649 0.01115 79 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 47/499 4.32G 0.02291 0.01645 0.0111 71 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 47/499 4.32G 0.02291 0.01645 0.0111 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.40it/s] 47/499 4.32G 0.02299 0.01663 0.01117 90 640: 62%|######2 | 25/40 [00:04<00:02, 5.40it/s] 47/499 4.32G 0.02299 0.01663 0.01117 90 640: 65%|######5 | 26/40 [00:04<00:02, 5.25it/s] 47/499 4.32G 0.02292 0.01667 0.01105 81 640: 65%|######5 | 26/40 [00:05<00:02, 5.25it/s] 47/499 4.32G 0.02292 0.01667 0.01105 81 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 47/499 4.32G 0.02293 0.01657 0.01131 59 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 47/499 4.32G 0.02293 0.01657 0.01131 59 640: 70%|####### | 28/40 [00:05<00:02, 5.39it/s] 47/499 4.32G 0.02303 0.01661 0.0115 75 640: 70%|####### | 28/40 [00:05<00:02, 5.39it/s] 47/499 4.32G 0.02303 0.01661 0.0115 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 47/499 4.32G 0.02294 0.0166 0.01146 81 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 47/499 4.32G 0.02294 0.0166 0.01146 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 47/499 4.32G 0.0229 0.01671 0.01134 91 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 47/499 4.32G 0.0229 0.01671 0.01134 91 640: 78%|#######7 | 31/40 [00:05<00:01, 5.41it/s] 47/499 4.32G 0.02283 0.01661 0.01118 60 640: 78%|#######7 | 31/40 [00:06<00:01, 5.41it/s] 47/499 4.32G 0.02283 0.01661 0.01118 60 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 47/499 4.32G 0.02278 0.01667 0.01102 83 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 47/499 4.32G 0.02278 0.01667 0.01102 83 640: 82%|########2 | 33/40 [00:06<00:01, 5.36it/s] 47/499 4.32G 0.02269 0.0166 0.01113 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.36it/s] 47/499 4.32G 0.02269 0.0166 0.01113 71 640: 85%|########5 | 34/40 [00:06<00:01, 5.42it/s] 47/499 4.32G 0.0226 0.01657 0.01104 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.42it/s] 47/499 4.32G 0.0226 0.01657 0.01104 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 47/499 4.32G 0.02256 0.01662 0.01106 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 47/499 4.32G 0.02256 0.01662 0.01106 77 640: 90%|######### | 36/40 [00:06<00:00, 5.36it/s] 47/499 4.32G 0.02255 0.01663 0.01099 86 640: 90%|######### | 36/40 [00:06<00:00, 5.36it/s] 47/499 4.32G 0.02255 0.01663 0.01099 86 640: 92%|#########2| 37/40 [00:06<00:00, 5.41it/s] 47/499 4.32G 0.02245 0.01665 0.01094 76 640: 92%|#########2| 37/40 [00:07<00:00, 5.41it/s] 47/499 4.32G 0.02245 0.01665 0.01094 76 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 47/499 4.32G 0.02244 0.01663 0.01085 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 47/499 4.32G 0.02244 0.01663 0.01085 71 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 47/499 4.32G 0.02249 0.01648 0.01093 23 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 47/499 4.32G 0.02249 0.01648 0.01093 23 640: 100%|##########| 40/40 [00:07<00:00, 5.47it/s] 47/499 4.32G 0.02249 0.01648 0.01093 23 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.45it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.70it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.81it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.39it/s] all 132 263 0.419 0.0391 0.0371 0.0107 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 48/499 4.32G 0.02432 0.01718 0.01284 78 640: 0%| | 0/40 [00:00<?, ?it/s] 48/499 4.32G 0.02432 0.01718 0.01284 78 640: 2%|2 | 1/40 [00:00<00:07, 5.01it/s] 48/499 4.32G 0.02336 0.01628 0.01158 69 640: 2%|2 | 1/40 [00:00<00:07, 5.01it/s] 48/499 4.32G 0.02336 0.01628 0.01158 69 640: 5%|5 | 2/40 [00:00<00:07, 5.32it/s] 48/499 4.32G 0.02401 0.01669 0.01136 78 640: 5%|5 | 2/40 [00:00<00:07, 5.32it/s] 48/499 4.32G 0.02401 0.01669 0.01136 78 640: 8%|7 | 3/40 [00:00<00:06, 5.44it/s] 48/499 4.32G 0.0237 0.0164 0.01099 74 640: 8%|7 | 3/40 [00:00<00:06, 5.44it/s] 48/499 4.32G 0.0237 0.0164 0.01099 74 640: 10%|# | 4/40 [00:00<00:06, 5.24it/s] 48/499 4.32G 0.02323 0.01628 0.01064 74 640: 10%|# | 4/40 [00:00<00:06, 5.24it/s] 48/499 4.32G 0.02323 0.01628 0.01064 74 640: 12%|#2 | 5/40 [00:00<00:06, 5.29it/s] 48/499 4.32G 0.02333 0.01692 0.01034 85 640: 12%|#2 | 5/40 [00:01<00:06, 5.29it/s] 48/499 4.32G 0.02333 0.01692 0.01034 85 640: 15%|#5 | 6/40 [00:01<00:06, 5.39it/s] 48/499 4.32G 0.02327 0.01693 0.0106 75 640: 15%|#5 | 6/40 [00:01<00:06, 5.39it/s] 48/499 4.32G 0.02327 0.01693 0.0106 75 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 48/499 4.32G 0.02326 0.0168 0.01074 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 48/499 4.32G 0.02326 0.0168 0.01074 69 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 48/499 4.32G 0.02313 0.01647 0.0104 66 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 48/499 4.32G 0.02313 0.01647 0.0104 66 640: 22%|##2 | 9/40 [00:01<00:05, 5.38it/s] 48/499 4.32G 0.02285 0.01646 0.0103 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.38it/s] 48/499 4.32G 0.02285 0.01646 0.0103 75 640: 25%|##5 | 10/40 [00:01<00:05, 5.25it/s] 48/499 4.32G 0.02271 0.01632 0.0102 70 640: 25%|##5 | 10/40 [00:02<00:05, 5.25it/s] 48/499 4.32G 0.02271 0.01632 0.0102 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.34it/s] 48/499 4.32G 0.02276 0.01663 0.01039 80 640: 28%|##7 | 11/40 [00:02<00:05, 5.34it/s] 48/499 4.32G 0.02276 0.01663 0.01039 80 640: 30%|### | 12/40 [00:02<00:05, 5.39it/s] 48/499 4.32G 0.02268 0.01663 0.01024 71 640: 30%|### | 12/40 [00:02<00:05, 5.39it/s] 48/499 4.32G 0.02268 0.01663 0.01024 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 48/499 4.32G 0.02264 0.0167 0.01029 88 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 48/499 4.32G 0.02264 0.0167 0.01029 88 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 48/499 4.32G 0.02274 0.01702 0.01045 92 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 48/499 4.32G 0.02274 0.01702 0.01045 92 640: 38%|###7 | 15/40 [00:02<00:04, 5.43it/s] 48/499 4.32G 0.02275 0.01712 0.01022 87 640: 38%|###7 | 15/40 [00:03<00:04, 5.43it/s] 48/499 4.32G 0.02275 0.01712 0.01022 87 640: 40%|#### | 16/40 [00:03<00:04, 5.29it/s] 48/499 4.32G 0.02266 0.01702 0.01018 71 640: 40%|#### | 16/40 [00:03<00:04, 5.29it/s] 48/499 4.32G 0.02266 0.01702 0.01018 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.39it/s] 48/499 4.32G 0.02267 0.01707 0.01015 83 640: 42%|####2 | 17/40 [00:03<00:04, 5.39it/s] 48/499 4.32G 0.02267 0.01707 0.01015 83 640: 45%|####5 | 18/40 [00:03<00:04, 5.45it/s] 48/499 4.32G 0.02276 0.01706 0.01011 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.45it/s] 48/499 4.32G 0.02276 0.01706 0.01011 72 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 48/499 4.32G 0.02276 0.01703 0.01008 75 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 48/499 4.32G 0.02276 0.01703 0.01008 75 640: 50%|##### | 20/40 [00:03<00:03, 5.39it/s] 48/499 4.32G 0.02271 0.01698 0.0102 75 640: 50%|##### | 20/40 [00:03<00:03, 5.39it/s] 48/499 4.32G 0.02271 0.01698 0.0102 75 640: 52%|#####2 | 21/40 [00:03<00:03, 5.45it/s] 48/499 4.32G 0.02266 0.01675 0.01012 54 640: 52%|#####2 | 21/40 [00:04<00:03, 5.45it/s] 48/499 4.32G 0.02266 0.01675 0.01012 54 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 48/499 4.32G 0.0227 0.01674 0.01015 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 48/499 4.32G 0.0227 0.01674 0.01015 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.38it/s] 48/499 4.32G 0.02276 0.01681 0.01005 86 640: 57%|#####7 | 23/40 [00:04<00:03, 5.38it/s] 48/499 4.32G 0.02276 0.01681 0.01005 86 640: 60%|###### | 24/40 [00:04<00:02, 5.45it/s] 48/499 4.32G 0.02278 0.01675 0.01001 70 640: 60%|###### | 24/40 [00:04<00:02, 5.45it/s] 48/499 4.32G 0.02278 0.01675 0.01001 70 640: 62%|######2 | 25/40 [00:04<00:02, 5.30it/s] 48/499 4.32G 0.0227 0.01664 0.01006 70 640: 62%|######2 | 25/40 [00:04<00:02, 5.30it/s] 48/499 4.32G 0.0227 0.01664 0.01006 70 640: 65%|######5 | 26/40 [00:04<00:02, 5.39it/s] 48/499 4.32G 0.02276 0.01676 0.009959 84 640: 65%|######5 | 26/40 [00:05<00:02, 5.39it/s] 48/499 4.32G 0.02276 0.01676 0.009959 84 640: 68%|######7 | 27/40 [00:05<00:02, 5.38it/s] 48/499 4.32G 0.02267 0.01682 0.009836 83 640: 68%|######7 | 27/40 [00:05<00:02, 5.38it/s] 48/499 4.32G 0.02267 0.01682 0.009836 83 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 48/499 4.32G 0.0226 0.01673 0.009891 64 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 48/499 4.32G 0.0226 0.01673 0.009891 64 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 48/499 4.32G 0.02257 0.01685 0.009881 92 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 48/499 4.32G 0.02257 0.01685 0.009881 92 640: 75%|#######5 | 30/40 [00:05<00:01, 5.42it/s] 48/499 4.32G 0.02262 0.01678 0.009957 63 640: 75%|#######5 | 30/40 [00:05<00:01, 5.42it/s] 48/499 4.32G 0.02262 0.01678 0.009957 63 640: 78%|#######7 | 31/40 [00:05<00:01, 5.27it/s] 48/499 4.32G 0.02263 0.01675 0.009891 73 640: 78%|#######7 | 31/40 [00:05<00:01, 5.27it/s] 48/499 4.32G 0.02263 0.01675 0.009891 73 640: 80%|######## | 32/40 [00:05<00:01, 5.36it/s] 48/499 4.32G 0.02267 0.01674 0.01007 69 640: 80%|######## | 32/40 [00:06<00:01, 5.36it/s] 48/499 4.32G 0.02267 0.01674 0.01007 69 640: 82%|########2 | 33/40 [00:06<00:01, 5.44it/s] 48/499 4.32G 0.02263 0.01675 0.009998 75 640: 82%|########2 | 33/40 [00:06<00:01, 5.44it/s] 48/499 4.32G 0.02263 0.01675 0.009998 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 48/499 4.32G 0.02266 0.01679 0.009942 81 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 48/499 4.32G 0.02266 0.01679 0.009942 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 48/499 4.32G 0.02264 0.01686 0.009954 90 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 48/499 4.32G 0.02264 0.01686 0.009954 90 640: 90%|######### | 36/40 [00:06<00:00, 5.36it/s] 48/499 4.32G 0.02265 0.01679 0.0102 69 640: 90%|######### | 36/40 [00:06<00:00, 5.36it/s] 48/499 4.32G 0.02265 0.01679 0.0102 69 640: 92%|#########2| 37/40 [00:06<00:00, 5.16it/s] 48/499 4.32G 0.0226 0.0168 0.01016 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.16it/s] 48/499 4.32G 0.0226 0.0168 0.01016 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 48/499 4.32G 0.02255 0.01685 0.0101 93 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 48/499 4.32G 0.02255 0.01685 0.0101 93 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 48/499 4.32G 0.02261 0.01684 0.01005 36 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 48/499 4.32G 0.02261 0.01684 0.01005 36 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] 48/499 4.32G 0.02261 0.01684 0.01005 36 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.69it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.77it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.81it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.42it/s] all 132 263 0.452 0.0526 0.112 0.0466 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 49/499 4.32G 0.02167 0.01599 0.01217 71 640: 0%| | 0/40 [00:00<?, ?it/s] 49/499 4.32G 0.02167 0.01599 0.01217 71 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 49/499 4.32G 0.02179 0.01522 0.009609 70 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 49/499 4.32G 0.02179 0.01522 0.009609 70 640: 5%|5 | 2/40 [00:00<00:06, 5.54it/s] 49/499 4.32G 0.02161 0.01705 0.008757 101 640: 5%|5 | 2/40 [00:00<00:06, 5.54it/s] 49/499 4.32G 0.02161 0.01705 0.008757 101 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 49/499 4.32G 0.0219 0.01699 0.01033 72 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 49/499 4.32G 0.0219 0.01699 0.01033 72 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 49/499 4.32G 0.02176 0.01732 0.009977 85 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 49/499 4.32G 0.02176 0.01732 0.009977 85 640: 12%|#2 | 5/40 [00:00<00:06, 5.42it/s] 49/499 4.32G 0.02169 0.01682 0.009542 68 640: 12%|#2 | 5/40 [00:01<00:06, 5.42it/s] 49/499 4.32G 0.02169 0.01682 0.009542 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 49/499 4.32G 0.02177 0.01707 0.009729 85 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 49/499 4.32G 0.02177 0.01707 0.009729 85 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 49/499 4.32G 0.02242 0.01685 0.01038 61 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 49/499 4.32G 0.02242 0.01685 0.01038 61 640: 20%|## | 8/40 [00:01<00:05, 5.40it/s] 49/499 4.32G 0.02237 0.01686 0.01056 72 640: 20%|## | 8/40 [00:01<00:05, 5.40it/s] 49/499 4.32G 0.02237 0.01686 0.01056 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 49/499 4.32G 0.02273 0.0167 0.01115 61 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 49/499 4.32G 0.02273 0.0167 0.01115 61 640: 25%|##5 | 10/40 [00:01<00:05, 5.30it/s] 49/499 4.32G 0.02286 0.01673 0.01078 71 640: 25%|##5 | 10/40 [00:02<00:05, 5.30it/s] 49/499 4.32G 0.02286 0.01673 0.01078 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 49/499 4.32G 0.0228 0.01663 0.01038 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 49/499 4.32G 0.0228 0.01663 0.01038 75 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 49/499 4.32G 0.02271 0.0168 0.01026 89 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 49/499 4.32G 0.02271 0.0168 0.01026 89 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 49/499 4.32G 0.0231 0.01654 0.01053 51 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 49/499 4.32G 0.0231 0.01654 0.01053 51 640: 35%|###5 | 14/40 [00:02<00:04, 5.40it/s] 49/499 4.32G 0.02307 0.01647 0.01046 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.40it/s] 49/499 4.32G 0.02307 0.01647 0.01046 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.25it/s] 49/499 4.32G 0.02304 0.01661 0.01031 79 640: 38%|###7 | 15/40 [00:03<00:04, 5.25it/s] 49/499 4.32G 0.02304 0.01661 0.01031 79 640: 40%|#### | 16/40 [00:03<00:04, 5.34it/s] 49/499 4.32G 0.02296 0.01634 0.01075 60 640: 40%|#### | 16/40 [00:03<00:04, 5.34it/s] 49/499 4.32G 0.02296 0.01634 0.01075 60 640: 42%|####2 | 17/40 [00:03<00:04, 5.40it/s] 49/499 4.32G 0.02298 0.01656 0.01063 84 640: 42%|####2 | 17/40 [00:03<00:04, 5.40it/s] 49/499 4.32G 0.02298 0.01656 0.01063 84 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 49/499 4.32G 0.02294 0.01659 0.01045 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 49/499 4.32G 0.02294 0.01659 0.01045 73 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 49/499 4.32G 0.02283 0.01657 0.01079 74 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 49/499 4.32G 0.02283 0.01657 0.01079 74 640: 50%|##### | 20/40 [00:03<00:03, 5.38it/s] 49/499 4.32G 0.02291 0.01675 0.01074 85 640: 50%|##### | 20/40 [00:03<00:03, 5.38it/s] 49/499 4.32G 0.02291 0.01675 0.01074 85 640: 52%|#####2 | 21/40 [00:03<00:03, 5.23it/s] 49/499 4.32G 0.02289 0.01693 0.01064 93 640: 52%|#####2 | 21/40 [00:04<00:03, 5.23it/s] 49/499 4.32G 0.02289 0.01693 0.01064 93 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 49/499 4.32G 0.0229 0.01684 0.0106 56 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 49/499 4.32G 0.0229 0.01684 0.0106 56 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 49/499 4.32G 0.02301 0.01678 0.01069 58 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 49/499 4.32G 0.02301 0.01678 0.01069 58 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 49/499 4.32G 0.02302 0.01692 0.01062 92 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 49/499 4.32G 0.02302 0.01692 0.01062 92 640: 62%|######2 | 25/40 [00:04<00:02, 5.30it/s] 49/499 4.32G 0.02295 0.01693 0.01071 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.30it/s] 49/499 4.32G 0.02295 0.01693 0.01071 75 640: 65%|######5 | 26/40 [00:04<00:02, 5.37it/s] 49/499 4.32G 0.0229 0.01708 0.0106 95 640: 65%|######5 | 26/40 [00:05<00:02, 5.37it/s] 49/499 4.32G 0.0229 0.01708 0.0106 95 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 49/499 4.32G 0.02293 0.01706 0.01052 75 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 49/499 4.32G 0.02293 0.01706 0.01052 75 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 49/499 4.32G 0.02289 0.01709 0.0106 73 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 49/499 4.32G 0.02289 0.01709 0.0106 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.38it/s] 49/499 4.32G 0.02299 0.01703 0.01059 63 640: 72%|#######2 | 29/40 [00:05<00:02, 5.38it/s] 49/499 4.32G 0.02299 0.01703 0.01059 63 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 49/499 4.32G 0.02299 0.01706 0.01065 78 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 49/499 4.32G 0.02299 0.01706 0.01065 78 640: 78%|#######7 | 31/40 [00:05<00:01, 5.35it/s] 49/499 4.32G 0.02296 0.01714 0.01065 78 640: 78%|#######7 | 31/40 [00:06<00:01, 5.35it/s] 49/499 4.32G 0.02296 0.01714 0.01065 78 640: 80%|######## | 32/40 [00:06<00:01, 5.41it/s] 49/499 4.32G 0.023 0.01709 0.01069 74 640: 80%|######## | 32/40 [00:06<00:01, 5.41it/s] 49/499 4.32G 0.023 0.01709 0.01069 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 49/499 4.32G 0.02293 0.01697 0.01067 59 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 49/499 4.32G 0.02293 0.01697 0.01067 59 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 49/499 4.32G 0.02289 0.01695 0.01074 71 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 49/499 4.32G 0.02289 0.01695 0.01074 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 49/499 4.32G 0.02292 0.01708 0.01065 92 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 49/499 4.32G 0.02292 0.01708 0.01065 92 640: 90%|######### | 36/40 [00:06<00:00, 5.22it/s] 49/499 4.32G 0.02286 0.01704 0.01056 72 640: 90%|######### | 36/40 [00:06<00:00, 5.22it/s] 49/499 4.32G 0.02286 0.01704 0.01056 72 640: 92%|#########2| 37/40 [00:06<00:00, 5.25it/s] 49/499 4.32G 0.02303 0.017 0.01057 59 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 49/499 4.32G 0.02303 0.017 0.01057 59 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 49/499 4.32G 0.02299 0.01697 0.01057 74 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 49/499 4.32G 0.02299 0.01697 0.01057 74 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 49/499 4.32G 0.02311 0.01708 0.01065 37 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 49/499 4.32G 0.02311 0.01708 0.01065 37 640: 100%|##########| 40/40 [00:07<00:00, 5.33it/s] 49/499 4.32G 0.02311 0.01708 0.01065 37 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.69it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.81it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.87it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.49it/s] all 132 263 0.606 0.0266 0.0266 0.0104 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 50/499 4.32G 0.02427 0.0214 0.01793 91 640: 0%| | 0/40 [00:00<?, ?it/s] 50/499 4.32G 0.02427 0.0214 0.01793 91 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 50/499 4.32G 0.02237 0.01842 0.01386 74 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 50/499 4.32G 0.02237 0.01842 0.01386 74 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 50/499 4.32G 0.02177 0.01665 0.01212 64 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 50/499 4.32G 0.02177 0.01665 0.01212 64 640: 8%|7 | 3/40 [00:00<00:06, 5.31it/s] 50/499 4.32G 0.02206 0.01622 0.0114 65 640: 8%|7 | 3/40 [00:00<00:06, 5.31it/s] 50/499 4.32G 0.02206 0.01622 0.0114 65 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 50/499 4.32G 0.02237 0.0166 0.01072 74 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 50/499 4.32G 0.02237 0.0166 0.01072 74 640: 12%|#2 | 5/40 [00:00<00:06, 5.20it/s] 50/499 4.32G 0.02209 0.01674 0.009936 82 640: 12%|#2 | 5/40 [00:01<00:06, 5.20it/s] 50/499 4.32G 0.02209 0.01674 0.009936 82 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 50/499 4.32G 0.02227 0.01664 0.00999 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 50/499 4.32G 0.02227 0.01664 0.00999 68 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 50/499 4.32G 0.02231 0.01675 0.01028 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 50/499 4.32G 0.02231 0.01675 0.01028 74 640: 20%|## | 8/40 [00:01<00:06, 5.19it/s] 50/499 4.32G 0.02227 0.01683 0.01045 87 640: 20%|## | 8/40 [00:01<00:06, 5.19it/s] 50/499 4.32G 0.02227 0.01683 0.01045 87 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 50/499 4.32G 0.022 0.01649 0.01068 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 50/499 4.32G 0.022 0.01649 0.01068 65 640: 25%|##5 | 10/40 [00:01<00:05, 5.35it/s] 50/499 4.32G 0.022 0.01633 0.01029 65 640: 25%|##5 | 10/40 [00:02<00:05, 5.35it/s] 50/499 4.32G 0.022 0.01633 0.01029 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 50/499 4.32G 0.02211 0.01664 0.01009 83 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 50/499 4.32G 0.02211 0.01664 0.01009 83 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 50/499 4.32G 0.02226 0.01657 0.01061 60 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 50/499 4.32G 0.02226 0.01657 0.01061 60 640: 32%|###2 | 13/40 [00:02<00:05, 5.38it/s] 50/499 4.32G 0.02247 0.0165 0.01094 63 640: 32%|###2 | 13/40 [00:02<00:05, 5.38it/s] 50/499 4.32G 0.02247 0.0165 0.01094 63 640: 35%|###5 | 14/40 [00:02<00:04, 5.25it/s] 50/499 4.32G 0.0224 0.01647 0.01076 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.25it/s] 50/499 4.32G 0.0224 0.01647 0.01076 74 640: 38%|###7 | 15/40 [00:02<00:04, 5.32it/s] 50/499 4.32G 0.02209 0.01625 0.01038 68 640: 38%|###7 | 15/40 [00:03<00:04, 5.32it/s] 50/499 4.32G 0.02209 0.01625 0.01038 68 640: 40%|#### | 16/40 [00:03<00:04, 5.40it/s] 50/499 4.32G 0.02206 0.01627 0.01026 81 640: 40%|#### | 16/40 [00:03<00:04, 5.40it/s] 50/499 4.32G 0.02206 0.01627 0.01026 81 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 50/499 4.32G 0.02192 0.01615 0.01024 69 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 50/499 4.32G 0.02192 0.01615 0.01024 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 50/499 4.32G 0.02189 0.01621 0.01038 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 50/499 4.32G 0.02189 0.01621 0.01038 77 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 50/499 4.32G 0.02183 0.01608 0.01023 66 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 50/499 4.32G 0.02183 0.01608 0.01023 66 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 50/499 4.32G 0.02186 0.01619 0.01025 83 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 50/499 4.32G 0.02186 0.01619 0.01025 83 640: 52%|#####2 | 21/40 [00:03<00:03, 5.35it/s] 50/499 4.32G 0.02191 0.01638 0.01049 86 640: 52%|#####2 | 21/40 [00:04<00:03, 5.35it/s] 50/499 4.32G 0.02191 0.01638 0.01049 86 640: 55%|#####5 | 22/40 [00:04<00:03, 5.40it/s] 50/499 4.32G 0.02205 0.01633 0.01038 67 640: 55%|#####5 | 22/40 [00:04<00:03, 5.40it/s] 50/499 4.32G 0.02205 0.01633 0.01038 67 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 50/499 4.32G 0.02213 0.01634 0.01032 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 50/499 4.32G 0.02213 0.01634 0.01032 75 640: 60%|###### | 24/40 [00:04<00:02, 5.34it/s] 50/499 4.32G 0.02211 0.01639 0.01027 79 640: 60%|###### | 24/40 [00:04<00:02, 5.34it/s] 50/499 4.32G 0.02211 0.01639 0.01027 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.42it/s] 50/499 4.32G 0.02206 0.01635 0.01009 68 640: 62%|######2 | 25/40 [00:04<00:02, 5.42it/s] 50/499 4.32G 0.02206 0.01635 0.01009 68 640: 65%|######5 | 26/40 [00:04<00:02, 5.29it/s] 50/499 4.32G 0.02212 0.01641 0.01007 82 640: 65%|######5 | 26/40 [00:05<00:02, 5.29it/s] 50/499 4.32G 0.02212 0.01641 0.01007 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.37it/s] 50/499 4.32G 0.02216 0.01634 0.01006 64 640: 68%|######7 | 27/40 [00:05<00:02, 5.37it/s] 50/499 4.32G 0.02216 0.01634 0.01006 64 640: 70%|####### | 28/40 [00:05<00:02, 5.44it/s] 50/499 4.32G 0.0222 0.01632 0.01009 68 640: 70%|####### | 28/40 [00:05<00:02, 5.44it/s] 50/499 4.32G 0.0222 0.01632 0.01009 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 50/499 4.32G 0.02221 0.01626 0.01023 60 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 50/499 4.32G 0.02221 0.01626 0.01023 60 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 50/499 4.32G 0.02217 0.0163 0.0101 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 50/499 4.32G 0.02217 0.0163 0.0101 77 640: 78%|#######7 | 31/40 [00:05<00:01, 5.33it/s] 50/499 4.32G 0.02222 0.01633 0.01018 75 640: 78%|#######7 | 31/40 [00:06<00:01, 5.33it/s] 50/499 4.32G 0.02222 0.01633 0.01018 75 640: 80%|######## | 32/40 [00:06<00:01, 5.21it/s] 50/499 4.32G 0.02222 0.01633 0.0102 72 640: 80%|######## | 32/40 [00:06<00:01, 5.21it/s] 50/499 4.32G 0.02222 0.01633 0.0102 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 50/499 4.32G 0.02217 0.01632 0.01015 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 50/499 4.32G 0.02217 0.01632 0.01015 72 640: 85%|########5 | 34/40 [00:06<00:01, 5.41it/s] 50/499 4.32G 0.02211 0.01638 0.009989 87 640: 85%|########5 | 34/40 [00:06<00:01, 5.41it/s] 50/499 4.32G 0.02211 0.01638 0.009989 87 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 50/499 4.32G 0.02216 0.01636 0.009905 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 50/499 4.32G 0.02216 0.01636 0.009905 71 640: 90%|######### | 36/40 [00:06<00:00, 5.34it/s] 50/499 4.32G 0.02214 0.01634 0.01003 70 640: 90%|######### | 36/40 [00:06<00:00, 5.34it/s] 50/499 4.32G 0.02214 0.01634 0.01003 70 640: 92%|#########2| 37/40 [00:06<00:00, 5.37it/s] 50/499 4.32G 0.0222 0.01629 0.01016 61 640: 92%|#########2| 37/40 [00:07<00:00, 5.37it/s] 50/499 4.32G 0.0222 0.01629 0.01016 61 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 50/499 4.32G 0.02217 0.01628 0.01005 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 50/499 4.32G 0.02217 0.01628 0.01005 80 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 50/499 4.32G 0.02224 0.01637 0.01005 42 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 50/499 4.32G 0.02224 0.01637 0.01005 42 640: 100%|##########| 40/40 [00:07<00:00, 5.47it/s] 50/499 4.32G 0.02224 0.01637 0.01005 42 640: 100%|##########| 40/40 [00:07<00:00, 5.33it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.99it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.01it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.11it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.64it/s] all 132 263 0.598 0.0123 0.0148 0.00637 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 51/499 4.32G 0.02193 0.01602 0.009835 76 640: 0%| | 0/40 [00:00<?, ?it/s] 51/499 4.32G 0.02193 0.01602 0.009835 76 640: 2%|2 | 1/40 [00:00<00:07, 4.96it/s] 51/499 4.32G 0.02148 0.01415 0.00875 56 640: 2%|2 | 1/40 [00:00<00:07, 4.96it/s] 51/499 4.32G 0.02148 0.01415 0.00875 56 640: 5%|5 | 2/40 [00:00<00:07, 5.25it/s] 51/499 4.32G 0.02285 0.01459 0.01207 74 640: 5%|5 | 2/40 [00:00<00:07, 5.25it/s] 51/499 4.32G 0.02285 0.01459 0.01207 74 640: 8%|7 | 3/40 [00:00<00:06, 5.39it/s] 51/499 4.32G 0.02267 0.01426 0.01135 61 640: 8%|7 | 3/40 [00:00<00:06, 5.39it/s] 51/499 4.32G 0.02267 0.01426 0.01135 61 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 51/499 4.32G 0.02249 0.01444 0.01111 70 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 51/499 4.32G 0.02249 0.01444 0.01111 70 640: 12%|#2 | 5/40 [00:00<00:06, 5.28it/s] 51/499 4.32G 0.02268 0.01496 0.01129 77 640: 12%|#2 | 5/40 [00:01<00:06, 5.28it/s] 51/499 4.32G 0.02268 0.01496 0.01129 77 640: 15%|#5 | 6/40 [00:01<00:06, 5.37it/s] 51/499 4.32G 0.02258 0.01567 0.01124 91 640: 15%|#5 | 6/40 [00:01<00:06, 5.37it/s] 51/499 4.32G 0.02258 0.01567 0.01124 91 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 51/499 4.32G 0.02285 0.0162 0.01055 87 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 51/499 4.32G 0.02285 0.0162 0.01055 87 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 51/499 4.32G 0.02296 0.01641 0.01023 78 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 51/499 4.32G 0.02296 0.01641 0.01023 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 51/499 4.32G 0.02293 0.01636 0.01023 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 51/499 4.32G 0.02293 0.01636 0.01023 71 640: 25%|##5 | 10/40 [00:01<00:05, 5.17it/s] 51/499 4.32G 0.02274 0.0167 0.01036 87 640: 25%|##5 | 10/40 [00:02<00:05, 5.17it/s] 51/499 4.32G 0.02274 0.0167 0.01036 87 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 51/499 4.32G 0.02286 0.01644 0.01009 59 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 51/499 4.32G 0.02286 0.01644 0.01009 59 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 51/499 4.32G 0.02282 0.01667 0.01009 90 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 51/499 4.32G 0.02282 0.01667 0.01009 90 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 51/499 4.32G 0.02277 0.01683 0.01027 78 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 51/499 4.32G 0.02277 0.01683 0.01027 78 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 51/499 4.32G 0.02265 0.01689 0.01031 82 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 51/499 4.32G 0.02265 0.01689 0.01031 82 640: 38%|###7 | 15/40 [00:02<00:04, 5.41it/s] 51/499 4.32G 0.0226 0.01705 0.0103 86 640: 38%|###7 | 15/40 [00:03<00:04, 5.41it/s] 51/499 4.32G 0.0226 0.01705 0.0103 86 640: 40%|#### | 16/40 [00:03<00:04, 5.26it/s] 51/499 4.32G 0.02252 0.01696 0.01069 72 640: 40%|#### | 16/40 [00:03<00:04, 5.26it/s] 51/499 4.32G 0.02252 0.01696 0.01069 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.36it/s] 51/499 4.32G 0.02243 0.01693 0.01066 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.36it/s] 51/499 4.32G 0.02243 0.01693 0.01066 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.43it/s] 51/499 4.32G 0.02241 0.01704 0.01053 84 640: 45%|####5 | 18/40 [00:03<00:04, 5.43it/s] 51/499 4.32G 0.02241 0.01704 0.01053 84 640: 48%|####7 | 19/40 [00:03<00:03, 5.31it/s] 51/499 4.32G 0.02236 0.01708 0.01054 86 640: 48%|####7 | 19/40 [00:03<00:03, 5.31it/s] 51/499 4.32G 0.02236 0.01708 0.01054 86 640: 50%|##### | 20/40 [00:03<00:03, 5.38it/s] 51/499 4.32G 0.02235 0.01702 0.0106 73 640: 50%|##### | 20/40 [00:03<00:03, 5.38it/s] 51/499 4.32G 0.02235 0.01702 0.0106 73 640: 52%|#####2 | 21/40 [00:03<00:03, 5.43it/s] 51/499 4.32G 0.02226 0.01698 0.0106 79 640: 52%|#####2 | 21/40 [00:04<00:03, 5.43it/s] 51/499 4.32G 0.02226 0.01698 0.0106 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.28it/s] 51/499 4.32G 0.02221 0.01696 0.0104 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.28it/s] 51/499 4.32G 0.02221 0.01696 0.0104 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.35it/s] 51/499 4.32G 0.02222 0.01683 0.01042 57 640: 57%|#####7 | 23/40 [00:04<00:03, 5.35it/s] 51/499 4.32G 0.02222 0.01683 0.01042 57 640: 60%|###### | 24/40 [00:04<00:02, 5.42it/s] 51/499 4.32G 0.02218 0.01679 0.01033 77 640: 60%|###### | 24/40 [00:04<00:02, 5.42it/s] 51/499 4.32G 0.02218 0.01679 0.01033 77 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 51/499 4.32G 0.02218 0.0167 0.01045 62 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 51/499 4.32G 0.02218 0.0167 0.01045 62 640: 65%|######5 | 26/40 [00:04<00:02, 5.31it/s] 51/499 4.32G 0.02212 0.01677 0.01033 88 640: 65%|######5 | 26/40 [00:05<00:02, 5.31it/s] 51/499 4.32G 0.02212 0.01677 0.01033 88 640: 68%|######7 | 27/40 [00:05<00:02, 5.38it/s] 51/499 4.32G 0.02209 0.01665 0.01031 64 640: 68%|######7 | 27/40 [00:05<00:02, 5.38it/s] 51/499 4.32G 0.02209 0.01665 0.01031 64 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 51/499 4.32G 0.02209 0.01677 0.01025 76 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 51/499 4.32G 0.02209 0.01677 0.01025 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 51/499 4.32G 0.02208 0.0168 0.01026 86 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 51/499 4.32G 0.02208 0.0168 0.01026 86 640: 75%|#######5 | 30/40 [00:05<00:01, 5.40it/s] 51/499 4.32G 0.0221 0.0169 0.01027 98 640: 75%|#######5 | 30/40 [00:05<00:01, 5.40it/s] 51/499 4.32G 0.0221 0.0169 0.01027 98 640: 78%|#######7 | 31/40 [00:05<00:01, 5.24it/s] 51/499 4.32G 0.02214 0.0169 0.01029 77 640: 78%|#######7 | 31/40 [00:06<00:01, 5.24it/s] 51/499 4.32G 0.02214 0.0169 0.01029 77 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 51/499 4.32G 0.02211 0.01693 0.0103 80 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 51/499 4.32G 0.02211 0.01693 0.0103 80 640: 82%|########2 | 33/40 [00:06<00:01, 5.34it/s] 51/499 4.32G 0.02204 0.01689 0.01019 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.34it/s] 51/499 4.32G 0.02204 0.01689 0.01019 71 640: 85%|########5 | 34/40 [00:06<00:01, 5.14it/s] 51/499 4.32G 0.02205 0.01688 0.0102 71 640: 85%|########5 | 34/40 [00:06<00:01, 5.14it/s] 51/499 4.32G 0.02205 0.01688 0.0102 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 51/499 4.32G 0.02203 0.01683 0.01024 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 51/499 4.32G 0.02203 0.01683 0.01024 74 640: 90%|######### | 36/40 [00:06<00:00, 5.34it/s] 51/499 4.32G 0.02203 0.01681 0.01013 83 640: 90%|######### | 36/40 [00:06<00:00, 5.34it/s] 51/499 4.32G 0.02203 0.01681 0.01013 83 640: 92%|#########2| 37/40 [00:06<00:00, 5.21it/s] 51/499 4.32G 0.02208 0.01683 0.01017 73 640: 92%|#########2| 37/40 [00:07<00:00, 5.21it/s] 51/499 4.32G 0.02208 0.01683 0.01017 73 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 51/499 4.32G 0.0221 0.01692 0.01021 78 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 51/499 4.32G 0.0221 0.01692 0.01021 78 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 51/499 4.32G 0.02205 0.0169 0.01027 44 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 51/499 4.32G 0.02205 0.0169 0.01027 44 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] 51/499 4.32G 0.02205 0.0169 0.01027 44 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.80it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.00it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.53it/s] all 132 263 0.00301 0.0637 0.00242 0.000673 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 52/499 4.32G 0.02188 0.01804 0.008379 81 640: 0%| | 0/40 [00:00<?, ?it/s] 52/499 4.32G 0.02188 0.01804 0.008379 81 640: 2%|2 | 1/40 [00:00<00:07, 5.27it/s] 52/499 4.32G 0.02176 0.01548 0.01495 59 640: 2%|2 | 1/40 [00:00<00:07, 5.27it/s] 52/499 4.32G 0.02176 0.01548 0.01495 59 640: 5%|5 | 2/40 [00:00<00:06, 5.44it/s] 52/499 4.32G 0.02179 0.01612 0.01358 83 640: 5%|5 | 2/40 [00:00<00:06, 5.44it/s] 52/499 4.32G 0.02179 0.01612 0.01358 83 640: 8%|7 | 3/40 [00:00<00:07, 5.21it/s] 52/499 4.32G 0.02161 0.0155 0.01257 62 640: 8%|7 | 3/40 [00:00<00:07, 5.21it/s] 52/499 4.32G 0.02161 0.0155 0.01257 62 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 52/499 4.32G 0.02175 0.0156 0.01154 72 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 52/499 4.32G 0.02175 0.0156 0.01154 72 640: 12%|#2 | 5/40 [00:00<00:06, 5.42it/s] 52/499 4.32G 0.0222 0.01555 0.01178 69 640: 12%|#2 | 5/40 [00:01<00:06, 5.42it/s] 52/499 4.32G 0.0222 0.01555 0.01178 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 52/499 4.32G 0.02206 0.01577 0.01081 81 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 52/499 4.32G 0.02206 0.01577 0.01081 81 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 52/499 4.32G 0.0223 0.0157 0.01069 62 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 52/499 4.32G 0.0223 0.0157 0.01069 62 640: 20%|## | 8/40 [00:01<00:05, 5.41it/s] 52/499 4.32G 0.02216 0.0154 0.01027 63 640: 20%|## | 8/40 [00:01<00:05, 5.41it/s] 52/499 4.32G 0.02216 0.0154 0.01027 63 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 52/499 4.32G 0.02242 0.01534 0.01044 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 52/499 4.32G 0.02242 0.01534 0.01044 68 640: 25%|##5 | 10/40 [00:01<00:05, 5.32it/s] 52/499 4.32G 0.02233 0.01549 0.01051 81 640: 25%|##5 | 10/40 [00:02<00:05, 5.32it/s] 52/499 4.32G 0.02233 0.01549 0.01051 81 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 52/499 4.32G 0.02234 0.01558 0.01035 81 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 52/499 4.32G 0.02234 0.01558 0.01035 81 640: 30%|### | 12/40 [00:02<00:05, 5.17it/s] 52/499 4.32G 0.02232 0.01548 0.01031 65 640: 30%|### | 12/40 [00:02<00:05, 5.17it/s] 52/499 4.32G 0.02232 0.01548 0.01031 65 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 52/499 4.32G 0.02205 0.0152 0.01056 57 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 52/499 4.32G 0.02205 0.0152 0.01056 57 640: 35%|###5 | 14/40 [00:02<00:04, 5.38it/s] 52/499 4.32G 0.02205 0.01513 0.01037 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.38it/s] 52/499 4.32G 0.02205 0.01513 0.01037 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.24it/s] 52/499 4.32G 0.02215 0.01529 0.01037 81 640: 38%|###7 | 15/40 [00:03<00:04, 5.24it/s] 52/499 4.32G 0.02215 0.01529 0.01037 81 640: 40%|#### | 16/40 [00:03<00:04, 5.35it/s] 52/499 4.32G 0.02219 0.01542 0.01032 75 640: 40%|#### | 16/40 [00:03<00:04, 5.35it/s] 52/499 4.32G 0.02219 0.01542 0.01032 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.40it/s] 52/499 4.32G 0.02204 0.0155 0.0104 78 640: 42%|####2 | 17/40 [00:03<00:04, 5.40it/s] 52/499 4.32G 0.02204 0.0155 0.0104 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 52/499 4.32G 0.02204 0.01574 0.01028 86 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 52/499 4.32G 0.02204 0.01574 0.01028 86 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 52/499 4.32G 0.02206 0.0157 0.01035 73 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 52/499 4.32G 0.02206 0.0157 0.01035 73 640: 50%|##### | 20/40 [00:03<00:03, 5.41it/s] 52/499 4.32G 0.02208 0.0158 0.01044 83 640: 50%|##### | 20/40 [00:03<00:03, 5.41it/s] 52/499 4.32G 0.02208 0.0158 0.01044 83 640: 52%|#####2 | 21/40 [00:03<00:03, 5.24it/s] 52/499 4.32G 0.02214 0.01568 0.01078 61 640: 52%|#####2 | 21/40 [00:04<00:03, 5.24it/s] 52/499 4.32G 0.02214 0.01568 0.01078 61 640: 55%|#####5 | 22/40 [00:04<00:03, 5.34it/s] 52/499 4.32G 0.02219 0.01578 0.0108 83 640: 55%|#####5 | 22/40 [00:04<00:03, 5.34it/s] 52/499 4.32G 0.02219 0.01578 0.0108 83 640: 57%|#####7 | 23/40 [00:04<00:03, 5.40it/s] 52/499 4.32G 0.02205 0.01569 0.01076 63 640: 57%|#####7 | 23/40 [00:04<00:03, 5.40it/s] 52/499 4.32G 0.02205 0.01569 0.01076 63 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 52/499 4.32G 0.02205 0.01566 0.01088 70 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 52/499 4.32G 0.02205 0.01566 0.01088 70 640: 62%|######2 | 25/40 [00:04<00:02, 5.37it/s] 52/499 4.32G 0.02203 0.01569 0.01094 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.37it/s] 52/499 4.32G 0.02203 0.01569 0.01094 76 640: 65%|######5 | 26/40 [00:04<00:02, 5.43it/s] 52/499 4.32G 0.02214 0.01574 0.01088 70 640: 65%|######5 | 26/40 [00:05<00:02, 5.43it/s] 52/499 4.32G 0.02214 0.01574 0.01088 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 52/499 4.32G 0.02219 0.01582 0.01092 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 52/499 4.32G 0.02219 0.01582 0.01092 82 640: 70%|####### | 28/40 [00:05<00:02, 5.35it/s] 52/499 4.32G 0.02218 0.01591 0.01078 83 640: 70%|####### | 28/40 [00:05<00:02, 5.35it/s] 52/499 4.32G 0.02218 0.01591 0.01078 83 640: 72%|#######2 | 29/40 [00:05<00:02, 5.43it/s] 52/499 4.32G 0.02212 0.01586 0.01086 62 640: 72%|#######2 | 29/40 [00:05<00:02, 5.43it/s] 52/499 4.32G 0.02212 0.01586 0.01086 62 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 52/499 4.32G 0.0221 0.01594 0.01084 82 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 52/499 4.32G 0.0221 0.01594 0.01084 82 640: 78%|#######7 | 31/40 [00:05<00:01, 5.34it/s] 52/499 4.32G 0.02207 0.01592 0.0107 75 640: 78%|#######7 | 31/40 [00:06<00:01, 5.34it/s] 52/499 4.32G 0.02207 0.01592 0.0107 75 640: 80%|######## | 32/40 [00:06<00:01, 5.38it/s] 52/499 4.32G 0.02209 0.016 0.01078 86 640: 80%|######## | 32/40 [00:06<00:01, 5.38it/s] 52/499 4.32G 0.02209 0.016 0.01078 86 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 52/499 4.32G 0.02211 0.01597 0.01076 66 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 52/499 4.32G 0.02211 0.01597 0.01076 66 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 52/499 4.32G 0.022 0.0159 0.01099 70 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 52/499 4.32G 0.022 0.0159 0.01099 70 640: 88%|########7 | 35/40 [00:06<00:00, 5.38it/s] 52/499 4.32G 0.02202 0.01596 0.01102 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.38it/s] 52/499 4.32G 0.02202 0.01596 0.01102 75 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 52/499 4.32G 0.02204 0.01594 0.0109 69 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 52/499 4.32G 0.02204 0.01594 0.0109 69 640: 92%|#########2| 37/40 [00:06<00:00, 5.36it/s] 52/499 4.32G 0.02202 0.01599 0.01082 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.36it/s] 52/499 4.32G 0.02202 0.01599 0.01082 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.43it/s] 52/499 4.32G 0.02202 0.01601 0.01076 74 640: 95%|#########5| 38/40 [00:07<00:00, 5.43it/s] 52/499 4.32G 0.02202 0.01601 0.01076 74 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 52/499 4.32G 0.02195 0.01589 0.01064 28 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 52/499 4.32G 0.02195 0.01589 0.01064 28 640: 100%|##########| 40/40 [00:07<00:00, 5.39it/s] 52/499 4.32G 0.02195 0.01589 0.01064 28 640: 100%|##########| 40/40 [00:07<00:00, 5.33it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.57it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.64it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.66it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.72it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.27it/s] all 132 263 0.565 0.0596 0.0494 0.0223 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 53/499 4.32G 0.02407 0.02225 0.007763 92 640: 0%| | 0/40 [00:00<?, ?it/s] 53/499 4.32G 0.02407 0.02225 0.007763 92 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 53/499 4.32G 0.02295 0.01983 0.009644 67 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 53/499 4.32G 0.02295 0.01983 0.009644 67 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 53/499 4.32G 0.02268 0.01897 0.009957 73 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 53/499 4.32G 0.02268 0.01897 0.009957 73 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 53/499 4.32G 0.0234 0.01806 0.009752 55 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 53/499 4.32G 0.0234 0.01806 0.009752 55 640: 10%|# | 4/40 [00:00<00:06, 5.42it/s] 53/499 4.32G 0.0232 0.01723 0.01046 70 640: 10%|# | 4/40 [00:00<00:06, 5.42it/s] 53/499 4.32G 0.0232 0.01723 0.01046 70 640: 12%|#2 | 5/40 [00:00<00:06, 5.23it/s] 53/499 4.32G 0.02323 0.01713 0.0102 73 640: 12%|#2 | 5/40 [00:01<00:06, 5.23it/s] 53/499 4.32G 0.02323 0.01713 0.0102 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 53/499 4.32G 0.02325 0.01764 0.01078 90 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 53/499 4.32G 0.02325 0.01764 0.01078 90 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 53/499 4.32G 0.02377 0.01737 0.01078 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 53/499 4.32G 0.02377 0.01737 0.01078 73 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 53/499 4.32G 0.0234 0.01722 0.01037 84 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 53/499 4.32G 0.0234 0.01722 0.01037 84 640: 22%|##2 | 9/40 [00:01<00:05, 5.28it/s] 53/499 4.32G 0.02334 0.01708 0.01037 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.28it/s] 53/499 4.32G 0.02334 0.01708 0.01037 78 640: 25%|##5 | 10/40 [00:01<00:05, 5.35it/s] 53/499 4.32G 0.0231 0.01682 0.01033 70 640: 25%|##5 | 10/40 [00:02<00:05, 5.35it/s] 53/499 4.32G 0.0231 0.01682 0.01033 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 53/499 4.32G 0.02297 0.01689 0.01069 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 53/499 4.32G 0.02297 0.01689 0.01069 79 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 53/499 4.32G 0.02277 0.01673 0.0105 74 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 53/499 4.32G 0.02277 0.01673 0.0105 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 53/499 4.32G 0.0229 0.01665 0.01113 57 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 53/499 4.32G 0.0229 0.01665 0.01113 57 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 53/499 4.32G 0.02286 0.01646 0.01073 65 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 53/499 4.32G 0.02286 0.01646 0.01073 65 640: 38%|###7 | 15/40 [00:02<00:04, 5.31it/s] 53/499 4.32G 0.02292 0.01632 0.01076 64 640: 38%|###7 | 15/40 [00:03<00:04, 5.31it/s] 53/499 4.32G 0.02292 0.01632 0.01076 64 640: 40%|#### | 16/40 [00:03<00:04, 5.37it/s] 53/499 4.32G 0.02283 0.01625 0.01084 65 640: 40%|#### | 16/40 [00:03<00:04, 5.37it/s] 53/499 4.32G 0.02283 0.01625 0.01084 65 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 53/499 4.32G 0.02278 0.01628 0.0108 78 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 53/499 4.32G 0.02278 0.01628 0.0108 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 53/499 4.32G 0.02265 0.01617 0.01059 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 53/499 4.32G 0.02265 0.01617 0.01059 69 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 53/499 4.32G 0.02267 0.01639 0.01044 91 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 53/499 4.32G 0.02267 0.01639 0.01044 91 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 53/499 4.32G 0.02254 0.01636 0.01052 78 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 53/499 4.32G 0.02254 0.01636 0.01052 78 640: 52%|#####2 | 21/40 [00:03<00:03, 5.33it/s] 53/499 4.32G 0.02247 0.01636 0.01052 76 640: 52%|#####2 | 21/40 [00:04<00:03, 5.33it/s] 53/499 4.32G 0.02247 0.01636 0.01052 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.40it/s] 53/499 4.32G 0.02241 0.01652 0.01043 83 640: 55%|#####5 | 22/40 [00:04<00:03, 5.40it/s] 53/499 4.32G 0.02241 0.01652 0.01043 83 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 53/499 4.32G 0.02245 0.01643 0.01041 68 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 53/499 4.32G 0.02245 0.01643 0.01041 68 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 53/499 4.32G 0.02238 0.0164 0.01041 72 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 53/499 4.32G 0.02238 0.0164 0.01041 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 53/499 4.32G 0.02237 0.01629 0.01054 60 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 53/499 4.32G 0.02237 0.01629 0.01054 60 640: 65%|######5 | 26/40 [00:04<00:02, 5.20it/s] 53/499 4.32G 0.02229 0.01619 0.01067 69 640: 65%|######5 | 26/40 [00:05<00:02, 5.20it/s] 53/499 4.32G 0.02229 0.01619 0.01067 69 640: 68%|######7 | 27/40 [00:05<00:02, 5.24it/s] 53/499 4.32G 0.02231 0.01615 0.01077 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.24it/s] 53/499 4.32G 0.02231 0.01615 0.01077 73 640: 70%|####### | 28/40 [00:05<00:02, 5.34it/s] 53/499 4.32G 0.02224 0.01623 0.01065 90 640: 70%|####### | 28/40 [00:05<00:02, 5.34it/s] 53/499 4.32G 0.02224 0.01623 0.01065 90 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 53/499 4.32G 0.02217 0.01627 0.01058 83 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 53/499 4.32G 0.02217 0.01627 0.01058 83 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 53/499 4.32G 0.02216 0.01626 0.01067 67 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 53/499 4.32G 0.02216 0.01626 0.01067 67 640: 78%|#######7 | 31/40 [00:05<00:01, 5.37it/s] 53/499 4.32G 0.02207 0.01618 0.01053 69 640: 78%|#######7 | 31/40 [00:06<00:01, 5.37it/s] 53/499 4.32G 0.02207 0.01618 0.01053 69 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 53/499 4.32G 0.02203 0.01614 0.01052 69 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 53/499 4.32G 0.02203 0.01614 0.01052 69 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 53/499 4.32G 0.022 0.01612 0.01071 70 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 53/499 4.32G 0.022 0.01612 0.01071 70 640: 85%|########5 | 34/40 [00:06<00:01, 5.39it/s] 53/499 4.32G 0.02199 0.01628 0.01073 98 640: 85%|########5 | 34/40 [00:06<00:01, 5.39it/s] 53/499 4.32G 0.02199 0.01628 0.01073 98 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 53/499 4.32G 0.02201 0.0163 0.01064 78 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 53/499 4.32G 0.02201 0.0163 0.01064 78 640: 90%|######### | 36/40 [00:06<00:00, 5.29it/s] 53/499 4.32G 0.022 0.01629 0.01077 74 640: 90%|######### | 36/40 [00:06<00:00, 5.29it/s] 53/499 4.32G 0.022 0.01629 0.01077 74 640: 92%|#########2| 37/40 [00:06<00:00, 5.35it/s] 53/499 4.32G 0.02199 0.01632 0.01078 82 640: 92%|#########2| 37/40 [00:07<00:00, 5.35it/s] 53/499 4.32G 0.02199 0.01632 0.01078 82 640: 95%|#########5| 38/40 [00:07<00:00, 5.15it/s] 53/499 4.32G 0.02204 0.01632 0.01061 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.15it/s] 53/499 4.32G 0.02204 0.01632 0.01061 70 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 53/499 4.32G 0.02201 0.01629 0.01051 35 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 53/499 4.32G 0.02201 0.01629 0.01051 35 640: 100%|##########| 40/40 [00:07<00:00, 5.40it/s] 53/499 4.32G 0.02201 0.01629 0.01051 35 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.76it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.82it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.49it/s] all 132 263 0.454 0.0632 0.075 0.0241 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 54/499 4.32G 0.02209 0.01608 0.007957 71 640: 0%| | 0/40 [00:00<?, ?it/s] 54/499 4.32G 0.02209 0.01608 0.007957 71 640: 2%|2 | 1/40 [00:00<00:08, 4.83it/s] 54/499 4.32G 0.02257 0.01554 0.007499 70 640: 2%|2 | 1/40 [00:00<00:08, 4.83it/s] 54/499 4.32G 0.02257 0.01554 0.007499 70 640: 5%|5 | 2/40 [00:00<00:07, 5.22it/s] 54/499 4.32G 0.02241 0.0144 0.006596 56 640: 5%|5 | 2/40 [00:00<00:07, 5.22it/s] 54/499 4.32G 0.02241 0.0144 0.006596 56 640: 8%|7 | 3/40 [00:00<00:06, 5.35it/s] 54/499 4.32G 0.02279 0.01578 0.00664 90 640: 8%|7 | 3/40 [00:00<00:06, 5.35it/s] 54/499 4.32G 0.02279 0.01578 0.00664 90 640: 10%|# | 4/40 [00:00<00:07, 5.13it/s] 54/499 4.32G 0.02278 0.01559 0.007053 65 640: 10%|# | 4/40 [00:00<00:07, 5.13it/s] 54/499 4.32G 0.02278 0.01559 0.007053 65 640: 12%|#2 | 5/40 [00:00<00:06, 5.20it/s] 54/499 4.32G 0.02269 0.01576 0.007076 84 640: 12%|#2 | 5/40 [00:01<00:06, 5.20it/s] 54/499 4.32G 0.02269 0.01576 0.007076 84 640: 15%|#5 | 6/40 [00:01<00:06, 5.31it/s] 54/499 4.32G 0.02329 0.01643 0.007421 85 640: 15%|#5 | 6/40 [00:01<00:06, 5.31it/s] 54/499 4.32G 0.02329 0.01643 0.007421 85 640: 18%|#7 | 7/40 [00:01<00:06, 5.17it/s] 54/499 4.32G 0.02327 0.01645 0.007602 75 640: 18%|#7 | 7/40 [00:01<00:06, 5.17it/s] 54/499 4.32G 0.02327 0.01645 0.007602 75 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 54/499 4.32G 0.02299 0.01651 0.007659 79 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 54/499 4.32G 0.02299 0.01651 0.007659 79 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 54/499 4.32G 0.02294 0.0163 0.008336 55 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 54/499 4.32G 0.02294 0.0163 0.008336 55 640: 25%|##5 | 10/40 [00:01<00:05, 5.06it/s] 54/499 4.32G 0.02304 0.01618 0.008526 68 640: 25%|##5 | 10/40 [00:02<00:05, 5.06it/s] 54/499 4.32G 0.02304 0.01618 0.008526 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.18it/s] 54/499 4.32G 0.02289 0.01627 0.008465 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.18it/s] 54/499 4.32G 0.02289 0.01627 0.008465 70 640: 30%|### | 12/40 [00:02<00:05, 5.11it/s] 54/499 4.32G 0.02276 0.01627 0.0085 78 640: 30%|### | 12/40 [00:02<00:05, 5.11it/s] 54/499 4.32G 0.02276 0.01627 0.0085 78 640: 32%|###2 | 13/40 [00:02<00:05, 5.05it/s] 54/499 4.32G 0.02263 0.01639 0.008331 84 640: 32%|###2 | 13/40 [00:02<00:05, 5.05it/s] 54/499 4.32G 0.02263 0.01639 0.008331 84 640: 35%|###5 | 14/40 [00:02<00:05, 5.14it/s] 54/499 4.32G 0.02274 0.01635 0.008412 72 640: 35%|###5 | 14/40 [00:02<00:05, 5.14it/s] 54/499 4.32G 0.02274 0.01635 0.008412 72 640: 38%|###7 | 15/40 [00:02<00:04, 5.25it/s] 54/499 4.32G 0.02266 0.01635 0.008465 75 640: 38%|###7 | 15/40 [00:03<00:04, 5.25it/s] 54/499 4.32G 0.02266 0.01635 0.008465 75 640: 40%|#### | 16/40 [00:03<00:04, 5.14it/s] 54/499 4.32G 0.02251 0.01618 0.008638 67 640: 40%|#### | 16/40 [00:03<00:04, 5.14it/s] 54/499 4.32G 0.02251 0.01618 0.008638 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 54/499 4.32G 0.0224 0.01606 0.008524 66 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 54/499 4.32G 0.0224 0.01606 0.008524 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 54/499 4.32G 0.02242 0.01605 0.008812 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 54/499 4.32G 0.02242 0.01605 0.008812 69 640: 48%|####7 | 19/40 [00:03<00:04, 5.17it/s] 54/499 4.32G 0.02234 0.01599 0.009092 73 640: 48%|####7 | 19/40 [00:03<00:04, 5.17it/s] 54/499 4.32G 0.02234 0.01599 0.009092 73 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 54/499 4.32G 0.02229 0.01595 0.009015 72 640: 50%|##### | 20/40 [00:04<00:03, 5.25it/s] 54/499 4.32G 0.02229 0.01595 0.009015 72 640: 52%|#####2 | 21/40 [00:04<00:03, 5.32it/s] 54/499 4.32G 0.02227 0.01599 0.009027 81 640: 52%|#####2 | 21/40 [00:04<00:03, 5.32it/s] 54/499 4.32G 0.02227 0.01599 0.009027 81 640: 55%|#####5 | 22/40 [00:04<00:03, 5.19it/s] 54/499 4.32G 0.02223 0.01595 0.009024 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.19it/s] 54/499 4.32G 0.02223 0.01595 0.009024 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 54/499 4.32G 0.02223 0.01588 0.008895 68 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 54/499 4.32G 0.02223 0.01588 0.008895 68 640: 60%|###### | 24/40 [00:04<00:02, 5.34it/s] 54/499 4.32G 0.02214 0.01584 0.008902 69 640: 60%|###### | 24/40 [00:04<00:02, 5.34it/s] 54/499 4.32G 0.02214 0.01584 0.008902 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 54/499 4.32G 0.02209 0.01584 0.008788 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 54/499 4.32G 0.02209 0.01584 0.008788 78 640: 65%|######5 | 26/40 [00:04<00:02, 5.26it/s] 54/499 4.32G 0.02201 0.01591 0.008691 82 640: 65%|######5 | 26/40 [00:05<00:02, 5.26it/s] 54/499 4.32G 0.02201 0.01591 0.008691 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.33it/s] 54/499 4.32G 0.02192 0.01594 0.008489 80 640: 68%|######7 | 27/40 [00:05<00:02, 5.33it/s] 54/499 4.32G 0.02192 0.01594 0.008489 80 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 54/499 4.32G 0.02191 0.01602 0.008455 85 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 54/499 4.32G 0.02191 0.01602 0.008455 85 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 54/499 4.32G 0.02184 0.01599 0.008361 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 54/499 4.32G 0.02184 0.01599 0.008361 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 54/499 4.32G 0.02174 0.01597 0.008302 78 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 54/499 4.32G 0.02174 0.01597 0.008302 78 640: 78%|#######7 | 31/40 [00:05<00:01, 5.19it/s] 54/499 4.32G 0.02175 0.01594 0.008258 77 640: 78%|#######7 | 31/40 [00:06<00:01, 5.19it/s] 54/499 4.32G 0.02175 0.01594 0.008258 77 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 54/499 4.32G 0.02174 0.01593 0.008233 73 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 54/499 4.32G 0.02174 0.01593 0.008233 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 54/499 4.32G 0.02174 0.01602 0.008433 87 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 54/499 4.32G 0.02174 0.01602 0.008433 87 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 54/499 4.32G 0.02174 0.01603 0.008403 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 54/499 4.32G 0.02174 0.01603 0.008403 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 54/499 4.32G 0.02171 0.01598 0.00845 72 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 54/499 4.32G 0.02171 0.01598 0.00845 72 640: 90%|######### | 36/40 [00:06<00:00, 5.33it/s] 54/499 4.32G 0.02171 0.016 0.008398 75 640: 90%|######### | 36/40 [00:07<00:00, 5.33it/s] 54/499 4.32G 0.02171 0.016 0.008398 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.21it/s] 54/499 4.32G 0.02169 0.01596 0.008398 64 640: 92%|#########2| 37/40 [00:07<00:00, 5.21it/s] 54/499 4.32G 0.02169 0.01596 0.008398 64 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 54/499 4.32G 0.02164 0.01593 0.008398 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 54/499 4.32G 0.02164 0.01593 0.008398 71 640: 98%|#########7| 39/40 [00:07<00:00, 5.35it/s] 54/499 4.32G 0.02164 0.01591 0.008324 37 640: 98%|#########7| 39/40 [00:07<00:00, 5.35it/s] 54/499 4.32G 0.02164 0.01591 0.008324 37 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] 54/499 4.32G 0.02164 0.01591 0.008324 37 640: 100%|##########| 40/40 [00:07<00:00, 5.23it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.68it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.81it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.80it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.88it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.42it/s] all 132 263 0.314 0.0401 0.0549 0.0133 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 55/499 4.32G 0.01879 0.01452 0.004863 73 640: 0%| | 0/40 [00:00<?, ?it/s] 55/499 4.32G 0.01879 0.01452 0.004863 73 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 55/499 4.32G 0.02074 0.01524 0.006911 72 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 55/499 4.32G 0.02074 0.01524 0.006911 72 640: 5%|5 | 2/40 [00:00<00:06, 5.48it/s] 55/499 4.32G 0.02114 0.01576 0.007217 72 640: 5%|5 | 2/40 [00:00<00:06, 5.48it/s] 55/499 4.32G 0.02114 0.01576 0.007217 72 640: 8%|7 | 3/40 [00:00<00:07, 5.13it/s] 55/499 4.32G 0.02085 0.01577 0.006756 79 640: 8%|7 | 3/40 [00:00<00:07, 5.13it/s] 55/499 4.32G 0.02085 0.01577 0.006756 79 640: 10%|# | 4/40 [00:00<00:06, 5.22it/s] 55/499 4.32G 0.02075 0.01576 0.006741 72 640: 10%|# | 4/40 [00:00<00:06, 5.22it/s] 55/499 4.32G 0.02075 0.01576 0.006741 72 640: 12%|#2 | 5/40 [00:00<00:06, 5.30it/s] 55/499 4.32G 0.02083 0.01544 0.007687 71 640: 12%|#2 | 5/40 [00:01<00:06, 5.30it/s] 55/499 4.32G 0.02083 0.01544 0.007687 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.16it/s] 55/499 4.32G 0.02072 0.01556 0.007018 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.16it/s] 55/499 4.32G 0.02072 0.01556 0.007018 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 55/499 4.32G 0.02065 0.01623 0.007275 100 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 55/499 4.32G 0.02065 0.01623 0.007275 100 640: 20%|## | 8/40 [00:01<00:06, 5.30it/s] 55/499 4.32G 0.02058 0.01659 0.007597 94 640: 20%|## | 8/40 [00:01<00:06, 5.30it/s] 55/499 4.32G 0.02058 0.01659 0.007597 94 640: 22%|##2 | 9/40 [00:01<00:06, 5.16it/s] 55/499 4.32G 0.0204 0.01681 0.007392 91 640: 22%|##2 | 9/40 [00:01<00:06, 5.16it/s] 55/499 4.32G 0.0204 0.01681 0.007392 91 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 55/499 4.32G 0.02051 0.0168 0.007719 74 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 55/499 4.32G 0.02051 0.0168 0.007719 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 55/499 4.32G 0.02056 0.01669 0.007834 76 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 55/499 4.32G 0.02056 0.01669 0.007834 76 640: 30%|### | 12/40 [00:02<00:05, 5.16it/s] 55/499 4.32G 0.02068 0.01669 0.008264 73 640: 30%|### | 12/40 [00:02<00:05, 5.16it/s] 55/499 4.32G 0.02068 0.01669 0.008264 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 55/499 4.32G 0.0207 0.01648 0.008146 64 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 55/499 4.32G 0.0207 0.01648 0.008146 64 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 55/499 4.32G 0.02063 0.01628 0.008154 64 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 55/499 4.32G 0.02063 0.01628 0.008154 64 640: 38%|###7 | 15/40 [00:02<00:04, 5.15it/s] 55/499 4.32G 0.02055 0.0161 0.008113 67 640: 38%|###7 | 15/40 [00:03<00:04, 5.15it/s] 55/499 4.32G 0.02055 0.0161 0.008113 67 640: 40%|#### | 16/40 [00:03<00:04, 5.23it/s] 55/499 4.32G 0.02058 0.01616 0.007958 76 640: 40%|#### | 16/40 [00:03<00:04, 5.23it/s] 55/499 4.32G 0.02058 0.01616 0.007958 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 55/499 4.32G 0.02054 0.01636 0.00783 95 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 55/499 4.32G 0.02054 0.01636 0.00783 95 640: 45%|####5 | 18/40 [00:03<00:04, 5.17it/s] 55/499 4.32G 0.02047 0.01623 0.007797 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.17it/s] 55/499 4.32G 0.02047 0.01623 0.007797 65 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 55/499 4.32G 0.0206 0.01614 0.007873 64 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 55/499 4.32G 0.0206 0.01614 0.007873 64 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 55/499 4.32G 0.02063 0.01622 0.007844 78 640: 50%|##### | 20/40 [00:04<00:03, 5.32it/s] 55/499 4.32G 0.02063 0.01622 0.007844 78 640: 52%|#####2 | 21/40 [00:04<00:03, 5.19it/s] 55/499 4.32G 0.02062 0.01617 0.007753 69 640: 52%|#####2 | 21/40 [00:04<00:03, 5.19it/s] 55/499 4.32G 0.02062 0.01617 0.007753 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 55/499 4.32G 0.02074 0.01619 0.007836 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 55/499 4.32G 0.02074 0.01619 0.007836 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 55/499 4.32G 0.02079 0.01606 0.008088 63 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 55/499 4.32G 0.02079 0.01606 0.008088 63 640: 60%|###### | 24/40 [00:04<00:03, 5.18it/s] 55/499 4.32G 0.02079 0.01608 0.008037 81 640: 60%|###### | 24/40 [00:04<00:03, 5.18it/s] 55/499 4.32G 0.02079 0.01608 0.008037 81 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 55/499 4.32G 0.02085 0.01616 0.008138 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 55/499 4.32G 0.02085 0.01616 0.008138 78 640: 65%|######5 | 26/40 [00:04<00:02, 5.35it/s] 55/499 4.32G 0.02099 0.01621 0.008236 82 640: 65%|######5 | 26/40 [00:05<00:02, 5.35it/s] 55/499 4.32G 0.02099 0.01621 0.008236 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 55/499 4.32G 0.02097 0.01626 0.008138 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 55/499 4.32G 0.02097 0.01626 0.008138 79 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 55/499 4.32G 0.02097 0.0162 0.008186 74 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 55/499 4.32G 0.02097 0.0162 0.008186 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 55/499 4.32G 0.02098 0.01619 0.008242 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 55/499 4.32G 0.02098 0.01619 0.008242 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.19it/s] 55/499 4.32G 0.02105 0.01618 0.008379 70 640: 75%|#######5 | 30/40 [00:05<00:01, 5.19it/s] 55/499 4.32G 0.02105 0.01618 0.008379 70 640: 78%|#######7 | 31/40 [00:05<00:01, 5.25it/s] 55/499 4.32G 0.02104 0.0162 0.00856 80 640: 78%|#######7 | 31/40 [00:06<00:01, 5.25it/s] 55/499 4.32G 0.02104 0.0162 0.00856 80 640: 80%|######## | 32/40 [00:06<00:01, 5.34it/s] 55/499 4.32G 0.02102 0.01622 0.008441 87 640: 80%|######## | 32/40 [00:06<00:01, 5.34it/s] 55/499 4.32G 0.02102 0.01622 0.008441 87 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 55/499 4.32G 0.02097 0.01615 0.008605 63 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 55/499 4.32G 0.02097 0.01615 0.008605 63 640: 85%|########5 | 34/40 [00:06<00:01, 5.21it/s] 55/499 4.32G 0.02086 0.01609 0.0086 70 640: 85%|########5 | 34/40 [00:06<00:01, 5.21it/s] 55/499 4.32G 0.02086 0.01609 0.0086 70 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 55/499 4.32G 0.02095 0.01613 0.008688 80 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 55/499 4.32G 0.02095 0.01613 0.008688 80 640: 90%|######### | 36/40 [00:06<00:00, 5.10it/s] 55/499 4.32G 0.02102 0.01617 0.008896 78 640: 90%|######### | 36/40 [00:07<00:00, 5.10it/s] 55/499 4.32G 0.02102 0.01617 0.008896 78 640: 92%|#########2| 37/40 [00:07<00:00, 5.21it/s] 55/499 4.32G 0.02102 0.01621 0.008831 87 640: 92%|#########2| 37/40 [00:07<00:00, 5.21it/s] 55/499 4.32G 0.02102 0.01621 0.008831 87 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 55/499 4.32G 0.02099 0.01619 0.008797 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 55/499 4.32G 0.02099 0.01619 0.008797 72 640: 98%|#########7| 39/40 [00:07<00:00, 5.16it/s] 55/499 4.32G 0.02097 0.01605 0.008843 27 640: 98%|#########7| 39/40 [00:07<00:00, 5.16it/s] 55/499 4.32G 0.02097 0.01605 0.008843 27 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] 55/499 4.32G 0.02097 0.01605 0.008843 27 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.18it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.48it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.56it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.06it/s] all 132 263 0.00388 0.00702 0.00228 0.00048 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 56/499 4.32G 0.02207 0.01846 0.01135 74 640: 0%| | 0/40 [00:00<?, ?it/s] 56/499 4.32G 0.02207 0.01846 0.01135 74 640: 2%|2 | 1/40 [00:00<00:07, 5.31it/s] 56/499 4.32G 0.02245 0.01694 0.01358 70 640: 2%|2 | 1/40 [00:00<00:07, 5.31it/s] 56/499 4.32G 0.02245 0.01694 0.01358 70 640: 5%|5 | 2/40 [00:00<00:07, 5.05it/s] 56/499 4.32G 0.02209 0.01666 0.01164 72 640: 5%|5 | 2/40 [00:00<00:07, 5.05it/s] 56/499 4.32G 0.02209 0.01666 0.01164 72 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 56/499 4.32G 0.02203 0.01643 0.0112 65 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 56/499 4.32G 0.02203 0.01643 0.0112 65 640: 10%|# | 4/40 [00:00<00:06, 5.25it/s] 56/499 4.32G 0.02233 0.01645 0.01095 70 640: 10%|# | 4/40 [00:00<00:06, 5.25it/s] 56/499 4.32G 0.02233 0.01645 0.01095 70 640: 12%|#2 | 5/40 [00:00<00:06, 5.05it/s] 56/499 4.32G 0.02217 0.01645 0.01049 73 640: 12%|#2 | 5/40 [00:01<00:06, 5.05it/s] 56/499 4.32G 0.02217 0.01645 0.01049 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.14it/s] 56/499 4.32G 0.02197 0.01634 0.01072 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.14it/s] 56/499 4.32G 0.02197 0.01634 0.01072 71 640: 18%|#7 | 7/40 [00:01<00:06, 5.26it/s] 56/499 4.32G 0.02182 0.01668 0.01016 82 640: 18%|#7 | 7/40 [00:01<00:06, 5.26it/s] 56/499 4.32G 0.02182 0.01668 0.01016 82 640: 20%|## | 8/40 [00:01<00:06, 5.14it/s] 56/499 4.32G 0.02192 0.01648 0.01055 60 640: 20%|## | 8/40 [00:01<00:06, 5.14it/s] 56/499 4.32G 0.02192 0.01648 0.01055 60 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 56/499 4.32G 0.02193 0.01677 0.01063 95 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 56/499 4.32G 0.02193 0.01677 0.01063 95 640: 25%|##5 | 10/40 [00:01<00:05, 5.27it/s] 56/499 4.32G 0.02189 0.01666 0.01029 65 640: 25%|##5 | 10/40 [00:02<00:05, 5.27it/s] 56/499 4.32G 0.02189 0.01666 0.01029 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.12it/s] 56/499 4.32G 0.02179 0.01626 0.01014 57 640: 28%|##7 | 11/40 [00:02<00:05, 5.12it/s] 56/499 4.32G 0.02179 0.01626 0.01014 57 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 56/499 4.32G 0.02177 0.01622 0.01039 67 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 56/499 4.32G 0.02177 0.01622 0.01039 67 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 56/499 4.32G 0.02174 0.0162 0.01044 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 56/499 4.32G 0.02174 0.0162 0.01044 71 640: 35%|###5 | 14/40 [00:02<00:05, 5.16it/s] 56/499 4.32G 0.02158 0.01621 0.01046 81 640: 35%|###5 | 14/40 [00:02<00:05, 5.16it/s] 56/499 4.32G 0.02158 0.01621 0.01046 81 640: 38%|###7 | 15/40 [00:02<00:04, 5.23it/s] 56/499 4.32G 0.02151 0.0161 0.01038 71 640: 38%|###7 | 15/40 [00:03<00:04, 5.23it/s] 56/499 4.32G 0.02151 0.0161 0.01038 71 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 56/499 4.32G 0.02148 0.01611 0.01034 73 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 56/499 4.32G 0.02148 0.01611 0.01034 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.12it/s] 56/499 4.32G 0.02136 0.01618 0.01038 84 640: 42%|####2 | 17/40 [00:03<00:04, 5.12it/s] 56/499 4.32G 0.02136 0.01618 0.01038 84 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 56/499 4.32G 0.02126 0.01622 0.01021 81 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 56/499 4.32G 0.02126 0.01622 0.01021 81 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 56/499 4.32G 0.0214 0.01611 0.01023 63 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 56/499 4.32G 0.0214 0.01611 0.01023 63 640: 50%|##### | 20/40 [00:03<00:03, 5.17it/s] 56/499 4.32G 0.02129 0.01599 0.009996 67 640: 50%|##### | 20/40 [00:04<00:03, 5.17it/s] 56/499 4.32G 0.02129 0.01599 0.009996 67 640: 52%|#####2 | 21/40 [00:04<00:03, 5.26it/s] 56/499 4.32G 0.02119 0.01596 0.009904 71 640: 52%|#####2 | 21/40 [00:04<00:03, 5.26it/s] 56/499 4.32G 0.02119 0.01596 0.009904 71 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 56/499 4.32G 0.02112 0.016 0.009902 82 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 56/499 4.32G 0.02112 0.016 0.009902 82 640: 57%|#####7 | 23/40 [00:04<00:03, 5.19it/s] 56/499 4.32G 0.0211 0.01612 0.01002 89 640: 57%|#####7 | 23/40 [00:04<00:03, 5.19it/s] 56/499 4.32G 0.0211 0.01612 0.01002 89 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 56/499 4.32G 0.02119 0.0162 0.0102 88 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 56/499 4.32G 0.02119 0.0162 0.0102 88 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 56/499 4.32G 0.02128 0.01623 0.0102 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 56/499 4.32G 0.02128 0.01623 0.0102 76 640: 65%|######5 | 26/40 [00:04<00:02, 5.15it/s] 56/499 4.32G 0.02129 0.01616 0.01022 61 640: 65%|######5 | 26/40 [00:05<00:02, 5.15it/s] 56/499 4.32G 0.02129 0.01616 0.01022 61 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 56/499 4.32G 0.02128 0.01616 0.01006 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 56/499 4.32G 0.02128 0.01616 0.01006 82 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 56/499 4.32G 0.02123 0.01604 0.009955 68 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 56/499 4.32G 0.02123 0.01604 0.009955 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 56/499 4.32G 0.02122 0.01595 0.009884 60 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 56/499 4.32G 0.02122 0.01595 0.009884 60 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 56/499 4.32G 0.02119 0.01589 0.009888 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 56/499 4.32G 0.02119 0.01589 0.009888 66 640: 78%|#######7 | 31/40 [00:05<00:01, 5.34it/s] 56/499 4.32G 0.02118 0.01592 0.009768 81 640: 78%|#######7 | 31/40 [00:06<00:01, 5.34it/s] 56/499 4.32G 0.02118 0.01592 0.009768 81 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 56/499 4.32G 0.02117 0.01579 0.009674 62 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 56/499 4.32G 0.02117 0.01579 0.009674 62 640: 82%|########2 | 33/40 [00:06<00:01, 5.19it/s] 56/499 4.32G 0.02116 0.01582 0.009703 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.19it/s] 56/499 4.32G 0.02116 0.01582 0.009703 82 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 56/499 4.32G 0.02119 0.01588 0.009701 85 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 56/499 4.32G 0.02119 0.01588 0.009701 85 640: 88%|########7 | 35/40 [00:06<00:00, 5.15it/s] 56/499 4.32G 0.02119 0.01586 0.009652 66 640: 88%|########7 | 35/40 [00:06<00:00, 5.15it/s] 56/499 4.32G 0.02119 0.01586 0.009652 66 640: 90%|######### | 36/40 [00:06<00:00, 5.27it/s] 56/499 4.32G 0.0212 0.0159 0.009629 79 640: 90%|######### | 36/40 [00:07<00:00, 5.27it/s] 56/499 4.32G 0.0212 0.0159 0.009629 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.35it/s] 56/499 4.32G 0.02116 0.01592 0.009609 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.35it/s] 56/499 4.32G 0.02116 0.01592 0.009609 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 56/499 4.32G 0.02112 0.01592 0.009508 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 56/499 4.32G 0.02112 0.01592 0.009508 79 640: 98%|#########7| 39/40 [00:07<00:00, 5.27it/s] 56/499 4.32G 0.02117 0.01602 0.009544 42 640: 98%|#########7| 39/40 [00:07<00:00, 5.27it/s] 56/499 4.32G 0.02117 0.01602 0.009544 42 640: 100%|##########| 40/40 [00:07<00:00, 5.44it/s] 56/499 4.32G 0.02117 0.01602 0.009544 42 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.86it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.98it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.06it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.18it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.69it/s] all 132 263 0.357 0.00175 0.00318 0.000953 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 57/499 4.32G 0.01848 0.01331 0.006271 66 640: 0%| | 0/40 [00:00<?, ?it/s] 57/499 4.32G 0.01848 0.01331 0.006271 66 640: 2%|2 | 1/40 [00:00<00:07, 4.90it/s] 57/499 4.32G 0.02037 0.01485 0.007765 75 640: 2%|2 | 1/40 [00:00<00:07, 4.90it/s] 57/499 4.32G 0.02037 0.01485 0.007765 75 640: 5%|5 | 2/40 [00:00<00:07, 5.11it/s] 57/499 4.32G 0.02016 0.01502 0.008279 77 640: 5%|5 | 2/40 [00:00<00:07, 5.11it/s] 57/499 4.32G 0.02016 0.01502 0.008279 77 640: 8%|7 | 3/40 [00:00<00:07, 5.20it/s] 57/499 4.32G 0.02022 0.0157 0.009433 78 640: 8%|7 | 3/40 [00:00<00:07, 5.20it/s] 57/499 4.32G 0.02022 0.0157 0.009433 78 640: 10%|# | 4/40 [00:00<00:07, 5.08it/s] 57/499 4.32G 0.02003 0.01557 0.009874 69 640: 10%|# | 4/40 [00:00<00:07, 5.08it/s] 57/499 4.32G 0.02003 0.01557 0.009874 69 640: 12%|#2 | 5/40 [00:00<00:06, 5.16it/s] 57/499 4.32G 0.01989 0.01578 0.009304 83 640: 12%|#2 | 5/40 [00:01<00:06, 5.16it/s] 57/499 4.32G 0.01989 0.01578 0.009304 83 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 57/499 4.32G 0.02008 0.01592 0.009342 78 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 57/499 4.32G 0.02008 0.01592 0.009342 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.11it/s] 57/499 4.32G 0.01993 0.01561 0.009464 68 640: 18%|#7 | 7/40 [00:01<00:06, 5.11it/s] 57/499 4.32G 0.01993 0.01561 0.009464 68 640: 20%|## | 8/40 [00:01<00:06, 5.21it/s] 57/499 4.32G 0.02012 0.01554 0.009489 72 640: 20%|## | 8/40 [00:01<00:06, 5.21it/s] 57/499 4.32G 0.02012 0.01554 0.009489 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 57/499 4.32G 0.0204 0.01564 0.0096 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 57/499 4.32G 0.0204 0.01564 0.0096 75 640: 25%|##5 | 10/40 [00:01<00:05, 5.16it/s] 57/499 4.32G 0.02058 0.01579 0.009481 82 640: 25%|##5 | 10/40 [00:02<00:05, 5.16it/s] 57/499 4.32G 0.02058 0.01579 0.009481 82 640: 28%|##7 | 11/40 [00:02<00:05, 5.18it/s] 57/499 4.32G 0.0204 0.01562 0.01022 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.18it/s] 57/499 4.32G 0.0204 0.01562 0.01022 65 640: 30%|### | 12/40 [00:02<00:05, 5.19it/s] 57/499 4.32G 0.02039 0.01545 0.01 63 640: 30%|### | 12/40 [00:02<00:05, 5.19it/s] 57/499 4.32G 0.02039 0.01545 0.01 63 640: 32%|###2 | 13/40 [00:02<00:05, 5.06it/s] 57/499 4.32G 0.02033 0.01539 0.00977 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.06it/s] 57/499 4.32G 0.02033 0.01539 0.00977 71 640: 35%|###5 | 14/40 [00:02<00:05, 5.18it/s] 57/499 4.32G 0.02037 0.01558 0.01042 80 640: 35%|###5 | 14/40 [00:02<00:05, 5.18it/s] 57/499 4.32G 0.02037 0.01558 0.01042 80 640: 38%|###7 | 15/40 [00:02<00:04, 5.28it/s] 57/499 4.32G 0.02034 0.01563 0.01049 84 640: 38%|###7 | 15/40 [00:03<00:04, 5.28it/s] 57/499 4.32G 0.02034 0.01563 0.01049 84 640: 40%|#### | 16/40 [00:03<00:04, 5.12it/s] 57/499 4.32G 0.0204 0.01572 0.0109 77 640: 40%|#### | 16/40 [00:03<00:04, 5.12it/s] 57/499 4.32G 0.0204 0.01572 0.0109 77 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 57/499 4.32G 0.02045 0.01572 0.01074 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 57/499 4.32G 0.02045 0.01572 0.01074 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 57/499 4.32G 0.02045 0.01576 0.01076 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 57/499 4.32G 0.02045 0.01576 0.01076 80 640: 48%|####7 | 19/40 [00:03<00:04, 5.12it/s] 57/499 4.32G 0.02038 0.01562 0.01052 62 640: 48%|####7 | 19/40 [00:03<00:04, 5.12it/s] 57/499 4.32G 0.02038 0.01562 0.01052 62 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 57/499 4.32G 0.02042 0.01572 0.01037 83 640: 50%|##### | 20/40 [00:04<00:03, 5.23it/s] 57/499 4.32G 0.02042 0.01572 0.01037 83 640: 52%|#####2 | 21/40 [00:04<00:03, 5.31it/s] 57/499 4.32G 0.02055 0.01564 0.01033 61 640: 52%|#####2 | 21/40 [00:04<00:03, 5.31it/s] 57/499 4.32G 0.02055 0.01564 0.01033 61 640: 55%|#####5 | 22/40 [00:04<00:03, 5.19it/s] 57/499 4.32G 0.02055 0.01571 0.0101 84 640: 55%|#####5 | 22/40 [00:04<00:03, 5.19it/s] 57/499 4.32G 0.02055 0.01571 0.0101 84 640: 57%|#####7 | 23/40 [00:04<00:03, 5.18it/s] 57/499 4.32G 0.02053 0.0157 0.01002 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.18it/s] 57/499 4.32G 0.02053 0.0157 0.01002 75 640: 60%|###### | 24/40 [00:04<00:03, 5.16it/s] 57/499 4.32G 0.02069 0.0157 0.01003 73 640: 60%|###### | 24/40 [00:04<00:03, 5.16it/s] 57/499 4.32G 0.02069 0.0157 0.01003 73 640: 62%|######2 | 25/40 [00:04<00:02, 5.09it/s] 57/499 4.32G 0.02083 0.01562 0.01012 58 640: 62%|######2 | 25/40 [00:05<00:02, 5.09it/s] 57/499 4.32G 0.02083 0.01562 0.01012 58 640: 65%|######5 | 26/40 [00:05<00:02, 5.15it/s] 57/499 4.32G 0.02088 0.01568 0.01015 78 640: 65%|######5 | 26/40 [00:05<00:02, 5.15it/s] 57/499 4.32G 0.02088 0.01568 0.01015 78 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 57/499 4.32G 0.02101 0.01567 0.01029 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 57/499 4.32G 0.02101 0.01567 0.01029 68 640: 70%|####### | 28/40 [00:05<00:02, 5.14it/s] 57/499 4.32G 0.02106 0.01567 0.0103 75 640: 70%|####### | 28/40 [00:05<00:02, 5.14it/s] 57/499 4.32G 0.02106 0.01567 0.0103 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.11it/s] 57/499 4.32G 0.02115 0.01585 0.01049 95 640: 72%|#######2 | 29/40 [00:05<00:02, 5.11it/s] 57/499 4.32G 0.02115 0.01585 0.01049 95 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 57/499 4.32G 0.02117 0.01588 0.01039 83 640: 75%|#######5 | 30/40 [00:06<00:01, 5.22it/s] 57/499 4.32G 0.02117 0.01588 0.01039 83 640: 78%|#######7 | 31/40 [00:06<00:01, 5.03it/s] 57/499 4.32G 0.02114 0.01589 0.01029 84 640: 78%|#######7 | 31/40 [00:06<00:01, 5.03it/s] 57/499 4.32G 0.02114 0.01589 0.01029 84 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 57/499 4.32G 0.02111 0.01589 0.01016 75 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 57/499 4.32G 0.02111 0.01589 0.01016 75 640: 82%|########2 | 33/40 [00:06<00:01, 5.22it/s] 57/499 4.32G 0.02119 0.01594 0.01014 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.22it/s] 57/499 4.32G 0.02119 0.01594 0.01014 82 640: 85%|########5 | 34/40 [00:06<00:01, 5.08it/s] 57/499 4.32G 0.02117 0.01585 0.01013 57 640: 85%|########5 | 34/40 [00:06<00:01, 5.08it/s] 57/499 4.32G 0.02117 0.01585 0.01013 57 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 57/499 4.32G 0.02117 0.01583 0.01012 72 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 57/499 4.32G 0.02117 0.01583 0.01012 72 640: 90%|######### | 36/40 [00:06<00:00, 5.29it/s] 57/499 4.32G 0.02114 0.01585 0.01015 83 640: 90%|######### | 36/40 [00:07<00:00, 5.29it/s] 57/499 4.32G 0.02114 0.01585 0.01015 83 640: 92%|#########2| 37/40 [00:07<00:00, 5.16it/s] 57/499 4.32G 0.02115 0.01578 0.01017 67 640: 92%|#########2| 37/40 [00:07<00:00, 5.16it/s] 57/499 4.32G 0.02115 0.01578 0.01017 67 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 57/499 4.32G 0.0211 0.0157 0.01005 62 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 57/499 4.32G 0.0211 0.0157 0.01005 62 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 57/499 4.32G 0.02122 0.01572 0.01009 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 57/499 4.32G 0.02122 0.01572 0.01009 38 640: 100%|##########| 40/40 [00:07<00:00, 5.22it/s] 57/499 4.32G 0.02122 0.01572 0.01009 38 640: 100%|##########| 40/40 [00:07<00:00, 5.18it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.07it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.07it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.99it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.08it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.65it/s] all 132 263 0.617 0.00877 0.0129 0.00409 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 58/499 4.32G 0.02255 0.01942 0.01243 88 640: 0%| | 0/40 [00:00<?, ?it/s] 58/499 4.32G 0.02255 0.01942 0.01243 88 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 58/499 4.32G 0.02309 0.01708 0.01395 69 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 58/499 4.32G 0.02309 0.01708 0.01395 69 640: 5%|5 | 2/40 [00:00<00:06, 5.57it/s] 58/499 4.32G 0.02349 0.01616 0.01271 61 640: 5%|5 | 2/40 [00:00<00:06, 5.57it/s] 58/499 4.32G 0.02349 0.01616 0.01271 61 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 58/499 4.32G 0.02322 0.01477 0.0128 49 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 58/499 4.32G 0.02322 0.01477 0.0128 49 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 58/499 4.32G 0.02298 0.01565 0.01128 81 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 58/499 4.32G 0.02298 0.01565 0.01128 81 640: 12%|#2 | 5/40 [00:00<00:06, 5.38it/s] 58/499 4.32G 0.0225 0.01535 0.01243 68 640: 12%|#2 | 5/40 [00:01<00:06, 5.38it/s] 58/499 4.32G 0.0225 0.01535 0.01243 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 58/499 4.32G 0.02222 0.0154 0.01167 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 58/499 4.32G 0.02222 0.0154 0.01167 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 58/499 4.32G 0.02203 0.01581 0.01104 90 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 58/499 4.32G 0.02203 0.01581 0.01104 90 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 58/499 4.32G 0.02173 0.01589 0.01036 82 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 58/499 4.32G 0.02173 0.01589 0.01036 82 640: 22%|##2 | 9/40 [00:01<00:05, 5.19it/s] 58/499 4.32G 0.02161 0.01571 0.00983 64 640: 22%|##2 | 9/40 [00:01<00:05, 5.19it/s] 58/499 4.32G 0.02161 0.01571 0.00983 64 640: 25%|##5 | 10/40 [00:01<00:05, 5.27it/s] 58/499 4.32G 0.02175 0.01538 0.01063 54 640: 25%|##5 | 10/40 [00:02<00:05, 5.27it/s] 58/499 4.32G 0.02175 0.01538 0.01063 54 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 58/499 4.32G 0.02165 0.01542 0.01051 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 58/499 4.32G 0.02165 0.01542 0.01051 78 640: 30%|### | 12/40 [00:02<00:05, 5.19it/s] 58/499 4.32G 0.02162 0.01557 0.0105 76 640: 30%|### | 12/40 [00:02<00:05, 5.19it/s] 58/499 4.32G 0.02162 0.01557 0.0105 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.29it/s] 58/499 4.32G 0.02166 0.01563 0.01039 77 640: 32%|###2 | 13/40 [00:02<00:05, 5.29it/s] 58/499 4.32G 0.02166 0.01563 0.01039 77 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 58/499 4.32G 0.02164 0.01575 0.01035 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 58/499 4.32G 0.02164 0.01575 0.01035 75 640: 38%|###7 | 15/40 [00:02<00:04, 5.17it/s] 58/499 4.32G 0.02155 0.01569 0.01021 70 640: 38%|###7 | 15/40 [00:03<00:04, 5.17it/s] 58/499 4.32G 0.02155 0.01569 0.01021 70 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 58/499 4.32G 0.02154 0.01583 0.00996 78 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 58/499 4.32G 0.02154 0.01583 0.00996 78 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 58/499 4.32G 0.02144 0.01576 0.009918 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 58/499 4.32G 0.02144 0.01576 0.009918 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 58/499 4.32G 0.02139 0.01589 0.009904 84 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 58/499 4.32G 0.02139 0.01589 0.009904 84 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 58/499 4.32G 0.02125 0.01586 0.009826 76 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 58/499 4.32G 0.02125 0.01586 0.009826 76 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 58/499 4.32G 0.02113 0.01583 0.01008 75 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 58/499 4.32G 0.02113 0.01583 0.01008 75 640: 52%|#####2 | 21/40 [00:03<00:03, 5.20it/s] 58/499 4.32G 0.02107 0.01579 0.009919 77 640: 52%|#####2 | 21/40 [00:04<00:03, 5.20it/s] 58/499 4.32G 0.02107 0.01579 0.009919 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 58/499 4.32G 0.02102 0.01577 0.009823 68 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 58/499 4.32G 0.02102 0.01577 0.009823 68 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 58/499 4.32G 0.02118 0.01586 0.01003 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 58/499 4.32G 0.02118 0.01586 0.01003 76 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 58/499 4.32G 0.02128 0.01587 0.009992 77 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 58/499 4.32G 0.02128 0.01587 0.009992 77 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 58/499 4.32G 0.02135 0.01584 0.01002 62 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 58/499 4.32G 0.02135 0.01584 0.01002 62 640: 65%|######5 | 26/40 [00:04<00:02, 5.38it/s] 58/499 4.32G 0.02133 0.0158 0.009959 67 640: 65%|######5 | 26/40 [00:05<00:02, 5.38it/s] 58/499 4.32G 0.02133 0.0158 0.009959 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 58/499 4.32G 0.02136 0.01591 0.009849 93 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 58/499 4.32G 0.02136 0.01591 0.009849 93 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 58/499 4.32G 0.02131 0.01595 0.009671 89 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 58/499 4.32G 0.02131 0.01595 0.009671 89 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 58/499 4.32G 0.02126 0.01595 0.009816 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 58/499 4.32G 0.02126 0.01595 0.009816 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 58/499 4.32G 0.02121 0.01595 0.009615 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 58/499 4.32G 0.02121 0.01595 0.009615 75 640: 78%|#######7 | 31/40 [00:05<00:01, 5.29it/s] 58/499 4.32G 0.02122 0.01603 0.009464 84 640: 78%|#######7 | 31/40 [00:06<00:01, 5.29it/s] 58/499 4.32G 0.02122 0.01603 0.009464 84 640: 80%|######## | 32/40 [00:06<00:01, 5.35it/s] 58/499 4.32G 0.02127 0.01606 0.00941 81 640: 80%|######## | 32/40 [00:06<00:01, 5.35it/s] 58/499 4.32G 0.02127 0.01606 0.00941 81 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 58/499 4.32G 0.02128 0.01617 0.009297 96 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 58/499 4.32G 0.02128 0.01617 0.009297 96 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 58/499 4.32G 0.02124 0.0162 0.009322 85 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 58/499 4.32G 0.02124 0.0162 0.009322 85 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 58/499 4.32G 0.02119 0.01618 0.00931 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 58/499 4.32G 0.02119 0.01618 0.00931 77 640: 90%|######### | 36/40 [00:06<00:00, 5.21it/s] 58/499 4.32G 0.02121 0.01615 0.00936 79 640: 90%|######### | 36/40 [00:06<00:00, 5.21it/s] 58/499 4.32G 0.02121 0.01615 0.00936 79 640: 92%|#########2| 37/40 [00:06<00:00, 5.29it/s] 58/499 4.32G 0.02115 0.01615 0.009325 82 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 58/499 4.32G 0.02115 0.01615 0.009325 82 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 58/499 4.32G 0.02121 0.01612 0.009342 73 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 58/499 4.32G 0.02121 0.01612 0.009342 73 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 58/499 4.32G 0.0212 0.01616 0.009363 42 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 58/499 4.32G 0.0212 0.01616 0.009363 42 640: 100%|##########| 40/40 [00:07<00:00, 5.38it/s] 58/499 4.32G 0.0212 0.01616 0.009363 42 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.76it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.04it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.57it/s] all 132 263 0.462 0.0236 0.0302 0.0106 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 59/499 4.32G 0.02429 0.01443 0.007914 72 640: 0%| | 0/40 [00:00<?, ?it/s] 59/499 4.32G 0.02429 0.01443 0.007914 72 640: 2%|2 | 1/40 [00:00<00:07, 5.54it/s] 59/499 4.32G 0.02331 0.01512 0.007507 75 640: 2%|2 | 1/40 [00:00<00:07, 5.54it/s] 59/499 4.32G 0.02331 0.01512 0.007507 75 640: 5%|5 | 2/40 [00:00<00:07, 5.13it/s] 59/499 4.32G 0.02152 0.01568 0.008994 82 640: 5%|5 | 2/40 [00:00<00:07, 5.13it/s] 59/499 4.32G 0.02152 0.01568 0.008994 82 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 59/499 4.32G 0.02205 0.01621 0.009875 76 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 59/499 4.32G 0.02205 0.01621 0.009875 76 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 59/499 4.32G 0.02182 0.01639 0.009047 79 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 59/499 4.32G 0.02182 0.01639 0.009047 79 640: 12%|#2 | 5/40 [00:00<00:06, 5.08it/s] 59/499 4.32G 0.02159 0.01636 0.008229 81 640: 12%|#2 | 5/40 [00:01<00:06, 5.08it/s] 59/499 4.32G 0.02159 0.01636 0.008229 81 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 59/499 4.32G 0.02157 0.01597 0.008406 63 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 59/499 4.32G 0.02157 0.01597 0.008406 63 640: 18%|#7 | 7/40 [00:01<00:06, 5.26it/s] 59/499 4.32G 0.02136 0.01607 0.007913 85 640: 18%|#7 | 7/40 [00:01<00:06, 5.26it/s] 59/499 4.32G 0.02136 0.01607 0.007913 85 640: 20%|## | 8/40 [00:01<00:06, 5.13it/s] 59/499 4.32G 0.02136 0.01596 0.007567 69 640: 20%|## | 8/40 [00:01<00:06, 5.13it/s] 59/499 4.32G 0.02136 0.01596 0.007567 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 59/499 4.32G 0.0213 0.016 0.008186 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 59/499 4.32G 0.0213 0.016 0.008186 76 640: 25%|##5 | 10/40 [00:01<00:05, 5.30it/s] 59/499 4.32G 0.02118 0.01594 0.00802 69 640: 25%|##5 | 10/40 [00:02<00:05, 5.30it/s] 59/499 4.32G 0.02118 0.01594 0.00802 69 640: 28%|##7 | 11/40 [00:02<00:05, 5.10it/s] 59/499 4.32G 0.02132 0.01563 0.008251 64 640: 28%|##7 | 11/40 [00:02<00:05, 5.10it/s] 59/499 4.32G 0.02132 0.01563 0.008251 64 640: 30%|### | 12/40 [00:02<00:05, 5.16it/s] 59/499 4.32G 0.02131 0.01567 0.008095 76 640: 30%|### | 12/40 [00:02<00:05, 5.16it/s] 59/499 4.32G 0.02131 0.01567 0.008095 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 59/499 4.32G 0.02143 0.01559 0.008074 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 59/499 4.32G 0.02143 0.01559 0.008074 68 640: 35%|###5 | 14/40 [00:02<00:05, 5.16it/s] 59/499 4.32G 0.02136 0.01578 0.008263 85 640: 35%|###5 | 14/40 [00:02<00:05, 5.16it/s] 59/499 4.32G 0.02136 0.01578 0.008263 85 640: 38%|###7 | 15/40 [00:02<00:04, 5.22it/s] 59/499 4.32G 0.02141 0.0159 0.008282 79 640: 38%|###7 | 15/40 [00:03<00:04, 5.22it/s] 59/499 4.32G 0.02141 0.0159 0.008282 79 640: 40%|#### | 16/40 [00:03<00:04, 5.29it/s] 59/499 4.32G 0.02119 0.01574 0.008307 69 640: 40%|#### | 16/40 [00:03<00:04, 5.29it/s] 59/499 4.32G 0.02119 0.01574 0.008307 69 640: 42%|####2 | 17/40 [00:03<00:04, 5.14it/s] 59/499 4.32G 0.02115 0.01571 0.008267 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.14it/s] 59/499 4.32G 0.02115 0.01571 0.008267 71 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 59/499 4.32G 0.02118 0.0157 0.008287 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 59/499 4.32G 0.02118 0.0157 0.008287 66 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 59/499 4.32G 0.02107 0.01574 0.008267 82 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 59/499 4.32G 0.02107 0.01574 0.008267 82 640: 50%|##### | 20/40 [00:03<00:03, 5.04it/s] 59/499 4.32G 0.021 0.01561 0.008391 68 640: 50%|##### | 20/40 [00:04<00:03, 5.04it/s] 59/499 4.32G 0.021 0.01561 0.008391 68 640: 52%|#####2 | 21/40 [00:04<00:03, 5.15it/s] 59/499 4.32G 0.02108 0.01572 0.008724 78 640: 52%|#####2 | 21/40 [00:04<00:03, 5.15it/s] 59/499 4.32G 0.02108 0.01572 0.008724 78 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 59/499 4.32G 0.02107 0.01584 0.008558 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 59/499 4.32G 0.02107 0.01584 0.008558 80 640: 57%|#####7 | 23/40 [00:04<00:03, 5.03it/s] 59/499 4.32G 0.02115 0.0161 0.008557 96 640: 57%|#####7 | 23/40 [00:04<00:03, 5.03it/s] 59/499 4.32G 0.02115 0.0161 0.008557 96 640: 60%|###### | 24/40 [00:04<00:03, 5.14it/s] 59/499 4.32G 0.02114 0.01614 0.008674 82 640: 60%|###### | 24/40 [00:04<00:03, 5.14it/s] 59/499 4.32G 0.02114 0.01614 0.008674 82 640: 62%|######2 | 25/40 [00:04<00:02, 5.12it/s] 59/499 4.32G 0.02108 0.01597 0.008494 65 640: 62%|######2 | 25/40 [00:05<00:02, 5.12it/s] 59/499 4.32G 0.02108 0.01597 0.008494 65 640: 65%|######5 | 26/40 [00:05<00:02, 5.06it/s] 59/499 4.32G 0.02103 0.01601 0.008495 81 640: 65%|######5 | 26/40 [00:05<00:02, 5.06it/s] 59/499 4.32G 0.02103 0.01601 0.008495 81 640: 68%|######7 | 27/40 [00:05<00:02, 5.18it/s] 59/499 4.32G 0.02094 0.01597 0.008401 80 640: 68%|######7 | 27/40 [00:05<00:02, 5.18it/s] 59/499 4.32G 0.02094 0.01597 0.008401 80 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 59/499 4.32G 0.02099 0.01606 0.008414 81 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 59/499 4.32G 0.02099 0.01606 0.008414 81 640: 72%|#######2 | 29/40 [00:05<00:02, 5.16it/s] 59/499 4.32G 0.02103 0.01626 0.00842 92 640: 72%|#######2 | 29/40 [00:05<00:02, 5.16it/s] 59/499 4.32G 0.02103 0.01626 0.00842 92 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 59/499 4.32G 0.02101 0.01631 0.008721 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 59/499 4.32G 0.02101 0.01631 0.008721 77 640: 78%|#######7 | 31/40 [00:05<00:01, 5.35it/s] 59/499 4.32G 0.02108 0.01631 0.008838 76 640: 78%|#######7 | 31/40 [00:06<00:01, 5.35it/s] 59/499 4.32G 0.02108 0.01631 0.008838 76 640: 80%|######## | 32/40 [00:06<00:01, 5.18it/s] 59/499 4.32G 0.02108 0.01635 0.008939 76 640: 80%|######## | 32/40 [00:06<00:01, 5.18it/s] 59/499 4.32G 0.02108 0.01635 0.008939 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 59/499 4.32G 0.0211 0.01636 0.008968 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 59/499 4.32G 0.0211 0.01636 0.008968 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.35it/s] 59/499 4.32G 0.02112 0.01636 0.008965 80 640: 85%|########5 | 34/40 [00:06<00:01, 5.35it/s] 59/499 4.32G 0.02112 0.01636 0.008965 80 640: 88%|########7 | 35/40 [00:06<00:00, 5.11it/s] 59/499 4.32G 0.02113 0.01636 0.008993 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.11it/s] 59/499 4.32G 0.02113 0.01636 0.008993 69 640: 90%|######### | 36/40 [00:06<00:00, 5.18it/s] 59/499 4.32G 0.02111 0.01636 0.008965 79 640: 90%|######### | 36/40 [00:07<00:00, 5.18it/s] 59/499 4.32G 0.02111 0.01636 0.008965 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.21it/s] 59/499 4.32G 0.02117 0.01631 0.008947 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.21it/s] 59/499 4.32G 0.02117 0.01631 0.008947 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.13it/s] 59/499 4.32G 0.02114 0.01643 0.009026 97 640: 95%|#########5| 38/40 [00:07<00:00, 5.13it/s] 59/499 4.32G 0.02114 0.01643 0.009026 97 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 59/499 4.32G 0.02114 0.01651 0.009052 44 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 59/499 4.32G 0.02114 0.01651 0.009052 44 640: 100%|##########| 40/40 [00:07<00:00, 5.40it/s] 59/499 4.32G 0.02114 0.01651 0.009052 44 640: 100%|##########| 40/40 [00:07<00:00, 5.21it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.74it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.73it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.75it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.85it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.38it/s] all 132 263 0.46 0.0424 0.0545 0.0161 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 60/499 4.32G 0.02104 0.01861 0.009746 81 640: 0%| | 0/40 [00:00<?, ?it/s] 60/499 4.32G 0.02104 0.01861 0.009746 81 640: 2%|2 | 1/40 [00:00<00:07, 4.95it/s] 60/499 4.32G 0.02061 0.01539 0.009026 60 640: 2%|2 | 1/40 [00:00<00:07, 4.95it/s] 60/499 4.32G 0.02061 0.01539 0.009026 60 640: 5%|5 | 2/40 [00:00<00:07, 5.15it/s] 60/499 4.32G 0.02088 0.01509 0.008919 65 640: 5%|5 | 2/40 [00:00<00:07, 5.15it/s] 60/499 4.32G 0.02088 0.01509 0.008919 65 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 60/499 4.32G 0.02136 0.01523 0.009595 69 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 60/499 4.32G 0.02136 0.01523 0.009595 69 640: 10%|# | 4/40 [00:00<00:07, 5.08it/s] 60/499 4.32G 0.02075 0.01576 0.009319 91 640: 10%|# | 4/40 [00:00<00:07, 5.08it/s] 60/499 4.32G 0.02075 0.01576 0.009319 91 640: 12%|#2 | 5/40 [00:00<00:06, 5.19it/s] 60/499 4.32G 0.02051 0.01561 0.01093 67 640: 12%|#2 | 5/40 [00:01<00:06, 5.19it/s] 60/499 4.32G 0.02051 0.01561 0.01093 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 60/499 4.32G 0.0204 0.01551 0.01045 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 60/499 4.32G 0.0204 0.01551 0.01045 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.11it/s] 60/499 4.32G 0.02062 0.01542 0.01077 64 640: 18%|#7 | 7/40 [00:01<00:06, 5.11it/s] 60/499 4.32G 0.02062 0.01542 0.01077 64 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 60/499 4.32G 0.02064 0.01559 0.01062 78 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 60/499 4.32G 0.02064 0.01559 0.01062 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 60/499 4.32G 0.02072 0.01574 0.01055 77 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 60/499 4.32G 0.02072 0.01574 0.01055 77 640: 25%|##5 | 10/40 [00:01<00:05, 5.13it/s] 60/499 4.32G 0.02059 0.01612 0.01009 91 640: 25%|##5 | 10/40 [00:02<00:05, 5.13it/s] 60/499 4.32G 0.02059 0.01612 0.01009 91 640: 28%|##7 | 11/40 [00:02<00:05, 5.18it/s] 60/499 4.32G 0.02056 0.01639 0.009925 92 640: 28%|##7 | 11/40 [00:02<00:05, 5.18it/s] 60/499 4.32G 0.02056 0.01639 0.009925 92 640: 30%|### | 12/40 [00:02<00:05, 5.27it/s] 60/499 4.32G 0.02063 0.01633 0.009615 73 640: 30%|### | 12/40 [00:02<00:05, 5.27it/s] 60/499 4.32G 0.02063 0.01633 0.009615 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.14it/s] 60/499 4.32G 0.02085 0.01623 0.009551 61 640: 32%|###2 | 13/40 [00:02<00:05, 5.14it/s] 60/499 4.32G 0.02085 0.01623 0.009551 61 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 60/499 4.32G 0.02074 0.01649 0.00951 90 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 60/499 4.32G 0.02074 0.01649 0.00951 90 640: 38%|###7 | 15/40 [00:02<00:04, 5.22it/s] 60/499 4.32G 0.02061 0.01645 0.009485 79 640: 38%|###7 | 15/40 [00:03<00:04, 5.22it/s] 60/499 4.32G 0.02061 0.01645 0.009485 79 640: 40%|#### | 16/40 [00:03<00:04, 5.11it/s] 60/499 4.32G 0.02056 0.0166 0.00938 89 640: 40%|#### | 16/40 [00:03<00:04, 5.11it/s] 60/499 4.32G 0.02056 0.0166 0.00938 89 640: 42%|####2 | 17/40 [00:03<00:04, 5.13it/s] 60/499 4.32G 0.02056 0.01643 0.009413 65 640: 42%|####2 | 17/40 [00:03<00:04, 5.13it/s] 60/499 4.32G 0.02056 0.01643 0.009413 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 60/499 4.32G 0.02046 0.01627 0.009455 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 60/499 4.32G 0.02046 0.01627 0.009455 66 640: 48%|####7 | 19/40 [00:03<00:04, 5.15it/s] 60/499 4.32G 0.02053 0.01618 0.009548 68 640: 48%|####7 | 19/40 [00:03<00:04, 5.15it/s] 60/499 4.32G 0.02053 0.01618 0.009548 68 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 60/499 4.32G 0.02058 0.01611 0.00951 68 640: 50%|##### | 20/40 [00:04<00:03, 5.25it/s] 60/499 4.32G 0.02058 0.01611 0.00951 68 640: 52%|#####2 | 21/40 [00:04<00:03, 5.33it/s] 60/499 4.32G 0.02061 0.0162 0.009411 79 640: 52%|#####2 | 21/40 [00:04<00:03, 5.33it/s] 60/499 4.32G 0.02061 0.0162 0.009411 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.20it/s] 60/499 4.32G 0.02056 0.01612 0.009497 68 640: 55%|#####5 | 22/40 [00:04<00:03, 5.20it/s] 60/499 4.32G 0.02056 0.01612 0.009497 68 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 60/499 4.32G 0.02051 0.01617 0.009409 88 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 60/499 4.32G 0.02051 0.01617 0.009409 88 640: 60%|###### | 24/40 [00:04<00:02, 5.36it/s] 60/499 4.32G 0.0205 0.01626 0.009376 81 640: 60%|###### | 24/40 [00:04<00:02, 5.36it/s] 60/499 4.32G 0.0205 0.01626 0.009376 81 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 60/499 4.32G 0.02048 0.01623 0.009425 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 60/499 4.32G 0.02048 0.01623 0.009425 78 640: 65%|######5 | 26/40 [00:04<00:02, 5.28it/s] 60/499 4.32G 0.02045 0.0162 0.009423 79 640: 65%|######5 | 26/40 [00:05<00:02, 5.28it/s] 60/499 4.32G 0.02045 0.0162 0.009423 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 60/499 4.32G 0.02044 0.01618 0.009284 80 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 60/499 4.32G 0.02044 0.01618 0.009284 80 640: 70%|####### | 28/40 [00:05<00:02, 5.23it/s] 60/499 4.32G 0.02042 0.0161 0.00923 78 640: 70%|####### | 28/40 [00:05<00:02, 5.23it/s] 60/499 4.32G 0.02042 0.0161 0.00923 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 60/499 4.32G 0.02039 0.01614 0.009252 85 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 60/499 4.32G 0.02039 0.01614 0.009252 85 640: 75%|#######5 | 30/40 [00:05<00:01, 5.37it/s] 60/499 4.32G 0.02033 0.01617 0.009262 91 640: 75%|#######5 | 30/40 [00:05<00:01, 5.37it/s] 60/499 4.32G 0.02033 0.01617 0.009262 91 640: 78%|#######7 | 31/40 [00:05<00:01, 5.20it/s] 60/499 4.32G 0.02035 0.01622 0.009252 86 640: 78%|#######7 | 31/40 [00:06<00:01, 5.20it/s] 60/499 4.32G 0.02035 0.01622 0.009252 86 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 60/499 4.32G 0.02036 0.01625 0.009297 78 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 60/499 4.32G 0.02036 0.01625 0.009297 78 640: 82%|########2 | 33/40 [00:06<00:01, 5.34it/s] 60/499 4.32G 0.02031 0.01625 0.009384 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.34it/s] 60/499 4.32G 0.02031 0.01625 0.009384 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 60/499 4.32G 0.02024 0.01621 0.009329 81 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 60/499 4.32G 0.02024 0.01621 0.009329 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 60/499 4.32G 0.02028 0.0163 0.009241 88 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 60/499 4.32G 0.02028 0.0163 0.009241 88 640: 90%|######### | 36/40 [00:06<00:00, 5.34it/s] 60/499 4.32G 0.02023 0.01621 0.009102 68 640: 90%|######### | 36/40 [00:07<00:00, 5.34it/s] 60/499 4.32G 0.02023 0.01621 0.009102 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.22it/s] 60/499 4.32G 0.02019 0.01609 0.009039 60 640: 92%|#########2| 37/40 [00:07<00:00, 5.22it/s] 60/499 4.32G 0.02019 0.01609 0.009039 60 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 60/499 4.32G 0.02021 0.01612 0.009054 76 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 60/499 4.32G 0.02021 0.01612 0.009054 76 640: 98%|#########7| 39/40 [00:07<00:00, 5.37it/s] 60/499 4.32G 0.02023 0.01609 0.009181 39 640: 98%|#########7| 39/40 [00:07<00:00, 5.37it/s] 60/499 4.32G 0.02023 0.01609 0.009181 39 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] 60/499 4.32G 0.02023 0.01609 0.009181 39 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.78it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.81it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.46it/s] all 132 263 0.452 0.0175 0.0285 0.011 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 61/499 4.32G 0.02232 0.017 0.01036 75 640: 0%| | 0/40 [00:00<?, ?it/s] 61/499 4.32G 0.02232 0.017 0.01036 75 640: 2%|2 | 1/40 [00:00<00:07, 5.12it/s] 61/499 4.32G 0.02137 0.01584 0.008338 77 640: 2%|2 | 1/40 [00:00<00:07, 5.12it/s] 61/499 4.32G 0.02137 0.01584 0.008338 77 640: 5%|5 | 2/40 [00:00<00:07, 5.27it/s] 61/499 4.32G 0.02237 0.01645 0.007852 84 640: 5%|5 | 2/40 [00:00<00:07, 5.27it/s] 61/499 4.32G 0.02237 0.01645 0.007852 84 640: 8%|7 | 3/40 [00:00<00:07, 5.10it/s] 61/499 4.32G 0.0217 0.01641 0.008323 79 640: 8%|7 | 3/40 [00:00<00:07, 5.10it/s] 61/499 4.32G 0.0217 0.01641 0.008323 79 640: 10%|# | 4/40 [00:00<00:06, 5.17it/s] 61/499 4.32G 0.02121 0.01583 0.00841 63 640: 10%|# | 4/40 [00:00<00:06, 5.17it/s] 61/499 4.32G 0.02121 0.01583 0.00841 63 640: 12%|#2 | 5/40 [00:00<00:06, 5.29it/s] 61/499 4.32G 0.02077 0.01547 0.00776 71 640: 12%|#2 | 5/40 [00:01<00:06, 5.29it/s] 61/499 4.32G 0.02077 0.01547 0.00776 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.15it/s] 61/499 4.32G 0.02076 0.0158 0.007636 81 640: 15%|#5 | 6/40 [00:01<00:06, 5.15it/s] 61/499 4.32G 0.02076 0.0158 0.007636 81 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 61/499 4.32G 0.02073 0.01594 0.007572 81 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 61/499 4.32G 0.02073 0.01594 0.007572 81 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 61/499 4.32G 0.02064 0.01594 0.007503 78 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 61/499 4.32G 0.02064 0.01594 0.007503 78 640: 22%|##2 | 9/40 [00:01<00:06, 5.16it/s] 61/499 4.32G 0.02044 0.016 0.007703 76 640: 22%|##2 | 9/40 [00:01<00:06, 5.16it/s] 61/499 4.32G 0.02044 0.016 0.007703 76 640: 25%|##5 | 10/40 [00:01<00:05, 5.24it/s] 61/499 4.32G 0.02055 0.01615 0.008005 79 640: 25%|##5 | 10/40 [00:02<00:05, 5.24it/s] 61/499 4.32G 0.02055 0.01615 0.008005 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 61/499 4.32G 0.02039 0.01599 0.007938 67 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 61/499 4.32G 0.02039 0.01599 0.007938 67 640: 30%|### | 12/40 [00:02<00:05, 5.14it/s] 61/499 4.32G 0.02036 0.016 0.00779 77 640: 30%|### | 12/40 [00:02<00:05, 5.14it/s] 61/499 4.32G 0.02036 0.016 0.00779 77 640: 32%|###2 | 13/40 [00:02<00:05, 5.16it/s] 61/499 4.32G 0.02045 0.01592 0.007979 65 640: 32%|###2 | 13/40 [00:02<00:05, 5.16it/s] 61/499 4.32G 0.02045 0.01592 0.007979 65 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 61/499 4.32G 0.02039 0.0159 0.008 72 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 61/499 4.32G 0.02039 0.0159 0.008 72 640: 38%|###7 | 15/40 [00:02<00:04, 5.06it/s] 61/499 4.32G 0.02059 0.01606 0.008267 76 640: 38%|###7 | 15/40 [00:03<00:04, 5.06it/s] 61/499 4.32G 0.02059 0.01606 0.008267 76 640: 40%|#### | 16/40 [00:03<00:04, 5.17it/s] 61/499 4.32G 0.02062 0.01613 0.008256 83 640: 40%|#### | 16/40 [00:03<00:04, 5.17it/s] 61/499 4.32G 0.02062 0.01613 0.008256 83 640: 42%|####2 | 17/40 [00:03<00:04, 5.23it/s] 61/499 4.32G 0.02064 0.0162 0.008216 84 640: 42%|####2 | 17/40 [00:03<00:04, 5.23it/s] 61/499 4.32G 0.02064 0.0162 0.008216 84 640: 45%|####5 | 18/40 [00:03<00:04, 4.94it/s] 61/499 4.32G 0.02062 0.01596 0.008186 54 640: 45%|####5 | 18/40 [00:03<00:04, 4.94it/s] 61/499 4.32G 0.02062 0.01596 0.008186 54 640: 48%|####7 | 19/40 [00:03<00:04, 5.06it/s] 61/499 4.32G 0.0207 0.01603 0.008416 83 640: 48%|####7 | 19/40 [00:03<00:04, 5.06it/s] 61/499 4.32G 0.0207 0.01603 0.008416 83 640: 50%|##### | 20/40 [00:03<00:03, 5.19it/s] 61/499 4.32G 0.02066 0.01588 0.008465 63 640: 50%|##### | 20/40 [00:04<00:03, 5.19it/s] 61/499 4.32G 0.02066 0.01588 0.008465 63 640: 52%|#####2 | 21/40 [00:04<00:03, 5.11it/s] 61/499 4.32G 0.02061 0.01589 0.008328 75 640: 52%|#####2 | 21/40 [00:04<00:03, 5.11it/s] 61/499 4.32G 0.02061 0.01589 0.008328 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 61/499 4.32G 0.02061 0.016 0.008318 91 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 61/499 4.32G 0.02061 0.016 0.008318 91 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 61/499 4.32G 0.02061 0.01595 0.0083 66 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 61/499 4.32G 0.02061 0.01595 0.0083 66 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 61/499 4.32G 0.0206 0.01595 0.0082 72 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 61/499 4.32G 0.0206 0.01595 0.0082 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 61/499 4.32G 0.02072 0.01595 0.008176 68 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 61/499 4.32G 0.02072 0.01595 0.008176 68 640: 65%|######5 | 26/40 [00:04<00:02, 5.37it/s] 61/499 4.32G 0.02069 0.0158 0.008346 53 640: 65%|######5 | 26/40 [00:05<00:02, 5.37it/s] 61/499 4.32G 0.02069 0.0158 0.008346 53 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 61/499 4.32G 0.0207 0.01567 0.008354 56 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 61/499 4.32G 0.0207 0.01567 0.008354 56 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 61/499 4.32G 0.02078 0.01577 0.008251 89 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 61/499 4.32G 0.02078 0.01577 0.008251 89 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 61/499 4.32G 0.02075 0.01572 0.008087 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 61/499 4.32G 0.02075 0.01572 0.008087 67 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 61/499 4.32G 0.02074 0.01564 0.008024 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 61/499 4.32G 0.02074 0.01564 0.008024 66 640: 78%|#######7 | 31/40 [00:05<00:01, 5.29it/s] 61/499 4.32G 0.02062 0.01556 0.008026 67 640: 78%|#######7 | 31/40 [00:06<00:01, 5.29it/s] 61/499 4.32G 0.02062 0.01556 0.008026 67 640: 80%|######## | 32/40 [00:06<00:01, 5.33it/s] 61/499 4.32G 0.02067 0.01554 0.00802 69 640: 80%|######## | 32/40 [00:06<00:01, 5.33it/s] 61/499 4.32G 0.02067 0.01554 0.00802 69 640: 82%|########2 | 33/40 [00:06<00:01, 5.15it/s] 61/499 4.32G 0.02071 0.01561 0.008032 85 640: 82%|########2 | 33/40 [00:06<00:01, 5.15it/s] 61/499 4.32G 0.02071 0.01561 0.008032 85 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 61/499 4.32G 0.02071 0.01571 0.007983 100 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 61/499 4.32G 0.02071 0.01571 0.007983 100 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 61/499 4.32G 0.02076 0.01571 0.007823 72 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 61/499 4.32G 0.02076 0.01571 0.007823 72 640: 90%|######### | 36/40 [00:06<00:00, 5.19it/s] 61/499 4.32G 0.02079 0.01575 0.007852 78 640: 90%|######### | 36/40 [00:07<00:00, 5.19it/s] 61/499 4.32G 0.02079 0.01575 0.007852 78 640: 92%|#########2| 37/40 [00:07<00:00, 5.27it/s] 61/499 4.32G 0.02072 0.01576 0.00779 82 640: 92%|#########2| 37/40 [00:07<00:00, 5.27it/s] 61/499 4.32G 0.02072 0.01576 0.00779 82 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 61/499 4.32G 0.02069 0.01578 0.00779 83 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 61/499 4.32G 0.02069 0.01578 0.00779 83 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 61/499 4.32G 0.02066 0.01572 0.007754 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 61/499 4.32G 0.02066 0.01572 0.007754 38 640: 100%|##########| 40/40 [00:07<00:00, 5.35it/s] 61/499 4.32G 0.02066 0.01572 0.007754 38 640: 100%|##########| 40/40 [00:07<00:00, 5.23it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.97it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.06it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.01it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.10it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.65it/s] all 132 263 0.768 0.0189 0.0218 0.0108 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 62/499 4.32G 0.02029 0.0141 0.006523 64 640: 0%| | 0/40 [00:00<?, ?it/s] 62/499 4.32G 0.02029 0.0141 0.006523 64 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 62/499 4.32G 0.01921 0.01494 0.007331 85 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 62/499 4.32G 0.01921 0.01494 0.007331 85 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 62/499 4.32G 0.02026 0.01436 0.008887 61 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 62/499 4.32G 0.02026 0.01436 0.008887 61 640: 8%|7 | 3/40 [00:00<00:07, 5.28it/s] 62/499 4.32G 0.02072 0.01458 0.009985 68 640: 8%|7 | 3/40 [00:00<00:07, 5.28it/s] 62/499 4.32G 0.02072 0.01458 0.009985 68 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 62/499 4.32G 0.02046 0.01472 0.009046 77 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 62/499 4.32G 0.02046 0.01472 0.009046 77 640: 12%|#2 | 5/40 [00:00<00:06, 5.14it/s] 62/499 4.32G 0.02062 0.01456 0.009623 60 640: 12%|#2 | 5/40 [00:01<00:06, 5.14it/s] 62/499 4.32G 0.02062 0.01456 0.009623 60 640: 15%|#5 | 6/40 [00:01<00:06, 5.21it/s] 62/499 4.32G 0.02053 0.0143 0.01007 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.21it/s] 62/499 4.32G 0.02053 0.0143 0.01007 66 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 62/499 4.32G 0.02066 0.0143 0.009947 64 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 62/499 4.32G 0.02066 0.0143 0.009947 64 640: 20%|## | 8/40 [00:01<00:06, 5.08it/s] 62/499 4.32G 0.02065 0.01444 0.00919 72 640: 20%|## | 8/40 [00:01<00:06, 5.08it/s] 62/499 4.32G 0.02065 0.01444 0.00919 72 640: 22%|##2 | 9/40 [00:01<00:06, 5.16it/s] 62/499 4.32G 0.02079 0.01434 0.009154 61 640: 22%|##2 | 9/40 [00:01<00:06, 5.16it/s] 62/499 4.32G 0.02079 0.01434 0.009154 61 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 62/499 4.32G 0.02126 0.01459 0.008957 77 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 62/499 4.32G 0.02126 0.01459 0.008957 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.10it/s] 62/499 4.32G 0.02136 0.01462 0.009125 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.10it/s] 62/499 4.32G 0.02136 0.01462 0.009125 70 640: 30%|### | 12/40 [00:02<00:05, 5.18it/s] 62/499 4.32G 0.02134 0.01489 0.009338 75 640: 30%|### | 12/40 [00:02<00:05, 5.18it/s] 62/499 4.32G 0.02134 0.01489 0.009338 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.23it/s] 62/499 4.32G 0.02137 0.01503 0.009311 85 640: 32%|###2 | 13/40 [00:02<00:05, 5.23it/s] 62/499 4.32G 0.02137 0.01503 0.009311 85 640: 35%|###5 | 14/40 [00:02<00:05, 5.09it/s] 62/499 4.32G 0.02135 0.01484 0.009385 58 640: 35%|###5 | 14/40 [00:02<00:05, 5.09it/s] 62/499 4.32G 0.02135 0.01484 0.009385 58 640: 38%|###7 | 15/40 [00:02<00:04, 5.18it/s] 62/499 4.32G 0.02145 0.01503 0.009453 77 640: 38%|###7 | 15/40 [00:03<00:04, 5.18it/s] 62/499 4.32G 0.02145 0.01503 0.009453 77 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 62/499 4.32G 0.0215 0.01509 0.009683 76 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 62/499 4.32G 0.0215 0.01509 0.009683 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.09it/s] 62/499 4.32G 0.02153 0.01531 0.009895 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.09it/s] 62/499 4.32G 0.02153 0.01531 0.009895 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.16it/s] 62/499 4.32G 0.02155 0.01549 0.009838 93 640: 45%|####5 | 18/40 [00:03<00:04, 5.16it/s] 62/499 4.32G 0.02155 0.01549 0.009838 93 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 62/499 4.32G 0.02151 0.01559 0.009714 80 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 62/499 4.32G 0.02151 0.01559 0.009714 80 640: 50%|##### | 20/40 [00:03<00:03, 5.11it/s] 62/499 4.32G 0.02155 0.01548 0.009524 61 640: 50%|##### | 20/40 [00:04<00:03, 5.11it/s] 62/499 4.32G 0.02155 0.01548 0.009524 61 640: 52%|#####2 | 21/40 [00:04<00:03, 5.20it/s] 62/499 4.32G 0.02153 0.01568 0.009588 95 640: 52%|#####2 | 21/40 [00:04<00:03, 5.20it/s] 62/499 4.32G 0.02153 0.01568 0.009588 95 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 62/499 4.32G 0.02145 0.01556 0.009383 62 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 62/499 4.32G 0.02145 0.01556 0.009383 62 640: 57%|#####7 | 23/40 [00:04<00:03, 5.14it/s] 62/499 4.32G 0.02159 0.01573 0.009378 81 640: 57%|#####7 | 23/40 [00:04<00:03, 5.14it/s] 62/499 4.32G 0.02159 0.01573 0.009378 81 640: 60%|###### | 24/40 [00:04<00:03, 5.20it/s] 62/499 4.32G 0.02168 0.01572 0.009313 69 640: 60%|###### | 24/40 [00:04<00:03, 5.20it/s] 62/499 4.32G 0.02168 0.01572 0.009313 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 62/499 4.32G 0.02163 0.01583 0.009127 81 640: 62%|######2 | 25/40 [00:05<00:02, 5.29it/s] 62/499 4.32G 0.02163 0.01583 0.009127 81 640: 65%|######5 | 26/40 [00:05<00:02, 5.17it/s] 62/499 4.32G 0.02158 0.01587 0.009179 80 640: 65%|######5 | 26/40 [00:05<00:02, 5.17it/s] 62/499 4.32G 0.02158 0.01587 0.009179 80 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 62/499 4.32G 0.0216 0.01587 0.009238 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 62/499 4.32G 0.0216 0.01587 0.009238 74 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 62/499 4.32G 0.02162 0.01581 0.009291 67 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 62/499 4.32G 0.02162 0.01581 0.009291 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 62/499 4.32G 0.02168 0.01596 0.009251 85 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 62/499 4.32G 0.02168 0.01596 0.009251 85 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 62/499 4.32G 0.02167 0.01598 0.009192 78 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 62/499 4.32G 0.02167 0.01598 0.009192 78 640: 78%|#######7 | 31/40 [00:05<00:01, 5.27it/s] 62/499 4.32G 0.02163 0.01598 0.009085 81 640: 78%|#######7 | 31/40 [00:06<00:01, 5.27it/s] 62/499 4.32G 0.02163 0.01598 0.009085 81 640: 80%|######## | 32/40 [00:06<00:01, 5.12it/s] 62/499 4.32G 0.02157 0.01587 0.009081 60 640: 80%|######## | 32/40 [00:06<00:01, 5.12it/s] 62/499 4.32G 0.02157 0.01587 0.009081 60 640: 82%|########2 | 33/40 [00:06<00:01, 5.22it/s] 62/499 4.32G 0.02156 0.01586 0.008983 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.22it/s] 62/499 4.32G 0.02156 0.01586 0.008983 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.30it/s] 62/499 4.32G 0.02155 0.01588 0.009042 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.30it/s] 62/499 4.32G 0.02155 0.01588 0.009042 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.05it/s] 62/499 4.32G 0.02155 0.01594 0.008988 92 640: 88%|########7 | 35/40 [00:06<00:00, 5.05it/s] 62/499 4.32G 0.02155 0.01594 0.008988 92 640: 90%|######### | 36/40 [00:06<00:00, 5.12it/s] 62/499 4.32G 0.02159 0.01604 0.00899 82 640: 90%|######### | 36/40 [00:07<00:00, 5.12it/s] 62/499 4.32G 0.02159 0.01604 0.00899 82 640: 92%|#########2| 37/40 [00:07<00:00, 5.24it/s] 62/499 4.32G 0.02164 0.01608 0.008988 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.24it/s] 62/499 4.32G 0.02164 0.01608 0.008988 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.12it/s] 62/499 4.32G 0.02163 0.01607 0.008964 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.12it/s] 62/499 4.32G 0.02163 0.01607 0.008964 77 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 62/499 4.32G 0.02167 0.01604 0.008992 30 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 62/499 4.32G 0.02167 0.01604 0.008992 30 640: 100%|##########| 40/40 [00:07<00:00, 5.38it/s] 62/499 4.32G 0.02167 0.01604 0.008992 30 640: 100%|##########| 40/40 [00:07<00:00, 5.21it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.03it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.04it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.13it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.66it/s] all 132 263 0.625 0.0316 0.0346 0.0116 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 63/499 4.32G 0.02289 0.01361 0.007686 64 640: 0%| | 0/40 [00:00<?, ?it/s] 63/499 4.32G 0.02289 0.01361 0.007686 64 640: 2%|2 | 1/40 [00:00<00:07, 4.89it/s] 63/499 4.32G 0.02206 0.01386 0.007823 70 640: 2%|2 | 1/40 [00:00<00:07, 4.89it/s] 63/499 4.32G 0.02206 0.01386 0.007823 70 640: 5%|5 | 2/40 [00:00<00:07, 5.21it/s] 63/499 4.32G 0.02186 0.01397 0.0077 78 640: 5%|5 | 2/40 [00:00<00:07, 5.21it/s] 63/499 4.32G 0.02186 0.01397 0.0077 78 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 63/499 4.32G 0.0219 0.01387 0.008624 68 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 63/499 4.32G 0.0219 0.01387 0.008624 68 640: 10%|# | 4/40 [00:00<00:07, 5.07it/s] 63/499 4.32G 0.02195 0.01451 0.009345 86 640: 10%|# | 4/40 [00:00<00:07, 5.07it/s] 63/499 4.32G 0.02195 0.01451 0.009345 86 640: 12%|#2 | 5/40 [00:00<00:06, 5.18it/s] 63/499 4.32G 0.02171 0.01489 0.009495 85 640: 12%|#2 | 5/40 [00:01<00:06, 5.18it/s] 63/499 4.32G 0.02171 0.01489 0.009495 85 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 63/499 4.32G 0.02139 0.01435 0.009481 55 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 63/499 4.32G 0.02139 0.01435 0.009481 55 640: 18%|#7 | 7/40 [00:01<00:06, 5.13it/s] 63/499 4.32G 0.02133 0.01458 0.009326 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.13it/s] 63/499 4.32G 0.02133 0.01458 0.009326 78 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 63/499 4.32G 0.02132 0.01449 0.009001 59 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 63/499 4.32G 0.02132 0.01449 0.009001 59 640: 22%|##2 | 9/40 [00:01<00:05, 5.29it/s] 63/499 4.32G 0.02112 0.01481 0.009032 91 640: 22%|##2 | 9/40 [00:01<00:05, 5.29it/s] 63/499 4.32G 0.02112 0.01481 0.009032 91 640: 25%|##5 | 10/40 [00:01<00:05, 5.16it/s] 63/499 4.32G 0.02101 0.01479 0.009272 74 640: 25%|##5 | 10/40 [00:02<00:05, 5.16it/s] 63/499 4.32G 0.02101 0.01479 0.009272 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.22it/s] 63/499 4.32G 0.02102 0.01514 0.009169 95 640: 28%|##7 | 11/40 [00:02<00:05, 5.22it/s] 63/499 4.32G 0.02102 0.01514 0.009169 95 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 63/499 4.32G 0.02112 0.01529 0.009189 75 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 63/499 4.32G 0.02112 0.01529 0.009189 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.12it/s] 63/499 4.32G 0.0211 0.01549 0.009058 92 640: 32%|###2 | 13/40 [00:02<00:05, 5.12it/s] 63/499 4.32G 0.0211 0.01549 0.009058 92 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 63/499 4.32G 0.02115 0.01538 0.008717 65 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 63/499 4.32G 0.02115 0.01538 0.008717 65 640: 38%|###7 | 15/40 [00:02<00:04, 5.29it/s] 63/499 4.32G 0.02125 0.01547 0.008616 85 640: 38%|###7 | 15/40 [00:03<00:04, 5.29it/s] 63/499 4.32G 0.02125 0.01547 0.008616 85 640: 40%|#### | 16/40 [00:03<00:04, 5.16it/s] 63/499 4.32G 0.02111 0.01549 0.008581 83 640: 40%|#### | 16/40 [00:03<00:04, 5.16it/s] 63/499 4.32G 0.02111 0.01549 0.008581 83 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 63/499 4.32G 0.02109 0.01549 0.008425 81 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 63/499 4.32G 0.02109 0.01549 0.008425 81 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 63/499 4.32G 0.02118 0.01536 0.008657 60 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 63/499 4.32G 0.02118 0.01536 0.008657 60 640: 48%|####7 | 19/40 [00:03<00:04, 5.12it/s] 63/499 4.32G 0.02111 0.01538 0.008481 79 640: 48%|####7 | 19/40 [00:03<00:04, 5.12it/s] 63/499 4.32G 0.02111 0.01538 0.008481 79 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 63/499 4.32G 0.02104 0.01536 0.008271 72 640: 50%|##### | 20/40 [00:04<00:03, 5.21it/s] 63/499 4.32G 0.02104 0.01536 0.008271 72 640: 52%|#####2 | 21/40 [00:04<00:03, 5.27it/s] 63/499 4.32G 0.02103 0.01546 0.008238 86 640: 52%|#####2 | 21/40 [00:04<00:03, 5.27it/s] 63/499 4.32G 0.02103 0.01546 0.008238 86 640: 55%|#####5 | 22/40 [00:04<00:03, 5.16it/s] 63/499 4.32G 0.02103 0.01558 0.008308 93 640: 55%|#####5 | 22/40 [00:04<00:03, 5.16it/s] 63/499 4.32G 0.02103 0.01558 0.008308 93 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 63/499 4.32G 0.02099 0.01557 0.008248 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 63/499 4.32G 0.02099 0.01557 0.008248 73 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 63/499 4.32G 0.02098 0.01551 0.008285 75 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 63/499 4.32G 0.02098 0.01551 0.008285 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.17it/s] 63/499 4.32G 0.02094 0.01539 0.008255 56 640: 62%|######2 | 25/40 [00:04<00:02, 5.17it/s] 63/499 4.32G 0.02094 0.01539 0.008255 56 640: 65%|######5 | 26/40 [00:04<00:02, 5.22it/s] 63/499 4.32G 0.02089 0.01535 0.008209 71 640: 65%|######5 | 26/40 [00:05<00:02, 5.22it/s] 63/499 4.32G 0.02089 0.01535 0.008209 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 63/499 4.32G 0.02084 0.0152 0.00838 52 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 63/499 4.32G 0.02084 0.0152 0.00838 52 640: 70%|####### | 28/40 [00:05<00:02, 5.15it/s] 63/499 4.32G 0.02082 0.01528 0.008321 86 640: 70%|####### | 28/40 [00:05<00:02, 5.15it/s] 63/499 4.32G 0.02082 0.01528 0.008321 86 640: 72%|#######2 | 29/40 [00:05<00:02, 5.23it/s] 63/499 4.32G 0.02085 0.01531 0.008261 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.23it/s] 63/499 4.32G 0.02085 0.01531 0.008261 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 63/499 4.32G 0.02083 0.01529 0.008221 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 63/499 4.32G 0.02083 0.01529 0.008221 75 640: 78%|#######7 | 31/40 [00:05<00:01, 5.19it/s] 63/499 4.32G 0.02078 0.0153 0.00823 78 640: 78%|#######7 | 31/40 [00:06<00:01, 5.19it/s] 63/499 4.32G 0.02078 0.0153 0.00823 78 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 63/499 4.32G 0.02069 0.01523 0.008142 66 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 63/499 4.32G 0.02069 0.01523 0.008142 66 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 63/499 4.32G 0.02065 0.01532 0.008156 97 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 63/499 4.32G 0.02065 0.01532 0.008156 97 640: 85%|########5 | 34/40 [00:06<00:01, 5.19it/s] 63/499 4.32G 0.02062 0.01529 0.008229 62 640: 85%|########5 | 34/40 [00:06<00:01, 5.19it/s] 63/499 4.32G 0.02062 0.01529 0.008229 62 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 63/499 4.32G 0.02063 0.01536 0.008411 87 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 63/499 4.32G 0.02063 0.01536 0.008411 87 640: 90%|######### | 36/40 [00:06<00:00, 5.32it/s] 63/499 4.32G 0.02059 0.01534 0.008325 73 640: 90%|######### | 36/40 [00:07<00:00, 5.32it/s] 63/499 4.32G 0.02059 0.01534 0.008325 73 640: 92%|#########2| 37/40 [00:07<00:00, 5.19it/s] 63/499 4.32G 0.02055 0.01533 0.008279 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.19it/s] 63/499 4.32G 0.02055 0.01533 0.008279 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 63/499 4.32G 0.02057 0.01533 0.008246 73 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 63/499 4.32G 0.02057 0.01533 0.008246 73 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 63/499 4.32G 0.02051 0.01532 0.008224 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 63/499 4.32G 0.02051 0.01532 0.008224 38 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] 63/499 4.32G 0.02051 0.01532 0.008224 38 640: 100%|##########| 40/40 [00:07<00:00, 5.22it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.98it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.08it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.61it/s] all 132 263 0.11 0.0427 0.0418 0.0133 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 64/499 4.32G 0.01933 0.01429 0.005965 69 640: 0%| | 0/40 [00:00<?, ?it/s] 64/499 4.32G 0.01933 0.01429 0.005965 69 640: 2%|2 | 1/40 [00:00<00:07, 5.49it/s] 64/499 4.32G 0.01908 0.01369 0.006817 59 640: 2%|2 | 1/40 [00:00<00:07, 5.49it/s] 64/499 4.32G 0.01908 0.01369 0.006817 59 640: 5%|5 | 2/40 [00:00<00:06, 5.50it/s] 64/499 4.32G 0.01893 0.01464 0.006538 77 640: 5%|5 | 2/40 [00:00<00:06, 5.50it/s] 64/499 4.32G 0.01893 0.01464 0.006538 77 640: 8%|7 | 3/40 [00:00<00:07, 5.16it/s] 64/499 4.32G 0.01989 0.01438 0.007011 68 640: 8%|7 | 3/40 [00:00<00:07, 5.16it/s] 64/499 4.32G 0.01989 0.01438 0.007011 68 640: 10%|# | 4/40 [00:00<00:06, 5.25it/s] 64/499 4.32G 0.01981 0.01358 0.006252 59 640: 10%|# | 4/40 [00:00<00:06, 5.25it/s] 64/499 4.32G 0.01981 0.01358 0.006252 59 640: 12%|#2 | 5/40 [00:00<00:06, 5.33it/s] 64/499 4.32G 0.01956 0.0137 0.006924 69 640: 12%|#2 | 5/40 [00:01<00:06, 5.33it/s] 64/499 4.32G 0.01956 0.0137 0.006924 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.16it/s] 64/499 4.32G 0.01954 0.0142 0.006656 87 640: 15%|#5 | 6/40 [00:01<00:06, 5.16it/s] 64/499 4.32G 0.01954 0.0142 0.006656 87 640: 18%|#7 | 7/40 [00:01<00:06, 5.25it/s] 64/499 4.32G 0.01962 0.0143 0.006712 68 640: 18%|#7 | 7/40 [00:01<00:06, 5.25it/s] 64/499 4.32G 0.01962 0.0143 0.006712 68 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 64/499 4.32G 0.01985 0.01422 0.007108 65 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 64/499 4.32G 0.01985 0.01422 0.007108 65 640: 22%|##2 | 9/40 [00:01<00:06, 5.16it/s] 64/499 4.32G 0.01996 0.01424 0.006635 72 640: 22%|##2 | 9/40 [00:01<00:06, 5.16it/s] 64/499 4.32G 0.01996 0.01424 0.006635 72 640: 25%|##5 | 10/40 [00:01<00:05, 5.24it/s] 64/499 4.32G 0.01999 0.01433 0.00647 77 640: 25%|##5 | 10/40 [00:02<00:05, 5.24it/s] 64/499 4.32G 0.01999 0.01433 0.00647 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 64/499 4.32G 0.02008 0.01437 0.006563 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 64/499 4.32G 0.02008 0.01437 0.006563 74 640: 30%|### | 12/40 [00:02<00:05, 5.17it/s] 64/499 4.32G 0.02007 0.01448 0.006783 77 640: 30%|### | 12/40 [00:02<00:05, 5.17it/s] 64/499 4.32G 0.02007 0.01448 0.006783 77 640: 32%|###2 | 13/40 [00:02<00:05, 5.11it/s] 64/499 4.32G 0.02004 0.01459 0.006732 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.11it/s] 64/499 4.32G 0.02004 0.01459 0.006732 73 640: 35%|###5 | 14/40 [00:02<00:04, 5.20it/s] 64/499 4.32G 0.02 0.01448 0.006684 67 640: 35%|###5 | 14/40 [00:02<00:04, 5.20it/s] 64/499 4.32G 0.02 0.01448 0.006684 67 640: 38%|###7 | 15/40 [00:02<00:04, 5.09it/s] 64/499 4.32G 0.02012 0.01426 0.00667 57 640: 38%|###7 | 15/40 [00:03<00:04, 5.09it/s] 64/499 4.32G 0.02012 0.01426 0.00667 57 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 64/499 4.32G 0.02004 0.01427 0.006756 72 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 64/499 4.32G 0.02004 0.01427 0.006756 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 64/499 4.32G 0.01998 0.01433 0.006637 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 64/499 4.32G 0.01998 0.01433 0.006637 75 640: 45%|####5 | 18/40 [00:03<00:04, 5.12it/s] 64/499 4.32G 0.01998 0.01424 0.006579 56 640: 45%|####5 | 18/40 [00:03<00:04, 5.12it/s] 64/499 4.32G 0.01998 0.01424 0.006579 56 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 64/499 4.32G 0.01999 0.01413 0.006462 64 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 64/499 4.32G 0.01999 0.01413 0.006462 64 640: 50%|##### | 20/40 [00:03<00:03, 5.29it/s] 64/499 4.32G 0.02002 0.01436 0.006473 95 640: 50%|##### | 20/40 [00:04<00:03, 5.29it/s] 64/499 4.32G 0.02002 0.01436 0.006473 95 640: 52%|#####2 | 21/40 [00:04<00:03, 4.88it/s] 64/499 4.32G 0.02007 0.01441 0.006578 79 640: 52%|#####2 | 21/40 [00:04<00:03, 4.88it/s] 64/499 4.32G 0.02007 0.01441 0.006578 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.00it/s] 64/499 4.32G 0.02 0.0144 0.00656 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.00it/s] 64/499 4.32G 0.02 0.0144 0.00656 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.09it/s] 64/499 4.32G 0.01994 0.01433 0.006736 60 640: 57%|#####7 | 23/40 [00:04<00:03, 5.09it/s] 64/499 4.32G 0.01994 0.01433 0.006736 60 640: 60%|###### | 24/40 [00:04<00:03, 5.03it/s] 64/499 4.32G 0.0199 0.0144 0.006817 71 640: 60%|###### | 24/40 [00:04<00:03, 5.03it/s] 64/499 4.32G 0.0199 0.0144 0.006817 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.18it/s] 64/499 4.32G 0.01988 0.01435 0.006876 76 640: 62%|######2 | 25/40 [00:05<00:02, 5.18it/s] 64/499 4.32G 0.01988 0.01435 0.006876 76 640: 65%|######5 | 26/40 [00:05<00:02, 5.28it/s] 64/499 4.32G 0.01993 0.01443 0.006823 78 640: 65%|######5 | 26/40 [00:05<00:02, 5.28it/s] 64/499 4.32G 0.01993 0.01443 0.006823 78 640: 68%|######7 | 27/40 [00:05<00:02, 5.15it/s] 64/499 4.32G 0.01988 0.01444 0.006774 77 640: 68%|######7 | 27/40 [00:05<00:02, 5.15it/s] 64/499 4.32G 0.01988 0.01444 0.006774 77 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 64/499 4.32G 0.01987 0.01435 0.006736 59 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 64/499 4.32G 0.01987 0.01435 0.006736 59 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 64/499 4.32G 0.01983 0.0144 0.006636 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 64/499 4.32G 0.01983 0.0144 0.006636 78 640: 75%|#######5 | 30/40 [00:05<00:01, 5.09it/s] 64/499 4.32G 0.01994 0.01446 0.00681 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.09it/s] 64/499 4.32G 0.01994 0.01446 0.00681 73 640: 78%|#######7 | 31/40 [00:05<00:01, 5.19it/s] 64/499 4.32G 0.01994 0.01448 0.006794 78 640: 78%|#######7 | 31/40 [00:06<00:01, 5.19it/s] 64/499 4.32G 0.01994 0.01448 0.006794 78 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 64/499 4.32G 0.02005 0.01445 0.006838 65 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 64/499 4.32G 0.02005 0.01445 0.006838 65 640: 82%|########2 | 33/40 [00:06<00:01, 5.14it/s] 64/499 4.32G 0.02003 0.01448 0.006879 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.14it/s] 64/499 4.32G 0.02003 0.01448 0.006879 82 640: 85%|########5 | 34/40 [00:06<00:01, 5.16it/s] 64/499 4.32G 0.02008 0.01449 0.006924 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.16it/s] 64/499 4.32G 0.02008 0.01449 0.006924 76 640: 88%|########7 | 35/40 [00:06<00:00, 5.24it/s] 64/499 4.32G 0.02008 0.01456 0.006944 79 640: 88%|########7 | 35/40 [00:06<00:00, 5.24it/s] 64/499 4.32G 0.02008 0.01456 0.006944 79 640: 90%|######### | 36/40 [00:06<00:00, 5.13it/s] 64/499 4.32G 0.02013 0.01462 0.00706 71 640: 90%|######### | 36/40 [00:07<00:00, 5.13it/s] 64/499 4.32G 0.02013 0.01462 0.00706 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.21it/s] 64/499 4.32G 0.02012 0.01465 0.006957 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.21it/s] 64/499 4.32G 0.02012 0.01465 0.006957 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 64/499 4.32G 0.0201 0.01468 0.006954 84 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 64/499 4.32G 0.0201 0.01468 0.006954 84 640: 98%|#########7| 39/40 [00:07<00:00, 5.14it/s] 64/499 4.32G 0.02005 0.0146 0.00681 31 640: 98%|#########7| 39/40 [00:07<00:00, 5.14it/s] 64/499 4.32G 0.02005 0.0146 0.00681 31 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] 64/499 4.32G 0.02005 0.0146 0.00681 31 640: 100%|##########| 40/40 [00:07<00:00, 5.19it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.99it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.99it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.13it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.65it/s] all 132 263 0.657 0.0296 0.056 0.0225 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 65/499 4.32G 0.02063 0.01669 0.004907 81 640: 0%| | 0/40 [00:00<?, ?it/s] 65/499 4.32G 0.02063 0.01669 0.004907 81 640: 2%|2 | 1/40 [00:00<00:07, 5.44it/s] 65/499 4.32G 0.02092 0.01499 0.006612 66 640: 2%|2 | 1/40 [00:00<00:07, 5.44it/s] 65/499 4.32G 0.02092 0.01499 0.006612 66 640: 5%|5 | 2/40 [00:00<00:07, 5.07it/s] 65/499 4.32G 0.02128 0.01625 0.006847 85 640: 5%|5 | 2/40 [00:00<00:07, 5.07it/s] 65/499 4.32G 0.02128 0.01625 0.006847 85 640: 8%|7 | 3/40 [00:00<00:07, 5.21it/s] 65/499 4.32G 0.02179 0.01562 0.006273 65 640: 8%|7 | 3/40 [00:00<00:07, 5.21it/s] 65/499 4.32G 0.02179 0.01562 0.006273 65 640: 10%|# | 4/40 [00:00<00:06, 5.30it/s] 65/499 4.32G 0.02189 0.01572 0.006545 75 640: 10%|# | 4/40 [00:00<00:06, 5.30it/s] 65/499 4.32G 0.02189 0.01572 0.006545 75 640: 12%|#2 | 5/40 [00:00<00:06, 5.10it/s] 65/499 4.32G 0.02183 0.01562 0.006169 77 640: 12%|#2 | 5/40 [00:01<00:06, 5.10it/s] 65/499 4.32G 0.02183 0.01562 0.006169 77 640: 15%|#5 | 6/40 [00:01<00:06, 5.19it/s] 65/499 4.32G 0.02155 0.01568 0.006315 77 640: 15%|#5 | 6/40 [00:01<00:06, 5.19it/s] 65/499 4.32G 0.02155 0.01568 0.006315 77 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 65/499 4.32G 0.02139 0.01544 0.00645 62 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 65/499 4.32G 0.02139 0.01544 0.00645 62 640: 20%|## | 8/40 [00:01<00:06, 5.11it/s] 65/499 4.32G 0.02132 0.01565 0.006384 90 640: 20%|## | 8/40 [00:01<00:06, 5.11it/s] 65/499 4.32G 0.02132 0.01565 0.006384 90 640: 22%|##2 | 9/40 [00:01<00:05, 5.18it/s] 65/499 4.32G 0.02106 0.01551 0.006368 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.18it/s] 65/499 4.32G 0.02106 0.01551 0.006368 74 640: 25%|##5 | 10/40 [00:01<00:05, 5.26it/s] 65/499 4.32G 0.02111 0.01559 0.006767 77 640: 25%|##5 | 10/40 [00:02<00:05, 5.26it/s] 65/499 4.32G 0.02111 0.01559 0.006767 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.11it/s] 65/499 4.32G 0.02103 0.01528 0.007614 60 640: 28%|##7 | 11/40 [00:02<00:05, 5.11it/s] 65/499 4.32G 0.02103 0.01528 0.007614 60 640: 30%|### | 12/40 [00:02<00:05, 5.20it/s] 65/499 4.32G 0.021 0.01552 0.007338 82 640: 30%|### | 12/40 [00:02<00:05, 5.20it/s] 65/499 4.32G 0.021 0.01552 0.007338 82 640: 32%|###2 | 13/40 [00:02<00:05, 5.25it/s] 65/499 4.32G 0.02118 0.01554 0.007807 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.25it/s] 65/499 4.32G 0.02118 0.01554 0.007807 73 640: 35%|###5 | 14/40 [00:02<00:05, 5.12it/s] 65/499 4.32G 0.02103 0.01545 0.007689 75 640: 35%|###5 | 14/40 [00:02<00:05, 5.12it/s] 65/499 4.32G 0.02103 0.01545 0.007689 75 640: 38%|###7 | 15/40 [00:02<00:04, 5.19it/s] 65/499 4.32G 0.02102 0.01561 0.007838 82 640: 38%|###7 | 15/40 [00:03<00:04, 5.19it/s] 65/499 4.32G 0.02102 0.01561 0.007838 82 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 65/499 4.32G 0.02107 0.01572 0.007853 86 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 65/499 4.32G 0.02107 0.01572 0.007853 86 640: 42%|####2 | 17/40 [00:03<00:04, 5.04it/s] 65/499 4.32G 0.021 0.01577 0.007759 83 640: 42%|####2 | 17/40 [00:03<00:04, 5.04it/s] 65/499 4.32G 0.021 0.01577 0.007759 83 640: 45%|####5 | 18/40 [00:03<00:04, 5.13it/s] 65/499 4.32G 0.02097 0.01582 0.007895 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.13it/s] 65/499 4.32G 0.02097 0.01582 0.007895 79 640: 48%|####7 | 19/40 [00:03<00:04, 5.16it/s] 65/499 4.32G 0.02089 0.01583 0.007764 83 640: 48%|####7 | 19/40 [00:03<00:04, 5.16it/s] 65/499 4.32G 0.02089 0.01583 0.007764 83 640: 50%|##### | 20/40 [00:03<00:03, 5.06it/s] 65/499 4.32G 0.02086 0.01576 0.007886 69 640: 50%|##### | 20/40 [00:04<00:03, 5.06it/s] 65/499 4.32G 0.02086 0.01576 0.007886 69 640: 52%|#####2 | 21/40 [00:04<00:03, 5.13it/s] 65/499 4.32G 0.02082 0.0157 0.007873 75 640: 52%|#####2 | 21/40 [00:04<00:03, 5.13it/s] 65/499 4.32G 0.02082 0.0157 0.007873 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 65/499 4.32G 0.02087 0.01579 0.00794 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 65/499 4.32G 0.02087 0.01579 0.00794 80 640: 57%|#####7 | 23/40 [00:04<00:03, 5.11it/s] 65/499 4.32G 0.02088 0.01571 0.007842 66 640: 57%|#####7 | 23/40 [00:04<00:03, 5.11it/s] 65/499 4.32G 0.02088 0.01571 0.007842 66 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 65/499 4.32G 0.02095 0.01552 0.008009 46 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 65/499 4.32G 0.02095 0.01552 0.008009 46 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 65/499 4.32G 0.02087 0.01559 0.008038 82 640: 62%|######2 | 25/40 [00:05<00:02, 5.27it/s] 65/499 4.32G 0.02087 0.01559 0.008038 82 640: 65%|######5 | 26/40 [00:05<00:02, 5.16it/s] 65/499 4.32G 0.0209 0.01552 0.008124 62 640: 65%|######5 | 26/40 [00:05<00:02, 5.16it/s] 65/499 4.32G 0.0209 0.01552 0.008124 62 640: 68%|######7 | 27/40 [00:05<00:02, 5.19it/s] 65/499 4.32G 0.02088 0.01551 0.008182 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.19it/s] 65/499 4.32G 0.02088 0.01551 0.008182 73 640: 70%|####### | 28/40 [00:05<00:02, 5.27it/s] 65/499 4.32G 0.02081 0.01532 0.007971 59 640: 70%|####### | 28/40 [00:05<00:02, 5.27it/s] 65/499 4.32G 0.02081 0.01532 0.007971 59 640: 72%|#######2 | 29/40 [00:05<00:02, 5.14it/s] 65/499 4.32G 0.02077 0.01536 0.007978 85 640: 72%|#######2 | 29/40 [00:05<00:02, 5.14it/s] 65/499 4.32G 0.02077 0.01536 0.007978 85 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 65/499 4.32G 0.02081 0.01542 0.008022 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 65/499 4.32G 0.02081 0.01542 0.008022 79 640: 78%|#######7 | 31/40 [00:05<00:01, 5.26it/s] 65/499 4.32G 0.02083 0.01537 0.008123 63 640: 78%|#######7 | 31/40 [00:06<00:01, 5.26it/s] 65/499 4.32G 0.02083 0.01537 0.008123 63 640: 80%|######## | 32/40 [00:06<00:01, 5.11it/s] 65/499 4.32G 0.0208 0.01538 0.008094 81 640: 80%|######## | 32/40 [00:06<00:01, 5.11it/s] 65/499 4.32G 0.0208 0.01538 0.008094 81 640: 82%|########2 | 33/40 [00:06<00:01, 5.12it/s] 65/499 4.32G 0.02077 0.01536 0.007994 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.12it/s] 65/499 4.32G 0.02077 0.01536 0.007994 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.18it/s] 65/499 4.32G 0.02072 0.01535 0.007978 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.18it/s] 65/499 4.32G 0.02072 0.01535 0.007978 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.07it/s] 65/499 4.32G 0.02075 0.01528 0.008217 61 640: 88%|########7 | 35/40 [00:06<00:00, 5.07it/s] 65/499 4.32G 0.02075 0.01528 0.008217 61 640: 90%|######### | 36/40 [00:06<00:00, 5.17it/s] 65/499 4.32G 0.02073 0.01524 0.008222 77 640: 90%|######### | 36/40 [00:07<00:00, 5.17it/s] 65/499 4.32G 0.02073 0.01524 0.008222 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 65/499 4.32G 0.02066 0.01525 0.008264 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 65/499 4.32G 0.02066 0.01525 0.008264 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.09it/s] 65/499 4.32G 0.02064 0.01528 0.008218 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.09it/s] 65/499 4.32G 0.02064 0.01528 0.008218 80 640: 98%|#########7| 39/40 [00:07<00:00, 5.18it/s] 65/499 4.32G 0.02059 0.0152 0.008263 32 640: 98%|#########7| 39/40 [00:07<00:00, 5.18it/s] 65/499 4.32G 0.02059 0.0152 0.008263 32 640: 100%|##########| 40/40 [00:07<00:00, 5.33it/s] 65/499 4.32G 0.02059 0.0152 0.008263 32 640: 100%|##########| 40/40 [00:07<00:00, 5.18it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.02it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.10it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.10it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.21it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.74it/s] all 132 263 0.563 0.0105 0.0225 0.00725 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 66/499 4.32G 0.02174 0.01993 0.01069 96 640: 0%| | 0/40 [00:00<?, ?it/s] 66/499 4.32G 0.02174 0.01993 0.01069 96 640: 2%|2 | 1/40 [00:00<00:08, 4.77it/s] 66/499 4.32G 0.02112 0.01889 0.007174 75 640: 2%|2 | 1/40 [00:00<00:08, 4.77it/s] 66/499 4.32G 0.02112 0.01889 0.007174 75 640: 5%|5 | 2/40 [00:00<00:07, 5.05it/s] 66/499 4.32G 0.02064 0.01645 0.00659 61 640: 5%|5 | 2/40 [00:00<00:07, 5.05it/s] 66/499 4.32G 0.02064 0.01645 0.00659 61 640: 8%|7 | 3/40 [00:00<00:07, 5.06it/s] 66/499 4.32G 0.02044 0.01693 0.006082 91 640: 8%|7 | 3/40 [00:00<00:07, 5.06it/s] 66/499 4.32G 0.02044 0.01693 0.006082 91 640: 10%|# | 4/40 [00:00<00:07, 4.90it/s] 66/499 4.32G 0.02053 0.01639 0.007641 65 640: 10%|# | 4/40 [00:01<00:07, 4.90it/s] 66/499 4.32G 0.02053 0.01639 0.007641 65 640: 12%|#2 | 5/40 [00:01<00:06, 5.01it/s] 66/499 4.32G 0.0208 0.01612 0.008538 75 640: 12%|#2 | 5/40 [00:01<00:06, 5.01it/s] 66/499 4.32G 0.0208 0.01612 0.008538 75 640: 15%|#5 | 6/40 [00:01<00:06, 5.14it/s] 66/499 4.32G 0.02081 0.01602 0.008999 70 640: 15%|#5 | 6/40 [00:01<00:06, 5.14it/s] 66/499 4.32G 0.02081 0.01602 0.008999 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.06it/s] 66/499 4.32G 0.02075 0.01568 0.009568 68 640: 18%|#7 | 7/40 [00:01<00:06, 5.06it/s] 66/499 4.32G 0.02075 0.01568 0.009568 68 640: 20%|## | 8/40 [00:01<00:06, 5.13it/s] 66/499 4.32G 0.02087 0.01595 0.009471 84 640: 20%|## | 8/40 [00:01<00:06, 5.13it/s] 66/499 4.32G 0.02087 0.01595 0.009471 84 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 66/499 4.32G 0.0209 0.01579 0.009625 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 66/499 4.32G 0.0209 0.01579 0.009625 69 640: 25%|##5 | 10/40 [00:01<00:05, 5.10it/s] 66/499 4.32G 0.02077 0.01552 0.009488 62 640: 25%|##5 | 10/40 [00:02<00:05, 5.10it/s] 66/499 4.32G 0.02077 0.01552 0.009488 62 640: 28%|##7 | 11/40 [00:02<00:05, 5.18it/s] 66/499 4.32G 0.02099 0.01539 0.009675 60 640: 28%|##7 | 11/40 [00:02<00:05, 5.18it/s] 66/499 4.32G 0.02099 0.01539 0.009675 60 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 66/499 4.32G 0.02082 0.01528 0.009593 79 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 66/499 4.32G 0.02082 0.01528 0.009593 79 640: 32%|###2 | 13/40 [00:02<00:05, 5.11it/s] 66/499 4.32G 0.02085 0.01546 0.009505 84 640: 32%|###2 | 13/40 [00:02<00:05, 5.11it/s] 66/499 4.32G 0.02085 0.01546 0.009505 84 640: 35%|###5 | 14/40 [00:02<00:05, 5.14it/s] 66/499 4.32G 0.02086 0.01527 0.009346 66 640: 35%|###5 | 14/40 [00:02<00:05, 5.14it/s] 66/499 4.32G 0.02086 0.01527 0.009346 66 640: 38%|###7 | 15/40 [00:02<00:04, 5.22it/s] 66/499 4.32G 0.02092 0.01542 0.009465 78 640: 38%|###7 | 15/40 [00:03<00:04, 5.22it/s] 66/499 4.32G 0.02092 0.01542 0.009465 78 640: 40%|#### | 16/40 [00:03<00:04, 5.07it/s] 66/499 4.32G 0.02099 0.01543 0.009651 69 640: 40%|#### | 16/40 [00:03<00:04, 5.07it/s] 66/499 4.32G 0.02099 0.01543 0.009651 69 640: 42%|####2 | 17/40 [00:03<00:04, 5.17it/s] 66/499 4.32G 0.0209 0.01546 0.009729 83 640: 42%|####2 | 17/40 [00:03<00:04, 5.17it/s] 66/499 4.32G 0.0209 0.01546 0.009729 83 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 66/499 4.32G 0.02093 0.0156 0.009717 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 66/499 4.32G 0.02093 0.0156 0.009717 78 640: 48%|####7 | 19/40 [00:03<00:04, 5.12it/s] 66/499 4.32G 0.02098 0.0156 0.009669 67 640: 48%|####7 | 19/40 [00:03<00:04, 5.12it/s] 66/499 4.32G 0.02098 0.0156 0.009669 67 640: 50%|##### | 20/40 [00:03<00:03, 5.18it/s] 66/499 4.32G 0.02096 0.01558 0.009649 74 640: 50%|##### | 20/40 [00:04<00:03, 5.18it/s] 66/499 4.32G 0.02096 0.01558 0.009649 74 640: 52%|#####2 | 21/40 [00:04<00:03, 5.26it/s] 66/499 4.32G 0.02088 0.01561 0.009666 83 640: 52%|#####2 | 21/40 [00:04<00:03, 5.26it/s] 66/499 4.32G 0.02088 0.01561 0.009666 83 640: 55%|#####5 | 22/40 [00:04<00:03, 5.15it/s] 66/499 4.32G 0.02092 0.01571 0.009739 87 640: 55%|#####5 | 22/40 [00:04<00:03, 5.15it/s] 66/499 4.32G 0.02092 0.01571 0.009739 87 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 66/499 4.32G 0.02087 0.01578 0.009663 83 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 66/499 4.32G 0.02087 0.01578 0.009663 83 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 66/499 4.32G 0.02077 0.01576 0.009554 79 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 66/499 4.32G 0.02077 0.01576 0.009554 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.14it/s] 66/499 4.32G 0.02086 0.01567 0.009573 66 640: 62%|######2 | 25/40 [00:05<00:02, 5.14it/s] 66/499 4.32G 0.02086 0.01567 0.009573 66 640: 65%|######5 | 26/40 [00:05<00:02, 5.18it/s] 66/499 4.32G 0.02086 0.01563 0.00955 72 640: 65%|######5 | 26/40 [00:05<00:02, 5.18it/s] 66/499 4.32G 0.02086 0.01563 0.00955 72 640: 68%|######7 | 27/40 [00:05<00:02, 5.27it/s] 66/499 4.32G 0.02085 0.0157 0.009554 83 640: 68%|######7 | 27/40 [00:05<00:02, 5.27it/s] 66/499 4.32G 0.02085 0.0157 0.009554 83 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 66/499 4.32G 0.02082 0.01563 0.009463 67 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 66/499 4.32G 0.02082 0.01563 0.009463 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 66/499 4.32G 0.02081 0.01568 0.009482 83 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 66/499 4.32G 0.02081 0.01568 0.009482 83 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 66/499 4.32G 0.02078 0.01575 0.009408 89 640: 75%|#######5 | 30/40 [00:06<00:01, 5.27it/s] 66/499 4.32G 0.02078 0.01575 0.009408 89 640: 78%|#######7 | 31/40 [00:06<00:01, 5.15it/s] 66/499 4.32G 0.02077 0.01573 0.009321 75 640: 78%|#######7 | 31/40 [00:06<00:01, 5.15it/s] 66/499 4.32G 0.02077 0.01573 0.009321 75 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 66/499 4.32G 0.02077 0.01573 0.009316 75 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 66/499 4.32G 0.02077 0.01573 0.009316 75 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 66/499 4.32G 0.02074 0.01562 0.009217 59 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 66/499 4.32G 0.02074 0.01562 0.009217 59 640: 85%|########5 | 34/40 [00:06<00:01, 5.19it/s] 66/499 4.32G 0.02074 0.01568 0.009161 83 640: 85%|########5 | 34/40 [00:06<00:01, 5.19it/s] 66/499 4.32G 0.02074 0.01568 0.009161 83 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 66/499 4.32G 0.02068 0.01562 0.009144 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 66/499 4.32G 0.02068 0.01562 0.009144 68 640: 90%|######### | 36/40 [00:06<00:00, 5.34it/s] 66/499 4.32G 0.02071 0.01553 0.009259 61 640: 90%|######### | 36/40 [00:07<00:00, 5.34it/s] 66/499 4.32G 0.02071 0.01553 0.009259 61 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 66/499 4.32G 0.02067 0.01543 0.009334 60 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 66/499 4.32G 0.02067 0.01543 0.009334 60 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 66/499 4.32G 0.02065 0.01548 0.009216 85 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 66/499 4.32G 0.02065 0.01548 0.009216 85 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 66/499 4.32G 0.02066 0.0155 0.00922 36 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 66/499 4.32G 0.02066 0.0155 0.00922 36 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] 66/499 4.32G 0.02066 0.0155 0.00922 36 640: 100%|##########| 40/40 [00:07<00:00, 5.19it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.83it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.52it/s] all 132 263 0.181 0.0281 0.00901 0.00525 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 67/499 4.32G 0.02277 0.02194 0.01116 93 640: 0%| | 0/40 [00:00<?, ?it/s] 67/499 4.32G 0.02277 0.02194 0.01116 93 640: 2%|2 | 1/40 [00:00<00:07, 5.47it/s] 67/499 4.32G 0.02137 0.01852 0.01153 73 640: 2%|2 | 1/40 [00:00<00:07, 5.47it/s] 67/499 4.32G 0.02137 0.01852 0.01153 73 640: 5%|5 | 2/40 [00:00<00:06, 5.49it/s] 67/499 4.32G 0.02059 0.01745 0.009703 78 640: 5%|5 | 2/40 [00:00<00:06, 5.49it/s] 67/499 4.32G 0.02059 0.01745 0.009703 78 640: 8%|7 | 3/40 [00:00<00:07, 5.12it/s] 67/499 4.32G 0.02059 0.01732 0.009459 79 640: 8%|7 | 3/40 [00:00<00:07, 5.12it/s] 67/499 4.32G 0.02059 0.01732 0.009459 79 640: 10%|# | 4/40 [00:00<00:06, 5.22it/s] 67/499 4.32G 0.01996 0.01617 0.008677 62 640: 10%|# | 4/40 [00:00<00:06, 5.22it/s] 67/499 4.32G 0.01996 0.01617 0.008677 62 640: 12%|#2 | 5/40 [00:00<00:06, 5.31it/s] 67/499 4.32G 0.02 0.01599 0.00912 74 640: 12%|#2 | 5/40 [00:01<00:06, 5.31it/s] 67/499 4.32G 0.02 0.01599 0.00912 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.14it/s] 67/499 4.32G 0.02025 0.0159 0.008925 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.14it/s] 67/499 4.32G 0.02025 0.0159 0.008925 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.17it/s] 67/499 4.32G 0.02007 0.01571 0.008738 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.17it/s] 67/499 4.32G 0.02007 0.01571 0.008738 76 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 67/499 4.32G 0.01999 0.01557 0.008719 73 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 67/499 4.32G 0.01999 0.01557 0.008719 73 640: 22%|##2 | 9/40 [00:01<00:06, 5.12it/s] 67/499 4.32G 0.01989 0.01534 0.008848 70 640: 22%|##2 | 9/40 [00:01<00:06, 5.12it/s] 67/499 4.32G 0.01989 0.01534 0.008848 70 640: 25%|##5 | 10/40 [00:01<00:05, 5.16it/s] 67/499 4.32G 0.02003 0.01524 0.008451 68 640: 25%|##5 | 10/40 [00:02<00:05, 5.16it/s] 67/499 4.32G 0.02003 0.01524 0.008451 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 67/499 4.32G 0.02014 0.01513 0.008809 64 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 67/499 4.32G 0.02014 0.01513 0.008809 64 640: 30%|### | 12/40 [00:02<00:05, 5.14it/s] 67/499 4.32G 0.02021 0.01526 0.00846 87 640: 30%|### | 12/40 [00:02<00:05, 5.14it/s] 67/499 4.32G 0.02021 0.01526 0.00846 87 640: 32%|###2 | 13/40 [00:02<00:05, 5.18it/s] 67/499 4.32G 0.02007 0.01529 0.008295 80 640: 32%|###2 | 13/40 [00:02<00:05, 5.18it/s] 67/499 4.32G 0.02007 0.01529 0.008295 80 640: 35%|###5 | 14/40 [00:02<00:04, 5.26it/s] 67/499 4.32G 0.01998 0.0152 0.008066 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.26it/s] 67/499 4.32G 0.01998 0.0152 0.008066 75 640: 38%|###7 | 15/40 [00:02<00:04, 5.12it/s] 67/499 4.32G 0.0198 0.01512 0.007835 73 640: 38%|###7 | 15/40 [00:03<00:04, 5.12it/s] 67/499 4.32G 0.0198 0.01512 0.007835 73 640: 40%|#### | 16/40 [00:03<00:04, 5.19it/s] 67/499 4.32G 0.01981 0.01502 0.007877 63 640: 40%|#### | 16/40 [00:03<00:04, 5.19it/s] 67/499 4.32G 0.01981 0.01502 0.007877 63 640: 42%|####2 | 17/40 [00:03<00:04, 5.26it/s] 67/499 4.32G 0.01993 0.01479 0.008218 47 640: 42%|####2 | 17/40 [00:03<00:04, 5.26it/s] 67/499 4.32G 0.01993 0.01479 0.008218 47 640: 45%|####5 | 18/40 [00:03<00:04, 5.13it/s] 67/499 4.32G 0.01994 0.01479 0.008113 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.13it/s] 67/499 4.32G 0.01994 0.01479 0.008113 73 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 67/499 4.32G 0.02002 0.0149 0.008223 78 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 67/499 4.32G 0.02002 0.0149 0.008223 78 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 67/499 4.32G 0.0201 0.01507 0.008264 89 640: 50%|##### | 20/40 [00:04<00:03, 5.30it/s] 67/499 4.32G 0.0201 0.01507 0.008264 89 640: 52%|#####2 | 21/40 [00:04<00:03, 5.11it/s] 67/499 4.32G 0.02006 0.01498 0.008255 70 640: 52%|#####2 | 21/40 [00:04<00:03, 5.11it/s] 67/499 4.32G 0.02006 0.01498 0.008255 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.20it/s] 67/499 4.32G 0.02002 0.01495 0.008438 84 640: 55%|#####5 | 22/40 [00:04<00:03, 5.20it/s] 67/499 4.32G 0.02002 0.01495 0.008438 84 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 67/499 4.32G 0.01994 0.01483 0.008426 64 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 67/499 4.32G 0.01994 0.01483 0.008426 64 640: 60%|###### | 24/40 [00:04<00:03, 5.14it/s] 67/499 4.32G 0.01993 0.01484 0.008319 79 640: 60%|###### | 24/40 [00:04<00:03, 5.14it/s] 67/499 4.32G 0.01993 0.01484 0.008319 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 67/499 4.32G 0.01984 0.01476 0.008513 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 67/499 4.32G 0.01984 0.01476 0.008513 71 640: 65%|######5 | 26/40 [00:04<00:02, 5.28it/s] 67/499 4.32G 0.01989 0.01478 0.008413 71 640: 65%|######5 | 26/40 [00:05<00:02, 5.28it/s] 67/499 4.32G 0.01989 0.01478 0.008413 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 67/499 4.32G 0.01995 0.01484 0.008342 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 67/499 4.32G 0.01995 0.01484 0.008342 79 640: 70%|####### | 28/40 [00:05<00:02, 5.23it/s] 67/499 4.32G 0.0199 0.01483 0.008371 79 640: 70%|####### | 28/40 [00:05<00:02, 5.23it/s] 67/499 4.32G 0.0199 0.01483 0.008371 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 67/499 4.32G 0.01998 0.01484 0.008371 71 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 67/499 4.32G 0.01998 0.01484 0.008371 71 640: 75%|#######5 | 30/40 [00:05<00:01, 5.13it/s] 67/499 4.32G 0.01993 0.01487 0.008301 82 640: 75%|#######5 | 30/40 [00:05<00:01, 5.13it/s] 67/499 4.32G 0.01993 0.01487 0.008301 82 640: 78%|#######7 | 31/40 [00:05<00:01, 5.24it/s] 67/499 4.32G 0.01994 0.01489 0.008387 71 640: 78%|#######7 | 31/40 [00:06<00:01, 5.24it/s] 67/499 4.32G 0.01994 0.01489 0.008387 71 640: 80%|######## | 32/40 [00:06<00:01, 5.31it/s] 67/499 4.32G 0.01991 0.0148 0.008495 65 640: 80%|######## | 32/40 [00:06<00:01, 5.31it/s] 67/499 4.32G 0.01991 0.0148 0.008495 65 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 67/499 4.32G 0.01988 0.01479 0.008487 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 67/499 4.32G 0.01988 0.01479 0.008487 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 67/499 4.32G 0.01982 0.01482 0.00839 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 67/499 4.32G 0.01982 0.01482 0.00839 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 67/499 4.32G 0.01989 0.0149 0.008392 79 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 67/499 4.32G 0.01989 0.0149 0.008392 79 640: 90%|######### | 36/40 [00:06<00:00, 5.15it/s] 67/499 4.32G 0.01993 0.01495 0.008319 86 640: 90%|######### | 36/40 [00:07<00:00, 5.15it/s] 67/499 4.32G 0.01993 0.01495 0.008319 86 640: 92%|#########2| 37/40 [00:07<00:00, 5.23it/s] 67/499 4.32G 0.01991 0.01505 0.00837 97 640: 92%|#########2| 37/40 [00:07<00:00, 5.23it/s] 67/499 4.32G 0.01991 0.01505 0.00837 97 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 67/499 4.32G 0.0199 0.01509 0.008264 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 67/499 4.32G 0.0199 0.01509 0.008264 79 640: 98%|#########7| 39/40 [00:07<00:00, 5.17it/s] 67/499 4.32G 0.02008 0.01507 0.008552 29 640: 98%|#########7| 39/40 [00:07<00:00, 5.17it/s] 67/499 4.32G 0.02008 0.01507 0.008552 29 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] 67/499 4.32G 0.02008 0.01507 0.008552 29 640: 100%|##########| 40/40 [00:07<00:00, 5.22it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.68it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.77it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.86it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.79it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.38it/s] all 132 263 0.519 0.0803 0.093 0.0486 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 68/499 4.32G 0.01758 0.01428 0.006374 71 640: 0%| | 0/40 [00:00<?, ?it/s] 68/499 4.32G 0.01758 0.01428 0.006374 71 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 68/499 4.32G 0.01964 0.01512 0.007287 77 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 68/499 4.32G 0.01964 0.01512 0.007287 77 640: 5%|5 | 2/40 [00:00<00:07, 5.00it/s] 68/499 4.32G 0.01981 0.01532 0.00742 76 640: 5%|5 | 2/40 [00:00<00:07, 5.00it/s] 68/499 4.32G 0.01981 0.01532 0.00742 76 640: 8%|7 | 3/40 [00:00<00:07, 5.21it/s] 68/499 4.32G 0.02136 0.01513 0.007976 66 640: 8%|7 | 3/40 [00:00<00:07, 5.21it/s] 68/499 4.32G 0.02136 0.01513 0.007976 66 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 68/499 4.32G 0.0209 0.01483 0.00705 70 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 68/499 4.32G 0.0209 0.01483 0.00705 70 640: 12%|#2 | 5/40 [00:00<00:06, 5.08it/s] 68/499 4.32G 0.02082 0.01467 0.006676 66 640: 12%|#2 | 5/40 [00:01<00:06, 5.08it/s] 68/499 4.32G 0.02082 0.01467 0.006676 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.18it/s] 68/499 4.32G 0.02094 0.0147 0.007018 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.18it/s] 68/499 4.32G 0.02094 0.0147 0.007018 72 640: 18%|#7 | 7/40 [00:01<00:06, 5.29it/s] 68/499 4.32G 0.02099 0.01468 0.00749 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.29it/s] 68/499 4.32G 0.02099 0.01468 0.00749 69 640: 20%|## | 8/40 [00:01<00:06, 5.14it/s] 68/499 4.32G 0.0212 0.01533 0.008603 91 640: 20%|## | 8/40 [00:01<00:06, 5.14it/s] 68/499 4.32G 0.0212 0.01533 0.008603 91 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 68/499 4.32G 0.02105 0.01515 0.008581 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 68/499 4.32G 0.02105 0.01515 0.008581 68 640: 25%|##5 | 10/40 [00:01<00:05, 5.26it/s] 68/499 4.32G 0.02123 0.015 0.008418 64 640: 25%|##5 | 10/40 [00:02<00:05, 5.26it/s] 68/499 4.32G 0.02123 0.015 0.008418 64 640: 28%|##7 | 11/40 [00:02<00:05, 5.09it/s] 68/499 4.32G 0.02121 0.01541 0.008538 90 640: 28%|##7 | 11/40 [00:02<00:05, 5.09it/s] 68/499 4.32G 0.02121 0.01541 0.008538 90 640: 30%|### | 12/40 [00:02<00:05, 5.12it/s] 68/499 4.32G 0.02116 0.01518 0.008451 63 640: 30%|### | 12/40 [00:02<00:05, 5.12it/s] 68/499 4.32G 0.02116 0.01518 0.008451 63 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 68/499 4.32G 0.02117 0.01526 0.008747 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 68/499 4.32G 0.02117 0.01526 0.008747 72 640: 35%|###5 | 14/40 [00:02<00:05, 5.08it/s] 68/499 4.32G 0.02111 0.01511 0.008499 68 640: 35%|###5 | 14/40 [00:02<00:05, 5.08it/s] 68/499 4.32G 0.02111 0.01511 0.008499 68 640: 38%|###7 | 15/40 [00:02<00:04, 5.18it/s] 68/499 4.32G 0.02116 0.01499 0.008589 65 640: 38%|###7 | 15/40 [00:03<00:04, 5.18it/s] 68/499 4.32G 0.02116 0.01499 0.008589 65 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 68/499 4.32G 0.02127 0.01505 0.008853 67 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 68/499 4.32G 0.02127 0.01505 0.008853 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.12it/s] 68/499 4.32G 0.02116 0.01525 0.008847 89 640: 42%|####2 | 17/40 [00:03<00:04, 5.12it/s] 68/499 4.32G 0.02116 0.01525 0.008847 89 640: 45%|####5 | 18/40 [00:03<00:04, 5.16it/s] 68/499 4.32G 0.02128 0.01534 0.008775 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.16it/s] 68/499 4.32G 0.02128 0.01534 0.008775 78 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 68/499 4.32G 0.02118 0.01537 0.008743 75 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 68/499 4.32G 0.02118 0.01537 0.008743 75 640: 50%|##### | 20/40 [00:03<00:03, 5.09it/s] 68/499 4.32G 0.02121 0.01555 0.008703 90 640: 50%|##### | 20/40 [00:04<00:03, 5.09it/s] 68/499 4.32G 0.02121 0.01555 0.008703 90 640: 52%|#####2 | 21/40 [00:04<00:03, 5.16it/s] 68/499 4.32G 0.02119 0.01549 0.008739 69 640: 52%|#####2 | 21/40 [00:04<00:03, 5.16it/s] 68/499 4.32G 0.02119 0.01549 0.008739 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 68/499 4.32G 0.02121 0.01553 0.008746 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 68/499 4.32G 0.02121 0.01553 0.008746 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.10it/s] 68/499 4.32G 0.02117 0.01548 0.008901 67 640: 57%|#####7 | 23/40 [00:04<00:03, 5.10it/s] 68/499 4.32G 0.02117 0.01548 0.008901 67 640: 60%|###### | 24/40 [00:04<00:03, 5.17it/s] 68/499 4.32G 0.02134 0.0155 0.009144 64 640: 60%|###### | 24/40 [00:04<00:03, 5.17it/s] 68/499 4.32G 0.02134 0.0155 0.009144 64 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 68/499 4.32G 0.02119 0.01543 0.009113 70 640: 62%|######2 | 25/40 [00:05<00:02, 5.27it/s] 68/499 4.32G 0.02119 0.01543 0.009113 70 640: 65%|######5 | 26/40 [00:05<00:02, 5.13it/s] 68/499 4.32G 0.0212 0.01552 0.009036 86 640: 65%|######5 | 26/40 [00:05<00:02, 5.13it/s] 68/499 4.32G 0.0212 0.01552 0.009036 86 640: 68%|######7 | 27/40 [00:05<00:02, 5.18it/s] 68/499 4.32G 0.02121 0.01558 0.009074 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.18it/s] 68/499 4.32G 0.02121 0.01558 0.009074 79 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 68/499 4.32G 0.02121 0.01562 0.00922 70 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 68/499 4.32G 0.02121 0.01562 0.00922 70 640: 72%|#######2 | 29/40 [00:05<00:02, 5.12it/s] 68/499 4.32G 0.02117 0.01554 0.00914 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.12it/s] 68/499 4.32G 0.02117 0.01554 0.00914 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 68/499 4.32G 0.02112 0.01547 0.009038 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 68/499 4.32G 0.02112 0.01547 0.009038 66 640: 78%|#######7 | 31/40 [00:05<00:01, 5.27it/s] 68/499 4.32G 0.0211 0.01546 0.009019 74 640: 78%|#######7 | 31/40 [00:06<00:01, 5.27it/s] 68/499 4.32G 0.0211 0.01546 0.009019 74 640: 80%|######## | 32/40 [00:06<00:01, 5.13it/s] 68/499 4.32G 0.02103 0.01542 0.008943 71 640: 80%|######## | 32/40 [00:06<00:01, 5.13it/s] 68/499 4.32G 0.02103 0.01542 0.008943 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 68/499 4.32G 0.02109 0.01543 0.008867 69 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 68/499 4.32G 0.02109 0.01543 0.008867 69 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 68/499 4.32G 0.02104 0.01542 0.008744 71 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 68/499 4.32G 0.02104 0.01542 0.008744 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.14it/s] 68/499 4.32G 0.02104 0.01542 0.008734 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.14it/s] 68/499 4.32G 0.02104 0.01542 0.008734 71 640: 90%|######### | 36/40 [00:06<00:00, 5.20it/s] 68/499 4.32G 0.02096 0.01536 0.008696 71 640: 90%|######### | 36/40 [00:07<00:00, 5.20it/s] 68/499 4.32G 0.02096 0.01536 0.008696 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 68/499 4.32G 0.02098 0.01537 0.008787 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 68/499 4.32G 0.02098 0.01537 0.008787 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.14it/s] 68/499 4.32G 0.02091 0.01538 0.008814 84 640: 95%|#########5| 38/40 [00:07<00:00, 5.14it/s] 68/499 4.32G 0.02091 0.01538 0.008814 84 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 68/499 4.32G 0.02091 0.01539 0.008931 43 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 68/499 4.32G 0.02091 0.01539 0.008931 43 640: 100%|##########| 40/40 [00:07<00:00, 5.37it/s] 68/499 4.32G 0.02091 0.01539 0.008931 43 640: 100%|##########| 40/40 [00:07<00:00, 5.20it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.18it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.42it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.37it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.46it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.00it/s] all 132 263 0.0169 0.0158 0.0151 0.0056 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 69/499 4.32G 0.02102 0.01259 0.01196 58 640: 0%| | 0/40 [00:00<?, ?it/s] 69/499 4.32G 0.02102 0.01259 0.01196 58 640: 2%|2 | 1/40 [00:00<00:07, 4.95it/s] 69/499 4.32G 0.02058 0.0137 0.01048 72 640: 2%|2 | 1/40 [00:00<00:07, 4.95it/s] 69/499 4.32G 0.02058 0.0137 0.01048 72 640: 5%|5 | 2/40 [00:00<00:07, 5.21it/s] 69/499 4.32G 0.0218 0.0153 0.008634 84 640: 5%|5 | 2/40 [00:00<00:07, 5.21it/s] 69/499 4.32G 0.0218 0.0153 0.008634 84 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 69/499 4.32G 0.02161 0.01557 0.009799 77 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 69/499 4.32G 0.02161 0.01557 0.009799 77 640: 10%|# | 4/40 [00:00<00:07, 5.09it/s] 69/499 4.32G 0.0214 0.01474 0.008895 57 640: 10%|# | 4/40 [00:00<00:07, 5.09it/s] 69/499 4.32G 0.0214 0.01474 0.008895 57 640: 12%|#2 | 5/40 [00:00<00:06, 5.19it/s] 69/499 4.32G 0.02121 0.01507 0.01007 81 640: 12%|#2 | 5/40 [00:01<00:06, 5.19it/s] 69/499 4.32G 0.02121 0.01507 0.01007 81 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 69/499 4.32G 0.02141 0.01536 0.009701 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 69/499 4.32G 0.02141 0.01536 0.009701 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.09it/s] 69/499 4.32G 0.02131 0.01541 0.009042 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.09it/s] 69/499 4.32G 0.02131 0.01541 0.009042 79 640: 20%|## | 8/40 [00:01<00:06, 5.19it/s] 69/499 4.32G 0.02118 0.01513 0.008624 62 640: 20%|## | 8/40 [00:01<00:06, 5.19it/s] 69/499 4.32G 0.02118 0.01513 0.008624 62 640: 22%|##2 | 9/40 [00:01<00:05, 5.27it/s] 69/499 4.32G 0.02106 0.01508 0.008137 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.27it/s] 69/499 4.32G 0.02106 0.01508 0.008137 74 640: 25%|##5 | 10/40 [00:01<00:05, 5.09it/s] 69/499 4.32G 0.02104 0.01485 0.007864 64 640: 25%|##5 | 10/40 [00:02<00:05, 5.09it/s] 69/499 4.32G 0.02104 0.01485 0.007864 64 640: 28%|##7 | 11/40 [00:02<00:05, 5.15it/s] 69/499 4.32G 0.02095 0.01489 0.007781 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.15it/s] 69/499 4.32G 0.02095 0.01489 0.007781 74 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 69/499 4.32G 0.02099 0.01487 0.008184 71 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 69/499 4.32G 0.02099 0.01487 0.008184 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.12it/s] 69/499 4.32G 0.02098 0.0148 0.008254 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.12it/s] 69/499 4.32G 0.02098 0.0148 0.008254 71 640: 35%|###5 | 14/40 [00:02<00:05, 5.20it/s] 69/499 4.32G 0.02114 0.01487 0.008482 68 640: 35%|###5 | 14/40 [00:02<00:05, 5.20it/s] 69/499 4.32G 0.02114 0.01487 0.008482 68 640: 38%|###7 | 15/40 [00:02<00:04, 5.24it/s] 69/499 4.32G 0.02114 0.01492 0.008495 72 640: 38%|###7 | 15/40 [00:03<00:04, 5.24it/s] 69/499 4.32G 0.02114 0.01492 0.008495 72 640: 40%|#### | 16/40 [00:03<00:04, 5.13it/s] 69/499 4.32G 0.02113 0.01485 0.008457 68 640: 40%|#### | 16/40 [00:03<00:04, 5.13it/s] 69/499 4.32G 0.02113 0.01485 0.008457 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 69/499 4.32G 0.02134 0.01506 0.008468 82 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 69/499 4.32G 0.02134 0.01506 0.008468 82 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 69/499 4.32G 0.02127 0.01503 0.008251 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 69/499 4.32G 0.02127 0.01503 0.008251 72 640: 48%|####7 | 19/40 [00:03<00:04, 5.17it/s] 69/499 4.32G 0.02128 0.01501 0.008159 72 640: 48%|####7 | 19/40 [00:03<00:04, 5.17it/s] 69/499 4.32G 0.02128 0.01501 0.008159 72 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 69/499 4.32G 0.02123 0.01503 0.008046 75 640: 50%|##### | 20/40 [00:04<00:03, 5.25it/s] 69/499 4.32G 0.02123 0.01503 0.008046 75 640: 52%|#####2 | 21/40 [00:04<00:03, 5.30it/s] 69/499 4.32G 0.0212 0.01504 0.007961 72 640: 52%|#####2 | 21/40 [00:04<00:03, 5.30it/s] 69/499 4.32G 0.0212 0.01504 0.007961 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.17it/s] 69/499 4.32G 0.02116 0.01503 0.008002 71 640: 55%|#####5 | 22/40 [00:04<00:03, 5.17it/s] 69/499 4.32G 0.02116 0.01503 0.008002 71 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 69/499 4.32G 0.0211 0.01493 0.007905 65 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 69/499 4.32G 0.0211 0.01493 0.007905 65 640: 60%|###### | 24/40 [00:04<00:03, 5.29it/s] 69/499 4.32G 0.02098 0.01493 0.00775 69 640: 60%|###### | 24/40 [00:04<00:03, 5.29it/s] 69/499 4.32G 0.02098 0.01493 0.00775 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 69/499 4.32G 0.02099 0.0151 0.007825 89 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 69/499 4.32G 0.02099 0.0151 0.007825 89 640: 65%|######5 | 26/40 [00:04<00:02, 5.26it/s] 69/499 4.32G 0.02091 0.01501 0.007735 64 640: 65%|######5 | 26/40 [00:05<00:02, 5.26it/s] 69/499 4.32G 0.02091 0.01501 0.007735 64 640: 68%|######7 | 27/40 [00:05<00:02, 5.33it/s] 69/499 4.32G 0.02084 0.01494 0.007618 59 640: 68%|######7 | 27/40 [00:05<00:02, 5.33it/s] 69/499 4.32G 0.02084 0.01494 0.007618 59 640: 70%|####### | 28/40 [00:05<00:02, 5.10it/s] 69/499 4.32G 0.02078 0.01501 0.007616 83 640: 70%|####### | 28/40 [00:05<00:02, 5.10it/s] 69/499 4.32G 0.02078 0.01501 0.007616 83 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 69/499 4.32G 0.02074 0.01493 0.007674 57 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 69/499 4.32G 0.02074 0.01493 0.007674 57 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 69/499 4.32G 0.02082 0.01482 0.007678 57 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 69/499 4.32G 0.02082 0.01482 0.007678 57 640: 78%|#######7 | 31/40 [00:05<00:01, 5.18it/s] 69/499 4.32G 0.02088 0.01489 0.007671 70 640: 78%|#######7 | 31/40 [00:06<00:01, 5.18it/s] 69/499 4.32G 0.02088 0.01489 0.007671 70 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 69/499 4.32G 0.02088 0.01491 0.00767 71 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 69/499 4.32G 0.02088 0.01491 0.00767 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 69/499 4.32G 0.02087 0.01495 0.007809 83 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 69/499 4.32G 0.02087 0.01495 0.007809 83 640: 85%|########5 | 34/40 [00:06<00:01, 5.17it/s] 69/499 4.32G 0.02082 0.01505 0.007841 93 640: 85%|########5 | 34/40 [00:06<00:01, 5.17it/s] 69/499 4.32G 0.02082 0.01505 0.007841 93 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 69/499 4.32G 0.02079 0.01513 0.007764 90 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 69/499 4.32G 0.02079 0.01513 0.007764 90 640: 90%|######### | 36/40 [00:06<00:00, 5.28it/s] 69/499 4.32G 0.02087 0.01512 0.007767 63 640: 90%|######### | 36/40 [00:07<00:00, 5.28it/s] 69/499 4.32G 0.02087 0.01512 0.007767 63 640: 92%|#########2| 37/40 [00:07<00:00, 5.15it/s] 69/499 4.32G 0.02088 0.01509 0.007859 63 640: 92%|#########2| 37/40 [00:07<00:00, 5.15it/s] 69/499 4.32G 0.02088 0.01509 0.007859 63 640: 95%|#########5| 38/40 [00:07<00:00, 5.23it/s] 69/499 4.32G 0.02093 0.01512 0.008 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.23it/s] 69/499 4.32G 0.02093 0.01512 0.008 77 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 69/499 4.32G 0.0209 0.01514 0.008058 36 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 69/499 4.32G 0.0209 0.01514 0.008058 36 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] 69/499 4.32G 0.0209 0.01514 0.008058 36 640: 100%|##########| 40/40 [00:07<00:00, 5.22it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.78it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.88it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.99it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.53it/s] all 132 263 0.219 0.0391 0.0239 0.00858 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 70/499 4.32G 0.01986 0.01418 0.01086 73 640: 0%| | 0/40 [00:00<?, ?it/s] 70/499 4.32G 0.01986 0.01418 0.01086 73 640: 2%|2 | 1/40 [00:00<00:07, 5.31it/s] 70/499 4.32G 0.02054 0.01383 0.007107 59 640: 2%|2 | 1/40 [00:00<00:07, 5.31it/s] 70/499 4.32G 0.02054 0.01383 0.007107 59 640: 5%|5 | 2/40 [00:00<00:06, 5.45it/s] 70/499 4.32G 0.0205 0.0148 0.007885 80 640: 5%|5 | 2/40 [00:00<00:06, 5.45it/s] 70/499 4.32G 0.0205 0.0148 0.007885 80 640: 8%|7 | 3/40 [00:00<00:07, 5.18it/s] 70/499 4.32G 0.0207 0.01502 0.007261 75 640: 8%|7 | 3/40 [00:00<00:07, 5.18it/s] 70/499 4.32G 0.0207 0.01502 0.007261 75 640: 10%|# | 4/40 [00:00<00:06, 5.30it/s] 70/499 4.32G 0.02071 0.01458 0.007445 56 640: 10%|# | 4/40 [00:00<00:06, 5.30it/s] 70/499 4.32G 0.02071 0.01458 0.007445 56 640: 12%|#2 | 5/40 [00:00<00:06, 5.38it/s] 70/499 4.32G 0.02081 0.01514 0.007395 89 640: 12%|#2 | 5/40 [00:01<00:06, 5.38it/s] 70/499 4.32G 0.02081 0.01514 0.007395 89 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 70/499 4.32G 0.02078 0.01517 0.007057 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 70/499 4.32G 0.02078 0.01517 0.007057 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.25it/s] 70/499 4.32G 0.02108 0.01537 0.007002 75 640: 18%|#7 | 7/40 [00:01<00:06, 5.25it/s] 70/499 4.32G 0.02108 0.01537 0.007002 75 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 70/499 4.32G 0.02105 0.01508 0.007252 61 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 70/499 4.32G 0.02105 0.01508 0.007252 61 640: 22%|##2 | 9/40 [00:01<00:06, 5.15it/s] 70/499 4.32G 0.021 0.0151 0.007308 75 640: 22%|##2 | 9/40 [00:01<00:06, 5.15it/s] 70/499 4.32G 0.021 0.0151 0.007308 75 640: 25%|##5 | 10/40 [00:01<00:05, 5.20it/s] 70/499 4.32G 0.02095 0.01519 0.007531 79 640: 25%|##5 | 10/40 [00:02<00:05, 5.20it/s] 70/499 4.32G 0.02095 0.01519 0.007531 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 70/499 4.32G 0.02098 0.01531 0.007607 83 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 70/499 4.32G 0.02098 0.01531 0.007607 83 640: 30%|### | 12/40 [00:02<00:05, 5.04it/s] 70/499 4.32G 0.02102 0.01524 0.007585 63 640: 30%|### | 12/40 [00:02<00:05, 5.04it/s] 70/499 4.32G 0.02102 0.01524 0.007585 63 640: 32%|###2 | 13/40 [00:02<00:05, 5.14it/s] 70/499 4.32G 0.02108 0.01537 0.00796 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.14it/s] 70/499 4.32G 0.02108 0.01537 0.00796 76 640: 35%|###5 | 14/40 [00:02<00:05, 5.19it/s] 70/499 4.32G 0.021 0.01522 0.007958 64 640: 35%|###5 | 14/40 [00:02<00:05, 5.19it/s] 70/499 4.32G 0.021 0.01522 0.007958 64 640: 38%|###7 | 15/40 [00:02<00:04, 5.06it/s] 70/499 4.32G 0.02081 0.01516 0.008077 79 640: 38%|###7 | 15/40 [00:03<00:04, 5.06it/s] 70/499 4.32G 0.02081 0.01516 0.008077 79 640: 40%|#### | 16/40 [00:03<00:04, 5.11it/s] 70/499 4.32G 0.02076 0.01503 0.008086 63 640: 40%|#### | 16/40 [00:03<00:04, 5.11it/s] 70/499 4.32G 0.02076 0.01503 0.008086 63 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 70/499 4.32G 0.02074 0.01503 0.007897 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 70/499 4.32G 0.02074 0.01503 0.007897 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.09it/s] 70/499 4.32G 0.02072 0.01506 0.008027 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.09it/s] 70/499 4.32G 0.02072 0.01506 0.008027 77 640: 48%|####7 | 19/40 [00:03<00:04, 5.09it/s] 70/499 4.32G 0.02067 0.01498 0.008006 68 640: 48%|####7 | 19/40 [00:03<00:04, 5.09it/s] 70/499 4.32G 0.02067 0.01498 0.008006 68 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 70/499 4.32G 0.02059 0.01484 0.00795 58 640: 50%|##### | 20/40 [00:04<00:03, 5.21it/s] 70/499 4.32G 0.02059 0.01484 0.00795 58 640: 52%|#####2 | 21/40 [00:04<00:03, 5.11it/s] 70/499 4.32G 0.02055 0.01485 0.00828 69 640: 52%|#####2 | 21/40 [00:04<00:03, 5.11it/s] 70/499 4.32G 0.02055 0.01485 0.00828 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 70/499 4.32G 0.02062 0.01506 0.008228 98 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 70/499 4.32G 0.02062 0.01506 0.008228 98 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 70/499 4.32G 0.02063 0.01494 0.008224 56 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 70/499 4.32G 0.02063 0.01494 0.008224 56 640: 60%|###### | 24/40 [00:04<00:03, 5.16it/s] 70/499 4.32G 0.02064 0.0151 0.00819 99 640: 60%|###### | 24/40 [00:04<00:03, 5.16it/s] 70/499 4.32G 0.02064 0.0151 0.00819 99 640: 62%|######2 | 25/40 [00:04<00:02, 5.26it/s] 70/499 4.32G 0.02056 0.01508 0.008263 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.26it/s] 70/499 4.32G 0.02056 0.01508 0.008263 74 640: 65%|######5 | 26/40 [00:04<00:02, 5.35it/s] 70/499 4.32G 0.02053 0.01519 0.008175 90 640: 65%|######5 | 26/40 [00:05<00:02, 5.35it/s] 70/499 4.32G 0.02053 0.01519 0.008175 90 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 70/499 4.32G 0.02069 0.01524 0.008335 69 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 70/499 4.32G 0.02069 0.01524 0.008335 69 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 70/499 4.32G 0.0207 0.01529 0.008318 80 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 70/499 4.32G 0.0207 0.01529 0.008318 80 640: 72%|#######2 | 29/40 [00:05<00:02, 5.37it/s] 70/499 4.32G 0.0207 0.01528 0.008285 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.37it/s] 70/499 4.32G 0.0207 0.01528 0.008285 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.15it/s] 70/499 4.32G 0.0207 0.01521 0.008338 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.15it/s] 70/499 4.32G 0.0207 0.01521 0.008338 65 640: 78%|#######7 | 31/40 [00:05<00:01, 5.21it/s] 70/499 4.32G 0.02069 0.0152 0.008348 73 640: 78%|#######7 | 31/40 [00:06<00:01, 5.21it/s] 70/499 4.32G 0.02069 0.0152 0.008348 73 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 70/499 4.32G 0.02068 0.01522 0.00829 83 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 70/499 4.32G 0.02068 0.01522 0.00829 83 640: 82%|########2 | 33/40 [00:06<00:01, 5.16it/s] 70/499 4.32G 0.02066 0.01515 0.008236 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.16it/s] 70/499 4.32G 0.02066 0.01515 0.008236 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 70/499 4.32G 0.02071 0.01519 0.008283 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 70/499 4.32G 0.02071 0.01519 0.008283 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 70/499 4.32G 0.02071 0.01514 0.00823 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 70/499 4.32G 0.02071 0.01514 0.00823 69 640: 90%|######### | 36/40 [00:06<00:00, 5.15it/s] 70/499 4.32G 0.02071 0.01511 0.008272 76 640: 90%|######### | 36/40 [00:07<00:00, 5.15it/s] 70/499 4.32G 0.02071 0.01511 0.008272 76 640: 92%|#########2| 37/40 [00:07<00:00, 5.22it/s] 70/499 4.32G 0.02069 0.01506 0.008155 62 640: 92%|#########2| 37/40 [00:07<00:00, 5.22it/s] 70/499 4.32G 0.02069 0.01506 0.008155 62 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 70/499 4.32G 0.02064 0.01504 0.008193 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 70/499 4.32G 0.02064 0.01504 0.008193 80 640: 98%|#########7| 39/40 [00:07<00:00, 5.14it/s] 70/499 4.32G 0.02067 0.01507 0.008169 32 640: 98%|#########7| 39/40 [00:07<00:00, 5.14it/s] 70/499 4.32G 0.02067 0.01507 0.008169 32 640: 100%|##########| 40/40 [00:07<00:00, 5.23it/s] 70/499 4.32G 0.02067 0.01507 0.008169 32 640: 100%|##########| 40/40 [00:07<00:00, 5.21it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.80it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.07it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.59it/s] all 132 263 0.0967 0.0421 0.0476 0.0124 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 71/499 4.32G 0.02114 0.01534 0.006981 75 640: 0%| | 0/40 [00:00<?, ?it/s] 71/499 4.32G 0.02114 0.01534 0.006981 75 640: 2%|2 | 1/40 [00:00<00:07, 5.34it/s] 71/499 4.32G 0.0208 0.01451 0.008951 64 640: 2%|2 | 1/40 [00:00<00:07, 5.34it/s] 71/499 4.32G 0.0208 0.01451 0.008951 64 640: 5%|5 | 2/40 [00:00<00:07, 5.07it/s] 71/499 4.32G 0.02148 0.0156 0.009305 77 640: 5%|5 | 2/40 [00:00<00:07, 5.07it/s] 71/499 4.32G 0.02148 0.0156 0.009305 77 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 71/499 4.32G 0.02118 0.01532 0.009467 68 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 71/499 4.32G 0.02118 0.01532 0.009467 68 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 71/499 4.32G 0.02123 0.01537 0.009885 71 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 71/499 4.32G 0.02123 0.01537 0.009885 71 640: 12%|#2 | 5/40 [00:00<00:06, 5.17it/s] 71/499 4.32G 0.02118 0.01584 0.009803 88 640: 12%|#2 | 5/40 [00:01<00:06, 5.17it/s] 71/499 4.32G 0.02118 0.01584 0.009803 88 640: 15%|#5 | 6/40 [00:01<00:06, 5.21it/s] 71/499 4.32G 0.0209 0.01579 0.009133 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.21it/s] 71/499 4.32G 0.0209 0.01579 0.009133 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.25it/s] 71/499 4.32G 0.02099 0.01562 0.009861 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.25it/s] 71/499 4.32G 0.02099 0.01562 0.009861 70 640: 20%|## | 8/40 [00:01<00:06, 5.14it/s] 71/499 4.32G 0.02081 0.01565 0.009277 73 640: 20%|## | 8/40 [00:01<00:06, 5.14it/s] 71/499 4.32G 0.02081 0.01565 0.009277 73 640: 22%|##2 | 9/40 [00:01<00:05, 5.18it/s] 71/499 4.32G 0.02066 0.01575 0.00895 84 640: 22%|##2 | 9/40 [00:01<00:05, 5.18it/s] 71/499 4.32G 0.02066 0.01575 0.00895 84 640: 25%|##5 | 10/40 [00:01<00:05, 5.26it/s] 71/499 4.32G 0.02044 0.01561 0.008586 75 640: 25%|##5 | 10/40 [00:02<00:05, 5.26it/s] 71/499 4.32G 0.02044 0.01561 0.008586 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.08it/s] 71/499 4.32G 0.02035 0.0156 0.0083 86 640: 28%|##7 | 11/40 [00:02<00:05, 5.08it/s] 71/499 4.32G 0.02035 0.0156 0.0083 86 640: 30%|### | 12/40 [00:02<00:05, 5.20it/s] 71/499 4.32G 0.0202 0.01559 0.007989 78 640: 30%|### | 12/40 [00:02<00:05, 5.20it/s] 71/499 4.32G 0.0202 0.01559 0.007989 78 640: 32%|###2 | 13/40 [00:02<00:05, 5.23it/s] 71/499 4.32G 0.0204 0.01584 0.00804 88 640: 32%|###2 | 13/40 [00:02<00:05, 5.23it/s] 71/499 4.32G 0.0204 0.01584 0.00804 88 640: 35%|###5 | 14/40 [00:02<00:05, 5.12it/s] 71/499 4.32G 0.02036 0.01583 0.007957 85 640: 35%|###5 | 14/40 [00:02<00:05, 5.12it/s] 71/499 4.32G 0.02036 0.01583 0.007957 85 640: 38%|###7 | 15/40 [00:02<00:04, 5.18it/s] 71/499 4.32G 0.02051 0.01562 0.008118 56 640: 38%|###7 | 15/40 [00:03<00:04, 5.18it/s] 71/499 4.32G 0.02051 0.01562 0.008118 56 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 71/499 4.32G 0.02054 0.01566 0.007916 75 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 71/499 4.32G 0.02054 0.01566 0.007916 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.10it/s] 71/499 4.32G 0.02052 0.01574 0.007824 87 640: 42%|####2 | 17/40 [00:03<00:04, 5.10it/s] 71/499 4.32G 0.02052 0.01574 0.007824 87 640: 45%|####5 | 18/40 [00:03<00:04, 5.09it/s] 71/499 4.32G 0.02056 0.01575 0.007901 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.09it/s] 71/499 4.32G 0.02056 0.01575 0.007901 74 640: 48%|####7 | 19/40 [00:03<00:04, 5.16it/s] 71/499 4.32G 0.02059 0.01574 0.007854 73 640: 48%|####7 | 19/40 [00:03<00:04, 5.16it/s] 71/499 4.32G 0.02059 0.01574 0.007854 73 640: 50%|##### | 20/40 [00:03<00:04, 4.95it/s] 71/499 4.32G 0.02047 0.01567 0.00778 75 640: 50%|##### | 20/40 [00:04<00:04, 4.95it/s] 71/499 4.32G 0.02047 0.01567 0.00778 75 640: 52%|#####2 | 21/40 [00:04<00:03, 5.06it/s] 71/499 4.32G 0.02039 0.01566 0.007876 80 640: 52%|#####2 | 21/40 [00:04<00:03, 5.06it/s] 71/499 4.32G 0.02039 0.01566 0.007876 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.17it/s] 71/499 4.32G 0.02033 0.01554 0.007817 64 640: 55%|#####5 | 22/40 [00:04<00:03, 5.17it/s] 71/499 4.32G 0.02033 0.01554 0.007817 64 640: 57%|#####7 | 23/40 [00:04<00:03, 5.08it/s] 71/499 4.32G 0.02032 0.01554 0.007752 82 640: 57%|#####7 | 23/40 [00:04<00:03, 5.08it/s] 71/499 4.32G 0.02032 0.01554 0.007752 82 640: 60%|###### | 24/40 [00:04<00:03, 5.15it/s] 71/499 4.32G 0.02033 0.01546 0.007709 63 640: 60%|###### | 24/40 [00:04<00:03, 5.15it/s] 71/499 4.32G 0.02033 0.01546 0.007709 63 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 71/499 4.32G 0.02039 0.01549 0.007807 75 640: 62%|######2 | 25/40 [00:05<00:02, 5.25it/s] 71/499 4.32G 0.02039 0.01549 0.007807 75 640: 65%|######5 | 26/40 [00:05<00:02, 5.15it/s] 71/499 4.32G 0.02032 0.01546 0.007755 79 640: 65%|######5 | 26/40 [00:05<00:02, 5.15it/s] 71/499 4.32G 0.02032 0.01546 0.007755 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 71/499 4.32G 0.02031 0.01548 0.007704 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 71/499 4.32G 0.02031 0.01548 0.007704 76 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 71/499 4.32G 0.02028 0.01547 0.007676 78 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 71/499 4.32G 0.02028 0.01547 0.007676 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.15it/s] 71/499 4.32G 0.02026 0.01542 0.007624 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.15it/s] 71/499 4.32G 0.02026 0.01542 0.007624 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 71/499 4.32G 0.02023 0.01547 0.0076 84 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 71/499 4.32G 0.02023 0.01547 0.0076 84 640: 78%|#######7 | 31/40 [00:05<00:01, 5.27it/s] 71/499 4.32G 0.02019 0.01545 0.00753 75 640: 78%|#######7 | 31/40 [00:06<00:01, 5.27it/s] 71/499 4.32G 0.02019 0.01545 0.00753 75 640: 80%|######## | 32/40 [00:06<00:01, 5.13it/s] 71/499 4.32G 0.02024 0.01548 0.007628 79 640: 80%|######## | 32/40 [00:06<00:01, 5.13it/s] 71/499 4.32G 0.02024 0.01548 0.007628 79 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 71/499 4.32G 0.02021 0.01548 0.007665 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 71/499 4.32G 0.02021 0.01548 0.007665 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 71/499 4.32G 0.0202 0.01545 0.007696 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 71/499 4.32G 0.0202 0.01545 0.007696 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.13it/s] 71/499 4.32G 0.02019 0.01546 0.007672 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.13it/s] 71/499 4.32G 0.02019 0.01546 0.007672 75 640: 90%|######### | 36/40 [00:06<00:00, 5.13it/s] 71/499 4.32G 0.02025 0.01553 0.007656 81 640: 90%|######### | 36/40 [00:07<00:00, 5.13it/s] 71/499 4.32G 0.02025 0.01553 0.007656 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.15it/s] 71/499 4.32G 0.02024 0.0155 0.007838 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.15it/s] 71/499 4.32G 0.02024 0.0155 0.007838 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.02it/s] 71/499 4.32G 0.02025 0.01545 0.007908 64 640: 95%|#########5| 38/40 [00:07<00:00, 5.02it/s] 71/499 4.32G 0.02025 0.01545 0.007908 64 640: 98%|#########7| 39/40 [00:07<00:00, 5.13it/s] 71/499 4.32G 0.0203 0.01557 0.007884 51 640: 98%|#########7| 39/40 [00:07<00:00, 5.13it/s] 71/499 4.32G 0.0203 0.01557 0.007884 51 640: 100%|##########| 40/40 [00:07<00:00, 5.21it/s] 71/499 4.32G 0.0203 0.01557 0.007884 51 640: 100%|##########| 40/40 [00:07<00:00, 5.17it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.03it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.13it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.15it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.28it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.80it/s] all 132 263 0.0025 0.0246 0.00169 0.000567 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 72/499 4.32G 0.02002 0.01164 0.005253 53 640: 0%| | 0/40 [00:00<?, ?it/s] 72/499 4.32G 0.02002 0.01164 0.005253 53 640: 2%|2 | 1/40 [00:00<00:07, 4.93it/s] 72/499 4.32G 0.021 0.01279 0.008333 62 640: 2%|2 | 1/40 [00:00<00:07, 4.93it/s] 72/499 4.32G 0.021 0.01279 0.008333 62 640: 5%|5 | 2/40 [00:00<00:07, 5.23it/s] 72/499 4.32G 0.02058 0.01311 0.007746 70 640: 5%|5 | 2/40 [00:00<00:07, 5.23it/s] 72/499 4.32G 0.02058 0.01311 0.007746 70 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 72/499 4.32G 0.02095 0.01432 0.008183 76 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 72/499 4.32G 0.02095 0.01432 0.008183 76 640: 10%|# | 4/40 [00:00<00:07, 5.09it/s] 72/499 4.32G 0.02125 0.01448 0.007901 66 640: 10%|# | 4/40 [00:00<00:07, 5.09it/s] 72/499 4.32G 0.02125 0.01448 0.007901 66 640: 12%|#2 | 5/40 [00:00<00:06, 5.20it/s] 72/499 4.32G 0.02081 0.01428 0.007253 71 640: 12%|#2 | 5/40 [00:01<00:06, 5.20it/s] 72/499 4.32G 0.02081 0.01428 0.007253 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 72/499 4.32G 0.02106 0.01463 0.007716 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 72/499 4.32G 0.02106 0.01463 0.007716 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.11it/s] 72/499 4.32G 0.02067 0.01451 0.007331 72 640: 18%|#7 | 7/40 [00:01<00:06, 5.11it/s] 72/499 4.32G 0.02067 0.01451 0.007331 72 640: 20%|## | 8/40 [00:01<00:06, 5.17it/s] 72/499 4.32G 0.02041 0.01475 0.007216 82 640: 20%|## | 8/40 [00:01<00:06, 5.17it/s] 72/499 4.32G 0.02041 0.01475 0.007216 82 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 72/499 4.32G 0.02056 0.01465 0.007345 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 72/499 4.32G 0.02056 0.01465 0.007345 68 640: 25%|##5 | 10/40 [00:01<00:05, 5.12it/s] 72/499 4.32G 0.02037 0.01457 0.007103 71 640: 25%|##5 | 10/40 [00:02<00:05, 5.12it/s] 72/499 4.32G 0.02037 0.01457 0.007103 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.18it/s] 72/499 4.32G 0.02051 0.01466 0.007049 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.18it/s] 72/499 4.32G 0.02051 0.01466 0.007049 71 640: 30%|### | 12/40 [00:02<00:05, 5.24it/s] 72/499 4.32G 0.02047 0.0147 0.006923 72 640: 30%|### | 12/40 [00:02<00:05, 5.24it/s] 72/499 4.32G 0.02047 0.0147 0.006923 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.12it/s] 72/499 4.32G 0.02029 0.01459 0.006743 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.12it/s] 72/499 4.32G 0.02029 0.01459 0.006743 73 640: 35%|###5 | 14/40 [00:02<00:04, 5.20it/s] 72/499 4.32G 0.02025 0.01477 0.006833 84 640: 35%|###5 | 14/40 [00:02<00:04, 5.20it/s] 72/499 4.32G 0.02025 0.01477 0.006833 84 640: 38%|###7 | 15/40 [00:02<00:04, 5.28it/s] 72/499 4.32G 0.0203 0.01479 0.006767 76 640: 38%|###7 | 15/40 [00:03<00:04, 5.28it/s] 72/499 4.32G 0.0203 0.01479 0.006767 76 640: 40%|#### | 16/40 [00:03<00:04, 5.11it/s] 72/499 4.32G 0.02034 0.01482 0.006994 71 640: 40%|#### | 16/40 [00:03<00:04, 5.11it/s] 72/499 4.32G 0.02034 0.01482 0.006994 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.16it/s] 72/499 4.32G 0.02022 0.01466 0.00708 63 640: 42%|####2 | 17/40 [00:03<00:04, 5.16it/s] 72/499 4.32G 0.02022 0.01466 0.00708 63 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 72/499 4.32G 0.02023 0.0147 0.007245 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 72/499 4.32G 0.02023 0.0147 0.007245 80 640: 48%|####7 | 19/40 [00:03<00:04, 5.14it/s] 72/499 4.32G 0.02022 0.0147 0.007441 67 640: 48%|####7 | 19/40 [00:03<00:04, 5.14it/s] 72/499 4.32G 0.02022 0.0147 0.007441 67 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 72/499 4.32G 0.02022 0.01474 0.007405 71 640: 50%|##### | 20/40 [00:04<00:03, 5.21it/s] 72/499 4.32G 0.02022 0.01474 0.007405 71 640: 52%|#####2 | 21/40 [00:04<00:03, 5.29it/s] 72/499 4.32G 0.02015 0.01471 0.007466 72 640: 52%|#####2 | 21/40 [00:04<00:03, 5.29it/s] 72/499 4.32G 0.02015 0.01471 0.007466 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.16it/s] 72/499 4.32G 0.02006 0.0147 0.00738 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.16it/s] 72/499 4.32G 0.02006 0.0147 0.00738 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 72/499 4.32G 0.02004 0.01472 0.007379 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 72/499 4.32G 0.02004 0.01472 0.007379 72 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 72/499 4.32G 0.02006 0.01471 0.007289 71 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 72/499 4.32G 0.02006 0.01471 0.007289 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.18it/s] 72/499 4.32G 0.01998 0.01468 0.007286 70 640: 62%|######2 | 25/40 [00:04<00:02, 5.18it/s] 72/499 4.32G 0.01998 0.01468 0.007286 70 640: 65%|######5 | 26/40 [00:04<00:02, 5.25it/s] 72/499 4.32G 0.01997 0.01467 0.007257 75 640: 65%|######5 | 26/40 [00:05<00:02, 5.25it/s] 72/499 4.32G 0.01997 0.01467 0.007257 75 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 72/499 4.32G 0.02011 0.01477 0.007642 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 72/499 4.32G 0.02011 0.01477 0.007642 74 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 72/499 4.32G 0.02006 0.01482 0.007605 76 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 72/499 4.32G 0.02006 0.01482 0.007605 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 72/499 4.32G 0.02009 0.01474 0.007906 62 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 72/499 4.32G 0.02009 0.01474 0.007906 62 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 72/499 4.32G 0.02007 0.01476 0.008033 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 72/499 4.32G 0.02007 0.01476 0.008033 76 640: 78%|#######7 | 31/40 [00:05<00:01, 5.17it/s] 72/499 4.32G 0.02003 0.01473 0.008218 69 640: 78%|#######7 | 31/40 [00:06<00:01, 5.17it/s] 72/499 4.32G 0.02003 0.01473 0.008218 69 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 72/499 4.32G 0.01997 0.01471 0.008195 73 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 72/499 4.32G 0.01997 0.01471 0.008195 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.34it/s] 72/499 4.32G 0.01998 0.01482 0.008125 88 640: 82%|########2 | 33/40 [00:06<00:01, 5.34it/s] 72/499 4.32G 0.01998 0.01482 0.008125 88 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 72/499 4.32G 0.01997 0.01497 0.00808 105 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 72/499 4.32G 0.01997 0.01497 0.00808 105 640: 88%|########7 | 35/40 [00:06<00:00, 5.25it/s] 72/499 4.32G 0.01997 0.01499 0.00802 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.25it/s] 72/499 4.32G 0.01997 0.01499 0.00802 69 640: 90%|######### | 36/40 [00:06<00:00, 5.32it/s] 72/499 4.32G 0.01994 0.01497 0.007994 69 640: 90%|######### | 36/40 [00:07<00:00, 5.32it/s] 72/499 4.32G 0.01994 0.01497 0.007994 69 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 72/499 4.32G 0.01992 0.01505 0.007925 101 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 72/499 4.32G 0.01992 0.01505 0.007925 101 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 72/499 4.32G 0.01996 0.015 0.007963 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 72/499 4.32G 0.01996 0.015 0.007963 71 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 72/499 4.32G 0.01991 0.01488 0.007845 25 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 72/499 4.32G 0.01991 0.01488 0.007845 25 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] 72/499 4.32G 0.01991 0.01488 0.007845 25 640: 100%|##########| 40/40 [00:07<00:00, 5.22it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.01it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.09it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.09it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.18it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.72it/s] all 132 263 0.00202 0.0316 0.0014 0.000473 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 73/499 4.32G 0.01978 0.01581 0.006519 77 640: 0%| | 0/40 [00:00<?, ?it/s] 73/499 4.32G 0.01978 0.01581 0.006519 77 640: 2%|2 | 1/40 [00:00<00:07, 5.37it/s] 73/499 4.32G 0.01975 0.01605 0.006487 80 640: 2%|2 | 1/40 [00:00<00:07, 5.37it/s] 73/499 4.32G 0.01975 0.01605 0.006487 80 640: 5%|5 | 2/40 [00:00<00:06, 5.46it/s] 73/499 4.32G 0.01997 0.01577 0.006612 75 640: 5%|5 | 2/40 [00:00<00:06, 5.46it/s] 73/499 4.32G 0.01997 0.01577 0.006612 75 640: 8%|7 | 3/40 [00:00<00:07, 5.19it/s] 73/499 4.32G 0.01994 0.01528 0.006708 69 640: 8%|7 | 3/40 [00:00<00:07, 5.19it/s] 73/499 4.32G 0.01994 0.01528 0.006708 69 640: 10%|# | 4/40 [00:00<00:06, 5.30it/s] 73/499 4.32G 0.01955 0.01536 0.007502 85 640: 10%|# | 4/40 [00:00<00:06, 5.30it/s] 73/499 4.32G 0.01955 0.01536 0.007502 85 640: 12%|#2 | 5/40 [00:00<00:06, 5.38it/s] 73/499 4.32G 0.01937 0.01504 0.007321 74 640: 12%|#2 | 5/40 [00:01<00:06, 5.38it/s] 73/499 4.32G 0.01937 0.01504 0.007321 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 73/499 4.32G 0.01962 0.01518 0.007397 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 73/499 4.32G 0.01962 0.01518 0.007397 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.29it/s] 73/499 4.32G 0.01978 0.01535 0.00825 71 640: 18%|#7 | 7/40 [00:01<00:06, 5.29it/s] 73/499 4.32G 0.01978 0.01535 0.00825 71 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 73/499 4.32G 0.01983 0.01565 0.007813 82 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 73/499 4.32G 0.01983 0.01565 0.007813 82 640: 22%|##2 | 9/40 [00:01<00:05, 5.17it/s] 73/499 4.32G 0.01979 0.01592 0.007572 85 640: 22%|##2 | 9/40 [00:01<00:05, 5.17it/s] 73/499 4.32G 0.01979 0.01592 0.007572 85 640: 25%|##5 | 10/40 [00:01<00:05, 5.27it/s] 73/499 4.32G 0.01953 0.01573 0.007174 73 640: 25%|##5 | 10/40 [00:02<00:05, 5.27it/s] 73/499 4.32G 0.01953 0.01573 0.007174 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.34it/s] 73/499 4.32G 0.01936 0.01531 0.007335 53 640: 28%|##7 | 11/40 [00:02<00:05, 5.34it/s] 73/499 4.32G 0.01936 0.01531 0.007335 53 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 73/499 4.32G 0.01932 0.01497 0.007027 58 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 73/499 4.32G 0.01932 0.01497 0.007027 58 640: 32%|###2 | 13/40 [00:02<00:05, 5.23it/s] 73/499 4.32G 0.01918 0.01495 0.006916 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.23it/s] 73/499 4.32G 0.01918 0.01495 0.006916 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 73/499 4.32G 0.01909 0.01495 0.007137 77 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 73/499 4.32G 0.01909 0.01495 0.007137 77 640: 38%|###7 | 15/40 [00:02<00:04, 5.06it/s] 73/499 4.32G 0.01909 0.01513 0.007133 91 640: 38%|###7 | 15/40 [00:03<00:04, 5.06it/s] 73/499 4.32G 0.01909 0.01513 0.007133 91 640: 40%|#### | 16/40 [00:03<00:04, 5.19it/s] 73/499 4.32G 0.01902 0.01506 0.00707 77 640: 40%|#### | 16/40 [00:03<00:04, 5.19it/s] 73/499 4.32G 0.01902 0.01506 0.00707 77 640: 42%|####2 | 17/40 [00:03<00:04, 5.28it/s] 73/499 4.32G 0.019 0.01522 0.007179 92 640: 42%|####2 | 17/40 [00:03<00:04, 5.28it/s] 73/499 4.32G 0.019 0.01522 0.007179 92 640: 45%|####5 | 18/40 [00:03<00:04, 5.11it/s] 73/499 4.32G 0.01892 0.01523 0.007184 82 640: 45%|####5 | 18/40 [00:03<00:04, 5.11it/s] 73/499 4.32G 0.01892 0.01523 0.007184 82 640: 48%|####7 | 19/40 [00:03<00:04, 5.17it/s] 73/499 4.32G 0.01903 0.01521 0.007218 68 640: 48%|####7 | 19/40 [00:03<00:04, 5.17it/s] 73/499 4.32G 0.01903 0.01521 0.007218 68 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 73/499 4.32G 0.01905 0.01542 0.007267 103 640: 50%|##### | 20/40 [00:04<00:03, 5.21it/s] 73/499 4.32G 0.01905 0.01542 0.007267 103 640: 52%|#####2 | 21/40 [00:04<00:03, 5.12it/s] 73/499 4.32G 0.01908 0.01541 0.007147 74 640: 52%|#####2 | 21/40 [00:04<00:03, 5.12it/s] 73/499 4.32G 0.01908 0.01541 0.007147 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 73/499 4.32G 0.01909 0.01532 0.007057 65 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 73/499 4.32G 0.01909 0.01532 0.007057 65 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 73/499 4.32G 0.0192 0.01527 0.007154 68 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 73/499 4.32G 0.0192 0.01527 0.007154 68 640: 60%|###### | 24/40 [00:04<00:03, 5.13it/s] 73/499 4.32G 0.01917 0.01518 0.007046 68 640: 60%|###### | 24/40 [00:04<00:03, 5.13it/s] 73/499 4.32G 0.01917 0.01518 0.007046 68 640: 62%|######2 | 25/40 [00:04<00:02, 5.15it/s] 73/499 4.32G 0.01917 0.01518 0.007017 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.15it/s] 73/499 4.32G 0.01917 0.01518 0.007017 72 640: 65%|######5 | 26/40 [00:04<00:02, 5.26it/s] 73/499 4.32G 0.01928 0.01518 0.006963 76 640: 65%|######5 | 26/40 [00:05<00:02, 5.26it/s] 73/499 4.32G 0.01928 0.01518 0.006963 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.15it/s] 73/499 4.32G 0.01922 0.01511 0.006868 69 640: 68%|######7 | 27/40 [00:05<00:02, 5.15it/s] 73/499 4.32G 0.01922 0.01511 0.006868 69 640: 70%|####### | 28/40 [00:05<00:02, 5.13it/s] 73/499 4.32G 0.01922 0.01509 0.00693 70 640: 70%|####### | 28/40 [00:05<00:02, 5.13it/s] 73/499 4.32G 0.01922 0.01509 0.00693 70 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 73/499 4.32G 0.01924 0.01501 0.006839 61 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 73/499 4.32G 0.01924 0.01501 0.006839 61 640: 75%|#######5 | 30/40 [00:05<00:01, 5.14it/s] 73/499 4.32G 0.01924 0.0149 0.006825 59 640: 75%|#######5 | 30/40 [00:05<00:01, 5.14it/s] 73/499 4.32G 0.01924 0.0149 0.006825 59 640: 78%|#######7 | 31/40 [00:05<00:01, 5.17it/s] 73/499 4.32G 0.01926 0.01492 0.006779 74 640: 78%|#######7 | 31/40 [00:06<00:01, 5.17it/s] 73/499 4.32G 0.01926 0.01492 0.006779 74 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 73/499 4.32G 0.01926 0.01481 0.006885 58 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 73/499 4.32G 0.01926 0.01481 0.006885 58 640: 82%|########2 | 33/40 [00:06<00:01, 5.09it/s] 73/499 4.32G 0.0193 0.01487 0.006881 83 640: 82%|########2 | 33/40 [00:06<00:01, 5.09it/s] 73/499 4.32G 0.0193 0.01487 0.006881 83 640: 85%|########5 | 34/40 [00:06<00:01, 5.14it/s] 73/499 4.32G 0.01933 0.01487 0.006871 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.14it/s] 73/499 4.32G 0.01933 0.01487 0.006871 79 640: 88%|########7 | 35/40 [00:06<00:00, 5.17it/s] 73/499 4.32G 0.01929 0.01488 0.006835 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.17it/s] 73/499 4.32G 0.01929 0.01488 0.006835 81 640: 90%|######### | 36/40 [00:06<00:00, 5.09it/s] 73/499 4.32G 0.01927 0.01483 0.00677 63 640: 90%|######### | 36/40 [00:07<00:00, 5.09it/s] 73/499 4.32G 0.01927 0.01483 0.00677 63 640: 92%|#########2| 37/40 [00:07<00:00, 5.16it/s] 73/499 4.32G 0.01933 0.01483 0.006819 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.16it/s] 73/499 4.32G 0.01933 0.01483 0.006819 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 73/499 4.32G 0.01939 0.01481 0.006941 64 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 73/499 4.32G 0.01939 0.01481 0.006941 64 640: 98%|#########7| 39/40 [00:07<00:00, 5.15it/s] 73/499 4.32G 0.01945 0.01477 0.006938 30 640: 98%|#########7| 39/40 [00:07<00:00, 5.15it/s] 73/499 4.32G 0.01945 0.01477 0.006938 30 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] 73/499 4.32G 0.01945 0.01477 0.006938 30 640: 100%|##########| 40/40 [00:07<00:00, 5.21it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.05it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.39it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.48it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.98it/s] all 132 263 0.0111 0.0333 0.013 0.0034 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 74/499 4.32G 0.02045 0.01571 0.003385 81 640: 0%| | 0/40 [00:00<?, ?it/s] 74/499 4.32G 0.02045 0.01571 0.003385 81 640: 2%|2 | 1/40 [00:00<00:07, 5.33it/s] 74/499 4.32G 0.0202 0.0165 0.007046 79 640: 2%|2 | 1/40 [00:00<00:07, 5.33it/s] 74/499 4.32G 0.0202 0.0165 0.007046 79 640: 5%|5 | 2/40 [00:00<00:07, 4.97it/s] 74/499 4.32G 0.01992 0.01511 0.008488 66 640: 5%|5 | 2/40 [00:00<00:07, 4.97it/s] 74/499 4.32G 0.01992 0.01511 0.008488 66 640: 8%|7 | 3/40 [00:00<00:07, 5.20it/s] 74/499 4.32G 0.02018 0.01485 0.007746 70 640: 8%|7 | 3/40 [00:00<00:07, 5.20it/s] 74/499 4.32G 0.02018 0.01485 0.007746 70 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 74/499 4.32G 0.02047 0.01453 0.007872 61 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 74/499 4.32G 0.02047 0.01453 0.007872 61 640: 12%|#2 | 5/40 [00:00<00:06, 5.17it/s] 74/499 4.32G 0.02035 0.01457 0.007518 76 640: 12%|#2 | 5/40 [00:01<00:06, 5.17it/s] 74/499 4.32G 0.02035 0.01457 0.007518 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 74/499 4.32G 0.02027 0.01449 0.007208 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 74/499 4.32G 0.02027 0.01449 0.007208 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 74/499 4.32G 0.02029 0.01472 0.007126 81 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 74/499 4.32G 0.02029 0.01472 0.007126 81 640: 20%|## | 8/40 [00:01<00:06, 5.18it/s] 74/499 4.32G 0.02027 0.01465 0.00707 70 640: 20%|## | 8/40 [00:01<00:06, 5.18it/s] 74/499 4.32G 0.02027 0.01465 0.00707 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.28it/s] 74/499 4.32G 0.02025 0.01469 0.007047 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.28it/s] 74/499 4.32G 0.02025 0.01469 0.007047 72 640: 25%|##5 | 10/40 [00:01<00:05, 5.34it/s] 74/499 4.32G 0.02037 0.01444 0.007213 57 640: 25%|##5 | 10/40 [00:02<00:05, 5.34it/s] 74/499 4.32G 0.02037 0.01444 0.007213 57 640: 28%|##7 | 11/40 [00:02<00:05, 5.12it/s] 74/499 4.32G 0.02039 0.01457 0.007036 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.12it/s] 74/499 4.32G 0.02039 0.01457 0.007036 78 640: 30%|### | 12/40 [00:02<00:05, 5.17it/s] 74/499 4.32G 0.02037 0.01452 0.006884 73 640: 30%|### | 12/40 [00:02<00:05, 5.17it/s] 74/499 4.32G 0.02037 0.01452 0.006884 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 74/499 4.32G 0.0203 0.01456 0.006863 79 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 74/499 4.32G 0.0203 0.01456 0.006863 79 640: 35%|###5 | 14/40 [00:02<00:05, 5.15it/s] 74/499 4.32G 0.02029 0.01477 0.006936 84 640: 35%|###5 | 14/40 [00:02<00:05, 5.15it/s] 74/499 4.32G 0.02029 0.01477 0.006936 84 640: 38%|###7 | 15/40 [00:02<00:04, 5.25it/s] 74/499 4.32G 0.02007 0.01468 0.006759 70 640: 38%|###7 | 15/40 [00:03<00:04, 5.25it/s] 74/499 4.32G 0.02007 0.01468 0.006759 70 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 74/499 4.32G 0.02005 0.01464 0.006599 65 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 74/499 4.32G 0.02005 0.01464 0.006599 65 640: 42%|####2 | 17/40 [00:03<00:04, 5.07it/s] 74/499 4.32G 0.01996 0.0147 0.00651 84 640: 42%|####2 | 17/40 [00:03<00:04, 5.07it/s] 74/499 4.32G 0.01996 0.0147 0.00651 84 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 74/499 4.32G 0.02007 0.01476 0.006687 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 74/499 4.32G 0.02007 0.01476 0.006687 74 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 74/499 4.32G 0.01998 0.01476 0.0066 81 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 74/499 4.32G 0.01998 0.01476 0.0066 81 640: 50%|##### | 20/40 [00:03<00:03, 5.11it/s] 74/499 4.32G 0.01998 0.01459 0.007096 51 640: 50%|##### | 20/40 [00:04<00:03, 5.11it/s] 74/499 4.32G 0.01998 0.01459 0.007096 51 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 74/499 4.32G 0.02005 0.01465 0.007208 76 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 74/499 4.32G 0.02005 0.01465 0.007208 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 74/499 4.32G 0.02008 0.01463 0.007108 71 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 74/499 4.32G 0.02008 0.01463 0.007108 71 640: 57%|#####7 | 23/40 [00:04<00:03, 5.16it/s] 74/499 4.32G 0.02013 0.01473 0.007194 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.16it/s] 74/499 4.32G 0.02013 0.01473 0.007194 74 640: 60%|###### | 24/40 [00:04<00:03, 5.26it/s] 74/499 4.32G 0.02012 0.01466 0.007193 66 640: 60%|###### | 24/40 [00:04<00:03, 5.26it/s] 74/499 4.32G 0.02012 0.01466 0.007193 66 640: 62%|######2 | 25/40 [00:04<00:02, 5.34it/s] 74/499 4.32G 0.02008 0.01467 0.007263 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.34it/s] 74/499 4.32G 0.02008 0.01467 0.007263 78 640: 65%|######5 | 26/40 [00:04<00:02, 5.21it/s] 74/499 4.32G 0.02003 0.01469 0.007241 73 640: 65%|######5 | 26/40 [00:05<00:02, 5.21it/s] 74/499 4.32G 0.02003 0.01469 0.007241 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 74/499 4.32G 0.02008 0.01466 0.007141 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 74/499 4.32G 0.02008 0.01466 0.007141 70 640: 70%|####### | 28/40 [00:05<00:02, 5.36it/s] 74/499 4.32G 0.02015 0.01467 0.007285 63 640: 70%|####### | 28/40 [00:05<00:02, 5.36it/s] 74/499 4.32G 0.02015 0.01467 0.007285 63 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 74/499 4.32G 0.0201 0.01462 0.007262 66 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 74/499 4.32G 0.0201 0.01462 0.007262 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 74/499 4.32G 0.01999 0.01452 0.007118 64 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 74/499 4.32G 0.01999 0.01452 0.007118 64 640: 78%|#######7 | 31/40 [00:05<00:01, 5.34it/s] 74/499 4.32G 0.02003 0.01464 0.007368 88 640: 78%|#######7 | 31/40 [00:06<00:01, 5.34it/s] 74/499 4.32G 0.02003 0.01464 0.007368 88 640: 80%|######## | 32/40 [00:06<00:01, 5.17it/s] 74/499 4.32G 0.02008 0.01459 0.007372 64 640: 80%|######## | 32/40 [00:06<00:01, 5.17it/s] 74/499 4.32G 0.02008 0.01459 0.007372 64 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 74/499 4.32G 0.02001 0.01462 0.007427 88 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 74/499 4.32G 0.02001 0.01462 0.007427 88 640: 85%|########5 | 34/40 [00:06<00:01, 5.30it/s] 74/499 4.32G 0.02003 0.01467 0.007468 71 640: 85%|########5 | 34/40 [00:06<00:01, 5.30it/s] 74/499 4.32G 0.02003 0.01467 0.007468 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.15it/s] 74/499 4.32G 0.01995 0.01455 0.007471 55 640: 88%|########7 | 35/40 [00:06<00:00, 5.15it/s] 74/499 4.32G 0.01995 0.01455 0.007471 55 640: 90%|######### | 36/40 [00:06<00:00, 5.23it/s] 74/499 4.32G 0.01996 0.01457 0.007479 74 640: 90%|######### | 36/40 [00:07<00:00, 5.23it/s] 74/499 4.32G 0.01996 0.01457 0.007479 74 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 74/499 4.32G 0.01993 0.01449 0.007378 63 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 74/499 4.32G 0.01993 0.01449 0.007378 63 640: 95%|#########5| 38/40 [00:07<00:00, 5.17it/s] 74/499 4.32G 0.0199 0.01452 0.007316 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.17it/s] 74/499 4.32G 0.0199 0.01452 0.007316 81 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 74/499 4.32G 0.01998 0.01453 0.007651 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 74/499 4.32G 0.01998 0.01453 0.007651 38 640: 100%|##########| 40/40 [00:07<00:00, 5.38it/s] 74/499 4.32G 0.01998 0.01453 0.007651 38 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.05it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.17it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.67it/s] all 132 263 0.012 0.0441 0.013 0.00465 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 75/499 4.32G 0.0198 0.01492 0.007897 75 640: 0%| | 0/40 [00:00<?, ?it/s] 75/499 4.32G 0.0198 0.01492 0.007897 75 640: 2%|2 | 1/40 [00:00<00:08, 4.67it/s] 75/499 4.32G 0.02019 0.01617 0.009379 86 640: 2%|2 | 1/40 [00:00<00:08, 4.67it/s] 75/499 4.32G 0.02019 0.01617 0.009379 86 640: 5%|5 | 2/40 [00:00<00:07, 5.07it/s] 75/499 4.32G 0.0195 0.01491 0.009103 68 640: 5%|5 | 2/40 [00:00<00:07, 5.07it/s] 75/499 4.32G 0.0195 0.01491 0.009103 68 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 75/499 4.32G 0.01956 0.01528 0.009797 77 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 75/499 4.32G 0.01956 0.01528 0.009797 77 640: 10%|# | 4/40 [00:00<00:07, 5.11it/s] 75/499 4.32G 0.01977 0.01555 0.008679 81 640: 10%|# | 4/40 [00:00<00:07, 5.11it/s] 75/499 4.32G 0.01977 0.01555 0.008679 81 640: 12%|#2 | 5/40 [00:00<00:06, 5.20it/s] 75/499 4.32G 0.01992 0.01526 0.008471 65 640: 12%|#2 | 5/40 [00:01<00:06, 5.20it/s] 75/499 4.32G 0.01992 0.01526 0.008471 65 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 75/499 4.32G 0.01979 0.01558 0.008228 87 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 75/499 4.32G 0.01979 0.01558 0.008228 87 640: 18%|#7 | 7/40 [00:01<00:06, 5.11it/s] 75/499 4.32G 0.01981 0.0157 0.008144 83 640: 18%|#7 | 7/40 [00:01<00:06, 5.11it/s] 75/499 4.32G 0.01981 0.0157 0.008144 83 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 75/499 4.32G 0.01957 0.01505 0.008015 58 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 75/499 4.32G 0.01957 0.01505 0.008015 58 640: 22%|##2 | 9/40 [00:01<00:05, 5.27it/s] 75/499 4.32G 0.01942 0.01523 0.008118 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.27it/s] 75/499 4.32G 0.01942 0.01523 0.008118 80 640: 25%|##5 | 10/40 [00:01<00:05, 5.09it/s] 75/499 4.32G 0.01944 0.01507 0.007959 67 640: 25%|##5 | 10/40 [00:02<00:05, 5.09it/s] 75/499 4.32G 0.01944 0.01507 0.007959 67 640: 28%|##7 | 11/40 [00:02<00:05, 5.17it/s] 75/499 4.32G 0.01948 0.01511 0.008364 80 640: 28%|##7 | 11/40 [00:02<00:05, 5.17it/s] 75/499 4.32G 0.01948 0.01511 0.008364 80 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 75/499 4.32G 0.01934 0.01505 0.008405 82 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 75/499 4.32G 0.01934 0.01505 0.008405 82 640: 32%|###2 | 13/40 [00:02<00:05, 5.05it/s] 75/499 4.32G 0.01951 0.01532 0.008177 86 640: 32%|###2 | 13/40 [00:02<00:05, 5.05it/s] 75/499 4.32G 0.01951 0.01532 0.008177 86 640: 35%|###5 | 14/40 [00:02<00:05, 5.15it/s] 75/499 4.32G 0.01973 0.01534 0.008638 72 640: 35%|###5 | 14/40 [00:02<00:05, 5.15it/s] 75/499 4.32G 0.01973 0.01534 0.008638 72 640: 38%|###7 | 15/40 [00:02<00:04, 5.24it/s] 75/499 4.32G 0.01977 0.01536 0.0088 76 640: 38%|###7 | 15/40 [00:03<00:04, 5.24it/s] 75/499 4.32G 0.01977 0.01536 0.0088 76 640: 40%|#### | 16/40 [00:03<00:04, 5.12it/s] 75/499 4.32G 0.0197 0.01517 0.008635 62 640: 40%|#### | 16/40 [00:03<00:04, 5.12it/s] 75/499 4.32G 0.0197 0.01517 0.008635 62 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 75/499 4.32G 0.0197 0.01513 0.008483 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 75/499 4.32G 0.0197 0.01513 0.008483 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 75/499 4.32G 0.01971 0.01518 0.008364 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 75/499 4.32G 0.01971 0.01518 0.008364 78 640: 48%|####7 | 19/40 [00:03<00:04, 5.14it/s] 75/499 4.32G 0.01966 0.01529 0.008207 95 640: 48%|####7 | 19/40 [00:03<00:04, 5.14it/s] 75/499 4.32G 0.01966 0.01529 0.008207 95 640: 50%|##### | 20/40 [00:03<00:03, 5.18it/s] 75/499 4.32G 0.01971 0.01532 0.008112 75 640: 50%|##### | 20/40 [00:04<00:03, 5.18it/s] 75/499 4.32G 0.01971 0.01532 0.008112 75 640: 52%|#####2 | 21/40 [00:04<00:03, 5.26it/s] 75/499 4.32G 0.01984 0.0154 0.008101 77 640: 52%|#####2 | 21/40 [00:04<00:03, 5.26it/s] 75/499 4.32G 0.01984 0.0154 0.008101 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.11it/s] 75/499 4.32G 0.01983 0.01538 0.008163 81 640: 55%|#####5 | 22/40 [00:04<00:03, 5.11it/s] 75/499 4.32G 0.01983 0.01538 0.008163 81 640: 57%|#####7 | 23/40 [00:04<00:03, 5.19it/s] 75/499 4.32G 0.01969 0.01544 0.008198 95 640: 57%|#####7 | 23/40 [00:04<00:03, 5.19it/s] 75/499 4.32G 0.01969 0.01544 0.008198 95 640: 60%|###### | 24/40 [00:04<00:03, 5.25it/s] 75/499 4.32G 0.01968 0.01539 0.00806 78 640: 60%|###### | 24/40 [00:04<00:03, 5.25it/s] 75/499 4.32G 0.01968 0.01539 0.00806 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.13it/s] 75/499 4.32G 0.01966 0.0153 0.00831 63 640: 62%|######2 | 25/40 [00:05<00:02, 5.13it/s] 75/499 4.32G 0.01966 0.0153 0.00831 63 640: 65%|######5 | 26/40 [00:05<00:02, 5.22it/s] 75/499 4.32G 0.01957 0.01532 0.008394 77 640: 65%|######5 | 26/40 [00:05<00:02, 5.22it/s] 75/499 4.32G 0.01957 0.01532 0.008394 77 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 75/499 4.32G 0.0196 0.01536 0.008262 84 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 75/499 4.32G 0.0196 0.01536 0.008262 84 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 75/499 4.32G 0.01956 0.01527 0.008221 71 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 75/499 4.32G 0.01956 0.01527 0.008221 71 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 75/499 4.32G 0.0195 0.01532 0.008142 94 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 75/499 4.32G 0.0195 0.01532 0.008142 94 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 75/499 4.32G 0.01949 0.01529 0.008288 67 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 75/499 4.32G 0.01949 0.01529 0.008288 67 640: 78%|#######7 | 31/40 [00:05<00:01, 5.15it/s] 75/499 4.32G 0.01955 0.01522 0.008292 70 640: 78%|#######7 | 31/40 [00:06<00:01, 5.15it/s] 75/499 4.32G 0.01955 0.01522 0.008292 70 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 75/499 4.32G 0.01953 0.01518 0.008212 73 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 75/499 4.32G 0.01953 0.01518 0.008212 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 75/499 4.32G 0.01955 0.01516 0.008156 70 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 75/499 4.32G 0.01955 0.01516 0.008156 70 640: 85%|########5 | 34/40 [00:06<00:01, 5.10it/s] 75/499 4.32G 0.01951 0.01516 0.008086 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.10it/s] 75/499 4.32G 0.01951 0.01516 0.008086 84 640: 88%|########7 | 35/40 [00:06<00:00, 5.11it/s] 75/499 4.32G 0.01952 0.01515 0.008079 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.11it/s] 75/499 4.32G 0.01952 0.01515 0.008079 69 640: 90%|######### | 36/40 [00:06<00:00, 5.23it/s] 75/499 4.32G 0.01954 0.01511 0.008148 72 640: 90%|######### | 36/40 [00:07<00:00, 5.23it/s] 75/499 4.32G 0.01954 0.01511 0.008148 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.13it/s] 75/499 4.32G 0.01952 0.01501 0.008097 57 640: 92%|#########2| 37/40 [00:07<00:00, 5.13it/s] 75/499 4.32G 0.01952 0.01501 0.008097 57 640: 95%|#########5| 38/40 [00:07<00:00, 5.23it/s] 75/499 4.32G 0.01948 0.01497 0.007993 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.23it/s] 75/499 4.32G 0.01948 0.01497 0.007993 68 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 75/499 4.32G 0.01952 0.01521 0.008051 56 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 75/499 4.32G 0.01952 0.01521 0.008051 56 640: 100%|##########| 40/40 [00:07<00:00, 5.15it/s] 75/499 4.32G 0.01952 0.01521 0.008051 56 640: 100%|##########| 40/40 [00:07<00:00, 5.18it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.77it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.98it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.06it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.59it/s] all 132 263 0.0705 0.0333 0.0452 0.0168 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 76/499 4.32G 0.01808 0.01452 0.00464 84 640: 0%| | 0/40 [00:00<?, ?it/s] 76/499 4.32G 0.01808 0.01452 0.00464 84 640: 2%|2 | 1/40 [00:00<00:07, 5.12it/s] 76/499 4.32G 0.01852 0.01279 0.006533 52 640: 2%|2 | 1/40 [00:00<00:07, 5.12it/s] 76/499 4.32G 0.01852 0.01279 0.006533 52 640: 5%|5 | 2/40 [00:00<00:07, 5.34it/s] 76/499 4.32G 0.01924 0.01234 0.007662 64 640: 5%|5 | 2/40 [00:00<00:07, 5.34it/s] 76/499 4.32G 0.01924 0.01234 0.007662 64 640: 8%|7 | 3/40 [00:00<00:07, 5.14it/s] 76/499 4.32G 0.01893 0.01326 0.007328 89 640: 8%|7 | 3/40 [00:00<00:07, 5.14it/s] 76/499 4.32G 0.01893 0.01326 0.007328 89 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 76/499 4.32G 0.01904 0.01427 0.007745 92 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 76/499 4.32G 0.01904 0.01427 0.007745 92 640: 12%|#2 | 5/40 [00:00<00:06, 5.28it/s] 76/499 4.32G 0.01886 0.01441 0.007759 79 640: 12%|#2 | 5/40 [00:01<00:06, 5.28it/s] 76/499 4.32G 0.01886 0.01441 0.007759 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.15it/s] 76/499 4.32G 0.01899 0.01405 0.007539 59 640: 15%|#5 | 6/40 [00:01<00:06, 5.15it/s] 76/499 4.32G 0.01899 0.01405 0.007539 59 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 76/499 4.32G 0.01891 0.01409 0.007155 81 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 76/499 4.32G 0.01891 0.01409 0.007155 81 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 76/499 4.32G 0.01869 0.01447 0.006955 93 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 76/499 4.32G 0.01869 0.01447 0.006955 93 640: 22%|##2 | 9/40 [00:01<00:06, 5.12it/s] 76/499 4.32G 0.01881 0.01473 0.007004 90 640: 22%|##2 | 9/40 [00:01<00:06, 5.12it/s] 76/499 4.32G 0.01881 0.01473 0.007004 90 640: 25%|##5 | 10/40 [00:01<00:05, 5.20it/s] 76/499 4.32G 0.01901 0.01471 0.007734 69 640: 25%|##5 | 10/40 [00:02<00:05, 5.20it/s] 76/499 4.32G 0.01901 0.01471 0.007734 69 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 76/499 4.32G 0.01901 0.01474 0.007494 76 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 76/499 4.32G 0.01901 0.01474 0.007494 76 640: 30%|### | 12/40 [00:02<00:05, 5.14it/s] 76/499 4.32G 0.01895 0.01452 0.008197 59 640: 30%|### | 12/40 [00:02<00:05, 5.14it/s] 76/499 4.32G 0.01895 0.01452 0.008197 59 640: 32%|###2 | 13/40 [00:02<00:05, 5.19it/s] 76/499 4.32G 0.01911 0.01477 0.008043 89 640: 32%|###2 | 13/40 [00:02<00:05, 5.19it/s] 76/499 4.32G 0.01911 0.01477 0.008043 89 640: 35%|###5 | 14/40 [00:02<00:04, 5.26it/s] 76/499 4.32G 0.01903 0.01481 0.008129 77 640: 35%|###5 | 14/40 [00:02<00:04, 5.26it/s] 76/499 4.32G 0.01903 0.01481 0.008129 77 640: 38%|###7 | 15/40 [00:02<00:04, 5.14it/s] 76/499 4.32G 0.01897 0.01467 0.0084 60 640: 38%|###7 | 15/40 [00:03<00:04, 5.14it/s] 76/499 4.32G 0.01897 0.01467 0.0084 60 640: 40%|#### | 16/40 [00:03<00:04, 5.19it/s] 76/499 4.32G 0.01893 0.01478 0.008564 91 640: 40%|#### | 16/40 [00:03<00:04, 5.19it/s] 76/499 4.32G 0.01893 0.01478 0.008564 91 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 76/499 4.32G 0.0189 0.01461 0.008667 63 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 76/499 4.32G 0.0189 0.01461 0.008667 63 640: 45%|####5 | 18/40 [00:03<00:04, 5.09it/s] 76/499 4.32G 0.01895 0.01457 0.008639 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.09it/s] 76/499 4.32G 0.01895 0.01457 0.008639 70 640: 48%|####7 | 19/40 [00:03<00:04, 5.17it/s] 76/499 4.32G 0.01893 0.01455 0.008602 68 640: 48%|####7 | 19/40 [00:03<00:04, 5.17it/s] 76/499 4.32G 0.01893 0.01455 0.008602 68 640: 50%|##### | 20/40 [00:03<00:03, 5.26it/s] 76/499 4.32G 0.01895 0.01453 0.008559 67 640: 50%|##### | 20/40 [00:04<00:03, 5.26it/s] 76/499 4.32G 0.01895 0.01453 0.008559 67 640: 52%|#####2 | 21/40 [00:04<00:03, 5.12it/s] 76/499 4.32G 0.01889 0.01438 0.008545 56 640: 52%|#####2 | 21/40 [00:04<00:03, 5.12it/s] 76/499 4.32G 0.01889 0.01438 0.008545 56 640: 55%|#####5 | 22/40 [00:04<00:03, 5.20it/s] 76/499 4.32G 0.01894 0.01436 0.008388 67 640: 55%|#####5 | 22/40 [00:04<00:03, 5.20it/s] 76/499 4.32G 0.01894 0.01436 0.008388 67 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 76/499 4.32G 0.0191 0.01422 0.008374 54 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 76/499 4.32G 0.0191 0.01422 0.008374 54 640: 60%|###### | 24/40 [00:04<00:03, 5.15it/s] 76/499 4.32G 0.01917 0.01438 0.008698 86 640: 60%|###### | 24/40 [00:04<00:03, 5.15it/s] 76/499 4.32G 0.01917 0.01438 0.008698 86 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 76/499 4.32G 0.01913 0.01439 0.008575 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 76/499 4.32G 0.01913 0.01439 0.008575 78 640: 65%|######5 | 26/40 [00:04<00:02, 5.30it/s] 76/499 4.32G 0.01914 0.01438 0.008405 68 640: 65%|######5 | 26/40 [00:05<00:02, 5.30it/s] 76/499 4.32G 0.01914 0.01438 0.008405 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.17it/s] 76/499 4.32G 0.01917 0.01433 0.008497 62 640: 68%|######7 | 27/40 [00:05<00:02, 5.17it/s] 76/499 4.32G 0.01917 0.01433 0.008497 62 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 76/499 4.32G 0.01921 0.01444 0.008727 79 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 76/499 4.32G 0.01921 0.01444 0.008727 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 76/499 4.32G 0.01917 0.01435 0.008745 59 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 76/499 4.32G 0.01917 0.01435 0.008745 59 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 76/499 4.32G 0.0192 0.0145 0.008708 98 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 76/499 4.32G 0.0192 0.0145 0.008708 98 640: 78%|#######7 | 31/40 [00:05<00:01, 5.26it/s] 76/499 4.32G 0.01924 0.01444 0.008645 58 640: 78%|#######7 | 31/40 [00:06<00:01, 5.26it/s] 76/499 4.32G 0.01924 0.01444 0.008645 58 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 76/499 4.32G 0.01922 0.01436 0.008567 61 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 76/499 4.32G 0.01922 0.01436 0.008567 61 640: 82%|########2 | 33/40 [00:06<00:01, 5.15it/s] 76/499 4.32G 0.01925 0.01441 0.00858 78 640: 82%|########2 | 33/40 [00:06<00:01, 5.15it/s] 76/499 4.32G 0.01925 0.01441 0.00858 78 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 76/499 4.32G 0.01926 0.01445 0.008528 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 76/499 4.32G 0.01926 0.01445 0.008528 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 76/499 4.32G 0.01922 0.01442 0.00858 62 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 76/499 4.32G 0.01922 0.01442 0.00858 62 640: 90%|######### | 36/40 [00:06<00:00, 5.07it/s] 76/499 4.32G 0.01928 0.01458 0.008686 93 640: 90%|######### | 36/40 [00:07<00:00, 5.07it/s] 76/499 4.32G 0.01928 0.01458 0.008686 93 640: 92%|#########2| 37/40 [00:07<00:00, 5.05it/s] 76/499 4.32G 0.01924 0.01466 0.008655 84 640: 92%|#########2| 37/40 [00:07<00:00, 5.05it/s] 76/499 4.32G 0.01924 0.01466 0.008655 84 640: 95%|#########5| 38/40 [00:07<00:00, 5.17it/s] 76/499 4.32G 0.01926 0.01467 0.008664 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.17it/s] 76/499 4.32G 0.01926 0.01467 0.008664 80 640: 98%|#########7| 39/40 [00:07<00:00, 5.08it/s] 76/499 4.32G 0.01922 0.01463 0.008706 35 640: 98%|#########7| 39/40 [00:07<00:00, 5.08it/s] 76/499 4.32G 0.01922 0.01463 0.008706 35 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] 76/499 4.32G 0.01922 0.01463 0.008706 35 640: 100%|##########| 40/40 [00:07<00:00, 5.20it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 6.17it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.91it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 6.13it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.80it/s] all 132 263 0.0034 0.00175 0.00176 0.000176 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 77/499 4.32G 0.01982 0.01558 0.01273 80 640: 0%| | 0/40 [00:00<?, ?it/s] 77/499 4.32G 0.01982 0.01558 0.01273 80 640: 2%|2 | 1/40 [00:00<00:07, 5.54it/s] 77/499 4.32G 0.0203 0.01789 0.01136 90 640: 2%|2 | 1/40 [00:00<00:07, 5.54it/s] 77/499 4.32G 0.0203 0.01789 0.01136 90 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 77/499 4.32G 0.01968 0.01687 0.009562 73 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 77/499 4.32G 0.01968 0.01687 0.009562 73 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 77/499 4.32G 0.01976 0.0162 0.008946 67 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 77/499 4.32G 0.01976 0.0162 0.008946 67 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 77/499 4.32G 0.01979 0.01592 0.009129 71 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 77/499 4.32G 0.01979 0.01592 0.009129 71 640: 12%|#2 | 5/40 [00:00<00:06, 5.17it/s] 77/499 4.32G 0.01937 0.01528 0.008886 62 640: 12%|#2 | 5/40 [00:01<00:06, 5.17it/s] 77/499 4.32G 0.01937 0.01528 0.008886 62 640: 15%|#5 | 6/40 [00:01<00:06, 5.19it/s] 77/499 4.32G 0.01922 0.01487 0.008546 59 640: 15%|#5 | 6/40 [00:01<00:06, 5.19it/s] 77/499 4.32G 0.01922 0.01487 0.008546 59 640: 18%|#7 | 7/40 [00:01<00:06, 5.18it/s] 77/499 4.32G 0.01936 0.01507 0.008715 86 640: 18%|#7 | 7/40 [00:01<00:06, 5.18it/s] 77/499 4.32G 0.01936 0.01507 0.008715 86 640: 20%|## | 8/40 [00:01<00:06, 5.09it/s] 77/499 4.32G 0.01936 0.01514 0.008639 75 640: 20%|## | 8/40 [00:01<00:06, 5.09it/s] 77/499 4.32G 0.01936 0.01514 0.008639 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.18it/s] 77/499 4.32G 0.01944 0.01527 0.008291 82 640: 22%|##2 | 9/40 [00:01<00:05, 5.18it/s] 77/499 4.32G 0.01944 0.01527 0.008291 82 640: 25%|##5 | 10/40 [00:01<00:05, 5.21it/s] 77/499 4.32G 0.01918 0.01492 0.008967 61 640: 25%|##5 | 10/40 [00:02<00:05, 5.21it/s] 77/499 4.32G 0.01918 0.01492 0.008967 61 640: 28%|##7 | 11/40 [00:02<00:05, 5.03it/s] 77/499 4.32G 0.01928 0.01509 0.009008 82 640: 28%|##7 | 11/40 [00:02<00:05, 5.03it/s] 77/499 4.32G 0.01928 0.01509 0.009008 82 640: 30%|### | 12/40 [00:02<00:05, 5.10it/s] 77/499 4.32G 0.01927 0.01508 0.008745 78 640: 30%|### | 12/40 [00:02<00:05, 5.10it/s] 77/499 4.32G 0.01927 0.01508 0.008745 78 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 77/499 4.32G 0.01929 0.01527 0.008623 85 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 77/499 4.32G 0.01929 0.01527 0.008623 85 640: 35%|###5 | 14/40 [00:02<00:05, 5.03it/s] 77/499 4.32G 0.0193 0.01535 0.008362 84 640: 35%|###5 | 14/40 [00:02<00:05, 5.03it/s] 77/499 4.32G 0.0193 0.01535 0.008362 84 640: 38%|###7 | 15/40 [00:02<00:04, 5.16it/s] 77/499 4.32G 0.01935 0.01532 0.008383 73 640: 38%|###7 | 15/40 [00:03<00:04, 5.16it/s] 77/499 4.32G 0.01935 0.01532 0.008383 73 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 77/499 4.32G 0.01926 0.01515 0.008647 60 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 77/499 4.32G 0.01926 0.01515 0.008647 60 640: 42%|####2 | 17/40 [00:03<00:04, 5.12it/s] 77/499 4.32G 0.0192 0.01518 0.008602 78 640: 42%|####2 | 17/40 [00:03<00:04, 5.12it/s] 77/499 4.32G 0.0192 0.01518 0.008602 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.19it/s] 77/499 4.32G 0.0191 0.0152 0.008496 81 640: 45%|####5 | 18/40 [00:03<00:04, 5.19it/s] 77/499 4.32G 0.0191 0.0152 0.008496 81 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 77/499 4.32G 0.01904 0.01527 0.008345 91 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 77/499 4.32G 0.01904 0.01527 0.008345 91 640: 50%|##### | 20/40 [00:03<00:03, 5.12it/s] 77/499 4.32G 0.01899 0.01532 0.008154 87 640: 50%|##### | 20/40 [00:04<00:03, 5.12it/s] 77/499 4.32G 0.01899 0.01532 0.008154 87 640: 52%|#####2 | 21/40 [00:04<00:03, 5.19it/s] 77/499 4.32G 0.01906 0.01537 0.008066 83 640: 52%|#####2 | 21/40 [00:04<00:03, 5.19it/s] 77/499 4.32G 0.01906 0.01537 0.008066 83 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 77/499 4.32G 0.01897 0.01528 0.007951 71 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 77/499 4.32G 0.01897 0.01528 0.007951 71 640: 57%|#####7 | 23/40 [00:04<00:03, 5.15it/s] 77/499 4.32G 0.01902 0.01522 0.008387 64 640: 57%|#####7 | 23/40 [00:04<00:03, 5.15it/s] 77/499 4.32G 0.01902 0.01522 0.008387 64 640: 60%|###### | 24/40 [00:04<00:03, 5.15it/s] 77/499 4.32G 0.019 0.01518 0.008235 76 640: 60%|###### | 24/40 [00:04<00:03, 5.15it/s] 77/499 4.32G 0.019 0.01518 0.008235 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.15it/s] 77/499 4.32G 0.01895 0.01512 0.008223 70 640: 62%|######2 | 25/40 [00:05<00:02, 5.15it/s] 77/499 4.32G 0.01895 0.01512 0.008223 70 640: 65%|######5 | 26/40 [00:05<00:02, 5.03it/s] 77/499 4.32G 0.01902 0.01517 0.008134 80 640: 65%|######5 | 26/40 [00:05<00:02, 5.03it/s] 77/499 4.32G 0.01902 0.01517 0.008134 80 640: 68%|######7 | 27/40 [00:05<00:02, 5.13it/s] 77/499 4.32G 0.01898 0.01515 0.008082 77 640: 68%|######7 | 27/40 [00:05<00:02, 5.13it/s] 77/499 4.32G 0.01898 0.01515 0.008082 77 640: 70%|####### | 28/40 [00:05<00:02, 5.23it/s] 77/499 4.32G 0.01897 0.01517 0.008 75 640: 70%|####### | 28/40 [00:05<00:02, 5.23it/s] 77/499 4.32G 0.01897 0.01517 0.008 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.07it/s] 77/499 4.32G 0.01905 0.01528 0.008182 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.07it/s] 77/499 4.32G 0.01905 0.01528 0.008182 78 640: 75%|#######5 | 30/40 [00:05<00:01, 5.19it/s] 77/499 4.32G 0.019 0.01529 0.008278 84 640: 75%|#######5 | 30/40 [00:05<00:01, 5.19it/s] 77/499 4.32G 0.019 0.01529 0.008278 84 640: 78%|#######7 | 31/40 [00:05<00:01, 5.27it/s] 77/499 4.32G 0.01907 0.01523 0.008262 61 640: 78%|#######7 | 31/40 [00:06<00:01, 5.27it/s] 77/499 4.32G 0.01907 0.01523 0.008262 61 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 77/499 4.32G 0.01909 0.01517 0.008196 73 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 77/499 4.32G 0.01909 0.01517 0.008196 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 77/499 4.32G 0.01903 0.01523 0.008396 86 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 77/499 4.32G 0.01903 0.01523 0.008396 86 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 77/499 4.32G 0.0191 0.01514 0.008349 56 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 77/499 4.32G 0.0191 0.01514 0.008349 56 640: 88%|########7 | 35/40 [00:06<00:00, 5.14it/s] 77/499 4.32G 0.0191 0.01513 0.00821 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.14it/s] 77/499 4.32G 0.0191 0.01513 0.00821 73 640: 90%|######### | 36/40 [00:06<00:00, 5.24it/s] 77/499 4.32G 0.01915 0.01506 0.008428 61 640: 90%|######### | 36/40 [00:07<00:00, 5.24it/s] 77/499 4.32G 0.01915 0.01506 0.008428 61 640: 92%|#########2| 37/40 [00:07<00:00, 5.31it/s] 77/499 4.32G 0.01918 0.0151 0.008341 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.31it/s] 77/499 4.32G 0.01918 0.0151 0.008341 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.16it/s] 77/499 4.32G 0.01916 0.01507 0.008307 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.16it/s] 77/499 4.32G 0.01916 0.01507 0.008307 71 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 77/499 4.32G 0.01918 0.0151 0.008169 40 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 77/499 4.32G 0.01918 0.0151 0.008169 40 640: 100%|##########| 40/40 [00:07<00:00, 5.37it/s] 77/499 4.32G 0.01918 0.0151 0.008169 40 640: 100%|##########| 40/40 [00:07<00:00, 5.20it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.10it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.11it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.13it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.25it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.78it/s] all 132 263 0.000156 0.00351 7.97e-05 3.58e-05 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 78/499 4.32G 0.0171 0.01296 0.006648 75 640: 0%| | 0/40 [00:00<?, ?it/s] 78/499 4.32G 0.0171 0.01296 0.006648 75 640: 2%|2 | 1/40 [00:00<00:07, 4.93it/s] 78/499 4.32G 0.01829 0.01371 0.007137 71 640: 2%|2 | 1/40 [00:00<00:07, 4.93it/s] 78/499 4.32G 0.01829 0.01371 0.007137 71 640: 5%|5 | 2/40 [00:00<00:07, 5.27it/s] 78/499 4.32G 0.01935 0.01368 0.006917 64 640: 5%|5 | 2/40 [00:00<00:07, 5.27it/s] 78/499 4.32G 0.01935 0.01368 0.006917 64 640: 8%|7 | 3/40 [00:00<00:06, 5.38it/s] 78/499 4.32G 0.01916 0.01425 0.006612 84 640: 8%|7 | 3/40 [00:00<00:06, 5.38it/s] 78/499 4.32G 0.01916 0.01425 0.006612 84 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 78/499 4.32G 0.01945 0.01428 0.007264 65 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 78/499 4.32G 0.01945 0.01428 0.007264 65 640: 12%|#2 | 5/40 [00:00<00:06, 5.26it/s] 78/499 4.32G 0.01936 0.01433 0.006702 71 640: 12%|#2 | 5/40 [00:01<00:06, 5.26it/s] 78/499 4.32G 0.01936 0.01433 0.006702 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 78/499 4.32G 0.01951 0.01426 0.00686 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 78/499 4.32G 0.01951 0.01426 0.00686 71 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 78/499 4.32G 0.01951 0.01442 0.006793 83 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 78/499 4.32G 0.01951 0.01442 0.006793 83 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 78/499 4.32G 0.01941 0.01456 0.006835 77 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 78/499 4.32G 0.01941 0.01456 0.006835 77 640: 22%|##2 | 9/40 [00:01<00:05, 5.27it/s] 78/499 4.32G 0.01922 0.0148 0.006556 83 640: 22%|##2 | 9/40 [00:01<00:05, 5.27it/s] 78/499 4.32G 0.01922 0.0148 0.006556 83 640: 25%|##5 | 10/40 [00:01<00:05, 5.08it/s] 78/499 4.32G 0.01923 0.01468 0.006364 75 640: 25%|##5 | 10/40 [00:02<00:05, 5.08it/s] 78/499 4.32G 0.01923 0.01468 0.006364 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.17it/s] 78/499 4.32G 0.01957 0.01469 0.007153 63 640: 28%|##7 | 11/40 [00:02<00:05, 5.17it/s] 78/499 4.32G 0.01957 0.01469 0.007153 63 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 78/499 4.32G 0.01955 0.01475 0.007054 74 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 78/499 4.32G 0.01955 0.01475 0.007054 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.10it/s] 78/499 4.32G 0.01957 0.01468 0.00713 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.10it/s] 78/499 4.32G 0.01957 0.01468 0.00713 72 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 78/499 4.32G 0.01958 0.01481 0.006923 78 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 78/499 4.32G 0.01958 0.01481 0.006923 78 640: 38%|###7 | 15/40 [00:02<00:04, 5.29it/s] 78/499 4.32G 0.01963 0.01485 0.006901 77 640: 38%|###7 | 15/40 [00:03<00:04, 5.29it/s] 78/499 4.32G 0.01963 0.01485 0.006901 77 640: 40%|#### | 16/40 [00:03<00:04, 5.12it/s] 78/499 4.32G 0.01955 0.01472 0.006771 59 640: 40%|#### | 16/40 [00:03<00:04, 5.12it/s] 78/499 4.32G 0.01955 0.01472 0.006771 59 640: 42%|####2 | 17/40 [00:03<00:04, 5.18it/s] 78/499 4.32G 0.0195 0.01474 0.006714 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.18it/s] 78/499 4.32G 0.0195 0.01474 0.006714 75 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 78/499 4.32G 0.01934 0.01474 0.006789 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 78/499 4.32G 0.01934 0.01474 0.006789 79 640: 48%|####7 | 19/40 [00:03<00:04, 5.11it/s] 78/499 4.32G 0.01926 0.01467 0.006875 70 640: 48%|####7 | 19/40 [00:03<00:04, 5.11it/s] 78/499 4.32G 0.01926 0.01467 0.006875 70 640: 50%|##### | 20/40 [00:03<00:03, 5.15it/s] 78/499 4.32G 0.01924 0.01457 0.006723 66 640: 50%|##### | 20/40 [00:04<00:03, 5.15it/s] 78/499 4.32G 0.01924 0.01457 0.006723 66 640: 52%|#####2 | 21/40 [00:04<00:03, 5.23it/s] 78/499 4.32G 0.01932 0.01459 0.006691 73 640: 52%|#####2 | 21/40 [00:04<00:03, 5.23it/s] 78/499 4.32G 0.01932 0.01459 0.006691 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.11it/s] 78/499 4.32G 0.01931 0.01467 0.006726 88 640: 55%|#####5 | 22/40 [00:04<00:03, 5.11it/s] 78/499 4.32G 0.01931 0.01467 0.006726 88 640: 57%|#####7 | 23/40 [00:04<00:03, 5.19it/s] 78/499 4.32G 0.01941 0.01471 0.006883 77 640: 57%|#####7 | 23/40 [00:04<00:03, 5.19it/s] 78/499 4.32G 0.01941 0.01471 0.006883 77 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 78/499 4.32G 0.01941 0.01471 0.006857 75 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 78/499 4.32G 0.01941 0.01471 0.006857 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.12it/s] 78/499 4.32G 0.01937 0.01464 0.006933 68 640: 62%|######2 | 25/40 [00:05<00:02, 5.12it/s] 78/499 4.32G 0.01937 0.01464 0.006933 68 640: 65%|######5 | 26/40 [00:05<00:02, 5.18it/s] 78/499 4.32G 0.01932 0.01455 0.00689 70 640: 65%|######5 | 26/40 [00:05<00:02, 5.18it/s] 78/499 4.32G 0.01932 0.01455 0.00689 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.27it/s] 78/499 4.32G 0.01935 0.01442 0.007116 54 640: 68%|######7 | 27/40 [00:05<00:02, 5.27it/s] 78/499 4.32G 0.01935 0.01442 0.007116 54 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 78/499 4.32G 0.01933 0.01437 0.007055 74 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 78/499 4.32G 0.01933 0.01437 0.007055 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 78/499 4.32G 0.01932 0.01451 0.007388 93 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 78/499 4.32G 0.01932 0.01451 0.007388 93 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 78/499 4.32G 0.01925 0.01457 0.007287 87 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 78/499 4.32G 0.01925 0.01457 0.007287 87 640: 78%|#######7 | 31/40 [00:05<00:01, 5.15it/s] 78/499 4.32G 0.01927 0.01465 0.00735 86 640: 78%|#######7 | 31/40 [00:06<00:01, 5.15it/s] 78/499 4.32G 0.01927 0.01465 0.00735 86 640: 80%|######## | 32/40 [00:06<00:01, 5.23it/s] 78/499 4.32G 0.01926 0.01456 0.007348 52 640: 80%|######## | 32/40 [00:06<00:01, 5.23it/s] 78/499 4.32G 0.01926 0.01456 0.007348 52 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 78/499 4.32G 0.01922 0.01451 0.00729 69 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 78/499 4.32G 0.01922 0.01451 0.00729 69 640: 85%|########5 | 34/40 [00:06<00:01, 5.14it/s] 78/499 4.32G 0.0192 0.0146 0.007205 83 640: 85%|########5 | 34/40 [00:06<00:01, 5.14it/s] 78/499 4.32G 0.0192 0.0146 0.007205 83 640: 88%|########7 | 35/40 [00:06<00:00, 5.15it/s] 78/499 4.32G 0.01912 0.01458 0.007123 76 640: 88%|########7 | 35/40 [00:06<00:00, 5.15it/s] 78/499 4.32G 0.01912 0.01458 0.007123 76 640: 90%|######### | 36/40 [00:06<00:00, 5.24it/s] 78/499 4.32G 0.01905 0.01452 0.007011 65 640: 90%|######### | 36/40 [00:07<00:00, 5.24it/s] 78/499 4.32G 0.01905 0.01452 0.007011 65 640: 92%|#########2| 37/40 [00:07<00:00, 5.12it/s] 78/499 4.32G 0.01906 0.01447 0.007081 64 640: 92%|#########2| 37/40 [00:07<00:00, 5.12it/s] 78/499 4.32G 0.01906 0.01447 0.007081 64 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 78/499 4.32G 0.01899 0.01447 0.007012 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 78/499 4.32G 0.01899 0.01447 0.007012 80 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 78/499 4.32G 0.01895 0.01446 0.00692 41 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 78/499 4.32G 0.01895 0.01446 0.00692 41 640: 100%|##########| 40/40 [00:07<00:00, 5.17it/s] 78/499 4.32G 0.01895 0.01446 0.00692 41 640: 100%|##########| 40/40 [00:07<00:00, 5.20it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.11it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.16it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.17it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.29it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.82it/s] all 132 263 0.0038 0.0175 0.00494 0.000847 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 79/499 4.32G 0.01885 0.01324 0.008749 71 640: 0%| | 0/40 [00:00<?, ?it/s] 79/499 4.32G 0.01885 0.01324 0.008749 71 640: 2%|2 | 1/40 [00:00<00:07, 5.37it/s] 79/499 4.32G 0.01905 0.01371 0.007565 77 640: 2%|2 | 1/40 [00:00<00:07, 5.37it/s] 79/499 4.32G 0.01905 0.01371 0.007565 77 640: 5%|5 | 2/40 [00:00<00:07, 5.32it/s] 79/499 4.32G 0.01879 0.01411 0.008563 81 640: 5%|5 | 2/40 [00:00<00:07, 5.32it/s] 79/499 4.32G 0.01879 0.01411 0.008563 81 640: 8%|7 | 3/40 [00:00<00:07, 5.03it/s] 79/499 4.32G 0.01874 0.01405 0.008015 76 640: 8%|7 | 3/40 [00:00<00:07, 5.03it/s] 79/499 4.32G 0.01874 0.01405 0.008015 76 640: 10%|# | 4/40 [00:00<00:06, 5.18it/s] 79/499 4.32G 0.01882 0.01464 0.00779 95 640: 10%|# | 4/40 [00:00<00:06, 5.18it/s] 79/499 4.32G 0.01882 0.01464 0.00779 95 640: 12%|#2 | 5/40 [00:00<00:06, 5.27it/s] 79/499 4.32G 0.01894 0.01492 0.006856 82 640: 12%|#2 | 5/40 [00:01<00:06, 5.27it/s] 79/499 4.32G 0.01894 0.01492 0.006856 82 640: 15%|#5 | 6/40 [00:01<00:06, 5.13it/s] 79/499 4.32G 0.01894 0.01482 0.006504 61 640: 15%|#5 | 6/40 [00:01<00:06, 5.13it/s] 79/499 4.32G 0.01894 0.01482 0.006504 61 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 79/499 4.32G 0.01916 0.01488 0.006427 75 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 79/499 4.32G 0.01916 0.01488 0.006427 75 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 79/499 4.32G 0.01927 0.01488 0.006873 78 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 79/499 4.32G 0.01927 0.01488 0.006873 78 640: 22%|##2 | 9/40 [00:01<00:06, 5.14it/s] 79/499 4.32G 0.01969 0.01511 0.007184 76 640: 22%|##2 | 9/40 [00:01<00:06, 5.14it/s] 79/499 4.32G 0.01969 0.01511 0.007184 76 640: 25%|##5 | 10/40 [00:01<00:05, 5.22it/s] 79/499 4.32G 0.01975 0.01546 0.007026 86 640: 25%|##5 | 10/40 [00:02<00:05, 5.22it/s] 79/499 4.32G 0.01975 0.01546 0.007026 86 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 79/499 4.32G 0.01959 0.01539 0.006869 66 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 79/499 4.32G 0.01959 0.01539 0.006869 66 640: 30%|### | 12/40 [00:02<00:05, 5.13it/s] 79/499 4.32G 0.01934 0.01506 0.006836 61 640: 30%|### | 12/40 [00:02<00:05, 5.13it/s] 79/499 4.32G 0.01934 0.01506 0.006836 61 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 79/499 4.32G 0.01933 0.01487 0.006716 66 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 79/499 4.32G 0.01933 0.01487 0.006716 66 640: 35%|###5 | 14/40 [00:02<00:04, 5.26it/s] 79/499 4.32G 0.01923 0.01503 0.006596 89 640: 35%|###5 | 14/40 [00:02<00:04, 5.26it/s] 79/499 4.32G 0.01923 0.01503 0.006596 89 640: 38%|###7 | 15/40 [00:02<00:04, 5.14it/s] 79/499 4.32G 0.01906 0.01505 0.006368 84 640: 38%|###7 | 15/40 [00:03<00:04, 5.14it/s] 79/499 4.32G 0.01906 0.01505 0.006368 84 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 79/499 4.32G 0.01889 0.01499 0.006459 77 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 79/499 4.32G 0.01889 0.01499 0.006459 77 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 79/499 4.32G 0.01888 0.01511 0.006494 89 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 79/499 4.32G 0.01888 0.01511 0.006494 89 640: 45%|####5 | 18/40 [00:03<00:04, 5.14it/s] 79/499 4.32G 0.01882 0.01505 0.006632 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.14it/s] 79/499 4.32G 0.01882 0.01505 0.006632 70 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 79/499 4.32G 0.01879 0.01503 0.006524 80 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 79/499 4.32G 0.01879 0.01503 0.006524 80 640: 50%|##### | 20/40 [00:03<00:03, 5.27it/s] 79/499 4.32G 0.01884 0.01496 0.00683 72 640: 50%|##### | 20/40 [00:04<00:03, 5.27it/s] 79/499 4.32G 0.01884 0.01496 0.00683 72 640: 52%|#####2 | 21/40 [00:04<00:03, 5.13it/s] 79/499 4.32G 0.01891 0.01508 0.007012 80 640: 52%|#####2 | 21/40 [00:04<00:03, 5.13it/s] 79/499 4.32G 0.01891 0.01508 0.007012 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.20it/s] 79/499 4.32G 0.01885 0.01506 0.007045 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.20it/s] 79/499 4.32G 0.01885 0.01506 0.007045 77 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 79/499 4.32G 0.01884 0.01516 0.007114 82 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 79/499 4.32G 0.01884 0.01516 0.007114 82 640: 60%|###### | 24/40 [00:04<00:03, 5.12it/s] 79/499 4.32G 0.01875 0.01507 0.007445 70 640: 60%|###### | 24/40 [00:04<00:03, 5.12it/s] 79/499 4.32G 0.01875 0.01507 0.007445 70 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 79/499 4.32G 0.01868 0.01503 0.007351 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 79/499 4.32G 0.01868 0.01503 0.007351 76 640: 65%|######5 | 26/40 [00:04<00:02, 5.31it/s] 79/499 4.32G 0.01861 0.01509 0.00734 84 640: 65%|######5 | 26/40 [00:05<00:02, 5.31it/s] 79/499 4.32G 0.01861 0.01509 0.00734 84 640: 68%|######7 | 27/40 [00:05<00:02, 5.17it/s] 79/499 4.32G 0.01857 0.01502 0.007929 62 640: 68%|######7 | 27/40 [00:05<00:02, 5.17it/s] 79/499 4.32G 0.01857 0.01502 0.007929 62 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 79/499 4.32G 0.0186 0.01501 0.007849 80 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 79/499 4.32G 0.0186 0.01501 0.007849 80 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 79/499 4.32G 0.01863 0.01499 0.007666 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 79/499 4.32G 0.01863 0.01499 0.007666 72 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 79/499 4.32G 0.01859 0.01505 0.00753 82 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 79/499 4.32G 0.01859 0.01505 0.00753 82 640: 78%|#######7 | 31/40 [00:05<00:01, 5.28it/s] 79/499 4.32G 0.01865 0.01509 0.007471 86 640: 78%|#######7 | 31/40 [00:06<00:01, 5.28it/s] 79/499 4.32G 0.01865 0.01509 0.007471 86 640: 80%|######## | 32/40 [00:06<00:01, 5.35it/s] 79/499 4.32G 0.01871 0.01512 0.007458 77 640: 80%|######## | 32/40 [00:06<00:01, 5.35it/s] 79/499 4.32G 0.01871 0.01512 0.007458 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 79/499 4.32G 0.01872 0.01514 0.007474 81 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 79/499 4.32G 0.01872 0.01514 0.007474 81 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 79/499 4.32G 0.01875 0.01506 0.007438 64 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 79/499 4.32G 0.01875 0.01506 0.007438 64 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 79/499 4.32G 0.01876 0.01513 0.007359 93 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 79/499 4.32G 0.01876 0.01513 0.007359 93 640: 90%|######### | 36/40 [00:06<00:00, 5.20it/s] 79/499 4.32G 0.01876 0.01509 0.007287 65 640: 90%|######### | 36/40 [00:07<00:00, 5.20it/s] 79/499 4.32G 0.01876 0.01509 0.007287 65 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 79/499 4.32G 0.01876 0.01509 0.007236 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 79/499 4.32G 0.01876 0.01509 0.007236 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 79/499 4.32G 0.01879 0.01508 0.007272 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 79/499 4.32G 0.01879 0.01508 0.007272 69 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 79/499 4.32G 0.01892 0.01523 0.007336 45 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 79/499 4.32G 0.01892 0.01523 0.007336 45 640: 100%|##########| 40/40 [00:07<00:00, 5.39it/s] 79/499 4.32G 0.01892 0.01523 0.007336 45 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.06it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.14it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.32it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.37it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.89it/s] all 132 263 0.0121 0.0439 0.0102 0.00416 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 80/499 4.32G 0.02115 0.01312 0.01108 58 640: 0%| | 0/40 [00:00<?, ?it/s] 80/499 4.32G 0.02115 0.01312 0.01108 58 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 80/499 4.32G 0.01947 0.0138 0.01017 78 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 80/499 4.32G 0.01947 0.0138 0.01017 78 640: 5%|5 | 2/40 [00:00<00:07, 5.19it/s] 80/499 4.32G 0.01929 0.01397 0.009565 79 640: 5%|5 | 2/40 [00:00<00:07, 5.19it/s] 80/499 4.32G 0.01929 0.01397 0.009565 79 640: 8%|7 | 3/40 [00:00<00:06, 5.31it/s] 80/499 4.32G 0.01944 0.01412 0.008475 77 640: 8%|7 | 3/40 [00:00<00:06, 5.31it/s] 80/499 4.32G 0.01944 0.01412 0.008475 77 640: 10%|# | 4/40 [00:00<00:06, 5.40it/s] 80/499 4.32G 0.01969 0.0142 0.008455 69 640: 10%|# | 4/40 [00:00<00:06, 5.40it/s] 80/499 4.32G 0.01969 0.0142 0.008455 69 640: 12%|#2 | 5/40 [00:00<00:06, 5.22it/s] 80/499 4.32G 0.01999 0.0145 0.008397 76 640: 12%|#2 | 5/40 [00:01<00:06, 5.22it/s] 80/499 4.32G 0.01999 0.0145 0.008397 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.31it/s] 80/499 4.32G 0.01964 0.01447 0.007684 86 640: 15%|#5 | 6/40 [00:01<00:06, 5.31it/s] 80/499 4.32G 0.01964 0.01447 0.007684 86 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 80/499 4.32G 0.01953 0.01427 0.007251 64 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 80/499 4.32G 0.01953 0.01427 0.007251 64 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 80/499 4.32G 0.01949 0.01415 0.007153 68 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 80/499 4.32G 0.01949 0.01415 0.007153 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 80/499 4.32G 0.01945 0.0144 0.006879 84 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 80/499 4.32G 0.01945 0.0144 0.006879 84 640: 25%|##5 | 10/40 [00:01<00:05, 5.36it/s] 80/499 4.32G 0.01937 0.01419 0.006785 62 640: 25%|##5 | 10/40 [00:02<00:05, 5.36it/s] 80/499 4.32G 0.01937 0.01419 0.006785 62 640: 28%|##7 | 11/40 [00:02<00:05, 5.18it/s] 80/499 4.32G 0.01932 0.01395 0.007037 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.18it/s] 80/499 4.32G 0.01932 0.01395 0.007037 65 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 80/499 4.32G 0.01937 0.01464 0.007407 107 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 80/499 4.32G 0.01937 0.01464 0.007407 107 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 80/499 4.32G 0.01952 0.01481 0.007636 82 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 80/499 4.32G 0.01952 0.01481 0.007636 82 640: 35%|###5 | 14/40 [00:02<00:05, 5.14it/s] 80/499 4.32G 0.01948 0.01472 0.007621 70 640: 35%|###5 | 14/40 [00:02<00:05, 5.14it/s] 80/499 4.32G 0.01948 0.01472 0.007621 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.20it/s] 80/499 4.32G 0.01959 0.01492 0.007638 84 640: 38%|###7 | 15/40 [00:03<00:04, 5.20it/s] 80/499 4.32G 0.01959 0.01492 0.007638 84 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 80/499 4.32G 0.01944 0.01492 0.00753 83 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 80/499 4.32G 0.01944 0.01492 0.00753 83 640: 42%|####2 | 17/40 [00:03<00:04, 5.05it/s] 80/499 4.32G 0.01943 0.01482 0.007785 63 640: 42%|####2 | 17/40 [00:03<00:04, 5.05it/s] 80/499 4.32G 0.01943 0.01482 0.007785 63 640: 45%|####5 | 18/40 [00:03<00:04, 5.06it/s] 80/499 4.32G 0.01942 0.01487 0.007595 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.06it/s] 80/499 4.32G 0.01942 0.01487 0.007595 77 640: 48%|####7 | 19/40 [00:03<00:04, 5.17it/s] 80/499 4.32G 0.01927 0.01488 0.007475 82 640: 48%|####7 | 19/40 [00:03<00:04, 5.17it/s] 80/499 4.32G 0.01927 0.01488 0.007475 82 640: 50%|##### | 20/40 [00:03<00:03, 5.06it/s] 80/499 4.32G 0.01934 0.01491 0.007425 74 640: 50%|##### | 20/40 [00:04<00:03, 5.06it/s] 80/499 4.32G 0.01934 0.01491 0.007425 74 640: 52%|#####2 | 21/40 [00:04<00:03, 5.16it/s] 80/499 4.32G 0.01931 0.01492 0.00738 79 640: 52%|#####2 | 21/40 [00:04<00:03, 5.16it/s] 80/499 4.32G 0.01931 0.01492 0.00738 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 80/499 4.32G 0.01926 0.01477 0.007449 61 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 80/499 4.32G 0.01926 0.01477 0.007449 61 640: 57%|#####7 | 23/40 [00:04<00:03, 5.13it/s] 80/499 4.32G 0.01924 0.01477 0.007345 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.13it/s] 80/499 4.32G 0.01924 0.01477 0.007345 76 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 80/499 4.32G 0.01911 0.01474 0.00742 66 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 80/499 4.32G 0.01911 0.01474 0.00742 66 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 80/499 4.32G 0.01908 0.01467 0.007478 60 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 80/499 4.32G 0.01908 0.01467 0.007478 60 640: 65%|######5 | 26/40 [00:04<00:02, 5.16it/s] 80/499 4.32G 0.01918 0.01462 0.007429 70 640: 65%|######5 | 26/40 [00:05<00:02, 5.16it/s] 80/499 4.32G 0.01918 0.01462 0.007429 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 80/499 4.32G 0.01915 0.01467 0.007492 78 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 80/499 4.32G 0.01915 0.01467 0.007492 78 640: 70%|####### | 28/40 [00:05<00:02, 5.33it/s] 80/499 4.32G 0.01913 0.0147 0.007473 81 640: 70%|####### | 28/40 [00:05<00:02, 5.33it/s] 80/499 4.32G 0.01913 0.0147 0.007473 81 640: 72%|#######2 | 29/40 [00:05<00:02, 5.14it/s] 80/499 4.32G 0.01911 0.01469 0.007482 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.14it/s] 80/499 4.32G 0.01911 0.01469 0.007482 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 80/499 4.32G 0.01912 0.01481 0.007418 92 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 80/499 4.32G 0.01912 0.01481 0.007418 92 640: 78%|#######7 | 31/40 [00:05<00:01, 5.32it/s] 80/499 4.32G 0.01917 0.01482 0.007334 72 640: 78%|#######7 | 31/40 [00:06<00:01, 5.32it/s] 80/499 4.32G 0.01917 0.01482 0.007334 72 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 80/499 4.32G 0.01915 0.01484 0.007331 76 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 80/499 4.32G 0.01915 0.01484 0.007331 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.24it/s] 80/499 4.32G 0.01914 0.01485 0.007409 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.24it/s] 80/499 4.32G 0.01914 0.01485 0.007409 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.32it/s] 80/499 4.32G 0.01913 0.01495 0.007411 95 640: 85%|########5 | 34/40 [00:06<00:01, 5.32it/s] 80/499 4.32G 0.01913 0.01495 0.007411 95 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 80/499 4.32G 0.0192 0.01494 0.007377 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 80/499 4.32G 0.0192 0.01494 0.007377 71 640: 90%|######### | 36/40 [00:06<00:00, 5.23it/s] 80/499 4.32G 0.01922 0.01489 0.007361 65 640: 90%|######### | 36/40 [00:07<00:00, 5.23it/s] 80/499 4.32G 0.01922 0.01489 0.007361 65 640: 92%|#########2| 37/40 [00:07<00:00, 5.31it/s] 80/499 4.32G 0.01922 0.01481 0.007304 59 640: 92%|#########2| 37/40 [00:07<00:00, 5.31it/s] 80/499 4.32G 0.01922 0.01481 0.007304 59 640: 95%|#########5| 38/40 [00:07<00:00, 5.11it/s] 80/499 4.32G 0.01926 0.01483 0.007219 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.11it/s] 80/499 4.32G 0.01926 0.01483 0.007219 77 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 80/499 4.32G 0.01923 0.01473 0.00711 34 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 80/499 4.32G 0.01923 0.01473 0.00711 34 640: 100%|##########| 40/40 [00:07<00:00, 5.36it/s] 80/499 4.32G 0.01923 0.01473 0.00711 34 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.47it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.59it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.68it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.34it/s] all 132 263 0.0205 0.0123 0.0136 0.00381 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 81/499 4.32G 0.01701 0.01425 0.007251 82 640: 0%| | 0/40 [00:00<?, ?it/s] 81/499 4.32G 0.01701 0.01425 0.007251 82 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 81/499 4.32G 0.01837 0.01463 0.008602 79 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 81/499 4.32G 0.01837 0.01463 0.008602 79 640: 5%|5 | 2/40 [00:00<00:07, 5.14it/s] 81/499 4.32G 0.01965 0.01433 0.00808 71 640: 5%|5 | 2/40 [00:00<00:07, 5.14it/s] 81/499 4.32G 0.01965 0.01433 0.00808 71 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 81/499 4.32G 0.01949 0.01537 0.007728 94 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 81/499 4.32G 0.01949 0.01537 0.007728 94 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 81/499 4.32G 0.01984 0.01478 0.007888 61 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 81/499 4.32G 0.01984 0.01478 0.007888 61 640: 12%|#2 | 5/40 [00:00<00:06, 5.27it/s] 81/499 4.32G 0.01954 0.01424 0.007362 67 640: 12%|#2 | 5/40 [00:01<00:06, 5.27it/s] 81/499 4.32G 0.01954 0.01424 0.007362 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 81/499 4.32G 0.01972 0.01438 0.0076 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 81/499 4.32G 0.01972 0.01438 0.0076 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.06it/s] 81/499 4.32G 0.01996 0.01449 0.007669 80 640: 18%|#7 | 7/40 [00:01<00:06, 5.06it/s] 81/499 4.32G 0.01996 0.01449 0.007669 80 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 81/499 4.32G 0.01977 0.01442 0.0077 70 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 81/499 4.32G 0.01977 0.01442 0.0077 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.28it/s] 81/499 4.32G 0.01972 0.01466 0.007449 79 640: 22%|##2 | 9/40 [00:01<00:05, 5.28it/s] 81/499 4.32G 0.01972 0.01466 0.007449 79 640: 25%|##5 | 10/40 [00:01<00:05, 5.15it/s] 81/499 4.32G 0.01951 0.01444 0.007832 69 640: 25%|##5 | 10/40 [00:02<00:05, 5.15it/s] 81/499 4.32G 0.01951 0.01444 0.007832 69 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 81/499 4.32G 0.01973 0.0146 0.007841 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 81/499 4.32G 0.01973 0.0146 0.007841 71 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 81/499 4.32G 0.01981 0.01461 0.007725 74 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 81/499 4.32G 0.01981 0.01461 0.007725 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.18it/s] 81/499 4.32G 0.01979 0.01455 0.007762 69 640: 32%|###2 | 13/40 [00:02<00:05, 5.18it/s] 81/499 4.32G 0.01979 0.01455 0.007762 69 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 81/499 4.32G 0.01978 0.01443 0.007881 66 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 81/499 4.32G 0.01978 0.01443 0.007881 66 640: 38%|###7 | 15/40 [00:02<00:04, 5.30it/s] 81/499 4.32G 0.01963 0.01437 0.007771 68 640: 38%|###7 | 15/40 [00:03<00:04, 5.30it/s] 81/499 4.32G 0.01963 0.01437 0.007771 68 640: 40%|#### | 16/40 [00:03<00:04, 5.17it/s] 81/499 4.32G 0.01963 0.01439 0.007812 70 640: 40%|#### | 16/40 [00:03<00:04, 5.17it/s] 81/499 4.32G 0.01963 0.01439 0.007812 70 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 81/499 4.32G 0.0195 0.01419 0.007922 59 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 81/499 4.32G 0.0195 0.01419 0.007922 59 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 81/499 4.32G 0.01958 0.01432 0.007832 85 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 81/499 4.32G 0.01958 0.01432 0.007832 85 640: 48%|####7 | 19/40 [00:03<00:04, 5.12it/s] 81/499 4.32G 0.01949 0.01437 0.007732 84 640: 48%|####7 | 19/40 [00:03<00:04, 5.12it/s] 81/499 4.32G 0.01949 0.01437 0.007732 84 640: 50%|##### | 20/40 [00:03<00:03, 5.16it/s] 81/499 4.32G 0.01953 0.01444 0.007748 83 640: 50%|##### | 20/40 [00:04<00:03, 5.16it/s] 81/499 4.32G 0.01953 0.01444 0.007748 83 640: 52%|#####2 | 21/40 [00:04<00:03, 5.15it/s] 81/499 4.32G 0.01936 0.01435 0.007506 71 640: 52%|#####2 | 21/40 [00:04<00:03, 5.15it/s] 81/499 4.32G 0.01936 0.01435 0.007506 71 640: 55%|#####5 | 22/40 [00:04<00:03, 5.07it/s] 81/499 4.32G 0.0194 0.01447 0.007656 91 640: 55%|#####5 | 22/40 [00:04<00:03, 5.07it/s] 81/499 4.32G 0.0194 0.01447 0.007656 91 640: 57%|#####7 | 23/40 [00:04<00:03, 5.14it/s] 81/499 4.32G 0.01941 0.01476 0.007583 107 640: 57%|#####7 | 23/40 [00:04<00:03, 5.14it/s] 81/499 4.32G 0.01941 0.01476 0.007583 107 640: 60%|###### | 24/40 [00:04<00:03, 5.17it/s] 81/499 4.32G 0.01944 0.01469 0.007493 63 640: 60%|###### | 24/40 [00:04<00:03, 5.17it/s] 81/499 4.32G 0.01944 0.01469 0.007493 63 640: 62%|######2 | 25/40 [00:04<00:02, 5.09it/s] 81/499 4.32G 0.01946 0.01471 0.007654 69 640: 62%|######2 | 25/40 [00:05<00:02, 5.09it/s] 81/499 4.32G 0.01946 0.01471 0.007654 69 640: 65%|######5 | 26/40 [00:05<00:02, 5.19it/s] 81/499 4.32G 0.01934 0.01469 0.007469 80 640: 65%|######5 | 26/40 [00:05<00:02, 5.19it/s] 81/499 4.32G 0.01934 0.01469 0.007469 80 640: 68%|######7 | 27/40 [00:05<00:02, 5.18it/s] 81/499 4.32G 0.01928 0.01466 0.007446 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.18it/s] 81/499 4.32G 0.01928 0.01466 0.007446 74 640: 70%|####### | 28/40 [00:05<00:02, 5.05it/s] 81/499 4.32G 0.01917 0.0146 0.0073 66 640: 70%|####### | 28/40 [00:05<00:02, 5.05it/s] 81/499 4.32G 0.01917 0.0146 0.0073 66 640: 72%|#######2 | 29/40 [00:05<00:02, 5.15it/s] 81/499 4.32G 0.01918 0.01466 0.007446 81 640: 72%|#######2 | 29/40 [00:05<00:02, 5.15it/s] 81/499 4.32G 0.01918 0.01466 0.007446 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 81/499 4.32G 0.01911 0.01458 0.007393 69 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 81/499 4.32G 0.01911 0.01458 0.007393 69 640: 78%|#######7 | 31/40 [00:05<00:01, 5.11it/s] 81/499 4.32G 0.01905 0.01471 0.007323 99 640: 78%|#######7 | 31/40 [00:06<00:01, 5.11it/s] 81/499 4.32G 0.01905 0.01471 0.007323 99 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 81/499 4.32G 0.01911 0.01486 0.007351 100 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 81/499 4.32G 0.01911 0.01486 0.007351 100 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 81/499 4.32G 0.01909 0.01481 0.007277 69 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 81/499 4.32G 0.01909 0.01481 0.007277 69 640: 85%|########5 | 34/40 [00:06<00:01, 5.14it/s] 81/499 4.32G 0.01906 0.01486 0.007334 82 640: 85%|########5 | 34/40 [00:06<00:01, 5.14it/s] 81/499 4.32G 0.01906 0.01486 0.007334 82 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 81/499 4.32G 0.01907 0.01486 0.007382 76 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 81/499 4.32G 0.01907 0.01486 0.007382 76 640: 90%|######### | 36/40 [00:06<00:00, 5.28it/s] 81/499 4.32G 0.01905 0.0149 0.007324 84 640: 90%|######### | 36/40 [00:07<00:00, 5.28it/s] 81/499 4.32G 0.01905 0.0149 0.007324 84 640: 92%|#########2| 37/40 [00:07<00:00, 5.14it/s] 81/499 4.32G 0.01901 0.01486 0.007341 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.14it/s] 81/499 4.32G 0.01901 0.01486 0.007341 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 81/499 4.32G 0.01898 0.01486 0.007336 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 81/499 4.32G 0.01898 0.01486 0.007336 66 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 81/499 4.32G 0.019 0.01499 0.007387 55 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 81/499 4.32G 0.019 0.01499 0.007387 55 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] 81/499 4.32G 0.019 0.01499 0.007387 55 640: 100%|##########| 40/40 [00:07<00:00, 5.20it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.98it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.02it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.11it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.64it/s] all 132 263 0.00701 0.0526 0.00619 0.00247 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 82/499 4.32G 0.0203 0.01552 0.00599 75 640: 0%| | 0/40 [00:00<?, ?it/s] 82/499 4.32G 0.0203 0.01552 0.00599 75 640: 2%|2 | 1/40 [00:00<00:07, 5.54it/s] 82/499 4.32G 0.0187 0.01625 0.005599 93 640: 2%|2 | 1/40 [00:00<00:07, 5.54it/s] 82/499 4.32G 0.0187 0.01625 0.005599 93 640: 5%|5 | 2/40 [00:00<00:06, 5.51it/s] 82/499 4.32G 0.01847 0.01605 0.005632 78 640: 5%|5 | 2/40 [00:00<00:06, 5.51it/s] 82/499 4.32G 0.01847 0.01605 0.005632 78 640: 8%|7 | 3/40 [00:00<00:07, 5.19it/s] 82/499 4.32G 0.01836 0.01576 0.006116 74 640: 8%|7 | 3/40 [00:00<00:07, 5.19it/s] 82/499 4.32G 0.01836 0.01576 0.006116 74 640: 10%|# | 4/40 [00:00<00:06, 5.24it/s] 82/499 4.32G 0.01879 0.01491 0.007567 53 640: 10%|# | 4/40 [00:00<00:06, 5.24it/s] 82/499 4.32G 0.01879 0.01491 0.007567 53 640: 12%|#2 | 5/40 [00:00<00:06, 5.31it/s] 82/499 4.32G 0.01902 0.01541 0.007612 88 640: 12%|#2 | 5/40 [00:01<00:06, 5.31it/s] 82/499 4.32G 0.01902 0.01541 0.007612 88 640: 15%|#5 | 6/40 [00:01<00:06, 5.11it/s] 82/499 4.32G 0.01898 0.01533 0.007663 78 640: 15%|#5 | 6/40 [00:01<00:06, 5.11it/s] 82/499 4.32G 0.01898 0.01533 0.007663 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.22it/s] 82/499 4.32G 0.01912 0.01487 0.007618 57 640: 18%|#7 | 7/40 [00:01<00:06, 5.22it/s] 82/499 4.32G 0.01912 0.01487 0.007618 57 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 82/499 4.32G 0.01915 0.01505 0.007346 80 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 82/499 4.32G 0.01915 0.01505 0.007346 80 640: 22%|##2 | 9/40 [00:01<00:06, 5.16it/s] 82/499 4.32G 0.01888 0.01486 0.00719 72 640: 22%|##2 | 9/40 [00:01<00:06, 5.16it/s] 82/499 4.32G 0.01888 0.01486 0.00719 72 640: 25%|##5 | 10/40 [00:01<00:05, 5.24it/s] 82/499 4.32G 0.01885 0.01475 0.007053 71 640: 25%|##5 | 10/40 [00:02<00:05, 5.24it/s] 82/499 4.32G 0.01885 0.01475 0.007053 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 82/499 4.32G 0.01908 0.01485 0.007432 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 82/499 4.32G 0.01908 0.01485 0.007432 73 640: 30%|### | 12/40 [00:02<00:05, 5.13it/s] 82/499 4.32G 0.01919 0.01481 0.008026 68 640: 30%|### | 12/40 [00:02<00:05, 5.13it/s] 82/499 4.32G 0.01919 0.01481 0.008026 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 82/499 4.32G 0.01914 0.0148 0.008057 69 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 82/499 4.32G 0.01914 0.0148 0.008057 69 640: 35%|###5 | 14/40 [00:02<00:05, 5.19it/s] 82/499 4.32G 0.0192 0.01475 0.008403 61 640: 35%|###5 | 14/40 [00:02<00:05, 5.19it/s] 82/499 4.32G 0.0192 0.01475 0.008403 61 640: 38%|###7 | 15/40 [00:02<00:04, 5.00it/s] 82/499 4.32G 0.01912 0.01491 0.00821 87 640: 38%|###7 | 15/40 [00:03<00:04, 5.00it/s] 82/499 4.32G 0.01912 0.01491 0.00821 87 640: 40%|#### | 16/40 [00:03<00:04, 5.13it/s] 82/499 4.32G 0.01929 0.0151 0.008045 85 640: 40%|#### | 16/40 [00:03<00:04, 5.13it/s] 82/499 4.32G 0.01929 0.0151 0.008045 85 640: 42%|####2 | 17/40 [00:03<00:04, 5.18it/s] 82/499 4.32G 0.01918 0.015 0.008158 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.18it/s] 82/499 4.32G 0.01918 0.015 0.008158 71 640: 45%|####5 | 18/40 [00:03<00:04, 5.08it/s] 82/499 4.32G 0.01909 0.01491 0.008024 81 640: 45%|####5 | 18/40 [00:03<00:04, 5.08it/s] 82/499 4.32G 0.01909 0.01491 0.008024 81 640: 48%|####7 | 19/40 [00:03<00:04, 5.14it/s] 82/499 4.32G 0.01904 0.01494 0.00786 76 640: 48%|####7 | 19/40 [00:03<00:04, 5.14it/s] 82/499 4.32G 0.01904 0.01494 0.00786 76 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 82/499 4.32G 0.01911 0.01507 0.007915 85 640: 50%|##### | 20/40 [00:04<00:03, 5.22it/s] 82/499 4.32G 0.01911 0.01507 0.007915 85 640: 52%|#####2 | 21/40 [00:04<00:03, 5.09it/s] 82/499 4.32G 0.01901 0.01508 0.008114 83 640: 52%|#####2 | 21/40 [00:04<00:03, 5.09it/s] 82/499 4.32G 0.01901 0.01508 0.008114 83 640: 55%|#####5 | 22/40 [00:04<00:03, 5.19it/s] 82/499 4.32G 0.01902 0.01511 0.008209 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.19it/s] 82/499 4.32G 0.01902 0.01511 0.008209 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 82/499 4.32G 0.01902 0.01506 0.008224 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 82/499 4.32G 0.01902 0.01506 0.008224 72 640: 60%|###### | 24/40 [00:04<00:03, 5.12it/s] 82/499 4.32G 0.01889 0.01493 0.008245 60 640: 60%|###### | 24/40 [00:04<00:03, 5.12it/s] 82/499 4.32G 0.01889 0.01493 0.008245 60 640: 62%|######2 | 25/40 [00:04<00:02, 5.13it/s] 82/499 4.32G 0.01888 0.01495 0.008088 75 640: 62%|######2 | 25/40 [00:05<00:02, 5.13it/s] 82/499 4.32G 0.01888 0.01495 0.008088 75 640: 65%|######5 | 26/40 [00:05<00:02, 5.18it/s] 82/499 4.32G 0.01886 0.01491 0.008194 69 640: 65%|######5 | 26/40 [00:05<00:02, 5.18it/s] 82/499 4.32G 0.01886 0.01491 0.008194 69 640: 68%|######7 | 27/40 [00:05<00:02, 5.04it/s] 82/499 4.32G 0.01888 0.01487 0.008105 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.04it/s] 82/499 4.32G 0.01888 0.01487 0.008105 76 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 82/499 4.32G 0.01886 0.01486 0.007986 85 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 82/499 4.32G 0.01886 0.01486 0.007986 85 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 82/499 4.32G 0.01882 0.01484 0.008104 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 82/499 4.32G 0.01882 0.01484 0.008104 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.11it/s] 82/499 4.32G 0.01879 0.01486 0.00807 90 640: 75%|#######5 | 30/40 [00:05<00:01, 5.11it/s] 82/499 4.32G 0.01879 0.01486 0.00807 90 640: 78%|#######7 | 31/40 [00:05<00:01, 5.20it/s] 82/499 4.32G 0.01875 0.01478 0.007979 69 640: 78%|#######7 | 31/40 [00:06<00:01, 5.20it/s] 82/499 4.32G 0.01875 0.01478 0.007979 69 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 82/499 4.32G 0.0187 0.01469 0.007951 69 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 82/499 4.32G 0.0187 0.01469 0.007951 69 640: 82%|########2 | 33/40 [00:06<00:01, 5.16it/s] 82/499 4.32G 0.01874 0.01468 0.007844 70 640: 82%|########2 | 33/40 [00:06<00:01, 5.16it/s] 82/499 4.32G 0.01874 0.01468 0.007844 70 640: 85%|########5 | 34/40 [00:06<00:01, 5.21it/s] 82/499 4.32G 0.01869 0.01458 0.007824 61 640: 85%|########5 | 34/40 [00:06<00:01, 5.21it/s] 82/499 4.32G 0.01869 0.01458 0.007824 61 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 82/499 4.32G 0.01864 0.01456 0.007847 78 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 82/499 4.32G 0.01864 0.01456 0.007847 78 640: 90%|######### | 36/40 [00:06<00:00, 5.07it/s] 82/499 4.32G 0.01864 0.01447 0.007753 60 640: 90%|######### | 36/40 [00:07<00:00, 5.07it/s] 82/499 4.32G 0.01864 0.01447 0.007753 60 640: 92%|#########2| 37/40 [00:07<00:00, 5.15it/s] 82/499 4.32G 0.01863 0.01452 0.007639 83 640: 92%|#########2| 37/40 [00:07<00:00, 5.15it/s] 82/499 4.32G 0.01863 0.01452 0.007639 83 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 82/499 4.32G 0.01861 0.0145 0.007642 76 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 82/499 4.32G 0.01861 0.0145 0.007642 76 640: 98%|#########7| 39/40 [00:07<00:00, 5.15it/s] 82/499 4.32G 0.01856 0.01442 0.007615 30 640: 98%|#########7| 39/40 [00:07<00:00, 5.15it/s] 82/499 4.32G 0.01856 0.01442 0.007615 30 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] 82/499 4.32G 0.01856 0.01442 0.007615 30 640: 100%|##########| 40/40 [00:07<00:00, 5.19it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.06it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.09it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.08it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.17it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.72it/s] all 132 263 0.0143 0.0491 0.0166 0.00476 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 83/499 4.32G 0.01936 0.01713 0.006672 84 640: 0%| | 0/40 [00:00<?, ?it/s] 83/499 4.32G 0.01936 0.01713 0.006672 84 640: 2%|2 | 1/40 [00:00<00:07, 5.49it/s] 83/499 4.32G 0.01864 0.01505 0.005711 72 640: 2%|2 | 1/40 [00:00<00:07, 5.49it/s] 83/499 4.32G 0.01864 0.01505 0.005711 72 640: 5%|5 | 2/40 [00:00<00:07, 5.14it/s] 83/499 4.32G 0.01876 0.01608 0.00573 80 640: 5%|5 | 2/40 [00:00<00:07, 5.14it/s] 83/499 4.32G 0.01876 0.01608 0.00573 80 640: 8%|7 | 3/40 [00:00<00:06, 5.29it/s] 83/499 4.32G 0.01854 0.01623 0.005934 80 640: 8%|7 | 3/40 [00:00<00:06, 5.29it/s] 83/499 4.32G 0.01854 0.01623 0.005934 80 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 83/499 4.32G 0.01873 0.01531 0.006744 51 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 83/499 4.32G 0.01873 0.01531 0.006744 51 640: 12%|#2 | 5/40 [00:00<00:06, 5.23it/s] 83/499 4.32G 0.01869 0.01474 0.00703 68 640: 12%|#2 | 5/40 [00:01<00:06, 5.23it/s] 83/499 4.32G 0.01869 0.01474 0.00703 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.31it/s] 83/499 4.32G 0.01875 0.01498 0.007593 83 640: 15%|#5 | 6/40 [00:01<00:06, 5.31it/s] 83/499 4.32G 0.01875 0.01498 0.007593 83 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 83/499 4.32G 0.01853 0.01475 0.007176 68 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 83/499 4.32G 0.01853 0.01475 0.007176 68 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 83/499 4.32G 0.01886 0.01486 0.006984 77 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 83/499 4.32G 0.01886 0.01486 0.006984 77 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 83/499 4.32G 0.01877 0.01499 0.007005 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 83/499 4.32G 0.01877 0.01499 0.007005 80 640: 25%|##5 | 10/40 [00:01<00:05, 5.37it/s] 83/499 4.32G 0.0187 0.01502 0.007245 75 640: 25%|##5 | 10/40 [00:02<00:05, 5.37it/s] 83/499 4.32G 0.0187 0.01502 0.007245 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.22it/s] 83/499 4.32G 0.01859 0.01481 0.007055 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.22it/s] 83/499 4.32G 0.01859 0.01481 0.007055 74 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 83/499 4.32G 0.01858 0.0149 0.007362 85 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 83/499 4.32G 0.01858 0.0149 0.007362 85 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 83/499 4.32G 0.01851 0.01485 0.007023 77 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 83/499 4.32G 0.01851 0.01485 0.007023 77 640: 35%|###5 | 14/40 [00:02<00:05, 5.16it/s] 83/499 4.32G 0.0186 0.0148 0.007043 76 640: 35%|###5 | 14/40 [00:02<00:05, 5.16it/s] 83/499 4.32G 0.0186 0.0148 0.007043 76 640: 38%|###7 | 15/40 [00:02<00:04, 5.21it/s] 83/499 4.32G 0.0186 0.01468 0.007341 70 640: 38%|###7 | 15/40 [00:03<00:04, 5.21it/s] 83/499 4.32G 0.0186 0.01468 0.007341 70 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 83/499 4.32G 0.01864 0.01464 0.007228 79 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 83/499 4.32G 0.01864 0.01464 0.007228 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.16it/s] 83/499 4.32G 0.01865 0.01472 0.007324 81 640: 42%|####2 | 17/40 [00:03<00:04, 5.16it/s] 83/499 4.32G 0.01865 0.01472 0.007324 81 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 83/499 4.32G 0.01864 0.01488 0.007178 86 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 83/499 4.32G 0.01864 0.01488 0.007178 86 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 83/499 4.32G 0.01865 0.01468 0.007236 52 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 83/499 4.32G 0.01865 0.01468 0.007236 52 640: 50%|##### | 20/40 [00:03<00:03, 5.13it/s] 83/499 4.32G 0.01866 0.01478 0.007329 80 640: 50%|##### | 20/40 [00:03<00:03, 5.13it/s] 83/499 4.32G 0.01866 0.01478 0.007329 80 640: 52%|#####2 | 21/40 [00:03<00:03, 5.22it/s] 83/499 4.32G 0.01874 0.01468 0.007391 60 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 83/499 4.32G 0.01874 0.01468 0.007391 60 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 83/499 4.32G 0.01863 0.01451 0.007255 65 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 83/499 4.32G 0.01863 0.01451 0.007255 65 640: 57%|#####7 | 23/40 [00:04<00:03, 5.17it/s] 83/499 4.32G 0.01863 0.01448 0.007177 62 640: 57%|#####7 | 23/40 [00:04<00:03, 5.17it/s] 83/499 4.32G 0.01863 0.01448 0.007177 62 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 83/499 4.32G 0.01863 0.01442 0.007136 67 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 83/499 4.32G 0.01863 0.01442 0.007136 67 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 83/499 4.32G 0.01853 0.01432 0.006971 66 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 83/499 4.32G 0.01853 0.01432 0.006971 66 640: 65%|######5 | 26/40 [00:04<00:02, 5.18it/s] 83/499 4.32G 0.01851 0.01421 0.006873 67 640: 65%|######5 | 26/40 [00:05<00:02, 5.18it/s] 83/499 4.32G 0.01851 0.01421 0.006873 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 83/499 4.32G 0.01852 0.01415 0.006815 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 83/499 4.32G 0.01852 0.01415 0.006815 67 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 83/499 4.32G 0.01857 0.01415 0.006799 72 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 83/499 4.32G 0.01857 0.01415 0.006799 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.14it/s] 83/499 4.32G 0.01857 0.01421 0.006883 84 640: 72%|#######2 | 29/40 [00:05<00:02, 5.14it/s] 83/499 4.32G 0.01857 0.01421 0.006883 84 640: 75%|#######5 | 30/40 [00:05<00:01, 5.23it/s] 83/499 4.32G 0.01863 0.01417 0.006898 67 640: 75%|#######5 | 30/40 [00:05<00:01, 5.23it/s] 83/499 4.32G 0.01863 0.01417 0.006898 67 640: 78%|#######7 | 31/40 [00:05<00:01, 5.32it/s] 83/499 4.32G 0.01863 0.01413 0.006857 68 640: 78%|#######7 | 31/40 [00:06<00:01, 5.32it/s] 83/499 4.32G 0.01863 0.01413 0.006857 68 640: 80%|######## | 32/40 [00:06<00:01, 5.17it/s] 83/499 4.32G 0.01861 0.01411 0.006884 74 640: 80%|######## | 32/40 [00:06<00:01, 5.17it/s] 83/499 4.32G 0.01861 0.01411 0.006884 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 83/499 4.32G 0.01861 0.01417 0.006927 89 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 83/499 4.32G 0.01861 0.01417 0.006927 89 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 83/499 4.32G 0.01858 0.01429 0.006889 97 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 83/499 4.32G 0.01858 0.01429 0.006889 97 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 83/499 4.32G 0.01862 0.01426 0.006995 63 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 83/499 4.32G 0.01862 0.01426 0.006995 63 640: 90%|######### | 36/40 [00:06<00:00, 5.28it/s] 83/499 4.32G 0.0186 0.01434 0.007031 87 640: 90%|######### | 36/40 [00:07<00:00, 5.28it/s] 83/499 4.32G 0.0186 0.01434 0.007031 87 640: 92%|#########2| 37/40 [00:07<00:00, 5.34it/s] 83/499 4.32G 0.0186 0.01438 0.00719 76 640: 92%|#########2| 37/40 [00:07<00:00, 5.34it/s] 83/499 4.32G 0.0186 0.01438 0.00719 76 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 83/499 4.32G 0.01861 0.01436 0.007141 67 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 83/499 4.32G 0.01861 0.01436 0.007141 67 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 83/499 4.32G 0.01861 0.0144 0.007369 37 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 83/499 4.32G 0.01861 0.0144 0.007369 37 640: 100%|##########| 40/40 [00:07<00:00, 5.41it/s] 83/499 4.32G 0.01861 0.0144 0.007369 37 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.84it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.03it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.09it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.21it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.71it/s] all 132 263 0.608 0.00526 0.0122 0.00495 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 84/499 4.32G 0.01923 0.0119 0.006516 61 640: 0%| | 0/40 [00:00<?, ?it/s] 84/499 4.32G 0.01923 0.0119 0.006516 61 640: 2%|2 | 1/40 [00:00<00:08, 4.83it/s] 84/499 4.32G 0.01892 0.01344 0.005643 82 640: 2%|2 | 1/40 [00:00<00:08, 4.83it/s] 84/499 4.32G 0.01892 0.01344 0.005643 82 640: 5%|5 | 2/40 [00:00<00:07, 5.20it/s] 84/499 4.32G 0.01978 0.01357 0.007336 69 640: 5%|5 | 2/40 [00:00<00:07, 5.20it/s] 84/499 4.32G 0.01978 0.01357 0.007336 69 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 84/499 4.32G 0.02058 0.01418 0.006854 71 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 84/499 4.32G 0.02058 0.01418 0.006854 71 640: 10%|# | 4/40 [00:00<00:07, 5.12it/s] 84/499 4.32G 0.01992 0.01387 0.006451 68 640: 10%|# | 4/40 [00:00<00:07, 5.12it/s] 84/499 4.32G 0.01992 0.01387 0.006451 68 640: 12%|#2 | 5/40 [00:00<00:06, 5.24it/s] 84/499 4.32G 0.01988 0.01378 0.006494 67 640: 12%|#2 | 5/40 [00:01<00:06, 5.24it/s] 84/499 4.32G 0.01988 0.01378 0.006494 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.31it/s] 84/499 4.32G 0.01974 0.0138 0.007115 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.31it/s] 84/499 4.32G 0.01974 0.0138 0.007115 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.17it/s] 84/499 4.32G 0.01977 0.01391 0.007372 71 640: 18%|#7 | 7/40 [00:01<00:06, 5.17it/s] 84/499 4.32G 0.01977 0.01391 0.007372 71 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 84/499 4.32G 0.01996 0.01384 0.007114 62 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 84/499 4.32G 0.01996 0.01384 0.007114 62 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 84/499 4.32G 0.01994 0.01392 0.007062 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 84/499 4.32G 0.01994 0.01392 0.007062 74 640: 25%|##5 | 10/40 [00:01<00:05, 5.14it/s] 84/499 4.32G 0.01999 0.01395 0.006608 75 640: 25%|##5 | 10/40 [00:02<00:05, 5.14it/s] 84/499 4.32G 0.01999 0.01395 0.006608 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 84/499 4.32G 0.01996 0.01361 0.006509 54 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 84/499 4.32G 0.01996 0.01361 0.006509 54 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 84/499 4.32G 0.02006 0.01375 0.006629 70 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 84/499 4.32G 0.02006 0.01375 0.006629 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.17it/s] 84/499 4.32G 0.01993 0.01388 0.006579 81 640: 32%|###2 | 13/40 [00:02<00:05, 5.17it/s] 84/499 4.32G 0.01993 0.01388 0.006579 81 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 84/499 4.32G 0.02017 0.01397 0.00651 61 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 84/499 4.32G 0.02017 0.01397 0.00651 61 640: 38%|###7 | 15/40 [00:02<00:04, 5.26it/s] 84/499 4.32G 0.02013 0.01387 0.006418 59 640: 38%|###7 | 15/40 [00:03<00:04, 5.26it/s] 84/499 4.32G 0.02013 0.01387 0.006418 59 640: 40%|#### | 16/40 [00:03<00:04, 5.15it/s] 84/499 4.32G 0.02001 0.01387 0.006335 70 640: 40%|#### | 16/40 [00:03<00:04, 5.15it/s] 84/499 4.32G 0.02001 0.01387 0.006335 70 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 84/499 4.32G 0.01991 0.0139 0.006097 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 84/499 4.32G 0.01991 0.0139 0.006097 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 84/499 4.32G 0.01986 0.01397 0.006074 83 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 84/499 4.32G 0.01986 0.01397 0.006074 83 640: 48%|####7 | 19/40 [00:03<00:04, 5.11it/s] 84/499 4.32G 0.01978 0.01402 0.005987 84 640: 48%|####7 | 19/40 [00:03<00:04, 5.11it/s] 84/499 4.32G 0.01978 0.01402 0.005987 84 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 84/499 4.32G 0.01975 0.01394 0.006349 63 640: 50%|##### | 20/40 [00:04<00:03, 5.21it/s] 84/499 4.32G 0.01975 0.01394 0.006349 63 640: 52%|#####2 | 21/40 [00:04<00:03, 5.28it/s] 84/499 4.32G 0.01981 0.01395 0.00622 71 640: 52%|#####2 | 21/40 [00:04<00:03, 5.28it/s] 84/499 4.32G 0.01981 0.01395 0.00622 71 640: 55%|#####5 | 22/40 [00:04<00:03, 5.12it/s] 84/499 4.32G 0.01978 0.0139 0.006116 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.12it/s] 84/499 4.32G 0.01978 0.0139 0.006116 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 84/499 4.32G 0.01966 0.01376 0.006048 63 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 84/499 4.32G 0.01966 0.01376 0.006048 63 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 84/499 4.32G 0.01975 0.01378 0.006282 70 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 84/499 4.32G 0.01975 0.01378 0.006282 70 640: 62%|######2 | 25/40 [00:04<00:02, 5.16it/s] 84/499 4.32G 0.01979 0.01379 0.006414 66 640: 62%|######2 | 25/40 [00:04<00:02, 5.16it/s] 84/499 4.32G 0.01979 0.01379 0.006414 66 640: 65%|######5 | 26/40 [00:04<00:02, 5.25it/s] 84/499 4.32G 0.01978 0.0137 0.006516 58 640: 65%|######5 | 26/40 [00:05<00:02, 5.25it/s] 84/499 4.32G 0.01978 0.0137 0.006516 58 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 84/499 4.32G 0.0197 0.01362 0.006733 56 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 84/499 4.32G 0.0197 0.01362 0.006733 56 640: 70%|####### | 28/40 [00:05<00:02, 5.13it/s] 84/499 4.32G 0.01972 0.01363 0.006633 69 640: 70%|####### | 28/40 [00:05<00:02, 5.13it/s] 84/499 4.32G 0.01972 0.01363 0.006633 69 640: 72%|#######2 | 29/40 [00:05<00:02, 5.15it/s] 84/499 4.32G 0.0196 0.01363 0.006491 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.15it/s] 84/499 4.32G 0.0196 0.01363 0.006491 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 84/499 4.32G 0.01956 0.01359 0.006433 71 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 84/499 4.32G 0.01956 0.01359 0.006433 71 640: 78%|#######7 | 31/40 [00:05<00:01, 5.13it/s] 84/499 4.32G 0.0195 0.01369 0.006469 81 640: 78%|#######7 | 31/40 [00:06<00:01, 5.13it/s] 84/499 4.32G 0.0195 0.01369 0.006469 81 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 84/499 4.32G 0.01947 0.01383 0.006378 91 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 84/499 4.32G 0.01947 0.01383 0.006378 91 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 84/499 4.32G 0.01951 0.01385 0.006449 67 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 84/499 4.32G 0.01951 0.01385 0.006449 67 640: 85%|########5 | 34/40 [00:06<00:01, 5.15it/s] 84/499 4.32G 0.01948 0.01385 0.006368 71 640: 85%|########5 | 34/40 [00:06<00:01, 5.15it/s] 84/499 4.32G 0.01948 0.01385 0.006368 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 84/499 4.32G 0.01948 0.01385 0.006303 72 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 84/499 4.32G 0.01948 0.01385 0.006303 72 640: 90%|######### | 36/40 [00:06<00:00, 5.19it/s] 84/499 4.32G 0.01949 0.01395 0.006385 91 640: 90%|######### | 36/40 [00:07<00:00, 5.19it/s] 84/499 4.32G 0.01949 0.01395 0.006385 91 640: 92%|#########2| 37/40 [00:07<00:00, 5.08it/s] 84/499 4.32G 0.01946 0.01392 0.006454 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.08it/s] 84/499 4.32G 0.01946 0.01392 0.006454 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.17it/s] 84/499 4.32G 0.01945 0.01396 0.006515 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.17it/s] 84/499 4.32G 0.01945 0.01396 0.006515 68 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 84/499 4.32G 0.01939 0.01396 0.00641 39 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 84/499 4.32G 0.01939 0.01396 0.00641 39 640: 100%|##########| 40/40 [00:07<00:00, 5.21it/s] 84/499 4.32G 0.01939 0.01396 0.00641 39 640: 100%|##########| 40/40 [00:07<00:00, 5.20it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.99it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.07it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.60it/s] all 132 263 0.204 0.0296 0.0778 0.039 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 85/499 4.32G 0.01875 0.01323 0.01038 66 640: 0%| | 0/40 [00:00<?, ?it/s] 85/499 4.32G 0.01875 0.01323 0.01038 66 640: 2%|2 | 1/40 [00:00<00:07, 5.49it/s] 85/499 4.32G 0.01879 0.01436 0.009608 74 640: 2%|2 | 1/40 [00:00<00:07, 5.49it/s] 85/499 4.32G 0.01879 0.01436 0.009608 74 640: 5%|5 | 2/40 [00:00<00:06, 5.48it/s] 85/499 4.32G 0.01929 0.01528 0.009743 88 640: 5%|5 | 2/40 [00:00<00:06, 5.48it/s] 85/499 4.32G 0.01929 0.01528 0.009743 88 640: 8%|7 | 3/40 [00:00<00:07, 5.18it/s] 85/499 4.32G 0.01881 0.01509 0.009023 81 640: 8%|7 | 3/40 [00:00<00:07, 5.18it/s] 85/499 4.32G 0.01881 0.01509 0.009023 81 640: 10%|# | 4/40 [00:00<00:06, 5.26it/s] 85/499 4.32G 0.01843 0.01415 0.009349 60 640: 10%|# | 4/40 [00:00<00:06, 5.26it/s] 85/499 4.32G 0.01843 0.01415 0.009349 60 640: 12%|#2 | 5/40 [00:00<00:06, 5.33it/s] 85/499 4.32G 0.01867 0.01407 0.008735 72 640: 12%|#2 | 5/40 [00:01<00:06, 5.33it/s] 85/499 4.32G 0.01867 0.01407 0.008735 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.17it/s] 85/499 4.32G 0.01857 0.01397 0.008329 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.17it/s] 85/499 4.32G 0.01857 0.01397 0.008329 71 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 85/499 4.32G 0.01839 0.01409 0.007817 81 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 85/499 4.32G 0.01839 0.01409 0.007817 81 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 85/499 4.32G 0.01832 0.01377 0.007707 58 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 85/499 4.32G 0.01832 0.01377 0.007707 58 640: 22%|##2 | 9/40 [00:01<00:06, 5.15it/s] 85/499 4.32G 0.01851 0.01394 0.00749 79 640: 22%|##2 | 9/40 [00:01<00:06, 5.15it/s] 85/499 4.32G 0.01851 0.01394 0.00749 79 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 85/499 4.32G 0.01844 0.01426 0.007035 93 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 85/499 4.32G 0.01844 0.01426 0.007035 93 640: 28%|##7 | 11/40 [00:02<00:05, 5.29it/s] 85/499 4.32G 0.01843 0.01419 0.006725 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.29it/s] 85/499 4.32G 0.01843 0.01419 0.006725 70 640: 30%|### | 12/40 [00:02<00:05, 5.16it/s] 85/499 4.32G 0.01856 0.01433 0.006562 79 640: 30%|### | 12/40 [00:02<00:05, 5.16it/s] 85/499 4.32G 0.01856 0.01433 0.006562 79 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 85/499 4.32G 0.01859 0.01429 0.006454 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 85/499 4.32G 0.01859 0.01429 0.006454 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 85/499 4.32G 0.01855 0.01444 0.006406 92 640: 35%|###5 | 14/40 [00:02<00:04, 5.28it/s] 85/499 4.32G 0.01855 0.01444 0.006406 92 640: 38%|###7 | 15/40 [00:02<00:04, 5.15it/s] 85/499 4.32G 0.01855 0.01435 0.006297 63 640: 38%|###7 | 15/40 [00:03<00:04, 5.15it/s] 85/499 4.32G 0.01855 0.01435 0.006297 63 640: 40%|#### | 16/40 [00:03<00:04, 5.15it/s] 85/499 4.32G 0.01862 0.01438 0.006367 77 640: 40%|#### | 16/40 [00:03<00:04, 5.15it/s] 85/499 4.32G 0.01862 0.01438 0.006367 77 640: 42%|####2 | 17/40 [00:03<00:04, 5.18it/s] 85/499 4.32G 0.01858 0.01431 0.006288 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.18it/s] 85/499 4.32G 0.01858 0.01431 0.006288 71 640: 45%|####5 | 18/40 [00:03<00:04, 5.06it/s] 85/499 4.32G 0.01868 0.0144 0.006341 82 640: 45%|####5 | 18/40 [00:03<00:04, 5.06it/s] 85/499 4.32G 0.01868 0.0144 0.006341 82 640: 48%|####7 | 19/40 [00:03<00:04, 5.15it/s] 85/499 4.32G 0.01873 0.01437 0.006589 74 640: 48%|####7 | 19/40 [00:03<00:04, 5.15it/s] 85/499 4.32G 0.01873 0.01437 0.006589 74 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 85/499 4.32G 0.01893 0.01446 0.007038 67 640: 50%|##### | 20/40 [00:04<00:03, 5.23it/s] 85/499 4.32G 0.01893 0.01446 0.007038 67 640: 52%|#####2 | 21/40 [00:04<00:03, 5.10it/s] 85/499 4.32G 0.0189 0.01448 0.006975 77 640: 52%|#####2 | 21/40 [00:04<00:03, 5.10it/s] 85/499 4.32G 0.0189 0.01448 0.006975 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.18it/s] 85/499 4.32G 0.01884 0.01448 0.006971 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.18it/s] 85/499 4.32G 0.01884 0.01448 0.006971 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 85/499 4.32G 0.01889 0.01439 0.006915 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 85/499 4.32G 0.01889 0.01439 0.006915 69 640: 60%|###### | 24/40 [00:04<00:03, 5.12it/s] 85/499 4.32G 0.01884 0.01432 0.006978 74 640: 60%|###### | 24/40 [00:04<00:03, 5.12it/s] 85/499 4.32G 0.01884 0.01432 0.006978 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 85/499 4.32G 0.0189 0.01432 0.006892 62 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 85/499 4.32G 0.0189 0.01432 0.006892 62 640: 65%|######5 | 26/40 [00:04<00:02, 5.27it/s] 85/499 4.32G 0.01885 0.01429 0.006821 71 640: 65%|######5 | 26/40 [00:05<00:02, 5.27it/s] 85/499 4.32G 0.01885 0.01429 0.006821 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.14it/s] 85/499 4.32G 0.01878 0.01436 0.006756 94 640: 68%|######7 | 27/40 [00:05<00:02, 5.14it/s] 85/499 4.32G 0.01878 0.01436 0.006756 94 640: 70%|####### | 28/40 [00:05<00:02, 5.13it/s] 85/499 4.32G 0.01873 0.01427 0.006655 61 640: 70%|####### | 28/40 [00:05<00:02, 5.13it/s] 85/499 4.32G 0.01873 0.01427 0.006655 61 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 85/499 4.32G 0.01871 0.01425 0.006575 70 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 85/499 4.32G 0.01871 0.01425 0.006575 70 640: 75%|#######5 | 30/40 [00:05<00:01, 5.07it/s] 85/499 4.32G 0.01869 0.01438 0.006596 103 640: 75%|#######5 | 30/40 [00:05<00:01, 5.07it/s] 85/499 4.32G 0.01869 0.01438 0.006596 103 640: 78%|#######7 | 31/40 [00:05<00:01, 5.18it/s] 85/499 4.32G 0.0187 0.01426 0.006603 58 640: 78%|#######7 | 31/40 [00:06<00:01, 5.18it/s] 85/499 4.32G 0.0187 0.01426 0.006603 58 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 85/499 4.32G 0.01867 0.01432 0.006525 81 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 85/499 4.32G 0.01867 0.01432 0.006525 81 640: 82%|########2 | 33/40 [00:06<00:01, 5.12it/s] 85/499 4.32G 0.01861 0.01433 0.006537 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.12it/s] 85/499 4.32G 0.01861 0.01433 0.006537 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 85/499 4.32G 0.01861 0.01435 0.006595 81 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 85/499 4.32G 0.01861 0.01435 0.006595 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.25it/s] 85/499 4.32G 0.01863 0.0144 0.006608 85 640: 88%|########7 | 35/40 [00:06<00:00, 5.25it/s] 85/499 4.32G 0.01863 0.0144 0.006608 85 640: 90%|######### | 36/40 [00:06<00:00, 5.13it/s] 85/499 4.32G 0.01865 0.01445 0.006607 74 640: 90%|######### | 36/40 [00:07<00:00, 5.13it/s] 85/499 4.32G 0.01865 0.01445 0.006607 74 640: 92%|#########2| 37/40 [00:07<00:00, 5.22it/s] 85/499 4.32G 0.01871 0.01451 0.006666 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.22it/s] 85/499 4.32G 0.01871 0.01451 0.006666 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 85/499 4.32G 0.01875 0.01452 0.006726 76 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 85/499 4.32G 0.01875 0.01452 0.006726 76 640: 98%|#########7| 39/40 [00:07<00:00, 5.05it/s] 85/499 4.32G 0.01872 0.01455 0.006628 36 640: 98%|#########7| 39/40 [00:07<00:00, 5.05it/s] 85/499 4.32G 0.01872 0.01455 0.006628 36 640: 100%|##########| 40/40 [00:07<00:00, 5.18it/s] 85/499 4.32G 0.01872 0.01455 0.006628 36 640: 100%|##########| 40/40 [00:07<00:00, 5.19it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.00it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.12it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.14it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.25it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.77it/s] all 132 263 0.403 0.00351 0.0101 0.00363 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 86/499 4.32G 0.01944 0.01784 0.007002 88 640: 0%| | 0/40 [00:00<?, ?it/s] 86/499 4.32G 0.01944 0.01784 0.007002 88 640: 2%|2 | 1/40 [00:00<00:07, 5.23it/s] 86/499 4.32G 0.0197 0.01795 0.00848 85 640: 2%|2 | 1/40 [00:00<00:07, 5.23it/s] 86/499 4.32G 0.0197 0.01795 0.00848 85 640: 5%|5 | 2/40 [00:00<00:07, 4.96it/s] 86/499 4.32G 0.01955 0.01613 0.007517 60 640: 5%|5 | 2/40 [00:00<00:07, 4.96it/s] 86/499 4.32G 0.01955 0.01613 0.007517 60 640: 8%|7 | 3/40 [00:00<00:07, 5.14it/s] 86/499 4.32G 0.01971 0.01538 0.006716 62 640: 8%|7 | 3/40 [00:00<00:07, 5.14it/s] 86/499 4.32G 0.01971 0.01538 0.006716 62 640: 10%|# | 4/40 [00:00<00:06, 5.27it/s] 86/499 4.32G 0.01925 0.01587 0.006386 91 640: 10%|# | 4/40 [00:00<00:06, 5.27it/s] 86/499 4.32G 0.01925 0.01587 0.006386 91 640: 12%|#2 | 5/40 [00:00<00:06, 5.12it/s] 86/499 4.32G 0.0192 0.01585 0.006996 80 640: 12%|#2 | 5/40 [00:01<00:06, 5.12it/s] 86/499 4.32G 0.0192 0.01585 0.006996 80 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 86/499 4.32G 0.01891 0.01549 0.006828 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 86/499 4.32G 0.01891 0.01549 0.006828 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 86/499 4.32G 0.01881 0.01521 0.007397 68 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 86/499 4.32G 0.01881 0.01521 0.007397 68 640: 20%|## | 8/40 [00:01<00:06, 5.14it/s] 86/499 4.32G 0.01871 0.01531 0.007473 86 640: 20%|## | 8/40 [00:01<00:06, 5.14it/s] 86/499 4.32G 0.01871 0.01531 0.007473 86 640: 22%|##2 | 9/40 [00:01<00:05, 5.19it/s] 86/499 4.32G 0.0185 0.01505 0.007117 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.19it/s] 86/499 4.32G 0.0185 0.01505 0.007117 72 640: 25%|##5 | 10/40 [00:01<00:05, 5.28it/s] 86/499 4.32G 0.0185 0.01504 0.006993 69 640: 25%|##5 | 10/40 [00:02<00:05, 5.28it/s] 86/499 4.32G 0.0185 0.01504 0.006993 69 640: 28%|##7 | 11/40 [00:02<00:05, 5.08it/s] 86/499 4.32G 0.01839 0.01483 0.006802 67 640: 28%|##7 | 11/40 [00:02<00:05, 5.08it/s] 86/499 4.32G 0.01839 0.01483 0.006802 67 640: 30%|### | 12/40 [00:02<00:05, 5.16it/s] 86/499 4.32G 0.01844 0.01479 0.006654 76 640: 30%|### | 12/40 [00:02<00:05, 5.16it/s] 86/499 4.32G 0.01844 0.01479 0.006654 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 86/499 4.32G 0.01841 0.01468 0.00696 65 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 86/499 4.32G 0.01841 0.01468 0.00696 65 640: 35%|###5 | 14/40 [00:02<00:05, 5.03it/s] 86/499 4.32G 0.01845 0.01484 0.006709 92 640: 35%|###5 | 14/40 [00:02<00:05, 5.03it/s] 86/499 4.32G 0.01845 0.01484 0.006709 92 640: 38%|###7 | 15/40 [00:02<00:04, 5.15it/s] 86/499 4.32G 0.01842 0.01491 0.00656 86 640: 38%|###7 | 15/40 [00:03<00:04, 5.15it/s] 86/499 4.32G 0.01842 0.01491 0.00656 86 640: 40%|#### | 16/40 [00:03<00:04, 5.23it/s] 86/499 4.32G 0.01844 0.01496 0.006759 85 640: 40%|#### | 16/40 [00:03<00:04, 5.23it/s] 86/499 4.32G 0.01844 0.01496 0.006759 85 640: 42%|####2 | 17/40 [00:03<00:04, 5.01it/s] 86/499 4.32G 0.01853 0.01498 0.006777 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.01it/s] 86/499 4.32G 0.01853 0.01498 0.006777 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.12it/s] 86/499 4.32G 0.01847 0.0148 0.006792 60 640: 45%|####5 | 18/40 [00:03<00:04, 5.12it/s] 86/499 4.32G 0.01847 0.0148 0.006792 60 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 86/499 4.32G 0.01848 0.01475 0.006733 75 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 86/499 4.32G 0.01848 0.01475 0.006733 75 640: 50%|##### | 20/40 [00:03<00:03, 5.13it/s] 86/499 4.32G 0.01843 0.01474 0.006835 85 640: 50%|##### | 20/40 [00:04<00:03, 5.13it/s] 86/499 4.32G 0.01843 0.01474 0.006835 85 640: 52%|#####2 | 21/40 [00:04<00:03, 5.02it/s] 86/499 4.32G 0.01845 0.01476 0.00699 74 640: 52%|#####2 | 21/40 [00:04<00:03, 5.02it/s] 86/499 4.32G 0.01845 0.01476 0.00699 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.15it/s] 86/499 4.32G 0.01839 0.01473 0.006888 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.15it/s] 86/499 4.32G 0.01839 0.01473 0.006888 77 640: 57%|#####7 | 23/40 [00:04<00:03, 5.07it/s] 86/499 4.32G 0.01842 0.01484 0.006913 83 640: 57%|#####7 | 23/40 [00:04<00:03, 5.07it/s] 86/499 4.32G 0.01842 0.01484 0.006913 83 640: 60%|###### | 24/40 [00:04<00:03, 5.09it/s] 86/499 4.32G 0.01836 0.01481 0.007051 81 640: 60%|###### | 24/40 [00:04<00:03, 5.09it/s] 86/499 4.32G 0.01836 0.01481 0.007051 81 640: 62%|######2 | 25/40 [00:04<00:02, 5.16it/s] 86/499 4.32G 0.01848 0.01498 0.007119 89 640: 62%|######2 | 25/40 [00:05<00:02, 5.16it/s] 86/499 4.32G 0.01848 0.01498 0.007119 89 640: 65%|######5 | 26/40 [00:05<00:02, 5.08it/s] 86/499 4.32G 0.0184 0.01496 0.007023 72 640: 65%|######5 | 26/40 [00:05<00:02, 5.08it/s] 86/499 4.32G 0.0184 0.01496 0.007023 72 640: 68%|######7 | 27/40 [00:05<00:02, 5.15it/s] 86/499 4.32G 0.01837 0.01498 0.007026 80 640: 68%|######7 | 27/40 [00:05<00:02, 5.15it/s] 86/499 4.32G 0.01837 0.01498 0.007026 80 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 86/499 4.32G 0.01834 0.01499 0.007018 86 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 86/499 4.32G 0.01834 0.01499 0.007018 86 640: 72%|#######2 | 29/40 [00:05<00:02, 5.09it/s] 86/499 4.32G 0.01833 0.01487 0.006982 63 640: 72%|#######2 | 29/40 [00:05<00:02, 5.09it/s] 86/499 4.32G 0.01833 0.01487 0.006982 63 640: 75%|#######5 | 30/40 [00:05<00:01, 5.19it/s] 86/499 4.32G 0.01835 0.01498 0.006913 91 640: 75%|#######5 | 30/40 [00:06<00:01, 5.19it/s] 86/499 4.32G 0.01835 0.01498 0.006913 91 640: 78%|#######7 | 31/40 [00:06<00:01, 5.27it/s] 86/499 4.32G 0.01841 0.01503 0.006883 83 640: 78%|#######7 | 31/40 [00:06<00:01, 5.27it/s] 86/499 4.32G 0.01841 0.01503 0.006883 83 640: 80%|######## | 32/40 [00:06<00:01, 5.09it/s] 86/499 4.32G 0.01846 0.01504 0.006852 74 640: 80%|######## | 32/40 [00:06<00:01, 5.09it/s] 86/499 4.32G 0.01846 0.01504 0.006852 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 86/499 4.32G 0.01846 0.01499 0.007082 69 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 86/499 4.32G 0.01846 0.01499 0.007082 69 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 86/499 4.32G 0.01857 0.015 0.007023 66 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 86/499 4.32G 0.01857 0.015 0.007023 66 640: 88%|########7 | 35/40 [00:06<00:00, 5.16it/s] 86/499 4.32G 0.01853 0.01494 0.006946 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.16it/s] 86/499 4.32G 0.01853 0.01494 0.006946 69 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 86/499 4.32G 0.01849 0.01483 0.007005 58 640: 90%|######### | 36/40 [00:07<00:00, 5.25it/s] 86/499 4.32G 0.01849 0.01483 0.007005 58 640: 92%|#########2| 37/40 [00:07<00:00, 5.27it/s] 86/499 4.32G 0.01845 0.01476 0.007018 66 640: 92%|#########2| 37/40 [00:07<00:00, 5.27it/s] 86/499 4.32G 0.01845 0.01476 0.007018 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.13it/s] 86/499 4.32G 0.01847 0.01474 0.007025 67 640: 95%|#########5| 38/40 [00:07<00:00, 5.13it/s] 86/499 4.32G 0.01847 0.01474 0.007025 67 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 86/499 4.32G 0.01845 0.01468 0.006904 32 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 86/499 4.32G 0.01845 0.01468 0.006904 32 640: 100%|##########| 40/40 [00:07<00:00, 5.40it/s] 86/499 4.32G 0.01845 0.01468 0.006904 32 640: 100%|##########| 40/40 [00:07<00:00, 5.18it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.06it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.10it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.08it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.20it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.74it/s] all 132 263 0.0192 0.0368 0.0189 0.00441 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 87/499 4.32G 0.01544 0.01284 0.004704 71 640: 0%| | 0/40 [00:00<?, ?it/s] 87/499 4.32G 0.01544 0.01284 0.004704 71 640: 2%|2 | 1/40 [00:00<00:07, 4.92it/s] 87/499 4.32G 0.01738 0.01402 0.004164 78 640: 2%|2 | 1/40 [00:00<00:07, 4.92it/s] 87/499 4.32G 0.01738 0.01402 0.004164 78 640: 5%|5 | 2/40 [00:00<00:07, 5.26it/s] 87/499 4.32G 0.01879 0.01401 0.005033 75 640: 5%|5 | 2/40 [00:00<00:07, 5.26it/s] 87/499 4.32G 0.01879 0.01401 0.005033 75 640: 8%|7 | 3/40 [00:00<00:06, 5.36it/s] 87/499 4.32G 0.01934 0.01481 0.005114 85 640: 8%|7 | 3/40 [00:00<00:06, 5.36it/s] 87/499 4.32G 0.01934 0.01481 0.005114 85 640: 10%|# | 4/40 [00:00<00:06, 5.18it/s] 87/499 4.32G 0.01922 0.01559 0.004896 103 640: 10%|# | 4/40 [00:00<00:06, 5.18it/s] 87/499 4.32G 0.01922 0.01559 0.004896 103 640: 12%|#2 | 5/40 [00:00<00:06, 5.28it/s] 87/499 4.32G 0.01931 0.01553 0.00501 80 640: 12%|#2 | 5/40 [00:01<00:06, 5.28it/s] 87/499 4.32G 0.01931 0.01553 0.00501 80 640: 15%|#5 | 6/40 [00:01<00:06, 5.37it/s] 87/499 4.32G 0.01961 0.01541 0.005274 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.37it/s] 87/499 4.32G 0.01961 0.01541 0.005274 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.20it/s] 87/499 4.32G 0.01967 0.0152 0.005928 66 640: 18%|#7 | 7/40 [00:01<00:06, 5.20it/s] 87/499 4.32G 0.01967 0.0152 0.005928 66 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 87/499 4.32G 0.01947 0.01485 0.005793 63 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 87/499 4.32G 0.01947 0.01485 0.005793 63 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 87/499 4.32G 0.01957 0.0149 0.005901 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 87/499 4.32G 0.01957 0.0149 0.005901 80 640: 25%|##5 | 10/40 [00:01<00:05, 5.19it/s] 87/499 4.32G 0.01946 0.01502 0.006281 81 640: 25%|##5 | 10/40 [00:02<00:05, 5.19it/s] 87/499 4.32G 0.01946 0.01502 0.006281 81 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 87/499 4.32G 0.01955 0.01498 0.006276 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 87/499 4.32G 0.01955 0.01498 0.006276 72 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 87/499 4.32G 0.01959 0.01494 0.006089 69 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 87/499 4.32G 0.01959 0.01494 0.006089 69 640: 32%|###2 | 13/40 [00:02<00:05, 5.18it/s] 87/499 4.32G 0.01984 0.01505 0.00635 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.18it/s] 87/499 4.32G 0.01984 0.01505 0.00635 68 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 87/499 4.32G 0.01991 0.01478 0.006289 52 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 87/499 4.32G 0.01991 0.01478 0.006289 52 640: 38%|###7 | 15/40 [00:02<00:04, 5.30it/s] 87/499 4.32G 0.01991 0.01485 0.006246 84 640: 38%|###7 | 15/40 [00:03<00:04, 5.30it/s] 87/499 4.32G 0.01991 0.01485 0.006246 84 640: 40%|#### | 16/40 [00:03<00:04, 5.18it/s] 87/499 4.32G 0.01988 0.01477 0.006329 71 640: 40%|#### | 16/40 [00:03<00:04, 5.18it/s] 87/499 4.32G 0.01988 0.01477 0.006329 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 87/499 4.32G 0.01993 0.01473 0.006248 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 87/499 4.32G 0.01993 0.01473 0.006248 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 87/499 4.32G 0.01996 0.0148 0.006168 83 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 87/499 4.32G 0.01996 0.0148 0.006168 83 640: 48%|####7 | 19/40 [00:03<00:04, 5.18it/s] 87/499 4.32G 0.02002 0.01473 0.006135 70 640: 48%|####7 | 19/40 [00:03<00:04, 5.18it/s] 87/499 4.32G 0.02002 0.01473 0.006135 70 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 87/499 4.32G 0.01992 0.01461 0.006345 64 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 87/499 4.32G 0.01992 0.01461 0.006345 64 640: 52%|#####2 | 21/40 [00:03<00:03, 5.26it/s] 87/499 4.32G 0.01979 0.01464 0.00618 91 640: 52%|#####2 | 21/40 [00:04<00:03, 5.26it/s] 87/499 4.32G 0.01979 0.01464 0.00618 91 640: 55%|#####5 | 22/40 [00:04<00:03, 5.08it/s] 87/499 4.32G 0.01977 0.01464 0.006123 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.08it/s] 87/499 4.32G 0.01977 0.01464 0.006123 77 640: 57%|#####7 | 23/40 [00:04<00:03, 5.17it/s] 87/499 4.32G 0.01971 0.01465 0.006284 77 640: 57%|#####7 | 23/40 [00:04<00:03, 5.17it/s] 87/499 4.32G 0.01971 0.01465 0.006284 77 640: 60%|###### | 24/40 [00:04<00:03, 5.26it/s] 87/499 4.32G 0.01964 0.01467 0.006275 72 640: 60%|###### | 24/40 [00:04<00:03, 5.26it/s] 87/499 4.32G 0.01964 0.01467 0.006275 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.14it/s] 87/499 4.32G 0.01971 0.01477 0.006283 82 640: 62%|######2 | 25/40 [00:04<00:02, 5.14it/s] 87/499 4.32G 0.01971 0.01477 0.006283 82 640: 65%|######5 | 26/40 [00:04<00:02, 5.21it/s] 87/499 4.32G 0.01963 0.0148 0.006288 87 640: 65%|######5 | 26/40 [00:05<00:02, 5.21it/s] 87/499 4.32G 0.01963 0.0148 0.006288 87 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 87/499 4.32G 0.01959 0.01476 0.006291 81 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 87/499 4.32G 0.01959 0.01476 0.006291 81 640: 70%|####### | 28/40 [00:05<00:02, 5.11it/s] 87/499 4.32G 0.01952 0.01464 0.00626 65 640: 70%|####### | 28/40 [00:05<00:02, 5.11it/s] 87/499 4.32G 0.01952 0.01464 0.00626 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.11it/s] 87/499 4.32G 0.01951 0.01463 0.006167 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.11it/s] 87/499 4.32G 0.01951 0.01463 0.006167 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 87/499 4.32G 0.01956 0.01459 0.006453 63 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 87/499 4.32G 0.01956 0.01459 0.006453 63 640: 78%|#######7 | 31/40 [00:05<00:01, 5.07it/s] 87/499 4.32G 0.01955 0.01468 0.006459 89 640: 78%|#######7 | 31/40 [00:06<00:01, 5.07it/s] 87/499 4.32G 0.01955 0.01468 0.006459 89 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 87/499 4.32G 0.01954 0.01468 0.006505 79 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 87/499 4.32G 0.01954 0.01468 0.006505 79 640: 82%|########2 | 33/40 [00:06<00:01, 5.22it/s] 87/499 4.32G 0.01948 0.01472 0.006464 86 640: 82%|########2 | 33/40 [00:06<00:01, 5.22it/s] 87/499 4.32G 0.01948 0.01472 0.006464 86 640: 85%|########5 | 34/40 [00:06<00:01, 5.12it/s] 87/499 4.32G 0.01949 0.01477 0.006693 88 640: 85%|########5 | 34/40 [00:06<00:01, 5.12it/s] 87/499 4.32G 0.01949 0.01477 0.006693 88 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 87/499 4.32G 0.01953 0.01487 0.006747 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 87/499 4.32G 0.01953 0.01487 0.006747 81 640: 90%|######### | 36/40 [00:06<00:00, 5.26it/s] 87/499 4.32G 0.01952 0.01489 0.006782 76 640: 90%|######### | 36/40 [00:07<00:00, 5.26it/s] 87/499 4.32G 0.01952 0.01489 0.006782 76 640: 92%|#########2| 37/40 [00:07<00:00, 5.04it/s] 87/499 4.32G 0.01955 0.01501 0.006852 92 640: 92%|#########2| 37/40 [00:07<00:00, 5.04it/s] 87/499 4.32G 0.01955 0.01501 0.006852 92 640: 95%|#########5| 38/40 [00:07<00:00, 5.11it/s] 87/499 4.32G 0.01957 0.01502 0.006803 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.11it/s] 87/499 4.32G 0.01957 0.01502 0.006803 81 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 87/499 4.32G 0.01953 0.01501 0.006709 42 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 87/499 4.32G 0.01953 0.01501 0.006709 42 640: 100%|##########| 40/40 [00:07<00:00, 5.13it/s] 87/499 4.32G 0.01953 0.01501 0.006709 42 640: 100%|##########| 40/40 [00:07<00:00, 5.20it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.15it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.17it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.19it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.30it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.83it/s] all 132 263 0.000403 0.00175 0.000222 2.22e-05 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 88/499 4.32G 0.02088 0.01212 0.005717 64 640: 0%| | 0/40 [00:00<?, ?it/s] 88/499 4.32G 0.02088 0.01212 0.005717 64 640: 2%|2 | 1/40 [00:00<00:07, 5.54it/s] 88/499 4.32G 0.01938 0.012 0.005542 63 640: 2%|2 | 1/40 [00:00<00:07, 5.54it/s] 88/499 4.32G 0.01938 0.012 0.005542 63 640: 5%|5 | 2/40 [00:00<00:06, 5.54it/s] 88/499 4.32G 0.02074 0.01223 0.00734 57 640: 5%|5 | 2/40 [00:00<00:06, 5.54it/s] 88/499 4.32G 0.02074 0.01223 0.00734 57 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 88/499 4.32G 0.02069 0.01298 0.006884 77 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 88/499 4.32G 0.02069 0.01298 0.006884 77 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 88/499 4.32G 0.02018 0.01327 0.006171 74 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 88/499 4.32G 0.02018 0.01327 0.006171 74 640: 12%|#2 | 5/40 [00:00<00:06, 5.40it/s] 88/499 4.32G 0.02 0.01332 0.006152 68 640: 12%|#2 | 5/40 [00:01<00:06, 5.40it/s] 88/499 4.32G 0.02 0.01332 0.006152 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 88/499 4.32G 0.01976 0.01332 0.005843 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 88/499 4.32G 0.01976 0.01332 0.005843 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.29it/s] 88/499 4.32G 0.01949 0.01368 0.005886 81 640: 18%|#7 | 7/40 [00:01<00:06, 5.29it/s] 88/499 4.32G 0.01949 0.01368 0.005886 81 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 88/499 4.32G 0.01951 0.0138 0.005798 78 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 88/499 4.32G 0.01951 0.0138 0.005798 78 640: 22%|##2 | 9/40 [00:01<00:06, 5.17it/s] 88/499 4.32G 0.01955 0.01398 0.005636 77 640: 22%|##2 | 9/40 [00:01<00:06, 5.17it/s] 88/499 4.32G 0.01955 0.01398 0.005636 77 640: 25%|##5 | 10/40 [00:01<00:05, 5.26it/s] 88/499 4.32G 0.01954 0.01419 0.005683 86 640: 25%|##5 | 10/40 [00:02<00:05, 5.26it/s] 88/499 4.32G 0.01954 0.01419 0.005683 86 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 88/499 4.32G 0.01963 0.01407 0.005717 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 88/499 4.32G 0.01963 0.01407 0.005717 65 640: 30%|### | 12/40 [00:02<00:05, 5.20it/s] 88/499 4.32G 0.01952 0.01399 0.005535 68 640: 30%|### | 12/40 [00:02<00:05, 5.20it/s] 88/499 4.32G 0.01952 0.01399 0.005535 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.28it/s] 88/499 4.32G 0.01974 0.01406 0.005802 65 640: 32%|###2 | 13/40 [00:02<00:05, 5.28it/s] 88/499 4.32G 0.01974 0.01406 0.005802 65 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 88/499 4.32G 0.01969 0.01421 0.005727 93 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 88/499 4.32G 0.01969 0.01421 0.005727 93 640: 38%|###7 | 15/40 [00:02<00:04, 5.20it/s] 88/499 4.32G 0.01959 0.01424 0.00592 75 640: 38%|###7 | 15/40 [00:03<00:04, 5.20it/s] 88/499 4.32G 0.01959 0.01424 0.00592 75 640: 40%|#### | 16/40 [00:03<00:04, 5.27it/s] 88/499 4.32G 0.01979 0.01443 0.005839 86 640: 40%|#### | 16/40 [00:03<00:04, 5.27it/s] 88/499 4.32G 0.01979 0.01443 0.005839 86 640: 42%|####2 | 17/40 [00:03<00:04, 5.33it/s] 88/499 4.32G 0.0198 0.01431 0.005957 65 640: 42%|####2 | 17/40 [00:03<00:04, 5.33it/s] 88/499 4.32G 0.0198 0.01431 0.005957 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 88/499 4.32G 0.01975 0.01431 0.005838 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 88/499 4.32G 0.01975 0.01431 0.005838 80 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 88/499 4.32G 0.01965 0.01424 0.005664 75 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 88/499 4.32G 0.01965 0.01424 0.005664 75 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 88/499 4.32G 0.0196 0.01418 0.00579 69 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 88/499 4.32G 0.0196 0.01418 0.00579 69 640: 52%|#####2 | 21/40 [00:03<00:03, 5.19it/s] 88/499 4.32G 0.01959 0.0142 0.005866 76 640: 52%|#####2 | 21/40 [00:04<00:03, 5.19it/s] 88/499 4.32G 0.01959 0.0142 0.005866 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 88/499 4.32G 0.01952 0.01426 0.005858 82 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 88/499 4.32G 0.01952 0.01426 0.005858 82 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 88/499 4.32G 0.01962 0.01428 0.006006 77 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 88/499 4.32G 0.01962 0.01428 0.006006 77 640: 60%|###### | 24/40 [00:04<00:03, 5.17it/s] 88/499 4.32G 0.01952 0.01431 0.005891 75 640: 60%|###### | 24/40 [00:04<00:03, 5.17it/s] 88/499 4.32G 0.01952 0.01431 0.005891 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 88/499 4.32G 0.01946 0.01428 0.005867 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 88/499 4.32G 0.01946 0.01428 0.005867 75 640: 65%|######5 | 26/40 [00:04<00:02, 5.33it/s] 88/499 4.32G 0.01947 0.01432 0.005839 80 640: 65%|######5 | 26/40 [00:05<00:02, 5.33it/s] 88/499 4.32G 0.01947 0.01432 0.005839 80 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 88/499 4.32G 0.01945 0.01429 0.005742 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 88/499 4.32G 0.01945 0.01429 0.005742 70 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 88/499 4.32G 0.01949 0.01429 0.005686 65 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 88/499 4.32G 0.01949 0.01429 0.005686 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 88/499 4.32G 0.01946 0.0144 0.005601 92 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 88/499 4.32G 0.01946 0.0144 0.005601 92 640: 75%|#######5 | 30/40 [00:05<00:01, 5.13it/s] 88/499 4.32G 0.01957 0.01435 0.005747 59 640: 75%|#######5 | 30/40 [00:05<00:01, 5.13it/s] 88/499 4.32G 0.01957 0.01435 0.005747 59 640: 78%|#######7 | 31/40 [00:05<00:01, 5.22it/s] 88/499 4.32G 0.01956 0.01442 0.005735 79 640: 78%|#######7 | 31/40 [00:06<00:01, 5.22it/s] 88/499 4.32G 0.01956 0.01442 0.005735 79 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 88/499 4.32G 0.01949 0.01444 0.005776 75 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 88/499 4.32G 0.01949 0.01444 0.005776 75 640: 82%|########2 | 33/40 [00:06<00:01, 5.15it/s] 88/499 4.32G 0.01945 0.01438 0.005838 59 640: 82%|########2 | 33/40 [00:06<00:01, 5.15it/s] 88/499 4.32G 0.01945 0.01438 0.005838 59 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 88/499 4.32G 0.01947 0.01441 0.005778 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 88/499 4.32G 0.01947 0.01441 0.005778 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 88/499 4.32G 0.0195 0.01444 0.005775 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 88/499 4.32G 0.0195 0.01444 0.005775 81 640: 90%|######### | 36/40 [00:06<00:00, 5.12it/s] 88/499 4.32G 0.01944 0.01438 0.005675 63 640: 90%|######### | 36/40 [00:07<00:00, 5.12it/s] 88/499 4.32G 0.01944 0.01438 0.005675 63 640: 92%|#########2| 37/40 [00:07<00:00, 5.19it/s] 88/499 4.32G 0.01949 0.01443 0.005778 82 640: 92%|#########2| 37/40 [00:07<00:00, 5.19it/s] 88/499 4.32G 0.01949 0.01443 0.005778 82 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 88/499 4.32G 0.01946 0.01438 0.005729 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 88/499 4.32G 0.01946 0.01438 0.005729 71 640: 98%|#########7| 39/40 [00:07<00:00, 5.14it/s] 88/499 4.32G 0.0195 0.01425 0.005799 20 640: 98%|#########7| 39/40 [00:07<00:00, 5.14it/s] 88/499 4.32G 0.0195 0.01425 0.005799 20 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] 88/499 4.32G 0.0195 0.01425 0.005799 20 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.05it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.09it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.09it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.20it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.74it/s] all 132 263 0.00356 0.0506 0.00205 0.000783 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 89/499 4.32G 0.01902 0.01457 0.006928 79 640: 0%| | 0/40 [00:00<?, ?it/s] 89/499 4.32G 0.01902 0.01457 0.006928 79 640: 2%|2 | 1/40 [00:00<00:07, 5.49it/s] 89/499 4.32G 0.01909 0.01299 0.004721 58 640: 2%|2 | 1/40 [00:00<00:07, 5.49it/s] 89/499 4.32G 0.01909 0.01299 0.004721 58 640: 5%|5 | 2/40 [00:00<00:07, 5.12it/s] 89/499 4.32G 0.02001 0.01417 0.005471 82 640: 5%|5 | 2/40 [00:00<00:07, 5.12it/s] 89/499 4.32G 0.02001 0.01417 0.005471 82 640: 8%|7 | 3/40 [00:00<00:06, 5.29it/s] 89/499 4.32G 0.02045 0.01421 0.0069 65 640: 8%|7 | 3/40 [00:00<00:06, 5.29it/s] 89/499 4.32G 0.02045 0.01421 0.0069 65 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 89/499 4.32G 0.02038 0.01435 0.007159 78 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 89/499 4.32G 0.02038 0.01435 0.007159 78 640: 12%|#2 | 5/40 [00:00<00:06, 5.15it/s] 89/499 4.32G 0.0198 0.0144 0.007195 79 640: 12%|#2 | 5/40 [00:01<00:06, 5.15it/s] 89/499 4.32G 0.0198 0.0144 0.007195 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 89/499 4.32G 0.02006 0.01441 0.007285 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 89/499 4.32G 0.02006 0.01441 0.007285 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 89/499 4.32G 0.01992 0.0142 0.007996 65 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 89/499 4.32G 0.01992 0.0142 0.007996 65 640: 20%|## | 8/40 [00:01<00:06, 5.18it/s] 89/499 4.32G 0.02006 0.01415 0.007807 69 640: 20%|## | 8/40 [00:01<00:06, 5.18it/s] 89/499 4.32G 0.02006 0.01415 0.007807 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 89/499 4.32G 0.01994 0.01435 0.007907 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 89/499 4.32G 0.01994 0.01435 0.007907 78 640: 25%|##5 | 10/40 [00:01<00:05, 5.29it/s] 89/499 4.32G 0.01998 0.01423 0.007792 65 640: 25%|##5 | 10/40 [00:02<00:05, 5.29it/s] 89/499 4.32G 0.01998 0.01423 0.007792 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.17it/s] 89/499 4.32G 0.01986 0.01408 0.007458 63 640: 28%|##7 | 11/40 [00:02<00:05, 5.17it/s] 89/499 4.32G 0.01986 0.01408 0.007458 63 640: 30%|### | 12/40 [00:02<00:05, 5.24it/s] 89/499 4.32G 0.01982 0.01407 0.007603 76 640: 30%|### | 12/40 [00:02<00:05, 5.24it/s] 89/499 4.32G 0.01982 0.01407 0.007603 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 89/499 4.32G 0.01995 0.01428 0.007423 82 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 89/499 4.32G 0.01995 0.01428 0.007423 82 640: 35%|###5 | 14/40 [00:02<00:05, 5.17it/s] 89/499 4.32G 0.01982 0.01425 0.007227 77 640: 35%|###5 | 14/40 [00:02<00:05, 5.17it/s] 89/499 4.32G 0.01982 0.01425 0.007227 77 640: 38%|###7 | 15/40 [00:02<00:04, 5.23it/s] 89/499 4.32G 0.01984 0.01441 0.007361 83 640: 38%|###7 | 15/40 [00:03<00:04, 5.23it/s] 89/499 4.32G 0.01984 0.01441 0.007361 83 640: 40%|#### | 16/40 [00:03<00:04, 5.29it/s] 89/499 4.32G 0.01982 0.01427 0.007229 64 640: 40%|#### | 16/40 [00:03<00:04, 5.29it/s] 89/499 4.32G 0.01982 0.01427 0.007229 64 640: 42%|####2 | 17/40 [00:03<00:04, 5.15it/s] 89/499 4.32G 0.01986 0.01455 0.007331 95 640: 42%|####2 | 17/40 [00:03<00:04, 5.15it/s] 89/499 4.32G 0.01986 0.01455 0.007331 95 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 89/499 4.32G 0.01995 0.01488 0.007366 96 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 89/499 4.32G 0.01995 0.01488 0.007366 96 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 89/499 4.32G 0.01993 0.01482 0.007348 69 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 89/499 4.32G 0.01993 0.01482 0.007348 69 640: 50%|##### | 20/40 [00:03<00:03, 5.11it/s] 89/499 4.32G 0.01996 0.01475 0.007314 64 640: 50%|##### | 20/40 [00:04<00:03, 5.11it/s] 89/499 4.32G 0.01996 0.01475 0.007314 64 640: 52%|#####2 | 21/40 [00:04<00:03, 5.20it/s] 89/499 4.32G 0.0199 0.01474 0.007223 66 640: 52%|#####2 | 21/40 [00:04<00:03, 5.20it/s] 89/499 4.32G 0.0199 0.01474 0.007223 66 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 89/499 4.32G 0.01987 0.01473 0.007078 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 89/499 4.32G 0.01987 0.01473 0.007078 77 640: 57%|#####7 | 23/40 [00:04<00:03, 5.06it/s] 89/499 4.32G 0.0198 0.01478 0.00702 88 640: 57%|#####7 | 23/40 [00:04<00:03, 5.06it/s] 89/499 4.32G 0.0198 0.01478 0.00702 88 640: 60%|###### | 24/40 [00:04<00:03, 5.14it/s] 89/499 4.32G 0.0198 0.01474 0.006942 69 640: 60%|###### | 24/40 [00:04<00:03, 5.14it/s] 89/499 4.32G 0.0198 0.01474 0.006942 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 89/499 4.32G 0.01982 0.01475 0.007071 73 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 89/499 4.32G 0.01982 0.01475 0.007071 73 640: 65%|######5 | 26/40 [00:05<00:02, 5.09it/s] 89/499 4.32G 0.01976 0.01473 0.00694 81 640: 65%|######5 | 26/40 [00:05<00:02, 5.09it/s] 89/499 4.32G 0.01976 0.01473 0.00694 81 640: 68%|######7 | 27/40 [00:05<00:02, 5.19it/s] 89/499 4.32G 0.01977 0.01478 0.007083 78 640: 68%|######7 | 27/40 [00:05<00:02, 5.19it/s] 89/499 4.32G 0.01977 0.01478 0.007083 78 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 89/499 4.32G 0.01976 0.01484 0.007027 72 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 89/499 4.32G 0.01976 0.01484 0.007027 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.13it/s] 89/499 4.32G 0.0197 0.01478 0.00693 69 640: 72%|#######2 | 29/40 [00:05<00:02, 5.13it/s] 89/499 4.32G 0.0197 0.01478 0.00693 69 640: 75%|#######5 | 30/40 [00:05<00:01, 5.13it/s] 89/499 4.32G 0.01962 0.01475 0.006832 78 640: 75%|#######5 | 30/40 [00:05<00:01, 5.13it/s] 89/499 4.32G 0.01962 0.01475 0.006832 78 640: 78%|#######7 | 31/40 [00:05<00:01, 5.24it/s] 89/499 4.32G 0.01959 0.01481 0.006887 87 640: 78%|#######7 | 31/40 [00:06<00:01, 5.24it/s] 89/499 4.32G 0.01959 0.01481 0.006887 87 640: 80%|######## | 32/40 [00:06<00:01, 5.13it/s] 89/499 4.32G 0.01958 0.01476 0.007013 67 640: 80%|######## | 32/40 [00:06<00:01, 5.13it/s] 89/499 4.32G 0.01958 0.01476 0.007013 67 640: 82%|########2 | 33/40 [00:06<00:01, 5.23it/s] 89/499 4.32G 0.01955 0.01473 0.006922 69 640: 82%|########2 | 33/40 [00:06<00:01, 5.23it/s] 89/499 4.32G 0.01955 0.01473 0.006922 69 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 89/499 4.32G 0.01951 0.01475 0.006961 86 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 89/499 4.32G 0.01951 0.01475 0.006961 86 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 89/499 4.32G 0.01949 0.01468 0.006951 59 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 89/499 4.32G 0.01949 0.01468 0.006951 59 640: 90%|######### | 36/40 [00:06<00:00, 5.26it/s] 89/499 4.32G 0.01952 0.01467 0.006839 68 640: 90%|######### | 36/40 [00:07<00:00, 5.26it/s] 89/499 4.32G 0.01952 0.01467 0.006839 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 89/499 4.32G 0.0195 0.01457 0.006784 58 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 89/499 4.32G 0.0195 0.01457 0.006784 58 640: 95%|#########5| 38/40 [00:07<00:00, 5.16it/s] 89/499 4.32G 0.01957 0.01447 0.006816 55 640: 95%|#########5| 38/40 [00:07<00:00, 5.16it/s] 89/499 4.32G 0.01957 0.01447 0.006816 55 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 89/499 4.32G 0.01955 0.01464 0.00689 55 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 89/499 4.32G 0.01955 0.01464 0.00689 55 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] 89/499 4.32G 0.01955 0.01464 0.00689 55 640: 100%|##########| 40/40 [00:07<00:00, 5.22it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.03it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.11it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.13it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.25it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.78it/s] all 132 263 0.338 0.00175 0.00141 0.000376 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 90/499 4.32G 0.01781 0.01346 0.005387 76 640: 0%| | 0/40 [00:00<?, ?it/s] 90/499 4.32G 0.01781 0.01346 0.005387 76 640: 2%|2 | 1/40 [00:00<00:07, 4.93it/s] 90/499 4.32G 0.02084 0.01293 0.006177 59 640: 2%|2 | 1/40 [00:00<00:07, 4.93it/s] 90/499 4.32G 0.02084 0.01293 0.006177 59 640: 5%|5 | 2/40 [00:00<00:07, 5.04it/s] 90/499 4.32G 0.02064 0.01285 0.005164 72 640: 5%|5 | 2/40 [00:00<00:07, 5.04it/s] 90/499 4.32G 0.02064 0.01285 0.005164 72 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 90/499 4.32G 0.02072 0.01301 0.004681 70 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 90/499 4.32G 0.02072 0.01301 0.004681 70 640: 10%|# | 4/40 [00:00<00:07, 5.07it/s] 90/499 4.32G 0.02102 0.0136 0.004978 69 640: 10%|# | 4/40 [00:00<00:07, 5.07it/s] 90/499 4.32G 0.02102 0.0136 0.004978 69 640: 12%|#2 | 5/40 [00:00<00:06, 5.23it/s] 90/499 4.32G 0.0206 0.01318 0.004815 60 640: 12%|#2 | 5/40 [00:01<00:06, 5.23it/s] 90/499 4.32G 0.0206 0.01318 0.004815 60 640: 15%|#5 | 6/40 [00:01<00:06, 5.31it/s] 90/499 4.32G 0.02035 0.01326 0.004837 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.31it/s] 90/499 4.32G 0.02035 0.01326 0.004837 71 640: 18%|#7 | 7/40 [00:01<00:06, 5.18it/s] 90/499 4.32G 0.02036 0.01332 0.005025 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.18it/s] 90/499 4.32G 0.02036 0.01332 0.005025 74 640: 20%|## | 8/40 [00:01<00:06, 5.28it/s] 90/499 4.32G 0.02016 0.01328 0.005063 71 640: 20%|## | 8/40 [00:01<00:06, 5.28it/s] 90/499 4.32G 0.02016 0.01328 0.005063 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 90/499 4.32G 0.02015 0.01345 0.005209 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 90/499 4.32G 0.02015 0.01345 0.005209 76 640: 25%|##5 | 10/40 [00:01<00:05, 5.21it/s] 90/499 4.32G 0.02019 0.01361 0.005517 75 640: 25%|##5 | 10/40 [00:02<00:05, 5.21it/s] 90/499 4.32G 0.02019 0.01361 0.005517 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.29it/s] 90/499 4.32G 0.02008 0.01376 0.005923 80 640: 28%|##7 | 11/40 [00:02<00:05, 5.29it/s] 90/499 4.32G 0.02008 0.01376 0.005923 80 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 90/499 4.32G 0.01996 0.01387 0.005743 79 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 90/499 4.32G 0.01996 0.01387 0.005743 79 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 90/499 4.32G 0.01994 0.01411 0.005792 85 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 90/499 4.32G 0.01994 0.01411 0.005792 85 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 90/499 4.32G 0.01996 0.01409 0.005818 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 90/499 4.32G 0.01996 0.01409 0.005818 71 640: 38%|###7 | 15/40 [00:02<00:04, 5.35it/s] 90/499 4.32G 0.01988 0.01386 0.005686 54 640: 38%|###7 | 15/40 [00:03<00:04, 5.35it/s] 90/499 4.32G 0.01988 0.01386 0.005686 54 640: 40%|#### | 16/40 [00:03<00:04, 5.18it/s] 90/499 4.32G 0.01983 0.01401 0.006111 88 640: 40%|#### | 16/40 [00:03<00:04, 5.18it/s] 90/499 4.32G 0.01983 0.01401 0.006111 88 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 90/499 4.32G 0.01969 0.01391 0.006257 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 90/499 4.32G 0.01969 0.01391 0.006257 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 90/499 4.32G 0.01979 0.01385 0.006373 62 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 90/499 4.32G 0.01979 0.01385 0.006373 62 640: 48%|####7 | 19/40 [00:03<00:04, 5.16it/s] 90/499 4.32G 0.01989 0.01409 0.00647 93 640: 48%|####7 | 19/40 [00:03<00:04, 5.16it/s] 90/499 4.32G 0.01989 0.01409 0.00647 93 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 90/499 4.32G 0.01981 0.01421 0.006541 89 640: 50%|##### | 20/40 [00:04<00:03, 5.22it/s] 90/499 4.32G 0.01981 0.01421 0.006541 89 640: 52%|#####2 | 21/40 [00:04<00:03, 5.31it/s] 90/499 4.32G 0.01985 0.01429 0.006689 77 640: 52%|#####2 | 21/40 [00:04<00:03, 5.31it/s] 90/499 4.32G 0.01985 0.01429 0.006689 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.12it/s] 90/499 4.32G 0.01986 0.01434 0.006677 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.12it/s] 90/499 4.32G 0.01986 0.01434 0.006677 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 90/499 4.32G 0.01978 0.01428 0.006678 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 90/499 4.32G 0.01978 0.01428 0.006678 70 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 90/499 4.32G 0.01982 0.01434 0.006649 84 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 90/499 4.32G 0.01982 0.01434 0.006649 84 640: 62%|######2 | 25/40 [00:04<00:02, 5.17it/s] 90/499 4.32G 0.01983 0.01442 0.006725 87 640: 62%|######2 | 25/40 [00:04<00:02, 5.17it/s] 90/499 4.32G 0.01983 0.01442 0.006725 87 640: 65%|######5 | 26/40 [00:04<00:02, 5.22it/s] 90/499 4.32G 0.01978 0.01438 0.006716 70 640: 65%|######5 | 26/40 [00:05<00:02, 5.22it/s] 90/499 4.32G 0.01978 0.01438 0.006716 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 90/499 4.32G 0.01979 0.01437 0.006663 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 90/499 4.32G 0.01979 0.01437 0.006663 76 640: 70%|####### | 28/40 [00:05<00:02, 5.10it/s] 90/499 4.32G 0.01974 0.01441 0.006755 84 640: 70%|####### | 28/40 [00:05<00:02, 5.10it/s] 90/499 4.32G 0.01974 0.01441 0.006755 84 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 90/499 4.32G 0.01962 0.01441 0.006658 80 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 90/499 4.32G 0.01962 0.01441 0.006658 80 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 90/499 4.32G 0.01956 0.01444 0.006649 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 90/499 4.32G 0.01956 0.01444 0.006649 77 640: 78%|#######7 | 31/40 [00:05<00:01, 5.13it/s] 90/499 4.32G 0.01962 0.01442 0.006697 69 640: 78%|#######7 | 31/40 [00:06<00:01, 5.13it/s] 90/499 4.32G 0.01962 0.01442 0.006697 69 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 90/499 4.32G 0.01964 0.01449 0.006677 85 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 90/499 4.32G 0.01964 0.01449 0.006677 85 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 90/499 4.32G 0.01963 0.01463 0.006604 100 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 90/499 4.32G 0.01963 0.01463 0.006604 100 640: 85%|########5 | 34/40 [00:06<00:01, 5.11it/s] 90/499 4.32G 0.01955 0.01451 0.006547 53 640: 85%|########5 | 34/40 [00:06<00:01, 5.11it/s] 90/499 4.32G 0.01955 0.01451 0.006547 53 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 90/499 4.32G 0.01959 0.01453 0.006713 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 90/499 4.32G 0.01959 0.01453 0.006713 71 640: 90%|######### | 36/40 [00:06<00:00, 5.26it/s] 90/499 4.32G 0.01957 0.01453 0.006608 67 640: 90%|######### | 36/40 [00:07<00:00, 5.26it/s] 90/499 4.32G 0.01957 0.01453 0.006608 67 640: 92%|#########2| 37/40 [00:07<00:00, 5.14it/s] 90/499 4.32G 0.01954 0.01457 0.006543 86 640: 92%|#########2| 37/40 [00:07<00:00, 5.14it/s] 90/499 4.32G 0.01954 0.01457 0.006543 86 640: 95%|#########5| 38/40 [00:07<00:00, 5.22it/s] 90/499 4.32G 0.01953 0.01462 0.006454 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.22it/s] 90/499 4.32G 0.01953 0.01462 0.006454 81 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 90/499 4.32G 0.01948 0.01464 0.006411 45 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 90/499 4.32G 0.01948 0.01464 0.006411 45 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] 90/499 4.32G 0.01948 0.01464 0.006411 45 640: 100%|##########| 40/40 [00:07<00:00, 5.22it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.85it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.04it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.09it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.18it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.70it/s] all 132 263 0.874 0.0123 0.00943 0.00252 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 91/499 4.32G 0.01873 0.01644 0.00233 80 640: 0%| | 0/40 [00:00<?, ?it/s] 91/499 4.32G 0.01873 0.01644 0.00233 80 640: 2%|2 | 1/40 [00:00<00:07, 5.54it/s] 91/499 4.32G 0.01796 0.01399 0.006229 65 640: 2%|2 | 1/40 [00:00<00:07, 5.54it/s] 91/499 4.32G 0.01796 0.01399 0.006229 65 640: 5%|5 | 2/40 [00:00<00:06, 5.51it/s] 91/499 4.32G 0.01899 0.01415 0.006054 65 640: 5%|5 | 2/40 [00:00<00:06, 5.51it/s] 91/499 4.32G 0.01899 0.01415 0.006054 65 640: 8%|7 | 3/40 [00:00<00:07, 5.19it/s] 91/499 4.32G 0.01916 0.01354 0.00644 52 640: 8%|7 | 3/40 [00:00<00:07, 5.19it/s] 91/499 4.32G 0.01916 0.01354 0.00644 52 640: 10%|# | 4/40 [00:00<00:06, 5.27it/s] 91/499 4.32G 0.01948 0.013 0.006761 60 640: 10%|# | 4/40 [00:00<00:06, 5.27it/s] 91/499 4.32G 0.01948 0.013 0.006761 60 640: 12%|#2 | 5/40 [00:00<00:06, 5.33it/s] 91/499 4.32G 0.01943 0.01347 0.007072 82 640: 12%|#2 | 5/40 [00:01<00:06, 5.33it/s] 91/499 4.32G 0.01943 0.01347 0.007072 82 640: 15%|#5 | 6/40 [00:01<00:06, 5.15it/s] 91/499 4.32G 0.01949 0.01376 0.00763 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.15it/s] 91/499 4.32G 0.01949 0.01376 0.00763 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.25it/s] 91/499 4.32G 0.01945 0.0137 0.007441 71 640: 18%|#7 | 7/40 [00:01<00:06, 5.25it/s] 91/499 4.32G 0.01945 0.0137 0.007441 71 640: 20%|## | 8/40 [00:01<00:06, 5.30it/s] 91/499 4.32G 0.01915 0.01363 0.007421 71 640: 20%|## | 8/40 [00:01<00:06, 5.30it/s] 91/499 4.32G 0.01915 0.01363 0.007421 71 640: 22%|##2 | 9/40 [00:01<00:06, 5.17it/s] 91/499 4.32G 0.01938 0.01382 0.007537 83 640: 22%|##2 | 9/40 [00:01<00:06, 5.17it/s] 91/499 4.32G 0.01938 0.01382 0.007537 83 640: 25%|##5 | 10/40 [00:01<00:05, 5.26it/s] 91/499 4.32G 0.01925 0.01361 0.007587 60 640: 25%|##5 | 10/40 [00:02<00:05, 5.26it/s] 91/499 4.32G 0.01925 0.01361 0.007587 60 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 91/499 4.32G 0.01925 0.0137 0.007807 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 91/499 4.32G 0.01925 0.0137 0.007807 77 640: 30%|### | 12/40 [00:02<00:05, 5.14it/s] 91/499 4.32G 0.01931 0.01367 0.007838 69 640: 30%|### | 12/40 [00:02<00:05, 5.14it/s] 91/499 4.32G 0.01931 0.01367 0.007838 69 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 91/499 4.32G 0.01905 0.01334 0.007907 56 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 91/499 4.32G 0.01905 0.01334 0.007907 56 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 91/499 4.32G 0.01893 0.01337 0.007654 81 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 91/499 4.32G 0.01893 0.01337 0.007654 81 640: 38%|###7 | 15/40 [00:02<00:04, 5.15it/s] 91/499 4.32G 0.019 0.01333 0.007739 58 640: 38%|###7 | 15/40 [00:03<00:04, 5.15it/s] 91/499 4.32G 0.019 0.01333 0.007739 58 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 91/499 4.32G 0.01904 0.01358 0.007804 94 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 91/499 4.32G 0.01904 0.01358 0.007804 94 640: 42%|####2 | 17/40 [00:03<00:04, 5.23it/s] 91/499 4.32G 0.01908 0.01365 0.007888 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.23it/s] 91/499 4.32G 0.01908 0.01365 0.007888 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.08it/s] 91/499 4.32G 0.0191 0.01356 0.007638 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.08it/s] 91/499 4.32G 0.0191 0.01356 0.007638 68 640: 48%|####7 | 19/40 [00:03<00:04, 5.13it/s] 91/499 4.32G 0.01901 0.0135 0.00765 71 640: 48%|####7 | 19/40 [00:03<00:04, 5.13it/s] 91/499 4.32G 0.01901 0.0135 0.00765 71 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 91/499 4.32G 0.01908 0.01357 0.007634 83 640: 50%|##### | 20/40 [00:04<00:03, 5.22it/s] 91/499 4.32G 0.01908 0.01357 0.007634 83 640: 52%|#####2 | 21/40 [00:04<00:03, 5.09it/s] 91/499 4.32G 0.01908 0.01368 0.007469 77 640: 52%|#####2 | 21/40 [00:04<00:03, 5.09it/s] 91/499 4.32G 0.01908 0.01368 0.007469 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.13it/s] 91/499 4.32G 0.01906 0.01365 0.007462 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.13it/s] 91/499 4.32G 0.01906 0.01365 0.007462 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 91/499 4.32G 0.01911 0.01366 0.007562 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 91/499 4.32G 0.01911 0.01366 0.007562 69 640: 60%|###### | 24/40 [00:04<00:03, 5.01it/s] 91/499 4.32G 0.01911 0.01377 0.007418 88 640: 60%|###### | 24/40 [00:04<00:03, 5.01it/s] 91/499 4.32G 0.01911 0.01377 0.007418 88 640: 62%|######2 | 25/40 [00:04<00:02, 5.05it/s] 91/499 4.32G 0.01916 0.01388 0.007553 78 640: 62%|######2 | 25/40 [00:05<00:02, 5.05it/s] 91/499 4.32G 0.01916 0.01388 0.007553 78 640: 65%|######5 | 26/40 [00:05<00:02, 5.11it/s] 91/499 4.32G 0.01911 0.01379 0.007486 67 640: 65%|######5 | 26/40 [00:05<00:02, 5.11it/s] 91/499 4.32G 0.01911 0.01379 0.007486 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.04it/s] 91/499 4.32G 0.0191 0.01381 0.007582 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.04it/s] 91/499 4.32G 0.0191 0.01381 0.007582 68 640: 70%|####### | 28/40 [00:05<00:02, 5.06it/s] 91/499 4.32G 0.01905 0.01375 0.007542 65 640: 70%|####### | 28/40 [00:05<00:02, 5.06it/s] 91/499 4.32G 0.01905 0.01375 0.007542 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.16it/s] 91/499 4.32G 0.01901 0.0138 0.007552 86 640: 72%|#######2 | 29/40 [00:05<00:02, 5.16it/s] 91/499 4.32G 0.01901 0.0138 0.007552 86 640: 75%|#######5 | 30/40 [00:05<00:01, 5.04it/s] 91/499 4.32G 0.01902 0.01383 0.007554 78 640: 75%|#######5 | 30/40 [00:05<00:01, 5.04it/s] 91/499 4.32G 0.01902 0.01383 0.007554 78 640: 78%|#######7 | 31/40 [00:05<00:01, 5.11it/s] 91/499 4.32G 0.019 0.01387 0.007554 77 640: 78%|#######7 | 31/40 [00:06<00:01, 5.11it/s] 91/499 4.32G 0.019 0.01387 0.007554 77 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 91/499 4.32G 0.01904 0.01393 0.007794 80 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 91/499 4.32G 0.01904 0.01393 0.007794 80 640: 82%|########2 | 33/40 [00:06<00:01, 5.09it/s] 91/499 4.32G 0.01906 0.01394 0.007673 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.09it/s] 91/499 4.32G 0.01906 0.01394 0.007673 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.10it/s] 91/499 4.32G 0.01905 0.01396 0.007725 80 640: 85%|########5 | 34/40 [00:06<00:01, 5.10it/s] 91/499 4.32G 0.01905 0.01396 0.007725 80 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 91/499 4.32G 0.01911 0.01393 0.007748 66 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 91/499 4.32G 0.01911 0.01393 0.007748 66 640: 90%|######### | 36/40 [00:06<00:00, 5.12it/s] 91/499 4.32G 0.01911 0.01399 0.007684 76 640: 90%|######### | 36/40 [00:07<00:00, 5.12it/s] 91/499 4.32G 0.01911 0.01399 0.007684 76 640: 92%|#########2| 37/40 [00:07<00:00, 5.22it/s] 91/499 4.32G 0.01917 0.01399 0.007786 61 640: 92%|#########2| 37/40 [00:07<00:00, 5.22it/s] 91/499 4.32G 0.01917 0.01399 0.007786 61 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 91/499 4.32G 0.01916 0.01409 0.007755 84 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 91/499 4.32G 0.01916 0.01409 0.007755 84 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 91/499 4.32G 0.01909 0.01401 0.007584 32 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 91/499 4.32G 0.01909 0.01401 0.007584 32 640: 100%|##########| 40/40 [00:07<00:00, 5.33it/s] 91/499 4.32G 0.01909 0.01401 0.007584 32 640: 100%|##########| 40/40 [00:07<00:00, 5.19it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.16it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.10it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.10it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.27it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.79it/s] all 132 263 0.0371 0.0836 0.0644 0.0305 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 92/499 4.32G 0.02027 0.01401 0.006148 63 640: 0%| | 0/40 [00:00<?, ?it/s] 92/499 4.32G 0.02027 0.01401 0.006148 63 640: 2%|2 | 1/40 [00:00<00:07, 5.16it/s] 92/499 4.32G 0.02037 0.01541 0.006487 75 640: 2%|2 | 1/40 [00:00<00:07, 5.16it/s] 92/499 4.32G 0.02037 0.01541 0.006487 75 640: 5%|5 | 2/40 [00:00<00:07, 5.00it/s] 92/499 4.32G 0.02129 0.01539 0.006895 76 640: 5%|5 | 2/40 [00:00<00:07, 5.00it/s] 92/499 4.32G 0.02129 0.01539 0.006895 76 640: 8%|7 | 3/40 [00:00<00:07, 5.14it/s] 92/499 4.32G 0.02027 0.01499 0.00618 75 640: 8%|7 | 3/40 [00:00<00:07, 5.14it/s] 92/499 4.32G 0.02027 0.01499 0.00618 75 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 92/499 4.32G 0.01982 0.01481 0.006746 73 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 92/499 4.32G 0.01982 0.01481 0.006746 73 640: 12%|#2 | 5/40 [00:00<00:06, 5.08it/s] 92/499 4.32G 0.01982 0.01524 0.006625 91 640: 12%|#2 | 5/40 [00:01<00:06, 5.08it/s] 92/499 4.32G 0.01982 0.01524 0.006625 91 640: 15%|#5 | 6/40 [00:01<00:06, 5.17it/s] 92/499 4.32G 0.0194 0.015 0.006227 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.17it/s] 92/499 4.32G 0.0194 0.015 0.006227 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.26it/s] 92/499 4.32G 0.01928 0.01456 0.006811 64 640: 18%|#7 | 7/40 [00:01<00:06, 5.26it/s] 92/499 4.32G 0.01928 0.01456 0.006811 64 640: 20%|## | 8/40 [00:01<00:06, 5.15it/s] 92/499 4.32G 0.0194 0.01448 0.007359 71 640: 20%|## | 8/40 [00:01<00:06, 5.15it/s] 92/499 4.32G 0.0194 0.01448 0.007359 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.25it/s] 92/499 4.32G 0.01935 0.01418 0.00721 58 640: 22%|##2 | 9/40 [00:01<00:05, 5.25it/s] 92/499 4.32G 0.01935 0.01418 0.00721 58 640: 25%|##5 | 10/40 [00:01<00:05, 5.32it/s] 92/499 4.32G 0.01918 0.01408 0.007211 68 640: 25%|##5 | 10/40 [00:02<00:05, 5.32it/s] 92/499 4.32G 0.01918 0.01408 0.007211 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.19it/s] 92/499 4.32G 0.01937 0.01465 0.007239 103 640: 28%|##7 | 11/40 [00:02<00:05, 5.19it/s] 92/499 4.32G 0.01937 0.01465 0.007239 103 640: 30%|### | 12/40 [00:02<00:05, 5.27it/s] 92/499 4.32G 0.01932 0.01494 0.007116 98 640: 30%|### | 12/40 [00:02<00:05, 5.27it/s] 92/499 4.32G 0.01932 0.01494 0.007116 98 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 92/499 4.32G 0.01927 0.01488 0.00735 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 92/499 4.32G 0.01927 0.01488 0.00735 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 92/499 4.32G 0.01915 0.01497 0.007304 88 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 92/499 4.32G 0.01915 0.01497 0.007304 88 640: 38%|###7 | 15/40 [00:02<00:04, 5.28it/s] 92/499 4.32G 0.01902 0.01489 0.007137 73 640: 38%|###7 | 15/40 [00:03<00:04, 5.28it/s] 92/499 4.32G 0.01902 0.01489 0.007137 73 640: 40%|#### | 16/40 [00:03<00:04, 5.31it/s] 92/499 4.32G 0.01891 0.01494 0.00695 90 640: 40%|#### | 16/40 [00:03<00:04, 5.31it/s] 92/499 4.32G 0.01891 0.01494 0.00695 90 640: 42%|####2 | 17/40 [00:03<00:04, 5.13it/s] 92/499 4.32G 0.01899 0.01498 0.007228 86 640: 42%|####2 | 17/40 [00:03<00:04, 5.13it/s] 92/499 4.32G 0.01899 0.01498 0.007228 86 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 92/499 4.32G 0.01879 0.01496 0.007363 84 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 92/499 4.32G 0.01879 0.01496 0.007363 84 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 92/499 4.32G 0.01877 0.01497 0.007251 82 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 92/499 4.32G 0.01877 0.01497 0.007251 82 640: 50%|##### | 20/40 [00:03<00:03, 5.12it/s] 92/499 4.32G 0.01864 0.01486 0.007059 69 640: 50%|##### | 20/40 [00:04<00:03, 5.12it/s] 92/499 4.32G 0.01864 0.01486 0.007059 69 640: 52%|#####2 | 21/40 [00:04<00:03, 5.21it/s] 92/499 4.32G 0.01869 0.01475 0.007101 66 640: 52%|#####2 | 21/40 [00:04<00:03, 5.21it/s] 92/499 4.32G 0.01869 0.01475 0.007101 66 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 92/499 4.32G 0.01876 0.01488 0.00713 92 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 92/499 4.32G 0.01876 0.01488 0.00713 92 640: 57%|#####7 | 23/40 [00:04<00:03, 5.10it/s] 92/499 4.32G 0.01871 0.01477 0.007213 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.10it/s] 92/499 4.32G 0.01871 0.01477 0.007213 73 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 92/499 4.32G 0.01871 0.01479 0.007211 81 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 92/499 4.32G 0.01871 0.01479 0.007211 81 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 92/499 4.32G 0.01875 0.01484 0.007184 85 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 92/499 4.32G 0.01875 0.01484 0.007184 85 640: 65%|######5 | 26/40 [00:04<00:02, 5.14it/s] 92/499 4.32G 0.01878 0.01483 0.007226 80 640: 65%|######5 | 26/40 [00:05<00:02, 5.14it/s] 92/499 4.32G 0.01878 0.01483 0.007226 80 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 92/499 4.32G 0.01873 0.01478 0.007288 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 92/499 4.32G 0.01873 0.01478 0.007288 71 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 92/499 4.32G 0.01869 0.01475 0.007224 76 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 92/499 4.32G 0.01869 0.01475 0.007224 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.16it/s] 92/499 4.32G 0.01867 0.01477 0.007073 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.16it/s] 92/499 4.32G 0.01867 0.01477 0.007073 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 92/499 4.32G 0.0186 0.01475 0.006988 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 92/499 4.32G 0.0186 0.01475 0.006988 75 640: 78%|#######7 | 31/40 [00:05<00:01, 5.28it/s] 92/499 4.32G 0.0186 0.01474 0.006908 74 640: 78%|#######7 | 31/40 [00:06<00:01, 5.28it/s] 92/499 4.32G 0.0186 0.01474 0.006908 74 640: 80%|######## | 32/40 [00:06<00:01, 5.09it/s] 92/499 4.32G 0.01862 0.01477 0.006872 80 640: 80%|######## | 32/40 [00:06<00:01, 5.09it/s] 92/499 4.32G 0.01862 0.01477 0.006872 80 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 92/499 4.32G 0.01864 0.0148 0.006881 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 92/499 4.32G 0.01864 0.0148 0.006881 82 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 92/499 4.32G 0.01861 0.01478 0.006965 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 92/499 4.32G 0.01861 0.01478 0.006965 79 640: 88%|########7 | 35/40 [00:06<00:00, 5.15it/s] 92/499 4.32G 0.01855 0.01472 0.006979 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.15it/s] 92/499 4.32G 0.01855 0.01472 0.006979 69 640: 90%|######### | 36/40 [00:06<00:00, 5.20it/s] 92/499 4.32G 0.01857 0.01473 0.006996 75 640: 90%|######### | 36/40 [00:07<00:00, 5.20it/s] 92/499 4.32G 0.01857 0.01473 0.006996 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 92/499 4.32G 0.01854 0.01477 0.006962 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 92/499 4.32G 0.01854 0.01477 0.006962 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.18it/s] 92/499 4.32G 0.01849 0.01469 0.006898 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.18it/s] 92/499 4.32G 0.01849 0.01469 0.006898 68 640: 98%|#########7| 39/40 [00:07<00:00, 5.16it/s] 92/499 4.32G 0.01854 0.01467 0.007006 33 640: 98%|#########7| 39/40 [00:07<00:00, 5.16it/s] 92/499 4.32G 0.01854 0.01467 0.007006 33 640: 100%|##########| 40/40 [00:07<00:00, 5.35it/s] 92/499 4.32G 0.01854 0.01467 0.007006 33 640: 100%|##########| 40/40 [00:07<00:00, 5.22it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.51it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.71it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.74it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.81it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.34it/s] all 132 263 0.105 0.0386 0.0507 0.0327 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 93/499 4.32G 0.01864 0.01555 0.00615 78 640: 0%| | 0/40 [00:00<?, ?it/s] 93/499 4.32G 0.01864 0.01555 0.00615 78 640: 2%|2 | 1/40 [00:00<00:08, 4.74it/s] 93/499 4.32G 0.01925 0.0147 0.007958 63 640: 2%|2 | 1/40 [00:00<00:08, 4.74it/s] 93/499 4.32G 0.01925 0.0147 0.007958 63 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 93/499 4.32G 0.01944 0.01502 0.007571 82 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 93/499 4.32G 0.01944 0.01502 0.007571 82 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 93/499 4.32G 0.01927 0.01429 0.006484 69 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 93/499 4.32G 0.01927 0.01429 0.006484 69 640: 10%|# | 4/40 [00:00<00:06, 5.16it/s] 93/499 4.32G 0.01914 0.01418 0.006419 80 640: 10%|# | 4/40 [00:00<00:06, 5.16it/s] 93/499 4.32G 0.01914 0.01418 0.006419 80 640: 12%|#2 | 5/40 [00:00<00:06, 5.28it/s] 93/499 4.32G 0.01895 0.01456 0.005885 87 640: 12%|#2 | 5/40 [00:01<00:06, 5.28it/s] 93/499 4.32G 0.01895 0.01456 0.005885 87 640: 15%|#5 | 6/40 [00:01<00:06, 5.21it/s] 93/499 4.32G 0.01913 0.01453 0.006151 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.21it/s] 93/499 4.32G 0.01913 0.01453 0.006151 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.10it/s] 93/499 4.32G 0.01903 0.01417 0.005759 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.10it/s] 93/499 4.32G 0.01903 0.01417 0.005759 67 640: 20%|## | 8/40 [00:01<00:06, 5.16it/s] 93/499 4.32G 0.01912 0.01427 0.005375 83 640: 20%|## | 8/40 [00:01<00:06, 5.16it/s] 93/499 4.32G 0.01912 0.01427 0.005375 83 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 93/499 4.32G 0.01894 0.01431 0.005185 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 93/499 4.32G 0.01894 0.01431 0.005185 80 640: 25%|##5 | 10/40 [00:01<00:05, 5.10it/s] 93/499 4.32G 0.01894 0.01438 0.00576 78 640: 25%|##5 | 10/40 [00:02<00:05, 5.10it/s] 93/499 4.32G 0.01894 0.01438 0.00576 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 93/499 4.32G 0.01873 0.01423 0.005653 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 93/499 4.32G 0.01873 0.01423 0.005653 70 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 93/499 4.32G 0.01869 0.014 0.005586 57 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 93/499 4.32G 0.01869 0.014 0.005586 57 640: 32%|###2 | 13/40 [00:02<00:05, 5.10it/s] 93/499 4.32G 0.01874 0.01394 0.005649 64 640: 32%|###2 | 13/40 [00:02<00:05, 5.10it/s] 93/499 4.32G 0.01874 0.01394 0.005649 64 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 93/499 4.32G 0.0189 0.01397 0.006061 69 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 93/499 4.32G 0.0189 0.01397 0.006061 69 640: 38%|###7 | 15/40 [00:02<00:04, 5.29it/s] 93/499 4.32G 0.01883 0.01405 0.006142 82 640: 38%|###7 | 15/40 [00:03<00:04, 5.29it/s] 93/499 4.32G 0.01883 0.01405 0.006142 82 640: 40%|#### | 16/40 [00:03<00:04, 5.17it/s] 93/499 4.32G 0.01876 0.01396 0.006265 72 640: 40%|#### | 16/40 [00:03<00:04, 5.17it/s] 93/499 4.32G 0.01876 0.01396 0.006265 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 93/499 4.32G 0.01873 0.01409 0.006245 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 93/499 4.32G 0.01873 0.01409 0.006245 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 93/499 4.32G 0.01854 0.01407 0.006532 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 93/499 4.32G 0.01854 0.01407 0.006532 74 640: 48%|####7 | 19/40 [00:03<00:04, 5.19it/s] 93/499 4.32G 0.0187 0.01397 0.006842 55 640: 48%|####7 | 19/40 [00:03<00:04, 5.19it/s] 93/499 4.32G 0.0187 0.01397 0.006842 55 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 93/499 4.32G 0.01861 0.01391 0.006749 69 640: 50%|##### | 20/40 [00:04<00:03, 5.22it/s] 93/499 4.32G 0.01861 0.01391 0.006749 69 640: 52%|#####2 | 21/40 [00:04<00:03, 5.29it/s] 93/499 4.32G 0.01847 0.01386 0.00677 70 640: 52%|#####2 | 21/40 [00:04<00:03, 5.29it/s] 93/499 4.32G 0.01847 0.01386 0.00677 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.11it/s] 93/499 4.32G 0.01852 0.01386 0.006919 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.11it/s] 93/499 4.32G 0.01852 0.01386 0.006919 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 93/499 4.32G 0.01851 0.01376 0.006876 56 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 93/499 4.32G 0.01851 0.01376 0.006876 56 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 93/499 4.32G 0.01849 0.01376 0.006862 76 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 93/499 4.32G 0.01849 0.01376 0.006862 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.17it/s] 93/499 4.32G 0.01852 0.01375 0.006961 72 640: 62%|######2 | 25/40 [00:05<00:02, 5.17it/s] 93/499 4.32G 0.01852 0.01375 0.006961 72 640: 65%|######5 | 26/40 [00:05<00:02, 5.16it/s] 93/499 4.32G 0.01854 0.01371 0.007135 62 640: 65%|######5 | 26/40 [00:05<00:02, 5.16it/s] 93/499 4.32G 0.01854 0.01371 0.007135 62 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 93/499 4.32G 0.01857 0.01366 0.007194 63 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 93/499 4.32G 0.01857 0.01366 0.007194 63 640: 70%|####### | 28/40 [00:05<00:02, 5.08it/s] 93/499 4.32G 0.01861 0.01366 0.00716 63 640: 70%|####### | 28/40 [00:05<00:02, 5.08it/s] 93/499 4.32G 0.01861 0.01366 0.00716 63 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 93/499 4.32G 0.01861 0.01362 0.007098 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 93/499 4.32G 0.01861 0.01362 0.007098 67 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 93/499 4.32G 0.01863 0.01369 0.007084 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 93/499 4.32G 0.01863 0.01369 0.007084 79 640: 78%|#######7 | 31/40 [00:05<00:01, 5.09it/s] 93/499 4.32G 0.01866 0.01375 0.007139 81 640: 78%|#######7 | 31/40 [00:06<00:01, 5.09it/s] 93/499 4.32G 0.01866 0.01375 0.007139 81 640: 80%|######## | 32/40 [00:06<00:01, 5.15it/s] 93/499 4.32G 0.0186 0.01367 0.007282 58 640: 80%|######## | 32/40 [00:06<00:01, 5.15it/s] 93/499 4.32G 0.0186 0.01367 0.007282 58 640: 82%|########2 | 33/40 [00:06<00:01, 5.23it/s] 93/499 4.32G 0.0186 0.01375 0.007146 86 640: 82%|########2 | 33/40 [00:06<00:01, 5.23it/s] 93/499 4.32G 0.0186 0.01375 0.007146 86 640: 85%|########5 | 34/40 [00:06<00:01, 5.07it/s] 93/499 4.32G 0.01857 0.01376 0.007074 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.07it/s] 93/499 4.32G 0.01857 0.01376 0.007074 76 640: 88%|########7 | 35/40 [00:06<00:00, 5.10it/s] 93/499 4.32G 0.01864 0.01379 0.007036 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.10it/s] 93/499 4.32G 0.01864 0.01379 0.007036 77 640: 90%|######### | 36/40 [00:06<00:00, 5.20it/s] 93/499 4.32G 0.01862 0.0138 0.007007 75 640: 90%|######### | 36/40 [00:07<00:00, 5.20it/s] 93/499 4.32G 0.01862 0.0138 0.007007 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.10it/s] 93/499 4.32G 0.01865 0.01392 0.006956 93 640: 92%|#########2| 37/40 [00:07<00:00, 5.10it/s] 93/499 4.32G 0.01865 0.01392 0.006956 93 640: 95%|#########5| 38/40 [00:07<00:00, 5.17it/s] 93/499 4.32G 0.01865 0.01389 0.006905 62 640: 95%|#########5| 38/40 [00:07<00:00, 5.17it/s] 93/499 4.32G 0.01865 0.01389 0.006905 62 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 93/499 4.32G 0.01875 0.01389 0.006783 29 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 93/499 4.32G 0.01875 0.01389 0.006783 29 640: 100%|##########| 40/40 [00:07<00:00, 5.22it/s] 93/499 4.32G 0.01875 0.01389 0.006783 29 640: 100%|##########| 40/40 [00:07<00:00, 5.19it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.02it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.58it/s] all 132 263 0.192 0.0228 0.0138 0.00729 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 94/499 4.32G 0.01687 0.01701 0.004654 88 640: 0%| | 0/40 [00:00<?, ?it/s] 94/499 4.32G 0.01687 0.01701 0.004654 88 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 94/499 4.32G 0.01714 0.01662 0.003932 87 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 94/499 4.32G 0.01714 0.01662 0.003932 87 640: 5%|5 | 2/40 [00:00<00:06, 5.48it/s] 94/499 4.32G 0.01682 0.01492 0.005182 71 640: 5%|5 | 2/40 [00:00<00:06, 5.48it/s] 94/499 4.32G 0.01682 0.01492 0.005182 71 640: 8%|7 | 3/40 [00:00<00:07, 5.18it/s] 94/499 4.32G 0.01767 0.01574 0.007062 99 640: 8%|7 | 3/40 [00:00<00:07, 5.18it/s] 94/499 4.32G 0.01767 0.01574 0.007062 99 640: 10%|# | 4/40 [00:00<00:06, 5.26it/s] 94/499 4.32G 0.01764 0.01504 0.006661 65 640: 10%|# | 4/40 [00:00<00:06, 5.26it/s] 94/499 4.32G 0.01764 0.01504 0.006661 65 640: 12%|#2 | 5/40 [00:00<00:06, 5.34it/s] 94/499 4.32G 0.01771 0.01478 0.006864 72 640: 12%|#2 | 5/40 [00:01<00:06, 5.34it/s] 94/499 4.32G 0.01771 0.01478 0.006864 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.18it/s] 94/499 4.32G 0.01788 0.015 0.006532 87 640: 15%|#5 | 6/40 [00:01<00:06, 5.18it/s] 94/499 4.32G 0.01788 0.015 0.006532 87 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 94/499 4.32G 0.01789 0.01499 0.006827 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 94/499 4.32G 0.01789 0.01499 0.006827 79 640: 20%|## | 8/40 [00:01<00:05, 5.34it/s] 94/499 4.32G 0.0178 0.01466 0.006878 74 640: 20%|## | 8/40 [00:01<00:05, 5.34it/s] 94/499 4.32G 0.0178 0.01466 0.006878 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.19it/s] 94/499 4.32G 0.0176 0.01452 0.006795 77 640: 22%|##2 | 9/40 [00:01<00:05, 5.19it/s] 94/499 4.32G 0.0176 0.01452 0.006795 77 640: 25%|##5 | 10/40 [00:01<00:05, 5.27it/s] 94/499 4.32G 0.01767 0.01439 0.007028 67 640: 25%|##5 | 10/40 [00:02<00:05, 5.27it/s] 94/499 4.32G 0.01767 0.01439 0.007028 67 640: 28%|##7 | 11/40 [00:02<00:05, 5.32it/s] 94/499 4.32G 0.01766 0.01415 0.006964 67 640: 28%|##7 | 11/40 [00:02<00:05, 5.32it/s] 94/499 4.32G 0.01766 0.01415 0.006964 67 640: 30%|### | 12/40 [00:02<00:05, 5.17it/s] 94/499 4.32G 0.01749 0.01408 0.006797 74 640: 30%|### | 12/40 [00:02<00:05, 5.17it/s] 94/499 4.32G 0.01749 0.01408 0.006797 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.25it/s] 94/499 4.32G 0.01756 0.01409 0.006814 79 640: 32%|###2 | 13/40 [00:02<00:05, 5.25it/s] 94/499 4.32G 0.01756 0.01409 0.006814 79 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 94/499 4.32G 0.01751 0.01399 0.006819 69 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 94/499 4.32G 0.01751 0.01399 0.006819 69 640: 38%|###7 | 15/40 [00:02<00:04, 5.17it/s] 94/499 4.32G 0.01748 0.01419 0.00659 94 640: 38%|###7 | 15/40 [00:03<00:04, 5.17it/s] 94/499 4.32G 0.01748 0.01419 0.00659 94 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 94/499 4.32G 0.01756 0.01431 0.006752 90 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 94/499 4.32G 0.01756 0.01431 0.006752 90 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 94/499 4.32G 0.01767 0.01421 0.007056 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 94/499 4.32G 0.01767 0.01421 0.007056 71 640: 45%|####5 | 18/40 [00:03<00:04, 5.17it/s] 94/499 4.32G 0.01772 0.0142 0.006965 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.17it/s] 94/499 4.32G 0.01772 0.0142 0.006965 80 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 94/499 4.32G 0.01768 0.01415 0.006828 82 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 94/499 4.32G 0.01768 0.01415 0.006828 82 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 94/499 4.32G 0.0177 0.01419 0.006662 80 640: 50%|##### | 20/40 [00:04<00:03, 5.32it/s] 94/499 4.32G 0.0177 0.01419 0.006662 80 640: 52%|#####2 | 21/40 [00:04<00:03, 5.15it/s] 94/499 4.32G 0.01774 0.0143 0.006538 88 640: 52%|#####2 | 21/40 [00:04<00:03, 5.15it/s] 94/499 4.32G 0.01774 0.0143 0.006538 88 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 94/499 4.32G 0.01769 0.0142 0.006392 67 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 94/499 4.32G 0.01769 0.0142 0.006392 67 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 94/499 4.32G 0.01764 0.01412 0.006403 71 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 94/499 4.32G 0.01764 0.01412 0.006403 71 640: 60%|###### | 24/40 [00:04<00:03, 5.13it/s] 94/499 4.32G 0.01767 0.01405 0.006223 69 640: 60%|###### | 24/40 [00:04<00:03, 5.13it/s] 94/499 4.32G 0.01767 0.01405 0.006223 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 94/499 4.32G 0.0177 0.01418 0.006216 87 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 94/499 4.32G 0.0177 0.01418 0.006216 87 640: 65%|######5 | 26/40 [00:04<00:02, 5.30it/s] 94/499 4.32G 0.01759 0.01402 0.006105 60 640: 65%|######5 | 26/40 [00:05<00:02, 5.30it/s] 94/499 4.32G 0.01759 0.01402 0.006105 60 640: 68%|######7 | 27/40 [00:05<00:02, 5.08it/s] 94/499 4.32G 0.01758 0.01397 0.006257 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.08it/s] 94/499 4.32G 0.01758 0.01397 0.006257 71 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 94/499 4.32G 0.01757 0.01401 0.006354 79 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 94/499 4.32G 0.01757 0.01401 0.006354 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 94/499 4.32G 0.01761 0.01412 0.006269 88 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 94/499 4.32G 0.01761 0.01412 0.006269 88 640: 75%|#######5 | 30/40 [00:05<00:01, 5.10it/s] 94/499 4.32G 0.01764 0.01408 0.006193 70 640: 75%|#######5 | 30/40 [00:05<00:01, 5.10it/s] 94/499 4.32G 0.01764 0.01408 0.006193 70 640: 78%|#######7 | 31/40 [00:05<00:01, 5.19it/s] 94/499 4.32G 0.01758 0.01404 0.006075 73 640: 78%|#######7 | 31/40 [00:06<00:01, 5.19it/s] 94/499 4.32G 0.01758 0.01404 0.006075 73 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 94/499 4.32G 0.01764 0.01405 0.006088 71 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 94/499 4.32G 0.01764 0.01405 0.006088 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.06it/s] 94/499 4.32G 0.01757 0.01399 0.006047 66 640: 82%|########2 | 33/40 [00:06<00:01, 5.06it/s] 94/499 4.32G 0.01757 0.01399 0.006047 66 640: 85%|########5 | 34/40 [00:06<00:01, 5.10it/s] 94/499 4.32G 0.0175 0.01398 0.006047 81 640: 85%|########5 | 34/40 [00:06<00:01, 5.10it/s] 94/499 4.32G 0.0175 0.01398 0.006047 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 94/499 4.32G 0.01748 0.01399 0.006055 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 94/499 4.32G 0.01748 0.01399 0.006055 71 640: 90%|######### | 36/40 [00:06<00:00, 5.10it/s] 94/499 4.32G 0.01749 0.01401 0.006025 75 640: 90%|######### | 36/40 [00:07<00:00, 5.10it/s] 94/499 4.32G 0.01749 0.01401 0.006025 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 94/499 4.32G 0.0175 0.01392 0.006061 64 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 94/499 4.32G 0.0175 0.01392 0.006061 64 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 94/499 4.32G 0.0175 0.01387 0.006093 65 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 94/499 4.32G 0.0175 0.01387 0.006093 65 640: 98%|#########7| 39/40 [00:07<00:00, 5.17it/s] 94/499 4.32G 0.01745 0.0139 0.00604 40 640: 98%|#########7| 39/40 [00:07<00:00, 5.17it/s] 94/499 4.32G 0.01745 0.0139 0.00604 40 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] 94/499 4.32G 0.01745 0.0139 0.00604 40 640: 100%|##########| 40/40 [00:07<00:00, 5.23it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.82it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.97it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.99it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.05it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.59it/s] all 132 263 0.475 0.0754 0.11 0.0534 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 95/499 4.32G 0.02019 0.01572 0.007212 79 640: 0%| | 0/40 [00:00<?, ?it/s] 95/499 4.32G 0.02019 0.01572 0.007212 79 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 95/499 4.32G 0.01888 0.0152 0.005513 80 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 95/499 4.32G 0.01888 0.0152 0.005513 80 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 95/499 4.32G 0.01879 0.01485 0.005419 83 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 95/499 4.32G 0.01879 0.01485 0.005419 83 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 95/499 4.32G 0.01845 0.01445 0.005119 79 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 95/499 4.32G 0.01845 0.01445 0.005119 79 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 95/499 4.32G 0.01855 0.01449 0.005835 80 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 95/499 4.32G 0.01855 0.01449 0.005835 80 640: 12%|#2 | 5/40 [00:00<00:06, 5.19it/s] 95/499 4.32G 0.01827 0.01398 0.006165 65 640: 12%|#2 | 5/40 [00:01<00:06, 5.19it/s] 95/499 4.32G 0.01827 0.01398 0.006165 65 640: 15%|#5 | 6/40 [00:01<00:06, 5.28it/s] 95/499 4.32G 0.01793 0.014 0.005926 83 640: 15%|#5 | 6/40 [00:01<00:06, 5.28it/s] 95/499 4.32G 0.01793 0.014 0.005926 83 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 95/499 4.32G 0.01786 0.01391 0.006036 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 95/499 4.32G 0.01786 0.01391 0.006036 70 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 95/499 4.32G 0.01764 0.01371 0.005788 75 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 95/499 4.32G 0.01764 0.01371 0.005788 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 95/499 4.32G 0.01773 0.01354 0.005509 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 95/499 4.32G 0.01773 0.01354 0.005509 68 640: 25%|##5 | 10/40 [00:01<00:05, 5.29it/s] 95/499 4.32G 0.01771 0.01326 0.00555 63 640: 25%|##5 | 10/40 [00:02<00:05, 5.29it/s] 95/499 4.32G 0.01771 0.01326 0.00555 63 640: 28%|##7 | 11/40 [00:02<00:05, 5.17it/s] 95/499 4.32G 0.01772 0.0132 0.005486 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.17it/s] 95/499 4.32G 0.01772 0.0132 0.005486 75 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 95/499 4.32G 0.01757 0.01321 0.005614 79 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 95/499 4.32G 0.01757 0.01321 0.005614 79 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 95/499 4.32G 0.0176 0.01311 0.005709 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 95/499 4.32G 0.0176 0.01311 0.005709 68 640: 35%|###5 | 14/40 [00:02<00:05, 5.06it/s] 95/499 4.32G 0.01753 0.01319 0.006035 72 640: 35%|###5 | 14/40 [00:02<00:05, 5.06it/s] 95/499 4.32G 0.01753 0.01319 0.006035 72 640: 38%|###7 | 15/40 [00:02<00:04, 5.06it/s] 95/499 4.32G 0.01753 0.01314 0.006134 69 640: 38%|###7 | 15/40 [00:03<00:04, 5.06it/s] 95/499 4.32G 0.01753 0.01314 0.006134 69 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 95/499 4.32G 0.01747 0.01306 0.005949 63 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 95/499 4.32G 0.01747 0.01306 0.005949 63 640: 42%|####2 | 17/40 [00:03<00:04, 5.08it/s] 95/499 4.32G 0.01746 0.0129 0.005875 54 640: 42%|####2 | 17/40 [00:03<00:04, 5.08it/s] 95/499 4.32G 0.01746 0.0129 0.005875 54 640: 45%|####5 | 18/40 [00:03<00:04, 5.19it/s] 95/499 4.32G 0.01747 0.01278 0.006447 61 640: 45%|####5 | 18/40 [00:03<00:04, 5.19it/s] 95/499 4.32G 0.01747 0.01278 0.006447 61 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 95/499 4.32G 0.01769 0.01275 0.006394 63 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 95/499 4.32G 0.01769 0.01275 0.006394 63 640: 50%|##### | 20/40 [00:03<00:03, 5.08it/s] 95/499 4.32G 0.01766 0.01283 0.006321 79 640: 50%|##### | 20/40 [00:04<00:03, 5.08it/s] 95/499 4.32G 0.01766 0.01283 0.006321 79 640: 52%|#####2 | 21/40 [00:04<00:03, 5.18it/s] 95/499 4.32G 0.01766 0.01286 0.00655 74 640: 52%|#####2 | 21/40 [00:04<00:03, 5.18it/s] 95/499 4.32G 0.01766 0.01286 0.00655 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 95/499 4.32G 0.01766 0.01298 0.00645 78 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 95/499 4.32G 0.01766 0.01298 0.00645 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.08it/s] 95/499 4.32G 0.01772 0.0131 0.006461 86 640: 57%|#####7 | 23/40 [00:04<00:03, 5.08it/s] 95/499 4.32G 0.01772 0.0131 0.006461 86 640: 60%|###### | 24/40 [00:04<00:03, 5.15it/s] 95/499 4.32G 0.01768 0.01307 0.006438 67 640: 60%|###### | 24/40 [00:04<00:03, 5.15it/s] 95/499 4.32G 0.01768 0.01307 0.006438 67 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 95/499 4.32G 0.01782 0.01316 0.006394 76 640: 62%|######2 | 25/40 [00:05<00:02, 5.25it/s] 95/499 4.32G 0.01782 0.01316 0.006394 76 640: 65%|######5 | 26/40 [00:05<00:02, 5.03it/s] 95/499 4.32G 0.01777 0.01321 0.00636 85 640: 65%|######5 | 26/40 [00:05<00:02, 5.03it/s] 95/499 4.32G 0.01777 0.01321 0.00636 85 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 95/499 4.32G 0.01768 0.0131 0.006348 60 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 95/499 4.32G 0.01768 0.0131 0.006348 60 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 95/499 4.32G 0.01775 0.01318 0.006349 80 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 95/499 4.32G 0.01775 0.01318 0.006349 80 640: 72%|#######2 | 29/40 [00:05<00:02, 5.09it/s] 95/499 4.32G 0.01774 0.01329 0.006361 84 640: 72%|#######2 | 29/40 [00:05<00:02, 5.09it/s] 95/499 4.32G 0.01774 0.01329 0.006361 84 640: 75%|#######5 | 30/40 [00:05<00:01, 5.17it/s] 95/499 4.32G 0.01777 0.01328 0.006417 60 640: 75%|#######5 | 30/40 [00:05<00:01, 5.17it/s] 95/499 4.32G 0.01777 0.01328 0.006417 60 640: 78%|#######7 | 31/40 [00:05<00:01, 5.24it/s] 95/499 4.32G 0.0178 0.01335 0.006512 72 640: 78%|#######7 | 31/40 [00:06<00:01, 5.24it/s] 95/499 4.32G 0.0178 0.01335 0.006512 72 640: 80%|######## | 32/40 [00:06<00:01, 5.12it/s] 95/499 4.32G 0.01779 0.01339 0.00644 82 640: 80%|######## | 32/40 [00:06<00:01, 5.12it/s] 95/499 4.32G 0.01779 0.01339 0.00644 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 95/499 4.32G 0.01772 0.01341 0.00648 81 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 95/499 4.32G 0.01772 0.01341 0.00648 81 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 95/499 4.32G 0.01774 0.0133 0.006434 55 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 95/499 4.32G 0.01774 0.0133 0.006434 55 640: 88%|########7 | 35/40 [00:06<00:00, 5.13it/s] 95/499 4.32G 0.01774 0.01334 0.006365 79 640: 88%|########7 | 35/40 [00:06<00:00, 5.13it/s] 95/499 4.32G 0.01774 0.01334 0.006365 79 640: 90%|######### | 36/40 [00:06<00:00, 5.11it/s] 95/499 4.32G 0.01771 0.01335 0.006269 78 640: 90%|######### | 36/40 [00:07<00:00, 5.11it/s] 95/499 4.32G 0.01771 0.01335 0.006269 78 640: 92%|#########2| 37/40 [00:07<00:00, 5.22it/s] 95/499 4.32G 0.01773 0.01339 0.006297 82 640: 92%|#########2| 37/40 [00:07<00:00, 5.22it/s] 95/499 4.32G 0.01773 0.01339 0.006297 82 640: 95%|#########5| 38/40 [00:07<00:00, 5.09it/s] 95/499 4.32G 0.01771 0.01341 0.006335 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.09it/s] 95/499 4.32G 0.01771 0.01341 0.006335 80 640: 98%|#########7| 39/40 [00:07<00:00, 5.14it/s] 95/499 4.32G 0.01768 0.01344 0.006268 41 640: 98%|#########7| 39/40 [00:07<00:00, 5.14it/s] 95/499 4.32G 0.01768 0.01344 0.006268 41 640: 100%|##########| 40/40 [00:07<00:00, 5.33it/s] 95/499 4.32G 0.01768 0.01344 0.006268 41 640: 100%|##########| 40/40 [00:07<00:00, 5.20it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.87it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.86it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.49it/s] all 132 263 0.632 0.0526 0.0721 0.0383 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 96/499 4.32G 0.01677 0.01491 0.008826 83 640: 0%| | 0/40 [00:00<?, ?it/s] 96/499 4.32G 0.01677 0.01491 0.008826 83 640: 2%|2 | 1/40 [00:00<00:07, 4.91it/s] 96/499 4.32G 0.01648 0.01368 0.00584 75 640: 2%|2 | 1/40 [00:00<00:07, 4.91it/s] 96/499 4.32G 0.01648 0.01368 0.00584 75 640: 5%|5 | 2/40 [00:00<00:07, 5.26it/s] 96/499 4.32G 0.01794 0.01432 0.006002 77 640: 5%|5 | 2/40 [00:00<00:07, 5.26it/s] 96/499 4.32G 0.01794 0.01432 0.006002 77 640: 8%|7 | 3/40 [00:00<00:06, 5.36it/s] 96/499 4.32G 0.01827 0.01422 0.005614 67 640: 8%|7 | 3/40 [00:00<00:06, 5.36it/s] 96/499 4.32G 0.01827 0.01422 0.005614 67 640: 10%|# | 4/40 [00:00<00:06, 5.16it/s] 96/499 4.32G 0.01847 0.01465 0.0063 78 640: 10%|# | 4/40 [00:00<00:06, 5.16it/s] 96/499 4.32G 0.01847 0.01465 0.0063 78 640: 12%|#2 | 5/40 [00:00<00:06, 5.29it/s] 96/499 4.32G 0.01829 0.01487 0.006247 80 640: 12%|#2 | 5/40 [00:01<00:06, 5.29it/s] 96/499 4.32G 0.01829 0.01487 0.006247 80 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 96/499 4.32G 0.01825 0.01471 0.006526 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 96/499 4.32G 0.01825 0.01471 0.006526 68 640: 18%|#7 | 7/40 [00:01<00:06, 5.08it/s] 96/499 4.32G 0.01819 0.01453 0.006241 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.08it/s] 96/499 4.32G 0.01819 0.01453 0.006241 70 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 96/499 4.32G 0.01829 0.01447 0.006531 70 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 96/499 4.32G 0.01829 0.01447 0.006531 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 96/499 4.32G 0.01832 0.01464 0.00728 82 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 96/499 4.32G 0.01832 0.01464 0.00728 82 640: 25%|##5 | 10/40 [00:01<00:05, 5.12it/s] 96/499 4.32G 0.0182 0.01478 0.007344 84 640: 25%|##5 | 10/40 [00:02<00:05, 5.12it/s] 96/499 4.32G 0.0182 0.01478 0.007344 84 640: 28%|##7 | 11/40 [00:02<00:05, 5.22it/s] 96/499 4.32G 0.0182 0.01485 0.007265 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.22it/s] 96/499 4.32G 0.0182 0.01485 0.007265 79 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 96/499 4.32G 0.01805 0.01478 0.007063 78 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 96/499 4.32G 0.01805 0.01478 0.007063 78 640: 32%|###2 | 13/40 [00:02<00:05, 5.19it/s] 96/499 4.32G 0.01828 0.01474 0.007146 78 640: 32%|###2 | 13/40 [00:02<00:05, 5.19it/s] 96/499 4.32G 0.01828 0.01474 0.007146 78 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 96/499 4.32G 0.01837 0.01478 0.007065 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 96/499 4.32G 0.01837 0.01478 0.007065 71 640: 38%|###7 | 15/40 [00:02<00:04, 5.28it/s] 96/499 4.32G 0.01859 0.0146 0.006829 58 640: 38%|###7 | 15/40 [00:03<00:04, 5.28it/s] 96/499 4.32G 0.01859 0.0146 0.006829 58 640: 40%|#### | 16/40 [00:03<00:04, 5.06it/s] 96/499 4.32G 0.01862 0.0145 0.006756 62 640: 40%|#### | 16/40 [00:03<00:04, 5.06it/s] 96/499 4.32G 0.01862 0.0145 0.006756 62 640: 42%|####2 | 17/40 [00:03<00:04, 5.12it/s] 96/499 4.32G 0.01861 0.01438 0.006791 62 640: 42%|####2 | 17/40 [00:03<00:04, 5.12it/s] 96/499 4.32G 0.01861 0.01438 0.006791 62 640: 45%|####5 | 18/40 [00:03<00:04, 5.23it/s] 96/499 4.32G 0.01858 0.01439 0.006592 84 640: 45%|####5 | 18/40 [00:03<00:04, 5.23it/s] 96/499 4.32G 0.01858 0.01439 0.006592 84 640: 48%|####7 | 19/40 [00:03<00:04, 5.11it/s] 96/499 4.32G 0.01848 0.0143 0.006688 70 640: 48%|####7 | 19/40 [00:03<00:04, 5.11it/s] 96/499 4.32G 0.01848 0.0143 0.006688 70 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 96/499 4.32G 0.01842 0.01444 0.006783 87 640: 50%|##### | 20/40 [00:04<00:03, 5.21it/s] 96/499 4.32G 0.01842 0.01444 0.006783 87 640: 52%|#####2 | 21/40 [00:04<00:03, 5.26it/s] 96/499 4.32G 0.01842 0.01456 0.006809 88 640: 52%|#####2 | 21/40 [00:04<00:03, 5.26it/s] 96/499 4.32G 0.01842 0.01456 0.006809 88 640: 55%|#####5 | 22/40 [00:04<00:03, 5.12it/s] 96/499 4.32G 0.01855 0.01446 0.006803 58 640: 55%|#####5 | 22/40 [00:04<00:03, 5.12it/s] 96/499 4.32G 0.01855 0.01446 0.006803 58 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 96/499 4.32G 0.01857 0.01444 0.006703 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 96/499 4.32G 0.01857 0.01444 0.006703 75 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 96/499 4.32G 0.01861 0.01439 0.006722 68 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 96/499 4.32G 0.01861 0.01439 0.006722 68 640: 62%|######2 | 25/40 [00:04<00:02, 5.18it/s] 96/499 4.32G 0.01871 0.01442 0.0069 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.18it/s] 96/499 4.32G 0.01871 0.01442 0.0069 71 640: 65%|######5 | 26/40 [00:04<00:02, 5.26it/s] 96/499 4.32G 0.01869 0.0144 0.007063 70 640: 65%|######5 | 26/40 [00:05<00:02, 5.26it/s] 96/499 4.32G 0.01869 0.0144 0.007063 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 96/499 4.32G 0.01873 0.01445 0.006986 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 96/499 4.32G 0.01873 0.01445 0.006986 70 640: 70%|####### | 28/40 [00:05<00:02, 5.14it/s] 96/499 4.32G 0.01867 0.0144 0.00708 73 640: 70%|####### | 28/40 [00:05<00:02, 5.14it/s] 96/499 4.32G 0.01867 0.0144 0.00708 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 96/499 4.32G 0.01865 0.01438 0.00712 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 96/499 4.32G 0.01865 0.01438 0.00712 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 96/499 4.32G 0.01856 0.01436 0.007123 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 96/499 4.32G 0.01856 0.01436 0.007123 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.16it/s] 96/499 4.32G 0.01856 0.01434 0.007284 70 640: 78%|#######7 | 31/40 [00:06<00:01, 5.16it/s] 96/499 4.32G 0.01856 0.01434 0.007284 70 640: 80%|######## | 32/40 [00:06<00:01, 5.13it/s] 96/499 4.32G 0.01858 0.01432 0.007151 64 640: 80%|######## | 32/40 [00:06<00:01, 5.13it/s] 96/499 4.32G 0.01858 0.01432 0.007151 64 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 96/499 4.32G 0.01858 0.0144 0.007035 87 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 96/499 4.32G 0.01858 0.0144 0.007035 87 640: 85%|########5 | 34/40 [00:06<00:01, 5.10it/s] 96/499 4.32G 0.01858 0.01434 0.006973 64 640: 85%|########5 | 34/40 [00:06<00:01, 5.10it/s] 96/499 4.32G 0.01858 0.01434 0.006973 64 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 96/499 4.32G 0.01855 0.01434 0.006864 80 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 96/499 4.32G 0.01855 0.01434 0.006864 80 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 96/499 4.32G 0.01858 0.01435 0.006783 74 640: 90%|######### | 36/40 [00:07<00:00, 5.25it/s] 96/499 4.32G 0.01858 0.01435 0.006783 74 640: 92%|#########2| 37/40 [00:07<00:00, 5.14it/s] 96/499 4.32G 0.01863 0.01433 0.006868 66 640: 92%|#########2| 37/40 [00:07<00:00, 5.14it/s] 96/499 4.32G 0.01863 0.01433 0.006868 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.15it/s] 96/499 4.32G 0.01861 0.01432 0.006795 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.15it/s] 96/499 4.32G 0.01861 0.01432 0.006795 77 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 96/499 4.32G 0.01862 0.01423 0.006887 29 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 96/499 4.32G 0.01862 0.01423 0.006887 29 640: 100%|##########| 40/40 [00:07<00:00, 5.15it/s] 96/499 4.32G 0.01862 0.01423 0.006887 29 640: 100%|##########| 40/40 [00:07<00:00, 5.20it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 7.19it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 7.69it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 6.87it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 7.91it/s] all 132 263 0.0554 0.0111 0.0331 0.0121 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 97/499 4.32G 0.01988 0.0177 0.00578 96 640: 0%| | 0/40 [00:00<?, ?it/s] 97/499 4.32G 0.01988 0.0177 0.00578 96 640: 2%|2 | 1/40 [00:00<00:07, 5.15it/s] 97/499 4.32G 0.01907 0.01752 0.005742 94 640: 2%|2 | 1/40 [00:00<00:07, 5.15it/s] 97/499 4.32G 0.01907 0.01752 0.005742 94 640: 5%|5 | 2/40 [00:00<00:07, 5.30it/s] 97/499 4.32G 0.0193 0.01745 0.004693 87 640: 5%|5 | 2/40 [00:00<00:07, 5.30it/s] 97/499 4.32G 0.0193 0.01745 0.004693 87 640: 8%|7 | 3/40 [00:00<00:07, 5.12it/s] 97/499 4.32G 0.0187 0.01699 0.004393 77 640: 8%|7 | 3/40 [00:00<00:07, 5.12it/s] 97/499 4.32G 0.0187 0.01699 0.004393 77 640: 10%|# | 4/40 [00:00<00:06, 5.22it/s] 97/499 4.32G 0.0186 0.01664 0.004777 80 640: 10%|# | 4/40 [00:00<00:06, 5.22it/s] 97/499 4.32G 0.0186 0.01664 0.004777 80 640: 12%|#2 | 5/40 [00:00<00:06, 5.32it/s] 97/499 4.32G 0.01851 0.01588 0.004762 67 640: 12%|#2 | 5/40 [00:01<00:06, 5.32it/s] 97/499 4.32G 0.01851 0.01588 0.004762 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.15it/s] 97/499 4.32G 0.01844 0.01553 0.004941 70 640: 15%|#5 | 6/40 [00:01<00:06, 5.15it/s] 97/499 4.32G 0.01844 0.01553 0.004941 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 97/499 4.32G 0.01872 0.01587 0.005325 94 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 97/499 4.32G 0.01872 0.01587 0.005325 94 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 97/499 4.32G 0.01863 0.01529 0.00587 62 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 97/499 4.32G 0.01863 0.01529 0.00587 62 640: 22%|##2 | 9/40 [00:01<00:06, 5.14it/s] 97/499 4.32G 0.01833 0.01494 0.005655 71 640: 22%|##2 | 9/40 [00:01<00:06, 5.14it/s] 97/499 4.32G 0.01833 0.01494 0.005655 71 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 97/499 4.32G 0.01833 0.01501 0.0059 85 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 97/499 4.32G 0.01833 0.01501 0.0059 85 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 97/499 4.32G 0.01832 0.01504 0.005816 76 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 97/499 4.32G 0.01832 0.01504 0.005816 76 640: 30%|### | 12/40 [00:02<00:05, 5.15it/s] 97/499 4.32G 0.01825 0.0148 0.005627 63 640: 30%|### | 12/40 [00:02<00:05, 5.15it/s] 97/499 4.32G 0.01825 0.0148 0.005627 63 640: 32%|###2 | 13/40 [00:02<00:05, 5.19it/s] 97/499 4.32G 0.0181 0.01446 0.005967 56 640: 32%|###2 | 13/40 [00:02<00:05, 5.19it/s] 97/499 4.32G 0.0181 0.01446 0.005967 56 640: 35%|###5 | 14/40 [00:02<00:05, 5.17it/s] 97/499 4.32G 0.01807 0.01431 0.006123 68 640: 35%|###5 | 14/40 [00:02<00:05, 5.17it/s] 97/499 4.32G 0.01807 0.01431 0.006123 68 640: 38%|###7 | 15/40 [00:02<00:04, 5.05it/s] 97/499 4.32G 0.01811 0.01416 0.006217 61 640: 38%|###7 | 15/40 [00:03<00:04, 5.05it/s] 97/499 4.32G 0.01811 0.01416 0.006217 61 640: 40%|#### | 16/40 [00:03<00:04, 5.16it/s] 97/499 4.32G 0.01805 0.01401 0.006272 67 640: 40%|#### | 16/40 [00:03<00:04, 5.16it/s] 97/499 4.32G 0.01805 0.01401 0.006272 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 97/499 4.32G 0.01815 0.01419 0.006482 83 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 97/499 4.32G 0.01815 0.01419 0.006482 83 640: 45%|####5 | 18/40 [00:03<00:04, 5.09it/s] 97/499 4.32G 0.01816 0.01433 0.006627 85 640: 45%|####5 | 18/40 [00:03<00:04, 5.09it/s] 97/499 4.32G 0.01816 0.01433 0.006627 85 640: 48%|####7 | 19/40 [00:03<00:04, 5.16it/s] 97/499 4.32G 0.0181 0.01423 0.006543 68 640: 48%|####7 | 19/40 [00:03<00:04, 5.16it/s] 97/499 4.32G 0.0181 0.01423 0.006543 68 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 97/499 4.32G 0.01805 0.01414 0.006687 70 640: 50%|##### | 20/40 [00:04<00:03, 5.24it/s] 97/499 4.32G 0.01805 0.01414 0.006687 70 640: 52%|#####2 | 21/40 [00:04<00:03, 5.12it/s] 97/499 4.32G 0.01797 0.01429 0.006638 94 640: 52%|#####2 | 21/40 [00:04<00:03, 5.12it/s] 97/499 4.32G 0.01797 0.01429 0.006638 94 640: 55%|#####5 | 22/40 [00:04<00:03, 5.14it/s] 97/499 4.32G 0.01785 0.01422 0.006694 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.14it/s] 97/499 4.32G 0.01785 0.01422 0.006694 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 97/499 4.32G 0.01779 0.01425 0.006645 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 97/499 4.32G 0.01779 0.01425 0.006645 76 640: 60%|###### | 24/40 [00:04<00:03, 5.09it/s] 97/499 4.32G 0.01775 0.01421 0.006896 72 640: 60%|###### | 24/40 [00:04<00:03, 5.09it/s] 97/499 4.32G 0.01775 0.01421 0.006896 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.20it/s] 97/499 4.32G 0.01768 0.01404 0.006949 57 640: 62%|######2 | 25/40 [00:05<00:02, 5.20it/s] 97/499 4.32G 0.01768 0.01404 0.006949 57 640: 65%|######5 | 26/40 [00:05<00:02, 5.27it/s] 97/499 4.32G 0.0177 0.014 0.006861 74 640: 65%|######5 | 26/40 [00:05<00:02, 5.27it/s] 97/499 4.32G 0.0177 0.014 0.006861 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.14it/s] 97/499 4.32G 0.01769 0.01404 0.006789 81 640: 68%|######7 | 27/40 [00:05<00:02, 5.14it/s] 97/499 4.32G 0.01769 0.01404 0.006789 81 640: 70%|####### | 28/40 [00:05<00:02, 5.19it/s] 97/499 4.32G 0.01768 0.01399 0.006732 74 640: 70%|####### | 28/40 [00:05<00:02, 5.19it/s] 97/499 4.32G 0.01768 0.01399 0.006732 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.23it/s] 97/499 4.32G 0.01764 0.01395 0.006636 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.23it/s] 97/499 4.32G 0.01764 0.01395 0.006636 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.11it/s] 97/499 4.32G 0.01764 0.01393 0.006693 69 640: 75%|#######5 | 30/40 [00:05<00:01, 5.11it/s] 97/499 4.32G 0.01764 0.01393 0.006693 69 640: 78%|#######7 | 31/40 [00:05<00:01, 5.17it/s] 97/499 4.32G 0.01767 0.01389 0.006694 67 640: 78%|#######7 | 31/40 [00:06<00:01, 5.17it/s] 97/499 4.32G 0.01767 0.01389 0.006694 67 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 97/499 4.32G 0.01773 0.01391 0.006663 78 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 97/499 4.32G 0.01773 0.01391 0.006663 78 640: 82%|########2 | 33/40 [00:06<00:01, 5.13it/s] 97/499 4.32G 0.01776 0.01395 0.006678 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.13it/s] 97/499 4.32G 0.01776 0.01395 0.006678 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.19it/s] 97/499 4.32G 0.01775 0.0139 0.006547 70 640: 85%|########5 | 34/40 [00:06<00:01, 5.19it/s] 97/499 4.32G 0.01775 0.0139 0.006547 70 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 97/499 4.32G 0.01773 0.01388 0.006722 65 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 97/499 4.32G 0.01773 0.01388 0.006722 65 640: 90%|######### | 36/40 [00:06<00:00, 5.12it/s] 97/499 4.32G 0.01772 0.01388 0.006747 66 640: 90%|######### | 36/40 [00:07<00:00, 5.12it/s] 97/499 4.32G 0.01772 0.01388 0.006747 66 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 97/499 4.32G 0.01773 0.01385 0.006742 66 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 97/499 4.32G 0.01773 0.01385 0.006742 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 97/499 4.32G 0.01779 0.01391 0.006759 82 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 97/499 4.32G 0.01779 0.01391 0.006759 82 640: 98%|#########7| 39/40 [00:07<00:00, 5.15it/s] 97/499 4.32G 0.01775 0.01391 0.006731 34 640: 98%|#########7| 39/40 [00:07<00:00, 5.15it/s] 97/499 4.32G 0.01775 0.01391 0.006731 34 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] 97/499 4.32G 0.01775 0.01391 0.006731 34 640: 100%|##########| 40/40 [00:07<00:00, 5.19it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.12it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.23it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.23it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.38it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.89it/s] all 132 263 0.0102 0.0368 0.016 0.0048 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 98/499 4.32G 0.02253 0.01538 0.008269 69 640: 0%| | 0/40 [00:00<?, ?it/s] 98/499 4.32G 0.02253 0.01538 0.008269 69 640: 2%|2 | 1/40 [00:00<00:07, 5.46it/s] 98/499 4.32G 0.02061 0.01443 0.007759 66 640: 2%|2 | 1/40 [00:00<00:07, 5.46it/s] 98/499 4.32G 0.02061 0.01443 0.007759 66 640: 5%|5 | 2/40 [00:00<00:07, 5.11it/s] 98/499 4.32G 0.02032 0.01498 0.007119 84 640: 5%|5 | 2/40 [00:00<00:07, 5.11it/s] 98/499 4.32G 0.02032 0.01498 0.007119 84 640: 8%|7 | 3/40 [00:00<00:07, 5.27it/s] 98/499 4.32G 0.02044 0.01515 0.006459 78 640: 8%|7 | 3/40 [00:00<00:07, 5.27it/s] 98/499 4.32G 0.02044 0.01515 0.006459 78 640: 10%|# | 4/40 [00:00<00:06, 5.36it/s] 98/499 4.32G 0.01993 0.01425 0.006469 61 640: 10%|# | 4/40 [00:00<00:06, 5.36it/s] 98/499 4.32G 0.01993 0.01425 0.006469 61 640: 12%|#2 | 5/40 [00:00<00:06, 5.17it/s] 98/499 4.32G 0.01953 0.01421 0.006282 77 640: 12%|#2 | 5/40 [00:01<00:06, 5.17it/s] 98/499 4.32G 0.01953 0.01421 0.006282 77 640: 15%|#5 | 6/40 [00:01<00:06, 4.90it/s] 98/499 4.32G 0.01955 0.01408 0.006507 68 640: 15%|#5 | 6/40 [00:01<00:06, 4.90it/s] 98/499 4.32G 0.01955 0.01408 0.006507 68 640: 18%|#7 | 7/40 [00:01<00:06, 5.05it/s] 98/499 4.32G 0.01941 0.01407 0.006852 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.05it/s] 98/499 4.32G 0.01941 0.01407 0.006852 73 640: 20%|## | 8/40 [00:01<00:06, 4.96it/s] 98/499 4.32G 0.01923 0.01396 0.006524 68 640: 20%|## | 8/40 [00:01<00:06, 4.96it/s] 98/499 4.32G 0.01923 0.01396 0.006524 68 640: 22%|##2 | 9/40 [00:01<00:06, 5.11it/s] 98/499 4.32G 0.01908 0.01401 0.006294 81 640: 22%|##2 | 9/40 [00:01<00:06, 5.11it/s] 98/499 4.32G 0.01908 0.01401 0.006294 81 640: 25%|##5 | 10/40 [00:01<00:05, 5.22it/s] 98/499 4.32G 0.0191 0.01418 0.006634 78 640: 25%|##5 | 10/40 [00:02<00:05, 5.22it/s] 98/499 4.32G 0.0191 0.01418 0.006634 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.11it/s] 98/499 4.32G 0.01909 0.01408 0.006412 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.11it/s] 98/499 4.32G 0.01909 0.01408 0.006412 71 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 98/499 4.32G 0.01924 0.01401 0.006472 60 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 98/499 4.32G 0.01924 0.01401 0.006472 60 640: 32%|###2 | 13/40 [00:02<00:05, 5.31it/s] 98/499 4.32G 0.01923 0.01407 0.006484 81 640: 32%|###2 | 13/40 [00:02<00:05, 5.31it/s] 98/499 4.32G 0.01923 0.01407 0.006484 81 640: 35%|###5 | 14/40 [00:02<00:05, 5.17it/s] 98/499 4.32G 0.0193 0.01402 0.006458 73 640: 35%|###5 | 14/40 [00:02<00:05, 5.17it/s] 98/499 4.32G 0.0193 0.01402 0.006458 73 640: 38%|###7 | 15/40 [00:02<00:04, 5.25it/s] 98/499 4.32G 0.01931 0.01385 0.006328 63 640: 38%|###7 | 15/40 [00:03<00:04, 5.25it/s] 98/499 4.32G 0.01931 0.01385 0.006328 63 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 98/499 4.32G 0.01915 0.0138 0.006195 67 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 98/499 4.32G 0.01915 0.0138 0.006195 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 98/499 4.32G 0.01909 0.01383 0.006366 69 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 98/499 4.32G 0.01909 0.01383 0.006366 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 98/499 4.32G 0.01902 0.01388 0.006397 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 98/499 4.32G 0.01902 0.01388 0.006397 79 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 98/499 4.32G 0.01903 0.01389 0.006553 66 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 98/499 4.32G 0.01903 0.01389 0.006553 66 640: 50%|##### | 20/40 [00:03<00:03, 5.20it/s] 98/499 4.32G 0.01899 0.01392 0.00658 81 640: 50%|##### | 20/40 [00:04<00:03, 5.20it/s] 98/499 4.32G 0.01899 0.01392 0.00658 81 640: 52%|#####2 | 21/40 [00:04<00:03, 5.28it/s] 98/499 4.32G 0.01903 0.01397 0.00659 73 640: 52%|#####2 | 21/40 [00:04<00:03, 5.28it/s] 98/499 4.32G 0.01903 0.01397 0.00659 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 98/499 4.32G 0.019 0.01398 0.006513 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 98/499 4.32G 0.019 0.01398 0.006513 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.17it/s] 98/499 4.32G 0.01899 0.01407 0.006458 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.17it/s] 98/499 4.32G 0.01899 0.01407 0.006458 78 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 98/499 4.32G 0.01895 0.01398 0.006389 70 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 98/499 4.32G 0.01895 0.01398 0.006389 70 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 98/499 4.32G 0.01891 0.01395 0.006682 68 640: 62%|######2 | 25/40 [00:05<00:02, 5.28it/s] 98/499 4.32G 0.01891 0.01395 0.006682 68 640: 65%|######5 | 26/40 [00:05<00:02, 5.15it/s] 98/499 4.32G 0.01898 0.01397 0.006591 67 640: 65%|######5 | 26/40 [00:05<00:02, 5.15it/s] 98/499 4.32G 0.01898 0.01397 0.006591 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 98/499 4.32G 0.01893 0.01402 0.006581 78 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 98/499 4.32G 0.01893 0.01402 0.006581 78 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 98/499 4.32G 0.01894 0.01393 0.006502 60 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 98/499 4.32G 0.01894 0.01393 0.006502 60 640: 72%|#######2 | 29/40 [00:05<00:02, 5.16it/s] 98/499 4.32G 0.01896 0.01397 0.006532 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.16it/s] 98/499 4.32G 0.01896 0.01397 0.006532 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 98/499 4.32G 0.01896 0.01393 0.006595 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 98/499 4.32G 0.01896 0.01393 0.006595 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.28it/s] 98/499 4.32G 0.01893 0.0139 0.00656 68 640: 78%|#######7 | 31/40 [00:06<00:01, 5.28it/s] 98/499 4.32G 0.01893 0.0139 0.00656 68 640: 80%|######## | 32/40 [00:06<00:01, 5.11it/s] 98/499 4.32G 0.01893 0.01387 0.006638 66 640: 80%|######## | 32/40 [00:06<00:01, 5.11it/s] 98/499 4.32G 0.01893 0.01387 0.006638 66 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 98/499 4.32G 0.01892 0.01388 0.006544 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 98/499 4.32G 0.01892 0.01388 0.006544 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 98/499 4.32G 0.0189 0.0139 0.006509 78 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 98/499 4.32G 0.0189 0.0139 0.006509 78 640: 88%|########7 | 35/40 [00:06<00:00, 5.14it/s] 98/499 4.32G 0.01885 0.01393 0.006444 72 640: 88%|########7 | 35/40 [00:06<00:00, 5.14it/s] 98/499 4.32G 0.01885 0.01393 0.006444 72 640: 90%|######### | 36/40 [00:06<00:00, 5.18it/s] 98/499 4.32G 0.01881 0.01385 0.00639 55 640: 90%|######### | 36/40 [00:07<00:00, 5.18it/s] 98/499 4.32G 0.01881 0.01385 0.00639 55 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 98/499 4.32G 0.01883 0.01396 0.006356 89 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 98/499 4.32G 0.01883 0.01396 0.006356 89 640: 95%|#########5| 38/40 [00:07<00:00, 5.14it/s] 98/499 4.32G 0.01878 0.01399 0.00625 76 640: 95%|#########5| 38/40 [00:07<00:00, 5.14it/s] 98/499 4.32G 0.01878 0.01399 0.00625 76 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 98/499 4.32G 0.01873 0.01401 0.006386 41 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 98/499 4.32G 0.01873 0.01401 0.006386 41 640: 100%|##########| 40/40 [00:07<00:00, 5.36it/s] 98/499 4.32G 0.01873 0.01401 0.006386 41 640: 100%|##########| 40/40 [00:07<00:00, 5.21it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.03it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.02it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.12it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.66it/s] all 132 263 0.584 0.0175 0.024 0.0129 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 99/499 4.32G 0.0179 0.01496 0.008271 83 640: 0%| | 0/40 [00:00<?, ?it/s] 99/499 4.32G 0.0179 0.01496 0.008271 83 640: 2%|2 | 1/40 [00:00<00:07, 4.93it/s] 99/499 4.32G 0.01771 0.01381 0.008894 73 640: 2%|2 | 1/40 [00:00<00:07, 4.93it/s] 99/499 4.32G 0.01771 0.01381 0.008894 73 640: 5%|5 | 2/40 [00:00<00:07, 5.27it/s] 99/499 4.32G 0.01872 0.01406 0.01034 65 640: 5%|5 | 2/40 [00:00<00:07, 5.27it/s] 99/499 4.32G 0.01872 0.01406 0.01034 65 640: 8%|7 | 3/40 [00:00<00:06, 5.29it/s] 99/499 4.32G 0.01879 0.01443 0.008629 83 640: 8%|7 | 3/40 [00:00<00:06, 5.29it/s] 99/499 4.32G 0.01879 0.01443 0.008629 83 640: 10%|# | 4/40 [00:00<00:07, 5.01it/s] 99/499 4.32G 0.01902 0.01475 0.008018 74 640: 10%|# | 4/40 [00:00<00:07, 5.01it/s] 99/499 4.32G 0.01902 0.01475 0.008018 74 640: 12%|#2 | 5/40 [00:00<00:06, 5.19it/s] 99/499 4.32G 0.01908 0.01446 0.007735 65 640: 12%|#2 | 5/40 [00:01<00:06, 5.19it/s] 99/499 4.32G 0.01908 0.01446 0.007735 65 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 99/499 4.32G 0.01924 0.01414 0.007654 63 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 99/499 4.32G 0.01924 0.01414 0.007654 63 640: 18%|#7 | 7/40 [00:01<00:06, 5.15it/s] 99/499 4.32G 0.01911 0.01415 0.007587 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.15it/s] 99/499 4.32G 0.01911 0.01415 0.007587 74 640: 20%|## | 8/40 [00:01<00:06, 5.19it/s] 99/499 4.32G 0.01875 0.01397 0.007174 73 640: 20%|## | 8/40 [00:01<00:06, 5.19it/s] 99/499 4.32G 0.01875 0.01397 0.007174 73 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 99/499 4.32G 0.01887 0.01424 0.007304 85 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 99/499 4.32G 0.01887 0.01424 0.007304 85 640: 25%|##5 | 10/40 [00:01<00:05, 5.15it/s] 99/499 4.32G 0.01889 0.01409 0.007838 61 640: 25%|##5 | 10/40 [00:02<00:05, 5.15it/s] 99/499 4.32G 0.01889 0.01409 0.007838 61 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 99/499 4.32G 0.01875 0.01412 0.007754 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 99/499 4.32G 0.01875 0.01412 0.007754 72 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 99/499 4.32G 0.01884 0.0143 0.007643 80 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 99/499 4.32G 0.01884 0.0143 0.007643 80 640: 32%|###2 | 13/40 [00:02<00:05, 5.17it/s] 99/499 4.32G 0.01894 0.01429 0.00747 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.17it/s] 99/499 4.32G 0.01894 0.01429 0.00747 73 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 99/499 4.32G 0.01891 0.01422 0.007262 72 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 99/499 4.32G 0.01891 0.01422 0.007262 72 640: 38%|###7 | 15/40 [00:02<00:04, 5.33it/s] 99/499 4.32G 0.01891 0.01428 0.00709 77 640: 38%|###7 | 15/40 [00:03<00:04, 5.33it/s] 99/499 4.32G 0.01891 0.01428 0.00709 77 640: 40%|#### | 16/40 [00:03<00:04, 5.19it/s] 99/499 4.32G 0.01893 0.01442 0.007193 82 640: 40%|#### | 16/40 [00:03<00:04, 5.19it/s] 99/499 4.32G 0.01893 0.01442 0.007193 82 640: 42%|####2 | 17/40 [00:03<00:04, 5.26it/s] 99/499 4.32G 0.01899 0.01444 0.00729 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.26it/s] 99/499 4.32G 0.01899 0.01444 0.00729 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 99/499 4.32G 0.01903 0.01453 0.007327 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 99/499 4.32G 0.01903 0.01453 0.007327 80 640: 48%|####7 | 19/40 [00:03<00:04, 5.15it/s] 99/499 4.32G 0.01905 0.01474 0.007409 93 640: 48%|####7 | 19/40 [00:03<00:04, 5.15it/s] 99/499 4.32G 0.01905 0.01474 0.007409 93 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 99/499 4.32G 0.01902 0.01483 0.00725 83 640: 50%|##### | 20/40 [00:04<00:03, 5.24it/s] 99/499 4.32G 0.01902 0.01483 0.00725 83 640: 52%|#####2 | 21/40 [00:04<00:03, 5.30it/s] 99/499 4.32G 0.01902 0.01473 0.007471 62 640: 52%|#####2 | 21/40 [00:04<00:03, 5.30it/s] 99/499 4.32G 0.01902 0.01473 0.007471 62 640: 55%|#####5 | 22/40 [00:04<00:03, 5.15it/s] 99/499 4.32G 0.01899 0.0146 0.007313 68 640: 55%|#####5 | 22/40 [00:04<00:03, 5.15it/s] 99/499 4.32G 0.01899 0.0146 0.007313 68 640: 57%|#####7 | 23/40 [00:04<00:03, 5.18it/s] 99/499 4.32G 0.01891 0.01463 0.007292 87 640: 57%|#####7 | 23/40 [00:04<00:03, 5.18it/s] 99/499 4.32G 0.01891 0.01463 0.007292 87 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 99/499 4.32G 0.01878 0.0145 0.007195 68 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 99/499 4.32G 0.01878 0.0145 0.007195 68 640: 62%|######2 | 25/40 [00:04<00:02, 5.11it/s] 99/499 4.32G 0.01878 0.01465 0.007092 96 640: 62%|######2 | 25/40 [00:04<00:02, 5.11it/s] 99/499 4.32G 0.01878 0.01465 0.007092 96 640: 65%|######5 | 26/40 [00:04<00:02, 5.20it/s] 99/499 4.32G 0.0188 0.01469 0.007206 77 640: 65%|######5 | 26/40 [00:05<00:02, 5.20it/s] 99/499 4.32G 0.0188 0.01469 0.007206 77 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 99/499 4.32G 0.01879 0.01468 0.007171 66 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 99/499 4.32G 0.01879 0.01468 0.007171 66 640: 70%|####### | 28/40 [00:05<00:02, 5.10it/s] 99/499 4.32G 0.01873 0.01473 0.007021 86 640: 70%|####### | 28/40 [00:05<00:02, 5.10it/s] 99/499 4.32G 0.01873 0.01473 0.007021 86 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 99/499 4.32G 0.01877 0.01467 0.00702 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 99/499 4.32G 0.01877 0.01467 0.00702 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 99/499 4.32G 0.01875 0.01466 0.007009 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.26it/s] 99/499 4.32G 0.01875 0.01466 0.007009 75 640: 78%|#######7 | 31/40 [00:05<00:01, 5.14it/s] 99/499 4.32G 0.01875 0.01467 0.006991 74 640: 78%|#######7 | 31/40 [00:06<00:01, 5.14it/s] 99/499 4.32G 0.01875 0.01467 0.006991 74 640: 80%|######## | 32/40 [00:06<00:01, 5.23it/s] 99/499 4.32G 0.01882 0.01471 0.006984 72 640: 80%|######## | 32/40 [00:06<00:01, 5.23it/s] 99/499 4.32G 0.01882 0.01471 0.006984 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 99/499 4.32G 0.0188 0.01468 0.00691 70 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 99/499 4.32G 0.0188 0.01468 0.00691 70 640: 85%|########5 | 34/40 [00:06<00:01, 5.08it/s] 99/499 4.32G 0.01879 0.01462 0.006936 63 640: 85%|########5 | 34/40 [00:06<00:01, 5.08it/s] 99/499 4.32G 0.01879 0.01462 0.006936 63 640: 88%|########7 | 35/40 [00:06<00:00, 5.09it/s] 99/499 4.32G 0.01879 0.01461 0.007034 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.09it/s] 99/499 4.32G 0.01879 0.01461 0.007034 71 640: 90%|######### | 36/40 [00:06<00:00, 5.19it/s] 99/499 4.32G 0.01881 0.01464 0.007121 77 640: 90%|######### | 36/40 [00:07<00:00, 5.19it/s] 99/499 4.32G 0.01881 0.01464 0.007121 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.06it/s] 99/499 4.32G 0.0188 0.01462 0.00702 69 640: 92%|#########2| 37/40 [00:07<00:00, 5.06it/s] 99/499 4.32G 0.0188 0.01462 0.00702 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.14it/s] 99/499 4.32G 0.01872 0.01452 0.006897 63 640: 95%|#########5| 38/40 [00:07<00:00, 5.14it/s] 99/499 4.32G 0.01872 0.01452 0.006897 63 640: 98%|#########7| 39/40 [00:07<00:00, 5.13it/s] 99/499 4.32G 0.01875 0.01455 0.006967 44 640: 98%|#########7| 39/40 [00:07<00:00, 5.13it/s] 99/499 4.32G 0.01875 0.01455 0.006967 44 640: 100%|##########| 40/40 [00:07<00:00, 5.09it/s] 99/499 4.32G 0.01875 0.01455 0.006967 44 640: 100%|##########| 40/40 [00:07<00:00, 5.19it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.70it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.73it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.69it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.76it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.33it/s] all 132 263 0.285 0.0702 0.0846 0.0404 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 100/499 4.32G 0.01709 0.01396 0.008712 74 640: 0%| | 0/40 [00:00<?, ?it/s] 100/499 4.32G 0.01709 0.01396 0.008712 74 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 100/499 4.32G 0.01748 0.01247 0.007182 63 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 100/499 4.32G 0.01748 0.01247 0.007182 63 640: 5%|5 | 2/40 [00:00<00:06, 5.55it/s] 100/499 4.32G 0.01767 0.01269 0.007202 68 640: 5%|5 | 2/40 [00:00<00:06, 5.55it/s] 100/499 4.32G 0.01767 0.01269 0.007202 68 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 100/499 4.32G 0.01806 0.01337 0.006317 83 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 100/499 4.32G 0.01806 0.01337 0.006317 83 640: 10%|# | 4/40 [00:00<00:06, 5.29it/s] 100/499 4.32G 0.0183 0.01427 0.006249 86 640: 10%|# | 4/40 [00:00<00:06, 5.29it/s] 100/499 4.32G 0.0183 0.01427 0.006249 86 640: 12%|#2 | 5/40 [00:00<00:06, 5.35it/s] 100/499 4.32G 0.01844 0.01461 0.006192 87 640: 12%|#2 | 5/40 [00:01<00:06, 5.35it/s] 100/499 4.32G 0.01844 0.01461 0.006192 87 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 100/499 4.32G 0.0189 0.01448 0.006448 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 100/499 4.32G 0.0189 0.01448 0.006448 71 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 100/499 4.32G 0.01861 0.01396 0.006592 57 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 100/499 4.32G 0.01861 0.01396 0.006592 57 640: 20%|## | 8/40 [00:01<00:05, 5.38it/s] 100/499 4.32G 0.01846 0.01407 0.00668 76 640: 20%|## | 8/40 [00:01<00:05, 5.38it/s] 100/499 4.32G 0.01846 0.01407 0.00668 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 100/499 4.32G 0.01852 0.01409 0.006369 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 100/499 4.32G 0.01852 0.01409 0.006369 71 640: 25%|##5 | 10/40 [00:01<00:05, 5.22it/s] 100/499 4.32G 0.01871 0.01421 0.006419 81 640: 25%|##5 | 10/40 [00:02<00:05, 5.22it/s] 100/499 4.32G 0.01871 0.01421 0.006419 81 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 100/499 4.32G 0.01873 0.01406 0.006466 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 100/499 4.32G 0.01873 0.01406 0.006466 65 640: 30%|### | 12/40 [00:02<00:05, 5.20it/s] 100/499 4.32G 0.01881 0.01413 0.006844 65 640: 30%|### | 12/40 [00:02<00:05, 5.20it/s] 100/499 4.32G 0.01881 0.01413 0.006844 65 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 100/499 4.32G 0.01877 0.01417 0.00692 69 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 100/499 4.32G 0.01877 0.01417 0.00692 69 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 100/499 4.32G 0.01859 0.01402 0.006848 62 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 100/499 4.32G 0.01859 0.01402 0.006848 62 640: 38%|###7 | 15/40 [00:02<00:04, 5.18it/s] 100/499 4.32G 0.01863 0.01413 0.006829 88 640: 38%|###7 | 15/40 [00:03<00:04, 5.18it/s] 100/499 4.32G 0.01863 0.01413 0.006829 88 640: 40%|#### | 16/40 [00:03<00:04, 5.27it/s] 100/499 4.32G 0.01871 0.01396 0.006781 59 640: 40%|#### | 16/40 [00:03<00:04, 5.27it/s] 100/499 4.32G 0.01871 0.01396 0.006781 59 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 100/499 4.32G 0.01873 0.01384 0.006646 63 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 100/499 4.32G 0.01873 0.01384 0.006646 63 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 100/499 4.32G 0.01875 0.01374 0.006712 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 100/499 4.32G 0.01875 0.01374 0.006712 66 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 100/499 4.32G 0.01879 0.01373 0.006704 78 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 100/499 4.32G 0.01879 0.01373 0.006704 78 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 100/499 4.32G 0.01875 0.01375 0.00655 78 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 100/499 4.32G 0.01875 0.01375 0.00655 78 640: 52%|#####2 | 21/40 [00:03<00:03, 5.14it/s] 100/499 4.32G 0.01875 0.01386 0.006505 95 640: 52%|#####2 | 21/40 [00:04<00:03, 5.14it/s] 100/499 4.32G 0.01875 0.01386 0.006505 95 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 100/499 4.32G 0.01872 0.0138 0.006351 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 100/499 4.32G 0.01872 0.0138 0.006351 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 100/499 4.32G 0.01869 0.01379 0.006444 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 100/499 4.32G 0.01869 0.01379 0.006444 74 640: 60%|###### | 24/40 [00:04<00:03, 5.13it/s] 100/499 4.32G 0.01874 0.01375 0.006543 67 640: 60%|###### | 24/40 [00:04<00:03, 5.13it/s] 100/499 4.32G 0.01874 0.01375 0.006543 67 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 100/499 4.32G 0.01871 0.01378 0.006508 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 100/499 4.32G 0.01871 0.01378 0.006508 78 640: 65%|######5 | 26/40 [00:04<00:02, 5.31it/s] 100/499 4.32G 0.01874 0.01392 0.006555 86 640: 65%|######5 | 26/40 [00:05<00:02, 5.31it/s] 100/499 4.32G 0.01874 0.01392 0.006555 86 640: 68%|######7 | 27/40 [00:05<00:02, 5.18it/s] 100/499 4.32G 0.01871 0.01391 0.006627 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.18it/s] 100/499 4.32G 0.01871 0.01391 0.006627 70 640: 70%|####### | 28/40 [00:05<00:02, 5.27it/s] 100/499 4.32G 0.01869 0.01398 0.006704 88 640: 70%|####### | 28/40 [00:05<00:02, 5.27it/s] 100/499 4.32G 0.01869 0.01398 0.006704 88 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 100/499 4.32G 0.01872 0.01402 0.006694 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 100/499 4.32G 0.01872 0.01402 0.006694 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.13it/s] 100/499 4.32G 0.01876 0.01409 0.006781 80 640: 75%|#######5 | 30/40 [00:05<00:01, 5.13it/s] 100/499 4.32G 0.01876 0.01409 0.006781 80 640: 78%|#######7 | 31/40 [00:05<00:01, 5.16it/s] 100/499 4.32G 0.01879 0.01414 0.006782 78 640: 78%|#######7 | 31/40 [00:06<00:01, 5.16it/s] 100/499 4.32G 0.01879 0.01414 0.006782 78 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 100/499 4.32G 0.01883 0.01417 0.00672 73 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 100/499 4.32G 0.01883 0.01417 0.00672 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.01it/s] 100/499 4.32G 0.0188 0.0143 0.0068 92 640: 82%|########2 | 33/40 [00:06<00:01, 5.01it/s] 100/499 4.32G 0.0188 0.0143 0.0068 92 640: 85%|########5 | 34/40 [00:06<00:01, 5.08it/s] 100/499 4.32G 0.0188 0.01432 0.006772 78 640: 85%|########5 | 34/40 [00:06<00:01, 5.08it/s] 100/499 4.32G 0.0188 0.01432 0.006772 78 640: 88%|########7 | 35/40 [00:06<00:00, 5.17it/s] 100/499 4.32G 0.01883 0.01431 0.00685 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.17it/s] 100/499 4.32G 0.01883 0.01431 0.00685 75 640: 90%|######### | 36/40 [00:06<00:00, 5.06it/s] 100/499 4.32G 0.01885 0.01423 0.006972 62 640: 90%|######### | 36/40 [00:07<00:00, 5.06it/s] 100/499 4.32G 0.01885 0.01423 0.006972 62 640: 92%|#########2| 37/40 [00:07<00:00, 5.17it/s] 100/499 4.32G 0.01883 0.0142 0.006882 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.17it/s] 100/499 4.32G 0.01883 0.0142 0.006882 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 100/499 4.32G 0.01878 0.01416 0.006852 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 100/499 4.32G 0.01878 0.01416 0.006852 70 640: 98%|#########7| 39/40 [00:07<00:00, 5.15it/s] 100/499 4.32G 0.01884 0.01425 0.00685 42 640: 98%|#########7| 39/40 [00:07<00:00, 5.15it/s] 100/499 4.32G 0.01884 0.01425 0.00685 42 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] 100/499 4.32G 0.01884 0.01425 0.00685 42 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.96it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.99it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.05it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.61it/s] all 132 263 0.445 0.0439 0.0514 0.0227 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 101/499 4.32G 0.01976 0.01116 0.008748 58 640: 0%| | 0/40 [00:00<?, ?it/s] 101/499 4.32G 0.01976 0.01116 0.008748 58 640: 2%|2 | 1/40 [00:00<00:07, 5.39it/s] 101/499 4.32G 0.02089 0.01353 0.007581 80 640: 2%|2 | 1/40 [00:00<00:07, 5.39it/s] 101/499 4.32G 0.02089 0.01353 0.007581 80 640: 5%|5 | 2/40 [00:00<00:07, 5.07it/s] 101/499 4.32G 0.01981 0.01345 0.006305 76 640: 5%|5 | 2/40 [00:00<00:07, 5.07it/s] 101/499 4.32G 0.01981 0.01345 0.006305 76 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 101/499 4.32G 0.01967 0.01303 0.007235 65 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 101/499 4.32G 0.01967 0.01303 0.007235 65 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 101/499 4.32G 0.01918 0.01281 0.006342 68 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 101/499 4.32G 0.01918 0.01281 0.006342 68 640: 12%|#2 | 5/40 [00:00<00:06, 5.15it/s] 101/499 4.32G 0.01886 0.0126 0.006266 66 640: 12%|#2 | 5/40 [00:01<00:06, 5.15it/s] 101/499 4.32G 0.01886 0.0126 0.006266 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 101/499 4.32G 0.01872 0.01283 0.006621 78 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 101/499 4.32G 0.01872 0.01283 0.006621 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 101/499 4.32G 0.01848 0.01302 0.006439 81 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 101/499 4.32G 0.01848 0.01302 0.006439 81 640: 20%|## | 8/40 [00:01<00:06, 5.18it/s] 101/499 4.32G 0.01857 0.01325 0.00665 82 640: 20%|## | 8/40 [00:01<00:06, 5.18it/s] 101/499 4.32G 0.01857 0.01325 0.00665 82 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 101/499 4.32G 0.01842 0.01351 0.006492 89 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 101/499 4.32G 0.01842 0.01351 0.006492 89 640: 25%|##5 | 10/40 [00:01<00:05, 5.33it/s] 101/499 4.32G 0.01847 0.01367 0.006613 76 640: 25%|##5 | 10/40 [00:02<00:05, 5.33it/s] 101/499 4.32G 0.01847 0.01367 0.006613 76 640: 28%|##7 | 11/40 [00:02<00:05, 5.19it/s] 101/499 4.32G 0.01833 0.01356 0.006578 62 640: 28%|##7 | 11/40 [00:02<00:05, 5.19it/s] 101/499 4.32G 0.01833 0.01356 0.006578 62 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 101/499 4.32G 0.01836 0.01352 0.006692 68 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 101/499 4.32G 0.01836 0.01352 0.006692 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.31it/s] 101/499 4.32G 0.01845 0.01371 0.00646 78 640: 32%|###2 | 13/40 [00:02<00:05, 5.31it/s] 101/499 4.32G 0.01845 0.01371 0.00646 78 640: 35%|###5 | 14/40 [00:02<00:05, 5.18it/s] 101/499 4.32G 0.01844 0.0139 0.006561 87 640: 35%|###5 | 14/40 [00:02<00:05, 5.18it/s] 101/499 4.32G 0.01844 0.0139 0.006561 87 640: 38%|###7 | 15/40 [00:02<00:04, 5.27it/s] 101/499 4.32G 0.01837 0.0137 0.006669 53 640: 38%|###7 | 15/40 [00:03<00:04, 5.27it/s] 101/499 4.32G 0.01837 0.0137 0.006669 53 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 101/499 4.32G 0.01831 0.01353 0.006909 61 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 101/499 4.32G 0.01831 0.01353 0.006909 61 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 101/499 4.32G 0.01822 0.01349 0.007104 70 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 101/499 4.32G 0.01822 0.01349 0.007104 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 101/499 4.32G 0.01818 0.01344 0.007101 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 101/499 4.32G 0.01818 0.01344 0.007101 70 640: 48%|####7 | 19/40 [00:03<00:03, 5.31it/s] 101/499 4.32G 0.01812 0.01349 0.007188 79 640: 48%|####7 | 19/40 [00:03<00:03, 5.31it/s] 101/499 4.32G 0.01812 0.01349 0.007188 79 640: 50%|##### | 20/40 [00:03<00:03, 5.19it/s] 101/499 4.32G 0.01819 0.01373 0.007115 95 640: 50%|##### | 20/40 [00:04<00:03, 5.19it/s] 101/499 4.32G 0.01819 0.01373 0.007115 95 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 101/499 4.32G 0.01829 0.0138 0.007089 75 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 101/499 4.32G 0.01829 0.0138 0.007089 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 101/499 4.32G 0.01833 0.01377 0.006979 67 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 101/499 4.32G 0.01833 0.01377 0.006979 67 640: 57%|#####7 | 23/40 [00:04<00:03, 5.14it/s] 101/499 4.32G 0.01832 0.01387 0.006882 92 640: 57%|#####7 | 23/40 [00:04<00:03, 5.14it/s] 101/499 4.32G 0.01832 0.01387 0.006882 92 640: 60%|###### | 24/40 [00:04<00:03, 5.16it/s] 101/499 4.32G 0.01822 0.01384 0.006903 69 640: 60%|###### | 24/40 [00:04<00:03, 5.16it/s] 101/499 4.32G 0.01822 0.01384 0.006903 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 101/499 4.32G 0.01825 0.01387 0.006926 73 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 101/499 4.32G 0.01825 0.01387 0.006926 73 640: 65%|######5 | 26/40 [00:04<00:02, 5.15it/s] 101/499 4.32G 0.01825 0.01388 0.007065 79 640: 65%|######5 | 26/40 [00:05<00:02, 5.15it/s] 101/499 4.32G 0.01825 0.01388 0.007065 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 101/499 4.32G 0.01822 0.01393 0.006882 85 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 101/499 4.32G 0.01822 0.01393 0.006882 85 640: 70%|####### | 28/40 [00:05<00:02, 5.28it/s] 101/499 4.32G 0.01819 0.01391 0.006971 74 640: 70%|####### | 28/40 [00:05<00:02, 5.28it/s] 101/499 4.32G 0.01819 0.01391 0.006971 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.12it/s] 101/499 4.32G 0.01814 0.01383 0.006873 71 640: 72%|#######2 | 29/40 [00:05<00:02, 5.12it/s] 101/499 4.32G 0.01814 0.01383 0.006873 71 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 101/499 4.32G 0.01822 0.01392 0.006812 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 101/499 4.32G 0.01822 0.01392 0.006812 81 640: 78%|#######7 | 31/40 [00:05<00:01, 5.28it/s] 101/499 4.32G 0.01825 0.01389 0.006853 73 640: 78%|#######7 | 31/40 [00:06<00:01, 5.28it/s] 101/499 4.32G 0.01825 0.01389 0.006853 73 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 101/499 4.32G 0.01826 0.0139 0.006753 73 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 101/499 4.32G 0.01826 0.0139 0.006753 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 101/499 4.32G 0.01817 0.0139 0.006695 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 101/499 4.32G 0.01817 0.0139 0.006695 82 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 101/499 4.32G 0.01811 0.01382 0.006771 65 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 101/499 4.32G 0.01811 0.01382 0.006771 65 640: 88%|########7 | 35/40 [00:06<00:00, 5.17it/s] 101/499 4.32G 0.01809 0.01388 0.006663 85 640: 88%|########7 | 35/40 [00:06<00:00, 5.17it/s] 101/499 4.32G 0.01809 0.01388 0.006663 85 640: 90%|######### | 36/40 [00:06<00:00, 5.22it/s] 101/499 4.32G 0.01806 0.01386 0.006613 75 640: 90%|######### | 36/40 [00:07<00:00, 5.22it/s] 101/499 4.32G 0.01806 0.01386 0.006613 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 101/499 4.32G 0.01807 0.01383 0.006573 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 101/499 4.32G 0.01807 0.01383 0.006573 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.11it/s] 101/499 4.32G 0.01808 0.01395 0.006608 98 640: 95%|#########5| 38/40 [00:07<00:00, 5.11it/s] 101/499 4.32G 0.01808 0.01395 0.006608 98 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 101/499 4.32G 0.01805 0.01396 0.006654 41 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 101/499 4.32G 0.01805 0.01396 0.006654 41 640: 100%|##########| 40/40 [00:07<00:00, 5.35it/s] 101/499 4.32G 0.01805 0.01396 0.006654 41 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.52it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 6.01it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.68it/s] all 132 263 0.0571 0.0672 0.0615 0.0289 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 102/499 4.32G 0.01669 0.01496 0.005601 77 640: 0%| | 0/40 [00:00<?, ?it/s] 102/499 4.32G 0.01669 0.01496 0.005601 77 640: 2%|2 | 1/40 [00:00<00:07, 4.95it/s] 102/499 4.32G 0.01625 0.01466 0.005735 78 640: 2%|2 | 1/40 [00:00<00:07, 4.95it/s] 102/499 4.32G 0.01625 0.01466 0.005735 78 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 102/499 4.32G 0.01752 0.01372 0.007444 61 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 102/499 4.32G 0.01752 0.01372 0.007444 61 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 102/499 4.32G 0.01748 0.01373 0.007488 72 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 102/499 4.32G 0.01748 0.01373 0.007488 72 640: 10%|# | 4/40 [00:00<00:07, 5.14it/s] 102/499 4.32G 0.01758 0.01431 0.006773 88 640: 10%|# | 4/40 [00:00<00:07, 5.14it/s] 102/499 4.32G 0.01758 0.01431 0.006773 88 640: 12%|#2 | 5/40 [00:00<00:06, 5.25it/s] 102/499 4.32G 0.01777 0.01451 0.00616 79 640: 12%|#2 | 5/40 [00:01<00:06, 5.25it/s] 102/499 4.32G 0.01777 0.01451 0.00616 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 102/499 4.32G 0.01772 0.01456 0.006176 84 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 102/499 4.32G 0.01772 0.01456 0.006176 84 640: 18%|#7 | 7/40 [00:01<00:06, 5.13it/s] 102/499 4.32G 0.01752 0.01441 0.006649 77 640: 18%|#7 | 7/40 [00:01<00:06, 5.13it/s] 102/499 4.32G 0.01752 0.01441 0.006649 77 640: 20%|## | 8/40 [00:01<00:06, 5.25it/s] 102/499 4.32G 0.01741 0.01434 0.006966 80 640: 20%|## | 8/40 [00:01<00:06, 5.25it/s] 102/499 4.32G 0.01741 0.01434 0.006966 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 102/499 4.32G 0.01748 0.01401 0.006795 57 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 102/499 4.32G 0.01748 0.01401 0.006795 57 640: 25%|##5 | 10/40 [00:01<00:05, 5.16it/s] 102/499 4.32G 0.01758 0.01395 0.006695 68 640: 25%|##5 | 10/40 [00:02<00:05, 5.16it/s] 102/499 4.32G 0.01758 0.01395 0.006695 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 102/499 4.32G 0.0176 0.01418 0.006526 87 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 102/499 4.32G 0.0176 0.01418 0.006526 87 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 102/499 4.32G 0.01773 0.01421 0.006929 80 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 102/499 4.32G 0.01773 0.01421 0.006929 80 640: 32%|###2 | 13/40 [00:02<00:05, 5.16it/s] 102/499 4.32G 0.01777 0.01409 0.00673 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.16it/s] 102/499 4.32G 0.01777 0.01409 0.00673 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 102/499 4.32G 0.01779 0.0141 0.006691 79 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 102/499 4.32G 0.01779 0.0141 0.006691 79 640: 38%|###7 | 15/40 [00:02<00:04, 5.29it/s] 102/499 4.32G 0.01784 0.014 0.006811 75 640: 38%|###7 | 15/40 [00:03<00:04, 5.29it/s] 102/499 4.32G 0.01784 0.014 0.006811 75 640: 40%|#### | 16/40 [00:03<00:04, 5.13it/s] 102/499 4.32G 0.01783 0.01409 0.006821 91 640: 40%|#### | 16/40 [00:03<00:04, 5.13it/s] 102/499 4.32G 0.01783 0.01409 0.006821 91 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 102/499 4.32G 0.01785 0.01427 0.006683 84 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 102/499 4.32G 0.01785 0.01427 0.006683 84 640: 45%|####5 | 18/40 [00:03<00:04, 5.26it/s] 102/499 4.32G 0.01776 0.01414 0.006805 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.26it/s] 102/499 4.32G 0.01776 0.01414 0.006805 67 640: 48%|####7 | 19/40 [00:03<00:04, 5.16it/s] 102/499 4.32G 0.01785 0.01422 0.006744 74 640: 48%|####7 | 19/40 [00:03<00:04, 5.16it/s] 102/499 4.32G 0.01785 0.01422 0.006744 74 640: 50%|##### | 20/40 [00:03<00:03, 5.27it/s] 102/499 4.32G 0.01775 0.01423 0.006676 81 640: 50%|##### | 20/40 [00:04<00:03, 5.27it/s] 102/499 4.32G 0.01775 0.01423 0.006676 81 640: 52%|#####2 | 21/40 [00:04<00:03, 5.34it/s] 102/499 4.32G 0.01766 0.01428 0.006758 86 640: 52%|#####2 | 21/40 [00:04<00:03, 5.34it/s] 102/499 4.32G 0.01766 0.01428 0.006758 86 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 102/499 4.32G 0.01761 0.01421 0.006686 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 102/499 4.32G 0.01761 0.01421 0.006686 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 102/499 4.32G 0.01765 0.01423 0.006718 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 102/499 4.32G 0.01765 0.01423 0.006718 76 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 102/499 4.32G 0.01771 0.01424 0.006761 77 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 102/499 4.32G 0.01771 0.01424 0.006761 77 640: 62%|######2 | 25/40 [00:04<00:02, 5.13it/s] 102/499 4.32G 0.01769 0.0143 0.006654 80 640: 62%|######2 | 25/40 [00:04<00:02, 5.13it/s] 102/499 4.32G 0.01769 0.0143 0.006654 80 640: 65%|######5 | 26/40 [00:04<00:02, 5.13it/s] 102/499 4.32G 0.01771 0.01432 0.006519 82 640: 65%|######5 | 26/40 [00:05<00:02, 5.13it/s] 102/499 4.32G 0.01771 0.01432 0.006519 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 102/499 4.32G 0.01769 0.01428 0.006453 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 102/499 4.32G 0.01769 0.01428 0.006453 73 640: 70%|####### | 28/40 [00:05<00:02, 5.12it/s] 102/499 4.32G 0.01778 0.01433 0.006614 76 640: 70%|####### | 28/40 [00:05<00:02, 5.12it/s] 102/499 4.32G 0.01778 0.01433 0.006614 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 102/499 4.32G 0.01781 0.0143 0.006601 63 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 102/499 4.32G 0.01781 0.0143 0.006601 63 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 102/499 4.32G 0.01784 0.01435 0.006629 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 102/499 4.32G 0.01784 0.01435 0.006629 76 640: 78%|#######7 | 31/40 [00:05<00:01, 5.09it/s] 102/499 4.32G 0.01792 0.0144 0.006777 78 640: 78%|#######7 | 31/40 [00:06<00:01, 5.09it/s] 102/499 4.32G 0.01792 0.0144 0.006777 78 640: 80%|######## | 32/40 [00:06<00:01, 5.21it/s] 102/499 4.32G 0.01794 0.01441 0.006809 81 640: 80%|######## | 32/40 [00:06<00:01, 5.21it/s] 102/499 4.32G 0.01794 0.01441 0.006809 81 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 102/499 4.32G 0.01792 0.01439 0.006771 79 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 102/499 4.32G 0.01792 0.01439 0.006771 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.04it/s] 102/499 4.32G 0.01792 0.01451 0.006768 106 640: 85%|########5 | 34/40 [00:06<00:01, 5.04it/s] 102/499 4.32G 0.01792 0.01451 0.006768 106 640: 88%|########7 | 35/40 [00:06<00:00, 5.15it/s] 102/499 4.32G 0.01788 0.01451 0.006628 89 640: 88%|########7 | 35/40 [00:06<00:00, 5.15it/s] 102/499 4.32G 0.01788 0.01451 0.006628 89 640: 90%|######### | 36/40 [00:06<00:00, 5.17it/s] 102/499 4.32G 0.01791 0.01451 0.006711 73 640: 90%|######### | 36/40 [00:07<00:00, 5.17it/s] 102/499 4.32G 0.01791 0.01451 0.006711 73 640: 92%|#########2| 37/40 [00:07<00:00, 4.98it/s] 102/499 4.32G 0.0179 0.01453 0.006667 82 640: 92%|#########2| 37/40 [00:07<00:00, 4.98it/s] 102/499 4.32G 0.0179 0.01453 0.006667 82 640: 95%|#########5| 38/40 [00:07<00:00, 5.08it/s] 102/499 4.32G 0.0179 0.01443 0.006773 62 640: 95%|#########5| 38/40 [00:07<00:00, 5.08it/s] 102/499 4.32G 0.0179 0.01443 0.006773 62 640: 98%|#########7| 39/40 [00:07<00:00, 5.18it/s] 102/499 4.32G 0.01786 0.01441 0.006776 37 640: 98%|#########7| 39/40 [00:07<00:00, 5.18it/s] 102/499 4.32G 0.01786 0.01441 0.006776 37 640: 100%|##########| 40/40 [00:07<00:00, 5.15it/s] 102/499 4.32G 0.01786 0.01441 0.006776 37 640: 100%|##########| 40/40 [00:07<00:00, 5.20it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.18it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.15it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.30it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.80it/s] all 132 263 0.0761 0.0263 0.0378 0.0172 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 103/499 4.32G 0.01838 0.01109 0.01062 55 640: 0%| | 0/40 [00:00<?, ?it/s] 103/499 4.32G 0.01838 0.01109 0.01062 55 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 103/499 4.32G 0.01929 0.01263 0.007447 71 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 103/499 4.32G 0.01929 0.01263 0.007447 71 640: 5%|5 | 2/40 [00:00<00:06, 5.53it/s] 103/499 4.32G 0.01879 0.01241 0.009007 70 640: 5%|5 | 2/40 [00:00<00:06, 5.53it/s] 103/499 4.32G 0.01879 0.01241 0.009007 70 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 103/499 4.32G 0.01862 0.01256 0.007474 74 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 103/499 4.32G 0.01862 0.01256 0.007474 74 640: 10%|# | 4/40 [00:00<00:06, 5.28it/s] 103/499 4.32G 0.0184 0.01265 0.007028 66 640: 10%|# | 4/40 [00:00<00:06, 5.28it/s] 103/499 4.32G 0.0184 0.01265 0.007028 66 640: 12%|#2 | 5/40 [00:00<00:06, 5.36it/s] 103/499 4.32G 0.01808 0.01301 0.006663 82 640: 12%|#2 | 5/40 [00:01<00:06, 5.36it/s] 103/499 4.32G 0.01808 0.01301 0.006663 82 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 103/499 4.32G 0.01808 0.01301 0.006373 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 103/499 4.32G 0.01808 0.01301 0.006373 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 103/499 4.32G 0.01804 0.01276 0.005913 60 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 103/499 4.32G 0.01804 0.01276 0.005913 60 640: 20%|## | 8/40 [00:01<00:06, 5.28it/s] 103/499 4.32G 0.01801 0.01313 0.005667 88 640: 20%|## | 8/40 [00:01<00:06, 5.28it/s] 103/499 4.32G 0.01801 0.01313 0.005667 88 640: 22%|##2 | 9/40 [00:01<00:06, 5.12it/s] 103/499 4.32G 0.01825 0.01366 0.005584 91 640: 22%|##2 | 9/40 [00:01<00:06, 5.12it/s] 103/499 4.32G 0.01825 0.01366 0.005584 91 640: 25%|##5 | 10/40 [00:01<00:05, 5.18it/s] 103/499 4.32G 0.01834 0.01363 0.005773 74 640: 25%|##5 | 10/40 [00:02<00:05, 5.18it/s] 103/499 4.32G 0.01834 0.01363 0.005773 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 103/499 4.32G 0.01834 0.01377 0.005721 86 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 103/499 4.32G 0.01834 0.01377 0.005721 86 640: 30%|### | 12/40 [00:02<00:05, 5.15it/s] 103/499 4.32G 0.01848 0.01378 0.005501 70 640: 30%|### | 12/40 [00:02<00:05, 5.15it/s] 103/499 4.32G 0.01848 0.01378 0.005501 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.25it/s] 103/499 4.32G 0.01827 0.01356 0.005644 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.25it/s] 103/499 4.32G 0.01827 0.01356 0.005644 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.20it/s] 103/499 4.32G 0.01815 0.01353 0.005703 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.20it/s] 103/499 4.32G 0.01815 0.01353 0.005703 74 640: 38%|###7 | 15/40 [00:02<00:04, 5.12it/s] 103/499 4.32G 0.01803 0.01361 0.00552 86 640: 38%|###7 | 15/40 [00:03<00:04, 5.12it/s] 103/499 4.32G 0.01803 0.01361 0.00552 86 640: 40%|#### | 16/40 [00:03<00:04, 5.18it/s] 103/499 4.32G 0.01796 0.0136 0.005375 71 640: 40%|#### | 16/40 [00:03<00:04, 5.18it/s] 103/499 4.32G 0.01796 0.0136 0.005375 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 103/499 4.32G 0.01804 0.01366 0.005552 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 103/499 4.32G 0.01804 0.01366 0.005552 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.15it/s] 103/499 4.32G 0.01798 0.01356 0.005451 61 640: 45%|####5 | 18/40 [00:03<00:04, 5.15it/s] 103/499 4.32G 0.01798 0.01356 0.005451 61 640: 48%|####7 | 19/40 [00:03<00:04, 5.17it/s] 103/499 4.32G 0.01788 0.01342 0.005342 62 640: 48%|####7 | 19/40 [00:03<00:04, 5.17it/s] 103/499 4.32G 0.01788 0.01342 0.005342 62 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 103/499 4.32G 0.0178 0.0134 0.005341 68 640: 50%|##### | 20/40 [00:04<00:03, 5.22it/s] 103/499 4.32G 0.0178 0.0134 0.005341 68 640: 52%|#####2 | 21/40 [00:04<00:03, 5.14it/s] 103/499 4.32G 0.01778 0.01345 0.005599 81 640: 52%|#####2 | 21/40 [00:04<00:03, 5.14it/s] 103/499 4.32G 0.01778 0.01345 0.005599 81 640: 55%|#####5 | 22/40 [00:04<00:03, 5.14it/s] 103/499 4.32G 0.01775 0.01332 0.005534 56 640: 55%|#####5 | 22/40 [00:04<00:03, 5.14it/s] 103/499 4.32G 0.01775 0.01332 0.005534 56 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 103/499 4.32G 0.01772 0.01324 0.00554 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 103/499 4.32G 0.01772 0.01324 0.00554 70 640: 60%|###### | 24/40 [00:04<00:03, 5.13it/s] 103/499 4.32G 0.01773 0.01343 0.005531 102 640: 60%|###### | 24/40 [00:04<00:03, 5.13it/s] 103/499 4.32G 0.01773 0.01343 0.005531 102 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 103/499 4.32G 0.01777 0.01344 0.005578 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 103/499 4.32G 0.01777 0.01344 0.005578 76 640: 65%|######5 | 26/40 [00:04<00:02, 5.30it/s] 103/499 4.32G 0.01779 0.01355 0.00559 75 640: 65%|######5 | 26/40 [00:05<00:02, 5.30it/s] 103/499 4.32G 0.01779 0.01355 0.00559 75 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 103/499 4.32G 0.01769 0.01352 0.00555 78 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 103/499 4.32G 0.01769 0.01352 0.00555 78 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 103/499 4.32G 0.01775 0.01359 0.005689 76 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 103/499 4.32G 0.01775 0.01359 0.005689 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 103/499 4.32G 0.01772 0.01375 0.005784 100 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 103/499 4.32G 0.01772 0.01375 0.005784 100 640: 75%|#######5 | 30/40 [00:05<00:01, 5.11it/s] 103/499 4.32G 0.01783 0.01383 0.005801 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.11it/s] 103/499 4.32G 0.01783 0.01383 0.005801 77 640: 78%|#######7 | 31/40 [00:05<00:01, 5.22it/s] 103/499 4.32G 0.01783 0.01384 0.00585 78 640: 78%|#######7 | 31/40 [00:06<00:01, 5.22it/s] 103/499 4.32G 0.01783 0.01384 0.00585 78 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 103/499 4.32G 0.01786 0.01382 0.005798 70 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 103/499 4.32G 0.01786 0.01382 0.005798 70 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 103/499 4.32G 0.01787 0.01386 0.005738 78 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 103/499 4.32G 0.01787 0.01386 0.005738 78 640: 85%|########5 | 34/40 [00:06<00:01, 5.23it/s] 103/499 4.32G 0.01782 0.01382 0.005636 78 640: 85%|########5 | 34/40 [00:06<00:01, 5.23it/s] 103/499 4.32G 0.01782 0.01382 0.005636 78 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 103/499 4.32G 0.01777 0.01375 0.005621 66 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 103/499 4.32G 0.01777 0.01375 0.005621 66 640: 90%|######### | 36/40 [00:06<00:00, 5.18it/s] 103/499 4.32G 0.0177 0.01367 0.005556 63 640: 90%|######### | 36/40 [00:07<00:00, 5.18it/s] 103/499 4.32G 0.0177 0.01367 0.005556 63 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 103/499 4.32G 0.01768 0.01366 0.00557 78 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 103/499 4.32G 0.01768 0.01366 0.00557 78 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 103/499 4.32G 0.01769 0.01364 0.005566 64 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 103/499 4.32G 0.01769 0.01364 0.005566 64 640: 98%|#########7| 39/40 [00:07<00:00, 5.15it/s] 103/499 4.32G 0.01768 0.01372 0.005606 49 640: 98%|#########7| 39/40 [00:07<00:00, 5.15it/s] 103/499 4.32G 0.01768 0.01372 0.005606 49 640: 100%|##########| 40/40 [00:07<00:00, 5.33it/s] 103/499 4.32G 0.01768 0.01372 0.005606 49 640: 100%|##########| 40/40 [00:07<00:00, 5.23it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.02it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.02it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.98it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.16it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.68it/s] all 132 263 0.42 0.0341 0.0391 0.017 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 104/499 4.32G 0.01576 0.01059 0.005127 68 640: 0%| | 0/40 [00:00<?, ?it/s] 104/499 4.32G 0.01576 0.01059 0.005127 68 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 104/499 4.32G 0.01669 0.01254 0.006618 71 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 104/499 4.32G 0.01669 0.01254 0.006618 71 640: 5%|5 | 2/40 [00:00<00:07, 5.13it/s] 104/499 4.32G 0.01743 0.0128 0.005748 68 640: 5%|5 | 2/40 [00:00<00:07, 5.13it/s] 104/499 4.32G 0.01743 0.0128 0.005748 68 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 104/499 4.32G 0.01731 0.01373 0.005406 90 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 104/499 4.32G 0.01731 0.01373 0.005406 90 640: 10%|# | 4/40 [00:00<00:06, 5.31it/s] 104/499 4.32G 0.01783 0.01359 0.005107 70 640: 10%|# | 4/40 [00:00<00:06, 5.31it/s] 104/499 4.32G 0.01783 0.01359 0.005107 70 640: 12%|#2 | 5/40 [00:00<00:06, 5.16it/s] 104/499 4.32G 0.01848 0.01381 0.005267 64 640: 12%|#2 | 5/40 [00:01<00:06, 5.16it/s] 104/499 4.32G 0.01848 0.01381 0.005267 64 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 104/499 4.32G 0.01873 0.01351 0.006115 62 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 104/499 4.32G 0.01873 0.01351 0.006115 62 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 104/499 4.32G 0.01863 0.01347 0.006716 72 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 104/499 4.32G 0.01863 0.01347 0.006716 72 640: 20%|## | 8/40 [00:01<00:06, 5.15it/s] 104/499 4.32G 0.01865 0.01356 0.006518 73 640: 20%|## | 8/40 [00:01<00:06, 5.15it/s] 104/499 4.32G 0.01865 0.01356 0.006518 73 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 104/499 4.32G 0.01851 0.01366 0.006538 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 104/499 4.32G 0.01851 0.01366 0.006538 75 640: 25%|##5 | 10/40 [00:01<00:05, 5.30it/s] 104/499 4.32G 0.01837 0.01355 0.006189 62 640: 25%|##5 | 10/40 [00:02<00:05, 5.30it/s] 104/499 4.32G 0.01837 0.01355 0.006189 62 640: 28%|##7 | 11/40 [00:02<00:05, 5.17it/s] 104/499 4.32G 0.0185 0.01379 0.006277 92 640: 28%|##7 | 11/40 [00:02<00:05, 5.17it/s] 104/499 4.32G 0.0185 0.01379 0.006277 92 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 104/499 4.32G 0.01844 0.01385 0.006214 81 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 104/499 4.32G 0.01844 0.01385 0.006214 81 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 104/499 4.32G 0.01831 0.014 0.006195 90 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 104/499 4.32G 0.01831 0.014 0.006195 90 640: 35%|###5 | 14/40 [00:02<00:05, 5.19it/s] 104/499 4.32G 0.01841 0.01394 0.006063 67 640: 35%|###5 | 14/40 [00:02<00:05, 5.19it/s] 104/499 4.32G 0.01841 0.01394 0.006063 67 640: 38%|###7 | 15/40 [00:02<00:04, 5.19it/s] 104/499 4.32G 0.0183 0.01393 0.00621 73 640: 38%|###7 | 15/40 [00:03<00:04, 5.19it/s] 104/499 4.32G 0.0183 0.01393 0.00621 73 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 104/499 4.32G 0.01817 0.01396 0.006174 81 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 104/499 4.32G 0.01817 0.01396 0.006174 81 640: 42%|####2 | 17/40 [00:03<00:04, 5.16it/s] 104/499 4.32G 0.01832 0.01392 0.006242 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.16it/s] 104/499 4.32G 0.01832 0.01392 0.006242 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 104/499 4.32G 0.01829 0.01401 0.006319 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 104/499 4.32G 0.01829 0.01401 0.006319 68 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 104/499 4.32G 0.01828 0.01392 0.006196 64 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 104/499 4.32G 0.01828 0.01392 0.006196 64 640: 50%|##### | 20/40 [00:03<00:03, 5.19it/s] 104/499 4.32G 0.01822 0.01402 0.006091 91 640: 50%|##### | 20/40 [00:04<00:03, 5.19it/s] 104/499 4.32G 0.01822 0.01402 0.006091 91 640: 52%|#####2 | 21/40 [00:04<00:03, 5.27it/s] 104/499 4.32G 0.01821 0.01402 0.006194 77 640: 52%|#####2 | 21/40 [00:04<00:03, 5.27it/s] 104/499 4.32G 0.01821 0.01402 0.006194 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 104/499 4.32G 0.01814 0.01403 0.006133 82 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 104/499 4.32G 0.01814 0.01403 0.006133 82 640: 57%|#####7 | 23/40 [00:04<00:03, 5.18it/s] 104/499 4.32G 0.01815 0.014 0.00627 71 640: 57%|#####7 | 23/40 [00:04<00:03, 5.18it/s] 104/499 4.32G 0.01815 0.014 0.00627 71 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 104/499 4.32G 0.01809 0.01396 0.006253 73 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 104/499 4.32G 0.01809 0.01396 0.006253 73 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 104/499 4.32G 0.01803 0.01408 0.00636 87 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 104/499 4.32G 0.01803 0.01408 0.00636 87 640: 65%|######5 | 26/40 [00:04<00:02, 5.18it/s] 104/499 4.32G 0.018 0.01396 0.006433 56 640: 65%|######5 | 26/40 [00:05<00:02, 5.18it/s] 104/499 4.32G 0.018 0.01396 0.006433 56 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 104/499 4.32G 0.01797 0.01393 0.006372 62 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 104/499 4.32G 0.01797 0.01393 0.006372 62 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 104/499 4.32G 0.01795 0.01389 0.006358 73 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 104/499 4.32G 0.01795 0.01389 0.006358 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 104/499 4.32G 0.01795 0.01392 0.006222 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 104/499 4.32G 0.01795 0.01392 0.006222 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 104/499 4.32G 0.01801 0.01402 0.006385 88 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 104/499 4.32G 0.01801 0.01402 0.006385 88 640: 78%|#######7 | 31/40 [00:05<00:01, 5.31it/s] 104/499 4.32G 0.01795 0.01407 0.006417 78 640: 78%|#######7 | 31/40 [00:06<00:01, 5.31it/s] 104/499 4.32G 0.01795 0.01407 0.006417 78 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 104/499 4.32G 0.01791 0.01403 0.006496 68 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 104/499 4.32G 0.01791 0.01403 0.006496 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.24it/s] 104/499 4.32G 0.01793 0.01412 0.006455 86 640: 82%|########2 | 33/40 [00:06<00:01, 5.24it/s] 104/499 4.32G 0.01793 0.01412 0.006455 86 640: 85%|########5 | 34/40 [00:06<00:01, 5.30it/s] 104/499 4.32G 0.01791 0.01413 0.006453 80 640: 85%|########5 | 34/40 [00:06<00:01, 5.30it/s] 104/499 4.32G 0.01791 0.01413 0.006453 80 640: 88%|########7 | 35/40 [00:06<00:00, 5.15it/s] 104/499 4.32G 0.01797 0.01421 0.006432 85 640: 88%|########7 | 35/40 [00:06<00:00, 5.15it/s] 104/499 4.32G 0.01797 0.01421 0.006432 85 640: 90%|######### | 36/40 [00:06<00:00, 5.23it/s] 104/499 4.32G 0.01801 0.01425 0.006426 87 640: 90%|######### | 36/40 [00:07<00:00, 5.23it/s] 104/499 4.32G 0.01801 0.01425 0.006426 87 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 104/499 4.32G 0.01798 0.01418 0.006396 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 104/499 4.32G 0.01798 0.01418 0.006396 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.18it/s] 104/499 4.32G 0.01799 0.01422 0.006468 83 640: 95%|#########5| 38/40 [00:07<00:00, 5.18it/s] 104/499 4.32G 0.01799 0.01422 0.006468 83 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 104/499 4.32G 0.01797 0.01416 0.006514 30 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 104/499 4.32G 0.01797 0.01416 0.006514 30 640: 100%|##########| 40/40 [00:07<00:00, 5.39it/s] 104/499 4.32G 0.01797 0.01416 0.006514 30 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.82it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.06it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.59it/s] all 132 263 0.512 0.0542 0.0677 0.0269 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 105/499 4.32G 0.01629 0.0134 0.003445 76 640: 0%| | 0/40 [00:00<?, ?it/s] 105/499 4.32G 0.01629 0.0134 0.003445 76 640: 2%|2 | 1/40 [00:00<00:07, 4.93it/s] 105/499 4.32G 0.01721 0.0144 0.004887 79 640: 2%|2 | 1/40 [00:00<00:07, 4.93it/s] 105/499 4.32G 0.01721 0.0144 0.004887 79 640: 5%|5 | 2/40 [00:00<00:07, 5.27it/s] 105/499 4.32G 0.01767 0.01429 0.005885 77 640: 5%|5 | 2/40 [00:00<00:07, 5.27it/s] 105/499 4.32G 0.01767 0.01429 0.005885 77 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 105/499 4.32G 0.01785 0.01413 0.005183 73 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 105/499 4.32G 0.01785 0.01413 0.005183 73 640: 10%|# | 4/40 [00:00<00:06, 5.17it/s] 105/499 4.32G 0.0172 0.01334 0.004323 58 640: 10%|# | 4/40 [00:00<00:06, 5.17it/s] 105/499 4.32G 0.0172 0.01334 0.004323 58 640: 12%|#2 | 5/40 [00:00<00:06, 5.30it/s] 105/499 4.32G 0.01726 0.01358 0.005498 82 640: 12%|#2 | 5/40 [00:01<00:06, 5.30it/s] 105/499 4.32G 0.01726 0.01358 0.005498 82 640: 15%|#5 | 6/40 [00:01<00:06, 5.31it/s] 105/499 4.32G 0.0171 0.0135 0.005229 75 640: 15%|#5 | 6/40 [00:01<00:06, 5.31it/s] 105/499 4.32G 0.0171 0.0135 0.005229 75 640: 18%|#7 | 7/40 [00:01<00:06, 5.17it/s] 105/499 4.32G 0.01735 0.01352 0.006074 75 640: 18%|#7 | 7/40 [00:01<00:06, 5.17it/s] 105/499 4.32G 0.01735 0.01352 0.006074 75 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 105/499 4.32G 0.01737 0.01379 0.005788 88 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 105/499 4.32G 0.01737 0.01379 0.005788 88 640: 22%|##2 | 9/40 [00:01<00:05, 5.27it/s] 105/499 4.32G 0.01739 0.01379 0.006107 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.27it/s] 105/499 4.32G 0.01739 0.01379 0.006107 69 640: 25%|##5 | 10/40 [00:01<00:05, 5.16it/s] 105/499 4.32G 0.0176 0.0137 0.006089 65 640: 25%|##5 | 10/40 [00:02<00:05, 5.16it/s] 105/499 4.32G 0.0176 0.0137 0.006089 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.22it/s] 105/499 4.32G 0.0175 0.01374 0.005771 80 640: 28%|##7 | 11/40 [00:02<00:05, 5.22it/s] 105/499 4.32G 0.0175 0.01374 0.005771 80 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 105/499 4.32G 0.01738 0.01357 0.005601 71 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 105/499 4.32G 0.01738 0.01357 0.005601 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.10it/s] 105/499 4.32G 0.01748 0.01354 0.005696 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.10it/s] 105/499 4.32G 0.01748 0.01354 0.005696 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 105/499 4.32G 0.01751 0.01361 0.005621 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 105/499 4.32G 0.01751 0.01361 0.005621 76 640: 38%|###7 | 15/40 [00:02<00:04, 5.31it/s] 105/499 4.32G 0.01762 0.01362 0.005854 66 640: 38%|###7 | 15/40 [00:03<00:04, 5.31it/s] 105/499 4.32G 0.01762 0.01362 0.005854 66 640: 40%|#### | 16/40 [00:03<00:04, 5.17it/s] 105/499 4.32G 0.01774 0.01386 0.005836 87 640: 40%|#### | 16/40 [00:03<00:04, 5.17it/s] 105/499 4.32G 0.01774 0.01386 0.005836 87 640: 42%|####2 | 17/40 [00:03<00:04, 5.26it/s] 105/499 4.32G 0.01763 0.01371 0.005972 63 640: 42%|####2 | 17/40 [00:03<00:04, 5.26it/s] 105/499 4.32G 0.01763 0.01371 0.005972 63 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 105/499 4.32G 0.01767 0.01374 0.005933 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 105/499 4.32G 0.01767 0.01374 0.005933 72 640: 48%|####7 | 19/40 [00:03<00:04, 5.20it/s] 105/499 4.32G 0.01756 0.01357 0.005899 63 640: 48%|####7 | 19/40 [00:03<00:04, 5.20it/s] 105/499 4.32G 0.01756 0.01357 0.005899 63 640: 50%|##### | 20/40 [00:03<00:03, 5.29it/s] 105/499 4.32G 0.01762 0.01357 0.005796 65 640: 50%|##### | 20/40 [00:03<00:03, 5.29it/s] 105/499 4.32G 0.01762 0.01357 0.005796 65 640: 52%|#####2 | 21/40 [00:03<00:03, 5.36it/s] 105/499 4.32G 0.01762 0.01353 0.005945 74 640: 52%|#####2 | 21/40 [00:04<00:03, 5.36it/s] 105/499 4.32G 0.01762 0.01353 0.005945 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.15it/s] 105/499 4.32G 0.01766 0.0136 0.006165 78 640: 55%|#####5 | 22/40 [00:04<00:03, 5.15it/s] 105/499 4.32G 0.01766 0.0136 0.006165 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.26it/s] 105/499 4.32G 0.01778 0.01361 0.006316 65 640: 57%|#####7 | 23/40 [00:04<00:03, 5.26it/s] 105/499 4.32G 0.01778 0.01361 0.006316 65 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 105/499 4.32G 0.0178 0.01362 0.006326 69 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 105/499 4.32G 0.0178 0.01362 0.006326 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 105/499 4.32G 0.01778 0.01362 0.006235 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 105/499 4.32G 0.01778 0.01362 0.006235 71 640: 65%|######5 | 26/40 [00:04<00:02, 5.30it/s] 105/499 4.32G 0.01776 0.01353 0.006319 67 640: 65%|######5 | 26/40 [00:05<00:02, 5.30it/s] 105/499 4.32G 0.01776 0.01353 0.006319 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 105/499 4.32G 0.01774 0.01345 0.006376 58 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 105/499 4.32G 0.01774 0.01345 0.006376 58 640: 70%|####### | 28/40 [00:05<00:02, 5.17it/s] 105/499 4.32G 0.01773 0.01343 0.006389 65 640: 70%|####### | 28/40 [00:05<00:02, 5.17it/s] 105/499 4.32G 0.01773 0.01343 0.006389 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 105/499 4.32G 0.01772 0.01336 0.006292 55 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 105/499 4.32G 0.01772 0.01336 0.006292 55 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 105/499 4.32G 0.01773 0.01336 0.006316 70 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 105/499 4.32G 0.01773 0.01336 0.006316 70 640: 78%|#######7 | 31/40 [00:05<00:01, 5.18it/s] 105/499 4.32G 0.01772 0.01341 0.006384 86 640: 78%|#######7 | 31/40 [00:06<00:01, 5.18it/s] 105/499 4.32G 0.01772 0.01341 0.006384 86 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 105/499 4.32G 0.01772 0.0134 0.006384 77 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 105/499 4.32G 0.01772 0.0134 0.006384 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.23it/s] 105/499 4.32G 0.01763 0.01334 0.006243 67 640: 82%|########2 | 33/40 [00:06<00:01, 5.23it/s] 105/499 4.32G 0.01763 0.01334 0.006243 67 640: 85%|########5 | 34/40 [00:06<00:01, 5.12it/s] 105/499 4.32G 0.01768 0.01333 0.006333 69 640: 85%|########5 | 34/40 [00:06<00:01, 5.12it/s] 105/499 4.32G 0.01768 0.01333 0.006333 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 105/499 4.32G 0.0177 0.01337 0.006435 72 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 105/499 4.32G 0.0177 0.01337 0.006435 72 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 105/499 4.32G 0.0177 0.01334 0.006354 74 640: 90%|######### | 36/40 [00:07<00:00, 5.30it/s] 105/499 4.32G 0.0177 0.01334 0.006354 74 640: 92%|#########2| 37/40 [00:07<00:00, 5.17it/s] 105/499 4.32G 0.01769 0.01333 0.006282 74 640: 92%|#########2| 37/40 [00:07<00:00, 5.17it/s] 105/499 4.32G 0.01769 0.01333 0.006282 74 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 105/499 4.32G 0.01775 0.01334 0.006303 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 105/499 4.32G 0.01775 0.01334 0.006303 70 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 105/499 4.32G 0.01777 0.01338 0.006442 39 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 105/499 4.32G 0.01777 0.01338 0.006442 39 640: 100%|##########| 40/40 [00:07<00:00, 5.22it/s] 105/499 4.32G 0.01777 0.01338 0.006442 39 640: 100%|##########| 40/40 [00:07<00:00, 5.23it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.12it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.41it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.46it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.98it/s] all 132 263 0.0244 0.059 0.0355 0.0125 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 106/499 4.32G 0.01823 0.01602 0.00768 77 640: 0%| | 0/40 [00:00<?, ?it/s] 106/499 4.32G 0.01823 0.01602 0.00768 77 640: 2%|2 | 1/40 [00:00<00:07, 5.16it/s] 106/499 4.32G 0.01921 0.01538 0.006811 80 640: 2%|2 | 1/40 [00:00<00:07, 5.16it/s] 106/499 4.32G 0.01921 0.01538 0.006811 80 640: 5%|5 | 2/40 [00:00<00:07, 5.38it/s] 106/499 4.32G 0.01894 0.01614 0.0067 102 640: 5%|5 | 2/40 [00:00<00:07, 5.38it/s] 106/499 4.32G 0.01894 0.01614 0.0067 102 640: 8%|7 | 3/40 [00:00<00:07, 5.01it/s] 106/499 4.32G 0.01895 0.01535 0.0062 62 640: 8%|7 | 3/40 [00:00<00:07, 5.01it/s] 106/499 4.32G 0.01895 0.01535 0.0062 62 640: 10%|# | 4/40 [00:00<00:07, 5.13it/s] 106/499 4.32G 0.01875 0.01568 0.006829 89 640: 10%|# | 4/40 [00:00<00:07, 5.13it/s] 106/499 4.32G 0.01875 0.01568 0.006829 89 640: 12%|#2 | 5/40 [00:00<00:06, 5.26it/s] 106/499 4.32G 0.01869 0.0159 0.006787 92 640: 12%|#2 | 5/40 [00:01<00:06, 5.26it/s] 106/499 4.32G 0.01869 0.0159 0.006787 92 640: 15%|#5 | 6/40 [00:01<00:06, 5.13it/s] 106/499 4.32G 0.01857 0.01515 0.006713 55 640: 15%|#5 | 6/40 [00:01<00:06, 5.13it/s] 106/499 4.32G 0.01857 0.01515 0.006713 55 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 106/499 4.32G 0.01861 0.01496 0.006744 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 106/499 4.32G 0.01861 0.01496 0.006744 73 640: 20%|## | 8/40 [00:01<00:06, 5.30it/s] 106/499 4.32G 0.01848 0.01496 0.006374 81 640: 20%|## | 8/40 [00:01<00:06, 5.30it/s] 106/499 4.32G 0.01848 0.01496 0.006374 81 640: 22%|##2 | 9/40 [00:01<00:06, 5.16it/s] 106/499 4.32G 0.0183 0.0149 0.006405 80 640: 22%|##2 | 9/40 [00:01<00:06, 5.16it/s] 106/499 4.32G 0.0183 0.0149 0.006405 80 640: 25%|##5 | 10/40 [00:01<00:05, 5.20it/s] 106/499 4.32G 0.01825 0.01468 0.006448 71 640: 25%|##5 | 10/40 [00:02<00:05, 5.20it/s] 106/499 4.32G 0.01825 0.01468 0.006448 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.29it/s] 106/499 4.32G 0.01796 0.01475 0.006217 96 640: 28%|##7 | 11/40 [00:02<00:05, 5.29it/s] 106/499 4.32G 0.01796 0.01475 0.006217 96 640: 30%|### | 12/40 [00:02<00:05, 5.17it/s] 106/499 4.32G 0.01811 0.01472 0.006262 73 640: 30%|### | 12/40 [00:02<00:05, 5.17it/s] 106/499 4.32G 0.01811 0.01472 0.006262 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.18it/s] 106/499 4.32G 0.01802 0.0147 0.005998 84 640: 32%|###2 | 13/40 [00:02<00:05, 5.18it/s] 106/499 4.32G 0.01802 0.0147 0.005998 84 640: 35%|###5 | 14/40 [00:02<00:04, 5.26it/s] 106/499 4.32G 0.01803 0.01469 0.006264 80 640: 35%|###5 | 14/40 [00:02<00:04, 5.26it/s] 106/499 4.32G 0.01803 0.01469 0.006264 80 640: 38%|###7 | 15/40 [00:02<00:04, 5.16it/s] 106/499 4.32G 0.01791 0.01472 0.006203 88 640: 38%|###7 | 15/40 [00:03<00:04, 5.16it/s] 106/499 4.32G 0.01791 0.01472 0.006203 88 640: 40%|#### | 16/40 [00:03<00:04, 5.16it/s] 106/499 4.32G 0.01799 0.01472 0.006012 63 640: 40%|#### | 16/40 [00:03<00:04, 5.16it/s] 106/499 4.32G 0.01799 0.01472 0.006012 63 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 106/499 4.32G 0.01807 0.01477 0.005976 84 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 106/499 4.32G 0.01807 0.01477 0.005976 84 640: 45%|####5 | 18/40 [00:03<00:04, 5.16it/s] 106/499 4.32G 0.01797 0.01479 0.00598 87 640: 45%|####5 | 18/40 [00:03<00:04, 5.16it/s] 106/499 4.32G 0.01797 0.01479 0.00598 87 640: 48%|####7 | 19/40 [00:03<00:03, 5.26it/s] 106/499 4.32G 0.01789 0.01474 0.00607 77 640: 48%|####7 | 19/40 [00:03<00:03, 5.26it/s] 106/499 4.32G 0.01789 0.01474 0.00607 77 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 106/499 4.32G 0.01777 0.01464 0.006242 82 640: 50%|##### | 20/40 [00:04<00:03, 5.34it/s] 106/499 4.32G 0.01777 0.01464 0.006242 82 640: 52%|#####2 | 21/40 [00:04<00:03, 5.20it/s] 106/499 4.32G 0.01777 0.01463 0.006249 74 640: 52%|#####2 | 21/40 [00:04<00:03, 5.20it/s] 106/499 4.32G 0.01777 0.01463 0.006249 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 106/499 4.32G 0.01769 0.01457 0.006423 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 106/499 4.32G 0.01769 0.01457 0.006423 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 106/499 4.32G 0.01769 0.01454 0.006315 82 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 106/499 4.32G 0.01769 0.01454 0.006315 82 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 106/499 4.32G 0.01778 0.01453 0.006614 80 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 106/499 4.32G 0.01778 0.01453 0.006614 80 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 106/499 4.32G 0.01779 0.0146 0.00653 83 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 106/499 4.32G 0.01779 0.0146 0.00653 83 640: 65%|######5 | 26/40 [00:04<00:02, 5.32it/s] 106/499 4.32G 0.01774 0.01454 0.006334 71 640: 65%|######5 | 26/40 [00:05<00:02, 5.32it/s] 106/499 4.32G 0.01774 0.01454 0.006334 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.15it/s] 106/499 4.32G 0.01775 0.01453 0.006292 69 640: 68%|######7 | 27/40 [00:05<00:02, 5.15it/s] 106/499 4.32G 0.01775 0.01453 0.006292 69 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 106/499 4.32G 0.01783 0.01451 0.006473 58 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 106/499 4.32G 0.01783 0.01451 0.006473 58 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 106/499 4.32G 0.01785 0.01445 0.006537 70 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 106/499 4.32G 0.01785 0.01445 0.006537 70 640: 75%|#######5 | 30/40 [00:05<00:01, 5.15it/s] 106/499 4.32G 0.01781 0.0145 0.006551 84 640: 75%|#######5 | 30/40 [00:05<00:01, 5.15it/s] 106/499 4.32G 0.01781 0.0145 0.006551 84 640: 78%|#######7 | 31/40 [00:05<00:01, 5.25it/s] 106/499 4.32G 0.01782 0.01454 0.006569 81 640: 78%|#######7 | 31/40 [00:06<00:01, 5.25it/s] 106/499 4.32G 0.01782 0.01454 0.006569 81 640: 80%|######## | 32/40 [00:06<00:01, 5.33it/s] 106/499 4.32G 0.01774 0.01447 0.006554 67 640: 80%|######## | 32/40 [00:06<00:01, 5.33it/s] 106/499 4.32G 0.01774 0.01447 0.006554 67 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 106/499 4.32G 0.01772 0.01443 0.006634 70 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 106/499 4.32G 0.01772 0.01443 0.006634 70 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 106/499 4.32G 0.01768 0.01431 0.006767 59 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 106/499 4.32G 0.01768 0.01431 0.006767 59 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 106/499 4.32G 0.01762 0.01427 0.006779 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 106/499 4.32G 0.01762 0.01427 0.006779 71 640: 90%|######### | 36/40 [00:06<00:00, 5.10it/s] 106/499 4.32G 0.01756 0.01423 0.006668 70 640: 90%|######### | 36/40 [00:07<00:00, 5.10it/s] 106/499 4.32G 0.01756 0.01423 0.006668 70 640: 92%|#########2| 37/40 [00:07<00:00, 5.21it/s] 106/499 4.32G 0.01758 0.01418 0.006647 62 640: 92%|#########2| 37/40 [00:07<00:00, 5.21it/s] 106/499 4.32G 0.01758 0.01418 0.006647 62 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 106/499 4.32G 0.01752 0.01419 0.006641 84 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 106/499 4.32G 0.01752 0.01419 0.006641 84 640: 98%|#########7| 39/40 [00:07<00:00, 5.17it/s] 106/499 4.32G 0.01751 0.01426 0.006604 46 640: 98%|#########7| 39/40 [00:07<00:00, 5.17it/s] 106/499 4.32G 0.01751 0.01426 0.006604 46 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] 106/499 4.32G 0.01751 0.01426 0.006604 46 640: 100%|##########| 40/40 [00:07<00:00, 5.23it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.19it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.53it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.68it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.78it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.25it/s] all 132 263 0.419 0.0112 0.0149 0.00443 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 107/499 4.32G 0.01874 0.01315 0.004872 69 640: 0%| | 0/40 [00:00<?, ?it/s] 107/499 4.32G 0.01874 0.01315 0.004872 69 640: 2%|2 | 1/40 [00:00<00:07, 5.47it/s] 107/499 4.32G 0.0191 0.01416 0.007911 72 640: 2%|2 | 1/40 [00:00<00:07, 5.47it/s] 107/499 4.32G 0.0191 0.01416 0.007911 72 640: 5%|5 | 2/40 [00:00<00:07, 5.12it/s] 107/499 4.32G 0.01808 0.01346 0.007672 65 640: 5%|5 | 2/40 [00:00<00:07, 5.12it/s] 107/499 4.32G 0.01808 0.01346 0.007672 65 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 107/499 4.32G 0.01812 0.01391 0.006627 70 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 107/499 4.32G 0.01812 0.01391 0.006627 70 640: 10%|# | 4/40 [00:00<00:06, 5.36it/s] 107/499 4.32G 0.01823 0.01377 0.006208 72 640: 10%|# | 4/40 [00:00<00:06, 5.36it/s] 107/499 4.32G 0.01823 0.01377 0.006208 72 640: 12%|#2 | 5/40 [00:00<00:06, 5.20it/s] 107/499 4.32G 0.01837 0.01338 0.006056 61 640: 12%|#2 | 5/40 [00:01<00:06, 5.20it/s] 107/499 4.32G 0.01837 0.01338 0.006056 61 640: 15%|#5 | 6/40 [00:01<00:06, 5.31it/s] 107/499 4.32G 0.018 0.01334 0.00537 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.31it/s] 107/499 4.32G 0.018 0.01334 0.00537 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 107/499 4.32G 0.01781 0.01348 0.005378 83 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 107/499 4.32G 0.01781 0.01348 0.005378 83 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 107/499 4.32G 0.01766 0.01349 0.005628 67 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 107/499 4.32G 0.01766 0.01349 0.005628 67 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 107/499 4.32G 0.01748 0.01352 0.005523 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 107/499 4.32G 0.01748 0.01352 0.005523 72 640: 25%|##5 | 10/40 [00:01<00:05, 5.37it/s] 107/499 4.32G 0.01739 0.01354 0.005315 76 640: 25%|##5 | 10/40 [00:02<00:05, 5.37it/s] 107/499 4.32G 0.01739 0.01354 0.005315 76 640: 28%|##7 | 11/40 [00:02<00:05, 5.18it/s] 107/499 4.32G 0.01734 0.0135 0.005057 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.18it/s] 107/499 4.32G 0.01734 0.0135 0.005057 68 640: 30%|### | 12/40 [00:02<00:05, 5.18it/s] 107/499 4.32G 0.0172 0.01321 0.005201 55 640: 30%|### | 12/40 [00:02<00:05, 5.18it/s] 107/499 4.32G 0.0172 0.01321 0.005201 55 640: 32%|###2 | 13/40 [00:02<00:05, 5.25it/s] 107/499 4.32G 0.01712 0.01325 0.005297 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.25it/s] 107/499 4.32G 0.01712 0.01325 0.005297 73 640: 35%|###5 | 14/40 [00:02<00:05, 5.15it/s] 107/499 4.32G 0.01703 0.01315 0.005339 69 640: 35%|###5 | 14/40 [00:02<00:05, 5.15it/s] 107/499 4.32G 0.01703 0.01315 0.005339 69 640: 38%|###7 | 15/40 [00:02<00:04, 5.23it/s] 107/499 4.32G 0.01699 0.01316 0.005457 70 640: 38%|###7 | 15/40 [00:03<00:04, 5.23it/s] 107/499 4.32G 0.01699 0.01316 0.005457 70 640: 40%|#### | 16/40 [00:03<00:04, 5.31it/s] 107/499 4.32G 0.0171 0.01327 0.005783 81 640: 40%|#### | 16/40 [00:03<00:04, 5.31it/s] 107/499 4.32G 0.0171 0.01327 0.005783 81 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 107/499 4.32G 0.01709 0.01325 0.006111 78 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 107/499 4.32G 0.01709 0.01325 0.006111 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 107/499 4.32G 0.01711 0.01345 0.006164 87 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 107/499 4.32G 0.01711 0.01345 0.006164 87 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 107/499 4.32G 0.01719 0.01356 0.006112 75 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 107/499 4.32G 0.01719 0.01356 0.006112 75 640: 50%|##### | 20/40 [00:03<00:03, 5.20it/s] 107/499 4.32G 0.01716 0.01346 0.005953 69 640: 50%|##### | 20/40 [00:03<00:03, 5.20it/s] 107/499 4.32G 0.01716 0.01346 0.005953 69 640: 52%|#####2 | 21/40 [00:03<00:03, 5.26it/s] 107/499 4.32G 0.01724 0.01343 0.005909 67 640: 52%|#####2 | 21/40 [00:04<00:03, 5.26it/s] 107/499 4.32G 0.01724 0.01343 0.005909 67 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 107/499 4.32G 0.01732 0.01345 0.005953 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 107/499 4.32G 0.01732 0.01345 0.005953 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.18it/s] 107/499 4.32G 0.01724 0.01336 0.005842 63 640: 57%|#####7 | 23/40 [00:04<00:03, 5.18it/s] 107/499 4.32G 0.01724 0.01336 0.005842 63 640: 60%|###### | 24/40 [00:04<00:03, 5.25it/s] 107/499 4.32G 0.01727 0.01342 0.005862 86 640: 60%|###### | 24/40 [00:04<00:03, 5.25it/s] 107/499 4.32G 0.01727 0.01342 0.005862 86 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 107/499 4.32G 0.01731 0.01345 0.005999 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 107/499 4.32G 0.01731 0.01345 0.005999 71 640: 65%|######5 | 26/40 [00:04<00:02, 5.21it/s] 107/499 4.32G 0.01722 0.01334 0.005895 65 640: 65%|######5 | 26/40 [00:05<00:02, 5.21it/s] 107/499 4.32G 0.01722 0.01334 0.005895 65 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 107/499 4.32G 0.01718 0.01336 0.005825 78 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 107/499 4.32G 0.01718 0.01336 0.005825 78 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 107/499 4.32G 0.01712 0.01326 0.005708 67 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 107/499 4.32G 0.01712 0.01326 0.005708 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.16it/s] 107/499 4.32G 0.01709 0.01327 0.005656 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.16it/s] 107/499 4.32G 0.01709 0.01327 0.005656 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.23it/s] 107/499 4.32G 0.01716 0.01329 0.005658 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.23it/s] 107/499 4.32G 0.01716 0.01329 0.005658 73 640: 78%|#######7 | 31/40 [00:05<00:01, 5.29it/s] 107/499 4.32G 0.01711 0.01322 0.005752 64 640: 78%|#######7 | 31/40 [00:06<00:01, 5.29it/s] 107/499 4.32G 0.01711 0.01322 0.005752 64 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 107/499 4.32G 0.01716 0.01335 0.005748 96 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 107/499 4.32G 0.01716 0.01335 0.005748 96 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 107/499 4.32G 0.01719 0.01337 0.005839 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 107/499 4.32G 0.01719 0.01337 0.005839 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 107/499 4.32G 0.01719 0.01341 0.00586 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 107/499 4.32G 0.01719 0.01341 0.00586 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.15it/s] 107/499 4.32G 0.01726 0.01335 0.006001 61 640: 88%|########7 | 35/40 [00:06<00:00, 5.15it/s] 107/499 4.32G 0.01726 0.01335 0.006001 61 640: 90%|######### | 36/40 [00:06<00:00, 5.22it/s] 107/499 4.32G 0.01728 0.01338 0.006051 80 640: 90%|######### | 36/40 [00:07<00:00, 5.22it/s] 107/499 4.32G 0.01728 0.01338 0.006051 80 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 107/499 4.32G 0.01731 0.01339 0.006118 78 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 107/499 4.32G 0.01731 0.01339 0.006118 78 640: 95%|#########5| 38/40 [00:07<00:00, 5.17it/s] 107/499 4.32G 0.01726 0.01339 0.006078 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.17it/s] 107/499 4.32G 0.01726 0.01339 0.006078 75 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 107/499 4.32G 0.01726 0.01339 0.006172 32 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 107/499 4.32G 0.01726 0.01339 0.006172 32 640: 100%|##########| 40/40 [00:07<00:00, 5.39it/s] 107/499 4.32G 0.01726 0.01339 0.006172 32 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.97it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.13it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.09it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.20it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.74it/s] all 132 263 0.00115 0.00379 0.000584 5.84e-05 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 108/499 4.32G 0.01627 0.01443 0.004627 77 640: 0%| | 0/40 [00:00<?, ?it/s] 108/499 4.32G 0.01627 0.01443 0.004627 77 640: 2%|2 | 1/40 [00:00<00:08, 4.68it/s] 108/499 4.32G 0.01757 0.01324 0.007417 67 640: 2%|2 | 1/40 [00:00<00:08, 4.68it/s] 108/499 4.32G 0.01757 0.01324 0.007417 67 640: 5%|5 | 2/40 [00:00<00:07, 5.07it/s] 108/499 4.32G 0.01822 0.01219 0.01002 53 640: 5%|5 | 2/40 [00:00<00:07, 5.07it/s] 108/499 4.32G 0.01822 0.01219 0.01002 53 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 108/499 4.32G 0.01845 0.01328 0.008735 81 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 108/499 4.32G 0.01845 0.01328 0.008735 81 640: 10%|# | 4/40 [00:00<00:07, 5.11it/s] 108/499 4.32G 0.01839 0.01273 0.007935 64 640: 10%|# | 4/40 [00:00<00:07, 5.11it/s] 108/499 4.32G 0.01839 0.01273 0.007935 64 640: 12%|#2 | 5/40 [00:00<00:06, 5.21it/s] 108/499 4.32G 0.01832 0.01284 0.007326 72 640: 12%|#2 | 5/40 [00:01<00:06, 5.21it/s] 108/499 4.32G 0.01832 0.01284 0.007326 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 108/499 4.32G 0.01831 0.01261 0.007806 63 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 108/499 4.32G 0.01831 0.01261 0.007806 63 640: 18%|#7 | 7/40 [00:01<00:06, 5.18it/s] 108/499 4.32G 0.01842 0.01275 0.007818 77 640: 18%|#7 | 7/40 [00:01<00:06, 5.18it/s] 108/499 4.32G 0.01842 0.01275 0.007818 77 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 108/499 4.32G 0.01845 0.01295 0.007442 70 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 108/499 4.32G 0.01845 0.01295 0.007442 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 108/499 4.32G 0.01826 0.01322 0.007156 94 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 108/499 4.32G 0.01826 0.01322 0.007156 94 640: 25%|##5 | 10/40 [00:01<00:05, 5.12it/s] 108/499 4.32G 0.01809 0.01347 0.006818 88 640: 25%|##5 | 10/40 [00:02<00:05, 5.12it/s] 108/499 4.32G 0.01809 0.01347 0.006818 88 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 108/499 4.32G 0.01793 0.01344 0.00673 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 108/499 4.32G 0.01793 0.01344 0.00673 77 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 108/499 4.32G 0.01797 0.01341 0.00682 73 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 108/499 4.32G 0.01797 0.01341 0.00682 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 108/499 4.32G 0.01804 0.01348 0.00676 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 108/499 4.32G 0.01804 0.01348 0.00676 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 108/499 4.32G 0.01796 0.01345 0.006674 79 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 108/499 4.32G 0.01796 0.01345 0.006674 79 640: 38%|###7 | 15/40 [00:02<00:04, 5.26it/s] 108/499 4.32G 0.01788 0.01337 0.006684 75 640: 38%|###7 | 15/40 [00:03<00:04, 5.26it/s] 108/499 4.32G 0.01788 0.01337 0.006684 75 640: 40%|#### | 16/40 [00:03<00:04, 5.07it/s] 108/499 4.32G 0.01779 0.01366 0.006681 104 640: 40%|#### | 16/40 [00:03<00:04, 5.07it/s] 108/499 4.32G 0.01779 0.01366 0.006681 104 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 108/499 4.32G 0.01788 0.01364 0.006781 60 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 108/499 4.32G 0.01788 0.01364 0.006781 60 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 108/499 4.32G 0.01805 0.0138 0.006788 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 108/499 4.32G 0.01805 0.0138 0.006788 69 640: 48%|####7 | 19/40 [00:03<00:04, 5.18it/s] 108/499 4.32G 0.01805 0.01388 0.006644 82 640: 48%|####7 | 19/40 [00:03<00:04, 5.18it/s] 108/499 4.32G 0.01805 0.01388 0.006644 82 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 108/499 4.32G 0.01812 0.01388 0.006684 77 640: 50%|##### | 20/40 [00:04<00:03, 5.25it/s] 108/499 4.32G 0.01812 0.01388 0.006684 77 640: 52%|#####2 | 21/40 [00:04<00:03, 5.33it/s] 108/499 4.32G 0.01803 0.01376 0.006637 69 640: 52%|#####2 | 21/40 [00:04<00:03, 5.33it/s] 108/499 4.32G 0.01803 0.01376 0.006637 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.20it/s] 108/499 4.32G 0.01798 0.01377 0.006509 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.20it/s] 108/499 4.32G 0.01798 0.01377 0.006509 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 108/499 4.32G 0.01788 0.01375 0.006515 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 108/499 4.32G 0.01788 0.01375 0.006515 73 640: 60%|###### | 24/40 [00:04<00:02, 5.36it/s] 108/499 4.32G 0.01788 0.01371 0.006527 74 640: 60%|###### | 24/40 [00:04<00:02, 5.36it/s] 108/499 4.32G 0.01788 0.01371 0.006527 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 108/499 4.32G 0.01783 0.01358 0.00638 62 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 108/499 4.32G 0.01783 0.01358 0.00638 62 640: 65%|######5 | 26/40 [00:04<00:02, 5.32it/s] 108/499 4.32G 0.01782 0.01349 0.006405 64 640: 65%|######5 | 26/40 [00:05<00:02, 5.32it/s] 108/499 4.32G 0.01782 0.01349 0.006405 64 640: 68%|######7 | 27/40 [00:05<00:02, 5.38it/s] 108/499 4.32G 0.01784 0.01358 0.006338 75 640: 68%|######7 | 27/40 [00:05<00:02, 5.38it/s] 108/499 4.32G 0.01784 0.01358 0.006338 75 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 108/499 4.32G 0.01784 0.01354 0.006424 69 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 108/499 4.32G 0.01784 0.01354 0.006424 69 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 108/499 4.32G 0.01777 0.01356 0.006305 83 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 108/499 4.32G 0.01777 0.01356 0.006305 83 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 108/499 4.32G 0.01773 0.01355 0.006186 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 108/499 4.32G 0.01773 0.01355 0.006186 79 640: 78%|#######7 | 31/40 [00:05<00:01, 5.17it/s] 108/499 4.32G 0.01777 0.01361 0.00613 83 640: 78%|#######7 | 31/40 [00:06<00:01, 5.17it/s] 108/499 4.32G 0.01777 0.01361 0.00613 83 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 108/499 4.32G 0.01771 0.01357 0.006111 71 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 108/499 4.32G 0.01771 0.01357 0.006111 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 108/499 4.32G 0.01767 0.01353 0.006127 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 108/499 4.32G 0.01767 0.01353 0.006127 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.15it/s] 108/499 4.32G 0.0177 0.01361 0.006122 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.15it/s] 108/499 4.32G 0.0177 0.01361 0.006122 84 640: 88%|########7 | 35/40 [00:06<00:00, 5.24it/s] 108/499 4.32G 0.01782 0.01357 0.006198 58 640: 88%|########7 | 35/40 [00:06<00:00, 5.24it/s] 108/499 4.32G 0.01782 0.01357 0.006198 58 640: 90%|######### | 36/40 [00:06<00:00, 5.32it/s] 108/499 4.32G 0.01784 0.0135 0.006182 65 640: 90%|######### | 36/40 [00:07<00:00, 5.32it/s] 108/499 4.32G 0.01784 0.0135 0.006182 65 640: 92%|#########2| 37/40 [00:07<00:00, 5.13it/s] 108/499 4.32G 0.0178 0.01354 0.006185 85 640: 92%|#########2| 37/40 [00:07<00:00, 5.13it/s] 108/499 4.32G 0.0178 0.01354 0.006185 85 640: 95%|#########5| 38/40 [00:07<00:00, 5.23it/s] 108/499 4.32G 0.01782 0.01353 0.006203 76 640: 95%|#########5| 38/40 [00:07<00:00, 5.23it/s] 108/499 4.32G 0.01782 0.01353 0.006203 76 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 108/499 4.32G 0.01789 0.01362 0.006231 34 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 108/499 4.32G 0.01789 0.01362 0.006231 34 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] 108/499 4.32G 0.01789 0.01362 0.006231 34 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.01it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.99it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.98it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.05it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.61it/s] all 132 263 0.587 0.0126 0.0198 0.0082 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 109/499 4.32G 0.01663 0.01062 0.001415 62 640: 0%| | 0/40 [00:00<?, ?it/s] 109/499 4.32G 0.01663 0.01062 0.001415 62 640: 2%|2 | 1/40 [00:00<00:07, 5.54it/s] 109/499 4.32G 0.01828 0.01438 0.003848 83 640: 2%|2 | 1/40 [00:00<00:07, 5.54it/s] 109/499 4.32G 0.01828 0.01438 0.003848 83 640: 5%|5 | 2/40 [00:00<00:06, 5.54it/s] 109/499 4.32G 0.01845 0.0135 0.003933 69 640: 5%|5 | 2/40 [00:00<00:06, 5.54it/s] 109/499 4.32G 0.01845 0.0135 0.003933 69 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 109/499 4.32G 0.01812 0.0138 0.004662 76 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 109/499 4.32G 0.01812 0.0138 0.004662 76 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 109/499 4.32G 0.0183 0.01374 0.004654 80 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 109/499 4.32G 0.0183 0.01374 0.004654 80 640: 12%|#2 | 5/40 [00:00<00:06, 5.38it/s] 109/499 4.32G 0.01825 0.01347 0.004942 63 640: 12%|#2 | 5/40 [00:01<00:06, 5.38it/s] 109/499 4.32G 0.01825 0.01347 0.004942 63 640: 15%|#5 | 6/40 [00:01<00:06, 5.17it/s] 109/499 4.32G 0.01845 0.01392 0.004825 81 640: 15%|#5 | 6/40 [00:01<00:06, 5.17it/s] 109/499 4.32G 0.01845 0.01392 0.004825 81 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 109/499 4.32G 0.01839 0.01413 0.00497 80 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 109/499 4.32G 0.01839 0.01413 0.00497 80 640: 20%|## | 8/40 [00:01<00:05, 5.35it/s] 109/499 4.32G 0.0184 0.01423 0.004966 87 640: 20%|## | 8/40 [00:01<00:05, 5.35it/s] 109/499 4.32G 0.0184 0.01423 0.004966 87 640: 22%|##2 | 9/40 [00:01<00:05, 5.19it/s] 109/499 4.32G 0.01832 0.01442 0.00505 86 640: 22%|##2 | 9/40 [00:01<00:05, 5.19it/s] 109/499 4.32G 0.01832 0.01442 0.00505 86 640: 25%|##5 | 10/40 [00:01<00:05, 5.27it/s] 109/499 4.32G 0.01839 0.01419 0.004993 65 640: 25%|##5 | 10/40 [00:02<00:05, 5.27it/s] 109/499 4.32G 0.01839 0.01419 0.004993 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 109/499 4.32G 0.01839 0.01405 0.004865 67 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 109/499 4.32G 0.01839 0.01405 0.004865 67 640: 30%|### | 12/40 [00:02<00:05, 5.19it/s] 109/499 4.32G 0.01855 0.01397 0.005369 63 640: 30%|### | 12/40 [00:02<00:05, 5.19it/s] 109/499 4.32G 0.01855 0.01397 0.005369 63 640: 32%|###2 | 13/40 [00:02<00:05, 5.28it/s] 109/499 4.32G 0.01874 0.01388 0.005217 61 640: 32%|###2 | 13/40 [00:02<00:05, 5.28it/s] 109/499 4.32G 0.01874 0.01388 0.005217 61 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 109/499 4.32G 0.01886 0.01381 0.005532 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 109/499 4.32G 0.01886 0.01381 0.005532 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.11it/s] 109/499 4.32G 0.01885 0.0137 0.005466 69 640: 38%|###7 | 15/40 [00:03<00:04, 5.11it/s] 109/499 4.32G 0.01885 0.0137 0.005466 69 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 109/499 4.32G 0.01886 0.0136 0.005505 63 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 109/499 4.32G 0.01886 0.0136 0.005505 63 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 109/499 4.32G 0.01884 0.01356 0.005633 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 109/499 4.32G 0.01884 0.01356 0.005633 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 109/499 4.32G 0.01864 0.01342 0.005589 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 109/499 4.32G 0.01864 0.01342 0.005589 65 640: 48%|####7 | 19/40 [00:03<00:03, 5.28it/s] 109/499 4.32G 0.01859 0.01338 0.00555 68 640: 48%|####7 | 19/40 [00:03<00:03, 5.28it/s] 109/499 4.32G 0.01859 0.01338 0.00555 68 640: 50%|##### | 20/40 [00:03<00:03, 5.33it/s] 109/499 4.32G 0.01854 0.01334 0.005493 71 640: 50%|##### | 20/40 [00:03<00:03, 5.33it/s] 109/499 4.32G 0.01854 0.01334 0.005493 71 640: 52%|#####2 | 21/40 [00:03<00:03, 5.16it/s] 109/499 4.32G 0.01847 0.01321 0.005336 63 640: 52%|#####2 | 21/40 [00:04<00:03, 5.16it/s] 109/499 4.32G 0.01847 0.01321 0.005336 63 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 109/499 4.32G 0.01855 0.01324 0.005547 63 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 109/499 4.32G 0.01855 0.01324 0.005547 63 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 109/499 4.32G 0.01849 0.01318 0.005413 61 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 109/499 4.32G 0.01849 0.01318 0.005413 61 640: 60%|###### | 24/40 [00:04<00:03, 5.18it/s] 109/499 4.32G 0.01856 0.01311 0.005381 58 640: 60%|###### | 24/40 [00:04<00:03, 5.18it/s] 109/499 4.32G 0.01856 0.01311 0.005381 58 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 109/499 4.32G 0.01866 0.01327 0.005353 85 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 109/499 4.32G 0.01866 0.01327 0.005353 85 640: 65%|######5 | 26/40 [00:04<00:02, 5.34it/s] 109/499 4.32G 0.01869 0.01323 0.0054 65 640: 65%|######5 | 26/40 [00:05<00:02, 5.34it/s] 109/499 4.32G 0.01869 0.01323 0.0054 65 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 109/499 4.32G 0.01858 0.01315 0.005341 62 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 109/499 4.32G 0.01858 0.01315 0.005341 62 640: 70%|####### | 28/40 [00:05<00:02, 5.28it/s] 109/499 4.32G 0.01864 0.01319 0.005424 73 640: 70%|####### | 28/40 [00:05<00:02, 5.28it/s] 109/499 4.32G 0.01864 0.01319 0.005424 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 109/499 4.32G 0.01867 0.01327 0.005423 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 109/499 4.32G 0.01867 0.01327 0.005423 77 640: 75%|#######5 | 30/40 [00:05<00:02, 4.97it/s] 109/499 4.32G 0.01864 0.0133 0.005508 76 640: 75%|#######5 | 30/40 [00:05<00:02, 4.97it/s] 109/499 4.32G 0.01864 0.0133 0.005508 76 640: 78%|#######7 | 31/40 [00:05<00:01, 5.10it/s] 109/499 4.32G 0.01863 0.0133 0.005592 67 640: 78%|#######7 | 31/40 [00:06<00:01, 5.10it/s] 109/499 4.32G 0.01863 0.0133 0.005592 67 640: 80%|######## | 32/40 [00:06<00:01, 5.21it/s] 109/499 4.32G 0.01863 0.01331 0.005639 84 640: 80%|######## | 32/40 [00:06<00:01, 5.21it/s] 109/499 4.32G 0.01863 0.01331 0.005639 84 640: 82%|########2 | 33/40 [00:06<00:01, 5.11it/s] 109/499 4.32G 0.01854 0.01328 0.005575 66 640: 82%|########2 | 33/40 [00:06<00:01, 5.11it/s] 109/499 4.32G 0.01854 0.01328 0.005575 66 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 109/499 4.32G 0.01849 0.01327 0.005596 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 109/499 4.32G 0.01849 0.01327 0.005596 76 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 109/499 4.32G 0.01858 0.01327 0.005702 67 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 109/499 4.32G 0.01858 0.01327 0.005702 67 640: 90%|######### | 36/40 [00:06<00:00, 5.11it/s] 109/499 4.32G 0.01856 0.01325 0.005638 72 640: 90%|######### | 36/40 [00:07<00:00, 5.11it/s] 109/499 4.32G 0.01856 0.01325 0.005638 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 109/499 4.32G 0.01846 0.0133 0.005585 87 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 109/499 4.32G 0.01846 0.0133 0.005585 87 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 109/499 4.32G 0.01846 0.01336 0.005583 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 109/499 4.32G 0.01846 0.01336 0.005583 79 640: 98%|#########7| 39/40 [00:07<00:00, 5.16it/s] 109/499 4.32G 0.01842 0.01342 0.005629 43 640: 98%|#########7| 39/40 [00:07<00:00, 5.16it/s] 109/499 4.32G 0.01842 0.01342 0.005629 43 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] 109/499 4.32G 0.01842 0.01342 0.005629 43 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.77it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.85it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.85it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.47it/s] all 132 263 0.36 0.0175 0.0107 0.00297 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 110/499 4.32G 0.01821 0.01289 0.009414 61 640: 0%| | 0/40 [00:00<?, ?it/s] 110/499 4.32G 0.01821 0.01289 0.009414 61 640: 2%|2 | 1/40 [00:00<00:07, 5.49it/s] 110/499 4.32G 0.0179 0.01349 0.00738 73 640: 2%|2 | 1/40 [00:00<00:07, 5.49it/s] 110/499 4.32G 0.0179 0.01349 0.00738 73 640: 5%|5 | 2/40 [00:00<00:07, 5.01it/s] 110/499 4.32G 0.01744 0.01308 0.005966 64 640: 5%|5 | 2/40 [00:00<00:07, 5.01it/s] 110/499 4.32G 0.01744 0.01308 0.005966 64 640: 8%|7 | 3/40 [00:00<00:07, 5.21it/s] 110/499 4.32G 0.01823 0.01374 0.005899 76 640: 8%|7 | 3/40 [00:00<00:07, 5.21it/s] 110/499 4.32G 0.01823 0.01374 0.005899 76 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 110/499 4.32G 0.01856 0.01504 0.005916 108 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 110/499 4.32G 0.01856 0.01504 0.005916 108 640: 12%|#2 | 5/40 [00:00<00:06, 5.17it/s] 110/499 4.32G 0.01831 0.01454 0.005438 65 640: 12%|#2 | 5/40 [00:01<00:06, 5.17it/s] 110/499 4.32G 0.01831 0.01454 0.005438 65 640: 15%|#5 | 6/40 [00:01<00:06, 5.28it/s] 110/499 4.32G 0.01815 0.01457 0.005102 75 640: 15%|#5 | 6/40 [00:01<00:06, 5.28it/s] 110/499 4.32G 0.01815 0.01457 0.005102 75 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 110/499 4.32G 0.01788 0.01415 0.004968 62 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 110/499 4.32G 0.01788 0.01415 0.004968 62 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 110/499 4.32G 0.01786 0.01377 0.005085 63 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 110/499 4.32G 0.01786 0.01377 0.005085 63 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 110/499 4.32G 0.01784 0.01393 0.005176 83 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 110/499 4.32G 0.01784 0.01393 0.005176 83 640: 25%|##5 | 10/40 [00:01<00:05, 5.29it/s] 110/499 4.32G 0.01789 0.01425 0.005655 87 640: 25%|##5 | 10/40 [00:02<00:05, 5.29it/s] 110/499 4.32G 0.01789 0.01425 0.005655 87 640: 28%|##7 | 11/40 [00:02<00:05, 5.16it/s] 110/499 4.32G 0.01804 0.01419 0.005624 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.16it/s] 110/499 4.32G 0.01804 0.01419 0.005624 73 640: 30%|### | 12/40 [00:02<00:05, 5.28it/s] 110/499 4.32G 0.01803 0.01416 0.005658 70 640: 30%|### | 12/40 [00:02<00:05, 5.28it/s] 110/499 4.32G 0.01803 0.01416 0.005658 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 110/499 4.32G 0.01805 0.01401 0.005629 69 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 110/499 4.32G 0.01805 0.01401 0.005629 69 640: 35%|###5 | 14/40 [00:02<00:05, 5.14it/s] 110/499 4.32G 0.01823 0.01391 0.005794 65 640: 35%|###5 | 14/40 [00:02<00:05, 5.14it/s] 110/499 4.32G 0.01823 0.01391 0.005794 65 640: 38%|###7 | 15/40 [00:02<00:04, 5.23it/s] 110/499 4.32G 0.01824 0.01387 0.006148 62 640: 38%|###7 | 15/40 [00:03<00:04, 5.23it/s] 110/499 4.32G 0.01824 0.01387 0.006148 62 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 110/499 4.32G 0.01817 0.01386 0.006192 74 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 110/499 4.32G 0.01817 0.01386 0.006192 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.12it/s] 110/499 4.32G 0.01812 0.01379 0.005928 78 640: 42%|####2 | 17/40 [00:03<00:04, 5.12it/s] 110/499 4.32G 0.01812 0.01379 0.005928 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.19it/s] 110/499 4.32G 0.01818 0.01375 0.005823 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.19it/s] 110/499 4.32G 0.01818 0.01375 0.005823 68 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 110/499 4.32G 0.01807 0.01361 0.00573 62 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 110/499 4.32G 0.01807 0.01361 0.00573 62 640: 50%|##### | 20/40 [00:03<00:03, 5.16it/s] 110/499 4.32G 0.0181 0.0137 0.005811 80 640: 50%|##### | 20/40 [00:04<00:03, 5.16it/s] 110/499 4.32G 0.0181 0.0137 0.005811 80 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 110/499 4.32G 0.01806 0.01369 0.005766 75 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 110/499 4.32G 0.01806 0.01369 0.005766 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 110/499 4.32G 0.01803 0.0137 0.00577 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 110/499 4.32G 0.01803 0.0137 0.00577 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.14it/s] 110/499 4.32G 0.01815 0.01369 0.005753 68 640: 57%|#####7 | 23/40 [00:04<00:03, 5.14it/s] 110/499 4.32G 0.01815 0.01369 0.005753 68 640: 60%|###### | 24/40 [00:04<00:03, 5.23it/s] 110/499 4.32G 0.0182 0.01373 0.005711 76 640: 60%|###### | 24/40 [00:04<00:03, 5.23it/s] 110/499 4.32G 0.0182 0.01373 0.005711 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 110/499 4.32G 0.01816 0.01361 0.005595 66 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 110/499 4.32G 0.01816 0.01361 0.005595 66 640: 65%|######5 | 26/40 [00:04<00:02, 5.17it/s] 110/499 4.32G 0.01809 0.01355 0.005566 71 640: 65%|######5 | 26/40 [00:05<00:02, 5.17it/s] 110/499 4.32G 0.01809 0.01355 0.005566 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 110/499 4.32G 0.01811 0.01353 0.00559 65 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 110/499 4.32G 0.01811 0.01353 0.00559 65 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 110/499 4.32G 0.01815 0.01352 0.005569 70 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 110/499 4.32G 0.01815 0.01352 0.005569 70 640: 72%|#######2 | 29/40 [00:05<00:02, 5.16it/s] 110/499 4.32G 0.01814 0.01366 0.005502 97 640: 72%|#######2 | 29/40 [00:05<00:02, 5.16it/s] 110/499 4.32G 0.01814 0.01366 0.005502 97 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 110/499 4.32G 0.01808 0.01363 0.005484 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 110/499 4.32G 0.01808 0.01363 0.005484 66 640: 78%|#######7 | 31/40 [00:05<00:01, 5.34it/s] 110/499 4.32G 0.018 0.01362 0.005495 67 640: 78%|#######7 | 31/40 [00:06<00:01, 5.34it/s] 110/499 4.32G 0.018 0.01362 0.005495 67 640: 80%|######## | 32/40 [00:06<00:01, 5.12it/s] 110/499 4.32G 0.01798 0.01364 0.005543 78 640: 80%|######## | 32/40 [00:06<00:01, 5.12it/s] 110/499 4.32G 0.01798 0.01364 0.005543 78 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 110/499 4.32G 0.018 0.01367 0.005537 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 110/499 4.32G 0.018 0.01367 0.005537 82 640: 85%|########5 | 34/40 [00:06<00:01, 5.14it/s] 110/499 4.32G 0.01797 0.01361 0.005619 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.14it/s] 110/499 4.32G 0.01797 0.01361 0.005619 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.04it/s] 110/499 4.32G 0.01798 0.01368 0.005579 87 640: 88%|########7 | 35/40 [00:06<00:00, 5.04it/s] 110/499 4.32G 0.01798 0.01368 0.005579 87 640: 90%|######### | 36/40 [00:06<00:00, 5.13it/s] 110/499 4.32G 0.01797 0.01376 0.005718 85 640: 90%|######### | 36/40 [00:07<00:00, 5.13it/s] 110/499 4.32G 0.01797 0.01376 0.005718 85 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 110/499 4.32G 0.01799 0.01377 0.005667 78 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 110/499 4.32G 0.01799 0.01377 0.005667 78 640: 95%|#########5| 38/40 [00:07<00:00, 5.08it/s] 110/499 4.32G 0.01799 0.01373 0.005662 67 640: 95%|#########5| 38/40 [00:07<00:00, 5.08it/s] 110/499 4.32G 0.01799 0.01373 0.005662 67 640: 98%|#########7| 39/40 [00:07<00:00, 5.18it/s] 110/499 4.32G 0.01801 0.0137 0.00572 35 640: 98%|#########7| 39/40 [00:07<00:00, 5.18it/s] 110/499 4.32G 0.01801 0.0137 0.00572 35 640: 100%|##########| 40/40 [00:07<00:00, 5.34it/s] 110/499 4.32G 0.01801 0.0137 0.00572 35 640: 100%|##########| 40/40 [00:07<00:00, 5.22it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.86it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.83it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.99it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.52it/s] all 132 263 0.405 0.0368 0.0366 0.0122 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 111/499 4.32G 0.01736 0.01517 0.00561 81 640: 0%| | 0/40 [00:00<?, ?it/s] 111/499 4.32G 0.01736 0.01517 0.00561 81 640: 2%|2 | 1/40 [00:00<00:07, 4.93it/s] 111/499 4.32G 0.01761 0.01398 0.008581 70 640: 2%|2 | 1/40 [00:00<00:07, 4.93it/s] 111/499 4.32G 0.01761 0.01398 0.008581 70 640: 5%|5 | 2/40 [00:00<00:07, 5.10it/s] 111/499 4.32G 0.01769 0.01299 0.007509 62 640: 5%|5 | 2/40 [00:00<00:07, 5.10it/s] 111/499 4.32G 0.01769 0.01299 0.007509 62 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 111/499 4.32G 0.01769 0.01377 0.00737 84 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 111/499 4.32G 0.01769 0.01377 0.00737 84 640: 10%|# | 4/40 [00:00<00:07, 5.12it/s] 111/499 4.32G 0.01776 0.01329 0.007789 55 640: 10%|# | 4/40 [00:00<00:07, 5.12it/s] 111/499 4.32G 0.01776 0.01329 0.007789 55 640: 12%|#2 | 5/40 [00:00<00:06, 5.18it/s] 111/499 4.32G 0.01754 0.0135 0.007284 80 640: 12%|#2 | 5/40 [00:01<00:06, 5.18it/s] 111/499 4.32G 0.01754 0.0135 0.007284 80 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 111/499 4.32G 0.0174 0.01383 0.007042 88 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 111/499 4.32G 0.0174 0.01383 0.007042 88 640: 18%|#7 | 7/40 [00:01<00:06, 5.14it/s] 111/499 4.32G 0.01736 0.01353 0.006531 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.14it/s] 111/499 4.32G 0.01736 0.01353 0.006531 67 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 111/499 4.32G 0.01735 0.01358 0.006224 79 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 111/499 4.32G 0.01735 0.01358 0.006224 79 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 111/499 4.32G 0.01749 0.01359 0.006113 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 111/499 4.32G 0.01749 0.01359 0.006113 76 640: 25%|##5 | 10/40 [00:01<00:05, 5.15it/s] 111/499 4.32G 0.01743 0.01368 0.006093 93 640: 25%|##5 | 10/40 [00:02<00:05, 5.15it/s] 111/499 4.32G 0.01743 0.01368 0.006093 93 640: 28%|##7 | 11/40 [00:02<00:05, 5.22it/s] 111/499 4.32G 0.01759 0.01388 0.006133 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.22it/s] 111/499 4.32G 0.01759 0.01388 0.006133 77 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 111/499 4.32G 0.0175 0.01401 0.00648 80 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 111/499 4.32G 0.0175 0.01401 0.00648 80 640: 32%|###2 | 13/40 [00:02<00:05, 5.17it/s] 111/499 4.32G 0.01758 0.01386 0.006409 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.17it/s] 111/499 4.32G 0.01758 0.01386 0.006409 68 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 111/499 4.32G 0.01749 0.01378 0.006255 66 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 111/499 4.32G 0.01749 0.01378 0.006255 66 640: 38%|###7 | 15/40 [00:02<00:04, 5.24it/s] 111/499 4.32G 0.01753 0.01368 0.006178 64 640: 38%|###7 | 15/40 [00:03<00:04, 5.24it/s] 111/499 4.32G 0.01753 0.01368 0.006178 64 640: 40%|#### | 16/40 [00:03<00:04, 5.16it/s] 111/499 4.32G 0.01751 0.01351 0.006179 60 640: 40%|#### | 16/40 [00:03<00:04, 5.16it/s] 111/499 4.32G 0.01751 0.01351 0.006179 60 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 111/499 4.32G 0.01749 0.01342 0.006001 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 111/499 4.32G 0.01749 0.01342 0.006001 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 111/499 4.32G 0.01744 0.01342 0.005915 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 111/499 4.32G 0.01744 0.01342 0.005915 77 640: 48%|####7 | 19/40 [00:03<00:04, 5.19it/s] 111/499 4.32G 0.01743 0.01342 0.005804 70 640: 48%|####7 | 19/40 [00:03<00:04, 5.19it/s] 111/499 4.32G 0.01743 0.01342 0.005804 70 640: 50%|##### | 20/40 [00:03<00:03, 5.26it/s] 111/499 4.32G 0.01746 0.01339 0.005793 74 640: 50%|##### | 20/40 [00:04<00:03, 5.26it/s] 111/499 4.32G 0.01746 0.01339 0.005793 74 640: 52%|#####2 | 21/40 [00:04<00:03, 5.32it/s] 111/499 4.32G 0.01756 0.01337 0.005789 74 640: 52%|#####2 | 21/40 [00:04<00:03, 5.32it/s] 111/499 4.32G 0.01756 0.01337 0.005789 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.19it/s] 111/499 4.32G 0.01752 0.01327 0.005652 62 640: 55%|#####5 | 22/40 [00:04<00:03, 5.19it/s] 111/499 4.32G 0.01752 0.01327 0.005652 62 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 111/499 4.32G 0.01755 0.01332 0.005804 83 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 111/499 4.32G 0.01755 0.01332 0.005804 83 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 111/499 4.32G 0.01755 0.01322 0.005726 64 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 111/499 4.32G 0.01755 0.01322 0.005726 64 640: 62%|######2 | 25/40 [00:04<00:02, 5.09it/s] 111/499 4.32G 0.01758 0.0132 0.005622 68 640: 62%|######2 | 25/40 [00:04<00:02, 5.09it/s] 111/499 4.32G 0.01758 0.0132 0.005622 68 640: 65%|######5 | 26/40 [00:04<00:02, 5.19it/s] 111/499 4.32G 0.01757 0.01323 0.005717 78 640: 65%|######5 | 26/40 [00:05<00:02, 5.19it/s] 111/499 4.32G 0.01757 0.01323 0.005717 78 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 111/499 4.32G 0.01761 0.0132 0.005718 62 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 111/499 4.32G 0.01761 0.0132 0.005718 62 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 111/499 4.32G 0.0177 0.01325 0.005842 72 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 111/499 4.32G 0.0177 0.01325 0.005842 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 111/499 4.32G 0.01769 0.01323 0.005878 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 111/499 4.32G 0.01769 0.01323 0.005878 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.23it/s] 111/499 4.32G 0.01773 0.01345 0.005943 102 640: 75%|#######5 | 30/40 [00:05<00:01, 5.23it/s] 111/499 4.32G 0.01773 0.01345 0.005943 102 640: 78%|#######7 | 31/40 [00:05<00:01, 5.13it/s] 111/499 4.32G 0.01778 0.01349 0.00595 79 640: 78%|#######7 | 31/40 [00:06<00:01, 5.13it/s] 111/499 4.32G 0.01778 0.01349 0.00595 79 640: 80%|######## | 32/40 [00:06<00:01, 5.18it/s] 111/499 4.32G 0.0178 0.01355 0.005884 90 640: 80%|######## | 32/40 [00:06<00:01, 5.18it/s] 111/499 4.32G 0.0178 0.01355 0.005884 90 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 111/499 4.32G 0.01791 0.01361 0.005833 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 111/499 4.32G 0.01791 0.01361 0.005833 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.15it/s] 111/499 4.32G 0.01801 0.01358 0.005821 65 640: 85%|########5 | 34/40 [00:06<00:01, 5.15it/s] 111/499 4.32G 0.01801 0.01358 0.005821 65 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 111/499 4.32G 0.01797 0.01357 0.00579 70 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 111/499 4.32G 0.01797 0.01357 0.00579 70 640: 90%|######### | 36/40 [00:06<00:00, 5.31it/s] 111/499 4.32G 0.01791 0.01354 0.005725 70 640: 90%|######### | 36/40 [00:07<00:00, 5.31it/s] 111/499 4.32G 0.01791 0.01354 0.005725 70 640: 92%|#########2| 37/40 [00:07<00:00, 5.15it/s] 111/499 4.32G 0.0179 0.01358 0.005736 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.15it/s] 111/499 4.32G 0.0179 0.01358 0.005736 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 111/499 4.32G 0.01786 0.01358 0.005692 82 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 111/499 4.32G 0.01786 0.01358 0.005692 82 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 111/499 4.32G 0.01786 0.01374 0.005903 53 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 111/499 4.32G 0.01786 0.01374 0.005903 53 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] 111/499 4.32G 0.01786 0.01374 0.005903 53 640: 100%|##########| 40/40 [00:07<00:00, 5.22it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.90it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.98it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.02it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.58it/s] all 132 263 0.207 0.0178 0.0114 0.00477 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 112/499 4.32G 0.01593 0.01612 0.006037 92 640: 0%| | 0/40 [00:00<?, ?it/s] 112/499 4.32G 0.01593 0.01612 0.006037 92 640: 2%|2 | 1/40 [00:00<00:07, 5.24it/s] 112/499 4.32G 0.01636 0.01471 0.006341 66 640: 2%|2 | 1/40 [00:00<00:07, 5.24it/s] 112/499 4.32G 0.01636 0.01471 0.006341 66 640: 5%|5 | 2/40 [00:00<00:07, 5.39it/s] 112/499 4.32G 0.01653 0.01478 0.005728 81 640: 5%|5 | 2/40 [00:00<00:07, 5.39it/s] 112/499 4.32G 0.01653 0.01478 0.005728 81 640: 8%|7 | 3/40 [00:00<00:07, 5.16it/s] 112/499 4.32G 0.01717 0.01476 0.006061 70 640: 8%|7 | 3/40 [00:00<00:07, 5.16it/s] 112/499 4.32G 0.01717 0.01476 0.006061 70 640: 10%|# | 4/40 [00:00<00:06, 5.29it/s] 112/499 4.32G 0.01733 0.01471 0.005551 82 640: 10%|# | 4/40 [00:00<00:06, 5.29it/s] 112/499 4.32G 0.01733 0.01471 0.005551 82 640: 12%|#2 | 5/40 [00:00<00:06, 5.37it/s] 112/499 4.32G 0.01737 0.01414 0.005462 70 640: 12%|#2 | 5/40 [00:01<00:06, 5.37it/s] 112/499 4.32G 0.01737 0.01414 0.005462 70 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 112/499 4.32G 0.01787 0.01468 0.005333 81 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 112/499 4.32G 0.01787 0.01468 0.005333 81 640: 18%|#7 | 7/40 [00:01<00:06, 5.29it/s] 112/499 4.32G 0.01777 0.01518 0.005097 101 640: 18%|#7 | 7/40 [00:01<00:06, 5.29it/s] 112/499 4.32G 0.01777 0.01518 0.005097 101 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 112/499 4.32G 0.0178 0.01509 0.005209 73 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 112/499 4.32G 0.0178 0.01509 0.005209 73 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 112/499 4.32G 0.01779 0.01511 0.004988 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 112/499 4.32G 0.01779 0.01511 0.004988 80 640: 25%|##5 | 10/40 [00:01<00:05, 5.30it/s] 112/499 4.32G 0.01762 0.01512 0.004723 87 640: 25%|##5 | 10/40 [00:02<00:05, 5.30it/s] 112/499 4.32G 0.01762 0.01512 0.004723 87 640: 28%|##7 | 11/40 [00:02<00:05, 5.37it/s] 112/499 4.32G 0.01764 0.01513 0.004777 86 640: 28%|##7 | 11/40 [00:02<00:05, 5.37it/s] 112/499 4.32G 0.01764 0.01513 0.004777 86 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 112/499 4.32G 0.01763 0.01509 0.004755 80 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 112/499 4.32G 0.01763 0.01509 0.004755 80 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 112/499 4.32G 0.01755 0.01501 0.004739 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 112/499 4.32G 0.01755 0.01501 0.004739 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.38it/s] 112/499 4.32G 0.01747 0.01487 0.004604 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.38it/s] 112/499 4.32G 0.01747 0.01487 0.004604 76 640: 38%|###7 | 15/40 [00:02<00:04, 5.22it/s] 112/499 4.32G 0.01757 0.01473 0.004677 71 640: 38%|###7 | 15/40 [00:03<00:04, 5.22it/s] 112/499 4.32G 0.01757 0.01473 0.004677 71 640: 40%|#### | 16/40 [00:03<00:04, 5.27it/s] 112/499 4.32G 0.01758 0.01447 0.004723 54 640: 40%|#### | 16/40 [00:03<00:04, 5.27it/s] 112/499 4.32G 0.01758 0.01447 0.004723 54 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 112/499 4.32G 0.01766 0.01445 0.004748 69 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 112/499 4.32G 0.01766 0.01445 0.004748 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.14it/s] 112/499 4.32G 0.01762 0.01445 0.004747 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.14it/s] 112/499 4.32G 0.01762 0.01445 0.004747 79 640: 48%|####7 | 19/40 [00:03<00:03, 5.25it/s] 112/499 4.32G 0.01762 0.01436 0.004806 63 640: 48%|####7 | 19/40 [00:03<00:03, 5.25it/s] 112/499 4.32G 0.01762 0.01436 0.004806 63 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 112/499 4.32G 0.01753 0.01421 0.005183 60 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 112/499 4.32G 0.01753 0.01421 0.005183 60 640: 52%|#####2 | 21/40 [00:03<00:03, 5.20it/s] 112/499 4.32G 0.01742 0.01416 0.00513 77 640: 52%|#####2 | 21/40 [00:04<00:03, 5.20it/s] 112/499 4.32G 0.01742 0.01416 0.00513 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 112/499 4.32G 0.01735 0.01401 0.005211 60 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 112/499 4.32G 0.01735 0.01401 0.005211 60 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 112/499 4.32G 0.01736 0.01402 0.005354 80 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 112/499 4.32G 0.01736 0.01402 0.005354 80 640: 60%|###### | 24/40 [00:04<00:03, 5.17it/s] 112/499 4.32G 0.01739 0.01409 0.005328 80 640: 60%|###### | 24/40 [00:04<00:03, 5.17it/s] 112/499 4.32G 0.01739 0.01409 0.005328 80 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 112/499 4.32G 0.01741 0.01405 0.005479 70 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 112/499 4.32G 0.01741 0.01405 0.005479 70 640: 65%|######5 | 26/40 [00:04<00:02, 5.35it/s] 112/499 4.32G 0.01741 0.0141 0.005593 87 640: 65%|######5 | 26/40 [00:05<00:02, 5.35it/s] 112/499 4.32G 0.01741 0.0141 0.005593 87 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 112/499 4.32G 0.01738 0.01397 0.005547 61 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 112/499 4.32G 0.01738 0.01397 0.005547 61 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 112/499 4.32G 0.01746 0.01388 0.00547 69 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 112/499 4.32G 0.01746 0.01388 0.00547 69 640: 72%|#######2 | 29/40 [00:05<00:02, 5.36it/s] 112/499 4.32G 0.01746 0.01395 0.005445 85 640: 72%|#######2 | 29/40 [00:05<00:02, 5.36it/s] 112/499 4.32G 0.01746 0.01395 0.005445 85 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 112/499 4.32G 0.01745 0.01397 0.005497 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 112/499 4.32G 0.01745 0.01397 0.005497 76 640: 78%|#######7 | 31/40 [00:05<00:01, 5.30it/s] 112/499 4.32G 0.01747 0.01402 0.005557 73 640: 78%|#######7 | 31/40 [00:06<00:01, 5.30it/s] 112/499 4.32G 0.01747 0.01402 0.005557 73 640: 80%|######## | 32/40 [00:06<00:01, 5.36it/s] 112/499 4.32G 0.01745 0.01405 0.005493 79 640: 80%|######## | 32/40 [00:06<00:01, 5.36it/s] 112/499 4.32G 0.01745 0.01405 0.005493 79 640: 82%|########2 | 33/40 [00:06<00:01, 5.11it/s] 112/499 4.32G 0.01733 0.01394 0.00549 70 640: 82%|########2 | 33/40 [00:06<00:01, 5.11it/s] 112/499 4.32G 0.01733 0.01394 0.00549 70 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 112/499 4.32G 0.01734 0.01389 0.005511 66 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 112/499 4.32G 0.01734 0.01389 0.005511 66 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 112/499 4.32G 0.01739 0.01393 0.005586 80 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 112/499 4.32G 0.01739 0.01393 0.005586 80 640: 90%|######### | 36/40 [00:06<00:00, 5.08it/s] 112/499 4.32G 0.01739 0.014 0.005642 93 640: 90%|######### | 36/40 [00:07<00:00, 5.08it/s] 112/499 4.32G 0.01739 0.014 0.005642 93 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 112/499 4.32G 0.0174 0.01396 0.005638 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 112/499 4.32G 0.0174 0.01396 0.005638 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 112/499 4.32G 0.01741 0.01403 0.005601 87 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 112/499 4.32G 0.01741 0.01403 0.005601 87 640: 98%|#########7| 39/40 [00:07<00:00, 5.06it/s] 112/499 4.32G 0.01734 0.01405 0.005563 46 640: 98%|#########7| 39/40 [00:07<00:00, 5.06it/s] 112/499 4.32G 0.01734 0.01405 0.005563 46 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] 112/499 4.32G 0.01734 0.01405 0.005563 46 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.80it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.83it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.79it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.87it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.43it/s] all 132 263 0.495 0.0599 0.0791 0.0288 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 113/499 4.32G 0.01726 0.01661 0.006888 97 640: 0%| | 0/40 [00:00<?, ?it/s] 113/499 4.32G 0.01726 0.01661 0.006888 97 640: 2%|2 | 1/40 [00:00<00:07, 5.54it/s] 113/499 4.32G 0.01533 0.01401 0.004866 67 640: 2%|2 | 1/40 [00:00<00:07, 5.54it/s] 113/499 4.32G 0.01533 0.01401 0.004866 67 640: 5%|5 | 2/40 [00:00<00:07, 5.16it/s] 113/499 4.32G 0.0154 0.01295 0.005444 62 640: 5%|5 | 2/40 [00:00<00:07, 5.16it/s] 113/499 4.32G 0.0154 0.01295 0.005444 62 640: 8%|7 | 3/40 [00:00<00:07, 5.28it/s] 113/499 4.32G 0.01586 0.01328 0.005463 81 640: 8%|7 | 3/40 [00:00<00:07, 5.28it/s] 113/499 4.32G 0.01586 0.01328 0.005463 81 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 113/499 4.32G 0.01618 0.01365 0.006122 79 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 113/499 4.32G 0.01618 0.01365 0.006122 79 640: 12%|#2 | 5/40 [00:00<00:06, 5.17it/s] 113/499 4.32G 0.01605 0.01338 0.005765 72 640: 12%|#2 | 5/40 [00:01<00:06, 5.17it/s] 113/499 4.32G 0.01605 0.01338 0.005765 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 113/499 4.32G 0.01605 0.01305 0.005885 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 113/499 4.32G 0.01605 0.01305 0.005885 66 640: 18%|#7 | 7/40 [00:01<00:06, 5.31it/s] 113/499 4.32G 0.0161 0.01318 0.005847 77 640: 18%|#7 | 7/40 [00:01<00:06, 5.31it/s] 113/499 4.32G 0.0161 0.01318 0.005847 77 640: 20%|## | 8/40 [00:01<00:06, 5.18it/s] 113/499 4.32G 0.01631 0.01307 0.005882 77 640: 20%|## | 8/40 [00:01<00:06, 5.18it/s] 113/499 4.32G 0.01631 0.01307 0.005882 77 640: 22%|##2 | 9/40 [00:01<00:05, 5.25it/s] 113/499 4.32G 0.01654 0.01324 0.005758 77 640: 22%|##2 | 9/40 [00:01<00:05, 5.25it/s] 113/499 4.32G 0.01654 0.01324 0.005758 77 640: 25%|##5 | 10/40 [00:01<00:05, 5.34it/s] 113/499 4.32G 0.01663 0.01312 0.005809 68 640: 25%|##5 | 10/40 [00:02<00:05, 5.34it/s] 113/499 4.32G 0.01663 0.01312 0.005809 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.22it/s] 113/499 4.32G 0.01659 0.01313 0.005772 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.22it/s] 113/499 4.32G 0.01659 0.01313 0.005772 74 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 113/499 4.32G 0.0165 0.01329 0.005654 90 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 113/499 4.32G 0.0165 0.01329 0.005654 90 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 113/499 4.32G 0.01645 0.0134 0.005513 86 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 113/499 4.32G 0.01645 0.0134 0.005513 86 640: 35%|###5 | 14/40 [00:02<00:05, 5.19it/s] 113/499 4.32G 0.01648 0.01344 0.005464 67 640: 35%|###5 | 14/40 [00:02<00:05, 5.19it/s] 113/499 4.32G 0.01648 0.01344 0.005464 67 640: 38%|###7 | 15/40 [00:02<00:04, 5.28it/s] 113/499 4.32G 0.01644 0.01357 0.005389 93 640: 38%|###7 | 15/40 [00:03<00:04, 5.28it/s] 113/499 4.32G 0.01644 0.01357 0.005389 93 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 113/499 4.32G 0.01646 0.01365 0.005351 84 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 113/499 4.32G 0.01646 0.01365 0.005351 84 640: 42%|####2 | 17/40 [00:03<00:04, 5.23it/s] 113/499 4.32G 0.01639 0.01357 0.005371 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.23it/s] 113/499 4.32G 0.01639 0.01357 0.005371 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 113/499 4.32G 0.01629 0.01339 0.005192 59 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 113/499 4.32G 0.01629 0.01339 0.005192 59 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 113/499 4.32G 0.01618 0.0133 0.005064 75 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 113/499 4.32G 0.01618 0.0133 0.005064 75 640: 50%|##### | 20/40 [00:03<00:03, 5.20it/s] 113/499 4.32G 0.01622 0.01326 0.005217 64 640: 50%|##### | 20/40 [00:03<00:03, 5.20it/s] 113/499 4.32G 0.01622 0.01326 0.005217 64 640: 52%|#####2 | 21/40 [00:03<00:03, 5.29it/s] 113/499 4.32G 0.01631 0.01346 0.005306 84 640: 52%|#####2 | 21/40 [00:04<00:03, 5.29it/s] 113/499 4.32G 0.01631 0.01346 0.005306 84 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 113/499 4.32G 0.01629 0.01342 0.005282 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 113/499 4.32G 0.01629 0.01342 0.005282 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 113/499 4.32G 0.01631 0.01342 0.0053 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 113/499 4.32G 0.01631 0.01342 0.0053 73 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 113/499 4.32G 0.01628 0.01334 0.005228 69 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 113/499 4.32G 0.01628 0.01334 0.005228 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.30it/s] 113/499 4.32G 0.01634 0.01335 0.005185 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.30it/s] 113/499 4.32G 0.01634 0.01335 0.005185 78 640: 65%|######5 | 26/40 [00:04<00:02, 5.18it/s] 113/499 4.32G 0.01634 0.01338 0.005078 80 640: 65%|######5 | 26/40 [00:05<00:02, 5.18it/s] 113/499 4.32G 0.01634 0.01338 0.005078 80 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 113/499 4.32G 0.01636 0.01338 0.005107 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 113/499 4.32G 0.01636 0.01338 0.005107 73 640: 70%|####### | 28/40 [00:05<00:02, 5.36it/s] 113/499 4.32G 0.01637 0.01333 0.00513 66 640: 70%|####### | 28/40 [00:05<00:02, 5.36it/s] 113/499 4.32G 0.01637 0.01333 0.00513 66 640: 72%|#######2 | 29/40 [00:05<00:02, 5.12it/s] 113/499 4.32G 0.01633 0.01331 0.005147 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.12it/s] 113/499 4.32G 0.01633 0.01331 0.005147 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 113/499 4.32G 0.01643 0.01336 0.005056 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 113/499 4.32G 0.01643 0.01336 0.005056 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.29it/s] 113/499 4.32G 0.01643 0.01341 0.005155 80 640: 78%|#######7 | 31/40 [00:06<00:01, 5.29it/s] 113/499 4.32G 0.01643 0.01341 0.005155 80 640: 80%|######## | 32/40 [00:06<00:01, 5.14it/s] 113/499 4.32G 0.01644 0.01345 0.005116 76 640: 80%|######## | 32/40 [00:06<00:01, 5.14it/s] 113/499 4.32G 0.01644 0.01345 0.005116 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.24it/s] 113/499 4.32G 0.01644 0.01345 0.005116 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.24it/s] 113/499 4.32G 0.01644 0.01345 0.005116 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 113/499 4.32G 0.01644 0.01345 0.00514 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 113/499 4.32G 0.01644 0.01345 0.00514 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.04it/s] 113/499 4.32G 0.01654 0.0135 0.005158 82 640: 88%|########7 | 35/40 [00:06<00:00, 5.04it/s] 113/499 4.32G 0.01654 0.0135 0.005158 82 640: 90%|######### | 36/40 [00:06<00:00, 5.14it/s] 113/499 4.32G 0.01651 0.01352 0.005166 88 640: 90%|######### | 36/40 [00:07<00:00, 5.14it/s] 113/499 4.32G 0.01651 0.01352 0.005166 88 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 113/499 4.32G 0.01658 0.01356 0.005205 78 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 113/499 4.32G 0.01658 0.01356 0.005205 78 640: 95%|#########5| 38/40 [00:07<00:00, 5.14it/s] 113/499 4.32G 0.01659 0.01354 0.005237 78 640: 95%|#########5| 38/40 [00:07<00:00, 5.14it/s] 113/499 4.32G 0.01659 0.01354 0.005237 78 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 113/499 4.32G 0.0166 0.01366 0.005208 50 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 113/499 4.32G 0.0166 0.01366 0.005208 50 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] 113/499 4.32G 0.0166 0.01366 0.005208 50 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.83it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.83it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.86it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.47it/s] all 132 263 0.662 0.0424 0.08 0.0371 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 114/499 4.32G 0.01602 0.01301 0.004413 75 640: 0%| | 0/40 [00:00<?, ?it/s] 114/499 4.32G 0.01602 0.01301 0.004413 75 640: 2%|2 | 1/40 [00:00<00:07, 4.92it/s] 114/499 4.32G 0.01775 0.01298 0.005517 64 640: 2%|2 | 1/40 [00:00<00:07, 4.92it/s] 114/499 4.32G 0.01775 0.01298 0.005517 64 640: 5%|5 | 2/40 [00:00<00:07, 5.21it/s] 114/499 4.32G 0.01804 0.01281 0.005618 70 640: 5%|5 | 2/40 [00:00<00:07, 5.21it/s] 114/499 4.32G 0.01804 0.01281 0.005618 70 640: 8%|7 | 3/40 [00:00<00:06, 5.29it/s] 114/499 4.32G 0.01798 0.01336 0.005204 76 640: 8%|7 | 3/40 [00:00<00:06, 5.29it/s] 114/499 4.32G 0.01798 0.01336 0.005204 76 640: 10%|# | 4/40 [00:00<00:07, 5.10it/s] 114/499 4.32G 0.0177 0.01423 0.004643 91 640: 10%|# | 4/40 [00:00<00:07, 5.10it/s] 114/499 4.32G 0.0177 0.01423 0.004643 91 640: 12%|#2 | 5/40 [00:00<00:06, 5.21it/s] 114/499 4.32G 0.01768 0.01421 0.005195 74 640: 12%|#2 | 5/40 [00:01<00:06, 5.21it/s] 114/499 4.32G 0.01768 0.01421 0.005195 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.29it/s] 114/499 4.32G 0.01777 0.01423 0.005529 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.29it/s] 114/499 4.32G 0.01777 0.01423 0.005529 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.12it/s] 114/499 4.32G 0.01768 0.01387 0.005809 65 640: 18%|#7 | 7/40 [00:01<00:06, 5.12it/s] 114/499 4.32G 0.01768 0.01387 0.005809 65 640: 20%|## | 8/40 [00:01<00:06, 5.21it/s] 114/499 4.32G 0.01741 0.01378 0.005999 80 640: 20%|## | 8/40 [00:01<00:06, 5.21it/s] 114/499 4.32G 0.01741 0.01378 0.005999 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.25it/s] 114/499 4.32G 0.01736 0.01379 0.006138 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.25it/s] 114/499 4.32G 0.01736 0.01379 0.006138 76 640: 25%|##5 | 10/40 [00:01<00:05, 5.14it/s] 114/499 4.32G 0.01718 0.01367 0.005706 78 640: 25%|##5 | 10/40 [00:02<00:05, 5.14it/s] 114/499 4.32G 0.01718 0.01367 0.005706 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 114/499 4.32G 0.01724 0.01372 0.005797 80 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 114/499 4.32G 0.01724 0.01372 0.005797 80 640: 30%|### | 12/40 [00:02<00:05, 5.27it/s] 114/499 4.32G 0.01721 0.01358 0.00607 73 640: 30%|### | 12/40 [00:02<00:05, 5.27it/s] 114/499 4.32G 0.01721 0.01358 0.00607 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.16it/s] 114/499 4.32G 0.01721 0.01368 0.005886 84 640: 32%|###2 | 13/40 [00:02<00:05, 5.16it/s] 114/499 4.32G 0.01721 0.01368 0.005886 84 640: 35%|###5 | 14/40 [00:02<00:04, 5.25it/s] 114/499 4.32G 0.01724 0.01358 0.005704 65 640: 35%|###5 | 14/40 [00:02<00:04, 5.25it/s] 114/499 4.32G 0.01724 0.01358 0.005704 65 640: 38%|###7 | 15/40 [00:02<00:04, 5.31it/s] 114/499 4.32G 0.01729 0.01352 0.005654 63 640: 38%|###7 | 15/40 [00:03<00:04, 5.31it/s] 114/499 4.32G 0.01729 0.01352 0.005654 63 640: 40%|#### | 16/40 [00:03<00:04, 5.15it/s] 114/499 4.32G 0.01733 0.01353 0.005775 74 640: 40%|#### | 16/40 [00:03<00:04, 5.15it/s] 114/499 4.32G 0.01733 0.01353 0.005775 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 114/499 4.32G 0.01743 0.0135 0.005566 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 114/499 4.32G 0.01743 0.0135 0.005566 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 114/499 4.32G 0.01748 0.0134 0.005483 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.29it/s] 114/499 4.32G 0.01748 0.0134 0.005483 65 640: 48%|####7 | 19/40 [00:03<00:04, 5.16it/s] 114/499 4.32G 0.01748 0.01336 0.005478 75 640: 48%|####7 | 19/40 [00:03<00:04, 5.16it/s] 114/499 4.32G 0.01748 0.01336 0.005478 75 640: 50%|##### | 20/40 [00:03<00:03, 5.26it/s] 114/499 4.32G 0.01751 0.01342 0.005564 79 640: 50%|##### | 20/40 [00:04<00:03, 5.26it/s] 114/499 4.32G 0.01751 0.01342 0.005564 79 640: 52%|#####2 | 21/40 [00:04<00:03, 5.32it/s] 114/499 4.32G 0.0175 0.01348 0.00572 80 640: 52%|#####2 | 21/40 [00:04<00:03, 5.32it/s] 114/499 4.32G 0.0175 0.01348 0.00572 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.15it/s] 114/499 4.32G 0.01755 0.01353 0.005663 83 640: 55%|#####5 | 22/40 [00:04<00:03, 5.15it/s] 114/499 4.32G 0.01755 0.01353 0.005663 83 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 114/499 4.32G 0.01757 0.01358 0.005716 81 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 114/499 4.32G 0.01757 0.01358 0.005716 81 640: 60%|###### | 24/40 [00:04<00:03, 5.29it/s] 114/499 4.32G 0.01745 0.01356 0.005628 78 640: 60%|###### | 24/40 [00:04<00:03, 5.29it/s] 114/499 4.32G 0.01745 0.01356 0.005628 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.18it/s] 114/499 4.32G 0.01749 0.01359 0.005593 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.18it/s] 114/499 4.32G 0.01749 0.01359 0.005593 76 640: 65%|######5 | 26/40 [00:04<00:02, 5.26it/s] 114/499 4.32G 0.01752 0.01368 0.005684 87 640: 65%|######5 | 26/40 [00:05<00:02, 5.26it/s] 114/499 4.32G 0.01752 0.01368 0.005684 87 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 114/499 4.32G 0.01748 0.01365 0.005699 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 114/499 4.32G 0.01748 0.01365 0.005699 71 640: 70%|####### | 28/40 [00:05<00:02, 5.18it/s] 114/499 4.32G 0.01748 0.01363 0.0057 66 640: 70%|####### | 28/40 [00:05<00:02, 5.18it/s] 114/499 4.32G 0.01748 0.01363 0.0057 66 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 114/499 4.32G 0.0174 0.01356 0.005598 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 114/499 4.32G 0.0174 0.01356 0.005598 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 114/499 4.32G 0.01745 0.01355 0.005616 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 114/499 4.32G 0.01745 0.01355 0.005616 68 640: 78%|#######7 | 31/40 [00:05<00:01, 5.15it/s] 114/499 4.32G 0.01738 0.01348 0.005595 76 640: 78%|#######7 | 31/40 [00:06<00:01, 5.15it/s] 114/499 4.32G 0.01738 0.01348 0.005595 76 640: 80%|######## | 32/40 [00:06<00:01, 5.21it/s] 114/499 4.32G 0.01741 0.01352 0.005578 78 640: 80%|######## | 32/40 [00:06<00:01, 5.21it/s] 114/499 4.32G 0.01741 0.01352 0.005578 78 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 114/499 4.32G 0.0174 0.01341 0.005632 53 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 114/499 4.32G 0.0174 0.01341 0.005632 53 640: 85%|########5 | 34/40 [00:06<00:01, 5.11it/s] 114/499 4.32G 0.01738 0.01351 0.00572 94 640: 85%|########5 | 34/40 [00:06<00:01, 5.11it/s] 114/499 4.32G 0.01738 0.01351 0.00572 94 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 114/499 4.32G 0.01736 0.01354 0.005639 84 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 114/499 4.32G 0.01736 0.01354 0.005639 84 640: 90%|######### | 36/40 [00:06<00:00, 5.23it/s] 114/499 4.32G 0.0174 0.01358 0.0057 72 640: 90%|######### | 36/40 [00:07<00:00, 5.23it/s] 114/499 4.32G 0.0174 0.01358 0.0057 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.03it/s] 114/499 4.32G 0.01737 0.01357 0.005636 78 640: 92%|#########2| 37/40 [00:07<00:00, 5.03it/s] 114/499 4.32G 0.01737 0.01357 0.005636 78 640: 95%|#########5| 38/40 [00:07<00:00, 5.12it/s] 114/499 4.32G 0.0174 0.01348 0.005754 50 640: 95%|#########5| 38/40 [00:07<00:00, 5.12it/s] 114/499 4.32G 0.0174 0.01348 0.005754 50 640: 98%|#########7| 39/40 [00:07<00:00, 5.17it/s] 114/499 4.32G 0.01736 0.01342 0.005867 36 640: 98%|#########7| 39/40 [00:07<00:00, 5.17it/s] 114/499 4.32G 0.01736 0.01342 0.005867 36 640: 100%|##########| 40/40 [00:07<00:00, 5.13it/s] 114/499 4.32G 0.01736 0.01342 0.005867 36 640: 100%|##########| 40/40 [00:07<00:00, 5.20it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.40it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.69it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.87it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.51it/s] all 132 263 0.0314 0.0462 0.0398 0.018 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 115/499 4.32G 0.01747 0.01281 0.007007 71 640: 0%| | 0/40 [00:00<?, ?it/s] 115/499 4.32G 0.01747 0.01281 0.007007 71 640: 2%|2 | 1/40 [00:00<00:07, 5.49it/s] 115/499 4.32G 0.0179 0.01472 0.00712 93 640: 2%|2 | 1/40 [00:00<00:07, 5.49it/s] 115/499 4.32G 0.0179 0.01472 0.00712 93 640: 5%|5 | 2/40 [00:00<00:06, 5.49it/s] 115/499 4.32G 0.01751 0.01417 0.005665 71 640: 5%|5 | 2/40 [00:00<00:06, 5.49it/s] 115/499 4.32G 0.01751 0.01417 0.005665 71 640: 8%|7 | 3/40 [00:00<00:07, 5.20it/s] 115/499 4.32G 0.01756 0.01417 0.005807 82 640: 8%|7 | 3/40 [00:00<00:07, 5.20it/s] 115/499 4.32G 0.01756 0.01417 0.005807 82 640: 10%|# | 4/40 [00:00<00:06, 5.30it/s] 115/499 4.32G 0.01774 0.01418 0.005606 76 640: 10%|# | 4/40 [00:00<00:06, 5.30it/s] 115/499 4.32G 0.01774 0.01418 0.005606 76 640: 12%|#2 | 5/40 [00:00<00:06, 5.30it/s] 115/499 4.32G 0.01776 0.01391 0.005284 69 640: 12%|#2 | 5/40 [00:01<00:06, 5.30it/s] 115/499 4.32G 0.01776 0.01391 0.005284 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.13it/s] 115/499 4.32G 0.01788 0.01418 0.00559 86 640: 15%|#5 | 6/40 [00:01<00:06, 5.13it/s] 115/499 4.32G 0.01788 0.01418 0.00559 86 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 115/499 4.32G 0.01777 0.014 0.005505 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 115/499 4.32G 0.01777 0.014 0.005505 73 640: 20%|## | 8/40 [00:01<00:06, 5.28it/s] 115/499 4.32G 0.01777 0.01431 0.005279 98 640: 20%|## | 8/40 [00:01<00:06, 5.28it/s] 115/499 4.32G 0.01777 0.01431 0.005279 98 640: 22%|##2 | 9/40 [00:01<00:06, 5.13it/s] 115/499 4.32G 0.01775 0.01444 0.005025 85 640: 22%|##2 | 9/40 [00:01<00:06, 5.13it/s] 115/499 4.32G 0.01775 0.01444 0.005025 85 640: 25%|##5 | 10/40 [00:01<00:05, 5.21it/s] 115/499 4.32G 0.01791 0.01454 0.005261 78 640: 25%|##5 | 10/40 [00:02<00:05, 5.21it/s] 115/499 4.32G 0.01791 0.01454 0.005261 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 115/499 4.32G 0.01763 0.01443 0.005436 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 115/499 4.32G 0.01763 0.01443 0.005436 77 640: 30%|### | 12/40 [00:02<00:05, 5.20it/s] 115/499 4.32G 0.01754 0.01445 0.005205 84 640: 30%|### | 12/40 [00:02<00:05, 5.20it/s] 115/499 4.32G 0.01754 0.01445 0.005205 84 640: 32%|###2 | 13/40 [00:02<00:05, 5.19it/s] 115/499 4.32G 0.01749 0.0146 0.005243 91 640: 32%|###2 | 13/40 [00:02<00:05, 5.19it/s] 115/499 4.32G 0.01749 0.0146 0.005243 91 640: 35%|###5 | 14/40 [00:02<00:05, 5.18it/s] 115/499 4.32G 0.01743 0.01448 0.005237 71 640: 35%|###5 | 14/40 [00:02<00:05, 5.18it/s] 115/499 4.32G 0.01743 0.01448 0.005237 71 640: 38%|###7 | 15/40 [00:02<00:04, 5.09it/s] 115/499 4.32G 0.01738 0.0144 0.005444 67 640: 38%|###7 | 15/40 [00:03<00:04, 5.09it/s] 115/499 4.32G 0.01738 0.0144 0.005444 67 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 115/499 4.32G 0.01729 0.01442 0.005525 84 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 115/499 4.32G 0.01729 0.01442 0.005525 84 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 115/499 4.32G 0.01724 0.0144 0.005408 82 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 115/499 4.32G 0.01724 0.0144 0.005408 82 640: 45%|####5 | 18/40 [00:03<00:04, 5.13it/s] 115/499 4.32G 0.01706 0.01426 0.005346 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.13it/s] 115/499 4.32G 0.01706 0.01426 0.005346 73 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 115/499 4.32G 0.01701 0.01422 0.005214 85 640: 48%|####7 | 19/40 [00:03<00:04, 5.23it/s] 115/499 4.32G 0.01701 0.01422 0.005214 85 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 115/499 4.32G 0.01704 0.01416 0.005222 72 640: 50%|##### | 20/40 [00:04<00:03, 5.32it/s] 115/499 4.32G 0.01704 0.01416 0.005222 72 640: 52%|#####2 | 21/40 [00:04<00:03, 5.21it/s] 115/499 4.32G 0.01718 0.01429 0.005375 83 640: 52%|#####2 | 21/40 [00:04<00:03, 5.21it/s] 115/499 4.32G 0.01718 0.01429 0.005375 83 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 115/499 4.32G 0.0172 0.01432 0.005279 82 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 115/499 4.32G 0.0172 0.01432 0.005279 82 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 115/499 4.32G 0.01722 0.01426 0.005293 83 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 115/499 4.32G 0.01722 0.01426 0.005293 83 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 115/499 4.32G 0.01722 0.01412 0.005186 62 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 115/499 4.32G 0.01722 0.01412 0.005186 62 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 115/499 4.32G 0.01722 0.01408 0.005232 81 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 115/499 4.32G 0.01722 0.01408 0.005232 81 640: 65%|######5 | 26/40 [00:04<00:02, 5.37it/s] 115/499 4.32G 0.01717 0.01414 0.00542 91 640: 65%|######5 | 26/40 [00:05<00:02, 5.37it/s] 115/499 4.32G 0.01717 0.01414 0.00542 91 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 115/499 4.32G 0.01716 0.01422 0.005377 83 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 115/499 4.32G 0.01716 0.01422 0.005377 83 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 115/499 4.32G 0.01712 0.01416 0.005399 73 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 115/499 4.32G 0.01712 0.01416 0.005399 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 115/499 4.32G 0.0171 0.01407 0.005375 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 115/499 4.32G 0.0171 0.01407 0.005375 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 115/499 4.32G 0.01708 0.01401 0.005478 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 115/499 4.32G 0.01708 0.01401 0.005478 66 640: 78%|#######7 | 31/40 [00:05<00:01, 5.30it/s] 115/499 4.32G 0.01711 0.01402 0.0055 77 640: 78%|#######7 | 31/40 [00:06<00:01, 5.30it/s] 115/499 4.32G 0.01711 0.01402 0.0055 77 640: 80%|######## | 32/40 [00:06<00:01, 5.36it/s] 115/499 4.32G 0.01714 0.01409 0.005537 82 640: 80%|######## | 32/40 [00:06<00:01, 5.36it/s] 115/499 4.32G 0.01714 0.01409 0.005537 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 115/499 4.32G 0.01714 0.01413 0.005627 88 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 115/499 4.32G 0.01714 0.01413 0.005627 88 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 115/499 4.32G 0.01709 0.01409 0.005616 82 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 115/499 4.32G 0.01709 0.01409 0.005616 82 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 115/499 4.32G 0.01704 0.01415 0.005511 95 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 115/499 4.32G 0.01704 0.01415 0.005511 95 640: 90%|######### | 36/40 [00:06<00:00, 5.19it/s] 115/499 4.32G 0.01705 0.01419 0.005537 82 640: 90%|######### | 36/40 [00:07<00:00, 5.19it/s] 115/499 4.32G 0.01705 0.01419 0.005537 82 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 115/499 4.32G 0.01704 0.01415 0.005467 74 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 115/499 4.32G 0.01704 0.01415 0.005467 74 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 115/499 4.32G 0.01706 0.01415 0.005439 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 115/499 4.32G 0.01706 0.01415 0.005439 80 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 115/499 4.32G 0.01708 0.01407 0.005536 26 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 115/499 4.32G 0.01708 0.01407 0.005536 26 640: 100%|##########| 40/40 [00:07<00:00, 5.36it/s] 115/499 4.32G 0.01708 0.01407 0.005536 26 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.11it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.38it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.42it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.95it/s] all 132 263 0.436 0.0231 0.0343 0.0113 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 116/499 4.32G 0.01635 0.01438 0.009109 87 640: 0%| | 0/40 [00:00<?, ?it/s] 116/499 4.32G 0.01635 0.01438 0.009109 87 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 116/499 4.32G 0.01653 0.01401 0.007267 82 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 116/499 4.32G 0.01653 0.01401 0.007267 82 640: 5%|5 | 2/40 [00:00<00:07, 5.14it/s] 116/499 4.32G 0.01646 0.01426 0.006955 81 640: 5%|5 | 2/40 [00:00<00:07, 5.14it/s] 116/499 4.32G 0.01646 0.01426 0.006955 81 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 116/499 4.32G 0.01689 0.01422 0.006018 76 640: 8%|7 | 3/40 [00:00<00:07, 5.23it/s] 116/499 4.32G 0.01689 0.01422 0.006018 76 640: 10%|# | 4/40 [00:00<00:06, 5.31it/s] 116/499 4.32G 0.01671 0.01387 0.005463 67 640: 10%|# | 4/40 [00:00<00:06, 5.31it/s] 116/499 4.32G 0.01671 0.01387 0.005463 67 640: 12%|#2 | 5/40 [00:00<00:06, 5.13it/s] 116/499 4.32G 0.01635 0.01362 0.005122 77 640: 12%|#2 | 5/40 [00:01<00:06, 5.13it/s] 116/499 4.32G 0.01635 0.01362 0.005122 77 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 116/499 4.32G 0.01638 0.01409 0.004667 88 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 116/499 4.32G 0.01638 0.01409 0.004667 88 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 116/499 4.32G 0.01663 0.01374 0.005117 65 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 116/499 4.32G 0.01663 0.01374 0.005117 65 640: 20%|## | 8/40 [00:01<00:06, 5.17it/s] 116/499 4.32G 0.01649 0.01367 0.005437 82 640: 20%|## | 8/40 [00:01<00:06, 5.17it/s] 116/499 4.32G 0.01649 0.01367 0.005437 82 640: 22%|##2 | 9/40 [00:01<00:05, 5.27it/s] 116/499 4.32G 0.01661 0.0133 0.005579 59 640: 22%|##2 | 9/40 [00:01<00:05, 5.27it/s] 116/499 4.32G 0.01661 0.0133 0.005579 59 640: 25%|##5 | 10/40 [00:01<00:05, 5.34it/s] 116/499 4.32G 0.01653 0.01354 0.00527 91 640: 25%|##5 | 10/40 [00:02<00:05, 5.34it/s] 116/499 4.32G 0.01653 0.01354 0.00527 91 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 116/499 4.32G 0.01659 0.0137 0.005449 85 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 116/499 4.32G 0.01659 0.0137 0.005449 85 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 116/499 4.32G 0.01685 0.01383 0.005522 76 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 116/499 4.32G 0.01685 0.01383 0.005522 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 116/499 4.32G 0.01683 0.01373 0.00569 78 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 116/499 4.32G 0.01683 0.01373 0.00569 78 640: 35%|###5 | 14/40 [00:02<00:05, 5.14it/s] 116/499 4.32G 0.01676 0.01354 0.005605 67 640: 35%|###5 | 14/40 [00:02<00:05, 5.14it/s] 116/499 4.32G 0.01676 0.01354 0.005605 67 640: 38%|###7 | 15/40 [00:02<00:04, 5.23it/s] 116/499 4.32G 0.01687 0.01364 0.005604 91 640: 38%|###7 | 15/40 [00:03<00:04, 5.23it/s] 116/499 4.32G 0.01687 0.01364 0.005604 91 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 116/499 4.32G 0.017 0.01344 0.005589 57 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 116/499 4.32G 0.017 0.01344 0.005589 57 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 116/499 4.32G 0.01695 0.01336 0.005458 66 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 116/499 4.32G 0.01695 0.01336 0.005458 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 116/499 4.32G 0.01694 0.01332 0.005351 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 116/499 4.32G 0.01694 0.01332 0.005351 76 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 116/499 4.32G 0.01702 0.01335 0.005169 74 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 116/499 4.32G 0.01702 0.01335 0.005169 74 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 116/499 4.32G 0.01703 0.01337 0.005103 81 640: 50%|##### | 20/40 [00:04<00:03, 5.21it/s] 116/499 4.32G 0.01703 0.01337 0.005103 81 640: 52%|#####2 | 21/40 [00:04<00:03, 5.24it/s] 116/499 4.32G 0.0172 0.01337 0.005148 65 640: 52%|#####2 | 21/40 [00:04<00:03, 5.24it/s] 116/499 4.32G 0.0172 0.01337 0.005148 65 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 116/499 4.32G 0.01708 0.01325 0.005361 63 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 116/499 4.32G 0.01708 0.01325 0.005361 63 640: 57%|#####7 | 23/40 [00:04<00:03, 5.16it/s] 116/499 4.32G 0.01713 0.01343 0.00533 98 640: 57%|#####7 | 23/40 [00:04<00:03, 5.16it/s] 116/499 4.32G 0.01713 0.01343 0.00533 98 640: 60%|###### | 24/40 [00:04<00:03, 5.25it/s] 116/499 4.32G 0.01722 0.01345 0.005413 73 640: 60%|###### | 24/40 [00:04<00:03, 5.25it/s] 116/499 4.32G 0.01722 0.01345 0.005413 73 640: 62%|######2 | 25/40 [00:04<00:02, 5.34it/s] 116/499 4.32G 0.01728 0.01339 0.005442 65 640: 62%|######2 | 25/40 [00:04<00:02, 5.34it/s] 116/499 4.32G 0.01728 0.01339 0.005442 65 640: 65%|######5 | 26/40 [00:04<00:02, 5.15it/s] 116/499 4.32G 0.01719 0.01326 0.005399 59 640: 65%|######5 | 26/40 [00:05<00:02, 5.15it/s] 116/499 4.32G 0.01719 0.01326 0.005399 59 640: 68%|######7 | 27/40 [00:05<00:02, 5.24it/s] 116/499 4.32G 0.01707 0.01316 0.005364 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.24it/s] 116/499 4.32G 0.01707 0.01316 0.005364 68 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 116/499 4.32G 0.01697 0.01316 0.005313 84 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 116/499 4.32G 0.01697 0.01316 0.005313 84 640: 72%|#######2 | 29/40 [00:05<00:02, 5.15it/s] 116/499 4.32G 0.01694 0.01306 0.005216 56 640: 72%|#######2 | 29/40 [00:05<00:02, 5.15it/s] 116/499 4.32G 0.01694 0.01306 0.005216 56 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 116/499 4.32G 0.01688 0.01302 0.005203 72 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 116/499 4.32G 0.01688 0.01302 0.005203 72 640: 78%|#######7 | 31/40 [00:05<00:01, 5.31it/s] 116/499 4.32G 0.01687 0.01306 0.00526 80 640: 78%|#######7 | 31/40 [00:06<00:01, 5.31it/s] 116/499 4.32G 0.01687 0.01306 0.00526 80 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 116/499 4.32G 0.01686 0.01312 0.005256 93 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 116/499 4.32G 0.01686 0.01312 0.005256 93 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 116/499 4.32G 0.01689 0.01308 0.005338 69 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 116/499 4.32G 0.01689 0.01308 0.005338 69 640: 85%|########5 | 34/40 [00:06<00:01, 5.35it/s] 116/499 4.32G 0.01688 0.013 0.005337 63 640: 85%|########5 | 34/40 [00:06<00:01, 5.35it/s] 116/499 4.32G 0.01688 0.013 0.005337 63 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 116/499 4.32G 0.01692 0.01311 0.00529 83 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 116/499 4.32G 0.01692 0.01311 0.00529 83 640: 90%|######### | 36/40 [00:06<00:00, 5.28it/s] 116/499 4.32G 0.01692 0.01319 0.005243 81 640: 90%|######### | 36/40 [00:07<00:00, 5.28it/s] 116/499 4.32G 0.01692 0.01319 0.005243 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 116/499 4.32G 0.01694 0.01318 0.005288 73 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 116/499 4.32G 0.01694 0.01318 0.005288 73 640: 95%|#########5| 38/40 [00:07<00:00, 5.16it/s] 116/499 4.32G 0.01687 0.01316 0.005267 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.16it/s] 116/499 4.32G 0.01687 0.01316 0.005267 70 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 116/499 4.32G 0.01687 0.01318 0.005234 39 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 116/499 4.32G 0.01687 0.01318 0.005234 39 640: 100%|##########| 40/40 [00:07<00:00, 5.35it/s] 116/499 4.32G 0.01687 0.01318 0.005234 39 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.66it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.68it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.78it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.86it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.38it/s] all 132 263 0.449 0.0522 0.0631 0.031 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 117/499 4.32G 0.01986 0.01537 0.005367 80 640: 0%| | 0/40 [00:00<?, ?it/s] 117/499 4.32G 0.01986 0.01537 0.005367 80 640: 2%|2 | 1/40 [00:00<00:08, 4.77it/s] 117/499 4.32G 0.01879 0.01538 0.007081 87 640: 2%|2 | 1/40 [00:00<00:08, 4.77it/s] 117/499 4.32G 0.01879 0.01538 0.007081 87 640: 5%|5 | 2/40 [00:00<00:07, 5.11it/s] 117/499 4.32G 0.01865 0.01471 0.006213 74 640: 5%|5 | 2/40 [00:00<00:07, 5.11it/s] 117/499 4.32G 0.01865 0.01471 0.006213 74 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 117/499 4.32G 0.01867 0.01485 0.006888 79 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 117/499 4.32G 0.01867 0.01485 0.006888 79 640: 10%|# | 4/40 [00:00<00:07, 5.07it/s] 117/499 4.32G 0.01828 0.01456 0.006189 77 640: 10%|# | 4/40 [00:00<00:07, 5.07it/s] 117/499 4.32G 0.01828 0.01456 0.006189 77 640: 12%|#2 | 5/40 [00:00<00:06, 5.19it/s] 117/499 4.32G 0.01787 0.01429 0.006146 80 640: 12%|#2 | 5/40 [00:01<00:06, 5.19it/s] 117/499 4.32G 0.01787 0.01429 0.006146 80 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 117/499 4.32G 0.01781 0.01398 0.006847 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 117/499 4.32G 0.01781 0.01398 0.006847 71 640: 18%|#7 | 7/40 [00:01<00:06, 5.13it/s] 117/499 4.32G 0.01745 0.01402 0.006346 87 640: 18%|#7 | 7/40 [00:01<00:06, 5.13it/s] 117/499 4.32G 0.01745 0.01402 0.006346 87 640: 20%|## | 8/40 [00:01<00:06, 5.21it/s] 117/499 4.32G 0.0174 0.01392 0.006064 72 640: 20%|## | 8/40 [00:01<00:06, 5.21it/s] 117/499 4.32G 0.0174 0.01392 0.006064 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 117/499 4.32G 0.01744 0.01391 0.005959 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 117/499 4.32G 0.01744 0.01391 0.005959 75 640: 25%|##5 | 10/40 [00:01<00:05, 5.06it/s] 117/499 4.32G 0.01739 0.01373 0.00573 66 640: 25%|##5 | 10/40 [00:02<00:05, 5.06it/s] 117/499 4.32G 0.01739 0.01373 0.00573 66 640: 28%|##7 | 11/40 [00:02<00:05, 5.12it/s] 117/499 4.32G 0.01723 0.01356 0.005522 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.12it/s] 117/499 4.32G 0.01723 0.01356 0.005522 75 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 117/499 4.32G 0.01721 0.01332 0.005751 63 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 117/499 4.32G 0.01721 0.01332 0.005751 63 640: 32%|###2 | 13/40 [00:02<00:05, 5.12it/s] 117/499 4.32G 0.0173 0.01327 0.005888 69 640: 32%|###2 | 13/40 [00:02<00:05, 5.12it/s] 117/499 4.32G 0.0173 0.01327 0.005888 69 640: 35%|###5 | 14/40 [00:02<00:04, 5.20it/s] 117/499 4.32G 0.01743 0.01334 0.006107 64 640: 35%|###5 | 14/40 [00:02<00:04, 5.20it/s] 117/499 4.32G 0.01743 0.01334 0.006107 64 640: 38%|###7 | 15/40 [00:02<00:04, 5.29it/s] 117/499 4.32G 0.01741 0.01348 0.006176 79 640: 38%|###7 | 15/40 [00:03<00:04, 5.29it/s] 117/499 4.32G 0.01741 0.01348 0.006176 79 640: 40%|#### | 16/40 [00:03<00:04, 5.16it/s] 117/499 4.32G 0.01746 0.0134 0.006182 66 640: 40%|#### | 16/40 [00:03<00:04, 5.16it/s] 117/499 4.32G 0.01746 0.0134 0.006182 66 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 117/499 4.32G 0.01741 0.0134 0.006115 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 117/499 4.32G 0.01741 0.0134 0.006115 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 117/499 4.32G 0.01736 0.01346 0.006104 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 117/499 4.32G 0.01736 0.01346 0.006104 79 640: 48%|####7 | 19/40 [00:03<00:04, 5.18it/s] 117/499 4.32G 0.01733 0.01348 0.005893 76 640: 48%|####7 | 19/40 [00:03<00:04, 5.18it/s] 117/499 4.32G 0.01733 0.01348 0.005893 76 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 117/499 4.32G 0.01725 0.01356 0.005858 79 640: 50%|##### | 20/40 [00:04<00:03, 5.25it/s] 117/499 4.32G 0.01725 0.01356 0.005858 79 640: 52%|#####2 | 21/40 [00:04<00:03, 5.32it/s] 117/499 4.32G 0.01728 0.01358 0.005803 87 640: 52%|#####2 | 21/40 [00:04<00:03, 5.32it/s] 117/499 4.32G 0.01728 0.01358 0.005803 87 640: 55%|#####5 | 22/40 [00:04<00:03, 5.15it/s] 117/499 4.32G 0.01731 0.01351 0.005701 64 640: 55%|#####5 | 22/40 [00:04<00:03, 5.15it/s] 117/499 4.32G 0.01731 0.01351 0.005701 64 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 117/499 4.32G 0.01725 0.01347 0.005724 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 117/499 4.32G 0.01725 0.01347 0.005724 69 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 117/499 4.32G 0.01726 0.01351 0.005913 75 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 117/499 4.32G 0.01726 0.01351 0.005913 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.09it/s] 117/499 4.32G 0.0173 0.01354 0.005958 78 640: 62%|######2 | 25/40 [00:05<00:02, 5.09it/s] 117/499 4.32G 0.0173 0.01354 0.005958 78 640: 65%|######5 | 26/40 [00:05<00:02, 5.20it/s] 117/499 4.32G 0.01733 0.01361 0.006019 84 640: 65%|######5 | 26/40 [00:05<00:02, 5.20it/s] 117/499 4.32G 0.01733 0.01361 0.006019 84 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 117/499 4.32G 0.01735 0.01364 0.006032 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.28it/s] 117/499 4.32G 0.01735 0.01364 0.006032 76 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 117/499 4.32G 0.01724 0.01358 0.00598 70 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 117/499 4.32G 0.01724 0.01358 0.00598 70 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 117/499 4.32G 0.01727 0.01358 0.006075 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 117/499 4.32G 0.01727 0.01358 0.006075 72 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 117/499 4.32G 0.0172 0.01354 0.006067 72 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 117/499 4.32G 0.0172 0.01354 0.006067 72 640: 78%|#######7 | 31/40 [00:05<00:01, 5.18it/s] 117/499 4.32G 0.01725 0.01357 0.006169 77 640: 78%|#######7 | 31/40 [00:06<00:01, 5.18it/s] 117/499 4.32G 0.01725 0.01357 0.006169 77 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 117/499 4.32G 0.01721 0.01362 0.00617 86 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 117/499 4.32G 0.01721 0.01362 0.00617 86 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 117/499 4.32G 0.01721 0.01371 0.006227 85 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 117/499 4.32G 0.01721 0.01371 0.006227 85 640: 85%|########5 | 34/40 [00:06<00:01, 5.14it/s] 117/499 4.32G 0.01722 0.01373 0.006276 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.14it/s] 117/499 4.32G 0.01722 0.01373 0.006276 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 117/499 4.32G 0.01725 0.01375 0.006367 83 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 117/499 4.32G 0.01725 0.01375 0.006367 83 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 117/499 4.32G 0.01726 0.01372 0.006315 76 640: 90%|######### | 36/40 [00:07<00:00, 5.25it/s] 117/499 4.32G 0.01726 0.01372 0.006315 76 640: 92%|#########2| 37/40 [00:07<00:00, 5.11it/s] 117/499 4.32G 0.01726 0.01377 0.006247 90 640: 92%|#########2| 37/40 [00:07<00:00, 5.11it/s] 117/499 4.32G 0.01726 0.01377 0.006247 90 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 117/499 4.32G 0.01724 0.01374 0.006212 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 117/499 4.32G 0.01724 0.01374 0.006212 72 640: 98%|#########7| 39/40 [00:07<00:00, 5.27it/s] 117/499 4.32G 0.01716 0.01372 0.006183 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.27it/s] 117/499 4.32G 0.01716 0.01372 0.006183 38 640: 100%|##########| 40/40 [00:07<00:00, 5.20it/s] 117/499 4.32G 0.01716 0.01372 0.006183 38 640: 100%|##########| 40/40 [00:07<00:00, 5.20it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.46it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.97it/s] all 132 263 0.404 0.0626 0.0786 0.0317 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 118/499 4.32G 0.01727 0.01439 0.002579 78 640: 0%| | 0/40 [00:00<?, ?it/s] 118/499 4.32G 0.01727 0.01439 0.002579 78 640: 2%|2 | 1/40 [00:00<00:07, 5.46it/s] 118/499 4.32G 0.01678 0.01405 0.005676 81 640: 2%|2 | 1/40 [00:00<00:07, 5.46it/s] 118/499 4.32G 0.01678 0.01405 0.005676 81 640: 5%|5 | 2/40 [00:00<00:06, 5.46it/s] 118/499 4.32G 0.01626 0.0137 0.004903 84 640: 5%|5 | 2/40 [00:00<00:06, 5.46it/s] 118/499 4.32G 0.01626 0.0137 0.004903 84 640: 8%|7 | 3/40 [00:00<00:07, 5.18it/s] 118/499 4.32G 0.01684 0.01301 0.00579 64 640: 8%|7 | 3/40 [00:00<00:07, 5.18it/s] 118/499 4.32G 0.01684 0.01301 0.00579 64 640: 10%|# | 4/40 [00:00<00:06, 5.24it/s] 118/499 4.32G 0.01674 0.01303 0.005233 73 640: 10%|# | 4/40 [00:00<00:06, 5.24it/s] 118/499 4.32G 0.01674 0.01303 0.005233 73 640: 12%|#2 | 5/40 [00:00<00:06, 5.32it/s] 118/499 4.32G 0.01717 0.01333 0.005241 78 640: 12%|#2 | 5/40 [00:01<00:06, 5.32it/s] 118/499 4.32G 0.01717 0.01333 0.005241 78 640: 15%|#5 | 6/40 [00:01<00:06, 5.17it/s] 118/499 4.32G 0.01707 0.01325 0.005614 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.17it/s] 118/499 4.32G 0.01707 0.01325 0.005614 72 640: 18%|#7 | 7/40 [00:01<00:06, 5.22it/s] 118/499 4.32G 0.01733 0.01306 0.005708 62 640: 18%|#7 | 7/40 [00:01<00:06, 5.22it/s] 118/499 4.32G 0.01733 0.01306 0.005708 62 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 118/499 4.32G 0.01728 0.01345 0.006042 92 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 118/499 4.32G 0.01728 0.01345 0.006042 92 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 118/499 4.32G 0.01715 0.01338 0.005978 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 118/499 4.32G 0.01715 0.01338 0.005978 75 640: 25%|##5 | 10/40 [00:01<00:05, 5.27it/s] 118/499 4.32G 0.0172 0.01368 0.005918 91 640: 25%|##5 | 10/40 [00:02<00:05, 5.27it/s] 118/499 4.32G 0.0172 0.01368 0.005918 91 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 118/499 4.32G 0.01721 0.01348 0.006151 60 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 118/499 4.32G 0.01721 0.01348 0.006151 60 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 118/499 4.32G 0.01727 0.01369 0.0063 96 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 118/499 4.32G 0.01727 0.01369 0.0063 96 640: 32%|###2 | 13/40 [00:02<00:05, 5.29it/s] 118/499 4.32G 0.01733 0.01369 0.006269 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.29it/s] 118/499 4.32G 0.01733 0.01369 0.006269 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 118/499 4.32G 0.01742 0.01372 0.006342 69 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 118/499 4.32G 0.01742 0.01372 0.006342 69 640: 38%|###7 | 15/40 [00:02<00:04, 5.13it/s] 118/499 4.32G 0.01733 0.01372 0.006112 82 640: 38%|###7 | 15/40 [00:03<00:04, 5.13it/s] 118/499 4.32G 0.01733 0.01372 0.006112 82 640: 40%|#### | 16/40 [00:03<00:04, 5.23it/s] 118/499 4.32G 0.01736 0.01378 0.006033 76 640: 40%|#### | 16/40 [00:03<00:04, 5.23it/s] 118/499 4.32G 0.01736 0.01378 0.006033 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 118/499 4.32G 0.0173 0.01377 0.005871 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 118/499 4.32G 0.0173 0.01377 0.005871 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.15it/s] 118/499 4.32G 0.01726 0.01369 0.005811 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.15it/s] 118/499 4.32G 0.01726 0.01369 0.005811 67 640: 48%|####7 | 19/40 [00:03<00:04, 5.25it/s] 118/499 4.32G 0.0172 0.01357 0.005632 66 640: 48%|####7 | 19/40 [00:03<00:04, 5.25it/s] 118/499 4.32G 0.0172 0.01357 0.005632 66 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 118/499 4.32G 0.01724 0.01346 0.00559 55 640: 50%|##### | 20/40 [00:04<00:03, 5.34it/s] 118/499 4.32G 0.01724 0.01346 0.00559 55 640: 52%|#####2 | 21/40 [00:04<00:03, 5.10it/s] 118/499 4.32G 0.01724 0.01351 0.005519 71 640: 52%|#####2 | 21/40 [00:04<00:03, 5.10it/s] 118/499 4.32G 0.01724 0.01351 0.005519 71 640: 55%|#####5 | 22/40 [00:04<00:03, 5.18it/s] 118/499 4.32G 0.0173 0.01355 0.005577 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.18it/s] 118/499 4.32G 0.0173 0.01355 0.005577 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.26it/s] 118/499 4.32G 0.01735 0.01347 0.005471 65 640: 57%|#####7 | 23/40 [00:04<00:03, 5.26it/s] 118/499 4.32G 0.01735 0.01347 0.005471 65 640: 60%|###### | 24/40 [00:04<00:03, 5.15it/s] 118/499 4.32G 0.01728 0.01353 0.005423 81 640: 60%|###### | 24/40 [00:04<00:03, 5.15it/s] 118/499 4.32G 0.01728 0.01353 0.005423 81 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 118/499 4.32G 0.01729 0.01353 0.005381 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 118/499 4.32G 0.01729 0.01353 0.005381 76 640: 65%|######5 | 26/40 [00:04<00:02, 5.34it/s] 118/499 4.32G 0.01728 0.01344 0.005294 67 640: 65%|######5 | 26/40 [00:05<00:02, 5.34it/s] 118/499 4.32G 0.01728 0.01344 0.005294 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 118/499 4.32G 0.01726 0.01351 0.005366 87 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 118/499 4.32G 0.01726 0.01351 0.005366 87 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 118/499 4.32G 0.01728 0.01347 0.005389 70 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 118/499 4.32G 0.01728 0.01347 0.005389 70 640: 72%|#######2 | 29/40 [00:05<00:02, 5.37it/s] 118/499 4.32G 0.01735 0.01348 0.00548 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.37it/s] 118/499 4.32G 0.01735 0.01348 0.00548 72 640: 75%|#######5 | 30/40 [00:05<00:01, 5.14it/s] 118/499 4.32G 0.01731 0.01352 0.005377 80 640: 75%|#######5 | 30/40 [00:05<00:01, 5.14it/s] 118/499 4.32G 0.01731 0.01352 0.005377 80 640: 78%|#######7 | 31/40 [00:05<00:01, 5.20it/s] 118/499 4.32G 0.01734 0.01346 0.005363 66 640: 78%|#######7 | 31/40 [00:06<00:01, 5.20it/s] 118/499 4.32G 0.01734 0.01346 0.005363 66 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 118/499 4.32G 0.01733 0.01347 0.005418 74 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 118/499 4.32G 0.01733 0.01347 0.005418 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 118/499 4.32G 0.0173 0.01341 0.005354 66 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 118/499 4.32G 0.0173 0.01341 0.005354 66 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 118/499 4.32G 0.0173 0.0134 0.005391 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 118/499 4.32G 0.0173 0.0134 0.005391 76 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 118/499 4.32G 0.01728 0.01358 0.005317 107 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 118/499 4.32G 0.01728 0.01358 0.005317 107 640: 90%|######### | 36/40 [00:06<00:00, 5.12it/s] 118/499 4.32G 0.01726 0.01366 0.005361 94 640: 90%|######### | 36/40 [00:07<00:00, 5.12it/s] 118/499 4.32G 0.01726 0.01366 0.005361 94 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 118/499 4.32G 0.01731 0.01366 0.005358 74 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 118/499 4.32G 0.01731 0.01366 0.005358 74 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 118/499 4.32G 0.01732 0.01366 0.00541 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 118/499 4.32G 0.01732 0.01366 0.00541 75 640: 98%|#########7| 39/40 [00:07<00:00, 5.15it/s] 118/499 4.32G 0.01727 0.01359 0.005317 35 640: 98%|#########7| 39/40 [00:07<00:00, 5.15it/s] 118/499 4.32G 0.01727 0.01359 0.005317 35 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] 118/499 4.32G 0.01727 0.01359 0.005317 35 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.85it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.01it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.13it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.64it/s] all 132 263 0.223 0.0263 0.0213 0.00695 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 119/499 4.32G 0.01664 0.01058 0.006144 64 640: 0%| | 0/40 [00:00<?, ?it/s] 119/499 4.32G 0.01664 0.01058 0.006144 64 640: 2%|2 | 1/40 [00:00<00:07, 5.36it/s] 119/499 4.32G 0.01689 0.01217 0.004705 75 640: 2%|2 | 1/40 [00:00<00:07, 5.36it/s] 119/499 4.32G 0.01689 0.01217 0.004705 75 640: 5%|5 | 2/40 [00:00<00:07, 5.07it/s] 119/499 4.32G 0.01647 0.01249 0.004539 72 640: 5%|5 | 2/40 [00:00<00:07, 5.07it/s] 119/499 4.32G 0.01647 0.01249 0.004539 72 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 119/499 4.32G 0.01647 0.01319 0.004147 82 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 119/499 4.32G 0.01647 0.01319 0.004147 82 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 119/499 4.32G 0.01704 0.01347 0.004823 80 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 119/499 4.32G 0.01704 0.01347 0.004823 80 640: 12%|#2 | 5/40 [00:00<00:06, 5.15it/s] 119/499 4.32G 0.01719 0.01369 0.005628 77 640: 12%|#2 | 5/40 [00:01<00:06, 5.15it/s] 119/499 4.32G 0.01719 0.01369 0.005628 77 640: 15%|#5 | 6/40 [00:01<00:06, 5.21it/s] 119/499 4.32G 0.01735 0.01376 0.005607 65 640: 15%|#5 | 6/40 [00:01<00:06, 5.21it/s] 119/499 4.32G 0.01735 0.01376 0.005607 65 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 119/499 4.32G 0.0178 0.01414 0.006102 77 640: 18%|#7 | 7/40 [00:01<00:06, 5.21it/s] 119/499 4.32G 0.0178 0.01414 0.006102 77 640: 20%|## | 8/40 [00:01<00:06, 5.12it/s] 119/499 4.32G 0.01776 0.01418 0.005692 79 640: 20%|## | 8/40 [00:01<00:06, 5.12it/s] 119/499 4.32G 0.01776 0.01418 0.005692 79 640: 22%|##2 | 9/40 [00:01<00:06, 5.15it/s] 119/499 4.32G 0.01777 0.01404 0.005846 67 640: 22%|##2 | 9/40 [00:01<00:06, 5.15it/s] 119/499 4.32G 0.01777 0.01404 0.005846 67 640: 25%|##5 | 10/40 [00:01<00:05, 5.26it/s] 119/499 4.32G 0.01765 0.01403 0.005622 79 640: 25%|##5 | 10/40 [00:02<00:05, 5.26it/s] 119/499 4.32G 0.01765 0.01403 0.005622 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.14it/s] 119/499 4.32G 0.01753 0.01388 0.005647 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.14it/s] 119/499 4.32G 0.01753 0.01388 0.005647 77 640: 30%|### | 12/40 [00:02<00:05, 5.13it/s] 119/499 4.32G 0.01751 0.01373 0.005783 71 640: 30%|### | 12/40 [00:02<00:05, 5.13it/s] 119/499 4.32G 0.01751 0.01373 0.005783 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 119/499 4.32G 0.01745 0.01378 0.005538 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 119/499 4.32G 0.01745 0.01378 0.005538 76 640: 35%|###5 | 14/40 [00:02<00:05, 5.14it/s] 119/499 4.32G 0.01749 0.01379 0.005422 74 640: 35%|###5 | 14/40 [00:02<00:05, 5.14it/s] 119/499 4.32G 0.01749 0.01379 0.005422 74 640: 38%|###7 | 15/40 [00:02<00:04, 5.23it/s] 119/499 4.32G 0.01739 0.01371 0.005434 71 640: 38%|###7 | 15/40 [00:03<00:04, 5.23it/s] 119/499 4.32G 0.01739 0.01371 0.005434 71 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 119/499 4.32G 0.01736 0.01385 0.005303 100 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 119/499 4.32G 0.01736 0.01385 0.005303 100 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 119/499 4.32G 0.01743 0.01379 0.005434 64 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 119/499 4.32G 0.01743 0.01379 0.005434 64 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 119/499 4.32G 0.01739 0.01389 0.005667 95 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 119/499 4.32G 0.01739 0.01389 0.005667 95 640: 48%|####7 | 19/40 [00:03<00:03, 5.31it/s] 119/499 4.32G 0.01739 0.01382 0.005634 74 640: 48%|####7 | 19/40 [00:03<00:03, 5.31it/s] 119/499 4.32G 0.01739 0.01382 0.005634 74 640: 50%|##### | 20/40 [00:03<00:03, 5.19it/s] 119/499 4.32G 0.01736 0.01377 0.005423 71 640: 50%|##### | 20/40 [00:04<00:03, 5.19it/s] 119/499 4.32G 0.01736 0.01377 0.005423 71 640: 52%|#####2 | 21/40 [00:04<00:03, 5.28it/s] 119/499 4.32G 0.01735 0.01387 0.00534 95 640: 52%|#####2 | 21/40 [00:04<00:03, 5.28it/s] 119/499 4.32G 0.01735 0.01387 0.00534 95 640: 55%|#####5 | 22/40 [00:04<00:03, 5.36it/s] 119/499 4.32G 0.01743 0.01391 0.005255 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.36it/s] 119/499 4.32G 0.01743 0.01391 0.005255 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 119/499 4.32G 0.01733 0.01392 0.005114 82 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 119/499 4.32G 0.01733 0.01392 0.005114 82 640: 60%|###### | 24/40 [00:04<00:03, 5.17it/s] 119/499 4.32G 0.01721 0.01383 0.005045 68 640: 60%|###### | 24/40 [00:04<00:03, 5.17it/s] 119/499 4.32G 0.01721 0.01383 0.005045 68 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 119/499 4.32G 0.01713 0.01378 0.005047 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 119/499 4.32G 0.01713 0.01378 0.005047 72 640: 65%|######5 | 26/40 [00:04<00:02, 5.17it/s] 119/499 4.32G 0.01714 0.01373 0.005048 67 640: 65%|######5 | 26/40 [00:05<00:02, 5.17it/s] 119/499 4.32G 0.01714 0.01373 0.005048 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 119/499 4.32G 0.01711 0.0137 0.005039 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.22it/s] 119/499 4.32G 0.01711 0.0137 0.005039 73 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 119/499 4.32G 0.01721 0.01369 0.005197 71 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 119/499 4.32G 0.01721 0.01369 0.005197 71 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 119/499 4.32G 0.01714 0.01365 0.005118 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 119/499 4.32G 0.01714 0.01365 0.005118 72 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 119/499 4.32G 0.01714 0.01368 0.005213 82 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 119/499 4.32G 0.01714 0.01368 0.005213 82 640: 78%|#######7 | 31/40 [00:05<00:01, 5.35it/s] 119/499 4.32G 0.0172 0.01371 0.005205 74 640: 78%|#######7 | 31/40 [00:06<00:01, 5.35it/s] 119/499 4.32G 0.0172 0.01371 0.005205 74 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 119/499 4.32G 0.01718 0.01377 0.005216 86 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 119/499 4.32G 0.01718 0.01377 0.005216 86 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 119/499 4.32G 0.01723 0.01368 0.005236 56 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 119/499 4.32G 0.01723 0.01368 0.005236 56 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 119/499 4.32G 0.0173 0.01369 0.005429 65 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 119/499 4.32G 0.0173 0.01369 0.005429 65 640: 88%|########7 | 35/40 [00:06<00:00, 5.17it/s] 119/499 4.32G 0.01728 0.01367 0.00541 80 640: 88%|########7 | 35/40 [00:06<00:00, 5.17it/s] 119/499 4.32G 0.01728 0.01367 0.00541 80 640: 90%|######### | 36/40 [00:06<00:00, 5.27it/s] 119/499 4.32G 0.01731 0.01366 0.005394 70 640: 90%|######### | 36/40 [00:07<00:00, 5.27it/s] 119/499 4.32G 0.01731 0.01366 0.005394 70 640: 92%|#########2| 37/40 [00:07<00:00, 5.34it/s] 119/499 4.32G 0.01729 0.01361 0.005365 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.34it/s] 119/499 4.32G 0.01729 0.01361 0.005365 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.16it/s] 119/499 4.32G 0.01725 0.01356 0.00539 64 640: 95%|#########5| 38/40 [00:07<00:00, 5.16it/s] 119/499 4.32G 0.01725 0.01356 0.00539 64 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 119/499 4.32G 0.01724 0.01351 0.005408 30 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 119/499 4.32G 0.01724 0.01351 0.005408 30 640: 100%|##########| 40/40 [00:07<00:00, 5.36it/s] 119/499 4.32G 0.01724 0.01351 0.005408 30 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.99it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.07it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.61it/s] all 132 263 0.0106 0.0123 0.00455 0.00117 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 120/499 4.32G 0.01384 0.01095 0.003724 69 640: 0%| | 0/40 [00:00<?, ?it/s] 120/499 4.32G 0.01384 0.01095 0.003724 69 640: 2%|2 | 1/40 [00:00<00:07, 4.93it/s] 120/499 4.32G 0.01618 0.01268 0.003396 86 640: 2%|2 | 1/40 [00:00<00:07, 4.93it/s] 120/499 4.32G 0.01618 0.01268 0.003396 86 640: 5%|5 | 2/40 [00:00<00:07, 5.25it/s] 120/499 4.32G 0.01724 0.01299 0.00498 68 640: 5%|5 | 2/40 [00:00<00:07, 5.25it/s] 120/499 4.32G 0.01724 0.01299 0.00498 68 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 120/499 4.32G 0.0175 0.01338 0.005352 79 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 120/499 4.32G 0.0175 0.01338 0.005352 79 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 120/499 4.32G 0.01726 0.0139 0.005317 84 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 120/499 4.32G 0.01726 0.0139 0.005317 84 640: 12%|#2 | 5/40 [00:00<00:06, 5.15it/s] 120/499 4.32G 0.01772 0.01411 0.00537 72 640: 12%|#2 | 5/40 [00:01<00:06, 5.15it/s] 120/499 4.32G 0.01772 0.01411 0.00537 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.18it/s] 120/499 4.32G 0.01786 0.01418 0.005232 70 640: 15%|#5 | 6/40 [00:01<00:06, 5.18it/s] 120/499 4.32G 0.01786 0.01418 0.005232 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.05it/s] 120/499 4.32G 0.01748 0.01376 0.005447 62 640: 18%|#7 | 7/40 [00:01<00:06, 5.05it/s] 120/499 4.32G 0.01748 0.01376 0.005447 62 640: 20%|## | 8/40 [00:01<00:06, 5.13it/s] 120/499 4.32G 0.01734 0.01342 0.00537 65 640: 20%|## | 8/40 [00:01<00:06, 5.13it/s] 120/499 4.32G 0.01734 0.01342 0.00537 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.19it/s] 120/499 4.32G 0.01702 0.01321 0.005031 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.19it/s] 120/499 4.32G 0.01702 0.01321 0.005031 69 640: 25%|##5 | 10/40 [00:01<00:05, 5.07it/s] 120/499 4.32G 0.01699 0.01328 0.004816 78 640: 25%|##5 | 10/40 [00:02<00:05, 5.07it/s] 120/499 4.32G 0.01699 0.01328 0.004816 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.15it/s] 120/499 4.32G 0.01709 0.01324 0.004849 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.15it/s] 120/499 4.32G 0.01709 0.01324 0.004849 71 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 120/499 4.32G 0.0171 0.0133 0.004855 82 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 120/499 4.32G 0.0171 0.0133 0.004855 82 640: 32%|###2 | 13/40 [00:02<00:05, 5.11it/s] 120/499 4.32G 0.01703 0.01339 0.004703 88 640: 32%|###2 | 13/40 [00:02<00:05, 5.11it/s] 120/499 4.32G 0.01703 0.01339 0.004703 88 640: 35%|###5 | 14/40 [00:02<00:05, 5.14it/s] 120/499 4.32G 0.01701 0.01335 0.004837 83 640: 35%|###5 | 14/40 [00:02<00:05, 5.14it/s] 120/499 4.32G 0.01701 0.01335 0.004837 83 640: 38%|###7 | 15/40 [00:02<00:04, 5.23it/s] 120/499 4.32G 0.01686 0.01355 0.00485 104 640: 38%|###7 | 15/40 [00:03<00:04, 5.23it/s] 120/499 4.32G 0.01686 0.01355 0.00485 104 640: 40%|#### | 16/40 [00:03<00:04, 5.13it/s] 120/499 4.32G 0.01685 0.01357 0.00503 75 640: 40%|#### | 16/40 [00:03<00:04, 5.13it/s] 120/499 4.32G 0.01685 0.01357 0.00503 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 120/499 4.32G 0.01686 0.01371 0.00498 85 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 120/499 4.32G 0.01686 0.01371 0.00498 85 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 120/499 4.32G 0.01689 0.01368 0.005164 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 120/499 4.32G 0.01689 0.01368 0.005164 69 640: 48%|####7 | 19/40 [00:03<00:04, 5.14it/s] 120/499 4.32G 0.01683 0.01356 0.005227 68 640: 48%|####7 | 19/40 [00:03<00:04, 5.14it/s] 120/499 4.32G 0.01683 0.01356 0.005227 68 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 120/499 4.32G 0.01682 0.01346 0.005173 68 640: 50%|##### | 20/40 [00:04<00:03, 5.22it/s] 120/499 4.32G 0.01682 0.01346 0.005173 68 640: 52%|#####2 | 21/40 [00:04<00:03, 5.30it/s] 120/499 4.32G 0.01677 0.01345 0.005323 81 640: 52%|#####2 | 21/40 [00:04<00:03, 5.30it/s] 120/499 4.32G 0.01677 0.01345 0.005323 81 640: 55%|#####5 | 22/40 [00:04<00:03, 5.14it/s] 120/499 4.32G 0.01685 0.01344 0.005479 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.14it/s] 120/499 4.32G 0.01685 0.01344 0.005479 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 120/499 4.32G 0.01685 0.0134 0.005436 68 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 120/499 4.32G 0.01685 0.0134 0.005436 68 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 120/499 4.32G 0.01683 0.01351 0.005368 90 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 120/499 4.32G 0.01683 0.01351 0.005368 90 640: 62%|######2 | 25/40 [00:04<00:02, 5.17it/s] 120/499 4.32G 0.01679 0.01337 0.005441 63 640: 62%|######2 | 25/40 [00:05<00:02, 5.17it/s] 120/499 4.32G 0.01679 0.01337 0.005441 63 640: 65%|######5 | 26/40 [00:05<00:02, 5.25it/s] 120/499 4.32G 0.01679 0.01343 0.005671 89 640: 65%|######5 | 26/40 [00:05<00:02, 5.25it/s] 120/499 4.32G 0.01679 0.01343 0.005671 89 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 120/499 4.32G 0.01681 0.01337 0.005728 62 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 120/499 4.32G 0.01681 0.01337 0.005728 62 640: 70%|####### | 28/40 [00:05<00:02, 5.08it/s] 120/499 4.32G 0.01683 0.0134 0.005934 80 640: 70%|####### | 28/40 [00:05<00:02, 5.08it/s] 120/499 4.32G 0.01683 0.0134 0.005934 80 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 120/499 4.32G 0.01688 0.0134 0.005993 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 120/499 4.32G 0.01688 0.0134 0.005993 72 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 120/499 4.32G 0.0168 0.01336 0.006036 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 120/499 4.32G 0.0168 0.01336 0.006036 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.16it/s] 120/499 4.32G 0.01679 0.01328 0.006295 65 640: 78%|#######7 | 31/40 [00:06<00:01, 5.16it/s] 120/499 4.32G 0.01679 0.01328 0.006295 65 640: 80%|######## | 32/40 [00:06<00:01, 5.23it/s] 120/499 4.32G 0.01678 0.01328 0.006344 71 640: 80%|######## | 32/40 [00:06<00:01, 5.23it/s] 120/499 4.32G 0.01678 0.01328 0.006344 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 120/499 4.32G 0.01679 0.01337 0.006379 86 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 120/499 4.32G 0.01679 0.01337 0.006379 86 640: 85%|########5 | 34/40 [00:06<00:01, 5.14it/s] 120/499 4.32G 0.01676 0.01341 0.006316 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.14it/s] 120/499 4.32G 0.01676 0.01341 0.006316 79 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 120/499 4.32G 0.01673 0.01344 0.006378 79 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 120/499 4.32G 0.01673 0.01344 0.006378 79 640: 90%|######### | 36/40 [00:06<00:00, 5.29it/s] 120/499 4.32G 0.01674 0.01346 0.006367 80 640: 90%|######### | 36/40 [00:07<00:00, 5.29it/s] 120/499 4.32G 0.01674 0.01346 0.006367 80 640: 92%|#########2| 37/40 [00:07<00:00, 5.15it/s] 120/499 4.32G 0.01671 0.01343 0.00627 76 640: 92%|#########2| 37/40 [00:07<00:00, 5.15it/s] 120/499 4.32G 0.01671 0.01343 0.00627 76 640: 95%|#########5| 38/40 [00:07<00:00, 5.23it/s] 120/499 4.32G 0.01666 0.0134 0.006214 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.23it/s] 120/499 4.32G 0.01666 0.0134 0.006214 81 640: 98%|#########7| 39/40 [00:07<00:00, 5.27it/s] 120/499 4.32G 0.01671 0.01335 0.006124 29 640: 98%|#########7| 39/40 [00:07<00:00, 5.27it/s] 120/499 4.32G 0.01671 0.01335 0.006124 29 640: 100%|##########| 40/40 [00:07<00:00, 5.21it/s] 120/499 4.32G 0.01671 0.01335 0.006124 29 640: 100%|##########| 40/40 [00:07<00:00, 5.20it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.15it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.17it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.12it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.23it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.78it/s] all 132 263 0.00991 0.0321 0.00865 0.00547 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 121/499 4.32G 0.01558 0.01501 0.002942 90 640: 0%| | 0/40 [00:00<?, ?it/s] 121/499 4.32G 0.01558 0.01501 0.002942 90 640: 2%|2 | 1/40 [00:00<00:07, 5.49it/s] 121/499 4.32G 0.01601 0.0142 0.003561 79 640: 2%|2 | 1/40 [00:00<00:07, 5.49it/s] 121/499 4.32G 0.01601 0.0142 0.003561 79 640: 5%|5 | 2/40 [00:00<00:06, 5.48it/s] 121/499 4.32G 0.01646 0.0137 0.004069 69 640: 5%|5 | 2/40 [00:00<00:06, 5.48it/s] 121/499 4.32G 0.01646 0.0137 0.004069 69 640: 8%|7 | 3/40 [00:00<00:07, 5.12it/s] 121/499 4.32G 0.01668 0.01338 0.004098 72 640: 8%|7 | 3/40 [00:00<00:07, 5.12it/s] 121/499 4.32G 0.01668 0.01338 0.004098 72 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 121/499 4.32G 0.01652 0.01345 0.004156 79 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 121/499 4.32G 0.01652 0.01345 0.004156 79 640: 12%|#2 | 5/40 [00:00<00:06, 5.21it/s] 121/499 4.32G 0.01641 0.01339 0.005139 73 640: 12%|#2 | 5/40 [00:01<00:06, 5.21it/s] 121/499 4.32G 0.01641 0.01339 0.005139 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.07it/s] 121/499 4.32G 0.01641 0.01338 0.005438 80 640: 15%|#5 | 6/40 [00:01<00:06, 5.07it/s] 121/499 4.32G 0.01641 0.01338 0.005438 80 640: 18%|#7 | 7/40 [00:01<00:06, 5.18it/s] 121/499 4.32G 0.01662 0.0134 0.005358 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.18it/s] 121/499 4.32G 0.01662 0.0134 0.005358 70 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 121/499 4.32G 0.01651 0.01326 0.005082 78 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 121/499 4.32G 0.01651 0.01326 0.005082 78 640: 22%|##2 | 9/40 [00:01<00:06, 5.13it/s] 121/499 4.32G 0.01653 0.0132 0.004826 76 640: 22%|##2 | 9/40 [00:01<00:06, 5.13it/s] 121/499 4.32G 0.01653 0.0132 0.004826 76 640: 25%|##5 | 10/40 [00:01<00:05, 5.21it/s] 121/499 4.32G 0.0165 0.01309 0.005068 67 640: 25%|##5 | 10/40 [00:02<00:05, 5.21it/s] 121/499 4.32G 0.0165 0.01309 0.005068 67 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 121/499 4.32G 0.01666 0.01323 0.004938 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 121/499 4.32G 0.01666 0.01323 0.004938 79 640: 30%|### | 12/40 [00:02<00:05, 5.14it/s] 121/499 4.32G 0.01677 0.01313 0.004953 65 640: 30%|### | 12/40 [00:02<00:05, 5.14it/s] 121/499 4.32G 0.01677 0.01313 0.004953 65 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 121/499 4.32G 0.01679 0.01321 0.005078 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 121/499 4.32G 0.01679 0.01321 0.005078 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 121/499 4.32G 0.01672 0.01327 0.005043 83 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 121/499 4.32G 0.01672 0.01327 0.005043 83 640: 38%|###7 | 15/40 [00:02<00:04, 5.15it/s] 121/499 4.32G 0.01672 0.01321 0.005086 66 640: 38%|###7 | 15/40 [00:03<00:04, 5.15it/s] 121/499 4.32G 0.01672 0.01321 0.005086 66 640: 40%|#### | 16/40 [00:03<00:04, 5.18it/s] 121/499 4.32G 0.01688 0.01321 0.005027 68 640: 40%|#### | 16/40 [00:03<00:04, 5.18it/s] 121/499 4.32G 0.01688 0.01321 0.005027 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.23it/s] 121/499 4.32G 0.01696 0.01327 0.005114 77 640: 42%|####2 | 17/40 [00:03<00:04, 5.23it/s] 121/499 4.32G 0.01696 0.01327 0.005114 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.14it/s] 121/499 4.32G 0.01696 0.01335 0.005325 88 640: 45%|####5 | 18/40 [00:03<00:04, 5.14it/s] 121/499 4.32G 0.01696 0.01335 0.005325 88 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 121/499 4.32G 0.01709 0.01348 0.005453 74 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 121/499 4.32G 0.01709 0.01348 0.005453 74 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 121/499 4.32G 0.0171 0.01344 0.005452 71 640: 50%|##### | 20/40 [00:04<00:03, 5.30it/s] 121/499 4.32G 0.0171 0.01344 0.005452 71 640: 52%|#####2 | 21/40 [00:04<00:03, 5.19it/s] 121/499 4.32G 0.01706 0.0134 0.00542 68 640: 52%|#####2 | 21/40 [00:04<00:03, 5.19it/s] 121/499 4.32G 0.01706 0.0134 0.00542 68 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 121/499 4.32G 0.01712 0.01363 0.005438 96 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 121/499 4.32G 0.01712 0.01363 0.005438 96 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 121/499 4.32G 0.01714 0.01366 0.005356 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 121/499 4.32G 0.01714 0.01366 0.005356 79 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 121/499 4.32G 0.01723 0.0137 0.005522 77 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 121/499 4.32G 0.01723 0.0137 0.005522 77 640: 62%|######2 | 25/40 [00:04<00:02, 5.30it/s] 121/499 4.32G 0.01722 0.01371 0.005453 73 640: 62%|######2 | 25/40 [00:04<00:02, 5.30it/s] 121/499 4.32G 0.01722 0.01371 0.005453 73 640: 65%|######5 | 26/40 [00:04<00:02, 5.30it/s] 121/499 4.32G 0.01717 0.01357 0.005508 60 640: 65%|######5 | 26/40 [00:05<00:02, 5.30it/s] 121/499 4.32G 0.01717 0.01357 0.005508 60 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 121/499 4.32G 0.01706 0.01356 0.005577 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 121/499 4.32G 0.01706 0.01356 0.005577 79 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 121/499 4.32G 0.01709 0.01359 0.005546 71 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 121/499 4.32G 0.01709 0.01359 0.005546 71 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 121/499 4.32G 0.01706 0.01352 0.005493 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 121/499 4.32G 0.01706 0.01352 0.005493 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.15it/s] 121/499 4.32G 0.01709 0.01354 0.005435 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.15it/s] 121/499 4.32G 0.01709 0.01354 0.005435 75 640: 78%|#######7 | 31/40 [00:05<00:01, 5.21it/s] 121/499 4.32G 0.01707 0.0135 0.00542 68 640: 78%|#######7 | 31/40 [00:06<00:01, 5.21it/s] 121/499 4.32G 0.01707 0.0135 0.00542 68 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 121/499 4.32G 0.01706 0.01353 0.005516 88 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 121/499 4.32G 0.01706 0.01353 0.005516 88 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 121/499 4.32G 0.01701 0.01351 0.005469 75 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 121/499 4.32G 0.01701 0.01351 0.005469 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 121/499 4.32G 0.01693 0.01348 0.005435 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 121/499 4.32G 0.01693 0.01348 0.005435 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 121/499 4.32G 0.01694 0.01344 0.005492 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 121/499 4.32G 0.01694 0.01344 0.005492 68 640: 90%|######### | 36/40 [00:06<00:00, 5.19it/s] 121/499 4.32G 0.01697 0.01347 0.005422 77 640: 90%|######### | 36/40 [00:07<00:00, 5.19it/s] 121/499 4.32G 0.01697 0.01347 0.005422 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 121/499 4.32G 0.01695 0.01355 0.005382 82 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 121/499 4.32G 0.01695 0.01355 0.005382 82 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 121/499 4.32G 0.01694 0.01353 0.005373 73 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 121/499 4.32G 0.01694 0.01353 0.005373 73 640: 98%|#########7| 39/40 [00:07<00:00, 5.11it/s] 121/499 4.32G 0.01702 0.01351 0.005277 35 640: 98%|#########7| 39/40 [00:07<00:00, 5.11it/s] 121/499 4.32G 0.01702 0.01351 0.005277 35 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] 121/499 4.32G 0.01702 0.01351 0.005277 35 640: 100%|##########| 40/40 [00:07<00:00, 5.23it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.96it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.36it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.23it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.38it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.90it/s] all 132 263 0.446 0.0456 0.0744 0.0212 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 122/499 4.32G 0.01793 0.01029 0.01341 62 640: 0%| | 0/40 [00:00<?, ?it/s] 122/499 4.32G 0.01793 0.01029 0.01341 62 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 122/499 4.32G 0.01755 0.01119 0.008264 70 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 122/499 4.32G 0.01755 0.01119 0.008264 70 640: 5%|5 | 2/40 [00:00<00:07, 5.05it/s] 122/499 4.32G 0.01765 0.0119 0.009886 67 640: 5%|5 | 2/40 [00:00<00:07, 5.05it/s] 122/499 4.32G 0.01765 0.0119 0.009886 67 640: 8%|7 | 3/40 [00:00<00:07, 5.18it/s] 122/499 4.32G 0.01738 0.01213 0.008868 71 640: 8%|7 | 3/40 [00:00<00:07, 5.18it/s] 122/499 4.32G 0.01738 0.01213 0.008868 71 640: 10%|# | 4/40 [00:00<00:06, 5.28it/s] 122/499 4.32G 0.01723 0.01248 0.007667 79 640: 10%|# | 4/40 [00:00<00:06, 5.28it/s] 122/499 4.32G 0.01723 0.01248 0.007667 79 640: 12%|#2 | 5/40 [00:00<00:06, 5.12it/s] 122/499 4.32G 0.01716 0.01267 0.00686 82 640: 12%|#2 | 5/40 [00:01<00:06, 5.12it/s] 122/499 4.32G 0.01716 0.01267 0.00686 82 640: 15%|#5 | 6/40 [00:01<00:06, 5.13it/s] 122/499 4.32G 0.01709 0.01261 0.006811 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.13it/s] 122/499 4.32G 0.01709 0.01261 0.006811 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.18it/s] 122/499 4.32G 0.0169 0.01263 0.007122 77 640: 18%|#7 | 7/40 [00:01<00:06, 5.18it/s] 122/499 4.32G 0.0169 0.01263 0.007122 77 640: 20%|## | 8/40 [00:01<00:06, 5.08it/s] 122/499 4.32G 0.01686 0.01253 0.006925 62 640: 20%|## | 8/40 [00:01<00:06, 5.08it/s] 122/499 4.32G 0.01686 0.01253 0.006925 62 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 122/499 4.32G 0.01684 0.01228 0.006453 54 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 122/499 4.32G 0.01684 0.01228 0.006453 54 640: 25%|##5 | 10/40 [00:01<00:05, 5.29it/s] 122/499 4.32G 0.01696 0.01253 0.006104 79 640: 25%|##5 | 10/40 [00:02<00:05, 5.29it/s] 122/499 4.32G 0.01696 0.01253 0.006104 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.17it/s] 122/499 4.32G 0.01699 0.01255 0.006002 76 640: 28%|##7 | 11/40 [00:02<00:05, 5.17it/s] 122/499 4.32G 0.01699 0.01255 0.006002 76 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 122/499 4.32G 0.01703 0.01262 0.005777 76 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 122/499 4.32G 0.01703 0.01262 0.005777 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 122/499 4.32G 0.01689 0.01267 0.00557 80 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 122/499 4.32G 0.01689 0.01267 0.00557 80 640: 35%|###5 | 14/40 [00:02<00:05, 5.12it/s] 122/499 4.32G 0.01684 0.0128 0.00569 84 640: 35%|###5 | 14/40 [00:02<00:05, 5.12it/s] 122/499 4.32G 0.01684 0.0128 0.00569 84 640: 38%|###7 | 15/40 [00:02<00:04, 5.23it/s] 122/499 4.32G 0.01682 0.01279 0.005541 74 640: 38%|###7 | 15/40 [00:03<00:04, 5.23it/s] 122/499 4.32G 0.01682 0.01279 0.005541 74 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 122/499 4.32G 0.01695 0.01313 0.005604 93 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 122/499 4.32G 0.01695 0.01313 0.005604 93 640: 42%|####2 | 17/40 [00:03<00:04, 5.18it/s] 122/499 4.32G 0.01705 0.01305 0.005502 62 640: 42%|####2 | 17/40 [00:03<00:04, 5.18it/s] 122/499 4.32G 0.01705 0.01305 0.005502 62 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 122/499 4.32G 0.0171 0.01306 0.00546 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 122/499 4.32G 0.0171 0.01306 0.00546 80 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 122/499 4.32G 0.01717 0.01327 0.005599 87 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 122/499 4.32G 0.01717 0.01327 0.005599 87 640: 50%|##### | 20/40 [00:03<00:03, 5.18it/s] 122/499 4.32G 0.01722 0.01329 0.005519 70 640: 50%|##### | 20/40 [00:04<00:03, 5.18it/s] 122/499 4.32G 0.01722 0.01329 0.005519 70 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 122/499 4.32G 0.01713 0.01322 0.005448 68 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 122/499 4.32G 0.01713 0.01322 0.005448 68 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 122/499 4.32G 0.01725 0.0131 0.005619 56 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 122/499 4.32G 0.01725 0.0131 0.005619 56 640: 57%|#####7 | 23/40 [00:04<00:03, 5.19it/s] 122/499 4.32G 0.01719 0.01306 0.005502 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.19it/s] 122/499 4.32G 0.01719 0.01306 0.005502 72 640: 60%|###### | 24/40 [00:04<00:03, 5.23it/s] 122/499 4.32G 0.0171 0.01308 0.005661 75 640: 60%|###### | 24/40 [00:04<00:03, 5.23it/s] 122/499 4.32G 0.0171 0.01308 0.005661 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 122/499 4.32G 0.01709 0.01309 0.005619 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 122/499 4.32G 0.01709 0.01309 0.005619 72 640: 65%|######5 | 26/40 [00:04<00:02, 5.21it/s] 122/499 4.32G 0.01719 0.0131 0.005747 70 640: 65%|######5 | 26/40 [00:05<00:02, 5.21it/s] 122/499 4.32G 0.01719 0.0131 0.005747 70 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 122/499 4.32G 0.01719 0.01315 0.005812 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 122/499 4.32G 0.01719 0.01315 0.005812 76 640: 70%|####### | 28/40 [00:05<00:02, 5.27it/s] 122/499 4.32G 0.01727 0.01316 0.00576 68 640: 70%|####### | 28/40 [00:05<00:02, 5.27it/s] 122/499 4.32G 0.01727 0.01316 0.00576 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.14it/s] 122/499 4.32G 0.01731 0.01314 0.005879 63 640: 72%|#######2 | 29/40 [00:05<00:02, 5.14it/s] 122/499 4.32G 0.01731 0.01314 0.005879 63 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 122/499 4.32G 0.01731 0.0133 0.005766 104 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 122/499 4.32G 0.01731 0.0133 0.005766 104 640: 78%|#######7 | 31/40 [00:05<00:01, 5.22it/s] 122/499 4.32G 0.01729 0.01324 0.005646 72 640: 78%|#######7 | 31/40 [00:06<00:01, 5.22it/s] 122/499 4.32G 0.01729 0.01324 0.005646 72 640: 80%|######## | 32/40 [00:06<00:01, 5.13it/s] 122/499 4.32G 0.01732 0.01322 0.005642 70 640: 80%|######## | 32/40 [00:06<00:01, 5.13it/s] 122/499 4.32G 0.01732 0.01322 0.005642 70 640: 82%|########2 | 33/40 [00:06<00:01, 5.23it/s] 122/499 4.32G 0.01732 0.01321 0.005617 69 640: 82%|########2 | 33/40 [00:06<00:01, 5.23it/s] 122/499 4.32G 0.01732 0.01321 0.005617 69 640: 85%|########5 | 34/40 [00:06<00:01, 5.16it/s] 122/499 4.32G 0.01736 0.0133 0.005629 90 640: 85%|########5 | 34/40 [00:06<00:01, 5.16it/s] 122/499 4.32G 0.01736 0.0133 0.005629 90 640: 88%|########7 | 35/40 [00:06<00:00, 5.10it/s] 122/499 4.32G 0.01735 0.01325 0.005623 62 640: 88%|########7 | 35/40 [00:06<00:00, 5.10it/s] 122/499 4.32G 0.01735 0.01325 0.005623 62 640: 90%|######### | 36/40 [00:06<00:00, 5.16it/s] 122/499 4.32G 0.01733 0.0132 0.005605 66 640: 90%|######### | 36/40 [00:07<00:00, 5.16it/s] 122/499 4.32G 0.01733 0.0132 0.005605 66 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 122/499 4.32G 0.01736 0.01321 0.005695 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 122/499 4.32G 0.01736 0.01321 0.005695 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.11it/s] 122/499 4.32G 0.01734 0.01321 0.005658 82 640: 95%|#########5| 38/40 [00:07<00:00, 5.11it/s] 122/499 4.32G 0.01734 0.01321 0.005658 82 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 122/499 4.32G 0.01732 0.01316 0.005561 33 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 122/499 4.32G 0.01732 0.01316 0.005561 33 640: 100%|##########| 40/40 [00:07<00:00, 5.37it/s] 122/499 4.32G 0.01732 0.01316 0.005561 33 640: 100%|##########| 40/40 [00:07<00:00, 5.22it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.77it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.99it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.05it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.58it/s] all 132 263 0.423 0.0246 0.033 0.0156 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 123/499 4.32G 0.01601 0.01657 0.001202 95 640: 0%| | 0/40 [00:00<?, ?it/s] 123/499 4.32G 0.01601 0.01657 0.001202 95 640: 2%|2 | 1/40 [00:00<00:08, 4.60it/s] 123/499 4.32G 0.01625 0.01552 0.002882 74 640: 2%|2 | 1/40 [00:00<00:08, 4.60it/s] 123/499 4.32G 0.01625 0.01552 0.002882 74 640: 5%|5 | 2/40 [00:00<00:07, 4.97it/s] 123/499 4.32G 0.01641 0.01388 0.00501 58 640: 5%|5 | 2/40 [00:00<00:07, 4.97it/s] 123/499 4.32G 0.01641 0.01388 0.00501 58 640: 8%|7 | 3/40 [00:00<00:07, 5.20it/s] 123/499 4.32G 0.01648 0.01325 0.004701 69 640: 8%|7 | 3/40 [00:00<00:07, 5.20it/s] 123/499 4.32G 0.01648 0.01325 0.004701 69 640: 10%|# | 4/40 [00:00<00:07, 5.02it/s] 123/499 4.32G 0.01654 0.01345 0.005642 82 640: 10%|# | 4/40 [00:00<00:07, 5.02it/s] 123/499 4.32G 0.01654 0.01345 0.005642 82 640: 12%|#2 | 5/40 [00:00<00:06, 5.15it/s] 123/499 4.32G 0.01649 0.01374 0.005399 90 640: 12%|#2 | 5/40 [00:01<00:06, 5.15it/s] 123/499 4.32G 0.01649 0.01374 0.005399 90 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 123/499 4.32G 0.01681 0.01332 0.005158 62 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 123/499 4.32G 0.01681 0.01332 0.005158 62 640: 18%|#7 | 7/40 [00:01<00:06, 5.09it/s] 123/499 4.32G 0.01676 0.01333 0.00522 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.09it/s] 123/499 4.32G 0.01676 0.01333 0.00522 74 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 123/499 4.32G 0.01664 0.01338 0.005116 77 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 123/499 4.32G 0.01664 0.01338 0.005116 77 640: 22%|##2 | 9/40 [00:01<00:05, 5.29it/s] 123/499 4.32G 0.01685 0.01365 0.005189 84 640: 22%|##2 | 9/40 [00:01<00:05, 5.29it/s] 123/499 4.32G 0.01685 0.01365 0.005189 84 640: 25%|##5 | 10/40 [00:01<00:05, 5.09it/s] 123/499 4.32G 0.01669 0.01367 0.005494 84 640: 25%|##5 | 10/40 [00:02<00:05, 5.09it/s] 123/499 4.32G 0.01669 0.01367 0.005494 84 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 123/499 4.32G 0.0167 0.01357 0.00581 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 123/499 4.32G 0.0167 0.01357 0.00581 72 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 123/499 4.32G 0.01666 0.01347 0.005901 67 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 123/499 4.32G 0.01666 0.01347 0.005901 67 640: 32%|###2 | 13/40 [00:02<00:05, 5.12it/s] 123/499 4.32G 0.01654 0.01351 0.005813 82 640: 32%|###2 | 13/40 [00:02<00:05, 5.12it/s] 123/499 4.32G 0.01654 0.01351 0.005813 82 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 123/499 4.32G 0.01656 0.01371 0.00567 94 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 123/499 4.32G 0.01656 0.01371 0.00567 94 640: 38%|###7 | 15/40 [00:02<00:04, 5.31it/s] 123/499 4.32G 0.01653 0.01361 0.005491 82 640: 38%|###7 | 15/40 [00:03<00:04, 5.31it/s] 123/499 4.32G 0.01653 0.01361 0.005491 82 640: 40%|#### | 16/40 [00:03<00:04, 5.15it/s] 123/499 4.32G 0.01653 0.01361 0.005331 75 640: 40%|#### | 16/40 [00:03<00:04, 5.15it/s] 123/499 4.32G 0.01653 0.01361 0.005331 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.23it/s] 123/499 4.32G 0.01667 0.01377 0.005323 88 640: 42%|####2 | 17/40 [00:03<00:04, 5.23it/s] 123/499 4.32G 0.01667 0.01377 0.005323 88 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 123/499 4.32G 0.0167 0.01377 0.005196 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 123/499 4.32G 0.0167 0.01377 0.005196 77 640: 48%|####7 | 19/40 [00:03<00:04, 5.16it/s] 123/499 4.32G 0.0166 0.01366 0.005096 72 640: 48%|####7 | 19/40 [00:03<00:04, 5.16it/s] 123/499 4.32G 0.0166 0.01366 0.005096 72 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 123/499 4.32G 0.01653 0.01353 0.005006 63 640: 50%|##### | 20/40 [00:04<00:03, 5.24it/s] 123/499 4.32G 0.01653 0.01353 0.005006 63 640: 52%|#####2 | 21/40 [00:04<00:03, 5.33it/s] 123/499 4.32G 0.01656 0.0135 0.005 68 640: 52%|#####2 | 21/40 [00:04<00:03, 5.33it/s] 123/499 4.32G 0.01656 0.0135 0.005 68 640: 55%|#####5 | 22/40 [00:04<00:03, 5.08it/s] 123/499 4.32G 0.01654 0.01341 0.005236 54 640: 55%|#####5 | 22/40 [00:04<00:03, 5.08it/s] 123/499 4.32G 0.01654 0.01341 0.005236 54 640: 57%|#####7 | 23/40 [00:04<00:03, 5.18it/s] 123/499 4.32G 0.01651 0.01327 0.005343 65 640: 57%|#####7 | 23/40 [00:04<00:03, 5.18it/s] 123/499 4.32G 0.01651 0.01327 0.005343 65 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 123/499 4.32G 0.01658 0.01336 0.005266 87 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 123/499 4.32G 0.01658 0.01336 0.005266 87 640: 62%|######2 | 25/40 [00:04<00:02, 5.15it/s] 123/499 4.32G 0.01665 0.01322 0.005308 57 640: 62%|######2 | 25/40 [00:05<00:02, 5.15it/s] 123/499 4.32G 0.01665 0.01322 0.005308 57 640: 65%|######5 | 26/40 [00:05<00:02, 5.22it/s] 123/499 4.32G 0.01664 0.0132 0.005249 74 640: 65%|######5 | 26/40 [00:05<00:02, 5.22it/s] 123/499 4.32G 0.01664 0.0132 0.005249 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 123/499 4.32G 0.01654 0.01311 0.005217 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 123/499 4.32G 0.01654 0.01311 0.005217 71 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 123/499 4.32G 0.01653 0.01317 0.005174 87 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 123/499 4.32G 0.01653 0.01317 0.005174 87 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 123/499 4.32G 0.0165 0.01316 0.005195 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 123/499 4.32G 0.0165 0.01316 0.005195 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 123/499 4.32G 0.01653 0.01318 0.005079 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 123/499 4.32G 0.01653 0.01318 0.005079 75 640: 78%|#######7 | 31/40 [00:05<00:01, 5.18it/s] 123/499 4.32G 0.01656 0.01318 0.005092 74 640: 78%|#######7 | 31/40 [00:06<00:01, 5.18it/s] 123/499 4.32G 0.01656 0.01318 0.005092 74 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 123/499 4.32G 0.01653 0.01309 0.005146 59 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 123/499 4.32G 0.01653 0.01309 0.005146 59 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 123/499 4.32G 0.01652 0.01307 0.005331 79 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 123/499 4.32G 0.01652 0.01307 0.005331 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 123/499 4.32G 0.01656 0.0131 0.005382 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 123/499 4.32G 0.01656 0.0131 0.005382 76 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 123/499 4.32G 0.01659 0.0131 0.005316 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 123/499 4.32G 0.01659 0.0131 0.005316 74 640: 90%|######### | 36/40 [00:06<00:00, 5.32it/s] 123/499 4.32G 0.0166 0.01312 0.005479 78 640: 90%|######### | 36/40 [00:07<00:00, 5.32it/s] 123/499 4.32G 0.0166 0.01312 0.005479 78 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 123/499 4.32G 0.01665 0.01308 0.005462 65 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 123/499 4.32G 0.01665 0.01308 0.005462 65 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 123/499 4.32G 0.01666 0.01306 0.005456 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 123/499 4.32G 0.01666 0.01306 0.005456 75 640: 98%|#########7| 39/40 [00:07<00:00, 5.27it/s] 123/499 4.32G 0.01661 0.01312 0.005371 42 640: 98%|#########7| 39/40 [00:07<00:00, 5.27it/s] 123/499 4.32G 0.01661 0.01312 0.005371 42 640: 100%|##########| 40/40 [00:07<00:00, 5.19it/s] 123/499 4.32G 0.01661 0.01312 0.005371 42 640: 100%|##########| 40/40 [00:07<00:00, 5.21it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.21it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.15it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.23it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.77it/s] all 132 263 0.0817 0.00526 0.00887 0.00455 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 124/499 4.32G 0.01557 0.01099 0.01332 68 640: 0%| | 0/40 [00:00<?, ?it/s] 124/499 4.32G 0.01557 0.01099 0.01332 68 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 124/499 4.32G 0.01597 0.01339 0.009107 88 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 124/499 4.32G 0.01597 0.01339 0.009107 88 640: 5%|5 | 2/40 [00:00<00:06, 5.47it/s] 124/499 4.32G 0.01684 0.01311 0.008186 66 640: 5%|5 | 2/40 [00:00<00:06, 5.47it/s] 124/499 4.32G 0.01684 0.01311 0.008186 66 640: 8%|7 | 3/40 [00:00<00:07, 5.17it/s] 124/499 4.32G 0.01688 0.01295 0.00794 65 640: 8%|7 | 3/40 [00:00<00:07, 5.17it/s] 124/499 4.32G 0.01688 0.01295 0.00794 65 640: 10%|# | 4/40 [00:00<00:06, 5.26it/s] 124/499 4.32G 0.01718 0.013 0.008713 69 640: 10%|# | 4/40 [00:00<00:06, 5.26it/s] 124/499 4.32G 0.01718 0.013 0.008713 69 640: 12%|#2 | 5/40 [00:00<00:06, 5.31it/s] 124/499 4.32G 0.01713 0.01294 0.007708 79 640: 12%|#2 | 5/40 [00:01<00:06, 5.31it/s] 124/499 4.32G 0.01713 0.01294 0.007708 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.09it/s] 124/499 4.32G 0.01707 0.01323 0.007482 92 640: 15%|#5 | 6/40 [00:01<00:06, 5.09it/s] 124/499 4.32G 0.01707 0.01323 0.007482 92 640: 18%|#7 | 7/40 [00:01<00:06, 5.17it/s] 124/499 4.32G 0.01721 0.01294 0.007347 60 640: 18%|#7 | 7/40 [00:01<00:06, 5.17it/s] 124/499 4.32G 0.01721 0.01294 0.007347 60 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 124/499 4.32G 0.01753 0.01287 0.007206 67 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 124/499 4.32G 0.01753 0.01287 0.007206 67 640: 22%|##2 | 9/40 [00:01<00:06, 5.09it/s] 124/499 4.32G 0.01763 0.01305 0.006963 78 640: 22%|##2 | 9/40 [00:01<00:06, 5.09it/s] 124/499 4.32G 0.01763 0.01305 0.006963 78 640: 25%|##5 | 10/40 [00:01<00:05, 5.17it/s] 124/499 4.32G 0.01763 0.01307 0.00676 78 640: 25%|##5 | 10/40 [00:02<00:05, 5.17it/s] 124/499 4.32G 0.01763 0.01307 0.00676 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 124/499 4.32G 0.01771 0.01329 0.007186 82 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 124/499 4.32G 0.01771 0.01329 0.007186 82 640: 30%|### | 12/40 [00:02<00:05, 5.13it/s] 124/499 4.32G 0.01756 0.01329 0.007158 76 640: 30%|### | 12/40 [00:02<00:05, 5.13it/s] 124/499 4.32G 0.01756 0.01329 0.007158 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 124/499 4.32G 0.01739 0.01334 0.006926 77 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 124/499 4.32G 0.01739 0.01334 0.006926 77 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 124/499 4.32G 0.01724 0.01336 0.00665 81 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 124/499 4.32G 0.01724 0.01336 0.00665 81 640: 38%|###7 | 15/40 [00:02<00:04, 5.13it/s] 124/499 4.32G 0.01728 0.01328 0.006584 70 640: 38%|###7 | 15/40 [00:03<00:04, 5.13it/s] 124/499 4.32G 0.01728 0.01328 0.006584 70 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 124/499 4.32G 0.01732 0.0133 0.006437 74 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 124/499 4.32G 0.01732 0.0133 0.006437 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.26it/s] 124/499 4.32G 0.01726 0.01324 0.006288 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.26it/s] 124/499 4.32G 0.01726 0.01324 0.006288 71 640: 45%|####5 | 18/40 [00:03<00:04, 5.08it/s] 124/499 4.32G 0.01726 0.01313 0.006269 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.08it/s] 124/499 4.32G 0.01726 0.01313 0.006269 72 640: 48%|####7 | 19/40 [00:03<00:04, 5.19it/s] 124/499 4.32G 0.01725 0.01313 0.006162 79 640: 48%|####7 | 19/40 [00:03<00:04, 5.19it/s] 124/499 4.32G 0.01725 0.01313 0.006162 79 640: 50%|##### | 20/40 [00:03<00:03, 5.29it/s] 124/499 4.32G 0.01719 0.01314 0.005998 79 640: 50%|##### | 20/40 [00:04<00:03, 5.29it/s] 124/499 4.32G 0.01719 0.01314 0.005998 79 640: 52%|#####2 | 21/40 [00:04<00:03, 5.17it/s] 124/499 4.32G 0.01732 0.01321 0.006403 67 640: 52%|#####2 | 21/40 [00:04<00:03, 5.17it/s] 124/499 4.32G 0.01732 0.01321 0.006403 67 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 124/499 4.32G 0.01733 0.01328 0.006383 81 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 124/499 4.32G 0.01733 0.01328 0.006383 81 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 124/499 4.32G 0.01726 0.01325 0.006389 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 124/499 4.32G 0.01726 0.01325 0.006389 72 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 124/499 4.32G 0.01722 0.01313 0.006245 64 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 124/499 4.32G 0.01722 0.01313 0.006245 64 640: 62%|######2 | 25/40 [00:04<00:02, 5.20it/s] 124/499 4.32G 0.01718 0.01322 0.006166 82 640: 62%|######2 | 25/40 [00:04<00:02, 5.20it/s] 124/499 4.32G 0.01718 0.01322 0.006166 82 640: 65%|######5 | 26/40 [00:04<00:02, 5.28it/s] 124/499 4.32G 0.01729 0.01324 0.006129 77 640: 65%|######5 | 26/40 [00:05<00:02, 5.28it/s] 124/499 4.32G 0.01729 0.01324 0.006129 77 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 124/499 4.32G 0.01729 0.01322 0.006199 77 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 124/499 4.32G 0.01729 0.01322 0.006199 77 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 124/499 4.32G 0.01731 0.01323 0.006178 73 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 124/499 4.32G 0.01731 0.01323 0.006178 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 124/499 4.32G 0.01724 0.01319 0.006069 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 124/499 4.32G 0.01724 0.01319 0.006069 67 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 124/499 4.32G 0.01722 0.01327 0.006086 89 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 124/499 4.32G 0.01722 0.01327 0.006086 89 640: 78%|#######7 | 31/40 [00:05<00:01, 5.25it/s] 124/499 4.32G 0.01723 0.01326 0.006115 66 640: 78%|#######7 | 31/40 [00:06<00:01, 5.25it/s] 124/499 4.32G 0.01723 0.01326 0.006115 66 640: 80%|######## | 32/40 [00:06<00:01, 5.33it/s] 124/499 4.32G 0.0172 0.01316 0.006078 65 640: 80%|######## | 32/40 [00:06<00:01, 5.33it/s] 124/499 4.32G 0.0172 0.01316 0.006078 65 640: 82%|########2 | 33/40 [00:06<00:01, 5.19it/s] 124/499 4.32G 0.01716 0.01315 0.005983 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.19it/s] 124/499 4.32G 0.01716 0.01315 0.005983 71 640: 85%|########5 | 34/40 [00:06<00:01, 5.23it/s] 124/499 4.32G 0.01717 0.01327 0.00596 92 640: 85%|########5 | 34/40 [00:06<00:01, 5.23it/s] 124/499 4.32G 0.01717 0.01327 0.00596 92 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 124/499 4.32G 0.01722 0.01327 0.006042 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 124/499 4.32G 0.01722 0.01327 0.006042 75 640: 90%|######### | 36/40 [00:06<00:00, 5.16it/s] 124/499 4.32G 0.01724 0.01326 0.006064 66 640: 90%|######### | 36/40 [00:07<00:00, 5.16it/s] 124/499 4.32G 0.01724 0.01326 0.006064 66 640: 92%|#########2| 37/40 [00:07<00:00, 5.13it/s] 124/499 4.32G 0.01721 0.01328 0.006033 74 640: 92%|#########2| 37/40 [00:07<00:00, 5.13it/s] 124/499 4.32G 0.01721 0.01328 0.006033 74 640: 95%|#########5| 38/40 [00:07<00:00, 5.23it/s] 124/499 4.32G 0.01721 0.01325 0.005955 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.23it/s] 124/499 4.32G 0.01721 0.01325 0.005955 66 640: 98%|#########7| 39/40 [00:07<00:00, 5.13it/s] 124/499 4.32G 0.01719 0.01325 0.005927 36 640: 98%|#########7| 39/40 [00:07<00:00, 5.13it/s] 124/499 4.32G 0.01719 0.01325 0.005927 36 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] 124/499 4.32G 0.01719 0.01325 0.005927 36 640: 100%|##########| 40/40 [00:07<00:00, 5.23it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.76it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.00it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.10it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.61it/s] all 132 263 0.437 0.0193 0.0269 0.0126 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 125/499 4.32G 0.0167 0.0136 0.003981 72 640: 0%| | 0/40 [00:00<?, ?it/s] 125/499 4.32G 0.0167 0.0136 0.003981 72 640: 2%|2 | 1/40 [00:00<00:07, 5.49it/s] 125/499 4.32G 0.01589 0.01314 0.00295 71 640: 2%|2 | 1/40 [00:00<00:07, 5.49it/s] 125/499 4.32G 0.01589 0.01314 0.00295 71 640: 5%|5 | 2/40 [00:00<00:07, 5.12it/s] 125/499 4.32G 0.01636 0.01287 0.003433 73 640: 5%|5 | 2/40 [00:00<00:07, 5.12it/s] 125/499 4.32G 0.01636 0.01287 0.003433 73 640: 8%|7 | 3/40 [00:00<00:07, 5.28it/s] 125/499 4.32G 0.0164 0.01296 0.004853 69 640: 8%|7 | 3/40 [00:00<00:07, 5.28it/s] 125/499 4.32G 0.0164 0.01296 0.004853 69 640: 10%|# | 4/40 [00:00<00:06, 5.36it/s] 125/499 4.32G 0.01669 0.01334 0.005214 80 640: 10%|# | 4/40 [00:00<00:06, 5.36it/s] 125/499 4.32G 0.01669 0.01334 0.005214 80 640: 12%|#2 | 5/40 [00:00<00:06, 5.17it/s] 125/499 4.32G 0.01671 0.01356 0.005302 84 640: 12%|#2 | 5/40 [00:01<00:06, 5.17it/s] 125/499 4.32G 0.01671 0.01356 0.005302 84 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 125/499 4.32G 0.01661 0.01373 0.005843 81 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 125/499 4.32G 0.01661 0.01373 0.005843 81 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 125/499 4.32G 0.0167 0.01346 0.006035 64 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 125/499 4.32G 0.0167 0.01346 0.006035 64 640: 20%|## | 8/40 [00:01<00:06, 5.11it/s] 125/499 4.32G 0.01656 0.01329 0.006015 71 640: 20%|## | 8/40 [00:01<00:06, 5.11it/s] 125/499 4.32G 0.01656 0.01329 0.006015 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 125/499 4.32G 0.0165 0.01317 0.00558 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.22it/s] 125/499 4.32G 0.0165 0.01317 0.00558 74 640: 25%|##5 | 10/40 [00:01<00:05, 5.29it/s] 125/499 4.32G 0.01674 0.01301 0.005515 64 640: 25%|##5 | 10/40 [00:02<00:05, 5.29it/s] 125/499 4.32G 0.01674 0.01301 0.005515 64 640: 28%|##7 | 11/40 [00:02<00:05, 5.11it/s] 125/499 4.32G 0.01674 0.01302 0.005239 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.11it/s] 125/499 4.32G 0.01674 0.01302 0.005239 78 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 125/499 4.32G 0.01665 0.01311 0.005093 85 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 125/499 4.32G 0.01665 0.01311 0.005093 85 640: 32%|###2 | 13/40 [00:02<00:05, 5.31it/s] 125/499 4.32G 0.01663 0.01328 0.005179 88 640: 32%|###2 | 13/40 [00:02<00:05, 5.31it/s] 125/499 4.32G 0.01663 0.01328 0.005179 88 640: 35%|###5 | 14/40 [00:02<00:05, 5.08it/s] 125/499 4.32G 0.01658 0.01318 0.004951 72 640: 35%|###5 | 14/40 [00:02<00:05, 5.08it/s] 125/499 4.32G 0.01658 0.01318 0.004951 72 640: 38%|###7 | 15/40 [00:02<00:04, 5.17it/s] 125/499 4.32G 0.01663 0.01332 0.004929 91 640: 38%|###7 | 15/40 [00:03<00:04, 5.17it/s] 125/499 4.32G 0.01663 0.01332 0.004929 91 640: 40%|#### | 16/40 [00:03<00:04, 5.26it/s] 125/499 4.32G 0.01663 0.01322 0.004991 71 640: 40%|#### | 16/40 [00:03<00:04, 5.26it/s] 125/499 4.32G 0.01663 0.01322 0.004991 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.14it/s] 125/499 4.32G 0.0167 0.0133 0.005103 82 640: 42%|####2 | 17/40 [00:03<00:04, 5.14it/s] 125/499 4.32G 0.0167 0.0133 0.005103 82 640: 45%|####5 | 18/40 [00:03<00:04, 5.19it/s] 125/499 4.32G 0.01658 0.01329 0.00501 81 640: 45%|####5 | 18/40 [00:03<00:04, 5.19it/s] 125/499 4.32G 0.01658 0.01329 0.00501 81 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 125/499 4.32G 0.01658 0.01329 0.004962 79 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 125/499 4.32G 0.01658 0.01329 0.004962 79 640: 50%|##### | 20/40 [00:03<00:03, 5.17it/s] 125/499 4.32G 0.01659 0.01332 0.005066 81 640: 50%|##### | 20/40 [00:04<00:03, 5.17it/s] 125/499 4.32G 0.01659 0.01332 0.005066 81 640: 52%|#####2 | 21/40 [00:04<00:03, 5.25it/s] 125/499 4.32G 0.0167 0.01323 0.005081 61 640: 52%|#####2 | 21/40 [00:04<00:03, 5.25it/s] 125/499 4.32G 0.0167 0.01323 0.005081 61 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 125/499 4.32G 0.01672 0.01327 0.005029 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.32it/s] 125/499 4.32G 0.01672 0.01327 0.005029 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.08it/s] 125/499 4.32G 0.01672 0.01323 0.004945 67 640: 57%|#####7 | 23/40 [00:04<00:03, 5.08it/s] 125/499 4.32G 0.01672 0.01323 0.004945 67 640: 60%|###### | 24/40 [00:04<00:03, 5.18it/s] 125/499 4.32G 0.01671 0.01323 0.004828 76 640: 60%|###### | 24/40 [00:04<00:03, 5.18it/s] 125/499 4.32G 0.01671 0.01323 0.004828 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 125/499 4.32G 0.01668 0.01311 0.004888 63 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 125/499 4.32G 0.01668 0.01311 0.004888 63 640: 65%|######5 | 26/40 [00:04<00:02, 5.17it/s] 125/499 4.32G 0.01667 0.0131 0.004846 67 640: 65%|######5 | 26/40 [00:05<00:02, 5.17it/s] 125/499 4.32G 0.01667 0.0131 0.004846 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 125/499 4.32G 0.01671 0.01308 0.004808 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 125/499 4.32G 0.01671 0.01308 0.004808 73 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 125/499 4.32G 0.01676 0.01307 0.004947 67 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 125/499 4.32G 0.01676 0.01307 0.004947 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 125/499 4.32G 0.01668 0.01304 0.004881 81 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 125/499 4.32G 0.01668 0.01304 0.004881 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.11it/s] 125/499 4.32G 0.01669 0.01301 0.004872 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.11it/s] 125/499 4.32G 0.01669 0.01301 0.004872 66 640: 78%|#######7 | 31/40 [00:05<00:01, 5.19it/s] 125/499 4.32G 0.01668 0.01302 0.00486 76 640: 78%|#######7 | 31/40 [00:06<00:01, 5.19it/s] 125/499 4.32G 0.01668 0.01302 0.00486 76 640: 80%|######## | 32/40 [00:06<00:01, 5.10it/s] 125/499 4.32G 0.01663 0.01297 0.004881 56 640: 80%|######## | 32/40 [00:06<00:01, 5.10it/s] 125/499 4.32G 0.01663 0.01297 0.004881 56 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 125/499 4.32G 0.01668 0.01289 0.004832 60 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 125/499 4.32G 0.01668 0.01289 0.004832 60 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 125/499 4.32G 0.01665 0.01283 0.004787 67 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 125/499 4.32G 0.01665 0.01283 0.004787 67 640: 88%|########7 | 35/40 [00:06<00:00, 5.11it/s] 125/499 4.32G 0.01664 0.01287 0.004757 82 640: 88%|########7 | 35/40 [00:06<00:00, 5.11it/s] 125/499 4.32G 0.01664 0.01287 0.004757 82 640: 90%|######### | 36/40 [00:06<00:00, 5.21it/s] 125/499 4.32G 0.01659 0.01287 0.004763 84 640: 90%|######### | 36/40 [00:07<00:00, 5.21it/s] 125/499 4.32G 0.01659 0.01287 0.004763 84 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 125/499 4.32G 0.01658 0.01291 0.004768 87 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 125/499 4.32G 0.01658 0.01291 0.004768 87 640: 95%|#########5| 38/40 [00:07<00:00, 5.15it/s] 125/499 4.32G 0.01657 0.01299 0.004777 94 640: 95%|#########5| 38/40 [00:07<00:00, 5.15it/s] 125/499 4.32G 0.01657 0.01299 0.004777 94 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 125/499 4.32G 0.0166 0.01303 0.004842 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 125/499 4.32G 0.0166 0.01303 0.004842 38 640: 100%|##########| 40/40 [00:07<00:00, 5.37it/s] 125/499 4.32G 0.0166 0.01303 0.004842 38 640: 100%|##########| 40/40 [00:07<00:00, 5.22it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.50it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.62it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.68it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.44it/s] all 132 263 0.0134 0.0175 0.0145 0.00631 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 126/499 4.32G 0.01677 0.01415 0.006243 81 640: 0%| | 0/40 [00:00<?, ?it/s] 126/499 4.32G 0.01677 0.01415 0.006243 81 640: 2%|2 | 1/40 [00:00<00:07, 4.93it/s] 126/499 4.32G 0.01768 0.01429 0.004047 78 640: 2%|2 | 1/40 [00:00<00:07, 4.93it/s] 126/499 4.32G 0.01768 0.01429 0.004047 78 640: 5%|5 | 2/40 [00:00<00:07, 4.97it/s] 126/499 4.32G 0.01769 0.01471 0.003648 84 640: 5%|5 | 2/40 [00:00<00:07, 4.97it/s] 126/499 4.32G 0.01769 0.01471 0.003648 84 640: 8%|7 | 3/40 [00:00<00:07, 5.16it/s] 126/499 4.32G 0.01736 0.01427 0.003988 73 640: 8%|7 | 3/40 [00:00<00:07, 5.16it/s] 126/499 4.32G 0.01736 0.01427 0.003988 73 640: 10%|# | 4/40 [00:00<00:07, 5.06it/s] 126/499 4.32G 0.0173 0.01457 0.004491 89 640: 10%|# | 4/40 [00:00<00:07, 5.06it/s] 126/499 4.32G 0.0173 0.01457 0.004491 89 640: 12%|#2 | 5/40 [00:00<00:06, 5.09it/s] 126/499 4.32G 0.01719 0.0142 0.004537 66 640: 12%|#2 | 5/40 [00:01<00:06, 5.09it/s] 126/499 4.32G 0.01719 0.0142 0.004537 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.16it/s] 126/499 4.32G 0.01729 0.0141 0.004555 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.16it/s] 126/499 4.32G 0.01729 0.0141 0.004555 66 640: 18%|#7 | 7/40 [00:01<00:06, 5.04it/s] 126/499 4.32G 0.01707 0.01396 0.004142 83 640: 18%|#7 | 7/40 [00:01<00:06, 5.04it/s] 126/499 4.32G 0.01707 0.01396 0.004142 83 640: 20%|## | 8/40 [00:01<00:06, 5.18it/s] 126/499 4.32G 0.01678 0.01404 0.00416 81 640: 20%|## | 8/40 [00:01<00:06, 5.18it/s] 126/499 4.32G 0.01678 0.01404 0.00416 81 640: 22%|##2 | 9/40 [00:01<00:05, 5.27it/s] 126/499 4.32G 0.01674 0.0139 0.004179 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.27it/s] 126/499 4.32G 0.01674 0.0139 0.004179 72 640: 25%|##5 | 10/40 [00:01<00:05, 5.13it/s] 126/499 4.32G 0.01667 0.01396 0.004323 73 640: 25%|##5 | 10/40 [00:02<00:05, 5.13it/s] 126/499 4.32G 0.01667 0.01396 0.004323 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.22it/s] 126/499 4.32G 0.01674 0.01399 0.004571 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.22it/s] 126/499 4.32G 0.01674 0.01399 0.004571 78 640: 30%|### | 12/40 [00:02<00:05, 5.18it/s] 126/499 4.32G 0.01662 0.01381 0.004378 67 640: 30%|### | 12/40 [00:02<00:05, 5.18it/s] 126/499 4.32G 0.01662 0.01381 0.004378 67 640: 32%|###2 | 13/40 [00:02<00:05, 5.10it/s] 126/499 4.32G 0.01689 0.01366 0.00437 60 640: 32%|###2 | 13/40 [00:02<00:05, 5.10it/s] 126/499 4.32G 0.01689 0.01366 0.00437 60 640: 35%|###5 | 14/40 [00:02<00:04, 5.20it/s] 126/499 4.32G 0.01681 0.01344 0.004357 62 640: 35%|###5 | 14/40 [00:02<00:04, 5.20it/s] 126/499 4.32G 0.01681 0.01344 0.004357 62 640: 38%|###7 | 15/40 [00:02<00:04, 5.29it/s] 126/499 4.32G 0.01669 0.01343 0.004259 91 640: 38%|###7 | 15/40 [00:03<00:04, 5.29it/s] 126/499 4.32G 0.01669 0.01343 0.004259 91 640: 40%|#### | 16/40 [00:03<00:04, 5.15it/s] 126/499 4.32G 0.01655 0.01337 0.004267 76 640: 40%|#### | 16/40 [00:03<00:04, 5.15it/s] 126/499 4.32G 0.01655 0.01337 0.004267 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 126/499 4.32G 0.01661 0.01327 0.004418 65 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 126/499 4.32G 0.01661 0.01327 0.004418 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 126/499 4.32G 0.0166 0.01322 0.004454 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 126/499 4.32G 0.0166 0.01322 0.004454 76 640: 48%|####7 | 19/40 [00:03<00:04, 5.11it/s] 126/499 4.32G 0.01652 0.01315 0.004542 74 640: 48%|####7 | 19/40 [00:03<00:04, 5.11it/s] 126/499 4.32G 0.01652 0.01315 0.004542 74 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 126/499 4.32G 0.01645 0.0131 0.004631 73 640: 50%|##### | 20/40 [00:04<00:03, 5.21it/s] 126/499 4.32G 0.01645 0.0131 0.004631 73 640: 52%|#####2 | 21/40 [00:04<00:03, 5.29it/s] 126/499 4.32G 0.01655 0.0131 0.004773 61 640: 52%|#####2 | 21/40 [00:04<00:03, 5.29it/s] 126/499 4.32G 0.01655 0.0131 0.004773 61 640: 55%|#####5 | 22/40 [00:04<00:03, 5.16it/s] 126/499 4.32G 0.01659 0.01316 0.00477 84 640: 55%|#####5 | 22/40 [00:04<00:03, 5.16it/s] 126/499 4.32G 0.01659 0.01316 0.00477 84 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 126/499 4.32G 0.01653 0.01309 0.005008 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 126/499 4.32G 0.01653 0.01309 0.005008 76 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 126/499 4.32G 0.01651 0.01314 0.005004 85 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 126/499 4.32G 0.01651 0.01314 0.005004 85 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 126/499 4.32G 0.0166 0.01316 0.004991 70 640: 62%|######2 | 25/40 [00:05<00:02, 5.19it/s] 126/499 4.32G 0.0166 0.01316 0.004991 70 640: 65%|######5 | 26/40 [00:05<00:02, 5.25it/s] 126/499 4.32G 0.01659 0.01313 0.004915 68 640: 65%|######5 | 26/40 [00:05<00:02, 5.25it/s] 126/499 4.32G 0.01659 0.01313 0.004915 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 126/499 4.32G 0.01662 0.01306 0.005012 65 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 126/499 4.32G 0.01662 0.01306 0.005012 65 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 126/499 4.32G 0.01661 0.01305 0.00493 66 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 126/499 4.32G 0.01661 0.01305 0.00493 66 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 126/499 4.32G 0.0166 0.01306 0.004978 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 126/499 4.32G 0.0166 0.01306 0.004978 72 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 126/499 4.32G 0.0167 0.01304 0.005025 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 126/499 4.32G 0.0167 0.01304 0.005025 68 640: 78%|#######7 | 31/40 [00:05<00:01, 5.18it/s] 126/499 4.32G 0.0167 0.01301 0.004945 70 640: 78%|#######7 | 31/40 [00:06<00:01, 5.18it/s] 126/499 4.32G 0.0167 0.01301 0.004945 70 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 126/499 4.32G 0.0167 0.01299 0.004897 66 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 126/499 4.32G 0.0167 0.01299 0.004897 66 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 126/499 4.32G 0.01673 0.013 0.004845 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 126/499 4.32G 0.01673 0.013 0.004845 72 640: 85%|########5 | 34/40 [00:06<00:01, 5.13it/s] 126/499 4.32G 0.0167 0.01304 0.004765 82 640: 85%|########5 | 34/40 [00:06<00:01, 5.13it/s] 126/499 4.32G 0.0167 0.01304 0.004765 82 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 126/499 4.32G 0.01667 0.013 0.004737 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 126/499 4.32G 0.01667 0.013 0.004737 68 640: 90%|######### | 36/40 [00:06<00:00, 5.32it/s] 126/499 4.32G 0.01668 0.01295 0.004782 65 640: 90%|######### | 36/40 [00:07<00:00, 5.32it/s] 126/499 4.32G 0.01668 0.01295 0.004782 65 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 126/499 4.32G 0.01669 0.01292 0.004796 66 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 126/499 4.32G 0.01669 0.01292 0.004796 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 126/499 4.32G 0.01665 0.01288 0.004714 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.26it/s] 126/499 4.32G 0.01665 0.01288 0.004714 69 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 126/499 4.32G 0.01667 0.01283 0.004707 32 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 126/499 4.32G 0.01667 0.01283 0.004707 32 640: 100%|##########| 40/40 [00:07<00:00, 5.23it/s] 126/499 4.32G 0.01667 0.01283 0.004707 32 640: 100%|##########| 40/40 [00:07<00:00, 5.21it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.05it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.59it/s] all 132 263 0.566 0.0228 0.0262 0.0106 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 127/499 4.32G 0.01637 0.01201 0.002645 64 640: 0%| | 0/40 [00:00<?, ?it/s] 127/499 4.32G 0.01637 0.01201 0.002645 64 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 127/499 4.32G 0.01672 0.01281 0.002264 70 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 127/499 4.32G 0.01672 0.01281 0.002264 70 640: 5%|5 | 2/40 [00:00<00:06, 5.44it/s] 127/499 4.32G 0.01608 0.01285 0.002379 81 640: 5%|5 | 2/40 [00:00<00:06, 5.44it/s] 127/499 4.32G 0.01608 0.01285 0.002379 81 640: 8%|7 | 3/40 [00:00<00:07, 5.19it/s] 127/499 4.32G 0.0161 0.01287 0.003809 70 640: 8%|7 | 3/40 [00:00<00:07, 5.19it/s] 127/499 4.32G 0.0161 0.01287 0.003809 70 640: 10%|# | 4/40 [00:00<00:06, 5.23it/s] 127/499 4.32G 0.01622 0.01279 0.003669 67 640: 10%|# | 4/40 [00:00<00:06, 5.23it/s] 127/499 4.32G 0.01622 0.01279 0.003669 67 640: 12%|#2 | 5/40 [00:00<00:06, 5.34it/s] 127/499 4.32G 0.01592 0.0127 0.003762 80 640: 12%|#2 | 5/40 [00:01<00:06, 5.34it/s] 127/499 4.32G 0.01592 0.0127 0.003762 80 640: 15%|#5 | 6/40 [00:01<00:06, 5.18it/s] 127/499 4.32G 0.01602 0.01289 0.004455 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.18it/s] 127/499 4.32G 0.01602 0.01289 0.004455 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.22it/s] 127/499 4.32G 0.01607 0.01303 0.005113 80 640: 18%|#7 | 7/40 [00:01<00:06, 5.22it/s] 127/499 4.32G 0.01607 0.01303 0.005113 80 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 127/499 4.32G 0.01594 0.01288 0.004744 68 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 127/499 4.32G 0.01594 0.01288 0.004744 68 640: 22%|##2 | 9/40 [00:01<00:06, 5.08it/s] 127/499 4.32G 0.01595 0.01284 0.005263 76 640: 22%|##2 | 9/40 [00:01<00:06, 5.08it/s] 127/499 4.32G 0.01595 0.01284 0.005263 76 640: 25%|##5 | 10/40 [00:01<00:05, 5.19it/s] 127/499 4.32G 0.01594 0.01286 0.005186 68 640: 25%|##5 | 10/40 [00:02<00:05, 5.19it/s] 127/499 4.32G 0.01594 0.01286 0.005186 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 127/499 4.32G 0.01599 0.01274 0.0051 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 127/499 4.32G 0.01599 0.01274 0.0051 70 640: 30%|### | 12/40 [00:02<00:05, 5.16it/s] 127/499 4.32G 0.01594 0.01274 0.005227 73 640: 30%|### | 12/40 [00:02<00:05, 5.16it/s] 127/499 4.32G 0.01594 0.01274 0.005227 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 127/499 4.32G 0.01597 0.0128 0.005153 79 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 127/499 4.32G 0.01597 0.0128 0.005153 79 640: 35%|###5 | 14/40 [00:02<00:04, 5.25it/s] 127/499 4.32G 0.01595 0.01281 0.005104 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.25it/s] 127/499 4.32G 0.01595 0.01281 0.005104 74 640: 38%|###7 | 15/40 [00:02<00:04, 5.15it/s] 127/499 4.32G 0.0159 0.01275 0.004907 72 640: 38%|###7 | 15/40 [00:03<00:04, 5.15it/s] 127/499 4.32G 0.0159 0.01275 0.004907 72 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 127/499 4.32G 0.01591 0.01277 0.005105 71 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 127/499 4.32G 0.01591 0.01277 0.005105 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 127/499 4.32G 0.01598 0.01278 0.005026 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 127/499 4.32G 0.01598 0.01278 0.005026 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.19it/s] 127/499 4.32G 0.01604 0.01298 0.004854 86 640: 45%|####5 | 18/40 [00:03<00:04, 5.19it/s] 127/499 4.32G 0.01604 0.01298 0.004854 86 640: 48%|####7 | 19/40 [00:03<00:03, 5.28it/s] 127/499 4.32G 0.016 0.01292 0.004722 76 640: 48%|####7 | 19/40 [00:03<00:03, 5.28it/s] 127/499 4.32G 0.016 0.01292 0.004722 76 640: 50%|##### | 20/40 [00:03<00:03, 5.33it/s] 127/499 4.32G 0.01593 0.01291 0.004781 76 640: 50%|##### | 20/40 [00:04<00:03, 5.33it/s] 127/499 4.32G 0.01593 0.01291 0.004781 76 640: 52%|#####2 | 21/40 [00:04<00:03, 5.13it/s] 127/499 4.32G 0.01593 0.01286 0.004746 67 640: 52%|#####2 | 21/40 [00:04<00:03, 5.13it/s] 127/499 4.32G 0.01593 0.01286 0.004746 67 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 127/499 4.32G 0.01596 0.01285 0.004866 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 127/499 4.32G 0.01596 0.01285 0.004866 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 127/499 4.32G 0.01595 0.01286 0.004864 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.27it/s] 127/499 4.32G 0.01595 0.01286 0.004864 76 640: 60%|###### | 24/40 [00:04<00:03, 5.16it/s] 127/499 4.32G 0.01593 0.01282 0.004917 64 640: 60%|###### | 24/40 [00:04<00:03, 5.16it/s] 127/499 4.32G 0.01593 0.01282 0.004917 64 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 127/499 4.32G 0.016 0.01291 0.005127 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 127/499 4.32G 0.016 0.01291 0.005127 71 640: 65%|######5 | 26/40 [00:04<00:02, 5.36it/s] 127/499 4.32G 0.01603 0.01287 0.005232 68 640: 65%|######5 | 26/40 [00:05<00:02, 5.36it/s] 127/499 4.32G 0.01603 0.01287 0.005232 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 127/499 4.32G 0.01611 0.01292 0.00525 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 127/499 4.32G 0.01611 0.01292 0.00525 79 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 127/499 4.32G 0.01613 0.013 0.005168 85 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 127/499 4.32G 0.01613 0.013 0.005168 85 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 127/499 4.32G 0.01605 0.013 0.005087 82 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 127/499 4.32G 0.01605 0.013 0.005087 82 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 127/499 4.32G 0.01607 0.01306 0.005066 86 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 127/499 4.32G 0.01607 0.01306 0.005066 86 640: 78%|#######7 | 31/40 [00:05<00:01, 5.25it/s] 127/499 4.32G 0.01609 0.01307 0.005019 78 640: 78%|#######7 | 31/40 [00:06<00:01, 5.25it/s] 127/499 4.32G 0.01609 0.01307 0.005019 78 640: 80%|######## | 32/40 [00:06<00:01, 5.34it/s] 127/499 4.32G 0.01607 0.01299 0.004998 58 640: 80%|######## | 32/40 [00:06<00:01, 5.34it/s] 127/499 4.32G 0.01607 0.01299 0.004998 58 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 127/499 4.32G 0.01613 0.01312 0.005128 100 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 127/499 4.32G 0.01613 0.01312 0.005128 100 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 127/499 4.32G 0.01622 0.01323 0.005093 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 127/499 4.32G 0.01622 0.01323 0.005093 84 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 127/499 4.32G 0.01618 0.0132 0.005005 65 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 127/499 4.32G 0.01618 0.0132 0.005005 65 640: 90%|######### | 36/40 [00:06<00:00, 5.05it/s] 127/499 4.32G 0.01619 0.01314 0.00495 68 640: 90%|######### | 36/40 [00:07<00:00, 5.05it/s] 127/499 4.32G 0.01619 0.01314 0.00495 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 127/499 4.32G 0.01622 0.0131 0.005128 64 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 127/499 4.32G 0.01622 0.0131 0.005128 64 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 127/499 4.32G 0.01623 0.0131 0.005074 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 127/499 4.32G 0.01623 0.0131 0.005074 80 640: 98%|#########7| 39/40 [00:07<00:00, 5.17it/s] 127/499 4.32G 0.01628 0.01305 0.005303 30 640: 98%|#########7| 39/40 [00:07<00:00, 5.17it/s] 127/499 4.32G 0.01628 0.01305 0.005303 30 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] 127/499 4.32G 0.01628 0.01305 0.005303 30 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.97it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.00it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.05it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.61it/s] all 132 263 0.0547 0.144 0.0707 0.0303 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 128/499 4.32G 0.01736 0.0145 0.004914 74 640: 0%| | 0/40 [00:00<?, ?it/s] 128/499 4.32G 0.01736 0.0145 0.004914 74 640: 2%|2 | 1/40 [00:00<00:07, 5.36it/s] 128/499 4.32G 0.01668 0.01493 0.005184 85 640: 2%|2 | 1/40 [00:00<00:07, 5.36it/s] 128/499 4.32G 0.01668 0.01493 0.005184 85 640: 5%|5 | 2/40 [00:00<00:07, 5.11it/s] 128/499 4.32G 0.01634 0.01411 0.006037 80 640: 5%|5 | 2/40 [00:00<00:07, 5.11it/s] 128/499 4.32G 0.01634 0.01411 0.006037 80 640: 8%|7 | 3/40 [00:00<00:07, 5.18it/s] 128/499 4.32G 0.01606 0.01392 0.006371 80 640: 8%|7 | 3/40 [00:00<00:07, 5.18it/s] 128/499 4.32G 0.01606 0.01392 0.006371 80 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 128/499 4.32G 0.01602 0.01369 0.007094 77 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 128/499 4.32G 0.01602 0.01369 0.007094 77 640: 12%|#2 | 5/40 [00:00<00:06, 5.06it/s] 128/499 4.32G 0.01593 0.01367 0.006721 78 640: 12%|#2 | 5/40 [00:01<00:06, 5.06it/s] 128/499 4.32G 0.01593 0.01367 0.006721 78 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 128/499 4.32G 0.01589 0.01347 0.006667 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.20it/s] 128/499 4.32G 0.01589 0.01347 0.006667 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.29it/s] 128/499 4.32G 0.0162 0.01339 0.007136 65 640: 18%|#7 | 7/40 [00:01<00:06, 5.29it/s] 128/499 4.32G 0.0162 0.01339 0.007136 65 640: 20%|## | 8/40 [00:01<00:06, 5.16it/s] 128/499 4.32G 0.01595 0.01328 0.00701 80 640: 20%|## | 8/40 [00:01<00:06, 5.16it/s] 128/499 4.32G 0.01595 0.01328 0.00701 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 128/499 4.32G 0.01594 0.01361 0.007019 94 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 128/499 4.32G 0.01594 0.01361 0.007019 94 640: 25%|##5 | 10/40 [00:01<00:05, 5.28it/s] 128/499 4.32G 0.01585 0.01326 0.006735 59 640: 25%|##5 | 10/40 [00:02<00:05, 5.28it/s] 128/499 4.32G 0.01585 0.01326 0.006735 59 640: 28%|##7 | 11/40 [00:02<00:05, 5.12it/s] 128/499 4.32G 0.01597 0.01322 0.006464 58 640: 28%|##7 | 11/40 [00:02<00:05, 5.12it/s] 128/499 4.32G 0.01597 0.01322 0.006464 58 640: 30%|### | 12/40 [00:02<00:05, 5.16it/s] 128/499 4.32G 0.01597 0.01321 0.006449 73 640: 30%|### | 12/40 [00:02<00:05, 5.16it/s] 128/499 4.32G 0.01597 0.01321 0.006449 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.25it/s] 128/499 4.32G 0.01624 0.01333 0.00668 78 640: 32%|###2 | 13/40 [00:02<00:05, 5.25it/s] 128/499 4.32G 0.01624 0.01333 0.00668 78 640: 35%|###5 | 14/40 [00:02<00:05, 5.15it/s] 128/499 4.32G 0.01621 0.01328 0.006577 75 640: 35%|###5 | 14/40 [00:02<00:05, 5.15it/s] 128/499 4.32G 0.01621 0.01328 0.006577 75 640: 38%|###7 | 15/40 [00:02<00:04, 5.26it/s] 128/499 4.32G 0.01641 0.0135 0.006547 82 640: 38%|###7 | 15/40 [00:03<00:04, 5.26it/s] 128/499 4.32G 0.01641 0.0135 0.006547 82 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 128/499 4.32G 0.01662 0.01364 0.00646 80 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 128/499 4.32G 0.01662 0.01364 0.00646 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.18it/s] 128/499 4.32G 0.01664 0.01361 0.006207 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.18it/s] 128/499 4.32G 0.01664 0.01361 0.006207 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 128/499 4.32G 0.01664 0.01358 0.006204 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 128/499 4.32G 0.01664 0.01358 0.006204 69 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 128/499 4.32G 0.01659 0.01352 0.006138 69 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 128/499 4.32G 0.01659 0.01352 0.006138 69 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 128/499 4.32G 0.01656 0.01353 0.006075 81 640: 50%|##### | 20/40 [00:04<00:03, 5.22it/s] 128/499 4.32G 0.01656 0.01353 0.006075 81 640: 52%|#####2 | 21/40 [00:04<00:03, 5.29it/s] 128/499 4.32G 0.01653 0.01355 0.005926 84 640: 52%|#####2 | 21/40 [00:04<00:03, 5.29it/s] 128/499 4.32G 0.01653 0.01355 0.005926 84 640: 55%|#####5 | 22/40 [00:04<00:03, 5.36it/s] 128/499 4.32G 0.01651 0.01363 0.005804 90 640: 55%|#####5 | 22/40 [00:04<00:03, 5.36it/s] 128/499 4.32G 0.01651 0.01363 0.005804 90 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 128/499 4.32G 0.0165 0.01342 0.005928 52 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 128/499 4.32G 0.0165 0.01342 0.005928 52 640: 60%|###### | 24/40 [00:04<00:03, 5.29it/s] 128/499 4.32G 0.01647 0.01344 0.006056 79 640: 60%|###### | 24/40 [00:04<00:03, 5.29it/s] 128/499 4.32G 0.01647 0.01344 0.006056 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.37it/s] 128/499 4.32G 0.01653 0.01332 0.00629 59 640: 62%|######2 | 25/40 [00:04<00:02, 5.37it/s] 128/499 4.32G 0.01653 0.01332 0.00629 59 640: 65%|######5 | 26/40 [00:04<00:02, 5.21it/s] 128/499 4.32G 0.01642 0.01329 0.006193 87 640: 65%|######5 | 26/40 [00:05<00:02, 5.21it/s] 128/499 4.32G 0.01642 0.01329 0.006193 87 640: 68%|######7 | 27/40 [00:05<00:02, 5.26it/s] 128/499 4.32G 0.01639 0.01333 0.006186 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.26it/s] 128/499 4.32G 0.01639 0.01333 0.006186 73 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 128/499 4.32G 0.01637 0.01337 0.006182 94 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 128/499 4.32G 0.01637 0.01337 0.006182 94 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 128/499 4.32G 0.01635 0.01337 0.006223 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 128/499 4.32G 0.01635 0.01337 0.006223 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 128/499 4.32G 0.01633 0.0134 0.006179 82 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 128/499 4.32G 0.01633 0.0134 0.006179 82 640: 78%|#######7 | 31/40 [00:05<00:01, 5.35it/s] 128/499 4.32G 0.01633 0.01344 0.006243 89 640: 78%|#######7 | 31/40 [00:06<00:01, 5.35it/s] 128/499 4.32G 0.01633 0.01344 0.006243 89 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 128/499 4.32G 0.01635 0.01354 0.006299 88 640: 80%|######## | 32/40 [00:06<00:01, 5.16it/s] 128/499 4.32G 0.01635 0.01354 0.006299 88 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 128/499 4.32G 0.01638 0.01355 0.00637 78 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 128/499 4.32G 0.01638 0.01355 0.00637 78 640: 85%|########5 | 34/40 [00:06<00:01, 5.32it/s] 128/499 4.32G 0.0164 0.01352 0.006372 70 640: 85%|########5 | 34/40 [00:06<00:01, 5.32it/s] 128/499 4.32G 0.0164 0.01352 0.006372 70 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 128/499 4.32G 0.0164 0.01352 0.006339 79 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 128/499 4.32G 0.0164 0.01352 0.006339 79 640: 90%|######### | 36/40 [00:06<00:00, 5.28it/s] 128/499 4.32G 0.01644 0.01351 0.006524 72 640: 90%|######### | 36/40 [00:07<00:00, 5.28it/s] 128/499 4.32G 0.01644 0.01351 0.006524 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.35it/s] 128/499 4.32G 0.0165 0.01348 0.006523 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.35it/s] 128/499 4.32G 0.0165 0.01348 0.006523 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.22it/s] 128/499 4.32G 0.0165 0.01342 0.006561 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.22it/s] 128/499 4.32G 0.0165 0.01342 0.006561 66 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 128/499 4.32G 0.01645 0.01341 0.006478 40 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 128/499 4.32G 0.01645 0.01341 0.006478 40 640: 100%|##########| 40/40 [00:07<00:00, 5.46it/s] 128/499 4.32G 0.01645 0.01341 0.006478 40 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.37it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.57it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.57it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.69it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.21it/s] all 132 263 0.0528 0.0742 0.0616 0.0275 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 129/499 4.32G 0.01573 0.01546 0.006273 95 640: 0%| | 0/40 [00:00<?, ?it/s] 129/499 4.32G 0.01573 0.01546 0.006273 95 640: 2%|2 | 1/40 [00:00<00:07, 4.93it/s] 129/499 4.32G 0.016 0.01336 0.00507 73 640: 2%|2 | 1/40 [00:00<00:07, 4.93it/s] 129/499 4.32G 0.016 0.01336 0.00507 73 640: 5%|5 | 2/40 [00:00<00:07, 5.25it/s] 129/499 4.32G 0.01639 0.01394 0.004462 81 640: 5%|5 | 2/40 [00:00<00:07, 5.25it/s] 129/499 4.32G 0.01639 0.01394 0.004462 81 640: 8%|7 | 3/40 [00:00<00:06, 5.36it/s] 129/499 4.32G 0.01744 0.01415 0.007518 66 640: 8%|7 | 3/40 [00:00<00:06, 5.36it/s] 129/499 4.32G 0.01744 0.01415 0.007518 66 640: 10%|# | 4/40 [00:00<00:06, 5.17it/s] 129/499 4.32G 0.01716 0.0145 0.007105 86 640: 10%|# | 4/40 [00:00<00:06, 5.17it/s] 129/499 4.32G 0.01716 0.0145 0.007105 86 640: 12%|#2 | 5/40 [00:00<00:06, 5.29it/s] 129/499 4.32G 0.01708 0.01425 0.006644 72 640: 12%|#2 | 5/40 [00:01<00:06, 5.29it/s] 129/499 4.32G 0.01708 0.01425 0.006644 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 129/499 4.32G 0.01711 0.0142 0.006733 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 129/499 4.32G 0.01711 0.0142 0.006733 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 129/499 4.32G 0.01698 0.01397 0.006859 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 129/499 4.32G 0.01698 0.01397 0.006859 69 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 129/499 4.32G 0.01687 0.01427 0.00656 90 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 129/499 4.32G 0.01687 0.01427 0.00656 90 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 129/499 4.32G 0.01684 0.01406 0.006806 58 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 129/499 4.32G 0.01684 0.01406 0.006806 58 640: 25%|##5 | 10/40 [00:01<00:05, 5.19it/s] 129/499 4.32G 0.01716 0.01393 0.006898 63 640: 25%|##5 | 10/40 [00:02<00:05, 5.19it/s] 129/499 4.32G 0.01716 0.01393 0.006898 63 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 129/499 4.32G 0.01708 0.01381 0.006817 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 129/499 4.32G 0.01708 0.01381 0.006817 73 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 129/499 4.32G 0.01693 0.0135 0.006872 55 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 129/499 4.32G 0.01693 0.0135 0.006872 55 640: 32%|###2 | 13/40 [00:02<00:05, 5.12it/s] 129/499 4.32G 0.01683 0.01346 0.006641 63 640: 32%|###2 | 13/40 [00:02<00:05, 5.12it/s] 129/499 4.32G 0.01683 0.01346 0.006641 63 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 129/499 4.32G 0.01681 0.01359 0.006322 87 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 129/499 4.32G 0.01681 0.01359 0.006322 87 640: 38%|###7 | 15/40 [00:02<00:04, 5.28it/s] 129/499 4.32G 0.01675 0.01344 0.006326 63 640: 38%|###7 | 15/40 [00:03<00:04, 5.28it/s] 129/499 4.32G 0.01675 0.01344 0.006326 63 640: 40%|#### | 16/40 [00:03<00:04, 5.17it/s] 129/499 4.32G 0.01675 0.01367 0.006207 91 640: 40%|#### | 16/40 [00:03<00:04, 5.17it/s] 129/499 4.32G 0.01675 0.01367 0.006207 91 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 129/499 4.32G 0.01687 0.01365 0.006552 65 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 129/499 4.32G 0.01687 0.01365 0.006552 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 129/499 4.32G 0.01692 0.01376 0.006468 90 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 129/499 4.32G 0.01692 0.01376 0.006468 90 640: 48%|####7 | 19/40 [00:03<00:04, 5.18it/s] 129/499 4.32G 0.01721 0.01382 0.00643 78 640: 48%|####7 | 19/40 [00:03<00:04, 5.18it/s] 129/499 4.32G 0.01721 0.01382 0.00643 78 640: 50%|##### | 20/40 [00:03<00:03, 5.26it/s] 129/499 4.32G 0.01716 0.01362 0.006294 56 640: 50%|##### | 20/40 [00:03<00:03, 5.26it/s] 129/499 4.32G 0.01716 0.01362 0.006294 56 640: 52%|#####2 | 21/40 [00:03<00:03, 5.33it/s] 129/499 4.32G 0.01727 0.01361 0.006293 67 640: 52%|#####2 | 21/40 [00:04<00:03, 5.33it/s] 129/499 4.32G 0.01727 0.01361 0.006293 67 640: 55%|#####5 | 22/40 [00:04<00:03, 5.09it/s] 129/499 4.32G 0.01734 0.01353 0.006234 61 640: 55%|#####5 | 22/40 [00:04<00:03, 5.09it/s] 129/499 4.32G 0.01734 0.01353 0.006234 61 640: 57%|#####7 | 23/40 [00:04<00:03, 5.19it/s] 129/499 4.32G 0.0174 0.01353 0.006331 71 640: 57%|#####7 | 23/40 [00:04<00:03, 5.19it/s] 129/499 4.32G 0.0174 0.01353 0.006331 71 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 129/499 4.32G 0.01737 0.01354 0.00617 75 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 129/499 4.32G 0.01737 0.01354 0.00617 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.17it/s] 129/499 4.32G 0.01732 0.01346 0.006084 66 640: 62%|######2 | 25/40 [00:04<00:02, 5.17it/s] 129/499 4.32G 0.01732 0.01346 0.006084 66 640: 65%|######5 | 26/40 [00:04<00:02, 5.27it/s] 129/499 4.32G 0.01729 0.01347 0.005994 85 640: 65%|######5 | 26/40 [00:05<00:02, 5.27it/s] 129/499 4.32G 0.01729 0.01347 0.005994 85 640: 68%|######7 | 27/40 [00:05<00:02, 5.33it/s] 129/499 4.32G 0.01724 0.01342 0.005951 72 640: 68%|######7 | 27/40 [00:05<00:02, 5.33it/s] 129/499 4.32G 0.01724 0.01342 0.005951 72 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 129/499 4.32G 0.01722 0.0135 0.006133 87 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 129/499 4.32G 0.01722 0.0135 0.006133 87 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 129/499 4.32G 0.01716 0.01342 0.006192 66 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 129/499 4.32G 0.01716 0.01342 0.006192 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 129/499 4.32G 0.01713 0.01342 0.006127 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 129/499 4.32G 0.01713 0.01342 0.006127 75 640: 78%|#######7 | 31/40 [00:05<00:01, 5.19it/s] 129/499 4.32G 0.01718 0.01343 0.00608 72 640: 78%|#######7 | 31/40 [00:06<00:01, 5.19it/s] 129/499 4.32G 0.01718 0.01343 0.00608 72 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 129/499 4.32G 0.01728 0.01343 0.006082 73 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 129/499 4.32G 0.01728 0.01343 0.006082 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 129/499 4.32G 0.01725 0.0134 0.00607 70 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 129/499 4.32G 0.01725 0.0134 0.00607 70 640: 85%|########5 | 34/40 [00:06<00:01, 5.19it/s] 129/499 4.32G 0.01729 0.01343 0.006077 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.19it/s] 129/499 4.32G 0.01729 0.01343 0.006077 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 129/499 4.32G 0.0173 0.01341 0.00607 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 129/499 4.32G 0.0173 0.01341 0.00607 75 640: 90%|######### | 36/40 [00:06<00:00, 5.34it/s] 129/499 4.32G 0.01729 0.01338 0.006241 71 640: 90%|######### | 36/40 [00:07<00:00, 5.34it/s] 129/499 4.32G 0.01729 0.01338 0.006241 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.19it/s] 129/499 4.32G 0.01731 0.01352 0.006313 94 640: 92%|#########2| 37/40 [00:07<00:00, 5.19it/s] 129/499 4.32G 0.01731 0.01352 0.006313 94 640: 95%|#########5| 38/40 [00:07<00:00, 5.05it/s] 129/499 4.32G 0.0173 0.01354 0.006203 86 640: 95%|#########5| 38/40 [00:07<00:00, 5.05it/s] 129/499 4.32G 0.0173 0.01354 0.006203 86 640: 98%|#########7| 39/40 [00:07<00:00, 5.15it/s] 129/499 4.32G 0.01728 0.01366 0.006161 59 640: 98%|#########7| 39/40 [00:07<00:00, 5.15it/s] 129/499 4.32G 0.01728 0.01366 0.006161 59 640: 100%|##########| 40/40 [00:07<00:00, 5.14it/s] 129/499 4.32G 0.01728 0.01366 0.006161 59 640: 100%|##########| 40/40 [00:07<00:00, 5.23it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 6.11it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 6.02it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.95it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.75it/s] all 132 263 0.0436 0.066 0.0566 0.024 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 130/499 4.32G 0.01786 0.01709 0.007157 92 640: 0%| | 0/40 [00:00<?, ?it/s] 130/499 4.32G 0.01786 0.01709 0.007157 92 640: 2%|2 | 1/40 [00:00<00:07, 5.49it/s] 130/499 4.32G 0.0176 0.01612 0.006867 78 640: 2%|2 | 1/40 [00:00<00:07, 5.49it/s] 130/499 4.32G 0.0176 0.01612 0.006867 78 640: 5%|5 | 2/40 [00:00<00:06, 5.50it/s] 130/499 4.32G 0.0179 0.01579 0.006639 79 640: 5%|5 | 2/40 [00:00<00:06, 5.50it/s] 130/499 4.32G 0.0179 0.01579 0.006639 79 640: 8%|7 | 3/40 [00:00<00:07, 5.21it/s] 130/499 4.32G 0.01746 0.01548 0.006217 82 640: 8%|7 | 3/40 [00:00<00:07, 5.21it/s] 130/499 4.32G 0.01746 0.01548 0.006217 82 640: 10%|# | 4/40 [00:00<00:06, 5.29it/s] 130/499 4.32G 0.01782 0.0154 0.006499 74 640: 10%|# | 4/40 [00:00<00:06, 5.29it/s] 130/499 4.32G 0.01782 0.0154 0.006499 74 640: 12%|#2 | 5/40 [00:00<00:06, 5.36it/s] 130/499 4.32G 0.01758 0.01479 0.006045 65 640: 12%|#2 | 5/40 [00:01<00:06, 5.36it/s] 130/499 4.32G 0.01758 0.01479 0.006045 65 640: 15%|#5 | 6/40 [00:01<00:06, 5.09it/s] 130/499 4.32G 0.01713 0.01417 0.005645 60 640: 15%|#5 | 6/40 [00:01<00:06, 5.09it/s] 130/499 4.32G 0.01713 0.01417 0.005645 60 640: 18%|#7 | 7/40 [00:01<00:06, 5.17it/s] 130/499 4.32G 0.01704 0.01386 0.005606 66 640: 18%|#7 | 7/40 [00:01<00:06, 5.17it/s] 130/499 4.32G 0.01704 0.01386 0.005606 66 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 130/499 4.32G 0.0168 0.01368 0.005545 75 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 130/499 4.32G 0.0168 0.01368 0.005545 75 640: 22%|##2 | 9/40 [00:01<00:06, 5.09it/s] 130/499 4.32G 0.01675 0.0136 0.00538 72 640: 22%|##2 | 9/40 [00:01<00:06, 5.09it/s] 130/499 4.32G 0.01675 0.0136 0.00538 72 640: 25%|##5 | 10/40 [00:01<00:05, 5.19it/s] 130/499 4.32G 0.01676 0.01352 0.00544 71 640: 25%|##5 | 10/40 [00:02<00:05, 5.19it/s] 130/499 4.32G 0.01676 0.01352 0.00544 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 130/499 4.32G 0.01696 0.01346 0.005596 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 130/499 4.32G 0.01696 0.01346 0.005596 65 640: 30%|### | 12/40 [00:02<00:05, 5.15it/s] 130/499 4.32G 0.01696 0.01368 0.005577 93 640: 30%|### | 12/40 [00:02<00:05, 5.15it/s] 130/499 4.32G 0.01696 0.01368 0.005577 93 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 130/499 4.32G 0.01702 0.01366 0.005399 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 130/499 4.32G 0.01702 0.01366 0.005399 72 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 130/499 4.32G 0.01715 0.0137 0.00529 78 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 130/499 4.32G 0.01715 0.0137 0.00529 78 640: 38%|###7 | 15/40 [00:02<00:04, 5.16it/s] 130/499 4.32G 0.01718 0.01374 0.00515 70 640: 38%|###7 | 15/40 [00:03<00:04, 5.16it/s] 130/499 4.32G 0.01718 0.01374 0.00515 70 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 130/499 4.32G 0.01708 0.01367 0.005125 72 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 130/499 4.32G 0.01708 0.01367 0.005125 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 130/499 4.32G 0.01707 0.01381 0.005116 93 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 130/499 4.32G 0.01707 0.01381 0.005116 93 640: 45%|####5 | 18/40 [00:03<00:04, 5.13it/s] 130/499 4.32G 0.01704 0.01384 0.005145 82 640: 45%|####5 | 18/40 [00:03<00:04, 5.13it/s] 130/499 4.32G 0.01704 0.01384 0.005145 82 640: 48%|####7 | 19/40 [00:03<00:04, 5.25it/s] 130/499 4.32G 0.01705 0.01383 0.005091 71 640: 48%|####7 | 19/40 [00:03<00:04, 5.25it/s] 130/499 4.32G 0.01705 0.01383 0.005091 71 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 130/499 4.32G 0.01702 0.01382 0.005105 79 640: 50%|##### | 20/40 [00:04<00:03, 5.34it/s] 130/499 4.32G 0.01702 0.01382 0.005105 79 640: 52%|#####2 | 21/40 [00:04<00:03, 5.20it/s] 130/499 4.32G 0.01706 0.01398 0.005139 80 640: 52%|#####2 | 21/40 [00:04<00:03, 5.20it/s] 130/499 4.32G 0.01706 0.01398 0.005139 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.26it/s] 130/499 4.32G 0.01704 0.01407 0.005167 90 640: 55%|#####5 | 22/40 [00:04<00:03, 5.26it/s] 130/499 4.32G 0.01704 0.01407 0.005167 90 640: 57%|#####7 | 23/40 [00:04<00:03, 5.35it/s] 130/499 4.32G 0.01697 0.0141 0.005067 83 640: 57%|#####7 | 23/40 [00:04<00:03, 5.35it/s] 130/499 4.32G 0.01697 0.0141 0.005067 83 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 130/499 4.32G 0.01694 0.01407 0.005067 77 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 130/499 4.32G 0.01694 0.01407 0.005067 77 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 130/499 4.32G 0.01703 0.014 0.005251 64 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 130/499 4.32G 0.01703 0.014 0.005251 64 640: 65%|######5 | 26/40 [00:04<00:02, 5.39it/s] 130/499 4.32G 0.01701 0.01397 0.005174 82 640: 65%|######5 | 26/40 [00:05<00:02, 5.39it/s] 130/499 4.32G 0.01701 0.01397 0.005174 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.19it/s] 130/499 4.32G 0.01701 0.01394 0.005266 83 640: 68%|######7 | 27/40 [00:05<00:02, 5.19it/s] 130/499 4.32G 0.01701 0.01394 0.005266 83 640: 70%|####### | 28/40 [00:05<00:02, 5.28it/s] 130/499 4.32G 0.01699 0.01404 0.005341 93 640: 70%|####### | 28/40 [00:05<00:02, 5.28it/s] 130/499 4.32G 0.01699 0.01404 0.005341 93 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 130/499 4.32G 0.01701 0.01395 0.005365 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 130/499 4.32G 0.01701 0.01395 0.005365 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 130/499 4.32G 0.01702 0.01384 0.005295 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 130/499 4.32G 0.01702 0.01384 0.005295 65 640: 78%|#######7 | 31/40 [00:05<00:01, 5.22it/s] 130/499 4.32G 0.01702 0.01388 0.005362 79 640: 78%|#######7 | 31/40 [00:06<00:01, 5.22it/s] 130/499 4.32G 0.01702 0.01388 0.005362 79 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 130/499 4.32G 0.01704 0.01387 0.005299 75 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 130/499 4.32G 0.01704 0.01387 0.005299 75 640: 82%|########2 | 33/40 [00:06<00:01, 5.16it/s] 130/499 4.32G 0.01703 0.01381 0.005326 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.16it/s] 130/499 4.32G 0.01703 0.01381 0.005326 72 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 130/499 4.32G 0.01707 0.01381 0.005305 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 130/499 4.32G 0.01707 0.01381 0.005305 79 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 130/499 4.32G 0.0171 0.01377 0.00523 70 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 130/499 4.32G 0.0171 0.01377 0.00523 70 640: 90%|######### | 36/40 [00:06<00:00, 5.21it/s] 130/499 4.32G 0.01709 0.01374 0.005324 76 640: 90%|######### | 36/40 [00:07<00:00, 5.21it/s] 130/499 4.32G 0.01709 0.01374 0.005324 76 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 130/499 4.32G 0.01703 0.01376 0.005362 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 130/499 4.32G 0.01703 0.01376 0.005362 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.37it/s] 130/499 4.32G 0.01716 0.01369 0.005392 59 640: 95%|#########5| 38/40 [00:07<00:00, 5.37it/s] 130/499 4.32G 0.01716 0.01369 0.005392 59 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 130/499 4.32G 0.01711 0.01363 0.005344 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 130/499 4.32G 0.01711 0.01363 0.005344 38 640: 100%|##########| 40/40 [00:07<00:00, 5.34it/s] 130/499 4.32G 0.01711 0.01363 0.005344 38 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.98it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.02it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.01it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.12it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.66it/s] all 132 263 0.428 0.0345 0.0425 0.0155 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 131/499 4.32G 0.01392 0.01023 0.005575 59 640: 0%| | 0/40 [00:00<?, ?it/s] 131/499 4.32G 0.01392 0.01023 0.005575 59 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 131/499 4.32G 0.015 0.0116 0.005933 64 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 131/499 4.32G 0.015 0.0116 0.005933 64 640: 5%|5 | 2/40 [00:00<00:07, 5.08it/s] 131/499 4.32G 0.01619 0.01174 0.004745 58 640: 5%|5 | 2/40 [00:00<00:07, 5.08it/s] 131/499 4.32G 0.01619 0.01174 0.004745 58 640: 8%|7 | 3/40 [00:00<00:07, 5.20it/s] 131/499 4.32G 0.01623 0.01195 0.004662 66 640: 8%|7 | 3/40 [00:00<00:07, 5.20it/s] 131/499 4.32G 0.01623 0.01195 0.004662 66 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 131/499 4.32G 0.01662 0.01238 0.004523 72 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 131/499 4.32G 0.01662 0.01238 0.004523 72 640: 12%|#2 | 5/40 [00:00<00:06, 5.17it/s] 131/499 4.32G 0.01681 0.01221 0.004441 66 640: 12%|#2 | 5/40 [00:01<00:06, 5.17it/s] 131/499 4.32G 0.01681 0.01221 0.004441 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.28it/s] 131/499 4.32G 0.01671 0.01236 0.004389 81 640: 15%|#5 | 6/40 [00:01<00:06, 5.28it/s] 131/499 4.32G 0.01671 0.01236 0.004389 81 640: 18%|#7 | 7/40 [00:01<00:06, 5.25it/s] 131/499 4.32G 0.01681 0.01289 0.005185 89 640: 18%|#7 | 7/40 [00:01<00:06, 5.25it/s] 131/499 4.32G 0.01681 0.01289 0.005185 89 640: 20%|## | 8/40 [00:01<00:06, 5.15it/s] 131/499 4.32G 0.0168 0.01311 0.005345 90 640: 20%|## | 8/40 [00:01<00:06, 5.15it/s] 131/499 4.32G 0.0168 0.01311 0.005345 90 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 131/499 4.32G 0.01665 0.01303 0.005159 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 131/499 4.32G 0.01665 0.01303 0.005159 74 640: 25%|##5 | 10/40 [00:01<00:05, 5.26it/s] 131/499 4.32G 0.01669 0.01314 0.004854 84 640: 25%|##5 | 10/40 [00:02<00:05, 5.26it/s] 131/499 4.32G 0.01669 0.01314 0.004854 84 640: 28%|##7 | 11/40 [00:02<00:05, 5.15it/s] 131/499 4.32G 0.01676 0.01307 0.004881 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.15it/s] 131/499 4.32G 0.01676 0.01307 0.004881 71 640: 30%|### | 12/40 [00:02<00:05, 5.24it/s] 131/499 4.32G 0.01677 0.01319 0.005187 82 640: 30%|### | 12/40 [00:02<00:05, 5.24it/s] 131/499 4.32G 0.01677 0.01319 0.005187 82 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 131/499 4.32G 0.01678 0.01327 0.005146 77 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 131/499 4.32G 0.01678 0.01327 0.005146 77 640: 35%|###5 | 14/40 [00:02<00:05, 5.19it/s] 131/499 4.32G 0.01668 0.01338 0.005067 87 640: 35%|###5 | 14/40 [00:02<00:05, 5.19it/s] 131/499 4.32G 0.01668 0.01338 0.005067 87 640: 38%|###7 | 15/40 [00:02<00:04, 5.23it/s] 131/499 4.32G 0.01672 0.01315 0.00493 55 640: 38%|###7 | 15/40 [00:03<00:04, 5.23it/s] 131/499 4.32G 0.01672 0.01315 0.00493 55 640: 40%|#### | 16/40 [00:03<00:04, 5.31it/s] 131/499 4.32G 0.01675 0.01326 0.004887 82 640: 40%|#### | 16/40 [00:03<00:04, 5.31it/s] 131/499 4.32G 0.01675 0.01326 0.004887 82 640: 42%|####2 | 17/40 [00:03<00:04, 5.16it/s] 131/499 4.32G 0.01684 0.01315 0.004912 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.16it/s] 131/499 4.32G 0.01684 0.01315 0.004912 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 131/499 4.32G 0.01688 0.01319 0.004897 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 131/499 4.32G 0.01688 0.01319 0.004897 78 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 131/499 4.32G 0.01686 0.01328 0.004907 82 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 131/499 4.32G 0.01686 0.01328 0.004907 82 640: 50%|##### | 20/40 [00:03<00:03, 5.13it/s] 131/499 4.32G 0.01683 0.01331 0.004986 78 640: 50%|##### | 20/40 [00:04<00:03, 5.13it/s] 131/499 4.32G 0.01683 0.01331 0.004986 78 640: 52%|#####2 | 21/40 [00:04<00:03, 5.24it/s] 131/499 4.32G 0.01691 0.01312 0.005061 50 640: 52%|#####2 | 21/40 [00:04<00:03, 5.24it/s] 131/499 4.32G 0.01691 0.01312 0.005061 50 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 131/499 4.32G 0.01677 0.01297 0.004874 65 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 131/499 4.32G 0.01677 0.01297 0.004874 65 640: 57%|#####7 | 23/40 [00:04<00:03, 5.14it/s] 131/499 4.32G 0.01668 0.01291 0.004839 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.14it/s] 131/499 4.32G 0.01668 0.01291 0.004839 69 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 131/499 4.32G 0.01667 0.01295 0.004845 84 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 131/499 4.32G 0.01667 0.01295 0.004845 84 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 131/499 4.32G 0.0167 0.013 0.004849 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 131/499 4.32G 0.0167 0.013 0.004849 79 640: 65%|######5 | 26/40 [00:04<00:02, 5.21it/s] 131/499 4.32G 0.0168 0.01295 0.004782 66 640: 65%|######5 | 26/40 [00:05<00:02, 5.21it/s] 131/499 4.32G 0.0168 0.01295 0.004782 66 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 131/499 4.32G 0.01685 0.01287 0.004812 55 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 131/499 4.32G 0.01685 0.01287 0.004812 55 640: 70%|####### | 28/40 [00:05<00:02, 5.37it/s] 131/499 4.32G 0.01691 0.01291 0.004774 71 640: 70%|####### | 28/40 [00:05<00:02, 5.37it/s] 131/499 4.32G 0.01691 0.01291 0.004774 71 640: 72%|#######2 | 29/40 [00:05<00:02, 5.23it/s] 131/499 4.32G 0.01696 0.01289 0.004972 63 640: 72%|#######2 | 29/40 [00:05<00:02, 5.23it/s] 131/499 4.32G 0.01696 0.01289 0.004972 63 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 131/499 4.32G 0.01697 0.01294 0.004915 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 131/499 4.32G 0.01697 0.01294 0.004915 81 640: 78%|#######7 | 31/40 [00:05<00:01, 5.38it/s] 131/499 4.32G 0.01702 0.01296 0.004879 70 640: 78%|#######7 | 31/40 [00:06<00:01, 5.38it/s] 131/499 4.32G 0.01702 0.01296 0.004879 70 640: 80%|######## | 32/40 [00:06<00:01, 5.13it/s] 131/499 4.32G 0.01701 0.01304 0.004788 93 640: 80%|######## | 32/40 [00:06<00:01, 5.13it/s] 131/499 4.32G 0.01701 0.01304 0.004788 93 640: 82%|########2 | 33/40 [00:06<00:01, 5.22it/s] 131/499 4.32G 0.01705 0.01302 0.004815 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.22it/s] 131/499 4.32G 0.01705 0.01302 0.004815 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.30it/s] 131/499 4.32G 0.01699 0.01295 0.004738 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.30it/s] 131/499 4.32G 0.01699 0.01295 0.004738 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 131/499 4.32G 0.017 0.01295 0.004744 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 131/499 4.32G 0.017 0.01295 0.004744 73 640: 90%|######### | 36/40 [00:06<00:00, 5.28it/s] 131/499 4.32G 0.017 0.01298 0.004795 74 640: 90%|######### | 36/40 [00:07<00:00, 5.28it/s] 131/499 4.32G 0.017 0.01298 0.004795 74 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 131/499 4.32G 0.01698 0.01301 0.004892 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 131/499 4.32G 0.01698 0.01301 0.004892 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.18it/s] 131/499 4.32G 0.01699 0.01308 0.004961 78 640: 95%|#########5| 38/40 [00:07<00:00, 5.18it/s] 131/499 4.32G 0.01699 0.01308 0.004961 78 640: 98%|#########7| 39/40 [00:07<00:00, 5.28it/s] 131/499 4.32G 0.01695 0.0131 0.005106 35 640: 98%|#########7| 39/40 [00:07<00:00, 5.28it/s] 131/499 4.32G 0.01695 0.0131 0.005106 35 640: 100%|##########| 40/40 [00:07<00:00, 5.39it/s] 131/499 4.32G 0.01695 0.0131 0.005106 35 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.83it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.81it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.63it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.72it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.32it/s] all 132 263 0.613 0.0183 0.0299 0.00927 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 132/499 4.32G 0.01695 0.0103 0.006434 57 640: 0%| | 0/40 [00:00<?, ?it/s] 132/499 4.32G 0.01695 0.0103 0.006434 57 640: 2%|2 | 1/40 [00:00<00:08, 4.70it/s] 132/499 4.32G 0.01948 0.01183 0.005613 67 640: 2%|2 | 1/40 [00:00<00:08, 4.70it/s] 132/499 4.32G 0.01948 0.01183 0.005613 67 640: 5%|5 | 2/40 [00:00<00:07, 5.15it/s] 132/499 4.32G 0.01881 0.01195 0.005855 68 640: 5%|5 | 2/40 [00:00<00:07, 5.15it/s] 132/499 4.32G 0.01881 0.01195 0.005855 68 640: 8%|7 | 3/40 [00:00<00:06, 5.31it/s] 132/499 4.32G 0.01877 0.01272 0.005962 84 640: 8%|7 | 3/40 [00:00<00:06, 5.31it/s] 132/499 4.32G 0.01877 0.01272 0.005962 84 640: 10%|# | 4/40 [00:00<00:07, 5.10it/s] 132/499 4.32G 0.01825 0.01334 0.00556 91 640: 10%|# | 4/40 [00:00<00:07, 5.10it/s] 132/499 4.32G 0.01825 0.01334 0.00556 91 640: 12%|#2 | 5/40 [00:00<00:06, 5.23it/s] 132/499 4.32G 0.01795 0.01329 0.005537 81 640: 12%|#2 | 5/40 [00:01<00:06, 5.23it/s] 132/499 4.32G 0.01795 0.01329 0.005537 81 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 132/499 4.32G 0.01788 0.0134 0.005408 70 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 132/499 4.32G 0.01788 0.0134 0.005408 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.15it/s] 132/499 4.32G 0.01752 0.0137 0.005201 96 640: 18%|#7 | 7/40 [00:01<00:06, 5.15it/s] 132/499 4.32G 0.01752 0.0137 0.005201 96 640: 20%|## | 8/40 [00:01<00:06, 5.25it/s] 132/499 4.32G 0.01757 0.01378 0.005009 85 640: 20%|## | 8/40 [00:01<00:06, 5.25it/s] 132/499 4.32G 0.01757 0.01378 0.005009 85 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 132/499 4.32G 0.01763 0.01359 0.005288 63 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 132/499 4.32G 0.01763 0.01359 0.005288 63 640: 25%|##5 | 10/40 [00:01<00:05, 5.19it/s] 132/499 4.32G 0.01752 0.01366 0.00507 86 640: 25%|##5 | 10/40 [00:02<00:05, 5.19it/s] 132/499 4.32G 0.01752 0.01366 0.00507 86 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 132/499 4.32G 0.01726 0.01346 0.004881 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 132/499 4.32G 0.01726 0.01346 0.004881 72 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 132/499 4.32G 0.01735 0.01349 0.004798 67 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 132/499 4.32G 0.01735 0.01349 0.004798 67 640: 32%|###2 | 13/40 [00:02<00:05, 5.12it/s] 132/499 4.32G 0.01746 0.01359 0.004953 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.12it/s] 132/499 4.32G 0.01746 0.01359 0.004953 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 132/499 4.32G 0.01754 0.01373 0.005273 99 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 132/499 4.32G 0.01754 0.01373 0.005273 99 640: 38%|###7 | 15/40 [00:02<00:04, 5.29it/s] 132/499 4.32G 0.0175 0.0137 0.005387 76 640: 38%|###7 | 15/40 [00:03<00:04, 5.29it/s] 132/499 4.32G 0.0175 0.0137 0.005387 76 640: 40%|#### | 16/40 [00:03<00:04, 5.16it/s] 132/499 4.32G 0.0174 0.01373 0.005155 83 640: 40%|#### | 16/40 [00:03<00:04, 5.16it/s] 132/499 4.32G 0.0174 0.01373 0.005155 83 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 132/499 4.32G 0.01735 0.01365 0.005476 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 132/499 4.32G 0.01735 0.01365 0.005476 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 132/499 4.32G 0.01732 0.01367 0.005413 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 132/499 4.32G 0.01732 0.01367 0.005413 77 640: 48%|####7 | 19/40 [00:03<00:04, 5.18it/s] 132/499 4.32G 0.01719 0.01351 0.005336 66 640: 48%|####7 | 19/40 [00:03<00:04, 5.18it/s] 132/499 4.32G 0.01719 0.01351 0.005336 66 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 132/499 4.32G 0.01716 0.01345 0.005363 70 640: 50%|##### | 20/40 [00:04<00:03, 5.25it/s] 132/499 4.32G 0.01716 0.01345 0.005363 70 640: 52%|#####2 | 21/40 [00:04<00:03, 5.31it/s] 132/499 4.32G 0.01712 0.01354 0.005379 88 640: 52%|#####2 | 21/40 [00:04<00:03, 5.31it/s] 132/499 4.32G 0.01712 0.01354 0.005379 88 640: 55%|#####5 | 22/40 [00:04<00:03, 5.16it/s] 132/499 4.32G 0.0171 0.01354 0.005386 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.16it/s] 132/499 4.32G 0.0171 0.01354 0.005386 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 132/499 4.32G 0.01702 0.01336 0.00534 54 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 132/499 4.32G 0.01702 0.01336 0.00534 54 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 132/499 4.32G 0.01701 0.01326 0.005284 64 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 132/499 4.32G 0.01701 0.01326 0.005284 64 640: 62%|######2 | 25/40 [00:04<00:02, 5.18it/s] 132/499 4.32G 0.01707 0.01328 0.005394 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.18it/s] 132/499 4.32G 0.01707 0.01328 0.005394 75 640: 65%|######5 | 26/40 [00:04<00:02, 5.24it/s] 132/499 4.32G 0.01708 0.01317 0.005564 65 640: 65%|######5 | 26/40 [00:05<00:02, 5.24it/s] 132/499 4.32G 0.01708 0.01317 0.005564 65 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 132/499 4.32G 0.01707 0.01321 0.005544 84 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 132/499 4.32G 0.01707 0.01321 0.005544 84 640: 70%|####### | 28/40 [00:05<00:02, 5.17it/s] 132/499 4.32G 0.01708 0.01321 0.005509 72 640: 70%|####### | 28/40 [00:05<00:02, 5.17it/s] 132/499 4.32G 0.01708 0.01321 0.005509 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 132/499 4.32G 0.017 0.01316 0.005462 66 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 132/499 4.32G 0.017 0.01316 0.005462 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 132/499 4.32G 0.01697 0.01305 0.005384 59 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 132/499 4.32G 0.01697 0.01305 0.005384 59 640: 78%|#######7 | 31/40 [00:05<00:01, 5.20it/s] 132/499 4.32G 0.01695 0.01308 0.005347 76 640: 78%|#######7 | 31/40 [00:06<00:01, 5.20it/s] 132/499 4.32G 0.01695 0.01308 0.005347 76 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 132/499 4.32G 0.01698 0.01313 0.005354 75 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 132/499 4.32G 0.01698 0.01313 0.005354 75 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 132/499 4.32G 0.01709 0.01311 0.005476 56 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 132/499 4.32G 0.01709 0.01311 0.005476 56 640: 85%|########5 | 34/40 [00:06<00:01, 5.16it/s] 132/499 4.32G 0.01712 0.01306 0.005494 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.16it/s] 132/499 4.32G 0.01712 0.01306 0.005494 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.24it/s] 132/499 4.32G 0.01715 0.01308 0.005434 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.24it/s] 132/499 4.32G 0.01715 0.01308 0.005434 73 640: 90%|######### | 36/40 [00:06<00:00, 5.32it/s] 132/499 4.32G 0.01711 0.01307 0.005386 65 640: 90%|######### | 36/40 [00:07<00:00, 5.32it/s] 132/499 4.32G 0.01711 0.01307 0.005386 65 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 132/499 4.32G 0.01708 0.01304 0.005381 67 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 132/499 4.32G 0.01708 0.01304 0.005381 67 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 132/499 4.32G 0.01714 0.01301 0.00533 65 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 132/499 4.32G 0.01714 0.01301 0.00533 65 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 132/499 4.32G 0.0172 0.01308 0.005674 40 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 132/499 4.32G 0.0172 0.01308 0.005674 40 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] 132/499 4.32G 0.0172 0.01308 0.005674 40 640: 100%|##########| 40/40 [00:07<00:00, 5.23it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.18it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.21it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.16it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.26it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.82it/s] all 132 263 0.000777 0.00582 0.00047 0.000118 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 133/499 4.32G 0.01894 0.01588 0.005098 85 640: 0%| | 0/40 [00:00<?, ?it/s] 133/499 4.32G 0.01894 0.01588 0.005098 85 640: 2%|2 | 1/40 [00:00<00:07, 5.24it/s] 133/499 4.32G 0.01861 0.01322 0.005717 56 640: 2%|2 | 1/40 [00:00<00:07, 5.24it/s] 133/499 4.32G 0.01861 0.01322 0.005717 56 640: 5%|5 | 2/40 [00:00<00:07, 5.35it/s] 133/499 4.32G 0.01769 0.01223 0.006988 65 640: 5%|5 | 2/40 [00:00<00:07, 5.35it/s] 133/499 4.32G 0.01769 0.01223 0.006988 65 640: 8%|7 | 3/40 [00:00<00:07, 5.13it/s] 133/499 4.32G 0.01825 0.01246 0.006491 67 640: 8%|7 | 3/40 [00:00<00:07, 5.13it/s] 133/499 4.32G 0.01825 0.01246 0.006491 67 640: 10%|# | 4/40 [00:00<00:06, 5.23it/s] 133/499 4.32G 0.01827 0.01302 0.007334 77 640: 10%|# | 4/40 [00:00<00:06, 5.23it/s] 133/499 4.32G 0.01827 0.01302 0.007334 77 640: 12%|#2 | 5/40 [00:00<00:06, 5.31it/s] 133/499 4.32G 0.01845 0.01348 0.006517 80 640: 12%|#2 | 5/40 [00:01<00:06, 5.31it/s] 133/499 4.32G 0.01845 0.01348 0.006517 80 640: 15%|#5 | 6/40 [00:01<00:06, 5.16it/s] 133/499 4.32G 0.01821 0.01384 0.006206 81 640: 15%|#5 | 6/40 [00:01<00:06, 5.16it/s] 133/499 4.32G 0.01821 0.01384 0.006206 81 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 133/499 4.32G 0.0182 0.01402 0.006613 83 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 133/499 4.32G 0.0182 0.01402 0.006613 83 640: 20%|## | 8/40 [00:01<00:06, 5.19it/s] 133/499 4.32G 0.018 0.01396 0.006266 77 640: 20%|## | 8/40 [00:01<00:06, 5.19it/s] 133/499 4.32G 0.018 0.01396 0.006266 77 640: 22%|##2 | 9/40 [00:01<00:06, 5.08it/s] 133/499 4.32G 0.01782 0.01376 0.005975 74 640: 22%|##2 | 9/40 [00:01<00:06, 5.08it/s] 133/499 4.32G 0.01782 0.01376 0.005975 74 640: 25%|##5 | 10/40 [00:01<00:05, 5.09it/s] 133/499 4.32G 0.01766 0.01395 0.00593 86 640: 25%|##5 | 10/40 [00:02<00:05, 5.09it/s] 133/499 4.32G 0.01766 0.01395 0.00593 86 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 133/499 4.32G 0.01752 0.01371 0.005815 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 133/499 4.32G 0.01752 0.01371 0.005815 65 640: 30%|### | 12/40 [00:02<00:05, 5.06it/s] 133/499 4.32G 0.01758 0.01376 0.005915 79 640: 30%|### | 12/40 [00:02<00:05, 5.06it/s] 133/499 4.32G 0.01758 0.01376 0.005915 79 640: 32%|###2 | 13/40 [00:02<00:05, 5.16it/s] 133/499 4.32G 0.01758 0.01371 0.005764 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.16it/s] 133/499 4.32G 0.01758 0.01371 0.005764 73 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 133/499 4.32G 0.0176 0.01372 0.005898 77 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 133/499 4.32G 0.0176 0.01372 0.005898 77 640: 38%|###7 | 15/40 [00:02<00:04, 5.14it/s] 133/499 4.32G 0.01764 0.01404 0.005773 98 640: 38%|###7 | 15/40 [00:03<00:04, 5.14it/s] 133/499 4.32G 0.01764 0.01404 0.005773 98 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 133/499 4.32G 0.01759 0.01405 0.005732 81 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 133/499 4.32G 0.01759 0.01405 0.005732 81 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 133/499 4.32G 0.01759 0.01386 0.005657 66 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 133/499 4.32G 0.01759 0.01386 0.005657 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.17it/s] 133/499 4.32G 0.01758 0.01382 0.005526 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.17it/s] 133/499 4.32G 0.01758 0.01382 0.005526 72 640: 48%|####7 | 19/40 [00:03<00:04, 5.19it/s] 133/499 4.32G 0.01758 0.01374 0.005416 71 640: 48%|####7 | 19/40 [00:03<00:04, 5.19it/s] 133/499 4.32G 0.01758 0.01374 0.005416 71 640: 50%|##### | 20/40 [00:03<00:03, 5.28it/s] 133/499 4.32G 0.01755 0.0138 0.005342 84 640: 50%|##### | 20/40 [00:04<00:03, 5.28it/s] 133/499 4.32G 0.01755 0.0138 0.005342 84 640: 52%|#####2 | 21/40 [00:04<00:03, 5.17it/s] 133/499 4.32G 0.01758 0.01371 0.005375 66 640: 52%|#####2 | 21/40 [00:04<00:03, 5.17it/s] 133/499 4.32G 0.01758 0.01371 0.005375 66 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 133/499 4.32G 0.01751 0.01368 0.005274 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.24it/s] 133/499 4.32G 0.01751 0.01368 0.005274 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 133/499 4.32G 0.0175 0.0137 0.005332 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 133/499 4.32G 0.0175 0.0137 0.005332 78 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 133/499 4.32G 0.01748 0.01365 0.005354 69 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 133/499 4.32G 0.01748 0.01365 0.005354 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 133/499 4.32G 0.01748 0.01359 0.005301 65 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 133/499 4.32G 0.01748 0.01359 0.005301 65 640: 65%|######5 | 26/40 [00:04<00:02, 5.34it/s] 133/499 4.32G 0.01738 0.01349 0.005277 67 640: 65%|######5 | 26/40 [00:05<00:02, 5.34it/s] 133/499 4.32G 0.01738 0.01349 0.005277 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.12it/s] 133/499 4.32G 0.0174 0.01348 0.005312 80 640: 68%|######7 | 27/40 [00:05<00:02, 5.12it/s] 133/499 4.32G 0.0174 0.01348 0.005312 80 640: 70%|####### | 28/40 [00:05<00:02, 5.18it/s] 133/499 4.32G 0.01742 0.01346 0.00565 67 640: 70%|####### | 28/40 [00:05<00:02, 5.18it/s] 133/499 4.32G 0.01742 0.01346 0.00565 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 133/499 4.32G 0.01742 0.01357 0.005629 89 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 133/499 4.32G 0.01742 0.01357 0.005629 89 640: 75%|#######5 | 30/40 [00:05<00:01, 5.17it/s] 133/499 4.32G 0.01745 0.01358 0.005764 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.17it/s] 133/499 4.32G 0.01745 0.01358 0.005764 79 640: 78%|#######7 | 31/40 [00:05<00:01, 5.24it/s] 133/499 4.32G 0.01739 0.01355 0.005631 79 640: 78%|#######7 | 31/40 [00:06<00:01, 5.24it/s] 133/499 4.32G 0.01739 0.01355 0.005631 79 640: 80%|######## | 32/40 [00:06<00:01, 5.34it/s] 133/499 4.32G 0.01737 0.01351 0.005543 63 640: 80%|######## | 32/40 [00:06<00:01, 5.34it/s] 133/499 4.32G 0.01737 0.01351 0.005543 63 640: 82%|########2 | 33/40 [00:06<00:01, 5.22it/s] 133/499 4.32G 0.01737 0.01358 0.005505 85 640: 82%|########2 | 33/40 [00:06<00:01, 5.22it/s] 133/499 4.32G 0.01737 0.01358 0.005505 85 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 133/499 4.32G 0.01742 0.01349 0.005441 63 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 133/499 4.32G 0.01742 0.01349 0.005441 63 640: 88%|########7 | 35/40 [00:06<00:00, 5.38it/s] 133/499 4.32G 0.0174 0.01352 0.005437 85 640: 88%|########7 | 35/40 [00:06<00:00, 5.38it/s] 133/499 4.32G 0.0174 0.01352 0.005437 85 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 133/499 4.32G 0.01739 0.01353 0.005446 81 640: 90%|######### | 36/40 [00:07<00:00, 5.25it/s] 133/499 4.32G 0.01739 0.01353 0.005446 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.32it/s] 133/499 4.32G 0.01736 0.01349 0.005481 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.32it/s] 133/499 4.32G 0.01736 0.01349 0.005481 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.39it/s] 133/499 4.32G 0.01734 0.01342 0.00546 59 640: 95%|#########5| 38/40 [00:07<00:00, 5.39it/s] 133/499 4.32G 0.01734 0.01342 0.00546 59 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 133/499 4.32G 0.01738 0.01351 0.005534 45 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 133/499 4.32G 0.01738 0.01351 0.005534 45 640: 100%|##########| 40/40 [00:07<00:00, 5.38it/s] 133/499 4.32G 0.01738 0.01351 0.005534 45 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.07it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.31it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.87it/s] all 132 263 0.0181 0.0611 0.0215 0.00866 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 134/499 4.32G 0.01715 0.01363 0.008098 75 640: 0%| | 0/40 [00:00<?, ?it/s] 134/499 4.32G 0.01715 0.01363 0.008098 75 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 134/499 4.32G 0.01672 0.01199 0.005186 68 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 134/499 4.32G 0.01672 0.01199 0.005186 68 640: 5%|5 | 2/40 [00:00<00:07, 5.14it/s] 134/499 4.32G 0.01689 0.01244 0.005945 81 640: 5%|5 | 2/40 [00:00<00:07, 5.14it/s] 134/499 4.32G 0.01689 0.01244 0.005945 81 640: 8%|7 | 3/40 [00:00<00:07, 5.18it/s] 134/499 4.32G 0.01711 0.01197 0.005681 63 640: 8%|7 | 3/40 [00:00<00:07, 5.18it/s] 134/499 4.32G 0.01711 0.01197 0.005681 63 640: 10%|# | 4/40 [00:00<00:06, 5.31it/s] 134/499 4.32G 0.01672 0.01217 0.005417 64 640: 10%|# | 4/40 [00:00<00:06, 5.31it/s] 134/499 4.32G 0.01672 0.01217 0.005417 64 640: 12%|#2 | 5/40 [00:00<00:06, 5.17it/s] 134/499 4.32G 0.01706 0.01232 0.006548 65 640: 12%|#2 | 5/40 [00:01<00:06, 5.17it/s] 134/499 4.32G 0.01706 0.01232 0.006548 65 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 134/499 4.32G 0.01679 0.01219 0.006601 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 134/499 4.32G 0.01679 0.01219 0.006601 66 640: 18%|#7 | 7/40 [00:01<00:06, 5.31it/s] 134/499 4.32G 0.01694 0.01249 0.006152 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.31it/s] 134/499 4.32G 0.01694 0.01249 0.006152 78 640: 20%|## | 8/40 [00:01<00:06, 5.17it/s] 134/499 4.32G 0.017 0.01251 0.005949 76 640: 20%|## | 8/40 [00:01<00:06, 5.17it/s] 134/499 4.32G 0.017 0.01251 0.005949 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.27it/s] 134/499 4.32G 0.0171 0.01275 0.005953 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.27it/s] 134/499 4.32G 0.0171 0.01275 0.005953 78 640: 25%|##5 | 10/40 [00:01<00:05, 5.34it/s] 134/499 4.32G 0.01721 0.01269 0.005899 66 640: 25%|##5 | 10/40 [00:02<00:05, 5.34it/s] 134/499 4.32G 0.01721 0.01269 0.005899 66 640: 28%|##7 | 11/40 [00:02<00:05, 5.17it/s] 134/499 4.32G 0.01729 0.01272 0.005886 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.17it/s] 134/499 4.32G 0.01729 0.01272 0.005886 71 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 134/499 4.32G 0.01728 0.01274 0.006026 74 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 134/499 4.32G 0.01728 0.01274 0.006026 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 134/499 4.32G 0.01737 0.01287 0.006084 84 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 134/499 4.32G 0.01737 0.01287 0.006084 84 640: 35%|###5 | 14/40 [00:02<00:05, 5.17it/s] 134/499 4.32G 0.01751 0.01303 0.005879 88 640: 35%|###5 | 14/40 [00:02<00:05, 5.17it/s] 134/499 4.32G 0.01751 0.01303 0.005879 88 640: 38%|###7 | 15/40 [00:02<00:04, 5.26it/s] 134/499 4.32G 0.01736 0.01302 0.005881 77 640: 38%|###7 | 15/40 [00:03<00:04, 5.26it/s] 134/499 4.32G 0.01736 0.01302 0.005881 77 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 134/499 4.32G 0.01732 0.01301 0.00587 75 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 134/499 4.32G 0.01732 0.01301 0.00587 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.18it/s] 134/499 4.32G 0.01729 0.01309 0.005837 86 640: 42%|####2 | 17/40 [00:03<00:04, 5.18it/s] 134/499 4.32G 0.01729 0.01309 0.005837 86 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 134/499 4.32G 0.01731 0.01292 0.005642 56 640: 45%|####5 | 18/40 [00:03<00:04, 5.24it/s] 134/499 4.32G 0.01731 0.01292 0.005642 56 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 134/499 4.32G 0.01725 0.01283 0.00556 66 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 134/499 4.32G 0.01725 0.01283 0.00556 66 640: 50%|##### | 20/40 [00:03<00:03, 5.18it/s] 134/499 4.32G 0.01721 0.01297 0.005481 92 640: 50%|##### | 20/40 [00:03<00:03, 5.18it/s] 134/499 4.32G 0.01721 0.01297 0.005481 92 640: 52%|#####2 | 21/40 [00:03<00:03, 5.27it/s] 134/499 4.32G 0.01718 0.01296 0.005522 72 640: 52%|#####2 | 21/40 [00:04<00:03, 5.27it/s] 134/499 4.32G 0.01718 0.01296 0.005522 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.35it/s] 134/499 4.32G 0.01721 0.01297 0.005459 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.35it/s] 134/499 4.32G 0.01721 0.01297 0.005459 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.17it/s] 134/499 4.32G 0.01722 0.01294 0.005462 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.17it/s] 134/499 4.32G 0.01722 0.01294 0.005462 70 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 134/499 4.32G 0.01725 0.01303 0.005485 75 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 134/499 4.32G 0.01725 0.01303 0.005485 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.36it/s] 134/499 4.32G 0.0172 0.01295 0.005601 65 640: 62%|######2 | 25/40 [00:04<00:02, 5.36it/s] 134/499 4.32G 0.0172 0.01295 0.005601 65 640: 65%|######5 | 26/40 [00:04<00:02, 5.24it/s] 134/499 4.32G 0.01712 0.01286 0.005578 65 640: 65%|######5 | 26/40 [00:05<00:02, 5.24it/s] 134/499 4.32G 0.01712 0.01286 0.005578 65 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 134/499 4.32G 0.01703 0.01278 0.005575 62 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 134/499 4.32G 0.01703 0.01278 0.005575 62 640: 70%|####### | 28/40 [00:05<00:02, 5.37it/s] 134/499 4.32G 0.01702 0.01272 0.005589 64 640: 70%|####### | 28/40 [00:05<00:02, 5.37it/s] 134/499 4.32G 0.01702 0.01272 0.005589 64 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 134/499 4.32G 0.01697 0.01278 0.005534 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 134/499 4.32G 0.01697 0.01278 0.005534 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 134/499 4.32G 0.01693 0.01277 0.005507 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 134/499 4.32G 0.01693 0.01277 0.005507 73 640: 78%|#######7 | 31/40 [00:05<00:01, 5.25it/s] 134/499 4.32G 0.01694 0.01277 0.005464 77 640: 78%|#######7 | 31/40 [00:06<00:01, 5.25it/s] 134/499 4.32G 0.01694 0.01277 0.005464 77 640: 80%|######## | 32/40 [00:06<00:01, 5.07it/s] 134/499 4.32G 0.01692 0.01283 0.005471 82 640: 80%|######## | 32/40 [00:06<00:01, 5.07it/s] 134/499 4.32G 0.01692 0.01283 0.005471 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 134/499 4.32G 0.01692 0.01296 0.005469 99 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 134/499 4.32G 0.01692 0.01296 0.005469 99 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 134/499 4.32G 0.01688 0.0129 0.005427 61 640: 85%|########5 | 34/40 [00:06<00:01, 5.31it/s] 134/499 4.32G 0.01688 0.0129 0.005427 61 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 134/499 4.32G 0.01685 0.01291 0.005406 76 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 134/499 4.32G 0.01685 0.01291 0.005406 76 640: 90%|######### | 36/40 [00:06<00:00, 5.28it/s] 134/499 4.32G 0.01686 0.01287 0.005491 68 640: 90%|######### | 36/40 [00:07<00:00, 5.28it/s] 134/499 4.32G 0.01686 0.01287 0.005491 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.33it/s] 134/499 4.32G 0.01686 0.01294 0.005431 87 640: 92%|#########2| 37/40 [00:07<00:00, 5.33it/s] 134/499 4.32G 0.01686 0.01294 0.005431 87 640: 95%|#########5| 38/40 [00:07<00:00, 5.17it/s] 134/499 4.32G 0.01691 0.01299 0.005552 84 640: 95%|#########5| 38/40 [00:07<00:00, 5.17it/s] 134/499 4.32G 0.01691 0.01299 0.005552 84 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 134/499 4.32G 0.01687 0.01292 0.005517 32 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 134/499 4.32G 0.01687 0.01292 0.005517 32 640: 100%|##########| 40/40 [00:07<00:00, 5.40it/s] 134/499 4.32G 0.01687 0.01292 0.005517 32 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.12it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.23it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.36it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.42it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.94it/s] all 132 263 0.00717 0.0301 0.0126 0.00516 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 135/499 4.32G 0.01621 0.0143 0.006127 72 640: 0%| | 0/40 [00:00<?, ?it/s] 135/499 4.32G 0.01621 0.0143 0.006127 72 640: 2%|2 | 1/40 [00:00<00:07, 4.96it/s] 135/499 4.32G 0.01633 0.01508 0.004371 90 640: 2%|2 | 1/40 [00:00<00:07, 4.96it/s] 135/499 4.32G 0.01633 0.01508 0.004371 90 640: 5%|5 | 2/40 [00:00<00:07, 5.27it/s] 135/499 4.32G 0.01674 0.01457 0.004304 75 640: 5%|5 | 2/40 [00:00<00:07, 5.27it/s] 135/499 4.32G 0.01674 0.01457 0.004304 75 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 135/499 4.32G 0.01678 0.01495 0.004693 91 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 135/499 4.32G 0.01678 0.01495 0.004693 91 640: 10%|# | 4/40 [00:00<00:07, 5.10it/s] 135/499 4.32G 0.01665 0.01465 0.004625 79 640: 10%|# | 4/40 [00:00<00:07, 5.10it/s] 135/499 4.32G 0.01665 0.01465 0.004625 79 640: 12%|#2 | 5/40 [00:00<00:06, 5.23it/s] 135/499 4.32G 0.01697 0.01492 0.004784 87 640: 12%|#2 | 5/40 [00:01<00:06, 5.23it/s] 135/499 4.32G 0.01697 0.01492 0.004784 87 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 135/499 4.32G 0.01721 0.01514 0.004918 83 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 135/499 4.32G 0.01721 0.01514 0.004918 83 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 135/499 4.32G 0.01735 0.01455 0.005768 57 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 135/499 4.32G 0.01735 0.01455 0.005768 57 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 135/499 4.32G 0.01709 0.01396 0.005389 57 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 135/499 4.32G 0.01709 0.01396 0.005389 57 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 135/499 4.32G 0.01711 0.01388 0.005629 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 135/499 4.32G 0.01711 0.01388 0.005629 71 640: 25%|##5 | 10/40 [00:01<00:05, 5.18it/s] 135/499 4.32G 0.01716 0.01397 0.005386 79 640: 25%|##5 | 10/40 [00:02<00:05, 5.18it/s] 135/499 4.32G 0.01716 0.01397 0.005386 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 135/499 4.32G 0.01702 0.01404 0.005226 88 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 135/499 4.32G 0.01702 0.01404 0.005226 88 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 135/499 4.32G 0.01696 0.01391 0.005392 70 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 135/499 4.32G 0.01696 0.01391 0.005392 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.19it/s] 135/499 4.32G 0.01695 0.01402 0.005362 86 640: 32%|###2 | 13/40 [00:02<00:05, 5.19it/s] 135/499 4.32G 0.01695 0.01402 0.005362 86 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 135/499 4.32G 0.01688 0.01391 0.005225 73 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 135/499 4.32G 0.01688 0.01391 0.005225 73 640: 38%|###7 | 15/40 [00:02<00:04, 5.32it/s] 135/499 4.32G 0.0168 0.01401 0.005368 86 640: 38%|###7 | 15/40 [00:03<00:04, 5.32it/s] 135/499 4.32G 0.0168 0.01401 0.005368 86 640: 40%|#### | 16/40 [00:03<00:04, 5.19it/s] 135/499 4.32G 0.01676 0.01393 0.005327 76 640: 40%|#### | 16/40 [00:03<00:04, 5.19it/s] 135/499 4.32G 0.01676 0.01393 0.005327 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.28it/s] 135/499 4.32G 0.01681 0.01392 0.005396 82 640: 42%|####2 | 17/40 [00:03<00:04, 5.28it/s] 135/499 4.32G 0.01681 0.01392 0.005396 82 640: 45%|####5 | 18/40 [00:03<00:04, 5.36it/s] 135/499 4.32G 0.01666 0.0138 0.005344 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.36it/s] 135/499 4.32G 0.01666 0.0138 0.005344 72 640: 48%|####7 | 19/40 [00:03<00:04, 5.18it/s] 135/499 4.32G 0.01679 0.01372 0.005485 63 640: 48%|####7 | 19/40 [00:03<00:04, 5.18it/s] 135/499 4.32G 0.01679 0.01372 0.005485 63 640: 50%|##### | 20/40 [00:03<00:03, 5.26it/s] 135/499 4.32G 0.017 0.01369 0.00549 69 640: 50%|##### | 20/40 [00:03<00:03, 5.26it/s] 135/499 4.32G 0.017 0.01369 0.00549 69 640: 52%|#####2 | 21/40 [00:03<00:03, 5.35it/s] 135/499 4.32G 0.01705 0.01387 0.005377 96 640: 52%|#####2 | 21/40 [00:04<00:03, 5.35it/s] 135/499 4.32G 0.01705 0.01387 0.005377 96 640: 55%|#####5 | 22/40 [00:04<00:03, 5.19it/s] 135/499 4.32G 0.01702 0.0139 0.005299 88 640: 55%|#####5 | 22/40 [00:04<00:03, 5.19it/s] 135/499 4.32G 0.01702 0.0139 0.005299 88 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 135/499 4.32G 0.01701 0.01388 0.005282 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 135/499 4.32G 0.01701 0.01388 0.005282 79 640: 60%|###### | 24/40 [00:04<00:03, 5.25it/s] 135/499 4.32G 0.01701 0.01378 0.00557 66 640: 60%|###### | 24/40 [00:04<00:03, 5.25it/s] 135/499 4.32G 0.01701 0.01378 0.00557 66 640: 62%|######2 | 25/40 [00:04<00:02, 5.14it/s] 135/499 4.32G 0.01707 0.01379 0.0056 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.14it/s] 135/499 4.32G 0.01707 0.01379 0.0056 79 640: 65%|######5 | 26/40 [00:04<00:02, 5.23it/s] 135/499 4.32G 0.01708 0.0138 0.005679 85 640: 65%|######5 | 26/40 [00:05<00:02, 5.23it/s] 135/499 4.32G 0.01708 0.0138 0.005679 85 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 135/499 4.32G 0.01714 0.01375 0.005846 65 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 135/499 4.32G 0.01714 0.01375 0.005846 65 640: 70%|####### | 28/40 [00:05<00:02, 5.18it/s] 135/499 4.32G 0.0171 0.0138 0.005779 90 640: 70%|####### | 28/40 [00:05<00:02, 5.18it/s] 135/499 4.32G 0.0171 0.0138 0.005779 90 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 135/499 4.32G 0.01699 0.01372 0.005721 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 135/499 4.32G 0.01699 0.01372 0.005721 72 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 135/499 4.32G 0.01698 0.01382 0.005662 87 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 135/499 4.32G 0.01698 0.01382 0.005662 87 640: 78%|#######7 | 31/40 [00:05<00:01, 5.14it/s] 135/499 4.32G 0.01688 0.01386 0.00555 95 640: 78%|#######7 | 31/40 [00:06<00:01, 5.14it/s] 135/499 4.32G 0.01688 0.01386 0.00555 95 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 135/499 4.32G 0.01685 0.01387 0.005533 85 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 135/499 4.32G 0.01685 0.01387 0.005533 85 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 135/499 4.32G 0.01679 0.01384 0.005654 80 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 135/499 4.32G 0.01679 0.01384 0.005654 80 640: 85%|########5 | 34/40 [00:06<00:01, 5.17it/s] 135/499 4.32G 0.01681 0.0139 0.005845 91 640: 85%|########5 | 34/40 [00:06<00:01, 5.17it/s] 135/499 4.32G 0.01681 0.0139 0.005845 91 640: 88%|########7 | 35/40 [00:06<00:00, 5.25it/s] 135/499 4.32G 0.01679 0.01383 0.005777 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.25it/s] 135/499 4.32G 0.01679 0.01383 0.005777 69 640: 90%|######### | 36/40 [00:06<00:00, 5.32it/s] 135/499 4.32G 0.01682 0.0138 0.005811 72 640: 90%|######### | 36/40 [00:07<00:00, 5.32it/s] 135/499 4.32G 0.01682 0.0138 0.005811 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 135/499 4.32G 0.01684 0.01378 0.005802 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 135/499 4.32G 0.01684 0.01378 0.005802 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 135/499 4.32G 0.01682 0.01378 0.005758 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 135/499 4.32G 0.01682 0.01378 0.005758 81 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 135/499 4.32G 0.01685 0.01378 0.005802 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 135/499 4.32G 0.01685 0.01378 0.005802 38 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] 135/499 4.32G 0.01685 0.01378 0.005802 38 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.06it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.03it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.14it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.68it/s] all 132 263 0.413 0.0227 0.0291 0.0167 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 136/499 4.32G 0.01694 0.01612 0.005012 88 640: 0%| | 0/40 [00:00<?, ?it/s] 136/499 4.32G 0.01694 0.01612 0.005012 88 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 136/499 4.32G 0.01614 0.01489 0.005558 84 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 136/499 4.32G 0.01614 0.01489 0.005558 84 640: 5%|5 | 2/40 [00:00<00:06, 5.51it/s] 136/499 4.32G 0.0159 0.01418 0.004338 78 640: 5%|5 | 2/40 [00:00<00:06, 5.51it/s] 136/499 4.32G 0.0159 0.01418 0.004338 78 640: 8%|7 | 3/40 [00:00<00:07, 5.20it/s] 136/499 4.32G 0.01596 0.01407 0.004007 69 640: 8%|7 | 3/40 [00:00<00:07, 5.20it/s] 136/499 4.32G 0.01596 0.01407 0.004007 69 640: 10%|# | 4/40 [00:00<00:06, 5.30it/s] 136/499 4.32G 0.01606 0.01384 0.003771 75 640: 10%|# | 4/40 [00:00<00:06, 5.30it/s] 136/499 4.32G 0.01606 0.01384 0.003771 75 640: 12%|#2 | 5/40 [00:00<00:06, 5.35it/s] 136/499 4.32G 0.01637 0.01375 0.004561 80 640: 12%|#2 | 5/40 [00:01<00:06, 5.35it/s] 136/499 4.32G 0.01637 0.01375 0.004561 80 640: 15%|#5 | 6/40 [00:01<00:06, 5.18it/s] 136/499 4.32G 0.01624 0.01351 0.004398 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.18it/s] 136/499 4.32G 0.01624 0.01351 0.004398 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 136/499 4.32G 0.0161 0.01332 0.004173 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 136/499 4.32G 0.0161 0.01332 0.004173 78 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 136/499 4.32G 0.01614 0.01311 0.004195 61 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 136/499 4.32G 0.01614 0.01311 0.004195 61 640: 22%|##2 | 9/40 [00:01<00:05, 5.17it/s] 136/499 4.32G 0.0159 0.0132 0.004165 88 640: 22%|##2 | 9/40 [00:01<00:05, 5.17it/s] 136/499 4.32G 0.0159 0.0132 0.004165 88 640: 25%|##5 | 10/40 [00:01<00:05, 5.26it/s] 136/499 4.32G 0.01586 0.01327 0.004211 86 640: 25%|##5 | 10/40 [00:02<00:05, 5.26it/s] 136/499 4.32G 0.01586 0.01327 0.004211 86 640: 28%|##7 | 11/40 [00:02<00:05, 5.32it/s] 136/499 4.32G 0.01603 0.01338 0.004104 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.32it/s] 136/499 4.32G 0.01603 0.01338 0.004104 78 640: 30%|### | 12/40 [00:02<00:05, 5.19it/s] 136/499 4.32G 0.01593 0.01337 0.003891 84 640: 30%|### | 12/40 [00:02<00:05, 5.19it/s] 136/499 4.32G 0.01593 0.01337 0.003891 84 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 136/499 4.32G 0.01587 0.01327 0.003869 64 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 136/499 4.32G 0.01587 0.01327 0.003869 64 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 136/499 4.32G 0.01597 0.01333 0.003854 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 136/499 4.32G 0.01597 0.01333 0.003854 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.16it/s] 136/499 4.32G 0.01598 0.01333 0.00407 78 640: 38%|###7 | 15/40 [00:03<00:04, 5.16it/s] 136/499 4.32G 0.01598 0.01333 0.00407 78 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 136/499 4.32G 0.01614 0.01355 0.004597 81 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 136/499 4.32G 0.01614 0.01355 0.004597 81 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 136/499 4.32G 0.01615 0.0135 0.00467 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 136/499 4.32G 0.01615 0.0135 0.00467 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.14it/s] 136/499 4.32G 0.0162 0.01343 0.004585 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.14it/s] 136/499 4.32G 0.0162 0.01343 0.004585 68 640: 48%|####7 | 19/40 [00:03<00:04, 5.20it/s] 136/499 4.32G 0.01621 0.01325 0.004493 65 640: 48%|####7 | 19/40 [00:03<00:04, 5.20it/s] 136/499 4.32G 0.01621 0.01325 0.004493 65 640: 50%|##### | 20/40 [00:03<00:03, 5.29it/s] 136/499 4.32G 0.01627 0.01316 0.004737 67 640: 50%|##### | 20/40 [00:04<00:03, 5.29it/s] 136/499 4.32G 0.01627 0.01316 0.004737 67 640: 52%|#####2 | 21/40 [00:04<00:03, 5.18it/s] 136/499 4.32G 0.0163 0.01315 0.00486 79 640: 52%|#####2 | 21/40 [00:04<00:03, 5.18it/s] 136/499 4.32G 0.0163 0.01315 0.00486 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.26it/s] 136/499 4.32G 0.01632 0.01315 0.00479 65 640: 55%|#####5 | 22/40 [00:04<00:03, 5.26it/s] 136/499 4.32G 0.01632 0.01315 0.00479 65 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 136/499 4.32G 0.01627 0.01305 0.004751 61 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 136/499 4.32G 0.01627 0.01305 0.004751 61 640: 60%|###### | 24/40 [00:04<00:03, 5.20it/s] 136/499 4.32G 0.01624 0.01297 0.004842 65 640: 60%|###### | 24/40 [00:04<00:03, 5.20it/s] 136/499 4.32G 0.01624 0.01297 0.004842 65 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 136/499 4.32G 0.01634 0.01306 0.004967 84 640: 62%|######2 | 25/40 [00:04<00:02, 5.28it/s] 136/499 4.32G 0.01634 0.01306 0.004967 84 640: 65%|######5 | 26/40 [00:04<00:02, 5.34it/s] 136/499 4.32G 0.01635 0.0131 0.00499 82 640: 65%|######5 | 26/40 [00:05<00:02, 5.34it/s] 136/499 4.32G 0.01635 0.0131 0.00499 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.17it/s] 136/499 4.32G 0.0163 0.013 0.005 62 640: 68%|######7 | 27/40 [00:05<00:02, 5.17it/s] 136/499 4.32G 0.0163 0.013 0.005 62 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 136/499 4.32G 0.01637 0.01296 0.004932 71 640: 70%|####### | 28/40 [00:05<00:02, 5.26it/s] 136/499 4.32G 0.01637 0.01296 0.004932 71 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 136/499 4.32G 0.01637 0.01296 0.004906 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 136/499 4.32G 0.01637 0.01296 0.004906 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.19it/s] 136/499 4.32G 0.01635 0.01291 0.004894 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.19it/s] 136/499 4.32G 0.01635 0.01291 0.004894 68 640: 78%|#######7 | 31/40 [00:05<00:01, 5.27it/s] 136/499 4.32G 0.01637 0.01285 0.004812 66 640: 78%|#######7 | 31/40 [00:06<00:01, 5.27it/s] 136/499 4.32G 0.01637 0.01285 0.004812 66 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 136/499 4.32G 0.01645 0.01304 0.004874 109 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 136/499 4.32G 0.01645 0.01304 0.004874 109 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 136/499 4.32G 0.01649 0.01316 0.004831 95 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 136/499 4.32G 0.01649 0.01316 0.004831 95 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 136/499 4.32G 0.01644 0.01308 0.004823 62 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 136/499 4.32G 0.01644 0.01308 0.004823 62 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 136/499 4.32G 0.01644 0.01307 0.004766 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 136/499 4.32G 0.01644 0.01307 0.004766 77 640: 90%|######### | 36/40 [00:06<00:00, 5.16it/s] 136/499 4.32G 0.01644 0.013 0.004951 56 640: 90%|######### | 36/40 [00:07<00:00, 5.16it/s] 136/499 4.32G 0.01644 0.013 0.004951 56 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 136/499 4.32G 0.01649 0.01291 0.004984 59 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 136/499 4.32G 0.01649 0.01291 0.004984 59 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 136/499 4.32G 0.01646 0.01298 0.005031 91 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 136/499 4.32G 0.01646 0.01298 0.005031 91 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 136/499 4.32G 0.01643 0.01298 0.004945 42 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 136/499 4.32G 0.01643 0.01298 0.004945 42 640: 100%|##########| 40/40 [00:07<00:00, 5.34it/s] 136/499 4.32G 0.01643 0.01298 0.004945 42 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.98it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.05it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.11it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.22it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.74it/s] all 132 263 0.377 0.0193 0.0188 0.00807 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 137/499 4.32G 0.01728 0.01482 0.004236 85 640: 0%| | 0/40 [00:00<?, ?it/s] 137/499 4.32G 0.01728 0.01482 0.004236 85 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 137/499 4.32G 0.01718 0.01461 0.004042 76 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 137/499 4.32G 0.01718 0.01461 0.004042 76 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 137/499 4.32G 0.01726 0.01327 0.005569 65 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 137/499 4.32G 0.01726 0.01327 0.005569 65 640: 8%|7 | 3/40 [00:00<00:06, 5.31it/s] 137/499 4.32G 0.01759 0.01291 0.0059 74 640: 8%|7 | 3/40 [00:00<00:06, 5.31it/s] 137/499 4.32G 0.01759 0.01291 0.0059 74 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 137/499 4.32G 0.01734 0.01219 0.007727 53 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 137/499 4.32G 0.01734 0.01219 0.007727 53 640: 12%|#2 | 5/40 [00:00<00:06, 5.17it/s] 137/499 4.32G 0.0169 0.01206 0.007101 67 640: 12%|#2 | 5/40 [00:01<00:06, 5.17it/s] 137/499 4.32G 0.0169 0.01206 0.007101 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 137/499 4.32G 0.01675 0.01281 0.00696 85 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 137/499 4.32G 0.01675 0.01281 0.00696 85 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 137/499 4.32G 0.01665 0.01291 0.00657 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 137/499 4.32G 0.01665 0.01291 0.00657 73 640: 20%|## | 8/40 [00:01<00:06, 5.19it/s] 137/499 4.32G 0.01674 0.01306 0.006621 81 640: 20%|## | 8/40 [00:01<00:06, 5.19it/s] 137/499 4.32G 0.01674 0.01306 0.006621 81 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 137/499 4.32G 0.01682 0.01326 0.006375 91 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 137/499 4.32G 0.01682 0.01326 0.006375 91 640: 25%|##5 | 10/40 [00:01<00:05, 5.33it/s] 137/499 4.32G 0.01711 0.01332 0.006178 75 640: 25%|##5 | 10/40 [00:02<00:05, 5.33it/s] 137/499 4.32G 0.01711 0.01332 0.006178 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.17it/s] 137/499 4.32G 0.01731 0.01342 0.006113 85 640: 28%|##7 | 11/40 [00:02<00:05, 5.17it/s] 137/499 4.32G 0.01731 0.01342 0.006113 85 640: 30%|### | 12/40 [00:02<00:05, 5.18it/s] 137/499 4.32G 0.01724 0.01349 0.005784 73 640: 30%|### | 12/40 [00:02<00:05, 5.18it/s] 137/499 4.32G 0.01724 0.01349 0.005784 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 137/499 4.32G 0.01726 0.01342 0.005636 66 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 137/499 4.32G 0.01726 0.01342 0.005636 66 640: 35%|###5 | 14/40 [00:02<00:05, 5.16it/s] 137/499 4.32G 0.0171 0.01336 0.005502 81 640: 35%|###5 | 14/40 [00:02<00:05, 5.16it/s] 137/499 4.32G 0.0171 0.01336 0.005502 81 640: 38%|###7 | 15/40 [00:02<00:04, 5.23it/s] 137/499 4.32G 0.01703 0.01334 0.00539 78 640: 38%|###7 | 15/40 [00:03<00:04, 5.23it/s] 137/499 4.32G 0.01703 0.01334 0.00539 78 640: 40%|#### | 16/40 [00:03<00:04, 5.31it/s] 137/499 4.32G 0.01696 0.01336 0.005339 80 640: 40%|#### | 16/40 [00:03<00:04, 5.31it/s] 137/499 4.32G 0.01696 0.01336 0.005339 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.17it/s] 137/499 4.32G 0.01693 0.01322 0.005188 70 640: 42%|####2 | 17/40 [00:03<00:04, 5.17it/s] 137/499 4.32G 0.01693 0.01322 0.005188 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 137/499 4.32G 0.01681 0.01334 0.005153 102 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 137/499 4.32G 0.01681 0.01334 0.005153 102 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 137/499 4.32G 0.01679 0.01341 0.005259 85 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 137/499 4.32G 0.01679 0.01341 0.005259 85 640: 50%|##### | 20/40 [00:03<00:03, 5.19it/s] 137/499 4.32G 0.01679 0.01347 0.005299 89 640: 50%|##### | 20/40 [00:03<00:03, 5.19it/s] 137/499 4.32G 0.01679 0.01347 0.005299 89 640: 52%|#####2 | 21/40 [00:03<00:03, 5.27it/s] 137/499 4.32G 0.01673 0.01346 0.005164 82 640: 52%|#####2 | 21/40 [00:04<00:03, 5.27it/s] 137/499 4.32G 0.01673 0.01346 0.005164 82 640: 55%|#####5 | 22/40 [00:04<00:03, 5.35it/s] 137/499 4.32G 0.01671 0.01354 0.005051 81 640: 55%|#####5 | 22/40 [00:04<00:03, 5.35it/s] 137/499 4.32G 0.01671 0.01354 0.005051 81 640: 57%|#####7 | 23/40 [00:04<00:03, 5.19it/s] 137/499 4.32G 0.01672 0.01348 0.005041 68 640: 57%|#####7 | 23/40 [00:04<00:03, 5.19it/s] 137/499 4.32G 0.01672 0.01348 0.005041 68 640: 60%|###### | 24/40 [00:04<00:03, 5.29it/s] 137/499 4.32G 0.0167 0.01352 0.004961 86 640: 60%|###### | 24/40 [00:04<00:03, 5.29it/s] 137/499 4.32G 0.0167 0.01352 0.004961 86 640: 62%|######2 | 25/40 [00:04<00:02, 5.36it/s] 137/499 4.32G 0.01671 0.01344 0.004963 67 640: 62%|######2 | 25/40 [00:04<00:02, 5.36it/s] 137/499 4.32G 0.01671 0.01344 0.004963 67 640: 65%|######5 | 26/40 [00:04<00:02, 5.23it/s] 137/499 4.32G 0.01678 0.01344 0.004997 68 640: 65%|######5 | 26/40 [00:05<00:02, 5.23it/s] 137/499 4.32G 0.01678 0.01344 0.004997 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 137/499 4.32G 0.01678 0.01358 0.004977 92 640: 68%|######7 | 27/40 [00:05<00:02, 5.32it/s] 137/499 4.32G 0.01678 0.01358 0.004977 92 640: 70%|####### | 28/40 [00:05<00:02, 5.35it/s] 137/499 4.32G 0.01671 0.01354 0.004869 69 640: 70%|####### | 28/40 [00:05<00:02, 5.35it/s] 137/499 4.32G 0.01671 0.01354 0.004869 69 640: 72%|#######2 | 29/40 [00:05<00:02, 5.20it/s] 137/499 4.32G 0.01666 0.01346 0.004774 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.20it/s] 137/499 4.32G 0.01666 0.01346 0.004774 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 137/499 4.32G 0.01663 0.01345 0.004742 78 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 137/499 4.32G 0.01663 0.01345 0.004742 78 640: 78%|#######7 | 31/40 [00:05<00:01, 5.36it/s] 137/499 4.32G 0.01666 0.01345 0.004756 72 640: 78%|#######7 | 31/40 [00:06<00:01, 5.36it/s] 137/499 4.32G 0.01666 0.01345 0.004756 72 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 137/499 4.32G 0.01667 0.01335 0.004816 57 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 137/499 4.32G 0.01667 0.01335 0.004816 57 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 137/499 4.32G 0.0166 0.01332 0.004755 83 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 137/499 4.32G 0.0166 0.01332 0.004755 83 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 137/499 4.32G 0.01655 0.01333 0.004765 86 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 137/499 4.32G 0.01655 0.01333 0.004765 86 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 137/499 4.32G 0.01654 0.01337 0.004692 94 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 137/499 4.32G 0.01654 0.01337 0.004692 94 640: 90%|######### | 36/40 [00:06<00:00, 5.26it/s] 137/499 4.32G 0.01659 0.01339 0.004613 76 640: 90%|######### | 36/40 [00:07<00:00, 5.26it/s] 137/499 4.32G 0.01659 0.01339 0.004613 76 640: 92%|#########2| 37/40 [00:07<00:00, 5.34it/s] 137/499 4.32G 0.01662 0.01337 0.004617 70 640: 92%|#########2| 37/40 [00:07<00:00, 5.34it/s] 137/499 4.32G 0.01662 0.01337 0.004617 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 137/499 4.32G 0.01661 0.01338 0.004656 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 137/499 4.32G 0.01661 0.01338 0.004656 75 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 137/499 4.32G 0.01653 0.01331 0.004617 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 137/499 4.32G 0.01653 0.01331 0.004617 38 640: 100%|##########| 40/40 [00:07<00:00, 5.46it/s] 137/499 4.32G 0.01653 0.01331 0.004617 38 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.60it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.49it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.66it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.15it/s] all 132 263 0.0391 0.0333 0.0364 0.0167 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 138/499 4.32G 0.01345 0.01328 0.002809 80 640: 0%| | 0/40 [00:00<?, ?it/s] 138/499 4.32G 0.01345 0.01328 0.002809 80 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 138/499 4.32G 0.01555 0.01491 0.004804 87 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 138/499 4.32G 0.01555 0.01491 0.004804 87 640: 5%|5 | 2/40 [00:00<00:07, 5.26it/s] 138/499 4.32G 0.01577 0.01471 0.003997 74 640: 5%|5 | 2/40 [00:00<00:07, 5.26it/s] 138/499 4.32G 0.01577 0.01471 0.003997 74 640: 8%|7 | 3/40 [00:00<00:06, 5.38it/s] 138/499 4.32G 0.01555 0.01435 0.003937 85 640: 8%|7 | 3/40 [00:00<00:06, 5.38it/s] 138/499 4.32G 0.01555 0.01435 0.003937 85 640: 10%|# | 4/40 [00:00<00:07, 5.14it/s] 138/499 4.32G 0.01628 0.01419 0.004633 70 640: 10%|# | 4/40 [00:00<00:07, 5.14it/s] 138/499 4.32G 0.01628 0.01419 0.004633 70 640: 12%|#2 | 5/40 [00:00<00:06, 5.26it/s] 138/499 4.32G 0.016 0.01356 0.004127 67 640: 12%|#2 | 5/40 [00:01<00:06, 5.26it/s] 138/499 4.32G 0.016 0.01356 0.004127 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 138/499 4.32G 0.01622 0.0134 0.003905 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.35it/s] 138/499 4.32G 0.01622 0.0134 0.003905 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 138/499 4.32G 0.01627 0.01357 0.003555 85 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 138/499 4.32G 0.01627 0.01357 0.003555 85 640: 20%|## | 8/40 [00:01<00:06, 5.30it/s] 138/499 4.32G 0.01619 0.01347 0.003284 64 640: 20%|## | 8/40 [00:01<00:06, 5.30it/s] 138/499 4.32G 0.01619 0.01347 0.003284 64 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 138/499 4.32G 0.01622 0.01343 0.003117 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 138/499 4.32G 0.01622 0.01343 0.003117 68 640: 25%|##5 | 10/40 [00:01<00:05, 5.20it/s] 138/499 4.32G 0.01619 0.0133 0.00309 70 640: 25%|##5 | 10/40 [00:02<00:05, 5.20it/s] 138/499 4.32G 0.01619 0.0133 0.00309 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 138/499 4.32G 0.01626 0.01323 0.003056 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 138/499 4.32G 0.01626 0.01323 0.003056 75 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 138/499 4.32G 0.01645 0.01326 0.003146 79 640: 30%|### | 12/40 [00:02<00:05, 5.31it/s] 138/499 4.32G 0.01645 0.01326 0.003146 79 640: 32%|###2 | 13/40 [00:02<00:05, 5.18it/s] 138/499 4.32G 0.01634 0.01306 0.00308 60 640: 32%|###2 | 13/40 [00:02<00:05, 5.18it/s] 138/499 4.32G 0.01634 0.01306 0.00308 60 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 138/499 4.32G 0.01634 0.01306 0.003081 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 138/499 4.32G 0.01634 0.01306 0.003081 75 640: 38%|###7 | 15/40 [00:02<00:04, 5.34it/s] 138/499 4.32G 0.01629 0.01305 0.003086 76 640: 38%|###7 | 15/40 [00:03<00:04, 5.34it/s] 138/499 4.32G 0.01629 0.01305 0.003086 76 640: 40%|#### | 16/40 [00:03<00:04, 5.16it/s] 138/499 4.32G 0.01643 0.01318 0.003191 84 640: 40%|#### | 16/40 [00:03<00:04, 5.16it/s] 138/499 4.32G 0.01643 0.01318 0.003191 84 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 138/499 4.32G 0.01647 0.01334 0.003218 89 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 138/499 4.32G 0.01647 0.01334 0.003218 89 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 138/499 4.32G 0.01651 0.0134 0.003253 81 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 138/499 4.32G 0.01651 0.0134 0.003253 81 640: 48%|####7 | 19/40 [00:03<00:04, 5.14it/s] 138/499 4.32G 0.01668 0.01336 0.003437 69 640: 48%|####7 | 19/40 [00:03<00:04, 5.14it/s] 138/499 4.32G 0.01668 0.01336 0.003437 69 640: 50%|##### | 20/40 [00:03<00:03, 5.22it/s] 138/499 4.32G 0.01662 0.01327 0.00345 69 640: 50%|##### | 20/40 [00:04<00:03, 5.22it/s] 138/499 4.32G 0.01662 0.01327 0.00345 69 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 138/499 4.32G 0.01663 0.01315 0.003836 61 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 138/499 4.32G 0.01663 0.01315 0.003836 61 640: 55%|#####5 | 22/40 [00:04<00:03, 5.11it/s] 138/499 4.32G 0.01656 0.01314 0.003757 88 640: 55%|#####5 | 22/40 [00:04<00:03, 5.11it/s] 138/499 4.32G 0.01656 0.01314 0.003757 88 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 138/499 4.32G 0.01659 0.01316 0.003811 80 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 138/499 4.32G 0.01659 0.01316 0.003811 80 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 138/499 4.32G 0.01676 0.01311 0.003982 69 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 138/499 4.32G 0.01676 0.01311 0.003982 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 138/499 4.32G 0.01673 0.0131 0.003925 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 138/499 4.32G 0.01673 0.0131 0.003925 74 640: 65%|######5 | 26/40 [00:04<00:02, 5.25it/s] 138/499 4.32G 0.0167 0.01313 0.003899 82 640: 65%|######5 | 26/40 [00:05<00:02, 5.25it/s] 138/499 4.32G 0.0167 0.01313 0.003899 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 138/499 4.32G 0.0167 0.01303 0.003908 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 138/499 4.32G 0.0167 0.01303 0.003908 68 640: 70%|####### | 28/40 [00:05<00:02, 5.18it/s] 138/499 4.32G 0.01668 0.01299 0.003889 79 640: 70%|####### | 28/40 [00:05<00:02, 5.18it/s] 138/499 4.32G 0.01668 0.01299 0.003889 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 138/499 4.32G 0.01664 0.01304 0.003943 86 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 138/499 4.32G 0.01664 0.01304 0.003943 86 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 138/499 4.32G 0.01663 0.01302 0.004045 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 138/499 4.32G 0.01663 0.01302 0.004045 76 640: 78%|#######7 | 31/40 [00:05<00:01, 5.20it/s] 138/499 4.32G 0.01659 0.01297 0.004039 64 640: 78%|#######7 | 31/40 [00:06<00:01, 5.20it/s] 138/499 4.32G 0.01659 0.01297 0.004039 64 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 138/499 4.32G 0.01655 0.01291 0.004033 64 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 138/499 4.32G 0.01655 0.01291 0.004033 64 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 138/499 4.32G 0.01651 0.01297 0.004012 85 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 138/499 4.32G 0.01651 0.01297 0.004012 85 640: 85%|########5 | 34/40 [00:06<00:01, 5.13it/s] 138/499 4.32G 0.01647 0.01301 0.003971 92 640: 85%|########5 | 34/40 [00:06<00:01, 5.13it/s] 138/499 4.32G 0.01647 0.01301 0.003971 92 640: 88%|########7 | 35/40 [00:06<00:00, 5.25it/s] 138/499 4.32G 0.01642 0.01296 0.004002 65 640: 88%|########7 | 35/40 [00:06<00:00, 5.25it/s] 138/499 4.32G 0.01642 0.01296 0.004002 65 640: 90%|######### | 36/40 [00:06<00:00, 5.33it/s] 138/499 4.32G 0.01644 0.01296 0.004145 71 640: 90%|######### | 36/40 [00:07<00:00, 5.33it/s] 138/499 4.32G 0.01644 0.01296 0.004145 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.17it/s] 138/499 4.32G 0.01641 0.01296 0.004106 88 640: 92%|#########2| 37/40 [00:07<00:00, 5.17it/s] 138/499 4.32G 0.01641 0.01296 0.004106 88 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 138/499 4.32G 0.01646 0.01293 0.0041 67 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 138/499 4.32G 0.01646 0.01293 0.0041 67 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 138/499 4.32G 0.01644 0.01294 0.004243 40 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 138/499 4.32G 0.01644 0.01294 0.004243 40 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] 138/499 4.32G 0.01644 0.01294 0.004243 40 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.10it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.99it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.12it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.65it/s] all 132 263 0.0427 0.0351 0.0471 0.019 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 139/499 4.32G 0.01688 0.01585 0.008495 88 640: 0%| | 0/40 [00:00<?, ?it/s] 139/499 4.32G 0.01688 0.01585 0.008495 88 640: 2%|2 | 1/40 [00:00<00:07, 5.23it/s] 139/499 4.32G 0.0161 0.01414 0.007054 79 640: 2%|2 | 1/40 [00:00<00:07, 5.23it/s] 139/499 4.32G 0.0161 0.01414 0.007054 79 640: 5%|5 | 2/40 [00:00<00:07, 5.39it/s] 139/499 4.32G 0.01619 0.01467 0.005913 82 640: 5%|5 | 2/40 [00:00<00:07, 5.39it/s] 139/499 4.32G 0.01619 0.01467 0.005913 82 640: 8%|7 | 3/40 [00:00<00:07, 5.05it/s] 139/499 4.32G 0.01647 0.01437 0.006035 77 640: 8%|7 | 3/40 [00:00<00:07, 5.05it/s] 139/499 4.32G 0.01647 0.01437 0.006035 77 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 139/499 4.32G 0.01655 0.01429 0.005393 82 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 139/499 4.32G 0.01655 0.01429 0.005393 82 640: 12%|#2 | 5/40 [00:00<00:06, 5.31it/s] 139/499 4.32G 0.01647 0.01401 0.004887 79 640: 12%|#2 | 5/40 [00:01<00:06, 5.31it/s] 139/499 4.32G 0.01647 0.01401 0.004887 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.18it/s] 139/499 4.32G 0.0163 0.01361 0.004906 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.18it/s] 139/499 4.32G 0.0163 0.01361 0.004906 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 139/499 4.32G 0.01628 0.01351 0.004793 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 139/499 4.32G 0.01628 0.01351 0.004793 76 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 139/499 4.32G 0.01613 0.0133 0.004449 80 640: 20%|## | 8/40 [00:01<00:06, 5.31it/s] 139/499 4.32G 0.01613 0.0133 0.004449 80 640: 22%|##2 | 9/40 [00:01<00:06, 5.14it/s] 139/499 4.32G 0.01616 0.01321 0.004377 76 640: 22%|##2 | 9/40 [00:01<00:06, 5.14it/s] 139/499 4.32G 0.01616 0.01321 0.004377 76 640: 25%|##5 | 10/40 [00:01<00:05, 5.17it/s] 139/499 4.32G 0.0161 0.0132 0.004282 83 640: 25%|##5 | 10/40 [00:02<00:05, 5.17it/s] 139/499 4.32G 0.0161 0.0132 0.004282 83 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 139/499 4.32G 0.01624 0.01326 0.00418 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 139/499 4.32G 0.01624 0.01326 0.00418 79 640: 30%|### | 12/40 [00:02<00:05, 5.16it/s] 139/499 4.32G 0.01622 0.01327 0.004255 81 640: 30%|### | 12/40 [00:02<00:05, 5.16it/s] 139/499 4.32G 0.01622 0.01327 0.004255 81 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 139/499 4.32G 0.0162 0.0134 0.00422 93 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 139/499 4.32G 0.0162 0.0134 0.00422 93 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 139/499 4.32G 0.01619 0.01336 0.004267 81 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 139/499 4.32G 0.01619 0.01336 0.004267 81 640: 38%|###7 | 15/40 [00:02<00:04, 5.14it/s] 139/499 4.32G 0.01613 0.01327 0.004362 72 640: 38%|###7 | 15/40 [00:03<00:04, 5.14it/s] 139/499 4.32G 0.01613 0.01327 0.004362 72 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 139/499 4.32G 0.01613 0.01323 0.004249 79 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 139/499 4.32G 0.01613 0.01323 0.004249 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 139/499 4.32G 0.01605 0.01322 0.004098 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 139/499 4.32G 0.01605 0.01322 0.004098 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.15it/s] 139/499 4.32G 0.01595 0.01296 0.004295 49 640: 45%|####5 | 18/40 [00:03<00:04, 5.15it/s] 139/499 4.32G 0.01595 0.01296 0.004295 49 640: 48%|####7 | 19/40 [00:03<00:04, 5.18it/s] 139/499 4.32G 0.01592 0.01293 0.004201 73 640: 48%|####7 | 19/40 [00:03<00:04, 5.18it/s] 139/499 4.32G 0.01592 0.01293 0.004201 73 640: 50%|##### | 20/40 [00:03<00:03, 5.26it/s] 139/499 4.32G 0.01591 0.0128 0.004108 64 640: 50%|##### | 20/40 [00:04<00:03, 5.26it/s] 139/499 4.32G 0.01591 0.0128 0.004108 64 640: 52%|#####2 | 21/40 [00:04<00:03, 5.12it/s] 139/499 4.32G 0.01593 0.01287 0.004162 75 640: 52%|#####2 | 21/40 [00:04<00:03, 5.12it/s] 139/499 4.32G 0.01593 0.01287 0.004162 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 139/499 4.32G 0.01596 0.01283 0.004245 66 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 139/499 4.32G 0.01596 0.01283 0.004245 66 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 139/499 4.32G 0.01587 0.01274 0.004262 55 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 139/499 4.32G 0.01587 0.01274 0.004262 55 640: 60%|###### | 24/40 [00:04<00:03, 5.12it/s] 139/499 4.32G 0.01596 0.01276 0.004327 76 640: 60%|###### | 24/40 [00:04<00:03, 5.12it/s] 139/499 4.32G 0.01596 0.01276 0.004327 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.16it/s] 139/499 4.32G 0.0159 0.01274 0.004394 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.16it/s] 139/499 4.32G 0.0159 0.01274 0.004394 72 640: 65%|######5 | 26/40 [00:04<00:02, 5.19it/s] 139/499 4.32G 0.01588 0.0127 0.004317 76 640: 65%|######5 | 26/40 [00:05<00:02, 5.19it/s] 139/499 4.32G 0.01588 0.0127 0.004317 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.06it/s] 139/499 4.32G 0.01589 0.01266 0.004285 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.06it/s] 139/499 4.32G 0.01589 0.01266 0.004285 67 640: 70%|####### | 28/40 [00:05<00:02, 5.18it/s] 139/499 4.32G 0.01586 0.01265 0.004254 73 640: 70%|####### | 28/40 [00:05<00:02, 5.18it/s] 139/499 4.32G 0.01586 0.01265 0.004254 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 139/499 4.32G 0.01579 0.01267 0.004181 84 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 139/499 4.32G 0.01579 0.01267 0.004181 84 640: 75%|#######5 | 30/40 [00:05<00:01, 5.15it/s] 139/499 4.32G 0.01582 0.01259 0.004214 63 640: 75%|#######5 | 30/40 [00:05<00:01, 5.15it/s] 139/499 4.32G 0.01582 0.01259 0.004214 63 640: 78%|#######7 | 31/40 [00:05<00:01, 5.23it/s] 139/499 4.32G 0.01585 0.01254 0.004162 62 640: 78%|#######7 | 31/40 [00:06<00:01, 5.23it/s] 139/499 4.32G 0.01585 0.01254 0.004162 62 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 139/499 4.32G 0.01585 0.01248 0.004129 59 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 139/499 4.32G 0.01585 0.01248 0.004129 59 640: 82%|########2 | 33/40 [00:06<00:01, 5.12it/s] 139/499 4.32G 0.01586 0.01242 0.004164 66 640: 82%|########2 | 33/40 [00:06<00:01, 5.12it/s] 139/499 4.32G 0.01586 0.01242 0.004164 66 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 139/499 4.32G 0.01588 0.01243 0.00419 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 139/499 4.32G 0.01588 0.01243 0.00419 76 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 139/499 4.32G 0.01588 0.01243 0.004269 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 139/499 4.32G 0.01588 0.01243 0.004269 81 640: 90%|######### | 36/40 [00:06<00:00, 5.19it/s] 139/499 4.32G 0.01583 0.01243 0.00426 78 640: 90%|######### | 36/40 [00:07<00:00, 5.19it/s] 139/499 4.32G 0.01583 0.01243 0.00426 78 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 139/499 4.32G 0.01589 0.01244 0.004259 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 139/499 4.32G 0.01589 0.01244 0.004259 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 139/499 4.32G 0.01584 0.01241 0.004297 74 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 139/499 4.32G 0.01584 0.01241 0.004297 74 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 139/499 4.32G 0.01582 0.01234 0.004218 31 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 139/499 4.32G 0.01582 0.01234 0.004218 31 640: 100%|##########| 40/40 [00:07<00:00, 5.36it/s] 139/499 4.32G 0.01582 0.01234 0.004218 31 640: 100%|##########| 40/40 [00:07<00:00, 5.22it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.97it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.07it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.01it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.14it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.68it/s] all 132 263 0.224 0.0123 0.0166 0.00883 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 140/499 4.32G 0.01588 0.01669 0.002588 85 640: 0%| | 0/40 [00:00<?, ?it/s] 140/499 4.32G 0.01588 0.01669 0.002588 85 640: 2%|2 | 1/40 [00:00<00:07, 5.47it/s] 140/499 4.32G 0.01636 0.015 0.004023 77 640: 2%|2 | 1/40 [00:00<00:07, 5.47it/s] 140/499 4.32G 0.01636 0.015 0.004023 77 640: 5%|5 | 2/40 [00:00<00:07, 5.13it/s] 140/499 4.32G 0.01665 0.01416 0.004022 72 640: 5%|5 | 2/40 [00:00<00:07, 5.13it/s] 140/499 4.32G 0.01665 0.01416 0.004022 72 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 140/499 4.32G 0.01641 0.01395 0.004476 80 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 140/499 4.32G 0.01641 0.01395 0.004476 80 640: 10%|# | 4/40 [00:00<00:06, 5.36it/s] 140/499 4.32G 0.01623 0.01415 0.004392 88 640: 10%|# | 4/40 [00:00<00:06, 5.36it/s] 140/499 4.32G 0.01623 0.01415 0.004392 88 640: 12%|#2 | 5/40 [00:00<00:06, 5.17it/s] 140/499 4.32G 0.016 0.01432 0.004498 90 640: 12%|#2 | 5/40 [00:01<00:06, 5.17it/s] 140/499 4.32G 0.016 0.01432 0.004498 90 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 140/499 4.32G 0.01585 0.01377 0.004708 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 140/499 4.32G 0.01585 0.01377 0.004708 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 140/499 4.32G 0.01581 0.01358 0.004629 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 140/499 4.32G 0.01581 0.01358 0.004629 69 640: 20%|## | 8/40 [00:01<00:06, 5.18it/s] 140/499 4.32G 0.01596 0.01346 0.004887 64 640: 20%|## | 8/40 [00:01<00:06, 5.18it/s] 140/499 4.32G 0.01596 0.01346 0.004887 64 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 140/499 4.32G 0.0158 0.01322 0.004987 79 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 140/499 4.32G 0.0158 0.01322 0.004987 79 640: 25%|##5 | 10/40 [00:01<00:05, 5.33it/s] 140/499 4.32G 0.01588 0.01328 0.005043 77 640: 25%|##5 | 10/40 [00:02<00:05, 5.33it/s] 140/499 4.32G 0.01588 0.01328 0.005043 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.18it/s] 140/499 4.32G 0.01588 0.01305 0.005086 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.18it/s] 140/499 4.32G 0.01588 0.01305 0.005086 65 640: 30%|### | 12/40 [00:02<00:05, 5.27it/s] 140/499 4.32G 0.01587 0.01321 0.005116 87 640: 30%|### | 12/40 [00:02<00:05, 5.27it/s] 140/499 4.32G 0.01587 0.01321 0.005116 87 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 140/499 4.32G 0.01575 0.01315 0.005107 78 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 140/499 4.32G 0.01575 0.01315 0.005107 78 640: 35%|###5 | 14/40 [00:02<00:05, 5.17it/s] 140/499 4.32G 0.01561 0.01296 0.004824 70 640: 35%|###5 | 14/40 [00:02<00:05, 5.17it/s] 140/499 4.32G 0.01561 0.01296 0.004824 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.24it/s] 140/499 4.32G 0.0156 0.01305 0.004936 83 640: 38%|###7 | 15/40 [00:03<00:04, 5.24it/s] 140/499 4.32G 0.0156 0.01305 0.004936 83 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 140/499 4.32G 0.01565 0.01313 0.00524 78 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 140/499 4.32G 0.01565 0.01313 0.00524 78 640: 42%|####2 | 17/40 [00:03<00:04, 5.16it/s] 140/499 4.32G 0.01565 0.01301 0.005247 65 640: 42%|####2 | 17/40 [00:03<00:04, 5.16it/s] 140/499 4.32G 0.01565 0.01301 0.005247 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.23it/s] 140/499 4.32G 0.01575 0.01308 0.005291 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.23it/s] 140/499 4.32G 0.01575 0.01308 0.005291 76 640: 48%|####7 | 19/40 [00:03<00:03, 5.28it/s] 140/499 4.32G 0.0158 0.01311 0.005223 82 640: 48%|####7 | 19/40 [00:03<00:03, 5.28it/s] 140/499 4.32G 0.0158 0.01311 0.005223 82 640: 50%|##### | 20/40 [00:03<00:03, 5.16it/s] 140/499 4.32G 0.01587 0.01314 0.005361 81 640: 50%|##### | 20/40 [00:04<00:03, 5.16it/s] 140/499 4.32G 0.01587 0.01314 0.005361 81 640: 52%|#####2 | 21/40 [00:04<00:03, 5.25it/s] 140/499 4.32G 0.01593 0.01306 0.00524 64 640: 52%|#####2 | 21/40 [00:04<00:03, 5.25it/s] 140/499 4.32G 0.01593 0.01306 0.00524 64 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 140/499 4.32G 0.01592 0.01312 0.005146 91 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 140/499 4.32G 0.01592 0.01312 0.005146 91 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 140/499 4.32G 0.01583 0.01301 0.005076 67 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 140/499 4.32G 0.01583 0.01301 0.005076 67 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 140/499 4.32G 0.01581 0.01311 0.005004 96 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 140/499 4.32G 0.01581 0.01311 0.005004 96 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 140/499 4.32G 0.01581 0.01314 0.005143 82 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 140/499 4.32G 0.01581 0.01314 0.005143 82 640: 65%|######5 | 26/40 [00:04<00:02, 5.20it/s] 140/499 4.32G 0.01575 0.01316 0.00503 83 640: 65%|######5 | 26/40 [00:05<00:02, 5.20it/s] 140/499 4.32G 0.01575 0.01316 0.00503 83 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 140/499 4.32G 0.01574 0.01308 0.005094 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 140/499 4.32G 0.01574 0.01308 0.005094 68 640: 70%|####### | 28/40 [00:05<00:02, 5.33it/s] 140/499 4.32G 0.01569 0.01295 0.004981 58 640: 70%|####### | 28/40 [00:05<00:02, 5.33it/s] 140/499 4.32G 0.01569 0.01295 0.004981 58 640: 72%|#######2 | 29/40 [00:05<00:02, 5.12it/s] 140/499 4.32G 0.01565 0.01296 0.004887 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.12it/s] 140/499 4.32G 0.01565 0.01296 0.004887 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.23it/s] 140/499 4.32G 0.01565 0.01295 0.004923 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.23it/s] 140/499 4.32G 0.01565 0.01295 0.004923 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.32it/s] 140/499 4.32G 0.01568 0.01295 0.004894 68 640: 78%|#######7 | 31/40 [00:06<00:01, 5.32it/s] 140/499 4.32G 0.01568 0.01295 0.004894 68 640: 80%|######## | 32/40 [00:06<00:01, 5.17it/s] 140/499 4.32G 0.01564 0.01291 0.004832 74 640: 80%|######## | 32/40 [00:06<00:01, 5.17it/s] 140/499 4.32G 0.01564 0.01291 0.004832 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 140/499 4.32G 0.01562 0.01295 0.004912 93 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 140/499 4.32G 0.01562 0.01295 0.004912 93 640: 85%|########5 | 34/40 [00:06<00:01, 5.36it/s] 140/499 4.32G 0.01567 0.01291 0.004858 67 640: 85%|########5 | 34/40 [00:06<00:01, 5.36it/s] 140/499 4.32G 0.01567 0.01291 0.004858 67 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 140/499 4.32G 0.01565 0.01288 0.004791 76 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 140/499 4.32G 0.01565 0.01288 0.004791 76 640: 90%|######### | 36/40 [00:06<00:00, 5.27it/s] 140/499 4.32G 0.01561 0.01286 0.004754 75 640: 90%|######### | 36/40 [00:07<00:00, 5.27it/s] 140/499 4.32G 0.01561 0.01286 0.004754 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 140/499 4.32G 0.01561 0.01286 0.004857 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 140/499 4.32G 0.01561 0.01286 0.004857 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.17it/s] 140/499 4.32G 0.01562 0.01279 0.004769 60 640: 95%|#########5| 38/40 [00:07<00:00, 5.17it/s] 140/499 4.32G 0.01562 0.01279 0.004769 60 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 140/499 4.32G 0.01557 0.0128 0.004738 45 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 140/499 4.32G 0.01557 0.0128 0.004738 45 640: 100%|##########| 40/40 [00:07<00:00, 5.42it/s] 140/499 4.32G 0.01557 0.0128 0.004738 45 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.01it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.49it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.42it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.52it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.04it/s] all 132 263 0.00412 0.0175 0.00535 0.00318 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 141/499 4.32G 0.01571 0.0103 0.00563 71 640: 0%| | 0/40 [00:00<?, ?it/s] 141/499 4.32G 0.01571 0.0103 0.00563 71 640: 2%|2 | 1/40 [00:00<00:08, 4.87it/s] 141/499 4.32G 0.01716 0.01274 0.006013 83 640: 2%|2 | 1/40 [00:00<00:08, 4.87it/s] 141/499 4.32G 0.01716 0.01274 0.006013 83 640: 5%|5 | 2/40 [00:00<00:07, 5.22it/s] 141/499 4.32G 0.01734 0.01271 0.0059 74 640: 5%|5 | 2/40 [00:00<00:07, 5.22it/s] 141/499 4.32G 0.01734 0.01271 0.0059 74 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 141/499 4.32G 0.01759 0.01349 0.00556 91 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 141/499 4.32G 0.01759 0.01349 0.00556 91 640: 10%|# | 4/40 [00:00<00:06, 5.14it/s] 141/499 4.32G 0.01758 0.01306 0.005787 66 640: 10%|# | 4/40 [00:00<00:06, 5.14it/s] 141/499 4.32G 0.01758 0.01306 0.005787 66 640: 12%|#2 | 5/40 [00:00<00:06, 5.27it/s] 141/499 4.32G 0.01802 0.01319 0.005955 72 640: 12%|#2 | 5/40 [00:01<00:06, 5.27it/s] 141/499 4.32G 0.01802 0.01319 0.005955 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 141/499 4.32G 0.01785 0.01362 0.00578 86 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 141/499 4.32G 0.01785 0.01362 0.00578 86 640: 18%|#7 | 7/40 [00:01<00:06, 5.15it/s] 141/499 4.32G 0.01753 0.01345 0.00531 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.15it/s] 141/499 4.32G 0.01753 0.01345 0.00531 70 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 141/499 4.32G 0.01716 0.01359 0.005051 86 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 141/499 4.32G 0.01716 0.01359 0.005051 86 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 141/499 4.32G 0.01713 0.01365 0.004907 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 141/499 4.32G 0.01713 0.01365 0.004907 80 640: 25%|##5 | 10/40 [00:01<00:05, 5.17it/s] 141/499 4.32G 0.01704 0.01351 0.00501 70 640: 25%|##5 | 10/40 [00:02<00:05, 5.17it/s] 141/499 4.32G 0.01704 0.01351 0.00501 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 141/499 4.32G 0.01702 0.01313 0.005136 46 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 141/499 4.32G 0.01702 0.01313 0.005136 46 640: 30%|### | 12/40 [00:02<00:05, 5.34it/s] 141/499 4.32G 0.0169 0.01299 0.005089 71 640: 30%|### | 12/40 [00:02<00:05, 5.34it/s] 141/499 4.32G 0.0169 0.01299 0.005089 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.16it/s] 141/499 4.32G 0.01687 0.01282 0.005115 61 640: 32%|###2 | 13/40 [00:02<00:05, 5.16it/s] 141/499 4.32G 0.01687 0.01282 0.005115 61 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 141/499 4.32G 0.01691 0.01274 0.005257 59 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 141/499 4.32G 0.01691 0.01274 0.005257 59 640: 38%|###7 | 15/40 [00:02<00:04, 5.32it/s] 141/499 4.32G 0.01679 0.01291 0.005102 88 640: 38%|###7 | 15/40 [00:03<00:04, 5.32it/s] 141/499 4.32G 0.01679 0.01291 0.005102 88 640: 40%|#### | 16/40 [00:03<00:04, 5.16it/s] 141/499 4.32G 0.0168 0.013 0.00493 79 640: 40%|#### | 16/40 [00:03<00:04, 5.16it/s] 141/499 4.32G 0.0168 0.013 0.00493 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.26it/s] 141/499 4.32G 0.01677 0.01308 0.004962 87 640: 42%|####2 | 17/40 [00:03<00:04, 5.26it/s] 141/499 4.32G 0.01677 0.01308 0.004962 87 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 141/499 4.32G 0.01671 0.01293 0.004833 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 141/499 4.32G 0.01671 0.01293 0.004833 66 640: 48%|####7 | 19/40 [00:03<00:04, 5.14it/s] 141/499 4.32G 0.01667 0.013 0.00493 81 640: 48%|####7 | 19/40 [00:03<00:04, 5.14it/s] 141/499 4.32G 0.01667 0.013 0.00493 81 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 141/499 4.32G 0.01665 0.01298 0.004962 78 640: 50%|##### | 20/40 [00:04<00:03, 5.23it/s] 141/499 4.32G 0.01665 0.01298 0.004962 78 640: 52%|#####2 | 21/40 [00:04<00:03, 5.31it/s] 141/499 4.32G 0.01655 0.01299 0.004839 82 640: 52%|#####2 | 21/40 [00:04<00:03, 5.31it/s] 141/499 4.32G 0.01655 0.01299 0.004839 82 640: 55%|#####5 | 22/40 [00:04<00:03, 5.16it/s] 141/499 4.32G 0.01658 0.01299 0.004916 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.16it/s] 141/499 4.32G 0.01658 0.01299 0.004916 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 141/499 4.32G 0.01666 0.01305 0.005169 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 141/499 4.32G 0.01666 0.01305 0.005169 79 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 141/499 4.32G 0.01655 0.01314 0.005019 98 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 141/499 4.32G 0.01655 0.01314 0.005019 98 640: 62%|######2 | 25/40 [00:04<00:02, 5.20it/s] 141/499 4.32G 0.01656 0.01311 0.004987 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.20it/s] 141/499 4.32G 0.01656 0.01311 0.004987 74 640: 65%|######5 | 26/40 [00:04<00:02, 5.31it/s] 141/499 4.32G 0.0166 0.01302 0.005059 60 640: 65%|######5 | 26/40 [00:05<00:02, 5.31it/s] 141/499 4.32G 0.0166 0.01302 0.005059 60 640: 68%|######7 | 27/40 [00:05<00:02, 5.37it/s] 141/499 4.32G 0.01656 0.01304 0.004926 90 640: 68%|######7 | 27/40 [00:05<00:02, 5.37it/s] 141/499 4.32G 0.01656 0.01304 0.004926 90 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 141/499 4.32G 0.01656 0.01301 0.004927 74 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 141/499 4.32G 0.01656 0.01301 0.004927 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.23it/s] 141/499 4.32G 0.01655 0.01311 0.004823 96 640: 72%|#######2 | 29/40 [00:05<00:02, 5.23it/s] 141/499 4.32G 0.01655 0.01311 0.004823 96 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 141/499 4.32G 0.0165 0.01314 0.004818 92 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 141/499 4.32G 0.0165 0.01314 0.004818 92 640: 78%|#######7 | 31/40 [00:05<00:01, 5.08it/s] 141/499 4.32G 0.0165 0.01312 0.004893 66 640: 78%|#######7 | 31/40 [00:06<00:01, 5.08it/s] 141/499 4.32G 0.0165 0.01312 0.004893 66 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 141/499 4.32G 0.01646 0.01303 0.004858 60 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 141/499 4.32G 0.01646 0.01303 0.004858 60 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 141/499 4.32G 0.01648 0.01305 0.004881 79 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 141/499 4.32G 0.01648 0.01305 0.004881 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.10it/s] 141/499 4.32G 0.01646 0.01302 0.004871 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.10it/s] 141/499 4.32G 0.01646 0.01302 0.004871 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 141/499 4.32G 0.01652 0.01306 0.004969 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 141/499 4.32G 0.01652 0.01306 0.004969 74 640: 90%|######### | 36/40 [00:06<00:00, 5.29it/s] 141/499 4.32G 0.01662 0.01311 0.005078 81 640: 90%|######### | 36/40 [00:07<00:00, 5.29it/s] 141/499 4.32G 0.01662 0.01311 0.005078 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 141/499 4.32G 0.0166 0.01306 0.005024 69 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 141/499 4.32G 0.0166 0.01306 0.005024 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 141/499 4.32G 0.0166 0.01304 0.00499 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 141/499 4.32G 0.0166 0.01304 0.00499 77 640: 98%|#########7| 39/40 [00:07<00:00, 5.27it/s] 141/499 4.32G 0.01659 0.01301 0.005016 36 640: 98%|#########7| 39/40 [00:07<00:00, 5.27it/s] 141/499 4.32G 0.01659 0.01301 0.005016 36 640: 100%|##########| 40/40 [00:07<00:00, 5.22it/s] 141/499 4.32G 0.01659 0.01301 0.005016 36 640: 100%|##########| 40/40 [00:07<00:00, 5.23it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.47it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.52it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.45it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.53it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.10it/s] all 132 263 0.444 0.0193 0.0318 0.00967 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 142/499 4.32G 0.01531 0.01185 0.003766 77 640: 0%| | 0/40 [00:00<?, ?it/s] 142/499 4.32G 0.01531 0.01185 0.003766 77 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 142/499 4.32G 0.01524 0.01224 0.004829 74 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 142/499 4.32G 0.01524 0.01224 0.004829 74 640: 5%|5 | 2/40 [00:00<00:06, 5.58it/s] 142/499 4.32G 0.01554 0.01255 0.005577 77 640: 5%|5 | 2/40 [00:00<00:06, 5.58it/s] 142/499 4.32G 0.01554 0.01255 0.005577 77 640: 8%|7 | 3/40 [00:00<00:07, 5.19it/s] 142/499 4.32G 0.016 0.01228 0.005499 65 640: 8%|7 | 3/40 [00:00<00:07, 5.19it/s] 142/499 4.32G 0.016 0.01228 0.005499 65 640: 10%|# | 4/40 [00:00<00:06, 5.28it/s] 142/499 4.32G 0.01605 0.01287 0.005211 82 640: 10%|# | 4/40 [00:00<00:06, 5.28it/s] 142/499 4.32G 0.01605 0.01287 0.005211 82 640: 12%|#2 | 5/40 [00:00<00:06, 5.28it/s] 142/499 4.32G 0.01612 0.0129 0.004872 79 640: 12%|#2 | 5/40 [00:01<00:06, 5.28it/s] 142/499 4.32G 0.01612 0.0129 0.004872 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.15it/s] 142/499 4.32G 0.01604 0.01318 0.004817 89 640: 15%|#5 | 6/40 [00:01<00:06, 5.15it/s] 142/499 4.32G 0.01604 0.01318 0.004817 89 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 142/499 4.32G 0.016 0.01346 0.00486 82 640: 18%|#7 | 7/40 [00:01<00:06, 5.27it/s] 142/499 4.32G 0.016 0.01346 0.00486 82 640: 20%|## | 8/40 [00:01<00:05, 5.35it/s] 142/499 4.32G 0.01607 0.01382 0.004997 94 640: 20%|## | 8/40 [00:01<00:05, 5.35it/s] 142/499 4.32G 0.01607 0.01382 0.004997 94 640: 22%|##2 | 9/40 [00:01<00:05, 5.17it/s] 142/499 4.32G 0.01623 0.01403 0.004926 92 640: 22%|##2 | 9/40 [00:01<00:05, 5.17it/s] 142/499 4.32G 0.01623 0.01403 0.004926 92 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 142/499 4.32G 0.01628 0.01386 0.004701 63 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 142/499 4.32G 0.01628 0.01386 0.004701 63 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 142/499 4.32G 0.01614 0.01371 0.004924 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 142/499 4.32G 0.01614 0.01371 0.004924 79 640: 30%|### | 12/40 [00:02<00:05, 5.15it/s] 142/499 4.32G 0.01615 0.01393 0.004923 86 640: 30%|### | 12/40 [00:02<00:05, 5.15it/s] 142/499 4.32G 0.01615 0.01393 0.004923 86 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 142/499 4.32G 0.01619 0.01383 0.004732 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 142/499 4.32G 0.01619 0.01383 0.004732 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 142/499 4.32G 0.01613 0.01378 0.004806 77 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 142/499 4.32G 0.01613 0.01378 0.004806 77 640: 38%|###7 | 15/40 [00:02<00:04, 5.14it/s] 142/499 4.32G 0.01624 0.01373 0.00484 73 640: 38%|###7 | 15/40 [00:03<00:04, 5.14it/s] 142/499 4.32G 0.01624 0.01373 0.00484 73 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 142/499 4.32G 0.01638 0.01388 0.004798 81 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 142/499 4.32G 0.01638 0.01388 0.004798 81 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 142/499 4.32G 0.01636 0.01398 0.00469 86 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 142/499 4.32G 0.01636 0.01398 0.00469 86 640: 45%|####5 | 18/40 [00:03<00:04, 5.17it/s] 142/499 4.32G 0.01637 0.01399 0.004655 86 640: 45%|####5 | 18/40 [00:03<00:04, 5.17it/s] 142/499 4.32G 0.01637 0.01399 0.004655 86 640: 48%|####7 | 19/40 [00:03<00:04, 5.25it/s] 142/499 4.32G 0.01641 0.01398 0.004667 75 640: 48%|####7 | 19/40 [00:03<00:04, 5.25it/s] 142/499 4.32G 0.01641 0.01398 0.004667 75 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 142/499 4.32G 0.01634 0.01378 0.004574 66 640: 50%|##### | 20/40 [00:04<00:03, 5.32it/s] 142/499 4.32G 0.01634 0.01378 0.004574 66 640: 52%|#####2 | 21/40 [00:04<00:03, 5.11it/s] 142/499 4.32G 0.01634 0.01374 0.004772 73 640: 52%|#####2 | 21/40 [00:04<00:03, 5.11it/s] 142/499 4.32G 0.01634 0.01374 0.004772 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 142/499 4.32G 0.01631 0.01364 0.00462 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 142/499 4.32G 0.01631 0.01364 0.00462 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 142/499 4.32G 0.0164 0.01363 0.004552 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 142/499 4.32G 0.0164 0.01363 0.004552 73 640: 60%|###### | 24/40 [00:04<00:03, 5.08it/s] 142/499 4.32G 0.01645 0.01374 0.0046 77 640: 60%|###### | 24/40 [00:04<00:03, 5.08it/s] 142/499 4.32G 0.01645 0.01374 0.0046 77 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 142/499 4.32G 0.01652 0.01375 0.004784 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 142/499 4.32G 0.01652 0.01375 0.004784 69 640: 65%|######5 | 26/40 [00:04<00:02, 5.27it/s] 142/499 4.32G 0.01648 0.01379 0.004753 82 640: 65%|######5 | 26/40 [00:05<00:02, 5.27it/s] 142/499 4.32G 0.01648 0.01379 0.004753 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.15it/s] 142/499 4.32G 0.01658 0.01381 0.004807 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.15it/s] 142/499 4.32G 0.01658 0.01381 0.004807 82 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 142/499 4.32G 0.01661 0.01378 0.004733 76 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 142/499 4.32G 0.01661 0.01378 0.004733 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.31it/s] 142/499 4.32G 0.01662 0.01374 0.004754 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.31it/s] 142/499 4.32G 0.01662 0.01374 0.004754 67 640: 75%|#######5 | 30/40 [00:05<00:01, 5.19it/s] 142/499 4.32G 0.01668 0.01378 0.00489 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.19it/s] 142/499 4.32G 0.01668 0.01378 0.00489 76 640: 78%|#######7 | 31/40 [00:05<00:01, 5.27it/s] 142/499 4.32G 0.01668 0.01388 0.004884 89 640: 78%|#######7 | 31/40 [00:06<00:01, 5.27it/s] 142/499 4.32G 0.01668 0.01388 0.004884 89 640: 80%|######## | 32/40 [00:06<00:01, 5.33it/s] 142/499 4.32G 0.01668 0.01388 0.004951 75 640: 80%|######## | 32/40 [00:06<00:01, 5.33it/s] 142/499 4.32G 0.01668 0.01388 0.004951 75 640: 82%|########2 | 33/40 [00:06<00:01, 5.19it/s] 142/499 4.32G 0.0167 0.01387 0.004964 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.19it/s] 142/499 4.32G 0.0167 0.01387 0.004964 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 142/499 4.32G 0.0167 0.01391 0.004906 87 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 142/499 4.32G 0.0167 0.01391 0.004906 87 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 142/499 4.32G 0.01669 0.01387 0.004848 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 142/499 4.32G 0.01669 0.01387 0.004848 71 640: 90%|######### | 36/40 [00:06<00:00, 5.22it/s] 142/499 4.32G 0.01664 0.01381 0.004787 72 640: 90%|######### | 36/40 [00:07<00:00, 5.22it/s] 142/499 4.32G 0.01664 0.01381 0.004787 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 142/499 4.32G 0.01662 0.0138 0.004742 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 142/499 4.32G 0.01662 0.0138 0.004742 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 142/499 4.32G 0.01662 0.01382 0.004699 91 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 142/499 4.32G 0.01662 0.01382 0.004699 91 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 142/499 4.32G 0.01662 0.01378 0.0046 37 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 142/499 4.32G 0.01662 0.01378 0.0046 37 640: 100%|##########| 40/40 [00:07<00:00, 5.35it/s] 142/499 4.32G 0.01662 0.01378 0.0046 37 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.05it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.12it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.14it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.26it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.78it/s] all 132 263 0.71 0.00702 0.00855 0.00328 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 143/499 4.32G 0.01478 0.0101 0.005115 61 640: 0%| | 0/40 [00:00<?, ?it/s] 143/499 4.32G 0.01478 0.0101 0.005115 61 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 143/499 4.32G 0.01538 0.01076 0.003386 59 640: 2%|2 | 1/40 [00:00<00:07, 5.55it/s] 143/499 4.32G 0.01538 0.01076 0.003386 59 640: 5%|5 | 2/40 [00:00<00:07, 5.15it/s] 143/499 4.32G 0.01562 0.01166 0.00412 84 640: 5%|5 | 2/40 [00:00<00:07, 5.15it/s] 143/499 4.32G 0.01562 0.01166 0.00412 84 640: 8%|7 | 3/40 [00:00<00:06, 5.30it/s] 143/499 4.32G 0.01574 0.01124 0.004599 60 640: 8%|7 | 3/40 [00:00<00:06, 5.30it/s] 143/499 4.32G 0.01574 0.01124 0.004599 60 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 143/499 4.32G 0.0161 0.01148 0.004327 65 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 143/499 4.32G 0.0161 0.01148 0.004327 65 640: 12%|#2 | 5/40 [00:00<00:06, 5.20it/s] 143/499 4.32G 0.01588 0.01185 0.003903 87 640: 12%|#2 | 5/40 [00:01<00:06, 5.20it/s] 143/499 4.32G 0.01588 0.01185 0.003903 87 640: 15%|#5 | 6/40 [00:01<00:06, 5.29it/s] 143/499 4.32G 0.01585 0.01168 0.004004 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.29it/s] 143/499 4.32G 0.01585 0.01168 0.004004 68 640: 18%|#7 | 7/40 [00:01<00:06, 5.36it/s] 143/499 4.32G 0.01582 0.01198 0.004019 91 640: 18%|#7 | 7/40 [00:01<00:06, 5.36it/s] 143/499 4.32G 0.01582 0.01198 0.004019 91 640: 20%|## | 8/40 [00:01<00:06, 5.19it/s] 143/499 4.32G 0.01574 0.01183 0.003805 64 640: 20%|## | 8/40 [00:01<00:06, 5.19it/s] 143/499 4.32G 0.01574 0.01183 0.003805 64 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 143/499 4.32G 0.01581 0.0118 0.004708 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 143/499 4.32G 0.01581 0.0118 0.004708 65 640: 25%|##5 | 10/40 [00:01<00:05, 5.34it/s] 143/499 4.32G 0.01582 0.01203 0.004588 82 640: 25%|##5 | 10/40 [00:02<00:05, 5.34it/s] 143/499 4.32G 0.01582 0.01203 0.004588 82 640: 28%|##7 | 11/40 [00:02<00:05, 5.19it/s] 143/499 4.32G 0.01582 0.01197 0.004639 76 640: 28%|##7 | 11/40 [00:02<00:05, 5.19it/s] 143/499 4.32G 0.01582 0.01197 0.004639 76 640: 30%|### | 12/40 [00:02<00:05, 5.28it/s] 143/499 4.32G 0.01588 0.01193 0.004505 67 640: 30%|### | 12/40 [00:02<00:05, 5.28it/s] 143/499 4.32G 0.01588 0.01193 0.004505 67 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 143/499 4.32G 0.01599 0.01194 0.004415 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 143/499 4.32G 0.01599 0.01194 0.004415 72 640: 35%|###5 | 14/40 [00:02<00:05, 5.15it/s] 143/499 4.32G 0.01596 0.0121 0.004318 91 640: 35%|###5 | 14/40 [00:02<00:05, 5.15it/s] 143/499 4.32G 0.01596 0.0121 0.004318 91 640: 38%|###7 | 15/40 [00:02<00:04, 5.23it/s] 143/499 4.32G 0.01605 0.01221 0.004255 77 640: 38%|###7 | 15/40 [00:03<00:04, 5.23it/s] 143/499 4.32G 0.01605 0.01221 0.004255 77 640: 40%|#### | 16/40 [00:03<00:04, 5.29it/s] 143/499 4.32G 0.01608 0.01238 0.004352 87 640: 40%|#### | 16/40 [00:03<00:04, 5.29it/s] 143/499 4.32G 0.01608 0.01238 0.004352 87 640: 42%|####2 | 17/40 [00:03<00:04, 5.11it/s] 143/499 4.32G 0.01607 0.01239 0.004308 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.11it/s] 143/499 4.32G 0.01607 0.01239 0.004308 75 640: 45%|####5 | 18/40 [00:03<00:04, 5.20it/s] 143/499 4.32G 0.01603 0.01241 0.004344 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.20it/s] 143/499 4.32G 0.01603 0.01241 0.004344 68 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 143/499 4.32G 0.01597 0.01234 0.004231 65 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 143/499 4.32G 0.01597 0.01234 0.004231 65 640: 50%|##### | 20/40 [00:03<00:03, 5.10it/s] 143/499 4.32G 0.01596 0.01242 0.004225 71 640: 50%|##### | 20/40 [00:04<00:03, 5.10it/s] 143/499 4.32G 0.01596 0.01242 0.004225 71 640: 52%|#####2 | 21/40 [00:04<00:03, 5.17it/s] 143/499 4.32G 0.01596 0.01254 0.004196 87 640: 52%|#####2 | 21/40 [00:04<00:03, 5.17it/s] 143/499 4.32G 0.01596 0.01254 0.004196 87 640: 55%|#####5 | 22/40 [00:04<00:03, 5.18it/s] 143/499 4.32G 0.01595 0.01256 0.004143 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.18it/s] 143/499 4.32G 0.01595 0.01256 0.004143 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.09it/s] 143/499 4.32G 0.01591 0.01267 0.004087 96 640: 57%|#####7 | 23/40 [00:04<00:03, 5.09it/s] 143/499 4.32G 0.01591 0.01267 0.004087 96 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 143/499 4.32G 0.01595 0.01265 0.004076 65 640: 60%|###### | 24/40 [00:04<00:03, 5.19it/s] 143/499 4.32G 0.01595 0.01265 0.004076 65 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 143/499 4.32G 0.0159 0.01264 0.004127 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 143/499 4.32G 0.0159 0.01264 0.004127 75 640: 65%|######5 | 26/40 [00:04<00:02, 5.17it/s] 143/499 4.32G 0.01587 0.01271 0.00402 93 640: 65%|######5 | 26/40 [00:05<00:02, 5.17it/s] 143/499 4.32G 0.01587 0.01271 0.00402 93 640: 68%|######7 | 27/40 [00:05<00:02, 5.26it/s] 143/499 4.32G 0.016 0.01278 0.004233 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.26it/s] 143/499 4.32G 0.016 0.01278 0.004233 73 640: 70%|####### | 28/40 [00:05<00:02, 5.33it/s] 143/499 4.32G 0.01598 0.01272 0.004116 69 640: 70%|####### | 28/40 [00:05<00:02, 5.33it/s] 143/499 4.32G 0.01598 0.01272 0.004116 69 640: 72%|#######2 | 29/40 [00:05<00:02, 5.20it/s] 143/499 4.32G 0.01591 0.01268 0.004033 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.20it/s] 143/499 4.32G 0.01591 0.01268 0.004033 67 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 143/499 4.32G 0.01589 0.0126 0.00404 63 640: 75%|#######5 | 30/40 [00:05<00:01, 5.27it/s] 143/499 4.32G 0.01589 0.0126 0.00404 63 640: 78%|#######7 | 31/40 [00:05<00:01, 5.35it/s] 143/499 4.32G 0.01587 0.01262 0.004017 75 640: 78%|#######7 | 31/40 [00:06<00:01, 5.35it/s] 143/499 4.32G 0.01587 0.01262 0.004017 75 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 143/499 4.32G 0.0159 0.01269 0.004083 79 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 143/499 4.32G 0.0159 0.01269 0.004083 79 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 143/499 4.32G 0.01589 0.01271 0.004196 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 143/499 4.32G 0.01589 0.01271 0.004196 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.37it/s] 143/499 4.32G 0.01586 0.01275 0.004139 90 640: 85%|########5 | 34/40 [00:06<00:01, 5.37it/s] 143/499 4.32G 0.01586 0.01275 0.004139 90 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 143/499 4.32G 0.0159 0.01274 0.004119 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 143/499 4.32G 0.0159 0.01274 0.004119 77 640: 90%|######### | 36/40 [00:06<00:00, 5.31it/s] 143/499 4.32G 0.01583 0.0127 0.004079 76 640: 90%|######### | 36/40 [00:07<00:00, 5.31it/s] 143/499 4.32G 0.01583 0.0127 0.004079 76 640: 92%|#########2| 37/40 [00:07<00:00, 5.39it/s] 143/499 4.32G 0.01579 0.01269 0.004043 66 640: 92%|#########2| 37/40 [00:07<00:00, 5.39it/s] 143/499 4.32G 0.01579 0.01269 0.004043 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.22it/s] 143/499 4.32G 0.01578 0.01269 0.004094 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.22it/s] 143/499 4.32G 0.01578 0.01269 0.004094 72 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 143/499 4.32G 0.01579 0.01268 0.004167 31 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 143/499 4.32G 0.01579 0.01268 0.004167 31 640: 100%|##########| 40/40 [00:07<00:00, 5.46it/s] 143/499 4.32G 0.01579 0.01268 0.004167 31 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.11it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.16it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.17it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.29it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.82it/s] all 132 263 0.006 0.0108 0.0054 0.00283 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 144/499 4.32G 0.0156 0.01219 0.002833 67 640: 0%| | 0/40 [00:00<?, ?it/s] 144/499 4.32G 0.0156 0.01219 0.002833 67 640: 2%|2 | 1/40 [00:00<00:07, 4.96it/s] 144/499 4.32G 0.0163 0.01306 0.002499 74 640: 2%|2 | 1/40 [00:00<00:07, 4.96it/s] 144/499 4.32G 0.0163 0.01306 0.002499 74 640: 5%|5 | 2/40 [00:00<00:07, 5.29it/s] 144/499 4.32G 0.01646 0.01259 0.002867 65 640: 5%|5 | 2/40 [00:00<00:07, 5.29it/s] 144/499 4.32G 0.01646 0.01259 0.002867 65 640: 8%|7 | 3/40 [00:00<00:06, 5.38it/s] 144/499 4.32G 0.01669 0.01278 0.002493 76 640: 8%|7 | 3/40 [00:00<00:06, 5.38it/s] 144/499 4.32G 0.01669 0.01278 0.002493 76 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 144/499 4.32G 0.01676 0.01251 0.002664 63 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 144/499 4.32G 0.01676 0.01251 0.002664 63 640: 12%|#2 | 5/40 [00:00<00:06, 5.31it/s] 144/499 4.32G 0.01704 0.01261 0.002673 71 640: 12%|#2 | 5/40 [00:01<00:06, 5.31it/s] 144/499 4.32G 0.01704 0.01261 0.002673 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.40it/s] 144/499 4.32G 0.01662 0.01243 0.002701 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.40it/s] 144/499 4.32G 0.01662 0.01243 0.002701 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.15it/s] 144/499 4.32G 0.01667 0.01234 0.002733 66 640: 18%|#7 | 7/40 [00:01<00:06, 5.15it/s] 144/499 4.32G 0.01667 0.01234 0.002733 66 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 144/499 4.32G 0.01668 0.01241 0.002755 80 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 144/499 4.32G 0.01668 0.01241 0.002755 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 144/499 4.32G 0.01656 0.01255 0.002694 83 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 144/499 4.32G 0.01656 0.01255 0.002694 83 640: 25%|##5 | 10/40 [00:01<00:05, 5.19it/s] 144/499 4.32G 0.01635 0.01252 0.002678 70 640: 25%|##5 | 10/40 [00:02<00:05, 5.19it/s] 144/499 4.32G 0.01635 0.01252 0.002678 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 144/499 4.32G 0.01605 0.01267 0.002654 95 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 144/499 4.32G 0.01605 0.01267 0.002654 95 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 144/499 4.32G 0.01596 0.01257 0.003024 64 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 144/499 4.32G 0.01596 0.01257 0.003024 64 640: 32%|###2 | 13/40 [00:02<00:05, 5.18it/s] 144/499 4.32G 0.0159 0.01258 0.002934 83 640: 32%|###2 | 13/40 [00:02<00:05, 5.18it/s] 144/499 4.32G 0.0159 0.01258 0.002934 83 640: 35%|###5 | 14/40 [00:02<00:04, 5.26it/s] 144/499 4.32G 0.0159 0.01257 0.002837 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.26it/s] 144/499 4.32G 0.0159 0.01257 0.002837 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.34it/s] 144/499 4.32G 0.01593 0.01275 0.002857 83 640: 38%|###7 | 15/40 [00:03<00:04, 5.34it/s] 144/499 4.32G 0.01593 0.01275 0.002857 83 640: 40%|#### | 16/40 [00:03<00:04, 5.19it/s] 144/499 4.32G 0.01584 0.01278 0.002839 80 640: 40%|#### | 16/40 [00:03<00:04, 5.19it/s] 144/499 4.32G 0.01584 0.01278 0.002839 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 144/499 4.32G 0.01574 0.01264 0.00291 66 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 144/499 4.32G 0.01574 0.01264 0.00291 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 144/499 4.32G 0.01581 0.01264 0.003082 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.33it/s] 144/499 4.32G 0.01581 0.01264 0.003082 68 640: 48%|####7 | 19/40 [00:03<00:04, 5.19it/s] 144/499 4.32G 0.01579 0.01262 0.003167 76 640: 48%|####7 | 19/40 [00:03<00:04, 5.19it/s] 144/499 4.32G 0.01579 0.01262 0.003167 76 640: 50%|##### | 20/40 [00:03<00:03, 5.27it/s] 144/499 4.32G 0.01584 0.01269 0.003091 80 640: 50%|##### | 20/40 [00:03<00:03, 5.27it/s] 144/499 4.32G 0.01584 0.01269 0.003091 80 640: 52%|#####2 | 21/40 [00:03<00:03, 5.28it/s] 144/499 4.32G 0.01579 0.0127 0.003084 73 640: 52%|#####2 | 21/40 [00:04<00:03, 5.28it/s] 144/499 4.32G 0.01579 0.0127 0.003084 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.17it/s] 144/499 4.32G 0.01583 0.01277 0.003014 78 640: 55%|#####5 | 22/40 [00:04<00:03, 5.17it/s] 144/499 4.32G 0.01583 0.01277 0.003014 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 144/499 4.32G 0.01583 0.01287 0.003011 82 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 144/499 4.32G 0.01583 0.01287 0.003011 82 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 144/499 4.32G 0.01577 0.01288 0.003007 85 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 144/499 4.32G 0.01577 0.01288 0.003007 85 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 144/499 4.32G 0.01586 0.01285 0.002972 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 144/499 4.32G 0.01586 0.01285 0.002972 69 640: 65%|######5 | 26/40 [00:04<00:02, 5.26it/s] 144/499 4.32G 0.01593 0.01283 0.003138 65 640: 65%|######5 | 26/40 [00:05<00:02, 5.26it/s] 144/499 4.32G 0.01593 0.01283 0.003138 65 640: 68%|######7 | 27/40 [00:05<00:02, 5.33it/s] 144/499 4.32G 0.01597 0.01283 0.003191 64 640: 68%|######7 | 27/40 [00:05<00:02, 5.33it/s] 144/499 4.32G 0.01597 0.01283 0.003191 64 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 144/499 4.32G 0.01591 0.0128 0.00314 75 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 144/499 4.32G 0.01591 0.0128 0.00314 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 144/499 4.32G 0.01586 0.01282 0.003204 82 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 144/499 4.32G 0.01586 0.01282 0.003204 82 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 144/499 4.32G 0.01582 0.01282 0.003171 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 144/499 4.32G 0.01582 0.01282 0.003171 75 640: 78%|#######7 | 31/40 [00:05<00:01, 5.11it/s] 144/499 4.32G 0.01578 0.01273 0.003401 64 640: 78%|#######7 | 31/40 [00:06<00:01, 5.11it/s] 144/499 4.32G 0.01578 0.01273 0.003401 64 640: 80%|######## | 32/40 [00:06<00:01, 5.23it/s] 144/499 4.32G 0.01578 0.01268 0.003433 58 640: 80%|######## | 32/40 [00:06<00:01, 5.23it/s] 144/499 4.32G 0.01578 0.01268 0.003433 58 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 144/499 4.32G 0.01575 0.01268 0.003502 80 640: 82%|########2 | 33/40 [00:06<00:01, 5.32it/s] 144/499 4.32G 0.01575 0.01268 0.003502 80 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 144/499 4.32G 0.01575 0.01263 0.003565 58 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 144/499 4.32G 0.01575 0.01263 0.003565 58 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 144/499 4.32G 0.01576 0.01266 0.003682 84 640: 88%|########7 | 35/40 [00:06<00:00, 5.27it/s] 144/499 4.32G 0.01576 0.01266 0.003682 84 640: 90%|######### | 36/40 [00:06<00:00, 5.35it/s] 144/499 4.32G 0.01576 0.0126 0.003659 64 640: 90%|######### | 36/40 [00:07<00:00, 5.35it/s] 144/499 4.32G 0.01576 0.0126 0.003659 64 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 144/499 4.32G 0.01574 0.01255 0.003652 65 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 144/499 4.32G 0.01574 0.01255 0.003652 65 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 144/499 4.32G 0.01576 0.01256 0.003683 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.28it/s] 144/499 4.32G 0.01576 0.01256 0.003683 68 640: 98%|#########7| 39/40 [00:07<00:00, 5.36it/s] 144/499 4.32G 0.01574 0.01254 0.003817 40 640: 98%|#########7| 39/40 [00:07<00:00, 5.36it/s] 144/499 4.32G 0.01574 0.01254 0.003817 40 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] 144/499 4.32G 0.01574 0.01254 0.003817 40 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.19it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.19it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.23it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.39it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.90it/s] all 132 263 0.535 0.00351 0.00457 0.00286 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 145/499 4.32G 0.01662 0.01313 0.007631 77 640: 0%| | 0/40 [00:00<?, ?it/s] 145/499 4.32G 0.01662 0.01313 0.007631 77 640: 2%|2 | 1/40 [00:00<00:07, 5.49it/s] 145/499 4.32G 0.01687 0.01358 0.007777 81 640: 2%|2 | 1/40 [00:00<00:07, 5.49it/s] 145/499 4.32G 0.01687 0.01358 0.007777 81 640: 5%|5 | 2/40 [00:00<00:06, 5.51it/s] 145/499 4.32G 0.01646 0.01295 0.007519 66 640: 5%|5 | 2/40 [00:00<00:06, 5.51it/s] 145/499 4.32G 0.01646 0.01295 0.007519 66 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 145/499 4.32G 0.01595 0.01248 0.00707 69 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 145/499 4.32G 0.01595 0.01248 0.00707 69 640: 10%|# | 4/40 [00:00<00:06, 5.36it/s] 145/499 4.32G 0.01594 0.01212 0.006542 64 640: 10%|# | 4/40 [00:00<00:06, 5.36it/s] 145/499 4.32G 0.01594 0.01212 0.006542 64 640: 12%|#2 | 5/40 [00:00<00:06, 5.42it/s] 145/499 4.32G 0.01578 0.01249 0.006376 92 640: 12%|#2 | 5/40 [00:01<00:06, 5.42it/s] 145/499 4.32G 0.01578 0.01249 0.006376 92 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 145/499 4.32G 0.01554 0.01265 0.005641 90 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 145/499 4.32G 0.01554 0.01265 0.005641 90 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 145/499 4.32G 0.01533 0.01236 0.005508 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 145/499 4.32G 0.01533 0.01236 0.005508 67 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 145/499 4.32G 0.01523 0.01213 0.005123 63 640: 20%|## | 8/40 [00:01<00:05, 5.37it/s] 145/499 4.32G 0.01523 0.01213 0.005123 63 640: 22%|##2 | 9/40 [00:01<00:05, 5.19it/s] 145/499 4.32G 0.01545 0.01235 0.00506 82 640: 22%|##2 | 9/40 [00:01<00:05, 5.19it/s] 145/499 4.32G 0.01545 0.01235 0.00506 82 640: 25%|##5 | 10/40 [00:01<00:05, 5.29it/s] 145/499 4.32G 0.01542 0.01229 0.005078 73 640: 25%|##5 | 10/40 [00:02<00:05, 5.29it/s] 145/499 4.32G 0.01542 0.01229 0.005078 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.37it/s] 145/499 4.32G 0.01565 0.01245 0.004881 87 640: 28%|##7 | 11/40 [00:02<00:05, 5.37it/s] 145/499 4.32G 0.01565 0.01245 0.004881 87 640: 30%|### | 12/40 [00:02<00:05, 5.19it/s] 145/499 4.32G 0.01579 0.01247 0.004909 65 640: 30%|### | 12/40 [00:02<00:05, 5.19it/s] 145/499 4.32G 0.01579 0.01247 0.004909 65 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 145/499 4.32G 0.01586 0.01252 0.004773 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 145/499 4.32G 0.01586 0.01252 0.004773 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.33it/s] 145/499 4.32G 0.016 0.01284 0.004821 105 640: 35%|###5 | 14/40 [00:02<00:04, 5.33it/s] 145/499 4.32G 0.016 0.01284 0.004821 105 640: 38%|###7 | 15/40 [00:02<00:04, 5.14it/s] 145/499 4.32G 0.01594 0.0129 0.004639 81 640: 38%|###7 | 15/40 [00:03<00:04, 5.14it/s] 145/499 4.32G 0.01594 0.0129 0.004639 81 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 145/499 4.32G 0.01589 0.01268 0.004713 54 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 145/499 4.32G 0.01589 0.01268 0.004713 54 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 145/499 4.32G 0.01579 0.01268 0.004826 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 145/499 4.32G 0.01579 0.01268 0.004826 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.12it/s] 145/499 4.32G 0.01586 0.01285 0.004792 90 640: 45%|####5 | 18/40 [00:03<00:04, 5.12it/s] 145/499 4.32G 0.01586 0.01285 0.004792 90 640: 48%|####7 | 19/40 [00:03<00:04, 5.19it/s] 145/499 4.32G 0.01589 0.01292 0.004672 91 640: 48%|####7 | 19/40 [00:03<00:04, 5.19it/s] 145/499 4.32G 0.01589 0.01292 0.004672 91 640: 50%|##### | 20/40 [00:03<00:03, 5.29it/s] 145/499 4.32G 0.0159 0.01278 0.004639 63 640: 50%|##### | 20/40 [00:03<00:03, 5.29it/s] 145/499 4.32G 0.0159 0.01278 0.004639 63 640: 52%|#####2 | 21/40 [00:03<00:03, 5.17it/s] 145/499 4.32G 0.01592 0.01273 0.004687 62 640: 52%|#####2 | 21/40 [00:04<00:03, 5.17it/s] 145/499 4.32G 0.01592 0.01273 0.004687 62 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 145/499 4.32G 0.01589 0.0126 0.004619 61 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 145/499 4.32G 0.01589 0.0126 0.004619 61 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 145/499 4.32G 0.01578 0.01258 0.004487 66 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 145/499 4.32G 0.01578 0.01258 0.004487 66 640: 60%|###### | 24/40 [00:04<00:03, 5.17it/s] 145/499 4.32G 0.01571 0.01258 0.00449 79 640: 60%|###### | 24/40 [00:04<00:03, 5.17it/s] 145/499 4.32G 0.01571 0.01258 0.00449 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.18it/s] 145/499 4.32G 0.01573 0.01255 0.00451 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.18it/s] 145/499 4.32G 0.01573 0.01255 0.00451 69 640: 65%|######5 | 26/40 [00:04<00:02, 5.18it/s] 145/499 4.32G 0.01574 0.01256 0.004512 75 640: 65%|######5 | 26/40 [00:05<00:02, 5.18it/s] 145/499 4.32G 0.01574 0.01256 0.004512 75 640: 68%|######7 | 27/40 [00:05<00:02, 5.10it/s] 145/499 4.32G 0.01572 0.01252 0.004444 66 640: 68%|######7 | 27/40 [00:05<00:02, 5.10it/s] 145/499 4.32G 0.01572 0.01252 0.004444 66 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 145/499 4.32G 0.01573 0.01251 0.004443 77 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 145/499 4.32G 0.01573 0.01251 0.004443 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 145/499 4.32G 0.01575 0.01255 0.004491 85 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 145/499 4.32G 0.01575 0.01255 0.004491 85 640: 75%|#######5 | 30/40 [00:05<00:01, 5.19it/s] 145/499 4.32G 0.01575 0.01254 0.004409 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.19it/s] 145/499 4.32G 0.01575 0.01254 0.004409 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.21it/s] 145/499 4.32G 0.0157 0.0125 0.004404 74 640: 78%|#######7 | 31/40 [00:06<00:01, 5.21it/s] 145/499 4.32G 0.0157 0.0125 0.004404 74 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 145/499 4.32G 0.01567 0.01249 0.004415 71 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 145/499 4.32G 0.01567 0.01249 0.004415 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.16it/s] 145/499 4.32G 0.01569 0.01245 0.004341 61 640: 82%|########2 | 33/40 [00:06<00:01, 5.16it/s] 145/499 4.32G 0.01569 0.01245 0.004341 61 640: 85%|########5 | 34/40 [00:06<00:01, 5.19it/s] 145/499 4.32G 0.01566 0.01246 0.004403 72 640: 85%|########5 | 34/40 [00:06<00:01, 5.19it/s] 145/499 4.32G 0.01566 0.01246 0.004403 72 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 145/499 4.32G 0.01562 0.01249 0.004497 85 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 145/499 4.32G 0.01562 0.01249 0.004497 85 640: 90%|######### | 36/40 [00:06<00:00, 5.16it/s] 145/499 4.32G 0.01561 0.01248 0.004427 72 640: 90%|######### | 36/40 [00:07<00:00, 5.16it/s] 145/499 4.32G 0.01561 0.01248 0.004427 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 145/499 4.32G 0.0156 0.01241 0.004382 56 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 145/499 4.32G 0.0156 0.01241 0.004382 56 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 145/499 4.32G 0.01559 0.0124 0.004335 67 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 145/499 4.32G 0.01559 0.0124 0.004335 67 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 145/499 4.32G 0.01567 0.01234 0.004357 35 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 145/499 4.32G 0.01567 0.01234 0.004357 35 640: 100%|##########| 40/40 [00:07<00:00, 5.36it/s] 145/499 4.32G 0.01567 0.01234 0.004357 35 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.14it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.18it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.16it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.27it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.81it/s] all 132 263 0.00202 0.0111 0.00146 0.000601 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 146/499 4.32G 0.01494 0.01433 0.003299 87 640: 0%| | 0/40 [00:00<?, ?it/s] 146/499 4.32G 0.01494 0.01433 0.003299 87 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 146/499 4.32G 0.01513 0.01371 0.003283 79 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 146/499 4.32G 0.01513 0.01371 0.003283 79 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 146/499 4.32G 0.01602 0.01421 0.004147 86 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 146/499 4.32G 0.01602 0.01421 0.004147 86 640: 8%|7 | 3/40 [00:00<00:06, 5.29it/s] 146/499 4.32G 0.01602 0.01473 0.003932 87 640: 8%|7 | 3/40 [00:00<00:06, 5.29it/s] 146/499 4.32G 0.01602 0.01473 0.003932 87 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 146/499 4.32G 0.01611 0.01418 0.004458 72 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 146/499 4.32G 0.01611 0.01418 0.004458 72 640: 12%|#2 | 5/40 [00:00<00:06, 5.18it/s] 146/499 4.32G 0.01622 0.01394 0.004764 71 640: 12%|#2 | 5/40 [00:01<00:06, 5.18it/s] 146/499 4.32G 0.01622 0.01394 0.004764 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 146/499 4.32G 0.01621 0.01328 0.005663 58 640: 15%|#5 | 6/40 [00:01<00:06, 5.25it/s] 146/499 4.32G 0.01621 0.01328 0.005663 58 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 146/499 4.32G 0.01585 0.01323 0.005185 77 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 146/499 4.32G 0.01585 0.01323 0.005185 77 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 146/499 4.32G 0.01588 0.01306 0.004975 66 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 146/499 4.32G 0.01588 0.01306 0.004975 66 640: 22%|##2 | 9/40 [00:01<00:05, 5.28it/s] 146/499 4.32G 0.01572 0.01281 0.005177 67 640: 22%|##2 | 9/40 [00:01<00:05, 5.28it/s] 146/499 4.32G 0.01572 0.01281 0.005177 67 640: 25%|##5 | 10/40 [00:01<00:05, 5.34it/s] 146/499 4.32G 0.01565 0.01267 0.005014 68 640: 25%|##5 | 10/40 [00:02<00:05, 5.34it/s] 146/499 4.32G 0.01565 0.01267 0.005014 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.18it/s] 146/499 4.32G 0.01557 0.01265 0.004728 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.18it/s] 146/499 4.32G 0.01557 0.01265 0.004728 72 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 146/499 4.32G 0.01554 0.01276 0.004556 86 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 146/499 4.32G 0.01554 0.01276 0.004556 86 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 146/499 4.32G 0.01559 0.01306 0.004698 94 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 146/499 4.32G 0.01559 0.01306 0.004698 94 640: 35%|###5 | 14/40 [00:02<00:05, 5.16it/s] 146/499 4.32G 0.01556 0.01294 0.004533 62 640: 35%|###5 | 14/40 [00:02<00:05, 5.16it/s] 146/499 4.32G 0.01556 0.01294 0.004533 62 640: 38%|###7 | 15/40 [00:02<00:04, 5.18it/s] 146/499 4.32G 0.01555 0.01272 0.004307 58 640: 38%|###7 | 15/40 [00:03<00:04, 5.18it/s] 146/499 4.32G 0.01555 0.01272 0.004307 58 640: 40%|#### | 16/40 [00:03<00:04, 5.26it/s] 146/499 4.32G 0.01558 0.01263 0.004307 61 640: 40%|#### | 16/40 [00:03<00:04, 5.26it/s] 146/499 4.32G 0.01558 0.01263 0.004307 61 640: 42%|####2 | 17/40 [00:03<00:04, 5.14it/s] 146/499 4.32G 0.01565 0.0126 0.004516 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.14it/s] 146/499 4.32G 0.01565 0.0126 0.004516 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 146/499 4.32G 0.01556 0.01246 0.004366 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 146/499 4.32G 0.01556 0.01246 0.004366 67 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 146/499 4.32G 0.01562 0.01237 0.004288 64 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 146/499 4.32G 0.01562 0.01237 0.004288 64 640: 50%|##### | 20/40 [00:03<00:03, 5.17it/s] 146/499 4.32G 0.01559 0.01236 0.004251 72 640: 50%|##### | 20/40 [00:04<00:03, 5.17it/s] 146/499 4.32G 0.01559 0.01236 0.004251 72 640: 52%|#####2 | 21/40 [00:04<00:03, 5.20it/s] 146/499 4.32G 0.01558 0.01231 0.00419 70 640: 52%|#####2 | 21/40 [00:04<00:03, 5.20it/s] 146/499 4.32G 0.01558 0.01231 0.00419 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 146/499 4.32G 0.01562 0.01229 0.004243 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 146/499 4.32G 0.01562 0.01229 0.004243 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.14it/s] 146/499 4.32G 0.01567 0.01232 0.00421 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.14it/s] 146/499 4.32G 0.01567 0.01232 0.00421 78 640: 60%|###### | 24/40 [00:04<00:03, 5.23it/s] 146/499 4.32G 0.01564 0.01231 0.004144 75 640: 60%|###### | 24/40 [00:04<00:03, 5.23it/s] 146/499 4.32G 0.01564 0.01231 0.004144 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 146/499 4.32G 0.01567 0.01236 0.004294 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 146/499 4.32G 0.01567 0.01236 0.004294 78 640: 65%|######5 | 26/40 [00:04<00:02, 5.17it/s] 146/499 4.32G 0.01563 0.01238 0.004246 79 640: 65%|######5 | 26/40 [00:05<00:02, 5.17it/s] 146/499 4.32G 0.01563 0.01238 0.004246 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 146/499 4.32G 0.01561 0.01233 0.004296 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 146/499 4.32G 0.01561 0.01233 0.004296 67 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 146/499 4.32G 0.01563 0.01233 0.004569 69 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 146/499 4.32G 0.01563 0.01233 0.004569 69 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 146/499 4.32G 0.01559 0.01231 0.004497 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 146/499 4.32G 0.01559 0.01231 0.004497 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 146/499 4.32G 0.01553 0.01227 0.004472 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 146/499 4.32G 0.01553 0.01227 0.004472 73 640: 78%|#######7 | 31/40 [00:05<00:01, 5.30it/s] 146/499 4.32G 0.01551 0.01226 0.004501 78 640: 78%|#######7 | 31/40 [00:06<00:01, 5.30it/s] 146/499 4.32G 0.01551 0.01226 0.004501 78 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 146/499 4.32G 0.0155 0.01224 0.004454 74 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 146/499 4.32G 0.0155 0.01224 0.004454 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 146/499 4.32G 0.01544 0.01217 0.004501 67 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 146/499 4.32G 0.01544 0.01217 0.004501 67 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 146/499 4.32G 0.01538 0.0122 0.004581 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 146/499 4.32G 0.01538 0.0122 0.004581 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 146/499 4.32G 0.01529 0.01207 0.004637 53 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 146/499 4.32G 0.01529 0.01207 0.004637 53 640: 90%|######### | 36/40 [00:06<00:00, 5.28it/s] 146/499 4.32G 0.01528 0.01211 0.004566 82 640: 90%|######### | 36/40 [00:07<00:00, 5.28it/s] 146/499 4.32G 0.01528 0.01211 0.004566 82 640: 92%|#########2| 37/40 [00:07<00:00, 5.34it/s] 146/499 4.32G 0.01525 0.01204 0.004533 57 640: 92%|#########2| 37/40 [00:07<00:00, 5.34it/s] 146/499 4.32G 0.01525 0.01204 0.004533 57 640: 95%|#########5| 38/40 [00:07<00:00, 5.14it/s] 146/499 4.32G 0.01527 0.01199 0.004561 58 640: 95%|#########5| 38/40 [00:07<00:00, 5.14it/s] 146/499 4.32G 0.01527 0.01199 0.004561 58 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 146/499 4.32G 0.01535 0.01203 0.004512 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 146/499 4.32G 0.01535 0.01203 0.004512 38 640: 100%|##########| 40/40 [00:07<00:00, 5.41it/s] 146/499 4.32G 0.01535 0.01203 0.004512 38 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.03it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.10it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.46it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.53it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.99it/s] all 132 263 0.0147 0.0354 0.0133 0.00471 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 147/499 4.32G 0.01386 0.009435 0.003862 65 640: 0%| | 0/40 [00:00<?, ?it/s] 147/499 4.32G 0.01386 0.009435 0.003862 65 640: 2%|2 | 1/40 [00:00<00:07, 4.96it/s] 147/499 4.32G 0.0167 0.01232 0.004979 83 640: 2%|2 | 1/40 [00:00<00:07, 4.96it/s] 147/499 4.32G 0.0167 0.01232 0.004979 83 640: 5%|5 | 2/40 [00:00<00:07, 5.26it/s] 147/499 4.32G 0.01642 0.01209 0.005251 70 640: 5%|5 | 2/40 [00:00<00:07, 5.26it/s] 147/499 4.32G 0.01642 0.01209 0.005251 70 640: 8%|7 | 3/40 [00:00<00:06, 5.36it/s] 147/499 4.32G 0.01647 0.01237 0.004977 84 640: 8%|7 | 3/40 [00:00<00:06, 5.36it/s] 147/499 4.32G 0.01647 0.01237 0.004977 84 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 147/499 4.32G 0.01649 0.01232 0.005244 66 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 147/499 4.32G 0.01649 0.01232 0.005244 66 640: 12%|#2 | 5/40 [00:00<00:06, 5.30it/s] 147/499 4.32G 0.0167 0.01212 0.00508 69 640: 12%|#2 | 5/40 [00:01<00:06, 5.30it/s] 147/499 4.32G 0.0167 0.01212 0.00508 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 147/499 4.32G 0.01684 0.01256 0.005154 81 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 147/499 4.32G 0.01684 0.01256 0.005154 81 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 147/499 4.32G 0.01688 0.01266 0.00563 66 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 147/499 4.32G 0.01688 0.01266 0.00563 66 640: 20%|## | 8/40 [00:01<00:06, 5.30it/s] 147/499 4.32G 0.0166 0.01264 0.005565 89 640: 20%|## | 8/40 [00:01<00:06, 5.30it/s] 147/499 4.32G 0.0166 0.01264 0.005565 89 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 147/499 4.32G 0.01634 0.01244 0.00551 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 147/499 4.32G 0.01634 0.01244 0.00551 65 640: 25%|##5 | 10/40 [00:01<00:05, 5.24it/s] 147/499 4.32G 0.01647 0.01265 0.005484 89 640: 25%|##5 | 10/40 [00:02<00:05, 5.24it/s] 147/499 4.32G 0.01647 0.01265 0.005484 89 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 147/499 4.32G 0.01663 0.01267 0.005732 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 147/499 4.32G 0.01663 0.01267 0.005732 74 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 147/499 4.32G 0.0165 0.01273 0.005431 89 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 147/499 4.32G 0.0165 0.01273 0.005431 89 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 147/499 4.32G 0.01639 0.01285 0.005483 88 640: 32%|###2 | 13/40 [00:02<00:05, 5.21it/s] 147/499 4.32G 0.01639 0.01285 0.005483 88 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 147/499 4.32G 0.01645 0.01288 0.005444 82 640: 35%|###5 | 14/40 [00:02<00:04, 5.24it/s] 147/499 4.32G 0.01645 0.01288 0.005444 82 640: 38%|###7 | 15/40 [00:02<00:04, 5.24it/s] 147/499 4.32G 0.01636 0.01288 0.005504 75 640: 38%|###7 | 15/40 [00:03<00:04, 5.24it/s] 147/499 4.32G 0.01636 0.01288 0.005504 75 640: 40%|#### | 16/40 [00:03<00:04, 5.11it/s] 147/499 4.32G 0.01661 0.01262 0.005544 50 640: 40%|#### | 16/40 [00:03<00:04, 5.11it/s] 147/499 4.32G 0.01661 0.01262 0.005544 50 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 147/499 4.32G 0.01662 0.01264 0.005426 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 147/499 4.32G 0.01662 0.01264 0.005426 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 147/499 4.32G 0.01661 0.0126 0.005253 69 640: 45%|####5 | 18/40 [00:03<00:04, 5.25it/s] 147/499 4.32G 0.01661 0.0126 0.005253 69 640: 48%|####7 | 19/40 [00:03<00:04, 5.14it/s] 147/499 4.32G 0.01658 0.01264 0.005353 68 640: 48%|####7 | 19/40 [00:03<00:04, 5.14it/s] 147/499 4.32G 0.01658 0.01264 0.005353 68 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 147/499 4.32G 0.01664 0.01277 0.005441 86 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 147/499 4.32G 0.01664 0.01277 0.005441 86 640: 52%|#####2 | 21/40 [00:03<00:03, 5.31it/s] 147/499 4.32G 0.01652 0.01273 0.005304 69 640: 52%|#####2 | 21/40 [00:04<00:03, 5.31it/s] 147/499 4.32G 0.01652 0.01273 0.005304 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.18it/s] 147/499 4.32G 0.01651 0.01278 0.00533 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.18it/s] 147/499 4.32G 0.01651 0.01278 0.00533 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 147/499 4.32G 0.01647 0.01271 0.005303 67 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 147/499 4.32G 0.01647 0.01271 0.005303 67 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 147/499 4.32G 0.01648 0.0128 0.005221 80 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 147/499 4.32G 0.01648 0.0128 0.005221 80 640: 62%|######2 | 25/40 [00:04<00:02, 5.18it/s] 147/499 4.32G 0.01648 0.01283 0.005152 85 640: 62%|######2 | 25/40 [00:04<00:02, 5.18it/s] 147/499 4.32G 0.01648 0.01283 0.005152 85 640: 65%|######5 | 26/40 [00:04<00:02, 5.21it/s] 147/499 4.32G 0.0165 0.01289 0.005164 78 640: 65%|######5 | 26/40 [00:05<00:02, 5.21it/s] 147/499 4.32G 0.0165 0.01289 0.005164 78 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 147/499 4.32G 0.01648 0.01287 0.00528 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 147/499 4.32G 0.01648 0.01287 0.00528 71 640: 70%|####### | 28/40 [00:05<00:02, 5.05it/s] 147/499 4.32G 0.01641 0.01283 0.005237 75 640: 70%|####### | 28/40 [00:05<00:02, 5.05it/s] 147/499 4.32G 0.01641 0.01283 0.005237 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.14it/s] 147/499 4.32G 0.01636 0.0128 0.005181 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.14it/s] 147/499 4.32G 0.01636 0.0128 0.005181 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 147/499 4.32G 0.01636 0.01285 0.005279 85 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 147/499 4.32G 0.01636 0.01285 0.005279 85 640: 78%|#######7 | 31/40 [00:05<00:01, 5.15it/s] 147/499 4.32G 0.01636 0.01293 0.005234 79 640: 78%|#######7 | 31/40 [00:06<00:01, 5.15it/s] 147/499 4.32G 0.01636 0.01293 0.005234 79 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 147/499 4.32G 0.0163 0.01287 0.0052 72 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 147/499 4.32G 0.0163 0.01287 0.0052 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.36it/s] 147/499 4.32G 0.01624 0.01282 0.005213 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.36it/s] 147/499 4.32G 0.01624 0.01282 0.005213 72 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 147/499 4.32G 0.01622 0.01275 0.005204 58 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 147/499 4.32G 0.01622 0.01275 0.005204 58 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 147/499 4.32G 0.0162 0.01279 0.005123 90 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 147/499 4.32G 0.0162 0.01279 0.005123 90 640: 90%|######### | 36/40 [00:06<00:00, 5.37it/s] 147/499 4.32G 0.01621 0.01283 0.005156 70 640: 90%|######### | 36/40 [00:07<00:00, 5.37it/s] 147/499 4.32G 0.01621 0.01283 0.005156 70 640: 92%|#########2| 37/40 [00:07<00:00, 5.23it/s] 147/499 4.32G 0.01619 0.01282 0.005137 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.23it/s] 147/499 4.32G 0.01619 0.01282 0.005137 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 147/499 4.32G 0.0162 0.01282 0.005088 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 147/499 4.32G 0.0162 0.01282 0.005088 70 640: 98%|#########7| 39/40 [00:07<00:00, 5.35it/s] 147/499 4.32G 0.01632 0.01292 0.005156 42 640: 98%|#########7| 39/40 [00:07<00:00, 5.35it/s] 147/499 4.32G 0.01632 0.01292 0.005156 42 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] 147/499 4.32G 0.01632 0.01292 0.005156 42 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.00it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.11it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.13it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.21it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.75it/s] all 132 263 0.00445 0.00526 0.00352 0.00178 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 148/499 4.32G 0.01741 0.01202 0.00665 63 640: 0%| | 0/40 [00:00<?, ?it/s] 148/499 4.32G 0.01741 0.01202 0.00665 63 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 148/499 4.32G 0.0168 0.01269 0.006306 79 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 148/499 4.32G 0.0168 0.01269 0.006306 79 640: 5%|5 | 2/40 [00:00<00:06, 5.58it/s] 148/499 4.32G 0.01689 0.01179 0.005921 60 640: 5%|5 | 2/40 [00:00<00:06, 5.58it/s] 148/499 4.32G 0.01689 0.01179 0.005921 60 640: 8%|7 | 3/40 [00:00<00:07, 5.28it/s] 148/499 4.32G 0.01655 0.01299 0.005768 87 640: 8%|7 | 3/40 [00:00<00:07, 5.28it/s] 148/499 4.32G 0.01655 0.01299 0.005768 87 640: 10%|# | 4/40 [00:00<00:06, 5.37it/s] 148/499 4.32G 0.01644 0.01273 0.005165 76 640: 10%|# | 4/40 [00:00<00:06, 5.37it/s] 148/499 4.32G 0.01644 0.01273 0.005165 76 640: 12%|#2 | 5/40 [00:00<00:06, 5.41it/s] 148/499 4.32G 0.01625 0.0128 0.00477 77 640: 12%|#2 | 5/40 [00:01<00:06, 5.41it/s] 148/499 4.32G 0.01625 0.0128 0.00477 77 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 148/499 4.32G 0.01614 0.01267 0.004861 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.23it/s] 148/499 4.32G 0.01614 0.01267 0.004861 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 148/499 4.32G 0.01584 0.01286 0.004654 84 640: 18%|#7 | 7/40 [00:01<00:06, 5.34it/s] 148/499 4.32G 0.01584 0.01286 0.004654 84 640: 20%|## | 8/40 [00:01<00:05, 5.35it/s] 148/499 4.32G 0.01587 0.01282 0.004453 78 640: 20%|## | 8/40 [00:01<00:05, 5.35it/s] 148/499 4.32G 0.01587 0.01282 0.004453 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 148/499 4.32G 0.01571 0.01254 0.004662 67 640: 22%|##2 | 9/40 [00:01<00:05, 5.21it/s] 148/499 4.32G 0.01571 0.01254 0.004662 67 640: 25%|##5 | 10/40 [00:01<00:05, 5.28it/s] 148/499 4.32G 0.01592 0.01266 0.004671 79 640: 25%|##5 | 10/40 [00:02<00:05, 5.28it/s] 148/499 4.32G 0.01592 0.01266 0.004671 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.36it/s] 148/499 4.32G 0.01603 0.013 0.004658 95 640: 28%|##7 | 11/40 [00:02<00:05, 5.36it/s] 148/499 4.32G 0.01603 0.013 0.004658 95 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 148/499 4.32G 0.01589 0.01308 0.004669 81 640: 30%|### | 12/40 [00:02<00:05, 5.22it/s] 148/499 4.32G 0.01589 0.01308 0.004669 81 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 148/499 4.32G 0.01591 0.01296 0.00463 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 148/499 4.32G 0.01591 0.01296 0.00463 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.37it/s] 148/499 4.32G 0.01584 0.01293 0.004548 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.37it/s] 148/499 4.32G 0.01584 0.01293 0.004548 75 640: 38%|###7 | 15/40 [00:02<00:04, 5.22it/s] 148/499 4.32G 0.01579 0.01268 0.004555 56 640: 38%|###7 | 15/40 [00:03<00:04, 5.22it/s] 148/499 4.32G 0.01579 0.01268 0.004555 56 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 148/499 4.32G 0.01572 0.01271 0.004428 85 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 148/499 4.32G 0.01572 0.01271 0.004428 85 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 148/499 4.32G 0.01567 0.01273 0.004367 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 148/499 4.32G 0.01567 0.01273 0.004367 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.17it/s] 148/499 4.32G 0.01567 0.01287 0.004405 87 640: 45%|####5 | 18/40 [00:03<00:04, 5.17it/s] 148/499 4.32G 0.01567 0.01287 0.004405 87 640: 48%|####7 | 19/40 [00:03<00:03, 5.28it/s] 148/499 4.32G 0.0156 0.0128 0.004403 66 640: 48%|####7 | 19/40 [00:03<00:03, 5.28it/s] 148/499 4.32G 0.0156 0.0128 0.004403 66 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 148/499 4.32G 0.01559 0.01271 0.004399 64 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 148/499 4.32G 0.01559 0.01271 0.004399 64 640: 52%|#####2 | 21/40 [00:03<00:03, 5.20it/s] 148/499 4.32G 0.01559 0.01275 0.004482 81 640: 52%|#####2 | 21/40 [00:04<00:03, 5.20it/s] 148/499 4.32G 0.01559 0.01275 0.004482 81 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 148/499 4.32G 0.01565 0.0128 0.004443 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 148/499 4.32G 0.01565 0.0128 0.004443 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.35it/s] 148/499 4.32G 0.01573 0.01283 0.004435 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.35it/s] 148/499 4.32G 0.01573 0.01283 0.004435 74 640: 60%|###### | 24/40 [00:04<00:03, 5.17it/s] 148/499 4.32G 0.0157 0.01279 0.004356 82 640: 60%|###### | 24/40 [00:04<00:03, 5.17it/s] 148/499 4.32G 0.0157 0.01279 0.004356 82 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 148/499 4.32G 0.01572 0.01281 0.004311 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 148/499 4.32G 0.01572 0.01281 0.004311 79 640: 65%|######5 | 26/40 [00:04<00:02, 5.24it/s] 148/499 4.32G 0.01571 0.01281 0.004292 76 640: 65%|######5 | 26/40 [00:05<00:02, 5.24it/s] 148/499 4.32G 0.01571 0.01281 0.004292 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.11it/s] 148/499 4.32G 0.01578 0.01276 0.004367 58 640: 68%|######7 | 27/40 [00:05<00:02, 5.11it/s] 148/499 4.32G 0.01578 0.01276 0.004367 58 640: 70%|####### | 28/40 [00:05<00:02, 5.18it/s] 148/499 4.32G 0.01587 0.01267 0.004338 60 640: 70%|####### | 28/40 [00:05<00:02, 5.18it/s] 148/499 4.32G 0.01587 0.01267 0.004338 60 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 148/499 4.32G 0.01582 0.01262 0.004368 62 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 148/499 4.32G 0.01582 0.01262 0.004368 62 640: 75%|#######5 | 30/40 [00:05<00:01, 5.13it/s] 148/499 4.32G 0.01584 0.01268 0.004538 87 640: 75%|#######5 | 30/40 [00:05<00:01, 5.13it/s] 148/499 4.32G 0.01584 0.01268 0.004538 87 640: 78%|#######7 | 31/40 [00:05<00:01, 5.19it/s] 148/499 4.32G 0.01587 0.01278 0.004596 82 640: 78%|#######7 | 31/40 [00:06<00:01, 5.19it/s] 148/499 4.32G 0.01587 0.01278 0.004596 82 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 148/499 4.32G 0.01586 0.0127 0.004546 61 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 148/499 4.32G 0.01586 0.0127 0.004546 61 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 148/499 4.32G 0.0158 0.0127 0.004585 78 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 148/499 4.32G 0.0158 0.0127 0.004585 78 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 148/499 4.32G 0.0158 0.01273 0.004611 85 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 148/499 4.32G 0.0158 0.01273 0.004611 85 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 148/499 4.32G 0.01587 0.01279 0.004687 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 148/499 4.32G 0.01587 0.01279 0.004687 73 640: 90%|######### | 36/40 [00:06<00:00, 5.22it/s] 148/499 4.32G 0.01585 0.0128 0.004644 74 640: 90%|######### | 36/40 [00:07<00:00, 5.22it/s] 148/499 4.32G 0.01585 0.0128 0.004644 74 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 148/499 4.32G 0.0158 0.01275 0.004604 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 148/499 4.32G 0.0158 0.01275 0.004604 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 148/499 4.32G 0.01579 0.01274 0.004622 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 148/499 4.32G 0.01579 0.01274 0.004622 77 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 148/499 4.32G 0.01577 0.01281 0.004586 46 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 148/499 4.32G 0.01577 0.01281 0.004586 46 640: 100%|##########| 40/40 [00:07<00:00, 5.40it/s] 148/499 4.32G 0.01577 0.01281 0.004586 46 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.14it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.89it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.03it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.15it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.67it/s] all 132 263 0.636 0.00175 0.00341 0.00136 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 149/499 4.32G 0.01481 0.01436 0.00568 84 640: 0%| | 0/40 [00:00<?, ?it/s] 149/499 4.32G 0.01481 0.01436 0.00568 84 640: 2%|2 | 1/40 [00:00<00:07, 5.44it/s] 149/499 4.32G 0.0158 0.01346 0.004044 71 640: 2%|2 | 1/40 [00:00<00:07, 5.44it/s] 149/499 4.32G 0.0158 0.01346 0.004044 71 640: 5%|5 | 2/40 [00:00<00:07, 5.09it/s] 149/499 4.32G 0.01548 0.01348 0.003497 84 640: 5%|5 | 2/40 [00:00<00:07, 5.09it/s] 149/499 4.32G 0.01548 0.01348 0.003497 84 640: 8%|7 | 3/40 [00:00<00:07, 5.27it/s] 149/499 4.32G 0.01574 0.01424 0.003969 84 640: 8%|7 | 3/40 [00:00<00:07, 5.27it/s] 149/499 4.32G 0.01574 0.01424 0.003969 84 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 149/499 4.32G 0.01581 0.01379 0.004052 65 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 149/499 4.32G 0.01581 0.01379 0.004052 65 640: 12%|#2 | 5/40 [00:00<00:06, 5.21it/s] 149/499 4.32G 0.01581 0.01316 0.003788 66 640: 12%|#2 | 5/40 [00:01<00:06, 5.21it/s] 149/499 4.32G 0.01581 0.01316 0.003788 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 149/499 4.32G 0.01593 0.01304 0.003806 61 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 149/499 4.32G 0.01593 0.01304 0.003806 61 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 149/499 4.32G 0.01604 0.01271 0.003803 64 640: 18%|#7 | 7/40 [00:01<00:06, 5.32it/s] 149/499 4.32G 0.01604 0.01271 0.003803 64 640: 20%|## | 8/40 [00:01<00:06, 5.18it/s] 149/499 4.32G 0.01577 0.01258 0.003767 72 640: 20%|## | 8/40 [00:01<00:06, 5.18it/s] 149/499 4.32G 0.01577 0.01258 0.003767 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.29it/s] 149/499 4.32G 0.01568 0.01266 0.003726 81 640: 22%|##2 | 9/40 [00:01<00:05, 5.29it/s] 149/499 4.32G 0.01568 0.01266 0.003726 81 640: 25%|##5 | 10/40 [00:01<00:05, 5.37it/s] 149/499 4.32G 0.01576 0.01274 0.003737 78 640: 25%|##5 | 10/40 [00:02<00:05, 5.37it/s] 149/499 4.32G 0.01576 0.01274 0.003737 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 149/499 4.32G 0.01559 0.01259 0.003942 64 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 149/499 4.32G 0.01559 0.01259 0.003942 64 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 149/499 4.32G 0.01558 0.01254 0.00407 74 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 149/499 4.32G 0.01558 0.01254 0.00407 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 149/499 4.32G 0.01554 0.01237 0.004161 66 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 149/499 4.32G 0.01554 0.01237 0.004161 66 640: 35%|###5 | 14/40 [00:02<00:05, 5.20it/s] 149/499 4.32G 0.01566 0.0124 0.004106 72 640: 35%|###5 | 14/40 [00:02<00:05, 5.20it/s] 149/499 4.32G 0.01566 0.0124 0.004106 72 640: 38%|###7 | 15/40 [00:02<00:04, 5.29it/s] 149/499 4.32G 0.0157 0.01246 0.004401 74 640: 38%|###7 | 15/40 [00:03<00:04, 5.29it/s] 149/499 4.32G 0.0157 0.01246 0.004401 74 640: 40%|#### | 16/40 [00:03<00:04, 5.37it/s] 149/499 4.32G 0.0157 0.01258 0.004321 82 640: 40%|#### | 16/40 [00:03<00:04, 5.37it/s] 149/499 4.32G 0.0157 0.01258 0.004321 82 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 149/499 4.32G 0.01568 0.01266 0.004247 84 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 149/499 4.32G 0.01568 0.01266 0.004247 84 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 149/499 4.32G 0.01567 0.01266 0.004481 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 149/499 4.32G 0.01567 0.01266 0.004481 74 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 149/499 4.32G 0.01569 0.01287 0.004406 90 640: 48%|####7 | 19/40 [00:03<00:03, 5.33it/s] 149/499 4.32G 0.01569 0.01287 0.004406 90 640: 50%|##### | 20/40 [00:03<00:03, 5.20it/s] 149/499 4.32G 0.01562 0.0128 0.004355 65 640: 50%|##### | 20/40 [00:03<00:03, 5.20it/s] 149/499 4.32G 0.01562 0.0128 0.004355 65 640: 52%|#####2 | 21/40 [00:03<00:03, 5.25it/s] 149/499 4.32G 0.01565 0.01284 0.004237 79 640: 52%|#####2 | 21/40 [00:04<00:03, 5.25it/s] 149/499 4.32G 0.01565 0.01284 0.004237 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 149/499 4.32G 0.01575 0.01295 0.004281 84 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 149/499 4.32G 0.01575 0.01295 0.004281 84 640: 57%|#####7 | 23/40 [00:04<00:03, 5.05it/s] 149/499 4.32G 0.01566 0.01294 0.004282 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.05it/s] 149/499 4.32G 0.01566 0.01294 0.004282 72 640: 60%|###### | 24/40 [00:04<00:03, 5.14it/s] 149/499 4.32G 0.0156 0.01295 0.00436 80 640: 60%|###### | 24/40 [00:04<00:03, 5.14it/s] 149/499 4.32G 0.0156 0.01295 0.00436 80 640: 62%|######2 | 25/40 [00:04<00:02, 5.17it/s] 149/499 4.32G 0.01552 0.0129 0.004281 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.17it/s] 149/499 4.32G 0.01552 0.0129 0.004281 72 640: 65%|######5 | 26/40 [00:04<00:02, 4.98it/s] 149/499 4.32G 0.01557 0.01297 0.004231 79 640: 65%|######5 | 26/40 [00:05<00:02, 4.98it/s] 149/499 4.32G 0.01557 0.01297 0.004231 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.02it/s] 149/499 4.32G 0.01553 0.01292 0.004216 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.02it/s] 149/499 4.32G 0.01553 0.01292 0.004216 76 640: 70%|####### | 28/40 [00:05<00:02, 5.11it/s] 149/499 4.32G 0.01556 0.013 0.004278 87 640: 70%|####### | 28/40 [00:05<00:02, 5.11it/s] 149/499 4.32G 0.01556 0.013 0.004278 87 640: 72%|#######2 | 29/40 [00:05<00:02, 5.03it/s] 149/499 4.32G 0.01545 0.01284 0.004297 54 640: 72%|#######2 | 29/40 [00:05<00:02, 5.03it/s] 149/499 4.32G 0.01545 0.01284 0.004297 54 640: 75%|#######5 | 30/40 [00:05<00:01, 5.12it/s] 149/499 4.32G 0.01546 0.01286 0.004226 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.12it/s] 149/499 4.32G 0.01546 0.01286 0.004226 81 640: 78%|#######7 | 31/40 [00:05<00:01, 5.22it/s] 149/499 4.32G 0.01546 0.01288 0.004222 84 640: 78%|#######7 | 31/40 [00:06<00:01, 5.22it/s] 149/499 4.32G 0.01546 0.01288 0.004222 84 640: 80%|######## | 32/40 [00:06<00:01, 5.02it/s] 149/499 4.32G 0.01554 0.01283 0.004186 61 640: 80%|######## | 32/40 [00:06<00:01, 5.02it/s] 149/499 4.32G 0.01554 0.01283 0.004186 61 640: 82%|########2 | 33/40 [00:06<00:01, 5.14it/s] 149/499 4.32G 0.01561 0.01282 0.004184 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.14it/s] 149/499 4.32G 0.01561 0.01282 0.004184 71 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 149/499 4.32G 0.01561 0.01281 0.004092 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 149/499 4.32G 0.01561 0.01281 0.004092 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.13it/s] 149/499 4.32G 0.01573 0.01283 0.004085 67 640: 88%|########7 | 35/40 [00:06<00:00, 5.13it/s] 149/499 4.32G 0.01573 0.01283 0.004085 67 640: 90%|######### | 36/40 [00:06<00:00, 5.23it/s] 149/499 4.32G 0.01576 0.01283 0.004058 71 640: 90%|######### | 36/40 [00:07<00:00, 5.23it/s] 149/499 4.32G 0.01576 0.01283 0.004058 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 149/499 4.32G 0.01579 0.01284 0.0041 80 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 149/499 4.32G 0.01579 0.01284 0.0041 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.17it/s] 149/499 4.32G 0.01577 0.01284 0.004114 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.17it/s] 149/499 4.32G 0.01577 0.01284 0.004114 70 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 149/499 4.32G 0.01576 0.01277 0.004091 31 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 149/499 4.32G 0.01576 0.01277 0.004091 31 640: 100%|##########| 40/40 [00:07<00:00, 5.40it/s] 149/499 4.32G 0.01576 0.01277 0.004091 31 640: 100%|##########| 40/40 [00:07<00:00, 5.23it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 6.32it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 6.13it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 6.28it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 7.02it/s] all 132 263 0.0165 0.0211 0.0214 0.0064 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 150/499 4.32G 0.01421 0.01306 0.003222 81 640: 0%| | 0/40 [00:00<?, ?it/s] 150/499 4.32G 0.01421 0.01306 0.003222 81 640: 2%|2 | 1/40 [00:00<00:07, 4.92it/s] 150/499 4.32G 0.01414 0.01133 0.002805 65 640: 2%|2 | 1/40 [00:00<00:07, 4.92it/s] 150/499 4.32G 0.01414 0.01133 0.002805 65 640: 5%|5 | 2/40 [00:00<00:07, 5.23it/s] 150/499 4.32G 0.0148 0.01248 0.003618 79 640: 5%|5 | 2/40 [00:00<00:07, 5.23it/s] 150/499 4.32G 0.0148 0.01248 0.003618 79 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 150/499 4.32G 0.01482 0.0123 0.004154 77 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 150/499 4.32G 0.01482 0.0123 0.004154 77 640: 10%|# | 4/40 [00:00<00:06, 5.16it/s] 150/499 4.32G 0.01485 0.01307 0.003891 89 640: 10%|# | 4/40 [00:00<00:06, 5.16it/s] 150/499 4.32G 0.01485 0.01307 0.003891 89 640: 12%|#2 | 5/40 [00:00<00:06, 5.24it/s] 150/499 4.32G 0.01496 0.0132 0.003754 78 640: 12%|#2 | 5/40 [00:01<00:06, 5.24it/s] 150/499 4.32G 0.01496 0.0132 0.003754 78 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 150/499 4.32G 0.015 0.01312 0.00396 70 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 150/499 4.32G 0.015 0.01312 0.00396 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.17it/s] 150/499 4.32G 0.01495 0.01291 0.004609 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.17it/s] 150/499 4.32G 0.01495 0.01291 0.004609 70 640: 20%|## | 8/40 [00:01<00:06, 5.21it/s] 150/499 4.32G 0.01489 0.013 0.004547 90 640: 20%|## | 8/40 [00:01<00:06, 5.21it/s] 150/499 4.32G 0.01489 0.013 0.004547 90 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 150/499 4.32G 0.01491 0.01337 0.004718 95 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 150/499 4.32G 0.01491 0.01337 0.004718 95 640: 25%|##5 | 10/40 [00:01<00:05, 5.17it/s] 150/499 4.32G 0.01508 0.01339 0.00509 67 640: 25%|##5 | 10/40 [00:02<00:05, 5.17it/s] 150/499 4.32G 0.01508 0.01339 0.00509 67 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 150/499 4.32G 0.01511 0.01313 0.004884 59 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 150/499 4.32G 0.01511 0.01313 0.004884 59 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 150/499 4.32G 0.01508 0.01323 0.004772 84 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 150/499 4.32G 0.01508 0.01323 0.004772 84 640: 32%|###2 | 13/40 [00:02<00:05, 5.18it/s] 150/499 4.32G 0.01525 0.01334 0.004713 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.18it/s] 150/499 4.32G 0.01525 0.01334 0.004713 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.25it/s] 150/499 4.32G 0.01529 0.01324 0.004646 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.25it/s] 150/499 4.32G 0.01529 0.01324 0.004646 75 640: 38%|###7 | 15/40 [00:02<00:04, 5.32it/s] 150/499 4.32G 0.01533 0.01323 0.004629 76 640: 38%|###7 | 15/40 [00:03<00:04, 5.32it/s] 150/499 4.32G 0.01533 0.01323 0.004629 76 640: 40%|#### | 16/40 [00:03<00:04, 5.16it/s] 150/499 4.32G 0.01533 0.01301 0.004786 63 640: 40%|#### | 16/40 [00:03<00:04, 5.16it/s] 150/499 4.32G 0.01533 0.01301 0.004786 63 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 150/499 4.32G 0.01531 0.01302 0.004688 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 150/499 4.32G 0.01531 0.01302 0.004688 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 150/499 4.32G 0.01538 0.01315 0.004745 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 150/499 4.32G 0.01538 0.01315 0.004745 80 640: 48%|####7 | 19/40 [00:03<00:04, 5.15it/s] 150/499 4.32G 0.01532 0.01312 0.004609 74 640: 48%|####7 | 19/40 [00:03<00:04, 5.15it/s] 150/499 4.32G 0.01532 0.01312 0.004609 74 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 150/499 4.32G 0.01543 0.01318 0.00463 76 640: 50%|##### | 20/40 [00:04<00:03, 5.21it/s] 150/499 4.32G 0.01543 0.01318 0.00463 76 640: 52%|#####2 | 21/40 [00:04<00:03, 5.29it/s] 150/499 4.32G 0.01543 0.01305 0.004648 66 640: 52%|#####2 | 21/40 [00:04<00:03, 5.29it/s] 150/499 4.32G 0.01543 0.01305 0.004648 66 640: 55%|#####5 | 22/40 [00:04<00:03, 5.17it/s] 150/499 4.32G 0.01552 0.01306 0.004676 78 640: 55%|#####5 | 22/40 [00:04<00:03, 5.17it/s] 150/499 4.32G 0.01552 0.01306 0.004676 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 150/499 4.32G 0.0155 0.01309 0.004684 80 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 150/499 4.32G 0.0155 0.01309 0.004684 80 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 150/499 4.32G 0.01558 0.01322 0.004762 95 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 150/499 4.32G 0.01558 0.01322 0.004762 95 640: 62%|######2 | 25/40 [00:04<00:02, 5.17it/s] 150/499 4.32G 0.01559 0.01323 0.004704 77 640: 62%|######2 | 25/40 [00:04<00:02, 5.17it/s] 150/499 4.32G 0.01559 0.01323 0.004704 77 640: 65%|######5 | 26/40 [00:04<00:02, 5.25it/s] 150/499 4.32G 0.01555 0.01322 0.004604 79 640: 65%|######5 | 26/40 [00:05<00:02, 5.25it/s] 150/499 4.32G 0.01555 0.01322 0.004604 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 150/499 4.32G 0.01553 0.01316 0.004604 72 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 150/499 4.32G 0.01553 0.01316 0.004604 72 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 150/499 4.32G 0.01552 0.01319 0.004749 84 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 150/499 4.32G 0.01552 0.01319 0.004749 84 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 150/499 4.32G 0.01553 0.01327 0.004707 87 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 150/499 4.32G 0.01553 0.01327 0.004707 87 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 150/499 4.32G 0.01548 0.01336 0.004684 101 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 150/499 4.32G 0.01548 0.01336 0.004684 101 640: 78%|#######7 | 31/40 [00:05<00:01, 5.14it/s] 150/499 4.32G 0.01551 0.01339 0.00468 72 640: 78%|#######7 | 31/40 [00:06<00:01, 5.14it/s] 150/499 4.32G 0.01551 0.01339 0.00468 72 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 150/499 4.32G 0.01551 0.01332 0.004605 68 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 150/499 4.32G 0.01551 0.01332 0.004605 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 150/499 4.32G 0.0155 0.01327 0.004553 78 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 150/499 4.32G 0.0155 0.01327 0.004553 78 640: 85%|########5 | 34/40 [00:06<00:01, 5.15it/s] 150/499 4.32G 0.01553 0.01328 0.004614 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.15it/s] 150/499 4.32G 0.01553 0.01328 0.004614 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 150/499 4.32G 0.0156 0.01324 0.004763 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 150/499 4.32G 0.0156 0.01324 0.004763 69 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 150/499 4.32G 0.01562 0.01322 0.004695 74 640: 90%|######### | 36/40 [00:07<00:00, 5.30it/s] 150/499 4.32G 0.01562 0.01322 0.004695 74 640: 92%|#########2| 37/40 [00:07<00:00, 5.09it/s] 150/499 4.32G 0.0156 0.01322 0.004663 76 640: 92%|#########2| 37/40 [00:07<00:00, 5.09it/s] 150/499 4.32G 0.0156 0.01322 0.004663 76 640: 95%|#########5| 38/40 [00:07<00:00, 5.11it/s] 150/499 4.32G 0.01563 0.01323 0.004703 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.11it/s] 150/499 4.32G 0.01563 0.01323 0.004703 69 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 150/499 4.32G 0.01575 0.01326 0.004732 39 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 150/499 4.32G 0.01575 0.01326 0.004732 39 640: 100%|##########| 40/40 [00:07<00:00, 5.22it/s] 150/499 4.32G 0.01575 0.01326 0.004732 39 640: 100%|##########| 40/40 [00:07<00:00, 5.22it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.05it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.18it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.19it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.31it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.83it/s] all 132 263 0.00174 0.00379 0.000898 8.98e-05 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 151/499 4.32G 0.01628 0.01315 0.003856 79 640: 0%| | 0/40 [00:00<?, ?it/s] 151/499 4.32G 0.01628 0.01315 0.003856 79 640: 2%|2 | 1/40 [00:00<00:07, 5.20it/s] 151/499 4.32G 0.01606 0.0131 0.005472 74 640: 2%|2 | 1/40 [00:00<00:07, 5.20it/s] 151/499 4.32G 0.01606 0.0131 0.005472 74 640: 5%|5 | 2/40 [00:00<00:07, 5.23it/s] 151/499 4.32G 0.0157 0.01298 0.004506 82 640: 5%|5 | 2/40 [00:00<00:07, 5.23it/s] 151/499 4.32G 0.0157 0.01298 0.004506 82 640: 8%|7 | 3/40 [00:00<00:07, 5.11it/s] 151/499 4.32G 0.01556 0.01258 0.003936 66 640: 8%|7 | 3/40 [00:00<00:07, 5.11it/s] 151/499 4.32G 0.01556 0.01258 0.003936 66 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 151/499 4.32G 0.01558 0.01356 0.003895 107 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 151/499 4.32G 0.01558 0.01356 0.003895 107 640: 12%|#2 | 5/40 [00:00<00:06, 5.33it/s] 151/499 4.32G 0.01553 0.01341 0.003494 74 640: 12%|#2 | 5/40 [00:01<00:06, 5.33it/s] 151/499 4.32G 0.01553 0.01341 0.003494 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.16it/s] 151/499 4.32G 0.01644 0.01332 0.004348 59 640: 15%|#5 | 6/40 [00:01<00:06, 5.16it/s] 151/499 4.32G 0.01644 0.01332 0.004348 59 640: 18%|#7 | 7/40 [00:01<00:06, 5.20it/s] 151/499 4.32G 0.01641 0.01337 0.004743 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.20it/s] 151/499 4.32G 0.01641 0.01337 0.004743 76 640: 20%|## | 8/40 [00:01<00:06, 5.28it/s] 151/499 4.32G 0.01643 0.0132 0.004923 74 640: 20%|## | 8/40 [00:01<00:06, 5.28it/s] 151/499 4.32G 0.01643 0.0132 0.004923 74 640: 22%|##2 | 9/40 [00:01<00:06, 5.15it/s] 151/499 4.32G 0.0164 0.0131 0.004945 73 640: 22%|##2 | 9/40 [00:01<00:06, 5.15it/s] 151/499 4.32G 0.0164 0.0131 0.004945 73 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 151/499 4.32G 0.01616 0.01295 0.004649 73 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 151/499 4.32G 0.01616 0.01295 0.004649 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 151/499 4.32G 0.01612 0.01269 0.004694 53 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 151/499 4.32G 0.01612 0.01269 0.004694 53 640: 30%|### | 12/40 [00:02<00:05, 5.16it/s] 151/499 4.32G 0.01597 0.01265 0.004661 73 640: 30%|### | 12/40 [00:02<00:05, 5.16it/s] 151/499 4.32G 0.01597 0.01265 0.004661 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.27it/s] 151/499 4.32G 0.016 0.01248 0.004835 57 640: 32%|###2 | 13/40 [00:02<00:05, 5.27it/s] 151/499 4.32G 0.016 0.01248 0.004835 57 640: 35%|###5 | 14/40 [00:02<00:04, 5.37it/s] 151/499 4.32G 0.01595 0.01235 0.004734 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.37it/s] 151/499 4.32G 0.01595 0.01235 0.004734 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.23it/s] 151/499 4.32G 0.01601 0.01254 0.00463 70 640: 38%|###7 | 15/40 [00:03<00:04, 5.23it/s] 151/499 4.32G 0.01601 0.01254 0.00463 70 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 151/499 4.32G 0.01589 0.01249 0.004471 68 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 151/499 4.32G 0.01589 0.01249 0.004471 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.40it/s] 151/499 4.32G 0.0158 0.01242 0.004465 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.40it/s] 151/499 4.32G 0.0158 0.01242 0.004465 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 151/499 4.32G 0.01575 0.0124 0.004362 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 151/499 4.32G 0.01575 0.0124 0.004362 76 640: 48%|####7 | 19/40 [00:03<00:03, 5.31it/s] 151/499 4.32G 0.01577 0.01249 0.00444 84 640: 48%|####7 | 19/40 [00:03<00:03, 5.31it/s] 151/499 4.32G 0.01577 0.01249 0.00444 84 640: 50%|##### | 20/40 [00:03<00:03, 5.38it/s] 151/499 4.32G 0.01573 0.01249 0.004309 73 640: 50%|##### | 20/40 [00:04<00:03, 5.38it/s] 151/499 4.32G 0.01573 0.01249 0.004309 73 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 151/499 4.32G 0.01578 0.01253 0.004206 74 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 151/499 4.32G 0.01578 0.01253 0.004206 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 151/499 4.32G 0.0159 0.0126 0.004309 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 151/499 4.32G 0.0159 0.0126 0.004309 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 151/499 4.32G 0.01596 0.01264 0.00428 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.28it/s] 151/499 4.32G 0.01596 0.01264 0.00428 75 640: 60%|###### | 24/40 [00:04<00:03, 5.13it/s] 151/499 4.32G 0.01605 0.01269 0.00439 68 640: 60%|###### | 24/40 [00:04<00:03, 5.13it/s] 151/499 4.32G 0.01605 0.01269 0.00439 68 640: 62%|######2 | 25/40 [00:04<00:02, 5.18it/s] 151/499 4.32G 0.01609 0.01274 0.004499 80 640: 62%|######2 | 25/40 [00:04<00:02, 5.18it/s] 151/499 4.32G 0.01609 0.01274 0.004499 80 640: 65%|######5 | 26/40 [00:04<00:02, 5.30it/s] 151/499 4.32G 0.0161 0.01275 0.004444 79 640: 65%|######5 | 26/40 [00:05<00:02, 5.30it/s] 151/499 4.32G 0.0161 0.01275 0.004444 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.19it/s] 151/499 4.32G 0.01606 0.01273 0.004388 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.19it/s] 151/499 4.32G 0.01606 0.01273 0.004388 68 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 151/499 4.32G 0.01611 0.01281 0.004342 87 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 151/499 4.32G 0.01611 0.01281 0.004342 87 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 151/499 4.32G 0.01612 0.01277 0.004351 66 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 151/499 4.32G 0.01612 0.01277 0.004351 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.15it/s] 151/499 4.32G 0.01614 0.01277 0.004373 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.15it/s] 151/499 4.32G 0.01614 0.01277 0.004373 68 640: 78%|#######7 | 31/40 [00:05<00:01, 5.19it/s] 151/499 4.32G 0.01612 0.0128 0.004268 81 640: 78%|#######7 | 31/40 [00:06<00:01, 5.19it/s] 151/499 4.32G 0.01612 0.0128 0.004268 81 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 151/499 4.32G 0.01606 0.01274 0.004259 72 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 151/499 4.32G 0.01606 0.01274 0.004259 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 151/499 4.32G 0.01606 0.01278 0.004274 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 151/499 4.32G 0.01606 0.01278 0.004274 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 151/499 4.32G 0.01607 0.01282 0.004308 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.25it/s] 151/499 4.32G 0.01607 0.01282 0.004308 84 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 151/499 4.32G 0.01604 0.0128 0.004431 70 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 151/499 4.32G 0.01604 0.0128 0.004431 70 640: 90%|######### | 36/40 [00:06<00:00, 5.23it/s] 151/499 4.32G 0.01606 0.01279 0.004415 75 640: 90%|######### | 36/40 [00:07<00:00, 5.23it/s] 151/499 4.32G 0.01606 0.01279 0.004415 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.32it/s] 151/499 4.32G 0.0161 0.01288 0.004469 85 640: 92%|#########2| 37/40 [00:07<00:00, 5.32it/s] 151/499 4.32G 0.0161 0.01288 0.004469 85 640: 95%|#########5| 38/40 [00:07<00:00, 5.40it/s] 151/499 4.32G 0.0161 0.01286 0.004499 78 640: 95%|#########5| 38/40 [00:07<00:00, 5.40it/s] 151/499 4.32G 0.0161 0.01286 0.004499 78 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 151/499 4.32G 0.01604 0.01283 0.004399 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.23it/s] 151/499 4.32G 0.01604 0.01283 0.004399 38 640: 100%|##########| 40/40 [00:07<00:00, 5.39it/s] 151/499 4.32G 0.01604 0.01283 0.004399 38 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.05it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.15it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.18it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.37it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.85it/s] all 132 263 0.383 0.00351 0.00561 0.00287 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 152/499 4.32G 0.01529 0.01515 0.00258 89 640: 0%| | 0/40 [00:00<?, ?it/s] 152/499 4.32G 0.01529 0.01515 0.00258 89 640: 2%|2 | 1/40 [00:00<00:07, 5.31it/s] 152/499 4.32G 0.016 0.01474 0.004563 77 640: 2%|2 | 1/40 [00:00<00:07, 5.31it/s] 152/499 4.32G 0.016 0.01474 0.004563 77 640: 5%|5 | 2/40 [00:00<00:07, 5.08it/s] 152/499 4.32G 0.01624 0.0136 0.004724 69 640: 5%|5 | 2/40 [00:00<00:07, 5.08it/s] 152/499 4.32G 0.01624 0.0136 0.004724 69 640: 8%|7 | 3/40 [00:00<00:06, 5.31it/s] 152/499 4.32G 0.01633 0.01348 0.004452 75 640: 8%|7 | 3/40 [00:00<00:06, 5.31it/s] 152/499 4.32G 0.01633 0.01348 0.004452 75 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 152/499 4.32G 0.01649 0.01311 0.005048 68 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 152/499 4.32G 0.01649 0.01311 0.005048 68 640: 12%|#2 | 5/40 [00:00<00:06, 5.20it/s] 152/499 4.32G 0.01634 0.01293 0.004831 77 640: 12%|#2 | 5/40 [00:01<00:06, 5.20it/s] 152/499 4.32G 0.01634 0.01293 0.004831 77 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 152/499 4.32G 0.01652 0.01308 0.004682 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 152/499 4.32G 0.01652 0.01308 0.004682 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.41it/s] 152/499 4.32G 0.01638 0.01276 0.004402 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.41it/s] 152/499 4.32G 0.01638 0.01276 0.004402 70 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 152/499 4.32G 0.01637 0.01272 0.004565 76 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 152/499 4.32G 0.01637 0.01272 0.004565 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 152/499 4.32G 0.01633 0.01298 0.004853 85 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 152/499 4.32G 0.01633 0.01298 0.004853 85 640: 25%|##5 | 10/40 [00:01<00:05, 5.33it/s] 152/499 4.32G 0.01624 0.01282 0.004695 67 640: 25%|##5 | 10/40 [00:02<00:05, 5.33it/s] 152/499 4.32G 0.01624 0.01282 0.004695 67 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 152/499 4.32G 0.01614 0.01281 0.004537 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 152/499 4.32G 0.01614 0.01281 0.004537 74 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 152/499 4.32G 0.01589 0.01253 0.004324 60 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 152/499 4.32G 0.01589 0.01253 0.004324 60 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 152/499 4.32G 0.01583 0.01247 0.004274 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 152/499 4.32G 0.01583 0.01247 0.004274 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 152/499 4.32G 0.01592 0.01239 0.004215 61 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 152/499 4.32G 0.01592 0.01239 0.004215 61 640: 38%|###7 | 15/40 [00:02<00:04, 5.27it/s] 152/499 4.32G 0.01583 0.01243 0.004176 90 640: 38%|###7 | 15/40 [00:03<00:04, 5.27it/s] 152/499 4.32G 0.01583 0.01243 0.004176 90 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 152/499 4.32G 0.01586 0.01238 0.004177 61 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 152/499 4.32G 0.01586 0.01238 0.004177 61 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 152/499 4.32G 0.01605 0.01238 0.004265 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 152/499 4.32G 0.01605 0.01238 0.004265 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 152/499 4.32G 0.01605 0.01242 0.004291 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 152/499 4.32G 0.01605 0.01242 0.004291 78 640: 48%|####7 | 19/40 [00:03<00:03, 5.40it/s] 152/499 4.32G 0.01608 0.01243 0.004304 80 640: 48%|####7 | 19/40 [00:03<00:03, 5.40it/s] 152/499 4.32G 0.01608 0.01243 0.004304 80 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 152/499 4.32G 0.01597 0.0124 0.004302 74 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 152/499 4.32G 0.01597 0.0124 0.004302 74 640: 52%|#####2 | 21/40 [00:03<00:03, 5.30it/s] 152/499 4.32G 0.01595 0.01242 0.00425 86 640: 52%|#####2 | 21/40 [00:04<00:03, 5.30it/s] 152/499 4.32G 0.01595 0.01242 0.00425 86 640: 55%|#####5 | 22/40 [00:04<00:03, 5.38it/s] 152/499 4.32G 0.01594 0.0125 0.004539 88 640: 55%|#####5 | 22/40 [00:04<00:03, 5.38it/s] 152/499 4.32G 0.01594 0.0125 0.004539 88 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 152/499 4.32G 0.01588 0.01248 0.004441 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 152/499 4.32G 0.01588 0.01248 0.004441 74 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 152/499 4.32G 0.01583 0.0126 0.004369 92 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 152/499 4.32G 0.01583 0.0126 0.004369 92 640: 62%|######2 | 25/40 [00:04<00:02, 5.39it/s] 152/499 4.32G 0.01579 0.01258 0.004261 80 640: 62%|######2 | 25/40 [00:04<00:02, 5.39it/s] 152/499 4.32G 0.01579 0.01258 0.004261 80 640: 65%|######5 | 26/40 [00:04<00:02, 5.24it/s] 152/499 4.32G 0.01574 0.01256 0.004204 68 640: 65%|######5 | 26/40 [00:05<00:02, 5.24it/s] 152/499 4.32G 0.01574 0.01256 0.004204 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.33it/s] 152/499 4.32G 0.0157 0.01248 0.004163 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.33it/s] 152/499 4.32G 0.0157 0.01248 0.004163 68 640: 70%|####### | 28/40 [00:05<00:02, 5.41it/s] 152/499 4.32G 0.01566 0.0124 0.004105 64 640: 70%|####### | 28/40 [00:05<00:02, 5.41it/s] 152/499 4.32G 0.01566 0.0124 0.004105 64 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 152/499 4.32G 0.01562 0.01238 0.004057 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 152/499 4.32G 0.01562 0.01238 0.004057 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 152/499 4.32G 0.01562 0.01239 0.004093 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 152/499 4.32G 0.01562 0.01239 0.004093 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.29it/s] 152/499 4.32G 0.01562 0.0125 0.004096 91 640: 78%|#######7 | 31/40 [00:06<00:01, 5.29it/s] 152/499 4.32G 0.01562 0.0125 0.004096 91 640: 80%|######## | 32/40 [00:06<00:01, 5.15it/s] 152/499 4.32G 0.01562 0.0125 0.004048 71 640: 80%|######## | 32/40 [00:06<00:01, 5.15it/s] 152/499 4.32G 0.01562 0.0125 0.004048 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 152/499 4.32G 0.01568 0.01258 0.004081 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.26it/s] 152/499 4.32G 0.01568 0.01258 0.004081 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.32it/s] 152/499 4.32G 0.01572 0.01262 0.004159 80 640: 85%|########5 | 34/40 [00:06<00:01, 5.32it/s] 152/499 4.32G 0.01572 0.01262 0.004159 80 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 152/499 4.32G 0.01574 0.01252 0.004213 49 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 152/499 4.32G 0.01574 0.01252 0.004213 49 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 152/499 4.32G 0.01572 0.01249 0.00419 63 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 152/499 4.32G 0.01572 0.01249 0.00419 63 640: 92%|#########2| 37/40 [00:06<00:00, 5.35it/s] 152/499 4.32G 0.01574 0.01248 0.004184 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.35it/s] 152/499 4.32G 0.01574 0.01248 0.004184 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.22it/s] 152/499 4.32G 0.01576 0.01242 0.00413 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.22it/s] 152/499 4.32G 0.01576 0.01242 0.00413 68 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 152/499 4.32G 0.01578 0.01246 0.004107 39 640: 98%|#########7| 39/40 [00:07<00:00, 5.31it/s] 152/499 4.32G 0.01578 0.01246 0.004107 39 640: 100%|##########| 40/40 [00:07<00:00, 5.48it/s] 152/499 4.32G 0.01578 0.01246 0.004107 39 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.85it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.99it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.03it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.16it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.66it/s] all 132 263 0.728 0.0158 0.0195 0.0109 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 153/499 4.32G 0.01445 0.01179 0.002143 76 640: 0%| | 0/40 [00:00<?, ?it/s] 153/499 4.32G 0.01445 0.01179 0.002143 76 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 153/499 4.32G 0.01501 0.01331 0.00228 87 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 153/499 4.32G 0.01501 0.01331 0.00228 87 640: 5%|5 | 2/40 [00:00<00:07, 5.28it/s] 153/499 4.32G 0.01513 0.01271 0.003192 74 640: 5%|5 | 2/40 [00:00<00:07, 5.28it/s] 153/499 4.32G 0.01513 0.01271 0.003192 74 640: 8%|7 | 3/40 [00:00<00:06, 5.41it/s] 153/499 4.32G 0.01606 0.01333 0.004031 76 640: 8%|7 | 3/40 [00:00<00:06, 5.41it/s] 153/499 4.32G 0.01606 0.01333 0.004031 76 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 153/499 4.32G 0.01611 0.01332 0.004027 81 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 153/499 4.32G 0.01611 0.01332 0.004027 81 640: 12%|#2 | 5/40 [00:00<00:06, 5.31it/s] 153/499 4.32G 0.01587 0.01311 0.004007 79 640: 12%|#2 | 5/40 [00:01<00:06, 5.31it/s] 153/499 4.32G 0.01587 0.01311 0.004007 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 153/499 4.32G 0.01586 0.01285 0.003625 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 153/499 4.32G 0.01586 0.01285 0.003625 66 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 153/499 4.32G 0.01618 0.01319 0.003991 81 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 153/499 4.32G 0.01618 0.01319 0.003991 81 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 153/499 4.32G 0.01599 0.01338 0.003967 81 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 153/499 4.32G 0.01599 0.01338 0.003967 81 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 153/499 4.32G 0.01603 0.01344 0.004186 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 153/499 4.32G 0.01603 0.01344 0.004186 65 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 153/499 4.32G 0.01608 0.01333 0.004421 71 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 153/499 4.32G 0.01608 0.01333 0.004421 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 153/499 4.32G 0.01608 0.01326 0.004286 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 153/499 4.32G 0.01608 0.01326 0.004286 71 640: 30%|### | 12/40 [00:02<00:05, 5.39it/s] 153/499 4.32G 0.01609 0.01335 0.004186 84 640: 30%|### | 12/40 [00:02<00:05, 5.39it/s] 153/499 4.32G 0.01609 0.01335 0.004186 84 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 153/499 4.32G 0.01605 0.0133 0.004002 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 153/499 4.32G 0.01605 0.0133 0.004002 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 153/499 4.32G 0.01603 0.0132 0.00414 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 153/499 4.32G 0.01603 0.0132 0.00414 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.36it/s] 153/499 4.32G 0.01603 0.01325 0.004178 78 640: 38%|###7 | 15/40 [00:03<00:04, 5.36it/s] 153/499 4.32G 0.01603 0.01325 0.004178 78 640: 40%|#### | 16/40 [00:03<00:04, 5.23it/s] 153/499 4.32G 0.01593 0.01321 0.004181 76 640: 40%|#### | 16/40 [00:03<00:04, 5.23it/s] 153/499 4.32G 0.01593 0.01321 0.004181 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 153/499 4.32G 0.01585 0.01313 0.004134 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 153/499 4.32G 0.01585 0.01313 0.004134 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 153/499 4.32G 0.01579 0.01325 0.004095 98 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 153/499 4.32G 0.01579 0.01325 0.004095 98 640: 48%|####7 | 19/40 [00:03<00:04, 5.20it/s] 153/499 4.32G 0.01573 0.01327 0.004065 81 640: 48%|####7 | 19/40 [00:03<00:04, 5.20it/s] 153/499 4.32G 0.01573 0.01327 0.004065 81 640: 50%|##### | 20/40 [00:03<00:03, 5.27it/s] 153/499 4.32G 0.0158 0.01335 0.004245 76 640: 50%|##### | 20/40 [00:03<00:03, 5.27it/s] 153/499 4.32G 0.0158 0.01335 0.004245 76 640: 52%|#####2 | 21/40 [00:03<00:03, 5.34it/s] 153/499 4.32G 0.01586 0.01345 0.00437 83 640: 52%|#####2 | 21/40 [00:04<00:03, 5.34it/s] 153/499 4.32G 0.01586 0.01345 0.00437 83 640: 55%|#####5 | 22/40 [00:04<00:03, 5.18it/s] 153/499 4.32G 0.01578 0.01338 0.004496 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.18it/s] 153/499 4.32G 0.01578 0.01338 0.004496 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 153/499 4.32G 0.01567 0.01332 0.004367 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 153/499 4.32G 0.01567 0.01332 0.004367 76 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 153/499 4.32G 0.01569 0.01331 0.004348 77 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 153/499 4.32G 0.01569 0.01331 0.004348 77 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 153/499 4.32G 0.01571 0.01342 0.004409 93 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 153/499 4.32G 0.01571 0.01342 0.004409 93 640: 65%|######5 | 26/40 [00:04<00:02, 5.25it/s] 153/499 4.32G 0.01567 0.0134 0.004323 74 640: 65%|######5 | 26/40 [00:05<00:02, 5.25it/s] 153/499 4.32G 0.01567 0.0134 0.004323 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 153/499 4.32G 0.01558 0.01322 0.004278 61 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 153/499 4.32G 0.01558 0.01322 0.004278 61 640: 70%|####### | 28/40 [00:05<00:02, 5.18it/s] 153/499 4.32G 0.01557 0.01305 0.004203 57 640: 70%|####### | 28/40 [00:05<00:02, 5.18it/s] 153/499 4.32G 0.01557 0.01305 0.004203 57 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 153/499 4.32G 0.01557 0.01302 0.00425 71 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 153/499 4.32G 0.01557 0.01302 0.00425 71 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 153/499 4.32G 0.01565 0.01305 0.004276 80 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 153/499 4.32G 0.01565 0.01305 0.004276 80 640: 78%|#######7 | 31/40 [00:05<00:01, 5.16it/s] 153/499 4.32G 0.01568 0.01315 0.004328 91 640: 78%|#######7 | 31/40 [00:06<00:01, 5.16it/s] 153/499 4.32G 0.01568 0.01315 0.004328 91 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 153/499 4.32G 0.01564 0.01312 0.004267 81 640: 80%|######## | 32/40 [00:06<00:01, 5.25it/s] 153/499 4.32G 0.01564 0.01312 0.004267 81 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 153/499 4.32G 0.01567 0.01313 0.004219 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 153/499 4.32G 0.01567 0.01313 0.004219 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.18it/s] 153/499 4.32G 0.01569 0.01315 0.004257 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.18it/s] 153/499 4.32G 0.01569 0.01315 0.004257 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 153/499 4.32G 0.01571 0.0131 0.004196 66 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 153/499 4.32G 0.01571 0.0131 0.004196 66 640: 90%|######### | 36/40 [00:06<00:00, 5.35it/s] 153/499 4.32G 0.0157 0.013 0.004183 57 640: 90%|######### | 36/40 [00:07<00:00, 5.35it/s] 153/499 4.32G 0.0157 0.013 0.004183 57 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 153/499 4.32G 0.01564 0.01305 0.00414 97 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 153/499 4.32G 0.01564 0.01305 0.00414 97 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 153/499 4.32G 0.01561 0.01311 0.004154 85 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 153/499 4.32G 0.01561 0.01311 0.004154 85 640: 98%|#########7| 39/40 [00:07<00:00, 5.36it/s] 153/499 4.32G 0.01558 0.01318 0.004116 46 640: 98%|#########7| 39/40 [00:07<00:00, 5.36it/s] 153/499 4.32G 0.01558 0.01318 0.004116 46 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] 153/499 4.32G 0.01558 0.01318 0.004116 46 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.80it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.03it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.56it/s] all 132 263 0.634 0.0456 0.0559 0.0265 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 154/499 4.32G 0.01776 0.01597 0.003583 89 640: 0%| | 0/40 [00:00<?, ?it/s] 154/499 4.32G 0.01776 0.01597 0.003583 89 640: 2%|2 | 1/40 [00:00<00:07, 5.54it/s] 154/499 4.32G 0.016 0.01565 0.003123 90 640: 2%|2 | 1/40 [00:00<00:07, 5.54it/s] 154/499 4.32G 0.016 0.01565 0.003123 90 640: 5%|5 | 2/40 [00:00<00:06, 5.58it/s] 154/499 4.32G 0.01562 0.01383 0.003401 65 640: 5%|5 | 2/40 [00:00<00:06, 5.58it/s] 154/499 4.32G 0.01562 0.01383 0.003401 65 640: 8%|7 | 3/40 [00:00<00:07, 5.27it/s] 154/499 4.32G 0.01546 0.01351 0.00336 70 640: 8%|7 | 3/40 [00:00<00:07, 5.27it/s] 154/499 4.32G 0.01546 0.01351 0.00336 70 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 154/499 4.32G 0.01554 0.01247 0.004398 50 640: 10%|# | 4/40 [00:00<00:06, 5.33it/s] 154/499 4.32G 0.01554 0.01247 0.004398 50 640: 12%|#2 | 5/40 [00:00<00:06, 5.42it/s] 154/499 4.32G 0.01553 0.01277 0.004162 84 640: 12%|#2 | 5/40 [00:01<00:06, 5.42it/s] 154/499 4.32G 0.01553 0.01277 0.004162 84 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 154/499 4.32G 0.0157 0.01331 0.004402 96 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 154/499 4.32G 0.0157 0.01331 0.004402 96 640: 18%|#7 | 7/40 [00:01<00:06, 5.37it/s] 154/499 4.32G 0.01587 0.01301 0.004271 62 640: 18%|#7 | 7/40 [00:01<00:06, 5.37it/s] 154/499 4.32G 0.01587 0.01301 0.004271 62 640: 20%|## | 8/40 [00:01<00:05, 5.42it/s] 154/499 4.32G 0.0158 0.01319 0.004241 91 640: 20%|## | 8/40 [00:01<00:05, 5.42it/s] 154/499 4.32G 0.0158 0.01319 0.004241 91 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 154/499 4.32G 0.01573 0.01291 0.004811 66 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 154/499 4.32G 0.01573 0.01291 0.004811 66 640: 25%|##5 | 10/40 [00:01<00:05, 5.31it/s] 154/499 4.32G 0.01565 0.01289 0.004707 72 640: 25%|##5 | 10/40 [00:02<00:05, 5.31it/s] 154/499 4.32G 0.01565 0.01289 0.004707 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.38it/s] 154/499 4.32G 0.01576 0.013 0.00473 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.38it/s] 154/499 4.32G 0.01576 0.013 0.00473 79 640: 30%|### | 12/40 [00:02<00:05, 5.18it/s] 154/499 4.32G 0.01582 0.01283 0.004676 63 640: 30%|### | 12/40 [00:02<00:05, 5.18it/s] 154/499 4.32G 0.01582 0.01283 0.004676 63 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 154/499 4.32G 0.0158 0.01285 0.004668 80 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 154/499 4.32G 0.0158 0.01285 0.004668 80 640: 35%|###5 | 14/40 [00:02<00:04, 5.37it/s] 154/499 4.32G 0.01573 0.01274 0.004678 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.37it/s] 154/499 4.32G 0.01573 0.01274 0.004678 76 640: 38%|###7 | 15/40 [00:02<00:04, 5.24it/s] 154/499 4.32G 0.01572 0.01291 0.004852 88 640: 38%|###7 | 15/40 [00:03<00:04, 5.24it/s] 154/499 4.32G 0.01572 0.01291 0.004852 88 640: 40%|#### | 16/40 [00:03<00:04, 5.31it/s] 154/499 4.32G 0.01561 0.01301 0.004869 79 640: 40%|#### | 16/40 [00:03<00:04, 5.31it/s] 154/499 4.32G 0.01561 0.01301 0.004869 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.37it/s] 154/499 4.32G 0.0157 0.01315 0.004852 87 640: 42%|####2 | 17/40 [00:03<00:04, 5.37it/s] 154/499 4.32G 0.0157 0.01315 0.004852 87 640: 45%|####5 | 18/40 [00:03<00:04, 5.23it/s] 154/499 4.32G 0.01571 0.01318 0.005018 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.23it/s] 154/499 4.32G 0.01571 0.01318 0.005018 78 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 154/499 4.32G 0.01574 0.01313 0.004907 66 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 154/499 4.32G 0.01574 0.01313 0.004907 66 640: 50%|##### | 20/40 [00:03<00:03, 5.39it/s] 154/499 4.32G 0.01581 0.01317 0.004909 78 640: 50%|##### | 20/40 [00:03<00:03, 5.39it/s] 154/499 4.32G 0.01581 0.01317 0.004909 78 640: 52%|#####2 | 21/40 [00:03<00:03, 5.25it/s] 154/499 4.32G 0.01573 0.01303 0.00514 68 640: 52%|#####2 | 21/40 [00:04<00:03, 5.25it/s] 154/499 4.32G 0.01573 0.01303 0.00514 68 640: 55%|#####5 | 22/40 [00:04<00:03, 5.34it/s] 154/499 4.32G 0.01565 0.01301 0.00508 78 640: 55%|#####5 | 22/40 [00:04<00:03, 5.34it/s] 154/499 4.32G 0.01565 0.01301 0.00508 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.40it/s] 154/499 4.32G 0.01561 0.01298 0.005005 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.40it/s] 154/499 4.32G 0.01561 0.01298 0.005005 78 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 154/499 4.32G 0.01561 0.01292 0.005032 69 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 154/499 4.32G 0.01561 0.01292 0.005032 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 154/499 4.32G 0.01569 0.01302 0.005018 82 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 154/499 4.32G 0.01569 0.01302 0.005018 82 640: 65%|######5 | 26/40 [00:04<00:02, 5.32it/s] 154/499 4.32G 0.0157 0.01294 0.005062 64 640: 65%|######5 | 26/40 [00:05<00:02, 5.32it/s] 154/499 4.32G 0.0157 0.01294 0.005062 64 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 154/499 4.32G 0.01568 0.01279 0.004981 63 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 154/499 4.32G 0.01568 0.01279 0.004981 63 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 154/499 4.32G 0.01563 0.01272 0.004935 68 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 154/499 4.32G 0.01563 0.01272 0.004935 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.37it/s] 154/499 4.32G 0.01571 0.01274 0.005031 81 640: 72%|#######2 | 29/40 [00:05<00:02, 5.37it/s] 154/499 4.32G 0.01571 0.01274 0.005031 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 154/499 4.32G 0.01576 0.01282 0.005006 91 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 154/499 4.32G 0.01576 0.01282 0.005006 91 640: 78%|#######7 | 31/40 [00:05<00:01, 5.32it/s] 154/499 4.32G 0.01576 0.0129 0.004973 95 640: 78%|#######7 | 31/40 [00:06<00:01, 5.32it/s] 154/499 4.32G 0.01576 0.0129 0.004973 95 640: 80%|######## | 32/40 [00:06<00:01, 5.38it/s] 154/499 4.32G 0.01572 0.01289 0.004953 73 640: 80%|######## | 32/40 [00:06<00:01, 5.38it/s] 154/499 4.32G 0.01572 0.01289 0.004953 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.23it/s] 154/499 4.32G 0.0157 0.01293 0.00487 83 640: 82%|########2 | 33/40 [00:06<00:01, 5.23it/s] 154/499 4.32G 0.0157 0.01293 0.00487 83 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 154/499 4.32G 0.01567 0.01291 0.004803 81 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 154/499 4.32G 0.01567 0.01291 0.004803 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.41it/s] 154/499 4.32G 0.01563 0.01298 0.004783 88 640: 88%|########7 | 35/40 [00:06<00:00, 5.41it/s] 154/499 4.32G 0.01563 0.01298 0.004783 88 640: 90%|######### | 36/40 [00:06<00:00, 5.15it/s] 154/499 4.32G 0.01564 0.01301 0.004817 79 640: 90%|######### | 36/40 [00:06<00:00, 5.15it/s] 154/499 4.32G 0.01564 0.01301 0.004817 79 640: 92%|#########2| 37/40 [00:06<00:00, 5.26it/s] 154/499 4.32G 0.01558 0.01292 0.00489 64 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 154/499 4.32G 0.01558 0.01292 0.00489 64 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 154/499 4.32G 0.01563 0.0129 0.004846 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 154/499 4.32G 0.01563 0.0129 0.004846 69 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 154/499 4.32G 0.01555 0.01282 0.004775 33 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 154/499 4.32G 0.01555 0.01282 0.004775 33 640: 100%|##########| 40/40 [00:07<00:00, 5.34it/s] 154/499 4.32G 0.01555 0.01282 0.004775 33 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.02it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.10it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.14it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.25it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.77it/s] all 132 263 0.394 0.00351 0.00627 0.00308 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 155/499 4.32G 0.01986 0.01359 0.005211 75 640: 0%| | 0/40 [00:00<?, ?it/s] 155/499 4.32G 0.01986 0.01359 0.005211 75 640: 2%|2 | 1/40 [00:00<00:06, 5.63it/s] 155/499 4.32G 0.01772 0.01406 0.004368 88 640: 2%|2 | 1/40 [00:00<00:06, 5.63it/s] 155/499 4.32G 0.01772 0.01406 0.004368 88 640: 5%|5 | 2/40 [00:00<00:07, 5.14it/s] 155/499 4.32G 0.01674 0.01366 0.00418 87 640: 5%|5 | 2/40 [00:00<00:07, 5.14it/s] 155/499 4.32G 0.01674 0.01366 0.00418 87 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 155/499 4.32G 0.01621 0.01354 0.00392 80 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 155/499 4.32G 0.01621 0.01354 0.00392 80 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 155/499 4.32G 0.01663 0.01274 0.004273 47 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 155/499 4.32G 0.01663 0.01274 0.004273 47 640: 12%|#2 | 5/40 [00:00<00:06, 5.22it/s] 155/499 4.32G 0.01645 0.0127 0.004136 73 640: 12%|#2 | 5/40 [00:01<00:06, 5.22it/s] 155/499 4.32G 0.01645 0.0127 0.004136 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 155/499 4.32G 0.01636 0.01247 0.003797 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 155/499 4.32G 0.01636 0.01247 0.003797 71 640: 18%|#7 | 7/40 [00:01<00:06, 5.40it/s] 155/499 4.32G 0.01649 0.01252 0.0035 64 640: 18%|#7 | 7/40 [00:01<00:06, 5.40it/s] 155/499 4.32G 0.01649 0.01252 0.0035 64 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 155/499 4.32G 0.01624 0.01225 0.003526 59 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 155/499 4.32G 0.01624 0.01225 0.003526 59 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 155/499 4.32G 0.01622 0.01237 0.003905 84 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 155/499 4.32G 0.01622 0.01237 0.003905 84 640: 25%|##5 | 10/40 [00:01<00:05, 5.35it/s] 155/499 4.32G 0.01624 0.01247 0.003971 84 640: 25%|##5 | 10/40 [00:02<00:05, 5.35it/s] 155/499 4.32G 0.01624 0.01247 0.003971 84 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 155/499 4.32G 0.01608 0.01224 0.003928 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 155/499 4.32G 0.01608 0.01224 0.003928 65 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 155/499 4.32G 0.01583 0.0123 0.003783 83 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 155/499 4.32G 0.01583 0.0123 0.003783 83 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 155/499 4.32G 0.01571 0.01226 0.003891 81 640: 32%|###2 | 13/40 [00:02<00:05, 5.35it/s] 155/499 4.32G 0.01571 0.01226 0.003891 81 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 155/499 4.32G 0.01577 0.01236 0.003902 82 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 155/499 4.32G 0.01577 0.01236 0.003902 82 640: 38%|###7 | 15/40 [00:02<00:04, 5.31it/s] 155/499 4.32G 0.01591 0.01261 0.00416 77 640: 38%|###7 | 15/40 [00:03<00:04, 5.31it/s] 155/499 4.32G 0.01591 0.01261 0.00416 77 640: 40%|#### | 16/40 [00:03<00:04, 5.38it/s] 155/499 4.32G 0.0158 0.01256 0.00418 73 640: 40%|#### | 16/40 [00:03<00:04, 5.38it/s] 155/499 4.32G 0.0158 0.01256 0.00418 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 155/499 4.32G 0.01566 0.01252 0.004022 81 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 155/499 4.32G 0.01566 0.01252 0.004022 81 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 155/499 4.32G 0.01573 0.01254 0.004106 83 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 155/499 4.32G 0.01573 0.01254 0.004106 83 640: 48%|####7 | 19/40 [00:03<00:03, 5.39it/s] 155/499 4.32G 0.01581 0.01264 0.004044 83 640: 48%|####7 | 19/40 [00:03<00:03, 5.39it/s] 155/499 4.32G 0.01581 0.01264 0.004044 83 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 155/499 4.32G 0.01575 0.01267 0.00396 84 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 155/499 4.32G 0.01575 0.01267 0.00396 84 640: 52%|#####2 | 21/40 [00:03<00:03, 5.35it/s] 155/499 4.32G 0.01569 0.01267 0.004015 76 640: 52%|#####2 | 21/40 [00:04<00:03, 5.35it/s] 155/499 4.32G 0.01569 0.01267 0.004015 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.41it/s] 155/499 4.32G 0.01566 0.01266 0.003959 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.41it/s] 155/499 4.32G 0.01566 0.01266 0.003959 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 155/499 4.32G 0.0156 0.01256 0.003865 64 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 155/499 4.32G 0.0156 0.01256 0.003865 64 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 155/499 4.32G 0.01557 0.01252 0.004027 67 640: 60%|###### | 24/40 [00:04<00:03, 5.33it/s] 155/499 4.32G 0.01557 0.01252 0.004027 67 640: 62%|######2 | 25/40 [00:04<00:02, 5.39it/s] 155/499 4.32G 0.01552 0.0125 0.004015 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.39it/s] 155/499 4.32G 0.01552 0.0125 0.004015 75 640: 65%|######5 | 26/40 [00:04<00:02, 5.26it/s] 155/499 4.32G 0.01557 0.01243 0.004245 68 640: 65%|######5 | 26/40 [00:05<00:02, 5.26it/s] 155/499 4.32G 0.01557 0.01243 0.004245 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 155/499 4.32G 0.01559 0.01231 0.00423 59 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 155/499 4.32G 0.01559 0.01231 0.00423 59 640: 70%|####### | 28/40 [00:05<00:02, 5.33it/s] 155/499 4.32G 0.01554 0.01231 0.004131 76 640: 70%|####### | 28/40 [00:05<00:02, 5.33it/s] 155/499 4.32G 0.01554 0.01231 0.004131 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 155/499 4.32G 0.01552 0.0123 0.004151 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 155/499 4.32G 0.01552 0.0123 0.004151 78 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 155/499 4.32G 0.01551 0.01235 0.004116 76 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 155/499 4.32G 0.01551 0.01235 0.004116 76 640: 78%|#######7 | 31/40 [00:05<00:01, 5.37it/s] 155/499 4.32G 0.01548 0.01228 0.00413 67 640: 78%|#######7 | 31/40 [00:06<00:01, 5.37it/s] 155/499 4.32G 0.01548 0.01228 0.00413 67 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 155/499 4.32G 0.01552 0.01231 0.004154 74 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 155/499 4.32G 0.01552 0.01231 0.004154 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 155/499 4.32G 0.01549 0.01227 0.004067 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 155/499 4.32G 0.01549 0.01227 0.004067 71 640: 85%|########5 | 34/40 [00:06<00:01, 5.30it/s] 155/499 4.32G 0.01544 0.01221 0.004043 67 640: 85%|########5 | 34/40 [00:06<00:01, 5.30it/s] 155/499 4.32G 0.01544 0.01221 0.004043 67 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 155/499 4.32G 0.01545 0.01213 0.00413 61 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 155/499 4.32G 0.01545 0.01213 0.00413 61 640: 90%|######### | 36/40 [00:06<00:00, 5.28it/s] 155/499 4.32G 0.01546 0.01208 0.00425 63 640: 90%|######### | 36/40 [00:06<00:00, 5.28it/s] 155/499 4.32G 0.01546 0.01208 0.00425 63 640: 92%|#########2| 37/40 [00:06<00:00, 5.36it/s] 155/499 4.32G 0.01545 0.0121 0.004223 86 640: 92%|#########2| 37/40 [00:07<00:00, 5.36it/s] 155/499 4.32G 0.01545 0.0121 0.004223 86 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 155/499 4.32G 0.01547 0.01207 0.004228 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 155/499 4.32G 0.01547 0.01207 0.004228 66 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 155/499 4.32G 0.01553 0.01211 0.004255 39 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 155/499 4.32G 0.01553 0.01211 0.004255 39 640: 100%|##########| 40/40 [00:07<00:00, 5.45it/s] 155/499 4.32G 0.01553 0.01211 0.004255 39 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.01it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.11it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.13it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.23it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.76it/s] all 132 263 0.503 0.00175 0.000452 0.000189 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 156/499 4.32G 0.01622 0.01305 0.002856 78 640: 0%| | 0/40 [00:00<?, ?it/s] 156/499 4.32G 0.01622 0.01305 0.002856 78 640: 2%|2 | 1/40 [00:00<00:07, 4.93it/s] 156/499 4.32G 0.01748 0.01298 0.002392 73 640: 2%|2 | 1/40 [00:00<00:07, 4.93it/s] 156/499 4.32G 0.01748 0.01298 0.002392 73 640: 5%|5 | 2/40 [00:00<00:07, 5.24it/s] 156/499 4.32G 0.01716 0.01274 0.002465 65 640: 5%|5 | 2/40 [00:00<00:07, 5.24it/s] 156/499 4.32G 0.01716 0.01274 0.002465 65 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 156/499 4.32G 0.01674 0.01269 0.002201 77 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 156/499 4.32G 0.01674 0.01269 0.002201 77 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 156/499 4.32G 0.0173 0.01261 0.002317 59 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 156/499 4.32G 0.0173 0.01261 0.002317 59 640: 12%|#2 | 5/40 [00:00<00:06, 5.32it/s] 156/499 4.32G 0.01693 0.01267 0.002832 72 640: 12%|#2 | 5/40 [00:01<00:06, 5.32it/s] 156/499 4.32G 0.01693 0.01267 0.002832 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.42it/s] 156/499 4.32G 0.01685 0.01264 0.002967 80 640: 15%|#5 | 6/40 [00:01<00:06, 5.42it/s] 156/499 4.32G 0.01685 0.01264 0.002967 80 640: 18%|#7 | 7/40 [00:01<00:06, 5.26it/s] 156/499 4.32G 0.01691 0.01311 0.003571 95 640: 18%|#7 | 7/40 [00:01<00:06, 5.26it/s] 156/499 4.32G 0.01691 0.01311 0.003571 95 640: 20%|## | 8/40 [00:01<00:05, 5.33it/s] 156/499 4.32G 0.01701 0.01277 0.003586 56 640: 20%|## | 8/40 [00:01<00:05, 5.33it/s] 156/499 4.32G 0.01701 0.01277 0.003586 56 640: 22%|##2 | 9/40 [00:01<00:05, 5.39it/s] 156/499 4.32G 0.01687 0.01273 0.003804 66 640: 22%|##2 | 9/40 [00:01<00:05, 5.39it/s] 156/499 4.32G 0.01687 0.01273 0.003804 66 640: 25%|##5 | 10/40 [00:01<00:05, 5.22it/s] 156/499 4.32G 0.01689 0.0127 0.003737 73 640: 25%|##5 | 10/40 [00:02<00:05, 5.22it/s] 156/499 4.32G 0.01689 0.0127 0.003737 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 156/499 4.32G 0.01674 0.01263 0.003756 69 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 156/499 4.32G 0.01674 0.01263 0.003756 69 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 156/499 4.32G 0.01678 0.0127 0.003786 87 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 156/499 4.32G 0.01678 0.0127 0.003786 87 640: 32%|###2 | 13/40 [00:02<00:05, 5.23it/s] 156/499 4.32G 0.01661 0.01277 0.003956 86 640: 32%|###2 | 13/40 [00:02<00:05, 5.23it/s] 156/499 4.32G 0.01661 0.01277 0.003956 86 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 156/499 4.32G 0.01658 0.01274 0.003857 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 156/499 4.32G 0.01658 0.01274 0.003857 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.36it/s] 156/499 4.32G 0.01651 0.0128 0.00381 84 640: 38%|###7 | 15/40 [00:03<00:04, 5.36it/s] 156/499 4.32G 0.01651 0.0128 0.00381 84 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 156/499 4.32G 0.01651 0.01272 0.003941 72 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 156/499 4.32G 0.01651 0.01272 0.003941 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 156/499 4.32G 0.01646 0.01269 0.003981 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 156/499 4.32G 0.01646 0.01269 0.003981 75 640: 45%|####5 | 18/40 [00:03<00:04, 5.38it/s] 156/499 4.32G 0.01646 0.01281 0.003924 84 640: 45%|####5 | 18/40 [00:03<00:04, 5.38it/s] 156/499 4.32G 0.01646 0.01281 0.003924 84 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 156/499 4.32G 0.01643 0.01278 0.004015 74 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 156/499 4.32G 0.01643 0.01278 0.004015 74 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 156/499 4.32G 0.01636 0.0128 0.003999 83 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 156/499 4.32G 0.01636 0.0128 0.003999 83 640: 52%|#####2 | 21/40 [00:03<00:03, 5.36it/s] 156/499 4.32G 0.01654 0.01286 0.004173 76 640: 52%|#####2 | 21/40 [00:04<00:03, 5.36it/s] 156/499 4.32G 0.01654 0.01286 0.004173 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 156/499 4.32G 0.01656 0.01277 0.004294 65 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 156/499 4.32G 0.01656 0.01277 0.004294 65 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 156/499 4.32G 0.01653 0.01277 0.004313 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 156/499 4.32G 0.01653 0.01277 0.004313 79 640: 60%|###### | 24/40 [00:04<00:02, 5.36it/s] 156/499 4.32G 0.0165 0.01278 0.004284 74 640: 60%|###### | 24/40 [00:04<00:02, 5.36it/s] 156/499 4.32G 0.0165 0.01278 0.004284 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 156/499 4.32G 0.01643 0.01278 0.004259 90 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 156/499 4.32G 0.01643 0.01278 0.004259 90 640: 65%|######5 | 26/40 [00:04<00:02, 5.30it/s] 156/499 4.32G 0.01641 0.01284 0.004313 79 640: 65%|######5 | 26/40 [00:05<00:02, 5.30it/s] 156/499 4.32G 0.01641 0.01284 0.004313 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 156/499 4.32G 0.01636 0.01276 0.004227 69 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 156/499 4.32G 0.01636 0.01276 0.004227 69 640: 70%|####### | 28/40 [00:05<00:02, 5.17it/s] 156/499 4.32G 0.01632 0.0128 0.004174 76 640: 70%|####### | 28/40 [00:05<00:02, 5.17it/s] 156/499 4.32G 0.01632 0.0128 0.004174 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 156/499 4.32G 0.01624 0.01277 0.004198 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.26it/s] 156/499 4.32G 0.01624 0.01277 0.004198 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 156/499 4.32G 0.01621 0.0127 0.004138 72 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 156/499 4.32G 0.01621 0.0127 0.004138 72 640: 78%|#######7 | 31/40 [00:05<00:01, 5.13it/s] 156/499 4.32G 0.01619 0.01269 0.004111 81 640: 78%|#######7 | 31/40 [00:06<00:01, 5.13it/s] 156/499 4.32G 0.01619 0.01269 0.004111 81 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 156/499 4.32G 0.01613 0.01263 0.004221 66 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 156/499 4.32G 0.01613 0.01263 0.004221 66 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 156/499 4.32G 0.01609 0.01256 0.004195 66 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 156/499 4.32G 0.01609 0.01256 0.004195 66 640: 85%|########5 | 34/40 [00:06<00:01, 5.18it/s] 156/499 4.32G 0.01611 0.01258 0.004268 81 640: 85%|########5 | 34/40 [00:06<00:01, 5.18it/s] 156/499 4.32G 0.01611 0.01258 0.004268 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.24it/s] 156/499 4.32G 0.01615 0.01251 0.004442 60 640: 88%|########7 | 35/40 [00:06<00:00, 5.24it/s] 156/499 4.32G 0.01615 0.01251 0.004442 60 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 156/499 4.32G 0.01612 0.01251 0.004462 79 640: 90%|######### | 36/40 [00:07<00:00, 5.30it/s] 156/499 4.32G 0.01612 0.01251 0.004462 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.16it/s] 156/499 4.32G 0.0161 0.01253 0.004434 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.16it/s] 156/499 4.32G 0.0161 0.01253 0.004434 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.19it/s] 156/499 4.32G 0.01607 0.01252 0.004436 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.19it/s] 156/499 4.32G 0.01607 0.01252 0.004436 75 640: 98%|#########7| 39/40 [00:07<00:00, 5.28it/s] 156/499 4.32G 0.01604 0.01246 0.004507 32 640: 98%|#########7| 39/40 [00:07<00:00, 5.28it/s] 156/499 4.32G 0.01604 0.01246 0.004507 32 640: 100%|##########| 40/40 [00:07<00:00, 5.23it/s] 156/499 4.32G 0.01604 0.01246 0.004507 32 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.23it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.22it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.37it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.89it/s] all 132 263 0.81 0.00877 0.0146 0.00644 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 157/499 4.32G 0.01524 0.0134 0.00489 87 640: 0%| | 0/40 [00:00<?, ?it/s] 157/499 4.32G 0.01524 0.0134 0.00489 87 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 157/499 4.32G 0.01391 0.01317 0.003571 79 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 157/499 4.32G 0.01391 0.01317 0.003571 79 640: 5%|5 | 2/40 [00:00<00:06, 5.56it/s] 157/499 4.32G 0.0146 0.01267 0.002929 67 640: 5%|5 | 2/40 [00:00<00:06, 5.56it/s] 157/499 4.32G 0.0146 0.01267 0.002929 67 640: 8%|7 | 3/40 [00:00<00:07, 4.77it/s] 157/499 4.32G 0.01458 0.01228 0.003366 67 640: 8%|7 | 3/40 [00:00<00:07, 4.77it/s] 157/499 4.32G 0.01458 0.01228 0.003366 67 640: 10%|# | 4/40 [00:00<00:07, 5.01it/s] 157/499 4.32G 0.01444 0.01212 0.00394 74 640: 10%|# | 4/40 [00:00<00:07, 5.01it/s] 157/499 4.32G 0.01444 0.01212 0.00394 74 640: 12%|#2 | 5/40 [00:00<00:06, 5.18it/s] 157/499 4.32G 0.01442 0.01191 0.003729 64 640: 12%|#2 | 5/40 [00:01<00:06, 5.18it/s] 157/499 4.32G 0.01442 0.01191 0.003729 64 640: 15%|#5 | 6/40 [00:01<00:06, 5.09it/s] 157/499 4.32G 0.01457 0.01207 0.003753 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.09it/s] 157/499 4.32G 0.01457 0.01207 0.003753 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.17it/s] 157/499 4.32G 0.01451 0.01195 0.003529 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.17it/s] 157/499 4.32G 0.01451 0.01195 0.003529 73 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 157/499 4.32G 0.01464 0.01177 0.003822 60 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 157/499 4.32G 0.01464 0.01177 0.003822 60 640: 22%|##2 | 9/40 [00:01<00:06, 5.14it/s] 157/499 4.32G 0.01462 0.01165 0.004314 72 640: 22%|##2 | 9/40 [00:01<00:06, 5.14it/s] 157/499 4.32G 0.01462 0.01165 0.004314 72 640: 25%|##5 | 10/40 [00:01<00:05, 5.25it/s] 157/499 4.32G 0.01481 0.01192 0.00407 77 640: 25%|##5 | 10/40 [00:02<00:05, 5.25it/s] 157/499 4.32G 0.01481 0.01192 0.00407 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.34it/s] 157/499 4.32G 0.01486 0.01193 0.003918 76 640: 28%|##7 | 11/40 [00:02<00:05, 5.34it/s] 157/499 4.32G 0.01486 0.01193 0.003918 76 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 157/499 4.32G 0.01496 0.01174 0.004202 54 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 157/499 4.32G 0.01496 0.01174 0.004202 54 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 157/499 4.32G 0.01505 0.0116 0.00429 60 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 157/499 4.32G 0.01505 0.0116 0.00429 60 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 157/499 4.32G 0.01506 0.01172 0.004247 83 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 157/499 4.32G 0.01506 0.01172 0.004247 83 640: 38%|###7 | 15/40 [00:02<00:04, 5.23it/s] 157/499 4.32G 0.01512 0.01171 0.004317 71 640: 38%|###7 | 15/40 [00:03<00:04, 5.23it/s] 157/499 4.32G 0.01512 0.01171 0.004317 71 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 157/499 4.32G 0.01514 0.0119 0.004375 97 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 157/499 4.32G 0.01514 0.0119 0.004375 97 640: 42%|####2 | 17/40 [00:03<00:04, 5.38it/s] 157/499 4.32G 0.01503 0.01189 0.00426 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.38it/s] 157/499 4.32G 0.01503 0.01189 0.00426 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 157/499 4.32G 0.01525 0.01193 0.004184 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 157/499 4.32G 0.01525 0.01193 0.004184 73 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 157/499 4.32G 0.01536 0.01215 0.004216 89 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 157/499 4.32G 0.01536 0.01215 0.004216 89 640: 50%|##### | 20/40 [00:03<00:03, 5.37it/s] 157/499 4.32G 0.01536 0.01211 0.004122 66 640: 50%|##### | 20/40 [00:04<00:03, 5.37it/s] 157/499 4.32G 0.01536 0.01211 0.004122 66 640: 52%|#####2 | 21/40 [00:04<00:03, 5.15it/s] 157/499 4.32G 0.0153 0.01204 0.004043 70 640: 52%|#####2 | 21/40 [00:04<00:03, 5.15it/s] 157/499 4.32G 0.0153 0.01204 0.004043 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 157/499 4.32G 0.01525 0.01193 0.004243 62 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 157/499 4.32G 0.01525 0.01193 0.004243 62 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 157/499 4.32G 0.01523 0.01197 0.004197 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 157/499 4.32G 0.01523 0.01197 0.004197 79 640: 60%|###### | 24/40 [00:04<00:03, 5.11it/s] 157/499 4.32G 0.01519 0.01202 0.004125 84 640: 60%|###### | 24/40 [00:04<00:03, 5.11it/s] 157/499 4.32G 0.01519 0.01202 0.004125 84 640: 62%|######2 | 25/40 [00:04<00:02, 5.22it/s] 157/499 4.32G 0.01521 0.01204 0.004067 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.22it/s] 157/499 4.32G 0.01521 0.01204 0.004067 72 640: 65%|######5 | 26/40 [00:04<00:02, 5.30it/s] 157/499 4.32G 0.01516 0.01207 0.00395 78 640: 65%|######5 | 26/40 [00:05<00:02, 5.30it/s] 157/499 4.32G 0.01516 0.01207 0.00395 78 640: 68%|######7 | 27/40 [00:05<00:02, 5.19it/s] 157/499 4.32G 0.01519 0.01199 0.004073 56 640: 68%|######7 | 27/40 [00:05<00:02, 5.19it/s] 157/499 4.32G 0.01519 0.01199 0.004073 56 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 157/499 4.32G 0.01526 0.01197 0.004006 65 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 157/499 4.32G 0.01526 0.01197 0.004006 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 157/499 4.32G 0.01529 0.01201 0.00395 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 157/499 4.32G 0.01529 0.01201 0.00395 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.11it/s] 157/499 4.32G 0.0153 0.01206 0.003978 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.11it/s] 157/499 4.32G 0.0153 0.01206 0.003978 68 640: 78%|#######7 | 31/40 [00:05<00:01, 5.22it/s] 157/499 4.32G 0.01532 0.01205 0.00394 73 640: 78%|#######7 | 31/40 [00:06<00:01, 5.22it/s] 157/499 4.32G 0.01532 0.01205 0.00394 73 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 157/499 4.32G 0.01531 0.01205 0.003913 75 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 157/499 4.32G 0.01531 0.01205 0.003913 75 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 157/499 4.32G 0.0153 0.01209 0.003958 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 157/499 4.32G 0.0153 0.01209 0.003958 82 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 157/499 4.32G 0.01537 0.01213 0.003917 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 157/499 4.32G 0.01537 0.01213 0.003917 76 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 157/499 4.32G 0.01536 0.0122 0.003903 86 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 157/499 4.32G 0.01536 0.0122 0.003903 86 640: 90%|######### | 36/40 [00:06<00:00, 5.14it/s] 157/499 4.32G 0.01535 0.01219 0.003908 77 640: 90%|######### | 36/40 [00:07<00:00, 5.14it/s] 157/499 4.32G 0.01535 0.01219 0.003908 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.24it/s] 157/499 4.32G 0.01535 0.01216 0.003846 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.24it/s] 157/499 4.32G 0.01535 0.01216 0.003846 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.32it/s] 157/499 4.32G 0.01536 0.01219 0.003892 76 640: 95%|#########5| 38/40 [00:07<00:00, 5.32it/s] 157/499 4.32G 0.01536 0.01219 0.003892 76 640: 98%|#########7| 39/40 [00:07<00:00, 5.15it/s] 157/499 4.32G 0.01534 0.01217 0.003847 39 640: 98%|#########7| 39/40 [00:07<00:00, 5.15it/s] 157/499 4.32G 0.01534 0.01217 0.003847 39 640: 100%|##########| 40/40 [00:07<00:00, 5.33it/s] 157/499 4.32G 0.01534 0.01217 0.003847 39 640: 100%|##########| 40/40 [00:07<00:00, 5.24it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.86it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.66it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.69it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.78it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.35it/s] all 132 263 0.55 0.00702 0.00885 0.00437 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 158/499 4.32G 0.01626 0.01308 0.003378 72 640: 0%| | 0/40 [00:00<?, ?it/s] 158/499 4.32G 0.01626 0.01308 0.003378 72 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 158/499 4.32G 0.01512 0.01191 0.003445 76 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 158/499 4.32G 0.01512 0.01191 0.003445 76 640: 5%|5 | 2/40 [00:00<00:07, 5.14it/s] 158/499 4.32G 0.01484 0.01141 0.003178 64 640: 5%|5 | 2/40 [00:00<00:07, 5.14it/s] 158/499 4.32G 0.01484 0.01141 0.003178 64 640: 8%|7 | 3/40 [00:00<00:06, 5.30it/s] 158/499 4.32G 0.01442 0.01104 0.003141 69 640: 8%|7 | 3/40 [00:00<00:06, 5.30it/s] 158/499 4.32G 0.01442 0.01104 0.003141 69 640: 10%|# | 4/40 [00:00<00:06, 5.40it/s] 158/499 4.32G 0.01461 0.01177 0.002857 90 640: 10%|# | 4/40 [00:00<00:06, 5.40it/s] 158/499 4.32G 0.01461 0.01177 0.002857 90 640: 12%|#2 | 5/40 [00:00<00:06, 5.17it/s] 158/499 4.32G 0.01475 0.012 0.003011 83 640: 12%|#2 | 5/40 [00:01<00:06, 5.17it/s] 158/499 4.32G 0.01475 0.012 0.003011 83 640: 15%|#5 | 6/40 [00:01<00:06, 5.28it/s] 158/499 4.32G 0.01481 0.01196 0.002767 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.28it/s] 158/499 4.32G 0.01481 0.01196 0.002767 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 158/499 4.32G 0.01482 0.0122 0.002922 86 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 158/499 4.32G 0.01482 0.0122 0.002922 86 640: 20%|## | 8/40 [00:01<00:06, 5.16it/s] 158/499 4.32G 0.01498 0.01214 0.003399 66 640: 20%|## | 8/40 [00:01<00:06, 5.16it/s] 158/499 4.32G 0.01498 0.01214 0.003399 66 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 158/499 4.32G 0.01501 0.01202 0.003497 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 158/499 4.32G 0.01501 0.01202 0.003497 72 640: 25%|##5 | 10/40 [00:01<00:05, 5.32it/s] 158/499 4.32G 0.01513 0.01198 0.003391 68 640: 25%|##5 | 10/40 [00:02<00:05, 5.32it/s] 158/499 4.32G 0.01513 0.01198 0.003391 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.16it/s] 158/499 4.32G 0.01517 0.01197 0.003589 67 640: 28%|##7 | 11/40 [00:02<00:05, 5.16it/s] 158/499 4.32G 0.01517 0.01197 0.003589 67 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 158/499 4.32G 0.01502 0.01195 0.003863 85 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 158/499 4.32G 0.01502 0.01195 0.003863 85 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 158/499 4.32G 0.01493 0.01191 0.003791 78 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 158/499 4.32G 0.01493 0.01191 0.003791 78 640: 35%|###5 | 14/40 [00:02<00:05, 5.16it/s] 158/499 4.32G 0.01503 0.01187 0.003871 70 640: 35%|###5 | 14/40 [00:02<00:05, 5.16it/s] 158/499 4.32G 0.01503 0.01187 0.003871 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.27it/s] 158/499 4.32G 0.01497 0.01191 0.003858 78 640: 38%|###7 | 15/40 [00:03<00:04, 5.27it/s] 158/499 4.32G 0.01497 0.01191 0.003858 78 640: 40%|#### | 16/40 [00:03<00:04, 5.29it/s] 158/499 4.32G 0.015 0.01203 0.003728 81 640: 40%|#### | 16/40 [00:03<00:04, 5.29it/s] 158/499 4.32G 0.015 0.01203 0.003728 81 640: 42%|####2 | 17/40 [00:03<00:04, 5.16it/s] 158/499 4.32G 0.01501 0.01196 0.003963 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.16it/s] 158/499 4.32G 0.01501 0.01196 0.003963 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 158/499 4.32G 0.01508 0.01193 0.004332 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 158/499 4.32G 0.01508 0.01193 0.004332 67 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 158/499 4.32G 0.01504 0.01202 0.004278 86 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 158/499 4.32G 0.01504 0.01202 0.004278 86 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 158/499 4.32G 0.01499 0.01204 0.004193 75 640: 50%|##### | 20/40 [00:04<00:03, 5.21it/s] 158/499 4.32G 0.01499 0.01204 0.004193 75 640: 52%|#####2 | 21/40 [00:04<00:03, 5.23it/s] 158/499 4.32G 0.01505 0.01209 0.004198 80 640: 52%|#####2 | 21/40 [00:04<00:03, 5.23it/s] 158/499 4.32G 0.01505 0.01209 0.004198 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 158/499 4.32G 0.01506 0.01217 0.004574 82 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 158/499 4.32G 0.01506 0.01217 0.004574 82 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 158/499 4.32G 0.01504 0.01218 0.004642 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.20it/s] 158/499 4.32G 0.01504 0.01218 0.004642 73 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 158/499 4.32G 0.01509 0.01213 0.004654 69 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 158/499 4.32G 0.01509 0.01213 0.004654 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.20it/s] 158/499 4.32G 0.0151 0.01219 0.004669 84 640: 62%|######2 | 25/40 [00:04<00:02, 5.20it/s] 158/499 4.32G 0.0151 0.01219 0.004669 84 640: 65%|######5 | 26/40 [00:04<00:02, 5.10it/s] 158/499 4.32G 0.01512 0.01218 0.00466 69 640: 65%|######5 | 26/40 [00:05<00:02, 5.10it/s] 158/499 4.32G 0.01512 0.01218 0.00466 69 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 158/499 4.32G 0.0151 0.01221 0.004607 87 640: 68%|######7 | 27/40 [00:05<00:02, 5.21it/s] 158/499 4.32G 0.0151 0.01221 0.004607 87 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 158/499 4.32G 0.01503 0.01215 0.004676 74 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 158/499 4.32G 0.01503 0.01215 0.004676 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 158/499 4.32G 0.01509 0.01224 0.004699 84 640: 72%|#######2 | 29/40 [00:05<00:02, 5.18it/s] 158/499 4.32G 0.01509 0.01224 0.004699 84 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 158/499 4.32G 0.01509 0.01216 0.004642 54 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 158/499 4.32G 0.01509 0.01216 0.004642 54 640: 78%|#######7 | 31/40 [00:05<00:01, 5.35it/s] 158/499 4.32G 0.01512 0.01216 0.004652 75 640: 78%|#######7 | 31/40 [00:06<00:01, 5.35it/s] 158/499 4.32G 0.01512 0.01216 0.004652 75 640: 80%|######## | 32/40 [00:06<00:01, 5.21it/s] 158/499 4.32G 0.01514 0.0122 0.004661 85 640: 80%|######## | 32/40 [00:06<00:01, 5.21it/s] 158/499 4.32G 0.01514 0.0122 0.004661 85 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 158/499 4.32G 0.01511 0.01225 0.004644 84 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 158/499 4.32G 0.01511 0.01225 0.004644 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.37it/s] 158/499 4.32G 0.01517 0.01226 0.004802 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.37it/s] 158/499 4.32G 0.01517 0.01226 0.004802 79 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 158/499 4.32G 0.0152 0.01233 0.004804 82 640: 88%|########7 | 35/40 [00:06<00:00, 5.22it/s] 158/499 4.32G 0.0152 0.01233 0.004804 82 640: 90%|######### | 36/40 [00:06<00:00, 5.33it/s] 158/499 4.32G 0.01518 0.01231 0.004749 77 640: 90%|######### | 36/40 [00:07<00:00, 5.33it/s] 158/499 4.32G 0.01518 0.01231 0.004749 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 158/499 4.32G 0.0152 0.01238 0.004723 80 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 158/499 4.32G 0.0152 0.01238 0.004723 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.14it/s] 158/499 4.32G 0.01519 0.01243 0.004806 88 640: 95%|#########5| 38/40 [00:07<00:00, 5.14it/s] 158/499 4.32G 0.01519 0.01243 0.004806 88 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 158/499 4.32G 0.01529 0.01255 0.00479 43 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 158/499 4.32G 0.01529 0.01255 0.00479 43 640: 100%|##########| 40/40 [00:07<00:00, 5.41it/s] 158/499 4.32G 0.01529 0.01255 0.00479 43 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.61it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.55it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.56it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.29it/s] all 132 263 0.00879 0.0178 0.0116 0.00701 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 159/499 4.32G 0.01615 0.01257 0.004218 81 640: 0%| | 0/40 [00:00<?, ?it/s] 159/499 4.32G 0.01615 0.01257 0.004218 81 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 159/499 4.32G 0.01495 0.01209 0.003338 73 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 159/499 4.32G 0.01495 0.01209 0.003338 73 640: 5%|5 | 2/40 [00:00<00:07, 5.32it/s] 159/499 4.32G 0.01546 0.01181 0.004315 76 640: 5%|5 | 2/40 [00:00<00:07, 5.32it/s] 159/499 4.32G 0.01546 0.01181 0.004315 76 640: 8%|7 | 3/40 [00:00<00:06, 5.29it/s] 159/499 4.32G 0.01566 0.01166 0.005386 65 640: 8%|7 | 3/40 [00:00<00:06, 5.29it/s] 159/499 4.32G 0.01566 0.01166 0.005386 65 640: 10%|# | 4/40 [00:00<00:06, 5.16it/s] 159/499 4.32G 0.01583 0.01154 0.004819 65 640: 10%|# | 4/40 [00:00<00:06, 5.16it/s] 159/499 4.32G 0.01583 0.01154 0.004819 65 640: 12%|#2 | 5/40 [00:00<00:06, 5.28it/s] 159/499 4.32G 0.01546 0.01159 0.004271 75 640: 12%|#2 | 5/40 [00:01<00:06, 5.28it/s] 159/499 4.32G 0.01546 0.01159 0.004271 75 640: 15%|#5 | 6/40 [00:01<00:06, 5.39it/s] 159/499 4.32G 0.01576 0.01156 0.004966 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.39it/s] 159/499 4.32G 0.01576 0.01156 0.004966 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.25it/s] 159/499 4.32G 0.01609 0.01179 0.005212 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.25it/s] 159/499 4.32G 0.01609 0.01179 0.005212 79 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 159/499 4.32G 0.01606 0.01226 0.004977 91 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 159/499 4.32G 0.01606 0.01226 0.004977 91 640: 22%|##2 | 9/40 [00:01<00:05, 5.39it/s] 159/499 4.32G 0.0161 0.01226 0.004887 73 640: 22%|##2 | 9/40 [00:01<00:05, 5.39it/s] 159/499 4.32G 0.0161 0.01226 0.004887 73 640: 25%|##5 | 10/40 [00:01<00:05, 5.25it/s] 159/499 4.32G 0.01612 0.01243 0.004848 79 640: 25%|##5 | 10/40 [00:02<00:05, 5.25it/s] 159/499 4.32G 0.01612 0.01243 0.004848 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 159/499 4.32G 0.01616 0.01236 0.004762 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 159/499 4.32G 0.01616 0.01236 0.004762 65 640: 30%|### | 12/40 [00:02<00:05, 5.42it/s] 159/499 4.32G 0.01616 0.01227 0.004529 66 640: 30%|### | 12/40 [00:02<00:05, 5.42it/s] 159/499 4.32G 0.01616 0.01227 0.004529 66 640: 32%|###2 | 13/40 [00:02<00:05, 5.28it/s] 159/499 4.32G 0.01606 0.01204 0.004271 56 640: 32%|###2 | 13/40 [00:02<00:05, 5.28it/s] 159/499 4.32G 0.01606 0.01204 0.004271 56 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 159/499 4.32G 0.01587 0.01238 0.004182 103 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 159/499 4.32G 0.01587 0.01238 0.004182 103 640: 38%|###7 | 15/40 [00:02<00:04, 5.40it/s] 159/499 4.32G 0.01574 0.01235 0.004129 69 640: 38%|###7 | 15/40 [00:03<00:04, 5.40it/s] 159/499 4.32G 0.01574 0.01235 0.004129 69 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 159/499 4.32G 0.01572 0.01218 0.004079 59 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 159/499 4.32G 0.01572 0.01218 0.004079 59 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 159/499 4.32G 0.01554 0.01207 0.004027 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 159/499 4.32G 0.01554 0.01207 0.004027 71 640: 45%|####5 | 18/40 [00:03<00:04, 5.43it/s] 159/499 4.32G 0.01561 0.01207 0.004079 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.43it/s] 159/499 4.32G 0.01561 0.01207 0.004079 66 640: 48%|####7 | 19/40 [00:03<00:04, 5.25it/s] 159/499 4.32G 0.01567 0.01221 0.004155 84 640: 48%|####7 | 19/40 [00:03<00:04, 5.25it/s] 159/499 4.32G 0.01567 0.01221 0.004155 84 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 159/499 4.32G 0.01565 0.01225 0.004067 82 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 159/499 4.32G 0.01565 0.01225 0.004067 82 640: 52%|#####2 | 21/40 [00:03<00:03, 5.40it/s] 159/499 4.32G 0.01562 0.01234 0.004055 90 640: 52%|#####2 | 21/40 [00:04<00:03, 5.40it/s] 159/499 4.32G 0.01562 0.01234 0.004055 90 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 159/499 4.32G 0.01562 0.01227 0.00401 65 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 159/499 4.32G 0.01562 0.01227 0.00401 65 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 159/499 4.32G 0.01575 0.01222 0.004078 63 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 159/499 4.32G 0.01575 0.01222 0.004078 63 640: 60%|###### | 24/40 [00:04<00:02, 5.43it/s] 159/499 4.32G 0.01575 0.01217 0.004005 73 640: 60%|###### | 24/40 [00:04<00:02, 5.43it/s] 159/499 4.32G 0.01575 0.01217 0.004005 73 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 159/499 4.32G 0.01574 0.01216 0.003927 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.27it/s] 159/499 4.32G 0.01574 0.01216 0.003927 78 640: 65%|######5 | 26/40 [00:04<00:02, 5.35it/s] 159/499 4.32G 0.01568 0.01219 0.003812 82 640: 65%|######5 | 26/40 [00:05<00:02, 5.35it/s] 159/499 4.32G 0.01568 0.01219 0.003812 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.41it/s] 159/499 4.32G 0.01566 0.01211 0.004077 63 640: 68%|######7 | 27/40 [00:05<00:02, 5.41it/s] 159/499 4.32G 0.01566 0.01211 0.004077 63 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 159/499 4.32G 0.01563 0.01219 0.004103 92 640: 70%|####### | 28/40 [00:05<00:02, 5.24it/s] 159/499 4.32G 0.01563 0.01219 0.004103 92 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 159/499 4.32G 0.0156 0.01214 0.004052 61 640: 72%|#######2 | 29/40 [00:05<00:02, 5.30it/s] 159/499 4.32G 0.0156 0.01214 0.004052 61 640: 75%|#######5 | 30/40 [00:05<00:01, 5.35it/s] 159/499 4.32G 0.01564 0.01215 0.004171 69 640: 75%|#######5 | 30/40 [00:05<00:01, 5.35it/s] 159/499 4.32G 0.01564 0.01215 0.004171 69 640: 78%|#######7 | 31/40 [00:05<00:01, 5.21it/s] 159/499 4.32G 0.01566 0.01212 0.004213 68 640: 78%|#######7 | 31/40 [00:06<00:01, 5.21it/s] 159/499 4.32G 0.01566 0.01212 0.004213 68 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 159/499 4.32G 0.01561 0.01212 0.004156 82 640: 80%|######## | 32/40 [00:06<00:01, 5.28it/s] 159/499 4.32G 0.01561 0.01212 0.004156 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.36it/s] 159/499 4.32G 0.01553 0.01201 0.004121 62 640: 82%|########2 | 33/40 [00:06<00:01, 5.36it/s] 159/499 4.32G 0.01553 0.01201 0.004121 62 640: 85%|########5 | 34/40 [00:06<00:01, 5.23it/s] 159/499 4.32G 0.01557 0.01204 0.004274 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.23it/s] 159/499 4.32G 0.01557 0.01204 0.004274 79 640: 88%|########7 | 35/40 [00:06<00:00, 5.25it/s] 159/499 4.32G 0.01555 0.012 0.004246 66 640: 88%|########7 | 35/40 [00:06<00:00, 5.25it/s] 159/499 4.32G 0.01555 0.012 0.004246 66 640: 90%|######### | 36/40 [00:06<00:00, 5.32it/s] 159/499 4.32G 0.01555 0.01197 0.004234 68 640: 90%|######### | 36/40 [00:06<00:00, 5.32it/s] 159/499 4.32G 0.01555 0.01197 0.004234 68 640: 92%|#########2| 37/40 [00:06<00:00, 5.20it/s] 159/499 4.32G 0.01554 0.012 0.004184 84 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 159/499 4.32G 0.01554 0.012 0.004184 84 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 159/499 4.32G 0.01548 0.01204 0.004221 83 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 159/499 4.32G 0.01548 0.01204 0.004221 83 640: 98%|#########7| 39/40 [00:07<00:00, 5.37it/s] 159/499 4.32G 0.01545 0.01205 0.004263 39 640: 98%|#########7| 39/40 [00:07<00:00, 5.37it/s] 159/499 4.32G 0.01545 0.01205 0.004263 39 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] 159/499 4.32G 0.01545 0.01205 0.004263 39 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.71it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.75it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.79it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.82it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.38it/s] all 132 263 0.463 0.0495 0.071 0.0343 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 160/499 4.32G 0.01645 0.01323 0.00845 77 640: 0%| | 0/40 [00:00<?, ?it/s] 160/499 4.32G 0.01645 0.01323 0.00845 77 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 160/499 4.32G 0.0173 0.01235 0.006859 54 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 160/499 4.32G 0.0173 0.01235 0.006859 54 640: 5%|5 | 2/40 [00:00<00:06, 5.55it/s] 160/499 4.32G 0.01615 0.01222 0.005896 73 640: 5%|5 | 2/40 [00:00<00:06, 5.55it/s] 160/499 4.32G 0.01615 0.01222 0.005896 73 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 160/499 4.32G 0.01607 0.0128 0.005153 86 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 160/499 4.32G 0.01607 0.0128 0.005153 86 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 160/499 4.32G 0.01601 0.01278 0.004964 74 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 160/499 4.32G 0.01601 0.01278 0.004964 74 640: 12%|#2 | 5/40 [00:00<00:06, 5.41it/s] 160/499 4.32G 0.01621 0.01282 0.005148 71 640: 12%|#2 | 5/40 [00:01<00:06, 5.41it/s] 160/499 4.32G 0.01621 0.01282 0.005148 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 160/499 4.32G 0.01599 0.01252 0.005231 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 160/499 4.32G 0.01599 0.01252 0.005231 66 640: 18%|#7 | 7/40 [00:01<00:06, 5.31it/s] 160/499 4.32G 0.01575 0.01242 0.005011 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.31it/s] 160/499 4.32G 0.01575 0.01242 0.005011 69 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 160/499 4.32G 0.01563 0.01238 0.004655 69 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 160/499 4.32G 0.01563 0.01238 0.004655 69 640: 22%|##2 | 9/40 [00:01<00:06, 5.11it/s] 160/499 4.32G 0.01566 0.01243 0.004708 77 640: 22%|##2 | 9/40 [00:01<00:06, 5.11it/s] 160/499 4.32G 0.01566 0.01243 0.004708 77 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 160/499 4.32G 0.01562 0.01235 0.004662 69 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 160/499 4.32G 0.01562 0.01235 0.004662 69 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 160/499 4.32G 0.01575 0.01241 0.004788 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 160/499 4.32G 0.01575 0.01241 0.004788 74 640: 30%|### | 12/40 [00:02<00:05, 5.19it/s] 160/499 4.32G 0.01558 0.01232 0.004982 75 640: 30%|### | 12/40 [00:02<00:05, 5.19it/s] 160/499 4.32G 0.01558 0.01232 0.004982 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.29it/s] 160/499 4.32G 0.01562 0.01228 0.004857 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.29it/s] 160/499 4.32G 0.01562 0.01228 0.004857 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.36it/s] 160/499 4.32G 0.01566 0.01231 0.00473 77 640: 35%|###5 | 14/40 [00:02<00:04, 5.36it/s] 160/499 4.32G 0.01566 0.01231 0.00473 77 640: 38%|###7 | 15/40 [00:02<00:04, 5.21it/s] 160/499 4.32G 0.01564 0.01233 0.004766 82 640: 38%|###7 | 15/40 [00:03<00:04, 5.21it/s] 160/499 4.32G 0.01564 0.01233 0.004766 82 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 160/499 4.32G 0.01554 0.01226 0.00478 72 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 160/499 4.32G 0.01554 0.01226 0.00478 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 160/499 4.32G 0.01563 0.0122 0.004817 54 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 160/499 4.32G 0.01563 0.0122 0.004817 54 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 160/499 4.32G 0.01566 0.01235 0.00488 83 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 160/499 4.32G 0.01566 0.01235 0.00488 83 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 160/499 4.32G 0.01564 0.01236 0.004805 73 640: 48%|####7 | 19/40 [00:03<00:03, 5.30it/s] 160/499 4.32G 0.01564 0.01236 0.004805 73 640: 50%|##### | 20/40 [00:03<00:03, 5.37it/s] 160/499 4.32G 0.01563 0.01244 0.004728 79 640: 50%|##### | 20/40 [00:03<00:03, 5.37it/s] 160/499 4.32G 0.01563 0.01244 0.004728 79 640: 52%|#####2 | 21/40 [00:03<00:03, 5.23it/s] 160/499 4.32G 0.01581 0.01247 0.004641 70 640: 52%|#####2 | 21/40 [00:04<00:03, 5.23it/s] 160/499 4.32G 0.01581 0.01247 0.004641 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 160/499 4.32G 0.01582 0.01245 0.004545 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.31it/s] 160/499 4.32G 0.01582 0.01245 0.004545 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.38it/s] 160/499 4.32G 0.01578 0.01239 0.004485 59 640: 57%|#####7 | 23/40 [00:04<00:03, 5.38it/s] 160/499 4.32G 0.01578 0.01239 0.004485 59 640: 60%|###### | 24/40 [00:04<00:03, 5.23it/s] 160/499 4.32G 0.0158 0.01237 0.004532 74 640: 60%|###### | 24/40 [00:04<00:03, 5.23it/s] 160/499 4.32G 0.0158 0.01237 0.004532 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 160/499 4.32G 0.01577 0.01237 0.00447 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.32it/s] 160/499 4.32G 0.01577 0.01237 0.00447 74 640: 65%|######5 | 26/40 [00:04<00:02, 5.38it/s] 160/499 4.32G 0.01569 0.01228 0.004374 64 640: 65%|######5 | 26/40 [00:05<00:02, 5.38it/s] 160/499 4.32G 0.01569 0.01228 0.004374 64 640: 68%|######7 | 27/40 [00:05<00:02, 5.24it/s] 160/499 4.32G 0.01568 0.01221 0.004374 64 640: 68%|######7 | 27/40 [00:05<00:02, 5.24it/s] 160/499 4.32G 0.01568 0.01221 0.004374 64 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 160/499 4.32G 0.01564 0.01227 0.004429 87 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 160/499 4.32G 0.01564 0.01227 0.004429 87 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 160/499 4.32G 0.01565 0.01229 0.004363 75 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 160/499 4.32G 0.01565 0.01229 0.004363 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 160/499 4.32G 0.01559 0.01223 0.004355 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.21it/s] 160/499 4.32G 0.01559 0.01223 0.004355 66 640: 78%|#######7 | 31/40 [00:05<00:01, 5.31it/s] 160/499 4.32G 0.0156 0.0123 0.004295 88 640: 78%|#######7 | 31/40 [00:06<00:01, 5.31it/s] 160/499 4.32G 0.0156 0.0123 0.004295 88 640: 80%|######## | 32/40 [00:06<00:01, 5.37it/s] 160/499 4.32G 0.01559 0.01233 0.004236 84 640: 80%|######## | 32/40 [00:06<00:01, 5.37it/s] 160/499 4.32G 0.01559 0.01233 0.004236 84 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 160/499 4.32G 0.01553 0.01224 0.004146 58 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 160/499 4.32G 0.01553 0.01224 0.004146 58 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 160/499 4.32G 0.01555 0.01228 0.004199 81 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 160/499 4.32G 0.01555 0.01228 0.004199 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 160/499 4.32G 0.01558 0.01231 0.004317 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 160/499 4.32G 0.01558 0.01231 0.004317 71 640: 90%|######### | 36/40 [00:06<00:00, 5.20it/s] 160/499 4.32G 0.01556 0.01235 0.004274 81 640: 90%|######### | 36/40 [00:06<00:00, 5.20it/s] 160/499 4.32G 0.01556 0.01235 0.004274 81 640: 92%|#########2| 37/40 [00:06<00:00, 5.27it/s] 160/499 4.32G 0.01561 0.01249 0.004325 92 640: 92%|#########2| 37/40 [00:07<00:00, 5.27it/s] 160/499 4.32G 0.01561 0.01249 0.004325 92 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 160/499 4.32G 0.01555 0.01237 0.00428 53 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 160/499 4.32G 0.01555 0.01237 0.00428 53 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 160/499 4.32G 0.01552 0.01231 0.004252 34 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 160/499 4.32G 0.01552 0.01231 0.004252 34 640: 100%|##########| 40/40 [00:07<00:00, 5.37it/s] 160/499 4.32G 0.01552 0.01231 0.004252 34 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.97it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.98it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.96it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.02it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.59it/s] all 132 263 0.189 0.0105 0.0125 0.00646 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 161/499 4.32G 0.0131 0.01223 0.00307 81 640: 0%| | 0/40 [00:00<?, ?it/s] 161/499 4.32G 0.0131 0.01223 0.00307 81 640: 2%|2 | 1/40 [00:00<00:07, 5.47it/s] 161/499 4.32G 0.01438 0.01265 0.004258 70 640: 2%|2 | 1/40 [00:00<00:07, 5.47it/s] 161/499 4.32G 0.01438 0.01265 0.004258 70 640: 5%|5 | 2/40 [00:00<00:07, 5.02it/s] 161/499 4.32G 0.01419 0.01212 0.005122 66 640: 5%|5 | 2/40 [00:00<00:07, 5.02it/s] 161/499 4.32G 0.01419 0.01212 0.005122 66 640: 8%|7 | 3/40 [00:00<00:07, 5.20it/s] 161/499 4.32G 0.01407 0.01226 0.004482 80 640: 8%|7 | 3/40 [00:00<00:07, 5.20it/s] 161/499 4.32G 0.01407 0.01226 0.004482 80 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 161/499 4.32G 0.01432 0.01179 0.004112 62 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 161/499 4.32G 0.01432 0.01179 0.004112 62 640: 12%|#2 | 5/40 [00:00<00:06, 5.19it/s] 161/499 4.32G 0.01441 0.012 0.004271 70 640: 12%|#2 | 5/40 [00:01<00:06, 5.19it/s] 161/499 4.32G 0.01441 0.012 0.004271 70 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 161/499 4.32G 0.01444 0.01146 0.004468 52 640: 15%|#5 | 6/40 [00:01<00:06, 5.30it/s] 161/499 4.32G 0.01444 0.01146 0.004468 52 640: 18%|#7 | 7/40 [00:01<00:06, 5.37it/s] 161/499 4.32G 0.01438 0.01164 0.004074 84 640: 18%|#7 | 7/40 [00:01<00:06, 5.37it/s] 161/499 4.32G 0.01438 0.01164 0.004074 84 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 161/499 4.32G 0.01439 0.0117 0.004112 80 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 161/499 4.32G 0.01439 0.0117 0.004112 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 161/499 4.32G 0.01434 0.01174 0.004051 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 161/499 4.32G 0.01434 0.01174 0.004051 78 640: 25%|##5 | 10/40 [00:01<00:05, 5.39it/s] 161/499 4.32G 0.01436 0.01177 0.004261 73 640: 25%|##5 | 10/40 [00:02<00:05, 5.39it/s] 161/499 4.32G 0.01436 0.01177 0.004261 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 161/499 4.32G 0.01451 0.01172 0.004125 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 161/499 4.32G 0.01451 0.01172 0.004125 65 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 161/499 4.32G 0.01474 0.01188 0.004309 75 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 161/499 4.32G 0.01474 0.01188 0.004309 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.40it/s] 161/499 4.32G 0.01473 0.01191 0.0044 82 640: 32%|###2 | 13/40 [00:02<00:05, 5.40it/s] 161/499 4.32G 0.01473 0.01191 0.0044 82 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 161/499 4.32G 0.01476 0.01218 0.004244 94 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 161/499 4.32G 0.01476 0.01218 0.004244 94 640: 38%|###7 | 15/40 [00:02<00:04, 5.32it/s] 161/499 4.32G 0.01475 0.01206 0.004268 65 640: 38%|###7 | 15/40 [00:03<00:04, 5.32it/s] 161/499 4.32G 0.01475 0.01206 0.004268 65 640: 40%|#### | 16/40 [00:03<00:04, 5.40it/s] 161/499 4.32G 0.01479 0.01204 0.004271 70 640: 40%|#### | 16/40 [00:03<00:04, 5.40it/s] 161/499 4.32G 0.01479 0.01204 0.004271 70 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 161/499 4.32G 0.01483 0.0121 0.004276 82 640: 42%|####2 | 17/40 [00:03<00:04, 5.25it/s] 161/499 4.32G 0.01483 0.0121 0.004276 82 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 161/499 4.32G 0.01482 0.01215 0.004189 78 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 161/499 4.32G 0.01482 0.01215 0.004189 78 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 161/499 4.32G 0.01486 0.01227 0.004415 79 640: 48%|####7 | 19/40 [00:03<00:03, 5.36it/s] 161/499 4.32G 0.01486 0.01227 0.004415 79 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 161/499 4.32G 0.01486 0.01236 0.004442 80 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 161/499 4.32G 0.01486 0.01236 0.004442 80 640: 52%|#####2 | 21/40 [00:03<00:03, 5.32it/s] 161/499 4.32G 0.01494 0.01242 0.004364 77 640: 52%|#####2 | 21/40 [00:04<00:03, 5.32it/s] 161/499 4.32G 0.01494 0.01242 0.004364 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 161/499 4.32G 0.01498 0.01234 0.004317 65 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 161/499 4.32G 0.01498 0.01234 0.004317 65 640: 57%|#####7 | 23/40 [00:04<00:03, 5.17it/s] 161/499 4.32G 0.01505 0.01232 0.004279 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.17it/s] 161/499 4.32G 0.01505 0.01232 0.004279 73 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 161/499 4.32G 0.01509 0.0123 0.004266 78 640: 60%|###### | 24/40 [00:04<00:03, 5.24it/s] 161/499 4.32G 0.01509 0.0123 0.004266 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.34it/s] 161/499 4.32G 0.01507 0.01223 0.004189 67 640: 62%|######2 | 25/40 [00:04<00:02, 5.34it/s] 161/499 4.32G 0.01507 0.01223 0.004189 67 640: 65%|######5 | 26/40 [00:04<00:02, 5.21it/s] 161/499 4.32G 0.01512 0.0123 0.004287 76 640: 65%|######5 | 26/40 [00:05<00:02, 5.21it/s] 161/499 4.32G 0.01512 0.0123 0.004287 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 161/499 4.32G 0.01516 0.01233 0.004245 64 640: 68%|######7 | 27/40 [00:05<00:02, 5.29it/s] 161/499 4.32G 0.01516 0.01233 0.004245 64 640: 70%|####### | 28/40 [00:05<00:02, 5.34it/s] 161/499 4.32G 0.01512 0.01225 0.004158 63 640: 70%|####### | 28/40 [00:05<00:02, 5.34it/s] 161/499 4.32G 0.01512 0.01225 0.004158 63 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 161/499 4.32G 0.01513 0.01232 0.00408 90 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 161/499 4.32G 0.01513 0.01232 0.00408 90 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 161/499 4.32G 0.01513 0.01235 0.00422 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 161/499 4.32G 0.01513 0.01235 0.00422 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.35it/s] 161/499 4.32G 0.01517 0.01236 0.004385 76 640: 78%|#######7 | 31/40 [00:06<00:01, 5.35it/s] 161/499 4.32G 0.01517 0.01236 0.004385 76 640: 80%|######## | 32/40 [00:06<00:01, 4.66it/s] 161/499 4.32G 0.01515 0.01232 0.004397 63 640: 80%|######## | 32/40 [00:06<00:01, 4.66it/s] 161/499 4.32G 0.01515 0.01232 0.004397 63 640: 82%|########2 | 33/40 [00:06<00:01, 4.89it/s] 161/499 4.32G 0.01518 0.01229 0.004418 59 640: 82%|########2 | 33/40 [00:06<00:01, 4.89it/s] 161/499 4.32G 0.01518 0.01229 0.004418 59 640: 85%|########5 | 34/40 [00:06<00:01, 5.07it/s] 161/499 4.32G 0.01515 0.01231 0.004422 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.07it/s] 161/499 4.32G 0.01515 0.01231 0.004422 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.03it/s] 161/499 4.32G 0.0151 0.01231 0.004503 79 640: 88%|########7 | 35/40 [00:06<00:00, 5.03it/s] 161/499 4.32G 0.0151 0.01231 0.004503 79 640: 90%|######### | 36/40 [00:06<00:00, 5.17it/s] 161/499 4.32G 0.01506 0.0123 0.004458 79 640: 90%|######### | 36/40 [00:07<00:00, 5.17it/s] 161/499 4.32G 0.01506 0.0123 0.004458 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.27it/s] 161/499 4.32G 0.01509 0.01236 0.004476 80 640: 92%|#########2| 37/40 [00:07<00:00, 5.27it/s] 161/499 4.32G 0.01509 0.01236 0.004476 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.12it/s] 161/499 4.32G 0.01509 0.01235 0.004389 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.12it/s] 161/499 4.32G 0.01509 0.01235 0.004389 72 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 161/499 4.32G 0.0151 0.01235 0.004314 41 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 161/499 4.32G 0.0151 0.01235 0.004314 41 640: 100%|##########| 40/40 [00:07<00:00, 5.41it/s] 161/499 4.32G 0.0151 0.01235 0.004314 41 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.94it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.01it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.56it/s] all 132 263 0.379 0.0175 0.0208 0.0104 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 162/499 4.32G 0.01354 0.01171 0.001816 74 640: 0%| | 0/40 [00:00<?, ?it/s] 162/499 4.32G 0.01354 0.01171 0.001816 74 640: 2%|2 | 1/40 [00:00<00:07, 4.93it/s] 162/499 4.32G 0.01432 0.01219 0.001984 77 640: 2%|2 | 1/40 [00:00<00:07, 4.93it/s] 162/499 4.32G 0.01432 0.01219 0.001984 77 640: 5%|5 | 2/40 [00:00<00:07, 5.20it/s] 162/499 4.32G 0.01485 0.01225 0.00251 77 640: 5%|5 | 2/40 [00:00<00:07, 5.20it/s] 162/499 4.32G 0.01485 0.01225 0.00251 77 640: 8%|7 | 3/40 [00:00<00:06, 5.35it/s] 162/499 4.32G 0.01543 0.0129 0.002453 84 640: 8%|7 | 3/40 [00:00<00:06, 5.35it/s] 162/499 4.32G 0.01543 0.0129 0.002453 84 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 162/499 4.32G 0.01616 0.01284 0.002629 73 640: 10%|# | 4/40 [00:00<00:06, 5.19it/s] 162/499 4.32G 0.01616 0.01284 0.002629 73 640: 12%|#2 | 5/40 [00:00<00:06, 5.31it/s] 162/499 4.32G 0.01593 0.01246 0.002781 69 640: 12%|#2 | 5/40 [00:01<00:06, 5.31it/s] 162/499 4.32G 0.01593 0.01246 0.002781 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 162/499 4.32G 0.01596 0.01251 0.002961 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 162/499 4.32G 0.01596 0.01251 0.002961 68 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 162/499 4.32G 0.01582 0.0124 0.002704 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 162/499 4.32G 0.01582 0.0124 0.002704 74 640: 20%|## | 8/40 [00:01<00:05, 5.33it/s] 162/499 4.32G 0.01592 0.01238 0.002682 70 640: 20%|## | 8/40 [00:01<00:05, 5.33it/s] 162/499 4.32G 0.01592 0.01238 0.002682 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.40it/s] 162/499 4.32G 0.01574 0.01229 0.002695 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.40it/s] 162/499 4.32G 0.01574 0.01229 0.002695 75 640: 25%|##5 | 10/40 [00:01<00:05, 5.26it/s] 162/499 4.32G 0.01563 0.01198 0.002807 59 640: 25%|##5 | 10/40 [00:02<00:05, 5.26it/s] 162/499 4.32G 0.01563 0.01198 0.002807 59 640: 28%|##7 | 11/40 [00:02<00:05, 5.32it/s] 162/499 4.32G 0.01568 0.01205 0.002897 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.32it/s] 162/499 4.32G 0.01568 0.01205 0.002897 70 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 162/499 4.32G 0.01576 0.01194 0.00304 59 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 162/499 4.32G 0.01576 0.01194 0.00304 59 640: 32%|###2 | 13/40 [00:02<00:05, 5.23it/s] 162/499 4.32G 0.01576 0.01192 0.003203 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.23it/s] 162/499 4.32G 0.01576 0.01192 0.003203 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 162/499 4.32G 0.01578 0.01211 0.003294 85 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 162/499 4.32G 0.01578 0.01211 0.003294 85 640: 38%|###7 | 15/40 [00:02<00:04, 5.38it/s] 162/499 4.32G 0.01584 0.0121 0.003453 69 640: 38%|###7 | 15/40 [00:03<00:04, 5.38it/s] 162/499 4.32G 0.01584 0.0121 0.003453 69 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 162/499 4.32G 0.01577 0.01214 0.003475 73 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 162/499 4.32G 0.01577 0.01214 0.003475 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 162/499 4.32G 0.0157 0.01223 0.003475 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 162/499 4.32G 0.0157 0.01223 0.003475 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.39it/s] 162/499 4.32G 0.0157 0.01242 0.003509 91 640: 45%|####5 | 18/40 [00:03<00:04, 5.39it/s] 162/499 4.32G 0.0157 0.01242 0.003509 91 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 162/499 4.32G 0.01567 0.01246 0.003509 83 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 162/499 4.32G 0.01567 0.01246 0.003509 83 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 162/499 4.32G 0.01558 0.01246 0.003484 75 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 162/499 4.32G 0.01558 0.01246 0.003484 75 640: 52%|#####2 | 21/40 [00:03<00:03, 5.38it/s] 162/499 4.32G 0.01561 0.0126 0.003649 90 640: 52%|#####2 | 21/40 [00:04<00:03, 5.38it/s] 162/499 4.32G 0.01561 0.0126 0.003649 90 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 162/499 4.32G 0.0156 0.01276 0.003737 98 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 162/499 4.32G 0.0156 0.01276 0.003737 98 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 162/499 4.32G 0.01551 0.0128 0.003647 86 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 162/499 4.32G 0.01551 0.0128 0.003647 86 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 162/499 4.32G 0.01551 0.01285 0.003586 85 640: 60%|###### | 24/40 [00:04<00:03, 5.27it/s] 162/499 4.32G 0.01551 0.01285 0.003586 85 640: 62%|######2 | 25/40 [00:04<00:02, 5.17it/s] 162/499 4.32G 0.01554 0.01283 0.003582 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.17it/s] 162/499 4.32G 0.01554 0.01283 0.003582 76 640: 65%|######5 | 26/40 [00:04<00:02, 5.27it/s] 162/499 4.32G 0.01559 0.01289 0.003649 87 640: 65%|######5 | 26/40 [00:05<00:02, 5.27it/s] 162/499 4.32G 0.01559 0.01289 0.003649 87 640: 68%|######7 | 27/40 [00:05<00:02, 5.24it/s] 162/499 4.32G 0.0156 0.01287 0.003604 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.24it/s] 162/499 4.32G 0.0156 0.01287 0.003604 73 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 162/499 4.32G 0.01556 0.01282 0.003771 74 640: 70%|####### | 28/40 [00:05<00:02, 5.16it/s] 162/499 4.32G 0.01556 0.01282 0.003771 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 162/499 4.32G 0.01554 0.01273 0.003761 68 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 162/499 4.32G 0.01554 0.01273 0.003761 68 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 162/499 4.32G 0.01557 0.01266 0.003695 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 162/499 4.32G 0.01557 0.01266 0.003695 65 640: 78%|#######7 | 31/40 [00:05<00:01, 5.19it/s] 162/499 4.32G 0.01558 0.01267 0.003627 71 640: 78%|#######7 | 31/40 [00:06<00:01, 5.19it/s] 162/499 4.32G 0.01558 0.01267 0.003627 71 640: 80%|######## | 32/40 [00:06<00:01, 5.18it/s] 162/499 4.32G 0.01553 0.0127 0.003675 82 640: 80%|######## | 32/40 [00:06<00:01, 5.18it/s] 162/499 4.32G 0.01553 0.0127 0.003675 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 162/499 4.32G 0.01554 0.01257 0.003669 50 640: 82%|########2 | 33/40 [00:06<00:01, 5.21it/s] 162/499 4.32G 0.01554 0.01257 0.003669 50 640: 85%|########5 | 34/40 [00:06<00:01, 5.12it/s] 162/499 4.32G 0.01552 0.01251 0.003652 67 640: 85%|########5 | 34/40 [00:06<00:01, 5.12it/s] 162/499 4.32G 0.01552 0.01251 0.003652 67 640: 88%|########7 | 35/40 [00:06<00:00, 5.15it/s] 162/499 4.32G 0.01553 0.01255 0.003636 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.15it/s] 162/499 4.32G 0.01553 0.01255 0.003636 81 640: 90%|######### | 36/40 [00:06<00:00, 5.27it/s] 162/499 4.32G 0.01557 0.01254 0.003702 79 640: 90%|######### | 36/40 [00:07<00:00, 5.27it/s] 162/499 4.32G 0.01557 0.01254 0.003702 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.11it/s] 162/499 4.32G 0.01557 0.01256 0.00368 83 640: 92%|#########2| 37/40 [00:07<00:00, 5.11it/s] 162/499 4.32G 0.01557 0.01256 0.00368 83 640: 95%|#########5| 38/40 [00:07<00:00, 5.22it/s] 162/499 4.32G 0.01557 0.01259 0.003667 78 640: 95%|#########5| 38/40 [00:07<00:00, 5.22it/s] 162/499 4.32G 0.01557 0.01259 0.003667 78 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 162/499 4.32G 0.01555 0.01267 0.003657 52 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 162/499 4.32G 0.01555 0.01267 0.003657 52 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] 162/499 4.32G 0.01555 0.01267 0.003657 52 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.96it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.02it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.57it/s] all 132 263 0.862 0.0515 0.088 0.0355 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 163/499 4.32G 0.01542 0.01292 0.001935 78 640: 0%| | 0/40 [00:00<?, ?it/s] 163/499 4.32G 0.01542 0.01292 0.001935 78 640: 2%|2 | 1/40 [00:00<00:07, 5.46it/s] 163/499 4.32G 0.01457 0.01289 0.001885 76 640: 2%|2 | 1/40 [00:00<00:07, 5.46it/s] 163/499 4.32G 0.01457 0.01289 0.001885 76 640: 5%|5 | 2/40 [00:00<00:06, 5.51it/s] 163/499 4.32G 0.01507 0.01316 0.002985 79 640: 5%|5 | 2/40 [00:00<00:06, 5.51it/s] 163/499 4.32G 0.01507 0.01316 0.002985 79 640: 8%|7 | 3/40 [00:00<00:07, 5.20it/s] 163/499 4.32G 0.01506 0.01294 0.002897 71 640: 8%|7 | 3/40 [00:00<00:07, 5.20it/s] 163/499 4.32G 0.01506 0.01294 0.002897 71 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 163/499 4.32G 0.01523 0.01308 0.003452 74 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 163/499 4.32G 0.01523 0.01308 0.003452 74 640: 12%|#2 | 5/40 [00:00<00:06, 5.37it/s] 163/499 4.32G 0.01547 0.01295 0.004013 71 640: 12%|#2 | 5/40 [00:01<00:06, 5.37it/s] 163/499 4.32G 0.01547 0.01295 0.004013 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.12it/s] 163/499 4.32G 0.01545 0.01332 0.003828 93 640: 15%|#5 | 6/40 [00:01<00:06, 5.12it/s] 163/499 4.32G 0.01545 0.01332 0.003828 93 640: 18%|#7 | 7/40 [00:01<00:06, 5.22it/s] 163/499 4.32G 0.01532 0.01309 0.003626 71 640: 18%|#7 | 7/40 [00:01<00:06, 5.22it/s] 163/499 4.32G 0.01532 0.01309 0.003626 71 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 163/499 4.32G 0.01537 0.01319 0.003967 84 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 163/499 4.32G 0.01537 0.01319 0.003967 84 640: 22%|##2 | 9/40 [00:01<00:06, 5.07it/s] 163/499 4.32G 0.01531 0.01319 0.004091 79 640: 22%|##2 | 9/40 [00:01<00:06, 5.07it/s] 163/499 4.32G 0.01531 0.01319 0.004091 79 640: 25%|##5 | 10/40 [00:01<00:05, 5.18it/s] 163/499 4.32G 0.01542 0.01318 0.003928 87 640: 25%|##5 | 10/40 [00:02<00:05, 5.18it/s] 163/499 4.32G 0.01542 0.01318 0.003928 87 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 163/499 4.32G 0.01548 0.01336 0.004202 86 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 163/499 4.32G 0.01548 0.01336 0.004202 86 640: 30%|### | 12/40 [00:02<00:05, 5.18it/s] 163/499 4.32G 0.01541 0.01326 0.004297 75 640: 30%|### | 12/40 [00:02<00:05, 5.18it/s] 163/499 4.32G 0.01541 0.01326 0.004297 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 163/499 4.32G 0.01543 0.01308 0.004325 55 640: 32%|###2 | 13/40 [00:02<00:05, 5.26it/s] 163/499 4.32G 0.01543 0.01308 0.004325 55 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 163/499 4.32G 0.0153 0.01316 0.004375 89 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 163/499 4.32G 0.0153 0.01316 0.004375 89 640: 38%|###7 | 15/40 [00:02<00:04, 5.22it/s] 163/499 4.32G 0.01517 0.01305 0.004185 75 640: 38%|###7 | 15/40 [00:03<00:04, 5.22it/s] 163/499 4.32G 0.01517 0.01305 0.004185 75 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 163/499 4.32G 0.01522 0.01303 0.004216 83 640: 40%|#### | 16/40 [00:03<00:04, 5.28it/s] 163/499 4.32G 0.01522 0.01303 0.004216 83 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 163/499 4.32G 0.01528 0.01297 0.004173 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 163/499 4.32G 0.01528 0.01297 0.004173 75 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 163/499 4.32G 0.01517 0.01289 0.004118 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 163/499 4.32G 0.01517 0.01289 0.004118 74 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 163/499 4.32G 0.01524 0.0129 0.004117 71 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 163/499 4.32G 0.01524 0.0129 0.004117 71 640: 50%|##### | 20/40 [00:03<00:03, 5.38it/s] 163/499 4.32G 0.01515 0.01277 0.003996 78 640: 50%|##### | 20/40 [00:03<00:03, 5.38it/s] 163/499 4.32G 0.01515 0.01277 0.003996 78 640: 52%|#####2 | 21/40 [00:03<00:03, 5.24it/s] 163/499 4.32G 0.01527 0.01285 0.003948 82 640: 52%|#####2 | 21/40 [00:04<00:03, 5.24it/s] 163/499 4.32G 0.01527 0.01285 0.003948 82 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 163/499 4.32G 0.01525 0.01286 0.004122 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 163/499 4.32G 0.01525 0.01286 0.004122 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 163/499 4.32G 0.01519 0.01281 0.00412 77 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 163/499 4.32G 0.01519 0.01281 0.00412 77 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 163/499 4.32G 0.01522 0.01275 0.004273 62 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 163/499 4.32G 0.01522 0.01275 0.004273 62 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 163/499 4.32G 0.01518 0.01272 0.00418 81 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 163/499 4.32G 0.01518 0.01272 0.00418 81 640: 65%|######5 | 26/40 [00:04<00:02, 5.37it/s] 163/499 4.32G 0.01517 0.01274 0.004266 87 640: 65%|######5 | 26/40 [00:05<00:02, 5.37it/s] 163/499 4.32G 0.01517 0.01274 0.004266 87 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 163/499 4.32G 0.0151 0.01272 0.004323 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 163/499 4.32G 0.0151 0.01272 0.004323 79 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 163/499 4.32G 0.01518 0.01277 0.004468 71 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 163/499 4.32G 0.01518 0.01277 0.004468 71 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 163/499 4.32G 0.01525 0.01268 0.004387 55 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 163/499 4.32G 0.01525 0.01268 0.004387 55 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 163/499 4.32G 0.01526 0.01255 0.004461 60 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 163/499 4.32G 0.01526 0.01255 0.004461 60 640: 78%|#######7 | 31/40 [00:05<00:01, 5.28it/s] 163/499 4.32G 0.01525 0.01251 0.004517 65 640: 78%|#######7 | 31/40 [00:06<00:01, 5.28it/s] 163/499 4.32G 0.01525 0.01251 0.004517 65 640: 80%|######## | 32/40 [00:06<00:01, 5.34it/s] 163/499 4.32G 0.01527 0.01243 0.004461 58 640: 80%|######## | 32/40 [00:06<00:01, 5.34it/s] 163/499 4.32G 0.01527 0.01243 0.004461 58 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 163/499 4.32G 0.01527 0.0124 0.004443 79 640: 82%|########2 | 33/40 [00:06<00:01, 5.20it/s] 163/499 4.32G 0.01527 0.0124 0.004443 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 163/499 4.32G 0.01527 0.01236 0.004386 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 163/499 4.32G 0.01527 0.01236 0.004386 68 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 163/499 4.32G 0.01528 0.01232 0.004356 72 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 163/499 4.32G 0.01528 0.01232 0.004356 72 640: 90%|######### | 36/40 [00:06<00:00, 5.20it/s] 163/499 4.32G 0.01532 0.0123 0.004274 73 640: 90%|######### | 36/40 [00:07<00:00, 5.20it/s] 163/499 4.32G 0.01532 0.0123 0.004274 73 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 163/499 4.32G 0.0153 0.01227 0.004248 65 640: 92%|#########2| 37/40 [00:07<00:00, 5.25it/s] 163/499 4.32G 0.0153 0.01227 0.004248 65 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 163/499 4.32G 0.0153 0.01226 0.004216 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 163/499 4.32G 0.0153 0.01226 0.004216 70 640: 98%|#########7| 39/40 [00:07<00:00, 5.17it/s] 163/499 4.32G 0.01527 0.0122 0.004249 29 640: 98%|#########7| 39/40 [00:07<00:00, 5.17it/s] 163/499 4.32G 0.01527 0.0122 0.004249 29 640: 100%|##########| 40/40 [00:07<00:00, 5.35it/s] 163/499 4.32G 0.01527 0.0122 0.004249 29 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.99it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.99it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.13it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.65it/s] all 132 263 0.00726 0.0386 0.00985 0.00447 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 164/499 4.32G 0.01509 0.01284 0.003028 73 640: 0%| | 0/40 [00:00<?, ?it/s] 164/499 4.32G 0.01509 0.01284 0.003028 73 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 164/499 4.32G 0.01471 0.0131 0.00476 88 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 164/499 4.32G 0.01471 0.0131 0.00476 88 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 164/499 4.32G 0.01526 0.01283 0.006112 68 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 164/499 4.32G 0.01526 0.01283 0.006112 68 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 164/499 4.32G 0.01603 0.01352 0.00555 94 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 164/499 4.32G 0.01603 0.01352 0.00555 94 640: 10%|# | 4/40 [00:00<00:06, 5.40it/s] 164/499 4.32G 0.01602 0.01405 0.005048 100 640: 10%|# | 4/40 [00:00<00:06, 5.40it/s] 164/499 4.32G 0.01602 0.01405 0.005048 100 640: 12%|#2 | 5/40 [00:00<00:06, 5.24it/s] 164/499 4.32G 0.01622 0.01368 0.005773 69 640: 12%|#2 | 5/40 [00:01<00:06, 5.24it/s] 164/499 4.32G 0.01622 0.01368 0.005773 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 164/499 4.32G 0.01608 0.01322 0.005207 65 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 164/499 4.32G 0.01608 0.01322 0.005207 65 640: 18%|#7 | 7/40 [00:01<00:06, 5.42it/s] 164/499 4.32G 0.01579 0.01297 0.004847 68 640: 18%|#7 | 7/40 [00:01<00:06, 5.42it/s] 164/499 4.32G 0.01579 0.01297 0.004847 68 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 164/499 4.32G 0.01574 0.01296 0.004639 80 640: 20%|## | 8/40 [00:01<00:06, 5.26it/s] 164/499 4.32G 0.01574 0.01296 0.004639 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 164/499 4.32G 0.01553 0.0127 0.00448 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 164/499 4.32G 0.01553 0.0127 0.00448 65 640: 25%|##5 | 10/40 [00:01<00:05, 5.41it/s] 164/499 4.32G 0.01545 0.01242 0.004318 57 640: 25%|##5 | 10/40 [00:02<00:05, 5.41it/s] 164/499 4.32G 0.01545 0.01242 0.004318 57 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 164/499 4.32G 0.01531 0.01223 0.004444 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 164/499 4.32G 0.01531 0.01223 0.004444 65 640: 30%|### | 12/40 [00:02<00:05, 5.34it/s] 164/499 4.32G 0.01536 0.01217 0.004412 59 640: 30%|### | 12/40 [00:02<00:05, 5.34it/s] 164/499 4.32G 0.01536 0.01217 0.004412 59 640: 32%|###2 | 13/40 [00:02<00:04, 5.40it/s] 164/499 4.32G 0.01528 0.01208 0.004263 75 640: 32%|###2 | 13/40 [00:02<00:04, 5.40it/s] 164/499 4.32G 0.01528 0.01208 0.004263 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 164/499 4.32G 0.01532 0.01208 0.00444 62 640: 35%|###5 | 14/40 [00:02<00:04, 5.27it/s] 164/499 4.32G 0.01532 0.01208 0.00444 62 640: 38%|###7 | 15/40 [00:02<00:04, 5.35it/s] 164/499 4.32G 0.01533 0.01211 0.004287 80 640: 38%|###7 | 15/40 [00:03<00:04, 5.35it/s] 164/499 4.32G 0.01533 0.01211 0.004287 80 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 164/499 4.32G 0.01529 0.0121 0.004193 71 640: 40%|#### | 16/40 [00:03<00:04, 5.32it/s] 164/499 4.32G 0.01529 0.0121 0.004193 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 164/499 4.32G 0.01537 0.01196 0.004322 56 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 164/499 4.32G 0.01537 0.01196 0.004322 56 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 164/499 4.32G 0.01538 0.01197 0.004203 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 164/499 4.32G 0.01538 0.01197 0.004203 73 640: 48%|####7 | 19/40 [00:03<00:03, 5.26it/s] 164/499 4.32G 0.01539 0.01205 0.004209 78 640: 48%|####7 | 19/40 [00:03<00:03, 5.26it/s] 164/499 4.32G 0.01539 0.01205 0.004209 78 640: 50%|##### | 20/40 [00:03<00:03, 5.17it/s] 164/499 4.32G 0.01544 0.01205 0.004192 70 640: 50%|##### | 20/40 [00:03<00:03, 5.17it/s] 164/499 4.32G 0.01544 0.01205 0.004192 70 640: 52%|#####2 | 21/40 [00:03<00:03, 5.24it/s] 164/499 4.32G 0.01543 0.0121 0.004137 78 640: 52%|#####2 | 21/40 [00:04<00:03, 5.24it/s] 164/499 4.32G 0.01543 0.0121 0.004137 78 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 164/499 4.32G 0.0154 0.0122 0.00402 92 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 164/499 4.32G 0.0154 0.0122 0.00402 92 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 164/499 4.32G 0.01556 0.01223 0.004079 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 164/499 4.32G 0.01556 0.01223 0.004079 73 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 164/499 4.32G 0.01546 0.01218 0.004007 74 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 164/499 4.32G 0.01546 0.01218 0.004007 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.39it/s] 164/499 4.32G 0.01552 0.01229 0.003964 91 640: 62%|######2 | 25/40 [00:04<00:02, 5.39it/s] 164/499 4.32G 0.01552 0.01229 0.003964 91 640: 65%|######5 | 26/40 [00:04<00:02, 5.25it/s] 164/499 4.32G 0.01546 0.01228 0.003989 80 640: 65%|######5 | 26/40 [00:05<00:02, 5.25it/s] 164/499 4.32G 0.01546 0.01228 0.003989 80 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 164/499 4.32G 0.01553 0.01225 0.003965 69 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 164/499 4.32G 0.01553 0.01225 0.003965 69 640: 70%|####### | 28/40 [00:05<00:02, 5.41it/s] 164/499 4.32G 0.01553 0.01221 0.003878 59 640: 70%|####### | 28/40 [00:05<00:02, 5.41it/s] 164/499 4.32G 0.01553 0.01221 0.003878 59 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 164/499 4.32G 0.01552 0.01215 0.004097 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.28it/s] 164/499 4.32G 0.01552 0.01215 0.004097 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.36it/s] 164/499 4.32G 0.01555 0.0121 0.004093 70 640: 75%|#######5 | 30/40 [00:05<00:01, 5.36it/s] 164/499 4.32G 0.01555 0.0121 0.004093 70 640: 78%|#######7 | 31/40 [00:05<00:01, 5.42it/s] 164/499 4.32G 0.01552 0.01204 0.00411 67 640: 78%|#######7 | 31/40 [00:06<00:01, 5.42it/s] 164/499 4.32G 0.01552 0.01204 0.00411 67 640: 80%|######## | 32/40 [00:06<00:01, 5.21it/s] 164/499 4.32G 0.01554 0.01201 0.004117 69 640: 80%|######## | 32/40 [00:06<00:01, 5.21it/s] 164/499 4.32G 0.01554 0.01201 0.004117 69 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 164/499 4.32G 0.01557 0.01206 0.004119 75 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 164/499 4.32G 0.01557 0.01206 0.004119 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.37it/s] 164/499 4.32G 0.01556 0.01199 0.004063 66 640: 85%|########5 | 34/40 [00:06<00:01, 5.37it/s] 164/499 4.32G 0.01556 0.01199 0.004063 66 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 164/499 4.32G 0.01552 0.01189 0.004167 57 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 164/499 4.32G 0.01552 0.01189 0.004167 57 640: 90%|######### | 36/40 [00:06<00:00, 5.29it/s] 164/499 4.32G 0.0155 0.0119 0.004192 80 640: 90%|######### | 36/40 [00:06<00:00, 5.29it/s] 164/499 4.32G 0.0155 0.0119 0.004192 80 640: 92%|#########2| 37/40 [00:06<00:00, 5.34it/s] 164/499 4.32G 0.0155 0.0119 0.004098 73 640: 92%|#########2| 37/40 [00:07<00:00, 5.34it/s] 164/499 4.32G 0.0155 0.0119 0.004098 73 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 164/499 4.32G 0.01551 0.0119 0.004115 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 164/499 4.32G 0.01551 0.0119 0.004115 68 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 164/499 4.32G 0.01554 0.01184 0.004197 29 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 164/499 4.32G 0.01554 0.01184 0.004197 29 640: 100%|##########| 40/40 [00:07<00:00, 5.48it/s] 164/499 4.32G 0.01554 0.01184 0.004197 29 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.96it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.16it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.35it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.49it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.95it/s] all 132 263 0.377 0.014 0.0152 0.00637 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 165/499 4.32G 0.01622 0.01341 0.004714 83 640: 0%| | 0/40 [00:00<?, ?it/s] 165/499 4.32G 0.01622 0.01341 0.004714 83 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 165/499 4.32G 0.01676 0.0131 0.004285 74 640: 2%|2 | 1/40 [00:00<00:07, 4.97it/s] 165/499 4.32G 0.01676 0.0131 0.004285 74 640: 5%|5 | 2/40 [00:00<00:07, 5.28it/s] 165/499 4.32G 0.01667 0.01338 0.003353 71 640: 5%|5 | 2/40 [00:00<00:07, 5.28it/s] 165/499 4.32G 0.01667 0.01338 0.003353 71 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 165/499 4.32G 0.01679 0.01298 0.003253 70 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 165/499 4.32G 0.01679 0.01298 0.003253 70 640: 10%|# | 4/40 [00:00<00:06, 5.17it/s] 165/499 4.32G 0.01647 0.01254 0.003863 66 640: 10%|# | 4/40 [00:00<00:06, 5.17it/s] 165/499 4.32G 0.01647 0.01254 0.003863 66 640: 12%|#2 | 5/40 [00:00<00:06, 5.29it/s] 165/499 4.32G 0.01663 0.01238 0.004303 65 640: 12%|#2 | 5/40 [00:01<00:06, 5.29it/s] 165/499 4.32G 0.01663 0.01238 0.004303 65 640: 15%|#5 | 6/40 [00:01<00:06, 5.37it/s] 165/499 4.32G 0.01618 0.01224 0.004673 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.37it/s] 165/499 4.32G 0.01618 0.01224 0.004673 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.22it/s] 165/499 4.32G 0.01594 0.01246 0.004718 81 640: 18%|#7 | 7/40 [00:01<00:06, 5.22it/s] 165/499 4.32G 0.01594 0.01246 0.004718 81 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 165/499 4.32G 0.01575 0.01233 0.00508 74 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 165/499 4.32G 0.01575 0.01233 0.00508 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.38it/s] 165/499 4.32G 0.01611 0.01264 0.005133 81 640: 22%|##2 | 9/40 [00:01<00:05, 5.38it/s] 165/499 4.32G 0.01611 0.01264 0.005133 81 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 165/499 4.32G 0.0161 0.01256 0.005352 71 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 165/499 4.32G 0.0161 0.01256 0.005352 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 165/499 4.32G 0.01605 0.0126 0.00544 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 165/499 4.32G 0.01605 0.0126 0.00544 77 640: 30%|### | 12/40 [00:02<00:05, 5.40it/s] 165/499 4.32G 0.01611 0.01258 0.00548 74 640: 30%|### | 12/40 [00:02<00:05, 5.40it/s] 165/499 4.32G 0.01611 0.01258 0.00548 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 165/499 4.32G 0.01607 0.01279 0.005322 87 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 165/499 4.32G 0.01607 0.01279 0.005322 87 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 165/499 4.32G 0.01606 0.01284 0.005291 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 165/499 4.32G 0.01606 0.01284 0.005291 75 640: 38%|###7 | 15/40 [00:02<00:04, 5.39it/s] 165/499 4.32G 0.01593 0.01272 0.005192 71 640: 38%|###7 | 15/40 [00:03<00:04, 5.39it/s] 165/499 4.32G 0.01593 0.01272 0.005192 71 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 165/499 4.32G 0.01601 0.01267 0.005273 67 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 165/499 4.32G 0.01601 0.01267 0.005273 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 165/499 4.32G 0.01603 0.01274 0.005214 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.34it/s] 165/499 4.32G 0.01603 0.01274 0.005214 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.42it/s] 165/499 4.32G 0.0159 0.01274 0.005227 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.42it/s] 165/499 4.32G 0.0159 0.01274 0.005227 79 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 165/499 4.32G 0.01578 0.01274 0.005079 89 640: 48%|####7 | 19/40 [00:03<00:04, 5.22it/s] 165/499 4.32G 0.01578 0.01274 0.005079 89 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 165/499 4.32G 0.01583 0.01277 0.005092 73 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 165/499 4.32G 0.01583 0.01277 0.005092 73 640: 52%|#####2 | 21/40 [00:03<00:03, 5.39it/s] 165/499 4.32G 0.01581 0.01265 0.005111 65 640: 52%|#####2 | 21/40 [00:04<00:03, 5.39it/s] 165/499 4.32G 0.01581 0.01265 0.005111 65 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 165/499 4.32G 0.0158 0.01269 0.005087 85 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 165/499 4.32G 0.0158 0.01269 0.005087 85 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 165/499 4.32G 0.01578 0.01268 0.005051 83 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 165/499 4.32G 0.01578 0.01268 0.005051 83 640: 60%|###### | 24/40 [00:04<00:02, 5.40it/s] 165/499 4.32G 0.01574 0.01258 0.005035 72 640: 60%|###### | 24/40 [00:04<00:02, 5.40it/s] 165/499 4.32G 0.01574 0.01258 0.005035 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 165/499 4.32G 0.01574 0.01258 0.00495 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 165/499 4.32G 0.01574 0.01258 0.00495 78 640: 65%|######5 | 26/40 [00:04<00:02, 5.35it/s] 165/499 4.32G 0.01571 0.01256 0.004818 82 640: 65%|######5 | 26/40 [00:05<00:02, 5.35it/s] 165/499 4.32G 0.01571 0.01256 0.004818 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 165/499 4.32G 0.01572 0.01259 0.004859 85 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 165/499 4.32G 0.01572 0.01259 0.004859 85 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 165/499 4.32G 0.01569 0.01255 0.004887 72 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 165/499 4.32G 0.01569 0.01255 0.004887 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 165/499 4.32G 0.01569 0.01253 0.004872 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 165/499 4.32G 0.01569 0.01253 0.004872 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 165/499 4.32G 0.01563 0.01251 0.004864 69 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 165/499 4.32G 0.01563 0.01251 0.004864 69 640: 78%|#######7 | 31/40 [00:05<00:01, 5.22it/s] 165/499 4.32G 0.01564 0.01258 0.004861 83 640: 78%|#######7 | 31/40 [00:06<00:01, 5.22it/s] 165/499 4.32G 0.01564 0.01258 0.004861 83 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 165/499 4.32G 0.01569 0.01263 0.004934 82 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 165/499 4.32G 0.01569 0.01263 0.004934 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.39it/s] 165/499 4.32G 0.01573 0.01266 0.004911 80 640: 82%|########2 | 33/40 [00:06<00:01, 5.39it/s] 165/499 4.32G 0.01573 0.01266 0.004911 80 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 165/499 4.32G 0.01575 0.01262 0.004903 69 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 165/499 4.32G 0.01575 0.01262 0.004903 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.24it/s] 165/499 4.32G 0.01579 0.01282 0.0049 102 640: 88%|########7 | 35/40 [00:06<00:00, 5.24it/s] 165/499 4.32G 0.01579 0.01282 0.0049 102 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 165/499 4.32G 0.01582 0.01277 0.004792 64 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 165/499 4.32G 0.01582 0.01277 0.004792 64 640: 92%|#########2| 37/40 [00:06<00:00, 5.18it/s] 165/499 4.32G 0.01578 0.01278 0.004721 89 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 165/499 4.32G 0.01578 0.01278 0.004721 89 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 165/499 4.32G 0.01575 0.01275 0.004709 59 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 165/499 4.32G 0.01575 0.01275 0.004709 59 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 165/499 4.32G 0.01576 0.01271 0.004782 32 640: 98%|#########7| 39/40 [00:07<00:00, 5.33it/s] 165/499 4.32G 0.01576 0.01271 0.004782 32 640: 100%|##########| 40/40 [00:07<00:00, 5.20it/s] 165/499 4.32G 0.01576 0.01271 0.004782 32 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.83it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.66it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.77it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.53it/s] all 132 263 0.0675 0.057 0.0624 0.0103 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 166/499 4.32G 0.0144 0.01168 0.003249 75 640: 0%| | 0/40 [00:00<?, ?it/s] 166/499 4.32G 0.0144 0.01168 0.003249 75 640: 2%|2 | 1/40 [00:00<00:07, 5.49it/s] 166/499 4.32G 0.01503 0.01274 0.00423 89 640: 2%|2 | 1/40 [00:00<00:07, 5.49it/s] 166/499 4.32G 0.01503 0.01274 0.00423 89 640: 5%|5 | 2/40 [00:00<00:06, 5.51it/s] 166/499 4.32G 0.01488 0.0126 0.003777 83 640: 5%|5 | 2/40 [00:00<00:06, 5.51it/s] 166/499 4.32G 0.01488 0.0126 0.003777 83 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 166/499 4.32G 0.01508 0.01259 0.00422 79 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 166/499 4.32G 0.01508 0.01259 0.00422 79 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 166/499 4.32G 0.01509 0.0127 0.004682 82 640: 10%|# | 4/40 [00:00<00:06, 5.35it/s] 166/499 4.32G 0.01509 0.0127 0.004682 82 640: 12%|#2 | 5/40 [00:00<00:06, 5.38it/s] 166/499 4.32G 0.01493 0.01252 0.004392 72 640: 12%|#2 | 5/40 [00:01<00:06, 5.38it/s] 166/499 4.32G 0.01493 0.01252 0.004392 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 166/499 4.32G 0.01522 0.01206 0.004253 63 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 166/499 4.32G 0.01522 0.01206 0.004253 63 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 166/499 4.32G 0.0156 0.0118 0.004471 59 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 166/499 4.32G 0.0156 0.0118 0.004471 59 640: 20%|## | 8/40 [00:01<00:05, 5.38it/s] 166/499 4.32G 0.01579 0.01196 0.004977 72 640: 20%|## | 8/40 [00:01<00:05, 5.38it/s] 166/499 4.32G 0.01579 0.01196 0.004977 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 166/499 4.32G 0.01574 0.01188 0.004933 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 166/499 4.32G 0.01574 0.01188 0.004933 75 640: 25%|##5 | 10/40 [00:01<00:05, 5.33it/s] 166/499 4.32G 0.01568 0.01171 0.004841 66 640: 25%|##5 | 10/40 [00:02<00:05, 5.33it/s] 166/499 4.32G 0.01568 0.01171 0.004841 66 640: 28%|##7 | 11/40 [00:02<00:05, 5.41it/s] 166/499 4.32G 0.01547 0.01169 0.004583 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.41it/s] 166/499 4.32G 0.01547 0.01169 0.004583 75 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 166/499 4.32G 0.01538 0.0116 0.004504 67 640: 30%|### | 12/40 [00:02<00:05, 5.26it/s] 166/499 4.32G 0.01538 0.0116 0.004504 67 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 166/499 4.32G 0.01533 0.01167 0.004595 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 166/499 4.32G 0.01533 0.01167 0.004595 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.39it/s] 166/499 4.32G 0.01519 0.01163 0.004496 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.39it/s] 166/499 4.32G 0.01519 0.01163 0.004496 71 640: 38%|###7 | 15/40 [00:02<00:04, 5.24it/s] 166/499 4.32G 0.0152 0.01147 0.004403 51 640: 38%|###7 | 15/40 [00:03<00:04, 5.24it/s] 166/499 4.32G 0.0152 0.01147 0.004403 51 640: 40%|#### | 16/40 [00:03<00:04, 5.34it/s] 166/499 4.32G 0.01528 0.0115 0.004308 60 640: 40%|#### | 16/40 [00:03<00:04, 5.34it/s] 166/499 4.32G 0.01528 0.0115 0.004308 60 640: 42%|####2 | 17/40 [00:03<00:04, 5.38it/s] 166/499 4.32G 0.01534 0.01153 0.005047 64 640: 42%|####2 | 17/40 [00:03<00:04, 5.38it/s] 166/499 4.32G 0.01534 0.01153 0.005047 64 640: 45%|####5 | 18/40 [00:03<00:04, 5.19it/s] 166/499 4.32G 0.01536 0.01152 0.005121 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.19it/s] 166/499 4.32G 0.01536 0.01152 0.005121 68 640: 48%|####7 | 19/40 [00:03<00:03, 5.28it/s] 166/499 4.32G 0.01534 0.0117 0.005046 86 640: 48%|####7 | 19/40 [00:03<00:03, 5.28it/s] 166/499 4.32G 0.01534 0.0117 0.005046 86 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 166/499 4.32G 0.0153 0.0117 0.004978 67 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 166/499 4.32G 0.0153 0.0117 0.004978 67 640: 52%|#####2 | 21/40 [00:03<00:03, 5.21it/s] 166/499 4.32G 0.01534 0.01188 0.004861 90 640: 52%|#####2 | 21/40 [00:04<00:03, 5.21it/s] 166/499 4.32G 0.01534 0.01188 0.004861 90 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 166/499 4.32G 0.0153 0.01193 0.00473 82 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 166/499 4.32G 0.0153 0.01193 0.00473 82 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 166/499 4.32G 0.01531 0.01202 0.004818 83 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 166/499 4.32G 0.01531 0.01202 0.004818 83 640: 60%|###### | 24/40 [00:04<00:03, 5.25it/s] 166/499 4.32G 0.01525 0.01203 0.004827 79 640: 60%|###### | 24/40 [00:04<00:03, 5.25it/s] 166/499 4.32G 0.01525 0.01203 0.004827 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 166/499 4.32G 0.01528 0.01205 0.00492 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 166/499 4.32G 0.01528 0.01205 0.00492 69 640: 65%|######5 | 26/40 [00:04<00:02, 5.39it/s] 166/499 4.32G 0.01528 0.01209 0.004942 81 640: 65%|######5 | 26/40 [00:05<00:02, 5.39it/s] 166/499 4.32G 0.01528 0.01209 0.004942 81 640: 68%|######7 | 27/40 [00:05<00:02, 5.24it/s] 166/499 4.32G 0.0153 0.01206 0.004932 66 640: 68%|######7 | 27/40 [00:05<00:02, 5.24it/s] 166/499 4.32G 0.0153 0.01206 0.004932 66 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 166/499 4.32G 0.01532 0.01201 0.004866 67 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 166/499 4.32G 0.01532 0.01201 0.004866 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.38it/s] 166/499 4.32G 0.01533 0.01195 0.004782 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.38it/s] 166/499 4.32G 0.01533 0.01195 0.004782 67 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 166/499 4.32G 0.01534 0.012 0.004839 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 166/499 4.32G 0.01534 0.012 0.004839 73 640: 78%|#######7 | 31/40 [00:05<00:01, 5.26it/s] 166/499 4.32G 0.01541 0.01214 0.004866 91 640: 78%|#######7 | 31/40 [00:06<00:01, 5.26it/s] 166/499 4.32G 0.01541 0.01214 0.004866 91 640: 80%|######## | 32/40 [00:06<00:01, 5.34it/s] 166/499 4.32G 0.01537 0.01215 0.004775 83 640: 80%|######## | 32/40 [00:06<00:01, 5.34it/s] 166/499 4.32G 0.01537 0.01215 0.004775 83 640: 82%|########2 | 33/40 [00:06<00:01, 5.19it/s] 166/499 4.32G 0.01545 0.01213 0.0048 64 640: 82%|########2 | 33/40 [00:06<00:01, 5.19it/s] 166/499 4.32G 0.01545 0.01213 0.0048 64 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 166/499 4.32G 0.01541 0.01217 0.004781 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 166/499 4.32G 0.01541 0.01217 0.004781 84 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 166/499 4.32G 0.01542 0.01223 0.004745 88 640: 88%|########7 | 35/40 [00:06<00:00, 5.35it/s] 166/499 4.32G 0.01542 0.01223 0.004745 88 640: 90%|######### | 36/40 [00:06<00:00, 5.22it/s] 166/499 4.32G 0.01545 0.01222 0.004758 75 640: 90%|######### | 36/40 [00:06<00:00, 5.22it/s] 166/499 4.32G 0.01545 0.01222 0.004758 75 640: 92%|#########2| 37/40 [00:06<00:00, 5.29it/s] 166/499 4.32G 0.01547 0.01224 0.004696 70 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 166/499 4.32G 0.01547 0.01224 0.004696 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.36it/s] 166/499 4.32G 0.0155 0.01226 0.004756 74 640: 95%|#########5| 38/40 [00:07<00:00, 5.36it/s] 166/499 4.32G 0.0155 0.01226 0.004756 74 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 166/499 4.32G 0.0156 0.01245 0.004734 53 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 166/499 4.32G 0.0156 0.01245 0.004734 53 640: 100%|##########| 40/40 [00:07<00:00, 5.36it/s] 166/499 4.32G 0.0156 0.01245 0.004734 53 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.80it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.91it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.98it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.52it/s] all 132 263 0.56 0.0228 0.0577 0.0183 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 167/499 4.32G 0.01575 0.01363 0.002707 81 640: 0%| | 0/40 [00:00<?, ?it/s] 167/499 4.32G 0.01575 0.01363 0.002707 81 640: 2%|2 | 1/40 [00:00<00:07, 5.33it/s] 167/499 4.32G 0.01611 0.01312 0.003602 80 640: 2%|2 | 1/40 [00:00<00:07, 5.33it/s] 167/499 4.32G 0.01611 0.01312 0.003602 80 640: 5%|5 | 2/40 [00:00<00:07, 5.06it/s] 167/499 4.32G 0.0159 0.01225 0.003406 68 640: 5%|5 | 2/40 [00:00<00:07, 5.06it/s] 167/499 4.32G 0.0159 0.01225 0.003406 68 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 167/499 4.32G 0.0157 0.01225 0.004265 81 640: 8%|7 | 3/40 [00:00<00:07, 5.24it/s] 167/499 4.32G 0.0157 0.01225 0.004265 81 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 167/499 4.32G 0.01585 0.01212 0.003954 68 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 167/499 4.32G 0.01585 0.01212 0.003954 68 640: 12%|#2 | 5/40 [00:00<00:06, 5.17it/s] 167/499 4.32G 0.01531 0.0123 0.004135 94 640: 12%|#2 | 5/40 [00:01<00:06, 5.17it/s] 167/499 4.32G 0.01531 0.0123 0.004135 94 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 167/499 4.32G 0.0151 0.01217 0.00379 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 167/499 4.32G 0.0151 0.01217 0.00379 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 167/499 4.32G 0.01537 0.01209 0.004189 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 167/499 4.32G 0.01537 0.01209 0.004189 74 640: 20%|## | 8/40 [00:01<00:06, 5.13it/s] 167/499 4.32G 0.01543 0.0119 0.004009 72 640: 20%|## | 8/40 [00:01<00:06, 5.13it/s] 167/499 4.32G 0.01543 0.0119 0.004009 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 167/499 4.32G 0.01552 0.01189 0.004128 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 167/499 4.32G 0.01552 0.01189 0.004128 75 640: 25%|##5 | 10/40 [00:01<00:05, 5.31it/s] 167/499 4.32G 0.01584 0.01204 0.004325 73 640: 25%|##5 | 10/40 [00:02<00:05, 5.31it/s] 167/499 4.32G 0.01584 0.01204 0.004325 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.19it/s] 167/499 4.32G 0.01581 0.01207 0.004179 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.19it/s] 167/499 4.32G 0.01581 0.01207 0.004179 79 640: 30%|### | 12/40 [00:02<00:05, 5.28it/s] 167/499 4.32G 0.01568 0.01188 0.004073 59 640: 30%|### | 12/40 [00:02<00:05, 5.28it/s] 167/499 4.32G 0.01568 0.01188 0.004073 59 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 167/499 4.32G 0.01564 0.01194 0.004127 85 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 167/499 4.32G 0.01564 0.01194 0.004127 85 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 167/499 4.32G 0.01557 0.01202 0.004173 81 640: 35%|###5 | 14/40 [00:02<00:04, 5.23it/s] 167/499 4.32G 0.01557 0.01202 0.004173 81 640: 38%|###7 | 15/40 [00:02<00:04, 5.33it/s] 167/499 4.32G 0.0155 0.01203 0.004024 73 640: 38%|###7 | 15/40 [00:03<00:04, 5.33it/s] 167/499 4.32G 0.0155 0.01203 0.004024 73 640: 40%|#### | 16/40 [00:03<00:04, 5.39it/s] 167/499 4.32G 0.01542 0.01198 0.003999 71 640: 40%|#### | 16/40 [00:03<00:04, 5.39it/s] 167/499 4.32G 0.01542 0.01198 0.003999 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 167/499 4.32G 0.01537 0.01203 0.004176 91 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 167/499 4.32G 0.01537 0.01203 0.004176 91 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 167/499 4.32G 0.01527 0.01204 0.004248 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 167/499 4.32G 0.01527 0.01204 0.004248 72 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 167/499 4.32G 0.01525 0.01211 0.00423 88 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 167/499 4.32G 0.01525 0.01211 0.00423 88 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 167/499 4.32G 0.01519 0.01209 0.004116 73 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 167/499 4.32G 0.01519 0.01209 0.004116 73 640: 52%|#####2 | 21/40 [00:03<00:03, 5.29it/s] 167/499 4.32G 0.01523 0.01227 0.004121 97 640: 52%|#####2 | 21/40 [00:04<00:03, 5.29it/s] 167/499 4.32G 0.01523 0.01227 0.004121 97 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 167/499 4.32G 0.01527 0.01225 0.004178 71 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 167/499 4.32G 0.01527 0.01225 0.004178 71 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 167/499 4.32G 0.01527 0.01216 0.004256 64 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 167/499 4.32G 0.01527 0.01216 0.004256 64 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 167/499 4.32G 0.01523 0.01207 0.004215 68 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 167/499 4.32G 0.01523 0.01207 0.004215 68 640: 62%|######2 | 25/40 [00:04<00:02, 5.37it/s] 167/499 4.32G 0.01526 0.01228 0.004155 94 640: 62%|######2 | 25/40 [00:04<00:02, 5.37it/s] 167/499 4.32G 0.01526 0.01228 0.004155 94 640: 65%|######5 | 26/40 [00:04<00:02, 5.24it/s] 167/499 4.32G 0.01517 0.01216 0.004028 63 640: 65%|######5 | 26/40 [00:05<00:02, 5.24it/s] 167/499 4.32G 0.01517 0.01216 0.004028 63 640: 68%|######7 | 27/40 [00:05<00:02, 5.33it/s] 167/499 4.32G 0.01521 0.01218 0.003996 79 640: 68%|######7 | 27/40 [00:05<00:02, 5.33it/s] 167/499 4.32G 0.01521 0.01218 0.003996 79 640: 70%|####### | 28/40 [00:05<00:02, 5.39it/s] 167/499 4.32G 0.01514 0.01214 0.003966 72 640: 70%|####### | 28/40 [00:05<00:02, 5.39it/s] 167/499 4.32G 0.01514 0.01214 0.003966 72 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 167/499 4.32G 0.0151 0.01213 0.003961 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 167/499 4.32G 0.0151 0.01213 0.003961 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 167/499 4.32G 0.01515 0.01219 0.003916 85 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 167/499 4.32G 0.01515 0.01219 0.003916 85 640: 78%|#######7 | 31/40 [00:05<00:01, 5.38it/s] 167/499 4.32G 0.01513 0.01215 0.003917 70 640: 78%|#######7 | 31/40 [00:06<00:01, 5.38it/s] 167/499 4.32G 0.01513 0.01215 0.003917 70 640: 80%|######## | 32/40 [00:06<00:01, 5.17it/s] 167/499 4.32G 0.01512 0.01216 0.00388 68 640: 80%|######## | 32/40 [00:06<00:01, 5.17it/s] 167/499 4.32G 0.01512 0.01216 0.00388 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 167/499 4.32G 0.01515 0.0122 0.003991 73 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 167/499 4.32G 0.01515 0.0122 0.003991 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.35it/s] 167/499 4.32G 0.01512 0.01218 0.003938 70 640: 85%|########5 | 34/40 [00:06<00:01, 5.35it/s] 167/499 4.32G 0.01512 0.01218 0.003938 70 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 167/499 4.32G 0.01509 0.01216 0.003867 72 640: 88%|########7 | 35/40 [00:06<00:00, 5.19it/s] 167/499 4.32G 0.01509 0.01216 0.003867 72 640: 90%|######### | 36/40 [00:06<00:00, 5.24it/s] 167/499 4.32G 0.01513 0.01213 0.003866 72 640: 90%|######### | 36/40 [00:07<00:00, 5.24it/s] 167/499 4.32G 0.01513 0.01213 0.003866 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.32it/s] 167/499 4.32G 0.01515 0.01212 0.00388 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.32it/s] 167/499 4.32G 0.01515 0.01212 0.00388 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 167/499 4.32G 0.01513 0.01211 0.003897 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 167/499 4.32G 0.01513 0.01211 0.003897 81 640: 98%|#########7| 39/40 [00:07<00:00, 5.28it/s] 167/499 4.32G 0.01512 0.0121 0.003838 36 640: 98%|#########7| 39/40 [00:07<00:00, 5.28it/s] 167/499 4.32G 0.01512 0.0121 0.003838 36 640: 100%|##########| 40/40 [00:07<00:00, 5.44it/s] 167/499 4.32G 0.01512 0.0121 0.003838 36 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.49it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.56it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.60it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.77it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.27it/s] all 132 263 0.038 0.0968 0.0613 0.0295 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 168/499 4.32G 0.01544 0.0111 0.01054 56 640: 0%| | 0/40 [00:00<?, ?it/s] 168/499 4.32G 0.01544 0.0111 0.01054 56 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 168/499 4.32G 0.01465 0.01065 0.006477 62 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 168/499 4.32G 0.01465 0.01065 0.006477 62 640: 5%|5 | 2/40 [00:00<00:07, 5.30it/s] 168/499 4.32G 0.01528 0.01157 0.004748 67 640: 5%|5 | 2/40 [00:00<00:07, 5.30it/s] 168/499 4.32G 0.01528 0.01157 0.004748 67 640: 8%|7 | 3/40 [00:00<00:06, 5.41it/s] 168/499 4.32G 0.01561 0.01212 0.004831 72 640: 8%|7 | 3/40 [00:00<00:06, 5.41it/s] 168/499 4.32G 0.01561 0.01212 0.004831 72 640: 10%|# | 4/40 [00:00<00:06, 5.22it/s] 168/499 4.32G 0.01596 0.01233 0.004297 81 640: 10%|# | 4/40 [00:00<00:06, 5.22it/s] 168/499 4.32G 0.01596 0.01233 0.004297 81 640: 12%|#2 | 5/40 [00:00<00:06, 5.32it/s] 168/499 4.32G 0.01584 0.01209 0.003975 69 640: 12%|#2 | 5/40 [00:01<00:06, 5.32it/s] 168/499 4.32G 0.01584 0.01209 0.003975 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.37it/s] 168/499 4.32G 0.01593 0.01253 0.003714 94 640: 15%|#5 | 6/40 [00:01<00:06, 5.37it/s] 168/499 4.32G 0.01593 0.01253 0.003714 94 640: 18%|#7 | 7/40 [00:01<00:06, 5.14it/s] 168/499 4.32G 0.01619 0.01267 0.004265 68 640: 18%|#7 | 7/40 [00:01<00:06, 5.14it/s] 168/499 4.32G 0.01619 0.01267 0.004265 68 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 168/499 4.32G 0.01599 0.01249 0.004027 63 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 168/499 4.32G 0.01599 0.01249 0.004027 63 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 168/499 4.32G 0.01601 0.01253 0.004341 80 640: 22%|##2 | 9/40 [00:01<00:05, 5.37it/s] 168/499 4.32G 0.01601 0.01253 0.004341 80 640: 25%|##5 | 10/40 [00:01<00:05, 5.21it/s] 168/499 4.32G 0.01591 0.01238 0.004295 64 640: 25%|##5 | 10/40 [00:02<00:05, 5.21it/s] 168/499 4.32G 0.01591 0.01238 0.004295 64 640: 28%|##7 | 11/40 [00:02<00:05, 5.29it/s] 168/499 4.32G 0.01592 0.01224 0.004086 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.29it/s] 168/499 4.32G 0.01592 0.01224 0.004086 70 640: 30%|### | 12/40 [00:02<00:05, 5.38it/s] 168/499 4.32G 0.01591 0.01216 0.003859 68 640: 30%|### | 12/40 [00:02<00:05, 5.38it/s] 168/499 4.32G 0.01591 0.01216 0.003859 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 168/499 4.32G 0.01584 0.01199 0.003807 64 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 168/499 4.32G 0.01584 0.01199 0.003807 64 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 168/499 4.32G 0.01593 0.01209 0.003883 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.31it/s] 168/499 4.32G 0.01593 0.01209 0.003883 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.38it/s] 168/499 4.32G 0.01596 0.01217 0.003894 81 640: 38%|###7 | 15/40 [00:03<00:04, 5.38it/s] 168/499 4.32G 0.01596 0.01217 0.003894 81 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 168/499 4.32G 0.01594 0.01226 0.003863 86 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 168/499 4.32G 0.01594 0.01226 0.003863 86 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 168/499 4.32G 0.01596 0.01233 0.003906 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 168/499 4.32G 0.01596 0.01233 0.003906 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.37it/s] 168/499 4.32G 0.01598 0.01241 0.003818 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.37it/s] 168/499 4.32G 0.01598 0.01241 0.003818 73 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 168/499 4.32G 0.01602 0.0126 0.003692 93 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 168/499 4.32G 0.01602 0.0126 0.003692 93 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 168/499 4.32G 0.01606 0.01266 0.003675 80 640: 50%|##### | 20/40 [00:03<00:03, 5.32it/s] 168/499 4.32G 0.01606 0.01266 0.003675 80 640: 52%|#####2 | 21/40 [00:03<00:03, 5.39it/s] 168/499 4.32G 0.01601 0.01254 0.003749 62 640: 52%|#####2 | 21/40 [00:04<00:03, 5.39it/s] 168/499 4.32G 0.01601 0.01254 0.003749 62 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 168/499 4.32G 0.01593 0.01239 0.003762 56 640: 55%|#####5 | 22/40 [00:04<00:03, 5.25it/s] 168/499 4.32G 0.01593 0.01239 0.003762 56 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 168/499 4.32G 0.01594 0.01235 0.003688 61 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 168/499 4.32G 0.01594 0.01235 0.003688 61 640: 60%|###### | 24/40 [00:04<00:02, 5.40it/s] 168/499 4.32G 0.01582 0.0123 0.003912 69 640: 60%|###### | 24/40 [00:04<00:02, 5.40it/s] 168/499 4.32G 0.01582 0.0123 0.003912 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.26it/s] 168/499 4.32G 0.01581 0.01228 0.003875 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.26it/s] 168/499 4.32G 0.01581 0.01228 0.003875 79 640: 65%|######5 | 26/40 [00:04<00:02, 5.22it/s] 168/499 4.32G 0.01574 0.01239 0.003813 92 640: 65%|######5 | 26/40 [00:05<00:02, 5.22it/s] 168/499 4.32G 0.01574 0.01239 0.003813 92 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 168/499 4.32G 0.01573 0.0123 0.003919 56 640: 68%|######7 | 27/40 [00:05<00:02, 5.31it/s] 168/499 4.32G 0.01573 0.0123 0.003919 56 640: 70%|####### | 28/40 [00:05<00:02, 5.17it/s] 168/499 4.32G 0.01567 0.01226 0.003978 66 640: 70%|####### | 28/40 [00:05<00:02, 5.17it/s] 168/499 4.32G 0.01567 0.01226 0.003978 66 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 168/499 4.32G 0.01564 0.0123 0.004044 88 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 168/499 4.32G 0.01564 0.0123 0.004044 88 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 168/499 4.32G 0.01563 0.01232 0.00421 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 168/499 4.32G 0.01563 0.01232 0.00421 81 640: 78%|#######7 | 31/40 [00:05<00:01, 5.19it/s] 168/499 4.32G 0.01566 0.01244 0.004293 97 640: 78%|#######7 | 31/40 [00:06<00:01, 5.19it/s] 168/499 4.32G 0.01566 0.01244 0.004293 97 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 168/499 4.32G 0.01567 0.01246 0.00433 78 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 168/499 4.32G 0.01567 0.01246 0.00433 78 640: 82%|########2 | 33/40 [00:06<00:01, 5.36it/s] 168/499 4.32G 0.01561 0.01247 0.004251 81 640: 82%|########2 | 33/40 [00:06<00:01, 5.36it/s] 168/499 4.32G 0.01561 0.01247 0.004251 81 640: 85%|########5 | 34/40 [00:06<00:01, 5.23it/s] 168/499 4.32G 0.01558 0.01239 0.004277 56 640: 85%|########5 | 34/40 [00:06<00:01, 5.23it/s] 168/499 4.32G 0.01558 0.01239 0.004277 56 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 168/499 4.32G 0.01561 0.0124 0.004476 67 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 168/499 4.32G 0.01561 0.0124 0.004476 67 640: 90%|######### | 36/40 [00:06<00:00, 5.38it/s] 168/499 4.32G 0.0156 0.0124 0.004482 79 640: 90%|######### | 36/40 [00:07<00:00, 5.38it/s] 168/499 4.32G 0.0156 0.0124 0.004482 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.24it/s] 168/499 4.32G 0.01558 0.01238 0.004502 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.24it/s] 168/499 4.32G 0.01558 0.01238 0.004502 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 168/499 4.32G 0.01556 0.01238 0.004534 74 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 168/499 4.32G 0.01556 0.01238 0.004534 74 640: 98%|#########7| 39/40 [00:07<00:00, 5.36it/s] 168/499 4.32G 0.01561 0.01244 0.004523 44 640: 98%|#########7| 39/40 [00:07<00:00, 5.36it/s] 168/499 4.32G 0.01561 0.01244 0.004523 44 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] 168/499 4.32G 0.01561 0.01244 0.004523 44 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 6.07it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 6.58it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.98it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.77it/s] all 132 263 0.0374 0.0511 0.0457 0.0186 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 169/499 4.32G 0.01741 0.01208 0.005586 68 640: 0%| | 0/40 [00:00<?, ?it/s] 169/499 4.32G 0.01741 0.01208 0.005586 68 640: 2%|2 | 1/40 [00:00<00:07, 5.54it/s] 169/499 4.32G 0.0159 0.01205 0.004784 74 640: 2%|2 | 1/40 [00:00<00:07, 5.54it/s] 169/499 4.32G 0.0159 0.01205 0.004784 74 640: 5%|5 | 2/40 [00:00<00:06, 5.56it/s] 169/499 4.32G 0.0155 0.01241 0.005603 76 640: 5%|5 | 2/40 [00:00<00:06, 5.56it/s] 169/499 4.32G 0.0155 0.01241 0.005603 76 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 169/499 4.32G 0.01555 0.01182 0.005353 66 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 169/499 4.32G 0.01555 0.01182 0.005353 66 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 169/499 4.32G 0.01531 0.01229 0.005169 88 640: 10%|# | 4/40 [00:00<00:06, 5.32it/s] 169/499 4.32G 0.01531 0.01229 0.005169 88 640: 12%|#2 | 5/40 [00:00<00:06, 5.37it/s] 169/499 4.32G 0.01572 0.01267 0.005402 76 640: 12%|#2 | 5/40 [00:01<00:06, 5.37it/s] 169/499 4.32G 0.01572 0.01267 0.005402 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.15it/s] 169/499 4.32G 0.01567 0.01285 0.005279 84 640: 15%|#5 | 6/40 [00:01<00:06, 5.15it/s] 169/499 4.32G 0.01567 0.01285 0.005279 84 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 169/499 4.32G 0.01571 0.0127 0.005439 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 169/499 4.32G 0.01571 0.0127 0.005439 70 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 169/499 4.32G 0.01575 0.01274 0.005243 79 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 169/499 4.32G 0.01575 0.01274 0.005243 79 640: 22%|##2 | 9/40 [00:01<00:05, 5.17it/s] 169/499 4.32G 0.01564 0.01268 0.005122 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.17it/s] 169/499 4.32G 0.01564 0.01268 0.005122 78 640: 25%|##5 | 10/40 [00:01<00:05, 5.24it/s] 169/499 4.32G 0.01558 0.01262 0.004955 77 640: 25%|##5 | 10/40 [00:02<00:05, 5.24it/s] 169/499 4.32G 0.01558 0.01262 0.004955 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 169/499 4.32G 0.01539 0.01241 0.00491 63 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 169/499 4.32G 0.01539 0.01241 0.00491 63 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 169/499 4.32G 0.01528 0.01228 0.004778 68 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 169/499 4.32G 0.01528 0.01228 0.004778 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 169/499 4.32G 0.0152 0.01215 0.004614 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 169/499 4.32G 0.0152 0.01215 0.004614 68 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 169/499 4.32G 0.01529 0.01194 0.004585 50 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 169/499 4.32G 0.01529 0.01194 0.004585 50 640: 38%|###7 | 15/40 [00:02<00:04, 5.22it/s] 169/499 4.32G 0.01536 0.0119 0.005155 59 640: 38%|###7 | 15/40 [00:03<00:04, 5.22it/s] 169/499 4.32G 0.01536 0.0119 0.005155 59 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 169/499 4.32G 0.01539 0.01198 0.004991 78 640: 40%|#### | 16/40 [00:03<00:04, 5.30it/s] 169/499 4.32G 0.01539 0.01198 0.004991 78 640: 42%|####2 | 17/40 [00:03<00:04, 5.39it/s] 169/499 4.32G 0.0154 0.01203 0.004982 77 640: 42%|####2 | 17/40 [00:03<00:04, 5.39it/s] 169/499 4.32G 0.0154 0.01203 0.004982 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 169/499 4.32G 0.01543 0.01206 0.004878 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 169/499 4.32G 0.01543 0.01206 0.004878 76 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 169/499 4.32G 0.01542 0.01207 0.004862 73 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 169/499 4.32G 0.01542 0.01207 0.004862 73 640: 50%|##### | 20/40 [00:03<00:03, 5.38it/s] 169/499 4.32G 0.01537 0.01211 0.004774 77 640: 50%|##### | 20/40 [00:03<00:03, 5.38it/s] 169/499 4.32G 0.01537 0.01211 0.004774 77 640: 52%|#####2 | 21/40 [00:03<00:03, 5.25it/s] 169/499 4.32G 0.01541 0.01207 0.00476 74 640: 52%|#####2 | 21/40 [00:04<00:03, 5.25it/s] 169/499 4.32G 0.01541 0.01207 0.00476 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 169/499 4.32G 0.01536 0.01209 0.004613 84 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 169/499 4.32G 0.01536 0.01209 0.004613 84 640: 57%|#####7 | 23/40 [00:04<00:03, 5.40it/s] 169/499 4.32G 0.01533 0.01207 0.004719 65 640: 57%|#####7 | 23/40 [00:04<00:03, 5.40it/s] 169/499 4.32G 0.01533 0.01207 0.004719 65 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 169/499 4.32G 0.01528 0.0121 0.004723 85 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 169/499 4.32G 0.01528 0.0121 0.004723 85 640: 62%|######2 | 25/40 [00:04<00:02, 5.36it/s] 169/499 4.32G 0.01532 0.0121 0.004685 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.36it/s] 169/499 4.32G 0.01532 0.0121 0.004685 75 640: 65%|######5 | 26/40 [00:04<00:02, 5.30it/s] 169/499 4.32G 0.01526 0.01209 0.004613 65 640: 65%|######5 | 26/40 [00:05<00:02, 5.30it/s] 169/499 4.32G 0.01526 0.01209 0.004613 65 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 169/499 4.32G 0.01526 0.01202 0.004517 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 169/499 4.32G 0.01526 0.01202 0.004517 73 640: 70%|####### | 28/40 [00:05<00:02, 5.27it/s] 169/499 4.32G 0.01524 0.01205 0.00457 76 640: 70%|####### | 28/40 [00:05<00:02, 5.27it/s] 169/499 4.32G 0.01524 0.01205 0.00457 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 169/499 4.32G 0.01531 0.01214 0.004641 81 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 169/499 4.32G 0.01531 0.01214 0.004641 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 169/499 4.32G 0.01541 0.01214 0.004685 61 640: 75%|#######5 | 30/40 [00:05<00:01, 5.18it/s] 169/499 4.32G 0.01541 0.01214 0.004685 61 640: 78%|#######7 | 31/40 [00:05<00:01, 5.25it/s] 169/499 4.32G 0.01537 0.01203 0.004638 56 640: 78%|#######7 | 31/40 [00:06<00:01, 5.25it/s] 169/499 4.32G 0.01537 0.01203 0.004638 56 640: 80%|######## | 32/40 [00:06<00:01, 5.34it/s] 169/499 4.32G 0.01532 0.01199 0.004635 59 640: 80%|######## | 32/40 [00:06<00:01, 5.34it/s] 169/499 4.32G 0.01532 0.01199 0.004635 59 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 169/499 4.32G 0.0153 0.01201 0.004579 79 640: 82%|########2 | 33/40 [00:06<00:01, 5.18it/s] 169/499 4.32G 0.0153 0.01201 0.004579 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 169/499 4.32G 0.0153 0.01199 0.004537 63 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 169/499 4.32G 0.0153 0.01199 0.004537 63 640: 88%|########7 | 35/40 [00:06<00:00, 5.36it/s] 169/499 4.32G 0.01537 0.01205 0.004657 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.36it/s] 169/499 4.32G 0.01537 0.01205 0.004657 74 640: 90%|######### | 36/40 [00:06<00:00, 5.24it/s] 169/499 4.32G 0.01538 0.01206 0.004607 73 640: 90%|######### | 36/40 [00:06<00:00, 5.24it/s] 169/499 4.32G 0.01538 0.01206 0.004607 73 640: 92%|#########2| 37/40 [00:06<00:00, 5.33it/s] 169/499 4.32G 0.01544 0.01205 0.004622 62 640: 92%|#########2| 37/40 [00:07<00:00, 5.33it/s] 169/499 4.32G 0.01544 0.01205 0.004622 62 640: 95%|#########5| 38/40 [00:07<00:00, 5.40it/s] 169/499 4.32G 0.01547 0.01208 0.004617 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.40it/s] 169/499 4.32G 0.01547 0.01208 0.004617 77 640: 98%|#########7| 39/40 [00:07<00:00, 5.16it/s] 169/499 4.32G 0.01546 0.01217 0.00459 42 640: 98%|#########7| 39/40 [00:07<00:00, 5.16it/s] 169/499 4.32G 0.01546 0.01217 0.00459 42 640: 100%|##########| 40/40 [00:07<00:00, 5.35it/s] 169/499 4.32G 0.01546 0.01217 0.00459 42 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.00it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.06it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.01it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.10it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.66it/s] all 132 263 0.583 0.0175 0.025 0.0122 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 170/499 4.32G 0.015 0.01225 0.00288 71 640: 0%| | 0/40 [00:00<?, ?it/s] 170/499 4.32G 0.015 0.01225 0.00288 71 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 170/499 4.32G 0.01597 0.01352 0.006156 75 640: 2%|2 | 1/40 [00:00<00:06, 5.58it/s] 170/499 4.32G 0.01597 0.01352 0.006156 75 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 170/499 4.32G 0.01544 0.01374 0.004936 90 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 170/499 4.32G 0.01544 0.01374 0.004936 90 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 170/499 4.32G 0.01543 0.01467 0.005481 102 640: 8%|7 | 3/40 [00:00<00:06, 5.33it/s] 170/499 4.32G 0.01543 0.01467 0.005481 102 640: 10%|# | 4/40 [00:00<00:06, 5.41it/s] 170/499 4.32G 0.01531 0.01378 0.004739 72 640: 10%|# | 4/40 [00:00<00:06, 5.41it/s] 170/499 4.32G 0.01531 0.01378 0.004739 72 640: 12%|#2 | 5/40 [00:00<00:06, 5.22it/s] 170/499 4.32G 0.01563 0.01368 0.004592 68 640: 12%|#2 | 5/40 [00:01<00:06, 5.22it/s] 170/499 4.32G 0.01563 0.01368 0.004592 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.29it/s] 170/499 4.32G 0.01542 0.01284 0.004226 53 640: 15%|#5 | 6/40 [00:01<00:06, 5.29it/s] 170/499 4.32G 0.01542 0.01284 0.004226 53 640: 18%|#7 | 7/40 [00:01<00:06, 5.36it/s] 170/499 4.32G 0.01528 0.01331 0.004355 102 640: 18%|#7 | 7/40 [00:01<00:06, 5.36it/s] 170/499 4.32G 0.01528 0.01331 0.004355 102 640: 20%|## | 8/40 [00:01<00:06, 5.21it/s] 170/499 4.32G 0.01506 0.01307 0.004196 74 640: 20%|## | 8/40 [00:01<00:06, 5.21it/s] 170/499 4.32G 0.01506 0.01307 0.004196 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 170/499 4.32G 0.01507 0.01305 0.004336 83 640: 22%|##2 | 9/40 [00:01<00:05, 5.31it/s] 170/499 4.32G 0.01507 0.01305 0.004336 83 640: 25%|##5 | 10/40 [00:01<00:05, 5.38it/s] 170/499 4.32G 0.01512 0.013 0.004245 74 640: 25%|##5 | 10/40 [00:02<00:05, 5.38it/s] 170/499 4.32G 0.01512 0.013 0.004245 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 170/499 4.32G 0.01506 0.01288 0.004348 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 170/499 4.32G 0.01506 0.01288 0.004348 75 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 170/499 4.32G 0.01504 0.01282 0.004367 66 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 170/499 4.32G 0.01504 0.01282 0.004367 66 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 170/499 4.32G 0.01505 0.01269 0.004415 69 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 170/499 4.32G 0.01505 0.01269 0.004415 69 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 170/499 4.32G 0.01516 0.01277 0.004598 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.22it/s] 170/499 4.32G 0.01516 0.01277 0.004598 75 640: 38%|###7 | 15/40 [00:02<00:04, 5.31it/s] 170/499 4.32G 0.01511 0.01257 0.004696 64 640: 38%|###7 | 15/40 [00:03<00:04, 5.31it/s] 170/499 4.32G 0.01511 0.01257 0.004696 64 640: 40%|#### | 16/40 [00:03<00:04, 5.40it/s] 170/499 4.32G 0.01516 0.01251 0.004883 69 640: 40%|#### | 16/40 [00:03<00:04, 5.40it/s] 170/499 4.32G 0.01516 0.01251 0.004883 69 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 170/499 4.32G 0.01512 0.01243 0.004875 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 170/499 4.32G 0.01512 0.01243 0.004875 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 170/499 4.32G 0.01514 0.01265 0.004929 100 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 170/499 4.32G 0.01514 0.01265 0.004929 100 640: 48%|####7 | 19/40 [00:03<00:03, 5.40it/s] 170/499 4.32G 0.01508 0.01265 0.005037 78 640: 48%|####7 | 19/40 [00:03<00:03, 5.40it/s] 170/499 4.32G 0.01508 0.01265 0.005037 78 640: 50%|##### | 20/40 [00:03<00:03, 5.27it/s] 170/499 4.32G 0.0151 0.01266 0.004901 76 640: 50%|##### | 20/40 [00:03<00:03, 5.27it/s] 170/499 4.32G 0.0151 0.01266 0.004901 76 640: 52%|#####2 | 21/40 [00:03<00:03, 5.36it/s] 170/499 4.32G 0.01513 0.01264 0.004905 76 640: 52%|#####2 | 21/40 [00:04<00:03, 5.36it/s] 170/499 4.32G 0.01513 0.01264 0.004905 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.41it/s] 170/499 4.32G 0.01513 0.01248 0.00486 56 640: 55%|#####5 | 22/40 [00:04<00:03, 5.41it/s] 170/499 4.32G 0.01513 0.01248 0.00486 56 640: 57%|#####7 | 23/40 [00:04<00:03, 5.26it/s] 170/499 4.32G 0.01515 0.01259 0.004808 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.26it/s] 170/499 4.32G 0.01515 0.01259 0.004808 75 640: 60%|###### | 24/40 [00:04<00:02, 5.34it/s] 170/499 4.32G 0.01521 0.01266 0.004992 84 640: 60%|###### | 24/40 [00:04<00:02, 5.34it/s] 170/499 4.32G 0.01521 0.01266 0.004992 84 640: 62%|######2 | 25/40 [00:04<00:02, 5.42it/s] 170/499 4.32G 0.01514 0.01269 0.004838 88 640: 62%|######2 | 25/40 [00:04<00:02, 5.42it/s] 170/499 4.32G 0.01514 0.01269 0.004838 88 640: 65%|######5 | 26/40 [00:04<00:02, 5.28it/s] 170/499 4.32G 0.01519 0.01274 0.004866 71 640: 65%|######5 | 26/40 [00:05<00:02, 5.28it/s] 170/499 4.32G 0.01519 0.01274 0.004866 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.37it/s] 170/499 4.32G 0.01516 0.01275 0.004998 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.37it/s] 170/499 4.32G 0.01516 0.01275 0.004998 74 640: 70%|####### | 28/40 [00:05<00:02, 5.44it/s] 170/499 4.32G 0.01522 0.01282 0.005107 86 640: 70%|####### | 28/40 [00:05<00:02, 5.44it/s] 170/499 4.32G 0.01522 0.01282 0.005107 86 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 170/499 4.32G 0.01519 0.01274 0.005172 66 640: 72%|#######2 | 29/40 [00:05<00:02, 5.19it/s] 170/499 4.32G 0.01519 0.01274 0.005172 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 170/499 4.32G 0.01522 0.01285 0.005121 101 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 170/499 4.32G 0.01522 0.01285 0.005121 101 640: 78%|#######7 | 31/40 [00:05<00:01, 5.36it/s] 170/499 4.32G 0.01523 0.01284 0.005222 77 640: 78%|#######7 | 31/40 [00:06<00:01, 5.36it/s] 170/499 4.32G 0.01523 0.01284 0.005222 77 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 170/499 4.32G 0.01517 0.01278 0.005134 72 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 170/499 4.32G 0.01517 0.01278 0.005134 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 170/499 4.32G 0.01515 0.01276 0.005293 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 170/499 4.32G 0.01515 0.01276 0.005293 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.38it/s] 170/499 4.32G 0.01512 0.01275 0.00527 79 640: 85%|########5 | 34/40 [00:06<00:01, 5.38it/s] 170/499 4.32G 0.01512 0.01275 0.00527 79 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 170/499 4.32G 0.0151 0.0127 0.005281 64 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 170/499 4.32G 0.0151 0.0127 0.005281 64 640: 90%|######### | 36/40 [00:06<00:00, 5.31it/s] 170/499 4.32G 0.01507 0.01264 0.005258 66 640: 90%|######### | 36/40 [00:06<00:00, 5.31it/s] 170/499 4.32G 0.01507 0.01264 0.005258 66 640: 92%|#########2| 37/40 [00:06<00:00, 5.39it/s] 170/499 4.32G 0.01515 0.01273 0.005352 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.39it/s] 170/499 4.32G 0.01515 0.01273 0.005352 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 170/499 4.32G 0.01512 0.01272 0.005404 84 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 170/499 4.32G 0.01512 0.01272 0.005404 84 640: 98%|#########7| 39/40 [00:07<00:00, 5.35it/s] 170/499 4.32G 0.01519 0.0127 0.005306 33 640: 98%|#########7| 39/40 [00:07<00:00, 5.35it/s] 170/499 4.32G 0.01519 0.0127 0.005306 33 640: 100%|##########| 40/40 [00:07<00:00, 5.49it/s] 170/499 4.32G 0.01519 0.0127 0.005306 33 640: 100%|##########| 40/40 [00:07<00:00, 5.33it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.82it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.93it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.92it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.53it/s] all 132 263 0.456 0.0211 0.0328 0.0146 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 171/499 4.32G 0.01372 0.0152 0.0049 99 640: 0%| | 0/40 [00:00<?, ?it/s] 171/499 4.32G 0.01372 0.0152 0.0049 99 640: 2%|2 | 1/40 [00:00<00:07, 4.93it/s] 171/499 4.32G 0.01361 0.01363 0.004435 80 640: 2%|2 | 1/40 [00:00<00:07, 4.93it/s] 171/499 4.32G 0.01361 0.01363 0.004435 80 640: 5%|5 | 2/40 [00:00<00:07, 5.22it/s] 171/499 4.32G 0.01431 0.01417 0.00472 99 640: 5%|5 | 2/40 [00:00<00:07, 5.22it/s] 171/499 4.32G 0.01431 0.01417 0.00472 99 640: 8%|7 | 3/40 [00:00<00:06, 5.35it/s] 171/499 4.32G 0.01423 0.01431 0.00451 79 640: 8%|7 | 3/40 [00:00<00:06, 5.35it/s] 171/499 4.32G 0.01423 0.01431 0.00451 79 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 171/499 4.32G 0.01461 0.01347 0.003958 61 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 171/499 4.32G 0.01461 0.01347 0.003958 61 640: 12%|#2 | 5/40 [00:00<00:06, 5.28it/s] 171/499 4.32G 0.01469 0.01309 0.004161 66 640: 12%|#2 | 5/40 [00:01<00:06, 5.28it/s] 171/499 4.32G 0.01469 0.01309 0.004161 66 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 171/499 4.32G 0.01472 0.01319 0.003825 77 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 171/499 4.32G 0.01472 0.01319 0.003825 77 640: 18%|#7 | 7/40 [00:01<00:06, 5.10it/s] 171/499 4.32G 0.01478 0.01306 0.004051 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.10it/s] 171/499 4.32G 0.01478 0.01306 0.004051 76 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 171/499 4.32G 0.01489 0.01322 0.004344 89 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 171/499 4.32G 0.01489 0.01322 0.004344 89 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 171/499 4.32G 0.01508 0.01317 0.004246 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 171/499 4.32G 0.01508 0.01317 0.004246 69 640: 25%|##5 | 10/40 [00:01<00:05, 5.19it/s] 171/499 4.32G 0.01505 0.01306 0.00417 71 640: 25%|##5 | 10/40 [00:02<00:05, 5.19it/s] 171/499 4.32G 0.01505 0.01306 0.00417 71 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 171/499 4.32G 0.01529 0.01345 0.004634 102 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 171/499 4.32G 0.01529 0.01345 0.004634 102 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 171/499 4.32G 0.01534 0.01325 0.004601 72 640: 30%|### | 12/40 [00:02<00:05, 5.33it/s] 171/499 4.32G 0.01534 0.01325 0.004601 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 171/499 4.32G 0.01535 0.01313 0.004504 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 171/499 4.32G 0.01535 0.01313 0.004504 72 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 171/499 4.32G 0.01542 0.01328 0.004652 86 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 171/499 4.32G 0.01542 0.01328 0.004652 86 640: 38%|###7 | 15/40 [00:02<00:04, 5.37it/s] 171/499 4.32G 0.01539 0.0132 0.004904 75 640: 38%|###7 | 15/40 [00:03<00:04, 5.37it/s] 171/499 4.32G 0.01539 0.0132 0.004904 75 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 171/499 4.32G 0.01553 0.0132 0.004924 80 640: 40%|#### | 16/40 [00:03<00:04, 5.20it/s] 171/499 4.32G 0.01553 0.0132 0.004924 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 171/499 4.32G 0.01558 0.01309 0.004999 65 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 171/499 4.32G 0.01558 0.01309 0.004999 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.38it/s] 171/499 4.32G 0.0155 0.013 0.005152 71 640: 45%|####5 | 18/40 [00:03<00:04, 5.38it/s] 171/499 4.32G 0.0155 0.013 0.005152 71 640: 48%|####7 | 19/40 [00:03<00:03, 5.25it/s] 171/499 4.32G 0.01542 0.01289 0.005342 64 640: 48%|####7 | 19/40 [00:03<00:03, 5.25it/s] 171/499 4.32G 0.01542 0.01289 0.005342 64 640: 50%|##### | 20/40 [00:03<00:03, 5.33it/s] 171/499 4.32G 0.01539 0.01281 0.005238 66 640: 50%|##### | 20/40 [00:03<00:03, 5.33it/s] 171/499 4.32G 0.01539 0.01281 0.005238 66 640: 52%|#####2 | 21/40 [00:03<00:03, 5.37it/s] 171/499 4.32G 0.01537 0.01281 0.005254 80 640: 52%|#####2 | 21/40 [00:04<00:03, 5.37it/s] 171/499 4.32G 0.01537 0.01281 0.005254 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 171/499 4.32G 0.01534 0.01273 0.005319 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.21it/s] 171/499 4.32G 0.01534 0.01273 0.005319 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 171/499 4.32G 0.01533 0.01268 0.005218 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.31it/s] 171/499 4.32G 0.01533 0.01268 0.005218 70 640: 60%|###### | 24/40 [00:04<00:02, 5.39it/s] 171/499 4.32G 0.01527 0.01262 0.005121 75 640: 60%|###### | 24/40 [00:04<00:02, 5.39it/s] 171/499 4.32G 0.01527 0.01262 0.005121 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 171/499 4.32G 0.0153 0.01258 0.005067 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.25it/s] 171/499 4.32G 0.0153 0.01258 0.005067 69 640: 65%|######5 | 26/40 [00:04<00:02, 5.31it/s] 171/499 4.32G 0.01524 0.01259 0.005078 85 640: 65%|######5 | 26/40 [00:05<00:02, 5.31it/s] 171/499 4.32G 0.01524 0.01259 0.005078 85 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 171/499 4.32G 0.01522 0.01252 0.005022 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 171/499 4.32G 0.01522 0.01252 0.005022 68 640: 70%|####### | 28/40 [00:05<00:02, 5.10it/s] 171/499 4.32G 0.01521 0.01249 0.005064 69 640: 70%|####### | 28/40 [00:05<00:02, 5.10it/s] 171/499 4.32G 0.01521 0.01249 0.005064 69 640: 72%|#######2 | 29/40 [00:05<00:02, 5.23it/s] 171/499 4.32G 0.0152 0.01251 0.005036 80 640: 72%|#######2 | 29/40 [00:05<00:02, 5.23it/s] 171/499 4.32G 0.0152 0.01251 0.005036 80 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 171/499 4.32G 0.01521 0.01245 0.004954 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 171/499 4.32G 0.01521 0.01245 0.004954 66 640: 78%|#######7 | 31/40 [00:05<00:01, 5.20it/s] 171/499 4.32G 0.01519 0.01247 0.004926 82 640: 78%|#######7 | 31/40 [00:06<00:01, 5.20it/s] 171/499 4.32G 0.01519 0.01247 0.004926 82 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 171/499 4.32G 0.01517 0.01248 0.004907 86 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 171/499 4.32G 0.01517 0.01248 0.004907 86 640: 82%|########2 | 33/40 [00:06<00:01, 5.37it/s] 171/499 4.32G 0.01519 0.01247 0.004887 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.37it/s] 171/499 4.32G 0.01519 0.01247 0.004887 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 171/499 4.32G 0.0152 0.01249 0.00489 76 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 171/499 4.32G 0.0152 0.01249 0.00489 76 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 171/499 4.32G 0.01515 0.01248 0.004909 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.32it/s] 171/499 4.32G 0.01515 0.01248 0.004909 75 640: 90%|######### | 36/40 [00:06<00:00, 5.40it/s] 171/499 4.32G 0.01521 0.01252 0.004929 80 640: 90%|######### | 36/40 [00:07<00:00, 5.40it/s] 171/499 4.32G 0.01521 0.01252 0.004929 80 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 171/499 4.32G 0.01517 0.01247 0.004894 74 640: 92%|#########2| 37/40 [00:07<00:00, 5.20it/s] 171/499 4.32G 0.01517 0.01247 0.004894 74 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 171/499 4.32G 0.01511 0.01247 0.004885 83 640: 95%|#########5| 38/40 [00:07<00:00, 5.30it/s] 171/499 4.32G 0.01511 0.01247 0.004885 83 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 171/499 4.32G 0.01514 0.01267 0.004855 57 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 171/499 4.32G 0.01514 0.01267 0.004855 57 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] 171/499 4.32G 0.01514 0.01267 0.004855 57 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.95it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.03it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.07it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.16it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.69it/s] all 132 263 0.00535 0.0301 0.0043 0.00207 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 172/499 4.32G 0.01646 0.0117 0.004627 66 640: 0%| | 0/40 [00:00<?, ?it/s] 172/499 4.32G 0.01646 0.0117 0.004627 66 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 172/499 4.32G 0.01628 0.01185 0.006329 70 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 172/499 4.32G 0.01628 0.01185 0.006329 70 640: 5%|5 | 2/40 [00:00<00:06, 5.57it/s] 172/499 4.32G 0.01652 0.01249 0.005823 83 640: 5%|5 | 2/40 [00:00<00:06, 5.57it/s] 172/499 4.32G 0.01652 0.01249 0.005823 83 640: 8%|7 | 3/40 [00:00<00:07, 5.27it/s] 172/499 4.32G 0.01662 0.01251 0.006268 72 640: 8%|7 | 3/40 [00:00<00:07, 5.27it/s] 172/499 4.32G 0.01662 0.01251 0.006268 72 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 172/499 4.32G 0.01664 0.01287 0.006493 85 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 172/499 4.32G 0.01664 0.01287 0.006493 85 640: 12%|#2 | 5/40 [00:00<00:06, 5.44it/s] 172/499 4.32G 0.01663 0.01263 0.006111 70 640: 12%|#2 | 5/40 [00:01<00:06, 5.44it/s] 172/499 4.32G 0.01663 0.01263 0.006111 70 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 172/499 4.32G 0.01658 0.01264 0.005985 78 640: 15%|#5 | 6/40 [00:01<00:06, 5.22it/s] 172/499 4.32G 0.01658 0.01264 0.005985 78 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 172/499 4.32G 0.01644 0.01263 0.005695 73 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 172/499 4.32G 0.01644 0.01263 0.005695 73 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 172/499 4.32G 0.01634 0.01252 0.005512 68 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 172/499 4.32G 0.01634 0.01252 0.005512 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.18it/s] 172/499 4.32G 0.01612 0.01229 0.005217 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.18it/s] 172/499 4.32G 0.01612 0.01229 0.005217 69 640: 25%|##5 | 10/40 [00:01<00:05, 5.28it/s] 172/499 4.32G 0.016 0.01251 0.005003 85 640: 25%|##5 | 10/40 [00:02<00:05, 5.28it/s] 172/499 4.32G 0.016 0.01251 0.005003 85 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 172/499 4.32G 0.01611 0.01251 0.005124 69 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 172/499 4.32G 0.01611 0.01251 0.005124 69 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 172/499 4.32G 0.01611 0.0126 0.005086 84 640: 30%|### | 12/40 [00:02<00:05, 5.21it/s] 172/499 4.32G 0.01611 0.0126 0.005086 84 640: 32%|###2 | 13/40 [00:02<00:05, 5.28it/s] 172/499 4.32G 0.01605 0.0128 0.004949 94 640: 32%|###2 | 13/40 [00:02<00:05, 5.28it/s] 172/499 4.32G 0.01605 0.0128 0.004949 94 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 172/499 4.32G 0.01603 0.01302 0.004842 95 640: 35%|###5 | 14/40 [00:02<00:04, 5.34it/s] 172/499 4.32G 0.01603 0.01302 0.004842 95 640: 38%|###7 | 15/40 [00:02<00:04, 5.17it/s] 172/499 4.32G 0.01586 0.0128 0.004958 58 640: 38%|###7 | 15/40 [00:03<00:04, 5.17it/s] 172/499 4.32G 0.01586 0.0128 0.004958 58 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 172/499 4.32G 0.0158 0.01285 0.004822 79 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 172/499 4.32G 0.0158 0.01285 0.004822 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 172/499 4.32G 0.01587 0.01294 0.004718 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 172/499 4.32G 0.01587 0.01294 0.004718 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.19it/s] 172/499 4.32G 0.01581 0.01302 0.004703 82 640: 45%|####5 | 18/40 [00:03<00:04, 5.19it/s] 172/499 4.32G 0.01581 0.01302 0.004703 82 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 172/499 4.32G 0.01569 0.01297 0.004542 75 640: 48%|####7 | 19/40 [00:03<00:03, 5.27it/s] 172/499 4.32G 0.01569 0.01297 0.004542 75 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 172/499 4.32G 0.0157 0.01305 0.004491 80 640: 50%|##### | 20/40 [00:03<00:03, 5.35it/s] 172/499 4.32G 0.0157 0.01305 0.004491 80 640: 52%|#####2 | 21/40 [00:03<00:03, 5.22it/s] 172/499 4.32G 0.01568 0.01301 0.004629 71 640: 52%|#####2 | 21/40 [00:04<00:03, 5.22it/s] 172/499 4.32G 0.01568 0.01301 0.004629 71 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 172/499 4.32G 0.01567 0.01305 0.004584 82 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 172/499 4.32G 0.01567 0.01305 0.004584 82 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 172/499 4.32G 0.01563 0.01303 0.004501 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 172/499 4.32G 0.01563 0.01303 0.004501 76 640: 60%|###### | 24/40 [00:04<00:03, 5.23it/s] 172/499 4.32G 0.01567 0.013 0.004449 68 640: 60%|###### | 24/40 [00:04<00:03, 5.23it/s] 172/499 4.32G 0.01567 0.013 0.004449 68 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 172/499 4.32G 0.01567 0.01289 0.004428 58 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 172/499 4.32G 0.01567 0.01289 0.004428 58 640: 65%|######5 | 26/40 [00:04<00:02, 5.32it/s] 172/499 4.32G 0.01572 0.01284 0.004529 71 640: 65%|######5 | 26/40 [00:05<00:02, 5.32it/s] 172/499 4.32G 0.01572 0.01284 0.004529 71 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 172/499 4.32G 0.01573 0.01286 0.00462 77 640: 68%|######7 | 27/40 [00:05<00:02, 5.20it/s] 172/499 4.32G 0.01573 0.01286 0.00462 77 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 172/499 4.32G 0.01573 0.0129 0.004584 77 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 172/499 4.32G 0.01573 0.0129 0.004584 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.38it/s] 172/499 4.32G 0.01572 0.01281 0.004558 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.38it/s] 172/499 4.32G 0.01572 0.01281 0.004558 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 172/499 4.32G 0.01571 0.01271 0.004548 53 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 172/499 4.32G 0.01571 0.01271 0.004548 53 640: 78%|#######7 | 31/40 [00:05<00:01, 5.34it/s] 172/499 4.32G 0.01567 0.01272 0.004499 82 640: 78%|#######7 | 31/40 [00:06<00:01, 5.34it/s] 172/499 4.32G 0.01567 0.01272 0.004499 82 640: 80%|######## | 32/40 [00:06<00:01, 5.42it/s] 172/499 4.32G 0.01562 0.01271 0.004484 77 640: 80%|######## | 32/40 [00:06<00:01, 5.42it/s] 172/499 4.32G 0.01562 0.01271 0.004484 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 172/499 4.32G 0.01561 0.01274 0.00452 83 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 172/499 4.32G 0.01561 0.01274 0.00452 83 640: 85%|########5 | 34/40 [00:06<00:01, 5.35it/s] 172/499 4.32G 0.01558 0.01278 0.004544 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.35it/s] 172/499 4.32G 0.01558 0.01278 0.004544 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.41it/s] 172/499 4.32G 0.01558 0.01276 0.004476 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.41it/s] 172/499 4.32G 0.01558 0.01276 0.004476 71 640: 90%|######### | 36/40 [00:06<00:00, 5.28it/s] 172/499 4.32G 0.01561 0.01272 0.004562 71 640: 90%|######### | 36/40 [00:06<00:00, 5.28it/s] 172/499 4.32G 0.01561 0.01272 0.004562 71 640: 92%|#########2| 37/40 [00:06<00:00, 5.36it/s] 172/499 4.32G 0.01558 0.01268 0.004486 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.36it/s] 172/499 4.32G 0.01558 0.01268 0.004486 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.43it/s] 172/499 4.32G 0.01564 0.01272 0.004517 83 640: 95%|#########5| 38/40 [00:07<00:00, 5.43it/s] 172/499 4.32G 0.01564 0.01272 0.004517 83 640: 98%|#########7| 39/40 [00:07<00:00, 5.28it/s] 172/499 4.32G 0.01576 0.01274 0.004473 36 640: 98%|#########7| 39/40 [00:07<00:00, 5.28it/s] 172/499 4.32G 0.01576 0.01274 0.004473 36 640: 100%|##########| 40/40 [00:07<00:00, 5.44it/s] 172/499 4.32G 0.01576 0.01274 0.004473 36 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.18it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.15it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.17it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.25it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.80it/s] all 132 263 0.0188 0.049 0.0265 0.0137 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 173/499 4.32G 0.01522 0.01207 0.0008212 75 640: 0%| | 0/40 [00:00<?, ?it/s] 173/499 4.32G 0.01522 0.01207 0.0008212 75 640: 2%|2 | 1/40 [00:00<00:07, 5.54it/s] 173/499 4.32G 0.01521 0.01189 0.002155 70 640: 2%|2 | 1/40 [00:00<00:07, 5.54it/s] 173/499 4.32G 0.01521 0.01189 0.002155 70 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 173/499 4.32G 0.01503 0.01209 0.00226 82 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 173/499 4.32G 0.01503 0.01209 0.00226 82 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 173/499 4.32G 0.01459 0.01194 0.002309 75 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 173/499 4.32G 0.01459 0.01194 0.002309 75 640: 10%|# | 4/40 [00:00<00:06, 5.42it/s] 173/499 4.32G 0.01467 0.01199 0.002085 72 640: 10%|# | 4/40 [00:00<00:06, 5.42it/s] 173/499 4.32G 0.01467 0.01199 0.002085 72 640: 12%|#2 | 5/40 [00:00<00:06, 5.23it/s] 173/499 4.32G 0.01463 0.01207 0.00271 79 640: 12%|#2 | 5/40 [00:01<00:06, 5.23it/s] 173/499 4.32G 0.01463 0.01207 0.00271 79 640: 15%|#5 | 6/40 [00:01<00:06, 5.17it/s] 173/499 4.32G 0.01468 0.01209 0.002718 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.17it/s] 173/499 4.32G 0.01468 0.01209 0.002718 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.25it/s] 173/499 4.32G 0.01489 0.01255 0.00321 91 640: 18%|#7 | 7/40 [00:01<00:06, 5.25it/s] 173/499 4.32G 0.01489 0.01255 0.00321 91 640: 20%|## | 8/40 [00:01<00:06, 5.14it/s] 173/499 4.32G 0.01485 0.01267 0.003295 85 640: 20%|## | 8/40 [00:01<00:06, 5.14it/s] 173/499 4.32G 0.01485 0.01267 0.003295 85 640: 22%|##2 | 9/40 [00:01<00:05, 5.27it/s] 173/499 4.32G 0.01492 0.01266 0.003268 77 640: 22%|##2 | 9/40 [00:01<00:05, 5.27it/s] 173/499 4.32G 0.01492 0.01266 0.003268 77 640: 25%|##5 | 10/40 [00:01<00:05, 5.35it/s] 173/499 4.32G 0.01495 0.01254 0.003453 63 640: 25%|##5 | 10/40 [00:02<00:05, 5.35it/s] 173/499 4.32G 0.01495 0.01254 0.003453 63 640: 28%|##7 | 11/40 [00:02<00:05, 5.13it/s] 173/499 4.32G 0.01492 0.01241 0.003717 77 640: 28%|##7 | 11/40 [00:02<00:05, 5.13it/s] 173/499 4.32G 0.01492 0.01241 0.003717 77 640: 30%|### | 12/40 [00:02<00:05, 5.24it/s] 173/499 4.32G 0.01495 0.01238 0.003607 71 640: 30%|### | 12/40 [00:02<00:05, 5.24it/s] 173/499 4.32G 0.01495 0.01238 0.003607 71 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 173/499 4.32G 0.01514 0.01239 0.003892 67 640: 32%|###2 | 13/40 [00:02<00:05, 5.32it/s] 173/499 4.32G 0.01514 0.01239 0.003892 67 640: 35%|###5 | 14/40 [00:02<00:05, 5.19it/s] 173/499 4.32G 0.0151 0.01231 0.004096 70 640: 35%|###5 | 14/40 [00:02<00:05, 5.19it/s] 173/499 4.32G 0.0151 0.01231 0.004096 70 640: 38%|###7 | 15/40 [00:02<00:04, 5.29it/s] 173/499 4.32G 0.01515 0.01226 0.004392 68 640: 38%|###7 | 15/40 [00:03<00:04, 5.29it/s] 173/499 4.32G 0.01515 0.01226 0.004392 68 640: 40%|#### | 16/40 [00:03<00:04, 5.35it/s] 173/499 4.32G 0.01507 0.01213 0.004395 62 640: 40%|#### | 16/40 [00:03<00:04, 5.35it/s] 173/499 4.32G 0.01507 0.01213 0.004395 62 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 173/499 4.32G 0.01505 0.01209 0.004351 66 640: 42%|####2 | 17/40 [00:03<00:04, 5.19it/s] 173/499 4.32G 0.01505 0.01209 0.004351 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 173/499 4.32G 0.01495 0.01213 0.004313 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 173/499 4.32G 0.01495 0.01213 0.004313 80 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 173/499 4.32G 0.01504 0.01224 0.004284 85 640: 48%|####7 | 19/40 [00:03<00:03, 5.37it/s] 173/499 4.32G 0.01504 0.01224 0.004284 85 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 173/499 4.32G 0.01509 0.01217 0.004447 58 640: 50%|##### | 20/40 [00:03<00:03, 5.24it/s] 173/499 4.32G 0.01509 0.01217 0.004447 58 640: 52%|#####2 | 21/40 [00:03<00:03, 5.33it/s] 173/499 4.32G 0.01507 0.01223 0.004557 81 640: 52%|#####2 | 21/40 [00:04<00:03, 5.33it/s] 173/499 4.32G 0.01507 0.01223 0.004557 81 640: 55%|#####5 | 22/40 [00:04<00:03, 5.38it/s] 173/499 4.32G 0.01509 0.01221 0.004638 68 640: 55%|#####5 | 22/40 [00:04<00:03, 5.38it/s] 173/499 4.32G 0.01509 0.01221 0.004638 68 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 173/499 4.32G 0.01507 0.01211 0.004726 61 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 173/499 4.32G 0.01507 0.01211 0.004726 61 640: 60%|###### | 24/40 [00:04<00:03, 5.26it/s] 173/499 4.32G 0.01504 0.01215 0.004659 75 640: 60%|###### | 24/40 [00:04<00:03, 5.26it/s] 173/499 4.32G 0.01504 0.01215 0.004659 75 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 173/499 4.32G 0.01501 0.01224 0.004576 86 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 173/499 4.32G 0.01501 0.01224 0.004576 86 640: 65%|######5 | 26/40 [00:04<00:02, 5.22it/s] 173/499 4.32G 0.01497 0.01222 0.004492 69 640: 65%|######5 | 26/40 [00:05<00:02, 5.22it/s] 173/499 4.32G 0.01497 0.01222 0.004492 69 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 173/499 4.32G 0.01496 0.0122 0.004504 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 173/499 4.32G 0.01496 0.0122 0.004504 68 640: 70%|####### | 28/40 [00:05<00:02, 5.38it/s] 173/499 4.32G 0.01494 0.01215 0.004401 69 640: 70%|####### | 28/40 [00:05<00:02, 5.38it/s] 173/499 4.32G 0.01494 0.01215 0.004401 69 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 173/499 4.32G 0.01506 0.01216 0.004404 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.24it/s] 173/499 4.32G 0.01506 0.01216 0.004404 67 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 173/499 4.32G 0.01508 0.01211 0.004405 63 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 173/499 4.32G 0.01508 0.01211 0.004405 63 640: 78%|#######7 | 31/40 [00:05<00:01, 5.38it/s] 173/499 4.32G 0.01507 0.01208 0.004499 69 640: 78%|#######7 | 31/40 [00:06<00:01, 5.38it/s] 173/499 4.32G 0.01507 0.01208 0.004499 69 640: 80%|######## | 32/40 [00:06<00:01, 5.23it/s] 173/499 4.32G 0.01509 0.01209 0.004462 71 640: 80%|######## | 32/40 [00:06<00:01, 5.23it/s] 173/499 4.32G 0.01509 0.01209 0.004462 71 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 173/499 4.32G 0.01516 0.01215 0.004444 78 640: 82%|########2 | 33/40 [00:06<00:01, 5.31it/s] 173/499 4.32G 0.01516 0.01215 0.004444 78 640: 85%|########5 | 34/40 [00:06<00:01, 5.39it/s] 173/499 4.32G 0.01514 0.01208 0.004411 59 640: 85%|########5 | 34/40 [00:06<00:01, 5.39it/s] 173/499 4.32G 0.01514 0.01208 0.004411 59 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 173/499 4.32G 0.01509 0.01207 0.00441 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 173/499 4.32G 0.01509 0.01207 0.00441 77 640: 90%|######### | 36/40 [00:06<00:00, 5.34it/s] 173/499 4.32G 0.01509 0.0121 0.004372 84 640: 90%|######### | 36/40 [00:06<00:00, 5.34it/s] 173/499 4.32G 0.01509 0.0121 0.004372 84 640: 92%|#########2| 37/40 [00:06<00:00, 5.30it/s] 173/499 4.32G 0.01511 0.01208 0.004381 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.30it/s] 173/499 4.32G 0.01511 0.01208 0.004381 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 173/499 4.32G 0.01507 0.0121 0.004323 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.20it/s] 173/499 4.32G 0.01507 0.0121 0.004323 80 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 173/499 4.32G 0.01517 0.01202 0.004499 28 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 173/499 4.32G 0.01517 0.01202 0.004499 28 640: 100%|##########| 40/40 [00:07<00:00, 5.45it/s] 173/499 4.32G 0.01517 0.01202 0.004499 28 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.36it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.23it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.14it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.20it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.80it/s] all 132 263 0.367 0.0175 0.0236 0.00972 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 174/499 4.32G 0.01447 0.0128 0.00447 77 640: 0%| | 0/40 [00:00<?, ?it/s] 174/499 4.32G 0.01447 0.0128 0.00447 77 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 174/499 4.32G 0.01572 0.01155 0.003671 68 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 174/499 4.32G 0.01572 0.01155 0.003671 68 640: 5%|5 | 2/40 [00:00<00:07, 5.29it/s] 174/499 4.32G 0.01583 0.01235 0.005308 80 640: 5%|5 | 2/40 [00:00<00:07, 5.29it/s] 174/499 4.32G 0.01583 0.01235 0.005308 80 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 174/499 4.32G 0.01597 0.01171 0.006 56 640: 8%|7 | 3/40 [00:00<00:06, 5.37it/s] 174/499 4.32G 0.01597 0.01171 0.006 56 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 174/499 4.32G 0.01601 0.01145 0.005593 64 640: 10%|# | 4/40 [00:00<00:06, 5.15it/s] 174/499 4.32G 0.01601 0.01145 0.005593 64 640: 12%|#2 | 5/40 [00:00<00:06, 5.28it/s] 174/499 4.32G 0.01557 0.01142 0.005294 77 640: 12%|#2 | 5/40 [00:01<00:06, 5.28it/s] 174/499 4.32G 0.01557 0.01142 0.005294 77 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 174/499 4.32G 0.01563 0.01159 0.004792 80 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 174/499 4.32G 0.01563 0.01159 0.004792 80 640: 18%|#7 | 7/40 [00:01<00:06, 5.20it/s] 174/499 4.32G 0.01553 0.01179 0.004668 82 640: 18%|#7 | 7/40 [00:01<00:06, 5.20it/s] 174/499 4.32G 0.01553 0.01179 0.004668 82 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 174/499 4.32G 0.01542 0.01195 0.004541 81 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 174/499 4.32G 0.01542 0.01195 0.004541 81 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 174/499 4.32G 0.01545 0.01191 0.004473 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 174/499 4.32G 0.01545 0.01191 0.004473 70 640: 25%|##5 | 10/40 [00:01<00:05, 5.22it/s] 174/499 4.32G 0.01539 0.01201 0.004518 78 640: 25%|##5 | 10/40 [00:02<00:05, 5.22it/s] 174/499 4.32G 0.01539 0.01201 0.004518 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 174/499 4.32G 0.01555 0.01215 0.004461 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 174/499 4.32G 0.01555 0.01215 0.004461 74 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 174/499 4.32G 0.0156 0.01228 0.004307 82 640: 30%|### | 12/40 [00:02<00:05, 5.36it/s] 174/499 4.32G 0.0156 0.01228 0.004307 82 640: 32%|###2 | 13/40 [00:02<00:05, 5.19it/s] 174/499 4.32G 0.01556 0.01246 0.004234 91 640: 32%|###2 | 13/40 [00:02<00:05, 5.19it/s] 174/499 4.32G 0.01556 0.01246 0.004234 91 640: 35%|###5 | 14/40 [00:02<00:04, 5.25it/s] 174/499 4.32G 0.01548 0.01233 0.004161 68 640: 35%|###5 | 14/40 [00:02<00:04, 5.25it/s] 174/499 4.32G 0.01548 0.01233 0.004161 68 640: 38%|###7 | 15/40 [00:02<00:04, 5.33it/s] 174/499 4.32G 0.01544 0.01232 0.004178 81 640: 38%|###7 | 15/40 [00:03<00:04, 5.33it/s] 174/499 4.32G 0.01544 0.01232 0.004178 81 640: 40%|#### | 16/40 [00:03<00:04, 5.17it/s] 174/499 4.32G 0.01556 0.01246 0.004363 90 640: 40%|#### | 16/40 [00:03<00:04, 5.17it/s] 174/499 4.32G 0.01556 0.01246 0.004363 90 640: 42%|####2 | 17/40 [00:03<00:04, 5.28it/s] 174/499 4.32G 0.01566 0.01248 0.004434 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.28it/s] 174/499 4.32G 0.01566 0.01248 0.004434 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.37it/s] 174/499 4.32G 0.01571 0.01266 0.004477 94 640: 45%|####5 | 18/40 [00:03<00:04, 5.37it/s] 174/499 4.32G 0.01571 0.01266 0.004477 94 640: 48%|####7 | 19/40 [00:03<00:04, 5.13it/s] 174/499 4.32G 0.01581 0.01273 0.004425 78 640: 48%|####7 | 19/40 [00:03<00:04, 5.13it/s] 174/499 4.32G 0.01581 0.01273 0.004425 78 640: 50%|##### | 20/40 [00:03<00:03, 5.26it/s] 174/499 4.32G 0.01586 0.01277 0.004341 75 640: 50%|##### | 20/40 [00:03<00:03, 5.26it/s] 174/499 4.32G 0.01586 0.01277 0.004341 75 640: 52%|#####2 | 21/40 [00:03<00:03, 5.35it/s] 174/499 4.32G 0.01581 0.01275 0.004495 71 640: 52%|#####2 | 21/40 [00:04<00:03, 5.35it/s] 174/499 4.32G 0.01581 0.01275 0.004495 71 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 174/499 4.32G 0.01585 0.01282 0.004472 80 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 174/499 4.32G 0.01585 0.01282 0.004472 80 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 174/499 4.32G 0.01576 0.01284 0.004322 85 640: 57%|#####7 | 23/40 [00:04<00:03, 5.32it/s] 174/499 4.32G 0.01576 0.01284 0.004322 85 640: 60%|###### | 24/40 [00:04<00:02, 5.34it/s] 174/499 4.32G 0.01577 0.01288 0.004292 84 640: 60%|###### | 24/40 [00:04<00:02, 5.34it/s] 174/499 4.32G 0.01577 0.01288 0.004292 84 640: 62%|######2 | 25/40 [00:04<00:02, 5.20it/s] 174/499 4.32G 0.01573 0.01277 0.004294 58 640: 62%|######2 | 25/40 [00:04<00:02, 5.20it/s] 174/499 4.32G 0.01573 0.01277 0.004294 58 640: 65%|######5 | 26/40 [00:04<00:02, 5.29it/s] 174/499 4.32G 0.01572 0.0128 0.004299 84 640: 65%|######5 | 26/40 [00:05<00:02, 5.29it/s] 174/499 4.32G 0.01572 0.0128 0.004299 84 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 174/499 4.32G 0.01579 0.01288 0.004299 78 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 174/499 4.32G 0.01579 0.01288 0.004299 78 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 174/499 4.32G 0.01575 0.01284 0.004205 78 640: 70%|####### | 28/40 [00:05<00:02, 5.22it/s] 174/499 4.32G 0.01575 0.01284 0.004205 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 174/499 4.32G 0.01574 0.01286 0.004108 80 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 174/499 4.32G 0.01574 0.01286 0.004108 80 640: 75%|#######5 | 30/40 [00:05<00:01, 5.37it/s] 174/499 4.32G 0.01568 0.01287 0.004075 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.37it/s] 174/499 4.32G 0.01568 0.01287 0.004075 81 640: 78%|#######7 | 31/40 [00:05<00:01, 5.22it/s] 174/499 4.32G 0.01567 0.01283 0.004093 72 640: 78%|#######7 | 31/40 [00:06<00:01, 5.22it/s] 174/499 4.32G 0.01567 0.01283 0.004093 72 640: 80%|######## | 32/40 [00:06<00:01, 5.33it/s] 174/499 4.32G 0.01571 0.01287 0.004043 69 640: 80%|######## | 32/40 [00:06<00:01, 5.33it/s] 174/499 4.32G 0.01571 0.01287 0.004043 69 640: 82%|########2 | 33/40 [00:06<00:01, 5.40it/s] 174/499 4.32G 0.01569 0.01281 0.004089 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.40it/s] 174/499 4.32G 0.01569 0.01281 0.004089 72 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 174/499 4.32G 0.01565 0.01273 0.004034 62 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 174/499 4.32G 0.01565 0.01273 0.004034 62 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 174/499 4.32G 0.01559 0.01269 0.004008 80 640: 88%|########7 | 35/40 [00:06<00:00, 5.29it/s] 174/499 4.32G 0.01559 0.01269 0.004008 80 640: 90%|######### | 36/40 [00:06<00:00, 5.37it/s] 174/499 4.32G 0.0156 0.01275 0.003978 76 640: 90%|######### | 36/40 [00:07<00:00, 5.37it/s] 174/499 4.32G 0.0156 0.01275 0.003978 76 640: 92%|#########2| 37/40 [00:07<00:00, 5.21it/s] 174/499 4.32G 0.01563 0.01276 0.00395 82 640: 92%|#########2| 37/40 [00:07<00:00, 5.21it/s] 174/499 4.32G 0.01563 0.01276 0.00395 82 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 174/499 4.32G 0.01563 0.01273 0.004043 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 174/499 4.32G 0.01563 0.01273 0.004043 68 640: 98%|#########7| 39/40 [00:07<00:00, 5.39it/s] 174/499 4.32G 0.01567 0.01272 0.004045 38 640: 98%|#########7| 39/40 [00:07<00:00, 5.39it/s] 174/499 4.32G 0.01567 0.01272 0.004045 38 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] 174/499 4.32G 0.01567 0.01272 0.004045 38 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.07it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.24it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.43it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.52it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.00it/s] all 132 263 0.461 0.0105 0.0184 0.00834 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 175/499 4.32G 0.01456 0.01263 0.002839 80 640: 0%| | 0/40 [00:00<?, ?it/s] 175/499 4.32G 0.01456 0.01263 0.002839 80 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 175/499 4.32G 0.01505 0.01249 0.003046 71 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 175/499 4.32G 0.01505 0.01249 0.003046 71 640: 5%|5 | 2/40 [00:00<00:06, 5.50it/s] 175/499 4.32G 0.01476 0.01262 0.004479 78 640: 5%|5 | 2/40 [00:00<00:06, 5.50it/s] 175/499 4.32G 0.01476 0.01262 0.004479 78 640: 8%|7 | 3/40 [00:00<00:07, 5.12it/s] 175/499 4.32G 0.01467 0.01223 0.004492 65 640: 8%|7 | 3/40 [00:00<00:07, 5.12it/s] 175/499 4.32G 0.01467 0.01223 0.004492 65 640: 10%|# | 4/40 [00:00<00:06, 5.28it/s] 175/499 4.32G 0.01475 0.01233 0.004083 79 640: 10%|# | 4/40 [00:00<00:06, 5.28it/s] 175/499 4.32G 0.01475 0.01233 0.004083 79 640: 12%|#2 | 5/40 [00:00<00:06, 5.37it/s] 175/499 4.32G 0.01478 0.01201 0.003735 63 640: 12%|#2 | 5/40 [00:01<00:06, 5.37it/s] 175/499 4.32G 0.01478 0.01201 0.003735 63 640: 15%|#5 | 6/40 [00:01<00:06, 5.15it/s] 175/499 4.32G 0.01463 0.01198 0.003633 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.15it/s] 175/499 4.32G 0.01463 0.01198 0.003633 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 175/499 4.32G 0.01485 0.01195 0.004216 65 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 175/499 4.32G 0.01485 0.01195 0.004216 65 640: 20%|## | 8/40 [00:01<00:05, 5.34it/s] 175/499 4.32G 0.01483 0.0125 0.003974 99 640: 20%|## | 8/40 [00:01<00:05, 5.34it/s] 175/499 4.32G 0.01483 0.0125 0.003974 99 640: 22%|##2 | 9/40 [00:01<00:05, 5.18it/s] 175/499 4.32G 0.01488 0.0127 0.003919 81 640: 22%|##2 | 9/40 [00:01<00:05, 5.18it/s] 175/499 4.32G 0.01488 0.0127 0.003919 81 640: 25%|##5 | 10/40 [00:01<00:05, 5.26it/s] 175/499 4.32G 0.01492 0.01272 0.003773 79 640: 25%|##5 | 10/40 [00:02<00:05, 5.26it/s] 175/499 4.32G 0.01492 0.01272 0.003773 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 175/499 4.32G 0.01479 0.01269 0.003634 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 175/499 4.32G 0.01479 0.01269 0.003634 75 640: 30%|### | 12/40 [00:02<00:05, 5.16it/s] 175/499 4.32G 0.01475 0.01248 0.003666 67 640: 30%|### | 12/40 [00:02<00:05, 5.16it/s] 175/499 4.32G 0.01475 0.01248 0.003666 67 640: 32%|###2 | 13/40 [00:02<00:05, 5.27it/s] 175/499 4.32G 0.01464 0.01232 0.003515 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.27it/s] 175/499 4.32G 0.01464 0.01232 0.003515 68 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 175/499 4.32G 0.01468 0.0122 0.00351 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 175/499 4.32G 0.01468 0.0122 0.00351 71 640: 38%|###7 | 15/40 [00:02<00:04, 5.11it/s] 175/499 4.32G 0.01458 0.01207 0.003394 77 640: 38%|###7 | 15/40 [00:03<00:04, 5.11it/s] 175/499 4.32G 0.01458 0.01207 0.003394 77 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 175/499 4.32G 0.01459 0.01203 0.00336 74 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 175/499 4.32G 0.01459 0.01203 0.00336 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 175/499 4.32G 0.01456 0.01197 0.003347 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.29it/s] 175/499 4.32G 0.01456 0.01197 0.003347 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 175/499 4.32G 0.01467 0.01206 0.003363 75 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 175/499 4.32G 0.01467 0.01206 0.003363 75 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 175/499 4.32G 0.0146 0.012 0.00354 76 640: 48%|####7 | 19/40 [00:03<00:04, 5.24it/s] 175/499 4.32G 0.0146 0.012 0.00354 76 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 175/499 4.32G 0.01454 0.01199 0.003594 76 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 175/499 4.32G 0.01454 0.01199 0.003594 76 640: 52%|#####2 | 21/40 [00:03<00:03, 5.21it/s] 175/499 4.32G 0.01453 0.01199 0.003642 85 640: 52%|#####2 | 21/40 [00:04<00:03, 5.21it/s] 175/499 4.32G 0.01453 0.01199 0.003642 85 640: 55%|#####5 | 22/40 [00:04<00:03, 5.28it/s] 175/499 4.32G 0.01457 0.01199 0.003589 74 640: 55%|#####5 | 22/40 [00:04<00:03, 5.28it/s] 175/499 4.32G 0.01457 0.01199 0.003589 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 175/499 4.32G 0.01455 0.01194 0.003491 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 175/499 4.32G 0.01455 0.01194 0.003491 70 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 175/499 4.32G 0.0146 0.01195 0.003433 77 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 175/499 4.32G 0.0146 0.01195 0.003433 77 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 175/499 4.32G 0.01457 0.01204 0.003406 94 640: 62%|######2 | 25/40 [00:04<00:02, 5.29it/s] 175/499 4.32G 0.01457 0.01204 0.003406 94 640: 65%|######5 | 26/40 [00:04<00:02, 5.36it/s] 175/499 4.32G 0.01455 0.01204 0.00336 82 640: 65%|######5 | 26/40 [00:05<00:02, 5.36it/s] 175/499 4.32G 0.01455 0.01204 0.00336 82 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 175/499 4.32G 0.01456 0.012 0.003425 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 175/499 4.32G 0.01456 0.012 0.003425 68 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 175/499 4.32G 0.01469 0.01201 0.00345 70 640: 70%|####### | 28/40 [00:05<00:02, 5.30it/s] 175/499 4.32G 0.01469 0.01201 0.00345 70 640: 72%|#######2 | 29/40 [00:05<00:02, 5.37it/s] 175/499 4.32G 0.01467 0.01194 0.003457 66 640: 72%|#######2 | 29/40 [00:05<00:02, 5.37it/s] 175/499 4.32G 0.01467 0.01194 0.003457 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 175/499 4.32G 0.01466 0.01188 0.003445 69 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 175/499 4.32G 0.01466 0.01188 0.003445 69 640: 78%|#######7 | 31/40 [00:05<00:01, 5.33it/s] 175/499 4.32G 0.0146 0.01185 0.003378 74 640: 78%|#######7 | 31/40 [00:06<00:01, 5.33it/s] 175/499 4.32G 0.0146 0.01185 0.003378 74 640: 80%|######## | 32/40 [00:06<00:01, 5.38it/s] 175/499 4.32G 0.01458 0.01184 0.003416 72 640: 80%|######## | 32/40 [00:06<00:01, 5.38it/s] 175/499 4.32G 0.01458 0.01184 0.003416 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.24it/s] 175/499 4.32G 0.01463 0.01183 0.003496 66 640: 82%|########2 | 33/40 [00:06<00:01, 5.24it/s] 175/499 4.32G 0.01463 0.01183 0.003496 66 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 175/499 4.32G 0.01471 0.01185 0.003522 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.33it/s] 175/499 4.32G 0.01471 0.01185 0.003522 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.39it/s] 175/499 4.32G 0.01472 0.01187 0.003519 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.39it/s] 175/499 4.32G 0.01472 0.01187 0.003519 75 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 175/499 4.32G 0.01472 0.01181 0.003527 61 640: 90%|######### | 36/40 [00:07<00:00, 5.25it/s] 175/499 4.32G 0.01472 0.01181 0.003527 61 640: 92%|#########2| 37/40 [00:07<00:00, 5.33it/s] 175/499 4.32G 0.01475 0.01176 0.003575 69 640: 92%|#########2| 37/40 [00:07<00:00, 5.33it/s] 175/499 4.32G 0.01475 0.01176 0.003575 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.40it/s] 175/499 4.32G 0.0148 0.01182 0.003609 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.40it/s] 175/499 4.32G 0.0148 0.01182 0.003609 75 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 175/499 4.32G 0.01481 0.0119 0.003696 46 640: 98%|#########7| 39/40 [00:07<00:00, 5.25it/s] 175/499 4.32G 0.01481 0.0119 0.003696 46 640: 100%|##########| 40/40 [00:07<00:00, 5.41it/s] 175/499 4.32G 0.01481 0.0119 0.003696 46 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 6.15it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 6.13it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.63it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.73it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.40it/s] all 132 263 0.0102 0.0199 0.00671 0.0034 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 176/499 4.32G 0.01421 0.0109 0.002029 70 640: 0%| | 0/40 [00:00<?, ?it/s] 176/499 4.32G 0.01421 0.0109 0.002029 70 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 176/499 4.32G 0.01507 0.0111 0.002599 73 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 176/499 4.32G 0.01507 0.0111 0.002599 73 640: 5%|5 | 2/40 [00:00<00:07, 5.19it/s] 176/499 4.32G 0.01491 0.01171 0.002433 91 640: 5%|5 | 2/40 [00:00<00:07, 5.19it/s] 176/499 4.32G 0.01491 0.01171 0.002433 91 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 176/499 4.32G 0.01574 0.01194 0.003024 78 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 176/499 4.32G 0.01574 0.01194 0.003024 78 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 176/499 4.32G 0.01593 0.01175 0.0031 66 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 176/499 4.32G 0.01593 0.01175 0.0031 66 640: 12%|#2 | 5/40 [00:00<00:06, 5.19it/s] 176/499 4.32G 0.01576 0.01167 0.003345 61 640: 12%|#2 | 5/40 [00:01<00:06, 5.19it/s] 176/499 4.32G 0.01576 0.01167 0.003345 61 640: 15%|#5 | 6/40 [00:01<00:06, 5.29it/s] 176/499 4.32G 0.01557 0.0117 0.003539 75 640: 15%|#5 | 6/40 [00:01<00:06, 5.29it/s] 176/499 4.32G 0.01557 0.0117 0.003539 75 640: 18%|#7 | 7/40 [00:01<00:06, 5.36it/s] 176/499 4.32G 0.01551 0.01191 0.003561 87 640: 18%|#7 | 7/40 [00:01<00:06, 5.36it/s] 176/499 4.32G 0.01551 0.01191 0.003561 87 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 176/499 4.32G 0.01561 0.0119 0.003825 68 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 176/499 4.32G 0.01561 0.0119 0.003825 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 176/499 4.32G 0.01564 0.0119 0.004468 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 176/499 4.32G 0.01564 0.0119 0.004468 69 640: 25%|##5 | 10/40 [00:01<00:05, 5.32it/s] 176/499 4.32G 0.01565 0.01233 0.004309 106 640: 25%|##5 | 10/40 [00:02<00:05, 5.32it/s] 176/499 4.32G 0.01565 0.01233 0.004309 106 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 176/499 4.32G 0.01568 0.01248 0.00427 85 640: 28%|##7 | 11/40 [00:02<00:05, 5.20it/s] 176/499 4.32G 0.01568 0.01248 0.00427 85 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 176/499 4.32G 0.01557 0.01235 0.004214 70 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 176/499 4.32G 0.01557 0.01235 0.004214 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 176/499 4.32G 0.01553 0.01235 0.0042 79 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 176/499 4.32G 0.01553 0.01235 0.0042 79 640: 35%|###5 | 14/40 [00:02<00:05, 5.20it/s] 176/499 4.32G 0.01543 0.01231 0.004056 71 640: 35%|###5 | 14/40 [00:02<00:05, 5.20it/s] 176/499 4.32G 0.01543 0.01231 0.004056 71 640: 38%|###7 | 15/40 [00:02<00:04, 5.28it/s] 176/499 4.32G 0.0155 0.01223 0.004024 64 640: 38%|###7 | 15/40 [00:03<00:04, 5.28it/s] 176/499 4.32G 0.0155 0.01223 0.004024 64 640: 40%|#### | 16/40 [00:03<00:04, 5.35it/s] 176/499 4.32G 0.01553 0.0122 0.003945 79 640: 40%|#### | 16/40 [00:03<00:04, 5.35it/s] 176/499 4.32G 0.01553 0.0122 0.003945 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 176/499 4.32G 0.01557 0.01216 0.00385 68 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 176/499 4.32G 0.01557 0.01216 0.00385 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 176/499 4.32G 0.01557 0.01214 0.003863 65 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 176/499 4.32G 0.01557 0.01214 0.003863 65 640: 48%|####7 | 19/40 [00:03<00:03, 5.38it/s] 176/499 4.32G 0.01553 0.012 0.00386 64 640: 48%|####7 | 19/40 [00:03<00:03, 5.38it/s] 176/499 4.32G 0.01553 0.012 0.00386 64 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 176/499 4.32G 0.01551 0.01201 0.003806 78 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 176/499 4.32G 0.01551 0.01201 0.003806 78 640: 52%|#####2 | 21/40 [00:03<00:03, 5.32it/s] 176/499 4.32G 0.01546 0.01207 0.003894 83 640: 52%|#####2 | 21/40 [00:04<00:03, 5.32it/s] 176/499 4.32G 0.01546 0.01207 0.003894 83 640: 55%|#####5 | 22/40 [00:04<00:03, 5.40it/s] 176/499 4.32G 0.01543 0.01208 0.003891 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.40it/s] 176/499 4.32G 0.01543 0.01208 0.003891 75 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 176/499 4.32G 0.01542 0.01195 0.003923 63 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 176/499 4.32G 0.01542 0.01195 0.003923 63 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 176/499 4.32G 0.01551 0.01197 0.004007 69 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 176/499 4.32G 0.01551 0.01197 0.004007 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 176/499 4.32G 0.01558 0.01207 0.003932 73 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 176/499 4.32G 0.01558 0.01207 0.003932 73 640: 65%|######5 | 26/40 [00:04<00:02, 5.20it/s] 176/499 4.32G 0.01564 0.01217 0.004062 87 640: 65%|######5 | 26/40 [00:05<00:02, 5.20it/s] 176/499 4.32G 0.01564 0.01217 0.004062 87 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 176/499 4.32G 0.01565 0.01216 0.00411 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 176/499 4.32G 0.01565 0.01216 0.00411 68 640: 70%|####### | 28/40 [00:05<00:02, 5.38it/s] 176/499 4.32G 0.01557 0.01211 0.004059 61 640: 70%|####### | 28/40 [00:05<00:02, 5.38it/s] 176/499 4.32G 0.01557 0.01211 0.004059 61 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 176/499 4.32G 0.01544 0.01204 0.003956 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.25it/s] 176/499 4.32G 0.01544 0.01204 0.003956 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 176/499 4.32G 0.0155 0.01208 0.004046 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.32it/s] 176/499 4.32G 0.0155 0.01208 0.004046 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.40it/s] 176/499 4.32G 0.0155 0.01204 0.004035 71 640: 78%|#######7 | 31/40 [00:06<00:01, 5.40it/s] 176/499 4.32G 0.0155 0.01204 0.004035 71 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 176/499 4.32G 0.01555 0.01212 0.003985 77 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 176/499 4.32G 0.01555 0.01212 0.003985 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 176/499 4.32G 0.01558 0.01209 0.003935 63 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 176/499 4.32G 0.01558 0.01209 0.003935 63 640: 85%|########5 | 34/40 [00:06<00:01, 5.40it/s] 176/499 4.32G 0.01556 0.0121 0.003946 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.40it/s] 176/499 4.32G 0.01556 0.0121 0.003946 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 176/499 4.32G 0.01554 0.01215 0.003999 80 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 176/499 4.32G 0.01554 0.01215 0.003999 80 640: 90%|######### | 36/40 [00:06<00:00, 5.35it/s] 176/499 4.32G 0.01551 0.01219 0.003963 87 640: 90%|######### | 36/40 [00:06<00:00, 5.35it/s] 176/499 4.32G 0.01551 0.01219 0.003963 87 640: 92%|#########2| 37/40 [00:06<00:00, 5.40it/s] 176/499 4.32G 0.01549 0.01218 0.003949 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.40it/s] 176/499 4.32G 0.01549 0.01218 0.003949 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 176/499 4.32G 0.01545 0.01219 0.003987 78 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 176/499 4.32G 0.01545 0.01219 0.003987 78 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 176/499 4.32G 0.01545 0.01211 0.003895 32 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 176/499 4.32G 0.01545 0.01211 0.003895 32 640: 100%|##########| 40/40 [00:07<00:00, 5.50it/s] 176/499 4.32G 0.01545 0.01211 0.003895 32 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.10it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.14it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.24it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.35it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.86it/s] all 132 263 0.00263 0.0105 0.00168 0.000806 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 177/499 4.32G 0.01604 0.01559 0.006463 85 640: 0%| | 0/40 [00:00<?, ?it/s] 177/499 4.32G 0.01604 0.01559 0.006463 85 640: 2%|2 | 1/40 [00:00<00:07, 5.01it/s] 177/499 4.32G 0.01536 0.01572 0.004263 97 640: 2%|2 | 1/40 [00:00<00:07, 5.01it/s] 177/499 4.32G 0.01536 0.01572 0.004263 97 640: 5%|5 | 2/40 [00:00<00:07, 5.32it/s] 177/499 4.32G 0.01554 0.015 0.003835 79 640: 5%|5 | 2/40 [00:00<00:07, 5.32it/s] 177/499 4.32G 0.01554 0.015 0.003835 79 640: 8%|7 | 3/40 [00:00<00:06, 5.42it/s] 177/499 4.32G 0.01516 0.01427 0.00321 75 640: 8%|7 | 3/40 [00:00<00:06, 5.42it/s] 177/499 4.32G 0.01516 0.01427 0.00321 75 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 177/499 4.32G 0.01557 0.01387 0.002945 75 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 177/499 4.32G 0.01557 0.01387 0.002945 75 640: 12%|#2 | 5/40 [00:00<00:06, 5.27it/s] 177/499 4.32G 0.01569 0.01341 0.00297 59 640: 12%|#2 | 5/40 [00:01<00:06, 5.27it/s] 177/499 4.32G 0.01569 0.01341 0.00297 59 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 177/499 4.32G 0.01554 0.01347 0.002856 83 640: 15%|#5 | 6/40 [00:01<00:06, 5.36it/s] 177/499 4.32G 0.01554 0.01347 0.002856 83 640: 18%|#7 | 7/40 [00:01<00:06, 5.18it/s] 177/499 4.32G 0.01543 0.01342 0.003348 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.18it/s] 177/499 4.32G 0.01543 0.01342 0.003348 76 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 177/499 4.32G 0.01533 0.01295 0.003471 59 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 177/499 4.32G 0.01533 0.01295 0.003471 59 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 177/499 4.32G 0.01518 0.0128 0.003235 73 640: 22%|##2 | 9/40 [00:01<00:05, 5.36it/s] 177/499 4.32G 0.01518 0.0128 0.003235 73 640: 25%|##5 | 10/40 [00:01<00:05, 5.23it/s] 177/499 4.32G 0.01515 0.01267 0.003022 73 640: 25%|##5 | 10/40 [00:02<00:05, 5.23it/s] 177/499 4.32G 0.01515 0.01267 0.003022 73 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 177/499 4.32G 0.01511 0.01241 0.002959 59 640: 28%|##7 | 11/40 [00:02<00:05, 5.31it/s] 177/499 4.32G 0.01511 0.01241 0.002959 59 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 177/499 4.32G 0.01503 0.01239 0.003076 76 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 177/499 4.32G 0.01503 0.01239 0.003076 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 177/499 4.32G 0.0149 0.01242 0.003235 83 640: 32%|###2 | 13/40 [00:02<00:05, 5.24it/s] 177/499 4.32G 0.0149 0.01242 0.003235 83 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 177/499 4.32G 0.01502 0.01249 0.0033 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 177/499 4.32G 0.01502 0.01249 0.0033 74 640: 38%|###7 | 15/40 [00:02<00:04, 5.36it/s] 177/499 4.32G 0.015 0.01239 0.003404 64 640: 38%|###7 | 15/40 [00:03<00:04, 5.36it/s] 177/499 4.32G 0.015 0.01239 0.003404 64 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 177/499 4.32G 0.01497 0.01237 0.003495 79 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 177/499 4.32G 0.01497 0.01237 0.003495 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 177/499 4.32G 0.01496 0.01243 0.00346 82 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 177/499 4.32G 0.01496 0.01243 0.00346 82 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 177/499 4.32G 0.01498 0.01244 0.003358 81 640: 45%|####5 | 18/40 [00:03<00:04, 5.35it/s] 177/499 4.32G 0.01498 0.01244 0.003358 81 640: 48%|####7 | 19/40 [00:03<00:04, 5.20it/s] 177/499 4.32G 0.01501 0.01238 0.003521 72 640: 48%|####7 | 19/40 [00:03<00:04, 5.20it/s] 177/499 4.32G 0.01501 0.01238 0.003521 72 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 177/499 4.32G 0.01504 0.01225 0.003562 60 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 177/499 4.32G 0.01504 0.01225 0.003562 60 640: 52%|#####2 | 21/40 [00:03<00:03, 5.35it/s] 177/499 4.32G 0.01502 0.0122 0.00357 67 640: 52%|#####2 | 21/40 [00:04<00:03, 5.35it/s] 177/499 4.32G 0.01502 0.0122 0.00357 67 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 177/499 4.32G 0.01502 0.01221 0.003649 73 640: 55%|#####5 | 22/40 [00:04<00:03, 5.23it/s] 177/499 4.32G 0.01502 0.01221 0.003649 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 177/499 4.32G 0.01505 0.01225 0.003633 82 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 177/499 4.32G 0.01505 0.01225 0.003633 82 640: 60%|###### | 24/40 [00:04<00:02, 5.37it/s] 177/499 4.32G 0.01496 0.01218 0.003592 62 640: 60%|###### | 24/40 [00:04<00:02, 5.37it/s] 177/499 4.32G 0.01496 0.01218 0.003592 62 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 177/499 4.32G 0.01505 0.01213 0.003651 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.24it/s] 177/499 4.32G 0.01505 0.01213 0.003651 69 640: 65%|######5 | 26/40 [00:04<00:02, 5.31it/s] 177/499 4.32G 0.01506 0.01208 0.003659 62 640: 65%|######5 | 26/40 [00:05<00:02, 5.31it/s] 177/499 4.32G 0.01506 0.01208 0.003659 62 640: 68%|######7 | 27/40 [00:05<00:02, 5.39it/s] 177/499 4.32G 0.01507 0.01214 0.003696 83 640: 68%|######7 | 27/40 [00:05<00:02, 5.39it/s] 177/499 4.32G 0.01507 0.01214 0.003696 83 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 177/499 4.32G 0.01505 0.0122 0.003686 78 640: 70%|####### | 28/40 [00:05<00:02, 5.21it/s] 177/499 4.32G 0.01505 0.0122 0.003686 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 177/499 4.32G 0.01508 0.01218 0.003718 66 640: 72%|#######2 | 29/40 [00:05<00:02, 5.32it/s] 177/499 4.32G 0.01508 0.01218 0.003718 66 640: 75%|#######5 | 30/40 [00:05<00:01, 5.37it/s] 177/499 4.32G 0.01505 0.01217 0.003706 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.37it/s] 177/499 4.32G 0.01505 0.01217 0.003706 77 640: 78%|#######7 | 31/40 [00:05<00:01, 5.23it/s] 177/499 4.32G 0.01506 0.01211 0.003801 67 640: 78%|#######7 | 31/40 [00:06<00:01, 5.23it/s] 177/499 4.32G 0.01506 0.01211 0.003801 67 640: 80%|######## | 32/40 [00:06<00:01, 5.33it/s] 177/499 4.32G 0.01504 0.01205 0.003858 57 640: 80%|######## | 32/40 [00:06<00:01, 5.33it/s] 177/499 4.32G 0.01504 0.01205 0.003858 57 640: 82%|########2 | 33/40 [00:06<00:01, 5.41it/s] 177/499 4.32G 0.01498 0.01201 0.003801 70 640: 82%|########2 | 33/40 [00:06<00:01, 5.41it/s] 177/499 4.32G 0.01498 0.01201 0.003801 70 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 177/499 4.32G 0.015 0.012 0.003851 64 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 177/499 4.32G 0.015 0.012 0.003851 64 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 177/499 4.32G 0.01496 0.01212 0.003919 106 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 177/499 4.32G 0.01496 0.01212 0.003919 106 640: 90%|######### | 36/40 [00:06<00:00, 5.39it/s] 177/499 4.32G 0.01495 0.01215 0.00402 79 640: 90%|######### | 36/40 [00:06<00:00, 5.39it/s] 177/499 4.32G 0.01495 0.01215 0.00402 79 640: 92%|#########2| 37/40 [00:06<00:00, 5.24it/s] 177/499 4.32G 0.015 0.01213 0.003977 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.24it/s] 177/499 4.32G 0.015 0.01213 0.003977 68 640: 95%|#########5| 38/40 [00:07<00:00, 5.32it/s] 177/499 4.32G 0.015 0.01206 0.003929 59 640: 95%|#########5| 38/40 [00:07<00:00, 5.32it/s] 177/499 4.32G 0.015 0.01206 0.003929 59 640: 98%|#########7| 39/40 [00:07<00:00, 5.35it/s] 177/499 4.32G 0.01501 0.012 0.003871 33 640: 98%|#########7| 39/40 [00:07<00:00, 5.35it/s] 177/499 4.32G 0.01501 0.012 0.003871 33 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] 177/499 4.32G 0.01501 0.012 0.003871 33 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.01it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.09it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.06it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.15it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.70it/s] all 132 263 0.0226 0.0579 0.0188 0.00829 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 178/499 4.32G 0.017 0.0142 0.005619 82 640: 0%| | 0/40 [00:00<?, ?it/s] 178/499 4.32G 0.017 0.0142 0.005619 82 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 178/499 4.32G 0.01566 0.01291 0.005617 77 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 178/499 4.32G 0.01566 0.01291 0.005617 77 640: 5%|5 | 2/40 [00:00<00:06, 5.58it/s] 178/499 4.32G 0.01576 0.01301 0.005102 84 640: 5%|5 | 2/40 [00:00<00:06, 5.58it/s] 178/499 4.32G 0.01576 0.01301 0.005102 84 640: 8%|7 | 3/40 [00:00<00:07, 5.28it/s] 178/499 4.32G 0.01505 0.01249 0.004822 73 640: 8%|7 | 3/40 [00:00<00:07, 5.28it/s] 178/499 4.32G 0.01505 0.01249 0.004822 73 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 178/499 4.32G 0.01493 0.01228 0.004958 64 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 178/499 4.32G 0.01493 0.01228 0.004958 64 640: 12%|#2 | 5/40 [00:00<00:07, 4.87it/s] 178/499 4.32G 0.01496 0.0123 0.004708 81 640: 12%|#2 | 5/40 [00:01<00:07, 4.87it/s] 178/499 4.32G 0.01496 0.0123 0.004708 81 640: 15%|#5 | 6/40 [00:01<00:06, 4.90it/s] 178/499 4.32G 0.01511 0.01234 0.004525 71 640: 15%|#5 | 6/40 [00:01<00:06, 4.90it/s] 178/499 4.32G 0.01511 0.01234 0.004525 71 640: 18%|#7 | 7/40 [00:01<00:06, 5.09it/s] 178/499 4.32G 0.01496 0.01212 0.004245 64 640: 18%|#7 | 7/40 [00:01<00:06, 5.09it/s] 178/499 4.32G 0.01496 0.01212 0.004245 64 640: 20%|## | 8/40 [00:01<00:06, 5.17it/s] 178/499 4.32G 0.01514 0.01238 0.004507 86 640: 20%|## | 8/40 [00:01<00:06, 5.17it/s] 178/499 4.32G 0.01514 0.01238 0.004507 86 640: 22%|##2 | 9/40 [00:01<00:06, 5.08it/s] 178/499 4.32G 0.01522 0.01227 0.004521 71 640: 22%|##2 | 9/40 [00:01<00:06, 5.08it/s] 178/499 4.32G 0.01522 0.01227 0.004521 71 640: 25%|##5 | 10/40 [00:01<00:05, 5.17it/s] 178/499 4.32G 0.01513 0.01228 0.004302 78 640: 25%|##5 | 10/40 [00:02<00:05, 5.17it/s] 178/499 4.32G 0.01513 0.01228 0.004302 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 178/499 4.32G 0.01528 0.01235 0.00436 74 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 178/499 4.32G 0.01528 0.01235 0.00436 74 640: 30%|### | 12/40 [00:02<00:05, 5.16it/s] 178/499 4.32G 0.01535 0.01253 0.004109 80 640: 30%|### | 12/40 [00:02<00:05, 5.16it/s] 178/499 4.32G 0.01535 0.01253 0.004109 80 640: 32%|###2 | 13/40 [00:02<00:05, 5.27it/s] 178/499 4.32G 0.01528 0.01256 0.004042 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.27it/s] 178/499 4.32G 0.01528 0.01256 0.004042 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.33it/s] 178/499 4.32G 0.01523 0.01251 0.00403 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.33it/s] 178/499 4.32G 0.01523 0.01251 0.00403 71 640: 38%|###7 | 15/40 [00:02<00:04, 5.10it/s] 178/499 4.32G 0.01525 0.01263 0.004195 84 640: 38%|###7 | 15/40 [00:03<00:04, 5.10it/s] 178/499 4.32G 0.01525 0.01263 0.004195 84 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 178/499 4.32G 0.0153 0.01263 0.004357 74 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 178/499 4.32G 0.0153 0.01263 0.004357 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 178/499 4.32G 0.01533 0.0127 0.004442 74 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 178/499 4.32G 0.01533 0.0127 0.004442 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.19it/s] 178/499 4.32G 0.01521 0.01258 0.004338 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.19it/s] 178/499 4.32G 0.01521 0.01258 0.004338 66 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 178/499 4.32G 0.01519 0.01272 0.004315 88 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 178/499 4.32G 0.01519 0.01272 0.004315 88 640: 50%|##### | 20/40 [00:03<00:03, 5.30it/s] 178/499 4.32G 0.01515 0.01263 0.004198 70 640: 50%|##### | 20/40 [00:04<00:03, 5.30it/s] 178/499 4.32G 0.01515 0.01263 0.004198 70 640: 52%|#####2 | 21/40 [00:04<00:03, 5.17it/s] 178/499 4.32G 0.01522 0.01261 0.004386 65 640: 52%|#####2 | 21/40 [00:04<00:03, 5.17it/s] 178/499 4.32G 0.01522 0.01261 0.004386 65 640: 55%|#####5 | 22/40 [00:04<00:03, 5.28it/s] 178/499 4.32G 0.01521 0.01262 0.004272 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.28it/s] 178/499 4.32G 0.01521 0.01262 0.004272 77 640: 57%|#####7 | 23/40 [00:04<00:03, 5.35it/s] 178/499 4.32G 0.01517 0.01261 0.004262 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.35it/s] 178/499 4.32G 0.01517 0.01261 0.004262 74 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 178/499 4.32G 0.01519 0.01252 0.004216 58 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 178/499 4.32G 0.01519 0.01252 0.004216 58 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 178/499 4.32G 0.01513 0.01246 0.004128 74 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 178/499 4.32G 0.01513 0.01246 0.004128 74 640: 65%|######5 | 26/40 [00:04<00:02, 5.38it/s] 178/499 4.32G 0.01507 0.01241 0.004066 74 640: 65%|######5 | 26/40 [00:05<00:02, 5.38it/s] 178/499 4.32G 0.01507 0.01241 0.004066 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 178/499 4.32G 0.01513 0.01238 0.004022 72 640: 68%|######7 | 27/40 [00:05<00:02, 5.25it/s] 178/499 4.32G 0.01513 0.01238 0.004022 72 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 178/499 4.32G 0.01508 0.01239 0.004023 80 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 178/499 4.32G 0.01508 0.01239 0.004023 80 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 178/499 4.32G 0.01511 0.01237 0.004012 71 640: 72%|#######2 | 29/40 [00:05<00:02, 5.34it/s] 178/499 4.32G 0.01511 0.01237 0.004012 71 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 178/499 4.32G 0.01516 0.01239 0.00411 85 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 178/499 4.32G 0.01516 0.01239 0.00411 85 640: 78%|#######7 | 31/40 [00:05<00:01, 5.30it/s] 178/499 4.32G 0.01523 0.01245 0.004225 75 640: 78%|#######7 | 31/40 [00:06<00:01, 5.30it/s] 178/499 4.32G 0.01523 0.01245 0.004225 75 640: 80%|######## | 32/40 [00:06<00:01, 5.37it/s] 178/499 4.32G 0.01523 0.01238 0.004224 66 640: 80%|######## | 32/40 [00:06<00:01, 5.37it/s] 178/499 4.32G 0.01523 0.01238 0.004224 66 640: 82%|########2 | 33/40 [00:06<00:01, 5.23it/s] 178/499 4.32G 0.01518 0.01246 0.004205 91 640: 82%|########2 | 33/40 [00:06<00:01, 5.23it/s] 178/499 4.32G 0.01518 0.01246 0.004205 91 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 178/499 4.32G 0.01515 0.01247 0.004219 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.29it/s] 178/499 4.32G 0.01515 0.01247 0.004219 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.37it/s] 178/499 4.32G 0.01518 0.0125 0.00431 72 640: 88%|########7 | 35/40 [00:06<00:00, 5.37it/s] 178/499 4.32G 0.01518 0.0125 0.00431 72 640: 90%|######### | 36/40 [00:06<00:00, 5.23it/s] 178/499 4.32G 0.01517 0.01247 0.00433 70 640: 90%|######### | 36/40 [00:07<00:00, 5.23it/s] 178/499 4.32G 0.01517 0.01247 0.00433 70 640: 92%|#########2| 37/40 [00:07<00:00, 5.27it/s] 178/499 4.32G 0.01514 0.01245 0.004298 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.27it/s] 178/499 4.32G 0.01514 0.01245 0.004298 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.32it/s] 178/499 4.32G 0.01513 0.01246 0.004259 74 640: 95%|#########5| 38/40 [00:07<00:00, 5.32it/s] 178/499 4.32G 0.01513 0.01246 0.004259 74 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 178/499 4.32G 0.0151 0.01249 0.004267 46 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 178/499 4.32G 0.0151 0.01249 0.004267 46 640: 100%|##########| 40/40 [00:07<00:00, 5.38it/s] 178/499 4.32G 0.0151 0.01249 0.004267 46 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.23it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.17it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.15it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.29it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.83it/s] all 132 263 0.0671 0.0998 0.0827 0.0424 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 179/499 4.32G 0.0144 0.01407 0.002694 81 640: 0%| | 0/40 [00:00<?, ?it/s] 179/499 4.32G 0.0144 0.01407 0.002694 81 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 179/499 4.32G 0.01461 0.01316 0.003363 72 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 179/499 4.32G 0.01461 0.01316 0.003363 72 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 179/499 4.32G 0.01511 0.01331 0.002941 84 640: 5%|5 | 2/40 [00:00<00:07, 5.17it/s] 179/499 4.32G 0.01511 0.01331 0.002941 84 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 179/499 4.32G 0.01501 0.01258 0.002866 72 640: 8%|7 | 3/40 [00:00<00:06, 5.34it/s] 179/499 4.32G 0.01501 0.01258 0.002866 72 640: 10%|# | 4/40 [00:00<00:06, 5.42it/s] 179/499 4.32G 0.01478 0.01228 0.002673 67 640: 10%|# | 4/40 [00:00<00:06, 5.42it/s] 179/499 4.32G 0.01478 0.01228 0.002673 67 640: 12%|#2 | 5/40 [00:00<00:06, 5.24it/s] 179/499 4.32G 0.01488 0.01186 0.003547 58 640: 12%|#2 | 5/40 [00:01<00:06, 5.24it/s] 179/499 4.32G 0.01488 0.01186 0.003547 58 640: 15%|#5 | 6/40 [00:01<00:06, 5.31it/s] 179/499 4.32G 0.01536 0.01254 0.003955 82 640: 15%|#5 | 6/40 [00:01<00:06, 5.31it/s] 179/499 4.32G 0.01536 0.01254 0.003955 82 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 179/499 4.32G 0.01535 0.01292 0.003793 87 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 179/499 4.32G 0.01535 0.01292 0.003793 87 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 179/499 4.32G 0.01519 0.0129 0.003784 74 640: 20%|## | 8/40 [00:01<00:06, 5.23it/s] 179/499 4.32G 0.01519 0.0129 0.003784 74 640: 22%|##2 | 9/40 [00:01<00:05, 5.28it/s] 179/499 4.32G 0.0152 0.01299 0.003787 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.28it/s] 179/499 4.32G 0.0152 0.01299 0.003787 76 640: 25%|##5 | 10/40 [00:01<00:05, 5.35it/s] 179/499 4.32G 0.01507 0.01286 0.004244 81 640: 25%|##5 | 10/40 [00:02<00:05, 5.35it/s] 179/499 4.32G 0.01507 0.01286 0.004244 81 640: 28%|##7 | 11/40 [00:02<00:05, 5.16it/s] 179/499 4.32G 0.01489 0.01286 0.004205 90 640: 28%|##7 | 11/40 [00:02<00:05, 5.16it/s] 179/499 4.32G 0.01489 0.01286 0.004205 90 640: 30%|### | 12/40 [00:02<00:05, 5.27it/s] 179/499 4.32G 0.01508 0.01288 0.004745 67 640: 30%|### | 12/40 [00:02<00:05, 5.27it/s] 179/499 4.32G 0.01508 0.01288 0.004745 67 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 179/499 4.32G 0.01519 0.01283 0.004587 69 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 179/499 4.32G 0.01519 0.01283 0.004587 69 640: 35%|###5 | 14/40 [00:02<00:05, 5.18it/s] 179/499 4.32G 0.01517 0.01279 0.00452 80 640: 35%|###5 | 14/40 [00:02<00:05, 5.18it/s] 179/499 4.32G 0.01517 0.01279 0.00452 80 640: 38%|###7 | 15/40 [00:02<00:04, 5.26it/s] 179/499 4.32G 0.01507 0.01276 0.004356 78 640: 38%|###7 | 15/40 [00:03<00:04, 5.26it/s] 179/499 4.32G 0.01507 0.01276 0.004356 78 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 179/499 4.32G 0.01501 0.01279 0.00431 86 640: 40%|#### | 16/40 [00:03<00:04, 5.33it/s] 179/499 4.32G 0.01501 0.01279 0.00431 86 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 179/499 4.32G 0.01502 0.01263 0.004275 63 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 179/499 4.32G 0.01502 0.01263 0.004275 63 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 179/499 4.32G 0.01495 0.01263 0.004114 84 640: 45%|####5 | 18/40 [00:03<00:04, 5.28it/s] 179/499 4.32G 0.01495 0.01263 0.004114 84 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 179/499 4.32G 0.01488 0.01252 0.004028 69 640: 48%|####7 | 19/40 [00:03<00:03, 5.35it/s] 179/499 4.32G 0.01488 0.01252 0.004028 69 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 179/499 4.32G 0.01486 0.0126 0.003984 79 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 179/499 4.32G 0.01486 0.0126 0.003984 79 640: 52%|#####2 | 21/40 [00:03<00:03, 5.30it/s] 179/499 4.32G 0.01482 0.01255 0.003943 75 640: 52%|#####2 | 21/40 [00:04<00:03, 5.30it/s] 179/499 4.32G 0.01482 0.01255 0.003943 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.35it/s] 179/499 4.32G 0.01485 0.01245 0.004002 58 640: 55%|#####5 | 22/40 [00:04<00:03, 5.35it/s] 179/499 4.32G 0.01485 0.01245 0.004002 58 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 179/499 4.32G 0.01475 0.01234 0.004049 68 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 179/499 4.32G 0.01475 0.01234 0.004049 68 640: 60%|###### | 24/40 [00:04<00:03, 5.29it/s] 179/499 4.32G 0.01478 0.01219 0.003959 51 640: 60%|###### | 24/40 [00:04<00:03, 5.29it/s] 179/499 4.32G 0.01478 0.01219 0.003959 51 640: 62%|######2 | 25/40 [00:04<00:02, 5.36it/s] 179/499 4.32G 0.01477 0.01211 0.003942 64 640: 62%|######2 | 25/40 [00:04<00:02, 5.36it/s] 179/499 4.32G 0.01477 0.01211 0.003942 64 640: 65%|######5 | 26/40 [00:04<00:02, 5.22it/s] 179/499 4.32G 0.01479 0.01209 0.003893 78 640: 65%|######5 | 26/40 [00:05<00:02, 5.22it/s] 179/499 4.32G 0.01479 0.01209 0.003893 78 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 179/499 4.32G 0.01487 0.01204 0.003952 61 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 179/499 4.32G 0.01487 0.01204 0.003952 61 640: 70%|####### | 28/40 [00:05<00:02, 5.36it/s] 179/499 4.32G 0.01482 0.01207 0.003891 92 640: 70%|####### | 28/40 [00:05<00:02, 5.36it/s] 179/499 4.32G 0.01482 0.01207 0.003891 92 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 179/499 4.32G 0.01481 0.01213 0.00383 86 640: 72%|#######2 | 29/40 [00:05<00:02, 5.22it/s] 179/499 4.32G 0.01481 0.01213 0.00383 86 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 179/499 4.32G 0.01479 0.01226 0.003813 105 640: 75%|#######5 | 30/40 [00:05<00:01, 5.31it/s] 179/499 4.32G 0.01479 0.01226 0.003813 105 640: 78%|#######7 | 31/40 [00:05<00:01, 5.39it/s] 179/499 4.32G 0.01481 0.01222 0.003781 68 640: 78%|#######7 | 31/40 [00:06<00:01, 5.39it/s] 179/499 4.32G 0.01481 0.01222 0.003781 68 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 179/499 4.32G 0.01482 0.01224 0.003703 76 640: 80%|######## | 32/40 [00:06<00:01, 5.24it/s] 179/499 4.32G 0.01482 0.01224 0.003703 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 179/499 4.32G 0.01488 0.01222 0.00371 74 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 179/499 4.32G 0.01488 0.01222 0.00371 74 640: 85%|########5 | 34/40 [00:06<00:01, 5.39it/s] 179/499 4.32G 0.01489 0.01218 0.003792 64 640: 85%|########5 | 34/40 [00:06<00:01, 5.39it/s] 179/499 4.32G 0.01489 0.01218 0.003792 64 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 179/499 4.32G 0.0149 0.01215 0.003761 65 640: 88%|########7 | 35/40 [00:06<00:00, 5.26it/s] 179/499 4.32G 0.0149 0.01215 0.003761 65 640: 90%|######### | 36/40 [00:06<00:00, 5.33it/s] 179/499 4.32G 0.01492 0.01228 0.003726 94 640: 90%|######### | 36/40 [00:06<00:00, 5.33it/s] 179/499 4.32G 0.01492 0.01228 0.003726 94 640: 92%|#########2| 37/40 [00:06<00:00, 5.39it/s] 179/499 4.32G 0.01488 0.01226 0.003739 76 640: 92%|#########2| 37/40 [00:07<00:00, 5.39it/s] 179/499 4.32G 0.01488 0.01226 0.003739 76 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 179/499 4.32G 0.01488 0.01224 0.003686 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.24it/s] 179/499 4.32G 0.01488 0.01224 0.003686 69 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 179/499 4.32G 0.01492 0.0122 0.003634 32 640: 98%|#########7| 39/40 [00:07<00:00, 5.32it/s] 179/499 4.32G 0.01492 0.0122 0.003634 32 640: 100%|##########| 40/40 [00:07<00:00, 5.48it/s] 179/499 4.32G 0.01492 0.0122 0.003634 32 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.42it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.32it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.47it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.01it/s] all 132 263 0.0135 0.0266 0.00805 0.00269 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 180/499 4.32G 0.01545 0.01249 0.003431 81 640: 0%| | 0/40 [00:00<?, ?it/s] 180/499 4.32G 0.01545 0.01249 0.003431 81 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 180/499 4.32G 0.01713 0.01206 0.00397 70 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 180/499 4.32G 0.01713 0.01206 0.00397 70 640: 5%|5 | 2/40 [00:00<00:07, 5.31it/s] 180/499 4.32G 0.01643 0.01302 0.004079 85 640: 5%|5 | 2/40 [00:00<00:07, 5.31it/s] 180/499 4.32G 0.01643 0.01302 0.004079 85 640: 8%|7 | 3/40 [00:00<00:06, 5.44it/s] 180/499 4.32G 0.01636 0.01344 0.00456 88 640: 8%|7 | 3/40 [00:00<00:06, 5.44it/s] 180/499 4.32G 0.01636 0.01344 0.00456 88 640: 10%|# | 4/40 [00:00<00:06, 5.24it/s] 180/499 4.32G 0.01619 0.01297 0.004257 69 640: 10%|# | 4/40 [00:00<00:06, 5.24it/s] 180/499 4.32G 0.01619 0.01297 0.004257 69 640: 12%|#2 | 5/40 [00:00<00:06, 5.30it/s] 180/499 4.32G 0.01635 0.01257 0.004417 64 640: 12%|#2 | 5/40 [00:01<00:06, 5.30it/s] 180/499 4.32G 0.01635 0.01257 0.004417 64 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 180/499 4.32G 0.01635 0.01264 0.004249 72 640: 15%|#5 | 6/40 [00:01<00:06, 5.38it/s] 180/499 4.32G 0.01635 0.01264 0.004249 72 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 180/499 4.32G 0.01603 0.01224 0.004105 56 640: 18%|#7 | 7/40 [00:01<00:06, 5.23it/s] 180/499 4.32G 0.01603 0.01224 0.004105 56 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 180/499 4.32G 0.01596 0.01209 0.004624 71 640: 20%|## | 8/40 [00:01<00:06, 5.33it/s] 180/499 4.32G 0.01596 0.01209 0.004624 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.40it/s] 180/499 4.32G 0.01588 0.01203 0.004771 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.40it/s] 180/499 4.32G 0.01588 0.01203 0.004771 70 640: 25%|##5 | 10/40 [00:01<00:05, 5.25it/s] 180/499 4.32G 0.01579 0.01211 0.004611 82 640: 25%|##5 | 10/40 [00:02<00:05, 5.25it/s] 180/499 4.32G 0.01579 0.01211 0.004611 82 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 180/499 4.32G 0.01579 0.01196 0.004629 62 640: 28%|##7 | 11/40 [00:02<00:05, 5.28it/s] 180/499 4.32G 0.01579 0.01196 0.004629 62 640: 30%|### | 12/40 [00:02<00:05, 5.34it/s] 180/499 4.32G 0.01571 0.01214 0.004674 88 640: 30%|### | 12/40 [00:02<00:05, 5.34it/s] 180/499 4.32G 0.01571 0.01214 0.004674 88 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 180/499 4.32G 0.01575 0.01211 0.004447 70 640: 32%|###2 | 13/40 [00:02<00:05, 5.20it/s] 180/499 4.32G 0.01575 0.01211 0.004447 70 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 180/499 4.32G 0.01564 0.01198 0.004399 68 640: 35%|###5 | 14/40 [00:02<00:04, 5.29it/s] 180/499 4.32G 0.01564 0.01198 0.004399 68 640: 38%|###7 | 15/40 [00:02<00:04, 5.35it/s] 180/499 4.32G 0.01554 0.01182 0.004351 65 640: 38%|###7 | 15/40 [00:03<00:04, 5.35it/s] 180/499 4.32G 0.01554 0.01182 0.004351 65 640: 40%|#### | 16/40 [00:03<00:04, 5.16it/s] 180/499 4.32G 0.01544 0.0119 0.004234 84 640: 40%|#### | 16/40 [00:03<00:04, 5.16it/s] 180/499 4.32G 0.01544 0.0119 0.004234 84 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 180/499 4.32G 0.01536 0.01197 0.00415 77 640: 42%|####2 | 17/40 [00:03<00:04, 5.27it/s] 180/499 4.32G 0.01536 0.01197 0.00415 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 180/499 4.32G 0.01526 0.01191 0.004249 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 180/499 4.32G 0.01526 0.01191 0.004249 73 640: 48%|####7 | 19/40 [00:03<00:04, 5.19it/s] 180/499 4.32G 0.01519 0.01191 0.004262 72 640: 48%|####7 | 19/40 [00:03<00:04, 5.19it/s] 180/499 4.32G 0.01519 0.01191 0.004262 72 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 180/499 4.32G 0.01515 0.01201 0.004217 76 640: 50%|##### | 20/40 [00:03<00:03, 5.23it/s] 180/499 4.32G 0.01515 0.01201 0.004217 76 640: 52%|#####2 | 21/40 [00:03<00:03, 5.30it/s] 180/499 4.32G 0.01512 0.01204 0.004267 72 640: 52%|#####2 | 21/40 [00:04<00:03, 5.30it/s] 180/499 4.32G 0.01512 0.01204 0.004267 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.14it/s] 180/499 4.32G 0.01516 0.01193 0.004216 53 640: 55%|#####5 | 22/40 [00:04<00:03, 5.14it/s] 180/499 4.32G 0.01516 0.01193 0.004216 53 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 180/499 4.32G 0.01517 0.01191 0.004161 81 640: 57%|#####7 | 23/40 [00:04<00:03, 5.25it/s] 180/499 4.32G 0.01517 0.01191 0.004161 81 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 180/499 4.32G 0.0151 0.01185 0.004203 71 640: 60%|###### | 24/40 [00:04<00:03, 5.31it/s] 180/499 4.32G 0.0151 0.01185 0.004203 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.18it/s] 180/499 4.32G 0.01516 0.01193 0.004149 77 640: 62%|######2 | 25/40 [00:04<00:02, 5.18it/s] 180/499 4.32G 0.01516 0.01193 0.004149 77 640: 65%|######5 | 26/40 [00:04<00:02, 5.20it/s] 180/499 4.32G 0.01517 0.01206 0.004206 89 640: 65%|######5 | 26/40 [00:05<00:02, 5.20it/s] 180/499 4.32G 0.01517 0.01206 0.004206 89 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 180/499 4.32G 0.01515 0.01197 0.004135 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 180/499 4.32G 0.01515 0.01197 0.004135 68 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 180/499 4.32G 0.01514 0.0119 0.004031 59 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 180/499 4.32G 0.01514 0.0119 0.004031 59 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 180/499 4.32G 0.01519 0.01199 0.004043 84 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 180/499 4.32G 0.01519 0.01199 0.004043 84 640: 75%|#######5 | 30/40 [00:05<00:01, 5.37it/s] 180/499 4.32G 0.01524 0.01193 0.004155 61 640: 75%|#######5 | 30/40 [00:05<00:01, 5.37it/s] 180/499 4.32G 0.01524 0.01193 0.004155 61 640: 78%|#######7 | 31/40 [00:05<00:01, 5.23it/s] 180/499 4.32G 0.01519 0.01185 0.004325 61 640: 78%|#######7 | 31/40 [00:06<00:01, 5.23it/s] 180/499 4.32G 0.01519 0.01185 0.004325 61 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 180/499 4.32G 0.01518 0.01179 0.004336 63 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 180/499 4.32G 0.01518 0.01179 0.004336 63 640: 82%|########2 | 33/40 [00:06<00:01, 5.39it/s] 180/499 4.32G 0.01517 0.01174 0.004251 65 640: 82%|########2 | 33/40 [00:06<00:01, 5.39it/s] 180/499 4.32G 0.01517 0.01174 0.004251 65 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 180/499 4.32G 0.01515 0.01173 0.004193 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 180/499 4.32G 0.01515 0.01173 0.004193 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 180/499 4.32G 0.01516 0.01176 0.004252 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 180/499 4.32G 0.01516 0.01176 0.004252 81 640: 90%|######### | 36/40 [00:06<00:00, 5.39it/s] 180/499 4.32G 0.01515 0.01175 0.004235 77 640: 90%|######### | 36/40 [00:07<00:00, 5.39it/s] 180/499 4.32G 0.01515 0.01175 0.004235 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.23it/s] 180/499 4.32G 0.0151 0.01171 0.004222 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.23it/s] 180/499 4.32G 0.0151 0.01171 0.004222 71 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 180/499 4.32G 0.01513 0.01179 0.004292 91 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 180/499 4.32G 0.01513 0.01179 0.004292 91 640: 98%|#########7| 39/40 [00:07<00:00, 5.38it/s] 180/499 4.32G 0.01511 0.01177 0.004338 36 640: 98%|#########7| 39/40 [00:07<00:00, 5.38it/s] 180/499 4.32G 0.01511 0.01177 0.004338 36 640: 100%|##########| 40/40 [00:07<00:00, 5.33it/s] 180/499 4.32G 0.01511 0.01177 0.004338 36 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.03it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.17it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.16it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.25it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.79it/s] all 132 263 0.0176 0.0123 0.00568 0.00264 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 181/499 4.32G 0.01577 0.01159 0.003929 64 640: 0%| | 0/40 [00:00<?, ?it/s] 181/499 4.32G 0.01577 0.01159 0.003929 64 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 181/499 4.32G 0.01501 0.01198 0.002938 76 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 181/499 4.32G 0.01501 0.01198 0.002938 76 640: 5%|5 | 2/40 [00:00<00:06, 5.53it/s] 181/499 4.32G 0.01612 0.01339 0.00357 91 640: 5%|5 | 2/40 [00:00<00:06, 5.53it/s] 181/499 4.32G 0.01612 0.01339 0.00357 91 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 181/499 4.32G 0.01578 0.01325 0.003957 73 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 181/499 4.32G 0.01578 0.01325 0.003957 73 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 181/499 4.32G 0.0154 0.01296 0.004021 75 640: 10%|# | 4/40 [00:00<00:06, 5.39it/s] 181/499 4.32G 0.0154 0.01296 0.004021 75 640: 12%|#2 | 5/40 [00:00<00:06, 5.44it/s] 181/499 4.32G 0.01585 0.01278 0.003731 71 640: 12%|#2 | 5/40 [00:01<00:06, 5.44it/s] 181/499 4.32G 0.01585 0.01278 0.003731 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 181/499 4.32G 0.01571 0.01273 0.003435 80 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 181/499 4.32G 0.01571 0.01273 0.003435 80 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 181/499 4.32G 0.01559 0.01216 0.003302 60 640: 18%|#7 | 7/40 [00:01<00:06, 5.38it/s] 181/499 4.32G 0.01559 0.01216 0.003302 60 640: 20%|## | 8/40 [00:01<00:05, 5.41it/s] 181/499 4.32G 0.01541 0.01231 0.003197 83 640: 20%|## | 8/40 [00:01<00:05, 5.41it/s] 181/499 4.32G 0.01541 0.01231 0.003197 83 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 181/499 4.32G 0.01525 0.0122 0.003085 78 640: 22%|##2 | 9/40 [00:01<00:05, 5.23it/s] 181/499 4.32G 0.01525 0.0122 0.003085 78 640: 25%|##5 | 10/40 [00:01<00:05, 5.32it/s] 181/499 4.32G 0.01526 0.01218 0.003213 68 640: 25%|##5 | 10/40 [00:02<00:05, 5.32it/s] 181/499 4.32G 0.01526 0.01218 0.003213 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 181/499 4.32G 0.0152 0.01213 0.003253 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 181/499 4.32G 0.0152 0.01213 0.003253 75 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 181/499 4.32G 0.01528 0.01189 0.003436 52 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 181/499 4.32G 0.01528 0.01189 0.003436 52 640: 32%|###2 | 13/40 [00:02<00:05, 5.31it/s] 181/499 4.32G 0.0155 0.01199 0.003881 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.31it/s] 181/499 4.32G 0.0155 0.01199 0.003881 68 640: 35%|###5 | 14/40 [00:02<00:04, 5.39it/s] 181/499 4.32G 0.01554 0.01204 0.003959 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.39it/s] 181/499 4.32G 0.01554 0.01204 0.003959 76 640: 38%|###7 | 15/40 [00:02<00:04, 5.24it/s] 181/499 4.32G 0.0155 0.01206 0.003891 74 640: 38%|###7 | 15/40 [00:02<00:04, 5.24it/s] 181/499 4.32G 0.0155 0.01206 0.003891 74 640: 40%|#### | 16/40 [00:02<00:04, 5.34it/s] 181/499 4.32G 0.01543 0.01223 0.003738 96 640: 40%|#### | 16/40 [00:03<00:04, 5.34it/s] 181/499 4.32G 0.01543 0.01223 0.003738 96 640: 42%|####2 | 17/40 [00:03<00:04, 5.39it/s] 181/499 4.32G 0.0154 0.01215 0.003607 73 640: 42%|####2 | 17/40 [00:03<00:04, 5.39it/s] 181/499 4.32G 0.0154 0.01215 0.003607 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 181/499 4.32G 0.01543 0.01215 0.003519 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.21it/s] 181/499 4.32G 0.01543 0.01215 0.003519 70 640: 48%|####7 | 19/40 [00:03<00:03, 5.26it/s] 181/499 4.32G 0.01534 0.01205 0.003683 62 640: 48%|####7 | 19/40 [00:03<00:03, 5.26it/s] 181/499 4.32G 0.01534 0.01205 0.003683 62 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 181/499 4.32G 0.01541 0.01209 0.003682 80 640: 50%|##### | 20/40 [00:03<00:03, 5.34it/s] 181/499 4.32G 0.01541 0.01209 0.003682 80 640: 52%|#####2 | 21/40 [00:03<00:03, 5.18it/s] 181/499 4.32G 0.01545 0.01216 0.003679 75 640: 52%|#####2 | 21/40 [00:04<00:03, 5.18it/s] 181/499 4.32G 0.01545 0.01216 0.003679 75 640: 55%|#####5 | 22/40 [00:04<00:03, 5.26it/s] 181/499 4.32G 0.0155 0.01221 0.003639 65 640: 55%|#####5 | 22/40 [00:04<00:03, 5.26it/s] 181/499 4.32G 0.0155 0.01221 0.003639 65 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 181/499 4.32G 0.01545 0.01223 0.003687 72 640: 57%|#####7 | 23/40 [00:04<00:03, 5.33it/s] 181/499 4.32G 0.01545 0.01223 0.003687 72 640: 60%|###### | 24/40 [00:04<00:03, 5.10it/s] 181/499 4.32G 0.0154 0.01217 0.003612 64 640: 60%|###### | 24/40 [00:04<00:03, 5.10it/s] 181/499 4.32G 0.0154 0.01217 0.003612 64 640: 62%|######2 | 25/40 [00:04<00:02, 5.22it/s] 181/499 4.32G 0.01536 0.01219 0.003641 88 640: 62%|######2 | 25/40 [00:04<00:02, 5.22it/s] 181/499 4.32G 0.01536 0.01219 0.003641 88 640: 65%|######5 | 26/40 [00:04<00:02, 5.28it/s] 181/499 4.32G 0.01532 0.01215 0.003826 65 640: 65%|######5 | 26/40 [00:05<00:02, 5.28it/s] 181/499 4.32G 0.01532 0.01215 0.003826 65 640: 68%|######7 | 27/40 [00:05<00:02, 5.17it/s] 181/499 4.32G 0.01527 0.01204 0.003874 57 640: 68%|######7 | 27/40 [00:05<00:02, 5.17it/s] 181/499 4.32G 0.01527 0.01204 0.003874 57 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 181/499 4.32G 0.01519 0.01203 0.003793 76 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 181/499 4.32G 0.01519 0.01203 0.003793 76 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 181/499 4.32G 0.01517 0.01209 0.003887 86 640: 72%|#######2 | 29/40 [00:05<00:02, 5.35it/s] 181/499 4.32G 0.01517 0.01209 0.003887 86 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 181/499 4.32G 0.01516 0.01209 0.003845 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 181/499 4.32G 0.01516 0.01209 0.003845 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.33it/s] 181/499 4.32G 0.01515 0.01203 0.003875 60 640: 78%|#######7 | 31/40 [00:06<00:01, 5.33it/s] 181/499 4.32G 0.01515 0.01203 0.003875 60 640: 80%|######## | 32/40 [00:06<00:01, 5.40it/s] 181/499 4.32G 0.01512 0.01203 0.003883 72 640: 80%|######## | 32/40 [00:06<00:01, 5.40it/s] 181/499 4.32G 0.01512 0.01203 0.003883 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 181/499 4.32G 0.01518 0.01204 0.003977 69 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 181/499 4.32G 0.01518 0.01204 0.003977 69 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 181/499 4.32G 0.01517 0.01209 0.003903 87 640: 85%|########5 | 34/40 [00:06<00:01, 5.24it/s] 181/499 4.32G 0.01517 0.01209 0.003903 87 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 181/499 4.32G 0.01516 0.01208 0.003834 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 181/499 4.32G 0.01516 0.01208 0.003834 73 640: 90%|######### | 36/40 [00:06<00:00, 5.22it/s] 181/499 4.32G 0.01512 0.01213 0.003794 88 640: 90%|######### | 36/40 [00:06<00:00, 5.22it/s] 181/499 4.32G 0.01512 0.01213 0.003794 88 640: 92%|#########2| 37/40 [00:06<00:00, 5.28it/s] 181/499 4.32G 0.01517 0.01217 0.003929 79 640: 92%|#########2| 37/40 [00:07<00:00, 5.28it/s] 181/499 4.32G 0.01517 0.01217 0.003929 79 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 181/499 4.32G 0.01513 0.01214 0.00392 65 640: 95%|#########5| 38/40 [00:07<00:00, 5.35it/s] 181/499 4.32G 0.01513 0.01214 0.00392 65 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 181/499 4.32G 0.0151 0.01209 0.003909 31 640: 98%|#########7| 39/40 [00:07<00:00, 5.21it/s] 181/499 4.32G 0.0151 0.01209 0.003909 31 640: 100%|##########| 40/40 [00:07<00:00, 5.39it/s] 181/499 4.32G 0.0151 0.01209 0.003909 31 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.96it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.99it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.05it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.60it/s] all 132 263 0.375 0.0158 0.018 0.00754 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 182/499 4.32G 0.01646 0.01262 0.002891 79 640: 0%| | 0/40 [00:00<?, ?it/s] 182/499 4.32G 0.01646 0.01262 0.002891 79 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 182/499 4.32G 0.01601 0.01407 0.004386 83 640: 2%|2 | 1/40 [00:00<00:07, 5.50it/s] 182/499 4.32G 0.01601 0.01407 0.004386 83 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 182/499 4.32G 0.0159 0.01425 0.004059 87 640: 5%|5 | 2/40 [00:00<00:07, 5.18it/s] 182/499 4.32G 0.0159 0.01425 0.004059 87 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 182/499 4.32G 0.01512 0.01362 0.003237 75 640: 8%|7 | 3/40 [00:00<00:06, 5.32it/s] 182/499 4.32G 0.01512 0.01362 0.003237 75 640: 10%|# | 4/40 [00:00<00:06, 5.40it/s] 182/499 4.32G 0.01524 0.01409 0.003716 94 640: 10%|# | 4/40 [00:00<00:06, 5.40it/s] 182/499 4.32G 0.01524 0.01409 0.003716 94 640: 12%|#2 | 5/40 [00:00<00:06, 5.22it/s] 182/499 4.32G 0.01498 0.01367 0.004376 76 640: 12%|#2 | 5/40 [00:01<00:06, 5.22it/s] 182/499 4.32G 0.01498 0.01367 0.004376 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 182/499 4.32G 0.01477 0.01366 0.004329 88 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 182/499 4.32G 0.01477 0.01366 0.004329 88 640: 18%|#7 | 7/40 [00:01<00:06, 5.40it/s] 182/499 4.32G 0.0146 0.01364 0.004167 87 640: 18%|#7 | 7/40 [00:01<00:06, 5.40it/s] 182/499 4.32G 0.0146 0.01364 0.004167 87 640: 20%|## | 8/40 [00:01<00:06, 5.25it/s] 182/499 4.32G 0.01437 0.01308 0.003868 61 640: 20%|## | 8/40 [00:01<00:06, 5.25it/s] 182/499 4.32G 0.01437 0.01308 0.003868 61 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 182/499 4.32G 0.01463 0.01262 0.004028 55 640: 22%|##2 | 9/40 [00:01<00:05, 5.33it/s] 182/499 4.32G 0.01463 0.01262 0.004028 55 640: 25%|##5 | 10/40 [00:01<00:05, 5.36it/s] 182/499 4.32G 0.01463 0.01234 0.00392 58 640: 25%|##5 | 10/40 [00:02<00:05, 5.36it/s] 182/499 4.32G 0.01463 0.01234 0.00392 58 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 182/499 4.32G 0.01474 0.01247 0.0038 96 640: 28%|##7 | 11/40 [00:02<00:05, 5.23it/s] 182/499 4.32G 0.01474 0.01247 0.0038 96 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 182/499 4.32G 0.01477 0.01259 0.003655 81 640: 30%|### | 12/40 [00:02<00:05, 5.30it/s] 182/499 4.32G 0.01477 0.01259 0.003655 81 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 182/499 4.32G 0.01477 0.01245 0.003824 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.36it/s] 182/499 4.32G 0.01477 0.01245 0.003824 73 640: 35%|###5 | 14/40 [00:02<00:05, 5.19it/s] 182/499 4.32G 0.01483 0.01234 0.003844 72 640: 35%|###5 | 14/40 [00:02<00:05, 5.19it/s] 182/499 4.32G 0.01483 0.01234 0.003844 72 640: 38%|###7 | 15/40 [00:02<00:04, 5.28it/s] 182/499 4.32G 0.01493 0.01242 0.003856 76 640: 38%|###7 | 15/40 [00:03<00:04, 5.28it/s] 182/499 4.32G 0.01493 0.01242 0.003856 76 640: 40%|#### | 16/40 [00:03<00:04, 5.34it/s] 182/499 4.32G 0.01489 0.01229 0.003779 62 640: 40%|#### | 16/40 [00:03<00:04, 5.34it/s] 182/499 4.32G 0.01489 0.01229 0.003779 62 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 182/499 4.32G 0.01496 0.01218 0.004042 70 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 182/499 4.32G 0.01496 0.01218 0.004042 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 182/499 4.32G 0.01498 0.01204 0.004006 62 640: 45%|####5 | 18/40 [00:03<00:04, 5.27it/s] 182/499 4.32G 0.01498 0.01204 0.004006 62 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 182/499 4.32G 0.01506 0.01201 0.004014 67 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 182/499 4.32G 0.01506 0.01201 0.004014 67 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 182/499 4.32G 0.01497 0.01203 0.00396 81 640: 50%|##### | 20/40 [00:03<00:03, 5.21it/s] 182/499 4.32G 0.01497 0.01203 0.00396 81 640: 52%|#####2 | 21/40 [00:03<00:03, 5.29it/s] 182/499 4.32G 0.01514 0.01194 0.003943 60 640: 52%|#####2 | 21/40 [00:04<00:03, 5.29it/s] 182/499 4.32G 0.01514 0.01194 0.003943 60 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 182/499 4.32G 0.01509 0.01192 0.003853 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 182/499 4.32G 0.01509 0.01192 0.003853 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 182/499 4.32G 0.01507 0.01179 0.003735 54 640: 57%|#####7 | 23/40 [00:04<00:03, 5.21it/s] 182/499 4.32G 0.01507 0.01179 0.003735 54 640: 60%|###### | 24/40 [00:04<00:03, 5.29it/s] 182/499 4.32G 0.01502 0.01183 0.00366 89 640: 60%|###### | 24/40 [00:04<00:03, 5.29it/s] 182/499 4.32G 0.01502 0.01183 0.00366 89 640: 62%|######2 | 25/40 [00:04<00:02, 5.36it/s] 182/499 4.32G 0.01507 0.01191 0.003728 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.36it/s] 182/499 4.32G 0.01507 0.01191 0.003728 72 640: 65%|######5 | 26/40 [00:04<00:02, 5.20it/s] 182/499 4.32G 0.01498 0.01184 0.00363 68 640: 65%|######5 | 26/40 [00:05<00:02, 5.20it/s] 182/499 4.32G 0.01498 0.01184 0.00363 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.26it/s] 182/499 4.32G 0.01505 0.01185 0.003726 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.26it/s] 182/499 4.32G 0.01505 0.01185 0.003726 67 640: 70%|####### | 28/40 [00:05<00:02, 5.34it/s] 182/499 4.32G 0.015 0.01192 0.003792 82 640: 70%|####### | 28/40 [00:05<00:02, 5.34it/s] 182/499 4.32G 0.015 0.01192 0.003792 82 640: 72%|#######2 | 29/40 [00:05<00:02, 5.20it/s] 182/499 4.32G 0.015 0.0119 0.003918 70 640: 72%|#######2 | 29/40 [00:05<00:02, 5.20it/s] 182/499 4.32G 0.015 0.0119 0.003918 70 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 182/499 4.32G 0.01499 0.01185 0.003819 69 640: 75%|#######5 | 30/40 [00:05<00:01, 5.29it/s] 182/499 4.32G 0.01499 0.01185 0.003819 69 640: 78%|#######7 | 31/40 [00:05<00:01, 5.35it/s] 182/499 4.32G 0.01493 0.01185 0.003882 69 640: 78%|#######7 | 31/40 [00:06<00:01, 5.35it/s] 182/499 4.32G 0.01493 0.01185 0.003882 69 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 182/499 4.32G 0.01496 0.01188 0.003853 77 640: 80%|######## | 32/40 [00:06<00:01, 5.22it/s] 182/499 4.32G 0.01496 0.01188 0.003853 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 182/499 4.32G 0.0149 0.01187 0.003872 81 640: 82%|########2 | 33/40 [00:06<00:01, 5.29it/s] 182/499 4.32G 0.0149 0.01187 0.003872 81 640: 85%|########5 | 34/40 [00:06<00:01, 5.36it/s] 182/499 4.32G 0.01493 0.0119 0.003866 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.36it/s] 182/499 4.32G 0.01493 0.0119 0.003866 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.24it/s] 182/499 4.32G 0.01489 0.01188 0.00378 70 640: 88%|########7 | 35/40 [00:06<00:00, 5.24it/s] 182/499 4.32G 0.01489 0.01188 0.00378 70 640: 90%|######### | 36/40 [00:06<00:00, 5.33it/s] 182/499 4.32G 0.01491 0.01192 0.003806 80 640: 90%|######### | 36/40 [00:06<00:00, 5.33it/s] 182/499 4.32G 0.01491 0.01192 0.003806 80 640: 92%|#########2| 37/40 [00:06<00:00, 5.39it/s] 182/499 4.32G 0.01486 0.01189 0.003766 70 640: 92%|#########2| 37/40 [00:07<00:00, 5.39it/s] 182/499 4.32G 0.01486 0.01189 0.003766 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 182/499 4.32G 0.01485 0.0119 0.003769 84 640: 95%|#########5| 38/40 [00:07<00:00, 5.25it/s] 182/499 4.32G 0.01485 0.0119 0.003769 84 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 182/499 4.32G 0.01485 0.01189 0.003733 31 640: 98%|#########7| 39/40 [00:07<00:00, 5.34it/s] 182/499 4.32G 0.01485 0.01189 0.003733 31 640: 100%|##########| 40/40 [00:07<00:00, 5.42it/s] 182/499 4.32G 0.01485 0.01189 0.003733 31 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.87it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.07it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.13it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.26it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.75it/s] all 132 263 0.00234 0.0123 0.00139 0.000756 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 183/499 4.32G 0.01407 0.01178 0.002761 73 640: 0%| | 0/40 [00:00<?, ?it/s] 183/499 4.32G 0.01407 0.01178 0.002761 73 640: 2%|2 | 1/40 [00:00<00:07, 4.95it/s] 183/499 4.32G 0.01405 0.01011 0.003938 62 640: 2%|2 | 1/40 [00:00<00:07, 4.95it/s] 183/499 4.32G 0.01405 0.01011 0.003938 62 640: 5%|5 | 2/40 [00:00<00:07, 5.28it/s] 183/499 4.32G 0.0151 0.01079 0.003228 74 640: 5%|5 | 2/40 [00:00<00:07, 5.28it/s] 183/499 4.32G 0.0151 0.01079 0.003228 74 640: 8%|7 | 3/40 [00:00<00:06, 5.41it/s] 183/499 4.32G 0.01573 0.01177 0.004078 81 640: 8%|7 | 3/40 [00:00<00:06, 5.41it/s] 183/499 4.32G 0.01573 0.01177 0.004078 81 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 183/499 4.32G 0.01563 0.01207 0.004306 90 640: 10%|# | 4/40 [00:00<00:06, 5.21it/s] 183/499 4.32G 0.01563 0.01207 0.004306 90 640: 12%|#2 | 5/40 [00:00<00:06, 5.32it/s] 183/499 4.32G 0.01574 0.01181 0.004039 68 640: 12%|#2 | 5/40 [00:01<00:06, 5.32it/s] 183/499 4.32G 0.01574 0.01181 0.004039 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.39it/s] 183/499 4.32G 0.01579 0.01245 0.004227 90 640: 15%|#5 | 6/40 [00:01<00:06, 5.39it/s] 183/499 4.32G 0.01579 0.01245 0.004227 90 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 183/499 4.32G 0.01543 0.01261 0.004238 85 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 183/499 4.32G 0.01543 0.01261 0.004238 85 640: 20%|## | 8/40 [00:01<00:05, 5.33it/s] 183/499 4.32G 0.01524 0.01249 0.00406 73 640: 20%|## | 8/40 [00:01<00:05, 5.33it/s] 183/499 4.32G 0.01524 0.01249 0.00406 73 640: 22%|##2 | 9/40 [00:01<00:05, 5.41it/s] 183/499 4.32G 0.01515 0.01241 0.003994 82 640: 22%|##2 | 9/40 [00:01<00:05, 5.41it/s] 183/499 4.32G 0.01515 0.01241 0.003994 82 640: 25%|##5 | 10/40 [00:01<00:05, 5.25it/s] 183/499 4.32G 0.01514 0.0126 0.003902 86 640: 25%|##5 | 10/40 [00:02<00:05, 5.25it/s] 183/499 4.32G 0.01514 0.0126 0.003902 86 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 183/499 4.32G 0.01499 0.0126 0.003729 85 640: 28%|##7 | 11/40 [00:02<00:05, 5.33it/s] 183/499 4.32G 0.01499 0.0126 0.003729 85 640: 30%|### | 12/40 [00:02<00:05, 5.38it/s] 183/499 4.32G 0.01487 0.01245 0.003559 61 640: 30%|### | 12/40 [00:02<00:05, 5.38it/s] 183/499 4.32G 0.01487 0.01245 0.003559 61 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 183/499 4.32G 0.01495 0.01227 0.003611 68 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 183/499 4.32G 0.01495 0.01227 0.003611 68 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 183/499 4.32G 0.0149 0.01219 0.00353 62 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 183/499 4.32G 0.0149 0.01219 0.00353 62 640: 38%|###7 | 15/40 [00:02<00:04, 5.34it/s] 183/499 4.32G 0.01498 0.01223 0.003643 84 640: 38%|###7 | 15/40 [00:03<00:04, 5.34it/s] 183/499 4.32G 0.01498 0.01223 0.003643 84 640: 40%|#### | 16/40 [00:03<00:04, 5.15it/s] 183/499 4.32G 0.015 0.01223 0.003819 71 640: 40%|#### | 16/40 [00:03<00:04, 5.15it/s] 183/499 4.32G 0.015 0.01223 0.003819 71 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 183/499 4.32G 0.015 0.01226 0.003907 77 640: 42%|####2 | 17/40 [00:03<00:04, 5.20it/s] 183/499 4.32G 0.015 0.01226 0.003907 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 183/499 4.32G 0.01504 0.01221 0.003955 74 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 183/499 4.32G 0.01504 0.01221 0.003955 74 640: 48%|####7 | 19/40 [00:03<00:04, 5.18it/s] 183/499 4.32G 0.01513 0.01218 0.003977 64 640: 48%|####7 | 19/40 [00:03<00:04, 5.18it/s] 183/499 4.32G 0.01513 0.01218 0.003977 64 640: 50%|##### | 20/40 [00:03<00:03, 5.27it/s] 183/499 4.32G 0.01511 0.01203 0.004022 58 640: 50%|##### | 20/40 [00:03<00:03, 5.27it/s] 183/499 4.32G 0.01511 0.01203 0.004022 58 640: 52%|#####2 | 21/40 [00:03<00:03, 5.30it/s] 183/499 4.32G 0.01511 0.01193 0.003976 61 640: 52%|#####2 | 21/40 [00:04<00:03, 5.30it/s] 183/499 4.32G 0.01511 0.01193 0.003976 61 640: 55%|#####5 | 22/40 [00:04<00:03, 5.20it/s] 183/499 4.32G 0.01506 0.01182 0.003946 56 640: 55%|#####5 | 22/40 [00:04<00:03, 5.20it/s] 183/499 4.32G 0.01506 0.01182 0.003946 56 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 183/499 4.32G 0.01503 0.01177 0.003953 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.30it/s] 183/499 4.32G 0.01503 0.01177 0.003953 74 640: 60%|###### | 24/40 [00:04<00:02, 5.36it/s] 183/499 4.32G 0.01507 0.01188 0.003994 78 640: 60%|###### | 24/40 [00:04<00:02, 5.36it/s] 183/499 4.32G 0.01507 0.01188 0.003994 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 183/499 4.32G 0.01514 0.0119 0.00407 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 183/499 4.32G 0.01514 0.0119 0.00407 72 640: 65%|######5 | 26/40 [00:04<00:02, 5.31it/s] 183/499 4.32G 0.01514 0.012 0.004172 84 640: 65%|######5 | 26/40 [00:05<00:02, 5.31it/s] 183/499 4.32G 0.01514 0.012 0.004172 84 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 183/499 4.32G 0.01507 0.01201 0.004065 81 640: 68%|######7 | 27/40 [00:05<00:02, 5.36it/s] 183/499 4.32G 0.01507 0.01201 0.004065 81 640: 70%|####### | 28/40 [00:05<00:02, 5.13it/s] 183/499 4.32G 0.01507 0.01199 0.004057 78 640: 70%|####### | 28/40 [00:05<00:02, 5.13it/s] 183/499 4.32G 0.01507 0.01199 0.004057 78 640: 72%|#######2 | 29/40 [00:05<00:02, 5.20it/s] 183/499 4.32G 0.0151 0.01203 0.004133 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.20it/s] 183/499 4.32G 0.0151 0.01203 0.004133 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 183/499 4.32G 0.01519 0.01195 0.004195 55 640: 75%|#######5 | 30/40 [00:05<00:01, 5.28it/s] 183/499 4.32G 0.01519 0.01195 0.004195 55 640: 78%|#######7 | 31/40 [00:05<00:01, 5.17it/s] 183/499 4.32G 0.01512 0.01196 0.004146 79 640: 78%|#######7 | 31/40 [00:06<00:01, 5.17it/s] 183/499 4.32G 0.01512 0.01196 0.004146 79 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 183/499 4.32G 0.01516 0.01192 0.004118 72 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 183/499 4.32G 0.01516 0.01192 0.004118 72 640: 82%|########2 | 33/40 [00:06<00:01, 5.35it/s] 183/499 4.32G 0.01514 0.01186 0.004058 64 640: 82%|########2 | 33/40 [00:06<00:01, 5.35it/s] 183/499 4.32G 0.01514 0.01186 0.004058 64 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 183/499 4.32G 0.01516 0.01184 0.004005 69 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 183/499 4.32G 0.01516 0.01184 0.004005 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 183/499 4.32G 0.01519 0.0118 0.004003 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.30it/s] 183/499 4.32G 0.01519 0.0118 0.004003 71 640: 90%|######### | 36/40 [00:06<00:00, 5.39it/s] 183/499 4.32G 0.01521 0.01177 0.00401 68 640: 90%|######### | 36/40 [00:07<00:00, 5.39it/s] 183/499 4.32G 0.01521 0.01177 0.00401 68 640: 92%|#########2| 37/40 [00:07<00:00, 5.23it/s] 183/499 4.32G 0.01516 0.01181 0.00401 80 640: 92%|#########2| 37/40 [00:07<00:00, 5.23it/s] 183/499 4.32G 0.01516 0.01181 0.00401 80 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 183/499 4.32G 0.01513 0.01176 0.003961 64 640: 95%|#########5| 38/40 [00:07<00:00, 5.31it/s] 183/499 4.32G 0.01513 0.01176 0.003961 64 640: 98%|#########7| 39/40 [00:07<00:00, 5.36it/s] 183/499 4.32G 0.01513 0.01179 0.003939 41 640: 98%|#########7| 39/40 [00:07<00:00, 5.36it/s] 183/499 4.32G 0.01513 0.01179 0.003939 41 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] 183/499 4.32G 0.01513 0.01179 0.003939 41 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.50it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.12it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.18it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.31it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.86it/s] all 132 263 0.555 0.0238 0.0379 0.0168 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 184/499 4.32G 0.01421 0.0128 0.002878 76 640: 0%| | 0/40 [00:00<?, ?it/s] 184/499 4.32G 0.01421 0.0128 0.002878 76 640: 2%|2 | 1/40 [00:00<00:06, 5.61it/s] 184/499 4.32G 0.01559 0.01401 0.004144 91 640: 2%|2 | 1/40 [00:00<00:06, 5.61it/s] 184/499 4.32G 0.01559 0.01401 0.004144 91 640: 5%|5 | 2/40 [00:00<00:06, 5.59it/s] 184/499 4.32G 0.01527 0.01318 0.003099 78 640: 5%|5 | 2/40 [00:00<00:06, 5.59it/s] 184/499 4.32G 0.01527 0.01318 0.003099 78 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 184/499 4.32G 0.01582 0.01319 0.00432 83 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 184/499 4.32G 0.01582 0.01319 0.00432 83 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 184/499 4.32G 0.01542 0.01251 0.003725 72 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 184/499 4.32G 0.01542 0.01251 0.003725 72 640: 12%|#2 | 5/40 [00:00<00:06, 5.34it/s] 184/499 4.32G 0.01571 0.01267 0.003619 75 640: 12%|#2 | 5/40 [00:01<00:06, 5.34it/s] 184/499 4.32G 0.01571 0.01267 0.003619 75 640: 15%|#5 | 6/40 [00:01<00:06, 5.18it/s] 184/499 4.32G 0.01569 0.01274 0.003657 82 640: 15%|#5 | 6/40 [00:01<00:06, 5.18it/s] 184/499 4.32G 0.01569 0.01274 0.003657 82 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 184/499 4.32G 0.01559 0.01255 0.003615 71 640: 18%|#7 | 7/40 [00:01<00:06, 5.30it/s] 184/499 4.32G 0.01559 0.01255 0.003615 71 640: 20%|## | 8/40 [00:01<00:05, 5.38it/s] 184/499 4.32G 0.01551 0.01236 0.003372 65 640: 20%|## | 8/40 [00:01<00:05, 5.38it/s] 184/499 4.32G 0.01551 0.01236 0.003372 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 184/499 4.32G 0.01541 0.01239 0.003649 76 640: 22%|##2 | 9/40 [00:01<00:05, 5.24it/s] 184/499 4.32G 0.01541 0.01239 0.003649 76 640: 25%|##5 | 10/40 [00:01<00:05, 5.34it/s] 184/499 4.32G 0.0153 0.01228 0.003783 75 640: 25%|##5 | 10/40 [00:02<00:05, 5.34it/s] 184/499 4.32G 0.0153 0.01228 0.003783 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 184/499 4.32G 0.01522 0.01226 0.003588 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 184/499 4.32G 0.01522 0.01226 0.003588 78 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 184/499 4.32G 0.01513 0.01202 0.00386 59 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 184/499 4.32G 0.01513 0.01202 0.00386 59 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 184/499 4.32G 0.01508 0.01184 0.003907 67 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 184/499 4.32G 0.01508 0.01184 0.003907 67 640: 35%|###5 | 14/40 [00:02<00:04, 5.41it/s] 184/499 4.32G 0.015 0.01173 0.003767 75 640: 35%|###5 | 14/40 [00:02<00:04, 5.41it/s] 184/499 4.32G 0.015 0.01173 0.003767 75 640: 38%|###7 | 15/40 [00:02<00:04, 5.23it/s] 184/499 4.32G 0.01499 0.01175 0.003689 83 640: 38%|###7 | 15/40 [00:03<00:04, 5.23it/s] 184/499 4.32G 0.01499 0.01175 0.003689 83 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 184/499 4.32G 0.01515 0.01194 0.003609 84 640: 40%|#### | 16/40 [00:03<00:04, 5.24it/s] 184/499 4.32G 0.01515 0.01194 0.003609 84 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 184/499 4.32G 0.01506 0.01187 0.003566 67 640: 42%|####2 | 17/40 [00:03<00:04, 5.31it/s] 184/499 4.32G 0.01506 0.01187 0.003566 67 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 184/499 4.32G 0.01511 0.01193 0.003498 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.18it/s] 184/499 4.32G 0.01511 0.01193 0.003498 76 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 184/499 4.32G 0.01514 0.01191 0.00339 70 640: 48%|####7 | 19/40 [00:03<00:03, 5.29it/s] 184/499 4.32G 0.01514 0.01191 0.00339 70 640: 50%|##### | 20/40 [00:03<00:03, 5.37it/s] 184/499 4.32G 0.01523 0.01194 0.003468 74 640: 50%|##### | 20/40 [00:03<00:03, 5.37it/s] 184/499 4.32G 0.01523 0.01194 0.003468 74 640: 52%|#####2 | 21/40 [00:03<00:03, 5.21it/s] 184/499 4.32G 0.0152 0.01184 0.003382 62 640: 52%|#####2 | 21/40 [00:04<00:03, 5.21it/s] 184/499 4.32G 0.0152 0.01184 0.003382 62 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 184/499 4.32G 0.01517 0.01185 0.003707 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.30it/s] 184/499 4.32G 0.01517 0.01185 0.003707 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 184/499 4.32G 0.01519 0.01191 0.003612 73 640: 57%|#####7 | 23/40 [00:04<00:03, 5.37it/s] 184/499 4.32G 0.01519 0.01191 0.003612 73 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 184/499 4.32G 0.01522 0.01196 0.003762 84 640: 60%|###### | 24/40 [00:04<00:03, 5.22it/s] 184/499 4.32G 0.01522 0.01196 0.003762 84 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 184/499 4.32G 0.01518 0.01191 0.003781 69 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 184/499 4.32G 0.01518 0.01191 0.003781 69 640: 65%|######5 | 26/40 [00:04<00:02, 5.31it/s] 184/499 4.32G 0.01514 0.01185 0.003932 60 640: 65%|######5 | 26/40 [00:05<00:02, 5.31it/s] 184/499 4.32G 0.01514 0.01185 0.003932 60 640: 68%|######7 | 27/40 [00:05<00:02, 5.14it/s] 184/499 4.32G 0.01514 0.01185 0.003877 78 640: 68%|######7 | 27/40 [00:05<00:02, 5.14it/s] 184/499 4.32G 0.01514 0.01185 0.003877 78 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 184/499 4.32G 0.01504 0.01175 0.003767 74 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 184/499 4.32G 0.01504 0.01175 0.003767 74 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 184/499 4.32G 0.01505 0.01173 0.003747 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 184/499 4.32G 0.01505 0.01173 0.003747 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.19it/s] 184/499 4.32G 0.01501 0.01172 0.00371 81 640: 75%|#######5 | 30/40 [00:05<00:01, 5.19it/s] 184/499 4.32G 0.01501 0.01172 0.00371 81 640: 78%|#######7 | 31/40 [00:05<00:01, 5.29it/s] 184/499 4.32G 0.01501 0.0117 0.003722 65 640: 78%|#######7 | 31/40 [00:06<00:01, 5.29it/s] 184/499 4.32G 0.01501 0.0117 0.003722 65 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 184/499 4.32G 0.01516 0.01167 0.003848 61 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 184/499 4.32G 0.01516 0.01167 0.003848 61 640: 82%|########2 | 33/40 [00:06<00:01, 5.16it/s] 184/499 4.32G 0.01519 0.01173 0.003865 84 640: 82%|########2 | 33/40 [00:06<00:01, 5.16it/s] 184/499 4.32G 0.01519 0.01173 0.003865 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 184/499 4.32G 0.01523 0.01166 0.00381 61 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 184/499 4.32G 0.01523 0.01166 0.00381 61 640: 88%|########7 | 35/40 [00:06<00:00, 5.37it/s] 184/499 4.32G 0.01522 0.0117 0.003899 80 640: 88%|########7 | 35/40 [00:06<00:00, 5.37it/s] 184/499 4.32G 0.01522 0.0117 0.003899 80 640: 90%|######### | 36/40 [00:06<00:00, 5.19it/s] 184/499 4.32G 0.01533 0.01174 0.003999 73 640: 90%|######### | 36/40 [00:06<00:00, 5.19it/s] 184/499 4.32G 0.01533 0.01174 0.003999 73 640: 92%|#########2| 37/40 [00:06<00:00, 5.29it/s] 184/499 4.32G 0.01533 0.01172 0.003937 70 640: 92%|#########2| 37/40 [00:07<00:00, 5.29it/s] 184/499 4.32G 0.01533 0.01172 0.003937 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.36it/s] 184/499 4.32G 0.01533 0.01178 0.004003 76 640: 95%|#########5| 38/40 [00:07<00:00, 5.36it/s] 184/499 4.32G 0.01533 0.01178 0.004003 76 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 184/499 4.32G 0.01532 0.01184 0.003932 44 640: 98%|#########7| 39/40 [00:07<00:00, 5.24it/s] 184/499 4.32G 0.01532 0.01184 0.003932 44 640: 100%|##########| 40/40 [00:07<00:00, 5.42it/s] 184/499 4.32G 0.01532 0.01184 0.003932 44 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.00it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.00it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.99it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.07it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.62it/s] all 132 263 0.391 0.0266 0.0272 0.00994 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 185/499 4.32G 0.01576 0.01229 0.004451 78 640: 0%| | 0/40 [00:00<?, ?it/s] 185/499 4.32G 0.01576 0.01229 0.004451 78 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 185/499 4.32G 0.01544 0.01179 0.003097 73 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 185/499 4.32G 0.01544 0.01179 0.003097 73 640: 5%|5 | 2/40 [00:00<00:07, 5.19it/s] 185/499 4.32G 0.01558 0.01215 0.003228 75 640: 5%|5 | 2/40 [00:00<00:07, 5.19it/s] 185/499 4.32G 0.01558 0.01215 0.003228 75 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 185/499 4.32G 0.01533 0.01144 0.003007 63 640: 8%|7 | 3/40 [00:00<00:07, 5.25it/s] 185/499 4.32G 0.01533 0.01144 0.003007 63 640: 10%|# | 4/40 [00:00<00:06, 5.37it/s] 185/499 4.32G 0.01525 0.01128 0.002718 65 640: 10%|# | 4/40 [00:00<00:06, 5.37it/s] 185/499 4.32G 0.01525 0.01128 0.002718 65 640: 12%|#2 | 5/40 [00:00<00:06, 5.21it/s] 185/499 4.32G 0.01536 0.01121 0.002503 70 640: 12%|#2 | 5/40 [00:01<00:06, 5.21it/s] 185/499 4.32G 0.01536 0.01121 0.002503 70 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 185/499 4.32G 0.01529 0.01098 0.002602 57 640: 15%|#5 | 6/40 [00:01<00:06, 5.34it/s] 185/499 4.32G 0.01529 0.01098 0.002602 57 640: 18%|#7 | 7/40 [00:01<00:06, 5.42it/s] 185/499 4.32G 0.01513 0.01093 0.002516 70 640: 18%|#7 | 7/40 [00:01<00:06, 5.42it/s] 185/499 4.32G 0.01513 0.01093 0.002516 70 640: 20%|## | 8/40 [00:01<00:06, 5.25it/s] 185/499 4.32G 0.01515 0.01098 0.002445 68 640: 20%|## | 8/40 [00:01<00:06, 5.25it/s] 185/499 4.32G 0.01515 0.01098 0.002445 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 185/499 4.32G 0.01517 0.01102 0.002695 72 640: 22%|##2 | 9/40 [00:01<00:05, 5.34it/s] 185/499 4.32G 0.01517 0.01102 0.002695 72 640: 25%|##5 | 10/40 [00:01<00:05, 5.41it/s] 185/499 4.32G 0.01508 0.01087 0.002866 55 640: 25%|##5 | 10/40 [00:02<00:05, 5.41it/s] 185/499 4.32G 0.01508 0.01087 0.002866 55 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 185/499 4.32G 0.01515 0.01127 0.003096 93 640: 28%|##7 | 11/40 [00:02<00:05, 5.26it/s] 185/499 4.32G 0.01515 0.01127 0.003096 93 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 185/499 4.32G 0.01513 0.01139 0.00314 80 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 185/499 4.32G 0.01513 0.01139 0.00314 80 640: 32%|###2 | 13/40 [00:02<00:05, 5.38it/s] 185/499 4.32G 0.01513 0.01138 0.003193 69 640: 32%|###2 | 13/40 [00:02<00:05, 5.38it/s] 185/499 4.32G 0.01513 0.01138 0.003193 69 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 185/499 4.32G 0.01514 0.01163 0.00332 82 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 185/499 4.32G 0.01514 0.01163 0.00332 82 640: 38%|###7 | 15/40 [00:02<00:04, 5.29it/s] 185/499 4.32G 0.01513 0.01168 0.003414 82 640: 38%|###7 | 15/40 [00:03<00:04, 5.29it/s] 185/499 4.32G 0.01513 0.01168 0.003414 82 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 185/499 4.32G 0.0151 0.01185 0.003455 89 640: 40%|#### | 16/40 [00:03<00:04, 5.36it/s] 185/499 4.32G 0.0151 0.01185 0.003455 89 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 185/499 4.32G 0.015 0.01177 0.003367 76 640: 42%|####2 | 17/40 [00:03<00:04, 5.21it/s] 185/499 4.32G 0.015 0.01177 0.003367 76 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 185/499 4.32G 0.01495 0.01182 0.003226 87 640: 45%|####5 | 18/40 [00:03<00:04, 5.30it/s] 185/499 4.32G 0.01495 0.01182 0.003226 87 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 185/499 4.32G 0.01489 0.01163 0.003277 46 640: 48%|####7 | 19/40 [00:03<00:03, 5.34it/s] 185/499 4.32G 0.01489 0.01163 0.003277 46 640: 50%|##### | 20/40 [00:03<00:03, 5.15it/s] 185/499 4.32G 0.01489 0.01164 0.003305 68 640: 50%|##### | 20/40 [00:03<00:03, 5.15it/s] 185/499 4.32G 0.01489 0.01164 0.003305 68 640: 52%|#####2 | 21/40 [00:03<00:03, 5.26it/s] 185/499 4.32G 0.01492 0.01165 0.003282 77 640: 52%|#####2 | 21/40 [00:04<00:03, 5.26it/s] 185/499 4.32G 0.01492 0.01165 0.003282 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 185/499 4.32G 0.01491 0.01186 0.003233 105 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 185/499 4.32G 0.01491 0.01186 0.003233 105 640: 57%|#####7 | 23/40 [00:04<00:03, 5.19it/s] 185/499 4.32G 0.01492 0.01181 0.003282 66 640: 57%|#####7 | 23/40 [00:04<00:03, 5.19it/s] 185/499 4.32G 0.01492 0.01181 0.003282 66 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 185/499 4.32G 0.01494 0.01181 0.003305 76 640: 60%|###### | 24/40 [00:04<00:03, 5.28it/s] 185/499 4.32G 0.01494 0.01181 0.003305 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 185/499 4.32G 0.01498 0.01183 0.003331 77 640: 62%|######2 | 25/40 [00:04<00:02, 5.35it/s] 185/499 4.32G 0.01498 0.01183 0.003331 77 640: 65%|######5 | 26/40 [00:04<00:02, 5.22it/s] 185/499 4.32G 0.01498 0.01181 0.003282 76 640: 65%|######5 | 26/40 [00:05<00:02, 5.22it/s] 185/499 4.32G 0.01498 0.01181 0.003282 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 185/499 4.32G 0.01487 0.01179 0.003281 86 640: 68%|######7 | 27/40 [00:05<00:02, 5.23it/s] 185/499 4.32G 0.01487 0.01179 0.003281 86 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 185/499 4.32G 0.01487 0.0118 0.003376 79 640: 70%|####### | 28/40 [00:05<00:02, 5.31it/s] 185/499 4.32G 0.01487 0.0118 0.003376 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 185/499 4.32G 0.01489 0.01173 0.00333 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 185/499 4.32G 0.01489 0.01173 0.00333 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 185/499 4.32G 0.01489 0.01172 0.003321 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 185/499 4.32G 0.01489 0.01172 0.003321 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.32it/s] 185/499 4.32G 0.01491 0.01177 0.003383 72 640: 78%|#######7 | 31/40 [00:06<00:01, 5.32it/s] 185/499 4.32G 0.01491 0.01177 0.003383 72 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 185/499 4.32G 0.01488 0.01177 0.003382 77 640: 80%|######## | 32/40 [00:06<00:01, 5.19it/s] 185/499 4.32G 0.01488 0.01177 0.003382 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 185/499 4.32G 0.01493 0.01171 0.00354 54 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 185/499 4.32G 0.01493 0.01171 0.00354 54 640: 85%|########5 | 34/40 [00:06<00:01, 5.35it/s] 185/499 4.32G 0.01491 0.01171 0.00362 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.35it/s] 185/499 4.32G 0.01491 0.01171 0.00362 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 185/499 4.32G 0.01489 0.01174 0.003647 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.21it/s] 185/499 4.32G 0.01489 0.01174 0.003647 74 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 185/499 4.32G 0.01488 0.01169 0.003631 66 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 185/499 4.32G 0.01488 0.01169 0.003631 66 640: 92%|#########2| 37/40 [00:06<00:00, 5.36it/s] 185/499 4.32G 0.01494 0.01174 0.003606 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.36it/s] 185/499 4.32G 0.01494 0.01174 0.003606 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.16it/s] 185/499 4.32G 0.01498 0.01175 0.003581 67 640: 95%|#########5| 38/40 [00:07<00:00, 5.16it/s] 185/499 4.32G 0.01498 0.01175 0.003581 67 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 185/499 4.32G 0.01503 0.01179 0.003579 34 640: 98%|#########7| 39/40 [00:07<00:00, 5.26it/s] 185/499 4.32G 0.01503 0.01179 0.003579 34 640: 100%|##########| 40/40 [00:07<00:00, 5.41it/s] 185/499 4.32G 0.01503 0.01179 0.003579 34 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.96it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 4.99it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 4.97it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.07it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.61it/s] all 132 263 0.626 0.0491 0.0622 0.0262 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 186/499 4.32G 0.01555 0.01696 0.004781 106 640: 0%| | 0/40 [00:00<?, ?it/s] 186/499 4.32G 0.01555 0.01696 0.004781 106 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 186/499 4.32G 0.01626 0.01374 0.004958 59 640: 2%|2 | 1/40 [00:00<00:07, 5.00it/s] 186/499 4.32G 0.01626 0.01374 0.004958 59 640: 5%|5 | 2/40 [00:00<00:07, 5.32it/s] 186/499 4.32G 0.01658 0.01404 0.004788 84 640: 5%|5 | 2/40 [00:00<00:07, 5.32it/s] 186/499 4.32G 0.01658 0.01404 0.004788 84 640: 8%|7 | 3/40 [00:00<00:06, 5.43it/s] 186/499 4.32G 0.01619 0.01316 0.004813 70 640: 8%|7 | 3/40 [00:00<00:06, 5.43it/s] 186/499 4.32G 0.01619 0.01316 0.004813 70 640: 10%|# | 4/40 [00:00<00:06, 5.23it/s] 186/499 4.32G 0.01583 0.01314 0.004384 93 640: 10%|# | 4/40 [00:00<00:06, 5.23it/s] 186/499 4.32G 0.01583 0.01314 0.004384 93 640: 12%|#2 | 5/40 [00:00<00:06, 5.33it/s] 186/499 4.32G 0.01539 0.01279 0.004631 65 640: 12%|#2 | 5/40 [00:01<00:06, 5.33it/s] 186/499 4.32G 0.01539 0.01279 0.004631 65 640: 15%|#5 | 6/40 [00:01<00:06, 5.40it/s] 186/499 4.32G 0.01549 0.01325 0.00418 92 640: 15%|#5 | 6/40 [00:01<00:06, 5.40it/s] 186/499 4.32G 0.01549 0.01325 0.00418 92 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 186/499 4.32G 0.01568 0.01338 0.004207 84 640: 18%|#7 | 7/40 [00:01<00:06, 5.24it/s] 186/499 4.32G 0.01568 0.01338 0.004207 84 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 186/499 4.32G 0.01547 0.01284 0.004174 53 640: 20%|## | 8/40 [00:01<00:06, 5.32it/s] 186/499 4.32G 0.01547 0.01284 0.004174 53 640: 22%|##2 | 9/40 [00:01<00:05, 5.40it/s] 186/499 4.32G 0.01544 0.013 0.004151 84 640: 22%|##2 | 9/40 [00:01<00:05, 5.40it/s] 186/499 4.32G 0.01544 0.013 0.004151 84 640: 25%|##5 | 10/40 [00:01<00:05, 5.25it/s] 186/499 4.32G 0.01555 0.01305 0.003999 80 640: 25%|##5 | 10/40 [00:02<00:05, 5.25it/s] 186/499 4.32G 0.01555 0.01305 0.003999 80 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 186/499 4.32G 0.0153 0.01291 0.003821 75 640: 28%|##7 | 11/40 [00:02<00:05, 5.30it/s] 186/499 4.32G 0.0153 0.01291 0.003821 75 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 186/499 4.32G 0.01524 0.01285 0.003931 73 640: 30%|### | 12/40 [00:02<00:05, 5.37it/s] 186/499 4.32G 0.01524 0.01285 0.003931 73 640: 32%|###2 | 13/40 [00:02<00:05, 5.23it/s] 186/499 4.32G 0.01519 0.01285 0.003896 90 640: 32%|###2 | 13/40 [00:02<00:05, 5.23it/s] 186/499 4.32G 0.01519 0.01285 0.003896 90 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 186/499 4.32G 0.01513 0.01291 0.004284 83 640: 35%|###5 | 14/40 [00:02<00:04, 5.32it/s] 186/499 4.32G 0.01513 0.01291 0.004284 83 640: 38%|###7 | 15/40 [00:02<00:04, 5.38it/s] 186/499 4.32G 0.01505 0.01261 0.004612 55 640: 38%|###7 | 15/40 [00:03<00:04, 5.38it/s] 186/499 4.32G 0.01505 0.01261 0.004612 55 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 186/499 4.32G 0.01501 0.0126 0.004507 80 640: 40%|#### | 16/40 [00:03<00:04, 5.25it/s] 186/499 4.32G 0.01501 0.0126 0.004507 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 186/499 4.32G 0.01501 0.0125 0.004473 72 640: 42%|####2 | 17/40 [00:03<00:04, 5.32it/s] 186/499 4.32G 0.01501 0.0125 0.004473 72 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 186/499 4.32G 0.01509 0.01247 0.004449 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 186/499 4.32G 0.01509 0.01247 0.004449 68 640: 48%|####7 | 19/40 [00:03<00:04, 5.18it/s] 186/499 4.32G 0.01495 0.01231 0.004518 64 640: 48%|####7 | 19/40 [00:03<00:04, 5.18it/s] 186/499 4.32G 0.01495 0.01231 0.004518 64 640: 50%|##### | 20/40 [00:03<00:03, 5.28it/s] 186/499 4.32G 0.01489 0.01224 0.004467 74 640: 50%|##### | 20/40 [00:03<00:03, 5.28it/s] 186/499 4.32G 0.01489 0.01224 0.004467 74 640: 52%|#####2 | 21/40 [00:03<00:03, 5.36it/s] 186/499 4.32G 0.01489 0.01221 0.004472 69 640: 52%|#####2 | 21/40 [00:04<00:03, 5.36it/s] 186/499 4.32G 0.01489 0.01221 0.004472 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.13it/s] 186/499 4.32G 0.01483 0.01225 0.004628 87 640: 55%|#####5 | 22/40 [00:04<00:03, 5.13it/s] 186/499 4.32G 0.01483 0.01225 0.004628 87 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 186/499 4.32G 0.01484 0.01225 0.004622 68 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 186/499 4.32G 0.01484 0.01225 0.004622 68 640: 60%|###### | 24/40 [00:04<00:03, 5.29it/s] 186/499 4.32G 0.01484 0.01218 0.004612 60 640: 60%|###### | 24/40 [00:04<00:03, 5.29it/s] 186/499 4.32G 0.01484 0.01218 0.004612 60 640: 62%|######2 | 25/40 [00:04<00:02, 5.17it/s] 186/499 4.32G 0.01481 0.01211 0.004567 72 640: 62%|######2 | 25/40 [00:04<00:02, 5.17it/s] 186/499 4.32G 0.01481 0.01211 0.004567 72 640: 65%|######5 | 26/40 [00:04<00:02, 5.28it/s] 186/499 4.32G 0.01488 0.01217 0.004512 77 640: 65%|######5 | 26/40 [00:05<00:02, 5.28it/s] 186/499 4.32G 0.01488 0.01217 0.004512 77 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 186/499 4.32G 0.01488 0.01217 0.004533 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 186/499 4.32G 0.01488 0.01217 0.004533 76 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 186/499 4.32G 0.01486 0.01214 0.004534 79 640: 70%|####### | 28/40 [00:05<00:02, 5.20it/s] 186/499 4.32G 0.01486 0.01214 0.004534 79 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 186/499 4.32G 0.01487 0.01224 0.00451 90 640: 72%|#######2 | 29/40 [00:05<00:02, 5.21it/s] 186/499 4.32G 0.01487 0.01224 0.00451 90 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 186/499 4.32G 0.01486 0.01226 0.004533 74 640: 75%|#######5 | 30/40 [00:05<00:01, 5.30it/s] 186/499 4.32G 0.01486 0.01226 0.004533 74 640: 78%|#######7 | 31/40 [00:05<00:01, 5.19it/s] 186/499 4.32G 0.01487 0.01225 0.004451 76 640: 78%|#######7 | 31/40 [00:06<00:01, 5.19it/s] 186/499 4.32G 0.01487 0.01225 0.004451 76 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 186/499 4.32G 0.01488 0.01218 0.00443 64 640: 80%|######## | 32/40 [00:06<00:01, 5.27it/s] 186/499 4.32G 0.01488 0.01218 0.00443 64 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 186/499 4.32G 0.01489 0.01215 0.004416 70 640: 82%|########2 | 33/40 [00:06<00:01, 5.33it/s] 186/499 4.32G 0.01489 0.01215 0.004416 70 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 186/499 4.32G 0.01491 0.01214 0.004397 78 640: 85%|########5 | 34/40 [00:06<00:01, 5.20it/s] 186/499 4.32G 0.01491 0.01214 0.004397 78 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 186/499 4.32G 0.01489 0.01211 0.004378 74 640: 88%|########7 | 35/40 [00:06<00:00, 5.31it/s] 186/499 4.32G 0.01489 0.01211 0.004378 74 640: 90%|######### | 36/40 [00:06<00:00, 5.39it/s] 186/499 4.32G 0.01493 0.0121 0.004435 72 640: 90%|######### | 36/40 [00:07<00:00, 5.39it/s] 186/499 4.32G 0.01493 0.0121 0.004435 72 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 186/499 4.32G 0.01487 0.01204 0.004383 66 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 186/499 4.32G 0.01487 0.01204 0.004383 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 186/499 4.32G 0.01482 0.012 0.004309 66 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 186/499 4.32G 0.01482 0.012 0.004309 66 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 186/499 4.32G 0.01481 0.01195 0.004316 34 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 186/499 4.32G 0.01481 0.01195 0.004316 34 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] 186/499 4.32G 0.01481 0.01195 0.004316 34 640: 100%|##########| 40/40 [00:07<00:00, 5.28it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.96it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.03it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.00it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.10it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.64it/s] all 132 263 0.273 0.0466 0.058 0.0195 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 187/499 4.32G 0.01393 0.008637 0.001057 69 640: 0%| | 0/40 [00:00<?, ?it/s] 187/499 4.32G 0.01393 0.008637 0.001057 69 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 187/499 4.32G 0.01419 0.009426 0.001773 70 640: 2%|2 | 1/40 [00:00<00:07, 5.57it/s] 187/499 4.32G 0.01419 0.009426 0.001773 70 640: 5%|5 | 2/40 [00:00<00:06, 5.58it/s] 187/499 4.32G 0.01495 0.01107 0.002647 89 640: 5%|5 | 2/40 [00:00<00:06, 5.58it/s] 187/499 4.32G 0.01495 0.01107 0.002647 89 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 187/499 4.32G 0.01422 0.01077 0.002414 64 640: 8%|7 | 3/40 [00:00<00:07, 5.26it/s] 187/499 4.32G 0.01422 0.01077 0.002414 64 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 187/499 4.32G 0.0142 0.0109 0.002455 82 640: 10%|# | 4/40 [00:00<00:06, 5.38it/s] 187/499 4.32G 0.0142 0.0109 0.002455 82 640: 12%|#2 | 5/40 [00:00<00:06, 5.44it/s] 187/499 4.32G 0.01421 0.01056 0.002763 67 640: 12%|#2 | 5/40 [00:01<00:06, 5.44it/s] 187/499 4.32G 0.01421 0.01056 0.002763 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 187/499 4.32G 0.01433 0.01077 0.002737 77 640: 15%|#5 | 6/40 [00:01<00:06, 5.27it/s] 187/499 4.32G 0.01433 0.01077 0.002737 77 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 187/499 4.32G 0.01433 0.01062 0.00317 71 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 187/499 4.32G 0.01433 0.01062 0.00317 71 640: 20%|## | 8/40 [00:01<00:05, 5.41it/s] 187/499 4.32G 0.01414 0.01055 0.003028 68 640: 20%|## | 8/40 [00:01<00:05, 5.41it/s] 187/499 4.32G 0.01414 0.01055 0.003028 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.25it/s] 187/499 4.32G 0.01405 0.01045 0.003047 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.25it/s] 187/499 4.32G 0.01405 0.01045 0.003047 69 640: 25%|##5 | 10/40 [00:01<00:05, 5.33it/s] 187/499 4.32G 0.01416 0.01063 0.003061 81 640: 25%|##5 | 10/40 [00:02<00:05, 5.33it/s] 187/499 4.32G 0.01416 0.01063 0.003061 81 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 187/499 4.32G 0.01434 0.01079 0.002962 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.39it/s] 187/499 4.32G 0.01434 0.01079 0.002962 72 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 187/499 4.32G 0.01444 0.01076 0.003156 69 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 187/499 4.32G 0.01444 0.01076 0.003156 69 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 187/499 4.32G 0.01455 0.01078 0.003111 69 640: 32%|###2 | 13/40 [00:02<00:05, 5.33it/s] 187/499 4.32G 0.01455 0.01078 0.003111 69 640: 35%|###5 | 14/40 [00:02<00:04, 5.40it/s] 187/499 4.32G 0.01458 0.01078 0.003121 77 640: 35%|###5 | 14/40 [00:02<00:04, 5.40it/s] 187/499 4.32G 0.01458 0.01078 0.003121 77 640: 38%|###7 | 15/40 [00:02<00:04, 5.26it/s] 187/499 4.32G 0.01459 0.01102 0.002996 79 640: 38%|###7 | 15/40 [00:02<00:04, 5.26it/s] 187/499 4.32G 0.01459 0.01102 0.002996 79 640: 40%|#### | 16/40 [00:02<00:04, 5.29it/s] 187/499 4.32G 0.01459 0.01123 0.002991 92 640: 40%|#### | 16/40 [00:03<00:04, 5.29it/s] 187/499 4.32G 0.01459 0.01123 0.002991 92 640: 42%|####2 | 17/40 [00:03<00:04, 5.36it/s] 187/499 4.32G 0.0145 0.01135 0.00298 92 640: 42%|####2 | 17/40 [00:03<00:04, 5.36it/s] 187/499 4.32G 0.0145 0.01135 0.00298 92 640: 45%|####5 | 18/40 [00:03<00:04, 5.23it/s] 187/499 4.32G 0.01457 0.01123 0.00304 61 640: 45%|####5 | 18/40 [00:03<00:04, 5.23it/s] 187/499 4.32G 0.01457 0.01123 0.00304 61 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 187/499 4.32G 0.01458 0.01128 0.002977 77 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 187/499 4.32G 0.01458 0.01128 0.002977 77 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 187/499 4.32G 0.01459 0.01126 0.003016 69 640: 50%|##### | 20/40 [00:03<00:03, 5.31it/s] 187/499 4.32G 0.01459 0.01126 0.003016 69 640: 52%|#####2 | 21/40 [00:03<00:03, 5.19it/s] 187/499 4.32G 0.01451 0.01128 0.002916 86 640: 52%|#####2 | 21/40 [00:04<00:03, 5.19it/s] 187/499 4.32G 0.01451 0.01128 0.002916 86 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 187/499 4.32G 0.01444 0.01126 0.003036 68 640: 55%|#####5 | 22/40 [00:04<00:03, 5.29it/s] 187/499 4.32G 0.01444 0.01126 0.003036 68 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 187/499 4.32G 0.01445 0.01126 0.003033 74 640: 57%|#####7 | 23/40 [00:04<00:03, 5.36it/s] 187/499 4.32G 0.01445 0.01126 0.003033 74 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 187/499 4.32G 0.01449 0.0113 0.003005 77 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 187/499 4.32G 0.01449 0.0113 0.003005 77 640: 62%|######2 | 25/40 [00:04<00:02, 5.30it/s] 187/499 4.32G 0.01451 0.01123 0.002934 53 640: 62%|######2 | 25/40 [00:04<00:02, 5.30it/s] 187/499 4.32G 0.01451 0.01123 0.002934 53 640: 65%|######5 | 26/40 [00:04<00:02, 5.36it/s] 187/499 4.32G 0.01453 0.01127 0.003174 80 640: 65%|######5 | 26/40 [00:05<00:02, 5.36it/s] 187/499 4.32G 0.01453 0.01127 0.003174 80 640: 68%|######7 | 27/40 [00:05<00:02, 5.12it/s] 187/499 4.32G 0.01457 0.01132 0.003193 76 640: 68%|######7 | 27/40 [00:05<00:02, 5.12it/s] 187/499 4.32G 0.01457 0.01132 0.003193 76 640: 70%|####### | 28/40 [00:05<00:02, 5.23it/s] 187/499 4.32G 0.01456 0.01126 0.003252 58 640: 70%|####### | 28/40 [00:05<00:02, 5.23it/s] 187/499 4.32G 0.01456 0.01126 0.003252 58 640: 72%|#######2 | 29/40 [00:05<00:02, 5.31it/s] 187/499 4.32G 0.01458 0.01126 0.003362 73 640: 72%|#######2 | 29/40 [00:05<00:02, 5.31it/s] 187/499 4.32G 0.01458 0.01126 0.003362 73 640: 75%|#######5 | 30/40 [00:05<00:01, 5.15it/s] 187/499 4.32G 0.01452 0.01123 0.003324 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.15it/s] 187/499 4.32G 0.01452 0.01123 0.003324 79 640: 78%|#######7 | 31/40 [00:05<00:01, 5.25it/s] 187/499 4.32G 0.01457 0.01133 0.003399 78 640: 78%|#######7 | 31/40 [00:06<00:01, 5.25it/s] 187/499 4.32G 0.01457 0.01133 0.003399 78 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 187/499 4.32G 0.01459 0.0113 0.003426 63 640: 80%|######## | 32/40 [00:06<00:01, 5.32it/s] 187/499 4.32G 0.01459 0.0113 0.003426 63 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 187/499 4.32G 0.01457 0.01138 0.003415 95 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 187/499 4.32G 0.01457 0.01138 0.003415 95 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 187/499 4.32G 0.01457 0.01137 0.00349 67 640: 85%|########5 | 34/40 [00:06<00:01, 5.27it/s] 187/499 4.32G 0.01457 0.01137 0.00349 67 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 187/499 4.32G 0.01467 0.01139 0.003567 70 640: 88%|########7 | 35/40 [00:06<00:00, 5.33it/s] 187/499 4.32G 0.01467 0.01139 0.003567 70 640: 90%|######### | 36/40 [00:06<00:00, 5.18it/s] 187/499 4.32G 0.01469 0.01153 0.003599 95 640: 90%|######### | 36/40 [00:06<00:00, 5.18it/s] 187/499 4.32G 0.01469 0.01153 0.003599 95 640: 92%|#########2| 37/40 [00:06<00:00, 5.26it/s] 187/499 4.32G 0.0147 0.01148 0.003629 69 640: 92%|#########2| 37/40 [00:07<00:00, 5.26it/s] 187/499 4.32G 0.0147 0.01148 0.003629 69 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 187/499 4.32G 0.01475 0.01151 0.003633 70 640: 95%|#########5| 38/40 [00:07<00:00, 5.34it/s] 187/499 4.32G 0.01475 0.01151 0.003633 70 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 187/499 4.32G 0.0147 0.01147 0.00359 33 640: 98%|#########7| 39/40 [00:07<00:00, 5.22it/s] 187/499 4.32G 0.0147 0.01147 0.00359 33 640: 100%|##########| 40/40 [00:07<00:00, 5.36it/s] 187/499 4.32G 0.0147 0.01147 0.00359 33 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.33it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.17it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.25it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.83it/s] all 132 263 0.00588 0.0158 0.0036 0.0012 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 188/499 4.32G 0.01509 0.01387 0.004844 76 640: 0%| | 0/40 [00:00<?, ?it/s] 188/499 4.32G 0.01509 0.01387 0.004844 76 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 188/499 4.32G 0.0146 0.01189 0.00381 64 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 188/499 4.32G 0.0146 0.01189 0.00381 64 640: 5%|5 | 2/40 [00:00<00:07, 5.23it/s] 188/499 4.32G 0.01416 0.01156 0.003445 77 640: 5%|5 | 2/40 [00:00<00:07, 5.23it/s] 188/499 4.32G 0.01416 0.01156 0.003445 77 640: 8%|7 | 3/40 [00:00<00:06, 5.38it/s] 188/499 4.32G 0.01426 0.01106 0.003303 59 640: 8%|7 | 3/40 [00:00<00:06, 5.38it/s] 188/499 4.32G 0.01426 0.01106 0.003303 59 640: 10%|# | 4/40 [00:00<00:06, 5.48it/s] 188/499 4.32G 0.01438 0.01144 0.002848 81 640: 10%|# | 4/40 [00:00<00:06, 5.48it/s] 188/499 4.32G 0.01438 0.01144 0.002848 81 640: 12%|#2 | 5/40 [00:00<00:06, 5.26it/s] 188/499 4.32G 0.01448 0.0115 0.002862 73 640: 12%|#2 | 5/40 [00:01<00:06, 5.26it/s] 188/499 4.32G 0.01448 0.0115 0.002862 73 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 188/499 4.32G 0.01476 0.01156 0.002962 69 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 188/499 4.32G 0.01476 0.01156 0.002962 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.41it/s] 188/499 4.32G 0.01452 0.01173 0.003345 91 640: 18%|#7 | 7/40 [00:01<00:06, 5.41it/s] 188/499 4.32G 0.01452 0.01173 0.003345 91 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 188/499 4.32G 0.01451 0.01161 0.003324 55 640: 20%|## | 8/40 [00:01<00:06, 5.24it/s] 188/499 4.32G 0.01451 0.01161 0.003324 55 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 188/499 4.32G 0.0145 0.01176 0.003282 85 640: 22%|##2 | 9/40 [00:01<00:05, 5.32it/s] 188/499 4.32G 0.0145 0.01176 0.003282 85 640: 25%|##5 | 10/40 [00:01<00:05, 5.41it/s] 188/499 4.32G 0.01454 0.01182 0.003672 70 640: 25%|##5 | 10/40 [00:02<00:05, 5.41it/s] 188/499 4.32G 0.01454 0.01182 0.003672 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 188/499 4.32G 0.01444 0.01178 0.003515 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.24it/s] 188/499 4.32G 0.01444 0.01178 0.003515 79 640: 30%|### | 12/40 [00:02<00:05, 5.34it/s] 188/499 4.32G 0.01451 0.0119 0.003431 81 640: 30%|### | 12/40 [00:02<00:05, 5.34it/s] 188/499 4.32G 0.01451 0.0119 0.003431 81 640: 32%|###2 | 13/40 [00:02<00:04, 5.40it/s] 188/499 4.32G 0.01454 0.01193 0.003422 83 640: 32%|###2 | 13/40 [00:02<00:04, 5.40it/s] 188/499 4.32G 0.01454 0.01193 0.003422 83 640: 35%|###5 | 14/40 [00:02<00:05, 5.20it/s] 188/499 4.32G 0.01461 0.01196 0.003462 75 640: 35%|###5 | 14/40 [00:02<00:05, 5.20it/s] 188/499 4.32G 0.01461 0.01196 0.003462 75 640: 38%|###7 | 15/40 [00:02<00:04, 5.31it/s] 188/499 4.32G 0.01471 0.0119 0.003772 73 640: 38%|###7 | 15/40 [00:02<00:04, 5.31it/s] 188/499 4.32G 0.01471 0.0119 0.003772 73 640: 40%|#### | 16/40 [00:02<00:04, 5.38it/s] 188/499 4.32G 0.01473 0.01197 0.003738 79 640: 40%|#### | 16/40 [00:03<00:04, 5.38it/s] 188/499 4.32G 0.01473 0.01197 0.003738 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 188/499 4.32G 0.01472 0.01196 0.003733 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.22it/s] 188/499 4.32G 0.01472 0.01196 0.003733 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 188/499 4.32G 0.01466 0.01181 0.003866 62 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 188/499 4.32G 0.01466 0.01181 0.003866 62 640: 48%|####7 | 19/40 [00:03<00:03, 5.39it/s] 188/499 4.32G 0.0147 0.01177 0.003895 74 640: 48%|####7 | 19/40 [00:03<00:03, 5.39it/s] 188/499 4.32G 0.0147 0.01177 0.003895 74 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 188/499 4.32G 0.01479 0.01179 0.00389 69 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 188/499 4.32G 0.01479 0.01179 0.00389 69 640: 52%|#####2 | 21/40 [00:03<00:03, 5.32it/s] 188/499 4.32G 0.01477 0.01176 0.003849 71 640: 52%|#####2 | 21/40 [00:04<00:03, 5.32it/s] 188/499 4.32G 0.01477 0.01176 0.003849 71 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 188/499 4.32G 0.01478 0.0118 0.003928 87 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 188/499 4.32G 0.01478 0.0118 0.003928 87 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 188/499 4.32G 0.01474 0.01173 0.003868 69 640: 57%|#####7 | 23/40 [00:04<00:03, 5.23it/s] 188/499 4.32G 0.01474 0.01173 0.003868 69 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 188/499 4.32G 0.01481 0.01172 0.00388 73 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 188/499 4.32G 0.01481 0.01172 0.00388 73 640: 62%|######2 | 25/40 [00:04<00:02, 5.38it/s] 188/499 4.32G 0.01496 0.01175 0.003988 65 640: 62%|######2 | 25/40 [00:04<00:02, 5.38it/s] 188/499 4.32G 0.01496 0.01175 0.003988 65 640: 65%|######5 | 26/40 [00:04<00:02, 5.25it/s] 188/499 4.32G 0.01492 0.01169 0.003987 68 640: 65%|######5 | 26/40 [00:05<00:02, 5.25it/s] 188/499 4.32G 0.01492 0.01169 0.003987 68 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 188/499 4.32G 0.01486 0.01168 0.003958 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 188/499 4.32G 0.01486 0.01168 0.003958 74 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 188/499 4.32G 0.01492 0.01168 0.003981 66 640: 70%|####### | 28/40 [00:05<00:02, 5.29it/s] 188/499 4.32G 0.01492 0.01168 0.003981 66 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 188/499 4.32G 0.01491 0.01172 0.003914 83 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 188/499 4.32G 0.01491 0.01172 0.003914 83 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 188/499 4.32G 0.01492 0.01167 0.003926 57 640: 75%|#######5 | 30/40 [00:05<00:01, 5.24it/s] 188/499 4.32G 0.01492 0.01167 0.003926 57 640: 78%|#######7 | 31/40 [00:05<00:01, 5.33it/s] 188/499 4.32G 0.01499 0.01174 0.003891 75 640: 78%|#######7 | 31/40 [00:06<00:01, 5.33it/s] 188/499 4.32G 0.01499 0.01174 0.003891 75 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 188/499 4.32G 0.01505 0.0118 0.004038 82 640: 80%|######## | 32/40 [00:06<00:01, 5.20it/s] 188/499 4.32G 0.01505 0.0118 0.004038 82 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 188/499 4.32G 0.01505 0.01182 0.004048 78 640: 82%|########2 | 33/40 [00:06<00:01, 5.27it/s] 188/499 4.32G 0.01505 0.01182 0.004048 78 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 188/499 4.32G 0.01507 0.01178 0.004076 71 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 188/499 4.32G 0.01507 0.01178 0.004076 71 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 188/499 4.32G 0.01508 0.01177 0.004097 72 640: 88%|########7 | 35/40 [00:06<00:00, 5.20it/s] 188/499 4.32G 0.01508 0.01177 0.004097 72 640: 90%|######### | 36/40 [00:06<00:00, 5.29it/s] 188/499 4.32G 0.0151 0.01181 0.004171 78 640: 90%|######### | 36/40 [00:06<00:00, 5.29it/s] 188/499 4.32G 0.0151 0.01181 0.004171 78 640: 92%|#########2| 37/40 [00:06<00:00, 5.36it/s] 188/499 4.32G 0.01508 0.01177 0.004183 62 640: 92%|#########2| 37/40 [00:07<00:00, 5.36it/s] 188/499 4.32G 0.01508 0.01177 0.004183 62 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 188/499 4.32G 0.01508 0.01179 0.004265 76 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 188/499 4.32G 0.01508 0.01179 0.004265 76 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 188/499 4.32G 0.01512 0.01188 0.00426 44 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 188/499 4.32G 0.01512 0.01188 0.00426 44 640: 100%|##########| 40/40 [00:07<00:00, 5.39it/s] 188/499 4.32G 0.01512 0.01188 0.00426 44 640: 100%|##########| 40/40 [00:07<00:00, 5.31it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.18it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.22it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.34it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.87it/s] all 132 263 0.00441 0.0175 0.0065 0.00307 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 189/499 4.32G 0.01476 0.01008 0.004397 65 640: 0%| | 0/40 [00:00<?, ?it/s] 189/499 4.32G 0.01476 0.01008 0.004397 65 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 189/499 4.32G 0.01657 0.01253 0.007355 71 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 189/499 4.32G 0.01657 0.01253 0.007355 71 640: 5%|5 | 2/40 [00:00<00:07, 5.29it/s] 189/499 4.32G 0.01624 0.01219 0.006456 66 640: 5%|5 | 2/40 [00:00<00:07, 5.29it/s] 189/499 4.32G 0.01624 0.01219 0.006456 66 640: 8%|7 | 3/40 [00:00<00:06, 5.40it/s] 189/499 4.32G 0.01614 0.01263 0.005472 86 640: 8%|7 | 3/40 [00:00<00:06, 5.40it/s] 189/499 4.32G 0.01614 0.01263 0.005472 86 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 189/499 4.32G 0.01577 0.0127 0.005252 84 640: 10%|# | 4/40 [00:00<00:06, 5.20it/s] 189/499 4.32G 0.01577 0.0127 0.005252 84 640: 12%|#2 | 5/40 [00:00<00:06, 5.29it/s] 189/499 4.32G 0.01612 0.01257 0.005297 68 640: 12%|#2 | 5/40 [00:01<00:06, 5.29it/s] 189/499 4.32G 0.01612 0.01257 0.005297 68 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 189/499 4.32G 0.01591 0.0124 0.00476 74 640: 15%|#5 | 6/40 [00:01<00:06, 5.33it/s] 189/499 4.32G 0.01591 0.0124 0.00476 74 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 189/499 4.32G 0.01613 0.01244 0.004455 66 640: 18%|#7 | 7/40 [00:01<00:06, 5.19it/s] 189/499 4.32G 0.01613 0.01244 0.004455 66 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 189/499 4.32G 0.01622 0.0124 0.004988 68 640: 20%|## | 8/40 [00:01<00:06, 5.29it/s] 189/499 4.32G 0.01622 0.0124 0.004988 68 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 189/499 4.32G 0.01617 0.01222 0.005377 62 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 189/499 4.32G 0.01617 0.01222 0.005377 62 640: 25%|##5 | 10/40 [00:01<00:05, 5.19it/s] 189/499 4.32G 0.01604 0.0123 0.005206 72 640: 25%|##5 | 10/40 [00:02<00:05, 5.19it/s] 189/499 4.32G 0.01604 0.0123 0.005206 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 189/499 4.32G 0.01609 0.01234 0.005203 78 640: 28%|##7 | 11/40 [00:02<00:05, 5.27it/s] 189/499 4.32G 0.01609 0.01234 0.005203 78 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 189/499 4.32G 0.01597 0.01212 0.005148 58 640: 30%|### | 12/40 [00:02<00:05, 5.35it/s] 189/499 4.32G 0.01597 0.01212 0.005148 58 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 189/499 4.32G 0.01595 0.01215 0.005109 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.22it/s] 189/499 4.32G 0.01595 0.01215 0.005109 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 189/499 4.32G 0.01581 0.01227 0.004991 88 640: 35%|###5 | 14/40 [00:02<00:04, 5.30it/s] 189/499 4.32G 0.01581 0.01227 0.004991 88 640: 38%|###7 | 15/40 [00:02<00:04, 5.34it/s] 189/499 4.32G 0.01577 0.01231 0.004887 82 640: 38%|###7 | 15/40 [00:03<00:04, 5.34it/s] 189/499 4.32G 0.01577 0.01231 0.004887 82 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 189/499 4.32G 0.01576 0.01211 0.00467 53 640: 40%|#### | 16/40 [00:03<00:04, 5.22it/s] 189/499 4.32G 0.01576 0.01211 0.00467 53 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 189/499 4.32G 0.01578 0.01217 0.00478 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.30it/s] 189/499 4.32G 0.01578 0.01217 0.00478 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 189/499 4.32G 0.01565 0.01203 0.004739 66 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 189/499 4.32G 0.01565 0.01203 0.004739 66 640: 48%|####7 | 19/40 [00:03<00:04, 5.19it/s] 189/499 4.32G 0.01561 0.01211 0.004648 86 640: 48%|####7 | 19/40 [00:03<00:04, 5.19it/s] 189/499 4.32G 0.01561 0.01211 0.004648 86 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 189/499 4.32G 0.01561 0.01206 0.004586 69 640: 50%|##### | 20/40 [00:03<00:03, 5.25it/s] 189/499 4.32G 0.01561 0.01206 0.004586 69 640: 52%|#####2 | 21/40 [00:03<00:03, 5.24it/s] 189/499 4.32G 0.01559 0.012 0.004645 67 640: 52%|#####2 | 21/40 [00:04<00:03, 5.24it/s] 189/499 4.32G 0.01559 0.012 0.004645 67 640: 55%|#####5 | 22/40 [00:04<00:03, 5.11it/s] 189/499 4.32G 0.01557 0.01205 0.004612 78 640: 55%|#####5 | 22/40 [00:04<00:03, 5.11it/s] 189/499 4.32G 0.01557 0.01205 0.004612 78 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 189/499 4.32G 0.01558 0.01206 0.004568 79 640: 57%|#####7 | 23/40 [00:04<00:03, 5.22it/s] 189/499 4.32G 0.01558 0.01206 0.004568 79 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 189/499 4.32G 0.01553 0.01195 0.004458 66 640: 60%|###### | 24/40 [00:04<00:03, 5.32it/s] 189/499 4.32G 0.01553 0.01195 0.004458 66 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 189/499 4.32G 0.01555 0.012 0.004486 71 640: 62%|######2 | 25/40 [00:04<00:02, 5.19it/s] 189/499 4.32G 0.01555 0.012 0.004486 71 640: 65%|######5 | 26/40 [00:04<00:02, 5.27it/s] 189/499 4.32G 0.01558 0.01201 0.004438 73 640: 65%|######5 | 26/40 [00:05<00:02, 5.27it/s] 189/499 4.32G 0.01558 0.01201 0.004438 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 189/499 4.32G 0.01558 0.01195 0.004419 67 640: 68%|######7 | 27/40 [00:05<00:02, 5.30it/s] 189/499 4.32G 0.01558 0.01195 0.004419 67 640: 70%|####### | 28/40 [00:05<00:02, 5.19it/s] 189/499 4.32G 0.01568 0.01195 0.00458 67 640: 70%|####### | 28/40 [00:05<00:02, 5.19it/s] 189/499 4.32G 0.01568 0.01195 0.00458 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 189/499 4.32G 0.01565 0.01195 0.004534 67 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 189/499 4.32G 0.01565 0.01195 0.004534 67 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 189/499 4.32G 0.0156 0.01188 0.004441 64 640: 75%|#######5 | 30/40 [00:05<00:01, 5.34it/s] 189/499 4.32G 0.0156 0.01188 0.004441 64 640: 78%|#######7 | 31/40 [00:05<00:01, 5.20it/s] 189/499 4.32G 0.01557 0.01194 0.004442 86 640: 78%|#######7 | 31/40 [00:06<00:01, 5.20it/s] 189/499 4.32G 0.01557 0.01194 0.004442 86 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 189/499 4.32G 0.01554 0.01192 0.004441 67 640: 80%|######## | 32/40 [00:06<00:01, 5.29it/s] 189/499 4.32G 0.01554 0.01192 0.004441 67 640: 82%|########2 | 33/40 [00:06<00:01, 5.36it/s] 189/499 4.32G 0.01547 0.01183 0.004357 60 640: 82%|########2 | 33/40 [00:06<00:01, 5.36it/s] 189/499 4.32G 0.01547 0.01183 0.004357 60 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 189/499 4.32G 0.01551 0.01189 0.004437 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.22it/s] 189/499 4.32G 0.01551 0.01189 0.004437 77 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 189/499 4.32G 0.01549 0.01184 0.00435 67 640: 88%|########7 | 35/40 [00:06<00:00, 5.28it/s] 189/499 4.32G 0.01549 0.01184 0.00435 67 640: 90%|######### | 36/40 [00:06<00:00, 5.28it/s] 189/499 4.32G 0.01546 0.01186 0.004271 75 640: 90%|######### | 36/40 [00:07<00:00, 5.28it/s] 189/499 4.32G 0.01546 0.01186 0.004271 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.17it/s] 189/499 4.32G 0.01548 0.01191 0.004279 75 640: 92%|#########2| 37/40 [00:07<00:00, 5.17it/s] 189/499 4.32G 0.01548 0.01191 0.004279 75 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 189/499 4.32G 0.01541 0.01189 0.004298 78 640: 95%|#########5| 38/40 [00:07<00:00, 5.27it/s] 189/499 4.32G 0.01541 0.01189 0.004298 78 640: 98%|#########7| 39/40 [00:07<00:00, 5.35it/s] 189/499 4.32G 0.01544 0.01187 0.004287 35 640: 98%|#########7| 39/40 [00:07<00:00, 5.35it/s] 189/499 4.32G 0.01544 0.01187 0.004287 35 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] 189/499 4.32G 0.01544 0.01187 0.004287 35 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.05it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.15it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.11it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.23it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.76it/s] all 132 263 0.00661 0.0228 0.0104 0.00427 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 190/499 4.32G 0.0157 0.009569 0.004463 59 640: 0%| | 0/40 [00:00<?, ?it/s] 190/499 4.32G 0.0157 0.009569 0.004463 59 640: 2%|2 | 1/40 [00:00<00:06, 5.63it/s] 190/499 4.32G 0.01655 0.0108 0.006169 68 640: 2%|2 | 1/40 [00:00<00:06, 5.63it/s] 190/499 4.32G 0.01655 0.0108 0.006169 68 640: 5%|5 | 2/40 [00:00<00:06, 5.60it/s] 190/499 4.32G 0.01648 0.012 0.004695 82 640: 5%|5 | 2/40 [00:00<00:06, 5.60it/s] 190/499 4.32G 0.01648 0.012 0.004695 82 640: 8%|7 | 3/40 [00:00<00:06, 5.29it/s] 190/499 4.32G 0.01622 0.01224 0.004783 72 640: 8%|7 | 3/40 [00:00<00:06, 5.29it/s] 190/499 4.32G 0.01622 0.01224 0.004783 72 640: 10%|# | 4/40 [00:00<00:06, 5.40it/s] 190/499 4.32G 0.01564 0.01226 0.004017 78 640: 10%|# | 4/40 [00:00<00:06, 5.40it/s] 190/499 4.32G 0.01564 0.01226 0.004017 78 640: 12%|#2 | 5/40 [00:00<00:06, 5.47it/s] 190/499 4.32G 0.01539 0.01222 0.003634 67 640: 12%|#2 | 5/40 [00:01<00:06, 5.47it/s] 190/499 4.32G 0.01539 0.01222 0.003634 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 190/499 4.32G 0.01532 0.01182 0.003441 57 640: 15%|#5 | 6/40 [00:01<00:06, 5.24it/s] 190/499 4.32G 0.01532 0.01182 0.003441 57 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 190/499 4.32G 0.015 0.01146 0.003603 62 640: 18%|#7 | 7/40 [00:01<00:06, 5.33it/s] 190/499 4.32G 0.015 0.01146 0.003603 62 640: 20%|## | 8/40 [00:01<00:05, 5.39it/s] 190/499 4.32G 0.015 0.0113 0.003666 62 640: 20%|## | 8/40 [00:01<00:05, 5.39it/s] 190/499 4.32G 0.015 0.0113 0.003666 62 640: 22%|##2 | 9/40 [00:01<00:05, 5.25it/s] 190/499 4.32G 0.01504 0.01132 0.00359 65 640: 22%|##2 | 9/40 [00:01<00:05, 5.25it/s] 190/499 4.32G 0.01504 0.01132 0.00359 65 640: 25%|##5 | 10/40 [00:01<00:05, 5.33it/s] 190/499 4.32G 0.01513 0.0113 0.003868 70 640: 25%|##5 | 10/40 [00:02<00:05, 5.33it/s] 190/499 4.32G 0.01513 0.0113 0.003868 70 640: 28%|##7 | 11/40 [00:02<00:05, 5.41it/s] 190/499 4.32G 0.01523 0.0114 0.004089 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.41it/s] 190/499 4.32G 0.01523 0.0114 0.004089 79 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 190/499 4.32G 0.01528 0.01149 0.004407 75 640: 30%|### | 12/40 [00:02<00:05, 5.23it/s] 190/499 4.32G 0.01528 0.01149 0.004407 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 190/499 4.32G 0.01515 0.01162 0.004242 89 640: 32%|###2 | 13/40 [00:02<00:05, 5.34it/s] 190/499 4.32G 0.01515 0.01162 0.004242 89 640: 35%|###5 | 14/40 [00:02<00:04, 5.41it/s] 190/499 4.32G 0.01516 0.01172 0.004353 82 640: 35%|###5 | 14/40 [00:02<00:04, 5.41it/s] 190/499 4.32G 0.01516 0.01172 0.004353 82 640: 38%|###7 | 15/40 [00:02<00:04, 5.26it/s] 190/499 4.32G 0.01518 0.01165 0.004338 64 640: 38%|###7 | 15/40 [00:02<00:04, 5.26it/s] 190/499 4.32G 0.01518 0.01165 0.004338 64 640: 40%|#### | 16/40 [00:02<00:04, 5.37it/s] 190/499 4.32G 0.01539 0.01183 0.004248 83 640: 40%|#### | 16/40 [00:03<00:04, 5.37it/s] 190/499 4.32G 0.01539 0.01183 0.004248 83 640: 42%|####2 | 17/40 [00:03<00:04, 5.42it/s] 190/499 4.32G 0.01542 0.0121 0.004167 104 640: 42%|####2 | 17/40 [00:03<00:04, 5.42it/s] 190/499 4.32G 0.01542 0.0121 0.004167 104 640: 45%|####5 | 18/40 [00:03<00:04, 5.26it/s] 190/499 4.32G 0.01538 0.01201 0.004005 68 640: 45%|####5 | 18/40 [00:03<00:04, 5.26it/s] 190/499 4.32G 0.01538 0.01201 0.004005 68 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 190/499 4.32G 0.01534 0.01189 0.003858 63 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 190/499 4.32G 0.01534 0.01189 0.003858 63 640: 50%|##### | 20/40 [00:03<00:03, 5.39it/s] 190/499 4.32G 0.01533 0.01186 0.003812 70 640: 50%|##### | 20/40 [00:03<00:03, 5.39it/s] 190/499 4.32G 0.01533 0.01186 0.003812 70 640: 52%|#####2 | 21/40 [00:03<00:03, 5.26it/s] 190/499 4.32G 0.01524 0.01178 0.003724 69 640: 52%|#####2 | 21/40 [00:04<00:03, 5.26it/s] 190/499 4.32G 0.01524 0.01178 0.003724 69 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 190/499 4.32G 0.01528 0.01179 0.003728 70 640: 55%|#####5 | 22/40 [00:04<00:03, 5.27it/s] 190/499 4.32G 0.01528 0.01179 0.003728 70 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 190/499 4.32G 0.01516 0.01177 0.00366 77 640: 57%|#####7 | 23/40 [00:04<00:03, 5.34it/s] 190/499 4.32G 0.01516 0.01177 0.00366 77 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 190/499 4.32G 0.0152 0.01179 0.003713 76 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 190/499 4.32G 0.0152 0.01179 0.003713 76 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 190/499 4.32G 0.01517 0.01179 0.003716 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.33it/s] 190/499 4.32G 0.01517 0.01179 0.003716 79 640: 65%|######5 | 26/40 [00:04<00:02, 5.39it/s] 190/499 4.32G 0.01517 0.01179 0.003705 73 640: 65%|######5 | 26/40 [00:05<00:02, 5.39it/s] 190/499 4.32G 0.01517 0.01179 0.003705 73 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 190/499 4.32G 0.01515 0.0118 0.003693 86 640: 68%|######7 | 27/40 [00:05<00:02, 5.16it/s] 190/499 4.32G 0.01515 0.0118 0.003693 86 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 190/499 4.32G 0.01519 0.01177 0.003655 71 640: 70%|####### | 28/40 [00:05<00:02, 5.25it/s] 190/499 4.32G 0.01519 0.01177 0.003655 71 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 190/499 4.32G 0.01519 0.01175 0.003668 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.33it/s] 190/499 4.32G 0.01519 0.01175 0.003668 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 190/499 4.32G 0.01517 0.01175 0.003751 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.20it/s] 190/499 4.32G 0.01517 0.01175 0.003751 75 640: 78%|#######7 | 31/40 [00:05<00:01, 5.31it/s] 190/499 4.32G 0.01515 0.01181 0.003771 82 640: 78%|#######7 | 31/40 [00:06<00:01, 5.31it/s] 190/499 4.32G 0.01515 0.01181 0.003771 82 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 190/499 4.32G 0.01516 0.01183 0.003794 76 640: 80%|######## | 32/40 [00:06<00:01, 5.30it/s] 190/499 4.32G 0.01516 0.01183 0.003794 76 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 190/499 4.32G 0.01516 0.01178 0.003928 68 640: 82%|########2 | 33/40 [00:06<00:01, 5.17it/s] 190/499 4.32G 0.01516 0.01178 0.003928 68 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 190/499 4.32G 0.01517 0.01181 0.003902 73 640: 85%|########5 | 34/40 [00:06<00:01, 5.28it/s] 190/499 4.32G 0.01517 0.01181 0.003902 73 640: 88%|########7 | 35/40 [00:06<00:00, 5.36it/s] 190/499 4.32G 0.01518 0.0117 0.004042 54 640: 88%|########7 | 35/40 [00:06<00:00, 5.36it/s] 190/499 4.32G 0.01518 0.0117 0.004042 54 640: 90%|######### | 36/40 [00:06<00:00, 5.22it/s] 190/499 4.32G 0.01513 0.01165 0.003993 67 640: 90%|######### | 36/40 [00:06<00:00, 5.22it/s] 190/499 4.32G 0.01513 0.01165 0.003993 67 640: 92%|#########2| 37/40 [00:06<00:00, 5.33it/s] 190/499 4.32G 0.01507 0.01165 0.003953 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.33it/s] 190/499 4.32G 0.01507 0.01165 0.003953 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 190/499 4.32G 0.01509 0.01159 0.004067 63 640: 95%|#########5| 38/40 [00:07<00:00, 5.33it/s] 190/499 4.32G 0.01509 0.01159 0.004067 63 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 190/499 4.32G 0.01513 0.01161 0.004065 41 640: 98%|#########7| 39/40 [00:07<00:00, 5.20it/s] 190/499 4.32G 0.01513 0.01161 0.004065 41 640: 100%|##########| 40/40 [00:07<00:00, 5.37it/s] 190/499 4.32G 0.01513 0.01161 0.004065 41 640: 100%|##########| 40/40 [00:07<00:00, 5.32it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.03it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.14it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.13it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.23it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.77it/s] all 132 263 0.344 0.00526 0.00526 0.00303 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 191/499 4.32G 0.01344 0.01257 0.003958 86 640: 0%| | 0/40 [00:00<?, ?it/s] 191/499 4.32G 0.01344 0.01257 0.003958 86 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 191/499 4.32G 0.01434 0.01207 0.004385 74 640: 2%|2 | 1/40 [00:00<00:06, 5.60it/s] 191/499 4.32G 0.01434 0.01207 0.004385 74 640: 5%|5 | 2/40 [00:00<00:07, 5.22it/s] 191/499 4.32G 0.01469 0.0119 0.00504 67 640: 5%|5 | 2/40 [00:00<00:07, 5.22it/s] 191/499 4.32G 0.01469 0.0119 0.00504 67 640: 8%|7 | 3/40 [00:00<00:06, 5.39it/s] 191/499 4.32G 0.01485 0.01169 0.004685 74 640: 8%|7 | 3/40 [00:00<00:06, 5.39it/s] 191/499 4.32G 0.01485 0.01169 0.004685 74 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 191/499 4.32G 0.01435 0.01164 0.004013 77 640: 10%|# | 4/40 [00:00<00:06, 5.34it/s] 191/499 4.32G 0.01435 0.01164 0.004013 77 640: 12%|#2 | 5/40 [00:00<00:06, 5.11it/s] 191/499 4.32G 0.01439 0.01125 0.004043 59 640: 12%|#2 | 5/40 [00:01<00:06, 5.11it/s] 191/499 4.32G 0.01439 0.01125 0.004043 59 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 191/499 4.32G 0.01468 0.01127 0.00388 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.26it/s] 191/499 4.32G 0.01468 0.01127 0.00388 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 191/499 4.32G 0.01494 0.01144 0.003944 75 640: 18%|#7 | 7/40 [00:01<00:06, 5.35it/s] 191/499 4.32G 0.01494 0.01144 0.003944 75 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 191/499 4.32G 0.01494 0.01145 0.004151 71 640: 20%|## | 8/40 [00:01<00:06, 5.22it/s] 191/499 4.32G 0.01494 0.01145 0.004151 71 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 191/499 4.32G 0.01493 0.01153 0.004129 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.26it/s] 191/499 4.32G 0.01493 0.01153 0.004129 75 640: 25%|##5 | 10/40 [00:01<00:05, 5.33it/s] 191/499 4.32G 0.01502 0.01169 0.004159 72 640: 25%|##5 | 10/40 [00:02<00:05, 5.33it/s] 191/499 4.32G 0.01502 0.01169 0.004159 72 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 191/499 4.32G 0.01503 0.01164 0.004216 65 640: 28%|##7 | 11/40 [00:02<00:05, 5.21it/s] 191/499 4.32G 0.01503 0.01164 0.004216 65 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 191/499 4.32G 0.01526 0.01178 0.004565 75 640: 30%|### | 12/40 [00:02<00:05, 5.32it/s] 191/499 4.32G 0.01526 0.01178 0.004565 75 640: 32%|###2 | 13/40 [00:02<00:05, 5.40it/s] 191/499 4.32G 0.01526 0.01166 0.004562 64 640: 32%|###2 | 13/40 [00:02<00:05, 5.40it/s] 191/499 4.32G 0.01526 0.01166 0.004562 64 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 191/499 4.32G 0.0153 0.01185 0.004514 71 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 191/499 4.32G 0.0153 0.01185 0.004514 71 640: 38%|###7 | 15/40 [00:02<00:04, 5.31it/s] 191/499 4.32G 0.01522 0.01186 0.004426 80 640: 38%|###7 | 15/40 [00:03<00:04, 5.31it/s] 191/499 4.32G 0.01522 0.01186 0.004426 80 640: 40%|#### | 16/40 [00:03<00:04, 5.38it/s] 191/499 4.32G 0.01517 0.01188 0.004803 65 640: 40%|#### | 16/40 [00:03<00:04, 5.38it/s] 191/499 4.32G 0.01517 0.01188 0.004803 65 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 191/499 4.32G 0.01524 0.01196 0.00477 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 191/499 4.32G 0.01524 0.01196 0.00477 75 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 191/499 4.32G 0.01516 0.01191 0.004786 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.32it/s] 191/499 4.32G 0.01516 0.01191 0.004786 73 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 191/499 4.32G 0.01515 0.01201 0.005014 83 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 191/499 4.32G 0.01515 0.01201 0.005014 83 640: 50%|##### | 20/40 [00:03<00:03, 5.20it/s] 191/499 4.32G 0.01513 0.01193 0.005021 61 640: 50%|##### | 20/40 [00:03<00:03, 5.20it/s] 191/499 4.32G 0.01513 0.01193 0.005021 61 640: 52%|#####2 | 21/40 [00:03<00:03, 5.29it/s] 191/499 4.32G 0.01514 0.01201 0.005104 79 640: 52%|#####2 | 21/40 [00:04<00:03, 5.29it/s] 191/499 4.32G 0.01514 0.01201 0.005104 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 191/499 4.32G 0.01517 0.01202 0.005196 76 640: 55%|#####5 | 22/40 [00:04<00:03, 5.37it/s] 191/499 4.32G 0.01517 0.01202 0.005196 76 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 191/499 4.32G 0.01518 0.01196 0.005167 60 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 191/499 4.32G 0.01518 0.01196 0.005167 60 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 191/499 4.32G 0.01523 0.01185 0.005155 54 640: 60%|###### | 24/40 [00:04<00:03, 5.30it/s] 191/499 4.32G 0.01523 0.01185 0.005155 54 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 191/499 4.32G 0.01526 0.01178 0.005084 62 640: 62%|######2 | 25/40 [00:04<00:02, 5.31it/s] 191/499 4.32G 0.01526 0.01178 0.005084 62 640: 65%|######5 | 26/40 [00:04<00:02, 5.21it/s] 191/499 4.32G 0.01526 0.01178 0.005074 77 640: 65%|######5 | 26/40 [00:05<00:02, 5.21it/s] 191/499 4.32G 0.01526 0.01178 0.005074 77 640: 68%|######7 | 27/40 [00:05<00:02, 5.26it/s] 191/499 4.32G 0.01525 0.01168 0.00502 58 640: 68%|######7 | 27/40 [00:05<00:02, 5.26it/s] 191/499 4.32G 0.01525 0.01168 0.00502 58 640: 70%|####### | 28/40 [00:05<00:02, 5.35it/s] 191/499 4.32G 0.01519 0.01164 0.004942 65 640: 70%|####### | 28/40 [00:05<00:02, 5.35it/s] 191/499 4.32G 0.01519 0.01164 0.004942 65 640: 72%|#######2 | 29/40 [00:05<00:02, 5.12it/s] 191/499 4.32G 0.01521 0.01169 0.004937 77 640: 72%|#######2 | 29/40 [00:05<00:02, 5.12it/s] 191/499 4.32G 0.01521 0.01169 0.004937 77 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 191/499 4.32G 0.01523 0.01164 0.005123 65 640: 75%|#######5 | 30/40 [00:05<00:01, 5.22it/s] 191/499 4.32G 0.01523 0.01164 0.005123 65 640: 78%|#######7 | 31/40 [00:05<00:01, 5.29it/s] 191/499 4.32G 0.01519 0.01169 0.005053 83 640: 78%|#######7 | 31/40 [00:06<00:01, 5.29it/s] 191/499 4.32G 0.01519 0.01169 0.005053 83 640: 80%|######## | 32/40 [00:06<00:01, 5.18it/s] 191/499 4.32G 0.01525 0.0118 0.005014 95 640: 80%|######## | 32/40 [00:06<00:01, 5.18it/s] 191/499 4.32G 0.01525 0.0118 0.005014 95 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 191/499 4.32G 0.0152 0.01182 0.004965 84 640: 82%|########2 | 33/40 [00:06<00:01, 5.28it/s] 191/499 4.32G 0.0152 0.01182 0.004965 84 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 191/499 4.32G 0.01521 0.01181 0.004929 69 640: 85%|########5 | 34/40 [00:06<00:01, 5.34it/s] 191/499 4.32G 0.01521 0.01181 0.004929 69 640: 88%|########7 | 35/40 [00:06<00:00, 5.17it/s] 191/499 4.32G 0.01522 0.01182 0.004893 75 640: 88%|########7 | 35/40 [00:06<00:00, 5.17it/s] 191/499 4.32G 0.01522 0.01182 0.004893 75 640: 90%|######### | 36/40 [00:06<00:00, 5.25it/s] 191/499 4.32G 0.01526 0.01181 0.004832 65 640: 90%|######### | 36/40 [00:07<00:00, 5.25it/s] 191/499 4.32G 0.01526 0.01181 0.004832 65 640: 92%|#########2| 37/40 [00:07<00:00, 5.31it/s] 191/499 4.32G 0.01519 0.01174 0.004769 64 640: 92%|#########2| 37/40 [00:07<00:00, 5.31it/s] 191/499 4.32G 0.01519 0.01174 0.004769 64 640: 95%|#########5| 38/40 [00:07<00:00, 5.12it/s] 191/499 4.32G 0.01521 0.01172 0.00478 72 640: 95%|#########5| 38/40 [00:07<00:00, 5.12it/s] 191/499 4.32G 0.01521 0.01172 0.00478 72 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 191/499 4.32G 0.01515 0.01171 0.004688 39 640: 98%|#########7| 39/40 [00:07<00:00, 5.19it/s] 191/499 4.32G 0.01515 0.01171 0.004688 39 640: 100%|##########| 40/40 [00:07<00:00, 5.34it/s] 191/499 4.32G 0.01515 0.01171 0.004688 39 640: 100%|##########| 40/40 [00:07<00:00, 5.27it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.10it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.16it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.16it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.28it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.81it/s] all 132 263 0.545 0.00351 0.00346 0.00192 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 192/499 4.32G 0.01478 0.01509 0.002171 105 640: 0%| | 0/40 [00:00<?, ?it/s] 192/499 4.32G 0.01478 0.01509 0.002171 105 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 192/499 4.32G 0.01438 0.01492 0.003808 94 640: 2%|2 | 1/40 [00:00<00:07, 4.98it/s] 192/499 4.32G 0.01438 0.01492 0.003808 94 640: 5%|5 | 2/40 [00:00<00:07, 5.29it/s] 192/499 4.32G 0.01388 0.01342 0.004389 63 640: 5%|5 | 2/40 [00:00<00:07, 5.29it/s] 192/499 4.32G 0.01388 0.01342 0.004389 63 640: 8%|7 | 3/40 [00:00<00:06, 5.39it/s] 192/499 4.32G 0.01412 0.01288 0.003876 72 640: 8%|7 | 3/40 [00:00<00:06, 5.39it/s] 192/499 4.32G 0.01412 0.01288 0.003876 72 640: 10%|# | 4/40 [00:00<00:07, 5.09it/s] 192/499 4.32G 0.01383 0.01214 0.003399 53 640: 10%|# | 4/40 [00:00<00:07, 5.09it/s] 192/499 4.32G 0.01383 0.01214 0.003399 53 640: 12%|#2 | 5/40 [00:00<00:06, 5.21it/s] 192/499 4.32G 0.01403 0.01197 0.003218 63 640: 12%|#2 | 5/40 [00:01<00:06, 5.21it/s] 192/499 4.32G 0.01403 0.01197 0.003218 63 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 192/499 4.32G 0.01428 0.01162 0.003695 67 640: 15%|#5 | 6/40 [00:01<00:06, 5.32it/s] 192/499 4.32G 0.01428 0.01162 0.003695 67 640: 18%|#7 | 7/40 [00:01<00:06, 5.18it/s] 192/499 4.32G 0.01419 0.01142 0.003784 69 640: 18%|#7 | 7/40 [00:01<00:06, 5.18it/s] 192/499 4.32G 0.01419 0.01142 0.003784 69 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 192/499 4.32G 0.01407 0.01126 0.003538 64 640: 20%|## | 8/40 [00:01<00:06, 5.27it/s] 192/499 4.32G 0.01407 0.01126 0.003538 64 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 192/499 4.32G 0.0144 0.01125 0.003954 69 640: 22%|##2 | 9/40 [00:01<00:05, 5.35it/s] 192/499 4.32G 0.0144 0.01125 0.003954 69 640: 25%|##5 | 10/40 [00:01<00:05, 5.13it/s] 192/499 4.32G 0.01446 0.0113 0.004045 66 640: 25%|##5 | 10/40 [00:02<00:05, 5.13it/s] 192/499 4.32G 0.01446 0.0113 0.004045 66 640: 28%|##7 | 11/40 [00:02<00:05, 5.19it/s] 192/499 4.32G 0.01447 0.01117 0.003971 58 640: 28%|##7 | 11/40 [00:02<00:05, 5.19it/s] 192/499 4.32G 0.01447 0.01117 0.003971 58 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 192/499 4.32G 0.01443 0.01129 0.003789 83 640: 30%|### | 12/40 [00:02<00:05, 5.29it/s] 192/499 4.32G 0.01443 0.01129 0.003789 83 640: 32%|###2 | 13/40 [00:02<00:05, 5.16it/s] 192/499 4.32G 0.01455 0.0114 0.003911 83 640: 32%|###2 | 13/40 [00:02<00:05, 5.16it/s] 192/499 4.32G 0.01455 0.0114 0.003911 83 640: 35%|###5 | 14/40 [00:02<00:04, 5.26it/s] 192/499 4.32G 0.0145 0.01146 0.003742 82 640: 35%|###5 | 14/40 [00:02<00:04, 5.26it/s] 192/499 4.32G 0.0145 0.01146 0.003742 82 640: 38%|###7 | 15/40 [00:02<00:04, 5.35it/s] 192/499 4.32G 0.01434 0.01133 0.003622 60 640: 38%|###7 | 15/40 [00:03<00:04, 5.35it/s] 192/499 4.32G 0.01434 0.01133 0.003622 60 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 192/499 4.32G 0.01443 0.01143 0.003665 75 640: 40%|#### | 16/40 [00:03<00:04, 5.21it/s] 192/499 4.32G 0.01443 0.01143 0.003665 75 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 192/499 4.32G 0.01455 0.01154 0.003893 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 192/499 4.32G 0.01455 0.01154 0.003893 80 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 192/499 4.32G 0.01462 0.01163 0.003971 77 640: 45%|####5 | 18/40 [00:03<00:04, 5.34it/s] 192/499 4.32G 0.01462 0.01163 0.003971 77 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 192/499 4.32G 0.01452 0.01157 0.003997 68 640: 48%|####7 | 19/40 [00:03<00:04, 5.21it/s] 192/499 4.32G 0.01452 0.01157 0.003997 68 640: 50%|##### | 20/40 [00:03<00:03, 5.28it/s] 192/499 4.32G 0.01466 0.01154 0.004025 62 640: 50%|##### | 20/40 [00:03<00:03, 5.28it/s] 192/499 4.32G 0.01466 0.01154 0.004025 62 640: 52%|#####2 | 21/40 [00:03<00:03, 5.34it/s] 192/499 4.32G 0.01467 0.0116 0.004087 79 640: 52%|#####2 | 21/40 [00:04<00:03, 5.34it/s] 192/499 4.32G 0.01467 0.0116 0.004087 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 192/499 4.32G 0.01467 0.01166 0.004117 82 640: 55%|#####5 | 22/40 [00:04<00:03, 5.22it/s] 192/499 4.32G 0.01467 0.01166 0.004117 82 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 192/499 4.32G 0.01471 0.01172 0.004003 87 640: 57%|#####7 | 23/40 [00:04<00:03, 5.29it/s] 192/499 4.32G 0.01471 0.01172 0.004003 87 640: 60%|###### | 24/40 [00:04<00:02, 5.36it/s] 192/499 4.32G 0.01477 0.01177 0.004029 86 640: 60%|###### | 24/40 [00:04<00:02, 5.36it/s] 192/499 4.32G 0.01477 0.01177 0.004029 86 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 192/499 4.32G 0.01484 0.0118 0.004057 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.21it/s] 192/499 4.32G 0.01484 0.0118 0.004057 79 640: 65%|######5 | 26/40 [00:04<00:02, 5.28it/s] 192/499 4.32G 0.0148 0.01179 0.004106 74 640: 65%|######5 | 26/40 [00:05<00:02, 5.28it/s] 192/499 4.32G 0.0148 0.01179 0.004106 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 192/499 4.32G 0.01473 0.01173 0.004151 69 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 192/499 4.32G 0.01473 0.01173 0.004151 69 640: 70%|####### | 28/40 [00:05<00:02, 5.19it/s] 192/499 4.32G 0.0147 0.01173 0.004154 82 640: 70%|####### | 28/40 [00:05<00:02, 5.19it/s] 192/499 4.32G 0.0147 0.01173 0.004154 82 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 192/499 4.32G 0.01471 0.01167 0.004118 63 640: 72%|#######2 | 29/40 [00:05<00:02, 5.29it/s] 192/499 4.32G 0.01471 0.01167 0.004118 63 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 192/499 4.32G 0.01473 0.0117 0.00414 75 640: 75%|#######5 | 30/40 [00:05<00:01, 5.33it/s] 192/499 4.32G 0.01473 0.0117 0.00414 75 640: 78%|#######7 | 31/40 [00:05<00:01, 5.19it/s] 192/499 4.32G 0.01474 0.01168 0.004163 67 640: 78%|#######7 | 31/40 [00:06<00:01, 5.19it/s] 192/499 4.32G 0.01474 0.01168 0.004163 67 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 192/499 4.32G 0.01484 0.01163 0.004367 56 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 192/499 4.32G 0.01484 0.01163 0.004367 56 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 192/499 4.32G 0.0148 0.01162 0.004384 75 640: 82%|########2 | 33/40 [00:06<00:01, 5.30it/s] 192/499 4.32G 0.0148 0.01162 0.004384 75 640: 85%|########5 | 34/40 [00:06<00:01, 5.15it/s] 192/499 4.32G 0.01476 0.01166 0.004337 91 640: 85%|########5 | 34/40 [00:06<00:01, 5.15it/s] 192/499 4.32G 0.01476 0.01166 0.004337 91 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 192/499 4.32G 0.01474 0.01163 0.004399 72 640: 88%|########7 | 35/40 [00:06<00:00, 5.23it/s] 192/499 4.32G 0.01474 0.01163 0.004399 72 640: 90%|######### | 36/40 [00:06<00:00, 5.30it/s] 192/499 4.32G 0.01473 0.01158 0.004363 62 640: 90%|######### | 36/40 [00:07<00:00, 5.30it/s] 192/499 4.32G 0.01473 0.01158 0.004363 62 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 192/499 4.32G 0.01473 0.01159 0.004349 81 640: 92%|#########2| 37/40 [00:07<00:00, 5.18it/s] 192/499 4.32G 0.01473 0.01159 0.004349 81 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 192/499 4.32G 0.01479 0.01156 0.004362 61 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 192/499 4.32G 0.01479 0.01156 0.004362 61 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 192/499 4.32G 0.01478 0.01162 0.004309 46 640: 98%|#########7| 39/40 [00:07<00:00, 5.30it/s] 192/499 4.32G 0.01478 0.01162 0.004309 46 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] 192/499 4.32G 0.01478 0.01162 0.004309 46 640: 100%|##########| 40/40 [00:07<00:00, 5.25it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 5.00it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 5.10it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 5.13it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 6.24it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 5.76it/s] all 132 263 0.819 0.00702 0.00836 0.00279 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 193/499 4.32G 0.01668 0.01239 0.003771 80 640: 0%| | 0/40 [00:00<?, ?it/s] 193/499 4.32G 0.01668 0.01239 0.003771 80 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 193/499 4.32G 0.01566 0.01183 0.005404 68 640: 2%|2 | 1/40 [00:00<00:07, 5.52it/s] 193/499 4.32G 0.01566 0.01183 0.005404 68 640: 5%|5 | 2/40 [00:00<00:06, 5.48it/s] 193/499 4.32G 0.0153 0.01185 0.005283 73 640: 5%|5 | 2/40 [00:00<00:06, 5.48it/s] 193/499 4.32G 0.0153 0.01185 0.005283 73 640: 8%|7 | 3/40 [00:00<00:07, 5.18it/s] 193/499 4.32G 0.01485 0.01143 0.00437 70 640: 8%|7 | 3/40 [00:00<00:07, 5.18it/s] 193/499 4.32G 0.01485 0.01143 0.00437 70 640: 10%|# | 4/40 [00:00<00:06, 5.28it/s] 193/499 4.32G 0.01507 0.01187 0.004959 65 640: 10%|# | 4/40 [00:00<00:06, 5.28it/s] 193/499 4.32G 0.01507 0.01187 0.004959 65 640: 12%|#2 | 5/40 [00:00<00:06, 5.37it/s] 193/499 4.32G 0.01513 0.01196 0.004809 76 640: 12%|#2 | 5/40 [00:01<00:06, 5.37it/s] 193/499 4.32G 0.01513 0.01196 0.004809 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.18it/s] 193/499 4.32G 0.01506 0.01203 0.004756 76 640: 15%|#5 | 6/40 [00:01<00:06, 5.18it/s] 193/499 4.32G 0.01506 0.01203 0.004756 76 640: 18%|#7 | 7/40 [00:01<00:06, 5.28it/s] 193/499 4.32G 0.01497 0.01189 0.004493 65 640: 18%|#7 | 7/40 [00:01<00:06, 5.28it/s] 193/499 4.32G 0.01497 0.01189 0.004493 65 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 193/499 4.32G 0.01494 0.01206 0.004468 77 640: 20%|## | 8/40 [00:01<00:05, 5.36it/s] 193/499 4.32G 0.01494 0.01206 0.004468 77 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 193/499 4.32G 0.01497 0.0118 0.004399 60 640: 22%|##2 | 9/40 [00:01<00:05, 5.20it/s] 193/499 4.32G 0.01497 0.0118 0.004399 60 640: 25%|##5 | 10/40 [00:01<00:05, 5.28it/s] 193/499 4.32G 0.01492 0.01178 0.004212 79 640: 25%|##5 | 10/40 [00:02<00:05, 5.28it/s] 193/499 4.32G 0.01492 0.01178 0.004212 79 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 193/499 4.32G 0.01478 0.01167 0.004307 58 640: 28%|##7 | 11/40 [00:02<00:05, 5.35it/s] 193/499 4.32G 0.01478 0.01167 0.004307 58 640: 30%|### | 12/40 [00:02<00:05, 5.20it/s] 193/499 4.32G 0.01466 0.0115 0.004338 65 640: 30%|### | 12/40 [00:02<00:05, 5.20it/s] 193/499 4.32G 0.01466 0.0115 0.004338 65 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 193/499 4.32G 0.01466 0.01145 0.00432 74 640: 32%|###2 | 13/40 [00:02<00:05, 5.30it/s] 193/499 4.32G 0.01466 0.01145 0.00432 74 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 193/499 4.32G 0.01469 0.0115 0.004294 72 640: 35%|###5 | 14/40 [00:02<00:04, 5.35it/s] 193/499 4.32G 0.01469 0.0115 0.004294 72 640: 38%|###7 | 15/40 [00:02<00:04, 5.19it/s] 193/499 4.32G 0.01468 0.01147 0.004168 69 640: 38%|###7 | 15/40 [00:03<00:04, 5.19it/s] 193/499 4.32G 0.01468 0.01147 0.004168 69 640: 40%|#### | 16/40 [00:03<00:04, 5.29it/s] 193/499 4.32G 0.01464 0.01154 0.00397 79 640: 40%|#### | 16/40 [00:03<00:04, 5.29it/s] 193/499 4.32G 0.01464 0.01154 0.00397 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 193/499 4.32G 0.01456 0.01159 0.00403 79 640: 42%|####2 | 17/40 [00:03<00:04, 5.35it/s] 193/499 4.32G 0.01456 0.01159 0.00403 79 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 193/499 4.32G 0.01455 0.01158 0.003921 73 640: 45%|####5 | 18/40 [00:03<00:04, 5.22it/s] 193/499 4.32G 0.01455 0.01158 0.003921 73 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 193/499 4.32G 0.01458 0.01156 0.003969 67 640: 48%|####7 | 19/40 [00:03<00:03, 5.32it/s] 193/499 4.32G 0.01458 0.01156 0.003969 67 640: 50%|##### | 20/40 [00:03<00:03, 5.37it/s] 193/499 4.32G 0.01453 0.01157 0.003919 80 640: 50%|##### | 20/40 [00:03<00:03, 5.37it/s] 193/499 4.32G 0.01453 0.01157 0.003919 80 640: 52%|#####2 | 21/40 [00:03<00:03, 5.23it/s] 193/499 4.32G 0.01458 0.01161 0.003865 79 640: 52%|#####2 | 21/40 [00:04<00:03, 5.23it/s] 193/499 4.32G 0.01458 0.01161 0.003865 79 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 193/499 4.32G 0.0146 0.01163 0.003913 77 640: 55%|#####5 | 22/40 [00:04<00:03, 5.33it/s] 193/499 4.32G 0.0146 0.01163 0.003913 77 640: 57%|#####7 | 23/40 [00:04<00:03, 5.35it/s] 193/499 4.32G 0.01467 0.01153 0.003921 59 640: 57%|#####7 | 23/40 [00:04<00:03, 5.35it/s] 193/499 4.32G 0.01467 0.01153 0.003921 59 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 193/499 4.32G 0.01463 0.01153 0.003854 80 640: 60%|###### | 24/40 [00:04<00:03, 5.21it/s] 193/499 4.32G 0.01463 0.01153 0.003854 80 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 193/499 4.32G 0.01465 0.01157 0.003853 79 640: 62%|######2 | 25/40 [00:04<00:02, 5.23it/s] 193/499 4.32G 0.01465 0.01157 0.003853 79 640: 65%|######5 | 26/40 [00:04<00:02, 5.31it/s] 193/499 4.32G 0.01461 0.01159 0.003753 72 640: 65%|######5 | 26/40 [00:05<00:02, 5.31it/s] 193/499 4.32G 0.01461 0.01159 0.003753 72 640: 68%|######7 | 27/40 [00:05<00:02, 5.07it/s] 193/499 4.32G 0.01462 0.01168 0.003693 90 640: 68%|######7 | 27/40 [00:05<00:02, 5.07it/s] 193/499 4.32G 0.01462 0.01168 0.003693 90 640: 70%|####### | 28/40 [00:05<00:02, 5.18it/s] 193/499 4.32G 0.01461 0.01171 0.003628 90 640: 70%|####### | 28/40 [00:05<00:02, 5.18it/s] 193/499 4.32G 0.01461 0.01171 0.003628 90 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 193/499 4.32G 0.01459 0.01172 0.003622 80 640: 72%|#######2 | 29/40 [00:05<00:02, 5.27it/s] 193/499 4.32G 0.01459 0.01172 0.003622 80 640: 75%|#######5 | 30/40 [00:05<00:01, 5.14it/s] 193/499 4.32G 0.01459 0.01175 0.003569 79 640: 75%|#######5 | 30/40 [00:05<00:01, 5.14it/s] 193/499 4.32G 0.01459 0.01175 0.003569 79 640: 78%|#######7 | 31/40 [00:05<00:01, 5.19it/s] 193/499 4.32G 0.01456 0.01175 0.00359 74 640: 78%|#######7 | 31/40 [00:06<00:01, 5.19it/s] 193/499 4.32G 0.01456 0.01175 0.00359 74 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 193/499 4.32G 0.01454 0.01175 0.003585 79 640: 80%|######## | 32/40 [00:06<00:01, 5.26it/s] 193/499 4.32G 0.01454 0.01175 0.003585 79 640: 82%|########2 | 33/40 [00:06<00:01, 5.15it/s] 193/499 4.32G 0.01457 0.0118 0.003773 77 640: 82%|########2 | 33/40 [00:06<00:01, 5.15it/s] 193/499 4.32G 0.01457 0.0118 0.003773 77 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 193/499 4.32G 0.01459 0.01187 0.003864 83 640: 85%|########5 | 34/40 [00:06<00:01, 5.26it/s] 193/499 4.32G 0.01459 0.01187 0.003864 83 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 193/499 4.32G 0.01459 0.01189 0.003835 81 640: 88%|########7 | 35/40 [00:06<00:00, 5.34it/s] 193/499 4.32G 0.01459 0.01189 0.003835 81 640: 90%|######### | 36/40 [00:06<00:00, 5.13it/s] 193/499 4.32G 0.01454 0.01182 0.003978 66 640: 90%|######### | 36/40 [00:07<00:00, 5.13it/s] 193/499 4.32G 0.01454 0.01182 0.003978 66 640: 92%|#########2| 37/40 [00:07<00:00, 5.23it/s] 193/499 4.32G 0.01449 0.01181 0.004011 77 640: 92%|#########2| 37/40 [00:07<00:00, 5.23it/s] 193/499 4.32G 0.01449 0.01181 0.004011 77 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 193/499 4.32G 0.01448 0.01185 0.003953 86 640: 95%|#########5| 38/40 [00:07<00:00, 5.29it/s] 193/499 4.32G 0.01448 0.01185 0.003953 86 640: 98%|#########7| 39/40 [00:07<00:00, 5.14it/s] 193/499 4.32G 0.01443 0.01177 0.003872 33 640: 98%|#########7| 39/40 [00:07<00:00, 5.14it/s] 193/499 4.32G 0.01443 0.01177 0.003872 33 640: 100%|##########| 40/40 [00:07<00:00, 5.30it/s] 193/499 4.32G 0.01443 0.01177 0.003872 33 640: 100%|##########| 40/40 [00:07<00:00, 5.26it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 6.89it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 6.65it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 6.78it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 7.41it/s] all 132 263 0.00267 0.00351 0.00259 0.00136 Epoch GPU_mem box_loss obj_loss cls_loss Instances Size 0%| | 0/40 [00:00<?, ?it/s] 194/499 4.32G 0.01454 0.01289 0.001417 82 640: 0%| | 0/40 [00:00<?, ?it/s] 194/499 4.32G 0.01454 0.01289 0.001417 82 640: 2%|2 | 1/40 [00:00<00:07, 5.30it/s] 194/499 4.32G 0.01639 0.01245 0.002747 66 640: 2%|2 | 1/40 [00:00<00:07, 5.30it/s] 194/499 4.32G 0.01639 0.01245 0.002747 66 640: 5%|5 | 2/40 [00:00<00:07, 5.05it/s] 194/499 4.32G 0.01582 0.01224 0.003083 76 640: 5%|5 | 2/40 [00:00<00:07, 5.05it/s] 194/499 4.32G 0.01582 0.01224 0.003083 76 640: 8%|7 | 3/40 [00:00<00:07, 5.06it/s] 194/499 4.32G 0.01571 0.01246 0.002851 84 640: 8%|7 | 3/40 [00:00<00:07, 5.06it/s] 194/499 4.32G 0.01571 0.01246 0.002851 84 640: 10%|# | 4/40 [00:00<00:06, 5.26it/s] 194/499 4.32G 0.01547 0.01204 0.00307 66 640: 10%|# | 4/40 [00:00<00:06, 5.26it/s] 194/499 4.32G 0.01547 0.01204 0.00307 66 640: 12%|#2 | 5/40 [00:00<00:06, 5.16it/s] 194/499 4.32G 0.01516 0.01227 0.003186 89 640: 12%|#2 | 5/40 [00:01<00:06, 5.16it/s] 194/499 4.32G 0.01516 0.01227 0.003186 89 640: 15%|#5 | 6/40 [00:01<00:06, 5.28it/s] 194/499 4.32G 0.01505 0.01197 0.002891 71 640: 15%|#5 | 6/40 [00:01<00:06, 5.28it/s] 194/499 4.32G 0.01505 0.01197 0.002891 71 640: 18%|#7 | 7/40 [00:01<00:06, 5.36it/s] 194/499 4.32G 0.01531 0.01198 0.00287 79 640: 18%|#7 | 7/40 [00:01<00:06, 5.36it/s] 194/499 4.32G 0.01531 0.01198 0.00287 79 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 194/499 4.32G 0.01515 0.01189 0.002659 75 640: 20%|## | 8/40 [00:01<00:06, 5.20it/s] 194/499 4.32G 0.01515 0.01189 0.002659 75 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 194/499 4.32G 0.01534 0.01178 0.00278 70 640: 22%|##2 | 9/40 [00:01<00:05, 5.30it/s] 194/499 4.32G 0.01534 0.01178 0.00278 70 640: 25%|##5 | 10/40 [00:01<00:05, 5.37it/s] 194/499 4.32G 0.01514 0.01158 0.002918 62 640: 25%|##5 | 10/40 [00:02<00:05, 5.37it/s] 194/499 4.32G 0.01514 0.01158 0.002918 62 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 194/499 4.32G 0.01516 0.01163 0.003405 68 640: 28%|##7 | 11/40 [00:02<00:05, 5.25it/s] 194/499 4.32G 0.01516 0.01163 0.003405 68 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 194/499 4.32G 0.0151 0.01166 0.003726 72 640: 30%|### | 12/40 [00:02<00:05, 5.25it/s] 194/499 4.32G 0.0151 0.01166 0.003726 72 640: 32%|###2 | 13/40 [00:02<00:05, 5.31it/s] 194/499 4.32G 0.01523 0.0117 0.003876 76 640: 32%|###2 | 13/40 [00:02<00:05, 5.31it/s] 194/499 4.32G 0.01523 0.0117 0.003876 76 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 194/499 4.32G 0.01522 0.01175 0.00391 85 640: 35%|###5 | 14/40 [00:02<00:04, 5.21it/s] 194/499 4.32G 0.01522 0.01175 0.00391 85 640: 38%|###7 | 15/40 [00:02<00:04, 5.31it/s] 194/499 4.32G 0.01523 0.01162 0.003735 67 640: 38%|###7 | 15/40 [00:03<00:04, 5.31it/s] 194/499 4.32G 0.01523 0.01162 0.003735 67 640: 40%|#### | 16/40 [00:03<00:04, 5.38it/s] 194/499 4.32G 0.01515 0.01167 0.003648 80 640: 40%|#### | 16/40 [00:03<00:04, 5.38it/s] 194/499 4.32G 0.01515 0.01167 0.003648 80 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 194/499 4.32G 0.01501 0.01161 0.003606 70 640: 42%|####2 | 17/40 [00:03<00:04, 5.24it/s] 194/499 4.32G 0.01501 0.01161 0.003606 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 194/499 4.32G 0.01497 0.01169 0.003584 70 640: 45%|####5 | 18/40 [00:03<00:04, 5.31it/s] 194/499 4.32G 0.01497 0.01169 0.003584 70 640: 48%|####7 | 19/40 [00:03<00:03, 5.40it/s] 194/499 4.32G 0.01488 0.01161 0.003684 74 640: 48%|####7 | 19/40 [00:03<00:03, 5.40it/s] 194/499 4.32G 0.01488 0.01161 0.003684 74 640: 50%|##### | 20/40 [00:03<00:03, 5.26it/s] 194/499 4.32G 0.01484 0.01164 0.003667 74 640: 50%|##### | 20/40 [00:03<00:03, 5.26it/s] 194/499 4.32G 0.01484 0.01164 0.003667 74 640: 52%|#####2 | 21/40 [00:03<00:03, 5.34it/s] 194/499 4.32G 0.01478 0.0116 0.003573 72 640: 52%|#####2 | 21/40 [00:04<00:03, 5.34it/s] 194/499 4.32G 0.01478 0.0116 0.003573 72 640: 55%|#####5 | 22/40 [00:04<00:03, 5.40it/s] 194/499 4.32G 0.01477 0.01156 0.003613 62 640: 55%|#####5 | 22/40 [00:04<00:03, 5.40it/s] 194/499 4.32G 0.01477 0.01156 0.003613 62 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 194/499 4.32G 0.01475 0.01139 0.003863 54 640: 57%|#####7 | 23/40 [00:04<00:03, 5.24it/s] 194/499 4.32G 0.01475 0.01139 0.003863 54 640: 60%|###### | 24/40 [00:04<00:02, 5.35it/s] 194/499 4.32G 0.01471 0.01149 0.003764 90 640: 60%|###### | 24/40 [00:04<00:02, 5.35it/s] 194/499 4.32G 0.01471 0.01149 0.003764 90 640: 62%|######2 | 25/40 [00:04<00:02, 5.41it/s] 194/499 4.32G 0.01462 0.01149 0.003704 78 640: 62%|######2 | 25/40 [00:04<00:02, 5.41it/s] 194/499 4.32G 0.01462 0.01149 0.003704 78 640: 65%|######5 | 26/40 [00:04<00:02, 5.26it/s] 194/499 4.32G 0.01463 0.01158 0.00364 89 640: 65%|######5 | 26/40 [00:05<00:02, 5.26it/s] 194/499 4.32G 0.01463 0.01158 0.00364 89 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 194/499 4.32G 0.01465 0.01157 0.003614 74 640: 68%|######7 | 27/40 [00:05<00:02, 5.34it/s] 194/499 4.32G 0.01465 0.01157 0.003614 74 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 194/499 4.32G 0.01457 0.01149 0.003534 59 640: 70%|####### | 28/40 [00:05<00:02, 5.32it/s] 194/499 4.32G 0.01457 0.01149 0.003534 59 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 194/499 4.32G 0.01454 0.01155 0.003539 84 640: 72%|#######2 | 29/40 [00:05<00:02, 5.17it/s] 194/499 4.32G 0.01454 0.01155 0.003539 84 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 194/499 4.32G 0.01454 0.01155 0.003543 82 640: 75%|#######5 | 30/40 [00:05<00:01, 5.25it/s] 194/499 4.32G 0.01454 0.01155 0.003543 82 640: 78%|#######7 | 31/40 [00:05<00:01, 5.34it/s] 194/499 4.32G 0.0145 0.01155 0.003513 80 640: 78%|#######7 | 31/40 [00:06<00:01, 5.34it/s] 194/499 4.32G 0.0145 0.01155 0.003513 80 640: 80%|######## | 32/40 [00:06<00:01, 5.18it/s] 194/499 4.32G 0.01457 0.01153 0.003597 63 640: 80%|######## | 32/40 [00:06<00:01, 5.18it/s] 194/499 4.32G 0.01457 0.01153 0.003597 63 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 194/499 4.32G 0.0146 0.01148 0.0036 70 640: 82%|########2 | 33/40 [00:06<00:01, 5.25it/s] 194/499 4.32G 0.0146 0.01148 0.0036 70 640: 85%|########5 | 34/40 [00:06<00:01, 5.32it/s] 194/499 4.32G 0.01451 0.01148 0.00355 87 640: 85%|########5 | 34/40 [00:06<00:01, 5.32it/s] 194/499 4.32G 0.01451 0.01148 0.00355 87 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 194/499 4.32G 0.01447 0.01148 0.003534 78 640: 88%|########7 | 35/40 [00:06<00:00, 5.18it/s] 194/499 4.32G 0.01447 0.01148 0.003534 78 640: 90%|######### | 36/40 [00:06<00:00, 5.26it/s] 194/499 4.32G 0.01452 0.01151 0.003608 71 640: 90%|######### | 36/40 [00:07<00:00, 5.26it/s] 194/499 4.32G 0.01452 0.01151 0.003608 71 640: 92%|#########2| 37/40 [00:07<00:00, 5.35it/s] 194/499 4.32G 0.01449 0.01147 0.003611 61 640: 92%|#########2| 37/40 [00:07<00:00, 5.35it/s] 194/499 4.32G 0.01449 0.01147 0.003611 61 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 194/499 4.32G 0.01446 0.01148 0.003549 78 640: 95%|#########5| 38/40 [00:07<00:00, 5.21it/s] 194/499 4.32G 0.01446 0.01148 0.003549 78 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 194/499 4.32G 0.01441 0.01146 0.003562 34 640: 98%|#########7| 39/40 [00:07<00:00, 5.29it/s] 194/499 4.32G 0.01441 0.01146 0.003562 34 640: 100%|##########| 40/40 [00:07<00:00, 5.45it/s] 194/499 4.32G 0.01441 0.01146 0.003562 34 640: 100%|##########| 40/40 [00:07<00:00, 5.29it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 7.63it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 7.46it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 6.86it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:00<00:00, 7.60it/s] all 132 263 0 0 0 0 Stopping training early as no improvement observed in last 100 epochs. Best results observed at epoch 94, best model saved as best.pt. To update EarlyStopping(patience=100) pass a new patience value, i.e. `python train.py --patience 300` or use `--patience 0` to disable EarlyStopping. 195 epochs completed in 0.465 hours. Optimizer stripped from yolov5_ws\yolov5\runs\train\exp12\weights\last.pt, 14.4MB Optimizer stripped from yolov5_ws\yolov5\runs\train\exp12\weights\best.pt, 14.4MB Validating yolov5_ws\yolov5\runs\train\exp12\weights\best.pt... Fusing layers... Model summary: 157 layers, 7031701 parameters, 0 gradients, 15.8 GFLOPs Class Images Instances P R mAP50 mAP50-95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 25%|##5 | 1/4 [00:00<00:00, 4.16it/s] Class Images Instances P R mAP50 mAP50-95: 50%|##### | 2/4 [00:00<00:00, 3.68it/s] Class Images Instances P R mAP50 mAP50-95: 75%|#######5 | 3/4 [00:00<00:00, 3.50it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 4.07it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 4/4 [00:01<00:00, 3.92it/s] all 132 263 0.475 0.0754 0.11 0.0534 Right_Scissors 132 29 1 0 0.026 0.00779 Right_Needle_driver 132 95 0.852 0.453 0.546 0.246 Left_Needle_driver 132 6 0 0 0 0 Left_Forceps 132 44 1 0 0.0736 0.0589 Right_Empty 132 7 0 0 0 0 Left_Empty 132 82 0 0 0.0162 0.00704 Results saved to yolov5_ws\yolov5\runs\train\exp12
!python yolov5_ws/yolov5/val.py --task test --device "cuda:0" --data yolov5_ws/yolov5/dataset-test.yaml --weights yolov5_ws/yolov5/runs/train/YOLO5-ORIGINAL-SGD/weights/best.pt --name YOLO5-ORIGINAL-SGD
val: data=yolov5_ws/yolov5/dataset-test.yaml, weights=['yolov5_ws/yolov5/runs/train/YOLO5-ORIGINAL-SGD/weights/best.pt'], batch_size=32, imgsz=640, conf_thres=0.001, iou_thres=0.6, max_det=300, task=test, device=cuda:0, workers=8, single_cls=False, augment=False, verbose=False, save_txt=False, save_hybrid=False, save_conf=False, save_json=False, project=yolov5_ws\yolov5\runs\val, name=YOLO5-ORIGINAL-SGD, exist_ok=False, half=False, dnn=False YOLOv5 2022-12-5 Python-3.9.15 torch-1.13.0 CUDA:0 (NVIDIA GeForce RTX 4090, 24564MiB) Fusing layers... Model summary: 157 layers, 7031701 parameters, 0 gradients, 15.8 GFLOPs test: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\test...: 0%| | 0/200 [00:00<?, ?it/s] test: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\test... 1 images, 0 backgrounds, 0 corrupt: 0%| | 1/200 [00:03<12:09, 3.66s/it] test: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\test... 196 images, 0 backgrounds, 0 corrupt: 98%|#########8| 196/200 [00:03<00:00, 73.42it/s] test: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\test... 200 images, 0 backgrounds, 0 corrupt: 100%|##########| 200/200 [00:03<00:00, 53.10it/s] test: New cache created: C:\Users\user\Projects\cvor1\data\raw\labels\test.cache Class Images Instances P R mAP50 mAP50-95: 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 14%|#4 | 1/7 [00:00<00:05, 1.16it/s] Class Images Instances P R mAP50 mAP50-95: 29%|##8 | 2/7 [00:01<00:02, 1.87it/s] Class Images Instances P R mAP50 mAP50-95: 43%|####2 | 3/7 [00:01<00:01, 2.31it/s] Class Images Instances P R mAP50 mAP50-95: 57%|#####7 | 4/7 [00:01<00:01, 2.70it/s] Class Images Instances P R mAP50 mAP50-95: 71%|#######1 | 5/7 [00:01<00:00, 3.28it/s] Class Images Instances P R mAP50 mAP50-95: 86%|########5 | 6/7 [00:02<00:00, 3.78it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 7/7 [00:02<00:00, 3.20it/s] all 200 400 0.831 0.681 0.675 0.588 Right_Scissors 200 42 0.839 0.994 0.939 0.84 Left_Scissors 200 1 1 0 0.00371 0.000371 Right_Needle_driver 200 138 0.883 0.993 0.986 0.908 Left_Needle_driver 200 10 0.682 0.218 0.224 0.121 Left_Forceps 200 63 0.836 0.984 0.982 0.833 Right_Empty 200 20 0.685 0.6 0.637 0.546 Left_Empty 200 126 0.892 0.976 0.957 0.868 Speed: 0.3ms pre-process, 2.3ms inference, 1.8ms NMS per image at shape (32, 3, 640, 640) Results saved to yolov5_ws\yolov5\runs\val\YOLO5-ORIGINAL-SGD5
!python yolov5_ws/yolov5/val.py --task test --device "cuda:0" --data yolov5_ws/yolov5/dataset-test.yaml --weights yolov5_ws/yolov5/runs/train/YOLO5-BALANCED-SGD/weights/best.pt --name YOLO5-BALANCED-SGD
val: data=yolov5_ws/yolov5/dataset-test.yaml, weights=['yolov5_ws/yolov5/runs/train/YOLO5-BALANCED-SGD/weights/best.pt'], batch_size=32, imgsz=640, conf_thres=0.001, iou_thres=0.6, max_det=300, task=test, device=cuda:0, workers=8, single_cls=False, augment=False, verbose=False, save_txt=False, save_hybrid=False, save_conf=False, save_json=False, project=yolov5_ws\yolov5\runs\val, name=YOLO5-BALANCED-SGD, exist_ok=False, half=False, dnn=False YOLOv5 2022-12-5 Python-3.9.15 torch-1.13.0 CUDA:0 (NVIDIA GeForce RTX 4090, 24564MiB) Fusing layers... Model summary: 157 layers, 7031701 parameters, 0 gradients, 15.8 GFLOPs test: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\test.cache... 200 images, 0 backgrounds, 0 corrupt: 100%|##########| 200/200 [00:00<?, ?it/s] test: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\test.cache... 200 images, 0 backgrounds, 0 corrupt: 100%|##########| 200/200 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 14%|#4 | 1/7 [00:00<00:05, 1.16it/s] Class Images Instances P R mAP50 mAP50-95: 29%|##8 | 2/7 [00:01<00:02, 1.88it/s] Class Images Instances P R mAP50 mAP50-95: 43%|####2 | 3/7 [00:01<00:01, 2.35it/s] Class Images Instances P R mAP50 mAP50-95: 57%|#####7 | 4/7 [00:01<00:01, 2.71it/s] Class Images Instances P R mAP50 mAP50-95: 71%|#######1 | 5/7 [00:01<00:00, 3.27it/s] Class Images Instances P R mAP50 mAP50-95: 86%|########5 | 6/7 [00:02<00:00, 3.74it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 7/7 [00:02<00:00, 3.20it/s] all 200 400 0.846 0.654 0.656 0.557 Right_Scissors 200 42 0.841 0.976 0.919 0.799 Left_Scissors 200 1 1 0 0.00329 0.000329 Right_Needle_driver 200 138 0.886 0.993 0.957 0.839 Left_Needle_driver 200 10 0.62 0.172 0.226 0.104 Left_Forceps 200 63 0.888 0.952 0.98 0.852 Right_Empty 200 20 0.804 0.5 0.572 0.489 Left_Empty 200 126 0.882 0.984 0.934 0.815 Speed: 0.2ms pre-process, 2.2ms inference, 1.8ms NMS per image at shape (32, 3, 640, 640) Results saved to yolov5_ws\yolov5\runs\val\YOLO5-BALANCED-SGD
!python yolov5_ws/yolov5/val.py --task test --device "cuda:0" --data yolov5_ws/yolov5/dataset-test.yaml --weights yolov5_ws/yolov5/runs/train/YOLO5-ORIGINAL-ADAMW/weights/best.pt --name YOLO5-ORIGINAL-ADAMW
val: data=yolov5_ws/yolov5/dataset-test.yaml, weights=['yolov5_ws/yolov5/runs/train/YOLO5-ORIGINAL-ADAMW/weights/best.pt'], batch_size=32, imgsz=640, conf_thres=0.001, iou_thres=0.6, max_det=300, task=test, device=cuda:0, workers=8, single_cls=False, augment=False, verbose=False, save_txt=False, save_hybrid=False, save_conf=False, save_json=False, project=yolov5_ws\yolov5\runs\val, name=YOLO5-ORIGINAL-ADAMW, exist_ok=False, half=False, dnn=False YOLOv5 2022-12-5 Python-3.9.15 torch-1.13.0 CUDA:0 (NVIDIA GeForce RTX 4090, 24564MiB) Fusing layers... Model summary: 157 layers, 7031701 parameters, 0 gradients, 15.8 GFLOPs test: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\test.cache... 200 images, 0 backgrounds, 0 corrupt: 100%|##########| 200/200 [00:00<?, ?it/s] test: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\test.cache... 200 images, 0 backgrounds, 0 corrupt: 100%|##########| 200/200 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 14%|#4 | 1/7 [00:00<00:04, 1.45it/s] Class Images Instances P R mAP50 mAP50-95: 29%|##8 | 2/7 [00:01<00:02, 2.09it/s] Class Images Instances P R mAP50 mAP50-95: 43%|####2 | 3/7 [00:01<00:01, 2.44it/s] Class Images Instances P R mAP50 mAP50-95: 57%|#####7 | 4/7 [00:01<00:01, 2.74it/s] Class Images Instances P R mAP50 mAP50-95: 71%|#######1 | 5/7 [00:01<00:00, 3.24it/s] Class Images Instances P R mAP50 mAP50-95: 86%|########5 | 6/7 [00:02<00:00, 3.63it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 7/7 [00:02<00:00, 3.30it/s] all 200 400 0.898 0.704 0.724 0.608 Right_Scissors 200 42 0.862 0.952 0.939 0.807 Left_Scissors 200 1 1 0 0 0 Right_Needle_driver 200 138 0.937 0.964 0.985 0.843 Left_Needle_driver 200 10 0.684 0.5 0.47 0.302 Left_Forceps 200 63 0.895 0.968 0.978 0.841 Right_Empty 200 20 0.984 0.6 0.734 0.614 Left_Empty 200 126 0.921 0.944 0.961 0.848 Speed: 0.5ms pre-process, 1.1ms inference, 1.8ms NMS per image at shape (32, 3, 640, 640) Results saved to yolov5_ws\yolov5\runs\val\YOLO5-ORIGINAL-ADAMW
!python yolov5_ws/yolov5/val.py --task test --device "cuda:0" --data yolov5_ws/yolov5/dataset-test.yaml --weights yolov5_ws/yolov5/runs/train/YOLO5-BALANCED-ADAMW/weights/best.pt --name YOLO5-BALANCED-ADAMW
val: data=yolov5_ws/yolov5/dataset-test.yaml, weights=['yolov5_ws/yolov5/runs/train/YOLO5-BALANCED-ADAMW/weights/best.pt'], batch_size=32, imgsz=640, conf_thres=0.001, iou_thres=0.6, max_det=300, task=test, device=cuda:0, workers=8, single_cls=False, augment=False, verbose=False, save_txt=False, save_hybrid=False, save_conf=False, save_json=False, project=yolov5_ws\yolov5\runs\val, name=YOLO5-BALANCED-ADAMW, exist_ok=False, half=False, dnn=False YOLOv5 2022-12-5 Python-3.9.15 torch-1.13.0 CUDA:0 (NVIDIA GeForce RTX 4090, 24564MiB) Fusing layers... Model summary: 157 layers, 7031701 parameters, 0 gradients, 15.8 GFLOPs test: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\test.cache... 200 images, 0 backgrounds, 0 corrupt: 100%|##########| 200/200 [00:00<?, ?it/s] test: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\test.cache... 200 images, 0 backgrounds, 0 corrupt: 100%|##########| 200/200 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances P R mAP50 mAP50-95: 14%|#4 | 1/7 [00:00<00:03, 1.64it/s] Class Images Instances P R mAP50 mAP50-95: 29%|##8 | 2/7 [00:00<00:02, 2.34it/s] Class Images Instances P R mAP50 mAP50-95: 43%|####2 | 3/7 [00:01<00:01, 2.62it/s] Class Images Instances P R mAP50 mAP50-95: 57%|#####7 | 4/7 [00:01<00:01, 2.93it/s] Class Images Instances P R mAP50 mAP50-95: 71%|#######1 | 5/7 [00:01<00:00, 3.50it/s] Class Images Instances P R mAP50 mAP50-95: 86%|########5 | 6/7 [00:01<00:00, 3.89it/s] Class Images Instances P R mAP50 mAP50-95: 100%|##########| 7/7 [00:01<00:00, 3.56it/s] all 200 400 0.815 0.659 0.67 0.562 Right_Scissors 200 42 0.777 0.952 0.905 0.772 Left_Scissors 200 1 1 0 0 0 Right_Needle_driver 200 138 0.88 0.971 0.965 0.825 Left_Needle_driver 200 10 0.653 0.192 0.283 0.157 Left_Forceps 200 63 0.845 0.937 0.956 0.836 Right_Empty 200 20 0.684 0.6 0.675 0.556 Left_Empty 200 126 0.865 0.962 0.907 0.785 Speed: 0.1ms pre-process, 0.9ms inference, 1.8ms NMS per image at shape (32, 3, 640, 640) Results saved to yolov5_ws\yolov5\runs\val\YOLO5-BALANCED-ADAMW
From our testing, the augmentation we did only hindered the model's performance and we didn't see significant improvement from balancing either. It needs to be noted that the train procedure of the yolo5 implementation we used, has augmentation of its own which was better than ours. We can see from the test results that the best model is the one trained on the regular data with adamw optimizer. For the full metrics, loss graphs and p/r graphs, see yolov5_ws/yolov5/runs/train.
Additionally, it seems that the map is mostly ruined by the super minority labels, which are the left scissors and left needle driver as they have a minute amount of appearances in the data.
For the videos we loaded the model using torch and opened the video with CV2. We save the last 45 predictions for each hand and on each frame we run our model to get the raw predictions. the raw predictions are displayed with the boxes and replace the oldest prediction in the 45 predictions list the top label reported as the segmentation is the most appearing label in the last 45 frames.
To prevent miss match of segments with the ground truth, we make sure that each hand gets exactly one prediction per frame.
import numpy as np
import cv2 as cv
import bbox_visualizer as bbv
import torch
import csv
from sklearn import metrics
# YOLOv5 PyTorch HUB Inference (DetectionModels only)
model_name = 'yolov5_ws/yolov5/runs/train/YOLO5-ORIGINAL-ADAMW/weights/best.pt'
model = torch.hub.load('yolov5_ws/yolov5', 'custom', source='local', path=model_name, force_reload=True)
K = 45
videoPath = 'data/raw/videos/P022_balloon1.wmv'
outName = videoPath.split("/")[-1]
outName = outName.split(".")[0]
right_segments = outName + "_right"
left_segments = outName + "_left"
class_color = {0: (255, 0, 0), 1: (0, 255, 0), 2: (0, 0, 255), 3: (255, 255, 0), 4: (0, 255, 255), 5: (255, 0, 255),
6: (128, 128, 128), 7: (128, 0, 128)}
def findMostViews(views, catagories):
counts = []
for c in catagories:
counts.append(views.count(c))
return catagories[np.argmax(counts)]
def classToTool(class_):
tool = int(class_ / 2)
if tool == 0:
tool = 3
elif tool == 1:
tool = 1
elif tool == 2:
tool = 2
else:
tool = 0
return "T" + str(tool)
def createSegments(predictions):
segments = []
start_p = 0
current = predictions[0]
for pre in range(0, len(predictions)):
if predictions[pre] == current:
continue
else:
segments.append([start_p, pre - 1, classToTool(current)])
current = predictions[pre]
start_p = pre
if start_p < len(predictions):
segments.append([start_p, len(predictions), classToTool(current)])
return segments
## https://learnopencv.com/read-write-and-display-a-video-using-opencv-cpp-python/ ## basic opencv tutorial
## https://github.com/shoumikchow/bbox-visualizer ## bbox_visualizer git with examples
cap = cv.VideoCapture(videoPath)
right_labels = []
left_labels = []
right_k_labels = []
left_k_labels = []
for j in range(0, K):
right_k_labels.append(6)
left_k_labels.append(7)
# Define the codec and create VideoWriter object
fourcc = cv.VideoWriter_fourcc(*'XVID')
out = cv.VideoWriter(outName + '.mp4', fourcc, 30.0, (640, 480))
# Check if camera opened successfully
if (cap.isOpened() == False):
print("Error opening video stream or file")
# Read until video is completed
i = 0
while (cap.isOpened()):
i += 1
right_count = 0
left_count = 0
# Capture frame-by-frame
ret, frame = cap.read()
if ret == True:
frame = cv.cvtColor(frame, cv.COLOR_BGR2RGB)
results = model(frame)
#print(results.xyxy)
# add bounding boxes
# bbox = [xmin, ymin, xmax, ymax]
results_xyxy = results.xyxy[0].tolist()
labels = []
boxes = []
for res in results_xyxy:
labels.append(results.names[int(res[5])])
boxes.append([int(a) for a in res[0:4]])
if int(res[5]) % 2 == 0 and right_count == 0:
right_k_labels.append(int(res[5]))
del right_k_labels[0]
right_labels.append(findMostViews(right_k_labels, list(results.names.keys())))
right_count = 1
elif left_count == 0:
left_k_labels.append(int(res[5]))
del left_k_labels[0]
left_labels.append(findMostViews(left_k_labels, list(results.names.keys())))
left_count = 1
if right_count == 0:
right_labels.append(findMostViews(right_k_labels, list(results.names.keys())))
if left_count == 0:
left_labels.append(findMostViews(left_k_labels, list(results.names.keys())))
frame = cv.cvtColor(frame, cv.COLOR_RGB2BGR)
frame = bbv.draw_multiple_rectangles(frame, boxes, bbox_color=(255, 0, 0))
frame = bbv.add_multiple_labels(frame, labels, boxes, text_bg_color=(255, 0, 0))
font = cv.FONT_HERSHEY_SIMPLEX
cv.putText(frame, results.names[right_labels[-1]] + " " + results.names[left_labels[-1]], (50, 50), font, 1,
(0, 255, 255), 2, cv.LINE_4)
# Display the resulting frame
cv.imshow('Frame', frame)
# write the frame
out.write(frame)
# Press Q on keyboard to exit
if cv.waitKey(33) & 0xFF == ord('q'):
break
# Break the loop
else:
break
# When everything done, release the video capture object
cap.release()
out.release()
# Closes all the frames
cv.destroyAllWindows()
# write the segments
with open(right_segments + ".txt", "w", newline="") as f:
writer = csv.writer(f, delimiter=' ')
writer.writerows(createSegments(right_labels))
with open(left_segments + ".txt", "w", newline="") as f:
writer = csv.writer(f, delimiter=' ', quoting=csv.QUOTE_MINIMAL)
writer.writerows(createSegments(left_labels))
YOLOv5 2022-12-5 Python-3.9.15 torch-1.13.0 CUDA:0 (NVIDIA GeForce RTX 4090, 24564MiB) Fusing layers... Model summary: 157 layers, 7031701 parameters, 0 gradients, 15.8 GFLOPs Adding AutoShape...
--------------------------------------------------------------------------- KeyboardInterrupt Traceback (most recent call last) Cell In [15], line 131 128 out.write(frame) 130 # Press Q on keyboard to exit --> 131 if cv.waitKey(33) & 0xFF == ord('q'): 132 break 134 # Break the loop 135 else: KeyboardInterrupt:
predictedSegmentsPath = "P022_balloon1_right.txt"
trueSegmentsPath = 'data/raw/HW1_dataset/tool_usage/tools_right/P022_balloon1.txt'
def convertSegmentsToList(segments):
segList = []
for segment in segments:
for i in range(int(segment[0]), int(segment[1]) + 1):
segList.append(segment[2])
return segList
def readSegmentFile(path):
out = []
with open(path, "r") as f:
reader = csv.reader(f, delimiter=' ', quoting=csv.QUOTE_MINIMAL)
for line in reader:
out.append(line)
return out
def matchSize(list1, list2):
if len(list1) > len(list2):
list1 = list1[0:len(list2)]
elif len(list2) > len(list1):
list2 = list2[0:len(list1)]
return list1, list2
def compareToolUsage(predictions, groundTruth):
print("segmentation performance for: ", predictedSegmentsPath)
precision = metrics.precision_score(groundTruth, predictions, average="weighted")
print("weighted precision: ", precision)
recall = metrics.recall_score(groundTruth, predictions, average="weighted")
print("weighted recall: ", recall)
f1_micro = metrics.f1_score(groundTruth, predictions, average="micro")
print("f1_micro: ", f1_micro)
f1_macro = metrics.f1_score(groundTruth, predictions, average="macro")
print("f1_macro: ", f1_macro)
accuracy = metrics.accuracy_score(groundTruth, predictions)
print("accuracy: ", accuracy)
return [precision, recall, f1_micro, f1_macro, accuracy]
predictedSegments = readSegmentFile(predictedSegmentsPath)
trueSegments = readSegmentFile(trueSegmentsPath)
predictedSegments = convertSegmentsToList(predictedSegments)
trueSegments = convertSegmentsToList(trueSegments)
predictedSegments, trueSegments = matchSize(predictedSegments, trueSegments)
compareToolUsage(predictedSegments, trueSegments)
segmentation performance for: P022_balloon1_right.txt weighted precision: 0.9586692243384253 weighted recall: 0.958102766798419 f1_micro: 0.958102766798419 f1_macro: 0.8714580784730058 accuracy: 0.958102766798419
[0.9586692243384253, 0.958102766798419, 0.958102766798419, 0.8714580784730058, 0.958102766798419]
vidNames = ["P022_balloon1", "P023_tissue2", "P024_balloon1","P025_tissue2","P026_tissue1"]
videoPerformance = []
for vidname in vidNames:
predictedSegmentsPath = vidname +"_right.txt"
trueSegmentsPath = 'data/raw/HW1_dataset/tool_usage/tools_right/' + vidname + '.txt'
predictedSegments = readSegmentFile(predictedSegmentsPath)
trueSegments = readSegmentFile(trueSegmentsPath)
predictedSegments = convertSegmentsToList(predictedSegments)
trueSegments = convertSegmentsToList(trueSegments)
predictedSegments, trueSegments = matchSize(predictedSegments, trueSegments)
videoPerformance.append(compareToolUsage(predictedSegments, trueSegments))
predictedSegmentsPath = vidname +"_left.txt"
trueSegmentsPath = 'data/raw/HW1_dataset/tool_usage/tools_left/' + vidname + '.txt'
predictedSegments = readSegmentFile(predictedSegmentsPath)
trueSegments = readSegmentFile(trueSegmentsPath)
predictedSegments = convertSegmentsToList(predictedSegments)
trueSegments = convertSegmentsToList(trueSegments)
predictedSegments, trueSegments = matchSize(predictedSegments, trueSegments)
videoPerformance.append(compareToolUsage(predictedSegments, trueSegments))
segmentation performance for: P022_balloon1_right.txt weighted precision: 0.9586692243384253 weighted recall: 0.958102766798419 f1_micro: 0.958102766798419 f1_macro: 0.8714580784730058 accuracy: 0.958102766798419 segmentation performance for: P022_balloon1_left.txt weighted precision: 0.9577116489394657 weighted recall: 0.9573122529644269 f1_micro: 0.9573122529644269 f1_macro: 0.9553990288466623 accuracy: 0.9573122529644269 segmentation performance for: P023_tissue2_right.txt weighted precision: 0.9566897764253594 weighted recall: 0.959924965893588 f1_micro: 0.959924965893588 f1_macro: 0.7782367859649958 accuracy: 0.959924965893588 segmentation performance for: P023_tissue2_left.txt weighted precision: 0.9527341060414528 weighted recall: 0.9496077762619373 f1_micro: 0.9496077762619373 f1_macro: 0.9343285643895525 accuracy: 0.9496077762619373 segmentation performance for: P024_balloon1_right.txt weighted precision: 0.938598974254354 weighted recall: 0.9380360839988169 f1_micro: 0.9380360839988169 f1_macro: 0.8510029189179957 accuracy: 0.9380360839988169 segmentation performance for: P024_balloon1_left.txt weighted precision: 1.0 weighted recall: 0.9931972789115646 f1_micro: 0.9931972789115646 f1_macro: 0.3321956769055745
C:\Users\david\anaconda3\lib\site-packages\sklearn\metrics\_classification.py:1318: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior. _warn_prf(average, modifier, msg_start, len(result)) C:\Users\david\anaconda3\lib\site-packages\sklearn\metrics\_classification.py:1318: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior. _warn_prf(average, modifier, msg_start, len(result))
accuracy: 0.9931972789115646 segmentation performance for: P025_tissue2_right.txt weighted precision: 0.9399491332646307 weighted recall: 0.9416921508664627 f1_micro: 0.9416921508664627 f1_macro: 0.8275678540353049 accuracy: 0.9416921508664627 segmentation performance for: P025_tissue2_left.txt weighted precision: 0.88665943809103 weighted recall: 0.8595310907237512 f1_micro: 0.8595310907237512 f1_macro: 0.42353626024279867 accuracy: 0.8595310907237512 segmentation performance for: P026_tissue1_right.txt weighted precision: 0.9458654859591721 weighted recall: 0.945682825298778 f1_micro: 0.945682825298778 f1_macro: 0.678237477431019 accuracy: 0.945682825298778 segmentation performance for: P026_tissue1_left.txt weighted precision: 0.9536053546496048 weighted recall: 0.9532026319323217 f1_micro: 0.9532026319323217 f1_macro: 0.9524908817144085 accuracy: 0.9532026319323217
performanceDF = pd.DataFrame(videoPerformance, columns=["precision", "recall", "f1_micro", "f1_macro", "accuracy"])
performanceDF
| precision | recall | f1_micro | f1_macro | accuracy | |
|---|---|---|---|---|---|
| 0 | 0.958669 | 0.958103 | 0.958103 | 0.871458 | 0.958103 |
| 1 | 0.957712 | 0.957312 | 0.957312 | 0.955399 | 0.957312 |
| 2 | 0.956690 | 0.959925 | 0.959925 | 0.778237 | 0.959925 |
| 3 | 0.952734 | 0.949608 | 0.949608 | 0.934329 | 0.949608 |
| 4 | 0.938599 | 0.938036 | 0.938036 | 0.851003 | 0.938036 |
| 5 | 1.000000 | 0.993197 | 0.993197 | 0.332196 | 0.993197 |
| 6 | 0.939949 | 0.941692 | 0.941692 | 0.827568 | 0.941692 |
| 7 | 0.886659 | 0.859531 | 0.859531 | 0.423536 | 0.859531 |
| 8 | 0.945865 | 0.945683 | 0.945683 | 0.678237 | 0.945683 |
| 9 | 0.953605 | 0.953203 | 0.953203 | 0.952491 | 0.953203 |
performanceDF.mean()
precision 0.949048 recall 0.945629 f1_micro 0.945629 f1_macro 0.760445 accuracy 0.945629 dtype: float64
The average performance on the 5 videos:
precision,0.949048 recall,0.945629 f1_micro,0.945629 f1_macro,0.760445 accuracy,0.945629